{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GraViT: Vision Transformers and MLP-Mixer for Gravitational Lens Detection with HUDF and HSC Sources in the GAMA09H Field\n", "> ## Parlange et al.\n", "> Based on datasets C21 and J23 in (More et al., 2024)\n", "> #### πŸ”— GitHub repo: [https://github.com/parlange/gravit](https://github.com/parlange/gravit)\n", "\n", "---\n", "## Systematic comparison of neural networks used in discovering strong gravitational lenses \n", "> ### Anupreeta More, Raoul Canameras, Anton T. Jaelani, Yiping Shu, Yuichiro Ishida, Kenneth C. Wong, Kaiki Taro Inoue, Stefan Schuldt, Alessandro Sonnenfeld\n", "> #### πŸ“˜ [Monthly Notices of the Royal Astronomical Society (MNRAS)](https://academic.oup.com/mnras/article/533/1/525/7700722)\n", "\n", "---\n", "\n", "#### 🌌 Dataset: HOLISMOKES VI (CaΓ±ameras et al., 2021) (C21) \n", "> #### πŸ”— [Astronomy & Astrophysics (A&A)](https://www.aanda.org/articles/aa/abs/2021/09/aa41758-21/aa41758-21.html)\n", "> #### Training: 40,000 mocklenses and 40,000 non-lenses. Validation: 500 of each class.\n", "> #### Hyper Suprime-Cam (HSC) _gri_ bands and Hubble Ultra Deep Field (HUDF) ACS and WFC3 bands\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sun Feb 23 23:10:10 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 555.42.06 Driver Version: 555.42.06 CUDA Version: 12.5 |\n", "|-----------------------------------------+------------------------+----------------------+\n", "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA GeForce RTX 3090 Off | 00000000:01:00.0 Off | N/A |\n", "| 53% 45C P8 42W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 42C P8 22W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| 0 N/A N/A 4272 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 4272 G /usr/lib/xorg/Xorg 4MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ”§ Install packages via pip" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nQ00qRYOMSwC", "outputId": "8b2fe9fd-31de-4725-c60b-cb246af48dc7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n", "Requirement already satisfied: transformers in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (4.49.0)\n", "Requirement already satisfied: torch in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (2.4.1)\n", "Requirement already satisfied: torchvision in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.19.1)\n", "Requirement already satisfied: timm in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (1.0.11)\n", "Requirement already satisfied: huggingface_hub in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.29.1)\n", "Requirement already satisfied: tqdm in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (4.67.1)\n", "Requirement already satisfied: astropy in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (6.0.1)\n", "Requirement already satisfied: matplotlib in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (3.9.2)\n", "Requirement already satisfied: seaborn in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.13.2)\n", "Requirement already satisfied: filelock in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (3.15.4)\n", "Requirement already satisfied: numpy>=1.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) 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(2.9.0.post0)\n", "Requirement already satisfied: importlib-resources>=3.2.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (6.4.0)\n", "Requirement already satisfied: pandas>=1.2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from seaborn) (2.2.2)\n", "Requirement already satisfied: zipp>=3.1.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib) (3.18.1)\n", "Requirement already satisfied: pytz>=2020.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: six>=1.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from jinja2->torch) (2.1.5)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (2.2.1)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (2024.2.2)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from sympy->torch) (1.3.0)\n" ] } ], "source": [ "!pip install transformers torch torchvision timm huggingface_hub tqdm astropy matplotlib seaborn" ] }, { "cell_type": "markdown", "metadata": { "id": "WkBendswzFjz" }, "source": [ "## πŸ“š Import libraries" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "1J_bZ7XbzFSb" }, "outputs": [], "source": [ "import os\n", "import torch\n", "import numpy as np\n", "from torch import nn\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import f1_score\n", "from sklearn.metrics import accuracy_score\n", "import torchvision.transforms as transforms\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "from torch.nn.parallel import DataParallel\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm" ] }, { "cell_type": "markdown", "metadata": { "id": "G-oBdmpE7BK0" }, "source": [ "## πŸ—‚οΈ Load training dataset (C21)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define your data paths\n", "training_path = '/home/parlange/datasets/holismokesVI_dataset/training/'\n", "train_nonlenses_dir = os.path.join(training_path, 'nonlenses')\n", "train_mocklenses_dir = os.path.join(training_path, 'mocklenses')\n", "\n", "val_path = '/home/parlange/datasets/holismokesVI_dataset/val/'\n", "val_nonlenses_dir = os.path.join(val_path, 'nonlenses')\n", "val_mocklenses_dir = os.path.join(val_path, 'mocklenses')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data already exists in /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses. Skipping copying.\n", "Data already exists in /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses. Skipping copying.\n", "Sampling complete. Training will now use the new subset.\n" ] } ], "source": [ "import os\n", "import shutil\n", "import random\n", "from astropy.io import fits\n", "\n", "# Set random seed for reproducibility\n", "random.seed(42)\n", "\n", "# Define original dataset paths\n", "training_path = '/home/parlange/datasets/holismokesVI_dataset/training/'\n", "train_nonlenses_dir = os.path.join(training_path, 'nonlenses')\n", "train_mocklenses_dir = os.path.join(training_path, 'mocklenses')\n", "\n", "# Define new dataset path\n", "subset_path = '/home/parlange/datasets/holismokesVI_dataset/training_18660/'\n", "subset_nonlenses_dir = os.path.join(subset_path, 'nonlenses')\n", "subset_mocklenses_dir = os.path.join(subset_path, 'mocklenses')\n", "\n", "# Create directories if they don't exist\n", "os.makedirs(subset_nonlenses_dir, exist_ok=True)\n", "os.makedirs(subset_mocklenses_dir, exist_ok=True)\n", "\n", "# Set the number of files to sample\n", "num_samples = 18660\n", "\n", "def sample_and_copy_files(source_dir, dest_dir, num_samples):\n", " # Check if the destination directory already contains the expected number of FITS files.\n", " existing_files = [f for f in os.listdir(dest_dir) if f.endswith('.fits')]\n", " if len(existing_files) >= num_samples:\n", " print(f\"Data already exists in {dest_dir}. Skipping copying.\")\n", " return\n", "\n", " # Otherwise, sample and copy the files.\n", " files = [f for f in os.listdir(source_dir) if f.endswith('.fits')]\n", " sampled_files = random.sample(files, min(num_samples, len(files)))\n", " \n", " for file in sampled_files:\n", " shutil.copy(os.path.join(source_dir, file), os.path.join(dest_dir, file))\n", "\n", "# Sample and copy files from both nonlenses and mocklenses directories\n", "sample_and_copy_files(train_nonlenses_dir, subset_nonlenses_dir, num_samples)\n", "sample_and_copy_files(train_mocklenses_dir, subset_mocklenses_dir, num_samples)\n", "\n", "# Update dataset paths to use the new subset\n", "training_path = subset_path\n", "train_nonlenses_dir = subset_nonlenses_dir\n", "train_mocklenses_dir = subset_mocklenses_dir\n", "\n", "print(\"Sampling complete. Training will now use the new subset.\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ—ƒοΈ Load common test sample (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Define your data paths for common test sample\n", "common_test_sample_path = '/home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/'\n", "\n", "# Lenses\n", "L1 = os.path.join(common_test_sample_path, 'sets2and3_L1/cubes/')\n", "L2 = os.path.join(common_test_sample_path, 'new_cand_L2/new_cand_test/')\n", "L3 = os.path.join(common_test_sample_path, 'set5raoul_L3/cubes/')\n", "L4 = os.path.join(common_test_sample_path, 'set5anton_L4/mock/')\n", "\n", "# Non-lenses\n", "N1 = os.path.join(common_test_sample_path, 'set4_N1/cubes/')\n", "N2 = os.path.join(common_test_sample_path, 'set6raoul_N2/cubes/')\n", "N3 = os.path.join(common_test_sample_path, 'set6yiping_N3/cubes/')\n", "N4 = os.path.join(common_test_sample_path, 'set6anton_N4/nonlens/')\n", "N5 = os.path.join(common_test_sample_path, 'set1_N5/cubes/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸͺ Visualize fits files" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def list_fits_files(directory):\n", " \"\"\"List all FITS files in a single directory.\"\"\"\n", " if isinstance(directory, list):\n", " raise TypeError(\"list_fits_files expects a single directory path, not a list.\")\n", " fits_files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " return fits_files\n", "\n", "def normalize_image(image):\n", " \"\"\"\n", " Normalize the image data to [0,1], handling potential division by zero and NaNs/Infs.\n", "\n", " Args:\n", " image (numpy array): The image data.\n", "\n", " Returns:\n", " numpy array: The normalized image.\n", " \"\"\"\n", " # Replace NaNs and Infs with finite numbers\n", " image = np.nan_to_num(image, nan=0.0, posinf=0.0, neginf=0.0)\n", " min_val = np.min(image)\n", " max_val = np.max(image)\n", " if max_val > min_val:\n", " image = (image - min_val) / (max_val - min_val)\n", " else:\n", " # Avoid division by zero if max equals min\n", " image = np.zeros_like(image)\n", " return image\n", "\n", "def inspect_fits_file(file_path, num_channels_to_plot=3):\n", " \"\"\"\n", " Inspect a FITS file by printing its metadata and visualizing selected channels.\n", " \n", " Args:\n", " file_path (str): Path to the FITS file.\n", " num_channels_to_plot (int): Number of channels to visualize.\n", " \"\"\"\n", " try:\n", " with fits.open(file_path) as hdul:\n", " # Print basic information about the FITS file\n", " print(f\"\\n=== Inspecting FITS File: {os.path.basename(file_path)} ===\")\n", " hdul.info() # Print FITS file structure and HDUs\n", "\n", " # Access the image data in the primary HDU (HDU index 0)\n", " data = hdul[0].data\n", " header = hdul[0].header # Access the header for additional metadata\n", " \n", " # Handle scenarios where data might be None\n", " if data is None:\n", " print(f\"No data found in {file_path}.\")\n", " return\n", " \n", " # Print basic metadata\n", " print(f\"\\nData Shape: {data.shape}\")\n", " print(f\"Data Type: {data.dtype}\")\n", " print(f\"Header Information: {header}\")\n", "\n", " # Determine the dimensions of the image data\n", " if len(data.shape) == 2:\n", " print(\"Image is 2D (H, W). Converting to 3D by adding a channel dimension.\")\n", " data = np.expand_dims(data, axis=-1) # Add a channel dimension: (H, W, 1)\n", " elif len(data.shape) == 3:\n", " print(\"Image is 3D (C, H, W) or (H, W, C). Checking orientation.\")\n", " # Ensure data has the format (H, W, C). If (C, H, W), transpose it.\n", " if data.shape[0] == 3: # Likely (C, H, W)\n", " print(\"Detected (C, H, W) format. Transposing to (H, W, C).\")\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] == 3:\n", " print(\"Detected (H, W, C) format. No changes needed.\")\n", " else:\n", " print(f\"Unexpected 3D shape: {data.shape}. Treating last axis as channels.\")\n", " else:\n", " print(f\"Unexpected data shape: {data.shape}. Cannot process.\")\n", " return\n", " \n", " # Print final data shape after adjustments\n", " H, W, C = data.shape\n", " print(f\"Processed Data Shape: (Height: {H}, Width: {W}, Channels: {C})\")\n", "\n", " # Visualization logic\n", " plt.figure(figsize=(15, 15))\n", " \n", " # If there are at least 3 channels, map them correctly\n", " if C >= 3:\n", " # Visualize Channel 1 in Infrared (i-band) mapped to Red\n", " plt.subplot(2, 2, 1)\n", " red_channel = np.zeros_like(data)\n", " red_channel[:, :, 0] = normalize_image(data[:, :, 2]) # i β†’ Red\n", " plt.imshow(red_channel)\n", " plt.title('Channel 1 (i) - Red')\n", " plt.axis('off')\n", " \n", " # Visualize Channel 2 in Red (r-band) mapped to Green\n", " plt.subplot(2, 2, 2)\n", " green_channel = np.zeros_like(data)\n", " green_channel[:, :, 1] = normalize_image(data[:, :, 1]) # r β†’ Green\n", " plt.imshow(green_channel)\n", " plt.title('Channel 2 (r) - Green')\n", " plt.axis('off')\n", " \n", " # Visualize Channel 3 in Green (g-band) mapped to Blue\n", " plt.subplot(2, 2, 3)\n", " blue_channel = np.zeros_like(data)\n", " blue_channel[:, :, 2] = normalize_image(data[:, :, 0]) # g β†’ Blue\n", " plt.imshow(blue_channel)\n", " plt.title('Channel 3 (g) - Blue')\n", " plt.axis('off')\n", " \n", " # Visualize IRG (i β†’ Red, r β†’ Green, g β†’ Blue)\n", " irg_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " plt.subplot(2, 2, 4)\n", " plt.imshow(irg_image)\n", " plt.title(f'IRG Visualization (i β†’ Red, r β†’ Green, g β†’ Blue) of {os.path.basename(file_path)}')\n", " plt.axis('off')\n", " \n", " # For images with less than 3 channels, plot each channel separately\n", " else:\n", " print(f\"Image has less than 3 channels. Plotting the first {C} channels.\")\n", " for i in range(min(C, num_channels_to_plot)):\n", " plt.subplot(2, 2, i+1)\n", " plt.imshow(data[:, :, i], cmap='gray')\n", " plt.title(f'Channel {i+1}')\n", " plt.axis('off')\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " except Exception as e:\n", " print(f\"Error processing {file_path}: {e}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect train and test samples" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 18660 nonlenses FITS files.\n", "Found 18660 mocklenses FITS files.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_34877.fits\n", "\n", "=== Inspecting FITS File: nonlens_34877.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_34877.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_35263.fits\n", "\n", "=== Inspecting FITS File: nonlens_35263.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_35263.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_22151.fits\n", "\n", "=== Inspecting FITS File: nonlens_22151.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_22151.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Inspecting Mocklenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_9900.fits\n", "\n", "=== Inspecting FITS File: lens_9900.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_9900.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_461.fits\n", "\n", "=== Inspecting FITS File: lens_461.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_461.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_20037.fits\n", "\n", "=== Inspecting FITS File: lens_20037.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_20037.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "\n", "=== Inspecting FITS File: HSCJ1938_gri.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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t8ctf/rLfv73wwgsxbdq04jm80VprrRUDBw6MP/7xj21/z+233z7bB6ElllgiNt100z7/mxMbbbRRrLPOOnHKKafE5MmTY9SoUbHRRhvFD37wg/jXv/7VL/6Nv6655ZZbxm9/+9v4/e9/3+ffL7jggjnKBQBgfuKs3Z7jjz8+TjjhhPjyl78cBx54YOp75+SsPd3tt98eI0aMiFVWWWWmMYMHD+535p7V39rZeeedY+WVV46vf/3r8dvf/naGMe2+W3rzzTeP4cOHxze+8Y2YOnVqv3+ffi7PnN8B3greyQ285caMGRMXXnhh7LLLLrHSSivF7rvvHquuumpMmTIlbr311rj44otj/Pjx6Xa33nrrOO+882LEiBGx8sorx2233RbXXXdd768TlnTooYfG5ZdfHltvvXWMHz8+1lprrXjllVfiz3/+c/z0pz+Nhx9+eJa/kjgjV1xxRdx1110R8fof97n77rvjf/7nfyIiYtttt43VV199pt87ePDg2GyzzeK6666Lr33ta7P9WU899VTcfffd8bnPfS6V47/j0EMPjZ122inOOeec2HfffeO73/1urLfeerHaaqvFXnvtFcstt1w8+eSTcdttt8U//vGP3r447LDD4rzzzostttgiDjzwwBg6dGicccYZMXr06Lj77rvfsvwBAJrIWXv2Lr300jjssMPiXe96V6y00kpx/vnn9/n3sWPHxtve9raZfn/2rP1G1157bWyzzTaz/EzurAEDBsSll14am2++eay33nqxww47xPrrrx9Dhw6Nxx9/PC6//PJ49NFHY6uttpptW8OHD4/TTz89PvnJT8aaa64Zu+66a4wcOTIeffTRuPLKK2PdddeN73znOxERbZ/fAd4KitzAPLHtttvG3XffHccff3xcdtllcfrpp8egQYNi9dVXjxNPPDH22muvdJvf/va3o7OzMy644IKYPHlyrLvuunHdddfN9DPi5qYhQ4bETTfdFN/4xjfi4osvjnPPPTeGDx8e7373u+Poo4+OESNGpNu85JJL4oc//GHvf995551x5513RkTE0ksvPcsid0TEpz71qdhxxx3jsccei2WWWWaWsT/72c9i0KBBsfPOO6fznFM77LBDjBkzJk444YTYa6+9YuWVV44//vGPcfTRR8c555wTzz77bIwaNSre+973xhFHHNH7fUsssUTceOONccABB8Q3v/nNWGyxxWLfffeNJZdcMj796U+/ZfkDADSVs/asTS++PvDAA/HJT36y37/feOONsyxyR+TO2tP99a9/jXvuuSdOOeWUVL7tePe73x1/+tOf4tRTT41LL700rr766pgyZUq87W1vi/e///1x5JFH9v4Rytn52Mc+FksuuWR885vfjOOPPz5ee+21WGqppWL99dfv8/d52j2/A7wVOlo+4R9gvtTd3R0rr7xy7LzzzvH1r399lrHvfe97Y6ONNoqTTz75LcoOAADqlTlrT3fQQQfFzTffHLfffvtcfSc3AIrcAPO1n/zkJ/HZz342Hn300Rg2bNgMY6655poYN25c/P3vf49Ro0a9xRkCAECd2jlrT/fss8/G6NGj46KLLoott9zyLcoQ4D+HIjcAAAAAANVaYF4nAAAAAAAAc0qRGwAAAACAailyAwAAAABQLUVuAAAAAACq1dVuYGdHR9uNds5RKrPXfgYRmb+mmYntScSWUqofSrWbUardzLU1RRPGY37WhD4rNS9rW/cZTeizjPl5v87I5lDjnl1CqTnRhByakG9GT4P+TnvHgvPxCskctJswiUo9GGSuLZND209+Ue5hKjtuTcmjhEwOmbemlVpHtR1UMn2WyWFaInZgIrY7EduEg2upMS61r5ZaQ6U04R43J/EllHprbqlxzvRZ5r6cybfUtWWKvYX2tFbPrIO9kxsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2uEo22ErEdhdotFdsEpfJtQj9k5kNPsSzKzcsmtFuy39qVybcJ11Yq31JrLpNDEzQh3ybkkFHb3Mm224T7URNk3onQhDlR6uxV2/osrtSglJpwTTjQdBZqt9TbhTI5FHmaSyo1FhG5Ps7kUWptZJS6tlLjkVmf3YnYUmORySFzbZk+y+RQ6kGmCftUZoxLzd9SOZR6UGzCPblkHqXuy9MSsZlrK7X3NKGAkRm3TP+Wmu9vXVMAAAAAAPDWUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaXe0GdiQabSVitcsbZfq3Ka/QZHIupScR24R8MzLrqAlzotR+UiqH2vLNaEK+TVhvNd63mtDHTei3JqzlJszhJsyHRik1MTI30e5COWRk2i2Vb6nJ2Vkoh8yBMTMfMrHZ+VBqwyqZc4l25+dDTakDfKlxKzV3Mus+owl7WmbvabtCFbk+m5KILbVfZ+5FpR7ws+u4tnPEoEI5ZGIzczgzHlML5ZBptwkPXrPRhJoQAAAAAADMEUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACq1TWvE+hJxHbMx+22ErG1aUI/ZNst9epPZv5kcijVx5nY2l4xa8Kay+SQGeNSsaX6rAk5lBqLjFLtZpQai5LX1pQ85jXX9h+k1EKdlk2kTZ2J2O5EbObgkWl3YKF2Sx3ASm2CpdrNHhgzh+dMzpmn4MzaaMKGlbm2UmuuCQ8GmRxKPfRk5m8mttQYl+qHzH2g1H0r02elHjhKzZ1M/2bajShXLMsodb8vVXBpQtGw1FpuwnyYjSbcfgAAAAAAYI4ocgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2ueZ1ARquydkvpSMRmrq1Uu03o38y1ZeN7CrVbauyyfdGuUvnKoTntZmLn51dQmzDPMpqwl5S8DzRh/2tKX7SrCXtEE/a/ak1LxHYmYjOd110oNvNkkjmAZfqh1MGuCZMzc3POjFtmkWb6NyKXc2ZtZPIolUNmvpfaNDPXNj8fGjPzoQk3pSa0m9kjSu3BTZi/TbgPZNodkGw7Mx6Z/a/Uup+aiM32RbtK3RNLFalKreVS63Mu/lgAAAAAAGgURW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKrV1W5gq1ACHYXabYJSfVZKJt9MbKkxzuSQfTWnCdeX0YR8M+2WGrtSczijCf3bhHabsP+VWhdNuLaMJuxRJTVh7Ob3Pm5Xqf26tv2vuFJvUelJxGY6LxPbnYjNyPRZph9KTfpSOWR0JmJL3hgz86cJm1DbT9fJdjNzotR4NOEA34SNuwlvE2zCXllqnmXWUKl1UWqeZfLNxJaaDxHl5kSpnAckYkvN4SacOUqd6UoW4eaSJmzRAAAAAAAwRxS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAACoVleJRjtKNJrUKhTbhGsrJXNtmT4rlUNTxqIJ86fU2DVhTvQkYkv1b6lra8LcqW0+ZDRhvZVqd36ek9m2mzDXSp05Mu9EKJVDRm3tVqsJh6VMu92J2M5C7WZkcshowgZbKodM7LREbNaARGwmj1Ibd+aQWyqHjMyay+SQabfUHM6s+0y7mTHOaMKD1/z8dskmHERLzcmsJhxcM+024dyT0YRDbql7Z6n9bzbm560JAAAAAID5nCI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADV6mo3sKNkFvNYqUp/q1C7GaXGbX6eD1lN6GNzLa+2PiuVb23jltGTiM3cB5owdzI5NGEsmpBDVibnzFwrte5LzYlS7TZhb69xXkZE7iK7C+XQhMNzEyZRbf3bhD7LXlsmflqy7XaV2twy15ZpNzMvS+VQai1nrq3tSkdSps8y+XYWymFqInZ+lunfJhzsMvO31IFxTuLb1YS9pwkH7VIPHBmZe2cm38yam4vzzDu5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADV6prXCZTSkYhtFcuCiNxY1Ki2+ZMZj9rWUU8iNnNtmVcDm5BDEzRhPmT6rAn7VBP6rFQ/lLy2Jozd/JxDqXYze2VGbfetOdI5rxNIKnXwyOhOxA5IxGYmURMmZyaHzCIt1Q8l2860m4nNzLWMJqyjzMEq02eZdkvlkImdlogttV9n1mcmh1J7TyaHTP9m8i31kFZqLDL9ULKql7m+JqzPUntPRql8M5rwcFJqfc5GbXUTAAAAAADopcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1uko02lGi0YhoFYrNKHVtGZkcSvVDKZl8M/2QHbdSeWSUGucm5JtR21ou9cphqX7ItJu5tkz/9hRqN6MJ/ZvRhHsR/08T9utSa66UJszh2s5IvTKJdyZipxVqN6PUoGTyzeRQ6gaWueE2Id+SN/JMfGacpyRiM32cebrO9Fvm2jLtlnrAru2BoynzvYTuRGyp+0upeVZqr2zCXM8oeaAptaeVOow24WG8tvnThBzmIu/kBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUq6vdwI6SWRCteZ1AlBvjnkRsja+6NGFtlMohMx6Zcc7IXFupfsi024S1nFFqzWXmQ6kxbsJYNGF/yCjVZ7X1Q41K7cEZta3ParV9eo9cR2cGsNQBIRPbmYidlogtdVPKxGaurVT/ZuZOqdiIXL9NKdRuqcNSZpynJmJLzbXuQjlkYksdMDMy8yGTQ6l9amAiNjPGpW7kAxKxTTj8ZOZDqTVU6t4ZUe4ckZmXmbVRKt/aHpIy+WbmcKbdebRf11hTBAAAAACAiFDkBgAAAACgYorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWl3tBnYkGm3NQSJzO4dMbE82kTaV6odSMvlmYkvNnZJzsraxy/RFRmZtNGGPaMr8KaHUGDeh3c5EbG1zMqMJ985S7Tahf0sqtfdklGo3Y34f5/le5q0vpTbjzA2hu1AOmX4olUOm3YxSD1Ol+jci1xeZtpvwgDItEdv2U3tSqfWZubZMu6XWZyaHjCYcEErdnDP3gVLzt1T/NmEPzszJUoWciHL3uVJj14TCSKn9JLP/NeHBstRZcTa8kxsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2udgM7CiXQSsRmKvI9idjMtWViM9eWUarPMu2W6rOMUv0bUe76mjB/MkqN3fzcD6XyLZVDbXtlqX0qown3oiYoeW1NWHNNUNt+Uipf78h4k85EbHcidmAiNrMBlIrNTIxSB+ImHLQzMjmUmmeZMY7I9UWm7cz1lToAtf0kHrm5lslhWiI202cDErEZpdZnE2T6t9RhPyMzf5twQGjCHpzJN7Ovlno4ybadUWpvL6XUPaPUGanUfM/Mh0yfzcUxrm3rBwAAAACAXorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUq6vdwM5Eoz2FYluJ2IyOytrNyPRvqXxLjVtGE8YiohlzuAnjkVHb+qxtLDKvdJbKN9Nuqf7NtJvZVzOaMHcyOZTcV5uwNjI5ZNZRE+ZPKaX2kybMh0YZlIidmoidkk2kTaUO+5mHk0y70wrl0ISDR0Z3Ijaz+DP9G5G7vrafbCM3L0tt8qU2zUwOmTmcmRNNOLBl5kOm3cwcbsK6LzUWTTjAZ8Y4M39LFVEyaz6Tb6mxyLZdau/JxJa6h5fq49ru4aUemudiP3gnNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWl3tBnYWSqBVKLajULs9hXIoJZNDqT4r1Q8lcyg1L0u9qlSqL5owJ5rQbmbcMu1mzM/zrFQOpZRaQ5n7SxM0YSxKasLYNWGvLCWzT3U3IIdGafv0HhFTE7GDErGvJWJLPURMS8RmJv2AQjlk2i0ls1llYkseUjLxTdjcmrBxNyGHzD5VapMv9UCXic3sf5m5XmotZ5Rab6XazezXGZkxLjVuJfe+zPostV83pS/aVarPMntPZg8uVRDNmIvjVu35HgAAAAAAFLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKhWV7uBnYlGexKxHYnYjFahHErFZvItpQk5lJKZkxHNGOcm5FBKbf2Qic28cmivLKsJfVZq7nQnYkv1Q1P2nUwepdZcbfO91Hg0YW1kNOF+OEcyh/IBidjMxtL2E0RETEvEZmQmRqbPSk3OTD9k2i21WWXGOCN7KM/kkZnDmTkxPx/uMntEpt1MP5Ranxml9r9Mu6WU6t9SsaXWUKYfmvBQmcm3pEzOpe4bpe5z2ftRu0rdM0qNRSaHUg+hc3EsvJMbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFCtrrkeGBE9idhWoXYzMjk0oV1el3mFpuRYlMqjo1C7Tcg3o1S7GZk+y+TbmYjNjEWpcSs1J5uQb6n7S0amHzJzJ3Ntpca4pCbsU6XMz9dWSlPmZVGlbkpN2IxLvf2mu1C7tV1b5uaRybfUw19ExLREbKk+LrU2MvmWGudSm2apfSojMy8zxY5M/2aUOrg2YU5mcsiMRUapB+ZS95cBidjMtWX21IiIgYnYzLzM5DE/r7kmxGaU2k/m4v3bO7kBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFpd7QbOz9XwViK2o1C7GZkcmiCTb08DcmiKUvMyo9S6L5VvZv6UurYmrPsmzJ1Mu01Yn03Ioba5k5Fdb5m13ISxa8K9KzN2mfEoNScy7dY2H4pr+/QeuQ7JTIyphdrN6E7ElropTUvEZsYts0A6C8WW2iiy8yHTbxlNuDlm2h1QqN2MJrRbar6XurYmzN9SN8ZM/2b2yozMtZWaD5kxzty3Sh0us+02YX1mlFobpe6JpQoYUxKxmTmcuRdl5vtcND/XrgEAAAAAmM8pcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2udgO7E422KovtqKzdUjlkZHLIyLzqUiqHkjLjUSq2xn5rVxNetSuVQ2bcmtAPpeZvTzaRitS2jkvdXyJyc7i2OdGEM0epPiu17kvl0IR1NEdK3RBKTbgpidjORGypAcwskLafpKIZN+dMn2Ue/ppwbRHNOIRl5nCmjzPzMpNDRqm9p9S6z/RZE25Kpca4CYfyJrSbUardUvfkUntUVqk9IjMnSvVbqbHLtJu5Z5Saw6VymJZNZOaaciQBAAAAAIA0RW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKrV1W5gd6LRVqHYjI5EbE+hdjMy/VAqh4xSOWTazcRm51mpPEopNX8y7WZeMSuVbxPGIqPkHC6hCftUE9ptwj2uCWuoCXNyflfbntaEPeI/Yl6+lojNHOAzB+JMR7f9tBER0xKxpTas+XnhZZR6K1TJt1hl5nAmj0xsZs0NSMQ24UDchDWXaTfTv6UKApn5UGpOltrbM/2QGYsmHJ6b0G5GJofOZNuZ+VNqrmWUKmBkzieZPi71YFnqXpvJIdNnczFf7+QGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFSrq93A7kSjPXOQSDs6ErGtQu2WUiqHUn3WBJlra8qrOZmcM+so024T5loTYufnPSJzbZnYJqyjUvOh1HordT/MjEWpvb3kGmrC+mzC2mjCfbkJe08TxrhRpiViMwf4UpM+k0MTNrdSEy4zbgMSsZk+K7WgS+WQjW/CxtKZiM0cEjJ9XOqm1IQcSh2s2q6KRO7aMvMhM38z7Wb2niY89GT6ITMfMvtqJodS/VvbvTPbdhPuR6UeAEsdiDPrvtQDaxPuL29dUwAAAAAA8NZS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFpd7QZ2JxrtScS2CsV2JGLnZ6X6rFRsE/JtiswrUKWurwk5NOHaMjJzuJQmzPdS/VBq3JqwT5Xqs1L35MxYlFwXTejj2s4nTRi7JoxbE8ZijkxLxGY2gFKxGU04TDRhwpV6QBpQqN3MtXUmYrMybZeaw6XGI/MwXmqcSx0SmvBgmZk7pfaItiszSZlra8KDV6l7Uebe2YQ+yyi1jrPxmb4o9VCX2SubsO5LrY2MTD+U6t+5eG3eyQ0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqFZXu4E9iUZblcU2QSbfjkKxpWRyKPWqS2cyvlS/lZqXpdotNR7z8xwu1W5t+19tc7JUvpl7Z6n7bNs3+oiYlojNKDknS90/S6ltfTYh3/l5r5wj3YnYUh2SySFzCGvCIs3I9FkT+iFzo8ncPDKx2WvLxA9MxE4plEPmRjogEZu5tsw4Zw5WpQ4fmRxKXVum3YzMuJWSGbdSh9FSBYHMvaiUzN6e2R9K3TOyh59S86fUWi61p2Vkxq7Umis1fzKxpfbV2fBObgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtbraDexONNoxB4nMy3ZbhXLItNuEVxsy11ZqLDL90JmIbXuiz0EemXHOrKNMu5nYjCas5SbElpLJoadQDk3Y/5owbrWtoVL3l8xemdnPsjLXV2ptlFLq/tKEOVwqhyZcW6NMScRmDkulDimlFmlmADMLL5NvqUWaGbcmHJ4HFsohotwhodRmnLm+TLsDErGZtVxq/mTaLfUgXGqTL7VHZMYt+3A7r5XaKzNzJ7NPTU3E1pZv9p5cai1n8ii1ll9LxGbWXKkzUql+KHX+y8yHufhg2YTaKgAAAAAAzBFFbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqtXVbmBHoQRaidhSOWRkcsjENqEfMu1mXh0p1e7AROzgRGxERGcitjsROzUROyUR25OILTV/Sr1i1oR2m7DmMmOckdl7MrEZmX7IrM1S45ZZ85nYUjLjllkXJedOqbabcJZpQrsZpeZPKU3Y04rLdHRmE8oskAGJ2CbcPDIy+Wb6odRhrdRBu+2nxGRs5gCfjc/M92mF2s3ItJuZl4MSsaUOVpm5Vmo/yczLUmORkdkjMg+Kpfo3M3cyMjlkHq5LrePMXpKZk5l2Sx3gs/Gl1lymLzL7VCbfUg/jmRwyY1FqT8us+3l00G7C8wgAAAAAAMwRRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKrVNa8T6CgUWyqHVqEcMubnfDMTcnAidngiNtv25ETsK4nYnkTstERsZk5kXgXrTMRmZNrN5JuZl6WuLTMWmdjM3Mko1W6mfzOxmf0k0+5rhWKbMMYZpe7JWU3II7P3lBq7zPwpdfZqwpmDNym1QEodJkrJ5DsgEZtZ0KUONE24iS5YKDYiNx6ZA3HmBj01EZtRak5k+iyzR2QekDJrLtNuqcN+Jt/uQrGZ/WRgIjajVP9m9pPMesvM9cyan5KIzchcW6lKXfawlonP7MGl5k8mh4xMvpl1VGqPaMJeOY8KLk04dgIAAAAAwBxR5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFpd7Qa2Eo12JGJLtVtKqRya0GdN6N/OROzgROzwZB4LJmIHJGKnJGIzfdGdiM2Mc+ZVsFKxmX5oe0NL5pBpt9RazsRm5sO0Qjn0JGIz/TsoETskEZuZD5k1n5Hps8xYlFLb/bukUmu5tncilJqXpfqhCetojmQ2i1I3/VJK5VCq3czBLnMDK3XDzfTDwERs5sY4NBGbbTtzACo1JzLjUSrfzLrPjHOpA1smNjMfMvlm1tzURGxmPrxWKIdSBYFM/2Ye6DLzYXIiNjMWmQekTLul9rNMbPbw04TiU2ZtlHoYL1WcyeSQWXOl7i+lihJz8WGxCcdZAAAAAACYI4rcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUq2teJ1Cqyt5RKLZUDqX0zOsEotwYZ64t2w+tQm1n2s3oLNRuZuwyOQxoQLuDErEDE7GZTTUzH6YWip2SiJ2WiM2si8wYL5iIHZaIzezXmWvLrKFMbKn7S2ZONuEeF1Fu7DLtZvotM86lxqPUvagJ87LUtTVKpqMzG2wmttThp9S1ldoohiRiMzfnzIEmc23didiMUnOnpFIbS+YgmInNjHNm/mQOVoMTsQs1IIfMAT4zxpMTsa8mYjPr6LVEbGbdZ3IoNdczY5HJN/Mgk+nfUntwJt+M7GGt1MGq1KG8lFLnkyYcykuNRaYf5uL5xDu5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADV6mo3sCPRaCY2U2UvlUOpfHsSsRmtRGwm30y7GZl2uxOxryViJyZis22Xii01Hpn53pmIbXszScYOSsQumIgdnogdlojN5JsZ41cSsS8lYicVip2aiC11H8godc8opdT+UEo230wfN+FeW+q+nNGEOdGEcfuPkLk5l5oYAxOxmXxLHVwzB8zMISWTQ6kFkumzzLVlbuSZA25mPkTk+jiTcyY2Mx6ZdjPrKDPOmcNoJnZoInahROziidgRidjMg0Fmj8g8WL6YiM0c4DPtlprrAxKxmXWfybfUPS5zbaXuRRmZcSuVQ1YTik+lcsj0cakzXanYCg773skNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKhWV7uBHYlGM5XzTGwmhwGJ2M5EbEZ3IranUGwmh1Iy+U5LxE4ulENEbk60ErGZ68vEZpSa76XW/aBE7PBE7BKJ2CUTsYsmYqcmYp9KxP4rEft0Ijazn2TWRWZ9ZvpsUiI2k29m78n0WRP6N9NuJrakzNmgCTlncih1baXabUL/1jYf5khmUWdu+m0/FUTu5lwqh1IH4lLtZiZc5qCUaXdKIjbjtURs9lBe6oCZOWhncm7Cg3Cm3cGJ2CGJ2EUSsUslYkclYkckYjPrKHMofzIR+89EbGb+vpKIzRy0Sx1yS63NUntlJrbUYa3UHpXVhH01M4dLFX1KjV2m3YxS96J5xDu5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADV6prXCWSq7IMKxQ5IxPYkYqcmYqcUiu1IxJbSSsR2J2Iz/ZtpNyI3LzPXV0pmnDP5lrq2zkRsZi0PT8QunYh9byL23YnYSYnYPydiM/tUJofJidhS6zOz/01LxGbmeiaHTD9kxi2TbxP2h+xeUur6mnBPzMjMiYxSe3updmsbt+Iyh5TMSX/BRGzm8Dw4EZs5IGQWSGbjfi0Rm7mBlVrQpTb5zLVl+iwzFhG5OZG5vlJPwZkcMmt5YDaRNmX6N7NHjEjELpGIHZOIfVsiNnNgWygRm1mfExOxmTWXOcBnDs+ZPsust1KFkUxsZv8rta9m7hmZdZyVySOzp2VyzszLUofGUg8+mT7LFrXalcm31FlmLr792ju5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADV6mo3sCPRaKZyPigROzQRO7xQDq8lYl9OxHYnYjNj0SoUW0rm2jJ9lr22nkJtl1pHGaXmRCY2c22l9pNFErFjErFrJmJfScS+lIh9NBE7MBHbhFdFM+t+WqF2pxZqt5RS+1lGZu+LaMa9q7Z2S50NSsnOiXndbqMMSMS2fdJPtjukUGzmpjQlEZvph8ymmdnkMzmUuoFlZBZTJt/sYaIzEVtqnDM5ZzbYUvlmcsjMn8xYLJiIHZGIXSIROzoRm9lPMgWBpxOxCyVin0/EZtZy5pCbiZ3UgBwy+1RmDZVam6XWcabPSuaR6beMJjywZpTqh4xS97hS62g2apsCAAAAAADQS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqdbUb2JFotDMROyAROywRu3gidlAi9sVE7OREbEZmLJqgJxHbSsRm+iHTblYmj8yrSpl+K/VqVabfMvl2NyB2UiL2pUTs84nYzB6RiZ2WiC01xpl2S41xph9Kzd9Mu03YKzNquxdFlMs5Mx6Z/brkvatdTZg/mX5oQp8Vl7nIzEF7YKHYoYnYwYnYiYnYqYnYjFKTs9QNIROb6bPMw192Uyl1SMisjcx4ZPoi025Gpt1Sm/FridgphdrNxGYOjaUO2qUOz6X2k8y4ZXLI9G+peZbp34xMu0050JQqSpTa/0qtuVKxbVdkI7dfZ+Z7qbk2jw7w3skNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKhWV7uBHYlGM5XzTOzAQrGlKv09idhWodhSmpBDRlPyzcyJzJrLmFYoh8y1ZXJ4LRE7MRH7eCL2zkTss4nY7kTsQ4nYpxOxryZiM+OWmQ+Z2EyfZWIze0Sm3VL3gYxS95fMtWXVdk/M7JVNGOcm5Mu/oQmLenAidkChHNp+iomIzkRsbZM+k2/moSdzs8tsKpnDRLbtzPwp9QCYaXdqIjazjjJzYnIiNnNofDkR+89E7IKJ2JcSsZk+y+T7TCI28yCTeUDKrOXMnMzETinUbql7XKn9LxNb6oGjpFJ5lCpGZvq41D2j1D0uc+4pNdcyOczF4pd3cgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqtXVbmBHotFMbE8i9rVE7MREbMaLidjJidhpidhMn2W0CsWWUjKHzBxuQl+UkplrmdjuRGxmHT2fiM28wpfJ4e+J2Ew/ZPa05xKxLyVipyRipyZiM/tfps9KzclS6yKjtn0nm28T9uBS7ZY6I2U0Yf7I4d/QmYjNTLjMjTFzKG/7aSMpc1N6JRGbuSk14QaWmciZfDNzJ3Nt2YWXmZeZnDN9kckh0xel8p2UiM1c2wuJ2EGJ2Mwe8WoidngiNtMPmUP5M4nYzAH+5URsJt/M3p5Zy5l1USo2k2/mQSYzdzI5lDoMZ9rNxpc6uDZBqWJZqbErNRYDCrU7Fw/l3skNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKhWV7uBPYlGM7EdidiXErFTErGtROykROyridhpidhSY9EEpeZOZowjyr36k8m5VF+U6rfMHM7kUErm2l5OxA7KJtKmzJ6W2XteKxQ7NRHbXSi21F5Zal/NzMlSayjTvxnZPTij1J5Wqt2SfUHOf8RYZDaszCZf6kCTMTkRm7kplTqUZzbYJkzOTA6Zg3N2PpSaa52FcmjCDSEz3zOxmQNxZk5kDrkTE7EDE7GZfDMFgUyfvZiIzRz2M3tlZiwysZm1mdmDSz1EZOZO5tpKPSA14Z4cUbZAU6LdUve5jCY8WJa6tsxaztyTZ8M7uQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1eoq0Wh3IvaVROyAROzkRGwrETs1ETstEZvRk4jNXFsmNqPGV1IyfdzRgHYzY5dZnxmZcc70Q2YdZdZ9JodXE7GZTTUzxpl+KLVPZdrNxGbGotTcyYxFRmZtllrzmT7LKHVt2bZrMz9fW0ap+Z5pt8bzSURETEnEdiZiMzfRzCb/WiI2M4ClbkqZ/s0oNekzSj0YlDrgZuMz8z2j1EE702+ZdgclYjPzvQkHtpcTsZlDeam1kXmIKPXQkxnjzF5Z27rI7CWZ/i31EJyJzex9mTHO5pEZj0zOmblW6gGw1DhnipyZtZzZ/0o9LJa6J89Gted7AAAAAABQ5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFpd7QZ2JxrtmINE2tFTKIdMu61CsZn+zbRbaiwySo3b/C7TF5k5kZFpd1qhdkuto0y+mVcDOxOxGaX2qUyfldqnSsWWWkOlYkvJzJ2Mkv3QhH4rpdR9rtTaKDV/Spmf506vzKC8loht+6kgKZNvqRt5RqkDTakbbuaQ0oTDZfagVKovSo1dJodBidiMqYnYSYnYwYnYUms5s08NSMSWGuMpidjMXjk5EZvp38zcybSbubZMbGYsSj38ZZQ6BGbGrSkHpcyayyh1n8v0cebaMvfEUtdWar6X6ofZ8E5uAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1uko02krETkvEdhTKIaNUDqXybUIOGZn+zcheWxPmWk8ittSrVZkcMkrNy85C7Wb6d2oitpTMuGX6obZ2M+bne0Ymh1JrPiuTc3exLNrXhPtnRqn5k9GEeVnq2orLdEhmgWTazdxwX0vEZm6imWvLPPFkFkgm38xhYkChHDKacihvwuEuI9NvpR6EM/Mns44mJWIza67UWs6McWb/K/WQltkrS90YM2ORmb+1HZRKrePMfGjCYS2i3ANKqQfAUnt7pt3MfSvTD6UOz6X261LzfS7+WAAAAAAAaBRFbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqtXVbmAr0Wj3HCTSjo5C7Wb0JGIzfZZ5tSHTbia2VP+Wmjud2UQaoFQfZ+ZlqVe2MmNXKodScy2TbxPGuJRS/Vtqn8q0Oz/LzJ1S86zkWNR2/yzVF7XlUGquNaEfiiu1GZcawCY8GEwplENGps9KHSZqfHtTZr5PS8S2/RQcuYeOTA6ZdjP5llpzpR6+Mvlm+reUJuyVpYoSGaX2qdrGuNS4ZZScD5m+KLVHZO5dUwvlkLm2Uvf7Ug8nmTWXaTczbnNxbdR41AEAAAAAgIhQ5AYAAAAAoGKK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFpdJRptFYrtyCYyj2Xy7SmWRfsyY5GR6YdMbKl8s5qQc205lJrvmWvLvMJXKt9Se1qpfbU7m0gBTVn3JTThPpBR8v6d6Yv5eU7UdkYqle/8PMbFZRZTZlAyTxBTErGdidhSSh1oSm1smQNNqUWaubbsYSIz1zLzp9ShJpNDqY1wWqF2M7GZOZGZw5MTsRmZeVbqhpuZk5mxyFzb1ERsqYNrph8y15ZZFxml9p1Se1R23EqNR6l7TKm38TZhPErdMzLjlumHzJqbi+PmndwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGp1tFqtVjuBXR0dpXOZZzJX1lZnzUG787NMnzXlVZfM2GViexKxnYnYUkrN4SaMc6kxLpVDqXYzc7K2Pa0J67hUbGZfzcSWyiGrVM6l5nDJvqAZuts7Lr8lOgYmZnJth4lS3dyEw37m8JPZ2DJKHcCackPIXF9XoRxKzYnMWi41zpl5OTARW2p9luqHJjwgNeFwVyqHzFzPtNtdKLZUn72WiM3IngtK9XGpfmvCA2uph5Mm9EMDjsOtKbNOogm1JgAAAAAAmCOK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVKtrXidQSmteJxC5HDoKtZt5FaMnEZuRubZMDk15hSaTc6lxzig1Hp3ZRNrUhHVUm8y1lerfUjLrvlQ/ZGIza6hUu6X29qYodZ/LzPdSe08T2s1owrXNz3t7r1KTvgntNmFilJrI3YnYjFIbW6mbx4BkfKmcM+OROeSWyrcJ7WbW8pREbHZOlMihCQ8yTZhnGaXuGdMKtZtRai8ptd5KPXBk88j0RSY2U7Us9ZBUqvjUhHEutU9lxngu9m9T6oQAAAAAAJCmyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLW6SjTaSsR2NKDdjEwOpWRy6EnENqHPMjlkri37as78PNcy+ZZan6ViM+OciW3Cuq9tryzVbindidhS8zezpzVhTjYhh4j67nO1tduEM12pMfZOjzeZlogt1XlNmJyllFrQmae5JmzcmRtuRLmxy8zh2g5hmT7uTMSWeviakojN9G+payv1wJoZt0z/Zvoh07+Ze0ZGEw7lpfbKzHwoFVtSJo8ilcikzNoopdR8zyh1j5tHBRfnewAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtbraDWwVSqAnEdtRKIeMTA6Z2Ez/zs85ZGReocnO30zOpeZwE8a5lFJzIjMWpZQai0zs/PzqZWaMM7GZ/i3VbkYT2i21T0bk5nBtZ4Mm7MEZpfo3025noXabcM+YI92J2FKLqdQNLCNzbZk+y5iWiM1M5IzaDhPZTaXUjSljaiK21IaVmcOZPsvM4Uy+TZk/7cr0Q9sVlKTabnalDs9NuBeV2ndK3Ysyc6dUDhHl7nOlHr4y+1Rmj8jkkOmzJjyoZfKdR8Xe+bkWAgAAAADAfE6RGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAanW1G9gqlEBHoXYz+ZbKoadQu5l8S/VDpt1MbOZVl1I5ZJXKOaMJfZzRhPVZ27U1oR8yOZTa/zL5dhdqt7bYjCaMccm2S93neF0TzlP/Ee/eKHWRmY7urKzdUpOz7SepyOWbuYENSMSW0oQDTUS5G2lmXpY6qGRk+jhzbbXJ9G+pvSezPkvNh8w9I3Nt0xKxpQ5VpQ77GZl+yKzNzLiVmjsRuZybMIcz+ZYau1L3uVJrOaNU8WAunm3/I54FAAAAAACYPylyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQra4SjXYkYlsNaLcJMtdWSqk+y1xbT6F2szKv/mT6rQnzvVQfl8q3Cf3bhGsrNd9LzZ1SMjmUGouM2u5FGSX34CaMRxPOMhlNuH+W2iOasAc3SnciNtN5nYXazSi1yWeuLXMILJVvqUmfubbMPMv0Q/bps9SBrVQfZ/qt1NvNSs2JTJ9l+iGzPqcVarfUTXRSIjazNjLjNiUR2wSZudOEh8rM3ClVZCj5kFbqft+E4l4mh1J7Zamxm5/PHHPxxwIAAAAAQKMocgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2udgM7CiWQaTcT28omUkCpa8vI9EMmtrb5kFWq32rLIdPHPYnYJsy12vo3k0NmLDKasK82QRPWfKm5U9s9o6QmjPP8vOZKzeEa51pa5i0qTZjIpQ4TpdrNyIzFtEI5lOqzzBh3Fmo3ohkPi5l2M31Rav6U2iOasD5L5dudiB2QiM3km8mh1LU1YV8tdW0ZbVfJotzBo9Saz8qMR6m9p1RsE/bKTA6ZdjP3osw6yrQ7jwq43skNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKhWV4lGW4nYjkRsT6F2M5rQbhP6rAljUVKpOZyRabdUvpl2m9Bntcn02fzcbqk52YR9qlSfZa6tlMyr5CXzbcK8LKUJ8zKTQ2ZONOGe0YQxniOZzis1KBmZDSDzZFJqEnUXyiFzbZkcSh3gm7KgS91AOhOxpdZcqdiMUnOt1JwotZYz86HUAXNqIrYJ+ZY6lGeUupFn5k5Gph9K7VHZe31tY5dRal+dlogtdX/JzOFS/VDq/Dcb3skNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANXqajewlWi0Yw4SmdvtZmIz15aJzSjVbkYTxjijZL5NmMOZ68u8WlXq2ubndVRq3DIyY9yTiC11bZl2M/lmNGGu17ZXZmTGLZtDqft9KU3YIzJqO0+V2v+q1YQJV+pG052IbcKNMaMJi78Ji7Ttp8//v2mF8ii1jjJzuNSNtNTYNSGHJtz0M2Ncqt0m7O2lxi3TD6XazajtkJJdQ6X2iIxS+3Xm/tKZiG2CUof9TJ9l7vdzcW14JzcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFodrVar1U7gAh0d7Tc6x+nMWluJNkipfijVbm0y/ZDtM33cHKXWfRPGuLY9jddlxq0J86wnEZvJtynzN5NHqbEr1W+Z2My7FprQZxlNmGs97R2X3xIdXYmezkyMUhM5k0NmwyqlKxHbhHwzOWTGojMRW/LmUWoOl5qX3YVyKNVuqRwyMnMiMy8z7WbGuNTayORQag8uNc9KyeTbhOJME8Y4q9Q6KnXfKHVfbsJDXUapY2upuTa1/dBWz6wvrglbEwAAAAAAzBFFbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqtU1rxOoTUehdlsNaLfUtTWhz7Kv5mTiS41dRiaHJuTbBLX1Q2Yd9TQgh4zMWGSuLbOOS11bJt9MDk24Z5TUhHtXRhP6rVQOTVj3TRjjRmnChlXq4NGEA9jURGwm385EbHcDcsjMh1LXFpF7Wm3CvMxowkZY6qCSUeqQW2ptNEET+qwJB/iMJsz1Umu+1MNfSU3Yr5vw0Jy5J5bap0r1wzxac97JDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAACoVle7gR2FEijVbqsB7WauLRNbKgf+n0wfl3qlqKdQu6XUNi9L7RGl1nKp/i2VQ6k1VGq9mQ95pa6tpNr2nibkm8mhCfet2vp3jpRaUJkNtrtQDqU2liZcWymZfii1SDPjNiDZdqlxru0AlBm7TGwTHmRKrftSa7kzEVtqv55WKIe2q0PJdkuNcWYsSs3JzDwrVSAqeSjPXF9mPJpwry21/2WurdR9IKPUYb/U3JkN7+QGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFSrq93AVqLRTGxHA2JL5ZtpN/NqQ6bdjMy1ZTRhPmT7rNSrP6XGrtT6LKUJc7jU/GnCflJKE/aIUu3Wdm2l5npGyTlZ29powlzLtNtTKIfazj1NmDuN0oQBzEzOUhth5toy7XYXardUn2U0YRPMtp0Z50wfZ2JLHTBLXVupdZ8Zt85EbMa0RGwT9rQm7NeZPS2TQyZ2aiK21P6QkZkPmble6v6Slckjowl7Wqn5nlHb2avtanMyh9nwTm4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLW6SjTaUaLRiGgVajeTbyaHJrSbUap/a7y27kRs5pWiJvRxRmY8ehqQQ6YfSvVZE5Qai4wm9G+puVPK/DzXszlk+qIp940SasuhCe+cqG3dF1dqs6ito5twsMvElrqRZ/qh1Bhnnz4zeWSuL6PUeGTabcKhvNQNIZNvqTlc6jCRkbm2zmJZtK/UGDdh3Eqtocy4NWG9ZZW6f5Za9xmZayu1X5c6c2TmZanz1Fycl014HgEAAAAAgDmiyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLW62g1sJRrtKBSbySEjk0Mppfo3o9RYNKF/szLXVyq2JxHbhDXXhLWcUeO8LKG2fbXUemuCUvk2Yb8uud6acH2l3jFQ23xvwlj8R2jCzbkzEdudiM3IXFupHJow6TNjUWpTacJYZNsuNR6lDvCZdjOxbVcDohl7RI0HlXZlxi1z8Ci1PjNjnNGEA02ph+vMGJeS7d/MOE9LxJaaw5l2SxVnMjlk2s2MRal7Rqn9ZEAidja8kxsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2udgMz1fBWodhSMjn0JGIzfdaRiC2l1LiVurYmzJ2I3JwopVRf1DbOpV61a8JcKzUWmdhSe2UT8i01zzL5ltpLaru/lNSE+1ypvmjC2ig112prt7hM4k24MZba3EptxrUt0tpMTcaX2oRKHVTafrqOZjw0dydiSxUEmrCnlXrIL9W/nYVyyGjC/G3CA2gTDlWlYrMy83JaIjazr2bazeSbiS0ls0814UEm02dzcY/wTm4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLW65nUCTdCa1wlEREciNpNvJjaTQyY2o1S+WeZEc8zPc00OeT2J2FL5ZnLIKLXmS8m8St6EfLMy45GZE7W9u6AJ6z6jxrmWVtskyjxtdCdimzDYnYXazSy8qYnYUvlmxi379FlqMy714DOtULuZayt1UyrVZ5kcMnOt1EElk0NmzWVyyMyzUusi024T+qzU3Cml1ENaph+ybWdkxjkz1zLtNmFeZuZaph9Knb1KrY25+IDdhOULAAAAAABzRJEbAAAAAIBqKXIDAAAAAFAtRW4AAAAAAKqlyA0AAAAAQLUUuQEAAAAAqJYiNwAAAAAA1VLkBgAAAACgWorcAAAAAABUS5EbAAAAAIBqdbUb2CqUQEehdnsSsZlKfyY202eZfCkvMy9LrY0myFxbps8ysaVeicu0m1mfpeZDqbEolUMm1qutZZXaz0qOcak8MprQb024toza9r9qz15NOHiU2gA6s4m0qVS+pSZRdyI2k2+pw1qmH7J9VurhKyMzHk04sDWhzzLttl2RiHIPEVMTsRlNKAhk+iEz15twmCi1/5VaQ5n+zdwPM+1mNeHhoAmHuyYcygckYkvOiXbNo/1EbQEAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUK2uEo12JGJbhdrNVO8zOZTKt1Sflco3025GqXErKdNvpTRhPErJXFtnIrbU+uxJxJYat1LrPnNtpdrNKLU2a9srS41byX5owv7ehPtnE84GGbX1QxPu33OkVOKlJlFmE8rcyDNKPUR0J2Iz/ZDJoQnXllHqph9R7uZYajwysVMTsQMTsaUOCaVuNJnqxbREbKl9NbOOMvtfqf4dkIhtwrWVWsdNKPqU6rPMGGfbbsJD8/xcCMz0WW33uLm4pzWhhgUAAAAAAHNEkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGp1tRvYKplFm3oSsR2FcijVbim1vYpRap5lxy2TRxNyzsTWdm2lNCGHUmPRhDHOKDUWpa6tCe3Wtj80Yb1FNKMvSmnCOip1Tis115owbsV1J2IzA1jqgJnJoZRS/ZAZiybcaDIy/VBy4WX6OKMJD6GDErGl8s2023aVIXLj1pmIbcKNpgkHjybcGJtwwy11P8zM9Uxsps8ye3DJ+2wmj0zstGwibWrCeDThvpW5tswePI/WfW01UAAAAAAA6KXIDQAAAABAtRS5AQAAAAColiI3AAAAAADVUuQGAAAAAKBaitwAAAAAAFRLkRsAAAAAgGopcgMAAAAAUC1FbgAAAAAAqqXIDQAAAABAtbrmdQK1aRVqt6NQbClNyKHUWDRFE+ZabTLXlunfnmwiBWTyLdUPTVCqHzIy7XYnYpvwqnMmh5JjkYkvtT5LzZ8mrLlSOZSaw5l8m9C/xU1LxHYWis0svCYcPEptKpl2Mwuk1FiUmjuZm11TZMaj1JxowoGtVD9k5sSARGxmDjfhYarUGDfhoJRRqs8y8yxT+ZqaiM3IjEVmbWZis/t1qYfmzLrP3I9KraOSfVxCqXwzfTaPzhFNeKYGAAAAAIA5osgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1utoN7Eg0moltFWp3flZbn5XKt9Q8y7bdBLWtuex4tKunULuZfDM5NGEsSik1xqXaLbWGSr2SnJlnmRwy/ZBpt9TajGhOHvOr2u4v/xE6E7FN2NxKbdwZpSZnpt1MbHcitgmH56Ycykv1cRNu5pl1X2p9ltq4pxVqN5Nvpn+nFsoho7YDTSbfUuuilCbswaUeDEoqNSdKacJZptTaaELRZy72b1OmOAAAAAAApClyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQra4SjbZKNBoRHYVyKNXu/NwP87smjF1GT6EcauuH7kI5lOqHUmobtybsU024Z2TabcJ+ndl3SqptfTZh72nCHK5t3Bol03mlDghNmESlZN4ClLm2zCGllNo2lazM2DXh8FxqrmWuLRObqRxMTcR2JmJLvUUvsz4zfZa5tlJrI5Nvpn8z1zatULuZfEvlUEqpccuuoSbslU1oNxOb2U8y+2pmLDJ78KBEbGYdzaPzn3dyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACq1dFqtVrzOgkAAAAAAJgT3skNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyAwAAAABQLUVuAAAAAACqpcgNAAAAAEC1FLkBAAAAAKiWIjcAAAAAANVS5AYAAAAAoFqK3AAAAAAAVEuRGwAAAACAailyA43S0dER+++//7xOY67p6OiIo4466i35WRdddFEsuuii8fLLL6e/9/vf/3684x3viNdee61AZu17+OGHo6OjI84555x5mgcAAABQD0Vu4C3x0EMPxT777BPLLbdcDB48OIYPHx7rrrtufPvb345JkybN6/TmqUmTJsWnP/3pWHXVVWPEiBExbNiwWGONNeLb3/52TJ06ta02uru748gjj4wDDjgghg0bls5h/PjxMWXKlPjBD36Q/t7ZOeqoo6Kjo6P3fwsssEAsscQSsfXWW8dvf/vbuf7zAKA2G220UWy00UbzOo1+ecyrF5+b8KL3lltuGXvttVfvf//617+Ojo6O+PWvfz3Pcippfr8+mmH6c0FJ9913X3R1dcU999wz19t+4IEHYrPNNosRI0ZER0dH/PznP5/rP4O3Xrv34GnTpsVhhx0WyyyzTCywwAKx3XbbRcRb+8Y2Zk2RGyjuyiuvjNVWWy0uuuii2GabbeK0006LY489Nt7xjnfEoYceGgceeOC8TnGemjRpUtx7772x5ZZbxrHHHhsnnHBCrLHGGnHwwQfHHnvs0VYbV1xxRdx///2x9957z1EOgwcPjj322CNOOumkaLVac9TG7Jx++ulx3nnnxTnnnBP7779/3HPPPbHBBhvEn/70pyI/D4D/POecc050dHTEH//4x96vvfnF1gEDBsSyyy4bn//85+OFF16YYTs9PT1x7rnnxtixY2PxxRePAQMGxKhRo2KzzTaLM844Y5a/+fTUU09FV1dXfOITn5hpzEsvvRQLLrhg7LDDDnN8rfODCy+8ME455ZR5nUY/v/nNb+JXv/pVfPGLX5yneUwvPE//X2dnZ4waNSrGjRsXf/nLX+Zpbk10xRVXxDbbbBNve9vbYuDAgbHooovGBhtsECeeeGJMnDhxXqc331p22WX7zNPBgwfHu971rjj00EPjueeee8vzWXnllWOrrbaKI444Yq63vccee8Sf//znOOaYY+K8886Ltddee4Zx01+oO+GEE2b479PvS88880yfr19xxRWx4YYbxqhRo2LIkCGx3HLLxc477xzXXHNNvzYmTpwYRx99dKyxxhoxbNiwWHDBBWPVVVeNL37xi/HPf/6zN278+PH93gT1+9//Pvbbb79Ya621YsCAAbN84eHJJ5+MPffcM0aNGhULLrhgrLnmmnHxxRf3i7v00ktj8803jyWXXDIGDRoUSy+9dIwbN26GLzZMnjw5jj322Fh55ZVjyJAhsdRSS8VOO+0U995770zzaIKzzjorjj/++Bg3blz88Ic/jIMPPniGcbfeemscddRRMz1jUE7XvE4AmL9NmDAhdt111xg9enTccMMNscQSS/T+2+c+97l48MEH48orr5yHGc57iy66aL93NO+7774xYsSI+M53vhMnnXRSvP3tb59lG2effXasu+66sdRSS81xHjvvvHN861vfihtvvDE23njjOW5nZsaNGxeLL754739vt912seqqq8bFF18c73nPe+b6zwOANzr99NNj2LBh8corr8T1118fp512Wtxxxx1xyy239ImbNGlSbL/99vHLX/4yPvShD8UhhxwSb3vb2+K5556Lm266Kfbbb7/43e9+F//7v/87w58zatSoGDt2bFx22WXx6quvxpAhQ/rF/OxnP4vJkyf3FsJ/9atfzf0LngtGjx4dkyZNigEDBhRp/8ILL4x77rknDjrooLf0587O8ccfH5tsskksv/zyvV/bYIMNYtKkSTFw4MC3PJ/Pf/7z8b73vS+mTp0ad999d3z/+9+PX//613HPPffM9oz4n6Cnpyc+/elPxznnnBOrrbZa7LfffrHMMsvESy+9FLfddlv893//d1x11VVx/fXXz+tU51vvec974r/+678i4vUC5u233x6nnHJK3HTTTfH73//+Lc9n3333jS233DIeeuihGDNmzFxpc9KkSXHbbbfFV77ylSIfr3nCCSfEoYceGhtuuGEcfvjhMWTIkHjwwQfjuuuuix//+MexxRZb9Mb+/e9/j0033TQeffTR2GmnnWLvvfeOgQMHxt133x3/+7//G5deemn87W9/m+nPuuqqq+LMM8+M1VdfPZZbbrmZxk6cODHWW2+9ePLJJ+PAAw+Mt7/97XHRRRfFzjvvHBdccEF87GMf643985//HIssskgceOCBsfjii8cTTzwRZ511Vqyzzjpx2223xRprrNEb+/GPfzwuv/zy2GuvvWLNNdeMf/7zn/Hd7343PvjBD8af//znGD169Fzo0fa1ew++4YYbYqmlloqTTz65z9cnTZoUXV3/r7x66623xtFHHx3jx4+PhRdeeG6myuy0AArad999WxHR+s1vftNWfES0Pve5z7UuvfTS1iqrrNIaOHBga+WVV25dffXVfeIefvjh1mc/+9nWu9/97tbgwYNbiy66aGvcuHGtCRMm9Ik7++yzWxHRuuWWW1oHH3xwa/HFF28NGTKktd1227WeeuqpPrGjR49ubbXVVq3/+7//a73vfe9rDRo0qPXOd76z9cMf/rBfns8//3zrwAMPbC299NKtgQMHtsaMGdP65je/2eru7u53PUceeWRb1/5mJ5xwQisiWn/5y19mGTdp0qTWwIEDW0cddVS/f3v11VdbBxxwQGuxxRZrDRs2rLXNNtu0/vGPf8w0r0UXXbT1+c9/fo7ynZkjjzyyFRGtp59+us/Xn3nmmVZEtI444ojer02YMKEVEa2zzz6792sbbrhha8MNN+zX7h577NEaPXp0n691d3e3Tj755NbKK6/cGjRoUGvUqFGtvffeu/Xcc8/NzUsCoKGm3/f/8Ic/9H5tZvehXXbZpRURrd/97nd9vr7PPvu0IqJ1yimnzPBn/O1vf2t997vfnWUe5513XisiWj/60Y9m+O+bbbZZa8SIEa3Jkye3c1lvmZndc0vZaqut+t3L57Unn3yy1dXV1TrzzDPndSqtG2+8sRURrYsvvrjP108//fRWRLSOO+64uf6zbrzxxrnS3tSpU1uvvfbaXGlrdo499thWRLQOPvjgVk9PT79//+c//9n65je/Ocs2uru7W5MmTSqV4nxt+jPUmx1yyCGtiGj97W9/6/3a9P24tClTprQWWWSR1le/+tW51uYjjzzSiojW8ccfP9vY6c80M4t9831p6tSpreHDh7fGjh07w/gnn3yy9/9PnTq1tcYaa7SGDBnS+r//+79+sS+++GLry1/+cu9/77HHHq2hQ4f2iXniiSdar776aqvVarU+97nPzXRMvvWtb7UionX99df3fq27u7v1vve9r/X2t799tmv8iSeeaHV1dbX22Wef3q9NfxY95JBD+sTecMMNrYhonXTSSbNsc2565ZVXUvEf/vCHW6usssps444//vhWRPSrTVCejysBirriiitiueWWiw996ENtf88tt9wS++23X+y6667xrW99KyZPnhw77rhjPPvss70xf/jDH+LWW2+NXXfdNU499dTYd9994/rrr4+NNtooXn311X5tHnDAAXHXXXfFkUceGZ/97GfjiiuumOEr8A8++GCMGzcuxo4dGyeeeGIsssgiMX78+D6/OvXqq6/GhhtuGOeff37svvvuceqpp8a6664bhx9+eHzhC19I9tD/M2XKlHjmmWfisccei0svvTROOOGEGD16dJ93Ec3I7bffHlOmTIk111yz37+NHz8+TjvttNhyyy3juOOOiwUXXDC22mqrmba15pprxm9+85s5voZZee655+KZZ56Jp556Ku68887Ya6+9YvDgwbHzzjvPtZ+xzz77xKGHHtr7ee977rlnXHDBBbH55pu3/fnmAPxnWH/99SPi9b8bMt1jjz0WZ555ZmyxxRYz/Ti1d73rXbHffvvNsu3tt98+hg4dGhdeeGG/f3vqqafi+uuvj3HjxsWgQYMiYsafB3raaafFKqusEkOGDIlFFlkk1l577T7tjR8/PpZddtl+7c/oM2/PPvvs2HjjjWPUqFExaNCgWHnlleP000+f5TVE9P9s7Dd/fMYb//fGXC677LLYaquten9tfcyYMfH1r389uru7e2M22mijuPLKK+ORRx7p18bMPpP7hhtuiPXXXz+GDh0aCy+8cHz0ox/t97Ed06//wQcf7H0X3YgRI2LPPfec4Rnxza688sqYNm1abLrppn2+3qTPrJ7R3I2IePzxx+NTn/pUvO1tb4tBgwbFKqusEmeddVa/7//HP/4R2223XQwdOjRGjRoVBx988L/1x8ff+NEMp5xySowZMyYGDRoU99133xy32a5XX301jjvuuFhllVXi+OOPn+HHLiyxxBL9Pnpm+h+7v+CCC2KVVVaJQYMG9X4kRLv9+Nprr8WRRx4Zyy+/fAwaNCiWWWaZOOyww/r15fSf9fOf/zxWXXXV3jZn9BEU7erp6YmjjjoqllxyyRgyZEh8+MMfjvvuuy+WXXbZGD9+/By3OzdN/y2DN77D9c1m9fn7M/qc43bHZsCAAbHRRhvFZZdd1laud955Z3zkIx+J4cOHx7Bhw2KTTTbp85u2Rx11VO+7iw899NB+e96/65lnnomJEyfGuuuuO8N/HzVqVO//v+SSS+Kuu+6Kr3zlK7Heeuv1ix0+fHgcc8wxs/x5b3vb22LBBRecbV7/93//FyNHjuzzW74LLLBA7LzzzvHEE0/ETTfdNMvvn/6xK2/82I6XXnqpN4c3mv4b3+3k9UaPPPJIbLvttn32s1/+8pf99uuNNtooVl111bj99ttjgw02iCFDhsSXv/zl3n+b1WdyT5+nN954Y9x7772996zp7b9xrh511FFx6KGHRkTEO9/5zt7Yhx9+OCIirr322lhvvfVi4YUXjmHDhsUKK6zQmwf/Ph9XAhQzceLEePzxx+OjH/1o6vv+8pe/xH333df7q2Uf/vCHY4011ogf/ehHvYXprbbaKsaNG9fn+7bZZpv44Ac/GJdcckl88pOf7PNviy22WPzqV7/qPfj29PTEqaeeGi+++GKMGDGiN+7++++Pm2++uffhYeedd45lllkmzj777N7PVDvppJPioYceijvvvDPe9a53RcTrxdUll1wyjj/++Piv//qvWGaZZVLXHPH6ry7vtttuvf+99tprx1lnnTXLg2FExF//+teIeP0m+kZ33HFHXHTRRXHQQQf1/krVfvvtF3vuuWfcddddM2xrueWWi/POOy+deztWWGGFPv+98MILx89//vNYZZVV5kr7t9xyS5x55pn9fnXuwx/+cGyxxRZx8cUX9/k6AP/Zpj9wLrLIIr1fu/rqq6O7u3uWn6fdjqFDh8ZHP/rR+OlPfxrPPfdcLLroor3/9pOf/CS6u7vj4x//+Ey////7//6/+PznPx/jxo2LAw88MCZPnhx33313/O53v5uje9npp58eq6yySmy77bbR1dUVV1xxRey3337R09MTn/vc59puZ6WVVup3TnjhhRfiC1/4Qp8izDnnnBPDhg2LL3zhCzFs2LC44YYb4ogjjoiJEyfG8ccfHxERX/nKV+LFF1+Mf/zjH73nlFn98ezrrrsuPvKRj8Ryyy0XRx11VEyaNClOO+20WHfddeOOO+7oV3Daeeed453vfGcce+yxcccdd8SZZ54Zo0aNiuOOO26W13jrrbfGYostVuzX5b/61a/GO97xjj5/1DJrRnP3ySefjA984AO9BdWRI0fG1VdfHZ/+9Kdj4sSJvR8JM2nSpNhkk03i0Ucfjc9//vOx5JJLxnnnnRc33HDDv3NZEfH6iymTJ0+OvffeOwYNGtRn3mdMmDAh9t9//zj33HNjscUWm2XsLbfcEi+88EIccsgh0dnZmfo5N9xwQ1x00UWx//77x+KLLx7LLrts2/3Y09MT2267bdxyyy2x9957x0orrRR//vOf4+STT46//e1v/f4g4S233BI/+9nPYr/99ouFFlooTj311Nhxxx3j0Ucfne01zsjhhx8e3/rWt2KbbbaJzTffPO66667YfPPNY/Lkyem23uz222+PY489Ns4///wYPHhwW98zderU3s+Xnjx5ctx5551x0kknxQYbbNDvGWVOtTs206211lpx2WWXxcSJE2P48OEzbffee++N9ddfP4YPHx6HHXZYDBgwIH7wgx/ERhttFDfddFO8//3vjx122CEWXnjhOPjgg2O33XaLLbfccpb71XSvvvpqv8/dnv71N5r+eddXXHFFHHDAAbNcO5dffnlERL/n3RJee+21GRadp38M1+233x5jx47t828vvPBCTJ06NZ544ok45ZRTYuLEibHJJpv0/vuYMWNi6aWXjhNPPDFWWGGFeO973xv//Oc/47DDDot3vvOdseuuu7ad3yuvvBIbb7xx/Otf/+r9OJULL7wwbrzxxhnGP/vss/GRj3wkdt111/jEJz7Rr9A+MyNHjozzzjsvjjnmmHj55Zfj2GOPjYjX74lvtsMOO8Tf/va3+NGPfhQnn3xy78d1jhw5Mu69997YeuutY/XVV4+vfe1rMWjQoHjwwQeLvcnsP9K8fis5MP967LHHWhHR+sQnPtH290REa8stt+z39eHDh7cOPvjgGX7PlClTWs8880zr6aefbi288MKtgw46qPffpv/a8kUXXdTne372s5+1IqJ111139X5t9OjRrZVXXrlf+6uvvnpr++237/PfW2yxRevpp5/u87/rrruuFRGt888/v8/1tPtxJU888UTr2muvbV188cWtfffdt/XBD36wddttt832+4477rhWRLT+8Y9/9Pn6Mccc0+9XBFutVuv222+faV5f/OIXWxGR/tWtWZn+63iXXHJJ69prr2396le/ap199tmtddZZpzV06NA+H2Xz73xcyec///nWiBEjWk899VS/sRk2bFjrM5/5zFy7JgCaaVYfV3L//fe3nn766dbDDz/cOuuss1oLLrhga+TIkX3ueQcffHArIlp/+tOf+rT72muv9bmvPPPMM7PN5corr2xFROsHP/hBn69/4AMfaC211FJ9PuLszfe6j370o7P9legZfWzXG6/3jab/Wvobbb755q3llluuz9fenMeM7stv1NPT09p6661bw4YNa917772z/Hn77LNPa8iQIX0+omVmH1cyo5/7nve8pzVq1KjWs88+2/u1u+66q7XAAgu0dt99996vTb/+T33qU33a3H777VuLLbbYDK/jjdZbb73WWmut1e/rc+vjPA444IBWR0fHTPt0Rj/zrLPOaj399NOtf/7zn61rrrmmtfzyy7c6Ojpav//973tjP/3pT7eWWGKJfnNz1113bY0YMaJ3TE455ZR+Z+NXXnmltfzyy8/x9U0fr+HDh/f7OMA5cd9997VGjRrVWnPNNVvPP//8LGO//e1vtyKi9fOf/7zP16dNm9bvPPjGjzKJiNYCCyzQZ962Wu3343nnnddaYIEF+n1cxPe///1+H9UYEa2BAwe2Hnzwwd6v3XXXXa2IaJ122mmz75A3mf4RENttt12frx911FGtiGjtscce6Tbf6Oabb24NGTKktcUWW7T1kTOjR49uRUS//6277rr9+vHN+9Os9pg3P6+0OzbTXXjhhTP8SKo322677VoDBw5sPfTQQ71f++c//9laaKGFWhtssEG/XDMfVzK7/73xY7SOOOKIVkS0hg4d2vrIRz7SOuaYY1q33357v7bf+973tkaMGDHbHKab0ceVvNGsPq7kgAMOaC2wwAKthx9+uM/Xd91111ZEtPbff/9+37PCCiv0Xt+wYcNa//3f/93vIz1/97vftcaMGdOnL9Zaa63Wv/71r7avq9VqtU488cR+63/SpEmtFVdcsd9+tuGGG7YiovX973+/XzvtflTXhhtuOMN785vn6sw+ruTkk0+e4cenMff4uBKgmOmvmE//laR2veMd7+j3tUUWWSSef/753v+eNGlSHHHEEbHMMsvEoEGDYvHFF4+RI0fGCy+8EC+++OJs25z+zpc3ttnuz37ggQfimmuuiZEjR/b53/Rfa33qqacSV/v/vO1tb4tNN900xo0bF6effnpsvfXWMXbs2HjiiSfa+v5Wq9Xnvx955JFYYIEF+r17YlYffzK9jVn9he2XX345nnjiid7/Pf30023lt8EGG8Smm24aY8eOjfHjx8f1118fCy20UBxwwAFtff/sPPDAA/Hiiy/GqFGj+o3Nyy+/PMfjAsD8YYUVVoiRI0fGsssuG5/61Kdi+eWXj6uvvrrPH4acOHFiRPR/R/FVV13V577Szrt8N9tssxg5cmSfjxiZMGFC/Pa3v43ddtstFlhg5o9iCy+8cPzjH/+IP/zhD9nLnKE3vhPvxRdfjGeeeSY23HDD+Pvf/z7Dc1O7vv71r8cvfvGLOOecc2LllVee4c976aWX4plnnon1118/Xn311d7fQMv417/+FX/6059i/Pjxfd7huPrqq8fYsWPjqquu6vc9++67b5//Xn/99ePZZ5/tHeOZefbZZ/u8Qzpr8uTJs/zft771rdhjjz3i05/+9Aw/zmZGPvWpT8XIkSNjySWXjC222CJefPHFOO+88+J973tfRLx+frvkkktim222iVarFc8880zv/zbffPN48cUX44477oiI1+fyEkss0ec3IocMGRJ77733HF/zdDvuuGOMHDlytnHTpk2bZR+9853vjF/84hfx97//PTbffPNZjtnM1uyf//znfufBN370YUTEhhtu2GfeZvrx4osvjpVWWilWXHHFPnHTP9bhze8k3XTTTfv8AcTVV189hg8fHn//+99n219vdv3118e0adP6fWxSu2fqqVOnzrL/3/e+98XFF18cN954Y4wbN66tj/x7//vfH9dee21ce+218Ytf/CKOOeaYuPfee2PbbbeNSZMmpa/xzTJjM930dTyjd1JP193dHb/61a9iu+22i+WWW67360sssUR87GMfi1tuuWW2e8as7L333r398sb/zehd2EcffXRceOGF8d73vjd++ctfxle+8pVYa621Ys011+zzsUwTJ06MhRZaaI5zyvjMZz4TnZ2dsfPOO8ett94aDz30UBx77LFx6aWXRkTMcGzPPvvsuOaaa+J73/terLTSSjFp0qQ+H1UV8frYvOc974kvfelL8fOf/zxOOOGEePjhh2OnnXZK/TbCNddcE0sttVRsu+22vV8bPHjwTH9TZtCgQbHnnnu23f7cNv2PUF522WXR09Mzz/KYn/m4EqCY4cOHx5JLLhn33HNP6vtm9quGbyziHnDAAXH22WfHQQcdFB/84AdjxIgR0dHREbvuuusMbxjttNluXE9PT4wdOzYOO+ywGca++93vnuHXs8aNGxdf+cpX4rLLLot99tlnpnHTf8Xx+eefj6WXXvrf+pnPP/98DBkyZJafhXbCCSfE0Ucf3fvfo0eP7v212Yxhw4bF+9///rjsssvilVdeiaFDh84wrqOjo984RUS/w1JPT0+MGjUqLrjgghm2085DFwDzr0suuSSGDx8eTz/9dJx66qkxYcKEfve76YWDl19+uc/X11133bj22msjIuL4449v61eLu7q6Ypdddonvfe978fjjj8dSSy3VW9Sc1UeVRER88YtfjOuuuy7WWWedWH755WOzzTaLj33sYzP9vNbZ+c1vfhNHHnlk3Hbbbf1+Tf7NH93WrmuuuSaOPvroOPzww2PHHXfs82/33ntv/Pd//3fccMMN/QpEc1JUf+SRRyKi/0efRbz+6+K//OUv+50lZvUGh1l9dEFE//Nhu15++eVU8Wn33XePjTfeuPezi2fmiCOOiPXXXz9efvnluPTSS+PHP/5xnxdJnn766XjhhRfijDPOiDPOOGOGbUx/sf+RRx6J5Zdfvt8bGmbUt1ntfizFl770pTjxxBPbiv39738fX/7yl+M73/nODP99Zmt2+eWX712z55577gw/ju/N+Wb68YEHHoi//OUvMz1fvvnNFe28kaZd09fDm9+4suiii7b1As1uu+0Wl1xySVs/64orrohvf/vbccghh8wybvHFF+/zOfZbbbVVrLDCCjFu3Lg488wz/+03tWTGZrp23rzz9NNPx6uvvjrTvaWnpycee+yxOf54xXe96139Pt8/4vWPr5mR3XbbLXbbbbeYOHFi/O53v4tzzjknLrzwwthmm23innvuicGDB8/xiyNzYvXVV48LL7ww9t133977z9vf/vY45ZRT4rOf/ewMP7Llgx/8YO//33XXXXs/0mP6R3+++OKLsf7668ehhx4a//Vf/9Ubu/baa8dGG20UZ599dnz2s59tK79HHnkkxowZ02+MZ/amrqWWWioGDhzYVtsl7LLLLnHmmWfGZz7zmfjSl74Um2yySeywww4xbty4Wb7wTfsUuYGitt566zjjjDPitttu63PD+3f99Kc/jT322KPPAXny5Ml9/qhFKWPGjImXX355hgeWuWn6K+OzexhcccUVI+L1d4etttpqvV8fPXp09PT0xIQJE3o/Ozzi9T+uOTMTJkyY4WeLvdHuu+/e54+cZP84yBtNmzYtIl5/MJlZkXuRRRaZ4UFu+gF/ujFjxsR1110X66677r+VEwDzpw022KD3szG32WabWG211eLjH/943H777b0Pl9Pvqffcc0+sscYavd/7xt/YOv/889v+mZ/4xCfiO9/5TvzoRz+KQw45JH70ox/FyiuvHO95z3tm+X0rrbRS3H///fGLX/wirrnmmrjkkkvie9/7XhxxxBG9LzTPrHDz5heBH3roodhkk01ixRVXjJNOOimWWWaZGDhwYFx11VVx8sknz9G7ySZMmBAf//jHY+zYsfE///M/ff7thRdeiA033DCGDx8eX/va12LMmDExePDguOOOO+KLX/ziW/butXbf4PBmiy222BwVHiNefwfh2WefPdu4X/7yl/HjH/84dthhh7ZehF9ttdV65992220Xr776auy1116x3nrrxTLLLNPbp5/4xCdijz32mGEbq6++euJK5ky7569dd901Vl111VnGTJ48OQ4//PCYNm3aLD+H/o1r9o1/B2jYsGG9fTazguKb8830Y09PT6y22mpx0kknzTDuzX+fZ07nYwn7779/bL311rOMee655+LLX/5yLLLIIn3eJZsx/XOYb7755pkWudvdx+Zkjk9fx9P3/ZoMHz48xo4dG2PHjo0BAwbED3/4w/jd734XG264Yay44opx5513xmOPPTZHfwcqa9y4cbHtttvGXXfdFd3d3bHmmmv2/sHF2b25a5FFFomNN944Lrjggt4i9yWXXBJPPvlkv3k1/b7xm9/8pu0id9a8fkZccMEF4+abb44bb7wxrrzyyrjmmmviJz/5SWy88cbxq1/9Kv13BehPkRso6rDDDosLLrggPvOZz8QNN9zQ7487PPTQQ/GLX/wiDjzwwFS7nZ2d/Q6Fp512Wr8DUQk777xzHHXUUfHLX/4yNt988z7/9sILL8SwYcNm+8ci3+iZZ56JxRZbrN8h78wzz4yI11/VnpW11lorBg4cGH/84x/7HBY233zz+MpXvhLf+973ev+gU8Tr/TQzd9xxx2zfXbbccsv1+XW+OfXcc8/FrbfeGm9/+9v7/LGqNxszZkxcddVV8fTTT/c+CN51113xm9/8ps/Bbuedd47vfe978fWvfz2+8Y1v9Glj2rRp8fLLL/f+ihgA/9mGDRsWRx55ZOy5555x0UUX9f6hq4985CPR2dkZF1xwwWzvh+14//vfH2PGjIkLL7wwxo4dG/fee28cc8wxbX3v0KFDY5dddolddtklpkyZEjvssEMcc8wxcfjhh8fgwYNjkUUWmeGL+29+EfiKK66I1157LS6//PI+7yad2R/mmp1Jkyb1/hG2H/3oR/3effbrX/86nn322fjZz34WG2ywQe/XJ0yY0K+tWb3D8o2mfzzM/fff3+/f/vrXv8biiy8+0xfLs1ZcccW23+X6Zl1dXTF+/PhZxlx77bVx6aWXxnbbbRcXXnjhHBU1vvnNb8all14axxxzTHz/+9+PkSNHxkILLRTd3d2zfRPG6NGj45577olWq9Wn/2fUt6WsvfbaszzfTpkyJbbbbruYMmVKXH311fGhD31oprHrr79+jBgxIn784x/H4Ycf/m+9GzLTj2PGjIm77rorNtlkk7bn8dwyfT08+OCDfd6N/uyzz7b1As1GG200y39/4YUXYpNNNonhw4fH9ddfP8e/pfrGN7PMzPR3nr95L3vzPpYZm+kmTJgQCyywwCzzHzlyZAwZMmSme8sCCyzwlhSSZ2XttdeOH/7wh/Gvf/0rIl5/kfZHP/pRnH/++XH44Ye/JTkMHDiw9+ORIl7/Q8AR0dZYTJo0qc+btp588smI6P9CRqvViu7u7t55047Ro0fHfffd128/m9Wbut4Ks9oTFlhggdhkk01ik002iZNOOim+8Y1vxFe+8pW48cYbi7+J7j+B98MDRU1/sPv73/8eK620Uhx00EFx5plnxve+9734xCc+ESuvvHLcd9996Xa33nrrOO+88+Kggw6KM844I/bcc8849dRT5+ivk2cdeuihseaaa8bWW28de+21V3z/+9+PE088McaPHx9LL710+t3k559/fqy00krxpS99Kc4444w48cQTY7PNNovvfOc7sc022/R+tt/MDB48ODbbbLPew8Z0a621Vuy4445xyimnxO677x7f+973Ypdddok//elPEdH/5nv77bfHc8891+ddMHPTT3/60zj//PPjvPPOi+OOOy4+8IEPxPPPPx9HHXXULA8C/7/2/j1Yt6yqD7/nXM+z9z7ndNOAIgICbYUqKEEsfdGKCiUqFgoIISEajNd4iSQmEk0gJiYi/jDBUKZIBQViEgwoqMQgWAYvWMRrUmVA5VWxxAiYoEF9uXafc/bez1rz/SPSP1taenzxLDnLfD5V+SM4ejLXnGOOOc7cm9Nf/uVf3s7Pz9tnf/Znt+/4ju9oz3jGM9qjH/3o9/ufDT7ykY9sX/3VX93++T//5+2xj31se+5zn9u+4zu+o/29v/f32s033/x+6wPA/92+8Au/sN33vvdt3/Zt33bbf3b/+9+/ffmXf3l79atf/Sf+9Qjpb15+4Rd+YfvFX/zF9oxnPKP13j/gb6W+zx//u4OPj4/bgx/84DbGuO3vx33AAx7Q3v3ud7c3vOENt8X97u/+7m1/V+r7vO8R9Y/O+93vfnfpN47vyFOe8pT2G7/xG+0Vr3jFHf7VCHf033d2dta+8zu/8/1ib7jhhtJfX3Lve9+7ffzHf3z7D//hP9yuz/qVX/mV9uM//uPtsY997AfxJXfsUz7lU9o73/nO1f46gGc961ntsz7rs9r3f//3R78U8Uc94AEPaE960pPad3/3d7f//b//d9vtdu1JT3pS+8Ef/ME7/GsC/+i/P+Wxj31s+53f+Z32H//jf7ztP7t8+fKf+FdAfCj8zM/8TPupn/qp9qpXvep2Pyi5I5cuXWpPf/rT26/8yq+0b/iGb7jD81k9s8k6fv7nf35729ve1r7ru77r/eKuXLnSbr311tJ/5wfjUY96VNvv9+35z3/+7f7zP6lmpV7xile0t771re01r3nN7f7O8tQP//APt9ba7f5XMX/cTTfd1O5xj3u0n/7pn77df/7H60WyN+/zute9rj3kIQ/5gH8d0263a49+9KPbK1/5ytv99Ytvf/vb20tf+tL2iEc84k7/eqNr4fLly+2//tf/eof/t1e/+tWttf/3rxT6q3/1r7aHPvSh7Vu/9Vvv8J9573vf277xG79xtbm+6U1vai94wQva537u597uBwh39O8/estb3tJ+8id/8nY/1HrfP/N93/d9t4t91ate1W699db2CZ/wCeW5fPZnf3Z729ve1l71qlfd9p9dvXr1Ds9l6td//dfbb//2b39Q/+z7fuj6x98F3vGOd7xf7Pv+l12np6cf1H8Xt+c3uYHVPeEJT2hveMMb2nOe85z2yle+sj3/+c9vJycn7eM+7uPat3/7t/+J/2KID+Rf/at/ddtvWl29erU9/OEPb695zWve7zer13Dp0qX2Uz/1U+2f/bN/1l7+8pe3F7/4xe2mm25qD3zgA9szn/nM+O+1fMQjHtF+/ud/vr3sZS9rb3/729t+v28PetCD2r/8l/+y/PfXffmXf3l70pOe9H7/s7UXv/jF7V73uld72cte1l7xilfc9oeqBz3oQe3ChQu3G+PlL395u//973+nj+ofrD/6Pzu74YYb2sd93Me1b/3Wb22f93mf9wH/uY/5mI9pL37xi9s3fdM3ta//+q9vD37wg9tLXvKS9tKXvvS2/6nc+7zgBS9oD3vYw9oLX/jC9o//8T9u+/2+ffRHf3T7oi/6og/67zEF4M+no6Oj9tSnPrU97WlPaz/6oz/aPudzPqe11tpzn/vc9uY3v7n93b/7d9v3fd/3tcc//vHtnve8Z/uDP/iD9nM/93Pth3/4h6O/v/iLvuiL2rd8y7e0V77yle3hD394++iP/ug7/Wce/ehHt3vd617t4Q9/ePvIj/zI9sY3vrE973nPa4973ONu+zuIn/zkJ7d/+A//YfvLf/kvt6/92q9tly9fbs9//vPbAx/4wNv9C9ge/ehHt+Pj4/b4xz++ffVXf3W75ZZb2nd913e1e97znrf9ZmDVj/zIj7QXv/jF7UlPelJ7wxvecLsH9htvvLE98YlPbJ/6qZ/a7n73u7cv/dIvbV/7tV/beu/tJS95yR0+ND7sYQ9r3//939++/uu/vn3SJ31Su/HGG9vjH//4O/zvfs5zntMe85jHtE/5lE9pX/EVX9GuXLnS/vW//tftrne9a/vmb/7m6Ds+kMc97nFtv9+317zmNdfkX8b4x73yla9sFy9e/FP/vbBPe9rT2g/8wA+05z73ue3Zz352e/azn91e+9rXtr/4F/9i+6qv+qr24Ac/uL3jHe9or3/969trXvOa2x5Xvuqrvqo973nPa1/yJV/SXve617V73/ve7SUvecnt/gWs7/Nf/st/aZ/xGZ/RnvGMZ1zTNb4zj3rUo9r/+B//407/rvL3+YZv+Ib2xje+sT3nOc9pP/7jP96e9KQntfve977tne98Z3v961/fXv7yl7d73vOe79f73pHqOn7xF39x+4Ef+IH2lKc8pb32ta9tD3/4w9s8z+3Xf/3X2w/8wA+0H/uxH7vT/zXmHem9t0c+8pHv1+P+UR/5kR/ZnvrUp7Zv//Zvb094whPa53zO57Rf/uVfbq9+9avbPe5xjz/1b5b/jb/xN9pjHvOY8vq31trb3va22/4qp7Ozs/bLv/zL7YUvfGG7xz3ucad/nvnKr/zK9uxnP7t95Vd+ZfvET/zE9tM//dPtN37jN94vrro3rf2ff7nmT/3UT73fv5zzjjzrWc9qP/ETP9Ee8YhHtL/9t/922+/37YUvfGE7PT1t/+Jf/IvyGvxpXL58uX3qp35q++RP/uT2OZ/zOe1+97tfe9e73tV+6Id+qP3Mz/xMe+ITn3jb4+/R0VH7T//pP7XP+qzPap/2aZ/WPv/zP789/OEPb0dHR+1Xf/VX20tf+tJ297vf/QP+r4be+ta33vb31P/3//7fW2vttr966uabb77dvxjzwQ9+cPu8z/u8dv/737+9+c1vbs9//vPbh33Yh7UXvOAFtxvzoQ99aHvUox7VPv7jP77d/e53b29605vav/t3/66dn5+3Zz/72bfFPf7xj28PechD2rd8y7e0t771re2TP/mT22/+5m+25z3vee3e9753+4qv+Iryun31V391e97znte+4Au+oD31qU9t9773vdv3fu/33nbW/zRn4WM+5mPu9Cz+SR72sIe11lr7xm/8xvbkJz+5HR0dtcc//vHtW77lW9pP//RPt8c97nHt5ptvbr/3e7/XvvM7v7Pd9773vd1fB8qfwgBg8w6Hw3jgAx84/sk/+Sd3GvuLv/iLo7U2vud7vue2/+zq1avjXve613juc5+75jQBYFUvetGLRmtt/MIv/MJt/9kznvGM0Vobv//7v/9+8e9+97vHXe961/HIRz7ydv/54XAYL3rRi8ZnfuZnjg/7sA8b+/1+3OMe9xiPetSjxgte8IJx5cqVaF6f9EmfNFpr4zu/8zvv8P/+yEc+8nZzeOELXzg+7dM+bXz4h3/4ODk5GQ94wAPG0572tPHud7/7dv/cj//4j4+P/diPHcfHx+NBD3rQ+J7v+Z7bvvePetWrXjU+7uM+bly4cGF89Ed/9Pi2b/u28e///b8frbXx5je/+U+cx5vf/ObRWhsvetGLxhj/7/re0f+7+eabb/vnfu7nfm588id/8rh48eK4z33uM57+9KePH/uxHxuttfHa1772trhbbrll/PW//tfH3e52t9uN8cf/e9/nNa95zXj4wx8+Ll68OG666abx+Mc/fvzar/3a7WL+pP1+39z/6Pf+SZ7whCeMRz3qUbf7z1772te+3/zX9r7/zpe//OV3+H//9E//9HHTTTeNd73rXWOMMd7+9rePr/marxn3u9/9xtHR0bjXve41HvWoR41/82/+ze3+ube+9a3jCU94wrh06dK4xz3uMZ761KeOH/3RH32/7/vhH/7h0VobL3jBCz7gPN+3X895znP+dB/8p/SKV7xiPPaxjx0f8REfMfb7/bjb3e42HvGIR4znPOc5t63R+7TWxtd8zdfc4TjVdTw7Oxvf9m3fNh7ykIeMk5OTcfe733087GEPG8985jNvd1b/pP+um2++eXzpl37pbf//9773vaO1Np785Cff6bceDofxT//pPx33ute9xsWLF8dnfuZnjje+8Y3jwz/8w8dTnvKUO/3nr6Wbb775drVgmqZxz3vec3zBF3zB+M3f/M3bxd5Rfbp8+fL4iq/4inHXu9513OUudxmf//mfP37v935vtNbGM57xjNvFVvfm1a9+9WitjTe96U2lb3j9618/PvuzP3vceOON49KlS+MzPuMzxs///M/fLibJ8zuL/eN16vz8fHzXd33XeOITnzhuvvnmcXJyMi5dujQ+4RM+YTznOc8Zp6en7zfGO9/5zvFN3/RN46EPfei4dOnSuHDhwvjYj/3Y8Y/+0T8av/u7v3tb3Jd8yZeMm2666Xb/7Ptqyx39vz9+Hz75yU8e97vf/cbx8fG4z33uM57ylKeMt7/97Xf4TZ/4iZ847n73u4/9fj/uc5/7jCc/+cnjDW94w/vFvuMd7xhf93VfNx74wAeOk5OTcY973GM8+clPHr/1W791p2v7x/3Wb/3WeNzjHjcuXrw4PuIjPmL8/b//98cP/uAPjtba+G//7b/dFvfIRz5yPOQhD7nDMf743TfGuMO1+JPGuKNc/X/+n/9nfNRHfdSYpum2u+cnf/Inx1/6S39p3Oc+97ltPb/gC75g/MZv/Eb83dyxPsaH4N90AMA19/3f//3tb/2tv9V++7d/+7Z/0/WVK1fe71+w8WVf9mXtJS95SXvLW95y2299v+AFL2j/7J/9s/amN72pnZyc/JnPHQDgevEzP/Mz7dM//dPbr//6r9/uX979f5unP/3p7WUve1n7zd/8Tf3hn4H//J//c/vcz/3c9su//Mu3+5fJV73rXe9qd7/73duznvWsVf+6ii144hOf2Hrv7/fXN/3f6K/8lb/SfuEXfqH9z//5Pz/UU/kz89znPrd93dd9Xftf/+t/tY/6qI/6UE+HP0MeuQH+HHvmM5/ZXve617XP+IzPaPv9vr361a9ur371q9vf/Jt/s73whS/8UE8PAOC69JjHPKbd9773vSZ/t+tWfdInfVL7qq/6qlX+2hbe39Oe9rT2tre9rb30pS+909g7+kWWb/7mb27PfOYz28/+7M/+X/3X9L3xjW9sD33oQ9sv/dIvtY/92I/9UE/nQ2pZlvYX/sJfaA960IPaj/3Yj32op7OKP34Wrl692j7hEz6hzfN8h3/tDX++eeQG+HPsJ37iJ9ozn/nM9mu/9mvtlltuafe///3bF3/xF7dv/MZv/KD/ZUcAAMCHznd/93e37/7u726Pfexj24033th+9md/tr3sZS9rj370o//cPmZSd+utt7aXvexl7Yd+6Ifaj/zIj7Tv/d7vLf1Lj68XZ2dnd/gvafyj7nrXu7aLFy+2xzzmMe3+979/+/iP//j27ne/u33P93xP+9Vf/dXNfTPXhkduAAAAgI14/etf357+9Ke3X/qlX2rvec972kd+5Ee2Jz3pSe1Zz3rWbX9tIf/3estb3tIe8IAHtPvd737t7/ydv9P+wT/4Bx/qKUXe9y+9/UBe9KIXtS/7si9rz33uc9u//bf/tr3lLW9p8zy3Bz/4we3pT396+2t/7a/9Gc2W64lHbgAAAADgQ+6d73xne93rXvcBYx7ykIe0e9/73n9GM2IrPHIDAAAAALBZ04d6AgAAAAAA8MEq/1vHer97MOxZEHvxzkNucx7EJr+gvta4SxB7HMT2leaQ/MwjGTeZb7K+cxCbrG9r6+1dkmuHIDZZ45MgNlnjtfLnShCb1JPk25K83AWxyZoldTWZQ/JtyXyT9T0NYi+sNG5yjpP1TdYhOcdr1dXk25JznEpyLYlNcmKtfE8k+b5WvV4rh5NcS+7Ddf4HimPcusq4H4zdxXpPvlupJ+9BPzOCPRlLfdylr9STj/p90Jd6zo9gDr3Xz+hYgm/bB/NN/se+o14neg978rHO3rVez7Ue1KCR1MEe9ORTUIuXoMb3ZH2DnrzX68kI8ieq8VP9nukjWLNDva6O42AOc1Ark/km93iv90m9Bz3KqI87lnV68h6coRHU9h6c+eQ+bH2dnjz9exyis7FWTz6tlO9J+Qt68p7UtH1y3wd3bZTDQa7tgvswqGnJ0ViWD9yT+01uAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADarjzFGKbDflAwbxO6D2NMg9hDEHgexyc8FkjksK80hMQexa+1xsg7Jvp0Fsa1l35fsxy6ITedcdbLSHJK9SyR7USpnfyipJxeC2LXWYa1zlNSpJPZSEJtIvi2pacnZXMtaNW2tfEhqX3I2W2vtKIg9D2LX2uck15K1SNZ4rTs8uTOSvUhyLal/yfrWz9wY7w3GXdfuUr0nn0Z9r/sUrPOo36Fj1Pd6jGBPluB87IJ8m4Oa2VfqyZfgPO9W6slHfR2Wub5vfZf1t73Xvy/JiT6C+2CqzznZjWUK6usSrNtS37seLEMPvm6Zg1oc1JM+1XvyHvQ/Qalsq/XkS1Arkzt0qvfk0TIENaKNoKYtQVKu1NaNoKa1HpzNnpzNYI9HcBctWU8+etCTj6AP3AWbF/1RJsi1qb4Wfaqv8ZiTOazTk49kL4I+rY+g/vUg13r9zC2HD9yT+01uAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJu1r4ce1hm2nQWxibsEsVeC2CWITX6GkIybrG8PYpM9TsZN5pvM4TSIPQpi03kksYkRxCb5k6xbss+JJCeurjTuhZXG3QWxiWSPk9xJ5pvMIantJ0FscpaT2OTb5iA22Yu1aslae5xIf6aerMVxEJvkZTLnpEasdZYvBbHJ+iY9UrIXieTMJfUk+bbrRx/1/Rujnpt9qp+PEWxJH/WefAR70kf9LI05OM/BuC1Y39aDnmoXnNERjLsk+VCfwzQFveUIe/Jen0cPYqMSP+q1eAlqfB/BuiX5kwhyePR6Tz4l9+K0Tk8+Rr3/iVZ3CmpPkDtjl8w3qVNBbR/BHdrrZ7kvwbnfB+u7q19G/SzoqZJaErTZfa4HjyXY4ySBe9aTj6Dn6FPQB871vOyjPudxEtSeOekjgrO8r/fkyb3Vz4O+dR/sxXk9dPTgzCU9eb92Pbnf5AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWft66Ekw7BLEzkFsD2KvBrGHIDZxYaXYsyA2WbPjlcZN5jtWmkP685zdSmMnZyMZN1m3ZNy1vi0590dBbCLZ46RGrJXviaC0R9Y6c0k+rLUXl1aaw1qSvUhyfa3anuZkssZJ7PVQ29e6l5N6kqxZUoOT2GQdrof1vY70oCcf9bVbDvVa3IN1Xnb1nrzP9dxcgiPa53qfPY6DnnwO6uAIcnMEuRmM23t9vmMENaXX5zCmrCeflqBuj/rYy75+NqZDfdze6+s2gnsmiZ2Cb2tz0INNQY0Ptnms1ZNP6+R7T2rPUu9/erBtYx/UkznI31HPhzEFe7FL9qLek/dDMIegFQ2OcYv6jqme630J6mqwvklO/p9/oL7GY6nH9uTcJ/fGHBykKdi7Xr+X+5Lcn0EOj6AGJ7HBOvSkUAU5fC17cr/JDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCz9vXQJRh2rDOFtgtiT1eaQ7IO80rjngexJ0FsYq1vSxwFsUlOttbaIYi9Hn5WdBzEJvtxFsQm5zPJ4eR8JntxOYi9FMQmuXZlpTkk+5as2YUgNlmHHsSuJTnza91bybhJ/iZzSPYimW9y5lvL7pik/iXfl8whOUfJWiR7l+RwIvm2W4PYpD9J9i2549Zas5Udgm/cBbW418/0mIPcnOs9+dgnfzRJ1iE4z8G4vdfP8+j1nE8yfgS1akzBmiUlcNR78r5kPXmf6ud0OdTrVQ+WYgRlsB/qd1LfB5Po9d5ujPr57FNwJ42gRgSL1qd1evIR9KJ9qffkY9Tn0JN9C+7b0es9+ZT05D2oPkmNSNqZpX7mx1TPyR6ciyTXW6/n7+jB2Qxugp7c30dhT77UNzqqf9M6PXk/D85RtBZJ/tRzOLqLevBtS70n73O9Pxm7IC+TniNYsztzPbzOAQAAAADAB8UjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACbta+HngfDHgexI4g9rDRuErsEsUcrzSHYtmi+u+tg3GQdknFPg9jWsjXuQeyVIDb5GVSyFmvlT7IOSexaZ+7SSnOYg9gbgtik/iV7vFY+JNY6y0meJbmTrNlZEHs1iE3WLKklyRyS9U1/pn4xiE3ujeR8rrXGybjJGifjJuuQxCZnI1mz5HwmOZzkzvVjTOv05H0J1qMHd1IPxp3X6cnHFORQsg5TkPMjmO9SP89jqo/bkzqxq6/DGPVxp7AnH72+xn0KauYIevJer1djX1+LHnxbW4J9HvV1GME9MyU5HJy5MYKevCf5vk5P3qd1evKe3KFzsBf1UVubghox6mc5ybO+D3JnSWpw0JP3dXryvgS9zxLMYV6xJ5/qPXkfwb0xr9OT96Pg+4K7K+rJk3O0BOsw1WOn4GyM4I7rI+inpnoO92vYk/tNbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACbta+HXgiGnYPYy0FsMofg0yKnQex5ENtXik0sQWzy85ERxCa5cxbEpmu21s9/jlcaN1njJDZZt2TvknVYKyeSGpHkw1q5k4y7C2KTPV6rRiR1da29SPIskYyb5ORREJvcRUnuJPNNzmZrrV0NYpM5J/NIxl2rBidrfAhik7ORnPtkvsk6rJUPyRyuI73eD/e+Uk8ezGHM9bwYwfb1eaWefLdSTx6kW+/1czeS8zzqk0hyp/egth7W68lHcDX2Q9CLJns31YPHEuzHqK/bmNbpyZc5yIkpyImkRowg33uQO0ntCcZtS33gEdSTPlaqEUtQV6f6uH2lnjyrJklNS3JynZ587Oq5k8w37cn7qPdgYwoO0gjmEYw7elCDg+I+JTkR9ORRTQt68pH05EfBmh2Cnjyof9eyJ/eb3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2a18PvbLSFE5WGvcQxC5B7NFK485BbCKZb/Izj2S+yV70IHasNG5rrZ0HscExaheC2OTMJXu31rol464lmUOyx8k52gWxyXyTPU727XSlOSTrkJyhZN8SybddDmKTM5/U1bMgNsnfZH2TPEtrcHJ/JucoycvrYd2Scdf6vYVkfZP7fq16ksxhrd5rXX0E/UH0iUFPHqVbfU+mEZz9Xj+jI6kpI1i0ILQnNWWqL3CPJrFSTz6COjGF98FUr4P9sE5P3nv9zI0eHI4pWLdeX7c+J/uxyhSinBg9uOvm4Bzt63dHD+66EZzPNgf7tgt68qRGnH/oe/Kkq5uCpBxJT74LevKlXldHr/fkfST5G5yLEeRZEPt/xl6pJ5+C8xnc98sI7oxgLUYwbnIPJHV1LPX17UHv1Q/JRVDft7EL5pD0XnfCb3IDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2Kx9PfQoGPZqEJu8s48gdg5id0HsWj8XSNY3WYcexC5B7FrrEKRkJFmH1lo7rDT2lSD2LkFskhOXg9iTIPY4iE3WN8mJpPYk800k8z1dadyzIDZZh+TcJzXtPIhN6tRa9S85F8ldtNa9lXxbMm4y3yQfWluvBq911yZnI/m2JNeSc5+sWTKH5H5J5pDkWrIXF4LY68huWz157/X9G32lnjwqV8H6jqBO9CDnxzo9eTKFtgR9R/RHk7AnH/WaOaI1DnryEfTkc3A2gprZe70Wj75STz7Vc2IZ9drTp/p8p+DYL6M+3z7qPfl0CM7GbqWefKkvxEjujLFOTz7t6mezH4L6N4IeZUnuouDSWIJ7a1f/tn4Ixt0H35b25Eu9RvQpqcHr3LV9BEViWqcn7yM49yM4G0lP3uv3y7JST57sxViuXU/uN7kBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbNa+Hpq8h18MYk+C2KtB7Ahik/n2IPY8iD0EsXMQm+xbshfJt+2C2KMg9koQeymITSW5lnxfssbJPl8IYpNvS/IykcwhKGlRXibnPsnL4yA2WYfk25LYtepUsm9J/ib7ljgNYteqlUsQm9SHZM2S2LQ+JGcjWeOkBq91NhLJuMl8k/1Iak+Sa0ls8m1JPdmoUV+7vgt63EO9Dxy7ek8+khwa9fn2pAbtgjox6ueuL/WzNHqQ81PQk4/g25b6WRq9Xi/7Uu99es968hFsc98FuXYWfF+wxmMfnM8l6GmCb0vyMjqeIwju9Vrckxrf6wkxJT15r/cdY0nWIThzwTpMQX/Q53o+LCPYt12Qv8FBTtKsTfWefCS1ctT3ovfroCdPCmXak++DnnxJ7qN1evI+1c9Gkmo96Q2C/Fn6h74n70l/slJPnnzZnfGb3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2a18PHcGwSewSxO5Wij0LYpNvOw9ig61oPYhN1vc0iL0QxB6C2KsrzSHZt9ayn/8kuZbsx5Ug9iiIPQlik/kma5zkWiLZt+Tb5iD2UhCb1J7EcRCbno2qZM2SM5SMm3xbcoYSSU4m+5bcL2vdycldlOxba1mdSu6CpPYkd1fyfUlOrLV3iWTcG4LY5I5bq7Yn5+j60fdBXowgtgdrNwV1e0lig3txF3zbob7Xowc9eQ/qYLC+fRfUqqVeA5elXtemEfTkI6jDSU621lqvn/9+FuRalO/1etWTfmJXv+um8/p8lx6scZBrPbjqerBv0dlY6pMYfaWePLmSer23mw5Jva6HLsf1Netz/Qz1EexF0s8cBWcoOMZ9rZ58CnqJub4OI6lRSz0h+i7syUfQk/fgLjgO7rlD0JMHeZncL8ndtWSJGQhq5aj35CO449oI1mxJ1uHa9eR+kxsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZu3roUfBsHMQewhiRxAbfFo7D2KTdUh+hrALYpN1SMZdVppDsg7J+vYgNvm21rIcTnItmfOFIDaZ72kQu1ZeHgexa1krL68GsUk+JHuR1NUkz5I1S/JhrZqWjJus2UkQm9SHsyB2rXVYq7anP1NPzkZyh6815+th3dZah+TbkhxO7uXk29bqe64fPbiTRtIfTPU62Jd6XvRer4PLLtjrOViHHuT8FOTQHJyPXh93zPXcHMEZ7cE6jF5f397rNXtM2bkbc5LDwZ0bzLmNeq/UezDfQ70nX/b1/OlBTowe9OTB0RhBW9V3QV5OQU8+Bz35rp4PfaWF6H2dnryPej7sgtxZliAn90FOJj35CHry4C4a8zo9ee/BnbELavsIzlAQ21prbQ5qZQ/u8GQe0d0VrFvSDy/BmUt6mWQOU3COxko9ebLHQY1o/dr15H6TGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBm7euhx8Gw50HsaRC7BLHJfO8SxF5ZaQ7Jt+2C2LHSuElssmZrjXsUxLYWHY0o3/tKc0j2OfnZVhI7B7HJOiSSc5Ss2YWV5pDkzkkQm9TVJDbZt2TNrgaxa/1sNqk9a535G4LYJM8uB7HJviU1OKkPrbV2KYhda87JGidzOAti1zpztwSxSS+T7PNafc8hiE3u2etH3wV7Mtfr1Tiu3wfTUt+/ZanPty/1nrxP9fM8pmDNRv3bxlTPzWnU+47R6+P24Hz0EdTAXX3cMQfjLllP3nv9nPalnu99V6+vI5hD60F/ua/3NH0K+p9er8X9EKxDUoqP1unJ+6jfdWNapyfvQU8+gj572dVj+6jvW1+CNQt68pHkb/LHrqCmTVN935ZkzfpKPfkU9ORzfd+W4D7sS9aT96nek4+kF+3JvfGh78lHcGe0Xp9DX+o9+Qj6qTGCfe719Z2Cvqftgp58uXY9ud/kBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZ+3roCIbt60yhLUHseRB7FMQm5iD2OIi9utK4l4PYZC+Sn6UkeZbs2yGIXXPsZNyzIHYXxCbnM9m7i0HslSA2kXxbcjZuDWKTfUvWLDn3SezJSrHpmatKzlBST5Kalpy3JDa5M9aqO6dBbPJtyXlrLfu+ZO+SnFirP0nqVLIOybg3BLFJXiZzWGvf/vzbndTXYzmv78lyVs/5kezfUu/J+wjqVVCC+gjy+BDUq139vl16fdye9OS9vhcj6evm4NxN9X3rh7A/6EFO7OtjjyUYd6r3dn2pJ+aYgpo5gr1bgv5yV+/Je3Qd1L+tj+DM9XpP3vf1fRs9WLND0Gf3euwU9NmjBz15D85FcOyTej16feA+6jVt2QcXwVyP7Us92UewvlGtnOs9eR/JhZj15GME37cEvcGunhNjV+9PpkOQP7ukBtfXoQf1r/V1evJprs9hTEEfEZzl1f54dCf8JjcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzdrXQ5dg2OTt/CiIvbLSuH2lcU+D2EMQexzEzkHsyUpzGEFsMt9kzYJUb61l+Z7kTzLnXRCbrFsy3/MgNjn3ybcl+ZPMNxk3WbNLQWwiOXPJXiTjJufiLIhN8iE5Q0lNuyWITeabSL4tycm17rhk3NRaPcdauZasRVKvLwaxl4PYpP4lNeJqEHshiF2rXid92vVjtw/Ox3n9fIyT+vkfp/WevO+CcYP9Ww71cXsP9vooOPuH+vnoR/Wz34P7awRntC/BWVrq8x2jvmZ9ynryMdXzffR6/kwr9eSjB/s86vPtvd7jjl4/930k31bPn74P5jvXx52CGjFG0JMHR2OM+pmbdkGPMtXHHUv9XPRlnZ589JV68l7vyXsw32S6S1IfdkHfsSSxwd0Z1L7YHPQcU5DvPdi7pb4fS7QWyb1c78nHXO/J+5QUn6An39d78mnUe/I56SOCej0lfdqdjXXNRgIAAAAAgD9jHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2Kx9PfRSMOxpELsEscdBbPBp7RDE9iD2QhB7FsTugthE8jOPZB0SI4hN9jhdszmITdYiWeMk9jyIPVopdq2cSOrJjSuNm+xFksOJJCeTfUtqcHLmrof6l+xx8m1r5XqyF8k6JPf3lSD2ahB7EsS2lp2jZD/WqpVJjUh6juRsrHV/JrUn2eckhy8Hscm3JWfu+rHb1c/0clSvg30O1mNf78nHob4nPTgffaqf/b6r30ljBOduCvI4OPpjCmpKD2pgUi7369SUZcl68r6v16A+1z9w7Opr3IP96Ev9nhl9pZ58BOsQDNtHUE+Wek8+dvVxx6jvxRTci0tw1SU52eb6Ao/gTurBmUvqX0vq36if5SR32lL/thHUv2C6ber1vZijdQh68l29J+9BTz7SnnzUz1Hf1/djCXryHtTK3oP7c1mnJ+9Tfc1GkO9t1GvP2Nf3eQT38jQHPXkPzvJy7Xpyv8kNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLP29dAbgmFPg9g5iF1WmkMPYo+C2LMgdgSxybcdB7HnQWwy30QybpIPa823tSwnknkk+xEc5WgOyflMJGuWfFuSE8m5vx5ik71IakTys85k3xK7IDa5i5IzdCWITeabnLekXid7cTWIPQSxyTok92FqrbsgOUcXgthkn5Nzn5zlJHatPm2tniOpq9v8XY/9VK+DS6/n8Rj1vV56sNfJHKZ1evIxr9STB9/WppV68jmYb1K2p/q401LPhzHCnjy4lqYpyIlgn/uo78fo9b51CtZ4zPXz2aM2pb5mPenJp6RG1M/9FNT4vtRjd/t67NjV92IEvUTv9TupL0GuB2V1TPXk6XP9Luq9foaW/Uo9eVB7RlCvd3N9L5agJ+9H9eI3RrAOh7AnD66uEdwF/ZDcXSv15L3+cWMJanBwllsUG/TkSZ+W9Bw9OUdB8ZmuXU++ze4eAAAAAACaR24AAAAAADbMIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm7Wvh54Gwx7FE6nZBbHJfJcg9r1B7IUgNvl5Q7BtbQ5ik/VN1uw4iD0LYi8GsT2IbS3Ln7FSbLJuyT4nsckckm9L8v1SEHsexCbzTc5ccjaS2GTNkm87CWKT3EnugSTPrgaxyZol813rzKd1ao053BDE3hrEJnvc2nrrltSTJN/XqhGHleawVk+31r4l/dRad9H1Y9oH+9eD/UuW4zzoGaf6fEdwPvpc78lHD3Ko1xeiH4Jztw9qygjWdxes2a5ei5cp6MlHvSfvU3jXJfmenP9ejx2jvm49uTtGPXY6Cu7RUf+2nhz8Ub9Dl6Ann4L5tl39zI3gbLQRnKNgzcY+2YugJ+/13OnBPdCTfm0X9OSHoK4mfUdwjtsuOfNBnQqugT4Hc1jW6cmnJevJl6Se7IJ1263Tky892ZDg3E/1nnyM+hymJeiRpuBsnAW5tq/v23JU76eSfL+WPfk2u3sAAAAAAGgeuQEAAAAA2DCP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYrP0qoe0QxI4gdhfELkFsD2KTnwtcDWKPgtjk29aKTfYiWbMLQWwy39MgtrVszkkOJ5LvS/InOcvJtyXnPsmfsyD2fKU5JOubSOabzGGt9U0kZ2it3FnrHCdnMzlvcxCb1LRkzdYaN62Ta835OIhN8ic5y8lanASxSc+x1u84JPuWrFmyb0k92ebvesyjXlfGVF+PMeq5OXp9r8dZvWb2Xb0nH6O+fz04H2Op37djH3zbtE5PPpJzF6zZNNd78hF924o9+VTP4eRPf30kORzkzxz0CEtwd+xW6qtGvWecpqDG75I51Nc3Ssten+8IevIpqJVtCXryYNjeg1rZ67mzLMkkgnOc5Hpfpyfvvd6Tj6SmTUmu18ftIxh3l/XkU5BsSzDnNgW93RLkz6if5Z70PVO9J++j3nMsU/BtwR8Ve1B7etKTz/V9S+rJOFy7nnyb3T0AAAAAADSP3AAAAAAAbJhHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABs1r4eegiGnYPYsdK4x0HseRC7C2IvBrFXgtijIDZZs+Tbkp+PLEFskg/JfINUjyVrkcw5iU3OZyI5R8neJfuR5M+lIPY0iE2+LTmfyb6ttcdJniV7keRO8m3JeUtik31L7owk1y8EsUn+JpL5Xg1ikzPU2no5kcxjrd4gkZy5ZA49nUhRsr5Jvie9TBKbnPvrx3xaPx9jrq/HWIL9G/Vx+75+HyyH+rnrPcj5Ue/JR6/35P066Mn7WKcn71M9H3ow3zFlPXlSrfoSrMUU5E8QO+b6+exB+oxeP0dTr+/dCO793oP8GUFP3oOeZgR16qi+wH0J6moPepTk2Cd5NgV7sQQ9+Qjytwfn7age20d930bQq42xTk8+Rj1/o3oWnM0xgp58F/bkwdloSQ1OznLSk4+kttdD+yHoyXdJfxJkRdKmRXd40JMH/d84BAVwunY9ud/kBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZ+3roIRj2PIi9GsT2IHYOYo+C2LXmuwtilyA22OJo3OTbknGTfUt+RpP+POc4iF0rL5NxkzOX5FqybpeC2OTbEsm3JXsxgtikRiROgtikXifjJvuWrENSg5OaluxbcubPgtjkbCbzTdYs2bdkDmudt3Qeyd6tVYOTtbge7s/EWvuc7Ntav5OR1Mrrx3yoz3uZgxo06nW7T/U8HnM9L/oU1LZgvsm5632dnrwf6vfXOArOfrAXrQfjjmTf6md06uF57kGtGMk+179vSfJnVz9zfQlyLVjjPtV78p58W7B1fap/2wjujr6s1JMH7WWf6r3z2NXr9Rj1caddcO4PwTr0eg3uwaL1oK9bRv3M96Xeky9HyX1Yn+90qK/Z6MG+zfU5jOC89aC2t9baCPauB3vXgho8gto+BWvRlqCXWen+TP7I03dBXU3WdwnOXHAXJcZ07Xpyv8kNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLP29dArwbCnQexREJu8yV8OYucg9kIQex7EJt92CGKDLW4nQewSxCbfluxF8m2pXRCb7HOS78laHAexyX4k65DMN8nh5MyNIDaRrG9yNpJ1SCR5lkjWN8mdG4PYsyA22YsexCa1Mhk3Wd9k3OQMJXf9Wndya9kaJ9Za40SSw2vVtOT+vDWIvSGITb4tWbOk9qxVg9c1H+rndFnqPflY6nfHWOrnvyfnv6/Uk/egVxvr9OSj189dH/Ua2Ef9rutH9W8bo74XPfm25Ii21qIzvQv2Ocj3Kehx+wh6xmA/prm+Dv0oOEejnsN9BGduqtf4Kblue319R3A22i64D4Lrqyc9efRH2/okxi44Q73ek0/J3TwFdWqpJ8RYglp5CMbdJZtcH3cJ7q0R9ORTcG+NEfbkyX0UnOUR1IikJw+urtZ3QQ6PdXryaaof/LGs05P3IN/HHKxZUHv6cu16cr/JDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCz9vXQ82DYHsQuQexhpTkcBbHJfJNxz4LYYNvacRA7gti15ntDEJv8jGYOYtOxT4LYJH8uBrHJ+Uwk4yb7fJcg9jSITSRzSOpJIsmH60GyF0ntSdY3OZtr7VuS69eD5C5KYm8NYpN61lpWe9bqT3YrzSGRzGGt2AtBbHLubwlik/mutcfXj2Wu59sY9fUYo34njbnek49dsCf9Q9+Tj6DH7aN+H/RdcD76Oj15X+rznfZBT76v3827nvXkvQf3/nG9Jx9nQf70+h02DsF9EKT7dByMG+xzn+r9cB9BH5i0SskclqCeBKnTl6D+1YdtI7kWI/W9GMkkgvWdRrLAwV0U/RG/nmjJjZHEjqCV2B/qh/6wCwpEr/fkY4Q9+Qh6jqUem53lYJGnpEeqDxv1jLt67FiC2BH05FHPUe/Je0++LTj317An95vcAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADZrXw+dg2H7SrFHK417FsQmPxfYBbHJtx2C2OTbRhB7QxCbzDeJvUsQm6xva9laJLFLEJvk2nEQm+REUCKiM3frSnNIYpN9S/YimUNSV5PcSfL9PIi9FMQmeZbEJrm+1jlO8uEkiE3ujGS+a+1bIv2ZevJ9l4PY5GwkZzk5n8m5T3LiNIi9GsReCGKTepLsRZIPSR+RjHv9mM/qOdR3wd0812P7CPZvqY87ghrUe72ujKl+lqYl+LYR5NsIvm1Xz80+BT35rj7faV+P3R3Xe/L9LuvJp15fixHEzlO9bo8R5Nou6FOSnDhK/tgenOWp3pP3XX0OfUpiV+rBejCH4G5eluDOD2rlmOt3aN/Xe7uorkaxSa4H5ziIbVM9H/px0JOf1++MZL7TVN+3/XF9L4LUaW3JevIRnM9lCnry5K4NznLSk0+n9XM/9klOBD35Uu/Je6/35CPpyeegTkXns95H9Pna9eR+kxsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZu3roSMYNolNzCuNexLEXg1ik3XoK42bxO6C2GQdLgaxR0HsjUHspSA2dSWIPQ9ikzVOzkZw7Ff7OVhy5pKzkcw3yffkHK21ZsnZSHInWYfk224IYhNJ7iSSdUjO/FpzSGpaUh+SPEtqSXp/Jzl8HMQuQWyyz8neJet2WGkOyT4na5bsc5LDST4kdSr5tutHn4I7aa7HjuC67UfBXkd/LKjX+N7redGDSYxgIfpR8HFLPbb3+nmeknWY6j35tK/XieN9vSe/cJz15LugxM9zvW6fH+o9+dlcX+MlqIN9Tv4oXq9tU9Iq7erBUw+KxBTM96ie730EZ25fn0MPStoy1unJx1Jfh3EW3HVH9Z68B8u7C3In+dNcG/V1mM/rZ36OWtGgpzrUa9rY1ycxHep5NqZ6LRkj68nHCHJ4Xy/YfQ56sEN9n0dwf7Z9sG7LSj15cNeOUV+zKUn4EdzLuyAfgntrXMOe3G9yAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANisfT30EAy7C2KTd/bzILYHsadB7MUgNlmzoyD2JIidg9hkL0YQe7zSHJLYDwtiW8vy55YgNtmPdwaxSxCbnM8kh5O8TCR7keREMm6yZskeJ+Mm65vUk7Mgdq0acUMQm6xZsg5Jrif3wK1BbLK+SZ5dCGKT9b0cxAbtRhyf3DFXgthkP66HGnE1iE3Wd60z994gNrnj1sr360lQr3r9G3uQ830EPflUv2970JOPpBaPYM2O6nncl/rdPHbB2Z+C+rOr37d9V6+X+319Dhcu1mNvupj15BeO6vlz9VDvyW89re/Hcl7vyQ9BvRq7+vmcpnoO746CnjFoh3cX6sHTCOpJMO5uCup2r+/xGPVxx1xf32UO7sWl3pMvx+v05Lup3pPvgvtlv6+vw+68nuunR/V74PS03pOPs/r6Lklfdx70KPvk/g568hH25EF8PwQ9eQ968uA+mg71dYv2Lsj3MdV78j4H67skcwhqTw968hH05D3I9+A+vDN+kxsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZu3roZeCYZcgtgexu5XmECxDm1eawwhiT4PY4yB2rXVI9u0kiL24Umxr2Vokse8OYm8IYpNcOwti7xrEriWpEUdBbLJma52j5OeMV4PYG4PYZB2S2PMgNlnf5C5K8uFCEHsIYhNr3RnJGVorNvm21rK9S+7E5Mwl35fkRHJ/rjXfZNwk15J1SPY4WbNE8m3Xj7HU62Dv9bM3pnoO9bV68ql+h/YkL6b6HHqQF+OsXn/6Sf2u6yPoJZZkHer7tjuu9+QXjup99k03ZD35xaP6WhzN9dizqd6T74KefF6CXJvrPfk01Xvy4Ci3KWjBdvv6wPuTeo2fTuprtj8KztG+ng9j1O/FcV7vyeel3pMfToN6fV6PXXq9J9/3+vqe7Ot30aVdkg/1nvzoatB3BFfRcgj2Ygl6iaPgcM712BHE9hH25CPo13rQk/egFz0N1qLXc2KM+v057YL5BvvRgtrT9kF/MgdnYwrOZ7BmSZs2+rXryf0mNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN2tdD52DYK0HsxSA2eZM/DmJ3QezVIPZSELsEsSdBbA9iEzcEsWdBbLJmybedBrGtZfux1rhJXp4HsUcrzSE5c0lskj9JPblrEJuc+6CsRmf58kqxSW1P9iLZ47sEscm5v7BSbHLHJUYQm+RZkg/JuMl805+pH8L4qqRGvDeITepqcuaSdUhyeK31TXIiiU3uoiSH17rrV9aDHNrV69W0C87HUj/TfdTvg96Dvd7V7+beg/5yCfLiUv0eX86D+yspKb3ek0/zOj35sqt/27JkPfkIzmlyoscIokc9L3f7oCff1zd6Cs7G7qh+5o4u1mN3F+r5c3SXej05uVjvyY8v1M/9/rh+H4xRP8vnV+t91fnleuzZrl7bD6f1vVjmYI939Z784r5+7m/c13uUPuqxS3LHBa3PdFrvUXpPntTq+TAO9XF70lP1sCcf9YVL/pS2LPUa0Xu9Jx/BBToFPfnowTrs6jk8gvVN9B7kxFKPHcFdNHbJ2bh2Pbnf5AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWft66BwMexzELkHshSD2KIgNliH6uUASex7EJuuQuLLSuCdBbLIOhyD2vUFsa61dDGLXmnNy5pJ8X2vc5Bwl5/5uQWxSez48iE3WIcn3XRD7jiA2OcvJ2bgcxCZGEJuczUtBbLIXV4PYJB+S9e1B7Fp3XDLfpPa1ltXVRHI2kpxI6moiqT3JOUqs9W3J+ibfluzxNn/Xo+/qe9JH/V6cgru5H9d70b6r53Gf6vVqGvX9W+Zgr/f1+jNGfR2moGyPJcjj4NPGvn4nzef1dTg9rdf49+yynvx01O/902TO5/U5jyWog+dBvh/Xx91N9XH3J/VztD+pn/uTG+5Wjr14l3rtueke9Z78xrvW1+HkYj3fx1y/k259T70nf++762f5ynvrZ+PKu+s9WHAs2rTU79t+FPTku3pP3s/re9HHSj35UX19xwiK+7xST74E852znrwHPXnyJ/w26mdjBD3jGPW6OkWtc732jDkYOGqHk/6vPuwygklEA39oevJtdvcAAAAAANA8cgMAAAAAsGEeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWft66C4YdqwUG0y3Ha00bl9pDsdB7NUgdgliLwaxyTok803y4R1B7EkQ21q2FmdBbHKO5iA2+XlV8m2HIHatM5fs3YcHsR8WxN4ziL1PEJvs8duD2N8JYn8viE3y95Yg9jyIvRLErlWvkzOffFty3hLJuMm3JXUn/Zl6chck35fUnuT+TOabjJvEJpJxk71bK3+Sc7TWHl8/+lKvxdOunpvTvh7bT+rrfLSr19fdPti/pV7j57k+h2Wp9+TLXO9x5xHk2xT0aqO+DstZfb6HoK5dPa335MuS9eS7YC3GVK9Bh0P9HB2WoF+b6rUt+bbW63fdNNXzfbpQP3Mnl+p7d9Pd6z35vT+q3pPf5571nvzD7lrvyc9HfY9/7/fqPfnvvr3ek//+79R78jnI33FrvSdfzuv37flc78mvzPU6NQ71/L261M/8POrfNp/Vz9sIWp9lBOP2+sBjCXqqoEb94ejlyH4Ivm8J7vspuD/P6/Mdu/q4PbjDg2u59SUZt753I+nJk5zo9XPUg558XMOe3G9yAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANisfT20B8NeCGJPgti7BLHJfG8MYkcQeyWIPQtiDyuNG6RDe28QuwtilyA2+RnNHMS21tp7VppHIsnhJC+T+V4MYk+D2KMg9jiIvWsQe3MQ+/FB7EcGsVeD2P8RxCbnKNm3ZL5JbU/GTb4tqZXvCGKTuprUnuTMJ/uW3EXJeUvGvRzEppJ1Ow9ik/xJalpSrxPJtyV9WjJuct8n65vMNzmfSe5cR6Zg3vv62k0X63X75Kjek59cqM/3aFfvyZelfpbOz+r16uy0nkNncz2P+7JST97rPfkY9TM6z/X79vy03lvOZ1lPPu3qPfkYQY+b/LEnqBV91PNyTPX5juN1evLdrn5/nVys9wg33bXek9/33vWe/BMe8PHl2Ad+ZL0nv3Je70X/v3ep9+RLr5+jK++p79vV0/p8z6/Wa/t8qI97dl7/tsO+XivHWb0nPzur19XzoPYsc/3Mj1Hftz7X76Kx1M/b2AXjhj35CP7o1YP+pO+C/vIQ9Ix9nZ48aDlaG/VvG1PQ487BuElPPpJeZqWePOlt72yoazYSAAAAAAD8GfPIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBm7T/UE2jtQhB7KYi9KYg9CWLPg9hlpdi+0riJ4yA2WbPTIHYOYkcQ21o2510Qm+xd8jOo5CgfgtgrQewNQWySP8n5PApibw5i7xfE3iuITfbichD7ziD2XUHse4LYsyA2OZ/JuLesNIekTiXzTep1UneS+pDMIa2rieQsJ/U6qatJz5HkRDLfpFYma5bsXZITyfom870axCa2+bsePVi6KTj+J0f1nvyGS/XzcdOlek9+cly/80/P6mfpln09j+elHtvnel83gjmMpD2Y1+nJe6/XtflQ78nHlN0dy64+57Gv3419qe/dNAW1YtQP3djXN3os9Z58jHpPPgX5M+3q5/PkYr1Q3f2u9Z78Afeu9+T/n5vrPfmtZ/W9eO9pvSf/7d+v9+THd3lXOXZ6Z9CT96AXPa+fz/m8Pu7hSr0nn4M5nJ8ndSpYhxH0Pku97ixJfUjmMNfXrCdtaGttjPpZHnMw+FKvqyPpyad6ToyVevIe9Lhj+dD35H0KGstR78l79GnXriffZncPAAAAAADNIzcAAAAAABvmkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm7Wvhx4Hw94QxF4IYu8axH7ESnN4VxD7niD2PIhNfjYRbHG7HMQuQexYKTaZw5UgtrVsjXsQexTEJmsxB7FnQWyyDsl8bw1ibwpik/neslJssr5Xg9gkz06D2HcFscmZS9bheohN1jeJTXIy2bfkzrgYxCZrlswhWbPWslxLnASxhyA2mW9yDyR3eDLfJDbdu6rkzkjmkIyb5PD1o496T747qvfkR8f1fvjG43pPfo8b6j35yYX6HN79nneVY6+er9OT9xHU+BGc5yXoyUe9/iyjfj7GeT227+pzGD3syef6Gve5Xiumo3otXpb6Wky7oCdf6nfuCPqJZL5zr/fk86j35PNpfb5Xzup99ntP67HvPK2v79VDvSe/eqjn2WHUe7sx3lWOXebgzAV5No8g9qweewjmsATrO5/WY5ez4AzNwb4ld8Yc9OTBXvQ1e/Il6HGDK7Ev6/TkI7gTp1G/B0Zyh4+gz97XY3sP9i74I11PeoMgf0YwbhvXrif3m9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANmu/zrAjiL2w0riJ3UpzSJb3EMSeBbHJfJPY8yD2aKU5JGuWpvqy0jzmIDbJyx7EJj/bSmKTdbi6Uuw7gtjfDGKTvPydlcb9gyD291aaw+Ug9jSIvRLErnXekjms5TiITWpwUh/Wik3v76QGJ/U9uT+TOSS5drLSuMkar3VnJHmZzDe5DxPJOlw/erB006gHT0u9Jz++UB/3OGgDpyXY6319DsuuXifGqN8z4zroyccIzt0UbMYczLcHa3YIe/Ie1OKlPo9lqtfXntSgqV5XDuf1+tqP6rFLkMOHq/U++/RyPfY9t9R78rf9Tr0n/8WL9bz8/7233pPPQa38H79T78l//w/qPfnl99TncDit9+TLXO/Jl/N6Pzyf1/NsPquft5HMIShTS1BKxhz05L1eg0ev14cx12OXZb2efAT98FhW6smDe6AHtX3MQU+ejBuscU9yYgl68l3QG0QHKbgPo+esa9eT+01uAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJu1r4f2YNg5iD2sNO57gtj3BrHnQezVIPYoiL0cxC5BbLK+J0Fs4iyIPV5pDq1le3chiE1+rrTWfiRn7koQm+TaXYLYW4PYdwexyXyTfPjwIDb5tqSmJevwriD2HUFskr9J/UvqdbJviaT2nK40bnInJ3PYBbHJHiexrbU2gtikpiXjJvdRUoOTPiLZ5yQ2mUMiuePWyrVkHZLac/3ou/o39l5fu2Wqn6XT0/q479mv05O/+6yex1dvrd8Hh0M9L5ZD0JPP9b5jLPX1HSOoP0m57PUaOObg/krKcGutT/W9Gz3oyQ9BvZqCGjQH+9HrG7Ic6j35cqWea/NU78mvvqvet77zpN6LTvv6fK9erufDb91U78nnqf5t73lPvaa94w/q6/Ded7yrHHt2S70nP39PPX8Pp/X6N496vV7m+r7NwXFbgtqzjKAfPq+PO6ag70jm0IM+aQR3RtAXtNZa7/WiPZZ1evKxUk/eg354Gck+12PHCHrypMVd6nfcSHryo3V68jGuXU/uN7kBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbNa+HjoHwyZv5+8MYk+C2FuD2ESwZO3dQezVIPYQxC5BbCLJh7Vy5zyITdastdYuBrHJGp8GsbsgNsmf5BxdCWITa/18LcmJuwax71pp3CQvLwexSZ69K4hN5nu20rg9iE3OUHKOkzxL5pB821EQO4LY5O5M5ptK1vg4iF3rTkzGTfYjqZVr7UeyvsldlEi+LYlN8uz6sQR91bLUc6if1nvy9/Z6L3G21OtKcjquXK335JfP6z354VDP42Wp31/LHNSJZCFW6smXEeTOVD9LI1iz1lqbetCTL/U17rt6r7T0+l3eRz1/+qifoxH05IegtPXz4J65pR7akpw4q/fOt7znXeXYk+OgJ5/qeXl2pd6TX76lnmen735XPfZyfb7nV+s9+XxWH3c+q9+3y1I/Q8uhfo6XOUj2uT6HcVz/tr4EPfl5vbjPc9CT9/p8R9wK19e493rPOIKJJJ1dMu4YwWU7rdSTR/sR9OTBXZQ9zQTfdgjycnftenK/yQ0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgs/b10DkY9rDOFNrvBrG7IHYEsck6JJYg9iyITdYhib0axN600rjJz2iS9U3jkxxOvu84iE2ka1GV5OWFIDZZs+R8ngaxJ0HsO4PYoyA2Wd/zlWKvBLFJniVzuCWIXeseuCGITfYtcTmITWplsg6JHsYn80jO8lp5mXxf8m1r3ctr1Z6LQWxSr9fK4bXuw5Wd1ddu3tV78luv1vuZo/N6T371tJ7Ho9f37/y8vg6H5Dif1fNiCc7H6ME6jHXO/jSCnnwENWUJzmjPzt0SxPddPYeXYN36qPfkIyht8xKsRTDudFLPy+Ws3pMflvqaXV3qE14O9Xv88i31nny/r/fkfdTvxcOor+/55XrxOQSF6vxqvSc/T2raeX0Oy6j35Ie5XtP6Etzjc70nH72+bz0of2Oq9+RLUiuDdUiujH6e9eQj2o+gJ98F9W8El/ih/n1Jz9GmYJGDWtmOgp78LOjJ9/WevAf1egQ9ed/V13e6hj253+QGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFn7eugIhr0SxCbv7DcGsbcGsYk5iD2sNIdkzZYgNtnjXRD73iA2SMlovsdBbGvZuiX5fhTEngexyXwvBrFr5dpZEJuco2QvLqw0h1uC2CTfk9qT5FlSK5N9S85nkuuJJCcTV4PY5Lwle3wSxK61vqcrjdtalj/JPidrnMQmd0xSV5M1vh7uz6QGJ31EsmZJ7FpnY13zUt+/fhrsyb6+dkvQk/elfs8swbEbh3rwCO7xObjyx6ivWZ+DWjUHZ3Sqn6Wl13vyPlaqKbuwJ0/WbQryfdR7pT7Xa8WYgvme1HuEEdS2w3l9DuNKvbcbF4JzNNf34nCo9+TTvj6H3VHQk8/1fF+moPac1fNsDmrlfDXYt0P9fI7zINeDWtmXICeDIzSmek8+DkFPHuxx0pMvfZ2+Y5zX+8WRtICttbFWTz6v1JP3+h3Tgzu8JWsc1JO+q6/vEnxbG8F9GPQRSZ895mB9d9fubPhNbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACbta+H9mDYEcReCWJ3K83hNIhdax3OgtiTIHYOYhPJXixBbLJma1rr+5L8WWvc5NuSvAzKSTsEsWvtxeUgNsnL5MytdTbWir0e9u04iE1+jpvsW5LryRyuBrHJmU++LbkPk9hUkpfJGq91xyRnY628TGKTOSS5lpzP5Nyv9W1JnbqOLPU9GXM95w9LvSfvu/rajdPg3J3X60qfg3XY1+cwRtD7nNd78jHV83gc1afQzte5b3tfp16OcNgo10ZQV6Z6/izBuk09qJmH+rctPcjLo3qfMub6/TWu1Oe729fXbMz1nnwKzvJ5cObaEuTOUp/DMgW1J6iVyxLsW3DXLXOwb4fgzh/1u3ms1JP3oD8Yvd6Tj0P9zPcgJ5cR9Nl9vZ68B0V7DvY5OUdJ+z6mlXrypJ7sgvt+qc+hJ/fLUj+fPajXyxyswxR827h2Pbnf5AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWft66FkwbA9iD0Hs1SB2CWJHEJt8WyL5ecNpEBts8Wo/80jGPQ9ik71I1iEde7fSuMm6zUHsLUHspZXmkJz7pPak+1yVnLlEsg5JnUqslWdr1eCjIHat85bMIalpJ0FskjtJ/iaxyZql+ZuMneRakhPJuElOJHu31rcltTKZb3If3hrE3hTEJnVqrTtjXWPU78V5DvKi1/e6L0FPPq9zHyy9/m3BkrUpqD8jqJljqedb7+v05GOqjzsH99duzZ58BGMf6jWo74Nxd/V1Ww71GjTtgp58X+/J5zmYQ1Ljd/WDNIJ9DqbbpkP9zGV/aq+vw9KDniYpf3NQe5b6os2jPokR1ODe673PSHbjcB305D3oyecgd5Z6/i5JT74EuTPCnjy4j6ZdkmvBHT7Vx+3nSV4m9S+YwxJ8Ww/uxBH0ab1+Hy6HoCfv9Z68T/U6lfRId8ZvcgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYrH09dA6G7etMoS1B7CGI3a0Uex7EJj9vOAtik70YQWwimUOSZ0nuJGuWSuZxutK4l4LYZI2T2OTMJfuRnI3jIPYoiE0ka5ZI1iGpPYm18iypq8k9kMQmktxJYi8HsUk+JGfzJIh9TxB7IYhtLbuPkrqa3EfJ3q115pKzkdwZSU4ke5Gs741B7PVwb11P6t84lvqejF7Pob4P6utZsM67dXryHpzRpQf1dQn6mWQvRnDugun2UZ9D70meJX+kDHvyYOi+qwePeZ2evO/qvdII1riNemw/1M/cMoL9GPVkG0u9J5+m+n27XC2HtqRWBuWvtaBGjKD2JOkwj6An3wcDn9fr6lhW6smj54CgVzsEeZb05LugCM/BfTjXe/IR9OR9yXryZa7fR2Mf1NUe9IxLsM/TOj35mJOeIygoS5ATPdiL5L7f13vyMQcH9BDETteuJ/eb3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2a18P7esM2+YgdhfEJq4GsSdBbDLfsdK4SxCb7HEy32SPj4LYtfKstez7kjVO8uc0iD0PYpM1Ts5GMm6yZsm4hyA2Wd+7BLFnK8XeLYhNzkaS65eD2GTfkp+3Xgxik29L1izJnSQ2qe3J2VwrJy8EsVeC2NayGnEpiE3WLdmP5I5Z665N6l/ybcm4a803qRHJtyV7cf0Y58G8d0FtG/U8HmfBOgfT7Yf6GR1JT9WD+Y4gj5Nxd0FdW4JFm+vzXab6Hk9jpZ68hz35IdiPqb7Gy76eP7sluMtHvScf0zo9eTLutARrdgjme1yv8Uuwvn0EPflU72n6Ieh/+t3qocHZmKd6rvekJz8P9m2s05P3Jfi2o/qaJbmzBD35mOu1fYzgbI56no0gJ0fSk+/CnrzXa8SY6z15D9atjWA/ojumftf24HyOJehxp6Q/ScYN7s5gvj3pyYNv69ewJ/eb3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2a18PPQ+G3QWxPYi9stK4J0HsURCbrFkSm8whWYdlpdhkDiOIPQ1ikz1uLfv5z1k4dlWyz4cgdg5igxIRzSHZ50RSe5LYJNcSa+V7kpN3CWKTNTteadzkXCTnOMnfJDapf8nZTPY4WYckNvm2JLa1LH8uB7HJuiV5mdzhF4LYte7wRHIPJJJvS/YtGfdSEHsdmYJ8W4I8noK1W+o9+UjG7UG/Nur3wRj1NetB7Oj1OUxzfR2W5Dwv9djegzks9R5lSnqUo7An7/V7aVnqtaIHV+7YBb1Hr/cIfalPYun1Wrxbgj6l1/d5BC1CP6vXnnG0Uk8eXfnr9ORj1CcxdvWevPdgzZZ1evJpCmrwUk+ecajn7whyfQn6g5Gczbm+x0tQz9oUxC7BPTvCnnyq588013vyZN36vp6XfQnu8KXek/eglxnBHZ6kRFvq98AISloPcmLsgpoW9D1tunY9ud/kBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZ+3roLhh2BLHJO3sw3Ugybl8p9iSIPQSxibV+5rHWviXmMH4JYpP9SMY9D2LvFsQma5HMN8mfoyA2OUfJfM+C2LVyODn3SV29EMQmtT2JTfY4WYcrQWx67quSnDwNYpMzn4yb7FvybcleJPnbWvZ9ybk/DmKTmrbWuq01h7V6uqRWJnNI9m2t83k9qa/dCPavH+r5Nqb6Xic70kZ93DGCkfs6PfkIesAlOEo9OfvBsRvB+q7VfU1zdjePXh+9Jz35VB939OB+Hncrh/ZeX4serPKYg7O8q/drY6lnxRSs73RW78mTHI6umaV+7nuvH+ax1HvyPgcTnuqxPdjjNoKe/LBOT56UiOQeGKN+5y+jfuZH0ksswR4H520s10dPvixBvd6v05OP5Pba1ddtrNSTj+DcjxH0dEFzMHp9Dsuo71ufgjsjOJ93OtY1GwkAAAAAAP6MeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLP29dBdMOxhnSlEb/LJuImzIHZeaQ5jpdi1LEHsURB7HsReCWJba+1iEHsSxCZnI8n3W4PYRDKHZO+Sc3S80riXgthEku9JXU3OcrIXSa1MYpN1SL4tWbMkH9aqJ8k6JPNN1iGRzCGRrG9r2bnv4dhVa9XrZO+ScZPY5MytNW6yb0k/tVYNvn6MOZj3VM/jpddrfB9BXox1evI+1etVn+s5FGXxoR7dd/XYaA5BcB/B+ZjqvcQU1PjRs568j3pPvvR6T96DGt/P6/ned/WefERlMDlz9b3rh+De7/W7eQnOZ9STB2vWg/tgHOp1dezrh25KevJdUCuDet2WdXryZdTXbFnq+TB6vZ4so15PRlL/RjLf4E4O2pkR9OTJFJY568mnoCfvu5V68iWo10F/MqZg4Q5JDQ5ig94g6r2C5qAv9X3b7epJ3IPasyRJfCf8JjcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzdrXQw/BsH2l2GQOSWzy1r8LYhPJfJM5nASxR0Hs1SA22eM5iD0OYk+D2NZaW4LY5PuCIxfFJvNNJHmZ7EeSw1eC2CTfk1xL1jc5R+dBbJIPyRySbxtBbLLH7wlik31L8jfZiyQ2qQ/JXZSci2TfkjxbKx9SyT4nc07OUZKXybhJTiSxa52jJN8vBbGXg9hkj7f5ux5jWmdP+hLs364+h7HUY/su2JOlXleST0tyvu/rcxhLvUfpc71OjKN6Tz6CfJiCOjF6vQccfb2efBr17xsjuO929dgxgvkGpXgktTjZj109h/tKPflYqScfwTnqu3pv15cgd46CszzXv60Hd90yBT3YUu/Jx6G+b/MI7oygzx5zEJvUh6A/GIfgXPT6vvWpnmfLvF5PHt2fc3B/Bjk8pqB37kE9OSTjBv1JEpvUv6D/i3q6oCdfRr0nn4J8b9O168m32d0DAAAAAEDzyA0AAAAAwIZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZu3robtg2CWIvRLEjiA2me9JEJvoQWywFdG4cxCbOA9ik29L5nshiF1rj1vL8jKRrHGS74m1zn0Sm+T7WvM9rBS71nyT3EnW99YgNvkZanKGknHPgtjTIDbZi7UkuZOsQyLZt+QeaC27C5Kx18qJtdYiWYckNlmHJNfWysu1ztxaZ2Nlc32de6+v3djVe/Le6zk/krxYgn4t+mNB/a7rU3BGl+AOHfUzOpKredTv/OTblrk+374EPfk+68mnZImTvAzG7cEaj+B8LkFL04Nz1Edw7qcgttcXLVmHvqvPoR/qffbYBbHLOnW1XQlyZ19f32UKevKzdXryJejJR3Dfjjnov5JcT+6MJDbInTYFfUcwh76s15OPvk5PPnp9Lfqo58QIFq73YC2m+joswZr1ZZ2efBlBXkZ7kdwv9SmM+dr15H6TGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBm7euhu2DYZZ0prDaHJLYHsReC2MtB7Ahij4PYtb7tNIi9FMSuaQ5ij1YaN9nnRHLmkvkmsYlkfc+C2EMQezGITfI9+bZkvsleJGuWOA9ik5+3JuubnKHr4Vwk35bU67XqanJvnYRjJ3t3JYhN1i2JTfqTtc5GIsn3ZC+SdUjORtLLJD1dshfXjz4F6zzq69GDvOijPofRgz1ZgtheP6N9qfetPaltU/18jEM9j0dQf5Jva71+z/RRvzt6cvTD9nb0eq0YPeirRjJusM/JWkzBmTvU57tMwbcF+9GXYH17vb8cS73HHSPoyZcg3+f6t42j+nyXIM/anKxZfdg2B3ddD/qOYH2jg7/Uz8WY1+nJxz7IneAuGkFPPoI/+o2pfm/1tCdfgr2bgp58BOsWxCZFeEz1szFGcjbqock9EO3Frr4OPThHY1fvZXrS/41r15P7TW4AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm7Wvh/Zg2CQ2sVtpDmdBbPJzgSWIPQli13IIYpO9SGKPg9hk3+YgtrXWjoLY0yD2ppXGHSvFriX5tuTMJfuW5Foy36T2JHsRlOv23iA2qVPJ+ibftlauJ5L6l8Qm+ZuMezGIvRrEJvmb1NUrQWxr2bola3E5nMcakjVO7s/kbCR7dx7EXghik29L8iep7Wv1qysb9XmPqR7bgxRagv3rS7DO+3pv10dQJ3r9rutzvSeP1iz5U9dcvw+WnuxFcO6m4CyNoCfvWU8+lnrv0ZN+YlfvyfuojzumelL0IDZJ9+Q26HOwZj2ZRNAz9iDXejDfOaiVu3UO8+hBT35er1NjF6zvEuRksL5j1Mddgj9u9KQf7vXYkfSWSQ1O+tAl6Ml39fydRr2uLiPsyZf6uo1kLXq9J1+tW0t6pKRvPQS1Pdi7PtV78mmu9+RjCvqIpCdf6rW976/dLvtNbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN6mOMUQrsNwTDLivF7oPYoyC2B7FnQWzyM4SLQez5SnNI1uF0pXGTfSul7gcR21prJ0FsssbJuiWSs5HMYRfEzkFssr5r5VrybcmZSyTrkLi60hySep2c5WR9k7N8CGKT3EkkZzOZb7IOyRySc5zkQ3LeWrs+9uPySnNI1i1ZhyT2esifJDaZwzo90hhXgnHXNR3Xe/K+Vk++1Pek9/p9MHqQx1PQk4/6Xk9BT957Pd/GFOTbEqxDD/qksVJPPtVrSt9nPXk/BH1KsMZ9qq9b7U/LfzjuSM5Gsnf1e3QZQX2d6uvbg558JLk21b8tOnNRm1JfhyDd2xL05Emuj6n+cT04y2MJ7tBkIXrQ48713EnSrM/r9OQjWIeRzKGv05OPsCfvySJH5T1Zi3pP3pNWJul7dsE6BDncenB/9vqajaWePyPItelQn8OyD+pJ0KctZx+4J/eb3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2q48xRimwX0iGDWJL//V/aBfELkFsMt+1fi5wCGJPgthkzZI5HAWxiTmITb4tiW2tteMg9oYg9tYgNlmL5Bwl+Z6co7OV5pDk2j6IXWu+yTlK9i2pPcl816rXSf4meZbEJrUyyZ3k25J8OA9ik/mudccle3E5iG0t27u1zmeyFklsss+Jtc598m3J2Ugkd3KSa/XeYIw0h9cz7es9eZ+Cve71Gj9G0FdNQa1Y1snNZNS2r9eJvlwHPfkS9EnJcd7Vz3Pv9W/rSe601voUnP8e9ORT0JMvQW2bg14pOZ9zcI6moMcN5jDmdXryPoL57oI1G/VzNJZg33bBQerBfJP6V3vC+T+mJH+TPPvQ9+RjTurUSj15r893Cfa4j3qejWgvwn5m1PduBN83gv1I1qIvwboF+zyC4zkFXceIYoN1GOv05CO5k5NcO6/3Bsvygcf1m9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANmtfD03ew0cQu1tp3CWIPQpik/nOK40bbFu0Dj2IPaw0brIOyb5dDGJby3ItcSmIvRLEJmt8FsQm+ZNI1vdqEJvkxFpnI/m24yA2OXOJZB2S2LVqZXIXJWu21hyS85bkelJLkr04DWKTc5Hk+pqSeST5nuREcocn+ZOMex7EJpJcS/YiWYeTIHatO25lfaWefAn2bwTjjmCdp/o93sc698w4D8ad6udu7Orr0Oegvk71u67vgnGDfBi7+r5Nc9aTT/t6riVp2UZwj071nnwEd+MYQW3rK9WrJVi0vk5PPpJvW5KzEXzbrn4n9aC/zHYtqBHRmgVnearXymXU76JpCepUMIek/1qW+nnrQa6PpCcP7q3Rg548ORdhT56U1WQWbQTzCPqIMQU90rJOTz56MO5c78l70vYEPflYkvoX3FtL0JNfwzvOb3IDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2Kx9PXQXDDsHsck7+1kQ24PYEcQuK83hOIg9DWKTbwvSoZ2vNG6SD0lskr+ttXYIYpPvS+aRzOFqEJvkZTLfZD+Sc5Tke1J7kvVNvi05c7cGsReD2KRWJmt2QxCbrG+SZ0n+JnNIcjLJh6S2r1WDkzVL5pCsb3IuWsvWLdm7JDaR5HByPpNxk29L8uckiF2rn1rrdzKSvbh+9LFOT96nYJ3n+tqNpAb1eg6NUc+hPtXn0Od6/RlBj9LX6slHcJ6XlXryHsQeZT35GPW7ZpqSdavPYwnm0EbQkwd52Zb6fMdS348+rdSTL/XaM3qyvsG3zUE9CXrysav35H0ktTJYs0O9J4/O0L6eZ9NIant9Dkltb7sgH5agtvd6LRlzvQb3nqxZfQ49Wt+wJw/uxLYL7uX5Q9+Tj6l+PnvSkyffNgX5s9R78iXpOXow3+B+GcEzQ99du57cb3IDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2Kx9PfQ8GLYHsXMQuwSxF1caN1mHEcQma5aMuwtiE8nPR9b6WcqtQWyyZq21dkMQewjHrgqOZzsJYt8bxCZ7l6zDWRCbrEMiyYlkfU+D2OR8JuubfFsSezmIPQ5i1zpDSV1N9iJZsyQfEmvlTnLekjkkd2dr2Ron35fc98laXA1ik3VLeqQk3y+tNG5yZyR7kUjul6S2Xz9GcJ5GsH991POtT/X966Pek48lGLcH69DrNWWa6muWjNvm+tnvybFb6udu9HpsMoU+6j15tGattSnpyXv9PhhRuarfB2Op15Uxgp48mfAUrMMS1Mypvg7JNvcgeOyC9Q16sH6on88xgr5jSRaiHttH0JNP9Z48+ragRRlBXe1T0CedB7nTg548OG496Ov6EqzvLqg7wf3SgruztdZ60JOPeaWePKg9Y6n35FGuzUmPVM/3JenJk/4kuDOmoPcaSXOwr98vyd15Z/wmNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN2tdDz4Nhj4LY5J09iV2C2EMQ24PYZB1Og9hdEJus2VpzGEFsMt9kL9Kf5yT5nuTalSA2+b7LQWyyH3MQm6zZcRCbzDeZQ7K+ZyuNu1ZNS8ZN1vdCEHs1iE0k65vU9uA6jGITa+3x9ZCTyX3YWjbn5D5K5pGcjbX6iCTXkjt8rRxOrHUXJXuc5PD1pH7X9RGsx6if/9GDWjHq69yDszSCs9Tn+jqMqX6W+gjqT7K+yzo9+Zjr565He1zfi7HPevK51/N9muu5NpKefAm+L+nJl2Q/6nVwWdbpyfuoz3dM9TmMYH3bHPTkPRg3yffg7liSvio4n21X78nHWj35FNTgJajtPehRkthAX5JaEtT2XZCTwZ3RpmC+S9aT9+SunZI7MbiXk7PR1+nJx5TkZXCHL/VxgxLcpqTN3gXBc/0u6lOwx8GZuzN+kxsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZu3robtg2CT2EMT2lca9Ht7611rf8yA2SIe2BLEjiD0LYpN9S9ahtSzX5iA2+b4LQWyyFmuduaMgNsmJJPY4iL0cxCbflqxZkg/JmbsYxCa5c7rSuIlkHZKalkjqSRJ7EsQm5zhZs0Ry3tIanFjr7kpqexK71v2S5ERS09bKtSR/knqS3BnJXlw/xqj3gb0HsaO+12MXrN1cH7cne73SURpBn92DvWi9Xgd7UNfGrn7u+gjOxwh6lB7s25zdByPY6DHXN3r0+vctQU/el/pa9B6cuaW+Dn2p1/ixT3IiiN3Va3yfg568r9STB/mwVk8+gtxpU70n79H5rIcmtWckvVpyja/Uk48e9OTROQ7qdX0GLemp+gh78uCaG4f6PvcpOEe9npjTlCRxcL8swf0yBb1zUK/bbqVcW4KePKonwWE+unY9+fXwugsAAAAAAB8Uj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbNZ+nWFHELtbZwptCWKT+V4IYueVYpOfTRyvNIe+Umwyh8NKc2gtW+PzIDbJtfcEsclRTmKvBrGJZJ+T+SbnPqk9ST6crjRuku9JniX5m8SeBLFrre8NQewtQWyyFzcFsWdBbFLTjoLYte6tVLJ3l4PYteacrHFSp5J9TtYsqe1Jrbwe6vVa33b9mIK0GFP9PhjJeiTXzFLf6xEMvEz1nnzq9bPfx0o9ea/35COYwwjqRF+pJx/JvXge9uSjvsZLD/qUJUjiXu/Jxz6og6MeO0a9tkUrPAf7PNXnO42gxvd67RnTSj3jUh93TPV873M9z/pUz9+xq8cuc70n70FN66O+vmPUe5QR9ORTD/Yi6MmXEfTkI6jBI+gXg3sriQ2m+4eC/nJX78nHIZhzUFb7ob7GYxfUqV1y1yb5Xq/tY6nXyh4tWn0d+gh6xV1wbyXj3gm/yQ0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgs/b10ONg2EM8kZqjIHa30hxuCWKD5Y3WLPm2syA2MYLY5Gcpa8Wm1tqPtdbtPIhN8jKZ71pnrgexybclNS1Z36ROXQliLwaxp0Fssr4nQWySD8l8k3MxB7HJtyVrltTgterfstK4SX1I1re1bN3W+r4bgtikRiTrltSTtdYh2YtkvtdDDidn+Toybawn39fvg5GU7bFOT96DNRu74NuCs9SD1OznQU3Z1c/HCM5Sn4Nzl7RqrbXRgxxegt6j19et92DdDvX7YPRgMZZgn5N1CLauR4lZ/7YR1LQ+B/ftVK9TY9R78j4HPfmu3uOOUV/ffgj6quhc1Oe7LEmNCIr7rv5tS7BmbQ5q8LROrYz6mVEfdwrq2ZjDnryv1JMH91Ff6j35sqvXiGlO7s+g7xnBOgS51pdgL/bBfJM7fKp/W3Q2lmvXk/tNbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACbta+HJu/huyC2B7FXgtiTIHYOYhPJt10KYs+D2GCLV9uLZH2T3EliD0Fsa9mck7ORxCZrfEMQu9Z+JPmTSPL9OIhN9mKtfEjOZzKHZC+S+S4rxa4137Mg9mIQu9a3JdbKyaTuJPl7FMS2ltXsZOwRxF4OYtfKy0SyH8l8k35qrXqS3APJHJJ8uH6MsU5P3pN6Neq1YpnqOTTt6rUt2ulR/7ZlCnryZaWefA72Ygrqdg/ujh70gEsSm/XkfarPOTsbQewcrPEIevJgP0Zylqd6/vSgDE5JLR71nnza1/diSdZsCvb4vH4+R9CD9aD2tKU+3xHcoWOqx05J7ekr9T4j6MmDb2s9qav10DaCfJiDPd7V686Y6/k7hT35GPWaPUYw9lQvPr3Xe/IRnaN6Xo6oZazvR0/O0VG9nxpBriU9+QjugSTfl+QyuhN+kxsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZvUxxigF9pNg2F0Qm7yzl6b6h+aVYo+C2GQdkthDENuD2H0QuwSxyfoeB7GnQWwq2Y8kL5NzdHWlOVwIYpNcS+aQ5NrlIDb5tuQsJ5K8TM5nItmLG4LYW4PYsyA2sdbPZpOzmdS0pFaudR8mkpxMvi11PXxf4jyITerfWjmRrMNavVcyblKvk72oGyO5k9c1HdfrVQ/6mTHq+daXYP96PS/Gbp2evC9BX7cL1myu90ljqZ+7aarXidGDWhys7zTXe/KR9D5peZ/q+9GnYPAluPen+vkfyQf2et86nQc9+XGyDvVc67t6T74b9W/r+/pZHsH1tRzqeZmczySFx1yP7rt6T76Mek/eg548uAZam4M7Ixh2jOSOC+6XoFb2oP/qvb7HS3DF9aP6qvVD/duiPW6tFZ8Lc8GZiw7dVO8DxyGof1N94UaQE21K1iGoJ3NwNoK7s/egXi9BT55cW4cPfCf7TW4AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm7Wvhx4Hw44gdlkpdg5ik7f+8yD2LIhN1uwkiE3WIfm2ZA59pTkkOZmsQ2vZ3q01jyTfk/xJ1vgQxCbn6DSIvbBSbLIXybjJmiV5ljgKYi8HscmarXUuknqy1riJZC+Sc5zkWXDVR7FJ/ib1LJ1HshbXQ3+yC2LTu6sqyffk266HfUtqz5Ug9voxkm+cg7Vb6nu9TPXYnuTxUu8l+lo9+RKs2VTvh6c5WIexUk8+6md/JOs71XOyj6yujWDvxrxO79GDs9F7PX+SNR4nQc1MzlEPevIl6If39dienI1dMIdeX7MxgjwLrtDR633gGEFPnpyjvtb5DOrJWuMGo7Y52IvgHuj7ep71fb1PGiOIner5m9Sz/yPo7aZgLaagVh7qcx5J37oPevIgh3vyLDIn+R70aUt93/oIauUuOBujXnvGNezJ/SY3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3qY4xRCuzHwbC7ZApB7LzSuMlbf2m5/tBREJvM9yyIXUuyZsm3Jeub5NkSxLaW7V0yj8tB7H6l2NMgNtnnJDaZb3LuL640biIZ9zyITXI4OXNrnaProV4n65usQ1IfDkHsWnuc3N+JZA5J3WktW+O1ciK5j9ZyNYhda5+Ts5ysWbIXST5cCGLr/dQYV4Jx19Wn+l73XVDbev1Mj6WeFz0Yd7WevNdzqC/BfHvQk6/W4gZrNoJv29UnPJb6hPv10pNPQU++BH1rr8f2HtyNfZ2evE/BfINzv98FPflRfdwlaKvGCMZd6nfSMtVzOKknYyT1OpnDOj35SPKsB3d+D+rJXK8P866ePNN5sL67YM2CN7XkyI/gnu3nYU8+6mu8JDlxFOTEHNxHwV2bXIm9Bz35XN/n7E8bQe+VLMRc34uxC+7kXdCTz/V+ajl84J7cb3IDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADbLIzcAAAAAAJvlkRsAAAAAgM3yyA0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2Kz9OsNeDWKPg9hdEJt82iGI7UHsEsSOIPYsiL1hpTmcB7HJvq21Zsket5Z9X5JrSf7MQWzyfcmZSyT7kfx8Lfm2ZN8SSV4m+Z7kQ7JmyTok46413yQ2Wd8kNlmzJHatNTsKYpP8TepOUkuSOaTzOAlirwSxSU1bq/7dGMSeBrHJfNfa57V6uuR8Jutw/ejB0vVe78nHqO91n4JJjOugJx9BbvZ6XoxR78n7CHryOcjNXs/5ESRPD9asR2uW9eQ9+L4o1+Ygf6b6ndSDHB5LcOaSkjkl+xHcSb3+bUtSi4OUGME9swSLNnb1fOjnyZqt1JMv9fmOlXrykdzjS1B7lqCm7eqx00o9+dLrPfnUg7o66nVnCmrJMq3Xk09BT74sQU++XAc9+fjQ9+Q92OexS+7wlXrykdzf164n95vcAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCzPHIDAAAAALBZHrkBAAAAANgsj9wAAAAAAGyWR24AAAAAADarjzFGKbDfJRj2LIjdBbH7IPY0iE30IPYoiJ3TiRSVtvcPXQpirwaxSxCb/NxlzZ/RJPuR5GUi2bvDSuOeBLHJWU7mm+RPcubWmkOSOxdWGjeZb1LTEsn5TL7tPIg9DmKTc5F8W3IX3RjEJpKzmUj2Lc2ztc7nWn3EWndGkpdrfVuS70muJbHJHif9Sf3OGONyMO66pn3Qk4+gJ+/1PelTPd/GUs+3HpSKEdSVEex1n+rnuQdHdMz14N6DnrzXc36M+lnqPTj7QWwwhT8cO6ivQV726I8n9b0bo35/9SSBkp48OctLMN99sGiH4Mzt6nMY0zo9+ZiDnnwOxt0F8x31mhZ1VUtwPoP613ZBT34IevLgXPQp+LZDcBdNQU8ebEaPzmZ93GjfprAnD2rECCY9RtC3zkHfOta5M0ZSr+fgLtrXv20EZ7mf13NtnAQ9+WGlnnzU74zl8IF7cr/JDQAAAADAZnnkBgAAAABgszxyAwAAAACwWR65AQAAAADYLI/cAAAAAABslkduAAAAAAA2yyM3AAAAAACb5ZEbAAAAAIDN8sgNAAAAAMBmeeQGAAAAAGCz+hhjfKgnAQAAAAAAHwy/yQ0AAAAAwGZ55AYAAAAAYLM8cgMAAAAAsFkeuQEAAAAA2CyP3AAAAAAAbJZHbgAAAAAANssjNwAAAAAAm+WRGwAAAACAzfLIDQAAAADAZv3/Ab41SIgjS1unAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/cand_125.fits\n", "\n", "=== Inspecting FITS File: cand_125.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/cand_125.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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2b9++sWPHjnvtz/hyzjnnnLFr1667/C+s3x8e8pCHjDHGuPTSS8cjHvGIJf2eSy+9dGzduvXLfkNmjDGe/vSnjz/+4z/+J7Vt2bJl47Wvfe34uq/7uvErv/Ir41WvetU4++yzxxhjrFix4qh9eOaZZ97+DZN/6POf//w/qV0AAP8cuGsv3Stf+crxlre8ZbzhDW8Y3/Ed37Hk33dP7tq3ufTSS8cYYzz0oQ/9spmTTjrpTnfur/zKr/yy+Wc+85njN3/zN8fb3/72L/uDgKW67a+tOeGEE+62v8v9HeC+4O/kBu5zP/7jPz7WrVs3vv/7v39cd911d/rnX/ziF8cb3/jG/Nxly5bd6VsAv/zLvzwOHz58j9u6VM997nPHxz72sfGHf/iHd/pnO3bsGIcOHZq8Df/QYx7zmLFy5crxV3/1V0v+PZ/4xCeO+kHo5JNPHk95ylPu8L974slPfvJ43OMeN97whjeMffv2jRNOOGE8+clPHv/9v//3cc0119wp/w//dc1nPOMZ4+Mf//j4i7/4izv887e//e33qC0AAP+cuGsvzc/93M+Nn//5nx//5//5f46Xv/zl6ffek7v2bT7xiU+MTZs2jYc//OFfNrN69eo73bnv7r+189znPnc87GEPGz/90z89Pv7xj99lZqnfln76058+Nm7cOH7mZ35mHDx48E7//LZ7ebm/A9wXfJMbuM+dc8454zd+4zfGt3/7t4+HPvSh47u/+7vHeeedNw4cODA++tGPjne+853jhS98YX7uM5/5zPG2t71tbNq0aTzsYQ8bH/vYx8b73//+2/91wim98pWvHO9+97vHM5/5zPHCF75wPOYxjxm7d+8en/rUp8Zv//Zvj8suu+xu/5XEu/Ke97xn/N3f/d0Y43/9x30++clPjv/8n//zGGOMb/7mbx6PfOQjv+zvXb169Xja05423v/+94//9J/+01H/rOuvv3588pOfHD/4gz+Y2vhP8cpXvnI85znPGRdccMF4yUteMn71V391PPGJTxyPeMQjxote9KJx9tlnj+uuu2587GMfG1ddddXtffHjP/7j421ve9v4t//2346Xv/zlY926dePNb37zOPPMM8cnP/nJ+6z9AADHInfto/vd3/3d8eM//uPjgQ984HjoQx86/t//9/+9wz9/6lOfOk488cQv+/vrXfsf+uM//uPxTd/0TXf7d3JXK1asGL/7u787nv70p48nPvGJ41u/9VvHk570pLFu3bpx9dVXj3e/+93jiiuuGN/4jd941Gdt3LhxvOlNbxrf9V3fNb7qq75qPO95zxvbtm0bV1xxxXjve987nvCEJ4xf+ZVfGWOMJd/fAe4LitzA/eKbv/mbxyc/+cnxcz/3c+Nd73rXeNOb3jRWrVo1HvnIR45f+IVfGC960YvyM9/4xjeOZcuWjbe//e1j37594wlPeMJ4//vf/2X/jrh709q1a8eHPvSh8TM/8zPjne9853jrW986Nm7cOB70oAeN17zmNWPTpk35mf/zf/7P8T/+x/+4/f//zd/8zfibv/mbMcYYp5122t0WuccY43u/93vHt33bt40rr7xynH766Xeb/Z3f+Z2xatWq8dznPje385761m/91nHOOeeMn//5nx8vetGLxsMe9rDxV3/1V+M1r3nNuOCCC8b27dvHCSecMB796EePn/zJn7z995188snjgx/84HjZy142fvZnf3Ycf/zx4yUveck45ZRTxvd93/fdZ+0HADhWuWvfvduKrxdddNH4ru/6rjv98w9+8IN3W+Qeo921b/O5z31uXHjhheMNb3hDau9SPOhBDxp/+7d/O37pl35p/O7v/u74gz/4g3HgwIFx4oknjq/+6q8er371q2//j1AezXd+53eOU045Zfzsz/7s+Lmf+7mxf//+ceqpp44nPelJd/jv8yz1/g5wX1hY9Df8A/yzdPjw4fGwhz1sPPe5zx0//dM/fbfZRz/60ePJT37y+MVf/MX7qHUAADBf5a59m1e84hXjz/7sz8YnPvGJe/Wb3AAocgP8s/Zbv/Vb43/73/63ccUVV4z169ffZeZ973vfePaznz0uueSSccIJJ9zHLQQAgHlayl37Ntu3bx9nnnnmeMc73jGe8Yxn3EctBPiXQ5EbAAAAAIDZ+or7uwEAAAAAAHBPKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fKnB9QsLS37oqtCApT91jP0heyBkD4dsaW/ph2UhezBk14TsnpAtfbZyouy+kF3yRP97ZZyL8lOl1cdAG8p/lbaM3YqQLe0t66go86fsPSVbxqJkp9pXyxgX5d1Ke8sYlzbsCtmyhspz14ZsWW/lLCrvVvPlPCrjfCRkS1+U86Wcy6XPphrnsgeX9h4K2an2qZ3H0H+nfeGBYRadFh5cFlOZRNtDtgxKuWiXw64MdVkg60P2+pA9LmTL4VEW0wkhuzdkxxhjS8iWDz6lL8pzyziXNpQDrKz7nSG7LmSLsj5LG8ohWj5YljaUQ//mkN0dsmW/LpfGsgd/KWQ3hWwZty+G7Kkhe1PITlVEKefWlSE7xhgPD9lyJpazoIzHxSF7SsgWV4VsKfqU876cnZeFbNlXy7kVzs7Fv7r7Ce+b3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fKnBhfDQfSG7KmSPhOzqkD0Usoshuyxky08bynP3hmzpszIf9ofsVD91WfJEvwcOhmx5vz0hW96vrLny3LI+d4ds6bPS3pIte1pZG2UsdoTs4YnaUMai9Fl5bunfki3zt2RXhGzZS8p+Xdow1bgdCNkx2vos7Sjzvayjco8o47xmojYUZR2VdyvKvWdlyM72mx5bQ/amkC0TbqoL/LUh+8iQ3R6yO0L2hJC9NWQ3hGyxLmTPCNnrQ3ZzyI7RNpZrQraso6tCthzQZZzLJl/mWmnvjSFbDtFTQ7ZcKC4L2dNDtqyjz4Zs2afKRenkkC0f0q4O2dLecg6U/eGUkN0VsttCdqoPBp8L2dIPY7RiTnm/Ulgre/C/CdkLQ7bMiUeE7KUhW9ZcOTM2h2xZy5tCtpwZRzHb+z0AAAAAAChyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFvLlxo8HB66LGT3huyKkN0fsmtCttgXsuXdFkJ2ZcgeCtny05HS3iMhuzlky1jUfBm7xZBd8uIcbZzLmittKOu+zInShtK/Zb4X5bm7Q3ZVyJZ1VNpb1kVpQ8mW/brMyQMhW+bv6pAt51bZg8seVfaHMhbluWOMcTBkpxqPcu8pfVHmexnnqbJl/pR3m+puUN6tnC/HlEtC9pSQLR1dNthNIbsjZLeHbLkobQ7ZS0O29MOukD03ZMuh/4WQ3RCy5d3GGGNdyJYNoMyJk0L21pAta+70kC1ro4xHGYu1IVv6oVwozgnZPSH7FyF7YsiWftgasmV93hSyt4TstSFb5k5R5s7mkL04ZMtFtKy3E0K27H1jjPHgkC2Xuy+FbNlXy7l8dch+ZcjeHLLlA+DGidpwcshuCdmyr5b95Ch8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FhYXFxeXEly3sLDkh64KDTgSsodDdumtbe3dH7IHQ3ZJg/D3yk8mVkz03NIPK0O29EMZtz0hO0bri9UhW97v0ETPLdkNIbs3ZMvYFWWPKG0oz10esmUdlXE7MNFzl03UhvLcMhbluUVZm2U+lD4rzy3KmbEvZOuan6qPy/wp1obs7pAt67OctVOdL+VOV9pQ5uVU5+HupV2X7xMLJ4VbbpkY54XszSF7XchuDNnjQvbakC0LelPIlim0c6LsmSH7yYmeW5XD8StD9iMhuyVkTwzZG0L2hImeW7L/NmRvDdlbQrYcNOXwKJfy0oY1IfvFkC0XmpNCtlxSpuqzU0O2zJ1SnCn7Trnk7gjZcr7cGLJnhOwYbX+/OGRLH5cPHbtCtvRxGeepLvvlflKyZT8p41buXuH+t/jJu+803+QGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYreVTPHR/yB4O2TUhuy9kD4bsspBdDNkVIVt+MlH6tygTp/Rvee6hkF0VsmOMsRCyZb6XOTzV2JXn7gnZMnalz8p8L+M21brfG7JFebdiZciWuVPmw5GJsmUPnuQwjG0oY1zG7UDIlrOz9Fmdv+VMLPNyqvlT1n1pb9n/ShvK2JX2lr1y7UTPneoOekw5NWQvDdnSeWUTWh+yt4RsmchbQnZ1yO4M2ak+GFwZshtD9vSQLZequvDKJf7jIbs1ZE8I2XJ5LodumWvnhWw5PK4J2TKHy5orc63MnZtCtihtKPvqhpC9IWRLex8YspeFbJlnZV/9UsieFLLnhOxlIXtdyJZ9dUfIjtEuYVeEbBm7h4XsVPOnfIgo95PjQvbakL0+ZMt+Xe5Tm0L2XryU+yY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1fanBleOiRkD080XNL9lDIbpyoDctCdjFkV4Ts/omeW/q3PLf0b1XGY1XI7g3Z8hOo0t6DIVvW55I3k6i824GQ3R2yZYzLuJXsQsgWZU6W9VnebV/IrgnZsleWdTHVT4fLc8v+V+ZOWUNF3a/L2E3VF+tCds9EbSjK+izjPNX9pKy50mdTZY8ppaMfGrKXh+zakC2bW9nkp7p4TLUR7gzZk0L28SFbNszSv6XP6oGwK2RLm8vlrnxIKherbSH7xZA9PWQvDdmycT86ZMv8+XzIlg8yZ4ds2f/KZeLKkL0mZB8WsteF7I0he07IXh+yfxuyJ4dsufzcErJl/zs3ZMs+WX02ZMtcK3O4rOVSuFwdsmXd3xyy14bsqSFb7opXhGy5p5WLdpkPR+Gb3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fKnB/VM8dIyxKmSPhOzqkD0QsuWnAstC9lDILoTswZAtDofsmpAtY1zGovTZGGPsDtmV8dlLVfqivF+Zl6UNZU6U+V7aW+baYsiW/i19VvbV40J2T8iW/i3Ku60N2dK/e0O2nEVl/pbsipAtc7LM9fUhW96tjFtVnl36uLxfufeUvbIo41zW/VRnxlR7ZWlvvRscM/aFbJn0DwrZz4VsuZTfFLInhuz2kC2LtIzFaSFbJmfph8+GbOmzB4ds2TDHGOOGkN0asmXsSh+XC0Xp4y0huyNky4eeM0L20pC9OWTLnnZ6yJaCwEUhWw6wbSFbPgj/VciWDxwbQvaakC0eGLJlzZdLYPnAUfq3zLOyNuuHvzIvrwvZU0O2zJ/yQbjsJ+Xien3IlvNlZ8iWufbQkC1jUT5YbgrZo/BNbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlaWFxcXFxKcOPCwpIfejg04EjIrg/ZgxNlV4Xskjr27x0I2dK/5acYJbv02dCyxcqQLX02Rhu78n6HQnZ5yJax2xuyG0K29Nn+kC39UMaizomlWjbRc0ufTbVP7QnZNSFbxqKs+7K3l7OotLfMyTIWpR/Kmp+qDXW9lXVfnr0iZEu/lflT1mfph90TPXeqcS575VR7e5nvu5Z2Xb5PLPz70CPbw4PLJNoWsreGbFlM5fKzLmTLhCsHzY0TPXf1RNmymMrGVjbiMdrluYzdqSF7dciWdVQuS9eE7BkhW9ZG2U82hmxRtuKpLgjlUl4+TO0K2X0hWw7ym0O2ruWlKnOnXGg+F7KbQ7bMyZMmem5Zm/U6U/aIMtfKHC7735aQPS1kvxCyx4fsppAte0QZi7UhW/aIL4ZsOLcW/+LuJ7FvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUG94WHrrkHDVmK/SG7ImSPTJQ9HLKrQvZgyC55gEd7t8WQLf1w6Bhowxit38pPipaFbBmPhZBdF7Kl30q29EMZ57I2VodsGYvybqXPSj9MtaeVdytruTx3T8iWtVnaW/qstOFYOAfKXlLerbRhjOnOggMhW/aIckcqfVHuPeXutTJky5or82eqcZtyXh4zrgvZ3SFbDqWLQnZryK4N2StDdlvIlsVUNu4HhezfhexUi/+SkD01ZMsGP0ZbqOXZXwzZclEpm9AtIXtcyJYDbKoP2Nsnem5Zc3tDdn3I7grZW0N2U8iWw7k8t4zFNSFbDv2SPS9ky3q7IWRPDNkbQ3aqtVn2hzHavlrm+wkhW/bVLSFb5kS5y5Tnlv2kfAgte+UZIVvae0rIbgjZo/BNbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlavtTgYnjokZCdqsq+LGRLew+FbHm3hZBdGbKHQ3ZPyJb+LVaHbBmLkh2jzYk1IbvkBTfGOBCyu0N2VciWOVzebV/IlvlexqL0b8mWNpR1X9bGwZAtY1zmzt6QLf1Q9p6y/5V+KG2Y6uwsfVaU9pb+re0t41H296n6razPqZR3K3twUfbrsk+V86WY7Tc9SkeXyXlTyG4M2WtDtizos0J2fcheFLIbQvbBIXtuyJZxKxeaoizSclEaY4z9IVs2lpJdG7KbQrb0W/mgdl3IHh+y5aJyZsjeErKbQ/bmidqwM2Sn+uC+OWTLBaG0oYzx1SFbPth+OGQfHrJlb/9kyG4N2RNCtnw4uSxkx2j733Ehuz1ky4Xt+pAt+1+5T5W9suwRZe8pc+IjIbsuZE8J2ctC9ihme78HAAAAAABFbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZrYXFxcXEpwQ0LC0t+6JIe+PeWhezykN0bsqW9K0K2tPdwyO4J2VUTZUv/FmtCtozbvtiOMi/LnFj6KmrvV+bEVGvuYMiuDNnSZ+WndodC9shEz10fskUZi/JuZdxKP5S5vj9ky7utC9myhspeWeZvebeyhooyxvUn6mWulfle2lzOxHKGlzOjzLXSD2VvL+tzqjYUZW2U/r15adfl+8TCQ8KqfmB48KUhWxZI2WB3hGw5EDaEbNmwShvKBnRSyJZL4PUhuzVkS5/dFLJjjLElZMsHiQMhuztkzwzZckm4KmRXh2w5lMpzyyZfNu6pLlY3h+ypIbsjZKfae8pYlPW2M2TLuJVLYMmWQ//KkC1rqJzJF4Vs6YfjQnaM6QoN5dJ4fMjeELJlbdwasjeG7Akhe3rIXhuyF4bsvw/Zct5/cenRxavv/k7um9wAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACztbC4uLi4lOC6hYUlP3R1aMDBkD0QsstDdkkd8PfKTwWW3mNj7J/ouctC9lDIHgnZNSF7OGTLPNsbsmOMsT5kd8RnL9Wx0G9lXk5lZciWPaKYaj8p+1/ph7I+y7uV/i17z4qQLXO9ZEuflXcryh5c5lnJlvlQ1D247H/lTCzZsj6L0oZVE7Wh7O1lbZR3K/epsv/VubZUe5Z2Xb5PLDw69HQZlB0hWy4TJ4bs7pAtl7UrQnZbyJaNu/TZ1SG7OWTLfHhAyH42ZG8J2THGOD1kd4bs8SH7uZAt86fM9y0TZW8O2TJ/yhzeGrIPC9lymbg4ZG+aqA1TXZ6vC9myTx0XslMVMMqaL88tF+IyxkUZt6K2d0/ITjWHyzhvCNkbQvackC33nrL3lAtxOWvLnnZayG4P2TBui39z93dy3+QGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYreVLDa4KDz0csgdDdiFkl4XsmpC9OWTLTxBKe0v/HgrZ0t51IXskZMu77Q/Z+tOc0o61E7VjcaLnljV3IGTLHC5reao9ovRvmcMluzJkV4Ts3pAtc730b5mTZZ6VfihKP5S5M9WeVvbgMhZ7Qras+XKHGGO68Shrrsz3Mi+nuiOVfihjV95td8iuD9mp9qnSD8eUchk9PWTLhXjJnyDGGFeGbNncdobs6pDdMNFzvxCym0O2LP4dIVsOhNKGc0N2jHbRLodN2bA2h2w5aMo62hay5SK4PWTL+jwzZDeG7KdC9qaQfXzIXhey5ZL74JAtH/IfGLJXhGzZg8sl9/iQfUDIXhayZd+5JWT3hezmkC1n0fUhO0aba6Xfyp5WPmCXs+sRIXtryH46ZG8I2a0hW+5/5cNiOV/OCNnyoecofJMbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgtpYvNbg/PHQhZFeF7OGQLe0tz11yh40xjkyULX22YqI2lD4r82Gq7KGQHWOMAyG7LGQPTpQtc2Kq9Vl+YlbaUNbyypAtc7jMh7JHlLkz1ZxcnOi5ZT8pfVbaW9Z9mb9Trc2SnepMLmuo9EMZ4ymVOVHm8J6QXRuyU7W37H/luatDtrxbmWtlLde7wTFjd8jeErLloNkQsqeH7K6QPSlky2DfFLKbQnZHyJ4YsmWBlLH4eMg+NmTLhjlG67eitKO83ydDthwI5TDfF7LrQra09/iQvTFkSz+cFbLl8Cj7X1nL5cC9MGSvCNnSv+VyV/psc8iWvX1nyJazqKyLsgeXQs6XQraM8RhjbAnZHSF7fcieHLLlA9UlIVs+hO4N2dNCdk3IXh6y5S5T7orbQ7bc6Y7CN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABma/lSg6UaPlXl/PBEzz0QsqtCdkXIHgnZ/SF7MGRXh2wZizIfSp+VcZvSoZAt71f6uMyf0oZlIbsnZNeF7JqQLXOivFvp3zIfSnsXQnbJG/to86y0oTx3Y8gWpQ1lPpR+KPOh7JVljPeFbHm3kl0ZsmO0fptqDy7PXQzZMh5lXk5191ofsreGbGlvOQfKfr0rZI8pZdMsB82GkN0bsseFbFmkZWMpG1aZ9NtDtvTDp0P2zJDdEbKnh+wVIVvmzhhjPDBkvxSyp4RsmZfnhOznQrYoG2xZ9+WD8O6QLevz5JDdGbJXh2zZg3eEbFkbW0O2KJfn60P2qpC9JWTLfl3mWbnYHR+yZS8p+1nps0eG7BhjXBeyZ4fsZ0J2U8j+XcieFbJTFQ+mKuRcE7LlQ0/5EFrci5dy3+QGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYrYXFxcXFpQTXLCws+aErQgP2h+zykF0WskvqgHvgUMiWflgfskdCdukj3PqsZMsYFwdjvvz0pzx7VWzHUk3Vx3tDdmXIlnm5OmTLOirz/XDIlrlT9qnS3tK/Zb8ubdg90XNLe8vaLPO3rIvS3jJuU/2Eeqq9r56zZZ8qbT4WzrmpslPtaWWfKvee8tySPRCy5Xy5eWnX5fvEwiPDaJ8dHnxTyJbBLhPu2pDdErK3hGyZcBtCdl3I3hqyZYxvDNl9IVv6ofTvGGNcFbJlmZ4TsrtCdqq1UebwtpAt71YuS+VQKgf5zpAtY3FcyE7V3hNC9oaQLR+QHh6y5UJczpeyR1wZsptCtlwmSraMcRm3UmS4PmTHGGNNyE51aTw9ZMvZVbLl3Uofl7293HvKOTDVu5Vz4OSlRxfff/eHvW9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzNbypQZXh4cuhOyRY+C5JVt+KrAmZIvFkC19dmii5y55ksXnlvaWMR5jjBUxP4XS5tIXZQ6vmii7J2RvDdm1IVv6d1nIFvtDtozbypA9HLIHQ7bsU1PtlWVdlPaW/i3jVrLl3cp+NtU5UPq3tqOs+90hW/aIqe5IU41zyZb9uqzl0g9T3Tn2hewx5eSQ/WzIloN8fchuDNly4K4L2U0hWyb9lSFbNootIfv5kC0L5PiQvTlkHxqyY7SLyoGQvTFkS19cHbJbQ/b6kN0VsseFbFkb5dJYDvLy3HJhK2ujHHZlbdwQsuXd9obsJSFbLkqlvdeGbDkPSxvKB9CpPlSWc6tc7Mr5Mkbb08pF+4SQvTxky35dxqNcyst9anPIlv2vjHPZ20+c6LnbQ/YofJMbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYreVLDe4LDz18DxqyFKtCtlTvD4bswkTZojx3WciWPjsSslP1Q3m3xfjski99UZTxKNmyPksf3xKy60J2KodCdskb5Wj71FRzpyj734GQLX22M2TXhGyZv+XdVoTsVGtzZcgeC2dRbUMZu/0hW/aeXSFbzoyyNooyf0obSp+VsShWh+xU6/6YcmXIbgrZE0P2opC9LmS3hOw1IVs2zQ0he0bIlg9TRZn05ZKyNWRvDtnLQ3aMtgndFLJlrl0fsmU8bg3ZshGWsdsdsmXTLGtuqsN5T8huD9mTQ7bMhzLGZT8pH3ouDdlyKT8zZE8K2TJ/Sz+UcStnZzmTy7uVD3R7Q3aMMY4P2TInyhzeHLJl7K4N2QeH7OdD9tSQvSJkd4Rs+SBTztmyt5f9+ih8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2li81eCA8dFXIHg7ZxZDdH7JrQnbJHRbbsBCyh0L2YMgWKyd67r6QXReye2I7yjiXdpT3K/N9RciWOVF+CjbVui9tKGuuzOFlITvVu5X5UPaTMnem6oe1Ibs3ZEs/TLWnlf267Dulf8tzy5w8MtFzq/Lssv9NNd/LfWp1yJZ+KGujjHOZa+XMKH1W9sqp1v3kymFXJueOkC2HRxnsMonKxCgLZGPI1gvmUt0SsuWDTJn0N4ZsWXhlTo7RNqFNIbsrZG8N2RNCthw0m0N2d8heHbLlwlbG4qaQLWt5c8gWZdzKB8XjQvbSiZ774JC9ImSnWsdlrpf9uuyrZS8p87e0t5yHZR2P0c6N8kGtFEbKHC59/PCQvSRky7wsd46yPsu5VT6wljtdWfdnhOxR+CY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1fanBjeOjhkD0YsqUivzZk94fsipBdcueOMY5MlF0M2fJuJbs7ZFeFbOmHMh/GaGNX5ntR5vuhkF0WsmU89oVs6bPS3jJuRWnv6onaUJR9dar5UNqwELIrQ3ZdyJZ9qrShzJ09ITvVT6jLvlrWW21vmT/lnCvZMi+nWkcluzdky7tN1Q8HQrbYELLl3DqmlIV6bsheE7I7Q/bUkL0kZE8J2dLevw3Zk0K2HB5lgWwN2XLQTLURl0trfXb5gHJdyG4J2W0hW8ajzOHSZyeG7I6Q3Ryy5RJ2S8iWi+CDQ3Z7yJY94tqQPT1ky4Xt5pAtB+5xIXtVyJZ9dU3IlgtN2St3hWxZF+VCUz+sXhyyZc2VfXWqvbLM4TJ/HhKy5bwv978yf8r6LHtE6bN7sZDjm9wAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACztXypwSPhoSW7JmQPhuyhkF1yJ4wxdodssSJkS/8WU/XvqpDdG7IbQnZ/yI4xxp6QXQjZ1SFb+mJZyJafbB2Y6LllDpd3K3N4qp/w7ZyoDWWfKvvJvpAt7Z1qDy7rraz70mdTrYvyblNlpxrjwyE7xhgrJ3z2Uk21p5V+m2p9TnVmlLGYat2Xe9psv+lRLlaXhmwZlHLY3RiyJ0703HIBe2DIlkW6PWRvDtmTQnZ9yJa5szVkywV+jPZh8bKJ2nFtyO4K2fJuZSMs73ZNyJb2lj4rB+NxIVs+TJU1d91EbagfWJeq7BGbQ/am2I6l2hKyZV2Us7NcJkobytl5TsiWi2iZk2O0wshlIVvG+fSQ3RSyt4RsGecyHuXyvC1k14bsaSFbzoEvhmxZn0cx2/s9AAAAAAAocgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBby5caPBgeujJk94fsspAtVoVs+alA6bMDIbsiZItDIbvkiTPG2B2yZe6U/i3vVpW+KG0u83IxZBdC9kjIFmsmeu5U9oZsWZ9l7pS9p8yHsubKPlXGuJwDe0K29G9pbxmLcm6tC9myrx4Le/vakB2j7ZXl2WUOT3Xel/VZ5k95t3IOlPlT2lv6oYxF2YOnvBtM6vSQvTlkywawOmSvCtkHhGy5pJRFemvIln54RMheEbKbQvbSkN0WsuUAKxvQGG0DKO0om9BZIXt5yF4dsqeGbJkTZQ6X/r0kZM+eqA07Q7ZcBMta/mzIlkOpXJ43hGy5VJW98tqQLXN9qktg+cBRLj+3hOzmkC1jXObOGGNsDdmyr5Z1Xy53U637sj7L/aT0776QLXO4rOVyJp8RsodD9ih8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2li81uDo89GDIHgrZNSG7P2T3TtSGovy0ofRZsXKiNiwL2dIPR0J2VciOMcaeidpxOGTLXDsQskte9GOMxYmeW+ZPmROlDUVpw0LIlv4t86y0oSh7RGlv2a+PhTVU+re0t/RZ2VfLuihtWDHRc8doa6Ps12U8yvuV55Z1VMa5ZEv/lncrzy3ZMhZlP5nqPjW5Wyd6bumQ9SH76JD9YsgeF7JlEyr9e33I7g7ZskDKc8uFuCz+W0J2Y8iOMcYlIbs1ZMv7lYO0XCgeG7JrQ/ZLIXtWyJY+2xWyZc2VS3kZiytCthy4W0J2qg+gO0K2FEZOCtmyT031wfbGkC0FrTInzwjZm0O2nEVlnxyjzeGyT5UzvFzuShvKmivzvewn5fzcFLJlvy7rfmfIlg8992IBwze5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZmv5UoP7w0MPhezKkJ1KacPhkF1y544xFkK2OBKyZYwXQ3bdMdCG+tOc0m9lTpS5tjdkV4TsrpBdFbLLJsqWcS7rqOxTq0O2tLfsEeW5ZR2tmagNZV1sDNkyd/aF7FTvVvaSki1rs8z1qX7yXcZtjOnO2rUheyBkyx5c+niqvfJgyE61/5U+K+0t6rw8ZpSGl82iTPpy4F4SsseHbJlwXwjZh4fs9pAtF+KijMWGkL02ZLeEbLmI1naUtXFryJ4WsseFbBmPctidErKXhezOkC1ruXxAKvO9fJgqF4QHhewnQ7ZciNeH7C0hWy5gpQ3lLLopZMt+silkN4dsWZt/E7Jlf5hqLMYYY2vIXh6yF4Vs6eOiXEbLB+xyeS5uDtnzQnZ3yJZzYFvI3osFUd/kBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmK3lSw2uDA9dEbL7QnbvRG1YFrJFaW/p3/0hW96t9NmSJ84Y40DIHgrZDSFb5tkYbTwWQ/ZIyJaxK/22ELLlp2B7QnbVRG0ofVbGrbS3zPcyL9eFbGnvwZA9HLJl3MqcLG2Yaj6UNpR9tSh7ScmuDtmpxq0+u5xHZc2VOVGUvih7+1R7WlnLZa6VM6O0oWSnWp+TuzhkHxqyG2tDlqhsLGWB3BSyp03UhrKYbg7ZNSE71aZSLtqbQnZnyI4xxsND9pKQfVTIXhmym0O2XBqvD9mpLphbQras++LEkF0bsuXDX/mQ/5iQvSZkS0Gg7H/lYJzqQ/CNIVsujLeGbFmb5ew8OWTLu5W5Xs6iMdq5UdZ92dsvDdntIXtOyG4N2TJ2V4XsVPe0UhCYqni66957lG9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzNbC4uLi4lKC6xYWlvzQJT3w760I2aW3YIzDE2WXheyhiZ5bfjJR2lDGovTZgZBdPVEbyruNMV0fl7VR5nt5bplry0O2jEd57oaQLXOt9G/ps/0hW97tYMgWpc+K0g9l/pZ5NtU6Lqbap8r83ReyZQ+e6oybUllHZf6UPa30W2lDmT+lH8oesSpkpzrjpsreurTr8n1i4dmh9z4THrwtZNeG7BdDtkyM40O2TPqVIXtTyJ4ZssV1ITvVYbcuZMsFYYx2kJY5sSNky3wvm/GakL05ZMscPiVkyzoq/VDm8DkhWy7at0yUXR+y5dDfHbIXhWxZn1tCdnvIlrmzKWSLvSFb1mbps/Jue0K2XsrLs8v8KftJuWiXNZcugiF7JGTLuVX2vytCtuwn5bJfxiLs14v/8+4Hzje5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZmv5FA9dFrIHQ3ZNyB4K2SMhW95tfciW9i6G7LqQLWNR+mx1yC5MlC19Vp99OGRXhOxU47x7ojaUdysbz/6QLT+1WxmyxcaQLWuj7D0HQraMRdmnVk303KnWfenfqc6XorShvNtUe3tpbzXVHlH2tHIOTJU9FtZGPWunaEPpsynn5aQuDtmyUMti2huyx4dsGcBbQvaskL0+ZLeGbFmk5VJeDv3yYWpfyF4XsieH7BhtA/hSyJY+PjVkyzo6LmTLxarMiTIvN4Vsae8NIbshZMu8PCFkHxqyZa/8eMieGLJnhOy1IVvmbymMlMvajpAtY1H2ndNC9uaQLZeqqc7OMdqHxZLdGbLlA0rZe04K2dLHpb1lDy73v1IgKvtqOTvvp69U+yY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1fanBVeOiRe9CQpdgZsmtCdjFkD4XsvonasCxkD4Ts4ZBdEbJlPpT+LXOyKu1YmKgNS16cY4xbQ7aMXXm30mdlTmwM2ZUhW5S5VrJlLW8I2bL37A/Zg8dAdnfIln21rIvy0+Hy3KnOotLesjZ3hWyZ6zVf+q0ofVz267KvlrHbG7JlXpY9eE/IFmUsynxYVxtyrCgNLwdCuTTeErKnhmy50JRD/4qQPS5ky+X58pB9ZMiWzbhsQGVjKwd5/YpVORDKpaaso7IJXRqyW0J2e8iW9pZNvrRhdch+dciW9VmyW0O27JVlbfzrkC17ZRm3c0N2qg8R14VsWUNl3IodIVs+0K0P2S+FbO2HsmeXNpdz7uqQLftfKTCWuVbaUPpsbciW+0nZT0qx46qQfUjIHoVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUGD4aHlsr54ZBdcmPHGEdCtrzbsomypQ3l3abKrgjZqebDvpBdFbJjtLEr83JvyJY+XhmyZa6VNpR+KONRxrn0Q5nva0N29UTPLTaH7M6JsmWulzm5ELJlnu0O2bI/lDlZ5nppQ5nrhyZqQ3luVdbRYsiWfitn11T3nk0hW/qhrOV1Ez23KO825bycVNmwptoAzg3ZS0O2LOiyyZd+uC5kjwvZ/SH75yH7wJD9UsieHLK3hGzphzHaB4lHheyukL01ZLeF7NUhuzlkyx5RsmW+l34oF8z1IXtmyJZ3uzxky/osc7LsU6V/y1oul5RyaSz9sGOiNpTzZUvIlg/XN4fsaSFblTlR7hEXhuyDQrZ8sFwTsuWD2jUhW+5T5Y5U9vayls8K2c0he0PIHoVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUGD4eHLoZsqbIvubFjjP0hu2yiNhwK2al+2lDGYlXIlnc7ErKrJ2pDVZ5d+nhNyB4I2dLelSE71XiU7NqQLXN4IWRLP2wM2eMnasPekC19VvbK0r8HQ7acRUXph9Leso5L/5Y2lOeW/bqM8fqQHWOM3SFbzvvS5qn6rdwjynPLul8RsutCtrxbyRZlzc3WcSF7XcieELJfDNmymMrin+qSWzespTo9ZG8K2RtC9uSQ3RGy54TstSFbbQrZz4bsKSG7I2S3hOyukC0fLM8N2aIcNA8J2XIolbVc9qkyz8oFfl/I3hiyZT7sDNlyFpVxOzFkyzy7NWTLGVfaW+ZZ+RBcxu2qkB2jFTDKnCjrc0/Ilg/Y5bllDj82ZMsZXu495UNPKWCUdVTG+EshexS+yQ0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBby5caXAwPXRayB0J2RchOVb0vzy3vdihkV4Zs6bMyxqUfFkK29EOZZ+XdxmhtLo6EbOnj0hfluXuPgTaU+V6UMV4dsieH7Jkhe1zI7gjZK0K27Gl7QrbsU2VOHg7ZJR+GY4z9Ez23vFtZF1O921Rn/RhtzZVzo8yJskeUPp5qXk517ynrc6ps6YcyH8qaO6ZsD9kHhOw1IXtuyJbBvjxky6WqKIu/bG47QnZXyG4J2X0h+8CQvTJkvxSyY4yxKWTXhGwZ52tDdkPIlg1rfciWPtsZsuWScM5EbSjP3R2y5eJR5lnZ/8pl/9SQLeu+7KvlIljOreND9mDIlv36YSF7SsiWvXJHyJb+PTFkx2iFlDJ/yn6yMWSvD9my7stFu4xHuU+VPW1ryJZ7xI0TtaGMxVH4JjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsLV9qcCE89EDILgvZojz3YMiWfihtKNnDIVvGYmXITmUxZA+F7JIn+t8r43wkZMvYlTlRflpV+q3MidLHq0O2vNuaidqwOWTPDtmvCtktIfu5kN0esqXPVoRsUcZ4Z8iWvafMyanOuGJfyK4L2b0hW/adMdp+Usaj7NclW8a5nC/lflLaUPb2spZLtvTD2pAtc+fmkD2mnBGy14ZsmXB7QrZsQmVBl4lcFvRNIXtjyJ4Sspsmyu4K2ctCtoxbmb9jtIvKX4fsA0N2d8iWuVb6rWT3h+ypIbstZMuH0GtCtlxGHxCyp4XsWSF7S8heGLIPDtmLQracA2VPWx+yfxGy5QNSuSitCtkbQrbsDxtCtlyqrgrZMcY4L2TL3rMxZMseXNpQPqCUNVfWfblPlTVXLuVlvpdxK/e0E0L2KHyTGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzVYquErQ/ZQyO4P2WUhe2SiNiy5c8cYCyFb3q08t2QPhmxR3q2MRVXm5VTjcXii7FR9XN5tXciW9VnGbVXIbgrZ40P2YSF7SsjuDNnLQ/ZLIbsmZMvcKWNc2nAgZEt7d4Xs2pAtY1zae2vILk7UhjHaOE+1X5d7T2lD6YuyT5XnlvtJGecVE2XLvXJfyM72mx5lod4QsqXzNods2WCvDtmTQ3aqDassptK/5dBfHbLXhOzGkC39Ww7GMcY4LmTLxerSkC0H9GkhWy7a5fJ8QsiWsbtlojZsDtnSD9tD9qEhW/qstPdBIVsugjtC9sEhW/aTPw/Zsq9eFrJlHZe5Xsa4vFs5668K2a0hO8Z0fXFSyJYPoaeHbDmP/jZkzwjZct6XO93ZIfuvQrbMtRtDthRcjmK293sAAAAAAFDkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzW4EB56MGRLlX1ZyJb2rg7ZfSF7IGSLNSF7KGRLnx0O2al+krLkyTvau9Vnlz4uc7hkV4Rs6Yvy3CMhuzdk14dsGYvS3rKnlT1iR8gWpR8Wj4E2lDHeE7K7Q7asi5It67jMs6n2vzIfyjlQ9pIxWptLXxTl7JpqPynKXaaMXVlzK0O2rI2dEz13qrkzuTKAZ4fsrSG7IWSvCdmHhOznQvbMkN0UsmXxlwvClSG7OWQfH7J/FrJl8Z8YsmO0A2F7yJY23xCy5QJU5uVlIXtRyD4gZE8O2bLuzw3ZclF5UMgeH7Jl7twUsmXuXBayp4ds2XuuD9myt5fnlsJIudhdFrIbQ7bMnfJuDwzZLSE7RlvL14XsaSE71Zwoe1r5MHN1yJYPrGUdlf3kIyFb1tE5IXtJyB6Fb3IDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADM1vKlBks1/NAUDRhjLITsYsguC9mNIXswZPeF7IGQnarPVk303NIPq0O2jMUYbQ6vCNmyjkq2vN+mkC1zrYxz6d8jIVvme3m33SF7fch+MmTXh+y1Ibs3ZA+HbFkXx8I8K889Fs6tlRM9t6y3cnaWfhij9XEZ5zKHi/J+5d1Kdqq9ssyfW0O2jFvZI9ZO1IZjSrkslQ45PmT3h+yWkC3vdkbIXhqyZ4bsqSF7TciWS+CakL0qZB8YsuXiUTa2MdocLvOyXJ5PDNltIVsOpdNDdkPIlsN8qgt8GbeyPstl6Qshe07Inhyyl4dsKUrsCdnywaB8OLkkZDeHbFlvF4ds2dvLuXVTyJbL2rqQLR/SxphuTpQ9+KEhuyNkrwvZcucoZ3jZ/0qhoex/5Qwvyjmw8977Y32TGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzV4IDx0ZcguhOyhkF0M2SMhW/phf8iuDtnSZ4dDtvzEo/RDUdpQ+ndZbEeZw0teRKONXZmXJbs7ZEu/rQjZdSFb1n3Jljl8a8heOVEb1ods6YcdIbsqZMu6ODhRG8o63huyRRmLsv+V9TbVOVv2naqc4WUdleeWPi57ZTmXp1obU51bZf7cErJF6bPybseUsmFdGrJlE1obsuXQL9mymM4K2bJAbgrZskD2TPTcskDKWJTNtR64Ux145f3WhOy1IXt2yJY5sStkT5qoDWUsyhiX/i0HY9n/ygeDS0L25JAth2i5ED88ZK8I2bJX7gzZ4oSJnvvJkD0tZEuBaMo9uMyfsjbK2VXGrrRhY8iW+V7uSOV8uTFkbwjZM0N2Q8heF7KbQvYofJMbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgtpYvNbgQHno4ZI+EbGnDsonacChkV4fsVD9tWBeye0O2tHdlyJaxKPNsf8iO0dq8GJ+9VCtCtvRbeW55t9JnZTzKXCtzuOwnpQ1L3lRHG7c1IVvWRtnTSv/ePFEbSp+Vc2BtyJb2luceCNnSD2Udl+eWdVHW2xhtDpc1N9VaLmNXlHtEme/7QracGWVtlOcWZYzLfD+mHB+y20O2TORyIKwK2XJ4FGVT2Ryyt4RsORCKm0L2jJCdavGXPhtjjBNCdlfIXhGyJ4bsySE71aF7MGQvC9nywXJDyG4K2WtDtsy1M0N2T8ieFrJlDz4uZC8J2QtDtuxp5YNimb9fCtlTQ/bTIfv1IfvFkC3n4caQvTpkx2hr45qQ3RKyu0O2nBnl/CyX53Lv2RayxSkh+8mQ3RyyDw7ZG0L2KHyTGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzV4ODx0WciW5xZLfrHYhoWQXRWy+0K2tHeqn2KU/j0YskdCtsyzzSE7xnTjsTpkF0O2zLWSLcraKONcHAjZFSFb5sN1IVvmTllHZZ6VtXxDyN4asuXdbgnZMsb7Q7aszTLX14Rsmeu7QnZ9yJY1X8/6Mi/LOVfacWii5xalH/aGbHm3Mt+PhbtXUfb2Y8plIXtqyJaNuwz2ppC9OWSL0oYbQ7ZMojIWG0K2bIKlvWXhlWw5lMZoB17piwdP9Nxid8iWS01ZR1eF7LkhWy6jl4dsmcNrQ3aqQ7+M2/aQvSlkywWz7D1Ttbe0obzbjpA9I2QvDdnSZ+VDT/mAX95tjDGuCdlSoCnPLR9QNoZs6Yuyr5Y5XPaeC0O27JVnhuyOkP1MyB4fskfhm9wAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACztXypwfXhoftDdlnILoRsqd4fmui5R0K29EN57q6QXR2yZSyWPMnGGAdDtozb3pCtFkO2vN/K2pAJ2lD6eFXIlj4r+0l5bllHB0K29EPp36K0ofRv6bMyzw6HbHm3sv+VfWpFyJa5U9pbzqKSLW04LmTrXC/tKHtl2SNKv5X5U+ZwmT/lnFsXsmV9ljaUsSj3k1snasMx5UEhe3PIlsvdtpDdEbJlwm0K2dIPZYGUD0hXh+wDQnZNyJ4YsmUjLm0oG9sYY1wTshtCtnz4uixky+FYxnlnyJZL2KNDthx2Ux3kZd2XMb44ZMs+9bmQvSpkTw3Zctkve2XZ0zaH7KdDtpxFZdx2h2yZv2WvLO29KWQ/E7JjtHV0SsiWy92WkP1CyF4Xsg8M2bIH3xiy5cPJvpAta3lHyJ4RsjeE7FH4JjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsLV9q8EB46MGQXRGyiyG7ELJFee6ukF0ZsksetDHG2pA9HLJljIvyU5eSPRLbUeb7cSG7L2RLm0t7yzoqc213yNbxWKqpfmp3KGTLWJQ1tyxkbwrZ0mdl7pS5XvpsVciuC9myX+8N2dLeMhZl7pRztpxxZR2X+TvGGOtDtqzPsqeVPi79VtZRWRtlnPeEbLmfTHW+lH6YaiyOKeUSVi4p14fs6pDdGbJlcpbBLm0oE2NTyJZNpfTDmpD9YsiWDxHbQrYcuGO0fisb1nUhe0rInh6yXwrZMh5bQvbGkD0xZMs+Vcai7FNl/yuH6FUhW/qh7GlXhGzZI24N2bKvXh2yjw3Z7SFb5lnZS8raLP1QzoEHhWw5t8Zobd4YsuX9Lg3ZzSFbPnx9PmTLflLaUC7E5Ry4NmS3hmwpEN2Ll3Lf5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJit5UsNLgsPXRGypcq+5MaOMfaH7JGQLe0tfXZ4ouyhkC3vVvpsYaJsaW/9aU5px1R9UcauWB+yB0J2qvlT1lHZI8o6KkqflTYshuxU87e0oTz3YMiWeVbWUDm3yjwrbVgZssWekC3jVqyK+dLHZV6WuVb2nrLu94XsmpCd6n4y1T2ijFtpw7qQneocmFxp+K6QLZvQ9SG7MWSnOmjKJrR6omw5aC4N2TND9oSQLWNxRchWpR3bQ/aGkC2bW5lreyfKlvZuCtmLQ/ackF0bsp8L2TIWZZ/aHbLHhezfhWw57K4L2dJnW0P2jJD9bMiWM67M9aJ88CqXwNNDtlxwd4bsGGM8KGQ/E7JlPE4J2S+FbHm3cucod6RtIVuKnGUtlwJRuZSXfnhAyB6Fb3IDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADM1vKlBg+Hh64I2UMhuy9kS3uXhexiyC6EbPlpQ3luyZZ3K+09GLKrQ/ZAyJZ5NsYYK0N2yYtotL6Yas3dGrKrQra821TzZ6o5XJ5bxmJ/yK4N2bI2phqL8typzoypxrj0Q2lvyZa1Wfp3qrNzV8jWZ5f3K46EbDkHiqnWXMmWc7nsaWXNrQnZModLe48p60N2d8iWCXdKyG4J2WtDtrzbGSG7N2R3hOy2kC2Ts0z6slmVebYuZOul/MaQLXP4nJAtF6s9E2XLYVfG+fKQfWjIlnG+OGTLh9tyeS4H4xdCdmvIXhWyDwnZ8m5lPynFmetCtrS37D1lXy1r6JKQ3RiyZe6UNpRCxxitL84K2StDtvRbmcPlfCl7T7mffClkN4ds+SBzdcieOlG2zIej8E1uAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2Vq+1ODh+7sB0YqQLe9WfipwMGRLP+wP2VUheyBkSz+UNpQ+K2Ncf5ozVR+XubYYsqUvDoVs6YeFkC3zvTz3SMjuCdnVIVvGeFnIlvaWNqwN2dLefSFb1n1Zb2Xdl/VWlDZMtQevD9kyz8raLHOnKvO97D1lDpc9ouxTU50ZK0O2zMsyzuUsOhbOw2PKhpC9OWTLRN4dsmUAd4Zs2bDKRC4bRemHsmmWw26qDajMnfJuZQMaY4yTQvaakC3zsozHmpAtc620d13IXh6yZf6UA+HakD0tZK8P2XIglPmwK2TLWr4pZMs+dWvIHh+y5d1KtlxyPx2yW0N2W8ieF7KfDdky188N2THa/l6U/eSGidpQPlCVtVHWXJkTRZkTW0K2jFv5MLUpZI/CN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABma/lSgyvDQw9NlD080XOLxWMguzpk94fsipAtDk703IWJnjtGWBhjjL0TtWGqNbcvZNeG7FTrs6yNZSG7JmSPhGyZD6XPyruV5+4O2bIuSrb0b1n3O0O29G9ZmwdCdn3IlvZONSfLWJT2TvnsciaWfaq0t7ShzLWyV5Z1X9pQ7ifHwl5Z3u2Y8uGQfUjIlgG8PmSLs0K2LNKtIXtJyJZL7rqQLcpBU8b41pA9PmTLYTdGu1CUcd4RsqsmyhY3huyVIfvAkL0qZMsHy00hW/aeLSG7caI2lIOmHM5lzZXnlsO5zMlykJc9YkfIbgvZ0t4y168O2TJux4Vs3aNuCtkNIVvWRlmfp4XsZ0O2fD14c8hO9UG43A3Ku5UP2GVvvyZkj8I3uQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZr+VKDe8NDV4bs4ZBdDNkVEz23WHLnjjEOhezqidowVT+smqgNZYwPhOwY083hqeZlyZbxOBKy5d3KvCwWQrasudIPRWnvVNnyk87SZ0VpQ5nrGyZ67p6QLXO99MPBkF0WslPtq6W9Y4yxLmTLvCx9sSVkS19sCtnSb1OdGVOtjWPhWxalvceUtSG7I2Q3hmy5KO0L2fJux4VsGeyyAZVNvlwYzwzZHSF7RcieELJlIy4HTXVzyJ4Rsp8O2bJplgtb+QBYsptD9rKQLZt8Wctnh+z2kC17xK0hWy4epR/KOioX4rK3l4vSLSG7f6Js+UBXPjBPdZk4LWS/FLL1Ul72qWtD9tSQLefnDSFb7j03hmy57O8O2XKGrw/ZsveUfpjqjnQUx8JnDAAAAAAAuEcUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJit5UsNLoSHLt6DhizF6pA9ErIrQ/bWkF0bsodC9kDIlrEo2dJnh0O29NnBkF3yRP97pY/Ls8s6KspzS7bMy7LmytiVn8SVd1sWsmWMy7uVdVT6t6y5YkXIlnErfVb6oazj0mfHhezOidpQ+mGqc6DMh7oH7wnZso7K++0P2bJXTnUOFKXPprr/TXVXLGNR7pXHlAeF7HUhe23IbgvZdSH7pZAtG+w5Ez23KBvhLSFbNszNIVs2wZNDtro8ZFeFbOnjjSFbxrkc/FeHbNkjrgrZs0L25pC9KWR3hGxZy5tDtnyIKB9uN4TspSF7SsiW/aS8W+mzcg7sDdly+SnPLftD+dDzqYnasD5kxxjj+pAtc7jsPeXSeELIljvSVEWUckd6dMiWM66MxeaQ3RSy9+Ldyze5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZmv5UoML4aEluzJkD4XsipDdE7Ll3YrSD8XqkC39sD9ky1iU5xbrJs4vVZk/u0P2YMiWn2wdF7J7Q/bwRNmiPHdZyJb5XtpwJGRXhWyZDwdCtuxpZV2UPiv7Xxm3MtdLn5VxK0obyt63GLJl/o7R5mV59pqQ3RWyZQ6X9pZ7z5IvdKO1t8yfslcWpR/K3Clz+JjypZAtHfLgkL0lZMsl5fiQLQfNVSF7a8iuDdltIXt1yO4I2S0huzlkbwrZB4bsGGNcH7InheyOkD0rZMv8KR++HhGyl4bshpAtH9TKui8HWDkQdoZsuYTtC9my7su7TbVPlUP/spAtl/Jy2T8tZKcqPBXl3W4M2fUhW9bFGGNsDNnyfieHbJk/ZQ6XO0e5T5UPlmWvvCZky3l4SsiWMS53xfIh7Sh8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2lk/x0EMhuyJkF0L2QMiunui5B0N2KntCdjFkS58dnui5K0O2TvQydqtCtoxHeW7pt/0hW/rhSMiWn66VdV/2k/JuZQ6X9u4L2fJupX9LP5R3K2uunBll3e8N2dJn5d3WhGzp39IPJVvmeumHMhZjtP2vtHlZyJZ9tShrubS37MHluUVZR2VOTDWHZ2tDyN4UsheF7LaQvSFky2CfFLK3hOy6kC0HWOnfslFsDNmyQK4N2TIftofsGO1AKMqHujJ/ynN3huzpIVvWUenfMidOCNm1IXt8yJYPPeUAK+29OWSnumgfCxeaMm5lvZWL9jUhWz60l/4tl7V/FbJfCtndITtGm++lL7aGbFmfV4VsGY8y1zaF7I6QvTVkS3Gv7O1nhmzps3uxeOqb3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fIqHrgzZQyG7WBuyRAcnem7p3PLThtJnU41F6bPSD/snasPakB1jjPUheyRk14Ts3pA9ELKljw+H7MJE2WJHyK4O2bKOSp9NsgGP6dZnmWf7JmpDWUPlzCjjVuZD2R9KG8q7lfaW/WGqNozR+mJZyJZzrjy3rI1iqvkz1b2n7O1l3Ze5NtVzjyllgy2DPdXmdkrIlol8c8iWS1WxKWTLhCvtPT5kywW3HLjluTtCdowxVoVsmT/nhOytIVsO0rJhXRmyZTxK9paQ3RGyZU/bELLlIN8SsqW95UN+2SNKe8s5UC40Dw7ZT4ZsWZsrQvbMkC19tj1kp7oolXO2nJ1jtPl+esh+IWTLOVDauy1kS3vL2JU9uPRD2XtOmui560J2Y8gehW9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs7V8qcFl4aGHQnblRM9d8ouNMXaFbGnvipAtjoTsvpA9ELJT9UP5qUtpw+qQHWO6uVbGbqpsWcuLIVvGrrShvNuaidpQ5kPphzIvSz9MNW6lvVP9BLXsU2Xv2RSyU82dMm4HQ7bMndJn5d3qeVjmz8JE2XJ+lvZOtZ+Ud5tKaW/Zr3eEbNmnyn4yW2eE7M6JsreG7Ikhe1LIbgvZq0N2bcheG7LnhWyZyDeF7KqQvTBkt4TsGGNsDNl1IXtLyJZDt8yJvSF7OGTL2rgoZMs6Wh+yV4VsmcObQ7bMnTIfSp/9bcg+PGSLcsm9OWTPCtky1/eH7FSX/XIBK+dh2YPL5bLsUWO0tXx5yJYPB+Vyd1zI7gnZkyd6bpmX5cNJ2SvLGJc70ikhe2XIHoVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8ikeuhiyB0O2VOT3heyKidpwJGRLn60K2dLe8twybqUfFiZ67u6QHWOMZRO1ozz38ETZMnZlbZTnHgjZMifKHN4fsqtD9lDIlj4ryn5S+rfM35Kdat2XA66McVkX5d3KfCjzt+wPe0K2nC+lDTVfxnmqc7n0RZk/5S5T9r+p9ogyh/eG7LqQLWNR3u2YUjqvLOqzQvbykN0WslsnasNUF+LrQ3Z9yF4XsttD9syQ3RWym0N2Q8iO0S7xpc3l8LglZMv8WROy5fI81UFT+qEo6/OGkC2Xuy0hW1wcsg8L2bK3l0vjCSFbxq2096SQLedh2XvKRfSskP3bkD09ZMsFrJydY7R99dqQPTFky97zqZAt8/3UkC3t/VzIbgrZqQojpdhR5k7ZI47CN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABma/lSg4tTPHSMcShkF0J2TcgeDtkDIbt6oueW7MqQLf1wJGSLMs/2hGzphzGmG+fS5qKsuf0hW9bcqpAt/VuUn9qVbNmnytoobShjXMatzN9lE2XL+ixjsWKiNpRs6d+DE2XLvjPVeVjPjL0hW9ZGaUfp47L/FWWPKGNXlHO59EM5i0q27D1lrzymlEvuTSF7VciWjr4+ZPeF7I6QLRt3OTxOCNlNIXt1yJZ3K+29LGTL4bw+ZMcY47iQvS5kt4fsQ0L2opAtylouNodsGYvSv+W5l4RsmWvlUlMOxvNCthxK20K29O8tIVsuHrtCtlzsykV7c8iWi+ilITvVB/FyJu8O2THaeJwRsuXsKuPxqJC9NWSvCdky39eFbDlr14Zs+dBzWsiW/r0X+SY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1favDIRA0oz10I2YO1IUtUfipQ2nA4ZEs/HJqoDUVpQ+nflSG7P2RrO3aH7JIX3Gjz51jotxUhW9Z96bPS3tJnZW2sCdnS3mUhW/qsPHdTyJb5UPr3QMiWvbL02eqQLfOszJ3ShtJnpb2lz0obxhhjQ8guhmxZc2UPLuuoPLecn2XNFWWc94VsWZ9ljI+FPptcafhDQvbWkC0H+fqQLe+2NWSPC9nLQ/bSkC2HaLmsnRyy5d12hmw5lHaF7Bht01w10XNvCNmNE7WhHDRlIyyXj7LJl7FYF7JlLZcLZnm3c0O2XDxOCtliS8ieEbKfDNmvCtkrQ7acL2VfLfOhXFJODdkyd24M2Xopvylkt4VsOQvKXlmyJ4bsjpAtZ2KZw+Vc3hOypb3bQ7acW2XuHIVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUGj4SHLobsypBdFrIHQ7ZU+kv2cMiWdyv9W7ILIbsqZPeH7KGQLe1dEbJjjLE3ZMucqO1YqjLXyrutrg1ZotJnU637Ym3Ilr2yjNu+kC37ahnjqeZDWfdlDZXnHgjZjSFb9r8yz24O2TInS/+Wd6t7Xzm7yvuVvaeso/J+pQ1TneFLvvyNtjbKc8t+Xfq3PLe82zGlLL6/Dtn1IbslZI8P2XIw/kXIPjRkTwjZm0K2LNKy+K8M2bJIHxSyt4bstSE7xhhrQrbM4XJ4lI2lrM8vhewZIVvaWz4YlPl+WsjuCdkNIVv2ntKG0r9l3W8O2c+E7Kkhuytkd4dsmWfbQrasoXLolw895bll/l4WsuXSWj7IjNHG7rqQLWujrOVyzpU7xy0hW+ZPuU+VdytjUT40b5roufdiIcc3uQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZr+VKDa8JDF+9BQ5bicMiW6n157rKQXQjZJQ/EGOPQRNnS3v0huyJk94ZsebcDITtG64vilpAta64o71b6rayNsj7LXDsSsqtDtsy1sp+UtVH2iJUheyys+9JnRdlP1oXsDSFb+mFfyJa1WcatZIu6B5c5XOZP2SPKnlbGrijtPRiyZb6XfjgW7jKlDSV7TDk+ZMuBe23IlklUNuOdIXtayJZN6BMhWzb5crHbFLJTLZDSZxeF7ANDdowxvhSy5RA7IWTLOlofslNdBMuB8MWQfUTI7grZk0O27CdlXm4I2VNC9tKQLc4N2ctDtqz7clm7MmRPDdlSeNoTsltCtlgVsmV/mOpD+xitzWX/K2diueyXufavQrZ8aL4uZMu8PC5kzwnZm0K2fDgp99XdIXsUvskNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW8uXGtwfHno4ZFeG7JGQXfKLjVbpL21YCNnSZ6W9KyZ6bnEwZEt7y1hU5dmHQnbZRNk9IbsqZPeG7FTzvTx3bcguTpQt7S37VJlnU7W3rIsyf8t8mGoPvmWi55Z9tZyHpQ37QrbMs6nW8Rhj7ArZqfptqvcrZ+LqiZ5blH4optp7Sj/UeXnM2B2y5WB8aMjeHLJbQ7YMSmlDmcjHhWyZcGeG7IGQLbaE7E0he3zIlk17jHaQrgvZ0sebQ3b7RM+d6kPzOSFb9p7S3jLXNoTsCSF7fch+KWTLfCh78FQfQMsHxS+GbBm3i0L2upAt5+FnQraccbeG7I0he0rIlrk+RvvAWj5QlX2q7NcnhWz5wLE+ZEsRpay5a0O2zJ8yh0uflQ8yZZ4dhW9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzNbypQZLNXxFyO4P2dUhuyxkD4fs4kTPPRSyq0J2IWTLu5XsVMq7lf6t1oTskYmyZX2WflsfsntCtsyfJW9SY4wDEz239O/BkC39UNb9VO0t+/XKkC1zspwvuyZ67lTn4Y6J2lD6t8yH8tz6E/Uy36c6u8o9Yqq1XMajrLmp7j3lrC17cJlr5d3KOXtMKQ0vE3lnyN4Ssl8K2XLZPy5k14Zs2bivCdmrQrYskLKplIP8xJC9IWQ/G7JjjHF6yJaNsFxcLw3ZU0L21pC9PGTLoVvaWy5WZX1eFLK7Q/akkC0HWGnDV4bsdSH7+ZA9LWSn2nvKubU9ZM8M2bLeTg7ZrSFbzsMzQnZfyB4fsmO0dVT2qU+FbFlHV4TsupC9OWTL2F0dsuVcLvtqufeUvbJc4Mv95Ch8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2li81uC48dN8UDRhjLIbsoZA9HLIrQrYo/VDaeyRk14bszpBdHbKlvSVb+rcqPynaH7ILIbssZMv8Keuo9HHps5It71bGYqp96kDIljHeFbLl3cr+tztky1wv7S17RBm3MnfKnCz9UNp7cKLnFmUvGaPN97KOptqnSh9PpfTDVOdLmT9lfZaxmKq9x5Qy2GXDKhf4cmm8JWS3hOz6kC0HY/nQU/qhjFuxIWRvDdmycZdNsByMY4xxacieGLLlw8zmkC3zfWXIlg3r+JD9YshuDtmbQvYhIVsumBtD9pKQLfOsrLkyJ8u6L88t2dK/5dAve/DFIbspZMvFo4xxee71IVvO7z0hO0a7R5T3Oztky7xcE7LlQjzVB+GTJ2rDaSFb7lPXhWxZ96tC9ih8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FhYXFxeXEly3sLD0h4YGHArZ5SE7lWUhezhky7sdDNklDe7fK+9WnnskZMvcKVbE/FRtLv1WsqtCtrxbWZ9lvq8M2QMhO9V8Lz8NLPNhqv2k9EN5bllHU41Fmb9l3Kbar0s/TKWs47LeplpDNV/Grjy3nLWlL8oeMdU3EcqcKMrevj9kS59NtQfvWNp1+T6x8LXhLW8ID55qIpdNs0yiciiVbNlUrgvZB4XsrpAtC3pryN4SsjeG7J6QHaPNy+NCdqqLSnFCyJZ5WcaurOWbQrYcYJtCtsz33RO14daQLe0tbSj76pqJ2lD21WtD9uqQPTlkyyW37FNTnVvrQ7a0d3vIjjHG3pAt++rpIVvWXFE+WK4O2dJnRWlDmZenhuylIVs+TJ2y9Ojie+9+ovkmNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwtX2pwMTz0SMiuDtnShv0TtaE8tyjvViwL2cMhW346siJki4Mheyg+u/TbkhdRbEeZE2Xs9oXsypAtpprvZe8pyhwuY1zm2cJEbTgWftJZxq3M9aL0b5m/JVvaMNVZVPazqcZijNYXZf6U+V76orRhqvlTsqtCtpy1U50vZa8s7T0W9r97pCyQE0N2b8juCdkyOa8L2Q0he1zI7g7ZjSFbFt7VIbs1ZG8O2dIPZZGWPhtjug8SpS+2hWzZWK4N2XLoTnWBXxuyW0L28pAt6+gBIXtlyN4asmeE7K6QvSVky/qcal2U564L2XLo3xSy5cwozy3rosyzi0P23JAdY4wbQ3aqS9jmkC13mfKhef1E2XLWlj4r73ZpyK4J2anaey/+sQAAAAAAcExR5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2lt/rwWh3yJY2rA/ZfSFbfipQ2luee2iiNhyeqA2rQvZIyC5MlB1jjL0hW+baYsiWNpc5vDJki/Ju+0N2Rcgumyh7MGSL0melDVOtjbLuy7sVZdxKe0u29FnZ/8o6Xh2yRdmDp+qzmi/nXG3HFMraKHeDsleWsTsQsmV9ln4oZ3Ix2296lIm8IWSvC9ky2MeH7Jkhe0vI3hiyXxmy5YPMF0K2jHFZIDeFbNlUyoeIekEo77cuZDeH7K6QLYdSuSSUOVEO8x0huyZkvxSy5VAqF6ArJ3ru5pD9YsieHrIbQ7b0b5nr5UNw+QBa1lDZHx4QsuWMK+ut7H9lfzg7ZOtleMtEz94WsqXfbg7Zc0L21pAtyj51bsiWM7xc9ss5W9bR1SF7FLO93wMAAAAAgCI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs7WwuLi4uJTgmoWFJT90xT1uzt07ELIrQ/ZQyJZ3K88tlofs0kdtjCMTZUt7D4bsspDdH7JjjLE2ZPeG7OqQLW0u47EmZMv8KWNXfrpW2nA4ZMt+UuZwyZY2lD5bF7Jlni3psPh7ZSzKu5X+Leui9NmekN0XsuV8KftfUdZbOePKvjNG20/KvJzqnCttKMo4lzVX5lqZE2V9lnW0KmTLWJR5tntp1+X7xMLXhFEpE7ks6ltCtjgjZHeGbBnsa0K2TOTTQ3ZzyE618NaHbLlMlAU9xhhXhWxpczmYyvIvl7upLh/lg8x1IXviRG0o/Vv2nrLuS3vLWBwfsuXSuDtky95ePqyWsSjrYmvIbgjZcqm6MWRPCdnSD18K2bNC9jMhO0Zb92X+lL4o41zW/VRFlFtD9oaQLfvJzSFb9uDNIVv2iDAWi1+4+wb7JjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsLb/Xg2OMw/egIUuxMmSPhGyp9B8K2dLefRO1YVnIHgzZ0mcHQrYoz12Izy5zeHXI7g/Z0selDeXdSrbsEWU8ynyfat2vCtmi9Flpbxm3qfa/sveUbGlDGbdbQnaqtVnebTFkS/+WuVPWcTlfqtKOskdMNYdLH5c5UeZaGY9ylynnctn/yriVfphqb59c2QDKxWNFyD4wZK8O2ctD9oSQLRftU0L21pAt/Vs2tg0hW+ZOae/OkC1jMcYY60K2zPeS3Rqy5f3KOG8K2WtCdmPInhGyV4VsWcs7QrbM96IcYFPtEWXNnTxRG8pcL2uoHM7l3S4K2eNDtlx+bgzZU0O2jMW5ITtG20/KJXdvyJb3KxfXzRO1oaz7sv+V55Z5We49ZQ6X/WR9yB6Fb3IDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADM1sLi4uLiUoIbFxaW/NAlPfDvHQ7ZpbdgjAMhW9q7PmSnUtp7JGTLWJSfjqwJ2VtDtsyHkh2j9fGKidqxLGSLvSG7MmTLnChzrYxF6bMyFqUNx0K2rPtiechOtYam6rMyf8vcKWNxMGRLn5XzsDy3tLfOydKOorRjqj24PLf0cZnDpR/KfC9nxlRtmGruXLu06/J9YuFfhx4pzd4UslNdtMtBsz9k94XsxpD9UsiuC9nS3jLpN4Ts9SG7OWTLGI8xxrUhuyVky4e60hdlw1oVsmXNrQ3ZXRO1ofRDOcDODNkbQrYcYDsmem45GMsH7PLBq7T3xpAta/O4kN0RsmVOHgrZsi7KHlyUuVMKLmO0i2u5R5Szq+wRZW+/LmR3huzpEz23rLkyh7eGbJkP5XwJz13867u/WPomNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwtLC4uLt7fjQAAAAAAgHvCN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRs4piwsLIyXvvSl93cz7jULCwvjp37qp+6TP+sd73jH2LJly9i1a1f+vf/tv/23ccYZZ4z9+/dP0LKlu+yyy8bCwsK44IIL7td2AAAAAPOhyA3cJ774xS+OF7/4xePss88eq1evHhs3bhxPeMITxhvf+Maxd+/e+7t596u9e/eO7/u+7xvnnXfe2LRp01i/fv34yq/8yvHGN75xHDx4cEnPOHz48Hj1q189Xvayl43169fnNrzwhS8cBw4cGP/9v//3/HuP5qd+6qfGwsLC7f/7iq/4inHyySePZz7zmePjH//4vf7nAcC/NE9+8pPHk5/85Pu7GXdqx/31w+tj4Yfmz3jGM8aLXvSi2///n/7pn46FhYXxp3/6p/dbm6b0z/39ODbc9rliSp/5zGfG8uXLx4UXXnivP/uiiy4aT3va08amTZvGwsLC+L3f+717/c+Ywn3R7/eV973vfeNRj3rUWL169VhYWBg7duwYL3zhC8dZZ511fzeNe4EiNzC59773veMRj3jEeMc73jG+6Zu+afzyL//yeO1rXzvOOOOM8cpXvnK8/OUvv7+beL/au3fv+PSnPz2e8YxnjNe+9rXj53/+58dXfuVXjh/+4R8eL3jBC5b0jPe85z3j85///PiBH/iBe9SG1atXjxe84AXjv/7X/zoWFxfv0TOO5k1vetN429veNi644ILx0pe+dFx44YXja7/2a8ff/u3fTvLnAUB1wQUXjIWFhfFXf/VXt//aP/5h7YoVK8ZZZ501fuiHfmjs2LHjLp9z5MiR8da3vnU89alPHVu3bh0rVqwYJ5xwwnja05423vzmN9/tvzl1/fXXj+XLl4/nP//5Xzazc+fOsWbNmvGt3/qt9/hd/zn4jd/4jfGGN7zh/m7GnXzkIx8Zf/RHfzT+9//9f79f23Fb4fm2/y1btmyccMIJ49nPfvb47Gc/e7+27Vj0nve8Z3zTN33TOPHEE8fKlSvHli1bxtd+7deOX/iFXxi33nrr/d28f7bOOuusO8zT1atXjwc+8IHjla985bjpppvu8/Y87GEPG9/4jd84fvInf/Jef/YLXvCC8alPfWr8l//yX8bb3va28djHPvZe/zOOFddcc8141ateNb7u675ubNiw4cv+EGzPnj3jV3/1V8fTnva0cfLJJ48NGzaMRz/60eNNb3rTOHz48B2yt/0A867+95u/+ZtHbdP27dvHc5/73LFmzZrxq7/6q+Ntb3vbWLdu3V226ad+6qf80G6Glt/fDQD+ebv00kvH8573vHHmmWeOD3zgA+Pkk0++/Z/94A/+4Lj44ovHe9/73vuxhfe/LVu23OkbzS95yUvGpk2bxq/8yq+M//pf/+s46aST7vYZb3nLW8YTnvCEceqpp97jdjz3uc8dr3/968cHP/jB8fVf//X3+DlfzrOf/eyxdevW2///t3zLt4zzzjtvvPOd7xyPetSj7vU/DwDuTW9605vG+vXrx+7du8ef/MmfjF/+5V8ef/3Xfz0+/OEP3yG3d+/e8axnPWv84R/+4Xj84x8/fuzHfmyceOKJ46abbhof+tCHxvnnnz/+/M//fPzar/3aXf45J5xwwnjqU5863vWud409e/aMtWvX3inzO7/zO2Pfvn23F8L/6I/+6N5/4XvBmWeeOfbu3TtWrFgxyfN/4zd+Y1x44YXjFa94xX365x7Nz/3cz41v+IZvGOeee+7tv/a1X/u1Y+/evWPlypX3eXt+6Id+aPyrf/WvxsGDB8cnP/nJ8d/+238bf/qnfzouvPDCo94x/yU4cuTI+L7v+75xwQUXjEc84hHj/PPPH6effvrYuXPn+NjHPjb+r//r/xq///u/P/7kT/7k/m7qP1uPetSjxo/+6I+OMcbYt2/f+MQnPjHe8IY3jA996EPjL/7iL+7z9rzkJS8Zz3jGM8YXv/jFcc4559wrz9y7d+/42Mc+Nv7jf/yP/6z+es4v5/Of//x43eteNx74wAeORzziEeNjH/vYXeYuueSS8bKXvWx8wzd8w/iRH/mRsXHjxvGHf/iH4/zzzx8f//jHx//4H//jTr/nO77jO8YznvGMO/za13zN1xy1TX/5l385du7cOX76p396POUpT7n91//v//v/HkeOHLn9/+/Zs2e85jWvGWOMY+LfkmLpfJMbmNTrX//6sWvXrvFrv/Zrdyhw3+bcc8+9y29y/97v/d4477zzxqpVq8bDH/7w8b73ve8O//zyyy8f559//njwgx881qxZM44//vjxnOc8Z1x22WV3yN32jayPfOQj40d+5EfGtm3bxrp168aznvWsccMNN9whe9ZZZ41nPvOZ48Mf/vB43OMeN1avXj3OPvvs8da3vvVO7duxY8d4xSteMU4//fSxatWqce65547Xve51dzgc/6lu+1emvty3xG6zb9++8b73ve8OB/Vt9u7dO37oh35obN26dWzYsGF88zd/87j66qvv8u8Kf8xjHjO2bNky3vWud91Lb3D3bvtQtXz53f+89cv9K9h39a+VHTlyZLzhDW8YD3/4w8fq1avHiSeeOF784hePm2+++d5qNgD/Qj372c8ez3/+88eLX/zi8Y53vGN8+7d/+/jIRz5ypwLMD//wD48//MM/HG94wxvGRz7ykfGqV71qfM/3fM/40R/90fHud797fPaznx2Pecxj7vbP+g//4T+MXbt2jXe/+913+c9/4zd+Y2zatGl84zd+4xhjjJUrV94vxdOjue1bmcuWLfsX8eeO8b++if/e9753PPe5z73Dr3/FV3zFWL169fiKr7jvP4I/6UlPGs9//vPH93zP94xf/MVfHL/4i784tm/ffpd33GPFoUOHxoEDB+6TP+v1r3/9uOCCC8YP//APj7/7u78br371q8f3fu/3jpe//OXjN3/zN8cll1wynva0p93tM44cOTL27dt3n7T3n6NTTz11PP/5zx/Pf/7zx/d///ePN73pTeMVr3jF+Mu//Mtx0UUX3eftecpTnjKOO+64uyyw3lO3ffbcvHnzvfbMY9ljHvOYsX379vGFL3xh/MiP/MiXzZ100knjU5/61PjjP/7j8cpXvnK8+MUvHr/zO78zvud7vme89a1vHRdffPGdfs9XfdVX3T5fbvvfmWeeedQ2XX/99WOMO4/BihUrxqpVq9oLckxS5AYm9Z73vGecffbZ4/GPf/ySf8+HP/zhcf7554/nPe954/Wvf/3Yt2/f+LZv+7axffv22zN/+Zd/OT760Y+O5z3veeOXfumXxkte8pLxJ3/yJ+PJT37y+P/Z+/Mwuco6//9/n9qr9+50d/YFEhIIiI7IoLIqssiOMIjLsCmKuIA6oAwzAqOMMgiDomz6BYdVQQYRFBAEF3BGZ9iUfcm+p9NdvdV6qs7vDz/pH01C8n5heibn83k+rovr0s4rJ6fOOfd9v3J3pbpYLG5yzM9+9rNjpfVTn/qU3XPPPZv9Dvorr7xixx9/vB100EF22WWXWWdnp51yyin27LPPjmWKxaLtv//+dvPNN9tJJ51k3/72t23vvfe28847b4sL+NZUq1Xr6+uz5cuX21133WXf/OY3bfbs2ePeBbQ5jz/+uFWrVXv729++ya+dcsopduWVV9phhx1ml1xyieXz+bG/EG/O29/+dnvsscfe9GvYkv7+fuvr67N169bZk08+aaeffrrlcrlN/hL4l/jkJz9p55xzztjnvZ966ql2yy232CGHHOL+fHMAADz23XdfM/vzzx3ZaPny5fb973/fDj300Df8OLaddtrJzjzzzC0e+9hjj7Xm5ma79dZbN/m1devW2S9/+Us7/vjjx/5SvrlvCF955ZW26667WlNTk3V2dto73vGOccd7o88g3dxnr95www323ve+13p7ey2bzdrChQvt6quv3uJrMNv0s7Ff//EZr/3vtedy99132+GHH27Tpk2zbDZrc+fOta9+9avj/un6AQccYD/72c9s6dKlmxzjjT6T++GHH7Z9993XmpubraOjw44++uhNPrZj4+t/5ZVX7JRTTrGOjg5rb2+3U089dbMd8/V+9rOfWRiGm7z5YHv6zOrNPbtmZitXrrTTTjvNJk+ePPZGk+uvv36T379ixQo75phjrLm52Xp7e+3zn//8X/TDyzfer29+85t2xRVX2Ny5cy2bzdpzzz33po/pVSwW7ZJLLrFdd93VLr300s1+7vDUqVM3+eiZIAjsM5/5jN1yyy226667WjabHXtTjvc6VioVu+CCC2zevHmWzWZt5syZdu65525yLTf+WVt7E5Ci0WjYhRdeaNOmTbOmpiZ7z3veY88995zNmTPHTjnllDd93G3J84aYLX3+/ube1OO9N+l02g444AD3m3+efPJJe//7329tbW3W0tJiBx544Lh/qXvhhReObcKec845m8x5m1Mul+3CCy+0+fPnWy6Xs6lTp9oHPvCBceP2m9/8pr373e+2SZMmWT6ftz322MN+/OMfb/ZaeJ+hRx991Pbcc0/L5XI2d+7cN/0zm1pbW62rq2urue7ubtt11103+fqxxx5rZvaGH600OjoqfSPsgAMOGPso0D333NOCIBh71l+7Hi5ZssR6enrMzOyiiy4aW182Pktr1qyxU0891WbMmGHZbNamTp1qRx999CZvtsP/Dj6uBMCEGRoaspUrV9rRRx8t/b7nn3/ennvuubF/Gvae97zH3vrWt9ptt902tjF9+OGH2/HHHz/u9x155JH2rne9y+68807727/923G/NmnSJPvFL34xVlwbjYZ9+9vftsHBQWtvbx/Lvfjii/ab3/xmrPyfcMIJNnPmTLvhhhvsm9/8ppmZXX755fbqq6/ak08+aTvttJOZ/Xlzddq0aXbppZfaF7/4RZs5c6b0ms3+/E+PP/ShD439/3e84x12/fXXb/Wdzi+88IKZme2www7jvv7EE0/Y7bffbmeffbb967/+q5mZnXnmmXbqqafa008/vdlj7bjjjnbTTTfJ5+6xYMGCcf+/o6PDfvKTn2y21LwZjz76qH3/+9+3W265xT784Q+Pff0973mPHXrooXbHHXeM+zoAAH+JjX+h7ezsHPvafffdZ/V6fYufp+3R3NxsRx99tP34xz+2/v7+cRsFP/rRj6xer9tHPvKRN/z93/ve9+xzn/ucHX/88XbWWWdZuVy2P/7xj/b73//+Ta2FV199te2666521FFHWSqVsnvuucfOPPNMazQa9ulPf9p9nF122WWTnlEoFOwLX/iC9fb2jn3tBz/4gbW0tNgXvvAFa2lpsYcffti+8pWv2NDQkF166aVmZnb++efb4OCgrVixYqznbOmHbz/00EP2/ve/33bccUe78MILrVQq2ZVXXml77723PfHEE5tsOJ1wwgm2ww472Ne//nV74okn7Pvf/7719vbaJZdcssXX+Lvf/c4mTZrkelfhm/GP//iPNmvWrHE/1FK1uWd37dq19s53vnNsM6ynp8fuu+8++9jHPmZDQ0NjHwlTKpXswAMPtGXLltnnPvc5mzZtmt1000328MMP/yUvy8z+/M2Ucrlsn/jEJyybzbo2yDZn8eLF9pnPfMZuvPFGmzRp0hazjz76qBUKBfu7v/s7+Z3/Dz/8sN1+++32mc98xrq7u23OnDnu69hoNOyoo46yRx991D7xiU/YLrvsYn/605/sX//1X+2ll17a5AcSPvroo/bv//7vduaZZ1pra6t9+9vftuOOO86WLVu21de4Oeedd579y7/8ix155JF2yCGH2NNPP22HHHLINnk3+uOPP25f//rX7eabb7ZcLuf6PbVazfr6+szsz5u7Tz75pF1++eW23377bfJ3nDfLe2822mOPPezuu++2oaEha2tre8PjPvvss7bvvvtaW1ubnXvuuZZOp+3aa6+1Aw44wH7961/bXnvtZR/4wAeso6PDPv/5z4991MaW5qt6vW5HHHGE/fKXv7QTTzzRzjrrLBseHrYHH3zQnnnmmbG/J3/rW9+yo446yj7ykY9YtVq1H/7wh/Y3f/M3du+9927yxibPM/SnP/3JDj74YOvp6bELL7zQwjC0Cy64wCZPnvwmr/qbt2bNGjOzcR93udFFF1009s2CPfbYwy6++OKt/muL888/3xYsWGDXXXed/dM//ZPtsMMOm/0omp6eHrv66qvtU5/6lB177LFjP/ti9913NzOz4447zp599ln77Gc/a3PmzLF169bZgw8+aMuWLeOHV24PIgCYIMuXL4/MLProRz/q/j1mFh122GGbfL2trS36/Oc/v9nfU61Wo76+vmj9+vVRR0dHdPbZZ4/92g033BCZWXT77beP+z3//u//HplZ9PTTT499bfbs2dHChQs3Of7uu+8eHXvsseP+/6GHHhqtX79+3H8PPfRQZGbRzTffPO71XHDBBa7XvmbNmujBBx+M7rjjjuiMM86I3vWud0X/8R//sdXfd8kll0RmFq1YsWLc1y+++OLIzKKXXnpp3Ncff/zxNzyvL33pS5GZRaOjo65z9rjgggsiM4vuvPPO6MEHH4x+8YtfRDfccEP013/911Fzc3P02GOPjWUXL14cmVl0ww03jH1t//33j/bff/9NjnvyySdHs2fPHvv/n/vc56L29vZo3bp1m9yblpaW6OMf//g2e00AgP87bewN//Vf/zX2tY3r2IsvvhitX78+WrJkSXT99ddH+Xw+6unpGbdmfv7zn4/MLHrqqafGHbdSqYxbl/r6+rZ6Lj/72c8iM4uuvfbacV9/5zvfGU2fPj2q1+tjX3v9Wnn00UdHu+666xaP//p19PWv97WKxeImuUMOOSTacccdx33t9eexuXX9tRqNRnTEEUdELS0t0bPPPrvFP++Tn/xk1NTUFJXL5bGvHX744Zt9DZv7c9/2trdFvb290YYNG8a+9vTTT0eJRCI66aSTxr628fWfdtpp44557LHHRpMmTdrs63itffbZJ9pjjz02+fojjzwSmVn0yCOPbPUYW/LZz342CoLgDa/p5v7M66+/Plq/fn20atWq6P7774/mzZsXBUEQ/eEPfxjLfuxjH4umTp26ybN54oknRu3t7WP35IorrtikW4+Ojkbz5s17069v4/1qa2uL1q1bJ//+13vuueei3t7e6O1vf3s0MDCwxey3vvWtyMyin/zkJ+O+HobhJn2y0WiM/bqZRYlEYtxzG0X+63jTTTdFiUQi+u1vfzsud80110RmNq4fm1mUyWSiV155ZexrTz/9dGRm0ZVXXrn1C/I6a9asiVKpVHTMMceM+/qFF14YmVl08skny8d8rd/85jdRU1NTdOihh0aVSmWr+dmzZ0dmtsl/e++99ybX8fXz05bmmNf/fcd7bza69dZbIzOLfv/732/x/I855pgok8lEr7766tjXVq1aFbW2tkb77bffJud66aWXbvF4URRF119/fWRm0eWXX77Jr732OXz9OVer1Wi33XaL3vve9477uvcZOuaYY6JcLhctXbp07GvPPfdclEwmN1kXFHfccYc0P1QqlWjhwoXRDjvsENVqtbGvL126NDr44IOjq6++OvrpT38aXXHFFdGsWbOiRCIR3XvvvVs97ubW+CjadD1cv379Zv++PDAw4L6H+N/Bx5UAmDAbv+M9PDws/b5Zs2Zt8rXOzs5xn6tcKpXsK1/5ythnYnd3d1tPT48VCgUbHBzc6jE3vnPl9Z/V7PmzX375Zbv//vutp6dn3H8b/1nqxs/6Uk2ePNne97732fHHH29XX321HXHEEXbQQQeNfRd7a6IoGvf/ly5daolEYpN3P2zp4082HmNz/1Rzo5GREVuzZs3Yf6//bPM3st9++9n73vc+O+igg+yUU06xX/7yl9ba2mqf/exnXb9/a15++WUbHBy03t7eTe7NyMjIm74vAACY/flfJPX09NicOXPstNNOs3nz5tl999037gdDDg0Nmdmm7yj++c9/Pm5d8rzLd+O76V77ESOLFy+2//zP/7QPfehDW/xs546ODluxYoX913/9l/oyNyufz4/978HBQevr67P999/fFi1atNne5fXVr37V7r33XvvBD35gCxcu3OyfNzw8bH19fbbvvvtasVgc+xdsitWrV9tTTz1lp5xyyrh3B+++++520EEH2c9//vNNfs8ZZ5wx7v/vu+++tmHDhrF7/EY2bNgw7h3SqnK5vMX//uVf/sVOPvlk+9jHPrbZj7PZnNNOO816enps2rRpduihh9rg4KDddNNNtueee5rZn/vfnXfeaUceeaRFUWR9fX1j/x1yyCE2ODhoTzzxhJn9+VmeOnXquH9R2dTUZJ/4xCfe9Gve6Ljjjhv7mIAtCcNwi9dohx12sHvvvdcWLVpkhxxyyBbv2RuN2T/96U+b9MnXfnSimdn+++8/7rlVruMdd9xhu+yyi+28887jcht/+Psjjzwy7s963/veN+5dp7vvvru1tbXZokWLtnq9Xu+Xv/ylhWG4yccmeTt5rVbb4vXfc8897Y477rBHHnnEjj/+eNdHBu6111724IMP2oMPPmj33nuvXXzxxfbss8/aUUcdZaVSSX6Nr6fcm402juON7zDfnHq9br/4xS/smGOOsR133HHs61OnTrUPf/jD9uijj251zticO++807q7uzd7T17797TXzpUDAwM2ODho++677yavxWzrz1C9XrcHHnjAjjnmmHF/J95ll13skEMOkV/DX+Izn/mMPffcc/ad73xn3L9qnjVrlj3wwAN2xhln2JFHHmlnnXWWPfnkk9bT0zP2g0snUj6ft0wmY7/61a/4mU/bKT6uBMCEaWtrs2nTptkzzzwj/b43+qeCr93E/exnP2s33HCDnX322faud73L2tvbLQgCO/HEEzf7wx89x/TmGo2GHXTQQXbuueduNjt//vzNfl11/PHH2/nnn2933323ffKTn3zD3MZ/XjYwMGAzZsz4i/7MgYEBa2pqGleYXu+b3/zm2E+bNjObPXv2m/oMspaWFttrr73s7rvvttHRUWtubt5sLgiCTe6TmY37XE6zP9+X3t5eu+WWWzZ7HM9fmgAAeCN33nmntbW12fr16+3b3/62LV68eJP1srW11cz+/A3h19p7773twQcfNDOzSy+91PXzL1KplH3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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "\n", "=== Inspecting FITS File: mock_2763.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "\n", "=== Inspecting FITS File: 083915+022632.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 3) float32 \n", "\n", "Data Shape: (3, 101, 101)\n", "Data Type: >f4\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 101 NAXIS2 = 101 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 101, Width: 101, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "\n", "=== Inspecting FITS File: nonlens_43105425654023039.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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393//98drX/va8S//5b98/NcOHTo0du3a9Q37d3wtF1544di3b99X/S+s/1247LLLxhhj3H333eMZz3jGrH7P3XffPTZs2PA1f0JmjDFe9rKXjb/4i7/4Wx3b/Pnzx2/8xm+M7/iO7xj/5t/8m/FLv/RL44ILLhhjjLFw4cKTnsPzzjvv8Z8w+etuvfXWv9VxAQD818Bae/Z+4Rd+Ybz97W8fb33rW8eP/diPzfr3fT1r7cfcfffdY4wxLr/88q/ZnH766U9acz/zmc/8mv0rXvGK8f/8P//PePe73/01/yBgth77a2s2bdr0lOe7rN8Bng7+Tm7gafeLv/iLY/ny5eOnf/qnx0MPPfSkf37nnXeO3/7t386fO3/+/Cf9FMC//tf/ehw/fvzrPtbZevWrXz0+9alPjT//8z9/0j/btWvXOHbs2Jwfw193zTXXjEWLFo3Pf/7zs/4911133UlfhM4444zxkpe85An/9/V48YtfPK699trx1re+dRw6dGhs2rRpvPjFLx7/x//xf4ytW7c+qf/r/++aL3/5y8enP/3p8dnPfvYJ//zd737313UsAAD/NbHWnp3f+q3fGv/iX/yL8b/+r//r+Lmf+7n0e7+etfZjrrvuurF69epx5ZVXfs1myZIlT1pzP9V/a+fVr371uOKKK8av/dqvjU9/+tNftZntT0u/7GUvG6tWrRq//uu/Po4ePfqkf/7Yurys3wGeDn6SG3jaXXjhhePf//t/P370R390XH755eMnf/Inx1VXXTWOHDkyPvnJT473ve9943Wve13+3Fe84hXjXe9611i9evW44oorxqc+9anx4Q9/+PH/d8K59Au/8Avj/e9//3jFK14xXve6141rrrlm7N+/f3z5y18ev//7vz/uueeep/x/SfxqPvCBD4wvfelLY4z/8h/3ueGGG8Y/+2f/bIwxxvd///ePq6+++mv+3iVLlozv/u7vHh/+8IfHP/2n//Sk/67t27ePG264Yfyjf/SP0jH+bfzCL/zCeNWrXjXe8Y53jDe84Q3j3/7bfzte+MIXjmc84xnj9a9//bjgggvGQw89ND71qU+NBx544PFz8Yu/+IvjXe961/ie7/me8XM/93Nj+fLl43d/93fHeeedN2644Yan7fgBAE5F1ton90d/9EfjF3/xF8fFF188Lr/88vF//9//9xP++Utf+tJx2mmnfc3fX9faf91f/MVfjL/39/7eU/6d3NXChQvHH/3RH42Xvexl44UvfOH4oR/6ofGiF71oLF++fGzZsmW8//3vH/fdd9/4vu/7vpN+1qpVq8bb3va28RM/8RPjOc95znjNa14zNm7cOO67777xp3/6p+MFL3jB+Df/5t+MMcas1+8ATweb3MDfie///u8fN9xww/it3/qt8Sd/8ifjbW9721i8ePG4+uqrx7/8l/9yvP71r8+f+du//dtj/vz5493vfvc4dOjQeMELXjA+/OEPf82/I+4badmyZeNjH/vY+PVf//Xxvve9b7zzne8cq1atGpdccsn41V/91bF69er8mX/wB38w/q//6/96/H9/8YtfHF/84hfHGGOcffbZT7nJPcYY/+Af/IPxwz/8w+P+++8f55xzzlO2f/iHfzgWL148Xv3qV+fj/Hr90A/90LjwwgvHv/gX/2K8/vWvH1dcccX4/Oc/P371V391vOMd7xg7duwYmzZtGs9+9rPHr/zKrzz++84444zx0Y9+dLzpTW8av/mbvznWr18/3vCGN4wzzzxz/NRP/dTTdvwAAKcqa+2n9tjm6+233z5+4id+4kn//KMf/ehTbnKP0dbaj7nlllvGjTfeON761rem452NSy65ZFx//fXjd37nd8Yf/dEfjQ9+8IPjyJEj47TTThvPe97zxpvf/ObH/yOUJ/PjP/7j48wzzxy/+Zu/OX7rt35rHD58eJx11lnjRS960RP++zyzXb8DPB3mzfgb/gH+q3T8+PFxxRVXjFe/+tXj137t156yffaznz1e/OIXj3/1r/7V03R0AAAwXWWt/Zif//mfHx//+MfHdddd9w39SW4AbHID/FftPe95z/gf/of/Ydx3331jxYoVX7X50Ic+NH7kR35k3HXXXWPTpk1P8xECAMA0zWat/ZgdO3aM8847b7z3ve8dL3/5y5+mIwT4b4dNbgAAAAAAJuub/q4PAAAAAAAAvl42uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJmvBbMMr582b9YcuCwdwOLTHQ7s4tFtDe2Zon/q/rfxEe0N7dmjvC+0Nod0Q2otDuyq05b+YWu6zMcaY/d3e7ssdob06tPtDe3toN4b2SGi/EtrybFwY2rNCW/408I7Qrg3tuaG9P7SL5qgt98PB0C4N7bbQlme+jMFlTHs4tPtCeyi05Rk6Gtoyz47R5piFoS33ZZk3js3R55Z1RBmvt4e2zLVlvJ4/R2053jIGf+oU+u+0z3t+GLHKoLkmtI+EtgwWJ0J7Tmi3hLYsXMt5KIuJ00Jbjvfe0O4K7SdCW453jDEuCW0ZYG8K7bNDW+73B0N7fmjLi/BdoV0d2s2h3RPanaE9I7RlYVXGqfLcfyq0ZeFRnrnyUlmu26bQ7g5tudc3h/aB0JZzVq7Fo6Etmz7lpXKMMZaEtryElme5zANlbH9+aK8M7UOhLYvy8rI4V9etbKIUYbE/84dPvSb3k9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJmvBbMO14UMPh3ZlaMuO/KOh3RDa5aE9FtoHQzvrizbGWBfas+aoXRjach7KMdQ/zdkf2u2hPRDau0N7KLTlnij3+57QluuxObSrQvtQaMs5OyO0ZfxbFNozQ3tPaItyLVaH9mhoN4W2XIsjoS3jQzkPS0Nb5owy7hTfFvu9od0a2rI+eSS0ZT46HtoloS3zS3k+i3KvlbbMGYtDW67FKeXy0JYHZGNoy+K5TLjrQ3traMti9HOh/Y7Qfia080K7L7QPhLYsaK6co88do0385b4sg8WJ0JbnqEzmZaK5K7RlMC4bArtDW5RFWFlMXBra20JbPDe05fyWBWZZeJQXxXKvl/be0JY54/zQlkXVF0Nb7vXzQrsjtGOMsSK0Zfwr48nB0F4S2jL+fSC0ZVF+dWgvDm0Z/8q8XDZay4vw/NCehJ/kBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZC2YbbgsfujS0e0K7MrTFkdDeF9p1ob0ytMtCe3NoT8xRezy0q0L7UGir8v32hrZcu5nQLg/tsdCW+/2S0K4N7V2hLd/tmtDuDG25hxeGttxn++foGBaHthxvudfLeHLmHH1uOWflT5LLXHR4jo6hjCUHQ/tAaMcY497QrgnthtCW5748c2WNVNpynct3K/NWWdMtCe1Zod0d2rK2PaWUAbY81F8O7YWhLTdRWYCVhfas33hGO2dfCO0LQ7s9tGWxf0VoV4S2PKR3hHaMNjmWhWBRFgnl/rk1tGWxVO73HaEtg/ym0D4S2vLcl4Xrp0NbrnG5FvtCWya7snC9O7TfMkefWxa5Zey5P7RlLPlcaJ8R2jLXl42y8syPMcaB0JZrNy+05fttDG35bodCuyi0ZY4rY3BZT50e2ntCW+atNaE9CT/JDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCyFsw23DAXHzrGeCC0Z4V2UWiXhHZ3aI+Ftpyz7aE9GNqrQrs/tPeEdm1oy3c7I7RjjLFmjj673O9HQ3sktCtCuz60t4Z2JrRz9SzvDG3508A7Q1ue+zIGPxTaR0J7fmiXhbYo1/jR0Jbx+nho14S2OBza8gydFtpdob03tGO08W9paA+EdmVoD81RW+7h1aG9ILS3hbaMq+tCuym05fzOC+0ppUxK5QK+MrQ3hnZXaMtkd25oHwxtGYDKtfhSaFeF9uzQXhzaO0JbBtfyEjFGGyzK4qMswsoLYHnmFoa2vACWxdKa0JaJZnloyz1xd2jL8V4Z2i+G9jmh/UxoXxDaT4T2mtCWRcrNoT0ztGVBXBbwZeNprjaIyjxQxuCy2B9jjNPn6DjKuSjzwI7QlkXj1aEtL18Ph7bcw3tDe0to14S2zEXfQH6SGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBkLZhtOD986JLQnhHaB0K7N7RHQ3sstOeHdldoHwntBaG9N7TrQ3tFaLeGdmVoq7tDW+6J00I764dzjHF7aLeHthzv0tCuDW157ss5OxDaI6E9Z44+d2Fo54V2c2jLdyvnd2doyzlbFNpy/5Y/HS7P23mhLc/8ntC+MLTlPJQ1xBjt/ilz15rQlvu9zMv3hPai0Ja11w2hXR7aq0J7PLS3hPZEaCf7kx6Xh3Z/aB8ObZloVoe2DG7lJWJLaNeF9uWhfV9oXxraco0PhrZMomeG9tHQ1uMoC4oyaG4M7a7QlkVCmZTKQFgWmOUFe3doy9hTFirlfij3ZXmOfj+0F4f2/aF9dmiLZ4a2jO3l2Sz3+rmh/Vxoy31WxrNNob0jtPtCO8YYi0NbNnPKhkA55nIMZTFaFsTlXivPZ7nfy31Z1hH3hbas/8oL60lMdn0PAAAAAAA2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYrAWzDXeGD10U2vWh3Rba3aH9ttAeDO1XQlvO2brQFktCuz20O0K7P7RHQ3txaMdo56Ic88NzdAybQrs3tOW7rQ7tntBuDO2y0O4L7SOhnfWgOtp5OC20zwjtjaG9PbTl+Vwc2jJWlmfo0dAeC+2q0B4J7QWhLfN3Od5y3cq9PsYYl4e2zPflOMrnlnNxXmiPh7aMaVtCe0Zod4X2qtBeEtrPhLaMJ6eUB0K7MrR/FtqXhLYoi8Yy0VwU2qtDe2doywBbXiLKwFYmxtNDW+6dNaEdoz2ou0JbFnfnh3ZzaMs9USaEck/cENpyLZ4f2jNDe19oywRWFnfl2SjP3IWhLS9IB0JblA2BS0O7tB7ILH0xtN8b2i+EtrxwlE2fZ4b2P4d2jDb2lAV8eZbLvbYitGWsLMe7NrRl3VM2fcoaqYxT5YW1zJ1lPXUSfpIbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGQtmG34cPjQbaE9I7TzQnteaI+HdmlonxHafaFdGNoDod01R8dQzln5U5dyP9wX2jHGuCK0S0K7O7Tl2TgR2kOh3Rnao6F9bmjnh/bW0B4O7aWhLcrzWZ6NWQ/sY4yDod0Q2tNDe3toTwttmYvKs3lNaMt9Vsap9aFdFdpyzsq9sy60Y7Sxpyj35erQlmdub2j3h3ZHaFeGtpyzsjZ4KLQPhPb80JZn45SyJbSbQntRaD8X2stDWyaaMjFeGdp7Q3tzaMvLSbnGZTFxLLRlUFkb2jJ5jNEW2mWRsDi0Xwjt8tB+e2jLYv/PQvttoS0bAotCWyaEFaGdCW15lst9VsaeMtldFtoypq0J7TmhLd/tntA+J7Rl06fMcWXRWhYe5bn4SGi/JbRjtJeZG0NbxsqyuPtyaDeGtrws3hHastlRXjgeDO0LQnt/aMvLbXmJOAk/yQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgshbMNvzm8KEPhvas0B4O7V2hLcd7KLTnhvb00G4L7b7Qrg3titDunqNjKN9tVWjHGOP+0Jb7cn9oj4T2jNCW63F2aDeF9rOh3RXaDaEt98R9oS1/cliOtxzDA6E9M7Tlud8V2vJclOftBaF9aI7a8t2WhHZLaDeG9uHQLg7t8tCOMcaa0JYxbU9oF4V2Z2jLPXFhaMv8eXNoF4b2YGhPhLbYEdoyF51S5oW2XJSyKC8DYRm47wjtJaEtg2aZROeHtrwYlM8tA/cVoS0P09bQlsFqjDaBlPvnWGifHdpyvL8f2vKy+PzQXhfaZaEt5/cHQ/vx0JbFcznePwhtWSz9/dDeGdpbQ3s0tJeHtswD5QXp+tCWMbgsAg+E9ltCuz203xbasrAbo41pZW1Q1iflGMoGRtkQWBnaso4o7dLQlhfLm0Jbzm+5h8tm0kn4SW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAkzVvZmZmZjbhM+bNm/WHLgoHsCq0t4T24tDuD+2R0F4U2r2h/UJoy/GeEdrVoV0X2lndjH+lXLfdoR1jjCWhPRjay0O7MLT3hfZwaLeE9lBo14T2rNCW61buiXPm6HNvDu3m0JZnY/EctWtDe2toF4S2zEXbQlvuyXIM5Rkqz3yZB8p3uya0t4d2jDGOh3Z9aG8KbbnfN4T2QGh3hnZZaM8LbRlPtoZ2Y2iXhracs7IG/cvZLZefFvNePPs1eVpgPiu0ZeBeHtrygJSJprTlJrottOXFoLz0XBLaY6Eti/1HQ3taaKu7QluOoyyIy4RQ2rKg+HxoLw3trtCW71YW2mWBcHdoyxBfXtLKGDw/tGUCKxsjnw1tGVfLC/M9oS0L16OhLfdOGVfLvf7S0JZF6+dCW5WXmfJSV17UygJz0ylwDOWclYV2Ob/nh7a8GDwntDfOPp15+1MP2H6SGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBkLZhteG740D2hvT+0K0O7PbQbQlv+VOD6OTqGFaFdNkftmtAeDG25buUYloZ2jDFOxH62bg7tztAuDu05oT0/tOX+ORLafaFdGNq5usblGMp9eXtoLwntGaF9OLT3hrbcO+tDOy+0M6Et3+1waMs8uzG0q0K7KLRfmaPPHWOMdbGfreeGttzvZd0z64XXGOOs0JZ7otzD5TkqY1ppN4V2f2jnh/aUcjS0ZQAoA+Fcfe7q0Jab6JHQlsX+VaG9KLRlkVIe0t2hLQPxxaEtk/4Y7VzcEtpjoX1eaO8K7fLQlmdjrq7HFaF9f2jLM1fuy+tDWxbE3xback+WcarcO18MbXnxKnNR+dzNoS3zy22h/e7Q3h3abaG9PrRlTr4wtGO0+/K+0JbxpGwElk2ULaEti8Y7Q/v80J4e2j8N7TWhLS+37wptmWdPwk9yAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJisBbMND4cP3RDaJaHdGtrFc3QMR0J7IrR7Q/us0O4O7aOh3R/acu+cH9pFof1KaMcYY0Vo94W2/KnSBaHdE9qjoS3Pxg2hPR7a7wntTGgfnKN2YWjPCO2y0JbzUJTnfnlo14T2+tCuDu3loT0vtA+Ftjg7tLeHdntorwhtmePGaPdwmWvL9bgwtOW87QztuaHdEdpVoT0Q2kOhLWuDspYp67SDoT2lbAxtWRB/JLSXhPZYaC8LbXmgy6R0WmjLAHtnaNeGtjwgzwhtWVyWQb4MgmPM3cR0VmgfDu380D4Q2rIIWxraW0K7JbSXhnZTaL85tF8ObZmU/iK060JbXgzuD20ZV8vnXhvaL4V2ZWjvDu05od0W2rKJMi+0Zd4q162MJWO0RfkdoS1jcGnLvVY2csr8Wa5z2Wgo80t57stGa2nLerV8t5Pwk9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJmvezMzMzGzCDfPmzfpDzw4HcFZobw/t7tCeHtrloX00tAtDuyS0i0J7MLR3h3Z9aFeGdnFoj4Z2jDF2hrYc82mhPRTacrwLQrs/tLMfIdp52BfaY6HdE9pyfq8N7abQPhDaE6G9NbSrQ1ue+3KvrwjtQ6Etc9HS0Jb7d35od4V2WWjLvXM8tGVOHqNdj/LZR0K7IbRbQrs2tOV67AhtOb/lOj8c2lktPv9KWXvN1bh6y+yWy0+Led8VZtyySCmL0TIY3xza80NbBuMLQntTaMtiYlVot4a2TM7lu70gtGXCLd9tjHZPbAxteaTL4vmM0JZBqLwAPhjaA6H9fGgvD215PjeHtpyHj4W2PMtXh7aMlc8LbXmRKfPAvaEtL+5lIi8L7XWhLQu7cgxlUVXG4DJG3RbaMcbYHtoy/pXns4ztZQG/LbTl/infrbwYlPvyytB+PLTPCG25FmGDceYDTz2B+0luAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJO1YLbh6vCha0O7K7QXhvbQHLXLQnsgtAdDOy+0M6Et3+380BaHQ1vO2RnxODaF9q7QPhDajaFdE9o9oS2Ohvbm0J4V2jWhLcdbxrSHQ7s1tItCuz+0Z4d2W2iPhPai0B4PbXmGdod2b2j3hXZ+aGc9eY8xloa2zIc7Q3tZaMdo1+NEaMu5KPfa+tCeFtpbQ1vmz7tDe1VoV4X20dBuCW1Zy5Tx75RSbuRyQk4PbXnwysK1TIzlwXsotGXSL9+tPCDlpi/X4vmhLZN+WfyU+2yMdt7KufhKaBeGtgzc5UWtTEplEXZxaL8rtOXla01oPxXaS0JbXm7Lxki5d64I7R+G9jWhXRPa8pJ2Q2jLIvDB0C4J7TeHtjxvZTPg9tAuDm3ZpBpjjCtDW16wy0JwQ2jL4q68qJX5vlznMsddG9q/DO0FoS0vHOXldk1oT8JPcgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYrAWzDS8NH/rwHLUzod0U2nmh3Rfaw6FdE9rVod0a2pWhXRzaotxnN4V2RzyO+aFdFtptoV0V2p2hLff75tA+GNryp2vHQ1uez7Vz1G4P7cLQbghtOQ+7QlvunaWhLffO+tCWeeC+0Jbx4ZzQlnu9XIv7Q3sotOeHtpzfMcbYHdrTQlue5TKulvn+htCeFdriSGjL81nOQxmnynN/SWjLNT6llEVNmXDvDu0zQntZaMtNtCu0nw/tRaGd9ZvUGOO20G4ObXmZ+mxorwztitCWAX6MMQ7OUVsWCUdDuya0ZXD7s9CWZ668UJVn4+bQLgrt8tCWzYNHQ3teaO8M7Qvn6BjKPPDF0JYF2LrQlpepsjFSNjDKWFmU83BvaA+E9pmhHaMtlsqcuCa05fn8f0NbXr7WhPbc0JZztje0Za4t56G8RFwY2mOhPQk/yQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgshbMNjwSPnRTaG8J7RWhPRzaHaGdH9ozQ7s4tA+EtlyLch5Wh/ZQaP8ytOW7VQ+H9uzQPje0d4Z2bWg3hvZ4aMv1uDe05Xj3hPZoaMs9XM7ZrAfgMcYjod0S2nLdnhXau0L7aGh3hfb+0K4L7dbQ7g9tGUsOhraMD8dCW+7JFaEdY4zloS1zV3k+yxgxE9oLQ1uOt9wTS+foGMp1Lte4PEefDu2G0J5Svjm0nwjtVaG9I7Rlsrs1tOV4vxTasoBfEtozQnsitGUAenZot4V2d2hPD+0YY3xXaMv989HQlmMuk255wX5+aIsLQlteQm8M7feHdl5oPxzai0NbJpoy2b03tOW5eCi0ZbOjvCCdFdoypu2ao/bLoV0W2jK2HwhtWdCUxf4Yc/fiviu05byVZ7m8hJYX7BeHtmyIlnm5vMiUeeDB0JaXtOtDexJ+khsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZM2bmZmZmU343fPmzfpDd4QDWBXasiO/JbSzOgF/Zf4cfe6Zod0f2vtDuzi0x0N7eWjLd3s0tBtDW4/jgdCuDu2R0G4I7eyf5DFWhrach3IM54X2YGh3h7Yo49SS0B4L7aLQPjJHn1vu9Z2hLePU+aG9L7T7QrsutHeGtpzf00Nbxp2joa3KOV4Y2jJ3ledz+Rwdw4LQHpqjzz0R2jK2l/NwOLTl3lkR2utnt1x+Wsx7YzjTd4QPvji0ZaF0b2jPCm256W8I7XNDW85DuYXKhFsWa+UBeTC05WG6MrRjtMGiXOc1oS3XrpyLzaF9OLRztbAqE25ZfGwPbVmwlY2GMvZ8MrRnh/a00JbnoryklWtcHAhtuSfPDW1Z/JTxrzyb5RjKS2W5buXlZIz20vFQaMvzeVNoLwrt3aEtNoe2zBnbQrs0tGU8KWNaOd7wMjXze089KftJbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTtWC24a7woftCuz+080N7LLQLQ3s8tDOhvS+0y0J7RmiXhvbh0H4htOeF9pLQ3hPaMcY4GtrNod0a2uWhXR3abaHdOUfHUL7bDaE9O7RrQ1vGkzKmHQptOd4HQ1uuRTmGMg8sDu2i0N4c2jJeHwztnaFdF9r1od0V2nL/nhnaco3HaNe5PPdl7no0tNtDW+bwcj1WhLasp8rnlvNQ5owNob0rtEtCe0q5JbQXhbYsRstFKZNHuYnKQrAsaMqEcG5o/zy0LwltGTA/H9ryElEW8OX+HWOMvaG9MrRlIHwktAdCWyaaL4Z2U2g/FdpvC+1HQ1vun+tD+8LQlvFvY2jLAmhXaGe9izPaorG8GJTP/VJoyzm7LbRlrNwc2rJxUJS5s8xxZZ4dY4y7Q1sWd5eGtmyilHNRXr7KGPFQaL8rtF8J7SdDW+aty0NbfqS6rL2+gf9aAAAAAAA4pdjkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZC2YbXhY+9O7QHgjtstA+FNrTQ7s3tOU8PCO05TzsCm35bmtDe1pod4V2R2hnfaP/lYdDu26O2vJsPBraVaEt52F3aMu9dlFoy3U+K7TlWtwa2sVzdAxlTJsJbXnul4e2PMs7Q7s0tBeGdkto54d2e2jLfVa+WxmjjoW2zIdjtGd5rtYG5XqUNVK5Jw6HdkloD4a23O+bQlvGiAfn6HPL/X5KKZPzc0JbHtT9ob0gtF8M7WdCW26Mz4Z2fWjLtVgd2jtDe25oV4T2UGiPh3aMdo7LuSiLpXIuFob206EtysRf7rXy43HPDu2NoX1uaC8ObVnUXD9Hx/CfQlvG1atC++HQnh3asiFwR2jnhbbck9eHtrwEl+etjJVl4bwotGO067EmtLeFtjyfl4a2LPbLOS7H8J9D+0Boy6bPGaH9aGjLedgX2pPwk9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJmvBbMPbw4cuDe3W0F4a2meE9o7QrgrtJaF9JLR7Qzs/tMtDeyi0R0K7OLQHQns0tGOMcW5ot4d2Z2jPD+360N4T2rWhLX9iVu7LYlto94W23MOHQ/toaNeFdia0xT2hXRTaMqaVzz09tFvm6Bh2hXZDaMtYeSK0K+boc8s5q/3u0Jax53hoHw7txaEt81w53jJnzHqhGJVxqqwr94R2V2hPKWWB8MXQLgntjtDuCu2m0N4X2nLDvTC05eEvbVlMlEHwzNAWZbD6bPzsc0K7MbRlsCgvSWVxd15oy7NRzvHq0B4LbVlYlUmpvEyVtryMLwztZ0JbnuWygVHmjM2hfSC05btdHtrrQlvmrbLpUzYaVoa2LLTL+S2LqjHGeHZoywK+zHNlvC4vSWVOLGuO0t4f2rNDW8brMg/cFtr/N7TPDO1J+EluAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJO1YLbhTPjQA6E9O7T3h/bO0K4J7SOhPR7alaFdE9py3Y6Edm9ot4Z2TWhnffOOMU4L7RhjrI79bJ0b2vL9yr1W7olloV0b2i2hLc/9xaFdGNrDoV16CrTzQ7sjtOX8PhjaMp4cCu3+0G4Obbkfythexp1joT0a2gdCe1loyz05xhiPhrbcE+W5Xxfaco73hXZ5aO8LbfkJhzIPPBzaMg+U+31xaOeF9pRyIrQrQlsekLLYPz+0ZaF0a2gvCO0HQ/uC0JYF2LbQbg5tWZRvDO2Zob0qtGO0waIsRg+GtkwIZdDcHtpPh3Z9aJ8X2nL/7AztWaFdE9oyiZbrVibRMjmX5748R7eFdlFoy8ZIOYbvDG0Zp8oi9+rQFuU+K4vLMpZsCG01Vxs0ZSFY5ozdoT0ntHeHtlzn0pZzVtZpZS1T7ss1oT0JP8kNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLIWzDacHz50d2iXhvac0M4LbTnetaFdEdo7Qrt3jo5hJrQHQluu24bQlnvyeGjHGOPe0K4M7bHQ3h/ao6G9LLS7QluOt1yPck+Ue3h1aHeFdltol4W2XOPiUGhvDe3C0JZx6sWhLc9xmQfWhPZIaE+Etty/5U+zy9j+5dCeHtox2v1Tno09c3QM60K7PLTbQ3tJaMtcVMaIJaHdFNq5um7lOTqllMVzeajLCTk7tGXh+sXQPnuOjuE7Q1sekFm/dY0xLgzto6G9MrT7QlsWwy8M7Rhj3BfaMpEeDO2DoT0c2hfM0ecWnwntBaG9IrTlHn4otFeFtixqyuJuZ2hXhbYsfsoGRrnPtoT2zNDuCO3Vob0rtEUZ/8pYsjG0i0Nb7t8x2j38LaEt99qa0H4utA+H9u+Ftrzcls2ysiD+ttB+MrTlHv6p0P7H0J6En+QGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFkLZhseCR96NLSLQrsntI+GdkloN4b2YGjXhHZZaOeFdndoV87RMZwI7YrQbgntGGMcCu3m0JZ7eH5oLwvtsdCWZ6N8bvlup4d27xy154V2YWi3h7Y8n8tDW87vrCeM0eaBraH9TGjXhracs/Knw+WcFetCe2dot4W23DsPh3aMNvaU+WhpaMs8UNYcxYbQlmtXns+zQlvm8HIMm0Jb5pfVoT2lnBvaG0M7E9oHQntvaJ8Z2rtCWxaC5RjKzXkgtIdDWyalsvgpk/OO0O4LbVXute8L7frQfjK0ZfJ4XmivD215GT8e2ltCW+738jL+hdCWhdUZoS33e1k0lut2TWj/MLSrQltepsrYXuat8jJVNnLKy195hsqida7mgTHG+ObQljFtf2jLM3dBaM+co7Y8y+U5+nRoywtgWZSfH9oPh3ZzaE/CT3IDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmKwFsw2Xhg9dHNpDoV0Y2meEdn9ot4R2TWhn5ugYLg7tjjk6hktC+3Boy/GeEdoxxjgS2p2hLff7idB+ObTlvD0ntKtDuye05fzuC225FutCW/7ksBzDitCeFdq9oS33ZDnec0P7SGjLd3swtOV+uCC0W0O7LbRFmet3hbbMRWOM8Who7wrt2jk6hrLuWRLaMkaUMbjMteVeK+ehjO1XhPZYaO8O7SmlLGpuC22ZRA+HtigD94tDW26MD4a2TAhlsV8e/nmhvTa05YG+JbRlITrGGMtDW14Ay+J5UWgvDG05FzeHttyXK0M7VwvX4r7QbgxtWWAeDO13hfa9oS3P/adDe05obwxtGdvLi8HR0J4e2rJgvDO05WWqLBg3hbaM12O0zbL1oS0vX2V9Uo6hLHLLc1/GqTK/nBna7aEtC+JLQ7smtOXZOAk/yQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgshbMNrw1fOgloT0rtPtCeyK0h0K7JLSnhfbm0B4I7d7QHg7txtCW67Y8tKtCe09oxxhjaWj3hLb8qVK5dhtCe3pot4T22tCWZ24mtOeFdmtoj81RW8aTC0K7O7TlXi/3ZPluC+foc8sY8VBoyzNfvlu513eFtowPa0K7M7TlnI3R7svSljH4zNDOejE1xlgU2nKO14b2wtDuCO2K0Ja56NHQljG4zBmnlBtCe0VorwttWWiXxd280P7n0F4U2jKolJvok6FdE9ozQluu8eWhfUZo7wvtGG3AKpPNuaG9JbTHQzs/tM8N7VdCe1lo7w1tOb+3h7ZMzuVZvjG0zw/tmtCWRePB0B4N7f7QlmfzytCW560scstCu7Tl5aS8TJVFYLkf1od2jLYQfCS05eW2nOOygXFxaMt3Ky8c5TqXNdKzQlvWSGUj56rQfjq0J+EnuQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABM1oLZhs8KH7o0tHeHdkNoD4d2b2g3hnZXaMt3uyC0R0O7LrTl/B4J7aOhPRDaS0M7xhgrQnt/aO8N7arQLg9tuR7FLaEtz9zZoS3frRzDw6G9MrTlmbsrtMdDe3poV4Z2U2jvCO1MaMsY8Uhoy3hd5rhZT8ijjVHbQ1vm7zIPzA/tGGPsC215jsr8uS20ZTwpc0a5HutDuye05XgvD22Z70+E9uLQfiG0p5QyMZYB9kWhLQvMh0J7MLTLQvuZ0D43tGXyKBNYGdgWzdExbAltmezKORtjjMWhvSK0N4W2DELXh7Zc5zIYnxfaz4b2+0J7Y2hPC21ZIDwQ2gtDW14sfz+03xLa8tyXF5myUHowtNeFtrzIlPNQXhTLQrtsEK0N7Y7QFpfFvozBZfFc5o1yr5V54NbQlvGkLIg/FtrXhLaMlZ8MbXlhLc9nuW4n4Se5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEzWgtmG94QP3RjataE9Htpdc/S5R0K7O7QHQ7s+tI+Gdmdoy3U7LbQ7QvvZ0O4L7RhjnB7aRaGdH49jtjaHdia0Xwzt4tBuCG15NlaHtlzj8rn3h/au0F4c2nWhfSC0xdE5asv9uyq0u0J77hx97g2hvSq0C0O7NLRlHijzyxhjHAhtGVdvC+2y0JbzVsbKNaEt56yMPWUOL+PJktCWMaKMwReE9pRyY2gvDO0HQntpaMtFOS+0zw1tmTzKwuOi0B4LbVEekDKwlcXP5tC+PLRjjLEltHeGdkVozwrtX4b2stCWye6m0Jbv9snQ/kBorw9teZY3h3bWuyKjbQiU61bG67K4K+esPBd7Q1uUeeDm0J4R2vJclPNwX2i/ENpvD+3W0I7RNpSuCG0ZT64NbVmMnh/asoAvGw3lx47LtdgT2jKmlTXSx0NbNmX/yVP/Yz/JDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCy5s3MzMzMJnzhvHmz/tAj4QD2h3ZVaA+EdkVoHw7tmtDuC+3O0J4R2sNz9LmzusH+ypbQHgrtxtCOMcbx0C4L7fbQzv6JG2NpaMvzuTe0V4e2XLtyHk4L7e7QrgztwtDOD225FsWi0M7Vd9sR2jJWHgxtmYvKeTgR2vJslu92TmjL81bOWb1/y335YGiXhPZYaNeEtny3cv+sC235CYcyH94a2nL/lHXapaFdG9o/nt1y+Wkx76fCk/rl8MFvCO0fhPajoX1NaMtEXgbuG0JbFgjfHNoy2T0a2m8PbbluZSFaH6UygTwjtB8M7TWhLS+sZTAu5+3c0B4NbVl8LA7tmtDeHtorQ1tehO8L7d2hvSK05X4o3+380H4ptFtDW8b29aEtL4p7QlsWKReH9j2hXR3a8mIwRnuWy3krz9FloS3KJlF5jm4L7XNDW8a/srFWFs/3hrbML+E+m/nTpx4A/SQ3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMlaMNvwcPjQJaHdFto1oT0rtHeGdmVo54f2UGiXhfZoaA+Gdia05Xg3hrac312hHWOMpaFdGNp1oZ0X2vJ8nghteY72hLZcu7VzdAw7Q/vM0B6Yo/ac0N4T2nItyhhxf2g3zVF7e2jLvXNmaJeHtow7nwttOQ/nh7bM3+U+G2OMFaEtz+ejoT0S2jInlnZNaLeHtswZq0Nb5oyyPinrymOhvS60p5QtoS0X8D+Ftpzol4b2kdCWBWYZjC8NbTm/ZUFTBu7yMN0c2jIQnxva8t3GGGNVaMvEdHFoZ/3GPMZ4dmjLs3xLaMtEc29oywJoc2jLC9LVod0V2v2hvSS0ZYFZrsXx0Jaxp7woLgptGafKtSifW57j9aEtG0R3zNExlA2Jsskwxhh7Q1vWBheG9sHQlutcNuHK3FUWxB8ObXkRPi20ZS4qn1vG9jJ/n4Sf5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWQtmG84LH7o/tItCO+uDHWM8OrHPXRLa8icTB0L7cGjPDe380M6EdmFo14W2fvZ9oS3PUTlvZ4Z2fWhvDe3x0G4IbbkvyzlbGdrPh/bC0D4ntOW7HQ1tGU/KmFaeuXKNy/O2JrTLQlvO2a7QPhjaK0Jbxp07Qnt6aPeGdowxbgntxtCWOfH80C4O7ZrQluf+kdCeFdo1oS1ruq2h3RPaY6GdrKWhfWZobwhteZguDm15+MsgVB6mVaEtN30ZYPeF9ozQXhba60L70dCeHdox2rUri9yDoS2TWHlZLM9yGbjvDO1FoS1jRBmM5+rH7soYsSa05UXm6tCWhWCZGNeG9vbQHg7titCWOeOB0Jb7oSyqyubX5tCWF7rdof14aMcY43mhLeetvNS9PLQ7Q1vmgR8IbTnH5fyW4y3P3F2hLWPPjaEtc9xJ+EluAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJO1YLbh3eFDLwvtsdBuC+2ZoV0a2i2hXRHa00J7KLR7Q1vOw+45+tz7Q7sotOtCO0a715aHdnFod4W2HO/O0C4MbXnm9oW2PBvl/K4O7bI5asvxzgvtBaHdEdpy76wN7dbQHg/txtCWsacc77mhnfWEPNr8UuaB8rlzdbxjjHFtaA+HtsxdD4S23O8PhXZ/aC8PbbknyhixKrRl/Vd+IuNEaMsYcUopF+WLoV0T2ntC+3Boy0N6S2jLxS4PSBkIy0KpTHZlEPxyaMvCY3NoHwntGGOsDG2ZzJ8V2jJw3xHai0JbXkLLy/iR0D4ntOU5ui60V4a2TAiXhrY8n+V4rw9tWZSXOePROfrc9aE9ENryoljGknJ+yzl7MLSb5uhzyz05xhgbQlvORVk07gpt2SQqi9F7Q1uU8aTMn3tCW+73Mq6WjcByn52En+QGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFkLZhuuCR86E9p1od0e2jtDuyy0C0O7JrTzQ/tgaMufYlwV2r2h3RXalaE9EtoVoR1jjG8N7ZdCuzW0zwnto6Et1+7M0K4N7eHQlvv9ytCeCO3i0F4Y2nNCuzu0l4a23L/7Q7srtPtCO+tJa4zxQGjLGHEwtI+EdkloHwptOd7Vc/S580Jblfvy/NCWNcf9oV0T2jKmHQ1tGU/KOqLcE0tDW9aKxaE5+tw5d01oyyC/KLSnh7YsnudqMC6LxnK8x0NbFmsXhLYslPaE9pmhLcq9M8YYHwjtaaE9K7S75qgtk24Z5EtbFhRrQlvGk7NDW65xWViVczZXGwLlPJTjLYvnsqApL1Nlw+VYaMv9W453TWjLC8eq0G4MbZk768bIjtCWZ6MsBMuceF1ol4f2y6FdH9qyMVKezzJGlPH6+0P7kdDeHNqT8JPcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACZrwWzDc8KH7gvtTGjnh3ZzaM8M7ZHQ7grt3aFdH9qdof1saC8N7YnQLgrtytCW6zbGGLeGtpzjVaG9N7SbQnsgtA+EdtaDyRhjY2jXhvb+0C4O7Vmh/ebQlvvhYGjLGLwktEdDeyy054V2f2i3h/Z4aC8K7d7Q3hnaMv6VZ2hHaBeGtv6JejkXF4f286Etz1yZl8t5K/dwudcuDG15lm8ObTlnZR1Rrttkf9Ljw6EtA2xZhJUbeUVo14W2XOwy2R0ObVkElvNQ2rNDe3po/1Nov2uOjmGMMb4ztI+E9lBo54V2T2jvC22Z+D8W2stCO1cvdc8Pbdk82BDaM0JbNkbKC105D+VeL+PUBaEtmyhlYVfml6IsqsrLXzkPy0NbXtrLdfvPoR2j3WtljLgmtOVlpmw0lJfbso4omzNfDu3q0Jax/YbQXhfaZaEtc+dJTHZ9DwAAAAAANrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmKwFsw0Phg89HtqZ0D4S2rND+5XQ7grtGaF9NLTl/K4M7eLQlvthfWjLedgb2nIexhhjX2jL91sb2nKOl4d2RWjLOT4S2u2hXRPai+eoXRbae0P78tCWc/ZgaJeE9hmh/VxoD4V2Y2h3hLbMA+eHtpzfE6HdFtqlod0wR8dQrvEYYxwI7f2hvTK0W0NbxuDy3coaaVVoy7VbHdrybJRzNldjWllXnlLKYHxRaB8O7Z7QlodpU2jfE9rzQvvM0JaB+5bQluO9NrTlYbostF8Ibbl3xmgL7fICWAbjNaGdF9rywnFFaMvAfSy0ZUFRJrByzk4LbTm/p4e2nIfyI4U3h3ZRaHeHtjwXZSIvC/iyaFwY2r8I7evm6BjODW25bjeEtroktGW+vy+0ZVOizMtXhba8cBwObZmXXxbau0K7K7RnhfaLoX1JaE/CT3IDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmKx5MzMzM7MJf2DevFl/6J3hAO4I7UWhXRTaY6E9J7QPhXZ1aIudoV0X2h2hndUN9lf2hbacsyOhHWOMVaFdEdq9oS3frxzDfaFdGtr1oV0Q2nL/lGe5jBErQ/ui0J4Z2kdDW+7fr4T2L0O7KbR7Qluu8fbQnh7ag6EtY/DC0B4I7f7QlnGnHO/h0I7Rvt+S0JYxuMxHczV3XRzaMqaVZ272q78xjoZ2V2jLc788tGVs/+jslstPi3k/Fq7KA+GDzwttWex/R2jvCm0ZjIsyAJ0W2kdCWxZ2ZZC/MLTlJe3h0D4ntGOMsSW0Z4W2LKzKJFYmx7L4qBPpbJVJ9JLQfii054f2J0Nbhu35oS3P0c2h3RXassAsL39lDC7PW3mO7w/t1aG9MbRlUbUmtOV5K4vL8kJXNtXGGOPB0D4vtGXu+uPQvjy0ZZOotGUBf29oPxXaDaHdHNqyeP7s3BzDzJ8+9eDuJ7kBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATNaC2Yb3hg9dGdp1od0b2qWhPSe0S0J7emgfDm0xE9qHQrtsjo6h/KnLo6FdE9oxxjgR2vvn6DgOh3ZPaMszdzy0O+boc4+FdlVoF4Z2cWh3hbbcw+W6HQhtuc/K+d0e2jJW7p6jtjzzZfwr52FNaMtYuSG0B0NbHIp9mWt3hbY8c2UtU+7h8hzNC+1NoZ0f2rKeKp87V2PP6tCW5/OUUk5e+ZI/HNpdof3L0D4rtI+EdtZvPKMtEMrgdlVoy0R+d2h3hbZMCGtDWxZ2Y7QXif2hXR7acp0vCG35bl8IbRk0y/GWDYFyDOX5vDm0ZQFfJv2ywCzjVNmUKM/nptBuDe2R0J4b2vJcbAztGaH9TGhfEtotoS0vzOUal3t9jPYcfTq0ZYH5/NDeFdoyTu0LbXmxLM99OQ/l/JZxak1onx3a8tyfhJ/kBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZC2Ybrgwfeji0p4d2XWhvCe0NoX1GaA+FtlgY2nItyuduDO2x0JbjXRvaLaEdY4wrQntmaG8Mbbl/yjleH9rVoZ0/R8ewLbQrQlv+hO+u0B4J7dmh3RfavaFdHtrieGgfDm0Zp8o9WT73/NCW6/ZoaHeH9rTQluNdGtqZ0I7R7p+5+tP6/aHdGdry3cra66zQ7gjtidAeDW15PufqGi+bo8+dc2XSvzC0nw/tktCWm+i20JaB5ZzQlgG23ER7QluUxU9ZXJZ75/bQlsF1jDFeGNovh3Z7aHeFttzvHwptWWCWMeKi0JZztii05fksE9iB0JYFcXn5K4v9O0J7a2jL8Z4R2ptCe21oy/H+p9CuCe2LQltevMpLxKdCe1VoywbcGG2RWxajZe4q4195oXpxaMua489DuzW0B0Nbzll5EX4gtOUaPxTak/CT3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAma8Fsw4XhQ1eE9oHQPhrac0L7pTk6huOhXRzao6E9GNrLQlu+24Oh3R/aufpuY4xxIrQ3hHbWD9wY49LQFrvn6HOPhfaR0C4K7fbQzg9tuR8eDm15lo+EtozXG0JbrnH5E9RyT5bj3Rjae0Jb7slDoS3jw+rQlvtsSWhnQrs+tGOMsTe05RxfENoyL5d7uHzu1jk6hk2hXRraeaHdGdo9ob03tBeF9pSybo4+987QlkVYcV5oyyBUBpVzQ/u50Bbnh/bAHLVlIVoW8HeEdox2zOU4ysvM80JbJtIXh/bTob0ytGXyKGNPWWiXRW5Z1OwK7dlzdAxfCO1doS3n98uh3Rzaw6EtY+Ulob02tGV8KAuPMneWza+yqVbGyXtCO0abl3fFz56tsnlQrl15Pstzvy20a0NbNiPLHF6e5bJGui60ZQw+CT/JDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCyFsw2vDN86KHQHgvtGaFdFto1oT0S2hWh3Rra+aGd9QUeY2wP7Z7QztW1OB7apaEdo12P8v3Wh/bh0C4P7cwctatDW77bmjk6hn2hXRnacs7K+Fe+Wxmvbwvt2tCWeaBci1tDuzi0m0N7ILSHQ1vGhxOhXRTaufpue0M7RjvmMv7dGNrLQ3tJaB8IbRlPjob2rNCuCe1XQrsztOUaXxTaySoDdxlYnhHaD4a2DFjl5iw3/bmhLRPNo6G9KrRl4Vom0U2h/fPQXhza+iNW94Z2XWjLS9K20F4Q2jK4nRfaNaFdFdpyHsrCtUwIu0Nb7vf7Qlue+7KguTq0t4S2jMF3h7bck+Wl5z+Etsxxzw3tHaE9LbRl/Ctj1P7QlsXwGGOcHtryzJXvV15Cy/H+QWg3hPZHQ/ve0G4JbVlzlJe660Jb1jJlM/Ik/CQ3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMlaMNtwyVx86BjjUGjLjvy80J4f2tNCW87ZQ6FdGNqNoZ0Jbflu5RiOh3ZHaA+EdowxzgntHaHdGtqloV0W2g2hfSS094d2U2jLc78rtNtDW67F2jk6hsOhXRTaMp7sDW2ZB9aEdnVod4a2fLflod0f2jIGXxza8hyX4z0R2nWhHaM9y2X+vCS0i0P7YGjL8ZaxvYyr94V2S2jLmq7cw9tCeyy0+0J7Spkf2kdD+x9Ce3VozwjtnaEti7WyEHxuaFeGdndoy+L5itCWAag8/GWhVCeEci5WhbYs4M8M7RdCW158ykvomtCWCeFLoX1WaMuL5VwtwspYWRYIZbF/bmhXhPaB0JbzUCbyo6Etz3FZ/JSX1fIC+pLQ/nlozwttuc+uCu0Y7WVxT2jXh/YDoX1FaH8ktEdCWzZ9Noe2nLPyclJekC4NbVlHlAX8SfhJbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTNW9mZmZmNuFZ8+bN+kOXhAM4O7TFA6G9MLTbQ/tgaDeFtvzJxKHQrgvtgtA+FNr5oV0f2oWhHWOMA3P02eXanQjtqtAW14e2XLurQvtIaPeHdmlol4V29iPlGMdDuyK05TyU4704tOW73RLaPaEt13hDaHeEdnFot4a2uCi0Zewrz3w5D2OMcVNoy1xQ1hxzNXcdCW15jg6HtpyH3aE9I7RlPVWe+3KvLQ/tp2e3XH5azHtDGLnLIL8vtJ8MbZk8yo1cFkrlc8ugWb5bmezKgrE8TGVgK9/t4dCWl4gxxjgW2tNCWwbCG0NbFh+bQ1sm6DLRlPNb7p/TQ1vGnvLcl02Js0JbFtrl+TwY2qOhLfd6+dyyeVAWCGXh8Z9CW8ae8ly8MLRrQ3tXaO8Ibd0YeXFoy7N8T2jLi1pZrt07R8dQNuFK+7zQ3hPabaH9gdDeHNo7Z5/OvP+pL7Kf5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWQtmG54TPvTB0O4O7abQnh7ah0JbzsP60N4T2iOh3R/as+boc1eEdnVo7whtuRZjjLEotPeEdk1oLw7to6G9LbTPDu1pof1UaGc9SI0xFoZ2aWiPh/ZQaGdCW5wb2nK8t4S2fLcypq0MbVGOocwvZY57Rmh3hHZLaNeG9lho671+RmjXhHZvaJeH9mhoD4S2zJ9XhrY8y2WNVObOMm9dGtoytj8c2lNKGQi/EtpyI18W2vJA3xXa80JbbuTrQ1se6LKYKNdie2ivCu3ZoS0/NrUvtGO0yeb2Ofrcg6G9JrTlnigvM+U8lJevch5uCu2y0JbjLRNCeY7KePLNoZ0f2gdCW+6zsmArL5VlQbxhjtrPhLbMceVafCG03x3a8lyUzbox2ov73wvtfwjts0Jb5s/S3hvaPaEtmz5lE+6e0JbnqLxElA27E6E9CT/JDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCyFsw2PBw+tOycnwjt7tBuD+2qOfrcR0N7TmgXh3ZnaPeFtny35aGdH9rLQrs/tGOM8UBoN4X2SGg/G9rNob0gtLeH9sHQXhjaR0K7LLTlGh8P7RWh3RPa00NbxsqbQrsktGeGdtEctWV+Kdei3JOrQ3sgtGWsXBjah0M76wXEGOO80I7Rrt3NoV0T2nLMZR4o42q5J8r6pMz3Za4tz9FDoV0R2stDe3ZoTynXh7YsgMri7qLQbgvtutCWgaJMHmXSPxjaa0JbFs9/GdrihtCWBUJ98MqC+OLQlnuiTAhlgVnu4XKvlcVHecm/LbTlWS6LmjNCW16w7wrt2tDeGdqyCCv3+rHQlhe6q0P7rND+u9CuDO0PhbaMwaeF9iuhnRfavwjtd4V2jPbcfzy03xnaudpgLC/uO0JbxpNdoS1rutKWhXaZizaGtrxgn4Sf5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWQtmG24JH/rs0N4V2n2hPTO0u0M76xM2xlgS2h2hnRfavaG9ILTluz0c2oWhvS+0x0I7xhjrQzs/tJtDuyq0RXmOyr1WjrfcE0tDuz+0p4e2fLedoS0eCO3R0G4IbRkri/J8lmv8rNB+JbS3hbaMaQdCW+aicj8sD+2K0D4S2jHG2B7a8v3KnFjuiXK8zwzt/aEt98RpoS3frdwTl4b2SGjLWLkstKeUNaF9eWi3hfaW0M6Etkyi3x7aE6FdE9pyc34+tOUhXRnaMomWAXN1aMv9MEZbqJwd2utD+62hfSi0F4b2k6EtA2EZjMtLflncHQ9teUm7dY6OoTxH60JblBfQs0JbvlvxH0Nbztllof1EaMuYVhbP5UW8bHZ8W2ivC+0YY7w4tDeGtrxYlgVbuX/K8Zb5/ozQloV22TS8OrTlXisvrGU82Rjak/CT3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAma97MzMzMbMJnzps36w89EA5ge2iXhnZjaE+E9nhoLwntg6HdE9q5cnpod4a2fLf5oV0Z2jHG2Bva5aGd/VPU7rX9oS3Huym0c3XtVod2R2jLc1+O4UhoD4d2fWgPhbacs0WhXRLa8lyU87smtOV+WBDaB0JbnovyJ9TnhbaMD7eEdk1oxxjjWGiXhXZraMt1Ls/Gw6EtY/DR0O4K7YrQzmpB+VdWhbaMf/eFdndo75rdcvlpMe//E0bNO8MHl8VPWVjdHdpyw20ObRnkTwvtzaEtA3cZ2MpgtSW0ZQAqk/MZoR2jLYjLcdwQ2ueH9vOhvTS0ZWFVhqvygl3a20L7g6F9X2jLmHZlaO8PbTlnF4T2utCWMa285JeJvCwwy0ReNho2hLbYFtqzQ1vGs7LAXRjaMdqYvTi0ZXH30dCW71eu3TmhLfPn7aF9QWjL+FfGtPLcl5eTsOEy8/996knOT3IDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmKwFsw0vDh96a2gvD+3S0G4L7fLQzg/tltA+FNpFoV0T2vInHjtCuy60M6HdG9oloR1jjHND+2hoHwnt2tCWa7cztOeHtjyfd4T2rNCW5/5QaM8I7e7Q7g9teTbK2HNRaDeFtpzfA6E9GNoyVi4M7ZHQXhnacj+UZ+jB0K4O7ZrQlmsxRrvfyzNX7stjoT0ntGV+ORHaZaFdEdpy7co9PC+0+0JbrkU5v6eU60NbBqyVoS2Tc1k8l5vo+Bx9bhmAygJsTWjLQ3p/aL9ljj63XONbQjvGGBtCW+7h7wrt50M767frMca9oS3P3PrQ3hXa8syV8/Cp0JbFaGnLGFFeQstkVz63bGBsDe3h0JZ7srwEl/PwQGjLOPWV0JaX4OLM0JZxtYyTY7R77erQ3hjasmlYXurKhktZjJbNg9NCW9YcZQFfno3y3H88tPVl8Sn4SW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk7VgtuH28KFL5uIAxhgnQnt6aHeG9nhoV4b2zNAeC+3C0B4ObbluD4W2nLNyP+wI7RhjrAjtgdDOhLZcu22hnR/acr/vDW05v18KbTm/60L7cGjPCW0ZV/eF9trQlud+f2jPCO2u0N4R2ltC+6zQ7g5tmQ/LPLAotAdDW+71MpaU8WyM9v3K+L42tHtCW9YRq0Jbrke5f+4Jbbl/Lg7thtDeHdqjoS332SmlLIAuD+1toX1faJ8b2gtCe39oF4f23NCWReDNod0a2vLdysC2NLRlIVoWNGOMMS+0ZZB/MLRlgC2LpfLCuiu0ZQFf7p/yElpeFg+FdnVoy0JlWWgfCe2u0Jbx+vzQfjK03xXasgAr419ZKJ0d2jKulhe6stlRFjTlGj8/tGXROkZ75v59aK8JbZm7ynx0VWg/Etpy7cqcUebP8uPMF4a2zAPlOSobgSfhJ7kBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATNaCb3g4xjj8dRzIbCybo889LbS7QrsttPtCuz60p4f20dCuCW35bsdDeyC0x0I7xhgHQ7sptCtDuzO05dm4IrTlHt4e2ovm6HOfO0efuye0M6FdHdqjob0rtGtDe15o7w7t/aHdENpLQ1vOb3mOyzh1c2iLMg8sn6NjKOd3jPYn8JtDW65HuX8OhbaMEeeH9uHQrgntitDOC22ZX8o5uze0a0J7Sik351dCW264MoGVB++Lob0mtDeEttyczw/tt4b2C6HdG9qywC0L+PLwvyS0Y7RjfmiO2vLyVRZWZbK7MLSfD21Z3JXn6JtDWyawsgi7I7TluS8LqzNCeyK0D4T2zNCWZ7m8YJ8b2vmh3RXa8hJcFhOXh/bGOTqGsoAvz9AYYzwS2meFtryMl3VPeaEqL6zlHJf2Q6Et1+6y0O4KbZmTy3xY1qsn4Se5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEzWgtmGW8KHXhDanaGd9cGOtnt/X2gXh3ZvaC8P7YrQ3hzag6HdFdpyzjaG9szQHgjtGGMsCu2jod0a2hOh3RDacl+uCu3K0O4K7VyNJ9tCuy605TyUa7EptPtDeyS094S2jMEzoS3frTxDh0O7MLTleE8PbbnPdoe2fLdyjcuYOsYYe0J7KLRl3ihzYjlv80Nb1ifLQntWaMvaqxzv3aH91tAuD+2u0J5S9oW2TB5XhPbW0C4J7bzQrp6jYyg38o1zdAxlgVDOQ1m0loepTErHQjvGGNtDWxYU3xnaD4Z2fWjLQqVMNBeHttzvzwxtmZzLIuyM0JbzWxZs5buVZ65MjGWsLGPPDaE9J7RlIVhe0sp8eFdo14b2kdA+J7S7Qls2iMpCdIx27co5Li8SZR4o98TtoS0bI+Ucl/nz2aEtc9FHQ3taaC8NbV0bPAU/yQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgshbMNtwQPvS+0K4I7eLQbg3tI6FdFdpNoT0Q2mL5HH3u5tAuDe1fztHnlvt3jDGOh3bRHH3ultCeGdpy3haGdntod4f2WGjLeShtGSO+Etp1oT0U2qJ87pLQHg7tidBeFNoyv9wZ2l2hvTi05Zw9ENryHJdjKJ8768XGXylj5dHQHgzt/tCWMeL00M4L7bLQlmfj46EtY3s5D+Vzy09vlHv4lHJ+aG8K7YdCe1loy805E9pbQltu+leG9vrQFmUBX276siAu12JvaMtL2hhjnDFHn/1QaC8J7e2hLc/GdaEt90+5J8pC8I45OoYypt0a2jJGrA9tWQCVBXE5Z2UTpUy4u0JbzsP9oV0T2u8KbVlolwXjjtCWcbUsRMuzOcYY3x7asrAq91p5aS7jdbkvy0vSJ0J7aWi/ENqNoX1maB8O7b2h/QYuyv0kNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBkLZhtOC986PzQrgzt+tCemKO2mAnt6tDO+qKNMTaG9mhobwvtuaG9ILSLQrs/tGO0c1y+32dCe0loLwrtgdA+GNo9oS3n9+zQPhTaJaG9IrS3hrY892Ws3B7abaEt48mK0J4e2jJObQ3taaEtY08ZK8s5WxXaMseVe2dxaOsYXD673D8LQ7sstOUnBsoxbJqjz30ktOU8lOdoaWjL2L4utGVcPaU8HNoysBwObXmo94W2XMAvhbbcnGWhdHtonxfa5aEtE82Fod0S2rJAKO0YYxwL7drQlhfW8hJaFrnPDu1bQ3tlaMsYcXNoywK+bDTcEtqrQ1smpUdDW17o7g7tjaF9eWjLAqE8b/eEdm9oy+bBTaEt82EZH8q89czQlvthc2jHaBsCZVOivKiVjbWyKP+O0H46tGXNUV5uy3k4FNodoS1r0LL+Oye0J+EnuQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYLJvcAAAAAABM1ryZmZmZ2YQ/NG/erD/0YDiA3aFdHNo7Q3tuaE+E9q7QFhtDuyK0e+uBzNL5oT0U2p2hPRDaMcZYENpZPUB/ZU9ozwzt8dA+Gtpy7cqfmG0Nbbkvl4R29iNaU8a/RaFdFdryHD0S2g2hXR3acs6WhnZHaMv9e2FoHwxtuSeXhfah0B4L7dmhvS20Y7RxdV1oy3O0KbRlzVHu9zIPlHO2MrRlHVGO4eOhLddtc2jLnPzZ2S2Xnxbzrg6jRRnc1oZ2fWjLRLM8tGWxdjS0ZaFdBs2yGL04tB8K7TNDWwbXXXP0uWO0a1cG47JQORzaMsCWRW453tLeEtoynpSJvyysyrPxcGjXhHZbaMuYVr7b9aH9RGjL4q68KJ4e2i2hLYu1sgArykKpbGjtD+39oV0Y2jHa2qBsSmwPbXmOyvUoY1p5cS+bhveEtoyVZc1R1mnlc8taMcydM/+/p16T+0luAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJO1YLbh/vChpd0T2rWhPS+0xaLQnhPa5aHdHtpDoV0xR597b2gfDe2y0F4c2jHaPbwvtItDeyK0Z4b2SGiPhvaM0M564BljHAvtktA+MkfHsCG0d4f2eGhPC+280JZn+aLQlu9W5ozNoS3P8RdDW/4kea6eoXKNy71TjqHMGWOMcWFoy/xZ5pgvh3Z9aMs9sTu0Zd6aqzHtjtBuDu3C0N4S2tNDe0opN1FZ3JWFx8bQbgptuYDlPFwQ2rKYKDfnrtBeH9rykJaF3dbQzoS2DFZjtAG2TDbzQztXL0lLQ1uu8+rQlpekA6E9O7S3hbbcP7tCuyO05VqUBeaDoX1maC8J7QOhLQuw60O7ObRlc+b+Ofrc8hwfDm3Z9CkLmptDO0Z7Qbk+tGtCe0VoPx7a8sJRNlw+NUefezC0ZV4un1s2OctzVDb3TsJPcgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZNnkBgAAAABgsmxyAwAAAAAwWTa5AQAAAACYrAWzDXeFDz0Q2k2hnR/aR0K7I7Rnhbb8CcJMaM8L7aHQHgntrG+c0e6Hch6eE9ry3cYYY3doV4T20dCWY94e2mVz1D4U2l2hXRPau0NbrvGG0JZ7eGVoy72zJrRLQ3t6aB8M7bmhLWPww6F9ILTl2Sxz3LzQ7gvt6tCWefZYaL85tGO0sefm0Jb5qDwbZ4b2zjk6ho2h3RLa+0K7J7RnhHZvaMs9XJ6NU0o50UtCuz60i0NbJuflob0gtDeFdltoy8NfBrajoS2T0q7Qlvvs+aEtA9AYY3wutOUcnxba60J7PLQ/F9o/C23xrNB+JrRlMC4LwTJGrAttWWiXBdDFoS0vBodDWxbEu0Jbjrdci7tC+x2hfUZoyzN/YWjLorWMUWVDosxbY4yxNbTlOpd545zQlme5zPcfDW15NhaFdn9oyxxeXjh2hraMlWXD5ST8JDcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAyVow2/CR8KEbQjsvtHtDe0loD4f2vtAuCe2y0B4K7a7Q7gjtBaEt321+aO8I7brQjjHGytDeNUefO+uHc4zxUGiPh3ZXaM8K7emhfTi0i0N7RmjL/V7GtNtCW+6dg6FdFdq1oT0vtA+G9obQXhTaMl6XZ3N9aPeE9kRoy/xdjrfM9WVsH2OMR0NbjvlYaMtYeSC0u0O7K7TluS/fbXtoN4X23tCeE9pnhvb20J5Svi20ZdG4LbRfDG1ZaJeBe+EctWViLOfs20NbBsHyI0tXhvbG0F4X2s2hHaNdj3KdV4R2rhaYD4S2TGDlhXVLaBeFtiiLhDJ5bA5tWeyXl5OyQCjXYldoy8KjLODLy3iZyMu4ujO0ZfF8TWjLy8nR0JaFXZlny+bMGG1xdyS0W0NbnvuyOVMWjeeGtjz35TkqY2V55sq9Vl7c52rtdRJ+khsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAk2WTGwAAAACAybLJDQAAAADAZC2YbbgkfOi20G4K7aLQfjy060N7LLQzoT0ttDeHdlVorwzt4dDuD+3S0Jb74UhoxxhjRWg3hvZAaFfPUftoaMt9eVdoyz1xRmgXh3Z+aB8J7c7Qbg1t+W7PDu3B0N4T2vJcbAhtuW5lvC7zwPHQlmt8emh3h3ZlaMtcf0doy3M8Rpu79oZ2YWjLHLMrtOVclM8t5+xQaMt9uSe05V4rz3155so67ZSyJbTPDW1Z/Hw+tM8MbXmgy0BYFkrlIZ2rm6jc9OW7zfrNb7TvNi+0l4d2jLb4KIPbraEtz1FZaH8itOUcXxjaMjHuC215qTsntGWRe19obw9tWeyX52hzaMskWo6hzANrQrsjtC+co2N4W2gvC+3VoS3PfFnQrAtt2YAboz3L5bP/KLRlnlsW2gdDW9YGR0NbXtTKy+1c/Tjz+aEt88uaeBxPwU9yAwAAAAAwWTa5AQAAAACYLJvcAAAAAABMlk1uAAAAAAAmyyY3AAAAAACTZZMbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJisBbMNd4QPPTRH7SWhPSe0+0Jb/lTgWGiPh/ai0N4c2pWhnR/a5aE9ENqdc3QMY4xxNLSLQ7srtHeGdkVozw/tQ6GdCe3aOTqGS0Nb3BvaJaG9ILTzQns4tPeHtoxT5fl8OLQLQ7sptOWcHQltGVcfCe3G0JZ5tsxx54Z2a2jHGGNPaBeFttw/5dqVMbisOTaEdm9o14f2vtDuD+1ZoS3nrDzLZYw4pTwQ2rJgK4PFtaEtC6VysctNX264uZqU7ghtWYieHdrVc9SWxeVnQzvGGKtCe3doXxDavwxteVG7OLRfCe2XQ1uu3RWhLePJraEtY095GS8LqzKJznq3ZYxxW2jL4qdci7laEJcX2zL+fS605cXr+aE9EdoXhrZsjJTFWhl3xhjjntCWsfKy0JZ7rWxKlGejrL3WhbZsVJWFdnmWyzqtbMr+RWjLc3QSfpIbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGQtmG14TvjQlaHdEtpZH+wYY31ot4X2cGh3hfae0B4J7abQLg3t9tCW4z0ttPtDuye0Y4wxP7QnQrsutItCuzi0D4X2UGiPh3Z1aA+E9pHQnhXaS0N7MLQPhPaM0C4J7bzQlvt3X2jLOVsY2kdDW563MqatCm05v+WclWdoeWjLPPtwaMdo98+K0JbnvhzDTaEtx1vWU3N1Dx8NbTneraEtY9oVod0R2lNKmRCOzVFbJo8yGJebs0z65XjPC+2XQ1uUhVJ5SO8P7YOhLYN8eaDHaPf7TGjvCW05F2WiWRPasig/c47a20NbnuWyqPl8aMv9MFeTc3mpLBsNc/VSWV6ayzGUBWY5vxeEtswZN4R2Q2jLhlZ5iSjP8WdDO8YYu0N7WWjLWFlemsta5lmhLffEvaEtG2B7Q1uu21WhLWu68t3KXH8SfpIbAAAAAIDJsskNAAAAAMBk2eQGAAAAAGCybHIDAAAAADBZNrkBAAAAAJgsm9wAAAAAAEyWTW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGQtmG14MHzo0tCeFdqtoT0a2vLdVszR5x6Zo2PYEtp1oV0e2m2hLedhfmg3hrYeR7nfl4T27tBuCO2jod0f2jNDW6wPbfluB0K7J7QPhXZlaE+EtoyVxd7QlvFvWWjL8/ZAaMsztDi0h+boc4+Fdia0x0P7cGjnhXaMNp6UMaIcc7l/LgrtztDeG9rTQ1vWEeX5LPdlOd4y9twT2tWhPaWUCaGc6HKxd4V2+xwdw3NCWxaj5UeAdoe2PCDl5iwTY3kxKAuaZ4R2YWjHGOOR0O4I7V2hLQu2MuleF9qycC3He3NoLw3t2tCWa1xeQjeF9qbQljGtLBDKd7sltBeG9vbQlhfbS0Jb5oF9oS3zQNloKGPaDaG9ILTl3ilj1BhtjvnB0H4wtGXdc1VoD4e2vKiV9rTQlnv4stCWteInQntuaMsL0kn4SW4AAAAAACbLJjcAAAAAAJNlkxsAAAAAgMmyyQ0AAAAAwGTZ5AYAAAAAYLJscgMAAAAAMFk2uQEAAAAAmCyb3AAAAAAATJZNbgAAAAAAJssmNwAAAAAAkzVvZmZmZjbh98+bN+sPfTQcwM7Q7g/trtBuCO3Vob0ntA+Hdn5oV4Z2cWhXhfZwaHeEtjg39uX7PTJHbbnfzwrtrB74v3IitMdCW87vaaH9RGiXh3ZpaIuDoT09tFtDezS0l4e2/AlqOd5toS1jWrkfFoR2XWh3hfah0J4T2r2hLWP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Rau7jjz8+qW9MeZ+0JQOAiKSnp8vkyZMlJSVFli9fLgkJCU0/u+mmm2Tnzp3y0Ucf/YJr+MuLjIxscUXz9ddfL2FhYfLUU0/J448/LvHx8Uddxty5c2XAgAGSlJR03OsxadIkeeSRR+Tzzz+Xc84557iXcyQTJ06U6Ojopv8/fvx46dGjh7z11lvSp0+fE/73AOC/1TPPPCPBwcFSXl4un332mTz55JOyevVqWblyZbNcZWWlXHjhhbJkyRI566yz5I477pC4uDgpKCiQL774Qm688Ub5/vvv5X//939b/TuxsbEyfPhwWbRokVRUVEhgYGCLzLvvvitVVVVNE+GffvrpiX/CJ0BKSopUVlaKj4/PSVn+a6+9Jhs3bpRbb7313/p3j2X27NkybNgw6dChQ9NjgwcPlsrKSvH19f23r8/06dPltNNOk9raWlm/fr08++yzsmLFCtm4ceMxu9B/g4aGBrnmmmtk3rx50rNnT7nxxhulTZs2UlpaKt9++6384Q9/kI8//lg+++yzX3pV/2P16dNH/ud//kdERKqqqmTVqlUyZ84c+eKLL+SHH374t6/P9ddfL6NGjZJdu3ZJWlraCVlmZWWlfPvtt/L73//+P+o2kr8WP/30k8ybN++Ik6w//vijDBo0SK666irx9/eXNWvWyEMPPSTLli2TL7/8Ujw9f75WNT8/X/785z9L27ZtpXfv3kf9dEpmZqYMHjxYwsLC5IEHHpCysjJ59NFHZcOGDfLDDz+0GO8vueQSGTVqVLPHzjzzzCMu/8knn5R9+/a1+rMXXnhB/vd//1cmTJggN954oxQXF8tzzz0nZ5xxhnzyySdy7rnntvidxh7TyMvLq0UmIyNDBgwYICI/HwdJSUmSnZ19xONQs8xGDQ0Ncsstt0hQUFCrk7xlZWVy9tlnS3Fxsdxzzz3i4+Mjf/vb32TIkCGydu1aiYqKEhGRRYsWycMPPyzjx4+XKVOmSF1dXdOFBS+++KJcddVVTcvcvn27eHp6yvXXXy/x8fFSWFgor7zyigwePFg++ugjOe+885qya9eulWHDhknXrl3l8ccfl8zMTHn00Udlx44dsnjx4qbc3r17pbS0VKZMmSKJiYlSUVEh77zzjowbN06ee+65ZhfI3XXXXfLII4/IxIkTZcaMGbJ582Z58sknZdOmTbJkyZIjbqtGy5cvlzPOOENmzZrV9JjjOC06zscffyz/+Mc/Tt5EtwMAJ9H111/viIjz9ddfq/Ii4tx0003OwoULne7duzu+vr5Ot27dnMWLFzfL7dmzx7nhhhucTp06Of7+/k5kZKQzceJEJz09vVlu7ty5jog4K1eudG677TYnOjraCQwMdMaPH+/k5uY2y6akpDijR492vvrqK+e0005z/Pz8nHbt2jkvvfRSi/UsLCx0ZsyY4SQnJzu+vr5OWlqa89BDDzn19fUtns+sWbNUz/1wjz76qCMizpYtW46aq6ysdHx9fZ177723xc8qKiqcW265xYmKinKCg4OdsWPHOpmZmUdcr8jISGf69OnHtb5HMmvWLEdEnLy8vGaP5+fnOyLi/OlPf2p6LD093RERZ+7cuU2PDRkyxBkyZEiL5U6ZMsVJSUlp9lh9fb3zt7/9zenWrZvj5+fnxMbGOr/97W+dgoKCE/mUAOAX13h++/HHH5seO9J4e/HFFzsi4nz//ffNHp82bZojIs6cOXNa/Rvbt293/vGPfxx1PebPn++IiPP666+3+vMRI0Y4YWFhTlVVleZp/dsc6dxysowePbrFOeuXduDAAcfb29t54YUXfulVcT7//HNHRJy33nqr2ePPPPOMIyLOww8/fML/1ueff35ClldbW+tUV1efkGUdy4MPPuiIiHPbbbc5DQ0NLX6enZ3tPPTQQ0ddRn19vVNZWXmyVvE/WuO/FQ53xx13OCLibN++vemxxvH4ZKupqXEiIiKcP/7xjydsmXv37nVExJk9e/YJW+bJ8q/8W+uX0NDQ4Jx55pnO1VdffcT9qTWN/y789ttvmx6rqqpy9u/f7ziO4/z4448t/g11qBtuuMEJCAhw9u7d2/TY0qVLHRFxnnvuuabHGv8tZnntDxw44ISFhTl//vOfW/3dn376ySktLW32WH5+vhMTE+MMGDCg2eNH6jGtOf/885127do5+fn5R81ZltnomWeecaKiopwZM2a0+rsPP/ywIyLODz/80PTYli1bHC8vL+fuu+9uemzjxo0tfreqqsrp0qWLk5ycfMz1KC8vd+Li4pyRI0c2e/z88893EhISnOLi4qbH/vnPfzoi4ixZsuSoy6yrq3N69+7tdO7cuemx7Oxsx9vb27niiiuaZZ988klHRJz333//mOvarl071f580003ndSxkduVADipPvjgA2nfvr2cddZZ6t9ZuXKl3HjjjTJ58mR55JFHpKqqSiZMmCAHDx5syvz444/yzTffyOTJk+Xvf/+7XH/99fLZZ5/J0KFDpaKiosUyb7nlFlm3bp3MmjVLbrjhBvnggw9avTJh586dMnHiRBk+fLg89thjEhERIVOnTpVNmzY1ZSoqKmTIkCHyyiuvyJVXXil///vfZcCAAXL33XfL7bffbtxC/19NTY3k5+dLRkaGLFy4UB599FFJSUlpdnVVa1atWiU1NTXSt2/fFj+bOnWqPPnkkzJq1Ch5+OGHJSAgQEaPHn3EZfXt2/eIH4n6VxUUFEh+fr7k5ubKmjVr5LrrrhN/f3+ZNGnSCfsb06ZNk5kzZzbd7/2qq66SV199VUaOHKm+vzkA/KcZNGiQiPz8/RiNMjIy5IUXXpDzzjvviLcN69ixo9x4441HXfaFF14oQUFB8tprr7X4WW5urnz22WcyceJE8fPzE5HW78n95JNPSvfu3SUwMFAiIiLk1FNPbba8qVOnSmpqaovlt3bP27lz58o555wjsbGx4ufnJ926dZNnnnnmqM9BpOW9sQ+/fcah/x26LosWLZLRo0dLYmKi+Pn5SVpamvzlL3+R+vr6pszQoUPlo48+kr1797ZYxpHuV7l8+XIZNGiQBAUFSXh4uFxwwQUtbtvR+Px37twpU6dOlfDwcAkLC5Orrrqq1S50uI8++kjq6upaXEX3a7pndWv7rsjPHxO/+uqrJS4uTvz8/KR79+7y4osvtvj9zMxMGT9+vAQFBUlsbKzcdttt/9KXbDe+Xo8++qjMmTNH0tLSxM/PTzZv3nzcy9SqqKiQhx9+WLp37y6zZ89u9X7PCQkJLW490/il7q+++qp0795d/Pz85JNPPhER/Xasrq6WWbNmSYcOHcTPz0/atGkjd955Z4tt2fi33nvvPenRo0fTMhv/3vFoaGiQe++9VxITEyUwMFDOPvts2bx5s6SmpsrUqVOPe7knUuOnDLy9j/xB+aPdm7a1+0prXxsfHx8ZOnSoLFq0SLWua9askfPPP19CQ0MlODhYhg0b1uwTpffee6+kpKSIiMjMmTNbjHmHaxwvFixYIPfff78kJyeLv7+/DBs2THbu3Nki/9Zbb0m/fv0kICBAoqOj5fLLL5esrKxmmalTp0pwcLBkZWXJ+PHjJTg4WGJiYuSOO+5oNrYeiWbbWdZ7x44dMmHCBImPjxd/f39JTk6WyZMnS3Fx8THX5XDz58+XjRs3yv3332/6vcbX4NBbj/n5+ak/4fLOO+/ImDFjpG3btk2PnXvuudKpUydZsGBBq79TXl4uNTU1x1z27373O+ncufMRb13Wr1+/Ft8ZFRUVJYMGDTri7agcx5GSkpIj3kZz69atsnjxYpk5c6ZERUVJVVXVMf+td6xlNiooKJA//OEP8uc//1nCw8Nbzbz99tty2mmnyWmnndb0WJcuXWTYsGHNtmf37t2bfZJZ5OfXbdSoUZKZmSmlpaVHXZfAwECJiYlp9rqXlJTI0qVL5fLLL5fQ0NCmx6+88koJDg4+4uvZyMvLS9q0adNsmd9++63U1dXJ5MmTm2Ub///RblXTeCylp6fLRx991NRz9uzZ02Lcmzp1qvzjH/8QEWnWqxq98cYb0q9fPwkJCZHQ0FDp2bOnPPHEE0d9PofjdiUATpqSkhLJysqSCy64wPR7W7Zskc2bNzd95O7ss8+W3r17y+uvv940MT169GiZOHFis98bO3asnHnmmfLOO++0uAdUVFSUfPrpp02DaENDg/z973+X4uJiCQsLa8pt27ZNvvzyy6Z/VE2aNEnatGkjc+fObbq/2OOPPy67du2SNWvWSMeOHUXk58nVxMREmT17tvzP//yPtGnTxvScRX7+SPcll1zS9P9PPfVUefHFF49amEV+PsmLiLRr167Z46tXr5YFCxbIrbfeKn/7299EROTGG2+Uq666StatW9fqstq3by/z5883r7tG586dm/3/8PBwee+996R79+4nZPkrV66UF154QV599VW59NJLmx4/++yz5bzzzpO33nqr2eMA8N9iz549IiISERHR9NjixYulvr7+qPfT1ggKCpILLrhA3n77bSkoKJDIyMimn7355ptSX18vl1122RF//5///KdMnz696eOxVVVVsn79evn++++Pa8x+5plnpHv37jJu3Djx9vaWDz74QG688UZpaGiQm266Sb2crl27tjgfFhUVye233y6xsbFNj82bN0+Cg4Pl9ttvl+DgYFm+fLn86U9/kpKSEpk9e7aIiPz+97+X4uJiyczMbDofH+1LopctWybnn3++tG/fXu69916prKyUJ598UgYMGCCrV69uMeE0adIkadeunTz44IOyevVqeeGFFyQ2NlYefvjhoz7Hb775RqKiopomtE60P/7xj9K2bdtmX2pp1dq+e+DAATnjjDOaJlRjYmJk8eLFcs0110hJSUnTLWEqKytl2LBhsm/fPpk+fbokJibK/PnzZfny5f/K0xKRn99Mqaqqkt/+9rfi5+fXbL+3SE9Pl5tvvllefvnlpo+3H8nKlSulqKhI7rjjjqN+zL41y5cvlwULFsjNN98s0dHRkpqaqt6ODQ0NMm7cOFm5cqX89re/la5du8qGDRvkb3/7m2zfvr3FFxKuXLlS3n33XbnxxhslJCRE/v73v8uECRNk3759x3yOrbn77rvlkUcekbFjx8rIkSNl3bp1MnLkSKmqqjIv63CrVq2SBx98UF555ZVj3p+3UW1tbdP9eauqqmTNmjXy+OOPy+DBg1t08eOlfW0a9evXTxYtWiQlJSXNJr0Ot2nTJhk0aJCEhobKnXfeKT4+PvLcc8/J0KFD5YsvvpD+/fvLb37zGwkPD5fbbrut6ZYVmi+1f+ihh8TT01PuuOMOKS4ulkceeUQuu+wy+f7775sy8+bNk6uuukpOO+00efDBB+XAgQPyxBNPyNdffy1r1qxpNqFYX18vI0eOlP79+8ujjz4qy5Ytk8cee0zS0tLkhhtuOGHb7ljrXVNTIyNHjpTq6mq55ZZbJD4+XrKysuTDDz+UoqKiZv+OPJbS0lK566675J577jnm5HRdXZ0UFRVJTU2NbNy4Uf7whz9ISEiInH766eq/1ygrK0tyc3Nbva/66aefLh9//HGLx++7776mNzn69esn999/v4wYMaJF7ocffpCXXnqp6f7VFjk5OS0mgBu1b99eysrKJCgoSMaPHy+PPfaYxMXFNf288Z7WcXFxMmzYMFm+fLl4eXnJ8OHD5Zlnnmn1jZljLbPRH//4R4mPj5dp06bJX/7ylxY/b2hokPXr18vVV1/d4menn366fPrpp1JaWiohISFHfe6BgYGt3uatpKSk6eK3l19+WTZu3Cj33HNP0883bNggdXV1LV5PX19f6dOnj6xZs6bFMsvLy6WyslKKi4vl/fffl8WLF8vFF1/c9PPGNywDAgKa/V7j+q1ateqIz6WxL912222SnJzcdDunmJiYFvd8nzZtmmRnZ8vSpUtbdKylS5fKJZdcIsOGDWvqL1u2bJGvv/7a9h1uJ+0acQD/9TIyMhwRcS6//HL174iIM2rUqBaPh4aGOrfddlurv1NTU+Pk5+c7eXl5Tnh4uHPrrbc2/azx49wLFixo9jvvvvuuIyLOunXrmh5LSUlxunXr1mL5vXr1ci688MJm//+8885z8vLymv23bNkyR0ScV155pdnz0X6ELicnx1m6dKnz1ltvOddff71z5plnNvtI2pE0flwqMzOz2eP3339/i49OOo7jrFq16ojrdddddzki4pSXl6vWWaPxI2LvvPOOs3TpUufTTz915s6d65x++ulOUFBQs1vZ/Cu3K5k+fboTFhbm5ObmtnhtgoODnWuvvfaEPScA+KUd7XYl27Ztc/Ly8pw9e/Y4L774ohMQEODExMQ0G9tvu+02R0SctWvXNltudXV1s/HzWB8DdhzH+eijj1p85NlxHOeMM85wkpKSmt3K6/Ax/YILLnC6d+9+1OW3dnuqQ5/voSoqKlrkRo4c6bRv377ZY4evR2vnn0M1NDQ4Y8aMcYKDg51NmzYd9e9NmzbNCQwMbHaLliPdrqS1v9unTx8nNjbWOXjwYNNj69atczw9PZ0rr7yy6bHG53/11Vc3W+aFF17oREVFtfo8DjVw4ECnX79+LR4/UbfzuOWWWxwPD48jbtPW/uaLL77o5OXlOdnZ2c4nn3zidOjQwfHw8Gj2kfBrrrnGSUhIaLFvTp482QkLC2t6TebMmdOiA5aXlzsdOnQ47ufX+HqFhoa2uO3d8di8ebMTGxvr9O3b1yksLDxq9oknnnBExHnvvfeaPV5XV9ei9xx6KxMRcTw9PZvtt46j347z5893PD09na+++qpZ7tlnn21xS0IRcXx9fZ2dO3c2PbZu3TpHRJwnn3zy2BvkMDk5OY63t7czfvz4Zo/fe++9jog4U6ZMMS/zUF9++aUTGBjonHfeeapbzqSkpDgi0uK/AQMGtNiOh49PRxtjDu/l2tem0WuvvdbqLakON378eMfX19fZtWtX02PZ2dlOSEiIM3jw4BbrqrllReOx27Vr12bbsHF/3bBhg+M4P/97LTY21unRo0ez2+V8+OGHLW5fOGXKFEdEnD//+c/N/tYpp5zSYsw63m2nXe81a9a0eiul43HHHXc47dq1azo3HO12Jd9++22zfaxz585HHbOOdruSxp+9/PLLLX42c+ZMR0Sa1mnv3r3OiBEjnGeeecZ5//33nTlz5jht27Z1PD09nQ8//LDZ7zY0NDinn366c8kllziOY9tvvvzyS8fDw6PFbXbmzJnj3Hzzzc6rr77qvP32286MGTMcb29vp2PHjs1uzTF9+nRHRJyoqCjnvPPOc958801n9uzZTnBwsJOWltas72iX6Tg/j1deXl5Nt/xo7VYneXl5re6fjuM4//jHPxwRcbZu3XrE575jxw7H39+/xa1BGo0cObLpdff19XWmTZvW7Jh56623HBFxvvzyyxa/e9FFFznx8fEtHm+8PV3j+WDixInNbufZOD/wl7/8pdnvffLJJ46IOMHBwUd8Po1a259bG/eOdLuSGTNmOKGhoU5dXd0x/9bRcLsSACdN45UEx/oYzuEO/RhVo4iICCksLGz6/5WVlfKnP/1J2rRpI35+fhIdHd30UZ7WPjp2+DIbrwg6dJnav71jxw755JNPJCYmptl/jR/3zc3NNTzb/y8uLk7OPfdcmThxojzzzDMyZswYGT58uOTk5Kh+3znso1d79+4VT0/PFleVHO32J43LONo78WVlZZKTk9P03+Hv0B7J4MGD5dxzz5Xhw4fL1KlT5bPPPpOQkBC55ZZbVL9/LDt27JDi4mKJjY1t8dqUlZUd9+sCAG7TuXNniYmJkdTUVLn66qulQ4cOsnjx4mZXDJWUlIhIyyuKP/7442bjp+Yq3xEjRkhMTEyzW4ykp6fLd999J5dccknTl2S1Jjw8XDIzM+XHH3+0Ps1WHXoVUnFxseTn58uQIUNk9+7dx/XR8kZ/+ctf5MMPP5R58+ZJt27dWv17paWlkp+fL4MGDZKKioqmT1pZ7N+/X9auXStTp05tdnVwr169ZPjw4a1ecXf99dc3+/+DBg2SgwcPNr3GR3Lw4MFmV0hbVVVVHfW/Rx55RKZMmSLXXHNNq7ezac3VV18tMTExkpiYKOedd54UFxfL/Pnzmz4S7jiOvPPOOzJ27FhxHEfy8/Ob/hs5cqQUFxfL6tWrReTnfTkhIaHZJ/8CAwObfdHW8ZowYYLExMQcM1dXV3fUbdSuXTv58MMPZffu3TJy5MijvmZHOmY3bNjQovcceos/EZEhQ4Y0228t2/Gtt96Srl27SpcuXZrlGr+k/PPPP2/2t84999xmX4DYq1cvCQ0Nld27dx9zex3us88+k7q6uha3TdJ2x9ra2qNu/9NOO03eeust+fzzz2XixImqW9v1799fli5dKkuXLpUPP/xQ7r//ftm0aZOMGzdOKisrzc/xcJbXplHjcdx4hXlr6uvr5dNPP5Xx48dL+/btmx5PSEiQSy+9VFauXHnMMeNorrrqqmZfXtj4qdjG1/2nn36S3NxcufHGG5tdNT969Gjp0qWLfPTRRy2W2drYdrT96Hi23bHWu/FK7SVLlqhuA3Uk27dvlyeeeEJmz57ddPuuo+nWrZssXbpU3nvvPbnzzjslKChIysrKjutvN+6Xrf3dxteiMdO2bVtZsmSJXH/99TJ27FiZMWOGrFmzRmJiYpqu0G00b9482bBhwzE/NXS43NxcufTSS6Vdu3Zy5513NvvZjBkz5Mknn5RLL71UJkyYIHPmzJGXXnpJduzYIU8//XRTrnFbxMfHy0cffSSTJk2SO+64Q/75z3/Krl27mp1ztMsU+fnLj88///xWr1pvZNmeh6uoqJCLLrpIAgIC5KGHHmo189BDD8mnn34q//u//ytnnHGG1NTUSF1dnfrvt/a3b731Vlm6dKm89NJLcv7550t9fX2zW9H07dtX+vfvLw8//LDMnTtX9uzZI4sXL5Zp06aJj4/PCRnbjiU8PFzKy8tl6dKl/9JyuF0JgJMmNDRUEhMTZePGjabfO9JHMA+dxL3llltk7ty5cuutt8qZZ54pYWFh4uHhIZMnT5aGhobjWqY219DQIMOHD29xUm7UqVOnVh+3mjhxovz+97+XRYsWybRp046Ya/zoZ2FhoSQnJ/9Lf7OwsFACAwNbfFTpUI8++qjcd999Tf8/JSWl6ePEFsHBwdK/f39ZtGiRlJeXS1BQUKs5Dw+PVu+ddvg9+RoaGiQ2NlZeffXVVpej+ccoAPwneOeddyQ0NFTy8vLk73//u6Snp7cY1xs/Rnv4P5oHDBjQ9A+M2bNnq76nwdvbWy6++GJ5+umnJSsrS5KSkpr+gXm0W5WIiNx1112ybNkyOf3006VDhw4yYsQIufTSS2XAgAHq53uor7/+WmbNmiXffvttiwmJw29RpvXJJ5/IfffdJ3fffbdMmDCh2c82bdokf/jDH2T58uUtJoiOZ1J97969ItLyFl8iP38keMmSJS3OmUd7I/9oty4QadmDtMrKyo76UezDXXnllXLOOecc8yP6f/rTn2TQoEFSVlYmCxculDfeeKPZmyR5eXlSVFQkzz//vDz//POtLqPxTe29e/dKhw4dWrxx39q2tdLeluJ3v/udPPbYY6rsDz/8IPfcc4889dRTrf78SMdshw4dmo7Zl19+udXbzh2+vpbtuGPHDtmyZcsRe9ThFxFoLhjRajweDr9AIzIyUvUGzSWXXCLvvPOO6m998MEH8sQTT8gdd9xx1Fx0dHSz+9iPHj1aOnfuLBMnTpQXXnjhX754w/LaNNJcpJKXlycVFRVHHFsaGhokIyPjuG8jeKwLio42tnXp0kVWrlzZ7DF/f/8W+9yx9qPj2XbHWu927drJ7bffLo8//ri8+uqrMmjQIBk3bpxcfvnlpvPJjBkz5KyzzmpxDjmS0NDQpv3sggsukNdee00uuOACWb16tfTu3Vv9d0X+/5uxrX0fQeNtf472b7/IyEi56qqr5KGHHpLMzExJTk6WkpISufvuu2XmzJmm23SWl5fLmDFjpLS0VFauXKm6Fc6ll14q//M//yPLli2T3/3ud83Wd9KkSc3OERdddJFcccUV8s0338i1115rWuabb74p33zzzTHnLo53e9bX18vkyZNl8+bNsnjxYklMTGx1+X369Gn635dffrn07dtXpk6dKm+//bbq77f2t7t06SJdunQRkZ/PxyNGjJCxY8fK999/3zRuvPPOO3LxxRc33YbFy8tLbr/9dvniiy9k27ZtrW+ME+jGG2+UBQsWyPnnny9JSUkyYsQImTRpkpx33nmm5TDJDeCkGjNmjDz//PPy7bffyplnnnnClvv222/LlClTmv3DoaqqqtkXKJwsaWlpUlZW1uKLmk60xndMj/WP5MYTVnp6uvTs2bPp8ZSUFGloaJD09PSme4eLSKtfAtMoPT1dunbtetS/d+WVV8rAgQOb/v/RStGxNL4r3Xh/tNZERES0etVGY1lulJaWJsuWLZMBAwb8S+sEAG43ePDgpvtcjh07Vnr27CmXXXaZrFq1qukfg43njo0bNzb7B/Ohn0x65ZVX1H/z8ssvl6eeekpef/11ueOOO+T111+Xbt26NfvHWmu6du0q27Ztkw8//FA++eQTeeedd+Tpp5+WP/3pT01vqB5p4ubwNzt37dolw4YNky5dusjjjz8ubdq0EV9fX/n444/lb3/7W6tvgh9Lenq6XHbZZTJ8+HD561//2uxnRUVFMmTIEAkNDZU///nPkpaWJv7+/rJ69Wq56667juvvHQ/tG/mHi4qKOq6JR5GfJ6Dmzp17zNySJUvkjTfekN/85jeqN5t79uzZtP+NHz9eKioq5LrrrpOBAwdKmzZtmrbp5ZdfLlOmTGl1Gb169TI8k+Oj7RmTJ0+WHj16HDVTVVUld999t9TV1R31PvSHHrOHft9NcHBw0zY7fKLwSOtr2Y4NDQ3Ss2dPefzxx1vNHT7Bdbz748lw8803y5gxY46aKSgokHvuuUciIiJk3Lhxx/V3hg0bJiIiX3755REnubXj2PHs443H8ZHub/zvcKJfd+t950WOb9tp1vuxxx6TqVOnyqJFi+TTTz+V6dOny4MPPijfffed6gKj5cuXyyeffCLvvvtuswuD6urqpLKyUvbs2SORkZFHfVPyN7/5jVxxxRXyxhtvmCe5ExISROTnTwodbv/+/RIZGXnMq8sbj/OCggJJTk6WRx99VGpqauTiiy9uek6ZmZki8vP+uGfPHklMTGx2lXxNTY385je/kfXr18uSJUuOOTYe/vcLCgqa/n/jBPHh99T28vJSn9sOX+bMmTPloosuEl9f36bn1Di3kJGRITU1NZKYmNi0vY60PQ9dv0Ndd9118uGHH8qrr77a9EmYY/H19ZVx48bJQw89JJWVlRIQEHDM1/NIk+eHmjhxokybNk22b9/e9MZTUlKSrFy5Unbs2CE5OTnSsWNHiY+Pl8TExBN2Ed/RxMbGytq1a2XJkiWyePFiWbx4scydO1euvPJKeemll9TLYZIbwEl15513yquvvirXXnutLF++vMWJaNeuXfLhhx/avkxAfj6BHV6annzySdU3bv+rJk2aJPfee68sWbJERo4c2exnRUVFEhwcfMwvizxUfn6+REVFtSi/L7zwgohIq18Scqh+/fqJr6+v/PTTT83K+ciRI+X3v/+9PP30001fdCXy83Y6ktWrVx/zqrv27ds3+5jj8SooKJBvvvlG4uPjm32J1+HS0tLk448/lry8vKZ/IK9bt06+/vrrZv+wmjRpkjz99NPyl7/8RR544IFmy6irq5OysrIjfkM2APynCg4OllmzZslVV10lCxYskMmTJ4uIyPnnny9eXl7y6quvHnPc1+jfv7+kpaXJa6+9JsOHD5dNmzbJ/fffr/rdoKAgufjii+Xiiy9u+kfw/fffL3fffbf4+/tLREREq29iH/5m5wcffCDV1dXy/vvvN7s67/DbKWhVVlY2fQnb66+/3uK2KytWrJCDBw/Ku+++K4MHD256PD09vcWytF/I1Xh7mNaumtq6datER0cf8U1hqy5duqivcj2ct7e3TJ069aiZpUuXysKFC2X8+PHy2muvHdek1UMPPSQLFy6U+++/X5599lmJiYmRkJAQqa+vP+bFBikpKbJx40ZxHKfZ9v93XJHW6NRTTz1qj6upqZHx48dLTU2NLF68WM4666wjZgcNGiRhYWHyxhtvyN13333U2wAdi2U7pqWlybp162TYsGHmL5b7VzUeDzt37mx2NfrBgwdVk1hDhw496s+Liopk2LBhEhoaKp999tlxT+QcetHGkTReIXz4WHb4OGZ5bRqlp6eLp6fnUdc/JiZGAgMDjzi2eHp6mq7ItTp0bDt8gm/btm0n5Atwj2fbafXs2VN69uwpf/jDH+Sbb76RAQMGyLPPPtvizc/W7Nu3T0R+nqg+XFZWlrRr107+9re/tfhSzENVV1dLQ0PDcX1CKCkpSWJiYuSnn35q8bMffvjhmG9Gi/z/27c0/lts3759UlhY2OqV/w888IA88MADsmbNmqZlNzQ0yJVXXimfffaZLFiwQIYMGaJef8dxZM+ePXLKKac0PdavXz8R+Xn7HarxCxuP9aZqa8vMyMiQ1157rdXba/Xt21d69+4ta9euFU9PT+nZs2er2/P777+X9u3bt/ik08yZM2Xu3LkyZ84cueSSS479pA9RWVkpjuNIaWmpBAQESI8ePcTb21t++uknmTRpUrPnvnbt2maPHW2ZIq1fTNexY8emC+Q2b94s+/fvP+b53uJo5xFfX18ZO3asjB07VhoaGuTGG2+U5557Tv74xz8e9Zarh+Ke3ABOqsZ/8O7evVu6du0qt956q7zwwgvy9NNPy+WXXy7dunWTzZs3m5c7ZswYmT9/vtx6663y/PPPy1VXXSV///vfj+tb261mzpwpffv2lTFjxsh1110nzz77bNM7/MnJyearyV955RXp2rWr/O53v5Pnn39eHnvsMRkxYoQ89dRTMnbs2GO+0+vv7y8jRoxo+pbpRv369Wu679iVV14pTz/9tFx88cWydu1aEWl5glm1apUUFBQ0uzroRHr77bfllVdekfnz58vDDz8sZ5xxhhQWFsq999571JPd1VdfLbW1tTJy5Ej5xz/+IbNmzZIRI0a0KFVDhgyRadOmyYMPPiijRo2SOXPmyD/+8Q+59dZbJSUlpcX2AYD/FpdddpkkJyc3u29m27Zt5eqrr5bFixcf8fYI1ivwLrvsMlmzZo3MmjVLPDw8jnpVaqPD7x3s6+sr3bp1E8dxmu6Pm5aWJsXFxbJ+/fqm3P79+2XhwoXNfrdxEvXQ9S4uLlZdcdya66+/XrZv3y4LFy5s9dYIrf29mpqaFvf4FPl5Il8zOZGQkCB9+vSRl156qVmf2Lhxo3z66acyatSo43gmrTvzzDOlsLDwuO6VrPHXv/5Vzj33XHnzzTdNb/4fKi0tTSZMmCDz5s2TnJwc8fLykgkTJsg777zT6kfKD/2ekFGjRkl2dnbTR7xFfr4f6pFuY/BL+Oqrr+SLL76Q999/v9kbJa0JDAyUO++8UzZu3Ci/+93vWj0+tcesZTtOmjRJsrKy5J///GeLXGVlpZSXl6v+5vEYNmyYeHt7yzPPPNPs8SONWVYLFy6UvXv3yrJly5rds9zqgw8+EBE56hW2oaGhEh0dLV9++WWzxw8fLyyvTaNVq1ZJ9+7dj3r7DC8vLxkxYoQsWrSo2dXEBw4ckNdee00GDhx4zNsb/StOPfVUiY2NlWeffbbZbRYWL14sW7ZskdGjR//Lf+N4tt2xlJSUNLsfssjPE96enp6t3i6iNeecc44sXLiwxX8xMTFy6qmnysKFC2Xs2LEi8vObIK3dG1578dORTJgwQT788EPJyMhoeuyzzz6T7du3y0UXXdT0WGvbKCsrS1588UXp1atX01XE06dPb/F8nnvuORERmTp1qixcuLDZG1O33HKLvPnmm/L000+3Otl/tL//zDPPSF5eXrPbVgwdOrTpNpWNtwgR+fk+4fX19TJ8+HDzMlt7jS6++GIR+flWUIdeNDZx4kT58ccfm010b9u2TZYvX95se4r8fOu3Rx99VO65556jXtjX2vdHFRUVyTvvvCNt2rRpuigsLCxMzj33XHnllVeafffZ/PnzpaysrNnfb22ZtbW18vLLL0tAQMBRx72Ghga58847JTAwsNn98Wtra2Xr1q2tXkmu0fhG/eFzJof3QU9Pz6ZPXmiPNRGu5AbwbzBu3DhZv369zJ49WxYtWiTPPPOM+Pn5Sa9eveSxxx6T6667zrzMJ554oukKtKqqKhkwYIAsW7asxZXVJ0NgYKB88cUX8sADD8hbb70lL7/8soSGhkqnTp3kvvvuM9/vc+DAgfLNN9/I66+/LgcOHBBvb2/p3LmzPP744+r7+l199dUyYcIEycjIaHYVxssvvyzx8fHy+uuvy8KFC5v+sdm5c+dmX/oi8vMXC7Vt21b98SmrG264oel/BwUFSa9eveT+++9vUQQO17VrV3n55ZflT3/6k9x+++3SrVs3mT9/vrz22muyYsWKZtlnn31W+vXrJ88995zcc8894u3tLampqXL55Zcf9/1dAcDtfHx8ZMaMGTJz5kz55JNPmv5RN2fOHElPT5dbbrlF3njjDRk7dqzExsZKfn6+fP311/LBBx+Y7l98+eWXy5///GdZtGiRDBgwQFJTU4/5OyNGjJD4+HgZMGCAxMXFyZYtW+Spp56S0aNHN10JNXnyZLnrrrvkwgsvlOnTp0tFRYU888wz0qlTp2ZfIjZixIimq4CmTZsmZWVl8s9//lNiY2PN/xj76KOP5OWXX5YJEybI+vXrm02wBwcHy/jx4+Wss86SiIgImTJlikyfPl08PDxk/vz5rU409uvXT9588025/fbb5bTTTpPg4OCmSY3DzZ49W84//3w588wz5ZprrpHKykp58sknJSwsTO69917T8zia0aN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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "\n", "=== Inspecting FITS File: 39899653474376568.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 3) float32 \n", "\n", "Data Shape: (3, 101, 101)\n", "Data Type: >f4\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 101 NAXIS2 = 101 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 101, Width: 101, Channels: 3)\n" ] }, { "data": { "image/png": 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kSXIDAAAAAJAsSW4AAAAAAJIlyQ0AAAAAQLIkuQEAAAAASJYkNwAAAAAAyaoudwAAAAAAlFhVTllWsijKY0nedtLm+FwoI7kBAAAAAEiWJDcAAAAAAMmS5AYAAAAAIFmS3AAAAAAAJEuSGwAAAACAZElyAwAAAACQrOpyBwAAACwGVTllWcmiKI8ledsBCrUkXx+X5G2HFspIbgAAAAAAkiXJDQAAAABAsiS5AQAAAABIliQ3AAAAAADJkuQGAAAAACBZktwAAAAAACSrutwBAAAAi0FW7gDKaEnedipDVU6Z4xNo6VwDqQBGcgMAAAAAkCxJbgAAAAAAkiXJDQAAAABAsiS5AQAAAABIliQ3AAAAAADJkuQGAAAAACBZ1eUOAAAASFBVTllWsiigdBzzAI1zDaQCGMkNAAAAAECyJLkBAAAAAEiWJDcAAAAAAMmS5AYAAAAAIFmS3AAAAAAAJEuSGwAAAACAZFWXOwAAAKDIqnLKspJFUTwtffuoDI4lAKhYRnIDAAAAAJAsSW4AAAAAAJIlyQ0AAAAAQLIkuQEAAAAASJYkNwAAAAAAyZLkBgAAAAAgWdXlDgAAACiyLKesqgjrK0adeQrdvrzlSJv9XhnsBwBKxEhuAAAAAACSJckNAAAAAECyJLkBAAAAAEiWJDcAAAAAAMmS5AYAAAAAIFmS3AAAAAAAJKu63AEAAABFVpVTlhW4XCUpRpyF1pnXnpSO/VAZ7IfKVui9gcZpTygrI7kBAAAAAEiWJDcAAAAAAMmS5AYAAAAAIFmS3AAAAAAAJEuSGwAAAACAZElyAwAAAACQrKosy7JyBwEAAAAAAIUwkhsAAAAAgGRJcgMAAAAAkCxJbgAAAAAAkiXJDQAAAABAsiS5AQAAAABIliQ3AAAAAADJkuQGAAAAACBZktwAAAAAACRLkhsAAAAAgGRJcgMAAAAAkCxJbgAAAAAAkiXJDQAAAABAsiS5AQAAAABIliQ3AAAAAADJkuQGKkpVVVUcddRR5Q5jsamqqorTTjutJOu6+eabY9lll41p06Y1e9nLL788Vltttfjmm2+KEFnTvf3221FVVRVjxowpaxwALDkGDBgQAwYMKHcYDeIo1z2xEu7FO+64Yxx22GF1///jH/+Iqqqq+Mc//lG2mIqppW8fleG0006Lqqqqoq7j5Zdfjurq6pgwYcJir/v111+P7bbbLrp06RJVVVVx++23L/Z1QAqmTZsWhx56aKywwgpRVVUVxx13XEXcuyuBJDdQEm+++WaMHDky1lxzzWjXrl107tw5ttxyy7j44otj5syZ5Q6vrGbOnBmHHHJIrL/++tGlS5fo1KlTfO9734uLL7445syZ06Q6ampqYtSoUXH00UdHp06dmh3DiBEjYvbs2XHFFVc0e9lFqe1Q1/61atUqVlxxxRgyZEj861//WuzrA6A8xowZE1VVVfH000/XTVvwHrDUUkvF6quvHsccc0xMmTKl0XrmzZsX1157bQwaNCi6desWSy21VPTo0SO22267uPLKK3M/kP3kk0+iuro6fvKTnyx0nq+//jrat28fe+yxR8Hb2hLccMMNcdFFF5U7jAaeeOKJePDBB+OXv/xlWeOoTTzX/rVu3Tp69OgRw4YNi//9739lja0S3XXXXbHzzjvH8ssvH23atIlll102tt5667jgggviq6++Knd4Ldbqq69e7zht165drLXWWnHCCSfEF198UfJ4+vTpEzvttFOceuqpi73u4cOHx0svvRRnnXVWXHfddbHJJps0Ol9zn63GjRsXW221VXTo0CG6du0aw4YNi7fffrvBfLNmzYqzzz47+vTpEx06dIiVV1459txzz5g4cWLBdU6bNi2OO+64WGWVVaJt27ax3nrrxWWXXbbQNhg/fnz8+Mc/ji5dusTSSy8d/fr1i5tuuqnePAseE7V/hx9+eL35Hnvssdhll11i1VVXjXbt2sUKK6wQ22+/fTzxxBMLXX9ExJQpU6JHjx5RVVUVt9xyS72yESNGNLru2r/Jkyc3u86JEyfGnnvuGWuuuWZ06NAhunXrFltvvXXcddddDerJW/egQYMazP/mm2/GfvvtFz169Ij27dvHWmutFb/+9a+btE3rrrtuo9vSlDojvh2gtvnmm8cyyywTyy23XGyzzTZxzz33NFrngn7729/GmDFj4v/+7//iuuuuiwMOOKDR+e69996SDbirFNXlDgBo+e65557Yc889o23btnHggQfG+uuvH7Nnz47HH388TjjhhJg4cWJceeWV5Q6zbGbOnBkTJ06MHXfcMVZfffVo1apVPPnkk3H88cfHv//977jhhhsWWcddd90Vr776avz0pz8tKIZ27drF8OHD48ILL4yjjz66KKM8LrvssujUqVPMmzcv3nvvvfjzn/8cW2+9dfznP/+JjTbaaLGvD4DKUXsPmD59ejz00ENxySWXxLPPPhuPP/54vflmzpwZu+++ezzwwAPxwx/+MH7xi1/E8ssvH1988UU8+uijccQRR8S///3vuPrqqxtdT48ePWLQoEFxxx13xIwZM6JDhw4N5vn73/8es2bNqkuEP/jgg4t/gxeDnj17xsyZM2OppZYqSv033HBDTJgwIY477riSrndRzjvvvNh2222jd+/eddO23nrrmDlzZrRp06bk8RxzzDHxgx/8IObMmRMvvvhiXH755fGPf/wjJkyYECussELJ46k08+bNi0MOOSTGjBkTG2ywQRxxxBGx6qqrxtdffx1PPfVU/H//3/8X9957bzz00EPlDrXF2mijjeLnP/95RHybiH3mmWfioosuikcffTT+85//lDyeww8/PHbcccd48803o1evXoulzpkzZ8ZTTz0Vv/71rxf5rd/mPFvdfffdseuuu8bGG28c55xzTnz11Vdx8cUXx1ZbbRXPPfdcdO/evW7e/fffP+6888447LDDYuONN44PPvgg/vjHP8YWW2wRL730UvTs2bNZddbU1MTgwYPj6aefjiOPPDLWWmuteOCBB+KII46IL7/8Mn71q1/V267Ro0fHIYccEoMGDYrf/va30bp163j11Vfjvffea9AG8x8TtdZee+16/7/22mvRqlWrOPzww2OFFVaIL7/8Mv7617/G1ltvHffcc09sv/32jbbvqaeeGjNmzGi0bOTIkTFw4MB607Isi8MPPzxWX331WHnllZtd5zvvvBNff/11DB8+PFZaaaWYMWNG3HrrrbHLLrvEFVdcUe/597rrrmuw/NNPPx0XX3xxbLfddvWmP//88zFgwIBYeeWV4+c//3kst9xy8e677zbanm3bto2rrrqq3rQuXbo0mK+pdV5yySVxzDHHxE477RTnnHNOzJo1K8aMGRNDhgyJW2+9dZEfwj/88MOx+eabx6hRo+qmZVnW4N597733xh//+MclK9GdARTRW2+9lXXq1Clbd911sw8++KBB+euvv55ddNFFdf9HRHbkkUeWMsSiiohs1KhRBS171FFHZRGRffjhh4ucd5dddsm22mqrgtZT6+mnn84iInvooYe+Uz0LGjVqVBYR2aefflpv+oQJE7KIyH71q1/VTZs0aVIWEdno0aMXawwAFN/o0aOziMj++9//1k1b2D1g7733ziIi+/e//11v+siRI7OIqNc3mN9rr72W/fGPf8yN47rrrssiIvvb3/7WaPl2222XdenSJZs1a1ZTNqtkttlmm2ybbbYp2fp22mmnrGfPniVbX1N8/PHHWXV1dXbVVVeVO5TskUceySIiGzt2bL3pl112WRYR2bnnnrvY1/XII48slvrmzJmTffPNN4ulrkU5++yzs4jIjj/++GzevHkNyj/44IPsnHPOya2jpqYmmzlzZrFCbNF69uyZ7bTTTg2m/+IXv8giInvttdfqptVej4tt9uzZWdeuXbNTTjllsdX5zjvvZBGRnXfeeQXX0dizVZ8+fbLevXvXO1+ef/75rFWrVtnPfvazumnvv/9+FhHZL37xi3p1Pvzww1lEZBdeeGGz67z55puziMiuvvrqenUOHTo0a9euXfbxxx/XTZs0aVLWvn377Jhjjlnkdi7smGiK6dOnZ8svv3w2ePDgRstfeumlrLq6OjvjjDMavT425p///GcWEdlZZ5212OqcO3du9r3vfS9bZ511FjnvIYccklVVVWXvvfde3bSampps/fXXzzbbbLNsxowZucsPHz4869ix4yLX05w611prrewHP/hBvWvm1KlTs06dOmW77LLLIte1xhprNGkfH3nkkSU55yuJ15UARfW73/0upk2bFldffXWsuOKKDcp79+4dxx57bIPpt99+e6y//vrRtm3b6Nu3b9x///31yt9555044ogjYp111on27dvHcsstF3vuuWeDr4HVfnX6iSeeiJ/97GfRvXv36NixY+y+++7x6aef1pt39dVXjyFDhsTjjz8em266abRr1y7WXHPNuPbaaxvEN2XKlDjuuONi1VVXjbZt20bv3r3j3HPPjXnz5hXQSo1bffXV69aVZ9asWXH//fc3+NQ84tuRDMccc0x069Ytll566dhll11i8uTJjb4rvF+/frHsssvGHXfcsZi2IF/t6Kfq6vwvFS3sXakjRoyoa6Na8+bNi4suuij69u0b7dq1i+WXXz5GjhwZX3755eIKG4DFoH///hHx7dd6a7333ntx1VVXxfbbb99o3yAiYq211oojjjgit+7dd989Onbs2Og3oT755JN46KGHYtiwYdG2bduIaPw+c8kll0Tfvn3rvmq+ySab1KuvsXtQROPvvB09enT8+Mc/jh49ekTbtm2jT58+uV9Hr7Xg+zUXfH3G/H/zx3LHHXfETjvtFCuttFK0bds2evXqFWeeeWbU1NTUzTNgwIC455574p133mlQx8Le6/nwww9H//79o2PHjrHMMsvErrvu2uC1HbXb/8Ybb8SIESNimWWWiS5dusRBBx200FF687vnnnti7ty5Dfo0lfTO6saO3YiIyZMnx8EHHxzLL798Xf/1mmuuabD8+++/H7vttlt07NgxevToEccff/x3+k2U2v11/vnnx0UXXRS9evWKtm3bxssvv1xwnU01Y8aMOPfcc6Nv375x3nnnNfpNwBVXXLHBq2dqf4Pn+uuvj759+0bbtm3r+vpNbcdvvvkmRo0aFb179462bdvGqquuGieeeGKDtqxd16KeLZpj3rx5cdppp8VKK60UHTp0iB/96Efx8ssvx+qrrx4jRowouN7FqSn97Lx3+Db2rNDUfbPUUkvFgAEDmvxM8dxzz8UOO+wQnTt3jk6dOsW2225b75WGp512Wt0o6RNOOKHBNa+pFny2+uKLL+Lll1+O3Xffvd63RL73ve/FeuutFzfeeGPdtK+//joiIpZffvl6ddY+37Zv377Zdf7zn/+MiIh99tmnXp377LNPzJo1q177XX755VFTUxNnnHFGRHz7mpMsy3K3d/bs2TF9+vTceRbUoUOH6N69+0KfP4899tjYfffd666DTXHDDTdEVVVV7LfffoutztatW8eqq666yOfkb775Jm699dbYZpttYpVVVqmb/uCDD8aECRNi1KhR0b59+5gxY0a9e2Rjampqcl+91Jw6v/rqq7rXs9SqPf5rj6XG1N4LJ02aFPfcc0/d/fvtt99ucD6PGDEi/vjHP0ZE/de41LrxxhujX79+sfTSS0fnzp1jgw02iIsvvji3DVLgdSVAUd11112x5pprxg9/+MMmL/P444/H3//+9zjiiCNi6aWXjj/84Q8xdOjQePfdd2O55ZaLiIj//ve/8eSTT8Y+++wTq6yySrz99ttx2WWXxYABA+Lll19u8PXko48+Orp27RqjRo2Kt99+Oy666KI46qijGrzD7I033ohhw4bFIYccEsOHD49rrrkmRowYEf369Yu+fftGxLcd+m222SYmT54cI0eOjNVWWy2efPLJOPnkk+PDDz8s+P2Ws2fPjq+++ipmzpwZTz/9dJx//vnRs2fPel/XbcwzzzwTs2fPjo033rhB2YgRI+Lmm2+OAw44IDbffPN49NFHY6eddlpoXRtvvPEi38NWqNr3As6bNy8mT54cZ555ZrRr1y722muvxbaOkSNHxpgxY+Kggw6KY445JiZNmhSXXnppPPfcc/HEE0+U7avXANRX+6F0165d66bdd999UVNTk/s+7abo2LFj7LrrrnHLLbfEF198Ecsuu2xd2U033RQ1NTWx//77L3T5P//5z3HMMcfEsGHD4thjj41Zs2bFiy++GP/+978X+pCe57LLLou+ffvGLrvsEtXV1XHXXXfFEUccEfPmzYsjjzyyyfWst956Db6KPWXKlPjZz34WPXr0qJs2ZsyY6NSpU/zsZz+LTp06xcMPPxynnnpqfPXVV3HeeedFRMSvf/3rmDp1arz//vvx+9//PiIi9zc9xo8fHzvssEOsueaacdppp8XMmTPjkksuiS233DKeffbZBgmnvfbaK9ZYY404++yz49lnn42rrroqevToEeeee27uNj755JOx3HLL1SW0FrdTTjklVltttXo/atlcjR27H3/8cWy++eZ1CdXu3bvHfffdF4ccckh89dVXda+EmTlzZmy77bbx7rvvxjHHHBMrrbRSXHfddfHwww9/l82KiG8/TJk1a1b89Kc/jbZt29Y77ptj0qRJcdRRR8W1115b1+9emMcffzymTJkSv/jFL6J169bNWs/DDz8cN998cxx11FHRrVu3WH311ZvcjvPmzYtddtklHn/88fjpT38a6623Xrz00kvx+9//Pl577bUGP0jYlGeL5jj55JPjd7/7Xey8884xePDgeOGFF2Lw4MExa9asZte1oGeeeSbOPvvs+Otf/xrt2rVr0jJz5syJzz77LCK+Hfzy3HPPxYUXXhhbb711rLHGGt85poimH+O1+vXrF3fccUd89dVX0blz54XWO3HixOjfv3907tw5TjzxxFhqqaXiiiuuiAEDBsSjjz4am222Weyxxx6xzDLLxPHHHx/77rtv7Ljjjk36DaJFPVvVfiDSWFKxQ4cOMXHixPjoo49ihRVWiF69esUqq6wSF1xwQayzzjrx/e9/Pz744IM48cQTY4011qhLVDenzm+++SZat27d4DVMtc+xzzzzTN21avz48bHuuuvGvffeGyeccEJMnjw5unbtGkceeWScfvrp0apV/fGrDz/8cHTo0CFqamqiZ8+ecfzxxy/0w+OvvvoqZs+eHZ999llce+21MWHChAavSomIGDt2bDz55JPxv//9r9H3izdmzpw5cfPNN8cPf/jDRj+YaE6d06dPj5kzZ8bUqVPjzjvvjPvuuy/23nvv3GXuvffemDJlSoN7/vjx4yPi29eQbLLJJvHMM89EmzZtYvfdd48//elPDa6fM2bMiM6dO8eMGTOia9euse+++8a5555b7zhsTp0DBgyIW265JS655JLYeeedY9asWXHJJZfE1KlTF7qfIv5fP+D444+PVVZZpe6VNN27d28wgG/kyJHxwQcfxLhx4xr0HcaNGxf77rtvbLvttnX35f/973/xxBNP5K4/CeUeSg60XFOnTs0iItt1112bvExEZG3atMneeOONumkvvPBCFhHZJZdcUjetsa8APfXUU1lEZNdee23dtNqvTg8cOLDe14GOP/74rHXr1tmUKVPqpvXs2TOLiOyxxx6rm/bJJ59kbdu2zX7+85/XTTvzzDOzjh071vv6X5Zl2UknnZS1bt06e/fdd+ttT1NfV/K3v/0ti4i6v0022SR78cUXF7ncVVddlUVE9tJLL9Wb/swzz2QRkR133HH1po8YMWKhcf30pz/N2rdv36R4m6r2q5EL/i2zzDLZ/fffX2/exl5XsrCvbw8fPrze16xrvwp3/fXX15vv/vvvb3Q6AItX3utKXn311ezTTz/N3n777eyaa67J2rdvn3Xv3j2bPn163bzHH398FhHZ888/X6/eb775Jvv000/r/j777LNFxnLPPfdkEZFdccUV9aZvvvnm2corr5zV1NTUTVvwPrPrrrtmffv2za1/wXvQgts7v8b6LIMHD87WXHPNetMWjGNRr/CaN29eNmTIkKxTp07ZxIkTc9c3cuTIrEOHDvVe0bKw15U0tt6NNtoo69GjR/b555/XTXvhhReyVq1aZQceeGDdtNrtP/jgg+vVufvuu2fLLbdco9sxv6222irr169fg+mL63UeRx99dFZVVdWk16LVrvOaa67JPv300+yDDz7I7r///qx3795ZVVVV9p///Kdu3kMOOSRbccUVGxyb++yzT9alS5e6fXLRRRdlEZHdfPPNdfNMnz496927d8HbV7u/OnfunH3yySfNXn5BL7/8ctajR49s4403zr788svceS+++OIsIrLbb7+93vS5c+fWO2c//fTTev3wiMhatWpV77jNsqa343XXXZe1atUq++c//1lvvssvvzyLiOyJJ56ot66mPFs01UcffZRVV1dnu+22W73pp512WhYR2fDhw5td5/wee+yxrEOHDtn222/fpFfO1D6/LPi35ZZbNmjHBa9PedeYBZ8Vmrpvat1www2NvpJqQbvttlvWpk2b7M0336yb9sEHH2RLL710tvXWWzeItTmvK1nUs1VNTU22zDLLZNtuu2295T777LOsY8eOWURkTz/9dN30f//731mvXr3q1dmvX796rz9pTp0XXHBBFhENjuOTTjopi4hsyJAhddM6d+6cde3aNWvbtm12yimnZLfccku23377ZRGRnXTSSfWW33nnnbNzzz03u/3227Orr74669+/fxYR2YknnthoOw0ePLhue9q0aZONHDmyweuDZsyYka222mrZySefnGXZwl/ntKC77rori4jsT3/6U4Oy5tZZ+zqz2uvHsGHDsi+++CJ3/UOHDs3atm3b4Fq2yy67ZBGRLbfcctn++++f3XLLLdkpp5ySVVdXZz/84Q/rXa9OOumk7Je//GV20003ZX/729+y4cOH151jc+bMKajOjz/+ONt2223rHUvdunXLnnzyydztqdXYK2kaO58X9rqSY489NuvcuXM2d+7cJq0vJV5XAhRN7dd5ll566WYtN3DgwHo/UrLhhhtG586d46233qqbNv+n43PmzInPP/88evfuHcsss0w8++yzDer86U9/Wu/rOf3794+ampp455136s3Xp0+fel+V6t69e6yzzjr11j127Njo379/dO3aNT777LO6v4EDB0ZNTU089thjzdreWj/60Y9i3LhxMXbs2Dj88MNjqaWWatJXzD7//POIqD+iKCLqvoa54Ne6jz766IXW1bVr15g5c2aTvlLcXLfeemuMGzcuHnzwwRg9enSsvfbaMXTo0HjyyScXS/1jx46NLl26xKBBg+rtl379+kWnTp3ikUceWSzrAaD51llnnejevXusvvrqcfDBB0fv3r3jvvvuq/fNq9p+w4Ij9O69997o3r173V9TRvlut9120b1793qvGJk0aVL861//in333bfBqLf5LbPMMvH+++/Hf//73+ZuZqPm77NMnTo1Pvvss9hmm23irbfeiqlTpxZc75lnnhl33313jBkzJvr06dPo+r7++uv47LPPon///jFjxox45ZVXmr2eDz/8MJ5//vkYMWJEvZFoG264YQwaNCjuvffeBsscfvjh9f7v379/fP7557lf9Y74tk+zYH+mOWbNmpX797vf/S6GDx8ehxxySJN+2Dsi4uCDD47u3bvHSiutFNtvv31MnTo1rrvuuvjBD34QEd/+2Nett94aO++8c2RZVq8PMnjw4Jg6dWpd3/Tee++NFVdcMYYNG1ZXf4cOHQr+4fD5DR06tN6P5C3M3Llzc9tojTXWiLvvvjveeuutGDx4cO4+W9g5+9JLL9U7Z7t3717XX621zTbb1Dtum9OOY8eOjfXWWy/WXXfdevP9+Mc/joho0OdryrNFUz300EMxd+7cZvWv5zdnzpzc9v/BD34QY8eOjUceeSSGDRsWc+bMWWSdm222WYwbNy7GjRsXd999d5x11lkxceLE2GWXXWLmzJnN3sYFNWff1Ko9j2tHmDempqYmHnzwwdhtt91izTXXrJu+4oorxn777RePP/74Iq8ZeRb1bNWqVasYOXJkPPTQQ3HyySfH66+/Hs8880zstddeMXv27IiIeu3XtWvX2GijjeKkk06K22+/Pc4///x4++23Y88996wbxd+cOvfbb7/o0qVLHHzwwTFu3Lh4++2348orr4w//elPDdY9bdq0+PLLL+P000+PM844I4YOHRrXX399bL/99nHxxRfXvU4lIuLOO++ME088MXbdddc4+OCD49FHH43BgwfHhRdeGO+//36DdjrnnHPiwQcfjKuvvjo233zzmD17dsydO7fBPHPmzGl0hHeeG264IZZaaqlGv7nb3DqPO+64GDduXPzlL3+JHXbYIWpqauratDFfffVV3HPPPbHjjjvGMsssU69s2rRpERHxgx/8IP7617/G0KFD44wzzogzzzwznnzyyXo/lHv22WfHOeecE3vttVfss88+MWbMmDjrrLPiiSeeiFtuuaWgOjt06BDrrLNODB8+PMaOHRvXXHNNrLjiirHHHnvEG2+80aT2+C6WWWaZmD59eowbN67o6yo1SW6gaGq/mjb/TbcpVltttQbTunbtWu+9yjNnzoxTTz217p3Y3bp1q3t/WGMPjAvWWdvxWvBdzU1Z9+uvvx73339/g8577fsjP/nkk2Zs7f+z/PLLx8CBA2PYsGFx2WWXxZAhQ2LQoEHx0UcfNWn5bIH3sr3zzjvRqlWrBl9TzHv9SW0djb1Tsda0adPio48+qvtb8KtRC7P11lvHwIEDY9CgQTFixIh46KGHYumll27yQ8GivP766zF16tTo0aNHg30zbdq0gvcLAN9d7QedN9xwQ2y++ebxySefNPg6d+2H4rUPirW23HLLugTOdttt16T1VVdXx9577x3//Oc/Y/LkyRERdUnNvFeVRET88pe/jE6dOsWmm24aa621Vhx55JHf6VVeTzzxRAwcOLDuXdbdu3eve6gvNMl9//33x+mnnx4nn3xyDB06tF7ZxIkTY/fdd48uXbpE586do3v37nWvgClkfbUDAtZZZ50GZeutt1589tlnDT6Ub2q/qzEL9meaatq0adG+fftF/o0ZMybmzZsXBx54YJP6WKeeemqMGzcubrvttjjwwANj6tSp9T4k+fTTT2PKlClx5ZVXNuh/HHTQQRHx//qG77zzTvTu3btBP6uxtm2upr6W4qSTTlpkG2266aYxZcqU+M9//pObgFrYOdu7d++6c/aAAw5oUrzNacfXX389Jk6c2GC+tddeu958tZrSv2+q2vNhwf70sssu26QPaPbdd99Ftv9OO+0U33zzTdx1111Nekdut27dYuDAgTFw4MDYaaed4le/+lVcddVV8eSTT8ZVV13V7G1cUHP2Ta2mPFN8+umnMWPGjIVeW+bNmxfvvfdewXE35dnqjDPOiEMOOSR+97vfxdprrx2bbLJJVFdXxyGHHBIR/+8DnKlTp0b//v1jiy22iLPPPjt23XXX+PnPfx633nprPP744zF69Ohm17nCCivEnXfeGd98801st912scYaa8QJJ5wQl1xySb35Iv7fh5f77rtvvW3cd999Y+bMmfHcc88ttB2qqqri+OOPj7lz5zb6uwYbbbRRDBo0qC7Z/p///Kfeu+XffvvtOO+88+Kss85q0mtiak2bNi3uuOOOGDx4cIPXAhVS57rrrhsDBw6MAw88MO6+++6YNm1a3Qcvjbn11ltj1qxZjd7zF9aeta8kW9QgrOOPPz5atWpV94qS5ta55557xrvvvhtjxoyJYcOGxUEHHRT/+Mc/Yvbs2fHrX/86d92LwxFHHBFrr7127LDDDrHKKqvEwQcf/J1+p6CSeCc3UDSdO3eOlVZaKSZMmNCs5Rb2Tr/5b2BHH310jB49Oo477rjYYostokuXLlFVVRX77LNPoz/+2JQ6mzrfvHnzYtCgQXHiiSc2Om9tB/u7GjZsWPz617+OO+64I0aOHLnQ+Wo7DV9++WW9H9QoxJdffhkdOnTI/cGL888/P04//fS6/3v27Nnk97LNr1OnTrHZZpvFHXfcEdOnT4+OHTs2Ol9VVVWjnZcFf8hj3rx50aNHj7j++usbracpo5sAKI6tt946unXrFhERO++8c2ywwQax//77xzPPPFOXMFx33XUjImLChAnxve99r27Z+T9I/utf/9rkdf7kJz+JSy+9NP72t7/FL37xi/jb3/4Wffr0iY022ih3ufXWWy9effXVuPvuu+P++++PW2+9Nf70pz/FqaeeWnf/W1jiZsF705tvvhnbbrttrLvuunHhhRfGqquuGm3atIl77703fv/73xf0g9WTJk2K/fffPwYNGhS/+c1v6pVNmTIlttlmm+jcuXOcccYZ0atXr2jXrl08++yz8ctf/nKx/kB2nqb2uxa03HLLFfxj0e3atauXaFqYBx54IG688cbYY489mtQ32GCDDeqOv9122y1mzJgRhx12WGy11Vax6qqr1rXpT37ykxg+fHijdWy44YbN2JLC5PXd5rfPPvvE+uuvnzvPrFmz4uSTT465c+fmvod+/nN21113rZveqVOnujZ7/PHHmxRvc9px3rx5scEGG8SFF17Y6Hyrrrpqvf8LPR6L4aijjoohQ4bkzvPFF1/Er371q+jatWvssssuBa1n2223jYiIxx57bKEDSpp6HSvkGK89j2uv+5WgsWerNm3axFVXXRVnnXVWvPbaa7H88svH2muvHfvtt1+0atWq7sOMW2+9NT7++OMG+6P2evvEE0/E//3f/zWrzohv741vvfVWvPTSSzF9+vT43ve+Fx988EFE1H+mXGmlleL1119v8MOXtb/HsKjrZu05UfsbSQvTpk2b2GWXXeKcc86JmTNnRvv27ePUU0+NlVdeOQYMGFD3zFf7QcGnn34ab7/9dqy22moNviF1++23x4wZMxpNMhda5/yGDRsWI0eOjNdee63RD0quv/766NKlS6Pn20orrRQRDX9ItKnt2b59+1huueXqtWdT63zrrbfi/vvvjyuvvLLefMsuu2xstdVWRft9rAVjev755+OBBx6I++67L+67774YPXp0HHjggfGXv/yl6OsvJkluoKiGDBkSV155ZTz11FOxxRZbLLZ6b7nllhg+fHhccMEFddNmzZq1yF9YXhx69eoV06ZNq+u8F0vtV9QWNeqq9gFj0qRJscEGG9RN79mzZ8ybNy8mTZoUa621Vt30vK9ATZo0KdZbb73c9R144IGx1VZb1f3f1IeqxtR+FW7atGkLTXJ37dq10a+TLviqmV69esX48eNjyy23/E4xAVBcnTp1ilGjRsVBBx0UN998c90Pdu2www7RunXruP766xc52ropNttss+jVq1fccMMNMWjQoJg4cWKcddZZTVq2Y8eOsffee8fee+8ds2fPjj322CPOOuusOPnkk6Ndu3bRtWvXRvscC96b7rrrrvjmm2/izjvvrDeatNBXaM2cObPuR9j+9re/NUgA/OMf/4jPP/88/v73v8fWW29dN33SpEkN6sobYTm/2tfDvPrqqw3KXnnllejWrdtC7+HNte6668att95a0LLV1dX1Rh82pnZE9m677RY33HBDs38sMeLbr9jfdtttcdZZZ8Xll18e3bt3j6WXXjpqamoW2Tfs2bNnTJgwIbIsq9f+jbVtsWyyySaxySabLLR89uzZsdtuu8Xs2bPjvvvuy/3x+P79+0eXLl3ixhtvjJNPPjk3IbUozWnHXr16xQsvvBDbbrttk4/jxaX2fHjjjTfqjUb//PPPm/QBzYABA3LLp0yZEttuu2107tw5HnrooYIHz8zfx16Y2pHnC17LFryONWff1Jo0aVK0atUqN/7u3btHhw4dFnptadWqVYMPLL6LvGer5Zdfvi45WVNTE//4xz9is802qxtl/PHHH9eVzS/LsqipqWnweo+m1FmrdevW9T58rR0dPH9b9+vXL15//fWYPHlyvVe71CbEF/WBXe2zVFM+2Js5c2ZkWRZff/11tG/fPt59991444036q23Vu1re7788ssGrwS5/vrro1OnTo1+UFNonQvGGdH4/vzwww/jkUceiREjRkTbtm0blPfr1y/+/Oc/133Tq1ZT27P2VWDzz9fUOhd2LEV8+zqjxo6lQuVdH9u0aRM777xz7LzzzjFv3rw44ogj4oorrohTTjkl95vflc7rSoCiOvHEE6Njx45x6KGH1l3Q5/fmm2826Wt4C2rdunWD0ReXXHJJozeLxW2vvfaKp556Kh544IEGZVOmTGn2jemzzz5rdCRJ7dcL8x5EIr69obZp0yaefvrpetMHDx4cEVH3XrdatV+Ba8yzzz6b+zATEbHmmmvWfSVy4MCBseWWW+bOvzBffPFFPPnkk7HCCivUfcLdmF69esUrr7xS77UoL7zwQoNPuffaa6+oqamJM888s0Edc+fOLckHIAA0zf777x+rrLJKnHvuuXXTVltttTj44IPjvvvui0svvbTR5Zo78nL//feP5557LkaNGhVVVVW5o1JrLfju4DZt2kSfPn0iy7K69+P26tUrpk6dGi+++GLdfB9++GHcdttt9ZatTaLOH/fUqVObNOK4MYcffni89tprcdtttzX6aoTG1jd79uwGfYGIbxP5TXl9yYorrhgbbbRR/OUvf6l3L50wYUI8+OCDseOOOxawJY3bYost4ssvvyzoXclN8Zvf/CYGDhwYN910U1RXFzbeq1evXjF06NAYM2ZMfPTRR9G6desYOnRo3HrrrY1+e3H+/suOO+4YH3zwQb33uM6YMaPBiL5y+uc//xmPPvpo3HnnnfU+KGlMhw4d4sQTT4wJEybESSed1Oj52dRztjntuNdee8XkyZPjz3/+c4P5Zs6c2aTftCnUtttuG9XV1XHZZZfVm76wa1Zz3XbbbfHOO+/E+PHj672zvLnuuuuuiIh634pZUOfOnaNbt24Nfk9owetFc/ZNrWeeeSb69u0bXbp0Wej6W7duHdttt13ccccd9b4V+vHHH8cNN9wQW221Vd3rL5vjuz5bnX/++fHhhx/Gz3/+87pptcn6G2+8sd68d955Z0yfPj2+//3vN7vOxnz66adx7rnnxoYbblgvyb333ntHRMTVV19dN23evHkxevToWHbZZaNfv34R8e3z1YLPw3PmzIlzzjkn2rRpEz/60Y/qpjf2KscpU6bErbfeGquuumrd89lvfvObuO222+r91T5vnXjiiXHbbbc1+KDz008/jfHjx8fuu+9e77c3ajWnzsbinDNnTlx77bXRvn37Rs+TG2+8MebNm7fQD8x33XXXaNu2bYwePbreN5xqj5FBgwZFxLeD6Bp79eqZZ54ZWZbF9ttv3+w6e/fuHa1atYqbbrqp3nH6/vvvxz//+c96x9KcOXPilVdeiQ8//LDR7ViU2jZc8Dl4wX5Oq1at6r6N8c033xS0rkphJDdQVLUjqPbee+9Yb7314sADD4z1118/Zs+eHU8++WSMHTt2kaNuGjNkyJC47rrrokuXLtGnT5946qmnYvz48Q3e91UMJ5xwQtx5550xZMiQGDFiRPTr1y+mT58eL730Utxyyy3x9ttvN+ureX/961/j8ssvr/vRla+//joeeOCBGDduXOy88851P6KzMO3atYvtttsuxo8fH2eccUbd9H79+sXQoUPjoosuis8//zw233zzePTRR+O1116LiIaf7D7zzDPxxRdf1Pu66eJ0yy23RKdOnSLLsvjggw/i6quvji+//DIuv/zy3E+ZDz744Ljwwgtj8ODBccghh8Qnn3wSl19+efTt27fej9Fss802MXLkyDj77LPj+eefj+222y6WWmqpeP3112Ps2LFx8cUX1/uhJwDKZ6mllopjjz02TjjhhLj//vvrHhQvuuiimDRpUhx99NFx4403xs477xw9evSIzz77LJ544om46667mvX+4p/85CdxxhlnxB133BFbbrllrL766otcZrvttosVVlghttxyy1h++eXjf//7X1x66aWx00471b2DeJ999olf/vKXsfvuu8cxxxwTM2bMiMsuuyzWXnvtej/Att1229WNlho5cmRMmzYt/vznP0ePHj2a/dB6zz33xLXXXhtDhw6NF198sV6CvVOnTrHbbrvFD3/4w+jatWsMHz48jjnmmKiqqorrrruu0YRPv3794qabboqf/exn8YMf/CA6deoUO++8c6PrPu+882KHHXaILbbYIg455JCYOXNmXHLJJdGlS5c47bTTmrUdeXbaaaeorq6O8ePHL5YfY1zQHXfcEe3bt482bdp8p3pOOOGEuPnmm+Oiiy6Kc845J84555x45JFHYrPNNovDDjss+vTpE1988UU8++yzMX78+LqvtB922GFx6aWXxoEHHhjPPPNMrLjiinHdddc1mgT6xz/+ET/60Y9i1KhRi7WNF2XbbbeNN998M1ZYYYUmzX/SSSfF//73vzjvvPPiwQcfjKFDh8Yqq6wSX375ZTz77LMxduzY6NGjR7Rr126RdTW1HQ844IC4+eab4/DDD49HHnkkttxyy6ipqYlXXnklbr755njggQcWmchsTFVVVWyzzTaNvre41vLLLx/HHntsXHDBBbHLLrvE9ttvHy+88ELcd9990a1bt+88svyggw6KHXbYocntHxExefLkulc5zZ49O1544YW44oorolu3bov87ZtDDz00zjnnnDj00ENjk002iccee6zuWWF+Td03Ed8m5h599NEGP87ZmN/85jcxbty42GqrreKII46I6urquOKKK+Kbb76J3/3ud01ug/k159nqr3/9a9x6662x9dZbR6dOnWL8+PFx8803x6GHHlrv9w523nnn6Nu3b5xxxhnxzjvvxOabbx5vvPFGXHrppbHiiivWvW+7OXVGfPv8ssUWW0Tv3r3jo48+iiuvvDKmTZsWd999d71vRuy6666x7bbbxtlnnx2fffZZfO9734vbb789Hn/88bjiiivqRivfeeed8Zvf/CaGDRsWa6yxRnzxxRdxww03xIQJE+K3v/1tveOq9n3Mm222WfTo0SPefffdGD16dHzwwQdx00031c03/zd4a9WOsP7BD34Qu+22W4Pym266KebOnbvQJHNz6hw5cmR89dVXsfXWW8fKK68cH330UVx//fXxyiuvxAUXXNDoO72vv/76WGmllRb6zYkVVlghfv3rX8epp54a22+/fey2227xwgsvxJ///OfYd999635Y+KOPPorvf//7se+++9Z9e/qBBx6Ie++9N7bffvt6z81NrbN79+5x8MEHx1VXXRXbbrtt7LHHHvH111/Hn/70p5g5c2acfPLJdXVOnjw51ltvvRg+fHiMGTOm0W3JU/vhxzHHHBODBw+O1q1bxz777BOHHnpofPHFF/HjH/84VllllXjnnXfikksuiY022miR3+queBlACbz22mvZYYcdlq2++upZmzZtsqWXXjrbcssts0suuSSbNWtW3XwRkR155JENlu/Zs2c2fPjwuv+//PLL7KCDDsq6deuWderUKRs8eHD2yiuvNJhv9OjRWURk//3vf+vV98gjj2QRkT3yyCP11rHTTjs1WPc222yTbbPNNvWmff3119nJJ5+c9e7dO2vTpk3WrVu37Ic//GF2/vnnZ7Nnz663PaNGjcptm//+97/Znnvuma222mpZ27Zts44dO2Ybb7xxduGFF2Zz5szJXbbW3//+96yqqip79913602fPn16duSRR2bLLrts1qlTp2y33XbLXn311SwisnPOOafevP+/9u4t5Nb0KhT0/KpmVaXKyqFMKgm6TdJqx0aNB8RuN2aLMRI3YkQQJAbFC0EFkaBgFFQkIoJ4I3ggerHjRSCwFWQfMJ4w4IkW1NabKBrNTtPo9tAxlaOpWmu9fdMRy/rnWP8cNce73vH9zwPe+P3v+TRq1CT1fd/3feNlL3vZuHPnzrXavK4f/uEfHofD4Wn/90mf9Enj3//7fz/+83/+z0/72/e+973jcDiMt73tbU/7/7/97W8fn/7pnz4efPDB8QVf8AXj137t18a3fMu3jJe//OXPaO/nf/7nxxd90ReNhx9+eDz3uc8dr3rVq8ab3/zm8Td/8zcXHRcAT3fVm/uJN+Af/uEfnvH3TzzxxHj+85//jDf21q1b421ve9v4iq/4ivHJn/zJ43g8jhe96EXjta997XjrW986Pvaxj53Vry/+4i8eh8Nh/OzP/uyV3//tO/9zP/dz48u+7MvGC1/4wvHQQw+Nz/iMzxjf+73fO5544omnlfv1X//18bmf+7njwQcfHJ/1WZ813v72t//LeP+1//pf/+v4vM/7vPGc5zxnvOIVrxg//uM/Pv7Tf/pP43A4jPe+970n+/Fv38RPzO9V//ev38Pf+73fG1/yJV8yHn744fEpn/Ip481vfvP4tV/7tWfEPR/+8IfHG9/4xvGCF7zgaXWceot/8zd/c3zpl37pePjhh8fznve88frXv368+93vftrfnFrvT/T9X4/3lK/92q8dr33ta5/2/7sqbqv2iTZ/8Rd/8crvX/7lXz6e97znjQ984ANjjDH+7u/+bnznd37n+LRP+7TxwAMPjJe+9KXjta997fj5n//5p5V73/veN772a792PPLII+NFL3rReNOb3jR+9Vd/9Rnj+2//7b+Nw+Ew3vrWt4b9/MR6/cRP/MSzG/Cz9Mu//Mvjq7/6q8fjjz8+jsfjeMELXjBe/epXj5/4iZ/4lzn6hFPx/hjXn8cnn3xy/PiP//j4nM/5nPHQQw+Nxx57bHzRF33ReMtb3vK0s3rdf7b40Ic+NA6Hw3jDG95w17HeunVr/NAP/dB46UtfOh5++OHxFV/xFePP/uzPxgtf+MLxHd/xHXctf0kvf/nLn3YX3HfffePFL37x+MZv/Mbxnve852l/e9X99NGPfnR867d+63j+858/nvvc545v+IZvGH//939/5T/DXHdt3vnOd47D4TD+8i//8lpj+OM//uPxVV/1VePRRx8djzzyyHjNa14zfv/3f/9pf3POPj/nn63+4A/+YHzZl33ZeOyxx8ZznvOc8fmf//njrW9965X/PPT+979/fPd3f/d45StfOR566KHxohe9aLzhDW8Yf/3Xf52u87u/+7vHp3/6p4+HHnpoPP744+ONb3zj+Ku/+qsrx/WhD31ovOlNbxovfelLx4MPPjhe9apXjbe//e1P+5s//MM/HK9//evHp37qp44HH3xwPProo+PVr371M/6Za4wxfvqnf3q8+tWvHi960YvG8Xgcjz/++Hj9618/fvu3f/uuc3y3+/FLvuRLxotf/OJx69atu9Z1tzrf8Y53jK/8yq8cL3nJS8bxeByPPfbY+Mqv/MrxX/7Lf7mynj//8z8fh8NhfM/3fE/Y3p07d8ZP/dRPjVe+8pXjgQceGJ/2aZ82fvAHf/Bp/yz/T//0T+Obvumbxmd+5meORx55ZDz00EPjcz7nc8aP/diPPe3vzqlzjDGeeuqp8VM/9VPjC77gC8ajjz46Hn300fGa17xm/NZv/dbT/u4T+/5f31VjXJ23uOrtvnXr1viu7/qu8fjjj49t2/7l/P/SL/3SeN3rXjde/OIXjwcffHC87GUvG9/+7d8+/vZv/zacsw62Me7Bf20BgIu6ffv24bM/+7MP3/AN33Dl/1zHv/Ynf/Inhy/8wi88vP3tb/+Xf7v+8Y9//PCKV7zi8P3f//2HN73pTTO6DADwDL/zO79z+PIv//LDn//5nz/tvyly07z5zW8+vOMd7zi85z3vufJ/U5bL+pVf+ZXD13zN1xz+9E//9Gn/jZvr+sAHPnB47LHHDj/6oz96+IEf+IGCHvbxdV/3dYdt257xP98EUM3/JjfADtx///2HH/mRHzn8zM/8zNP+AzOf+A9y/Gs/+ZM/ebjvvvue9r+z+La3ve3wwAMPHL7jO75jSn8BAK7yH/7Dfzi87nWvS/9PFezFu971rsMP/dAPSXBP8q53vevwhje84VoJ7lPx9eFw9/+w5N792Z/92eG///f/ftcf3QBU8EtugB17y1vecvijP/qjw2te85rD8Xg8vPOd7zy8853vPHzbt33b4ed+7ufudfcAAKCVX/iFXzj8wi/8wuGrv/qrD48++ujhd3/3dw/veMc7Dq973euu/A/TAzCHJDfAjv3Gb/zG4S1vecvh3e9+9+HDH/7w4WUve9nhm7/5mw8/8AM/cDge/beHAQDgHH/8x398ePOb33z4kz/5k8MHP/jBw0te8pLD13/91x9+9Ed/9Mr/CB4Ac0hyAwAAAADQlv9NbgAAAAAA2pLkBgAAAACgLUluAAAAAADauvZ/dWzbtuhr8G32/+R31JcK0fgq5mWlOruUq9ClL5Eu/3P8e9/zlza7Hyud2dlnYaWzt9LYZ89nZJVzeTjc7Du3wtz1G+PO1PYiu4jJS7opJl+/XIUufYmsdLdGdr7nT32afifNbm/vcWlFe5GVxi4mv9oNvnNLroK1YnK/5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKCt473uwGkV/9nPvf8Xh1eqs6LcSv+F9JX+a9nZvnT5ryZXrPvsvZRpb/bZm72nV9oPFWb/F9Ir7oFsexVu8n8dfvZZ6fLWMk/BGg0x+bw6xeSXJSa/rII6w+0StHfyk5j8al3eaDH5ZYnJz7dQTB5WudK7n+eX3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFvHy1Qzgm/bZZq4toq+ROWi9laal0hFX1Zah5Vk+1kxdmt0tVXOZsV8VYxtpftj9h6rOM8Vupy9ldYvWqPZ52j2vHTpS4UuZyWyUuy5Upyx0rxEVnpTIyvdE1li8vUlx37x4YnJz29vpZgustK7uJKV1k9MfrWV+lIhPz6/5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANo61jcxgm/b5HLRt0jUXlZFXyrmLNuX2bJ9yY49q2LvZsc+ey91WaPZ7a1ipfVZ6Z5byUrjm92X2fuz4i7Ltleh4t2osIc3ZSVi8quJyS9qC/oSDm+le1BMfnadJWHBTb2vV3rfCvbYFpRbaQjzK03aQUweDkFMftlyWX1icr/kBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2jpeppotWW4U1BmVi9rLyvYzku1nxdhnz2eF2f3M7uvsXK90jirOQ9bse2nmPpu9V2bfHx3W4G5WehcjK9WZ3RORlfpSoeI87D1W2ruV7h4x+dl1hsWavH9hVwr6GU6LmHyacGnF5Od923lMPv0fzVd6FyMr1Tk5Jk+/Gwu9fWLyZfglNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0NbxXnfg8kaTOiNbk/aictk5y5ZbaQxZUXvZ8c2ez4o5m30eKlx6DBV7JaviDM0+zyvdZXuos8uZnb0/I13250pjz9YZ6bJ3u+hyZ0Um74mxUjzb5A0v2RJ7uJdu8vseEZNfrs6oWFBudIl5FqozPS1dzuxKcVuX/bnS2LN1RvLj80tuAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgreP1/3RLNjGS5bKifkZ96TK+ivYq5qViHWaPPVKxXyrGnu3n7Dqj8XU5tzP37uz9l9XlnKxk9p6uaG8P6zDb7PPXJZbI1lkxnytZ6e2LiMkvW6eY/GpdYo2V4qyImPxybUV2HpOPJrFguFUm7+mtSUy+938Uu8kxedjNPjG5X3IDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtbWOMca0/3KJ8+LWqmGRLlovGENW50tgrVIw9u0azVazt7L20UnsVKvbg7DN9qi+zx7bSWe9yt3Q5Qyut30r3/ypn/W5WehtWuicilx/DNcPlKcTkmXJ70OX8VVjpHtxDexXE5Nev7251rnTWu9wtXc7QSuu30v2/ylm/m5XehpXuicj8mNwvuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLa2Mca41h9uW/Q1+Hat6s+sMxK1V9HPSMUYsrJ9iVT0M3KT1y9rpXPUZf1my4x99nmevXaRlfZflz290hp1kd1LFe1FZu+J2Wu7znt6zXB5CjF5xkr350p3SNZNXr+slc5Rl/WbbZGYfAv6McTk8+qMmgvaC5tbaY26EJNftr2sdd7Tu8XkfskNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0dbz+n24FzUd1joL2snVmxx61F9WZnZeKcrPN3hORiv2yUp0rlZu957Mq7oJVrDSXUXsr7b89nOes2e9Nl/PcJVaa/e53uAMPh7XioUiXfRYRk59fbrbkGEq20krv7UpveEG5LRjfEJNPMVaaSzH5+c01icnDsx611+U8d4mVxORXy8+LX3IDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtHa//p6Og+Wyd2+T2KvoZ1RmVy9YZqVjb2SrmZaU6s/sl25esij1Y0c8K2THMPH9d9lHW7PM1e7/v4a7Oqnj3u7wNFezB3sTk5xOTTzNWip8r6iyIpbagXHpLJAsOMfkcYvLzv4nJ1yAmvyx78NL8khsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGjrWN/Eliw3Cspl+5I1ewyz5zpS0ZeoztnrvtJczx57xRpl24tUrNHMs1LRVoWV+jn7fM02+95Z6c7NWmnOsu1l3/2V4qjZccZK53YlYvKLltuCMYwuZyUiJr9sndF+mdyemPyEC8fk05+pld4+MfnVForJp0/nSnOWbU9MfrWgL1vQXtEe9EtuAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgrW2MMa71h9tW0Xzw7VrduqCK8WVVjD07vtnrEKkYQ3YPVuyXivZm15k1uy/dx77S/VixBivdO7OtNNez12j2O9xln610/3dx+bMyxp1knZcnJp9ppbtupTtroZg8Og/pKVsoJg+nJZqXbFey8ykmn6Pgrg7flKDOla6kEmLyaVVeLyW5ADH5+ebH5H7JDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtLWNMca1/nDL5sOvVf1VLSbrjMpVqOhLts6KcrNVzFnW7PVbyexzm1Uxn136mbGHO2IlK+33Lm/t7Ptx9hgis9cva3YMkjV3Ha4ZLk8hJj8l6MsW9CWcFjH5+VaKo1ban1kF53YL6kwv30r3fGSVdd/DHbGSGxyTT3/fksJ7R0x+NTH5lV/uEpP7JTcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANDW8V53IGcLvo3J7UXfIlE/Z48vUjG+rOycVbQXqehLZPZeqhjf7HMUWWnPz2xr9n5Y6S6b3ZfI7H1bYaU7afb+zI5vpXM0+z2t2PMrvW971yQmD7siJr9snTc4Jt+Cfo6F7qywuYVi8q3iTF+amPx8K92rkdn7Nmmp9y0au5j8fGLyDL/kBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2jre2+a34NuYXGdFuazs2LOyY5i9RpHZaxSpmJfZKvbE7POelR3DzDtk9pmdXWdkD2Nf6e3L1plVcUfMftv3sJf2cI4is9dvD1a6l8Tk51vp7bjBMXnJs5LsyxZUOprEDENMfu/rjOxh7AVnocv5EpNfuE4x+dXmx+R+yQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALS1jTHGtf5w26KvwbdrVT9JRT9n15kV9SU7hmw/K+rMtlehYj5nz9lKVtqDM9ehYt/uYa/s/V7touLsZdvb+3zO3mez53qlOOp0e9cMl6cQk69SZ9ZKMYiY/KLlorO50vGLhENfaQ+Kye+9vd+rXYjJL0tMftn25sfkfskNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0dbxMNSNZbluozqhcJFtnVK6in5HsXM/uZ1bF2u6hXNbscxuZPfYKM8ew0vpk61zprq645yr6stLbt9L9kbXSvVOxJyIVdVbospcqrLS2Xe4lMfk8YvKzhVu34NxGdYbNLfQGpKdFTH6eyX3ZgnLhWcgSk59PTH61lWKs2ebvJb/kBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2jpe/0+34NtINh+Vq2gvqnO2ir5k5yWS7WdFX7qs+0r7LFKxRhWyd0G23Oy9e6qfs89zhzl5NnWuVC47vpXulpXehmx7e3gbVtoTkYo93+UNqyAmvywx+bQ6t2AMJUd68j5LjyEoOPuqC497k5g8LCYmP6vO9JmN6oyKZc+CmPx8YvL166yw/5jcL7kBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2tjHGuNYfbtl8+LWqv6rFgjor2ovKRSrmJWt2X1aaz9n2Pr7IHvZu5NJ9yZ6T2Xuloi+z12el+3+lN2Wlfu5dlzOdtVKckazxeuHyFGLyTLlIUGfYlb2flXXOX40m4yvpZrLS8Dw0iflSZ1pMflli8vPbW6mfe5dch5KrYO9xRrLGu7w3fskNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0daxvYqtv4p62t5IRfFtpXqK+ZMeQHV/UXlaXua4QzWfFXM82cwxd7s7sma2Yyy59yZZb6Q7Mluuyz7wpl1WxRhVru4d3KtLlXVlIeksEBbfkvJRsTzH52cXS3Sw4D2FfCmLy2VdkOGVBZ7JDP9le0JHp5zLSJQ5eqS/ZcpPvwHDKVop1b3BM3iaE3H9M7pfcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW8fr/+koaH4rqDPqZ7a9qNzseVmpvZXmusvaZs1eo+zYs+swu5+Rin12U81en6yK87VSe5E9nK+V6uwS12Tbq1Axhi5ve5aY/Pz2sgraC4sF7W1BwbHSXHdZ26zZazQ5Jo/GkO1nuspkwZXCrGUEg0tvv5Xu3B3E5FvQl/AsZK0UP1fU2SWuybZXYR8xuV9yAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbR2v/6db8G0ky0WydUblKvqZ7Uukop9Zs+e6Ys4is+cza6XxVazf7PslslJfTllpP2Tbmz2GbHuRlc5CVkWdkZX2REWds+ez4q2dHbdl67zJuqytmPyixg2OyVd6OragwbAvK8WsUbFkndtC4wvHcOFuhP1IV1ogaG+IyefVGVUpJr9snWLyq6uM7oJknYvxS24AAAAAANqS5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKCt42Wq2YJvI1muos7ZKsYwe+wV7UV1ZmXnrMteypo9vr3PWYf2Zp/LbHuz78eKvsy20h2/0rxEZu/rbJ2z57Pinlhpzrrszwpi8quJyc+vM6vg3I6C+ax4HsJuJtcvvURBnRXbpeTaDSoteVJPFEwfvYVi8nC+xOTnW+mOX2leImLyq02OySvelMVicr/kBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2jrWN7FNrnMUlMv2JSs7hj3UObsvUbmV9lLFvEQq9nUk28/ZZt9nlzZ7P1TcEbPNvssiK83n7DspW2fF/R9ZKT6p0KWfkS53TyC9DAVj34I6R8GeD4t1uXe71FnQl/R+qagzEtUZfAv3Z7Iv0fgi6Su54C4v2YLZdUg3eH59FfshO5np+3glk++ysFgwnyVvUURMftn2usS6XfoZqTkrfskNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0tY0xxrX+cKvIh0dNbwXtZV1ris4Uja+ivUjFXGfX1p44X8WcrbQOK/Vlpj3cA1nZsa+0NyMr9XP2fbzSezr77cvqco9X7LPZTvdzjDsT+xETk1/aSvuzYK63YAxjofsz3ZVofBWdiYol5yw7vjbxxGSXPrYVeyzc7wvN5UqxbjhnC/UzJCY/v1yWmPz89vYRk/slNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0Nbx+n86kk1syXIVojFE/Yy+Zecl25cudWbnbHY/9zC+PaiYsy5OjX2le2B2e9nztdI5mb1vVzpDs+/Ainc4UrGv967ijY7s4Q6JiMnPrzPZly1oL2wuOb5weMk6R0HMGm6loM6oL9H4wnVIji+qM1RwT6x0NJeKJ5LSW35iTB7u26ydx+TpKvcQB2eJyS9bbg/2H5P7JTcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANDW8fp/uiWbGAV1ZkXtze5nti8r1RnJtpddh9l7qWK/ZOvMznVkpbM52yp3wex+zL4jZpt9/6/09lWouK8q7viK+7HifZttlXvucJh/98x+TytMvpdKpqxJTD4mx+Rhc8mxb8n2wnKTY/JwXlZ6w8Xkl1WwtmGxC8fk6a0SfAzrXGntItGcZe+dyA5i8nDdxeTzygUqzruYPMUvuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLa2Mca41h9u2Xz4taq/oC1ZLupnts5se5GoL7PHUKFiXrJW2hNd1o/znVr3Lntsdp0VZvcze4/voc6sirdvpb3rrJzfXsW6B6WuFy5PISa/tJX250oK5iU9ZSvtiS7rF+hyNCMl19nEmDx8U5LtRedkZM/lHt6NbHuT6wyLicnPJya/2koxT01M7pfcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW8d73YHTtuDbSNYZlYvaq6gzO76KMUSyc51VMYbI7PmMzG6vi4q74KbKzmXFXZatcyVd7ogu8xmZfdZnnwcuy1xflpj8su1lLRSTVwxvaxKTV4Q9Kwn76Y27mC05lyMoF33L1rmPjbtQe9H6JaucTkzOOebPtV9yAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbR2v/6ejoPmtoFy2n9ly2TFUzOdsexh7dgwVonlZqZ8VKs50F6us7ezznN3vXc5JxZsy+yxUzGfF2q4Un8zenyvtl8js+Vxp7BVW2vNi8jXsYezBGKY//ckGZ1/zFXWOaHwF+2WpcGliHBn2MbvHgkrDLR2VaxKTV8zLUnHGSjFkk5g8va+zVtovkf3H5H7JDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtHWsb2ILvo2COivKZfvJ1bLrsHcrzcve+3JTz3Q07op7dXZ7kZXem6gvFXMWWakvkZXmJWqvIuaJVIy94ozNPu9ZK719FcTk/FvBOqx0HKZfBQUNpo/K3MFHzY2VYvKKJ2fm9bIFjY3kAMJyyfbCKheKycP9ICY/WzhlC81LeGGJyS9bZ5+Y3C+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto7X/9Mt+DaedUfOE7WX7WdUrmLsUZ2RqL3s+CpUzMtK41vJSmOfvX4rnb8963LHZ1XUOXtvRvZw9ir6mb2vKuazy52Uba+inyud29nE5OfXGUnupS1obwTftmR76aVNFhxBP6OxrxSXTt8u0Zwli6WfleTgg3UPq7yTm9CR3S/RGesgfXVOHnfYXpOYPD1nNzgmD6tcKCYv2Z9i8vOtFZP7JTcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANDWNsYY1/rDLZsPv1b1F7QF37J9ydY5u9xsUT+5rNlznW1vpT0RnZWKc7TS2bypZt/xs83u50rzslJfsrL3Y5d4oWJ867R3zXB5CjF5ps4dxOThlg8+zh7eSqFgRV+2oNLoU3Rso34G7UVdiT8GgnUPt0QYdkeVBt/uZPuSHcQFyzwbXa7HULJgtG8XeofF5KestEYRMfnV9hGT+yU3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQ1vH6fzqCb1vyW1RnJKpzJdnxzZ6X7Npm64ysNIY9yI49+++/sndBJFrbin12p6DObD87qFiDivNccQ/Mvltm76PsOuz9bc/qMi+z3+GKvbTnO/dwWGuuu5xbMfnZzUXthV2ZHJNXhAXZoUfh832nS25RpfcHlQaftqC9sMFg+bZx+uO4HRQMQutxO+jLfacLblGdM2Py2eF/9uyF5aK9Et0fBYcvPWdi8vPLRbq87Vld5kVMnuGX3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFvHe92BnBF82ya3lxX1M9texbxk66xYhz2YPS/ZNYr+/df9yXLZsd+Z/C17NrNnpeJ+maliT8++x7PnZKU1nz1nFWOYfRYq1mj2us/u5+xYIltnRHxyWWLy88sl52UUvGN7Dk/uZkuuQ3aq7w8+Bt/ue+B0bL0dT8fk2zEoF409CJHv3D79cdwKvj0VVLoF5W4H/YzOwxZ8u5Osc6b0s1hw52bPSVhnMM/hGMTk53+raK+CmPz8OsXkp/glNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0NaxvolR38RFbPe6A8W6rEPUz2iNom/Zsa+0J7J9icpF/47rgeDbg8lv9wffojV6Mvj2VLJc1F40L3eCb8yRvSO6qBjD7Pt/9hgq7v/IHvZZ1kp7KduXvd8hkS6x4A7WIdy6yXXITkt62ReKybfk4LPFwvA5+BiFusfT5e574HTsef/Dp2Py+x8+HXcfg2/33Xe6o+PO6TW69c+nY+tbHz0dk9/5+Olydz4e7Ilxel7GOB2Tb0G4Pi59vax0rba5I7oQk19NTL6GlfbSWjG5X3IDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtHS9TzQi+bZdp4iKyfYnGl20vW2dFexX9nD1nUbmV9mDFOtwffIv+PVZ0/B8Kvj0v+PZY8O2R4Nut4NsTwbcPBN+i+fx48O12ss5L7/mKO6LC7Pt/9j1eoWIM2Ttw9rxU7JeV1rbijq8YX5c5m22lvmSJyc9vr2DdR0E8O5L93IJyYVducEwejf2+0+W2+0/H5NsDp2Py+x8+HZM/8NjpmPyRF56OyR/95NMx+UMPnY7Jn/z46Zj8I0+cjsk/+o8fOF3nB07P5xinY/JxJ4jJozMWnZXwGJ2oMzpDkelPSvJcpo9lsmD2LiuRnJdwDGLyNYjJz7ePvvglNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0NbxXnfgtFFQ51ZQLurn7DFE7WXHHpndXkWds1XswUj077EeDL49N/j274Jv/1vw7VOCbx8Kvv1F8O2vg2+3g2+3kuUi2bPZweyznpXt50rjm71XKvbtSm9D9o2eHS9k7b29CnsYw2RbMC/pKROTX1ayvXRXVnr7s5Jj2IJyQdh93/H0x/sfPR2TP/z46Zj8pZ95Oib/Xz/jdEz+khecjsn/6SOnY/K/+B+nY/K/fc/pmPyDd07H1ndun47Jx60gJr9z+tO4c3qNtuA+G5e+Jkqem+RZnx5eRu/GSndn4OIb4m7E5OfXWdGXbHPR+VspBllJzRj8khsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGjreG+bHwu1tyXLRSrqzI4hq6LOSMVcd5EdQ1Qu+vdY0fF/XvDtfwm+vSb49vnBt/8ZfHsw+PbB4NuHg28fD75Fc3Yn+JY977PvwZlm31eRijs3UnGes/todl+y7c1+F/dw9maPfaV4qGKf7SGWyArmpeSoiMnPV1BnOPTgY9iVJuco6uYWfIw+3Xf643Y8HV/e/5zTMfknvfB0TP7yV56Oyf/j/346Jn/Vvzsdk//NE6dj8l/+v07H5B/559Mx+cc+eDomv/WR0zH5nftPz9nYgpg8Wr9gX2/b1d9GFP53cWJs///H059KwoXk3TLE5PPaE5OfLdyfYvLz28vHEn7JDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtHW8t81vwbdRUC6SLTe7zmjskYr5zPYlUrG2s1WsUcW/j7o/+PZg8O35wbeXBd8+O/j2ScG3Pw2+PRJ8i6637BpV7M9MX/ZwFrrcSSu9DbPfvqi9ldZopfOcbS8ye20r1m+lPR/pcrdWEJOfr0lMnj5+TWLycBlOf4xX7/T4tmxMHjR43/2nY/L7Hzodkz/30dMx+Stecjom/z9ecTomf98HT8fk/+f/PB2TP+ex0zH5/Q+fjsm3B6KJOf3pcF9yf0bF7pz4GDZVcBayRy+8IqI7IpqvZGdGUC59tSTXNVtnaKGYPLu2YvIEMfll64zk6/RLbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoK3jZarZLlPNReqMyo1knbNlx14xvoq13btoHVaaz9vBtyeDbx8Mvr03+Pa84Ns/BN/eH3yL+hmNL7LS+Ztp9r5d6Sx0UbFGK+337PudnZeV3szu98fhULM/V1qjLgrGtwV1hkskJr9oc6NibS9fZYnsdtlOFxzBfAbF8n0Jyt25dTpmfeqjp2Pdf/rH0zH5u/+f0zH5Iw+djsnf/+HTMfkT/3Q6Jn/qY6f7GY1v3Dn56RBu0HAdLnz+Zl9XI/mepkPBZMGCsxBa6klZKCYP90uyufC9EZOv72bH5H7JDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtHWsb2IE37aCOiPZ9iIVfamYs4qxV6gYe7a9SEVfsnsi++1W8O3Dwbf3Bd9+L/j23uDbx4Jvfxl8e3/w7cng253kt0h2T2Tbu7Ts/svWGcm2N7vO2fd49qxndXk3KtZhD3twJbPf9tlns4vk2MOtu1IctYOYfKVrYgSd2SavX9jc5Dskmpfbp7+Np05/u/2x0zH5R//xdEz+f7/ndEz+rvtOx+Tv+R+nY/KPPHk6Jv+L952OyT/4N6dj8lsfOh2TjyeDOPh28C08K9kzlojJS0KQyTF5xR0fHsugznSou1BMviXnLD2+pIr3pktMHq1RurkuMeT+Y3K/5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANo6XqaaEXzbCspVyPYl28+ovdlWWodIRT8rxpfd8xV13g6+3Qq+fST49jfBt38Ovv1lsi9PBN/eH3z7ePAtmpdINNfZbx1U3HMV92pk9l09e85m77FsXyr6OfsNm33HRyramx23Vez5LnFNBTH5ZdubrWAdSq6lmxuTjxHUeed0neOp07Hn7Y+cjoP/+f89HZP/QxCTf/yJ0zH5e557Oia/c/t0Xz70xOmY/EP/eDomf+qJ0zH5nX8+PS8jCteDuT6M5PuQ2RLTr48mMXk4LyvFPNn2gjrD/VdBTH617FlfaX+KyTP8khsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGjrWN/ECL5t9c1fW9SXaAwVsvMyez4r1ja7Divts9n7JRL15Vbw7WPBtzvBt48G3x5I1vlk8O3jyXK3k32JZNf91P7sso+i85U9e5eey2fTXvZO6nKPzzZ7jbJ1rqTiPFSMvUudK7U3W8E5Ktlmk/duOPTgY9iVlWLPoC/ZsXeJyUfQl2hpo2LR8IIQcjx1uuDtfw5i8g+cjsk/8tTpBj/+xOmY/P4HTsfkY5yu89aTp2PrWx85HZPf/tjpcuPJ0zH5uHW6L9EaxR8D24lNka2vxOSYPNrw2TswvFrE5NOc2u+Hw13WVkx+PjH5zPb8khsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGjreP0/3ZJNjGS5SNSXqL3oW1RnxdizdVbIzudK5fag4qzcmVznk8G36N+pRWOP2rud/BbVWXGHZNb20vU9G7PP3uw7d6W5nm32XGfnc+91Vrx9Xfbu7PF1mZfIQnti7Dwmn75dJsfW2fXbCuKC2f94EK5t8DEIIcPpDAqOKHwO2rtz6/THWx85Xel2Xy4mv3M7GMNTp+PuO8G3EYzhcDtah+S+HlG5q//fW7DJxh5i8vDsBR/Dcsn1ie6WqM5dmP2+NYmft/PP7F3rFJOfsI+Y3C+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto7X/9MRfNuSzWfrnN2XyOyxV5jdl5XWfQ+ye/dOQblbwbfo36lFY8h+i/qZrTOSLZeRPSd7sNI9UHFfrfQWZdurGPvseYnMnrPIHs57xRj2HktMjoO35HyOZF+2qM6wYK69MXlPhFUWzGcknOvJ56jiGpz9NN45XTCs8qnTMeudIJzdbgfl7jsdk2/JmHxEZyUae9DPsFzwLZ7QeW/jFt2PwXylr7LZz372vgrnJduZSMF9NfstEpMnmhOTX9Y+YnK/5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANo6Xv9Pt4Lms3Vmy41knVG56FtkpTHMXtvsnDHPnWS5aN2jOrN7oks5Lqfivspa6V5dScX9X/FmZturWPeKchX31ew92CXmmW2l+2WleHal+yWocyTLpbd8ti87V7B8W0H4PEZQ6e2oztOVjrCjwQDD43f6Y7jN7iTbS/YzddqTZ29Exzl59Kaf2LDBgrcoPcCCd3/22EtCOjH5ZdvLlhOTn18uzy+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtrYxxrjWH257z4dfaxrOtBXUme1n1JeozopykYrxZVWMb/Z8ZlWML6vibFbU2cFKczl7T0cq7sCsle7O2Wu70hj2rstbtM6euGa4PMV2X0FMvtRxX+lujTSJybegXNjcSu/75Jg8HHtULlksHELwMboKsuseCgpm64zu1mSdF98RyX5ExbJvSlws29GFYvLo7IX9XOndWCd22ccY1mmuhpj8XHe7P/eeuQYAAAAAYMckuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhrG2OMa/3htod8eDTUraBcF9faApPsYT67mD3X2fZW2p/drTSXXe7V2e/G7DVa6VzOfoezY6hor8s6RCrmc53zMMadif2IpWPy2VdWWE5MfrXkni85RkGle5jqlcLg7fTHkm4G7cWCzVRxXSeP+xaUi4Z+6lN2tu6E03X6Y3Q9Xi9zc6ao0mjCpoe6YvKrickv216XdYjc7Jh8D5lrAAAAAABuKEluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoK3jve5Af+v8V0Zjs/+LtbPtfXwVuvyXpiMr9SVy6X3WZX0iXc5exVyvdF+ttF8q+jK7zmiNuuz5PYxvpb5Mlh36LqZs5zH5FrQ3e+jhNRF8DMsVbMLsEz79uT39cRTEIdklirqyjcmbMN3c6UGc+hJvh6C+YKKz01XyTwDZs1fRmbBOMfk8YvI17GF88/vil9wAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbx3vdgbm24NtYqFwk215Wtp/ZvsxuL7JSX2ar2Nc3eT4vrWIus3XuQcXYK96NrJvcXmT2G11h9pmevbYV780O3pTZQyiZzoVi8i0oFx6jyftsBO2FzQUfs+PLtpeWvM9Gsi8rhQXhOuQqHQXzGW3PSMUVkp3OU8OL+7hODFKxxaZf1RUbKbwHFopZo/OcvpMWGl9ITH4+MfkpfskNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0dbzXHVjHNrncHlSMPVvnSNaZLddFxfiiOjnfqfnssm/30JeKuc6ek5Xay6roZ8UbPfvdmH0fz16HPbw33rcrTV++ZINbUG72lp9tTI7Jw+O+0h25kBGML9q72TqbSB/NgjM9TsznneS+HZP37cieoZJuTo7JwztQTH7Z9sTk8/oSWWh8JbFS/jz4JTcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANDW8V53YK4RfNsWKpcVtReZ3ZfsnEW6rENFe5HZ7VXI7omVzBzD7Pla6exl61ypnxXrVzEv2XLZsc9+U2avw+y3b3adXfb1Ht7MhYRbqeBMj4Jy6S2xUEy+FcxZJJzPgnUIuxl83BaKydv840+0fhXtXd5ITHb6usrOV7KYmDxjoZg8e5eFxORX6xI/N5nPMJYICwbf8ufdL7kBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2jve6A3NtC5UbBXVWiPpZ0ZdsnRX9zNZZMS+z1yGrSz87yN4RK9n7ms/e79n2KvpZca/OttJ7Gpkdg3S5x1faS1wp3ErBXgqXdvJ5KOlL1uSzmV6jaD6DOsMlCuoM+5mcl3Cqd3BHZuclqyB8yR7NaPlOf8p2JFAR0oUW2psl47vBMXn2rs4dhiIrvacRMfnV1orJ/ZIbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoaxtjjGv94Rblw7fg27WqX1zFGKI5q9BlDFE/s/ss28+bPGeR2XuXfao4s11UnL3Z99Xs9dvDHT87Hpq9DpGKvTT37btmuDzFdl+TmLykuS6xWaTLGBaKybegzvS11GXOIjuIlxa6slKzWdD/+a9NwZntEuq26aiY/HwLXS5i8kS5oNRdYnK/5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANo6XqaacZlq7qloDFtBndk5y/Ylq2LsFSrmJapz9n6pMHsvce+tdO/c5P2XvVuydUZW2hMVd2BFnXt/h6P2sns325eKcnu/e5JzVjFl6asu2Zmwn0GdY6V7MNleONdN4stwDNHYo7UNyoXbLKozKhd8CyUL7uGqWyiNkOpKuv/Zuzp7DwTftoL9lzV9P4jJr9ZlcRd6h0Ni8qvVrJ9fcgMAAAAA0JYkNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG0d73UHLm8ky21N6lypL9n2IhV9ybYXjSE7vkhFnZGKvTTbHsYwU8W4Z5/Z7F02e+zZ9iruzpXWffa9GllpXma3t9I52sM67EDFlhiT92fYXJOYfEuOLz32yEr32eS3YyTrTF+fybneVopnC87D7OdoqiZvX/ZuCe+yyWOPzsnsuzPdl2R7ITH5Gu2JyS/NL7kBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2jpepZgu+jcs0cW3ZvmT7GbWXLacvV6vYS9n2suPLyvZlpTFkzR7DHuZspuycVOzpivb2oGLOInt4U7rcqyvFXyupuJeaGJP3RHgcgr4MMfnVzS3Ul9n3S3bsYbmksCt7eDuydh6TZ7b17DA4bC/4OHtPh3PZYF2fjfRcR8Tkly1XYaGYfKmU2vyY3C+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto6XqWZcppryOrdkuWxfZo8hai879mx72bFn+zlbxVxX7LM9zOfs9irmLNNeto+zy0VW2tNd3pSKuzprpTclku3nSn3J1plVcU9UqIglZo9htoVi8rDYSu9Klph8DQVzPYI6w2UIyo2g4OwrK5yWhe75bZHYZpscW0f7aKm7c6G4JtorYXMF+y8662krvSkRMfll60zOS8k1nm1vfkzul9wAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbx3vdgdO2gjpHslzUl6jObLlItr3ZdUaydVbMZ9bsedn7fqmYz6zZ4zvVXsW9U2H2HqtQ0d5Kezpr9h5c6f6o2LuzY5CV6oysdJ81ObfTr91kpeE2E5OfXecW1Jl+xsTkZ9eZ3bvbQjF5xXkvqTLo6MjeS0G5U2sUtpU8syVXWcEeC/dtIH0NVLSXHPtK/3gQ7cFojbLnJL1fVnqnxOTn20dM7pfcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW9sYY1zrD7eKfHjU9JYsF6moc6X2IlFfsirWr6Kfkdl9WWnsWRVjmL2XVhpDpr7ISvdOpMt+z+qwx1hHxXnnksa4c6+78C/SMXn4PEyOybegzuv9o8m5DQbfxOTnl6uw85i84unPjmH6XVBQLpzPoM5x4Zg8HFrU/6iPd+3Qhe09lljpnBRY6R95K0x/vm9wTN4kXXq3mNwvuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLaO1//TEXzbnnVHzmsvUtGXrJXGkO1LRXvR+GaXi6y0flkV81Ixvoq+rLQnMnWu1MfZ81xhpbslMvuu5nwVeyky+83M9qWLLndWJDmG9LIHBcM6V5rPyXs+PH5i8vMl52wrOA9Z4brvPCYP75Bke9F8RlWmzmZ2H2XvzkC4p5u8b+n9MHl8s+/qhZYotNQ//qwUBxf0JSxWEJ9kpZ/2mjPtl9wAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbx+v/6RZ8G8nmK+qMykXtRd+y7UVmz2e2XLYvWdkxRGbP5+w5y+75vbeX3dcVdWZUzPPssz77LFToMtddrHTHZ1WMITL7zo10uDvvZvacVZgcQ46CmHwE7W1RX5LthQrmMxpfaO9nZXJMnt67gXCJmsTI6WnJthed94I6L73uUR8rznrYXq7KkrOQle5Kk3u1zTW+0h2frbJLHFzQ3Oz7uGSqa9bPL7kBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2jtf/0xF825LNR3VWqGgvO/abLLuXVtqDFX3JtldRZzSG2eOrWNvsPotU1Jmpb/YZuskq9kq2vYq17bInZp69e6FiHWav7R7WYSUrxUNZQXvprnS5s1ayUjwxOSZPdzPZz3A6b3BMPhrE5GGRgjMUzkmyK7uXPZfBXIdLG61f8C3d3uXPelhlcjpHds93CeWz6xdXmi2YrDIZfzUKsfySGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaOt4/T/dgm8j2Xy2zqhchagvFWOfrctcV6jY15HZ44ustAcj2f2ZHd/suy7TVsXYsrJ1VpyFivHNPrMrvSmz34aV4owKe7hzI13GtwcrnZWV4sQ97N0uc11h8n09Jo8vbG6lPRgJBrEFYxg3NCYPuz85jgr7UnAWwv2QrbTiHqhoLzn2cEvkCkbLEAoLBn1J33PR3RLVmZQ9f9NTOckGo/FVpE8W45fcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW8fr/+kIvm3JcrOt1JdINJ+RLuOLrDT2lfoyW3YM2TnL1rlSPyOZflb0MXuP32QV98De12GlMVTcx7PXryL+ispl69z7vl6JmHyenceC4XZZaOxb0JewuSbrEFop1o3WYaV+RibG5Om9WTAns49CSXsLxeQLbfe4yrljiCOQyTF5+g1LttclJs/OS5c0z8EvuQEAAAAAaEySGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLaOl6lmBN+2ZLlsexWiMVTIzudKbvIYKvZ8JDufs89RpGJPrHRuI6f6een67vYtUnGeK/pS0c8u90CF2XNmXi7bXqTifumyfnsnJr+sncezo8kYRnIdtuBbWGeWmHxenZHmMXl4VYvJz68zmuvofrxbfxJdSTtdaTgr6f2Sm5eSmyysdPY5EpNfVFE3/ZIbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABo63j9P92STYzJdUai9rJ1ZseXbS9SMZ9d1i871yvtiWydWRVzlpVtb/YYZp/pmWb3v2LNs2bv94p91GVeup+Tu5m9lyKz37c96DI+Mfn55cTk59cZaRKTj4XmLByemPxsW1AuXPcGpvf/Bsfk6bOXrDN9THLzEpfKjW/66crOWcn9n7WDmHz6wucb9EtuAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgreNlqhnBt22hOiPZOqNy0RiydUay7VWomJfZ85m10v7MnqM9tJctN3v9Vjm3s/uYba+i3Oy+3GRd5qXLe3OT4wyuJia/2k0+K2LyNepcKUbeQUyePmIdYjcx+by+TDb7OQ2M2fOSbi4oGC578LFim0UFw7HvIc5Yi19yAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbR0vU80WfBvJcpGozki2vUhFXyrmrGKuVxp7ti+z25tdZ9Ye1jbSZR0yKu6P2e2tdNYrzL7/K1Scy5XMvpOyuuzd2brf48+GmPx8YvLz61zpnW4Sk6evyIXWdgvKpccnJl+7vZXOeoXk+LaCs56elpXir6RwGaK5jtYoqjPZl1CTvTvd/HvcL7kBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2jtf/01HXiyttwbfZfcm2F42holyFir7MXr/IHtYoms+K8UXtrdSX2XdIxdgzsm1V9H+ls5610lsE/9Yq905Ve13ivdnE5OfbQ7y3hzMWabJG4XFYKQ4u6MsIym1Be1E5MfkVCvofrk+uyvkWeovazFlg9j9Gz35Os/1Mr+0q905Ve13iPb/kBgAAAACgMUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2jpe/0+34NtIlot0qTMr6ksk6md2jbJmz1lWdt0rykUq9nWFlfo5e89HZt+Rl7b3dV1pr2Tbm3237F32XK40nyu9RZHZc93hzn02dh6Tb0GdJde1mHweMfnZwuEt1M+wL81j8ulDK1jXdD/F5Jctl1zbLldnmpj87DrTze0/JvdLbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoK3jZarZgm/jMk1cu86oL9k6syr6mVXRXsWcZa20ByMr9bPirGTrzM5Ll3WInGpvpfXpcudWtJfdK7PnpWJPz36nuKzZ737U3uxz1OVeqrCDOGM06WeamPyyJr+b6SEk92DYXrLOcOhi8mf+v7vEz13ePjH5ZetM6rLss5VcSRXrNzkm37Lv1Px7yS+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto7X/9ORbGJL1pktV6GiL9mxV9RZ0ZdIxfiyZs9ZxRhWai9bbvZ8rrTnT/Ul28eK/kcq+tnlfsyqeE+zKsa+0nsze933MPaK9mbXOfsenG2l/Skmv2ydK8UnkZ3H5OltVrA/wyqT6xeWE5Nf//9/t/rE5Jetc/K9U3H2QsmxZ++kLaqzYHxRe1E/x+SYp2RtdxCTl6xDDb/kBgAAAACgLUluAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2jre2+a3gjpHQZ2RaAxRXyrKVZg9n7Pbi2T7ki1Xsbaz99lKezdr9hgydc7eY13WLlIx9op1mH3vZO1hT0Rmr3tWRZyRtYeY7ibbw/oFY9iCvgwx+RrtRSa/jeGeyErus3Rfknt39tMREpNfrtxKmsTkY+cx+UpPSjSErWKNxOTnWykmiPklNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0Nbx+n+6Bd9G8lu2zgrZvkTlom9Z2b5EsuWyazR7T8zeZxXtze5nZKU9uIe9e6pcxZrP7P+zKbfSPTD7jq9Qcb5mv9Gz99Lstd37Hpxt7/MpJj+73BCTn19upbc4S0x+fpU3ee+eKLcFZdLbQUx+fp17f7+z5XYQk48mMfk2O87Yg/ln2i+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto7X/9NR0Hy2zi1ZZ7ZcVrYv0beK9irWIRK1N7sve6+zYq6zVlrbDirOV0W5lWTnbKU7t2K/z26vy5mdvUaz68yavQezurx9FcTk51soJt+COoeYfL91rnQvrbS2DQwx+ZXC7S4mX6O9Lme2SUweHk0x+fnt1dx1fskNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW5LcAAAAAAC0dbz+n27Bt5FsPqqzQrafs+uc3V52HaK+RHVm99JN3oPZfq4017PNHt+l56Vir8yus0tfIhV1zh5DxT03++5c6U7q0l52zvZwx0dW2ktZNzkeml1nQXthMTH5NFtBP9Nru1BMXtLcDY3Jt2ivrBQHZ+8yMfll28sSk6/fnpj8ajV7yS+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto73ugOXtwXfxrRe3BvR2LOyc5Ytt/f1y65RNPaV5qyin7PHMPscnfpW0Y+sintg9viyfVnpXo1U3C3Z9lYa30qyY+hyd0Zm70/WkNy7K4U1ack9H479BsfkJV0Rk19dbKV3pXlMXrJVxOSXtVLM2uWuFpNfbaW7M7L/mNwvuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLaO9U1swbcxub29q5jPrOw6zN4TUXsr7aWKvmTrrDjTFftldj8vXWdFH7usXYUu/azQZQyz77nZ90DFe7PS3bnSO5Vdh71rEpPvYomSgygZ+0rvX9CXLWhvJMdQ8gREY8i2JyY/v1jzmHxq/+9GTD5PlzGIyS/bl4iY/NL8khsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGjreK87cNoWfBvJb7NFY4hEY8jOS7ZcFxXjy87nSmb3c/aerzD7rJyqs+IOjOrscoZm33Oz79wud0vFfFaYeWardHmjVzpje495ZhOTn1+nmPxqyfFtQbmRXNuK5ygcXkGD4VTvICYPxyAmP4+Y/LLlViImn6fLG73SGZsf8/glNwAAAAAAbUlyAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0NbxXnfgtFFQ55YsF/UlW2dWxbxkVYy9Yo1mt1cxLyute2T2eYjaq1ijbHvZOmf2Iys7z9lys++dvZ/1Vfb03drbw7p3ucdnj312eyvdn11MjsnDJRKTX20HMfkoaC9dZ2ArWPfstRR2RUx+2Tpn9iNLTH7Z5sTkl60zIia/mpg8wy+5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAto73tvktWW5MrrOiXNbs8UXtVYw9O76sir00W3aNKvZStr2Vzu3sPZ+pc6W9me3LHu6W2f1c6e2b3V5kpb5kVdxJFWdsdixR8aastO4rWSgmH2Ly89tb6W7NahKTh1OdXKMhJr+amPw8YvLLFhOTn2+lvmSJyc//tlZM7pfcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW8fr/+lINpEtF9mS7UXlZsuOocv4Il36WbF3s7L7JZLdS7P7klVxxira626ltbupa3A41OzbPbSXtdJeWulezaroyx7ioayV9oSY/Pw6V9Kln8FcT7+ugwa3oMGwL2Ly879VtNfdSmt3U9fgcOgTI4vJz7fSvZq1/5jcL7kBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaEuSGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2jpepZkuWGwXlsn2JRHVm+7LSGCKz+zlblzFkz8rss5lVsQ4VY5h5pqP6Vro7VzpDs/dtZPbZy+7NleZs9tgrdDkPK70NK/VlD8Tk88plicmvlhxDxbJnGwzr7HLXicnPq2+lu3Ole2ClN1pMfj4x+WWJyWfyS24AAAAAANqS5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgLUluAAAAAADakuQGAAAAAKCt42WqGclyW0GdkYo6s2OIyu1BxZ6Ybfb6zT5HFWOo6EvFuY1k52XmOlTMV8X6ZOeyy5pXzHVkpfuxi+ze3fvarhSfzL5D9n6OxOTnt2dPXG2leUmuX3qbicnPL1dBTH659sTkly230v3YhZj8aivFJ/uIyf2SGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaOt4b5sfk+vcJtdZ0V4kaq9iDBVzXSE7hkjFGlX0s0KXflaYfb9cuh+z9/tKd8Ts+ziyh7chEtXZ5d3P6nI/rrQnKsrNrnMPupxNMfll65xtpRgl6MsWfBsr3SGT35ylnrhV3iox+dnC8xUVFJOfT0x+tT3c42LyU/ySGwAAAACAtiS5AQAAAABoS5IbAAAAAIC2JLkBAAAAAGhLkhsAAAAAgLYkuQEAAAAAaOtY38QWfBuT68y2t3fRvERzHX3Lmt2XijFEsuObXWfFvMye69n3xKXvlz3cc13WfKW7rKJcxZ7ewx1RYfYdn7XKPXc3s8/m3onJ17fzmDzcLgvF5FFfwjHsPCZPH9uV4peMPdxzk8/XFrRXck4iYvLzicnPrzNrlXvubvrE5H7JDQAAAABAW5LcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtHWsb2Iky20F5aK+ZMtFsuUiFf2sMHvdsyr6WbFfuqx7xfnL7onu85Kdr6zZZ3b2+CJdzt7e35SKdcjeLSu9DVld+lJhpft/JWLyy1rpjAW2oC9hNwvObdjeSvduNGdN1r3i/G3Bt5K1DaSXQUx+XnvJOtNLLiaf115ETH5ZXfpSYf676JfcAAAAAAC0JckNAAAAAEBbktwAAAAAALQlyQ0AAAAAQFuS3AAAAAAAtCXJDQAAAABAW8d72/wWfBuT26tQ0V40L9n5zPYzu0az28vqMp9ZFetXMYa977OM2fdjtr3Z5aIxzL7/IxX3eIXsnK00hqzsGPbwNsyOXSJ72EtdiMnPLjbE5PN0mc+sJndkuOcjBeuwzBNQ0JEtmK/0GojJryYmX5+Y/LKavDfPgl9yAwAAAADQliQ3AAAAAABtSXIDAAAAANCWJDcAAAAAAG1JcgMAAAAA0JYkNwAAAAAAbR3vdQdytuDbSH7LytYZjaFCtr1ofLPHEMnuiYr2Itn57LIOFSrOe1Tn7L2U0aGPdzN7v1ecvazsGCrGPnuuZ3PnXm0PMQhr2HlMXrIFJ79j049RwZsaVrlSXDD5bp0eDorJn6mgj23O7EpnL0tMPs8O7twSYvJL80tuAAAAAADakuQGAAAAAKAtSW4AAAAAANqS5AYAAAAAoC1JbgAAAAAA2pLkBgAAAACgreO9bX7c2+bvqWjs20J1RuWy61fRl2y5aAyzx1dxHir2xGyz56VCZh32fj+uNL6V+hJZad9GKu6Wle6BinlZaXy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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "\n", "=== Inspecting FITS File: FP_612.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# List FITS files in each directory\n", "nonlenses_files = list_fits_files(train_nonlenses_dir)\n", "mocklenses_files = list_fits_files(train_mocklenses_dir)\n", "\n", "print(f\"Found {len(nonlenses_files)} nonlenses FITS files.\")\n", "print(f\"Found {len(mocklenses_files)} mocklenses FITS files.\")\n", "\n", "# Function to inspect a few samples\n", "def inspect_samples(directory, files, num_samples=3, label=''):\n", " \"\"\"\n", " Inspect a few samples from a list of FITS files.\n", " \n", " Args:\n", " directory (str): Directory containing the FITS files.\n", " files (list): List of FITS filenames.\n", " num_samples (int): Number of samples to inspect.\n", " label (str): Label for the samples (e.g., 'Nonlenses', 'Mocklenses').\n", " \"\"\"\n", " print(f\"\\n--- Inspecting {label} Samples ---\")\n", " for i in range(min(num_samples, len(files))):\n", " file_path = os.path.join(directory, files[i])\n", " print(f\"\\nInspecting file {i+1}: {files[i]}\")\n", " inspect_fits_file(file_path)\n", "\n", "# Inspect samples from nonlenses\n", "inspect_samples(train_nonlenses_dir, nonlenses_files, num_samples=3, label='Nonlenses')\n", "\n", "# Inspect samples from mocklenses\n", "inspect_samples(train_mocklenses_dir, mocklenses_files, num_samples=3, label='Mocklenses')\n", "\n", "# List of directories for lenses and non-lenses\n", "directories = [L1, L2, L3, L4, N1, N2, N3, N4, N5]\n", "\n", "# Display one FITS image per directory\n", "for directory in directories:\n", " fits_files = list_fits_files(directory)\n", " if fits_files:\n", " first_fits_file = os.path.join(directory, fits_files[0])\n", " print(f\"Displaying FITS image from: {first_fits_file}\")\n", " inspect_fits_file(first_fits_file)\n", " else:\n", " print(f\"No FITS files found in directory: {directory}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Common test sample: combined datasets a - " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Test dataset a:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset b:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Test dataset c:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset d:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset e:\n", " Total files: 911\n", " Lens files: 181\n", " Non-lens files: 730\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset f:\n", " Total files: 12911\n", " Lens files: 181\n", " Non-lens files: 12730\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset g:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Test dataset h:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset i:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset j:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset k:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset l:\n", " Total files: 18911\n", " Lens files: 6181\n", " Non-lens files: 12730\n", "\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"Load all FITS files from a directory and assign them a label.\"\"\"\n", " if not os.path.isdir(directory):\n", " raise ValueError(f\"Provided path is not a directory: {directory}\")\n", "\n", " # Only include actual files with `.fits` extension\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f)) and f.endswith('.fits')]\n", "\n", " if len(files) == 0:\n", " raise ValueError(f\"No FITS files found in directory: {directory}\")\n", "\n", " labels = [label] * len(files)\n", " return files, labels\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"Combine files from lens and non-lens directories.\"\"\"\n", " lens_files = []\n", " lens_labels = []\n", " nonlens_files = []\n", " nonlens_labels = []\n", " \n", " # Load files from lens directories\n", " for lens_dir in lens_dirs:\n", " print(f\"Checking lens directory: {lens_dir}\")\n", " if os.path.isdir(lens_dir):\n", " files, labels = load_files_and_labels(lens_dir, label=1)\n", " if len(files) > 0:\n", " lens_files.extend(files)\n", " lens_labels.extend(labels)\n", " else:\n", " print(f\"Warning: {lens_dir} is not a valid directory.\")\n", "\n", " # Load files from non-lens directories\n", " for nonlens_dir in nonlens_dirs:\n", " print(f\"Checking non-lens directory: {nonlens_dir}\")\n", " if os.path.isdir(nonlens_dir):\n", " files, labels = load_files_and_labels(nonlens_dir, label=0)\n", " if len(files) > 0:\n", " nonlens_files.extend(files)\n", " nonlens_labels.extend(labels)\n", " else:\n", " print(f\"Warning: {nonlens_dir} is not a valid directory.\")\n", " \n", " # Combine lens and non-lens data\n", " combined_files = lens_files + nonlens_files\n", " combined_labels = lens_labels + nonlens_labels\n", "\n", " # Check for empty combined datasets\n", " if len(combined_files) == 0:\n", " raise ValueError(\"No FITS files found in the specified directories. Ensure directories contain `.fits` files.\")\n", "\n", " # Shuffle the dataset\n", " combined = list(zip(combined_files, combined_labels))\n", " np.random.shuffle(combined)\n", " combined_files, combined_labels = zip(*combined)\n", "\n", " return list(combined_files), list(combined_labels)\n", "\n", "# Combine lens sets into L_all\n", "L_all = [L1, L2, L3, L4]\n", "N_all = [N1, N2, N3, N4, N5]\n", "\n", "# Define the dataset combinations\n", "datasets = {\n", " \"a\": ([L1, L2], [N1]),\n", " \"b\": ([L1, L2], [N2]),\n", " \"c\": ([L1, L2], [N3]),\n", " \"d\": ([L1, L2], [N4]),\n", " \"e\": ([L1, L2], [N5]),\n", " \"f\": ([L1, L2], N_all), \n", " \"g\": ([L3], [N2]),\n", " \"h\": ([L3], [N3]),\n", " \"i\": ([L3], [N4]),\n", " \"j\": ([L4], [N2]),\n", " \"k\": ([L4], [N4]),\n", " \"l\": (L_all, N_all)\n", "}\n", "\n", "# Combine datasets and store the file paths and labels for evaluation\n", "for key, (lens_dirs, nonlens_dirs) in datasets.items():\n", " try:\n", " combined_files, combined_labels = combine_datasets(lens_dirs, nonlens_dirs)\n", " print(f\"Test dataset {key}:\")\n", " print(f\" Total files: {len(combined_files)}\")\n", " print(f\" Lens files: {sum(combined_labels)}\")\n", " print(f\" Non-lens files: {len(combined_labels) - sum(combined_labels)}\\n\")\n", " except ValueError as ve:\n", " print(f\"Error with dataset {key}: {ve}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 🌌 Mosaics of training sets\n", "**Mapping:** g β†’ B, r β†’ G, i β†’ R for visualization, broader dynamic range across the visible spectrum" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\n", "Generating mosaic for Training Mock Lenses: 50 images.\n" ] }, { "data": { "image/png": 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UrvpGdaAT55133tLrT3ziExXQc845Z9dl7hY/8zM/o4De+MY31o2NjaPefyxGiJyznnDCCbu+v6GhoaGhoaGh4dtDS8fU0NDQ0NDQ8D2P448/nnPPPZf/7//7/3jve98LwGc+8xkuueQS7nvf+/L93//92z77/ve/nw9/+MPs3buXCy+8kH379pVrp5xyChdeeCEAb3nLW/jiF79Yrn31q1/l+OOP5973vvdCmaeeeip3vvOdR9/d9ra35R73uMfCvSeeeCKvetWrAEuNsht87WtfK6lP/vAP/5A73vGOo+siwv3vf3+OP/74XZX3spe9DIBnPvOZPPCBDxxd+8mf/Eke/vCHs7W1xSte8YpdlXd94Td/8ze50Y1utPTaQx7yEG584xsvfH/Pe96T//Sf/hNbW1u87W1vO+Z3vupVr+JWt7pV+dx1Hb/yK78CwHvf+162traOqbxzzz2XZzzjGaPvzjnnHB784AfT9z0XX3xx+f7IkSP8z//5PwF4+ctfPmrf2toar371q6+TQ7Uf97jHsXfvXl7/+teX1ECRnuloZ6m84hWvYDab8ahHPYonPvGJo2sPechDygHFL33pS8v3s9mMX/qlXwLgwgsv5H73u99CuXe72934vu/7vm3f+7KXvYzzzjuP4447jve+97088pGP3EVLv338yq/8ChsbG/zyL/8y55577ujazW9+83L2zCtf+cqlzx/LuH/1q18F4Oyzz+bAgQMLZZ111lmjsxH++q//mksuuYQ73elOvOY1rxk9M5lMeMlLXsIP/dAPcfHFF/PJT34SgGuuuYYjR47w/d///UvTHt385jfnNre5zY59UuOyyy4DGJ3jUOPKK68E2PWh0LvFRRddVOjXr/3ar7GysnKdli8ipU0f+9jHrtOyGxoaGhoaGhoaBjQjRENDQ0NDQ8O/Cczntt+tEvU973kPAD/yIz/CDW94w4XrcThpzrkYOMCUpFdffTVPetKTuPTSS3eVh77ve971rnfxS7/0Szzzmc/kKU95Cueff35Ran/mM585ekOBiy++mM3NTe5yl7twl7vcZVfPbIfZbMYll1wCLM/lDmaIiPd+t3DqqacuPci2xje+8Q3e+MY38oIXvICnPe1pnH/++Zx//vkjw9SxYDKZ8CM/8iML39/oRjfixBNPZGNjY9fnFgQe8YhHLP0+FJ31uSaXXnopBw8e5OSTT156pskpp5yyYDT6dnDcccfx4z/+41x++eW85z3voe973vjGN3LgwAHOO++8HZ+N9XO0ufO+972Pvu8Ba9eVV17JySefzKMe9ahjqmvf9zzzmc/k+c9/Pre5zW340Ic+xFlnnXVMZRwrcs785V/+JQCPfexjl95z1llnsX//fi677LKl57scy7ifeeaZdF3H6173Ov7H//gffPnLX96xfn/xF38BwI//+I8zmUwWrqeUuM997gPABz7wAcDmzi1ucQs+8YlP8LznPY9/+Id/2PEdR0MYTuYPjr4+8Xd/93ecd9559H3Ps5/9bB7/+MdfL++JNkUbGxoaGhoaGhoarnssSrENDQ0NDQ0NDd+DuN/97sfpp5/OH/7hH/Ibv/EbvPGNb+S4447j0Y9+9I7PhfLv9NNP3/aeM844g//3//1/R4rCV7/61Tz84Q/nTW96E29605s4cOAAd73rXTnnnHN44hOfyM1udrNRGZ/73Od41KMexd///d9v+55rrrlmN03lH//xHwGOyVN5O3zjG98oStPt+uCMM84AWDj4+zuJ+hDqZfif//N/8tznPpdDhw5te89u+zdw4xvfmOl0uvTacccdxze/+c1tDxTfDvPzoi4PGJUXkTc7tf1o/bJbPPWpT+VNb3oTr3vd6zh8+DD/8i//wk/91E8dNdLiaOsn5s76+jrf+MY3OPXUU8v8vfWtb33MB5m/5S1vYTabceqpp3LJJZdw4oknHtPz3w6+8Y1vlLmzU3RGff9NbnKT0XfHMu5nnHEGL3/5y3n+85/Ps571LJ71rGdx85vfnHve8548/OEP57zzzht5/F9++eUA/PzP/zw///M/v2PdIiIB4I1vfCOPfvSj+fVf//VyWPTd7353HvjAB/LEJz6xHPa8G1x99dWj9szjlFNOASyK67rApz/9aR7wgAfwrW99i6c85SnXa5RWtOmb3/zm9faOhoaGhoaGhob/09GMEA0NDQ0NDQ3/JiAinH/++VxwwQU8+clP5itf+QpPf/rT2bNnz/Xyvtve9rZ85jOf4R3veAfvfve7+cAHPsD73vc+3v3ud/OLv/iLvPa1r+UJT3hCuf/Rj340f//3f8/DH/5wXvCCF3C7292O4447jul0yubmJqurq9dLPf+9YKdxvPTSS3nGM55B13X86q/+Ko94xCO42c1uxt69exERLrzwQp7xjGeUVEO7RUrXfVDwt1PmTor6Y1Xib4f73ve+nHHGGfzRH/0RX/nKV4CjRxF9N3D22WdzxRVX8IUvfIHnP//5XHjhhdfLONWoo5ye/OQnH/X+ZWv5WOv47Gc/m8c85jH86Z/+Ke9///t5//vfz1ve8hbe8pa3cMEFF/C+972vpOeK+t373vcuRp/t8IM/+IPl7+jLv/iLv+C9730vH/jAB/jrv/5r/vIv/5ILLriAP/mTP+H+97//rup7wgknANsb+u5yl7vwpje9iY997GP0fU/Xdbsqdxk++9nPcs455/C1r32NJz3pSfzO7/zOdbYOliEMLN8Jg1dDQ0NDQ0NDw/+paEaIhoaGhoaGhn8zOP/883nxi1/Mn/3ZnwG7U6KGx3J4Ey9DXJv3bp5MJjz0oQ/loQ99KGAKuF//9V/nxS9+Mc94xjN41KMexb59+/j0pz/NJz7xCU499VT+5E/+ZCFlyuc+97ndN5LBq/rTn/70MT23DCeddBKrq6tsbGxw+eWXc4c73GHhnu3a/72CP/iDP0BVefazn80LXvCChevH2r/fK4j+vuKKK7a9Z6drx4Iw4v38z/88F110Ebe97W255z3vuas6fv7zn+fyyy/nh37ohxaux9xZW1vjBje4ATDM389+9rOo6jEpkG92s5vx5je/mQc84AG89rWv5eDBg7z5zW9emobousLJJ5/Mnj17OHLkCC972cuOKULgX4Mb3vCGPO1pT+NpT3saYOv9qU99Kh/84Ad54QtfyBve8AZgiM740R/9UX76p3/6mN6xZ88eHv3oR5eIsSuvvJKf+7mf48ILL+SpT31qiVo5GuKsh+3Skz384Q/nv/7X/8q3vvUt/vRP//SY03AFPve5z3G/+92PL3/5yzzhCU/gf/2v/3W9G6GiTcvS9TU0NDQ0NDQ0NFw3aGdCNDQ0NDQ0NPybwc1udjN+9Ed/lJNOOol73OMe3P3udz/qMz/8wz8MwF/91V8tzfl92WWX8fGPf3yUV307HHfccbzoRS/ihBNO4PDhw3z2s58F4KqrrgLgtNNOW6osffOb33zUetY455xzWFlZ4dJLL/1XH5Y6mUzK4dqvf/3rl94T52ssO0D4ewHRvze/+c0Xrq2vr/NHf/RH3+kqXSe4y13uwt69e7nyyiu56KKLFq5//etf553vfOd19r7zzz+fU045hZNOOmnhEOXtEOvnaHPn7LPPLnP/rLPO4uSTT+bKK6/krW996zHX87TTTuNv/uZvuPOd78zv/d7vce6557KxsXHM5ewWXdeVszd+//d//3p7z9Fwm9vchp/5mZ8B4OMf/3j5/iEPeQgwGOP+NTjllFN4yUteAsA//dM/7ToF0Zlnngmw7dkSZ5xxRjmz4XnPe15Zs9vha1/72sIZLp///Oe53/3ux7/8y7/whCc8gTe84Q3fkSiYT33qUwD/6vN3GhoaGhoaGhoatkczQjQ0NDQ0NDT8m8If//Ef8/Wvf50PfvCDu7r/3ve+N3e/+905cuQIz3jGMzh8+HC59vWvf70oYx/3uMcVj+PDhw/z67/+66P86oH3ve99fOtb36LrOm5605sCcKtb3Yqu6/i7v/u7cpBv4M/+7M94+ctffkxtPPXUU/mP//E/AnDeeefxyU9+cnRdVXn3u99d0ogcDc973vMA+K3f+i3e9a53ja69/vWv50//9E+ZTqc85znPOaZ6fqcQh/u+4Q1v4Nprry3fr6+v88xnPpMvfOEL362q/auwd+9efuqnfgqA5z73uSMj2cbGBs961rN2PAPjWHHTm96Ur33ta3z961/f9Vg/5znPYTKZ8Na3vnXBmPaOd7yD3/7t3wYYeehPJhN+9md/FoCnP/3p/M3f/M1CuR/96EfLmRjLcPLJJ3PxxRdzr3vdiz/7sz/jYQ972HXaF/O44IILWFlZ4fnPfz5veMMblh5E/8lPfpI//uM//le/693vfjdvf/vb2draGn2vqvz5n/85MDa4/eiP/ih3vetd+chHPsJTnvKUpXTpm9/8Jq95zWuYzWaAnSvzO7/zO0vTJ0Uk2YknnrjtGQ/zCAPlTnT3Va96FT/wAz/AF77wBe5973vz/ve/f+Gezc1NXve613HnO9+5KP8BvvCFL3C/+92PL33pSzzxiU/8jhggAP7+7/+eq6++mlvd6lbfs5FgDQ0NDQ0NDQ3/HtDSMTU0NDQ0NDT8u8fv/u7vcs455/C2t72N008/nfvc5z5sbW1x8cUXc80113DmmWfym7/5m+X+zc1Nnve85/H85z+f29/+9tzylrdkOp1yxRVX8KEPfQiAn/3Zny2HsZ588sk861nP4hWveAX3v//9OfvssznttNP4zGc+w8c+9jF+7ud+jl/+5V8+pjq/5CUv4Qtf+AJ/+qd/yh3veEfufve7c/rpp/P1r3+dv//7v+dLX/oSX/jCFzj++OOPWtZDHvKQUocHPvCB3Ote9+JmN7sZn/70p/nYxz5G13W85jWvGeWT/15CHEx72WWXcfrpp3P22WfTdR3ve9/7OHLkCM95znOu14Nrr0/8yq/8CpdccgmXXnopP/ADP8A555zD2toa73//+9nc3OTJT34yb3jDG0YHFX8ncfvb357/8T/+B//xP/5HnvjEJ/Lyl7+c29zmNvzjP/4jH/jAB1BVXvSiF/GgBz1o9NxznvMcPvOZz/Ca17yG+973vtz5znfm1re+Nddccw2f/vSnufzyy7n44ouLIW8Zjj/+eP76r/+aH/uxH+Oiiy7igQ98IG9/+9vL+QS7xT3ucY9tr934xjfmT/7kTzjzzDN585vfzPnnn8/555/Pz/3cz3G7292OU045hauuuoq/+7u/44tf/CKPfexjOffcc4/p/fP4xCc+wXOf+1yOO+44zjzzTE477TSOHDnCxz72Mf7xH/+R448/nl/8xV8s96eUeOtb38rDHvYw3vCGN/CHf/iH3PGOd+RmN7sZm5ubXH755fzd3/0dfd9z/vnnM5lM+OY3v8nTnvY0nvnMZ3KnO92pHCz+uc99jssuuwwR4aUvfemuz244/fTTucMd7sAnPvEJPvWpTxXDYI0TTzyRSy65hMc+9rG85z3v4eyzzy7P7d27l69+9at85CMf4eDBgxx33HGcdtpp5dkf//Ef55//+Z/LeRvbpdr7qZ/6qRLZFfilX/ol/uIv/mLh3kc+8pFl3Zx55pm8+tWvXrgnIpB+7Md+bFf90NDQ0NDQ0NDQ8O2hGSEaGhoaGhoa/t3j+7//+/nYxz7Gy172Mt761rfy53/+56SUuPWtb81jH/tY/vN//s+jg5H379/Pa17zGt773vdy2WWX8c53vpPNzU1OO+00zj33XJ75zGdyzjnnjN7x8pe/nDvc4Q68+tWv5tJLL+XjH/84t7/97XnLW97CYx/72GM2QqysrPDWt76Vt7zlLbz+9a/n0ksv5W//9m856aSTuOUtb8l/+S//hRvd6Ea7Lu+XfumXuNe97sWrXvUqPvzhD/OhD32Ik08+mfPOO4+f/umf5m53u9sx1e87iRNOOIG//du/5YILLigH65500kk86EEP4oILLljqcf1vBfv37+c973kP//2//3fe8pa38Fd/9Vfc4AY34IEPfCC//Mu/zItf/GKA79g5Bcvw9Kc/nTve8Y687GUv4/3vfz+f+MQnOP7443noQx/Kc57znJLKqIaI8Fu/9Vv86I/+KK95zWv40Ic+xCc/+UlOOOEETj/9dJ785CcvPZ9kHvv27ePP//zPeexjH8vb3vY27ne/+/GOd7yjGAB3gw9/+MPbXqsjDs477zzuete78spXvpJ3vvOdXHLJJfR9zw1veEN+4Ad+gGc961nlbIV/DR7xiEdw9dVX8773vY/Pfe5zfOhDH2LPnj183/d9Hy984Qv5T//pPy0YZ0477TQ+9KEP8frXv57f+73f4xOf+AQf+chHuMENbsBpp53G//V//V888pGPZG1tDbD0SL/xG7/Be9/7Xj75yU/y9re/HVXlJje5CU960pP4z//5Px9z+qFnPetZPP3pT+f1r389v/qrv7r0nlNPPZWLL76Yv/qrv+L/+X/+Hz7wgQ/wrne9i42NDU466STuec978rCHPYwnPvGJ5QwRGFKubWxs8KY3vWnbOvzwD//wghHi85///NIxvuyyy8rf0S/ziIiLiDxraGhoaGhoaGi4fiD6r00s2tDQ0NDQ0NDQ0NBwnWNra4sf+qEf4rOf/SyXXnppycvf0PDdwOHDh7nFLW7BZDLhiiuu+K5F51xXuPTSSznrrLN41KMedZ2k2WpoaGhoaGhoaNge7UyIhoaGhoaGhoaGhu8iLr300oUzCA4ePMiznvUsPvvZz3KHO9yhGSAavuvYu3cvv/Irv8KXv/xlLrzwwu92df7V+IVf+AVWVla2jepoaGhoaGhoaGi47tAiIRoaGhoaGhoaGhq+i7jFLW7B4cOHuf3tb8+pp57K1772NT7+8Y9z1VVXcYMb3ICLLrqIO9/5zt/tajY0kHPmbne7G1/84hf5/Oc/z759+77bVfq28P73v5+zzz6b5z//+bzkJS/5blenoaGhoaGhoeHfPZoRoqGhoaGhoaGhoeG7iFe+8pX8yZ/8CZ/+9Kf55je/SUqJm9/85jzoQQ/ip3/6p/m+7/u+73YVGxoaGhoaGhoaGhoavm00I0RDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDw/WCdiZEQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ8P1gmaEaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGi4XtCMEA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0N1wuaEaKhoaGhoaGhoaGhoaGhoaGhoaGhoaGh4XpBM0I0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NFwvaEaIhoaGhoaGhoaGhoaGhoaGhoaGhoaGhobrBc0I0dDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NBwvaAZIRoaGhoaGhoaGhoaGhoaGhoaGhoaGhoarhc0I0RDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDw/WCZoRoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaLhe0IwQDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ3XC5oRoqGhoaGhoaGhoaGhoaGhoaGhoaGhoaHhekEzQjQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0XC9oRoiGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhusFzQjR0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0HC9oBkhGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhquFzQjRENDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0PD9YJmhGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhouF7QjBANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDdcLJru9ce+JDwYFyQlQ0uQgIj0570V1Cv0EVQHWQbYgHUbTBmgGMug+RPeDZIQeZYKy4qULopmkm4CgaQKi9N0WIEy39oAKmjdQMrPpBBVhyjpJZ6jOQHtmeULWjiRKEgVdR1kHnSB5inYZJvbuzArCKl0+AaEn5UMIM1QPAZmsM6tZ2gNMmLGCkuhmmaQKHSBCP10hdxNSPkTK62hW0IymDlJCMsgMkqzRpQPkpMy6HlWFXkG3QK9FmCEcAYSUTgRWSGkvyIRpWiFJIndTVBK5m5ElgyqKksgkFM3r5H4d7RN51qHS0zNDJCEyQfKMrj8MbJK5FiWh3QmoTpnlNVDouoOIzJj0PZIFuDHKPvL0a2i6FnSGkpF8PKL7Ef0Wkr+JpCmkFVQTPR2iPSlvAh3CGoiS2UDFxldFOPKtj247345bvT0I9CQU0K3DoDOSbCHSQ5cggeYJqgmRI4is0+leOvbQk+nVegcmoImUO5SeLFtAj8omIsIkrSLgbYOsCUVAJgiJpKuIdmQ5grIFkkAE6EEzOa+Q8wopQUoAh0EPgnSQVkE6VFYgT8h5FbSH/jBCJqUMqI0nAkxBBJ30ZiLMa6AT6Dcgz0jTHkkZ8gbkLRRBVRDZj8hxJN2g0yNklBmKCEiX0CzMerM5ioCIklJv7WYFSPgH+nyErD2qva11SUAi6z6yrtGxTtJ1VJRM9v5dIbHJJB8GWQE5HgRymgEZ1S0rXBPQkdnvc0MRMvBN0E2UHkWZyB6EKR0zEhl0D6pr9HKQXg6SWSXrHqSb0E0mqG6iM1u7MLPhSR2orzHg8PqVS+eaSFf6ZeEaoPFB4wYdvi03yPB5KaIUGX/0D1K+jj/E7pXqXeOHrG3I9i/dri5zxSzep9W/YnQfqrrUbZDRM9Uj9qfO9YuOXy/VBRUQtR7QMhjizdRRMfUrda5B5Z6qDLsxxszboYkygGUcS2NHbZKotywZv3riaAYg++9lSD7fkM7fk70+Vk603X4pRgjE6b19Z2vGx16F4k8w1+RoSvxOMrH1n6znRToEKX2Yc4+SyVmNR6mimqkHUL2fFK3Gr+qCMnPmfRy8nXOVFF9PZe6T/MdlB6q5SPL2j2fR4iSu1mf1cWEdlme9Z9XrWPrero9Lz6PntMwnr2XMKxHGdYv2Rx2SjV25LxtvtYrMtS8RfT6CWN1y3mQ7pJUTrQxd9UfWQXqfqwo6Be2Mt9V1TCuIrFj7kkLfQ54N1yVD6r3szuehz+mgX2W8Zt6dJkeRok96IPvyFpSJlVWGZgvYtDK06ncRNNaPTEAVyZs+UhN7b7dq97HpbTV+JhLrPurqdcid04R4TUbTDFFxWWhAjrmtQ39Zk3vGNNLqW+ZINlnEVzpIRlJvc1/Fu05LmVFPQYxeKHNzA5MPAGXDxk97r+RK6X/72fL62ZRTOuu7aAIM4xLzP9tFzT4v0wQQ8tbX2Q7Wv6Nvtr2X6Ift7pW5yxUlsE8y+jzmXcPKVam/9e816J7OvXVJHeoPA3Obq7/MNWVZu3V0+7bvHJUbf86NzbbQcftrkkv1ce77ZUXqQk8fXXzYqWbDcM4P7Hgktfoegi4vYs/q92Hry/aSmg4DM7tfFUkKokjukJxQmaLSoekImtaBKeiUpBM6nZA1kfuESg9i9ERINtRZEemRyUGv/qrRzd72PXmSyaKIBh21/QOdrTvRGaK97ZfV1pH4HFTpC38XBNHJQINQLy+B7AUgyzpGz4y2ie7xZ5Jz5UTMfluNM/A9baFHYrxds3/v9EeKjGNcNgfJTTEqTl8Lb+uMD/VOP2UTZGa0RTrrNwVlRpbNUraxPZufUmTZCSqKio13UpdTdMvmgqza++iAhGbbS2snIAlJG4hsgU5RpsYT+g3QDtEVVDpymmI8Z8NZVNBya9/G4X9ZOtcAupUT7Y8c83LqnTNDJPueKVv7VIy+i6LsBd0LMkOZ2R42zeydWW0sddPH2PaMyBq17AeHCX5pWCt9b5XB5TUZRBgRkB6VPIi1RX4MmWWeriRQ182oz7+gdcnHusgKJsMYLw6ZTb2/k825PPPnM0iHpmnd3c7Xva4oMCP2caP5FmJHNDcN8q/NL69DzFedQd6y52Vq80UmiPag6wT/rSWyQtKT70PKBRsHLTdPEDqGjnaoOCXbAg360VX0LNv6IAF7gEQ/+wrbQbobV/WKvoFh77CJzQnsc9qD7eetrsIm4G0tHW7jpD5+wnSoW8h18TowmYw0jFPITYUGzFyuyFbRSvZTOptrIZOMZAMtdVfqNRj7YQFxGUY3vYxKri/zJfZIUXbw4TLB/N7xGAqKyW9GWzRkfem8noN8OHDUQV5Qgo7XUyB73/aIZEx+je8rmbP0X8hoXVWKAhtAvFdBk++lt6y/iTqGrD3UrdAHSYS+xRps7cyzq9kOK6t3t/qnwzYP8qq9Nx22d6utoyyrKBPrUcXWk26gknxudsDU5oxuITJxeqYup26hetB4s89l02UlRE8w+p2sL0UOYnxuamtJfW8KTosmVr6um/5WVlD2VfJEjxTdo+11JK8hdIhOrQu7LZsB2fcxknzor0LzYaQ7AmkTZD+w1+T4PAX5FqSrIO9F8/GYrD51fnUIkRXoblDqMfDRDHrExjj5GugOgKwg2dqZUkJEyFh7O5mQZOL6gVTmK7pFyodRElmntk5mh22e+ruyrvt+3ueh7kERejmM0tP1qySdOL/A+fQWyhTVznhSWkXytUh/tc1Z6XyuzHye2dwQWbX6OZ3fOnzJtvMNjsEIkdLJpljWgwgbTLJNjE1ZJacVE7JQMyToBpmO3O9FdQPNm3SySSfXknNvCv60l9St4SIXqkLuV0DCGKF0MyO4SWyjmycumNChKuhMyJpsEtKRkLIRVNny+kxRnZryV4wYCsrEN7cpXW0LoBNnYseBQtJ1gnAoSsoCmuiSMc1ZOkSWTXI/RfsJsIbK8SSuJbmwINLTp1W2VvZBv45sWp26lJGkyMSIY9Y1p5crI8Ghly1jkjpDNNHJKiITVLdMqJDjEPaSSCQRtD8Es0OoHiHpIdDMVEzozTIFnaHpkPWdnmQLJq+RFCZ6xAiEroCukkSRDnrWUTaQfAjyJuQJSVfQ1PlmeQXkAKod4hvsSe7QNCN3gsgayImIQqdbqG4y67/JwDiXY7Nf9/VghLZjijCBtA5pk9wlF0ISuHGBPENlw+u1iglpYVBQctejbKLpEOSE9HsRTfQ6AVfbQzZDB6C6RqYDtkxREAKebNhCFzM0ITNSl5EsyAwT1NIJNp906oLpBugWXbZ5pZOZza1smxGVimEioGuQBeFajGBbP/Q6AZ3SsWJbjZwh9yB7jVBoB3mFnDbou8OIgE8zJsmMMqpTyErO1l7pehfcj9jnvJdO1+hVnZ0O1ELSlq3VvIKwj4kcQPUQWa9GmJHTposeh1A6sqzYxiob21bZArbceNExyXt8o3ai9YEedAE3IWR6DjCTNbIa+0L3IGpXO0zo12yGqj51RaRSpijHGUHVrUqaXIZlWgGvb315tGletvVettOXuWu14DSUFXuBmAZa5sL8vXVVqs2Dzl+cq0v9R1F6hjpg3BbfXg3fypJ2L+vOSukiC38Mn22vs70qw8Z5eLfI8HHUMm/CwkjUe6r5ayyqrUxRCVIE6LkXMPc1UadB+FM1Vf7uEPflMkdMcaCDcBwvLRvDoQdkVE5VVhFsa1jnqbgiQHpUhaQTFCH5NesZ/2+Q0r34YYOgwWPLrPENrQ5iem1YiirE8/MYTV2t76/X5OJaUxe0F40g8Tn6oVYK1/1T99tQrvjaGFOE2JSJd2cokX3TosOa1qXvrDceWso3xfJ4vIa5nar+kmptxdrw9pc5sgN0tWq7b2SDJhY6EhvQqKdQDAspQ57ZOEvIRL7RyKF86Kx1ZbG6wbssUv/RDSszd6XtIkP7RNU5Tmy+qr/r/tTYwPomTAWY+l1eT+mt3DAsZO/TTiBV61XDuEIRwuNH6EDcwBCb6WK8TNgmWTH5N5RQFVHyuSzZjXbqArtMEaYovQn52oPOihHA1X+YA0PyOWfOOZJtY1sMtcnqJqybjBeVT27M0VT6QDTZeIoiLhvbBm/D2h7jUgylCqqI97UsI7jbYjkFHn9/FJqp8/cH1Zl/x7icQZFal4OP6fJn5uu8fGnN16d6ZqmcMC5zYIDz983LIHOfa0K5IK7M92fNixbrK6PChgIXOaPMXS8Uj2Vyyfzzy3pXR38Ndy6IMLtFF2WZctv0ZwnyJsqMrMavkiqJDhEhiZpzU17zBpmStpctyAnViSnFe6NZOWVbY9NQKe4fWiowKPc7EsnXna85FdCJK7aM12reQvMGgu21bK2toMn2rYrQBR3OUyOD2RykJPWICJKM7hi5yUY+tEe6zhwLYp735oBktAujL6GwF7G9pPZOQk2uif22ysRGOWhYzK3kbS8G2GAl1m5xBf2gF5ygLm/gcr8wAc0IbtSOPb66slkEIZPC+KAZMzyHkndm9DTZPExFWS/EPlroUVH6TlwhLr5HE1QyuZtB6pFkzo7ST48+CdXuVXdsC34psokpYwclVshJJhX4HpDe+dMMkU3f102oFeUirkSO/nLlke2hOrQLRXu0OfvPzMtfsXqUhWzGr1AMFgW0hOOZ8XpRxTawzvMRNKdSBri8gaB5MFIIavNKKLwx/lPpoPP2i8ttkjFDvJedYh8SfNqogYrzXneGKbJKERdC8Z1QEaf5YaiPuoTBDJdtey/L+yecmzQMMzHfOuv/bAo1SfGuGeoGRTOkRSd3Pv9trqkkSD7ndaCL1oSp91Ft/d8O4VwSMmSMa3xesXp5/xayqr2PZyU/CZg+JNR+9d5GvSuS6YAQKDzfDW1soPS+ZqNFEEZfGQlOIf/F3DcHY1PaJ0yZDYgr8SX6oq/KiDrEfFXGynpcLolGG8Ex7tczGLHywMzVaQF4nw2GAsHXv7rDDKGUNVk35v5gCFRzwlE3tqjTWEnmiFFk5Wzt11g/nY8bNj4SbR4cjST6KepYGhzydmAwvtjuzGlBON/GnBkWBTtB5CtWZ3X6ll33pHuAvUhn6zfWiroTlXGHKYnsY+JjnhTTYarzO4WZ712S1Sv2n4Kvp2hu9nmdMIfuMr7Bc/rCe21vm5HkfDdjtEwOU+gbE5S9NjeTOO06YmXl7Oxj5iTGDSCpdyP11Oa3rvicnYFsAJvFQGiG8x7lCJoSpD2mF1XTZyWZ2H39ho2VTG0t5k1Mrrfxk9iP62GyG+9EBdU99NlooinBttBuE3I2YzydrWXdhHyNrZI88THfMH7PHswJzOZL2XdIZ5/FeIhqZ/xfJ5ijxgbSX2NOC8VQvg/YQvIhhGT6X+nIEzdaSsy/nbF7I4RMbXHlDtGOEEqMeOSBiGhvnZg7I/TaI/Q2wVSdJasRyLn9jJLd2hrecb0LU3GjFOGkPFkL/iHfSxAsjCFgP1ZCbN7BmMqGl+uWcic8or15rbiHihRLvpbJqrLltCijac0Ja+eLpUfU+iWsmZo9QiNbeYIrsr1mopPyd/yy3nJvNJ0Voh59YAOdfJKG8CvD+KgLvu6hkUP4yJOqrhrxBsafRYoIZJ4bLgSqe756+VqohZfjygDRZIRL4sfblamEiZ2JofqtnXtwCC40u+BgwujgjRMM0Fvhte+G0kSdmGcTIsQ39a4yj2ejXRLPqbpFtq5zMMtQotjcGDa3LlSWsgdvSdE8OC4rhCfGMOy5fDCGNUPYBJk6QfOR0Ym3LzxTXcQp86CrvMlj7ofQWg2BOMPWgXmIhrezC5LVG0SyvyaRmJBkhcxGuU/AlZjZlSeVYEIQaSA8aYrA7XNEOoqBSjHPJZmQ3StASr0gSSaTzDgU/eedKyTUlVIxqrtHRZW+rZ3xsvK2K2ibd8kOL56/tHDr0Qn/0e/bbRlLK7C7V2/72FyfLDOCRBElROHoWH5vzFovcad+XyyxPHssvTX//PDGJZ0yLFQImrxtWeM6ja+FQU1d+eC/R8TAN3vzRZa/h/rJ/Kts4S95d405nh1kYa7sEEjta6muVw+7sVaLDLHdu3eaHwsNLOUMvV1TvyVtmaNvRzdEDe1cWuO6G0TG4xE3jObxbuZ/paCR4I71Q3noa6D2sIo5M/RDVDI2NjX/XZghVZl1XdXqpIPRp268lDrNv3N4H2C8tLo69vofrpTNscKcNZEy5zVkBK1fMZRe9fmYl8zNg3pcRp7wzrsGV8qBN9Z10vq5qMh4AxaRS/FvkW90UPBYnX3DoFT9XC+6EETEZaPwZJ1ba3V7Ze7zjpif4bunrWNKuDNdGc+8HRlL8fFYVsKxs82d3/XtYYfyyut2y/BYPpeX3bqkyJ3fstu273Tf8ki6Y4GKr/kR3xr4jI5IqK+94mzg8z3WPTKsp1ETtFqmIV/HPhSG6CLfyA/Cvd8XSqPYr1hdtNCIwein0he5RlS8fdg6LnxcGbbunTdfvWlaDXHcL3NNin6PtR80pOojr8P8+JXdgIhHLwz8JNpuVRCGLAha3hN0rBiGF9ZeLSM4P6gcHOLrwVFCS53cXbBqZsgKTjWdhEcfDa3qx/1xNIyYzhyN974ZeGBMnNhXxlyb5yHxfv+Rut+D8cjcM3WFlEEpb4ae8fP+3Sjy0vmCDnu8+ZLH8pcOxTlfAS2sc8wLq7rJ/BjPt3/uWfW5nup21XOxXqc6fnzbcof3ainL52kpZ67Mwns7wgg2IJcSyjrX5F1Vl8eo64x310rko9HQWkENg9PKMGfU5bpKe0soUWt9wvi5+rvaEQeGdVDLCIPUsljvqr0L/FUZ92mu5vEccyqRrjXjinaNxyT6WMGdx5a0sdRlmTxTl1u9T4Ju1XXtqnKqn6CXMsd/Ck2FISqk/sH1YzBECFf9VMpy/lTW10BHazmy7kNX5TPQnaouu+K1G6We9orQl5phU9ms2EU92PWcrh2HlNC7Ga2oxzZ0Y1UkTy0RRBRWRRtNr1PNJW/1IDeHXizmTu/PTW3daTg/uQNg7eSkmM5MAJ2ZLlrUeZYbN6XmXUbPRSP6MKKLZlhEn9cje8YRH4dBn5uGOquakdn16CLqBgiPmlIxQ4n6PkKyOxRuefVrvuJ6NoUhCsZ1uz4fbLkEb54fJ+MVqkFfEiLmwD3Pp8b8fNDHlj3kLubcro0QK2uKaseWnoTmzIwe5DAyWSfJIXRLnP+tInkPnazSyQoqe1APP8t09Fl9y5tJehjRCR2riG6Q+BqQnd4nUmfWJ8kZVaHXfWQmTLotJG2SJqY87XWDnhlZfHp2HXTumd+b11zqNgiBRrIgvYXwiKx4H5p3X49ZwCWtITIj8S1EZyS1ydxPgt71dAKx+dOiuD0R9AZIPkTiWiCzyhZZJ+Spe69j3mgWKpeZTA4hKsjMUhX0blVXD2cVNaYi8nVEtuhkP8qah9h0qGzRs0WWQ2Q5aOJOhk4mdNKhsol2X0U1k2emyLZojQjl7MgcQDTTyZWIbNCzRY/SczyZVehWQKYk3STpEbJuoXrELYe9GTwBYUqWPZgyuwc9guqVaO5gtoaS0W4/R2O+iRMRerpkab962fR+X0GZQr8PmJo3v2Yk7UfSGqoTcj8hQoGFdUQOFcKsKNJPMA+k/baQJGFK8UMAqPgc6AerukpPJ2ascXU4OVv42CS555IIJOhTok9mLRUOGbmVsJSbR4qyD0tb9nUjZOk4QJD+W6BK5gYgU0RnCDNE9iKTNTNgzVyUEiXLBrk74nPpiFmMxSyiktc81G0KKuScQLdQuRpLBWVC0yybUDfVvc5YDiEyQ9iHskKWKUpnERfak9zSn/Qwkm0OW2o1JbOFyApb+QDhKST0THzjsNlb2FuSLZCOfuLzvO8hZ1J4lIqtSeEQHRvGejwk2azXUw8J7KCf0IkycUGhd4ZoIeu2VnecbwtpE2phW0fXRzKWynBPfKv18yEczpdZFTL39SLmNyuMhFq7w94vMr4w2o8CZUNRQgXGZWv1dynApI14w5LK1hXRoej5so4mbItvjEd7hqHvBi+Ubd5dvWsYn5D81b+X0fDENa3GYDwVqr6shaNRX4VgeNSBrFB7oM3Vv2wyBpF/ePN8X9aC9vymYPCOCSHDbgvjsRsiyubG31fkMVnoJ0p3VgJw3IswKDDn6jsSqqkHqBJKmVtnvdMO834chPDBwWD0zEgoX/LuiFaQuVt07v6hZotluaJWqjaWPh2VG303KDWK44XXYf5t5Xc15xdvHM9B+1UL/9ug9JELnbLiXobhPafOl0Ip1YFYtJzR/BnIJioJSRFJt8fr6KkTxIzhJXVXpEpI2Dty8N8wiI9TJ5Ddgyv4aDi3FHrlDg0uUIczQxmL2Dwg7rmVkRx0P1XPD8rD4txSutDneCgd66HQqv4CQyRGru4NLzTvA1XzipZk3lSxP9D6+crTTbpCn8qeIk2QtGrez74plRQKSdsE5WwGfS2br1A2uQdeN0Gx1KDFjKlDf5kAXHtHhpwSdcTnRDWuu0bNMbej38vKm1cHRzljGlgUwfMLe4EOV89VEUbL30zhkcYTdiLqVS2l/u56wkJdtnvXApFhoY9k3A/bt9JpXW3B0e3fPZKRRp/mafTRnz4aNO8DlCTrRFo185pdoyiUfE3b2905KGeYZSMJyddpmiDZlY6CeWqKQjJlSPay+pnVU5wXWXSCQmepPDSLRVrXjlNgc0pXbA8qwwwu9JaJR5PPUI4YrUmWnpVJKJXda3drDYu08DUqR5wGQyiOVNQ8MiURmQq0KEomoBMkTUjdHizww9tZOfBZDYPXuAORrvq7g1RuYNF1YYBwZyvdQPtNkBUkZU+TDNorOrO+y9KBZFJnipaUQyFliptIlaoT23OJJuvbSDkUfe8epBksnW4OecUiQ1CQSC2X1I07BywCLmPzZocUmsOEi/Qr4dAWnskr1qceESGsgk6ItGC2z4y57U5vVdpfkxDcqTMcI6uoghEvdV5n/MtSURPOYQSf8le5IlXCQTHKG+mIXBFYR14GP5iX3XSYC8Wi65EfEl7jYvtMPKNFKNLNq1YR2SKM4wMPChFN/fl4tyIygzQ4xg31ck9bHwObISGPZGqv/8F4NvMikn/rs1tcdgkDTXi/Fw99H0ftTF+gmyhbSCmnx9Idel8UmaHzPgmP76EPa2PIdhCdlfEeFJZheDXv8+DhUtKzHS58fhRt6zKp0foQfGKdBF0Ak+kqwUg8HSZbMFojMTc8smnEG3TunvDInhERAsO6wfs8dDGVc4WnrCnOr7KKRfNYSu1ifKmdRMqeYtXLDmV+RJVUdRKrv30bqdXc8bgy4pS0wqr+/gmmpwils6fpLvJU1D+MVWvVuz2SurDDIKQmr5lRZcXvCyV9yC0rVfs3Cx8uvITgJWEcDjkgZPyj8F/32rd1ohYEoIkhLdYW5C1EV4lIEdufTayPpC80ST0yy9q1heQjVr9kaawsnVUP+bBPgb1lrViEQci1U7TwHJ/rrrOzFLJCFp8bsoJIJkl2Xuf6LzkOm6dVuiW1yEN0Zsp8FDRS4K1jUT9riOscNfVYevSItFMb1yKbR1ovn4/Z35EPGx1KE3vGs86AO66nk0E6NF+LsImmmTtMWoorxAwaqqYjI81AtiB4XDgeS0K6zvjJZBUiu9Bof7YVpIOgazY/s7OpFeOX2amDBxOoZ+exuTd1ueeQB0NG+tsh5R2Ik4qjyXvHYIToOmszsmqhjKwBPRPZQGRWbcLNs7lYj8QWutKhJPdMcUbkOfOCCFp4YiZClizXl10bW+tNUSliFqM+JnwwjLRq6YJUTAjLHnZZFBVdEaLKxjYUM0EAJSw7ThzEPcTdipQE2xg6E81OTIzZryLMEF1HmJEi711MVumcYU+sXLa8rCA0MvyMtBtbKEdA19wjvffvNkA2XXA9QhgwzC/DvHNU1s2ypStO82bOGGdOB40ZGBM3Bmt94Xnpos4ekgc+js7wLYpFhz7z0sxAc9gWWw6jx/RovBdhWgk2RqStHm511CnBwJRZud9SG/iCBCx0zBh5CKNhtdMYC2dSA9sUirDmzFDLHIlvnAyFbBPTeDRsRvhNgVCHEYrX0RmMKz0EHxcPU9aqL8WjSlIIQ+K1khijqG/knzSrr8QaLJWaMSiOJgji4dr4/WrRP2y5ADb4X9o8sb+SmEBhTCAiP9ygoBMX/sJbyhXkxYJvUSMiMJNsxL33yAiFMLUPQmXPMF28/tIVz3ZRcYoToc/i9gEP1fNcfN8+1P+dK0SoBn1e6IIQpqR8L3MPLxRU/d6pwvX987Usqvbx/SEAL390Sf2OhrqeR2c0o1bVt8v8XTL8HUUfvfj5grZ9++iukYFo+SjNV3e78gfP/aPXlGrjtXghGl1HZkXNQ8qun5/v//kWDM/UYddFzK+NJyHIV8Ut85Ad18PrsNTFeEk96vHd9t48Km/k8X3U9bHdaHl5pdhhPVjT63rNlTEyJg7vHtIwedeNjCOLNVq+wuqr83XfYU2WOXSsazbKTIWvDp5LUXbIPvH9YCAYNq+WwnCgiup/52GsihgTDLKu7/B3jG6xmhZXq0HIHpQDDGUvRDVEPbz8kXeQt9vlPVGtbGIDrVmImKsVMwQPG+6T+n2jxwaeXnXsXC29Xpq9aBmqWn7c26jODSTJ+xlis6zFE8xlWwTjm1aQ5Vkfum7oax3zMIkRUQbDXsW/jwnbrdWdKOpO/EQZC1pz9y35altWw9zqGjOGY6jTbnB03nqs3Hf7UmrU9T6aPDE8r+OPS+7bvpRlUtByjFusC0/vrjdUPed4fb/A+GwaV2DW0Q4KEQFVnIiraKEgryMnUjd8FkO9RGmhQFZXSlWes1pzbtuTDnFjrsQqbF+w83By8fQfZQGIvgmaqMMeNVI4SEVPgnZZmqXhu/DEtB9LEzEoRIc48kg1E1670Q+WoicxpDWZjQSFQhPV+sPk754RCamiG6ovxw4OwOCwkau1D3GuzuCtyvCc+nxymiglHMZ/Iv1JMbx23vra43obaHhh5zleVDsDDIbRyDQw8ESZ46OpaldN+Kv3UfV/TBaFou+o1rhFz1R8spRT8S8YeGz5CeNPqh6Tqi3xuRQ48I75yL2RY0jU0dorRWbweVjqVXeyDOshZAe0nialPELPRGLICuCewDW/KnWpve2tHC3/VrQyFMrLvNwruWOQXeIfoW4v1cqK8qX+a1dsRRkiFeeqP+qHaN9gRFBJ3n070NMRuZ2bf7H2YhwXDNF1W+cLna9jZojCrcchCCBzf3s5WrW9jA2MZbtYhzpXTlU3HXVcRe8Z30di8BL3OTqKPphWzwUtcN3FQuojb185a6zy3q+qW6I5Yk0vjFn0WfW9T7yxMcv7x43T46jnedq6A8rYZkrEfNTB+WDhlWLtU+2KvlYLg6yjdgcnNR2duRF9E+fBDXPNouBifsf4hAOT6UCH1ncgK5hR1o0pkZLNU6BR5PJYkdWaUSh6YE85ZVqlSYmCHOTrcGrqKGr00Roa/lT1M0pjrMT3U8VLdAVLT3iQIneLZwWqnZqiX+uUaDl4dIxDzAFzpM6uBzXDaZQ3zAUpFR/kAQ1Nmk/O2NtaPw90zQxVpmcs5+RWjrAjo/EO2LURYrIKmhWZbZB7ZUOnZPb54M6QtAEyI+sGyiHz0KeDvIbqmm9iEnSWZ0u0H6aWKKpTMifa971NIJV9pvSfGCGa6GFMqW19aYdLd0SQTtZ1MlvmaaGV8k/WgUMumCS0WBNdaZ1n6NYREEjdOkIizdYwn7lVMiuo+oGKPuipWyPFYU+ApV06hMg1JHqz3ssmqOW5zMzIepCUOosqSCuk7iRUYebehqpXY4tBrJ29KQJmnSnjez+s1+blBprtkBXSuh/IdRjhENJNSd0qSmYmNplyv8doZS8omV5MmZv9MHBxoVZnexDZj6bIVeohpJ4fVbOYcUcnCFPMN1Cx/HCbZu2b7AVNSJ9AroXun5DU0aUDwB4yNzzq1JPOFoL79PghcoodlNORUhxE3aGaSHQkTbZYphbDoU4HM3uMoEm96DIi3/B67Mc28xPC2GXzb80iC/DwRrWDqYtXDxlNyd6rCY0QKbJZcTVhOSXdWowinpNT8iF/z8mA0mU//0MOOO1WhE1IexD2WGhWvhbt3Aqcp6Q8BZkist/mmCZbC8miFjRvImKxG+ZBadFAmTgYzMhKF14M3QaZTK9rKKskjkdYJdGTdEivlHWDWd4qcwGxOoofymOsatPaq8aCNtiLmVeFRKYTcePM1M50ECPRdvZHotdM1oxwGGED0c5XecIs5nYQOtkOEUyiqEwRtex9WWf0+WoGz69dMl9CbCwzcVjjWrHxkJvnaewc4ZUqJBwY6ZLmHirvG6MKetyhCWPDgz9RNgNzLx5taLZBeaks3rnwmAyvHAk6xpBG1dbh++Wv14V3b1/Fba7PCdwlG0AZuLGQMPwh1bvt3uGjjB9Yct/uMR6I4ekQEEZuagyCpr+4fD2fVqeqYznsr7qmdZviMNxqrihF0NYFZQAgkdKgFloWJlX1/TZ1G82PanNRr1OFYnjWufcpw9yOcmOBzG8YF64PZZeivW0Lm5R4UMZtE3IpalT2wnvnxrfM6RjnXL13KD/Gu6TPq/pj3Hf1HNkBHhFmTqUDfyt/e/5aya7sVneIoIfk6RhdWRJGVSke8jL0kYIZsiE8lExh5akmR1NKfChjU1MrVCqlfOkz/x51GVjK5jo2SEN6lFBKDAK9HRAa6TIVc+CwKE718sj+E3O8yHAuaCPg3pwRXaejiQB4HvVQiKiGgs75V6So9AjO2MCKnx8lZQ6LR1FA8QpeCG3zOpRpEHmWB69NmzcmM6jaIZaaXdmniuU0Vh9Hn2+qPkV1oJWujNF+F97CS5nisrW1DFr9u6xEXVqUVpeGizX1nqdTc/StoinjNAOjYkZ13H7tLft+oRCGhiyLyNiur3ax3nd85zY9K9tT7G2rscRaEanCltcjfnTh6vZv3HneaH+N/XYltzL19WAHBUvn45xXzAmq0IQt6DYph2iGN7Xni1YNb34/o1AtPbApHfaYPJ/M8c08PpXc976WYVBiphFbE01ImpGSy/tkVIRe1n29rjjvDU90oz9ZV4wkMLO9weQwgzHYIrtFjYZoyYkNIpuYQ5PtYlTEDTeCaG/nN8ywviK8rn2vkkx5oskcjPLMzqlLvXn+innioay5UmkDZMsirlGjO0QCmhnkOPMhkzunOQJIT/YIj5RCKxBpWj3abOYG1YgCS8NZfwNvN89XDSNQJxTFS4JewinKPEotUi685oMG7gxNkZO84ldq+80hH/vAc+IAWcsKYEanoowL5ZvzPynnCfn1ZHUKBVjIHURzcV4dXxSlntOwkBdES3CB8cvkzpKhfMtYbnUpZ/cVhX45WHeFQemG6TdKqiAQmbooE/JkNpbp8oQ1K/p4rLQrUQOetjnkSx2lKfE6qdelKCJdntIMEVkS8ogoIhulDnYuiDvFlsNhw8s85JnIxe8OenX+fygGHjs/IOhJPUFwG6CPr3gkR5xR5cxaQvd0NHouVaSAj1/h0ZiHuV3bQgkHxuhjywISzjFhEKuNNcHxigFUqjGPKCSwcShGM9DR816FkQEg1rFU/ZPL84YeO2zdx16q3UwousvZCKH8zZh3+Drl/A5Rv1afVeG0tyiioyW+/sv3Hi1TWKUWmqI+ryTGOOTKoCGesn1wksXXutexGIQiBVBFNyJqLeRb7/NhTcc4T3zMKwOOhMd98AgYDKPZnUiHuaHVOSlHo3Aqp7pt3u8sh0Mf9mEJHjXI2JIzJrv6ubN5ixIJoYL0ewAh+14vselrK3SA43k5RKQ4/Yvz62TFZOIwruORDHS+rnurZ3Kn8ZygvwERoQdbpO6QN9TekT1jCtnXajb+Kd0BnwMrPgabto41zrtwepvE+KN2iK5g/PoQFkXlUVdpr8v3PuR+nhM5DHMHnWdbVJ5ONgDocofoHnIKo84WcNj2ZqKQe/uhom1u3FfdY2OQ190JYepz1M+91XAajx/nS+X81Ei1tIGKR4SlNXP+lqn1rxp/k2T6VU0eEcQmdij5yU4jd8buz4TwKJaus4iApOFxbQRPJLu1xA4yzipkV2xLXkFFSG4BEvEohvAKKZNt1SaixaFTQmdFfVJZfvweUzz7kLoy04iG5ViL0MKwoA4GAVs8fuCMumCGQO6RZMpjoaPLNrGymBUsq4e0k5xGVf7hCuIH4YhsIGwwnCFRE0+fTB7mK7KKksg5o7qJcrULbL7Ry70xNUlO+5xQR5qEOJTY391JT0punXJilLHQVDtsjbIQVKqJh4UiCh1Z94KuIrIfO/D7iE0sMYFcPRwWP5jSSGVt5UyQJpDtAGXkiPWJJJKn9Ul5Yot7Bwz6UyU8asKKbO+cmeKZVSzBlZBU0JTJLlSG6i4OuApr9WDesIPC7NAdCO+iOHdBJxZ6WQi3ln9CD1K2VcXjKua4CkP0Rzxls8YEvnUvZZ+XueWRNnEolEUGCKs2nm4AQSZoglQ8pZIRBQ2DgPedhGCV3Uo6Q1h375BVhvQREZ1DYWR2zkIc+D5FNJuRr/SEzdesnRs+lDgUzDxxIiTPmHWkOYNEJxbGmGKzo2ZgC4tt8kPmZ2qHCpohYxbndRpDZTIIixIMGoqArOF3sVHN8W8Du9jvh7gcGFLHXDevGhTt2xc6PKvbfP/twKSy4d/5a0Vqq962eN+2hoKF7wthmruu2/wNg3fKdnBBptC9XfbI6DXbP6PV9W+7r0u3bdeOuGG767Xgz6BPHN1fqFT1WGxSy8Kq/rb3FU8IYfy8zv/hBE7qOVB34nZzeEm96msL76nLiq338pQqi/cv9t+ismy4IuVfGHlglrJ09MneFH/t5BVWfTfqr2H8RvWL/Tfzt86vvR0QGx7fFAoewVfqGUK9p7koG0otLx9SbkVfhEQ9rkNE2QyeYf6eUEYs1DnkkDlv1sLIqluLwonRPcNznsJLPRy4eOwMOWeHyFtvYxq8s4a3V/OytCMMQuFx6P0zMvYJ5YyvKhy/pqWlnIiCDE+s8DYufTs0dEg5pAzeU3Ff3Fv/uJduds/Y0TjXof0xJvU6DONN9Jn3e6HPO9GiocbLeMF1g2relSJrDjiosMb3z6+RZbxDqzk6z9/mV+rRsKwPjvX+64KDH9uVoRZy1CYs7Y/6g47vkNFNYTqs529d6i6RN4uS1mT9MMQ5DRIdyGxxyPFrKZSCsVF2GhDzPSK91RTgQk8cxBkH1pfn1NprbDCURfW6Gdou5OGgW3KZcsqUkppHXdkd9CWKSv5dZ/tUsIh3yW78LdER8c6gf3EuohAa6XKQao7+Ki/xfuvdNmnR9KIdmpM7WGUnH2aECGfEIeVH9Ks50kW6JlSLc9hQFds/DmzNlbQIkd5PNPiEGe4LLXXnMovKr8aiRF5LUERXILsBVgbarJVz2lFXXGRCKMM60JlFaddptc7P78qzOyJxirw1/KjPWVAXdbXo3O3Z6MTglXV/xzDU9FKqatT1GebpUg9hgciUUOhC9awEP6tCFbSWb3Tc+tqjX3zdDF7pZbFW/RiKx6hTeB+HPFKvMfeQjnKk93kXPDBkgvBEdh1LtMOV5zJX4/JXeaVnaZjjhxrtqetf0gFXOpJyz84zTsuedp7vW/sscwEMskRVyZBVylkLpcMLXSv3ayj6KXRzuOa/pR4fbC3E0JVBrhZ3oQEMZXk/RESMVimsyjuKDFTRkaL0ruYlsyLP6ah/nYaN5nYtDwxla2k7habZFHfjjag5bQiUNJcL5Wp0hyvvXX5acBryzyX3PqV/dHT2h8z9zBtRQt8RbYRhPxdjE+MbkybW9dHm2x67NYfcuuXVsLTbonuKAaLE/9d8XrH6ua5T3IFHiwOTUoxAJcooGOBAQ7TwAIAweHbVczDMheSjmYfvksvUkQZLw0Fgo3RlSXcIQ100Ivw8a4tOfA36HqasMyl9YP9PjQ8CkjcomVBEiHN7g1ZYikF1OmJ9bNldwnko9NdhSJxhRu4eETMsRS+VFILlt+99wkDqafYiXfo8BiqXfXRC7xh9HWMVzhohX+QyShYpEvO9R3Sdgclfh0aI1ZUOzbCxYQRxsjVxnfA1DFY/F1TUctimInAdtg7MPcWDWSeg+1F6tvQw5pV/xBZ/sgbM9FpQIanl0kpqVpzcCUMoLCT2IexF837IW5abE0gyNQuQztC8iZ0rkRCdmDd56khMXDixcwy62WFQQXvPhZU2UVFyshCiSTclSbIyZzPybILmDk0ddBFuCJZ/bqti7RNEVklh1QW0v9b1tOY9r2m1eNMDdGL5SbvJlJTELYs9G0yZkUhJSGmGkG0vzSq5P4EkHSlNUdlA5WpggqR9iHR2QrtuuZCgTF1o79MmqkrOG6BbTFCSupVQVui9Lco+VPYiaQ8iq2Q2UNbRPEXzHlLfWWodP5CcPEXy6SA9PTNUVzBLWbXJXYbZN2ys0zqIkrHoignJUmEVY5NtJMyDP2MHwqyQVJgoZMlkZpA7lBU09+Q+CNEqZuQaPB0EoRMzHPSsO311LxyZACskXUG0I+smWWeFsFuOzw5Jmc69HpQNzAPGzkDIac0MXr21v+/EF/jxtoZ0HTNidF7qhjOYKciqOyiqpbFlZk6L4cDUgeUUPGweOxPP41cs4R65ksIav+VyidUlu1Dese7Ep0dZoZepHw7t3hbZBLuJrJBk1TYpaQM7zGeDpJ1ZTFFIJvAkrqYIP0B2r50snldV9gGJrFuI9iTdALbcmHUcKU1IqSPLjIwRZTPATS1XnAqzYrToUWaobmAC5QEWFYMDZO6vndh0SQ3jAv7YSDAYIEyWCma57F1HrcyiwCBB2HX0WZFBEKyeHgsgiwxox/qMQpnrm0PomRdKtXpl1aNLX6ujX6NKyLjmw/ZQx89GmOeoTlFY9dLyXVWZuk6j2+cqFF5myxoh86MzPHN0BGOOjVC90RnSaZUDGX0DJrJkPswJueNbhGHjOd5UDU/FhtWE37HyLg9l1E+Xj/FHhqUzqd6YMp67pfz5uo37Omo7XplSXcyMDRGyze9h4+uuPkueib/tR6q/hxdGHw1tWW6kmy93KLu0ScffuzRbnrMNVtzkfbygTN2FgbUoysMgHkrqzgTusi6cLyj23tC0FK+YZPQYBdZ9DSZXEIXXXfD1GMvwqjNPyjotoaJ4Hsu5YY/yJlY35yEljUYRhOsNm18Xf6eKyXjEJk6xVJJeH1WXX7vxnjn52OZkfImxJ55qtXapNusl5aEOhhjvO+vTEOrdEFQUR25IH6UMiT5wT7scXqlRdWF4QyI8SMU3K+HAgEyJg23NOGNeccV5pkrJEdEuNt0UiX7A+XjxGGUXGNOkbw9jerVYtA79NnpqKVUesa1ox9I76y/nIk+2p+zL6jrf7vmnt6MZx8rD55lZ/Wm7+szTxvF1WWj0/Bgsk5O8rguRaNvVYEieWV9d3soder6z9ZXFHb9ST6TrEBKdRrTQDE0W3RC5lM0BJkPaQOnsfDk/v0WA5LnBtXdDQedOSb4PlVAuquUItwgA0G4LlYgUAHTihlHPlS2WQDUiH0IpZykQLBJfOtuXmWJCjE+rIr3REds/5EJTbUXbb8Jpryhjbb8teQJi565Z9gKTry3KX8yb3b1pLT3IlKzmsarhdFai0xRk0+lIlUKDzsbADcuF32bnQcnabXwglInBn3Q4x0eOAInexzLFIZ9RLnGOgu81e1ceSSYlP3Mgu5MTU3fsM+9PUVN86tTOETCFmdCVKLbtMXBvV16VyAds7uiesRjjGQdUKuV24bmRJtaEXgl+oMan4xw0Yw0eVR5lq/NBGaJ2gheJG6ZMcdgb7y4HnIfcFY4J0/JbEOd5anUuBnI88iE+ext0hTgvxXiPp+bVUFit+PtjDVYGtSLqqItmtfFqjr6Eo1w8LBnEPXa1YgH1YaiKP7NKkZs8IgO8KeLncpYxCEVhxjyao4xkjo2iPp7ZFIl+NoPt80IesagqOytzy+Z08jWsrggsMsMuZDe/Z+CoEfkQSvv4FQpY8TEYeDthvBoZqqITqnkYtBIpfW5Scqy9MvnmKLKlWxtksnkooWwWVij6kHJegMtvpIFOFJk1zv2o5Lxqz6ISsunU6TDOtzMlSqQ+m0RiTkQERD3fQv71yJU6FZqK02pPQ6pRjyjTo3bc8XFw8Fodygh6BYQRrUQ7S6TXHOhcjI9t4dwZthivqRhlzIOov4+PpyAKh23ZzXyLkY2o6TR1I21FpwsNsRaIuP6HI6h2qB4ANhCOeD9sYPRlL0FbrA/9DFadetu2gJk5WwPahZEoXruJpfDvvD8GHaJENFnujSZpbay0M11FctUXvoqyKdYt2k9BTf8ZUS8puRE7b6C6TkRPI3tRWSUMItYG0w8iqxTHbAGdmhHdzk8tS8HrRaGnKgLdBOGQ1SPtRVlhSF3VI7ppdCSvmN5ZO5AZ2m3a/C1RIi6LRQROpITqJsX5P+ajSF9kmnD4jnMtVKbOE2YuE6w6Szc9oD1vGYqY9cAmlPO5ruE6NUJMOmPjKdmiSGpM3sIo131zk8zzWymhmknw6IJNRDewA8Nsg5lZAd3wMraw07fBiD702XPb5djKeQdHiJmHQIkLgeZ53iNp0zpJLE2Pqh1S3RObFhcmwwIrZikS3fJ1rNCLK5XxCI9sQqxMLSJ0liHPyLkj96EEtLIzFWEtm0tLPVMOGFRMSaqKRjvT1AXJXJiGIHQp2SHCOTwYO7Kfl6Epk3oPrYnzEJIJpiKbJszJHuwQ7gmCHeYrauFVScx6l8WiA5RNI8J5gh1CvJfiQYOgMiHTkWSPHQQNqCvDUciqNgYumJnQfiIwI8u1lMiUoylP8mEbcT8MTT0E084CCSJshEfJqIfEFqWBWzQTM19Ufhi1zozIqBChmTjBCL6RfPPQx2a+1HWPEXbdY3POxzbypVmVxAwEbu1WnXkbNqxusmJKlZlv/l14tdRiLvyQXaDGDQS9r5sVIoS7eBOolP24tWUT5DBSKee1KHpcoNfMYI0PociYj20jthC2sPiHGZYWzea1hkFGhSQdE1mxA+HTzAyArGObHgsft8iLnsR6qUMkpjJBwD2R/GA+cgi/MxJbKGuFwCfpUNZNEPTD4KWsX6ytShkzKZ4AEb67E+Y2urr4VcX1q1uWKRsGQW1xU7O04KWv3xWWv+QoNwY9mn/b9pv9pS8ZNSXmmH9xLOEgVTmjGi5LjyPjh0ZVWLh9m76ew9IuXHjtTlEdx4rKg6W8br6uvqEs81m3GaZ4boe21h5w862NqIci7A0jIMXotWz0pdy38/yZr9f8PBzfO3ikja8O38vou/E7xtfL57LJnK+Psr1xUo5y7Rjm93x96vfPbSSGdCbLaIRFvg1v1rkytoHLH+ExPDL+lE1Y5WU2yhta918YLSznqvqm27x4Yt0P9M/KmvnjnjRTBrpfFJZztiorwd4Hwat8DVYekyqdrw8ZXg3GF91AUjFGIoS+nJmgMjilypDWSKp+0eL9Fn1Ue+N5G6V6z2gNBZUNfjfXyPhjiTJ96EMdPGCD2+h8OYOCxpRRofTxPq68GqXUP77Sqs5h6KqrYWMwnK+0i/k2wk5rpV6H9edl99T3DZ8HmjxPNbajhdvUZYGmMh6jHR84Cv1drMSSz9s9Kwv/LkR5bIvd9P1uypnHcl61cw0qWqKLVykjKTvWevEFPp/F5MaQB0OBK4ComuwqFH5nKzK8xiNiWBkMpeEwo7anQYj0QoMXoBsOild7REFtuhISq0vsM3VW6KaKK83VlFqDkseinUVW/XEx+Th7vYMmllRCoch2RbNg9ydl7AU+8X3yjDhsVyQcqEIeDDpqyh1TcLhXpQ57QLtJq76Ln6hHTzhplHFUTAnt9L+4WqgbPErJ1q+mrLPUyWYgMaPyKDIeQT2tXtIVMzp0kZ1A3VgrxL5HNIwQXo9O7L4cLC6VWmw/36I9tSI3l+/VvVfjUNWBf1kqwBFvHNHeWjao5Y6BRoaXffE9keH6+GOkW3InyGLwlkreM8/iSBMiZX/kTnnVOhnaaS8wfu98UWHYk1bzLRSzZb5U0RmjCjPwp7JfqxxG8FQjSNV/MfetnkOaXn8onIdCiTyKRGHo84iEgLmxYVCG1x764s8VBXWN4PEdeOoTZJMyWCLVMzMnhcM5lNuj5mchUymmS0ilaoN1Koxd0cZRFav+jXtrWaYyigGD3id+146jtRQ6mpClqiMRJ54oNLLqT2IKxNysZJF4f1kGcc0LdsfPonCOFJc+L0djGs+XdJ01Tas7KvrEDALDTjneE3XQ6j7nJTqryvI1UMugRXdVyZMxz6GaJ3k8fLURZuhMihNLWavuHV+dubAsqueoCHoWWUR0kK8Gfq4+BxPIJnbu7D40hy5rw/naDIk0eaXPnNepgK75+9ar62mgXaXqnl1DPHVcRGNExH4YhlwnGPoxuxiG8WhHHvpGBZLVTWXdxxAKjxexdugWZlicgawNBlsFSvvsLONI46bghncGmoL4Y25gjMgHN4Jb1pJNYNUiOpy+JdfLmUOBZz6JzCPJ6YKGTDzIxQZbu5Y2T9yZjFLHcm5xGV2nr8UpI4xfCXNmzmTivKdNBkcDz4ICwBF2Y2LYfTomOR3SjH7yFWYcYdYfQWUDZmZd0sKQ1pCU3BvavEYSZhCQDvOoFiHLjFm+FmXLvT88H7x0SNqLoOR8GBRLjYSgkwPEQcOSM5IsokFwxSqAJHqUrDPItnkSEnQnuCeBMZDczxBJpM4GKXUT837rDziBdO+SZAyl6+ww5U4PkfImktYhbTGRNegm9DIha3jVdYhMSGKHJ6uuIdnSTolYREdka1KF1RS5LE3h3+sUNJNYt1PeZ1N6SWT2orIPEWWaQLga8iETrlCEPSTdCzqh1ynKhj2fNyBfjTKlZ58RFbf8qZiFK0nGes6JaG/pcMgmpKV0hCTr9DJBUodyhMyEjuRnCqhZGpmRu3VUJmha802BLwqJtEc1I1kOcW8WSXZavXnjJHJe8XGZODGwiW9zYoZmI36WG3aKEla+GZazFDRy+zg0+eLpbfOePYS7S2ap1H4vWSeWSkgTWWdktlARNO1B2TTPpzwjxenzPfbOzi1onaVZykF4014AOo5g4Wr7/HoqTNIslnY2CfkIyEFUTPiw0ZKBUOsWXb9lyvx00iBjqdB5bj71EHIjOx0dqzbUuoEZ2TAlj+5BdI3ODVY9iV57M8CxSuIwIkcQenLecnLvqcpYsX7vYrM087lhAqZ4uqmsmy43ZfNiIgS7GJs1VNaQ5MrQNCO7wGibKfNEU5mBXuMsKdhLzLeTGQm1O2JuYy3Lvpfyr+KC00LY6vDUuJzFe0bXdfx5tLXYbsMR/9bS3ugFsXme/85+66hdywUU2fZyLRzU1Z9ryLaCz9x1/2URJMIgjG6P8q45RblUd4w/L6mDwuhwZur+rQVt/611f4/fY89t/7ahMBfmR8rBepM0L9DPCxS14Dxf06jD/JwPgSfGVCtBqO78eQFm8JJe6MmYHDq+f3TfaI3M74iWf6+je+ZHMY+uFuPE4uBTBOUisM/Xu2Nch/l1kufaV903WnPzdRu3YBwtpdV30e/1Js481ReiqNxQPGwAmHt+B8jquPpIpZtW89IVXEnkCiU/A2gIQQ9PrGhGvRELb/xhHpRIuC48LSO9Rni22WbKPJFjUclAIuc2+bXxIaIKQuE4jIe9U8t5FbFh841vKO5iLZQwa3WH1uR8chDozWGmmgOR4lC878q9lRde1RMxRhL9Onzjdeysn8UM7yUFi5df7tXOPK+iXertVMVyxao53pDN4xlxOUIYnbcROaNL6GSqpnc4eNRzPmowHT4fU77B7Rje/Hc7lznuVR317zy9XyyxXmvVd3Okanm9jvb9TnWfp3fL/p6vxDIePm7lYtm7reuyZ3fq9yXXdP6PgReN7577TiA8l+3peZ4WtHz7Wi9FF05dHlEgudqQQ1+il0zpr66QtTzTs6H2IXv2Pdp7qiMxT1kJA2VxdDpE0OLIECfg9AiyZjvnTBU/YsKKqs5oSdWBmXYuROfKCDPomhLbyI31iyteJM6Yc4WbboFugqyhdGiXsPRJwUuiPzMiR5y2Gs3WSPXahae00bVcvLpXEDVHQlScfCklRYxYCHbK4nXqbG8l1kZRa6dJ5pbSKbsApR5VDvutbrphjc2HLTLBPc/TxPZDKfhitjOKypk2ObmTkisIPcpFNeQWS+Wh4SDp/RJ7E4uWGfjjUeddOHRhaXwiDW1Zp5FOo8hg1ToRN5yH8tdzeIcSbThPIeopztrqKLSK343SLEaKj4jAB5gafykts6iEyAtu6yYiSoIvHqnWqdgerDwv1fzxOmjNU93AEzxMzUNePfIGCc/02qhQUwn1em2VfrOpt0pE81sP1Y4SDM/6+/zAUH/PijushlLN96HeN3hKJQnZQ5OLNF0ZtkKtIr3I/G9XBMd+sMjLkRoudGNx3oakqh+PhphLNf+F4nBaDF2VfB6bFB/DoigukRv90DSvD2TXg0TXh8FVKCns6nGHod0uLw6yY8z9MAzE/UEpw8AQkWBO4wRs/MX7LsqgzNkhkiHGfzCYlajb0uZVRkrRUq8KMsjcQ4aOOb5dohMUU1CHjqaOlK37mXH9/J3qClxD533r868YTLwczzQwrCc3OunU16xnAol0gyixdytRy8U4MnXaEhEhOyD7P926rRdds/bnFUwGzZDWsTTdHq2sK2g6hCbjiyIdgp1FhKjpUBFzio4x0Cmwz/nEms2f/rCNfzpk4xLMNdJv9xvOt1dRnfr0CyO/WJl5grKF5nXQLUSuBWYkOYK7IthnrgGEpDcAJugsnGyAJMaPwB2IjXfZfHJ+Swfs9zkXZ5NsAutkOeTzYq/1Qb4GiwQ5FUXQfAQVj1CL80NUIa1ahBU38PnSm2JfZghbKHtQPZHB6HYEOIjIJln8bBW18RbZ75+D5mBzhq/4DLgJ6JrvIZKPkUIOB/6p79U2kd7S8du+1K5bJOCq09RNRDchX2vtk1VfV9eyRFmygGMwQpyCygY5XUmflJw2UfUQ2Gxe+qignR+Wqx0pdyQ2SSQTDNOMODRKyfQR3qIzXzorNrllD5BJmIVFsgkyvZghIOlhRHv3dkm+xE0NKoILOr2H5PQge5C0zyW6mR2ulz10P3XuZdEV4S3Yn0XJWH0ttZMiuoHoYaRb98lhBx6qrqA6RZmYl4sk6Cw6Q/Kqeb9nO7wqxWGFPa5gxSddQnXiYkYmcRDBQpCgI6fjUPYhskknvRkXuJogPElXSEzs/AqdusBjhDPPDmOe9FObGH4uhcoWIplphODSG5tyT3Oj8UrSTYQjFp6VOuxwagHZ5+NmB4330tPLptNAt+YW7/epy2LB0HaAhCp5agYNVwRknZK08/MjO+y8CfNwFE9foM7o1JkaYRUNgpLWGDipej3VDC6EAOw8BWHmh5N3GizUiKGmNUgrKDNjH5LNihnhqkktxCxNkAj3yjMTwNMqaCbpIexgtr3Wp+4lWnKy6V7MynqEYkTRqU+fyoqueLqzFZA1Fw43TRRWY4RZwlaObQx0zT6FEiO6XlecbtnB7zMXUhMrJKYIGyRRI5C+4cpifdU5c9aUvAyt+l98M4IdtE12PpPcWJGs/iWsrQPZsA2Z1Jtxz38rikVsbNhSxtODuNdRZr/Podo74duDje/woQhwRyl2UDHME+NtlAM6d0nnvzgalikxqorv+rnxM0Mpu6iPzH/Q5dd1+LW8xF2M2W6GddSfR7lv/nrInlUhWjafEH7rZcu0q6Ga30BVHVLeP98rUv0WFl40WBconunllqGG8WlQlsbGoqz+xarp+HlrZ/V525RL9UDPz63lnW3f6tw3VPfm0ftkvtxR/8EQ5bXk/SXB8nz9GH8epUAb13f4Xb2nVkSP7t+uXfXz85hfy74ew1NxVwrhSKEUGxoZN9k3qJI2h/EOb7+yARvP7UIVYsM7GibfYEYvlDkEI2OWqGnoiqdxNbcjgnT0TuOrEumYyntjPXXVXA0P1NigCNB7des5VEVlFEMDxtfEZBypjRDMnTFU2jVHZ4M+FAXTMM8kPBnp0OIt53nWS72VIfVfnRoKTKGThz5ymW1ImRRpGKt+9s36MCcT4WE19L3n3o0x1BjjKj/vrkL6t8NOxFEYqOxifOH8Gh7fuRN/W75GF9fm/DukGtJltGppARVGC4zx/Ki+G+XAnq/rt4mdHo+xPVrVl5KixX4eyzfb8JBRvbbph/rv8tXRmWnhw06nLGdyHPis9LpKVqGrvHo1oidiHYf3oPrfeea6kjifzVuqljaX5EotT79UdoxFGWJnJ9g5eop04vpooaRl87zTEs5uPiZaDkK1daihuEymMI80MNaGHrLtoVVWKJFfLntbxLuXF16UEilWog6USLDg6dnpfhgei4NfSX/TFRri0oY7BIdHuu+fPO2DuME4Dnot+0+mCJYGWXLCUuAcsX7KZpxOIkiKNEYxDuHxqpCTeYWmwas5zrLS4GOSMaWXKzZlgukcZi4reeqro6UI9tcPvBQGT+d5OcJarsUrG0oaQYmULrW8EHUN3lnxnMLTapnG6L7B6H14/8a5GUhyY4/zHcwwIPXcxw35Eor9TWe7oVydevVDdgheraVuZc6W97hRIxwV3FFQxR1CtUw6X+ZakRSlpDzyN4tMrVStxrdEz9T0w+sQ7A6XX4qjA5ii3FImLaYZKgNsbxaG94SjU1FkV7JKoWu13OeprUrqqpi3A+/SIjvsgNF5DjU9rAxPZRz9/ro/i0wVdY4xrFmBEOelMLSgvFeKoanqorL+fY4jRN794X0hUwWHcBpQ5KNxGyziM+oQ4xOI6BfPalC6zlL4xHwZzr8KRTwM0S6u3K/FzXJvFUlQWj9kbAgDjtWhmjvFkSk6JRxj0rC+Q44j1rb37WiPFv0SdKQbPT88E+OYKSnVRvw+6iuljy2LSNy/85yz6aZYFE8GXbF35on97o7Y+lTP/qIeKUdG2UBYQWQTYct1cc6zEF/XHimEGI1R8c899N6QzvXKZRrugzJ3tlCvUzHQJJAklikmm2LflmOPnWnbI56JwxTrPVmutihD1kAnrmMF6fYgdOa47DpQ43d++DQhbydw47XS+7y1g5mVTeN5rNrY67rTKUspr8F3SqfHWUpBjw6grIJeg8i6D8oMOA7luGqGriNsoNhB7VroqtPNoLUStFBBrrbrehNULXrDaJ1lBzLFakKxdFOSzYgjIu6vNTNnCcTHZQZ+DjJ6DbCCstfHbf1o0w04BiOEeWnNmORsytoe+pmgec2Wvli+3V6+RmaTXvcheY0JW3RsEiFWpuudoDqzTS8JVfcC9w1mkk1ElYlgzKMzq9RwgO5BLIJiw4iArpnyPayCCqmf2N66A1SR2RZJO1Z0r50TsGIhcdmJs0WQ9tAd9nG0E80nhc9YtIakiXfymoX59mt2HoLaaeEp+SZZLQ+nyoQsUxtYnSBsoXoYpCevVPkI6ZH8LWtlr762JpgVMwjPt1D5FoWh5DXQ01DpmaWeRCLlQ8R5HFm20HQiQkdKK1jqm5kZRDpbBp3nrLNUnAq6F1Qt1z8dWVZMqJUTUNlHzjNybweWiYh59GgPuXfFckenB8yaptcYsdLOBLDOiE3uzOK5E/qwnuoROoWw6kpypYGYpVV0ZoK27CV1EzKWhiCTXTjyELnYiJfIDPUNi7r3ioV1Smzs1Q8ID4JM9jLxCAg7hFl6Y4wRqdGLGRDsoJoZyrr1v1qImvghNNb6ZBZmAUmWP0/8XBTSxAV6J55ZUd1LyjOfi1NEJoTRKzMBVl2QvgYLCZ64TDaxsU8ejiaRE9E3UbLiwqsblzz/myZbb8mFyJTXLdJDMKOJ9GQ9jJDocqXMEAUn9ilC29XSfqWSM8MNINk2dpkOFSVFuLiC5I4If7PchBN36rTxS7qJ0pF0P8V7mGT5YyWMEbjSansM2+JKiKQWRypZYfRBikA3vjbcPedkX90yL/CNK1QERJl/er7Oc18urecuOMHSN1RFlTQr1aZ8JP3EuM73x5IOCOErHqmu69zN4aG00IO6WMdSQtm7ybhKIdjMpT4pG5n5QdJlX48kPgZlWNRnyXjuFlr3ZbURmI9kKULu3BjV754fB60F7aEFZrQb3UiZ+fFPMRrreErJnLJwVH8GKV/ne6Z+YwhM8zNpfjD8DqmE/tFQpPHtzPXZwudU37zkusz91sU+HbVqWd9vNx+q+sj891V7RukaoqzgXTCeJzshPMGGetnz9r36fLKSurJGbHOaB2I0+jWpiqw25REBUbz53eNLwmvfOF+kSxkOaIYhr7IL0hJ8O8ZryuDlBSOFed17xdsqaEFsktXnYs0PKiVRMXCFoUEK/YkpNaTK9HpEZEekdozoi7IZGNaO/e2bT8X4Pa6gceWORoqMcjZYNb41HSttibpQkb6uGj8Z6q1mrIiNVOlXcU+zOGOLqH8YSEx2snRYu1DUHZXfbMeojNZFX+z4TPALkTI28zcM5CFodEkCs+TddSGy5Pp262wJ/9d429I7tilreE9tWKk5zXBf3Y75yDHdoftlmDvLqnw0zN248N6Fvqof8Lm/jfywSAZ3yUfdiKmuRJWcK/qb3DnFabfLMKnkMA+l4OCtazG96tEPYcRMToYqZyrwtQ+mYPXUDaqorljUBW60yIpFQHv+/OI97elaiRzWShguLPtSEQBJybMBMHPjaKQujFzUth8JT9aSPkEx5V44ZZV+EG8PZVyy08g4l0FYR0SKrcLSKkNKQdP3YLXIkDawcyiCFkW6CBsHcyrq7aw6JmZ0CHoJ7rzYQbY9onpqDqFzMh7RD152EidRNp81K5pzEfFI4imhPd2rZh93gRS7heBTdr6A9j21zL8MJTYt5lhRpsZZAd6/GumX6pQonnbZ0wHHMhxiI7XMt5iLQ2qakMNMEWdj2zn983tcmSXlDIoVhInT0zAyxDti7m74d2HAnjhvnpS5F6xzJAsV2WPi89nar5FKhojIyGV+SSkoZAEpY+UTrMwdW7UxTyt6ojB4m0up0rD/y9bnKYx98azTB6/9oACOaILwog/nhqCrM+fRtfI3FIahRPcyigLZ5lOc5zI4C+gw76jbsT2kpLRKDPRTjX6p2piHLqUYEkJehXI+h4bxKyJSgqdX3VhIdfTjrGpz9FWiHLQ9N14jGdwuQKy5MsfHaV/qFFvBpYf5GXNJGZT3MVfHvTREhFj2EXNgnFZleB0LW6lloFgLtYHA+lDcoTkOMB9kuzLxSl8OZdRGPi+nrOXKcFQcpKo6hdGpzNs6CmOrXLOrk4qfDwadkq5b3em7OCHNR3ksQQxVDmNKfXaH10fdiZappZLXq1Fdtyix4MGeHt/o99Rov24aD9T1IsUgYVQEyw5iiYesO+JsUqOlkvZBWkXzKuQVNHm9EiCb5uxLB7Ji59nqDDu7DnpZ8fVvkQsx7y16WNzhoEPlRFSmpN4cxVV7y64iPUx6VPdhh3PvQT19mRlZtkA2vNATsAO+T8SiFa4FNR1xOEfYfXsL/7Wyppgj/CrqDsDWMWF0W0e5spIjLGUhOkVme1DXMSMrWNp9JekRmzdyyPpKT/Z29sBhUr4GO4fDU1vJHiKbkUhvzsF5y+i6rlnfScYM3wcQNix6VIXEKT7XDgBCSrvZKxyDEUJkhkhP5ww/9aBZLHUQArJpqX/4JjOuBj0R0QOobqK6ZR0pE7NU9RlNM2SygR1iveYDgU98U0R2znM0mRFDPIxN02FgC+23wA/wVbVoAxVgpqS+Q5OaANWbd0vSCZLX6CeZvGIWfw2Ff2/CSpINp6WWBiflxOBJksnSuYXbJkjOe8j9lKSHSaybEcXz1GU1ZXUWPxSZNQtbYcucPaah7BHMK/4gSZUu99iBWicjrPo7FfLXQQ6jumYLU08EPUCebKLdJsoRVI/QSTZlLqtIOs6MH2IHQqtcbcJiyggTJm4s2ezt4HFVS/IzSRM7gDuFcLrf+j4fQvM6ksTPPLGQMY3wS51gHvSHINvBMxYVMIG0F5UtNH2Tox1MnZOlpJrkdSDTiXkNqqdnshxtZhywvKKrSNpPEMys68BhkvYkZiO5yQ4zCuHT5rE5AplQrtmJS1aXR7a8TPMi0bQGMiH1kNQEN6UjS28RQnkF0VWUDbJskuhIasJ1Uj9MOjYZeQqSkbSB0KNiqZHiIE/SOioZ3TpgxFdnJNl04mckW2Xi1lqBfAT0sI2BThDcQCF2GJR5PBhzVvfQEPeWsYOzxOYJffGQEj/MriMjvZBlgrJKlsP0rDPRRKeWVkJDOeW+Z3EQu525EvKI0LECqmQP/83JE6tI75s5q5uKnalBOSAnmPCWC3krZuAQY74iQnKvKLsfyuE8R8WSe2qFdRE4amGQgXZV2N5Bud6Ez309+sroUlGyLLm5pKLZ7h2x31h447Jn5isRjLK+vbo+X8RCe3fT3/OvrgrVEFJ282AIuEsuQSVdb/P4UIHRJV38ym/dZgyPGXMCaPkt/leI5dXmL6Qn3wSE/CbjR8sHLc/Pv2eoQ0SObd+mStgebQgHj2Lr4roCpVYufO80kONaat2YUp2hvGFjMnw/ZCxdWnSFaGddXj2eOv44KnHJ3F/q2XvUSVuVVc/5cZuGEZxvSD0xj/4+0dj4ybj+Mhx4HDmVpd6ISaRXiNfH80KE2YvPCRWPGCibrEgV4R5d4W0ZhoPw6EqRxjEiAKMMkze1jIcJ2+P2q1ctlGnzLQ9PIF28WLxQ63b5mio5zhPDhs+Um4NCYmp9Vjw6fT2k8fyJGpaf8IyMuZ1sAxsKNlNFuSIkRRoIHcYALZ+HdRXpUcIwGRVIFW+KRRpyV67k7cngraa9Kw9rbuHPiaWF0Z2n21JsR0qHhu1M64cu/Tb4yohuHfPDS2txtNul/LtIb+3feg5XJoXCB7dvp1T/RlnXBScq82QH6EL9Bnlo3DvjNiyWGnNYlvbVQN2OMm5F1BlSo4mqp1yNhCKliphsCaYwzp5C1w9rV6tNijnjdEmcyUbkvdGhgR6p2N4w0sh0OkG1i9hwMzTk3vmlKyHEnHQQ209b2gUGB+JqDUukThPwI63DBumORkFTUjnTUErqmVgzVfRPMTonp+Gh8J1gxkpXYnn6nJCjk0eApLQHJJHzqtErOYQpYdSNEH44seIKJtubaPGmtOgF61Rrt7qRRbp91md0xFkTAw3UEHtKWUT6m63s9m0fd7FDRU0HrMShpSrJoybC2KkkPzvBvDx3sZLcsDFMQJOfxMfT+tpTeRGpsYzOR0Ta4F0dhueBtkkxwsdh5RX/ECUUz8ZzXDeAp+xSS5E18uIOA0RJWR3fQ62QxssLhbWqMEoTw+AtPnh8h8c2oNV8C30AMDI+FkcENa9bEeL8w7jF9A0yzNF5GhByhrMpKTJdKKI90mGU3neQGYVgb1U/VL0/GEBsdMzTOeqU3ROYQV4qhjfn5UG9glWrGwMrOaC866jpSkIRGePlHRVRB+6xXb4vglA1TqP0SFX6LJmNyh7R71C+F3ifx6Hqce5UXFOh3mcPZUV6pUSJ0ij9Gk4cMFKQx/ysHY5GsmW19oq8Y4Ykc8x0GlRSWHk7S3n9XDkhf3gf52iHrw3tKyYS99dOtPG5MsSMopcG+jtERNTvruqicW5B0IBka5ItX/fxvI9nOSBbnGaGASTScypFzh/tm7ZBtDOMZ57KSlw2FtZQpqZvkymaDwKHsSg252O5x5TUe0A6hFVUzUnddIRGb6XM2RhvT7vGilcmebvd+JXWXOdlzrck3yO4o6pgKf9h6sZsT2FOIrMKzBA9YvMhia/JiIxaw1K37cdSG1qKMdV1VLfQyRHosmW1yatYpILz7JIWdsveLfuAvSAHMOeAPUQkh0JlhNhTaApxbIAksqeSL3MpR2q0DeAQWtawpXMUnaC9rQ+LepkirFg78xawgaRrvLybYHuXHjhC4hDoJr2K60Xt7FnL0JNNbsm9ywARUSOuM9wLaumlLBI1zl7dgyBhyz0qdm2E2Dh8BM2b6NY6zDadHU18OWcSCZEpwol0uhdlD5rWUNbpdQMR8cjIKUlXSSpk7VERMoesY/SATYxswpDKOnGCeNmMioCeAGCe3QqifpgznXVG8g4VG4SkieSL1PILzkjugV3y48VBxrJiLUq9R1aId9SWe9xPICVUwyv+CMImdNlTN3VkSWZs8TRSKYV13Zhb33vAYt5CxASWIhuqQGd52HpPhFOE3nyAJPtM2S1KkmsQucYEPBVIa+TuhsacUjDjqU1gj0hIwSh7I3BZXJBMvSm79bD3y6r7BLnnoh/KNkm9eZonOweBPCXrlMiNprLi1rgOSQcoG3vp0LRqU64/kaNFQkieGjOXEPCceekR7JBny9+nrGAHnPdmIBHcAzqYgh/iwpBqyXLOZRs37RDZZwTMlS7q6Q0sNZbQqWfxFFwp7F4IsmHeUnkfmvei3QrIAST1CBvAzM8CmQHXgEzIsoYZU5ILKVNEeiZ6BJvla+bp5P3T6T4sJdQe7KT6TXrpkbRmEQ2a6XSLkkcVSB5ilkuY3BHv1BAA3AMCO1ch6UF7LtKJJTsAO6sJwIk1FwU3XWjFjVWJSVolYQooFbVzG+QIyXNP5+Q5UHXVxTmra9ZINmEEtevd6zOtkWXiuWTFBcwtLAWVezqpUlJHCDbnMOFcVJ0JJtdBqdGtHZjvthvdHfl1JQiFTCEweDNJddtOBVXXKhlnXkwplyXaD4M3zzaoq7DdO0c3a2nH8HX9YYc+lPnrcy+f9+ZfqJIMwi/VmOj8s7Lk8fmeGtWgqsvcgwvGhKqtGoLycGnpPCne1vH8bjaxw8an9Hmpz9C+UPAOAnBdfq5qXHP78cwZalwpS+tGxm+d/65GeGyF2lPK93Uyqqo2fu/cWG4z7xYMCGVDU83vWhE72hBArLqhWTr0x8KQ1d5ay+ZNbDbjYWUhBc1RlISjsuYqMDYcztGIWEP+ubRqYQNUF7iLehTlQ2zKwusxNizJnejmN3fx4/NL6zZF3wybytHSDFrokXMlFHw+5RIxS6O9rrxIuDenv0OhKBsUBo9EsYi5eq7U/TW3xyNSOIlSzoAYzf1Q2MR3w0HgoZwbhDX/W2MOR5/Ghs+ep25H4QvxOxQl4VnpP9qbwFHaGZucYTMZKlYzwgiD4ScUmm5YCiWlxP2+Jgu9UY9IBEt34P2ksVGr6FKZB8cGLf/uRHNrLj3PiOJu6+cRrViGiHYtLE3HbZh/9zLeNRetOB9FNlyraNOo3GVt0GGuxL0jUrW8c4dSll3f7YBsT09G/S7CjvVYiG4cjxpzLYQ5NklNQud5SvWehdIXodlS0IgMKWGGyK5QYrqSM9najrz9WhQ+Jr9aSgIQVlFJFsGOkMWclJKvIY0UUJ5ulmSRU7lMqxkRhT3sW2Kd27oyBZzROonfTEBXXQEQsoEpniIaXmONRASBr2Ezw2ZTriQYDsocvOglooxy9rVmMryGIl83nMa5krsceg2IkIvc4pFbkWdezJFtLG+5R3q2vaCmiRlVUzZ6VBSCG643UwbFo0ct0Jv3qCqaVwbjqGbsbDyxdgGkLbpuhkV3eDSfG2LCGz9nT9ORfaZIKnPGB3IJxZnH5sAHa55YUnwlHxdGfT8YAbTwbKl5IeLGJqVEKAatH+W0F8IB0s5mHE7CK/Oh8N5ZxT5j7Xs/F2Wp/RORleoREBr8jS0vI84Zqhy6wmM+eGrhuc7PpPI8D+OURHaCSAFknr9WVkR4pPJMGPeryo7+HkuBHRpZF0QJI99wfkQY5aPt7ohIj0ZEiFhqKztcljK+WvHmcNQQ119FJytqEVDqyv6iwI3nQ06J94eBYQdIXVdv8Sj9l+siirHB24mt9YH++b3gbVRMSV/LF9ZgKedQdHO/45eOaX+hbYOcY/Te+nFoS7zLbytvrSJ7yzwKHYtHZYVDYfne1pGGAtsPIy4OL1g66vFB0VGPWLexFkOnUc9rGM5ZydV3UvVXxUMVxs4uXi+XD4dGz83lclB3lTatlBWGPMUcbj2d0bxhqqIhiz/xrLoeameIWASaVkYfAet/j1oQttB8PMgBG5/OnMZFkjm+ag+y5c2euGzpayVoFz2qoZdyhTp77J0axh+cHh3AlPt20LUdrjyBMChEH+iEiACQNEPzlinhI6pGu4GO6Q2c3u4HmaCyZnWQGXAYlU2LBNAJwhSy6750lSx7/b3XEJHMNj+maImAmwHfxPTXfhQAV3lNbexENioa6QaXrBSDCoeATTNi6Cqw7jq+WGdrKPtsfPWw8YPU+ZqbujOGvVE9ZZ9NfWU4Y+UEn3fXYudQWUopc4L2FE0pY070xyFMnOOso3ze+kw9hXqKs1o2nUY5zz4Kdm2E2Dy8blENW5uQN8kqZDoyM1NWps5p4wl0Cr1YuhfLQy+knP1nQtJVUCExIzODdBjNe1yZnci9Cw8SSkZf3D5Ywn7QCZrWUenp1Q6qTjq1MJzkP6yb4SDCTqWjF89x6Dk7zduP4glvRohMn0xIs6gkxQ6xUpLY4dMzwhBgqWvoVqAzK6x6vk+yGUS6IBgp0feJWQ+20LeM7YcXYY779qCS6HXLJksPaEen+xFdIXfXorKOyDdJ6VosTGaVPu0nd6fYQWPuRSdOsO3g5impN6Kn2aJG+s6EdvM4n2EK6xk5K4mOiDYQX8idTOnoyDIjyxHQbOKPbmL5yVx1JxNI+62PO8uhpmLChswmzKmNFiDZhdoU51qYt5Gqjakmez6zhrJK1i2EQ24ACWHHDC+STUBUDYHukBNNO4FeOM6NLMO5GKiSZQXRztJBqbLlTkfG2AA2IG2h/QTNe6BbMQsxh5B0GLIL3DozIUf2QjreyLrYpj+niWUcU+u5nNbI0nmEQKZjD0knKCv0ydJjZZkhaZWU1uj6dbq8binGfFMhfqB0zgmV3o15YuMJlPyeYkwuyWH3xDwe6JilRE5YeHI263diCulamyvZwrTM22iNEiqNRYIIW3QcBlbQdByqlo7K0i5tUcw8HiKd6JlmO9Nliz22wTCzJmElzi7ASw5PrZkxQBE3fGWva8+QR9MIbtZNRnm851HLDfVnn6Ul9LpsOEYz1f7dPvRhVOiOyvXypw5CWnh6SCX21Dv8WhaSJWXttM5CsApBOjYk5cklDGRUifrzUdbzXG1Klxchf+lLtq9yfe+8uX2hTkL9aVm9RuUMu4/FKeGf5pUqR6v3+KXh7jjfG6F492tFU2M8dEjTUXunLbbEEIpnv0/T+L7y/bJeqb4rG+X5q9X3ZZM3X4f5hTVfwjBxa6WUM/1qzuvwfXWtquQw3tXaLe+q10tpP8Gp5qo2tMs8AeuNRV3u0dfYvNfTcFfdd3G9eo/Xbbs6V0t1x/cPFXFlvYQRyr3o/Ewfumr8yuasnmfDIYUxF0uf1xsmN/xGlYqRWXOJahBX7A3NnRvLkgpACIVUnA81Noz4Bq3ITWIKuHq6Btku3sG+tqTudhnem5QSdl/qlnwteqRG1ME3A9Ymdc9ea3N4p9mMjbQC9TgNhqhxjmnj0hpesoVlRTj8VlVOrGnPuSsMjQrv1eRpCfPw1oGX2DulRIS44kFWSh+ZcjDKjPt2Qd8W1n09IFpqMqyK0QJdKGd4Y13eQA/GlLAmzFLeNVqH1byLEnZeQeOri/xxPOEW66tz3yy+bbtePWpvy+iXr7vt+nP8UPTOYuu3e/ZoMk5d+g73hvwgEJ6sutB3u3yjpxiLFEqDgc72YsWTWkCSor1Jn3Z4dC6mCvEDg0UEulD4T0r/FE9ogYiKKgvLzx3IMb89rVkqURdRD1MgDWTM+LyqItojyZQoiJKSH4KtW5gMq4MC3b0UzfBritqk7j3r0f/KFNWOyP9fbPr9zBQd/l4jIQno0bzpZVYKzqCBQZcQk8XFIunNk33qCvUwaofyN5kRIq0Q3q3SecRJ7kFnaPZzH3tXKHa1t7Knq1Ih9+5gSBi1/ezFmEqpd9psyqbiVOd1UvV656B90e4MKVLBhKF2p/m26S+MFMuxlpyOS6TsinkRMziM25XcF2mXQtFcnB1CWRz3hkf6xMsOhbPP10Wh2OZIDu9pn39hLFDcKBZKXAZeEpHsEml+PHWJpwm0HOkwklmkprFC8Wwe8nhRp90Jw4VVJYHnTre1HGXDvFNOzYfGNCZkvFhnURVbh4XOFANB1DN46oySlkqgRAbEIdVl7iefgyCRpkkUMzpGjTx1DD0WzRnV6Vw3Eesp+uhoFD4KiD17zDN3wnPKWQ5qlzgvJnoyZDfvD0BKhIDLOxxhkPt8jATGyu5FXjb8Ocz9claVy42RCqhEqpX0nlHHeqwHWbN4e5dQ71AkezuKISIN764PkI6ooNImqd7jczSHYORpjuKe6It5Z7FyrR6LetHVnZKqd3k16k5b2JdNGJyCdGh3RDX4gcgiK1ZumZu1ABDOML62S3u2Kt54NKx7vcJY4M+kidOpTTfir6L5OOiOoCnSK5m8LjqjHAYfB2gDxblMOl+PseYylkIrYcaYwxR5lA5lP8gehIPEuROWPnRr0I/4vZaCbgs702Lm0SBp6Ots+kFhv4/RGnY2k2UBKcp5DqHSI/kE0Kk5nmfXNbEX4WqQg5TD2FlFdY+No7gRUr+FGVn3gawjfNXHdr/zzg3sTCibL5baagtJW8a3igFqH4Knf3L+Y3RuLyrHA4cR3bS13k1AJ0j27Ce1EaLsqV1GEUXlRJJMMN3tJpaKfQtk1ftZ7MB6XQE9YDNMe+BqkK+gejzkm5iDdHcAZRM46HJTfabW9ti1EaLP33CB4LC9yMMhk4erq07QclhIZoKdhxB+LgksH3wyD3/PZWMb/X7qxOUgQ87+jGQLNZPsFtvOlPrBlFPx9kholyF35vWuCbKlRFIPhzRjyCa9XIPQk3QLy3F5xCZvZ+dSqCtLYd0ENX++Z822xr2HH5aDalaRNB2YQhgOZAXtVkmSSDmhfoCISKabdiB7SboG9IhuQHYhUz08UwRLZZNNeFJB2bLFrRbJYR1voUQi+0hYXt+UJ6Q0JUmi6zpj7p3nbJtZJIjqQVRn5N7S/+jMCXdaB9lE06ZFQqgt0uxMRHTDaaSH5es6yhEspUIseA8RnM3QlMm65QvTIBHhsQPE86upJQEC7AwBIzDuZSOeCopNJM6IKNReiEO5gs+LC0MWyuwGMBSVDZtDySIQIjVFWPhzSVvhB9B4rjt0anMhrYNcaRuZ3LlAYHMidZ4fso/2byEkPxtBzUAgajnrxCyU6l5Rg6Blhq6OZCnPJJFzT86bJA3Boif5AeYR4igTX0dOfCK1huWhhY4NzNTmh1/LCmjnGzQ1o6PMmGmP6ISkGwNTKl5jalEQHs5lhKf3vjVmY0Rr3efPzFikM1OLFOmLYCFqCaTKeRwupIoqSTesj9wAZemjMsJB24Qm93jyDY/qBoNX1W4YsKHS/VbC9ZzwVe/6F0uobthGARG7p1qQLgL38OzgeKpDKdstnVG96rcedSs/LkZlyV6sLkOW/BnvsUrUVdlZsTD0MGU/VQ1AdbdSyarzBcrw7u343mKTdJtgkrkEQsIgyPvLF309q8ocpbtH6REWaqZzcwC/txZ66x+qvythuTxa31fPtWoejjYTNebnY1XH0d+y7dXl9y/OpcFbr15n7h04KrDeDFSDVzbiSzp/4Suji+OVudimRcPiTgLVskGfpzmxQaifCYWPbjNW1RgXT3EdXTrq6o776rB97ayvxM+wmvMON4OFp8iI+aUxa5XiDSb1BiNXlYlxUq+6lTHYPXXY25ZN+dwaK0MdhGEuheN8vG+K3qkjBUBG97nCszImDG+tNzTxk6vl5QqT2ARisoy/vHomPOjm12I4vkjpj6HNg3fdgqd8Ueb0Q7kqmCejRXiiJgMM8wkijUc5XLv0Q7zTFRYlkoOhTjrX5zJs5I7OTbZbJyGHUNq6a9TKttGT26x3WbyzLmr+9iUPspT/jMpcxsnmy9adb5in/eW1/n09h+ZpsSzWfrFe83RkN9ju3mOTI7aVGXZ8YtzDR3tnid5KU1Syy9m+b5NIJSSmGMmD7JrEldiShzFy5xURNxSEMTRybSeTw5OMlXSKQO5Ini44DrE1mUaqdqm9IzxrJZyeEra/WUHdO3mII5z670rhXi1LUwgRQUsma0e0h/eBOerYezXSH/l6NknNPGVt/wFEetbgCym8R8MDfMNSSIli2QdWEY3sBdFngjBBuqnt2zuxHzE+kcS7glVTbBeaHecyWB+FcVeSXxfTL2SxPNamjEqmh3BDsbk4DamcxPeKmkyOijlTjCpBl7qaN2833/xsDsXHz6Ivhgi46MMwZA3yTdCTYczjbvf2jnr5WUAj24I6zyxRJAw0Ap93fjbIKJpPfQ6Wpomz8pBNavow3CcEnZ942e7hGxE1EbVQJBIb2+Gsp4hIifVVy3aVs03xxI85CcWpRatUbYVnDO8cnIaCn5fe8gPd6/Yp5rjmzhLheV6ibrvhcyi1cRlIYTijwGUCxPugdqCqFqePsa3JWMseoY+tjuUOQHMo9wwOIcUQ4d9bDYZIykjlo85HIv1LcThwmaYoOmPIRpEU0ZfRN0JESA2MMPZ5eZBNKrlGmfg8Mrqn3s+DopxKOR6HLEuRW8rcHdVLhndonXYslL+V3OYRNwMv7cc8VKZOh7eCGFGMG9HIIuvNGWKKAaTqo6KQrmSoythS5nI9ncs6DMPtaPCdJg/vKFF4lRgXRkEpzrGVDOr0JSJTjsaGi0E0qfdvOA3ZYdDq9Ju8AXq1zR8sw4myirju0Dxre7dLR7pQLzO6R/dRjHVFwZ5R3cTOkIhIDEvnL3oYcyxXm4ZF5+rjTyp02c4xyAP/L/wlaGf804/HJjivYH2v60QKWdEVX8teT9xBiZAbwnjmERp+ZrEN2QySn1Hq5z0Yz/Y5U2heh2X0CPLm/FkPO009zqsfbd6AohNVJG+6mLHhc8oc+4c0u5buHJ2U+Wv+jiuo7nHX32zRK2W9mHswnnZRCZq5gsgUTVOv6yFEtty5O6G6iQyMZ1vs2ggxm12JeXcd9g61w7c690Sb5WSRJMxI0iNiFcwZeu1I0pGYoGmLXtaNecek7F3Q6q61nu8mnu4uu9fEdKAtCQZroeUQ6yUscD4Rek+HhJ/fIEBSsmySZYOkZjxJuknHNSAr5Ok+0I7cd25sMUtYdsI+Y8284nt1WhZhYscj3T6Eq0EPYtakQ2jaa55o2iG9gGyAHETSCl13gMQqEz0BdIter0R1xszDRZMz+06MyM6yWuqqZJYqdNMMNGKKdunWIB0gsYLkniQrJN1D102ZTFetTipohtx1aD4Cs6tR3aTfutqME1tTE8emhyFtkpOfiK6nAisMOR5j4auHtR5B5XAhdzaJ99vhNP2WRap0GxgRcaXqJJj09pC0jpk99pggwB4niged6UXYU4+FPQ9GCOMlU3KEliZXo4gQaQ6UTTJ23oSFoCVLp4WQnXAlNYaZJbwa3AjRmxcMeYpqQruDkA4heQXpLRee6AF0ougkV4RYbGFKR+dGh17XTTxKdnCz5djLJN1vfSabIJmUzOgjLkRt9jZfuojmKURvaoKvqGXj0gy9M0L3GstqXhzKIUQSW3IKyCqWN6+D7EYBNoEjzNhASUyy7SNUkkWoaO/pvSLc1BiRHZ63jjlsOXF0r4SkdmiapCkaFmhVY170JARVE+6NcdiB22Z42yAn60rJHWQ7iDvJ1SQROklkXWFD92FeVm5wLJ5Ox4DCAEpAfVXGnLBQFV7ksyIo25+jZ6V+qBKkQ8gEiqcEY19FC4dcqOhY1t5tY0cREHUh+Byqvx+3eRD5/a+F+4VBDB8eKLWX0jXWs5HWRUJJaHdrNQ7jPqsHoKqbVB2wIOTPd4wOsm7VJbGtKpUcS42jemhdlv86evfbpmkoTeauipdTDWqpx7DJK1VZUF5XQvR800fRF7WgLeP7mf+8OOa1gk3m7qgqR3j4jds5zO9hk6GLZdSbhqXviA2XG2p0/no8U22spH6fbdKGzCta7QW2648QWXWuF+b7va+uhNAYG7dYU9V4lZ1FPTb1+6GkXRj1xc68lOQKjTgoMdoiE8pBmpV1L1L1SDnULl6t/noXnEUZNnZUNEDGVSpjWK1LcVkgxbtDKVa1p1bmqbrMFXW3vN/mBADFe98k8HGfOF+3XL+C5c22Po73DU6XXhftKOkDwntROzR7uqKSmik2z64EKGkrPBWL10ljwyoyKJPcs89GOjbi0XbvexX7W81jNyJD8FQWdrsrcYqSINrpfVHyfLvnbzH6RGi/p2kxIcnemc15xdJpxb2ySFKXol5f1bcjsrCEFi+sNx1fmSf7SzBiZTFVtnvFknct3ji+VvjV+G0LtZhr+TAPtqtCeVf8uYTmCYNSc1TIOG1g+VPnaZPM3TLPV7ep3QJJnW9/xZ+QIqOM7tpuuLfpygW+uh2y06/kXsa9mkNX56rPOCuNmUUmF6PrCkmmqGyRZQNTeFtKXXOeyzb3SaBT+9yZ4jUVw5znH8+r5oBXmlTzaD+SVEDU9ijozPe/2J6ECSqrWMrRKULv58/hjkHRD+4IBoNzqf/EOc/WTvcAJ0E3tXqKpYcxw0zUzRzGLHVsDG2ckRHnATid8fZEKivRGcnPjJCckFwdxC1GVyRNkG4FJgmm7qQknTsZRXkdKpkZsbe0aAz1qIGiGE29V2HgPYog2SNeshkiesnkcvZQX+kdIIvrCNTWkbohPmNpKlK3/cos3aOui/C2CrYPx8/80HLIMpSDhzX4Smd9WtK+YO3QWeFxRipqQ0Yl25Z1Fs4B/s7oS+fVopF73eWL4pQtRbYclJ8hAw0zNxpgqYWm/l2cURjPRuqkuN2VgGKl2DkPofgKfhzvrBWk7rxYK9Yj2mEk3gjFM9hTlUnwXOf51sfZdT8UmluUeTLDFIimQCsEqKprHBo/RCiaE6o5vKWhLW4MUwZzYZFdJGSjBCMaHIpQMKdSqrHdBuFIQOzza9498BUi+0YVDSBSR7pQvi+K0zAcVN1sd4esHDQiDsdep+S9r9PLeUqrkvJR/RmNqE6t2Gjtlux9IpUcFZNVPeoz0mvVEaMj5X5ETlQHWZcUXH4WrUb6qXFkl6X4UUweDFmvksdLX/sBy3gfSjh7dENbZQquPLdhG7gB4LSUgXGPjEswOKEMc3fgm/H9pNAErctCGGTeysAmE2oDj9bnt2yDlDqfsz5meUKk3FGCl/Yo69be0M+UvjlskdVp5h79WOYMr0GImDb/96PMSPItjA9tgtq5qNYej55j0x8/DBwyfqOWhUf94OpIg6TqBgc1fZI6jTAdoXifeH87HRTUHWHdARwxB3kU8jrCBqJrkC3rB2w6j/GxUI9Ii7khh5E8Q/I6MPGtupKT0VBRO9dWxWmon3trTs1dydIj7qig7iyMHo9wYJD2ZAthA5VN50UUPpQ10tn73C+Rigftez1ApPm32b5KOEoIPZp7o8v4WpUthGurUexIsoKygkU69likyhYkp7H9lKLv2QG7NkLYmkn0uoZq7+tVyWqhIyJCEiHpFkkzFpy6Zd70TMmqWG53Z5ziubY8DF7YRPSQTVKN0FizvoVVPxxZki+QOFAK7BDoPizYZULFYp15J0aW0AlxCK/qXpRE1iO2yJj65Jsi0pG65MKizTEtXiYeEiMzkCM+aTpU19xDoyM8MjJbkC23p0hPSoeAdXos/xrq3vIoiNKn2KCv+LRQN7a5F0WeEpbfzCpJ9mJecZYrTZIgXQ9pBZU92IErZozI6VqrVzLhpptMPI1NZ5Jsfxz0W5APW5uS9V9WG9Gkydtp0xOP7gA/IJgVs1B2PXRbiPZ06osthQC3OXgwbTff3AMheZhQBlvAPt4mTvmBliKIH4ZSQp4LQ/YwQDdUGEHyxScxinFuQWLwzjDh0LrdFT/JD+N0t6Mg1PFekTgA3M4oQRPM1nxsQ5nhqRVSRI3sdbkglO6x8a7SIyCmvKc3o4eYl1GnHeKHSEtYJcWUFdEuZeLGhTg4D18boKnOuelnZIiQsPyDNn8TE+zQ6VQE7yE1TCY5Q7GZ2pXw1i2/z4S7zMTHTEGF3j0PxKNM+pIz3M+CcPkqQ/GUUpkhMqELr4c0wS0d2EGAEzcaWh3EvVwTazvOtfmZF4JDESCoPuroj6OWMH5u6dW5m+bLjToseuePXrhzDXaAbPP3kvZVguTS0suGZLhaO3RGrWp7hYwe1NFzg0fw/NuOJrnXFd4OQ7kjZb+OazZIg/Fd/e56MxkMfBco6YuGDUld5+ij6OtSG41NG6P7Dcs82+K3zHVZ/WH+WvXMkm/rMhbvmH/3ULCM/vKNL/N9PXgNjefEsjnq35eNe1weSe8UAWzZuPpvqfp5fF9dr3Er4lbRknyhHqmFtg53xZ0hSOpcfet7ltd3aP5262O+qEl5xmQ132B4ysw490pKftKOshknNjiVh2r0icbmN753j/p6CEu1h7JxqjzMvYpeREqFGJMqEqZ4+FlDUHcSKHUoeYdkeD76WARzv41xjXoq441n3B/Ph2dvXQcGb73i6exlVXdCKu8Tl1OIuqPUBySWA2HFny0elbjgW80T34QPrKieu8IQteCGEkJB45vB7HROapqhDB6l0Ue56puQR7rSTbuHr/forqXP7zyHF43vQ8lHeW31ip359nwdjnb38seNJo2e3dbhZjfcQkd/xiuWlTQSMQgKPU9H5kveiX5UzHuHy/PUfce6LVRgt3LKNuiM+Gc3pIookuKNaptyBDtzIYx3CtnSMZEyyY2CZQ1nk5MlJSzK19dfdqNtUXz63iL7WQTJz+4LuToUtSW9Ufx01RiBpdnx9D64Qi/2tkFmsv0hzuzscGUYlCgzo74KRSEpEaEsLkjbniQio01hbvtza5+lnRocS1z5WLzKIwVURIBMCIO1iinyEu44IgJpRu7WvR898VUoFX2fZpEovRsXjP5rdYCyuHd99FwOA7ba0Me+WektOkJw+t0hrGB7+9AhDGtBwmkBjNepZ1A4GpL3FZ7+SSq6iCnAxqlfh3GXkRBcr4nC4AheYF+H8s55TlGK1gJPFK8MytU68tt5dETHS6SKguANcZ8VOWQsGNdtVr0/Lg0RdMXIHmXWkxd3Uiv796hXGOpn1v/Bc2vHDJxPjfh0GMRdAa2VonvwJil9Z05tzvMiYiBVMgDmUGjz2D2/Q/Gu2enGBgMli0iQSHUl1SujTwUz/g8DreB6D6cv8+O4FOHA40pT2XLeHe10J9sia3jfh6I8DvWNCVcOrB/zleBbA++XSrYI549oZIxFpIWJfqkdIEKZPvcuavkh3heGjmgH9lm8j4iok4g0CAVw0LnaSDGe04Ms5UaJ4lDRVXWLAZqbd+Unnq/n1hB5MuoTX+MSEQyaKmNuNTdw4/LCmRXDGisiaESoVQaKcT2rvtaMecfHeOlQps6t3yXQ7OnYyhwIw4XrsDQcTpViuAmeo5hMrisUxxc6whhiHvLBD+3A6nnDWdDu8dyaVREIW6gcBoYzg4ex8/p4Fo5xhJA3x43EGmcSqZ1vLDKlnHHkhhwzRmwNfBPFDB6+JopRcDrwylpWZo+3IzTRLrsXR5KgQWHEST6NwwHA5rqUcyYU0SOEEGiZSjYoZ6EGXxXFDAaDAXHwaXWjhBptU+cx2s0KHbbnNo3uacbO5egRDqMyRVlB2ON0dxUkUlxueX0Hg8ZusGsjBL0JMzP22YZgdgTyzNL2yBZdciGj30JyT5/MKUU5QNb9KOsoG4UoC1NU95kFKrnSsL8aU2uaoljkBiDQuzXZjTzY1lnRdBBkC837yWp5wrIkkmwhsoXqKsoaIltIOohoR2JqE0dXfEJ1ZLaY6SHvfM8Vlm1idBPL62f6bCXPesiZpKZsFrEDmlOClCbkPIV+Pyob5LSOhQBuIZpIsw5L0XOYLD2ztIkwIeUTiBQ9KjDrzFs8pb2ITEiyiRTPhgyyChH+mjLZT6pPskJKK6SUSJP/n7Z/XWwkSRJ0sc8sAgCZmVXV0z2zo9ldSefoh/QIev8HkX5Ke5vu6qpMkgAi3PTDLu4RAEhWz1FUMUkEIvxibm5mbtcVUcX0K57SaKLxG4v+DbiCOqGepmMAVX2NX55gbcj076AX5GigV1ZaHJmfIr//5EKA/gBtHgXAP3ltArm6kn2+IOvC/HYGOWDTyQUse6Mr4u5fZm5dm9rfgQbTgslcuKNknun0APiK18YI4mipJvfIDZELKn+n2TNif8EF0W8hHnVPeScwZ1zhf3EhxJLuD4SqGJZ7FnpRdq/T0DLfZpux9YDKguobAE1WJzB6xlM7/LMTiMv/wjJ3n0SBZwT4gsgRse9g4esoIHZi4hiMYQV5RuQrxg9MfkWZmJhpzKw84dEVrzjxdma8TqHwXxrYEh5exsx3xJaonzIhUexmNU8NltUanC0lowZoTLjHlRt8Ii+cTVgY9+Y4CLQoJCXiRqxldaY9EwcPhElcfbJGLQ/TKxNuhDA50PTguWC1YTaztFMQ2jMu4K6+5+0LH4eF5SHvA9JZ8mYKbfn8GK9w57Wdhz8buPVWboXo3rGUFufeoAIfZfw8CI6j4HfbdDw+Ci7DKWk8d9wZ2bah8aEu4HUV0pAmhRHWO6E4FaPslLc7hb3ftXr2vatPp7e4fyOFBdm/dPPG1v9J7H3I3BtJN8TuhMmE1uitbX2NKwTZ+qcueO/H2RXo3sLOSzwPIPX9eEzMthPvBrwyu3l6NJPVgavwYBzDOMb9PsjLBXZ/PpUW46AH5KxuYwaV7oaO093Vfdf3CAdvKFML1HzvGcw3ZzLb3Bpx/f4cM0du7vn92IY9Wrljc67pRZjNfyzouZfQkEJBIq+2uEeOS+cEHwPhiRS2JZxJvHDoGoJqKjUGGFXxzOi00LG37X+GN1XLNCkEr04cDo/OOlQ47g1qKOd3cXjx1HGjIQR3pkgFkQSMhhSOPZ9urIOkN158bX0fjvWF+gTzvssZd5lGGUb6QbUfqHOs0a+tA5pJjCMNALH1m8V5K71MJRQpDLIIbA7G6fxBTiHuN4mzcBx0Io+8e4MbnWb0Mfj6Bv7d5UH76wYgbHF8v+s7EO3OvaGF4ZmxsaTDt09sKfP2++1G7j1ttvfArx5eMjxRvGsLgy2V2N7tjdyRCepP2b2+bV+G52r2Ine+/+jazv6j5244381rHYIjRbzX8t6k+yFPnb31VZ1uT+q8qUZmC9Y8AldtpUnuJ993QkM1KI2EAny9IjqhUyiK2urU2o7Bc8NhyDzlgbRUmJzw6IgpDJ5vWBWTbHjEwwRrpkxNHnpE7ESeU5zOhvdni2ioNeY0Bw3RXqNGaF6bEIMlFCLpWZ51C1aLIt7iQ0NgSi9IdwbMT1N4+XrUl/iZF69T4fRgdsNGOdxdkUhVBZAOtzZd/ZxjCs2LXIpM7qwmT6QyVbii8uaBduXQFE1lAeqguavkGA3NlHGtRY3CSAMiIPIF4RlrXk8Dw+tQCGQtCBV3YnMlj2Bt+hDdiJqRVUOgDAVeyBPOSBmXKVqfaaTc0K/huJy8IA03+HzS47+UWek5O9AXs2Fr29b4xBRK0BzbFOfpdHTsbCtTgYjtd93AGzG82GhXatWAwxDQDd8GlVI4U2JHlERGaoSnesQIsc3Jn7x1hPkS+orsMxSXZTiMdpLXEzws9SVFd8TXWiVC+vG0TQZY4KNmbvqk/KnDCV5YqYKuGGvgTqROzr6luTK3TcHXxXFGw+AWhXdTIfruVR7ua+9foDtzuB6q+LRlpor8Hc6po/yUvLxS0yQ1TtqbSuCQmyyfx+EqRDtjG9n/4KSSNQGSN5oU3TNzp0wpJB5hIbladMeSSBlXTCPnHSnIKrozlbe6HUPV/RBgfGcD7F0fISvC0K7hnv9prNKOd/kDwVtSYQ8VHZMK8lA899z/CbbRsCFkTYVtHoZhLYmaYKEH8siAM6mAdhim0W5vYLxzhXO287FML4Tzu9zeaejUwMdmTjstnZeeoXlKcQteJVyRNCTJBeyEVjqgNOzGGmT0QkbgrVE3SF5B3vD6tT9iXO4sjHkhbMenAxLp2/s+iZ803kdEh0dXQNPZ322h1yTovJ4RzkgzpLlOGTtG5IR57QXzCBWrfbRgNiN8DWP3gLsDvntUnjrtQT1STwyZn/y5Fnwrz5d2BfsR6yPAhWZnqh4MimeIuYD+6uNqfwpYBk2zzLgStDEjjjQMGhIFrC3KERg4rr+BvuKFvE9gX6H9Mx5tEgXgxdPBi30JUnUZ1vXx9WkjxHV5icE6oE1eMb3S5I3G4uGQsekkipgoSjP34q5FEyeQkp5faBDrGWvffLM2z+VVcGsHL4QdBvFVPBxGYzGmyD8Y7NzDQeQVMXFjgQyHCnetdkTBkKkhMqH8CVe6uICSoTISGyWVw6jnSLQW3vO6IrLSVCLU1T3SYfGCxjRaW9w6KF98weSM5yIO4q6plHCVropEZFsSgAW1Rtan8AOo01CHUZT6TUFMPEebMpUCXZtXrjf7Eor2iEKJA7sFw3SaKbTpGdOjE4omCIsLp82FJHc8skD6ryBfMX0ugdgB/uqC5/QNkykiCZKRvo+cqVjI8FYvJN1AJjz3Zx6QPYTJi7a8kQXkHESGpwHyAjbWHC4yrYHKLTaaHzKqaKaveA4EIcOTXQnTQniyKhaFR/ak9dc6A/QIiBb4GQcILASo2b2u8gAgePRKEChfkFfgjE0uQNuahKEFTMLDRq40eQFWlBNV28EWRIKghEeAypVNGg1cKFJJj5tD4FoektZip1YpOvwgYsEovWCQRxK5t1MWv6LvH6PandrFmYaCRz35c8iBrMkxCsTudRPpTCQsuKbh4OTMdbILY1RG1YvZeAY9xDi2BPN9AdESNzbK5xRc9+9vFdbbVhLPPu7zsfLHPm5jM70787znJXpvuHcbfueB/S0Zv7JbsMdDUs/sXx3hfefag/TuqD4h/I8NbkKa743nj13dIy6RPA9XDGs8znP0Ntr29/5Mtt/aeH/j9bT/Pp96MDfb/nnvudoDu+Xq++B2Ltsr6P8onA4t3x3MOOq7j1n/W7bvbITgPVLWx5uJx5nw3irs6UJvsz+9e0/IBu+MffuhY8kncDm63s7Khr7igDjyp/LGhPSOkU0UjvT3SskP5ZEXipKR5HTPP+ntbzzXBtyX8XCW9M3HLAGn8o6vAm4Jm+xnPGTnHLOfPKD6WKye8/e74WswQsRcexRoeN6Ne7j2anpDjt5nyU9d/imj9D6CYYwIqm0yrHP9mficfQ/KiEJQqb66QVF7G6k4SSWCJPwXyouzcOQjQ/5uXLsB39KJPQVN8+r+yVsec/vM/euWAr7Dg9+5+0c4xqORfK6NB/wt1+VB2/fu2D2e/ol3P+SxH7Vwh5/f3n7Enf8YP7U18GEwFDsLTa/ZRF+JdKvpCQ2e4kzcMKBAC8VoRN5bW+vdirLO9DcIhFOUp91V0IWsueBbyvNSeyNpiMT3o9Dppq14nbb0+B6fn2Nr+/ysjIKZ2sJqn1rRPby+XfSh1vy9+EmPc2nu6Vj7PyO+ZeQD4QE78E4rGTscqiwVVEG/Vg2Y+Tyq4HcZZBvNLn7GSaN6PC8W9QRT8ZmKqFD+qiUtczppG9quwWd62prOC5zuOfwuhSdiOdNUZn2Ef0MqFrIB8TMP4RhIevyn12+4ZxiYdL2HDWmuSJ4rBJ3ttYoIfuFKfak167s0mXsWVQ3veZnwjAyZxiUdO0ZansXT07vc+v305o7efG+sHa7M/dxWV/LNuLdxAnGeW7zIidRAy60/O6bfKZlikFll/H6QJUppn+l9vN0yf5bDR8gGWdNKUnEd3sfFeNeYffLOzmuz/kVByPreJ76xmGM/XwUdGef73nVPTzKIwimWyv6LWEtX0qYCPGWSuWhMn6f190dDTrWV7eYP/bft1nyjRNc+ben7uJOq8Z3NxHcTTqcNHXBj7HMnT1bkC1Qkzbj+Ah1HrH+/AXc8b23Az6R3aYRpA7xyD7ku0P/rNKDWfnQkQknD7gCoYd42jCnWdDTUVuqpXK+kTfl+wiTn/v5V0mPJgykrZhRDl2el5OGM5gi9WGb+SP1uwNI4UpFjzJ2vVNRMRi14eiJHlZEmZeon13k5H+pGBslol6Rj1qMprOhsGj78b+EpYOg6r0w1KOapoVzf7bos05QNEg5eo0MkqYPCkA0l97ylrB90TAYjq7+T0SaZ1sz1jZ4yMGGlWBjTkisXLcf1jN6WxLzmoP15josIF1novqwxPgPPFLP4XI3gGYE76fTFKdrJaMU3Km2lZOomi6iVkI8+cX3aCHE+/4oITAcH+nV6wVhY17NbvVdnHDb9DNMR5cjMgbZeWe21jBDIFZFXpBnTYlh7xuzPHrXQ/sUFOX1xWhP1qpucaG1ivQitGW2+oLJymAXViYN5OOuFlYUW7//G1ITZnlwwEKuyBn6YviCTwaEhPKPrvzkhar8CZ7wIxwqRm9+0xX46gc5Re9lA32A601CPwrAjak9utWqwWmNtZ5An2vQnRH64lYqVTI/TtCECM+GhGIroFiF/k11RM9b0Kog8yqruqbDK4skSBDfOyMxkz+W5o02YV8XshLQ/YxwxfgULLxdrrOvsyDkt2ATL9AtNhKktaGsobwhXWvPCMTrNiE6YnGj6Z2g/YfonVBYmuWBqNLki+gzHfwmEX4NAPX/If0Vc4dzUCfYkLYwyzxDpvZy0hqK5vYD9DpxQOZLFkowFaxewA42fwlh48UgKW9zP01aQiUnccpzplkT9b5UnxBSRXzF5Y5Uzq13Ds0cw+YZFSizP59ZDjdGzRw5YGjjcWNYyxLm9ItaYxK3d6/QVQWnLqwuVEumz5m/YdKSdzWulyIrIguqKSqPxSuMHKk+ofMPayrouCFcmXjERVrxY9kFeMGms5pZqz0mnTHpEZGKxE57W6AVPq9TC6H1A7QByosnRo2tEMfsd7NX3UfvJCTFHN+7YG8iKcgaBVWbEVqbFc9PZ4YvDXp1Am53wPLGCR1RcvRBgm9wrTKDpUnKDNaNxYKJx4MWZjvj+uaa3gVx4L0qhS4474erOU7CXU7r4txGqHuk77t4cBI+NMigfkTtDss0vl6seKWY2D21E1ccD3d5PxdujYXRJOAWU/ST6x5uYkd1BRqK5OmZtjD2jsJzd3gX07rozFrv3YYR1MuieBmEz33Hsm0iFj66QAgzKM7uwp4BEF+CGw1YWkruZw26a9ggme6H/HlbvGh7gce+d271lMZPAsA0q5TtDG+U9tB+bdWQogcv78yb74aE8oDPdQM7B+vvbIY7CPkPLIy0YYeBe4hu0tnxL632/xvyueWAihOTRMz2+Gz3/3kVlY6PsZwDPO5dIK/TM5/08P+7zwWMonDTSmyw9GvuBSwb4paAdygnT0CHkfok9UYDLw9CCp0nIA3J6IOVaOX/ruG6dDObWK6VZy0fiSgVDkM7KEZ37M9ckG1wHPIq55sFgk25qxPWcR6xDi7+zoKUMhS/Jg0esn0QUYOBnHjSQVBZFCgmutVaVo7rSaRhuKKCvRW3pDOMWPMd7hFyXcsqoKAqE7o0neLHeFdRD791JJbzoNmv+3rU/TN+7HhGxDRftfxVblc2bxQbD8eSWloxj+mC4OzngbhNDpw+DFvdjf/jQSBhtd3//nu1+y+737j25+YNOAPLPcY0Ssz8jJz24itbKZmadjzLAOdMUbMc+unB0Ov5Ol9cWW9HXPx3nm1yBa8ffyQtRuxwpsU1X0AmbTmARPd+ae8y3SP8g6nmyUdKLtzWnjapPRQN8a7z5ngxlQmuuJM+ivqq+7ZqATamoWR1WyUtS5NFMSRxe+lMonlOJWw5qrhRxO2w3PHi6ckGbGxuaNG9D1As0N0OvrlRppcTyE1WburOPq3muQcrjrBVsV/RCyimGuvd3peEQpImXsTkoMiUPmbHWsPYdL2rtUdqiYUBoGfUf6Ws1aGpzrJLwRHTHsBmzTH014+cvgv+4EkYQVF2Zs0bkl9mLOx7KMVDW16LZDz52VroETh5cAaVpLAjFUyoC5QIRnVJZckyQSKtLFXqewuO34al2oNIRSuzK8gY/xp4NQ4h0eaTSlVjwUjw9WJ6jHQ9jjS36tFToDvKRDp73dBphqYjNyEA9RBtFgGPD+hr3QrAS84BubFmDl7snfBaRTnogUcfFU8MED5Z0KEy5Sl0PU4aoFeyC1zNcBrwMBzigCAShXMoIFQnlYsLVXD4ZaV0fmxa++/xSwT164IeXc9KuTAFTbR/j2PgRrjGQv1SsBi+X/CduEwaHDbyIMfaiz453ngK6olxG40ApcsHrHIxOFLL9SS/CKt6dfQwpcDYcmxBmhskVPxhl/vFcEbK/LDH3Y5eRNl7uGe0wwk6i/0wlGhEeaX3MWjiWOJ5zGuWX3Ly5L3I/piEi98pCOme68nLudLocPRL+wjaNm9INE4mrIW82C/oUdDC/ToPkuHdD+ey4Efi44bd/4AoHItNIi2UXnPZFoWOLOhlVT+NaMHRas8Z+zYgTj5CwEZZyDbqR+zkdV89gGXUwDTA7ghwQeY2xeDabpCO+nlnzJQAVEdcacE7Dr7WIvtAp0PAU4P+OcPV6DrYCT6BPRc99jZvTYjtgutBkwaOyPZqiSq/FjrSKIvYsPGJOZ1rSohRa7HfELkiUAmjm/M11hyfM3jC7dDktDGqOzlcQr7bkPCXmQ47N99eqbqjWrJVVtPfqsLNT0NMjblSPehVywo0QR6fLcsX4nsjivLmOSs3xVU/wCaz7fDomXoMJeRHpyZLsPbnNXqYYfIb+u4LXi3IJIlOEn62x8VYaiYwxVs2N7TlsvcBQEvvVC15rWu49XNTCItZDFyewE609ozZh7VoHZERhck9rsYZJo9VG8foMJp4Pv4d5JfJ6KikL5ZHn0fR8++IqbZq513wui6gUT5M4vBiK8gW4hNfMhIfpEeMSND1JSuEw0SSDF68uvKLhxeE1LpADYk+IPUfR3hcXTk0x88Iy2AXsB2YvtPUK7RohRt4HSHm3a3gZanjyu7wyYasrD8pbxhTayYVQDaU/F6xdnADbFQ9bjs0CxRzfvTJ8NSzeKm4N7D7tqSRI4tpCuPMUSrVBCYVAhEt5qp9k6IMCKFIslaIjBBbDWNsagrELuxb52bxIeORMCwYg4vUXnPCs5U2ypvEh5x6EydOOCd0bczyt5cHHCZing7oWk5YIJ24cS+Qz80JtbiVOanj1e5Enr5UCJj1MplxpJ5uxJV2RJM4nhCBkGdHhwo0LmT1fYxazyb7Lx0UiCiYOUaODBNm7QmtTEG6jZd8ZalZw93FKhMQSEUUmubcziiPCL5PYP8S1DvP3jBXbg3W/x5379/sZXti0dqflm2E8GFe2edPEnRF9InXLo/dTjH7Y9nj/bjf9nVGdctdsUt7G+eBH4763MrfD+HiN7sHsk2s7PP8xlPdCfXwKHkEcoG7HNCiRSqj9o9cGCe+Mafx7OGAyjun+u+Vdcad5X6EBi1zzsu1n03fiUs55NC7s8XHYv/WnscXX3Zx2w78NQLj33B52He/62O7tkdu2btOO3MfhbRt3N/oH74FHveVhxUI5PcCkIheCulY6k+AB1Uf+xEEs3wt8dV6Qa5AHtnF2xlingOCN/bA8KMPKeyxkqXqOGnsPbNiZX4cigJJ8DsHluhEvBviVd116fqU3Xc4jmWA8L3qnnQ7OPtjWz7QjGMd9T6Ta2Iwt+x6erWL0uS/zfo4/ZZk0gkmfW40pZe6+FukJzAjjzfaRnb7kIwr3ebq057cPd8E9EjH8vVd7/6ExfbR97j4n3PLT9zjOo337GZ76Wb69ffa29eHOO+Tw8308GvP9BFYj6+r3vL3ShQ5tf2bmui8EGhWaJY0DzKFoCC/BTcoMJ/xVBBnfiz3VRuydlni61u/an5KK/047a7bSa+tQuyw4RexZKweLfkZNPuoOQoHbtX/9TFHcMD31YmxS4+wc04KeVeqT4AVOzgQqHUbApshcpIkrHjd6/0MakokajnVelk5/zMSbEQJWEQlg6el6JlO+eES6n9WkVBMxmLB8tDCETAX39NB3vpYK5/LaFweAlRd1I4uI13qUYUc/sR2SBvc9ZdGfvzx4YqcHchEpIaNpSAkglfrprW3RRyiMt9t0lMdsQ1I2SunkoXUmDn4ZZzQBql7BhjFZ5xV1f1fIdcOX46lSYNsOPrsIPBI+ypbyR0syD9LUwM9urmwjz/nbuadhwMJQNShg2DqIWB+WtP73JmKS+jv1TmNUiVnSKR3gNvbV51hfm8tInlbxwRQ3sBna3Vu+S67zdlMU2BZ+HmQBhBtht+a7NUB155ihXsM4FoyKVi0ZawvnUcrZtF2y4XimGOE+wi5osmQUwTC32oVr4Pc4jtEJaCdAGJQjWI5nAw8Z5gTdeDL2PeL9cBUfM1IWlaSjFYUyRleADbCqCNlEmMGDv/ebuDCuf85uMOgYw/rrZkXuX9lmpigPI1/J7dResuAXEkZFfy/SEw34JuN+L6ecgOF+zwjubArDWudzwWMs+Yz31e1GA47TanwbfGUdYCBUyqoSQJJW5hvKWLjer3AesDQedzl6ICLFWzJSUDfGwIShkvorh1OmrhPnjZXBZAX1mg25Lg5O9bGkc1LJ/tOAr0H7xXV2Pq7UbyeMDj5OS3rZQBbXkxMZgWRwpqtwimEP5J+5VpVK8f3r84Wp9a+A0uwrahrZvhThTzSeWDnRdEL4FbGXKlhtcsLmI6ITk86hyFwwrlhzi7VOgDRkPiNEfi+baIsDSiy8sefvYI3WvoA9wTphTWj6hvAW3uin8ED5gtgFbT96tJge4PAVbKW1s4/DzghXlAOIseqro4ZGUZEQ0Br/C8/32PC0Sl5volWOSF8XDYHH9btaP06QFjfG2D+DXDziQRpt9mJDbf2C2sS8hJA0e56zRb7RZGblO8bFi883QeSZiSd0esLkK2I/I+svGH/H7H9gcmTV38AOmD3hxoG/Y+2N6/U72JVjews6oJhOZGqbY1uQ1linC01W1uPk3kTLBdrZi1k3QewE7SlowxutnbH2A7EfSPOcqRYKfSWLLH+Mb6KRB85mxGZUDogolyYsNOZ2RG1CZAlPzxVXhp/jvSeQZ5AJUY8IaWaIzG4EMvPCdGQVe/N1E9AIHV7V82Iv63do1/BufEb5BnIE+53GK2oH3ADxhM7faDH/zDPtwVJxWFgjgkF+d9yWvyB4DYgSSsMD0WXEZ0SMtnyh2RHj1WttRE4340DjgNkRs1NYZS9Yc+OT6QrTW/Aq95BZORVhFFG39CIs4geZuYUX5eyHuCYtallGOJyYwy2idExesemCmRd4dwv5FZH0SVUaXzBZEfkdbGENxjSbk0idrqSHKOYW6yYaDHnFU0QdSggTuyCcw3SygDyz6E+IuS3T68/8Fuv/5x0Tee8aBZbtEWD8q4vvsvk+v+nyza4tGe+Nh4DHfe6FnP7W+D7DmUI2D3aj0baHfZt9eLJ70Haf88NgtAvBbj+LzUub6W7h0d/bE4edJ81mYnvY9zdg5H/GXUPGyCBHhR6Gbdq9VYhsYbpdkQ+vCj8Nr6kbRt2FZ+9lVMo6kHOUfYS5V3bC9h52FvdlO3ZLD+5a6r2QfQ9rBoy6gxvbTgcjQqH/AyF+WHGrA8MoTI6Phul0jwvpgZ/CWgnmo4J2OIxJT5ng7SXMcz7jzziv/adYtzro3dvHHXe3a5j/7tcw3x3pxv77x5ep038Jb1niYC51mJA+ZzMXPHP8g8e8y0Np4I0if0FXhcOu10HZXeTIwC4OY004pOegR2R2h3+hTtSW49YEr3vwyLDPhe7FWXsg8rxmCLFkipYwymQ6DIQqVsjssqheBgDiHmlAGVsiMsRqHdnOVwOyLVNkpHdxQrPPvQvzrePDrpCqP6fRfnqppiV/MJyUJ2PD6zH5WD3Y5EIWpnRFXB6QovhmeVZKeUglI+tY1g/+jy9559PHNHLLQ7b7QW4f2L2Z435vj+zpWfLsPCgPTdydao5spPmfovzDbPKve/ze297MuhTn2zE8GNqjj9VEwfZu9/u37o9x2+KD+xt5ZBAQNkgVPoO5uENzMvx779LpDCbuXW+KrV6MWCOF6qrPEQURBlg543UEJyoVrfXUM5KFNTF6HT7DHbHeioZ1BaiQkeu0FlN0WqJyQvRAuOJhLB51IFFQVzItBO41Klp0r2lu1SgqLw3Uz8gm5p6opkj7iqcl9SKdIh55bCwOj4iCc3OsBi1zRUyThnAE+RrA9og2m9z7UeN8Xo5NkS8ajZoYLSIW2tHTE+vs3ulywXhzGC+Tf9dmUIO5dX2WrTHu5jX/EJr4WUSZEczr2FljbR5F31p44h4kIkvc0NCalc5ULFLQRC5u/2+ipRKzufujOz2a6+MBd+R7iGrR+JDqRKCUQRZRaVgYQtwJzSoyJBRZlqmjzWEXqZSd7yZjDCWeRBFRLl0ONIcbNHfSFHCHxVEGS14CWUzWv7xidsWLtlK8oc8teXzyMXH8QLEW6VXkjTzXOm5kIW6HpaQhP3ihGyK6oVtSOUU3/jkyRLoPgapdFWmC0/u6iL+5grR0xSbeZu5Lu4JcXDcRvF9M3NlTw2O7rX4vDD6SyvoWxVnlFN+lHJzOgBlBkl73wpgirfOmXLec35A6ZvC8/5BryO7dUWkvBH1a6cbOFCdGg4LTlnSyKDzCuhxSdWtWKhIi0y4HDkgZBkaFeCr+0+A6xfqd637BjSh+Wzwh5zWygvicOJ51Azi5rkJCnjLPZNH9sJYY34yFEbkMozYX/o3Mpc4M5aQTwGuJb6OBZJAXxQa86I7Cgbx0HI3n6kzl83A594VuzIaueI7PGm0Vvcm2M0os+xnGUBtiiMItWkTob95xxsx50pyPANacXjm+L+Fhn9WDLHRZ16BJK/AF5KmPbxMdZgFul52bpqEjnlELOHwd5F/D0+uvpD4PO4Qd8uQ/5vo/sYhEAdIZtmFB1mKtzWv5SETwiP0CNmHqkU9FmyXPOeEIHPWiVDy9uS+FgK4+NlYkogzMUtbwvecRzcYU0VVrOA/7/OZAj8l1nBxj7g3P7PKCyTMmp6BXk0d2V3Q3IC14G9AuPledAz1SHk66fQ629cVhpWffa+0LtC9IOGNY7jO5umzCKRweDGkXB0sWHE8DdfMBmTqvs6yv88H1aSOEaCJwKNYrN6YTA5XMvb6SYfKC+lkmhPs1eJsGMbXJ26xMw5m3qnkYmOc+syA8mWOseYQDXhsgCbNJttporMUcVzWPSJAca6RmEZzADYWFPK2CM34P40siaUh7xjInmfmBW2SF5l7gFkTL0qsNUHNheKroiCDM4tZ0zVD/5kzYizZ6cW13wvNoCeOMSXidc6C8D01c2CTqHshrIPerK9jFi/E0rqzmVdRpF4+AiLVaM4wqGUzgbBOPZLDw5JMWh+CqHj+E3WaaA0uvh/QmesKZ0tHXUlzB4eP6gP1GeJqkws6cRKRlUsgw2JXKe5ZRK0U8fD79QBe2SnOiYGmtr/N2jj/aa05MVBSvBRJGtPCwdH4T0TFBaC0LQtH3gI+2FVHwObhRRYpBHHKS/lsJmCWkfMxSSgCPMsm+3W8qv3MLZxW5SyNZMAaN/INt9MiB8CZKRu1KCRkZb1qmLULdJX6wEvhyDEaEg4ZAK3KJuxMmvk99MTyixYKZek5YjbWWYkTxyY0rIlROwag9Ux5Gg8cvWRR74z3xmWuvoIjtdvOEDJ+2+LxXKdy2/+Fpp7e004bc/rX9fvO5/vy4z8dH/Xtfjjvqw7f/cH8ZIbx5pk4e+5X4UJT/5ID+6BzGvm3z670rd932Trb3j12923vtDvc/AFd/27Y3H73zELfuzeXR/PL9OARvvku45iH7Xj/jPhy/eTCG/bINh0cfxbiWA9zG7Xa3P7BPruUtOPfP7/f0O89+hDZ7o6LlLGXoZofHJbeNEQo7Ghfenje0cONx/4D2DV6AqfMAQubKdnRYgx1eh/Ddv5Pednkc7Tz77iFxtZ+HdJ93N0DhfBCXIc0yLUMrOPZ5w62SXtjwHn+58/kB9fvo4gDOEoel5NHJpzeN3Z8XLu9u13bwmCxju9A9RSXkLd8P/YCfC/SP0qk/Qp87TN/bAf84qXwEqw5X2d7+5PUf5UPx/t1m9rzlXc65fedRP3fa8G8etX2vPXvn6wGpc2s8hNF9Gev9vvPyqGxHW6c9riAf9nRECVkV+Qx8LhqSXcg4WIfFuH8slaqw8bjNZavI7Lif+Zc8byhu8OiKWRfue+q4MVS86I0GPyoSEl6kLfsOmbdcoKca8zY6KGTkMgp3o4RkipdUJud2LxKYMnyeJUZvS/HfKu7wFPDf7CEJhXOC0iJ9Ysrq6USGuLEi1zVm4am2nC5lMV8xgyaeJjloqZR82D2HzZKWJ80DQleQGz7zn5co8+6VWBr9Vs2KNGynIZyATz+HIkO6HAYAV0qjfC77yufy95heRYsr9LmMPNyGcWwWo89hw4ds87ZEqqY8M0pkSJCy+Md59p6MCcVPxmiGx6AdxlX8UWo9cww+14G+lddv6iUCZtn36BltUx+pZXvRWmUDSGPKCMNsxz/3KM+dk06lnGnDuAKHZZjbAIhPBTJXpMcIqz0v7vi+ea/kk9HZoje2TceX7aT8knKT4WmZJtis9TCRatPn7NkUdv2VkWP7vgx/lywyfHYc9789k8VohBllrRz/Hqh5P+VY6NbKcey7VzZonXt22Ds1l7w3fg/bqN5hnwWOefq0hPE4mGinhOKd7JbMJt7p5++E8QifHE8YVSpC4aMr4B3/ViYKC0cdmTYMotJYBa3rNYQSLsHjNk4I/rmi9KDziMRZ7Xtre4y4s9ZFb0OfK278r/ecqFHMLSOBLQyelVYqB9j1tA7lNLKFUwDh9Bw1nTLtHeOaSrRjR4dJpQVPGSALjg/8FIIXts7ba21T562dXu2jnm/2tPPApNu145JXGTGfqENRdCuj5oTMJJIUmNR3yhR8b1ybwYjO8iki92kjxHT6yRnC6mmXrsE4tb2g9oJOLnC1tmKtoRwRZpqIJ15qjYu18Gc2mky04zPWZtY1wkyWr+6Ftx6d9IghumKT12eQ1aApwgHPXdVCnDs4slhjtjMLrxhnmnqNLBWYRBC7eKV1OWDyhIegPIPNSDu6kKLfPDpBXjExVMMgcvnPSBOaekFeCa8TWX9DljfW6Qvr9IR7jk9MBmoH1IxZ1khU8zeQEzb9gqIcm4I19+IRZZ1OmBxYdPL7fMfsAvo9ePO/IvwMU1gi1xfMXgMGV5r8jVUb2k7o8gRyRfSMsdDkBWnKtJzwItMXGleu7RVDmNS9AG06YAKr/g5cmdYnpB2Yr+7V0uTg/dkJa0dUjXm60mheNMwM44Qwg57cG4cTHnHgkRymv7MNt7tzNc8nJpHXf11/x2TB8LyjYmfU1i4KqDpOlEVZoIGqeKRNUw/zagtt/c03oLoVX+WEIKj6hl4tvG5WAOGoT6gqSzOagaiBXlnbNYwOJ9DwALDf/DfunTAxh6x9pplHIQhHtLnHpVsoBZOvGBqePelRYqxyZaWh/I42w+QZ5IjZC2YvZJjPxMrEQuMXVv0X35P8zWHTfB/K7Eadw/oFM7iaG3AmvYI1JIpeW4TXKe5t1cRrqogccUvtC2Z/B71i0xlt35DlLzRZMElvsYPvz+aRKrM6jl/lGyDMckLMWK/OfCzC+jQ8iq7iRxnVhkpDm6GrsXJglaNbenXO8ig0M9YW3kdyRmxC+SeMKbyn3iGGW9ksPjtDKSG17jxqIgn4TtJENp9seONu5/tw27oe3c/b+5HV8YQhXOFxG6PGf5Rld8eM7VjGO3mokfvj2QjR+ev2mTr0wHCotO17O8bWkz+EcB3fZ2HOWs6Cx9B1GHj2IOryqeTsuAe3zQH2wTO3l5aAl237W9swVjawT8+J99qXAUn7oeBGOAkYW7Y7CuNjChpgK/1tFaxuoOypXKy+3xn8ChdSCRCKjpp/ClYpWA54Mc55PEVWm4On0NjlzQFj3HnCxmutBDG56abjTQpxNjyjQ89D6oFNl3cQy7Zi4/trmgqIcZrS2/4MvrW5YJ2GBRdgPS9ofpc5gi37yFyv1hDLVCQx/3DqgAt+mE/vTVy4L2/9DMkdiIsRBxfI1BxdORaeVzm3kTxmmHCGf6vjmtjReWjVrWg1Nu8yhWwLz7oU8BOGWn357FYsvE99XAeEk89f8+AVh8uWSkRXELk3FC6nIJAF3tIxxzLaKB0DWmztPKytmIWTiFwxmfBCd0Mbjb5OMhyuC0/SmyvSYZbycHAgSW8/C0+ulDnyoNoUkQWbzg4DzQP8HzHm7/fefWy3zSLn73EvbmnCI456//O950Y6Kpv79ekT2+qWC3a6/dE7e74qOzphm78GmlK0Vfp3m/7ZfX+n703KFeuPk2kSxr1gd6az2ZRbfrzpdk+3/Z4NX/U/+7/7Wb13eY7jzNGu7twCfk5t6rUGRDxC215JxZuoe14aa8jwE2LulVgonlG3KZOk4l/mgE8YONZcd3ecK/ql6ix9bdAyddFgvLQjGt7fzsbSQSv7Ec+iK5QeVJYqlEjm3u7Fdd370NLpRxanT+GI46mpVkTdeUd0ds9AeymeICawepSIra7Ytzlkc11CtxlKRnMnnzZNHkkpb4hcw8Hf4WE6gTS/b4qtkS61TXG+j3PYfHGaswSN0rVIsyu/D+HAuCI0bBVohjUv6C3T6uLDOmN26M5ecsbkgjAz5cKqp4a1TAm1tFiu+24Lm6u2i58VLXKOW0Q+CFfXYfCM5wDP5U6ZQ8Nr1fmYBG8N5gEmHf/KWJF87RJI4PyuZKhUREkia/DTJqRRxlNNZUrs+KmtbQPexXxaeqhbrYNo8kpzvmI5Nq8blUgqeV/mgIt4ZIotwWdyf0EaCY1p8O5NuSqNZrGnCUMIEn1H6uXIX+5n5id/VjpdEJvcyc8k9D/DckZqLkknQtxTutdPCm9eO0d0zSg34IpSIeBwxOUlx0nPzjDhSvyQu0ZR7jM8JpXuo7ER2EZoRB2CMmLG8/V9pkhL58+MXgj1nyQWpCzt+Ca89YWq4rni72dqMebCP7Olc1VzZ8F0VM6oljJ8lDEhzgypXK0zQu/PnTGz5VCCZxHfUabhMMybMFA67aiCsOWUaYSnZ4dBnfMT54Z6M2WkStm54U6Xs3uEV0aUFnAe8WwYvwVMLehYRGv5UxNmXlvGnVMDbqHopkKIc/+OZ7foMxm3THj9VKWMEJWi5/GVTtdZjNlJScNr4EwIJ4cHb+Hk6jK1WKSHNwN7DR4Z2l47kXs1VhTfa63Wy+rsF/UMRGOquWciJZD5edGq6PGY+u8ALergyBMiV7CXzZqZtkBn71uW36t9v/y8YiFzq7o87FEAGf0cET1z0MDWQGZUJ4wFkzOIRw6KzUj7gnCm8d9wmp+p0WM/5rrKIfDk4nJJ7N8yxYkEviU/P0M7B21Q0Al0DlazdhtG0U2olOaW0StB+8TrwVpbo0bUBbgi4vpKp4gNkQMqB0xOeOahBWuvwXrcUOGO6yu6fudDhOOPpGMqbE/P+cgdFYKVZFEki9QIQZh7WoMr2BXjGrZSDUAG4woEtPAO8VCf9MpIQSsIaghoUugchCCqdHsx4SmcRbaHjF4UJTwjonjVGCa/TQYRBFaOHgGSRf/kjIjXChCLZBi2epuWlvkDyFoHdpFrCGst5MinTsCZYsNu08a4TiiiHywZfitCmdZU4YIgHl1hkBXqzdwb3jDU2iAsJeM9bcX/IhS5+SKU31qXh1SRtgbDbp6qIIox5xhNMiXF6GmfoVJf+Ag5x7oFAsXQBh/5aqMOqjLVYUSC4RiCZQHmPFhF11kjIle+Y4mGTnYlIwwkBL7MEgFpKDiQ+aHNujrAi1ZrrGsoBBBEU8Gq1VdZkREQZ05ee0UDlobZFAKne9dY4ezqESvWgnAttd4WOU5tjG4oIaSfFq2s/GGRruKYAayNsJQH+Cn607LOSiiQskYKIjQVjyQB0tpaUi05rm7d9TDZEDWl5xnvkjB0L4McUgqlEaoY1uoe3ZNKrQ8uybQ7fUf0P7KP+1d30H/cz2cP1n/4+szJyd5/7v5Xnx9x7sdU/O/b7XfutSl3nvu4t4+vPwrxEEQ/2/wfGsv7b4QY9eCb/dv3DEP5+Bb+7/c6dp4Ick8FJAO5yOdk/HY3Ihu+ee+Sza/NcLLNEkLl5rW7Nzab9j6UPtgKbMcv/dYDQ98Nbj+iBTd01Ia/9yMaYbyfy7hWn8E/Fw4H7jT86nw/Y1t713FAGDxk74+xm2ZuR7OfY9Dzgk94KyVjzcM0QlduJlxbtZPpTKogeS1ZvjveDO/Grl1k6z2YPGbgdTXX7MOVFKU8zkOr9DZvlvcODDaUUe6tYzcGda9qHWAxvB90PdNByACD4mMb+TdgartmYtHL0zVxXdj+bPDxs5dxH0tv6cjd6+42/uM09w9fn91am+vRfh2/66CUuzgyvr6nxXL/+c299wct239234wyFXfo3QfXZvr3YWGbP3ZzvnnjMwuQqTeSb4dnnpYmFyyjcl2e1FSODanGek+eNinbqjQ3o2ev7H5HREEptVKeNg1FMHRjunbMr8hwN8B3o3zKa0KlztnwpL7OFXFcZG8cUxo2U1E3NJPeq1inq2FYlZa1EUZnCXAFzE66k9G7ss8zsw04mAY6ZAMfMfDsAaNXfSp653p8k14mvGPzY+kXLNeoG5SFSO9X89/LCWOEWfx8iHKjB3xeWx7XPd8HHAw8TJ7ncNHbfSbZx3A+KmXjPb59h56HsrGn6DHcWzcdJcZ3ci458b13ef7058Q0vJaHjAAFt3y+Gwa3zikjPej7qLJexP1KpYMNMB/nuaeFXbaxUrBPXRSI8QuEfirpxcifcoy5jvfQYW+E3/Pv8X5mZtgTtz3M37uStgyyzB5+241NwaM86fe0I0c0RiZ0+uTOKf1+z7Aw0JZqT+kRE/lKrt1HY+xRY7a5P+zFcI6TDV6OcMgfHb4PRXMy2c25veN0LH/frzfX0GdZgnOcbgCxe/TAbv6gwz71j0lI0+AWOhTZvzd+zPXSPqfiEyPuDjiwWbf1/jTHKw3aNqT/KoOTUGm9hGEODM/VoPo7MeeMZtuRy/g7YBJ4K4yGiXwv6CajHJ1nFqt97caSwMEwOEvziEnZp+Uu3BgceUY2UGNMeSFh0gYymXMf92ZGDgpujI30qGNKs8wgQ5LxHMMCtsQ8Bxpso4TQdv3FfHN+hZISfaRMMeJI69/bwg1tyawvKVeUoTCd1zIV30qlsx2j4Fl4T2eW16eNEOuyIqzM/AYYS/sXzE7IemGyK8ivoG+s6zeW9oTqU4TEePof7Afafsd44mrfgCONL4isaFpcI7phCcEivR6m9YIr1P09U1fIzkyoCQsnGjNN/k7jisiRCY9saCjKiqYl3s6IhGJUFNQLrzRz5edkftCc2uoGh+mKqXDVgxfKlb+BvKD8QOzKLH9B7RsNY7ILrRHK7SPoV5dDD7+5N8b0A1faf8XsiTP/Fuh1BvCiW9aQ9gq2MIuBKIv9BewpajCA6guqF1Y1msLEhdnO2PozZr+wWmNpC8IbKr/R5ECbvrl1TF6cPKwzkx2BXzCM1V5cUDHPKTbzZ4QZW35Au9L07DncDgfkcID2O7L8wNbGag30F0T/jMmJJl54W+U7yIpI1AtoPznK2Rfkhplvr+vkllh3NDAkUmbNtqCykBbqFbfcaeZTZaYxIfKCyCvGM9aenNFMuMJ99ZRbzTzcaC7rYKhq7AsYzPIDyZoR1tCwN3gsjyJyQvUrkt45TFxRZpk5iO+WKweP4NArAhzaBWTyCBtm2hIMsSkiDZ28lkS7/jPYkTZZ4PQBY8JWN0I0OdLkgsorwgurKeuqoGeE7x5Zo79gdsXsxS2T4anQwlKb+T6X5dkhrEtEjx+9D7tgbWESP7hJGC+aHjF+xuwMy4zZEYmdNskTK0qzmSYGcxiPmueym4OhlN1gcmOH12BZMN4wW1GOqJ0iWsVoHGl2QnRB1a3bhpVHmBsAPed1S29ZXkEmZPrGrfDYr64+kt3nLq4BYYnOL0JQjafiAW4UZ9sn3rn2QvWj7wYmvBFAhneTcW6UU/JY7t10l0xr/HLoo9rYSBD1eZvKpo8hBZS9+Lwfg8s170hKdvuhDhD7Pkbh/V6T5QE0jnmAH9Jlx3ygDtP3V/S+IeHBJDbtQi8I50KUjSlhxgm8a2gYBPHNe/nd/kASf4enlkSo6ogzpeSUfs9HLTH0FKQS1iksRp+1Lrbt8t6erLZHoTQUCOMaZsh+3pRdA9VXjt0FLts99b5MvlMixBsd/Fvc7jiRAmv2kHPJr9tuuNngsFZxP5upxwrn98LzO1em+gvPG6lUmi5kmmVRtVQ+xcG8a3q8n3AwsZSdxvWsqxsKvKlUCiYunHBG3Dr9ErAMfU5DhKViIgqZikGk3/P5SP1X57qM8si+LNfk6nOTKHq6KZwHiEUkXgw58+Bm+xziJ3O8hrebaMGx0hbm+mQajkytlOk6EqdKHyPuAZzKJDX31kLwdIIztMixqxYgH2FvuBcrPSqrDg9aa+mybzixZHRXepmaeD8iRXPEWkRpxFpW2hH9YM/AHaQgD1MFoaIxw7VhnXZ7n3s85NFOlt1vu/Pdvfvvfb470AfXjr7KR++Y76/dNOoA2Lncph27kTcejWEPIbulqbaDy8ifNi2MfcrN+nR+lq+O4xjHafVvf3zkuY/g36/W/gnBULnE+ebsfOwgwOye8gbSZtQmJgwVo6nS0vNdIGugNJbwYA6apxOiT/hBbsYwmqbnfMg8bY61i5QFa/CmNYwQsdmNCdPJT6XpzMYbyBGTZ++vhRMS5n2umV/b77ktZDAWNkvfP18KC27c0vFqDlrmtNEatOCbmrAOr1D36gRpThOaOk1IBXFbnV6kg5hoeMA2QZp4pEPUoTNtqEaKJLK24wVpr46zzb1Nm33xHNcWDm284fzBQ0CsuTJGphenVereom31MaktqC0e/dAyVciETIvXmTDB7Nm97M1zWFso2tJOpUHrKor7ncvsGiifeJ/cOdYnYEY7Ujwji5OapwPzt+fgY6mwzfNL3+8WxgjJtE4kHtDpdh8YRSMyy0OKIfYG9krxM5scFuGo6K9pwD+iBzU9p09Bu8KT2ZIHZOSjRzd0GWgm03f4nkj4hGGh0uXG4FLBKYIEn+6F4V3RJoEbzqehUotEvU4L2abX3ziQKcLQ8J62q9OHNfaPhpErU5KUGJXRAUl9rNbMHe9ShgjFapG1QSEtxLOHvkZiZO2BTMEsn1DQVdH4NFzYa8DlOcbq/L8K6HLBa48mz8izcNAhW91DHKWKoud+LqVxOMdWDa2sw5DjdW/9jHZBIs1dEdNMxR0p1CX2wHZiFKCLzvs6jlG7XY5ehmfGNuSmyZKNc98ljpeRMqMWrrEO6Rybeyv7WIY1SPgaHpF07fs/523Zhw0/aUXN6ebZKJTiPPnapfK4JbxzP8W+l64ktpLZdHCengJWK72WSv72+UpE+bx7iaeMF/sGzGRmgkybhGroQYKf1PaeET1F7Zhr9HlyfLeLy3vq+t1mvpYa4OtO6wEbzbo1flbwOjZ5fkmamCp66+KVCC1q7iCH4gW0FZrXKhUOviqNwA2X56v0XUWlDee8JiW2G5OXC5gNJusoaIpx6dFPNJBXX1/9U0Tn/SdgRQnHcPFU+sJzzNNT5gsvTgvNswl5tPXk0MkaQjSExaMam9excr3kMaHiMI6U+r4mvjfTsdrPJRlE8BIc50hFpcmzPysLHgkT4+EY9O97tPsK4nWJnY95vWXaudb0vevTRoibtjLPJckYtC96lK3uuSHT+pLFmiL8VfyAKbFZ07oj0joBqlx7sdGYYq9H/+nBVpbBrihU1BfIZUJ/VC2YfxYa8pY9V72gucDiP87gFM993xD18Up60Zv6BrSGhvdYsyT8qws3SMDGwwa9yMlgLa5Qr9hslRP0gMgUAkv3lFHMIzAGZLO0+KarSuwgkTh8RmFFvx3P41ZD38wZSrPG91GsUFLpEOGONrlQGptdjEjD1A9KDlcn+E4bwrMjCnNtvRjuX529jGmbvDiSxLf931gjl8L9nRKMpMZW0a0DhlRv4tbFCh+UZFiTH+5lVC+Gt0C14wJmikMVill9LaEkN5wI5DvRt3UP8rL+lkI7fsLTv0cS5PhnjJMTHslIhFFoIdY5vYFSzLaOvym8ljAdCharJ7tAVnkYD6Tg5ww1DRtTrHko0GQiC+psvaaCicVez+JlPneNNVhDbJ5Z8ULVSqKP7//KR1i0JtZanGH0gqPvG73uX4NSvYSY6Hvwott7/+/b+JDxb657h/XH4/t8fwHb2liDALdPl8O9x3YC392+7Z3v9qPbt/f4qlV4DyS7NFY3LX++u0079ecAvi5gjnvx82t8d4U2E0xKMtwbvrfbF7md3DDoPzKw/Qe589XuqvHcdR3rYxDbPX+341GA799tYTbwmXfgX579d8aSr49ZyG7GdPeLPUzfWfc6QL1z3W1q33F4Bm3wbvz90TW0N5KzEdbliZQFzvPhVu/d7ekhL8+xjfw576fnsnWFgmStn9u550+frbAxQG1wwPqiFsMPHJJxX8kAxjC+Ba90EUmqRZFxHvufcb73rt1z4v9sxpGeZTms4DV24zk6vpNyCsMzo/w1znHwiC65ZZjDyNt88reBFzb++UcI6e0OfPBHfz4MFHvo3sf0ezjw6Lk/wocfXZ+f+70Ryc04hs8h95fY+IiX/R92/VF4/GEmWvj0R/vu9OmjyxXL9YYJ3XidXvUhE4Zh3+X8HIJWhHb23JVpEQUV56qklzLKxeVRnXfcaC6VcgnyLJHnV398e6DOHOHlsZgtlogW9CgdJ/J+ymZBEkopZEKlEdnkj855Z38UncxpZ/RxzW3DZqVPyweWHRb8quZCwcR25CY9Ob3YqRvBkw+MsM4oNNnIFpYKojgm1PrGMyMbkTCs1Nk4HSq20Pd91w+I71zJF/K5MSIgvJnLmO/OlA77sTiz025J+h0bvujqjXfuXk2TCuHIRlGeyTm+BM7WY7j/Gtdrt6ezb4k1qTzz4/qOSBHqwMJzudPuyOM2jGQE6a3MUXJPtpvqte7hvV3NHJvWe1s6Yv2R4dqw0Jtvtrzb1zb0UVXnJOG59YRO2WJLB3KOe/nh0dXlku3zo/HKyEjWUrxv1sjwgrspD+z73/0e5SYZdCQ1J4b9mOPb7518fzuO2NUPWEmub9+nkHBrm/176/A3eKbXPhrHMr6zlxk6n7Xq78GZc9xjN7Kv7H5GUOyRPeE67d4Z66WO45P+zo3jgXS4bsaV3vKZsmjldkL7a6/ozXdGHCd6S8OldRlZLOhoTjnpPH1ce1SuyLFhyoVvnX52GCTdkXD4Ht8JmhvpUd2xKQ0XHeclcVbG9jpoTbbrKGFMdl1gGobAjYo5GXdkN8karTVBeuS1VbtWOJv7LqKR81kZ5PXA/TR0dpjnPlz7elRmFW/75uxY59LkIyPtsjp/+ONp9JiH9xKXvOi2p74LA7skJqYR+2aT31yfNkLom3ij8lNMLArwTgYq2PHPMClcnhAOsfBv6HRA9QutvdHCqmXyd5QTs4WnQuCXyYKIcZo9z/AqT3iKop8BY+YZYWKJQlZLeBTaesVWxXSlyYG5NSZbyYNcU6HNM6aKzFFcuIU33nrGmFjkJ5CVNv0d5cohqoibuOVsmv7KRNa6+Ia1L+64wlcaJyZ1G9GqV8QuNHvjYgvSGrJ67QnTfyaLp3iOMScQIq8gF1T/HtD+BeGAyr/gUL+AvcHkQocvr3gtCTwaYp0kPE1+Bzsi7ZlJ3jiYRw3o8gqqtNk98xf5jlvv3Ot9jtxj13bGWGnyVxCY5q+IHBH7inKA9Qe2vjG1f0LkT0xcmLiw6oF1Cma4Xtwo02ZEFDl8jU1wBV0Q/V98ZCGrVEh6RTE0884V4wtPBFaUJWyjBxpnVNPqd8LagbYqMoGKgEoccNXXQRoaBZwXewOMSS7ARBO3BrcpPUglaNyEJ8V6A16Ai1trdULE0xQttsSWVy8S3tx7QeRnkEZr4c2f0Rc6gyqqPzuOqAsYTqcU8Hoaql9RTrRmHhUhfwZ9wmRlPS6ouWePtiu6vNJEuUxPbs+LGhCLXR1aUb3e1C2iYh7dkx4nJj8BJ1aDtYVRUQzayT19pIGcafKC6e+oPWP2M8ITB5ljrTwdWVM/fB0IT9xmGAtteiEtu15AJ7w19QfId2Z+QtvPNFHalKF2brxU3PDTrDGJMouGg8CM2UTjiwuM9sQdiWeDbf23DI/ek1YJXOiKmu1Tlk/0z2UovdvY5r271/6cEO93L8ndJdsnx6H42Ame/6hP2Y7ICAUet4JXyXeDka48ftM4uRUqZfPyyNh6+zXHYtB35reX1cj5yZ2HdxOCYpAyLv9eLh++s+GL7oG/G98nDKyjILLtpAsCDArTnn4sDapjh40tQHJcLnBvo3pGYXK39jKOJlIK3EjhHeH9q/xuOKgMBwXLgpCbgmP7tRl+IpVaV2y48FYKCvN5lVcXfU1uI1Bssz/63FpB9QYAePsdDXZ7tup/jAfjEQ7ZVN7Pg3eEpe4P6cYg+MrwIdctBcAQDm1ou2b/mYNFwLPloSSVTuGpZjmrfNwhEJyphOMS1sMgnl65fjtTnsjwfMqJSQ+EDOcW7f1mKscs/DYK9lLKxASRFIy6AirDgK8hdy7hdHHs8A6vf8+TXpuZrO9FpkXZHKYdn81WRKNOQ4yv1zGJJ4vUBv5GNIO1vne7Y0NMxiC9CYXmUX/iDjHI5DJizKsjsIKe4t30vLQBB40qklrb8kR6pnbv1PC4kygeN859h6bkGYUc/kf4ltdjWij772T/XSpI8+ZOfX8/V8Zu4L29vue3fGjLkkdavqfN43WX8WxujWMvmfWWmcStLbD3FGvbz5Yeb+e2//69dbJd3/n3KL/s39/1cRO2cec5s83nnWSxe2+kQrfmmrtXmzFW2pSpViIv+OQ5ss08xa/pN4wTZmck85Nbw9oRS1kWT1mjoUyQNfhwRBo19ToxGvjRIp2wRf0CWd9CxvaorvKaVq87hx19vHamteZKflVYBWkXVDL9U0SoSXIrwb34Dc+rT9Fd08zHHvBYV6d98gRyBDvEWeIM0xti6gFVZtAu4YT2TGYHEDF0Xjvtz2UupzUGx0GnGYUGImATU+Tr1rYi5vUCs36jcUTkgk5vuNf9G8jkZ8vk6ZGyGEDDYx87QWu0SBWls+OWLO4pam1yL9hJsDnMt6bYcoXz1eEsM0yKanodx/yYYztkxOA7l3gUvdf/y5QbgE0oU0RjCMKCyYXy5sfAhkKp5eSYxgtvQ0alVkXkxA63TLV7jTtH0lGxjBrlNGBFZjztdMLRAraJR7knU3EYBpRS5L0G/jkdMk2v+eA9Je7FOoif65Je+7+Z3iflKYeFZQ77UTlJA/seMEjF+UTlqjdzXGbFohYEUSdyQyvNKkuXzyvGm8VuW1LZNNaMSuwYt+D7DWOUO90ptDac89uaQ8LFHUULdqJ0dZs/0z4hu2XR+KTNngs/ZZsDwjnG6PqSUlJammDqVR+3NxrdhkxWcu0ay5Oe+ceQi/YyTEaGNrCL4204JaY8ahltkU6RNa5S9sUvRyDZGztqLQZnz7FwcKWA9v1QsmHgg88jG0knWC0a1RX0oyI46cETlQpMoNeRiOdGJ+bE71IyZ7qfK6Os7Wcb1zk5Hc2xpZK5r4M/n9/HfrSjwynoQ52r6ycWWhI2Wd8kowcGmerdK6IQxGtueN3RZZivR9V4dNYzYq+onQM9loD9HFvAo25UXjFNh+cY6cBT4BTTDvgn+WvRLm/R71c8kjrw3UaHIQW5oPKGF4z2iATJmmx6wAtBvwYMfM3a9AUQJA1v+obXiTqEo/Uayv4fiFwR/eK8SKaI4LvWWkt7w2RGePIxWgua7nJNi7osHgmyxLwA+eLyQst9lfTc8av4ZzpViEchgoLO0K4IP/xdW8HUx49R0e/lWD0P69dc35dRTBk9LVqGe7Mzzc5x1DnE+nj5BeEVYyHT8js+KCoTnvnmUxLcH4iEMFzRZHngS2Kh4WWdQkTWbYiIATLwM/J0mW9IYXGFdPNNbHWoSg/oPOApnu4lhps1FergZeF1Puan6uMri1QdLLT/lEfLcJWlNYnJcGBnRTiRuRYrSiKZTAgfrqjN/PSCFzyLItjFGswRuIooJiMYDoTiMJAIG+ohdYpxIJWxLZhOHt7LSpaKLPPnXC6Z4oklhL0o4GRWsm0S5H4YSiLryEWlGnCi5N42FkJFEuucV3qiJx4ZnUA/vpK8Vw2IgUCPOp+NxdGCx0TRoC6YJOPbHoq61T0trbkKiT+JwRHOHMy7nym3G6yYbeGnRDTBIBxJZ36Wygzx+95r5rKM9csaHyk4RoSN95fRKBMinWRVWBupzErFSrRV1uRYV0khOdiUDAw3sDz3f66N30oBM1epw6Vk7QphDGt4RtxIhIIVXAN3RUMQ7p5D46pshJRI11GebTWvrMWxw72PrprfqAAY5AHLWUvsy+3IHrf5ESEehI97YsLHksMnL9v++R9o996s+j354KlhLHbnq10be2PJZujS+7Hdm//I9QgsH66g/JF+33/yPk5tR5bUaTu6Ad47BdGWrr03nDzEPRpnUNyPZYsdjRzafXf6o2At24fHM9VN/58TeG6ezAPaDQx2wv2u7c/19gj3P/PyAOdxbJv3Hqzn3XHsnutCEY/3aT8Y+TBk82yQ4N5c3tgDWIb2xvW9STcm1ct2KF02qmYrBwncvLAxjqVCK2SVoX/bjKft2hoOhu/R8BtkfPT30HgYCDcwLVQfZdQczF5Wkt04817CZFCoWMJBuLsGD8lMzj/aHw/I/wdS2M/t2H497nnHVzY97pnMB71+ypD8eAiy+/zes9vx5N9y58H9uOXmr1suea+P2ycfDe8PQu2d6w7OvAebO6LB42v0Pk5SIRt8zdQNN7JmDWTatCUjzyqNyKDUi8GJZdRKtjkaUPPsZTgNSq9++v4aDX9DrcJhImwUWdlxDW+MBt9CzBj6sxx/PhKOWDm3ZqADnU45uObXgVsyeQ01PDpzYjXFpBuNShElIBvaZlQNjywcXPQwYJI1Acl6fzmfBc9WMA4w4FXenfQoiAZMsTZJs1MhutmLyvvXlhnXuTneFcYT6RY3O3AGj++btqW/V97F49wenZuH9TMf227xCk9LLtvwnBzOxFbiHj2Q+7xzbOVRXArYVHqNPFhqdq47VW5C3Qa+5LVAjS0P3PKM7acBlnvZw2QzH9nAWLbvwUA3boSKXX8MODrSi/HVhHXe2MHwAx3I7ZXr8IAHj0b00bNqLwNYPyffzKkjxW1fmRa12sm5b735bWiz0KsyB+zGtWd5/YVhDELWMc375QSSBr66BoPJBm5J12SLH9HGzbObMeRajTg99rGXr/bt5Kv5ecTr7GKYwz1Ra+Mpxw7PE+KjA8N+/Ld/3r/ynZSVr7jH+zjuxIPUo+7xKH+iLqtk/Ywce6yh9FHWWccSFrG3zLoDZOh0pLKj9PWwclbL+63vgw0dTBozDW2GrjV1dWmoqvoJiectmlN6zZo0/jpN9Knld5GWrvBn5PE6tB9tkwbejCTMcS3Y8FzPoMMw72w/DUbbCIhMpd5rOec4tfr1K4y6kcJsG8+R60LnTZtzwcJW3zt1GeOd6/OREJMjWtOcYBbOeMZsxpaGrYY1twypqXuvB3LpOjOtz7R1YV0vcGgsx1dkPTClJ8LqBoXFLiBKU498EPsFz3/mi9am1a1KLelbCiO/YbywyjEMF4ewIxrSUog8Ixxw72jDVFFpiP6GCEw6Awf3kDFovGEsTBliY670xc5upY5aEmbCIlPQ6NWXVmaEo3uItwO2PGGy0OQH7t3291j88Fhp/0YWKhYx2vQCuqDmyv22Nve04AurHRCN5DvtB7a+YHakMbu1X19pduHSGhJ1GQRlWieaXGjq+S+brmATy3pAEOajj1uvIE1Y1yfMTpieMX1hXRrWhGlaUW1c9cpFLhivtPYa6xS5RGfw3JRfwWZae3ZkbstASO5fxyAgHnliYG+YNdbmxMx5lQCze/DkZl8nxE6YzTQ7ILIwTd99M69OFDyF0Mpsr8BKizyfyJEuPAuyLiiNSX09Fr16vtOSJSevW8Ds85HVc7SJInrE1gO2PjlxmiKcK9bc2oTJjE1ffX/xHVix5gSsccbEEHnGidF3TIxl9eihWWbm6dnxiBcmJg7rIfQGEzIdYTogtnodChsMOeaEdyVy3UZx9DYJaZBJD1TjFbeMC8pX1E54Dr1XmkKbnmh2BP7kBCmKlJsuYJ4rW+TCQf8dRGjyiz8mL5g1mngOO7UrgrFywmRmEvfsuNqFc3sB+cYkXzC5YOp5Yxc7Yu2CW2KTEU4xHiXDxXT9nXfzb5YXRhbCBmcGziLHcL9tmhw/eNqo8JVkqYNASIrBdwTH7UBu7myOMDbcqTGOz1h91f8a7u+avxVRuv+yZevi98fIjmT2QgoSEs/E3bEf2/3OvjcRD8PgLNv1Edhm7H0cGzn7nrD17rUT6Ia12gi0m3nI7na+09fjMyt8f7hdiNx+IUMX25Zr5TdjHFc94ZfPxXcbw7vQD1C95d6f0CMbRkF2OD0MBseek34vKI/7Y/CwLBE0hC5p44pvQbQZZ44nwz5H/9n+HUML+W/H3S7+dhxm9154x+ccKtXH+DNCTjZj6cbg3ru3szXybhHHcO/SLQ6MvWSbVgLvB1cpuPL5NHCkEJm4vFDpL8O7MmUuKW+yFDBTcA4vwKwZkM9rFiXL/M4xeouc0+HV47KUBHiF8lxqg/eOdAC5LOCyQ0ZiFNUKvu2Ch7iXkCiVmzjfzQOUpXNFRlukR2N4AQ50rsMoje15mMkIinS71Ho0SWFnPTGPeM7pq3vOWkaUWNasCHm3Uj7khPGIicIjQVrCfnXZL/NIp1IVc77eMpJq8OyznibRILyDM+WE4M4D5hEkiHua/8PXqJy6Tykl53qzH+89+Meu+9xyaMwscPBe43v6czvGke7+0ZFt/7abuyMFux2L3Dx/M7fNex/AdM+rt1zxznu3PMTbuR2R7XlWPj2kP9sO4n1Yin4HHO3FFNagO2vQnVraC55S1/dFOeKE8l1o0K6gKzZdfDtP0X9FakUtmkhtiwZkrkOkdOaCx8+/FgoNs1DQ6hnB3FuQ8IK3FbM1WSFIC/kZbNFhDIJacxqUdW00DSup/H3CC2FKeCMvAcoFidzxngkAr1khC6ou45se8cwBsffX9LrOCEX3eNR2RGymxdnHPfMjhTE95Yq11WtySANZHH7qHtzGFzxXtdPclrWDSnbwaG3RC35m+wnPx+1e8CI/EM6InRCZccfFBVtXWms0Znf+a167T1RQTb56jTn1PNmGRLTEu+iG15C0QQS5+ow1IhLMZZLubQo2Km5ZoWoapkJJgu4nL7L+OBCedVQxUj1QRa1zHkO06bb+kAaOT/H86Pk99bmnDKRzbJHg7xpeyJLp/FJAT5niCTcgudKu10tKgMW5U2w3n650K8pWnu6ed96aR/D1uhJZ8yGcVuv5S8DLv5dKY4LrZgjYivkasyK8RL8ZbRF8zbpSW0wwOcR4vS6pez67V3Lite+xJ88QgEf/dHkrI13CEbWW1WK9P7qO8XSub3iNR/FadzhNuSvhL4NsM7FJiVw/+TkjHQhaNW6A0YkzPg/p0R25w6GynHqHs4Y0usNpfpcQiL5aOmEmH0tDY57hp4BVRKRoZEoIBa3Z2K6PyTjHeqfz6GAkMej8SuP5lIWT9uQzO2ONecaMvjkTXhNVzFtTrsp3sp1p9zuNz6FHtd41OZ48P5QS3ooX+YZNWc6jHcQynXjIf1mbJaIYpH3G6PUFMJq8hvPzW7QNMNMsUvzZ5HKqCY0nn0fQcA2+Y0Hvml0dHi3xImSR5jUnZIo04y1oWu6xdKzWIyJHzE6IHclIB49sWIBvuIN30igCL5bYiynP446vkripSKbIb+KOsfKKO/keEY7IdPaoEDuREUJl+LZ4X2fHjdbi+zBARASy97lEdInhNXsIvAx9m12K/olNIXM9YXYEIgrbLqSzcMnI5oEBVvvF8VO1Fbn3Pf7iz7ddenI5YZyczjEBJ4wJmV4QLphF5AcZ3Xeg6QG1jMpZA4aAvvp809CxDmehd67PR0JU/qke34BBC6W5y0aBNNVzAnlxRpThhhnGiiGePyaANYw491gS1AgTLMcsgjcgkdYrNm0oVLOlGlMIDlIpCdLzTQspM2rDEecQTgMXyoJazDcKEUsLpY4VPerhZYKmlTC81JNg+7wyaiPzR7qVyg+mQXIGWb5kkvCOlzxoC3GQ1054xfygGhXhzbptzXmU9DFViI8TNs/ln+KBC6zNwqaWnuu5D8Ro0mhRmMhqw0vAI+G51Hr7WmziF+6jGzLIYqN6Lg7SkpEbA5MIFJIU/EJQ8QN0RHEkcuGFz92LPhhR5odrMYIUtKr9SFtUCr1gyrU1XGCXZBQyhC2KgFzLKtwZxMTGy6oiesyFgxQOpecabeGd6dbcEKhNYj7qMSwimE7urFBMzQKCgW8W36VYFAomFUc6iaI2UnnzcmVir6XgF7VB0hLbj8td9Z7CkaVFVnKeOYYMFc08ci6QN2s0FoTFBZEqliUd1wcBJ6OFkgE6A72Qis9HuFZ4Efjvn0JIHgXqwOGcQxoMe3jk4z5yn2dbf/RKWD7+9nHvn3/20fv335F3Pn3w6icuu/PXvie5vften/Xd8OwfGOT7VOtz1+2s7vS9uZX7dz+IHLcMz+/bsvt/36T1GYT0gSbcv/4IPsnud35MoX+UFx71YXfuDbc+jV/35vSRim3YdfvXB28+uQuz3bjvbuAHcN7Ma/TxiS82OPDRNUY1dg6wDQGny1Abz9sdvdrsn/iwmdfwvEAp5auflLtud/R2T3ec3CuFbfya5LtJlwdcLsV+Njk8c2OUHj8Hb6mmEi7j/PbvGj1iYlhvC6/jmm96Zg/w23jZxW8bxzjuoXE9dnt7WFbGVGyyazv7NBnowFZGGHHPf6Xn6Ee04T92bbfI/7/6ebTnPqJ5Oxypa/SSf6+NewSghMfder/P7e+30Yd4nyx+klj+4yLKH7ySHsEYF/THuk0P/6105efFPOM4TttgUJeU+bHdtu17eazP5jK01Egd3NJpm6VyNw16QbvKuOJnA3c+SwXZwLdlNL4P617R/pHT2qz6cAXEfrd4ercebZ2GyEERSKB6ngFTDrcWsu4UY84+14KNdKhuOGdFgg58vZTmSRtlCoWakEripEP1/hhJlxHl2bOFg16NeYhsG0AmI+20TDGRELIBDDtelWN757rBzR25l82DY1vJk1IBub0vm2e2/K++MigvWrTWpHBkj8PFswb+ItsxWWkG8mV9h0xY/1XnLp+T6wrk9tnqP+8NaxHPi+3Wb8NnxsGEIaGaNsbznyQ/SziVU8zulWFMfn8autnzyj2/C3jLkK5y533f89Qn/dD77XyK2o18JeBH0BtybwTMgu9vYZee6mM7O8/9UT64YXMjDqbn+8ggRn3aXia5d+3ks8qqMcpXQlco7/fjODfcWLXzxO+OSElRB2es+j3u1gH3h3a2feare5mM4dn9vhvfz32/pwljm/u29mPZ4+R+nW1Yr913fQK8f03Vp23k0v2VVKM78njd0z4Pd5QaYFH7fCtLyvCGX9lvo3TNdSZ5AI+KLpipYuSRdSf7GFGpz0q279eVhi5xw2XrBiSp6Ap/X2TGWEJxFnvfrSvBBkY4CuGdjcihj5OMVkj+GsbR0WC1oSFO1HrtCo3WzfsT2wWb7WEXpQySbkTkRhW4T704ykieSxdbqJTRfyMNSP1bwvX969NGiHV+RVBEviJM0NxC3dqVZhdE3Lt9ikE1mVhVwX73fJdtRu2AyQmmXxAWpuUNryfRQk/rgBH5gjChUZW+sdJYuXDBWJG0HuoUHmQLKo2DfUF55srEmgKPGNom1CasCe0qgVdX0Bk5fHGjTRRPkeWAmCBLWObnEEarfPpffQzqkRaoGwWaLDQWkAte9+AJsy/u+Wd/A12R6YJXFv8JbELazyFcRXqa6a+YgLYnsAlbf/LF1N+BK5PNaJNA6gurvNLkjMnBvT3kGZUvmLxFpAO45fxAs2doynr1UBvRI6IrcoiUULMLA211bxivwyJenkAaXnX9hOkLyBmbFM+z9gPjxdeLf0J4RuwnDGMNT0m1M83AqgbI1w/xzWzC8DxrPpjZ13qOnHp2xmwJst6FcdPmBMGuW+HMcvt4/jQBVDyMa7Wv4SQR1vaoISDTD0RWmrhH5dpcwMjtuoYRxnmlxpoaZidWvqAC08EPAm09gxjr5HnqJn3yDd4i7EmfQQyV33DFuVs2J/kbSsOmAyb/jLDQZEXkgHGiiafm0naG9gOTI+iT46MYbgo74QVkfiAmTOKW8km+gwirhCEsYO1mDAONSAYLT5fIEbikANAUtQmRM6q+l1uET2vIgIsJwoGp/QWJveukb4r5v+EW5X8FTsz8hukZ7EKz1feGzWBnwK3FSqMOfnbFrcwnVL7QPdFWkJjP5PU3Hl7FFDyCR8swuRUazHq/mebMgll6RAQUoa9cnnexexjPXjjtz5RMsXmv/+koP/pG5r974Wr77+MxjS2Mwtq2ra0Ydk9I3LW7kQDGsfX57VfnRkc5vivjG1uYSH4vt19zA8utMPEQR+rge+97yf9v+3t02b0Po1B8v5vNc2NO0Y03ewoJun0+BIZKaVCC8hqydd4fcL7gnMbEPO7o7vtID3ej7NTd72FPbA5Go9CeQnC0I6PnEYVHvs4xbxnxZQvDW4jmXLaHno7T40Fmq+Tph71hb8TBJD18R5X5VtBleKcfWrfhrsMYxzUlven6AacbEj72pnOaCxUhUIO7M65K+ydB86cdicr1iAPiEvAocGbEQbSbngRBOz2cOtquCIpUTLTel0jo9SaXGSOHduFyREESHk/u3ODztJpneNeW578L9zcHQonDy+Bx6R5XK8yZ2zXnnU4FuwNf7YUhNaCJO4aYgbgBPfOqugFIcU/adNKxjksmiC2kF2UdsCRhHFEoGITXdCkyw/FlkyLOXG4UtXAWiaiX8Gy0IQWkwzJxNPsMJxUbcOjh9fj7fqjsT1r+lSQsv7tHrzef999nD+O3/fBW+7fa7+/kGMYeHhknk4Zuhie9n+28bt/u7cedYo19b8r4UG6ne8xsQ3NHgUE6Sm56/szabUduj+C+7+DOI5uJWI+0vP+8AXpn/R5fph7RzvoC1iJSP7xkicgB/8v5lrwBZ4wDtJATOfvwxL3nuRxxhfkJE8Nk8T3KC4JghyMwRaQ7aNQHSCzySNwZkZzvG9iC15ZYgRNiWlvZpDmdIenFBOsJrDG1C36WAhNh1RmxcHDDaaA7Q3n0g+o33Iv4DHb1c1LLtL8GU0PnjKSKNuzku3JQMvr568n5UAsPSw3HoXxvenOnNZqrHdIZTtfgr2dMw4lPBGT181JEe8lAC1o69mh6sBOy/xq89QVEmcS9Ql3fYKyW6g+PoPbzZtBnazDPmHrqYiPyZa8GckRmwc9a5xjDx/hG8dIOO1/7eeDFPYVtRl24R33gpp2Cxbnz0hiVWcpriUgKJAxJkNkb9kr77bkj6JAKfmaKc7AR+O9ezFZGoAUTdwbtaUYIfmX+vChZoN0ked+YBuQa/Dl43caJIeTDGKOIYpz8Pb2G9/Q5iGBEHyYOaKa0xuGQskLx3LeAL77W9L3f6VjKTEEH2kop6cDXpt4Xd4oNnPeptDAqJAUOZWSzTvOFGKfXlHT/x3Q0hK7gzPFkdMBYhPj+1Wll8sfR4BH4m177mYoxYG7ihpn7kX0dbyR6yugr0R1PqWtUiBKe3ZF/H3ceNHTg20lPYi/GNPx30DlOwUZiXTayp3tfdweIjGjIcwFgkyuBs4Dx6BxZCullmLBCymCj0jcjYAPGlu8Me7PkvhR2B2fJlO+8xtY40cSRY62Lg3Xq7We0LqHPwOjp7RenW4l/RlDNMDKnfBjypLBS9Tgss9YkXLLtx5fYc5+nrDSiBk46Zg4RNwJR6yHp6BWvyfTkjr96CQjMEfUTdUPke8ztyWG/jOsaMowQdEIhMnTI+jvuDJ2RJzOmTieF5HGR7jud4euslvs+FOQZpSCvYaQOnV+krvf6bCte5zWMn2gYDjzyDnsFeUI4RYaU2GspQ4fDu2nUD7Inn4+E/rP5GUW4gGV9oO5w3cJpwWLsrs9OzLLCGRPPYuIRlunY6/V2KuOEBG21Q9CD7yFVHGI9I2qPNXTqZxDP8uMYnqmwskbxxem2zGDPaNS4cF268ydVeDcDSVyfNkLkRuhV0CWITnhLZ1HJ2tTpVeDpUhxEx2AkHr7hYeRgcyBKWZJmXMzyPjJbfosNORWzTSRLr+q5C1OmAWQvpFJpBJoQlbl8MSN9gDvXh2Bm9MgJktCEZ41ESJ4cwtgeRKnGkwd5FxC9TsKCyAX0B9gXhJ+caMgcAkVu+iVgnGN1JYDX4VjrPN8Z6xIEx2EqokEekugLyMGVuFnHwgK2BpVrTFYX7ABrDoMWfSktNlwgaxw80pPGEbfhxciPiJ0Qe3bh3XwTNS7JtgDBigm8h28j80oPnTx4EfAeLapd/vIlbUhbijgbScCTGGtf2wzVLOaeHgw4Hpc11/Gx/Jwk1jv+vgABAABJREFUrb1S+0HwgnVeEG71ApxFXiCL1mUfPZ1PRA2RaxHF3XADW5MsQpY0ekiZkTskGbH5uBtrhE2FUJdwtIPPIVIslLBEEOAIq/YDxhA5UTsx9ilxsIwUK62UMsmwhaqJYUeqiBcWURyGlLHIU5clg23l6RRtZuhXeThFFIINXr4VTjqMb7Mn7191CJCoraFxCIhUGYHk7imW1vUhpUodAjam54TD+Pn9y/ZPPXxF7rzwiNiPXpoP2tn1PN79j12PW7g1sPzH2t3fKejXH7dz/EAce3x7bO8/AqxtDG78lg/bGmfRefz+wMAwvjzs7jvrB5D6lWPYp2Cq9kevQrjF8XsrMV43WD7c33sKfeCXGHTu5pLdMzfD289N9g/Eu0lBrL63957PDkf4FEl4hHGP7n8GoTrve//aKe83NGrsK2lYwj154zimHR21e3iwvwZ5rTalr7WlZ1H2PcC6CgmWYmTsWzrftrHWwzi1Ls53z+eUQXbep3mYtJg3Ssll2XYcOgUGD6Q7c4W+t4sX7ea2gf06vBqwGtMD1Ct9P/d9m7x2nL3c+Z37bneQBnp6hXFMjRI2SJjk53+YcN+5ZIuS7173aMcIU7uZ8Tvdbtr4KB5qfPGj2d/9fhjQ/vvtWKXLEQOb37e9XetH9IyNTPIxz7s/osffPaJnH7Q9LuN/VMiQCS+UmOsXZ7WqUxb/2qBgrT2WyhmXJQsRLdIpSKa1iP1gkfqo7L5CdxNMGpfyKv0+KxKKx5GXbPBBswnxsbQw1ta/nY/YEH2dL1rtzZjnmDauDIoWOh7DlTGBGxFhMPKFlPydYsQ4Iu1bz1oyKnMZ3k/64TK7VaHtUabfUsaCRK2B3y0xewqZW0Ih0yGXM6MM3EN6KkQQlZpfRtJLGcA77d16jj66Rh4TfCP1Bgypg8aosvjpcRbdcWDcTVt5eM8jxvfWAe+ijTAyb/howruG3BX4Qq7/jscVUq7DoGTA7ZE/J4HK/pL37eE13LDg6+B4Wtkk8LPVPkJXxmYHXh0y1i3d3vHMhNPNeoyP3ZMdcmqt4+TAqJJVhzAAoSexkm/iy+TbBae2+/kMARzxaSsD9R1wZ+71/DhvGX6ovyvnfMEK7sGqt72fByDTrTg+NlXDS8QNo+v4YKUxykez/f2Y93AYo0uHn5iP7+39fEaY0J8f5aobg9oenwe8ZwEZjSjjlX2ErGZ7R4axz96HbfpMIpXPee3cKsy8ceDa9Vn6lA/wzVLmzkwdXp8zd1+nHzHmxO+NPm7CiGLH9aSGHirnN9TyKJ1NRL5lm2V0zLln1o8TPa1YyqX39pL01R1SvfkCpKE3Uw1GIejc54VuiUdu3JTq110DnN+4ocJ0pK8D+GPNpQ0OPwCh1N+eqbdR0hZ8NIe1ZQmdr1TEoISRutYi4ZdnmqRFmcYrn1npjouwoU2DAVbS4baM+tNmnTHIVNrdMef969NGiLZ6AeOmbyCTo5AA84zIgakpkxnWXjAu7vUha3iqfPXaV3ZF1hVZr+5dsT5hGopxAY00RqgPa23OtteDM0xd3CNNrwHo+S0sVr7JFv3GIk+IGZOBmCvmzdzbW3RBDmf37p5nRGESr4buVhzB5mcwRcN6p7inw9rMF639FEax2ZFOziB/Y7aTe9ZErjIjGeopzq7fYfrdvVjas69We3Ur1pyb5+hKVXmJPehWztbesOYec16E+iewJxpPNA4oyiSCrr8ztf9JY0blwMqJq/4Z40zj74gemE+e062pewE1GrSFw3pGzG00RmPVN7CV1hSaoPaMcuRpakzT7OnbdMXaE0v7Z1qEL0tzD3tDaKYBsxVhQuVnEMXm9UPcXELgVTLy4QfG6rlfITz1oMlXjLQyNyYOTOI1FXRaaQ3W1T1gcotrEPNFXfGg8jsIrEFgbBKwGZX/BIDZC3BF9eK5roktKoETNmFtim0+xQZ9BWu0dUFQZvkCkh6tK6KvsbHcQtnMC7MZP+EE3+e3yFMwd4sN/gWbJCzOM6JnVH5gYlzlCZUjqgeEhYk3NxDId/IAZCirpDfzFPvMjQWTnECM1a6srGhbmLjQuPq4w8NL9RwMIQ4odkCWEyIrs1w9qkd+YDYxyxPCzGQRpWAeodRwobPhBqvJVuAFJrdWB4IxNWOmoZwQO7CysFjkQGRxRiInn5v9FvvlCeWI8p8wudLkv2HpMXPnEvW8nzq5B9w0HxFVpjnzvPpztq5YW2nrhbYutOY/aegUW8kUUxXKPghLowjfr06otwJlphkYOM9eW3NzaLmZ2aaX+8L3R5fEWLYK2Gp5lCPu9NHHfvv9zV8pwG8AdXso2V91mN4wwvvzyL87POT26x3c+qf7K7h55TMgrT7z4Wl4twujlh5xBqMwbPeQYDj3bKUVGcDWhXep0/1OYMfYKntHoVs2vxMfNsqd7UBgs2DbRdnCdWizDgLSYVOPDjn9xzHeGBm3eGopYOa+KmVBGmiTNu/n3kXZgnvKZhVum/Bpw/ch+AnUwermsN+NLgULGd+nPxvGgFr5OsQ8Nq72WQybdJO+Iw41edATKQ9J1wcMwrGlt9YoYDbCm4Eu9KZImfgaXlyjQJ8dEPJe1FRwfcESAvKE59/OGgnDAd+gR4aknNX5WfWzOeglURCQA+WUkobrjHILBZ0bIMIbShqe7zW998IzFCOdPW6pWjqBDGMwiSiNni4FC6/hwZGhFItm0f9rjMll8G4+0Q2W1D+RE1w2RpwYi07lbGO5b0K2KDwWc6VfDnzkQZ8gcDdP5n7eEOXhbxvv2O7rd2juvh02SXbuPtMVqBvIDW/0/vZU74b53JVh7Xa00lu+fbdT0c140oMt9prcKAE/HMjQlu2esQcg3cKsFLqb5kZMf9Tvfgx7ut8J2SYBzqCsk/r2g2tNehS141oq4EPerwPxjBH1/OrQnfSsLACdpJBnhoa1zLn9DIhHOgj4mTHS0UbfVXNFCC/+NbyvQcXrNWC6UUJ53bQnp6LNZ216RgC1jNIdZDAxWnh7u+ID0FBW2A+M77Cu0CwiQSa8zkTQmSRNpbhomCnWDvTC0QbT7/gqR025lusWfKHq+kRKhpDZPZICp7FywvCUviknuOOQ1zGwNFLoAUTdCd4MlgvpnNRTRAgrR7rjU/AEM2gXaCttcmWQ4HOXlpEIRlNDmies9TU4OMxS+WJbdL93SXjneTCI1PlNam9kf5kKVmoORUWlx4OVc50w+KQELpZyN/dQejyH4kyTpodRIZ2jMnogeE2vqTDSGUcCUXe0yqiLdLrqUWIpu7jhS4vH5lhGehsKNAGvrZBRI9ALtU7lrO6PKsgpxrcEe7f4LqPufMwq1y6RGeH4mnMa0nsVKU2AqrvlmhsjuxNZwK8iAmNBSlQw4LK5T65rTszSixtGb2W/zmTdjZzf1rdnL8feu2IfpBd7zS0VsWlAzX0bntqWUVcUb5eQnQ13kpSIrKlCtO2NiiCq/Q09okEC2kMkR8ndOvzEOhiD7DDIICONlVeSPve1DrgLuGNuwmoe2svogG4EKe5vRzayVEVdT72dklcTQOPmb8Nv2/0e50rslyupDyFl1E0kesOjdjIKtcOy5MNKM517P6+JlL2l1irqHRW9SEW6K5aFM71Gx4rn6n/E87eX6TX205dYox/RZuojuhK+973g++SC1xQ4BP/0Z1RwnNMveFrtMHwm210DTlNGBjmdEDniurWLz02uHl0hB2juvOS1YwQPY8sIuaC5AhbnE7MrnsnnCxURJoboS6Dcm38/u0GhcSqZwrOCXDE1xDLTSwJsRWylyQn0JyRrR1lD5OrnqfYVz8hxBltZ+OH7UAVsRqO2lKwHxKwf01o47cozIieEVzTqBrmT94w1Az0j8gNlYoqaMZY8QP0fwfmw6yC7nCQtdIPSQE5khpI8D7XCdSH3tJnXjPMz2BXjV0SiFo93DhGc8BkR8fOREBF+lqGBaxyaRD3ywJXDFsAJpJQFeIpQxMhPaQ1ZDexQhYJZZ5drJj+UmnhxpEaG14caIOiTtBDKLQ6scaBt4uxhMmGyDME9dDIleBHqSWFyr37Pox+eKiI0OSDmBgr3GkmP7QPdmpfMSwIBLkhzxX+gfP3nxDBCMTOUSVwoJPPia4gkLUPQnOCIRn79lhEdC0l0vZ8Qei3J9wVpP1CegANNo0gzHgrsXt5xaJ5mPDXS5H01deFwcqxpEYLciieFUUCEWZVVWpBxD6nLY5sz4YsTHTxMLgM9hdk3+N5IfA/f6rfDLEOTfHMkMoT8KUoVug4Fu1Sah/BAGc9vQf8bIGKoLMEv8/BPbNYIB8MLEvVwpxS2gnlZbFrxveAFWzJEu8V4PNWP/5gTVQOJ8GSKgeaWvPjYs3COXXELZERAlPBjTuzEC1CZdmun45ELg0bCrB9usziftRTIwsIrngbJQ6zDci/Nx2Z4uLVeBt1FKIvwlBl++PIIHcHDx3NExkw/y/bYCosIkPIUEJf0NQpUe5H7Q7Dp9G7L6Uy1PywPLnYEeUJsosnMu8fZIKCiM6ITOh9RnZgOJ1SnEqaaXD19VnAJV9T1A8P+UH57/IZR/b198p3h3XtC3v32P3jdjtoxRu7OqQScTzCc7SYcPm9u7777aIr3vvtD48nD/fDK2Oajdu7e/1Snd94JJl+/hwEM0Th1bcZXUv22SZPh1n3MuzfeerLgvluzEUi2ufFh29sJDN9v1v1RG/eRICma7e7Ih4izbaUOljfj3I83/rb04u774zF834PFo3HmiXVY/5tmPjO//YuVBKP3UYqOfrjpMpewqeMk9xDx0byz/VTc53eJjT1KEEtv0VZD6Yw6DUT3TKc7GO9po42f/WAqpUiD0ahgloaRDIxO79KhDfN3+vps+wqQxR/W5zH03yMSgn9UlEOeQDrs3EkmPbmNfpi+h1suF5dxKg/iQpc/ymCz7t4LfiaUZ1XFf38q4mV7jas83nu8z99p+wb3H49ne+cfoccfdP0PPCk3f+354HtX4kZv/7HX9iO42N3ebuWQ+7z/XtMPV+yGbzyea99W+3F/Es+q6VAqpIxi6bE/yp6x9y2NjBnZSrzr+60bfCLNW3jvZyoyKeWfGzJKyTsa/zMvNWHki/dEjr4zEz5Jf0RCnvb9ntHXFkd0SRyQEkd9TnFPin5EodwNfD1lhpRX+0g3kg7lkNL45IYCy+KyAtL8DDNy2pyZpPJ2IGkQ0cRVoLsr66WcogbYJakyP4OkbCEmA1YkjMM4kcquNCITaXuLl9Rg6PTaawS6U5T3vTkffnQVY4Qy2oRHf84nvUWzWPLIm1JeSXyp+e0jCcrLOgwGZKHw/Y83Wiy8mvH0m9t6IMOPQFdeJ55Fn0FvEifGfeQ/qatwnU71W7yuj7v2RaX/yiEnL8KflWXguZFOcJNTcIxojHc2NGsnc2BDYLxu7tNiXPsaHbZvJz22p+CFKaPH+1nTINcpsoX0KBNww2OmIoau1OtOBA+vSic3ppTce/2PYMi5jNGhbfhJKTXSh+1lk8o0kLjHsH4jkDrd6GMd2rix5g2yT52Zs52OT502xfgHY9httAN0+UyGtdsbdhJ/dff+nue03ef8s+P4dgzjQyvdOJHfD4xSUk85Gjh2jlR3+GRGLJV3u9wZf8FbqDqYBcM0EhifwrdwfhuNktvdv5936IgGveSY6aPkDpHAORA8K0bReAtPf4Y6BeWMEz+twWygWSRbSmRwXVDuzVwHT5Xoiv5h70ga2p33OTi7IUs1jLrmEQsVTzmp67rtgKfTC0cCOyP25o4EekSIgt1hVBKT0hkLZ+cTDXfattQJErP22VvoGjstdOOi2BWRhczoYkmXo5D3xoFgb8A2X1MrOUsDH1awjODp0ZcjWW15t+SiEccbrh+dgKe+5kY/Q3xwfdoIodNPuJLeLf+HSNniBpdGQx2wego6dsJaw+wbZs8sKIu4Hf1wcI8E8XAFptlTAaXxcg1PEpl8u0/WYpt/8XCT6TvCgug3EMVzBs+oXcEWrz/BjOoBlROreD+eD38FnZHpyWnhGkryIMaTHBGZ0fkZMaVxRTB0DYV/eA5KzH9aj450dgI7ekoaEc+vp/8zxvYVka9M8m9gcxhpJpjc037CDTRrO7shwNww4Bt2YV0nzIQmJ4/emI1JfzCtK63Fu2a0+co6GWoL0/rKzAW1N5osrOIeLVP7KzCxmucls0xnoy6wKE9BWr4DC4cQkJucWVl54wsXO6FtxdPTRAqfOtheEbm4Pa05+15kQrQh+jdEhCktQu9cIr/6M+aWOZUnPFLECbeVYWBB7ZXMnWdtotlEk4nGN1/bg3ukSHPhtfGFsuQHXmHhyYM4brHS5IxgzHZGY6O6gPGEcaBlNMx0RqaLexa0EyIXVF7xg5HnYHNieEV4iRlGzj87+raWK0Yrw9tsR9QmtIUhIwisyBueW9UPLc3eyHD0SRThgtgFP2x9wVhY9A0QTGfE4NhizZsXv9EQbhs/MFlpza3twuxWbLnitTGOGE/ICtMa1mSdaWKs8wUzpbUvgQMrzghOgLDieQBNjiGiX10wkzdn8Dq7MUkuuGV2hukQNSNWr4MRDEbbE5W7L4VXmVnFGdLULk6Q7SVkmp+Gg8jtNU1PiCjz6Ss6H3j66Remw4mnbz8xHY5om5AG1x8vLOcLby+/czm/sFxfuF5fMS60lge5LlzdqMtsFG/2AtDDjVBCt6RQPTY4tHZP7Hv0/e3uk+Hf/ZN29w3/+r55px9VR4FqP+rh7n5e1W0oFkopmD5k/dne7gMI3APOMP6NrCvb8dzM2sbG7hyA3idrw3vDs+mVtTM+bE0+yt1JyDiWFBJ3hxOgC6YM8JBB3tgLtSl0ZN/DxGypd7vH0ShEP8KXQTi/i8e389s68eZhvQtJHV/3HtDDs7XxxgNKwjOhnGuQuDceCGJvyH6ErZ7wf8NDyIaDhkAadzdreePZ3MeyQ286go64/xhmN9forYePp/c2HGws961Uv1YebYTsM21RXjocC5lyjpj3HcqhPt+cjznftf45U3z0uTXnPwNcuwyQSOAerS7EjW1v1zCVcA5j53zUAaBaq379q3AQSBjJNYTUWFNJJUEaSObqcViAgFse7EDa6l5xqaAsb0aPKPXBxKEqPK3NFoSu1Kr6LuGJ3NErPbHD2ylSF5K5ns0gPHNdiaI7dLSii2wOHsao4Hx8JS+MnXHDBm85w01KDBv2A8JtvZn+7va+3Nwf+3m8W+4T7i2vSRjv+xpb3dO+Yc+OW/DOm/f7f9BXLfeOY99t8H5v9/sexv8ot8Z7/HTT5Sdmudf+1p+f6YSev7xoFO5sFW1IOPyYrUEWDLNwmrKRnoZDnJpHDGCInH0rrKF6ksgPX3TFPTYtIyoszw9Ev75vzCbXkU8H37+CR1s3j6xFiXpzK01C4V+o5oZCy7Yib76E1yvaQjfa3Mvf8DFhHh2hSaNwemEHWqRjLU9ZrmQhb68PsCDSULnGGPz8aVPKB0ED1qdSuLjK3Z2P/Ag8oaLhpONDkGGRVpTMCe9rssYZ5xKkbybTjFgoi/34nXX7nN+KnWLRV5hWmhomV1TSozRll8WjJWwF9fO3hczu4ImsBw/owIBxDv8Wzl5yDVqZxqh4Rg6dvqYBKA3A6eyW1E2k+I+DKJ3aHF+L9lVUj1Dppi1S91qmuW6k97Q7/c0+xvCoN4u0GxL4KxGdIF7ryDhTfBuAQ+yT9GpNeM6xNln/w3FJAIt6nJ3dW+/DOh8unqIjzILPG8Mm6OlLvK1rlxMseWvKVFs+sRGlRKh6ABILX/QnIyMjuoeQa0s2ivYsot6LPHnatirMalmrKfn5FI6iqQDPdSxMuodkw5XyR0R6Ze3SOD93Q8HWSOEt55xSNsk03+D7/hLjdOWjBQ54XQIglaQcqXW3WN+aQcp24fRpCa4uWzo9zNR2qdAfUwMFHYixpFe/95GOoLlXcp5DqvXEJZkCFxe6Itv6vCsVXPKMNOrlulw3a0M53rg81FcqZdhuZHYn5RmPwsj5xbMbtOxr0s93Kdtah/Nw2MixdOeVa9z1/W7VVu7RrDs2fk7DGO9f8gJIiNqKp5L3ei9OBa4RGZh0PenZc+g6T+6oaxNiX30tLOoTGLgi/BmsRVTI6rWFMNKxW9Y0LHmkjaeIn6F9AXotXrjgdShOmJ1AF0zfkMgOg7gu1OelAYeveMSdw12noHshb07HL+54HkZ1VTc+mE6g30C+4E6uB4xD6Go1eE3Atzn+m31148mygF0C90GXL4jNtOkUGPD3MDA4zqqdncfKsFymwDHE4heMV2COuskztJ9xZ9pwuC2jmfdQsVst98szJkc3S8lC42s47rpMlLjSdSrOb0lnZyg5wHen0vAaLJOdXZbIiJ0Prk8bIUSjsIV4w8qC0ryglEHTFJKmiGSIPGztAG3GZKaJRxiYNkS8IIeodYZF2n9SCPR72nxzNvNIg4jvATk6cZMv7jFuvyFtQcy9XUScCXtWM3OvapnD4/kQITwR4m7el3ureIop3/hZVMRTDdnkqZYklIxqirZASvO23Xv91X8yXFJcqQuQ9SssUvR42KKH9XgtgzBCiCvaifBikxlUkemMzu75LawsLcNaHY6yNsQW1HoRb2eaDTWPUlBzTxKtkNxkMp7XT4KhTyEHNFlpoXBcTZmbp7xiEMrNJhfwon6FtohS0Nnno2++yZJZvYdvnH095DnWJRnGFGS7CyHu6R/FFjm4wMzsP2pOsFocIpj8cC4LwpUefaDuHQEuDIvjhtFQG4udEUzt4H0xIXr1d1Z8fIILIkOop8szzUMeg+lmfrlIOgay0uwSY4iCcxmanh4W4qF/nn7IPYZapB/zFYwwWDs4YSbCjcWFDMGYxT28GmFhT89PyWibOWDkwkmpAmR2HLcZaUeYZoQZkysmZzwc/YBIhmiHoQKL9REnYCZgXnBHCOIsFnByxu4CkVtuS5alYRbRFaTipwtfDQ26dMHDxNxCa3Z8H9dkQtTTME2HE8fnbxxOT3z50585HE9M64Q04U1+56pvtMVoq9HWFdWFNQX7EF7dm5ZbHL97Jt/dLJq/bUCG33bbyK6lQbC6832/bPON3HxTR/k7A9/3YZsnP+77j1zvEYsOkZtop933t6+OBxa5+fPmvcECtHHQ+sOXvfN732fsTx/w++P7TJ/1bipyR8waYbUH5BhJkT/53d6j5/HYnJbJnSfubJY7TYjkQSh7/wxujEK93Pl+347tvr67cdnCqB8gujdkQmyE1b153XsuHx8PDuM87uDKoysO0zmVrUfsuP73ppn9ZMFlSVGNwhnrcO42n1275Q26i74oz7s23ItxFlRC5iqFeBy20/khw4Ar72vvI4e58WAbhibjYW9jUO0ezK5Eyvk3MrVjtlHLgVHFRCvvQpevpGCWY0vlYK6Dy9CSEZzhsS3Q26sipQx0YethSiq8NijdNvSrr8lAtytqoya0XfNxnf6ha4vf/dN4/4aAv/PseN2nxpu7g6f85onNvO+9+z6l3/BHuQOzXTujcfk9fr5/025gdDsG29CLj649b7y3Du+9eisxbN+7Q+vugvIRj36Hd+cTe+9x6b+6V7dBpcoMhVnSo/JcFsqIrOCKCU/tIMN+F6CnMkwFoe/N8kxUX4NUPDdLg2H3urbcpwSZiahpi3QSVRewvMK3e13ibIKsIW+HY195OGeByeaGCsuoecU4kF653qoXUzWTGGI6PKUBeq4xOIbE/TaDHSLrncPXWMhc3lXMlIHOb1Biwostr3iRyxZR/96nmN7BqlT2ejoIPwtMmFxirT2KZMw8KBm9YZlJIJVoUTOw+SlHdOcVf+cSkpdGhLRkQdTubVw/mxzbyXtkWPdBsSk9zjijSIr9FH2yvu8kYRHCEMlflIxw97NyRrxF1Ewp6nNvZISd9nvVptCNEaPMJ6TSt3thB28qg0s6JWY0SowrI2KqHcgoxyps3Rdu4NkDf7M0/Ixj0sDXwZiTWFNkzQ38yV/9CqPNwJfL+7gLOsN3uRQjz9Ciz+U8Wg4PHmXZpUG6CPIpOj3KBlBKfBvWvnDD6MXRA65Fq3ycDt+cS3qNp2NJngkY1ifp4tT7yHkVzPYRAOPkjPKM39QsGaMwd/tERhkz++6GrjGyo6ekHOi3NHrkbuBiGkVK3kz8HnBf94XC9/PZM68tDIU5aGum+hueC5zOCL1yesq1KHlxoEEb3jaOY6V0Vps92/fC1iCXzlGj4efR5emijKyb2oJHZvchs1b74WQbTkaSBkgLB1uBMnYVTA/BK0L3qxn1Eo5KEdVmU0ZKaPwcyHRQrrLKNFBpgDVMvU6Go2k68eT4whARjlSumgvDjrl+SvQZnQ7Y6sWidZ78GdVAF1fUW9Z9JYyOaShvFs73sdXairZM+S/uxKAnvC7raYMbaXT1LD+r08N0TIKg03M4bS0D3BXhGLRgcAqzlGU6M0w9t+sCJ5BjRGocSOPVxgCR9WEZIkqrVoeGfOTDb4M5ovjNzZ65vT4fCdF+iY68R7NMkfNCFkc2BFmv6BrhqwgqL5ieWeUZ9Bs9bGVlUqGJsISFT2zpUZU4oB1wuRAXysMDReQE8hTC0RXBQ21EVkwXVmmsdsYt8CdMnmnTT+55YILn5n/DDSeRbsgUxcL614NifM6QBT3MfsfkzMqze4jLgskhhJ8DYgem6y+OsGqgB9r0jJhn03IP4t9AlMYzgjJFwW6TORw9PI/nYf0rx4hoMKCtJ897b1eUlUlewS4haE6YHFmmJ7c0thdAmXDL3SpfMFYW/u7z1S+4gcet3U5jmufHB2w9usd80EX3NDmX0DvJyqSNZs80+wm30kVIsLjCfTLPTSnrV7DG2t7oYWkPruYbaQr2bXp2uGdKqvDid+PEjOeCA7MrKwsZrUDLFAtH0K9gbyB/RWhoblh7weyAyl8cVvqGyOrpZi1DthTjK9gRUzd6qVyYZKWJYiqYvXlkgjzR+GdEDqg8IVzR9uLe3JmWS53ATuqelZfm8FY5ulzMTFNFI0ebK2IubliwZ4xXmM5MHJkyfx4nkDPGC2ZXmv1PRA7M8hMmEy1yQDYuCCuiZzJk2IJJiTVmfsXTVP0FeEbkizMiA5VLeJ8JJo2VC2YLGlExpgY209rPiKSIEIcWVtBfQ6A84uaob3QvzkFAJnNaPmF8ox9yLmBvbqTQSDXGBTDmFtFZYUBCfiO9v94jhtPsaZeen//E6fkL//Zf/898++Un/uv/7b/y7edvzMsMq/Lf/9//i1//x+/89//+/+Wvf/t3fvDvrM2ZabPI2Wnu/ZUHiep3FIrvXrL5tf1gm9/37yarumnkwz5dlOytjZEXH1128ykOWLsx9Odke3dUZOwl8zw41OM9BHPTnQwQGc8S2d5+GhL9DqeCDQzugbHWz9dUds/0A+VnYJ+KxDzojEqNvUJ/d6iptDSj4NmPDSnE11TKUGtDH7AF5NBXvn9z9XQVGyFnnM+NwN6Gvd376LiRChXbfO/C2r1h5LwE2Sw0bHL6knjSv68DfX7eIMmurT1OZkq6jSB9B612O9IGz7Dt0/v5jjvbao77qd/istxfqv3VDiV0u5yVQnMawcOAKkvxu/QEoqXSLBRWFd6bh7j0LHScTI+iwo1C5zx05Trt6jcQtRfycN0sdOTZXih6UtgPgdxXJQ45IXCLSSgEEzey7kcCL+sDxcFERpxID6ItGtB2NX6Cf9dhrAp5xl60vs8s9pTFniglgqVy0Z13RqUbqUBkBp5DEWU+3vTCtZl0lggiMcC05+2tVCylkLXeR/Ed63K35fqMXqtTh88H135fPOIR91F3OJDZ+Eyu50cI/w7PemRE3igL743lo9EOY353hPfGnwqXLRcu1B1oRcfoAbd3rd+H0/jsTs7YpNnaSxb7T8n3ttz8fr+7Pt8Nzb8zvk/KMmkgkEiT6fry5soADFc0N+ebOrtyvzmfzf1o4g5gPaWr999iu7rzYHgZCtS5NMaoNofSYQ0PyJiySjigOb0UFlgX0OClQnyfvHwhlUCu/1dcMTOgYOQe76mN0xu3sw1P7SRxb8Wan41Vwjja3FjgaXMpmurKeGMK2duCTjjlV7A5xJWkX2csUjU5+c0oOve49/PmjGcOWPvKmoSBVZCqfeGKRmsuR7dQBFsoRiRy84u68sSjvxs0d2Zy/qVonEv93AeiK6hH0rn3qmGZD1j87COTe2F7QtVReXh7VURc8r1MEax+7vClLKGwY7GkV/JUMOge3mEMSTo0SdFgKZ5hEHVKutE6W8/1Gui/AHLBuEQkHI77onEODTmgvdKVtwTd73T+Rr4o0c15WvI5Z3uy+3FlqLOczDXeHdNKhotUIB41CVikZWqByxziPR+XpPGjBpSGxTRQGRVBZBRue5/ufS0WivcsKF5tZf2GXMPsZsOMBtFtohw8QrHqoJzwHOupwltJdVsPyv+M8JaK2VDVVfRSphvbO3dEu+WRlbiSsCfkJAPSIdL3bNGkao+hz1AYJzyRooODGFtzEkm4Ktt5prxzGO4OBopsUMaxpBzSx7KVkXNS+TMN/CbPLYP8GG1aGZ+GSJuIxvI+5sA/T3fT911GfaRSPyO6pt6GDeMaz5qyIkPfvZ5eRDFl9M/Il92bO9pYCwdslIc3ZzxjTDFEpUF638AKkLnSxd4Ksk4bo+Xm2WZEwkFUZjIVYOqQaCvGjNd6iXoZpsN4fW9Km2JcEcmcOuTUy4XDrXDycdnB93HUanNUCAOQTh0v0xG+9t0UTvSucxIRLzssikzfXB88eeTBdHxCVEKRvqCHE6qz435FN4rPyxZQxeTJ177NWJOoEGCsbXFadgBsYrW/eKaW85+wNjFFqixbPV3bOoWzMs8+5zpjrUj7zfvkGnQ9HCC4IhWBM6RwskvQ3wgeSFpgoX9Mxwn9irEidigDmcvebSB5Ho3eWBCOHn0o19D7N7JuhEcUTsBX3J3/E/jGHzFC2JMTPXOvtMqlqRHOGUWFpDV0NdLCbtMVkzdMJ0+pIhME4qrHJ7AyuRDYQohLZ4jIB+/1FPA+MuSowmuOZDGoKrYr5/DOHi2bR39ef4pFWhAWTL3orhNFi2gE2IR/jwJ0hNt5OMwP3xMQhZkB8aiPaTmi6zE24BvN1NMpEQIJnprHc/w/xaL5cixycsY2+Yab7W9Ia1WHYW3PNI5BmFeEM5MYzbwYtMnMqscQwK94kW332m/yROPMam8uBEgIYOLe7xlhIDohcsDaKeDvoX+uII8aCniNhEmN1SZoT+6Zn4WOaIEHEpv05EKxvZWA++jyLWMuVAJZZ6RZWBXtGewQnvI9HYGLr80JliTDj5A8+ToQ5xbwM8wuwRgyBdE1FMmpSNDYl18wnoFnkENsvTcQYY10S2ZXGieMr2H4eELaK2o/MIymExm6JaxoKFSkzc7kxAX9lgqV9K618DKyE25suOKplzwky+QJi6gRD2k+s9p3JvkatUoONLxou/PHK8IPPM1Shle7R9Ukrygr8KeIotCAwTn2jSGqER3jaZEkasYU3KwX4/KTnAXzeaEYuSmTRH69CCv0Yl448xBofMGNLm94qPDqBFbD8EOkqbCGpjAfhad8j47KrvuXysQ0HTgen3k6feWf/unP/Okvf+J/+9//C//0l1+YrwdkEeaXI4frr7x8P/Pjx5Xz5QWdjh69IinkSRcgxnPCH77KtzGaSGFEhidGhe4/3g/VyicGu5/TzRyT2fXRf0pRumnBavbjgUCGJ7YDyLty89ftlFJDYPXdw+EZA+1/dBqz7eOP2tq069xd4qVtyOP+pJOeWv599+huwzN5OEihZWzGhjUahfb4bSMQxkOLf+4j25w0du3s1kPGbwc+erNueXjYfWe3K57rVR5apbTbrk8Vx9q1ucWdnn5ni8D3VjD5//5Qt5/3nc+2G//NlWOU/m8dQGzz/TiPPu4H/e4uyWLTeYCR8IqvYoA47U0jXw4jD08br36je94nrc295IejLewD12/SW+XBLPAlUyNUO0b37Ip7Ft5EOsLW+5TkKeShv2NHpV2q/MqePERqDPnL99u4S4qSFE0P+UFccdG3T3r5QR08Y24+rWynFQ/eR0DY6G047GcJJx2zTCcQ4ykPv/QO3HkUFvxzLOu2/WEfpUerZ4YLJ50ht+8/xmfu4+UecwdO4d9vF2B44Xav3lKqXT8Pt4lsmx7bF6j6JaOhZt/+TQd3aMfNSyOdu227FAkfbu/3hItH3+3pf/6ZcsUjeib18dM87mYsH721e2YkBe+2HmkeWq5dpuHZegybKl71eELTAFHpOrwjT7mqsbetwGKhVBUNPhwes92+muu4bvDQRDyPNGEUaG7ssIyqxsfk587g9aXYclkyeynjeRo7UxnXRmXTgLPmvN3/83P31okg6raJugNeGu/JqOyeoiLplESUvBe1hFb1FMOgEF231cfncJsR1o2fCLgRwrfWGhTOeVGzqKVgGb2QiqVrzPBA1VS0iHgID/zAhjDmhkJYmtdWDGWV0+swurMEjeiK2A/QrcO5xiUdV5OGjey7NDmxvpt3lZ63XWvNvYswNhdvHdooA34ueXdi6bFeQjlypScx4oY4MipowDdZ8NodCZtBdurbv/dZER0Djyp+LfUrcVIki7aH0jBxfuD7Vqkbk0f7BpRM/RRnws5UO+/sEQCC6z1uDbp9DWJ/1Xg63bGKQBqkLJOuhMx1jlAbG/mDpAHEIuLisGmL2stBd941zOZ0fG9KRfNHgeMwluUoC8U2ZHa8Mezj0Bv11IqjXMFm3Rje7gBJRygZZIlOs8a1Lw6d+sL6MrA0nTYG7+mKYGMnC9S0BvlS0jAeMpT09cz0eX0zDjKSEDJU7EcJWDPIU6KBf8EvBnzvzjQpD3t6bdnLSylDJy3Y8NTR6SyV6DbAJeBaQqY5zavxhZPKQL9Sjqs9iNANi0P3j66Kjg2nykip07fQCm0J21vCTfresDV0PVOthUT9h6wnnAXSpYUTkYa+ps6vYSwXr0kkkQGmDJUMPC/3oCYPSjyIlGFhZPS0dGHUlYhWFEX0GdEZPazIZBH5ABqOyNPBs+Zo4WVG4EQ6MH3CNOobr8cwQijNVqRdoAmmkVqwiRvAl5/ciGuvYEazKWhf4v/R+XY4gLG+gZx9TdLZNfTNLg9kxFunC70o/ZCKLHE10/0LUbi7VTTgQPXd0TxlKrv6GMzCMBdOY0kwks1VtEk37X50fdoI0fgeNCQH5oxM+YLIM2av7nExpWJ4xpg8X74aUzNkXZjEmJvnslx0ZbUDy5qWE/dumNUZaCNLdJzAFLGVSZp77AmYLTTeEF4QuXrB6VlAFkRX1ARtHlrU7NU3tioee5EIsA2bEr3glb4jZ/+6uFeHuuA46wGVI22a3NBhHv4qMscMThgnTFfscPZUPdM1NuyZ1gxbo5YBDWRF+StYY9Wz05HpCY8gmBATms0g32gcaExIa0xtRaY1wo++IfYT2q7YcsHUaPK7o6Q9g0yougHkYG80W7H2FAz3K8iMEkW19RJyz8EFRVugXVGuqKy0+UTTA7qssDRsWllpLPI3LtOvCJMbU+wJbQeaKOsU0QqAoEzy1AnrI8TUX13oZQabfWMzs4o6YZoyncEbjbN7RNkRM69AL+K5PyVSDIkdcQPSM5P8X4ALZr8jXIM3zCgXhCtmZ3qqID/ANATUI0Bc17Gi+h2VH97uckB1RY/uFW/t1YmYAHLG9OprLm54c+uncq1om0uQgChoXTlHI8QagANNXsFekDYj/Ox7QSNHu3k9E9FnRL6HkHcMtcqFSf5eQoMhVJqiENrUFA/v+pkWhxCz17AiT6y2ugFKZiamIJgrHttzJCOKRC+I/d0ZsjhBbRpCj3nOUQnys1ROUye4GfnSuNBoGL9g8oRHOX0B/g76RhOlRThbhqbbGsV1Iv+kROSUVDGx+5fqAdUjp/krX04/8Z//6V/41//0F/6f/4//K//5v/wZaSfaqhxejxzaF379/Qd//e2Vw/k3VA/hDTBR1vlNXyEEhafpvVFsZGTZfsjDzb0XR9/7UbzZtysPPr8Hk4fXkHqlf77TWsrlxm5e+9Glh+fYzj3J89F4rCTVh11srrHtfnTsCtB913FA2oxr1155ofQ2371ivD39zqg8NLarGc+mkqIOUT3acHN4HYVNGacxHJqHvvZHje0YNuLn9jsZlCt1tXHEdyauw/c5/1GBYnU26NPvH7Z54XPNJZfodpjjH2nAq84TQVPJOwj7G4SV3d/35rb93GEuu2HcW9s8GNIPLJt+csxJD5KWacz77ubaXpriYD/cOaBzHG7EdRSaoMJtXT7pmC+U10UUdi2PkRpDNwLlAXM7xLZd4Dwo1efhoFftDcYSpDyZSaUg7jmZho5UiiGZyziHmEYY4iAee2lTUyH30uDhGaDrOaXHQ3Lizpi3Wgb8akEfiHuhdJKGqPnhIxUhrXt7OgjSMzQHkQrKqPkkqVb0NroXr8YQk1YMBsvwcuoHiDiYiOdzvaHrmjBK2A4KsA+uR7ulf7tPMHQHlx+i9iMq0/fWDTuFkKf27ez4tY3f3ell00DA794IP7K+y55jPHi+9n/sxGE4N8ahjVE5X3s0js4rcn/beL+6f0RjckzvcL2N4uW9UQx0sPr9mJt61L1hsx/OLeoXpGNaKi5kSS/3cHGQCXTC4swpkQbGxGCNtK3hNKYaAKqc4W1QSoYyIJSl6TQlGeHUwqAhhshaOrquSOsygJONL4EXrsgyliCJAaVMq5B7uuR5l6H9qRWijpu/G6lN0TgXvYJYOUD52UzibJzGmxUxd9CT8vqPHOzhUe/ZAgjyFUKS+Uk+HQLFYiayhpOb8y1RV+Ro1Ngx87UwjqFbPuzkrTCktxbOhZm2de2lAhB3IozUtp4//oA1T9Uh4d1JGFqJqPQWKZnVPkHbInK9Uyw/O5VCu0UHtQ0j/UcZxPydbara9KwOJWTmmpeLezhXJI2/7WeJWAdglAtdNzMoNiM+xcfSvcTL1jEK6NI/556vmitkSrJMa5IKxlTmp6NoRuYkXT0gevR5FBnJaMLRANAdXOtBS76/xGNZgBXnt0Oqko3zQ+4Vn2DIzvF90EdXUiroHGONNWu5r7aEyMIpsCtbhxoPRUBTwR1KyvAmT3wR8plYN+tjfXhlOiV5jfEnXdvT+XS0CKfBvXGr5pSKzjQ8dmNXNzbNQ9vdEbIYVinzo406W6TxaFSup0zSlcY55g5ho2pdjOfJNJbIsKdKXsorUx+twKVgnHKxFI1L2SbxahxARnTkvs69utR4pSKGcw+lXOr836rOxQCf5L1ibGtgxJyt4cpl6vmNYUqg1+VYQokv9Ajg3LtusKs5lyEh989goPtAJMG+RNsvTmcyc4ddg3MeQU6IXJ3GsuL6o9DvNPGfSUHPuJ6t4en9opZFGci9FoTbLkOxHbAQE2iHQNmIbGkX591cyagK0WPxN09J9ETVsZEJ1Wfna3OkLZIVEWE6uPFhOh49FfdpQiaYD0dEhWlWRBemaXaHbAXU+vHJPJKs6QGbjrAqtkzQjtj6RLMrbf2O2YytR8xWrssb1oRFI23TcnUd9uUp5npAm4C9IZY1bi0MKOAFqC++PyOKpK//pWCbadp9xZMWR92QiMizNNTG55RnvM6vR1iJSKx/1BSxNSI/AGa0HTAuNK6IrWhkvjF5Cvy+7HD+/vV5I4S8BpImBYmDkj07ApgrWU0n9zrBUxIxrYguUaulMUlj0gsNYxFjbcK6hgeDzkz4M4QvtgHNvOr4TBRDxoHqSsorwivKGZvUGVvUAdB1YkJotriQKM64lUt4pjvCxwRdWalR6TzDryw2mfqiTnpkkgOrnny/hWeL5ObKjaBesFamFeYMN3QF89quKFncevUNz8oqr95EGCF09ULMC0eMA02+YByQ9juyvoFGXjWeUL5Ae0HW7zQ7g76xMmOcwthwCKHvDTFDzds0nnAhNA7Acg2C4Ju2tVdP+2RnV3in905YRE0M08Yir1z1BxPf0PbPgcTPILCq+XzADUNy/JD3TvLDBdE1092o/0zOVCZ1HDRbIirnOWB/QVoDjRob4qmhBLfQihwRfsGNF0HUIverRt2CXjQ5CmBxCsNaCEFR20T01Y0Q6xHazDQp0wGsrbQ1woyjZkJLrxRpSFNaFF5bIoxXZQnB/83nFZECFaomEgz4FeMNtX9C7RmmV9BLyKBOMFXn8DT6QWVokyuT/AoYTaKI0vozIB7FQIYSE/vXaGaYncMoJ3jZ7B7il9EKnp81i7qJMyf9HcIQaWa09CC1K91PwIuIO2562NgUCl2TxdcWwTgWKzXJYtNulHLPqBO0hpkbAr2YlYe2y3CAf3SJzKjMHKYTp/mZP3/9hf/TL3/m//5f/pX/7X//Z4wTa1P+P/+vF379n8bXr/+dw+EL03yM+jITW88gF90qvcVmBEk/U5jNSJ9Hh3wb/t6MevfcH7+6uiYEpbvNjAqIPAaN3lbjv/sGbPvnbi2kv8yt+kO2LQ5/dC/2oYE7XT6axf6de688enbf0vblR8qax62D0b0d458hxdJWYZudRSqC4TDYBc1B4VhWL9n9+PeD/30IwPsRWjU1KpP6+SwixLKBWt/hcLaZr2xxwLbfy+5pklJs3nFBvNuMZDem7RA2EXfS/+h3h4NwwT4fk+0wTTZwGK8NvIQBmLl+eUgbozey/3xuoB+bSI/d4eUzKDa+oXkoiVGm0a68DtOrpR+yPAKuFbwxHeYUwmwIwP59HpYClzc5cTejYXOolKQnfWxb5VMqyPOAFmMJWa4rfFLREHtGxI3REaruRoo8EIYncqZvACSLrVW7g5BfyxqeyWJYpEXpRCoVC2mEyHWL/gp+cVjLWlWmwbulwzf3bBk4hn1iLWSa9CjNQ7axyfm7SV9QSx9/+9w3+2cwHm2MdRU56p6y6Rn37rXZ/p1bfP4an/48sm/4RU5/g033R3GPwu9p5cdD2fO/3G+7+wMNGu2B4/3eZX9vM/Jq8nZmN3PZk+JdM/evR7z8PqS2vHp89+NV72xdds2P2Pn4khYR2hpnkTXx2OV+9zDMND2NjJTwYneZYi1lTu/WWnjxc/I+xOvcmV7rWV9a/50OqK7IljgaSyndTTPVnHBTwyIm6f2lV2t6Sec+zTFCNwJm5FU01IJmhQJNNJRzkvTTa+F5GtZQTmakU6ReK9XeEJWRqUwsaQ+jIYFwJA5dwOrr2BXsWmiT5+lyOUmjDOeYpvMc01QWhYNUZTPIyLPwNk9FfRqIWq7B4uc+XTqdtOeYyxokWYLvaCzFkFblrhw+rpU7fHlUofR1zPcs4RdnHBHEPDOAJf3PgrGD5y8lwyW9TWOK+frsyYhAL7jb5YstJRjvteCtjiO1Y+9Mt9OjxK8cm5CGDRnkTpdpYr3lQndGSZw+ud4m1izTQYr6GC3zno2ZLkz6ekikvIr0H5UOp1LaZGRH8tthJkFWKm1iycRhSOMQYl0qWaWUor6szv8rnWHA1wYPehvWutbSjJ4Lf1zfhGHA90MSmfJ8GlDX4d64vrnXQs4Ql4ecpqXBaEi3AqSydivXgdd5HFEjxn8TZdznNKZL8j8zq0brUV4pP+U4i8an7Nb76tRodJbIPTo4bnDutICQp9CQOSzWeB6+Izz0x3ns4DnW3Kj72ef4E+kwM1WY5b4d1toEJFL+ZXvmDjM2yKyWa1H7LqGffW33dXriJ4z6uaKfCTfnymrrg6s9Oa/KfSyZQizndsJr8YYcWpF4V7xYutYa+L6NPZ1GnU00wyWwKEZYhpo4A+Q6B0qbra7nqbSxM6ah87E0ph+d1wW+ih48GlETf1fXkU1HZDowHWdkUuYnL1Y9H07opEwHRbVRqp2yfXmUsDTPANJ0wqYZWwW7CrQDtn7B7IKtZ9d9tYnWVrgqLdLM27qy6kprDdoB1gPCk49xBfCoA4vaEF6jGIehTbjjb8gzuCNu1ntyrA68ssCErJ+naQwMvpr2SQ0HrahL3GtnKMgBq/obkTKqTT5uaYXHErTQqjbPlc9I/p9PxxQ1BEy8Wn0jrfFnV9q3GVmfWdULUpkeaJHSx8MeG8IbJkeu0xNNV/f858xB/gdmeCohNWT2YlsT7iGxtDk8JcL6pq7A90WCWWYUz03VTGicWCNdUSohNcNfo0BXa76pNHJwunVPwFyBexXfPE3dO1xJgevEGptwksbU3qCd8UK6M7O4ACttQtqTI+tyCkvTK+DhoZ6S6ufY4G7dnsUV0GsUQVw1vTecUKr93REvvQraiQwzsnl1ZJGfPUKDJ4QVjfz/rQpse8ornSKPZPuByUSLehRqb2ALrV2x5kpjF0IPYEdYT0g7IKrIKfpmQu2Jw3piwmsqaBihhBVdz87Mw/uk8TUKwjy+xP4LLroeA+88zZTyk38fjE+CyLmAe3GiOX11uACe189rkAj/DXgC+zPwA7X/AbLgBZkPNH5yz8a0rNqT8yRJ5v0KuoTh/8QkhukRlS8oT0yHA3o4eNRFO/gBBM9PK01o9sQSkSkZUuzWQ5D5FDLSAWP12gsYKieUJxp/x3ijMWPyMy32oUcJ+SFD7A1rCysXNzTx1cWqOIghv5AMywn3IfbVE0ZD5Fe86PXJhUqJ0Gc9xJifmA2wN1ZeEV6h/SCjaWBC24QbHyL9Gc8+T37gjPxnRoustFewV2gTIkqzL96/HjFdcK+qK1g4GSF4XrqFiV/ZKEjsgInS6hDk3lQzmabqwRVySFuN9Wqcvzde/r7y93+/8revF9rRzVh/P7/x+/rKq71x5cya3naZYmMIE83D1qaPfZ8bhL/9YvPIKKDcvJQi16hx+Oj43kdZwtLdkcvmt+zub3sZP9ntrXeevPfYjeIl/niXre3Avm0vx2x3nh3FodsGtuPbrcGoAf+Y59ITObyHFFKHh34/DoV2D2KjoD62kQeIWwjb7v425dJ44q1/6htHxUFglH6k8Guk76mJiHt1SB8OUOzwoFxGiXNwrN0Qn72JhB/A1O02eRjIPhMH9qGnfeS2aXCH4zdzHD9Z30NCrdOmTXzt09uw44EM4M7D3Ht7+d7av3cNXrPj58SPKLrWFdd5oMsDxuz0vZQuzQ8fCV4bxlCwT7gnTPaHypyGIntYd/da/8lDpvXxuwdmziOjE8L7pxQIofSIMaVHaTcY5+D9lCMDzpVSI/daFrMTCxls7TAV3MCROoXao4ETLV11UymYOXDd48j7HA++aaZKGA84kcqPALRH+j2gtfuC3SUH+Hyk+FUeIvO0BYIbbyrVTDnafIbA5dg6Rb1Hfe5e8qnYHvq+uLeLq7HN3v2opfv37Obm/Yi4off6Z0erhnF9NKY9ze266+276Un4mXnux/r+9X5Dj9foM21n+7s4joEX2/DUe1eTH/6GrUGGktZlnRRvxQat2gavRV3GJdLsiiJzKEqC/jW7IhkZjUDkT0Yj9ZtJyH+pRA3FnD0h5mmITRqmq6ckTn8cAavIHN9f0lzr4fqyFt6jViwlc/CXcV4j93WzIDtJsz1Fg6JuDGkz1uZIiRxGEY0IONK4EN7h6TEdtNszqbhXsQQtIORNw9CsG0SkzYj6cGJvSFtdLxrLW8aVpHPtEHOaS47wnys9UtIGQ0/Q28nTOrM2Pxi0jKL0OoqeU/sZsZOf47hQtYAmi/lpRxGM7rT0zrVR2Kbs4rxE9nwQoxetFkr5nIawkoEofmGljLdqt/L2154fDMgmzk+AnpZvpIsBwyrSmmlWjsM6OI/t0YBW7WQ/knUXUhunyYtyXfp+SuO4jz3qOUSbEs6XzoOSP/k8TZOPt+GXw9i3bxZUj/5koaJCSkaMs1DIFp3O9CjIcX0slXGpyNWsLTmkuKl1ASklavJF2ciefnn9JAlDv8UcCyb3id79K/QD/XNGdPTCxBnhtTVy5EYa5A7mjUGgvpdroZLfC4U4HTZ+KV1ugm4wO+xoB3SDa+JUKMQHGt95abbpY5eA1wZGte55th9kubGNlKVQXysUs0wPnrBLx5Nc26789gUb9yR9DrG/RUYYHpI6xwOZlSLlrMS/3M9hEJFMBRdSUkX0h6E2aUnQc4tUOlJpn1OR77BxMTUcbSpSYpDjJcb2gfdvL6gekbFRU0DkFViRKdfcwv/nDJb6z5O3PwUNKwOF67ycQa1YSzoQ9Y0yoit1naEId/2e0SqNakTzZb0yZirjTqXSegq7hSCTItPsNR7myZ1NpydkOjA/n9Bp4vDshob56RnVmXk+IZGeW8QN9qKGZXqpiF5Km6TSaNYQUewQ8nWLNWkzXm7gCW0LcrlibWUK48P1PIVR4kBril29pkRjpa1XRBtKmu4bXnP4q+8ty7SxSY+yBkaub9a7y0Lj+X2mYHOYap7jJOQOaYH2eRYJhwMmhG9Bl/1c45GLivCE16FyRwhrT0ALWSNpx+Pr80YI+d0nY0K3wEtNQM3rDrSAQZMZm6bwAvAIB7E3TGbW6UiTC4vCZGdmvtNEuYbSsE2GqDJxciXpEvUKBERahHI2x3WEAxPKzGrKKkLjK41vbpYQV6S7x4WHx2KCrQ3hisgLyOQezaJIeGR4cWPFQ1QFDcRz5eiJmQUlCprpq3vhdMyEZfIwUANZBeQNmX5DaKheMflCk2/eR3PL3qSe877Jd4wlvMcttp5h9htmbxhfgFMou79g8xWbFhdG9IsbNewJ+IHyBtZoFsjXJjegqIc02TrRmMgwMLUzwoItZ2ht8Nx5xnCLHczIPKEHo7UTtp5QO3FYD6he0Mr770w8vfuZXMHd9BsfhvXbv+IMwmtAuDFImHhywhPM2KMVVlYufljQAyJPxbckrKNiL8C/g33F5ITY76j9L4xG0xnkiSK+ZTl/JgvqmK20+VfQV1Qchm7wPaLyhMpX9DCh8yH8RCZWExYzF6YWobUjS/sLYsIk7qmv8ubbSLwQzboenMCE95VyRHkC+yvGK8KfML74/kpvrfRw4ozZC9b+jvIFlT8HHJyYtPZztOmHKWs+11WcaIj8FbjSoqi36lfcU0QwFbQdwWZW/qdH2/CC8N0JlHwLJ1NnkCZeCMh4QmTxfcaEtG++roHr0r5T+epMMb5hfMWiUJO3fY16J179ww+BC2pvbpwiDBCRlzGZmhtAFbUT7xZlClxpC7TFuLwYb98b3/+28Nu3heUZrhP8fj7zo71xbmcWzrQKkUwmaXdkyvEwMAoz+yfuCAfDSX84f915WuLf8e5olLh/3f9W7n+3G3c529wOdXc9GEUpJ8cx3wHOvdZ3Lvv9rUFo3Ly7Zc+bK9+3ceYpnMoA893Ybhbi3nweXDIu6njtYZE/sPUIuvdexzPHFd0J83Ln2bifABjmXnPZeAaOkL6n4JNhFqOqLkXw8fAyzqk/WYfrmn1f0w1m5tmmflvNQ8BplnmfPrU4eGwKO0b7pTSmN/rO7tiv0v01iTHhdO22lfRFHLEr/85D2T0Bbo94j3BivEa8HQ+VqdzQ8vRz3GkRGJWHlzjYGK68k2WwEfTxyLA2np4kT7bSn6uifTmu8fAI3eUojVtxiCaiPuu51t/dh9dnl7vIiG6AGMe9eYHx0Dgq9GrlMydseijLsF49PIeKLGtxLw0MkvAO0FiESRMeRP4SmY6lDrKZOgEoBdFg9B7RdaOwzkL2ub9NB6NTFsINo1JGxMZ8BOs63Q0Of4LGDTtjv7vvPHbn2nOUe7zhHr2/x7/G52537/173Djny6Mu47Nsn+yfNvRx92KlDum400cz7lsZHx+ecGXPPuBrpJp32/v4IzfwSba1G+fDJdx8cw/GOVJhHPVnsCuvxmu8moNL71DbLV4qd6IPE9fNVl7r2Mui7nRjAs2j3Fvz9L6TLLFO4W0Z6Xu6MS+KJIvzGG1Pzm/UaalFCjtrgjS/36JItXPrCbWMQhN8gH7O0dTbRj0GN2CIR82Los3rtbUlDADhQJT1L5odaO3gnpDiBhWR9NROeqJOL8Lj0+ViGWzroUhdRyNEwBGB6eDKGrtgLOhydhndDq5AKcUdbnzJ2nGmEE5wEjBqcgYapmGASKNRRF34OW+CdYXVINJIMHmtOOzgcr8dkXaMtoKfpOI6YFmOWdP1HVzeXmUIkFSujo4l1nl/RIubuWPbhq6JOy75ng56vklxGLQ4HeokFewrnmYj6wilwilrQOQ4qH4k62ZIRMHYqPoxerH1vLPfheGYlwrgkZRtnAhS2XgI3U9G6mV9zyHqqOTLXNvBmcAXfZCLtBPkMtav4RXtikgpOWNIfWSTz62MCdvxknqRXLM0Xha/Xasvf8yNMT1wXBgZRZfh1hsYurI0owYGmfPd6xJbMfFrxI3JnTBtHWhdjntMwelpyRwWgyyQDC3Sm/fopYh2LO/3UQ5NGHfDkt/LfZzOIa0/G9EAhZcVVZLz8N8uR2WkpfX2y6FjnF8a9lN2G+qhlMNRGsTcCaS6LyMe+HlhMEIw4v6wPhZtJ/6NjjKFDKNsnTCWoSlx/BmLX0vCwOqdLjmBR1DlM84jnB4kHYtMLWnMrowZI36FIaMMkI+vSiOY6afMdbIuNjePPMu1aAKcMRaMn/AIiYWMevDIwxlPzxNDi0g2oyF6jfk7jmRGDk/vJIhpGL7D0di01tJ50YyE86tH52UUnbmOOOpAyaTodPBMO4cndD5weD6is3J6XtAZ5tMTqkdmOSGig47vAqw0jhgzmQpQbEJNaXYJ/aYgU/TfAr9s4v9H2981SZLjaLrgA1DVzNwjMrO6untmR0Zk//+v2bu92ZsVGZFz5qOnO6sqI8LdTJXEXgAgqWbmEVF1zmqmh7uZqlKpJAiAwAvAWBD9hLUNLV+waigbrbq9uFUvKt1quBuqsdcGbevBTU4aFjJUgA2xjVGzrcSazfXqY+OjGRFUEmDuHp0gnfYFaBKRD+z0ekuGA+YxlBNwCXrcApiQaZsu5B7IbIk6wg30hh14x/Pj59MxlV+dyeyfwYQm3zBqTARgbhxGbqg6EVkV3JD7GbMdK7uHwljkYAwEtRXfCC3WYuANawXhV7ATi724sC5XkHevtyAAF6QJNQRktUzttFJsodiNwha84OKGCXY8j9XVp0JenNCLIxONX3HGtfqStz9QdjSYZJMNE/cBNTM31LYLutBTBCHfHCVTIlheajgpVlqDtl8QTqi4x8/UmUSKLeFMIUJgLJU9aPovschAmhf2FvlCs0LbvXBTi9x4ZjefA/6McQP7iliLsByvM2FoeDALp2SEoRih5y5fvcCaK31mxb114kXJVJSlKK15JIoj0UMR0XcwKOYGfnDGwvbWWe1Hh0WIZVPPjSZ4CJvYm/OpJo7GMIJhLZ7wKZQEryJ/xb3/no7JaWClpbe6/RNg4SlfaBYRO6GIWNl8kZmnASt6dqeUXIATi8CisJbCWoRyUsoqvphlodrKrV6w+g5c0Qqt/eGbDF2AHZM3H5kWEUa2YFajcE7Fmbxi8oLJEu8ZnmZrgcLyXK4qvtFpRZG2U+1vwcTdECE9hYRvsrwOWEbHNDdOoOGkqGToLuYhs+4AdRTqIi/uqWbBnQ3Vx1z/cAEmr06r5pujbtDJfNSRL87kE84c986QhBvVGtRIeyHNN1RagqZX5xHc8CgLYo1HESXxCIUmV5opN0tkzge8rfnm43b7xre3hf/xv/83t1r5f/2/P/Pf/tdfqS9CXYz/z//3v/F//I9/5y9/+19cr7+zbV9o7dojmXqxt65QRMdsMtANqTI+fnTI+DXUolnJnjY0D1fOaU3un/Jj88GhzSeXyeGvR0fD4y0fPCuRRD88LAybD18f7eT3j7T5wmddiYv6tdP4zXrvQSGlP/SxyR+/zJiV3LAkzTA/cCho80s+vKzTwAMdPbxj7/hdr59R4DTnck9DwccPfRz3HXv3vVG5e+4c4fDkuo6YEunDIqTSbBHaH9eH/m25jwJGvuzcMwwE6nF16QE1O2hi7t+8gTJGTOuT93pYn09GvJPmHKtznCtX4PPiiWZzXL535Iav5/efN4SQyD3fkGc4ef6bfNNzsPrHMBK02HyO15jeU0O/uqefeKdEyCQqv282Qz5ImOb6O6eT16IP+kApXgR1Hg6dP4SjRegFuTOU2O7H0PvoPoWkuxzHSAlqQZMdzZnGKDu0Yz3ndGzOkka6THKE3nBA3C1xIxDJjrj2/sxpOCK900EUpCEq525OXxC3tbwhNqw9nUCmesr1Mrfxjx1/j7QZ1z3jc49XPX/aR3LvO/dNX4+81DPNzjRy18O7P55/L/H/3PYd3QVt3MuHw2v0k3PfkpPb3TfzLY9mxfnRz3jSk4c+aeBJu/eNP/2cLT7O9kdS6elTykv8lQi+MFYGP5E0LOqKpxSNJ1gYZsmUrdBaIk0TSRqpnoJ/Wo9AmtcxYadMA0CNTC+K58RuoFGbwRwtKIEWFVE0dfNMvbOUQA/6963zGRn6j4CVMvpiDWs1otPckWCWaWUilZJGHT0DLA0XJ5JXO39p8Z6ObD5SmKd3MlpEZmVx4byiYXajieCpJDxrgWe1K3j9uXB2RrForGCyuNTtBbcDXBZGQ2v5wj6vEiADbHODUK+d5zqJ16+LFB3hyGniteE8O0DsQXoaGiEjYRr7M03qeHRnQ4I8UsGIGpIHg7DLK5uMQx0sETR71MfggNbvc5NjMJKHEekSZTbm9qZyn5VfeJqObHHw+/xmMtqHM4heC2IY/PtzyHQwjY5Kn+RLd2Sn45QoOiuLj29PxZM/R6Nu1ugyrv1cTxcN43cHUcjUbqQBinnKnOiWNSsypCZR8N04LsGSU+7JYVok6QwYgIKj7jAuTwBJ8v0wFvZ+53vf1wl4cmS0sdzJ8FmmS8rxOVWb4LvpoIVuM5jmclq7Q6dsZMqxGWk/HDTJnUfapUM/bHJipm4cvK/PcbzCTOYy07lAT5nJ4Ad+wzFt05CjOtqYI35TFgj0tEmMCCTLvvW5kqmdykjnGjzZuFs74XSxKVo303lOYzX6VMd3ZJ9yTIxBDsOZ4bLjPr1pjqXi/G7S3bKtbo/IiOBMnfPxIcEr0z4j5jUhxM7jXbm6HbBHY0QUVYy120M8E8WonwHWkpZzha2x15rqyYQj1kRo0gJhH3In6C2gqN0BIVm3QFxGeQSEpyWX5YQsC+V8RpfCenLnw+mloIuwngtaCmVZQU+4MV+pLVLA2RXjFin9V8wy8tSd6P69p1c1NUQChC1BJxKAW9nR1aKg94LVAovQGqgWrAq7Xmm1YnJC9hdkM9reoO5QnTZb8BZTT30ldgrQQgk94NrH1llY8ox0QGVKwpBXyR+i3oYv+RLj6rUrXMZdEbxWrvVoilh3kumwEvzroHOXjx/p6eP4eSfE8idogmyvrkvIN4ydFgRhkYtd5daLTbUquAPiV9ANlhtwQ+wbIic0wnTa8obYzmI3TMyBDQDtN4QzpYWHTW6g32gRTimhdLUQsLUq1QS1E0spFDGKbMAJ4RL9vdHsRk/dI5/DYZ75I38FVqStKDun9leUDZEziLLLhulObZ5gSuUzWs6U5Y1luYan7AbtBOVM0coS3qRmC7UW3u0CphQq6blvNDYbTgifOs/LtlGdnei/gn5m4RvCDa2/o/YF21+x+kLVjao3sBtiV8w+YfZnIEKpAj3uTqTI1y9eb2NF0ehDE0P07F6tEsKjROG06kKiiUeSqCiLaKSQkogiWToxCgsLL8EoXqBt1P0/njDV42HixSbTCaHEpmF/x2tRnFyhZ8XDjlc0NulutL9i8o5YQdqGh2K9etQHWVzsz/4sK+HZ84WqVhEVL3YniuwVaUbRkxfZ4gVYWdRYFS7rwnkVlpOwnpSmhVZWtvqCbL9ge6G1r+6M2v+gUdj1M+6VdEeN2q++yeihZoY7Ka6AYPqCyS+IvVMCcWVUPPWroBIsRc0RP2y0dkNQVDP0tuKbh08RQRAK8uaRRRly7U6IYGR4PY5UgCuNVd0JoawoLzSrVKuYvGH8AXym6X8J543XO7HMV92F9Q03NP2K55xzWvc4q5s768CVYRHnFypYVcxOQR9zXRViA0I8r1G5YqLsLRWCD3hbc4F7vX7DEP77v/0bf/t25bYUPv3yCXttWGn89//+P/n9L3/h97/9T96v/8G2/0Ft77R2C0TC2FQcgNVHyp7+/Yj4P+Lds9J139bHbr181r2q/Lz9+ztyI/EksqLviL/X7vEee/Ztf6VnbTwxfNxbKQ4bt7l1e7z28Dw5Xj8gxP0eeTLeE4z5rr2fPXLGcqOUCmPOUCoOU6OSMyxTK3nf4zHma/Rd5jQxyBi3J6/ox7RxsnFhIvd86seMDgq869NdNEbfAPRzd/OQc0ymihjfSyi0mopsIMtGM9F27AdaIISa5ZjcbQRl+t3nPA04ByLjEP0R72t9AKdxvSO4AxjKciz9w7h6Nj7OfRyb2YMjgminpzn6zpHopTR0tzb2O1N4vfT8rdl2bCoFetE9DRpqBhSPjBQixcW0ujNlQTfS5LvkhjbnLw1i1q/xwp2T0dugb56FgSTMccHINBBHlJ2v055UoqeAjNBjc0SpzREMeUQO9150MWhLLDfy0f5U8H3Yhaex0EQHTghtg0wfCI5s7c6XvqnPNVpiOcn0vGwqNpkBLpBAEVo6mfomxA0oh3QhuYYJdGRHPBqeTtEbSF40Uqd9V3KNcTkcT+7JMbfJdJ4OxsP9z5jrM2Z7f50dfj3e8pThfdz8dLIXsocjj+g8+q7NniZk5h7zufzGxrrs1wzam8+NKKuhaAhg9uy97O73sY9PE2Ddibf5y8GHeLzv7xKGR1n2ODr3/X7SQvFCmtQoTI0btVPPTGS9LIkSiyQC1SCj4bnRbKHZ6ghHFryAs+/bJIxqFrmmJfioF7SOR1msYwlHgDYcBLXhaSSClxogu9cKTP5lwXvVYHWgjWZB63hSRvdmNIFFsmppESVWA9BW3Ojjr5+8FlgKWprv3/ZIFzPrM0Aa0ZqdcpR8DCMtSy+orM5nJNJOCLl/qLSIfBe7Dd7XNLIC7Ei9gbbQ36XL1HTCSk+PE79aRDSGA0irP69VByCZXkAi5YY4DxQKFg6TRqVpJdPOOrreebimYbHX4ag/xG1ayMNhNL2SvOuIaB4GNZ9zB4h53cl4ucg9b5keZlA1M+9NI2nqc5kWREoCuoImaqTlpeGFTZvLbfO6jxldkLpV8uB0kPlYuJ1j1AK6Op20LAgdefCzfgNMMlLCgSuj33OkVxY47cavrY9NR/Yj/ox4tiO8h6NprIEEDxqjJgAMZ8ysTwjIyddogODEtnAuBriiZe77MJja0FUdWFDi3Wankkc9OdQ01jfQ9aaQ10ZBDnpJKKe2/5hTZi73Hu2SjDkNfyMVkzs4czwFj37Y6QCOXl8lnQs5f/lP0m/t49wjhck5h4McyRoUeb/MfcxnpVRQ0OXA9Y+61IgSMc17W0TxJE9IusvxTUUnx4j4btQeccO4uVF1TkclOKCk63/DqZX9E2kdvX+URz4H1vdFdYxnGtb72OX3NtZVF2nKcNzMAt6d332srPY+eARuZG7J6JN4vmWkL+FE7wWzg+5/pL9lLQgLvoZnv8DOCCeML5hueMaKM3RbUfIpcyeEZD3ToIlpTYoGn+hAviXWeURGxJ7BxEIOuZNHEI9s6A6n/PG0TAmSknJC14sDp8sFXVfK5ZWyCOeXgi7G6aWhxVhW8cLTy8l5RD3htmuwVrH9HbM3atsD5b94Np3oQ7MNa7unoCpei6noDaSgyzn2Xu/xvdNdKYtjqfZzOCGEthvIlbpXTFd0F/ZIZ2R2TWMYyIKxB2v1ugwikf2j3mLeCiKv+N7HeXmT9wAZBO3bCbeTxhy0mztYmqd3F12dhu2KtQ1kcxt+8L7k6nAC+UzyH5+795jPH0HN/fhpJ4RVV44I1H5mji14UVdn7jcy957YThGj8eYvy+bpcsTQzMUYCpSEYiuRV07aBezsAsEMa2/edttJ1EiGpZhcXfE0r2BeDFcgOzrZiVui3yI7onsYMaLISThQPLznK264dSVFi6GyuIFTCusSeS8z76d4nq1lNZbFvUIKPiHm3iQtHkZTmyBVORNo9/aWLAVBObUgDPPUB03BrFJMQzxsmL15KI5VzyNmqyta8gbcEK4IFbVEpnsuzMYWBZs9fFP1FRCs5UbcDcxdjrYaataLL/Dm3rzWCtZKlzlNdjaxAFdGmGt4ZjNdldfMyCJJXiAsMUkfHb0QeghEsYJY8UVvNpTSzrDWQB0Gr5MTIp+InZl7VknFDFDPNedLJZhz5p7TQNXYFupUC2e15y31nKpGUY8CKSelnFdO5xPnyy+OFFJh20+8Lyv79cL79gvCFU6RK+/2hufHC89rhBMSqcZEvaCX122IFE1suKNkp8qKyQJWY5wjJ5ssuHFjDyQWXcClI6DZGyAe1WGAvsUYNXdORI5N7QqJKzkq74hEui5qjF8Y3LNopXhEVLHbJDQh0WUjbMwFsWqs0+pKaJNgjFY7FtPDSK8Y77gyqCgFeMUsHX9hsIx0cYYHopvhTtHv0Vrz/LPb/hWj8bcv/8Zt/wr/fef81xc4V6w0fv/9d75++cLbl/9gu/5B3d6Cee8xtgM50o02H4TcPpoqJnadaVE+uHNOUTMO48cJmO7v+c4zZCji83f+pGNrsz2+N2+Pb/jx4xL5PR/3n1NhsTukam54Prp39ONnTSOPj703rEzP7TR66OZPtj2MwcOgPTeWm4mxjmR6dpiEDg8+IG1zsxmfE8HR2+6bj2Mbx7/np0zXytQHYUKAz8p63tP6b+n3xqbkKY3M4z1tamX0YsjecM0kAChRq1hHreQjzTKdwdy3nL8jcc+p1cbbH2n68a/jmN0f97N7P3PjnE1TIdGbe8L6ewguedFoz8cTDpui7kSVu2bnzWo8V8d6hIhwZDZszc6j+V3uDbjTJi3Oj5QPcX2G8x/uiU0rubkOY5JI181GsWzGvdN67uH8uaftY6WpRNyNk5HOGd/7jrYdQDA5pTriLkkrUx14msVETh8NwMPhNCOL8tkjd/H45dfKRHLzenaDnXVUXm7ms5DhPL6+WbHMmx7I0R6l1RIFOZCMHx8fyafpm0kufh8sdb9q8u9ntPWd2z/s9DPh9XjNIfVDXiujH+N8XD++fHKNPWlrfD2vrNn5e3B42GjTr2N8nocnaeLD1HpJsTbo6I5/jabGOB0l9jx+P8un7r6/Y5nj4w90CCkTO3HDZB97yajm6oYCGm68cUOtaq7DMCqmfOlIbd+nCHsMYdaZm0bEIAs1U06+hkTDcB56VER7ueGim91jzeW8OOLUIt+yRJ0F1YhI6EVV51ELQy0VW8KYJSd/x9z/qrqeLwJU3/eWNEqGRpEpl3rWn6hx1pJfz8bJ2nm7hWE49f+II0TsREZoO39Z6AAABURRO3GokTATMHSjt+ZzdDi1e9oVMchI6eZ8MA1XPg9J3zbNX+jJUrFwEEksuo/1kZnegg/e85UJ3GFA1rnoSOe+ji0c+I/0b7H2vJ8TItvSYZVo/iyIO0BPzNHWJL3NDMVi7KK2T/ZJM3VLGvZmZ3S2ee8+FUYknzMc02FYFTTGvjLkdeboh26UZA1Da8r/NNaGLhHr0OaoyT5YeuyT1O5AGLSa8i5rCEzd702ljM95TGBQTlFq3HJkthKONwu5LGXcMzNks7A9jZa876Fn/IjeurPBJl4hZGTS0FcyL/6ofSL9qVnwftJNDvvSaY67oTwZgjCcF9ligkkyhctCL54+7TemwYjhTYfmcDhZj2xux+tngI0oI23l1OeIlvUGUo+Jczb60m0+XU8adNL16r6ehJESaoosOU5uHAGKsYiYQ8DC8J5zewDbzmOS8xFjPO+fDJDd91RzEe6Yfx+xxnAKxbtIfp/G4tR3RzTCj+ntFtSQ755p1EIrkUTQG54qzO0wTpfXGEOPRus20rD3uBN7TIVRBl+cgYRpN+qOp2NkWwffyViXkrJULQpPf/IIh9NKWRfWS6EsynJZ0CKUVT3bSMg52zx1UNsVq0q93bB6w+qGtc1xW83BtF7rIQFAkdJUxOUsjSqbp/dfBMqO7BXVhi1Xv0zOIIIuNXSWEj6mBY3MaE13qG8O7m2p4+zATjNFWtaEEdKx7pLtFQc9vOD82+2lHmkYjipzftn5mxTc65IO3+L7u84nQp52uj2HnzF4T9s6TRipcyluw7/X+x6Pn3ZCsA3UlpTqxn40MPQrTXY81ZEPhgbCxHmm1x9o3FA7Q+Tsl+qMVNUVDtEFsRNl/zNmK7uVMCT8gXFzD5NVD08RMH2P9ftKk4IGQzOrgaxOJMvNDcfBckQ2ivhktL65ekEEFvkDoVLs3VnE+sm9QsvZc4px8veOnGCUK8iGrqBL8YoCIq4osNJUaYun2ZF2wXYoYtC+YfU/aDR2UdRWlvqLv3c708xoVLAbSzpjzA2erRrWjGYCdqLKlaZvwBWxd9SExTyXvuo7xpVqN0yFhtdMKOU/OcOo/4ZRaRF2bMVHSWuO1wnhTGvfgDesXtwTqIAIlZ1dvGq6xAZAbEFlR4mQprZjUqiRy3LpiuzHxyg453mKNcKHmm00g9LE51u9RkiTM81OSBYq0wvoGWGDSC/UbAuG5SicvZRQll3p1rYjIm7cF/BUQrWDMARPh6S6I6WxLGeWVVguhfJ65vzyyqfXV4rsFNm57cq368qbKrcrVP2KlK/IviPbV48oal4EuoUVTTU2PuqbibafMVspUasDuWGye2FqvSC8IXqFtjriiAWxC8Y76Fdn9hpKfvNQKkf+C5rFNsu705f4xqA1usAe+RKNRa4QjpyWlhvTcBCtICcklGcxD+vb09BqUXjO1lDenIFLeXfdrv2CtYVdFVQobCi7p4FqCuUb6DtSX5H2isoKnGgCla+QbVIc0YaFo6LS5BvfE7613RDbud7+yra/YX/ZWZYzf/n27+i6wtJAG7frV/btyu3bH2zv36jbO61dac2dggdHxJ3C8mwrLvMVhtNeV/bs4c7jRoAn13ST4Ifv+jNHplAZ/07tpmw6vIvw+MjjFcfvYRiL9fklMintd+rnaAPS4hKq68OV48Jx37MUEFOrA8gTfTjsKfK83N+YG4yfGPv+oNYVyxG1kA+fxmnaMFjXB/XutfJDbljyxD2fzetmw68cFfj59fo03r+bkJESkv3saWDykvld7jfJM2pQ+svJ4b6pf3N0SB//jIJwFCSStnGXnZmSokff915MNPN0vua16+0ffYkPk3/8um8U7zfX0d7jDcflcgjbn99/4g0z2v+Hx/x8SGShZURComkzB3MOs833x0ZMDEf0Rpqh1vxzR37lhjUfFhuRA5oTRxlLyOrZ+NBTLuRmK9oW5+2S6YdC0gxDlDDScMQmMPIUd9uFRqG0XBsRPi64w8pZd2yAupFXYp0mOjAHJ9fJ6Ls772McJiOIb+LcIWIZum+NzOU7BruFPE0DVuZRD3SaRNqlAAkMi+S0rqY0I91g2KNS8g08j7BEQUkSyRmpPP0VI31K5hHOyBBOPy1fnnFt63/B87UwXXxgQh9J0Pma+buDdP1BP5+/z2E5x7zLdHL8fRQI6WyQ+eI4MbirHM/d/Tle3/+1TMsRZy2fGYCHWdN4FtiT/Rl87HhFDwSzcf29fnGYDjytwvGe4/M+Hv9YY89umdp7GlXy0FJEXZsGiwo5obnHCJnUbm4PKi+orqhUVGs3LIBhJVC30/saFa+dUMiUFNZ5RAKgYn0tJcY4kLeu+I4iyp2nZZoZ3BCCQETzd/B8dR4t4ijqdlgDieI3vGbeBssrJmv08YzwFU9NsQQ4a0ds8/cuG7BgttAscvYLsIacjkgq3Xzf2Xpa1g03Mjj61TRAc80Nbyke1MSNJLMBDY/EdKNz8ToNMmioyayPQKZdSn7eluI0X4eO4VHQwa9uBapiGmlCSnQGdzgkcMVJN3mvo0a1G1t/IuWcpr0g+tr89xFhPcmB7hA3HKnchgx64A/GkFt5j4UDOOksEd+z7NqmZ6cBNNaCxb4+jYkWxUQlFEkpQz/qKXfmPt2lPYyICcm6iQ9o9UQJN9Bt0rgTHDfrBQlayD3mZLCVfF+c3iJFi6cM0f6eXuNr6+PutswwxPaISzd6u6MkDdPJtuP9NNKdNbvjkWOuPaKiBROdnQAGsg5+3SMm8ps6fptwLBz9ZP9zOHKuLXQGncakkum03aBbcEPvG5lSxXWi9TCl3fYy8XqZv3BGGTpAGCXnDVCPgnlBZJ2amSJSDP+7R94ETfRsDJE/n4ysudIZCBB53HpfM3oJnDf4MKRz1dOAD+fWnWztUa1Tm9m/g7CcnS+FTpddcB55VBqFh15Vuj7lay+ctckTuh4F3dHRa7OEnpXOTAvbWdQqTRYihzmc1mrXQcb3JrnnynX3E3qbvUf/I/1SdzwH/5U17ESRbQUHy5rdEHvzzxaAbi0pzIAdySLrKmBKsxfv+pw6Lsayj5Wo27bCoS2x/oYjwiL4RgP8q2hZWJZf0FVYL4KeCqfXFV2U9WVFtFBWr1NhW8Nqw9pXrL2z3VasLuzXK62+YfvVbcl7hSY0O9NYMbvSuKJqsTyMEWncQJdIvyToyTzq4lK9b+cXVAUtrgfIgteJkhN1X1BR6rZD88xBZouPawMHLisSmWx8rjbg3elWfmVkuNld7svkmLIa8xo29NBLsJs7/tX3Wz2iRlwfMNwZ7HTxGbGG0vCSAe8QmVU68MMWqBeGw+/j4+cjIZozUi3mC99eMTNapLJB3xGJcE2LBWiuAKikMDqBGJYo90il0oF4gZ5HNkQaal63YY/10+QXhBfgLQZm8rZZ5gpLhuQEaTrUtSR0RTE9x6L2jWDhj2gjDBvLBRFF1ldUF1RfUFlZyhmVwiJCESiiqKyUk1AWQUpD1Zme105YaHKi2cLeLrTSvK5EW7H9E80qt0D3V/6gWaHwGU/L84lmn5Dq6ZSqOFGisb1r4otdFJWzRwP0UCXBOFNtdUdHFJjRzIfc3jAqVtzQ7utHaO0l2NVXJ+D6FZMNU8HkgskSGRoU6uLIfWsRtuEKgUQolzPMKPosoBKKUEQsfO/QXkglFDJ145EWQTRzwnn4kyujS+fzrmCkguMLsTP4NH6HgE6BIVgYshqOuM9wz0I3QASNObhFkCJocTBJUaNoY9WKKpRSqAi6OwOSGCeL/tkSQ9Y3977mi0TGu+Ih3LriNCtRNDIUJ0xQaoQgF0yD7jEcabEg7SWudbr2TQr0ImqpLIkjuDQMSxkmTeQDdF3YfA7EVZaodhLKckPMN2pmrxFRsfn6D6VD8eLXKt/wBR8Fhdq3rigKCwq0EDItkCZgk23fGV0TiegWoYk7QpNWes7BKByouYn6iLfZ7kKxXjGrbDf/u8mGbiXCq4xte6fuN/bbG3W/UquH4vWchUl88yEwabVPDum/clv+bOs9lER5+PYBIXL4fWdAeD4CcY08Nm9P7hcmEKi4UjhU8L7xeP6M5PUfvaX1hz0btft9290tz4/+qHkzdfc+84U2/r5/+64jyXSmt/8DpnZ/9DH8SEG0x3Ylx25CHB3ebwzGiK44bqb8mI3azzZD0zMTWiv359td12XQBjyMHcfLOKaLGgq2TRfKdOLYkt87nFh5bTw1hIHk+PZOze913+r9OCUlz2P87LDpnvv3zTbntp80JNP1d2kM7P6ih3n4wVEHqunh/qQvixHsec+TJpQRuTa9Z0epRZovjJGfOuXs4wsOmhzFNsfQDOPMPJdJ086fpg18EkwU25TUB2UN+e4GrM7XxMd11GCJ99LoLxWa0Ytq9+mUKbBrqMxjZrwtp7l96JpTiq/UP7zHIas7wjGNC0Oe5kbSzY9p6BGw2UgyOyINprXQz9NXxvTOR34yDjfWeF/m64IWEg3HP3I8LqAf8uyfuvKZnHlcwx89pPPvp317/Pf45x1PFbn7Jv69j4jot+d4Pr5fdqlzgfjCLPs9S1m5e9Xn0rU3bE++yCZmev3ouO/ugQaf8bhn85cuhkn3+OD43gy2BEu12Qgwy8FEmqZ+Jg7gykh4IJ10mXe+GzVb8uFAf/Z5nFKrHeYiU2WEZAtnoK/bRHVbGE4jujlrCPSUFfizNPhHpHBQcdSoaBhmewTHC8IZM0+r6+NYnRerDH9k8AIz32UfdLRw1FqT4KWZ+iOMQ93gOz97gApGmseZJ07P7jLGc1gDPUqh96JFuinJYsQps5bBJzu1xKjHvtDZ00qPfBP19+j9cr7saYmz/kY4fBEs9nc/wMXFWN05Kgak3n9y36m4XiyDHuVehub3HXyU5zLaItG/GRnBkCsAlujUpC/i+SEbLdGyGTXgTi0/l7QdhswuOkKW5+Tl+x5o33hMthH3deFN8MN4L7NAyE7n+52TQ8Is5sOiTyGTkL6kUxaPZuL9I33JMB5nnyrGO4IxomOSplqMYDpzw1l7Hw0y8/x0bET0ieWa7YZUYa4DkmOVkRojyvYnnF6ZTz/o5c5dwExHbk/LORt6nMk8UxOdzej4jDpFDvf6T+n3SUaWiGf5OOggsSeRHhWUNUdlQk6HEVTm9pnmY6wjmOSC5Cj4XIhkofcWPHW8h6W13pben5SII1Jw0oUivdlwzkypxpL+RKbvQ0dKAFaut/4+4eSc58eyjfw6owBkTEsnauntj4mOovC95umcFjT4XL8+HVVzn5KPfF97M7vE/JzjHjeUW69pk7p1Ovr83U3M04C3lBPmRnQZY5PrLNOFDp6UQiLHJ6NqXB8e8jMdayODjuvdDUqN9EsntKzoUigLlJNRVkGXhVLCvmvQ9t1B6DewZuHzaey3v9Eq1NtfafU97N4F20s4IULO24YDfRVpMZezD1W9RpIH8ZiXELCGlgr21Z0Qy+6ZG92QDFGfgrqiqth+BjP2liCpHaoinGJMQo4abtOTBSlnRr0nDV6wIHixaF+ZisgasiDlrjvxrIO8ggeEbiJdDisJNLOIoh+ZULI2Se5npsjt7xw/74TYt3CKhiHW/oS1Qm3fwDYW+YKnMvoNePWJbaC6eREqeQFeqPJG1b/huTKvYAvWXkMeeHokWa4glUX/GqT+LxhnsH9FTCj2O8KNJgWTQGLHJlSskHUyrCitrD55zZNCLVJdYSnFjY/V6ysU+4KjQ/7kE3T6BS2rV1PXhdU+U2TlfLpQloXT0igKF9s4UVnPC+VUaCdoJ8PqO7Z9xexMq5+ptrK1C61u1OsXrF2o+z/T2o337S80u/Gu/0ZrgmjF2gvL/l+xdqbJX2i8Y/xPGl+xUmhaKPWMtpMzBllp8o2ml+CtXnm97mc8MdMLBbiEQmL1b5hs1OULWVsAW6j1nzFWir0hvGHVDbR2/hNNP7mCbhVqQaqG89hCuQWvAfA7XgjrsyNz5J8R2Sj6H05LXH5IbxoFi7ETCKi+g1RKFI5zw3GLKJc9PHM3aik0WSgRLul1CbZAxUosjCuZrkkoQT+eXsnThv2O0bD2nxA5YXLF0fsrjZUi1fO/rYKeYFkay9I4LTvn5YaWhbKuNDHK3tCloeuGUGk3Z5/tFMJSd8wM3V2grSruCdXFFXIN5cKC+UsB2Vl2oN5oYu7oYqF1pcaQdsGLmzeqhbdeF2iC1gwr3yP6xYVG2UEsk1MJng+wRM2D3cWx6tBTal7ndUha+0yzX0Hfvc6LhFMRxeQz2JXC/4kLtf+CmVLbG43GworqGbMNpUWqJ08r5g6v5htNdYdOVdi6wPZC4cIleu7hYZIbt0SCfnB47Qxh3z0E2Ozqjr1b8dogsdFpdcOsUvcdqzut7ViNEL3M2dgVsOnoCtikgzxaXBlKWP770aYenr+PPD338ZvD5E2Ynjd9J/2fyZiC5+x8QOIybRTu+j11P5/wAWRz6s3de/SPYyyHkjo1ZA9/fPis+8s+Hq3stT2/pr/UzxzTxXOY/oQaPGwW+vvmRuSZgfd+ZyaMEZyVXR2n+zOZfudmf0qtw3ytHa4b73Ckj2lmXOk5vE9ekgr6/OXUfoRbOwnO8xsMKDdOoSj5XiA3FoE0NUfbSzqScwNusxFsWjcCPc+r3E1qfByjevc+h6iK8b4W52Q+d0iPMlY7XanM7yc8cFfobYznT1hOrEah1TS8qc+VtPv+prHJx8Akir51xTJ+e0wxw8lsvd5CRhU4OpO4fgAjesEzy5D3SE8UtOvyLvsjpNElUYs+HmGsR8goBQeP+MZUNDdSEX0X0TIZUtydEMmvLdNDeuE1RwcUV/CVwdMzzy1+Tx83g5H7e4v9U6T96nr4tOGV3GTqNH8l9r3Zdg3ULWHkw42iRmzy1VFMgBsRs49BNwbdYdMXojs3ulONZIu5BpUsVpsRHt3Jp4y25rX4nePomj4ez7nsPT3O393dIcfPMhv3Hnjjs7/k7ssh9463T58mg2Iwm7hTDtd135hMTqD77h/m5f497a5vc2TOeE+3tST6N+htcgTINAPjQfJdWTWMRVPXfva4e/7dS9xfSF87D+fGNc8cNPPR9lusCadXTWNPN+B6bmPzfAqRz9l1S4sUTJ67Oh09OyY3PLLJN/JC/I6UD9bR4mVaj2AZed+jAib9s0U0g0Yf2hnY0NZcvwx0qGSamdD70SseDfHq51pGTNwchKa/uowMo4RKdWNv8FETPMq9OWioYph5ZMCIH1U3kOZPj+LaQ9SGE6ad/b6oP+HI1tp18kRYde1BCSOJhT9jReqJJjtNHRXrvM0NL2CYvjuVyuLv1U6hSwZvPvAF56UmgpQLIgF0wvCI8eDRBsaG8RbLNsY6jF1NNzKQ88fHGu2F3EtHU8rmQIMfdSGDmijUmBQRJMM3kxV0tPU16DeMyRJFpbsRNJ0xaYhc+7t0vUW0AwO7YUjEZW8flJCdR/blR7XQWS4h77Ortxj7M5bvjTAKVQvp+O8AEDMcte9o8WEMTaN/cV3CwiGkb3E+dIS29P56bn8mUIAxgBMbmdPe023lcfMxxd/fDXOB4O8AxTSyZj1LB5b5GobUVbvs7Tw761i4zB525TDm9Wd5pgiY+UdGIH7nyOicrmofDcwDyJMG9OB5RP+SFkjassGj+6TfRdHYhOZPsCEMXS8LCcvS57pb93skWWMYP8eYOFhRp+fnT4x7r8swRZkAkqnI4pMwnBCeTjzS7uWImgIn35ffO6WEMITvoYanIyWfFzVDe6qpHN+g8XTy9BCiiHTrk7SBvEX/XJ/qaahTP0sw8CDkac6I9uNzXwsZ5Zv98fVvQe+egs8jEfrYHpxLP3Z6WfvVry1JQ1NtGSzmc4m5vDr/1XCwN0LnWf1c/QZyosmL857iDggJQPsBLDpHwcspHGcx4ZGKvden0M1tfhndpRWWHdEzpbxS1gvLeaWsxnrZPA3Teo66qS6n6u1Ga0J9W9yceQVrje32P2ntSr19weoG8gsmZ9gLNA1O6u8u9gXTM1Iuzmt3XyfNBCkV3a8hGwE12smQorTthhZhOS3oopTPjVKUpbxitqBS2LcGraG6YtxossO+Y7og24rWF5rcMInIFVtATmh5BRZaW/E0SW/MAIrWwQxBfqnfS0StSIUocZC8TdTXgDRxgHFGVUimo5Pow+mgO5I1Pn5w/Hw6pvIezBZX0Nqpo7oR8fQwgRoRU98vhWLnDLMB775QmqEROi+kd88wdYNqlROOZHdE/ZJh4ngOOon6DQ5gC+Rz5n03Z1Fi4jUkJPKUWfWNdyiEzmSjwActECdR6FhXir6gcmLVF4oWLgUW3TmdKssCpxWWAi+lcNbCcjlRTgucFDkXWj3T6kqrhbYVdhNu1agVbu8LrSr1vVDrSuNKbYVmuxdBRzBt7PIFi6K51IXCZ0ery3tEl3gFeQtFxdNSFDfE5EIHvFR0CfxLoqlCELUo5NU8p6IraymoNBhOwQvEeIorpY2tghRXkgJhKLaEsD1j8ur9YsO0YfISU5QGr+8QZgllR6OoWyAcPM+/eYgWhMHDjVWGIZahyoHWMUXMlVMRXzzDCOG9SQNV7aHRZzwywleqhSm9iAXjq77pyXQfzbC90Wpj2320rDT2amy7UdtOk3Ci8IpQw6lUnYGa0coeDDWMaWWNtZMbIBeOYllDJYw2Xch4OKZvfjxU1MoWzCMFfCi8xRlxizYURyepWmSIScOfMHK8hffTBKN4uLilOuxOQA81vnoURCoWdsYjoFygNy64suDFi7y4ETSWmMM85ymyxBpq1UO8pQStu5GkEMXQuQArZq6UaCDYeqHAocs8PSzDJs09wC2EqVUNxhtjkVEPtdJaG6H8Wbjq4IB4/sDOkyc7w8ddu9/M3xsnvv9eP3VxT7v17Nrx+bCpkkFLw4B1fCGZWvmoV88CROQHIzL3+djXj56S52fjzEODd9f/Hcd86090/difj465sdwwJNpnvmb6O/W1fuajd7pTeA+n5Pkt/cuZtucxzRv0eHn+2Z0N9/MQPe1o+DxncVaeNRePTDRe/4IM0vXxUB4L703vfkAZHRu/86lx/OTtyN09Hx/zGE2bvgMi8rjWPnq6b3pm2Tm3+fExrhjjnyM8NltpgMq5gkQG0/WBY2t+UWV+R+u78BL9jX7T6MrwhI7yZmSa03QS5Ny2aTMWRoSUY9P3/XxoPCIl6irpoD+BHiFpOL9vsQGnetoSaWSht+G00TFW8dpjZvQwhY66Yxqvu8gDrPejF8bu58sYq06z+LwcvmfMyx0f6E+6N4KRc5Dtpm4zr+lw8BDoThHElsHeBQZK+nvHoJVnlP091Pvztv4BvvxhS99r617efvT8Wf7INNbJO+bfyVPnmKZ7Wfrs2Y0O6GSM5BypkHaf/jtv7fQp/dxoeU6D9Fxg/ZQIy/YZKNO/48bvNfl3tZMyUUrwxZaG5xaRDMPU7jXUch1Hipp0qIYOLZTYW+T30vex1nW8Je3IBKwy9D/pnbI45yO0Q+QNB/PQ6V7QNnlvpp7x3loHC5cwyETR0dyjWBqT8/5AqPcipHSDs3TH0FTQUwx3JLSgVdezLQ3JuafsvD/zuUtHk1uvMZCRJPnb9e4WPNOSAKWB3tcEDERxyT3bnM8e37OLG0IFwtg43qdHj+HG3bHGIl0EaagNg3xOnEg36HpEAZj8mPBGlGca9O75e/YLOs/t8k3Gebm/ftapGAublM9GIrEHC0h5MAMRZPo9t5060uBHrsfU6dpZ9td+TcrE45F5wJOBBUq5R/eN57uDpnd6/OrZCvL6jNgI4IMlRCTWBDbJvfl9jdTJLAAqA0jSxqjE2rfQW5ILHPdutbfb0fkyj1+eTr0IX4syz58xEPQ6XvkQVS6jme8eqZ8kkO5e98y5n0FDGb2S626fhmxaN52G83ManvPepK+k1wRSRPo18ffzMcxz9+1lKqAEAc2AlHkkcu4HkPJAHw+S+17vg7EjGHPlTvo4PwlId7xm3au8e0S/ZBeSDqzPQRsCd6ZDG23PYzrW21FPPkRBHI6gl8P5WRe5e2asG7d9Tffko0zgYe1+5+i6zD69Vq6DfLo7E01Ovt6bkVFlnff1SBP/GXLEM7S4bSjR9fnMBDzl+GSavFyzMVd9D+FAAwkQtujidSAKlLKhRdFy9giJcBK1tkfEQ8Uq7NcbVo16vWGtUrcda5W2e6pGichAqzV4h8R+Nfh6C1BzK9AKmcODVqOeBK6bNAd1aRPktnn0AwVtRtl8nqQoqHrUBsIS9WPrXmhRR6hZOjpdzqZ+GWchUsj3aGYp5L7KhzBsaPd01Z0Q0B17+H5KbGHUdnBI+5jbAlPqLtepwolnC89p/Hj8vBNi/VvwEie42laMsyNiVaH8ishnpFrI3UIrQhFDxVC7oXx11LeBl2f+jJmxp9JSBJETu/6CiFAoCDsXviJco3jvCvYZbEFqKHenr1BuRHIWpBW0KWbvWPuDRImpnVHOCCuyXzxH4PoJE6MWV+qLCEVWVv0nlnLmZXllLcIvL3/ltNxYT0JZCi9n5bQKr6+vnE8nlsuFclpZLhfW84VqN6pdabd3tvevbE14q5Vthy/fzrSbsP31xL7foDTqfqNworbGbTEqldr+pxMv/wLywrqfUYxd/xtNv/BuG1tLZeqE4rnC2G9Qo8CMCosJS/MFblHN3oLRafO0WpvdgpCjaDHmBKYveB64jcaNpSt3YQyWT4i+eGiONp+TekHkM638s3ss9SvGSpN/doFQs2jxx8fL8jeQ4tEuFGpzFHpT97617UyzldoKZlnzI+Y/3sQ3DS9o+4zJG01/R6R5lERrUZvFqIuHlW0R5bPU3zziJjz+Vy00Ih8dDWk7pTWoSq0LbfP0Q1tZeVdQaxTdeNuEt6tw229U/QsmJ0782RlJ+wuwoeoFcW56BSJNmBTK+uJCvkUBp/IV5IrWhjZzZmaw6wnRldYWrC0sduOEsGvjXb65s7D+2hV1kcqyvsWc44b7iAgp6hulHvEr73iBpBvKDWGJtGJnqp1dkdM9dJ2GSkP1rz76gUSA33B06uqAKPsTsHnhcRGM3zA50SJM25Esb84qBY+EqEZRoeiZnYUdRW1HudG4UPkFwjWmVpHmTgxbPIdthv99dHhonQsUEaFZoFsyerijTmo4vSJNVMt0UW3aoB6RyYP53z0zfqfa0D9PJ1KPGMcwbjy2c7zy6evmXsDyn3slJx+ad8+hyKnUT42FkLIMS7VJL7pDeMzvO7dgT3s6XzUrXnJ4seGwmJS7+b5ZlwTSKDBO3D8nVXx/58MGQQ6XHdo+jPyPZS7Wc8SmgnrXds+Hml8mko1pgLOFBzz+sU+HzQc87Hoenp2G3MbDy/RQdjjkQO73pAIKY1M0pUzqr3ukhu7Q6vcdtmnHN0ojDYRc901Ga27waz1EOjcA09j1uZW+aeqbFsEVrXkBkuH2Mw22/l5jfO6V/EEkvtSGojjm645yxI639g+5iU4eJP39fvrQdLrnJsvXUaJfM2dw3zD1qI1Af3XE10T8EVovCf7IEN4ezn2K69wwZOKOc48qK/Tw+YfNWBSwy9BfcKc6SiL7B11kf93QIbGxVllAFrRcQEukbwwa7U57sPaOtQ3azQvXltiwtUSRes5T738QaAyDRu5oO2z4Y31Y6h7xjn3TkGtBQFqEbLuz3TdkqaPNG3rxDQ6NXq9BbRqHkENJE93IxsTfXL+27vzyfO0d9S4WwJU0HATdWQF77bYosx0yneLfcVi8xpGf3surZ469NG8/4e8P62S6754h3t3WwRi97fmiXGPWu3jYAOe7JN/LaAiZP4/fea3I8Snjgx34+b1aPAwrOQqJeB2jMv/2ZoyDbMt57qfn0X6UgR9/PnT87skPgmT6+14oDtmcTpYOzp3usaf3Hg9Nel/CsF43NwzU4LLFi7Ianq5WXAnFN+YRaaSArR5lYAWapw2WJQz/EvPSgUcvIEZbb3je5Td83/mC554PflkiVXG7BiI36EEvSMlnAaYRneypiH3/rmGwS0dAGKA1astobPDr6s4Wi7Sz4lkEHE26+ljY7lEIAdJpLN7vSEuranhNsysObPPIB4u6MGpf6cUvzc97hEWCkzy6TSIXuNda8AiVFjLVAU8VyWLgLeRFpJdS9basfSPXsLNN5/ue1iXHJ/UOpVkWSm0g7/17kYpG/YMm6gailrqKen3EJYAKlkjpxoN+dHcMQ9/ia0je49nJ/yO9hQVKN9drIIZ7uuo0DMX7OR5sjnJI7qeRgqtC85p86YAa6VZynaTnqkSh7ogU6Y6IlKF5bxoI/X16LSIMNHLUp+7UIx6Sr4UzSM7epp0CfOgIZeeBJRwQ6nMvt1BDQuaEvLSsWySXkEcRtWRbHxPISE4L/bnF+qDTCyaILJOaUzkY4DMiB4NyC/Ec89WfkUbmjEJJ8F0+JxxiQc9Y5mZ3/cCCjnraophXmxwqHo0l9yLwA4LbQr/JNCte33JQSaZtTOfiMuYw0MoO0J2cDpmmS9Y+bhbrFzHQW4xIZhTIlEphY9HIPNCjza7RT0L/8Hqovv+/ABtm15iLMG5mVKukRF7G766itT7nQ9sJqdAjYXMNdGHNKAQf/cn0QP2CFD5h/mwpZ33Mkr7AwcyGZ8pAVg57ihj5PKwLMq/NOZwx6VwVMgX4ML7fAUOefg+9cLdA3x8CaYdz/WzWj/sr0PXdn4lgTeekvZPpe5xWtC8zX2BJjwnCTP1VQCM6Q6vrz1b9utZwIPlnv7dGlIiEbFTPZNFhDbGXMLliUoc7NSIHRU+u95czqhfKcmZZC8vaWNZv6PqKLp9d1soFs41t+0Lbd/Y/brS9dSdE2wRrbaTYZsPYKO0W6tSOUWlR98Od4YvbmvZviK1dbzB1+WY3jxSRcnYAxH4GNWr7hhRYtxNaFFmEclKW14KUBT2/UpYFrZWlBI/VlU0UazutCK0KtIbKOyaN1przhvpXsm6bAU2Pkc2wIFKCVmBE7p0cdGH+nj21XbtAPQMOQxe9ogGoNqm4Lf5XPIL0G86PvoEsqHmN2R8dP+2EkCygYhZMuPkDc3GkktTE07SUQqJQTByXkAvMIxJWD9+Q6sj1rrM3xN5iIUWIVYa7CiHsoygPNzzfn6PsRBzJYlN/JJ+nBEPZRz/CW+ty0gXmIlCksGqjyMZZ31mLcD7BuhbOLy+U5cSn18LpJHz6ZeF0UdYXoZyE02lhXU+YeYHcfTux3U5szbjsjdtWOZ029qvwxsq+GaIX9r1wFWOvjbb7RnapXrRXFmjSvL9VEE5gr3ihsAiLIre4zbF1ouHAltCrwoAaaDuJDVDfK09GDd+AFZRANoaBVVpeHOgU8TA0VxCvSIsCiqxYpEJwBchR7i1zwXUF7Tv0FiHAGjTUIjzXF0kKLmNEAqSwsoFG9K6SocmSwiQMVAP1k8Ktxd9+nxeXczoRMVrQVDMvllxrQerCXgtbFcoulC3FiXG7GdsOezWslvAmeg0S0Qz1fo1RcuGkxQvTaPFaH6I+VqaGaaGo+uuoIrWgoo6Uag3qhlpzGhFhEU/R1AKlJeFlb+rKt9RQEMncqCGgxfMs6oxYivQRhqM+jOpF7rABnArvtI+xr103YlXM3kNgjfQdw9NKbNKCDiPczxVUcVknRhWoNCoRidM05tU3QuSGTWow19vHgOfDMRST4fEdSs2cWqijPswGzXQj5ZNNvA3q+rHOKdNjD2aF4zXzJ5n7fLzqByvsh1/L4Wt7etFshhhnfkLZ+cHx0MIPm/y5Zx7m4TuD9KG+NixTd23+zI5iPPahU0+fk8pycrtnNx9NVI+NHmfm447YeOzhpN1d07d9pMMmNxKj3eMzHxwl0zOE3C/MRsgxmuM5Nm045h7NG5SU8dGfjgCdZERavQ5PkPHn45AcejIsssfxeHqTJVLY7+u97IaMVHrs4dbDY6dzx5X3rNPfaePhPSMCTObxGq/a84PLPS3Rx9AmnuXfDAORGwXmF7C7/sd3ZtMGKXPlemvdWdH1R0LnHPM2/k3UpadOyZyn2ovCppzLPnvRNteJEtVjA/k8D0Vf92NzOIwihM4R/RTrc58oW3mYhzEeAy3ndDXWetDK/Ua7IwmjS3NKp26IinFLB9LDWkjHRp6z/vzhqJH+vlmX4gMm9MNDHu67XzvP19H3ufpPRCTJ/YfHFfT04slCdM8TuxvswQERTrM0jvXvsw157M60jh38PPSQMY1Bk4GONpvHbpIRs65zFB/fGccna/vvPh41gJ+/j0kGHEbjp1qwkkju2NMd0g1mg20AiAQohjWLSFtxI37ysUz1l87fzpuEyC+EI2Nxo77ge+Ouv+IG4HRaMvZQyQPEHATVeYAYHbGd/Cv22zqnF0zeFf0idVEkbMsSRbDzQcmHCYezj492lHbsKTsrntY9SX8DYT1Sv8T5btQMo1835kGib4dRKepFBn8U1QCmb4MHWhipYj591BNxanG99bkZ9O0AIXrhXz9pGTmNglrnQWZlOJVJE73zv+egmOnosif/TaR7jsu4/yjtkiY4XON3dvMaHg2eUQWZfmXsm/zWdC4ERwmE7lAZ7fFHCCYcDv18dho9LZHjCc6Id+qCa6Kn3u9JTkuu2UHn+U4z/zTGdWMQ5W7ogkam9xnSIPTUmWb7+KfxeWq/TW32B0457u/5Vqbw6sazo2zOI43WvfZDD0XLC3JcB6/ue+kZDPUjw/ABKZ58IHnCeM+etrQfQq/lkPrmvd5J6rO5LpMO74z2fZpLdwr2fPKSqVazMG2OXehxNoNo8hkTn+l6VYJE8qtB+zL1YU7rebif0kd5aFWj3kfaGmCsRbGhZ0mniTrUrl5b4z5PW/KgpJ8ct4fJ4yEvftah6fQfbR34gvHY3nzOaWCsiVyf98jzmPNOwu14+tnRI83mPk9tZBrD5EddL/c5z+LjWfi+A8wOsuUD/mQS7DveLWUfG+40d5ug9PXj9CS6eBSEFqQULxlQdKS7s4btb1jbqZs7H+rN/fNtM1qrWNuw1rC6O8g0ZIGnfQfjGo6HlWE2196/fAd/m3SiNlDtTlcLu1XLtOfBU+otbHCrdGupqKGrgBXKurDUlbYt1LJgxR08AGaRHlACDGxh9+IrznsNm+ZU0qkas+kp/qa5jHXhdtY25EPn54anFivOK0XduUwbe7is90pGPX3/+PlIiPbpQL+67PHiWSPAO9K2M1bdCyoiHq0jAoFgLlJQXSntRKkvGLdAg4enhRu0/46gXpzYJEAtEnLBEPkrSKXZzZ8tv+DVDs6InDD7htV3R+aLF/tY1kJrja2+uwpmlSKFRc+ormj5jIpwKqBSWcsbqzZ+WxqnVXn9/BvL5ZXXX/8zp/Nnfvtt5eWifPrnPzh9fuP0qqwXOLNykk94/k7lZsp7U1rd2Ldv7Nd33v74C7cr/P574XZb+eMvxu2288dfz2y3hnxVtmrI9S+0tnHTRmsb9f1M2xXbfvOiJfw78DfgL27YlzPKhWZCVS9EXbQ40ru9Q1NavThwCM+ZuIM7LNoLGKj+FWGncEEMR+1bpGAS0NzI42FOJp8wXhF7p7S/0ChU+QRy8gLdCJgXu652RayFd/EHwnf5xemseYhnlSX41JW+aGx3t4KsgU9VpG0U2/HMoAql0ZYdGpQ9wsdww4PnVAujt9AXaAuHlTthRsHkan+wc0X3X7B2weRMbWfMVrZW2E2pVdzpUYxbbbzdKq0ZdXuB2jD+cKdN+cVFqf0KNNbiOTOXBUQEDS/vIh4FZOWMyZlFBVXB6gtWTwhX1K7IfkO2K1Y9jVCxhcIn9haIJSuIXTAamy1gRokctKmoN/Hciq3caFpZrFEyzLytbGWl6kJjp3KjiHJKY4aBO6ReaXZF7RueL7a4Z/n2l+BhEcq5rJ7uqgJWaW2LtX1C5ESTNyq7R64LkXasUhvs1edH2opKY9E/IFIyeQTEFU9d9Rbz98L3kMPpAGnpnEvlZFJyDsrzhIzuIbbdCDUrC+PO41/Tsxkq4dO+9XMhzCdVKg9JXTe+H1uDu2/6RiPPpxpz7Jkc7pzX6WMv5f5DOgAPfco2n7V15APH0frgSfdG735jfC/zHTbms+835rayyXmDND9PDsr+XeP9JXvRuS6sv3c8juNhnufx7wbGgQA/oHdt3DV8UdbR+91BcOhSKvUTXU7PGUqthAL2xNiXCmZXIu+RO0mr3sdnqK+RMz0M3b2PkX/7QH/TnMs8zh6Z1Gw2Bozrm0k3wIzvrbczNnmp3E+XTTMCuY6m6KAgqrEZmOdljKXc0U8v6DfN5NFIfPcqTMjqO4Yhh+s+ODSVwyP6JQtAeqiyOlIpF62CI+h2Dkbwns7Ef6zn8s0j0HOWuXB9Q+t1weLNIorClfJA4mT+ETs5aogaCnI2rtAWRJq3hdBrRETUhBRPweQbEI2UhquHZAdABUI+i2HFeUPbwGtGLXgSkR2LCD9rrc+69z421Zo81Q0QZoEo1RzLSAlh7/GOw7g3JtjfazjpEoWZ6RfjsySAYeTS9jby7xrNRph7Ljavukd3mHe6WxFOONJxj2mJNhJhLYXc3EAil+95408cyT4P9z2XOx/z/scrvi+bDg992qfv9vfph+C/MowZwxmR4CoHMg1nRNw5bcY/Xq/Wl55NBq3UK5Lrux9CDt9J3tt5qPTnzLUkPk7L9MFYHRyux76OVuLzXeSjf30nK+d77wRC74/1Fu+47/OjnjyCmOZpgNXOfnMUZdb2Bm13NLkwaituLXAyzlfQkvWp+/zRQi5VT29gNYBDsbdy43sNW8kwNvVClZSQPbtH6Spe10waHrUQYBlRZG2h0xaMFeonUCglopgi4sxCzknbYg/VQBQ94e+o4QQNwJipG7ObFVoUDVUzsrisZY0AU6xF2oUoEl2mItUGNHMUqOd6F6S+4GAmDf5pPh7FEelp3FO74RH2C9jq0WnljNdt+MOjKyxzUH+mC1cTWstc74AYteyYbkjTvhYl5gG7kfXZPDr/1cdDw5hZNndAtFMnRUFQ87TP7WfqK2kgmhNNbsuRRDsoc+hmsyxPZ0fykmC6eYaxpgpwccNh/eYyKdOZSCJMQ5amHtIjGCGNmwagUby3I8vDaGgStTiig2JQbvExdcDl7ndeGiDAeKJqGjhTvkf9Bk3+Z52f9FodMnFwE+aokUMxchlABcFiz5jyNY3Js/N9B9mCHh1cIKzz4gfbpr6GvMMwifTX5tGCbmiHUZRYSce+z9gevNiNsZ2/WzgSLXlZDdsFZGFfz2v//UOy2HpGNYTRsNesSA4skbZ6zEjwJ8g6FsPZEGlvJNO2lPHTXyCcK0FHDog8O6/Sc+iMUdzWvManacxXjKtZdR2kc3OFSP3sqT65k5UDtCJyCnKL1MzdEXDG9/kZDRJ0ZaH7qF/rxuNr6HD5TitG8bZx/py623AqRF0foAsEvPZNvofXH8qaI0Mvloc1n1EocZ0Fvwh6QCIKqO89LPgYk/4S54Kl+HwXTKY+N4JOTzFOG6O+T+6LIhrjB3Y3K19Je4+gSIu0kCSo/JvPSd83+Xx4Om4F3hF58/7rirD4OTNaSx6SMmWqf8TYp2UkoRu3Ab7gwPPYS4Xzy2X24rak9RQ/K3pa0NMSEWRg+429/oHVndv1RtuV+vWFVoW6u6NB+HewDdteMFNa8T0A9oaXF/gbJm+IvSJcMHvBeHGeypv3hRud5eDus74OJGS2uAwXUdhBi4Es6LpyxoHs5aVS1kgHf1oxTm4Lb2esvaD2hb19o1Wh8YK1xcU0G9o8UtnkD+cEWkKattBNvwWfipo+zfcnxuqg8nRU2RewN+DmshTXIcUWpH52UHTW3dW/TetbAI8IRU/cWw6eHT/vhIhCPhFb4CiSvgEyF+7h7cpQP7EaC2SwR0E9dIXizome4zcERQ+/C6NgfpLERky7cNEAikXolwk9PEhaRDouUTQx84e5QBUNZWjx8JQigopQ1FO/rIuwFGFdX1jXwuX0mdP5wi+vF86Xlc+fL5xfCi+fjdPnldNLYT0rq7xwklOkhCoUA22eLqLVRj0XzkW4vjesNW7XHWrldr1RtyvX0njfFdnMC0tXo5pv1FuJyvO1ROjSmcK5KyESSqKPTo6dCysfOSFq7PaR7IFlgTxQdWXFFbT4eyIlIbzgXSH15YYJzVZXarunPHO8OWN3ZD0g5w+3meOYkQiOYvEoh8zDn0blzEWXAnCuWAGuDDnTa30Tn7sNX5gdKJBKnPnfNYWitaDhGP8MyTJnYK1Bqzv7JlwjAoVqbBVaNWoDr3mwA1fvXyJZIgWSFkCEsrgHVxdnVEs4IwjBr+rzZLVgTWkmqFlsss7u3d1DYjWliOd69eHZI7rDx1U0BFXbY3VGX3reuChK1MM6IZETKoBVGltXbpM/xOqN57gXOwuF9SJ/Pd1GCVU2PK+s9I3FNI1JrxBKbRSW6wXReshjJaNvXEBKCMcfM0NX5P33MDSGCVYIZaUTyNSzsYX4R47ZtHL8Nv/6Ps7+Q2NCN2RMY/fxAx+e9LxPwrEBuzvv63ToOsLd0++ed2xh9G8683Ro7+9Kbf/Dl/vu8cyG8tD+D2ah9/2Hx49mc6Kzp/eN+0cGIblDlN895x7NfkC3fK8vTz7K3Xj0jcsHtCNP/ozBkuCF8yNGsUN7JLM5EmVCA2bU2kM6k0DK+bK2AfbOc0/f9aO5vh//eT08ufSBqI5jNNqwx+seHn/X1x7NKD+mucOg2/R16G/AwUk700q/Jc7Pzpz5+d3iOhC+/fUOc2gcnXrTMyMVQ0/B0OnKn9/RT2GcH86cSAcirst5VOtRD8r2pL9f8u2gH82u5RwN2u7XZFsyj3nqwfPTkn7BUwPcu/Es2pjpIdf9jEgM9HO3Tt8v2DsB2VF1c5vZN+W4OCY9ur+oTGOe4xz6dKR9GHrXx8fBTX6Y5okY+p/2cN/PH3/P9R9d+53vp3GW+2uHh8HP596CdDgMx6tGKoODIwIYWsMzeRp8a6ghg01GZESfcxvU6ZvcqY28+fBq8mxyONLELLP/Ed3GOK6TH7fzXFP40T3hYO7G2ET/QS/ibYR8sJQqvsaisGqPouj9nqO/Uj7NE5f6dKbxGfLKQtgIWcfAn+N+4IzIALE29SMNOPRJlsNc5A7Hukz0fZhB6ssZ3SWpgQ8eal1fjuiPMMqZZAqUAboRPNpiGJg9lZUfWUzVx6nL7jQS52xJw7QNVaxBT9UhwePSaGuzY9XtCEdKqBMt9N0qQ6in5uXOG+lj5k4NzCK39zF6glgrg987f/xhBM49aOF+2c5H6ACdzYm48bA7jxOkN2htjuzsKSPnKEHgiCjO56f8Sbr3vXDy88GR4ydzmiedxTwOfSDnQRjrw6+XuU+STzUG2OKoY6Qc7E7TLgJ06tfk0DzIrXw+0/2p70XKTfFaH7Pz9ijbcqzz4aPNMZYZGZhjkkbnTH2TMlnuWOo8ZnGvzfM389M2jSEMQ/Z3joNelf1g6qtM38+0LNzPXz/CnjEeHm3J/b4jtJkM5dPQr8RT3EmChWRwVqffNulKOVhBj0mL3Zmv45kyfT/xQ5l/k/YXkNSXwhELI/LJhy2dl8mPvQ4tsgy6AVA3FEsUEO/8PfsmY2yTvxyjwnLMDgzv7rsx1k7DSV+z4y3o5BBJPj1jjnjq5+PZnfZTVs39mp/1k7K8gxbSOZLOonTAJM1n6q181XBeka+Rzjo5XmeGZOHilJ/xjLQkDa15AkeB90Uy8sLnU3Ud0RBa+py5Obhi241WK23bsV2j5oP1cp70eZ2cQpaOuOTzs2zKfYqCnEf/zYb+1efJwnEVKcvqHnZSdQDd5o7telvdTnZyQISIgq7oAmWtlAVKUawIosaobZzAouBXQNfXJz7a+at4X1z21bBrzTIpdZQxFzOox5Lvgr8TURz7ITop1+f3j592QlRzZLozH+Glele25StNd6pVGo1FvZKD2YZDzDwXWNGVUry6eWufaeIgFC+mvMQgvfhAaORybx4hIerOi0Vc0FVOPjTlhKmjycVesfqVVr9hesOWiq4Ly2n1xdsXkaDlBT3/hqq4U9WEpVWKwGlpLIvx8qqsy4nz63/lvL7y59/+xKeXE//6ryuvnwrrnz9TPp25/PYvrK/C6SwsK6gWVApqC6WttHZj368gC5QXqAtyO7G97/zxv//G+/Wdf/v1xNvbG6fTlbe3DdOF96shcmHfFXv7Gzs3WnmlyYrwCdXPrDTUVqx+g/pGswvVXhCuLPJGa409PJnWPL3Sqs5gs8TVrTjxFbuiGEV3hB3ZvSiKWoGmnr9YDS8KfgnkaRiu7ZunJ2p/ppVKWzZUL4h+RuQKvCHsrHbD2plm/5n0CH90mJ1DgdxDYdo82qO9o616TZJWEF4ROSN8o9GolKhH5zUKWtsc4MnibaIYuyfvUV9sGbbbqhsuSjClLXIAFvuKtp2lnRAuCC+YrJjdaPWNemtINbbtE19vn5wBhsNI2soucC2vwBvY77iS7g4fW76gapzWM6KFdfHiOnpekUVZ1/+ElijjLoLZO8ZGa8XN/JtPZquvtO2Ftt/Yt2/YrrAtSL1xkq8029nbF7QJS3UUjyxnaMZuXzGrLEjM6WcaC5V3qmxI+YLIhukJQylaWESw+jtb/XdET6i+YDSaOXpK2Vxkt2BiiyFNkeoontJckalcQmC8IWwIXthcRfuadRloMa/KIh5+ByfENqR5yJnpX3D02SsZpmdUdvtCIlg/ILZ4zMxonQaGAuD/jGiIe3GeirR0ferxOOIP5ycNpj6ePD7NHw44+K5kMX2Xf3T1R0Yo+tyWyXFzkn8fkd7Sn4tIj2AaAk36m2Fz72YHQ25w7l/o2Gd/TI63TX2YL56/SOV5UuAmnW+EvE66MNOm70GZmw8br05XnR+v6efnfj2f/XE60xjMYzUrAdl2GNX7PAmZT3i86DHUeMxPKuI5A7kRmPpo+X2M4aQ0uTI16YizDmh0xNLRITFtKmfdW+zJiNhd/3JTkEpM9ifoqHcv5zoRPqP4piUCNBUtozshPC1OKpeQxoFBzcbYmNl4zkPHJQwl4xlHIp3wgf2fKUrEjuPsDju7ayPv6wN4WPP+u33Qv2fHNMdIRDyA530OZ7EEwlI8z6t144/gucuXQXc9fYif64af/n1zvS/mdNAtMT81MCF+3ocwc0lHDvM+VFMBu6D9XnC6pEPbP2u5+Ca5nJGgRU/vucdmGVBxcEwq2wZo1LnK/VboixbRGWKCtTTQxYgeohAENPIm941rzliGJcd6khqGqNxI5cxveL2u4u8sBlJ9vFrKwUyTkAa19JwkPUah6/s9cHcc5IaqDp6SbVob9JFgC7PoU8Xzcwvp2P/+cZReMys48Ewb3GuMmfC8ffnOp+mbiafMZzqXmXncoaU8Jzz+KwcePNCaDmzSMCRrGGQ0iqFnWqZek0Tk+MjOk4PfkqhMgv6CN4gXJEwZNzbnQ34Y4YR+GKdJXicj7d/IoY1+jxyl9zjux2xqoYt4O1w5O5g53PWkXZvkbG/4icIwt1TX8L35WkxjvEdeNdgdIc7eMDYc5OKAHVtOpOncDfTNUZnqvFVahOHKEkaDQMG2b4gZLXK7W5EAZrWOOjZTVBNdHCmG5N2R1kagL1eIWmgtUJ4i3oZmEWjwdqWiARRzurogieoVpSrOG82BOGK+f6MU7x+VYg1qQ7aKsWByiuVizq+zZkKku5DmfNfkl9AwYi+2v3tNvcVwNNLuhrwahp1yg2V31KQtsBdk/+RRBHp1nlMLOPYTZMP0m5OAefSIA9wqKl+QQH53PcLE085azpznwfd6kztKxSPqTlh7w+xr6EMl5EeK5pBL9QTW0JqGm48Pa+ckPLoOIzD0kdQtQ16ErjHS3qZjdwO74oa5NN5E/b8E/tn7ROgK8jItjODZpHwInUi8bx5tEA760KUk+9286Gp3MosELcFwEsVje22E1O08PY5IOiNcD0gwneBrKA3MSa/e2DIZMb3eiQdN5DvtdEeITE66TJ+F07HF18QeMiN1el0UiPeOlCVUjN2vlXO81xocMGxPUY+JdsNT0lyjLxcI+vK+uN7g86SMlORryLMkCB9bi4go500J9gtaYo4u/OhI50dGhYb8jZQp6cTsOjGKdZ3M709gaqedrN8QvfCTqRMlgp4pc1IAPMoLXgA4UPLkvmPF6+543SlrGaVXsUgbQ3zntWVS1cixMRIAKUk7kjWrUu/I+iInHPEfkSl9zS2YLXRgiu2489TcdhWGWlBMFp9aHQ5pr+MVDoh2c/oL2XuosWH452lNB0OnR48EX7D+PWSBYK8hE+j4gzw9xXhco51MBTWi6nL+0qjvEQahawu4RU8Qsr5m9ikVwrvUUE+OQ/odMbfj4vqqmEZE3g2v+7MFtafzpwAbpjdvp3rKP48uWpHI+mEWtUbLV3/ncgp9swQ5eoSukVFQPh7SPArPa5lkWqQFlVe0fKYUj4iQopguWC3IVmn7xu361eXTttFqoV5Tz3eZ06K4soqvZ7Gry1ItmCpwRuTFV4zlHuIdkRWV/+TZPiLy2CO4gz+rz4tQkepza/s3RKDVz25TM0EWz1Bj24myALJQljO6LpSXN2Rxe641d67XXbGWztcTWYNFi2B2xewW+4ysB3N2tpEOBXn3sd7F+a9EjaaygaSD4oQZNNuRAqrigOuoVUW7gPyB6O9gK2Zr0E2szYwa/MHx8zUhJqbmmzEjazGk8Mvc+R4SNTbXln+HUu0okEYT33gO1IcvVN9btSlUKbytmTYgPGMSAtYVy2AwiCtycguFxZmqmU9YwaMBVCqqzkpVBFWlKKwLlEU4rSvLsrKeV9bTysul8HopfL4UXi/q9ZhWQ0sqmfjEtTRmuCdNgVUjPcBaYFmQdaUsUG8FfV94uZ5AG5fLSjM4nd2XfL26oNRSUItcZ3g6HopgEbprcnKlQ5YgnmQIma9vRCO4gcGP4bWmi86cB+vId4Jo91CgNry4Seb0D++2ODPSiUH2ompZVAmimMwcRfH8sJqb4ywMFQVTQgkwSY9yMv4ssJnUNJSdjq7pG9TMp5eKRY5RxtrkFixHyhWhYeqLNsyjLJoJexNXRqoXuZZg2mK7MzFZfFOACy8Jb6Ys6r9XDx8rp+JOh8sJWQrLekJLCTZvAfjysGl1DxzsAvsJdMVKQ8UZp5mjFqSdkCao7ZGNKibWQpeJt27dq5pTX+KMxt41Nkl4XYoW5zI01vWBUFJtidFaYt6y1Tg6EiBGXNJZGONoiayJe1IQm9cJcYtO5ArsfCaQo2mgMw1k+B0S5GOqy849+Q66AmDzFT9SIu+PZ5v7f+ywhz/uTkr+ku8+Vu5PysMfvdHcXnRc8NM2f+b9Hq/xTVIQpcQ33Xkx0cLzl+jv/OElku38uJmfeeTHg/qP0MT37zfGUIz3/LiDR7TMdwjk4e8PrpkvvV8n3Qk0ntkdDE9SWaWx7xHRIyG/YDZIjl7c9eW+z3b/0ddq78Fhwdzde/C0zM85rv/jfbmu7t7ve5168t0sVZ40wOHr76WZ+eBwZ5LdvU9skO4jZO7f777b98M2/+0CGZCxhB+6G7NxQPWP9/e893P6ouODuqF4RjRG/QeRNJb4+U49ifCTPc6F7JlSLXm0oWVY6KTbeK5j11nA09q4bPLh0D4s3XB7FwGTGMGOlD6MQfJQmd4rhyodOPEEuZ+jbCtlpB2XYW+TMd4GPdVTPu8gm2d07li7zyj7R8fPSDr5zqefa+Pv6dNHfG6SN0/PyeN1AjNq050M4bSKtEwa0RHSnRKj/W6kwOkpU2skqP+gG+GpenJaUo71aIi5b2Y4Unh63wPq9aPjnmYnev6JO7/f2k8ePyHDH27JIq/xMLnjZxZjf4yGjcjwmA+PgG6+L/UTOA9LHjPPRUbThcw7IE6dn/bApf5EmX7s+JPPmwerI9JjHxfOWifFRCCH8Vozwj80vZ7G0I3GTfO72M/llj2Zcx836awoRWGibiXeHEkeliqadJ7v2XRyffh+qRf3jXdPNHLu08eYjP3q2BfAcLQPcA8py0yGitCNb7HeUv5kgeN5rPO1OzBn0Mow+H58SMiDo0IGGZ03aCzfeexLxrOe/fCdv0d787lOW8Njf/f86dOhvzm+IRt7Noocg0l4h3N6RODQ75Vo2Is5pwE4nVjE37PzdUbF3q2fuygKr4kThd3vUP49tVzwu1x3EnvyTq95Pbme8vvoW3+LuX13agiZOz3tC8vU37nfk/yU0eaIDiEMzm2azmdgtI+ORJzPjHFeM0lnQ74/0NGBTudz9zSVYJmjbWYAgzw9lUS9hl6foTtCkoQsgkBijhshg8JJ1R+bvCmHMoFJKUvxZ2GDjjIVj8S7m4NmBnF6P4cumbJ14jEMnuK3RB1Z3H7mBXcFkdpBYP4s5eikux+/ITOOe+pZoIVNs/f1fo0nD5pp8l5+xJz0p8TcpT7fafKexu55ykfHdF1/vX3qW/Sj57oKGu08qIRMTRCdMRwpTHwyxzX3eCk4A4wk6RCLCAqJFGnxfCHtjAnc0d6GNYFm2L7R9i0iH6o7ImoLQ32kdOugqSMQh3TMYkFvmaknIwNqfB8O5gAF5QyNwvQ5pDlPCQz3dIzWHBzQ9kYtXhO47haZ4CTIXdAilKIR7bGEg9eCv6bDJ+xtD7IsHJWRCms4pNJmGrKg8wClRz7KpDQI8bypjfti6p3cZ7n38fHTTogShXxSfahLpYp3QMzTxCAG+obZzb1grfiSE/+n7YZyReWvmLxT+QNspbVPqKws5Qyq1PXiL7d50Y2FC4JSE/HVfgfbWOsnxM40XjFeQHZsgVX+yiL/jtnJa1TwgtkvFBXOCqJXRP7qTolaWMrC5fSJZRE+vcK6FD69/onldOKXP6+8XOBf/3Xjtxf4L/905tNl5dvLO7fzN278C2/bCdvdM658odhXRAu7FE5l4bKc0OKeLRaDy0ZrG6c/Na5vyn7+hbevZ263dy7frtzqG2/vlWq/cb0ae1Nkuzp+P5i/lYruK6W+UluhyglPQVVptlDtMyKFkywYbzT+N2aNrblH3Zll83oCQGmviBVqu/hC1N0RgvaG1A3kD4R30CumF7AlkP5n1M5uEGcBNS+E3NzzaWrU8tkXm16dudfBLD466vuLE3n5BnKj8hXLWg8m7LrRRFjMUFtQ+YTwK9beae0dRxZecSTDb4jsFHmj2ZVqXzE5sfOLk2y7BpG7cLFAW2g6H+w1Fnzkw6NhTR23acLGGexMaTWKiTeULJi+0eSM6i+uKJUXpJxYzl48p6yfoQjy6Vd0UdaXG8uivFz+ibJc0BJIJ7nRpsJrks61Wj1n7XaF2zu6gVw3bBPqN6HsF7S8IvsNrn+jWaXqzYvw3FzItnAoVfNcbp426wacwZTGO40NkYrqFW2CRn5ZsV9oFGrzmh3F3n1d2a/+PReMK2bXvoHw/JhvIOK5au1M488YhWK/o+0dUXd6ifpGqNkJ6ooqFAHKG8hXRwFVR6rVQKqIvYEVWo3NUTn9gN5S+M1Kuky/5+tsvuNOz7Awot4rFilgj304KqLHZ/mn7zHwZ8+4f/Z4Mgy9eVaGxxWP96ZCOAxnMvXtmYIzfj+09p3hvx/lRLwdokNiwzFvrR6avENdZuRDd8J0hVwOela3h94Za+Qp1RwVS+Hw8aeOjBoZozhvLmCgkvKR07hbm4xQ47ZDNO7d0+ZeD6fO4dvxHBnbN5lvOXy4n7FMwejP65jhXuRvVu7SYDJPl4TSL4GsPNL2rHrP1yc3mV5g0GprQ+/rZ+dm5xWWKyCiTPrmxQ439jXcOx5KZydTna4PhVOOY5XOXOcV2cbUfk8bMfiMzHSbbR029D84Yv8rstPRip0OpPfZkVVLzOUAe3SkbH8NGz8RKTAM6okUzVlrMUY5iPHufZzy2kB8JajA8I1Fv8Sg65gWynAg0HV1tJ6GETg3BZJGtFs8855HyYRYXjHbQXesiqMsgRapRhwZ5zWTxBqtRb7hREBqcMo5ddJhLeb7O6o50AQ+3oz0AL6JBFrB6oTAo3WEtiViLBFXYhzWdedtAt1hbyEbcxNcGQUkoacms31y/rcOarFEc/9Ab7s/cpNsfZ5HV5m+++jesUatvxIM3v5RMx+1OmIFpF945OQyf3nXzzRyzo4vQcMBpqWgEptEEUp+n3QpiR216IkbSDPiISNJ/bMjMVtzFGfER6QJNAAt5vQQunzybyyNxU90kemrJxL/OKaHcRlXHnlxfjE230Oq3Zva7O73k3PzuD84tx8PqReXAsHbcv04fxFaObnC2IuoXhFuNPFszpnWkzAEIAUrjkrNNU1GJUgioE+IRQSMGdiV4UQyqnnU7hIzN1L+eK5ysUjlYAI4+EazJo46DzR9xw2fn0EWvOgDPdWEyStIQRfPmV6Cn3jq4WiGRjXnz54+FmxtseuPqKhWkH1x9hLytMZUNAFoqH6NMa6xltX17jQwrg6oQtdo9sURlmohpsLYYiekXjAZTmrnNV4LwmK/J74pwZ0SF39OGIlk99qTwwhXEa5kIVuVqHsgV0zecTCgG4i8xt+gyhZzq5a5x0/fpbWkSactNyYd2Ial/FsY4WgV0drFqHRk8ghXG1Ha8X0YVY1wmmeURTe4Rz2DzLcudP7kMniKKJ3rXAwPpssgwfeeFMDzd/f9i6RRbvMx1uRdheTJLpMrog3RC8hL0HuC1SzkMqRRz4joGhc6zus0HEU9FLHE+4f8DwCkxbMtdTSriG3heAgdxZrTTho95dXpjy10qTRYl+PvLrcv9IhMKu6M2DFO8exM9ZJRAwRfXzv9uHzL+W1I1nNpCWoIOf8DIKY39hb9yzoGqR8u0/2pI6RhcUK8i+t6o0hsjF3QyYHHdh0vDY4ekYqmI31BOCHiWRtE19DBtljfOnhD05iLjNaJsYj6Va6r0Q2ana4m4+rQ2epwQuiK16NI3Uj8lUKPdt3oFPJzit4N2d1VIYI+Yp2Ige0eveH6anUwdY8QLfR0zC1Ax1Qc1JvrSoIGXK/0942cIy34bRrXM8WdZc2IBJzc8yAdukeuaULhjHQ6oju9VhAweY4ZzqoZ1P0dcuuRmAnUTb30LcYm0vMl/7Dqtp1wFBgrxi++Xi1T9aerT4PbuWPBKD49GVEYAGO1t+CBv2Fydt1TC8qrrzO5Au8IJxSvIeoZWjyCyeoJ21bsdqN++yut3thvUS+oXkO/+uqyoEcCfw35/RkkUqBTEXmLdj8hfML4hvEe9tGI+OAcfDOcWbm2I5uL1HRC7iEznS5rq8BO2SvSKtt7pdaKLkbdcHo576gWyunMcq7Y3qjbK6UIVt4o5QvuAHY9olUHH1v9BqQur7GfkZjDBnYLPvACsoJ65EQ6AkXd9pdRFS4fvAaM+xtvMRYNs1enL/3mtKIXJ7M9n/H94+cjISSYdywWkzZCZcxzXZrEZo0M09PO1LKglZNjhIweiFyiDUg0h0UIoNlApHnOy1iL4QGTRPp3wamInDE7gZwRTiCLK2aSy3lHUa8FgVHCy7QUYVkW1nXltK68nBYup8J5LayrUlR6yl5rQr0Zu1Y2E7BGsUq1mEzdkdVYz+5BXlqoeaV4bv8XD2N7+eQM5OV1xaxxPl+pzVhXqM1YFqFVoajQVDD1gpsSBZdcnfZCR3NYvVigA03CpGAkaiS1wO7TtczjFuHLkte2iGxxxuFz5kWCnWBPzkyQiAp0BANZF4JUWZJ+Yg5/QJytR5QAqab1zXX+PQkNSyY/FDxJQ9K0kfF6AoVRtT2F3eHpMX5Bm6GcJ11bKhmB9LHmnnnBZa5Ki1EOZUZrCHhx5FLxCAYpgiwe8SCnM7oqeqmUAstZKUVBM1+sb2msdzmEnhLhYkkDPhZGhbW6eN/xAq0qAYjyubcweqQB0dJbylDU0+DpIzB7SbMPqQwtfU7H5tURaK4YLPEMYaATUqmaheOUbmBYh2PjFt54yfetvgGXfN5stIHkMXf2ip880hBjh+/s/pIPm84rP3rwj3CGf0+Hnz/rw/Yfms51+f0e5bPG/M7Pfn48tmjHP+XpRf+3HOM1gwccDPB3XYpzRx9SKK/fafkf63y++P3d8472WbvfMd4wvd/hGff3PKMrO3z/7K9nR0elH66zqS9JV1N7cU9HbvbvtZ/L65+N0MPb2JMz/wAt5VboOPfHcfn54wmNM3MPuzv1M2vpg37Id8499KlbQqbHTfNn6UBKPQ+eI/HGMx9Wh0E31ByMiPO7u2HIGxj0O0fhPaLNDkQx9UIiXcAw9PbLuuMjc7zHTzo5JSJ30ykWsidJMNG+ZH9iU5fxYHl+zOYkEJ7wkQ/Xcx+z+7ES0lnxOMUp5+zQg8MjZLruQ31rdhBEOz0K8aGx/8vHx608nhmv/WMZ8/ednTncI00frjzwuPiZ0y0dIh/C6SAFUR2fdY6ESKRwOBoIZ0Pq3UGD6XTwaWndgOKs1SY5lZzrzuSfzqe7t7OnH348is+vsR9NDQda/qm2/z7mPXRSmZZgDhQ+boyx98usd31wC+UYfZV6TkY+xJpwC1lfL2OdpHHwKA+H02t6jsAE5ea48nVqb7xD8jcy4iucEeJh/R4RYoSDNp2v7rekZYBX8ONMt5Lta3zSNGSFc793vOH7bgeweTNCJK4+jpkwjWUUJ7Yxnv39cq/eZ0GntWak8fyARE6DXDhGBzwhZFTn5TPPS1qI+2Ydtxek9efa4V0+Oobz4OFIofEgr7I/HqU9nLyJos3rKvfHgy/70MOk6emK2TEyvhxy/67bR3mfv6O/AiOTQpnuT1Q6dLIUcUeFFXo6L5pngNAEi7jTz8i0gvXuHTOaHtLl4fNi03qR3vPuSDvMtR36Of+M15/BK8coFen3paPgbsAO9Biy4G7NP/C8jgSf+Mshiuo7x4PcHjTt+lKduigTb5npdN6zTTrKR8+baiD0Y5aDkihx50OSWTMyoisjI7I/CWxK3UzoPMr1npgVEXcwCGRtMOkZNELeTvn+Ow3YLAMiAqtBFOLp5zL98IgsXDrxDUdCotrbIKHDICQPGnORNTDGmr7nT+DFsmPsul1pfoDx5IHzxNz9HA9/0qxjT/M3R/D86Ih3s/k5M00dbHrJ55nGIebgsL7CKZZpevqxRE+T53jR9aTuUUhep2cdf0QKsxwwc8eA7c1rQNQbre4eAWENa0LWcrXeP8Nt0smT8rnet14ThXDCdhrNdRUOHnXAklO0gi0MUNU8Z0uwK6cFd4yZR2hIpe4NKUarFqV7Uv5HBISuiO6o3sa22WKOPuBZEvsX68ZrfbzOFQis0++0zg68Kp1pW9cnLNbsoDsDu3/v58fPF6Yufw0yc09fjZfRdsVTsFzJKttoQeqG5+L13JvwCfgFs69U+ysqJ87yn/B8mxc32JcvbqeNSbTFURB1v2FmqHxFpFJOUcS6vWJ2QfiCyL+DvmN6o7V/Yrf/p6f+0TNadkrZnNmZgW5g31CBtQjrUricV9alcHpZOZ0Wfvv1Ey/nE//511+4nFc+nV5Zy8K3atyulW/7hZuuvO8bt/Y732pFa0W2BbaFIt8o8oXzLyde/vzC5fUzn+2Vczvx68sLshjy6U/sLzsrX3j/9oa2r3z7Y2HbN75+vbHvXzh925DbNzbZELtwFeHNlN2KO1l2RewLKoKRRBnIGhrN3kE2pClqLXL0C808R9i6LkAN1AhoFDW2+hXYPd2PAvavwIXCG8Vu7Hg6rSZnzP5MKTdUr5gsNHlFeOlCZZVPuDf4HbONJn/jgNB4clzbO5mWxyniBUfmOdMou7+LqiOBHFH2hpnnNEN3KAW1itQv+Kh4HrmlvATNviM0SuQMlOYFs8U8lVeRC3Bib+8ehVB2GjuZfkgs0oCVSH0lK1UWdq403likcFbx3KoKFMVeVmxR6ukdlhOnT/9CWU+cf3ulnODyuVLKzrlUVG7cAgFS2wvVVoQ3Mn90s0BtVkHWM1p/g60ia4Xb3zD9H6zbziI36r5xbd/YG9S60JrS2gWaoea1W6Q6E6ksNASNdGmFd4wr1SR+TrQI4yLz0cnFeVUzkBtN/6BRaBnear+RmwsLhLTncDXUKs3+3YVDODMbmXPSZ87kD0S+IfIryG9gSosC95QCdqHUeIbdnHb1GyZQtXxX/t5HJMj48+66+y9nhjtf9Yy5j7/uu9KFbrSZIvXZtcf27pSsvF6eftuvl8Ndx5seTe73DrrjvQ9hxWYP/c5N6P2/+dzjMxM3O++YZD7NAyr844GaTt7P0Wi3RyY8aeMYxj73JdqUwxs9Gb9nRyrts9FDpnmY6CplVvY8r5FZiRgbunHcj120Gc8caSvquCY3EocjFZBB1zKfQ/rYjZQ/lYHamYxv8Y7+CuGsZr4mm5XxkNhcjlR0Od7Rn6CFUWQ6NhV27PMwctzTrMT906W4seBoJEmle7rQRm/8tpRpg9YcXcidcpjXh+Ewle2u/OX1HDfF0OfdjRk/Q2vAbIzB0TBunLvfMJUubx05nHmI/WeQRpnuiU5KpMVrAYIoGdmgMQqR67aN95EZpd9zYw/eYGp4JGIi/uL6cGBrjKEXotaIomHqU763y/mB4nSdQQtxT4BcmqNQm7kcMxot1yq+GWht8ffTpL/oU936nI5xB2s55/kOg6Z6GL1UOnJ9IpEe6ZBU1p3yiXS8kRsH3zhnHSULY2S026oDBPJdYyOc7ovR5ZhkyZQENtb0gTf96LiXf9Kn5MDX5Xj+eUtPhXDc9UQ+HC6T/q88PGuSHZ0pzRfOToP8nY6udC54bmwtnoqklBOiylIWrws3R0Zo1oqAXnjdfGPcrNGa131obYvPu0cUZ/RrgHJamzbp2d8UX4LzpBziLvbkMOxj/JNJ3Y3J/ZjLPFYTgdp8dRqT7uf+0NCh/SMX/p6W8Z1j+QqmWHsF1Is+Yg78ESgaZu9A0tey00rtGR8I5CxUWDx3O+rIeCWASDXW/uLzr6uvW7UwqrQtxHTUO1MHtyUPcj0XkLPXs3HGEEFdHj1hBTK1hM+3r8MMQNLiaVBULiiKFkO0IksAvpZAiS/VjSEtIi62DbWNpuogpEShVoPa/DtVZ93FjXe6Od9q3XhUEWto2/BUEsFvl4vLkGZQo46FVUwjksR2qP6dmPfLbTs7cCPR8I7of8Xze6/B376BGdVuGOrALSHkgUILXm43xCqmzguNlcYSfDdTR7kcah31Dg5a9Aj41lNELT+kN9GvgyUbQTsJkJwoOXSYrq3Yjhu6QgeT1d9ZIkrQKp4PXsgUGbnuTOqxV8GzJIqzplFWxDMAHIyAIS8tgX+HNSxY7qEi3bCJo3Sl63MhA7QkITqdajgbtCFqaIkUwxZ0yo6wIcXTSPe0vU09jXQ4Xc2ifoVJIMxj7RrR34raFcv6CokkNvU5tDn1t+sCNhnhzcKBJhZo8XLQDU3e6GEqCKOA+snbSZ3CwOtWiad6kZxDhg6QdQoCgCuJjO6I+wQ0joLIPzoylfSQXxnJeIl2HfHcUxRNUY90YGm8QKa5zPoEAeob+lUaYCNNtbSOjnadEf9eA2BalnAyreEkj5+606L2CDGGc5pVj6DZOok73zvFe/qYinp0hUaadVWXsVLO/nzLNXvCeUnSc4G2YG2j1SvdTiDD+WXN8+SbXcLxaIhVmrme1KrS9TVzwG2OJamLd0eE0MGOEmmBusMpdbMUNtDXdgdMJjI9jeB5nvE8ERxFX8fn1MVEyTon/jkA2VbwugnhcAue8335DC2t2tVpxmKNWdf5N9dfrCDNbbfebsNrRBSXD1aiX177xqiY/E53UkjyfI3t7Q78gaP3z84viNod7HH/GVgRiZqf5dUziyiIfMPaG3X/gtgrYtD2jX17w/adenvHIxVeIyLi3Wlafb2qfGWkCltBL0hEGHgETgV5x0HfL6Qh3qIws0n1mkdGAAJWmn4Cu2H21WnEkhf84vRou6+LkGXt9gb7O/sK1irLKSJqo66TiSDLBV2+sixA22n7glVB2hZ6yxeoV8TecPtvAqqDps2jYjyNZQ3nwRYBBILX4l1if9kwibpN5msBbohtwUs8Nb9xCZ4S0VpN8ZosN45Op+fHTzshOul248UebDwUjPRGB6qCUN5HgbZUM1N6C8rqgl/S2xQbzEkp7ujvWBCuwGT+X19gyg14w2QLr+yK2WeQFZWTp5DREMatBdPT2Eh4Dv6i6rn4l4VlWTidxH+WhdPihXCbFDbb2JtxbcJmym3b2PZK3Xek7j4vN0W1sojXA9CXDdWd/VZZlwWqOiC+uKC6vHiKn8vLQt0XzufCthXWBbbFWApUNU9FoyARFuxCLhWVadxteHwtihVmIq1gufRcoxCSIAW3M2g3JhPMwIUyFmmyUKQTmDAre46uDyFGhveEFy7bmvPIfXA0mYq7jDsne1xQVKeViDQIpt7zBxrIfZGuRHX0IqaJ9L9n0In+T4ZD32r56UmBtA0Pvtag2eJOQrMQ2hHRoIWeU2hRdD2hpzPLeaWcjHI6oUsg50hFrLlw70aUGBfxnHSmk7neFrQWaCu2urFBl1ia6mYYba64tpj3juaS8dZujPBwsRGRQv89Zf3sazttwxmx1LH+5qvdlT6/6FgsCyS95DLnix1KPIc8dmmw8Q3YAcXWETMwQjpHf58fzwTzUNS/f92Pju/dM/qax496KYdPP9Pix20//3ywVoxzXem6P/txr0ZLdnf993rx0XfPDgnasnna/8Hj72ng8Tr54Pufe9bd4uptPZ+Lx3488q3Hv+XD33MCJjncw5AR98+VJ3Qr89/JLWeFebo92uiIGhlPH04IV4xykyidd+S/BHsxRh70+d3+keNHYz6OBwPpdObn+hHjPgu275KhPPnrx8eQWGNjNM+5I1lkchbOExX9k/t3nZFcuTHO++N9BDriawjNeETKFOM4XnL33d3LZnf6v2kcTucNzHqJy7fWv/PrE9k7tW2CqGHNUCFSkdyNc5J9pMBJluhfPZuRZ7zOjTGH9TCjOA+Xh9yTe3py+ToeIf1278vET7psT1p77Geu1OML5zN+lpb/zuOHzX2fHx/PfHztj3t9zw+nsThcM/SdAzKvp2Vyw5xOaSpUF687p+m0iP0QmT7EC0tKRJL7lAZi2lyTtMivLRJFKCeHQCLWJXUuG719IsEZutDfP0qj1bmFkYLp2fGcO6aEeXI2aXnSRX/crWntHJaQ3J0T/ylxzjhG7ubepadh8bXqyy+N07lG2pCTvc/Zbhqh58RfsZYyksJgpHSJKJe+tMPAxZ0TLAzOifwUDUOxaNjEfE8jRdwJIQLWkOZp5FCL+vahj1uDVjt42YcpHcYWrMLGZxzlaUCPMO/8PvXzca2FTOupciY1wMekPSGQGZASdQkxOmhj0kHpERHJ09L4m6jkIVIPdNA/x/zLQOkfOvjhMUeDT2tR6Gvx/p0yKoSeDinvLwxUqeF7Xb1vIB4x0c4dz3LnwfTgJLF+7Xx9cPsJ9T1QsTLGJuST5HMnWuxRD2I9Xa47WQlbT/6UMFLHvjsd39aT7OSTmJ6KP9VinaWD4QnvSmOvtUPfk3/01IgHbjNPUI550sZ4wiNNhAxtx5FPmjXqFEE4R1fct5M0Cwm3/f4xATB+qG/mZfJ4atbf5L6tmSbnKIOkkbtnZBvCsO9N0QkmMx9IMIqM15YKGllBukE9a26GETyiVLNmRAJNJPLhu4G69JntMzgXtccdXr24eqRJc6dXIMtjbTpfc9uN/7Z7kjiMizzM6d2A9+id6V7JMZbj9/0hSTt6d07uznVh0cfu6Rwd+GM++0f05m1a5695JEAoClVH9oue0nPWNXu/kp6ALA7fwUvT9YdoaaM7yvr3IUO6MycK0qczKNu3HVoUp8/ohxaOSKuklY+eki+zbkz9juLx5B4hwXJioO4Uk6hN6gb4yABExK+2zACj9BCv7hgMsNN9VErKyRYSdG+04jUibLewq8Y8B+jKnXJe83VEm6TuMuogjafcz0s6qifgHES/S8gQm66deGtPF22D39h0XXd2/4w8/TucEG3/F/fKrO4hLfU/MLt6d0RQ+0yisUShLOcOhnNm9A3kCw2lyQuOemgYm6OfrVGre+pKdE3aJ0DRtseLOzGU5sbUWq6YNtDfEfmDwmfgBdMLTc4si1GWK6o7WhwRVmVHirCsv0bkw4llWSgvC+u68MvnM5ez8stvG+cTyLlQlxNfw/hvdcNq4/Z1pV6F23ul3hpSnYhqfae2b5RiLMuJ101p+0799Y2i/45tFy4vjZOtnD9/oqwL7Z9O6Msbn/72H4gKv/1SKXblL5edvS1wutGaItuCtsIi7xg7Wym0VWntG9XeHBFvGspnxbhR5S3WuntFVStCoekJk8JWFGRD9Q+wndY2aAW1f0I4e/SEGM0uNFvY2v+DKmfQf0P4D1TfMPk/gQt7+xROCEG0Uso3PEdcLELdsHal7l8DmfTxYeWb041dgYq2WyjBBbMURoq1xYW/em48zwe5gi3QlhB0O8bS+5HIZ2kX3Gv8DpKI/6EkNfl3MCi4J110BT2PvYdtKO/+LrXR9Dea/AmVBZFPGMZGczTcssKioAu6FNbXC8vpxOVPLyynhfOfFnQVyqf/iiq0+s3zCG6CNkFqIBpbFNjpDMVzUZq+I/I7IidUXiP36yfsVmm8wHXjfC20CsKJ2oz37SuNjVa+YmbsdnGkCjVY6jdgYy8LdfkVbRFu1ovOGSiobSz1nSaVXW8En0esoLUgVtH2DgKNFZMV44QXvL6AaLh4KgslVLObCy3ZQsE7Qf1nn29NT//nrg40Ko1/A2loKKUtBKC2RIx+RGz5h8RHO5x8zkbt7q9j+/f32N33R7VY7oTFsxYen/v8abPWZP2cPFx31+SkwN+jRvu/syJrMLbZobg8eYLnWRxd6mbue73jrv9zu/kXMjYrHLvy+D5PvrifyfF283OejdQ8Owc35MOVP3PYQbmzaVwzKmFWUGYFNY2XzzYHbQxSvyYVVxgewvvBmTYbx4mauiBDv3zyujIpub7JaNP3qcRBRl9oIvc0DSwDFCAImfvf957WXzMBa75ByDzCMbeWKdzyn1l5Hw2kIz7pNQnRZzWVyRiATBk0RuL+xafn3RFy3wxKd7xm6pDBL+Y5kocz3s7joHcK/dkwa8l/Iu9zGkQsNhQdGZ/Ie0eZSd80hbFspvwZKNKH2mU8SEQsOlCidyLz2GYIvAQ/mFBys6PZHU9jrKVHx6UCvuIorFOMQKB/5c3pjTTTeupIB3OKp8IUI2tGkI7+Zh6uXcAWoZnS2hLyZ4uCdoFosth0yBZjunh0ZIt0TXrDrcc29iAmCCsWRk33r2Wqxtg8qfqPSOj53rdxGKPWSkRlzECMQ+0OR9ofeUbyuUBr3qPgu0EvaSHRkyvDYvn941GCzd88a2Cm8XntPr/nZzju0anyczx6NizMBmDhLgJCnP6KrogWynKO3xdUlGVZUVFKIEXztzskwrw90V1rG61u1Laz1yut1dBtK1Tpxthm2hHeaQjuhdL7S2TapkgjJEl7H01c0MYxFGwa6UnPuZ8KkeMV9njPaOdjifqov0BGmf3ISCdRg8ZRd3iaUwFWN8637Qptx1pxhB5npL5QbEciJUOLe50feVpbM6E2BTuD/gmRhto3PA/4FnrCBeeTKYMiPUykRFIrSCuIXIHNJ0Jcnvr9HmnludYBWTzyvPOmwiInRm0IQdUNI1o+uTFu9ZpxWq6I7MhSHZkeTgprF8x2ajVqNajqP3qF9Q2zSmXzmobNjXqm1flcppGtPhOtxFirBcDKeZYEn5PmyHqnpECJyhXTBWTFtIB4DR1tKwg0NTB1mo90Ge5k8TzTKm/A7lFqgEXx2FzWTc8xb1ckancojWbie2Zq8Msd7IpHw784zevKqJMTtPbUmTwOa2m8WTqv7MDINDqlkwagnQJduuG1AYbTvK8V27x/pAHMebVkRENenwbZFshUKtLBceoGXxljYy3bWJy3ie+nQjiSaH3/ex9rSgidTXDEskI4VkV9f6ZaUBGPdFDf32pZUFkiDZ2np0NX3zdH2m5rRqv+mwiepOZ+W8i88P6zd53MdbvU9yKVigRdWSxeNoxt6DHdIWARRYHTM0ZmWXA2LJMO5FRGjmGPYqhB53s4L6NIboLmUo53p1KmkSKiGXC+YIJ2lP1zh9OR4BL4me80I+qTN6ZxuXqfTMBOPlaZDibn3JLXJz1FepluMHb73pxaxVro8L27bhTVlI8xfM5fS4A4BM+tr4w86KlX7D2NjISxWWMsVN3hqMXHVsVBI1o07Cgn55dyjn6/kNEKFpGFnnYHWgseUD06oTW37ah5amt3YgjYgkijlYg2MEdyY+9Op0YYshP4kfMsMf85VjuehSH3DkmvFss6+b7FdZPMzXq3Oc8ZocRKt7WIOb2z4tG8e9DBGjrC7rpoy/nt0xV9Wn9MbrzHvZ+DHvaQwS7rnFdt/lyJ+jcShmsj5ngLXXgNnvMNCGd4d7ztmNz8c4taKhqZRewUc5A0HTIAMLkh8ms4p264k9KjL6gGNaLO6hse2Fw8qlQ2l8+tkLW4EEHFa0olX1F2EP8tUtDlFdULDvzePPpVGmljdE7fMNloGE1O7HwGa2j7gjs/Yl2VeLb9FQcfBIjWCtSV1s6IFOp7xerOtm7QlPWyUk4SNauqg4mXhXrzjC5q3yjtd6f/FrQnCVDPOk4x1hFpaREVY/YOVCTkq6OUtfNa63WS8vMVct44MaLuFGur04t9CVp4+SG9wd+TjqmjQVywj++TeaVXLD0kKRCdCQq7RypwJr1YQ3kN5cxy22gTs8yfgfwaJrtgyl24gpjXnfCNcQWN6IhAU4haeJJOaCmUcqYUD50ui3JaC6dVWdfCshakFExLZi+kRgq+27VR3yvb2x5OCDdEV6tU2ymL0lphWeD21lhOO/v7je2k7PtGqc6MRIRlUWpVlnVhWRfW5cS6wrKcKKW5siktPM6gVEQ2VzpVgCvUm4dSTsYpI1AEk6dKpLiyoi6E/B6LUDJ1L3FPj3AKpbsFAboXstkLWWcDq4jcXPk8GBOiCBFu3PBZTEWk/dAJMVIOZM6/UCZS4B42lyngcGFnyRR9UYxcdMPrN0ymuekh6EToRY4yT5zMERTD2yc9jDYMCKFMWghPQjEcERAFdHH6W07oulJOC3pa0LV4TYjl4jk0s3BM9xYH4bUG7W7TKVlSbnfmU2Lcl8UVg6UguyDFC70XXTGrvgIj/ZGFUc/XpOdj9PneabJ63QnLWh4REt3nueGpI/aYayHzLabZSCQLHbmAtAinRO+R2IlNIOaCYIgLvfiRWczxMm1Sa/CXVLzSM0v0+SesJ70f82eww3d94B+u+7jN++t/fIyt/M/0++7GH3/14TVPzAF3Z63rsnOAzI/aPjgdftCzO9MGPHye777DVD7r0NNnzyey/Y9NI///PrwHSafDWPjonno06Dw9DJ5uqB+M2mkMvZ/5sRE7jv9dm9IfduhrR6p3BFT+JvSCgaojkFSJonNZR/ClZ0QWHCM3WXE+0Zf3r/Dx8Wz+n9GZ3FPZB8fdGD2M/7R+Prz3B5T3jEX9NKGGTAKcb9/3LBu8Q/LNqaQk6dL6v4fuz++Rm5L+9ay35Uc5fC+Trtf/7vXFbBrTR0410l7VTmf+y8ZP3xNLoDeF4SxSTJpvVjvT8rlvTUD9nkyx5A5Wj9wd6KbUYceg+vpKg3Gc7w4s11vsftzFDsM15maWZcL9+B0o6x6JN3p9nKr7S+a2+neT0/OHS+F4wYdL8YGlfNShj/jP3ykbnx1PBN54aoztxK+6xSVz9PZIiBJozcjbK4ro4vUgyuJGu3BCaKKJQ6+WGs6wSteLtRWagrZGU5CmRCnlQ3czncR32Nfd8cEFH977U41+5/jHpKjd/f748A2zMANz4pekVLXYvxiEQc1rjA1nAEzOm3x2j5QIp3nvUFzfI2KSV017GpmXcBgCU5alQzCR+/nMTm7hoCe1YS/o68b53c+XJUBRngJMi6dL0aJQmjshFMgI6t2w3eg5yTFg99qCVp23haxmTmVnuGGjjwP0qI4OcMj9YaSEmuc82avmuhG8cPJUWwchkl/7fkXohtsedZHazyRHRMQN19JnB5chjWOqyznSPfs+DfhsKPzQWZeH98tiHJPu+hsPImHocgXpztyJX/d0w3d8XVp0cTjwLd53egjd1tLXv06n72Vl2mYmPnaIgphlb5wjxlXGPZ0Fpr6W+9ngdapKybRz6sWMPRS/uTMw9DVP99smiTf+7fOdNDaxIJelaQCeo+DBMnVd30Gm1ExZO8u0+N20P/mZ5jfLV+v0EYDYe5lkd+2TAKwJgX5gpz/DG/PevDF/xsg9qoD3cvNeT3j2fkkjqb0cBWMfw1w7z/S93mbaaGL+8/6wLfmndH4lMn5EhTgvTBrCnRBRW8QjDVPGhlHd3PBs4aw0q1Gb3EK/UzKVl9s1InVl5xuCmUI4g01yrYScn51FHRTl9HkPWLwHFHX6PVwz8c57GjqoNzkvycvy7+Jj2ac2DfbPrn+i4HznSKem5brvPDLX2SQLpnS6PoYRIdwdf86LRVI25ztPEW6xfg9RMAdgjNEzp8iGZ9AY9jxPc4fPH5D1QKztDihqioXst3BsJjhoPEOgp+Jzx4ZEtKOKuHylodK6g98iLZyDrB1obZGiyulyQ9ixyEKTdjqnm42RTlfw1EWC2Nn3IE1oFdrWaEulVUVryMiQX6l3ujOkkMBq6/NU+kqGBMK10COhddmSvHJmsgw6f8pL0plU6PbYQ6q/nOeVyXP54fHTTgjVv+Bev4ujDPgMfAI7o1Yo5RsiNyp/UO0N4zcanyjcUHv312i4dzwcETdZnbhrwb2jOybmxZdlo7X/wyc3vDQlPLiVVxonzCJctrmnqvELYr9gy4bo/8LKG8Y3mr2g9TNFF87rK8tSOJ9PnJYLn0//zLrCy+uV80l4eVm5nM6cT/+FdT0j6wkpEqh0g/0Va7B/u3F7v3L79o39eu2hM556Z2EtC7rCtcIfu1FrY1kqba+8fH7FWuX1l0pZK6f1C7TK+STsl1eW1wtl3zmfYdveOJedKm/c6ht13xC5IWVD7Y0iN9oWOfv5lV1/w6S44biuyO6G56YuPL1QsCP3MKFUFwhi/xnPh/rm0SVNMNtoLSIR5AtFImolFD/j4oLCQGyl1EaTRAiuwVgqBMJwr4JVQ9s60AEf0VvkyHP0PVQKu9DRJg3PV1giUsqCNr2ewYJaQ2ujV7FnQ+2K2Ar2El7zbyBQJbx9LZW0U6iyrxM/FAon1ArKFZUMZS7QPjkiywSRDZWNot9Az8j6ChrGilLQ8wW9LKyvZ5bzGf30G+W0sl7OlEVZIiy37hdsL9TbG23fYfuflLZh+y/QLlFQXbBimN4QOyP2SrXGbtWZkZ6QRbicCyY36lZha9Q3w8RYdKGZUQN1VCL3nkQY975UmhoLrW9EIESGamfr5p4xKivVzgjqIeyyYHpxOlL3AjdzeiBDJutXRBprN1bumFms70gr1Yp7oCOf7qwyg6GWisUlFJabnw+Dq7ZPP8vmOCoFzxSsj67/6POTO/pGNFt9ds+PEkhJ/Cv3Jxh5Lp8oNjx+NYq5WiiJiQSd+zCEkRGh+TJU1qf6+LOHT+HeOX9PO3ev28n9l3HiANGXx3vnPnw8HP3brgN9kN+pz9W9Lt7HSn5C1zsKZrEc6zAQTxtVi+8xjkiaOcLhoat3iuchciJbHcq+87xZiXA5O1Jw2dQO01yk0nI8L73NUcB13siWNMKpv5NGsTnNXLPRlD/alVkHDVsPr21hwGvhGG2WNBmh1S3HbjZizDvZULBzTNNIjHRDxBySP0y3g94kkXPdYDMj1sf6OZKj3J2VSekO5TxTGTHP24RMs7up+BHPSYU7agT0FARhBOusyCQUWoA66aZRZ4mIPpiQYD5e8xsdF65ZIJRtSpc07ZPMVs9PKkYvIB18xefIQHYc/bZM/K5i+oao56FN0IpgSPH3VFl841rUMyAubgQu5eSoukBxZr+sVs+53xx01KqnNG9tpbbVdUDZaG2H3aMHtU9XpLyUpJM09oXxcUoJNeZcY7/u406OY6SvTIXfDrxP8NzZud4ejX5jE7D4NCedR5vd7d9pxzq/66mcbGwNBo1DB0N893jGN++OB55136jcncsbjtFM33/2HZ+azvucT9ItIx9m4sw0snfOhgyF13Jy58JyRqVQygXVQilukCtLid8ntCweIVG8ZoCqF78Ua7R6o+7v7PWG3hZq3RBRattjmVaatqC1QrOGmiMwZ0eJz2/t7HkABayPnNPDoNFMRZApT+7H7iCjD4J+/J18cNChHM5//+8h55Aks1m7+4EwbVmLxeVOa2H0uvqYiH72VMiyQ4u0DnXjUEQxUl1Zq7G3eUEkSr0ZaPuL96VZrO8lHrn5u7dchWEg6JvvShpGzSJay0Ck4inhFt8vsiByQmxB7RK80pHnrJ4KWJaTO7WWFVVl8QAIZNncsbqc0fJCWRpaDF3eEd1onB0pWgutKbZt2O3mn/eF2jaknjz9bfOobju5Ma9WDafAhYxANDOk3XwsWxh0LAFijkh1YNsSuYMT5JYM1XmNRxQ0sN2dw2HYqHLxWQkZMztiXKc4+4u3oNm2IVRMr2T0ltGQdqK0k+sZnP1ZUfvPArCYSHVa5B637cesjci/3g3OdzCR5tEMXe/oojzTh3gNBIlc6UDoG4Kx0tP5SF9dJJQr9QTLtBxEirZY6JIRjJ23RmQOuLNJCirL9MwEjzaPeumAUbcPJHjMQSFeR6roCyILRd2xWtaz87TVedtSMr21oMV5qSA0M6yutNaoy06rXpOxJdI8jMfuKKTzYXfYh7FSvdD54NtuBOyDnFEOk8E55a8FmNFTeiuOMPd15ucd8d16nYaUB7PB1BykGSDQDmwVpyUvXB9j2kGbKc+VoeeFs7Ibmb93+DsNbE0aUKNWykGfEF+vlobF2VkjXUc6OK8kI3AK8MJIryOT2HWAsYMvnI+S6cMaDCBQOsES4T34qySAU0AoobMlUDWMvuLYWMR1NBGhLO6MWFZPR76sZ7QslOUV0XMfPmsObm1tp9adWjfq/k6rsItF35vbRWrp0sUiclSArFHnEWCC6YuDmu0bQtacafTIVXG70kgz3lvt6y4jEvtwdzBmCGmZdLXUPYTQv9JRnSmQfIylR6wkIPYW6znnex1tdQqzqY2PD9kThHyNyKqCUbz+keH8kzPS59fXmKGYrgwHsIG8g1aXX9bifvA6E4LtJcZ9cxnc9fi3oLtf8LRbzX9jiLwjsiLaMF5pdvG1Zs1tTu3PLt/3G2aVvUYdIzTkxTd/P8lIFI8eEl4QFBULZ37sFZaCFK8dXHqNL8XshPGCtRVrF1q7sdc3l5lWaHZz/m6F1n5xPi1fQCIqk+LRCKJYRKQbfwb7BNsFaQv72461L9CK1/5Vg9K8nqsVPErB51XsF3qxaGpEOuBOVqloRKPIbC8QgfYpaGijpwMM8L4Dq51vWafaCF8TxW28hoO1NyTq+Jo0p5uW9VG+f/y0E0LkFgO2dML0BXEOpvIey6rSbEMlVGQL7F33UCsqXrC2hSdeLBWSWH8SIlzeGVXMhSza0qKNofgueAjPOSYmi3R8w/jiz7VXVGDR4j+lsJSVVV9YS+O0VNbFi1Qvy8JSPlPKBemFmcWNp1V8f75faXWn7lf27UrbK60aqquHo+ELtomxF2O7GttV2K87dWvUrdJqpor6QjEoeqYUQQrosqDlRNFKkYUixVldSwOCpxkSfUfkCnYjQ/UMceR6Kx4SlcxTCIHSmwghKxHW7MJg1FdIprsjckV5p/FOFhyx7sWWmEe/3wuuBAO16mHPJljN4o9H1Ozzw41Lo3bTnMeaVPEwHGTjha+cLlvWG7A6hHegpSALUxHKTSCFZloPL18Tz99mGa5rTq96QAEJXi/j1RVLtrEh0eKeYSUH24t3FUUXRZeCLCuynGJD604bMait+KYoHDe0G9LewF69D2aUyDvoys6K2AvGxi7vJFIPUcqyuIBePXLF1B0omlADS8NfZulsQQsR2j5FKIUd44CCT13DC3+tQRcRGdUNJW5gTWVgWKmdaWauW8J77KFupTNBCaNoGgyTiIeHW/CwykrmkUTE5+zvCPj68TEbhP6Bq3/+1sNh0+/HSIGfuXs2uDz2JUFw0NVaf9KMfAm9NA0FBKUP09BoshuR49Jn4/D3vsX/TTc/OY6NBcl/3L4dfh2+/tg4dv+8+a95fqaNic2f+4x0hYCH3082Nc+iIe76MtrsO53pPfpOpF89njEiyvI9DmlM0pnSkcTDGeEbjvytI3dw5pdNi40ZzegGoBZ6grZBcwS/PfKm2QExj9F478NvibezZ3Of734fDzFo/+nY9+9T8btfeHJ337j/sNc+tDe3fJybj45h0LvfgD6jH/8s84YqZMzgqxavNHoh98ObRJTGGgverXFHwoQ7jdvxXmY+d9+/6HPmb+0FFrPvaRywQWeJQi/EZqLEBmNyQhQP2W/VVamKedShpEQPHWd23DjkbtBBjI0bT+Y+t/4GPm6TztFRqTaN2yNN9O9nlK9MJyfkqxBorbvvD498MDzP43yHYEqe/9NRhR8cT9fW39Hec1L54EJ+ZnncLbTBr8bYJU/LWl1T5JY4LfUoiPxbsyC1F67WMCCXsrCUhVJK6MaNtoecFdzBBdTm+x5RN46JihuYGM7TLpCndXvkzTlU86A9fvP9I4Xd965ORPt9y4/P/enn/ezVGa2gwyBnpmRRF9MS8iZRyeY6cDbQFz+B3Iz9gIR2I4ZwC5RnppxI2mqd9/nXExABT2uavN/Q/modlS9ZDHnk1paocya2+jupuqMi0b/l7FESZfdoh1IRhbJ6DZJlhVIMWXekNJo5UpNWsFZoKjSpbivHsCqevtSglaAntQBcJoI5Ea9hMIzUNnOAnLeW4xL0KemQ2EkZ7ezcxljkZ03jXIuxSseExVwMYIO3W6OPgYaVhlscRpSGhqFdYh/iS0WYDYQ9TzfT8757JAK+Mk3oUdkNHinxPv4CUZx5qnPhqONZB0ik7JwlINf5UU9xKgqgSF+jGUmaX6Vz6F7H+B4Dtc72JMbIsSMjE8PQ3dzh4BklnKeVJX6KUEqikz16sEmjtpSD5vQGowbTIUXSJAbnsGuh8z6zOZIjUdUpu3JP6M7ALr+6ITacW4eizPOR8m/WmfJz6k/uoLHMGX+Ymxz/SY5EX4026Us/orfpeYdjGKUH7czz/Oxd7uc+x3RG5R8W9DQJSk+pFYCfYxRP9qlP0vHHw7KGDtnTuKTzlj6GPdKm11gSSjG0GMu6ossSjv1zsGKhhROiVq/NKns46DCPJpx0tqRrCz0xZZvreRH9gEdxeARrOvhjn9EjmAJZP9dFeDaO/bv597TH6Ufy2pyznK95XBn8tX+edPpO/3nNPE8/dkI4XzcHItvUVo8+EEY9galvGR3awXupn6dh2/vp5GTH7naVJWljom3JKEDIAvMio/5BOiAcpLZ4aqfmDu9mO9ZG0fLBE+NHZl0g09ZFthnxPYOoRxU6TzOKLhRxoLOxYFVp1eWLEmtDIj5AfO/q8n1nAJE0htrH1uUWEcVQsNDzWq2w32h7wVSxNdjIZEsfUQ8rc1TnMNAtYDvIWx/oA5vozqSUaXdj9KBAz5MWOk5fD3F/Gn8OuunHx88Xplb3IC92A1NK5Fezjjp2b5XavyD2LxRWFEdD73KhUahWWFBWE7TFC1mgGxEaq4e7mKFSWNaXQKi456xwAV2wUqhqELl9rf6T5z9sr4idUH2P0MAbyhJ7vIosO3raWYvyUgqnRTidN05n5fOnM+dT4fPrK6fThfPLyRneyaM26n6mVaXxjWY3zK6YbeERE0S+UPSNYu9oU0p4XAVBFkFur7T3P2OXBbmekDNou6FmCL+gpiz2wmpQ7KvXYqCBVEf1Nyh2ZpGVpZ1o1Q3UrSq0Fyy8vMY3CnAKJbDpmcaNjT+CbByZIu3m4rD4pkfqMOgYStVProwXV5hr+5Vmn2htx+zfvBK8enV0Rylq5P70HJwG3OxTD42iVqjfEKuj6PR3Dve8Ci1zvtrVaQUlDQIew+GMI4MqK4bJbWz57YxsL1QajUoPoWdF5U/+sB694X1aIpVYRjvUAPuIXf2zvoFsELmB1Yoj05oEOMA19AwHK1ooRdEFSvlCKWdYX5GTsp4qy7pR1BlR3Rq0ht02bG/I7QXZX3qR85OeWeKdsSUiPQItQWMXKLrQqrJv6dV/w+RKu14xjPXN97P7gjP17R2xPfLRQrMFK4LJinDCuDjDtW/ANRB8SpPKxk46sowFFa+zIfbWPcqY0upnhIbo1/BaJxrphKNf9kDdhHJn31AT4BXkRJOKyU66M3y+WueJYgunQMCYrYgUCmefh8Vp/Se4XPwejPPRGHivTKQZ/j6eYTBvidkBGbal6bouJIGjc84OT5q/f87aj8/kod8y/Q0ZAaEBncr30DASZxtu9Dg+2UIYpqm3P6GjtQ763Rj/D5XvaextfHY59kRxPrzfR8p373SXy49j8ngcDdcfC9FZpe+j/kOjPwyD5IRkCofiMCxDpmwJyplG5LhRODoGjnPcFbtDtyYnsN3R5LSRGidi1ieD3DDUWb8vHVYjAmLQmYgb4xxN5/TVEcNlRUrmTh8GvVSua3OEeqterKu1RqvVoyDq7puJ2kIlltDRx0bQ9TFhImOs09GdYp6v1DcsR17wcO18UzdOHTcjz1f0vClIQMc0j4d54O5764zp+xSaz0zlfp/6Fw4jcSXYvxvGJguFMh06jq6aw69z0zVAEf4xrimB7CrR30zF3DdfNeRGwzcrieDMTWBED+aoWETQYmQy6e7sN9dN5+gQj7Cx2EB4JMRpdWT66bSwLMpy8hScWhwo0GJDsW+NujX2DbZbpGLdobXq+JYm7LZhrdJabK7bmLu+KgywElMVuVnzsjZd06c7IqGaHIb2w5QM/X0D2dfTBsiBZGzOP475urJIXWHKA9mZG3hkbi11DP0ZQ933jlgnP9igPErTGNs+aPKd2yNab3rkoyMm+Fv/fo5+cBpUyd/pHI1aJOpOBYmaEKKrOxki7VIpgVZfVrQop9OFZVk5vXxiWc+sp5VliVSm1ti3d/brG7fbG1qUbXM9TXTzXPkizv+oqFYHouLavExr5SDvOt/I15UjCU1jNfjVcUCHzL4//0wj+Wgm/q9Ry48O2y8HcjJ13iW2IpbRJpBpWVsVB/gF7xvsRiltxY2uqYd6sdkWhgPl5OOokVbEpnStkfbI8Dp1tOIOEmt4TYgdKyeknGicyGhTCRCTiIOLWnNZyLJ4KEa5gCyovTgPVN+TsTQojbK6n2K9NMpSuZxXlrWg5zMOtAwab76vuN1OXN9hv+5sbwXdb8itUqvz6taMeou87Xwhka5YOP7NIgKi4vXd3Lju8tXrHohc6Q7viFgk85RH9I12b//iXCmNmu3axQkCVmpcZrE2w9CRYDwzpEGTEyYe4eZgMfB1IbSIOhF5ATZE3vFdmkf3peHPedsPDvV96HCklGAv8Z6JeM99DJtH4XRdz2We7ydLrI/giRE10o1LkcrmkNLQB4s0PlmXe4ZHV9h4Voyvyxbn+ZbRO2Qtk204z0SBczhaw3mX/0k6VJ3XLYvzuvW0UJaF08XtJev5wrqeWYqxFF+UZkrbYdug7hvX6zu1em2KWjcaXz0Jg/nOzloYe82NmA5sxHWQ/x9r/9rYuI77+YMfkJJsJ6mqc+nu+c3M7vt/Xfto/jPdfU5VJbEtiST2AQBKdpKq07Or7jpJbF0oEsT1C8AD8BEI00AM9LLcXr65xTzt9BNbZHC+EMERW1fLAuyBqBZBpi0QZm+zd+g73UZDWFlRAv27BTg2kyDkeKDNf+4HES8zvfXrin4SAdrzoeiA9aXaHKxW8mXnIA+newdKxB4K5Wx1ajTHpETJn3BAq/UpUh1orSDVKlpIV32Nnqz/zm4eIoi5zz7riP7B/7QxS1o8yGV2QB4nck4cDgM5J46PJkNNlh6tvLootQq1wrqsLPPKulzJ12fKaqXgWyrAla1RselsouoBsMiWiEDJQLe7xPqNWvWM4FvRS0M3HdnLV/dANsn15kb0X7PAR+gdoUfvaXUX8O00YqDMm++6bHa+0+dfNubZgwKhs+2u+4jeePCfzldin3n/GXp5rYYw+3euf6TifM14n4iXSvIAWcREknomQJr858HGW22ckiIQY34nyzTynixNQY5YWf/J+FStwGzy05tTayuoFsuYB8sIQBAmWwefD2VxwPRnRAbIE+QojS5MEwxZmA4PjOPENDwypBONlaqFUhJlEdY6oKUiaYHi/SjaryCNKmesTPni++4TIDZWD+oZbbwCjSame9fV+qGuyfrIpfaIjCdaHbDeS1ck/2mB+GSgFpqBeNX1e61eLt33nF3nfsFOExjfpJlPpxhdKUqS6vIhspuGTt/NM6JMX1YXx27rSSOl1x/SWhz/AUTYHSdqqe7azEywoI0ZM2a4HEFHf3FT9iwAMVAYSFSsmZUFG9T/2SbaEBBCInlDo+ZaZpIRGKhJzHYKhsoBdEJ0QtpAaoUUhmmgBZLX8/KI6piEIUHOlWGAccxM08A0TkzjyDAmM1AHa37Y6pMz9Khvll2uZQItkKSS1H25zVDY0qzpjrQJiljz6JqQ3uRXiCY0iYlbt0JoHbjBnf2dfB3aBC0UD0spVDVHrbVMOfidmimHJG/KA8nd8njfg83ocwbBgLrRpZ61Is2UVG1XopFWT98n+3pYoy4rveOKmhoTFj27IGz8mBVCRFQ1Mhd0cYYXo3VkSSCIYp5cEQkHqZU5cMbjTFHETArpSl/0rnCHh9u3ljpniMLWNsHQMMd/pL9uqQDb0ENXbI6SJGXfmKuVFUoCKRwlpjgI0KpaA8zqDLdauQrJRodTykzhVFB1wW0r2SS2olAjNV0VcjWlKlfLapVk8tFSSBzlYu9mOlrMbbxfpL1uaK5Q0KLJT6QIest4JBoaiQIjwiNblBa2fiHZHdp15/D3jBAaKicgoVJoUjwzxqLhkUqpCEllwyi54pUYjA6FHZ2+PW7R5Xck+OE1No63p7xvdndjw6+8N+f17tyb3zp/fH8Ud6Nm95jd9Uaje7zi/pT+dw9AiAufWK/ttgqIWj3eoPv7TIiPj/1Z9wN98yY358jus9s5kt3v+sES3H643fXjMbz3zZtby5tf/sLx3izFnfdzsyGeb0au2zVdXsjdHNyPZ7e33oxXbz+K2X5Dh/3P/XNhHySS+yuF7mzpwQivP50ipd9LTORx9KyIkZQy0QwuNUurjR48EsHHZvrFxlPoOvhtNoO/vO7fZa+470a/+/MGZHg7lbd7R29PfrO6NzxT3vvidgz7c3VbjXtu81f33MY+Ngey3NCX092Ns/reIRMo7Nh9e/T/buTqxg/JHX2W5Sr9fnFtKL/a9ZeNjgMxupsOxFHCu3G5LOiGluzpzRxdlgHhvrtsgIBxtFI505QY3NhIWWhFqNWCZGvIUhMoZipWSC3RsJI8VuKi9fH3lbthQ5FptEMb3jPeHV32OdStBAOdvuLC3RzInjfuaVw38Gxf122sppPljXg6/d7S3e0+0R5Y/PHxF6jyB+zyva/eTSL6ydU/li67+ezI7Q1BKDc/zVO9z35g9/tWrmn3mWdCZA9GDOPINB0YD0emaWKYRtPJtFn2M+Y0qmVGVVnzbOCjlB1dl4lyH9FU3ca+Q/1++MZ7zrFfG6ezN5/vZvDdZfzg3DfP/hEN3MufcIT+6LnvHBHkS35dcnum70l1Et5AK7av3NGrO27m5SWSYMEHR/yqtu6Q3ZhMBEDdaSW4nWLlbvXGJrAopsjo8iqcbx5IlZ2uHY7l5M67ZHq/2YhuywqWrZCcv2VhGJQ8NqZJGKdEOh1IY0YGr2HdCrRqPnS/rjUge+ZBGczvWprpzxGMw+xzweVId8D7pEv0ahNwQJJi/Qq7vrhXa2CbO5I5MXGkcS/t5ChcZQOqi9LL8eyR6cHvNOpTW6UGc5gFOCvkpzUVjb1mztdg1gHG+BnhRfmWOM+cjebwvaPbfr+weVOfO/vKndI7GadID8ZvoISd7OiH0p2S/foIGLkDNH6Kza3JqkDiunDby1ME6Q7jTd4b5VsJHettYyVJUjYfyTBYD81xGpiOB8bpxJAbY1bC6V+KoYtXydRqqPRSrZa6JBA1nTBYsZn/sUYxmXkbu49/613o5aS6PhGX7YhPI/sBX4cNxNa5QK8uECgBd9zfZCYGktn/u3P827XxPOfZnT9vtGb76udO4U5D8R4dxeD8qr9f+ELu353dhG6jvlWSdzqB7PeWB0A6gr34cFYIHqe44wEC7a06uA9kB56I+76Zy9zHI+64tsCC01iKfq0TwzAwTY+MhyOH0yPj4UDKiiSlFKEWIQ0ryIKI0IqVlKmRcVMzLfYp21Asa9TmZoMvuH4rLgN8DW7hDT7nYmUVNfZf94N4ZkV/2A3V+GvvZabzD4l1DfpvbNlycfWeqQY/ju92uo3v/c6HfkJvEqUGe7ZR3DLoOtD33gg87ijY/cXoQiJ42PfLju/4u4iMWLBm8lFFE2wLgKrzL5XBdLGuu1pTeImArzZo7g/Cy3J1577Tec92iVJcvn80yoHFvDvQJHspzZwYBmGcPjGOD0zjI1M+UfWFqq+un2VaWklkaJBTxSqmHFBZscbcK1svGZeXwds0WNJK1xkalhVbG60qtZhvLqUBbZ6FgYLMvtzJ91zQYexhjeXzRwVtq+9VH0DszwCRhm8+OSijB7uF6A+tWAAutnnPuFOTsZJ+HmSF/6Qck79QlIOLCEr2Jmy1OcG2K6JXi4qlisoB5ECiMmkjyQWVVywNdUJlRNU6lA9p9QdZXwV0MqTFwert16qGbGlXkq7IYEwxi5KS3Q8ZqGmhSmEQIaUTOY+MAwxjsh4PgyCHC3lcOB5mDscDD0+/cjwOPP3NIvnHUyPJQmYFTWRpNBmROlPKSiuV3JRBhJoTQ/pMaobaJk29Cd0wrkyHK8fTxOGhMh4KKS+ITDT9u9UebpXSCrP+m0UXin6nthWtBapQh4H1MDKP37mWhVmEVaHmgyFAdEbqCjqgtdC0suoCWmhiyPOk1vegpoq2RhHbpFbrv9HkghIbGWgXko7mLBeLWmrOkMR6e7QLUmeXiY3myk5ExRtXavmnE7M1dck5EAOXnxKnVq9D6DU4Rb4hMqPtZMIvgiOyssqF1AwdIVoYJZRLYyqkaJ68uoI6mpKqFxc1O4QlFrkUlNRM8Rrag0X/xeqOqliAJnEk6ej38EbhrB0xInlFhn+j+cjMF0ZJHPJkyN9k6d1re0Rr4lC/kygwW2+Rslj91CQXZFCOuTKmxKdj5jhmxlEYMiR5QuTAta1c6sqswqU1lnUwZiErFKXWTMsXUlZ0GCwjJV+BgWF4ojZDkGlrIGdUKsqjCdFkQcPWBMWK0UpKDBFo1IHaNsSFGQBWC7wFqlNffB09a2UICvCUtOb17VyxSRQiXVnF6vsZbx1pjDv1ZaUx05IY05NETh584NkYdRF+7Dt570vZoTv254WQD6Z7f4/b7966BO6f9RbNfP/3hur+6CVunQJ7ML7cf3A/Igl1Cze06ZkQOZBQsnd2Sge2Jd1jKwTVyFK5fY/9++zUv5tP9sd+7vbvvZ25pbLuU80lrg2F++ZVN2Ov3+eNYs7N/fa36vd/BzUaK95H/HO5S4y+P1+DEtS3ge7G/JZm3v7+dlz7YYncfd7PDWfv/nr73C4NPho/tX/XnXR7dJg7WbpO54EHSeYAlpR6BsQ4Hsl5YDocyOPAdJgYxsFT+4euSK7rwrIu1LWwXGdqraxzsvr9YOisVtFwIO3mIQyhjqy8scv28x9rpxsd9QkMpS5mJN7Xvr918e2fvjME+tV3oQQFYW+M3vMPZbsr23ndKb0fy0dH8rs4kKQjsaIG6w4pJdUMr5S6bdONqp1BEg6ebWS+F1PUtlX/3u/dF8bH7PrI7fxEsMKM3C0gEXR6pjdtlURvfKaOxEkriFrJwySkfCDlxDAEnY2MY+L0MDJNmYenI9NxZBwzQ07U1TJtrtfK9boyL43zpbKuDbkWSrH07oZlfQrJ/VgN6Sg5R3M5L5E0uLEe8+v0lEBanO+zJbijOeYs+EJkK+wDM16OAl+PG74Tc7YZIt0QCyded+6wncNuT4g51izLJAYXqMa/ctzKpP24dw9956r3+NT+utjIdx/fXd0l1t33/Wf/PBy7AVjaBxcGd4a89zMytqJ8XFzjzrmcDRE8DDw+PHE4Hnn65QunhweODyem48FrWFeu5zOXl2cu5xdEhHw9U0tBJFNLAwq1KpDJojRJvffaxm/unWDqS6672dikcZeo7yzTzWx2nqncTvpeydiyqEFvZObbud8fG83eksZHNPDOXXc2o72XBTA1z1joL3m1gDC4VyRVJI8G7ElqKNxmP5WRIicbWzFEodTV5nKYjVa68230MUQN9Q1BLFLRpJ7N+Ii0J5IOiHopobSgAk0iTJkRmexfGpF0tPJLYjX4ZTiZXSFqZYVlIIsyDpAHZTpWhoPy+ClzOI48Pp04HI6kKZOm5HamcLkunC8L1/OVl+dX1uuV+SVRlgXVF2qq1OVq5U2SzYNkQ2xKWgDL/rLyukLv14Q7kdO2t5Jn9zXBgYTJM+W8WakoZC915XXaJVuNfpKX2tMDVOuWJaI0WU3itgE02TypEFURusYiVtqqUR04CdJql9aqA3AwUdazsu/5xXtU7D0uohmQo5tvdAbBeCVeZhqFVrG68nFOQrPvoxs1VNlnZdkeuQcERB+UaHoatymGFo6b7QL64n+L1/e3oJajlX280WxWAjzgdb8RsSzWJKRhIqfMMD2Q88TheGQYBx6/HJlOE49Pv3I8feIwCIfBS+K0xnytnF8X5utAQlnWRK0LQmXNA1C9ZUDDqgxENkPynqG+v8LjdbNWhkC3DMlAX9t/oyGx7bLgYYqVEUmOIUyut6RdMMwdaL02/9a4lhRZhLbY2gMoJo/lLrBjTlnZMnLVARq9pvvHx3sScnMEu17kuoVKcr0sHNdBe2z6Xle2wkHu/Rl6UBZ6WW/vA9J5utN7azMSJTDbYLXqBZsbVWByuZONfrRs6mrXs+tuXjc912QuHaA0DhN5HDmefmWajnz+8hunhwc+/zJxehwZDsIwJeYFlgVeXy68fD9zeT2Qc2a5XtH2TC1qoJGKo9SNCsyBbf0BZOe4lgCtavR4GX2UDsJGsRLYA1GenKBdjcCs7uSy6wiRYRG6cNfhokfBult0m0ubs6nf074KXVK3n/2a5nTnPS72es9PjtZ9Zwb+7D6QNATZ+PqNPh7302jxNXVQBpZVRZCNUZGNpTlvyc419Wyf+x6UeLYWRFfU5Y45jVzOi6Is9txaEC9fqYRMOhrdNbMnlIuvn89hW10NnDzosBpYKQlJBoZ0IufM6fAb0/TA09MTx+OR4/GBw3SktpGqwvW6cj6vzHNBLitFG8to9khrV2BlkCtNldaOLiOuGHjBehBpm5wnXP07X4xiTaerHNH2SNIDqWUv0d6cji07iXaFthqAWSuaCjRBstltKtl4nmdbaGRudwC70WlkhlkmaYDiN8qy5u0mA63coe+RnqkO1s+pbpmiPzn+eiaEOhtvTlUpuodjUUd/nKg3rkkLKgWLdB2IzIgUBCFDFwfqTUeSFEQSTUKhnIABHT65AjOjWsh6RbCsA0O1Y8iL5FFYsQa7SQCxlOmc8bT7AckNGQtpLAzjyjg2xukL41E4PI6M48A4KolKLraYKkca1dLwa2Xw1KAsgubMoJksBzQ/0PLJa/8Lw3BhnIRhTAyjpcymVD3S90hTAb1SVCn6SuFK05eeqoMKLSVaTpRUWNNMIVPJNBksDWcXJdcmjuARU7wdcd5R4RSaKD2GGdlKeWVLGVJyM0JEHoDRHO9ptBRSEaQ1q7Un1UvlbHFSAbQVms6+via0UyBU0pUNGfkBuQWjcjpJUrtiEAqfpdp6MxbxjBMKqRUQz4RIEMgY0ZUeaaUgXAhUktlvzQwELjan7cCmvpiDPVJ7jVkOJG8oZM3GKtGTwJBwhZyulgDDJ3PqJq/16k6KqpOVHWqePVAaFO1ZeCmvJGkcsnJIwuOUOB0Sp2NimoTEA0meeC1n0vpKropWUziu68FSldIKqZHTAFlJebB7J8teSmky2vC01iQvqKyWyYLXuhM3aiMbJ/l8q1DVsy46QiwQKkrrqdELPa0XCSlMIDus3q4JtwjqdKdYbziGI6esaV+S5FzFIsjNDTRxp5Uyu34WSK2/wOZ+eOa9IW4/b0o/9O/ume/bO79lzz9++vadvvPZ/TN/7OyJU7ard1lAEok63hJPbt+y9Z9E+WC7h4QM2N5Eb95J/JzdeN4Mbe/geA/p3bXZ23vs7L/Q796u1U+On03/zfrHnTf3C6Fk/UfHXnnUdz7rD9q92GZs39xG2FZJ337X77P/ZY9Cf3N6/Lb/p+zTqu2N3fjyz25Hts+CsFJfOWfPgJjIeWCcDozjyOF4YJoMNRxBiNoaeR2QJVPSgraGrEIr7uxNji4M5xD+q0Gc6M2j/b8b5Wgn1I1O/fOw3/vn+3+YXNLdJPcJd2rvxtZ+Rt859vfYo+Vkvxb34cxYk33w4Sc017NAdn/HGPs/zBknDStNsF/FQFW60QZvDB9LW49x+f1lNz99+NKVYumr0Xb3CyMqgto+3ghOBPq2N4DcOdyjjEoCUrJTRUhpJKeBYbRSJYfDyHTInB6PHB8OHMaBccjUpVEXZRhWJK1ILpS2glSKpyiXbEGPlLIZtakZEjCpp4p7OQjCMWFz0pHRPnei3nA60iZ9onQnO28IsR/bQnYE8Z42QwnrEx/3V24CDXukOGDOtN0z+npU3+MesEo7R8b/P46f8ty7456W4+N3b/KeHH4rqTvP8p413AUVIhjR/45gBR4Mi0Br/2m6SfZm1NN04HA48vjwwOOnR05PjxwejlZerlWGwXQf1cZyudBqJefJ9PhkummS7EGqKKMSvUyC770nK96dwE1A3xwfXvCD2+21gv1C7uXue3rJx8+6lUNv5e2bI4XTJN+emcwGlDYYlStEpoOIAYUkDz2jAO+FZ5m5g/uUmunPzdCAymqixpGAW11z49k3yHVbNANt1RFrgCtIS5C3cne2dBUcIOWeEERG53ODZUNkD4BJuA4zSZSc/N84M4yV6ZQ4njJPjxOPxwPpNJGmkdoSpSWGw0KarqRhpKiScjLEMJBGs+9Fwmk4bvxUN+ebptTjmRbL1O1dfC+ZLilEWQ+zdz0I0WVDtfVru8yRFOhxd/Q2s7VSlF9Ki9toaeNLafCghvURNK3E9ysGijKftQ3a/CwJ9Ihlba90lMJPj3A0Rz8Hz67ZI56h84WN97pciDlyB/jmzMZ5cuzPAEG9l6UdGTjQlXUxet36Ytzq0FGtIbIU96jqvmISwf0INkeDdA+uiliZnJyth2E+kIeDZ0AcOT6MPDw98PD4xHEcOI3ZQJGtMI6LvRPKfBlpWreMimRNYy3Dy2WPz4HtWwca3Oig++UKeqm79XCtLnTmHojYnY+ao1mitI7s9OHu0bI16o3F97XxY/2kz6L936t7dPR3ZF+E2iUbzfxHovReF99x3tgzPfjgetoODR7AiC2bIjI67kqB7oBJyu3WMPSzlyZyRHKo3xA+mggGC73fgzcj7kEk5yWdhvsrbnI0eQnXnEeG8YFxeuR0+sLDwyOfPw8WcH3IjMfM9apcFqvd3/ydl+uKNmUYzyjJ4ppIz5qTFuMIna3tKMz/loahzNNu7A7m6XvIK2z4dzf7tTftDjkRtLDJrb0evenXfn7vaTkSTeTfrO3++uA10XsDb/jcaf/HBGf8Yx+cMptAe93CONHmw4I1se8ioBny2APKPTDqATnd6/WKNA+qZpenbXR9MwKL1Z4RAUHnqVb5RZC+9wsqsweYJ+ORrhtZoCjWNeY/0Us6pYb131ptZwjkJAzDI9P0hePxgYfTxMPpgcPxSG0ztV2s93FbTHdbGmQoOaFaSVJQKQYuxv3ZCmiUB69eCceyKZTZP/PTmq2d1oEmBwvSiFigoHkfDAcXiQeBtDn9idOAB2tD07cSWg0LIgUv3fM7ly1enacHyzrdGa+UCHwCG5/bhRP2gKefHH85CDGJOfTqULDeA1afT9aJxNiRCoChGDzCWZNSZTU2pwL5iZR/sUkREC2kegURStSvE6sRlpopkq0YE8jFq09KIpFceVEaizl/GUliqfJZsilnuZLEGmpLGxnqSE7iTHkgj0eGw8Tp+MTpdODwNDJNI6fpwZAcc0WrIvWFoo2SCpqVcXokp89MrTBo5ZDOjHJFc6YNI5oSLSVybgzjzHgceTgdOR4/cTj8xjhNyJAhVVqZqcuVel2ol4U2L7S50uZEXZRyrZRrQatt4OzO3uLNsLVUb2hXydmJWKOx8YIwWGRLEmgz0ZMNoddqcrRPQShUfTS6bJbqJGkGuZqjvBO9NX+uaXAiL9BmUr3Q05+lkakoCRULJpGejAmolez50dHSimFpLEqqekAZIJmxkaSSMCd3axOKMSrVEYvi7pHsnkFDMKorEP0mUi9PlGTy/XMCVa8RKggTwuTIsoaoITistujs5X6stFLOwHCF9IzKQFVrlD6mP0lyonAwgRhOlfbdSrlxpWqjraOtc1sQbRzEmqh/OiUeJuX3Xz7x9PjEl08Tj48jozwyyANfr1f+fbnwdS7o64xchUWxni1FqQplMiGWj4KkRLta3XVJphzWPNOkIDpBHVEONEYSVt5s02eUKqa8NBlpkUJOIRNZLk+bAu6zGIaHIZnEPw1jzAW7GhKg6QPCA00KTaK8UzWByIUox6XaaG3qvgNFIdn36IOtfV53gvDtcW8iOxH4B/LumR+bxvrBX/LhWXLziRt0XWXQfs6mRMvd+bK/0c3n9t/NIOnK8s3hdxUx4YuJlFGsNEkSIXoWqhotVYXalNK20aiXHjO+7qqY7BBAu6eFcfB2duN9310V//POLLtB8evu9PcVrs4W4ve4X0csS1eQ4t6CvL/outMxYaObnx47AwK9+eztTz9z74C7S+25Re5zNyfvHZuh8fb526968+n9eW44Ar0htX9ttrEFkpMjhsPgzG5YHI8HhmHi0+dPHA8HvvzymYeHE4fjkekwUUql1Mbr+czzywuX8ysvIizLjLZCKplaE41GqslBRRsyDVVD9cfYdbeE2qllW7P92qnzkhslX+7Oe59Ggx72S6RBV32v7vfw9tmb7Kp+k5287A5ip4eflMgRoob5/tZuPIdh6JvS9mo49ncvE6HHGHd3qOx3rZrRFZkTgNX4wBViUAJZn1G10lvIBG4kmBJ8R8uB2unTp+ZwYu123bZlAk1ntfxzSgwZhhEPPox8+vzEw8PEb79/4enTicfTkYfjRF2grvD9ZebP7xeeX86k/I3LZbYSEijrfIRUqCKQqtVvT4a0JTVYXZ4R5QrMKJQoNZLU5p3QR1J3SpgU3pXHCYeQuvGpUQr0Tpb5HBvPFXOcyubEcsVtRw+BQAyHU2Rv7JhZ0IEbc+oZGvIX+Zt8+Ndb+fhWMso7f8UefcujbqXFrcS756X7z8PxFvPQHZe994Oh5FIaPZiVdz+jV0S4b7T/syzoxDgOHKaJT58eeXp64r/+63d++e0zX379zOPnR0oprGvhzz++8e8p820Q1qvVWb5erihCzqYH12S6axPrbZDEAEbNy8N0h8CNnLqTizdzv//7bk1DbxPe/35337fzfPv7Wwfq3TPvxdPudOHtk+8PHaTzMlSsRAMCWNa2ZYp7A8XWMPyPehKYOca1JdujAlDJvBgv9tt0R1k4jMOJl/1LLzugAZ4Ldt6al91dnUYmC3AoSJtM523esFJWrMxX/LRee1lAUiMNpqfrMBgKf7hArqTUyFmZMkzjwKeHiU+fTvzX71/49ekzD09PHB9OFB1ZdeDry5V/fbvw9dsr6J9c8ws6ZxIvlMuZ0oQ6rbTUut+8NjXAcLP+bVZX3ZxH5vwo7gxRYzsAAQAASURBVPtVIkQSAYkoK5SazXNrZmvVEC9+b/VAj+hi7Cf5rkrG71qQY0tdxyRZvw2R1QFoAhSaFlKU3kGMf7rd0PsHdEQ22N5Ra9D9M4rzYLxKOGCHjTYw+oleR5sDRzAn4oh6b5IgIblRRPYbwMv1iND7OuyzVoVAgPrpYR3k7TPMJ6AeILMgpvi5jryOgezKcJgfJ2/8EAOi2TYYvMLDwDBOHB9OHE4HvvzyhcfPD/z9H//g119/5el05Ol0YJ0XlsuV79+e+Vf+g+dBuF6vNBHStdoegd37WeaX8Y3Bp8ZlP4Gs3YAOt/pb2tkVie5YC5S2NLam38N2nhhg086Nsk6bE/cmo0VDHge94fM9oqQb3MWmGRX7Lu4ZGS4/8YFs5BD04+vr+pg5h+MpBpYIB3J3AHpfki0YIqATm6LeduNwJ6NO9p2jojXFdT6k8Dmna8+W0L4HpK/hXl8jOZjT+YFGsKHLzaAD0x0lZSSP5OFAHiam48jhlPn8JfP5c+Z//vcnfvvtxKfPBx4eJ16vC6/XhX/+a+B/TfBtypRFSSmxLguSEmW1MuI5VQ/VmT+s00cvjxUBCNe3xNdMg/d4hoMWeoNkEua3tPEb4j7WLn7aP+l6fugk2p/by0Z3ORbjWUAjAypoJ2zV0A+951sEvCPI1Ets/dwhrF7iS/TcM3vs8ECIRmmhR+Cw42ORXTWAjFvwsD8zxmy6LwDV+K62ZedmMbCLlfZf+p6V0E/9PtLMj9hSwvruzDaLOlkGRbPsDFXPUtGDze3gpYKaBYdCRxavopPSyUBL+cgwTJweHnl8/Mzffhv5/Gng8+dPPD19opQjtf7Kt+9f+ePPf/PyMiJVucpKWy+sFGsboFamXsiIekny9idWOSX6MFTnyeo6iWV415odh37xrOkDtAkLvqy0Uqj1gFa1zMXakBp8weZcsvehCHBvKNR6MFkmDnbvwQfsZ1JgBjnauRR6+XMpCJ6l6eAZ2++z88YjsFj/YAma/Pj4y0GIjKWkNnHHcnMnYBls4VMzVJgTfBfSgjeFSRYBS0ck/2qEJQXaGeEZJVE7wjxSZkxQtipG0M0FRzLlxhyZaqkn4oEISQxyYpBMSo2UKskboIhmUs3m/MdqbabhiTyMTJM5PsbTwDgNHA8HEpY629ZKzS+QZnM0J2D4GyoPnFg5UDkNlUNa0CGjQ6Yk+5fSSh4GxsPIaToxTQ8M4xN5NEaLVFotaFmpS6EuhbYWCyyUEV2x5y9WjsaaMJtzorYGVb1ZkLPVrhwloFpvAdSjj43kDDCn0dfQUyHbAQ1G4sh82wFXhBXRo0cYG6rZmXjuqBmhIPVK1EQVN7JFBhoHczbwwFbn8SeZEBHV18VVoMnX2hh1MhHikVVriG0MfED0tFMALA1WcPShN6MxpeETIuYEMCe2p2QWD0bIFaQZYkozqkdzHmj16GZBfcM3EVvPNEBaIL2icrS9QSHLK0ms04ExYmfKenE9yTIPWj2gNSFq7zjIwJQSpynxcIJPT0c+f3rg918f+PL5yCQnpnTicD7CyxF9LXxrC5XKsBS0ZTQvMBTSYPVz82j7KaWEJmeSYoGfRiFhaWDKiGUprSStJEd8mNPW+04wGOMUrIYxV9tbPPgKuwCMaLnX0NbIkJDmvtVAwxZnhJ9onGgsnmUSznNr9GYBCP/XzDCzObP1VUZUnvzZkS75IbHdGsP3tvq9ocweVfP2krfH3lTfO+22795+fu8gEORuMO8O7adHKPGYour6fYCjw7bJIuSE9c0RscAnhnopignFJI46gaTSSwsQzrCdo2EDX+4dI7dvvM3I/WeynRpK7Qfv9v4z3pmCu29jtH3Uod/1a/Tu7Pfv+dcOeXuJbp9vt9/mSN6c9t547gl3992buYsA6/2+2N3r3jhWuXn1rT787bOk01gghvdIOsuEyEO2Rl/TxMPpxMPpxC9ffuHTpyceHk+cTkeWtbCslcPzszkDgfV6ARrL7AH1FLzMsgC1a7OhTO+QhGZBbEGxG8fsrqyS7L8LxdeZZCeO2xnTd9Zhm7p36Hn3kd39LdVvd9S7D+7o7ye0t/VfuD1/u2yfyeIsWlKnNQF3PksfqaWy74cSc+fz1UtJ+LfOYMx42wINFrw2HWQLQMgd7QndSunz32JgrksK1gTQDPVAqxu9Qc7COGWmw8jp4cTj44kvnz/z5csjX54eeXo4UVahrsJ0OEN6RdLAZZlpqoznGa1KyqY3WR+nZDqvCpKrG+ZiQZMbI3LLbgja67WsRbvj9JZMTMe1TA9PqQ5a3KHrDHBSO431YH/3hLps9cnrKfE9ABHnaZcHW3aGYEalGxkx7z85NhDue/z3LmDwLot+R8692UIf8PbO4975vtPUHeffZT9Eo1pxJ7A1no6g1m22w9a4NZ5pt0pYFuGQM8M4cjoeeXw48esvT/zt9y/89vdf+PzrE8uysiwrWZT1OlOWhe+HI2VdGYaJ1ix7VdXKzapC8qaNItHLLfU1vcm26TLjPST1z4TV3fdv5PeOkbjT4t1p/qv3f/PdxsM3x8MHZyc/t7O45FlGyeMSg4FkOlvy8SYw56PQmmWXqDTHjVoAyJxvCbIFDjZUNU4zO1S/NPesp77jU2v+14JEajMHLNt3BF3N9SZqpUTVbWJRp0HLfLBHuWNgSJ6YVi1bK1njyJwnhpw4HUYeTxO/fXrgb58/8cuXX3h6emLlwCoTp8MFeEXbkedXgTpwna5obQx5hEHJ40gA2hoGOLLXHnrAwPpErMbPw1aUAXUUvU1R6AuZpNlLOXvzYWl0hLujJq33hpUsUpl2vMvL3qmylS9RX0dHU7cRdDCEtq5G/SKYPTtiPRvMqWWNjhtag9+Zs0zQt3zmDcGFfAo+tuvLoEGIwUs3PajXQQe0O311m6e9rOw7wD6ToLP+2S7rItDmna/t5Gfn1ZHZEJ8rt70Wbl7Qp9d4YvTUFNZuJ1pZpswwWinNw/HIw+MTnz594rfffuFvf/+NL0+PfH58YD5fuD6fGVLierlQSmGYEkPB/TPNbY8ACkYgQjGnJ4TN2LMQ3Em3vUtwO3OW738X13P3DZuNr0Tfw5DT/ozQT7psvJXjOAgzgtbq2Rsa9elt8jCn4j6jkb5GkUHTS9v84IieARplEGUXhNDdvbFggmLI7tANTHZ7cAEL0pofZxvnprM5PUT01efOo1dd9wp5rO5IVdnTePTZ9IBP0CfFpJQkD0DskNhdr3AdzitJhOxNefSerZnTg/D4Sfjt1yP/+NsTv/36wKdPR56vF54vZ6Bxvq7Uonz/ulBrZRgPtFZJefAg215uC4Git/LPMV/hy/Spcj6xJR0qttejxFroSrt5hm2N9nszdDtAelPw3Two7NJZfbILPe8w+IyEnh1BLX+f4EldNtu5b/WA9w/LbHFQUM+MOoAMoGdQD6oxsjWDz67HW78CcH7O5icJPdQAOALNygCJlngzwMBJljFX6QEaiR/Ou3a6toFU3aenzke0eRDCS+3paOvpZa8i+GUzZmtnWV+TByHs33Q4cjwd+fRp4Jcvid9+feDzZwtClPUTWRK1LNCUy8uM1oXrAK0uiKybrkhG5BMW8Ppusr4ndbj+HiaOZsB6zqkAZbV3cp+5MtO4WoPqNtFasl69Xp1HUmQnqZ0vYqAHD4iYrLWAkek0ETTfZBAUJHm2n/cRRoEUmS+Dr/+ANOdl4n5+GQ0crJEZ9ePjLwchiv6KotargIa2GXSmOtK96QFt2crsifhiTiQyqRlKp6kRgbZnV9QV9ALtxQn3YExLHKHdodfWcT6PJpBreuykIyhNBkQWQ15i19IWpCSsxuYTafjNiC5dSWlgzMqYB4bhxDiO5NOBfJo4HI4cDicej7+QGKw80rDCZaHoBIdsWIdkpW5+HTIPWXg8fOF0eESToBkWzcw60oYv1OET46FxemqMDyMPTwfSabQ0WRVWawXAZRm5XBvX88D1DPNcWNaGrom0jjAf0SVT1zOlLhQKVaob+LappRUsKdM7ncsjCNRoEiKGWu+olrSiWsheRmBoxnQsiISnLGPrVGYsgjYiMpPybAJPjEm1NBmD0pmOQmFkiwq/GtOVV35mzGb51WV+CXyXHW11WTkZzcTe1YpGfTK5mq6QxJiTzkRpKiFD+4wyIHLYKX4egZTIwtCuhKEvWBNxC0ylqN0q1iQ1UPpJB5IOtJZZ2wkRJaVC0gOqjxbE8BiM1tEyfKplGDWPQuZ2tVlLC1kap6yMOfF4fODpYeK3T7/x2+df+R9/e+Jvvz0w5IkxjRxeFP3W0MML3/VPxmGhNKUMyqxXmBvj+hsihTldaWmhZSsHYNldQm4jqSVqGi2jxxGbRS0TQZOVwWiAijXobmIlrrKawSU1ocl6jKCZQa3pUBNxqnQFs3n019OWs2dOqTd4EimIzojMIOsWy5BMckFsjrAV4YIQzbUHWntEo1GdBjLpR6gT3Wv+vOPxuPu5u+5GsH/gGLk1Kz449tfeGuJx1f6/cnPFG+vlnXtv170dRSjmbE4UlFGEMcGYhGHn9FmasojpHs0/F9lSH+1euinl+vF7by6cHylI/t0Nenz/84O57VkNb2/Vf5UYxfbFj1fqLS3YqDZV6+eHvnnm5lTzu+nt+PrqhV755r1Cuf2Adt847eLzCEjtx+bfR6m0+O/u3vvmbtG4ypQ8cRnOFtgSaxIcCOEhjwzDyPFgNYV//fKFz58+8//+f/1Pfv/9V3759RNPnx6ZLzPzZeH//PNf/K888kdKlOtMIjFfZmhCTqvzkUAAbqifWJdNU/DXgp3St5/o9/babu47fd/v+VtHZHfQ38/1zR7cvru/IzG+frbe32L3rPbmjm8PYT+kyPTuf/SttDOwlRuDS92Q7eUa7p8pbfdJGJUQZR86QrC/bAARQkmtndIMVLAbZ2/qGdkVgRrSIDCi3m7UAhfNJLFSElajH8YhMw0Dj8cnPj1+5u+//s7vv3/i77/9xq+fP1OLUAv8739/Y5j+TR6Fl9my6l5fF5paSU0kkWpDazEDqinSgu6tpIr2YFfB+kUE+GI/dYGy3IIw5kwOh1EgPkNmDoTBbPcJRK0brjcZJJ7u/6YM1P75YbDGmjSsW22sTzjm/Vy1Z/7fHW/54ntUq3ff3e+VH983xvjBk8KZgu/YHnjwn+KlXbwZsKTJHSGjBx/MiEvB4/r/rD6u9R2zbMKUYBgS05B4OB749Hjib7984r/+9pn/+u9f+O1vn7heVy7XlVQK1+9n1vOVf48HlnEh58mcdPlgKO9U7adY77Ekq6PDg7/FOt1zk3e4y2bTf3jo7rdbkSK3v0t8tjGYn0vA955+y+8CxCD9sw+O7P1j6jYHKtACoSoLici8bqSWQY9oOiBi6MAcDmUx53ptuFPR6+YzGw9KihnZB6cXB3y1QBGazZpFzEGiraMEGysw9UqGFuRwZSuccimhUlFZgBdURoQHEpVBV0Stv4EtqfdlsgYRpGliOIxMhxPH4wOfHr/wy+ff+O+//8rvXz5TNVNIPAzJgXkLr5eBzMTl+yOUlSEf0NTI7qyt2egrOVAr90ys4N0OCBps7SNIE8GwqMdvTvNsPTJgX5HFnXWNNJgzzsBq0jPvW3cieZDWeWEKkmkBR3OErQhRd70CKopma1Ab5WNI7s5LbktWAzOVtnfmvX+ozNvggdsyPnsVaVempjsAjX7iGvMBezkYUcj+vU6mt3S25btAt+due14I5Hp835+l0Vw8SquEXG49O2JD5Uft+wB6WpNxk2kh2xI5WXb0MCrDoXE4JU4PA798/sxvv/7O//zHf+N//o+/8evnR3759MjL9zPf/nwmIXz79sJ1LgzjRB6890kEmfb9CnAHYZSGbOp7c5vbILie/aeZDcgWqPBwKEdvg7BsZHPE758X4Libw0sLMSO9saw53M1nFWWD1ec/o21k00MLKotxM7GywdYcVz3/5idHBE363Kx9bXWf7RHvsAcLxNpGsMGzYrbNty/fJJgesr+n6wIaCPbswanRAg9tdZUjsjwOu/VpmJPSs5nU7ADtel5kV8R4Kj2Tp+uFps+LROl3YcjCNAhPp8wvjyN//zzw+y8D3y8Dz8eJ9TLy7WtmeRUOI6yDMOSJmlaSWEnyTW43DyJZdouKB0Qx2lfP8MKrQKgHqLbM/p3c3TYrHd2O+F53Wu7XxH9jveK7KEG629sovcSVQLdpb4RtrPOwuw/bukcWy439/AG5JQfgxjijZ1mLsbifVhVlNX1RoGd69cyqyBKxoI+JhgELDAa/jCoYVrlky5pesXKKB9PJfI7U7RCJKhraejaY9nc3P2DD/NRNbK9YtnW10k870Imp2L4OKg6mt0D8cDhxPAoPD43ffvtsutt/+4W//f6JdWmsi/J0PJHaI1n/xflVUH3m9XyllQFJD6ArKmdfP890SAeXZxY40J6VZz4xTTP0PkWATCSs94oFNhf7V1e0XT3o7jZaWkBMZkOj6RVULOCO2pzSULm4qux703u99uCmZDagnmfghC3nATrV1engaPqIVJBCS4sDtY+uQ/34+OtBCD6DNpq+2sPbC1BpJBojFUu1zK6kDzKCGNNKmlBd0FapstL0zIAweJ8H2tkJLpjVzjGizbalCCknSELlhDKSHC2OgHj9TJEMvEKdQQ4kGUnDCWm/IJwhfUNSZUjCmJQhHcnDSD5MDIeJcToyTUeOh09kGZhVaHmgTTO5Dcg4UTW7z0X45Zj5PAhPT594OCVLUUtX5po5l5F1mLhOJ8bDhdPjd8bTwPF0gMNAGyZojYKyKszrwHWpzHNmvjbWtVDWCiUhNcM6oWui1ldWXShcqbKgcuyMIepCNqmmzKSTr9PVCEi8m7v3iDC0/0oKBdrRKWvyiH2ywJKu3vhEjygjkq6kNKM8gD4QzZqVK43FVR97jikIgFo6rPSSPR8fmc+oNFZ9Qan0qoU9F3DAov7YJmM2xS3K/QhuCCygVyMlEURHkj51JqSx+Uk0n8MmF4xBHo0x6Ys1QucTohMiD27AmINbmBEWRAdSG2npQG2JlGYsywdUjzSdPD0bWjXniDES4+VJIbeFhHLIhZyUQ1bGnDlOA6fjic8Pn/nt8Vf+8eUz//X7I3nI5Jyph8RFErOMfLpeQOC8LCxJWctstsr0hdZWbxhvjfOaWKpzUyG1AVqiykjLyZQ/bTRn7NGAz4ImeD+QlUEqWYohOnUwxiQzwkhqR1MxkrOvCDA2dx4mQVS6E7GxOGUURBZEZjfKBmhbWZfm47JSFxdbC1lRHmjtN1PSNBGNujoa+J1jr/pujOfHx8/cfrf3eHv2vbNlU07aO0/fj+vOCdCNm1Aa+n/e3GNTeXdPUEyQ70ZkjhbrGzUITMn+3TzVZfvatqe7arCN9MZw2D/3vfHZ5/vr9/e9Peuj9fnJut299t4v/6YMTh/HPUb9/ZWXH3/9zrm6e+YOlXM/Bkez3GbeyM1Z+8/kftJU3lxz++cOWai70kwawehQXmw9kd1oZfcG0ja53YkhghFetqnXec3WKHiaOE4HPj9+4tfPX/ivf/yd//Zf/+Dvf/+VX375xPXlzPXlwlES7Tyja+Hr1+/UtTLkkZabZXO1hniZPqmBDNa+iluquG7jgzujdpu0noLdFf6ArNyt3P6c/v1G472i20dzr/s/4u/3aPit8dCztvtO+cHRhyS7H3pHEuoGwq5/gQdq4hmx/t2A9OtuaTdeemdYaSi7EaiELXhSfPbd8O1BEN1esnvuZGMM7piwjwO16Gn8mklE76Bswa8MQ06Mw8Dx8MDD8RO/fPrC3375zP/4+z/426+/UatQK0ieuJbCUlcevn5jXRvjNFGbkEdD9KWhdnrbNyqPPSBudEgYB+H82aZ6mx83vM3wjdrTQu/DsZ+bvtSuMPT5FnrZKp+kjb53Bm2PAun23Z4+gq4ChBIZMYGq07aty4fHvXT76PyPv7+VEH+Bqb656nYMb/bgTmJ1xKtk/zdaVmxvQG1NyCMIIYFO7zqp8zfnOxF0HZIwDonjwUqx/vLpxN9+feS/fn/i739/4nwpnM8r1+cLfzwceTkemcaRIY+kNHrvuNFKCKXR9KQ0OtkH3W1B1jfzei97t3SG7bx3ymvpO7/9fA3e01H2dHarY9xm1e2f49z1pzQWt3JnlTuQoja/lWctBlhx9LuIusN5Qpqj+Dz+ZKRvtektpmDBQZEVYTE5mCD60Riit9gzTYE2G4rNaVu12T6iouJZA7ortwaW3eC8C4lSFStNTKdtHLEHR6Pmdee8xrI1MqRxII0j43RgGo88nJ749PSZ3z//wn//5Ut3KyKNa5tZ1pF/PQ3UZWIaj9Th4L1zFpJnhfSS0u6cyNhzjY9Vz1Au1igdz0QMElPAy/2JRrBPIYdjU/s5gvjngsiARMBBFXR1Duh8NXQKd0A3HWytUpTo83IvqDdvh+7o6zWdnGTE69R7+ZDa0s81f1l25yS21Xwro/1FdzqcujPcHZNeAqg7ZlMIhghCR93429tZ8AB6timT/x4Zcfa+Vv3AAhDCYDZflG2S0NYjQBdO0+ygkur7xnijiAdik2cXjpBHZTwIh0Pm6fGRXz7/wj9++43/8Y+/8fuXR377/MDX45EpjVyvCw+nEy+Hq/X8GtxXI95s1oNqtzMY6Pgt81L7nIZDzhezZ0aEEy38BLuyNV0OmkMdcCfrXibGeYHaDllcUFZEp53eNoCs5nzblE0MHOlyu+vPMafSwTkaa/mjI3S1+EPDIevVPe54J72/QQAYgmiibMouUNNL+oRGGxkeQXf19tb+vQKi2XUEz7LYZRKKZzZZACJ3lcPo37NDnCdY9hN0+kPZMi9TH2NQ65CFMcPpkHk6Dfz6NPC3T4nDOHAcB54fM59OmZdDYhqVcUje5HogSaZ5ebHQQu2+Tjtd3/LFDH1LXU7Gmm6EuJvjkMGuT+lqtB3Bv66W+XpHQEAKETy1a9N2H8AcwHfr2cHZO92vny/bM53e9mDAn8lxkbHPih1eajC2iXg2lzunI5PeGt4f7Vx13hZAL7E51uA54uUR1cqEmf9SkGaVR6LHK/rgdG6+yd5npWcdWVFuUycieGOOcHp5JuNpEOXoTU+QFHIaLIBoFU5ErMRhGkbyODEd4HBsfPn8xO+//53/8d+e+K//9sByFZZZoBw4Pz+wLJnj8ZllrQxZKDkj6Whl7eXiOo2tlcpoMq0Gfwqa8v3ZLEgcPE+k2TU1ZntFWT0j0bP6nMdYudvILm+05o3OwzZINp8q5r+PQLXIAZNLwV9CFirRcNzmMUBK1l8YFNHRsyOsp4WK9VhKOrHPJvro+MtBCHWUgKXMKcjRJikfgYFEJXE1Z22rNvkkcn4g5xOqo5WGoaDLFSSziil6Sf9u204XV+ZfMYdk1Nycndk2aAWRI0IjJ6uNGhOBjoaAHgo6NBgGGBKSL+Thf5OyWrWc4YCkX5H8SBomi+zLmUEKQzozZCVNf5LSwMRMGxV9+GR1gNdXalpIZSW1ynQ6WfDiaWJ8GEkMJA4MTRlaYx2Ew5iR44Hh8yfSKaOf/kBzotWBti6U7yvruXH+NnB+aTxf4XVtnMuZa50p+p2mywZq0wNSJ1L7tilqulC1WraJDiQvSaSsqKxoPhth6iOokHQ1oeTlmpqYMziUbW0jqoM5dVqlRR8HmRBv5CzVhL3yAvroEc3VAB0y0PLR0YpXA6B4Sq3Kz6NjWixtKidj5C15yR+nA2tAVqhaOqELB1e4nM7U+xv0dFYBRkMUirjzolF1RhBSsxS07EjEKtsmg0xr7uiKzSfep4AVYbUYpQItMTSnXXlEOSI6IM17c7RsNekqVB2cGYbiY41japQeq40slYySRe20QdBhoOWJlE5oOpKyMk7K8fDC00mp2jgsK2RhWj7Zeg8XZCiMgyA1UfNgPUu8j0hRawbbpNFSIzVLA2tavdTJgMoBbRVqRVIlp9mDD6PFqvOmeAVjVWmQZqc3F54elNBkwcou5JPXoHbaBUVatlIIWdwgunUgWCZQRbRgDZFeQDJJj6DQ5An9gVH78XfvGeE/cqzo2/P6R7fnf6QK/Hgk92N4eyd73Hufxc+7MX6ok2zKcmBu4pKtabVlszWVzSFtGirRE8L18k1h6s91Ebcr2XE/lLdDM6p4swJ6f3IoeHdf9gv17b0/mHjZX3tzjt/3zY1+YlTcDmT3p9woidujble+K6D+yfZfJQzL7bz9ne7pcq88A7R35tB/vlsSw5XbQNSFmbDB13f32ZRPEdvLSRJDGhiHkcN05HR84NPTJ3758oXff/+F337/wuVw4DJMvH574fFw4jQeGNLAkIbO56PsTjyrK06EgU/nJ9vxdm46evPmzHR33vbucd/+1462NjqV+8vu/rY53EpBfbBWb45dubM3GS7vnH3P37xXRzdU+lru083pPkvpBk2MUzqtbc35Ut/T2zxAdzL56/S6yXeZP30MvnYbhbvzphv15izeKgSE4bZbK3c8aDds3YnsDqokiZwS43jkMD1xPH7m8eFXamuUqpwezxweDkwnQxcPkzlNcq6k5GVRBA/eevnKyNLYl+NQdbrK4GWbNuRbTPCuuVu3KWMunIKjjnVH2+17RMREeSA/uPVNBsR+TNv5mzfE1mlj0W64iWxE4A9S+Ssmw54m7/fOfl/c0/vteVsW0zss/kNJeT+G3S68yYLY7rF3yt1nRfSghPicgM1JBCJk/yTtclC2xxHIyNYqtVSKg4vqUmhLQddqNQ6rQnOnbTQATKORvYx+04wZ6tnHsdHKe3N4+3O3D7cIqZ+ym8+75fmB5nT3e/CEj7QdefvRG8589y4/WWapkQ1tqFZtzd6tVkdpuoPHS2lIUq+v7Dy/6cayk/MmNbli9sFAk3CEmDNIstucns2rTIbY7nMYpZVyd6qjlj0NYGVhrYQDdYB0gPRkPMSbckoRJAs6GP+rzUNOgfAeqrEBMWek1oFWJxa1gqgXKhdWllYpVYnyYgMHJpmYUmLKhTGvltGeCzIoFMviUbF5kmYOGxBzZAhI8azzZvxNPXgnXhpLvHGmAYGcJ0nCejjsAwxRks7p2+WJCmjV4PyAejlQpy7XMQ1up47ANL+EBg9MXo9aZQtqeEDcghHJHTIQ/ehMl/n5sde8Nl3Dg1zdQRj6RPy3Ibs9YsfmcFTUMvy8zNsmm2HrZ6f0149zIpOCaCjr8gaBtGXURRNke8Mt6GBqYGT97HS3YGDetN0QwuK622D/0khOAzkPjENiysIhZw5pYBTLP0IrTRdaWynNM++L/dPazJHGXn4DvrK38+0SIaYYNdpyB/GWBUIoBj5fd+VudPeO7FhnB+DcIdtDbjJ6MM3uqRpI/eLZgxEUcZ1Iokl4vVlnu10UZb7PuvjBEe/RacjnbCfH7L2d56m/yz6o1fm/9wN5F5i31zdiDZzio8a/rGwZDfa9aoC1Yg4828iBDRr9FDxQ2/eNRK9Jt+M9qKtNjT5qo5VKqZVSKtcrnK+J55eVb89Xnk7COCjna+FyFeYz1LnRSvMMtSgJs5VA6/TQicnllkZGmxiA8U6SbXq694voet9Oznp/Cek0XLfPScC0rQNgQR/YMoHydi//vv9Uz52RbQ90fVf26xy+pJ1O0yXrz/Qmz8YlSoCm7mvbKVIWwN3PI6vJzS7qa99zGsGInpXhdCIxomJywfmT3mR0iO8TRcJnKZPpZnFvBJiIyhfmCPegpgpII3nAnGayQnsD8Gr8UYadX9LLvasySGKUgeMh83BKfPoCv/zWmK+Z5Zr49k14PCinEQ6pMTrNW6+kV6yKj2VC0Ry0wOI8IIIHwbu8GohYdpX15U2onGhy6rZ1ZFdaGf7qMnbEgLutr4dN88ltCPW18cCAhg5ovTAQ8+Nb8Gwheq5uDe9j3whRbkm42ui777JBzLOK3/Pnx18PQuiWemyDOSAkWj6gKWHNaxdkXSxQUI3oDfX4AOrNmsuZurzQUmZNE9Z8628kFia+IloMIa4DcHIH5oszfou6is4gSk6z1a2sViKIao5zHQotNzQnyAkZLuT8Qh6O5PEzKU9I/gXJJ0t3zoVBrhaEyBdyVtL01WpXp4bWDA+/UuSArmdqWhjWV3JdOTxMjIeB8enA9HhgaAeyVka9MrULZUjMY0ZPifplhGNBn/5EFdos1nj6eWV5US7PA68vjecZXpfGubyylAtF/6ByRaNDun6GdkLaas7l9oLqmapC0wR1RJoFBESuaJpp+YJwIPPJ9h7mYMb7SZiTP+3smWhOZNEv1dGESjTta43UGi1dsUjfAU0jqVntbk2Zlk9oWmH4DhVSFd/eI1vt7g+OarX2siOPmjMpklrEEkW0IDKjurqCf8Cakw+oXj39NoFvYMsoiz4Y0hHgiqXlDs0yd3KU8pErTZrPhSHrm4opIFJJrAiFREGkWkVBVUbNjE3RPFDliDBZ8EEHC4C0jNQKWWiabc3IprC40KxR3qzN5NrIkRGUsSBEzrQ80dIjIp+QoTJOK8fDxNNRWWlMxerBjZcnpF5g+GrnDUBNrHlAswXzSLBqozWhyYLSSMwkLYgjnEoYZLpAqyQqIjPSDqAHi42mQhIlu9BRV3g1nU34rK44JjcE8mgCry7OWzwtXVdggWa9ZCQlUjZjsqMocBQGnv6qBWSlyYuXxsooAyqPb43bHx57AyMUV2PAm1Hx3rn7n7vnhRB+c43cnBLPiOfejvjj8b9B63e0xcdX3H55b3xFAGLDW+aOSo4gBDs06J0DQ3c/++e7EkP7p3VI93by7TnbvL4d9d0j3ny7zyrZxvnGZ6P3z7o/tvXvxs2bdd79/TM9b3vwzR2i/Eoo5Tu4+6bEdYNjb9Du6cuV4k4D+1mLsbmRuS9PYlrS3dB8DLKfd9nuEw6wcM7dKL2bsSddkXRknliz6pwHhjxynI489CDEZ3777Vf+9rdfuOSRswx8+9c3nqYjp/HAmAayZG8KGw7DFMR4O08daUj/qTtHgdlscjd2YUPghaK2J2jPFggjirvAxWYlb9e9Q7S3tBwGcCijNody89y7Q7Yrf3rIfgY2Z7UZDlbPFU3mfYo19+FLC3pztE4PNLiRoJGF4EGNMGDd4b3RttOaboiom6AZbPdQNww0OSpzv47ZFWHDnZvd6uPuSP7qhk8YgiFf7X+ZRJbMOByZpkdOh888nL5QtVFa5fT4bEGI48QwTY7czOScSEk9EIE5jImGb8Ptumvz7eR6lTfKNUNkH/ALFJT/u0Or90wK9fkRMGOheZkKNr4hg49l29+24lG3d+/0kG1N2IJwKM7c0255fEyOGv7poW9+2Whi//nPdMD91zd75n4/yLu/3n7ofO7NCfF59Hlw3ULSFoRIBlqxur5btkOUiTDWc7uHb+7uDtfWKq16IGKxPm9trbA2s5cq7rRJWOCs2nwLlpWhihmMyla2IhxD+6kNPrKfq42P6N3fIQq2oOrt8XNx9vaM+3Du22PHCPefuf7zF7gaAKls2UJCozpiMlC/mhx9G45yqUhqHXRoQ/DAkYjrm8ajog57EysbI1p8sT242Sp4doo60tzGYnxVkmXUSNuVjQUUK6ukLfuePUB6BE09qLJNgGMcXTQniiHa8+I+mhE00dpIqyOrJmaUK5WLrsytsRYYcyaniYGJQzpwSJlDKoxpRdKM5NWA3QOkrMaCdZfmmmSrzIaVoWvq8+igAE3mAIn61R14GAHNlBxMKYb2VMtWMSRyOOfM+dV6kw97aAox6npNxcBNzZHVfe+prbOmQsvFSkHXyDJxHt2a7+mJDvyKsiw/OcT1qV5qSkJXD0Qrm+5E2nQRqTvebQHETe0MudcX2fdP7XLU9kYEFUKPwcbdG76m7Rx38llgaAvUizun9754sx+Mr4sj2DcEUsiYxtYLJzuyfCCngSFnxpyYBmHKyYIQREik0lioWqitUWuj1UpzB7OheS1YFVxryxxkGyTBMXZ8QxORRWEyVbr83EAau8y9G9bsulvovwFU2YHcNmmlRL17ZAbvB2lfRgDIHM4WvPRs/15q0uWzlwoX71mS+rM+PrS/tSPS+0xE4CbeMz4Px3cceTtXxZCgUcLUHbjdAR56Q5Rc7PS514sTZmdvWWemq+aOVA9LK0q9qCbPnFCkN80O57yvg+ae4SWu26io00qhlspaKvMCl4vw8lr49nLl8SSMA8yz/7sodVF0ba4jGUg0SmGK03Jn/iHAdwCY/uIas3snyXrJL/qadidsD/B5XwIPCJlvB3qpzX6v0F2jrFsAHSKrKTZpWOLBT/ZjLkRD6I33wJZdMuzG9zNketuNQ3Y6ZGRkZNONdLV57UCWTPTHMFBHc7amFvQNvnJj04ir7FEKDgeU7sA0hO3YQBdEl23NPCtCGY2XN/OfNc/26daU1N5zyYLjPg/JaSE116siENsIT2WWxJgGDtPA6SHz6TP88qsFIa6XxKenxMMBTqMyJWUUNZbTCtKePbuiIK15s2zbD9p1fghwl+I9laKHVJuQltB0RNMTNC8rqA0DnnswVCfQk81/BA7V1kTbyf7IZ59x66270c5kfmUOxuPk2e9jrRHMjioYMGPjg8KM6tXX3cquSdd/CiIDqg/v6Ntvj78ehMCipyk9doHfhb9u9XxbriCrIRt0sIwPrAGXqtDqattf1VEd0u/UZMRKeCzYhY4STxa9KTKgmrxepBraRaN24Wyo6patWWodSHIgpQPSCoWFpAMURVOj1pV1TczzC8MIyzUzjiO1Hmg6GTolZ1JKUBPjSUmywpJoaYDhAakVHUdaxlB0S3ViPphj2SPnks8wKmm0FNF1ttrDlxdluTS+PSvn18L5/J3L+cr68p1ynqnnRL1OLMvEWpS5TCxrZqmVUq4Y2r9RmxhKv7l+rDORmoNcgQz1C1bHUIBKkxdIauVxSKBHU96dQUc9yGCC4vW+xNOBxRsGKwONR1fwHHnCyaPZ350BJ6QjvOzaG+TVe/SWrY5aOEgMCSamnGojB6LQm1I2RzZluRJNfETDmSRsEfGo5djMwSKl17UvnsrUHGXWJASKKW6SstGeDK44WwZEMBEhk+Tg8kFprdCK7YvalFQruVyRvFKqkuvIVEcEpSSL0OZs8xSJfMIRFVjLwLwol+vK6+XKv7/P1HRlGDPDqHybV76vC5d6oaVMypnjOCCHzHqcWFuiTp+RciHxJ6KLyQcEa9ZdablRaVBsDMrJauqJ7bGkFZrVyNZ0AJkRPZgRJUcklDAtNL26MeIKc7X1SS6YQgHT2pwUPE1T9o6ntkW0yd5IPfhR8/PUFSqMTjSTcaPIBUrmulM+f8zluoDs5995Qv5vji587+/33n31zW9vnet3t4//7h8DO8G/v/s7YkHVjG42udjUkqQKsCa26iqqG2hTQwpsD+2O/pup8s+6t+PHx7uKX1dttzfuL9udrLdrtb2pvP3+g6W8s/83A+btt+8sxV91ncRhCmfXNfcK8BtP0M9oLy5ot3/axbt/gYrZFMHNxAtH8rbLwpB48xjCUJO7e7xHq7Kbe3cStUarjVor8zpzuV54fn3hz+/fGf+YqALnr8+cv77wr+/PfD1feblemdeFtRZqqzRHvW7pv6Fg7qhyv4/7B3I3pXt60t3vcveZcEsDHzkt3izeza/vu+f2VP/eHr2/rd79/MGhUcszjPEwonZGTk8P9/XugVdH+YXNsx+vQjSZDjSpvBnPnp6gZ2DsHmWfS98DW+aDuq2YdqSV2bIO/Pkysxn6YZwr2hans4lWlVIqtRTmdWZeLry+nnl+fuXP738yjlbIsajy7eWZ82XmuhRqbdTmJQvBAwpboKjrBmIOroaVdFGiFMt+7QXxbN0wuFFDGyvq5GQGxuY42i18R+xuiD1bztiDdxs1stO60RaGfxi28bls65ucAjsS0New15oWfk5y75xwL5t+xirlR3++d/FHn93m/r09tn10K13Cyonwwj54tvEEC0pYUEzAUYPGj1ot1Lpyna+8ns/8+fWZcTIAzvlaWa4ry3Xln//6zvfvr7yeryxLoZRKa+q2uz9f49+2Pd9wgJtpd36yz6jZpznd8DXuvvtonj7ShW5pQt+O7IP7saOLe7nx13QtreEwCz1R6c2snaVIZEp1B49Y+Z80bywOd5QBJHeKuFGdAoqRRnr2VfAoVVILW8TfPtChXS+5fV9TyVJ/ZaWgXEGSlS9xZKbVl3deneuOByZ0HdEmtDRYv4eyshY4zyPp0vjj+cIwXHmQZ3RNHPKRQz7yr5czX78tPL9UrhdhnRWphVQLSau/02iB3c7fLXC6lX7wr5Jnzns2g/H0sNmcSzqqszvk3WbXqP/tTYa1N20O5OzW1Nde2RrWmrNasLrtSnKnU2RIS3fgYwC6iN9GpgJiJawENHlAuAcPfswp7DZ7ZLK4DFN6+R+xrPkt+OBv0HtWQS8R5HS/icf4fqdT76IFEXTvF4hx/djhwd91x5+cIu9k/06vC+BBv3fIcb+zOm/rAWv7Vt1AaHWlloV5vnK5XPj2/ZV//fHM+Trw/TXz769f+d9//MG//vzK95fvvF5eWOYz63qh1pVWrXmsNZFVd9INOzqLYAzcONRd97JSNp5R44stoQ/ueVynZ+li7xarta3HLTiiemwj1i9vF6mjvZ1HR6NqKwfjKPxw0Pv3dp0BN274woeHn9VBwD5wCXT/TpYjsPMc7AZKL83T5UCXYP6boatvlbydXtj51053FNN9cH1Heh+eWJ6COabzdgu9pcetHr73MNVie7xBE6HWRqqVZb2SFnh9fSXlxD//sJI+ZVWeXxrrqpS18X/+/crXrxeen2fmy8o6r9R1pZUVbSva3BkdY+37v/pYlSjZg/tFnKh2SxKBMqsAoMRaxxztdCeN4FH4otZtvcSfhQXKbW52PT1uSOAdENA+K7VnNu9o3+XRlkXzV4IQrnsm32PhtE/RuNt4pAUlrDSpjXsAL4cXAYLwMUU2ggURYm8lLMM03s1pN0p6O4/XoCGtBMApMm4s065BqqiuztN83dQyNyRZebGeQdj38OTPmkwG9dJZvnZOHq01Sitclyuv11eeX5Rv35RlbsxL5Xx9ZVlfWNdX2nqlFe+T0ZpltrVm/zwr2mzOoCkfk3qAR70vivfYtYzvBA6oVm3U1BB9BX1h6ykRXXMXe4+dzLbMQgEvedX5f4p+DZO/94wSAVaxOYudqgFHFaLMlo0Hf4YFpIw0fU4dDPkzKAr8R0EIU5JS+hVrrHPB0i6szEoMsuZKGxZSnZB6sOBTXXp8EG+igZlrGLpcjSmnA1bT6gqakGaldBKTs9FME2FoYoKmVrQVJBvSS2WkpQz6gJYjSR6Q/Amro3klh+AslbUspNS4XBs5D1zPDwzDRK1Ha7KdDzCOpGTRKB4bw1DJq9DyRCmTlajJmZqU2iplWWE4QH60WpUMIGdk/GYA7wM0TayXiXlWvv3RmK+NP78ql0vh5eUPzq9nlm9/Us6F8jxRlollOTLXxHUZWNbEuhZqWbD6+V4qpw1WG7t6nwe++6ZdQD9D+S8zXKK7evpq2zl9AR3Q8misUr6CFLIkZxhHrNZyBZmRWohmNSRFmWhYPTFrVJIQfUT0DOVfWPf0J0Oze80xaZeu7HxIb/nFFKDqCI76AJIp3eE/kyhYjToLVFhN1wuiz1jPhgMhkFUboheUiSoHBCW3xZzcg0X8atRdTW5Qijc71oIopDSgZEPlaEZlgTSjVizJs3osA0WZ0aa0dTGFflCGWknlFXKmlAZpIpUHhMyaKk0aYxaSZoaKYSzlhMrAWjLXuXE+L4zjhZYvfF8OjIfGcJy5tIXXduXSLtSUkWHg4TBafsXDyNxGrtOCLAnh/0F0dgZjGQVKoaZCRWEVpApNbV2znEmyQC2kNtPkiZYPoEeLTHMEeXDGZwK84g2rZbZ1KUcTAMnQg9mVqbqaIqDZ0umTB5UiEFEJtEzzeYYov0Qq7iNTMzTbaKKsWeOsluw+mSjn9tFxb5x/YIioK6879e32Hu9c2e3zbnH6r3sHz+7nm8dLf+5fPW4zI/4qqtAUoojvNoSiYsHDthMlYn0gippKsrnZ7udv5/z4D0ZxqxrfXyPvnPn+9dsV76z8B6RwP2Omw+nb9do56cNu3ZuCH9LPNih/hmcFdaU+lJNdJoHuZ+LesNwbGnGe3szgtjr7NOj9UIK4wuDw8gj78zppuuNzF5yOfzZNbsx2RTWeYLKkG5mt0ZoFIEqp5qS7nPnz23fG04GWhNdl5fz9hfP3V/7Xn9/51+sr3y4XruvMUrbSg3Y/tdTU1gs0vJnw/kk3evbfvZ2XeOMtBTsmIhQ5n+NQ9G/u7+9+k4Fwe9/tbtt+0X6//b12T97xhr0R9NOjDf6ICNru0TIu70S23azBc8zAFy9psr2TOWBi7g1VdLvPDVEOm4GxN9ASPfV9974amUZukFng0zNdEmwZFxv62faOBSEs5d+y3xpKqzMihbaeqDJS18o6rMzzhfN14vvzM4dp4jBlGrN1DhLhj+/feH69crkurLVS3SHciGxRn4NdloVBiPHmR16uhLrFcjSynCbfCwaCsIw/M5i2ZrbF9V83IIjSO2FcOr9oyf+MDJaNPm4iPH2OA4gRxpa/h5f16TxGoZe4ihIP3ihvHyf92RGhmlv+uf19yytvOSi7v959XD9Nbs7fzr27St77fePptr/2+9LHKLHm9hPoTj6Jckh96v19PRjaaqGUlcvlTB6Ef/77G6XB67Xy769X6rJS5sKff3znzz+eeXk+M88r6+pBiIbpZ+rNVLnNtdi4O9uydUdevN9tMPZdbqG9eMYHk/zmgptZekdU/ODa++9Dqbp79k+zE/2oRpexBeL81DP4nN+0DDp48paYczwVtNizrdb7hIiV8TGfq+lEqGXEqExu87jz2ic664KBl0w2amo3r7Nl05mDOHmfPV8wzPl3BkloDl5yAqloaVaGlGI0FrJ3yVZZQEZqyyzrAsPC60Vo48o/v50p+oCu33g5rzzkEw/Dke/nwp8vhW/fKudXYbk2ZF2Raln1SRvKwd/RgYJeYsQcHhufD7+u9WVrSHMkZ8vuXLQ60YJnl3j5JbtPxawAy4BQz+wJJ1yUWOpcJB9ABlQm4/NtxXrLWfCE5CU60gyyWrZFjYCBuhyrqPd4sYSjFVo4EeWv6dh7J5oGl2j9/ugRZPL5cyexqPXTEy93oStb6a6tPGGUQOmB/75nN/6uQZf92Gm4Ehq5z1rfDzbv5j92ZqUhw8SyG/Lo54YTdLt7z6LoOiJQG1orrazUMnO9nnl5feVfX5+RfOIwKtOk/Pn9G//68w/++e8/+PP5T76/fuM6P7PMV8q6UEqhtdlK/nrmjZWCbj0wgTdE1ygdooPzwuLZR7XLxF47PoAWEvpM/PPXD/UkdA7daf1RGgilOwo5+XwNfc71Dq0ewUlzNIfDdwDPC+llEmUHovgZzd3pqR0cIAuBTL/JdGBk0012OlK8+J1dsX+QBL12eot7+jz28yPgM7gUCL3Rsg405KL7BwXL1jLS3OgvEi8sjtHslq3RaJ75ZUEIKYVlOYMUnl+eqU0ZR+X1vPD1e+Pp0YKarVa+f3/hzz9f+f79yvV1Zbku1OVKXWfrv1l3aPKwYLWyBUwavVJGZLx4xmNHr8ecdjsorg+pGHNojvebdZRl4yEKGyjH/CDS19XWS5vPXV8D34Pes8juGWupu7FIJ3LpdLoLlHx4WHaD9f9U59MNSQuWndGcBt3xjPeQEw9QiMsorbb2mmk6IKwIr/6MjMiEytEJYPa96c7rNrq+NRvQ2UHpEoF+z7YzZ/jeRgr9q9i8J7MHLDix9rkyf+ERa7Q+Oh2P0Nc9mXivSqmVtRbO85nn88jXb3A6KKUU1pp5Ob9wXb6xri/U9YKW2UqVV/PFWgDCs2BaOOa9D0gEwcvF9YnF1+wJkvm8LdP7jNYX82epmH+TZ1StI629mwVELaNthXoxmYbxBJVPvtFmW0958HsPDnR5RXUhsuqEStJCc99mpxvPLlKvmpJoHWhg85yQdkRJNLmVJR8dfzkIkWWyF2qrT+IFDcUoDCNRiwCJGqI6VZJYkzbABQQ2OQlSCsSiocibPCAUSxnTRuUVJJE5gWaC5SVZfXLNKSwsrjzKjiFiUc/VN48HiKoKoo1SZobUqOvAumbmeSBfMy8vjaqV4+NCXRvHMZHINsVJqWOlaUEYkCqQRqqMLFJBF3J9JuuVKpVKobKwqppj9yVTauJ6Va5z4eXrK9fLytc/X7merzx//cb1fGG+PrPMhbWcWGuitJHShg1cIY2UXDBHDcCIpHVmEIIIoJB4sTVwxmqKZgaxuZVQiLMpZU1MKUssrvguJpBTQttgNSJ73dDZjZ4BTQlNVkor8aulQsnVjQFP5c8/rxXW1B1XROMUXH65cR9KCwdz5pNddI7G3DpK1aOCEaGnEem3Kmb8b4mgnpnTUQ8bstIc35MxMEz7toi9K5cMvhcWU8idg4hkMspYL1aOqiikgbza/JbVarelPCASMflGkRWRQpWBhLCuQrrCy+sFUmYlcVxn0vFIPhxZ0sqcV5aiLIyUBG1MaK1oLmgu5rNIyTNXMuhXVAutrdS2Ik1JTYlalUUKjYowgy6271vx3GibR/vejJCEMkgwcc82EXN+Dh3pWl1QmHJoTfC84Y4K0qLGezgG3DyOYFNXB7QL8xTOqWTCWVMgf6P25U8issHtf3xCVxh/eOaHXpP/+2PvFLn9e3e898Gdj2B/it3D+aQr4upKTnMDqTarA0sVmi2GqWYKpSnVgv1d3Q0WsiGF90+//fXjY3vHt4f+he93f6m8nZePxrDTyd9Mpb/77bfyzveBavvxi24I/J0j5r1r9qi1N6v+Pgr/rRNoP165+eRmiTptb8+4MVNEbp7eUSc3TsBEjNh2bTi7TUEyni3U1ki1sawLkhPPry+Q4P/865+sWvh+fuXhzyfOr2cuLxf+9c9/869vX/n68sxlvjIvi6Haq9VZNwNWuxHbCbErTsFHtnndlunOENv9d7v+bs3lbT7R7a1kx59uJm03q7qb+libtH1+j0jbvct2n7vhf3R0AzL0gbjIncwiPtSNRkwOxps4EjjuE7ZYvIfwln8GkXdDTXdr4mNxVJ2R0ZbBsM2FByC8ObJIoI13QRTMeSP7TC5XR7UltCZqVVKprGshpcTlMpOHC1+/PVuma6pcFssgbJL549szf379zvPzK9fLwjwXahVaixrn+/l0/VLcWefcsMdTZGtGvSEQzbC/QazKtsrdeeT1avu8BPpQ4wL3pLTdOkCfi35jFYgGpD3z1T2ILZx9u3IinWYMbWalKoSO7v6JfHsvCPje8c4OevtnOJHeXPX+ON6Tdds3svt5/3U4rCyA0B2lTVCpNMfDI9vO3RxV7OjfUWKtUmuhrCvzPJNz5vu3F7QJy9J4fZmpq5WZ+P7tlW/Przy/XpiXhWVdKLVQa7Fs2laMz7VC0z3P2zLBbvM4Nt7ynx33174jwz+SVW8+3UuPD+b85vTtnP9EfdLYAz0IkV2/9PJVWM8x7YjAoH81pCJAsoBSz6wFkxGxB3pPlewJDy7lkvh9HDEbZQFjDr1c0yYH1cHaiU2CuEOlBaoakISVf6rmbKdZRrUKtQpJhZqtDEhtC9REmU1vvr6aXfY8XaA+k5fGcp45DVdO44nztfJyLXx9eeb1fOZyvrJcZ8q80FYvk9N5kvfZIFj35rATqds6teoyVtkQzQ5w0qEvTWQURQlVAXPQCM47MVmEr5NaQFcQ7yntQVsFDYdhH0Q1Gd/EAg0qZLVgk8jq5sbGPyXsQn85822EE+qHBNef5wPeviL6OUDXz0JmhRPQUcr2ket2kWYcmWt9xlJMye2zNGqlD+xqZBHyu0vwjvgOp53L09jdPai/D2J71kOA94h+OOIAJQsObGXlCst15fXlypBeOYzfqCUz5sYwKN9fvvHn85/8+fU7L8+vnF+vLIuV1qlNLdha1cAMXa+weY7fdacXqG4wm1v9zPbiVoc/Mm1c1kUzcPaZIsHvd5kiPeU7li3mqG7XdGoOeo6z98DKPR1FM+a2+27/7+NDPOq/OcbjvUM+7/ls2j5Ht6HeHz0FJITZnobieqGXbxQ6H9tI0faxZYi4vS5RQSPWgK5+GK1K548BorK+PKDJzo+/W7OMgVoEGFhnW7/L+RVtMI2VdTmwzDMvLwfwrOjXF8tufX2dTXe7rtZ/qRSrwtKiBwU9WBU+Sd1lQNzKuZgn1/N6elUEfza9OlS3yI7Z051N5J5vbPvsjW68DwQRzcJ3dC8DO6FHz2Tp8+8BpK58wk0G8QeHnZnYALzm99tsIpMJUXkCtw26rR1ZGOrykkwv4alW1jyyxUQ2H4+tvc+jOBq/Z/uGDLZ+SQY4NirqE67eE8g/05AvHjztvUii5JIAYiUWTU9wcLyq3V9XmhaWxbL0v32/cjgeOY6ZslSajtQ28s9/L3x7qbyci+luZaG2lapWAlJl1/ehtxSYfTZj7xxs/P7+2uVsZFObTkrzgEC0KnBeZ6UBPWDfs+SMX/TyX23d0Yt0WhEvvaYeyFBxsHhk9jVFdGXrI7i3cZw/qO6etc9uWXc0+/Hxl4MQo1htqVotNabpC0ohy5EkGc0RHXWEYq7UXMipkpOSFJIjapsKKSnDoB5RaSgjlc+IrAx5QZlZ6lcQGN0RO2kmqaJpdj/wJ5QRy8pYkbxaimVx9HRZ0Xq2qNqQackcaNTKupzJHFjnA0uG18tITQN//lm5LivHw5nDYSA9DOSkloUxKO1Y0LxaXeE1oxyocuTCMzMXUv1OKgtrzqxDpqqhhmUZSF9H6gLzs3KdV75+/cr5fOb//O//h+tl5o///Z3lOnN5/oNlrczrI0uZWMoX1jqh3ig4S/Fevo1GNUezR0DFm7w0yajXRhYWkvzhK1lpZCoPwITIZ0OetzOilZItEq2ujGRZyNJozIhWWnpEOSDZGhPLuiDtamixdDBCzQdEJ7I+IfqdxP8HFBoHQxPlL/ys/mZrg6thzuiTBSJEF9DVIt8Ny3jQBwYaSRqVA80brCiWtWGloyJyXYFXVKAldVUuu9I/YyIoo+rIJh28JmxG5IhI3LuibaBF9NFr9Uq6kjyDI2WrD5lRpvJsMn9uCKNVkNDGMs/kJuThAVKmSAIpLOkbKoXRGfh1VmqppOGZy7xwurwyHUc4PKDHE3pU9KQ0eaDKF0o6UadMa1d0+JOWV2qCmjItfaHJCO1PqIXSZmpbSdWR7+7kWGT2Qmpne2edoRVUVkQuVDFayVSSVpI06wXREuiEUqksiGCN5UQtOtpRnEJKJuBUrVZq0oTo4OpcQiKQyUDC0nSb19RuTh8DEypQXVmijWwoLOUjh+3Nca+wvVHe7IT3TXx5c96Hf3fF7/bS+8dtTvzN8dGf7TpLP+Nu3Nr9Npvptz1lu3gbht29YYZkxVDrC1BVKV4CL27ZFJpaEKKqo4RDfsftlG4s7PWg7ZGbQq37d9B49zcX3M3NzYy8Pe7slBuF8v7oOvnufrr/UneX/0io/lzgfjjIu3TfN987HZvhY5xxQ37s3k321+3f4c6gvZkGvTl1o3I3FN5FG2+KtZVGC8dKfCb05luqBKK3NSjVjMTL9UptjT++/sFlObNo5f/88QfTwwPj4ch1npnnhZfnZ77/+ZXz6yvP5xeWeWFdV0pZqd1B5065ttPn2WgwAse3AYi7PRD6282svGvF7ebD50nvZ/19ZnJ7z7bZH1053G+i22dv6x20evsGHx9hGISSr04I7pDbOU7u30NpiCOFzBBa+zwCXa7KDY1shmxHcXbnS6C8XGmOdPg2smUAxbhc8ZVswJRO224kN1xPyU5fkZ1h9NeqBa6LKX3M1xVt8Px8odbEkP/F6+XC15fvPD4e0TzR0sjr+cz3lxdeXs68vJy5XFbWIpSSaG2gdWdHlLs0WbOvB2wxG98b2gysEMbC3nGQbo3dvr9FIYVTNGrIupHicy3JaVoi5T+oKzjkO+hIgc14VlSjmV3pxoRd7KjIth9fjPevH2Zkxuvt+fZfO3pQ9x4tf0P/u8/v2Px7O0huLtH+T7XiqdtmeDfrldW8UbEXlSFKLzUgRfDL7268zrKTy2oNCV9fzpTSUE08P185HF+YpgOtKq01Lucr59cL56tlhC3Lwuoo4VJXajWQSOv/ivO7fSBi9+7vaBP24521e+cafXPujXB+e/tOzu/JnTeC+AfHTQ7iXzpacrnmTapEDkBCSgCBjKfUJA5SG/pwzFfTkLFaWECqIeOrmPO9gwAqSrb6zBL6k1qGggK6+j7ZlUFR0GLZeWS9Ud5Uc4/fJ0cBSy02VgVUSF4aRcoCkmhpRbPAMKA5ET1xUr0aHV4mah3Io1JnoLzw+lx4Pb7wz8PEcXrgMD5QamNZKy+vz3z9/p3ryzPX51fW5UKdC231gL47QMyJ4s7fZo09rQRtJXmGEHW193SHb9OJpt6fseHAOAvSWFmzAXNIzQgvRP18JdPkZHs0So040tWQ0danTqi9b516Y+6EkFSpaj0HE40cmfcs1lMw2fiSo5m1LX1N0GyZE/pjWyGC7+KlQbp+oeYU1OS8W6NsYPQPaD53bZPDSpeDCEhWn8ORXtrCv+sbL8pdIZC880LfLqm/jyCIukwKcIYHHaTrm4EUlt2zQh8IJ+dk6084yAqtQS0rIon5Ysjub3++sM7C9Sr8+48rKRkg8nz5zuvlG68vZ/78+o3r5cplXiwQUdV6RBQvedi2LK5gJ1buxTPBelk1iEySsHBM6ilolHBZ6T0jCNR4c2d3cGt39vW5EXoQIrJcoiRiR/X6vERmRZ+vuo0lHKddU47eEDHn7ozt8vlHBOclnVKsx349la03ReiP90GUeDd23+0CJx1Vb5kdBi6KjIgNjAlqtj9qY9EAlUYGDTZ30S/HS/CoVBfd3jtrL2c6OKLR2mqB4JpJqdHKFVKhrIWmmfmSzP/Bd+bLzDpPTMeB43Fimsa+TZZ5Yb7OzNfG62thna8s80IpC7XMBlyqoda4sdA8GKLJ6coqjGzBmJjH0PPi8L1q9SN8HhpbSdDIzI1rm8kKdKcXbyHakDU395AI2gaf2Ck4vRyTYFkcxXlPKAMB5jTeYRkpf0W2JtBHW1t57pSjKEk2epM2GAigj9N0VPWMJPt+hHzcgXcSwtF/X7uuimIBIqIKhliAC4FkmcXCI+gJxfoh2N4L+8sd9lKd9iYHUXu2PFY6PrXJBa/tVytBmEBnIuMPFZrOlDZxvp4hKf/nn59ZyoHLa+GfTyMiE8iBb39e+POPwrdvC6+XK9d5Nn+aFqzZdQQhrAKN9rJfCeSzycgIVOmZ2N/aimUYSPHJ90wwzaAH0AmVmSYXo4AOlIi96HxbvB9VnW1Ok/d68OCSUBFRau/95z5aFqxX7gK62P26flI2u0xjfwiqe3lUoc1bYOkHx18OQrRUtsXW5k5EQ441SQRCHUYymaSPSDtZg9jqTXcjZUTAkJGRbmeOcrO91FHUSo50HTEBU3UfefY6gNHERAdPxkj2zDBOZaAh1CakZspMS4mmhdqEtZzJq3K5XtGkvL6caBWejyPLocF8IWex1BkUXRZojVwtipbkFWFm0JWsZqOJWn+BldVjVc5stbAucH6G63zh+7dXLtczL68vzNeFy3VmmQvX5chaGmtRY57rd1rNtJqscXCdabp4MtngZSmiIZAJxZRjzhZUM9XLAISgjM7rSQdjKNn/7k2YLe9Ek0fX2oB6alVj8LeyjY0LmKwzSVaSuoKIlXCybAVzNFtNZS9R9IPDrheaDERDLHVDNJRUSZ6e6M6I6o4wQmVyI8QU2trTDTtON+ZDsM/TFj1skohoJBi9RnOo2PAiQupNPu256g6HlpKD6ywgVqV5wkry/smjRUoXQ9zVUSErazZmOuQJGLhqojagWQvstBRqMqNqaoq2zblmXDWh+UjRzFpHlmVlmS8sy5WlVNbSzHHXG2pZFpKN3eRyYzZUQxvJmqGeaGqBJfF6uTYlo70P1rQ8jBcDHAXyLOrVhQJ92NZYIGq8Wqml5DTT/J6jBdk0EBaL636ByrAwhK2GEjW4LQtRvCGgOL3+4PhQLu+N6J9dpHe/ywfnxW315s+PxxAKxO2I9qfvfdAfj+mjcdqFQUJI18sIuaQaGTK771W3wINbDTfuhrde2dtnumK8Iaq3cfzs+NGq3JzUb/3hBPWPtjN2Cvx799sf+vFXPz9iFXVnJOjOmNgU0z0FaBgO792nK5770e8V//11b0ctOzpDCLOOXqZEfBy7CJjc3MvGss8TiFGpqmXYqDWbqxTWYv10LtcLjYYMI/NaGM8X8jSxrivLsnI5n3l9fWW+XFiW1R10qyGFawQg9rQUmVIbDd4oQ7uFlT7Dt9O2mbh3Uw1d8X3vfh8fsYp3KPX79f+Qj9wN8D+iukBfhSFzh6rr6Vsdn+bf+OeRsYBlyWlYDX31d+MMo1WDTt2Q1Xi+OzP6u+zROfZvKyNRuQm0KYbCojjyKoJyW0mC7jDzgISVZ63UBmuxMijX+Yok4fl1oNEoWrguM5oHNA1crjOv5yvn85X5urDMhbIujqazMhQOmPfaqNUM9FZ3NGfGvqHEYsm2edK+1gEgkf4OfS3ifI1P4ve3ulOXsf13n++e0YDf+76xtBuNxJj9X0/liHGK3/6eRj8+3qfQ/4xb3uyAm6yIH+2TH3+zXwVbiUChhVPKMyCiXEtk4yR3S6jh6wIX6u2pe9itqVLVHGtSK+tqDrvLcKU1WEtjGFe0GhJ4nmcu15nrdWZZIxMisiEWr52+7AIQZReA2GrnbzS1l8S7kP6dUNtzkh9miu7Plnc+e+fef+GL3ffvPesvSXm6IyYybcOpm9zBpObo20Rm7LFbh5z2nzFjVtbNmE7sT695nTY0ucYzk2IlHSJbYvdmjhIN+8UcOJjTTQuSzHlt28t4SGuGfm2OlkzN+GirDTD7AhVqsb1divHleZ5RgTRArQu6VNapchnhMDUrI1FWLpdnLudvzNcXljpbsKupOYM9A8dq8VuWswYvSRB9+rQZWIVmZQa08wgPanp9egs9B5q8dD+aofMDcb+VO9sywXb6RmQ1S6X3H5LUWUIApwT17OuQNRnVk13anZ65r3cP9qo/52dOE1eC9UYHC1m3Q0Vr8+eFDel7tPNh2X6K0VY0z+21/m8yTWELct1lhMe8dzm+H+zGt7cMh3AWK4YA9nm/4R0xDxqv4/3ELbu91kZKyrpasOFyuRDZL+viJWykcV3OXK4XLucr88V64KzLSlkLtao5hJt6yd0ok7OzEfp8sRtXjLN1TaWPtYuHvZPX+TfQnfbQKy3YVOv9pt1+dr1yCxjFnrZTdvaZ6E7ev8fb9g/5K7J0A3HYI0OmJzaUPXc6ll2nveZUvIe+1V139NLXf9ugbDpa8EznqT1DM/QEm4dbCszue9mCs1EWNrThrmWGjdEzqJSmFpygNkqxskbLfHXwaaXURF1X5nEgAhxlXQ2ktFTWuZqtUKsFu0IkdB0xO18LMEforo0bOtv92PTcCFg6DfUsg1vZu89u3uY79Ku97rtlHt1kQhAAnwhG7GX8fi9E+bd4xu766GNyAzj66Bj8XTZfGWr8UjS5/u3n7WkAK+Gzfx8rY5l245p8eDG/G63a55FdF/c5mf4cOqtG0M4CqRoyPzKdvA+C+fziPYP2xPVmp1cvPd1UkJbJHkBXXaxiTruSWmadH5jTyOvLQkozSZvxPFbgysu3M8/fX3g9n5nXlWVd3U5QmmZqyx20qZEZEFl+vdoLNq/JxxpVhZgxwPPYr+l7JkrlOq2ohnxd6DQJ9CbzLgst6yKDHOx9IyOi71xbfxWnNammTIgHr2/WK/jhFnQzPcx1aBo/K7vvlPTXjpoNVZyTN9mYrYZWSSOahKSzKVQ8kJgY2ycyD9CKGWip0VLxyjVGsIZEMAMOBlJ6ASZa/QWRiTEnSM0bByur16fKOtvkJ0cqMYCODLUx0MiSGZJ4AMIaLteikBJjtca3JS9IXbksM5UH0vOJw1qQ8cDxcEBWq2t4efjKMBSGwzdSKgzyKyJHrCxVhfQdZWXSJ0Y99Yz12hZKuaBX0BeoVShFuC7C15fEPF/44+sfXOcz//76L+bZ6nSua+Jy+YVShGX+F6XMlOu/KbVR2mdaO1DrGW0rRaDIwQwmNkGYkzCMFiYozGg90JYHRAcGR4knrGF1xhqWyHAFlKE+0FpjlYloWow0VI9oFYocKDIy6dWyEuQzkj+T2jNS/zR1MzWarlS9kOQA8psHH6DRqHreBN1H9CZWuzjJ5AEHi3pGDThJE+LoeZpSc3JU5IqI19StABnSidRWcqt01KYqpVpALCcM1TOcsHIhk8vr606ZFZDZMwo90EMw2Q2FWZulYSX1wEez8mKrrtAyaZ0QTbTLkVQm0rCSR2HMjTYITMX2WHqgSGJtQhZlLsKQMvNlZSoLh7UxTRWdK7rMpAVygTRU8pQpbeRajiyXV15fv3I9z5znhXVZWMtMqzNJq5kIegAdoFW0VVa+02Qm69/IbaLUJ1odyalYZgKvwJnWTmg5oVJpsmIdHApJIeuEIU+cdXnR3qQnTIkvKFB1ZF/ztOozwkqTv4E80rxpGTzT9GwMMQ2Wqq6VphaEMKV37T6KpIncTqgmih64LW/y145N6dBb9GRPZ93O2l91awts7mMTDjeqzI0K6Ff/dFw/e5O9E3F/7mba650/Zxshahklid52ysp07R++6WW0Jps6pK5Exnv4uZtt8M7b+Ri29dn/vD17c5pEOjts6Nr7M6WP4eP5equM75duu7PcPHt/mby54q8c+7vK9s8XQAPRJvsrdmjz/Tspzp9DGYjvduEUiU+lP7lLi97sNlbYS9+543qf/N4zJG7s3JuNsfNn79Lp1TsYuMN2ldWM2auyromqleE88ny+MIwTKWckZ1pttGpldJZloSwLy/VKLQvLcjHncrV7tUAEE6nvMcthFG4uum3O6XO+vU+8SszX9n57I33bYftjm6nbv2Ii5M4IcCRPH4PyNmX/vWP7bqst/YOjo2RCud8ah4Fu0cYUtGJKjATiDgVZCSSr3XNnbPVropSeYM5uR+JggBBTnl1362UOwjAw+pfuTAxnk82RlctI9nku3JbjPGABbLtf0wQtWZUQVUoxGTIvhraSl+/M64Wlznx/OTJ9PzIeJnv/ZBU8l0WZ55XLZWFdVtbrlbI26rIamq5YGYlWizU8rIvLz0ClR/ZCZHUYilCjzrKagm+yrYAH9Dc62TkDNEz2AFn4ec2D7kEmbVcfWoDkSNgWwAHrsdbLU+4cPqrOX3rGQYwhDMggu78inz6g200A3d7znTtsF2zcfONl2z7czv/45vsdHPfdZKPvOak7oeYgh4rrKWY4NvV+VV7aRxxAkTDdNrvTsDYFaazrSmuQ0oV1LaylMY5X0jCSsqHEm0JZC4sHXK/zlXVdWJazOYzXs/WWWC9WNrPMaLPSElsgohKofe2OVPe4fHTo/tfb826DkD9fn+23e23jvfP3Mu+9c99bxx8ccjJ9wPeLimU9RwYeNUETs00l6n27I1qjbKeBaIINNnfWKgdEK9quhHPbjhFJ6ttQ0cGyiLQ9ojqRnJcl4pmeoSXWx0E0WcYxBdECQ0YHcz4IxZz7dQYZYKhGZ82ycXQ90JrZPCklpFVqhpaEVBo1vTCsV+blzDgkXscvHMYn8miytdYrrVxYl2fmy79Z15W5nKkOequlUdeZVorZ51hZqKSNlkKWHky+r4rWAEI1JJnzRFJkS5wgWZPrpomkF0Qv9s5YuZXGuJPV9HWMD6U5r0yvWMNf4wGW8RK9NTyw3QTJVqq4I4rbQGsnRK0aw02+mDwAFYaLOUGDB/yQ3kJvcpRxl3fuCNVKL32h7pCRbU+qRuneAZFxc6RR6fW6de33tGmw/SIyYEhTc9toR5pHNoPP377cTpRl3juu+5h8HSSB22G9OXtAu6QY3TWhqVBzAy2UYsHzdCmUVWj6ncvlzMvLK8Nw6LO8VitRss4L19cr6zIzn6+U0iiLUqv5ZqzE3MV1uMGDPKGTxqJY5L/XVL93jktkNwh7R5+VY7OsmH64jJNAi3s5oJ7pF6CHcNz32vju+Hc5GaVkup6kzj/DybyTmfbfGDNsDbd/dAzbuVSi3ErP6CLG53TUS7lEtkXoZxFg97FhPC6o62aaO3sOfh16Rdv+vglExAbe2TKRTaNeGtuBxOLgUulBoZBbMe2Z1kznS1oppZCa0XEpC60JOReWBfIgDDmTc2S6DFZyqVop9XUp1GpyuLZCqabnWDAiMtIcuCJ1C0r0OYyjsdfLA5TQe/p5GZpbOVfdXvN+El3HDxvNQZp9/QMckvv1oO73EnC+oYHWl4bxUAvsRj+OKHVncx7BB1+T3oT+R8fBMwMss0J8HaVF4DbKiB5ADn39rC/A6sh7A9ganyrO1wbQR+fhZ5vn5H615lVE1PthuN4vcrJ3EesHJIy+39JNDNBkeYCs1bPR7J+6/h0BiCiTHj4n61eRSTo6bVSKFNb6jVZnzucTdRkQLry+jHz/njk+ZKSZ/2l+uXJ5PnO9fuX1cmaer6zryloSpU4e2FcD/Wpk0TzY+1Snv+RBfiaPJV5tLduLlbqXz57d5zQn3nNOrCyiyV8Lwqi+AomWjyCNxMXlWsF4wi/2s2G0ky62ziFB1LKbHJpjQIleeg22HlkVTatnihn4YgugzT7GfQmxj4//oDF1FDappozlFW1Kkoaq1fcSF2LWPEgQmrlwY7NrsrJMqDmQmxN7W32iQiCqG5VH373eVESLodl7pGW1tB+xTW0IuUYTdRfK3BmwaKO1TCmWkiQupJY0oZKZZutrcHm+0pbGc84sU4K6Mg6NcYGcEjkvroy6IZ+sKXZtZ1ZdEEdoFy2Upr0BZ23CsiauC3x7aczzlZfnhXkpXC8Ty5xZlkpZhHVt1ArVsl97g3pthaYWGFAxFFRrbTcv9KCulelMiDxCmxC8p4cbJ1t01IIP1sx6AV6MOJ0Z2TM9xZwQ20bUpoCuqF7sPmIpP2bbZqR9AhmxhlIKXI1OkvyUNAMfbz0lwjjfDCRjOOGwUAwlr6ALGo2kJVAOlnbUlQEFleTMB5ehSigpSVZ71y6UB1SyoXU9ldcYb6RI4p8Hoj+Q+nimgCmMIgmthmjSVW2TztZcvY4zOmSSVMhKEeu9YBkeQlYgCUtuNGnUtLCg1sMjW7mjLAkZClLO1JpY1gvL9ZXL+YX5srBG7dcy08pCaVa/zujHm8a5YmRiy1KZRY7W60MCseQ/sf2PbGi8W8z+vdFvaWmmrEeDL/HvrfbthnJagdlUHPGMF2eE4ilzqqM9VRdX/Ax9pL15Vzi46mY8/OjYK2H3X4WOd3/+O2VR3nfC3LpBbm5xc4efeGl+9hq6/fzwle8+vzf7g8LBtxagN2vbdXSff7oeule3N8X0492+L3Fua3X/IvsR3g1d7n/5wQL+5AgV+b2nf3TFzer9XwS5Ph7n3lDYj1DeoS25+XF7/v3HuhlG++vFabYbxBClqTYwnvR3vFnjbnC8fZdulzlvbE1JyeulA6UWVBOyLIbAxBxykrOhQ72BdSmWll3W1dOqHRFcvZSjByDQcMLFs7dAyPsrug+x7N9L33wXPGw7c3/v3Vze/7l//h5VHp/97B53x+2abjvux8fecXJ/k906dkPwnd22K9m0vy5Spzt9BK3s/CD7IW4p+XG/cNJr5+EbB/J7h2yVcBqEM97krqoiyWqREw0tJRxf6si5RK1WGmBdDZGUUjb60sJQBg/CJMqaKEs2Y2JeOu3V0rba/K267uW6mW7Brv26agQcurF+G3ixdH3/XnY01ZmybvPg+/9NQP3mb92tRfAm3d0nbxtT4to7vtJLzmzLJCr8JVL72fHDe/wVHvqjG+jdbTba1t1/b8/fE70tpkrUly9IUiullZqvjVj9chE02bo1NTO3Of01SyeltIZKYa0GuCBlmipSKylnC0I0pZTKWorR2zpTivO5Wsyh0qxvl7biaOEoGxDGq73HbVbhj+bt/py7TfofrvPb0390g/9f1/j+cIRw9FToSE1fW/NZdN4nIj3zmbTTPXtZge35PfPZs7bV5ZzRhrpDRNBAeKqYHRCo3o4MDN13G5axCBuc1bnOzvKChuOk4InuLK2G9mx+TU2m88pqwYs6Nn9ygSpIPaOrkoaJPEy0eqXVC3V9tYD+uvZ+EHVdqWtBS0FrxZp+tR5Y1R5YDUTqfp2iqXSDlpx1TZhTYyvDJ70XTVgEuOjZ6Rsaa2P82M6a/Llto1aBcDRbT4FiZaH2WS6xJnGNgteI2pHiYDJEoyTdD46OEt/LsBh7lOeKEe51pHCGmS/E3jmyJuTm3I0E93pt0Jpz6ijJt//+RiW9lckdTCeR0Sgub4I2Y16zr52PrVWrhuClNraymsbHarG+oMuiqJqMzHkhnHylFda6UpaZdb2wlplSZ8+CUMsqjAANYUWm/q72d92mYf/zBgn+jm4VU3uz6e705f1a3YuGm9+Dkew+jHsr9HI77+pMm87TgTyh4/yUHYaLrm0yGej50aHT9TI85mDtdBGP3pHizYcKW6bs/XtuWT0bKMKbnItnMQlsAbe4ZmdJdfMgPosST/vMAe1D2YIR1odJmrPFak6wklYiC7Y1oSUlpeD7zfs+LLRSKcV63ETvuAj6b32U+oTc/OygSIIud0H9/Vz2jIld9kkvnRQBnzg5UO671w4a2IQUm57oQUCNfMu0I8m9XIg13N/jdg/c/v0z/iaGytcArgT9hfM5npf6/fo89tJedo2oA4kk5sr7Duh6S4fiwby7/jYa89NJpGz2horNkXi5MpynM/iVsS9jfSKLwOdJRp9TBzJH82jn47UJUqCkhaTWp9d6Ch2pdbRAcSusl5n5cmVeZta1UYpSm9m6zftKRHbPje2kIS8FJIJJugOVRU+kRAcsEfNm7QosoLfrKaLQK5Ao/r6enSm2fhq+dJfVW1m7WL8GumKZHsX3bvaNGU3TPUDW3yd6Q2cHXQQY8ec9SOA/yYRQK6mksgALbXxGtTLUB0RHVCZU/GcvubJSyaxEjfbCqI1RG7QRKQ+oPlN5ASmoXEAt1UQZUf1sCAa+YgGHqwnLVkxEJXOm594w2OoBViYqI0kupGQKmepCXSfmdqKkB+r6O+twoLZPjAVUvjMOA3pJTOPI+vLKOCVePwvjkDhOD+ScSMMLklckP0Dy0lMIuf2LrGdrupyOtJIpa2JdK9f5zFoTl3VgWQrPz2fWdeH1/EIpyvn8mbIqry+NUirLYuinVhqtCnXNlkmBEXUTUwzKeqHUhaQWskHU4j+tUeeGygmRf2AZBQNCQWo0qI4I+x8glSYvTtz/tLluB2Cg6Qlr6hYd2K9kASkVLQ3kBeSFxhXSGdERygFtj9D+gZVEUMgX0vRiKVDp4acEenRndJWozzc5meObzdlJtoyYyhnhapuoVZIcEDl41PZKROYMlWQK/MAnUwuaRXI1/RuoDBLRcWNYzeuk9Vp0egZZGNIjWUZSK6RWqZJoMqFiCJKkmaFNlv0hQiLDMiI1I7LS1mbBhaGw1EwaB0SzBYbXCzkpWUZDukyPtJRZmJE6k+pKWgXaAxQlzwP5MqHpgqYztVbKslCuVy7fv1MuleufhTav1PMLdblyWc/UsqBlRaoZz5XmfSEySa+WWZIfIIsLca+WqEKSRsqLKZGtIQJp3/xIBMQzIuRiyku7IAwk/mZMi9n2rHxHWYiG6QNnEldUHlEmVEfQA4mV1BaqHmn6gNXZewaitFj25hBWe1aT0vTaReVfOva67Jsv9odsSmz3tn2kVdr3HWW4C17cKkNx352cvtV87K83jwsl9+0YO1pnV08y1NXtp3QlNgpo9dvH66H9XuoKvRIKXRiqt7O1dwLfvqf2V7p1rOs7v+3PuzPubmZHds+5/3b/1+55O8X+ZuXeQfxuUx2WgNw966cq3s3J4dQKJ0dHrOn+xL1SKa7r7w2qeC+9OS9+39JndwbSHkbSjXFDWlopA7DMok252TIDdvMtNpehjBjCyV+sI6qh1UCRBmJ3sfraWF3pUlckJXIekJQ908wcDhFob7VSmzeYa8X4VlMrj6PanQ/RnFqjlm9XSYNuwtkb38exGaq3FLTtuw2ZDhtNvaWBGwS7wOZuiewSubv2fs1v7vbm6A1TbXb/As3dp4rHXt9lweydzOEIC0R9N0BTv1cv2xQlDt3p3RH13Z7w/VU3GMu2f8BKOQ4YQspRXZ5SDLjzuxloQAyFaKCXQEUqloa9OW+M5wvSqgW5ysGyI1YozRzBOSeWeWEYMvkAaTLDWMi0eqSVE7VV1mplmJbZHCeLG7aGuCu0og4QcT6olTBk1A1eo8dYg0BoRpZJQhi2Lea/6A49a6CbTOhAPXDflzOAEDYBvZ5wR2m69R336oGeBI7MjrrQ4UTYGtxtzlb7er8n/sJxc/qtzAvZ8tcBAnc87r3L5OaCm+stiBV/q4Mb4j3bdpmCZZAYOtJKaiY0rw5eGRARM0b975YESUpqgjTPjigLWTNNIKeBXAspR3lRp49mddFLrZRipeZqLZbpVQvraj9ruXrm12wOGl0JxGaXv7F2brj3qX/jFFV0x5+3ef0P1jUm+y9dcq93/OjU+3H8hDaSOXu0rhi4ys/PakGitJVhEJJlIoSzRAfQK7SLoQmblZvQZOi/JKud1yaUREuTzWs1Pp5UQAY0n1ARkpfy6qSaLPPIADW7hqbBaz0zAh2R9YikRtIFUox9J7cC6LN6fmqrVla4ZSQnWhVSrqhO5BHaslCGypKu5CQIk2UP+Pu2cqUtZ+paWOeZVitlXdBaaYuXnZtX41+RSBfNcT3ek0QMR8jkQJQr1h/jgOhIYrRr5AJcEG1WJ7xZHwBNig7VZUlGVTx7Hd9jCVJ2UZWASlarniCOHmttMCStrkSvQJVK4kDi4Gwi7D6XJa1serUkkKPtpep76gfHVo7WeLFGzxzF1reZ7SGEPBvQCDT1rAmxc8XlnAeqRZPt3eRj64AR59mbQQB49o8/W4JfJ/+PmGPNeLuhZs3pNhOZQNKd4O4g1IwFjaDXG3Rns8qBlga0DjQSZa20ZiWy1pIp1SoKSMrWI1QHVEezKbVS65l1faauVh5Yq1DXAJpYpuIGVbM5a73OvGftecUBF6hs2RoxL5se1cuWdtkSpRLvdDbdWwSbE1BvgpJGj/ZF6EQbWEIja9Rl6m0QQIjsB4nySWKZHMpfCHpx8PGt6M4BGG8ZPVGseWztst/2VDhm9/OwsycCPeb9Z4j93QXzDs2syXV4Oz80awMTTuAoaJtZz7CI0usJ36/J6Sv0yIaKAXdNVZatFZU4Cr9mUksUrUgSWjsj6cqwji5LR5KMRLk2C9Kvxsfqas7gYrpSdbBI0yjf6jIY5/sxN5odWHK2uWH1fRD043MXGaXI7p2iD4wHpdT3VfQSkaCB6Ffp/Fz3up04HVoExpzfabt36Ia6l6hCADu34ppBvFEVYJcJ9NGRnK706u95dB7ioFHvfSMSYHC6DmfyYQQmRFfMH+e2g0T2W4V2tfdJRyzInJzshh6QtA+avW9z/TVfrb9SPYFOaLsCl05zIgPIyel5dZnpvUb6PIW+bbJZ8cocesb63ZhuVJZEq4nUXqj5StWZPB+5vP7CNDzZ/OiVuhTavLCUC/O6UtbGWhOlFaqeqdpoNbnPcWLL5lLUAeCkV5MXbfa99itwRHUy+ZIawhWVhUZGZLa55YD1yMBkGiA6ublmoGfyky/s6mQbgPG93AKNbDpdXW4sJFY0H9E0QQebh40wIDoZb+Zqfzu/br1nzYGf6m/8B0GIngLkjipiAC7YN4YmLkzFoo6I1bv0TaQkQ5BVcxaqhLARaAesu3ZFZEHS2fXcIEqcYNzCbSMkE3aSvKa8DKb4kW2jpC1aqTgqDqjVFLu6rggeyW9wFUsNHC+vlAJjyqyjZVDkNJDHFZGFlCHJQHIncdJmmzUZ02hlpi1eSuK6sNbMpcCyrlwvs9W7viqlCOtszRNXrydmBodHdNXqZ1ei6aZgDUUsbTNpdcblhq2f11GgYkWZkrz6GoYSYgiVnubnCojygDWMYYf6F5/bXV01rBG09g3fsf+W/+KposawIv15cMMroz8zPGXYhAJgZQucFiRivoasxwWu+b8MGWPMxlEe4oa5p491w3PnmNP4PFIbNSEygsbmDKWneBbNwbJ+1MbUenOihGgjafOMH5Cmm72WHPFUbR2s31WG9YqSaXNGqlBrsxrEeSAlmKXQ8kJKBWl2f9NLV2gLaS2k0TKJWsq0slLmK2WemV8W6lwp80ybV8p63po0tajtv0f2ugLMAGqRZYuMLyjWGDyYaSC/miMFutMzAV6yoLu1Q7GjobL2NbPVCyE70uv7sZoBIxG1daVUKlsTUN2yYkL4hp4gljXSa/H9h0eYwz+m1N193xjQH931rz185x/flOb9E26MkvgsaPXtdxFa2Bwx8ua07oC9ucWts2GPCNe707dz3v52e8LdmynsHf/vX3X7XtuwP5j3fVr6R/e9udRX+y8u0f7a2/v+hAY0Lo6jbV+8+W571LsPfnPG27XfaFjvvpfbE7phTjde+l39O+OxTmbvrvrewIk6thGs8gBBM0O71Wrp71UtKNG8lIM3JFY3Ppu2nvVgPSCiiWH0mdgQHZtepf1/oZtEyZKNaLe/TUnffffuGu4/2/Gbm9X5iHIjQHjLUaQbHPvP497366U3tPyzZ24PSXfvpXfDCDm5Q2Ptv1c2vc+ftdGTnyLJR51uhtztWYEtaBbGkY/lxsESBp3znF6mKeTvpgf2+/WfEQhtmP5j+0pbs/zUavKiiOkJgtJaNixRU8Rlj7aE1kRt1RsDV2qpXi+9Og16Xf6OlLtfjrv57t8ZjcndGduc7FnjHpG46WLmZLjfa3EedC+hYmsfhmtH9Pnnb0rZ+Z7d30v3cijW5j84boTV/k2D174vq96naXn31zeXvfnufSl+U0mur5PTDmBOFUHVGnaqZ3drw/iTlztpCVJLVh0rJWpzNGqzdZKUrIcSuL7ugdDgYR6EqLVYyYlq5Zas1Jyj6XofCM8Cj34QGkGH/dz+SA/ZU91bKvwpL9mf85ey/+7p6/1rPqKCnx2W4czGS/Y81DOQzMB2F+dNVtAeSXoffN7dxh0z4nqkOEp1Q276phV3wmnsrT2qHW4Qw8HzAnlKrKf4FvUxthklWTmm7uhJloWuHtxXpXkmcVvOiK4W7q42lJaEhJV6sjIblgnd1tX4WjGkcKteTq7Z+1hgYMe/gl3rlnUTKOe9U7jXqlZv5rsLVBtbkh2L34Kqm/sMn+ONt0YfvgA97Fdro3xHYfscRwBHpe1kj/UqCKejyaednvgzuzTu4/eUPmrZ1lbZ6T3CVs5mr1Pt+XnQinS6udVDt7Hf/r27n7K7Nu3+xd9WunD7jN13Mfa8/R7ZGm5La193NfBHs7HXFH2b1MneKhdEqbjm/2q1Hl61Fstebfj3EbzH6DzsUFUPnOtOhO7fO9bjjo/dsC/d+ILC5gfyuer39J/9nO1ZOw34XbGiN3OJ00faDXG3zrr/28f20/KGm1wSouLA7fdbMOpOaXtDP77+e8OSPdfc6K/vqX7uPR+HrS/jnY6zRR6I0tVE/86bEkT7sUWGZ/A9rBJESzShg5jMf5eoNaPaEKneuz7moHUajepTbacXbrSm/S26/NT+o9+v82H2PofYQ8EQ92u7zahiTnu92XN7OaWbH0z3vGB/3n7O2+1nTn92i/dAVZt/6820f3BsEjDGYTrubZZDYut1s+ne25hv3zH+vWm6jdxM2TZP4fvLu3NiPbYMApHaeXwEBTeey+5z3HcpiPdWEhZ/h+iPtzh94LaoyZ6aTXeWcqax2neloWoNm1sptFJYva+SBR+c5vAeFX0O7uYs5jpKTKlnHPReIRkLlMS+hS1ryT63wGYAlfDzg88J1gQcOsio75WyG1estwW5LIC+ohTUy+Jv4954Tf+rZ13r7bPu7aIPjv8gCHHtTE51gPYrokJrL1jZluYKkaW4dBdhEnq5JD3Qmjn8aWKKVBLa6MiJ+gsJmNqVlCqkf9JSYs6fUBlIjLZ8Vd2m+oS0AzIZk6sy0FJC1GtC5itpuJiy4LXBWjNB17SR6xXKhTIMaP1Mzpn1ITHmyrz+kzEXlpeRYRiRU0KGA0N6JcvMpCuDNnR4sswHOaH/X97+dctxJEfTRh8YKblHRGZWdX8zs9a+/4v7Zs30dFVmRoS7JBqwf+BgRkp+yJrem1WR7i6RRjvAABjwAuBXNmAzQ66/I5f/wK4r+nrmpiuv+sSmF15uv9O7cbstbFvj5XVl2zZ+vv6k91ds+99YFp4248LGJuoboxuNV8Q21ijabPqM2hnMkfpqzrzFFLEfNPnOuvy/mDT6+gx8BX7xeeDqdN9/8bXTvyF0VvsPBEdfGYrKN7qcHfkvC4sYazO0/wPTF3oDljMqhrYbxiu032n2zKp/x+QZ5VdPf3BbymHx1qXtGVfNHQkj/SWYgjOUVZPA3XPXaKwsdHtis3MUyb54WO8iKM/c+NUdN+2HK0D9Z6DSTqH0BqrKvChya784Mlc3jCvwE+RG498RvqLq+XmNDbNXhJPjIKyz2ubnfAQv8nLGEY5exI3tHxFx8M1zoMsrsngqiN4EO39DlhU5Gyzw+vQTWS6sN2VZjLZ02qLI0pHlCm2D5QbyDZG/0W9Xbq/f6dcblz9fsOsFfvyJ3l65/vhP+ta53hTtBrq4x1U9CsKiWJzaL4g9Iaos9h21PzHzOVsQmgptW+iyoYFk9dRX0JrSaF7Ymsg1agubhjK9/IHXJPkFOGH2jHLC+AXjBPYfGN9R+d3VRvsbZr/g3u1LoAMceYg+he7szLAtriB1uaFsmH1nV5j2IX978HedA2R307Ddx02WH84KQt30xgveu95+1pHGD+6djjbjcRldScW+EJBDAKXKVMLbHF2UoeUi2dZIK+DG3b2akX1NscbusxRQcvfd/OtfmSXueIg9/rz0oUPrD1lQ3izjzxLej7ow5uyzvR/H0Mn5EN8MBe3Yp6lvtch5YEglb77fpkdTGcuDbDpqkxamcUgeoCJsOgwMI/UEZKqmoRwmSGAcIvztHbEw5VkUbs1UDupObLfjBY1JHlycZ+QBwNT5ijmLqkNwIs8x83uiO2WIJg4l8TO/nM8LI/zVDms4LXilpkqmIPf3jJuLzo7H10Qqy3zvjreMNR2fHuhxd80K5HtXhlEHEmo+3AtUBE7kER51HaYl7kDmMM8wxDLaSCi/edAciRTcIOX3DZtlMlbDC2NG3ulAlRePCp7lfEgRueCGkjWMdUnDYTCJYrReINqj9UQWNumeDpeN1kAXoYmwrWdaW5GTIotBRk/aDSxrjmyowtbx1Jrb1Q12t1sg6hLVOBmjipbwfRc5BRxdKY6WjcKdZsN5P4ROjEkzf7fWXLn+nUUMI7rCwkkvGa6uUxsRISwaQALD0XgnkEyrEKf1MhxCgTE00HUZRdDOH9Dao2vPmbwPj3jlXs6OT4775NE17QWDt7fE/fNDzGrxu3Go93yolikkpHkeYWmIRa0yVs9DzOqpRu0UjgeltYWuXny4tcVThCbfzkivrnTtEfHgETbb5umXtoh86P3qun2m49Ggu6SfmeZwvm1HneQw5qMZ9/Fdh+8f3vrR2szXLMPwfk6P+rdv9/t4NfHziyYvSseAqvOH5YSnhA0ZqRea3Xy/RS7miCOP3MwZFdTQcIZzFj9v9R+kY92jw3/DC1HfkKhJJk1Bv4JlXnuLFLqRcskWT5m6bP6uQKx3Xh28151/0hXahvAjUux6mmNb/s156RYnqB4pE84XdAHb/sHSoK/faO2JtjZaax61nEZMMa8vohdsU/rF0xh3DeOfLv7Pzs7HJUA8PRCpPYpZNl+/Zhe0bX6mN4nU45uDr9SjFUyfcLTyDWnGsgRuOgwWEnzn1Jwu/dxpbgQRB/wl2jjtC24fHWh5CwdfImtNNnc2hAxqiDskwpnk+sPqERMA68I7jMPpUx3JLIUqjjoN5oA1xGsAEqA9j7ZZ982GzM3Us/7RgkeNp+I96Ynl7MoIQZe3Yikr06idufo9f7wbEBsDqe752j1tbSK4n2peh4MlnF2VRkTIujO6OdCym9f5NLvRmtBlqAS+fZ3W1QxVo9uVrhePYu0bFvW+1ITefXwWedlHdMkwDu901nzFzv59jAHPDlnIt1vJHtdD9gZxTyM+aGOP/BZf03Tklx0s9RhIUJ5HJaRhMDuYEQ8LI4WeMqeIfuvyyBVDymjokzweS+dcou/jvF19TUNuovSzhkBOpX/nxuyMosioj+DDVTPMxpzGxPup0Y30ks4GadBOSDshq9fakmWv05lO81hRm66jmniUletLa+DqbojcPNOCNHprNJHYh+mIwceovg8c9NpLTqr6vSNyv0990alPDqB150Qfc8YVzEGoFuejAkRHdIKUTMb59Vy7Ayb9KvWJkEtzlILZcLpWJE2uW4JDYj5linxInXoucC9CZh2RoYC/eeW53unY3NgOWHvG9e5Iy8YrIlfMgq+QzvnNZRwJ/DUqVZlcnTYJhHxP/pZrF2lW7au/n9RTPKpBy9HwgvATiKhr6dH2MqJ2CXeEeJ0Ma1GQmXPM5T/jjX+SKV7dub9iuqByw1rjGukON/2DJp2r/MYiv1DOLrT0s9v2Qu+NW1/8PKo/B+9iw3jxeSCAzQW+P4GdUXvCDBpeMkDbKWpILWE/u8R6ZMTaGQdWb653lBza4gzTQP8t5tyzwdC81gf6A0+7FNH59sXXUV5JBwSR9p/mNetMPMIF8wLiHmkOGjyyhYNO7Clo7zufcUR82gnhwA0hK5UL5zD6XUNYefSBy4zMO+gKQBYzLL6XvDQWQsJLVZxVAkmUBbxabrI5kQE444tNkkq9ugCw9KRrMr4s4HbzKuRyQUzoBqiwbZ5LeLu9YGqscqMvnZMY66ZO9Ityap1FoJuxmqLLhi1XvPByLJ0Z3F6Q60/sdsIuxmbKRYVNr1y2V7QL2/VM7x4NsXVXCru9YnrdOSFMt0CoLI7Sy7BEt9mgiRgx4tCZh34DvVbRYOf/R09hCrf0CHp0hHvAegjjjCxID1cvlLnzmdMQBkwpOyQ8ahLM29VOPMXW+8JXw7B1Z7KZmIzVf30DWhgyMhzVo2L8Gacnb6U8jvVseih9fDqhtF1YOQrNC0jI9OxkMEiv7YwMsBTooUCZYBpoqY7/LY5Roruwk5sgi4e7td6QUOZNDFmaK/UNlqXTFg9R9NrYHVoURBPxSIjXF/p1o79esNsNu94i92ugnnr3aKSIUMmww5IJGVViXlNF4gCDCRreat/fkJEOvkeNFoa6qs+QKSjicw3lpaUBCqk5HDiMKSxRdCA+SCXdii6nFSGNuxZvykPJu9fh3DtoK79889b/P1zz29LIcneq4d2ePfhqttXc/W4MYFdaCSS/t2prrMa++bsDwfTJDsX7qdn84GD40d0f6173De66Nf/xiBb+KjU8MtpMTqCH70ze81aTdujvaHf3+yyAkfBL7cfk5OXK7wjZzx5Krb/EIabeMDt58kwhg5aSWsySt8c+1+AbEzJMxO+zUKoTpTLy749/frDz989OhZGnf099NfaHc5Qdn6fySM2HtbLjL4/Wd3+75G/26JsxhkFfx7b+Cs0dN8BAw3uWpeTgmYgtDj6J0K33HfqRfGiXZiL+zYaUMBBKphmaEFoj/UWOdKT3Gq+ZnBqRumK/ZE7XlrnXS85LvUIxN4rFG2gRbRgHR9FQtiWMMeboYM/HD9olInGi7piOosDDsZUH51zDlJczhzQKnRX93EHydywgD6D54R45u1uH1PkQhsNR6vNyVJWgjH5Vvvn8WuabJvqvDf8vXAdafbMZ230p79/8iRaOX741BjvckuOPOhAS0QsWOz/W1x1hAaRSd6Q2PLJbzAIAETRnDdNeUd+CA6HmdHPu9PKUMp6ixA2r7oSdc6cnXwx+uuMjk6y4F2QP/n7rs89fg5M//nZu+9Hs70TXX71sOewGm+gmuIZNtJQobyTOx/P+zCcCfR8G7sfOmpmPJb0cwAM2ATaSFzDpy4l+rPYi0oVAjWbURkZHCB7Zn6lyst1QrRGXjaohM5vTVFuknBA5UWoe2WVdSdtblVOYMhv4/GXNpZyBieaSbRlUXaaEmGWUDkLWfKuCzsBsVEak5t6NR2mEs1oVib7k2o4I9UnuVrHcyIywQw8f5WhSzTa+/zASwuVirtNQY6eJGDfXv3u+lFQb9Fp8dqLmGPvOeHgnH6Z/luNnog/GZ4Gs9SZ0fFfOB0iHpstqxt4oFLnTS5PmZ/QeyPK0zdSwDHeWWkTb93BIBLrdYmWSzkw8Agem5UqCa9Gvo+ybdBKbHpRpfMhEzw+uOujkOI9y9S3O9AadpJKatFGP596fecEnuF45qub7ZzrxsRUlyTw/eenhs2m/7D6d3vXQYD3pxkW049+IajpE4mR6VbFwaMQpog4GMw9NDpNRRvmxf65qUafJ0NBPK3VsDXfofdmvkZc/jOM2r8fgp/m/HKfNY5728rTxGbIg13b+Puc653ZO3/To+fxukimV3cCme8aq7ZfH7gVq6T2f0KWKxI7jO45xv155q5ROCbCUw96nZNZl8x3z34fv8/VlYwv9K4E5xXCg1jDePxx8YbvM+gpBhwZh0+rxd6SZDZml6hlkREFE6BZp1+SGyYsDU9IJgUWUl0WUfsy5Rb23Xao24S49bkZPRWaVx/rYzOumMZfz0XZ3DX7u2VGk6Hk3sdO7ZrlDzHXa7vIE5k7MSr9sU1sG7myaxnUHpnx8fdoJsdx8ETe+gaws54XWQLYF0RtqXijGDecXGldHnJhhTel8ofONxYwVpcmJ5XQCuWHNPWl9+Y6xcrNfEIRT/woirOoCsS1hrAhtSdp/huHVfJ37V0SfMDmhnDyv5W3BUexXlCvdfiDLmcYLG2e2k/fJXl9Y5BW7/dPT3zw1lgVeXi4sDdppo7UTp/YbTU6c9USzhW3Z6HJD2h9O0Djiu9s/2Pg/yHaG21fUzmx8YesvvFz/A9sa9vINtcZVoeuN1+1/oXbB7E+wREMpfVNMBd3+B2bf6P0H2BVOgT4PxLfYGelfkQXaCZSfbPJPsI1bf3ZnwfYrxtmNx7JhJ6/HIfInABXW214CJffvoM8s8kRjxVHlL/S2oUtn0Sfa8m+I/qDpHyArtCdn5XYF2bi1K82UdbvQELxAyvsM8cZP3BzhBbUXGU4pN343dz2Ib5cem9ukOQqtPWPtiwtoVVBB9BYb8RnwCAKRzlKOrK8Y0POwYC8uN/sLWIf27EjAvtHsB4jnJHTZvzotyw0jHBnyjPJbCToPv79gIpie0Xbial+dl7z+RJZO64o0YbucaWKcbq+0FezF04y1BaQJy6K0RfGcqyeS6aj9gdordAvHvbFdHG13u97Q7Ya+qDs9bq+gQte/Y9aiLsitVH6x9MKqI5ebQDtx7V/Z9AuNC8v6Su8LvZ9ZpLM2oYk54lQbV/U8umvqh4s763ogCITvPsfyFWWhyQ3hGorDGe2C2ebRH+vNnV+pcFukb5Ln4KHuBlT1nHcinqps5Qsfo4UJfvxAAJQ+OZRVuf8yPpf8lP3BIu6+0//ujyb5yBAr+7uEYWBDJtxg9f94Wd3rf42DeulWs/zJJ2w4+vKZu4APm596pFbPQo4J9XAYle1/fW+1Uo3dPbdLLXLsRY77ONeHeZn1qVnAYrxJP3UAeKzYv/HImO/d4mXf7fB3ooVcIdqbfFI57EPRrEWFMeq9UjwODOMZi58SnNedAnEUyBQLJPLWUdauzJU7YfzXIFMWBJTTn7NAm1UaCsjUMAOBPxRObyyNM3GQsEjDlFESMBlJjOGtYBrfdOgo5PA83wMZN/ZwPpcrOw4Htea7NvJ98wEDMuftfBDYI5dTqY+3HozWvgKz4X5e30/wtTmc1gyqAOc5DgbqCmQavOQZZAml8hb9D3QnCRpxhd6yxkHRXgJKltg6k0IqkMVgy8AWYdFujEiU1Wn6PtMQdFBXuN2Z0IpuWALdGHOoGkXnbCmaEhWwjop6gIFA6/59a4EkaobVPIBZpl0SuomnDd8cDaxRUNPT5OAIZhNMI4pHLiSKfjY+FAqzzhOxt2sZgxYSwBBpFx3tdYs5nopVYtP+is/ajZGv1wEZQqs+QiCa06BZB72ZVqIfkodmaq9//iqhSP4yqPVwAH3Au3dcd88OH1xSP9+Sm2/1cfCreGPMUaE8LVJBhrHDAkxh1gP0EvmrbUGlYX1DxGtISKA2PdprRlr7nrZAYHqKkgCHRMSDxk+nw1s5v4qPHpyu48cBFTy8wNOwh7tpzF9MbhgRRv2nMVdv6xi7F+77dHjTnfji0Tod3/34avY3nGdefJ2Wi/e/eUFGB6PlQVzATpitzk8rN3OHJrTWYuyuNzbbgJUejgIlczrn2y+A0JYWMvMZVCLQzNB0JLRA6rYezvUzqk+xj08e8dAumN2g/3T+2ry+mfAEJujNEcCiHu3kdRHFQwean4dQwaOJF0emyxWLKOnWPMJNSKO2nxuti+esVrBuOPDsgtmGySW0izUMeCd3Vkjk6E/0vJ4c/NZfSaSvic+xm2leUFHETjR59jmpaQydegUvuJ5Iyy2ACV+AhprPq6+zITwhLOXoc5l0QmRF2orainIC8yKejU4C7tIg5dEHCvwIfWQpXfCtK3myo0jdIIpYOfKt5JY5j5UNCyemo6dTjxAGqC/2VepLWQA2DZdznb2UraWLAC0AhFUw3M/wXhTW+Y7XU8p0txvl2E9VJZig6S12q6N1VZbQUQXROLNJZCeQRuubp9BsgUpGhiwJNUx7nIAVzBrdnjDztCXJwzyFzhiSi5+EHgy+WZqm5F8JINSht2UmDFKO1wPkeYmMKK/CuTkFzjNczmUUotPo7Ksg9KAhePP3rAWAg2uATHNlkRbRJB2Nd5z67kqkcun85ZwL1HdN2opkqrZKv5n/wjhYBuLUJVPfzvsCkDCBMIe8jftDTrre4NE7GZmZRddFHLmdkYMiC9Icoc1yDXtxgFKiBklFgmYdEDw6o5nDVSXyqLfgOWlTkUhN7oYR10UlIiAyDZxFrQaLAvQVIZH1lCx10HD0l8N/7CmnjTBkW7wr6Ml5nkdsuV4fe9SMkfYmagJltEqg/cf8x561p5g3He0joc+lkTdPHz2WZqKh1LmlFQlIpeY8fcjfnNwHEKjAP8xjjJo3OZYEiIq4Hi034ITx7HMZ0bjJGmjm+nhPvpY7YR2yiahpIOA1HKLeJ4LJJWx3Lle9h5vb97p/x/oz9N5nKkKABWtnB0dnhFA4GbRFfS+7YmwoL9A2lDOtLVhbae1E54rIi695Rec31Ba6rph6Kk2sQf8Nsytm/8Tr0X6NXRW17fDIStclF7L+hskrmYJcYv9m2nxJfT3WxOSn6wmW8tajPLWtfi//O+j2i091Os8LdJ76ZETPtVOsRTqjG1746Qw8R+BByqVM+eRnReFlklUNsa/v0lpen0/HNG0Yz+meXk4/0Q28SDgKSrPffODiwo8864QH0wkzcqeShgYjD7kwGLUUYw2vZYSTJwOrPli0pfGZtFDONBQd/2m2lNe0m3vEVF6wxbDtTFdhMaM1YdUL0jranmhidPWc/10aXaC17tEAEfK+eRIlL0K8KWobm17Z+pXr7Yr1BetXVIWbCd1uHuYfRXNceLaoJ2ix7snE5sOHxJk5FRlIdKKR+cRi2myl8gzLzRnJZCQwCCNXKGSlKK1kOquUPyyeosgVN5uUq4xxmAwxuWmkh/BPNMY7V0ZsCH5Qt1TcSlso9lgIwEFcQTXhcTefOyk0RRjYAt2fOJURJZIt32JeXSgNhpwe1/1ha1DhwDtZvT97FDU8zJVZVac76ZszGpGIbthAGnrbAm0XKKIlihpGKqZEx2U0kdkr3b5Db9htxTr0m6Ldz2LWyewNHg5XyNJAv6RXNkZk9UDkw835Yxh4fA+bk12ufUSfpBfcUsE5rPxARQetpHDbGRHzPaERyRBIVNsgiZzOolf0mPOilA+ut6nyM0/v7pXjJx+bQ/5v3upzHHP0RhqGuRd3PbLpRyrqh3tT/3yrdztE5q7xo1HirRY+vqYzyh3obNavHrb8eFr+S66/tLqHfhaKZ9e3Q0dzXYuZ7Cd6NHnfk3vqk/3nBna35s5PhaEMv0XSdS65e3N+m/w1dHYXbsFDR5+GoT4aTx2iIiJirxficnIm2JD91L2MnznuQvY96uqR6gdf38/vZLhMeTB99+i6/+bwybQYMVv1+ejWm5P8wfWJh/LwsiPO0NEeorzmf2+95jif8Y5M8cVxbYiDfr7LcoPs3lUGlDd43OAFIYMTbRkiSBU3HqnnFHZl28Iwn8Z7G04IJFJcuiMCtUoZkc4vv5/xmYw9dG+0tem/Ob6cr3mu0+GX3+3lZ+7NCnuH4BF5qEvekHs5PrfHc7dbz91h59j3f0WWHd/zX/movPfl/rrT246y6S7Oicq9n2spOb9ZE8vX2lUZKzmscbZJfSjbGG+0cELYiKyJM8CItMn0Dnu05qCLwdIez4s9+DnGub/vX73eoqV/5bm//m6bZWLqr8lLY232iNv4rrT0TI+QfQrHW8gb2fH3yfj7SH7F53kKKMTodN+eb451zTNxRhh7bv2JfgAsjZyZ/g6yiK47IdIYG++0DWu3AmeVEyL4uqmEnzRSszLSxJnd/EykCzuH1yRbh5yGOQKhItZLT9HYG7EH5qXf6TLCMIL5fNt0Hsmfyf9HZHyKphGVlzrxMX/C+D2Q0bVGn+VL8/PTOsZfQ/3OX1KfyXdMn+W4LNsQ3CPDg/5MyPI7lGnwpdmAXGMfczLv/zElIY9s4nvBX8QS5BFnqgJz+PlMRaOeErgTt43Xm7fpEV+yqz04F3626Z31sMQ9uyvfPRPg/C/nfJrW4g2JrJ9oZVqCGfEuu3k6vmfM43CST/oK+c4jrTHuKUfIxEvevI7j8jb2QJX9e+4dG3P/dhuP3XzVGJMOZ741jbf29qP9knp+tBN8o/o7j7l0FXbrIJO+Z5FdwWt44T81Up1NoxUd/dn5X6DutZDZzk+i/k6cqaq2UjqOd8SZ4w0HRPK8HX3OMnaez0mf233Og/thF0GyI9DjWuVrj7wkdI4548lOTn10JXBsULbAAJpJL95b99mwtT3ak8PZO8/b6JDN9BZ9SD+mU9wwbI+MLFngOx23QaFzvSZJx5SQNG2zrLFE+zcwd97Zbr4JkJth4RQzQhe0WX6mE9U8Zb7FGaLsoWFXk9yZGVm436djBoxKDVpzNG6aZ85Gr3Z3ik00VEZbGMY/om8WS+3p8zL6YbQnjAiV3Ktz330/S+6XBCrmc5+QqZ92QujpK75B/4HQUf0F5ATtC7SFxiteS+CMcCKVZkfwXHz8TfG8Yl47wPNNdUSeEDYWewkivQIr2s6OWFvCIx3KWo/FdE+Zo+cQQZdfsOUrq15ZzD36vYO2r/Tl32i80uRPzIS+GdIF3Z4xGjeuaLvQnv4n0hW1MyIrnV9onHhqG00W+vrihb7sCWEF+xtiX5FmtKbAH8AfKJ0uPVICL2jvXK+/0/WVq77SFW76ilqj95MTbk9h7Z4/3byOwMoPkBu073T7gdED/eeonm7Ghr9/ebriSMYv7vHtZ0Q32u2VEWp8BV7ADLkJ8ITq3xEWpF1xo/sVQ1nsiyNYLHJf9mcQoetPdPnTozDaBaGx2Bc66jlw7Qmx39ygvgjCKyrffT3l9CG9NX0GhL64M6pHnrSTOaqlhzPGUyedgjE13/K2OYJeAdtokVeRpjRpSDsjqBv+DTZzRG8W21pW/x7+D3DDljM0n5tmG+lsUbuSSq4LSD/UbGJoUxoXmv1BY2WxJ5p01kBPedi0oLfXqHFyRZqg7W+InGjtgrYL1+s1vMtPiCws7URrK7flyiY3T6ekjbPAWUDtJ11/p9sXNvt3R21u3SNBttUdDxdH5nZ9DoXQHWetr+H4kgBKRvEdfqJcaeJoiyaNs6wIZ0SU1jaPIjJPGyssdHsGW2htBTN38tE9GgfN4DfyMFWHB/mO8OqHL22ObJIzxko3aPJMkyd3LFoLofgnYkrrHZNnNvk3jA2V34GNRb8/UMzGNZxEcVVo+MTE6+a88cBcd8ps3vhYzdi//Pg8D4WPzDftvhkdKBW0+rfv96SmxEe2e3IIpGPrVj8e+zcmg0i2P3d8cpiWgneclKnd+/lKpX/uzyx4ZZofO8r2fV92/d8rkQ9pRMbY77r08IvPXGnYb9XCnqTsoDjmHS7/hFS6ohnhoCikUhjPCpRiu1MADUdO5XpZoc/q4B6exYwqctSRK35V5E0D4Z2IoVqv2AOWRwWL/2sgQnPBJyT9LppjtJWLOgxwWgqtG/OSJvJzYh5mqhkHm6GIjYnPs6Pghgmz+VkY6TlyZhPRlkp0/kv0+HEfT4rd7hIy5cD+/vnlSYeTInjo/5uX3eKXyZkbTmNHcebnzodNDc99GwqluK5l8+HwaBAvY7znz09ElSu3kMYzSRCIpMM4c8pm2kKd+JBhkXN/DuWWWtfObGCq4q1iYD1WRSMLoMsLUY/sk+ZxvdDDOBcH06KLREr7IcQLoDfPb55IXiOMKooFUt0KJBL0pqdgebOh0aiaJfi7LQx4XhguUbt98HIT17eByjVtUaCv+SGKzHmsmYN8Qt5PpCdTZFEhH4WQe5HPuoxNnUJA1rz/RZ53MDSMay8r37zk0T2P9tAbXx0/mJ1ENmTegLrGwTYPaQdZk3zHeasXPBcRVB1tbs3/bup8LVNTyg5pHXys/kV4v0bu9fhpUZNt/My1H0PZzU6xB3kgqyc5/nii9m0dpPrx1/n7MUeP1vT4/PR3ea/f42Fv04faj2gnEMN2dkNVe8UBLV9APDrdDfqvCDeQMM7zjPGNJhuLbAgXmrxgLHR9inX2qAPJgost8ignX7LVuYZGxHTmZW/BQyUiyCI3vxvoPMqsjFQaPLl5ZLWXuxFMVxIKhiiyvOASNKK9tjVoLFhkIj5Jcg5Qj2icI0Lc2kKzlXSYmIJuLrukOfDIi28Ktj1T6VSxYGEh0c0jzcUUE5/rcpDphuhIGQuKyqsbDDP1ags9oudJ6inmwWJ911BhMpqkTg5+da8n6XKlI+GsEfFafWTqjUBlu1E8dYmUY5lm4uUgV+8vyZQT5rVxTEO/ateQp1mTYglSD35uPmaZ9Y7an6GPFO3E2qaxOtMyySm+P4esTlSrUcj0kJdShjupuTNuYFeGgc58rWOtADyFcbSHO6J8HZ4RW8j6TSoZfRKgU02ndRBeOsIzWpCUlX5eNekeKUTqZVBpCkPmWDuFfpfG7JGn36MdwmGWvCflRDruCPR4oeNaRHMYA1U+8uWPVJHGzskjoQ9l9A+BMk99UxyRXxEHLeQqicL3dCg+14JEXSWzWTt94wqda6xnGhFDp5vSZQ/dbjYChmF9joCo+Vknfpxj19IrKo1XqIbZ36qTYT4un4v5/NExfXXHpoLIivZIi8w5VCsNEZi6c9SGkZBp5VBbxs+IQrC2xH7OiNyMMsw1G9EoqTsZ6WwcTjDTMD5rggFeo++JDg8dKOW2uY5Y+euieX9v1B1KQ6xl/Ybbfi5rnrKPeZbIsUwG9tzXRY9T5EDp78Hb5znarYXikQnN7a0fnBWaXUN25LzGma4nkOI19hwx5hPWTq5Tp8NJDJeZLz4WieLI+uLO8H6O55Mm/Z0yRd36j4zA+wY4j/d7nrCQE06RW+ndXV4RVoRfqahquSF8d54ckTYZqaMtIk8CkC5ypgmYnHxv6SumG7Tm9lZpmKwhqxZPkb8tmG1Yv2LcPBMJZxSXm9bP/rlcgA01t0cmwCBT2WMOEFBuHi1VyxWlDmLfZ/SBERGM5Pkl2sjID2mwnnyPRhQ5+mfQxCno5OztSNSEME8HmlGTGXHutTc2kAvCT6db9fdK1B8adg1He5lOoPd3rs9HQlSYFEVAmfsx80cTxgX3noeaG0qal3UIxhm5+i2MfRkeOTzfU06vbDuNHtS+jcUZISNpiCaUPPd0xrO6YEWEDFtY5PoyOsqN3l3YWFtBlM2URmdpRpPNk9WEcuAbr7sStqSS58ZWo8fBdUP0Fe3KdrvR7cqmnW7GzTpmje4QgTrIa4SgqS1BmDE/UWgrGatHKGShlR58p5Phfj7+JZhmK+KglGDIyuyS+SKnwqS2M1jJeK/JAASF0HOkjW8iKSSAM8M0HZRAfYjkOFx2LoVwf24JxceIubhHo+Rde2NTLXh4MrOPMm0U3Q83BIrkmudhvQR2m26Wek2mWHChdI37TxTTDWXYMIh0ItI1vPyxv5dOm3K7iix4XQj3KmtXetPQszpd3L+gtkVEjaJs4QvcHD3QG9LNlcBEdgIDaWyhGKRgdAXGI59SWYw1tIx4WhA6WRhK8x51OhJSSUwDaq5OTFccQsv4UyiyNM6sVGqPQDEMhSwVAQnm6waCBl6osCIy2BkUP3flCeHuJP8vXtnW/4+uostH75BpGPOY7sf2uIW9Mff9Ubz97a6F3YumQ8RfmupHY/hEI3/1PW/d+y+TRfLw6Iw8WoVHz9j0+5hnRx6NnTXumgxsd+ti45750zhTp8FZksezRyj5/6MN2VNUdmAeRaj/42fQokQf9jcf1zM/GyjgYBrVzlDaZ+T46IjdNb3r8dA9bNIvduEd71H9o+9s/9ub6/CgqU/xqon3fZYQD2PJtRjvngzSVkf7uDFd7W80atN8WtDVTnDnfXnQnfs/OcjihWZH2s37bNiKbaggeZvvhQwT1qEDmIVxALIwdyT2K5m9I5SkNSYHV6HSYZcOp+RX6gXUmA67a/y7m8pH+1MpR848x5UOYTzpqlpuiJzLnLdpLXfvm/W7BzR0p/896ud717/C0+f+/d899nELez5zXKkdEKHmnolJ6t2s+sNuRFN1GtZE4crAC1K0Fe3YoK+dU6JSBg2+N/773gQ8iDS6G/NblzzgwdMm+y+77vtyr3+8319LJ2n+nVEB4Lp+nAHd8BTG2CwWXy/yg7brIBE7G4ht/yvPTQ96WbwD8u7ke1mwFVI+D4blju4E1uX9+PtlyN98W+qvI4qpT5G/zfPpiwz+NM2PmEFzHTyNfA2Zork0zgltkt85by08Im30f+aLhSDWmIHJ+TUb7kim3X2u85wpCeDKHrfaXzvxsbvy3GUTadokCKCQpGUUG/LDzxFM6znxuQ+3xyS3ap7yu+OZcPcSGApLfBz33qOgRrvy4PMDjztoGsjuIWHnrKh/SVuzxriXGcllhqy1w1hzfWexOekMs5N1frulsz8/l/hvwVYYzoAh8zIibDjw9/J6N+bdAhuVsnA3c7BDs++YzxCuYxmyd28RybRgtb4pi8fZd5yj/xXBKA/GPNZr6FZt/8zdAOc5+kxfkiZzH+X82fi544/hVLMttkU65YIBBT+u8NTir7J/H25LSaOrFx9O4JRM/GOmXYo1FDAqiDJlKsm7bET3jD4HX94B5rIvg17sOJ/z8ItPH9cgfk89oh5gavu9tZjfF++f+HVFSd0t6bE/b10TL7DUWQ7fh36z5xeUzl6gs4rSsKmP8xiyxXB4YrGe6UyZ69ExQFE0RlST4E6E0JHE97pUuqH5HyWGhqxNJ2G8J+Rv2foSiGRu03VAkvNYEYntZuFUu8W9IWMSSFTjzbRKyb8SeDXvweP6Jt85rN9dFM5EOwkIq7k0kBue+WWqHyzZ+mxDnfZ5Ar9KELvjdxaVI+Jp6stdRN771+edEJszNpN/c6O9OMpgaZ5Xv+mC5/r/A5MX3HDYoP9C47/R+J3F/pMuZ7amuAfmK6KNdXMGtfHFhc1yQ0RZ2gk40W9/Q23hJhdMOqd2obXOSReaZeinG0DVNlhv6HINz/1C61e4ehHpforJbQvNOqv+b0DYpCFqaH9GpLGsvzrC7KxIu3LRnxgbsrn3dNXfWOw5HAU3OF9gveK5s5/R7YLdXjH7D4x/oHam6xc64lmWTdnwcNem6xDawMYZs4yUiEJdNFgU2gb9b2BfEP0bYr9wav9kkT+AK2YvmG1hgFaHptsNlh+YPGPL/wO0SGG5gfwngrHKxTeLXDHpmF4xMdpqiK3ordG1BRpgQ/qZhd+gnbBlRRbfJK3D+bagKmwaTpoe3tPlG7Cg/Rc+ckIo/w2sI/pPRyyao5EWWRFOCBfEetkVkEtsekc8NVtZWFAWun1BxFjEHVsdRWShtW/OONXTeq2LH05UrhhGM4+wMH0C80Ib7oC6Qes0eQKeaa3TmqLcUDOaLdi2IvJKk98xeeIWnuutKaJC+hkdWQLWV6Q1bNmgKVv3+VkTTdX8nRa5H1U8SkDlhrUbN8WLftmC6W/BsiJqxjZUF3r/4oXe+68hgJ0pbvYDs84SoVruQBG0eY5Xs28YZxcJZpVirMkC8uQgzKyFIX7oaVvQ6voSjkk3qLTmTE4jn7zKdSgrLKieEM4IHn1CW9HWQP5E+IHXPfFIq2Yd+ALt35w5WkdsY+VPX9feUM7crA15/+Aq9L/NSrz/tlOE55vzOrY7WcRcaR+mjJ2sOCocddOkBJDK+e4Fb6o2u89mhSyVAIFh6JNQAO/Hth/xLoB56BM7hf0dUTOjfWx+aDpAPA6/mBt5/NVdxMibs3G4a5qD+tx2U3G3HLs25MHnj9791tX2P3cK/OE9898yFN+h74fiVPxkft6GvQyb6AImmEXcE0pd5Zf3791RavGxO5Cl5cFV4/XRevkR85CxP2RbjXPsK8Omvel9LgqfySIsG1ZhpblQOTod75jmYPf33caRe928HN/zFzK9Ssa4GIh97n8cX7a/7pTxSdHcLWROQqLSjjzpEwcLPcd9r7hhOxR02XAjVRywZHWeq4YrCHO4cua4tUDFhLGoUmimUSJACF3jvJooGin92Lufv5wZaDdxHl6ExJgPERK9WfxACaRW82lZo10JVGfOsTmiSqJIW1M3ULV8Z1sCYZsL2ECX8WxEJvgx5xrDzmiH6GNFAeVh2yNH09jmqOJEcuZ44lEL5EEZuuOgID1Qh1HzSf1QaC3y63KK52MvtkBJ2pnc0f6yyHksWb8jayklJ4nIiCSlOqQn3Yk7cDyM9UNON3bNGweRusEOH84ya9pzu08evL0MgvO99/ftRe/EX2dmP235waGkaHIANPwdkmH2Iq7niLjOi6O8QQoxfNQdyqiXhlzz1CUkWnv6O50R/vu+r2Pox8l6JKuSv9j4e8d/5wbuGOYkgw5f75Wb/fseXZ+O5PqA2iJioHJ0c4m944YIsROiZ0y9zgGnK7LeYl8+xRmx1zqbnVB+9RQzPQzZS9SMK5kR0V1pTNiCR7ZvgdW7QOQkF8IwgeB5tAMx3wSxE8hTyNqMfDIcRf8c4xq8zEyw2wnnwS9Ap0Xef5VviJ4w1l3XpIB3kd4pWKtaosI9isGRT+kU83M3+hxOnJNL+/bqc5t8ZhsOMlcrXQYIJx+DOm8V0vx/w+vmLeEQdv1eVGmmEYTkdNRDRggDJQrgZxNCW+m4TPO6FyIdr/fRwK6YXmJv+lqb/AJ0j+QUcdlkwObGGukf57AWDfR+yrSUpQToT8CRyR6NYNPo3UiVdy9DBgQhS+Su9zzrNu2RjKAylwnB/yt9hiazirztnKd+OTEYG+lsc0Nu1P7pkZ4mcvNLRecujmzuKb9i/OHUEdHovtcbGimiog8a8gopHm4t05Bkqmyd9hElg1JuW9ZAKtDglFe/zhUNYwvgZaLlvX6ky+0bZYvKdcsoAO9UtHmhnEip36T+G/d535OnDxng85w1ArJWxOL6VJFu6FBI6BY57o/0t5Th6awU2NXMylofN7wIZLY5ZZtoy9AvamxpeMy5yHFYzIXVHBQgNW1tFdEX8z7XBKs5C0P+5oBe3zeJvjbQjAS4xWdf/PnUc2u4a/w7x/5I4/MQ1K5O5Tgmo+4kptzZgNONXn0v6ne3gegVp9kbnqb9FjpQHzJXKJ4+dNdYj5CnVTOPBCJP/GGvfDCkaOhdVcz5wtinufHm9x10/pLjC/DkfW0Gps4npm6O8/7bV0buoF/wSAivGUtF2/YxvlK6VwhQa+o7lsXIUcR+xM8WvY8IXsTn0l7waIbgUfw/CIvbctmAVzyy7RLREM4jvQ5C6rRPg6fLiug5+PwtaP4XMnpBJKNyBFtO0Wc/G3mWlEazAPi2iMzWn5hcMU4eCZGOKs2IwRvYK8qJbl+83/Y/wQRpK2Y3jJfQTXwfNL66vOqn2J+xVGIe8SHXmOuITFJPzT4cgS4jXC13fqrc4uMO+oTo35wm5aePD4+M8EAkKxnUuOFRFl6T1nWcFY8Y7YhdYw8LIl9KbbQAOIAg9hS0mzVqL+/SWl6fd0LMSIUd4ww0WRlWYlEkD0K+EQWhmVe0z02sFiqFEp1O4Ts2uof4OCKj0OU4Qy22Z8TfRkNdcSfRcC2EnhOUhiFEqnK5K3lqUuNIwSqtIesN2OjiBUuauie26Q1siULSDfoV5FaoC9s8DY5//x3lCaWFUfxcGHMxwzRD68L4G4y14/lhhdhfMaMe8popDKKvCMkAzbxeA6XHOCG7MhwIc0sGIaXw+HuSwUQRlOYhNSZbMP9ez4lluNQ4oJRYnlJsDDNsCEybQ+feurwgVnktyVyn6bUcQtMdb4F4SUYrzvS8S6NuhQWyv4SZiDPspFWYWo9IFDJXXG7+VEDS6+wdFVOEmzNb8zyzEswhcZXEeJqlkdqcmWuGcBvoQOqomYeHZRElNHZBCKMlmE+X0M2EYThxpcToka/uhulCi0NUyGQSJZZHiFlQeVTHgh9EPMRQAsFQSpjlfUzPBvOU28G4H4pYxV06IkwqF6MXupJSPuawS+LdaagM5VWSppa4x0PWff0lDib/6rVXeB5/Pl32/tdJOX/1etSD0RP5YHxTZ+T+85G65/Gzc4+tPrnv2043umvH3h+5vTfGf23O3n/mX2nvv+C1801HWpkn+fDVo+f38Skc1tF2v5UxLQ7340rFNN40vBb+bKI2jYq2GG9jsMTQZ/KFfh6Xg/PPdut8PxU2RbjNN2bEVh68YN9w3juPeVba2bU1fr61a46f5+IcP3+rrbfalcPX7+zaXZOPCGp+9gOCS1lfT8pYrN3hKBZzh5wUZkS85FzvUKe5XpNsnIycTnnLG92U/b8jgqZkenZhamRa4rLfyyGCg0S+xfcR+erpwFJ+634606iTw0oHSoZ/h7yc9/DoykQTh0iCHQ3ncNOwUZ/n/E7zWrQwdSobEKjokjv+kb/k4TjlLtNmrY6QazXPskzj98//b/nmW7z8KFs/8dykb+Z/9lzvrffnA/s2x1/Tok5MbUTnDN6U0bi+HTIyIlrSRHeG4TRpO6dz4mWFcE9kZn5mZeZlOCAejXCam5HTggdE8WAujr/Pc/OGYNp9/hF/Olx3OsiHT7x5ZW3CykUvgWYtA1r+NAhng2+bqVBw5pGuPb1O949uFm57jpxGGBazTNuR3017uu7bRr8keGZEbAxEYnyfZ7PYg3kWzr7VOQ2cbrQopTK2+bS0oJ3kazb9DNluGYkv5QhAM4rY+zFznsErprNISfE0cs4LtT8nGhmhYMWW6ta8Kf9KEANCZWSYx1Cn6T4aivSvQybtaXfs85kffIa3TUKnnAiT/nTHp5IGO2N+5PEzhWR+q62Zn4PbAfwd+4iG+Tr2Jc/eLp8OEKPDvX7/OL/dA0bu6xokipxJ/rUScdTZ0SIiMecjbCHkcwTNBV1io+3ZeG8RORS8U3Zzt59xy2GZ0+ie8xwcAnNEyBHBZtMt01xZ2WGmPVxyHO4jX/4KxxvjvdfZ5jFMUSJFP0eekvtzzyP9LJ+2h5m3+3Oz/Kp3TmtjcRDwWZt0KoN9iiyjctNnemuJFFyGG7FtkusphxNsVc6+vZQ6aif3zvKMfAgHQ6Rwc5vZiM7Jedzxt+I1g2cFsbIbaDnM8kod4L21ntuY6TD5f/bprXaS5yVt6HhODvd8eB1ohRxqfF4RKGPPFN+J91sATnM8WVx99CHtb21icSnTZpkS+z0ArpIOzni6pj9T+5EAm3mfBWVUxEPcOzslRaKfyVedWTm/S7oLmhV3xpipO2Ts5vbuMuKn41kRe4UEIhGyNfZdRnv4GTkcPDmf07Y2Gfyv6iEyra1N68Lovu8rdySTvBcY9nurLmWNqIxemSWi5bokUFhWsPOY+0z3ljQibvf0bk3ApneuTzshHHlhiFyCfKKSt4Vxur24KLwprT+x2YLagpx+0tYf0dEvbPJE56sPzy5o5MJEBBbPb+l5DQ27RaXyKBrSogr7YlcW3MCvKNgzQtSnkIaaYZtBIOgNwZqbbrV3RL8g7YsTtnpVdbn+QBCW5Zkmxnb+A2nKtr2AKHryXHQtjP6qRrONTf5J53fWW2fZ1BeehVv/zqX/Cfoa0SqKcsXsCY1F9JoON3T7PajkhMnCbVkcSKDulfU6BMaqX72egvrzXf6TTf7Di6FgiN1ovNJM8Wx9C7qEN75vWL/QL//EN6F72xbxPG22/gY0VDwvXuMFYUPbEyqC2f+B5eo1GExQvE+iF+TmedqEL5h5hItKw5Y1dNrfgI5unjO19Z/3gv1ImM1zl6Uxw+uJmM+XGRY5PnPzNVljI7huo8krpbG2zAUKHi3yTyf9LBS4OEVvfHH2q4HGDIXH21IWvflhYRWQlY5HTTT5hrQvyPYH0q+IBRuUE7b8DXeoRB0KcyeF2upsXTTe/QtijbNeEBSVKAgWqYi0v6LcWAJZ2szrU1TdOoVNU1EQPDLkd/+SJ9ANuf4JiEcWmGBbCIENYKG3M9BYolCf2m/BQ274gWyjyYajca40PAcydsO6YqwoX2lypZ3/iUdZeIQD8pXSGkqgC0t7QuTkxVswNJFj7Qu0M40bi25Iewb7gpjXqXChs6B0jD9j7zyHEFgD0eD1N1a+8JncdIOPz7QpJYzjr/jTxge7R/JAkQYLGR/XgdSm/kzvOp45xht390rKM8QPCHHwlVTGSzubGtuhRVORGtJup68wH9ls+iTuRcZZ724fP97XLqCme+zY1/nzHPd9u0PJn/so+58P1/HRx3b3mvmJKTsMo5PHfuX6JD18Qtk7Glof8sL5cDerBXP7keajDhLZzVSo0hw73mflzM2Plmo3Py8FEAMFFaO1RDYGCQcqukU/zKA1P6S6vIAqQljA9mMUQ9BF1BEgDqHj0Dn3Jx9I4s9519G2RV92c2qHKZ/241Bl2a1F5FjdF8SMgdhYB8l6B9XXpOhQcDPv8I4kHtH1TDsH2pDjvfMhU3CD2QdXHnbtadroFkihjlnmRT2BZd7qNGyHYVWn98vU3zwbkXqc8xWTOOSHnc7yIJIh0HnA0VBy60BMKPpBw7bh8sfzuudrdvO5hAFe0gC37uk+9fWeOcK9doSPNZR/u00RHvFR8Gyf7VjfdNAUuQye46QQsrWsLpuDBzI3u21k1J8fPrKLOefgyLI+bZyo9ZCpXRLFlesot9gXJ3YEY1vwAgeOjMMQriCJYZkTfMot7XVfUkaAEPsTmfjFx5fv5eMn+fh7bRzkL5DGpvFJ/nffzkO7ziR6Zk6676eNNSTlqe18sqOOzdRKoUttjLfEbxh3EoxTUVaDLsuAmwdNm/6lPAweUyl5DvOTMnHIZdmvdd0/kJBHCbrXM3Yzs/+TYFMV+fPGvW9c2Z13I1V2nz3WJ/JS+w3MkO46alsiHa2cMVkiD/sN5AJ2ATk5ytMyr/gLJj+8T2oIZ5p99X2sayAhM0I4DGheyRnJKIWo8yaSxVMD6d0EkycyV7/hBgtpq9tNIh0SuiJ6QpojFX37zfmxhbbEOSD5SBpNxL/XHnUcOPskNyd6KXuQ8yRHjTuiUnqKAud7Sacack2z5lHzlLIu1ZaoYbj42d0M4ernmIr0clCQG/w6UnzF60V6H27RuXlPyBTZEue5QGwO52jQu1pkXMq95HyWtcMSke761Y2Z2iLS7ebv5gXU6wN5qz22smEfGYZb9DbrF5RBd+g0Th9b0IhN6oo4XUW0g0euBIo264aYy1yXf2m8y70VUYe6elRLGtwkeHepwXFvrKcb2k54ipKnseaF/M/+OnDNHRpP4fCKXP0WhkDLlCLB73ryuEwzsvl4ytmQjn4/l0HIzNANZ0Ph0BlDvkW9jQKV6s3lIskr05niEUeuGiUvjDVpy3RP1rWaIkHsFQp1HNGgaRzFSGO51Xt9fqW8fNOa2oLXKNzimygeX+livPaI8QoYrXSnd67S70Kfl5wzoYC6pVdPOtTMzy3ktoV9rRwQmeYxdY8tHlWGLipjTuVGniv24sKCBkNeJdCVq7fbT6HP3OIdBgGSJSNZ1YIHPfnf4jqcyTX4bPCVXeRsqmuhm8e8+39iHczC/mZRT2kg1zMCwuxKpvoqOVx7ToIGwhCLMmqUpS43OX/EXHdKYDVSbQ4BF8DOUiyOjiNCL25Y1GhNvTIN2XJoy8D1wFrPMFpP6ye788VbV0YIvQJEtLBH7JmsoTd2kBdEcj9GbSNZcCD2DeQJDT3eJ2NB5IvvU/nd19bOwc3/jjvU/4h1vo71Ew1aiQg7GsJ1KFq0+PyE8OR7jS3oJqO2FqR5rQ3hCyJuH0Us6g0baUirqFXNujMnPGsPZQ8QrhhXTK6+/up1GrQ9YeaAe6f3H87z5BRz9/9x/t7dxkrWVuDvsWduwT98PvMsA9+BFzy6aqGiQ/iCyDfve18QOXl2Ei5I+93XJQDRhkdJSth3rV1Dn/T9ZlwZEWWZtmlz2R7jcxl9AvmVwUM66MX136WXXiglIz+Qp/ylmhDZuVRIToh5AVvDQLZAZQSzU0fbi918wDSUNTbMEoJswwR6EErLEB4JBUYvQZxX/OCYqooFUx85tjL0PKMWU7Xx3kmh2CqfYITXmflB2voWJH3CmqFV5C8IomXYjzPYHpXQt3bzFDTdYl5cue16YdNX0Fsh6zQFiY4ij2aK9USBr5gY2qLPMc70yjVrtAy3RTEumFycwHQJ5WJCiYeRPhEwZh3rLmxZwhssPYIBJNDsM8rcQh6LC2n54RtSVsoYZIYXBYsCJ6xB8OLrKCHYLQqUm4aS9j5xitx8PS1JOg6JpQxMnnwZTNbsoEiKVMomS1q1rJ+xTe346vmYUvmbEU9DCcZaObVc8YYqRpcMH3PnThQTk0St5IGS6Hq83+ctkcN5CA0wnTV6HoLYaHJzZVB7yDeJNIYpOl1QWHPjjdg5ZEGnor7EGYqVYPOIAe9UMNJSxjomGy0EcTmPkz7LeCJU1Em7UiGQQHqg05BXCBzJcN5cG0hjlkE41BTshMgp5iAFaR60b057kmsctBz5Jivtxqeutw7Ts1L34JZHZ/i/cGVz9qDth83mPM03G3tfw1vviL/ygJ8Ogtxp+8GUpvSJUXxmAvKd872SvXi3BXk05kev/0RX613vLPfDZvaTGH+nojl/8S9c1RfZfbT/7tFzdcqlhN9dqpOHL2LsxODnMtY/DW5+7skDkOzpJOdJrNhA8gdNRVw4GO8muktKsPnz+ZtJiSfbyTHnMErgh1F4vGfoAfM1vfduXqZPq61pbt8hro9X/ojUenyPz4ywG8qbT32G2BOZOMuz+XGhDrCzg+zOIHO/hrv3y/QvmyWbiZWo09PRyfbW3M7G+ZBHNr9zGHncaSHDYJ4ypg6Brv9VZGPICjc+ahTBHjpXUU+R1yzrBh/1e2JXVCqAfGhC100oTr99osMK8Z9QBTmB1UbKvkNNpPrZknLGnB5rR+zmNuX3QMTmvFVBwipmaJ+htMNlb67qe8/sn7D9elcf3/v7PX43mpTpu/t+zvww35FrbCOgJO515GY6U/P2nLuJJiRnUiYay3VIBwSkU7XY3eyAqOEl4ceazTSfsyCJsHswLZ+6Hqzg7v37ht+U4dOH8v6df613tvq820YEpYTh12J63NE6irMKGYk9itH20oW8zp/fY5xiTVMigRsk44xUtJGcIB16yTkyUt1r7ZmlEzRPdzbt86z/589Lnj9nPaR0bS1aShoYKHML0p0iFQn6CcCfyRzNnJHxeW6yQXPx3xyX802GoTicZVXvgul5y90f4zVI/j1yewtVhDh1ieRVkq2lnNCaZUk07iyqbfTBWWsCpEaEiVQ9oiEPvangw7s6IW9cO/1s0IFNkzbk3XASUfw+ZWzKprh3mv89Gromk6wpk4bInaF4OgPvnq9bnMbSgT123yR769mM/Pc1976N+U2pJdMaU2CotK+EfaFkH7hdxyZ2tweMDCzOWISMBqs2d4hwb6v2UjUcINYyuAfPrMibeW7nHO3TNevzcw2K3broeFeuSdonAikuLNHUyBRgpvXXx9cDne1OUk173SaayHstvzxGP+TeyjnIvs/Pz9cETkmaCRS1G+m9XmVNdzk2JArjzpSXBvMlRnDzuaoivGEUtu77MiPGWBlRLCmLcy1kWreOOxxjbxmMCIjsr0c/WDoX7LjG0x6pPZ20erQNHTxKxcAmBr4TpfP8yvTfA32lU7LuWMYt1W6+Q/fP1u8fAzD3fUmayP2VaP5weJpAGMPTVji6FLp00ZRO9Jn2uuAHaKy328g8jU+v78bcRvRgAgfm8WWd2wQT1Xcps8YcSKQwB0Pk7M8uIwuN3599TPk6Mmxk21mvuMZoYevL+qXgtGThCC7U6HO0kWnTtpjidBq546XGYfMezWLxC6OO1KRfhiNU5OT3VjT7K4RNFuRelS6nrU6OZNv/DDuaSWaFcUftsOmlbjXIx5IWPhHt9RfSMcXkRD5I2X7SbKHxDeREbxe0ddS+Iu0ZEYs8j5s7ZGRBJY3Tr8OT1wQ9rzQWzGKRbhewjc1e/NXtFIpgeqmfA+n/tzhDPWGcEh+GV3A3mpxockIUWoduV8x+4qiY77hetoFesfadJkY7XbC2YsuvGAvdfsNEWLsgKl63goWlv9L0BWue5ug1BPdiLzR+ssmNjSumjqgRE5oGlqRteIqpFbUTN/sWhOiKaNvcAO91Nhon/k6zBeEV7BVbrniR6obSsL6gfQ1P4ykAAYYbZjVYpxPhitcc4HTBMDZ1JUNurz57px9Y25D+N9CVdnuKub5h9opaImpOGAvN8fBYe0bbF3rvbNs/HPnffsUdRb/j+fpfQRdMf4EPkOmbvuIk7957SwFj7hSSzLmcCvjSEelYS6PWCewMZmjPNELuGe/2DZET0n5zOmkX398RltflT7AeIwOP/lGQkwtAeS4EjmBI/xP0h89ne2JBI2KguQPAGqYLyIa0F/cQN99+Jt8AofUXEKOrO0iauVdXlgvSrix2wuxE44q0V7SfUF3JHH1peHAREN7i7vvFREEXVL/iETkXZz56AmtkjbglGE8Tz4G79o6p0iU9pC8IV4RfkPYFVXO0SltYmufmbPwDkys3rrgz41fEFqT73t64Bc88exdYQydKr/iPiBb5gfATsTNiK9quqPjcWTvTQkaoGd16CIYryIa2QFtETttTm9Ai77G4WNGjivf4r51GQRAQO8thKb7jlnpml85k+nxw8Lt3+yd5uJDdp+N1sv8KJsPf1A3GeOvzT+jFw0C8b8z33PFwc//OocztW8277kc1/Z1TB+wR/o9edPjwuAzY3b1zQILkoWp6/I4u7vXIR0v2oDuzojk/fOxQ3DssUfkhI3XDsn+mFBi/L8NO53cfxzLWy5EMw/jmc9BlAkYHr9DWwrlr8Zkhi9Y9c981Wbfu09LtU2VM+9Nmo2jQfCle+7UcBp95NKkYz98kvRzuL61sUnpdoHC/qIPnj2emd+ZZIGWDRP9ifw/HzTh02G4sgw4Gyv3+ALQfz2euF5CGtWeERqXBSLBI5VK2CSAQCm86pXYGkoweyMNs3gsJ7xsozkM9nkqPMVB7uxQKaSTLuggkKCIPRo2ReztAE5boulDKNSOEsm9Jjknp24gYJIq66sjRLfGuctCbYdpdsZdEC7rDfrc0Zkg43utgUfrKMKDkIdp05sDia5TtRd+QHHfeI0U0Pm7B0y9KzWSRha7xXRxKZPG6U7k3Wxg5Mx/7mKhBaU2CtGPdP0VyR7721j2Pvj/IKosd+yjCbCcnJ+Hw8G12J13GJ8FT6zWTPAV3MEjuYwuwS+7owbs8VYTL20pjBQOtvetf8rHZGJ0f2Z7l52eHoQMVbeHgKKn23VCezzltDGo78MAS2tM+nO/YbeDHIm6eyf1AD3rAp+Vk9mWnbdxdLVDFtlwwOq3F4VgvwCtmT87fFi1+5qk/o1CjCCJ/m/Z2Qy3SmJqjxK1dQzf1GiwO4HJe6TObNdRuTrALYFKy0gOeFAeLnTy3cleEV+AVP6s8Y7piPDEbAMQ8x7PdwliShvLmYDTVYAkt5kkdrZxAPQ25ZGqDJsRnzs8f0Bc30Ku9QhhN/bzlNOWR+IpmVFfWw1nUeUga8fQZ0TXAQosjmNs2+GjOu/TIYd3I2jQjMNh5XYu0ZBpRCp4dAdDN+WZE7SHJ2wxHurpzSdQih3WAkzDUusuG/uxjb8++jssVQVm53NH6/XWefjfcuJGRfAkoE5+PikD0SXfjqtcF8XlefY2TT7RM1RW8ING57RTy7hpcy9GtJSwy97Y8+3waFDK5jPBh+FM/lzqiNmRM3g94Gu3qdHyW/F+LN0lLmcPUfhqdM+XxkF3+CtnxtnkWd06JMlA711JNkKbru3MkWRCi7028xlXZC3wSh/5gwbGtx7k5BmcLIs8hbLZDHxMYOxsHDdvpi0rlxa/3uvFcIguC2w28toJEurdHMJi7S77EvM8pMnEjKm3qR863y/wBZpj0olxr2QMi3IjY8cgF8NoNOd9CGTQrhVJ2YzjfhzPCcOOqDT1CFLjh9XFeSneb9X9Jh6hExKacfd41wb9psDbEVqyFw615zvohv7Jv6Wjo4QCxiIQIp0Mi2G0DvIbP0Nms6M31j8i6UTLYqu1xJksGlvJ1Sg0XvHbeD2PppZ4fjjTGfTT2trKU5QM8mw6vEWXC4f6ZD71Pc2UEF5erypfQXzwipcDedsaN2+7sodJ/xHzZDVG3M5k5GNcqeiTOQhIRFDg/Fv5939f4XkKGJbDd6kzrDvSh+3k0ZNGWNJAT0lzvFVlomW1HnhCB5ew0IepRO1bpmjzqogDcUedILOqH2AuStZI6DlJvJzwN0sUjH+0bnlEk3iGhB8gPjBujvsOL83D5gTvOvvge1mewFY8aBIv6G0WDIkj7Abai+uQ6ip2Am+vtKCI/GGb+5m1hNL4EP8qyCVfg1fdWnZsaXl/uhIhTqDtnfk7fQyt+6XVoTIKn2EfU5tfn0zHtPPWRxiiVGmSIGgmPluTBqwUPlECGT0wx0+m0qFHQl2AaKdSy1URLpAElvDGWAukcxONobYnDmkikwRELh1QWuVLcmE0YRjx8B7EABKqbMETYcENtU8/Nr6yYLUiPA2aEanVWOl4jYuEHXTraOtgJs5WWTk0BLPN4mqNxOE0CKZWnFJqNZmc3xtslNv0rHj7zhKPZ07OYBZgcGZTKF0F2AlHIrEcRQ9xJAtC3IPTwEOsJ0aeJYUTfSlnwje559z2UVKOYTNcLTYQlDtAmHtFCoJVc+Toaz/aXRxgI0k47RmMh8CSYc3SnWH8hoJRQ4noYVjrNur9fT3i4tntDRTy6RwItpRaKbaUeCE9fMr9UiHJauCJ0jCeMM4nkHyeQPHDiayVGFt3KPJJirgBr8/G18PpK8w0tGqFodkXsimVKJxvCp1Lk+KmjDkdIIgFWZ4IaSmusXSKZJBAaEn2ULND0wMPsCq7HZwhCk/SJXzFuKBqfh1JUxqcImYyop8xUnmGYi3jxoZYpoCKM1MuJ3zBOaBS+8QiHVHiymGcq/0J6sD0y/TPs8LPXI0F//Nvev2X3nUy3f8rKE+3L3a+PejHbPe7uMBdB/mcKxfmpR78PXnWciY9neX+4mffSW9cw9sxvfTTgv7rGef+eOmT+epq8N976f3GN9+9/2vRz9GwYY+WNOdjfP657y8/+aX9ufGZlkHMjb7y5UGxyeNUeddmif2G/LMNe5re0XZ9yNMY4hD4YVv5qiQY8fFVkmfJuVuhlfz6ph+f528/dPOsPOzK1VYr5G30Zd89txU1y7IeMfpcTzLg3jgifp8ZEuB17kXJVJhkVxojJ45eytcbzZn+CXpjbie/KiBCExfwvr3iHTAYzpnl4sEbVtzhsO6ll7at4NmVPDSmMCAOyy8hjykARF60n0jXk39GxB3GgmLon6QTb2CMpM2JzHkFOdDvsj/xuztOc6zTP/3Lgkfkz9ZW2n3dhzytrerOPD2TX9N2jVDr/9de8A/9rpff+HfLOJyEPxcoRAaFuVNSwozFDzSr/7eAN07oUX5j2OFAOUxsS9biS+x5mG/kz8yGHHjfzukSN/0uXPerA4f2PpMvxvgff7Jyr9/2LnfLm96N1521aKD4/l2BXN6wXkjCRkElNqTef498WNjsjjXSmiUJN3T/rmaVzNI1fa9CD5xsXGjRP2TKiTQ2PdkhjerZ9i/5F7T0VyJQQyYSwOMMwHUEianmHnIAZZZpn9oquUXwe8HfQ2o71S0Upx9lnku9gZNR3HTex3Z7A1jBORbq7CpkWT+OLz61EWmV/LnnzJEcNEljl5ypiTrJvDtizWIuRy7vV+JIuxr9IDWVLOJxXzM4VlSHS4yz7EaeZZCaGO1XSMR8MwCSMQGMX7yMQ5tQ+Qd+11uBnT/E1CLobjlh/R+pAAwU+5Mv+XyORrH5LythpaUN5q+j3+ePdfAQR1dDKc0Sls5nkx/50kMbfqUnxmcmUhoPzzeAOqDQ5uxRBlFzO7ARueJzAKo9kmYUOWrUjww5R6euu4zmLzxPYdVBj9u0nKjhtI0Fz4vvKdenJ8bMb53tX9i9fnh1IVPo2D47UI+aIyhlPlXPgV9JhGqcmne0O5BYGerKo7zQH4XAY/dNBwwhpQ7B0ACPs0eWMexDEGixO/5aRLZanikDCa/KWyTmElcPfZidEpAcr+itaDD6/S7U0yaUCmmZUaMrSnLOJTkpRnuVy/pzXPJ0L09jn+yedwP/OrCnJH+f723hAcj3ndx/11PdlqT+a9p60lebwks9mP8OpVhEPU8u2RF+usS8DDEt33l/nvD50SRHgaRp79nUGIkWXLGVkylOb5HTaitfRdu2XlMuL2xVj+4soouK0knu0eZFl0TSwP2GkHSsdz1vQYcOzvkQdWHt1OpbTYBOTLHDb3y0cyQIBWHZdYIt5kPj+hIOfV9zInw5MfKyS+kNEbGSqMGkwp8gjCsBL7r8VSVB/zbnLfbEht2ceP4DOW/GHlBnCDBx0hvPZk8KnnRDr8gvQw6vTPUc7YeTlhbZsiHhOd+WCyJnGk+fvtxU3nP9BM+EcCoRKRANoAxX05ggUd24sLPwt6NAwuWDyDye25ckZsPzdUen6J6gj4RHF5Cvw3x0Fo18wLmh7RU3pOBq/qR8sLEJzM9TRtmekrUhT4ErTVzBBb19coV3/A1pHlwuNDdueHHEmTwhPbKxc5VeMPzD+ydKMU7u64qNekHqTP71NWzFWunokhLXfcUeKI9MWO/uGXf+TLp0ublTuusa8KnBhkYW2LEjbPIecpcH/zNq/Ourh9MWZ+FkRVhY5Y+Y1DfzdL05M299CbrzS+UGrdDn/DvLfkO4bf+GfGP/EBLbmYbWqN8SUs4QS2L8zVIsF5Ozpy05/fkxv5sJXZHN611SQnzFZXMiIIXal6YbJinJC2s2R/BOCUMUN4hre7CcBs8WRR7axieGhZS8uXpp7B9vmBm5pX515LRFWrV88iqD0oQsq3x1lY0/QEsnqBcIFYYnTg+ivJbxENlb9T5DGjS+ud+rPYvbCSt8uHoXQnE67WrheE63ljjCRb8CviF1Y7AVlocuCSSKRJdAf5sZ7A7MLFrn6QLxwdeaPRv0d0ml8pdkT8ATW0QztomPtAqyYnn1t+IpxwfjD25E/wFZk+S3W8xKs6Zl0Ivl8XBGMhQvSPJcdtoQfvNO1oTyFcnENBr2CKU1ceJh6uF2Tp3iXF+axW4YFv3ElsnR3eq8vp99nobZXziddfv9YfXF8//5d7x59DrqDO92E3cume2R6TiYHx7BFpACxXbtjaA9Ex6zrTO+tQ/YHCDKr5w9t76ZyP9DdOELJe2MWi8vsP5X9jdNc73qRJ4vdh3nQib8ereHudZ8Rt4deH50mdcKJd0simUL410F8KAcyd7IUZ2NWHnY/yxI7Dku7+JU4ZLpxjV072iNVBeaREUgYRVrYG4Iq42AtzWqIGQ1gBk1ndToOkhMJD6PyfmzVxg5laPMP7v84HJjy35QSYTyXn03rY3Mf5sNj0v5Ea7t3jI9HyOv9ekkhlcd87Ak1Dz5zg/P1iYNs5kUmHN+axnrIMHcP4aWiN/xVQqLQJFJfWhhryhhjEUGAp2iUngfO2SFMOJPbGM9IVh7TljUgFDYBWSd6P/DgJWk/jPNbRGyE4V/kEuM9j/HlOogfNvzNWVBucd2u4OeZn7uRtRMcCTkdVi0Rr27ccftL0E6SQhmYxhoaefCl+uhpX3yuTQOlF6Adv9ZYqwPNZnSQMPUxOmPxXBnN3JiShz8/wGTKkuyrQYAjxr/Qw5J6LVB+n7juOOJOFh5laA3kwedHuZMfPtoXb7XNNOdzXx7flW2WQ2r3iJSTbB9PcYiAePTOB7oDpPycpJjlz5lTymhjJ+IEab63ShRNKU9t4kH7+Zl31xzh+FgpsTf+el/yT2M+srlZwN/nCYhb3perSYstj7JZHy8O4c1OFKJWBWkS0T0tzqUtHEyQKF+3qW2I/iB5NNKwJVGDF++f3EKHSnRrgK3kV7w+ixve0FfgBnpGNGvZLWN0UVsRcL1WGnD2qLIF3HB3IRGcIyLJoN9cZt8y7WuMKQz9hf5lQl5bnE/MPEKiR0SHLeF0dQObqBvYt4gs1kyR25LmHf2tPEdQXALGPBrD1OWAmQMGoQ87eqxf0yCEpIfme07TABhRWuk4MZFIGHDDgYQrZmvJJK9V4XmxaZdwLDiCeiGiW9SgdVrz8Vnr8c7zh1rccB6HU0HCMDXrggJlCEpDZwC8Kk978loJYzINWqY5npxpJG8AKoe66yHDCZZI7Uhrkv0oGR1o9ZTLCGW8rs3bin/V48xcwSjEtQ1+NSR4Fvkdk1AGY8Np0hkTw3Dm+94C7OfOiDh37nSodLBGr9Tp0wIcOAx+afAMA2F1d6UiWCLllFVEY0ZNzovs9OYscxn/sOELkNR9OlWjpcU7LVMrh/6SEQJmTqf2BLUfP+Ce8jMGEWhzS4Nu0J2kUfKVTBMz5I0bZYUx1rE+sWaxn/3viO6ci/tW4dk0Tse4vahNyJu8N50aqSdlnYzQoe4iCWbZmpLSU7e7/FrBvlLAWsy/Fys+J5qpYFLvyn2zFR0lrVqBe92I7OnBA8mfelMKAGCAP7KHQVdpJBdcP8wh4ToooTPUcY5MTxTjBqr+RvGN6HfpfLFHIlp5RCjYGG+eRyZw+LjSaZ4vkQf33F+WhUrUbUJ++5RpY9ItzVrM3RY0/VRrmTzXddhA8KvLDOEbwobYd5AbFmh94xu76J2MBCPThL/Acp3UxE5l8hAr+SAYTSxkUNyT7Z4uSFtZ1idkObGcn5BmLMkP7AuZ+t/BJ77PtD9hdgqAvKEZcSQLTdbQOcxT7fcnHCDva98CUD1A6wLaInIiUrib5yjxuXYdvPEFRMh4y6xjRNQ9xaJWhCywXL1/9iVAxF6DNaPtGj9jfBnBEhGi4pEdzqJW4BvucBl8bdBNp6JPLGqrkGTWaOblBErGtBNjh799fdoJ4UbrTioe/oIophEeLn9fHqLOeM6oRPm/YhHu2aJmQHqd1BRUPGzKXHw5ivocvCsLefwIwf3kCk/76kzYXvzgKblZvmJ8wewZs+eQwzc0cs4hcZgyoWcRpHBCbHqisdLUicqR52A9Cn4tL8AFEw/9M1Y3SDdXAJXGZs946GRjEQsjaTpjNrpcYvwbxhPKKdpyJpfjFxMaDZUXrF3Q9g3lxGZC14XGhoQRdmmKtZuHJauHG0pEcFgTbDlR+VGNKCiVCkH+XBD7FVeKv/uaSeQ5k18QvkH0HPsnwisqK9ZWVF3R8uQOgtcDcCJ1T7wr8SYda698ZDxpZRwJg0+G90gLmrphKKt2mt3ouoYn8hZGMGf6VsLJGVoTWNSNDL0701IFxGhcY3TuYDPrUTDpRBWfyvfLiTJuYHhOw04EasSZKpFOEgY6D7Hy+bvSTFn0FZOGtOdQwtwRkLVXzLpHFUQ0T8oAoYfsieLrJog8gSnSX5x5ReRRb+nAMZrNhsEJkVMCx9DIlSjBiIQlQs+iVgvJluIAZhnC7QWMXCm/AFdMfuIhli58PeQ4UTlxsAA/9Fkgkgikk62YgcclNXdWZiQPMinCidKQYOqOxJIMoczaGR9ddY8cPxgy/NH9D/js8Yz9MS8ejR2R//dXcIjpQJeHAZ9L2Q8hjcIPhjBaHP+tmiqW/cm2U5mcn7Lpybn9w2nzzbfmDfPPe4NE0ef01XzX47Hd9+q+9fcXZ5iI5e37P7W+h37VYWE/Y77nQ+kwe9Duo7nJf7nuD+7Z0ars7rFdHw7rUEbyQROmuEwJ9qxh/FrKme9KYVJOOSWKvnLkD+jD8ptHijXT37br7fh6/mQcuvYo8fd2QWm4d++6v95iAMfP3/o+985xt0/reURWyfw8bw9ld+WYBsLQ2UI6EKIRSa4+3jmMgEYaUdxYMY8xkTBzf+LQmoWPs52cSsn3jfsTqeYf+4Gs2BdBbGWQmHhUyAUTR6u7/IQqbgo4mjEPeDnjfl/ZePIwZz5ys6mLoYtYHo4mJ5ilLDNKtxwHwxjsxD4seOjgnFHA0kInq3fmRIWOuufSo+NpGUnHTxm0E204oZIi1YDUOs8MdTI0lPPhyOs+RXD7dufPakEf7dO/2t6j296SOx8J6Y+uWDOZZiQdoPFKmYfHoQu790yRNvXJoKfpx/R50vx9h51MIj1F6AUj6myW+/79nW6R77zv9b7vn136h9fc76PMf/v6KIjD9dSMjHb9zxfDP3fjbETaJ4LSagWY8X2VEMMEjz6OdE0aKX2WjITI6PDQk2vBs3AreCHeuM8MsQ30VI70QmCXkzxS+siGGzEDkUg6WHMasyhqGGI1kd342FvwuaCBijAMflusoeEGlYzazueBMoTH+SBrGWpEiCySZ4gA8OFpgSXSzHpEhedjH76wWf5L0b+o97NpRG20XJPgdcH7vZuCNp9/a3F2UY+q9/ny06fZCrJhNFqmKZva0lz1TOMkFuz7/ej8pLi9XJ/AHqGvOZmFo8hybodOU5GhyWsrymaNtbhRiPqMwDIZ8roUqLS5RGaBu2iAnHsbPwvtnny+Ohy3DX0/aT25UNVWmv7NkY+ZsaLmJR3vYY21XIQwVkvQ/NB3QyqFoz8jJGit+ref60Tvp0GeeP9wwI6hr3sWJOOXAeo68qNYm4osEIZhbkYQE0bLyThsqb/kOXo2x52ja58AkFSKpLzXwXm1NlFTwadvApfEZ7Xh50LapQumMd1G20XTk44z31v3TfRddJJ2g3RcMMktDiIg9LkyymvcHjQUBbkl5W6YYk28aDF2dh6aoJCSf86P3O5y3dNMglzsFrqm25Dua36kJJzoQYIn7pwySRfjHdnPksO5FnPUSfVnnpQ0tE90FhFMu5RD9Wyu677P+0sOv9m+mUdXbjM5Bc/JaD63rVpGJQHpiHJnVDpBYx7Ewc4jYif5weCZ3nXFltukM8OgtRx3tvPi7yo9y8hsPP5ZOsOS21itbbG7QPHL0hxUvD7RmkUaR4kxrNBclmvWWthWTFdUA+yaezxrIKejEME0zOpyhtr7oVNI0nmeR3JerGSEkID64PsEuwv9JotdjyCAHk5VDXC0IRIALJ5wUMD36GPYNmsPh7Mh25cTxhPuDLzn94OaQk6VbuK2tgHKWChb4AfXp50Q11scANt/hwb99B3axropTYUuf8fkjNoNL2L7RxhPfcjoBbqHwmzLCZuQXk1/IrIi6xcnqMqP2mJRHIW2cPJJvv03TL6g68mVLjZoV88DaSDyOyJXVJ4xeQa7gLnzYNHveBFl3/DlZ9KvYI0unmt/Ua87sUQePBVHvnTAbKFdbzTtLNsLTW/05UZfTmgssI/7V1SVi3XoX6F/c0HdzsAV0T/ArizmRtLer7hHTNzB2gwRRfGcgrqdcQS/IRoKZ1Qkb6ZYV7QbtJUuT4icsbYidBa9TKww0D8Yp0AldPnihGk/Yst8AXvGwgMr9r8x/l9MBVOhtStN3Ojs676gtxvIjdYuruq1DbMzqr8gtiL9GeGGyh+UJ/itK4z8ps54jMWVkcg/t2RolzjKRlji/P0M/XnaN3kw64i40LmhIFda+xEbPNEJX0Fg1TjErOnRfwJWNvVUXE36qPkg4nlQ7RdoT0hzReqqHU9QBf7biWbCqcbttRsuxEbVQMq0YCp0hMZiKwtC1ysqr3jO06/OpOiO/LGFhmL8gZlHzIhJoDiJWiQhGmUoeQs91jyiLMSdfUtbEVnZ9BtmXtsF+YmZO23MPOUScXAxOUH7AtIR+UHTC7K9hsj9DbNGa8ELUrjpa7zTGVuGQlscvNQyz26shVqsi4dSO+LMC527/9NcgRGjRxi8O/U7tr7yWEj7NXI3398zjDf7T0ufmz7zj1IFeZOw3/h4fD6iClIIyZD7dZsxTuh5SGAoEWWgGiGqb75d3vizIkMsBPtxFvOFdvhs39hQxOZvS9t58OxhcuuANN0i812PDhDH9ryd3RwBAx3s7ciD5+oAJsf+slu3Tyl5x67N6559kDyQzXOQ94zDlX92VGrbPLihpO5S4DDRx6ChGvtkvCrjax7yzDIoze+RQHwJjjAVoQWyyqbFEhKdioe4kghTK1Ie/i0/yIx9kMp+KpW7lTlMa1JEGzQzz0PR3Bj3aOfo1Mj+HeiorsNiT/RszAeOoXgPWrWpOdv9GHQ295Pd+OdmPiS6TN1R97lMt3Rkl3M9Ul9k+sEK/231Mp/GfHGAGqRjhaDPMUReYR1h3T6fjmQSS+ND9L9QaHmAnw6HEp79PPRo7LOCbY41NFsc0SsxbpFyylrNa0ZlBJ1mJAh5CEgE1RK1IBSWpKSQpdqnfocMEZ/L5L9WqNax3rUnNOldyToT6RgZObGNcRCbuUEsfrPxJyCEkdOmgw95MHagT+pDZs31qTbTThLVxE/LqVGb/sPrwyDsB7xv/4VNn4Txsp6ZN0nMj4xP7uXM+OZhR44sJHnRYLi1xYYeEO/YvZd7GT3v73rP3O79ZNpRlt6xhmy8FdBCpNFaq8+AcMZRsnO0sl/ElDl75rOnq3sZ/RYRvLWe919ZjSUmRh7f/j4YAzyVasM0IvPlQvHddEjQxx6L2mom6pEGGnxGXSMWMWTJ9AyB3m6Ln7Xaa/Rx8+ezBmWLfNIJlIrUqi0dBclbWub0dyOCRx547YTWNt+L7QTWsf7qfO66+R5c3aFoi9ezSQOM2ebAIHF+IC0LuYaxLva85Hhz+fpAKVvxgCzKbdP8gfTFjUqRA93MjUZNnkEWmhIOr1ccWJfFrtPop5jeCqgoLSM2BBXBDVw//Qxw89TKKmfnxkvIXz2HvOiDXhDn8eqpmB0Zfw5ktyA8IdzIc4KaUOmNRBDZIlLjJfTC9iF7s3h/ObSryHkUwU1ZX86HROUH721Zg2mmybSQTYZmib6af++q3jR2E8ro1jxlh+/5TOnhRjGJyL+S7fFsycUCfRwN4qmvBFqeGZxguHHcnX8DpBIo3Yyum/75KzMeJ1KFDbRetOpyJs+AVVC8wAS3+D7R6HnpJM5zjX3vu14ZjteHBnENMRRytkVkgWZ6JRgGZBgG0owGCB0x0f5IgCKiNo3EHFbkxoIsG+Wg/PCadC0Dr50gsb+ZZOiC2zDSkZaOA8ioq+K1NVn+s9a+BF3IktL7RtT0AFZ6JOU+NeVsPD5hlsVrcVqfQKXD8Z0ZL3I/Tc6xTCET0S2jzkh2NorwZuQowqiDcsOBkDKNM9HdAfAs/TH3a5/anhQDy5SawVPLeSOMc1VM3UGOjciJfQHk/dq0w0OCI9aB6nPy5FnH7gxdHIYen06qMYyjmvPmZes48ph52iITsAtiHePsvHMXCTX2sYOzt7DNnRnOVYb+ncXIIyIo96W0372Nxc8AlW4p9OAR6eNA1SZnCnzQBWkBMk+nqrQAUaex3rC+EknH478viCht9boRS3tyftPO4fz1sgLaDVWj9xVVr4eq6izZVgcD0I3efYyWNjdr0Fc82v8aMvHZbdzpOAhAn2XqKgnbFj9jftK563ZwkY0WdkSxXzDbENx2XA7enrw2aEe81pTXvnC5YNKQrFlXoO3roB2J6BVxfudyKOsyp11MYsv6PjMz153IdLgfk9ynnRC9mzPW9iuI0Nef0JTWfTMqXzC+YvIHXq/gFU+xEnnnrSMK2oRemyQ+Ny8M1dpTsB9nRL2KB/mmb3GYVvvN39U8FMhDiLobHVXwwtc3V/rkintELzS70uwS+sGzL6K4AtXUIzt6eLdad8O/H2QVO71g0ukGakLbDOmK9BtinS5Kb55eyfCN3OwZs87WN9AzskUNghReFfXgSHbtfjDXIAJtjproGfqkHpo14PB+knVicIXXHW0Luvhmksjdv+gWsxgMQIK9h4fcxNFCGmlxzH7FGcgrXlzxT8R+xD1C4wmREy3TIJkXkKqUULJ5VIZ1jG+YCouGYaJCGN+50tCc4cQtaiL4ItPE3T3WopCKBsJJTygrhUDClS2RK7L4IaBLpLuS2HCWiuFXpz+LEMh4VyKsuq2oNdYlivTIEoa1BbFnkBUR2MzowaQbbqTbWFgwTjYEvkfNeB45V8nD+z15txte1Lyb1wER+4bw5OsinlfObHGHH68owhbqw6IpI0NQZrqUQiDcghVfMRY8usRY24km7pxQa4j4XrZQDM2ueHTSCcERCSan8N5eaHIBbigral+CEaXSGnUa7EYdRCudh+8GM4/i8H3g61Cgl+aGMS+4fqMZtDAkezq4DAFPhadDHBI/ut60IdSnbx3A50P9OF6/ccvHjFnGA2+2M92TCoZBOs/r5hEVkQYNmZ6PX1IXS53rUX9SUaiW7Y2bD9/PytCHl9Szx3E/mr5Ug/Y9e/tVe6F4f5cw32CHn7Kf6Lv+fWqA9+8u7TD2gY3f9xExk0aZPd2hR/bfjWvQfXU9CWX3TTYTNF5kkfRse1+TgkqEl2NuEMOdEQre/8pPnQp7Y9SR8j5UyLJNk1t7d5okO0z8wygRyMOz1f027n84Rza1f/ycd/5mf/+ha/7dcBj4Fkp048wj8pRwXI/j+47jGe//iJ1Ypjac2zWqfyIZ4h/yLh0AMs9X6h3T/ihU4zSOOvCmhW46eKbsF2OXH33q1zjUDIXaFWm/37eK7Zcyaaz6NudenrZYRd7l3GfdhvgZkQCVGsfD8Kiq7Ls2U7/IIXhnLN5TUT7V1gN5kjrcruhkn+Y0pzbnKVuIQ2u+vDyry5A8dZg3Mm94FTNNYEYYgewgS1xuZLv+UyKkfERKfP56S676Ox7t6/0T95zqIFseydtq9v2+Fm0c+fzx0SCv5Mi7r+I9GfE1OxKGzNkJ5qCT/ciSpnb3HHo6yD7+mym1qt7B+Hyeho9iK+c9ON50nIT9fY+uu/k8TlZ9k2bNv0ZLx2vk/s/9FzrfhApPJKcFQs8MMt2C1x1LPXp1XTO3ubox2KJ2ghu0werMFKNZ3FFg3dfY+hb73eK+Xj+dhhw9aZVOR2lL8NvFQDvWA1Cn/rkt6WwLnp28JY38zQKA7dEbpjfQm/MEi9QpAXar55QAds1pO9KIkIbH1DUE1GWElWPVo7fSIdLFwUnCeTJEW1hqfLVbPhOmB40xSeQPl35GRNAWyPXmxkvrERmiI7pLguc5vw3nbaLmEQe+NQfG+ZCFTMU11nHD0zoZD2v93F17vcPT9gF4jczh6E5+ns70iBa0kJGzbN1FGCTxxXcCVRPBCZdRKyJkmXm6oKL9TA9UQqe74T6N84UYT1arYcjKMSUAJd7NAJSMoYcDRdwYn3ynQG0Z+VHyJvabpbxlP06nhnhX/t1Gm0IY8NKpo9N4UsdIdHKAYya5VjrCfhDcybNKLeTnUcmag9F/y/N7gTPSWM/QS2rtWq1DFWuFsFd9ku+V/jDARpK6kVnMjctxqYwNFG9DEmQ4jR98TdL5eMfS5fBvgFBmfnbPu6d1II3rwbcqEiOdEOlQ8/sLExVpQQcQJVPcXUfbJph4CjZjQ2wrncYjYpdYtz4NznBHyFHfmmiiaGT6PHSeUTeiT2NZCjw1nHY2/czxZkqsyXH4pnzNK4FDwaOmBRITrGht1tNz3tOsm999/pLSESNzRYB/01hd0W+yIQVMkWkYaVwX74d4Nhx39qW8cx5s8XlGQQgv0V8vSu5FlsPJQO4lak5EpnqxFgCkcFiSaxIp7LOvqiHy6qaoB7s0WoNlXd3x4oVEaXZBUoSpsfWFTUNO9Y60qP3bB5fUPGdkvd2K2AmHrp3CoO/pALX4R+4DdzRYOuHMgeYZ9SOzDLKnYDuZwm5EQ2Xkurft4AaxV7ANW3xOBxAwQFOknIjoOoGKZJN85si3IQHKCRiqGmWfYHOfdkKwRIfkd2CjXf8X8EqzX1g4Y8sNXS5YV0wXRJ9Z7ETlUbPFoxLamdYC5dBDEeoNZEWWLMjhi9XSO9NScPsGaN29mZtuqCqyngPV9QRywnSjd89z1QJ5B2e8qHRUYtcnhI7n99yw5jmzmnmxMpMnVE5cpbuia69IvznJCxCVz635JpJmLM08UsAarRtNFbHIh9YV1f+FtcaGF2lBviEoi92caBfPea/2D6Cj8oSnwvnFia0bpt2Rpg0yZLareF1EFbAz2o3WX9wTKV7U6maupBg3PG++53y7qacdMnFkejPf2F5MGrq8RqjPV+AL0p7inivYDdmuNP1BsxNLe6JxQvQb0jZWczT81l6dMTUFu9HsOx9GQrSpoKOFJ9kaXvvD0HKGeHGbhheGcb2tu1OFPLT5hl/sFgqOz4u2cyhqN4Qb0ryGhRWS5OR0KVdoN9a+OaPTq+cRTaSTPvv6KEjzPINrKMGJ4Fw40/Ai3SqKu4RWkF+c5nlB6GjkZW16dQG7vEaRpk4zY5EXGhcX5Rm+Kj1y0blDZJEzjQtt+e5zEMXivCC3YPIc6mswzR4GfZx5NnUlrtkXP5jheROVVzQUfbETwolmUTRNL4i80uQHBvTlSyjojsKUQP3cdEEIB5BB5tzL0DRVPxQoHZVWh0VpK7IswZjNGancsHaG9oxv8tc4f7ixSizD9F3YfXQNJXy+HpyiH9wpx98entU/x5SpwwM7h8Lja68KHlUbm9rKT+Y6ES4xwmwwKerDQHBIZWOHnw/ePY4rdnfP/u6557L7vA5IJVFl9+Tcjh0m+9Gde7VyakH2TwRR7vr17pIdjOGfPFrs706hXmfSVLYmBFpNyDjA2HRAGL0Mz6ONdZD4mSu7H+4jqpdJ8ct32UQJsTA9lWENmvJ3Z4RmpanIp8x263CP7Y4ei6PkhFSAYlxJG6XIsmutaO7Rvtv9m4c76HTka0669zEdU1TZNKcP6TuRVTIOHLu26+CS7xrOivvryLfu3/mhebFOSrMzYND5QEEmglDIombGZaKFBcmc5Ik0LGeFj08KiZjzHEawmvq5kGAWggtlOHpTjoqakDzI7g3ARRuF/h65pX2WIsw4V9C6o4sznUEipoiIW81xjil2o575c1hFzaUjqQqrpgHFxrxWQ9bjPtcF/OPxbr8S8JBIOyjaqCKP497aSZk/voxLubayIxNJZBLUGMbWP/bD4pAZnCW3lARghs9f+5mYzZqP7sgvjxth5uMTr3sgw3YNPdye7/V+lhyZcoZBiwl2IKYsHacSvHGHUpxcyA9kZfVlHsOjnXxkZ3fO42EIk4f6RfCy6u9RJt9Pkkz/ra7d3XFs48FvhagfMmcHL7Bjf+/n6A0OO55Y3fDWCrWYEs8RkBb5+DWi71rbaOlk7X62M7khEkAk8fzxJgar8yFJp4P5XmgayGbzFHBm34L+eiABFdGN1s6IOOqetvk5S6+ul4bzzyLCSvF0vx5BLGjW+GgnStZpgHgQMl2Jp2dSpK2xr1N24/yyBTI1jcPI4GHNz1Jp1NAADVjwb+EUnNMNgH6OEte3BawZJreoE+l7oRVvdf4u7QYR3S0xvwZ0m+gSodsXJHgNZnFWaljUd2MJfl8p4wLI167ugFGP+hA1tzTFWdB0obVMLRLRd7JNenVj4ZfYVx+cSSEMt/lvckjXZyf8vOGI05HGd2R+oAzb6UyYa/fEWRcJWhyaXUYuWqLYSdkleF3KLWi11d5y1hNo8dY8gwIt0MxMYI2MlJjQ/WTUvBVNpSFqMPKICKgiqyF35xoRkvLX3xMvotIw1Vq47JRwwqfxK4uyFwIfmI2UlcqlZO8CPON2G4/a2cmtdOZAOOji3aQeA/fO9uAZxUMdaOlPRuaBLoxaUQpMaadN8HTFzid82Llv3rnka7w7EeFQ9bSyLSK6qoAd6bhZDjZoGc/PemVFfaTTICPqYs2r1ojV+/b/hp4mgzCc/4jPkBxTHlXH9kAUl7uxz80zQvhXufYp7y6hc+3pLOtVDGdRODBsGPNHGupp/g0GACXXOfd39jEMwpP+IdNe8blqu/YGoCQcZJEWTHIPZeTsbj4HPx2RF3lZOE/TyRObfHfWKsWl1sE/+tjJOnxdrudbOzk1yx94GnqXk81OiJ2h/cSj0KLOiuG8CKVqbWT6wIgGMa4hppyXSI45I6PkOealk2nO9hrGExB23MqM4bVrSwczsNYqys+ay+pFDevGdhOaCW0JvU5PnmJYQMRYlrNH7AGwhV34Fs6HE7ot6K3RN3GQOCdUT3iKfK8Z5VkCQK3jNVz/CD76a/Tb7b2mXpcXCfAvFqzM65qUztQaQha7TqeQ/5OS7b4WDryNubJWe9jkJ1W2wBrG19AlzqHHdtzxl+0tcay4IHoha9D4UkSqpyizoCELmj15W+027n3n+mtOCBT4AVyQ2z+BC2158rCYZUOWaxzW3FsiesaL/brx1hnjidZOqHV3WATCQmTB0xQlr+20CL/zYlUND5ULw6ZdMVXUjLa4QRT5BZFnVH9i+kLLquCykEUylEYzF8aCsXDD5Epvry7S02PVHFHdI8pi3dzo3iyUW54x8doEKq5sufeKMCI7QtuRSiumr5h+R1miZkQDcUHZwkvKcsLYUPU5Vnl2o7794gJXr0gY4Zv4NlfrdJMwSDuTE/WID4l0TYbRLVNb9RAyrgyWQ4QrIo1VnsNo4KG1XbwwsvBLEF0g8fvvoN+hv9D6nzT5SmsrwjPYbzTbWO0J44LJn24wFg8VbT0iDd67JDdXCLLyArpC7HU03OPdQvmTEHgmgsqCyorUJt0iGsRTKpmsXicjaEnotMUdL5oyiNUF4vKKoCwC2ELn5nUGmgtGszNmJxpXWoRJtjjYmy0Iq0c0iCuQirGZ10ZYeAoW8wOjuxOLhvXN8SKrHxDEFlqkwVqaO0iUE1mcUw10a0hrtGVF5EJrL7HvFheOhZLIIl0LHqb8HbPOIhk1EqhmO/la2484A11QeUH4igSdOKoL0A2RK629ekqz5RsYtIhkkVByexwyhGswt0lQigWvuKGR47t0VM/l5MxcL2S+W5PVURFBw64weNFwyfFYCuyPruORNw7Ps3Fhf2p+v60S/n/l+qsPDCVwCo6MT+1wx4NXyGQs2H05If2mr4a+k23v+1tNydyT+ZLpRpvuu+/avvMHxerhd8dhHJWxw2OMOaveHZZMjr9URMiEDXuk6L97peKb/coD5ThkDCPYfMDNv3Pe5oPfQQkto9xsND9ex09TkYaBJsxb86jtB71KS2PmEXs2GYgDsZ51bMa4pqHv3m/15UAa751fx8gb28379J4dLb8xVpvbftQPHvyc7pfJSVYHzsMzclgv8lATP3d8RcJvdOz7fKCoOxk7m8db7NFlQhWKvjNGarSZB7wsohmReRPqz1jJ3LujSLNVG/s1SN7LmI/MiVrorilVlMX30ov+xiDzWRnoswGf8zWZir1aoHNTH3AZ1UlktKcjSpCARLdnJ038HnIGzd/niU/kOUVTpkHZZRDMA9YwGs3OvWmBxnzu9nK0UwfsnOv83vDUV8v0bDhxqqnMK783eiQHz1yzRNh1FuF2Gm+1H3Ne7uz9b1x7h82D62E7D2Twp4n83d7sXmc8+OPQn8Hhh0StB2bZU9EkuTMleOTxvW+5C+e9mM+/lawjvk/+PBmNZMdzZHff7vlJNhYbupNhtr+d4yp8QARvCfJHLO7hB6P9d9+0rDUAyUjwQpsvUQ8sgFbmRYibBMBJA7XZMu2HG/69OLRiSw++7AYSUQfNSTghUD/fdZ6xtpB5mcVeEHXDv7TQ0YUwlG9+NjaBJYwkhQrdsH51W0xzI2LxxzDQSI98zuJFsh3WuZdlu7Q5TVGUZmd3fBBV+yQRvZruZHrwVxWPWViiDclzeNJSc2OqikGmNCIiNwq5SvDaSDvUMt1dAxVfC1J3EbAnzLx34ClgBaFbGG6PBo0saN02kO7ziUDWyGgWAQ9xJq7zTxjLJJGbYTTB8OwN7/MZqelusW6uiw2feUa5RLqM5PnlcM5IhZShAa4s+WiUEyJaGPqC2xf8Vhn/DAhbh6c6Ojnt573phNAGLSImZOIvBmkXGOekAIBGCq40cuW8FVYhkdGaNTky1WPaXg573iaGEuu/n+Ah31wXl+GEaLG/ygDrzg+J9MXF17KvNQ7/eWRzO4O5zfI+/56fGAY/5mi9MIBWGsgdH4+USZZpq7KIdBgBq4bpO5c8MfS11A/U3yuCRA1JLJ1fCdJJw6/lRE5tzg6BpMPJwTmflVM3KL3A10cenm0HTdZpIB30ieB2paLmdegWuV66m/9Cz0s4IXK/ZPRSGMCB4AGTg6X+vjBoMl/tz45+p5pigxZ2e3CiKcMd0jMoTEKnpE1TO01QFVmOM9tUK81lcMrbGQgFYw1zr89O2Hmd0uFh+/vnIdxFez+4wvkiCWyprBNhX5HnuC9rxV6iu9GvKD4NN5d3zSPiPXomZIC4PmztFHx5AjABhhdPRl4oR0RFyguVJjYccVKF5xMMEuIhHLRzVJRFkSKNtEm65HlhGQ4McZtya15H1wQaV4Qr6An64pk6AmBs2lBzIIDYBZEbVbtOiHPFBvx0nYBfMZbI7qKoukNtEQesu9MAsN8xXlw3kIxM8KgKKbpP2g9nVqbHbRfchpdF7D0dU0b/CUrWUHKwddLSn0ikeKwaKyKIvTqvMcIuJyAnLwxv6Yx1J6EU6Pey3wNvXJ92QlTYhvjiyvILwjNd/k6XL+jVjdqLLqy2gJzQtqJ4zno3vSpNO7L9cOaUTveWhzJHX0kyHMk8i46Us77Fmc7DrxZxkLinKIqQG36i5ikvFzuDeeGRRRTFEf8DrGaYLKic8LoLHUf+KWI/QzGKCbDIP0YiAa9gPykHOILa6h5fvWDWPJVNa+4AaYYuNydo3eLA7OiXjhd0cS9ko+lvgKNzHFX5M7xNyd08356GHm2yYHJ2I+0qWH9Cu6dKarbiaXxeShiYwpbhhhHOo3zH1R/fCIs+I3wBeQbp6LJCW3yTmTsmrJ0x/jvI/wgF7ie0C8h3PILgK2YrrTvj2VJJk7/xkbKn6XQQN4SUSmwnn7PIPYec6GQEx3Ogbc0PBUsUjMERil4YXEhERdZSX9QZukoLJSSNIHF/h0Q5mdywHoq8nZBmKI5GQiIvrL8xaDIUB2kgSuNEVonAhGbXoHlXDBe+4Cm5gmGr74DVjCZGN7ygdkbrWNpHmjsKG9BeMTq9n3HnzBffu8sfiGnodI1l+eJ7Ow6zjREybIDaT8xewDbEPFKpNRBbw8myuMCQji1XMEH1a4iC7kyswoZ9HTIxCHgkjju2IooFnN7agsjFPcE9nCh5uBIvAl8hjrZ6YVzLQn7CGkpDMkM9Ij8O1+CTB5oMZOkcIDzfuUtv8rjlatzBgLNiM265/yCViM9eIxrAw+GcT8xAw70hYfrL5nfZ/qft+1s6WvGh+Zm7Lr3Z13p1tT5+G/0bhp39KB7M4aOr0Ku2a4HDX8eRD2Ut+oA9XIo758XHPdo97Q+lUpVKs+4aGj033h379PGdkboOTEdanRFI/pUfyvW44t6//XSOdgVQDRt30h9hFLMxzHm1kz7N20lEe9JVAWj3GvRBiY69lYrr3R5+RIC5pm9dhzm2Y6zGsWm7+25PF61kbnVSfL3Hfp3343zdUeaD9mV/61uXRD7aOjjDKOQIiaBzcow1wMZ0FL3GoatyrSe9LSTGPRGW44CXi5lh0hNScHeQdVpyJJIrv2UY30VbEAedaQ40leLR/8ETQzbmO8IQJ4gfSCaUO6G0F3qtirYlwCPpzyhnSkUdxZzIOFz6G+OwmGHhdlyz6K+BHzBybuNQGXukjC41pcZAJaa+nGPcGIYunxs3XOaMuCyWosPQM4vXpcFE2BeW837t6xa8c+2Z6jzoN2hW3vtytCl5j9x//PD9D/+8f3a+YbfdR9K/3W0lYC3Jd9+94/2P9IUd73uvp4MHuhPO+W8iR0dUUD7vyN2RWuw44lmGH69jv49/f+LK7lafYsVmGfLgnbvn4b7rx9dsnvfbzEFmvrODbpOvAS3S1Sy2IepGFRP1M0zQfDM3pnrKnwaL662S9c+K/YQxcYn4wKiF5JG3ATxbFmgWxhfBI8Ke8XOkhF3ate4qpmzhxJTmKFNpYRtQquZORWClgTNkr0WNCQJFagDPIBsSvMBC9vh4Yv0lYqIlDE9i7qRBscxJrcMoXHzVJPJLO8DLz95fR6ScCRbx3s4ufVwma6ge3c/KvYOtmH2LOXXjosol+janojDKmZtE0Zj4GFQee7v5PzbUtjgfnJjMo2TkiKZnIXOUv0dvlaoq5iTQrpWGMJD8lb9+0mEdWLHU/ISwG1u22EPyXKUcGAYOrpqcm9V2Rg4S/CHm1qYCpGFrqAWp2lKps6WTJtI1B9hv5MmfHedW9DMi/Hr0TZnrII08/pODwyZQScmY0eZ4R9JpTodQBd+FogmL/WVloM2zXqQgLLmc/DplIniamZTTqQfYGHeJv4z4yMXK90QUv8U6pNMNjb+XcGoG0BZibYyRBu2dazcHqTfNoJfgcxjIhYo1zLO3McaU/2Q/10OcZrvp0PG1lblWypyyTGAGoNTUzAbwjM5MFYf8M+VVODDzvtrbST9e86fsKLje46ue8zyBKyTpOEE1mUZp0PKQZrln8tdcl6SrA83jc5K8ppwOcxRCORHa/l+dwXLN53ZtGnM+r9Pnbbx+5k8yz1X2f9YxGjuH2Wf0tgKObIzoDXHHM094ZNQLyFPY4k5g33CnmDtYpPofNRrwSDSL+nDSfH6qXkjRjzs+vKZbyMBsRxx87lkCDnPbFJGs/+HjbBGl6JF5K9jq/NcM7Ird/g+qjS5nLzT9emZZF6wvtMVAf7AszdMjtqAEg01vqELvN4+u7A30DP2K9Ve0foJp1FTwP/AaGJB1GkzdOeb42xFpVLpc1Ihwh8MV5KuDbm3FOCMVhUDgjFJv3wa/M48WsYyA4+/MTnDjeawdQqU/s1uANBy07bSzsouSMpdnrjcI0iLa0Yh9mOv3/vV5J0QJCWdKTTyE8Wa/oXyB2xV65yQLqwi39Qtbe6YjqImHnJgjxZftgqxCa1k0ZHUBs3n+Rw/jUDfEioeamUk4IRwtDcoqixdkU1c21bz4si5f6MuTKx36TJMrTV5BOp0XSjjKirVnPD7gFM6J7widlkb/8C6n9014RmiofUf4gbYFlYXOE2orTTd3MmS4UuTLd93oCc9hdw1mEcV3WYOXuEBu+qsTQgvknv70zR+Ibgvlwja8EPWywHL2sNSTeZSDDfS7cKXxGjxocSdN5NRbi1Dco34rheU3mrkSiyi6uNLe7JXGDTeCnzD5GyZ/Q+1/IvanM4MTzpjs726w1nAARX5PL2j9Pr31SOPTwhHheUTF6zIgKFeylgGsrJxYeHLEk0aah5ZKGLgTLMPErlTRNWteD0QkiiHrEMoWaCMFT48Vhdf0GdMTy+p9atLCwxgHv3C4peIp+Jr476uz38ixLJMTQuLgYDQ2uaGoZ48ww5N4dTZ1Ruqptp7oBpvBIo2lLe4Eaq+YGqpnRM609gXhFZE/MFP01kBWhJMfmEIRzN/VMlnTT4yOqId6tuUcB54IffMqF668yA1TQbcvaORnNWm0NdEhPvctwhm9rsUCPMXhJBhve0ZsxeyCcMX0yRXMAlg5U/U8vs0dcBFq3WwlsV6+t774eskL+0P+8Xrwnex/KQVqlvE27pvJed9aGq3yS6uG5vsG4jz/M1tB7OF+scNfcte5VNDz8VC8j97pcjZMaPdsaTL03r15imY4pkT6cIM/aC/fvYsyAAb0+Xgd3jlruXVLKmpv9Mfmr+IPmd8pD258YEya+/vRNS/27oDQycOJMaGsZ0X1QJf7cSTd5JOJ6prf+dHc5Lj3dASDDAelhQEsnLdIos6lyNh5m1XT1YP8z3wg2e3S3DeyP5vu9o0cliKV+EdXvEvmdZXDs4e2ah6O6237PwtVuJ/HQiza/Vw+7N/8LPvZyM/3NHj87fElLZEqYz+5/TQOlDoflA7/5j21o6N865CjOZ1OF2E0muZ6Z8gPp3zRfx2M51Elul+Yw+4L9ZpUnsac+nhyLuAh2lLjhDLKl8FkHGgs31lODzck1ME2IkoyhUnuu0zdVSjDeZw5dsY8JoKWWVeYa2RIFhjNx+YDbDgQLMPd00CZdJNGxDxEj5zdY016dacMLJXiIYwPqReMTjAiWN67doxqjCmfSwNQ0dln+KZRfK143ehJRmLtWObx8fn7w5dDfh2MgvG775fkEXLYEw9eFf9JuTuP4bHDIWVg7tH9AKod8e8GwGDer8lrfC+VU/f4qt24s117Y84+Wut3Ltn/UfK9PBHvrfugkHfv0wu+b2P/JhFoIk8ToOYfN7sifaO37ilVZUGbo7ixxRE9W8iyMmLdYquGPGqrg8oi93XZ3EIP9TQO5jqt9GAlDcJRQNsQuYXT39/bbSXTxfkh/+yR7BmxIANV7evsBgwNHuf7tMW57wlHTipiHqHvhoncu7fSFXy6BD8PPGEMlKU1PzMurJPoSh5IRITcKu2CyC84SM/bVntFzfD0iuM9ziNvHi2iF7BnN2iJYVFfA/GacRZ1iCQjHywLY87yxXm1i5I0aXiueBNHyTc7BSBvr/84J/U5bPYZo3A+Gu8k5V6kFcTYpRyU5Cipl7VgG/H3xJcSKV4ObbS2vKcWy31wowAgwEDIp5G/O+2Z1xO0KFYrE0gOVaRpgN+WmLdIq0SiWyPCAKEib0q+5c8x/85Den0/HBC5NtO4IAyCjV3tsHmi7RZ8PWtIJAA06Tba1zCUZToRiULtuacrvaNRE1o8KGVnyvdYjqqFEfcS+elrs2eKsllP6bGvZ4NoOgmGE6LOU3fnqgeXZUFjpvkfKbLccJtpinOtYp+VvJCxVmmnkKlNH3AUdDesarFmG8sgteQ39XvS4UF+yDzPOZYUa7EWdS5IBynDD6Lxn3YrmVfvijYG4CXpT2sdR4HmpNXJoZZngHTEaTpZ8r7Uq/bm0ZFM8hiFQI2l4rjLUBtp4XK+yt6SDydINRsi+pUAk7X2jdQ+iDEEn3DWOu3DBAqliL0DKLxz1T3uhDAN+6ecoCmo1+8tpL85yt6mBnwls7C82+csZWCuobizofR+w4HU4ZxwG1NMh6QNLyPEgo9G+8JGE7c3eWq05F9C1hAqsFDMrd1+gjY2+YWmK7KAbiuqAbTlBV0VOT3BstDMI/1Ub6huaO/uhIiMP+gN7RvWb9h2wXRB9RnU++ORfx6tYeKOMbMAvGvS0+S8NeKccwK5Ilx8foRwRJwdiEKA/Zr5OUejvp+EfVHW4j8O6vqtSLYASIQNPtcTt69h+c5IwSQrVYMj9QBzILKJp1z31OupW6wfkhv8lXRMkS+/tYu/SKOzET4oy4Y0FzxuxPRisg03ImKe67LJiUW++qDUQ6SUl/BIC80arTsigyU2VvOwNU0uZhnGtoIuWPeNqhEaKnZh0RuNF4QFVeOWHtfIy6erE7LiBTusr/GG5HKRVofwBIs6AM9S6fsGttLlhraO6SvYixOVGcqGtUDU21fPP9Ykhp2oNS8M7GmZQNrIb+jhwze0B2rNOsIZWkRuyBIFoAWRG40fWP8CfMX0hnIJ58jZN7T+DReaXvhH9R+AoaTDJ4Us/vdywTDMfE4xQzo0uSFyDYHVMb2gGnlM7RtinYWLr1PkNeqyoaaFPNTk5e9c0gJtpOfYwO6pyyIuq5zICu++5j9xb6FEUZkzaotnKhM3TJukw8fH2vBC4cotBPqJOaefF4VuwdoV4cUdIktDlkz547NaaN5EmCbChEBi2QayskUeOA3hKPwMOeFeY43oC5HvtKSPMLLke7RL1AWJAttmiLzgUT7ioTm6gEaNlAxNT8RPU2Cj20/c+PAFr/NwDUF3C4Z9IxVaC+cX3cOmHdS7gbywC4lsvn9aGDUkcqprCG/bCfaO8hLEkF5wZ74t8tSZnTBbnfbl7CmpbPjOnRFmAR9Hu6ncipY9nNjTaX3u2pt+D1/Vz1J+8mz0kKDt7tH5tt0Td4/bO999dNnoW3QwVaTSSR6+z+q3fTdKm9l9YfM9wu6evSPhsSQ6dkEe/vXgrjcE29B3j+/8eALHmue8eWM7h409eEKm++9vev9tR+TX9N3jKJvgBTAN9tC/gsfp9OHcv+nmmQ4iPDANVwOZlP9k10JSVSnv0zDGOqRClW3kASHHcqCnI9neXVNUwWFadm0VLR4/z1mdBNDOERMKciDv9wevqVN1v4x+T7Nyv/8OA5ru3xskB/LK7uhq7oNMPz/BHMq4kijSjHYZxuZaxxlZJkIVLyxE5DRvIRln3vH2PsjaGtO/Gl9joHcoekngi/sDs18STgWhDomV4sl20y3TO1Lh3p/DZqeEt+O/RRoqjz2O54fyXetqBrJFf1a/J1N+1IE3oy9jB9k8BzkvOtqe+Wi+vxyVfeq74AdUA93i0VBI0mFR92YKkAzNzjmf0YU6vR8wKee+s5WZn3zE446c/EAbtt+i2erjp9/4dHhED/3e85SxXhHV9pm2H31/FIozr022kJFfhx7cz9f9/Nn+P3fvv+Pi5gaJzG/tKYfG2qh1TKOI8JTLfD+Muad7eeNTduRhH82TPfhrfCbTfx/dP9817Cbvv1MiKkok0a6+13cphJrvBzfSdz+bRV0I0UjPmxFaAqzmoKCIyPcIeXFQk4iDYJjTPGSkQEZDRFRCHsZnA2hETZQurmksCIDZ+ow7FCzseBJ7MVKoVnq7iR+VHFKItAlY1gixGJuidkPYwimx4unowgAd99RYYjzjD0HTWGSekaDhjhXTRHEawmXQXKRBcePHkyNG7RyOlebG46zFkVEXlnnbA5lZ9QCCTzXzZ3usmboRtvi9nPCUgcNQi654+tonvKCp15FoZVB/8alNJ/U7l2kaWUbxVdmFHIejPGmMjLxLJL1RdabaTgHDc+DPey3ldRj87tDis8FV2PHzWqvQu8QNYTLRKpZIZdk/l8734vkwnPKTE8LAazVuQ51LthwOBkKPEBMvyDxFXme6xMidUnvCZWnqIElLtQIMms/UZOb9kHB8FMsIZ8RO92AvUzMCMiJMZMcTmXhkzu0yzXeCR1N3cUefp4fKVGoj1VbpBHV9fCZ1oKIxihNPkTQCs0FcZOjHvvcTPLF3/hRCvqZynlOPhrYac855q/da8lrikdIhcm6iBwUWmejm7lzC9Pck5yoaNXW71N0mnlRAMW/X0hG3S1uZzofYXzlnk55YzWVXkuYq7/70vnLMzDrBoCfZjc91Nj9vJ1gnotJKGka/bZrDAuvYjs/vnJNptI50V34donky4q0cJHOU++NLeI73vlJFijNlkgpe4zb2Zbt5fm01PDuFOzCt0n35XFlEpHnqvOSZC8IJ1+8ztVbIxpBTNYe7dNrpCIRMV+imxlQq4wRrTjMV0asB6Mm0qnbFusAmWPfcGa2t6LbQlhPWb7TFaCf1otV2Q0zpapHJ8YTaGdsU277Tt1f6zWsU29Y8g4m+us2zR30gt0IOR5xm7dlMSZs8LOfBs+VY1kOp6PWQJ6kzCEFPaV8zysgae0HaT9+79iWeyTUKpz+ZdvXq81Py6owDhSPzDG6Ldp3oNrENj4hw3h17WZ8+oDa/Pu2EsPYnIkZrV2dw27+DPUUozBVZOtKcUD3tljqqg2eWQlp1mqwsbUVl88gF+0k3dxZ4zsonRL85rS3mTL1l3rsoAm2BE9VEryzueVo6XZTGC4uZo+hNURY2PdE4sfCMLQu2eviuOxzFQ2dSaRUD3NmyiOe97wuoiBOuZbHor3T7g24/kf6K6GspzdrObO3mCmmkC1gkM15mnsUrcKK1r05YzXePIZh1rt3DUTNoV9ozyEIXoYsgy2sYbC+svGD9Cdu+0tufaHv1TS4LTVdW+3ts7J+48+M/MQxtJ9+4WXxIAFG6vLoipc6Imy3u1VuutHZ1wpUNsyesn53d2y+09gOz7xivoH9iNFRW/z7ysFX2rXcuacGgwiPcbUJSYSxyYpWVvni6HbOfqHUaJ0ROoLEJxFhDIVQJpBBnpzdOYDfUfnjLUavDDdsgUaRbZcGkhxjeWJaGyDlcCQo9DW0h+AWPYjF3dIkZzW4YjVtzJwQa+0Z+d7q3fwNOdDlhGItcaLwUo1HOdBZUBevOSFs4vFYzjD9R+U9Mn9H+C2ILzb6QhZpojvgiIo3MlM53zM609nfEVqTfgi5DAATzMzGsLb7f+wmNqBlho7Wr01EYBdriyscSKAQJw0kicnRxb7A7qjrKJdb1N7zQtRfGJvJnqnn4GfaE8OzFuQMtZs0PXk6jHhFhsqHyCiK0YOqir+yNE5+7KopxfML45I32bPpFXCR+JPgfPf7wmbfP7Lv7h6E2FZ2DcSEOMceIiJ0RDylZX9+9NeY6FO1HMBS7vYHj8TV/n8adYbaYgjXqezu8xf+y+u7Y3P0fdj/Ru3Hkv1lpHK3Y9EcZTeTu7Q+ufPBwCJkbrH7loTMPoTI+PmrSo2f+z1JBHc+la3SMrU2/j7Z2KUjuDOLz82PtbbdubshxM7tO7U8ooWx/3mf5e3a7/pi+f2uO5f5TufttNroQE4yQAAEAAElEQVRHH3Z0ZaGg5f4QMmrO98do0WpNjofkMYf5xrn/+a3s7mW6dyKm6tdYV480yLWZaOLNKxF44eCOEP9K95grZ26srqi0CumPkHaZ+lF8Jw9/YaiLw0JFH7QcdMyRzYfpbC8NCT0MWHGYm9IOuDM5kYeZ6zWNFXGISfRTFmnL/9ZBLhTtMmrE+Kd0T9biPabjDCstDlm5FsYw6uaB8BQI7zxo5MHbD00T1ZBOIF/aRL2NuXP6nPZk0VxGRvj4PIQ7IzvNDZwm+MHBUxjk2vjB+nma9yTEKHKdxf/SiVGGmkDbBfHu9/L7V8mdWY7MLLeIfmbus4x9i659rQZPtNHuXeOzM3zmjbPgfOM9hy7sDYQPnqrlOkqL+cqc17um7qf0LvoxeEh9bmR6AjA06hMUr1Sl6iDYVMh8clS8tYq7bz8juh88fbzu5mM37lk/+SvaEkh3/p1Gq4zi9f83z9crgtgTbl7raKU4MURXT8MkkZanqT9jRtMrRvd5RLDFkZeLQTo33NHp6W/EzmS9B/HOuDGkdW93RgfH/kyjVH4v8uzahrp8aIiDfyqVg/NKd1qoA+RKAYlUGQZNnmisAYrKAt1XCBSmtMVRkkT6KSAjuRJV24LUrPlOVsX3vzrv0EQba8gpUZAL2MUNJ7kPxJ0AmGcnQFYk+KzhBZXhu3fBUt5G7vFE3jZHs8sSOos6L3MbgIXsN5DF62nYDU95G/YBcWOKiEC7hJ6W0RSX2BrpoH3nMq9jKc0dDGIZgZM0nG3G2sop5t/RvWkXocU/y3RI3dcHcedQ6R2TrnR0esbaVkQjV4i83YBHj9jsiLNwRGSKlHQAjXNapa6RqHuSkXxzZKBpODHinQEU8HYiNaMm8paiDQnH6YhCgHTK+PicDi2dLRL8rlDhKXNzTsKJIleQ29CnClTge3N2/HuUz0JFReoMGsx3x78hQhgG+fHugV7uLoPbLfZzR6p/uYZjLWYD9IfMtfTFNACO/O2uI0c/nOGQNTBHMeB0HuQcJl3ZaF8sVM2khRZ63ZxSs4F9YUR9MPHwpI2MBhq6dvH30vvms+mD+0q/TEdHGEntREbSVvuS8MakkdjvJlOfUr9KwM/8ztxPRz1Fg09mWstocwYJxX9dVU49MvuQ9Ba1FAoYkvQLaRy2XR9xfsgy6fcp7ye9jdH+cO5I8NkcQ9D+fHaTKZLijUv44n2R72P9pQ1nsJxiOBu0izshDDLNqqPyPdNIORMtirgvN8qwbWngTseeDv5GFJNPUIcFOLjN+y5/jzSGFYXsjsd0xZlGCqEoio2Gc1g9GrBfFZHF/YjtxLKtyLLRr27PXk4OHneAAWjUIVZ5wuQr1r9j2x9Y7+htw7q5E8I6ahefNw0wb5w/ErhgesNTzX8JGrqGwyF5xK9gZ5QrZlsVyvY055kVJ881GQERtNqfip+5Y+G7T5lGpGLUjvAaz1s4jY3hOFqDtz4DTxhXTIxmG6IbJheMH9BOSHM7o9hXqmiS+bs+o899PhIiEF1dn1zw2ho89RYo8+ZGRpQmhtl3kFews6M45AXkgkYqnCqQxZkTvwKCRMhfX76HXAjG30/ACeuRCy681l4LQdB2cyEgVxo3Fj2xyCl4gRTjN8RDaHVDbo7AVgMvzntFSMVFMMkiHpHrsIdH1syJvz3H9D274skGchuKGSeaev5PkYsLv+ZhsZ4eIcIEafRuiHSaXLyXS4tNfPbUQvIdjfoHIhEyqX7wJSI73Fi/gf0AvXmfRLAGykZvrz4WLuH8fw4FMUS6favxOZP0aAEJVE6mOLBIjeVRKGugGF6KYbuD1FFHqIf4mMShuuFEKmdGEb03yK2/xG8uYKWEjW865czG8LL65jRMnjH5hvGEyDNwpRey3+muW3PRbDeEWxjLhGaOIFJpATy5jnYxTFZPu8USvN0FgWbYqjQQD+1eQrFvk7HCIwz+9DVuG2in64JMglvlgonSQunWYDJii+e1lQ5LKI3h6bYMWY0QuSYZZBzhUbhXf+lunPBwyzjgoDT5w5V3eWEoLuAFf04g5xjXDeEC5uXURVINiwNZKL0jFDHRBHFAFglEpZGFpTxEOpEZrsxp6+4UYfH+R2iZ6Qm1iDhKvSVy97pQ85RpJl53Q80dHVIKyV+5xunbfzvS63w6f0DLDy0UMv2Vbe9vfH9X2Jt3+Ddzfz9qByqs/uHdVkpaHjB2fahHPhIyj3uyn7mh2NVvNt+VX8juaZm/Yp5Tn9f7dDZv96e+c8k9fRY93DmxhDfPqqnwvXfNOep370ll2Ljr55yLtZTQ4wwclNQay/6+HRXdOefGvXXYsz2d+lLM7WZTeZBLg/MR9ZSq+/T33fsnt9381eyVeHsb7O+pv8d82m7u7NCHMfaRemVuTPb08TBF2KPrEbXf9+/RoXQ/1On5aT88pvP5ynoMaTTz91gZx/P5RF7G4cfCGEH8zXQQq+lJOrBpx2W4dEiZ5B9lUMhDchufVxQOFHKwhpiHrH2asr2zVcZ67CKMIBFjY74CBBKRC+NOCzExp76IMdfjg14s2wYy0mCgUxPddthzEWGwp6lEjOZBNNYgU4/sEK9M858OmzC/zHs9+uiyeBn/0ulSTqF0koy97p3Ng3v2dTrsfsjzD9cUtfAY2X6M+3pEz4PW97GKYx7fYgtz2wOIa4dv5ycf8Ro7fD/fdXirzXc8uqbP3xQkEnsi/5xkXvAkJ6PQ13Q47ZwWoh5ERfQkUGbuwXHMh/ePgfyFa9q7Nn/CO2Rzr4HMmtJ79OYR05Tj1CNCnI5NzItJC1hGNQcfkNrrG8YrGS0sCNJHAh1PF+NgJAvEoskW54PYQ5qFkbPAdfRNPN2NtVs4NzPtjZ8Tonk8SuMwD5HCSHWcXbPfYuJn4h1NpAEyjeJbgLNy7RX05AZuUTfqqBfoljKQuDZvAZ6yLLzcgrdozHU6ilsADSKSwt8TPdqRVp71AdncuBT0mTUFMhpMIqWGTamRjFQ3gpdJg+bpljTJ1DLtRM59rl0YwwQcubnFtEk4XzJqzRv6kNyzHsgwc0HqWrseR/SZZYqjWS9LOZXyL42Djpqfc9HnOVOKbyWfH39XLbFwfKdjpJjFrKdIytm9wXREwGb/Z6e7MCIhU14fdU9vz3dX7rPsg4yfHOW8I/0txwHsZc1bK5I7Ztxbuodl2qtwVOcaC04PAYjzx1K3iDZt3r9GOlJGZEaua6YFaxHBkf0IRxMpu3NucvpyPY46ylvDzHHmeiT/GCdSkwSlTPOdBZwBmYElpc+MqJhohNQzhszPzZWODCD1vGP6vtI9jqCmfMc6fT6AF5maaIjBUkAYDpTst382dMBZN8l7BiJ/t+eA++ixbFundnSai3mA83Ozo2m+8j3zOHOvpxyKtoq0H+lU+f6kuWjPhtNrvC/XfdKBq97L1OcDS37rGts69kx7ARO8bpHXDa15jnXxLdOj/XAEkQ5SGEXEU7+M6L9y2M60SYBgEziR8xTOL4FRpNm/LLXGMnpRSDBxOTHVs3VkmtjioeUYDMfH9j1A7ea+ly5h51Ia5inbTTBWjBXVH5j+7r7lzRx4sKVrSSb60uChgtdDNUR+4jbbjIhYQv7lWSppaEXkC8KJlk6GmrvQD3L/RYRTyTg5xSy6TQz5QQHeMbANC1q2oBlj1D1x567TnEQAgF8Na2nHTdByOJ5ZfH7kPNp55/p8JARnsMam35zIwouz2IUmGx0vmqHSMdtisDfce/qM52Z3b7Wjd76A/Y0mjRUvINvxAly9/RPBaOExM/2F4c1VbAkCac6MNntB5crCjcbGyX7jpE9strDp6iiKpaMopu6oaLcIwQyvuZuhlVU7Is1zhtLobQvF9Bbo9Z++UMv/cEeE/hJFt64gr5icvN6Cnlk2d6pkGh9HotxoyzUWqXtxlN793fIHTWBZfwVZEXMkf+d34MIaKBnbllAovSgw4Wyg38D+6dEROCJEmxOSrn/4tjB1gpS/42jxSwjtZzChm+P7E2HVIp+wthdMbpidPATWTi6IbUPsB6Uqd6NtXhSb9sUNUovXgnAI0YrIbwz0xuNLbn+6EF1/BVloFimewnjR+crGiWY/aVwRCYW4fUXl36CdaHbCFDb7GczPFWvFkUHNrjTZkCXSGumrM9vlq69b+0lDg84oVL5WEbxkajcPKZMnkGeaCYsG0kk8aqCz4UXPXxGBRRZ3WJojUpbIq975CXRscedI35zBnFgQVlpTVDxaQSLcXi0K7bVGC0OTSBSgA193hdafgY0eRccagCgs/3DlNJx7zZ4RVqQ9I5xQeUJYaPxvRP+J8QXlS6gILWS2M0bRRLUEc7KIDpLVnWKZFi0MNI1ffE67YXbD1gsmG4v9AvZEk+8gF9Qaqk+ofcf4EzgjgWySJnEIOeMprU6gr0j3uWx/Ab05MTxKbJcAf+OgfvzoET2HwmF1knj//rxhoGZs+lzG76V8TgejOrCM/o8mj8/PCuB+SIUcuTPqPer8XnE9okbfHOVu+iRQpIdnJgPi3L+72hZ5zw4lPvf9rb4c2/mAVg4pmuzhPLx3zU6IVC5lUl5dwRirlEibGT1/RPjKRAPzoXNWnqmf4+k35nBW1POdwqT8z23ObgVjHFiPjr88LM/K5fyucf+Ofnbo3bHGclzbB9M+jCLToWh3qJkOvPFj3jrjvYcrFODR1nGPHO+d/ri7bT6weSe838MALQ9WajzzwWWn+Dmj0Zz/VjoRA8n8s0WHrzDVr0pO5P0byqgr1KH8Tk5s50tuAJJdtELHncXL4Is5lxWJOh8yYeT4zY+DLgTXR2U+rKVxPpT0XSoLxiGnwrwn1GYt/lJKefGjCVGZjoSx3wJYEkX4xtpYDWEXKZTzVyleMmd7vipRXmmwFP8501uhl/IAsmP0493iiOhCPqceHSk5xj5PsghDy5yOo5B6nzrKPvhoyIa37nssY4/XFOEyOjyetgdyYZc6gTCyJr2MNz8ewzv8PKKWZZZPb97/SMbMMvPR3Ue+YmRaCkcYpqGN0N/Gw1ZG3oxU0mrLt9y0v+y4DjLuezzww98Pxm7HUb09jx+t+Ht3yOK8TW0bRm0L85oZlZaJyGfcrFiBRCoIlSvI6qg+W2nbqbaE0GjtNBnhFdqPQA+H8WezOEMlLUadMrmBdKS9Qrt6fm07YfYMfHHE/uLoVdF5D0c0ngnqBzh0cd63xHqLBep1iQiBANwQeaNVPELZLGrp6DOiz77cC6A3jEsAbb3PtKyLGPImIzpyx+k5aC5TXV3xlLDORyJYzes0Dgt5OIZOfkZr18G3rIUjYIoskBPGgkYxzIrAkha2tlOso0f0p1GS29d4B54quGSW175TUbRdQHsA59y55LzwGu+4I9p7Sow0wWlY2+kgqROkDmQ3qkaFmPPTzMmfMqei1cAk8nInL87MD3OqoJ0ONr8Pb9cCWZxyvE1RUBWBkwXrpRDOhRurM0QCF6Idu3k/sjB36CeDj2bKP+dReSahZO+Dq8AG3r/BtmfeM+vF/neccBlO/tQDct4i3zwZKRZ7QMBaZCcIw+0IOEvlz8c3UgmlfLzF2l1w0KPPZRUar6WI1FO5RmIuT+M7dwYkwvzxtBwmKX6GDhd582dDt9NgY6StMSr6CEc8j+LtMuZpco64LuBOVikanx05M83N8jefT6PzQddOR06mxQH29WmCJsuPkAb0ZbSxe3fOu8SyGyaeLaQcsOnwyLSq5WhKAE3OQzoH+7i/3rdPbyjlwABPB3+t941+jfuHzI35K/Kd9GaZ12Juh8EHEgwdtSXceTQ7WEKnqzma9LZM41Zgn3zu7SsdUIa6o1cvHlnQ/4ZFZhURodkZ0RWTC7RMF7SRzi9h8QiDAoBajdHTLRlEOp9KYxm8nqxvIlaziTbn6wLIF+AUMxA8RxPgesVr1T5RdTGsez+jFhE01J7xjB3OH1U9WsPsJbL9ubMvgxeX5rZCsyefB8usKr/T+Q93XGxeHoBtRTE0+Zt0hO42ZFaPHABMfrj9SrPe0zPuiEg+CsaG4ONpsri9DSCyuwTnnJwqqX+Z04V57VXjCbgg8ieI0uQZENS24A2RrlKO++sS/GM40z3isEF7wuvgeASfaKac8jnSdp7o+u3r85EQ/eYKmW0x0PR8Rwh9IHHENPh4MEjxfPs+rUtMTgiv9hIkn0xhRcxYUtlTi3dk5ECLZ0PbCUO5o6YbHkoE2p7orHSTSNdjZIh0IwXUGcFYxUP9O684qt3T9Ah/A9yT4886+twyTH15jQ2QhYFWjK80NoQrYpEWqPJ0XajiQZaINBeoTTIPZvi/9IqwkdUIkqAaHjGh4o4ST6/w7M9I5CVsrqQ2QOWMzIW1bSMVLuE1mKMX15IIG2tE/Q2LKu26xdl7ixDaULDxol+I+EEg1sNkQ7P4sNwCYfQF9685kTZN1OfblzTvt5Wn0NcHvpCIHQnFx51eiUwRFknV0IKPDyOFb66NJspShVQioibQDS2VQkJFNH+bVlHoZPlCszAOIM6cwguv4lE1lZs0PLlimysjeYgsZE9EDER9BVVn+Bn14nIsFDyJXNCEci6LMzntTndRxd71AStFU8UV3l4FOsfhFsPXKvZhemURccRRplWSU4x78z0cnzXzouBdo9BYC3EWDhwxMDMvR4FBFJF3xjvpqqHcevkQiyJBEXYpW6CzvFiORI2VOHHWHm2YC5RSZGYl9iG1PfjIps/3gZz/ymW79wzjw77duY8y7tx1XfYdKcE9WrJj93f3zT9l/+fcxYd9eu/63H13d42pqG9tvnsKXz62NDDzj77fNfzBNR/ojo8Kb47N/Pshw2x65r3rsA7z4XW6p/Kgyty/g/OhDGwWfZ5pbH7X436MGdofMub3HfvFHE4fz+7jTh69c6a1/fj31Dj9tXvt/WF2YMAfXTkfdvfxY4I/jP2hZ27mlykEsp93m+1uRKFx333/iMayANg4FBzHuaeJ9684BMt0MKroAMhDjNPbPI44PKZiGnnGxxTmwS5odZYnWOmABCJJQo+xiKT1NvN+GTLr4dzkoSzXfXpV3mfThxKOgnm960dE5uWHs5O1UntMB3Qau/D44t158M+Dd4TuZ/h9Rh3UyzMK5LBTckwWDv2ciyqe1cbPQrrlHFPzUpNn93MXMIp4fxZOzWeMjModNCrT8/EOYE8ff+V6xI/fa+sT79kRwbQH7rbDG3Jg9/G8Jjln8Xnu9YeX1Z7ey4D73X/fwfHMLrrjzplE0GW+Z2rb0hG2p3/LyIddFITt90j9PPbxHf797jX42kOdZp7vz6oVH72xxYwYECkThrOe2mtmN59t8YLUpR8ZZKSsRf5u39dpwFw8pUPtcYvzo0U9AqGs75bGZN+/aagshwHn/y9tf9okybHj/WI/eGRmVXWTPLPcxa5MMn3/7yUzXek+M3MOye5aMsKhF8Af7hGZtfDMoyCrqzIjwhc4HIBjzZ/zgNJMeo580RwVaC4j8Lw3JwWv25EGAJnSqeCeqalCabGFYgfQudqLjgQOVt0KZAzo2Xwq0z0XoGtRt3AEA1RLRnTN3FNJNIyZkS5MnuVZWLsrRVQ2WXPKOcvmJt6EyG2uoXQRleKOdDTU/lA0HbjqEOlceFcG2l+RbsiposhFUyfDi0/jdSm+0jAwJsVQem7TWhojQiIXrtoTsmSalTp3JkQ98GTMIXUMZoOvzP1WRKd4zOzpKmeynKd4VOotkMRX7QpXLNFnMrbknIZyfu4TwogGhff1rwwwWruWbQcMbHpuBNvl2OLAGfjo2d/YLswpoDzXFbXnijJzjDWnNfQwsYeWonKxAkpdomWL+RcHrRRR5LrNtPij65gGSmlUhhxSz9X3OT/plerZY4fCB+HxinBm4J8uyS+w35wJA8l6Nju6aI4J+F33Y7/aLmpmksMkB9U84yeWxhmyUNIck4wzDGLR4sDB6lv0rBZl5o+N/WBnp5sjCPWeqLeMQDAcBA1m/NrBTmOS/mrU16w9wCxzH9dygtcuAkPONRMMp8jc9683Apc0l3PYMkU35xoj5dmfkSfWCUPElci08jjm5ivuLzEf03fhyG4o60koxgdtSIOjjLNp1I/oxdiXveRyYi/bJcf2irLtgLAmFOSBC/szj6ee1S1S8lmP/dSSd5h7BqJsudw/gn/xHHu7b/R+DSPEdgkDhKVuT/u9eGvuM54IneHP5KkjGiHEjXl/jWWvDEFVi0Yy4UjNZ02REj+JyG/xczmih2HBMlJi6IuyuHfV14nsPTJmoOwoRDp2WCOzilvyRum7jTDYfn592Qhh6wtG49xCyRlKaOfNU+m8bVl8NzaDNY/iuf6G8QbbI32NgtTmYG2lLf/AOdH9CVVZN19Y+iv4yra94XT68oa3U9ROsAV6esV7bJjmT4RR4Rtmj/TljWt7Y2XlKg882zi5sXgIA25LbjHH/ZXVX3DgyjfgG2f7PzB7YLM/cbXBGgphDO9/xAL5b8ATnTPOv9D8v1j4HXgCewpF6HJKT52XgKWfwuMmPQG9vSWNiHRWi//E6Sz2Eql1+gP4A20JoXSzVKr7GfoTvXWcV6ytYfQh6mHg33B/DCLcH4GXslpFjaiF7pcQ/tqCGZxaEIarZ/X3axqDUq8d1j/D2ivWrtjyHTs9YVuPvGhc2XylbJj2hNmvxFZ+iYiD9WMDBBDWQktjCRvOnwTTCiF1GG7e8CScbs5isOQmdpzITXkmioCB+0rrbzQ2Tul56EsWNt/C8HFKBjZnu3acrRvejVMLQ8fiKWC3E3MYsbPS7SeYzG0GdsZ8wzZZbmPXm11y778EEe/pAbU+RqxCenX2lodNW4g8oyoIFumHmsl7I+5bppSK/K1pfGhhUOpZJ8Im41cwhwtmC9azmLks7JnTjtagfaN5RHXowAcXbPmF3lfe+huLXYOxGPjZ2AXD9BBmeoscsN0fcR6iaDsWTKUvWdO8s5jRLIUvXnFrbPySXlVOhL9FCqhTy4giAv82y/RMU5j2vWv2Od/rOSdL/PEdGyJvCS/17j1GPw4ofvcZ3/2ahlS/7M7tlMhu+vf693b4Pj8lAf3uExKBqqMayX31/1FonWH7wfUBuI5fHWXB3bSnY8nuD7v3xifjsgHBUkDqfRd8JyEBJknhs8vv/96Faav/+VCZEWq76IZZMZkH1hJuHaV4qWnlmlfKJFNBqnZYviE07fCo3Ejn4etgme+lsmLgiNbFpnbGPD0FT2UVuIGU2teBerq7x2V5yZW0Ng2yzS1OME6hS88LfjX+A07XQWDykM+1uM3qdJjN3JSN93Df41gqsQLM+n4bz5egroPAxzjnioAoxYCU4fJ2VHFPCZ4a93kMVkp70ZpO4I5CrpX/1dIJZTyUoFZqkHSKkJFdThZlgLAD7cs1sZGqIxQHnUi1R+FHvTYZCsBC6HYY4fgZ5VAeWunMIi/PtkEbiltLz+YAuxwUtHZt4DykM0juv50RJFOJzmu8m2vDy9tx0LFQVKZhQ/BKR5KBQ+klp3XTrzzIVxCCnGDKW05OEIIDVJG8KoInZU0bz//Fa4/2d4ny4frs3q3Bc3ihj28ORIojtxgP+50uh4lb+34EMR7w7R0Ge2tLuLdPjxLG8Rm//XNihDJAlJKk+kzF8VQ3YihK1FjSXztM/2aYM507SiLvzWt+doJRDXPcMyZYHdp8T/eja1u0R0NRUI4x6SHc3dMH+BX312KNnudA3DNzWicU/j3Um7aWEYJ+AXPa6TXGpXe37zET/4n7imUh5gjGOLFkIU9zC69RvuE8xjNJCyxlCdEaN3k2A9bxFn1GgJilQaMRNWqGx7lnQUgZVyOYyYcOrBm+NHqP6ArnhPc1ZOvWmCPNLFPLeqaGCCWDs4hvNOVpN9hC5ogRX8OZyuOMEWNaUoklB6xrRkZknYq+5vrH8+bhwar8BEP8yRzYVX9CnqriaeERHZF7MtxkFFyLRQ8+EEbwoNM/QgGaZ8Nh9P3oOoWE0Yh19KxZIQcuEpaVwiac6MxP6eyWdQwqymEjFD2ZPkfRae6MGkCWbDD5VEv6T3qaJg3zycgRsxhp+GavZOeKeeREj3clL8LeaG6ltx2ijBS62rdJPGSML4N+Lx6jiEeXMU4e2suSuJ2G+TKWZv+T7OpZyDwIxTVwtDzNlzTgh3wouXWMgzAcTrgSMJeCMCJ1oqPreNcc12fhhsnRcAIdTkQoXNIBL7Ij4K8Ju8kAQaaKqonx4TU87h9yvG85Jykiz1REjV1rUGE8SVgkbAdc4xl3yROSCbMmSckAKevVWUGy5mSQqXOGxX3VEmH+2csl4kVkVEhEjUkWFf5JzmjT6/PeDF2JV+0VJ2T5NfFRBZIjGio4To41ixTvzyXC3Y6iNkIBrmlMC1WpBgTXRtUGK6PJNuRAGrFXh5x4s+/qXtITMnNEvh+9Cd/V9gTP+p0G8ZJ/0lhbUbMfI1wo1XUGyGiabrR0RnJ5xHvS2naCdiFq6F5DH+evGCciHfoF/AG3l6KVZbDyZ2DF+u/BDVvwIGsa95naow3cXjGL9sM5wCBrYVlLg0MLPSf8ScjUWWNDzuKZ8l/2J2XCUT0571F31+xPypHVWpCs1rBtxfob3n+Go0cL3an3F3r/A99O+PoY9GDJGgnLOe1RjvlG2yJCbmt/C7nIHOyVOm+21N15GxGSuuc692xJC96Q0QA/Y35JniYD5A+MNNa40pRFunMwrH0P+Npb7pmMiCD19rzhGT1i/oDzgLdHzFbMXqG/0dct34kznbcHwtjx58D3D66vGyG2S3lGY44vmS+SCJ8UMV+0pb2Fp0VuYOtRXtlwrPUUls4YZ6JQsA5tDfdMY7Q8A05TUUBXlEIcPg1Z3kKgc4uc8o2fwAvmEs1EQ0I0xTrW4lC4ZciW9+84RqsCVgQAk9Z330o4I5XPoeAO5WhEHJyBB7xnQeC+hgBkYSUysiixyzr9M8TnLF6Fh0K6R2VvuixohADTkafPSyotLrid0nD2GJsmo020NqoJ0E1FHZ9yfYKItSRmrWWuzhSkQ9ha8BZFU0zCcVM4jqxdhiyizU65PhkCZOH1YxnRonxsJfR9cClvc3lCW+ZAzdQlw7ofoXfp3xOGHZus/ymAk6HpIcR5kuuR0sPLQzFxBEt8a4PFGIoezoPNQrMWgiQhXEe0QaTywqPYnUYXURahrLEUlJ1XxPCG8Ok0ebsQhDIKty/DRu4bUc/CaImT3h/S+TQFuEWKkVTwlOI8RXQpIFMxZEWAlBMu1q3blc412GUWjZbnSCeFy/S6WsiCdr1B63i3lGXErL8RCpkXnJ6Mx/GMwLEMKZUwGSlCJIVE/Y+WnlNsaaSpVBxp4c1w8aglwcDTr1yTzKQ372PrHfV6vbs/YH/S0KfXdFQ/TGPWcnw+v5vuff7DPnvo0OfnPfvu/ftP2e7Zj6/7z8xGnXf62n398WhvR3b/sr808vf60m8JprOge+z/vX5mYT9Gdn/s/kEztu/7+NCkpdp5oe+85dSUU8rXemc6jMxTr/Wwd/DudtP47q/jS0ej4QyHYx931vs92Nxc6sU+fnTyXn7/yntlWAo6ud8ZR6BNB4oPcfo4uAk31FV9ZQwPsnlNJs/+UmgmPlSoOwyvxliFYbjynIL6VYc6yE7jU1qlGtjeI81lbJNMWZ5YjfIiqskN2Pmx7sFuzDmWns9LWCxv6uQrlukcajknRcLxkO+MPkyHwlSUcRgLTI1O+yjhFZDIeZijIuE2LV4pgjT10ui2qd08vJayfipoWvt74NFQlMxewgn/T/HtPs6/G0Vxs10/5yrzY3b84t6zNzT3TrOfTGsYGQ94e7c/dnTz8+s41nlBD/c99kLcOayHxz9S5o10Ye/D4maI5vuteXeMxzcPNOpTeecOj34XVh8AUSk1XIpZeShr10w4bSCDWxg7U2lky3jKpNRPz74yMoYy3mZDNbOHPdG3xdnEfETNx8nrlFQx10LKtnKclTJE55A5WklnzfBmNGtZ/mDP96W4t9rL6bXdPKIgWno/ih5bGC9lNLYuJWPmkM+peYs0cJ4GhzoD19SFY0HDB8yVniWXSnAW7qaHsFJABB1fGbQ/YBoaKOkHcr49n2mpGDOqzp5olJSIO1Fjtx8uOBuNLAaqLAcfXkrdkuczGe4n54XBO6e9WwrFe3smzzwe1HZEuk3PC3dtpFca/KlN47bE3/n+9Hxt7NlLemJspahMxCiP4dzSnt79M8/zhKvqzyQPrMga1a3x3DuKpMi2BAdP+JWxRffmAt07BxwbeLG7NMcpr7zmXDzvKGcJ5uv0/vSucfv9jE++gI3InvJW3oX494EXR5L83uW3Ywz6ovtTQzs4yLAw76V7CsEZnjIkzXOc5yoZT3KFjFyiG8LVmK9Nxgi3dZpvZy8/wQCIxnhwusmZ224NJB3Jm/3YhvSGwoKJTlWLc1t7vjtou3BCeyZhWrg+jWl2yGJ8vV/se7LIPPZYOzm+VFqsgn/2L7mceRx3ZAdPZ1u7o7M4XopWqNSt6aBEy+i2NKArTVTS63ICyQwtAduIPvSiWca8jzydWoyHwQvSQBsoJLz27OM0wTwNZhhhADzhrHhPA2VN9JYOJjCSjs1nbyeU8UbodFe8ZTYbGb+3Fe9hOHMM+oJzwfsbnunRg7yFXnjs+w5+ym6UInI4ebnqfYgMCyfKAZeCj7HinploEA3NKOyccRj1Impk4IWeCQNkpFg6BVxToxn1eULO8WZU2v3SRQ+6bJktxzKVU9kCeGA4S/1PNEK062+J8xveHL8seDN6PxXDcYyzheK/9wXnDFuHdcPawqmdoPWwCNkZ+EZYvh7DotXBPfL9Yy+08ysNpX/qGf76hFSxoah+xfwR/ExvL3Recf8vGv9g8QuXfqH7iY0z3YytRe6wtoQSdPON8AT83zEap+YYJ6xnOqK3wIitZeHrLA7dtgu2LuH50V6Af6XzCN0DJt2gP6dM+wDtjC2/4b7S+yvwQrf/AWbY6RvYI9Z/w/vCuq6Bs+0BDJbTQwiefQtP+f4Hrb+kReqM2W+Y/RtO5jftlgaglaW/JrGIcHvj34l6Aj9iPdPqtiyR+6v7j5i3/Wts7uV/heUbjciJti6/4+0Z/CEYr6+wvdJ4yDxjEmqXSAfVoV2TMPTXUEw/rp8aInrVMwg0NfslGu6RczmU307jAfyJ1ixJ5RkVMu4lhC/4ltXoq2Ckc01CtGR4VGsRarWlUv7UTygFVjNnO3kYIoDuPfDGF+APGs90h9WdVMXT7AxcUnAMa6ElEcFf6ax0e4490P8liUIoGBZeaQ59eQhD03aJ/uyNzSKtltnPwGWD3h/Y+nesv0YthGXD2orbGV++U4ak3mkZ4t0tCZD/moeTyNW3uQx3HTent584LyzbI2yXqBVhl0nMabB1mnceLIxH1jPb3hYCS8fDyOH/BoSTlrPiS0tB5yd4p/EbzTPvK0bvj3hvuL0ROfQ6zTreH/D1jJvjTYTYMK60/gO3Trcgum7f2Ak9h2v2zgx5wfMTu98379woiikZoFocTReDuXcMuf/B6h0dbjTPMdoU8nYjTRZ29I78QASZkzwcFewS9WaIzAl4jr3v+6rjy+7740hs6msM6o5AN7dfTR4eENCPrqgTHPeXHzrmCMppBh+IcYe1//A5jbMOMjA8jzL1TR24PmroKEAnfCtcOdfHjBDG+34pJmXnLKQNWTHDUSVgMhlzUZ7Z496S8KvPIwVDYde8Zn78cxbq1Z7a1ILsoTxSA+zxrA68N7tOwr5emzYos+I1ftnkITh6PuLnYYz19/HQocPMPNtZMa34B41TB4xBDEp4/hA/9IgIjw60bexejbWRwvEbkJ6FVeNgxrHw9DebxgIMr7iM9MuDjzwIi2LlGMIrNr3OlHaQBv2anoTp1FFapPQuhOCR5Slq6Yk1Ya7NqQ8deV565SrXgSMiGCPVqNJOOlIsmbzHKlIgYBdFLeU1PF3lbUbIuZYwtTQcOLgcNEoB4uPdCf+YFGJeh2AZEa75eEaVtIRp7Z501CiDzhvhrKOBnuLdml8q4MrwL09etGqDblS9l8+umWJOUJrgH6ByCvdnFlNzmdIiHVo//rW/jlT4HlX+eO/MsRD7G9OI3jnYFy76IWXcbo7zCzNds+nxmSdPTKmK2eb3Pt7Q2AfdmH7vBnLL9G6iOnZ3D30U/9CY5wOn79dyChPbT3+i1zd84PbpmzH1Cygtgm+0pCM9+Z4nTxCXir10JRylHOyCtwuVa9vIwKJ0hvMloiTY8MxhHfRGBooxe7NT/E46GvXnDOtRWy2cgTJlsfdwFmoEXW4Llc7JN6w95644xxjWTCNxikiLfgm6ZNc4N1vxaBX1POOcoTX8ZNiyhgf9eo7C22Y453QuC1rXekZycMWbsZ4v4Snq4aHfs2B3KCVIQ4VD5pWmy+M0nZjK81yOZKd0CLti/hLPtfDw7nbKqICfsa6ent/9MugyYOmsVEYZecAvLzTlJu+pbPFY+YpaNifqOl5xTrh/y/b+jGe3z+QtsEwja1LudPG7xOGWXsSedBRFVzewU+663Cs6k/ultkAogbK4aqpnvKWsUGn00kVMkXoqCJrr4ZYpVTCJgMiJQJGTVjwo9Teu/asoScBb1DFJ+S6UmFHj0Cr9ipRazj5NYBYKz+/CaS6Ujt5TD9TfGPWakrfikNkcXEaLLofIXIRM9RU4cJT7ZlrTMzpGuz9TozE9v3Nw6xiqPZnzKpIr+jw53pjknDzzOoSMkpE4mpsKV8vb2m0/5A8vKSqzv5Rb9/Va+rSWXt+Fp3RkA9jR5knsiGv21gcp3etcV2KpDIL5RcLIsuB7EM7DpFJ+skxbE99JYUk97yVXKI2MqGpEkmkQUrzGJhzPhLymSF7N6ZywUURRyoKlrJ1l63nctgePKyVNRKHFXjkxnDqgarHUHIcsH9dRGavoZD0f/7iKFFsv+jHWR9JARgdYrmulVxsOJsNgEfLiUPJ/fJn/I8Hvgbf+jUjJlFFavBH1CCyDo+UQExEDJp4DdP8TUPTyFrQfCwNd1lSQLBr07JK4+YYrbf3s9OKPwCPhof+z5B+n4fYN9zd8U3RbS46Y/EcO0Cav/sBdOXyTPKYt6b3fI0rD/QE40dNR3NafsD1De8TtISIl+jfcX8Iw4K3oZERkWM4jnYTx8f0c3ccC7RXRkiBrcsgN51vngah7eg0YqOZJOnjLwYmMzgi8zRo2WYup2SX55iUMERbzCzl1w/05aHzziC7pShm14W3F/JznoqhxEfxFJQkes91fiAxF4icfX182QvTzN4xOsx8oH6T1pkoF9LR2OW94hli5ChdXbssfKayFEcIUN5FWLUuPi8g/Bd6/oUIiccVBtOuAaGQ4zZb9avMJyGe6n+mMLP/Ohnmj+VO859fcEJG3McLywupnylM5HdCKQfZAlJYeZYbRbIt52tv0fCKYXzF/w9wjJRRnnKfcrEsQ2i4FkY93jSSiuZFcjP8hhbq0RPsLZAhNRJJkfjVZVXlj1HMI78AgCfLseCUONpeYb8t7/oMIb43C3sZKSy9Ey3yXxjX5/JICduTNdH/J/e3p9RDMpSvK4QuXl1V0LmzUE9YpjKb3Uc9DdSNgpzxw5ifcnC3DFRWa2oLyIUt5RNI4KnJUioKst9FK+XbCSQNFWhvd1zrqxEGk0dhoPOMyyOCMkMkI6RahCV2L56FDjNSHs7EEC+RhsBDFd+RhRSoHc34p7DgKw9W8QEWfmp1yjmsK42s+Z8mbHeueUQnhsRTnrsyfixh6CvmkhRyoWhWWRaKAISSRgveSQndYhSPHnvAlxJuRFCtyJZpgYIrwyeLpFkozk2DgCk1P4ewDI8QslH18BNk/+8Ubcd2e9w/96QvneOd2UD79yxBkPur73iOJY7u0E0xeT1MDt6Pyw++5G7v7xsfXPIZPHnvnka/3eADIF0jR16jVl8ladr8XQO9gAzezmtf6KPDftJ9vH73x7UOE2D+bXGIfAaHjzyxoz4e/j1Yg+/bjGN6by72N81Ugf/FyYfiIjDv2orvjhsb+Ed7e7pHdMhfNmfeL3/y774cD2L6yv+bwbbWsNUhliMPwFDsoE+t3H5/nw5NwuXBaazy1cUPvdNBMBlfKgHfwqJQcx/dn72I70M9xeL3da8Vp7mOr1vjG8/IAl9Ly6JoOnerLeeeZnFc9MCtxdJjMtupZoDxMD2O5wcWpvUkRg0LqdaCvtbszxN3381j/m9cuxd37LOrzdo4v3mvpdrx7TvcXmt99O1qZu6kMJV9kLDsj/jtkcSjTD2t808W0X+XB/x6O/zcvbffB897vZaz2PYjaned0fbxGI9VUKko9/gmnOHIxYm8NpWZLmEQNu4qwVm2D2tK5kBYK1xE5pN86YI+Fd0D1ELBIkRrKmp7eo+qgD7KXfYRyPces9DBS/CmdrIYkWugmO2I0VMVINe+k7V1ysRRyE7WodC6iF0kneijVLAE77IcH79Fp5TznNfKze83ThIki3UxDnUh03AgZ3qX0FeYn3xEcxx5LumaKGKvBlhPjiJLYkpeHsq/kGDsdBnHnyvPowFFlhJjkoNpv06S0jjPwy/t2bPIbmQoGHH3iv0ciUdHgWj81mXN3GfAPgB9CyA7v0z0v8UlK9Gnw1f3szDDzNX20+UPuCymn9t7uw2guMOrewPVBdBo7OWW3bLlASouldkqZrX6SeNncSGMf2at/7hDlmp2AN0UvlZf6DJNYF/vyIQFGqNTEy+/QRJtgItFl9DvvESY8mh1Z5ogL4az0BUeZ6hB9onWbZaV5/+9gsIw2dmPQvERTB3665rfjDAfaU386N4cw1Vh59zrKNe/xnKRtrkwRY3132Tc47tN32rq7l6VPmc9cPm1VrdW8Bse5zQ4ukv+ckTLu/WvwuMFTo6l5TbfkdYM3BL5L16Pfr3jVEZAR0qnUc/aQQx9RQ6bxi1drHka04wsVfWEdb33Cz+RRljpZGftlnBVtLIMrVMq7cnzNWqfiLb4mP4nIAdHHuBtG3UhxD/BA1ZaZ6Ib8AYWnitxD2WXKoUQG3a36V9o5S+Is/ukyEjHVnpKjQ7XR83jScn7iIUY4R6s+0kRz0Y4TM0h8LmcbFWVPQ2WhUwd/Tf2fImFmmvL+9WUjxPWX/w3jymn9ifmVtgVhOC+/YHZia3/g9kLfnrn6FfrfsP4L2CucHOcHbv9frF2w9oTxEEV9/S0BtmCnR9wf8Ou/4L7R3wB7pS3/AJxuP3HeImzUe6RpsoiAcH4SVrIz+AP0J1ZVMLc1rDhsWF8xf2LZ/hewa4y7X9muv+OccPu3FEbCo8M8xdnWwpPOIxdY7w9hobcnrF1YGtBe2OwPNvsH1tJTg5/AD4wN39aIzvDfcB5Y+Ua3jbWHlfjk4f1CFhWxJZGVnzhr1GjYnMbfgKeIKDk55s+RV81fgWeMfwV/Ag+Fv/sbm/9BeDZEBIP7I806j8sLxopvfxARBv8POg+05Xc4/YTtP4nojRBITv0bzS5Z0X3F7ZXOK9aiFof1C7Y94P6T3v9H8oRQBLf2DYC1XydPzvtXjwIUGFe8pxc9LS3hcGqdpRmrLRHp4lfWdWWxhZNbREYsS0SE9AvdXqC9pfdShmxnjrTIkbqynl7AjIcOxonVH+mEcalxpflzWhy/E2mFfoC/sPHMynPgNKdQivuJ5j9p/J3e/kZf/h23a+R4dcOvT+CRwgojoxs6y/YtLf8/6bZGOiN6RmMYvYfnhdsTm38PA18SLM9CMN0ulHcjPdcq52tpJcUiqgfH7Q8ihDQjCmQlTRnRlhNuC94aa2vgV2JzfsMy9MrYMFtprPTWWNsDsBWJpGVuXH/DHNr2Pcd8xW0jykn3+M/foJ+xfoL2E2+vxRbElJutNHujW4v5+oL3cxqi4qDQ7ILbOetOKMfkO1cearj9dSPuUYec4929oHTwpzg8exRS/JZe75RquxvvtJnf2CE24UZuPXqXzmPxfQ+79z4Xnvfi+YDB8c3jc+NwdKdFh6FEtVor5dE/Knvch2C4b/v+QeIWngMee/39UfC+8/oXmK6n8tRs8sjRIX+WWWfPFsvx63Bts/Bud9bodk1DkMidlB7mY7QyuB49FyT0qhUJnmOgQ1ieogXuweQGlw+CtB3HLi/CafdXiK4NxQvzEiQ8dl3dP7hR7c33xjhqlxQ9KH/T7EJ992l6tm9rJ9AdDyTjOcsGisb54Tk7tqn99YFxtV6XAkIe8rmmSh1Q7U3pOLzPDljpvCDFQRte0D3HNp1XwutHkQI+cHceUkYkBmzlybUMz8LCKgG/R5SEmtpprTL/sRQhSmGgPMPC7VxaVxHZ9DAN78txKHbNAaMKzKZXVhXctAGrGGbKatoCpfQTVBInyzCea6nCrMqLXeubuXG9J0y09xt1eJN3V9aJ8SmXs6fDyMjnbIQn2XmC2yuRO1aRbQE7hdsP2OnyCUfevz5UefukSH+XhuqaDZ8zbTjw3ht2+DmfGk9NtL5o6xdePPKW3X3tTT18GKDP3xz/Eu06tKvoi+q3WssxpzFu8gKOO/f4770x3/t+zy9nqrNjhXcknZ3hw49POdLk7iM9Alb663bt7wzbVfwwlPZ9i73dLWQ+a1t42HukBvCeHrLmeLuCvULbsP6Erb/gbvSrhdJ/CYLhp7fYwX4i0rMGbdv8LeaZihDPdMW2ncNmYBZe7M3BVmhXWkZpe/HyRqQXDlpqLNBPdD/HVj8n5FXwGUuxMDzxg30ZkZo3zh1BdsJprPVwEqNDN8P9Gp6afqL5hcqbbT2ctGhEQdEFu6bnZnshjCgJk20jQ02S9iuv/kooZbKOW3kvk+U3lNrHoUdkQluCVrlFHbdIE+FYGod6KqgWfwwau4RhpPc1HMm8J9lccDsD13D0klOVL1gaIHx7w2wLz1LL1MoWbk7YEjm8P+OnXUotcqseFHvlGT/zIEVBKO898UxbGXUcJsWi6npIGaVivy7nvVCCmniTBY4rkFZpq6N2Rzpa9o1Io3vK95VeY8s1ASpls7ziZbCeGVumjWoCgOQbwUA6i0m+VL3EFKa9RWaEUGbFO2PnMxkDdU5XlEKOXXUQ/Bq6I0v4Zb9DZGzlEBkeoxPdkrK6FK3B/8PrN5V/pu9twMGmiCnA02E1ZPVXik/L474cLcjxO2UIPBop7l2p/K0IgOK/GpcGos+qpyI5Vu23iW8pRUtnRAykd70od6X8ucfz0+u9ZKE1aIwp6kKGq2GUkd7FK9oiZQw59aLIWJ0/QinsVQg55yrckiGr6lpoLVJ+FRfxXLuS1SaucogSHCK2orwnnUHBDaL+bNaZMMF7m6TVseZUROvsSD3Lj9pXoiNZs0CKZ8nGihgm51/LIRkyxh3PTNEzvlH1T/gc3yxlS9/y7NmS97TkPaoHaioSK3w/A4/BA9sC/gfOf8a4/SnHnCmA2gn8hNlvYND5mfOd5opqCllGyDnuj0RWmS0KLyctj/RIeY5pET1o9gj+hvUfITOdMqqwnxNqz7Fmrporj0St4zBMd20hXhIXTjgPySeWXJmVZs8Yaxrd/zVxbE36lFFmbTjVAvTU+UXx6B5pHr0T9aIa+HPQCAvdWKB80pTUw3pGE5k9Js9UrZpLvNujlIErZZp/Sxr4knj7K5EK6zVkoyjCGvWFW6ZUd3IMK5Z1hYw3Gq+1UmNvvGH+grPQ+EFEYv6Gf+F8+vV0TLYmsqdlK4tQVxhVl2BpdbAML5NBIDw9yD3DP2St6bzlplbR4SwFnIRwKAFyMVR0t8kjOojtsERq088CLhnZQCCMiHAeApX6IIhhhNTFXFPoUFoAJzd7EBKXx4bbdKbKiAskUMThNQ6FC94zXZAb3ZP4C2YiyBaMZqg9dEwMQhygdrpFGhxmYQwniiIpd1kYSwQXN4VBKcezwnaMiGw4Qc+N4m8D7kgY2QIxy/v/kgJgCiAt86ZVaF0yeHtNXYEsye9f1i/Z1xVlVY21HAof7yr7nIBvpOJRqY8ygkQCkAWR6UW0QYTZSwnhhQum4mtF8ScY+IpCL+N+MDqrNFJZ1K3wd2VUtY+cbZHLMKIDwrjhNdc40JyQBTIOFTk3V5ohhVzJ40hejbnOGWkwK3gDWqUpoQ6+Cd9izPmkC+cYURs4ubYbLQud75lv4qiPcLhS3imFhtlQCOUBp9TJJeCRxNXQoWIcqrMNyELZ1Bp6htxWiodPFSf7I+/tvS9eH6K03f3ztg/jts95fH9hPO90/8UbH4zpv+NbOe+lv9jtvZszWP3w+D8JqtgofhjiYbzvTuMjXDo+Nz9rh3vH546PCTiH933sxK+s+RHzxEft8Nx4WNLJ/v063wD+HgyOX3+6PmMdxqyygZ2hbYaRvYMER3jBp+s0XEzrecHmc9Rybtbu7uSn9VN9qt2T8/reQ7qv4prd+fvY5HxYmm/OfU2etkDRe43PZ15wOIwZKFKwDl3VL4xDcxpL6l+JvPpm5H0f6z1j4niumtX90tRM700GHq8Ij0meJRXUybPi1RjPDartltj2v2+MbEiQmcZ9JGKwL8Y+w6tNcuzENOcD7OQxFa9JHrBprLmnZ8+zNGzsoilu8Pmz6zOeddgPn0X0Te+8R2U/5i6f7dy7UH5nCF/hx/dGeYw8/OxSG8Lf/T4uarEzhky4fre997+6D6HP1+9dyO6+vOXZ/90rCkqHQvYIbkOkyqClU85Ud21nqJnSmwzDd66W9dz/MuJ6omumTgAqAiEdRwZ3mvazPHJLwScapH0X+3Rnf/Yhq8/blS3n0GEYHWFYg1NRk+cOT+WxIGPZZnxKxbnouhR/3cE61nXGmHiR4GpQSraJzgZM2zRm0ZdMS1eFjK36HfGAkjE8ZbojT1c/faLnpCJHSBCpmmJ8aWxXm6Y0OzISj3PN59dkQBYuOwN2ZtikexhjmfeKC0L5fn724dZgUx/D58kGjh020ZCFxureXsL55AETQhXOFwxkRBH/HnqWUcR85jkCgxVMhoftkW9M+F6wm2nIuB/Fu8XHZseb+dkjb5rwUjxyMO6CebWyO+MPPcCNY9SNLDi9V2mep+d2UY7a31L8R9+fRsvZ9L7WXjK+23C02sFN0Mk9W/UEhON2eF6ft/F17cG57Tt0XhknCv9vXkkQzH15LoV0N3v5bn/NtHqmF3s4Fr7slNlzfRmfnj3INDvnD0ZftY9ToVz6LLU0TdCnMarNXUTvEXLGOLCODaQsHPtxqJvjnOul3T4aX8yRLl9luhd2EXRKCUTyAozQHZI4P8Y7ZjfBUvObxldwM9FfGZ+GniZQRl6wxjg3xFp78eNG6KJekz6cph8Zo7R+czSaot7SsSl1c15Gq1MeWXpFHUT2mBNm51xawXijDLbTZShKTrPugcLlpCLaMfOLezRjpvkzjQlDjVW0iVF1IEov6Qm7NCjOfStCtPbM0PkNeiHeIF5rY/2qvzASe8kza2LgG19xkvuyEeLS/wOAbk9E8eV/hFeF/wxC1ImFtihgvS1rRBm44d0we8T4Bfczvl2I3II/cV/Z/BnjFLWz2Dgvj8kjV7pvXLcES7tEJMU5BKxmK2bPtP5IpF5qKDue6Ggo2p2+NcxOmF3SqPQnzivdf6e7/C02jD+A5/Co5oy3U9EX65nT3xu9RXSF24nuhvULkcpIIS7KRbfA0sKzo10j335f6L6wrmEVth65OVmU9ijynS1ZBDgKPjcW22CB3jrdXtmWjW4bC9dIbNUfse07+Erv/x/cHvD2HbMzJ/vfwDa8/cS9sdoj8MbW/wvjFT/9I9iq/0bzK379N/BLeLDbCywtBPkea+625s/fcPsNhQO6vbCd/6Bvr/RE3NYDKTcLC1nv/8Jxw94g5vavOFF/BK7pxJCe83R8O4cgu6y09DayZcFsxXjG/I3WX9j8wsojWKMt39KD5ifu0FPosyWLW2dhrZ6GALM3TLhNY7NLbNj+hvkfuP8J/oLbGbPvmP2k2Z+4P7DxFFjgv4ItmP9nOFd1gAVfouC3r0lY0oOmtWfMjM2ecFtoyxWzjX59gy2LsLtSQi1pyX3BbaPbWoKKs0AP/GrJsHsejjYJlD2trJl/21SUvIFZD+uyO+ZnrDc6j3Qu4M94f2VpL7T2E/wR9++54a7ghvU0QPgLRuw9gEgbBuWl6pHbztrKYs7WIldpT2G38W80f8T4O/AHnZWNlcVOwJnmbyz8pLOwtUvKm78QESDyJPrxBQo3CQgS+MUQdUCdw4WP71VqkCGs1R872cP2703tBF+TUHfs746wWoq9fVc3BoKbj7MQf/9RP36RrY+o673AmHL9eLtguO989oa8NWQchVCfPk6HiJux6b1j0K7W5lYAGz1NM55TzKiv3RTU/zSId8fz/mW754ZhedyQkHynvVrkPWzH0CfB8yjzAhLCCk5T+MV+1Id1qAOZp6FyEkRK3jwKUkeh2BiHvzvP6U+3qSXj9hA7fR4TyVtHDJZwFeOsmgQSaWcwlbeD9odwYN+mH4TqYeyUcD23k5M67qMa0zR/7avCsVCuiS7M1z4ty8cHDAnvrjeP4enK9ypDvBQJldNbPWV6PZ/CcNs67SMb0lfl7r0yK/QjBHghCqIZlee6WT5zyvGpCJ6EXIVJL8BjQE/zUERA1U6YPPy84f5CpJbMQ086TMxO5W5G1FZIhX6fBf9Z6SJhMIuZpgOJ5Z50RWNnJEign0GbDtmVbhHKc8pEQxvDq1HPLRNds+kn+9jE52LNjDfGAc+C19p5rIcmXekw4u/wdEtvSIWxtwlIKLXJP3nN21wwI5W6dnhod93nVIOLzXTma7vhtu2JKvm8v+41aPu/aysO+nAbHfAe3PT9e+M6PnP8fny3ixS78/yOUszG6psR3EgBhzYOvOW9ue2+tuAdg4Ex8PhI3z9sdXf1aw8Z/WTpnxb0U77V3jq06VS4LVhvhJIlvcc70JeIuMZpiY+dhqWnr1tE3buHB6Sx0XjFcHwLD8aecyQ9HG3zbDMKZ2LniG4q516lOLKoewb0xeIcoqKWcgxe8o8tc9xv4Zxj8pInDKhRY83AXjFWrPdMqToUFkqXEE5xoj8tlCuciGKUYNsr4Wz4A+hRO8MarV12cgO9RRSHvyV/9/SUT5OAO7alg5Vd8b4Q+a2JnNxmkYoZGOlWk9p5RsD3KR2TkUqjFesb1vtEDs9B7/oJ6+dQZFlGciye2zVxQbUjyIgQX2/47M3VHgfs3JEjoqk+D2dUe2JHWUqmDNyJd2TUgkLEVCzLuS7kk4j69VQ0FWyKnhYzThqenxWlSPJ2j/PzkFqyTYMR+aZ7kgXyTBjCE/AQe0lpdjMiRg6HVSdEvEJOZihSaEERDeWhnlExLgc8eZk7o+8mI5JldEOO3/KcWZECaTy3RjjLZk2BNDRE3vPkbwzRRFEX+2iVyLUeUUiKCtDt9DDWGU3FZqvQd45F7ZM4T889u0X9zk+onJsK8GYqGhEE1dCqAsKqR5Ae6lKOehTLDjRQVIvkv+T/BefX3NIzH42NVUaqjARR9GhE46RSmnQOrmLtcu5Vn3KEUH+S73KsBpV22zP1zVRXRvgXesaWa64fperJaFWPuY/IgInXVFptTV/fay2UMltE5SG/f01aqXoq+RpvhIOkdFqetMUKlnsZRfgJpex3GHtijnhQhI7nWot5TIYbTU1wtkZF2JIwlYL4E/LW+S3atdeE0VO2GUp+swtwgfaTKOJ8qb1VvCRlS/NT6EN7S7rraaOPvY49x/p6RCV41Xx7iHm3l5SlfiOKVztmb4lbGcGHaib8B9g3zH6BvtC3iGiKuqdnrH8nDAgRaRI8eaU3RYP/GW32X3F7SF3xBv0H+BtuFzoPLK0ROu5Xoq7RWuOJyIc6ZYXTuzkq9ryjpTSi3sRSNNh5yXV7I9IzniPyI3V9Udct6tpaa+H4bd+y7yXw1n4S9ah+j/UT/tt3RoRWx1pEA3rW+CkktJ5xdueE0TWdEN6IWnRPuH/HzaNLv2L+Z+CsfYt17uGc3VCU6sfXl40Q1jN3Yh7MvJ3yQBKbtyIBbDCooM8qQHLGWuShws44Tk+P+GLWvqUyNZDRW1qhssiUGGqzIIqWikjXIqWBYC9IxIYfwncgTeT/lwWrDbqcYV4VAq9uJw+CiriYLEko1YU1zM9UKFq9C7LE9TwrxEEaRliloCGvlbRgFXFcEzkhCnaHwOHe0vs7hRDE2sRo2hDuOIVskodyJ8JYjQfcPM+cUiBs0+qIcCqyI0mj5UEc0rCrg+7GILuCfxD1Ji/+Dy/h1jL4JDrEZMsVKmgl0M2KxICxh8Ang4OEo2zfC0az1dinH81JHv4LFTGTa2qZYzm89h/yO1H8obxwtJSx2b1Ca4WLwhdLuEqpPRQyA6YKC03lSgoBcXM+RGZooWmBhGPTwbWenhR0AoPNT3QqGmE6hw4xKuhDCNGzgJAMVKGl7sAcSTVgr/ytYlg7Aaass4KpBA7l2hWTVhSNTnD3D7lfvj5h3B+/eK/frx64/fbjR7LEF4SM2+u9MX7w+P6Pf7qpuHS4uX/rtqv9JP32gTuDeu/bIzAPY5HgPfdn7B2EPu7m8zG9B6+b7/2d76ex+fz5FniVCOVun5qn38GjaaeXV9kn47839ptx++H3oat/et/N7d9++9Eb469pXF/aV8cHPtr3fruNpnnf7eomzOezvu6Nb+Kdd/hcXAcDxfT67JS3e8Qo2WxMYsK/OmDNz0x713Q4tXou7vXpB47j9xrrdBir52B4p92j/4ND7xS3dYDXIH2a+DQGGYAdyOjf8nreLaBNc5thfnjmzrdDztFY5JWqJ9vuueG1xXRf8oOUeLOyaWq8PJz8zs8kU6mdL19f2YP/FOO483YQjYNt/i9cY65HtlAdvffap199NsevEJl7z3wUWXH7+aOp+J2/jtfX4Or3eeRNZ7c9Ht0IPrtMe7HS2qQsLDnSmbwmHSwKy48zgPbYHmnKU16KTzKC2CCUa32Cpih6tDlIZL4nxxIoOygQBpNidCWR5Li11zUu0brZszDfTwWuaK0dnC4qEEuQddtFe2ixdDbxGqSPvvW8y2N/Om/tnAQO9DHbrbg26Q9mWu1zG06cjdRWnOcHnZ6hm8+Wh+68dw059FRfOzosnLCaq81FUD+9JCsNg8lI6ccEF43ImXPxx9sz/9KYAt57WryMNrHBB2ooR7rgh9/iq3veU2fpHc/Y82i1MiCb/LDo7LRfbzzK5/bujW/65g7BHWmFju0IZqozeY/H3xuL1kH7aErB8y7NkWxxb07TxzxXxzx8fL+b997Q8zVcO4xfe2AXETPB6KbJ3COlA5of2I9B8osf6IeVIUuwyMwGZnmvpbIzDaAonZGl8Wzu57AmuwgJ4en0vODpd94tZfyB/9Wzuqffk5GgYDbgoD13dB8YUUEa25HeJY+pvXHYfxXtOr9yXP95Dn3ak2orjWbC+eMcDjqfGOYRGb5C36boj4mX3R/vtFaVdkxrMHF0E+4oukI6xGFAHyRsmpuTtFXe+hMh93ntJyOka9SpUzPVFI22raJjtFeUhWZ2ZMpxzE5ILsOzZAKm8TgqKC3IjO8HePaZeua5Hhzj6l/pvEK37ZVeVXNKY1vhyDE7y0za5fCgnpUl5k6UIzOe68/JEUuN1jbRH4q0Sv2/9fmhd6+vF6Z+y9QwpzX3829g0NY/ob/R00OddsHaidO2Qe90f8D9AucLtIfwBDmB+5m1O7a9wRrCorHiBq+n38Pr/pQkoX8nFPONSDJzwvzExr/S+c7Ww+OkbWdaXzCFoC4L/aTQIcO3H6zr/6BZx7uDPWDtX7HW8hy8gv8ObGx+xdKCbOZp1dlYPQogOyEo+dJDmMyi1K0/YP7vYD9x+zMWensBO9H7r0S47Qm80dKbpZ0sPfnDQ6JtQSxbf8J8AXsDNrr/HedH2Uq3/m9Y/zU873vD/JVmz3Rb2OwXmq8s/U+swcI/gAvW/kb3Dff/ws1Z7TewXzkvv6LUVuaw2T9wM1p7JUJ7v6FCJr2f8MXxZaO7h2eQhxBnvGL9Gdw5ZY7T1s7h0bI94Nbop/NENN/BN/tHIDxRO2HzNYVNgI3T4jTrYC+5Lx7xfokDxnLB/cS2nXIfZz0Qv9LYMF/pfaX3H2BOX1Js7eEpUAylpbDYX8KboD1hnOkuS9+FZt9wJJj/O/gDxg+w32OtibRL3Rfwjc4LkYPtNTw0yKLZ/Iz9xC8Mbwbo28ij6m3FengzWbvS2lDyO2fwS8DCAM/6J5l30UypyKBNnr4OEdGCUfkabcPotCZrbs8z2p+B9xZGv84pPZTSK8sXmrw9/AdBFN/CI2ftYAv9/C28Qv0f4FvUvPAGmQ/Ptheab1E/pKWxx6JoeoR3n6OWha3AM4F9qifxE+ORxt9wVrqHNb9hn+JbTjzhok+zwCHA6uYszOtd49AAYnYjsldcwOYupxGISX1GvCeB8yB73Sph9g+WjMa9MYyg+P3bPo9+uu59P+B2jHYYYemzIKc5T+lOjmeH/R/56Tiao3BwBMRecKyepWgsQVJCqdfQdskCjNy7t6O6B6HbS3gyC+MwhDh7Fz/GezP8ZOi/N9dsxI/fDk+e6GMY2Ucfgl/AxXXglhfZBGfbNTYLNPuDwy2sJpyUuCvhrySoSbE4OT7s5nF37879+zSXeQwj1zbTzxjVrVC9n8wQaHcpOHaw6PMLBxjNzcoDUThp1OG2pnOE8ef45sf81Ar/sBewPkUEzEJm3+Gn5TyMLTP1ePCoZXiuxZWHAXnQ90sONVM1lsJJgq/wUGuuw+CKDNWBaeFFWYcPZ+pzEpaJPNAx78iLKg9s45QHbIVlJ1y7VfBE4ZkpRzHjOfJdl6fZTPMzuiVzhjuniO440KRYS2GXY5lfuWAi1LaQnca8OhXdsM0HGWMov4Jva5yeXlSV4LbpsKZ1zbBzFH3hOe9t4m9Ji/rAt8+CIfbRbvP3t3SveNFNhGDCbp7q7hq79vYd0fGPR3nbou3u3UxToew23vj8OtDhAz18/9kv3A3mRazJmM/t6I9pw+akNfHGvbQgx4hJq3/33+8HOH1r8/JNPezSn9xpYrc2H8OkWXipWtIZX15Qulh3aOtCo9Fb/JDGA2OheQtFmgKqbJ5ZB3tLDHsAPD0fO+6Ry35z5VKH8nDOSAzH0utyIWoIxv50Oq3BYuBtgyU8aD0jwxYsvGjXt9iX7RGanKygCg0voTywJehNZwtYbwu+hVIw6F1GO8z8XjKOnaI+XIsoEF9T2dPfwBp2umQ738E7lucgXze6Q2vneE51NRwiiiKcsrpd6VxDpW6Us5yb43kmaUTKHbYNZ8Xtmuw0PNPNR6piIPE8DdW+4MsKp/TctDOKJLOKXk42StTWkfc8tsDpMed1zcg34eb7l2cKLpOnuxSkbQn+mn2x3VOMpwLJ0zzVzzFfXguPoibB0/Q81c4wHA2FV0zRE68Fn1luAfEsK49zS94khy7H+6rGKBkAyQQNFUtVBCCcoefapWeOs6KUVyjt9h0ZUQ58lfq35hVztkoLNDlv2ikiKbSmmXZkpEX0iqCs/YsTMgS1Tr1ktqgLMwwY12nvT8q5UpSmzqL0AymnWMgpirAARXOILye+uQMvk5wJ+Ofqt0pn0lUIVjJR7l9XlIwljBM/8ifwda4ZoPlLljk6FcgJ0WqsEeXTsJawMNWE0B57yO9PEbnrb7i/Yt2oNNdN8qQU0RrDBeHL4BaS0UC47okTxix3SSYU/1qH8Tb3gCvayxeMhyFnMcFCsudsjE1ZO4YqjZuiUhK+SefGeJ2SCyvSQU40me5cxaFnBXfKrfFHRsDNtOgg/yldTqVuMqUeivWpFVWKQo3hpt7fvSv2dNBITz1Levl3oL0lrud+TENU6IWuCdbkdZ40q0XETt9+J6JqnuIdU22UBffJMcCy3gMGfQl8YmVZHqGdM5LxFNFmvkWdogb0jb69jn1tb9CeibT053DYznYboYP1/pQs8SWjnv4ROjN/xIhxORfMX2ie9RQS/xpnyoG4X/HtJfRscrRvBHyythuraOVjtKNU6lnjxlrIC1GnoePWiNoKeUYgDCHdlA6fOG+kA7TzgvM7FN+00tW1lpHOZdT5PX53SXVPIS9oL9kKvJTsEfrVSO/efKV3GSUUkZLRh5yAp1g/+wMrHvb+9WUjBCl4xQFlHMZ29IS0fthagnqwvgwDu/FkiM3aMjVLpDKa8mglkTN54A8pNplBSwEu8uVHrSRtcIopW7ZV4rCDF6GWEkLWqFZ9RMikvEy2iQAyMVghxxvYNccv4nIOgTK9wF1hgr6A0tUAFZZLqoUFJlf0yZhLtC1LqQiTvG1UUyIZVFkQyW/Te8BiLuUdL6bsKWQUoRa/kDdKwrYEwVjd5tcx9rK6QwiSSTCIsChcaRQ+Qbdc7DZbOz3bNmrusi7WWktIyMicWWcVfycw671ZSIz1PyqCvcYkor87XU1y1IJlmisRKx3kdlbTFNiiqNEy9SAcSE8oC+LlGd7o5kPIMwlfWp9kyBZKjhLI3KHlPGdvWq1h7dvcU8IWT5ibQmzT6lr7X0yzoI+wLJhP5ombvTUSEoNNzkBcph8m7wuFi2W4q2DpTOPQlpeCZeS4y8b40jWGOF3vvTvPaXpuv5Tvv/5Xnrnb919pzD/8uL917+a9747z/2Ron74/jf2m2Xt9fX1O717H7r/U4B7GtygzDnDvX5qP7b9Sa37v2U+G9d7zd1+yu8/uR2TThyOgZvoo7jKowcd7hg/uz10daeJ7OHh899j/fq3s7vj2o9/Dxe9A9KM9docmvLdXpncHTbR9U+V1c9yZGvNXNpyxf9b235cB7viTc9dhSHwVefzN7R89LXVzjlDULOLlgV7zHJJRH7wqwzgwe8kd3rkD9+itT33t+dZ9NLiPIXu8Gnynbk08cIzfhqwwXza/J3lq8kayHQIcXpzmqhpQ3qbnYRyAZVzYDvBUWPw8lynVgzHWpMY+8dy/wK8+w/x3ry+9dITPXm7753jrey9OdGS6/X7z73X+VyAyy0x3vsbvNnWfQ733+a9ed4Wkv/761MrHI/q4nxDt9jjpE7Ustpq0S/cGPcgH6s84V1qdiwatMR/5k8eYY4/brjNjT9OY6MBYM3MZ9BS1q/2a451SHs0q3HvIdzc+qdLSxBNDFtfL8iaV1+uQn3OAh2cP8oInZip7wC7iPaP0zab1GHylihTPdLOiOYIf7Z1pFBkiKKitnIPNvIE8Kx343Q5H5svH2n2K1pk2RoZwYHe+KJ49w1pzm2WtsaZFx/Wzo+f3hFTxGcZY3pUH7nyuc5N++kBbP67yvbnBjSOM9eneQb6Y+FaxHGda3+CXPuHBLgNDeQccaf081pE1YO/xP8HMNO5jW8drlj9mEEhOmtaz0t5M8PcZxvMoj2P+yuXTq0pbpf5nZfr07CB6t/3X/WlPHA1X06WsCLHPE2PbbKhQU23QG5f73mENpJDZdSf8uBelMT/DaON296I1GbVxbOr/eE24eJht/LJJlMj+bqIxnH3U8BGGuqd5iEbNfSWd3I30jtJ2jj4fHkOHNvZzq3s7ZPsi1gnHKmtGD54o2lQpyGzABnBP2M8GFkLHdbMWnjCpPQujaHfqeXq+d+SRs8NcRe3N/KkziqJP31vuV+191eIVLE1jyDT64lMHp4lxVpsNnjPsU1epmhZloJrhAvu1DtiaSSaY8A5pdQd9c71f6dgEl9AHV0pXbwwnp/lSNIXmp2vgbeGlke1kXZR0Vvdqc2G3F0T7/ITfRF7fXl+PhLD/VwCgf4MeFbDBWU+OL06YDwz3/8T9BW/fw4tjW2jbOb5br5H70heawdnAWqOdv9F94XV7BIfWI//fJRWtq0eIaPeNzT3ySAJbf8P9ip+2ULQu6Y2yGb4Z3aGvG9aM1hvmj5z53+i8sPnfgSv0/xPjROu/YCws9i3aTsXtmsYK669hKeOBUPD/C51HFn9h2d6w5T+g/4Or/cJb+4XGhcV/w/x3bPsvOo9snGg8sPgDUVH9d2hvsPyIhevfcBqbZzhq/5kMLVL8tP4r5k9s9kZnxZtj9gNSmB1o1oAHvDnX9kzzhcWjFkbj74lPjUan99/BiZoZQlhaeKs06HwLArQB7iwbtG40u9DaKSJZtv9Bb7Ca4aczfv4X2BptO8WW9Kyx0KJIc+2bD66rPWBsXPzvEZGy5QZu38Ai12dvHbc3fPKSD4vcQjOntRVfFzbOAdfe0htnxTnR7VvARF5+HnmnF+Uh9FNu6IekU2ewjOxgofvKyitta+H4ad+x9kj3FzqRg7nZFXPn1EXUcvu3IHTWo49Gw7yzZJ7ZqDFi9O0V7yvbaY0i5LZmxEpYOKMOySW8qxbYurP2lcUXTv0RbA1cMVD6MfOwAvd+CRJ5eUW563Dj2mPNsT/B3gLGFoa04j90mhmLGe6dzaP9jQ3jjdYjT5zZN8yMdgmCuG0pftsjMlKEhfY7bidoDzgbLXP3wf8A+0FYi6M2ShDiE/i35LVO4wr+nJba/4j5tGAisf4fCZ37e7uz11evwucDw5qE3mDQ9xG/upIAtIu6IGG+O7rc3NdAblMhiMHOTOIdUXiSm/ZTOwLFD08cR/XO550Qtf/+Jkqkxj599knF8B4NmYXye5ffftxDdXrA7v055muHZ26E5nf7nwXegyCrpZnX7MYDfu7Hpm88hUim9+4O8qbtIeQYw8i5X+cd+lZ8p+9GcNuPvpMgOxsI9fbAKz+OjxQ27ymhj/BOxPCCnYwIrfaQvNVAqDar+O/N5B7s5zGmwD7n4c/53j6v+2P/SaB0wadGHcIsSZsNjd/wDCP+SuGvMYTJ3R9Q/t3Imz1FJtQ5a9rrBf+MiG35fM+5yEtcc/Kk3+VhP3mNAvRMp1RK7TX4b32e4RVjLueOtkS0TI+IBPc1YXSAex765NFXHv9J/0wHnmaJG2MvlsOI7RVr42chinXGYcflZZbrbyalX+ZqduUQ18obUWMr6b2FA4Q3OZbowBS4FWM75/Ri/5i95rJe9mNLbzurlJcrlQ7RLQ8GPQ8VC5FjW0cB5UlP/OzC/XRYUO2OTy4vmN18uf+YBrA9z5rp2seC4i1XOnxz7/Ub/Hqv5Q/mmWtWB7WJXk+s+MAfxrxuYwQPjfv8yYdcsJvfvRZmmnnnET9+eB/GZX69YcsHertbrrm9ib4VfTj2dxzkcSwf49py8uQY6clcKREmz3/3dAZLx545bQ5vWH/LrWHgF9i+4bbQbEn6IA9TyR5Jg2vewZc6Dt7qfGMtPDrbEh7CvQdNaN3CSxg5IUW+aPNTyv0LXXUXUm70Pnl2574MEn0uWBR3dMI7dFnpfqJzxreWERI9zzeER6kbvQevsSWUSEE2Oqrf5j1pQ1viZg/6az29lH2NKIMcb0QdhPe68T3Oaqm4aHkGaZyJ1Mgv4J1mWxgsLJ37TD8x774Nr9lI0SuHpaQf6ZUbURaSIsT/02FtScbWAzFse9mhWf8CKzWe84/Ms67owk6uY/JSy/S8vsb5NJ0Uo/DrwyChRqblMiJ3/SXpfMf9Ch6R+4MHI3f+hIcn/w7cC6TMuhjZPr1jfi2YhmftmaGsyqi/dD6M2k8ZFV/KKtVk0L6SwjDn2zL1idbHFX0hfrHivDFyoMc+dCnSTBESHlksMIzHeF5yyjb4vJcneMIdL5zwigiM+cR4W85BDoLKkJGgLW/4bFMihKIVFC1ZQI06APgV942ocfKQeKh6V4oUCThaKWuFl5/xIIqeKYJRymF4JrzmVZ9gkrVKXJ3gL5nOGDBRRFEio6UMYxnlEJENhtk1z9PhVGotHR41/p2DSeSsDw9r5/b8IXlZCtpzfieaPHvrSx71kjkiwkzPeep+tDe2MR9lV3BP2BmVwqZSRGe/PjsUZ7+SS4DIhX8lnEu3Cb6J++WUq3oZit4SRe6MOhNt6qunNzwp001ESGhjV0r5roLwbkRttmU41k580pVC0BbKWXm3Bh9c6TyqPQlplPd0KF0ugVNbRP+UfkiyiZ9xzhihq4kItajxYBUlcgJTzc4G9lg4FHN9zrX9LWnhM9iK91foz5CZa/A3orbwN/AnVCclahO9gp0x/k1QqfUOfvASuNRz/ZqiBGKdrYXRyPsjbqfQn/qpeIvl2aXOHGYZFb4R6ehX6H+Cneg85WJmTR/hRGbqMP+Wa6qsJ+ng3xTFdcGqVtMJ81cWa0kN3oAznlGA1i+xdv6Mo5oRS7AGFPVuuM4IKVs2D+f0inzrwpmMSPeoERG1JDp0x/waVMyech7X4EUt8Lz3J0YE9fvXX4iE6EHnypojScvZCafaFBYLE2H7Cl9agzh0rzCPaE1FfhSSlal96rDsYwz6WD9jQ6eWPVK85AHBvWd4vg6EcXgMxrYmwho6ZI/aAiL62Yd+FJKXuUUDLioYEkVTIuhDKTKW4ZWexNF0EK6iOwpxHN4VDiF8uKWgKW+1NhSb7kH0nOHVphORSUhd6DRapjGIompitjoSeAkhCnmsY8QUbYJH0ZJQGEbIj2UYVRl6HZxTwvycradCSyfNvj9k3b9mK+M21tktGeC09pa1KzyVNmUpFU5K9aQoFeGx8GLqK5mWvO1jmHruIDZYWAMj4kSRLcKbjKrJdBdV0LHCHKuREBb8VEQ9cjtvQcSzYPWAiZixvFShDotlCU1crmPTwoiQmViRU4S0Di9eclnNGb2tvT+FL5ql0OqKu0kcqfeTeepQkQVRop7L7MGT+C1hGkX2qCjOGIuJ4ZVQLAFgQWG6Aepod6/kvHN9QRa8f+V47jZxP6bgLzQ7NzWtxz95Hc/6/9OvzzooyQ12+PHRZbeP7JT291/5pMWP12W/OT5v8L95vY9B83fzodNE7PMx7clBGe5f78HcD/din954Me1GaYcRftR2jrnGeu+J+9+P+cxwOGoK5vslVu2+893Hua2p37tgSyH85vkx6l1fX0Ms3oWT7lU393BvwskawCc46ocPlfNsflfQnqMGmICnfsUr1caAyS76rDxxhFN9tHWEU/VRXGr0lzwqjBADhfbRdHnAqIPqEVff28dHXDjut8Hz70LYpndqThPcDug10nQdG8xx2zxeZxweOyPsf+q3YBpOGEzv38BHcN+lPdrvnXkit/so8dLeg+Xcwl9jNnsI//fo7ZjdaHO0OOH9X+7mdv/vbk29zjfirY/2O3t0O9z+qgwhKe3Dt450gK+s1Qcc8y8LOP9/4KWJlhWbID54IKkhNzo+ydCDbogm5WeHonM7kUX07z3+x5BNZqZjcTYtL0dtXyfOIbPMUaR2b8Ce087sEEbGHSkSb2QjycDxY7vvc745TzPJ0aH48/Kq7EVbPOWDQdPzOSlYb+SnVuMeqXpqUdJ7dgNbo98s8FyFX3ceyPo9ywEy5Oi0M6LtQlSa1viwVEPBO3naf4rTw2N7f65IWGm8Ou8oIn9GypnU7Wi+5jTNtdJfTmtVw/fxTH2e8L9IndqQAX6+5naPMNYsvf6rII8ZHrvc33sYznzPZQSsTTrPfYxhFKhWs7MccNzYenf2pL/9PmP0a5zlTbxzXJh3x4Tnns85A4/qrC99g/qdHGUKhJrvPVr6FSJ6Q8zyuyk1kR+fm5+dja4+3qnH5nFNMCjjROBYFUw3bvaT9tqon0mSM9t3fQODA72c4bSbzlHuSJweKS4OTQ7a8z7/mvH+PT4oHJrGuruX9HuOMvPp3m4Kh8934aFb8zofokTKO39a1zmSWXJwbbMbLvXBlYbAqlmqIWrvyuv9dj9EKiwVnVeP0lvmPRO9Gvvxff3Mku8sGB3VYjI3SqdUKdhUk2Q+dyzgqg+a2VrKyUh9iC5OrwFVz6D4TxrebETajEgPGXYF5NkAKjha8amBGnrOJ1IjiqmVm7N6iE8pGjNTcM0kt+BxiNicHf9igghXRkT0HMHUkm0G3GHQcT2taMWxvllY3NJQ53ua+t71ZSOE+/8Tx1gTkR7anyz2xtlfoK+4P+Gc6dv/nd4XFrbI2d9WOP2IrvwbI3Qz/rXe6P2MYTyYLD8GvrCtYW3t9pqLcSVUu0+YnejtN6Kw8hvOhnl4m3Tf6Iwck42FxiMbjavJYx7MN9pbeAj0Jay+fQkQb/7AnL/c/IHmnS4l8/Jf9Oas/QX3K+YXzP9vwL9y4l+wfo0f/5W2fMM40TIXmObn/guUJz/gvxCW/7CkLu0HrUKWnL6cGZhuGGt6ljxhPNDsjWavbO2FzV7ofmFbfwPrw6qWGNveVBT8G+Eh/3fctlTZRv5Ud6Ov4eVuywssK8spU1j5d/r2DXpa2vyauTWdtsahuPclPOdO4Laytp/Q08r6CUU82yUwxL/jrPTcUK4CSNsDizWW5feo8WE/oP1J5xJ4yIkIBzrRlyvuC1s/RbSB98S/sB5e+xmjs/QgHNtyDjT0MCAsPAELa/9B5F2bGXakvdqa0/x3rEdO2gUnCrA/5abMXH89PUl7zKOlkSoMTR3nlc074fjk9CUMambfaX5Oa3KsZ7eI3Gj9Ch26O3TntMXs1vRu9S0iBvwUh4V+ynonaxpK1kvCVoecP8IqqlRMW+RybVwyiiILwbdnWH5GJAgbKytrepos9jfi4LOkQBcwbUsQ9TDQdVheoh8Ru56Ea/kZUULdYPslCK+tYazxhttPuv2O84jbbzRvnHgIWGc+8u6niZl/cElqf094qAMR9cw4WJCy0yyQHDu4N4qJwd98b7dPzkL7TmCb5uB3P+zf/aCfmzZ3d47Gs70QWjC816YOEHfHdByRvTOGIZjeQnMS0uYhuN4y7jc7KTxz/Pu0AbdDnQ+54+ZOCrg3+DvjnUBWh8Nlv7YzTEsgnAE+pKYxxkP/UmTukMhiDJWvbmrPcjzTjIewnR4g+t4p767oou3embhn/jEJMMyC4DSGSUlaafUK3mNdSqyWVyexIfdKpjvwOGCxKaVkfTsZsU1jVr/zgeWIh8EL9ldXJ/HOjVAmYfwdIXxK61B4KSF5hw8f49xQPslRY43fXR6QiUfNwxuu5Tj7ll6cwo10vLA+wNEzdYmp/kIeErbwcvIU8JUvOfIni84kfT4egl2wTHh68LPw5lQeXse7lAD5GjrgZOpQeegViOSpGoeVWvdCuYkHOOGd1hKv9kQ4D+iigYY8T4uFOMxF7BTGHOO0AfNplcZeX1L4HyGjSoEV5EJKKTljePRVURfaRnJemJwyFLFjjoz1cZCRU4ByuytSJEPTa36f49uYz5GP7SmCCXa756f3bkP63rlu9/ugEsc9Oj+W/b0rIrzX/0wzb50N5tSb+3szHROuDHNPiSB3Ruw7On1/bPNoiuVW17ctfxW6+8FNjQ4Gdjvg+c4Njzo+c09uuGnl7tW3hht0C5l+cXncp79hy4Py1qF3WkVfiVYYziOVatTDE9sMOI3oQAw6qdBIZ6eAYNQ+dBw31ZtQvvQtKfdbYrxyO3d8iTOfi/+T3qAnMlrhlaglsRUEIlIgvZdz+I2MXkgFR49Qa7ha/JygtTQALB5OY/1EKAyeg6ebBV21h2izg9OhP6cnd57Xenh4h77LgzZYx1oPT0s/E9HPuQM6WO/JQza8bfR2Dce2PAdGHu4NWtB2a8H3vbdEi0ifYe0U8MqIFuOSsHxMEh619pqdwqO05Z7ZOmyRHaGtp+Btp1Osajo8Wc9c2N4+9G+JK73ylY65ohS0hy8owqyiblov+gnn9K6Xs5TFHFgywmErXmoqRLqTMY2qC1D578+MwqFtUFKdFfE8E+kdx7fE3/w8CrZKUfaWz6fyTmdJi5ofJbOIDzrpXDgp5Cf5zj2j8SR32gkyisfLCTR+RgSfPNZjD1YO/FRGhgd77inznOsWslGXbLhSEbg0YCglw4a/7NuuSI9Q+JXjnaIGdiljPN9XdI6NZUK1GCT3WP14pTE/KAY/uip6U6nLlW6Gqf1ez81jLh5XXdn0Wz8L7o8Tz4i1Ncj97LSsfdrsmnsvMipI9nK/Qr8GPVSuennra3zCs2Jjqm+S31dUglJt9yS/D5RB0xN2VetGP8YQ9izHNsM+nZyle+BlrGUd6H3a00ut14Bnm8SUmScLhuIR11yvJSIz2mW0oSjXpN1uitKAoeSfFPmFJxtwQTXPaswVfTgp4E0wjMwUY/6fXb+XUtrMKsW9Z5r2OO+diGgFtduSfrwBTzjfgWeMZ/ATvl5w87SrX3H/mVATHVUU4wuwps6zJdwaxiPGGffnhOtT0FlFYyV9idolS/DzdsL8jPlTvvOCl1NrA77F73YhDGuJC6qj5qH/Egp6M3qzkg9CSX+SEEfJ91xwf0q8SqX8Rj7/GHTIrkT0X+7hFnSv84KzpqxwYegFYn+YP+T3j/FMewb7g3LsTznC7A1bnnGc5q/jvAGhjwXM8myWfXh/Is5jrwEvfyCcyPV5A34POt0TB+wx/f4tZBx7Cz7RI+LNbMF3Z5z719cjIewRICIA6LgtuC2B9g6bQr39EfdHsCzAq8IwSpXDyij2kwwzvUGacmhVeOvw+g/HgjjgNqXusIVuI5wrPMfT+9uMKqYkIcEIwNuJ5pcQEn0+4I8QW/fYBFXgKhm2ZyhYCAIrbm90X4mCvI8EkThjyayCoV5CSLSHRLoh1EUUwiX5wwhljK29pLycIzARLDFjMclIT2O2ZXRJepakwlbsK5ioFUhizkvSVNWKOO2eH/MOYu0WBaJj70fhlAghTcbaI3+/DrIhuEyKC0tFxyfMN/ZeCFbR1DqE8XiCUYSsJU6FkcoLXoLVhnwjJ7mIihTYefgHXMOyLwWX4A3Dekmtgyd+BsF/nni+wmLzxOBzGpkwAEjBNtaHGktt4FRQhvEswtpcYXaeHqiydHYLWtjiUITCuIhwV0sh0LEUwn2sE1vuhSy0JVhUmG8qIxLuA5CeeCqBS0qLCbY57VJaisGb9p/mkPVjVAfCWwgmWbBuwDYtr3bOQ46P9ZRnUwkPnxHCPWbNosW47ghzH52dxxu7R3afbf/9+OqThuslZ6dpsCEXvRefca+3kgc/fGce9J1n3hvyF2F1bPduLx8OTes/f/5r121/2n+Hu8cH/Yvr9X5PVEc18XmNPpr4WL09/t57z8f3Ni/M1I4zItbevfZemvu5fwQHje8razOP3yZ+dQ8afoDZ7Wg+huBthNvt9d53M3057nT9/sqemtu5t/YHOlbGh8/avjPm3buD/u/atXcgtxuG+GbwonAUkTAMkysWwxtVPCJ/l8JhgoHWeudRJUX6POf57xn2qvO1jMdunr0zrwmHnBkN5mdv//aSVfI7y/lq3iSvLswPmI9R6NkDQyg4+IDLbu1mWe6Ii+/s793Q5cUsfqvDONx5+M7fn11/hS4e9s6XXvs6zT2O2o437zb12fgPcNnxi/FHZWSc6N9MyCaqPL33dTiPFf+rtOB4fcbEP4PFkF6+2ttn15cktwL9GIOJhN3wuT517El/JnrlA/bG/P5Mj1q+rfnOxj71NdE6n+T6EtL29f6qEGudk0RL+6Gvw9zrOsjZmSbPuudwg/6a5GKDUnwV2k4erjDBYkJUwaRoUR+LZIKR1zTjMaWRUc1Cebv7fuhzKLZu5BhMnqZ1RhnrMhwjdB7KHWbyptd+k6esUskIX2bv2U+u2eNYsJgjAGG0p7lVNOAy9SGeAOPMk99XEehjuzmzgve8LrNHsLxvB/6MPrWm2/SbPcwxhufsDOvp/lEeKQs5AzeEAMqyUEM/rHPCp9Yx8UDnQtOeTVlhzzPnMaUhQ0MppWkNisLPXcRStjGx2pHa0Zjlo5kyj3zxhs3nMDWs8/Ah1eWt88on167tlqCzmyiqPduZJzPLDgc833WfOo46V/rUt/ZhwLnW0WKlwkli0kP4BOMjvhQ8/fCTY4Ba+70sPss2at/ZRZ/solLYv3vcu3XNHHjez9Pzpdif3533p+7NtEXPTEaSAuWR1rG/d5AhKP52S/Vvv5nnpfnYnft3Lj8YI21EQmm+5YVvW9DlXLNBd1vuH699v6dnW47uUMxbPEHrlIZTq/FMERWcGXXMlC1E/MQoQ3ClWtcYNNGklZWaUfM7nDlc6cJn6B3W3BuqfRC7MBx6LOmfSe9Xcgb7ZRV8LedS9Hx2/JzolbWcv4yB09qmg9VwJOup49Zwx14xqGwh2HB+39NKZSdSJqPcd1mEfsZ7Fy0ox7XOV9IFf9kI0c4/cOCUHmRrNza/sHjkk6pFao3lFIjZU+DxrdHahVP7Du13aH+m1zWYPdJOD8CKtd8JpW5Yuk7tN/DGiW9gG84zWE8jRBozDNZtY9s657ZwshPWzmwWXiG9r9j2E9v+zmKPYL8Eki5RiNntlcgjf4Ju9HUJhGqRtujcI1yl25Vt2XhbIr9la87SDOMJa8p9trD43zH7D3xx+gl8fWJdf4FtgavRls5yzlyU64nOI6u85dsP4I3luqZx9hztLmFl9+WVbistN2HboLnRrbO1F9yNzb+BX9MCttGWf4CfYX1isIvOalfCDvlKeKm8JO79ivOA+QXcWJZnbLkGsvqJ1sPC3zMNlzdZt4MQGL0ipZbW6ZyIfImnjPR6w3hG+Qffu7q/AE6zHmmIGxEOmNZD237EOPqJzoVRAPsR80tEcvQF2gL9RHPj1Ht6u3yLOfMKXDnZnwAspqLIBKxktPZXwGhuLH7B7ZlQikc+xsYTzR8xfwb/CfZCtx/A3/D+EHja0miV6b/Mzwn3TB2UvNObEVEDT5g3NlvDS8gzf6BfwB9pfQ0jW9/wvmHtirVXwhh1ptPofqLZieX0gNsVa3/iDtt2wbzRMlTY7Irj9PzdPKywloxSTkluJ9wWzP9k6T8jGqk/AmdoEfli/ZTW0S1hF8Rz61HronEliN6/JW1Y0qASBsuFSzCxzWHN3NpmkNEtQ6Z/wPhGFO3+g06kGsPPuP+aLKQXKf3weu/wUbKJmNv4XfKV33lnumy+cUe2uNu3TX35zQvHhvfdZ3hdwKmxG9DMO+8OfhYO99/v5rHv8fDu3Nbx2fee16khjX/zmz6/c6etErgnmTefP4L2vVZqxJOyYEpUlzK5sztAHJajkMU+Z7p6ZndQdCjvuepggsTdQ858/w5cb4T93SDy9wFHSrg/rKUpxdxhXCmc+8375Dv5Hbabg9f481Y9N6N89BXDmQXFGR55MFUefSS4SgE9C5XzvAdMvL5PauHHxX1ns1cM7XHNnR3M7+zxuc/yttNZZ15XjuPPdm/28geX1k4wm/USojU9DwMdhmJuOmQpgqJ5zDdzPkv41J5xHbqXDRmBg3dkQTMJ2Caldx4Y/Ax+JlJQKmpAaSrlAJAej+2FMo7DgN/hAOY+crkXLDOE211RPQ0pdiyVWLumOhO8lVJywvEy4OsgJu9NeSoKfvJq0lpLEReHpWFbEY6n8X3ebxn5WPtJhwbtfR08UP2JMe9RbNeRlxxO8njBO99pM9eUx68ElI/lNibQzXv/PTQtSrNLhfIRft9raVa/jxcHTZlHtMeRO68dvji+f//1A6e/M8R7URGBB/dfuEsR7wz0nunhYFb1d96/y6KPMGLQ2vlZu/vFvo8D3fvvG0nuXC09TpNmWXuIle9vuG/4ttE9PBTDO+8K8iQH5pzztCekTHU6rGvsd+Xrzvzdkavecw87tDdC6ZA5nyU3m42DumRtD89eV6R50lBLxYUc50z/qs3MFa7EqvKGt5Znn35OurYGXTlttNbDQWuzjC7wsc8xjMdJRGj0Leha35IGZU75lusvNQse5wTTNx419xQd0Qjlbxdr7Cv0t7SvNLyd2M4XVLgz1imjNJL+eUbo2QbGUlkEOm9gIe07G62fkg8kPWthFLF2gXaG5Rqj7Ib3pAlbRG50S2nO4nwb5/iPr7JnFM9LzG+RhsTlbOnbcIJsxlDmOPCW/DB5ZJessqete7lk/JLizIoPBe/2kuW2qEdSSuFUTOkHpyIPbM1xa3+kU6fqDakmQs3VQZFzFXm6DN7hsDd0aCYNS0fWQU9edi1HFIneyzoW4odmAduR8xnnSjmqdcu5rLgvlWnA7bSjVcXzVRNDKrDijUlxFbU7Oz1YRPaPehcjIiIcQaMHT2dGTx5cqV2ShbZ0cP2KK44rqqjwQO+cMJsp6qQ4Lyc+JwxfuabNCycGac6IR1/AHybR17H+ko6vqX+KLUmzlYqGytpYEQnhqV+J+mYh96mWiw1cFScoVmQp6+SQSVmMjHjBGana8yGX8lk1cYwRCSrZ8jo9GzUUUJo0prUvmX/m+ZKT5AQ5yfiSrapIs405lCy/VUtJZKa1YxrDMnAP9vuoZN8zQ5mbdR7K+NtSR6I2J5xVNISU/F9hv5vqtURNot5jj4V+MxxQtcVniBkPGFG7wKteiuFccfsvoibOzwTfwwQPw3iL3WMZ/Vyy9QtubwkuwzgTep8Lgf+v1Dmig7OBJU0R31HNtpZpuaXj4zVxMtapZ72PVqnzM1uOHIl78Db6hsoJeDMisu0M/oOIDlHKqQXVSgiHcDB7mbCgMWqaLihy2ckzFtDsAeMcphm3hOEzEf33CH6NIDvPlIQG3hy3M27fc2XO2Ydk+4x+lo4vPqSuzjK6wzJzjgp0X8A2Otc0MMjg05DzP3bNIAJQhLbJEPPJ9fVIiKZUSEE8Q8mvIrcxMMNvHA2867CY9RYMLL3a42AcatzAahGdtLipcB5BVHsyGTNNLr3zq7WEt7UootPTWmMb8DOXPoo8O1n4q2U4WJfX91KCvzZaw1ktUjx12+jNWSxtVdo4ZNEerjR+0FsLBXhbxpx6z8KDkf8yFIaNCOHZwP4kQnjDQGBTwZwgMlsS1hRcTXUHAhY9i9UYG9ZbwukagoLnOLJ4kWcIUPS30bNqfOUOzSLA1l7CY75nVEh6wbsp45inMCmBjkJ6a5Nl0xfItEe2CyW9f4XXPoVIcb42Gsp19hoCt38PoUPr75lHzo2OhUdQI2Xv4KKRpifHmOFqgTeZLmuypgfv3BJ3ooC0fBpV/wPtgxQCI6TqhQgbiwN+FYNkTfhKQbMVIYjZBl4aSx5gpFhIfGcwbHlDBENfi84Y8ippSeBatpkRIZ5hUiUJzDnmNNNTRRgUL8wNYX2jtdcUyuaQ2IblWoRHEkhpEoJJB3ur8btZCI8umPcsfsVOpgqHE4v+FL3BkszoDa+CUVeUR9ATh4bw+U9evv/D/zttfdbF/MUsr9x75ksSxf23R/M+PbN/49jDTldih4dn2W2+dxxikoKbHv3eDO+N4p1HjtcXFukYNzFPbqjMNC7/4rp/FTuOc9N7997/BKDTGPeC7mcAOI5h/nznXZ1v6um9CDqeG3PapxB6Hzb2Adgk8O68MqcD1H6j2P7FembA7X430zj9+JQffh/7nsdwePb+9jq0cX9n36Q+s2n+Pp76Es4l/EdarPzaOKxN0tZjFISEWJxSLFRI+ICBT1ghL+SRV3bCUR+f5T0VPCf4QPAiJ0P6KMNA8Ql5Tk0T9OAPo22N/+itlrt5VgqbsffUHO3aEdy1BvfWOA3mPiuIhpJiVjpI/hC+DUxQu0ZF8pngIiOIGpHn6KS8mo11taySISav5fdw1ubfYvx6YgbG59dX+WQlxbu/Hcbwbgyxxwf2n4WPHzZ3t7+v8tavXp+099G8Dw+8zxV1f04v5/+TpnKA4hcOln+132ln/sUXQyauugAW50XV6wvFWNA0ycG1j0WfRDumlGRAOQmUJ6dHrvqRmuzofanzmJwKLMlR0jYfjw8lZNAu17ksv40UpRN/kcG1vIP3luSKjoe433qcbbthmzEK5AKVcUBRaKLLDt1r3sO7e8+LSjFYry24KSWHvGWDfrvNtDBg4VgWt4VSIOlMU3JJajwzPatZ1nNUvul0RnNPo09aBwYNN8pz1jKKIp0lLNsOkMhb3vjcBHHkBQP+Omvto2r6zGQp5XAZgibmcRPhB1VouBSgkgwO63KkyXO03D3Rpljx3GebfryGNIzrGsN7ylWbhjR3oq+HoX7cm3E4nQgdbhnxjK9W49vDzBgpnVpBquTGG496nb+nfTVmVn/uKZJPvFRjDmOSzWuxA3Z8MOGDsNOTRn3hqrmIhtQc5t9Jq/K7+LYTui4bDgi1f0c7qsFR7bkokfL8Z+puZ8ggysCApZ4g96vDyOAwyUk1mT1ezOPYz1d7QKbPPujRZMwgx3O7cz3psHCi19eiBft9+d4l55rDM9pXPr8e+FQRZftp3Z/zIdKkeFPx7sHbxCuO9Fg9747RBvfh/PEl+jxqK2Sh6qpLy9ifNn+MebsysYiPpbOvVYFtIxwCxhyER1Z8NfinW6Y001pZFLzeG43mqBXHlUpxgg3iqmWA6jkvUEpSJp5mtDI2W2bVcDwMEJIXprRfoiGuse7ShMnZqSd/BDnIOedsYt7DvfAq9LtWaxL7NFIdVbRFbScbZK0csvU3zBGWwS6ET+GoqxjF0Ug4lbuF3n4niwg/E8fKX7YirWI8n3PTuL5shNiS+VhueMkvnfC8aF0KS8P9hcZCS89pb5GrfeU/MN6w9GJu9q+YPdL4G1Fl/VsMvGcetdMbjrP1n+BOz2LHVUMhD3ytNVprGH+m5eyR1h9gW7D+71g/0XnD7URvgWTNT5i9sdhKt1BjhtV8wVi49BPmsK1vMcflJ9auXGLSKEVN40TjjLczzsLGS6Da2wbXK/gV6z+BBc7pMb5lOJE/pMD3irHR0hvktH2PvtsVt5XrcqFb47w5Jzea/6Cx0f2BjQvOhcaFtXW21rHeab6y+JnWv+N2YmuBasZPLA/6hue6BbMJD5t/4Jxg+VfgQmtn3BZaX9PCeoKWJMdfh+raFjqnwmGn0/xP8IXmbwmbM9hCy8iWjy5rr7HmKTCbf0sDyB+E4vkE7YLbN+AJ82dabVAwkzeI4evC5kbvoTSPOg1Gs28Ybyz8SCIui7E8fIL4LxYGERPxbRfcLpi/sPgb8MLWgkl3+16Gmma/sCyNjrN6RMu0HoKxpUWyS0hJI1/kvoP19AwYzRfs+phCRBg3ervS2DDr+HLGecy2Mt917sOFB4xTGF36FnlWyXRN5vjyHPPpT5ifWZS31LP2iHLcKiRv/RP6K9gF+BdYTsSB7Iz7BePC0h7T8BVpqVoxi8xDHklvCSNNoy2xl4Yjd9bOaMGsWnoMdQthKuhJMuPewU4s9gvmnc3T88s3YCNy5hnWHvkwHmLmAfVx5uZJnl38wvZMfsj603t32jfuCjw3BwTyuamPcWsW0EePswgnL62bsZRclDg33rgd83x9eNvGvHZT87vzfR9GA941z0O48Z5hc5z4uOf7e/vljUUcBRz3h5P9aOdwbsZ6+O28Svz/ktwntjuMZGP89w5MxkgbyHimwsHvXDW/YVB9/xKuzALuTpplCBfR5m6EnnCTXFOFLOembgXn27FpPtqIsxf7/F7cw2dsmTdZCrK7trX/UwFQRt+pTR36j3fsMC4hWD1w+P4Iu5r/gG1sjTHPvVJ7Vgaor1nYnufzuainyAqlDTF50DcVc9tIl5ocg1HehfIyzVpe8YgPYdauCZsLocg/74dVKSf0fSpJPetRhMCH0jgZlLMKhGAfHo+TIko1vfRvRXzJ43Ayng/JfBKkgz/sjTA9ZZLwmrNUiPhkIHcH5VQtrCvBu0940tIz9hAJAeO7oiW9fqoA3Qhlm8ZvlDJNeV0L7XSAeMt1PdA2h1KO5ngdrStjPAkvq3G2sSea55abU4fcv3yszDyKvHOH69RXdviCiY7tGhq08pNr/8SeBnm2s2/JpyfvtW/v/P1upx+8P9OQ4zj+iabzifdXxz/8+D4tOazkJ2CZHRbuwXa+M5Zxhvueon54ubBZNCIVYy2iGLoveNZdi316yqiCK54Obdhb4nXQgYqqE+71FrqFlpukixcqNfEJt44tcrITep7y3TxXWgDHecP7axgIumo6xHjdMjJ4DYc895Sb2ymVcKmE7uEZHDoRDw9IyKiNLc67vmWExAPh/JV0vK2EU1ooNrxfB49qTqS+Hvyxty0WpsuDObzIlZQl6ipA80jFUApd0SpbImLDNnxJpa1fM/rOoZ/w/jjmZhsn+yPmdX7EicqH5hnd5lfMwvEoHN0i/zTpNdozgoMtlEat51yXWHfjJ+EIFg6JkQ7ZbkXYe5doM0o1cU4cXYLPeuYWZ8IRl7d5p6JnCM/+YO8ypOWa2uSA50QECwRdL+MUgQMOpRhvucZsSefFN3ItiOgM85YygDxGNfeJh3o6Czbxt4BR1U4xGVgyHTNyRA0FX5ydJ0V/MdtJIcwkN5YkZ1SUpYz4JRs5+7QrSetctTDC6dStw/JWDusBK63dmv2qvqZSwuT9MvJtA9Zu6dw44KW6VJESRWuqIrFh8Ayl6hXzt4JPjFsRU58bIUrRr4jEmzODfskrWXBOeaG8nVOOUHSOE+srpaw54ckd0TwGeKZ063kGVzStdb2noQy9XBh9MwpIjh5JS73Wb8BR0ady9BztCt7CybWeGbw5jUBVe8sZKaO95KfZiLxz5ikZug25FnC7AJ5rbkQE73COHunQp0jv2TBsnYEnuRYyQJXYHvgTcOo178LLans50CXNPvFSdc5oA0d3KXomw+hHOpC8hGeBGx2XEYLvxLn1B5G1Qvzxmj09pgf+SmSXiSwdNv2HnYMn8pRwzojESlcm59So31BRuChq+CfuL8nPztCeMXvB/YEoQJ0pg7qMfrHGrr3mEYUnOhh1Fv6RYP01YF0winkbbynQpLMtF6LW6xX892i/JV0kIx+6ssK85jtRt6i31wRy1DeJCEJKx4Wfcv++gK14f0n4PrCIz1jICuYvuPeIpDTy/BaGcHfDNzlC5H310a8Jl0tug2vi34a1Bfr3GG9movG+siHdZOptF6Vl+geDznSMBxyj2xljofPAZ2cF+AtGiG5KbZIbWEYxeSSYYz0FLJwoJqJQuCWfe87WljBEtN8wHjD7jkI+PDe04fQWBafd31Ige0raoloSQZ6tydoj5ae89r9BfwT/GcIdjW7jjBYyUsynt/RCsfR33yIdzdqjnImdVszWkAOArZ8jEoQWAlCPA/KWvvphCJAHfOTuikP0BffvlICBx4ZlS0HOaHWQf8PbxmadbnB2aN1ofo3NwTmPHMrBv9JbFGaKHH2G+QXPjRL23Cuy145Qw8HknUjjhK0pPLeESeaCk0DtEXLlc0EWO0N6+EQ6nrB+Bhk540lg3ZTP7f3LUgjoZT1t4Ce6hwDrFsWRLVNTGVcsBfaYTQ+BI5XVKnYWuCPrctTuaCmtlFLIJ+8nqLnrdOUWxcfMX4nQxgij6tbofo4IFE/rsQ3RLpR10WdEA3mkLIMo4s44svUW0UJtjdBSa1GkbLMw+nkakqKPzOdWqUkUtZE4n0vsFXUQzF+poATflu8q12UMLV4Ob6Y3fHvG2pkIB4vTVhSRm1NZgfMatM912EyBpoSkLBgm7zF5bhY+ZXSR0niQhYqE704KNY1mWTekCrxLoaTUTx+i2oD74UCsmeyO9UIRQyI0h6Qzo8ndin7S9b0x+vTAzY1ZCJwI2t1L788PfDqy/auff/mXLkHs4yH77mkKHw/r8aGH7LhmNX5M/9A+dgCLaOOh/SPo5uH4F9CtFMwSskdjaVc/dFenSI6wP+Lgvu+5bdv93vtMzXA4jv6978YIdrg4D/Xw3vzJp3+Pd00rVQfD22scRPbzGotzr207PO531pr976I5zv22uf9edfIV3Jxpz50pFQfRMKYH7i3PneZj7qKP80IZQXPzUUuQ69C6817MQcpTljRsWPDmeCw9eitNQeKZvER1ouqTciHnP9Rawsqct0f6Bzd5gWqwOaajEaKuO7jhsD8stum9VNLVAVbviJjbGH8tmBQq6QmoA6Aln5rGM5ZuxiHBYRxyC9bzNIEq+KqIj4Kd3pkMb4XfWrdh4HCtU42FaU7q3WsFwotcijUplP6Jy5KbHgnc1ONMBT7nM1/kYTfXTKRnM6TNTxw+zf39k/P/2ka9887X53gka0e+cI9LfGlOM/l77/40ipE2bHz6K9dfXdmq35Z43FGx5DiUK0/1UL7muSSVICHaSxjr+7ZFlQqIVjYKR2kZJu9JPZtycUXL136LQ3wU0I29JWVjtyELu8twHDJyKAGX3MZ771wHvMWgjCgMO+ThJWwBCpVmq4itUBxuO9YY52+lgAgDR8Gl0o2MgrOmqOceOoAYj8My1t8y7UikIcq80SLvvUGm6Cinj4yuV/o7RS3Q5XUdEfzWlMJSDlEJlyySHAHohnL6BiZeiUjv7EvKxh0teA/R5l/OSAGj9VBeb/G7icco+r9obfKt4XabeCY+y45t3/A2eZ4nX61UgMUPJmeGMi54On3dOjE4cvqYHDVqrPnjTO0ZKEWSHFFKNljCUTMj2EsGmWSWd82uMnwfUmmaD3zQbt0LLuJPcpqYx6wZyjN5lm9iTwwyKBrgxSc999yQBzX61DHIUWGq4xEyzzax+0ne+epVrEf9CvazQtn2f9c4fTw3d+nsnatqgCrae5qGq7lROG6558czrdZ40JyhQ9mnnZXzyl7/M5yJpnUr2SvHYONJ03gyw4RnRg+l3Yu2JtltN1ftw8QNP/InyUZtrK05MuDU+WTXrGikTIwadxq35XCTUXnlBKL9UrAWTvZa7fcvwUI6sqnP6Zn9vv0M96RLFZz2RkOqALUie2e50vK9a30XTYmOhI7KOON1X/c47Pe5zzT+VHpVGXaj3nDoOhdmGhcOqmOdzKU/GrgRcuhb9pMGhlxb1fTVj9YzKOQS7/nboG+kodA7kXI+aQoX4Cn1aoqwTF6fNN8zi9C+ZlAY3oJnnLB0vBowV13h4G2Dduc+7NLHJafK9bRd3Rawnsbj5hn18K14V/D/0PGaRQqsYeR6w/0t4aIzwTDUutb6C9FeXzZCnFwe6U84J079EpPkT+DKtRlrG0mJ2K7Qr/RcTprD8kDDUzm/gv1fYBe8/QRL33wPxbN3j1ye7pinCNb+KwQs/46n97X7Av134JXeHsD+FeM7jSdO/Enj/01fnunLK5vJ+gUthaXVH+gs4I+YNU7LOb2q/wu8sy6R77LZ/x6iYPsT7C0FqaJhhNJ+o20nfP2VSHnToDVYYoFC+X6i+2MozLdIv9TK0hTeIKtZ4PbpN5YGp8XYDLo51w6n7TeWDmTV+EjR9Dvg9B4JlXq7RARIl2gViNdyo/umgs/BsJWzufEYaLGeieLcLTdQw05EmqduGM8YP2Gx5PuNtiUMuEKDbVEQ5gvmK7YFU2gRT/LhtamwGlmk218xf2PjhPMtN7+z2EsYPOyVlVfgROQ185QjnNbWFMoj1VVLBuOZ6qvbN8rTkbCANygrcJdeoYfxxHt40Jg9Yc0CD4nImdj6F8zO0KH3V2Dl1CLlk8p+e4+cbG2R1T1SVQVWbiAPKY9RKulYSzmr5SHG7C0MGH6C/q9JlEPw2XjFvbP5GtEMp/DWWZR6bD3jdLy9TPUvKFyxLsH6kgXgf4XlEW8L1sKQYlxx5frsPbyPMvrAzdmWLdiqn2PvpZFSIWVG4HrnBWxjM0FpCVz1VDy1IKSWwmu3Uxq9UgCxRjs94GzQ3zDOnPiXIMz9Wgzx/jXdM23o6Vu7fQxn8lCQuFDS9U3LJUsOEWrfp76bQvnH/UncvuMtunPumJ6fe71/zd/7nb8opWQdgnZN2d0/73axA4Tt9Vi7d+/Ah3k9Ju/4T6flYxKQQohuzXOZlJ51oDiM26aP+1fjlx9f+Og6rssy8Kj236wIkaCjw0Bt1NxL89pJiD9eai+I2f4JewdVfEKuuRutke1eGIaDtntnVkjdh44fPo0DlzyUKlS06mnoYeHCPbxR26I3I+B07mM81w+foRTL2qPT3vSKAJkFZrUtJJm8v9+D8byXb275rk8JmWp7t3bvXX6axuHpLSuBVcKjvFkSVqZctbNiA4aHV4yphONSDqSXTJ8E0zn0PZX8FgIOXvgY+7qi7tSHz/BMWHQxqz7aLjhJ4eH1fR0YBUeldTBQOoUyInSJxG+x7kt6UPkDpUhyp5QURwPA0RvNcg27vESFT/FepMXMg1A5COzpsupnKaRcRWdJSIV354xH6SHbVeQuaJ+57clKa8nDQqkHRhWAKpS26YDMmMMXrhu0vGGo8/eDusddKQr8bn8H14DbNnd0caZXEy7ca3tK+bDbrrslGbi17/srtP/+c/eNyOP7r7QxxnZ8QsYkdrAevR3X48hf7c67f+3ay0ljXjf2qE9lluPjTzjO2sMDvfle+dCIaPzWZQB1OAWNc+UIJ5xWmr+ifMJuDT+1Gms44aThoglLW+7WdFKayKW830d0U3oAWyNq+n2D1otfe467Uo40qfvinBCyLhkt4RHF5qQxN2Xebkk/4zyLO26GL2+4vdHtOri2oq9s8uxdllDer47+o7ylkygYyCvUmmi2vMaXdA4L5zPnLRzGOBGpJxq2hTHGW9AR70s6ZwXgrm3DbEPpfyKN1Ib7H8RZIPlWet9XDmthmG0sxd+cqsVjK9aewZ2+Zf2DUkD/CRhbGSM+uOycrFd8UQphedzKwS1hWjw0xxTWIPATkUtcSr0w0BjG8LLvg40VmxefA+1LS7wKVij6PMlFlniQ3sAxx9nwnnwFCoG9n/biUSk65UAoD+l0EvAFz4gb8ZJ5tw/jvpTTkg0m+MhpENVpSllB0RqleH9NPpwGRbOpHcEwPcpb1m7ITA+lBFfdAJ0Dio+nZ7rkm5IVkk+b0tWIp14ZKV3SuKZCuVUX6oSrHoeLx0mW/YzOyfgvZanWVTimyJBJdp0MJcqJH69KBpvqKPj0PYJF4rSfEmbXAZ9SoLec38aQH1OmUbRMKTITgZFDoRTKE98rWEhJrCHOERFjmJIbR1HiweU1tZK1PFMJSY4vsWCWC+YGkramgWCMRXAe0SR7XpmRseVUYrUXjkXVbaYJCObE8/PZ1Ca5aLeuAeN9bdU2/TgqMi2DY2X6+OCy9jJAg0c9IF9wj/TnZmvyjJxTwsB5AXslakYoTX+mDMo03x2CP3lGelWUt6JCMsLCRD0ycqCib0X7tswkkvWA/IR0XlGrZS0eFNF/WRsGCA//PLfYqVA+IilO6WxDyMFdUde5/62DXxOOa40pPp9wi3E0RY8nrJWZwpSGPOmMWTgDuOaR9M2I6HJFFsUav+aiZCRHZvbxdh60z0NnFwFsC0M30LH+RqSeP+deDOfljqIXdcraiGxC4cCuiJjgG4q+lOP3Y9BsC5h2ZaGptFM20Zb3r68XpvZOCG5ZLJmnXPBrrlljtfCADwEnFb9ajiw+6D5v5D9xu6QV5gw84e5sPSIrPJnWQgB2aT8TwYKobO50d+AF+EnnEecbC5Gip/EHJ/5ga2/4KWtW4HkgfAM/s/Vfs71HjJYyQqf3Z9w3evslrWy/xrxb5vBvYaXyFHhNCtItwzz9nAfXrIVBKk19CaV1f8b6fxLFeN+INFDfgSXqTphxag9Ya7QWxLt75MRsPYvEcE4G/Qa84l5HedyW8MzXAroUDIkYWRehl2dMINgpi8v0bYEeERRuhp8tiq6rNoR5rn3DW0tE3mi+sRBFiTdrETljESIFbxhLwOcTYth7MOpmEU7Yehy0nUZPtbysruH3FGmz4gDgmDf59qdQu9H9GnZ+O+N2YkMWzAzlSguuFTHYUF40N0slZss1jKLPjUvW4hhFXsxCid650rdXoljbRrOQQfEMVbIopF2eQcmYXMogeRhZMmnFeU+gM3kMJQ6ThhZnpfsV9yu9v0TB+PYILJEiyWHLYne+XMsDOzDkmoTnjGXYdhR1eoB2Jiqibwn7VyJK4SFg5eFlBGnYsSy/6Qq/FGPXIS6jbMzDe40TncbisnYnvjYQwzYL4bDbhSqIbg2WU3qIvYE3Fi7gG51XPi6ouT+4f8Kmx2/34ahRL449tsvfvWvik16MIdzMz91t7vjlFw7v+cpQyt8bj+0f3r1s7z+3856a37f97wlecw9288fxKhXlkCddB+XPLvXdD9/OYx1xLXZ4qg5U9dRRmf8XLwmVfjyM6KC9N0TsPEpvFEXzJeBKCPnSYA5/l6Renwe8OazxO23VwzGPcdax45N3ximvxQ/wu9q/89jNl/O+nO/Na993z4cAODw55AF129WdvXrv7oeG0OO7fviBQWzmVr9wze+ZQzocUMrsyVulPDdtHBJ2xhnhLOPd+cBUdDbpdnr3lHBffDuE7p0Hcnp/VRH4AwpW6qMetFce9cMAwugbHXyd8vzRwbQ8dCYDhG3QT8nvkhcr9YYFzyejKqMdeeZl38pVnsBwX9LQIjjqcJn73ab3m4R8vTvimwoAtYTyUJ5x4fh3tuUbvqONOhRM7bZcy/IK9pynDxDWu3ruL+DeB9egZ/t96qhf0Tifxr2nGMOo/5V94Xc+HvjZHdoW0Rt32iqlzj0euW9jT1Pv9PuV8d59/h4d23Mp7POe7rZbL78P0z2v/EAu+Kfm/5VhhiNNT9y05vsuTQoRwni39MykIUMhub22KLgqBbKFZ2DBwVNGNzBb814culvikehRL4/OpHV1RkynGxpGFGb2ptQGgqNpQIDRLAse26hzFts/YdfTmBCH7GhfeaxFZi2KTHp6sJq8Rit6RAq6SP3hSmfXQmkVaOC1hNF+KHfNEuYoLdVCZC8IZWzVoeMSRlBvkTrKN6REjlkHrLpFxHfLItUyQvQcU+OSMErFpwwQirhuHSuP5VTDWERUa/4qUhv5AFLBQ5wD/ROliWUaFRVNFu/ygXDJ9ySv9SE1JP+qKGqX4X/wsHhi4GU1qzXQU66VkX5hr/gaA54/ZMqiVGwN58Tk0+KVHs+W6LGjxckLxc9KwZ3GetbJ83kat4xJNSgpK5N3AhFVKRgOucPLA1dpjKSQzwghE2zSAKKsANYyS0bwLvM+rW8Ya3S+HE7YB1mnnAk0luTbc3qp3PfiWZ551qUEZj67A6G0tS95CcdQUgFafE7jyjWfUgWNS/dlEJiMB3ONgV1HSomkeYROw5U6E8FZ+Lk/RxXdSkeNwNOc+45/T30VD9U6Hfdf0uC7Mt5wqAp7gqTzO88VvDTUcITZczbbsaXipDt+Ijw7zHsHgz7BRuNcDs8ex6l9NDshiuB60GYokTZoRj+0o75arUFc0mcdefC9a02W70XDwIj6q6nUxxgZRaKvUPqvhHH4kUiBeEneo3FKWptlZ2rNXYZByL71Oeh96afKGNTALxMtPOJXTz6+SPGG9zCYml0ox28nDQRpFDVHqWhdOtb2Sjhrr7ujd7BtRWgtN3tijybDEQ6kl8zvEz+DHp0It+OMQih9edbdyGg7J+sKFzyI5zLNXkVjuActMseU4soyWiH3TDgUK4J9TcPVSKkXxlelrHRGqqxXwiCS+tGMxBzOSp/LeF8vTG1PhBXz74QHQnawhWL9tPZUsgoZr1i7sniwm8gpdokfv2B9pRHeG40t6jJYTwe3ODzZlt7ebkTqod9wyzxYrGE5sxNuT2APmD9Ge65aBwtbe2KzEysL7t+AfyWUlm/Ayrm90r3jfcU50bdII2X+GyqCjb1Bf46F3CIywk8/oV3pnOgpGIWM8YPWftL9EoJYIxd/YSE8/3q/4P7K1aIWhLeOGSz+J7HZLrEB/Cd0aP0lNqSvdDq9hYC4bC+0LcJlezthdqK1E23r2LrSiBRQ3q6wPIffwnYBzjT7Deh0/gFA73+bxCnH2g8ww9uvdLvg/AS/ckqYRBTQL2BXFn/DutO2Bm3JiJSVhVeMVxb+CGHNHnDOuP0GnzDgxR4JIvIDZ2NbYkM0bzSyKHeGZEXEwhnzIH7QoMf3Q/HTsOWEG1zbC86ZyO02DgCtPwdMLI1H7Qyc6R6pk8yvmEeV+AhduhK5276n1VSC/DPd/kFYVs8BVQvjSbfH3PjpSZKHft9aCq2hIPK0JnaFci8tdQMbvvWMJomQ4m6Rx7Utz3QPwd1TsWK2sdhKpNAiiUiGX8tSveVhwsMryVuEpakwTtd+5pIHuivuLwn7EGZ70n8/EQYX/wEstTckfvb0NO/2I5Q0/YRjeJN305btQu9xYGh2wnsPou1XmketFdILpfs1heiIhHCPQ8Xma7TtDx8fLspTvr7I3/PRen9o3kc0HIUetTU979Nz+6bys+vXvq3J27IiL45z8en5m/F8dB0HctvojbPnzcAPf9cQjgeR6bmSpvJGTtz2D95cxzs+3/lgKrfQ2Atj9ZcEZa2d33tLo5yEnq+CW+1o7gpJLlrYJgFUwmifxDeN1qeFOR4E3hHi67onpLM/KNx4lcd7t+r3vhvZjcdVtZ/tjtChuuc7HNf4oq39Ed8pr9V3xemDQG7Td/OhYMaV6WC4v6b8uhUZlXuiYKZ102h6zSqez4PnBEOmJ+y4LvcMaUcvNZ/X/XMBL7rLImw7A7ZRhyV5SGZ0AvL0KfiPA9wI+80x7VJMTIflPkdM6DmF5ksR10LOAzAV9BuHfS85U205kY9ajiCCQeKW9o4UD7X+6TlpgkEWa3TBVz8t+ZBPwn0qEqRQzCU39dfUfx5guvrs0UfP95T7V0Z92oBVrXWO36UwWJIuzikdbIcDgR5ZI6OUqlJ6abBStoRyUrnh3SOqFbd0xJvGojDuHR8Q3fmM4L13/5YhDOyeDbrH92/xfP/N8fl79OT964aj3fDTT653ec/MPD+f03jjhul+8fLD+9mG75/5rI3R9z0GOFbsvVHeSk/xc4fr/FXWeTta+xngbyDP27IdQhyqbQunrAbGSuvpZIPHniDpn6dzVwsv+9YjaterOGqO3NL7PpEldM6WjrYOWwsjR8s5N/HUdFxLBWzIppkHuhlBa9LjsYfyfiutUyjSrEUdgU1KllTcjJgMeVXKK9ypFMrp1S1HzSgAmvPvrSLH9wpqKnqhFMP+IyFxCmVFynpmazrnhfHeeUy4XsAi3TJ2nWTnwQcto0JaegJHu5QXb6Uo0jAso0fTg191PCI9zhZnmaw/BxEFYNeAO70F7zi/4GxEWt2Ftu4Lpt5HONG/poHkDSnzibMhc8qWmbenscrl9NYZXt3iJWuNGeSN77XWVt7lwkrRZUU7aFQaayixrGrvJR+W3GWpTCRxwhjpPFx6DdU7kNOBDHTOUF4HLo0CpZ59JdyqXiGMXPZiZ8kTMRRl4jImpWeu0gXFFBqmiE0UUZTOBOLrRa+MSDEUnsw52OhbSsekB5ZRhd5l8JCX/1vwTFRsXVd6SxeZDSVe0WHLyJiSY0hFrhPOs5/TY5/+HrJQL2eNXWrF8t6XYUK5SBT1pX0xyTZlAMjziF9rPbwWyBi1toayuHZlefJDKdJN0T2zEr5Mg9m3MNXm1qbnFS2j76e5Ms/VwMO7u2hFOi8Mnjg7Io5ojLGHBdujTKZnJqXsLBNK9i0cHqt2a+ZInU+dAc+MDesDjkUv+oD/FG0ynIrTOFcRI1A1MbNO0jG94MdXSzqaXVV9mi2MNv4EfsJbpB6Lejw6E3RCpfyAjLwhW3rwwCZnjqAN1rcJRp56mw4tMo24P44xYYwIbqPoCgT/LPKaZ1Klh+2JY2U0lFFsRWka4/k0svSMxmiR3s9cKe+jzoV58Be3M50zRkt6TDxjK9ayfolH3SJyHuPcCEXfzIkyBZaZViy/S8MrijwIB/RykEo6ZtWyEU7AyTtMUQmBU0bSch6J888Ddd4rA+YG/Iw+7QnsEk7gJv3ZlYje3IKGuFKfPSR+RNSVqZ6Gr3yWdh/+ghEiwkFXmkU6Iu/XRIL/FfMnFs9gOVtxu+aChMARgHhAyNH9Wyp0wVoUtXbreNuyVlVP5XvCxjOE078hZHV5qQPYQ6SI2U4RjtIJq7cteLtEtjh34Bfw/yUIgb1h/KTZ/0WofiP0pfcoALL4N4wrZj8CWfobUZgrlcKnt/BkYSG8C4J4LXRahn0Gc/DcrGGG6Bna1MmCH+awQKNj/hJMT2E7/Qpto/WfhAEiBc2T0Vtn6VciMuQB7IK1M61dsO0ahaSVr6w5LC94X+g8YTxg/EIwyz/SwvgUK9Uj2oTlNTxc7BfcLBTv/pPGG40V7Bd6+xYI7p40puG+RGESe8X8hWYrjR+hI7A3nAu9XWqTvHc1O+f4wljUs7jwkvksW6bycV/pvoI/YppDufVn2qyQVrG20M3Z7C35XxDnDmnsemUIkwvYE8GIe3o3RO2HwfrE6DqjAN0Ztx94+xPzJ2x5KGGyc6LbE7FhowCzlefhJb2zOpiVd4fbKYhdy0PN+hIRRrYQxYDS68g61l6xbvRU5lgKZ5Y1FYLXSYiQIijTOxiosJFnnk/VFjH7CbxFMXdvSQgj3C0OVX0YIRbAN9oWa+39W8gvKRz27At7Tjgq2uJbRuNkNEgKMm5nIhLpLZhAX7G+0TIHZCciP8gUXAqbDXtsx1no/p3Bpe5dea9Cc5O0+ywiSqi9fe143YiVkyAz+0zN927TEgw5et/InpHtO3tvgNO7dTvxDi955yb44uaLuX3ntr/d6PMRCZnTvG3/WPy2j5fo3Wuao4ZUop/tnrgd4p01nSEueYDpMWcP1uPCfWEO4YEzDl1V8LKKZ8qDVcJ1jejOYGQIGOLI7lkJfVrj3HXlbVcNSlBTHwdhXEL3PJSbuR6+rHBVmAYwPWLTD9G+CaRT5MVxszB/eVzAGWenMdchqdW7483jAUjfHY0Mx7WO90bR8IM3WoWY3zkE3N06k4CtUdZyHLzGE0bv7b5dqzpIKLVAvZ8GLk3NJPiujILTmoMUIWN9op39ePZxSm2aUhoopCQpz580Nu0UK1IQprdThcfr4Nunacx40Go9KwqBPPjY8AovGlHK97xhFjw2jTXD4KKxT2TKZQjTQk4GBSmqnPAmrjyspDCfnmrzvkvHAcmRceg4o2jCQr9CQ89UTgYZGTwOwNfRfqV4yXY1AUsa0Jddm8Mg6DsErF31lw60Y2VyxIg27/naHPlx5C9HIvMez/HdX7dk+MjL3h/rbev7vWf3Hjpu2Ps3v3Ad37/HLO+/5zfPzDC8J2C8M6zd4weamPd8wv6vXHupZydVfULDPrlr6RUtflUs0lOBGnt3y2hm8zjABwmQsiUUCd4b1k4YF4w3uisyWZBNhYNJmZ3dTb4EJU/Tor6DtaCleU4K2XbJFsOr3M1Cvs8MAumJF23IyNvirNCUVoIpfexOIZgei2ypHOqFvZXK0AjHNTwinnqkpZUBtd6xUJBbF03U+r3k+J6o1G9AOD31pCnhVOQeKYiRQcCkGE1v8JK5J1rrxHlKg82hh9FGz1oq+0caiTjXyPN7Uhi2hm0N39r4DoclHSb721AAfZY+ovhdY6b+ol3DADG+2zvyiIFmei4oOWKges+Wg65HVF2eFdMTfUftFCExeZ4WpZ0iCnbTKFo7GaizrWEUmOAhHiRZruo2JH9rbdyrGhDyhp/ag+G5a1sio+QSOcz03Y+jnOwpDziI3/ndd9ru2b0ziHi0jfUwCt8HrDTuBWOZoi22cZ+4v1ejXSlDSEUNiOfnejcYSuKP+ek9XhRyk8aodZrhoHuCc34uPMtIFnp+10Y7eNAgzW1y7vDUB5Tzh2kHbNO+8fx/4IskwpqP7z4xcEO7STg348QM75RRR+47lEZvF+2QTQ8lsYzJlvRLa6m+W6EEZtM+UN9S8qtt4ZlgfNgzen2Waao2hG5KD6b10Dg1JsnCGopgoe/CUXPIf4mjLkciG2O7ibi/d4mizjJ4OMKEUeGM80SkNboynLWUnij2g4zswVezZdm4kkJGgXMfc87oMlJRPsY7yQujQM7NuIP8iC8uRYOiCenUkib4SkQVnPJslXy+5xjaBdo5eGNFasQYI9NIpkgkjKHm0ntnlDkr+GvC8Mou+sjkmJTnAqXUSocwWzKKq+av1JGOt63qOIyZiwalER6Qjq8g7iHvm13CqNHOjEi9mFfo9V5jXU3G11PSv+StNuEVCdekf1HEW6mqGHTwk+vLRoh1S2BnLsVTEtCtP4fy3kd/ZksqqCnC1/xC2xzaG9g/8OZsS2ymLfP1019SHonJb/ZrAC6Flp7edSpQ3YqJBBFd/JXGivFfwIq3zrZEipe2fUtF83/SzNI41rHTLwGG82/Q47lIafOa8/mGWae1CNeVUcV7pnixn8ArPQUu742tP+IWdQG02WIzWvL5NYJZ7DtY5AqLsNYM8WxRwXzzn9i2pdf7JRzxzPAeVsaVczgc8gr9B/gLi6eHyBKhN42ows72LYTOtuL+g423hOtzkC47hfeKya4chYdbCpGW4TstBaKWUQn4d0KBfKafH2ht43K64mxJfB7p/B9BGpdgR90c31mlby+F1LqFtc1TUOk9wqItCUrPWhsRTvQzLXdLRLb08OqJzdBifYmDRnhsPONYpCfixMa/AJ5Ke6P1U3qPBGH39gx2pXt4G9nmlbUhiOkV5xrGI0//o6x6j/87mA2c9dj8LWOmfQkir1DjRYKDQt2SR0UR7YVO5HgNgWGlc4bKdXoJyy7xrFcOSCk/XiPyZgk8ipoWBKx8pcKmfaO7Y/aA2VMaCQz8ISO13/D2ymCCOT7f2DwMNvjfwc7QIhKqJ7EMbyUyqqnBllbURox5OePthPcX3K+Yn6E/AA90M1xhZJ6pmzKc3HKe8mKOIuD/4CN1XYkPR/5sDCPRQEzkXXH0clBb8x/3WP5OLuH43DhE3I7wbk83LXz83PS8HZ6oJnz/3Hvv7+7NAuU0XglbNyEV4/Ou289kpI/GNDW0S5Skoby3Jnb78TiU2R6zX7/jfL5w2UN4Tpo8H/L7TEMYB/AD3vlxTfbwv5suZHcjD4B3120/273xbW54eLLt77X9/c8OEtO83OZUJ1b/+rwKoq9Tn7eRTUcASEi3wyPzzN7dAPlxbnMS/uuA6/OI5hfz9eP7U88O48Bo03uHI1siW9Gvm2l/jneDTuUhZ1c8cWrHeo1AcpUL/uWRpd8az/7gVSnebLQRTeRBNw+1keoqBHAzL8WcFHhxiBFzzTzPXWMJerLLcZtgDHSTwWnMZufBVrAnlUaE0J31r+rdQmVHdRfK+xAV5pMBKtN0lGwug5o837RHMrKhZxtiPN7TM0xrvk7bJg+QSp+o9WtD+QgGXSHSOhiPuwW31kIeUnSGvAdIjyilo2iKpphTNFgWkeUvXePxe/xCf9v+mcPeHRR97Il9m/d7+ZyhzFz8Pb53mPB7tKfoi/bA8Zljmx+N7TO+sqel9yWRY1qvd7q488aOCRxA7Qn/XXTnzWjvzffYmB/+ujOoT9ZvydQsrkO+hcevz3sreYEVPQglQDjYnIjogRX8GXwZiggiLYJyHFcKim3D2WIb5RArtzPaq2CW+aNT6eAefZUS0uOcRz/TtwciZe8vca9FPmxL+dh60Ke+5dhnT1iSkzixpyfeMjy9z9BPSTtCodD8FfxM26WJ6Kn7McgoZs+2TJ7QxHk16lOk8qkbzRbMzun81/DuuL/RfMP6Nc4k7RrL1CI7AJa1JSt9y0OOL6JQKgWfzrXytswUN6q/YFJKmhH1J6IgeeBqj7VbHsEjA4MDrOntyhNYw05fUNKV8TjxTB70Om/5ln1m+lmL+iKKRhgGackRiS87miY1nXA6DdTFU7dJRgrl8H5/yUFTshPIoLHLDFCioCXviYwQhvZ48IXY5uJffdfHsOJ78jmf6KN4q+aq+gTJt7vkJGHfOoG/ZQSImCAlf1iNLeUw6yhNTMkO5eS4Dv45p6hROsQ5V78bUeMqcFyRG4H/gVMRyZMRKYz1QOKmYJIRl0CmDA/4SPwKejE5hbx3lYzTBkwy+iP6luzlRUiHPJLANa3F5BSzi6idokNStqk1LX47vpkEI0LmCR2RF14LFzQ2GYv07pR2h84wgEx9F87IULBPITW44xxlMeGi+Lr+8ZnTBwyqXg+5/9LwOxtQ5lnf8PVKWWNU6q2iD5d8Uw3p7NQPM1BbUiJbbHlkrBXT3aa2sz1FtmH780SlNVr2c/iC3KZ9U3VVLdOTWiiYvf8g0r/35I3hpe/lEZ+p0hGaGhEJp8gAB7uiVPvRR3xvqr+QeFhp2Kr+jn6nIcLO6aR6JVK05XmCcNCNz1E7wvwpcTKjj5IvWKbiM8Eqo3ws6/7GMS9TwPmovWYedCDSKl5CZ5jj6gxHASrqyLOuKtB6viuamEZ9/07QmTTcayyp4wuukNF6viSeCL90FpDEJ7opg8EFZwkdNB5nBwu8chfcOvALw4gcaSf75Bgf5zXJRT+mPWa5/o7bQ/DnDmNPvn/9JSNEo7N4o2GZlmel+0uQFE+W4FFTwO2BLcOjsAY9czVaeDS7LWxLelFsPRS31z8xjNYeQq7hAbeF5i84ztbDK1q1FqiivOmNz5XFn4F/AH+w2RPb8gjbL1h/pPlG679j1rDljNmCnb4l0P4tDnEvD7FZ/L8CgC2sxq39SWMgu7mno2oyCcvsj270fqG1M23Jolt5Jox0yVtGEiws7YlIWZNFD+3PbO8NfKOvP6BvWHvCeCw5xb3Reyheu7UoOtKfw5Evl9WWC817CrEnrD+GoLb8JFLo/B3DOXkYlkKrHFEbHVj8jIpnheEhjRCZNiGMEEbnAfMHvDV6W1iWF06nZ7xvrJsn8v9CN6cvbzgbm9IjfHCFB5MDUb9BiB5GCMdajCIKFMPCGpE3mZe0+xS6ZOkp38PQsvQ4cG+84DR6e4wIDn7FcRrPGE6TR08Ho+HtB25XvLfpMJ5Mw7KguizQ6R3rbQN/wPxvREhshDuJiC+p/FmbtmIq81mStGTYVs/iMRYGoc5rRNLwhnGF/guR+mjBMp1UL0NPRC+YK8XGa7CxFkXG3vw7TqP5D8y2OJS4s/o14GFPtPaEE+nAlu1M2xZ8sWCqfipljvkJ91AbBdF+Bn+A9jcco/dT7tcAQ09B07a03p9OWGt4y3Vf/8C3PzH/G+Znup0iRZVdiRojYYToWHieEYaJGIvhtmH2Z+LCX72GYKfjK7nk+8d8/04JCvPReg7Pnq9J2VAC/PTuJP98Iq6OB9O77KgGGN3NCo77492P7XDrXtqYm/cOgtud0e9gOgmYc5e7tEfvXDfRJXq7vLjeedfqyZv3bf7jA+Ftd/trC5Rp3hrWko9JeGzX2ANmw6utGp+E+2jkgx4kZE3P38B3vx/s7jpodkcIzQfe23Wrd+aUWyUo+e6pPWyP7cz9fbCGN+szjdmPcBIc253Fmzb7GGH+6ePdgt0xz+t7czneP7Y1778jjPefxxMftX+8hDPiB1JQ68CX62/zuPbzCC+4DlKU1/pGG9JtDHDmvFq2kTxl2F3UhryC4lAe6NqGXEsqonrDekNeXa53BQdrjFB2rfE8hxxreUDq2eg3zsu2R/kyRHgWwqP61+FzCPvpqYqnvSPhVN45xlCI5gHRLZ01g2Yr53z1Iy2R5BBPBUnLPLuVUqajVEtSyuyMEIVKeb9l+130YUH5tosP1YKmprVJ3vk8vHrG2Y/I5016s+N+ryW08e2ttfXOu8fvj3vlY34Sb439dtvH7TXz9hpJdmPTU3uik97g+4ZGC+925x98ujPWmu4ndMKn7aEmPnxlTyfuUA1qr37W8e7Nr9O2xSPq1eUhLiOEHdopcqHI9JnOnYAr7q9p6AtPQLOHbCfOeD0P59bDgcZ6vp8pHzonjJZOZ47nebEiq2ykVcDWVPyu4cS3XkJR3r5Bu2ItlMEtc1OblOqtJ63IvlvWqyNiylpP2bpy2CsF3gmzR1ypVW2L8xIWTm4OkWpGLLOhNG94Kkl0BmnyykwFbU8DaVuwTA3ireH+Bn7FfGXZGlumsrUycli8IxqL9pERHpnis+GoF5sp0/GVF2oqAtNY7amYostIrAi4Bi2jpf1nvLdlkeXlIZo+7eWTu5ccD2weT4fuodeQgtcukGdR7AQ9ayWIB5ZXvTxOJ5obHSDDuU/e9zY/56mAnHA5RK4N5xpr4pa0PZWcaVwshXQawOPMqjOiJQ+YDffa0ZJZYt5W8tJRbmgoUiU3CTJCeKZVMhWPhtgvpVyUwit5TckcjP6O8kP1owiJVNRngeQQDbxkD0u9jTe5Zye/KWVbQ2f4eCnTM00YOoSZXm171p/ETtG2ovPn6EhPD/GvFKYuGWc2ska7g3tMtK6ip+fvZxlYRF0RqE4oanPNMOjhJV2wvWGtvmsuZKCRxaBwwSXzyEsfpDy9jSgJqCpVrQyfcv6otHE3/EGGgD5+fJp30pZoVHvEpuen+cjwccPIDnxEkUe2UCmsSg7rib9JO3frEcapgPvcbq5vCDjZ2nXqVTxonq9gDuUUWd71KbNV+lXxYfZzu3sN7/toW96vb0Qh5Wfcow5o4V7WCHIuVKaMWiqDdLazTCFU3vrak+0tZ/kQvEOpYdO4Edt9ji4KGhjGxkgPruLpzcLp3NLwkRVJMX9EBZ0pg26non4snLy7FP9tzeCpkKN9i4wsQ+m/0nwruQNx4HQSD3oS98pgn7TGMk1j25Jn8TPX98yI/jiNcVbNl0ilT2rgY53DoKP6o1ESS3sl6HTUzUkjqnQi0r92RbKJjj4RBpwfWKaGjMwyscbYks5Pr2DPRKq5M25hIHEMmqUNctDtj64vGyEWT8Wl/YrZNzZyUS2sX62tLPSszu1hXekbLImkbUmLygpbKApDUCCBQyLKQvPf0mvkjagQ/kcsiD+hSIwgWFHct/ew8Lh/Y/FTOHu1E67zllksGifMLtCgN4PW6O0hNo+Uyu05CN8SeT+XHovpfg1/vCRgw37uKUC9YXaFdsFaWLS6XZCyFEL4iDRUP1KZHJXKjYgEiSLGHSyKf7elweKpXA244bD4JQNuT2ycI8rELzTOLNuF8OyJtFKr/UEQoIguOW+/pLAZ62ftJZHyGWhl4PGsm7H4f2KkPNMix/9qJ+gb7n8Cv9DaJVJpLVG4pSdjch6COLUtPIJ6GKAWhRx/cDkhMDbewD2dJoanIVzD0NAy4sU7fVJyKW1W9yu+esDGQtDfbCGsfFHcxfLQ0XquZw8vTW8vSVRaRN7wQGMB61HHIy2WYQxSHsWFKNx+JlIBBW40/gx4+zPORve0kCpSSEL0lsymLSmvROoxFYg2P+MeVvaI6Dml0HNJIn1NpXswBSC9dcLqazibf0sWIoKX4VOcA27pnWo9raT+nIarYLoRzWLFUMOrKizDLeswYBe8OVjuOYt8pM0DJ1qlajllO3m4isrwVS+TTNPUOeW+7BlGHYTatyu9vxEKrBC0I023YwSedZ746CBcB+ZicreCoR8+VVb6upFMJ/t+7/0PWz4KeXPbu1s2xnpXUaCwdb07C3r3R/HxZft5+QSjD5u6pwjZf3X7zV70qvnq150pzPmCdzdrLVPAPQjPesd2f3FYkr2a6Oi17/ML91Hn5or9YJHfeVJiVkFICaJ1EPW/sGQz7sxCrh2esvr3OO6xV6YDRbVzr935+Q/GdLhuUXf0Yzfjng4Ms+dU7bV5jMf5zn9Pz/vxnr5PgLyzt4aE7ezhc5z/ezRH0JeweG9f6mDBbpyH3THt8Q+uOkROh8LpwLM/xMNQsHvII3WAHMJxGU/uHqQFw1BcxXPCbeo9eX3F9xKQ0yO2pbLQYx8MVaYO1DqYTeuRHr22pUOFaimUF12r4e3gIl7jEz0vpUubpjcp/9T3hH8jw4NjPnlY7tBRByibUDU93uSwY+pTCggddIxQoDgyFITsOD+TOaBNyjeLQ50b1tJ7NfOmz0YoT+/qysddsJkOLW5k6O0nl9/56941aOh9I+i8t29p80zDvzaemW59zAvvt3o70vHsLbH4SsvV2q7RAw2/11Ch6pHp3CFad+F0+87M0T4c+o0h6KOZ3vLlW2pxh3588dqWwBerVDshd1c++SLRey9R9y0V+mdkMAyFMXGSN4b9estRSonVch5VYyGf90jp22rznAr27p6K9FO2Y5QXsp2xJVPt5oAr1lbe4OkkZhWRJfoxCjiH+Jl0t+AabZpJISH+ecKzrlzI8hu9S0kUSv0mRU0faWMCBEpdRBpvQ+nkrdMzH3bYU6MgNu2Mn5dwFEynLumhItLbQ0FlYOS5p6USJpVPpbTzSwyiZTS0RwSEzYVzLdI0b5bps6QQkrd/NmWpFAxFVKcrfcZHVynIZeRVSpgz7mcUwY8iIJr2lhDRoE3p85wcu09ASfxqqi0wlDnhlSslXSoC5YgJyeOTF4wwRyqSoiJLRE8TRzKyI8YvWDPJCFu1NQFjdKd+tEdQV+pTMkOkBdmnWlkHvymZqFGRFRMvLKOLttCkWPbdvPrUnmQ5ySuKLJ342S6CiMGL630Z9bJN1UIpCt4EEWTYt60lHx7y4Y5X+Ofqt1L0uuo/bYQBQjixV/TVX2WEneTUGq9oodZv4Ek8vSWcZ6OQHEDCuBp7M4lkRVc500JOI5ru74zDOS4T/LKWDjO+aG9onpnznjXGJ7mu8IGhGPYh34zZzVDS/dQn3ouokPxobeIhiZeTg1cU8ZZ82Qa8fO5Pq594OO2bOnPk81apwQ6w3K2rvtb6TjK25iwjmK77rHrcntL91X52wB+CT2XN38jysgBn3MO47VX8eMaFHvwUxxVl5Fvca5lutKUXvmre9DDguL1i0/4N/VMbW5n00HeI9ErTxGUchtwrL9F2rWECY4rkctOYtAwZueWdSimI+LNk6QvDEHViaBm2dGAYuGsZcVSOyjKw9V9jv9k3IrrDKOd2D11lOKYvRFr4jLCTIUoyg2ca84pK6bkM4hU1swGnRuLPFfcrkTJf0Sy535ycexoy+kPALdeVZmmwCR5hGeH2tbPCXzZCLLT2a3hi29+StQUCtfYc6YpWhy2IZO9gS4tACG90z5oN6xYMeo3N6CnMNX/EuND83zJS5+/h8e1/ZxSTXlgsCnH19u+hAN5OrP1E94XNH1nawnK6gL1g9hxe+3ZORrtEUZW24suCtwfwKe3O8hwIxBnzM8vbBXpntZ/JQoK4VICZr0nUn4E3Wvs3aN/oXKI4NT/pvCT9cJqvNP+T5g9YU+hLGG16DyGoLZH6Zlm+gzlX+4FzpeW6Nz+x+MJmJzYegkD4hcW/s/gv4dXvZ7r9ydr+M4nHLzQ/cfYLmLNZRKX4suKssD7nYfV7oEX7AVw58SeNlW35F3x54o0lWdQP2H5idqa1b/Tm2BLMJrz3WyiFzYkUUCvWIwKibdvYC+9eZ2BjUU7QPFQrv3HUZvBYyyUVeH0IF2ZLFjQ2tr5xamdOS1jqNoXH5qE8CjJ3Fjz5SjCAfgrrqtsj+BJGCL9g9ozbG/g34IluG25XLHHG2Fj8kts4CrUs9kf29UpEzFyCki5hKV0si9Yl0d/sFAYQe4t16g9hgOhn8G9k+mpsyT+KeV2hPeM84vyW4tYKvmL2knP9l9gLYvb+TDCJb0H025/ANaJw3IFnnFfo33FvwfrbdDj2KOJnbDSuYXVt3yOIZIkiNob2+CVhGd4LWzrrBFMJAVXMPA44TzjfcXsBe4s0Y+dORJc8gV/pvOHE/m+lnFH4uOH2yO1Bd74mIUGC893n7fDsgaAzK8vmf2elqr7f3/G53am9/fj03SRYMtYhZPLJ3FJN3WvneO1jEm66vGljjN/nsdQ7s5B0Z2q765212Qm0zn5ix3entTlOxG3/zj1vWg8I2J2xJEW57dumdbw7tvuXtTBCtCbjXOBSpFdTPuBUSsijQd5UB5fzeyL/GHTiynH9/PjwhMr16PC6C9JyhPOEh2l8G97Dc78fgUS78rDO9V0eMOrr4yD98N4Q0KfjQf1l1aOz72ffhBQG+5RPQ8CVokT/eObfHlcepHZd2NSSbkg5Po9n6u8Oau/nOePlZ1fCxRV6bIzoji0UaV3tKQdphAGPOWUxyBQ2I92FUuBJOBdYUrhXobj0tBnjHcoGn1M47DwcVdx53oPG8PCaDRI6jDojbDp/W8JaBw+I/ppPMHaU7kn9hKFg8lKdD6Fah8zpXstVhlp5q2l4W70z23AjXcqs+AiZOGCpA1JGVRpgqneRSkIZeyp6qoUHkvnkaal9dMVsxZUWBCY5IBVVGYk1Bp5j8S09Uaa1+qcuo6hmGTj2NLWuw5bY+9qLV380lnep4yfXkZfNrzq3f9198MNuR8TBZ/D0/H9PKffc2hl74StznPbA3b6Sp9n0/eGxuZ3bHt9z+Zj3/ywffWGs71z9BLixrC32nIV86YTzTpAdw0oh0ZPHxrnH7MzwHF3Cuz8PWtYSx9aAcZMitLVwbGvD29XRGaTTLWssKMWbUh74koaIrfawW0QlsBjhIS066vmvDBlKE/Gan1OGyHUPJ6GMTCi+n4r6RtAS25K8ZtQZDygFXciNb8jTNshrKIaMNyJntmj2KZ+R417kwlZ6poiOCLpkdGgZEdCdtnW8e57VSAPJivMS69SiiOfWUuHkk+HEjfCWJeoAkgWJHUopminqwjEMmqez1cHAGqQ0no2aThvdf/C+I4XQ8RzYbZPCzQnnPV8YNRKSj5RSPPlHpo0dqVw6kTNclhmjjFfloa6outgP7vl+OyXfeWXkZN/LTUWRMgJIPFh1IHKnBx/3kDel6o/v1UoWK5dSclaGSg4uYwrJMo1SJFdRVUM1IIKm9Wme2uvLwEHk5as5DZkz7g8eWV0r4oSINrBJljLV6RTNlAKxa30kBKrYb7apfO8Owwghb2M5WiSNdkdGlmDJkmElEwXcwlHxE17qg66bjyiSYV1dGTnlYa6/YioEXvKKjCBjDDtWV8/NV8iDu2gKz/3OwjB6zg4hgzNUqrAyjMlhJPuZ17YMU2kAIelmzjNwU4p21epRzZncaxV1AiPC6LCnC2XU3/ybIevJqZCIRBN8lI6wfjxh5PP8LcZesE1a02beawMnEl5DJpiNENrFPuRDl9FtrG3Q4NHW+JkMtJ9dJkV7RtuuomEPiRorzTbISLQoTvyI+0vIlXlWNciaD6FnU9rvoI8ZndQyZVJ7w32rSAmlHbWWxkmLVEIjWjf78SX3UIwLpQ0yJwooy8DdqfoMiObn3miJR5bK+zyb43L+laz8REQiyKCcRghfknbG2Si4dsoDWjeL+hNK69hVsLrOBL8Sxb4vAdOWvLqL1z4T9W3P4Jek3sE/ep5PtF/o4dRA+4WKYkm+kxSx8M9Fn8yhXzF/xbnmmW5L/J9qr+R6u3/DlrehkyXlDBmZk/65ohc/ub5emLqFArcvnWaO8zOQrmcREj+xeWNUBL8C11oKeEiB6ZweJ+HFHosUwIqatRvYH7HMWfza/Ndknmndt/DENkvFpxlLM1r/hahlcMHXHuEv/UL3x/BId1mRQ0jBHO8vRKHmICSd34iwm/8gohv+DK93ThjfgR9EcRJZCh+JcBSI9Dd/Ai9hLeqPmGUtCVuw5QztCbZ/L0JSRM0aRuQta04eBrf0MokaC72dqdx63rH2wimFIdq3nGd4irR+LQ+VyL38nK8l0e8ZwmqPIfC6BFQJapFKa/NIleWr49tbGB5biiS2sPgry/p3bFFhclhbolYLy2fbIuR2S6+XzvnTc2wUXexZHC4Y0PDKoCzm4fjieIYrGyE8xO9z4I1F+quyGKaVufmShCoiHno7E4JuMvAsaBzOGGkowlH+O0/hNvKjaWDxo29aWkM7kePViTV0LkHrWph0+i5nXdaBIGJSQvlzBs4pN+SBxB22SA0Vc8xcex2CKD+H4SuJppnSo0l8m1I8uWObGF9GrlgUxLaWSo0mIpSGK3/ANnmPMTFhIwpJQ+tpqvS/J+HraUhKzxt7jbHN3j6ciAJ9kfvVFsv+NvCGbZGntHsWq1ZKJyxhq4Ke16I+n2YQeg8POZDR+ew/e+Dvf01vHcXM/SFcv0tQnuWE2dtiSI/TmPYtBzM9yBo3E7jt+ziy+rC7LYFmf2OvbrjtrJxB3rvM7vRD0cb7b9skIKYQeNewcG/RPxqN3cyg/r43kTqMHQw4n14KZd0fkKiDjISl6ffdteCDfhN35HEzPRCgneGnFo74NHXwLtys2tljur/z7lfWZMZPv/MZ5sJcY4Ljx3b35r/e6b+6+P+x9ydrkuVIoib2C3BUbXD3yMzIul3Vt/l9zf56wVfhhu/JR+CjcNGLZt/mZY05RLjboHoA4UJEADlHVc0ssqp2hghzVT0DBoFARCAThOGlf6Ofo0bJNca8BT7M0PIBo0jlsOnfZT+HN81m3mRzQd8Yza0yhuiKhI135sgvGz10hdvm0Dt/N/BGMAE/vBDjkLzNvPfZzzFNU+YzHu4GH4WZuxKn6/F2t/OHUq5lUy5t592ayR5ueS0Ff4rNcAYKuOfLhHLQJgEPY7V+Bv+K9SpgEpHVYWP1mSkxztSH5A04/416fDO+914Tr2J4lira65CJFYbXrTpMpzHFUzi4EkUI5VN1RYXJFDbmtCXYkHbfZO/T3PzmotuvwlwnSXkUTVxbx/s72/ty5dpb168yyJtdfr9c8pD9/aA39lzmp3vOc71hvXpvz9P3dV7pkaTnNqC6dpbE9sr18X0EULfm8dZ43imrOfNYEHPHIs9nzuWQxOMMAcPjO0RDbvZI3BJuZSvg5/11bD2XULAZbYtzGmaec3y9hYI76IytRSNtYcDz3Npg8nj9CtwR8q92V0542ttxKKanfpLixtRia6WHN6VHbIm6kbOE5/RMZWR7HT88eqSksoOPLZOIK2DcQDJotPrhnBGlhTBkeZSNQoYCfbHX5Yy4Mkt5tTpLGPe9LldOl1gTalHOpXvqpO5KMd9cWkoL69+IJiviRg9cAdLQEkrsTtEZAWaGkqPTzKB1Bss4j+itMn0xkvJ5eNgnD2jHvU2e/FF3Tx99Sk4O24n5waPi/VB2h1I4vKm9D+GxPfbKoRT0/VUYqXvgL8x0JJhBKKrcjpqINpkRfDM9kfHwKZPsa7B2bF+2iYKQAGjIX1POGPOrAahpxMc9ojXxwoCXiSfBLF0+iHM7vN4YTxjv7dXEe0YqlTCguCJztJRpVqyLyAmfnIg20Sb+fOahYSB5q7hcNo1wwa+VmerH5SRf79MYZMpekwTM4GIg18RiFZUlUfcUtTMcnuwA4mFkGWmXljEXEx4RqRA8KvpI6q/N1Zx3wZSdWc6M69PRZJyJonktRZRC9DWtxUCXgY7+YwPyKQMPyW/Qp7wHw2jGOJA96gqldsA/+pc45YgO2nHPsWed0TJ2KeA/QSQjrZWkv3AUC8OLtzX4+jbl1YektmEUMRqjWU4HzPgQXvgdy/Li8xfzorN/qLqCOtKUxYAU4twFcdiG8WHo+YKGW9aS4C8S6YE4A0/WB+lMo2qM3894GZFYkR680PmKOexENIJjbA952lIranclvIoZosT6rr4eQ4k/DKyI08bu67Vj50cIFhUOw7lI7q0NtagSDXrTT6a77ZZeHcR0qWM/4xgzeLTDw2mW6QfP5FR1gjkvRPSmGXmnucSws4C8+vqubPZPnkISPSH6bFETbWJWuEyougwDbOj5G+XDRohe7hDBU+50lO9GnPQr9ANdXbnaZ27BEKxEoLCY0lcOaKmovKAlzlfo3oYTOPkL2mHtlh9s0T8gUijlyYBcD1DEcthzppbI1XWA/s28LFpxY7UvhBBGdYVeUfe0Z/EDwBBUjo6cJxb+BeGFUv4NtLPyXxHukf5CCJKG2D8D3+h6pvOM8gvKr3YGxfqIlDtKuQe5Qw4H6Peo/GRt8+xzFUjxBdHO0ldEG6sYIimGlL3cYZ4+bjSoZw6l0foDXb+i/UjrR6qeKHKmS3jcrEixg1U6cfjaI+gRkZ8M4TyfnfQnlDNdvroRR+hyRtaTjd1d8LtALwuyPlPXX5EulCa0emStD6bYrgeL3lhhWghh5Yi+g5zqUQqtmzemiB/IIhgzGumJ3GKnC6oLUo1QixzsHcGEMGEyFRfAS1+AlVa+oyi9HEELlQeHyTegUnkC9dxr2o0Qu+ehaqOIUjwcWtUPxlIzQFSpKGeavKAsNL5ikQAWkdLLCyCs7YszGzMmFLG14fEDhtt6Z1gsbcyXHVJeoZwo9Rml0vuC5RS0Az3rCN32VFtuFVUP4T1gQog2W7uds8FfvprXdvmByMk9cI507XRVit5T9YjKq0UQjZQaK6KW5ku60Oms7VfQQpFv3l9bfyLfQU6WH1fniEW7e0YVpAi9uwdnL4guKJ0ur4h2iudmDE+eTnVv0NVxIZji22XjjEuw3b1Xn0wev6/yiiJ8iJ9D6NtIRWgoiy7qmp/jmZsd3/UlexZfq3R4odyqUNLHTnC62vhlZ/YCl+yez2/J8MpmCl30HaR2fUvC3WU3LgBiV0NgHP/Ol2RX3bUxbapMINQEr1s+oNsRmAAwFCO4x0wPAXjyrJueeUISdmX2YXQuhKLRMbsTczoQM4TdrDy7DvktLszvW6V5FsD3deTNyTWMmuPJAN6gaxzOFhuuPEZCUIdhzNEQkK61mPua+jgOioyNRmyWdPPeFl7bWu3fudnOwvGIixpzoru3ZX5onlnxIaWN0Yfomj/T87PKRcqCMpUXMjzdwluvugzlHpESYzFh287OKuB8zTYIyjywT5gKezGhQDTv832em3uzVqT7oZhRn7y6YOy5vPth1k1EAjAU6zNXcEskId6fSgLbv8ngqTayHR6RYVVMBvCfpmzyZ9TpwZjS8FSMDa3DKXkrT0OCb2w059v1uYrhkH53Pwi3Br6ajDIjzKN+9xZ0BZ9dE5C0mYz0TGKOI2YY8vWhQnivzlRRHylv846Lq5voHLlBlGXzMaPw3mhp0KWP9i3TlB0t2yyh24AY6LZp1vHtJn0Nciyb56/1+jotm/xny29l9/wt+ryvWTYg2ELM+U4MclSVGeOWB0u+T+KbV8Zx+/eurPfGK0fKID/vwD3ojc+qk7gCeoAw3vViaXeL0Y7usrqdgVCh9YHyESFgHlj22autW4u2cDwUJeLkzfjQx3dcOTDgWI6U5QuhyFdW6K7Uieh8Z4A99BaRfkHNkND11fnbVFiYRGH7HKvH5OWRQ7qcEdT1rmGAKGi7s7o91ZCdndFN+UJxj26hu8E4eEEYGnpb0L5g0dYVKYIUTzUsK0ix894QhsetHzRt4kqHZtkOLG2ruHFBkYM4PM0org4zih+wHHSqnyg9ojKsj5YGw1NgUMEjo9WVRdJPhis9n2Fwo3gU/VDEqnuvDqNKOERZPm1Ri0LXkWavE+mTjM77uhVcQRSyhcsyQd5y1HWJA1tDYWvr287qiHNHvA/DwathKaPMi1C7p7flvBOjNLWX1ucw5MTD4ZzQB68Q73nQ2qHc0lg/5rAqujBS+Lgz5pSjQpZUZqRcZCwImeowvXWdL2tE6KnxfJE+FNlmIHQFqGCwH4pAkyeHzNBsvxjGI3Hl6pChhhEgRBl/t9jaMhy0MU0joBsk3eYh4c1eQql8u6gcXKSO/P99ji/LmAM7Av6hgF4G3OGQIOzPCIxozzEy9xofERYeIRXGjvCwFqeJow/u5S6VEYUw0qQJ2/OkkuEAiL369hmZbW6iGdThURipomI8SR6EoFM+uk36UWb7IdsPGWFrLByHjatHxwxa78+ktGfuNY2liZsGt6F4viAvk2+M91XNKBZ9Vnz+nCZ4/2YUSsissV5ifs+BpPb3kUiIsb9anAS4El66GSnlHpUF1VfsHIZXRFbT1SCYniqiKZwOh1wvJyd0CyIdqaYj6i4ryHCYC2rgcrG8YI7IC6b3O5jzgNqZqGbgdnj3kOnV+c3itPaEyQa/Yunqv9lzYg7lhQebhm5RYQbdDvrkNDxHJRqOWLS48W0ZstBifQsjKCtF/TBs9Qh6/Bxe+b09P/DNzsxVfbKIBv2CckRKAbljpAsb+zbTxYsuiEdptEiJJK9pUjvCi/EjCX4V0XSBNYZXwrPvL7+B3mM803VpRRzdFPQVbRq2UZd1fd/QfOwlnJ/eLh82QpTyYEjfjaHbYR9mXdJiDFW1onJvlp1iB3kgd3SO9o78MpW0jqBG4E1ZKm7dDqFNhnXa/noxQGuvrrc5UBBn7GfgV+YG+GyTrRGGgiOSLRTzgHEhgTPKi3uR3/vkhtLXJkL0lRLeBHpE+0J3TxSVH853HgBFdKHIYjm/5UCJsxFa5FMrPp7iKOII4qal7sRxWKl6BOCY1a5KpUqxczD6goj5tklRpHR69z8taH90OJqATm1YSp3YmAZBy2E3MjMExL9S0KKIKJWObWDDgmcKhwiPK/KABQqfHJZ2UJYWP2imf+FdjxMPtw2FXeTZUywHsgLj0Djt0wDs+jzR5nPb3GimtCBMntutjcXYsKOsTIgs/Wi4g24EHSOIEZVgBMbG5tZeOTuTsTxqKpauzHCyDnwUxIUWNeFUQ+memFscQukHtGmE50VYaAjW0u0ZsQNozBhzN9iVSHdrLw5DRdROtQ+vIrP+gi7GMHr55nOOE/eK6tFn+AQRQt7di8cFsDACmCA6BWrbA4ZF3AyGkecbde+Y8FYJ4xKhhjFliU1ueDi4b4dOGmTdXV2oDSVvguFHFCc7Hi3p37fLXrmQ35TNE5dvfrz+WddOKwBMoT0Lk0k42tQTl+Xq5cvK8+9Ur+zayK/IrRHv2r7S+Bzl/u2PwCr3dzv+TXevPCYb76tbJcOYWa/X9V6El5XmnhThneaho93zal61hnzEvHGt7Ps6N712QUZ7W3zPAwkevL++b+EacDetO/TyvOwnZVuHb2Ov3N73U7efOp+bNeZx4HQmhP0rXbkYRjwU8Nr3Yd7fVLOpN22QXPje4lTg3x7PZj8vMfCdMnLjRifShm5TUZ8Xx37G17VHpiF5M586RBIYkmFrbvxygyGPzDGPIUsYAtwzx/sdqUBmigeX+6Z1lynMW/sayvaNUWl+xN5zRheMTrDdiHpfcwqDEDSikgEL90or62wo05QNHpRN/4NAja6mDY9dD8WdO14M2FtKt/DAtBQwML1zY7OaYTCjXuK+gWICZ6yOC77yXrm2mG4trCvXx5K+tu4zIHXz79Wy7/YG/tfp7PX7/nsg6q133ru6re99qv52LddqvV3PDZqy69PfXtK7VxjhJUfOVzLOfJzvh1JefU1MmlxTLYlOiEC1tAmGX9Vth8Vx/oBtvk2WBobnvinzhVDyRZqYOHMlFOp5TgVmttQSB/k6p9WO9hNz1StZ6RYRTfaK15l0jiarRP7mvYTQ3cko+JHRBqWOqIFY40UULUqvQfejL5EeNmQGuy9qEcZRf0RE2HkCTvPFFBxWnyI9drNKGFxjV2se9qY80RLQCCeKklZJx3J7CxKp9ga9apNXUTCHupMP0732xaK+C8EPspNHRcoj7+P/Kc9smucZyQ3hpRpjcUVt8OHhQhq4MOWGkD9zhJRGCr4hAqT5VudvTGWsutEhvHNl6EFCIa1QIlJItiJIksutL7Z3lI0MkZiTuhOcxDo521wwpp7hDBDG+KJJxBEkR99t1n84DYbC2u/FOstRJqLz9dF6KMkdvxRT3kukNnKYSqShsrU92I5GvYn3p3Z0gENnPzaMe7cuB8/1Od54zN8o6uczbISCUBhm7+tMWRP8UnYCq8JoVx7EVJAHLB2PwqmDkB+mfJGAvf0+YBHe+WMghvebPqY5vQYLZcJ7tOHGPE1RGBG9ldbRPGwdRoq6jUEEyPJiwAuYhzJHOic3KuUxDtzLMNCEvtGfSFmlbCIrhiI58/fQg3jfwplwP/eDjkSfTek7zPyqc4hg63ODl7eLZpwdhqMCahk6Yj7GeSBAeOOb8S6MQ8ZTTamuzJTclrochHFmQER5qDka71UDOoxfCp4hJGCvI/IiMoUcksFQsXOABDtsuZiCX8M5CUTvbLRDWf7qMrAk+LoBJc6DlXBqynRGiYOrLRWXO/VQXc8WNKQg3HtdylYuDwfcxfGjmmF6OG9BnGkRzjdzb+yRmR7FGhE1gT55S2bvmbNDbKHiwGs0dhF2BsgwPoZhURrIE7a2XBiRwLHYn2RHwRtOlKl82Aix1J8MMGeLgCieTqYsr1A6vd3RVeh8o8uClGeQE70slt+e73T9kynMFZQjnS8uyK12YJWah0qLEJK62v7Qkdzy3Bf6qh6eakpNrWeknFD5E5R/g+458PUO1XtbHD7cHkry8mAK2nFYyK+onpFuhoQudz7pJ0TPFH0yhtDv0X5P72LnDRye6eUHyALlK4VH985ulGVF9EDRO/MG6S+GHaVDWWjlK6aQ+hVUKc2QdGVxFDNiJauFAtXyQhFlqY+UcmRdK71VyiLo0pHSEGm01lhZzVOwmaeNiCLlFV1WuhZW7m1xN9vAVnkxDyIPdRL37hnIXDwxkJzNGCP3wD14jmHLVXgGHqj8hHCi6q8oK608oyJ+2Ngdwu9tob1V9BUjbIcpGCl09YPPaoQpnglDgURqpN4xI0ikIjCPjVVXhCPVPWFWMQa86ILQqaWDFrreo1SqC5aRhEnF8z/rnW1I5Fcsh5ofnC0rwgtZWa4awrcJgNVDurScXSgxIlP62QiAEzY7T0SwiAY3dsiKyJlSoPdG7x2VV1ReWbgzwsER0a+YdbeBvFoaCxVoZgws/ECl0Mo365eHcPeDCWa9/x2q9xT5Z5AfKJaLTqWj8oORz07sMGiRM1We6R6FgRQ3AEQomk8VStOz4Up34qr3TmRt7Nod5/EAIXHvnuL40u3wbmFh0QMq5+EZbOHfBelGNE24PYOfx3Gz5HQQ3lf7nQW7/Llj5rH3Cak0y9H5ofQ5atjnidpXHd666dasfte/3H+BfEjctg+3i9Wtm55u0rZs+pm8zHdKh/daes/4soX0Xti7GPmubzt45Htj58BFnwdTv6hcNo5heYM4vKnHHHxA0Our9aHZGuhuUNRuh0NdbP4Dwd7wZBkjja7FZkx3cyd7nCDBI77nuyldwPDu2Anes6Ld9bQpSM9c4mPqX6wlSc9cW08iQ6ibbeTN0uZhpid6lJKqjXWjQ4i7isBX8MJ+ZmXEDN3PGyPRLQymgj1dD49+8ny4P+Gwsnt9IzrjI8XTFw0PxRBkfeMw9vJuCLZ8kIY7PW+a+lSuSzgFiNcd9LXPfroyaqzhscE3uc3qjE1krB9vJ8LekwHCnCac1gObA5wVZuSJ02BJqQguEWh+jvMnop04l8j5HB1zRZ64r77JjnmYhzs29xiLzWvU6ZvygRK+kRaPOBCHe4+x+Bzg8likgJSOhZ+n+wP/XJaNnPTO26cyx3F1bGpiw+AejKijQHhvhoeoekpSBm9+qzhGTJr45hv5mejjvL7lE3r1eyYPo7aLtXHJMeZkZDp1jZ5dZejvlDSeK6/ernE73hlv9YH2B424+UD6SGMVXK7F6Z9ee+uCA0++dHsE+zp0A+s8rjwP7/PQ0Zb4AYzhkFOcNjWLoodXVFfby/QK9WD7EE0KjI7JjRrrRoiDniddsTMNAUsjHIZYCui9tVXU6YVnAPDoocGqpJsjlxbzuNQzvZmyQvyMhfAS1xqK1oaoUPwMiD4cosWXr6fNKE6TRkqfgEkowXysutC1OPkQKJ1SV6NBrhweutdudKOrJudipXB2nd5MQmFw8pRuRVxx7kqr3m1PLuKHYIeypFB1wdK7ujNX8XSt0gjvU8OQM6qdIk+E8lwQcwRU7NnwxtUFekfkGbijyz0ifo4HhUWqryzP0Y1g6ZIfpix0C9/UPUxHSqR4PlJL6/TSD2UM1eZJq8s3LSpjRE+IGy5ChGHya4syxOAyHuhIc2MzYSzzw6cjdS0R3bowvLipqHjKMdGs38IJAVPhqmh4xeti9QwDGt6PO4YBRAT0GTwK3uiDj1s6ln5F3PmyYIfCF4Tj5OMo2YACWIRKRAyrolkRqTrJ2RiL83CpqB5QVndIdAUiIUNkpeniskJWlIeUlGU0JwoSilbft46+R2SjyUzD2CnCyGk/RJ32AUrnUQihEAwF+TjjJuSvwMWoPOQrn9NN1HV46bvSsGfZGYbcOg6J9iizzfXQv/jzI4+Xzd+FAWIYOsIp098b6Y00vZtkmgHvUKQ7DvrZkpP4NNisD1wPGH0OuTDqlsT2I7IjO5aEg6o/v5FRdcB/I6uNcxxMz4VHEk/jA7a/S7xXhsL2zufEh+kL82JfqU4vVAe2zegFN75mIWgYKCXB8HYJmjhhZBG/wguiKzPy1Jx542yl4hFB0g/ujC4uU6x2RrAUzAv/hJQnn7I4AyEiZyxFknoGmDjbTeNAZH1CPMOHraWIuqgO7zs0zpnA9tE2t3fAN2wtGT0bZ5/pFxDobvQR/WH1dzsHVsUimaW8EGkF7RynwN17hEemY3BxPaTTXRQtByJaWnRB5KvDN5zlw4AcEdpnDzQyw4qKGTJETzaGZHwdszn2GU77YukXdX7uWpxis1z6s9O1O3P8VUsvX4jUiwvD+JuMrMozlO+mvwvaiVg/9dFwpcBwjv6PNEK08hcbfPmO6ErtShlpfbBwTm3WSXFG6ycKluYH3nnInLr10kJmQfXOgT/DvUyB5soaebZNmBsqip4x7wsLAzWh5eAHTneUg0Vj6BHhzhHR89hLR8Mip2r9BgvnVQH9bgKrnBxBVuIQZCJMT41ZGQE5U+h0VheC/DCuQTCLR4rYgcG2YO5N6BxCXpwGf7S2sbxcpvgGLbaTEfEUV3oPzRaBHTC2gp7RvtLkbFa4Efngwg2Yp+3ZPSF4pVAoJe65d7qH3hadxMYEF5+awZINpmWcO+Gh/TpTO82thgli9HuEhRqhXG+WOxfeTZCV7sKDRi5WF8RGblMj+PMMhO6CrcPCrxv8IuTZF5Zb6DfReagr/SOvrHmYBF5q5IGMtF6uOOnulSiutRwqGOlGnLFQrRIKYsXqL36WCq8Os4MzHD+UBzFBqsTYKiqL478JexIbQ0kCl5gAaUzYhWC1FBvGu1xQJIUMBhR0QbljMPbYd0ngxYryhOoL3TcJiDivr4lMhiKIpDwL1ab6/yEEvg6vDyW8cZx0ACFEGU4V76njg1jouAzGaV4kqn4WxjtFxj+BBbcY9lv3blV8rQrZ/JyP7uvPHn6+IdylOpg15KtJcNr358rlJPLM93X+ujaWy6ENQvFOeRuGsumoKwYGFPS3zcAQHnPbqa/p2qj3jf7nt/+W+AQzNIjrzwWLxOseBdGSoJe7obCbne33UJ5PeBHVI2/YL8oOHNfaKM5v3zFAyI3rm5Jn7soMxt4ge4hfPHDtxlwf169f9uNqOhDdzu6+x5d1zfo3URWpndvIpDtwiMsW873Ry4vuFz5aNnR9gGm2I/TpPeSpNozuhkFgdg9ZfKTJGyuHAo12ZEujxsYzb6rGLnDOaQ7bHzyyu0zpGwVgqwDKnnlOKzY4HfeTJxpnk83E03mIrRENGYEp6M825roazDDTR6fpkn+Pd0qqp6TfPubYQEtsymJjCzOiwfjojNby/mmGf1DJdF0Dlnvvu+hfKNSY8B0KbYf52IjsacBlmbW/9ZwmGL31VOZ9t8slS9vTg99Kp69xmFv9uMXg981GnXv46+aZj/X0Cg+7CaZdjZJxM6FS7uKuh9fLlN/yb50rID2Z6e1vkJ0+UtybWrVbvnsR3zt37Fy9hrhiPLw2zZsxUodomq5QinZGOhK/s/2b12fe7JDTMdq5mxp1WmulgISjVHRBCcXLJLph6J3vqQiU4u+4cTMMyB5prYOmxIHCroD2Om3pxVqffTTRMujKpK8yaMj01re0FjLPdx28IyDjdE+mAlN022/bT7nSWXQ4WYuGi6YZvTsk3uA9ddqYZWOLgBZGmieZ9FzDmJJgO+gsDTS8YN8qkV4wFMo7nMhk0vmBjj45PxuybKJRG14bvDD+CVoZ67WndoVhEBG/l2i/DE9xGN6/5GidwK8bfG04A3gUkMpW/HK+pQNv1/QyDAXWGMuOLyqYo10uMbatQQCZ7VkJR4AUyTBoUiiEE86KTC/n/ZhzG7BZh9MrPCIO7R0JOI8+JIdJh83WpBt6oVC8J4eTGyWiJcJ4Yns6EgwD70IJn0l4IKHjPxb9svXCTwRfHUfjEOXg9RqOnLf4XKaJ8cxO5hxdzfwintvzQ39uoH58cRqrwowYcGPrJhIpy5VpXKP7MWZXf476w3gSfXJeQq5630astzBKZKcZdTqkPj9ZpkwwH1iS4DCiUJwvBNySct7utGmsjLGMXP6HgbcQuPYOvvHg73oWE2CkMQxcoJAjv8QNI8Phd3PQvKUXD51MbkmjzjFXcS7IHkfCaB0p2YNPxsHHyfDHCXOMXl3xXjE9lUVy2Pm/PiYg5nyKMJkndEvnJBDnU6jPpdH0mHuHuUYaJwB1x6xwqPIMLFKwbCYwz4/x9LKBK1JBjoNPmzMvxDnLkZlEWM3QhqeCGzp35xWanPVHtJmfDxXp3HTxedPBc41Wronfeoq7EV30gp2Jezfmxs5vfWJD3/a84Eb5sBFiXf6bLTT9ldKUO/0vVH2gnX9COdDlV8xK9AN4QeUO5UjpwqJC1zPNhQbkYN4dekb1iLZv7jnmXu6+YJVXI5r1CVgo5wp6QPmBskIxgayUahu3ZaXXzsqBxsLSDtR2QHhGODtgw1vsJyM7qyloO68IZ2ozhljUJrXVF7Q0i3xQsfCe3ljkCSlnS+GjhbUrXRzxpFF4QPhiBw8vfoCK/AX6F2T9GVGhrpYftMg9ysLKN5CVyv+B8EqXO/NYr7Yoi75S9RVpXwivFligv6Dyw0QLNeIjHKF089pRPHVToZ2PiKyUu1+QAkc5oFo4tTt65Ftz1bkx3MgHuqKlmZED9QXRQSpLXbBQqjunt5aKq4fQJTZv0n7CyMKvbBXel6XIV5SO5YNrWERKR3nwcT85cTMlvPTFzuGQQhGh6TMNi15Bu5EAwSMTPHTbBbWm5pFsB3Y5Y/HIEaRR1b1m+wvoSq8n39j8TJFv0F6hn+h6pHNE+onSXqkiLGWhCTQ6ymL3daV0i2qpgEijLH8CzvSuFqHCA8oRs+CGhfYVS2PWUPnqhKhiRAx7bhDiBnX14bjF2T1hupqnl8l4ChEqpyZYNbcgm3FwoZQfSHk1jyhA3AKtPNN5RvWE9lcQz18HiJiho7v1vWhsSdzDLDxsMaNk7+Y5cKgrRRqNQlf7Uyeo1niDcmJuoMThZWm3KkKRR+//d1/rX656I46yj4CIEnLC+LkXgGVzf//uRixT8q9Z8ZC59OKSPR1927dy5cmNl3tsPIStd7hsPgiPP8m1+Ug3fc4biXRt88h7G7h9+1noygJXPLAd335+xmj3ESvv8T3NX+Y4bs3jEEizNOooeYEyb0QrjFa7e4ppHFbvKeXCYOobG2vO588VInOGt4fa5bDMLW4EvK/BKAS47LW831D4xjPubQT5SxzcQWN3LbcxhUfd8AJls9IGzYl/nL7sI1AGjiaBfbQfG/4YZ1rD4828dnYbglyu4Ph1JWmuY79OQpi1e0MoHumLlPBAybMmm0qyp9h7Zc9rYy3NjY0FPpiwHIezoa+gJ8aheHKEcu9gNrwcCoTwmBnGhlCa72Ey+2B0e51RAzI3OQaXnt6ItBbK8MijJG/lnaEtEEYhov0sBDkEdk+56c4TsYmJcGeGQT024qH8z0p5Jj7otc1TbEhjkwSWBnQq0qZSzD3vxLwyN7gcHm2xMY1w8uGNpwMPbNjWd3UeJV2N38bhmYNkRpsxzhXL2wsjysKVmRKel3ItTd7fVi5rCc6lu2cS9m+Yan4oaMY7PMirys/tPf/f6uG/v1zjNTvaPL7n60HXdzxuM9xbdGj/wo5u6/YZDc/dixqj77do/pbvzF+ZFmb+9B58PyBPDDp/MFTtMZ4Vxfc/ZXU9QBrnUAph9K3H2l1QeTQaUZ+trqbO+tbt7Dn9VonDOT3lQ8e8Gb37xcmVaDOvf610WSgsFDn4GWumNO/9bGcpqKWeU08pah7poPgBlR4ZrOtqvoHNDg6uJZyRABG6nug0zGv0gJYDFItq7thZduEAXENZVyy9bfd0GQYm9fRGkca2YKmKF5M7C5hht0ELB6diHpzd6pRuhyIrQDl7G44bxVKqslRElWpN0eJMoeLnCXDAog1jKo+Yx+lqmQDcEBI8SVCknOgKq5qjnUWqud5AOxRXzPYX3sNJ80atWMquiuIdTfzGeKM64BbnMTifs+fioOBQDlv0q6fzVff8l1BeqbOkMM5H6mSbY8q9zS8nsmOdhPNZgaFUc8c8U5DZYdFTnlDs8NEJBvFUSzM1h/p2whW0wzhtZ2Xa8Ly/hOzaBz8ZXEqFeRbli1OEZBBRBYmzCTxqvkQmAuy9Zme/KEfjX6Es1xXpZ3cUdGVpcd49Ivwu0xEaPw5nvPDidYWy+Li6GzJCTuh+YLfcYd7srhDPkQ+I0RvN6cHKhqffLqG4PjlPn9Fac28QMgtD3jA4Wqo24UREW06nwBzJM6m0yRJ+huZ45uA3Yx51tLeB35DfJgwkcHQo8zW1aUr0wDQQZooql22GrJQNZx6xIqvBxRWzMzLC+yU2f0YLbfzTsc71JhEdQseyb4RRA4aT4zAIxFw4LrHOd2mYctgdHsXXrbjnuuuhRJr3J5T6qb9jn+5zqzDOMx0wdz0m81yTQVsCjuN8tmVekznPbxb5A8KK8K+YTgWnuw/WfzUjkIxoBXHnWsN/oVnGFUImbViGCkW4T+u/onrvQ391GvHifXTjdvQpzsCRoJffsYgrO8MVEaSIzYc+E1lZTJf5iNLpekJkocg3Xz8+Z/qM4aH3rKT0R6ozOi7OixvRFTZFFuEQ69jXkZoerhTn2a6nFfnmMP0T5iC9YNFg95jjw78h8gr6gJ1bFIfdOyzlBXhB+Qn4AvqM6AmVE1qmozW9oC3WtGdzKRFpE4Y3uys8YFGYTwjNdHyajGLyFTga3mkHPaH6C/A7KL8ffMD2VE/YTvsIKuNYgffKh40QdnCsInJAqlhIZ4cm4XFe6HEo0ggZs9CqLtDpRtIF4kDOcVK3GCOPg/CKOGLLgWn1j4OWVhPIPB2MMUJTxmqrls6lh9Kz+4ISRO+cCB2B++HZIT3ymSlCsU3iEPrOqH53wdE9tcvRnwtfQAtllQiDEesp2hB9ceHCBV4xQdDy9uPCoaeUopnQRh9hv/TFmGKcbcCChY4esINjilshLTSpsNoBYNoMaWjQY/wm2KortESmB4ERrOaWMMhelpGaQUsfAofxs8UjTeIQNqvDGF1zPD/YX3+0RdpNgd6LE7A3ihkgEsNKQpTR6NiADzcckDN2+LMJ+aqWLgo54VHXXqwOE+6i7xMWRZKXAxiuD0Gt+MLTIQyJh2KVkaswVF2F5ofCWbSMRdiIC1bmpV8dpkdn1O69j40xwqhsrJYCbIR8+VkqdBfMrQX/7EaMtXg4KxvBUV0AsNrDy8KE5EKjjzNC7M+iayJNRXgXQQkhxZnHOAhrnDXiNQ9Ff8FCoyMN1MkYFyeUat5K4/yP2Iw59Mam0adm0IUgY+pte/7CEuF8HyOG17AQQrmxFZ4mQ9/4M21vbb9uL1x06VKFsqsq3ZDLyoNnAFtXpWsP5g6a4KcXjV1REtz0Tn/rvWuj2F3bNCNzbW3eiE1MDkH8gFB1pWRRNndn9Pwquly5uH/hg91R9Q13pN8ZuVJt3Q4BYGpYd5X/lnHfgLXMe3rxfHpHr7z2Vv1v3s+16Pi8uiSCPsddueyBXr51paJbF4c4fFHvm8XT50yvu0wTcitypW7dfo7Xrqw12f+UWzc+0un59Y3pEtl65klsXJIn/tgcOW7aHMUmLtPI2PgEYdrRIMXkMfeMneHEvhmlb0nBZmGmTZXkKgOuO3hHuPq+DNjvN2nC9LgtO0zJXqhpLGNMZdYx1hgOt+Iy22xrzqsrJUaaj+i3t0lsnKKdkEd0Xt/R3WhhlM07aeybcYcxKHvQ/ueVLeZf59PXqNQblVzey1VP5sF2jcblkCX/swZ+ix/uy0eeuVHde+3v+Oawe24ecxh8WHS6Rl/lSvfeqvB6HW+WHooxf0Oa40OKmNLYk1ZXKLkDUu9pHzRXjHpqMjuLb/Yl8sq7W76lSxDsunvTK2oKkaGMc5lcQYdiaEYlbM+Aij0xHiWflYR3U2bo0yhoeaPTb8H2TRIR4zGx4cEe5y8o4ek6FZMpDY+497UGGdAB56D5MgzPMU0BHN/XjoTTdSrmBzjVry2MFCwK7qlIJ2LII7WV73Uk5iJ6HZGj4cgRh8f6vmzM14zmEl8D0+ls0vn39wqujN/IT1kemOOPcYZ39UztIwOKRDWEYnguzxE5k/e4G94TcE+KaIGZvs8Z6LieeM1Obhk8ZOBR5gmTiAr4nLcEA2Wk6Rt8NP6ygs6d+UaKHF+Hg+Z6ZgzisPGd3DKaCz5V0tpJfZ9IyzYNb8gyk/VPk3quJ2hf4oND7mFbhswUvDWfrRTjtD2++ByEuLAf4tUyQ4P8I+qMOcTkCokMHHksDJ3atuNJltnM7xhSKrsBb2QmBm7b9VDIz0qGk8WA39QthU7HSk3vGT7N8Tt98qUzHYni/RiHy5LxTszbOJ8y6FGem/TcxXj9HdnzTNn2d+zfSjJuhUzmtGDwqBhP9HEvS8aa3CB86tZ+PvM44nd87uvJ92+VE3NOog6H75Bt1dZo0O5YY2rjs/UQ1ydPM4OtpeLWcDaSa+NJ/yqmnxj5hcLpNgy8zq9iPSV6nqN3JBT63ictCacASzUFEckyzsCJdRZkVBfwM451RExHZIPxTSkp6sjXqi0HN1opCMWdfI2fqCjCCfSVoc+STJt0wDfuGa4c0qgd3wRMp+4p2YGIkBsB7xlGkV5tAMNr1M4wBGe5YURV2HmxwxgaTmMaKenfT/8Fv+VMiFdTknP4AyKVRqV1WNuJrqsj2oL0ZopDzoic6MVUx12V3qF6DkQ7uPmI6BntfzFv6GYW7SoVlUrnC6Bo97Q78gtCo4nlqZS6mOe1PqD9kd4KrQlSf1DKM8VzldHvoP8ekUqVgxGx7oLNehp0ScoC1XKKtf4Lqs+09o+onjAvlwOl/g5ZjpRuNummL5gF9RH03nw1iqDtFdp3eldaUygHZPkJlQc/b0IxY9UZ4RdHnj+jFE78AbRS17N5zZfvDstHejmAfEXlntoXO0tDHsxoU56QsqLrmd7MqivFwpIOLvRKVccPRVjo/d4ZxHdTbK+LY7QvqIOn+ykL1IJ2Oxi6tgdq+4YKtKKYot9OsRc9IXJPkd8h/YGy/kzTZ1T/GyqvrIcX3jNCNI9YKUPg6CArRV5RCp3m8sfRDCJubFi5dw+dI8g37BCVvzrvNOV5kZOLfOZZsTohMJIhHGhDMataWD3naxmpvwSt3VNvnqnyQpXnQSQ6nSbQpbJyh+hKZaXImS5nkMW884NAaUX7N5BG6y8mYhf3Mg0eqGoEuIG0gtTOUl7R/oi2B0RWpJwRjfQaZ8fNBekLRQo1DqIuZhhRngzv2jMg1Bphl7amWzEvqs6rGcL6EenVzx45u0XRz2mRSaxVLfIFUYo0J1/WdsUMhsK9b1L+BeU0DSptcU8xj3LqlaILWs5EeimN1BndSFiVOFDuC8orrf/JPK8WZ8z9PUK4Y9DZgjs2LrmE0Cxjr26Y44ZUF2zmNiMTd0n15qanYJ4vb3spmxv7UW2U6puHZF68JotyqTC9bH/b2tVkNi5k2/2cO3wA6WrNl82EQGWw11BuOrAvxakEX70xxNm1K10IuO4Ud9m1Wjt7RfDYD3E5nW8WffV+ej1jVxLj3Ss6rc1N3fqRRCV507tPRzbNOpfXO3KxYZ13LzZPO0/aUWt4Z1/b1ES3Rl2h/phrIJv/xoO6rWfmDpaJMhdlp1qIOUMhGUu3Y5idnP0YkqgLvXtPsrzRuNaL6H8S8se6T8rrWC+jK/FMpkQB2w9gXHGe3tVg656RgyeGB2yKCBiebe6FZN4xLnCOkPXwJm7Q/bA5iUNAQwniodmxgRmby8DNxcbePSS5hMPG3ERJRAaNtEy+6Yqou+QRZqAKGHl4fXdkK31DCiWiPiJHNco0uLjBfqSjcC+oyJnriq2RmzkaV9sYjVDtoGEB2z7rNjSJ9RCbq8pMEZOVCqntEbrmERM8s4mMGPzIZCfFZTmmEdc2dolfqM2RyB1xAG2gq6FiSQ/+1rJjWnrJcTI52L2xuZCX/5YOBc1IJf/IiurR+q6VrGh40+B+jcNc6/0tWF3n7pf13KqXDa+9AN41GnsB5cyT7fJMNXKrm7L5eB8VpizzHqe6Xdnb+wRpr0aSqnvBFtv3FD2405U5fnU1x5hIVSu9Ic32raUInUqjoNrp+mLLs5uyWUp4TZqnuZzNmCDLPZSCll9B1hldVNxJrD9ZugT3HtVY37E2+wnVZyzn84FIJSqsSH+esJYFlfsxXojzz0DKHeLn9amu42wIlaO91yrm2az+t6KyohR3roJQwoUSvIm9o/IDodueEaCYB3ntno7CHaamgdrTHsvq4saCxnkEvYKcbX4Ei45gwQ4MbWZ08fQRFkF9cJz0CI+RqzwUG6YAEsz7Xl2522VB5WDHc/SQD1Z3pLWdo/jB0NqOTodtrxIU+200/erzErQ/xh/K9kiJMWU441tn25uzGN1OzmXGWwt2GKgptcz50uGri/PAcBaznmpxZ85QNEVIixu6JBzJhsxcoFdE4lB1XLb2PX6kpUJMFzLGBlO5FXRxdfjH2QOO4xLRfC7TDIC60lE9MkhlyrndlPcUjyopgU+R3sxpRw9DWvQpooKCthn+maOdWJ3qcokGP/Qc/ZH6hDgbIlJ/O48srpzTCn1GLG6pmMPH+zSMeOLexD1S1zgsi+k0xL2Up4f7G6VYJJSMCGmHy4iyOHgdZ6ZS1OWF2FcEDR0K+OqyaqQ1XtKzmccEjoSSOQ7vjnqS8YvUlusChyJ6yEauF0AN/qqGP5IcGUPuE48KGjQzxqAuxUwlv4wzQkLuXKacOGTrWE/BvpLEnw563rDLAc+GnZdzwLJGhII7lMUrqjOlmHnHn11xHg65ATN/Pyt9h6ynCfwJrg4/kyGjT1O+i7UlI5VOjCfmc52C3LsU7pfxjFB97rvjWx00SIO280xOh2X07eC88tnmwyMY6L/YOPQILHZgs0wcCgNb0CI790gYBz6rnQ2h8ohFXlQ3FpiMb68Xr8PWhqUh6hRWZqREQYuf+UsxeaCFw/ijzVFEXzkITXaIpG9H4BmVF5QzyA+nZ753qkZbpKvx9GEcewLCsXgB/oD6WU/mBP4d+O703fRqw9A6Njce9VXcmNO+Ys7GZiwo5WQcohpfrM6iWsxpsdS7qg/YWUVutJc7H7fT9d6Mv+uvmBPyMhym4cHwTp6Bg4+nmUMIK4ofO1C+cWsvnMuHjRBRAh7Fw2O02EZOfCHFASUWRlqdLKt5lxelsGAe8kbElE5PCmnjc0GkY9DB06cXwnTSclu2598qCKKWc7+o3UWaHwQcebA69GYLSi0ESMriHiVuCfQDqY3oLkh5ADkgHg6nYiG0GsxA7igcEHGP7ThQN4TYcvCJPjKtndinEyvzfgHbONZBaCUYnGIhLsXCem17WZzRWgSE9I6lHIqFHZ51R4epCxvuRU43I8/YwpXFiEE523OlQTFvnmFVd7jO8NJcjDirmqHALIx+GLF7DJWNcHO9SGZWwXQ0hRN6LmfxEMtQYeERAEJ1RYAJZuKQlOGNJA5jIy5IH2JE5CfV7G0Q4ZXi5N/PMxEnkLHFj2iC2Bh04kyJgI446M3DRSMMOwSzsGwqEO+OEOnuBDHUX8H0Iy+gOPONluKQ6LACx3DCyyg2IUapulZHjcl87UwMnwqqrxOsPp0HfxYqKtkCHB7dAafAjehHG/Np+d8D1iZICgciV93wIFJnGp6fL9aNCZDhEeERQDg8d3LVf1zZI/5WifCm5+b+FQI/t9/iEdtk5SY/IkxcaejdV64pCqJXHxrRpq6PqMlnG9fqnxCZv673cvPAeG6/ZfitMTF5Vi5b/a2zEGVEBc0r6TNoc752fcTTwJDry+9Oz3ZJb10+n+/553uDu92tizauG6wkVaOzJ7p/L785G51PXWwpdn1I78dCUthsAN7A+8vPqGrfr7cJzbU7cvHEXi64fPGSOtyq/VpLedOza1thKlXye6Hod16TvGjnZzzrm4aRsucKTMa0BKOS9F3TdKSRjjREae59Izz4ylAKkfq2bz/aiU2aJLBs+6mRSuBWXTtiNL2Ii/PxPbWaBqtLahcccnqaXbyb+xjGSjcMSH40dzDoyEjrpWmO3bQm8/m0+kcU6tzoBqz+ncw05nx/iRlreK2FS8otqZqP9+ljT+b18hb/uk6bPlb27+6v3Xom3ZN8/be0narcvXaNO7wHgY/A9D9FBAOLYhZcPg9cV5ctM18htgJ+PfYBdoB1tj8Nw27wKJ0ezvPypDeT0wQ9tAjkHBk2Is43nuKMPZWMw2Hj2XAIgpDxjQSl94fSeEY0bKiUTu5v+zWIw7hjXVuERuyeGoMOCaChiAnlXXE/kOyN2dOYJkpu2UvApU++O/ru+3CbTCKjwKQ3M3XdxMaA6ZbrTwcG9f+Ly3y2U54ez/FeilhANjhwu8RDeyPzNRkENobkQMSMX5p42MaTe+KDpPmW5Nk9eU7oCXLLksYbN4QRxT/4+l42SF7kV8cdzwacMzzzp7xBzNNFYTgTzHFH+yFT5Pd2lebIw4z9cVCyhLfzbnz7fvuh4cOmMIzuYVDJspGO1+yXP5tSvG2fDSVt34xNrzPuK2U/j15ndlTRvm17PLfj37t5VDADByC79TAaTJHpgZHzmbSnjzWhQRsnDs91sqdSPrZNlKbrBEZbWTbqbNeeZZMQ2Y9rS2e33+N3zKnRp9GvzZTE7/37+VpEHgWd2/Uz3h9DDpxIMLvob24m3ws4xJzOtFpTRtoahj7Ko+1xdf+LiACOdR58JuAeEWcprVdExm3OYxHsAOvGVr5NvIDFYR8aONJzOmn6oAfWdrD9iIy6eC8b/Ae8os5waPJ1kyPtPWOMBM0E5pmrVuM8B8qdqMDlBuP/4sZCHTxtzrluUodFXzumG7Y07Ja2VbZ9zlFcDs+IVo/IDdU4x6O5UaQ6XwyjV6TGOjhqdmYEl6UUM72hOiqfwdPYSpwpxX3qV0NHGsAM48CB9+nbx40QxY/1Xd2CXL4gxQ7NVQTaD6SfqAvUutD0SFdLESTSkNIoZUX7A7SvwAnV73RW1tpM392NGNWwSIsdotzbGVWlcWdMpVZL2SRPgB/GTEOK5div2qkhGxXo8kIrP6ALXcNIYSmQVC2Xfa0/Q1FK+RV0RfsvqK5I+QJloRz+HpF7tD1DP9P4lXN/ofBHRL5hTgmCsrJKQ8o9hXukGoRUoNdiXtmruBHZiLUcPIXSik2amFdcL+4h0Y8U7TRtdG2YgfAFLebFU/RM0RXpJyytDY5wB8xqdUT1iyFr8UXX7QBrPb+49w+oLJTj72yByy8UeYXyA5UTXe9pfSEEW6krtZ6cPgiWRqqAHlD9itJ45QnhRCmWrkj6mSKd2pZLGWePbvqTIbj81XCgN9CVwiNwpC4gVS0FlxZ6a2aoKn6YtDTHvTORvqc58Vz6PZGoS1XdWKIci5HyVVYUoegXzDrono3y6F74r9R2pugzpTy7g6kZyEQaRcwA0FDOvCBqqZgqhUMI9qyoKKva+QbTu/GrwbP9AM6U8kIpjVZsU6JrtXxv4qSt+PkUkQZJoImdc79wBFmRJXLu3WGhZmYdrvWAHbD+Ch1aW1BVlBeUboEOZihGqdR6RylfwA+fZxV0FagFarV1xg+ERvU0ZTauyiIPJqz54UNxwHtfPSxN7oygyr8i+oLoNwp3IMUNNEptYtFPaoexq5ycOYbh4WREVSx1VDuFQM3HZL1RkgC22V1stxrky7s3L+rbK/iuSAVD1lEZpDwLFyYsTuPdVrmb6t7vK24+c723IWjI7uq1RTsUg+E1kxqdm6foTO7QNNzh88tGAOFibCXL4ReDy0/L/pK/GO3Jpobxa19lFkKGIC47MGbhJap+D9l8BCNF2fTymRgWQnJI/zL2HFOIvxggs4ap9Iw7kKcwi3tTGI8kg0qkL0joNKbwiqCePiIfqiYvqYmrWZD2vg2jZ1y7VEjOtHTbWUuzjeFsxsOoQZKQ6XVorucSltu2wnt8vxHwljQM3fu+5Y3TFrNzn0d/woNwXMtvuKwdiqVNaox3SngL4ZuE0Z/YPHSGJ5Z0NgcRjty3kf/WPQYjBFdzXe7RpsI4PM/ybyaYWPvhUTdzPLuHMpiMNDwzHVMV85gUsNzu4g4WSegtfk4VkdYhojGsvyNawQQYzJnANiTT3BU8I7zt1tHtsZnxVC42Pq+zmIeb9khN6HOUUzmGYgQY579IeEuG96DnBqcMT0qT484QZ6SNvMKFrGy9jMbqji9+mG3MoywmLwQqa8Y1F5bi0F7x0PexRve4/H7ZG3D3nCD/CnyYVGBfgmYmE6Xu7o80nmw+L2tLFOamBnJPk7d1bdrfGDavtRX39m1luUAub99871pbsdaUS+BkmCQac1HtNVqY3t41abXNf+Mt3TxxrbZL/nX9++3Sy9GqqR1Kt5SoYGcNjMNCsTS9Tjvs+J0jGrmm1dOAEtECLrkMI4QtlE6B0v28SAV5RSjuuF0Y+Zf7adArUV9DHnEhJXGorh6ZAdJ8v1vAFAcPDKVORDlTQO9BF1/3HcH3b1KzGo3SmvVY58zYN89DjbnTmdLiTPfc/AYPk7ulWB5wVfdQ7zLpr2B8z+fSUM2UIYMlBBx1tegDj663VD7uNRlnPjR3ZpIHq3I4J9+ReZfGYZcj3RQjCsLApVjeaovsGId4l5jPcHrqaHlxLNzKI2/i29AjhwxhKW0VccN14ql0h4F/VxgKyJEGw+YbLXRdRgSdQS48vI13DFk5zgAc0YSvVieLK6OqGeeGQcad9KRACcUcMRD/jChHU0gNZ0zvg2pkSIjIh+A5keZsrus9SRk7GKdHJu952+MMpJ3SExLf1kRaHX9QG2PweC2Mg+Ql4BWswFNih3Fv8FSvTwvS3ekxHNqku7wdOfAxGhFGQ4xPqQRfD2/k4OU4jq6gT4yIUalQk1zyXgm4jrzzeyV8lDh0ekYO2N0YczQ35b+IwNYR1eJn2wxnX59JZdPWjPYPWcnS7Eiqex5obmtgzL87aFiKcSDOxxiqyDCExHiz8RYiXVBEx45oK18b1stOTgWzzaYkAx6G2zOyaLato6+2Vup8T+pY9zO1XoytpXpifLEaYu2mqCVAwvAr4V3OBsfnniDWiMNYa+pXjDnoajh6+toOGfTN6M7orRntehwk7Wey4ucB4TRVuMdSBKb5wlO6y9kdQ8/2DA+INqdJK+B1Yk7d6FdjK2LzoePfwMskd0mFvliK8XJG5MzEIXf31ey06pMzHG19lGp6QoucbFC9nR6Re3busKiflyr3WNaPMx3LZiJyb3xYbR6lrAhnpD2bPlDtjKgu1eEUhsNHIuOIhMMCoP2PNvfF6Te2nxHnl+pyvNJRfXFDxZ3TucV06boSxxAgC12++XhsDqT8FXSlqhLnRKGKlheTM+Rn4AH0CUuf9YTyIy3/36HyRyLSBT0jeEQEpmNWvjOiAT9A4j5shNDw4Ncjk5CDHTBt1iYhh6HHgUvu2awMr/U+BNAQjDxnp4fF91FbMOTYIPuCYCkKNgABAABJREFUlrDiG/LNcVpEwBAiWRw4a7KGW119bIyredXHLbdaa1gwYpOoOJH3KAMnkCbKlSH+qVgqHCMYQhILnXCE4GFKU1toxWmFEWPRCHOMnP3V4e5FPGSJdTAmy5Jgxgv10Fv0gOBKW3VBrBhz0RBgClju05SLGJJw4CfS+2HEwRRVocs6FTPajUSqEUMdxENROSOsqB8Mp2WfGuSyBLm1eRZP52N4KBydQPRhMbfBLY4LkQ/UNt0zbNg3FYM4+7sRZqRtrjWfNckMAccJnXgpzhBUjUF174eF3HYjdmNEkvqhY+PjQDG8HV4Jdk+luIhbRh1TqZMYtOeyiyiO6QUFo8kNw4g6Y00p6vlVRx2hBBprAYN7CDG2U/M29lvVhojQR2iwHXjeiHUTgsnOCs2Bmf+vz03H5CjepyGVOs7lOgojEiSEgo94cL75yAeoaX5s5mn6be/Ho3p5aQuAK7/3yBuf+6aFN25OOej6O/FzSnbbR5OwGuLDaObKwK61/WbvbtWyezp9Hbr+/Y3x5hWDy82Wr5XfNs834zHeBI0LVTer39Y60PDqswHB/PlO27ne3And3EkX95ukm0h4s63rV62/e9/D2d6NMV0Q9n37byD8WMtyee+NPn+g5g++cbsF41EfqS+tKg1aGmv4GrERLj3advM5Ukgl2I96o43YTCY+4VF0zlDmdfqQ7XKdA7Mj/HVP+0aX7Kbl+va2gwYJaJZvBgZdW1TR9sxr608iud3Rj8SL4/3Y7Iy+K8NrWHMbuqsvFFYZ1tPTdYvy8UzxZ8p87grP3LzuUayXsz9l5NnPaIMEj4+UvUzwW8otD77d1Qv68wF6Nh55a1VtW7zWi8vnP8If3it/C++5xvjfev/KMzs0vFbLrZ7N0e/n4AMy10Uff+M7IT+68iUbu7OX+IwmMkWxKY19TUZVAnjaskkTlKEMiT1fpIuZm0aGgseNmtMzsI6/EYWfCbYroE1p6tQiUuYBUw7vsy8jEiGiJpSZZ39CcixhMOVFgDf2cPam1ZE0ddI9hc8YT9onAFkJPS2fKbpCwpM5aGIn9jODXub+Dn5cEk2N9B6J/gyP6RnjcumGM+neqHacO2Q8TYciN5wvrD8fSm14S65Ikeh2PdLGpPdGP6yPQvCDMBJnuMI2p/aex8bziT9H+qfMKFJ/CK9fEs6PfWU4x3nqlE2kSjwcczr7M8cXc5X6GajxpryZcTuNVfN9TWO2T1snseZkPhrzKfPZ2AtvqhxdKGz6I1nugBk+ldbtBbmPPk5nnhiXOePo5trk1bmf75WQM6LxDLM8/v34XCYa9VzjVXv+sbs3BCif/80y0d3f/pps/4Km3OSZiaZu6kolR4AM/d+19hltXucseU7ms3M+Aw/3sLr2F8+FDLbH9V3rmmhUvBsEOqHudt9BvnG77o1DV16z7+Oa6N4Df3SYDb3c3DNaNM2PDoMxuOEms+lD6EZlM2/TcWDb96Aj4vyvMs+v2NIPSbAcetmoU9O6G0ZXNT68KZ62b6xP1/tGhLB4ZEEYw0Z0WUSHVOfPQmTgmTqToLlBI1wGIByWYjj5TNPQtxXolqXF9i7nDT/JMlhEhFpxOHY7jD1SRKmn2Rup+5QE32p8YegJbf6n4bl4m96+yyOWxSTz+bfLxyMh+h+9A+5R318oslJXz8slB/OIlh90eUX7q+PTCeEM7RH4Si9CK7FIjqgbCpACy53ZY3tFtFHdq3qRFZVO42zkWx9QDlT9ip0qbpOs8q9o+ZXCQmFB+Qb8EfQV6U8gJ5RneiloWRzFBelCfTWk6ou11ZdHm/zWPU3jX32C3fNBD4geqRTEPTp6aah8p8kPauCSurCh9wjfED1S5AvKCeTP9AJrvUel0I8H6LC8vtgBXY4/nS+Wc7+IOXXUF7ScKe2M9IaWA12O9FLpUqnSWaQjat502sW8/YFazZOuV8shJuWIqlBW+xQ9Y6mobF5UHwcBEcwTRDus+krXJ0q1swYs16anguqKlANlsVz9qq8oK5ROF6EvC1PZcAMx5cXeRVAWtPxkS0B/8n79Su+vIxJDyr2d/4GdIN/7md7PFFmhrBSpIEdELFIAVUoDIxrmdXTuzwidOrxwwphiZyd0LPKnaqOoAn5OQbuH/kBzj5NS7ymHR4o+cWh/Aan0akakFvsHd4zp5paFeB8Kf8Lyttrib/JIEzFHL6BLQ5eO6tGjL2z8RiwOICdETiZQD4P4ESO034EC5ZHId2l5c50A1WcsV3REdZxdMH9E5IjKK11+uHyqRogPnjKpqOXwa/cgryDPKPd0+SOFhYV7FOHshp7aK0KzKA1WUMtJp/VnG1L7QdcTgh0ybYcARho3I8ASRpzi8+hGB5EzFrL3aOtV/sL2gLLrZXqLZyng+pMBd7l2ffzUxMTK5pkp18v29+6pGY6au3MpTtn9rfCfbkRjV/qgV3VwM5pg299pWI2rQejk8tquzu0YSPVsH5RRXxq3Gi3dbuDZjdV/xIBugOlqv97tsAmoQ7eaO7Hrw7vNXnjh59pCmJnCz0bQvfDGl12bt3B3v2nJbewF+Jj/bf9mlEcQSE23M760fCW1ue+j9zyEqLEWtmtiYuNe4I/0BDG+kD1jbFfajIizjXCUNh1Zce0C6nA6kFxvCGX2nuQ2Uv9m/fuyaz8iIKa0jGGDbB6JiKMB7v6RWIgQLl2ZrQzh2aZQ3dgeThfxt5osMJa4wUB7eBJ6GLB04gAzHR5cmKDLndXVfLNQG5Z39I4RqaAAZyzNpHkejeiYAI0rQHLe1+286RTmh4fplm6G08oMpV6nR9rIo2vwkr6CNFTi8DU/QC7qq7GWIpLh4G24t2SPFImuxBgebfGXFJWiHs1ouYUjj3XkhJXk/Wt9DCNByNEmxmsJpxWf7+Lw0RxtgUenBD3xf4bXtcOji41fPW90nD+xyQF9q+jul8HqkitcqSc7T5C3VPnZazwu3bvRxGbFxfSN5aRXXrqk7TeY5dt9+M3lBg/dde2ivfzaDXBd1bMO7fRcU5u0COIV6u0mAoLzvfzkntZue379yuWda0XlGUQpsUa00NXwVUtB1KLlYz1ZOuAF8x63s9BsSVakON3Tg0PBPMGVX61nejSapgd34vYc/d3ycbfwPhajHcK9eUtiZ0Sgz1iu8MhdX2F5hF6RtWK5qc0rUxfPwV9M6JDmeaaL0YZeHowe6L2Nu3XLQR200MlMjxQOxWmJKtLOqNipcJRKXw529lpbQBv0J2eRTnMjB/SQIdyDWHxld9tLIAdXziyU4ultVEBeLJqiuAFHPf1UF7SLOVotxk805Ac9Y05hr4ZV+pWRokpAIvtBX1DfS6A6A/hwmtEWSls82M/5U3lNokSBfkBEqeX8Ps6V6jWHccWxexiLgqAo5kRYHPcOKAfzAG8nKN1Jf+RQV5DzoMEKiN57lZHT3RVfYzlZmgw7dyRkFzfkFEZkhg66bfg8HUYPIO5k6EowlUi3e2/wD7lhgOUweKRF7XmEZHj6ora+ArYRKTBwx5z1ZpShIupz7HXHWRFDtJOg/naWhjlDCpStAjM8+wPvPC8G4pHyRvt62lokWbZE7vvw+PaIxuIw9qe1WaRBaCZiDQzZiuDBfb7njoR9OBO8eL8e3kW3mc3LOx3pkZ1niyyoO8lOxN8yvRxXn8ccTojD6W/jnLmXZcXxtDg8e+q64aTtjWLsbmhx58zpEBiCbFZow4xCiOiEcK5cxz0NGW8YzHL/QiZa/R2ZVUvB9HbuQDGMqinyAZxGA/IK2j1qy/GNYnLrxuBlPGLiYEV0MRoTRsWI+NjvXTd1RARVJQ4UHvgZhr+ITnWYBUueUWXboczx1VnX3uB2tfze8ecZZPXIqmwUivGcQSuWTaZRhsPOQqRSn+nwjK5FtJRIKLazwUEtwoB4TkAffL7tjBz1vYk5jRfs/IGnKZ8QZz8cTZ8mHYrTRgXTdz3aT9+nlIiKG+sewoFZ1PtdGsoPlBPC4tGWtgfScDrA+J7qAcvs4TwX9feUkZqpeBr4kX7fdF9xjhXdz3epr1BWVA3GA0dYPCrxGSl/GetdUDv3VTF+q2oRKJgzuSJI+y+GR3E8gbwAUHgxfdpwxD6Y44I+Qj+7TtH1wnrwtXh0PuLR8UURPaBqOjxaMmC/UT5uhBi5v/zgQZ93wddWhNY7Vk3lQoQmBWLlfgURCuZpBHB4dYxww/h0D+xsdfNcXZNRhbVKnWAs4GcEWI4s8b6GtOKLevCy+FI2QsX0UA+r1kJ41g1lKOFlsY7f1o9uhHiEtLuXRBzGO8ZfnD9EaBsGDxHGIU24cBEg8v5EaKPKYozKCUgok4zkzwmTYCIFCxseSq2AbRCsnPIgfQxhwe+pKzLUPOrjMKY8J4NPShDX22VjwQRmjsdQMsiW10ZoZzBi5pzgaWz2TU5/2jK+hRwzje1ZoIjcpX3DVBQx3BrRCEEstml12NS5lRWmBb0zUiH4lTF2xYTX0ftsyJkMfYYK430QJm7GAHXDW0a/sudrWuSic4OgqUbDx8xg94yuor7xy2Of/VVEOjOcNx8qlWEfQoyt9dG9qFGi7ellIpuN0weo4W8uyq4Xt5/Iw/5gje+V/XO/5d2Pl/eUAbPVfxeE/+M7/oEGL3u8h2F+Sm8887eXNyC2aUTnhb+p8Wv4vx+lPffebN+uY9/erWd2v3X/4yOD2z93rb1b9dya3X3dcuP+b+jm9bdv9GkKkpfv/Aesr/3bebOie/hlmqZXFkUwspAPjNpqxrNRRTLcpDYHT9zQReMj+zNTtlEvsu3exdjy3O3vy5X7emUug+/so0CywLFvL74nJf3GYjnfVUnsclPXntL0+Znb26HlTCV1rc79zMv8SJuXyZsD1jHvia9/yFM4lw8yvf+wcgGY/+RyZW38R9b9Fq18iwReqcnKR6j7LZp47dZ/1vx+nAupxH7F94a+nxv0xZ7a1R3XkyJM+pSzR/vx2ZiKOdmtNjeEb5pI8vMwXicnlJH6Cbayat7vJNqx8aSeMrD6m0ZHHRev0LPwjDeldNB0p7UJkczA0hhn/+2Vktm5I8jIZqryc7E3zvI5s8fq0saIbpBdZbGP73Nc21GNa7K/Jvm+Mveo4iwnFLlzvsd27l1UfuuB/QLNnzLb8/7NmpwhaOpzxrMNnwvA5+fTQwNt03xd9Gfu0Qwj9rid28hKyMCFNJ4N9C/dR2a5tabTGEYXQ38UU6bb1y+U5FeqnhYMG9dI55lfSLzwgsfvZKA3h6FXLgZNurJ2hoL+chgfK/v2rsDj3bKXW955NJq9ePYaznNlbG/JbXs8Tr+dgOjVucmfKQ3Yb4brW8x0jxdpPLeuZ5qWx7pp5qN05FrZAzLDZd/fa318q+nKPFvkVtN7WjXb2a6ySUdUr83faPTKXzwX573OJ0ek4lhL8bjpiiRHN5JlW4iIvUihu50v5wFMvfP88/3AxgksE4Ogh8omRZfD6jJmz94N2jvPQppOcMqNORzRFIBHMoTDq5AiHjd0NfhPne/FuIYT19TDzWi62afRd018I+CWu0Z1g8YbeJSK6OUpmZ/ls3yWz/JZPstn+Syf5bN8ls/yWT7LZ/ksn+WzfJbP8lk+y2f5LP/u8nZOnM/yWT7LZ/ksn+WzfJbP8lk+y2f5LJ/ls3yWz/JZPstn+Syf5bN8lr+xfBohPstn+Syf5bN8ls/yWT7LZ/ksn+WzfJbP8lk+y2f5LJ/ls3yWz/KfUj6NEJ/ls3yWz/JZPstn+Syf5bN8ls/yWT7LZ/ksn+WzfJbP8lk+y2f5TymfRojP8lk+y2f5LJ/ls3yWz/JZPstn+Syf5bN8ls/yWT7LZ/ksn+Wz/KeUTyPEZ/ksn+WzfJbP8lk+y2f5LJ/ls3yWz/JZPstn+Syf5bN8ls/yWf5TyqcR4rN8ls/yWT7LZ/ksn+WzfJbP8lk+y2f5LJ/ls3yWz/JZPstn+Sz/KWX56INSDteuAoqgKJKuxXe1P1W7JleqGM8r0Oc7uT7Vy7olv6/ejygFlYKg3ovUh027eQx91y0ZI7AxXHsPb0Pn7U3/7U9SH68VvfItxsHmXe+j+HWNXugWZOS+91mtRJ25rb4ZlWoanyRY6/W+283i9QQM8/jzpdy2ov18o04QWezt6IL3S2X09PIlFUTmYDX65X0f+LCZW4hXomoVfM4Sbqqmuos/7H9qY5dRhyAijpEx/2XUf30dpGGobFYQqih9g2V+2fDWx2coHmOb+KKO+6LFB5twXUCps8JodeCTzHY1YLhfh7HOhQnlgOl+nvpYUzLmKMa7oxezAR+RDrgL4u3pmEAd70fbW0D3vnKt1G//1b6sBivRs8FoWUE6Kv5bDiAV6fdIvwMtoBVqQ0sDVpRXRAvSK0IFuQNRtKygDfrJ2ioHG0uxMWg7+4QegYLoiqiii0ABlaO13xvSO+jJ6ypAhbJAPUJr6Pl1wlIKUg8Go2W1a+0MXeB8RLWixwJFkPIK0pBWEBW0VRvjmBqF3tHaoXSoan8qSF9sPlTmuIpCNZoua7N75yNoRQ53UCpyPEIp1LMiHVgaFEWr2vR20C5o7ejSoDejG60j57PPeTO8K4v1tx9BO6JPQEPV10hfDJ/KYn2UBtKh+f3mS7mqkapytHnqHW3d5k/PIILUWN+xppxGtAaqrE9PV3EN4FAeBg4roLI6B7X/mlaUQqGDdESNxxpNrBPTNeY401rZ/Vv8+XNaW84tBRuTYDhEQVgQrYgYvetq8FOZvDB4ZZFYf93wSO8cTzqIItJTlwTU4F9o/t7qfes+niPKgmgDmrUjhl9BS2M8c80bvsmGr+Xfqz8VeNwROipOTwI3qE6LynhfKCgNlWbj9cFIN5qook4/nV51mxsbtxqKDQCIwSjwRQJv22yze3/Exmm4Efy/bWA4mYm1tbZfb+Lb8cv/w+H8jHJG+78BJ+hfgAWWF6Rk2vgF9M6e4YQUKMXWl5Yjqg3VE/SCrAfggOijr7FXkBN6+Feje+0BdKHwxcZUnn3eG4qPVYD+E+gjRb8jPEE5IeUVLfdoeTTafDb6w9qMvhwrlIIs3qfTk4FqPTJoooDWv4KsVB4RDtBtHah+B14GnFWOUI6IVEpZfPwv9nwDpIIcURF6WQaui2O1ACqvQHecEVS/gR7Q8gKsSHXZQYrzMMfYfo+0R6Q8I/Jk9LU0hIpwZ+ORA3BE5Gegukwk6AGn348gC1WOiBRor6BnVP+M8mR0tSiFe6tTTignkErngLQCbUHbib4+obqi+gzcI+V/cPw7g8LLP/8/b+Lbw8PvDW/rncFMf0I5wEGhQC8vKCtyKshZbI7lQKEhautetNHLiV6e0V6gFYQHqv4eyhk9/AnkBZU/A0pp96AHkP8BOLLqYhS1zPUvIkgvxof6C+gJqcarhCMid2h7pbcXo3nanHQpVEHvnafrg63T87PNv3j97RtQ6PLiNP0VdIW1GM0oCkUd9gdrUw9QV7SuKAWlovoC/VdEOqU04A5tPxu6tRegU4r1q5Tu8sXZ+lkeQBZYnU5164PWAqXQ2kJvi9WNUkWoUlCtdD0AnS6r4SpPBtsiqAhNqsPO5IIqi8lY3eSNXr+gcpj8lBOCr1URWM9wPkNdoZ5dnnqA3pHWnJ52KAWWO+M03XhF+9P/dhXXDss3bIqMRltbDBm/0HytOwNTp7XicDNs8zrE17PLfaU5R3beqHXuqdC5/qgogjq/C0ld1Na4kXsFaah04+UosU+1rtk+V5yVBL9S53MXYnSI5L4XDNnX1o6CltGKEnsX3exr+qjHJZnBr+qm7cFrY28YfH12YtyLLaaKP6bjqvNK8fbUYTZldAGK9vQrxhdtKUXz0y47z574zOhotqhSfZ8svl/oPp4u27aiknV95lYpS42O2mdzGu7dGaKYOhDUZa6xT0p7kmtbqTGi9JzkXzpgJi5vm6yG4bO4HJvmJNdj7+U+ea37ffUAScyrazHGpjke1+0cx83iMo4Guvhcj/mb++nYxg0gRr9LyH/+UoiTse6kBwpMWBaX/5K8Oupj/3llHN5X8S2xDCEuZLjuMqOM1+aY8Lma+GR7Vv9R0oPpaz83bpWyHLzaGLM30hxORWfdEiseEymLPaNdDB+7OJ7I6NPo3xSpE7xinfqq8sFKqSBlDj6DVcT4ddqbX0V97Taq2F86/kYfNNaPX7f9NybXmMA48UsVJe1VA8BOTBVbs1KyzGxtGFl0uA308+ecjw3NYhC03h0WMUn4vFdMPrf+GmxDrvZ1JHlOMFxCp6ov5m/AMOCjTsdzbWz7EfRQ8PE4jEebVldfb+9N/+Hv/++owmtbre7V+Em5PyNLo+lCp9gwi3A4H1jWA8feOfTOE//MD/5/lP6Npf8ReETl90hp1PJCk8qLPFK083h6ReSVfvxnQDnoHxFdTO6VQu3/C6JfOfW/0vSZ0/J/sNY/cZATi5xp6/9M7/8TRz1zpytrf+HcnqAckOUO5Bek/n9p/chpNZm51IXSC8uLye/r4RWK8lgXiiys5Q+oHNH6K8gJPf0FXZ/R5Qu93FEPUCqcTw+cTg+UslLLStG/sOg/If0bnP9HVim8ApQV6neKvHDkX0wNc35EOFKOP6Ol8KJ/obPC+jvoR46lUEU5PfyfrIc/005fae2B5fxfqes/gJyRckbrCnVlaU8c1z/TypFT+UYHWm90OXGWvyAIx3JPpXK3LhQ6q/4TKo1+/z+j8kj/9Tt6OqFHRRdloVHoCD8hfKFpY9VGlwNN7ijrnymv/51l+crx+Pe21uRMZ+EsXxDgIGcE5R//9f91E9/gNxghLsuOwe2pzHhGrz/+7nu3X8ok8nYJVr6X3m6V1NeLqua9Hav2NvbvJkrx0eZ/Sx/fAtmtd96r86NtA1fH+l5nxqW/FSAx6GuDjzZuSOo3hngLZFevD0HkShubbsnmlY3MDAQXudW2xiMX/Q0s03RF949c6bS+cf8/ssgHm7OH5G/tzIDzf+TCmngtWRoTARFEisvZwhiVhPCdhGQgSRP+EQJmCAdZEot/dG5WUvtzDxESdQjAfdvmUIK7QJM3FEmAm41KGrWPI4Rw36xfyDaipowrcxu5hV33B+t2fJsFIFf6FmNOwv5YKzrfIwSynmAo27pJ87O5zpjLTMs38zz6melLAoRcuZ3hJ6Fc7vsHLkqmZNsihCniIwT+sg65evWydRKs9zCMZyalmWbIG3xZ83tXu3pR76SC/mtjKNbtfZlTlalfXJGLOdmX7U3dwOhtGeJmPVf42TVZ43bXgpfPzdLkH7d4aqI9mxbeo4Xn8YwgqFTwjdmlVoG0+Yk2OzoM1+FwEO12hjHFjTJJEzPpqY/TzTcZAl46ghsFx1XfWGqZ7W2WedA9QAsii9uvKwO3xY3dmuGaaJFOuGfHgQmDOulyvB/0kgy/kAPE66pDNkxNJBhPCIgGjQ6j3DSiqRvdZNAiBQmeIgnWGUamOMhOE8KCSih+FhsXplRXrba5d3iZAdkN7P3gz+qo/j180wE/61fmM+p8TgZfEhDbdKKNiVsxR2Y8UCleRcb3iQxKcQWF1btRqERbo9tlW8fGiBt81IyVG3xTVwRoS/ya+X5G6DG/ZYN147I4zZNwygi8245rXtMJFgDx+d2sl8BPZVLt6eiR8V6cqE61VazlkC30gtwP9J7awF27AV+n4cPhJclEfn/SAW99Q/uC+m/pxXtlwFdB5MZbQ267Usb1bT/2t9/rjYynEqeX4DtbqhdkbKsvvkL/b7B10al0utkvuVLfjSovJfMr8Ep4ODn4ltMN0YodWuz3aBM8/6HlYinu+zJ+y+7Kb2hhzzrTdH8QZW/XvSsDdCGr7h9JIsTNpnV2+wZKvFk+PqQPPnlbOJp1JD55iUy78taYNm290fDVyztasNkvXHn32iT8OxF8U91e/tnjXzwUTmHXGledRsZNK1nav0ZT9vUFH4vv+2dJstKufxd9kiuvX+vj9nW9Cvgd88r92BfnFXuHyTn6vHCSCLQHxbixey8/ckmA2E4guyG/sdgBuUX5Yz7eJAjXStRbmI6vHfMCcl4uxQ2gDCOOKnQ1Q2M4hoUiS2iIJsNNkj9iDIgkX3Vrt/OKUFHOKM3fWxB3YjMaZnuG7k5Nomk/AqiaA0HIIQWT82U40LkzoIhtNegoK9qD3gjmSIPV3Ysb90wOFF2BM+YMXFEWe14wRyQxZb7NwTI+lRqudw5L2+dIlhd7OM3ge4QV5NXxVHy9qPd9MRlZ4lmdzouow8X2Il0nlpqDYRtzjoRLRnbICzlzNXhJtbkLZ07C0OayaOzXfD/zXvkbjBD7RR4lhGHfACbB12j2nolEEYZQOzwt8r1dUzonYCy00bM9RUiTPK5NEXHTh1FXn/eSZCj753ct+VLaCJqS+pCf3PfhUslzWfuWqE5iP9uOOq5wP4HNZnl//4qcuWVm+b1AtPxczJOk4U4idDmW9xFzIy+MD90yPIdwTOuWBSkb8pz6OaHcL+7dnoPAnfCoDQo8idloyhXXmVHY/0bQrLlJ7LcjdC9hjSkLpYTXrYFVu8id/ZhGlTkSZ+dllBirXS4JgGn9kF9L+LeBWzAYVxLvhMXYEMtmzNGL1IlbQlPuwvBOyLigU0iX2N7qfOSNIk6EtaxAR8KLpy4gB1QX62N4LxRFZUXWDq2ivYE2YwLl0eoQZ4TlxRjsEozmzsa4NmMg7nUXHvRaXYm9HEwR1AvSQfoKejZvwr4aI6x4REIoD1aDcU04Jd2s8QJSiuFUr27HmBEAdMGUUuHhkqZh6cjSoTeLtNBqHgvi7etq3rssY3zqzJOTr416Z5+L96uchuudyIJWH2/1aKZFrW7HX1PqCcjZZeuScMB4jmjdtK1Src0SkT7xeWIowIqALFAK2kMB416SHVD35KzOcwoOM8fZLlAWdLm3JX3w9ftGcR9p6mBvgfMH1D3wi1Mv1en5lpU54lESVlvFBJuCsrhAdPalGmsxvPMnp1FR8zhy2EmKvOth0GLFvCu9jxLCibVtHqYO/+FdmnmfYG4zMKIxcAVtNwXZZLMhLGkiLUZzJYRUnzeL3nLFdTwTI9vQHqMHeUqMrCpDqPZxhceQwUOJ6LaQNXrQmfA+G/KF913Ce7W4J2JcD14RpaSf3RXkSkTYyYgqnLQwlLDhhSpE/2570UVp/f+DsCDyd8CRevg9KiucTka7OCC6oEOGuwMeDR4FkF/p8hfE8UxYQI9WuRgMlSdbR/WL4a8uoKvxM1G0no336Sui6/DgLT3G+AQ8mee6dG/rDtEjrA90XelyQopHqOHrRg+wHhBZoPzB5qacHK4ecdGr2VBlAVmQ4tEkY/OAz/cR5A7BPMPpB7Q/AisqJxtqN3pmONBBXhzIB+uRRMTCwYzX4nNVDcc05ONWzZtRVptDeULkh/WBxyFHCqvBVhvSfaH0X40mLWqRIOWLjcs3YCpPG1FF5CvC1xHNJHqEfkD6CekntHQUi+bTegYtyPEn29+du23ITrZ2Vd7HN9XF1pM+gi5oE5sPR2mpq3lyyQrHTuEZWMxTswvKQsei0CJSoVRBe6WfXwGPEqSg4ni6PKIUanuGfqKsB7Qv6NIsAkF+gKzQHpB+MFxXjM/Wg63X7vxYn61/y6sDcbG/84Px2P7i4pTxHq2PqJiHHWCRe1qAA6qVEtFXRX2Ju2wsZ8NVXayvmOFHpNnYsU2v9oquvgFczNgt9YfNdUy0HlEq0m3jq4OnHZwnm0BZy0Iti20+aSiOhr0j/dmeUdvQa+lW9WJ4V5ymdX0xXODe1nQ9mmzTY7PeDE7HVzicod3b+pBmts/SkfJqc9iNn2hxOtyXGTlAB4mozhulFJf1PfJdu8vOOuw8EHIjDEeBQVpl0HjjvbFwgufl1vPvnVQpsdymx7CqOoxjviNqQbCIC3E+EBLxlIGn40t4IctgZVamnBG8+Wpvk4y+ja/2aMXx5PQYHsYhWV1+rpPdJWDK4EU4T469gcx2YxLCsBUiQZkt2zB1PL4pOqsc40pi/+SdMcIp8KcptvkV3y8m55OCy+X5+lslOhJblmgrXp3hJTuAaXrQxx79Gf/K7r3tzxnHEkotmb478ZzmC/l6NLvdM0WRzXVmBE7q3fyYC2u8kjMQDNHIntOx7qIOcVTwekZ/tzIP3SFS7B/1PekWOiHjyRybMr3+8yizBnhOQ8LVDCyn02NtxNekc+gynw8YyBWlcILrpkMfQLfJxKMu/1JDGk0wpcxohR5rL+iZQu1DbTHGIGL7LjziQfscY8LTwDWv3WhU1l2MiJgYl6SGjP9vBiJBjab8bp/hQLKydXYJ6tbnVAVh0HCgiHbjtTKrNk5nzzuflpjvYrQ0oq50IrCPLfaNbMc4olkjWiQ5OmhEJ21hSchwAY+SdCGqmMNQxxTZ4YDjtF/E+YFH4sQcu6PM0LF4uwH/Qc9rRvrrZRWTY5cmaG88yb/R5Jn7/iuVM6X+TJFH4Ah98QCcztoq53XhdTmwHhbQSi1C7Wdq/zOqwrpWVBZqvaeycijfEen08uDLqRj+8R1Vk3tVKiomX2m5p5QDpbxQ5IR0ocgvtLpyLo36+kp9ffH91ytdofe/MwNF+cEidzyU31G0IHers6UHQ6OHRi9Ke/0rvUFfTUdS6wNFDpS2IucXtD3S13vkfGJZf1CWV2p5RvuBtf0R5CscvtHkmVb/QtEzpT1RmiCnPyIs9MMDKkLnjOqKnB6oXYAHRBZKOVFKYzk9UF5NXjnJibL8I+X4r8j6X6D9PZ1G18ZaFnr9va0ehR4ynDbkfEJQDrUjsnCqtvfWZmtJ+YFqYykHSn2gljNFGit3NBaWptDPlLvv1LtfkX6HtHundz+bvMy/YgaUBdFHJKLo5V9ATm/iG/y7IiFuleuIfs14HOko9lcvOHx+KvPzzZ1dm5tuXOtTMK9r7eplZ99ZvPOpUKnu+36N48wRyI0nLmu//tzWu/N9YrOF7cdavzofV3/L7vtv4rrvlo1a/oZc8REIbOu0Ihc/8tdrOHZd4DA8mIJQWHvH54URwiqUkZokNlGyseVohCDCxql7O4prRZIQ+DFcu42zc5xvPn8xAQqb8e4eeadTH4qeSMs6O2C8/5IOBq+iFropbvUnVRadFldiD+GjT0/aobA1wceUyCFkldmksd4hQFg7LgQKliZCHQfUDADGITtDGTxkTEW1E2knkng6IaCYEWvk1gmJNOYkaK4r44dgrRbuq/EZgpxt/tUFb8kbihDYRoBECFOuxIqIgRCqhuCEGwbCS1ZGv2QoClxovvDiD/iny0QdMIxsscijvbGYgh8UhpLK4TRSe4mY8mksomjPFes55PrDZWvAHl1K93XzdNzPwrJs/xLv07EZyJXMLe3WS3waszWU8OJzvumvzPHvejwNEPuy7a+O95lzRN+9nwywMgXtNIxEtLOQkXjOhkdc8o08hikOKLc2rboZZ+plkiUGmqSZ3TacxsB2rrcN7jlZGHh6+v4e4XxCOSCsTO+WMP4o4hs/U3j3ORbx53wNWCqRZgKnGo+yL2EMC5qX1kb2Ehff5I5opjwXKQpCOuhif/hneHcLSI21KaZ497YkjI3lbHV3G530Mqnh6FqkAnAvf1cg2DPRt0gJIKCdSN5ij/scSPO+VPurQZDDA0sdxnO8Gu5I3ehFpEqZdLqOPqh7kaE4fW9mAB+yRzHYaXG4Ceg670nBjCLuvQQGU1kmfWTFvMHU2ZOAWjpMbSDaUJ6ZUS9v49vgdxq0mhQ44HyiuzHPDakiauN2Y7MpbkviZzYPKh2RnJrSDLeW3kiwFFp4arNJLSS8+WINaBv0c6pvNU2/eju+BkekoKLd0zSNFFymBJmOIV5PpJRw/qFh1AuwF3X8KYzUKV192iTx5SwzhZJhKiOCGm0EwkH2vA+D7HrEEIa3GvUML0Ibq4juvDaDPsY9Hc8aH41oGXeG0BWRFSTgHHNYNrxprL0BNuvrMLJuIj3eKnntWr3BXwSGODN55paf6cCBkNkDngwmM8Gb6bJsq4q78bArhccIRJJT3HtDuqTtued7njId4K5UFf3UmapIUB9T5sFbudFEXB38PrNslOmVGTx9w7cnzrw1gwP6+2lhdPnSOJEfQIa+M8MkSQB7Jjtf3QznI/Ny65kP4GhqcHwNupiiB+fnDiAfRBt7duL9rd5uYKqpLdmC66LZjUOjbAGpVybxigyzqXlze/7YSkjpe5Zn3xrfHllvPX8DL+av/brYPrWZvn3J13U7ro9GeI1Wgi4NkN8akzea6CnO04xk5wWc3zdavAlccCX6FOOETcrufQf0GrT2342XT6K8YTRsAanbpoBwQvRd53xzA/+8nvAeZYfHaD9H5uZxaHqHuRxvLorc1CXdvnjmyvsGiuCJg3WM34MfZDLxZgke9EafL0pzNDBjhNJdRjiDnre0GoYc3FXo7hgixZya6O4wwYrtGey3pYFUiluTRdyhiYpKOEec6XSToVy2EI/eNfiG09kJpdGKyRuVFZNvweSqBeREOAEUWTyNsI9z9WkVzLmU1X4r7kiizrMtRaiJ4sV4Yl/NyMCZrguq7gwl1aOJV+groivCAv2IygG4dxtSQ2lUXRw2btTyCFLpC6XfI3WlSLPOlleQn8gGOlPHVE9laE6DFEWaWkY7hCIVLZYO2Py+Do5ZEeHwgJQjhe5pmHwPI+6EKA0pK4UK2lA9oOUeeEH1h9OFwJ+Qocw5973yNxghdgwhc6DIZ3yxarcCbZDikYs+nkvh49u2torLLV/OEQCT8MiF4mUfKXCdxdnv7KGQvUW29V1nriF8sWPWqY5QQG+Y5JWSPQc2/cttb9hRKtmrQDYEWjddCqTPfWIz/msQGp/Z82IfyRL5PUfjGR6/hQFvmzb4ujJgIwHldnJ41z6oO+bJPZPSa1sRSDbft3ioSRjY9cIVxGMzI0aTQChiaQOkeL7YnPNU1RVXne4bvRBS1e9HmoWh7M4blcT8xgZjM17x8UaKCtJ7kwlvhPEpzW0nYYgae9F951W0E7z2qDTXSvI2wWBwq01cmNBduOnwOh1yi8H+XWEvFONVMGWy0athZ1A/76CYQjc8vmkeFljOxiAQRO2cBsXfoUJTtHm0hcOl1FC2OhKVO+d3FvaoofwP8LQGazDzyEtr1XNg5AhVEQedeS2jCi9pfOLgKQolclofjcHLPSIVLSeDifr4wBw0EGBBlorWCl3Ne9R1U0p1AQRXnClaA+ewuWvr9AwXrI8FiyYoxXBbME+m1T3wYok0o2mqR2C1CBA1Rm7Xq03aEt775jGt/cAILyxAvff2X+3dVWFdEQ7WjyHshZAUkS1idUlHF5degsw68upYk7fLMnA5vH4czmo50cdKdJoxqLi6EjQENcHm23HCngtFYQvOayjuvDZEl6IRcRV9tZziUxnjeId7bwdpV29DTOC0i5nXTBqkQ4l2dnS1f0cea2lG4zg4Tp98bJlfOq1P9MD4lxu19MCcCKYH6aCFEZZ7ZC4aX9zRV1WGt7PnpSeUhsR0zsmehozwX3VeoWGYs/zmJTZwhEdT9/6LK1YKwtGfEFRN+NZgGIldir8fSjnrktA/IMLJ3RNQ0fWfQRf3JleEe8SjvUwp/WTCJr8CPyzKq1WQn5Dy1Zydi0eWdjdmCLi7tAunfzUP9+UFpKL972yO2glTjtvZOSYEL5gnjUVjwBHUI7168TbuUP0K8oyUkyPg2WfAoqGkPwMvoH/2ZVV9ng4Gdzk4/E4gLxaFMIyZXxHPyU94g8sB5AhSrK4OpR3s92FxfP7F+ro6vZevFnlV3DDBydrWe9BqvGLQVA9tV1NOSxXQr8BX1/Or5cznxfEx8OxseFstkkNXNzqrrRsOFk2m619BVqSbx5rWv0frV48+Oxv8lh/Q7+nlJ9Q98lVeodjmR9Y74Izyw+fTzo9Q/QuXvHlXDmF4aCa71Djn6NXG34rNdT0ajlenafUBLQ/m4dcLhVf3qq/0fjSsr7ZGxOEr+hU7/+No8lM/25lJ5WT0MniVG4VUXqC/jMxPup6hv9DLEa13Vs/yM9LPcDoxzzXCeIAKqubJVo6L8wc/D0p6CGtOM+6M1h0WtHaL8inNcdtmlNjQrifDid6MJZbYBN7Z+UOeakrkZHLFekQJOSEiLwra/fyQAojaOPB5UAV9APlCpBGAZ5Bnw6fiVFruDNZ9hdZpJ8PTUu0cq+rzpmczcOjiXsryA6lnOD9bu2c3rvQj9GY0noexbqkVqQvaO3peXf7u7rjqtFtP78hv4bQz9zpgDhlzXzO99MNQZFEIYewK+dEdf0JejvzeG/nY50yDp05ePQ0cvl4VwqFk7KdC7JGKauYlxuem0cUNXT707uML1UuROBtqblq8hgQbJaIIjd+arKEjyjF4184DeJyVkPibjyVzeNHi/NuhnFjWbD+6J/6+buHR5xxZM7GpcoPqqCrmT8eWMxs35i5dbf1v2afBKvZjHjUzjUHhELPbnFwrY/BsB6v7L/kh/56iKDQ8wXXCd1QR/bzWnewwMqvziuKF/Yup8gBe+OOMLsq2q9fqSP1V39tPmPpnRJjG3mxzP9Ulu68OE6sm5Md577Ir6WIedyzGEYHDtg+p3XlvVjdwYlQ15dlNu6JDRhupXXogpsDeGSne1d1w3kE5rclVN+HKsIh6tFr4cU25ONbG5NUy5l6cF2Aw6h4VtQ2RsCbHfE8wx0qblr+Qo+Nm3y2leW+4Y+z27qPdHGkpaTzjt48nImyGo1T8E5vi8QLhOCGxRrKSS3G+NDpB7HtnQISO6ga++zj3zi0zosjvDBVYMt7E/GWSM9rwCIhSDa96jHn2wWj5Frxs2vb1N7J29gD+u2U5/b8xufxnRBYeF9BypOrBINvukH5vezd5tb/lTKewSmE5HLir/wtrN3W49k5pnYrwVQpdTqzH/27wKIXOkdf1Z5TCcjA5aj39Qu9K09+hHLhbTizyirSKrBXlC507tP8C+h3lhJYTvcL6qMAXKP8jwok7+ZUuR87lDxQ5oPKF5nPb+5nX9meg8bAeh7OSFpD71aSF9p2uryxloUil6UprDWkLpT9S14UDB1pEo/QG8or2M8sKhc7R5ep+X0GP9PYN7UI72vkXelSkK0tfET1z5hllpchXSjlS9Qu0O7r+d07tH6n8oNT/BuVAqXeorKic6Xqm9Cc7G/PxAdaFZf0Kes+q/1dUK1p/QUrjWH+m0On8I6ov6PH/Boe/o63/G73/C6U+cVddQyomb9T1Jyxa/J5WvtGWn6H/Qls7wokiTyiFIs9Aobf/CxdnLV/DuffR8krJxDtI5Aj7unwo475svu05+eVT8/cVjnHx/SNl0/l3n53W0e07l94diVldXN+++V65Nsr37mxh+RZMr43/1jxEye/kuXhrLHsuv7/+N5RszNgIIm/0483p3o4hVHBbv8V4Tnffp3AQTHky3sRdRtihMaL4K1J9cU8jhAkGxRl/MI45p1msdXEkQXL2nd2T2/Hmz1tQcXYaAt1G4NtXG0w4xnwLRz+C91tjUfZ0uOYffq1cn+732k5zu1lGDokIdR1h/P6QwMjNXNwrUTvGxGOWil0LMBVNeBLfQ8kghEfxZqRDyPPRRU6+oSTHN5ipz8DYafSQUkII1VGnHaoZ3yU9wxR+ugtD4clpiDu7pAW6peAgNqYjkkImvHzMoSCQIRCq2wjiHW8zbQjGYXq4sWEc4Bv9LLON4h7Xw6UncCfqc2MFTCE8byAC+iNKY9Iy0QgLt2e3G++P0bWY/jjSdpo6Z673uQm8hvPZwLinw9HXPuE+5ORcb794J5Qo240lGB7N+RMmKm7r2POYPS2IdBf7yI48P3pRW4xnm65AHXIRwqsDHySNZdano6VBscU3Y3FN3aucwKctHCTVsx2ApGtBhcNAG/cSrm9GV9L4/WT0lMrvErwxmR/hwV4ickD8kNpuhydLPaYpcvzP3u56ZwrT4tEIXQnjVuj3QollRp4T5ml+xvKhChrGHT2511TAy42CGU5aUewwWIv+ChoQdClHgUQJpb6CHQWHpTSq7vGdo1vCONdtrt34qh7xNnPJWqqvoAdGwgSkoMXSnUk6m8emPaIO+naeI10A4kaV5rgRhrVIg2bppzRS2ajCMBTGKZkBP8eD7njQLd0ey+rwOmHGnHt7vhTolg7HvJriEGOxuRG11DusA/fmSjQDgdHUBvrK3N3eKOHFH5EyYw0wYRLrTX0OBYbhfKD1jAQMJa36GOY6ODgMF0ZkgJoh0PiUe6WFIVDOlnaq23yKNgOzeDoyCXyPvMfdYClhXExRLsWNs+44gHgEikQEBDa3Rd0BoM85zOkp1PibpXU8D3kDZOCwjSGibgJWtiY2aXAiIifx9UEf1fDZ8iQropF6tmHyTbW154eO2nkhYikYPSWhaJy9YXA2/i8TDpwJr0l0MYPf4N1m+LODnBczGJfgLRMeW/Fyv963RXd0cE+tGf8OKWfg4FDO51c29Dn4c0rRu7m33e9GO5N9Tg/9/XNbnrfpwOyDs7Qt3wsZZiqx8ygBV3DP9yEMEDIcmkbLF17NuaRrEmMJuGY5M78x1/q+X1HPXLv5dowrvSXM5XLRkl6+rvP56GGm/yqaHP/2ssm10Vwp1x67JfYl0WJb5LIedYgKl7JVjG18372YOyDpi16ugu24pxYjr5tt+xcIzNZVfvNl95zXJ7diTHyCL6bgBuB0+3W74m2kQ1k+4HRrcnZ13nwsjW033iEybd6V1CV/Yd/GZnhv929GZenWYLShQ+lekLfN2P1GNtbIpAO5q4yo50mlrkAidVC3n4MXJBy59vbF3KTOkx/d0yeHp/OU6Tk+4T7pVFTdM6g2zWz6PNaSJr6y73smSolXZLyLVaXpXQ1ZZjfkPDRlVuJ6onBsmOdVOM/ak68xJpenN3hyZcw3ivQfmFr4C6Assd/XBVGlUCla6MX4fONMlzNaCloLIvcsfKOzopxQQsp1SVcaWl7MWabcWYpNDijVnGAwhwr7O6LcIXIyL3z342lUOneYrqGbzNxXVIReTT4TfTDxrwhIRco9sJijEJ0ui6UzEpe3e51zJeLORCb7aT8NuU9Reu8mfXla6hIRt+MfS78pHUoY98QdMrugzSISkIPVW4ZHDHifOh1hQblH+ErlC73/GZVq8mt5QsoDFkXS6awIZ1QN5lSTX4scHI7fMGfCZ0QKVR4oqqD/hNLpcg/y1eahK8vSrO/FHaV7QZo7+5QFlSMqD6icUPOCNeSWhqVgOoA+fATl/gYjRCIqxsJiw7z16L5gjrF4NpUl4RhACttybcVay3PCrxUZC/AyjiHeKYluXQqCMqyHeyI4CU+Ol2BcvdKXwYyiwaCW12rIb+rFVaupcL21zDz2sAmBYyvs7dvcKrc2dyZjH5bj3Kt90VRFcMYY/36er70d87C/MWG37WdmOmwYoUbboztl08bcMMbV8Fgt6XpUrGls/obMKIOhdPU2imBGh2Kbt1oP/rkgCHXkq7fZab2hvbP2Fe1+4I4qfXguTIFoGE0SeMe4NPq3XTdzHGlgIS+oY0lWsg842EP7JTcgtxGorq39LSTTDA8YxquS+je3Opf1mbPLbHNYXQMeTlvkAom2RUOpYjFymFewr9dBnnxMpU/YxtRJgXIYWYys5Rdbp3pAOECvbqdxL62D0cyxWfQwNm12eJG0jqinFRFjpEg15lKKLUHjhPSupiBs3T7XbvBcUp9F/IwLGJ733DvWmqeqnj2ywHNXg3hkgktYBaS6UeV08pzh7g2pSaGJ2tkWAuPgg4CbYmtjWUxoORyIg59oajooXzOhzNHuQsHBzm2wsxtwZ3Ybt7GcBlLMuzvCDENgxRkkmLcpUY96FAlTgCiRo3r1yJbATU2ee97RiGjSF1fYTPy8VUYVJLoxFLTKUDANWmdtGDrG8ysilUJNtLIThxAHBZvRaP6mzjObgnaI9yR4hK3x8PIJMdLXfyIAyQfS77FZ+jIu3vlFzzUedaFu83LFFaG0jrVsil5NGxwlztRZEY82M9DVRCIy/G2RFp/b7DFr/Tf42RtTSb3dhATMnZfL2fBTpzIOpqqsDGNIwGm4qfnYyqCxkydnviGpnxYdJBKRLYu/5+mP9AO8dP29fXGFYPF3tNpZLOX8Av3JPNU9EkMlZKyGKfVh0uwG9QTa6O3k93/v/bo3rF5/AZ7R/t9AF5AjKgXhwQx53dLoKGBhy/eUfmfe8TS0rHR5hX5G2i8IJ0Q8JdBqMqa0FeWMiuNOX8zI318Mbt29XdVCtiN9lJ2BACXOpel3foZAtc1IUaiv5r3dVxATuu1MizOwGs3gAAePYFPDYe1uGKsL5vHt18XPm3BPZwmP0Sb0DkhH5c+GicW9l+WLwVa+Gu7KGQmjN0qkFNLyYuijz8QB3fCALv+AyE+Ycvwvvgag6E/APVpeYXmdfFODn56h2HkIWr8ivaH6hGg1r6z3QqzLl6jON0KufHblvvYV1W4w6ALtgHJ0r87v0NTOW6oLLF+BhpQX7KyHJ6OHywNmeLDzCOSM8+9Hoxl1NQ8xFHpB1c52gl9RPRPRP4V7CraRE31x3h/47lEvQTuxCJS+uELbjT9xppTUxYIXnLD2OFtB+0hrJXTbKGqzdjwiiGWBfob2bKusF1sXtTguu6dd83HKvdGQcnDSEpEUP2xt1AWJcxbkgJbVvBfLi9G7OLJKLfLAlAjO05Zu0Sr93hQP55NvlJ/Mi3Z5RKXQq68pPUITSrnHDkBf0LIiTezP4UZpFokTRo9WkLU4LTvZvIrBvbcvjt9hrLtVpkwuMAwkkdYrogd1ExVRCGXPjIjwCKYhV0ckist3hOEQd7AIhxPfVw0ZI+17NNoI1b2NZVwZ+93JgYMv6fD49XuJpQUriUiKkDmHTKHCNNR55G6AKjyHFcRTSE7G6U5SoRbYyCSaG07OzzJgOQ2ybN8nX4w+svltKSKS4Wy8rw6b8LyXVHWKCPcWtoGobkwN+Gy8w6cRipB0+vtem0PdMcWeOc7N9sdxQmyOrKnZ99FqeLFI7skY9hZ8YzBzvrI05hNy0UEJvIznYy85nvd53NQd1Ub/wuiV7g+nIW9r2BFD5p9dH3XlwY2x79pMYzbYZcDGrTQBOu+NVTTgtRvX1p1/C+M8hrGeXaiNOeuzrrmv1G1do7vzgk3LnJ8LWN4qaXMfIwyhV/bzHf44+3fDsBDnbwUIgv5snGOujEO243Cqw9gfqDuNjJfS3IxoCR/3iNSYfbY+bqOvBt7lxRH3B84peARg1A+KlpZUi3M9aZzHEJFtccv7OKLQNOiGj6i4A0IAJ61t61rZwCjjo9UlY9GPLBYJWmk5Y/sYcV/E3ToV79Ne5ve9DSVSKcV7wQv39PR26f1nTInvEZXrGYoi/XegQiudxq8U/pUi30F+B/qFUr6w1C+U9R6eHhG+U+Q7XeG1FJqIpZhcoB1MBurnv4AuHLs5mK36b3RZ0XIE7lm6yQ2lnmB5Zl0rXQvqqUQbQpOv1C4sa6OXyrosdr5V+zMWnbrS5UwrJr++ti8IRxZ+R1HlwILyyrr+YnsseTDZoZyhdA78jtp/ssjTfqDKGam/2JyroMuR9fCN1pW1K1Iqpa7UvlL6CgXO9R6Vg595oVT9QaFQfSWdlycz5qwL0gtyuENK5/wKtDNLeaGKcGwHDv2PtOMP2vLD9Yp3SD9T1xO9N15Xk2mX9XegnX5UXwv/iAD19GRrtxS6CNSD0dfXZ3r7M0t7pugZORjd6NrtfMj179D1j+jdmb68wvqMrP8KeqYsj4geKf0OpdHkvyNypMo/8BETw28wQmwp0zUl97a8j/DbZzLTtHvqn3sSmNbkpk/XOUu+d42zvzWGuBTEa4oJcuv5TZPCBga5rot+aPrcV5YZ57Yv7N9QN0BsvNL37ew7+l6J+nb93ggH12B+re1r/Xqz5StP35rDG3DMzCwE0xs1pBfGO7MPevlCgkv45g7scGYZB1WXUpFSKFKoHm43jBAEbzTrd9fuKfVcaREMlsmcN+PY/xDvr0Z8wWWZ2DzHfflcCHHGzPJ8xBp4C4vm2r0+57p56urN6xVeu5w69xEnmIuGXPCZCsY9fu8qFMzpEMG8ZEPQ8bQjISD6IZU2DydMUIp2HL6hUA/BoXuO9LFRNU9biUOSS3hDuEDkSp2Rnr0kYHho8IxsNbor4dGppjCj+0G1QZZD2IvICSnmEdnU0os0cWWcICM9QGNEaYQMJBBKcA26VKqlOgmj3dwzD+BGCGt4Z2rZGobHjHQfU1cfaxJ084YrlmZ3xUafc25/6Zkilld85FsqqS4HZpwbokqkT9DhUXG7TI7kY7/6eOaHJeGBMgRv7DAocEMRrnDZcKhYYX1c29YfjYcH9OS7c10oeaM43nILxvT33/GjofiJzU4b9QWorTQHQ8UUIz21El780V/xcY5JYxvqPCsezgrM/k86mqWL6pQ18v7HvbzuI31PT7AMY/Z8On5vyZTuPvP9PSe6/Is+2foJ7/FrcsT1onp0EOik5VTzkC9i3uWhXKehkS6F5spwc0GKsHyjS+a1rX5I7Yw7D5rinj39h7UlXzDvmKN9Dk9uP2BcKyPtnRicrZ1QWq5YKhqjsabA9jVXnE5qTRxbrX0toJaeLQ4mVbovn24bLD2Y0neg/IrlsV2NJpZu9GrUG4boYhsmAbqnuNLIRxvjWB03DiAHcuQZ7omuXU3hzMnWQBygzQHkDuXRcE5esTMRXOHsXnIaHvhYJIToN0yZ/uAGgb9i3kmBwwdEH0HcowqduoIuRE5evM/jXAnt1qf3nEjkYKshDq4NcSSUBTpX7/BM1urGgbPjg+MEB+cnlluXfnLFu0XYiG/ax9kgfsC6ymrzy4ri0QGhtMVpauQYlkixZbhvNAXjs0OJhRnP8M20YopiVT/4GlPqiCAhOoShCefvQxccKaUqlkeYQd+1N982OA8rZ+u7K540r18E5M6Bbgd5iq9hg7nz9ZgAUTQOWadAF4ez96t6BEXxCAdZXK4oxlt13XjYajGnB4t8lNlPgZm7mYQvFi2iIUd2PCJFncaoyREqfqB2gYhwuVmCru8lUzMGzuhCR7ZhGJD0/KQZ4bii2ZiwobEpUjcWzVBYMt7NrwbEZLwtqa4ZOREjMWW58+/kPDXXUQxbJoixfshunyYbGDFwSC74PYNfD//n2O9mWTKq2xnpN7v0ubAnr9qzKd1e2HLP21wtSKvORzfdks3luXaB9H3KLdNBMMs9b5Qde9ZQLuZOXO3VtnPzqjJlwFttBy6mhjbPTzltOnXLbo523bmpAE8wSj8v7ARj6r3BHsvLYTqe368jX4MyX983mRZYak+3994r++c0wTlgedHwfp1O9Ii7gtPg6f1y0fCQk/z35VOJCnxoPFus3t7x6CZ591HG+ZLx4K0OxNxcWV/52yZvgUqe1lGJrVfdNqMQ1sLcnbH+dPv+vJNotrgD34iui3oSLZZcH3NroLk+rz7CFAYOZj1Rig7fRQGNPdyG1kyYyH7cEnBL7wgJ1/M+L9U16pANfDZG75vItKPdbxTVL4BMZzXtaFdEj4gudH0y2UWfgF+BR+MYfrBxOR/gXM2Dvpg81Xx4rYipGcT0BE2fkH7goC8AnPiFrg3hZ4Rq22sUKR3Kav4qKMIKcvaY7cXU+d0iU7tUd7Z5YTjSReooXWh9oVAQOYAKhUc6FdXvqDtHiNjZFIhQykJF6HIEFkRWSjn73qmg5R6td9aSpzVDGiIdP1mSLgf78zM+azmDFnd+gXOxs8q6LFBcJ1iqJYOgsXBGKBQV6PcoL6zehkUGewphhaYL9MWMSNqgVJO3+g9zKGku++mKhg6GBe0nMyyopaGKs/u6djrdnGj7g/m6lleKNKo+OXot1j+EzgvId+AOKecpS7xRPm6EuBpHBENJc9XbeE8RdXf91u9tHbphQHPRbQMy99/zv4lCDwa0B08wyETEmM/m50YVicDZhb3p33+MlAIXN73shewsBO6v5xQS8W5m1tdChL2vMLn+nmBmGG0+9xR8P4T9PKa+arTnbb5LLNPblyEQ15668X33O1mCR7TbTsgiMdR8T/L7o9q5ibE8iza+sdcbf5FTrVDkQCmFWo/UUjge7feyHBAR2+N1ZT2f6c08HHtfWemWsrFb1NHMsTY3TBH3IkMw2gtsAYvLzVxmtNfnR7eC4oWkuC+DbbsAkvFNLp5hH9VjLw2Y53+nQDKfl40gNRl07vK7Dif9zt7tqX+ueAOFck94xaEdbX16KpBSEpQKy+I9O5myu9m5BDLSTsqoZwxA/N0QklUtvVF38BSBo8CdhSqawOee/NKhr0hrdt6CVliOZiwoTgtqokshsSqE4ln97ASWSLXheSnVvQlrs5QuEaIYihaU4T0uZ+vn4nU3S98iq8FIwmuquPJTK6wCa5zp4AqywewD5M4QXRgaaKp+VoGnrhjpUVr0CbTdDXQxUpoUNaqYgrJ4iGE1hUgTG2d1mASMAn6lW2hi9wkNxdIgMfHe7TJJdBtGFssRHTA13BJP3VKkM7wWQ3b1kyXMCzwE2xmZGPmsLdzUxwoursdzISIq6t6qYWeRSb0IYXmsJ8ejUMZP57KgoaH4mWnJLnhUsASN8cRzbkVTZaS4Ge+ZkSKgtDWuhsAZ3qkm2oifPBa0w8KbE16xuKdreN3i+Il7yG67nvl8HN4qbhgI2jwVXNG7LU820uZKNxgzsok48XMpGPMTBhw/e0YCDu/z0qKRpse988uD9a+9gD4Dpqzu4mHBx5Phf1/QfoRWkNYxD6nFwopL0HbPUd9fsQ3D2ehm+WrwjHNd+GHwqS8oB+jfQI9JefyCcnLaF/T94HpsixJjjQPqmoF0ibV/ZzRxdSXccm8Etxxs7a+rsx9xW251fXh3xUmBpVvYtYYyultd5Q6kUjx6xTLZBOKqjx8zfmrQ3AqLohHqPbyfTfC3iJAX0Fe0mzLYaJFHu5UC4u/zA5GnySNQ95JeEfkBBUox7y1TSFc3DDeQfwW+I4ejecbXA1IWo3/8gpRniqzEoXuIovWRrie6p6KT/gPtUHrFzpf4yttKYeix5lz01f6yxVIxmUJL9XQ8Fk5PfwZ5gbXYpqe4YayAlDtUqp/nUdH24OtjZfAhARaLrBOZB6+jzQ+qFtCDT52nXCpm1FFVdI1IwfNc5n21aB/1pDxSKMti9KPZOLsefH4WQq0rCtLPiHYzoCMza1NZjKzVg/0BFnFhUXg2DqMM2s+gjbIaDS/lgCL0EnKD4WHplnbKvC4tkkv7ajxcPSJBFjcvnnyNGX9Qx1lZF5CGNFuHZhQSOB4xg5VFBerJeIU5RKhF4ADaH/xMCocdJ8KwI1SPplh9w3yOQDczwJUXLD3BPdPbtWDpBt6gcaFQKkbTB+XV9EstGsCl9MELkThBwdZz8D3i/cHYhLHPUibd1k54uQY/GjLhkJudV8SOQEJmcZndaUnsI8b5S0OO103/tpxvSsSDT8cSQ8kH3qvO6DrRmgwakwOh4XXusMrvj/YSTIbMo+7hG32NsQ7wO28mZoAZhWDzVEb9HrkYDkH7PUNEYRBOXw7zYWD3ey5LRe9lzOOEoXUuVqyOtBpvlhSVOaEXMluqeshyEkAiZG+BPFUTh0cb+/vxJdHdYVDLz0mCQR5J8sSPV8ZeY9fmHkZ7e/PeuOFy0vYZrzDLhYLJZmmQsU4v+qv5SxjBou3ZxxztoOllGfsbEhz37fhqd+X58MjXtJ42yJB+BGPLt6JPYPSGiRcTHQIgWxx6swSt2kRV+HoL4dkbUBUk0tiGIxgYHR3G4/ib9Ynur7lBfKx/my1h25d5hsyc64E/8cxmLZBwsCc52athB3Knu2NZqRp9DOhKfiev/7go27ZHPVG9Ognog24PR0CRK33yBn0fOgwvQwckg69usjLMDjEjPhzXAm9GHaHPC4eoqESmniHj9qA3gjk1cFm6Tnx4D+Xa/wqsaP8nVF44LT9QUe65p1Dp5USTJ1QOrPITtXcW/QVzLLpH9Vc6r4h2alspslDlgFA4c0B6p5wbokJt3xCtQ3TW/oDS3edxRfqfjL6vK6JH0N8h5R6pL0j9BXqn93Ca+kppK4dmhzhXXkHv6O139HJCjydzIun3gCD1n0wGuwNTtn/xdeXzoD9DX1jXf6P1J45NWXpnrY+s/ERZzkhdkfo7WP5oqZcaoL/S+WfghVJPqC6Up9+DFPrBdB2qrwjVDDZSuTvY3uusR7RXdDVdkOovqDzR9S+mV5DFZcyFqn+EVlwnohRtFL3nWH8P9YhKOs9KVyyK3I/djjPqmlA5mhOf/DO6/AudFfQB+IG2E40vNB5sP3P4N6QoywqcX+D11c4AXSwtUyt/Rf38R+SVXv/3K3rcy/Kb0zGN0Lg9gd6ajPMbXHK7fQnBJR7RXf27Vy8Y7ZaxJLFg8/Jcs3sunxtIWqWd9+XlmIzYW3ezgBaPZ5jIxftBPLMHqVx9fj+awXX8ZxKqQri9eHfWrklAuC113RIObs3ztXf3j1+wmd9YgojOcUa1cv3Htl256NA7XZKrPyWE12vRJnvQiDNwMQtrKYVSK7VWSq0sRzNCaBd6WJ1FKO0MFKSHki/jhW7bU2tjCPrKBbqGcGQfCU9hKNMuxjGEKbbrc7yq6fut1Tg4/q5TgfNTyNlVfmVaQlBIdy+EzGtr+x2cCw/c4U3tB31KGwLqjFoQ15Mmxt7F/g7FFFyUKdhpeg4XNrLXVcxteBBHKGnkUo7NwoIpJlZcyeTv54NOIzd4ce9wATwSR8GFEZzEScITd9OskRM9YCGgdhaGZTnI8+1IVcL636EUpPqBi60aDFbzVpaqw0ihnmZJVMzzU5Vx6Hev0A9QPO2Ie8/blO83oGV8twNcT/Zsd0V0z2kFZj818mZFBIh7Hg/hcqTl8e3xoBuZ/0VkxB6n94vvWonVo876yqDL8021nIwurGcPRxt7ddj0DUnobswpsriych8B0UYtQTWsJ90MXLu1MzEtrVANJJq0dMtvwhCQKUHm//u1Lumnzs0NEfHB+D29nqL+FEIjbmTIbWjiiE7TSPPp1NlqSIqq61KKc/npbuhkTXw53RhjrKfBl+JQ+gQXxfq/kSQyjQwDh8PFDza9Srt3RUbaEMEWsh0Oi/7w1EWPWI5PXyO1I8fVU7I4TqwJXmr54yGUyHjaIjWjjyg9Dh0uFhUh/RcsLVExvNUHM5QNu0sc7Bu99jR2m1R5HiERtGix6+Ip7HBvoLGePc2b0Rs3ngrW54h2c3xQ1HKtqqUzs3z5C+JePiPWR+bzQY8mC3LaJv5c8T5hUSGC08AiWN78V8xjvIBaWqFhlBaYZ1T4c2IbKPNkXkFeDf/Ko/MPN0LEmRL9B8grlD/A4gaIcsBSmZ1RLEJEtFFkRbVi52SozVvvmCLZ+qdUqHcDF2+VSD8WNEvD6Os8zqJBBC2C1gKrR53oGeHV6bIwzmcx9zHQg+NbIXIUW3qfbm2IeeR5496Z4Lt94pD6MyqMtDVaUK1G30sb/Te66KkS1SIRR7RUpG8ZWqySaIdOvYYxSpPtWggUniU5on5inDjfdmOXNjegdKeDntZTi+NIRNaI88Oy+JjNsGLRNu4so34gL5bys6sb83wtiPo66aGE9gijJaKATMmhPgapoWg+gypdH815Qs6eCsqMpwPGQ6mVzj2hTxlm5LKKsWGbaXkb3yDoIs4vIdJaRAyZOA0NIzYhRyZFe+Z1ts5mV0aHJL3KVHKPOgPnRr12eLzRjMwXpvJ7MvB0fzgUtfnK5tnc4iW32vBj9ywwUheAJdsRBgxFBcmKstHHLcfcjHfzxJQJ5lj29+fyNJz0qwqmMIVQ1o/Hhud09GnOhaS6FTceDW+KHLki0Z0tyIbX8y3On0vi8d7pKZr5OlQ2nukDN4fcL+PeHDhDjtjulaZ8MLot+V70Y4sXc5BZ3skyyH6ceuVy9FY2j0zwSRpoLpd1S7StTChvhhH3dfPe+Bxy4lyN42ceVpRkM9x0afNcQoSxBDN8ZPdYmt9NXbvxJrpxu7n38CyKO+kN2ActTc2Krw/dNDFwYK61TJcykib8I/heHmC8M/cHGxXcMNbmtWGTMn1XU1uj794HjbYv53mLKEETZTP2bVd1DEsubl9ZV6Pfse/I7+zm6NqUjQiQ1Lf0cHCIwP9JAdTp1Gwr0vwNeIvLLGTzOls2IMzJ2GRv2HRyzv275O1n4BX6P4GsfuZD96YsarrLGZWKyAOFRumviJyQvtL0mc6voBXx7A8iti9tFIoWSgsnDTuTbcyrHsAdg8y739OvdoueFu4R+YKUV6SEw2RD9cHud/P0L0WppaG60NrRUkMPtDedQOFXg/pikb29+35FwonwHvSO1v+ENHPmqFpoPCA8QnlFeIV6D+ULIqHPeKX3MyIrvXRogpweXJfxzDhnkgruNFXrkVI6TReaFuh35riiv6Ky2qf+AL66rH+k6B29d1inbGXRI1/dQS3v5c3xROl0iqODvVdacQfY72g9o/oF5WD0pMfZGY9QG1qfqFRKP5gRoz9he44j6JkuL4QDoUVp/OAjstvfcDC1L65M2K7c3yoPuPJdrnzV61XGBv7ixjTTb9ZWYrqxAdiSQtm/wWTYQfSDqEzBKfdy42stoRwLIjIZ7oYtDEIbhElTG5NsbbjrBjy5P0FsM0WCyeIvSTAhvGnA7gbB2nwm2OwgcMkJ/LmLeWrpvQ+WYWDZ9yvNeRDgDfG/wvzTL/W6N8KcMz7R/Xi48vtav2R7O1AgNoau/BDBoyEq9Xig1srh7kgcXty70tsKa6dGLmApxME2Vr8wU8BIalZn+3sgaLp/ZXi6uTEZXQj8s6qJq5rb2VVs/5btAxuDGckDRrZzEc9OSSo9FT0xwhYhkuI/htCQGfl2gFeL+AZ/7Fu6e6v1ZrCvlkaAfoReob+AWlql8G4ajLSt5o3S7k0oaObpqOVk8PQzIcZ4wutXjBlLCaWyb9KrecZKSYJeWUFOnqpBzFN5HJiZGE93ZUpxarVbppYCxAZuIPJDZP2sCfpcW9rCw764xw1Mr3XPQ66CruLKDGct1YMSxbwl6Zb3WVY3AOhibR/wsZ8TXcTxUCzkkgUtjY4dFKqqhmZV5ngcPZQyD+SNA17jeKzFFD96ZhpmhKFAtDkEqs89ETGhaFUzvJTm85kjHzx09J0icfj48JL0lBjiispIk4XnzY888uIcLTyEJNZCRT3yobrSKfLfz0DlxXvoQpBmZf3kWQJOB53O+LNz8x/nGUSdimgYikJgDiXisuGTm9QSXtuQuxEi8sb+GjIO7XWvTu1YmhhTljpCkTdXI81EjAEPRzUimChc8L/GiN5wXJ/zomlD5m3FOAdvB1Og7TlQ5o9TweiAMPhrlkvC6BXjrw53pwe+tgcd9rNKNM4meaOMPNrHF2vzpUCrbhgsUJ+hnIymiOWl5/UF+hfoD6B3Fl3QT9h5KidEn2zd98UMsM37WS2qhPbqsPQ0TPJfHRQ2p8qj5aAv3wetG1EJYt7xGimiqivCPY2TcoR+Rs/fQRuif7V3jvcghV7CcOFGiXpA6sGVyxEt1dG2WPq0cjb6JL6Z8kPagsYoDenfQStyujf4i9EvwT23WVxp+6uPHzMWh2dieXba8Gh8pBmPGKuj3MPxG0Kz6CQ5gT7buMQO2iZoZl/cMHwww61Y5JpWFzIe7kz2qKbkLnF8zaKUqkiJSIGKygHV1WDtkWCyHiinexSlL6aUVjVFs5HSvXvsttT2L85sDmbY7J7CSe0AQjtjw/iltI5tPo8gR1QfoQhaClIa6F/cFiGgB0QerQ4WgzPm4WUrR9wAr4TxR+sRYTEe2UGwjaCqHaKu3T3Eyz2l3DO8uPEl2tXT8jXPE7yYmls8EgCx8P8y1Qvdlc5DPq1hAFfPKe4HolNceXRG+jMWQdRN8d4fbH21gysnHKdLc7ruNGg1I8zk4RVLO/bga+A0YGHv+1/vSHcjgxit6ZxMdulfjBfUBrLSi50zoSchDuwWBO1HtHgUDY0iP6A8zX2JZl7TsdRed9j5Pyc7t6OfEWlOc6sZfKQZyYgIigt37FSGO6xOvT3zKOmYE+OETltckViw8zrMMaGg7gwgg757BJblRR3Ud24Bou0so5J4zdgIEOdKDFl3MBXZfEQD4cQS8sRU44eHbfBFmXcDDs6bQtGlAxm9nwr5bKfZbIpmmMMCnXDMMN2wnaR5n/JD8Pn8FoRJyOQnS/NXXJk3IyZAVSipDfV5hODTLju5XIIEh3S5SMIDP1qVbb/TPnU6Pry9WYithbYkPwkmKw75Jz0cawFJAM1lRmnMVGebjdu1XozbE8JJvTkiUdJe7cKJLI097wvy19jeoHMssXfe7PFlK+6MdRLXtxWPfm1aS2PN/RHAFWe5HZU0BvVncByMZxUuLE5lD9CIamID9sCZ6Y0Oo8Uxp5dlA2qZSz0oBAO/lf2cXC85upY5WeEwtVvH1u0tLmsYsGMsZTpzbWC1n5FhyGd7fYMocWU/eR5xPGhdjH0C2ZrULcrvdDJ2to8/oDEjfeCf4abRgFgJ2U869pKS8bCmd4dzC4wI+ogoLAkumgyUJUA2GzLHkES7Bp1K+De8CyYMpaTOpiLj+XzT6wqDXcyGpvUfZCYcJpPj3pzn2+VQ/3dgReszKp2lfKNLpS9fOMsdvf4O5Ehb7+jtAP2Jrq8sZ1j4E507+vHv6P5fKbDUs62jLggr0k+OosbbV3lEBY7thHJGy5ONR75iqUPvKL1Q9An0F0zme6X0Sm2VRVYO5ckdVB6ARuu+J5Mn4AU5fwe+0fvvzbmvP4G8oOc/AdD5L6AHDu07RVdKfUZKZT3/Qu+vrJ4CufEDS+30hdZ/tsiO9n9CX6jLkZVnztwjHFjUDs+WoghnDufvWDrKlc6Btf5kvO+E6wr/jNAo+j8hPFLlq+PziaYnE3nravJSe7XIlKUiekD6z4g+UvpXVJW1npEO9fQFdHV06LBYBglpCqycD2coZ5beqQpFDwgPtjc6/x6RM1X+iugj0r/YPHRLoat3ZjTS/gtKpZd/QPQVaf+G1JV6eLguZ+zKbzZCZH+RfHXr6XeFq13F/huLbNxL7+j+SzyXBNQN8Z1CgWyen21fMuJrgoLufhkR2Pk0sBUsrw9hXNyYkd8XfC7h5EqpuJ6Zv+7fSUwhEaE9TC68eYJJbuhoEEGutMONOdrhyf6d98qFMcJ/yBUY6owauAr6TU8u7NxD8MjjGFZuQgTJMLuO6ZsrwTPECE1xhXLxSIi6eAi/CtI7tfr3InZIjaQKsmd8VJyFhwGqOU9XHUs2U5YfEK7Pzc4QsVuWW8+oHUQuGOm2rQxNyf3R3TMz9tZGmAXBYYD4DXi1GZ6kHqpvBnyzHd7VnoaHZlbfIexGdEBIst0VUKvnNNaDC02vpjCqATFXCnsKqHEQc9CW4nVJcRLn4xM7b0LqaorDvoAextkMc0wKXQfeAS7L29gQNSUPSh+Ce0QGNBPUwvCruBKomjeoSlIemyIjQkHtleIChg7yHJu84mmoItNVd+9fWWLuQ4GIC1BunAllhLiSydemxXL6eIk0FK48D8+PcZCqK8OqGlxbpP2JheNz0NP4Nmm0zAgx2qebB3isRQIf3qPnwTsCF4IWmUJkKJx1wZSuK8PYIQxPYsSiJWyKKnlTNj1wbCCaFIcKaYOajHcEGHxT79dVOpJ2aT08w8XSYIl2J5uBo2EMq97lxuBXI2pg9jNH/6mfzzCvh+e0onK2tbcvOwcFYSoc1GmFBj5Nhj2hoevEAU/RFaHaBo9RwZabDc+xqRjaSBVaXAHgyu+5GKwuxa75JmqS1ogWynytRGewDd6JUH6/VwYp9RRj0g+e1gabj3rGDBCmiKc/Q38dG11LS+R0j2fQZ9BfkH4H/Xf2XO9MRYpghpngpwfsTAg7NA7F0tDkdFstd7SgutoYS0PKip0nUVA9ovoVeIH12V6UZ6DC4c4MTiPFk8GuFIsQEHl1eHpqt+YKfXUDTD3bOtOCyD2KH6TbzygvoAekHY1eiadOioPsOPqY/4pGuhsVaJYqSpY4fN0tAueCrAc/b6KboWR5QPRMnC9hERAHkHujp92iJrQfnPUfDPfE0+Y4+eawmHGpxNzZmjN9s1KqnU/VRVFZ6GGqbMBJzVCkfq5DBZUz2l5sjnuWj66X0n8FLXTukIgyxI3NFHpERKilKzIvtwVlQblz3qQoT6BPrtSsTpMOyeDe05+lqyvDYcMMeFIKGoBRQXhBMIW7yutY70hFapyvYGtviFaqtkY9yifSB8Yh8mXwg0BhozvFPQENtzx9RldEF8NjMX4lvdmcl+C3hueiFcvF3AzfY2zi5zRod1nEaJWKoA5bjSg/P99EI/pKxG1IYeAswyBkIf8H0DtEVqSczROvPBlPbPe2nlymUI2oi+rz+OJ07uD9CANEjKsaHaE6fTu5ESMMvzKMAtOHrWSKeqWYB+l0Hp9PZ2o9zPE+N3UQW03/hbzp+4txHpvXLbnV9PNCwTtlX/MezbJ6vOJyZsiPWwwKxJujkSmK2TR6h2Rw6V0XM8yit64YG/KOznuJv4dH8DBeR42a64qRBp+csvmA4W7e9hJ/7qfs22KOUSBtI3x/5JMyeiIeuTJkHqcBIowoZsq0CwTEkuigu/7eLDG0vB8rwnZoSb6IaR4u2nMir+9YdPORdRI7NNz1ac7L2EdkJbxeeTfLvrnuqwYTNhOUltzm1viRnckkPZHm8trAYm7H+XGbLqZoxJDpeAs+3kvZfe6nWnefc2HNLmxQ+hauyOXPvKw3j30E367MnwbmJDyKNeiwCXly4Lfk+qJffuPNPbru4J/Qd7fGJ6pNj//xri3otMbifkzkrdEH7bT9nLiy3/YtE1euwWp/PUC0Te+OyVX2ZdKyZLSd85eR1B2GBnB19GfChgHb0YNMQ2U/FwOSGwhcnZZh/Il340/Y86MNTr9TlvIvKEqXk20NXKGu9Y5Wj5bKtVRa+0LXO1ZdUH2i9Ge0P8Fyh9avKCtdTpSyUpcTvUPRhXl+gfFtRWjFHMqWbk4A63JCi9o5DGqHHksviP6K8CuEPKOF0oVaG1VWVO5QOdC1mG8nQuFkivH+iuqj/fm7gkL7xbC1/AG0UM6v1H6iHp8RVTNmtE6XbqmMeAV5ofcv9P6Vwl+g/xnRo6VFpdOwaOKiEVVsjhpLe0FZWV2uauWMsLhSX6E+IfJK4b9S9ADcgTQ6B7ouLkY3aldKVyhHpBTbz+kjRR+o7Y4WTmBdKesdopZGS0unH81hydZQo9eVXlYWlNIFibPo1ntzKC3/BuUXKg8U7iytZyvossChQl/h/ITyla6/Q/SZ2v9i42f5AMb9FiPE1do03RSYVCHd3z3z4Ubyu3sqnuvaeagIZC/sy6gAvzMEp1RnptY7oXHfxduCwLUbuYRgkOGSCPL+2U1rW0Ev+rnli0ECr70LwxiRiOm2z4khbarIAsM1gpn7fs0w9DcW2X/ZSzypXdmaCeYdh8bGw56t0JY/d22q1xCQ3Qg9EvckgSnjnG1yNSzTXe2vGaPu64ogdG2oKr27UlFNyZmCibG0CK6tGWgT26ccNn05LlPi9d316HUIdVthZHhd7dfwTqC5atAZIAzcTnUoXG5GdltNiTqzwLCThvKlNPqLm++Vuu6qN5w1ZmmeoKjN2civWB2vBSSUxMXzkAPmsVqgKRLnSLgCAYrlNx+5OvHr1l6kJ7LkiL5BX10pXMxApb2aQQRs414LciwGhThvAgf7anmGtaS2VPn/s/ZvTZLsOIIm+IFUNXePy7lkZnX37LTMyMquyP7//7KP+zCz3VXTXV2V5xYR7mamBPYBAElVM3ePk72aGcfN1FR5AUEAxNWV2zYErhaGkwY9DUun7QZNvfYE6T0owxOvK2kdPqlbtBLPazC+UIyF4z7d6BCRFK6MlCFo2eL/SkFqGiFq9BfwilQuHgEwL+R1Tx40lCJb5K0XiwwQ4m1J7NW2jVQbGv0uCdswXGjMO0+1/Xwvd+j4DcI5bEKATtztBVS7wnkqMipukCz9cyig5QQUSnjOu5LQPFQTwVgDCVLLm3SE+D0MehMT6fvIcvXzQBvDyv92j8dJuJbp9yP/zqgay1aTlnrefAvPc7+7RN+TJy3GiPbJe20S7JmMJW26JxMtk6B6bYyLPcXuPDX5RUSN9CLgHWcPcoXtjaPWgRGwknE/Ixhs6nNQxUjrIjWMcBMcu4ySolsa2F6/zCIseosir+s3pGovqEt58vZaBXuE8gErG1RPR9QNXLYg+hF4gOvjQIGqsc/HGM0eAq4ZYfFrjD0iCOwTcIqi0gs9TVqrTu/k5DBCmYvdm0UdC4P0oDf70X9vG4gi5Xc3+KbyOepZeE57dUVwI8YYhv4KbiTJ9EjN61uUF19XfvB1KQHDGgWUuUDAZxRU94grpEB144vJinAN+n6GUr0QcG1hhPiDXjTAFC9S3Rxe6mnIJD3g6nPAJaLxmjlN0JP/zRRu6nszUslS10JZFypKkYaVJ6x8QPmG8hXTK8oLJissn8GumH7FtuZKezQ8ut++tP6v8WELG28YgUIxLpkqazu5crtc3NBhwbvKiTSwiDzTi5zLBVueg3654lu2UIQH6DXSA1pPqfcSvPkDVMdlN+z4gdh4xDiFMecP99ZTPBpBTr7zlodO5hAD9VSZJo8IFZU4bG1fAg/WoONr1E8xb79EzYnutXvBU3K94Aaq8FLTgrTFD8phJPd9IuHJK0HTwjAjitfBEEQXZo9/L+JNGAks5lVB/DBtkRrJJFOsmadULJY2FlA3pkrx+hROgivCY4gaV7ALwleQDeMTYg9kMXbfP5vzrCz6GMRDGnHvFLgdNVT0TJc73hLjplQRCOjOQxaSz3RmFnwjKb+RUW/+TMqcziVCKXXw3B6GgezZkrVO3ASSjvcIgdlJLmX33TnG6BErecyRw1nKcD7Z5yXziHbzHg35GEsauw+Ssjd74GWjO3qB+bmP3oKRzl/dAzflQBsvScIpbx1kJOvt5grEnTJgKoBFPYtsaIgt1tHFr3RXHtKI86XdRCDW2V97P4p1t1x5b/IYv5X8JPB//06u0Twcd/5gTMLG+voD07oZw7kob06yR/8+LxUMpWmicDmMuEdmH7ed3Xzuc5rkwr7CcnjPgMP5sv/t6pqE43GRynEwU5tHbM629IDTHQDjkd39WbhNWU2i61tIdEMlezDvCEHCGBlL2ef5Dl3rzU2RTx2m2ePUc4/Uio6OqVXDkD58rkJO6TgzjUdS3s3vJUCU0WadMEzIOCnhbzwfZdruqfCf383xzBt40lPlc0x/u35gOLwNw0x8tnRG8+fp+6uMpmY6lPKVjTn4nAKfd+EyaVxm8KgZH5LldONo0gnZLUuHu03fZ8QQjqRyPNfHNEDloDHSAcdxOKMy3qdvV/sVpNDKB7QUqF99Djy6TkAVofGgz8CFzYxLe6SulWV5RCkoX2hc2XhxPcVlQdXY9BuVFx55Qaxi9gFEUX71vtVwGfwvYMIDlcJGaQ1UKLKCfEZ5xB0Kz0ikNVU7Y6VgtaIqbLq40pyPFAqP8uRiZPsXRIyLhMOEfaQgrO2EcULlA1ZWUBe1VnlgXSrKN0yesTiTmxrWvnhqqnJ1GNWPKJ4KuZhEIgallUhXWZzG1+rpYrPwdLt+BWvISSj1BPobZheE34BvLnfxgJUrxjMqhKriA5S/eCr3BsZGqf/uasbmTia2njEMtUd3UrFH3x/6d+DC0pobK/QjYks4vmwIz8iyxRnoRNELcv13N4jIikeMg5bKtnwAfXTHWwz40ed9lUHT37j+RCTEzBjy+3wdO3udwna28Nr4dpECsN88gzEPJjILPAfGbQkI2TfxmsA1PzRv8ulWErrdZHYEP/4zCRoAIzTFpnfmz/fgK/tnbRJ62LEKdjMw2z03FEVHRfQgmPv7SQwD1smU8zCzY4QHBt5/OzCjZFzv4+Whvf14D1yfY4N7TPVPPR+n5b4Y4/bisMf+5isOOpMX7yyEcITFDifS0zgEqTgwu3O2oZsrGTUJWxd5BvysM0uBSN2Shod8bhgi9n3P49v/frwOeDb3PwF1F30z4Xk30cQaH0eyQ6vDZdMD0hs54uF+XukNcWhp93zKV2+YSPytUKCJHfq0WKhUjmRqhsVGWK9AL2ItnnfbMn0PQk9p1MKDvrrnHy08acliqy/QD0O4kaOk7CQe6WAFVnGZcKuRLWDyHKziBcw33e1n16HO+BAGkcy5XULp2dNehJBWprUwca//LQwustGVB50eWozF+hmQmvCL0oN56MkCr7OhK/eGxRwL4f0bXtNVSGOBtMhhjToMbH80BkOk+bxLDRlMo7sr7uUcvEGuuCEp1i4L0+a8kchJ3nr0xPCCTxwIer99D3Eru3FaF6ijEHhHLFeYuEK+UsThUqRSJFIXSSpRUugkFPmKew26AOoKy8SAMjBBZpwf+9j7zXKRSffu7cVIt9X5LdzWyrGxPmaMKu2p+gljQvTj8410K5ah1s33cWrGLGETxqeEmwUsusE14ZPk6kijDT/QlLHWzCrlpLNRCD3Gajs47mnnHk4HuUBgF2VCwitpnv/mt0YRvu5RLNG3VdLb8y5R3V0RpaSuoKb+DssFYR00yB7CsKnYGl5nRbGqbghR3Pu/PAQdfPL0NPULSBghco8heAoeQvG/IfwKcoU8QJgBTyAL1EytEwbXFp7ufV8ZxhVXml7AvoKdEP0B9xb60d9v/47XQPiKG5keyALEDsur44UGHljgR8HD4s0VwJ5yz5Wznkv1AeTDRFINy3RslulwQEzxjPSh6Ka68lsiioMrxb7gEQ5LpHtrUFsUSE7Fa9C5pI0aqWJEQBSpZ6df7dn5fisgC8UaruyPHWHi4HPdL2Up1KVQTSmmWDlB/ey7yDa0NDwdziOy/IzoC8IFyhmvO9R8D7xzsLD6T8E7v8QcvK5GZwri6ZSsnTzFVP0Nq89Or5TgP4+IXFxxb5sr/usG9QU3YlU/FCduqu8LU9/7GkZ90XPwqkesekSdWQ2HgaijYR+BPxD75jtQQeUBkyUOlyfnOSy+3vab0115ChnbjeLSnh1O8kimRYLFDRCYG1+C17rRLFKfEamhIhoEK5Qto80c/+lGiMBdwqjfZc6gGzhf1OIRDlJiH6UjhZwcH0UjEmRjpLhbQkxd4pAbUqVG1IVszi5r0HBdIyKjxd56Brsg3YD4EH+viF0xahh78Lloyt1BV0rr0Zm0q8/nPb3JzpN7dkWxgPmsjAt6KQ7DNEAMHrGX54vMbTE9v5dPJx30dGV9kHH+6PRsjqpzBjD1PMncCafphhernw35k0It3kkThQU99eK7ozaHTEagnIvs5jfNjXtnhrjTFaTTO0LIe+bzsuTp83k9ZcyAwyvKdBNDQ/GZzh19nL3203jJQWRjRlNaRRdBjFFDaTZOxd4Yq/J9l8CrZ4t+jJpljRzfHEFCl9sSHjeyQ4dJygIx0inyv2NNwj++p0Tig413U0FZmGBvk7/gYU1211A2z0Pcn4XhNbD4dIUdmOc9vIuOSDw7NmbTXDi0FVQxI6R3r42HZwNO34cI+3RN8XwXHo9NSv99j9s+J5teH346s6z3vlJ4t8cyomoa2lB8J24Xuow77bEOszlatZQO47GFcy3mueR5cHa0yP5lvDcv6wSzPT4HnTbbofSgDvlszPtOnbq9g2KZeGDs875HJlyUue08Q0zDIm8No/LeR9XPhTtnyrytOZZ531ksep0METLglYxtRoE7pGeexhEG8wsuEsQen7OfCyARBWj7d+5djS+YLWzlE1YWSv2CiKfBNTt51KYpq16owFd9YNMTWhd4NKxd0O2ZxoVmz5g9YNcTSmOzMytnxOLsgYSM8cWhpyvYwlI+UKRyKmcqG6qKNkPqQpETZj9hfETsF8R+x8/zfgaxuqG6eKooVoo9UTBOuJOD2r+hBlfRMKo9IRSqrsDCJo8gK8Vcfl7rjxR55Cr/lY0/QLyWGnYB/R0rC2YLUh6wKmiczYsVZCsYjRY6BhXz7LdrdUdK9WiExjewzWu21RX4ium3mNszIo9QT4hcUC5DXpCKlR+AhrYXpGzY8gWzguoDRRRdz87/9RPGgtlHvH7mvyB8o7QlnN0ewR4R3dwIIc9IfaGU6nXW2hXZnrHywLU+UaSxCCiVrS6Inai6+BYsn8EU3e7s3TvXnzBC3GEEu99s4kz5+/GZQTo6UYTpvSPjmAn2dO+e1NcVl/PzswAwiMfdkNDOvPNQf2AQN1z3OLd5fPO9FBZfuwZc9oR7+I3IPN9DQ3urczyP9GHcKI4mIc/fP87hOFIZz0mqeuZ/o6135/cnBby779wAMudXdveGMi9+28lG+7nKrq89/oznjxzreD/fD0/3Lu9l+GBDzWjNhaRyFVorqK3O/MyjHrbrFW1Kaw1timkURiQiJDpzztHe4vJO8JwOPcc52AEat0LR9PsORtKNdo5KR5jAnP/9VrgZX/cGtbwv47ne5RHO7D2B5kZnfHufBuL5vafXenqFENJS2SEXbLki9QVPhQTW4vUa+7REBIW24dBTFFkStp4nW3oRWC8mbV256utVJPzEDTcsiCuafHEr6CUMAjaU/jWVPCnoRSqjzKsZz4vGnmwPfr+6IYzSPD10s4HKBlkMk2Jwck9dsYysyVQzRiouATyfu0S6fBnjsiXmEjUNOm4vgwQn7JEwxJj3kUK1SkRqVDIqoQeZmEzPJSrlfBy21kN7XaHWcxhrc2WWxr1QdJkQKbnFvUVFIpdnRCOoC+dCRKi8S+aSsg983WNuwssVUZKh/sULn0vxdCqZ3s0jQARTpbVLFB3NahCz4D08L7vgHrRhz1ItDK5BM2wkqjAKmsUje5HrwfNGn4OHGrlXcz/a1BOMGhhRqNUM9wx2nPKnZ0WRMeXv2VOx9Ha6kRFKP7A7Vc8DWvK3NGiUid45zna/U0u4pfFhHJS6wtCgH9qYPcoyuiKbPow9Ck3TlTbW399dKWZltNZ3EDipofRv4UGfuUZLcABtoC8In7DyQGFzY1t7gWukBpJrKJQ2PIXLArICnxw+ub6a+3kLFHa6JfYZV2I7vNyTugBPYCfQUIimsjSiH4Tqv7uLXXiAX5FyQiLNkiv1U5mqXo8HwD6BrLhHdnGlNp7n3pUUG/AC9gD2iLDh9XYqVirwEdPPDrMsbF1DCR91LMxefI1KGJOzVlBEKLnRJJTo1jz9jJgrE4MuSROnReaHMOcRDYuUVlKiNkTNgsrV160G9tSsCXF2JW5t4XX/A8gDUj5R5AmpC7JWMrIqCwFLWxH9QNbLsVYw/Qo8g37xscsnN5RMxt5Xr4yikycnnNsF0y286NKQrh79IOA1Rtxw74aWhvHF18o+OAxqQaqFscs86qXVqL1E4JvC1mLbhhFoiYjDorgyHKfr9cGjUSJFALpi9tmHL8RejLaCvlnS+xgTxfHKurLng0cc2BOCHzRd2R48WtZYu/BZtQ2h4VEuxQ365YPjwRKhgjEG5MFpURTyzXonFkqaYsl/g04nndX0Io79aW58EA3jIr4/jYxmDGOYuBHBDVoVaMjyEgTl1OeRNNSomHxCaFgaYXoNn9g7kgqjoOExXsuoHsMjkQDJGiSakW6vXAGfIQeHMabTauu0tv/ef0slbnxLAu0j6Ab+ffqOpHX5j8lrtnPPIe7YuD/SO+X8GYqjFBaTjU1e4TOn7CJqTt/m+AF/3uExwZiMZczx1qkNmRSkNtqY2uymFyEU+f3NDjvyvoyROoSSB9oYuE0w7XAcykTr8l4829uTmI/nG3cZLuWB4A2zHJKgzZSnEA5nDiPtEJng/h5x6+LUTuqYAbR/rn8eeCi7+33JpivXfrpr0287XceE+zakjWPXu3an8eYaJhT7+xowmZTc2UQ/1+wcWKwPbd/dhNvHq0/8/pj35/Ix3x1sb3QjNpw9hb4e+wiAPWg7DvbNZfufpmFMmBSfZHy3EdM8kZE9CGxq7F1GmvOZxjRHx+zgY1Fv6BbO3VAVTgn9/R4xr4dFi7EdHJR6/Tzjztjl7seBy95e5335W3cAnYEzqPmMmdNImKPKpMvhewcg6QfYJEp7HdEtqNKRaU8HHVwplwa/y/PRTWRN0sDkL7Lbl8NAMgEwf9+t8zSe/jXXjY7AE9rv/ZGmZzzd6xjhW1eTjx4ViWFsHhEtjbK53iDPKE2gFYO6sZixyCOLPrC137DrN4psrGyIPlBsDa68sYgg5Sd3VJCffL7yC2CU9YHCyuOy+AnrUmkqXNsVNY9sFlnjHGycqlHMU0c1+4rx2aNTpXJicSec9ozIizulGGxyRVGafMMoFPkLwiPr8hGovOgFNWWJ5Wj2O2q/o1Uw+QmzFdsqRb5Q1i+YFLR4SvWyKaU8Y+V3sJWGt1nLI/CALCdKKZTFa2+K+vm51SesQG3qcpxeMGtsK2g5sVxXSvOUtiIn4BHkCds+YZeKtTPoF5SNTS+YnJD65Eb86vtc9Q+XFZufT6R4JGspScH+APmC2kewU0TJN6w+wvIE7St2PWN2RZpAKTTxGm+FlVI36vJfQB6w+jfnu9s37EaneHv9A4WpYYfpKWndUQgKw697TwCyjZmwvnZN23DXh7AXmuzw/I24xp5F7zgCXUhIj8POdOd2pncmBrcf64FrHafBvZ/llWdCKHujif3TsXN2nhXHyIeJGB7f7QSUO2syMwMh3CgYXtXHcd/7q4e/33H1yb/Wx3Fs495e5Duuff69y1Hjedt9S+C4E6XtYDZYQnqo5Gd/1tSNDE0FM+WKIaW4hVcgU5G0dgnLb0NVQymjzIXT+qcMfc5pdPTMscX+k3kedCeSPSyNHRy70LDHlZn17UWUFDYOe5SkD7kmuX9mXBpezGOMezFkL6Ac9tlhK9/fJ2/tHvcWHA7cuXahEN3CO/d0gWXD5IKnyok83RhSAw8KsWYtrMIh4PkXyFzNEb0gSxyiU6FmDTGNQkwWjpDmoYbFC/6ahadu87W1rLNQvAhvDyMI5V334G4bg2YLdgmF+XJ2Q8kHhcWQi2WGHNf1LosrvGpEXTTrHs/pmUd4mVGCfmZqIF29vzqNnRJKKHPFf3oGaoYtJ24UhudIeOEoLgxFjYqRgki82JKJK14k2UIIqhZCej+NJD8ZSgu0Yc2VLj2axRZP59LSE7X0oWFE+gsD2xxnNXOgv3XpwMikt7v9JH3vpfeTp88vUBYXZGqlVmGprpgyXWi6YTSPbrAQmpv1jtKQ3PswodylxUNAl3F6I70r3ctXKdZ2NDDnpJ0GpUtOSXISzWcqr+TfNeac9T+uZPHubMmNA/t0EjlUmBrPuXZ6lL+X6XfoeR6m6ERDGSsnE+sf3mUS8/GX23TPgjeIty0gPZIlOrY8gE0HZQihP3l9Qnk6QPX5DCKfBf+8maNstb+krD7WEG6Vv4CsoWwMY4Ndgb8i5WfEzsAVNsPUi8BTGtad2VdXwBKGCDFGKiHf+5JFX6qnvumhupb1Dkqs6RPwwb2t29nHEQplkQ33oj8NWgxIFDGmPjgs7IxxBY20Xu0BZEHkR5DVlYkGnjZpQ4obPMS2wMUfQT9CeQb55gYFKVh7gutnsGfQX5EqyClS1unme14jrDuRRT3frZ9iCqKXCNqx2BjWBXykhfHBU0A5LXnAiwq3gEPU4RCJiL0FaY/Ba2LfRQFqIq2RSMPKipSfoTxRykdEPiDVkMUiW5RRUkGtC6ZPiCyutOeCta+YPkP76rRVPvq47bqTi+5emjTyIXDixQ0ZTV2JvpTAqavznR45GEp+LgjPTnvtCcoJ6geknpHyK+iGaRSVVk/34/xV3HhG4KgQhhrp+CRmiBWsPHjR6jRK24Ibq3J2G+hL0OES2z/Taj5Gm87LR9FhLwYt9oFU3Ht6KQJ3M/JIwhEg0+1lsecnkE9xsA1ZIPkOWa/C6JFuKYzibQlQSsiTZo5u6oZxL3xomGxusDFDbOmk29MypZEuPeVPPlYLQaBuTok0DDxB53s0iHwMup4OFe5Ak0r79MwnHTA6U3Clsudpjkgevfj7LYzRr1zJY4YMOuR035ERXZoKMBu/785Vg+V1+UPDg3SSuDstTyo9yxgWjYwaELEWXe51+aN0+j54jIvIe7kaBi/NVKqj/xxRzG+XTiYN8TYcLDr2zF7ANrFNI71zh+nb8bpEmxrr1buyHMskUwSsmeYrKWp1+Gb/w9FujMv3avLmTB+UstLg/5GqNupVJQ9OA9BOREi2OctYZsMQsluEd2S3/bElJ3QfRbscJNFXzHb2jDbCiSXblKndeQL5gD+TER29W5vmLTZAPI/FpjZytfoetP7Y7oPQZY1+U/AisL012700jKDzTyH5dKE3ByQDpvlwvjxPYNa1dLnsBlAdT/btTXO/49eRTe0gMK/tro3pboed7H/fhW+lYeIOjtjtrXvjGgOYPpb0Mnb62SPuoeNCJgERkr7EyDt8bfp7aH9CcJvXtz+Wkv+092drmgzMSOPu2MMzJd3Lru7cZdMypOPU3qvaQT9oTKe/8xNRq24a1B6PSyKeBf1PvhB43JctI8hirp2H2PRuTk5Gm0nRZxzpfHvCzZmYzLg541suW+KcWV/HpCWChnzCAV91au9t+taKO1i4n2LURBOlqiFNUHW+ty3mz5SNpTYWPrLYJ0r7A9ueETHW7mjj5w+RRpVCqT9h8gD1R1wG+gWAWh6psvJQw7XoeaFdlY0rDWOhUuUU52A4FeNUlBeuXPmG8REtD6xWOEl1nZu+AGesNBShyYay0fgdkxWT/0yRj5Tq827bF6668RS8RvV3sDPKz1j5Adt+xNpHSv2v1PrV5TSpSHMjhNgXCv/MxgNX/orIB6p8dgfP9eSOg/WER0ZvqBlaPqJUajuHjuYrcGYrC209UbbVowzSCVV+BH5236YLuEOKO+20cP7K84eKG/WVr46nekYolLUipVIyQtL+AK40fUDlAyLmtfjqii2foJwxccdaaYbVE4obfCorUr5Q1n/G5C/o8v/EVGjXkDXfuf5BI8TMgWemuSepdnwut2ru3wPz2j97p0/jTl8O7NtrlhbyUbt/fyZgnRvtuMr98XzXvfR8mX8/SEkzozu2NzPTSWTb+7/c9X+47fMNN4/OgCcmc9teKoNmmB7Ge3h+933H2N9jv8f2JxjJa3jz2jj88/2ncywBz4lpDd+hWUC5s4aWvGEomWzHHDX0DwVpzXPzNyhaCAdLMqVMU/cGbWGAULNprwRj7eONg0wot442seGBdYuXtytw2Hs3KLnbfFMPB5iEJ7N1vH9rrSbo9o4Okt7M4F9joAf0Gi3M++Mt5nuNl0bqDl+6EyRRry3kIIFSg4ZVqDVscYk7LVIfxOEw71eBjKwQ9VQJMCIFIkNNKanmXaiyUOpCqRWrnsrB1ZqFtro3Ahl+KzW8InWkQJIooN08P7Z7l+NesghSUzGdMqOGN1kJT68wApQ0aiwhzwg9u0bmqM77Pe2YPyCZBzsUdRKe0pI5qyU8Pe1CKm2xJbzXinOoZew+LKINgDzduqA64VuJoriZtiLDZTO1RfU1GJEOXrDaLHJeRz8eYaIehpyCsJ4mvBY67Q37zo1d+u6V9MX7kfl+KEuwFF5Bgub6UihlqSx1YamFZSmhaCo0BbOVRqOJp5RKr96sLZCeCZLwS8k2DhBy2M9ZtNTv5AluMhwB/aTU6dTW36dDaMxyUIT8lPiVyvY9jZj38yhWmIaAxI3kb9nnFMZuKYvMNMJxoSs/ZChBUmE0VqkhuOe+/+L7LKmKSJu4fMwhDfQzhZy8Usfg/NnkHT2qyLT/PivBOt7ZMub93nX9zZ9soXzki0f05DCaG1ndi/kMcomIgCtSr31bIw2LVGzda9jCyKIRqSQPMe4P/vvmaeY6nSrptKDABdPfXdnbD9E26EXWAciDqng9Bukp4P6NbnSk4MWvDUl6Xr7idXce/G97waMRLkRo04CxReHlTBdTgj7VMBKwhEH5mw9RC4TS2rfrwDtJZxa7YGQk0+o0NTzaU9lrUXBaskBwHPocJyJaQT84vJr6uCN9oNmD41LzehqyfPSDSvuEcEL4jPAB5ARlRcqVIo0i4cUu+BqUhtXwOG+r1/7ZqkcalNX7Xi5heH5bKQx4NIhBpkzr0bqn6HM9QzkTJQh8zEjAfgvDtiu+Xa4C1D3rxT66AWhzhbYR0RQSkRBpkM9w/6D5lrU2NPakbI7LbRibJQ0Xi/nc1QsNem2hDZNnuuFaQOTqdCNqi2TaA6m+7hSv5eHpx3KvE/MzRNTlggiJJ/kQhIEsHCFgyJO2BcY6v5eWNWNiniWjbJxnWHjZJxwAN3qEzDWcPY1ipe9Ns+aRk0h3LBCJCCN9iPk8YxlZhKcCgxrRgAXsSokIMyfNkd5MCIKy+t42jWibmKmY12EyC6Pe605LRnW2ntTXOrTiGpEgwzA9TL7+S7bl/DdLYXv0296Xb89F5rsyDK8pm2eqRMtn9v2NO3ljkgQsKf1ehh/vOt3VwKlgMNP4tDuwxOT62/1c0xubn7HpmJgzT2k+z9nRjhSyuGj222W0MbrRtuQzLrf104NNkBBDphZz39h8Lp/mgt1AcZJpghYcI/h7tOF83WnntcumvzKP6baJOdJmJxv2522000UfeX1IOe5dpKoE3HJMk+J7DNJf7zJa9jev/WvzndqJbi37sUkCmTznU7Tsv/XIkSPgjXTOuJnozVe78/NBVpT7EtEMm928c/9wAHdnPLZv4zj+ybi0e3LGi/552vlTn999iXXnr/1AE/9cJs7C3WlM3tUi6HxZ9usKjIiIaY6SVGXwokEfkp4kvgaPnRyC5DjPAx3rsBkLtH8hUo5lxF+feFfCpyw5tk5nYzba8J90rNRMmLoyf9rE0z4cvs6y28R9H+7vHD5b+L3dw+cc8P5V2z0mE3k57tVpT+ZYjJmpxw+zA9bbGHfiEwioKCYN3R7D4UypnLmUM8oZd0JwBw0EGs+cFdSuFPFi0tgjpTxQ1wew5mtYTlzrj5gszh0UynZCUJbSKAJNLm5iVnM2ulwopUG9uH+LbZTmkeObfUYjatq2j1gz1M40vWC6oO3Bo5qrR2cWPlG4UuwZY0X4ADyh5g5MVS9gF48Gl0ZDUSpFQy7Q3zD9DeQZ5QG1p4heDVnUCtY+oynT0qD+gbB56lEpKJ6ZovHsPFQeKCYYZ9Qu1KVRilFqRcuC1sK1GrB4DbRSyNoUUlvIAp8wLihfECrVnoCLO5pxBn4DhGJ/QyhU3JCt4vU0Zbu44wcrlI+IPXfHS7EXrC3Aj4goJQxQ1r4h9kBtJ5BK44RhaPsNTFnWv7sc+871DxohYLiCxte7UQHxd6Yt0999Idx+pO8PD1/26bkdE52twUGQdlb7yXramdMcGZAEerpmj4J+b2JYvW+5YVL5zEww9orYGOdh3sOTUePuRMT723sJJj1pZgHwOJa9yHu8pnkgb6zfNH7LGe0VQLu5Hcb5ar/fKe/1cXQQpgSU7Xi/KdzYvXdf6+yIu52LpQySyvTjS4mf3vMQ92yKlA1hIPNEGxEu6QwpC7CWLOgZBxiNND6thaeLqRNki39M3qYpGOwYtJO3ftk8+/26DdGv9Du36zpfM7cc3lb+ZukeAkO2Gaq5Peu+J9wNAWBnLpL5nSN+vbO+XYh421PYPQA9YkAMbEvvyvDGLg5T94QoeO7kTGXgyirTgnsDZ1FjDaEgUjLU8M5P7+k0WF0j73sYKyJtNIusVCssy0otxT1Ua2XTwmbmBokKqNdHMFs8KqMYUsNiLerK/EbgyzXG4kVxacVrXAQMh2OYhDdw9cKaqUBpi4+zCFbNoybW8MLRmEM/sQddK4vjgbgHtGgaYhY/mNQtvGGDWWrDbPX52KmD2wtBBTJbrs8QyHsxLjG8KJ0bDNwIE8LzEl7IS7x7LTGfR5QVLDzCIxqFFThFuwpYce9RDFdMR7itAlvQ4vKunzD3ogKl/7d0GjIouyuzikCpylIL63oaRggfDlsTVF057hFVyd+MXgybhjGKVDqrlMDXaeQzLZXwhjV1j1rLiASFjKUIQVvEC4X7+kfUT+d7sVfSq7P3V8iaIdEUCQSTiFIx97iV8EY28WLAYi3Qc6iUJAECocjtrU5XImrm7vYaC704bs4bRdIwRSpLZ57k+OYkP+cah8GDESK9kYd36oCNgyLoxkwDd95edHrouePvsO07l1x/iSl7fyK/RztPmIVgqx5VJPaCLVdcwL0g5exGSXEhW+UFsasrUE1DcPW9Lzxg4gWnxT664vf63wF1o4eUcB6PyEC7eO53BfiA8OCGPyHWYANLxcIK8hhiVwP7BvqvIfR/AnlA6j8F1H4HrlD+cNqjn3ED6osrNWXztEgJa3uJA+YD8BAG41jrWv1dWUDOGF8jeuEjbmQ9YeL46CgT0S/2FT+A1MCxR6dbWOyDC3DFzFMClUzxZVdEvoKcMPuAF2B+crrEF4fP2hx39NHxVb84HZInKE9I+9nnIj/goduPUFekbKGQq/Qi63J2o6wqthWsrbA1ZPPaCSKrF+GWb04X5fIuznlRYYIOx34S4AS2CIjXTpBlHQYRxBXopSGRurLXxQj6K3aC6yc8isVTZJl4eLlFLYHuYW4nPMLx6kp5vWIae9kUy/oi24q01depFqxoyHEVkSdIo5w0KBeQWA8xpKSBzFNvEYXUWV4Cjz+4TLE9QKv94EgJHJQW6ZNOEZUQhamtYbgDgUXNKA2DTsk0h+Z1NqStQXsVSkPXMGIKdHkvI5QkaFApWBuSbUZWlC7FKmhDty0i8OIwWp6CB65gDZVfMDkHzqcMuEBb3EBiLSI8cq9FoXKpSF0xFtRqRMkAuJFTCthafE5bOlC8dnkkokflwSCKmQc7onJ66pnYn9LNPaRJopuVxSHhR0mhWOvPzKT/KMESrbmXvjB6mAzPhu/Bzl+P5zM5fLLdt+SZJWCeXrDWC76GCNTH4mc760J5tJX9S8oeyWd6oyQejePvZMhJ2AV/7vAwmGseDRpgzAq7kY4JV4LMinRSQvKz5rCjTI4B6WASvHoX8LF7fqYJJcZWhv8FQ86yjMD4jmv2g/N20qDSnxg6eemgJBWFOQ+bnu8gy/PjrqMxzv1AcsKyH3v3ln7l7f7eobldhNJoetd+yKaTI/h+jh3rSUScJjZdNsadgeJ7+SoBMvbOGPs0phxAIP7O+NH7mt4VhhPY/PA0nn0oyQ5Z+kQdZW3sLxtjGGCwgNG0rzvA3r96U0OxMMmoMp5J2bP3nxFgkRawP5mG+g7wCd4Ww56jXMZI+hl/imLpxsGQlcd9OsxmQ2qnhDmdXlvRppsT+I+ycjq9MI+50aP/g7Ymzd8TJiUj00YTh3WeJ57hBztiP/OBoH1T1EfHfZll+pmGertJ/2Tea3M38a2nX8zNZeMpyQYCWJ4dYGphjqrqQHkb7x75AUPR8oJK47x9wKxRrbHwwrU8u8xoD4iGM2MRNntG1R10Fj5i/Ijq3yhFOZ02dxy5FrZy4mX5i1Pm7UwxYb08UKyxVK8J1eoXvOZZhSaU0wUWxcoLJspiRlXD9Eeu9hMt6k/RBLsaKmea/ILqB5qe0LWi9YnKiQf5C2IXyvY7XmvyE/BIs9/BLix2odqZIs8IjcbKxsJJC4sKqr+g+hvGkxsg5BPYD5idcRlZUP3RlfRVcLnxd1+X60pokvCohW+xdT5TpKDtGTiz1ObiaK1oPdGq0RajXhfq1c8nWq4gF2Q5RzTCDzT7hravFKvUTGPKC8ZXTP4OUqn2Vwp1aAMiwqHq2SPRy4qUz/5Z8bP+9oK1FeNnKBekvCBygfYVUWO5fo4C1Sf3JdN/93Rc679S3pTd/PqfMEIMwjLw+hUOHoR7EI95I9jNvV3412hg3+Bre8mObeeGnSWCefzHW3a4yUQkXpNQ9o3cFRYyNg52goX/dn+esht7p0DTs5MBohPCPeyEmQHegeOrQte9Hw6wfTWy4jjWw3p+l6B3gLkc7+fXnLfsMOi2nTvXcRwTKs64algXDN0wMYQkk3HAyMLVLrOYH5SDWTnfLh52ngKiiHucpWCDoZmywca/3fc+1LFneqjvMawypjAv0zG24z4g7l07yWp6NWF0++S+5fs4eF9l+5YUeXvZq+28/65fKeBsjMJbzigcz/Nvuv/DLq7XxAtHJ9PXNE6UkZpiEpbdw92ND1ZjbCUUvOK564u4Yso93qunAqnSnYgVLxjk521BtIy1VXMPNY3IhuLehmmUlmIwF7Q2AStYc6FLugIIJGDTBaruKVwnvJVQcOYUY5ATDZJU6hHKSInnIrpkOCaFoCoNzxXunpXd86qE0J+FY0V9fsWVhZ6eIA6TSVcrsVejjxYGofS+ti0MIhaBPIrnmm4dNmPd4x3NbzHXNFjJIVLs7pV0cPZQGb/sI/JlwFOKKysFRLxuyBL5vLWkt2k2sIA0Mq2RTpxByGgLCU/GmSokThdGeqSAaWcXs6DruCLhIexDmBX/6SGbsBvz3VGSoGEem2CMotjDWOAGAdu3xTjYzDAbnpR73mqhjJtlDv8adCxZdDeg+rxG5AUwHbb671MfE3DivzZPdEe7ZxnlHn/POY6DePJ6i71i+9fuXRKpXKoboNJw6krxFSOVo19Azm6kLAuuRD3hHumhUGxZ0Dq9xD2/aX+2/BBbJIoZ557v3mYloh5ckew0wFzZTcGLzF3JQsiuMIqc9JKpodxAaTLl5qdg9jzgKAXs0ftVz8VPeQiad3XF6maR7yRrr9SgRzGGNHKKumUY91a3UjydjtENSiX2EeUa9Cfy2ekp9mJ41JORIFmPJgwcmM+5NGxxGiM9vZV7+Ru4Qb1FjYxU0Es6o/h+85RMghejFzfg6oLqFVWFboQIg555iHpXnOZ8NQwo6pEyqMFlmfbgK1eNWhb5fY2aAxVXOjTnF9bCCFzVI2+6DDO5S4jh6YMCdFus4RJ7rkTUi7qS0Q/G7nFnkdIIVay5Yt2KOa0vq4f1szhuNMMNQL6/nEV7DSXLSEDxos9uhMq9GHw+x0LD64ykh9oS+/ORXk9DN6ycg85L8LXqaxypHkUv0e66E+syIkukunFwCRwozgsjZ05QUYu1TJwDL0y9QLlgnMkaKW5ceHK8z+gDeR5etIg/Sgl6MUWIdFqYMoVGuqkaeBnGJJEuP5sVvGi1R5+UcgkYRprGrtR7x4Gk0/qk1uZrtpM3UyiP8UHIA3PdJP93U+jZ8j5jLJ10hyzUnVzK8P23uZEE/xjT0A/vZfpxcspPR7l5L11304qFc5hke2X3vskwbE9xHkBXV07Dnc8VTN781kc1K1VHqqGjFD7xuYNSe0R6zOsztXkYw1CQCkN+2YFingBp+LDo29OAhfEhcGQ8P8H2PdGtdxDjGQvmCvyZz2dzM3i77DHLQnJneZPnTzJKRxq7GedRAhr3JchqDKKLMfvB+XOdyNyXKfaod+cmuzGP58qdNme5KZ+V8dNrVxe7fLzdgGQTTGy/Lt6m7JroBod8/ih62e7DhNky2th1cQdgqRzeGZL+3DXrGrJNn7rTs85lO30fcOgjFd2jTce5oLF97Wfjw7wn5vHP1GnCl/4hztI6zfQ1JXvuweMmseGoNI8mRJ17QNqPI9fOJpjMPUcjmUFijydTJwmbnm5xnqf/vVmfaR6hOYo5zWOZ5hFOtTtj5GiAbrztqDjTw4m+z7T2qJvohqLjZG+vq33EdQWGyZWqH3DF+YpKQc2jGat9QuwjqlHvq/oJs3CiyCONPIufUfsD9IK2B5QFCMV59TOqLWfUFCUiStsHkEZZFSnKVqvLIaVCqQh/uLOUFTToerEfMb5A+c3nL49IWREKVRYqP+DJHq+YXTF7xGShFI+2Ls3TwC6yAI9UviFc8ajrisg5zh9nh6MKthU/S/A7yOZOKlYxi/OWuuNqxfUIxglD2ZrLXZleu0Qkd7EHsIJGWlkuG2XbUD15AWy5upqJRpHmMl91eU1bQ9hYijuYqnwDeaZwwSMSn4CIogCsru4MJheMZ5qEYaH8gciviHiNiJSPTQq2eDpRKw8YvyP2B5jSwgmryEqRgtkZT6WLp4Z+5/p+I8SRSu/angWmPSM+elWM548e/LLb5gcx5zCYJJzzd6adbYdNNxMNV2aMjVr2BGS3uY8AtNuvcvxtJiIpNMidR2aimIQlIXIgNKEMGl3uJJ9prDmgeX7x9JFI7hRF09+d94ET5ONw9+kh5ms/T+kC8fS8DeH3z11JlJPR3QqQ2Zf0/x5GNgsqO44lr9zLQ0co6rrXf/YnB3iNcXjhXvC8wMVrOollGvHO37Qz21DimsM38/xnOiYLJcc4vAQ+dAOE0g8gnQ++YhDr+JJWyvDk7Qew2zkNuBzb2eNR4speOBN2h5B7feTaTvtpt70Ipj7vp2n+A8/m9bEYy9uMdyhJMy1T5np3mKp4aB54SJ+EoNQPvA3YhI4T4mmI8jMYoqmYCZjJgw90ccWaSPO9VlZECqWsVCqndeVUKqWqF5JtgArKyiYPwfyjoG4odVy5Pnmkl8WdX1oinkbERODeBkaFq8PfSqMXzo7czxJrZehQ4khAO4SsHqkDpHe4pyiI3O8ZFYKETsc6aozDRN7wMEG16iknpIYiMPtoiF7di26pIbuuvg8s11HBSke1noSh4WsQeaczxYgsDhePxojc52q4EjG8XS0MHFFgnhIe4XVDyCixd+jbTnZ3Hunjnw7xQleIdXiKFzAtIr4EUljKCTVPtSUmvjbmyjWHaRT4nJNKGLEmkH4ZEvjcqy5IZSiPk1Z45AOBC37NnkkBXwuPYGn9l07fZuJH0qjkD1MfUnHl1cbs5en9xTogFMm1H0THz2GJKzOfGjRBuoFFplH43nTFmwt1DhevEeItKRb3h8wyGVnm9ZXkUzqNIelsoSvtrEMmyGUibMCq81Efn5/zp3m9g25SPvq45ZvvF4k0Me0BOGH8DvKCLM9hG/0rUh5xb/9TKPe/uVfS9hK067PvlbKBPIL8B2DB5AScEfs/cSWlAIvX1THcuwnz32iUcnFDYhpl7RteEFm6YtmjFwItpJKKS+RHX8/M62Nfgn55vQrRx5iny3hSl6iBHnUTsMgeUJy21IYsDbMXsGfgGZEzJg9QPgErpg9ekyaMpa6Udj4uRdEaefU1IjxscUNE9aLXJh467gYgT8NUqKTHvRWF1UAV0TBmtBfS496sIptHhFh9DtwNutrTGZ3j8wlP+fTsYeqtsDWhsFLywGcV1Q2vUhVYKBaFuSO1Dhp1kfDI7omU3LtsucbOchrUktfVqEFyKc4v1Ys626JIbe4tpw1PpbTGOJyXqV2RZsjlyW02p8XTDq4XN7q/eGo9UefRujx62ks7RyZCdeX/Q4HqESyZV9u0AA5n6orUB+fJixuNrDgOiz06GsbW0/Q+XRxmlDPCFbEvYFcKz3g6rSg4boRTwIbwEoa+qBNRV0zOU6TRCx7tAIo7Mzg78IgJZPVtn1FLREokdThoLWE7b77nO907gXzy4onyjBvcXhD7APoJ0RfQZ4w4VEtB7eR0Ui+BM0nfz/6+4vfLRjfWFMHSICQRCVGu8QxujDQ/8At4nRYBrcPgZBaGwWMqi5m2Jc9JRSdbzHXIYoggmimjiD2zDD4Vcp5IeszHU12YzlOXjyOl5b4RQqbR9C/MguYWEsd87IixDrk16f8k//SnJbPYxKjHGXk+oTg7CPqZu3jnnetOHcndkx+n2XI+M2BQ0pjRGZLFG3EmIR1QJOTrg1E+z3hdfhl8Nw8H0teud0sg6PR94pqWckJGLvr7djyv5jGRdK5IxuEGxIxO792NaXA8M7567ZSGjP53R8kYa+DAfRSO+XbRKXGgCxD7EfW0ZNadchzWHBZxlh+gD3ZGmL5cMosm4wfZN7Wf6zTFrsgOWUtkwELzYUkk7T10nLdJm3E48O38RXI+02D3GD7anN1tjvOwXR82FiY7m+fbUV8GfgUOdgDMAz++3/u9d/OIQK9cXc4MA0FJTB34TkaFCwc8C14uQ+lgYvSaPVnrTEMWTWNqSZgmhKcF78g84U2nZYFgmlEwE+ErsxPXBJKZ2BphvLi/Fh2UM8JYOmCM7/lxfIh905dtplOx38QGzZOYe5/urG/qkA3UED9z97Oh7fvsI4t1syNsI5VQJ6ERUVtiTDadfQzGWSJhnmcJifUbwlnnjdlGT0H6+nVuP4E05LohUlnsCQEuVWmiFK6IvbDqiVV/5NJ+ZdMXzBStSuWJpXxCdUGlofIV5V8xW2jXj5gtCM+IrKzLD5g1mj5jqmzbzwin7miynL664t8MNaOUFakL0r4i9m94rQPA/kLhrygvSPl3kCdMfgRbqSJIfaLI/0LhTLX/itmG6ROUhVqvjLp4jcoDIitV1A0PuNwvy1ekXKIepmGXgl0XpJ5BfgsnUTA+gH1wB9DrhSKNRa9AYStPmDWu16+YbNTTikhFtEZq9g8YDd2utLLB5TcKL9j6GV0rTS4gF0/TLSulKmVt6NXQsztKL8sDVoRN/kB4ATsH3/iMp5QN/WT1qHPjBbXfMfkK5coqv1DLAvobyDfMPmP2waOE6wlPo7W6PNXcafdaCqVUlvKIe6p8BdGoK/I+T/0TkRBy9yPAniMfmdrhua5ouWdZ7A9+X//HML3d48ND5mYYiB8GZmY0ON2dMRl3Oxmcb3/PjuOS3Z/7fdxp6yiKCZMX2iCkb8NrMOn7ytgDl96B+cjVjnB4Zfw7PnCYqyR43kPOGynv9UdvBKkURSQ+++xlVvLdm8te4jv0eR+XOLQ4WI5PtCu5Ai8svKuV4DEd/Bm2Z9Nfm1DJOoObZZ+x+sd12gtp/umI4/tLDuu3xxiZn3j9mryPdo0dmz6M9Z5gdktmjmsSB7gbY8mh6feu3MeWK5c5t33OPcqgGu41aCELTAXDQ2iQVNxqemgfBNdISeMpGSyUeH4oHgdq6bKvH6AWX3olCnJGXREpYy+ZREFs6ErRXvA2ninHdDJp+CpjiMW6XVbUoLeJH+AkPGnDE3hEBEgoCWO6LccV3rSlOmxSKRCRGJNqmtl1zEpEIkx4T/O84GgLQ0F4z6anZwrVTSeWNO/zaD+1SNl2pFDxdXVhrtO+nkZgb9gd3l25ZgFby4iP168xzWkcknCY9oskNgxab/HPh95oekbNaNoilZt6lAhepNrbnnjt8fQc6zWKD043Y84WiSos8qxnM0ldu8f4bi8fBffhiZlC86Ameyoz+KrgXtty4PU5tlmJspcP+uG/C+0pzOff2Qsv+APmh7Q+tuEp6//ztmQHp1z/eQ5HHul4JpNANijZgW53Q/cI2Z4gcwuz7xDyLOu72CnWP1LJFT+0iBZQ90pCFCnuZeN0rCFcYq9VkE+44lQDLhr08gU3kHhRa8fR2vnaSAkThW8tvIFUcA8dgiZmupswPJIRCE573Tk6CpnbioRBEhQL7xs0Igv6VnXFpmWUUnhpk4fPKv3g7XqeBXjCDTRLRB8k/tV46IyJoHKKdQic1PCG1yzqawGPF9AtlMg1aHN4yc/pv6x6EJbVQXtKphb64GMTNxc6ChQ8lVWkwrGCNMV0o/ASxeUWoKKXMCxWdaNITF/1irUzeo1lUnOFvb1g7VuPOtsps964pCs9wtDX/CBJi7XXTJVjeKQC0HzuzlfE7xd8Ha0grHgUQMhF0sJbsgQfDYNCywLp0VZxBwK3F0RtD6uj/jIl6g/EPpYouJ7e/mTaOscz790dBhz/JJbPkOp4ZTwhPGDmETo+5jOpcHRP1hVpBnZxuk71/V5PMQ5PMdF1rCWUxoWgh6Ew77WmEtnT2z94eqYWTEpmF9CI1DCP7PGUgg9uNDA3UohsSIl6G6kASyVpDcVJRkP2NXM63ZX5hVDwFIxT8KFIVaSGG07OIGewF++jrbHP8DWQ1fn769jWH0+l6F4eDjll5kkizDm6nR8LmdJkuLToGMqOJ+lg2XfG4rCf5O6DaNvlu/6OTOsn9xrGdvL07KyQs53kHNmf9NLgcSNPT292XwdhGvvMz1PJHDNIcaGfs+PxLk8Nvnd75VzztQFMO46zv64Tz5z4p0BXALKfdxpCjsrU2TE4l/XoI/XmlYr24725oUke2j0pr36Z6OuB1x/wpw++y0JTe6/Q5n2kxAT/eX26PPvGGOcxHcd182oAuo83YbQfr92Mxe6/fzup/fNdjmPOVjR+G8LiBAr7Dtge+d7xnT0+T5tz15fs2r1LQF6Z4xErZfqTNMNuoSATXHNv7uYRbcsE792cZQ/aCQ7DCDYelf7g7Xhd5zb1ebzsMKfvkGvzuRkMt21PdHi3LjMVDfjEfIbpTwbdndZOdmO1AH/SnzwfSAxv6Dt3Q+pfw0lxokm5nuCRg2Ne+812RDNK4mXqGqb5JV1/B6y1+BnIOXWhRW0Dkw1hc5lGTog94jLyN4yFwhcW+wKGR0HYQpEFeOmivxaHx9oe3XlnvSJcsOLRlF7qUaicKdLcsQeB4k4QHgl/Dj3DiaJXqv6KsqDyiJSNWk6IPcT4FqysHo0gv/u79i2IgzsgWDiKqHnq5pIOaOXkDhtWESuoKdd2xWzFWJFaqKtOeoqCaDrOveCR5c8IinIFOeGFsCtlcaepUiQcCy2cRS64zOPrKMXTt1YWSjieNqmUUqhScYeXdIhzxxR3lG0g3zAu4QBTQH6EUiMlfMP0HOv6CWNB6upOIvZXTP8CFkWlBSgbWkClYtZQrn4qk8+YPLisKBeo33y91Gv2SVPu8//99f1GiFeJwl6c2n/bP+N72Kbvk4Kl/9egC38ZHnYU0IzdpjyEAPbnRbjZdd1qv9v19yZ8+JxFxw73XyHSg1HN456e6Q+O+e6EA+bnp9+750E5PHNodzdUnWZUxjPTGI51HiTHfBNBkeM5evzm/ZkZH5nb3Oc71xzu2t8RZp7gvQ4OP2jshBcm+/exSbkT47X9uEYKEB/zLvXRbr7TcBOnpxDRTLtk0eZ+JWM8GbY4KXVsmvg+gkX3U7sBWpg8ot+ZCe0Z4SuE4ejNY8OM428lHGZ8C2ZpR/jkHA4Lll0FU5zD0mf2f3NNEUoJz9knbSg2587eJ4D+uJGe/A4rTw0gmrme19gPV7eGa3pQhnKmFljd+xw5uZfn2QUJmdL0uFIvFGo10n3UDO9z44XhHluQqRQWKCcvDKQV3b6i+oJJGWkiDPfY3zIPaHhLdmRxZmdrFJRM5X3iXiivsj6D5zIEeQEujneGuYfuYi5AbIKnCFOo4jmcxSK/uDkMIjTRi1CffEzVWY6Uq9tiLNKOpDkijDlar14w1VZMM33IEgaIa4/2QPA0SiJevFtT2lHcyzPwwHBFleCFR4vCVac84UDmDBb3xPd7sZc0hIMaAkw5TXSjQHFm70qUd+ibDJqAMZTT3ZsvPK1TSRqKeLOCqkTdc6Nx5cIFM0GtsDVFQwHpee5HBESJva1RE2II/Smg+jgGuY1UcplDnSycqmTh6V6gOYXz3J+SGScnWjHzxFD2ZMoj7QqGpAETU7WoKZLGBEtqln1FzxOrybZcubHFnhBc8byE12jmqs73PPe4kGafSBWCYrQQzDNqJIGUSqsYa4xLZBp/v0Zf3cPUJHBO/bO0mGcZLeZhpNNR7ZBFGF5Ob1y2BI+7PgWd9kLNrBdX/Nvi9WHKM8gGdcPKFVEvFm+qrthmxcrfutBpkrThgshvvszWwmBaAz9CmWubz6269zV6BlVMf8DsEVkN4YLIA9RPUZfn5EWS87Agz1AUravTyO0DcEX4DSNy9ptA1vRJ6bZeYgwPWERWmYaXfTVsUadbzXy45TEOL2EAUXGBGhBZMbug9s3p6uKymKRCfXsOfP8rnmLqBTgj+rvzFfkB5AOUBZEHvIiz02OzgmihbEEjzaB4XljhAeQnX89ycZq0BS3mZ6dXmW7rsvkatc1TDtknWB5RfUAvK2U1Sn1BbKWYou0FbV/ds6wBraG6Ye0Z2351mpqyrLxvZC2c8YiiiEy7nAN+QQfqI1aq0yi9IJuny5Lcm+3qxpwa+94eIwqhxr5ukRM30ueIYKu4h9p2DqNGGArKC5QW67RgPGK6UtSNFVIrsi544cQlnlm9H3tG0ovf8GgMFMrZab18dPksa+8V8QhI++ARfLrgdXK+IfLF5bJI0VjsEbZnTJ+9DoXgBojyCSMiWQqk41YpoZwnni0ZrRmGOs0IowuIuq+EVjciZspPAdNvROgjkgoFEcxWtJ0QWZDy4Px5/QKmaIsJhpFB1zycnrydTdyu2JWMDSnWZVfjI66wgIz8stYQaRQ5Y7xg8hvYA9L+4vzP8Mihk9ENmXevIesNrrCX2dMbfni54nu3U+4cpxeMtEwTJ405+qDzsh7hMM4NPcpykmEzkraT+tnw0flcnAOydkVXcKdT0pjmiKyVkBVTDvZ9IinSpfg/j3kSwyUaHnwrFGGR6nIYjvvofG6zQRkhownz7Dj4dp7frZ/JdoYAC1hI/7HLKclFOw+1aQ4hA/nyZcSmyyCZkz/Th/Uo3XnWPQ3LwAxvV3ObvSe59TaGEDDRxrmfjrJ259077fZ5yvRKGFj7P3pfNz4j81m3y0DT77399BSSaQ75PqON4zhnxavZOP4PVBkdHZ0CZ+cxyZdkf8/Yw5TAmX6WvZmMkyMx50/zoDV/BJlCieYuRvqmXPjDmHdny2m4OsY31r3Qd1M/d4+57VRnAhNy7Lu8c1nZ9zVHh/j4fOy51wdti32tfcJT/zGzfk8Pa21jj+6upIsJr/jd0sAw9nOfmInvUXMYeX21pDFCj744GOC8DpkdAwoGLHKOu0U6QLMv+LwbBh2wEX4w5jHBuqctLSMrg5PAxJUZh4Im9nkPei5Y31+dlWU7E03YG4BjLBn5Mk0jHVw7EmD+nCb8fN3NUkaI8Zb3c0Isi5+LLhZGCLKg8zMuEz0FXnxG+BGTF7ScOdm/8tD+mYs+c7ZrRBm4HKXNHed0URYpPF4+w6K00++YfINyRUU4F5fuqn0DrjSLSMrlA6VUpP2CtGdkLVA/Uq7PyPZ3rtJQEcpyYXn8BO0jev2B3JtSNqr8N7Azan93OTtlaX4HFq76v2L6QF0uiGywfAzacqJYYdsaqmeqPFDKB+oq1NNGaxubbhRWakTUFn5HudDKH4BnfTX5hNVHEFjkhEx0WGoq67/4GUEfXQ4uDyArCyt1K1z4gNUP1KKsEg6w7Rz1SE/AJ7D/iPEbVv4vxBTbnoAnrP7vgUD/jHDBWsMjZv8JLZVl/UqRDXv5v6PbX+gpqesGywvKDzRbMb6g+huereM/uL5oeUbkG6X+HewR2mePmj8LI3rvDZx794mb63U0tptvsxBwP03Ojln260i1j0/Y4fPeq3Ev4I3nbsc3NyWHv6/1d7h/w6ne2+b3+nhL9Lkz9zue/2+/9lZ/bxCmWTCab91whONfGX/ltXt/Zvxxy25xavaQlQP895b3/O04TgYj6DixFzQ7g70Z2xEP9xOwkGwdBNafmtVso08fWyqojlDdzdluoU5nTPfGshv0278NLnznur9bYS+73u/yzu672Tv3epiF3xkPh2LOa3Ec6cS81u8hXOJRCsOhwC/Rpk14Ium7fxjTbMNL4SeV8vlul2TokROmZUInc+WYePhhM2XDD+spSDQayha5vQWaef5GdWUpGa0gBjtl8AHHiUOlEQqNfCfnNIXs9kOQdOGpe9qUEkEB0X4Upx6G4wSIK8gEicNepgbwTI3dOxvpe2CMtWKaig5XaHajkdAF3BHTmtEqMT+b1hAId188D7bg3s1l0LsChOepzzkjXqIdg8x37zmyPVoFxI0b77KAWSCelQFGN/DOJCvXMEBiqrS2hZ0xUgmpoaqe992aj3f2QrA9RBEbeNFJR6bF6RjSpyt9jMd99h4viGdswgnJCC/LmU1tzXtW9mDobbB7xj/JoNdzqxZGv8AvvzsU+cNLdeB8t5n3HOLGrTxxj9cHDe+jnOdSBrx79IzvC39kVuIMCeaG381tW87l7UvwQrqWnlKePw7s4nsk3MJ9WF6jwNOg5LZxg2/SE6TguVmnqLfAtzTgDkNK1kFIQ8AJiALQorFvdNjXRRF1ATnrKljSsyJBNy8TikXEhqQRWHzsiHvnCMCL99WNu2lo1ID7WD3/YB4F1rVVLcYfsJAtDtMF7Bp9h5e+uVeulGv8JdZ+wdNTGnCBXoj4Em3k5gazpPdes0G6oeniz4VhsCsLRMkaKj7viK6LFH/gxhc34Bq2NVQj8scaaldcYegKWNOGbVdMr9AyAiL37ncYvfLwiCsf3I0qeSx9jayc+pr4fAY96rAmIhvS2FDVPfETz9qJHeMNL33HH+m03tIA3VpEW0S7GUSQOD7Tza4g8c9j56VD0tXXvXsuRwTlRGm9aDmTR6PPxcIAOYrdRwFmzVokNXA1jJoyzk8Cw0Cd7MhwXClZcDz3QGBF94a/Bm+IyMTO59WjZkRccVfSoSUpTsHqQyxR5ORSN96LSDQzwQvrtBPZHFZ2xdh8L5RIiyvhyEHAXWNfUX2M+jjw5n3MO/ijTe/NsppYgM76b2YpT2YE2j5eYdfWbjiT4nuKbJypdv9vkPA9lY/fb8Y86L3N9w8yfk/d09d6zDFZVj8XyYQsMtq4B6671y6kI9Yr+NYsV4zGhmzT4SGM+XT2vR8P05v5kBzu9/SSFo32dRg4e+TZdlAsf0dc951rrMvOaWs/7Wls0xDS0jErhOf1UNgjcLZ/HGdijU3Tm3GI+2t5c85l/w53vt+739dqL+W82vdBZPQoz9FGzqM7raToZqOxV3oaEtFdL/+9c4p/sP33TkD387yxNd02PgYQvww2KXefOb7+XdjXlyyU3HfG8uYQ787zgLR9fBPvmx1Hd3t0ascO9GPG1x0BnJ06DwM7Oj7OhOKwx+Tw6o6Y3jQwjfcWee/3/RryH8nTPe/uGyftAZuZlt1qdmT3ZyA/ZIrZec1tyhYQD+3pyDzgpItz++8gXSm/uXuWukzo0YoKvGB28TRAvazxC1YuwdMrxgdUFlQbRSpF0jFUQAqleHsbX0ANvUQEczh11hJn6UzTKe7IpFEnrtiGaGNrgtqKsED5DLjBQMxIO3o1NyNqZDEwfQ59wA94Ta2Tg04VRKjljMmG8Q1jA1U3sosiEvXSdHXnIfPzD2XpvrEqC5us4bsQfLGccDfAiFLo59NwGOn1u7bwkXP+IJu6HkVOGNUdWaxQzVOrFpVQVyyYfXLHwuK1Oop9A70g7YTXJUv5+nna/tLhJdsJYYXVa4OZLqilU7HXPxN1PUeRcJgrFwpLOJcWMHcw0fYZbIkEFu4E+j2y258wQryyeb7rnXz+PoXciyrzlps36Guc/q32bfovQTxSUXUcW36fDRr3rkkAAYY1eJ5SWvrLdA923gpz33aA6UGYn/N5y/zczbjmmSSClzee5hZJOm2zw03Z/5u8dW6JcsJohiu8D9vbaxY/x/ck5gm7HF85ykfTpdymtzjgzHEdOq7kVfs7cvh9REDMTFD6b3NyKL9KtJAeQKHs6mh1xF3oDGVq7UaQmK8u8R+VYvtXRkvj0xGEnXmK3QhmOyaX67SLjBipWGY/sbevGU4pnPpaZ4HHVJh2S//QHk5j/Y7+sgBxtldaLF1GL0DPTyxRuHNozYZyLHR76X0iReGkpHfCrHh13iBwXWLoRioiTGATQ0UQuXIt4kqvVtn0zMaZpoo1wa4KF0+fYuXqzKUYwxM1+jFIq3SPepItmGwIMmUNnCn0lCWZqiQ8LaSFZ4ss/ttSBi0wIgJC6B57EgaONMiJhhGiudCQaZo4IVLRyF0M6sp0IpWDWuidGiZnxykhlE2RsqF6MVvP6Q5szsB76DBXXxcNz7e2hoIsFVb+viyCyOL4JVGIs0mgoj9nnIPBezoLKw8B02/3hdTp8miXaVeKxo6e+dKkhDZBtPYjdGPjal4MWkoIplpotnFtz6h6gXuLte+5M6f93xVl3bN5C8+gab/1ZxgeWDheuNEn1OphtMs0JSOCMfmD97Gj5WIMw1REesiAwsyS9+fLFGrTEzLgs6u/wKQYWuNcn4WPvVj3MMwln/IOcys4xFLxnLRx5l+5X2OfWL7j8PAhO023HvmRr7qC1hX2W5dvxLIiR/Z4GOMOMBb/e98Igfzs7yxnx/H2C54rv411KxYRAI+U8gBl7Z7haHiD01zBXQpSHzEUsavjmIITwGcyHYwbGT09kZUoGm3/O6jXk3Ca93fgm+/B5nvU5+QKXsCF86JRjLjhHkMTNzTBa6C4VzdrKGL5EvA9T7hxQuUJK4VaDFcch7IcdUONNo+KKGtEbl2wKHiXXvGZ/oeu0H10lNDF6az+EajxOcKqPzoc1PO0Gg2vSeNFuH0PZCq/hh/q1oiU9PRXUn71Pnv6G/AopWushad3suUFxEOopbjHsmCInpBtpW1p+HIlsIeDG6qej9auG/pyBn1B9OJ7PYwpZPTdG5faI1Aodgqj9Ba6d4t5eA2Eog9OK+w30K++RwtuACLorp2BR8xWZysPEfFSvvphdQv6tXgNIU5XUEPO5n23oGsLXgviekG2SyjQDVsq1DrZIMTT/gFip5ANWmzRjK/K0AcBqYicwjH0EniXPH11/hM27k6bmtdtgJMfaGkeYYlCa067ShQzrxl10MAi5N+M0lPteaSXNtyzbTmFPKIuC2gcqOPsYxoF4XlwnCWi/sSwao4rEXUhQeOJtE22/i3o0K9gV+T64rhevAaET1RcgaEN1i3qTgV/0TOmZ4+0kBK0wdOUWct99+Jw88IfoJ94S3YbvGFEh8XiDbkKgkf4uSUN1l1JLRnRFn/jfYlIPzeSRLMTY7JeqDp79zXpDv7dKz9pd+yPHHe+JznDIUcl/+qnAE1j+MRDbZIWMvXmfJwRP/05T5N+r6cQlYgg6Dw/5cKQs3sf0rn37AwhJfjb4XyRsoV1RxFxWRYi3QU9ws9ftMO7Yxo9JWr2EbLSqAUROCfi8lpsZMu6R5bADvyP9ZapL7pc/r3XFGmRafwaDGeXhFQa6ad+hng3Xce+bf/fxPEUIOaohJ3jBZ0lEdOWEYoy2jYJo/BhbPPwbrbc3Ge2M51Du4FK+p9d+840+zOj+QGQLl/26KEYa3qid3E0nVhij0yfR4TI2Pc7p5dJpBq8NPB6ckjYwQuCTzHanOS0xDHJKZb9fp8fRXJvwz7C45WrgzVl6YFjdpBHJWF8NDZFQXZnP1MK4YR4H58dxneEWcj1mRd/ah+SWuUey3FlKtdwrMj0quT7OqnEUo4fJsROj8o8pulvbipLg/oMusTP1BNon0ueX3YLboe/Q9QmN1Z3BehOi0J3NBWj1wzsNCWpYzov5jwiOtHCiSEOHqPsi3U1osW6dmfLI/71I0CeP5zm2k6P+H1XXf5PhILqR9QWTuKS/Lb9itmZU/knlvIB00azv0dtqW+oPHCV/0TblLZdKaysuBLdWEEapVwxnjnrV89u8McToJSTpzc6nSrIgl4WT6bACZPCxm+Ynalto26K6orKwmp/Y11+xuwLVb9QzCjNwqdKaCY0LWjZ2PiFwgeK/T98Lco3RJRydYedh+VXTBrP13/3Ytv2GeSBslyxcnZ5bXtClgeKrIg8YPUBPzdvaBGuUimbsWzu0CHVcXiLqPoaxgYxT6+q2xUzpZQX5yNPBrVQXjySVfUjZp8oulGtUdsXTvoVLSdaPaHlB5S/YPIrWv+Zohvr1mhqND65E1I5O661fyUdm4SFahffGecnRD8gDwWrG60twRo8Mnlp1WFaT5Ra0dLQ8oXKiSKC2Uek/RW1CxsnoFHVzzSlPjPqzr5+/QOREHkNIvb6Nf8+Ez67/8zxp5v+Xmv7lac753qtjbf6ORDymz7vjXtixP33WSp8pb/jvA/P3Xp/5kP3YCAT8ZU3oHRf8OlCwN3nj+v5j13vYc39N4Zocfv+vbV6q6fj2uzf2/dxbCPHIW9CNx+dscnbDda9C1OaRO8hfd8IofuhvoYw76/LvZWX3S/C61B4c5MCs+J/7713961g4Aen7YOQeh/Pb7/eWf/e8Rtj1jh0d+E+jEsdHHHoKLk+s6ASwmmT8J7NNBBE+YcUPkIAmk8IXbgJ6FsoBFG0+uFqswtm6soKExpnlC0UtiGTxoe9kpfwvJ0gn54uZV7fVMBPc+3YMA4Gs+K3A1UOsFJCqLdxb+pGErYRopptjz5lIp3xkuJ7RUPhKht0JfIUPQERsZCKdDq8R42PXG8JHbjQQ3D7C7kWcTdSkaRgLj1lU4I6JhlKAlpos964xrlvOtjvvseMQtjshdPMaz6oRk2ZFEjN0xSoNY+IsRzWdFjnQDq657UNeKfhCAncYawRkRplhtUswPe20yPzyEfBpjWf251p+wyj2x07vB07Yt08dOSVM/2IfjJkuT9xXK+EyRzelFg2FEe989eM8H2mR59Lb3M+nPjDE12JfnYwmb0oOXigvnXpV39eQ0HT890nvqchqsa0NtAzYtpziA6PdE/fZETeT0l0SsNKiT23DThIxYtZiwvzO49dTwnTo5OIHKv2gKfDalhEg/k43LDU5ZQJ1Tr9LgFjDY9qCW95iX2rE173g1riwFBWYhqGGoBT0K4oxN6VhBVJz20gi2RbRJeIRF79iF4Qi4K4ciKLL7tyPgw+PSos6W3kwUXoB+0eGXF1RY1cot+gB3oCWRxPIx2CRP0ijyrx4ute/LCFMVdQLZhl3R1AK6anAFh6tb+8j28T/0fMD2NhCBnpZCzgk2nRfL5I8eLcBr0+UYSG+/te42G/ZZ35eCqMwOkS7VERywLbBcGNLp7KMGnIxAFER7qr2F+eacEN74Jg9jitdRjBOw4NZbio01c3DgXiYT6uEtEsYkg6NYSjjCuUI5KBNOi5ckkkldpu5DO7ep9iWBEET22Vhd99nEmnSqRJKsNo27VT7m3nRraQQRKeyfNUg+wnn819VELh8dDHnfTC1Peu9f0be3wyQEPyhgWycGJGX34XhbOBn0GbBQnalMTBjfG9MGiPysn397xkkpr6p1ka8tvBD/o4Y70nOeJm/ClHyL791CvJ8Q2Z/nQ5dpZYjvxuD5b7LFDuvGHTvQPf6fJJGc92+eDIqGdXJukt7DrrkxzvSjgQDe52HOHguTmaITUc5h1y31vX7Vv7/v/Ei68/KNAtUq82fEC6+e8rc+gpGpPQzG3clYfuSVKvDOnW+hD3bf/32Nfc4M758IiAbwJj195ct2W+b2+0kcaEGV96t/Pf/Cn2w+stpsyVc5DdT2NPzjfzt6S7OaGpGXtlfrcTmtqTaV7588Cvt1Az9+oY7pjLrYPkqw2MSw4w67Lpnb2Y7ZvcQa8jLUqY7ds/BnnlG9bfzH/79d6NsROXo+x8b97WDXjDN3WCUuDnvv88e858K+dz3A93erbjz9OXe8h5D2knXPhOQrW7rrJhFEocIgva50t8U/MEqRYGJFeBPGJ8wOTZHUQsaiFYQ8MjX+TBFfZ8C7nIi0K38PRfzM+YTTxqu+jisopeUPmG2QnlBG2hUCLDdUZxt0jfnM4ZlV47UXGHTXGHHJexIpozPEQENyJWNrBriJc1gmXdqUkKlFIibfUaS20UURRPySphPHKZ2yMESu4+O8fayOjX3DEEa8iWDgwPlJDfRbPGxBkpipRHlEx1O8utJc7s4WgZspxklGk6zKmnkTaJs0avTxcONvUrlAui59hnWSNNwb4gdqVoOIyi7mBknoLWeELCcRQKKm5keu/6fiPEjhqM+d/mgpexS3e735Upx3zJ+81yZNg3u3L/eUeUDwwC6B64uz6mqysjjH5A6K41RyviQdg7Cgid6UwEUXY/3vZ/TwC5aXueVxIk3f+268f/JtHft+Hz3MH8IEDuCepxgvmMHZZKdu/vhViZ7qdy8Du8Nw9Sw+zxNOTow5qa9bMs0xikCy5yAHlKA3NXiZeJGzmv6a/NbZbd70dmfowpSC8ECRi4UnPgzG51UmmwW6QyfUt8td3chmhxgNk08zEdm14db+wONzvcnPqOMctuHDmuoah1L+fS53Q7koFJ98IVR3HZKFTEOA7uInLm15DhOSS7H24uaZ/iVVfOiYSSTkMZs1RXpNQSEQ/GUJoY0gpciysWyjOU6oWYZcEslDjlxeeeNEsjJYNUEHEFoRnoM2ZGKyeUStNLOKw2ZNNgFoKWipbFPQgzykJxj+GslZDKnBZrEwcij5SQ8MiUHgkgmSKqZgHpFkouCcVIGXQxPLj9vCFYE3otCCAVhmiE7S3ihojSdp6BUkp4RZa+r/wKBU8D2zydg5Urrly5AA+4opIuaLBdY11OPpcS69hTirhlyC6nmHPU31gieiSU+d3YspkrIQvuhW2CZXqfHunhncvFFVemqeB9/ZKsmifz3h87MP1tk4a74aEh4tEhqhmNMvzNleLPpbIxWd9OhpV+s4QnjuEetqQnNsQiZEHWTEOSimWneUYYBAbijQlapPWYDEQ2/VeC76Znhvb5DnrSpYMdb0sv7FSkp7fqoPapKBm0/8A7w/tUupLv4gruVLSF0tsFtCxe1qZ18zBcV9QRY8jc4XlLg4LWfd8TN/BRZA56j/4xylAwdJLqnsYuVM+9pBLw/YOGbf+Hw/v60d9YPW+8GxIq6E/AA4U/EJ6hfYX2B6YPoA+45/4LWMVzzz+BeYqn9PYdNVQeEbsgfPW+5SPIgtUfMfHIKuEMLRSz8ohwgvIF5GXsb1u8f3tG9AxsiF2AD4j8NWAlLkvoBY+wMiheo8Iwsjg0soR3eNB3JFB2CeXfxYVphJLFtBeD64adm6+R/dRtKYh58W5wRS3FFdOCpwoy8CiXa+Dv4iHNJg5rfYpDzIKUZ0RePCqrnfAQ7Af3qpdvDgv9FZEnhP8Uh4cHx0n5Ddhg+SMEkh+AE3b5EWOl1OpKXX1GyxWzKFa/VlgWLxgtFzeKaEZ+rVgrfmDSE1z+AmVD5BnkBav/nREJ8Aq+RRojq3EgenTlPdvi8o+Ke8qXK9SoWWAVKyutrl6PoG5ua1nEjcuSB1ePNpAWHvyFoMFZ5yjqgaxBe64PoAU5u8ehLFfKqeF1aNwg4zwrVFtyhdM3L9a+eSShNcch4clph3306LXFjUPSYl+1BZMWGaucxoqCbB/w0H6PPES+YctLPwtJ4LYRinMpeDFy7TTU0ywJUiOKbqt4+qZvQPP7VLAPwCMeBXQeERi6gEUapOJyjBV1o3kTVzo0NyCaNUwb2ojDbNRzkucY84uPOSI+m0QdDfkZ5AHRL4ie0e03TK6UpSH1jEVKps5DpGI8hkhkbjspDpGU+Yai9ZWrpGyTfNfhlakgkreYukG+MDyWpWT0ncvl2iX6kE8kZKkwLJQ+lMBvCxxSZZZ+O2/r8Ydu6NvlgfYG0B7fKJMYMMlHM/+TwUcl0nBIKuvSwGrRVihE9iaBFAbKaDPGMXVB8h92StKZ72tvz2Znmh5BIZ0vKDIZlCANxzsH+ZQlkp7PsJTZpGP99KM9UnzI/26kHOclpQ9p7orMYDJ45/HE9NZlAzYy7t16n0/n1MNP/nn6kr/3ZTFSUYpN9HQcE9nJRia7ph0fYg2jjf5OfyiNdNNbAp6Gzei1BI7z6uOXaQiOeD6+hEsis9zi0ViACRYzUsju8QGfmOeEc0Nynp57lVzI6KPXw4u/EQXhOqrE4uxLAowTPUrHNNKjP+TTCbG7LSaH20F62HdvXNLX/oBvGU5VJsN2dCEdN/d42fdqN9QPhbm/kuuSfCnnLiEn5TpNA9yt5fSDEdGuQzKXHjEf0dtMODQ7RfW/sfcHKeW4uEHRBzxnQ0GZ55FNG2mcH5RlNiawX8PdJk4aZRMdS2chIZXZ7kwwdBb+N7It9Oi5nEHAYzo/2fyzjQ89JfA8x+kZy3n2fVB9vukgV2ziJ/evL3JFrHJqyqqGiDs5lLqgpXLVwqZ0vikilFIw/Qub/YyVf6HIF0wvbO0r4IaBYj+y2n/EeKbxO4JSiyv7z1opLHy8NEqBS91QGoueEF1o+gXlf9D0f0P5kdOmLM3gdMHW39CoS1HtBbNn4CNWHlAzzDawQmsLVivrg7l+p/6bw/P6HxBbqFoRKazNPfnPpdI48dQeWKjOX08C6y9Q/4ClYvWRwoa0F4pWtK3DV4sT6F8QNlb5gtnGlV8wCqKf/Xd59FW7vABXqppneVp/Quon7PoN2h+I/A+Q35DlPyP1f/Ho5HZxDNarG2OKR2WofMULhT85frZnkIYuON+/fABbUPsEcvIo4AW2ophslNN/odRn5HJyGdM+YXwG/g34F0p7otjPqGw0uQBfEb4BH0H+U+DFGWPzs9938NR/IBJiYi6vdWHHZ4+f86F3dsS7v99p6oZnvtbPd7b9Z97bMex7/X5Pn98Dl3vv3Ls1t3V85tjPa8hyTzCYBM8b8efe+7L/9D2y3nddh4aSkd48dZBCX3u/3zvO653uZeyJWewfzc0hy7sXO4POd/O3nuv1AH7bje+1/XQ79v2M7NXndm/ccMJbnMmRv4UHdvNh/rIfmTCtVzw3e+YPQeGNod9c76xlesf1AeR8QtgoKQTaHUHZBSpJAWf2NmUU7XWh3rowldELHhouXahMx3RT6/UeRMwLe2ooTZAQKEORnBEaJQTcPtaDMjy9kPOfEqHD8zs5OJ2W2wWs4cUac8o5K7Pkw41w3fMTQBYQ3KNUCmvzok7CoUWKJi8K4QKBhVJPzL0hrPUCoSIlBFIXvPqhRUKJnV6yKcjn3upycc4Nes7y/i8VmSNqYI8Ohf2h69712u+J5y40DnqZ8EllRygvDDSU6hprMkdBZJuDYszr6/Pac/Psf46Bubf7E2ap+Kh9XNmb69LHPG9pxHHae7o77cjDexPMSYPCfG/ub76y3fGso3YYzWV+RwYyxL/+W451R7burOeBhSR133PCgHN89cf3Ru1xngz4JV73azL+vHbptGcB1/YJsJKFv116jiLkySc7DCrCimvhayjQKx7efkXSE1pA9AQimK7eX0mvnYwYyENz7EWziU5Gv7LEUK9xa2UYP9cDt5Dxm0V6EU2g5R7t+XBwZYPhSsugAyZgUewacVhIGNLC+CqhYOgpt6wy9k/QTozh2BKp7SQ1q/MYwsBnDp8eJVI01kFww1bFRfQTbqxKA3OkFLNGV5RGWh33uk9jnQVMgm4mzDq5jXRHWUMG/F27gvkhx0px7zEWhtfYOzjXaU8S5BJ7rAb5STqRNF3cEBJ1AJDWDW9eSB48jdqAtxdkr2FQh6Mne6cgnSAmf7HJc32+snBxKhLynXgtUkIIxes4iRu7/PdQMJSkFG2iCGFg6fJU4uzEN6ziBsH0Opt4TmfNGQmRww2ep96IpGdbj3JMpy/Hf5MVZI01qHE4v/Y+dgbOzs9PEeEQx0QNfBOL3w88EFd8S9+TpeMMWiOq0JjrDnmdmtgvpMySfDZlie8R9o7uPns+we6TP9lJYleep5PLTIMnOaQ3Y4e/+xFmz8lx5r8yv5dkA7kZ4e2V+GITLZ+94edr4E5yZW7AGPLTvA+68Lmf29Ti7v1RY8H6naOS62Zkr4gBcrw9s9vpxn2IT7/09dxD1ME8xrl/bW7rFRnl8MQNKuRdGTfvKvlnPjfJnvemMsb2HXvAOjId0P4GsmOMHVGP2Cf7cUztJP7uTrmSzd1Z/Fzv4/R3D3D/vbFw/Tmnr/fmk9cRcd6A3R08F3llTK+9ftPX8QmJfT7BzA6PfFcnBOseMvbdZ+Xw0i2pYsd/5vHfA1Oyq5smJMQdObz3yir3NEKJYZM8QuJORJVNr8s8tps5xF+bn70Hm9ecwma8vz0x9Ka7s3P+2++G/bsjqm3sG+hy+41T9CxLZasz/c7+R/v57JjpGM0t1d53966hNbJESUQlpLzukk8Ba5ie0bpgUjw1EY+kzG624k4Q4SRkJex4gpaGWaHYJ+CK8OKziNoPpmGALhFhbEqxRmGh8ICfQRb3J8LwWhQXkGs4jhqiNWYY6S3ljKf0BFCaPCPSnHPJZCA3d/IqtmJcCd9Let2uoi5zCWG8q3FeyKjm2s8EVpo7VqqfAYTFXcyMGNM1lvUUKOJw6mcv8/RNua7pZEik5FKLVK1iFHnB5IJFZGnrBk5PHdtldRM89ZefJTRkTfc/nXBNGHhODTbljnhqGzVqaYKhso3xc6VwoUcGS87h/ev7jRC7g28QlAPBnnn/XmQI9iSF4za5o7a90/e0kY/ML4WxHVGbmXvfyWPcu/EOKj3LI7e+BfPfWXax6ctMmiAPPjvl6Xh7jPV4/xjyOA1sePrn73uiZnFvz6hmjj57698jSK94zee3fkgoN7+NVT9KmsPzxvq771177jmKrt2BYz8UTcwib+fBfYc3sn//VcI8SVDTP1/2aSwhWVt4/87MdW4ryQmkJ4DxdsTJ9Hcn7BqzNN8ZvGRUwgE+N9EaGaYv/U6fn8FQ+OSKZZ+j/9kYYjB5t6cwMcMPRlqYZNkzrszrmn0d1lmm6Axh/+y8n2Tqq3t4vc14hfN43CLETLbueG1V3GKcOdydE/nfInRFTzP/V80L/QC0KMya6xUeee5RLIg4szENxVR1D0VpxZVp7YqWUDJZePRKwdqGtRdggYcT7pWcYBFnmvXiOcXVax/Y5uk/7PTiz4d3v+sEwqvPzL3/G6QCLb3GnYEmHa1uGGkeLWEZ2VOKT7fFLlgUK+4tAeI1MML7XQCpG8VdO3Ev9VRaxqXNvTXLhgXsPUVIKmuunm9eDXl22FA9n7YXME3vyAL15Eq/NfBt8zUzIiplMeevV4WrIclM5QqlIXqFdnYPZh5zgD7uhKWur5OTuHqVnp4X1LFw7+zje9zEIyH8coWOidHmVBtd6Th7inkOVrURKZB5/R1FHO/6W4E8mgYQO+43wVIRmpECsQ8sctZ7Pn/cmxx8rDlG9pxlVkJ2yhARBG6jSi4Vf7OIemeA6ek6okn8btA6yXRA8cciMkdCmR59u3o05iXmXoeW6Ymkr5avQfrVZmHa0oWwFNwtvufapKInD4/WoZ5Kr1wvfF9Loac/koQvTrMt+jYmGKSw+sZ18UgvrRKK1Cfc++ozLkT/HZFnV2o3w/QJswcXWMuCyAfP41+K0wxZoTwAv4P94bCvj2APmP3NhVYVYKPn+DXw2hK+Ll6wdwE7Y3qhZBixPCGy4mlmfgE+gfyT7+eSaWJCUd8i1+/iEUw9m5Oujl9hbLSexujBYWV/IHbuB17RH92b3QTRgi1f0fIFqQtyeups2kpDyzegUuyJTIskomh59ocKeJ2Yv8YSRQ0cecD3zAXkK9gVsRXhI8iPWP0d6q/QFLkqyAek/ORrJT857tlLsLigxep0nCgQJ/KRnuefDewbJhsqZUSciRfvdoXwN7B/cx4kq+9XLdCeMfkNyoqefkRMKPoIVpDtR1dgv3GJRmFs+zrtgRNSHn1vtWfMrk6PisL2CNcVs+rRhhkBYdX5oEGRZ4efxThb1I+IQtS9DovFLosxlqj5kUoOlaDxFkp8O/k61orV6pmxIq2dqhc2t1WQUiiVicZ7cXKhufxQgCVhe6YXxFbziI+efmsBCaNeGpblEfBxOM+JOibdiF69FoTgPE0ayld3SjgLYit1/ezGwWqYnNHt4mPE+9P6CStP0Jaoo/EV+MMjOmoq3yMiTKvjcPkQIuHm8NQ/yOOw4MYzj3DdMGuIPSO2IcWcXrTVo5m2Nfa6YaZeS0C8Do1wxXgA+xj0cAO5QPndDUitHmTB/bWPFE4+4GnFPLrS+Ziw9bOLi8uDN0ga5PDIOonUZpa8KFKJqSU3CmVJZ4+358Phgj959vd7E8fKdJ5DENi1fZRtZxlMyEjA8AjfnQlmo6NNfUdThu9nNHhrGFjn48NuPj6WuVadxF7rhbyDb+f5SPqch/hrs/xv0M+CdlADxsciOg94OMEnBDugxjmlywyTkcUj5VwGsG5snqPKE5e+7+pe5fPSy20k/M01L/MhvU6mCrtRVBafHxl12Adx/Cu7ZvvwTEaboUTtwTD9yhsDuj4Uia5T7nIcSQ/wEeUiQz0jczt5XrAJVodzXOB/iJmMqKB4Z6cE7ijVpaqUv/o5NcXh3naOgeGQYdP4JEE3LWbHszEGmZoa/2TqJ9udN5H1cffoksm2/e6VERvdkSvS2MmQv32I2XY0no5WNvr190JWyDaTBvXL+bUJkd5PBtnoaJnOFNGHTv33dbZJH5j71OUrn0umyE3HtqzHaCE7WKdbGZE9HEYcCW7qlnYEzLHE59j3kjiaNCOd93p6y1i7XTSP0B0F+4I53JPeEVFnDmGd1kogUvn06AvLtUhnwkyjqaP/TuPN+fE0HE/307BwCLJ+P+DcZz+1mY4avf3Xr/XZ51pqoxTD+AYoq/0MdmLbvtLaFS1/ResnRH52J8h2Bb5hPGL6n4ELWp4xK7RWkGVhO/1B0SdO1/8XYl8Q+X8j0qjlR0QWl1kQlBMqAtsLosYiP1HkE2v5TJUT1AdgYZP/L03/LygrUk5IWxH7HKjwbwhnpHwJXCxoOfNS/hmRisgHCoV1VUQ3tssj6AmxH1iiloWfMxYaD8j6d1i/YqVC+USxJ+p2wvQRSvESYyqIvMDpC2KVqo8YDaVR5MJqZ6xstOVXTAoqG1CpVMQeaGmkshOij8AXRIxWPnrR67bC9YyWB7R+ZCm/s9b/RrMN0wsqC9flATFYN0+nW/UBlYLqB5CFpXwEqb3eRlsVypnSlKoF08+YfCD9m5CNKr/T9IVNG4LGaflKs99dL3Z6pOo3Ttf/BvaRZv8rYg9QPvI9ut7/iZoQR8FrCHVH6io33+zVX2/uvxc/dHO9vclev8YGvh0vd+92/nbn6bHh5/ke5/5dw2IWwm+EnDvgmW+N+bzV7/E3eeX+e9/vXcfR/KPX7URvofkaXr2NQ/vZ3hvva0kv7hH345N2d0/ctnHv62vzuQfHt0x5R2n1CJvX3nwFuW3+Mj0bQsJrq/z++Pzz27B+h16ksLoTBN9ef/fGm2+kMJJRDSEYpACT/+7CcRwKZ2F3hP/aeHxOZbPzpA0hOAU69fuGTF6++W4ocqZ5jrBb9rSjnwfKJNVk3/GsEHUNUpBKwORh0T/LLOXPhFAY0RUTWNzTEje25PMSPHc6SCZMxiFpgv0M437AHJ4jloaqub0OU3/fTMJbVJzLZqSEtzDNcZ47OdAB8xlhEt86A3mPZyVsjnxh/94+eipgGAL6eHrg2vC5HEO+3fvzp+HN6G9L3Btt58Fu+NmM9ubogLnN+e9OKD48MfPI/Uyn9eptpAf76HtPHef12HsFzTywt3zwhh5pm6aaH/1gkYOYITWvV4xGEkNvafX9FYbbCKD5QDHdv2ETA/7vS0hRE6HkASk888PT3g+mArbEnFf/lznvkybl4UzCYx9zBXaSgFwbAa8bMeFCV/zEHurRT1HvITx1iNQuYcmkH6Q7kvv+lg67GI8o7sEfik4BN5bk+HMcAVeBHsqfRjxxXrBTSHQlWH6OwzOh/O6EKg1TgQGyV+og4mOJNHD+k45/xwM1hPe7r9Uo1g09R2vnEwGa4rQp6x4MOhWKtzAUSkaiWRh1c49rc6OvZd2dMPJSwjhHHJrfuaa0C3tnjSOdxxUenV/ptKUCVjopPEi8Te+AgXgeqZGwsL4eJoYUjUN7BxmZv9cscS9GZuaGewtltiSPrBPf9XoL0uUE7bzSwhnA9SHmwywNNywQ77XBjKd9OBTSLntIdyxwvr/XxQfv64rJPL9Mygxz5U337k8lTkRPmGV6NMmt0fsGkJryRAIuoj7TAUMinaHhSl67uiE59pwcoiV8LCvDkWPDi7IvJD1xhZHjcN9P7xK47Mf2/dnMzwacZgPEtPAHnnCk1sL0NLksMt9k3Nxz4vmy6V+OeVbA72UCO7za9bddmOPw3uFBm8j2/KQcoy/u9z846yxH3UJmH4ci3G/zlcnY7Xt76N97f/5Ndh99681t7t+XV1699+x3XzfMXf6nmuttZOMzT/pHm5JZSXlfGvkz7fVoVxlDvJ3unf2bOJwjkcMP81c7/Ga3P8vNs3fG8Oq1Qxp2ML/X3iyHzJtfYBdJdOzy0PT3Xnu/Wzu0LcP/srebtF/GmHZa7Hu9JGzHnuz/7Q6dY9B2u3HGR5lp2bGPqfP5jHTzeLTx2rLFeWte8nnUM3x8tLK/Pfd/L8rghrjd5wXJVeYpdMPE0ZH47ibY063db2lA6HT+LeTZ/3aHczDw4s7r01X6ccT2HvIGeeYWUYq0npLUDXsX4Iwb8SNdrVWXMeQBP5Nd8IhecKeZB0ApuIOL2dlBoWukU7yG/mVBZEGsBmYoWtxR1FNZ1gigLGRErUga6S9AReUpfG+ihpY94rK19qVwSC/+zyqF6mcTueLOX80dZbRQ1MKpyp3WhA1KpGAtmxuKWsovK1nbax9BGjKyuANoYqlHqV4Cb9dYuSUchDaXZfsZwM8PntL0Vi5OpxeHuzvJOOorcy0rMYelmY9dtHgK2Yz+CBnXe1RXZ2VkfM4nvcC4BH8Imfad608YIWLL75RoM2HRLtzdF272vxxbhmxvZiwTcXznGrLYgQDserU7z+dDYYntN/aKvSO5cwaQ7DxDkBmL39+xCVb3BL09tPajjN/l0N5uFolwKcweZ7tXWO0ZwdRe/5MH5Dz8Td4hMsjcLr3GzOR6Y3NfOfdt3H83Zcnc7X5O2Xr3qrGc5xR6TG72+f174+TmuZ2QZtNBcIe/Oj9FMsVbpdIMX+nwlRsmNX9xHN7vpux/7D/nFUaP9Djyq2RHff9YjGFse2919tYac8v0L+PJ/Lj3Dp7x4v5lvQ+Z7uSnHBU5H4xRJHdu5aD8MybloUQruQcMk/Q+eAfXTpHHu8WeztRJZfO8wQRz24pbo/tWN7onfHUGhgXDael57ZRbWnotKCLi0RUYNC/0KUs8m3hiQzns8A1G0nCvfwmvwYp79mvBNJSIUZx4pDVJnAuPkPYYB3RXvEndgocEvheP+OhOKqw+L42c8FlMVtwrU6KYE+KRHEDk5GZs2Et4UJGhiGFU2R5Rre6NJ4rZ5p7Ui0SEYjSg7vFpheGh0zYPkdSYy6n4HK7RVsI/86aG8iXTB0kJA46FMKAKmxcBFyluoIhc6rQoJErsFznjCutIZxN9SNbheOPqRa4DOLPo6PgKqfjtu6Zvj6GoEwpideAhkAabsaNbvghY39ESRUKt91/ijaBR4TXao2OwfuDJ/TpqRERvlkVGS/w36ybMYoYh3esnI1XcS7yH/5owoiZjhDmGnn5mQyjUSL3VlW/dU3OJUdoE2iGreOqIiZaQHsqxMnbFIrJj8q30/RHzli4g7nnBiC+JQrOdp+7rhWinHx7a606FoXjvHlSDGwERKWEgG4ZSboyhd67yg6/n8iXW1dMwFcv0L5+7p76ZIHWNHPReQ8A9372+gRWjmCGqiKyI/N+CznoNiCJ/YCaYrJiewiFdoHwCiheY44rIBcoFkQtiV0w/gD6GgF0DJzQ8+76ANcQuIA9UPoMpVs6OQ/UFbMPki+NG8/QzsvwVytr5n7RIX7MsIB/c86mFEaZesbr5AcIU1BX/Kl8ieuAEsiGyRXTBhnuuPwFGkVCadm/HMGSFEduq0y7aE7SCmXuqI18RniNy7QRFsFrck8i8hoLXhzhjfAEplOVTwPTk5L5lPYQ/QJ5ZSkQq6CfgEWsLZpWiXn/CzAsGetTZD6THvekF2ssU6XAF/QWsoi3W4w5fPl5+OBWkfQYrWE/J5cYNp7cgzQ86XrNnc75YcP5iJ1BDm7inW30ArQgn328S0YtbRMTZKYhT0JSgEazqGYHq4lFwacC1K7RGFu7zbPPO31TdGCY5Fnmc+P0L2Jfgs+ExH8FIXiSRXnfBStSnMAXzvL9+0PMaHJ7G4ImMLPKxvDgPqY1u/MgoH5K8GSVrjPSI980pZdYEspBp7ITJEt5/DbYNLhpU6NHp4GJY2TA5h0HI66uUJfreBFPBC3JbT5tA8/pIRbxGT9FnN+4sH6GeHO62YpthbUPkIyYfPKpRroj8jvAV7IzYxVmwCEKjWMgJGWH4ylWC4vZ6C7HXW8rFkr9DymPW5azkLzqcX1MyDUPWjlNPfHvmHAPxD+eH7EOEgoxIhaglIf3MOZ1Qutyfr6dTS/KC5IMJAOfY2l9Kc0saiiZngZQrJCLTMvWJhTxm7pAyRzukUbePQZgMr8mLdJLL/QDi+6kNOawD7AC1NIxRJ8g5H0+pRpBumB/nA1JQCrwPsWGSlQb/d/lQcln7r6nEjdiyu4t675rwJxXPIWN4dEBgUY+CnJo19u8co7T7pEN2nY8FfdRjGMyvO+J2WrV7Lh0rJMd96DO/q99IXO/3Z7jMkQyzhcts8qvZP9O3W8ynw2F6NIXLbovdT6wv+25YgcM9mn/eJjmf+SU9TDjhscNR2NXEuCdimUGL3yYnNkfxaaI7+OV+21Gat68EaDeclnAicLrYt+IOsSdP+kFZ6IbYqK0xIm+ktw0M5+U0VHZldMo2Acj04pekjbkJMjJLutOcHfBBZI3dGbykn60CNmWs+dhL4MrrhGucTbpsP9FnwemYleEAiCHpgNbpFB1WnfbeKE4NlyvK+K3IBPM40xQ8feUU0WSdqGTNNOtgyGd2V4z16BCQZ4Re+6gYfv5ORw0by52OEDL1kVN451plcy/96hkMlvWECFy/Vc/GWCqlrpzWF8qycbmeubYrRc4ULtTymbr8hF7BLitFPiDLXynld5b2X1DOnMsDYoXV/jfECqftAeGC2f8H5czDyw9ApT18o5WG2l8we2LbDFVlW39D64WFb6wGtRXqpXKVhZdyopYTa/3oJTq3f0V55CL/GbULZftnYKM0oYhRHjyFkJYrSI06mSeqfgRb4ekrLL9xbY3tUkL/YEg7s2xXxD4CJ2z5Ao//Da811uC6IeefkLJQlo/AQrXf8Czbj84C1JX/Zs/42cLrUrT2C7QvoD8g9lesxRl4+x3bfgdWTB68PqQ9gCqlnX2HSxhkVLAi6OrR9SZel63Ic2Kjk652gdYopogpun1F5cp6/UjdHmHpDyJLpZnyomfHg/I3pFi4clWUBbgi5f/oUtn3MNQ/GQnRuced+3nlJru99/29fJck8Pq14/oHTi2DSN7ref/5wOF3HjSHtzqtFw6Szk1Lr183LPaN8fz/4drzqH3X7/Sb4t/4/QjR19Y/GfT3DvK9B+/h4/Ht7+nszjN3m70Hjwkv5B4s5udk//FuH9+/zveffH2M9+7Knedev+Tm042jwHf25HdTuJgFuaMvxXu4PwkWd0f69tU940TifBBtSY4rhC4NgabMQlm8273/c8O38UwKXjbNt082PGvLSBkxG2OHN2n01YVsmaX3+3SmR22ECJpZcqghyMbYutAZ/7kbKWC9nYS1K5YORrf+c4ympeDqIqeEQOuHpKFcSUHeD5QuvLnwmQrreuhgwF4y7c8crDHfkDbe3cnms79IznEIlj5/GYXImbxAu4IjL53aefsaKQlyPvd254FOTHO2SSkzidfTf/e97f++SujnzqbvrpRwlA+qLwMD/KkZB+5R3KPPvjGv336k0g8stnt7Srcw0Yp59rdzEL5n3gZksez+1rvsdohZ+x5eF7zy9x0sdv3MazXTkqmHTInA8Z03RlpSsSRB4+ZIghZe+yupqBlpKmKOPUorDTdBT6ggH1yhy6WPW0iv51iZbijJf7mHhhJr7L94d8dUwjiV+zNoSKYN2EUoiTmtTQ92Kl4/IRXTeL8R+eHpb3R63w+26XE1oh/S+OeGakvv96x70ImO7vds98Y2RhqzEncyJVDS6SlCpRvhQplOGrX9UCFW6CkLOr+4+lzJ9DqTc0F3mFHvs0c4RG2LyPWaxmnLqJhMW9SjMKZleQ3fOqlaycN3KvroEWU2+Fum9JChQEPDk72nGMnoEodL5u7u4vYuQtG/SxbrlewjjB8BM1G/3+lKFJ43audz0o1iGlEiOtasRwnBXpmY0QVhaCeM9RbGlskD3sd5lAmCHonQPc16rYd570noRGatncT/s2+PYvFvUUfEfM/bRO+8dxnwFOu4NASEkVpiOIQYnn/YwLyujNmDjy+Roa8vMe40hSfM3fmgK14nU3mnga9jW/y953F3n9bvP9lt+93onuleiN2UfFv6tO73Mo0rm79d4olO5Ic9T9zHKkyDnLyVR9vS121Ee028OH7rTjpJN4UhTxzgkMq8N2a3G+0t75uiKI6zkEmCCFja7v0hqO1Ett7XHVnpcL3PGY9PH+WKe9edvu6JGGOiHQo3CHNoqvvyvdnrYd63C/HaKF9tcRpBCkP3H9nJXXeeSVq7G1Dimuyfuxnzce3H7UTr+eZOybof5Hg/eXKPCrh9+s3l3iPduDlFzt1vV8bfLp/w6lr9mWs+f432Xmv4ZkNPt14bxLyu99sVjB5lPUVPzDifdG+nCtsRrHlse2D6f7OBI4LtX5Px9O1vfZlk3JgHkl3MfPfYzuBUe/rzFsx3OPHKZt+9Z7yJFB2Qr7TV+3sFyXcPvn1ZGFr6X3E5Q6moCqUaIo2oEIFEqkYxl8lcXrj0kbjheiPTyULD5AVY0UiJVCxkarwWWVF3aESaR5G27n+PoTSuqFxY7OpjUaO0AqVi4vJbd6bLyHYEl5PSGORyjf+xcD4yVAV3RivxD9KQrpbpvDTsOiEVaMjo5YIb7UPWLCMy1pfQjfyZsl3CGafLlF3vsk2wS1xL3I202eHMo2px7HEnGjdkEH1Kp8leMwx6TUszPCm2R/UWNh9zpBklojFSHnZnzsWdXSMleKH6ugdN9HNHOgjZiGJ+5/rzkRAyfe7353tp+debFnrEwLHZTu3ntuBWsfO6GDLuzwRpYhb9ELlr5nBjEkw7YTpKFrZ/fAqHHs3J9Ly3P9sm5iaPpOh2gHeY+qvXJKrkGO5riMdzfUmPzOc1jj3GMxTINw/dGfvEBL4rCmKaS+9pMKndEwehLxnBkd/ahA/+1BBy91LOxAinv/uIjDzmxW8d/Y8wGR6982A0meBBMJ3DECWxecfQxjjvJuSYlNN93N0wkh4K+311L9XKDKVx5frNys5QOu0Uo8dxjndnhg+4IilvCPRwvXxxog/dS8KSjpS9+NEHFf33tXgb37qHQC/gGkqI9PhTQ9SCMPtGdr4QXq6pOMqhaApnGikNnLGZWejSDNHwnC2R17tW37OXMHREASH37Kqec1FfkAirc0XUB7oHuLVgCHjaD4jIiEDtIsjJmQdbdV3Zy9UZ6kODasiSNRMcKMILJteum/MQvRo6j0h3UQJm6QVK4F9GRKgFGYripEvszRIrpxtsihX3GreIPPHsDD4vV1CsUNbAmWg7YkdtO7kgsV4nWayCPeJeI2dHgSaBFi10HaFUUi/mKsWgluBdsQ/FoERdDJNgrM6s3UvZ8UHC89R/fxvfhgEiow9yB0SKF5YQVLJOR0b4eA5ybyG8Fgkv3qlQLthEhmQIOoCHULowCGB28nGkJzfm3vXSGJ6gkN6ECd5s2+Edyr3ghSXgJ1GHQc3DQC2UeSZbp73eio9NEcdrByQxlWhrKIH9gOIuGsfURdZrYMgYNoYL1tGXgWSxXCTOlMVxgEiDYhHx03loKLgNPOIpa6Wk1xn00KHos+NRzkWIKIGBCRIKIxH3lO30frAxV8B2obcEpKLLvZvk/Wv5JejZI6YFE6+vUuQlHvgBkSewM+gV9OJrUBbfc1WQpUJtSNkoPFH5EXhA5AfMrrR2crrYauDWF1fUJ32wP2I+YZzVB6dFfMHIHPrPoJ8Q++B7tryA1FAEF4x4R17AKp5Lf8Na0GX56LCsn4AF2kdfE31BTCNiw6A9QFv8Gat4cbvmNW62MC6WEtEJ5vR/2xwVto8gRgnh3exL4LjXiChy9f2Qhai3GIs9+zy1IbYi9o1qL8O+q08xXq974DruF6xcoH7FQ9J/wqNYntzjXb+CqdNkMWT5A8TQ8oTKQuHifAuv56Hywdes4DirmW+/BA0MnFeFlgeUryAbUr8Cxsin/volwQ9NPrknvMQBR6+INTRoixU/6EoRZLEwRKuT5BRRFkGKIuXFDUZW/QgnsT7L5lM55yaI6EdZ8doiSzgOfgu8cXhLewB9hHqh1KtHa5TFx8vD8CcwKC3Gy0vsT4/YsfVjEJgLmFK2s1PmxFdJj8wzsCGqIQ168Ubfy61LYQ7XNah7hNEvXgODWr0P1B0I6udBfyfIp3e3ihf49oiw6nurnT3K8XQBWSjlhIg4rTNxPKLE3mmYfQv5wdMoGT8FUP4ANhpXkEbRSN8lL05bthO0AmVByuIRRksoKlDMzoh9AS7Ot6ziqeDwGgBS0PKA1yJ5+4g6YgRCziCNiHn4D3kkxWhLI910pgjvDE3HDNu6dOluBxE5GTxOqPG5C3zso3SP+yN5QOA7hTQLefTnOLV2f5BoKg1UGY1tkoagZPCVNHaZCCX4ZJHh+Tyk/BK8bpb3w5t6UnRIj35vu2PRbFDe4+xQNoznHSZKISMfU4oxBp/WiXdni84nkv9LPJceyHk/+XL0O3l+j3PfdJ7Jecvw1p+N6/nme6y0P3CT0isdXgKGmrLmJEcKw2dnvjcm4eNIL/DR2WE+41bKRPt2Dn93X206c01j6dEu7NCL41hS3jii+Iz2LrSQyn9j4PHw0L8zQAZMHUNlPJX4bzlKGc/LjHcpb9iktzW64WAe+26rHmF9B+a7+/F9stF2zJunZXCTSi/3m91C4O4l/pKL1/lGKjCDh0+4HAc+RpiEjN/6oHP/dKxw/ot1WtNrulmuQ9CxoK87GhAyNXEucSZEt1t12tgjN/w/pdctKH1MfUshzJGXvcZLX9icl4RjQSJOwEhDuT1HHnXFNNDpktNMsxkhppWJARnCSDE463W085/uvVQYcLLoSxhrMjvegPPgfF0EYQnHoeRVUx0uGXDtvKVMP/ZxOz+TjBb5jtQ45/qj86ioHXDlhFnBmrgxQP47Ir9S288s8gGxlSIn6naithNt/Y0r/wr2gMgHkL9T+BewSmuPUI3T+m+YPdHkI2qKbP+G2Des/QJ2pUjBI159T1X7FdpvvLBwLQXhgujmUdXyB6aP6OUBXR4xeWITZSvfYl1/Qkyo9t+ASrMfEYxSn1GE8/YRpHB6/A3EeJYnmj6ymlBVqfqIbCeaGZsYRb4hPNOWT5yXR8om1KvLPZSKNaNtnu1CPgG2YZuPRZYnkI118Uha009+5tt+Abvgha8L8lgptULzmhgaqTqtuCOssII+onzB7HeKVYr9xaNpyycKUEvD2Gj1C9hC1U+ORQLClbo9I9awpUFpFPkd5ALbJzb9DPKMLl/Q8pOnsqordQGzBdXV9VGXFyiVworpBdPfHX+XBbMF2Z7YE7771z8QCTELMK9d828HBnn46c9dbzEv6X8n9nTo7F0R443BvTaJ+beZYSeluCsJ/MOjur1eA+Jg0J2gTzcm8W3iy/P4Z1jfG+W9e98zE/nOdX+t/bde/tMIdbfp+628gfPf1e193LUdgx/ocjv7275t1569+ez3jW3+/B6s94LiuPNau2+3c//Oa/v9lWfvTeN71qYXLk9lYRmzTwa+82ZJAcI76sZqw5XuKRvBoAFDkt4PMj00u9fmPWE4BKzMHZ4CuUtOY/y7E6OMf9laOcAqtT062hzKZiMNrLNX3QDurCRmCMKSNyfBV2TX/py2rwfdhwK212wIC//YdzP847jYYT5LZTYBPz27MwQkaFkPV95fMsHQZVkbcyoS/YSQfcTRjicTTF690oh2n6fsaPFAxOlf4gSMQ92Rro9m91j3Oh8zjv6kd5h1/3OQBTrB8lYm1dDUzmhvcOp5oH7gsNhT9+E4w/4O79rxO+t40o3tc6Oz6+Gur/ySkT6zfBFtT19HE9nDnjLvxn1Dj97h33dX74A779G44l7uQ9GkuIIyjUwa00wv+VhTCyOo4Gk/JA0mfkjoRb416JeBp3TCjSMCXbEy1T7wda+hiJoii7gy8sTH3+4NLoxDdaQBk/BsCjHW3ym4gWoZIJyVUX3fOCx2kWl5YMv0ER2uid+CWORitcaIbpgUUHM0XO6oSP/WPcbR7gGegXaRVGRaNJtqCZyjvfTKL3GwtRhaNEKkxOPR5xaeZ8m/etrFvB+RGVk0ckSUwDhojyLu/nsevt+6wgjR6zfIGGcY0Jw1FTfw9pQKEe1hEsqdxCEY0TDaQe0okUbFVObH75n/NmFF5s3tndNz2oqOz5ORZezjwN0eWRLPljg+WWFEpCR+MeFAooe3L7jH3iBMEw2XjPTY82QLJVQaLTOgfpx2En9Sjkg+lTCJiBa5QrlGEEemlwg+f1RO2vx+RtdkpJpMfQ6m56jm+0OkRhNpXCb2QAO74kb2ac8Ac1im9/N+DZIZAnuPUQscmFMc+e+9x9kjf8cMpt3YSXdyrSNvPr4r072gtxNOSM55SrUyotPmTqNPkeG/NbU95LJpTGGwlow8ir03s8cE2Ij2S36WN8roaZrqcWx7Xnt86Cg7HL9LFxesw/a2yWxqP+/9aHJ977NWm3j/1MNhb2ZH77HSP3vtxYvDKL+zs3tqhBuRZNfoJI/Nsupua8gdGMyEyyYatpvEHZx/ay4HD/K5oZvFPq6r/9eOka83wuGdzm3ghX8/yF/39u2u2TsTt/3X8fN9OHTS3un8foDft/wy/ZdBM+ww3hm17tGl41rbK1O9uy/mZg+d5lrcgCDo252mkruONuaxz9LzxDtfgVae2e7ur/6E3x+odnfjHN69S1Fi28hY8043Z56wXwiv4zd1cTRs9dFMe1IS0oO7Ddp8oPkTnvcRzzjZafz7GGeyQqTvcaU9fRR+NUxbOMHgjgLhpCD2iKeq3BA74QZ3RfgGPGB8xB0pGiqKRho/LWdEL+zO5AJZh0sixaZJr6wAJqikRFmBE+5wkc57F1xuXfAYgUwd/IiJYuUrIGjLM84VKYqWDzSrLOL1wDwqWzC2Pr50gNWy+trKhko6A1pkyyh+bFGP8IhfEaynmtTkg/3c4DK3dGeFiLAQozsPdgOmv+ttVIplBHVyxzhLd0Oby8Jp0qq2kalIMXNHHxqCpzwl0uZaaVhRP/NJAVvcwSciMaSfSQRPiSukQ8lwmnv7+n4jRMfybHT28pP4v7A/8OXHedPcpdLTO0m89gTT+55v7ameHB7u6okdMd49uBvi8EiXw7MzEx/EK/NW9ufuhGelp2Uny0fF10zH5pt2HGT2ZZNH5D2CcmQ4CcdbZJA55Fmm/nv6kyRx5Q4hnOc3X69wwiTM93DjlcsCBw58e2Ii0yhlfsD/is3rMuGEDNwZ9S/2DCcjLwbN3rPNxObOIiZv/pH/m1gz3bVx+3c/7ryvAet7PLOvf3ilDAPG3N/cwwFfjgLK3eU4rmP8s/wzxjpHmIxQ+uPAUzmQfc54lb/vIbwLn7Tx+1iXI+0Y79sB9m+xX9Hz9EVATk6IDcdBUa91UJt7i7Tm/2RFWDwaoIJtzfNbIxRbIFM+mHiRIoOev7Er508BxlAS1kjF0ao/2y5gzSn1umB1hXKCbcO2rFXQvBhkRkBYKJc2Zw6lOAOzixdlcs9hYLkiie0qnutZprWwB7yolOeOt9KgXAa/tIiqIJgkhtRQVl33yqKsjdsLnEruQs/xaV3h1Hr/lh4qM1mjILLiuTE315luzVMmaShVSwgcJQojtc/eiDTHi6qYaHTlnrZjPVyJY2qkE6mEV8uIhHDG76BKz6BI0aEjt/Frl8fvGKlgmb32hdxb6uGfVIo198UU6CkxYvtpKA6l1y8IMFr+9RbnuMQUDjyENpWRR/7scxyFTuOd3oqEQDPRrqDZPdNrV3DFnkgPy8glOxRCQz4Y6VVi/Km07gWwMnokaEek9khPIiG9zlJZGkr1OSVX/PXohyiUnsWWk870aQ06YkGTPPLLMLkyR31ly9qLF6fiLd9OZZKn83HaEKGu8c961EUm/0h6EcpbprRtsUbvXSb/wfe/PAMXKN8cLuo0R87fkHZFzfOzc/oI6yPUFVlir5ULYkbdxMOMlysUxaoXIhP7zcF0PrnOTR13rcZ+uGa0QkzVXKCFDwHLl4DnN0SvEMKviStsRaPejl0QefGpL+Ce4z+DXZHtF9yT3o0ZUj3Sw0pEzWSKn3IBuQIfHH7avM8MoUZRK9AMU3Hl8XLqKI4t0BZENuyUh5MNrCCXjzHPc4Rj++9+SHjEtuq01k7u1VQ8/77bYzxM3TvaKHL2dux30CePwrDmuBM44TV5XnBP9IvjtS7AqSvffdsYlK+IPIP9gchXkEf/Z4K1gted+IpQkZI1gB4dfbO+0PY+vjX9MVA2DEnt4vgmz3gBv5PPsz5G9IFHOvkBLs4TxWKrV3okoppHzol4DaVqcHrxg941+GU5xf70CDKvN2CUrDsQOG9rwxaD6rUbLIuxa4PtHPTi6jy1ei0JaQ2kYqcTlELJVIWXC6Ke6shMUdyTXhaLiL8Vk0dGoW1nLFYMTc/upA8siFwQnp2/agNOiD0hYtTAFynBj9qDs6byjEU4vVnwYYyiLwzjw+aRhsUjuby2Q3jMmoK8QD8znDD5DGKIXOL2L/5sOwEVWa5IGOSwDeMDmaLAI382n6c9gX1CN0W2PxCeEXsBFK+3AiwXjAX0I0bB1KMNun/EK1ePorOk0UmLw4AW3ryK19AZUcH+e7L9LD01O254TZ9sVfoRytPFS5cP80xc4nzXzYkjzLz/7fUULIwjQdf30ctpMEwDrhtxcsaDB/iY5/QLaSiu1T9jGaVs3fhokRpD49yTv/f6f10sH2cAITn2bCqNse6io4T08u0SgxGpz5gc0qezo+mQMIbrdJ9rjwTsER+TfBN9Su9xjHgodyYlIHSDWK5WDmSkRXvvynem9e0/We9zhtFuwDL95ELO7tFjV4k+lrUHuqd3/jg9RI4nmdW453Q2YZJCddk9m/guKY/3acxC+AFOxkBC4nM3LMvdx+d2euBNGtsmz3Ufc3SRi7hzCDvMeZc9Y55DvNMdsQJjgk30Ognzz/lXJI4kMq1hyrspu3bhoBteXRaWMZ/j2qrd3ru5ct8378PybJS4YAzFdJnWq4zxdr31kFN7t0KnX5LtpV6uTN73wKjbkkbKCcfCGCFz1IENhzPvKvk7A9BllidGZH2XmyUdBIfDikw0ZmSKyH02mTP7nGNAs5NIkm0Tn9duT8SZoUc2Jy7l+TgM/Spk9gSZ5PaOAxbPmvX7SOtDdYhMGRRISjZ4i9xYIIWM6h56kdZhMKI1DIrE8pTYWzOdvn891o+oCM88oCj18l8QfeFUf6LUE9t1RduPtPLERVZEG6s2F0XWQuGRx+0HVD6j689gvyDtF9wp6DOihdIywekXtDSu9UIx42n7G8VgKZ8pLGyl+rYrXzCulPLAWhbYFtgqba0815Wy/kdE/hNSjLoYyjOb/TsiC2V5jLRBj8Ajhf8E5YzWPxzjlh8dVe1fQS9Q/gLySLVHFq2ofGWzM6v8xspXsJ/A/obxGfQjKr/T1l9ctLMfPOqiQbUHVt1o1niWZ0Q36vWFYleW8gcmBeUjJifs6TPIB8wegAWTR6QtWPsK7StWPQWSSaZkdYct5RONv7DoN7BfQBqNiHikorZxbV47dJEviJSQkzY2+x8Ue6Fcf0ZYYf2A1UeoPyLLB9r1G6ZfKfVXlvUPsB+Q62cKDyx8wsRoyx/hKPSIpJNLK17HDTxS9h18gz9hhBjWxD0R94/vUdJ7lN3ufGZq83D7pj2Zvt3j3Pn32Pd0LxnefP8GZvfGPv88t3Xbx5vTOPQyGMPUjnNfBpHdPXinoWAGO2HxjefzsvnDLhDy7hzureR4f4bD8fb8+1vXoce+TklIJ/zp65hzv9/EPPjZMeHOaO+M8q1veUduHnjFR+c7Lrnz9rGtYeWfRz/W/hWc/YfG8lpTif/CTtLf/X4Pe16LWGJ/9+ZgcIdW9K+v7eF7e+H43hBien74eU+EFdoKSAuBI7xm+5SAzDU4XDWHQDFJ3/SXwto/aMfsnZjvuaexleJEvzCMLGaT82pAVEZ/0scR8+hh7EYv2DzvqZkshxdAet+6En+KxjBI7+Se8zu6QUN5XGQPozZImuHjs1TAZrc2jroZnuqH6Wk+5FD9cC2YGyLEIqxYQuHgCg3fFT72nQE5w4fLPPF5L88Scd5OmE7C5Y5+vrffMi3B7X6en5nprxuNh1dx9jmMOXd4YOJeNOJfE6+OVO845mFAHynUZH9nOrH5ExnWnGuXh5vcX+mwEHCfcxPMrG0yro5RjQPIjgLISC8wSwT34TnuBYZMsBoGuL4uB/dDmSEtMCtPejuBKzM32ptAjzLCkW+M322GXRzG5O56vYdvJ3xtnum0rKd0Kq7YVSCKcSM6lkhg9gAaGOkKOt/+ngt+KA8mHCuvjc89bzwaIqx9kY7MDYxGerglHu7rsQw65Omxko4FfUv6KILI4nsnFBpz4UaPuvHnR7qDgT9eDDBpcryr4MYjIz3pRfADKVEgOeo4iOiOhg16V2J/CCOpoIdju7I0D7RhJDRFNM17aVhLctQ67IZneel0tNf/iYLTwgW4jHkFQpu9gHyLtXjEUwLmnkvP5fdlCbNMGbNFxEcWZG8B++B7qSgOLZR0L8hcv6D3ZqGw0b6mnW9mSsQp8saLNdrABdMR5JjsL9mahILXBo9JpbrjYSpBg9cWGzytaKS7GmuUtMThnkyueASNJZ47TDWV3EP0SAiONc61j1RxRQqIugEEwkgmkX43aawNBUtEJQy+LVCqG2MkFdAOGOl9KkTaRzCKXMlcz54GcOBFlzUk9gQVOON0dKqEaRWzzQ/6kcrMsS6wP40xkRJKeqTI7NRyF9kmmB15wN4JbNDcpBVpqE6T9qBvsXM6j2VqfYxnfBp0cRpPigj3NZvTeObL7+c+GFJC/vceb5taC/lVRFyRbBHhksr47jpg+6XbzWeWEQZU+ju7+Q+47x0DXf645cm3Yx9tMZSYNmCdX/d9316dOx7BOr80Rb7cnJ3eRLTD0O1wc3f/NRnwNVnrT1wTvZjHkMa1uYcbX0aRKJQ7/diFGXa8/naI00rOYtP8s9xZ43vo/cr8R8qmPrB+rNyRxj8Bvr66s7iVmJJR4ja5zs3b0qYbKUvvtt8bg5mNUTvP+Onj9+DbET9TF9RTKidjq/t3urHJxlhnXsNh7Q7DG0CDlMf72u3QeMe4Oozv+OSS9GzcHrQ5neG8C5v6s8OayHhvJmDHa1qnMdc7RGRqMzUSRzB0StT3h+1+2U38eN0LYepwnJFpwGVC/wnWMv099jU9bDitT9ggr7xz/yrF+a7iCuuiLxT9ipSnSPG34PUHFhrCYorYhpUNE6WYUMwdJbU8uvOQEKK6R4H6PQVegA0tHglo5RGhUOQhnBPS4WzBpFHKArKinDBb0DAsWHmk1EdKuXo61Ii0BOeB7qC2Ijwg8gBiaGaeYO1rYHmGEJc/sqaYRzE0RK6xrx5QVoyTGxNE/a+tVCVqXBSKKWph9GdD9IJEWk4okKm660OkWnoAW0BP4axpZApwCfpjsS/9zLJgfHTjRIwz02S7pOw1I4R0FkvaAWYX1M4RleHpnMUWdxCKCHfn55vLf/oI6mfGIhGBUULP1Wn6Qh4KDbB0Bn3n+v5IiNgZXSDZ5TY7Pjgj/MSgj0Q4rYSdMqan5I7S9w3Ym5l26ft0fC9ojE/pAXBkljNznunzfh5DHTM/rLeMC+4Stx1cel93iIXMfYS3mKPC9OKRqvr8pM8vGccsPk59HAUqRuDxnsDZDjx70rl/f9+w7Hp8RyUcUxrvOo7fC+uxPs69F0y+OTHR6RfJ9DVBrO1GSJC7f2V6ZlbMTa7h7Jg+Tnj3I573y1FIl6QyMeTRYxeaZKzOvDb7mJF5PkfmOtIyjMf3OD9MUGW+fbgGbHZMc7dP8v4RnuNzzvCYFqPv+Un+2l++H/Z7ZTzpM54jXV7HOdH0Po2QwFVc0fBSXL+2RB7zFrmOt3NksgjFqAps4l71kX+bNWCnnsrB0sNTssiP0AtAGcgWhV0tCLdFaGF15ZvV1T0yaaDPEUrXcMJ/Al2wtoSSpIWDdOz7LZQj4R1pNWCrsUNKKtnCyqIuhrj1XWJMCrJBDU/UTjYnLzNTTGflQgFbA/4ZUrnFkgS+l2B4xUAM2xTa1ofT015sApt5/yUKfXIN3bF15uc0L5WZoRhNXlXOIIpc43n1HOMmXuCKHvZ5whMgqvdZoOe2z5oQeFSMnOJ+KxGGeR9b50t7aGgJCIZiKrz5PVVOZkvOHVLHbk+aMwnEw3MyD+KhIJf0EM31Gt6Orqud6Zl0hextKGWONV6OmXQ+nrSPPVUD9mfTPtbBObLwlZD7PWhoN0bNHkFhvjEL+WcY/Ybv5YCLSXpvDYObBO33b+M3Yy44lpAM4SqU5klZDOueiZJ8PguuWqQu6WRvbzxRCKXq/r512HiKIQ8r9miLvk7dDfTCoBPvCHrtHDCcU7ioeziLYou441ypuILxAtsG24LJgqwr5bQidYV6ij27hL+Dglas/YS1M9r+u+s9rx/IyBlnZb6mpm5OE/kX4AUpjw5f+wFhBS5Y9ZoUoorY4l7t4t7cTsqfPJrg+jU81YPGyEpPIWXi3k9SMVanR+L7U+rmSk+7AH94JJQKVk5Oa9QPVmJxKDDxejJyxcrZ68aUEvP75PSlPQSdWYNXVEw3kG94hIE4jlpEX5StGz5b8q3O+51uqsZ6yArlAR4+4nuwha0m8girt039gEjkYLfzwGt5xMPl01PxEePkcxZBeEH4ijO7KyYPSE1PSnVv/OvVMX9npLl/WYR5FzwCwiMNFeSEScXqo+OaXZHtPGUEapSyYRYh8MVgMdCGRZE8EQta+Ojk52WJTF4fwCpSTkELXmIfntyDWlaniavzOnuo2FqQTZEt+LO+IDQ/PElByiMi7klm4jl2vT7TCoWI7FJkOWOqEWVBV1pbqa4MthOYpwvwotdn4EKwPASPXBExpF6QesWqh7oXO8X+aEGblSJGLZ6eyYpHKWhEfpguGEZbDK2GbRI80oHcWoVrwCC9oIsXd6SY14yxiFShuRygDXTD2gtG8bWjUKKuVen5rMND0xbHyRIp13TD5Bti30C+ButzvmzpXWte68K2SBiQxqU6FUS/h2vF5Y0yRRgQe82vMN5ayGZGp80mOsW4SWzHkHkID+yQI4Z46237EkcUncaZKQ1DE7fNCIXZCzcVCbNsnMP18ZQuEUt43e5PN3kmcl5goYB2MaVSpFBKCSMEzkcj0sjMRhqIg8d+lwEiWrV71HYP4JzVXnYYR5XhnJAyjdNIZdSZmAzZ3Zs8+X7w3s6Dx990HpEd3CRcBiZTf6yvhfEx1zr7dA7rMkKXQLqx5W25LcdxmPT0fUDy5opIkJ3H9QD9/u/h6seX2Yt/17X0d3skQeBvx+fA6S6qpROOHd0wUnUAAQAASURBVJrL4fXfZTQsMQYhdOBTm0x9zPCx6blYoHys75aSEf/TD6n3mMXQZr2pCTop6u3HKZNuyRjzMNs9N2ywMtpLXmw5JoJeTfCZ52mMLH65txO/OcJkfP2uel4ZjdAdCkZEVCcr6FjjkCl3eJbn5EMUTD/f9/Hk7ky14FgzJ0MyHjQiqkEjaiYXStg5unV6NfZxysOOmzWOMRndOcH7sNYp8/vvGekVExCJbTwoR0I/zxb9vBLOBF0XYxPcfFTx/khBmEifsnNfA8SjEhHSqaNHdKYDRIf1pOeQcHZKg0u/4hzTa/iF880hikGyQPHsVaHZdka2ZxrQJLDv07etbu5SYer1GsopHN2qSwMPf8PsESlfQJ4p5V8R/o6uP9HWn2A7IdcHj6I+VWhJ/88U/h3TB7btB0yEx/WEUdmuW/CUE03c618A2wRVo1VFi1LbZxb97KqWBZo80/TMUk88LILqBd1+Q+zCqk9IWag165OtCMJD/YZy5axPju/FgMLW/glso9oHilXMfqWxUdYrtTTa9oH/H2v/uiRJjitogh9AVTO/RERWZp06ffoiOzuy8/6Psi+wI7IrLdIz26e6qjIzLu5upiT2BwCSqmYekTXbmhLpZmqqvIAgAOK6tSeUB9cVhJrfeKDxL8j1wvr2ilqjhGPKddtoAkUFUUVRxB6o9h8xVkQeUFVMPgS52JBWafWLnx3KV1guaCtIK8hVsE2RZUFWx1cVRfSR7fSvGM3rrVkFu0DbWOsVZImI9MJKBVuo7RPWVsT+QZFGs/+FZj9Rm3oEQz0h9RPa3ijtSm1CbRvYF4801wUtfwa+Udt/xXhk43/DqLT2FdELpfxj4vvvX/9ETYi+pePaCzDjiSB0eVgRds/sX5f9vd7Hsa/ji+99uze23ch279h33t4zjPnN/dh2wsz0stPuaQwyj+qPzW3cPSp/7j13D2azpDKEtz9iBICDSPbuKzsJoI93L4rtvXWP3qz3e7/t5Ycv2O7D9x6605PtYHSE041BZn63CxMpeLwX/3DEyeMYDj/vbnv/Y7QHAefefA5tfQ8y8zvS/5/zm3+fmWYo0ewAj91ocnfoDdj2Y06hd0x87988PdPX6f1+9+987xlcgpRBIyyVzsf3MoWIXenhrgGSndEsjQyWjGoSaLoHZ9JIT/XgTvU9pGGAX+ies56zuoYBIoQQjB6pYGUSOBjO5rMRJmXFDj6ZjBCTUGexA1LASnj3sHIJwTxwJn43OwhuN2lxZkNz+r+MLvxQ756tPqRpwAbWWqSimCz7CXnL53Oi+Xt6ZIbwUINHTSG+1vEqDtxZKG1y1p8WJATZAL2JP9dx5vvX8O+e9+rYbw7+2YdzVlT32U7fDrt62hv7X+KddwlBUJWZnvX/7z8lLRoUY8L/ezTozvt7qjobMu7JGeEBbTNEcvPB/tAl8fwE1yy8OK9jPm30A4wFPdvPbZiD7AjzAyylw+U+78il2c/yjoNCD32f/81cNCMjDobYe1ffK2E0tXg/PWg04KEebSXNwLbufS4la0CEMTS9hMxrG3jhuhVrVxdQm4F5mp9u9CoW5N3fM/kGfMUVy2FItUdSseae/214BCXtENzT3ppHcHSPIpjphH8+kQadbnwiaWkF3pAMGVYBLW5gYYsD9oJwJg+TPdUMjGirKG7t4x8F4i1ocSqOLXE0vf13/DgloomemdKLQEvzuWQNAmoMI2lR4sxCEn2J9DNj79j4bGnkiu9UkEvnV2mEdBE+IjL6ofj7EoSDf9S+6O2bH9hgxVgc1vUN7OoKYhEyxZ4kXc4IuYChzzPrRljoOoTBlzPawOERqmWSzpuYK9BVsdIcJzfceaDhyvZQfvt4Fh+TXL2/SOlmFgV7bQtleUU0IrKSryePRN1wbcksukZtoirg3nej/+Q3EqnrkMzm6zxYNZXTwYOrdMiDxHiaOxwII21EK7S6OH9ThUwpt0urkZGPsX5Zz6Ub6TeQ4lmejNjnETECHe6WXvjpwMAVuLjxo9eImJypYn/4DBIPK9/HuaSDAa/gERnnlRgJuKKxG4RTLkts2V9CRMhMUUdjHBY+AGP3Ol7cNtQNEDuD/s5M0fufOUvnPRNMxzht9BN41r/2SAgNz/IJdmaTh/LMA2/lB+nPsO/rTvfTZEdrXb7K+edsU7k8nb7viCXHs/ntmVX6fRsP3YHncBh0Eiy7u2PE7wpF97rlXcS5kckSzrYj7/uuj7h6aLw3eYNcsU7z67GXb9rNF3Kv9c73wsh7okSiQqdr0wBmOSsbnx0v0jP7Tnu7+e0mNY9pok3GmN/uOk5igvl7j333/l5+6yz23nofHVn7GGWCzQ/eee+az7p9EAxYzM8lbuc+6A4r9waf+3POmjGZ8/oy2HDSzHYkOgG6YeO4meH+uh48+iVxMubWZeXAqx6pZ/Pop9074Xg/Hsxn0ntkLmWh3DzH7Z/z7HA/4u+0R3coF44BacCyNrW5R/i+lHMkx7i5H3B3/Jh45W4cP0Ki+fnvXzUM8z6FioUCv0X9tqYPmDwhvDjeyCsmnz2tZlk9Das8YQGLnj2Chqg747icVShWHBLNjSUmUQQbr7dmzR0ovPa6IW1B6xldmkcOSMHC6UiL4ekwr+FssyBWwtwchn9paEZh7qyGjWZnxDwFqaPFBeMN0YYW2NoD1lZM9nw8o4bFDN3e4pThskULR0DVkPSKgC209hHM60n4imfNypCx2hXsDU+DW8O5VRwQFaSEASIok8lCk0eMDcMdztJgL2HcG2Yz56zVHvDz2z8QLgH3kzsc0cA0YFjDqQl3ZGgXf0aegA/AC8Y3mp1ofMCoNK4IlUUqIseUbrfXHzZCGIedPDMCE/Jw5uHtMCt4bhn8tOs7gcx3ODwHO2Xkd/fbTHGy/S7OMRjuEFQ6pTpGW3SLud5028We2RNkGu8YzpH6ZS7KI+G4xyn385JkFR2UOw403Z+ttEwM40cEaKxBJ6TzO+8eBI6Mzce2g4yM+fc+fjCaW86R93xcefjyc0us3ySM72A0p81JYr6bzmCa0r/PazQzLW9jtwwy/2bTEznnub3j78c5zreFsfPsIHeYE6w9F+y/ye67t2WdK++00Pvndm3589Lz7R7HGkeAGbY2t2F7b4+dgWbue+pPjmOb8TAFkuN4j/PKvbzf2+9d7iUJYlFIcWvu8WonQJGq4URhSOT+9rQbuQaZq484+FWvD5FehAicPDJAJIsMBF5UT2Xi+bPNc4+re++CRgSAe1VIvUJ6fsfBn7JEhocGcqV7lxEeciJdESGnKPSU67RFnu8SRo/iwgKbIbW5B3JPyuxGDrFlwndX5AjVvVUhUu8Hq1NDFq+3YSlg1YS1xc03/7eFMaBluKYbWiRyXhoxvizWmn2IRM7uiLxAGNEXAa9li3kHz6oWSsaNIZAKrAssobS0EgquQlfOWSx1jl3wXOrQ11Pqj5nuiN9yBcrIUCwDTpP3S/dRtBYeMDlPmXbyQaUiWSNhum82GRgCP0IY2/OwQV+9keRak4Iw2+s0fuzjHoGUqUF6y+Ex66E2ZC5pSVwKJZf0qIYOFua0X9hEArq3pvs4dqV39/oK/i1lEsZGNJjPNITg2OGpMB50N3hNjL3FfjcLMVCUOaR/FAU91qFIb6+CmLrn8+xliwup4eaOp6dZGcri9NLF8ZLwvP/RpR5yizzF/L4CDeXR52mPYAtmvyH2gqxnpCzIVZHNZTvb3vwgoN6nUoAL2GeXnTcNfPgTHtn0J8wEa1+BN6T9fxF59bUVwvPwI9I+eP8iGBeEEyIPYBfEoh4OG54bfCWVwSKK4pEPen0OAfmrw7xUF96XSDlkb4ONNMJ40cJbrUAcQLLmTSpdTVps6xptVOQa+KYeudZ6seMXl9IyLVUnCx5CLi33nfjaJg2IukLoJQ5pRCRBQWTtWIldsO1XPFx9dbKlvl+ahbdahpjbS+CUp/8Ru2C2eQQKBqVgqkHWLPTekbILLy5nujldt80PHZZVqr7vmQ5QlvACjNQfpkvwhgfc4z+jARvCBewR27xokIn3K1Q8dP6JplfaClIFq77XbAt+2SIiJY1X5RK0JfZYTaN9wL4YrIroN7xeRBouFlTOw+Cv5nWgrFEjzVLDIzTkGobqBd/75SEM0O5tR/E0XNRQxLOCrV4fovhBGa7uQdqPPKEgFjdsCZ8QWdD1AadBLx4BsTgt0+UjXi/D3xV7w8x5o3vGTrVG7IRdXrHt4vJIz5IkeP2JN4iUPYLCcgrc/+pt1ktk0jrhRbWzaGOJd3wvmHr0pFTnP0JE0XQSrUjkDxbb/H1ZXAnR3LAoXDwCc0mZ5Kh42V/NVuc6PRrNZR3t1Hi6JClxer3PMmbwluBf4/wiaHpl96jBgB10vuOwnL1VndgIrSvSRiqFkEXSWGURhRc83Z8uIQUkfz7KxTklDVqgQRu8gKSGMSLPjNaIfOsljGXO15xNRvyFTXyXwWP7ace66DBBLvj+FJkpaUCcnrIZ3tPRZBhyWpfndueMTNXW+d5kTLA8nzCNeqzuLJH4B03f71iPgwf+d/BsBxRHOP9+dDxplks6JmkDitPMGMCIT91AIOMnm95IT2dNOWMa1g0M6E45EjgtacTPJ1L0nYdiOvWb79MjIPKfdGOrdNjO80i8SEftnRuNDbFuzGfIqZOtr49hP1B3GtsngIiV7s8eGtkBR8YvfVESD2MsXaydOrF8VwbwM+IaGaoXpt8G0Rnrms8c1V13r9i/2ecxMqWnakl5fXIWCEN1X7SU+7u11DqovOncJ7k/ZAck04h8gPB1iP2aW78bTCc4Br0bhv1MG5VniLb72terRyfk4xONyTGKkOlKLd7pb2QUdR+/Tc/uHeE6NvQ6KKGIlpBjEmZShggXbw1Dh7fVTMacJLeFdcNEtw8S8O5pCROngg6qy5E9/XB3CAhcMHAeMeFrmbzOTRjZapJe/Ji+vV49sjLjq6V89Hldn2ltxfQK8g9KeXP+Uj7QSsX4gGyPVFvZlobKC6VWWn2htjMiJ5AnihZO5QImXKvzdo1KBtvmBpAvdkWkIc3lXL1Wimyw/Uq1C0pBi1J4Y5XGwhekbkhbEH7G5EpbXt2vSKC1F67bX/1cwX9yiG1eH1OWvyMinsZJQEqWsX4DuSDlyaO/7ROij+7AIuK43wJlxNDrSmkffA0VTF6p5R8ojQcLmnj2FJW1fQMT1u13hA2rC1YF3fzMpyUcMFRBTqCPwAlOC7oonhJrwaiY/E5jxewRszesfUNYKPIfEF4xewPbWK8+T1v9vLroXxAaRb4gfMbqN1otqD0hdqKxYfICdqbZM61W2vUNkRcW+YbJn0HPzmvbLx6a0v6KUFiLp9PyPfI/NRKiYzedgMm93+bPM6uRw+/TT7cN3T479/vuO5N0c8Nd95/vCwTzYzOHP4o4c/tDoDmw1nfH2y3rd+dwM9QxZrsXQdA5AHvuLrtH5qiMOysxfrsxnIzPu/duHpsZ5Dvz6HD8wbx5Z5V3hq8hNDgL0uPTd1pMBiWH+0yTO0LmPZw7CpX3IDrmO54ZwsB+uMf3Z4X60S8ox3Qc13tjPYq9+9bGEoYws8PVHLndwZsUeuZ9pzuc8MMO7A9w98Z+Z8xdsp7w6t7a3bx/RM4f4VsK3q5IszYUUX29TEK4TsEyUiPZpGidcgi6ktv8dxH3/OzRDxJwsqmfgIlKeOG756SFFVpq9Ta7x4sM4Sflul4QcDL0SApX4h7DEp7Qzdn/vGe7sNjhlmOL4pHp1oCROepNmgt3ukXh1yk3qeHeo8m0Z+848yLSlsYXK6S3qLHQc3BHOqsedaBuXbe8kSGwCN27wUqMPYwyGjjYAvNDQdbraqQtb5XensNJe5SPh0KPZfI2ZHgdER7emfLku1fnIO61kbDsxdrzGR+PZY7xHHv8PlqZQb73/CO+7wXvXGfI1E6S+NLbSJz033uKkcCvHSeSSTEw43bONLdMvDWziZmKmow9J10R5HzPbQ8Jk9F3t5P0hcnFLBMpmw4nHWZh1J0icsaspJPSGeaj1/SKV9JzzObnyZRQLSA2K5A8zYrBnUNB7vtQXgEZpbXLFpAwng1C37skFTyzJzaMWgyefkVYMa6InpDlYTjB84bZBZpidkXRcLhsuHLeglwXvNizHzh8uG9gF7wg8lfHFVGwj/6cnXANc3iUywk4B9yHJ70EHE3yEOnzEVuResZp8YtTvlKDXoRneW17lmNhnLQoZmwL2Bk3iF4ZkRd4qojWgl61LlO7t1YWwZa+XmKRVi9ok8gTWdTZ8THoQ5fZPOWSSEP0Gs9ZoLlO696w9gosiLjYLj2kv/TxertZgyHpdRQF77JSI5UBXWytC70mB0LPxZ9GlU4bpjz/76FbL6AaQ8/cvq2AjVy7boRrnrqnuXI7aYXXCBDHS/E5epBa8uNc06AJGnOP6B6JNGViVySiWDIdlyu9LmAvYA9BGxZc+e+H0PTe7150se8MQVrwkxq8tUSkjZyCz0aR8yhcaVZwxWxFNFOqepShg2ZOz5fRLKsf5LQg4VEmYmjRuO9FDDsvCtontGEsFENkwaxgeon1TJkj+cmGtCuG76U0wngtk0vsk8xL7Om0koenkiPxOpVYHsUoIY44Hvb0grLQDdwhU3hxzhNuAHsLHEr5JvnKe9fEJ3b3Uw6SvnaDGfVH/JmZn8BEX4YT3fzqLI2neJpq7xGxIHSF3c25LR314ltqaqdLOs+KyIauPt/vvxHdkYY46We4HJt1J6zo1JT01uxKvYlf95HI4W/AYIx09/Q7d2AITvv2RrPBj0nyKtOPc2sy4BZrenSKt4DXuHk72vnv7fV92S3xoAeSTI3Mx/Bjk31FZH7kHbyeDTgDKKOhPvjYb5bvHAY60S3piCq3Q7TDizZuplGP43xTIZ77NPE1gDB0HDmdPfQzUODeGG5XwA7zS4EyFr9HSETrwk6aOzZ1QweALlPOcuuEg3JsbZKjR1sTYs+3+vcD5n2PrO1bnJxvApM6jiSNms6QMzB2E9khxTSX/Dlxbn/u3f/eBi3p63oY8IQ//XaOJY0J/b3JaDLP2HbfBvg63qdbbspK057Kdy2dIHet3M57xicZZ4X7tMz/N4IjDpTEpr/zfumoP9GjDidjHOKnezuCkntdOjD60gb/6Vssb7bElTtzf+faqu+bU+A8xVOaNnv0SAB+w+SVojXY4xmTZ7AHpJ5ootSQQUut7vxiK8hKpkQqUoMvh76i45tHD1TxSIjVKsWEYu4WUO2NZsYiJ1QWRKqL+XYNR5mPCI+YFEy9DpZJw9iw9jsmV2qLNLbVDzdSXyPJRMMn5PoIk4pJpYkisoI+IvLsThEqUK/IlmmjzQtuy8mde1T9Xa2oNZbIrlCLn6Nb8zOGtN/RdnWnS5PuPyqyhLHD93aTFU+RWlyPZBLONxs72dEIp48FlUzd6rRB2wsiQqOArKg8IhoR7hRomxss2hNq6g44nnMcswfMXl0vpq+I/A48kulxzR5xB5KvwBo1PdTh9Qfw7p80QsRkgVE4bRCP/UE/dkRqAmS6B9O7M4E8Uu874uVuzx+kgN2OP7L5iXD2H0K4u8sM5PAx55N9zhaeyWJJhoEzEYS9NagTsMnT1PKHm9kfYcxOaL7PTA8MezpUZx/D62L82Y2pjyIJ8hAUDcLzKLx5p3ds9mKdBI65l9vQ2ntXkvi9Nbe304WStKgL73u0OIHbM1n2DHQWFHdzv8uK6N7MAt3TZMZtyzF3sXq0O0Xn7MwLu2Vr070Jp8jhzHvx6Nl1aFDymftSz9g1B9yRGJ/Nv+cb035IZN+tcz4ZWByP7yMgjgOx/RRkFvzyt7nPjo3xTGOezR9lvKx+yLYaBH4LXNLqypCNHhEgqQQLKdqautFA3ShhsgUzMGdqesahGMVbCSaYEVYFvMjpA/2GCFnsVTQiAiTTAsS7vU/1egQ0zDK3YuKmumJ3fQvrfCjtbQURZIn5ZmFOteEByrS/WfB8yg3qhqdIqENOQhB7CLQMI0UvghqKsOpKJGcbHkExPLxT+Ms1HId3Z7jiMlrx51xZpRBKLUs21mwYKxDkGvPaynSGsSiYZNFeG2MwjXqyV4e/MPIqb0FDwttEtLjB4S0FqFAIt9MfoG/uvT7qMcScOy2ZxhqRAV35NqRZ9getNIXk3qh72pKL1fuMPTynZZDBq5L6Hs2fOab9le+k1+ZMN63n7ab/mrUv8t15zza6El/mqAp2hgjtdDEPYQmHydcx6ZLM+FxJo7UbfVwY7Z57QEZ43JqZY37pcSXS+WA+NXO4URS+BPUdHtmyo20Td5A5pqWxP5zlCnubfvvI7+9c9s3Xpjl8XLYNLyrZaOXvTufkA8JfghatWPmCmed+Rb8Ci+f3t5+w+otHOvAJeMHkryCL0xhrUD8jraLtvwMXzD7guU9/dqE+IgvQDdPfQdzbp4nTGlekvkGrTmpE0KaReWfBo142hLeI9BCPOmDFkpY293bqdTNS2i0ZAeUCOW3x/SuPwAOeEmjzedib04Fy9rFEGiAv0lboaaoWL3hn2wvdYIGAnDFdoESR5kyPwxPW0/P4gcM4u8Ex89yUN18n/QWsotc338I1isnpiiuaX72/mkrjMBw0AavYFvgpqx8OavODU+KVLTR9wutgeP0G2SLaJ4oTez2ihrTth/RN0sARYd1dsihfga8gUe9ICpSfnH/VLMZdEVakPYCcnW/o4vVIELSkgTMMNs33Q49A4c1h186jbxGahJEzoglFXxG9YlEzQkyRSA/gtR8stl+h2KOvS6RjkpLytMsN7ZoOBm7AVo2Ui5kXmje8RoV62iR9AHkCvXrNA2tgF4SVgvMqFSXD7UVgWQuiylpOqJxQPSEsNBGsGc2ugTsbgqdE8wPiyY0QsrmdnzdQNxxaM8Sq41vwaVHzPSVRUNFa2PYlFCACdXXapi/0gyphrInaEp1PNcWiNoh1o+fqe0YEygVpvt/MNje0CW6wEoLWfhfbfKt3mcHvdQX+LLu2kShsFKMPg7vIUJbaxEM6rR10dhiP98+Nu3kneFM/E40YSLcLyHiuy7OzBJAG/6mXAIZJjmOW/X2NGiAtvHLTmN3weaVzh+F8znIWybXGmWUPeF976U/aNJjovcP+wH+HoBhHURlQslQm3soZ85+Zu/Z1tejNEjADEjadvQY4ra/HvVPoH6t3E4+ksrpl34NP31BH4XAvxxF35Q6Oz2fTnZ+BTUN0mXQoGYccN45HAZFcoOw6388/GclwXPNM1dibjs+6x+0RGTHgMS8/MCLjQo6VwEG/nx76fdeNIto3wJnk1Rn001wHau5luNnJ0sEzrQOGhcPLDPPE0/1YjCE77x3vOrwHurIf6G5I379mp67dHBM2NuAwI5oYPTXu2IzTEKMNCbyX/dSmiU/zzT2ZRqao5TY2Y/wbe3dvmLOoQxiwk4FPu23OZDSLfj0aeTKAwLTItpv7oKAFmebZnQ2P9UVnNLMJZ7R0Wil5vwkewTntt3Dms6StuzNsOu25fLKP4PYxDsexOzzH9rAVO+iCOr1OnJNQUE/rcNPn+9dj+w+IbSzt7y5HRA0012PAa/udal+Q7SekPeM1y34iMxGIGEUNbQ1qxeth/efuCNlMeBMwaWxUTK40fgMzlnYBFq7lARRO7d8p9gb1GewnL40m5n6aTfHzgtevqDRaW2ntGdElIjkqyhvCI2K/uPwbRbBXecLYaPIbXlD7HGTNa21a2WhSudbfudavFJ5RPnoqJAWxBV1ceS/1DTOllYLoBSmbO43oR8waF736PrHVVR+XDbML1X6lccXsGbMFeMAdlj5CW10eotLUaPqNtZxYdKHWF67bN7BH4ANm3xD5DZWvLOWviP2C1H/D7IFreQa5otp83Ivjv+mV1oRWnzCDa/2FyjNlfUL1BPzJoy3aGS4nVI3lsaH2FnXH8PNVK8j1jPI7pfxX/Pz1L3jU0B8hcP+MEWIOA0PoXlOWglB4st54981cKDfBUYmh+987NZD9/ZtJHRjk/PPNOO5vQDmkfxkjPTCdII57a+PEMJHpzYmhR8G4wZGnv5PHxlDczFMIS+4N/GYOt29yz/lm2B+e752MvnZMZzKqHDrYt/Iunt1/948i5ixY+r/Wf9gJUH2lwj/XZnF2P+ddYSPSs/045vmbRLt3Brdr+uh9k33P8M/2B858p+tpb2mfRzcBdQYtQzDoI92HVA/efPDlOAom4+b0bdoDHfEn/JqFPxkt7OF//Dzj8kEw6n0dYTa10ZuZBK+8adzZ97fzurlKDeYd+ZcT1dbwwN/inubeCMV1etKq50308VwnMIV3JNXv30im4lwhvYOTvgBdsNBUaMU/SQWduHDQXBlv6d0/47+Kl5FYrhMYDTLVU3qlzDmgxYbwBaFkTcUnUZMhUkpYetqGN3GnxY2eaz3/NQ2wRb7HWDoJoa3T4RGmwSzki6QyxF8cHuxCFqEbIf05V5+fVI9s8AOV+Ty1ubFFGVEXJlEvIhVa0TYaXiUhDCtQxOXKNEJ08B4ODXcukRIoefReOu4/H4NM//+R5/s4fGV7Q8Wwa38OSZ/e27cl+y2X7XSyM3O+CU9IRYQy0236c/lG7a3u+dXYJxIKg1lR4eddCVJ4oHdHmnZQGCUsOv50ZUVBBnMfo5xIC9MayNx09NnyhcP94a22d9RI9VFCI8lZkkBfwzq9z007dvQyvXO5YjloBYtHOhAGShroV7wA9iewD2RkhMmL00auIG+IRH7Q9uwGW06YPYBcoLxisriBzwRpr3jaoc94OqWfMDuj/CvwgPA33HjxGeSCcSYjNQyNaIFMuUM3QEnsRy8kfwlafEWkYOUTQgmB3kK56kpSkPCuNkaaglEvwvdDFA6Wq7fNBTdCZK0IwIpHRrTYi3Jymrw89D6lhQEZwvC7uJHHvIij9dQ9pwlfspDrBewV9yyviC5IefbDjkTkXaS4MRb6AZ3MJZtGNjzKrFmnpVJKGInC+yyKO/oYH7DgXWLXUNYH3RQYxuU8gH8P4VJmcbpsuS/EccILiBeQR4w16G3wObOg51EcuWkcgn1/qhT3UsvaPZESSCPy0OzibbQoSBiKB0sjRMCIJaJkMIdDk+BlkUYxxC83Tqx0Y6nYcAhI2lY9RZ4UcVxpURSYrN108T1kK05nzj53efUum6cdUwqh73djEUnjQEtBVSnLCWWlSKba8uggaUozRVt6/jEUvubGOU/xcPFxVZcXaA2r1g3gACJbGFxSHqCLotbcYGMmyJJeBTLWuoEsEV0QRgs3ZlyCyaxkFJnz4c0NDdFfixzCmYf4LmPaI1v/NJ8yUmGeT2RR5pA2huk6DRHzsYfB1cbn8X02NxzvDE5hQct1v1u6FjtofyhBd2dGpDso5HgmKZdkPpb9BY90hG1hHJ4gEoZTayEFBMvINmczwJ517WM+xnmo9vspbx0dwr2tSXIQmwwQkzxj+15udQMz3Oh9DR1stuO0Kmt9MENAhjHKYT1FPMaz1mf7A9qWjcr8d4xtgEuiKTu8OMZxf3G5vSf3f+hRuDe/H/ubhJgpamA31nksu3GOXTSiIvJ5gaRTs3FidgbcibbWp26Jr3vh0vtJ+X+G7XHQR2Epn5nX5uaa3u9LFnh5iK7NSCy7144M+jLk4BziBOsbOXC67J37N1cq8xJjU+E8cM4Cp/uazAaKu+OfB5Gbd8IjO/yeu6Pr+rwRScP7tGdtAHYa8xgOHJZnjtqahzcZOP2e9XFa4uABfrM/Tt/jneBN78jU5s18548BU5uek3wvxyJDd2aRwpiQ7LtjbLze4Wv9hpGOEtPsJ9xIw5ykvuO43Sc5pHM8U3qU2x6qP7xW+4jYlaX+Gvjt6adFKqhyaa9U+4a0TygnTE4BYq9RKbohcvW6clvFZf2ffDzNozE3wKTRorh25RU3GAhiJ5o+QlEW+YzaV3dgag9Iubo+xFxek4iEdnNG1KazNSInKsLVzyyA2DOYUiUiMiPWo0UdMuMcEPTMDSKGSuPaXjwBhWx4mkOXlVTDScRA60al0FQxrah6qirRB8xaxCooJerLyfYVsStNX4E3zFZS1+E15h7AHjB7w+xKkzeaXkEFXYTKC7X9Gkv/AeGC8CsqXyj8FbEFmlBZMD25LFmiblnx+W2yYSZUTliDrT3T7BlZPBUv7RFphtniKVDPK+W0wVbIbBdmNfQ6Hq1byt8xViqe3tTy/PCD648bISaTZici06Hdn+n/O1xHwUIOf/Mam/2u/8t7E3pXbrjtRzrBTSKWB9KZyB/fHx8HoQuLpO0JwNHyvrfc5hMtnpgZq03dzaLfkRG6kWNWn2cRt+TBu2sXBnlD6vdXn9e0lEdBKmWYHZGO9/pLR0FoCHp/9Epvo45tBxjcziGItRDEf5pzWKOH6Cn9DaZPR3v0XM6l3z5y1PzB2v77XVjMvd7z/plnuGdg4+3D3Ge87OJBMMhpv+7a7t6Jx7WRac1xq3vAc7SRXs02rfeY8z7qJX+fo2GOazcJq9N7w6uaaawchI+5jz2K3DDq7yHfNb16gnF3r57a5+nKo4xSmDzXBGfSW3iMSvHcmUuNyILEwRxKFrd0Ai1axu9mrhww8wO+mis2KPRACsKjllOMYcHq2o0RxOOkkUJB8CKxZmF8qMH0agwqPYlrGJLDM1gkmD7i+C0+JkdrBfUaF1YLdl3G2omAPDosQ4/o4ZIOM1/CaKsri9YOV0tlm7lxWyLdiJhF2GCmLQn8UKd/giGlYWsYgiLfuTugC7YEfNbY2xqKqM3CazVoaXMv0a4R0giDxKIvwRWTFllNDJM0upzv864dOqanYT5XyJQMuXe7P2Eo2yyfDw+ZPZ3KfR+4Gd/YfQrB4UBTBv+a6hvge8BCgei9KEo6GfiYUtXYi65PtHq/3abfJIuCxfing5JkkWKxqanp0NWHPmjWiIQICPRDzR42wwgYimcBul9siMYdvrrrZ79We9j7xxoQmvmF0nOB9wNVptvKMU8ROIjjou2jRvzKFC6KRMFq28Hi+1eOWJegZ1Y8gqu9YVTQxQV6vYD+hrWGXcNzywoiD5F1wemiidLWBra5970JXH5xb/7lMeYWOVU1CVfgdvsN+AL2O3Bxjx/xkG/kQnpkey2MnxF9QdavpMJyFMU2sC32hRsCEiOlfnbYlsV/Wz4iusIW9QR49fVeUt40V05LdRxsBWmPmJxwQ4thNevTmO97TXrmhbq142TQhlQeyFenKRG1JvoB5JzOn0H2WxwcCl4IzrDmUQG0K9QXh7U5fGx5DuwwoEJ99d9ZgsbHQbil4drCWVNijBpK7jT2RiE8Ns/5y9VTChlYfQVZsOtjzOv0Q3yjxnpLxbQhNfh3wfu9unHIyuo8tQjI4jmAW40It4bp5nZugk+YhoGJYXxb35z3bWcnJ82jQ5p6eqfMySxyceV6W6GtiD2EKLOQjgAmF4xKMy947gWUk2YRxZ+JfRh0MELvvM5FRhpGegCiuGAJo7ZpyDVxBjCJsSxgj6gWtHgovqivUSkFVWHVK6rGqoYqnBanBWYLZsZ1OXkGyOsZqVCt0jbztAE26svAEyJr8Kurw7F4xEr3rTBzZaJGnZAoXt345nO04FC20VN3IGjUcLFtxes9uMFN7BR0+QHjweeexkO7dp6MeeFJzLxtM6dP36FxHkXB7ryQinGP4p1kRCnBt2IfyOQNnc/03qwrlzrFj+fzbNH1jbOX9Kz4s8DdSZSXSDnmaRt7zJzLgiTNT0V6pyiM6HcLthk8VcMhY/Y+FlfFZ5RBsk/6ePd/Y0GxTsWSh86Qz7NVxCaadL7WLCI2U/6L6NrOoiQjxRlnhoDNkEemc8Jk0ZCdvM/New69oIMdThOsclQyr+xcq2mcC0nc+d6lfRDeVo31nebq1zvGlNl7vw8zIydz1EdHuztt5JM2ywnH5xj4mKQqn227h/rtHtHQH9VAz6zjE/8yZWmmehXtf63L+NANDRFZRmK8mTskWcre5ilSOmBj5ToNYOC49P9N9wemDseU4/1pb2bwwsE7PI2H/dG7ERBT07J7uT/Sb3R8nn7P7++gyHzNKrbdSDPFYX9OJpyZ/80D1anRXGt6JMTN1fHAdu+NSc773pFsn+kgcWnvfONNt/g55mE66BVTE/3PAEKqnAwb+GpgGoTOKhmt4bjqZ+w+sqQFeRY/zr1NcxCGL1zgsTVjGI6nEaf+oIMo8dcY+qGJnu3IduJ+zsflilH/MOhh7tUp6sda6CM052zD0EfSc2NEAb1/ycmjJKv9jFil2CUcAl4x+4qWSolaVNZqFIjOuQjCG2pfEB4Q+YhyoohRuXK9fqVR2XRDMVYB44pdI6Vz8TpZ67KCLtCUZkaVK6ZXtHxC9QHbvlHtNfiOmzFMvFaFaNSg3IxWVrbyTCkX1vXNz+7l1c8/S+g4eHAYyl8wVpDfQK6U7QGxBzQiTNuysEnD5DNFv4GcsXJCeXE6JgUrCx6TGfvRVuDiMjQOLzFYIpr4wk80CUONFMQaZm8IL7hj5isqV7w23BN63bDLCwDFHr0YdFMoZ1h+xtNr/06zV1r5f4KtnHkECrU9QmsUfsW4Ulk81dR6BlZMT7S6eD0zrR4Bwyt6uSDtAnbC7EzjmQ2vJ6hRW0/UC1Fjv2AsVP0AWtA1Hau+f/2T6ZgOB/CZ2Mr0eXo+JKbp3kQMuxpjf8m7X/a3XbiwWypyl6DGeGbeNUmHXekzuHFMYTfj0U4qwO5ubNs9yiQwzYwq746nj1ztMNfO1PL+D2C3H8mYV+fNdrNue2UvQ4jpBC2eneEjx1VMmKaiaC8M3B/pvZ8HoZ1nc/t+UvMZfvPf471jW+/dPYqkQ6gYK5rhhe+gwq7/Ib0kNPehdfMIZfr/MODcGlC4kcl2Qktfn4NwAKRXRetwm7j+ZK3v+ztrJExz3+2XtNbPg9sh/f6avbNvljjz8e4EoLnPvXd0H3jgag+UGNLk3TEAkc6IUY0pndl7/qD0vtBQJsWVqXqqek5tqbiSzLqXvR/CJWpcuaA2YKOjr3TsrM2jDZYQdJYFUaU1Q6r5eCwU3qHsyhBMq8V1IEvgYq8vcQrYnMjUSA76zB0eB/0WbVkwD2nTecSYixk67XQvVTF1QYjwsEXDuGKeOsTd8PzAJNm2z88yFRSRWkk2F2zCs1V09XFnkbBG/DaWXLJ4YaSTIrMnaCp64nvJFBDx22QMFnOlnRh+sGzmyrEcXo5Zc6Pr+I4XBE1h90fRCsOr1p8dmJkWm8Pet+ShmS88hO3dAd0P+rprbz5g56ElIyMShvOBXPqzmQYq6YCnjPCULIZN4nfitI791lMsSX/XlTF5P4XtQbMNUDJ3ehQFZgjvPWLhIBx0T8xp7P7TJNSDe6hbwFCK417AR/Kg0J9PBDqcEgMPpB8oktBawDrvT96+yGgno31mecWm9UlDH9KfGdA6wC76/Q5V23XhqOa1FVr1vUjd3MN+OYWhbQP5Bu0F7I3GM8YTRU6uFE2FgSpW3Hudtvn0tg9uhJDYq/IN4epKaEsjtEH7FmD7xoiQePR0RUSb1Fink9NU/eq0UIMWJy+wiqd18TV1Y2kF++aT1o++1ssz6BmpJcbxiMnmB5ZydWOMuaeTiflz2xk3/ixgG9beiF0Q+95x3prvSQ0iU/ueTGPhF5Ar8ASyxoHiEWWjEcphA5og1Q8tiVse3l/dU54t2ln90GEC9upK++rK38Y5+o2ihrz5Z21xQPdID0cvV6SrRcRIc4OzsUEUhzarPnc7YfbkMC4r+z14e0nLfPNp5A3aXWJP1C2eSaNORDtc3RABAtUjQdwIKt0I4cadMKZpw5aGNAXODkNKsDDPzYumsuOKpyk6Q4taJLXAkoZ1N/pYpAVyGui1SryOg/NY6TxuyBq+r7MGiATMroi8kEoEEOff3dDc3BmkLXgR7RL6Ep2cjD21UykOnqLG0o0QGRUUaQF1odbG1handQ1PcbVVN2hpiT3yAHLCeO0ewCLQC+q2nJbAUkIGyBSMWVskDC+dNjss3IC20Zo7FLQSRog8ZloY9aJNiRQVrtwEsQLyBK0h11dGza3v4JplDZBYEilD7p2kZ0931peiX5Z0F0gZNqVKP/oMWpz01pvIs8ngv8kPZPqW0m1yuCwWbbg8OCLuXSuaku0sRptMfHzmx4mDB7bgER8OlKS9++LY08lxYiAmTlt7/10W9zWScIiQqK3Vpgj/EUvg82SSzH1oU5TvxP9u/RhdXrfO68twLMvWzBgpZGKuO548n3UCTBbPCszOf+lhnTD6oQPJPKn5X/52dE7Lue/uRi8HD2ufkzfoIt8Y/67rO3AcEx0/pdja6VQaq7qIloQmx54dzS+HnJpGBi39XCEivc6cR0CkItmdnzzCLGRVY3h1g9Ok5r+bVKc/fZzxt2+kmETff0PSvLc0/kS488xhMzOs+xtjQWVqJIew6yRFOZtcAZNGTI4z/UPfmzbBdvTxB3TC/Z29nSXWIwewnxrDMTQHmBaogRxddx98JhXmu7nmx3mcR0OEMQ2uIxZD9oWeTpbsYuKhnXAnPbNAOeu0pfPPJLc7wiK9HedjDasuFwoDZ/t69hcHQIcqK+DWQ8U0eORMe2DUcISMwt8hy8xfem3ImMfc1u5ZG3sTAn6xp7qziI3nJfaT4U4Ysyo14dYC7wL/bNff/UuWqyv/9QPShIWvqF1o9ivwimpDRcNRpjJSU7tThLCh9s0dD3hypxM1pG1ct1eabGy8UhROsqKt0jJL7WnzCIhSQBfa1R3hmniaa5UnRH9yZxG7kjUUve5DBb4g+gVrhVZXTD5S5QwC50VAmtfGsoVaHJnEzrjDyZ9AFhpfgDeW+kBpBaVg0nhD2cQQ+YbIP0CeEXl2J4/I0uBRxuo1zkJGcoZzjahTX0q1GjvlAxVDYy8387SUYhc8EuMV1avXmpCzy3LXi/s/6jkcUASPcj1hbMADZhea/u+oPbPa/4bZylYfyZphsFG5YCi6LCBKs9V1MSXkMr1gXNDrZ7R9pdnPeArZcyQ0LmieT9J5zj5gstLEHZa0lD9E4/4JI0QSg/SctCDmR8/LWSriDtJPu+iGjbzz6B12M2+o++HhE4NNIraT1vK38PSV+b25cZv/jP4z5HAWjlKYgWF1TEofI+jKjs6cgqka47fjfJJWMzwgZfr/7JM6Lts94XemeeejuzCLmcK3qRmH2fg4KT8Eet67HSPKLnaU8U4/71zTa+mBc/PALKDYEE5uG2kH4n+c8x2lYbQ9zTz6lH5nhymdYR4bmfu87Xses7z7Tt6fYzn293fznb2m4q/E//fi28DL/eiHALCfaSr+j2/NzDNw9EZAvr3s7thnGMzXXrBxWMju7Z6b0o6wmedw59Lh3SkAWxYnCu/VUDbbIq6wCGWI1BYFjq6RTcNwBWd418sGuOXazJUUVmJ8KVS8RX7vxKv0LMINBdbCw9fSO64Mpt/cG1n0lTwISCEKLOM1DwhDBRF1YQzjSVsZWocWHiDNFTcan8VD7izSTrGW+L3SUxUJyNLcQyS9SJoxIieSNsqIvohFE4mUGWn4sObekT0FVa55CKoS42+GbCFclYxSwAWNLQwfTYIs1xBWrvRctmZIvdKLbooiGt7IqYRTcyWXNtArvRZHH2/AaqKrUjZ+bITI+Qy+5Mf4kU0axg6TELKG9+28F/Ze+3tj4/S385rRg2/TdAmTeH+/X+aCeHuPwfHO4GohcKdS3sbazbxv5F4upCG0R190A8AOAgihEEt+zZQGoM9/3uMpp+TfNcaVyk/tI9sdJLrhJRU51RVdgEx8rh9DLcZGHqxwJdsNj0uPqKRTuIKoHxIz134y+OS/7l1j/ftxHdsN1zleujWfYymumJW32E4CnBF7dgW4vUB98xoeIghXXKF/wtqjp1pSL05G/T8cei2EbX30OYZQ7kqyFeRnl8PlATP14ssYHnIsjPooV1e2yxX4SrhakYWGuyLEGlj8Lp5bXrqCxHxdy4eY+AkviBd7dnXaKygaEQxurLhiUeTNjRFvUL74Hs9CyvoAttKigC724sPSN5+/nWI90jjp8zT5yfvmERe3H/y7fERlAXvD7M1xXxTEPdWxb0j7FY/2+BZtErB7C3z64msiAUd58D6qw846fQ/aLBsiX6cz8ykiJ4JX2dXTaOUlAqsXE6R9dfRr+8K49y6Ta+yxiEiRD34orWeoitgLsIWd8IrpCROl4YX9hIosm9NaO8VYIymh4LK1LqSxRLCosT7oh5yqG91ayoYnRE54Wq2g3UlzRLAS0WxmaHhyJ311UUbDey5SR5l7+LvB3YtId+NpeHmaPHoTbUVN6ZXe9Rq4KhFdUckIbVNBonBg0YWynimloSePijidnll05eH85Afk6lEzLWQKJeqllOapmdoFieKHamGAQtzwoY8TP73SeA2ZI+ZfveCgH3Qr6DenPS1SNQUv7fRRsubD4ns9vaVtCYOLudEzDD6uZ/H6VNYdEWK9W3EcSVrwLq7FKaMrTqeUjCYhnhxOBkHiGyGaxH/DgJ90vnbxdi+XplSsvc8xoPif0UXgo7zsQ80o43ivBedOGbYr4eZ+YSgfQ16UPNWGE0CONZXyNji0BZxc9IzOJSO83Fjkx9UwIoRsOFICj7H5sEufl04wln5GsjGGWI/9WRv2KV5SDshFCkPb0R1ckm/LpNhO2SibTyV0DEBizjaJDLs1YxiYv3d1W4eMtcv3knX3uUvfb4kTc385WAn+lqhD4OQQI3Pux4EPeHSk7uKQjPv9wRyD0CO0d4OAYWwI6Si/l6XLEKgiobySRf3Z4jVruvK0eEo6y41mzQ3P4ZAkrWLXzQ1x2+bK2i3qMLVMhxoygAkj1fcExI6OKbPJNM3p2aMolrThCMcO6kkOO+odxDqox3s2xtNhLuO3Y5vplDobC965ZPp/j8TKccwD7+3Y/vZuzw3Y+ZBinC1eyO2quQ+DjoWeeR63BN3bDcMForFee6rrzWs8rOkMlQNNRzIZIMp9EVHANoY/2c/m+bqzkxtVQoGfEfvpUGjp3DH244hUjn/dcDVOQ97ZfrJuKLThMDXBfUSzzbqw/JD3J9zoesJ8MtMh7hol/dHmLBSdRE4nCPcV6ED052zf1r2rvv4doVDsZ0SUq34BeUXkM9gbKsIiuAxjHlFsVlFzhxbMaDyHY8VrD5pCLohcUNko4u1ojHGRZ6CxqKd8re0LZmeQfwH9iWInYPGUm+1CM6OVQmnmRZ8xWtaiWhrUE9gTgrFs/47iNSNAaO2Ep1QNfA/5QzPFZstI4Y9IecTE0wotxSjLZ1ey2y+08gkpH1H7hvEZeEHs/3R5rDawFa0LwgXlM5jS2jn0QO7tqmFglyVqcG1vLl9XNwSd2NC6YYuvasNo2iisrJHas4qfMzx1UuHa/g34hpV/x1MjAVwx/t0NN+03PLL3FS9I/SeQFeXijln2CnbF7CvIK5RHOH9wnr99DuOxobpQdMHKStMT7qj1FQFKyLoqF3cM/cH1T0dC3FLNI4Xn8Mw9pL+/EY5Gwv2PdrjvG3YYFiYiv2MCkwg6MYgunPT3ZDw7Ry505UT2q6OpmTAP6WGanYxXusIJ5oJ5vSMJgnYDALn5Y3sOuLtm38j9r6EIumF8By5yw4zZ/55W2Q4AHQu3EyjnsewlgO+TwXw31ThHyS3HmZ6so/1Owo/eKINzJzs/jOuAeLPXQkc7Gzgzez/dTMb2f2Tcnz3/mdce6Q4BYy63++zo9S99LNIPY/Mjgr3j3DA/O8aR8NvDaP7c2fGEp0cYzr8PuN5+OlzTkuz9wOZ23ruf8GpjXBPD/SEZjHzfKVi5o6XR85tK1L9JfX4op6gXeu5ybXgqptU9SCu4wuLFX9KzM8kSbaXC/hrev2vszVCskTV2wrJuVkIajNCJrtDfXEnO4h6yRZA18deinQeHRZ6tNT0rEp4h9IfhQEpzA4ZV9wq11bU/ZQ6/DnpmcZjWKMTVUnANA0QJQSrSFsnFdmhjZAqLFF7dsOLRBY2RHieK+4r/8wAOp6E9bUaJ9dtC0dnUyVX3dIyDFIvjWL16/vbw9KatYYgI2EmLc7bPxSTSMnUhGyZpOcYQwuN3Ltnhs/R7wwgx7iSUhrK+YQELf3dvgLZ+EJ34cu6FVHofep4fO0ZMjUiDiZYlzQHSQ98xqTHGIhMdznCfyB+eSorwqvVaAzH+rvxL/p7vrwjhzZxeJhMs+6iP/KsTVl83Ey+SKj2qJMcQylqgK1kMfC2v0VOZIOTr1d/vNNXYh15rh7nZ4FkCYYDAPXniEJ2pNSQMJd1zPRUsne/m3/ZDfiqbdQW9K1Vf3Yu8PTntq09gZ2ivPte1eTSVRXRCW/1Q0CQiB16BvyNyBv6Ee+c/uSd082LS3YurPEB6/4rhKYUqtGdg7Uok3/NvsWYJ8wtwxqMINGjfFcNpqoi3LUGns4CulCcG7uZ7iixOe7WGx2bWoJCK6Ia1F4QXTL6B/sNhYk94irWTewlXw9MXCU57XwNGmVPWBfCmUfzafgYeQc64uB1jkGdEPmDts+fzFz/Miq6YPvtj9TfcA90NoCbpUe6RD/AF9+5SkMWLZ7Mi1+YRK6n0wQ/eor+CvNKLbjfPk+tRXDj82ze6QUMVFq87wfUl+EFEmXznSoMO8iX2wkfna/UZsayB9OYprsQjLTyNx4rJguqbz5kwQkR6PBPrtuoS0UxiF4fzEjRZcPw5bYiYN9NA5IRQ3BDfjVmVFjzBsj5BUz+gImS9BacJxb3NbEPqa8inK4KiuvY2RIwWtZVMPc2YtoeY9xeft1Y39NWC1AXRisg2+KooRRZUF3Q9ufPxaaWUhdP5A0tZeTg/uNL8eqVV41LBmqFSfFx6dX+I7Qq8onXFWvH0Vxpei3IKBaIEe3iZ5F2F9hBKQ/H1UC9a7vKC810nR5FOofPy0ve/qCDt7BEu9RXqW/DTGrRvYZyjFoRT6B4X4IrwyvdODMmTWnjCDtRsHZbJAYQ8NwSXmkj22LtBnWdv14lfz3rgrqLqzi/x5LQ95vRDsxIrvY+7M7y1SRxPej25ACUPj4c67Eluu3fK8fFklMCQIPq4BTISEGuIeBSiJX+2cV7ZsdSk44x4SEEOOlGX0YzJKaJHGcTZd5KRhqRhE4yybT30nbJW/iXmGVEfMmCeksEsSfgt7XObAIj+yAAxrYMc13gSt/bXhDvYfdKZiteUyQfC3nadz0V0yq6PriOJjdCRZ5YD472sBzdCxklDeOb6H8WmxY0QaXxQRdYVtCBLCT5RkDJS0kkJQ4QRzkluXBBrWN08ZZ9enUdJOFSBf4c4i5gbM21ytEi8PUY3zN6ZN7qieTnmk/XeiW33yabvSSeY1vruFU5T87KY+P0ZztP550fCW1CYjtO5D3Ius6VzGPDy5Qkf8vs0gBvV1hzZJNDTfFeXS6Wfh63vu46HwvhLnOemGVh2NIRf/2BJa/KMNnAuaUg3au5IbdvR4k7hJeTyjL6QcOwzGWkibYuIr/msQWcIw8E6Keu8XhbGzKAu3aMj5xT0rfOPxF1hbiazD/TfQnYZKDI7t820K9YtH471mtV6wwAqg+4mzv2AxLW33xBZWMszIoWLfKXpC8W+olwQObPISpNrpMr0GltiV9Q2zJ5o8tHh0y4eCS2b14ooFxRPK6oht0srqDwCjaJvoJVL+0ajofILUhaW9uqOhLW5l38xqioLjcUatWcuaFhxByhrTwivaP0bgnpEBAVrqxtI0vAW8p9GlID7U4Qjk34E+YDJiWX5P9HyKxeeubYPsPwJK3+i2Gd/3l6Q9ldoBWtnpBpyfUBlY9VvNBZqU4zQQYhSePLlKL+BXqjmaaWsVjdGWEWy9jJCM2MTQyksdnaZR6/kmdPaQrv+BfQzor/SZAmf0A2zv2FyobVvLqea4mfgn5xec0HVkPYV2hvom6+tfoDTT9D+AfUfYJ4CVICiK6080NZPmF09I0iraPVzo+or3ZnuO9cfNkL0bSDHDXu8Zmkksf5I6vc7YeyxY2vTrpmJaXp9dOJ6b8BHKp8bMcn4pL6QeftmOO8gG7czlemBIH5dwLoZCEkQhu1gHn0yhEHw/oAoxA4uXSBrrhScnpjZrN2ZwphXKDl2XHaaZwowOZ/eLzAT4nlsB267Y3Y/vGRarjtc24aX7ICk7Z854N6A7dz/cewxny5A5MinldlxpWxlVgZJf2Z3jz2uD/Afxz3mNQsdwvxs9jPB5d3tsF/jGy+K3ZPzb7ab9lC4xtXX5vhXbpq+xem9sCd9f4yDi8hRaL9PbW5WezLwzGj67tWdryepzASpXiR1CEqZ593oBSylhmIjPZlanNNDqEgPXsLjvHox0p5f3EbOY4NIORJM1cQVgFpwrWAB3mJOvvbSQzYFcixEapI2CVlCeO3TvcssC1C3zTvXUHSrghasnhCLiIzwSOqY2D1ehIgxZFYuZCGtPAR7wWdXJu1oVknjXhsL1bTDxBUSFvJ9GNu00ZOqY26bEcIoY/GSYTWEMEmPTSNrPyAMD01ZcU/7UJ4sMgxOKcA28RstcuNKpo65+HybH85opx8i3BA96+77MKnud3p6lQ+yMwwPBxPEhPrTxpG5zww7T0NG7LHJOBEcKb4Phfow5tuB/Rz4niTn2Qv5qVCXXoR39JaHmd7fbOiQid9L6XTZUexIWWzHj3am7E6WZgiX/vvYhaFET56ehj92/nXekuSBOOYxaSQk2xqapmhlzxW6gj6MBP52KoQsvNnK7vc95fvBpYvvHVPMfG87fTBXDMgXxF4w9cgFtCJS6VEgomO/ZaSTqHuOl78CJ9yzRr2MDg3jLWhC7Jemk+JGcOU6A3kzVQxXXIH9CPIMLHQjqL36frbz2GMiWPE9LhkZEZpqTx20YPIBOKO2uWd8sE3jFDh5wdjc0EgDzp6OyZaYr0e0ieFeThhkZFsUuzfxXLquqBfEfqJHPmRxalakPCJawns+o8zOiL3hkSdLzPWE8SfgAvIl4OY8R9Lrkw8BP4exR+J4KDdqDhcFw+shOKpHDQRHDKhXRppAj8aRZJyJz1YBT48jbcb+dy5zQ69tD84PCQ/55G3SQpnoaXucPV7G+82C71TgK6KOt6bmaaWyLg8L1EeEguk58OGbr2G12DtJrlKuUN8P9oZHmQRtl/RQb6gIHmmY9MeVc6Z5gHxCWkXaxfeqvfoa6wdMFkSecVrsShyJmisdF3Tz9YjC2S4/nN3AbiCsGDX8Ai7uMVce/EAuJxYpLGKIbNTygnCNFAiXWMeG16LYQhG4YpH2qStQxGI9PKWa2UZ62Yuk84Pv1GbO370+lfhnszBGgmS9jkwPhdfj6FE4dsELmkeB7uCtphJGfYI2VpBvdLpv19ib34m+6TKv7HBWEneDNXVeEalUMrCoc4fOI+MM1hVK8bAMJXXSMZv67x9skLRB7vbxh/2VKeKuR28kh7Lwkszv+dJkVBkwkC4Pjt+SF82P2XCWz/N7GGNHmsacWcRPJFg7m1bojgfSIdbnajGWIV1M8Ekniol89/f8V+njiJUJIM/yCyFydmBD9Km9rSFf9NlPkLHxzpSq5A9QtumpaDt1zgnu3tDAByR5hAPzOKoxf3YySv9j00MknKZWOkJKf17m/vtzHYnoTLA7FE33GQpnWcKweAqjw2n1qIf1wenWw8mfWU9IWZAlDL2lIItmaTdXAG8Vqxt2vcC20d7ekFppr29Qq9ODVsNw7Ab0dMYQa1kerTs6HTbZ+NLpSYIt6N0OsgfZKZrcp8AayN8NlalfTzkv+5qRer4EukI+x6vG2Fg/uoYc60NxiX9g7KSsnve8EzEywhiZISS7todeICET+yLb66QpZac787TjGJKGRH99DAMvBzWUMLoynuu8qPSRzqS2j8EOP4rQzwjp+GteeyTf6Sn7Zro1I1M/z0zznFMuzXRVDoPosv54YFDDpIeTufjAP3ILp3F4RICIj0sS1m3Xd1KGoaMRulPGPMcf4NzZPgLqkUo9zU7DrNBspTRPx9aApuYpLZsbLEUV4xGrT+6soZ5nqdaCqaHFixpbewCpbHxBrVDKE244cMeZ1byANesKWj3xQis0kveJOwRyQlph4Q2TE1fbuLYrqz3zoB8xaV782RaqeR9LtZD7Ls5t7BEjDKkCazpZFKOJ4YkoG8oZsY+IPqHlDPaIbCeWzVguLxBKeONMPX9CthNSn0CMbfmTn7vM5WDTM0RNNqGhXPx9+0QzweTRZc2EvTQ3TpQzZisVYcNoZhHt+gryGY16X/AA9X+lF/niSlmqy2X2b2BCtXAQaq+INFSfEJZAl4ZywuterK662QptOyEoqxcI5CJXWhXq9s0jXDTOQM1hzOUN+Z9phBhoPLB6T8xnwjZThdzQrW9DuJGPDtes1NhxYVL4GYwUbvOGyuHZ45UCSxLzHN8cIvvePO+15WP2Wc+cMe6k8DEzNknSMQi/BRGT/O0GSLanIXaEs92A67aJ6Z3ZbbTDcFIA7qadQuVEoC3J62Fcu5EacIeo//Ca8em9NZxxz7gRAvJ2/z4JkClcAMNzefJEtlsMuPetE3/8MCHdJD0xyWTuuf47UeAgpHccORq09lLXHLHTv9/slWC8PY2IxDjz84x7CYcj0PZ7b7xj014Z4xpHqqPx7j06Mdp1L4ZUVBxjeu7hwBDK923vR/xDWS8USa6gHqlUrBZXUKRSXNMrwuhKaHFPnp7hIRXmmzraLzkKN0JIzdQtme/YhW1L4VSqE+4r7oGS3id4+J0lk+zTlS6wuREgogWsQFsn8JkrHSSUcyhs6eUahZzlFWRD9OxMuZ5ww8EFiRyMic+WAfiJ6yUF4je6bIwiRP7yMKpYszz3+Vj62MDM0OrwtsSBShRpta4blpInm/DGywiymnJZKAprGmfCaz7zcwatEEvF/orng09Fr9BzkqpgVV3YSoW0Ns+JLxtib2AF2qMLGeH5/d0r0/bE4aV7H+bf6DqeCoXEbG5wpbXC5BE2KxEY0R/95n43Jk5m7uUhHM/PzPzxHj3KpmL/Hmh292JMdtMpQyr+fe08ZDMPCa3j1AyXpItpyMiD5aAywXl3a5zjlg6DQdasj2dYIYVRnRVGQbvYs5kD3Xxcg+r0lYq/Ot0/8kdXrJhkfQECl4diJ6E5U/ssWNOVNH195/RV71wlCu+mErK40lqjxowXcgbkL1A+uXeNZrHit4BDyAg16L4o6CvwG7Bg8gJ2QtrPAftX92CPOh9efDcLn3rKnUD++LeAREQaFeQR9JnMyIBdfK/JispTiDFxECsCaYSw4il/pCDq+e+RT7hhwWsReDRaw3gEPD8+vGESe7qdgYfIq28IUYC3tUhHVDCeHDe1eM5a+915R3WiL/wMdg6aC1kPQsoHj1jQt/AELVDPCFeUzbPD1aTdPwPfHJZ4vn2/ojYEP+O5+cOYLF/CeETQ+TiMywXkLRzUA0aoR4HhoQJG5PfF6bP2AzyxAN9iDyzzLnoP4bzfqxcZZvHUVyKu9LbSYvueEFuhvHpaK3Ojv4iFYtvDw40F9ISoeb0gxdM2NUGqR1GwnEA8f7AXTC9BAsITMfNiaxiEJIqTN8GaIOpFNUVSSV26EcLTNSlNI6WbKSKb45NFaLstIH92nCOjYj4DF4+uMz+8G6unTyT3RnHc0BPdydRcDjAzP5RyRvQB1YVVTiwiFHEZwpYXTN4QvqItjFgAumFcvZiEnZ2/Bf/2oAVDSvX0a/UboDRZnKtryDxRULynvImIQ+mpUt4i3dWTr506Dx18tEXKyKsbOeyKZErENR03CrQ2iqhH+krHheCv34ssTDrs4gJdaWMun4wyZs4zU8moXQ62/nt07LTECK/w8LKX6XTQUyfl/1LWT/ofz8VPe9pf4mAesmvi5eSh3flkyEkS8/S2k0NkH525hugwO2/ljJLIBlcJeclFHJcD9ueJNtok5BShO5Y4bGdpwXn3KPA9YOn9zQ5Xw1lrtBF2wFiZPGG412/uwfEGljg4QyJhOHHN3mnATgbHH8sXHtY7Hv2d6/hQrvEMutnrPd+ZrS5xZpod0/fNSqfhO7wcox5RPLspyu34JtkHcg2HXNUjS9JwN6djUnXaXRQ5naAU9OHsUQ/rE5QVeX6E04KeH2BZ0XXxaImIjLCkN1uDy+aRW68v2HZFX79h1ysqxaMjxNwhCsNqjRp4EsrQAG4TutK/nwFmTLCgBfHuAQ792a7tnWWQSUK8B0d8TTx7Z8Ct2mgr13n+bKOLbgHsBrQf8dF5fBONyc1rNrIGImNMu7FPuDgNbbJGOg1KQ2afeyJ1AMYPG34uogzc7GNzOuKyXdLymLwoEilo6KneckgJV0vwToM9OA9J4v1k9pyMA06rA7dbRjq4Ij1pinXDG5DRZzt4GUjBZFqbLJyee4jJodfyf8NJT3ZroAO/oK/FfullgqGN9pLW5Zx6XaOcTcprM41IGE98Ken5H3AgebCPGHBtDZONrBvZKIgpJZwzGrCJUay4zJuRUPUBa88gL5henK7UBQN0uWKsNPsI7RvV/gdGYVkEMY00Rhtr82jJdloxXSmchwMFkE6dYo9oe6BExPRmF671hVWeOetPVH3hWl6o9sC2FUpTymZApeqXwNXHkMHCCFEaSuWqRhXYrLHRWPFUpyKPiJ5Qe0S3M8vFOF2+Yc1lzraekadPcFmxtwdMhOvyi+NPDR1OefTdYi+IXFG7IGyY/QWxB6qks96rGx/EaHKlySMmDzR748orVhvaPDq52f9A5CfW5U/AI7X+G8grpv8VkQtlbWArtv1HNyi1/wMzP/fABT09gi6BNc3rb8iZWlYXpduCtTOqxlI8IuNNrlg12qtQSkXPqftRjArXqEn3g+ufMELcEkzb3bXDMzPCy80zQxyww7PsJahdW4MRjN2cH/ffb4wPMv+Z+pRJYSDBtrrVfBZXZiJxb76zcJgEMoj7nvp3ArejY9l6KGL6OwyBw5/JtAY2U+xdKymM7n+ax30PvrdrNEZ1fD/Gn+O4aW1uY1ZN/SExb9ff8ID5Awz7+L7t57IL1b43R5kEw/2qHMY07stujPnj1LaMtv2XYxtjP4zX7PD6Pfyb8PPI0HZNyJ3f9fDM0YP6iDuHtm87He1MY/vuHu/P2e73/v4flNHeGx3M79+LUJquGsqdTKGRHpva+sF7581s02zCgi6Wgpd7pNqS3mkRqTB5Omcz7nUfwsZSBgKlwBOCn4MzvIJkhJv6BN1T2FOReChiT5HTvcnD2JBpiNrJ3w2ji883C2gu/q+VDgP33EmhKJX02scoqSmM4tMOl4X0iHUYT/mVEXpejZaHxxCovDrnALBKwM46fbRej8FDFUUyp3auQXiul8UFQ0vPlxAIe12HGE8aOXKNBIeptShS7eN0I3WkW8rCvClwZpGmzL//nWveJcmr5lQKXRnFnM7AOhzymdwjczHJTiFuDCEyfZqpkOculcOznZZJjnjQhXEAnvja7oWci3X+16nWbDi1PNToMECQfG14RA6eLXSl+xTROM9Pumyg823SqLuPwsgf29SGvzvzm25cuFOo7igB2PTWLm7Cxmzc2SA4h8CgC9rf2xnxZR5NC/qTeNBPoe9fGmG/sU+lXZ1WaETtZC0YuWL25gpgHkjveNiwxQ8krgh3bx2nPZkeLvZsiZRKGkXQWtCVusYanBy2Eabt9Skq7vGWNUJcqW7t4u3KCkRth1SSdLxRiPyoyIKIjrQQ+sGV1yIgNTzcC+gD7onkKaCESyhJF6gfMKrPQ15Bvjn9aCenPZx8Punh0wLbzQ22HoWRBkvcwNZpOJ6eRhQpJygLVt2DvNUTtHPQBPFaD+ae4xIRA37A1oBH0C824EvHC89iEcWdoyios4HYOxkZJhKGY3Pv5ubj9lDrBeMheEXQ/PYxJ3srnt9cuf+eHTXM8LpJzQ24qTyKA5aoe55RDanuHZYRddga6ZEcD0Vegp99QFjcYA6hzK1jn9mJnke8y3WuEE+61/e6FKdFJC+rWCj4UTdAIIomvSdSSpWz98kVJHKia6R6Ee+vmxIjOoW+31dkWTAWN55FAUXngRumF6QIoitIFNJuhdpccVKDnm1WqLZS7eQJBazSzLyuQxt81LRii3sYumIwClYTkU7maZw8rD8MObwhmEcAmHURwSQpfBT8FI29UXfGb2nXWJPwACyRgqJc8BokBbPVcbLvl6ChQb6bPe6o6g2mdWedKZ5QpMtAyZ7zGX8HMqUQkcoASYzQ6emg4JLcR8c7ieb9z0E2n3/r5Fn6OHOfi/i+Tr41+GMK5IEz3as1CUn2KqFTS8NJrFF3EAu+NBnsO3pOvGPvXJhwm+QUYPDkmadN8D2yITvwRJtEBRk3DbqBY27CU6Edz2oTvI2hRM9x53imQc1nKJlgOvkPk/T0hwbW3dqnEHYc3JCVegc9hc1hOiJDZj4s/d6rWm7gO69Yf2Y3hunvbAQJRWw3IkkYHpFey4GyIpPxQZ4ekWVBn59gWdCHj7Cc0I/PyPmEPj0ipxN6OiHrgpTF5e+cxrVilyvtcqF9/YZd3qjfPmOXC235jF0v7lm9XbFmnh6xGkgdZ4eWvFRjDQet2afOGUDuPoED3GNPzQv0Honpxr/xaM8n32E7LWCylv4w7BTau+uHjBSa3KJNrF9f5hxLGixk7H1f4iGXW44z6V5/hkMviW8C3TFwem439JSXx7uDnsV6dT3buPbk7ID8qTfLe2k47QaEWF+1CS8gDZQWsx3GyxhXTDGdJfexzZOcxrht3ZI24NINS9l+ONj0c9rOoDMDa+5PmADQn7V57WYliKWeJpEs25np8l7D5B87QeFH13a6YkC1SqMhdvIoBHvDaFRbaVYwPeHRrVevg6jQxM/lxV5oGE2eaHIFCUeCSOvlwyhQnzGUaqdYurPLBLogslDbgrHSMFQbZqvLpbahca6o2oK3eQrL1R5RjE1+xaOt/wKsNH1AMffWl42tfAVW1raCnanN03tawVOjqtdAW9uFxRakKRVFtm+s9RXlG2q/UuqvrvuxZ9wxaQHOLv6vb3gUcjijlQv9rILQwvHCOCGsUB8QO7OE4YciNClUMRobXrXqAeRKY3MZpoDZM1b/s0dY6OLz5nfMLkiL9FQ8kBGxXtD6AUMocs1tE+V3lFYKQjieboXWPG2o8oliG2W7YupRItIEYUEtHIJw44078zzyPzkS4nuEVG4fy813oM/7lvLQPUdJ7MSQO0OYNu6uxXhXdqKI/5V5UMmAwgOlKzUSWLPQEwSU9ECU0cYNaxhKBH+13YAsCeI+LcFExxAGIZkERpmVEoSnVJCqSSba+bFOVvh8aG8EuAdbxrrNhp4JdkfL9fz6nNbD7xUGvKKNP8B3/doj761APL51on2DYDnv4zzGAXQovEJIFybLcjyfB5be/h6fxshGWzmQOSZgP/KJ+QBzxJA/0Mb9iZF2K3tfn3sAlUnwGPDvI+357PcW/u7A05nvfifd9ij9xtgJ+bLA7oDg/dzw5H6NcXRc3j286/Wmif0Ky27MPzRCbFdf9+J5pDMtESU9otug0tXo3tXFFRR+Ro+89ml4XFPR7YWPut2nZWqXyBUf+iIPoxOol/BMSUMIuKK9MXK0lklx5EyUyGmdSvn0bLJe7DHzN4t72Zp5/j8qViIFShTcNltwz07PFS7FcK9E9dRImvlibcAmGKq0hnuSZOHXlQzRs8j/CoLJabQnjLY0czWEwCIw8jMb3fAiNRSZDSkRyRHPWcIS956QKhOaC13p3dMsbW5cUFemeEq7kxd4beF91YRRkLuCXUkvPycpbsiy7cdMl2lfjV0dwm1QDJHkAikA35ovnVZlpN1MH2857Ti0SPSXPCUMOZM3U/Iop+mdicQ7+f5EusbE4m/Sl2ROe6V+V6CkR2hPERNKq17zYrQrLhK7N6+EAhuf/5gXk1I+IVGDXCYfZ8eb+yEkh5pwEBBa5wXjwJ59zQeBPCjGHgt+Yb3oe84lYafkEShzqUuPcsrC2YPuuVLN+UrbEWlhnut7l5VQINtnhM3rNmh1D23UPfypGO6NTv0J2rPTEblg+oKVr05TGsADZlGszD5Fm199zuWbC6Bl87ltVycRmxeEgzPICssroldMPwMvICGIi3uSmzVob5icQT2fqxt8LWhjGFmluMI56oZ4HYpQ1JefED0jegGpyOpp18w+4d7lf0X4EjmqN9hO2Pbs+7xc8CLcX6Ce8FRWK41z0NjN92hNY2qkA4r6AF2pWiZ+IuJ5cLWgy4qsQqtnWl1R+0irnodV9AK80eyrG33amWGoWTD1NEzCG3DF5H+ANRo/Ob2tYUSO+htebkcQWzw3f7EYl7nyf4vUQ/boXmoE/aYiNQ5OTWJvbhxlv+Pl/LAAz7FvvgFvsFxgqXB144t721ZYGqJugGDz2h1SohaRnZz31Dc8JdTfEZ6w9hNwiiLkjdZ+wxXn5rzOHoL3psz/CrYhXOJvGqvDYGUOn15vo1yx8uJh8csZTNEwVElEJbI+OUwyFVmka5JITSiWBo04a6T902LfldWVdXJC9CHs+Aax36wU0JPjf3t0ZzrxgujXtoDCZisNYePMZkpt32h1wzYJHAg5QC/Y8kar5nalFpESxHxk9Qggu4bxzz0CwY++GLTNlTpexsEPn4gflA3F2hWvD1FRq3htkIpHI61+qFaPoDL5HLj6gMiCyUMoP4O+FYvIjcSh93AtnDpCdu9RGp2+TxxzdxQJeQOXrQa1DcosXVqldUP6dE6AOGIlviXi+14zUTSjakK+2TmiBl/IdCNdsZi8fDauGJNxXfrjALrjrUIftSRfSgOcdMOLhLVCwog0lKTJ11KWGNH9swRCl0nic8Chp7KZWrDOWyfv4T5/estjyDGG7mSQ/5cuJubyZU/5nw9kf373GmLE/h7Rhdb5d8g85vLi/bPJdCVepVw+Hdc63GWQnX6E2SknhyzRlXJdgTwB5wCr7FuO9zvcst02neWiz4GIjCLukyysuFyfhafXSLt0fnCjw4dnNzJ8+uh/n39G1gfKTx/QxwfKp2fk4QE9P7ghoixQ1jGF64a9Xmivb2y/f6a9vaC//4P29kpdF+ztzeWJy8Xl7mvxv+p8xxoRMdtiiRMYbXh4z7JWB4cFP5rxVToCjeidxP2xtx1/ZfoNMIm88flWvpPOJdPCHIyVvf+ZBv3oSmPiTVtOL9LRoKcz2smEY79bP09NvwWuDUN5wiU7SRo0shPMsMv+JPcQ2Uw6OuQjGjVwkj5P/ae4rtPGstztuOMIyW8YAQN5huhjmZyp+lIF3OLFXgNCoBeqZrxgHYadY8RyZdvBwGO/jqNArv1EF1MNZNlWUrLMYpATidShHR8dzt3Q31Fy0GDXB/bBjTVI1M/MAMQAdzj+/Ws7XzCM63XDgGIPaMvEQZvXWrATjZPLRvobIm+YFI+ktEppX6n6SOMDJl+p+htigmwZWQ60glRP/VTLA0ijtQeQzQsdy8JWT1hbWWRDtaJ2Aj4g7cJSL35UKS1Yp7C0E2d7oNiFjb/i54H/jIlQUYpcWXjBuMD6O9iZ0+sJsSfeRGlaQzQz0M/AG+dtRWvhIh/ZeGDZrix2pbChEuldmwF/wuRf8fSpX92J6fzVU3aGg6qW0Bm0gplSa8Os0bZHl7LsCeVE0S+oVLai1GWh1kZrV5TCwhNVvlG5Qjg0WftEs5/cmUcvIFeM36FVuLbYU0+YnajthFnB9AkoFPmGUtmaOKosnnZU61esvdI2pZlQ7N8o8mdKe2FtXzHdULuEkXRBraCb0LTRSg0a8GGSGd6//mkjxBBz9gKLXxMhPBLe/vasIDwO8LhJ3ts0e2IxhnFgGLvn+w59p917G/We/71Mz8ztyg5Cg7rmk4NA2qQgHv9PeGR4aMB5otdDoMu3rOtDZmHtOCOmPm6vo4QzwW6OtpgstXv4zmt6D+45s4n5/gHE3MP43v38aLshDzy418dgrrL7nmM8jG9m+Dc4fWc8d+7lcI6zkXee5ziynTFoFh6y3VlAmmd9FK6mMczgkXuw2uP3jMX7K/FtfiYZ/b0Zy66JER6/b7d/m9fyu2ERt+Par8APFMMCXXFIw5Xh0BOadlIXAlFuZJ0iApLxi7hAFakwJL2M04tS0nu+RNOHqJSu8NZghtDTjsTYsjCz5NhEPA+rZsqLSHlQIg0K6fGc3rtpfIrJSxhKmriXT3j6mDbcEGFIkVD4yoh+IOYmMU4TrKWXbtKNiKRYPDf+EFhzTQJpM5JEoz1rQTXCm1Q20uPGlROTgrfjkHQhNo01Dp9os0w73ByGVEGyTwFEw4tUMDNMmivsSob6+jPumdqGl5bkUf3K+3wrr1RmzMYA68Ksk9rcVyH8T2HHPv6OuAOOMj+xN7zNEV6paNnxzwGZeCHqocTLMnk7jUoUeYiX3vL3OI17ZM60LR0AZkM/2BQZMUsLEgaXfsiZCEXmoR6Pp8FzT8vnM1Du+Py9uwTMtCbyovrYHcBZUHoU3L6hsPG5xJo47ORw6HTyNmjiwIU0RQ1jxJC5kgfEGH7slu5e/j1V2hWyNgKeV9U3tBsQzV6jCGXFJIrIygL27OPKWjBcAFfgZZRVyiSpiPTpnYMePrhi2sBdqlPx9wGRJ1yBHNEW4u1ZFCPHvsYYToEj52jbEFl62iWRXwIPLrG3PJKj09hmQEXE6w+I1VDAbXjUQ9If97oSOwMR8REh27JIsLegYeZ58dGJ5iG+Z8RwD3fBozQEKYIWQXRBKZgZ0i4YHnkh4p5djo8eUTG8fUMKjFoEw+v8DDTUzI3hksqbxJFH4MHhkYbylri+9jo97jn26vtRroF36ahzirW5dJx8/wo6XcLIJmG8sObbSdwI0r3Rw0jtmj33yvegBul0z0rIFJYRdmGo163jncPSP4tEwT6J9FGRnglNnpVDjfGZp6NKvDUtzj+nVIceOQOa+7p7d3r6JZWKyBUpayiToxhi1H6gxFpmBOLMmwSPkqGg5YSWB3R5QJYH0BNNhKrGJgyvdjNqa9TWPHdxeo6bIa301I+GhWJ80Np0HBg1pXIskHUa9l6igD3gRdhfBl0QISN1fOsPmiV5zul9J7wFsRU3bq146rSguzYUwkOx8j6+dWfxLO57T5adec7u5ZTnhsLf27TBL2AoiGSc1CT6To6YcvowzOfeI1hz8vrsWpLl976k/3/c9KFNnur5sGabIZNFw9plgCOPmIwn5L0YXsjhQ+ZoY+6BOzLBK7MG9OlNouQ0ewYezD+mrHaPFybO0EW64ZY3rcf+rekXn/N+rY/x99O85+K5d89B71w5aYNZVpDp//5RBpLca2MaT79tux9vf79pK3BvZ8TwB63L26MZ62qJ+EWFLE4vWjytStZ+WBbk8QE5reiHj8j5RPnTz+j5TPn0C3p+ZPnTJzdCfHz2v6cwQiyrp3LCYWSbGyHq6xvb8zP15YXreaG9vCCteYqm6wVbFtqb14Jhi5o9NYzL0uhR5UlPgtfuwDVHfRxheG+J90h1+8NhOfwMMvD0Ri8/7fvb9v7J6yC/Hueylzvj87TnwaIJm15I2M3uetnXXUCQcqoxy7HSl2DqffzPxnvHVEA9okFnxx25XdJcyvzhYCgAyLp992nEgFFIT0HzwOUUlwf8nUy4Zx1c0UG0l06rbb/GE53yaU+OxkedwZxWazfiHfB27IOObzN/yn/zTNOpO5ttg6dOY/nedeGbtxRWVYeOIlzDa95lTbrzrtKkUFiRtqBilGKYVFTeMF6hvbnsq+6QqM2dadB/AfE0kEhFF6+V0FLvwAo8IvLV9RqtuVOOnMPRyCMCVC3OAsVrM2ZdtqZI9che5Qxy4SpvLn/wL96+CFl7AWtYpqAWRcTrr0kzSn0Fq06rzEDfQC7u7MITTYTGV5fj6+eIJgXMKPFZ9AwWkdTmMGpURJ5BlpDDt7ArKq0JVKFxpUoFPiMsiH3DZVyPoBU5I6yoVEy+4We8SIfb0lm9OP3U/+6YHjTCOGHSMK6YVY8+s+KqIjOseTFvlYVCQThR8eddJBnpJX3cDeXNz1a9Rtn3rz9uhOg5qae9stvtuUmOEQMzNZmYfn93Jk73N0l6ld14tM8Euiu95nZsamO+DkoYYqNO49l7lzDxor2n5bFx2T2cwuGB+He3ieml+L0TyWzLhpKqe4FMbQ9DRL4RI8hnd6kmDpfFWPrvSaaZLLPxaw+Dc7I0E+hOuA8GnlvoJ8z/gLfwncHOMQUjfG/q13I8OZdcxYx6me8xDkkwvTMLjbmaA6e7MekoUMzhg7u1PXDTUNzNDGZur+O4TL/eZR7zXGJs0mcw3Z8HlILIPMd4zsZzBxHj0Mzc1jwP3b27fw5GLZG4KwEHmXqa25d5BiGVzEaxuY8dwz5eO2ni/hM9LUUUm9YBI0lPgvQ4x4VgUcNDMAu9tkPPUV7gtIYncHMv+e3V51Ai2mB7ItMg+PxjDTZ1I8ApBK5CCF7XwD0dQkXL38MLs6yufMHAFvfKtRWtD6H8uDo9qFkoEh+Dnv3ZLNq8KTRDlg3KlSwE2r3NpggIszo8GFvkMm9gLeip1oggyDQYmV8+CvZWi6wvm3sMlEjb0dfZIw8s2UddQ4FhYayJ9Qn4WaRfwhRbFjys8cXXp0S+9GrQFDbDqqHp/SBeyJZq2GYB/w3T6umXMqqEEHZqxbZLrHngkr19F9eA7r2p3fAVh6xU5MhQ+I896NEASZ8d4YURmp5cIndCH5Djdm6wEBhs4p3hLzmRveTjI5LNRxKGCYmcj0FXPX1Lm/I6M7VtE50NlUl8t0xF0YsuL9NYwYt2NQylZVFrAxHtjlN5fEhjpuX8pkNYZ6+ToWJQBYdd15dZzjuGbO4D1McpOJ6KeMQQdE9SkQErX55QgOYezzow0uMgopvBASy8VDOVTPad6zPWyOu79HRI37vaFWRD+ApcvKguSrMT4MXTUIP2GWnfwmPdPfqdbpyhfYrvBfiG2D/okSBS3NgAEQm14UVyBfQJWMN7X7H2BeyCROockX8BnhD7d6T9ChJFlOU5Di2veBHhB0Q+gjyBfAhE2BBdkeUDyAdU/u+OR/ZXPO2Op4QSc68faW9gFSmKypVmNXQ3bxhfMblAWWnNMHvADSOfBjKXEjpcCaNDxa5fYu2ewAoZSZO1GUQ/4fUMKqihJ8+dq5xQTlj7CvUbZm+IvGBSEEmX+QWTJZSkLbxmG1K/+jwzksWe8aNiRLTpNeiBBXp/BDvT7Dfgm+febRVSEWxZmDiiP8TnarbS6ifEFrQpwgXkMz/M85owWAM/aqSVCsNv1oDphvsWdKuFd3bzKD+fQRixT0BTrJ4RW5xX64asF6dl5kY0zyNu6PoGcsXkyXlhW6EtwCUMF2lQd95kmXYsRQVdXJFmhhuymhtgpLpKQjPipmCRYmypGyIVXRZEC2aRjoorJhUrJzdubDW8fC+IXKLOhfNG0RNaJMponJH1A+jCpoKp8apGEaM2T0HoXnKNixhVvYi0tQb15J6HesVkCyNEymGL40U1NziUyNedymVd4/PbJP8otIj8aN9AWi/8npGWZorUGqL21mm9e6Q2moo7AlhB2pPz8noeuh0Uq17jRDgFDr/xPUNrRktabNG9qOfyotfICmorNtnzXba25FHBIzOCrdP1LmaGTNjzmk+8Beteu/7VU+qmUjnFF3dskL4eNzwy+XpqNxVEBI20n+Pk5GeSzPA1S+6SW7CPOorZmxsb+lmOSHYUc5Ve9DbPQdPZsHtR+3gDtBN3jb67gT5lauffEi33FGlBQ6T3kH3a6EOEEaE5pJuURmbOOSSMSbEqs9lltOvDS7PQ9FzHge9c3cqTcsTg4nv8S5lABp1LGUN2j/SrlwoJ2DLDV5jWLacXq9695C0hR66ZmUzOSqNPyf8Vn5OsS0RARPqlhwc4rehPbnxYfvkz8vDI+q9/QR8fWf/8L+jjE6ef/8Ty+MDy8QP68EA5P6DrGV1XT+UU+6xtFbu4EeLy+Sv161de//qJ+vULb2uhff0KrdFeXrx2xNuCXSsiitXNx1vAJCLOuwOMgYbjZhas7pEfAb+WRvc4a4hNnvchPyZAEqa5jpPsyiARE47v6URf/umM3XFuCKL7dfveNQf27AwLwiAgk5K6o0LssYFI9GicGHqPrujn6nx5Pqvn/Ak+MOY+YBavHCIkOt0AvH6ihNFByNqFuQ5ywOHZqAAcnhtz2Ot7st/Drj/Ux+t+hQmb3LotDMXmDhNdjolIv75pDEbqRyMPpymrO0gnvOnDkxE83Qm09XH5n8ksZIG/ErC1jIoL2W6nW0rngny3TfPOvqbolHeuF35DDT4gqCh+clZWXihyxSOZS8RIFpqsVDmh7cRiq0cbLBfgQpMr1r5i7YsbNpezK7VrAz7C8r/QRKn2K8iFsj4jcuEqv9Oo0B4RPiJ68agDrtAuoB8QOdPs7zT7zaNotSGmqJ6hNuwqiBW0nSj6gCw/YVx4KxsqTyifOg9pcnG9QTPYniKt0QXUjQ7ahKV9odDYbGVjoZRvoVd4QPiJJhc2/RvCC3r9FXfueUatsWwXkIKdnl1W2qBZo8mFJhUpzwhnly/t4jbXph3nW7mwFTcqiH1F8BLSJissHxE7eWpQe8HsN7CrZ/doSmurR6ngmQak/L+BSmn/BewJ9IEqSmu/0+wC2xlYqXHyrvWEtSdUH1jLQhVl0xMmb5TAJ1VPAXoxQ62y2ldgw+olKd93r38iEsIOf5m46Tu/38X4WVD7A0z/pp9jW3O/cmgzfp/o6J4b7zj6foTd+yy9NJOgpFU0FTS30+oCSGc/KUrkZx2GBFIBcowvEReGxT93WmeER2j2ZTso7K/Z6jszk+i7j2E8n+90C3b+YjGOHTCPvd5fJ9mhovD+et62NIl4h293ZjwLyTm83Rx3iDBanQSK0Y5Nzw/Gdz+86NBmh/e9Sw/P7T/PmDPGIrtHfdAHBprYZuPpFIBz7tbbzm/DsDiDNNtjZvi7udphXW4hcYuVKYEfn8u12rf0PdK1w6Xpm02t/riVaczZd6Z81lTyyxC8wNcicdeYDrN+is4Du5nGaVHo9Qc0YD17U2O4gmOau4ZnYleYGj3nZX4P4YviuRO70NgigkPD0yAFE43CXOLGB4oXI02JqKedSWXkhBbZlytUU0GbkR0RlWGC54R3+pheer661mHks0yhMZSxGUWhNmBm44Ce6yBY1GeoZAolN46EotQG/PsuylRPOaEUxHPqgh9gFIaHVR3j6ffjBdNpPwUuFPbrOtfFeOfqAncKkqaxoyRYWI57FrZlCKQ7wnzTOumJ7D/eGpn7eCe8G/wtm813R/hvet/O9GiQcjdSzDwyDaiDUkyCPMDO2HI7DZnX0l2od/113jjN7GY+aaZIjyRSCWLDo8vmdyzWe253znlrHd/2p06YjUHZsMwddIC16d6eZskOqLGfSCPltGZ5QJp407uXvgUcwmNZwngqJ4wyaFHsXfeC34AFT1GzYl342IIGxVq3afVM8PRwxQ2BQHpLI6+xDhERlenmuOIpcBbMPtAL06aHkkROfDmBnsCWkJcUxD3NXeewIXyL+aWnu4E1jJdO4/32FodEV45TWyy758kXCK/nq9MbIgKH8BI2L+g78umrG6RMcINJGKHUoG6IRRQFBXhEeA6602CJvb4pXE8I1Q0SXDF5DXhcwaobZ5BIbaD0XH6d1mb6i3AI6Ky1+VhVfL3DUCvhdW6WRYuD1yg+DgSxV1e6Jk/MApPfvfJYkZ55WeMjcXYBKWGPi/0m4f1WLIzYxL1RaBtxA3BPq2AVay/4PtvoERc0LFIFOel0PmvWHO80I0KAGrBUC76Zsn5xnsaGpMJUJsVLf849/ASN2oaKlEdE1iEqKK501jOZ5srT+mnUQHjC5AMiBZEVLdULbRcvzGiqZP0jE0+NsFVvvDY3QlSL0uIimApZaNx6XYagnz1tGZhKiA6OKBZpN6RHZ6h7U9dUGFuIII4DruNwmUHE0KyfEcZadAvHjHRWCVrWarD/ydDdYRtt5v6VlFXeue4xjv5x0M0dHY41dOo5FUq2sbbz452OSxgW7vGsnGPI3C6+3efT+ZM/E3KEjXb72AVEMvWl8zu1wVVG/LmxG/MsX5DOazY9n8/pLe/rc4V+Vsl85/1MGDw0BeBp3UYaoGhpSo84n1t3Tg8cIiR34LIhXnUYWfB+Oq+U6dkh36TUkvCZ1v/w8ShWvXv1Zwb/93Wf+bkPrkdyJUATvzocZCLSU7Pf67zjqNOUe5ERw2luavDGwBJrk44skYpJlgLrijycvdbD8xPy8ED59JMbH/70M/r8xOmXnymPj5w+faI8nilPT8jpTDmdI9Wg/8sisqU27HymnM/osrCdV2y7sJ0W7OULtSy0z66stMevTi9fXp3+aAmZeIvx2jijhFxyVwq0sS6OFt/jWzLBN9+fZLPOS+/RkoRnrue+n6F/OfYod+/fDEvmodu+j8lZcZIgx8s22ti3O8mNN0g0GXg6vRtt5lnF+qsTLRij7PvTHwlj8Dzs6fPwKQ0e0fUegbfdACdTH96fMjKCkDQ192W3OEzv9r2a58Jy2Ie5wjMvCXqbBoDYuyOCjDE+S9KQOJHjmnEjB3UwFEj+cod3zHh0gMX+wfm7QPLg76F/XAu/oDREX3x+wTekhcNVsXDiuCKRztLaE9aEWjWM5QIsmK24/PYck8q1bR4FUF59nu1vuIzreLfYybe2ATSKKRpREZlGqEUaNk8soTQtGBd3fjIBPgArIosf0/UN2NjwCOSTnqHBlulvVd1GZiBVaDXr3YXjiC0OBz0P2c4yS8MLPRUogrDi0aELwgNSfsFl0gsW6UxNzZ1pKIhcg07V0PXQ1yv3WkGHG7UVaAua9SXM8ALTb2BvDhfOfk4tBdc3V0QqRUPu6XwyaGRGjgSxUNxBzTjRcGe61oymiqlieqVpRerm6TsJuZ5G1r1octCRv4tzf/iaiPl03VEfMHbdrM2aqU48Y7Mgc6ed2GjHMNH595mQ3xaxmqnvRMx2VH23w6dDRnovhlda93ZMpcD07kxXjkQ75ygzwUlCE89lzvMeyrzjhEG7WhA8w73fbPdsMgObiWkIHzNR61ElO4o0j+0gDd3QQn9fdkznVv3bvyVMDEbuUb158vaS6f9MjGPqZZc24/AbAw7SPWLyfqxe51wHvJq9b3brNi/0JLQc8VRmuMxSgKcy8VYCVyW9XBO/9vulH9xuBIn5RvZpcQgaho6ugED6mnUhYlKo+1hr58GOTvl8tpX7Zlai3bmkiw+DuScTZwgIM0TzGntiep7p+DQf7CaB0G7ozXt/71zNoxkklCR2ijQD6ewdefO9SLL2MDdMQvEfuZutRYqDuFSwVeK9UL6Ze4+nkldCaZIHYFueSY9wH9sWXp/mbTQXfigrsj44c4w0J7JVJ1vLmRQCxMRzjFsFe3EBYNn80Jdo3Vwha6V6Co020YKmSEnlcRo3rqSnsUlzZl1dISbqHqySxaxrKC3bErgVbK4ETCNF0qBHEQmiDdMWpTEkxrh5mGPbPFpiTQVVeM7W8KTXLYSb2BNL7IdMnRQ6GQ9DJ3JvS+z1q5+bCp7iQZd4wXHPi+UFH5AGp4geiTGy1REx/M4lB09ii7zQZqmYda9n3/lB75MnWeJNPrvfSSNdTt5JhewSWy8NT66QHvsvN32+aXitDBfS+pO5fvPOVaKt8M7sxOrsgh0RBSNpgMorlbNjDv1Q02lFRASEYrkL/VG8fE9r813oEQLiBri24+sgmbbmaPyUwFsZimcNz+HuxZrjtDbJC8F7DUYRvjq1uffYmkPak66JOv12fp/PlokfjQOPF0AOZP7RVT57//aEF8J9wsOh01AZ8F5CMV1ecIPlA5lb3+FePaqiVd/vAaNuvESx9oAbBs6xfK8gV6z8Ldp8RChIeO3b5Su0DWuPHm2hv2J8dsOjboj+hJQ/O50ocRi6io9fHhy/pCG8ofwVKDRNXI9CufYZN5g+g5zoqYjaN2hvUKNuBRdXUpeGqkF7wdqb46gsTteqAm/Q/u7rrJ8wWZB2dvyof/O+MOAE24vjr/6E6CNiPyP8BMvvtPKVtjQX+15P3kb7Dam/YfaC8BnkivAS8p85bDVSRLUn0qg2x9AaX3FDS+C0XgN+AnL2OspXCVrayHRBkunltCHLtR8WkQXKY9DH09hj71wm54FTGLQTZgttc6W7K+kXpL64Z1uJtEp69Zy8lwLX4nVFysXxtJwxHjA+ApVmXxA25Ppl0GMapm7EavLIUJY23Di0OZ4uBterG51qHOROJ2w5xb7yY5EE7xe5Itoousb2VdKAKhR0eQQpqC6IFFR/8oNqcWW+59m9YPYRs0ePMIzCz26c+wmzXxBVtKjj+RI0SMUjGZZvsdsLzYTt4vxis4rZxtbcG60VpS3F+6O6N5rV4C2K2IrIAyaLe+EFL+95r6XhBn7xnO6t0epr7NkHX9/mBbnb5jKJnlqsq0eGtEyXqK9eWyPrboigzY0QunnND5PFYVQ2l1Way8UeKdBAvmLfoXGd/HZZ3GXU9BqfoxhseklCXpQ+506ZcUNXRERIRBIAMv3XeVN2GR+csgyZ17fA8IQecjVDTpf0ehQXQ/o4FXQJPXG2Gb2nZ3dGR+Y5NSMeYj3zbCn9c3jHZ0RtKgYN8pwjk5LOpjn3OaShJduejb474T5rSkhfm97VxPU7D945TeWauuGHUJCk8r77ancjR8KjTgoW9xC3Xa8xnmS7TM4I//QVCCbeTsonPiUZiBE44Ms1OZP0SdjQCbvA5Hd3ot0EV6LtyXERpp/7M9CdJeT4Wzo7Fa9TVBZYFng8e82Hnz658eEvHvFw/rf/RHn6wMN/+jfK8zMPf/6Z8vjA8vzk6ZeiDoQsC7IUT0m3eIFq0TJwqFbq5cr29RvL45nt82dUYPv8GS4b9esX7PWV9nWlvXrqFLtGCsDqNL4L2Fkg2vxMNuOOpSEw19100pMPWA4ld8Aljj7dMW133jQMxdKfzKZxJHwHMYiH5gVq+3XYeVrdv+ZAV+vjybmmXkCiKx0Ppt5JBxrcIEpmI7AS08+2u4dW3L/V1ziqyg7/nM60CU3LpC+Tbu/yJgOHmfYkaSQPGgNkWsmutsveLXUdkMpyB4/Tti6Lx7negm8LtjOEOjiHDJ7zt95T8JGktTKdYGzMP6NaRnpmn82oa9iBwv6Kc1wao5OepZF3ej99noYD82E9ctSJ26F3FE16pPzoerD/FZENlf8GvKLN/KxUT0g70RbDFq8dJ1Ts+oFWH6jbBakXdFGWdcF4oNkzIidP88aG2SvdUatc2E7/wOyCXv5313G0/4Rw5tQ+oChVBGOjtBWVQlv+RNM/UdsXmr2iW0MvYCi1rNB+Re1/YPavwP/DMVgaaOW0/k5FeK1nihROywO0ytvr3zC7siwPqAjrm6INNk6YKKIn1w80N6bK+oguZ2Q7IddI2cTfXMbhhLCg8gGhUDiBPCHLv2J8pfH/Aq7eHguFn1EWTL4BhgYtbubG2ypGE6MgXhw7da/1hGzPCCdUCsZG06/AZ+Azxhn4BVHxgt40WvNaEadSUFGuJm7v0HA2agXboIhSRBA+IDzzFilSWytsGK0U2vnkURx6RS9fkZe/YnJCl08IC2ZPINIzoP7o+r8QCTFf8+46bq7jd9v99sNItFkY6+/u29j/mr4Ve7JIF59CwOlDlt0T+3aHJTYZ/sgNOwqB3dACGe/nyJzotT2TyIdTFhWYXGMYBDHaEHNPtSDGBqEUcE/gHeX5ztUJaR/jEZ4z7O6tX6fe+ycnon5DbI8uLu/iyw+u47Lu5vwDRt6fOTyXWtgj6Po6/lEkPbS7G6sc33j/k8x/Bu51HNw9d/B2SYFnCpv2gaRXpEH3Jt7DracAETdU7JZwnBR8J4mNrrKPLniNIc05DPd7+b0rhKr+6T16M551PJx34/do1PsjkJaCQDzfc1Pb2JcWivq5KtkkbKbnaH8v0kIM+1UoDefoiu4BmuuUHp45jvRiixl2FJ7wIv+lwKJ5SFZfKwnFkjR6vvElPUwiTFlCOa8h7K24kJhj7cJi5Cin9L0jzdzr2QYrcYjkWqRgPB1AhxQ3cCdAt3dpScEs4GPFBd88qWfBz/gnokETI8KiG3/rvk2iTYWxV8CjO2oEdIivmS04mzy5IJKFMGUb7Qr9QLSn8fevncnWcPo+cSEnbZlSaDZ4D8X4Dl+m3wFGSoTp0CP7Z46Uc08TUmVjU1+zMwDj2Z3iRUeDnYfCEH5j7N3wmgb+NuC4G5XdaWNQiZ4ejXEIYVYCdPo3Q3emlfSDTM6WlPYHNKex5VhsN1xhXtMdVGNMiYO5v90YPVHQscdsnuH4zO5pm779mLKSCpFWJpinTKNkAWMvaBYeTvaA57Q/xf5O2SFqN8iVOQ3TkFfSIygU0fYKXNxwIbk/st+cZdBANZAF9NyViH54ftnBgXKK51unGSaGRWFzsazLkisT9NDSqzrXwQ0hHn3gClnjupct5BzgHu05np+hww/gDc+VPoo4GiCy4Wl3rrhB6dWV8lvgQ1NXkLQGkQYgD8cWNYkkvNJ9HUsYzYchOw1tGaUgdnYDNG9YGNANNwZ3lwdxxaVlCrSMDJGLzyNhoLiSUS/BsiavwffQLf5v6VxzoBnWNt/z5uHnbhRShnU4QKXh1Wsy/B562gaHR6b6cWOBuREWAS1+iEyFbOe16eUvrgAPw7qIw1S6MdV5um8V96hDT/43+KDkeiSbkqghUYqvxYIrj8sDIsUPlxaRR10Md94iBlIasjRX2q3ngMmC6hY1AZrTtWZYKFubKc2U2lzx0kz8H82NF3INvE+cjqi+ztYjlipISlfKtnjAFDIKUpNQBi3Wg3EgldFZS8tgpEycOI+lQiJTWvg+8qwWNrEpwWtDfO+yu197PvxkhUxeuKmY7jLUyA3eeZ851ib2ChK6XB3vya7LCQ5C73hPvMcjRx7B7CkceCTDSDBgkHywa0tJo4Ov5ZB7hm90Z3Y7x/w+1HcALEx8qMsPuwccheM3O7w75ndwEJielT4HgXfPHvn9wO3i3vBOP1w2PdbfmZ489nFniu+1uQOaGZk6w24etv1dSe9pOn7sxZ4RZb6/hLF4jP313c3RCdOQdWX+myxMp0iIBVlX9PyAPDxSnj5Qnp9YPn6kPD+zfvDv5fGBcj65g4+CtXBgswZVkVI9H3vxtHYqimo4ewloUZbTCR7OrI+PyLZxfXyCWtHTGbtuyOKGESku+1uPAAxmcIMfE9w7vg7ptN+bcd4Of6d1semV3Tu7V6YFnMcgh4a7DPHPXolXh8We96MLGodJzGOb7ndA2CTT3PaXD9/Fxh3OyuGV2ItdNp9oZXeUHGNJ+T7/343H/R3oRpC8vwP0mNv+FDX+mk76xn6elCSJIc74/XQAyh6cB8x7fd/OnrYcAdUxz0c348YsY85tp4wz60+OeHOjUwu42AwT62szUmH/kGBA9dStbVGQjGoG00ZTw7R1OVCaIHVDazh4WMrW/p6fczzi2nmPy99WPK1lidqUNZ0oO3lbfcziaVsNCTnH+brZFbNXP4OXkIVaRVGUD5g+0iwckULeK6H7Kiy4adwdL5q6c0SR6q44cgExVNzrX9RAFZNHoKBaEXmL+l+Gn12vIAuqjwie5lW7I4TgaYcXZHsGu4aLUsEjJtRrTNDcQcQ8GtakhHMrCCslU1RGhIWFHk+kYt2QpXh6qLOvHW7EAaFZCan2z8E6Spe/nM+fXAbOzBBcvd3a0ExTjsRxo6JqMYcFXc8hH0YdNl0wKRE18mOa98eNEFlYdRaadsz1SNlnYhHkOoQN2x1i9kQvGedg6Skd54Ibs/JlKBtuuYhwZ0zpWRH/ugqzT8vDV/KA2S254ckjfXyDEAw4SxCMYJTi1c+70iSIXdKg9ChpqSxK2pFeLHEos4CdzcxXcgVsR7R2lugbKFt/f0DluBaTEs2IHu4wt7tXwkR2AuBOOPiDV67gbvl2hHus7S5UMVd0ZhbI7vlszIjDO5mzVMf4e0uJyzZ1JKPdG+Z/J6Jk6nv2+h19DYWd9rmkRTwjciLFyWQMG2uVOCwdRv5fiwNXGrK2iQHGrCzGLIC54rqLPemFvIugIJY39n/2945V8RjZcUfW2+OH7NcvlaEOC50Ybe+B7s3boy5SPMyZ/IAQbuFpE8oJ9/Itkfon75tHJdCCuQqe21jxkMMNYcXs7NERdg1Hk1CUqRc8ouY43TDAsrkQXzPVSIy1BmxbettpKN0iNFDdu1Di8IaJ57QURVgDfTyKwto3h0DxApB2Lj6fyytS0yvTXPFRFBb1qJCtQA0PbpNQ7LhXkwfELGQkhhekrnhh5tgqJj4WxBVngJVUBDmDN4u8+cWCbNY9rQ/PZMliVjmWsnmxUluwuroHt6rjW3GllIUHviR8wvvfSigbuh4/9nbzcMZu6LBHzE7QHqA9IhaFsbRi+jbG1zSMEPOefP/qir+usA3lYGwus/nIMfiTJVxxxaXvp8GH/clQDAUateQ5/ZkwosQDgxt67YNu0CG3YM4pvTmHasYiusLpR7QzGGnnk56CBCTpra6MOhBgklE1acpIBVJCIOmy752drE7SRf9dW3DO7l3pxj81gfnw32HkSsTuPRleUEKSkYRwHmRD4ZPkO71Kwfk4+NpMBhICD63POeWXSbjr1Gr///5rN6gN7sX01vcuKVk4NpWgYUyQB7wGymdo3zD5CvqC8TPYB8QWen0VXGks7RvoFVle8XDdn4J0hqJbvjhMObsHdv0rHiq8Iixe50EWsEhn1ALGujl910i9FItq8oLJf0coSF1Bn5HTQ9DcNySjLwRaeXE8tot7VfMJj/g4OdzqZ8yu/XAgnS++IVw8+qC94nJfodkJk18cVs0LUPvBY4HyF8dF29zoIf+g1+mg0GuSLK8hnBeUC7IJVr/C9gTl7J7frSH1C9QvmF0jjFmJ84OnudGCrU/01E8T/qCvIFAywqX+FGP4Fa938eZr0yaj5QJcnzF7GntffkeWX33fbeqFmZegl8tnaIV2/dB50vsIFzJmFmDOXN3Ff7P6NYz5r8AVqY9Qzw4/vXqaqnP1A5md3Hv44rRWytXZgzoNtaA/itfiEX1wurScQBbksjl8pTlf0DAe6yNYPCMekaXmSn+RBeGK6NXxRJ+9VsPygTSGp9whKmgYvTUM13qKHL2rIkXwCILmBvtmYcw2p4MRaSe2eUTIekXKB2T9E9gZbR8RrUj5AtIwPBqwbV9pXLm2F1oTaq20utGuV2xrNK6YvjqsecPEow60uZGxhWKyITRR2Czklul8tvmZx8oasmI4U7XVYa8XhoNAHHhlIym4H1eccfXISDFoX7H2K9gJscdQGvzkv5VM1WRgivLEkKnvXRnFkLgdPMJCYg05XeO8JLgS2AtJem0h1ye14C0jmlyCf2l656ZhJnic9domPhKzlOXzgJW/9U5ygwTfiKjBUFR48U4/e0oWss+ouh7SUaK7zWlynDNT9k2elcZLEekmFrPmYk7SJmHIHUJXjrsdUOjpEAU38koL+EifEuar7e0z8exxPpIWBd8DJv0oR6dG4/5Rvo8xdi/yBIOMlqwbV+mKLB/jFOk5s8kwfuf0xvHD9s/du1of1DRGOdw7nHJuzkZt/2gfdLT9jpG3RwtPStTbyU1j6QaI4rJ2iiQxXimBb0WRZUXWE/rwiD4+Un76E+X5mfN/+A8sHz7w9F/+E8vzMw//8hc3QDye0EWpGCaV7XKltRZHJvPzSXFaWM4nSllY1hMqSqGgRTk9P1EU7E8/sy0r9fcvbMvK9vdfgUJ7/Ozyz2X1OV+LG2Dl6Ag2g2Gc12x+SKfPhzV2w2t+yb2dMJ9BekSOIaMS+Lg36k10AJzuy+He/aUeYxsenvu/Ob6U5POMmnvQYhKxKQZdyJ2ih67H3EZ9tclLn6RF4oZiJ+q4rBTvpT9dpKgcvyc+RjpEtNMWid99DnF+9a0bsPTn0jDcJz42OoMGtH4O6yAgeQmRDpKhQyHOWi10XAlDUupP2MffNq2/SMcR54m2B6MSfKj1NiR/tyMVzI9B5zLbRCKfDV1mGtYHAQ4YtUipbCnLCT0VdEYBdf3p+1e7/M3lglMBXWn2kUbB1q+IbH2YeinIRdD2AvYbSjhn2APw7Py3ur5Clg80LmzWEH1D1gtqwtNmtKZ8rR9oeJ06Rajy7HKU/h2RK639gtkT1hpmF5p9ptmvaDEo0OyNbfvGST+wlv9A5ZGqZwyhCmh5YZXPXsPAZwntd88ncHpEzDjxDxYutPKGSaMsK1rEebxC5d9oPLLwQrFXkAusG9autHZB9RMsf6G1r2z1jQUhkxJsBaSd0fqfMatc1floaV5HZLOvGA21FTc0PGO6RLS0UuoD5+rnJpFCRdgMjxRe3WnKfWNPSP0zntLzg/Nse8Os0Zo73Wz1P6IiVPv/AN/Q+hp78P+Glk8+p1Jp9ivYV4RXFntD7JHWCrpVSr3QSoXygKqyPIPZBaufaSibNpAz6/InMrLpe9c/EQkh3/k2X0dqeXx+tlb+qLH84R3hYCbmuz7vMIv+uxx+3wsUPf1N/pXpr8xGCZmanuYkdKK9V0QI0wudmJiMz7OQJmQ4cCotwnVqlld289rP1u5+mwWce3Cb3rHj/R9JZ8d3R8v78fyxto7+n/fHedvUEDq/10fi01gTm79OvU2seddJX+b3Wfk7fc/4lsx9VkDl7xMeysysh4IrDWIDp4URUmn0NELpmSZlCPO4wN8Ng3koyc/zqt0uILc/3HvoDv50vLI9GO6+c7x+ILHthL7DHv/elQJNCu3TPhzvT2ljcs/2E6wrW8ahMPrvawHpudTxrHt1xbqFso+WayUTjqVA58qSSD5Neh72qK3pgNw9aBMWkhCXLmR69+IHBsPxo6ehCwE40S2Fpi7IFDeKFDCbYNONXvT2O4yBUWshD8aT8oAJbn0q4kIUmVMdVxzmHsTDRe/StR7SmoCfBM1c7z61xJlMaxDCX6bPOnjQWXoaxnNdsayNH6JpKE6sp22JRuerR8eM9dwfPhN7Rmd7r6W53T0tdbgFLtw8f/vuLj/r1N4Ixz625eOfDZACE88cmJ/fjclTNdsS6KHhofHw7AITrnDwVZJCmgzsCAPx9eyRXxP974Yoyf3RAdUPNLvp7WAru7uDts0HDdu9PNmCD9d7+DD2rEwzuyNN3VxiYQhMWaKnmMw8+leQGqxE6UUPA0bWjYshfGfaPirwMtrtEUcVi5J2PcrH/JBiUSx6KA9za0YdCvMQfovDk/tpOEaIDjrhJClS6bD6mtvF2zUfX9ZQ6ManDt82/lpGdwRNk9Og20zrHMasHnYfB0yPomvxO+FFoPF6eoQ7D/ZDokeceP7W8OpqDU9J9ebeYhbp83qB9DAiNaKtGriaSo01ZAEPBzfVPm9JbzRLzJF+KAcLpUAapa6upG+hoFDp7NCCbop+TyGcV3hEMbc9RaAweNyovRAedM37dfquMZaJLuNp1NyYtA2+km2kYU08ag6tbojvdDnakgXT06T09fE6hNJQnjSrjHGnDEbBWPu+lOBPIpmK5ISsxVNgtazJ4Hl5TRLv0rTpUTiuRGmghoaxUiV53grS3GDARtMl8GlxBURzJ4QhakS01cgtOPZB5IgeBC5hmDyMzvucys4OMSkDDDKSON6VPZb7I0nqTAdxLz854Q4KufYTD5U0QxtD03P/mqki81+xwfYD0tJ5fNKQjHyIV8LSPycZ2Tmy7Vx46bjXncoO48q+9nKk9aZmr92ZF+60cHeIe+9vEgdmj1tswFx3be/+3PDnDi3JzzHedCbofPk401S0pQxyK8tk+92V6QiwvHq3su+mj22s77g/0aQuONxKNiPieze4HTP+ES/tLc7tpGw5re/3+P5tRwnnfRd3buxf+S78oDtV9XcGTvc6Iyo9lZosxWs5nE7o4wP6+MDy9OT/Hh9ZHh7Q1SMTzBqtGrVeqa25EWKrtGq0am7YUEVOJ8rpRFlW2vmMirLoGsVjL7RtIwu8qxY0ojE00zotxc8nkYt8nLlmANyXzvbGnMMCJ+n7gyt+08s9ofDmGrTGF3++d9iMf6jXsbccPYI+zuJw/1V2YBgOg/PY5j1i+9eRTud3Q8k5xF+Z5yjj3S6VJ53shojsN3Uawd/iTCj5T2M8vYD4DL+EBc5L+5iDf7QJtpFBxM9rB9jn38mHMbm509Zxvulz6SGMe0jedcLsdHS6cfPYvA6DLo5oKZmekf07fa9PtEaO7xy7/BHSfvH30ukv9mYWEddmSPMCxIJQpQW4vV1TxboM7QYRyahESVn0EXew8BTWYk8QRggEmoacJSX0EB6J6ZEUrwgb7kgV6XyboDS8PuYH70M2iBpbiBdXBuL75kWzDVRP4cjpzp0mFSs1DDh+9pkjIztU45zpKS0N4YryFeMb2AUTpaWeJfdoGmqIiGzxCBJNh4KUJ4o7uy5aUD1T2kJGOadMRcnUm4sbe1pEVutKPy9Y84hYqqesDXqR5zuz4YRoXXC80FNtK+7YGfohY8Nkw6J+h7SQo+2ER8JE2k57AMxT2f7PNEJ0ldmQ2Ha/Honl7Zt5P5cxmcJhkyLh5cmdZ46M57ApR8z2gU5MwlY3EKSXxNSG5P0gjn0jaHjwKV5Ub7Lu5qs9njmFIgE0LKHh8RnDsE4ktAu96c3RD6pR9MQjKXQQyPkQ3MnqPNkkwAmHJFgJg5mxzOt2JHQ2/f8o8Vj/1+Wv1FbuOXX8/48z+uM15IhUWuzhPmS3Ix69x+hnjn1Ef9v/s2n+CcqpN7l5b+5/eBzL1Ea+NSvckvl2/BcfmwuLaWwIPEzC2wWxYRjrxqpQiLtCIyIgiMgGM1p6+8oh9UREQnTAd1QIpXTOfX6nr/m0rw329Vvu4U7+fjhkTo/OdUukj+mAiwZ938/hnpMLy/3UTtN1ivZKwDQVR1t4x0mkVyAiISJtkUkopyuj3oAYSIGyYNRQkMNQHKViKf+tzqS2NTzqX4GKLKunddDJe3ryMPKD4eYh1CrB6FbXNzTzMSbzT09gg+4EjTguqThtQ/HCn+pema1BUY82KG4d94KSb5itYCe3tJ/MPV6vm3u31rajxIPDeZ0GWVzBZEkzTMOzNj0/ojim+hysiishbcXaCdEKJQs5RaRP1OcQK6E7zb0Ryp50nJLing1nc/llW1xgvVoof8LboGkIYQ24YBMjHtlcwiOwuhLNFb1gaypiv3NJKD2zBkQQuYwy8Z026LJ1ZUkOIIpmzYf79OCxQ55rKbvRDD8oPbQ9q16MVCy7b8rYo77DXGkns1iWryRBjlBRfyLqhfSDCOOZGI3XLglqm6QyI3SyABq+tmYtjENJpnLPe6owM0N5dRrYFYh5tTBECOmx3oV9keExFtDyqbXxvQ99TCR5hIaSLut1WHrWkkeZiR5N0YszH7WpnzQMey2edGaYI12OfPn+JfXD4DEimJ4cjvIF44qUV8S2kHkeYROsXXHBfwH5hshvuPB8AVkxHhAuYP/NBfvyk4+/GdiG8N+DFirCI8gzvnF+x+zS5StayGT2O8ILJmeMk9MXzu4cL4/utVnCs842aCfEfvb9qkvc+5vDRy4OP30BuXoOe8ti6QXRF0SuWHuJg42HOXuthU8eDSJfUQvjAAL6AOIpbmgV216dtmdRtvVD6NTdI79thkeCtPDKjd2StQDsW+DnGVix9hVrf4d2QdqLw0CfnGDLCjS4Oj9vWeOpeHqgYj/7+Hl0mJ7efF2rRfj0AzTpAQm0ioTHnJSvDi95w+QbVjzfr6dzMrqMFF6Vcnr7Ic6Z/MM/hDcgLeSPpMu2xno8elMtwvd5cF5bNigbbYtIYl2hPOAH1Vc8Wu03b6tEHYftEWyB5ZPjg3qtJcobyMVTB5j4AbkV0A9QHhFtrvBoGQUTtTd0QcoDeTj1bfqKcEL1A3DC5BMigtobKsaiZ/coPn+C0xOcF6QIXDakVqx5ajKziEyxBnZF7A1tb9AUqQUxQ8uQ7UyglTMmRivmqU9qw7Y37O0BqmD1DWqjtoys9pzGvgwnmpl3twDFUxyYCbQtCrJHykF1ZSR2Qbbfg30vGEvsAUC8Romeg45drONanqUNoDrdEtlQrTTxSEr0ESsPzlnM5ROJFAwZJZhnqNaLJX6Hvk3yZ5LFSh1npfi/dWcul0+FSrOhaBLx1E+asm/Pz93djp3vpyEulboa/QYR932e34PmIvQz2fSu88UUayXWLORNAS+G7ePtgpNB1rvqQw35KXlhngaEhkjG1mfVRBcE08BroVDt9RMCiBkVnUb5rI84+blALLvzVFfYpBEMQM2VH244HBET2ee0QAwZPnhlVzz6eMeJV8Y7vY5WFKyfzgfWPYmJSI7ktRFd0s8XFk3+QG7rSJAfZbybx6bxIVl7F4nGPGent/RknxpJ9UGKHf0oE79HOtJhhxkOTT0XPhbnmRDMunNF4HPItL0Q9fmEPJ4pHz+gzx9Y//wnlo8fefjXv7B++MDjLz9THh7R8xlUub6+UtvG29cv1Msb27dX6uUShohwdFNByoKuK3o6sTw8oWVhPT2gqCdau1Z4uyBbpYhiZWE5n5HtSn04I1Zp6+pKtqU4z1XFWkQx9m1kHiVhbmycazoYefAJoHcUCRzL9/P3eG+33F3eC9pke5mYXEPzcRD7GYJ8dFkP7KbP9y+JVN594+gkQ9o0rsHcw2Eg+Ec856TrgIg9ImBW5Es/W+yRFz8rZTQHNuksJnl2Nmy6iB3PtqBvnhJUxFPRZOFgjeBODeI1Ej6EI0se8TNKdHJkSJrjcPBxWkhXKVtbrIsbQCe9G0amNswzNiYdhkKePxlnBsv+xpwzBW43OXenoRxD4FqPIu1Ef3o+YBXti2UkX3AVmXAn37Qxx1BK+PM2Pvf1+m5EYVzrf3M4XD6AnFB5ADm7PqEIy3WjXMP5RhtXLVy19MLJupzQ9SNtqxS7IlwptbKpRRm/B6z9GeyEbj8h5vIJckX0M2illjealJCzCvDo8kn7Au13dHlDF0PsDDyh+obahsozTf8LJp+Bfwd9RJdnrJ3Zrh9BKrq8YvKNK18xMYquFFtge6KZUfUFT2HqtLPySmuV0gQ1ddlSTt1PIOVC5XdMvoBUNt5otrC1x8mIdgb+Jdp1py7jv4NcWJoXqK5SMdko5Q3VxoOuqP7CZkal0eqGtQ0rCqtyXR65rJ8o2wsn+w0/pz+BFaQWzBqbvSFsnJZIbbVdMIuaVwgVN/CoVcReke3fsfoFTmdEF2x5AB4Ci3/380694EakDxgLVwpir5T27wiPLOUXDGO7/nXsh+9c/0QkxMRD7/7SqfUffOf47rQh/y+PZB7H8Zr6kMmjo2uDs9BceqCE57kswcSXMEikl9V+KJIhsVI7/3JPQLdIZe/+NxVAmfYiPfvSGpZEZaQJ6s8lodtNNRirzfcnGO1AIofP30eS2yfGOttx3ezec+99/yOXHfp/D0/+aF9283k6FsQ146P1W/cxbsb5eWwpEu6vA8ocGo53psibfjBKPAzjmPRcsS5o0JWXMeY0QjQwaSEfDIk22ZobHVzi7XgVAs74NI9bJqjdAdmPb9783oXnft/6LynTff9KBjuEvMOfH1OVFBh33oE1ZIwU+vI532M7z/gU/FMw6SG3E6eyHKX1lXIlXHorTu+CM6/IpZz7WtLjfjZCZeqXFDrmSJgOu1CO9joOnp4ix+DeoBkFoYjUDhMRwZaCLOIporZQ5uRBqQQ2FTxdgQ0ckThEOjkaezlJ1Q5mszDW4Tjl0Q/Y9AgEbMAmlHKDHBpZdK17JRsehRHexLOM3Y1OFnvKEhb5wIgeGoR/VlBMcKfyY4SbkXqiCpbehnuDwI5u2Px+0qdBfwbOjxbepZa9weNOmejYvCcO1GB3zXTs6FiQZG72hpI8xOTukslwEvcCr4/eqNITQEA3ZHTy6yGuCcecxyy8I0nL7tGoe1RjnvOAs8w/2Qyb4OFxMBl0UyYDqY89FRnHKJN8Ptdfdvfuj/j9K71RIqWmbb0vz7m/BB1Jhc6C53UFNyhc8fyshu8njz5wa6b0tn3ruvLXyJRID0AoMQmZZ6I1vkWtK9UkaJdFnv++hwllcE9lNs1evJbLQLs8RHsdBHfVUtyDKgzDkunHIlpQYy+ncaSjThg6BdKr38LDa8bBgYBHz5+kLVEcuKc1zSt4NZB5dPO9jlEZyk8eHQb/989rGIKCF2jAq53osi45/hx10k2f0yh0n7CKNbIwxma6gVSGfvfKqIPJsx4GLRGXb7pHNKG0DcWYZdRE7yYjbYZCpheATf1JFJTu+Y9b8DsLHjn3P0eY+cudD2Se3+4lHsZu3zfJd2TAX1zRhoIsZ4+AWM6eaivyDSd+iyR9tzB6h+LYNrAa9wWpFdk8MkX0Lcboe826MbZgkmm5gnfceHnDOOLlPGKPZtRD7A+H50gz5X8DVxtkxKwTouizBa1PxyvB91HX94VDWaZzi3F2vmLqjhx9z0Q74bQwopp+ROEmajCT4B2/ym9H/pQS2bg3843xL2Wze0518TdZVOD0gM2+zyE6Tvw15LnkKf2RnholDR3JBXpMwYBAvmeDt3Y2bjAiGWKWE++a5YaUbWU39mmc8/TE5bzkUnuXn/3K2e63I6ranc/31v0WxwfHHJStv2tTK7bHh752dvj+hy/bN2fpne2/SXib/v999UUbc+o49177cvg7TX1GP0+Lqh65UIrXb1hX9HRGz2dPpXRa0bJ4KtfmfGx7e6VuV7ZvX6lvb2zfvtHeLrTr5p65AQdZFtqyeJ2HtwtlWeF0QUWdftWKvL1hlytWw/lSwpA2pfNJ/N9HJE+42Td+61ObJbkdmKYv+xPuHkZ7eUsO7+7f2+HgkQYb3N78o9dusD9+VA7zncV7Zo/+bPDQ/k6wneY+z8Ggnzl39HaiMfOgknQQFGInByTtyzWXPVnUlHNClu48XBirNzkSsV/3wa9zOBM9Z+CUQOfPQ345wOAItyGgMRHECax3NmfemmwR3H30gHcycZ55WDevTWtkTHzH3h/TPLysKWmeIlJ4BcyjdYFeAF6q/3PLQ8iw7nlfW8RASEG50rhgXPDo6LM77NniXvpikTzA5ViXa1wGwxaM1eUDiUjZ4CLuuHSi10mIM4VlbUp1WV/Fzxw1z1mhQ+hHsDDeNcZ7BA64Hbl4j4bDQF0nh2Sk6RkJByXvr6JUUouWNclAaVLD6B/nFdwRVPQBYQmHUzwSQioqJ5QVpYb0NEUFi5/BTE74OazEthSX7TL1mLmux+3W6cBkpIXQ0nhv19hNr77m4ShkJsOeHjUDR4SDhY/RgrAgFhEbdqKh4ez84+sPGyE6afkj1tsbUcM36ADSOOzcCh8ynXGOBO3IRe/33plSHiB2cksaGSZCSCp5UyGnaEQ+qD7iBoizK4B17UpgoCtOiOIdGc7iKQxqCHhKD983DYRxBJzphP9utPBgd2LQAqEyBULr7Sax66kn9tLFngF1aegQZbLnPPQTxES0pQNwOsDu0OBISY9e8JMQ+4evEfY2Wpd9EzcSnuRTwUP67pnGlwqOgG0+hxPC0bwTwp1yaMfg2wS1hH3iNMhE9HJoA5sHTPM1iQ8SBjCN0H7V04R3y84A4cw5CVJMKRmNtcih52kesEZrFzdG2Kg1YhZ5hvth2yMmemFfbJ70ELQP5GUXDp6TMsIbqU3wyX+lr0jHjMlTbNCb/F/rbU5QZxgfZmTfc/h3C9fliIsfujUV1vXqXhMtvCwloh+W6l6a5vuX1lwxX81zaIuM7AIKiGJydsbdHLaiUacgZ31dva1UvJVQ/J8iCiJTOVQlIylEzu4VXLI2QBgP0BAG6tDBibqShIbIK0JF7C2Yox9WZS3uiqLuneIMqUEpWFHkvMKpwPaKberReteKFbwsRBFMVmitH8A0Gf0G0gRLRVDk7P//sfZv7ZHkSJom+AoAVTuQdPc4ZGZV9cz2/P+fs/d7sfv0M9NdlZkR4e4kzUwVkL0QESjUSHePqhnNZNBppgcoIJDjJyKWDKCW2UAIdOfbJAwtfDOhlgpIRdOCED0sItcinDlCR/AUyzqROtHRJw2oV6yuOI7qaXaNo2REvMdHNH9ysY1UJN3c6WJCW+rRFJGEj8HLz7T1O5Tm1On7VEMOdOV5QxpaxWrPhuvKh1GpT+SO5oPzGZIyhH/saen7qe+32F7iaKC+nT0o5gagdrpypfMus0AiKNSNCToPszRaK1SCQEqeHdafjfNAl71imUaSgiMUf7fNuaF9rhKBcrMYkhusvhdyM8U4RNUGvAxErAduVQ3F2edAu9wYuXUgmZRo+B68jf5+4qhMHdZGRUjegKzzV4nyYZ7VFvLc5Ydfycgnt3EUxnX/M/pYS8Wf/QKssJqiKukjyBNbub6vIFfgAyKPUP8wNHT+gpRnlDMqn0xBbSeTj8lLIGEO9qQXywBoF6xx2U/AoUPdVD6gWjeRVart6SaGiJfgZYqVLfLAgx7R9ak7iUkVKa8+ZcZTaWqKcJqBhrbPoKvtacWaZWJGj6kAanSe3IBJqZdRtsN6AqncgGesAd4NpdDyo61HK1hw9Go0sp4JJ64FnJwm6sXmOVlmg6YHkCOqK02vrsD/5GvQfEoXeh1lqUiqaMo0ToCjyGUyxH4qMNuLaZtBD0g6Iyg1fQG9+touoCtNLasNvZJ6qdGC6sn3oweP2tGuvT47Oc68yV68p7fVDXzPuLFEqIY14stI9vIaa2SxmVErkyG88Mw+M9DcMIsgSMugM9QHotG0IjSZjXZ07bzeygMdEY6INy1P2UBEKhXkAquitTm/zR5/ay7DFSuhZE57vXmvkqxIbqT5huRMmo/Wd+X0M1IO5NMvtibuUG+yoLlZfKuJNV1dL5AXVNaelULNllW4vkL9gqQXUvmClgSl0Jho8gE0Uzl4fEXQNGTCOcpZe4DtiLoeITRUP4N+NWNdC9Iyqbqxr8WG3Ex/RGxfpmUGxOlL0OY1plfXkZOBp3RyB3ZVr2YV4CnbJ5v/J5FaApnRdLR9VRckKUmupsOkK3hWx5s+AcMRPR8iMKfo5sSgWa97TS7LhQh+mwzcnASmtti9NA3Z8F1JDz12c7OJgxf0jW47aJtJCWDC1rfCn0PCupc76Eg2Od0zH1zuRXaJBVF93rX1sxntDMHfVgd9Iexcuh1lOoA5gkJT2MZFz2zckNteJi/mI1DaGGBK496pmX3RzUQBLf3uph/6vRmtiS2sIr3u/6Br7DIdNntjO8NluDsDt0wHNqQ0Dk51Wd4BKN20+J6lwMD6NstFtge8sU+GSM92jxijf9XN0EHjGF6aQVmz3/fmtQx377ewBTaw+B1cULAMLQ86yDQhhyNyPJIezuTHB+ZPHyhPTxwenyjns+luTbm9fqXVldfffmO9vLL88Tv18kJ7eUFvV/S2ela0r0XO6JRJ5YDMJ6RM5MOJlAp5OpAUchNYV/T5C3q9WhBW1cqsaGh/EYiQ7d2S60QdYV63wBkbqWjMbSiCA/nozm4cJrBve7dsfV1FdbjO/tW3f7/Ifwc6vjmgqT9m26s/POJ9PPslnruV94/3VcaAzGa+m45r5ax83mSYH7AgNGABn+2LXs+9v3N8NYIlTCePKZW4sc999MeRtK2j8ToHUyZ7ZhLjTSllP994bcoG+O3VLn39tfdyS9uUajiLTW6IrqavO3Pr1XFaeA42PhGZEmYTm57Ydnta2eoP+tUuY2xp7QESdq/zmJifbhJ0+opN/5b2dJvoHpTpl3amuucVPcu8f61WnWGg0x2Zf+PQ6WdQpdRXRF9J7X9CSyyXJxoT1ftLSLlCviHpyCSg9UZrC0s9sN4+mQ1XMlZm8u+oPKP8HdFPZP4VEJ7LP5HWyLW5nPrZ9/g/QCutHlE90VzHS/ITiTPSPpP0FdUTqkfrT1eeoc7UW4OykuVC0ZmjJhZN3JrSUkXzF+BKahPSFLnYRlmnM5ISqQiSVuujqStNjtajbRF0uTJNiTxPtHag1RnNZ8ifSPmVnP9AeEHzM9oSzQE8iQUV5VY+mzv39mpStny0EnTlV5AJSV9Qrki5IXKD9QmtJ5JemVRYHVDT9IC2I0lOlPVsvcbk4sHkGesxd0NEmFxcT8n4WM3P5t/z0lCaz6hkZPkPpL4g6QsiV1J7ILUDNxWqJlq50vKF3F5BvoIq0k7UdWJ9PSLpiTz/C8gJlb+iItT0zF5YvX/8pzIhdkdneO9+yRtBev/1fmdtX9yd2wXI7uLv7ab7c7/1tTGzzjSdOe7LMUVNseJBiTIEIeI1Ar0noBWVbIZnd+DqpmVEBoSG0uYMsEchkp+f/L7J9VCxa+/QnAzMrkeD+9yP7/6N+X2judwfOny33X0/+/fXfmttxnv92WO8JpS9tzSyP7aZ+OGtv3ts5sD4673zvnnDgdbev1yGJdmE85bxkD3wkD0NrGzGSjda7oMQTnfqCYkq/rv2qGg0ntMwvtiydWLYOrz99mZ/Yl7vX0/vyFY2fX03Rd89BkVrf/u7v3aq9ps7fP/+/kvZDJM353TNjlA+JBQ9xvcMky40MXyv65tt0FmDBAIojJMI2vq7pQQtSuMMe1yG9+1ZEAy/jc+GYWora4b35nwyx0+PrRaP9mdTEvvvlNEc6aiuXLry2MJxnEwx0wGZ3I0xhchMMIetf/seS9/C73SKHBtrxbwEkcURn4dTXIVeOz0Cqk2dDjcZtAf1dELYxtGnXH3IaVP2Oj24UvqjQzeOsI1c3vl5q6D2fw/yZ0/z37pm93giALXn8PeyQ4f/3t32zWN0o8VxbfpYNz662dQhg+13GowgQzw5Ihp3Mun2vuIIjQ39FI5f8WXbZxkGJqHboJ2M7NljfxxiXgdlf0PHDtKlz8Nb7hJj69Kr3/reGPjRur83+W9G8oMjjJGg5/iJsck26Pg8nMModGeZZ0iINaO3UZjDH27+rGhW7u8SmWR9Oh14IsE8w1kqpgzLxt+kP3fGyhOaUr/VMg9+5kGUO7DB+CN9BePfA18IXpGcz0Z/Hr9XoKe2fe57R/P2Pv39IwK9X68YlpXXrBiyfcFKJnppnpagB9N0W9+QCQHoj0CtjqXStkCdkN04j/kF3LDuvNidiXJnoW/Nd2HrlxEZHNi7/4DuLJBra2cZD9YjQgJ9LxAO3ZFvBKve+MWQsdDLz2z814axB81orI9WB/VEqcHgyx74U98/zrONZFPnT72Mm2fkGJmEk8J+UqrmXInSJrlAnpCUrTSbYnoX7tAnerB4ZknSjW6b01zz/V+vRodSLUimgmhCNBy/OpCbTZyKgRLUS4+F7aAi27sRNNhc/9vmw2YkQCprl78SfFe9NBku41XdD20lrTT2ddcFILKQtrWKUnpGdxHcjQwoW9ugU93W5ltHF2Ahq/YSdTvp/lN98++Nx+/loNzfVYZHBq3KJlP6nbf/bHKgjyYEofM6GX/H+aOrE+4BNzLKVRiGHWHz4dsuBP3P3Rdte4/dd9spm8zbKUPOQ2STs28vdRtknMcQxrw9vrnYb7/41qmBzxvX+H5s73Iw+eY3f2o8Gx0Nd4khvEeCwp4Mv/cIGf5u73x/Twc/Gm8nP+MN1hcib30YcvHsB+/L5CCqdrtR15sFHl5faa/PtNcX9PUFvd7gtqA9CKEWhCiZlm/IvFiZ2dtiPW2mo4cpkzlMb1facrOMiFo7P9j0sHde7J6UuhyIP3V37u7f9wQR6/92qvY3fXPEum+79MfH9xb+nXPvNuX+6pEvbCN5O5BNH9tsxSGbauBXO6N9uHx8zruMYqTtN9eGTjcGW4Nlbb44U8ect/S/x/Nkx5N2ZdcU09VUMSS3g7g63ln7tSPdWHCk9RmM/3asb+efcaNxvWNeY17swv30/2h/+th2foc/Sx/399aRCY53/xOHl/6UQu+1qJGRmOkS2aKHgMG5omigvbeBBBMV5IUWOiRqv/UVA1td2TJgzL7YKKO5DrKikTUrXjJSJuBm+pK6vs6m54mfKxIZ2A3hSsJ6rpmOMyEqiE5uy9j4ktueKh7CT5aJIckApKbrietm2ehZDh40PyCsJLIFLkbfjC+OQg9yIScMkHRwP/MFy5qYjboiQ32we6w4RiEAPdYLA6fLAhxMf6MiKiQvHakcbP1EXe/zgszJ2wukBdELpi9an4xO36HbdL+YraP2ShWKZVWcQU5Y9gqIgyx/dPz5IMQbxN1oQOxO3E14sBnZDScY4YjKf7tp3h4b49yYGmzW2T0HvJcmsn0cjM0/Sl6SJMmESCblozl90yOSJlI6b87glDp99SaLBg9Ge+OPFVUrB6AtkJZmcKhGKnraD9E9tIIZGy0polgtVWBL5x50mx7eDSM0GGQ43kbDcz+P7zOlEEJ3SrrqJrj600eHwXa3/X03Nr8Z5z921L1l4fEsfydntpuaPXy/e7T0zzdl4n2BIHfanQ4Gvv13i3LvDZbtsZ3qgz5lf544nQfpp55yasEtSZZxk5LTYbLabMnpLvXyTLkHLKJs1/b+jhBuimql1YP9TjejyXpBtVnNXsMMgFRHG3qGh0FoiPIBSsz3qGr7i4fg3835NnXb7r9bh/HoToLwQsT9Rnq7vzI+z8O143LI/rRvHKKLnbYWo43IOkg2LkneWLOuUJ35iiBtInoBhO9JHT1GXbyKiK9MEnN+rz7GXoEgeiBYk81o0KVLMcdHGAJ5gskdcZrcWaTD6zcXCuGUw+k80iqV5PU1xQVXTgdImVSS9ZmeFzNGDgekHbsQDdahU0Fn8frSjbaAXkA103JBvZ6jtBWuL4Y4qZY62fTAhkAHydb7ggHx1pFpqKdYiCkImh1BbCUpJE2OblHnsR7waR5F6eU31Nbg4AGjWpwfVwN6evkVFfEG2yvoDat9n6zRZw2kNJYNI+p9NaQjZS011dHYf0JvDMehibFA1DA4do1Xbk7ItLsG8HW0d9BA9aEIlokRTrSe3eUBnE2MW2ZeLG5UzFeJ7Ad3vsWYbdEcqeLXxRaV1o0FX1y2QIIxOwWnP1NOcB5mChBEyTkzBnye4507fXigJwwMIgtCrba30479OjgdmdMvydqNEw1ZZkIV0UTy71pvihzOSQ942IvaHu21yKyebRSsjf9thpLPkZfHi0yJaFCmnmmyrbG4ozbK5AQtexZlrAMDX+73/PaR5DdQoenJ9pLOxkO4IVy7LqR1dZ/zM9RXv/gM6Yimj0QJGIkScMxYc+jQf/zVZEX4u9Gb94hgNUduyxWSosV+s16hrQgTJOcRkkCPSDsgckZ4MiMgO90FUlmT2UuLOzWT88B2MXkmiqHpH4BCSlcszdn5YBLfu8kDnAXVs/HWptYXQy+oTLTpJ1RXWnsGzeR2QGVG9RMAVZ8Z+ZlU30+9p88BmNGqFnjIf7eU8SqGjq8TWiebE8nGa7Ih/VsyWSRZoaknfgiqs61H8tTu2wHrH2YZYMozjSuavqLpK9QDSQ9B9r5XHYnfG2QrpAXNkW1mTcvJN5M9TN/UHDu9Ldb/Q+XJnjFfQFeifJTy6jTia50mNBfL5M6+L71EkJCgKnqrkFY0W9+GkHU22WYUyfi3vpjsXp9AMzIdsIbXLqgjyJYqaVpc/7J65zj/U7UGiCnfTA5rQWQllYWUlTyDpNmC9imRxHro2IpXTECuND7T5DMtrU6fi1d7tIw7WrEsoNjnWlH+aaWp9IAwk5rZAKV9tcTKdaG1lTqJyafbEVpGdLVz8xVJlSqtB3Ckup1QnY97wEClGJ9cv5r8qy/G63S2fZaMTqzpotMn+B4BmvcCON5MzqQTpAhUemClusyXC9ZQfEX10VP5DQlrGRwJM7jNMZDKZRN679FaBGUkMh3cdvBAXY9zOc1LIOTFUbP0HAmk/y8CNm7ADyCyfh/YZH1XM7fA4VaTO/JB/ES/sIl0h4c4Qllc5TR+7Dajy/mOX1HLXMgeEEs9aB6PM9mak2WjdrCD2pjE/7Df5mBogZLUTdKGHqIItesclWjUrttLu/xvVqff74s/uTvxbGEIgId6T4o+Mxrn7Cc1Ai/qdkYPlt7Z+qNJtwVgt3XdVkioDFZ0AH/Ysom+e3g2596E3Tii+JyEnYcG+YYupERPOcQzh0alUbuasR2h59/X8Pc5jQDjeJgrYVvHbq9GAHr8OwnijaDTZOWYSpnIqVi/mGVhaZ9RVa5f/6Derix//w/a6wvty29wfYWXV+R2Q28Lsqx9/tXBnJoymifIhVZmyIV1OiBkcrIMrLSu6LrSvnyhXW/ockNXy0qX5gFP3WhEYuZjfiPYmny+GmgEdWPDplgUn9c6TJrKvnLf9hD/Wrd5VAa+FIsWn8dnbWM8fv/xWT8Qo35erOEo63CdWlyOeWZoB+2Y/dqDx0l9DL6/q2+8sU+G6+l04NY4iNjBm55lc71l4EcQO8anA4/pNOf2ljjYyJbL9WUPhKUSfNBkTPYxmaw1Sk4D893veywLoqkh0VsyWVltPE1M92/NS2xW5xEp7GUv9enATfESRJYZ57q499zrTe6Jno9j9jnD/EVWr3Sy2QA4DBkSd5kRESwagYuD7fZm3YyDxyQYf8xDBo5GhvYPjpv5M5I8eBVJ8xUZfmTpPQRqgTYJ05qZ6ozUCalKTYl1+kySv5Plf1CZWXhAmYFfEVkR/X/b3+1XVArtkEkCxWmjthXlgrT/hWgB/g1NH2hpQsVsNaWZj6UaZWp7sKyCw4UkhZz+FZVHrvoT8Btz/v8CC3KrNApr+xXVQm4HhMYk/xcp3ZjkkSSZJjOK+X3XNJFOn0mHL0zlSikLIo+s6RHVJ1Q/Go/TI8pn05cRompJkwPogVR/JrHC4Q+gIekDmg60Ylk9ZX0i6RPwN7tObyirV0OZSG0134qeQR/JaWGevtDqSmsJ1SPt9gupLnDLpNRI5YoycdP/TiPTym/ASlknkwpzRgvk/ILUz9T2/6K1TzTvTUeZDFhzA321wHTJhUpj4QuSZ6ZjRZNQp/8dKKR2NDsr35emff/4T2RCbIL8z5wX6sy2GXe7aDjuN+17xzvXBV/daYI7ye2/7j6/VyBxZ4k7DvYI9MiAmDw4UQzxlLxcjWCMuWc7qDUO8RIfqqaYdc2Ed2pV+3+7AubGgX0+hm6kjz34/fuzeqfUuJKtw9/fmtL3j0HQvrn2GzTxraX+v3XcE8h7D9g/+PvDuBe033tmKBG6+/TtuO5oWd6ePf7dVSkJhjVkPnhQIqWgw+J/RyaENXiKsin7vaDdgFFvhGS1PN0IbRaZjqa14s5fCQUEZbNt3LnnivEmDwdlLs7703P547V7/+PYFduxmRr3SKwfPW88XKEYUh1tGkKBc9pXV+zT3T2HR/WE8o7iGTMiXBmD7Z5dMWiM6fM99sKowLly6fczNLhsi9IzBWKhtnvvhhnokpSGH0hZ3P+V3eESc2M8pCUrWSLaaGq9RqzSUfJgAR2J2R17EjMiXZHTkVb7Yvq4O4pFQEPJHRTjrtTrMKfxvRtXGmnEYxNf3Z61M3RlO0U2Y9cCOZ52PBi1XmdiWD/tfGFbrz9x/An+OFJ0dyYA8l1juRPD7v368QY0wDfPjyduO9sD3SJuF4/CdOCnfY1ieWR/WjTXc+VePNU8eXZXiuxCX7cYgXTDLZx14v418WVRVNY+cqOJRpT6kh6Qp2950WF2O4+LAEqf8GFt9/J7lIvan7mfwe0c51adzdzJl8533lmiGEpf3//EoYZYMQdwhl5L3pDuez/IFoDBHQiGsp7u5JobvDuaF7u3CMLB7xEvFDwoGozGpbHn/dm9D0H0f3C0UZRCEZwPBi8EomQeJuNErPSO0WfqwbBeEiBl47Ue/GLIwLDYu32mUlFJNC8bYM+zJspKNp4nk8vVGGMg1UcUU/xYU20ribhiZe+8nETMXzguUAKtHuj+zvu7nAqq0P6ZfQ+9wErPzrIglu72bfCYkPtxP3wcFcVKpG38blzv9w+JdSQN2JXYxaPclC7eNvkVpXGGU+NVUNQD6Xu5Qb93l5/Oo7bRvtPvILKfwmnVZexgPA2D6cHRpFtAujsUJSSVN/mzHiSGGFtIak3dm1S2Jrt0p5r2bABcDi1YSc1swYXmgSa5uUrifTwEo03xUoTRbyX6mzS2PdZ5R3Y+vqFSbaoi62VF+v4TV1kiIBVzJdBGfmX31zFTKTKIZKMvGfUet5mCq2pkhIjQsx77/H+L1uz+Xe/q673RkKLDc12qvcOnt/+OfH27Tnbn7bn7OB4TSebM2u4qm94zyuDdzcbvYg7btq/9b9EhZ7FfvwWVQHpLsRi1ini/XAci9AzCPos7TSP+PYqb0Y4cR7k7f/dpXBP31GBAu9ffP/fNKvotR2Yg2/QMp3UyHH+Pf+wGO67t/Vh+dEg/eQt8shvXbgzfEtmK2/qyO/3+UW+u3Q30br5k/9C3j5X9JUFyAr3Er4SGoxZgrCutmvO2XV5p1wt6eUEvLxaAuL4itwvcLBOCNYIQEE5xlQx5wbKpb5AKOi0WbEyTqQC1Qa2022LBB+8R0YEn48Tt1nCYvb6P9G7e5O7fMT+63eoba/TtY7vPm3MVut54f98/R2S7UyMB6S3PGehY9M23G6P4/nN2nO1+I7y5dnjO3RTsT77nFsKQ6rijudAFOiBJ4zv3d7h9mmTjwrHUse0iCCG1WQKe0Gv+a9uyWUM+dR+H+C6WoIgAHjlHkpDPbm8DvYKJbhO8zwe7m8D35jAe2qdqoOFxDfRu8XfzO1LE3XMlXvJbxP32iDfZ9KToQWUgSfVS1E0yTRxE4ZmXWdTN8EpiIXPx+QgQ3QHrMfEHxundVku2X002RYafglhZ5b62rIhcfSy1AzFtHWenoZsFVZMFEZp4uS8sSBd2a/W+d0kOJFayVJIsBgtTAYpZOKlQUiZhQFErp31F5GRZCaJdpNlPATkhqDdZj0wE8x8jkKJ3GzNwIHR16UHOA70ctDj4Ttp2XstYJsRqto44vTvALoLeCqRuQ1gZUiMDJXTAJNUBASukaqU2mVFW2j2YoBmPkRw0aRkXKVdaspLxaEEcxCNd+f/+8V8ox/Q9ov6GArETSHGEcYQbgPcsa9tQ2+fj9a5IMjoMumbQ/9yYa0yocTqLxgpR4iZ58CFlI5acTpYBkc9Imsj57N9nT8EOoyQaHNr7mbxMaFtoLaOt0tpiEVo3NpqjcZrX4utxikA6BHdNFsyQcIKplwAJg7IjJoGROaLsHJJs6OhxRjuPGic5jt0S+n0iA0GGEwJ92rWZ4Xod131kovdS7r0jJMSYLbPd863aFgjVMJj9kV2Y9FEO4xyUU6R/vBfwsW+DMX9LyRsVgY3e4tn9v13JG+lv6/0QGTg5HxHJ5DwjksgpbwJZcHrdGhTvHGMuVBsmfGsz9LekK62tWAOfxVahrYaAUvHIfyCgo6ZrvG8YjBEgw+npvb3+VgjvZtxgOv27TQ7vXK3+raOL4zOJT2NNbA8GHW4CdJv19zJL9yN2B1uUR0hReiKUkdZfKUqp9RqMXmBcpZnzvYmhOKvYffRq65HMqFfO9vrlZkJWvHlqdWUpapRH6ZNUzPEfCJJA8mlxxKtPVzLHW18/bYhYs6GEoU5TPYEkUn5ARMiHguREnjMpJfIhIyWRpzMpT0RPAjMeVkeWJNraqKvS5sZ6bGiFejPEiSxmcNR2hNZoyco6JDckdA0EIrZOjiwTvDb8uljA7DZBnTqwp6c+qpcWo6JldRCsNyRtM2hGqqPg8yvRtJZw5qGQiyss7oRpC1ZKL9mcq6PUY6BNYEmGtM6WBUOJ5lKLEdh6cGoaoVXfoDcNLhxBk6BVRaTS+vw4nwDGYE5QrWvX4CuFK3ED6RMSY/fhDg037EmEXucUm4tQCDVQUt0wiP4LriwC3ens2UDZ96o1l8MDqPE7kXsAzAL7KW1BVlPgXLZosIvW17/pzRSmlq2STTMjuQI4mrhnTKhSPfPAkCRty4rwbASrr61dN9gc8YNMVty5WHxcjgAmOJbXs905TJQmmxG9uVoUetbKnuttxo2/s68kgQDyd+zL9qNjORkdTQWy9bRQ1OdodR4GyBl0NiR8OGlZIc32ozfQV9cvMB6YBWMAF2CC9pPrKz9jiPUbUKHcbF2c5aHexyADZYFFoDaEB+DRalaX5AGFf1ipCJmMJuvZnuWN1SgZC6b8jrAg6SvC6tmECclq9KUhHY4kCmnekHcAqo3WviK6mvOlTbR6IsonqRa0FRpClWwGWXsFraTlC+iC6tX30c9Y1sAH0Mlka2pYs+EVC+wcUVnRvKJcUS6IVqRW0BuqF2jNexZMKI9Oiw3SFfIFpPh9IInXd9evRpu6GP20hLSDGehqfQisL4n1itKcoRxQfQV9Mefy6uW30sGMlBTN6I68bb59dxxcT6ovFvhbb8CKysXeOx9ATtZPIWc03TbDUhdkzaTVegiopM2wamIsIGEZ+SipVZcvZnKRnuyaao3TU3Ee7456awwI0m5Iu1l21uRZMSlbEty1oamhWaAlmhYSkZGYrJZ6Nv0rkSiSSCJkrA51Wr8YnywgSUn1guqFKl/Q9IrOM8qMtXG0Xb8ZfGIZMuUGYuehC3r5bLzJDdgchruaYwA5mXNlupkeU49oE4SbzZE0NClm8p09+JGgZUMLq0L2EortaHutPACVps8ohk5EsHItZFqa7T7Vs2YiO6XZ2qhaLWQpB9u3STy7w7N1ZCYnczilJmgr1PWEyIrk1eXtK9+TqRbQpvPF5IEv+1JsXKEbevCy91jy3mdJBttIFMWzUj3jNUne7EYJ7TPsDRx5v2U8tCH9YmcfhKMNK6QQ+hyIF0hwJ5ds12wBPNMTRe2z5NnPKetgD+TupEthn2Kytud7uO4UakFTobVMUyU1K98a4eLwfZlabPtLFautDUPmgLhcHHR6v6bL7Z3dhGej+NmDihJzuFkAfr+wvYRuDwT6OkxNddvLHE1D0FO35/TMCpGeZbIhq38sTHdu/W7Gmo5jw/HnBWCiB8p9ADqOyQNTwzz6p9szlE43cV63PeLGu9/bZXHOLtA6gqqwDBZEt1u4E5frDU2Z+uUrUhLLcqXVleXLbxaE+OMfcHklvXyG2wW53RDPZKCtHjswn0fD/B6ha1mvsIy6fG5p9vVRaA1eb+haLdCxLliWpfeCc71OIqM19nYHAsk+yWDIBgLeAZxH6Trtn++BIC1u29enrykQWQfbhIf/YbBDnU53YKU/o7cBHeUeGV8BVA39sLvEch+LOq1F5mi3MzoALt4jbf9koNMBGNfpTKQ7NzfAo9p6EE76GLNfq9jnzQea/XcKm8D1fwk9TAwIJ0KSYjZqMtla5oRkyMVs1R4+TwYE0GbAuFaFukJrlVpXWm2st9V8bMlopnpmhLqjNBy4CfvexIHze0A1gva2NzUIYmwA3Es5BW12i6zPH87L97QQzMnlv0RGnzv0TVkxnbrZvdRpQt0RLBpA6G0P7IWP21J/wiE8TxfTp+ozAFX8vcUyS2lH0COpPiAp0WpiqcIs3ssgJ1JO5PZEaf8bqsX0bX2g6K8IXz3bNco1gaQJoaHLZ5REnpWUJpp+oMmMeVivCL+jutBKQrOQUyXXSpIPJH5F5ZWW/heSH2j5ZxqVlT8MFLL+DZGFPL+arpwWRIVTOpsVMR0QabRWaDqh6YRI4ZBfkXylsJJQ1jVR14mcfmLK/w3lCnxG9ULTZ5ATVf43ez+vOKJuR+qxIQnK9DOQWa+/Wk+55d+BV2R6RaSR5b8hfGApP6NMtPZC0wuifyB6oa0Z1hM1X9F06eXV0a+IPqNJWI4Ar6RmfqY8/R3LZH8xFW19AE2k+j+AZ2p98copnwGl6iONT9CEgng27wuSX2nlBdYTcj2QkpDmREpKLhekzaT6YDb5ahnPPzr+6z0h+vEdbjooU2/P0+Hz73Hl976T/e8Q1N+7z7AhuxPRFbToBbEFJ9wxIpkUv/2zlLJHZSMIEYqJ1e3SVKz8kkf2jJ27s6KFkhQb21Dmwaw2nSbQSXfMpKO79qjzzacbjOw+82GvAP7w2E3j/TXfWsdvfffeevyJcby7jO8oZ/1vvTtP7v7+9iPs7G/RqNydv9NQvj3mN96hWEcZfjbEYKBOd5k4qQzGhacrBkqlByS2n7inuutRZFP/VaxbfQI0FVrTTveRnh7BQEstlEEj+9a8DUiS/+zx3vz88E47qv/B9+Nn37+vdgMn9qIrpDv+NNylp5jiSgF47uKm8HbFNDIhtnH3y4frNqMlUj7TZpDuXtUfGIjNbvSkcYB0VK4HJUzyBPfzAFZOSBFSKA6lIDkzzRNpmknaTDErAjmZsVoTNZnxUlNFU6UtlgKbEKt+o0JKNv4eoK2uNKVGL2+DT4QAjrjV1DpiXZsrvGqowo3adHivYQ8RCOk8zLsjlEfLYrcPY43c8R5pzl15dO7girSkwaINZVLxtYjP/7OHy6T+t775l82J7LbjyL+CUuXuurePGmXntnt1NwKXU53GdXfN9r/U0UUE4jUuicCoyzn7nbx8ufOsQDa5Qy8XM0qyWFAiDDrPMAaaKXUq5pwVQXFnpTZrm+LI4u6r9xHbftEuW7et7bvc0br3XKiL1XEKAvUeBupuNTYpwZB5YQbFKGW2p2z5kPfrNjx0Fzjfy9zvaGB2RsuOlg6atlJFVN1o3JGDqs53EHPCacXUxLB2Q6KMfK1i3lthy5DwQI1/bgGe1o23KLNm5Rr8ngrbfo5A7+r3VrrzWyO7wYNeMgbDHPEUqHVRJK8eNDOUTvwvF2tEF1u9tbYFtJPQaiZ5rVlT0B1AQtC0omq1/kUW/7cHKe/ACB353XmysPWdiDVw5GfQVpS40ggaZUeWO0jAy6CpRI3/1enIAg0WsAvnRQAoGtZseUF7Xx7xdUjOKoMik699db449iT6zpHjUev23mrjdWUE8KzicAjjjiTFg+wjnes2jYg71egO3AgtRabPlonBxn/uxixs6PhBddrosDNVITLyiNKAPRgbgBAlJfVQcEP0NowLJIL5stLSguYCJRzKjea/BbGAUfKA1RB01br4M+P5Q4Zgf9G24WTaJhetAA0DTcb7RBDcNsAW5na9ULzkHaBBk10m4tlBoXc0eoZVzFdkVvTsQefDYHaPpG1Zx3mHO/0pnGLvHF1EbSjUPQ8fbxo8K/jtAKGR4XwxXmX7KkowSQ94bMKDTpouWva3emesPaFTA4y0X0INpK9oHwps0mGwCrcpFUgS2Q++Q8UBpk4nUeO6O6hGNQbZ7Xv179+oTLs5pd9gzCbcZKG+83svt3a3iefKNqfjczeNfJjw3dVx0lvNZ3+PcT7j2xj7n9Dd3pwyvLUMf+tIJSEP9vfY3eqeaPbD2592p49E1qjuz7qj7b1+Ni7spo+4PtsarBXWlXa7IjXRbq+0uqKXV/R6gesFWS6wXpF6RdqCtAqsqGckjixcHXRpgSwDwlmJtwTZ5Zaq2UI3L3vr5W9NB2n7Mf6ZtdrNQugXLluCt++ZhV3xrVuHPby7Rty/PC5g8Be5m+47Gtitx3/iGJ49LCD7gQXzeDvet89877PxPvd2/v27bp91LtB53Vu6D//bznfh8rd/FsGJlMzR2W1UB8w5UGkLQlTL1PF7tGojqVQ0N2ve6+Qlbh9ISu5/U1cldXiT+/208bDo1brZse/Nf3C00dYNOTU+YDt/4x8jE9Q35/VrO4NpO5H0zeNP0Jr0htmr89ri28bLfanp9tIOhsjXQNrD1tcSrL/D2XQJzYhO5PYAqdE4obJ60p7rnppRXQmtSUhUKTQmB5s30BfgBeWMcgBZIS1+/gHkQuOGcuzgRnRxHeaEZQOYbiXJvGRZrfBXTuZ/a81LQsqEpEJOF1JS70iXaFKoJIQDKR2wMszWlJu2muxNM9I8E4JG02r04ip2Tgcg05jR3uRdQa5YWbUFoSKpIBxosqAOHu796lryPVbpm4eG9R0TWraeHrpiMlquPgBbwwjRo1ekvThbNV1fuKLyhMqMoKTIvJRq9JEUy8hopqu6vdN7pmF9vzSy2H5w/PkgRCfyu83wDvOFTSBvW+6es2+7SPVud+yY6raNNyXav9vdcmC4/YyRMbqTtTcMCSS5I9Fl9iDD7MQXGRHm/M1ZrEfrZEjOXNR7tUrvwyZkWitom6h1oa03artZZLZWZNWe9WCIktZlvs1U2yso4vXTZSHKumiUIhBb7OBPEpHqPi2D0N4pf+ozkrqoBOV9BWz8LPtcjvfZ1mOn+vf1THfntrvvv31sztxgivFFfOMY30EZ3d5hMK6Gd+zj3aUib+JiP64NIfnuPRgu3s1TIAp8c+LOfjYE/dbTYSu3lL33Q85n/30ipUxxJEA2AIEJZZFef1j877BGot+ImcNWE7E2rHyOGNoMKqllVr1ZuhqrawxWA16HYMSbPhk7OavDq+tw2mCQ9P8MCIKYbzbBvz1hdyHBYLe/tnXoil9f59FRNiiGP9JXeyaWO1+iB8TSeoBAVSBXyL6BvQ6rpkAz2ThFDdVjRQ6Bg/c2WIshGfTieoXvQz9fU2xcc3pJFmfwNxPy9YQwg1iNdjP4iyMXMcGiYOUUkmVhFAjHhHgfCRGxuq9FyIdGKsp8KOQ8cTg9UaaZ+XGmzJkixXqWlIzmRG1GS+v1ldvrC+taud5u1NuKpAttVUNRV6jJEOrWX0Np7WaOvFTNxxdzGmUy1BxwgSiTov4umc2h6WvfzCkpKoZG1qPdI9maiLz6HBtamTbbdfoMrG4seZkejVIs5gRSVSS5wywplGa9U6rzlDr7d4Gw9M+dHqT9mLfpji9ijiVC0Rpx8RiN9CwkV0Di6s57XPkAm09RNPo5SIj4oPFQiTcjZSdVQxGWcNmMhs7WyNQC+OLyRujB+F5WLoyLZNmDkige60/Fvi/T7LJ0QlKiFENG5zxbGcQINLnjurVm2Q5tZakXaIouhoISboa2k+RBC6c7T4jo2YTYHslEze1IvzZUmKXWri5/yzBnMU9Bs7BlMuRge4SBG+fa7Fn5nybxeXPeOtCKMR7CixjwhW11jM6002rw5T/R/CtbppdkdwjWP0BXtJ5BJ0N8S0PXmzk7gxbSV0SegSf3IzfQYoqvLEbHzfdnPdt8zXYvC2CA3CZohejnopP1odHoR6OLI6mTv6LzvORZD2pZYLRk/WWkImWBdEXm353WB76gIProTr7iSn81BFJ6JMnEVNRq+k9XJFdfn+ylb2ZaNTprKtQmqE6keqKtK2t9BV3Q9dWc+HUxZbv5/vO6taSbO/m/erzSyzP1ZtJeP18mwnmrWdBkzfMsa0SMP+G1+Xv/DwcJMDsv+d3+Xp2WkxVQ1h7EW1FdNoRwu0GLRtoRCMpQj1B/glbtWSJQnH80001bbzD47UMjo1CeLetiuhmq3fv8pCZujBsPshYByXhtbmhbaZ23NuPrB+8fkwuSGik7mrsWo0k9G69fI2DlWSDF6W3BAuGp2pwUxfohCG1JRq/p1Zpq5+yGtGV7JY4IE9oebK1WW6+UGymv5PmVlCp5mi24kyPwPtl5SZGUKZNlInI6QTuiy4W2Xqh6oepL9H9EmdB2RKkozwiJtlomkPJEZHSAuCNASekZzTfrWcLF+WLxzK9qtOjGsCaBVux+0mxOfC20ORpdFC0340RqvZSiaXbyJgGpzagWu58IKp9sTB2x/AXRBdpiz80CHDduqsUzMirKDU0XoxkcvdsSBun7tiGryYMgOjRed+3TePnGhTf9qBJZkKErC1FrPHiQZxgQRak84xax8myMw7q3O7UjlbesR2P+NpJE0k1+WlCtdnmgSE/+6GGBGI+arM2u8md3xE0OUJoS5GQ0Z4Ex45/dalM1xDCm2jZV1mYAuRr2aYuldunT1Xz/r7puEPKsZwu6Xi50cEK3a9lobESSd0R6N82Guewps+p6Btu6hoztQXMP9PVxiWeoxPJE0HFvWQhsfTVGc+YbR/QH2QAaw/i7CSQeLPbP0b2DMV52PNr2nm9+hgf1sfv9gf6szZR684b+l7p+ObjHm9OoYsr97YbmTP3yGb1dLcU5Qb29oHVBX/6A5Up+/QPWK2l9IelCSitpigzURluVtkKrhjyvqqzNQSLV+Ff1QGjz0oqR6cZSDdl+vVkQYrmZfLUbEoAJdu872J+qHYC7mZLb/Dlp218j+Iu7e3qwu1+gRp8SoskX3kq7tYFGwx71cemeqoJ2/lQPkp6J4WUK2wg2w7IKBloKmR9jEddtA5xo18RUOV20HaHBqFHGunT6ij0mfV5tP6rJAPCswu23yQRxnIXL7VScNMXeIcCV/pOykjKUKZNyYj5O5JyYjhNlypSUySmbD07oiPO6KOutsq6N27KwrgvX6yttrXC90ZotXnO9MXhZzwZqnuGmJgct2cb3x7COgpieE7TREpaVsPHICPhupLqnjphem8/Nxtg+H2g6eAPxSJ+prv9u9ww+OmbFj0/+3rHevOdF8aw/ByLimUxZz2j9QFqOSC0ov4M+k9PVq79M1FsDObCkM1VfEf2dpIW5XY0P8AFoZFFgprZf3aL5A+HG5IC/VQqrFFKDpI2y/k7mN1b979T8gVReKNMF0ROiZ1a90igkZpKcEF0ReUGl0OSDZ7eeraxSfraV0Ytp1OkR0gHKgSTZdDu5WUuEnJjbR7J+JHNgSROpFHK5WGaBPNPqkXX9V9BKbf8k6RPT+t9prbKuX0AWKC8IjVLN75C8V86afqXxxFqe0fxK1n+Q9HWglyuSF0SfEP0IOXsQZ0Wa2QKaxXRrstFOXi3e0D6RVCm1oqKseTJpnH6jtRVdPyNc0PoXRM9oeYGyUHOhtTO5vUK7GD0VC+5oS4islPIPSE+gj2hLLKtljafyf9kzbwcsc/r7x38uE+Id2TloDP5nnLRttTcO7vHPd/bF/fnf3jrv3WgUAP7XoAB01FQgvwMN7jX2e6kJ/76jnUKpS2YT5WyO4VySgwyty3jzZqZJLP9BqpdpQUktmeOkC0Dto3qrHsXn4eQaBMUmRffvPtz3Xp0aUUJ27oj+MEdXnzFh+Ga8f0TbQmPUPrf9Xjs06Z42/iuo+Tvq2n2wRaJ1+HCkg52m0o+7BM136G28xziXOlzzHl0OAbO7M2Q3kwOaWMZgmGc/RCNqKRu6SYz2crIARPafSGncghBC02T4t3CsgTGoVFCUlDINa/4nqSHNHBYWmPI5/Eag6B4TMU5x/HNHM+/M3fszFyu5/26jo22l389aeUMpm9Ig77/L23cY9xGMTXC3c/fvseHSfI1D8UiuKKREL1CJsDlV4yGxv4Mu0/Y8UT8/vBPNrU+vlS6j4hy11CFSlk0TDN4UWqlYgCNbmZJUIE+ZnDPTPFOmA8fDRDlmpjSTpaBlRnOhtsZalVtKoA1Zlm475WLvk6o5W1MTWsOEYhhuYI59xRXbMBTF+Ya4ESrdH6tdwXPlGnMboHi5CQ9miGdeiEIE1XqjZy9rFzx0lxI70IiaMqhhNIranDd3YKiXrkhpQ16Oqa9/Iri6J7D25pNY97d30uFnWHaC7zrKszsE2jf2yrfGONKo3p3qDvwwdokAg/O77jgIx8r+91bXNVBOVtIweTmWXKy8SZkKOScLQuSZHoRoZqS21qi1QXMjoprDUgVS3cocxv6yLS1s9nrsiUCW389KyMFAMIVU22ikizy+kblwTwdBGsMItgeOkkg70E51W9ngeIKya2IZetafCeh7zw0zlBtWhmcBPfa9qJIsg7Nt0skyJgzZuJUeyX2OQPtc485bC3oKW9aDOzA90KbJSsxJCp4k1phZBz4o7lByftXfszkp0tyQuNi5Wt2vE/zzSCC5w/mURMmpkNJMnhZysQBsyhZYExLRILilSl2rNWRNamU1tbixbOVtWvPa+fWGZeg4IrKDXMwpIRpOcS8V503BiXEnR4/3cme2/jF9/Z2QQR4FdcRev9GdIZElJ9GXzI3tTpuYcdqMH27ATt8bOmPI+VvXKbb9JKMd/j2KsznBkLFk7c6Ivo6dfDTaeRAZOVEqIfZj9wYLgcSwAH0D9X4bGuh+DzBbKZ3gTc6/ekqVz0UWC1a2cFAaHVkWVuwCy0o1cMDsc7S/taSGJGucbeP0ZzcQ9R43KZFKsdJgzRoVaqq0tJhj2fvH1bVZU81wjslq9NLUgluxB1x+iloQwhBqsV8dYTzwwo2VeJmHkIti4904TejQSmQojZmBJoJdxxmyLYwWJ//7FemZUUFbBo7QXSmv5Mvi3/dnWkNuu7jw3UyIPqjx0IFOZf9btd8vbMHOpOFOVfQzesa70WuSkC0R2HdVYSzp4s8aeX+IYpNHPodd3g62i+sWPQtChuyHLn+7/85ASiKkJJQE2XAjvfF1Hy8Q2VxVYfUM0x7yHsX8uzp9AImcLegI1LqTQxIvPOpZ402FfrPQvZ2Hb3S4XRLHaAX0Hx10keH7Pu9v7qN9dfej/rP62zgn741Ohi+HM2Nb9ZGONOmnhMwbggxvDtlrDj8ebF+w3T27RqJ+jqr1c1hW9HazgFW2QbXFghBcXmG9IesVqTeyLiRWcqqWCaamK/QAl99fVTdnppf9kgAiWWM5tLqDffVemuvqOkmD1hjLL703J7vlf8sStrm7YxnvkMZGo+O3sk3Xnk9on+b9ut8P5s3k/0mS0217vPlu0x93g9xNyMB/kv2jjz/sl0GvfDc2MvBTeWfw8e7SGZzQmaYP3jL/dHOOM5wjdPssekBIYsvUL2YnTHOhTIUpT5ScSclKE6ojr9dcjRaX2gOatd6oKHm18ZpZLh6Q0E0/8EBSZ8P+j5G3v11K7aSyO6UHNu/38fjuynuk/PYYZMT4cBk/H2lrTyUDd+FHD9Rm2bZ9HT24ayVrDQgnFFIrWP8DCPAcIr00rqREkwnlinh5XGG1e7UJkeYsaUb1ZG8hvyMOsBFNNBGaRPcCIelK0quBc5jNMS8rASISXE9nQpicls1v0MT+NnJPiNxsLMmztpL3osrmx83ZfL4lJ3KaKJLJKigPkE6kfPOSmZGRnFHOaLuQ5SupPZLTA0KlpRWVhMgFUKSaryZ1XexgtJ+8VK7eXJ7dMDCNlVA0MNIRTV662mmvESJQUAe89RLJOtl57h4gWZqyckHlRvJsZWkn0EdEbpZ5kQxskQZ9KSAZ6jaC5AvIAaucYpUyAsxDSwhPriN+//gv9oR47zNHj3QiH5xppM2wBDaHetxrX/OzC2lNGxPr9w3rbNzMwzA6M+gi1jfU9hMOEiSQ5FHjtSB5sr+9+XRKC5KaZULkzDwJOcN8LJSSmQ9CmayWXUpCq5VWK8vtyu36yrIUrhdYV0+Tqc3QYc1IIVAdHXVCV/V89IGCVWOEOx4yOCtdkdgxnM4Uu/azfR+CoM/lexHbUZhta9mVx91gdHheXBfXhAPjveveP94YEV1/3dZ1k5ay+24bhfZ/ye68QYkdleX3lAVgU4y3z2MUJnw3pXZP1zIgZoKxh5CNXhAHJE2kciaJ9R5JqVDyAZHsxgTMWclJmXM2REDOLoStX4TVsJcNrd6ExY2N3JTaDO/VWqY16xHQ8gQNWsqkMHLZUFwwCOI+q7E/dVNgZFuwvsd3Bpi8QX3I3b9337rjY6PFcT/EFdL1aqPtYe7vsmdk+Pd7RxKn2Mgeq5M/a90UEy/1QJ2M6ap6beQDUQLEUpquIMkQegloB9dzQtExBqWrKz9ycJpw58nqCNXVhKEUaxAtuZjzJQtSQKM0ApFBVQ01xGoCSgGOnn2RzPl/WA2JfqqkrEyHmTxljh/OlHnmw8Mjh/nA04cHDseZ43ym5Jmo4XptlZuuXG4XXi4fuL6+8PLlC8vLC6kurBUoK1ob67SSVmV9Ve8Vka0muWmjSHaUSVt7mTpkwhrVKYj1p9BqjTk1X9B0daQVLuSy0aE8Y0EZa04lReyet4ujlvLAjhIs1WCAbGhgIi2yYc7BFnwXd8wqgRoWFajiMQpHp4s38k7fIbQ3h9OCI++74e18Y+OB4YELyZjiZQYuJ3v+Hsh5svvwIjsonC4d4sUW6jZOqZGZoWCZg1YV0vaC14oXCEe4eK3s5PukZ0KkiajzmpIHF1Ly+q7CdDiTc9lk6XxgmgplOlLy3PmpZT8odV1YloW1rtyuM62u1OuFVldEKq16+RBt1mJFFfVG6EJFWqB6oxa3OwvDK+oGwxYMAHMwR6NZfA5DxhWfu41WdvqI0/odoHMnR9QtmJ7FpaH0t+FpzX7U6AwSotO27j84Unl2engAJlp5NGR8Wu3dsCwrzY4q9aCnyk80+QRysmtlRbi5vXZBKaAn26+zpRDT/vCg3ZHemDklZPpoezNbHWjalV47WjOo96NoSvROsP4kCWvqNpHKwfpETBbs0OqbunkJw3Q0fS5NJCCL1Vgt2cAi09EM2cMslKxM+UzJQp4+kiarf6/SWK9fWV+/sCwrt9tCrXDLMy0X0IMlPWhGq7LKgRZ1X/FMDQSr5Z+Ak+kPvt9ETtBm76tt76qpYrVlrX+GlaXDAti6IPrVAiT1YZtTFNEXo4F1aLqccH6o6Op8rhUzRvLs/XAKIq+ecXGz3/XVZNHhbDSoE1ZW44Y5j3/CgignNr3u/UOa8VKtM5C3+GiUB1ozsgotr2hSpFpPHmlKql7StDiduCNBvE6/NUhfPSvHEWBJrNeVClYaS63cUQLNNl+a1r4fkWb6Vzo4zVZUV5uvJJAriUxSp6t8QFKG0pyjVpJOSH2CNFH1gUYmi6HnUq6W7p8scX+elVIyJX909OYJSceeebQuV5brC2t9Zbl9ZV0bS600SVafWJI3gRTQV6iF1B5QKeR0JAks6eJ+xGI8Ly1oabA631iB2tAS9dVNnhnaN7tD0BtdZ6dXtQyRJBfbG0wuNz5ApO5rpa22zpJm4/dpQdIFZIZUaO0VmvVnMuTeCZWzK1s353LWw0Ox3jHu/UR+gKTr9ZC9gaaMeqjie28D/Rh/iz5LTq9YicjOlyN4Sd0aPIsBz0J/N5MtdJgo9WHB2eaO0tCd+74I21SUKPUU+rQ4GnwTHUZrSQbZ5OcmUUpSswuSgeCmYs64Q7bvDsWyqHO2EsIRWahNqC0ZmKRW1ma/axMWslUBwxOf2qaDm2o02Iwu0LQvQmjxEbDxoGXoUOpyT7fADWIuLlwGxrpFfgpgWTYM3w1B2BiK+D90x5ekr3GsVVevxotjLIMm9b2jI5cHmR437sCV4U7dqu7f9VnabhLvvsso6QpI1/PfmqfS+eNOObGbOZ35B6118Ixld7u9Uq3sEtcbqNCeX2BZWUshTYV2ceddu4CuyO0r0m5kfSXpwpwXslTmouTcyJZ/b9kPKyyLclvUfl/b1j6mgS6ub9/8VautkXpmjq4egKgr2qxXkrYorbMPyCOhS/lPG+fOPxPopV63FbUv0u5DNgdvrMPwIBmAeOPaBHEkv3Znh0r/vQvk/4Dkur8jzks+lq4eygDAiGfFy2w6fg++xlbFGVuAFobxbCHPyPoZ9j1O3TqaEBGMHOgxRi8BaLn72QHxpMv6XoYpG7+dZivBdDhOTNPE+XximmdO5zPz4cBUEqUky3KszXW2G9frjefXF26XCznZ56hQV9vnrSqtVte03RHb95LrVzEh3Y3la68jL5FdcKyDer3UUydIdVsj+QIE6KZP+/3mjqeLy7QRcGg8dm/rBZHI5r9Jwz0VftjLC2jT/2G/AalKWi6IriT5HZErwgWV39B0oKWJKa2UNLHqiUULi66sbQG5kflMajCtD5AT18NvNK3U9eJqmNmxDQOSWYbhBO1IItm9ZWWWj2Q5I+0Xexv9Cakf0GWi6pEsM0kWcjoy538lyQda+4XGhVVMD0xTJVEpy8XWMH+C1KjpCyoLSa6kpExlJqXCsUyUlCx7Os3k6RnJV87yCyIfgH+g/JNaz9RaWOoDt/SJvH5Brl+NLvINKYU0/2J6W3uGpiz1irKi5auVRs/WZ620J1h892pD0heyrBQvg1RbopEoXoZKRdD0SFKlLgo6kdMjyAX4O00a17TQmpBez0C2/p/SaGLAHZEzojNJZmCirh/R+oDkG1n+p8UsEqRLQ67Q8pFansj57+T531G+sPK/aGpZ1JqUlh7MJ1AOptf84Ph/oCeEH8GMu6IyfmFMq0fYuPtu44zDNwOSIY4dQtCvf88Gf+cz2f3LVVIZmF/PgPDgROeXFrGTVD0DQskFpikxTYnDMRujdOdwq41aKzmDIaIatU4A1BqlcKrF+0KQuAAJ58em3bwjoXaBiGDoIxPbX7Mrk9T/fT9Bo6R+/z5vz3+jEb1zzfi8+zH86BjHKfuPQ4F786xxDPrmkzeHjGMJJf8bt2VDr8jujvfzlfr591S3kasLfsmGCpXi5cCKOVCSBcSs9JIhm7IbF1PJTDkzT4UpkMTe7K9polZlqWqyrooDz82ZUx2FbhkXngkhlagBvH/7GL8Ozv535m/3+U6L2z57b48OhsV7h36TrvZXbP1PQlC/Q9/vPv/tKR2BGgqCN3/s17dEr/2vhsgOA75nLIRjMxzebatNvTcWfK+lcCh7eZZeRy8cMMmRn7Klt/pXdESyGxSbBm4nqZewUGv8RG6QFSnNESaZlCfyYWI6TBxPE8fDgYeHE6fjkdPhkWk6oi2hmnnVhYsuZpwUczDX2wK1spQCyZ1ydSVppYlaTKZhSpcrwuIbQQRDFIuXF1F/15goi75YICKJKXDaPKovmIPSarIbP7BmZuTIiDAlk6hbmMaFUL8OQym4oiZuBEHtAUTpyNwQc+4IdEMdwTJUYsx/htYYt0+7o2l/bjdatjBqR9b4++/5T/DFTcZtT9vzt3B6b5lwfqZsZ8R5VoJp+7sjh/q1A65TNrkasjUljH5ztpKHOZGyUMpEKhPTPDFNmePxyDRNTPOBqRz6s9da7Wct1kdisRr9TcRL+Sgp2z5LNdOaYMgUHeaydQSw1baP37XPQrz3XioMxqTm/bmSCGfRKOd6Xe93eFuAxPbfRoEEc7J0RG1fhfH+QTTmKPseRngbptUTNUd4Bjm4I+0KEdTDsvEsc8vrwTKh0YxYDm5sVqxUCo6iLTYHyRvAtyvG96Y+ekTQZOUuraY9CBfwDAbtGRMHeunJ3hthAorzQW9U76nHYxaGAUhmek8l5zOWAWF1hfNkP2VOTFk45AMlTZTjR8rhAyo3NN1Y8sKiz1YazkuuJudPKRfQlSSJJhnZ6bTejFDUSxwkn8Ohl4xGEM/2kaar87XoqzGsaEqgK9quxr/1ABSbc4xHddLQNARAV5dPFhCGB0Szz6OXf0oFmjuj1Zzwkgrd6kBsKKtiQYiD8QH1bIDv0VvQs+aNr3cno9GNeGkfjQy/Xm7Cbz9kd5o2YBtHe4ocNvbkv72PVe+VkRRN4XjuDwaJ0jbe6DxU6J49qJB0c25HpmlKSHEH6epaiE7QZhrufGelYcEHxEt+IUyzMJXElI+UNFupzXy0kku1slxvFD2xLF+8duaNmqKkoL1vZMOoE2Q4rjUXpxijK2v6LCZ0Zd34mOIBqYam1fleOJkC9MXGXkJhVbDsiubjKFhGSAEM2UeLube5s54sq42HgnBBWbEyTfa5PVj7fYkys0HQXQeKANu3qS2GvqO+0Sbq7zLKTO0f269AAG8yfJTDlo0sXSUDaBrBiJATFoDYXJTvMvtNBQzeoSCdSLfxhO7tU9XFvuCxsv4jFLEgxJSVkuCQhSlHiUMD1CGNtSXWmli8BFeSZpxSMLmJIVmR0Ep9WFFmpL/IRjOb/j2CELfXUR+/Ot3GnPX77UyE4T4y3FFjbeOqPU10iRlLLu+dJ8MnRg+mh8VFfyIM0RdvePKwzF0N241s0ChknK/tprL9c/tUZfTT9jXwQW+6mpi+uxUm2F20G2fncf7vaAat64qmbBkQQLu8omtB9WZbUy8IFVkvSFtI6WYOslTJqTFPSimQRcniJZgqSA59JrK8DGHcE5srLmPYBSFsEK3zLAucuH40GqPfSs3r0z6seUd8vnfyMG8d1i68RbK/c+2IWokNGnPddfVYj/cf/b3b4/uzZzMCkSqp4Xjut3/vWbr7ZaWTNpk8ErWR2fB5APQ6/d1Rdrzr7lYyMKzh/l2ej3wuRj/8dKCmA5iKWBC/ZKZpZp4PHE9nDucjhykzlWw0VJXbcuN6u5JKpmIl+parlUBesleCWC2IJWbs9edLf9/423eq02832HY84G5/DZ9su0/pQNyNU7FjFCNJ7yZ3g8zuwNf3dKnj76Dfu8/+RNa05g9d/IoqUidoC2QD9AgV5GJzIqs1JE7C2maaHmm80NRKiqpeSTpR2pGaYc0XWvMMWQ3Z0gwAYnlUQKLpASWT9StCZZJM5kCTE6pnhAPohLZqanPKSLKyqlkOIGdUDzRpVCaDjybrU5DqCpKpYpn2LTdIK5b1bZVGck7MuTDlQpEPJDmb2jwrUz5R0iOtPaMtsy6JRWfgRNMDtAtKpomwSgXJSD4a/7plVBeaWhcNTYu7aYy28nWyLNnwW+iCYBV3jBSq061lRlgp8JkmzcraUhA52ZziupXba201W1qS+1KK2+fqYB/PN6EdMNDXBfKFXqEFRapigJ4j5ILkirLYXKiCPoKmDlollT9Fc38+CPHNe+nwc3/iJng3RvPOjXeOm+28+3r07O6hXdEgfo+K5v09u3MkFtTQh5ZuHSVxTJhLsvRm8xM3i8pOzYjzCNMsPH04cjjOfPh45nQ6cDjMzHNhWVbWpfL89QtfPv/By8sLKcHtdrXGwOviSHRoskWag0/YPwJ16ujo7mzc5iAMh4hJdP7YI7LseNFb9Wpbm+2jvQNm/0fP57lbxpHzjs6puOb+IXfXfeOQ3Zpvv+5xDGO0f6dyhi6gIxu/o83emJFOL4NIZ/jA/xFo2P37vA1KjMJWNsUEoZf+kokkhSQHUppJ+UhKMyWfPBOikESYcyMn5XRMzEV4OB44TIXz8cRxnpmK/ZjSp1yXyuvlxnVtPN8qa1VYG2ttNBJVErlOiCg1TabYSUYDCTC8fTca1OsEBmLYlbvdO98LvT5nu+W7m6fxG9l9LAPSfxPwsUajMTLOfyOUifh8FPnfOvTqCq4jIzowJDvy3cvB0CYLPIgJLbvtYrUhIyVxGIqqmlPBLUZBLE8eJcliezx52YLq73kfw8rJBEfGa7o7erU7lCJTQyENTdwELP1x26+i3mNGrdlQTkLJwuEwczwf+fjxzMPpzL/88jeeHp54On7kNJ9ZU6WK8qUtfKkLX7/cOHy+8TJ9IaeJy/EMObMsV/T1K3W9gXym3So6m6Kinj2iWn1tPJiTL9Z0KVB33r1Jb5jglgRFMBTHwTIhmgcdDtUdWl4GIkU5qhUcMYWqoanSJgMoXmPeEZ7dgGiT1YV3GlcP/sC6GT+6gmbvdQHi99Zorhcpvt877jK4ugiTkZcFXTesBnja7wn1AIoTTOrWQKhy2W/d3OgYHm/Sh3GvdPmgPkeBWhZLeY7nWAbX1GXv2Nx1lxEhkHz+UrbyS2Uq5JSZDhO5ZI4PD5T5wMPDmcNh5unxxPE4czodORwOCIUkE7fbyuVmtV2fn79yu914eX5mXW7Gx9ZEY0HWRGrFEL/N+XuLxmTGoyJzSl04NOjATpOfridoI4n1bAq0ZfCTXdp1l7HWg2dcvzhGLvQmRrUzZLyMTAR+Os8daKWtPTj1I74WRzl89PEZQl3qg6VA51cM7V5RfQadrcZ+nhE5oO0rqi+IziBHTDk2/gMXkOqlADMwYQ3rituqBrwgX2ycmj1Q+hkwJLuVeMqIHK28jlhgwmryLlAXy5jKgugJbYuj/q1EiyS7PunRZqNdI26JSCLlR+urdIQ8K4ezUqYLD4cH5jzzePrAcTpxOD4yH05YNiFcjmdejzcur4mvk3C7raTXV5aktFVQOaL1X6C+Ivl/kHQxowuhtSfQ4v02CpTJa+ZbVp20xWRHOhBZRdG7RtuMtGp1/PEgAgdT6jX4uyCRzXM7WdaW/m78IBmBaZ48sDq7oaEgV7R9QdUDFBFErwdgMSJuC+jv/gyBtiD1xWRgBjzo8iPDQnK1201W7kuu9j5pWoha5potWypJQacERQ3NaEuKBD9F3J/eUClIsiBIa555ky6A9dbCg2MgaFV3uF9AMt53kFSTZWqsxeR6EXRqW9+flMyRj6IuG3StRodtwkpSeR+UtkBTkwFVutGVciJn4TArJSuPDwfmufB4fOIwHTkcHpjnI1otwH55vvDy5ZnXy5HPXxq35ZUkjdpmbu2Jpom1CVYW7Wocu0yozNQSSHkxmsgH0IrWV5QbtGrlTURhyra3SzEU8vraryMpkn0PeAq9VLNDbLm9f5mWnunSJEpuNc8OtNJ5mj6DvKLpATigUW4AQ1LSJp9DdcRyOFQL0h5cdnvmy7x8l81J9F7zMmjiqFSNZtzO2Y1lijt2B908ZL1fA+L9GjDZJ2LZpyJMgYWIIAT2CgvqjgXxxLrU+Xq3STo4ID517bojg01PswD24FDWkBsmtVMyyRxll6ZswYdTSUw58TDPHLLwcMgcS+I4m91gwbfGrSrXqlyWzPOtcl0b5VZZV+v1sdJoyWRlcr1b/T0jYGzjsgCGza4FvrTPtfa3DFtBvTwcPgPdtu+qSYcbu14TunTrV7hC7N/T7xXP7T5Spxen4i7Au88+biAx2tCd/oRElTTYNz7+YW1dwd6UinGwA4DwHqZgQ9zL+kBck0f7x/0e4Rgd33GYE7uebayemd0zOaxeElpXo8HVdIH2nOE2saZGmjK6WABdkpVlzHIjUZnSjZIap6Myz8rjCY4zzFNiKmJVnaryelG+vlSurzbu5aKwNFaxzKEo22TJ3I7qX53YIpOvRhBimIagNdnISgZaIEqvRGB+mOgdjjOyX4f57MEddbqLoEQHpA3a3ahAdn0+BtSjlQOxbOs4EP83j06b4/2H9d88NrIBohBDwXcy15gSv35UeDf9tr9ZBxnZ7hK33fb+D7uHtY7yvZPUn+s8QBOsfvPkOU67QESMQ/uwcJyMAeQSecpMU+ZwnDnMBx4fHzmdznz6+RPnhwceTkdOh4M5zFvjcr3w/PrC1+ev/PZb4WV+gdq4Xm9UhLw0qi7I6n1LEFKq1jTdCcP4w0ZLUYqUrsmbzFUPYjgTMGQ6rm+16J019MIB3gdwDHSgWyC3N822dP5t3Tqvap0UdXefSGcLcnH++CcAcipfASU5KGOVRNhNFjs0AHVWIWsl5RdkusDyRGuPiDTL9pTqgcYV69FoWZ1IZiozSqXKK2ijtL+jrbDqGQMtPJBJlJRJVJp+MftEjpD/DSmNkv6dVjPLarqj5Ap6Mie6vNL4/9BoNFmhZdZ1JqsyqZWsLPJ32/cpIemE5JOR/SFBgZIOzOnI+fCJqTwyPb6QDy9MSSmp0eontD5yuwjXi3Bbn3ldf2ctwo2/cNPE1/oZOFLkgFJZkmV1N3WdXz4Bmal+QbjSZEWzsMrfaHJiTkIRrOSdrtxqQWsAaBK1PVKZ0fpP0P8fIlfSpCgXzz69MYmiuaHTM40ZTX8zXUmrbTSpKCutVqgXmqw0qYjcMLBVI4v16mRK1uszVdOR17Pxh/QV4RXkGdEHyuW/oWRedhlk3z7+H8iE0Lvf7ATiG9l4vxG++6fefTIojvH9m301St6Bae9usaWIWd3gQF3F985IRR0xbtH7nJUywTQJh1PhdLbSJQ8PJ06nI8fDzO22sNwWcobaFpTG5fpK00bOVh89earWKED3479HNd8pHN88tpt1nibc0cH3NHq7YLvknbV9sybjGfcP83OFjRA2uMZ33uPPfK/9cf2puheoXWHbMeqRl49KHO+Mayea958pg2C5H3ogW42g+u+AUQXNeX29cLYlmSwgkcpW4zVjZZhKZp6SOekOM4/nM+fDiXk6ME9H6tpYF+X1ekPIpKWytsUMj1ZRmpVcUusJoVFqQAIt/1Y4usq7zc+4vuOkv3PV/rhbgG0C7+Y5Pr+noQiAjT8jxd09T6Jmf+iMP6ClJa73Uiju2Dcnf2QqCOZIS96cOnhEdaSldkUZ6NmvVhcGc24ITgNxf+2OJcQUcAm0fvgzu/McDC3aMAf0llq5AW1i7gbe0feb0ZzNXuuzmESs0decOR4nHk4zHx8f+fT0iU+nnzhPZ5aysOaVUhdkXYCF9XaDhgUeRLiuN+Q2sWhDbpn1anUBUzacf2rNjA1nSEmnmHyv+xp7MLxFzve6EZEwtLQb+qmixYIXhs5MRNPerhgOul9HxYeXfFTYmtdnp3gwJHU54bPkz41AxKA8t7iPdoX9x4J35OVy97c3lA0F+M252/XRnHQbZ5wfPMffDyVQWvG59FlJ/Z62Y5Jfv6EjjC1G5oCVL9zTW2i7prBaDXRDcCDiwYhkiPScKKWQS2GaD5SDoZqOhyMPT2fOpwMPD0eOpwOZicTM5brwcrnx+lpMfubEWhdEMDrEPlM1nok2Wkqk5s432iZrB7TjtlM281VCBgpIIFa+u5YjD4vsEgjOuV08YjKdd6jc3dvQ/5Ftop3vbfex/S90A/dPHHmyZrA0cdC5N2p3tHRrL6gs9PI3SSzrQBu0Z5QF8ZR1KyNiPMBI7wZpRvHm8L0GqPT72ytUd6q8ItzcUefZF16CTdJi/LIpVj/G1tbWTNE2QyvmpEhb2Q/xxuBJL8YjBfByOynP5Ekpk1LmF8q0Ms+JQ7HU/vPhgdPRdDfVhrbKS55I6YhIYakHRF5YllczxLJYSa/spd9owILoDTR7EObgjlbvJWDENMx5o5c1Y5AvzbJQrNRbM0eteKM5VpSL02eyQMQ6Y709PDjUwoEXIBznpXi5I31G9UL0D1L1+XQ0utKQdDFdoCWkrWi1cqRkL1HYnQjfPiS567UVpAly8/KFqSG50ftmOMpdSkJntUSQxWWiy0XVrYSIgXWc99Qo8boa3UYdmUAPdsSsB6yL0bXU4u8nto+yW9dq82oldsJs90CZ8xHpSHrLOKBVD3TX7Z5exikhlFyZJpgPheNh5uHhwOlw4nw6cTyc0HpA68xLfqFoJsnC7XpEaNzWCakztZ5cJ7d3Eb3afioedM/B2/3dxYLEEFkm3iTa9Tyy2Ptia2uyzOe0TEYHkj0Q6HVSXCcJVNwoPXopyG52JVSttJjK0T5Mlk0lnnVjZb3ExfRAUyqgs2dMLMY70oWtrMS3Dh1kYKfCQUe/t5/Gc4cwvOjwbdiINq+SxKbOnf8g1v8Piz8NmvJw/9C/7pyF48hle1ZotCaHNu17Gye9P0VKlgGRk6E3pyTMSTjmwrFkHufEaRLOs3CcxByEIlyr8roqUzI9JtFYVyGlxiLWjD5JqKxq6pFsg+2sLHSKmP/7393TK3sVJ6SttE0Fw3W6cBzHerA9YnOghSM09Pvmql5I3XFNB4pQeiDHvpCO+A474QdWwnbIeOf3aHO4mw7nhQzvholTRbzzYE9q6LlvBiXDeXHC/kSNh4ROnWUb8zhsD0TQvHYSgt6uqDbaNVlQ1rP4UraSIOQVkUaSyIAQDgc4n+B8gMNBmCdhrcpSIRWl+l68XRSt3p9JlFXdDgnwVoy3utO7enZao2dCoP0NdztqAycG7QRfidfVfdymX+33vFOntPULt9PH37ZI75wz0L0/w57t4wlWxXDaD4/dBtp/HDfqJLGBUze75O4xA/3FBzvO5N9Fxol2HnZ3jEMafGaETTDa3Rp6w9sX3nHtOM1tBgvom81QponD4cDxeOThfObx8YEPD488HE+YddJ4ubwwzdaw+nq9oq3xOh9QoCwLykoqBi5Kbq/EM2NK9tQ10FyPcg6AzEjpuQtsi2f5ie4tCNkewLtrGp/1AMQwMcH51NfqXbHoY0K2+R+Z4A8O5epreDMWwhGVKByIhSBEKdZWHpELpK+oRD+GZJU84nE9o7lgJRwhp4kmwoJakKK+IDqBPpn8lwkhkRSSVKq+0HQlpU8gZyS/kPKFVg/UeiBnn2uOiBZUL6j807w5baK1CWlTB2hbFujN5fvZMrRT8QyBxRKFUyHLxDwfOc5nDueJckxMGYo0dD3R1pmrJHLL5PTvKH832Gd9sPJxXAGhaKVJY0mCYs2olYLKI4KQ2u8kbsYpUqKmJ5p8AFnJ0sj1laRC1kxVbG5EqHpE9QnVr6BX168te02r9ZLIYtxxzTcLHMgMMqF4z0UxUI82RetCy3adtgXRiqQbKa0gExTr5RGVK7ROkBZEr84/LiRt5GpW7CWpe5q+f/wngxA7Dtx/C3SHyD1/2w1h85bdfXmnPL75fqe2dSGshNMlDSfvX7rXpLv/keG3jHkaPm3eXC78xjkLuSTmU+F4mvn485mnD4/8t3/9Gz9/+sSHpzOP5yMvLxdeXq/8x9//SS6ZMk1cbzdEhNvV0pcXcQMqMi8ccRkOI7GaMASKxv6bwNPLELX66rtzXPWSO+YUUeZNGve52y3UnTzd/ogVHed4RGyoM8x+V3YSvStY0I2lPyV5B8ku252320p/NxtmrOCGDBsR8/s739HXm0iQ7P515z4aXiGU3cT9OwW+ZvuJf0X2TbGa6Xk2Z0k5W+25fDL0ZjYjY5oqU1bOpwPHY+GXnz/y9HDml58/8fHjI6f5zOlw4va6cHlZ+Pz1hb//4zNfXxcqL6SlctMb1EpuPid5JqEegPCGPtTtPSIrZFD4tmBW0EsYE8qe5GRb6z5p9/t7VBjvFKzxZu8oSzCwkbsU9r1W9w3F7Z1DvRSEluSvHzXxDXHalf7kRmU4Sdw51tGE7nRSxUpBSIXsmQ7RCDTZQHsN+OZlB1JytMjR3q9ULO3OMybkgCFsDaVnbXTSAM2LUiC+VxPGw5LdyxBcszmXatkUvAJzqhxT4+GQeTxN/PrwwK+PH/nbw698OH5gOVaWufL324WH6ysnruTbhblkQ0WUA+vauJYX1nq1dOzLZMjwORkoRCwbouniPMsQZakc0XagVVOaWnWlt9xA1s1Z2Qrais1nvtL7l3hT9x70AUfxCppzZz2bA0mIMnm0eXP0JXfQoPTyIVJtX0hFijVfsvIwoLKacyR8MqH1p4KMNPnOEYJZOt8c9puj6ORun8gYiBtRUL5Hk7/oPc8Tz07berLs0Xbbf10OdrkIESzrSFgpHri0a9T7nPQt6kGHjoZKzTMhZlLK5HmyfjbHE2WaOD4+MB+PPP30kYfzib/85SMfns789OEjT4+PZFe2nl+ufP76ypcvX/n7nHh+fqa1lVtOrIvV+8qLlV/yqkxWlgnFnGJs76RWikSxfS5dUd54xZ5rbOXBejYIIY8s4HVvnknI6agdK/t7ag9Sx3PDady5LRvzc4diX7dgia3T0I+Ocn40W34xvaEmc9BaJavVx7egqQJXLNPHUYl69LGtridlEA9CqDWYNB52ItLZw6ln/z/Z/kWwuv9iaGms1wbeeyuMNSsdN4FMqDwZcr+uQKG501/0amhsjqYBivVSQN2Bzi+IHKCcLZPMleOJI3MSnk6PnE8n/vWXmY9PmU+PE4/nA6vOVP3A788f+ceXC58/r7Sy8Pqi3NYJUiUtXh6RlVYFXX+FtpIWNed1s2CMzgsiN8+CAF0zWoXEhLhBFgEv42+GFA4HrN3L0d0JFMtOMflzA72h+cUd9JY11IM29YpyRVkw3PSM4IaHNvCSPaoW7LJgu6GiqGaow6uNO08gM+gHW9f0usnDbxytRa+dxXhHXg11q6BVPK6vWMAomazU4K2eYbDeQBfgavXpnTeKl8MSLkDzrIWM1AB3xD6ZO28TQOoVadUMZUloah58qHBrNod6cDlsZVOt7m6yvhWokXwCzRVNisrN9rGXf0MOVnaORNLEpIVZEw/TTzycH/jrX//Cx09P/Px04sPDEV0EXYXf/zjzj99O/P45k84LX5+fWX8TrrfE7dUzQUR8DT+BFDTPLuu9lEA2viYZm0s9Oqu/Eg2zxXUCaZYhRr1h5b3EuZEQTclN93h1uToZO2oNZUGa1TymuPzNjlReF/PIl4zKyYEFDrLAPpPkZd2ac0ApkKxXRS/9pwmW2fnOZUASv3OksHy8bhrxK3jqVi7PbJ7IAAxVUx1HoJv8c49UhN2tY5Q5TpMIxfsUNO9rtSr+Tv7bRc3mpEybDRe9YXBRKRECb51aHTPcxx0OtiTa1T2rVmalI6YExylxyJmPx8zDnPn1IfN0SHw6CY+zOJpdeb4pn2/K52tjSpXna6U2uCVYWyNVYcHeZfVx1qabaq3QS6eFjtHtsJBbzXmZn7MLVmgPvMTbMvgO2P23L1L/dvedEYA5zZRuU3ddTDd5HffS/Sf9hjayDQH+zWME08U9x/HtUPEyPMoR0ntNAB2Vg0DQhbnsyPutR5+fOCLe429CLRx0yp13ddApYhxNrWcMgt5Wb4t2sSyz0tAiaLWeI1KsxJ0cKqk0cmqUCU7HxMM58ZdPwqcH4eOD8HCE66JcV+WfX5T/mIXPk1BX2xtelp31av6VVrxvXG1GOp69q4QfJF5uANREo+oWNLg5zbd5l4F2XBHrAVW/1ZaQ45cGXTKAwoKU7KJuooZR3B30EUSLOY7RSF8Ohk/3D/7GEVkG43U7u1d9j2j/ugdPxz0jYlmr4808W6JnG/VbhG3lb9XB/j6PyW3icRyx7Ql9d/C7Remn2KNxU8V1wWGswUud8yYKKRWmeWI+TJyfTjw9nvn5p498+viRXz/+zMfHJw/ICl+eP/P7l9/55/FIa5UpFy6vV+SSuNwuiDauGagWWIO2YQJ7FvzKvY7Tw5qeRWqAtCEA3/etrYXuSooarzZgRvCkjSfqOPm79CWno0BQiZ8tuGSK6Zfds/r1HagU9L/vvfveMb88232S9RUr+RHtZX5OqFrJSZWCkFirUK+VWhdUL2x5yitVF1vibHI4XysiM6nMIDOS/htIo5UvoEJups8o/6dnWT7QNLO0haqVrC8kWUjF5WBZySgyHaEcaSRUF4RG0gLqequuJHlBUuNWIKXMsVjmQ0tW0SLlMzkFCDhxmhfO+cKHn66cHm58+OkTx8cjD7NwmoTbotyWytcvE3/8ceLy8jPpj8b11mhamduFY/mHgXiu/5OqSlEQMm12YJH8jqhQrjOihTU/GS4mfSClA1lOVuFAlaYLafqJefoJlRWVhVwLrc2QHtH0yXSRlmk1sS4TojNZfjZKyjdMZ/lsC71eoFVaOju/uEBaSeWC5qtpSwJVrPxmysUqt5CZpTnA1kCBAXBFDohOpPYFmCny4NUBvn/8J4IQcvc7FKT4NIz0zV18J+qHT+Xuk/3f2s+4E773ZwVTfPeBmzuGXmLibkT3nxkn8j82dKeIlWRKWZjmzHTInB8PPH048esvn/jrr7/w08dHPjye+fL8wtevrzRVvr5cuS0L8/HAui62kLmaodJkAJVFBHlsShnK6TbODcHP9t2bqREGKbn/vP+5zfDbOZa3122Tw06Z2QnbEJaDutin9m6Qf6JOWCiSb+P49+O9exdPC7Z5tbT6N0+L9Mrd8+KraYSKAAEAAElEQVROkSg93LXLR7l7r+2ZXcO4e2e5++/WbDHKMhUrcZJmJM3msJMUPmlKTpSiHOYDp8PE0+MjHz8+8etff+aXnz/ycHzgfHzg8nzl5fMr0zRzuzZUrnx+bTQW8mKlmCSbs1JShuYBiF4CZjN/honqq717f8YE5hCS/Q23SdPxrD293WOAOz3vrg36GmiyK1eW/mh6evCdu3v2/XJPQ/eH14vPPumRt1zdIPbvrXySC3NPRbehJWcXhjCNMVptamuItRkSMT8RhPBzQzl25KzkC+TalTV7M0Nx9nrVKl4f3bXlzu8THXGb1IfkzbaaIs2cXil5to0oRRqHIhznwtPhyKfDmV/PT/x8/MTtobGcGlyeaa+Fdp24ns3J+7wsNIXD8QWlMV0maCulJMuiLhY0MdDjoLyF2p5nC8jX5OijSqsN8s3mr4lnk2SEZE6gVJ3FJftcis1BKLY+zyLFHTXqcxslisLKK2a8BDI3+e7vjlKvcx9BCy/DobQehIjy1l15HpCi3zo2Tjvy3O2at0GMwYja8eHtPttbxh10+GYrlbDtxDg7enQkwnDowexBHhraPG9jCx6Gy60+NBunfd0s2JUyKRfrm1QSZZoo84HpcGA+Hjg9njg/nPn46QOfPj3xl59+4aenj+70gS9fXzkcnik5cb1eAeX59RnVRi7FyhumTEpWQjGpZWJsdba3AEK3lnrGR7ubwXGFxrVxvjCsR+c3wQi6CAhjOe/uEg4L58I+97EXNlMs1sfOy2/H9Sbj6ftHOhwcsGVlqpRmpSGr0po1n7UA6SvKas7EXlJkxgwDCwSIl6OQXrf0BiTPAEp0IIU2d7Cc6b0zVD24Yb1clEpSayhLC7Sg9yzwYIQh/K92j+45MNSmofgVzR6E4Io5n0/AyUr3JEEw47NwZJLC6XDi4XTkp48Tv35K/PKx8PFx9sZ6menLSptWNL3w5fqFplfKXKgKKXuvG62+U57cmRPzoiANmS5W8zUcdPWI1oKmbO8YO1Wdj2s4YCHQ4mPzwk4hUkGenZeufvuD8zLLklO1Xh/Gv6z0o7orFYo7h52eBUNmyYR4YMmyXK6GbpOzzake7dnpq8/1tw/VdaRWQz0n3TK3whebjJYl+iJpQTm4U605jSzu3PBAltwQWW2MigWmox+GSq9oJxp8OAKCC7SFqD+M3Kw3gqNv7XyfI8/E0+R6eah47uzT0jwIYdxUmpgsALczzCjLOlE0cyyPnOYPfPz4M7/8+om//XTk56cDerMAyOk4IVNB5pXn+oWWE18uV6o05FaJO1qd3YMF4CW7yLFgntVErp5oK7Zvm9tIiV4qQ3o5rmpzAkCU+8P2KTfMBX1ByGboKtbA1jar6V7iZb8c0aytQlVa9XrAVdBa6T1QvN+I6ErS1Xr6eJCH7IjSlFyHD5n+XVLrulaUzOhOXSmoeicNbYPeOMo/UM92S+6sVXG9kpAKQ1cOcQoZVLimkJJ4HwXpG3VzSkOEFCIDeoTF9ZPCkekZ8mnbPWwSQx20BlFaOIISUxYOJfEwJZ7mzKdj4dMp8ctZ+HTs4prPt8bh0sgiXBeb3683BVVKtnGm5i3k3dktsp8zAx/5O+qmXeDZR1ESyyd49x6bU9Vtjt6oWrbT7tUf2eZT+79k+O82tk3X8xf2YEiv6767UxfYu7f7c8dIm8rWBwretQcVeimroEWBzTaR7Z7vXDtMRN8XWzAnbhlz7nsgDTpJPHNwaloPPLVyR6vLjmQZfe0GUgVpyZK/JzXWWKplRiTIGQ6zcDwoHx+Enz8Ivz4KH8/CZWm8LqaHXZtQq/D5aI2BywTalJRt/xkgPWgj9LPxt82Nho4fGec7OhvmSXwO3qymEjJvnPJ+xOK43drXSmICdQN93N9/CBb0f7Xh2tCNkf16/oDB7bMTcNkYEgE6OEV8Pfu5G737JqbTD/0Ww7wwnM9wTcyJfR8ZWvEg7a8em+huvHFt/+XjirXr+s8dr9dNjgpuP8yFw3HieJp5ejzz8fGRnz9+5OcPP5mfJGeOh5mchdYan5+/sq6V4+lAbdVs0tUy2kxlCBs9ZHca5lD78khwuBhjp702vK+f7Pb8Bmza5IK4LJA+aSPRxr2HjM6g4z5/25gI/jawiq0RttND5w7bZz+it3w1UJfOz64DJVQOSHrC+ptdDTykBtRsFVpr1Gb9njKNSRqLNha1vgUtJ1JtTIv7Pns/0p9QabR8A22OAWyo/E7jZjnhemTVlVUbcMEAKO4QT5WWq5WgzCbvW6tWalq9f1l7AF4R+Q2SshSh5ESarLRoE/czpImUDog8IikzlX9ynG6cHhYePqx8+OnM49MDH8+vPByuvN6U11sjH4SaZiQ9sLyCsnJZL+QmTCnRZEGvzyZX1XS3PCUH774gDbKeoR2RPINkUsqQkpVql4zKF1Qg5QdS+guNC5VXAyGsgsoBTWdabbRbpWmirRlhouRPTirPqFTI5qfRxUtgywmzEW6eSXFD8sUDOoIy0TgYyCYXEgb0sRib949LQpTLhoy0V4RGSqceyPze8V8oxyR3v+8/Z6c0AANv26tewcHGsIX0/94/437TAoOTYYdG70LepcAGne7PtO/cyYSleUswRaF/3vtIZCUVtRp1h4nT+cTD05mff3rkr79+5NdPT3x6euC3LzPzYeLr6wvn3w48vxysFnYpXht7a369vVfrTG1kdtqZ3fj69sUmx9LGuN4co5CT3Z9dJ7lfj51yNQitUcC/ecZ4g0GQdf4sO1T9n9LzfJ1CAIzMdKOAYXCyXbN9rcPr3L3AEIh4u1E25M+oamx5PnHd/mW+NTWBe90URqE3cE3FEcYW8TdnWiZnoSQsnb8Ix9OZ88PMx58/8cuvn/jX/+Nf+Jd/+4XH85nH84mvv73yx9+fkdPEl8uNRYTD1wsrSi6FSiWJOJp0a3TYFTzunfgeuFP697G+Or7cTqkiiHZbl56JMyo4+9nai8UQ3HH93ZwOW1TuxrtHE9+vyLeFr6WYiZdZAqop59rUGHVRCJ+cQJSHsD9diWpgNdPdaduMx1i5kRjwpgyqN6yOmGdXfBQzpJsZ7m4OmtBvgzKpDXMOqmVopOoGfChAfk4TqJM//2ro9ZJhykg5QJloKE1XqkJthizW/EqeXpmOR8rhiM4nFm00GjwlbqvAofHCDUR5fnmlVSjlC9qgzAdEKlqboZy8mbDeMD6XHGVfC9oSTTMNYc0LIqvVMQS0VrSusFZ0FaxhtFqDu17Hc0BICeboC6VZm/WcAFjdGVL93OboEbUghGZrzGp1FyMIbChSTe5xqF6vPd2Mj3stcqm+zunHaJOgy64kdqMh+Pi2N3WUa6oDz7E+Lg6/JPZKIOy1B3FtXBL7Q0PeBSJnCEKGI6bv1e35hvQNOnKlujtrMog1ZDUSL5szUMSqhmTIJVsZpsl+DoeJw3Hm/Hji8cMDP/3yE7/+/Il/+/Vn/vLpI5lElsQ//vhMKYlG5Y/nr9zawjQX1tUCG815poqSWLB64DZ2lcmdoA1p0YQuDDglkPtJI6tp/B3rsmFp7W/XDWKeO8+L8gI2s3qHvNz8MaGvpH7/TYfBnRXBB8PQ2YwTM2T2GS3fOw76ipJZ0icamaTPhnhvr4jeHAnmDei0YSj4Fx+muCNWoB2gPoGeaHIEWZByBREaF99z4di00i6IBwzEekhYZkLByp+JBX4lgR4cpb4CF8veKtEDwXrBSKvdmQZWXsjozdDgmjwwmH63skICKRWSHMmSmMqJwzRzPn/g6cORX3/5xL/++sC//eUjv3565NYaS208/OMLIp+hrvzxxxfqciUfCkmT1SrWG7L+gdQFeAZp6KRuBM2mvC/Oa9y5ao2pK8azoTcS5op4FqJKdpTh0fm4NY6WQBbXZgHcttGJkcDilBqO2KOziOCxV9DVEPDmTTcDs9NYNTS7Nw42+faAJeEfnGZ/M0R9+8KPEHWSDm4Qe9bbdLCx1uROFAuky3S1bAP14L3vR0XRWiBNSD7Y/Gj0rYh9O3mA2QI6lv6utBbzfjC+F4G1pXjs0YMPvXn3wfpiJIG0mmng49RsGXI6B6e2ezcFWqKtB8gxR8kNdl/rBJKPpDKTp8Q0rzyc4OND4m+fHvmXnz6YXKsL03yl1gOtXvn988y6ZOYZWhNysVJlbQme5pzHe9ih1qsFbUgrtkdqIrUrHt3fSjyqeOlDC+Qy2WbqwJgImKk3oNYzpuEkly3F1iD652l2GizGB8virQ0SWk1eGoWaXrSVe6s0rZZlgjkDEtn0pXRx9cV5Xj0OjPPtUV0PC6d9B9Jo4PhHm2SvhYf1c4+yD5x/8j1mzb5Bm9CS9MyJ1rT3zbVSc0aDG7hd7n4CYBY6HHS+rpGh4Z/LJktM5Hr4ImSuWE+VLJkiiSl5RkSB06R8PMBPJ+GvDxaIiEbWv10Sk1j5yZfFSmQei6k2OUFVcTshpJO6ubxlNoSzq/Mfz4oegw862gURCMBFX9gTjkxXn4fub1NIHpxoru9s1tuAOvd1HSyyHfAgatVbzzalZ5qG5hXq42iv/ODY2Rzx4J0I1m25+0nxa7jWHa8yfLoLZOxuodvwlGgfstkMbPParwt1ImwiH2eAHS2I6EAB6KWPVBZo1TPFxPrDZDY8WVXwLP2chXlWTkf46THxLx8S//uHxN8eEi+L8rwos1QutbKuwm9/KPWm5AlatYbDhp9Sz/bSLisVPNYdHgDtvzeQpeurrvdve2qY7z51d7q2DnNF7N9hX74hieCNvie3W2zrQ3AU9+2k8fu4/zCsbUDfPlreHgj00nTqXpGh5I503TzeYeQ9sGVDq33XttJm2xF6SoxbPagt7qaSLTMtSl/GONwxrX4uPSsphjjo0hJ70iZDWwDVgr+4f84d/aajG92VLBzmwvk88/h44uOHB0qamNKENmVZFl6vF84PBy63melYmNZCThM5KyndSFHOU4Lr+rsGeC8aVyfQ2nxb7+XE9h911SXeR6D3dBto0hcp/FkjmW3+wGCCMpCGbp8PI4ieVSOtj75TCT0tgqKhY33nmOZfaNK4lRMtVUTrxkZc5gvCmqz5stafoJ48i3gmpWdS/kpTtT5aPFD5mZxeyfkfBnjSiupKqjdUlDUbcHPmFRFlTUeaHAz8IJmkJwqgubKkBpyR+kAqzxyOUcrpA5DRXGhtYmVGVMnyBcT0TBJIsTJftTxakQj97LLRAJmzVqamTNPMdMo8fsp8+Bl++bdf+fDTR/766Z/89PiZl9fK62vlH/9x5pA/8kee4SrIy42vVyVxI1XL5lym1TBd7hMyLGQjrxeSCpRfQI8kaRRVEtYEvKiS9UAtM1oeDags0KTSZIHlRmoXA9bUf0XlGdLfkbSSyw1V5Rp8Llmfh5T/cBDoEdwWFFGYfge9QlY0HUjrhdQWrKdXsd4acsFQlxOaZtr0r6g+0+rfSVLIYlkVS1aQSimr2d4/OP4LmRDf+ts/fSNs7353xjsI1lHIEn8PkrwL+sZ47w1Pskdz35/39t+hakYgwu6tgeQblUPMQWl1EaFMiTIVDqeZ0/nIhw9nfvr4wC8/PfHT0wNkoSXl4Y8Th9PMdJw8AGEowlDEw+HzBtXYgw7KLtjw7oQOazAI1b1qw/B5/GNQ27qc7uJ4uOL+Dm8fe3f33X+3a3os+e39vnloZ7B7QenK8C6LJYSifz8qp8OwQ+kbx2vkuI0zaGMbxTbOd0d8T7vDmLdx70TDcDdHZ0cHeo+CGnI4eU8IoRTxWogHHj888fHnj/z6r7/yt//+Vz48Hnl6PPL7fzyTp4lrrZz//TOvy2q1/lvze7oyEUgKMcVhAyCMNCg9ar8npU1s3mc2jIrd22Ok2TH4wRuqiPWLJ43zNQYrt8DUe2r73T03In/3CLRjpKfK2mwOWtv8+dnvL2KKeI0betaEIyBE6gaOSCAuYAkF0d9fvS7yNmd12PviQQicVyTkDhnbNTcqKtUVJrfoqqMtQiEKRTa/2vPT0SF9E1JmU+210Rxk1LwWc5qulOlCnsyZctOVlZXlAZ6b1RA+LVeWtTJPJ+q6UsoRrZVSrK5jO1RS9QwBi3KYkZNXNzoPqGRqK5YHlh3lKQvqQQytdWBZA52G/d7dBk6bKW3nRJNbVe9DnzYdmzHwZs+1oIIHJ8CuF/F7Yh4HWc3xmTKSJ1uX6uuc3qby3h8dEfeGTw9yKyzNjXiQvjeij8s2F6MhbU50K8FlCOjIBIyMuyC7cGoY+rMrs102MYzBHVPiiNWdAu/ZghJB++zftw6AtZ9EzplSMlNJTHNhngvH04HTw4mnD098+vSJv/zyiX/5+QPZES+ShaVeebldmc9H5tuFMhVKyeSUqMn6VDRpiKxESRYLQtiYRW5uk/m8iTt0/RBHcLZOXzGb3P07dIYNkxm8SHqq+XuSYuRNGyJ2zwuFKCER69rLEox0uuOaP5KjMOkVZaKlE4ZqX6yZrq4ehLC9uqHvX7D+AzMqnpmVBNoE9QmVEypHc/BO/7DRtpvvtauNUQQoCNWH+IIFIR6B7MaM79UkoAfQEyqfgVcoDaZGqjOyzu4cXjqC3kpeXXxPuOGYVg/IfkVkIaUTSY4keURkopRHyjRzPD1yfjjy6dMv/PrLB/71bz/xL79+4LZeWNYrysrXl8+8vq4c5xcu80qeM2nNSC5IrUi7WCNsDGGkxXpe6PpoAeZ1Bi32zsmDYFKhra5iRpaMZR2gEzA7qsh6PQgLvTGnGt+kQVtd5kSGVqnsgrEcjJflm5XY8ibfhkIXdzCtAzkuWIZBc7oolvngPavQBeUztBXVF0b96N0jzRb8rR6Qyl6CqjrKvYWD8GLPbQW0bqDgVtA2IVJJMnmCzQ2loq0ZX/MG1cZ/geqZOW5cIT6XcnXTIaFrQacX4IJ4yQ/a0YP0gsqKaEKqugPJe0R0PuelnBS0ZVo9YP0hHjBpspjRFfwxH0j5SC5CmSqng/J0En5+PPHXjx9Bb6jeWNeJr8+Fl8tnzofCZbYgxFohl4RWy1pSDe5kQQjT4by2L97foc0GotCCNYX0wIHvba3WqBMBiu/r7rQK+yMCpMXEQaglwXHChvEya909GLJPE1IzeNNqlcgoCVkzBMFcx0k9i8pADdGbQ9r8DX5qR3OdYH/GZtuEnI1M+M5zN2JzU2IPdbLpSP7bdOWIjahf21RpoUN33cRBKIASPV9i4oKXu1d378mky9kBsdolhOKy2m1IxiCEUMT7QmQ4ZuVhhg8H4eeT8Os5UUTMcUyjNmGp8M9r5VqVqcDUzAljMSb/zRZcEHcERsAg9FTtitkWhBgz/WKJuy0Rsmv4t26f+vJJD+RHsKDrJsQz3IkYsjecyG7XdD/EYP91B7JslsVOr5S7cbx7hHK//fPb5zidqS1g7/e70/v9Zp0GB4l+Z09tFk/wpO3yHco5xrapFhu9jecbY7SrvJGuYVQEvVbIpvdKE+upI2wtjSSTUvKeN/DhLPz8mPhvT5n//THz9aZ8WeC1Cv9+g+dXZZoTZWrk4upyFseJ6jAmvduP9xrY9g42vZte1c8cVNnRh7IP8ujdrYMv3NmQuyUYrnFa2uv6gz63MZ+Nfwax9UX+se62BRLafg+M91HpbKZX/OisJRSmsGnUgTO2rkrsh+FdoreUB3ek9+WL+6oFmPPAu8TDwLrP89JhzFuAdftRfw83s4bp9jKn8SyfzpygpMQ8Zw6Hwvl84PHhxCQHiswWgLi8cjqeOJ5nDq8T05wpUyanQhLzh4gHUDYglc+DmqzSACZ2ATjyJ3Z0ABa8CHMsbKvtR7vMiOl66yoxGdUDatI/HngGb2mgr7dupBgT2R3ADsr7E33kcvmAiNLKiSYruf7ueoQYIKmZD6LmTE0C9QO0JyqZSmKVlZT+6Pxe9Uhtf0H0DzT9nQgsqVbSeqOJ9ObXs1g/ipbNJ9CYQLOXARKWfKGmlcyR1j4wlSvTcaUthXp7tKyLJAgTqjNZLiR+B1nQbGBCsgHkWj6bClRfSV4WVASKViZVpqlQDhPnp8TTR/j4l5/49Ou/8te/JP76CV6+Xnh5vlDkSH19RGri5XPlVpM5+8X6GaoobcqWObs6vWcDAWS9IZrQMqN6JrVXRFeKXK3slB4QLbRcoJywDBCM1tIK+oosf5gOyy+mG/AfkCqpLNQq3FZ8biuSFkS+YjrPDGQyLwgr5C+QbsAZ1RnlBdqVRkMptHQBeQGdbV3TA00+oW1Cl2dUMjlZ75UlWd+gKa/mC/jB8V/IhPi2kH4HUD5+u23q/Q5m25zj7oMN/TfcIxjZuw+M24YUGr93pU4MDdkFSOd+3sVevRRFVxQ8euhRztagNaUujfXWuLzeeH2+8HWayZr48uWVL19feXm5cL1eWW4LtVZaq1uUNxwLkc61y4DYlOEds9nNlSmrgcLsPC84W5/3zSG/LUXXCv2v/Vp0xeztpA5rcT++8Xnjne6fMY7/+wK4K1z3l8I7dBIPDUVS9heqK279Jm132VZXe5tbcVp4M8yOuohn3p0QAbRArHbH83tvLpu/T6CXaEqm4EW5nJSEnDI5GeqpSCZhdYeNbBpWq+9K5UaTG01WY3zxZJXeCNDqcVu5A2sAWtk7FgYU8I6mxpFrn3J77W3ldThLYj26EP7WusfniRHhNI5pMyC3z/bXv8dX7hSsdw8zttUZtv0j9n5Cqo+kBcrOrYneRwB/v4Y1qaQjPqMZE478N3aiyOq1JMd6xwIqKx1hIoBmi6BrtTk2eC9dOXWhhIDm5I0ysyuXsYeCt+F8bEVboi4LaxJuV0O/Pb8u5OnGPy8v5OvE+fo7rTROkjmuhVWFSc8cEM658pxuzCTmlCw4WzPlPKN5pVyfkLSibUWbUoopk2k++DtbGY22CFphyY3aFKmZtSmtWi8JB+x0HUw9qKICWprz69zRk4ZE9c8DddgNNDeeu9xwJduN+o1PWs1FU/zdie/OBvtPwspdiKexY0gyIHqFfO8InX6rXx7jCYHtCFaiREhkNsS+bJu88u8ZEZZ+vS++r304vYcATfy3F74N3i/D/zw4I+LOJKc5kqE4AiUv0WQ4YeU3cPRF2u4k4vWsxUobJmHKiTkX5jQxpcyUEyVZFljCMhRsJbW7/+1H/MfgBDHjDUNxBlpTdJCzjijvcxg0QRhdafj8Th7qRh3burlslSj7N+TKKWhyA7+j7Ma1Hu5PyLu4Q4zBAoyxHqPDZ4M2joHJ9498/huqkC7P6PoVyhdgcX4208u8MWG9UjxAQHKU0QVraAyUQmRyqCqyRqaMGbuaPXOrTUab1WrHSvpE9LqiG08eNG3RQHfZMgHailh+s40rKUgxmsrejJiZ7iylmZIsYDJNLFAgGIIoi2XFcER5AI6oHFE5oPkE5QERa9AqRRDPaFKd0Tqji8Jyg+ULrDekvYKuKAUlI83KA1m2gVovCJLNa8uOkvPhZiBNaDrbsMeSBIBKspKJkkFWhMVoSdYNMQoeRFOnEduT9tsyGmiL0b8ImgXJPqZAKLbVfnSC9mTzr16DX5+BCZVHSAVNH4ynpGOn3W/Sm3gGVTqazisN5Eb4ZBvFaEu06+LSxDLl1HivllcbtzuhDdVXsVJBxegrMgU9qGi0sti7r+bMJluzcvV0cuFsjvpe1uIE6UA4v8zZEVkHk++7ZnMsN6wknWc+qAWeKtWR/JadYen5hTU3lrJwE+XaMq+XF56/fOXz45Xfj9YvRyTzfFu43v5gWb6yrDdqrc6vleKZBzXNKMlLZ2VSnu2cpVn2w1LRdbVy1jUjWi3AqC8INxonVA8os9G/vCLZAjdRtqu5OaguCLpOl9Yd/9PsupkrgL0MRErOUp2WM+a48PuZqeP38HMtyyUZ4roHHYCa3CGev0tuKfSrkAK+NyJTbNMiY28NOqjGGZtzRkbjx2WhKlRV1qrWO94zkaq/z9qaZ0UILfqtbDfoY9MQlW4fdF32zp7ZAho252Fy9WxlL30XyH51lTRaWbUIAqhAk630Lx5M8IbEWsWqTboINPPTMoC1l7zxsYit86jzhz3b+ihDp3g/SCnq+ll/R/vHTnq5frGZHfGPkI/btPX58uviu3Dm2+03mRzcUaIBPVu5XsWadP9Ilg4DpW+C7niNAcSotKua3ZfsgZst0zGUQb2j8z3kandvp9uYy/1zB5Ia7yfqPE99jszJuwvWRMCkiQUqEbR6IbCajM6q6evasmUGKexIxRHFOYslM4pls+aUSCWRSrbMh2xlcMLWEUemk0bQhZd526J8u/nprx2ydVPbNh08Xi0+6oQh++nsJw/39Y+2R8v+fGFz+o/roPHbbb7OLHV32p85uqzv972/x7CGo15I6Ok2j7p7kTCmBnofx5OGZyiE7roFEv3kFl+NdGS8aX9DH4NnlUnzQEhy2eO+EvvezmuqpKZe6sd6DtS1sNxu3G5XXq+vvFxf+Hp55nw5MaWFOc28Ls/c1leWdaEuRre915SMmWSCpEyPNYi/0O5nmFc3q0YAb6cXD5Rsa4bzy7h+1P8HQg06iYtCnd+Bj9+hmVjijRFv33dbYxvTln33Y4dwTV9pni1lmX2vwGL+y1ZocqQxUVjJCq3c0LSgyxHWA+SVltWc6a1SWazsYs5oPlhgv1XQK43fUZRSr+YfyQ0lU9ZHek8vaQ7kLKQyeRZWJnMlpZ+Bv9DkEzU/oGJ92CQtZLkivFLTMwY4Mdlebsl0ULESr8oJgKRitmYpME+sh0duh8kqvpbGMa88lpVjmZimJw4PM5Qj5z8mHo4XXg4L5dDI8wtp/ndYFnQppsvrhLAypRcaSqWgTNR2Qpo1qiYtZJcBSc6279MTcELyREo319S+Qr4y5UpbC1U+YAHFFVFB0gOiwVNvTPl/AVDaDdGV1unjBmlF5RnzA87AAakzohmtZ5qGbmRZFSvJqgnoFZWC5pvrFAf3KpjenFIByVRVHPn53eM/mQmx4/KM4nFjeOO5/Yt+vh3jBg/VInAXcZ+BoQaX2OuTdOTD+N1uvOPvUWC7kFNHQypszplQV2o/xxqL+f/UAsV1UdZb5fJ64+X5wqHY4n358srXr6+8vly43m4sy0Krldbc8avuTtHx73jXjanYXyFARqYow8/IfLa5udc/3lHZvvN3Gq7X90/pHw4P3Y3jTmnqx/2a/Jlj1AbYlLb4dicvt1GL/y13z7VbBMpZhqtkuPVAq/1VZBd/2IRLfG1/j9RmqubmhNurMMN7mFR054D3iXD0acqm0BniKRsDlmRNWzW5c6PSWKhypXKlyUKTSq/rTjjPnZw1UHVR6zuCEHcCT7dZ1WE+xpyEzfW2zUtHNLiQlfH68f5dEI/HEK0f98Q9zd+vw25EwUXuGcb7h+pkhLQYks8anTZEvRRFc2dSfxvTFqwcj0XxNcq9tNWN8GQahfeI0PBwpHjn1ddjUBBErA9E14xAW3Iadxes5O0eGqe1jii2snLj3Ko5+QQ0DFYXRnVZEBFu14LQeL4spHLln9dXuBZO15laVj61E0/lBOVIyWdmlHO+cUyFA1YKoJRMOWTKOqFyoBwerR9GvaHaEFkQVcuKUEHWRw8m3Gi1ctUbKyu6WlZBuwq161FCJJuIYojarOjkBr9k48vJ3ld7EGkgRPFGdrIZhpto8bIQiPFeWQ0VoIo1bQdzkITDxRzzompwVWULQrQfC13p9Bo/YR5np4Vwrc8IZQuIsM946AECGJA2o6LpiMG+Rxh+x37f9tX2X7k7342K/lXqbxFrE05lc7BE2Q618oMMQYghEFGyMGVhStkDEdloyWN79pSGSHMp6F061AMQKu74oasL46xu7x5K9fiNf9bnNXQQHWZlj0y0Op5bBsRm1KV+tvS12CRLrAUdITpwQ+14U8I4ioBJhF6MLiZH/rV+N1uDoJlvH+X8V1pbSMv/ieorkl+BCuuEIaktK0t0svt7I0Ert+Jofv1ia5oTqges1qrC6psouewqVoZJPXoobcKyHh5cLnwGblhdfvq7Wikoy/BROZLaV6RdjL7Fi5pnoyvJ1Y3JggUzT0YnqXZnNaqIXjxGdoKUTXGWE3AGTiBHNE2QT2h5QFIj5xspC8nLSKkezEG6ZlifkeWfyHqF9mL8wI2Y6J4szZ6vHphDDz6PDaFaRl0GZAY5OWsSVFekrd7I2oM6OTmvWhGtNFbI5sCxZ0ZgNHjO5DTh8qsuLpuszKNtqq1UndX4b6BRZuti99Ir6LPNOw82b9PZKS7KbX37yMkdpKmYkzK9AqvJtqSgJ5oWK6Hj7299eFwvLguUBdoZbd7wnIZgWSrmbbXM4uTfhdetsvi73ZAotSpAOht9trOjeS0bR8tkgTVZEFYPjKygBdWyOWVTBbmCzIiejfeqNbhv2jyAaYG3KjMieQhCVG6aeH195vnLgc9PN06nSi5Wou7lunBd/uC2fGVdr7RqNZcTjZws0JFyoZF9rGUIQjjoYa2wLLYfa0JaJXHDnAgXe582W1ANQVJD89X5ZnMZ6v1CnOdbY/SKpCsjsrcDK4N+NiUYlbw5+zKGoA5Hd59L5xduBxkWLOSMZz7UCG7KTiW8P0SL8ePudTXZLy4Qes8zdbIJod+dSZtuvv8vnS83bOxra4gKq5/g5EptVpop5NGob4fO37M1FXvP7lxM23mjbdMdS3c2lvfaCT6t8e4OwLD8fn8/DySJZx4lPAChamKvq/6yyc/Gu0EIs33DCrZ7t7BT1XbnZovFhdv7dFnaVf5RD9lsr5ALvYeDbmLbTZmueezooOsn2tW+yJLp4GKJc02+NdmvdAqZ9N1jlPl9QOx1JlzP1D4N0fC822Ey2Js70IpuvuGYk5354l+MmQ277/weoVHsyEetcXxSc/q1LcvL3B8RyBULUCl3QQj/7YGIVjH9y2lOw2ZNyRDrGUrKZFFyUlKpWGxdPQOrbb2BmnpGZCz0qMltv2R4le3l/N+d7LZ7iGdU7LbRQJ6a7hdc93Nfh+sEujO5g4ICwT6e5DTV/fH+8CCZtnuT7x8RVCXtXzmGMWZ3dOe1Ev1nYvASvi7n7RIbF6NFu8TGpNL8e89c3Dae3yvm0N8hEjPF+e4bulTwkpOm7zqNo2h2sIfrxpvMdT9bU3Jr1HVlXW8sy43bcuVysyDE8+WZL69H5rxwyDOvtxeu64V1XWkLtOq6AtmD/kOehkSVAg/SRgbEYBd0/UGdN400ORCTjpt0Y/TbaX0tBkAgMYcBVvW5E2VjHRs/kx7c9nWI544BWCxbQQNwB/Sy9L1P1rePNX0dSKwBF+BGq68oiZp/paVC0kah0fIzrVy8woH1l6u5MbWVqV0RFlYRJCVaNgBiuxmoQ+UCNLJeTZfOBWWmrDOiJweieBAizeRpJuVsORdyRdJfQP4FTZk1FYRn4JUkKzld0fRKyy/mdlkmUkuUxXj8km9oKrR0Jokg2hznVGCaWedfuB3OtOk3JF84lMpDWTlOE2V65FiO5NPC+Z+V0/HC4bAwzUqZL6Tp3023lAenmUziSpJXz+/xIIR+QtSBRrJSxHpTaTqZrpqeEDm5U/9qPj59JqWVMlXWZaLKyXTydjVgcnoEXc0txY2qX8xsa6YnifumVG4gUNWCEMrPoEdyswyp1lbLepEELDQaK4mkjbSukCc0L5jHyUqCqt5AEilZr7Cqns30g+P/Rk8IuGeiO7UjOGb/YLxuZMAhUO/vE9Jbt/PfCB4Zrrgfg9wNaLxGurANZdWUOsXQf0oE30Mha2uj5cZyvZFz4fnLCyUV/uPfP8Oa+PLlxsPphT9envn8/Mzf/+MLX35/5fnrhetlsYyIdaXV6nVZt6yIrafDPeMaBKsyIALufr4ny4I7/Uje9akc5vv+u/vjjazpM/8D4vsTwvfN2u7pp3+700oG9VZD6Xznut0tt3d9l1z6kN++0T7IEebGdr7d2h2/fWx9Mf13HX7MKlDtScaoJloT1lVZbnD5uvDy24Xf/+dnZjJfz5njQ+aP37/wz3/8zm///MLX5xdeX60p+rJW1vVGrSu13Wjthrar1QVWb9QYaGF386nXRNxlyUTWjb/Tt1dY9gJ5+9TudDfn26y9M3+M58rd3/B2tWIdAgUX6/qDNERXRK1BcULShClIxQWrEMFOFYw561bqptOe6DsGs7s110gHdEUbR8wH6iRbEKIDmwO9XYsbJT6GvCkm/WTNiJdrsOavw/euaJuP2EpU1JphEerNGpgutyOS4OV2gWvhH1+fvYFT5vVWeZ4f+DhNlHyilDNflxcutxdulxfW9UKtF5pe0bZahRCvnY4KTBm0WdCMxjxbamVaztAy61RorSKrsLRMe7WpXLM7SEVNb4vqGhVY1QIuRWjNSlOoly0xn6Zn/URzXSm2V3P2oEWsjTvLYx07el7cqeQUOUYthjJJyorIjQ3552WzfngEr7onlthXAz8ZszgQIsjwhvK7gSRs6HDcEEn97sYD3e0iuMyr/Zk7R4xpvq6MNoSVaG5reyGU8sg4keH+Pkc9hQUCORkGRquNtlbW28rtsvD6/JXnWfi9JHJkH6nyH7//zj9//8znL5+5PH/h8vrC4jJ1XW+sdaEGGrU5LfRMQ1e6FLYoRcjMwWDE0VkKY63r4CAbAjWcMH3m2cKsYRnGM0Jv0eFZwefMdN/kwia3tkDQmL0iw5g9AAUmN36o6B2BgqSPSDoYCpHFHNItIXLBnLsLhkye0PYIvZ/NBFjQ0MotBX+NevMZK6c0ofVs42vPNjYJJ7C/d7uherH+O+jmhOA3aBZ4Ay+xI+6Q1KVPjoo1K96axw57c53g/8/a3y1JkuP4nuAPpJq5e0RkVlZ1V885c2ZudmSv9v1fY99gZUZkZPpMd1Vlxoe7m5kqCcwFACrV3CMy68hqiIe7qalSqSQIgMAfQMkiuOKp3Lih61fUbuj6J3qF2/WB14vw+dsXHh+vPDx1Gt/Q3um98x//MP7x7YkvryuX1bhtV7peUbt48W5pwFPY+R7duVsEsw7V0xy5QyflwxSrY+IG13Lz3ssKZcPTMm1j3o2C6EcsQrLNrqCfcTfc6tfJo79/BkWFA9Sz9gWS3dTTC3nIBY6Azb7lcQI8As8n5IThRnu4QVkRXn3p6O/I0ug9hFPYDIkiyuFFi+lxvuph932v2yMMlKLXQYpaGeHYND4iLGTNJEtjdr7fTg0+Noe9xa5PWwAHKO58MMzzGGOUYiA9HOeEo637xq0otoTzd6m+GYs9inWPUugNMGVtK6zC5fKJyiO/fomUhPUrL+v/TV28SOHnz3/n169/59fXb7ysG9fNc6j3bsM5Jzx6pBkfGPIKxVFqjlT0aOtX3wxyA5qj9vXsNGcJZIjUj13ATh59gIMHBNwwpESeeB34p2EQkXDuDDDEzH/M5UJGOvTQcWXnU5KnQp4F98X53Zm9ZpnhNWK+v1+wUWMFRu2aiQL2sQpamI1L7Nw0+a7XukgxEY7vkFvp7JAe8jT2ifl9ou53/j0BB8xXxiECImlyDAopyMf5e814yOVoV/Hnbw4k5dqMczG+3pRz7TwsPkJL/Px2Nf5xMX69KF8343lTbr2zdqWb14jIvakbmPN99vWTroh9YaU+IUxdHd/ltZZ6K5DR53tUQLxdyuCBZH9n35VidXqGBL87Ir73Ls6aVfYjEmyNPYndP+i9Y563+T1TeGf08UEXmDoSe4TdvsE0usZhWPOSu/WVzxrjNqZh17UOfO/wXjkXe5c95V8+O9D7MZ/WCeeD/9YO2oW2KXUVrhfl9Vz47dl4OhufFqOj3Lpw7fCfN/i2FV57pdlCRz1CvxYvcq0FWSKWpgW1hUNEFnP1RnUHtgGpp+8qmE3jkuPg+tceUTNN3piaOzvCdMm4ZnpwRh7t18mkliU9WDh09v682cq+PzHvHilbdp09+aKMVx0vEIXYZxoZ7ST/Idee7HvP4Yjp+32yO24SvDUNyuADu6SVsW4lQTRTG2NsVENX0pifMha0WTi3CNycGL0rrSvr1ilr5/V6o5wXPn99RupCLWda65zrmXM98fr6wvPLN758+8rl9YXr9cK23mjbivaIzLceDhnlvqbe3idcSBnD+C/Ta+z0dQR9gY6mxnXjuzleTGOafPx2lrVzqmNwlE0diH6OCPZ9HlynYv88r4s58uU7R7f/xCgoH6IXBeFEumlPeGrN2r+BXbHzii2dcrp5sge5UtaOmKIqWNkoy2eEDWwha1kiitXm2q66vFf7AHKilyvCxjkc6P3U0aXjAJAnSm3Uopj8TLdfUNso4qmNij1R5RSxGoVmF3c+9AfEhF4EKQtL/YgUryeohZEu2OwD2p9Y2wnZCs8vjXO98duvXzjLCaHSboVNOps0fv3c+fLc+fYqvFzPXG8neluwVj0CwqB0J+piZ485tQWxEyofMFmo8kqRzrJ8cACPPGOy0uuZXn9GAnTsezGFckayllYhosie6RiLPbnslv+GyYXKP5zWevV1JV6nwcwBJB41uTjYiidEGqV0fL8IxgPGCbhQeqRrRcFulP4ZMdeFTYqPLUINHiVy+SGt5fFPOiFmiXngLodfO5nfcd95EY3zeWl4lEOJMGbE6vEZQ6SM7qTkTWPLLF7yObPyJ2MTuxv1ezCVWNyhy5gq2pXeHGl3u7m35+uXZ6zBWR54fd54enzm/PDA6/XK6+XC5y9f+e3XV759u3K7rKzXjb6FI0IVtTkaIlEm95JwF7UHZjSYprEXZT2MzDTUs8CbWplQGscxlWluj8fOhOd5vUfUQnpmd+Vb7tpQfv/Ie+4jQN5ho0PgHt94aKvDODYJ6feeNc3BSGXDse2QtJNy6wYhi3MDhZ7DKPkWycazrZz/HgxhwwvgtdEnQ1CtqBbaaqzFeP2y8s0u/KP8hj2vLI+V02Ph2+szX75949fPL3z99srz68rttrKujdZutLbR+43eb2i/oHrDdMNTMHTvB43Q+g7r8DicuY5jHHJ4OP45KOTNHzlmb2l9nrsjm5j5xHyVnxByzc/RTHObv2M4GdFUoVQGesUZbCogMsn1aWPLNAbCZAcOAlBfo9YjpYEuDH6DEpJ7FNL0x5jPgxrWDZp4Ko3xekHnmfNfexjwwrgQSrtLVgsAimD1hJUS6BChXS9YL2yrF0T9dn1lrVC+PvHVuucNflr5+vjAL2f4UH/iQ21c+yuX/sLt8kJrr/R+wewGfUM2KF1YlopKpWhFVDmbUEX5cDaqFJb1E+jCzW40Gtzg1lY3vHRgOZNKsYhAFQcPN0VapCeSiio0EXcS0/zdoyhmIo5MzoFykbE/8f9OMXe7E2KkTbEsCMegLwKRDrCnR2p7pIqlkej3NhdhxA0Fdnc0zFEL6exwXuEG6wWLNB270W1aKQK74Tq3CHX6DpgiegYvjvsyLVMqwJmbWjBkGIN251umVNllb9YxySWb4yohW9O4ESin1ulbY7uurMuNl69fObGyaGG7CGoraht/+/aN//z8mV9/+8LLt89cXi7crhvrbWVr1+BtPRCp1Q0p6VjVGrQg+7wn75r181mAJlrroG/oMJzsdRtytHKAd2kxeOQ4pnll57Ei6nzmYCwVdKSricbymUOVSgPX70feuBNCkfoXxG6U5eKbRQn1T15BXhBzhJzaCfQJSnf0Og8+57Z6iqSyIaU5sqx6tJe1J+AB7Bccuf+C0Ac/tCJu+I0oghFcU4sj8OwfYF9BfkLkE9hP/gNYIvtVQTpqm/P0wS+D/7cH53XVEd3aN8Q29LqifaHdPtFK53J5YlkK//h8w6rQy2e+3U7o9hFtH/mPX43/+O0jv3678HKF63ah2X/SWTG5uBLPx1gZD/65uuw2efF5byecV2wkCtqXs7h1Xq7xgztkygq6MurL2BNmPyFZRE6/Yf1Xb6++4jnhH8nczqiiFgWql+ppcEaqlaD5qlgVPPrlFNpIQbIuhSiEI97KKebxiqeEujrv0EcmQn33WDBU2AuM4vUIJBDgXhzQHYZqBbEV9Db87EUePZVTr+70KBUtkZpOTqCFkgWoEwU+yVNHfMFcpNaH3iMWTMXHvHaP1hMdfYRwRg4kc0TB4GkFPa1A1FpYHsOZRhhQKkaliWGqXNdGB15e/gztI3+jcnkxntff+I8vLyzLieV04vXyH7y8/gffvt34drtxXcMJ0QgdTRBOFB4wfkJFkBEddwNWTBvaG2pfMS4Yrxhe9Nt6ON/N028Kaekp7oDQj1AWLyheOtQb0J3nm4UTi+E4hHXI34ya8kUefK26nCoG1tTTI4rXJBlytuNjWBwgoHQcvfuE4DV+vKD1C2/19f3oUZRdxCMZD2h3SSPRrKOFYyW3UBGtmoabEagauq+KsaGuzinTHsIbdJGSDgHXbEckQqJqNaVEmWRH7lVkyFDDJjU55cEedywQkXh5tdLN6Aars0YuzaiifL46z2kYX1s4Icz4djM+X+HXm/L51nnelEtTLx6s6qkwU0ZHlKHzidRZwExD+jh6OetKjcpcqUMNPjE7Z/ZPMx/ZnbRDNIecs11OC7uOPsbd69yMouexbzmgsYs/K9MZ5rMSJZ/Ajnmv87uH3l079J44P6Is8jl5ne2p2Wf94tDc2DRNysThhv1zGoeFfQ+qMsDPQw+Zmjy0mee7hV3UowxHjTB1p4N2Q8IJ0bvQVqUU4fKqlKr851dDq6+Xz01pCA3hP6/C57Xy0oRNhUbHqmHVYPG1JIvXtHMnhIYZJ+aqgHQZTsABcLtTfd3aJ/t5k6HnDefXwTmVmnbq+DkeO/HZWIMMGhwiZQSADQVkp9ESY5n35lwc7Cb++/d2CntUh6M1xl625IrKjjjQRiRqI02RazuuNOgx1scoMSj5vpnSbu/feHmz4M/7+I3Taf+I7uZ+Rg50lhwy2GKkOk7atBzz7np6DyBdawqlc1ub71EvV7QK589f2dRoTXm+vHokda3cbjdulwvPz688vzxzeX1hvV3Z1hvaN1Qbpj10NY3Ih3lekh8Io0iic2l25+sQHoG0yEP39ZX8YQZsmg/QKGCdbRzGmr2NgbDNNT7HUeeewPmyZSaNkR0G1+NGBDjsaWS/f3T7vzAWmvyVTHcqUsM2VXnkzMLJgYf9M3YuWBWW8yu1XCnbSrk1OkoXQG5I+dXpVqPWmV1AGnZy3aauH8BOqP2MWsWqp1Ba2kcWO3Gp7oQQe0TsZ490qMomf6HZvwKfKVwotlD1A0sxTvIBswXVC6UvLO0DBmx1o9SFp/rJC1TXRiuGnIRSKqqfoH3ktj3Q18rnrxv0C397+hVpnX77mevXT6y1sS2N3/7R+ce3jc/PZ769PPJ6faCtJ7QtFHsA62j32m7VnhCMUy80Tig/gZyoYfg/n/+FZTnT9RW1K/3hET39hUUj9XoxSm2ofsT0E0U2ar0hffVi61ZBP9J5oMkTyDcqDjTWXn3vXRvuJv7m1Gy+DlWeMPlI4RlKR8qJwgm1DyiPSDNqv/k6N0X0gnBBeILyZ0xgkxNFjCIOdhF5zcX+w+OfcEJkSE9+/o7AHpw4Od+0uGz8N12T51IhOGgcd496K4SHILnvwtBxZLo6n5qKyF6MeihNpmGnKOHNi3QQvdNbZ7ttCJXXlyto5VS/sd2M88PK6XzmenPj77fnV56/Xbm83rjdGtvaaF3p3UN3HW0yeNQQfgfDh939HNSkmXntElnEJp3jfoznMdpx4sf2vn8cr3+vH3fK0r2eNqEDvks/h5ZnpeHYj7e9nTabh3vljzxqOmwPjXvvWYcwWDncd+yLMY+/RuIALBwRprjxf8O0oLq68qc3VDqqCypCV6P3wrqt1ALPzy9uVy7GdrtRz0J9EF6uF54vL3z9duHbtxdeXjdu6411i0iItqHthvYb2lesJ4LOmRKTsEoFbl+uqVTkuRwbO77uYRym7+6OmQTmWJLjpiR1vO/Poxye9SP6/R0CiJhbkTn6Y+6s8wqGfBe8upE4SrLICEkd/VRX5lMhdYUlrk+lMr8XkOpGBdE6abqpcPZIt1TGeLhROgwRg3ftTpiM8nLkuUa3DEXJnOA96HzbGlYK18tKl8Lp+YUNYzHhtq707YHLIzwtF57qM2tfubUbX283Xi4r12uj3ZS+KtbccWLhBCjWKQInOXMS+CjVC4s9PACVVxU2Vda1o1pYUJoYRU5I7ZSAzRdx/lFOQq2BbGehd0O60gtoCUOA9qHf7k7aWHP3k2uhbCIxTx4+6V9HTn5hqKASNLsX1MvUQzGv0vd5+yE9ztxNDmdsnHPEqYBvso1hmJbDxvnY0k7DM9MMlJPsRvPDJitov6QxLjYzow5JFCuVGNN00vo9dvc2uo+3lVB6wPqClk7bPKf/ersiory+fEOAz+cN3R7oN3h9vtG10azz28szf//6la9fv/H87ZnX5yu3ywvb9eKO/W2jN0WbepRhN0wd0ZSjo6RcnN36FpunwiE14piByp6fWBiGmERQvpnWdzZvMLaaCY44yPDcCUq26f1Jh2rmpyc2cKP1OQrld9ib6jfXN1rDmmLbGesKbEjpmD1E38OZaFswukewJ/9Mnt/CvuKpf0xjw1Y8jY/wGdDYDIMXM47NsoAQzlYiXc5wUP0CfELszKgnIQ74cINi940LieY2HKlf0NJdXoQeZVqxko5/6OIKdVNYtXO5faUsK799PrnTqv2J15cFtQ21V/7x5Zlfv37l6/Mz10vndlW2VWmb0TsRfVWDVjykHH3FoxiD5iX4tz7EfHWfQVk8B2w6jHFnHvYB+OhjVxoeBWCuI/TN2y0V47xHW6nF3LSINnkYdCFZxFgMKScczeaF/hzhd4nQbInx3Dx6pITsEfHnWBSNlpRLp4m+3z+W8yOK0XRzPSLt5eqpeoo6+l16G+HhyALFPE94UbCI9qDsRtzgX66bXIGC1bOvgx4o2p66wHn36yVi0YqPV6Yci0jBiF3H01BoyEsJ2lugnGITHuAk1ciRHLyx+32yhENw8ev7dkZMuC2eS/dUr2za2Xjh9SLUU6Uuhdv2xdNLPHdeXuB2VW5Nad3otqAjNVQYAwRMI4o1oqozL79Hub6SdQNGoQAzxFrItJSJJeijh1zoOEqx+Xpebs6WegmVR4Z6I9PeRcK5IFlwOSNTUi4oZG2loU9JcGINQEGxePZr8MRIkTkMku8fAz9Ccs8JtGQW7zTMzrHkdhnoNtxMCZLPSoP28V01U+iMXNs+ABpRq3stiPu9sgwDcRqSRh+x8ZDjbsLvV/GRTZuWxhYq57ypIhTW1hAKr811u99WaFSuZnzdHDZQDV435XlVvqydb+vGy9a5Ni9QvXUvcdXNoyv6kH7Rx6H3y6S7S9BAVliYdIH5V+rGoZgNR8TYr+7jvav1NjBPuzFjiq5kiugcD9sjT3bs0gxKnHWe98CKv3Pch0uMj5aPZ9o+3r3//THpCYd7jhcnRxu7nPjDLKLdxhrY9dC5fteYo8M45aMSEha2FA12HOqbBC+0XrxURHcHYlu9ps31apRF+fKi7lwW47V5gViVwm+vwpdVeGnKSmGTipaCVYVT8IhzQ5oh24ZRIt2guPNhmq99P3g/uDEv+dX4maNv7Diss85kE1/LU7nwc3BnJ1xeKceGhg5vdypZNjF34Hd0tvubB58LfVzCUe48LABWmUHB9hpyh3YORu25H3HOGODc8S5Dsdq56MzbZnzgkbaSr016a/JHMZdB6QQ0HGwgDlRxEFFHzW0f0ox1dZ308noDEc7nFy8lpsZ1XTnXhVOpbOvGdrvxernw7fWZl8uF2+3Kuq205jY8HWnYc58S3Q2aGQt2AhsZtkdnvUdII8JNkniSvU0t7MPi4yoTr4i9iOyy6v1n3QPpSKIcPHR38s4Pm/r6o0N/xjMHfELlhEhzuarF0/3oSrWOygvUZ5CfET6ARXSqbphlvYEVOCG2ue7XC5hH1BtG5QFPTfQJOLmubIIG4LIlQKBV1y0ipaoUKFU9+kG+ARcsdG/P5VGR+khHUfuLSyZ5dDkvF5ASIC+Aa+goP2N2pokDO+QKaoXL0jmv8PnUKOuV9mq8Pr1yY+XGxtfPC7/9Y+HL15Vvt8+83p5Z17PTbY8o5O570Y0aEnL1eSous8vJPBHGcob6RKlnip3op4pUoXCi9EeK3aAXmj2w6SfEPlP1GY+ifvQon/4SeuoTZh30wYGaZUXRSCuqaNabtIegj47w7CDV8kTpF7A1HHXiINCgA/Q85gJ5AM54VohnQFDLDBP3POj9459wQmSDg6O+exyFvRz7YPOC3UXrwbuYisr4nc/m7u9dag95wfTV4Qn+KYYx+Kor6ZLpDHJDaHhONQkDhnY6QtsaZoXbZaU3ofLC9aLcrsbjw4W6PFDrma01Wutcr69cLs9crxcur6szx1Ud/dkVHc4IAqWU6BEjoyMmDwUTl5xGY9JchrCI0EW7m6sRTZKDc2RZb+bo8IxJWZ5H9j70eRjo3yO8nSmKvPf9e9dzR2rv9S27kzSzj9FBaL5RNt+hqTdknYrx5Mmebxmvf9+vNN6FlzoKBe/NejiUo+dWDNB+BVP64ojiXt1I25oj8i+3V7Tf+BW4Xm68vLzw9HBCqlIW49pWLm3l9bry9eXC9dZ4fd1YN2XdGq1ttO3VoyHaK6qrOyN0iw1tHzSYMRu5Ng8AEstz09r7vnY3qHWXtXK4KpWQvRW9m4sjve9P2iW8t/uW7v4oskk0jFqZT1q86OWIoBFPkzUMr7mhTqfCAiyzguaGcyvitjqDLPY61s2yuLHl1COcbvWxaedAwkbB0+pIIYobafZQy44bBkMHMWE3nidqKDYX2nxTEg4IB0wIjeIFwNaNpoY9v1Kb0pbK+Xbldrnx9PDAl587Hz+88ng+8Xg6o83ozbjejJcX5Xa7sb522qboFg6Ibl4jA1goPJUnzrLwp/LAuVQeHxZKEb60R65duT0b1m/czGgitOrOC1GjFKVinltW4CS4AagJTZSijcZKX9whYb1Hao1AULXkp/1AWxkK7IIVV6Tw8MKR+ykLTRcd+d7pjnoFgzSCFa8nMmp6/IjeBo+S+JSy8o6/RxoLGVEG/r1YGMfEVS7fa+ZLBc9hbF/ik0fiUDI6YR4Klxv++xy8y4LG4jT7fWJ9bBgEd06m89t5fOY9dSVfw/DXm0cBbesNNeX1xWjbiVNdWK9XbH3g+Wnht4dvPDx8pKmxGTxfXvn6+szr6wtfvn7h9rpy+fbCtt7cERERFdrNjewREWGagIKw17I7/ndUU6C4bBtOK8/f78n7h9NgSg48NqGHNFewp01w2pBIe5I5qClTwVDAHTShlSRKGxCW+Omk60MPOkBhD4va6fl7h7Z/YF3Q9eR1iG+OMsd+9bRA9oTZJ4x/x/SKseG1gv4rYj9jdgm2fIFyDf6SReailk1ZnQ70sz+0eOF5d2oIWZC2yBMiH4GvOP8yHw/7C2YffcNCh/IK5QKy4AbJBlGrJzewghcCttIQYh3ja1MNdHHm2MsjUh65KfS28fXyd1YFsye+fjnx268nPjx9oC9X9HTh+eU3vj7/jZcvjW9fN27Xxu3WaavSO3QVlAWVNJpumL64/OTsAJZAkHl0SEVLpKGIKDts9fukYiwIH8E+Ibxi8g33oihog34DaViJseiPYB1pX8AaSnPHRvVwdtGbO3/wiJdSHzD54MjzXhH7DPaMqXku3hLI1HJyRwYVkRN0CYdB900cNulZ3z9Ojz+hdLb+DXr3EhMt5KUJol43hLZCbyiLq461w+KQbhvFtVfg7JE5gjsM6MCrb4Rq6OzdIwdFw7BYzyBTHu2WDtQL2A0vdl7dQVMWrISBvnWsp6yPiJISDgytbiTRFnlzC0UEWhjym+sPZk+onWi3M7ZVXmxhPSmbPXPejM/fbpxloyxKOTmavZmyXYTLN2HbjOvasQ7NvI4DdgY7obr4fJQbZg0dkdVeI8f0FevfME4Y1d/TCsIV4ebpUNKqHkYQicLTTrcdKxtSNpAXj5awJ5/3WiDyhVuKDIWRU01AMjojUz6ZgVV/h+pREa7uhcNYe/j9A8ovNx938eLf1IUfpdOUSCVShpFwcrAgkOjeIWuT30vEDAYYSPKFIvVX6sChW6Uxc6hfGAkS0ESjDvBIdOGw/8goQ5vAqtMONVm55M4lem3mfq6IoV4iCsEDbC3SKBlL63QTajVuVtkwPq+dx0vlXF12C7D2ztoal9b4tm3cmvK8NbYO64bLXLWIsNAIotJwJKf0myMboqAn4AYmH4tRy2vaa7k+FrKRdPy4LqFh8BtG3kl193FMR3NGb8mg31mjShmZ6ZlS9O793efQAhiW2Wj0d+RozuthOzkhzg+XjP7nniG/IRwrSQTTvjj1gkFC0UiCv2R/fHbYI1Fs6kf8LmGYPuyR55efOm2TI0LjyTkY3Ttv1VeSbr5vWK/Oc16eO82EclaeW+e3W+XDC2RRiNdVeLkVLitcTFhF6UtH1eCx+75Jm9e26UIpHV1D18p6U7nw5v1e/HHY9tn0Q67ZHNOxwAZfOizBnKc50mKejDFPd5N9P/fDwSbTs/NaOfTvjszfPYa7NMRuiQgC3zMOZZaManRm6umdR1YFmduLd5GZjpJ/sdOYGCNjhUxjMpbzPi6GTTantKvt/FBGo2E3MPCUluHYp6DqNRa7KEUiBZ6Kl62yyu1S6b1TTpXb1uhNePl25fnlhcePD5xk4VQWdzJsjdt25fX6wu1y4/Xywnrb2NbG1hq9Z1r0vkeJzup19jdrYqTOme8J7JE2+/pPABFktENch7ncHNfg18l0v/mYZ8zsLjly0c52Edll8F0bOR/Ty0QrNjOl7x/6V5BKr7+gUqG8IjTO3UX00l9ZRGn1NyifkfInjD+BPkB79MhNGsYVijsH6CvSF2TziFKpK1Cp8jNwRvkL2BLpVJUmFYqylupg3O2EtAV9PHkNr1pcd5Irlb9jsqHds3j01jH5iNWPNHtA+wMqErrzOlifSkVolDCcW/9vqHxgtYb1C/rtwnaF53WDc2FZV15+g8/nz3xcXH6+bo3L9jPPtz/zcvvK55e/sV4Kl+sHRI1qfWSyUCpbLSgNjVSZpTjweHkw6iLI8gTlE4s8IXKFU6VXgfUMKohdKL1iPLHyC0W/suivqBWafABesPZ3zD5g/KvbHftHT+Bav/maK0lHZ2ChqKf3FP0bxhWt/wb1E+iV0i9o/YiWElgQo2ildE/dqfIJy+hkXsIJUWj2E4T2+Q5U783xTzohfvR5l4EzUz8y8e/fe8/N39cHZqVO3nwzqRh3z0guYanlTIpkKgY7o3VjhfoeUJWCp2SCTtscLXS7Ncw2Cu6UKNWoxfPXtd5ZV0cIr7dGW91A17NAdf7MQjSY1R7FACOUKvPXJWP54bwmN5J3Ptuby+6burvqbiwnKf9mgiYl6Hv9OjDrHx/fv2KI0YOX+cctZL/fo41k0Xa4+tiCDMH8/d7Md8j0NCFRTmlscsGS6b82R+32FcPQfkJQtDuyrHc3Ym2bIla53KqH3uuNdVscOViNtTdubeO6blyuN25rZ93cCdG2zfOm9yu9e10I/9nzI460YCS9pRJidz/3Y8s7I/fOmKRReBohGyM1t3mnaM5PuyfON/Ofo56bVr2/8N3DUlnMsNlQfg+25EPKJnNmPtDwvunxYqzRUSlIyXQRMqJrcpNmodA68tfCeI0bWSzQn1GnxoF5gTbUSnwZdBWKnggjR2SG92uEa1qgZSK/s6pjrbW7ctM3T+dQXs/0ZtRlQTdlaaCPDeTEpnA+n3g4nTxN9WZsq3C7wratbNuV3jfPva4N65EiSo2BzhUoUimysOBOmapQ1dMveKHvDmWDkSpMw+jus1oRliFfHL3ZIrdhpKH2YpiaSiK7UjY2AWGcilRZQ/tO/lqiiGwWL0hY2CDVyTk+No6xwgdT/wG9kf3PNVUmEk2OYpPyPhv+9MBn8087rI2Y/2w725q43EDLJLJq9Pmet6chQaY2OokSGqvW8j9PNVggnOs4b1Hx2h9daM03R231QlfX1wt0o9Jo68LlDOfTRjOlq/J6u/JyeeVyvXJ9ubFeb2y3C9u20rbutSV6RkDYiMIZz048ZzpQx98B+zOYHa++uZsHdN9c+FQnqumeZ01zNE7PaphOY/hmZzjmLdf3HEq9Hzm3yUfel9jz0dcTpkLX4imrese6RxUY5n9bh+5FnpGzr0MKXjyuI3XB0zr97OfHell9bBIxI1G1tsea0YgMqsuRjlOFs0oWRpXMHS+RM9bAHXBnH7cRZRQRFJlnPjbbVoKHkEWla3TB6DTazR0l6/KI9IWXIlH88MJ1/eKOAjFeL994eV25vHS2a2e7KX01elO6bj6GRuhyeN59efCuhNMBc+Ov1wCSwUNE53FYjpteEr1+jjFyOWLitQbcsaMQBf3GmNtT3LfGuxPj9MHljQF2xaO2Moex5953mr8henGjxYh2OONpas4waK2B3n6X3s7LR9Qat3aNiF9HvqUD3Y2CZfBeCbrxkH3D6zEopum0CxR/OnAyCqY4+s7tx82jEUrwx7lsgsGhtkBGEUWEoNNeOHisMaIwxvjH8BKFVENH8jVUg4UUkCeQk9MAHrmgJmwmPm2r0qzRbOXGSl06ZdGgQeeH663SIjWOjToPhvULRvMoHDq9PaPWsHVzWdsu0FfoZ+ieesAjDG6wdLAV05WpCEus446KR7pYpFMiomMlUn5YDRoKWWgZMZqRlxr6B5GeicbO6wSzJdZE8oMwnJadF2SUWCFoQTy1n/V2h7Y9HlOCEIYsJeYj9OxdUr5tyCV/GmnyTHxnE3cVGVEIg9+PaIljH+xNjb9dd573LZb6RmyNTEDtTkIkmw11RkPmaPStq+t3a/d+XDeNNjpNjWuBU8kREFrvbL1x7Z3Xzbh149rN65qr7bzNCESykTWqM7aFkOs+RrumkfqFkaJRd9UK1wd8Oe8JedPBtEcLTrrY4Sjju/x2j0rmKCcP0yHjkvF71mcyBxzvUcd7x6QTvE9SPj53XUntn6EnMeb+oETJdNfx5rfdmOl1liNjn2oc+js1MkD+hz7sLzNMJakmhglC3QyCdqF3YdsEWYXLTbClYLWwSUFOC/QTt1a4auGG52PXatg5mPLWETqybGANqR5dJqVFhPg8uMFL5nFPW854/+Tv07vGC3gWhv28ybRHn4bbDmMq05DJGPOplZnYxxy8LVI8fz8fP5aj411yD0nSsrjzO0nXbPAFcn1Oj7g3W1juRcfYTTQyLz+5v29+nYmW8jn55cHBRYCVfMefNpThsEgZjLnjDPV9QxRN1+ZE2Dav/bNePVpmqVcH8aJsbWORylKW2AeoF6++XVlv63BAtKb0ZhMA2CY73OBc+6CNcchzTGsUIufj/j3TPdjBQXoEVMu0APdTvhX7ntk2aXEa23J/ZfB5O16a4Mnf25f6NR9BxEWzdMRuFDZEFqQISqOJ4gWTwfQJaQXaCesPPpalg3jdg0JxoItCtw2vY/ARkRNWfgYrWL24c9k+gASEK0AEXYQiZ6Q8QQCO1CpbX+gi/izLgs6KLSulPnAKJbDwRJHQC0OKmcEqUKRw6k++o5AN5JVebmhR6q1SurDSuG7Kc7mgtxv91LkuylVdhl5a4dKMy/qV6/VXtvUDm/0ZMY3IauhSUVOaRRSqOKiwVAdHZVZLqXjkSflIEaHWn6A8eirbWpD+APLgaafMacrkhAqoGF2MVkB1Bf0NeEbqVwqvFHnxLBj9wR9UPgALYoJYp8uCcHZnkj6E87lReGHB8DSeD+w2TEPUwRu+3NuwfUkq4PY0NIMfHf+kEyJX2NxwCPCDFz+JfkiLQQB7WzMzn6/nh0rn/pC5L2U6lwqc99d5Rvw9M9dZOMUCNwRVC57veQp7b97G1igqSFk9V2u/cluM2xXqslFkQ+TsqCQ1Wr+wbRfadmO9NXprtM29sL1tHhI20jJlJEQKtfzbQ8bc6DM5IlJ5xbCZ44z3Omhh05932sxBeZPpdBpZ5q+S+f4I5Rt9Inm4jLNDgcgG/5DGNxtt7/LwW4b53Stcu+IwkC9TdMbxlXaE1ahHMiti47XjPULx2YO544IwMuxe6/35o8eSfvLInGqeK1r1CtbRdgI9oUVAF5ooppXNGtYLF3OFr7crr3XhtFSW6uH0iNFU2VTZunLdOlvrXNdGa43rbaX3jW19putKby+obl4XwnKjuzshEnub9LZvLRjLzo3u0yqUUGqSnoYhb9ak9082xuHIpObwWw48ZW/G6WsPfc/0KH5/oMaH9mX7RH7nMKnOI9reV0Eig4DtJQMSgVzADWWOepdaYFmQFsu0lKjhUF0BKMXTKVkgODEkcvHRHnwzXm5Q1BGtUsJmop6mqUaBLMyLSW7FSxYUbzuqKrmhL8beVN0QCI6YErxmQw5DKXQpWDFWvTn6ZDNKOaNXpT48sP105fR44tt15fzpmeW8UE8LbILcBFrBturRYn1FrbHpxdNVbD4YRSOKY3Fls8iJKicW8fzLp1bd8cHJNyO1YfUSRpVMGVKoVlmonIvwOHYLwsZGi3zSt6x7JZ7KxBXMlDvGkPY9DJ/9GobPmYco0KB4PnlrfT+fzidJo4ujY3M8wSItyI+PNHb7JO+8LdF9I3dqnsvaH3P+/ztWfs+r9zQUOtQCmJNVtHieo5LdCJNZnee0ZB4SK3iKGS9+7oqU2MKI4sBQc+R+8uYSRrjSHfnWpfv8XFd0aSx0dKlYh8vyyuvzA6dloSzPlLpg1lBrrOvKut5YV+V662zrlevlK70rt5tvOvq6DRuXy1UBFdQ25lRL+/8hWwMVm7kxmcZqR2Tmd9VHMNHAcY0N/pO60JEGMkJETNnzUI/J8msE0ulggxY6FumYdmONxZzm+d8XpOvlA2bGtnW0N/p2Q/vVi5Sh6LY6v9BAXGd6fDbMPlPKA0UeMfnZEfG2YnrBDbavTp/lAS9u+ycPZLhdcOOxglSsfsTKyQ2dZmTGEzdQLj423ECCB2SFQk4U+ej8MaNzEkpsawze6uNXFlQKVXzOrJ8dJbQpqjfqC+jlhGyPrOdH1k04PcJp+cJSvw4U/LZ21rUFIt3Y1sZ6MZo2tn5BA2hiHfrmhdqtBnJbzk4v3Z0RknVWRpHfDF/2TZXYLfpveCSeAB+cNosbc83OwXtOeFjBF/++uoHX+p98TPqvzlPKT1DOiP3F+6J/A/vmaLBSQc5I+eTt8oDor8A33Hi8BpLqQ0QIfAQMsxPYBfpv7I6O948Pp7/QdeP2+uppNmxzg7l4NEgfUYYNUUPq4ilANOpbyIaVFTQd8oaqRxl4MfSKLA8YS2yaDGlR7+BhhWpYfcAoyM08Kk88RYAfJ8Q61hoeZSOInhF5wHQd6bzcELYEWwhZIukL6dh6Q2ughOuClD9TyqOvVXNngRmsXdgQ1peGyI3aL1S9UZaNUpunO2oVtYWuZ3eYsUFv2HbBUx0YZgubvGDaaLdfPQritnlqte2GqGLbR6Q9wfIMcoPTZ2x58SLT2jF7xPRx52tyRYvXGDFZPPJhq1AVPYe8MwcUsLlOqLUFPyug4vmKqVDL2JBKOtREwB6xfgZ8XUtZR6BpGqhKRA+VEoWplxNoR9uFPQrt7VGpYM4lLc4QMjPZt6EUc/SoTMY7C2CM19aKfR/EmhOPfCHuya3BiFjMw10nzodyjxHO413ZDZuTPzivkoi+cN4lo7/eqke0F/MIk0zH1C36qrGvaUaP99m6oCos1bg0YymFWho1ATIwCphvSqRgUi7NjXKteSqUvS6EF6rOWJJRI2I4IXK0dLyHv5mF08QCQbzLuyEzbcRRxEvL/nvabwz7QNoGsqUZIQ/s6Wdkul72diX3YPN3Jb+Iqf0Dm9J7i+6MEofDnvJeNAtBFmP8bO9Gfs7oDrEd60Lsi4Y3KB62lzIDEjQle58ytR3yPmAv0No5lENHzssMR/Ka61W+hfC+b5unXLpeKs0qeqpceuFFK8u2UB4ekPMDnUpnYaOwLpX+gMv1qkhrSGmU7YrKhtxcVrBE1K5s0a+kjYi6FGWu2+P7wdyl2m4OUpz3Y/uazfaCdtKRmM56CXvKQYWz6Z6kyAEGlfshZRick6EkHdxvDf4AMl1K6qQFEaEE4yylImV3wYo6wDUtRDs9spuNSNL3TmV0qkcwBR9L/jSIde7MYYXtjR7oPHcbhbRjpSlA4p1NCIIKfiCuV+c8qgm9CaaFzYxSOiI3SlsxKSwRlXo633h5LpxOhVoW6gBYCK15Wqa+bayXG6111tVBxK3pcFZYApgSgBn7vBE5UHIA953TcD6gzPVenDpi/Y0x0TEeCdTK+oSM649jmd/MLCKjKgZgMqPi4yaDnS/kPUl/mWJTJ0L4ziH8C5iyyKuvSXsGW6nySKkLXTa6KLX8wkn+ivRH2laR9RHWT7QTtNONqgsn/YCwIUqALy5IOXOq/4rJI1b+FeOGnv5/vuDsX4GFRQVscctOER7rR5byE70WtK60/hNNP1BqQ8rmBnsp9KVj9YWFM09A5cwmH1lYqfWr6x6t0QVuxRAp/Lz+GTNovKLSWesLKo2yubH+9Xqm14X+/I3nurIshboImyibdFZ75qrC1r5yXf9O7/8Tm/4bxRpVO2ZCkzNKZ9UrSKeWE6U8sCw/u8Nh+RmqURao5UaVf6HIX2H5K6X+NGpECFdEVko/cepGZ6HJR1Q2ermyFeVWDLgg/TPIC+X872BXant2XaL9FeMM5z+DnCjtM+iKPZzReobbJ2ifXPfg5imgRFB+Ru1PFLki9YJ0pfQNLcJWIwVXI3gTYAumH++Zw7vHP1mY+i3Jvv1zfui9lUQO5767gb5nfuO+P6AkvHne957vn0damXzk+BwizVxB0yyK2DzUrRUPdxOao9bF0T0eGm17MeD86S3yyGbamz3q4Rj9wGBWszPCPcS7E2JX0d4yld8Xbd8br+m33f09ZO1gtdMQ26GF9ztwNx9/qJPHcN735/Cdtu8esvebve/v0O6M1D9+905nhw4yG63ue5Ga3HjApAwMLS+Me1vQmhcFVC0IlV48NUjrroyszdMBdC3U4k4IA7o5em7ryto6W1e2LQq29qs7v/SKakMzn3AUpE4hO5BZTGGT74wn7DrdEMHjq7txvf96Etm+8bvb1B2Unvtxt/cuYqeTu+sOGtP3ecfIYT8MfVn0MpEOYQQUT9EylBKJjyV2gbPSmcgVlREx8SZs2gBbwtDufIWCKxMl7jUJY4xMyz3+SEQocf9A7dtQSFKh3MNIDWuKijvEtIqjToshNEwK7bZiJmwnMBSeF4+eOFVqOFukRfqT7vn01RpmXgTdgl9KoOi6KU0bhcLNPE943RaKCbdNWRtsrPSy0cuGSqQYsY6nTCrhapJJHXRFcUfrpTM3lD2HIEQ+xmVn8Ln/KMSYptbnqPiD3ywv1tjEFwYS1kGg6nMzhUVj9zuN947kSLn7zJ+y002mypi4i8+fRJe/o1AemFAiwIyR0mJGTMWvVGcHWmkY1YPuJM8HwpwSG+nJGeM7iJBZEWcRRipVD7FWdVRq6RtQaZuAKVJuHkbblW1ZXLmsC2Ybahtt2zydYTO2m7K1NRz6Sm/hhNAWqHSZEE754zJ39+HLkK/ExiN5v49KCXm784R53g7O68Ms3Mul+yts6BtiY0Zj6GY+GMCDRLHLNKV3fO6PhLsqr/HagWIuNRwOUXvALoFAD0YRuflNO56m6rQ/aRg4wHPAZnF3gsk4jQw/G5HqRLZge3thdBsbukSfK44gX9zAaSdHRGfqDvOaBmKeMiUNh5brxBOoY2x4TYoFzDcyUOjhxGjdDdByXehaaIt5jcyubuDdmkfZNGVbO227jihWHTS2OFI/oxbMoh+BhE7xbunYi1RukpnWPQrBC36ns3qPoPGogxUGHVjMVcog500iM88qJO0KHp4+1vGQXXVvH58XuE20aHgh6qgLIq/4+liBzSMj7MfbhtNyovRwm5pFypwSG33Yo890GMqkyGTYOQVdJT12f5+BomRPF5JRQzX4V6apOMjI5P3OwJ1feTSJp33KCIElRMKJkeDFgqYtdZ2CqUeJpCXdFHc+99U3/i2GubjRrNsSgTDuuFU70a1TmlFUHfyw+Zo3a+G88LSCtvVgUytGQ1lR7bR+HRGxqor1qzsjNI0dRwDJkB2jGumkm47onOD3Gte38Eb2kmxyrP09QkVjH7TLkYwEGtF2te1pyEo687Ouk+z6ioRCFeAIR8rmevnOMYxHKStlbzOOcX6Si0Mv2j8dfQt4f3fuLfv+8KAjvCeF96gfkKlfeX9+7zUJBTfBSdy770/y6WMkYyS8VlzJVxL3MZkZm+h4j14dISqjfhAOEFH1+jjdHQ4tspI0nfa7Q6didzywayrTKB7ef1Dc2CDk28jQP/f32ychgcG7c0OmsZjndu9BtjeGdow1DMGQfw+yyPFIoyuOKgfnC7N4ffc4KFjHj3Z/Ytcp7rGBchi7fZ5lbmsMYSrv+T7vyfwEN8w7of2vRPhPZ6YH4CImorwH6M52/TP1W8dFiqd3bIXeBWlCaxVpHv2geqbYA4UntJxQOaEJDivhfCqdsq2uF5wc1OFgKt3nCyaH19TlMc4MXKXN+8iD+iV375Hnx8y8c0/8Z9PnN0N+1OvenD7M4z7LxFraT/zekYS7f5R4r52KpndKsZePffNe8zGUtOky2wHFJV4mI0gOYzcd9x/HkpxoZ8igpEFfgxbOYct0Re6R9T0k5hlIrNCb86K2uowsZQ25V+ibO1tL2Z0Q2hptu9G3zrY1T9naMhOJg3/dweovkBHsaXuze2Ew9PNJr5hIaMiR+Rr278fKG4zunlBkJ5Bx5u77wyExb3YI2vAWZlqf+Oa7dHzX6vLNeYBtFHUdUsJOgBSkPwbw4IzJEtuoFU91tGJ2g+aRDc08YmfhBAEUKLgDRsSBIWJrpOv1umQeTxn6RAFEkNrD2eDgzaYPXneATpGOSKVEqlLhJ4o9YHgB8oLr0BpOrl4ELbG3sOogROsY3zDbEF4p4udUFm4t6iMZLKWytOoFrOsVrRubnrj1M62dWNdT0NQFpQcArnptVwo90KxFCiYPUBYvAF0+uf5bv0BZofwC8gi1IqUjtVLsCfgUNuBzbGWrA2eItJbDyRRpYrnReXC5GFHOGuuuBLCj2CtwpROpqMsFqnmQuT16CmpVx+OMNMxnRBR4Bk4UHPBj8iFosoW8OP8uvcE/44R4wzhnpeBONKeQGKi/XRHZj9QA7zS6XMChrPlxpzjvD3mnL7n48+95QR6lwyyGRhQCGS5jUNxLKtLp0kKvXynFsL5QqtFWcUKRDSENcuq59/sV7Tda/O5txazTs5jcZOhNm4iFpDc7GlGGodjux2Aahzda9N04DeF6L53iuncJZlaW8v5ZCZsEzPFB8aftwuV/+LinD9nn90AOE42Od3ShtjP4mfmn8mkHCrWJRt7rxvFdvK0U3JbMnvmRts/NMNSF+LPVEV9RB6BvhpWFJitaKoUHtFbgTNdKa7fd5s20ObHmhVzV0U1dXfiqNrbt4hvXdkXNnRIeAXE7GumISIgs3BT99+EcTxob2TlCYoTeD8Pq+xvHUdxpbkPku9ffj3MO4WFSBgIiaSK3avHx9xBOtu3tWIHi6S2sXPECS45AEM54qoor0LzSXwhnSvHPscnxPNIVaWF0q2E+zxDKHlSmJ3+ugqEhhDrGyTdLZl4tMJ0ZRSGKC1Hd0JbvKX1arWEkRsT7WGS3la/ucOrNoz1Mw+jIShE3/JfTRtMz9bpwel2pp1dH3pSapjOkCLWIGzdLpJjbesyRIxtVTqjBhVdaWflSC2c9cdkeKVp5XTtr77zKM9flla1caOVKt5WuWzgQPDy0SKGhtEzjYeYIC7orCr3Qc4PUwdYSkWbhOFpuDLS/QVhTwkiaxp4SthhBuhdStY4bik4dy7RZp+4OmN6RYYwBa2lg+xG9Jeoya3hsOw+yTEqR/3tn3dAjuHVLPbQyFNBcgWNxGHvYc6Z9kzM77weJSCSVWPPi45GIJDd2hnHKAPH0g57/8SHEuxuSlcoYqJDpSkF1GVzBxfzmofZ0ShGknym1sN4aUksgRIpHzkjFC3jdogZJp3eiOHBjazd6V7bN6U77GuPv/dUeMQq6uYLWc6MxbeoM77NlzEnqGSWK12UqD4+sSlORjDQ6zufkYPBjUiqS7wRO13JjUQ6X7fnLg44kncM7v8vMJfsGI43bg5i/e3T+03lYiYiO+oDZI9wesN4iddIFFnFE7uKpEdjWSANzoitIUUQ2ZzQiwBP0v4A1rwUhhsnNe3Sq8b43p1MWsBPKE2bV5aUUSt3w2iZfUb0g9j8h7a8QdTEcFX8BO2H60TdcPQ0VGoj1KIgb6WGMV1QETidKEZQT1gubdDod3a5Uq9zaR4pUagnUqXWwhuqF3l9ofWXbnM7api47VbBesfWM6QnrH0OGPfu4sPo67Q/hPHYjqpWb8/XiyHvri0dR2ck34iULG4f8aiuqr84rUp6qO1NNHU4qsVOTGms9ozC04c6jArbgtSk+kIW8sRUzrxEg5cZIVzZ05g3kAlwQvuIo5xWxBdFfOEB03zk+nB9oDU6GA3IWR2xqiyK+3TedIuZRCydcRnXzemz6Ees/QUwt9orV3wBzcIYV1BwZKsvmU//gaHyrxqhVg0VqgEDtUz1ipSyYNsyuFLmAXfH0Q+JjXJ5cppkhumLtEptmEB4o/WePxogUUtac99ntG9JeffwraPkZ5AFswawg28lzIxdctrcbqHiU9br6xq5ExELf3MmwBf3IC4bRuNGts7Ybpo3erlhv6O0FuqL90SM5VGNdhZamJdIzZs0D58NYhfbo+kEtoBo8oaDtCRCKFjLMzARvH/NoEOuhD28oZ1/begZ7RLggsqKnG1pfEaLAJAYsrvNE2jbpDWFB5NFrlCw3sIZphpe+f2gPmZMpziQMubluDtH4xBrN6LWdc3rKq2iCAJUVdr49y45D5CQhK3fdK2X2WG8kf899nMXeuI72xNwwUwIAMKIr2DVfN2Y4UtgspIi5aogYRQ1VqKVTmrosHVGb2dd0NLjjoims4XxoSgBIXF51AzPx6AsL56t/M71tDm1E85OS0AZPlthESALqTMKRHIYtbCDQxz4qdPaUe2g5PM+jLHbnGrBHR+RPbpSCNDxg3Y3hKe89UNlH2FIf+9GxbypiYvx3RnaMcUmEfRo2Q5XPfWa247d7f/dtSsyVHsc3BOog5QOBxHejrQG0IBSI/VLXx1JPj3tCpDIiC0JzC2dvgjg8QFHoa/DgW0VZsNuZrZ45PX5k6Y8U+0SVT7A8wNllPnpyBO3a4eo1i+S60jdxnrRcD2CI9FOT2+dhJPE0r4PaBv2RS2t/0zE/OfI2jam9NZiPebvTqt4b95iTgWPykR+2/RzrGaE+dM8xpz8+sm7JuHeQdwIL5jGIMdLYg2RkTNx3tGvILscz7/AAT4STbsyDjX7LGDALp1VYIWxn0yJ4PUTZnzaAB5mORnxvYeY8SumIepQjxeiU0Mn2GqelFMxWr6O0NWqt3GIPKrV4YXScD7gDv9F791ROqvQtgSSeraRrgoYjEiLy0JmmEyLnLSc0UvTSAzBSGIVkpv0AlrpUDrVMxLQ7hAfNIiOqZfDWeP6IKpl4RgIjKTLNGaPNQVeWPDE+HiI03j/q4//pa2U7hf1gw0Tp50qrZ8rrT8gWaXmAXr+g5SX0B8P0K7b9RuMBK0+cpHIqHzEKm7xQxKgolY0TnzFudH3BUKS+UmThbBvFBK0/Y0WopxtSvUoevbBtsPbGyYwTIA8P1KWy8AmRv4I1mr5i0qh6Qyh0OdPFWGsBOVH6T1QrFLshdkXtV4xnSvf9ipYPaDmxmmL1AeEEdqLyQOHE8rCyPLzS2i+09SfaZtxuN0ot1Ie/xzJS4MGLPZuw6RkRWMoJ6gNlOVPKI/X0v1LriXL+/yLlKyz/DZN/AbmBXCjyCU5P6O0Rs1/QfqHbC8gJ6k/QUg9cqeZ2HMrfUYRNfoGulIgYTl2l9mtQ1X8Cr3T+jPEIy988YcTVkO0XRBx8VCiIrbSy0JePYJ/B/gPsI4v9FeOELj+BXRH+hlih9LPL+d85/gciIeTu9/Qp5OQ4bF9/8ubC+H1/z5u271dNCou7B323n/P3ITQIYZE9yzU/MfJUYPeIiI6qULSjVtwpEUhaEfVNhZRhwO193fPvx4bCc2PrDgRLmTr30lJBzpQYqeztjHFX/74zBm+k5/fHZ1JPv3/pcQb/wJHX29DX/vk2jv18+/d0yt655Dt09V68wtve3Y/r79Pju63muxvDKDiUwtCwLDySag1PO7AAiqoASjffAHYDL/B3h80N+nEnRHfUeTghPPqh0XWNCJwWv+c6EHuqkskTxi4g7wdxVmTmP6fP9yHK77Qyn9kp8UfH/Xq2w6fvtf2HaC5TZhCbloGc3NHm+/5gXrjiKHkJA3+kDkrl3ac+tegM4XSmnOASRMcmUdAIkbUJFRoPT0dIABY9JNljA/aUQ3rs24y0N/MN/7jeQ/cFccd5Ko3iqS1MwGtle/oUbR0pbtDyIA1HuOoisdcMBa71fYOXKXxEPS926VzXC6002gbSK9e1sWlnlSsb1ygapkNZdMXPt+/ptlqjoCqGOyWAbl4oVNMZEPlCB00TSvkdXxgKcihvA3VmySliU7FIpFyKMQ7lUxJxZ47ktYGw+gG5jWsOW5d9rr/HTO5lr+3S7P7at07fXcqMFSxxv6QRfdJz848EA+Tmw5KWCd4V6SFSOR6P29FEqv7Oop4WQ8Vz/zZpFHOEdOmCFke1UBqU6g5aW9EOvXsu196JlIaxoejOv3aEk+7yPGt6HNBJO3/bBzsMBccdb3ze19CEa7wb03d44rjsyJ12UMZB8r5p+Xj2bTvH5/6Y3nogmd0QmZEiHbMLjmBKR8AJd3JF6qBhWOnhXFhxVHjsNjN5+CHlBkE8Lsf2XndGvnjxjZw4YSDF3ZoSBWEpjRFtIoJJFDKe17IRFmrGczJS9ICRIBz+6o4pwMEgCFUMLStahFIEgt66Ru2knoV/75HBjv52NhqorYE2Pvn6AV8PxfPrj41jbiolkf2rFwEm+Yg7QtAV9BbkGLRo4czSjA7ZgoaihkGMiwwjYZvYjOsTYxM9jKHxnZUd3CdlNyBopsKpGCUQUD8+PJ2/uL9eYRQgzufnT/IMq26kj0gNX56ZOslAsihtgj3MkV3+tOhrRC7mNSHGMZfFWaR1RHtJIqG9fR/LK8iZTKF1MCaQAIvqRXS1oFpDfnqtEWuGRgou0RJpRWoIUk/f5cMX9RbCEixRm8sLu0ukUuzhXA1nqpeUdidanp8iviD3DR4+j8U44gCWfe1k6iFzQ4rGWh0Rl17zDjIiLmhBMvKtjNHIKJThZB0pAH1cHAMR8zdS/bkOZHZy3UJa0JSvecsUaxo66TDkf5faJja88/Iy+HxcM2g9+7D/tUvfiARxsjlopDb+3/nPwcAz9cjimbsqcC8vsk9zJyZZyx7Zm3I8ZUXG7BWJqNC4pWsgTPGZK7ZHQfpimN4iRHjvRAHYSFM4ORFGvdbDnuBu7Gzu2fzXPkyp2xO8cy/eLce7JuDGYdruZds83cx/x3hn2zI/Y/QCkeIGFcrgc5LpSn5IZ985JhE9S+vsmPPT6MWshgi8UdHGO04Nxru9J/2Pnchr514Iw7Cxq7jHzt5NWc7ZbpzPF5Gj+I10lx4NWFCrFE6onNHygNQn7PQBOT8iDx8cdcwJiZqa9A05dWjmUVHTOw9bh7HzrXns3llO742Pwe4AiJe1u8l6s4LtblAO6/Tu/ESLx+/2Zg408abJH8/q3K6n3d5BqIc0s/N4TR0YdPNGF50J4XDB1L87OoqXcVY18dJhOJsJPvs2PefwqjKdDm4Ze7B0No0MIFEzQnvYQZrrI53QY0tBRZDF9xaMxyvWekRLd+dxsa/0iNfYa09bxOF8SBqf6H28a87zGyDqPlf+hu+P/a715xf343OUMZbnJFvlSMMHer3jdzJ3/v7a9w/J8Y+xqBGN4BkGCqYnvGbZDUe8bzhYzPcRVnr00Mb+suNpZYt1xDYH15TKYiewzSMDKB7pIIrrLgUN572a8y/R0I1to7DhoIbY26SuYmeUQq/mQDhJvu8yteCApbptFMSN+XalWg/u77qxv5s4iI2KccJYqKYUVnRrXoeh549gWt0u0teJN9Th1M/9pMkjJg++pkvzIvOR+tPKGeQE5YTYxcfXeuw5XAc16Q5q0kaCFVKvLx4/hHp4EaonXN8O4IlcfT7L4rYZq/ieRRHbgtYMcMdLAgrEhGLhhQ7QnErWqPA+SzkjaPB6QQYf+PHxTzghkvAPnHv/cyg7MzOUd66Z24o/Y/Pw9g65+0nN5n4h9bvrSyjMEHGGjCBDSdSKMfLKC24IATeUiCDq93caWhRabMC0IMWZmshCl5sbTsYrpVHE096obah6BIT2Ft85M9M7ZjdSSKiH7lsYAzJ10xi0wQhnpnbHcA6H7NeNF+Y7108a08w8bRLgd6rO4VbL0bX5I8lA89s/fGR/RzHHfM97IpTDR7/N6eEtcv7Q+E4b72k3qZEhk2FvfxOZWhnfDNrz8749nIKFrZC5rR344Zs3FT/v+R5X/123CD1bKKV4WBSOZMpomkxHo+Yb1K49Ih48BZg7ISJlielEh7F5ndN9DQP2rHjs42F3734QlMCOqtjX+kE3slylE2wCwRFTc3RFKlizwhSIvESxjam8n5fj8QbVcv99WXwt5StX31ybdEw6QuaqDuNOjCM900bkaHi6BSKFkIlCveXi9v7zGOTaHD1QNnwj7kWY2XQozoJ5dEUJw1oR59hVHalcVh8ti5oWGKghPYL7HUYaYXodNhewGkhmG8jTQKUshpROlyulCd0qZS1sxUMQhTPCyYM+AsxSHiAjQdwe4cgVqZ6yR8xRZ1tx+r2dLxRZqNtH0Oopw7Rzsd/YuHC7rWyb0m5K3xTL2im20DlRTFg1I5s8LcFqnit56ye8PsUWtRkiFUyftElhRKMk8oU02pUzFFdu3QArblwMG6gb6rzehFjHiDocKsgWMqV+P3/1oLeZnhEPc0Tf4UtMRBlyb1g2KjZQ+Ow68YgCKsdlEY6DEnSyo/783fMuCQOSI/wDbZiLR3Fjkm1Oi6VhLIyspyO6S5A0TEmapmI1C/TuBV5bbxFNYx5QlAanqIti1iPlSEHVnRU95KO2LTYWzvt61LVR3Xyahz9BJ6WamFclnYWYG/uyWsQ+9mExDHhsmoWGU5GZF5b4dHRaWuaRP8x5piEqg0fmjAxnznx9GtbudKKBeDzwx/eP7eVDTJ9HBvX1GsCIfwd7wZYc7wfMnih9Q3r317eKlRsmkS7J+shh72PzAuLpdJznlOB/jz7u5oWtWXqsu82pvrVYR2eQGs7VRx9Lu4Q8whVynoAtlHJfCyYnX69hyAdPpQSgyxJIdUJn8+gE2yrShapfKMWcR1Wh1jOlnDDbQB091zfX8awFJESMHukO6RpRCh4uDb55MBYfG8Tr+GQUR2kuK2zBQ5TPIC/YckVwJL7nzX8CvWH6Cq0jq/N3TQHWcd2CJ0w2z/VPx7g6Jeij04RufnGpIbMcdWzt6kXrHC/jbLue3KDdffMnLDEuNdZMrpUPQX7X36E2kCfcjv2xYIugL2sU9HbjeYkQf8MdNKaf8CJ2Hj1opWHli6+pWK8S+pd1cV6mL1Ay3F4wHp0/94VhYLSo2WFAXTApFFEPt0dAzpjc0NIxecEjPx4R+RiRh+FgF0HEUfpiJ+gLSsXMizVW+y1EbafUgi3/ipRHaI8epfL44jWRSgx6qjf9Cv0VUU/rKv2EbIs7J7bcM3gigV6cl7QwnvTN+SwRsWGCR5XYZ1QbZj9h+oAXE3yIVE0ajFExaaF7PCDt0R0QveI1R65+XTGXB2UJnXbhgPguK5hiZKq10OBig+uO6e6pV6RN6vVPGB+BK1LDgMGLOyA6oetXNw4vH39IayWclX1EMmakYzpCkqP6oHtSiNTFgncOIAEkb5Xwz7gBI7odzh6JCtV7nTq/b+bncUdEtrGDkEKnzShCov05HVE6vpzmc08R+nKkHfNCkpJi3aNaxWhFHFCCxb6CXbeNNDcWKcSsOchOtTs5yp2zNYq2YvMek9D5Yx2GXrLv+PI7GUrJkKoW/Y1oFT8X/PxejxnpwebRjB+RAdKZ3Qa7zAwZKbsO5EaRQpHKIhFlXKMejEy08LtHTNS85xwGYItdXu4obQxDOkT36+J+cWUl18/erkw6HWNk33Qx1cHJMCwZAa3Z12i3zM1n2h3vU4K9R7ewABZ5o9o9elG7p1hRdUerdk/BVOyJzhOl/oyeP1GefoGffqE8fGB5+kgWm++3Tv92o5UrenMnBsvixmTFCwZ3Bwx43v50tqaB2MY4HgzvNjp+dGBkJEfoWzKP4WE47fArtbu9edvH1mTPiJjjN3T0aW5yn5GEe3CM5Rc/PsY+2SzWbY9HerrEXJejpqPCsS5JCpu0PTAcgbvfZ+pXGq5l50P7wpvXou1blrLf7r/DfhXOvn1o0t4mg6lKhO9bQsy26tG4aDgHGyIexScRldFroW9uJynVa2OUao7gttgTjcLT0Ft8bmn/WJ3HbTFmPerfhE0ly5aNd1XZ339E5cUaLXjbCaoYTpnZYbB/P/T7dOrnQ8aefwcT7rRXAjTgcytJc7rvCpBhXdpJLUPl0n6Ya+RHh+dgjvRXxsN58Up4rWLqtc6sP6G8UPiKlW9YoPK1nKBsHlFpQlXDrHPrG2YXHuyG6oV1+0otldPykSKFpT45by6h58kHjBObLQ4guRUqxetD6QoPJ05LYSlP1Ej1pN3Xg/KBtSqX0xNSPN1lsQ3VF0Th1J8QVc63Lxgb1/o3RFZEOwsVqteDVDzdq21XzJRWPqDlTLVnil2o24X6aljpWFk9xbWeEGuYfYMilJPrS327OMtaVkQesPoXrD7Sa0PKhbK8UpYHdPngkR/LB0TOsDXor/R+ommB3kCVLq/0+ndPihG8veM65IkNpbNSMFto2yOo19sT6ZTyn0hp6HlD5QHlE6YfKfZC6d98iyKC8IFin1htYeNEtRtFb5i4A1mtouXfEJ4o/c/YUjmdH4AF0Y+RxqmHbePHxx93QgyONXHw+ci19+7xnS/fRDNM6NM399r0w3Ruvmxm8vv3s3pkEJ7cd/qTCtVQvCyEiw7mr9IcQERBihsuBnJK/AkWSDnfDMzoc9sdCvHj7cfzpi+OaZcOgza98J1yeD8md+fefvvO9YdT87PkzdVveyeTcsMPr/znjnks7n/fPf+989/tzuStTto43JBKzh9RTr93TLSf8y27MErlxVHF5nRjikaueVVHqZbuaZAUp18LhU3zbzxdhFqiyHsUVdegQ3dSuKNrSr80oC2Qm40xEjaP5pHu3gwl79HW23v3v/b0M+8f8p3fv3e8f90P7x5QpbxKww/jm3bRVNZ12qukQhwbWslTk2Ewlf9pIHc/bD5TA1EXCqzc3ZeG50SwDuW67wrjmx+9429pYL177eRH0TE3ROFAXCsOfFbDqmKlx+ZR0sfi+5pCOGFlB5UKSI1iZ5lGqNh4z0KhNAknhDvOVja6NQ+Z3TraFGse7WEoOvLCZ1oJH2MHjbqBcNQ4CcRwFq8b45Q69TwUg2XcyZzBZmSfk7EB0l3epKI3dtW/T6c7N85PrjEORxK5PspbXnWQpTK1tyu/41yKucPUD7V4tHrsz9xW3jijmoK+ciMzkNUy+EeiYEde1bh8xxpkYedIQ6G2DzNu/ELKJD8dfZz5qs3m3K57KLWlMcNwI0+iqWyn/rFZzNe0/fysJ+T4+vjNzoF97H50DN3hnfHf09nI1N69bvPeIXc/U5s/6ottwaqWGKOIgCiRu5OKReSCEEZIbphF3QDLni6AG7oHj9JrvKMjy00jpV2mg8hr89VlNtwZnk4ujOWB3nG68NRGmDgqiECv717sKTJpHx+3T/haVGuIxmZWHKHtPMNHvEhskon6DIHQ3+s+eORIpixzlH0aMdOQaezFVwV35gjQw7CYKdeSb2w+PmXut8MUHPUURblHNEOglczYC0I7jxv1aCTZUQJucjh0Z8iUmDNPnfbW5VVJR/po8F6mmDFHB37v6JEubqR5SkSj8Y68F3aDZRifpY0IPDdy4zRC9r+DNpc5OfTZVta9GHSXekwYPkM+uEgI53nMnSX/Prz7PEfJHbxguKp5sEsNs7Z2VArSN0Qrsl0xVaSEA6DmHMTr9tU3iN3fRzpILxEF49Gr2t0R1dVNm6bB1zJKMFCGnnqrxjvYNHaz+3NnfZ5qI9M8xBXBS1O4j+3UMEb5mAyZIeO/4HWxLiTiFgVfc4YbA7PuFYFolMZILSmMqAknwTI98/vHIdPFJAkP/8vMvScan15yvIrt9x6Q9eP+SbYe2pj6FLLwIOLnb6PTwTYJ1hKXy/gw8EA2yxIZrDXfcO+h0JE9kHd6bkYHZQqVgTeKHxVG3eOc4V1mTj92fB0j6JF8gaMeNEnScXqWpG8Pe/fvGf91P9q7RuQKj4xR2ffl7mxwME3JiN50QpRlGskfH297bXffzr9zzRnHXk+tHNS5++veecbhEnv7/dx86qzvXj6N27g+vzMyV7/vTWVgywZrGR8DnRty1OXdCSmOjC31hNSMLkuwgfPBtIXoMBjP0ax2/GEQ59s3fo+Mxjv5i8n3rh9jL8cxsPlieXvvj6bqXjVL4j0wqx/ztfvnuSMr9+s6HAk+XbmPs3dU2+/QyGg0v8pxnvqfdrLR2Ewo0yXvDlFqFzbdy+DFmTLL3CvpHCd0P4Ye76AZT7vp92tmCojaN2Z4KmGzKOEY2QE0xkV9z4Dm3mE+l07WAP6N97fxbha6zz0/PMxNDNpxvO/Xu75z73RtAk1sv2fIhxxzm/4e42pv6VDuPtjRofajQ+3kY5RF4eOnWNbn2PCoBw0gRhgDEvhRFqSe3HHDhqduzHoNJyTqorkeFHOfDpS7CIisgVbEa5yN4uWDzzgAgrQJyIaVzd/aQKiIOEg002k6qCn2FhHJofSwLsiYG8t0b+6ZAi5BF5v3wwhgXHMnTKSNdJbpABiN/YSphp65IJwocvZ+FcFqwcE46QWW+LxiVjF7RE08U4q1iABuZG05tUa3Lea2YHLG68mdvB+DcsMJFnqi97VjnLEBaFxc95wig70vXuc4gzUVxVMaevrXrF/okRRXSujHdsQQfPf4J9MxpeLKeKnDEUxr8Nzjl3dnJmV2fJc3TmlEMPbNVx6T6/Ug4KdVM3p3Z/g0xe6FM5D5nnvy3Qxx7v7OJmt4ZGOjUc5B5GVSQiWektELiTAPI7AGI8r9WHBRHREPQciTwwJLRrkjZ/a+z1J574OMTTNTv3JsZ6GQG6t5DO14WyrF81iKcUz3sSugb+MdJkE2jgO3/YPH7IHONubPc+uzijR/fycIMjd3bhjGkO0C8/iWu6CReS523sXeUAqWI/vfhVoqyfFZN0yELt1Dn6RjWtjYqKWgtVAOBebk6IhIpmIhMlWHYVZ1j3zwmiV90KcrAiH4B03Y4fc85jJ9O0dM7GN+r4hnq3ntPo/GvXo484GDhI9bLOYkU8DsM3P4fVDSd1PL9w4b9RK8GKajfj1VgBdaCORaFqousWlukVS3VCiOIDBzhVxk8Q32uXn01OYGIkn0whJyuLRALQQ9nDxc0KMw0igAsCIaRrkuWKlIdYOS5wS3YIsGte8KjMTYR/70FPaOSnM+qupIrN49L7X2sysTV2+gnBQ5GbJ0yskVQCmGbELZCmInii1hUI76C2FckLK5AkC8bw1keX/ErKKrKyxNbnQabb2hbcXWzfNhl47WnAs8Qq258mO9Yl2wTcLQ6rklTTYH0S0hBaWThar9ncODEhtySTEYFnvJsEMteN72yKNtEsaUhnFzOlia21SK88m77c779JYpLUYIckYlbAyF18BDLwMhJGFwtU6RjFawQHraYMF7eOauSLvyNaNm2IXQ4NlpkPJ14wYQIRGKEmhqN3w1l30aEV2yutwfbaTBYXfaiTivEvDUN4BUQ4oHkZagUZ8GiYiUcEKYG7edtxFGzebj1x1hq+F00EQqdZfxPSMyYvOyF6DLz3MUBOM8MSZOJolGi7EZ/CS1rCOvuo+qmKPifKqSBiXEYzqgGfvCYUoxxbKYLmlIhx0tpb9Lcap/x0zQ65OPQ/l3RC6wLMAZa7+APiL8Dc/z+YLZFbMzxhn0hNgZk1+w+m9QOnZaEf0N2v/OqBVgldKfnOMWT7tUlnRQLr6OykfgRCq3nn5L3EBbq+8L1JB+RfQZlo9ODxXKssR7t9DJou5E9/ooVn1sPEVJx9Zvfv7sKmWV4inkrEATSn9EOCOnMywxJxRHCDfB9Iy1x0A7NdBG6Q+MfOSiKFcMdV5B9T45i/DpL3/y97PfMC6Y3kCjiFt58BR5XUJ2v2LWUImi0MULf0v/gMmK1t/AVqQ/O4W0D37d2XMUeySIjWgUq27oLWZgC9RHRKpv1GTD2DBdMXsAecSjbzff0G9t5ynSQb+FqjLpkt85Lrcbva+0vtF1dYfyZkirFC2URRExNELj6SU2rVGHZtkoi7+PtQ3hEeWDy9nlBGwh2jtswUs4+fenDzHZsUrje4ph1cBesX6DdkJ0gVOmCgoe3x+gxUZV1liyzntTtlhZwcxFkgjwGBEQ1fPyby+IrJT26hE568nRgZFC0Wr3NdTP0M9OE/0KZgGebQgr1m+09dmHPcLmpf7ZWc56QWyj20twpA9gxZ2CFosgisQ720oHQPLtxfczpTot94ZtGUX26KLx5HLFjYPJa13mucMgaD39BZJAiayzccLkA9I9OaP1Z//hCmzI0pAHl9Usjy4/q0dMlRp1CG7t6Ge8PwL1X1KzDh6syX+LR0MkP/doVSNTVUigqvNb/y/5fSpQkX5g1LPoISb3qk2QtDA+hRhJPbnk2V2nTVk7I4Njv2VxbwvAUo1C1Bmd0aOPmlsXKY6KHGj7aM12o3xu2dzA48Y41z/CwU+KszQflhhLCX0kRzXlaEmRmA2P9x7bcgnn8fjKUgxG/2wytIWsFX9Dp92jbr9HO/gtCVKW6FOhhIOtoiVrUkEtlbqcKHVhWR6ptXI+PSBSkeL1snQCK3z3sMjRn4bKfJkYMykyDMZJgvnuh31iEuscnVAgjf6pV8zPGnObRH6fEcKYdK8ctuMuKXFU47s5lCR1I8GBIBENllE7puJsUWJmhIje93SKbsB8AB6R8oFl+UBdnlhibZtJOKc9K0S/brTrSruu9OtKXzc09f6tR9qcvkdCaIxzetBygG0eiqRziUgEmwY8CTMnAR/rsRdg2AJs7NuP9Dc3Nc/xaMNS17zjBclKxAZ7OfKL949B/5rtxP6gB6hrRB/n2NhbzJDdj0O0ZXX6HPuefI9Y84TxMZX43QbCHnEgMf4JUkP3Zx1S3Xo7HuEVCOlIyTlwZRkVHvWv5nGSItBlRMw4KK6F8dv5o/Ob4DEJfAj66d3btxZZH3oAHbSH0doJSUOtd/CwOSDi8C42qf0pAMMxkgOftSKSMItMc+H9cL59mCjnL1ZC9CQPmNa/ODG8KZw9EWJySg4gttne+v1jbT9j0tGHLw4GiSbKtrF0o9g/oFRUHmjyyY3jDWr5QC0fKKdH6lmx/pXe/kFvv7DqXxFuvu8rndOpU4pCddqt0a/Wnhxhj9Nx5YFij5zqlaW8skmh1wLyhNlPqD7T9RtsC6Ut6An0LGAPPLaPYCdMfqbwjSr/N1YKm/2MsNHP3wLo4bRwqZn20eep3IxiStVOYYPT/4nYjWX5V07LL7RtobWOyFeQ/w7mESJWT1j9CDSP3A7bm+jCon+iliceygekPqDnBa2FzS5ed6xeEdlQ/Qcmr5j9C2b/xqZfWfsLVVeqbZitrgPoN9btH6z9xgaIPNKXj1h7pTd3WpzkhpWNLt4Xab+EHgpWGp0nrDxh9m+IFWT9d7AvmH7Glr9HhPeJrgVtJ1QUk07Vwqk9ei3Q+hWzC9b+5lu5AAG1Zfl9ecr/UE2Iewb73rlYqIez7zDcd3so0xfzBQfN7e767zT2XlfH+al/yZ9TfzPzPHOpPw6Ok94jo2jDEvV/iMAINc1CZZu81Mm88hn+XGduzrjTaXEnML8zlTt/kePJWW7+ESp498IfzLHdXfcdBEcqv3+wE/9/OH70nP27NH9/jzzyqiMN31PyH3inoLNBWAdSTc1J977k5gNxx5Qa2jM/9pQ3E5eHrgNEaqakzaCpUWDOPCrCae/ofEg6ZVK+h4ycjWvvjZS99+ePRjOfca/cvdPgu+end//Rmj88Y77v+/MlByTXe+tgQjmYBVI7f3L9T/2NEGv/XaaN1a7kJsfY9wBltJXj5HuxMnjErqiE4pNg3K6xgUkk4jR3oZzmmA+SxOlEYmfiJJlExc4TyXeJNBZF/X3UfMOlidhPZ03cLGGoqDY2LGBID4SFihuWm2JaaLKhNLRNURCRiiIVMhNzA0oipiZQpeHo2awD4ZuLcpiPyX12pIz7+TvMfZxSO55O9G5Oy/1G8YfHPV8v+5zfcU1fN5PTffya19Pc1ncE3sy+x6U7Tdp7fCruzVFLjigZ/TM8HDZkWkYO7HfOTfkmx/cd8YflEE755ot4bnTr4aAPGWrubHCnbdCqTQXFd+EaXZh4XfLcSRYfNrLvHO85lGz8Nw/k/Xi9PX+Ugu/rMB6iXe6+lXd+9n7LD/qfh6o7Qk3Xqc+BnGbBLNdxzLEVLFBJO9HEBtUy9eSEOHcrIgwHCXsfZQ8f99P5doGYHqkwoh4EgfSZ3tE3loVML+eoylOQqiNc/b3SGpqIqT6iFHwJmzsxcUSQ5v3qm1un/0QJh4NKkp/Eu/MQfQI32oehd+iB+9r2tSIkomvs6BJ5J+LzYguZ69ZrITR/F1mCr3gebclUMvd6hHVfS6OoYZ2+93eR5O0DKVz2fiePj+fsvF+Ct4f8MThard4/tuY1NXprgZ7bAUtZD2enrdz46ZAziYoc4VEmQVsJ+HE9yUVX8MwyrBikbr8PggxSGjnpQ9cS8zlwGlrcmXTggc7jTQwrEdU3wCyB1rRTiM4SZlpHyxE1b9gUT3no0T6mmzu1OuHscgdXOjocz756Ole9ufEu1p1ENGSmDDR2R+rgd6HTHXjO/Z5iRJ/g75O6A5M+E0atzJ29r4MYw0x3k45wX2WkYcx5TMi2WFMuI1IWz8CicJ7H/BM5md9GzhyP4TyegGUGzjOG3jaTQr6f3n+7i/H79ZXXzbXD2E/PBuk3mkTSKXt/xv7B7i/e3+mg407vlSJuN89na2Eojgccsj8hbqy3vf19LcDudNBZhN7tBWbOdjc87+n0dzrE4d1lbtPGFc7b39PF5G5O3p72z3L4wknT0wd5FMRCLSfqcmapC+fzA1IWan0EcTX6x5J0fs07ZUre0RbGArzr9HfbPNz09kp7e83bB37nmL6aaXBg6N4xiKf8GnQ80NrJB3bngHYo6sZx6+ZpDJtRmkbaGxdRfdvo6+a/txXdVnTb0Na8mPDI178DsGwQ40SUPxjEMTqDLPe19q6mP83RMKh/bzwHid3LmO/35/72e8vYDw+7/zPX/Z4qDRiOq6H3fmesDitZpt8uDKde3r/W2z7nGL8d0xh4c7kp8/1iIatkvEv21aVIArPit4o7kg2XJaq7M2Og6G2PiIz8+pbOoCGSYg8x+a92m9zdeL157/hJ/c72WWTIw2kwZtZ+cGbNv4/PGHvxIX/z2rt0NukkHONu07XzPO39nO2Iv0d1FlHDJcZ3SBrP3xfzVLFyCpBax/XW0C2teKYYM8S8FlbuFcyWmDfwFNdhC7AA8FjFqN5mIOuLVcTWiHB5QCjBF6JIuAWwViLbDA2xQi0rxuLAS3MQlDviJVROB0kWCh6psbiOZw8kmNCfswUBXcGumG3uSDXX/SVklppFtobsHxEVviDRvnBi1N8K0jDxPW03oUZWATVPraRDD1DEeoznBbEWpkPF+jaiMLAlIiE2xKI2nTRvI51zZESDAywzeSBEOlk7I3rCuKKsOOgtwLlDV08dOusDur6KvQYDffT5nHXJHxz/hBNCpw4w8algXvNCnBbEka1NgjvR+uN6OX5/WPxzP/J8tHeQODk42VT0VyCx62ZRCDYJLaAIqZC2+D69vyWQXxKIlDTWaHFDzFCa0ks8hAAHZmTJYIMnDOWeQHxlxERwTWeMvjHYx9gOYzqQ9EPIzt/fT/6u7o2vD7xwV5Vnof2+lJmZWaYfCG4/P4OMyjie3Z/3o+MocrE5493EdIdCeEcXf+AZMo/F/NuOJ+xwz9y/pLcco70PTj5vFVM1C6e4R78UEo3uC9Z6hqp6ugiNGiWlyKC11D38t+0/IVBTQUlDimZKkoBneg50puvz2nizOxm5F8Gax+Z+4AIBP+VMPCgkQ/FIxGmO4q4VHHhEjqdEh97kbb0f2fm7bH9fDz+khB4pKwqTQbrghVptoNGHIahooGwqSEUCwemFFuOnrCAeJSBicPYc+6XZaN1FsUdTmXhohC7dr9fqPKqBdAkDYsxfiXQ2WrwGg21QxXMOFrDFFdKhv/QYxxp1NyLywUo4VCN3KRrrf1tAzkimnYgdhKgi2iJYMjAfZog0WjgdpPp8SqKByh4O6WPpYY0ebVJgq5HyxA1sfQ0nxLpB69gpjHThZPNiuN03OtvV87PfHHVtS4tZF9zo9xj0ukVkyTdMOlJjveoJz0HuyomY7VFRwzFgjgDt3ZGh5yDxZj4da/DLQHXInc743iE280mJKJhcAVFLQ5jWj49BItB8vfTgB2lwjLWVhpJcN4QRX2KHHelwdt0gZE7KLfG27LBGZ17hbRXTSKOkY+mZKF74MWRkpKKR4gYyEaengiOhd//dCbHKboR0OlVcqTRz4zzMm18QuqNZ8PkirzPI6MP8nXqBjh1IGhJ9fPKZO6eaOUbIbbdGMhBkESW186yU2zlzEUkx0KizTMsJFmZE7e5U0P0OCyTxZOzL4sNyv0l552gXYyBzANE/gRRHHJpi/YbpBQ9V/jNWPsHIGR+1auQV7Iz1L46O1Agv1n8JxffPWDGsXqNfKS8+uFahV6c1u3mb5QvIivAz8Ijoz36t/R2RXx21noULrCA8UuQjlEKpAtFvEEw+xch5mLG/5wbLikhHOQMFW4NSFt+oep7/s+fBXU9uJVEwWTG5YVKwuoBWaGewB4xfGIhHOsIDzpvSWO958iWLQncvwm588Pe04ONbwdaOyYKWBfQF6b+BKKU0jAesfgBZQb/E/N3cAXP6Od7zCtaw9orXgAh60geMiqlvBrCG2QblEuzkEeEhfNUC5YYt3wIp5XVe0CeQE8YH10WygFnKih8c3778H2jvrM/faG3zlJJFkQXcKB3yUnNuOyI3KNtI1SF6cl5Vo7ByrCDRzd9FN7xws8SYRERNvqP6ZnIY0LfFx7w+gTxgeBHFopWyFQpnxM7BWyI1WI2cxE2Cnp9d1atL8BjfdGqrWFk8kr0IpVwAo8rZI4D6R+DsaQVEscVToem6YevN38dWj6yrDXcq+ZypXoO2AxlqL/iGHdxZ6OOi+iXWxKsjO+vD4PW+Dls4qipZj8aakaH0aPJx87GRgqwR3dmCz/Xgi82jTTxwNGWAIc3AuhsXLCI5JVOAGsVuPtdVKUtxuct54ocN0atzOL0En/0wZNp7R0YEZDRhRlgRsREla3Td641iuyo7dOkYglzflqnMfNzqSDvhN436QJPFX2GXCQFU8b2nGzX23+PR/n8gZ3sqqyVvjytCB+1xuTu5JGIIfQ/ie4jQv2K5BsB79JZ4zwSyOB05etkijWVedyhaGI1ZfhyjuY+rxcN24+jufDT2NFHzHnnelabRy6dn/sZ83Jn2opYydncAW+gc6XioYl5Hry7U+sCyPHE6P/D04SfO5zOfPv3EsiycnzyirGnqfN8/LNHFeWGZ+7j3b/h2D3vpO3jC2Dbe0XcO1Gh63tvMN9sAQo5vbXYI5qXTvcMecqTBYXAcXbExV95H1700ar6xesR+WxrFGnJZMVmQxyu2PEB9wezEdl4p5xtmRu9Ku11Zv32jvbxy+8ff6a8Xti/f0NuN/nrFwjFBa67na4c+gU5mekzAz/Ac7sTpw76vy7ENHWMS6U8Vjg6FQOwPu8446y29cYretz3NXdCEJC8Imt6n44e70nheXDllINn36jvfsOABiI2ImsP6ldyxKXvBYt27IQyKOCTLyBNA5nfPGioHUKQdLnX5MDsgwrDsW3nB08m4c13SqJ8O6AIubELHDCM1qrHH2HmNBMjFwSgSTojdEU+ADLL2Q6aG9P0MMSdxvfYUgfvsCC6nDB9rc90z2zaVCVgRAIp5PHJwx94huJ4Fg+eOJmqZdMkEGUX6LcmxjOsHWGCnrT06W5Ae6yUzN9xHTr1z2KNHmJ+7UFqll7NrCPaC66A+H3paaKeC6D8Q++8YFeVnpBm6eoSw8hX0A0UccNjVbRzuFOhed86Erk8YC7o8gRQWviLWWexvjs7vPval/BuUM81e0b5RTCi9olVYK26f6I1y2qinb763sAdQRfkLZp0unlHC+iuVxpP+BFZoPKBAl08YG6X8nSJX4MVBI7iz49Yv3PSVsr1Q2gvUT5TyP9Plyk2+Um1l0RXVB1r/BZFHTuXPkabKM0x03RDNBNMLq/5C4UTV/6T0C0U/gijdXlDpLPbMR3tF29/Q26+InTA7IbdCWZXalNPaUKl0OUPvFP2I2kovxfdc5QTSEX121bb9F+Ax1MGNLgUrJ5b+CQEar26jkScKizudijtUSl+gP7Ppf3h9Tx6BC9hnYEH74vqqfGSko/3B8U9GQiSz/+e+k/vLxuWzYpg/Nv383qOOz7QU+qOdSSOYTs1XwC7DglcflCwLobJHRaSwUw6HBWO0vE+SX+ztwDAYk4pYfs53DsPx/plx/jh4ech+zXFw3gzZm+OgIOU4zffP7RzV5kMzg/W+9/3dXPzh473r7zWJbPr3meu7TX/vtoMSESfsvfPTxQfakne7v9OdTa0ciI0ZCaDgBV4CDejCNy4NJWs4G5iMhJNTIulpprPxL2l18pTf92lWaIfic3ijecB+b47vx83uX38fpV37/c6932v7n6Wz+X7b/3TtY+/PQHxPIyRhAJmUi33jFZRgeV20WSwCKCQ2S2W04wUwE+mxG0X9teZ0Oa5QDiNS0MDQN8cr2f5bJpqM69M4nBuS5FnjBcWfZGq+Oy6eRkIzvZLh6aUKkVYqDM1GKECFEWeb0SFRLNpKoH3D8Kch5LV5sWEGn8zfgYwaoM0IqVU3VDPR84FnHsgm+fbQuuP3tKjyBmHylUU/CDTBHPk2HLD5jD9Af/MkBY0fjd73bXyHDw9+/R1Gdodwmp8y/s6xGpEcaZx5u1Yt2kpZOByY33WC+89BvrHzJUreF2HM5sY/d4EUvBZIKOCpZB9o3YvQGWlE8bncjSBHWZtvPvO7/TWPY7iz+32973rBP8Nj3pm7nLrDc2eCODpyj4hem77/Y3LPYqM6NlVZADiWgzun0+BG8L0weibELGnJVvY10/D0QyUiDozYMZAboSlXS/Qm+WNHIurBf6dTRQfQw2RHYzmT8YKiXig3jbWAZITXTl+5Tve9m+z0UdIQWxk5682NHnRPB2Mi7lQh6maYABFePPRJYUfoT7z2MFttrMGcS6K4PRbh7iaMSAjU38sCMRWRPw6ASfdYINCHoS8Mj0lRMVcydICIcrBpzQ8+las1ASjuBD3aWjJiAoZz6QfHtt1QNS9u2IIHQIyRToac3fm7Rw6GoTwjY4bxJcc1ozXCqap1Agng8keI8Yvct0ZEntg0Z400DFi8n4Qx9h59KEHDI/XZ0P0jwjRrNWnUHMFloWqN6zOyRWP8PM2g9eZTTYs16E5YTN3wZsaejMGcLno7SOydx23sURBjWo8665AFIUu/I7qGDjqQpNlg0J9lerjk9iksBRl0wkR7+88wnojfszuNk6Tn3YTgII8fRN+M9wz37XinnYMfeLAdP47T8Yr7Hm++b3Kq3vPcY8jB28ckG5zGJM8fCr8e3ud+vzFJCpuemf2d5UNM2f2I+VTusmxvc98rDLk4ZHvwkbxv6ue9fDx0//7MLuymlzhG6uxkuk/OoCG404+OPGtHcx774GTmunUphVoWlnrivDzwcH7kw4ePnM4nnj59BClsf8AJcb9mDr1/28XjcRQNRzLMeT/sZb9DrPMth+fc082xnfd0mu/Wx8yxtXxOOrYsopDN5WRXrHkdN9kafW2U20q7rMhyRZp6NIQavXfa7cb2eqG/XuiXK/16Q9fVHbLNIyHS6fBWT7sbwLtXn7+yH1036WEHupwXrHxn7OXwkPh9twYkdZH5me928/ePwz5YJr498aOBzJe7VbCPl33ndY7H3Yp+c889r9v5xT6ksTYnen6fVyQPO0JzUhVwB0bm08d1WBHfO4ogJZw7xuABGRUxnArDCRHDlHaQ5HmTjWTfXziteXt3c2Xja8ZaG+N0LxfyFeOP+3X6vVE/qmXTNXduw2PIznRfrOfs6P353znSTDAAeSah9cyOfIauluBsMFexVNHeUXE7gVmg5GVzVL4F4AFzv1Q6w1OPRhAqRQxs8/e2qAko4IA0xXUmL5ZtkeZSeqdoABVRoFFYnT7KGdexbyTYzcQQOSGygDz4nJtLT59/1zUd2ODj4ClPL6A3JGsxRPSBBv15VOvJ36ck2EJCnVfUNrdfBE1rAAiLeaoxKz723RpqNxZdHdihK+g17CBpOxF3vphHgCCbO9Ms9asE2s/7lOQZApFxhbKBLX6NnYATJqehe0lGZhPpwoB0JEJGyLjOPVJelyXa/PHxTzgh7gWtvbNgYpVOi0MONyUDhZGvTO6+Jwkoz0/q1KQkHf6ejmFOG1AEY6AkJZVkGYwLjs4DRoRELnzfYKhUxiZOfLFBehhhRtscg54SxRkMOmo+AGTxkz2sKNOJ7Ojwo4MiN/BvleSDgL5jYMOQbPM9b6MW3h3QQ2MhVIZium+EfKxsf1bOncFbJNPvh/TfY4V2j/Ku0O6q1dS/N+eyrVm5nTe2TLR036/7Mbs30kv0bB73pKc8f1wnabCLzPiHXoGglMkT7x5kiU1bIrBS4XAmkj3aDW4hEsi0FFmYNY26I1LiTjWw0fasIMyCbkJgTO87r+sdQT1HrszrOAX//N5M38m43schN7BzW/lxXuMppmdat+Ol3zlsiTQf2ikK1sMAVILZnqP7DglwY4OIf1HO2NaRbWMY1oozfU/zEYK6dp/vuuBmJFea6inmNxCg3U6YQddAOZbGXvh08ed3gtn7fVqrPyONBd2Fk7VQ0jRWz4hG2GsPIFBKGJ4jXBL18D9Kx6QjbIHMdAFbSnE0qEYYbClI1oCIlC+iykhDgiCBuLdAZWgNo5NeEevoVWEzLwhrMMImbfONiSrWu6dNac4DLJAvnA2vERHj08KouXz1CS41lANXcOghnDWEJlEcs0T6liKw7LwtDTeEo8Tf6RyyQEDcYE4psJwOq/r9w9dtRiekmN85Z0TYWW6uDS/MRTw7+jGlmNojjdJonBuTRip2MWjkpt3i3fLJ3muXdxJFey1SoNgwjpah5Jq4cc0CTZYpNEZER0T3JFornVfKNKwYpAEuDdEi8eyUh7FOU6EyV24JhTG+ZK8JMfGAzM2atSEOaWXq4Lp7+p00sHnBV2K1HuTgkD8hbwaSy78rYwOausYuxfKXTPEWu6ybnA7JT2Xneplybze+7MbAHx0ZBt3lKWhgw1hdFlXbwSp2AVudv/Uw0tun4AsnsBXjN4QVsVdHbZ3OwA3jm9PWlobX2TBbHFlPdWV3jsopFyhXTF5caU1kti1QFkROlEilUeoZWU6UU0RXdA9Htu0LojdovwKKlupjLg8gZ0/BZDg6noqVJxxh9xHKAyLPiPy262H9I9b/BWTF6itO16/AJWgiI45ycgSK1+cZKZe24m3Vz5g0LHhO2T5Bf8DkGZMLqitmK2YXLPis9BvST0h79LVXPoFcoQYP6KPgBMgJlg++oidknKsZl/isQV0/Ifbk51RBVihXsBO2/gtZPJTSELlGtrPXkDXnA3v50fFyM1Dotw9oNxTfHNnphtUeNm3xKBSNGhXqkRzO3s6+yRLcwSAdKS9gG+jF77UFdIH2s6+bsnoUwfJKeLWhLxEJEbKEStHFwRxEXR9OThOmdNugbEi5hkyLounmoeUq1ekoEIZSozhgeXXE3rohVKz65jOzMIqszr+1u1wseMoItqFP+78YgF69HIUUrLp8Mrli2tDbi9NYXRBRynLFN/gXQDF5wOQcXKQz0iNm+oJyw8oVM0erCSX0mU45OfLYWqzP5vq+LGusyahn0h5iTRN0dUZE8WKLBY9u8E2xb1gjzVTxjazIiWJnT9lAn1LrFUQ/Bl0vfu3ygR/uF2ajdZL/7LxMHT1ozobstHFDcug9TUgaRDI6L5xNsrHLVl9nLsecuyu5NnZnn2T0QH6euy0wlP0DOEKGEW/U7Sq7tu4+xmhpLtgq+Q6GSWHUYmAyuEU/Es3hYKeQpRNoRcgahsf9lR36F4jicT77lfpE7gvCcI2MdZ3GEBlCLqImZ+eWpM46z3emnEvHpvPiHc+YulDkVS+VUs4s9ZHH8wc+PP3EL3/6N3766RP/8//yX3j6+Mhf/sufoRRWPb7td498RSCLuO8Tu2txPq3loJIddlwD/Ti3mcbP2Th7ZLh2+CN0jHk/lc3vasW43nkAQ1aY7MbcATSAgfBO24Xkq7UADUmDzUBuaDOsVHrrdIXtdaV+vVA+fEWWBVnOXo+wd/q60l4v6PVK++0zdrvRv37Dtg29XDwl09o8AqKFETqLBudPRi6krnl4v0lnn5yJgx0cB+84ZrFIJQzdBz1yb2nMy/g1lq7t0zo3nfrOaGjiH7+7V0idOu7LmoLTep3IIHif6x579IXzupltjc4fHl+O75rAkvGq+zsniG5iscexyk5pxM1L8NloM6PBTHNxsPMB/wKKp6UWndzuxUJ+Jn+rsf7j/dS83xb9tUIWjjHNPVymp840xGE7UcIJHqMRfDCyDzuPNdcnMnrM92CxNwreTzhJnHxynhI0EYb2A6gxadUYmRSyrQTfjfGdrUa2j7NPWMxF6tfHubX7iKt3jpOe8Ejdla6NvpyxcqKWP1GqUHoPGhREVxb9SLX/ysqf2OyM2DPCVzeK8+g6Zv3fKXROdkWp3FYvtty7pwOqRWJOlVIqJ/mFgtHaf2ezC10fHf3fDesFjSjKbp5mkP4K9oqcFGlP9McFqQ8sGIt9xsoj7fwvVF0p+gIYWgyk0OpfwM50WzBVSnM7Si0rhVfWInQ5YZwwq7B9g/YPLNNHLQ2qsVll5YlFO2XzSFDRG1INLV+wslCWJ1QKW78hVlguj5TygNQbUgraz8AHr3VphvUvmCptW6Ft6PpM357Z7MKmFdlulO2E9RdK+4xLz3+AFrQ5MEyWsFGXJzCv6yDWQW5Ax5rXtCvlBvIA/QnVD0j9Lyzll4gsvkZU9ifMbj7eoujDR7CNrX+jlspD+X+BSRSAP2HtJ44pet8//rgT4of8cpZ2B4l6d9N9I/JPtJv337Vj98+5e34K10n8D70v1+7h5NRCMENXJG0oB/urzYJuv/Egb8h77J3f3n6eO3plJ6Xwrr3D8Tta07sy93+gne/fNAsyu2vHDr/+qeMQkjI0hB/L7D8i0ycl7XeP8ci54Zy3+2fNNDk/xgYafr5mqJjDc81QzF12uQHM7XtCFjaaTZUHLNFwNOzP3Z0QKQ9T4L03ALPCZbsQn76fVJ63gzSUM//7+9Pwli/k+ro//88cNsbk2JM/dG9EJ4z3TwTFvLbfbIbKdE0YRYcBbVcUZDhlY+4FV1KonmZLfG7T0WSWAZi5SfD32YHEctdPpjeO91AlEQaJBNnHJfozyNEOy8x1nUh9lAjcVKS0B0qljrExk6EkgiPT3QgW4xBKphv6vYg64ttXBMS6p6Nr6ukhcmMRTplETph2N1RpbMxFyLqmARbmsP4wsObjJ9O7MaNepw1FImVzbGKeyGbzGYkOHcJDDrQhYbT/vWMyx2eH9/5Pre0TlUbr/Rp3PEZr49XzujJPKGn1eCuNxw7icNb/PPJ2RwIHXUl8P/qWv8EoE89MPpV8L9cFbiAc7ejezjBcTXzf0kiX762ji95ejMWoB5BkMKOwZ94n0+uNyR39m8fCxjV3BoEfsZkxjDIQr4kSzo10dvKo3eyYp7fN2+jj3ps/wC8TeDHSs6zYGO80sqXTOmhF08ERP1KiXxuwAjfADYW++huZ0so7PgFJLMdvB3gMo1PWKrANs75HjMF4y9y4pnOKkmh9i1DzpJ+IJCB46UxryQ/J+gyJlM/UWpGWTMKopieP/NJY3+JOqXQCecPCYEIyz9j+243dq29gos6J12DZcCP4DTNPyePs2Ea+/6LmOXozhc68VtIAIUxzk5vMNsbM300mnlXY12uuiYJw8k1qKWOsGfpuzoFMP98/+sjwE06AcOzt+kNK6xZqXp5LHcNTVR75nxdW9tRF6a0QMmLCdHOHtKqnfhoI/Hhm8nbC2D3xlrlvGYkj8/gM/l4Gz800o17fICK4oj6NRa2k0g0rUMJZLL2HI0KizFeH6mgyGzQaUxIAA5tktKdwjRphRWJOWqzfMM4O1Fvy6xhLixSOY1zC2JtyQeRIM2YM0NPkhB/pZ1K++0IYa0ukkgl9ZACzAjGXNJxG/qlWiE+z7N/J4u8RkVY/POT4Qd47n2JkojLvY36Xf8z7gyOt3/PlI99+78M7n/envHNR8N5hnE6w3PRVrp2ILjjYMSeeMHOiRLMf1P7DmvO/d5k586+7XqZunN9mH8boEG2lYJO9HdtX3C5Vp/vmiIkDP93b4dDODiQct0z9GvMnBSmFWipLPfFwfuTp6QM///wzH3964l//+hekFm5d35uuu+N+9u6p4ActzLf+iIVOLPtw5BAYh+F425d3njv+iPkbmLBJJ8mmxymfXOfREkFa0UZ3XdBaREdvDeqKXFeQ6hxGFVlOsKxR76Gj20a/XNHbDb1csXX1n615Wz2ckn2qCZHEm8Zimd/n/Xe+p5xx3Qjt2E8dzAw5rvMe6a7ldCwen/AdWv3Bqbc9/d6RMphB+8cgquOzjyvx+Jzvbv2/99x3zqQa8t1tjs1/7gS/9yv4h+18IO0XA2AT8m424psIJWsWQsgTHWLP77PJ6cOQU0yyLzONvElFndcN7hI9DYfJ2GO8ESy5rnI5fef77y562b+fbQUH/jsRbcqIA93K3tTMY+b+vun726PEuDggOusuRMQAFWQjnfJunVoC2HIKc4QBPWIaFu+ObAidGqldRc/YqMmWeqBRpJHZIVIdyNq67qzOmrkaDpXQq2zzdK9ljejSgnYJ5/oFB8TFHiLJTYrbWMQBVr15j/dynx2hY3ZG8dp5DpLokVr2jFEwU3okhTSpDhMzp5VirquZRZ0124CCmiJW0Va8rqZE7QX1GegW/KV3TDd6W5G20XtDVdGo91q0DZ7oIIOYLy0QaWKRsA3I4rogJ+Z9oxEOE7vgOuSCRYpx4Yxx8zZwfdRTdjc/VxePzE1wIg9OdvHek0/7h8cfd0K871bnSNS7ErEr8WW6bxIEP1qUb54Vzwtt7MjKpr9CedtTMuX1+IIZm/FZeclN8f4cVwCUUZRpYuB7Xn6ZFMGpv1M7g5VZojeTCWb6EEegaHwmcnIehnd6vvd1GpNhBJql6ti6jzMDLfCmb/dj/N7nfH62MSHyx8C1eEqOVraRCDwZrRya/NExGGZeuIfIC2FIfE8BHEhcmehoF3T+qQxamo+dQUW/D1J2npC53SmNBUEX41oLkkglIsMF977oJEz8fKKuQsWWaH9E4ewCcjzT5vHdheuYZ2PvD+yb/tnIjk1yLXYW4+tZ2jHW0ZH2jhR3P7YHepsW3L5Wy+FumdqzERUh4x4bY81Ek9Mz9jji35O7WAl0ZXfUBsXR424IB8h8ypFP01z3cYO0G9BYLjjvcboTqf5Ky4wmcdSxiFCWR4oIS+kUInJLhW5eC4Jyo9Mw3aJIeRjjO9AMN6ItrojNxovSMVnjcxjIigs4G0tocYNNCWNIt0A3eJij1O5GjlIcURdoUpPuxTlrIDG7FzKii9dTpSCcfXBKaIp6jemNwpuWdBf9xg0otm5uvZrywLvRLpVGr8dBr0g/YUUDVBJaQzH3+nccATvuUxekgPTzjowX4LS6cpKgobSZRF5lrxlxdpvOAmYN21awxZG40iOHt0FLdM1Oy98/7osPJ607MnXk6SZ5Z6Dybef/OwA01s9AEAW9h5G+BARsBARorC3ZnzmeEzxxdiAQyp9H+aSToUZTyf/a5Gh12ekytk9zDEiEFIVRa/CpWY4N9FZGI/hm12WxLzwvCtb3MTR3bvm/REElfcXPe6FQEkXE0JGuYjjTQpZIRnRYGKd3dj3atHy/4FH7e6URb+5DwWtjxNOGLJ3HPHlb1BZAcONc6FMGc2TZ7x1ZO2HoR9ZdUSz/AK5YPzkiXT9h+gtijg6nvzgSvnwLRExFSuTo1yfv5dr8/WRBrGI8uM2wbPHskxsjNWi6nl3BzTnvmyP7I7rJU75F9Fi5+ViVq897+xkxQaqjeBzNsyL6LRT9U2xclxjT1zASR0G7EkZbWgAF3ejhPOvjGH+TR1hy7oOP14LIA1Y9h6y1GtObfE5DvncIR43R/Tp7wLqnjzL5FTkZygvGFdQopnhRvkcswqAR0OVX54W1+nv2SywTDzFnWjYeMaHBu179WcXrOmBnfw/tGF/DGeVpbkQfQZYY8yuIy0L6gtgJjxbpyOk1aGf5XZLT1fm3csYN6G6ot+3kdCJXBM89LLZi3XPcet2ePkLPpT8i/aO/1yIMbzqhmxWBc+w0im9Vy/ZAbpoEi++FkZO6vWKqARo8YZwROfv9Vb1/VEfClt1B5Tz7xK6hNJCV5I+GeIRHfodELYmOivN11UghFukAqMWjJa240690rG6+ibRCBuh5ZyOFF46UlCisqETxx2jHOGEsmHgNFrHN13p7hHYe4lIjTcDurFtR/RUvLHn2tsTCBxlh+qnHVK/nJFKmDTtY8foOIt4HcL4islGieKXXiGhoX+M9GiLVU6yVgtUY33L1Z0Y+6O/ytmMNdkYKTWPsz3ycUhePqAyZNc7cB+71mJzGgidLovOD1jTvuHdmxTEh3C159pBW7jxVGfED0dfY1+aGP+9NZ6umIzbeY0RKenqzMpp3GaMh//a9iI/rEezW75xfKWPyquq/B3gpx/r+ff0/meRnptTLqMs0nMmInshjBm34uIzXmEYt79DUU4Zs369zvaa4f04KRRa87k+l1IXl4czDxwf+9OdP/PXf/sz/9r/9r/z5rz/x//7//C+UpXBta9SM+sExJmx0bOLBqa8dVY/d72vjlf2ajNCZnjnmnWxwf+bhodEdw8c6U4HsxDuc2X677X3J6UBCx56+j+yE477cR3XX6TJCuUj39q8rNK87KOuJftuQlxdkOSGnk+8TlsV1Nu1Ya+htw9YNfb5Ca9jl6k6K69XTMG2b96elI2LaM6chWGLYEsgiqRbFHnGEkvpY7EjzGMEcwvshDYCN2KSfjrGPCFWJ/dpMKrKDTQ7nbTrxho39Ad0t1XJNQMSgdHZZdPceNumg0zLZX8eiv0laYQ4ejC0IVOcIYJkCS5IfTq9k92+TY77viRlRNztPMvPvB7BGQpYg7qyP2glZX6JnFyPljkfg4W1nv2U3Nk+DMgzq6Ugb46ETFx/jmIbvCUIlPvKKeuqdAdoBL8QbvDR0AufXGrRq+xrzh0a39rFEJnmfNqrRXoIMcMP14Bv7BA82MfYlMrPWP3Sc+IJJ51ZvmHUW+4L0E8X+G57j/wuenSExeWeaPSJWWOzqvF0eXTYaFJ6o+gu1XFjO/6BYhfKAUmgmwEbhvyMiLPxXxB5R/QBWafqAWuVUXO6JfUXYWPmZbk+oXDFuPNgrJ32FLlg/Y+0jbRU3+rdnpD7h9dMqy1bcsSC/eLrVpaGmtBVoyoN+YdFXSosi1OUvdPmEcIGycbbCyQqNhc6J1q/Y9h+oPXLiE2YbqyhFlHP9gvCAXc8ONtHIkrE8YCI0/UarHlFR6iOnfkPE2Oxnun2IPc3Kdr0g2ytdV1SLZ45t0PoVLZ/ppmzLX9B+o2/fEGsUu7h+t7iNSOSM9Urv/waqlNM5xvQFYcXsi9PN8oKUE5jrs1o6Wk7unKFhZUXLK4UTlYfQQw1kYy1fEROqFNy58esk279//JM1IX7UoLzz9SSd8/bBlCcG+uauP4jwe7cXP2rbDn8lms4X7+DIwSv277woTGw2LRe8DEXQDy+o6cxkEl7p1UomOCEO99oP4ZlNhvaGgcb97ygh33m96cOOmjx4T989ZPr9e1wrr/nRdTtm89i+/ZiUvtPW3t6k7H3nyrmX8/27ROZNH+yuteMl90+6f//jlbtwDoGf3wSdCTnjk5A32NHENrW1Kx5ZOHdHZTkNHnuXYYZ7FyCVub3dPPfmHWbd649Kr/nlj8NxeOLBGDhrMIfJeKv8vXlGKIOHyw/XCQc07g+PREAnn4oxCeXmgNI+NJWKRaxhCaN9PFPCOD4sl2N/ICOctJTIuNhiHq2QjixJY8XEN3Yr6I5kluAlWTthGH8NHNuQvC3D6MtOM8K0CQ3jaw1NL8RDhqq6YT5ybKf322BPEZXDLXsUXuT5T+/5yAOpicYMhTBSLo39upkbL8OZ4BtcJR260bFpnua/hzfBlVybeLeWHc0pCrUjmVoiDVsDgSP7D7CH9o6J5KDlJSv/I0dqtW+4VRrfdyPF7sTcr9tR3rYrrYe1PC/EeQ3NOB+4d5jcr8IcBj8/I2WZ9nXpdJgikSyfZOwO5B1hPPjQxPPy+0TU5D+BvXwEx42pjKfc8bLfMSbMzvxcUjufyrYl/o+njOifWe1/Xwbw5uw9L5v7p9P35TvX7XrKP8mRwdpOI4h/pgFX4BX0EdOTRxjZGYtC4Z7Op+N1IC4gZygfkETaRB0FSSNpIphh15fEU9lIyVRb1a/R3entkU05jvGTBZBFoazeX+sY4dCQBkRBXzwV3oxm8/cOHiluYMw17xEXJcLzff2ILVjU5xmI7bEZdKeylTNSImJAYnPMPc2lfhcpxjT6lPyzrph4KiDjRjrYiHyqY8ZdKMQf4djITW/SytjA7rSSsiANCzacaAvujI30DpLP9YgCz4/b8SiXMMQT8yqG1Ng06++HV48MQEn5UwQC+b7Cnj7QBLM6jZ9HPaDuVHY9vUzvI9MyCX0pgRVaGXV79ukb9Q0snaYs8e4RFTOiR+Y1GEjLBILsQm1cs3PTnXaHvqU7mMX1/ahlkfxd3dArge50523IQZvG2czpzbKmxK5zHOkvxlzS6ul1RjL6hkQzl6TVaCflORtmFXe2KMN5OtoMI3UxmJzAO0fKfuXZcOKN9Ed96FMp00ljfBrXMrKwRIqgHimQvkdrb7YqdzqsTPNx38cZbn4Akskgn/kNx6WH28PINunWY+86A2HmvkmuiWm49jeaZFkYNqONg8ND4toBrEqVYgbVzWPha2KgVQM96X+m/nccx6H2TNIw28vmZzk5j+3ozzR+KQePUyaHX97G3ItdeuZD7e78dMUkseOvNH6WgtRCXSqnhxOPTw/89PNHfvnTT/z1X/9EORUu23UyPH/nuCdFe+fvO5XLCLKfByX0v714LxO9fOeZA2CyX/72uon3jdvsaAuapmscqY5P7xEUeCThNOCq71ush263lTED0hWWBuvqzsUlavPQve7DusHasdsKrXsURPfvEmyF2nCivFm/SXhjH3CvE82Dbcdxf+N9eGcsDut7/+I9HIvzxqlfhz7aW3p573k/OmSfB3+Xetdm8u8fPGT8OZ2z5LmMz/5b7tq/J5x32n9nSO96OJFcAgenm4zDexqxFISIPnDwnqPe06kZt5ccl6nfwjRZyZNSL4KDU4vgf3Gjn9Fx63itaSol+/UG6h1vOYOqclWMLu/j7/1MnSMHanq3Ax1Hu4ft2sxo7vsx/87b3yWUwzHqs4VuK9Y9vjl0RRtyIXTNSEuEKcVuqHhKW0KPEDsjeo50zV5joJRI0Wzmz+ISLOtGiShXy5ponPDoC0PwenQO1jljrBgXsBvFVjyi+Irp4pGxekO2F4opZfsGnCn6EUNo5YSJ0kOH6mZgDbUV5RZOUwKws2CB7HdokqeRMkCtof3i7yWKmtHD2Y5E3YruAHirGsCWxaNlZQUttNMzhY3SlSKFbkY3cZ5pDd1W2K54zAWh2jl4XbnQpdLLCdXmKS5N8b1d8eelnVoKFhESxpm0WTs5bqTskNIGEMYomNRYk33QBuAOpbF/ABWvRTFIVG5HGvzO8U84IdKQcER1+BGC780xM2U4FHqdz88S++4b2E0b+/l3NIEU6uPjLByCkd25BT3aIfNew0ERHcIrGcQsUNJD6yeGAj2Y47w5lfHeey66HsL1aHDefw2JH5/eMabeoSe+z1zme+d75rb2cTq2Nf++Pzf15+7Rsz45R73cK6U/Onazff4uh28PJHCIBPC/ZNoM7Ue2oYfTbyj37tZ5U7DfNFQudgP2jCJOGoz3T6PMSCni5LOj55IWdiumGyg8lH3P4Tm/aNLXERmxtzEJvH1kplMhoO9J6X55Zu7EwzrNeTnSQI67vd0d3jXK0B38mA2R98/KtnZ17MBGRjTFtFZnreF3GGFZP/htvYVyEcUtpe48w8QjB0TIQpX7xvoE5Wd/rmnkgQ1jwdmNdJbofnOB5ohfYTfaGSMC2BJpI6RRJut6jHcpSoZGSiAyd2enXycRski5gQh2ysJDSzSzRp8/+jkNZHhxpKqVsqMuRKAHCrYVuEiwxBtDqSNqSQADwB08OGvrWPf3kti82PBeSIyjxMLoqK3Jvd34HwhNKMFLm/etZTSIK3SymF/XHp1ath3JTjGktogEcbk1cnjn5q1pRDaASSCQtslRQcf05u+RdTTOEQ2w3fjObmU/ZFI8ifiCIPHBPwZPM6CGMpSGmxrGnV3EWRrMCDoadFtiDCfviAxpRaKVjmtq3uI7Snfowfn+kaZncPI0fA5j985jUhYWCQS37BFFSeNGbpTNFbfgY2qNghdt96JkuSbunLVDdmbUoSPxxR7i/ZKSSujyEYEz/vm9Pi57LQgJGvXeROqUMGhLGNd2cZF/JcZW2PWXfcpt6AS782E4682dmXtBZ51kn2BDZZsBDD8+TF58XmT1PpSvwAr9K9jqqYdYkKVh5ebvZYtHP5Rnp5fyhPAE/BQK+uZI9tF/dy5Y9bBsaW5sFS5ON8sHHM0d61S+YqxY+YgXhYtIJ4Kt8gHh0XlbuWFV6csLRc6+Yjpodz1MYzNj8hpvHIj1cnZ+LX/CjfzfvHYE3Y2t5RQob/BUMgSvJpD1Z5AnX2+L59l3R03DeAHZkNMlnLS+HtXM6VSa/zQ80qx7WhwrDXegaFDH4n3TBWknkEoVBTkj8uTrtm+YXKM+ha//TKHkInwlHR+GYe2Df6+PXtcgnCrST6COShXaboOX4C+6IPpLzH8HucLyPEnPEo7hH0d6tX5xeiCjARsmG9YjMq+HU8TStPIRK49IWRFZEbsh/eq0Lavz5uoOMvonQL2ORL0hp28IRr3d3LG1xXNPPvfK1emwPzgqvz5GRi5xpFg7Y/3stNyU9EN5/aCOifnm0Sp7qJxiskD96LzMHLmrIRNUHqBUimzBKb6BtIhUMcwegJMXFGzhkDAdPn3TjvbNQQqcgkY+hKx+DR3k5LSg4WyQq+sEGhFz6ZwuZ+cBp8VlOR1sQ+xK6YrZGbMnH2v7GEshQQ0NWCj97G1Vd0jZ2Teso3aPnZwj9deQy4GEtycs0XJ4lKOUTPP24DTWU9vbsFKw4u+1Ax0u76uRyduC8WfqpyLJk8Jpp2kwCBmWTi6ZnGxh2BOLfUMGm4UeeYc/Y+f40x5lqLvpOE99dddDXZ4UEuSGhUqRn5lfNRxYh+cE17DsG26WEOeDgqOHkbK3l12THKsEsyh7CsOQgXrsbwr98bbp0MlI8SG3/EexMQajzzbLN9jtBGW6bucwDmbYB2K3JcZcpEw9pOja085KRJJMMBSqmGeZqxU5nagPZ86Pj3z68JGfP37iXz7+TF2Ey6WOPfn3j/vNUf7peuuoYaU57rFOhNg/HG/fx2V610mjyOme6WDshtL+MIbRDjr3fG/OwtC5bNfPZB/eqV/Rp1SsklCR+Buoim0gvTrt1IadNmSJFGolnfUJAAiw0dY8suK2eq2Qm0eaW9sC0KTDAZF7KgIIlTYWyz7ZtB6H8yXviy7n51ktH+Cdt1N7cAzZ/T0+fhbggtkBt4Nvsr3ozx1YbvRX7x/wzjGcejIQ/4QO7SAHmXiPX2+iU/8ltvji8zEMvzGucU3Sr8uM0N91H3/Xi2NVjVfWo09HZ33X9wIyvowahxF1kPsTEY3zubfRoNtw8iswR6hF/ReNBSYRwb/zmD2ywnXAIGrL/hF0tDt7Z//LPIGKjb14vpmTQdaBCLrMsRtoprgP8FSa88KanCyDj9tYuwPMNdoKxvD/kPYvXbIkOYIm9kFEzdz9PiKisqq7ms2Zw+HhP+CGe+75/8/hjmemu6urKiMj4l5/mKmKgAsAIlA1c7+RNZp5w931IQ8IBIDgGU4+Mc64P/IHJTwI/58dIsW55mN8a/2E6oLVSwzqUTyLwhVdFlSeWLhyYjOZu260/p2uz0j5iSI/s/SFZXu0s4L+K21baPpPIA2pbygbTd5AN858omhBusvt+owgLPKAUgfJafIGXGl1oVfl3F859zcKHZGFLlc2/RXtL+j6gjShvYHIK/L6ryz1kU9nQUtnq8+oKvXyiKpYVMVypcjfEH3lyhmkIvzGuf/KWp9ocuZaHq1OV39D9G+wPdLbE6W+UOp/p1JdXntk1V9QfbAED73RZENKobRId/QJRHjd/goVVp4onFF+s7NR/2+o/o1y/Q7bC+vywFrPlLVRr42u39D+73QRk9+1YZknXunnf0XLmZV/BoQFq+NQTgq90uQfgMpJfqfQ/Lyz2T7voH01nVP/BdWv0Fekf0dEqOUXRAvSCvAI9SfP/L2Y7FQxA09Z2ekd3rn+DiOEHn7eu3bUcPy+FzPuMPFx7/BsEId8/8A4juPLFtHMgZlCyn6ITvhS8WhxYSty/xlDNoIziJvgHl0yBK3R2U4Qs3vhpTwLBifCtP+RBn+QDOagZ9t3lmN3KwnHH4Ht/Qfv/LyraLsnoAUA09rJ+6v43khsDY54chxKCAP5y+PYHAf4yBAS0sgP2pld7geLMyw5PpCd7LOzawz3qil0RGOGpvnlY6cwhbGML9FWQviBw0e8mkPYRfLsN08Cg6J3cSBfd8Z5vMa0jnh2ZKFJoIz9d6+tXe8T5h9hnPSTwaV7OrRkONvhnDN6JTwDvFOpZnHWjnYvHtqxWhM4SQpDZY9vzfVopoY7EOvd8ijH3wR1AcQ9NccrZVjt5xUpU4rDUX39LJWQ+HemSFOGN7EmnFDHyRYndF/bKKJVQim6pecQLmAjTY4WO2hE4dqhxI3czxOuo5ii2HcSeeoHvTQPgyg8NvA9zjxUVxCGx6ApgURSmKwr00MAnwJgGKY9/2QciGT2LeqCtQhSXVKSHzPduZLBS3T8Na9pztxF6Yz0b8eUThAezrv2E57asszdL3Myt6xXfAQaf8iE/fDC9ZGOb7rzxKHFGf8LmI0PHM9E5zvZVKBBz9QOVRrGlFjnA4+dWyVacWVA7LPxmYyxSEJwdThLanO/Vin0Wscodzgx6XU2CjPO7pnnz5i+8ZbfTcZG3X/DDg8y/eEHV3gTx8bwmg66MaMxxVLylMjvKZZSqWxIqeZNj6Uh025rYkbHw9hCOeRRTBQ3ShYxOqnBg64gb0AUni3s02guCA8+Ni+iXVaDUCiwWxnbMh+uw2texJT6kRpGAh+iqPmgWb5qoSwilEWWIknKCeTRvumb47EZQSlmhLUiyAya1cXfGSzZD6wJdacCIwzUrj4TweptnM0JQRu7iLbiPKS7scujbcdS9DOmWPU8vkHK1A2XXmcnuSw5vhWkR3HwUBy/+vOTr6vvrQ8u9bSixRUFWhxHe+B+HR6NqmKKZ3Hv++HB7/gvbSgfrJEzyIbKFSkdTpZ6UNbN51adBriSGXP6kUG/qynjR1mC6l5fMtZnyCOJ95GmrUPwW+ymRKHwZvMJ3imxT94chx3MEjVJ/HN170NAu6C6ouqebE5nRcObOC7fyyOFToy7OU/C+YFH8kR9CQ3euyGsTr5sLNpPBtPg6Z6CksHPrVCzlnXSLI2xCBYZlerNSHXe7UZnWQafNR4R4/c9iUz7VsDwR4qT3dnL1eJDwxO5o3EiHMbhuNL+I7hINiKksYQgBwMRNBRjuTmH8Yg8l+Dee25+dN7ZtUFWYunhtUAiv2sbG6/WNANJR1OJBw++m//FkKdTXFaM518UdQVYdhRKy+DvjO2x1+4dJnm4lxyJdhx9MvYjkG7aGPxZ7r+dlaxSC7VWqxMhCwvQtNB/eKZ575IE9Dncd46s4+Z0vkjvZZYazf2Ize/6VvaN5jYOwMmfKoT+xAyjsXSTFo40im4UsNoNAMWOIapmCEUGHzYGFDzAHXyaGx2aWjSFVf41Wb1N/BwylupAeT2M/x55mOef232serhx/8P5zIE/YDSwXHZy3OxHUrN36Ehq5yPSNoag3MELdQMXc3/pcfz5u1iHycRkREvGfo9xH5B4L7Ts5zMMM3mOQxDx90t6T9KcZNIL55fHTA+EEaoErHVOR3FeEwYg2986DoCpXx9WTMMhOP6bFyLe2aVm870xzuq7c8seZntaHXPe93KrgwmZqjKj33K7GQH1cN/vRRTFwJMDfudaGe9cXUNOWFI3IRttDulKpZgE4lG9rTyj/TcsteJnRCuVhc6Vpi8on+jtESkrtbzZmY7VzuLdUrQG8xd31q5yQkWGq1hn82W4QjlTdWUJb0c3ACsX1OsmSDtBe3B+9UJZlLKsLpN5GuW2IV0QuYBckXIBvdKKRWOc9DcKb8CCcqZLtcyxYhEYqsWduF4R+Q5yosgjqoVGQbtFNgggfcPSVpmOqPSKSmGr39BqNfUK1raRyj+g/07fviPtlS4/0crJDHZ9Q/sV7a/G9Ks7xrGBXND6QpdGd32MckXoVjBdBFVLgWrnDI+WcPlp4kiHXlF5gL5CW5F6puiDG4DdYU5OjnsnW5/iUW91/SF5g/9QOqZ7rLAkxE/vagAmUdGdYJP/+aSBuZNC0A5P8CR83RDE1JZOgnW8hgiY5CNxAgiYR1IQ0izQjO5kbvZBABwGg8NlSmDvGTPt4+ct/9H57VAM5LYDPkdCsl+TITQcx/CucLUnghIwusOLk6T5gysxtRtYcJf334xqMMsQasNIlLxGva0dfgU8du3rbli6R5yb6Uj+Zk/V/cdkKGYln9bt49cB9+nplBl6CAJppdM6TXZj/zVw3oFntDz2Rh8w2Cvg92s9jAg7r+vAw/y+kFPcxCNh+hBn2N/gdRJsDk4hxEbQeDiWatKAoZw8KFinvHWPfsz/irwHM7/qk+25Lu5J+AbS7ECuGJPRSajn5QpsFlRPiGxWl0B0eHBwFagCJxMCjWlBb6ZoaWL5p00poh5SZ/K4FTN1BZV0qJoit3ydRSxDRhQuKPNgrFHbYDsZ/VyMXlmale5e+6D65Ios9z7RxZs3BJK+gW5Y2gor0DRTqLgyqxr8VVaXdx1nxDyIuWJ0ucc+vtqcPDICHlAWRKzQpvYo+BpsxBWDfUPbyvCaoQwyo813Sw8llq9POTtz9RQp7Yq2jvYHg5t7NVEbGhEq5/AEUSIc1IwRpowTD4AwpQ02z6rw8GO2q3foucn/nrLGccuyj4JRj7JHPZrtgpFuIqPmfl8OminxjP1hMtHMsQ9D6emGm7EQ0on0PuF9mr0VFaGEQskKhTD4l4aiLUY1SSGoe3mKjzHqDBUzVEizvaML4YGpKmS13FCQKozUNmEwCcOBA2vSLvtr6GM1Dka2NsNZbZCxeBZ8Whg1CIYB6sQ8miqWH1MdvnYwEs1cyGu70Gzeaus7nlGICAgdHvTxdZK93rlEIlf8f8IKk/2EcEUf/oaFzLow2q7QtxEhILq6UhTHgTfbtx1kddlnCTyyiCG5hqGpMArLAr2ZkbG0N4TmclZ4w3ajwXLCUgatrhN+A31D+gVZBe1eN0HcCzwU5SrQF3p7MjgXh04LQ8lfQcWKZMpnkJ9BnoAzoguyFNvzWozmUhGt1o+c/fzltLSpv/eERRBcQTe0vxjv6FYLgh60Rp2OLmY8WRfbPvqC6pvT6g5coVoROJXuUSjPWB2Ji8/DqYEafZMS+8UiC0QfjKeXB6BazlvB0x4NVAdZvB6A1RyyvPwKUuh1sXUNT8tQ6HePrtDMd9+5FN8bzza+9TPIJyx1VnP88sguCx+b+70r9AXtn+yAW18opVLcmKTLg3tbVXMEXK3gsrRiQ67djwJi67iefNwrwhWRR8Mz6fQ4lC3dDljNcEqlGfz0ZPtrC0X/N4I2KQv0r2acG57lV6MrrdLbgtaNJkKpCsVzqsdyO43SfrLDIW82f7E6MFKuRsM8/V9vL8YX63ebW1XnXVEw0Xk0z+Zd6oYo6Y+A1eGgvhhe9qgx1BBW0IutcTm5U0Sd5EzEakRJR8vipMaKT6vT+e4KIl0wJ4tNkF6x3NGGV5ZmaUXKNvSRqMBmkRodBo2exah9j3+AcMPX1mlvH1HmYvB1mBextgqCyOI8OHhE1CwK/I3zmsafsXH8tYr4Wo3B+1iGoTCJqvanGYNUpqk9U/GoWRH8eBqj89AiEnCez0K2NZtdCEKZQ8T7AdskCzvfnXBPRgiRIVeYWH6U9W2sJiG0Me8sp+wN6N6GnxuGnDMUZdOgOoaGMvPsT34358XuN3GDm2K41OMfSuvKtjUu143vL1d+/f2V//1f/sbL28ZjfaRK4fLd0jH9v/7ff+H9K+NEGsXB+WSsbCfBI5pIOJKNn/tpDbqtJSSlCQtRmVHDeV3DANYdruJy21hynbI9OjuM8XiNhWnDiHd8LN3xfsP2dMecoRogDbaoNcNYW401i/aj6HT3ItRbM1bTQ7mb5CtNdCFgFE5SY+wTLyXmfQD6MQJl157/LbsuAvmzEXN+H1hqhjk/J6l/N4J8jn0ch/txRCHgYqDvxzQnA6//Hf0xYaUEagSsQl5VbjOS9IlHKqmxwGkJ/b496z6JoXNz/BsK/+nUNdHHHSkk5IeMkz6GILldZvOeRtHa0ZmlUIvr7qzvYQzosV5C1PtzwAz9yKAtO33boEh79cdAw0Sp1XB6FgRWhlOWR2oMHZrrEzXLYLFdY6M5j7Qxxfkl78v4XbCsCO7sNfrwtlumt5OmThyMM/v717XZ+dYCLIRtMVlxqReKvpoOQkwGldYReUB5ROQzWv/ZnR4KKmeQryC/ofLNj+NhTgBVoXQBPaP9v9Kksi6mE3joFfMR8XqF+gedC22rNC3QT5QNWoXrsiDbFVmvbNrYmrqc8zekfaFe/xkVYasWuX1t/wZa6N3OjtJ+A5o5W0kkZyq0/hOqC0We0fJCac+ctguNMy1qqBVFtyvdM3n2/gktSl9W6M+w/isqT/TqfEmviHakf6ewWFYIFjrP9Lqy1UaRE+hmsnz7N9DfKfpvCL8j2//G0r/C2mjbG9LekO0NaoPTStFGXVa6NK48ggqnbvOV1YqEn+oFKMj2V5QTwmbnsPJo+0UfESwrhvRCl6dJt2loE3qzgtXKi0e/dUTPlOsnk42K1QE79XDW+vj680aIG64bl+x/7nhWpvx6++74PRE+8q9pQ432DkLUzXj2zUjek+kbe6bp1iBNHIXAHf+S8DLuznzSODWPL3MrIXKbA/5zMsqZq+1ohInrCMd8bz/f2/c+AtJUxEhqN9mn/09eCWcODP99o0h6hwPs/c49yOyvxJVv2gzm+D4xnhD7iGDv4Sr6EZwFO9jYd1NA0MlghsR/lFiNvUXe2Tta/ATfiXv2Z8xC0hjTc//4Fm/2856e2Pf2L7tv4l2JXt6lF/n9e+8d8feICUd46zu//4mrRCFjU2hND3EXCKJ45AhHjTW0e+p5DM1wgSuCnKo0P1wtc+4mm3Qsw7Mp0mOKne6HJ0zQcdxJJy1GFUJXzI9IixJFhpP3GyC9ehOxKpaqgL76fE0hMdZuKONCCmuu5PDOMgnOQo0oUZD66OVraZhg5JWWoH3epnsrz7o5HmUwtrLji5oSXLvOrEZ5D8XmUmzNpHp4cZnPFWeqxZRhzb+VmIOYIBUe09KhbNBPWI5K3NjTifDhEXa7/DjkdeSn9/0oQzAPBbfnWcSiMuaBUJjKmcQrgpYEvGW/w+1TTy00DhuZvt7SrskNgl5UsspkygOhGDHY2VCCTs2oDbwVQXekV/JY86Em03/RyTOHHJDMCAcUNOXI7HMcO5JcMb1dk7JGU6/S03eOK4NWdT9fO56S8C/j/W4Nou7MYV3G6c4Ue4zRxHuRvmSuex71hwLQuCINyGfAFdRyNQGymlHHmnZFpqjVhdm6FQcUNzSJ15LoFdrJjKvEAvg/NwRaIeFYp/xK1HKAUUMLsFRsT/a+CqaYtqK60psZtPQKUukS9SUinZzT577Yumr3A6pHavQ3W6/6C5QTyBesEHX0XW0ufXGlrhkhrK+TG0w2V6AETpywVD3V6cTq/96wdC8BGvXt5qnwuuNRX42Oleb5crvRzlD+i2ARKw3KddAzcQOWdRCeSG4Rjbbl7PctNQ7h9YzvNxGbs7oHamm+LtVPn74VB2wjR2+ZTjofXcNZxXL4Wpqf8IYVkJMrDJvjvNX7EC1EdNksVL26kji86IsZV9yIQTN6UiIazosYGp0rVmC746meNvBi2WEAVtm8hIJH0dANbp7exvh+1IzwYuO6oZxAf2YarpKffXe5QIx/qfMVI02Jf2oxY5fTG6H7GBsjulG7RWj21aOKrkZzy4MD2wrC063Yu5arOQK4YcqMUydY3hDZzMA1+IXBwdJO+T51uAk+Phw/ggbYzvN9akqtKAoe23CmyrEUEDbzSlD6SW/NycKcKrxGS+R/ljLZwQf8dFK/4A9Gt7sm2iPBe4xuFoQ+jOyOC2O/ugNbgMcYUOKHt/Q2hjidZI5jdqP5jmbr7vfsPHafooe8dLzrvNZTIfYUpTBTh+b+dPcjiLNGO3f6BFdc784eQYfilvNch9dg1Uk3v9O1q+7E2tmfjPbGuPUI93tSS8B4DnFEpbmysPfOtnUu18bL65Xf/nhBtPA/H/+gUrh+vw4nhfcvfz7O/of7MYckEw25wgSw2xaHuJPaJgFrKHf93k5Beehe03sjsi++SXKQ+pkyoHhsZ4yXQbtsHfz37nJp4F6cb8u8r6nvsTe6MupK0LHaD2588HENgIzoh4Rnuof7TqZKfO5mfd5FbeeLR/hJenG3ZImGDU25HrrY75Nxd8j5zDX8kR4kydlzTjpRohzGFzDcNZvlU/87D1GOgDrQintIdjNu3eHLzmFvKOqDxsQeCWjiYM7t2h7S4QUUbMtivszBbhp0d9qVmH94GA+jf3rnBjkUUop1u+1jjJ8JTupOYtOpNCZhfZu+prtjXPQ9502ad+7TzkcJ7hkPR+d7ZBbdz0nT/fTWvo13ruZOJtX5Z5cTXYRS3xC9Tn/oQcxPFE7Gv6Vi0c1vqEfymtxnMomWoD/iqCCgJ+i/oLKwya9Y8Wdz/CkS8LiaAaSf6K1SuCL1ipYTTcwhoOhmURz4+ULeoFVKU1pRtFq9hNZfQBd6f/JleAW24Qykfk5Tzmh/QBfXnbQr0ja2ImzFU7cWo2HarxQ5ofqALhtNL0hfke3Zi1+vJl/plUKn6xV0ofQ3lBN9u6J9NZ1PuVrNPX2D9gz9FcofFPkV+j9TFHpzebBvSGsIV6S+mhGiXA039QzSqf0ZtKLtq8k+i6X5VHnBHNNC7+POR3piyIyj5oPPk+7kXtDS6eVq+7Aq0oSlncwpRx4QrpS+/BmU+zuMEEOwvMet4m+5/+jmm70S/rad2KDepubWU1sj9D8R6l07waT89czIxQjJLMwRhGx+N4S51K8wlXU2xDmeSYsOAkQmDmPzKsN6Gk93+SjDE8UJG8pd5foQcias9nDNwi/W54E5xnsTXvfWRfa/pnntLD16/MTn7gxqtnKDJPsraPf4IBRfoeTMYzqOuSeEuYOnmn7fPYoBCjur8YhMyd8kYTnN6yg8Bx+5UQrmQ5K3pzBCALMnrf3XFSt7h5skCM0xZYPHYea7X27GNNo44OvNNec4DHljL6q3fBSyjiOKMfb03o00Nb7YGwWP+Dk9Nuw6eADcCU3ezUY9pYZsduAOzz8V89Rfq+WxLm0oioRuCuxSXUFvzIyympBUiynr+qOPoztDMi/ythVKETb3Bg19nvYNy7nuRsvWoZVxmFR1U0JXO8B3dXR3pbgCm2IKpqvRp24FoWQ1nBaq78cwWryBrIic2YeDWh5zo1muxO/NhImaIiFwvIy0doIrt/D80mpuC0mg1EjP0ovBWFaDXzfPYsvRHgr1WPFQzrkho3VX8pgSQRcxWKxOEyNf6OlibY1Cd65YEnNhGJkhxL3+I12UG2dYGtTNvc/cO9ZpjoTXZaQr+aGbcMLTHU+d0X7ZQ0eIlDeuqPHIgEGTgj0E7XUcmHQo+lgdwVJuUXZceyoaFFf8CREibR5HER3iCjqx9F2KK131wGtGztnu86tk+gLqcE+HJE1GHAnjUfAPBa6TfSbZYNLclqiq7ZehlhEct2wOQ9l0oO3GNma83U5ZjgXNDsokQ8s4IBmefNOjL+SMzEeidfOsDqVoWgh/Zu9IHMgJVcu9Gl3vXHLG0htZeKwp1DvSnxBOzPpJL67wPqHrCcsDGvnFw5O3IM1pf68W7uxGlJnUvsH1GdhQMe9+KSvJRRBKRWXBjCJnFPf6Fve0VCuqyyro+mhwLpYeSEsDTog8GT53L5IddSV6FFkzj2eRz3ai6YvfXqFckfqIlDNSbG5SHpHyaGjYxWniM+iK9gtRNFOHIWBF2yvoFUuf01x4P5tSWzvoC1YgZ7OxRhRlXYF17oYwfnqqKasjYdhkq9uQ/mrL1Jx+lUcs4sGjxnqgzmrzkWZe8fqCGQTCsPszUr7a2FSBN9g2M2KXR6M7Hm1hfYnxCBZUvhDRLe9dRX8HTFGuLK5zKsZvVKhVPe3XG7BCe7PQcj4BjwQ5tbR57pk/DMDOM9bPvtZvTtM1bQdBeqfQ3PhTUb6jXJB+tnkVjyQJhf8isFiknxn+K6oWQTeUdRIRZW7oam/Gl5vTrMUM1IUVYTNe3jt9XUA+ocMiYZGJqivI5qTzs9PuwJsVqPRidZJ0aS7JP4IWdLNxRt7u2iqqQu+PKIul1VJTt0Mz+6EU9wkwI093nKGp7a3lm8FaTQ4IxYL2xylD6fQ21uAzckVETRnBA2ZQrGj9hsobg9a5KEHbkHaFfgZ5hHqC04KwWSFqiYgQZeTxfuca9blwuuvye1DJMLC6SX/8z/ZV8Brn4b4/4wgwPGP9v5Y2C8ebdCWD/nBfC77m58w+Y+2IEQ6eMc4pHvHIpOi58PSQgnfORHFujcjR4Hd5Xhz68DEP/uxtyDxVDaWWMYz8JUN+cJ6PqPvF6BxzeNqH8m1MNZ/NDDbxG6rjPD1PMDJ+TqinscWYI+2YR2tRTC7pfaP1lXW7UC6vlOdv/O3Xv7KtK6flxOenT/z1335HVFhfN1SV/w//T3507aLLYkxDkHIZTnO6rpBpmD9DpolPB6zuvAtTeeftHTFjijEDuOyU8cJOPjUHF/fAHngX8qO4zJfOcW6IlCHbOP2gIN0N3kXcFq6Ms2n2rRzzdJqt6jyV4fU+7gfujyH7vbT9Bv/Mgmzuaxha/E/V9NduUPdhNz6cvwtpjCF3I7tmbJ3C8WR+lwYCB5rw40v34xs/HZlUyLqK0B9NetCcf/lZkmXct/GGHO8RywFUL247yY7TzzCM4PIftuZRz8GilV3ujSF0T58TCn/xfS19jlkDzxLQkiEs6M5Y8m60dujvvI7fqI0RtCnjk7IzkCLJUDb0JxPuea8Zj3A8VHea6eFsk+ie48Ck8d65qMmHApluG0/183Sc0yKSO+TGHFo1vfAmLqjT6QDMfhoJoPevE79jDmtPoAulmby1SuEq4nUBrhR+QuQR6Z9AH0C+cpavNPlXGv+DjrIum0Uvt19Av1gaH67m0CdQ+AU4o3JF5EJpv6PaeOv/QNEHHttnqhZELgbqvtJYoXcq0ERoVOr2iPYFKZWlnChypvAI8kSrG12sdkXXynppWCQsdOn08h2RjXP7hAC9PoNcKesZttXk+fIVtle0XxEtFDWnqN4Xii7UeqLoA6V9Yisbm0fCn6jULiyX76g0VvmGV3GyVE3lDZUTKn6+0RfjK3oBznReUFYWfabqb5T2PxBd6L2xegpPLf9A4ZmyWcraTSqqhbqdQDqlNtAzXf4BkYIsFZFOUUX7ldZfoV9QPaHddS5loegFYbV3iyL9CrqiNFhWulzpWNqoumL4X16BBwqfED1RiBqeH19/RzqmY2OZCsamCEaYhZZ7nEGPX77Ttl9ye2v/MDOOey3f5U7+VwhlqU6DgIT1ficPyO07N96biYAFsR7MKAhUDCHBIyv1b+B2nK/TskGY9Ob5vW8yIZ4KD2GvPDp+/w4cZZiXmfDW6RjwzjA0Bv/3XkPSiBX7qKPJbIwJuaCm05vr+HZgw15wnGGLOwgPAeU+q4K8khFXsse3iXc79rYbn6TpzcOHC6J5SckCzb21Po4qgRMdzPdml+Tvd8JfzGmu/T5kO81htzdy++/h2ftjnu3lbwIPEz6knPT7tu9fVhsBcKXN8EiNlECtIFtBqwnaIm0vAGh4ELvSGlO4qoRgiOmhqsKpgRRL2eBWJXM+dE/17lEJujFTRAmRlsmaVEbu1FjnIubFqup63FBolGHzlWZCjRVrFfNcQDEFdRTjjvQvrpmPQyNCPria86fa+EcBM1yw1LQcfr/LMEKoI7A1b4oZiQiIZhZ+m09W8OpYf6Uyi4IZXIe3NrhiRjxTiyJYLktxJek4cIlihgjvYwi6HmUR86e5AaoiZb8PDZOLj+kovH50pYibZNSwR6FUi3+mkNEhrDLfPe4Ph0kfr4j/PwRS85qOcOHgaMd4qFgncQFY3As7ZmwRgcWEkmG4mO3MaAjnfCqEIQVNdCJYojBxaKy1MvIKO2NRGjOfPNzWpcn0AEL1NF0KQtmfPGEDT2NMidSZ11UgViiofB/FuCIcf7cmyQjBNL7IMKZnwcJrRcGhjf36RguBE3bvxI8uSz9SGamLIsKnuddLKAwWOyBoN+9u6cWVSYWZaiTm6gfafva9J76Pwby3L4yaCUEARWB4TZ2c1kR1ZK9Xk7zULce8R10IVti3eGSAPKI82Z7u5vlv9RQV9ZyrFr1ToFiRuZmWwlPeuMBtRekLIg/Y4ctxQTbM6HUFfbEDYkQCKE73rxj99JRb6oJ3Dzg3f+7rHoZOl59UPbWGiG2NLm4sMYPH8IBEEa7Wxrag4vgbOV5FGPXO3Chbihu35BXkDR0H25+R8sjI4d+L9QVYbQZPJ6URudEnnZQTkcbmXXzzegZdfJzNaczIz280Y6QC0ldoF5CKhfFHF6aUNDyLFD2u4NAKuqHNct06kRmK30I3/KVOZTmbzWvgXRi2uuGBFGNs3Z/r4ts7cCH2k7UnzYx0bE5BTxWp4ntcPS1gR5sX/tZqMPACtTKKOC/uAJD4jVaU2CcKZU17NtYFx0ml9+J08WTfaU0OUknWl2L8sp9QzgYTNf4v8ub0oCa+W+w9lalobHMfqSilb1CUwgPIGZUnkAWVV5OlujknjLNSb2i3KBmRs8ktpzoMdxIOABln3ruGA9o0ytv9TEvHymF7DmQovew72UWdOg+LaE2Mr440fCMlUMgTDFld/IOZzkWYUbQhs8SeFu83OdFIGnXihZPPBb+OsST5LJ/RxWVBF1ey0mxnDFaXGWTOYTZx8K912Mjgh/7+oE8M+I4+AxZq9EnRdHSa8B3D8/kMRVoaUygaJRsdA8YOzbGGTgdVO10brW1s68rlcuH5+RlV+NfzIw/nZ56/XxGF9eJ5wv/MpYc/8nrL4bUx38Tzj6g5+g1hKF8J3uTH0yN+uH2Nv7N8md4ny3pywMfk5a8RqSJpEmk/xLvq7+6A4sgUXujhizFgEDgd83UcDsNO/pHh/MF5difK3Xsr5EuHzBDBDmOaX8ttY5LuJ4cS2f0Gs+ZfwEnS94c5HQd7M/bAbd0P884E9xHWEw9txlPuNSRJBgLSyo65Tfo56/RkxA78ALdsJxosYzwj0ama3DPqUPiYRerElehjzCfvpYyz/reMJfW1SnL1mMskyiN1rXo/Xkg7ZNqwo+xAHJtqtxopyifoTTyJecU6jLGmxR/nahlLNRuM+YUDVhtw3fWZHZo0aF4mlqCl74f/JxyWqrz5gpuzndVLqGyl0BGLQuAVka8IC6JnaA+cys9U+UdUXmgexbgV4/vCJ9BHc4wopjwXKpUnYKHJhkpD9BV6Z9MK+sC5faX0SimfQF5R3ejaqcHXutCbmJOlLgiFWgpFhAWhyZlVOr1sqLyiWmnNImi1PKLSaMsbIo3SnixCUq50eaP2N0oTpFTgEe1Wa0KwtE5aup9NK1JOlHZG+oP1MYzyYqLN9kaXjVb+oNPpYtGvrbygUhH5L8AZ9BUZ9fvONK50GmaUeIX2B7X9FXdNtH/lE4uu1CZoKfTF9rU00xUVcWcv+WT6lHIF2UyPQcOira+oVvtX7YwusiLyipQViXTUYLJaMRnVItWhtAK60eWK+JlLPKXtn7n+DiPEwerGYcNn4jCeH65xK6zu71Hlcvg7WFz0v29b8nvZej/aDqZ3xzNBI71BomZhiR2H0du+o6DmUUCYw53wiNFPBX3ui10boaDbc8Dg4kEC98LALQznHG0IWWzYX4Mh36zf7CFxm/T8/jobPZ1jtZt7oecHfHff7r1p7a574wgxTNNt2Qlve/nF4T0odjDFW2HwBgzxpxzbzOOIDyQ1e1yN6ZUUeyAUhVmAGnOZkpWNdVe08DjIO0DcLbPeeUuPjw/PNAmVEF7dwXx3ewPS7+p/ZW+LeH4L7/f/gr1n8aE/yXvj40u2EJ4ifYUfsjc/8BeFU0OWDa2eDxp/1kyQk1BsigtkEcpWzONBPUzZnOnMgJDO+Whz793wRCqmuFDx5jw39AgBFXXq7Z6OHdtzvbgSBaeFHeoGkd4AhRJpMOoEm2CCqShsmRb0+V0okSVSULQpbNH9WQigrkjoF1+Mqx3qWyii3CO9mPdU6KwN/cXm5rm0qWqKntatVkQ7EXm4qWrKST/goiA16I/DYTPYjv2E56qXbmtbXSHleRAtt7sbovAF6K5ILs29oHBaFl4/fXrj/IDAyTgMuSIkCoaPPYG35WuajCRmoDIIZyNg7lQljhpymDPp3eq8cEYehLI++jU2ND34dSf4hneODv4QkRRDqaIpUgLF0tUII2qKbsY0MQ/powXb1jMiFwJm/kSTQ0CMd/DOaXIZnkOx2TSiQBI9GsZ8Ul+Zixg96LiP16C9lfQhE+rRQ8BrcTzxuYXhf8BvIP7AoR2s6VikkFBGPl+b6y2dvb3My1zQYl5ow3+ghDHSlIbmlW4jF7VaAbvizXoCfbK/i5oXD5+x9GjPRj+r1YQpYZTrEbHxGWVBq+ONvGL0Y8VS5DwCD+7IV4gICQGvZXM1JSmK9Mi/+2w0xelg11c75LquTzw0WYopZstSsMLEq9tKPyFNKVKRstj4y/dh8DV6+gX6G12tboGKFfOWraN6Rft3RgqrYYRUlFejcWKGAKvz4DRJIsy5YMVyLNVTdgC1w/rVbRZmsFFXVGtxb0NVL6znBiEWP2g8YfLDd2ubBeXBFL7qqYX41ZXBprhGPhnO9z/subwZTiyfQIXSvCaJ/O1DXAOg/eIo6VEF9dlQqPnCNPEMHn7AE5DqxanDQzSMAf2RkSpIFenfDHZqtQREnkA6Xa4Gmy6IFHotI2jC8OEn8EOvUJx9xFlDzBs/jFUSRm6rxaHq6+hGnZlc52o8r0RUgo+xBA1x451a9IBI8AvjLcJq+1qfzKMQqxExiimHIkKYBvnNIwrbCjSoz6h0ev2CaEXbT75dVygdLc6v5cHWo1jaMNUO/dX0PwWQBeGT7VF9NHyrT77vN6NlejGY6wOqnhdZ1GSBrtPgL6/04sr1vrhoYR55qmd7X04O946Uhuhq75eTtR1OAD9ip8OYEC96jaiiDOUmdiw2fmb8UEPWwmuOxX4X48MjnZfGKmL12kR8/FlJlutWxDjymc7Gt5OGO4SX626SmtqVyeGGzBDROD4vDeOtM+ARo5ccIiTg428epeIQ7+YQ9hDXeCjR53Q6cuCDWCqokBsl8H8YcmzvR8vhSBaRvSLzJDCmR1qvdDZTdPi5DLkP3KBUAqHNSUI3tJnX7Lpayonn74X1+kzrFg3x2+MnQGjbn0g1t4Nq/CrpljjeShBy9o0GQpBEsQmHXRfRvI5VyOJRWrOEWx49nKTBLNLMPZDsXiGzTe41pxSwHXX1gjb1/J03JOIOQDFGHevnm2CMaXecHXPej/V2MSTtI53vywEg6bup5M1/pz3qcuEurWwGYKxlpJIJcSgpy8dP34OhTwnd9qQFaSAO9x9dcysGjmn+i5k9Y0Z67QxhAiEQ7fyXdshUJz1Meo+Rym28O6wRY2Bx5rIdXSa+R0S2YrwuO/mk+Q+jY0/t5XNK/BkpvDQcDgLP5XZtB2x8nE7XNfbk4C15D+PpAAPoEqMhRzQHZYtOBx0b6xPQC8ejaF8TTDMkZL4X6xI/NcFCj+jicsHO8a0k2AWt9L0bOrwfETj92WZYGnChl5UuStcLTS8s/Rcq/+h5/xXtb1jmhs+ofKYsr5yWZ7oWq8/QBbRSeqe2Z0rZqOKyrzuYPBZzbNn6E50V5A+UF5eXH7xW1c+U5cSS6nqdu1LXFXO8OIN8p9c/QL/Q+j/R9RHkJ0TfWLZnkwK6RQgv5XeUDdp3oDv1K1z7GWUxPlovCK+IXnmtC5f6laW/segb9CuUK6pP2An3O53/hrYzy8Xqza3lK00buv3ua/EAiJWVE2XTC/TGov+TInXgF/XfbSl7oTQBNrqKyZBto8tCKwuinaobFaWWQmfl2l+hndB+RqQi8jN25rAo+LaBSKE1kwOFN0Re0dZQPaG1Wt/LBekXqjaqdjsn9GJn9fJgO0IE2TbK9urUY7P6GeVfQGAdqao/vv4OI8Qd5ru7n5+FsBM78hiUdqSGQUXi/fe8X+7NyD17jwzt6Kke3ppDuZLuM5nt6GXwt57aE2fCWYGw9zcYSjSN0FJlek3G4PI/BjG8NRJo+hnjzEwvEW09fhPdHb+LyemY0/g8EynZj20n/ORx3ix/Zjbe8p2x/fhKypYxykMbN/M+4Ec2fuQrWYwl4eIQ+V35mBXkcoOz9/rhwKIOV1rOGX0Qc+zs124yT+P5wVTCkDEZ5VD6D76a257N5tns+jns7QzS+zTko4iHGFYYLV1RNzZdSCa5z7m2ezqxG83NGPb/dlIXO2D/6GrupVHNW8Rgb3mW6cWddbsZIqoRa/RkaYTcODD6bu5xix1UI0d1eFlYIWaNgAm6F3Y1r8kIcYU+PCanB8Q448W9oK0eyWF1qD2v+UActYLLWboJLWQoYVwoH3pad8Yc61SxFExDQHMlXSjRyXg8hTejgVeHjcNDI/y0DSdBFbHc83HgVDF4LXjhZy/C3BT6graTtd3du6f7/MQ9vEfBVlOOsLlBpBqGCe7pWnAjhHnBynXxtFFXW4/ihdRGVAiWCsbXTwSDoa+Zee7HoeCjK+/5CcFbXGZ6HY73evok0erBQybdnDsyokdgHNBHm/PwOdvNio45nnHgVFzhlGioH7jj0EF4XPqBZHgiA+gJFcsvP2nBntJY1x6F4bRtyONKBNWMdZEx50zDMn2ImhZl3wdB6WV/c0efQrWTDb17umU/ZDeNsScE0oa1MQzPQx1rEI4OpmTR0QtiSmxJhrVxBv4Tl/bN1+bZ2oz8/h4FoPIJOEF3457XYjClfHjPdegV6Q9TDOJkCku9oH1D5IqeXzyq4LONdXNjhHofcrU6CHwDrH6CcEK5Ag+mdO7mUS1Sh+eNRZ95qprWzXiir2YMCeVweNx3w3X16AtVPwSXgtRCpGEpvRnEa6GwoLK6x/liwnav0J58nRasULz6GFZUr9BesbRpRt+6bxAVi5AYUXManqOWw9+80BeDq9fI2MlaWEok0UJptl+0FlM4F0utZhFoncFMljASn0EWVF8I3DccfMSKca+gf9ihQ09GG3hwWm1ptJA3KA/o6cGjDhbMqPaNSbfeufoXhoJBOsgLZpAGuljYN+LFpaPGjkc6FKdlWn0dT6ANLauNu78a/vZqivnlbDySSKHoh/8qRBFgLQLbJyeXZoC3GlDq+XeNr5ghoiC1EtEtqs3WuVhUiyRaa6mUCuq1mCz9ny/gUOaYlxgaxovOSBtWLsDF5QjzPNS+7Ci3ugpciriDwckM5GGEKC827/IZ1Yq0R1uv8h24WuqlGh6pZ6dIVgNE+ooVElwQWXwfVprjppYH0E7xlGKi5iWp/RM7r0o3jEY6pC7dSbNiiujue9fmqYQRYgWxYpTF0/Cp1zeZqWfah3Ru8Nt4v0wnBxWraYOGIaEMDipDPg0eK1OOkbyOLh4JRn8VEEt9xSgY3AfNDqptxiemiJ7GPPR0wMivKnFenGOBvNO6zyD4ho2w33jNu2Eor090qG5GH50Ts3S+LjsyNAc8f4oLioO/qslvwYtNSRxKR3FYHGT1ERnC1N/7hHfZt3Ten05eOlbKMhGE3BECWcgBZYhI2pXehOZGbKWwrm+sbaPWhdPZlEO93XPTe+ca4sH9E9IU1t0DO+SpnZLUvw9ncY1IwtSGkGSc+CzJG7vGAvenHDLSQh3W3DbB/sYUX47txrnB//b1lyHbSZJBE7LHvXFfx7TszyxjZaxPMIjHo1lh57CnMW8ffIJvsnmMNnaXJJixR0RNXUmsZRbRx2EpLRdMyVpSG9kQA8OgsRMhf3Tp4Q/B1q/vHfFGNBC+L2O/yJ3vxyBNvtvr5M1ZaEcZY0L5LB+TCMfdMY7kjHRcVyGdHw64nOGv6Q3VRLPFzuM+0mzomVNweqfCLmWqYjBLDsk6/hNtFn818CucsPKa73UV85w2cV7CWCuKSJwdbnWbQ2cY6zKiGjL4Yo9FlzOS+0bNdYwIcbjmQIn3LtHPQEPKN5QNLRtdhN5XtK9I/4XaPyPVUrd2Xc1JQy+oXBEuLMuFdXsynxOvp1m7UtsF0c5SLc1jU8OzsyxYiqAzDdh4tgzN8sl0F7Kg8glZoBZP+aiVpTceW2OTE6ssdFnR8iu9W/psU/p/Nims10FbpXQWeUPZ2NqbRSd4eujWzzQKZ+kWDcCFwpW1PPFaznxaLyz9gp1d3hzCC6rfUP6K9K/U7T/TpbKWk0Xk6neTv/RnkEpH6dro/Q1zVLK0RrQvoCd4eLH7/dFl3WbOBl2tPlhZTNbDokaLdCrFdlz3OnndHDrgs+OKRTN0Z7C9b6iuLHJB5ILVTNqAJzc0rIhcKU0tKYhWWjfnIJPZXYaTN0q/2JxoiGx0eUFLpRVPQfqD6+8wQgyuNpD69rns35X0bEQV3KO80ebh+x0XuSMe5LEEgxzXgQDesaobwWg395UZcjo/2/fxXpHf+dFUYk8B4DCfG56bv08UIwj3oZtbTp3bm0KQfdwP74bnjxNvHV9xF9aDIN+DdabmiREHC8teQjcS7nvXkbLeG88Pvg/GkxlENJnWKLyIxsObMep8L19y/OWOEKvc+3LAMofY7ZhyCFX59TyHjFP5WRr7PMzusOuAr3lvTXzVXRvsBdajQDT297xCGBpwG0JGWOv75Lnpq1s+eTvq+W583dkpGMNb4oP9sbtOdjALb7iZNmKx2gde/GsocqPf4dBdoHseZfVDtIgdvtl8FGH9t1A8ceODNCwnc7jY1PA+0eFdqKLulKeudEsW5o4rMPw9dck5hb1GWobhLegFg8SLfYawpT28cyNfpadpUiHytRtHyt5PZ8wL2RSrll89vOQ70sKgZ+szC9SFh2fk7XRaUYu/h0UksJkApz4/xJShKLmQq4iOOZtywFKsIApbcfLlqa/i4G/mfP8mDA1RJ0JNuSQWvikRHdEiJ7ykvmBEdvxJ63/QYJkD8S3teCzCjFKI9Cs+VwIfo53Z1owBsJYLW3rHFLIG7unVpGT/Hsf/zIsH3TehflAN32cikvogy72+9q6kCh4kobBxPyIN418cJmNnK+IK1iHAq3ltSc9jn53Ogup7/q/0sdYzRFwdjj72sXeCLocxrTjc415n0usYZ+rOEBoZaWtsThoHmuxFhstEmsY0VjlgmuI27spdP7iqebmX3gZdsU8Nf4XfbBwlaMjECStE7JFPWo0GSsM8uD3dkGzI4mPUWLNXLP3MT5jx4avRU15BV+g/gXquecEMDhIH2ZDLWhJblOGYIG4lFUtRI+vmbzgcywPZI3ZErUXx4VMxpW55g7JQykphAS6IXumcEHmgy0KXE9rfrG5Be4PtN1NgS9QB+GJL1k6Odl5YOBTTxWUvjfU0PmEiSDfc733k9g9aDwL1Ae0nmn429PTCxEWebd6hwCcivRR0QduDzRnBDgrh4diI4t64B1dEs1l00gLi6ag2q6MRIdVdvLh3Nzz46LJQ947wjNVGsAMfbTG6XyxqLPIijygOIwZoW2B7NAUCxWirmMedhLxeLox0h2DrOSJMoOub44zBu9QnRBdU/IC35X0AcPW1i7oGXh+qb1bzQdX5JWYwUaBbioJ9lgNxIzlesLlbJCJmCIyUNCpqDgN4vSbesCKHajAo7r26efpGfcSMecZntKrNt3w13tcKaEfk2QsmWo0SlTMiJ5TF6HQ/Ge+SFyhvTlkblkbp0fa3yyqW5soOlrCi/dVodH2yd8rVnoOtQ0Rvqpd37JgRoCxIEVTPTgu8yKGEp4F4NjDDA3OCKEFG4YbmJVzbaZJgyvUubwwZUzHjY4qGT2lDZvokGLxDfF5SbE5jjbvzyWh5f2oauiIJFpN4lMKsPzgv8fRaA79dlJvUfXL36HX0qYBY+q0uwj6N0pgIsdPC+/g9WEbqp5uYie58YfBR5tqMiITDNyGnJI/dvG+tndvBDL4e4tWYrU7YCsy6kLqTU4ytCko30bU3aFfn3oXSFlpvlFI4vVlUVR+eDR9cfY7bJzP/HAggCS5pjbLnQBKX5rN75x/u4P9hDBKylH/tsAnjWTgt7VQv6TynMcDsKBFgzf2PiUypZK6LDMQfBqOIipiTnHMl1mvOY6QcU1eY5sgBZls6vg+5LQNNBn6kCRzGkf/+0TVlQQaNkjHdLPLulP15EPtpcrN+H3d/+MX3wDDuJCXfAJcw/5sfLul3gDirOHLEXkrzNJkq5If5zz6z70ZKO8ePHBg0qZT/5t/M84fPamwXcXhHn1OGnunR3bhcHOMTmhjeOI4OZz3DnWFMAt8TeU6OV6oGhpCTHQ+HAj9wWwuacGkaQo6wP+B2TCENevzmzheBc9kNlnge+0BmPOZw1Brd2d6QXhLtCFz5GOc2+c9AY9EF5ArLC1I6D62hvXLaTlSPaLb6cbZOvfxGL4UqG2X7imyfqNsZEUXKCSkdXa70UliXz6AnpP+MamHr0feZLkrlDyobvfyNzgvF03fSPiHtM10V1ZVNLlxPK6rhmPKCXk1G2vo3KhsnFOQF5DfDVd7oUti0gDbKtpr6/rQaz9nOVpS7N7p2c0wVpervPPRG0YLyhFLpLqto/0bRC1Uqqo1t/QOtF7Q0VDsNq+uo7RkoLFS66CjPeNJnCo2uizmyXC8gK+HsupROrZvxMgV4RvQP7KggqDTWerJzCxYx3etnSlmsXhwQdS57fzX8Uo9C5meT1xevnVaesCj0n4BHur6h/UIXMZmTgqwn278u0/XlL/S+QntBtbHKZhOLyMQfXH+/ESLv9h1RDSS/4yWlh9+zdBFt7ai67D4IT4r9ln2Pi9y7n97f9Z3b2TOGffisHn46eZBJeG8iLxJDP6qmb1XVxzGEdfvY3nx3Eq706Y2scBy3v6iDjdidHzLkPJY9IQ9GdUvaJrPOg7zHHv/ctRdIdLSU1zUNlwSpKNB3M1Ef/92IiYMAtPsXPcuck96O786QEpaFMBFdyVxiPoaQ5rFkb4Gb92I/5gJN7JYwjy57s0t8nz+8E8r37jhjXDsZ8bC3QzjA8XFIFLfwssuPYEf64WHzc82yh37Gw3euxQW6q3vOD4nICvWMVOJHI4SALiBb9YgIT9Pkc1M8pQkF9dQUQniBujC3hULW6AlFc/MozRQW4T1TFa1pPbeC9lA0dQeR04+dZy1TsC+W/sbyHbqQiTIMJEkBI7qZcWacSjakn5Bu3gzICUujEIKsr2t4/4YgVy16YuB4Ly7Xrj52j5TA89erKzl7eK56mxTziA2FTvIyCWOveqFZE3YNP0IZoGDRFT6Gqax0phkCtwCluqLEvY37CpsXyZIsuCuRdmWXvubdyzHea3JEvlZLpjBTCZDuG6t2BaezSo3+dSr6S6y3091QW+hQHCb8EpneaGN/RPFr8X7Uv5r1Tizn+CyWVvy/4oXO915Ck+r3mLfC3KOCRGE8wdde59jd8DGiBLwYtgxjSiB3H2M3XNZJ78WeW1+R5q4z6InzCGsnaJQOh6RoU5y2aCizDvtrdhaC1zLgjEPAdnoIZxoLCZEWhIB3Kgjt66lRuBbSd7vFu3/VJ+uqqSmS+nXAn9JBf8eUoI+usIz0ZEA3pZP2yFEfRkr3xsdz8ke2r/DO7w04QfkCPIF8MtirIlRLyaPbUGRSy94zDY96wMKAbcoWCWCp7RriRgiLdJJBQ7Ra6hlL5yTWlnu/041eUAWWi4WVc6VQEF6x8OQHLM3PiS4PoG/odoH2iq5/GD0q6pEkv4BWaGcbb/vD+zPlqtEYZRYarI5PUUS7j3/amgeMFaQUpJxRHlH9yda+XDDvJysYJ1HouljNida7Kbb1zfFfMEO6FapWGkL3w41FsIheJi2LVFG9IG3xca1o2exQRbFImB84kvTyCLIh4umg9ILoaor07mnwgggpiDzYOH1/oBW2x8lHRM3LToI+Y2mFUJ9TQeQTKtVxxNIHKG3sIpETIo9Q3gyWm1okiXiUgXpkQXuwNuoGi+Gg9uaGWY/W8PRxo67v2fbj8JRvJwtfX65oFOGWFYkaHVqdpj2i+kjhCnLxfaNmuEJsrzcvCB7ODZHezKNepHzxQdi+s3zNzjtdWW483cYucnI55cIw4Cvm/cZiMBypJMzYJ7KhrKherK1yxRDVI336YjKN5x9WscO3NIEmyLI4zNwI4XwNV1Cg3Q6xiLXbxepXobD0j88ngUYhbPbgCYmOD1nbJUJxeTN4QTgahFJqCqy2DCqu0Maej3/ztd1JS/f3TPw0nqS6e+IdzLGmfC+EASTmkk8X8c4woA9eYeeZzlQMhuwd0LBfNI9gwiIBdUJRHCzOs30Ow+He4aaSnAIyDIkzlp8wwmt6KOVDTktwiWWQkOIn9K0vl+8G/+7pLGWG/mGMkY6l2Frp7kAiW2FtRvdXMaNwv3O+ubnCQHM4p9w1RtyTA/N7+Z7m14/0VQ/vz/dcopqyzpAgQjnJRI/R1mxs5+c5NlIaYzYskOXBee6cOJDa6i777+bg7Y/7wQeif4dpWgfzZO+7ZvK7c7MlGN0B3zify7E/Sd8neXG05bLkTb+QIwKm8jwPaz9G2f12b6B3rmSoyTtARj0DlzXj3DG8/lMPY2NkhaDLQcgwPoobB02+z2MLo15arzH/Q6STzvujn91gXNYogfP+TaRjGlEiLY150sB5VrVhkcV2H6o5aKR7gcOa/g6YjXVV5+eBJ7OtPUL43xEBP/ZbTLEMWEz5feLWHu0Sbo99F3vPo/t3+5P5h2L8PHEDmcR+tqkyHeV+UMsLYOM/IWzmwc8LLP8D6htnOSNtofQF0ZM5WNSLOWn0Ri8n04VoMyNE+0RtZ6QqS7U0kK1e6PKAlk+IPlK3X5AO2/odaGzLgtJYuAJvrFLocqKKn4baz5T+C71/o+sL2/kNTm+UphQ/29CExsbGM8LKIhtaXtH6hwfiPmB1wp4QVepmctJaLQWjJToww5qyobXRpbP0b6DPCH9B+cnkHE6ofqdv3zmJUkultY2+fUP1DZYrnQry4DzHUkJVHihFaGJ4sfBC1ZWtf7baXu2KsNLdoXEpnaVsbL2bS6u+UviDgsm0KrCVE8rJdQontD7Ri9d4UJN3TZZ15xz5iqXp/AJiRgiVgqXFPYEXre/6G003t48pRc0IQcHSZHOmLQ9oe0a2P+i60WRFRKgaDpAfX3+HEeJ43Ws8GyDmBtqz66AeSfDK39z5qTdEYD+GxFIPP+Xm3TEs0cMMgthMQptbUUiW7yC4B6Hr3Wt0Or/Nfe6mduz1fnu6g/V8df+FpBupT2FQ6L2Av/fu5PCb7F8l1vDA8vYCD3sv2z8h5nkT2eh0nNm+z+GdMyzlQzRj4JvkthiMaddueIwfF3SnqJuMPELtJrcru+8Guhzu3axrjHl+MFjLzpSxQ8K5tnml9msREAzhLr9/wI34MwuhmQmmQdyuYRJC4o4cn+/Bnb18P2p/GptghCDqPZzI47gzvo8UJ+E8XWW/ISKEMoSlDtND3dL1DK90wWiKNleCu8GinW3MmyulqiuwfKzqB1Nxi/VQlAUGjKl6J92Vn1G/ohWr4RBe/8II9x0CkTSgIM2VC6O+gQxaEPM0OIt7SJ+xdBguCHaLjJheOJN2aeCmH0iHk4lHV+jo25WqHtlhDrpGS4kDh4BkRUUsoQu8Ec2gxTwkdITphrJSTYGmzQ5CxcNrY77Vvo8IFO0duh+Mq03GdNTd19npfPeBC1gaiTBiBBx+zHADrwLxQoydWBdKiM7c0RNfYu+Ps+xQrk8leW5x0vM9jEwpG/d192bUC7Gcyqa4HMp+BA0llW5xy2Dmh/8JhyxgM+Y1PZzjngnQqt73KFqAGzam4ULZ0hbNPC3aduW4tyFkxY+OmQ6Ih1JzwDYZkeI79XotkX/co06Gx9+O76RxadT4qIkbxTr5IUvnyHLs2FCeRos6+/Ybabw/uPq/+TK4sZDPQPXhCeKePRQLszWl6QZiOeu1iUdJXRGx9C/mGe48NwwTwCwmf7J/bhgww18HsRQ0Kr8j/WKKymHAP3nqu+aokvoY6TYMd2xNr6AVE5yLp2IRwln6UAABAABJREFU0Geblx84kPOgASPKQC0tU5ELVYRFhEKjYsqopo1NCx0rmkd4pnu6F8Vrw2yvmMH9uxtIXtCAhWqKElLMiBippExRrLyh8mq8rVgOdRGPUEtGYsvJb0K9ylfbb/KAjMJ1iqW3sVy+hjheAFrF6XhNsDNP+UAnyXlQhoeppxbs1ZX+HWpEGHyAbvLG8FakIn6gGfwijIrDSGwQNWdmMQWWNlNwixc9ro/2eY+t5gpyrN6R1Ja2oRl9pIvXwO6wvI1UeqInow+lw7Ih1dP16Tb4MarQGqLdeAIF4XHwYDNYX62/Po3eOvZEWOWcNkmndyvWF0UAGZGIjqN4mh93JLC+HWlDaYPTbAnD0hfHfasrYsbB6zCwD+W5etHd3p3XLqA/AY2uG2YYcR7htNYMEM3wWnHjlbflvNkcVcxxQPSEUCltsfzFeJQUxkdFzDBka4DvJTdKFZdRep3rgvHnDy83HsvuPy5PJLnUsE8nDRGPGVRFnI9ZRBDghSNzRECkGWLwzOAjwYtd0b5zzmPA02z6YWh1Hh1yg/OZyePTniDJzmB1KXatJ95HkqkyPHT+MNTuB3jFXBNPJE3j7nafDgw6ZA5/PWS1xEYjNcwYM0zalL42lppPivGdzL8zTdX4Zo44n2LHdMLBpDRgZaSDRNhkP4Y/c93YKw6sf8qEhxdi6DfP2eFCHs/NOgznLd19vBt/oKHTsn1XsQ/enR3DKWy3/QLXdcDcyLm3Veb389sjoHTye5cbQ+cyDSIBCJ00Pd4XhsJ6J3PdwH8IVvvnoZAdhh+dz3eyXBpvDFfksO7egZ+7RBLZIY8xfj3A4rjdP7hutDBjcQ/7YSLRdJD1ecX0buXyPNS0NwOnNChLRDmEUUCDnafJeJRGCFuD//jeDFqpZiScAD0YmnwMOiI192ljdZwzU+1MJIiP09u8xkdgywTD4DGS/kFEu44agDuLh81/0jWfS7Lqzd0b399Z8AFu3aHN3LAy90PwFoFpHIv1vUOQcls/cByJq/I7aLcgZyks2zPav1Pbz0gXev8rXf9wiv/ViiyXQimFUjqyndDtyY8n3ym8sPTfaBRWziYPtyuCULo5y7TyQmfjKpsZ0MuTyYzyhNWWawmHlFLVIywSb6lCVahaaVimBJErKxtS3kDeUIRNBVio+kRRoRaP+nSnjVr+xda7Va/D8IYVo/6NRb/Tva6V9EqRB6RfzG9Ula1bOtBSKloXdHm095qlv7VzYEfLqy2PLrbueqZTaXJCpVL0CdEHizQoVxoC/ZFNG41nVMIZqVH0QkPZtk4pylJ/ppdKqW8gla0/EphrTmBPkw9qp5ef7WnFzvj9BdoLol8BW8cuT8jpO3L6Bluny4xgtvSw5tRWTp5CN46CfyLyBv5DRohjo3PT7Xio5A2XNurOSyWUtkkAAm6I5GCYH2y0NI59n/fGnN/M4aD559zBMTObViaaOoQ7m/9U5s1uNbWXYxwTYQxrdqI1u2ln8js8gvcEdRA8nffms7wWGf43gz3c1wTGCPaUNK8Yc4bv3mNI8oRu+vz4yoLkvLcTL8e8Qzk9VTc9EeYM/7Qewwp9gEkwseMwD4pXY4Lp8U0fwbzz+BPcRpv3rvjWmbemcY+2PCRQdIBYffBDWTs6yyJGwpOx/fZtTwDobtXma8c17YeZ7vf1UPIpjMO6fz8OXzf7ZQqre0Pknl5Mn5xQ1IXxJsP2fZwLxbM5AKeFj5z1UXewh9Bh6QmGR4cXa55gNes3Kmg7M4pFlw6Lef6rtEwsMSVEAb0mRYGPSdSYmBZkWxD3QqSslmpo8xQXpZgBooawEiHzroDQkwnw/TRguCsuHLhYfF6csNRH1jf6Yl6hIUSmQ7Sd50yJbId196D2/PNEG6NGiNpYw3OlOXyrK6HFlVBH0hx/lI5Wi4iwFBazbWm+d7rXyijCcNUuoKfVlKJXjGE2tfZPBV3EC3ObQCuurDcy5ulJpCMlPDc9h7csd8b53hXJdiwqxjLNh5Cd95tHReD46QJ80DtJ38zd7d72I7pw8TdCsRBhPS5g+/6afSY6oTOGAc25piMqI+CS1kVJXoJeMFejHoXOD1RTVpcYt3kNRfF1GQpMNyihWJ72iBTJ7El9NjOqQhyakuZPQDiEeMfVQZkP7G0aJTJdqnOMMm9PdhNrktIEjRcUq4MgBzoYdMtGnNNlBcxM4RXzDhp1TCd5e2n/F/ulmHEJ/lfQs+F9Ay1PrrD3fV9ekLqaF3y/+v7dbAph0FSjeVpyxI6aF78I8GT0JnL9Vy9izxvoK/BX4AXZnqCfDRYCnDbkJGZcbWWKkXHQjtRQdJQr4kWtjSaaMUT0Vx/Tkyn0yy8W/VUULSBq4y9slKJU/3fqhUUtZ2vr5mG/inlCUV0KbMWXw5Va64v39QZitQuMTz4ClaLV4eGe9oEK3esN8EqXVyhnRM4MT3sRh20ZBlVLXyQgPzkfWlBWpP9m8CjhPWhGCVsroJ8QrFgdegJ5QeXNxlHEleoQxujpoVyMV5TV1qx0tL5Muemdq0cB8SYglVIWhgI4eHkvdpAchMel1C5OHzaUDSlXpAilPhnu9wUrBG5wl26RhqWYQSWiFvVa0V6Mr2hHT29Qr2aI7yeEzdBl6cj5gqoZIdgafbPIB/G0fxZ8VYEnG3tzRaYbJ6WfbN2GgcpwMRwTgoZErmLUc/oWK56NWBojd9VDBv9TyhIe6jPywiIA37y/nzFjnyKlexTEBeHB+nFOYwb5UOwrlgbqEdUrqhfC+8/2to1ZWLFITE89FkaIoGvqa1lOUBaKLogulFaszgUXrMB50NBmMN+Mx8pyQpYHo6Wlha3GYHa6GDzWzF9ur3sx2PMkFjJplkGnnGYibnelvMszI5puNDbo8lRmuZwZRUbTeWDK0ja6+Ho4ScV4JQzU1u8QOQ8K5uDHPXUBoUs1GQDBaYkGC/atluRgDU6iY8wyxugwCaWxpHSbGorXCcdgkuPOUCS7cX4YFmKuIS+abKjJ+MCQFSbEhswxnkcE4wRBphvWf8hKM0JDREdgs2IpNaXEKAWVDZM2+oDJD8W3MdAYQN/fz7z+4BQX8ttgZeN5yBXR7F7ozbAZV9AVzZHwUx5PC+5DCgTz98rdVn1t/H5skpt+wwClhPPTiPYMJXDXibQ6m7OWNclfMvdVGBfyfso/4345PBpIE3imCa7+M6L9xvE8jXfXV4bh7FN2cIh9ph6opHMb9dzkO/qtfcjnx1fGc+CYxmgaBCDLtGGA2DntSdxJ+jWnPZrXI8HftEdKRIjbGzL+a83qWMad9z4kvIh9PjB1T1IO+yjkanUjuCR4y2jHDR45isDnLUG3xrwi8gNGXZwbHAijyTwj7Q17yoiYhmlEjonohGEYpud2jLNWd3SU8ckcg44z9d7oNGe88/GKM13aX2PvBuwT+D+MKPSr6t9Ahd7N+bCu35H6G9IeQStN/51Go+n/hc4viHyG8kiRPzjJd1Qf6dtPwHcov1H4zkn/Cv0J1f+MUqh6NZqB1Sxb6zONzptAl06XJ6o8cNYHCsVllJBNoJi1AS1q6QeLTXBBWLSw+kZUGpu8IXKlyitNC2vPxi+BYrXOxOU/qf9i0bLtH9D+YHUbdKXq3yj6Byuf2PiE6GeqPFH6K0XFSk/2hpRCLZVeT+jyCXqhrCYHb/qIcqXLr0hpFP1M6YUuZ+NDstBloejJlrZeUbnSKHR9pGuj8Q3xiGYzjjS0dda+stQHzvUXRBq9PtNZWNXSbz6In5n7J4fls6s4/jPKJ4qsSGnI9gdsvyN8wVK2PtJFKadOefwDXc0REPVsCaWz1UYpnUUe0b6hzdJPiRTuyWfH6+8vTD3alMPPRF6S18Pu27FTjoztnS5v7t/7LqjVcWzHj/OY8vtz/Ls+drfvzcVfSv3e7PGDcv7ulYWOPIRMoN0beOcpIMfPJL1w08F+/JrvHplDdDzbmt5UGdaJBbkLwMEXIyHg0Qfgz3Dfe/M4WvP1VjgYPw99HNdRDus4AOqMOW6TfrkZthxuH+CWft6dsea38vfHsSe/oMFpkuls97rEJxwPMuN59kzeTzS9NpHx49XKY5ntym72U2i4pQ33YJOEiiHUqAsUeW/nTT/fty0VdOid+eVrc4VqdXiFMOwKcop5TYqHf2so8uNsrvg5LvaGusdVdSWcC8ZFsfQUauFxMWYRzPNYiHBT7ZPIj+iA2hl5KsPTsqgrn7oV2B7u/H44le4eh1mpuR1osNOTITAWSyeh05MZQMTTE7mCPhetFVdUD6WoVoPLpoQSeaz/UMqFF/8yjRXqaUpCsurhWW3RJyrqRpZiystYgOx9WsesfMZ9zMscPD3cWBQWx76e1r4DvQ9ljGU5cK+bSKHUw2uykfJ1/SnH9BwFZPuiE57xwtyeMzq8Dz4RO/qWa83fhugrc92z92GmAbcOcbEmEWVi6yZZ+h0pgSpyh46G0mKIzhExkUXr5Eo3lFm6fyciH4ImikxvoX1Rw0kz53TqgNUOUAM6Ov57OMYPGjMMwLu1inFKImWS2k+DCCvL4D15zMlYP0GRPs9cJcZypIkwI0o+uPSztdJXe9/TrhhqqEf6iJMBsVRJHaNx/bPVO+AM+gD6BCMVku9LEVQfMcF48T4+DeWkjeEbyooVoFaQX0C+oCfPl7p0KBejOdtiCokW8M+s0jzSlQ7dC5yLF1WMtBsDulfD1f7iCmOnqVqNvnFC+4IsbqOQJ2p5NGG9VEq/UvQ7wgr6hnqBYbQhavlwzbve14GKeeczN9aIlnrDDNfuHOH58IUvFB59Sf0AHFFLHdDr2D9D/+DyluordlB+Aj077RFEH5kRWo5lYTTpzciVFEbaPSpmnDA6NBRMw0MfaA9mkK6NHxkhytYSmxbDHbJBqZpBoVRTpDuNl0jBJWGs9zF00M33YHE+ghsk+pPxZC9IPYytKkQUByrGGwePCn7rHv3dIz68DSlu3NVID9WIFFqGu14rabnY/MRqkBjr9nooIoiulj4peHIY5dSLTbvxPdIoKOoZH0MRaLTT9BWGv8Z/nH53xfId18HrrYD4A/CA4PU7VKC/oVwIA4nN94wSqbBgegdP+o4oUQtg1k0wxZd2U9JYRCKghUIn0rmJ47lEDRe3EsluHn2sszk6OD/stq9UPj6i5hpI2X9e/dA9+ZN78jrsbKeFk08UrJYhokSb5q0f/Cdaiv+MzibtjD4SUZ6cxtf6oJ0dDgODjjh/k8kL5pDCYBE8af9zynLBXeLJ3iATRr/J16JNEj/KUobO9h2GQxYZhgKHOxFZEe+q83tNive5aocZjr80YIufLMNQvVuEdGPQugGe1JEynYqmHDplhJ37xY+vezxX0089PJDj70eZIXBTd2uTpYJcD0pgL2vmV/MAMxxk4sO+AjiQ1kXBcT69s4NpeqYeHSRmaNNdI6OxW9gelP/DMWTX4eFXOd7QhI7idp+Mq4eBjEdOO+NG4lU3PoHJ6/3etdsn2Tf0KFhHv5Lm/me800c0Vp4392HhP4ch6+j86bAZRsB4z0E/W+/s9/6cT/x3GDd03g2HptlXZ4dD3o54H7q/nb4TN/BmubeP4Q7bwcCZjkyBY44lYDdJ3pjfvu2YpgHBonZTVOOO/jVGeuIjSgxUydFoexhN8ruHy01mk+MlsodkREDEMrv+LS/bDYkMp5QPrlb+BlqgfsIixU5uQOhY5OcCckb0TGmLG7/fQDdK63TaSNfY9WcUd4qQQpWrO/+4A5Cfa0s1uerRQVX0wdfT5EZTeWyg30EvlNKQRdFN6M3kCSg0z47QI22YKtpdlpNC0crSTxTOPOijL80rnc29+zvwFfiEcLK1a8bPunxGMbm1yDOW2rKgvdM4ozS0CFIWpFYLXG1voAuWMqlg0R1qaVyl+9kCTxFYkLZRe0X4CUub+X9A+xtNvV8VqkDUoyhsiF4ppVNks3E2d6jpFhUt5dn2cg+598n1uSbXdDWHGtEXRK+IfgP9Bvxh462L6X14oPS/0NsJmqXLLlh6zl6ry9sLAlR3BpfpZfjh9XcbIVyUusODY5PuQzD272WFphweyu5p6mw2tCPwN9xibPa917Qzd5OQYCh07O/JNn1mx7YPSpbkm+4bPIiMpneTsLaDwmFCQZc0xrl/Nu7vmIkT/EzEbnh3en/AzX4ZURZjPvl9PRBDTW+mfO5JQMlenqr5/dmERv/BC4ObfHhN4Oj4SNjLsLqfIsLMqSqDCelxTANXDn3JLZztMo+GnbcAsQtCwAn8uT8v8xxNwtEOV+OGYmknMvwqeT3n8moSaA7rnYCv81f2gv5xl86ImWmIEnKDO7inK6+7/cj95N/zWI/XQWDyfiV9o8PjaQoF9nb2DkmEYmeI+OBaV2viQczF7Gp5idUjEuS0mrJGPK+3e1mCmtd97ZZmKTzHxbxQtQhaq5+xwzN1tUP95ofwpVifdTWUXcW8IftiKVDKalMYRZgXU84VYxCqVygXE6q7Gr6IWffDsKHFBLIylOpXB4/lmSYUAg5aZXEnq7P1V9UMKO2ENC9UHcW/pSO9m3eohJVcCE9r3Tz9QhRIjkLfRF76qAHxQBghcEu7KXbce7R4ihFR+tItbUN7MPx3D2ETAgIdfC+54DjwQc3Dmq5mgCgOk+7Y1LFxR7Fw7Wj1vS+ktFnY89JBlnGoixQ3H17OnHXwDEtZIYN3On0R/LBgytVOGGR8fhLcLfasEAqiGSfgqVCGG61/O/oJA436mSLovxsjBh+KQwGMmgiRx2ycYMogTTr+8uiEA08cChFVVL0ORaKNdgAI5ZUDY9A8GbEko9UQwlW858XhsDkPMePIWBnPh27vWtuz7GfQ5exyF+/o+H2cJTUXGE9cdSj3giclGcnnM/6nbtRInFkB9RQAupNLxqLAjWfcnav/bPjVXuzb5QxyMrpQpq9tjIjNvYX6I/RPDJlOv6D6C0VekfK7z3dzWH+OzhCq56qPSIkN7X8FfSPSzsB/gnKG+je0vEC5mnd3+4xevbCv09NIkW97ZQEeXadkuKeL194RCw+OlD2ibwb+DcRz0mspFs0gFqWmZUEei8XcLF84LZ+Jyifb9p3C/6Sop99TQXtBdUP6q81LLrYG+gtoRQLXfS2HUUYawsVpckfLF+iPCJ+xYnIX4M30IzRExR3INwSrCyDy2foSwQ7D33yvWHotM8oK9NU8vOtmimmL7UD6ZvxKHAdLR8sbwtmLGK4oF0zpfjVYy6PR8u1nW29VfmiEWM0I0RaPDtAHkJPBUc3jyyJmHrwmgPEu1SuW8qvD+QJ9QZtFcrGpeb+d3BDg/EHaMsWvrlAs+q1o9bXy+gzbG/QNirintOOMViuEraH4WO0QrSZ3q3Z6cyW7h50jVjjQUlMV6D+hfUE3ozV2CNeJBs0jApeTG+bcrLgpZesjgsMiTZob4Arh7WZp7ryugnyxMXTB8kb/bjixPNlY1IqSFyw1knj6w84r6O+oPGJpvM7Gd4l6DcYvRVfoL+ZxW062LqI+hu57zA0+6jUzZLVC2k2dFlpkiGX/Wih6Nf6vEYEZ0T44HgvKMrxXRRXaZtRWTh/KcMV3ax900H9GvZSxCOHcMblQweIPG/ZuuFQYLzHZUYBI7QchcZqcHZEDw7AxFHV+9gileHgQDyNOeBeLy0aTnB+dBsQHPN18XA5xmtzpOyek5PzK5C/G56dxKx6HYcl5Wgxv8Oi4usPB2/SzS3Bx8bmr+E+mkm54WYfiL51bQ26Jmc15TyemHtFZ6UwTP2Z9AoZ8Nm/EWjm9DINi94ifOaG5sj9K/bW7NLWhE1iBKlOU2LHt48logBIGEmgWVEQTj88TTOPQ47k4nmT3ivTdR8pvPf4huz+nNOTyZ5x7t1DahqzCgM2Achii4s9oduzPe0PJnUa7WZby/grTQesmukHnnD0ybnQXok3Zz3P+nmTAED+P4I9nLo/frKcETWC+/CevSKk7HGDCiWjXx4SF7FAkzfuAoOoyQEbP/djSAnl/0+HTzwJq98btcDALWS3OmwnJBy5Eva+IniqHNYt6femKujJTU5i/cVqSCJxFP8kB3yMiQca+GnqREZHja16CfrhTnLah/hk6pdAx5fNJgNleQGQauGe0z4S8gSci02O8M44tnJDnmcHHGrVVwqg26mnEvj0gatHDvdtrrf8TobLIP2IZEB4dvA30FeQX4InSH6AvbLLS5c0U2M2SLnF6o7cn+vYLXZ+BFwQ48QpY9TVRqPxmqZyWR0SEBwUorO0XOmeTDV1h3vVK0d8RLtTymbI80q8gF9N3dE7o8uby7IngP7o2h6rJOiceqDzymc+odJ7lr7RIEwnAPwAnFvlujlabQBf68jO9/EKRN0r5Y6D6Jo1VH239SqGUSq0n2/PtGdUzKk/uwPlgOFceEGkU/RXRjaZfUD1x2q7U7nW+5AvS/r8I/421/BOb/MxDER5EWTnTOFP1O8IbQqfWhqjStmeTWfvV9SGrbcfeEV3Q4qlrmwIN4r3+jcIr0n8F/ZuPVZH6CVmeEB6R7TNl29B1tTWVv6FUVM9YMeufERWWoXeN2mIfX393Oqa0DdKdA6dNPyexuPNOFp7yp+PZccOk7yTd+WhfBdc47Mf4UG/GfejgzjW+umftHm3dTOZ2oLtcdPemoe/cP75yFDMSAbqJjshjOwIFsvB8nMP7oTWz11vYyTtw+jFyGrM8jGQwAaZQcJzDbn6y//7OX3fHstNYpfeS0H6zOjskPjyV48oc1yB+mjdYsNuPr3vrNJ/p8bXx9i3E4q+5hrd7YD/i93D23hjvbr4P3o/28wFlL3DkNUiqyH07PyQOcblXQxNXQnstgUFvTPmrUVw0eH0IP8r04tMQsGKYnrZnWJ9hRiuEMGnKPMO5BYpZ2O1Q66eaKKSrnptbq3uQdmdsrrAVgHWPP13IUIq8qKbEI+338AANha2Fq885NeaByNemh5Dph85WGUfLHe3x9fGoDo5htOEhDIxiyyHDRq5q9yINQTKKzY+Q6GH/9jEWH7crpvLYTYiLvks6xHg7NaBVzYBUFcvriBkUrQoXM6WbRwyEou7DK4RfDuOS/b/p8kPOqTxeZa5r9og3tC9OJz2kOJ7paDJd82A4gDj2TuzzaTBVbyhe0eH543th7NesfM/zK6OlucMdY11BI3ow9uOHHfe8k2EICVjGYXHP3warCXo+T0wf/ItZTk8uOxwcjCWjpbl/djxH51+a7rtVkeHdNXjkhJUGzGNLZM+1iThzqB9cIq/2S3V8kVcsmiEU5I7nNNOxuleLeTPXacvVDW0vqFzpsk0ZSLD0ZCqm5JEG+p0ZDm4mIyXqy0g6X34CPaHtD0ah3LKaMrM3ZKQhWjBB1zyyBtxjC/r4pqFiYaTPCfqpr26gsALM3bW/29apBUTeoLyYPRelsfq+q5ZaqFv9BVGrE2FgN+OpuhIXtXoIZmxY0lhcWPfCzNq9RoMqFrFx8W9jVS0lk6FKRJf0wWPs0OQRcLzaGIviyV2xGh8x9w2JGgvF/0lEPD1gBuAH0DPoo7d78bZO3rb1pZoNoe9cwdpqOPyYR76Kj7EWg6soURBai9NyCkRxZIGoy2Q6CTWDvwaO4nV+1OGnZmgImloKLNVx2VMLDqNM1Gwwrz5TQYca2mEoxSIo+ur82vFLrH3RSKGozALOXscCX4vh+BT8KtbMDaDh3S14sccNKy5okQHa3LArHlHhcsAsItoN7zYzEIyUSd0VRcP7dUHlCfMutH04la41/XRP2iHnFjNG0gxPB4JOBbK4I4B4WiOLVqxmbAnyHWks/CwWfgI0NwpF2knp7snna1FzweQ7V7RP0NujnBie+UFRcSVvwC8UuFm1Nem55o7Yn3wHKA6/TA/ag5+/xiCDbsfCM/lmKMYHjJPctrum0nY6Q03+LIm3DuP4cBYaXMeBFwT0qOyeV4bDwV1u/9tgYbcn63vz0LyA4+Xg9fORNanjnV076Q8No07u1etmBez3dfx2HdzM++bKn8Ug49O9h19ueAeeMbKBD3f69a0XeGd44rKSw2hnedD0ahYEFWZR9fcmlACdsIe8J4YXf5o6MNPt2H/2oomm4b8zxzEMIQunczlk8Pm9beG4fvdmmNuMdZD9/WMk7zECJMljkpZivD8GmwnRYRTv3P8z147iJPjv12t2YmLu3HlWxyLWKO//PeFUp4fzPe8wcG10Pjb4YSBHPMq0iPls4MnEm2GkGd/F+kxksxouRrfDOXe/t/pcqV2kyTEKZ4+v8735t2qfa02AKjZTwCdHeUSf+3ZA021JpDfR6vFJNhjqBP0wtB7jtRUTZv3cNzIMxNjSePLe/YFTpso/OckU89AvjwiL7fMiKD+jWLSw6BWRZ4q80elsIb9xsgzU9YTqmd5N+W7pHRc6j3aK0hMqSu/mgCn9hACLXOg0tF9NUioXejHnRGGD/ka/btC7OdnIF1Q+mWixiSn8ywVtW1I3uBNFbSiNS3c9CivCRmc1WLYTwgPChSpKK2c6xYwcFJQz6EpEDisNymYpR8svSFG3M129EPWVLgvKmSLh5C3AiSKPwEbp1dOQbqi+Ab8i8mrpl/SRomdOVIo21J2YKCudlU0rcV5GO70bTlT9RI9zgnYaikh3B5kC/RV0M2cyOYE825irRRZ3PdNp9N7QbUN5pPFgxgt9o0hF5MlhXizqYTMnEzN09GmM/sH199eECOXAaD80P0nBMzahKwYkbQYmsRuhtDuinoWSzDjS395G9o6YmzNdma4dzdeH9wcR1HvvD4rg89HhpTc8Wu5IRdOLOwhJhLkJezgdB3wQCnZM4ahczu2ndrLSYvz3HvGbjH9c8e2OgcvNe/te8wN/fyxQ2T//E9z4VtxPvY0hy/jvh+260Dnp/Q4xbhjnnFLGv5IISHjEpm9GuNx7azuFhLwO4WW1X59y893dv8JjK89bNeEZu2cSirjdNO/st124ePx64Mr5Sto22c3/PRzX2zZu8EjuvBPP++75XKa0f1yBbz39wFtYTvZzs8Z0ex2KL4k81BSiUKf2DVKaGPAQ+fCk0I56sUdzSnDPP1VP9STmJS1i1nZxxZp7GtqYmhWwHkVgXdngxTMtVYoT/Roe6aawk7ZhSqwHQNFWhkCjYNEIiAUdqHouaWEUkXQDgara/R5KE3HPVnU9ioc7KgabXmHzQpPH4rVDWNrGftTm6Z2wvnHPbLy4ken11ZQStUA9m6GghzLH1lxCESUhpBaQPguOttXnbgquYZRuC/SCLKbsYF1BN9t+C5gyyj0qS3yjruCxWgWWqgUXTNS+P6L8EYM1rRceijkEbxCthFI9h7er35kGTU9tgdBdaA8jkqW46nSJ/PBZeRgRgNNcECARKiLFDT/d37VituqGNIvMSP6SPY6s073M3gzvHuvTPMWn4WDIEkShU1OIS0QORNizzyzqQkgo7yMtSCjRk6gxogcHrZsyiYJ7MJU9LxgRKnEl5Yx764KaIvUgT5hqJteAKP6bKT2muTSeTUOMzVnAc33OGJLJL4KVh0yxV7Z9zE8Lv2GeyV9Msco3a1O+gFhNBZUF2sUUrmpFZimmyJVqNELbFSvquaFcTdivZ98fb9CL1x3oIL8ZH/I9SX+wNqNYd1U7GLSf0Xby9VphUWS5DtBLuyLtDfhsbcuGlIvDAlv39ugwebP9Xz+BnJDy1WCuf0V5o7RnrKDvJ1TObFopvVpBPO00CpundlKBrWxWeE+FslZ6f0H6MxZ67WmM+hd7uXm0RP/mtOwMspgnNxit1uoe/4odZhaQV4QL6DPSnw1WtQCPiCy28sVSIqmnqLFTzoZq1Jl4M2CVr4ic6PLJ+I3L5tLc+FLfoKymyC8d5BH6V+gP0J9sv7Vq469vSBGkWOSHyouta8uRme9ci6XBKYsfLrcn0IoW98xeMCPvdkVbQ8sV6gbygJQHSj8h/eQHrisqQhexb6rTnuZ7tVqkjahFOvRQrBfnVTwgLHB9NCcDuZhR2nOZmxHsESvU/eZwU1+7BzvotqvzrKsZ8orY2vQwlneDTXlDaIhYJITqGVVLWWf0ajMjqxpzUznZv4iEqB2WKxax80DZlH4JA4HDUjaHvtOX5nJIixSLtvYmo3TH9wbygBYzxETqKelhJDI5RyOtUyYt6ukXpNN5NtofNSLCsNI3p+urvVc/oXJiRJVHSkUFuh2YC3hmM2GUc0HNQNYb2jYUK3rplcHvXvNUELwjOSgojPSRXhA7ImbULR/iMqtIpN5yB1P3YAWc/01lVvDNMT9/cXi7StD2fA70n2PrhDOL7viyprOk+H921H2Qe+ORwf+nS3e8lhwAxCJnImWJ5ZV3pYT6QuxG6Tw3nR8BZoolh3iw2HH0T/J3dG0fznFLXjNXKIbDiTA8mYf6O0AmEYMiA24SXR6iEXTHmxnyUsxxpN3aKSuj1x9cu7Mjo9zJ4McDZmkRR5SGj12TUcBxbQxf0+dZiRMyt2I0KJ7bMceXWZNfj6RhhLRmPDfgP2XzNP6B+/7+gGXgax4Tw0FhFu/1B+O1hMChKA9/o35oLquQYHqNx40eskS0l/bX0XgQzpQl4BPC4RAQx/Dmj/BEn3s/aAJhyPEotqHYj/StgQ+xFdM0bvrU/e2PrrkfEijyXCUMvY447hAhoZTO2QC6w8TP8uJrPaIQioxzHTCcVqa8HmlV/VwwojASXDMDSTAM3cN07rN/g9wNgOfICFeyKyY/TAAk0Nl8dG7EBOM4lygHtPX+HW+its8ui0YaU/HfA39RrK6bn08yuZHkkDJvuiyifn7ebxXIlCc7JseaqrWbYex0JiJaJr3ws/f4XkYTfwbhuvxvoBvS/g3pVzh9hSLU+oDIQtcvKGek/470Fwr/jvI7XU5cy4misHBGK7TlgdYe6dsnZ5NvmDL7jOrComeUld7/FdFOaT9RgXp6QUV561bTZ6tKr8qyXChcWa9X9GJJiUpRVB7o8mCZEdavUF6R5RvSFdls3bT6uf600lR4Xl8RbZzkQpULm15RKrKdQD9RlytVhFYrvSgdc+DQviHS6LyBvqFe+LrUv7Cc/ovNh2dKu1Kvv6Kl0k9XRE7U8h0zwli6zCJfsRp2YLLJhc4bFYuw7brR9GdO/YlFHlB5pusbWjty6jSp9H5CpFO107Wx9UbRhao/U2h0/YYqbO6wdD69miaz/w59ReorQ8chIMsvlPrAtr2xbiu6WRrQpp9R/ULtG6e+IbVSy8+oNmS9ov2Erk8mwz52VDZaufCjqGn4e4wQOyXkxO/DS/cfHnfcvc/u7o8gTPc3z+Ar+d3xmx7+mzvJc9mx5N3f9qbM13Y8MXuP6p05JAKYBbnRss6/htI+TSyNJY9X9Tj2ezAN4qN32jww9o8uPfxxo3iZBP2eo8OO2HLAn//Qtf9e0n8N0nNueS33FvHcTDDDgO1s6bZbTXLdvblowqHcymFPjE9zG+/jd5Y+9hi+X4tjG3M0H+HH8dvpAXNsfyfnDwad8O8QAngvhmE3spshpzc12svPju/mufiajDbvweeDawhp09P0Zm1i4uMQHh7wOreGxKqLC9BleCxasePkAVJDSMkemCHouJKoR8chHDHHF0JOKZ4iyNseS6nmXeqDV4VjOO34N0Jo/fc+Dy0oaOuu+BcXxnU2gyn3JaIrNELwPIT15IJkW+b98EYTiAPw8Oo9eOGMNDQC0j0FRBjZQsFJGVigiCvY3CN1pGRKoNxd6hEQzeXz4oYQMeaMFSc1BaDOA0cpe3iMSIijwfX2iuKMe/qdqU6iSwOng/Lkfes//fngNaKM9BkZj4e3k3vQHvqPXhk/D4kZcr+Z7x4OHXN35uiEPMO4N3uZtDl6vOVXM1Q52ph7YvqMHscXSqPj7Hxs2dAsaVwJD28cHI8OCoRRIK9lNlTPPiU931935rWDzoGn7fNq8OEVyng8HcrgP2XC3r25LSKrzVyqRc24wOKKOKdV5UREJ4h7oJuhqvnsljF/26tWv8GK8mKp7sRqLZgRqmAKYfeCjto4I3VLIQTa4b0c23+AwQ2kahXn1aMJzLhjYzL8cW9wQNlM2O8d2oq2K4opZLdNaavStw3lFeXiNSAE9NHx0etEcMG8fyLywQr5EcYVGpQUSRDwFi9K716vQ3kgQhy8JTzg1VPaleowOFsboRwY/NnpX7F2RKy2j2go7K9YBAKMtHjFcvaLRBSAOB3ZvA+nzX8ir7DGoUY9rz+FmUYKX/fAc+N1Wtz70BW+0rv1u2yYYdSLLw+y6cbykngxliJOY3uLWCQNmym6/bAeqWxMPFaUzbf0Mnhh1DVAxNKXudccYPtBYj/hirrsTf7o43HlwKiH1BLdx/C5RKpAayKMK4I5JUyvbecHxYtLi+FdRGiB1zupkToqIuCaGw2LGwHFUlQM/rmBvNl8ZWE4V0Tk47TIY3VhOhG9QsBIzdgYhcYLnY7l6R50V6LmSIdhSAmFuKBNJr0pmhRg+3RDN7gWVHF4jOr477xCse50dIg9wefHxtmx1UgzGobqyYaDEmeewmzjqF0dz2Qs4/HhLTfQ4yu732d6viSr3Vx7PrPjKpJwKnvUk4Z+48LtskPIEGM6B+V97G2JPZbbuB3LGEaSdyb71R2rG+dyTWcVvYH2OxzRlbNjjTPPlf2t967xie7v/YAFOyFn7LvgAfnbDG45fJt/7oYsc52y+7bqHiYDeffTGHh5I+Qcnt/c19n/rv0jjsdA5946+Hzfij67b3dbjhvZK/qdS+iPElJI/hfwOQxvvLrHeQE074NjP3C7f/QwrxgPh75/iDS5kfvv3qzjEVmyVWSHWHYGmOcJ5txu9oAeuneaI+k8O15NAHKcD2PHu/NQ3EDiXeVphEEkGQCyA9WujXeuEW011j4hxs13JjMpgadOnfOC+lLuKOuYdtC+uQ8nn5h0UUig2uGOpnZib8U4dd9O+mu/CrEvMp/6c9cSDmGcXMax2melnxDOlqSAZs6RRRE5U/mEykLH6gd0iXSeL/TaWfnkU6oo5pihUoi0fcVTb/Xy1Z0zn01mcTk4MqUJFiFbPIK5FDNCtHLytK9v0F8RVnOoYoHlARWrF4FYNLLVdngxh4mhJLc2u26IXoyDl0JTpWucT86Ykay5wcDk7lpMtmn6jHjEaNcC8gsqhS4PJufUjsiGFIsAacH3XIfUy8mwW94obFCqFakuYrUu3PFI9cGiU/t0nGjd6nV0PiFS0WKpWC3VsaXJFtTkYQE7U9XhAGnpWC2VpsgJkaslnlBLadplQ/UbyCtaVkQegCeDuXpUBddEPw1eNw4Bd3HuT1+xkZIWJ0cAjL7CzB2KrnzF5sncwX/uFO9xPyvL8vezvb2FL3GxJDhqSCkKdhDJAsQUZLKX6djA4UE/BFUSs89jTp6miRjdU0bsvA7uMOkdg07f3V5KnMT3hEbJ66Sjn9tWR+vJc2L/xiSmcxzzJcnvJEHf7t7ra6q5/55L01znVdLzPX4Ob6g4cO4I9xH/9lE8c6ZHBpvHXdLskvkjHQ5ujElDCI3v8uEov5ohNNsYjDHx0vswji+yVf0oyIXC9Ih2MseZns4oEPtnOcznfpvs+vDdaFwcbdK+OXSzMwRq7MVQamduLXDbU2pT5s9ME967qiuvVh1pBcaepviZspuVV8Q8/6R5CB3kw4x5cAjSZzoTekEv4QFRTEm+XI2Jq3uj1ZPNvkSURaxDSwKs2FhaREUocj5BPTvk64RdUViiYKRChx7GhVBaiCklIxWCRH9FvFszPkh378QqnudZPA0GI6uU4umhVlNkiFxMwfLg9R0ujwaH5rTppEYyW/N9ZYrDEW0iHp0QHouKF4lqEya1o3jdiKEY7V64ekNDMRh8ZHM67+gk4QG0ueKlVEsjMYwyxqhpm+tmPFWECDLeq37flXn6A1wDkHXyFNQFhdh+gqgJB9bKNBbMyAfrR3FvclXKUNA6Joa36u5wKXSpjocWjjq8I10IM3zxHNCYsSjXCRqU0xVMNgrPLZsEDtud1be944rmyIgUDRDvaDElrcS8UwFx54+qFmlTxHKGJxdKX9fwyo2oBscvz0c+t2p412YlZvIqFfMCnIr0AOHk3z28kUUdZn5/gKEPWJlCJmiZK54zVIdiy2Ef3llj7duYJ6K2vlnJ99FV/qu382JjaiariKd+G/KCrsDFvKhb8yUQkCekWOiwpaRZKNWUk6JuOGhWJBm5+LpYLYkSeCIVqUJv1e0Lf6C8+JgE5RH4R6u1oG9Y8d8VlQWtvg/DANA9mqUISDEapIKsC6ZQ/m6QK69YQTqXrfQJO4g8Ql8s9Q1vtN7oW0PCk1rNgNBXpV86nRe6/mp7oQraH9DtF9AN+l+BK8g3x69/RHlA9AuiFfQZeEUXD6PWJ+DkkRONiHhDxYraARaJtFjkR2dEoglvaCn0s+XQlfLZ+dYbdKX3qFez2j54AKkL6CcEz/vflaJ/oPqMhX6/GPqcTLYSqag+If0fiBRW2tWLuXakrh/KHAC9nA1nm++f4umv6uJ0YEN0Y9T/Kc4PuuO9Kn27wumKnN9AHql8cv211yHonhqoGu4OZXYx73ZOamyumbJexNMxtWL1llzW6dpR3hBd7GAXKatE0GpOBPIgqG7o5nt2swg5rR5pyDPDo1KK1fuQivQ3P/RdgA0tbgzpXquhmIFEtRhv64WyPVh9qNM3kEIvC5Y6yWiS1It7fb7aPlofrbh61B5ZLtP2BVjNks1wQB8oTSndTyWiqFzQ8gZURM4o4e26ofqMUeYzqieEfzAYt2d/Xh0vrY5IKREl1qacqgJitTC0v6H6Nt+TCpyQViiXxUjyg6JV4aGa08G23crh6VKnk93l5jDyHMznhLereJSmiCQPYn/T2YzpiNUNpZE6TCi979rS4DG7mj9GzYxMOxed7ulEOsnwyTfDJTt/saix4I17m9FymKSt72nWDmeLOB/oECF3ErCYvq8A1fncMWJ/KPxkzijGNcAJjDQ/MdTwyKc7DIrJijtyEdL6/FZQSkSaRpo1Nw5Fys3oRJ3PDwlFM2/WhAOywwJbQjsPuIROCAMyvvsBH4XpmT4G7+Mu+28j9dXR909GVH5yYsxGLm98N5ZjI/fI7zhGChngEvOSMpZYIkJgt+Q+lwQj2wsOQZntxSDsOJ5wIB/RAOk6v0g4OWSdMUWHaYvXdHff0sCkeY2N4nL6MUo/5caX3Zj0ps+B5ENddVwwHeLoPN3GASKNJdofTUiar98sml/dA+u9a9CBoKd7ekCI+AGLiD4ekeHuvBFnJFI7iikJXY83plJkrJMgHr0w5y2jlkL8NyHSIBrepkBExmtahxHJ52PXHmeBMmiwvep7swQN8No2MmE9aW1JsDF5xcZz0EsNQlgGTZi472OIHepk2qKZA37ZSabPpgU/U8b+irOTGdMnDN0tauBmxvexoFiNHY8MGZFGkd1hNjf2pMae8raLr0Xze3d1svvrkWdUhFU+01Vp/CvKRl3PwGfkdEHqG3EGL/IV4QubCE0KIh3hSucZBTZZeT39E6UJy2pRxcYdCq0s5qfohoHr6b+ickL4/9k8q513a1koIl58WSl8Qnig1I4sHa1PrLWAfIf2vyO9ULcFXb7A019MBd+tFgL9AWGD5VeE5nU/BdTkrN6fUV1Zi8mrG99pXCj6F+u3rUjfUP6g91dqfaAuX2m6sbV/cSgLqg+s9f9hsm15Q6RRFjN8FE+XfW0NpbsSXliXz/SyUNpvCN9Yyj9y4gk9Qa8r/Xqhr6/AL4j+X1F9pstvdj7YvqPySKv/CGWj19/slKnV5ZMLIldwmY7yv4A8UvTiuHzCImIfKXKmlAulXqGfQZ/YeEH5FWWlyQr9M6X/V1T/HeVfEDrFC4lr7O/+5Yf4Bv+RdEzA2HGxYQbx1kOf+uHv+80k7NodTODw6bj5wXXzODGEY1sj9dCdzpxA7MaZp3LjjbgXHHNbOtp/b6A/Xqw9fzwwy313H1yxbvt+df56++6fGNZBBPtT3/zdl9yH17ttHT0Udt8d8Y3dz9sZ/GitDm0N5pIHkKSWECZyiN+714RwyBvH+/vfj+t2u0JpkPvh3Xx/xJfDq++O9/5tuSvo59nHvj/O6x4tudnMh73xZ0fsB28xz9RpUHTFbHGl95A9NYF0SFo+BEs5M7wEM56GYFCSIbRHBMTihwX3Fmzq4cfmDWmHdkz53+3wPxSZsXlD+zDCMfGl8+OYh4HPCLkEL9FxwCLkOdd7ImKeBuGlmPFh2AFDGEuHxpECKNYvBCxlnJk1ABOvBZBlwDoUyeaYqUgcSiLn9lDuRjt99qUQ6SdsPCV518Qn8X60CcND0j1tRXoSBNUZdyjM5xhUIu/4R1eCB0PcHUti2jbYe7PtTafzMCWHn4GaUzLeK6rb7H63J8ygMd8MvNY0vmjP3x/j2s83CivO5ww8tLthAPAIgh0vCuSLvaMDDrP38MYcAIsOJt24G/l3n9bPK4zWfW6N/M6Bdu2cC0SGQmzQg3uelhlOu9aSs0JuNv+StTlRW2G3tvcvM5DFhIoZ2iiMgqH93n7B6I7iyxE0JfDbvcLVa9mEAdQ9qQ1UFfyAgQZ8/FDFyefrh+aBj1aHQLSjrIjTuVh5i3SKKIt49uZ9hxbsYbdJtNlaCAtK9QOrWtBFkIxq+D6MYX1BW6d389hSwlDoHlxiBoSxtuoF33gEOXtkQ0e6GVPsQIrT4Ox4UJDkdT/FBiUMzUNZ71Em5oVWEUzZH/UMBDUjafAvT8mjvRmfUTtoRL/mmbYgVFNki6I19oBFQGgU+wxnANUf0zddmTQyJhT7xaMgVXwsYTBUrD6FpbkznlsIK/cwcPr2FKrP24w5o9hs5NLyfMA0ZSoDMHwKuXAYcn18pTgcuysAgkzKjAQk8DRw3f/2qLmBwyOVnCmyzegfb8tw+ok9pqF89Z+hzLc0gMUcHqQmhaLzHvF2xxwjIi/RwcAnV+AY+Cc1Hh6Zk8gS07bBWOoJHR6BNoZQtIaSXfXsDS4TBmOdPapQFpNpylTqaKSCopsTSNCqEaXwAX1LrHwO3f+bZMh9ZF3Zf7znrOzluwDQvfejc93d3VF6PXw16PjtHtL8zmghrWPGx12Ph1YS05jOWXIDxh3/kYQH6ckBJZgQnvLLceAq5ear2+FOHJXdnKLVPDoZXwQNnYP2byRH5s+G9n6SiQ+rTiwYooHeB+m7V0K+43Xk12TQ5k3G4fcp5byLdvzgfr6V56YzLc7tHA7wPgoqu+UMoOudQc4/9djsGO/h3fT+EWa3c9ttzHsv7D8+tjfgH43LhPvgSzEOIVsxPiRFSSl+e93i1Q2uvt9sGnd8SWpvJNq607LMdZjU/jAWmSC4g8/7CN95b28YvheLtYfx3YiJGzycrcyv01rnaJJBa47IOc8qsrt//8xgqatuBr+7sV/XA57cPEtwvt9cojfxR1yZVsv+/dTIkRbPFY7FLoedcez8/atKePFXP96ac6QgJpO7QyPa7e9yxtJKxlnugshG5Y2TghnZLb2wRBrisoIUulREldI/W3/1Cmz0yDogJjcUd4CBs8/NogO617ZSrZS+onpFuWAONxXRTumrG0pD96EgQsFqnU2a69xhOGWtaFc3GkBlo+gF0Yudp/QC0qxdXVCuIN9RrfSor+aRysIFM6ZffOdY3S7t6n5BD8CC8oBFidj4c8RIF3MaK3JCqXTHvyK4/HT2d1c6jebysEjB0ro+OVxW3wcPmOOXEFHFCmhd3YHRHEnUHVOFjaK2bpby8wEzOHitsQK6vEIxxxmVxeX0HzPUv8MIkTbujqT0tCGPXPGI8ImiCoTn4Y3XiiOFTKk9XWkLaownP7qddIiWgHsRxbfOZDK3vOEyTtKOvFHC69Up+DFdFYMsHIiYjFcnlI5j2Pc9xzWf78hRzGVynJ1e75ZDvMcCMxEt6bV7TCiNfffGZOo300lD/vF1y1rtp5DHv5dxjimLnMGOcewVclOREdDMeLtnYPeGN3Iijsc5DPsI37QohGcr3ByIjngY8E+K7vvMfrY8vAxSGh/LlesE1r13hnLxjmFAQnB4j2cd96Tux599RnatHjxrxg4Rg09mvnO2LY0pUwmDSeS4jRQzU5kXOPAx0qm82C/VvIakL660saKjLC9QV1+CGLh5eZnO2gpvmiK67roc6e2r2vvnxZX5GLpcTTknp7N7/ADa4NrNW3bZrJjSWUxRhqVBGXmlKbCK9RsKnGpGE/Pkm94/EgqazZi6nDb3egkPdcMNCfuJKjRFFxNKtKxQmqVnag2pkRalmrKql+ntHlEMLXDIjSvaTJC5GCxlceWbp5SynNWLhS4uHd0U2dTGvClyEjhVRBe0nZ1kOa65AUZYAfNcRc1zGRakeLqNSx8GnkgPYcVicWbsiq/SkNKMZyzNIinW4nzb8iKqK4SkW9HcvjCNOe9ce34XY3acAhduGkW8VkSixTMJge2VoGniHgjTw775W57eI7yB5Or9jkX2PeAeNoP+nwa9kDACjZ6TsMz0LJ38yA1SYl7NUVRbh4LsxFR0zggCm+cyxmSwCkUsJky6l1InvCCd0vihJiIIZhu5zkNP0RixBkEburflY8eiMobH6i7a0CUK76KPuU8PMeO7Za6FmsJ8FraOBc0KMh2ruOM/IR44rti6nFKfP6Bv/d/svfoF5AQPjyAFXS/Qrqb467PmkbaTpUcRSyEkVeG8Ibog+oilJvpm0SXuRaN8QnkDfWEU8GWh6V8QPeMbA8LLt3yxubTvoG92ONCO1BOmLFeEN1RXpL9A+YzwiJQFLZ+8j1fQK+gfNs9yxg4q/8lwb/sONNOJdzHPdTk5HnY7ZKjQF4+mWKt57XNG1WokDDrbP1v650g1dPqOpXDrRq/Wv4AulPrJaMzJ6k/o9gz9Cs1qYnTi8OUYL2Je+NLMa71D72rRAv3N+uiWW1WlQamU2jzC7rOv/QnL/f8N8+6ysG6urzZXfabrisg/AV8R7RYNAJgh4ieUf0DKG8J30M1gruqRawsin4xO8ux76IOrfQvOjBlZzENqpAHqHhUkZ0slqIWyuVFEK5QLerrMFFW9mEFFgEU8AvEMfYX+YnMsDVVBPMqnrOatqFtFVenn1Xl1R4paREVraC30UhAeKHQzMWlHi9D9QBoh+1I8gsjTYynfbXzlAaMzT1hUm3m4VU/lJxJpwWI7u4wcXtS92Li7T3OJcTY/mJ/QVtO+h1Ls/FGdzzavDdG95lLwetnU2i7N4CpCK8KIonWYB/0WCY9Ji+oI+cvQ9TtIRYobs+LcM6IXn1A3LKmKRwKV6bCMwVRL9yhGcZq+OI9ekX4xb8rhdPqBDMoUO8NjecjwQwBz2XFEsifjEBbxYp64Loc5DoBRYxTbO75yk6cKo47EWFePCMSiW7v2YfpSFfPm9LHa2IUZBencZUzXlQKHs+BEoylDSH7FnWUi+jPOA+py4JA9wig6eI2DxQSqHciHsWB03nbd2R+h6JnyfQlZPHBNZruDd0vIMi7Dh2HQ5Y3wuk4QGFJIYNV0ephzMTFGBoR03hzQm6cJj1jI2Q7eu8KwOrz5758RI4oyR1zYHObZa6TeS3zeJmLjFMf9mJ9FfeF7S9yOpX4/y2beVrd3DwHxvuT5j/Qz7oejzvC8T3KVpOc9eEGctRw2GmOdMB2QGp7eA1j7oWRY7IHK7YtZfopPZYi2tlxprmM8NtbAac1j0ACD7sYhAR9l7pVB29IYovZCkvFuxhd4z8dXDGOfhvvwwrCWJ0Af9EW4nD4dHcRoM0HvA1hBjdJeSLRz6NyiXwn8DkeBLL9m1K+jbWd6jrIy+ph7lGnYju0hcbYPuhfGcI+y6GOxTSZLcrWEY5mfgXS0Ze8P56EYrKcx3jt6ycCRaXRP80i0d8cXwtlgWnj3YDjoTSz6PnWr6ff4exdZpzb/0U4BFn/PZITI7PCRLT+uRb7RS+FSBe2VRT4BcFKl6NVSlIpQuyn42/Izrf5C40qvK3Cl9mdLSKqwyiMv8pPXKTij5YqeX1ARrtIQfeAs/4vRw/O/AVf62+Z68U+InDmtv1H1QuNnVB7R5Zl+fqX3r/TtK7U/cy7faO0bjW+IPiH9gdpWTts3iy4ojwa3Zmk/F/kJBIt4ANQdZ6z8lKLtmd5WFo+QqfJMkZXWv9PbK8ibFb/WL2zbJ7T8jtT/TtdPbNtfKPJELU8IK7X/AXKl198BQZoZGdisbuiq/4jJjuGc9wVkQ/sZ7QvbcqZx4lw6p0VY9UxrnVoadWmoLDR+Ac4ov9FVWfuGSKWeFgpnTuUz6Ma2eoqk8g8gj1ZDTTu9/wFcqPV3iqygD9BPVqtteaU2+9f5C13+GdUHOzGXJ7T+F5RvIP8HvRS25SvSHzj1pyMFv49zf+IdR277MVj4jh4qf6q3Q1v7HZZ/7kSrfT/p1ylO7Pu/Fczeb+b9e8cbR4Yo6dY9qgF6h4pkXqHzxXcGfhzPUXC4N169e3eMIQkIt5fsp/DOazmMbL6e4XNsYFDP9PefuQ6MV4wZ32fHR+v8YQi7Xo9rdK/rA0LdbfRHIkRuD/YuZ3ND7ZnDvdm9B693BJMbaU6n9196fIMbHzXz9z1855X39jWHLfzevN5rJx+o/sQw7r0QQhZCLoh7K7gLUWgxhE9x2XZnpAgCNYSDvlt2a2POYwh9mjodIaLVFDd9Co6jsTitHwlg/ilpDCpMY5nDOacTGN+YID8OQMm7exysXAaznzqEHms2Tj7uDTksr4kGBEyDJkUIsTdsB5i+i1xQBAnPUMXweuhhHQbhvdvNA3sUeg6hOaYeQxxc0PqNQswzL3bHPJ9dWTMO+p52wtwAAPM0+1EexEkvY53jwbz3PpWLSw6HmMCK+O4eT723T6Zpb7Zmd2T3TR5zloj3I7MljfvZKBvtxhjZ3Z9t7MOWj8g8DauJn+YmBnELA2s5tPWOMKAcpjQPKbd8dx5v7vG1G064Y/T98FT3cB8RDvk12xdH1ZBdP4q6gfDEnjncfRxdff/6vggj0NiHTnsi1Qvq3tDuJa9eL4XwJpexD0w5ETgRByEYCk2tzns7Fi5sRW0tkihShkXfruRV19Jy8TGa0dXei6iIhhWLL1iURgPO7o3lUWrukaWeIx+vkWAGhzfQBdEHNGo50MYOmUoah4nTNg3eEcryvpnRoBcT5rultLFoixFi5vAKxXXz8Vo6PhWLBAn6KyX69Pz/rnDf4YXg3vM6upg1fhpmrHClX8iw2kAvzNoSDiMNJaJMuqzm/fQhunEd8xOKRRGUNvijjdZwTaVG6YokllakmBeZRkHdLDoVn6PLg8FLwnN/+BUN/linFx/djPMj7WJFWPxbMx5o4FR47g3WlPnj3Msxo1H7QrfxLPi3YIpObUkuGKkiYlJBb91wE8Ye9VSHIkTAx6wGHE4PgaMRDeS4MvidRyB5l7OORdmRkEHFh7yT8Gk4g0TUX+BEyJaxF2xBY21ELYrH0jT6QmkoW5wuOZ0e9D1YY7nHBfM1KTHpt7kmMfZEwx1PQtHN7lsZU5nsQMc9YCjiDNduOWp66r8Hfc396M2vu+9DNNvNbxrPj9x99+3gF/ma0kJEFR1dvCaE4r1b3p0HK/fkHLldkVvfZB37eWZair215/epkfGL7BbinffH89T+4br5Uo8wu3PdEyE+eHX273d+1MFQhsuhgf2Hcxh68+zeQOOcsh/PbpS3f+rh16Cxee1uunxvPeZaDMNNbv+eaDMexnpPJrHDxUF7yEi8w5nx/IDT90Z6A+/hRMOdSefPdPLU3fjfGdcPnOPm4NJHt8PnZgajv4RDo//p3HukD/GOHr/dD+bQidy+kXBkf8nuJbn37NjagW7eNJsJ88CHewuQBxavhbFe57N3aMWu1zDKpObyftTjIAfjzUM6rucdRnCztSW9Kvv39oPgltb8OaLVVemqIA0pJnuZHBXRuC6HREoqbaCr/e4GP0snCEXMgU22N6Sfke7ORU08I8TcMoCla+SK6TiqyQLu6COaI/IZ6BluXYggcqLIZyhnS+VcQGgUjUhmdyykIHJ2ucmcz8IFrZQzooL2C6pWM2Xwe2303q1+XI2aCoLVRejQH5F+ItzkCivCivh5qUdRdi3QK0UfPOoEH4HB1MYkqFQa5hBrCRlcptIVS2N7dectoYg5eXW8YHp/gJJrEJ5BF5QnpuPlxe65Uw3aENmgbNDOw7nTUg0vwBMiZ9eBdFSutiLyCFzpHrUx5KoRJf/x9aeNEHo87N4Q44/EovxOtmbGfyPcPgTrkr7J/fgYkrJmdpkIzY757Mck7z4r6d494WavHJjRC+K0K81/Rwwm4d3RSzQt0PHbcJ++ZdaDGR7mMAXqTCBvOfuw4o71zApJ/zeEwtR+fB/PQvPqY9jlm9t5LARxPb778bWHTGJGws4rYHiWSH5/38g+QkIHEU8BuXNON2xu4upUFgUDGb4uaZ7xxhxQnsM0olTmyxNOQ0zf8dUcLZT32RG2OtrLER/Z28CeHwUHYS8UpEOX4/iIjEjPx6Fm9x9hjnIncfmPvIcZz8Z4kxA3V+IoNOV9kZRz40Qzfdnmvw/oUvO0Ps0IeRQPtfyOlrNDeoWtmGd/pLDwnM6i4goNcS8K61MVr7narQaE4Aq2ApspwLRG0UpTPEkoBavCYl7GUM0LfyvWVlFrZxR3ClxywaBHW+Lpk8Kzo1sqI3FFe3EP9s29zYvtAV0WY+JeTBX3z7ZgBs9nTbHaFM2+1fC6oJlys4FFT3y21e3mMaIVO7y2iCAwPDJYNlOOxT7s3aIZ1gZy8roZFV1TQdCq8OC0slVbn81wwHJZF6Q92HxP5iEj1SIgZHOcqAKLIJ6j0QwtBasrcTUv27K5cGNKWpXuCog382TtXoz0mosz3b9mlFp1rAxPlZq872OXOW/UgVVEbQjUMV0CB7rXhnBBJ/Wl6qk4FCIlTuKK3o49C8WmqilBBXVPRVM+dZ01ICw3a3HFhymYZ+RNtO7esSzOWiYNk0gvAlhkz+rziyiLTEO6KbSozKKw3fdVQKyPn8YCH5JIEHhh8ozBcnpYiRa3X5miWLwmQR9FlhN/TZ7CpnT1vT3Wk+lhNejX6j9PPg6jL/bUvYk5M4oVhxGOjo7Ilr0BVOWa4HP/0vLZ+itWp4HtBYu2WqBVZFksRVNZXPn1HeENKU+IF1jWtqD6Qte/mZd+M/zXkT84Ctr+BLqh67PTRcMLWS4W6SWvtkb9K+gJ1QvoG5RvaGk2xvKIdqX3B+DRhGmNItavsP0G5RMs/2zPHVeVF9ALtH83fqIrUOjlswvK1WnR4vvjC708IOVXKH8Az9CeEf3ZQ48DB64WQk5BekV1gWYwtTDqBvo7Xd+QZhEEVvMB0K/m4bR5oerTd6gvWJj7Au0Lql/Q8hmtL6CvCN+9vxej73oGqRR5MF7cAF3gGvRrAwlPf/PyFgEtViRbGmYU0m5zlCfzKBtFtX9H9FcsSuQB4YS2n0A6sljtGPMU69CefoRu1PLNt4rRjN7P0M/wIB4cVa2OT3k0mlpekXIlQv2lPED5yeo+bG+2V3Uzfhz8smxm3JDFPE+dh8myOp45nZKz8Sw2o+9tQ/vq41NK/QLyxeoiyCtR90f7E6x2YJM4TOlmhKYWg03UbtKUwgnBmP6KSMSpnY2mXhXt0FhRrEChRRXgUZArvV6Rckbks/XdNgvb31w2UqMDWuwwqLX60eTZxuMFqylPwBmJKIegI0XpFaRvlrKqCbJZdKa6sWE6Hlj9HZM3sH2vnTCcTMMH7nHt3ralTE9iLGJE9DsiC1K8OGV/wFIyuCxRiq0Rm0eK2uEczwv9AXVLMjY+TzdmKETxRo20XmE0CKcJcck30loJNDXuU8LIJDGTkEbDGBM8wQ/76qb7ce4Ig0yk6AzYRtTD9MAfaez9P12Cj/kch0e6fTdrOQ0oGCqGN7J62rH0TkQf+FCnlC4ufavzlGE/y9L3lLSz3C+A7M5NxmPxtiL9zzC1+9lLYDgRmzzl0RVDaChjjwJuSI3nOuxrc4A65mhjv/VGjtlEHzo/GyTtx2YIGX0wzke7x/avy/7ewBX7ETC3gekcSxKgxvQMyAd1gY7J7k9YU0bRXSP+qMdbKcqT2WfGsyzL3QBqhjfN76O5kbox3k3yrMhct+57YjgZZcFxyrADOMPzPsYSc/W+g/7ei6zYOQCmMY1aatGn7Ncz/iiznbE6GvsovZsF63ioYv0VdmM9dHT/CqtzyU5sDhsVZm7dgMVh4cORQGM/T93CzqwoyRlGMtznz0nv4ow7Uw7PVEcZbMpIbxyDj9o8I22vO8aVHI3g34kya2wWn0M/RCgYHkdENt0jmGMPCQwHwIgoT/Ay/ZHvBYfxBF/AsA55GyIKhPSizlfTLhwDGBspwzhFYe2A1geqz3nL4BkahDqWIHhKfK/BK+Z98Xn/CWzjbQvefqXKRu2fEC2w/EGXlS6PdBZ0Wy0jgnw3Zbs+QDlTtFJ4QBYoi1LXC6e3v7H0L9R+RouibYEidu6QgtYrqivb9VfQK1X/CZGK6BtwoXI12UNWlwWsNpyy0bnQBKQ8UPSfOJWv9OVKe3w1B5ZtBSqVk8k39RXTqXwGoJZfEdm4qp1Pl/rPFB64UGjtO6cuVmKymaPS2uDaF2r5zCKfEf6g9v9h6Vuv/zeKNLRcEVYWfsMcov6g60pvC3BC9BHRB2p/pFLQZaXLldKsqHYpF5DC2h7Y+MTj1jivJr91Oiq/I/Kr1dJqCyKC1Ec6yqIbXZ9o7Z8ROqq/A8q2fQIVN3pcOS2/ItLY2n9C+9nn94bIlbJYJErv1Xwv6Yh+ofDJ6vAtG71f2eQbwiPCP6Ba6O0rKi539Ea7fj84Mty//gM1IT5q9EcdZo6td+/+ua3ygy5+KEhk6vreu/LBs79/TJp+3xPCO5LMjonsfnDvr3sdztHf6+P4fX6W5n0EgdyHiezgeO/n/8k1vbnuzz97lH703n4x5tdjrJrvfTCEm8cTPsFy9v3onTEe+r4Z5L338u/7OYYP890B3gHH2C73prp7//jCRMxb54/jOA9fvou+e/j/GUeROwN9Z9U/2DNjqNkr0Rn6MNUf8cIF1iy8iysjQigK4aP3KUwqmBey54+WEGCmMGwCkQNAC8Nbcig1k0FYYFR0G0J5FkpIgl2smZu6NHJHHgEtc86k5lRmCHjYbHv6Zp4uTOklyigm+x6C3YSza/o1xlEmyMGiDeJdh+c+PD/ac2XjONS50BlLHAJ7CLohOI99ai+qdjsw7YTgvO5qyjHF1vqH1z1Y2BgiPUGM94e0LB7tBHNrQ9OcZ4h0hveBhtyQk4BywoWbjo9zuONfeTQsSoxwvjVbuE9n7pOowOn7dG7QwcMwJ/3J+BcjTzBJMJ2RIfPtPbW/d91bv0M7g9UeI06Oire5dyd30Q9oabpkHhZBvBhbcwWRoDu+robjNcMgNnrMJ3K+ew0abaZEzgoNXebeJRRKoRhSNFKhRJuy70MHDdpDbxhm/F8cIkme6zOCJeZw27aR9WzgCc94xTziV0QbKm6YjPUWi+oY8xhGIiYuiXVnZjTvO4w0RPoxi9pQMeHf6kYEHXOxPAyKmT7tPE29zRLF1V1R53TTihkLeFogU765V7qngFMpTqtdoc5prnv0l5xNpoH/g2uQwJhnN6OtzoP3fNEiFILGSuQjimuwLpmROzL/jUi0SPcglRm5Ee/N6D3NPDuUtBJ03uemCQfHvtHxT4OHD0VipCu6+PttzDCouH0XioFbumDrA5RKFGw2Q6TJIaIb02gqaR18DEells55D4PurhBTn5Ejqk4T1vmOamK9nqpPIq2FOS+MtZTIrXyQM2RzWA+tNhFVNfbQYEfO3EcEqq/poeDv7eUe3kcvpB2pNr56LDxssgRDPEpUZvdz8IVMJsclh3u3u2PyuUnD946xe/qbd/j4XiZnlHfHOltUju/sx7WPonx/7PeuwN4B6iML3imJmYB+j09O4s6sWXDLIzk0M3/13xwuMv77TmdHxYjuofXRNUWC417bd3Gv2w+vTGLH6sncVrmfLArcbffdB+wbTDdvwJ158w/GfrwyPO4MJdD3uMxzfOlBvHxE9w87v/PdzcDu9HuA7w96uN/Ajv4cFiuvcaDhn4XtANaRDuU/7qyrCQTsouffm9SRlI0I9UxzdN/Ebk4HyLxzgJfdfyR1PJFmR75JYg9zTOP54KlzfCMgX3FHKbmd3xjN1JocBphGcLwSskRHt7O82dO339+7MlPS+3AceHZvTY/r8E43d64+ohztzDBP1uEMEJkBKloenU83RBvSQ9qtlJB1tFA0nMpMdupqDpLSzfjcywXYzDFFTx4JEDItJruIMKIpsZSJTVxuFfWjfKS9FERWEGWLdF14uiWPOBBthKOdsiFq6W1FC+Y0d0Z5QNlQmjsgVJDFg0HOqHiaUTHHjI6llIRw3nvDzgYWyS0eYauemaEMx4hmRbfFnTwAk+9C93MBLjYWzabDcKRWGA4xFdFou4NuBj+9YCkzsTXTZmPVi33vZwJL8WxR43hUepGKRI0LWZFyoahaKicqhDPTrjan2pj/BFP900YIOf6WicIOyW8J4hSCA3w5qkDvfJM91PP9EDQP1ORO+JUJuKG82z+ZTSnDm+nm3/GKcd4TYA5EDOyws2MW+Xs53I/f3EocqQ9uCNwkfJkO627h/Z9mYUyZIs09rLjDvEZY9B0Gt4O3pvWYXuD71qaoeCMXvHPtQn133CGUuUlF52up6eUcCTBy/6U7Y+zxX4FhbX+HVc11np4C475MtV98sJen7Jl56EgCROQs93U9rNHMWRlQ7On5vb2X2tk9vrfPkt1eGcxuRgpOASpByseV/sxhzAcB6QaSuxdj/TJS7MWPPRpoBi/hJb3bHmPfp/d+SAkdV0oUU6yudF59H3l7pdu/HkzPiL4R4dX2RRTlxFNxrAuUbp706nmeVdC+mpLotFh0wvBgcKVgLVAq0mJMTst6ll4FTlfLn90txzVbhc0Lsxb17VnmmADEFHa6nW0h62bzCh6ixXhUGE86Dg+1nwvI4nBACKWJeag/QL/C9geUDal/YPvqM7hntKLmySowCnJ7SiOJ0GcVn7OlbbA80gZD7X2uq0bx1wKcbQKRaqSd2XvWuDftyZi3Nt9L1edQYw1wnD6hnM2bol1svHXDcoxaDQjz4un0T28Gpx87pg96GMbb8CJyn6Jpe9F9TQH7MlM2EwREXIknQtSAiAN9BJpqSqURUU22+0Pp5GsQcAVmgUmHS3hdSbO1kRixc5oAnSvPIvIhlmBQiTLnYR5B3fnZYntt7NfOjPBj9iUA257TiOer1YDM4l+4N+vIVR41IYInhIJ+Q7xo96SOJiwOZcDILz73n62hR52kFZ7Mzj2+RCk6I9oikHjKUzr1iBqFbftYN3Y9pr2sk9a9e5WZp11VYXXhs7zZWpZPmIeO84PF04zoaigeHnxSEPnq9U8+o/qKXP8K0pB6xQwavgfVoy7qk93Xq9cXONv4lysU31OcfS8X6A/mJa3F1kZfgRfC+9hSKnm6pvV370ts/Hw1DClX47PFlae8gF4ZXmZYbQjhCnoC/R3Vb77Oj76OL9Mr173PEUWK1ZuR8LBuq7Nxq0ehYlFxsr3ae/XZPLAWr4eiZ4ymXVFR81SSFWTBCtY9IPqZ8LgXuSLyHVB6f2UaKRq6XA23FsfL7tE07WTegM09sN2rkPIyImdEO9SFUp7s/LAF4TK6LCeTtbRfHOtOhj9/At3k1ULd9by5fWhDBCs42NXg6em4TLm+0WmwrUjr6BLRgQ1Oq50z45zTGNFvomnOXndBi/O+UQxQiPB2vLCfbRvf6NXTGfUz0k50aTQawtlxpFGKFb42Rb0anxXcYKCgL84nf8cijr6CnIY81bsZsrpcUS/yLFSPLNjsEFs7RR+Q8pmhgFfovSO6er0Op1kRASnFSY1Q5Ox8uGFBjUZ7ihq96v2Vrm/QPRKwnKE82JbQK/SO9GaH0DDiKCa7yCtWC+IBlYLo1XBBLKJL5eTGgjhEq3nMYcY1oSD6hPIJ+IT0F7R/N75bgH4C9agTnsY+nwbSD3Btiqi+R4OeBk2O70uSg5SopxT0Q4aHdTbcyOBPIU6Bzi4oJpcPfhmC8+RMNgrDm8FXZCoPoqBy8AvTp3lUCkKJouYx4VC4idGkUBqZL0vwPiU8bSfP8bZl8iCh0EOGCHgS8uKcTzh1HB3Mo3g7GtETec77E4OozjNdeLSHRKA6fXH8iz48vN0BJcQQibFMod/gl2bgsDBDmaUXCYO9DFjFq9M9408Z9LNRLMHcGY1H2PgcE2/fXSMdjgy8MFvvlHOiURPLoh2XK6QnwM5/pnKQUdts9jflyuh71kiR0W78OccoHg2exnY8+5P/ljv3/L18RlNbyJu0pZLeYb43yyfqmGv0NByMZD6LBR34FPBRYYfELpyq6IRxOyKBzjmHfHmcYniqx6vj2YStEfO8J/4MsiWa4us3I3796iEVsqM7QQMmbbMCvrNfLyycADpRKuGnCOjmzhfe5qBfJjuLMSpmjb15Npi6vOPi4nSgTjiRlao690YC+NDRBtF0xz/GP5d3mOcSk6MP/cd5JzvbgeFH0h8YGAOhDB5Wt0bY1QQdRvkYnOOajkasuUyn9ivp/QWtmlF4zCHGdMYfxqs9BarieGgOPlqCEhensRM/3rt6ecJ4ukX6rusKrVPli41r+XdEXtGH/xV9+Ava/4b2b4iuLN1mc+GJ0hpFGtIXTvIZOLGVQqNx0UKhc97eUFFW/RtKobR/Ntw7/RUpL/TmZ+PlEThBfwV95YzFEVNfafUK/UzbzqhayqDCwrl1Nla+11eUN5R/oejCw/aZqhtFfwM61/YHXZRFfkGksnQzVJT2laIPqPxPGi80+Qw8sJw3PpVGKw9s8kjVE0WEjROtfQbesHPFBu3f0PKV7fx/B5pFTGjnKovhT/X6FMsbpaw0xAwU8uBOO2dKP6HLf6fXf0XXz2j7BCyWK6BWeq0gz6j+hvZHtP0jIifq0oArrf8G2tDtN5SF/vCz8cVmhiPVfzd55EnRIqx8ol8Lqp8p9ZFleaTWR1pf6G1Blu+cz/9Kvyz0dqa3K33zCAopUMVlzxX4G6Tz63vXfyASIvD4yHx2D+99sP/z8Ind0ilE3r1+9Oz9DZZEnnfGJ4ff3mtX573xcox+JufZMa/j9wdCdG807wow6dZHoz72ejv+uO5/J7vnHxGu/Pzee8eW3hNUPmj++O5NNz9i6O/PQW9+uX32J0eavnrvC3s2vV7vYeX7MNTdO3Lz6+793b334PPRzO4IY+/+mfx4NYSGj6/dsDXf0SHU/XCId0Z5Xyj+URsuyImYANIgDuES7YilYAhBK9LADBHJhWDrLQSi+D3mkiWK/z9r/9YlWY4jamIfyG3ml4isrOqqntNnRtKaB+n//x09ammkWeruU1V5iQh3N9sk9ACABLeZe0T2Orsq0t33hRcQBEBcTSAQ1RldEO9o+pdnKoB7GIxxqaY+Esaq0yMXtK2JkoRiwzzJocIeYq3DayePRVPz/j7icp8JdCMl2yLEhefmnEYMkRha7PEURhvANGV23jM+8pCHU/jpKDQZNT2i8RLrFu96Sp6QdwOOS4i5Mg1SzSJXSgjH07N2OWzeo1UfXu9TmJh1vnP/23faegftB968N87B23+E+q3GyfjvmqlxXbll08vh5lg73z8LXbgzEcXfzYaLeHgM1ck8Kv1+IKXzt6Pkv3Bljl/cG1wYTUM5sHL9BDM99n3sP69b5hqOf98ncX7lIpIOH+nAddJbhXmA7MCecGJDZEv95uNhhI1HFzqbAos60JaWKa3xwghC0yyH+eUxRyMNU9ae/fNGKOeMQrpBzmu7zEiHOmiWQTJyl5py10jm7pCKMWW8KYwIAU+5M3UT6nR3PjcYzxoZE8fVx5sL31aDOdsYTxR4t7GaAtvajQLgwXtSpJzGmjBo9Yjv0iNMI01N8Banl+reaEudkh+wQkQ0RTiMFKfLPYrMR3Tc7vhv/VjdBo8QYUfE19OVFVYLyJUcnt7PaDSJDofSchD3eQWNL2UqwAsJ98MLPz7oY+1yBFzkCp4vBi4Hr8t7yfmSNqxWRMOP0P75SmenZJDuCL4makaAQVOVMBpNXh5Knagd5fMOmWWMM8Ms5uH5hMu2epcOWSfNb8DcgSjFlB/qqR7H/gXRyqgto1GnKfDZ+rVInM6IVBnWrh8gbgJJIlruh7J7Gg5uXjisAwvfXd+P9Fo655d7TbTsh6WAzGrXrhxHjhGDAbfJBdZmZMz5hxnDXRYbslJu/R5cDtL+wUv5/QmmloSVf49fD/C9+f3YboZRrM/Es1jmyW6Cbv6Ba0xH7k8tg11uPkrD/gBRPha5bq/vtHezM9KvenMz3bn/yXeud9b75ra+/248duEoZKTjGH58TIcP/vCCp28++nYSde6Odnr3/bGBeLuGv2k8EYI0+ExqfOk+9+P00O8PKnJDA/L+GR36rxE9KOu8bvpNN7Nn/3jvHuFZ5zGcL+/Rp7G3kyFS7s02/tBbsngkJzkyP0VIrUt2mPOxn7t3j0Th1rHz4/uafjvEi48xr47QstwJmeF7uybWlIRjOmArWqlsSNlQOZniXzaKO2yFrDyO5WyUYk4x6g6IKrN+m6XgfUGpqPwZM4DEqpoMrvJgcxGP5h3ymtrZXoulYpaQ/YTicm2XyEzhzmc+LktP7PKKy4WG0m+ETCrueGepAg13wj+0Swe5ulrkjFLMcCACcvK5Xr3fSL97wqKfIdIXB7sebnmKOzKZ/BaJkzsCUs3hY5xjivdV6W4UjJp6BfEtZ9EQJmNVkCeDUxw/2A1kpUKxWps6HMAqIidKOdEUujSqWN2Igoy2ba77MOTOGNnCQRlw9/pxI4Qe0fv4PD0bIdz2+63y3zaxSHgxyxy6qh0+Rp9J2DtyxXddF+TmzyG0D8Ltfcr6zT0x6z4xzlxxCml6882c/9pDIvJBlwcBPSpVgh/fEuwpf/T0TRrHkL4Dvof7h3mN9RiU3+YVTOuWgKe1Gw/LfLzMV32OR05w5zoyVR/83KjR61Hqy1n55AB59yQbgnKMM76YEROMJwfmmSCSUf5W2TXHnJqbfw0BKyuG5vuyrFNeI2GFb9zO6xDf9AUKtwqrAz7Fls1E/vD4+K0cYe4e2eP5Ib+kHuC4tu7rm7w/cpqdvOeXdB0jRjvj2jKlj6/NwuoonkJkv0zPDgE2J9DlAnIxb5lQTDf32MMLukYRx+75o7duxLmezDuwesqQ5hEGF8/1fjqb50J4F169qGptFjVQXfBrO7SGuoLcvMhdkUTBip+ejTmfzEu39FnzwsL5XACo3T1VG1KVWYBWiOJJVgPDlVEVm5/XjkAKUi3PYYnc7HLxKAfH0y7MEAsvaqomiACuDCqWl1oxAzqY4qqa4kXEvLilh/dUNyYdhaeJcV0BQcvJ9U2+fqc3KGq1LLrPS8XqcUi3GhIqnmVGLMKjNfMkbr4mxXiW7hYZI+KKR085odeHH+G3NrXFwzCzkTA9hMIyeSpRBt3U8PrSgK0Vs8r7X+/sBWARajJlD1HNIiWSN5LkdB5BP4VV8PXQ1ujdxzYK8A5jUIwo0pVEipoHRDaioJmOArFqobuZBgweJDbvEcmYaeNUFfXwzJVL4lcMhbS6otZIaLSpvk+Ctu0DWiC+zsEjZyRWwLwQfQaNPERmuWdtUDwcv2dRYjDFc/d3BQtTdrjnecD3WemO4Xn93WSu7Rn0k9dPeYPzC2zfoJ2gb7CfsaLTV8yzJxSNJ/teXtH6C1Top4LoA6I/GX7o78CObr+DCH0Tm0v5YnC8CnRBW/E6dx7JwyuqF1R2lC9I+YlSf3I8ejBYdEubZOHJzif0BO1v9rz90/ZGNchYETaxebjiW1TcwNAtF20RK5R3eRprq9tukRquDDdy6XtNHiySp56Nt5XP1lb/Bnql9zdQTz9UMLpRNq9DIcAj5rnmByCpII8z6ky/gf5iY+8/GW70h4FuQhSXa1D+gdLo3ei8NtubRb4a/W/PWOE53MPq2bzf9ydoD0R9ITxqBN3dCKxW+wJ1BbJHqSFo/74RYt/+AtIp2+8WDbe92tTfqn3fPfVU3Ycyo6sYf1SgXJzvNf/+ATCvfWmbHSDf7N3e7PtSxWh88bDyIedvaC8W0aG768IrPIpFe3TQvmO5pKt5FpYNK6L8C3bIuoBsSH30HRuC0ua83g0hWSlEGLc6VmPlQlXDfSleD8TfUq2+3zrICxEJoQKyCXDB0gsUKIYTVa+oXkG/Gl/qn1BOIBFJYby89yvSm0mC0s1T+6pIKVZ7A4zncTXmWwpyOkO/ou0FO0hblKfy6vzBZZTuNUeiqHTIoX2z+ZWT4ZUXUBf1CKZIn9Zx7+Cdvv1iRqZmEZWyn52eeATTO1cvUYcnzgkukZYsk05aPVKCJW988fvmGVyIdGDTc7rHW4SvrnUZnrfrOUKIs61H+VFcsTCjBCTqUTgrl5DNfbglyfQ+C8JLNhiWDr6cfH2Hd3EoUdyzlmrrFLgpikpzPbwbV0Kcdn4uvbsz+pRB5iwH5GxEeS4UVs/gTqSpzJHeEiKB+njGc5gpSCWtV2Z16Swq6e8UPRPHhaP+obgslbcsQPkBg/6AsR7f7cGunYbFANKXIbONPrMsk4TBsLWPqfrcF7tcUkU6SsT5LokHqf3ZveDntJCrQoyMdcltLgOZ7cabi8w7IhUSbIYxU2a0Qa6XMdqcuL70HbNc4JXmtwA5nQPfWUpNA452BaaHfYalpPe8wezHsNjjE74PR6q5gA6K2aYN8wcODCXg4msb59+eZeHU14hkS7PsRutkOAXEkOwXGToIv3pd9txwdND0XYqEHme9xXHQd10/KMzLhIf1lf+O6CW/dNLW8c44NDUn32nDufOZSNQwjJSfdfleB9lWlrG4AVy70c3JdsJ5w2AyIoZXwN+2teBlH+0HxY15xPs5+g6Sq6qGPOMwIuhk/ufzGVMygrHgtnxfdotICnn53Y78JfiCndm29meEE288ci0XijwgtXLSykZB+6/09huqQruClGfk4V+hvyLtHxTZ2cqb9bFfQa708g9UCmyPCA/sUiickP0F6TulPCGivJ2KHdXbL+zXr1zrM12fqXunXpVSdqTuFJf1C51aLnTptGo4YnX/Kq8Om3O3en9vvbDT6dv/B5GGtpPt4+0FiqLtK+gLhc5W7IQqdHp/4HL9N1S+Ief/RHhG9H9B9Xeu+++IXqjXr7Zu+kD3qPGIgBSE0h8QHqntBe07ZexXMdFS/5W9/YlSTsjDhrbf0P2fwE8U/UzTE62fkVKpD48UPVP6I9o7pVdUruj5d+uve5HpJqhuFHmjlM4uZ7RWtAutK6VviD7C6QHqmS5f2MsXRF6hbZReOWlhlx3K7/RS6acHhI70C9LPlPK/cdj9d6//OTUhjrRUj39kSnlvUPne0V6XN3Z6oPduHglBPDoQm/xNYtLvwUvff5QYtdzeCw639C0LNOaYM2yUdS6Zo957Z2Wsurx3uN6LNDl6vYxJ35vXTaMMK3NuErmd442nzP+sK48z1uPDlfvgmt8NK3vqRTnwmLsb4ICL3x3GDwgkP3TddrRg3xjWfwXZf/D1scbvNfROJxk93hXQJn7OVg5t/eFljxND3q+mALfbsgpkUex5eFs6rkQTQ1ByYUZSlAVZqMp7xqzfGqGs0UWdUzFc1PStGx6daU3v6DLHnumGVt+mLY1NpyCEJjqQBBqZcjkCswCn95UjvsQVhSUAEsIhK6lbaDYj+sLkXU2CcprvEMCiuyQA61RUzCnHOrig2l0IPNoL4370p0zYDtIeRtzoM+YbbUSUyS0dfP860IgPLv3gr5s3FaaIc+zjuDHeH4PcfSXzqXgQCobgPDNNw3hv2c86fqwCtbWhd+cYqj9dmrgh++/O7JbrzjHPHu9LJ8fO0vpnXv/u5bj9jgwysTuI2vSmn+e6o5d26u97tC4Oanq1pRBTKuuIXlDM+HFiEGENo5Sf2FTG/rfCk54CTUxxK/3EjGBQzEsflB3LLdpQmtNBsAiGFNKO5WIdB3XpyKijUAZcbB7u9TQ0AevhSkl9IJgnkDKNrCUFeXXQzRWkbpjSgEek2SuInqZcFcxfsDY1PKXc60jNW19j3YbAMP8NjFPxQzPMqDb3XPLnSvVzqTrtDY+zwzKPG57ixw10GrUhRlo/90xXNeXgcnjVsf7CnKoxjmJGk+8gnNYTSHOv/TLhP9IcBgQ8bUBaEynCLBAZqeQcZwsjpcVU/JfJo1FEdlc0+RjVo1vGJitusHYwuKJ2gjLcS5IHWRhgb2TnYFIRcZOYJfNXGdE9kTpHkFImDuAOBRIKoeDjzvEWOWRGpYgo6gXHNRssI6cvBeHKSIUbBuWINOi+wMGPpXiBesOXaahlXfPECyLKywfkkYuOZyqOL/m7MMC6M4bnZkZ2v3eaW0tXinn3SqR4rME9FrcO/IYv3vLXSZszjAyN9PDVkf7fDOowoFWeublUpoNeEktyW/O/tzzFtuttLGXwYdWI1zoM19tYHfbSC+J96IoLN6lO/NfQ1fsGvg+GIIk3oLoHz3fojn74dPRzy6XzgGT58e61jPPH5Tf7Js1j8LN8fdD5GPydyWaDyLu4f6+9/NFhl+fnPzLFe/3c/U7ef+HudtEVd763Pks/7yBGiDxZhBpOmvmbH1xfeeePe5/GXvhhvDngjDdijjKpkwGf+xLsCguZzWrOy6ATl+5tvzyOjIvLi5lu4vQhgZP39HsyPhg8isMWGUw8O5qmTgbPZwY96Nr33UvSvPNQ4pMxWLl/fxidPljXO7JB3myrfC/LGPTYRh5AMrimCU2atzKP714BJuk70pVSwsmyjXEW2bCoxYsfh937Ppw4pJtnfmQkEJcp3LFTQgEvmKxW3MGCCxH926kRy0AIBO7DQafT2M3BLKIvVTFDieFDVG0LKbxTEbYBiu79l3AL0OKi5RvmfNUQqssmNqeRjlhBxvngbI6fpfh5xetl9ZDBBHRnOHKhyEghpsjI2lAcb6dxWNgRuaBaQZ/R6o46nTQWkx3hhKXL9bSTgc+x7d0hU5pHtuuDyRllQ4ejWz6PMfDaanLsUC4mHfSTjzsMxB5p6nVEpAeePK2ywjvXDxsh7tn+xorEb0HbssV3ESCEqfBjeiuNdwKwmVAJI6x7dPc9IS+P7SikHWdwFJLTO4NwJWogeey57fDcyKMLQS6Pd74wiXNYlD33p3bbnBFqvhDdGH94wQxKEz2mSw5IcIRXnkNAO/2teW3muyPNy51es9dq5M4Lji8xk6QwfP/S5bc5iiC8c5xraLweONedOSb429XT04D2wv3m08EfktCWwvbs4Xz/7hbUwWonvAenjMFlTWlOaRLflHWch9DipaYG0/I+FOU4fqX5L4VFx2TFPTvicJ7mem9qS4RNKNEy7cjRJrkfn9txaw+YxOSsXWMOEelR0ruuONM5lpvco8erRXip7VeRHS0NtmK5o1VM6XE9Gai2bp6aIu4h7wqAUOogIJ4ipBrNE/WogGta76hFEN53UjAlxA71Yp6gurnCxQoFqU5mR7HUB9JPhvPFlF+j3kI/eT/qUwuvCzewVE/D0gTtiWarpyeJfwVXDqnr+yqqztC7mCKkf2XmhvfhplQpuivmIe3TdyWSXAxmw3vH85dbKKZ794sgtViO9O6ey0GftJjyRlwhqoLE2KrP4+rzuJhhQU6O1ztMhUkxeAtYWpdu0SdeJ2KwAvf40c0NLdvZvH0u1qdcb5WDx2t6wdh/hrJnpMkAUStj1T1NieG873md+8haKqZEFR24PoyncdrSEOmC/0abzls18sf7N9O9n66WmzrorA4a5z057VkSRwioK6Ak9nY0aP+n4PnYR1746W3KoDk2Z5UQ0qoLsR0oqD75ODK97Ik/lXF7OWtI9akmaq5Rn8f5L20KiSTKIwF7N/b5upXRl/qIQlAL3udCKhbu2vHw4GEIFIYhIE5RUQx2wE6Z0Sl5Hd6/tFjxMdGLL7tHX9ULWt8goqnkCeozIi+Wt13PDt8HlEejbwom9FdUdqR+g76j7exwMO8mrS82nXaG5oWsKdBfISJLCiBPiJyAvwBPRqN6B76h/OrweGAI6Zw8+qAafVNF9T8NrvXi3phWC0bD0OEppFT+BeUBLXbI0PIN5AKc0F6R8orKK8grqi/Qr0i7gD6j+pO9x4PTqy9Gs90TW9yuqyUMPo82xqtHXZTmkQdXkIa2V7RfTPmheFsn52UPWPTHk9F7LcAVLV8Mr/TNaFI3byY7fOA0MPaOInpFeqeUzfYPZxQbs4pCbzaGbjhJqUjZBk/SKJwdBxuwegdZZr53PTte9jNKRS+u8L4+IL16LlynG4rFt1dbX+04n/G6Ee2E6BkzBDkvojjOQBSTNsN6h3Kx6BpO0AtdNtBCLxYyL26PkfaCXt6gP1o0o2JRMeIRIVG/QgSK1fGQUgzfdqehxQ+Zmxl0ZL86bbNChCM6sr+5PHYG2VCeUX00HNRm8C0yxm/fissMlsao1wfrqxsPL3vIhU+Gb9KBi0dmgkqs9Y7KC6UrRU+omrehtkYfEUVuLCh/Mvhsti4dT5vV/gS6Id0Oldo8TcLp6jzT60H1zXihp1waho7+hoU4urGpVFT+AvoNab/a3vU0AL1ZXSCL3MDyQX9A4oac64bAcoi6g6nQmrTYIiqjYOlwFHWnDBm80dqKuguTw2WZO2IA8xkolCIuAw9eHXzG+0rj6r4OxwjGeVSKekQxxjhvBp+IWkcmywguB6VRDMbs847BiJ/Xe0jlziRVApeSfK0TtCMyk+DnQftiTEKc1aLOiA5IMqT1kAeGeD84pgR6DriUgNmo+WFRFMYuU5QSU4SxCGEZ941/Gu4o0IbT2vd56X0v/mzQSc9HuzAcVEj96Pw+NWWyuOYJ+M/QTw3YSABxAm8CcT4f44FVyXR4N5pW7yzLsQMtp/yxPo92TZGlSS7RPFYf45RNfZ4LbGRt0+tSzNoYM0Z1jl3S/A9jjmlKNsod5hcRVHL8iFWRnY+a/lOAUdNPgv3KpE0LvNPVjzfuXVPOniA3ZaSdN+3coMM4HVFYDDhRox8/Hw6ckbHU1naJ1n0/RZSBgNhZWJLcPzNL+MCkuMyvCR/aspdvYOG1b9IG8jnES2nsw8HL8WsY5WNIYYR3iqeMCKu8n26cilK0jr17Z5GXQesAWo5UH+krkWQLT30N4h/DTue1gXYDMImUON+PczukeQ6iMMEVMBqOLMFEkkfjO5fsBdHOtl0R7RYdJvB6arSi9A2KVPbLBd0bZfsztf6EKuxqvEO2AvsJvT5AF0r7HdWLL38FfUKAuikir9Ttn3Qaun9B9YrK3xCtVPmdXna0mJFD2xWhofpAL5aeszaL1rtKoco3pHxhlxO7PFHonPUR5YmT/A3Rxkm/0OXK9dHkEd0/Q6803SJuHxHlVHaKdlrdTHY873RtXPqGXgvKlU3FYLqBiCCj1tt/gFSa/Hc7x7cv5nRyegARtv6GavfsD8WjOStFd4QLqg9AodR/p5QL7fV/o13/ijx8Q8srpbwipyvSGroLSKOUbxQ5s/FAl85rfYHySvFT6NYt6vW6WzSz9D8hckY9grhef0Eur8jW4KT0ttM7tPYFXjpsX6nbV+ifuba/UvorvXyl6wmVP6PiEdpaKf2MqGLRux/jG/wXa0JMNr/eSxzscB2Yy83Pe9fhWdrA6/P3uM4Hg/34wc0rC+3Uj/oJsnNgPofXfuQaSoYPvpQp1v7wNUmiLjdv7+c55nWdBPvDXu4M64+NdO39/WcfMYrjvft4d++p3rRxO5CVyQQz/RindAH7XOV158jNnR+5dHSQ531v391r9wi39+bxvXFlqfg4jv/q9R7F+bjdH94dQVtGaKcJUXZukSlPRTof7WPd8n+tjRjTFOhmCEHqK4Zd45kLeFHcC0+7E+keJLUzhLqQHgvrmmi6DyOtVBSqJtDUBhQyWBShm57TCcaLdWha7ofw3UMJ5Bb34TEbXsyRZsb/IUgXUziG4kky7qSDvcCwto8bB6oUsBnud7giWaGrgzXm5F6tQ2+d9ke8o0rkg5QRPSEDHNM7tRzWNx8+fvwSgm+EsCqMaJwsjA/PdYDDz4E/+dkKs/lqLHp+N7UtQBiRY2Qp3F/zZ/H7u1vxYETPBFd9nonuDAE+hSjbU39Onxigx0PPe7Cf81jgcXekGQ8zL15p5K2P8JGL5v2q6a2EL7DMX9wj/C43iLWPLfnDaOZzDzCFuO0eOR1xGuN528HwyIVsU6ZGnvicyEvdsLljqWE6ZkRN9Q9CkRmKyTGkaXDDFe/wCeGK6o6qhWxHwXu31ph3vSuWLQphxzyoOjMN3OZ0O+Wm93RS1o+mfo+80Ux/GsY/DWXFhrK50j8K8HrakrEZJo2yIpBb4inxjlsrsLbnAT72SMXSwZx8LZyeiYy21GHBSI00i9HPvRZzYaWrPlZTwJonma1mWdZnKiDs3ZlTVr+PeMUUBqrmFUXb0K6eksodbSSiHIKO+hhr/B3dl3B/W4LQIrVMyFBDFRpRRIyp2tNQWAiDr0rvrsSZe4pBbdT5UvDyQurC2442M1wSbEIh4/l1bR85PjPXfTSaIzIiGslZlSYcCPQZzgsoltvMFFKiFt1iy+kGsOBNVMwY9YbqrEUSuYTNoO/0IbzuBi6m2iuBy6g/s3nOCLyFyDOZLfZ+wCEUcVrHWisgJZw5KiyKwXuXr9kSxSkG4oM8fsOm1OEYOJLHOUSeJFv40gwKr9Bv9oO6kSM3lREn+g0+wsoOuB336GwZ2BzHinlKGCKWkUX3iyx3YCTKdA4cpDHxK5cLBiCW9mJaa/T43SuY/PC2lAmTe7JEGrLE+0OeWPnrvQbmN/OvlS3f6/T+sCGmbFAfvH6s72E8x+EN2ubfrOLGHM5haAP0Asv6RJs+Gkl/f39C77w75pIcKz5Yk5s2l3W87WDp9rgnhh7l8PmYsqS9fmz/A950Z65jR+Wtdae5ZSx65713O0sN3Hnlu6QtySXWpKy3l50gN1/NcWYgp071CPa5qIZveZ+4Q1gga4pinfThCLxbGnELC+880cT1Z+wzXaeyzFTTPA+4seDuB/hxD0Huro+m/7770n0cv5nAO+sS797lA4fPjnMaTcUaJePMR9MH92L3KGwJORG0CD2c8kqH/Yo5HHV3zsBkPGBEP8RZQq+I14OTOJ8Pllrdecsc7iyNlqVtnqdGl8E0jNOb8erBUgvNHXFUdlQKe+mcUEtHxAb6iOiO8MVaLWFEcscITOo3dwAz1tl2cOdGP4v3LjQtFHXHv6LmjIUSaf6QF1SegD9jaWJfDHtLrMVuZ5te/VgTfcBwEKAg8gbyFWG3eXTF0lPupqvpau2P6JIJsV4u0HeqWA25wuYqDa/LhZ0xVE62XPuv5oy0ha6o0+kU3dF+RfqVog1VoesJi+7AZSarRaEebSL66DD8OJVmXH/ACLEKQHc3YDDgNYZqfZ4JxTyxHfrKfRy9xYPoLbvw0EcQomj/IHzcZVqzt/y36NFzO7d1GPOiUIl+Y7f5oW8IW2CeLzAsxWOcZc5KIEeIZCKrhzV5b07LfI7PEpFbW8kMZu1X4rslxDZCjLwXuQerd9bs7vUed87sVg5381/BfIJwQXgFj1A/x6ewRvel1UPbQwKcw1M5vpDHF4eodYCz7RUX1/0khIU/FD/56UjXQxZBpnAyt1/8EsU2532bSiiC2grtMdZgYkfPgNx2T8/mAX6u9BGa6fMUEzuHdqQzPYFRxvO8HONOZs7k3foeLkWfllPbPHAVqV5EqFe0RedJUdixuhAezoZiim5HipHuQHXE/WmLFDWmIGAzwUirwUv2i31X+picKb+VmQsdhpGi4lEY3heJKdGmwURAT+794h6O2n3Me7zv0QfVuLqEIn4o5APZG/SWnMaCbjnspED/ydffYalXw4bIze/rIeVsYYvNF21TY+ieK90OpVFsKjxQQyEYSlSZKKNqCkqFKLI6PECK5dfm0dOCnDyKoZ8G7CbWeb9d0BOwNdg9T/5QsHYsjGJD3h5dznOFTN35buRNeLP4a0WmZ1c2IZjSWBHP5xzefDbaiBswuPbwtlRQUUp4TqrnPx4eNPHTA1U9OkZ9zUZYOonuaPQkjpdzd2djRkn03grKtdSnjMiI4OM6KXNAfng0dk3KQGwvGMrNeIt415HZh1SQfIgd806ABSxdjhk0plEj6NGJmffVBEKDxT5gFWOKPg1MQfMjrVGALwoIuxIwQllHKHV4yorPKwq3xXgLUBkh+KIQUU2HVER3r/3fMCXyryhXRH4Fdk/lIkizyAGD9xtST1DcYz5SuPVm54qKfau/2+C0OE37xfZtf/VRPTssvMBy871bHk1sKK407Y+Inhy+r6h6mDMV7X8CnhF+snvyBvKK8ncYtRECBh3Km+FHfQDZ0P7ga/QKXJH2D9vbWDSGFo946eHpH2mDzvZPGmwdiwbx6AsNI4HTxKvYe+VKFJQWCvTNDBGbH5i42Bi0W50ZnpDyJ7Rbzn3bXReQB7o8YV7zDzYvuRq+xWFfTiCVXs6Gx8VomHhdCgs3U3pVqA0Vi3aR/oLoCdHN8FA6Wjt2APoMcrXIB16dvp0p7ZPD2Oan9eW70lt5++qoa3UWpHu9l+Ih49s3pF5RadA6FvFQPYrhOuxLsmO1AXbQixm4dWsW7FeNJ8jF2unbGwjUZul89O1qbfdvRp5Oj4bT25sZq3pzx0VLZSTSkaKINqRfHZ+K/zO61bUbn1OvQyNvIBtFfvZ9+mZwkoaF5z8jsqH6hHKyf1Kdfr4hvCHyihKH0A36T06HvZC1vjkteHPy9IZSafLJaXsYqt2o1c0wKP3FvtneENnpRS1ro54QdlR3Rq2U3kAfUS/Y3l3uFz75KsaCeFRCsbGVbvVStEQkxNl4Yn2BcjV5oqjx0n52Wcb2nNUgEUQeoBfKfrax72rrU78Yruif4IPIm8HPBB97nNfMOUBkKhkImTc0uWpvwqz54EKZU33jUFXCzBWCsRvl4xxBGHyML/SQUbWMPWu0fXqyZocD4/V9tG28Ycr4wSvtvOh4v/CHMLjC8JYNOVRw+qMDBqoy4BVqGHumaQzqOBmG8RCudejOxyk1PMBdDrgnbo9TyrTgMYrOAjVS0g2R0uF0aEukH2w5OuTlSL0xe5sKtXGuV6s/YzA2uTDa+iHHdPfcHmJE8M3ZPKPFOcj5Lzt5IKOtxVw0llZczJ3tWRRPbn6mxBiSThhENQaU1uVwvgpQjYDZ6C8UhaMjP3tF3Z6s48ka/LS9BnLHKIc8NJu1oSY5XtJcjsY9dZjEmSSBmOWMmPoe3ToGjEiWFBFw2wlDN9V9wMVl3YgkSPs9AWlpcIn7yXjs3x5t1veu4eCgKdIpIqZEzGfhaPSb4b5zRPneMGRM+f6ApH7f9o/2gIfTIFd4rs62TgMjJefof1vR5aBDWX4JBbXmZ32sn0NtOEON8pPRn8Ya+U4oATubo1J8n7ksOjZ88JdpeBn7YMCUhBNxxvd1KIyyExJRxRq72mWzsRGWTcVweIt1Oa7NQNdE9BanEodZbN5xPw1covfvK4RP+gKIy5bCXroZIB7/Ctsj2kxeOtcvyMMbbH+F+jOlfUP0lb4X+uXZ5JyTySdXfUG0UPojsEP5CjRErojs1P6ASKHrXxE9szWQ/ob0hmijnCuUMydx2a6+QbmytUrtGy/lE698stoR5TMiV4pcLDpDrEZB2X9DqEj5M6XAQ7c0lRd+o9OtHoR2Kl+xfAH/jSLPFC2u5xesWLWliRWtFN1QfUH4ByobTc4gr8AXSnnivP2vJt/rf6BcgF9AL/T2D5eF/ga6QTmjnNi3kxk0+mfoD9TrPyl6pdKo507jG+3tn/St0bdCKRfq+Rev7/UnVISLNFRe0fIFMz/8TOmdot8AodV/QdmQ5vSk/ISWDdn+03U4FsF9rUqr35C2U1uDa0Guz0YHy+90dlqBwpXCN6Bw1W8UHpBNEF4o+v8Effsuzv1BI4Skn/euI1XPBC1u6fuf321nChA3CvSbIb53Pzf93c6XDycBzMTj2MYPtPkR2G6u/OJ7XOp4/0DcjmM+yB4/PrRgygsQmUTP3gl29wM+MH/wyvN6b6Q/3ucQ1NJf3+s/prky+uONFWdXgL8H/ON+uZFUuJ33O/Mft3UKlndaD5lmth2/3YPtce3vPOcIinswFWaodG5bbgXNm1bf7+NGhryVWV1A/w5+jHBFV0KVM4Hf0gujBoREW6EANaFhRjvA8EAbwkF4FCcP72y3GcJ6v92mAR6dSv3pzpw98GXCU51OugHEdOzekIdS44cF8bzNw9tFcKUBU6iLHT3ItuY/Egyj7ZP37Yqc4S2Z90TyEhz2LR2wGKurgnkEuKJzGIRDfS2r4DqwOI0xhMfMuoobIdjivG4PO34wHgvDKKAdis4RqeKnrVaGQC7x/Lsu6vP57Gn+cusFaYqUrLJP5hyf7dwTM5Q6teMINffRvT3hT5VhXAjVzKRC6zoanFdzwmy7L81au5JGP98Xcyn1+Wd8ObybB3NDI9N2ujvFIy1eKYrNzb2ex7yF3OmRfs7ojNmsBt4mOJmhoyyKlyO08gjXKC41g132QB1i1fd5mPQHLP2QF6KVHVNqulK7z8gmoZmyNnBOIl2QG4OrWPRD9yLwrvCeuedNQStYSPF0tIiRnkbbBpPKOBzmHPzqtCS8sMWU8NZG0BY39gz+56dS93qPgrkWrdBBL74137CC00E/ehoPEIYi2WzU8oDV0Ii+XCkLM1qidh/jrFMhiKF0cZxWG0f0ofJAGJQiT6zGs5T0RILeBIa4NUg9hZ8pyXWuY+DkyNAw14WevMZrHLaFUSybjhlbL8hI7QLqMNe+fxffAjeGMS72VPE0MaGcHpEmajYylFmfyKlUvNYcflty7lC1MWtj1CDRsx0Y9zdontpQFHhwvPA+gj/Ghhad3mWuLI7UN1OBGYrcoHmNWedpcseoiySDF1jkg0qkxfJIGvEoHqnGZ7Rilu8wQHRmCjdjymGcjJRu1m+i9RFBod2ViX3ML4zXc4/F377v1PbdiGaIva0Mbz3rXIhaJ1O5D5HWUGMdi+0L9WgmczAw3qJ092EK77kHW8d+8TleENkcVz9Wngx+NhT8ByovTAVnlmni0vzibDHuzyRMueWbAaSeswxzSKsx3jsMYMjCiY8Jk+YPhwuPDpS+ziH/pR6JcewpR0nr+tn6bpISBPd+PkotzpuVOb+70xvA9a803V3Hs8I5fovVzTJH+k1yW/euWxkitxoDz6v24RUChnc8Z3BnTfMgSevhQudRehkk7dhSRMnpYe2WNZwrNCLGbtrS40LfDDegsAQlH9+72TyHoSSammnn5NNLhx8N5sPraE8Z3R5b+lAvFIKp3pnXKiPOS0ZHMd/3wLp+9kNv3Rlj/HJD2Vhg+g55mu/7z2SYWl+PNdIJzOVRkpf9nZGN4wboQVgOD27w50g8jjv1MA4/7429upyVEiBkLvt7+1qD5hwMA0uf84C4To/pzDr71Bv4j33Nrdw/DRD+5gHGy1ovPCSt0TA2Om/4r+BYugpXlILKGZVijjqlQP2M1Gdz0NBOKUqVSpdHVM7Aq8lDKvS+WYaHAqqdrs2kWZdtRBtWU+EC2p3Pb0h5RDlZCtHe3RlSiAgIccNhF6udWeREkRPIGUuz6mkteUXkAqif35sZNeQM8mzzVOhc079mPFXfnKe5I6ob4sQjj0UaM3VuRWgor8ATnWeEi70DlPJEp1pKUPOkQdXSsBJGjcBOESvuLNUcRcQKY0s3ubQUpfcd+hvqRjCTLy82r/KIoqinNoYXTL/xyWmUpZ+S8mxynH51PLF6EmHwNhnvZK555Yo2lxVbRXQzHy4xxxhTu7jzlApKs5NKaRS90PVXRF6/i3N/wAgxD0Urkke4nrNiJxLZen973eWi5C27Pnflkyv4hkA2BIwsSWWJ09uQ/PdRUnqPch+JfVxZKXV4pj0JBLmdd9oaHiQQQooJRJFGxa1VemxjemXPPg6CehTsW+acPyvjkcTYl3fTN0fB4UDn1nELM0/fkcv9AQK5aP7vwTC3c/w9hLFIGRGfHDigrni2CqazvaiJcNNf9ha5+S4LX/n5UWLIzDQJAfHOgbGtskFqY0ie4SXRBwxXr9o8hpLu69hXYz9p+ilCTtFwnOcq1iuRRiXez4eEKaOke8uc1t/Du1vzGMObCZiHcBlfZQrxvUsu3snJlcjt1VrwHNaW/1+NtpWC1XvwnNS8GcM9uUK/iyl69hh75PH3tRmpG1wBs198/tWYbKTgKK708egF88B0ZVkU+Ix2u89YqwkhpbjexwrB6uYGC/G6BXTjwtXzzXejmVYHNmiSq1fF4CtuZFDPxT3SKHWH+BY4tTvaBp40xwVXSIXDuiuEtPQZAdEVEg2RYukZpBvtp1eQ3Wo9EEhkwoJ6+J9E2yPk0+BiTHKz+fWvNs4eObEfkCiehQwhwphvzM+UXRE5YClGiiu6OujVhJj6fSXdiH+TzWDjBXiFMlTXofiN1A+2P5qlqVAXCIj4mD5/G2lKsgcmmAAII0/ogSeIxJ51ZfOgiZF+p0y+NNqMCAE3Cw064ZEBsdgjJVfgxeRf6sKc7Q1DqEEtgnWDyxMmfE3DgL9E4M3825RXePTFnOsae9F9Twjh6W1zNwFRh8ezRxrFz8FHXMntaVemQm53OSU8rEqi79mDLGND+KNGxJN7TIdiTSMKwymbhiHv+xRO9f+0fvYH4BG2fwNpaP078Goe6rpBO7kHv3ror9UloLwi5RXkCu0twbs4/DbYHxFp6PbFPE+Lyx8eXcbmRgT9CeVxKHtVfwF+I/Llw7MLylcjzPoLov+/sfZWI+dvtpLhCV5efYl/NkX8NRTOVyICaIQ8q0DZ/L7Vhhhe6FF8TjpSGrNQroB+HXTNMNAV9uJ1ZBDwnPsEzRczzqC7o3xFS6WLIFzdq/fVIxU2uniNi/7N2zdlvki19eINwWsjAFV/s7k1M5popGcqgBRK/ZMdJtU99N1Yq26dUN3tUFl8/FSQk4VsN1uPXo1XSXUZop+mXPDeJRcQscgCitNdAXajzR7NoHqyraQd9AVt3aMMT+g1IhGdh5yuUNQOXlroV5trqwWkIcVgVTwC3Kboe1VB2gVp3Q5xJejSRgk8UNDuB7utgnpNEj3Rr5+ADdUH29elTl1B7+j+YkAf9VO+2Fz1nw7zZ0RPZkKLyEPf21rEvIuLGAlvHo3h0ZkmL7hnpQiWd7ii5eQHY4tmGIUOnV5p2fznZ+AJ4dVwURqq32yvlc+IvjLosb5Bt71sdPgy50tHeTXKW8OT9Nnoliss0Ffnr6+o2nohmvwHrhYpKBfgG7Ah8gyloNvmXpYXpDRTLgCiXz5Ete5nrun0GnzPKbRE4UrnGy58Zmk1FO1ZYSrEP8Hkn4HcRq8FssOBfVnGG0buTVkypVKjH2aIL/OuksTheK9NA+HowHhIVq6Jn3FEzTGmj5QQYIae6SAWbYhjSij0+ohhDANXOqvE/nS4qPdvPtk6HMonbCL6JMnicUQZMJpjQcMAkGlKOjeMqJJ5shhRKS6z5JPAbEIT1I1fDtlmeA6HmBgnlR+IKiw66Ggs2qK/lvTHcqbRIf+8Z1Mb56JVvBg4oCFrDzxxfIjZa24r1k5n9Ikc1lVCroIw4C9DF/8+vnGeNtqId9VHkB+5448ETMIpa2kv1ij41litdT6jqyQQYms+jMjjpqZ9Hvc8ej2P+fDL2swY+BT5gMVpLoy9/uqoaZevICeM5uw/OQDhO5d4lGOcN20iOiNLJfac06JRRzT2dz/AnEEfTLbQqQoKoEcE1Rhg7LDAKeNJ2kOB6ql4o37VggfeZESNjagsB2XUIhxG1oCvpAYSVkpEO+BjXFDCP3UZaaBY7I/uqB99RO2lTGMjcipkBx1jGXvC6bdtjzgDuROhp5yMCHuTVxwGg1rF/HT+SxHlc74y92zsX52/q+9P+05SULS/F1E/2dHvO5fKr+bVz2eUR0r5RKkbVR+QvaDt2eTM8id6gYoZDGgNro29dy4ClSubXn3ilmZJi1DkyrNYCtAmzyiW1qgE35BG3d4o2tH2MyjUWpD6xl4udNm5NmW/wiNPPMhnijzzKE+cRKn6Qpcr8IJqY2+N0htVOr088radQSyKwfQvV0Qv1GqwrvJMoaD6YPI43xC9sDWLnq2nC3XbTdzbLSqo8wnlzyj/hsgXSn1A+xP69h+GH+0zAH3/HWiU/i+ggugbKrtFI9RHej2jUql7ofSOSuVaTpxPb0j9FfYvaPtGb5/R62fKplYbQq1uWueVpr9SRNn2J1vu62+mHfC0lnbuaPD4ikhnu/yKXrx2KGc6Z7Sc2OgUXlFpXGtD9c/09mdK+Y3KPzDXKEEwWU4o1G7ZLcx554TIv2HGj4+vP2CEuOGsyya/QWadBCfdPb6VNmN+59jepGrT5HD8Lo/jzlhHu7GpF8nvTl+3zHa+Et8mxcdibX9//MtQxu+rwLR+p3efLH1Jn+9MSjnHuUg36Xnu50b6WEex0MZ7MBn3pyfp/ef/1eveeq8wv4c5t9dHbcTfcud3uItXN5b44/eHT/32UT2+iEfDc50VrxajB4kD35v5PUj4e1lIye8e28/7aeBpxseP8OA+zn5vpw8BZbR0by+Jg2gqQY9jjh11x//g9grD9hZtmQHHckaLh6m5wtK9bK39HfPCrKa4GIYBnZ5qSXCwQ2UxQSpG2yc8h0JWig1Kum8le8cUg94mYg0udqHYfzAMHeGqJjBjRl0wKl64VR1iTeeijG/ihocCx/w0ii8y+wAW7/dlSVyJHShbnGZW91bwVFJRYE2GJ/ac38iLfRS6dKju53hHKgYY3p1eP8D04Iqw2/w5YUrIOPV11iJ4eZ95+72YYkPDSOwKdDlG/NxeE7fHKTM9kUGOY0nDEGFr0G2cWTAGRh5v0qF+oeWx9p7HPkAXPfn+vqUiOfT6wEPH7zKamPgZl6Zx2LqNucThVQQzmnsvMv4zl5OkJFqgeDT8H2jUIHniJLXM7/yheeOHx3QaqxMGvTPv+N8tPAIXbC9aJEEa2yJ33Kd+M8qHBNSIJYv+XPnxAwcL+IpJzVZg1wqfKfCrB/iEQaHaP3VPca2InjFvbfNcUn31d09ML/ANU8A2pFywWioDC+0aYD9PZa4qEaJsrKeDPDud9eLZXBB+QT2XPfqMFX0Wb3/3vsTnFwdA3Fg5FYWmeCtuSIZQCKtYmiVTqIaH+mAK9rtejRaMGg9mhBDxAnc82k/1Ityu/DRe0lwfHvvT+imiqOyIXImcqoY+FqkifPU18bRMXFEqZRQcfB3rZLT1eQBaRFB5QMoTlmP35OMNJaYQhktNeywMhtI3C8P3CAGzpwUN/Q5PFVdoRRRZ8bogI5owK2ILVldk1i2w2gB2mLdUEGqK70RbtTsfrjL6EsV4WC/T7tcdT3pHdEelIWF4Gk4XQY9cSVGc98ub0fb+MAw3JB4+ZL9+HXsi+JcpMTwNlprTQqTNCGw0RUL8C7LpxzvPNWFGiGFV8SglczawZQsNv/pcDK4aeB6RRAFjFEv/FXUZdobTkDZb3z75oPVRfephIA2aE7judM6NepbqyZ0KCoQVQsPIN+qiCPDs8yxujPF1Htq/y4eopstvU/6Z3MLgqdTFt2egqswvc7TZoOpu7NX8XSxiSQ0F7JVBwUeRW42nk+ZPJbG/MPbg7GigmMjAjWmAmEPJP+OvNYJA13dk9mJs3wwXhZLWJcMpBLDD38MAk0YRiDyANkSLCbfJwsbIjmrS+HZIOLJAhuDfouvMZwt6c1uP+8/XQIa8wbtO82tbOolmtB1jHaw+8+/0Hdi+EJY1WrqVw7/Rz3Fw2c1r3HLYT2QfQcqGtHfms3x800dISeujgF8ssqx/R8Pfk08WRA68O25UGXzjMOA7DaWxyXvv3vv80Ff+LvAjEHmsv3W16OqXxZjtxLJMFJEfM0L4WHTI77E3+qArU97W9N+4FXQnDWfp994aHeEn6/ve7rCmSfomdD83kSVLywNVZMxhjnultQ6tIaToYUjJCJf2y9iPeXiDziYilB1Ml30QNC/RveERFfqtNMEwVnh2gXX/rzR1RBcvnfZD/wfgLXv6ziU6YCiA5jHcEKIPLnnFaka5zFieEDlRPS1rV08zKme0VOhfKfoCXVFPbdlRCh1x5w47DQlWu6CzidWhu8rJnS/PY96WFnPH5JpH0Gryp+xQ3ujlStsre7c6EF02RCpVKhVxGatDaSg96SkuKIVWIiJ4MznHU12X6qlC2RCNGng2ZotcvSK9UbgixVMuF0U5ozyiPKP85LzPU1q1b6AnRH9C9eRyfUf0ySHyCxYxeyGimlUqglBU2TH5T0tH6gWLpNgtSHY/oXI150iU4rqwrm9Aocgz0ps5hCDsxdrdcIeVbbf1eH2j7A2tan33ghXJ9gjjrdFLM+cGfUT0d0Qtit7O0p4+Vy0qZCaUrsAnRi3QD64/Xpj66C09dzhz4xyFmGz6j81xpN4fdrr8tXpNu9fJGNEUUBbiOISioxtCeKRYW9OiH/ObfRv9CuK1TJDwfJvznd8N4XNRKKdXBofy7xYr8JEh38JjUp7j82SVnlLdoa33iNNcGwNvwC1z2eCqIabImK29emx7kaz+wHXL5XV5Zvdl+TtZnYcmMxH8NJdFiOae0ul2PCFarCPJ74dAcPRSybCCYNozgDvBVmGRVJaIHpx3J5hqhsxN0Pn8S+K9IxyC4UY0RQx3KuxWuExcyNnsE+tPcDiO4qhSDIjmNCYZbLGH51rp+DIL1soUtH/AswmQs4XuhaJZ3SOerUJzpUtLeFLMQKCh5G+ep9b4ld0rjVEXRQO+MX9B9MGEmfLAgD2NyGtuCq/w/sUYfhGPDEibPSvOuTr5UMJYYp161EK7OniKPa++3t3pWjm7siWYiaWEQDdjkmr9K1eQ3TAsIm5CwT9yPXvbWl0X58LBGN9uAkdTg10zDzE5FYvQ2ApSy/AOpbqxRCoi28Q8NQEB0SGoat0QLUj3CIg2jcVCn8aiIWg6CMcviodfmJGoKBQv7jXgUAcuiCo0Fz7b+/mr4xq1EyTEM9trXSuihR6KU40QVEm4HLznmva+vZsp43TIa+7l6Z45akW0Rkip5jZiH+vYZn3wQi/ERWzBzpI6JSJOBGYKK2t/pOEllLgRPWFjKl5rQ/3Z4t04lA/iz3Yi+3PmPYpHlfh9U4j5plTGs6kIip9Rg8AVfWP8Fr0zjTDi6wFTJsj8miEbqHTCZDDlBB10wPrJlD6w2QQ7HUDuWIqiQo+IjjDODF4wvU7fvcqzQVB+sbl4LQHan6D9mRERUN/Q7QvoA7NOw9UNhBUVD5cWxaI9NkQe0VrRx0gh4/MUEK2o/oTVwTj5eirCNyLdjClu/5J4pDLy3/OA6rOnAFIr7KYdUctBinqapvroY331tY/i2nvaCGI56tW83I1mnBFOWM2YDctR24ANuqWu6m4ok7K5nbFgxZy/EQoJDfoaOCGKehSr9FDam2JWZbcUNVrpWoAH0GfMiOE5c+XKMET7PFULnZ8QqbT6YHjZva5DiQLUHp2hhYicsqKAznuKFRMUKWaY0Avom5OXoFsPUC5Qv4KcEH6CfkKvTzafUZT4g+vk9UCcJup+hbzv2xmKF8WTDfor6AXU05XJmVIefG0tOqjzhlDpPAInpD6Zob+GF+aOdqWpGzy6GcfEFbiGzxXabrUiih1ew1qhUVyvRBTMM6L/DWVDtyfbckOs9zUtbjSqRmtUXvzcvzsLj73wgvpBzfa+G0DkbDDWjuxeb4mvhlcno6XBo8NwFDxN+pt91z30ww/RWsyIJ3jhyL6bkaeClEfMuHVF+5vjbIf6YPKIfnIYRVRQyENuNKguq3YzDJQaNP/ZYXL2vWCyAVpgF9AH4AmpV9iumFHzzd5r3xxpxOSqs2DRR05/JNIG3L/KEEedBod3bnyTSPA0tsUVMrLRVQ05SBj01zz/bXOr5HHoqlgnrVG8IiHzePtkGT2MnP5NFs5J5CScIAZH1CkC+Ps6+mbwpmnQWmP/psiQW4j5+TtRY2zw8XVeOv7NaA4DQ3JAcXk9lE/R1uR5IXpobnC0FZ0t01ocFgujgPbg7jof+7tjTklaCmmi+KNOjENJwLp7uViYeNWc0OqBr+P+6DU70AxE1NlenviQR9O90Zd4MzreW4bT4xud3cihnbyYMXaBiMicCuaMzwyaYHTT9njeTxOlMyxdjhtRBGmssR8095PlMxgGgBon84BhgNJ3/GKhU1ZF8ArD2Zd7sI+Io+hzUpGINMpN41EdYy9lx5tkgMswzoaOKeN9fEnw5QGnJEcexNCpmyPBv+cXyAZCmcBxaTUMuGnfZ5o34Jwc3Qbxk4CUr4mvt+NRyH6ztkHA22XhIecvXnWHuYwtQwAl9G46p7/q84OOhe5AnW6pvWig6PPD+GTs5bSB+hzE0J8Up8893UsOGDoiKXyAxd8b6pLJA0DN4THejX5FGPUZs/OUw1kP7ZhDXQLxD9C1uPZaMDnlAfSBqm8UfUOayRelfoNNeNtOXOtGeb1Srs3SJ7FxkS/s2z8psiHyQFO4dmWTyqmeQJRrMXX1pRjlKrulZer6BrrT6he7L/8d9AF1xzndTR7eLp8p+yNyruzlFeUb0v8TtEG7UkvjkU9YCS+jU9fhYGGpWK/dzpL1VCnyyFb/F5AHSj+bg2G3s6qWC1rfkGIOWXv5ic6JjZ1NdkQeqfIEnBCxKIwum50B5RvwgJZPCBsb/w2hof0J6PT6gEVSCNqV09XkyirF/EM40/UJeIT9wQwnCGX7hp0R4LIrRXZKaego/r1BfTIpQ0wm26vJfaW9maHhYqk2aV9BO8JvZgwpFZXC1j4j/YEuX+m8gD7S5Iy0M9LPSHlFtq8oP3GV/zug1HYBPcEQwc3p7XvXjxsh5PjLUSQ5YnkQFV3+ms8yo8nfZuoth7/T97lLxQlRFuayEPBe28d5TAvlcTbZr2adTwrTinujkVUoUaaaJH3u89G1jWWcc1DDEH53lPkSFjinaIvbr6ZEcKsaliQU6GSG3q7cGcL0cnxPRf+DFJG8Ou/g27id4DTcyuZarfNKIcp3e1thsBioGFAZ9++3sbDRpW9CiIM5zuTNFgLU/F5vmlgOLSuKLFB/78rixxEeC6xkvnOc3wpZTf/N731vLPdgfrx8vRfj3OG5HN+be/N7nunUpFgZAlQxj0gKka5oCpE9pXRw2LQ+FeZFrfgxLlx1F4R8/0gon3BPR2MXDK9diXckoYulC1qiD3zeY80jNYjAopwcebc9JYd4+J3M7+2/pphZoaXjmQ1fjAESB8vO8D5OYxoUIoSj5q1u/k4xSzxNbOquL9TN4C/FPSMX1IvQWTNU9eJKbb1612bFNw9QH1MYcsAFQ1+Dsa9T+/7HKKiprmhQneAUb7fHfN1YEbjZp0D93jXgHd7izgPEo0WOh8+phojFnQeLabyz91eOqswDSBa056FEI/1XamH1zPODxXTVTTs958a0PTP7nGs2aNk4PK0KCdVI+WTG2AmPxHMHSKIwZabtYN7ok1dpeKpnmjq8iZTpJeR4rNg4416aj4SX9kKrwsPW8DHGe5/SpLklSGePvwlzmd0Y0NKXk+fNv37A0FoeMG+eX+ynuHCo/w36I8gXkDdUvkJ9RdqGeW8rpnAPumre08rue8k8hxCxAsfa4Tp5sIVaP4KekW7RC1J/xdIsXU05Kg/2T6cXjeqV8OC2graPWBqZi0P4QqRYM7hb5ETULQgP/1mPxteybCZmtRdUXxH+ZIZXhIjaFenmtaQPmAHoOve9OAzy8gSH8bWiOD2MtAlYxNTMzW8GXIYcZwpa5cE8jbj6WDriKWm0O/2VZ8wjcpvzlIYWM8Ja37gtqFA09qjTMRqUq6UMKCC9WcHxoST0A6hghogRVeKpukTNSP5dfnq2qe7FeF+/oN0NWijo2QwUUQBdL2P/0SsUK2ZNjfy7lhpI9WwGXKle5LohxVIqaDc6rO51X9TW3JZN0V4n3UZsnmWmTlDcG38oNk9YijDz+rNC0RenTcEMNqfhF6zmSjbQuHEdZdYwscgBIyWbf1+gX5Fmey2UGFo2M7rV4N0OH/8naoYdGSnvzmZIKw7TfkE9D7H0Zmsim+09uq29Xh1Gm61Jf/K2DT46irHGv7mvTBFYDLZge8DroQS/tenY/rS8xUG1IpLHakBkF2EpYrJPO9t7Wpn7+fZaggh9Dy7c1+l2VgYNnZA/n7R1yo2IuifkpN3z8JXOSUOW8BZTNLFgjiohy2W6Pwwag5ZLgqPjjTD4wnp6mvxCl28TLLLCd94cQDGQJ96Y+p7f6FQo6hxFbJH7nvwhE8X5JtrRBOvcYwL7aGFGPK1KUJiKxHzz42tGPAXf9hUXDnD7Dl2DoeDUZQLvXAkn53uJv7OukST5an1l4sqynkM5qyx6gYTgA755sgd4zw7TZhpjOs4zxpwkzdFuWrMFLmnDHfsdv8e+W7/R1KylUtTBayWP2cGhGV6578DZw96/O67lWdojHjU+A1vThylKI7Bsbey4H4HhTPPBNaLUplxl973v7s+WkK745/3ewMS/T75C1loYH2NeK5JrnutNpI+sjY2rL/RkPHND2XDUi8YSnoWRV6LPMX+nR3Joc8hhab6S5HStzCjrOaOIJs4OXOuc0jX2mboY4De6w03G5Aatym2p0/Q53QPtTgpIG2qC55EWJB3X3Ifp3kDyWK/v07fuDm+qJ4SNop4aCUym3BrUTttOXEtFMLHTTq6FXXa6fEF5Bnk0kU6FLsV0C1LtyC+w1xiaOYFZlPWVLt+gBHir962opwIt7Ymyf4LTG12uiL4i+mp6ml4oFKSf0V5obHQ6DS+QrNZX14LQ2bZCkULd/kThGdRTufbfsEhWcwqSUhGpdH1m5zOFC8iFIo+IPJlDJVeadKwCRgOJCFkFrdTyE3aeEpRmMl7IGSglxl6x+mRaUU7QT4huRBSyyBXZLvRe6L24ulOSMdujcouYQYQrXSwqt/edohV23wv9K+iVIm82XjGHk8IDtX+mdXM2VN0wZzJ3zN06hW80+RNd/go0in5lGMyKMmuWfXz9uBHCCd3ieS3g8dKTIB2oe7D/xSs+h0Pd72x8f/ueQ/qWO2KIHETlwHVWKYdBTaSPVuyLA+EdBD57hdyOdGKAC2EjHhxsi9qzKPJl38gchuQ25oimqKkkuTUJyKmt/HOB07GNe5xYl16PoBphgUkQH9OO5sb9fmiFNJcfvIZA9jGuDAXj/DC41rg7mEZirKGwWkB4WPu4uyp+4+58c717Gwkw13dt28C1jisz5LkWurQX/Gbgag4pZArwt6ONK2CW+83v6J2/7309R3G7OvchtN7Pd4/juG1RFhxKgsugLzOsewLp/uiWvsPbpMc31ResYcpML9QaQoeEh3rx3OfupVsU2dyjRJ5ArZCnKTAsTE4wL+Qpe3kEQXdl0TUUcVZ8NDzTjXl58STxgpghMKCMvJyY0l20wPVkbXpe9iDVFukBls8PU8x0gX61+YaBoAimuFDg4s7vrnDcbP6WzkXc69nIpEg3D07BFRrhTahmhKhqNTQkjAaC1T9QS6Eiu3ljNvM+Vk9ZZR4nFp3QS7doE7V/5q1cXCK6zu8UnwM+JjUmmjy4tNcpGBZj4BZxkZRzTZxcG32bh+RihVZlH7D/noeTirPdwVvCyz2EjPCkj7ZMEd513pdhvAyVhAsyGn/Z+Lrvg1BWxd7NUWuTLHVG2pFhFBV/3z1D6Fg6kzmfUSdjHHpC4ep9ayjoXRmUvZ1kNeVa4U0duDwjFV3RPw5+3ucgB+rP64FmisPBlJOyCO5B0stoSDSKAwdsQUf6tbXPqYSJ+R9MQjrnGPAYlPlGXnBvraBpofxyJbBFeigS9UNCFjvwlPvXGVN+fkK4mjGSK9Qv6GY5PZUrhYrsn4CfQT6j4ZVfunnklSsU81qX/oKlVuq2jzert2IiRewHL0AnBfTF5/PvIN9MKYrTODWletcdysVoaQi8UhB5BtkRqrf31eivPmJh00+J1oeRzdYSXz88usno9idEHkFPJjBjRhFbn5OdG+oFuuWTpYspzVHUhXlzLQ98lrl2Leqb+PxFpq5Ci0VY6NmU7b043f4N4QHk6vRSsBRhZ+urWCqsgsuP46B4Nvqgb0QxZNAoJYbIF6KI9pQmCsInkE/mwV93lAvsr47L/p7+BBRErpjB6OVWLHjvejvZUuxGf8v+6HL0m/EwFJUrQjEaO3L24/S7u/f9BdVv4BFQEgbafkX7rwab5oUAy7PBufpa791TMOFb+WroViIkXrAIP18f8eg9uuNCcTqtWBqsHZFvTG/USJtYoD1bm+03i4DxKAJt0YcroUtlpnR0WbxVpHc30pjMgWyoPNrv+kYu4K1upNJqvFO6GXzssFo9WigiYK6M2k0t0+3qBsAdeDLPPAWa71F8//ZPNg8vSm9ZmXScr7R7vRMEVSuoaAaUixkMvYC6iNEB1Stcr4w6Kn3KJoLJT1qNx3ROTtUeJq+9c4188gsfmHxu3i+DDkwJMik0wWA1zo4+bxgymkTNoBFJ6Xs9BjAM3DGkWLPYmy4zApPnRF8x1vDSdZk2jnUpzRSMeDkGjxuswDn7+LYvZ7Sl7TF3T8sWu1+m00P8tP9np54EWzLfO5w+nC6Hl3qBVTcXY3AP7SEHHIzruWUbS6zzHEsYk6aHt8tOun4TXv9d1hPF5Og/cB2NPDdn8SwHTljPhbh/YprSycSjMe2M6kMbnuYJq+jpdC1Qc7TrHtmGesdzmO/xPE5Zny4D82gILTpgPPaV+PfHaY+h3+l72erZ9Obw8Jp7QOKFeWzH+fvvJS1Bfvv4ef7b98rAZz/7Le3HeFNtg5VaaZqUuswQf/4AvrkxTz1yVNQiLwdoM4xzn3miCnFWBEGGsT3G7nvA6fKIRigO/5Cj+pzHjHhgoohGBKgPbMhjabB9RiHMAcKt46gOHB+OPoKtt5Joc0YsSXqWgHuZ7ZMdhRKMRp8yXyXrhg60FmWGRB321vjCgRJpfZc9g89H5lgDHl7TT5xICpp0bglbsgH5YIkfb8mh7QNm3rtOfEblRK+WvqjKiU0qrXwyeUgbtM55/0rhBblW44eloPWRuj/z0D5RvM7iJkIthVJ8bH2n7h4xWi+onJH6ZwTh1Auijdo+UXao/Qr8yrV+osmJ1n5G24kqX6jnX6B+ReWb6UzeuhW2Lp9QFXfcAdksSqOqu3JpB9nYqmWikJM5ZIruoN9AwzHlFfo3TmI1qmjNcLdUU9BLh3qlsLPJC52dnQuqjbJ7OtXTb3RONBHoG/3lEbTT6lfbw/WvIIXSNq8lauuq/I5yYROofEIo7GqyWuVfTd5lh9JopaFyolWTK6U4jusX4EQ5/4xS2OQboNTTZ+DM3uzsElHxtf8r0oWdn9D6QK8bpVwpohSpIN+gXM34Up/dv7ODPlHbxfXRjyivqP4f0Pu0yX3n+mPpmFSZ6T9SagLfSDqQnrkxbogj3DDisYuPG/bIsO8ZAhInGETBCJDcA8ENYQmOmDxQ8zwi7G58806bC6O2f5Oc+sNsHDk2obAUiWKA9fD6UTjRyecPyujbMcF9tNA7cDmuBYf7eXCyNLF6xuSmOvf7f/9avWDf/3qVcxbRZZ3bApMyeKW9kvHrHmM//mYwD2+wW4PBLT7fih1zbWT5xp7dKt7vjWNloqM9l+oiZ7ZqKK4CH1fmdMuidPldbub1Ho4crxj3HRwct27buD3aZMSPQ9l8+66Ry72bP8I6jbQKIciEp6O456YfNqXoPEVhSgoraNz8X0zTFWNYehLLSzgPtKZ8weWydNhStUKcIYRQpuJ8KG53LI/45ik0/HkqDkYvVmTTFRzueGsdFtYi0nTQE9KLC7rF5oIbIUpxxrjPYRTH8Xiepfc4yG99CH42N79fuxkiTqackeYGnkj9VC6maO1YVMEgp66I6ZgbRelo9bzrvfs4fNk8DYvNB8yoINavAP1MpN6Z48YKjEsoACvmjdyGYUEzjwtPcLH32Gz92L9P35awZw0cyHCcSnv7vQ/lfaebsthZt6Gt44qaQkHADytzq5dhzEpU48hXxtgmv81JDIwGNKzg9OSZWTUx25oMYcwlQrZduA7XtbH1Rsi7K8wiD+7CA4KW9IUKjfoSN1QwDiHu0b/QmXhfByoMGh6e/OOpKcfsNVcqdkzOyOmnGA0xBx3cYfYXc7j9KWm/O53BFI7qadJMuJt48t0rUoiJ5baX5rnbT6+mhNZXW9P9AeknVJ5BPgNfUHl19ComjG8v0C7QPKVSq04/H4bDtM1h9/XrDA9v3YFfUP0d6p9AHpBuqaLCg13lap797pUv+gTyyEiBQ0fwuhS4bNafkswWsIMIbTcRVYZh1GosCCNFUI/UUA9YCqIOcvV1tX1uRZ+7zUt8nwhmLF5YtuO5577XzWiKedAKEVI9jBDlm/2T7qh9QvTB57t5f4HrnuZHMB7DA+ad6XOOQoDNoy/Kq28rN9bEXioPiHy2Q0Tp0H6B9mXCTzYsNZQiuvvahLL5BN/BObn6saI1J5VnRJUuZrCyvME71ZXC4vvNCZfBrpjCXXmxNiOqw6wb0Cz1Vnhd2Zo6WqCTL0S7p4YWdYcA4yOWC59RbsGA1U1BD3M8dER2M0CNiMgNq01SbL3U+hK6G9LVjOha3MjudL4GvqgZ75sYbnV3fBCwKIwHLILiMnFKMZxCnPe7ujAiSHIqFfX0TmoKQVGFHkaIgqXzu1o/uhkc+5sbHJoD5WHilUcGqpgRQkIWUYH+4vP0fRrRPvg8xeiWducd0l3udtkIN3CLrzE4rRWsXtP71/ByH1EOffk7yKlG2o/BlibfiWjH4CMz/WjQ40zXk6wezgODp3iESND+iHiIiMf5pa/d5EcRWTKiSHyrjp2mgUO+6gtQZCrOxpzEh+DnB8XPl45H0zLqa+Toj2DRuXPEMQoRozXqzlvxdYlpyIRF9Dkkg1gOGXdiYkPayes5o1enwnQ6CUfPMWddxprPWLb23fXH84wwW5DlL9LI7l/H92V9NI5Ug6BMfWysaUlrnC89OqwdhhTf+3P1fm6MdAPWMj/q+N49DPtmurreG+/p8rqkP8brOdI0yWzKAqWj7eTY+8TtI5tZxSljkccXx7epYUl9hiJ9GNocz+XQgBvFb33Ybm5MA/q4MWlP0ILYl74Rv49m43InM53/BCfPCFEbaPCIIUtmYNi7sdPmQbUPdhHCm9EdlzHF5+LK0SCei5ppvBhdutPWmLzT0EDsvmDCuk4LTHyRg+/VFE22LIo4vcvnFhINJw341rBJ/moJk7kn47jhYEQEzmHOfp2+6drMoG+aeEp2HB4wtDPH4CFdXb8U63ekVQmXRIfTX2YeYcT4kUCvjUc6FZM7rxR5pHJGyzMqZ1R3tDe29o3SLx41XelyptcTpZ/N6UQ2rH6ZUIrXlJJuMsl+pdAQrcY8NjdYYEWuy14RVWr/DXjjIs+0stHbz+j+idP2jVq+QPkdlS+mD7gIcqposXObdnFnInMklD3ijjpCHRGjrT4aYNobRB0EFbRfkP5KZaeWju7ddDMURE5e+04odCpvKFe6Wlqp0l2PsX0D2dhLgfaI8q8oSpPfoCi1/oSwIc2+EzcMUF5Q+UYt5ixlp+EdOFPlZ3Pm4IKUK8IrlEqvBSmFshWjceFUtJ0R7YheDD/Odq7QV+i9070WBe0J0Y1Wn+l6ohdr/0Gt3oTKG0W/IOVkeFA6SgM9U9oVZaPxALyi+j8Mzv2JozPBfZz7wWtuySQ0HR6uIYGZuMTXOV92ULPMqRIDW64jRz5wscwRx8Y8KHxvGN5gP75Jp0jilO4w86ywXcWe+dFK1lYfz9nuqixNwsqgHQfu7gR8jFDaZPYDBAepIlvf46ce4HFDQfN851xtJvcoWCbyerw721pccY59vHdNPAuvCcn9DOLeOZqbpriU10M5LNhg6O/2fxDAjld4COm7c4t5SxrJ2tZN1MloLUFxgC9jXW6nE0LGHFma+9yUA3vnWA8M/Q4kGRCOudzi7xFCNwx+6e/eHj9+ee+321DX4+hXXJ376EP+ux8IZSiSQ3HdrQC1Rl52TkCxQ33fTbmVsM6UHBcnZyfMbOzt1TNaxItgY0KZiinGu7riLGawL2NyJ2h3xFQkUn8Mz8zqbZgCgrL7oc6VCSEMBE50T+sRVu3WXHHjBgNXEIxwv2RYlkhrEZ7qmws6ceBuGNMrWForcQ/14nTo1eCiezVjQ9nduOFeoc3SSIgWU/QhqHtMa+lzHh7iOYQuBd1lshKUqH+gPSINihfVcsTwgIxsyJFdHNZeGFSatxkw6ETRKnUlleHMPUP5eunYryZwDiUiMQVXikZE2SB5Qs1GgpifdlMMJC/wyD9chjLb/0nQ8/d2oab74vCyn9ZSHTXFp4nUabUrKmdaphjk1dsr4+eIFJSpJMljGPVQnMJbQdnM73y/OW8oC21yHMw8wBW5K+2DMC5kY0sY8yOyzzz7EjUK3lqOh7r0T5gHjhiCTKgOXA0ElIBLvG8prsQVU5pStRgrFz/8fh/f2H/3PfAF2N0IuSFtt71WBZETup3onKB/NcVieUV4Azm71z0enaSYYQBUvoJ8RuRvWPSCrTftV5tKRIrJK5aL/gzyGeQJKWejF/Jm0T9VHT83o5ucQJ+gP5n3j3jNkWoFmTUUxn33M/RnW8/i6W9KKJMd3/wAGUZKa0x8LidPgWMpa2zeTq96I1IdGRAqlLPhlLwaTPkCeGScF4lDFdl9LPqERPodEbReYXtD5ATyVzOktGfsdPAVI/ZhbHn0aSjmHf9ifcr/sD51wxTJ5rkvYUDxjFUaxpTQwMoXVMx7yWjlNyId4PDelm3gqRVifrRx/0CItVZ1BfOr0bEy6a55ab1RaKinMaIKpbrxW5ob0SNW/2zKT/Fw9H71eaQUaV3d01+xXFRGKS3qwIw+0q/2jTEptO7o9gKRJoDq/EUcdzoiF+u/fQL11GCiyKa+P42GaRg2Rnomp+fFI+7kgVlLSIjC76IXH9MV6htheJLSkeIRN1pQLWjUGqo4Lj/72ltaJqM1DW3NaaIrJArWnl6ghfxYoJzceLhZ3aPu/L/slgM52AUb8Anjn9aHiKfkKg9m/G/OEDyy0mqQbLZmVJdDvmFFpi11ogSsPEe4ajHydo30bs0p6YeSG4M5qskVoeCVaa0b7Ri6RGSzBplODriu5vGaCEGtw6ARHCQ2xuST1noZEW+J943hJ/5CuqdBH/1TGnik7bLLUsT+5KFxR9PfTLnABDXCk9nqIS+9E7MOpesyvuQgI4HT4/f0fdC0xPNV5uopk6ce4YZHd4YSTocxMuhtj6UZz0OUniOToascKzXgnmVze2N4z3vDmbd/z6g/Zn5Uns4FJM67sTKyfuwGgZtGGY6dPd9MjeTICjm0mz2tRhYBHJ/9r9zp6NP3QTZ+xZUBL/mmA1sDdn0Zx1A8DTB737lP0hqMP3Xpcu1bl1vx+fw02ndcSiLveJbn5lpizePI19zm4+/R10GbO6IRxvKkccs63eW9H9EKjzn5eaMHJdOl/cjsEO1L1PQJHqn5RzKyyjqOAUtAW+wVXcYtxSmAG9fjXBQOTNPYITfwmfRymSARTT2pUF3HFvw+zTEjwYgOId0PunYD5sDXMkewIF4Z417xcW3daN4BcXoAWiYeDuTTsQ0HHknEqDLhLu6xPyLlE9+Ygx14JhE1PlI7jxbnT4HvpQkG2BuodDq/oFJ5U2EvVhvCUkc+AIXeld5PxttPV0rfKNcNbSeaRk0ni2YsKE2VV+1UeeBR/nc23jj3/0FHof9Okcq5NxO39clkQH1DKez9wq5KOVXK6SvIV5BmQTWeNpJNkbpTTq8MbiXKTqdw4rx9QmnsfEVEObnDIc1Srhb9uzlC9AL9EdkegbPXZHlFtn9B6if3Cf2VVi70stN146JnWhf6bnqCEhv+WkFOlPIZWkH7L1imiW/m1NW7swurBYm+In13x68LitXo7Kp0rRTOLlNdsHSyr9QIe9YXSq+Udoa+09o34A3F6k8IPyEITU+ubvoV1cbp5U+UdkaLGY62+oLWL1AsNVNvV659h95Q3RHeLOpFC609IaoU+YfJxu1nQCjyvyJcESJ97sfXH4iEiI2QqLnA8Ao0ScPpXtoIYwwh0CTPjOMAU/jp4cGdn3mjHd+L8R6Z7pGarILT+vPw/bv9Zu62ErHb8R2UnWNMCzc5tOnfZeIDQfn939EKfG9MxzHM51Nkes9TPw1zctpFeIhuj8P0AR1+3nvnXreTSN/MJY3nKD5Pnh/eVKwCR+DyEBbe2yhJmFgEo3uDD+FshquDEFEIU0jV2yVhsuVFxT+2wxTgVieKI77n9iKUUqe3xBBebveJ3vye9/oqxCxwOIDjfZITEkzg03twnK3cf0Omw80y1znW+P1uGOO9q/nzsJFGauezC1zFIxr6GcsJviGcGAU1Uxe2zN2UJV6Q1Tx6o9CkW/+rW6q7pcCR7iF5Q1HixVh9RhbRnwSbMoVRA2mxsenu6VYEQnGHK09KYdJfZaQTkGbeFsNT0r0nI6++FBNgJHletqBZYmOptqbDE7C5tLVh+Fd93GLCpF429wZ2HDoPadbG1ne07YienFGbZ4XNvRFyqFKMMUc0iK+nxliIdAgyvEWtHY8c6Go2pWrrJqgpwDxlkylslFFEWmdqPVTHMx2en1NYf+/qw+Ad3qudUQwu8IepPDDEMjjanE1B78fvZW+HqWBN36DgHqVRdDnSe8SbrsMh7z3ba/bP/VXvOC7N8PDoO4qUT8O9F8MO4wNn/2nKuFnwc/KRoEVdC+pF4O2O4clREgglRy8Bh8kfs2FiuD2PNXLlHQWhkqMJp/dSjvZQPOeY74eCpROKPQsjpdNC62XOKw4eEqki5npZL8VnasooFaU7XRgjcTz8ESGP/hVoSPlqeFyfjC5cLTc8sllx6WpKeLl+RfqrzafsoJ9Q3SzsusfhEKxewldMIfoXDMc8d75eUGlQPXGIvKJ6RfQEulmRXN1c2XtNg3XFLifgEdEH6I9Qdk+3pmh9QLXRuqWbEXZrUyMi4pUwRpgRNZTgvo89usCU2pbzX/Uzsw6QureRGSWlzPW3FEpiXt8SxsdmRhtAyyNW2NrXZTdFs4gZIcwoA1JfXfH8hPAzqk/QP4H+HfrfQa5IfUN5AD45unWi/gC6myeYVmh/NXip1e0pxcZsttu5B6T7POQbKl+czm1YsWpTpKvuprNRS6MVaQelnJ0HHGTNe1f1yJb+htDQeoJSKGrGe3NSbH7Y3an1DKWaUb1c0Wu1w6Gq7a2ygXiNku7Rez3SPjjT9hRwEjxAngyv9Tz6FBGLxgCLott282oT9cOne5SLIrKbt1sD2X/Cohu9LkZVg0kvbttpRiPcgzyiZUa6QXnCiqBfbdwNj0rwqIPyBuUVOJu8IJ1Srk6yTCneehgqO2ZcseLfYaAUXgymPUXrUdx4B+w70q4oZ1SsELvJKuG4EDC9otsriFJK8z34F6CirdleLS7jeuFB1fAivKJq8oKlYbI8wl2a19C6mqFaT0h/IFI/RgoytCDXDa2KbhH10j8SKn3tQXsoMKfRfORJTi9alJMSP0yECdncxaLkVZtjzSQKNvsTE38d1wkZYZ4pwlB/X/EP8+QyZR+LYIwIw3SNCI9kfMge2MLSD8MhwT1pg/0Rh4p5FsoprQRch53vu7LSe4tUUDrekyGTzL6n8Wd4lY+UMMx2XdEW8secdUgcWQY6nN98vbIRYsJwygp5/ja/EkKGfTOUeZP3f/fKC+lS2dAu5jCR5T1/7dhG3BkOLvZwGEdMWAj/EXfWSVfQiSzXOHCWJA7R2CJv6Rj+MoYMhjSH4fU/zm9ZrvLlPMIwnDzHfgs8lDSuwLtYE9L5PE30sJ/tv9lBMU9mGcSd71Pbx3U63j/0OZ+F0j29oXMuKxLc6fc7l4ZOzPdfGPcWQXyG1ZOdjOS9vpltqN6DVbzi7Qq2h4ZxR6YtQOK9+FmXJsZkwzC26K38m4jWwtdcBKQ6TjsfGAWuS4JtbF2fy9j1R33ZXNxluoe6NTOKZEZy6HF1j7oTKeNz0UnrxqIVX4dxlnOcH5YpTb9PqI2UWHEGzcMenwiDzofjVxgyY1tOgn6Axf2rdXNsUvlGR7jwTNHOQ79aNSv9GdEHVDGFdr2g2yvb5Zltr2jfaGo1DMRTyBbd2UV5o3PigSf+RuErJ/2VrjtNv1EobFopurHria4bXc8oSms7TXbKg1K2DeGFKMKsFLp0tChla8h2cRgpjc6b7pzlE1t9pLPzxleKKFIdTlerm1XkF4QrXZ9trepnKCek7EBBtr+A/Mxp/wen9htvolxLp+lG6yeaKm3fPJuzOcJoK5hTyZMr8f8BsqPlYrJRt/RqpVfbh/2Kpe22ehN2Bql0tfwGwkbhE+reRYJS5ILVVHtF9ESlWkRG/4JyoWPnjiKfgErzdMX9ZA5pp9d/oeonrvWRXgql/grV0op2UXrb6doQtbRWWpVSFPZn+v5ktSTKr6BP0J4MVvVvCFcqf+ejel5x/fHC1MGjDnF9tp3y73EdNi1zHx89EMfrC0W/M4bjwN4jpDcc5XBvbOT5yhSkjoM5dn7PR+d7nOVIwLz9YXzRm7fWbw8SzCJMJo/XPK/3xjZglj1uJK3d7XzX70jK7XHj4z6j5R+wyK5z44BUwdSCCK/Ch6yNDJAcx6HH9+4P4vDre0JOPD7AJHuvMMG3jlEXyOdHhhq6WrGnKf0won7Txv3IiYCXCwZZQl7GloSFZT2OTDnP5j0pL419eRxz0DSSA01YRAGdezR1PX/V/NkPXbIc8H1OAshpeBXaPffsU0X1YgdounmEhOd2n0Kbpc+4jnmPvL9dYfewhm7ejsijO+y6UktCcbSZ4is8oSMl1BD+LBXKgLUXZ0JASzNl1NmfBjx6CFyOL2HQOPkcBjo0dI8ICmMVpoPy73s1Lzg6bM5sNiySZLe0Harh+SsgSVjiYvOOSJDmyiUvIDtqR0RqFBX39IVRBLvgih/PnT4m6Qd/sYmLeNHi4enqsETIhb9M+dhd/9/d68AjTbopnqfC3BTPGsJxdy/wI37fw7cU9RDEacjMflpWV0YMvJYQTKdhde4VRSIVy9hDsW9DkaCz+dT3EgGA0wuV6b3E9KSbHlTBtxzX473RVqY5Ng9fCL+b6MrNtdIma78z0sGMvup4ntuUqKvho+oSJspo04toB5yX/vwAlBbERlmYER/z0CDpsGIgrmMkMVNTgLijxpEUhqFIS9oXAYFYxzBK3ot4yHzwg+tsCk8lPJm96HBJuK/NA692RL+BvBA1GyaQN8CFdDFjg02/QPs7aHVcDfyuto/oIF9N2Rrr5wV/h9enxD8bl3RXqqNY+qWrKTv7ju7mVV4iBU5xL7lu8oDsr75GbmyMnPxj7zwzojYUhIbIV1tnLRhtCg8jHFc8RY2crD3trhC3Qr/wE6Z4/ZPTyleQ5s5pHonlXs4WRRfplq7A77YmpzesiPMTcEadroua57m6cVLd00z1GVPCnxE8XRYgocxuUdsn+JDBwjzau/EJFIs4OZkBQt/sW3FDYfWcuUuKmu9dXrckDATlzXnMEyJ1GM1NsdGH0tMU4icKxWi/WkSESrV10Qsinjaq2jfa6pSHhoFAYPfINTmzuqls2KJYZIQ0xSJpbO1teSwKRKJgPa9G92O/tMCHr5Pkiy+pKKUUM96qWbe1uCGFi+Oxt+v1OsxxwCNFCqZE7VfD5+ZjD4NS9Voj+up02iNxyhcbk1iEoahHYXDBvNIE5MEN9m4cacXWvjhMZANObvhvjncV4YXpr9nR5dgYyqliNTBQ95hrHlUk5nhRxSNcTqvCsG9m4NSzoUCJCCbfV2P/vXN1w7GjYkrCS/uguF7o9bib5d8pj06ZNL5NEW9JTJo8MZir0eVBmZUxjhtnowlWBo/Q+eaY1qLo87E4Q9eYdBqpGe3T2Wjw82Bf06FBRp2KlStnaTyiEo0mFieNDsehGM28SBxMmkE+fxnK7swbE++VaciY0omNe4kVDwDHFKNuVrD4Ae14Ofi2Az0a0cmPP74yosW/A34OnULGCRY6dFf+kcn7l1ccHwbMuixtD+NDFgPymAQiN/0aTCHrOz7mqeS8Myc9SBuSFvegOxlN3D0DpwEvzoBpLmkK7ztHHiGq6yth/MiREnk+9y6NsazN3f1CfL3SuWlV/k+4wQGo3xHb7Joy90BV55+zL8UczkKG9SdS5rgmIRrthIx8dAJakSlo/nEumXYKIYrOSEofV8i+gW2OXHN5+9qVxA44rJPgBop3eIHTtAXOmmhEnlpEFiScX/GmLx+pZM1mXBNGk8xMJ7DhzBQZAyKt3IjA8T5L4nHL1DTZHtZn67gFO6P6WpPM13dw+C7dSVfrYVAXikDTb3Su1NBRdksBGjLo3n6j8ZXezvS+mdxQnyilUYpFX3aFnSsXvhlIThXRB0r7CeEN+AYIu/wEAnu9oLJbqmY1ar0p1PZKkSulP1L0zwhfvK4P9BOInNj2M53C7hGuZ9nY+ka9mlFd9ZlWT+wPJt92uYJudH10h5cnczA6PUI5UeszRQqIRSE0eaDLI60qnJS+71z1n6Ad6Z7NQcCyT/yrgbv9jvRGaRdz4OARpFK2b5jB4QTdonWlN1Q+gTybQUg78EiJen79H6h8pdUvFDY2ORsObQCNrm90Oson0Ir0HZE27G369g2KUlGEgtRfgRdK+QnkhPQv0L9BeaLK2aIwip3BhFcUuComK2vUVntEu3LV/6CUR7b6b1AqvTyypC575/pjNSGO8lx+kIQn24TZA/HYgL8n7gX8HjW+2S+Zktxpb3l8/DgshesjGQqXY9vHK4hOVvQeifah8ZsxHDm735PDNzdDCaK6wjKzXznCWbOg4mOTNMbxeha8nNUM4v0RMctk+Q7TvfldD/P53nX4NjHXGLcMZpXxTFILSfD6aFmWt51BBFPLw7kh5rPP1bH/HYy+IwTFf2eocDDv8GzJSsXcaknfp5QhkuFwXJMjEI7Cxr137OcUQkKUFr9/D8fvXWV5I6/SvUtvfstjOLYUMIvH65sG9vclPjk+K91h70YH9+QZymzZMU/U3Q7NIQA0U4pIUTh1zAP8zfIUqiuvejG6Fx6dXrBQints1qu1GyLiRUxZoF7c0K34OqISzNtz5MwOI0RRKA2tHXlwoWo/OTCyQkm9qFzAOQwDeMkIjx0XK95s+n/3YAfzII10HwUzTHaBdnKYlGk0KS4wYV6ToERRbFOgKbpZAUnZ3FVRrAATvVi++sZsczNBQ8oZM5h4GyGMllBQbQZLDU92U3BoGBnCEKEmRKp2G2ItLjQow5OlCHhNBqUP+ChRvHJB3nfwzZSS07t+FWbFlVQ2mrLEuXU3JohowuluAsrgw2XQIxkGAE0/8pEu9rQL7UF3iONNKPQbhTbGZTKp5XeffKWM9iZtMGHnlvPp8czK5GPTu9Ja6m5kMUVZpBTRNB/LNT7pXZjWx5lDg16aEcK8TPrijGdOWImmjxYissMPehEVM3rRsVaZXo2C1SNMPcsODi8Rpx/Fng9PbgjvbrtvB8EwaNhhx6N6vnPJQ+Tv9H/djAFSPFUc3ZRMzaMDyleQb5i39YnBzyLtD+pKZUsZo5gRwhSdkabmwdap+x7mK8gLVoD5ZIplLJe+qvr+Dy/vikgYITrwguXHf0G7oO3ksHdjR9SGUd+n7dUn/sloQMDZ18XSy3jOfTWFp2BGiKKG06NGheOEFXY/EUWG6RaNoO1if9c/IXKiyM9AGGd3pxeePlMjMk0IhbvV+Lkg5RXZvqH9BP0ZuqKtA2+I/u644MYMj66jmze8uAFHxCI/pD/a83axdd9eLfJOHlCP0tDu8AKbF4/A2xybnqBuHvHREKxA9BKd9R6+jTSC1XnyFzOul4pyMkU7VoNINOfRDw+vgpSOqkdAqNBHlOAX98L3SLVRC2EzWJ9wfr1Dtx050iEqUE6Ep7nSrYD1FaMfEfUWNaJU7XxfX4CCyskaad35hBVyNtYi6PYIxXkSwQPrTPOl3XBuRFFZuD79aobIKpTwbmy74fru8scJozsljPevTtg8Yql6Ci99trVrYYRoiF6wg+/Zx1fovpdVTlBOtjNG5sFnwyX5Mvaf8RxHmWHMFzPUiNHIId5qFKVXtBbjo7UY7ilEvml68UicM6KfQZqlWisRWag3+qGbKyJMBy9xJVhXl4kyTxKGO0s+GllDiV/NKMMxJY/UAOxQvwxr9dgPo8y4p7PvHKE5vYgTzxwsTEfL9qdEV/ZuMuiP80o8AqYiMC4zjMX3oiarGe66UUHGKN+BtX271K2AQz9MoEakn9+6bdnSpt0cq0SRhc5ENHuSTbw9kcmpkRhUKBEDLKuDhErUf+wxsJjId31Ipozmvww7j6RltPVd5jU20KERzS+keeQel7WfYzV8GYLeGkmwvJzGFo+yGHLs01mW0cv0IDlomLOKrt8N3PRfNc5RMqMaNDfncwjCEQLd8JrPc11u+A+dMM2wC4cGxesH682ayHHOHMcXbRwB5HO5WZJkdBmHgMO3H8H8vUva3OMHCmUNpCisGdoVgFj6WPe20SjA9eMZPoXwtB7IogoeER/gHVMM3A76EekJx1mijN7zXjXw5rVM854HmAVeK6mZMFZHuqEHgSBo04gQXftnOiKKVsct0T6+jQ+yUxZpThHJEbhrxXplPBuRa2Mf9fHuGJTgjg06fTzC90cToBc6o6OZmXczOXvJhKcstOIjZgqtO4YVm9cu30AK1c8p0p9AK51HVB/Z98a1f6W3E9o26iactkdEXinyAiI0LTQuXPUrpWzoaTN1QfsJq632d1SUa/mMqtCq6Uyqnin9PMpi1v4Lsv9Gaf8XSv+z6SJKp0tBTxXphW0v7LKh5YzIA6f6mU0b9fpqUfX9GT2duHKGInTsjNH7I0Kn1CeQJzg/QfXanp5SUzjRONN5NL3ApnT9lWv7p8XRa3GHMncM1Z9BX5D+/7WC3L2BVqo+Gr5u3xxVnk2/0a4mr8lnlBNdv9D6hSqPVPkZ6f+O9H+g9Vda/QXRf0H0v5me52QGi97eXKb6ZKjVvD6mWIpn3V9BYJOfKKUi5ReXx3cKj8j+Ffo3pH5C5Jm9CFqKaVv1SkfY1SKkC26E6E+ofmPX/6DwM1v9v5kaqTyi/9ONEIvQxvEPokDvMKUf3b5v+JATiYX+6Pf2yU2/9lli4jeDhhEWMuiOe7ZO6evw/nscI0/mOI53hLGbdoXb798jEFk4WWFzn4el8R29IUavkpj37H+Vh4Lo5XYmTO71fSv8HOZzGwbwwXUPlnkcWci7bfCefLE2dVzf6W0f/GYRIzW/K+OL0eTo8AM8TMKJjnfvbY5yaOGe1LK+oTfPQ37K7x0lp5Am3nnv3hyWN4XjmN6b/fGre/fzdRtRcfvNEYV1WYNDGx/hXCjtYcX3kZ4owU0BadMjsbsQrWIH/GqKSEsP4LmtRdwTEoYiJ4WDmxLG838LIJ6+iTB6MPK4U3ezfHu4uh12XTE46jmQ+lJ0bzaW5uNUj8IoV5+vKyPDa17ck6wI5mnrER9SEakz4gP/KRX6A5a9v5kgVXZGpAZY+qauUL1IZVGPIPGaEMl1zQzYwRg6I4dzFETurlTyqBOKe/wOz8lKRBAZPHffvo6dIye3jU+7F35WSxmBVCuEVkDck1pHuGt4Nceab4SCMQwd3yNwceiah/dQTK5HDdtPoWz29DteEHvSIKPlgyIf0w0Nz5tMQ/ygkPZ/9vLPhoowBhg2hQIc/66Nd5Y2/K8jGKwIqT8jDnPJM2soa6IYc8wp8Ch5+4wpeiTOyF/tES46+dzEHwij31D+k+lEek9iLYvhdIAOGIYdDRbZ5zfpxVBmmQFBDrDCIdvTN4M7+9+dCDmGMLlrmnfM9+NL2gkzmu2uYHcDYQkjhyu15cG8gVQwZbUZ6Szd0VdMifnEUPpqBx6wPOavNp8CRAqdfDgSjz6IdZQX884fh1Av4ounAOpfQf9pY5EJb8QNFpoMadom3mvksMe8thAkakSIe1f3k429BZ6Y0lOGsqKacVeK12EImmoe6KZM9fWSB19VM2ho/93mpxEh4Wl33DAh8sAQu7WAvIHn9bcIDItIAOzALztWkLy54Uy8zWrKYzWlcuCQojbPwRsV4TOqn4jUgMhuMHQU1x60b0e5TtraQa8WzdPrbO271+sX2wvy4D/Ptu6t21y36vhhqdbMxuZ0F+cvrsBQT21m+71N3lwwHCg4Pwq8dbrpaKcae6zZQUzwc0p1rz7jmSLFpK7woEcwzX8nCpSLOm+7urKhQijgRYpH7xTjq6gra4vriVzh6fVJrIaP2pqLIGJRIsEHte/QK9pORKTlsAJoA31jKEAo9PboeGrh94KlwFIezdFLznYPK1pu2NutrW5wKWL7Cy/maAf0hsir02gz/qFn1/+9GhzK8DIYPy0qrCO8GUxaQVqxFAXJyGeRV2781B2K1Scx0lRRfeAjzbAyc4UH9wj5RWAxquevAItWyc8G+TfFX+Da0bN0OPEnL+VJs2W+MNI3zb5l/NPJ47Lceu+scjNyp0nA6hQXv8bkZfCkyV3yPPyOrtLBbKr7zzS/cQ5yOQIYirLs5LbMYcYxB9OcZydN7cVwg9/n88ZY3cSHl4RWo9shs9x473t7eoBZwGqC5oPrjqNJ7JsxsJAzST+zgSPkXO92tR7M5ynq492RKAPuK6bl8eWxJXjltqLvMZSQ0dYeJ+yPa8OyCFnWmTR77XVJN4WQFad3r5stLHlId56pb4UcCZfGeTeK4wYQN9eA+2FMA8wZpfOaDkXX+23f9uV7S6PfZNiLnSlLRwPeIwJ4LINLnc35Y15cI5YDVuEMOadpE5LgaXkCOn/XIVTYrbWO55zLAM7RyDP+XPfozIMQDlO6rINI4o+xAAvKJ0wduvpJi+7aUZdombyoGa9zX8nROdOr8YUw0lkO/Vp2XJLD73FLSNbO8f2AiQZ8Yj2O9PejTbVep5Odb0/9EaHwpic795XOLlCwSNaqv7PxG02+GSc7RwRjRJQ2qlwt06PXhdvkiUKl779Ch11PKM/Q/2rr7fKp9gf3tG8IV0QqpRQKf0b0E0qny3961OQJ4cymZ0Sv7HqhuQwnZXfZf6fXF+iFM490ipfVVVQ9ylpODrsr6AvsF6QLKpXOCel/R/h3y0WwAf0R3p6hXantFXqnics11zdMbhJULu53KjTfd6LVnVEbVgvvgkqhV6ujpXIC2aD+BKVTdqj771C+oPUrWq9oFYatrxf6fjapoBvNLnpBRCgni2TuYmfJSjiHPtB146pCFK4WbR59YcXISzkhfadg5ydF6PpA74+U/ob2L3TdKO3JcEBeKWWD+k9UCi1qwn3n+mNGiLgS47v/MP2TFGI66PwtBTdrpaaNHc/zppckJeRNR7pHIvbxMB/0y7w3NBnCsCLGN0fl7DjkYm2M9AhHYSo3E+1nZnv4BA5taZrajajg7x+IYxgnbpj00snhkQy+D0khtvQ7id8cenqWFIdZaE8NHwdzaOOD62CwyGzV5pr7EjLhlffGIbNdSb/n2TmbZvnoKCyN+z6ywe/WPaHpt9HugPNUHMwf6p6urMvm0uoa+ZG6ijUbDCvj/zrvdINQcs13P1oXh5Vm9FsZ8l1et0TkTDjNv6aws8ptt3g7xzHvrXh5T5JYx39/asUU5JlWqEK3w6iUqCHgW7V2U3y3bt8FbagCDwV2hUuHXix1SCnw4Ol7IgJiTCM82V58yE9I2bBC1aFg7VArWt27TsSjEdxIEgWpB8gc5trMkLK/Gl5187gOpb0UL77aHkwAiDzmkfpBinsSXzBP80eDRY9QXzcGyIa0ghUFjWKkuz9XoKC7jV20QenIVnwLVc/HrU7KXDnejZ6YksPWxQqFegHRVpAm5pFQd0s9tVluf4MbmPJXIZSdsdW6un2mYLmuHcZcUd4QOcN2ZgiNkSJKzVPBwjrFPbnMU1WaC5aEl+gH6BZ7WAPvQyke2GDjNnUVdE5Mj+zp5Wfwi9RTDKOKUe0QUV2J57tLKM4u9oVmd4m3OlF7wgbrykD33J0R356LH0GXQ0nmtz7IQa/cM25sxUgZkY0OFlFgEZJZ4b6tfTnNs4O6KzO9byOxHjHhBC4URiOtjHrEzYCmw4NusohO6CcCb9DOsoKm+Yobsvs2xiYJHhpRGKT96dEVEdEw+UhxaHbvEyx1jaXVGQYb/b6nieyhoHRa2x8Njpt7qPcn0DOin0DOKCdT/nVTTFth8Teonyw9Dyfz2AfQR+AVkd8QaR7RcHald/F0MhWRzwiPzPRSX31f2r5R/QQ8WVozFPpvoH+3scgZ4QGwwtN2sMD2ZVdk3zElZhg5npwOiNOiN4sw48X2byvQrublxMmMMbJDv7qi39IhiegoWG9srFnItUZKn4IVfmug3wy+/cpIMwfeNmixCBDkEeHkStor4TVO39Gyo3pCuTC85LkimCECvRhOiIBsFDlj9YbOjguOE/Li6+3Kf/6E9EfrUwuUN9iuBpdyQXe1iA65WL7aloy8b5jB+Byyy/dlN339FaQiTxvUDRHHv93SaUl5BtmcpgD9YrUzxOppaOA7AB5KXrrho9c8KFUdb8QOi2EAEE9l6IaqSD1lHllRq6H6SbIa3N1rv9AtlL17HSQ2rDaEGYlKbxadcC3TLiqCeFEhaVa0UWqzcYyi0i44RN+EwX9H1OpSIJ+slkbp0Dvarq6jtwgJHCZoGOVffC3swK77J5MRtxMUcxYQhK6KygnBDJERd26GxcsQDd1532WNhmqxwpMIyO7fnBGqewcqyG/ABalnW285G6+INFw4zLufu/YT0jbDZQuzRMY7agXl5QsglN2jdvQzOc/4Da6NaDOj0YOLSMgPQUtXvA0jBf58yMMoR4e1IbuX9DE6ZJVxXlAHooaTAsjSr/NY0cFZstCsy8/gW+uz+fY0gIx2x4s+Jwn5LH0b7Hh4i0+jd5bfTTbo6a+UYsSNaONYlHjQdNoPA7xLKDE4zYYL7xeTEQ0cxb93/ndHoabLd0z4x9SkHPRwvl4B2ZCbNXBlmfiH15SLYvKyLk4+AgYRu9NmjjM1Zx+IKJmxZHLEn+j6sKBJFzNwJ4wq+FrGuTNe1/R+HqOkn6qOAhM31OXocPCRXmY7rGsxgKzqPk5+htIDSJZ9NbqeuJqQeDnlHbtagJRuTvFt3h74KIf5jw2ybsjjGh871jSpiOaYyJLkxPRxPw769hqGwFjzHrTHn8faS7Qfg53wIo5hKuOcpUWhLm6Xgy7I0RgU9Gw4wyQHmKAlMUVJw2CiXXasCrzN8vlCpITZyDhjhsHWaXnv5ug39Dt2lgs6PicUP/zsFMaKGD8gbTpCkX5OuuDzG7xiro4MHhPvltTGxNaBqhJRlqvTlODRFsMJcp4J55pG5FYyZDjAgl5POstsY/TNd6/TuVG08rw/UfqJTR/YtfBte6OVTqFSunDin5zkq6UzKoo+dHjcrRjzRYYRQlW9jNzGuXymaqHv/0S1ctFPJtvrBtqo/WK41j36QH9DuFLKAypC4W8UPdP5f9H5d1R+hvqZ0p+p7RO9/86lf3VKb46T0hsSRohy5mH/G10q12aOol0tyrrIA+Y0ekX0ilxfzVml/htdPiP6/0b039HTn9HtJ/r1Eb18gr5z0jd23dnLBdU39O2bGU22N1SUPlJR2vLWZk6mgukltLqh4vQJaWePTN1g+4zIRt1/Y7v+Qnv4jb79htZuRogO2pROZZdHP00Xar+y6W8U2dgeHlFgb1Z027IACK09ef0Og9VDe6Vqp+mDFQavD6Bn6FeKXui1o+7U0vXPoH8H/RXZn+H6CYpSzl8tgnn7T2CjXffv8lP4Q0aIQ2uZCfsmeS+MczKdW1Fqtrewl9v3bjScH80us5zYqEkau0dxbsZz75FOYsi98erdX2c/h0bvul0IWUBbfgaMlmbk0Jfe/31Yx6OpA3Fc5hNCy735HZjW+Do8PTSN//D+H7qO336EO7q+lwTDRTmd1n2IehmON61npnmn7xtp6p7Ucmh9wb30zVgfX5fM2LLAGP16W3NVYz/edJ36jLaP1skfX5/5pt48uMHmxcsh8O0494yX2b9G1tfetebfoxnW34rbH1wlhDhLCaLdvXKrh7AL7j1pxZBM3otULC4YdKB3KwrdO6aQF1N2JA8xKaEUcYFpwMi9a/sJpSLNvRTDky+8nbQh6qkjBBDzOlb68Gy2+gXKSEUyvFeC3EdbLghF+iX3yJe+H2hT8lB2L9VxIB1KXReSVF3fGfipWG50fy/ylDaPEIk0AcE/VJNBCGSkL8E9doHS/AyxObl0/lOyd6C4A7Mrrof1bEiYZtxQ98REifzqBlOTps340rAUEnO9JIpdZ8QXrJ/jwfnmuoOZmvE1FPAuJC9K/TL+mXwaymX7wtQpMkhEj/ENz351B9pVOL3npx9jFcfTJaUBEGmW5h423tgHjILeRDs14aKwKofmHGV4L2eaHt2scsdMcRRrEX2GTBLfZB7gxq2Fhqb3fa6z5kPmDUo+5IyWZRonIpd8jG3CzeYRrHUahByf7rCFoy8VHgp7S0c/uLp7WAd/rtXWIrxixjwrwgnljHnyhOI2FKdGZ6RfLcw3PLJlh2JF5LQLI0pCzThgRpTNQWn0AJ4d/meEbRiRlK/mFa8X6DMiSTG8sHU/eVtOAz3DqUUx7bDtY7yA0UcRRHdUTZE8Ig+IeQiKeyCpR0qoIq05iErCkFAhmreV0VoBLWjzWgrF9qWUMHDuTu4Fy//jKf1QhuK9i9GgjntRBc0++/ceCYYZH1TCqBWRE4EH5vlvnmRMGh0RYTTjEXh/Gunxmmd1sGgSkYpUjwIrYZB6+z6+lRNInXvQI2+i/gK777t68jkUlCthQA0aFTRiGBADX7SgeyjIXdkaCqwWcmgoA3ZUOsqb4RTNFWcedVH6jIygonQzYOD0rBQIQ5NcbJ1PbowtnnYqDJZBWwJTbsQOx0cJI8XV5h1h/N0VGnr2ouIn9PSElI7oG5Z3+BRA9h+788y5R4VtKpI6DEcAKlYM3Iwygh1MLTugyz+yI+JRmXp2HPbaJOIyyX51lh/ppGzfqJ6ZhmpB+psVfqSYYbcraKOEY4HG3nB4oMM4ZPVQzvZvRPrcXqEoCtJiJN3xs8iQDeZ1lOmPMujSuv/XjeeD59t3RtWzbOuwjvmT2NYg9EY7FKMFevPujEC0zzKHTaN0mX7u+cTn08yM5K+8IntX57dXsSXzy4NUIM6XHNYDxgeYTvhIaiPkunWUFuWZIRD7N8ah4/0hq0hIPXnsmVfPGWf4jochCtqEbB5/wGt4tCGs393g3DqOPIsbOWv8lbq4N6S7wzziuRzWeP1wrNsUYmYTI5SI+Q7h9JHnSUIMP1VnY7Xmf0dcTiOS9MnSZx5zlufiHTFaIrIM966RaG3q/nUEfG5raeDOR0eRbPXwY+7R7/DPY9sKoyD40kaGc6IDxznmKA9JbQw/3Bh/cozM4zyIoNaOzHY1aErAC2YSel3Wdu6V9cQxHHYdbjaUQ/RQ1n8teyzojSYc0wRnGaLvsiES+h8mOK8xzyNMspE1+HYeT7ybnKYyDPLeQZOjtoy9p4MmrPiiEa1+IAzZ0Bs0NZbq3fkdrqbmsNjUIgB6pL91MCg7KsquFlVtZaAK0hpyfaNcgFehlSuv1Zw8TO4qHpFdUTmZ84jrC2Q3XUCkebbizIVwnFAJv8IrDau9MBx6RdHe0Hahy24GD1VKN2e03i0itJw6aHGjQ2Pbf3Fwe1pewinFHQD72UR6Kl1CkIp6XkKcb9SdqlQv9P67RxVsaC+0Xm3sfvaQ+uorcEZlQ/dwwkon69JHlPLmsC+yQzWDRdcTooWiFdGTGT3cEIEIIsUMYzzZuu2GO13Vt+KjzUk3TC9iqaq1KF3izBDpna9u6NgcRkqRE1UrRYvpdGSny4uzh7+CntBrM7mkywFz718/bIQ4Nhdb/cbSOQgSd7jnSiiF99huviOsRbDl9t0p6aWP066X9OzI2MZ3R0J97Ma9QQ5C1dj073wzCAvCDM99Z2lumO7x9/h7CgXr3BLhXRjibX+RQkIzHMKDGggvmHu930728PchimSkC4imv6ukGwM/9Hj4Ww5tOUx0eIJ/p11Zx3/0WrqDaf7uNPXfOtEc4ZZZ3MSbFe+PDBXEvb9mzu9DCPEynrWvY9H4OZP4GZ67Pu+bFDJrm0uvg5sfhKDjz5t9FXsxrUs2jC1C71GwwoWUEFv6ArEYx8ibK+ucj6TheI0Ux1geafYz9Gpe/wUXcpOyvStWtNhC7qyAJCAN2S1XOFxQfTCrvjjTKngaJzAvV3GvfMEUS6Zcsde/YUoK8zKE5LnZPe1TAeoZrWcoDeXqkQY7pphx79D+acLTPf7t7/DKsDmY8qlARCugQ7lGpGzRgvSKakVcaWFg8Tk6849oBAnPVA8s0Ivn/W7uLV7FlAW9GU3yCIiha4/IAm1oc0VFiZoKtsZWxNk8OMEVf6NQl83TZL1QtnqbcoFydeWIYtEgJ3scaVi42ByLF8cOxV83haCEZ0uXCYPvXIPqDPeyULjb+BxyjrId1HOQEx7zgQ/uRa0WN5HpS8i54Wwl+SDikqmOXqZv05SN/ZgsrqQbrGUqPzvVBBaxwq4yUqhIIq/KyGU/xhceVeIdulDpRsBCKNo9QkIYh98+oJfmMnireD+KhtdzpqtjPEJ4u+o4ZOSoDEHSPIe6wA1tKpFuxdrqsjkMQ4l6JaJwdEA34tj6/NsjcUYas0HjEt1MxhJUplHuSMs/uLRv1k5RixwqJxBP+9OL4bQIIhvm7fxs+CVe1EyuaHmb/K2/US4vDq+O1krf3Iu9PYIqJZSmGimRnI6VqN3xZ1QfEf0T6CNS/gMtv0L7hd7/h0Vl9M+WT/7k3sWe4k5wz383Qti4dlS++TwNjiLPmDLcDCvSgN4s/652RF5csVqQXujygIVlmzBOc3peoW9mRJnczIrQGX3Dcv6zQX82nK1vWNq+q9Gj68UOZPLmZTiMj1iDZ8cBy5UrXU35XbywsRYsTLxhKa4+2R4q4TdrhoEuXkQ60tz0kFU87Dvq64ShdA9YfkN5tQNUBzMM/cXWqTSkXM3AKxfg97F33sW3zXmee2dq+4zqRtkVaVfbc13pnNH6RNc3ikTIt0UMiOUGsj0i3Q1iAvpsBuz+ZGTkZOsjYUhvvl/dsaBHCi6+GZyuFgpvhhVzNNBSQB/p/cGiUYrXI5BiPEGfsPoeX6EIUjeH+9Xg6MWxQ6EzjBCe4jFs3KNgePkG5Q3tb1hth83TFUYtnxPUT2jdYHsAfYP21fsyI5duZ8Ov7e+Gi/0Buqdh4gHKxemyG/e6gG70cvFDrvPuazH7ltj6Sn2F8qvz+meQE1J/8rX8apO5vJkM4jWzenlwR4gnwA61Im8W+aK7RbZhdT5EFEuvUO1Az+76JDuQ935G9ATtk8PhkR8yQmTlE64UiuhCdY9VYNRc83dlyJ35LIvTl8SDsfhEU3Yazw+Om0331mE6OQzFOo5PxnMUUzx1rA7IlGXyWUQHPunwmHVHkXQeUGQ6yyipj3RWSnxdpWc/pvkQyDL3PJ2HQSAcHZxueXrFvjg1JSPHEOKCX/Wha5xK1ZBHQkVf1z7HYFoaz4y6trbmsMdZIs9LmY7pAYx0TJkVq9K6vXcN4S0N86CQXXXw3u7dc7lM7+doaz3Y2BqNb1LnQn7AouyN37se3plj0RGl4W321GaIaGD7fYgZClp9W+nsd5y7MlyT3BU/OnO+SXQbixMOrUMITYs8GlFum5Z1ycORKYwIQ5zKhop765Fh7P3H/BbDwc1H66Wxd9wIupyvdc4/z/G9KyIsonbqgI3X0HJcljjveEjbCMxwp7GxNov4XOZ4wOSzPIl4d0R1qvu0yfLa2MJJQR+GpKE1kwkGSfMOt6lQmE8Ud3oW+DQi5WNoAymdJjveuHFCFjgnXF1+rvCItJ+r81SM0Xn7UrQ6DBAK7ng08S2iLvoBRaLRvo4lABORHniunSWsBCISybqRScpkAkd7ml90cTxXvHPt+juFwkUbRU+08kgvZaCRyoWucOGCsDu/qpR9p+pX5GVHvu3s24nr6ZFNds7yguiG9AeQM1qfTa5sX/zsvSEoVczhr/Pi0/0Z4YzKK112mryiKCe9GpcQkxe1X9Cr0k8X9NwpDU7dFPZ7e6SXDo+bRzH/irTK9nZFKDxsisrGLmc6Z3Z9QbWzySOFSu8nmggUr92m3WVNd8DyCPquL7T2n4g+IvpntBSuvfpe3KjlQtl+c5vDE+iJfrmi3Rw6Cl67s+6UAiKdTavJNfUNTpYSs7czyBNb+YT0C71/pXNC24MZW7aCuIOSqiKXKyqdVhoWXf0ZONGcXlgd7W5BD9UcUCoeCdI2Wqv0ywNFzcBRsbSeUgU5NZq+sZ9+h36G/f+K9ka/fLOt4JGx37t+2Agxtkog9KA3K0dQR59BxO4x0PTM6ISkZ/ndj0YS13GS95nCeHUw74/6uD+Oe1bJ71/f3/izq/cYXYDrwH3Hez/CIPXw/DCmd0A/Bdl7bR1HeLxs7urwlqXF78FR3vkdQoE2m0gMU47wuPf7j6zhO175d64jlgSLvPfevfBaPrj/cf/313Ku9PSruv8dJjAwhab7ba+HjHn/e3itt6/cGKAOAs3tZk2vOZO96Scx2JshhQfl+2MdyrR02DLl+85IUZQFdNJaiphgtqlHvwvmxrhB5BQvFkVhCrwcdi6mR1bBCtOGFVuxVDc7I696dyWUpwSyPNSbMRY3HIyc5nqASXJwsctujFDrBsNAEWG9Gt5lArLZITelWRCaKy4aEdGQv5M4nBX3ze9z7UweakNgtrE1U5BJCNcejRLTKFMZPLyfIg2Ahz9rc6u+KuY1WqYAJmpwE4P1lHALkcLD2g1B3uEUiuIOREqb7IUzikjrD5P6W1oct9MeTAJwnIXy++qh0NaljDHpUNM73faDyfSjcs+NZbBzR8n4b/K2H7Uc4oVoa26GMTwNj8b5wbKvYBgnhrdSwteZcza+6RM08e3S/hGWIbR7VM44xQxI+TBDmI/vyoCJpLZmRMSkPFZM0/Dp/YiEW2Q4HsxjtafTRvIou2d0ltxujgD5+FJ5tXfFo5mYh0RQrFA1wOZpbHLbVkzWzl6WTk2kW3o5xZSnUtwTewM9JxqERWNJRWt1RbhFV2hvoK/m+ax2+DDh+QkpZphAHqeR1y3FpoQ7e+MR8RUHwDNm5Il6NKG4K77m7sk9olmjqHE3o2LxfS+KVrU0P+oqqu70sXTMmPLkK+fRDD5ljdo0vCKR774FPBT06gbXKOBdJg30/TDS4qgVvZYwosrTXO+BC1lG899lYxQj1I5wMRms2HpPPWwY+Txlknq6PApRq8D23wVRN4oLfKQUNnw7G3kd+9oiMqRsiJRUtka8T/FQcZ9amTTCov58L2uk+vHIl979uc159I+awSccQkTdJu10TZ0vD9419+qUenxtVCylk3S0ugIi2GQLP2xXONDcwOI1IoaiJTzmAu+CcFsKIzRqjMBknm7QdEMgI6eGU04/sIvjgXmlNTM+IFhkSfP91pycmscb49vuwRNWkTrW1iKhYj9XQhkSnotaLd+whsG9X824F7x0VLV1A3pEq3gRYuPRGecFrbEW1XVpEd3iaR3fue772gVvT/tCYEnTOr4N4nZ8kpzfXFlnNCR2maTe494dGXqQ/ENEHIbPQ3EnTpMPzlOZl89v12eTsznVfi/CfvycJ4PR0gdHojEGiS/9W5kjSDGBY37DkQHcUWSOQ9N/780i0hBOo4XTrjuDW/3QZPlt5bhl+WuejoJ+y4dwSMNff88ytwbnTPs8DxYZxgbNt/XOGoSs9R0WH6xAYyzHLlPX836Mzz8sTFjMxuZPSffG80w7kzQzAB+4zdiPgSlj3Om1adj43myP+zh9NvrSMU2B2zYzPGxj34HzcfzLqG/26qADg27A7blT1jX6XlTEmKrLOCO6MI0lg2MsjaY55jHPs8DcswH3o2yR5p/xweupLmt8gwvHKUhCkQyfvrx1+/uBVue7OepLYBhmx1rqAu65Xb3Nmy2XaOgylqCZcnjaWeheNuzFa1EHZT3AsF7zXj4LLERinLFnW3F+WnjgezTk3rN7V3+ia+FNrbYU4YCipiewAGE10akXqN2cbPpG1zOlb1j1wkIv1dL81jdEH6jNPOx7/8pw5hIoakZl9VpU6k6STV/RUZ8pZC0QeaLSLVJDvT5aFYoUuroc6anGqipFla01VJu1Jmq+V8AmlrZp4yvKFZVHVCqFB8QjZVW+gT4g/S+uWN+R9opoMaOMdKTAaauUXmE344PJMJ1SvlDYTV6USitnTD+kxJkK7UMfY2Mr5sjVLR2u+v4vWs3I1D2KuyimC3pGgKqKyV/m1NO1Y9HfFgVdqsnPhqqdIheKNKibOT11r3NKo5UL1AfkVC0FORciWl5oFE4oJy9WfkblkzuZPNjP8iMI919Ix6TISjfjMD/uScJ5nYcJgvYkoqWTXdvfQjohzX6zpT03QQibHDbbvZ2YiOA9L3knvEoQ6clUWf7us73xL/W90OD0zg3nzeM9/D0aCeVHJlBH4XFlAparPJ6Hpfwes8xzuwGE/VympvmPyVjWCRwnuLZHZjjfQdBFeRTjuUO8cwjcUdpYGLAe+g+haGU36y8Op5t21iGM58kTYMWb/Po9Rp3xKPeS8EOOX63j14Xb9qWNW0PSyszW/rLAsr4390X2borvcp9M4e8g4Mxw6Djk5TYyvGK9s+B6xJkYy1HL3u+IQh9dfljulus2BAftF7Oe4wdisVzgim8pV1jrZr2pRjSBMQZKQU7dFVO7gyg82SxFhV6N7mkUd4xqQ3IBeTNGp2I5s/Gc8HIFeba8feHV34Fm347w8uLjNnP3YAraPDd4OIl6nlFOVwfhboqXcF2pZyyvdEO6eVAql4QCBUsjoq6wEcuUJILUk4HjzaMUajP8PHlkiHuRSonUKJGj+5GZDkJmPxE50sEm4H1T4PLIMOCozELcpfjyXRhGhMgfL5jiVTpCNWVqGCLcAEHkqcc8wg2Fg6a6Yoaro/UPYF2Ey4ZSPuF8hOCaXWWcDJMzk+8G9wyUJbpO6USEhnlOiZ58vFYHpLjnRpOTw27dp0NJTeS9t7BMgeFFGqmMglN2TydhArG4qgk0vB21Hs4364Gqu5tUGbzV11QaGikwfO6x03uEP6tFL8TJ3tZBbY+A7R+fj8HDlGkW3ZHWQU2x6ZH9KI2OFXQP/qeAHeLOtheIYl2xfJFLXJb1hXRQyExGbMUG7x6HGsMRkTGYxINCg+HRTB/kSx89ya+OS4+2pqHw9VoI2l5cCf8K5QH0ySIY9ITqhilJz4hcEXlDTgKPoHtF3h5sTzavlcCTd+opk04PZojYvAZAqzb2/rvVIehmiBDdoJyR7S+wPXtKPEvrJNeOGXQLZoD4ZEpYXgwXN9/v+2fDif47uVB9cT7S+07Xq7UhlpJKqGj/iqoVk0N2qNVq8DQ3bKoie4eqHsm2gfxs69GvWF2Or27Yujot+RX0irRHn4fz6P4CvIA+gz4QhYqH4TuUvb0h/YLV1/gJ5IyWR9/3nhJp7H0vWo9QVLCC0IryCuywf0H0BaknpEbYXxgHC5QnZHu0NWwXwxH5mjbsK9L+bvu7PvCRUhhA6ydsv1xAlcoFoSCnZ0Q2uqdIMnHN+WLb3GBicBaxegGilm5ItaO9EgXMNfC3v4EIJWpMqO/r/RVL/WM0njNQ3EOMgnC1MHcisihtNXVK060WT9932K7I2WSBIt140Fu1sTlf6U6LxKMVqgS1fgFpdH0ETs7fOpZW7AHhbJF0pdsBv4NIhdKR4vU9qnm2abXih+rRViEmySmcEL6haofWTnd8dIOMWO0cFaszIrIjmyJysvdFbL/3qMNwNvbTdjNYuINAOV2N9O7VIiyub9DNM86irFzmaVH74YRIRPVUuiqlK0j19WlouRo+usVdSkRlXj7Etey1qoM+BneS5T0t2dveDVsuu9qb4SDict04f+F0xXJui58zerw/jE3eXnG5VP0EFt0cz1My7xtvcX7mrE1iPun8EfLBlBiyCmo2uMr+7nEffElD9p68Zvwcc599RqxAGMmLG6lHusIYX+y9JAPFOKaMEYqk2a34Ak6JQogzzPRd91oocWZwo8bQYcrhZxqBhuwoIXu74XCk0ojpy70G1muQPn9vpA4NvhzyvL8yIm0wZChqNV6yk3N4eWPz0/gucOYQsT9AudxWP+br7DMQS12uFJ3RFvFheJyXvOKa7HIa7MLnoSsuxy9S3Ns9JhaPhXmONEAMjM2K7ABhzC11MX1zbtfm3dVKZ8uBdTpxbnQThrRQmPVoNY3x0B7+nTg8zEFD5nrHfLpjb3LatSsiEN4bfLqybOmOUtNQFITC9/myTnMopL0fFvTYgzZWl0GHl3/QswwnmPJ2PDT5Ic6b49vjGSiGmQ3DPc4IgV86+4h2sgEnotWHcxJMbwVlGNFHNEQChM/CUC3of+BCfJ+B1xcqOscT9C7PL0d+eS9OA2Tgftqs3elj3A94Dto7eVKMw/r082r386aIyQcePSoq7uAoya8r0eKbiJz7l17/jFJ45RMqhYf6K6XsyPWJ2jd2Gl27+THslXq2mlm6P9P0M6dW3NFkZy9XZFP09IWiG+f9irYr7c29+qtHmnePlDkpWhrKG51G6d3SBrVnaCerSSBC4c9s5SeafkXbi8kWp0rXCvtmWajPSumFrSlVG6fLhUbjq3ZUClqLBdLKG9Wj+eEBqf8PGn+i6ifQCvX/QMsvyNtPsP9sZ4X9lSI7Il9RKfRist5DPaP7mdZOIEKpBZFvbPLvttSXJ7qcuZ4/gRRqMV1F6ZYmtO12ZizF5D3aG6VBV4sEERVq31Bp9GbyuVYQOVPLv1C0WZFs3mg0ujZPm9XQ68UcUB7c2LBfEe1s5QtVrrTtv6PlGXlRZBdabfTtK1U26vaIckX1d5ObaRSuFJ5BH6ntT6g80MtPSKmU7YRIQ+qvJjd+5/oDRghH3uBBeSPqnVd1fag37+rNB1NxedwoevvJeJRuDkEkGMGhnY/2nxOkOa97k3pvELmREDrShr8xitwbUObs78x/kTzye/P9Gz29P7fWvwsA1nlm5ik3b973HljfvT+Xj2CY31u/nY6tR1gd28vPb/HsOJfZwspcbtfndoxTdDsKZ7nP2+/e7yduHfoLT6KDMKaHGdwVWMdfR1i9N7bYiPfb+vjJYQcfcX8+SG3lo5QkkORVubcv7+3v+7h132NuHcscah8/49A3hGXpSYhWlyddQFGfi6gdNFQ8WgCmhO0KwCFshIAewl0Ubg1hKdbMBZMcR986zqXs+yjIPDaK9+0CsumOXEiLA9DwlMfmVnQcgAfcw4O4u9d/hHOLGU8GXRnzlCSY7hPG0R/+s2sKKpDxrcFyRiGoVkshUdpsK9pA0uHF0i4Mz2M15Z4OMCo5jUEcuM0zcwroo+/u0nOMTULhPSY7lkbGweJjBd36bbSdaJXCLLJckfx8RKkcv81thBEhrQNBp9ddEDtV01/D04oM6+Xkmu6HMmL2v3oGJSXO8mnmAcpMFWXGk4FjeXzjIBcewREFE436WGKfJv4gC4zymNIBgMkfk69nmhNJPpnRJLOnI02f14SwpNburUbe6/lJpt6BcAGP7/NSi6pyj38KgnnYW6HjUMS6t7IouUbAETdFN6Mz3ekbvhZ6nQRUBC3iiktXZvcn66e7YYNXTDm6+8+KeV1H9JlGUwTdtctS3dk7HuGAH9DLq9PRN6eHtofUCwejHmkT+8jTD0h4aYsV9FWd84vaNgPv1GvZSBTHNo8jehg9/OfgE2JwVVfIRvSWFjzvm5PY3WAo9q31XUgqG2ZEX9wJPHSangxa5kXstSZK8NS0TwUfa/Ot7LSuDMi7ESxqZjgGeoj5h/gWPGzwH1/PUWtBxxQMZdzb32lxpO0J8Km657yvhaoXjx8pC0KpKNaHukKCcCoC8/5yRWQVpJjHv+gZi94pRDq4KSYJo7ZJ79As+hC1lGPIxXE82KjxDes1aRklijBfHN5t8EIdKTGuDoOdkapRU4qgwTa9tkrgWSiGNOYbtZYCJwLW5h0noyC0YCkWQfQNxQwNRvc2Rv2nQee78WHK5E9Z2Tloa3F4iKOJ+ryuhIkaouKPHbpVCqpe46OHLHJlIuP7NC7YoE1fJ6A4fqdDOaPL+mIG6UTvGXJkwGPKCfckZm6+tbHcG3oKpp0f6Nzjmu6P3wf7njxtmdd4J0V0hCHhCLqb/nOLwckSJ3R6GbxndZg4yh5uOMiK0qWP2XmOZ87RhgsLlNkmOE6NBlav+psYCYGcqnf6KsaGmq+usP8+P725BkLlnzGIdPvY4c3f+X1N631879DoEdSLWGHvGexDdmD5YDlT3yBibliWV+zWYZx5LEsYgoxorHWRD3O/cxk4lOMSA6GDT6xvyiDri7fTOS7LzQs3f942EmTk7qYKZfF7kUk/4LA0MTz21kSPuf6SePuE60R/XZdIj7/E3hubZLZLgvsRh2X55WZ6h1/s3eGMGG0nmAYwl+YONG/0WeY32aJ5dyDKKjeFXKbzlQM+5hU+Rn7NNkj8Rg9jKMtr45eDY2emGWNJF6fhjFw6Xl9j2Q57d5nEAcvfhVN8Y2eB4vy46OYBwBXthSIuw0Sdx2IpgQ28mzlmWhIIinZqL9T+iGql6RvGU79hThrPQKF7fUztnpLT64SZHFJRd0ysnjIuSl3iTp/GFSwiWbHsBy1AJTvIlU1fQZRSqztabMbhxesdjHV5Q+SF3h/MMYQLqNVyKMV01F02Px50c86UR4MBD1jqyTdGlD8N1c/QC10fUB5AX1wSurhT6QWTCd3Bpm3AA10vdJpjplL8f4rXAdOzOYvxjJ2dgoN5TQfp6OZRxjsmT3ZLQ6UeVdzVaoWVvlH0xDjPRRrg8gpS0N7R7vW5xGs+eCS1FnfMlTfEoyzsrPPC1CO8f/2BdEx2CBtoP5RmiUg4MZgCYfr9DvO5Zfoe+u5Wwlm3IBPLualWSyUHengkzPlKhC57aAOjSOnS9pEAHuZzQ4PLShNCyXFDzN9heDlUefzUe18YIRrCmdy8PwX56YGydnhPIgp4Zhi4Qm8Ucb3D1cffU1CcjEbRm74+uIaiyr3TR6GjUNJ6X+5FO8ekaZ3WsZnYOtf7eMC7gcW9yJv86+Aax+iY+d9bHNc7v+ZQ7Rj+bdTGZLqwCt1+OBgeyjE0UyrJaMdbT8qiZV6S+0z9OozjTg7jnGhwaOtm3vE004DZh6an+fnCaN/tK+Yz31l71vVserjGfBRTXBXPJ+95NzPeCsUNlR3LKS2wb56r2VureHYIjxpQfwfPoyyKlFdbh31zfYLP1wuaUtwTvYfS1fNlK6ZMaYqq1SqgqilI+slotDZ7t1ycZDq9q1HM2P9FLYtN3FHMcoZbzYeCqM+9X+HaGDn6q6JVjSHVap51is/P6ISdfTqir64jcUtAt/zz5rCvidZNhRzaoG32r5yhnNDtgpwiJZVaaOMuBv/q+0a6FWJ67cbMqxeYfnDl3nV3b1uLsDCGWqF7vQd2T0dTLUKjnUwpUquFK4pi3quB92b0sOXxwlB14+YAdINwsc+DbkTdi91h3uniZgR1RSKFUQNi8MYNi1iAOMQX9+iPkOOp9DAldPh8TmW9KzolhJdQUnmNAjzXPY5Tggkg7nFkqW6sz+60XkaarODXSfBWhnfEIENOsiN6o0s3wXPQufAo86ggmglZCEOR7LUxpnUt1wEJ+JjCC8L3dSpLxZV35kkd9DYKb0cKHy9c61EIx0iWyVkyNZOBJyG03fDD8IZPPGny+3LgNWEYqN7Ofit+HC4RK/TWukcW4YcBfTVY6s8ID2Pt0QvoG1b74uozKUj/DP0vBE9QLsAXzCjwBXgE/sXmchJUdgr/J+iOXv8KPKH9v6M82JhqB/0d0ddJk9rmys7Yn82iDyJXrjZoO6InpH+yg0BtIBf09A/bQ/1qqZTenqCfgM/AGcpmWCphPPNIiLIhPIJsdqjQju4WGVe6rwt4EV+jlXr6zQd8dR2t78l+xQ5oplRXz5uPfrVn6uulHtGhppQ276/fkOKOMPqI6E/2bcH2Wnf8Cu/H4ng4nBM9Ckq9bkDk8q2xrqaIV8E8crtHtnWcv3d6aRiNq1gtnDfQKzQ3zEbh7Y/wrUSkhim7pRrPtILHguwb0osnaVJEXpDtBeSMcPZa0+r69TDE+N70woEaiv3u9Y+4QhF0u3rfFe3mqa9gh2kVJ7VCb0/0foZekFZAXkC+Oe8PQ3xxfPpq63B9wqJM/gK6w/afWLi9yTGqJ+ebNjY7jAYdBeEVQVHdfGwF6V5bqnxzfh2h/xeQ0/+fvT/bkmzHrkSxuYBt5k3EaZLMJFms0pXq3m/RJ+rfNK6aoVGs0i2Sycw850SEu5ttYOlhzgnAzN0jIlmqN0OmH/cw2w2wsLD6BpGPcINvavb3OgeS43Y5vhQJmlWZUX3HaPQIgJk+iYgTmAl2JG/tO9AWvMMGxD2QTDRBacg8idwfuZ/D6affZ9P5O2Qc2VMjOvIQYKPDF9Q4o3c1wkZB71UktWH0YsqO0pVJtH0GEOj71zO9rJdm4SFg0qTwapHcLqTSoQ/JkO1/h/mQgi3GdVUUsCpuge9SADt5yuBrq/4x5dCL35pjOHglxK+X7ItXoi0sY3GSky+alvH3hRwdi+R/oUbMEJPIxbAvPX2UH0zzKcscc2Ij62TweL03+jAML5ogRrBLhoJYnOHorAxnSxIPIzvWpuIpzGMT9xW+ls8v9a+5ntkrK4bccgnekaX5HVGby8Mnz5KBPOTkv3CGBYYWMxzaGTMT4sIQukzq4t/6R1/3KS8vH/g67x1xTIsBNm2LWa8x3mTqHdILiNTiNbFu5vxz+WxMaWQTzEVcZGEMx/5Ektk7YQVxjkeHpmf8HQsHnDwEZ3yP9S2bnALS1a3TNLUCZMGvKcJdymZpKCyG+9A6xsn3xphdev+mQLf8fmcM5m67C53DMwPM59FBR+IHisbn/NWLRfLtCDgYr67LEc4F7rKXDHxbcR7UOwfspvQ7wOg5wLzF/8bF+9J0UDTYtPsCTK+cLKI/4wD3Mc/hLNU5jM7yqSNT2d95bc6GaVdpVeO7PvBnZMul11cB6dszSy7gignDJlVkmxl2rCUYDkvp25Gh53Utslb0QWtG4KCn5R5jvm0ECOTlnncs1BMAAQAASURBVH0D3eJwRGTBsd8hsqDucjKcVdp4O6OXZ+DwBOCEjCrDeyDLg+SnM0pvOJzPOLQNW/+DCi78gt7PyPiEiCMO5YjEES99Q0di339DouNYH1FiQ8FRHPov6HjGfe84ZEfUB/R6RLaKyEds2XHozzgh0LNiz8C5F0ScEfUJBzxh639GlAPu7v4WPe9wPt0BGTgPuk18KPgzon/B+VTR2wOy/gbELyj1N9T6hF7/EVF+j4YXNLyg1nts5Q/IPOLcGjKekfgLnQv1CcgfkOf/Fdk37I17WPq/osSOY/yKwBmn+IweDeiPCByR5w/I9gP2/AXA08DHA44oOLKXGBKl/4TS/x69FHQFOnU5IAKfkKWg3f8AtAaKxQ1x/kSbEX5C4oCXfo+MM3443+MY9zj1rt4bQpeN+5X7Pfr+I6I2RD2LHhb0WtHKhsgdNX8BcgP2D0Cc0fAvyBGE+v74/kyICw/aO5ic72D51yyAbz9Iv+Pq7/euW7+/vu4tYh9vXHc9rp63MttX33/rZK/E8/Ucp6n17Tm9F1eCKT4uc1vFq7euvd6j6/m/nsOrpY8Pv7Y31/P6940rUeudK9bP491rX03/nayB79nSv268M6dVsloYxus1L78tIy1XxcW1Eo5WQerdxXztTKwSXFzdsQgCF3jw3ru+//wncCkYXz/jtfT79Vd/z3deT+q5AxQFi4YCK12ZiixynfC04ECjdqAPgSdH1oHeYSHYz5UBY40OhZ1uFswz6PAoANosvYGUQar3IcRx62POF8BQepq3S59bvimK2MlkPcBcBCELjuOfqahU9bzI1UgQwCghJFxdBXELjBkMVVhxW70zZlSOnjMEx355vzcpQ3Xpdf8i9EfxefH+luVe70kf836V5jwaKlM8gSOhoe/GGYvxSHyXIms8CD1/zmlllTZMjLku25DOqJlP1PtjLm3Mfv1Zo/eXO8fBM1yv718vX3MG1hVM5WyQhfDnk1fNWfgd1+t4iy5f87XVwXFNC8xN34KQue0V7ct53TRe8bqZTZ/jinX/5vOvicwK5ffoq+81Pnk9K/3l9W/Sw1efvzHKpvfvYJS4ysGMMi3G+yJaJYcnPB9HOAdcSit3AKNeawHKHVh2JXlm4xmIk3RQBWVkArEjRnP1IxAqTxOLEW2cPZeH8/ulgKf+zQ7PYM39TlqUIYMmgNiA4nPdYUfSKG1gWpnuPxMDFoEqhypLt7D8DbN2ssfiRHXvASu+6hExtnYQXVL5YFPt0cNgyMwhBzVIx1z71RHsnvvA+T5o2dr4HF4PqJRY+U/IAJiFeyueFI5oksIbdgabYaRwBgfNd1We30U4XauVJZS54OGsJZURKH3SLWWQjNM0jmouLC0HTFmeOpUBURSFHXI46V02uHQZ09LncfJMP5xZcV67ov50HlnuqMn5M/sxOOhoOkCVUWF+NWQXwfVNJ7WIjDNqbFQelyrro/P85IgAbPNxWiPWecFZNYnEzmg4f43Q1+aDdpC1Qbu5zoUv6mvulXbJEc4hJxh8+xGIR11r2aDjWh90D6fFyqj5WGj41lgpfY65Txp+8barfy0G+Xefnxd/LWE+8+7lfdOwmQssXq8kca2/id/nvHf+9gwlE0KyDnIye11zvcIJ18t3vb7yNQQ8h4vPhNOvy8wsc1xe/9ZTXqteMvLGZXmTdba4gIgNcsturELH5cPn864Cy97LbfnmWGFu/f4CHhdIeLGSy89iAcY72P4dR2BO5431xOWfF497FRltWpXLP2PO4y2R6lUGUlz8enUCLn99db7f/NxH4uJp60TXdVw9Zz24rwIOr8ayr6tsOPjHxXTeecjCy776ruubLhB8he0bD7CRevCeFU+XQ/cmjK+eFzN7bGYbGNfXe15TtlfoOLYhL/hfXszlmm6sz1hp3/LcwMTh68wNwSsvLn5rva9p4/x+fab45NBBcbkd/ktzCtPeEbQGvKbFV+ft1dy05nUrr2C6osXlBW9c+C1yV35DZEFpKn3JD5c9o9wd5QCUIntBkq+jIXFGixMyTqgKeMg8ItHQ80UNxpWZHA6MeJDaTn5fs1EyK48IbAj1h8xsdBfkLjQ/IKCSmclggYR7WDVEdoXHsetDZEX0lKngDqkgs0RTFkbCGc4dLzTsgz0jeroU9RJoENCcTkDviKYeWsU2kAb0hu6s6soM3pHEkyoL6a2JAxiclEDuKKG+mw50jFRJyQ3IRyTugTgioiPKzqDUfgLLfW7UJ/KB7yjKngjpVYwwAcs1M9Ohh0vSMqiBovY24NSjE3a9ykakgFM4kEBh3qE+FiOb/uvjr+4Jcf3vEZExTtmaqmuGawKSV4ftHeIwLnEU4/qut2fg52Re/Au4+FnetaaerXRrnOj14C7PeItxXCgVKxu6XN9VnMpyi79xqZYrYXOBAXTdmOeQD9aI91yI3USUSzjoucPb6oN1zQjekjpEjJGXc3m1MpVtubj3+plvj7GrIwrMxr/l3gucW595Ham3zuG99fgI6XmvpnglaVwQ9NfrsZFwRizgbXheCBPXuLYiZsdkqAEaX2aK5lDyLoSPfL1k37C+deDbCrd8428aqC9LYl2uJ73mqzN8dciW+14bRXP5e14b45yNK9JCzZtXX53B90fSooYRMeV0vyZjlqOo3WOhp5IknllDOwPoGyKqUvPOSKiEw64mqYp6ylK1NcLnY4J1z6EtkFG/af/tALivcBl/tGBj16YSSUWR/4X4QzC5fjZkMHOUbqhucwDHM2GZqj1pPlVOjETFES7ZAEcAB8CSLAdMxTAm0LegENAUZb5xf/JIOlPOG591CkVusJFl3O+MjC4HJO6ACGRR1HawrnTvG8KRcIqgyw7kS7Bc01EG1QcIdlrvMEQdRba0kKpmtDUACQDZg5kR/cz78xnAAVkOQDsi9gfurw2ZVUJEl4ElXr6NcuGzbETjuZ3uCxvxZBwMG8a1T0LQ9fTNHCbTm35xpkwrRtSKDkuES6TYgLeNp9kogJESSjGxJiOqXNTDjiJHP3ZnNNr4t6AHwimtbKJFJaePWWpWU6hJR0eZr6phZR6UOaEopxFxYcNVaH0GgZ2C28QJNXh3xgNpG6OKV6NHjHfLKeXa0quDSIIjV6EyI4O2rXQ9MKMzHfV+BrCDht4DXKufvU2YiZDD+WUIFckNzoh4f/TtI/d0/4xEQyTTp9nMNljWLYE8b8wgKE/MCMIBgQdG+qpMUcYJ6A14OsNCMeoR5fATz1JpYITUH4k3qTJMuAMdtJ+AfOJZc0+EeGbWRbAnDJvcviD6MxL3yPKR8Ig69hypskklgfzEneofgdwQ+w8SGX7hM+MMKhpUEqI+A2UfPX2wPzDrKp4QeALqERF3QKvI8wEsHfWknayIVpAvhc89fgZiZ91cgLVrc4jwYENn0syIA1A+IMudtrIx+q4not4hi/PYCzJ39P5COpcnJI4o8QNpAtjTJ3bhSXkE6/Dq7DfSjQiXvGKT48yN0fqd+BalIUpH5oGZXCik7ZHawxOyPgnWH3VmfsO3FIvoatq9n0izFKXO5uQhGtkRraG2jtyO3Ofa2RtAShBxY0NIoSTvcoShSHpL0ro4AVEQ7R4RFb08ALUA+2cgz+hdzK1UoFTZvImvUZr26B6ZTX2giIOJDSj3fGEzLxKhk9Oc+5HC4U4czmRafT9cisj2ZY9IVMldWbgve7LRY0llHFIRTmULxYlp+xE/AhEoBzaZ9pZkc4kxZeYhdA4b+T9iyIcsJ5C0B8QZNT4j+0GGghiBAVHswAOyB/qzAhU2OihiK8QjfOIC4x4lDkD+BOB3QOzo0cB0/Rew1wSzndJ8ujGVH7jje+zgDDkW3x2k97HIvATrlE2Yr5fLFuRwG64xqNdk1Bl/xr0uus3ml+VCdKdGxCfVDNW5Vs3uwHTYiKcNmfJKtoXoejjrFXmx/imr95XNjeeY78xhhzL33f8bN+fkU0NX0+8Ro2KH2gjKkWmHTJP3BcTbF9k/neHhXZn6zutcKvPQxX6gtwuqghcwpg+7ccoCgynr+Hr6KnLIGfPJEytSsPrmGJcYVl6J55ZXFxMXLARFn99PFLV8sWow8xUzHuByfyi7YziFLmwa8A7n1ZzKkCUB0SFIx8By/5sJSAteGZ01hxF9nZD8g7lPy3Uw7QMwmvZeOwBelYxYYbvg1ygzmN7kOcWLSH+M72afLl83Zc7xzhUWfo4NgeUKBuvd1+gTK2yXC/uy3m8F6IZ6DPbLNc6SrcvDnRGQHWt5lmnENsHQmRmluvJ1/LDOM4bsHRPXXW6x0E4yM+G1qCns67jHfLgz88obcMfc4rEHbmFlR/ceo1IMmxgbpuJr4yyZzjlba7VbpOie5rii//hj0knKwjnkZPePGzJAeqVzL7NIF+gNDgAZ6xzZ1gYpuccF2V7PVkJ9okTbc7nGMuxogB0zEEO6o8F82YPznVH/d6BvOPS/Q/R7nOJv0OOoKgopGfqIsv2IOByA01+A9gl929HrZ7T+jL1/wRYnHMoTSjyg4Sfs/Qnn/VfqbfkHYNvRtn9D4Ijaf0LNDUfcI/KMrX3mlt79AVk/Ik4vKHvgVD7jJV7Q8wl977jPDzgC2PuGvR3RcI8eD0D9jC3+jJoNdw1IHHDCzygJHE+NElv/GYkDWrAUJdovyDxj356Q8UUy3zMQzGbNPbEnEJUG/1o7Sg00fMEpdmzngruXezoJ7l6Q2dHPDZk7WqNcWO93REn0WtBxQDs9IrCjlydkAhU/IPIDmH3+F+ThGahntL0jG+0LPc7I/iOy/YiIByQege0L6vELen/Cvv8iJ8uPCNwD57+nk2b7AcAJgX8F4hl5eETGPbbTj0Ar6HjCCb8h6zMyGnteoKHvj+j5iL00tPoF0e5Qnh9Qo6CgIUrFtkknjjtEdNR4QuYJ2U6UO78x/l2NqfEuKufln68OFZaDcf3lPKRrEZaFok0a8f+PsfL7Nx/83mF94/MZdvqN+y0WDPL36vohOHxzXMLv1dsu1vQWvK8/Ay6M3hf3rm9ZAZcX18Q1IF/B4/t3L64EkZkLcv2Mt7JEJhTfJ7nv4d9fO9c3YDj2coHYm3txDc9vPPvyRfOvV3v2tbnm8q8VptfvuobBW1LK6+e/+8x4C6bfh+nvj3wHRKuwhW8KehdRmiufFtMfDaZKqKehaFhipi2P6EUp/DJEjD4NvibX9LQEskle04stBA3h91pYWwnWKthpTmt6qeFrIMsRMh5lh313qrEF8KmkjHeuecyhaGQJ5wMWI93c9ydmORzPU4bP4aRe/j0mta7FSqkUzljWLTDMKmKCTVG0SsOE45WQSGDUOW+VHJvXORMjx3exZGFM8uQzrnm9iefX4+r7zOWTxDRS+99zza8c2Kkslmth/uJ56/Pj4tdKfuaJ/Rot0rsCuHB2jsddz+U9uv3Gsy9IxnzPJR4L/uMNekcuz/H5ibfW0q9+r9O4hPGSWP/OfN+i3T7HsSzrUmq6mNEVu5zQunqrztjKXcZd30I3lawaOF5cN97R9TSc07kzf4ZNI+ww87uUReHzMUJ7QrhsnEtlLajfAwpmIz6dpwDmmQ+MBi4+E6mSaJ6MaZhoJ7IN8jNwQjTONfZHA2ZrtG5WHFbE23zeeNhaiouGdNfJn1jBt07DHhYaUrRfVtBVlikMezUhjoRr0oeijgzHUSc9gek0W2iit3fQU8F99GTIsWe5rDP8bsEiECyv56i27HATYivxY30l8W18c1Q7AITetfIWD68pBlzIJ/rcz1GmQ8E0USZfTQheuq6bDwaiunzcGhQF4b4zSvrgvStbxEVZFX8mwzsAltQSD4yVBuldozfTzCqxXLTmWYn5LnhII3zGtrBb96kwTeuwYTnAYISIRqNGArBh1QbwVzTM/zYvJmwyVkOS6fvFLRhl6nxsDVOX5Elwr8vO1boEVuH+pUtueG8xg5RsOKHzRDicwOxH8va4prxzwpxrXgXWXNLYt5/jCy5Y3AI10+cYgMh5Hybqh3nShb779cPzKvPwYiJYdvP6ObH8vP7mYmH+9Kq6wVvc7PIT4ullVO989Aw4W6bn87EEPr2W+lcZZe6d33xxj95v1m43hJ/wtkax6IhvTHF9zzfHq2jrN8YbOHHFoebZWW9aL3nz3ZMMvHrfQu6vHwm8t6eXN8TVPRc3vqtDfW3CF1O/NDCvzoBXcuT3PXNceoXW37eRvviNGy4yO5YXXGSHXI233jmC5q7P4F8xxvSun3VJo+Pyy6v36MJXBE8nLpfrV+IYFxe/ca+QcXnudXLUdAzGxadvPTPWd19s6Fu/V6ddLvcJj2JyXN8nTrM8KV7fPvRAvUqO/NfZLfPdlzQ7Li6ZPPOK/r/CIR/suLhszjzGjHlcLg7T62eNCVzO+FsWFxqNHVDnwLfEDJZTUIAc7R1HdDwioqIoGr+N8lQspU4JpgB5oEyAAvY720C9gobqAvUCc2ncYJZBRENBR2dzCsyVB4acph5SDFI6AbGjZKfTNwpK3NGZ3k+g/PSMjoaezBwoEShRFPuZiDgro4FZ1sSRJfAvO9Abwt5aOeeBDQz+PAD9CGTVfCrXprOTSGVX7Np7Z6vneI/Lma2hEqmgzRIdkWcAT4h8RuQJgTP1CQSsbwybRXkAZbAjRjZEBgoO4qnOZClAHEegJ3BE4gHs73CayQYLQw2wPNMQQfXfgiPyLT37avyVTojXjMuHIS84Y1we5nXMnOox2cu/E3DEp6NcrhhlXt1z/W8sWzY+f0XcrORyTlPoj0XGsPC0Epi4eMb87fVO4emSIaylBjzvWO67hMSVaIA5o/Ud6/sniZke4HWOX/NILVEir/ZsincXMAjAijYcE5vATO0OvIZXwZzr18drpjV/hkAznrQYBq4iTid8F/UvruZjHF6iWia8r1nqOq9Lkn6BcxJkPK/r3JhLmFx+wzmv0chvweKNe/z7lSCyMNVV4DB+jEU4umoN3dN+ej4Xc7yewzpL4ejF1+/M92Ku6/fX6/aTPf/1GTmP4dWzr6MUXo2jblUkc4aNTTIOlMLmnsdOHuNnn4PRqAWqAf6ChCLoT8/IfgD6AzexKrqyPYmJH7lV20nf35HBn2NWSFkj5lpiNEYeSr+io10UVfWs2SyK9zKSnAJONBv8O1CCQTYB4Lyk/I3jsOBOrYwq7V01xN30YiezdmPsLIzEjGQd8ggg7znt85kRhYdnoAT68RGj/AsUgQ6XCynIcqJgEQXFqSlyWmSeB91GBrCrbno9yKYqPHaGpemADFcIwdwG0laHY4lYovIstl1G5Zp7QbRUKmMj4z4b9obt4X08u8LlSRvcQ8FGQpWrCfVmkBErJOSMWs1G+QRKqF+BjHq8VlGcgFJLdaoCk97L6Mn61ind2JGRMeg6/RymaTGu9TMTNulNEz7WaK0RpQT4hPac0Uo06DHiOaPCpR5iRUXhcwy4NPQLuhRwCF+qvNHsBWFYsw8ClneTZPpUz7nMDBCnmRJnBi2X0mC+MWqDpwy7izHYkVmx8pywMRGIEV2qsikBhA2N3EHO00a14Xn7Bm0DGIGflTVb0YFNNf/7T4i8YwR27+jdGUPKoiodqM9APhCfHBAbiTy8ECalIXAE+gPxolmWkKG3HoHYEO2I0Xg6z0A8MZovFPU9DMZHRDIbKvIOaGfE/iJjfdecjMQnALtoDoBtR0Zjjwh0YP8zaMS8A1OY70FF6B7RNyVEJRCfAHwBsrJGfwCJSjpTPjO7o3bSplY15xPxtd4h4oAcsCOuR9AAnfHAd2ursiRQzsxks9IVUD+fw9zPCPX6SWBvhHX9Qod5bYx4LoKxHLapOQFfhOMf+cxwb4DfEHgRHJjtwQwMNsfLvSCfFVkf6rUQH3lKCvenX9SAf2dsv00eZ+NpAtkb3N8rUZmFgIbcNqDeM7Iq1Q+mn30TeU05khUjgS5/g3oMAA25Pws/THd+BUpHMWw2GvcTR2RuTMvvZ9LruEOUhoJdYkRHoqLHkYq0gwvArEb2kNgQeBBbeQES6LtwIB4QUkZ54l8Q2NHA/knOZCk4oZQT8aMeADwi8QNxOti3hU0ME4gj13akLJb7ma86e6+Fb8W9bSb/DIT4WKHTAk1iRNKBVSoyK1rfEHnguwA68dC5LgorAIByUHR65bnLfkf+2FgyqtcvQDmj9COiH8ASZAdkFGTciQ7auEHa2LszhRhNFyXBfhWfVgbwmrYNyi+6amO3+lqNiNCiXi3ijKNqle4m7XXErKOeccG3HHne16AVADMHwlONQfEJoBxzm5m7sfgmpm7jKP6xYmc3u8b44kRfjVOW96b0u8j1wzK48GKQxll+HAaEhafPeIoD8Xzwd+9bv9ybEYQiGIws9j72xe+euYZ9PI332SFtR57uGz3TVjmCDolrM4c5+XQ5ad8GuKe0sG5kmVaU94dvulBbBqAwnMFDXTGvF8yLZmWDlO/3LRd4ebkiX+f3j/lbCJRh0NUK18Uk5hwwMrOXeSNH3MSFUXUJprieUloGHzxo3rKg9Jx3n++L8e9lWd7J7GMWr19+OWc7c+LinL4FswVOwDwTIyvj6vdFDBbf6QyPcWzXda7zjMs/huEu8vKCb4tug7dz/gF0Z4iJD5cZqHBxFpXBjDV4RBkjI4NG87eLbtg21ADYODmzRzpGlhYSRrTLZcUC8pgB/gLa6EkimE1d3vCMS7gowCJGuWE9P2WTCJXICdCaudI5UIeP4QCVcReLDWFc6vdOZ/w84uYaXt+k5yMAYQBrxb8C4DA/dJZkAAHqONOeZ1zx5YvuVBz0VwZIUs2hkcE+ZevwkTWTG+B+7Uq5Hvv+gIINvd4jyh1a7+h5RuQPQN4h9i+I9oKIHdkTp/wJ5/gH3Jcn3G1f0NsJfT8zg7M+oKHiJXaUrDjk77kj0dCj4GX/PQBgwxeUSFS8IADs2w/o2LDHr+j4C47xBVs5IbdnZZjcYccdMh7R8AFRfkGJX1CCGYqlJGphr7NsgVLucHf4CZkntPYn9HjCqfwXdARaNgQKHo4/o8QB+9MdsjWUu2dEPWHHMxrOOLRA6QeUUiibtB04PyNwoBwdFW2jcSjPO5AHoG0o0bFtfwZKRcEDySA6sjfs598QvVPuiYoG2pAO8TcocY/WgZZfUFINqfMzGj6jBrDVnX1B90SgIRodNTUCiIrIO0RuqO2EHhv27Sd0JGIPAM/I87+BrqEDSnlAj6YMiI+I+Ihsz0A/I8vvgfgDkP8d0f+C0itq7IjRZ+YZh/6EhopTeaD+WjoCG7b4u2/TN0wL6HeOq9P5V47VB/k/Pi6kgK/8fnu8/+2lkPPtm77ynm+d+K9clBd/fB+8JkH894/3737rm0WYG9e8Bf945++vjFeRIkNU/SvHEBnefnu+94/3hKD3xls+5u+Z7bckkW+//408mH/H497Bnev01Xf39a+ZwP/I+X8Px771zm98fSELSLhYPhvHUML2mMHFQVU2RHbMBu5TeAAYTTmUNxtZ3sqkulhazGWnhPwxsUsh5lJAxyL4WujK+fPWVuT6jOXPV2nM/lknlpf/HouKxR5tAY7PTAmZr9KkJeStLGMu24I5f0JlfS6jl+LiUcsGXsED4x42aTSfCqhDKi7racyHxrpuCZp/Hc3Id/7GmMU83bl8Mxf1+tS+fT4522ua6mvemu/1WzWjv+r4Xq/v9Xrfh9c7+PYmwr6R6XHx7+uDdRlJfnl1zP1/84L1PBn/1vdc49h6/dtzfz0H4OuwC3wNcm9MGkOukZDKaPAjWIO0DmXo9VNTZ08nY9CHhKOt10ANOzBJCvScNT180IAlst/0YLx7ZmhgZFxhoVv+wDRWz/XnRQraMB73QWfDNNnKubISMJpya8qDloimvyU4OEtqeCsXA73pcjoLxKXXcEW/1kfGxU8kDcgT5a7hvdJSvzq1dvemWPfVMF8MmMOYQXjOyDev2RkI3p63aMjVsHPpio/4xK84NnjZCsdcyjhc8J8Yv2dJm2Fxg72yZKfrWnV/MU0PzWDlUZO+TT6z/FsznyuasPW/iPfEr8xrnFio+RKsNHhcQHOTg3BMy2/1+nN8zu8ka1zxXcXa8a91v2LhGtflNtLc5j3+OaC0wMf7sOAu5FgfvTW0+Xn13Ak57QafdVmsZwbA/LvGm++8+uibRPSaf+T8+K+61/e/fVW8e813M9x3ro353/zadV973iWur9luoxnvK2eR6dz64veklSkPTPqwQuTq7MX8/K2nvZqHCdA7l1zC5jvHOAjvfbe8+xpvri4ebPVr4xvfvzWT17fk1758/zuf92+9fY1MuXjeNbV98+6/DtXffIDf941/f+9zvuu6v2LSfy2OvfWO6zN8sS/xBu7F5W0Xz3n7XE5+jatzc4XL79x+Pff3cpS+f0y+dB1kOOnMSm/W+b71r7hc13rZKxZ4/b73nn8FG+CK/yz3X+zRcu1XqzZ8Hy/5ay+5uDxdQs9ykmn8lM3mMhlslKOErOVKI0+Ro8VBzBvYa00OvVQPh1FFQvIKCgMWHPgB9rBzINiU3qzTJlgmk0GRETuzKhaaH2A5Vwx+deJPnpA4j4CMWGQYuCeD5Pyw/ClmwZ5mQPQynKCU7wrSgVyoCDT9eE6Ss5NVMywTmqMyE4KBKoZjrDIumgJEdgQYiKX64ILMlJOt06QCG5l9sklm3AVTLCjqjPE67mFQZiwyJi/PAQf2zbhk/8xqje/Ic4jMV5LDbdzGbdzGbdzGbdzGbdzGbdzGbdzGbdzGbdzGbdzGbdzGbdzG//D4KzMhbuM2buM2buM2buM2buM2buM2buM2buM2buM2buM2buM2buM2vm/cnBC3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu38T9l3JwQt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt/E/ZdycELdxG7dxG7dxG7dxG7dxG7dxG7dxG7dxG7dxG7dxG7dxG7fxP2XcnBC3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu3cRu38T9l3JwQt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt3Ebt/E/ZWzfe+HHv3kEAJSeQAb6fgdgw3Z8QCkVBSdENpzPDfvegAqgBLYtsG0FmQf0PKA3oHcA6ECcgQwgCzI7dpyBTFR0BAKHckQA6LUhAziXRAZQdiA6UDsQAKJWRC3oADi9ikRBtB1oDS07GjpiA+IuED1QGhAZKB1AdLRtRyLRWiBQcCh3CBS0HsgEcm9AdpRDQ9REq4EsAPYC9EDNQEkACCSAng0NDRGBqMGJtcbvoyAKUA5AoKP0ZyCB1jdkFgAFAQDYEZHI7QGIDegFkQG0EyJ3RFZEFmTfkbkDpQG1IcsBvd7x3VGBvaE8EbbRO7IE+mFDRqBFAZA4xjMCHbkVIIDeKzIDce6Insh6BKIigzOLLIgs2OMJDU+ILVG3jpJHlP6AREHPCqAjsiEzkdmABEqj7+u3T//yLr7FH/6vxI1+APIA4B8BHAH8VwCfgRJAFKD/BPQPQP4B6D8D8f8B8E9A7vzBEeiPwOFX4P7/APoG7I9APADl74hI8Vn4yPnhpfDe+k9AnID8PwP4CEQFIgA8AjgA8QsQX4C9Ay2B4w4cz8D5b4GXfwDiExB/5DPqZyB+AvC/AdmB9megvAD3v3KdX34CcgPujkTqp78A7QTcBVADyAfCIcGfeAFwBvrvgPYzUJ+A+gWIj0D5HZBPQPsLgC9A+SOAxnn0DTj/jv+ufwQQwP4fgLwD7oNwbXecU/wTEL8B+F+B+D0Q/wzgz0D7Edg/AtsZ2E7AuQHPO1BPwPGJcMROGOHj8hsATkAmSU9WIB8BVK4xuuD1BNRKeD8fgHMl/kcFyp+B8hcg/w7I/wSUTrzHvwH9/8135U9cV4Drav8IYEP+5f/2Jq4d7v4BGQkRBcIGCXQQDnUjrmVHZkJf8Dvwmkjws5JIFK4vkmtCIHLjvjXen/WJeB4HzhUVSWqHTKBE0ec5fjITkbvmF3xu8Hf6moBwVHNPIHrVoWpjjgAQOAIo6Kn1YAciEQg+Q2vKLKSnkQOsegEviYaIE+fUOW/SMdJSzk93tS747fx3PQClIPJIPoCzcJXXRQLIRGZHT829AIENBcdlF5PnCh1AQ6Dr7AayE8eyENbRvX+N19cQXdtAv3xDJp8R6KJDhEkaANGJx9kQKIjY+H0hrPdP//omrgHA4Xf/qP3+EcCGKJVblp+B3JH5AmRDiUeQfhVkD0GxI/eOfu6iYR8Rhw7c74R924B+Rj//RvhVAKh8VgLZPnHuxw0oFej3ACrQvgB5BrAhUVGOO5/bUmBtQNOZzjskzkicRJs/TFwtJ5TtF8Kx/cxnH3WuKrGunD4AraK1Z6Sf2zviuCG2AuAewBGZnwgT4R0yEZnIKOgRCBxR4iMxv5jeP/G6nXud0SkzlE3n4gRER4ZwYD8ArSLaC6LvyEMFDhuAL0B+QsY9sn6g0NLEH4TXgSMCgchC+rDdAQG0OCMjUXryZLZP3Nd+BwoNJ+JN+RkRj+ITX5A4IuMI7Ik8C597En6PvCfbicf/VBBRUY8PQARefvm/v4tv5Z70L/B3QBxhGQX7M9AbYiuIEkT9CGCvyFYQpZEm5qafL0D+ymtKQeIRid/zvOIT19U/AZE8mwFE6do60bd+R9zf7oGyIfIJyBOQZ8owqXMVL8hyQqACeUDko+j6EzL+Dd4F5APQ/gP3Mn4FoiE37W0zrzmSDtWuc/vCd8UHJO4ReELgRFqQHYkNiQ3APSI/EJezAvgNiP8mHrEBeQT633Am+Sw4iDYfPghGz3xuKzyf5QGIA9D/RFiiklYW0pXIKlgH14eOLCcAdwB+j8AZwL+KRhEKmaJrQXE+6i4cJ29A/oDMe0Q2RFJoJutqc81d9BYJxIbAHYAzgM8AXoD8E9eM3wOo2E//+7v4dtw+CiYHJAJZRPtLH5wgkOhJ2TpSdFbfkIYTb65YGf9GQY8D97ifB10kDO60ZpBvkIFoXQD5TkeiU4zKTWejoIjn8T0FiaprdwQcsZW8NxO74F9E+/kDhGSEkmcgO3rs6EjiMgoqgIpAzx3d+BLEscABQEXHgftTTlxnJnE4D5qFcDwaEomMplkfSJMMA5yRksVSMlegAHFC4EWrqoLBcTwrxdvD8kcmIjs/zTPlhOB6iHcBYNc+pGZYpQfwvhIVIR5LWJyAfNb6qQf2PGg/dz5HuPNy+vwmrm2Hf9RfZfJlAJlNK6BeF9KrkBuhH5YVOLcYZ7yBeJ+8Jvl5RkcWw+sjr+9CzhiKKMVmfAZwRugMZ1oeMm07grrMjojzXExWZN7xunK2Jkn49IOW6XdW7kl/Ic0skrO0J8gTcT2435RJJdss8iMx8cj3BGXLjhfNp4w1cC+4J5nbuD+S6w90vSOApAwRkpUCjfzP9EgYDED3DaVG+M3zkPqe57rq+9R+du3RmbQuq85rEdHYCd8eAqFlvB0ZTyAte9AaLKtybufzf38T1wDg8If/wOvPD5SrrQNsnWei3wG9Ik8B7JJLSgfKBsSGkpQL5ik5I/MLCnbU/sIlloKMQAdpU+JHRBTq80hkEa/pXyhHtED0gr4d0EtBHE5APQP9gGgH0sCQGJXE9kzwHZX0t/YToldEewBQ0CqASKTk+qg/AFHQ8RsydkRPRAIljwhsSOyiSQ8gr6LMkO2MPO9AnBHlhCgd2HbJMmcAFYj75WwSJgigxAGIQKm0UeT5DPSG9N4fDohSic/ps9wAfKE81T8g+09AHlHyHignZP2N57FtfIb4gfW0bHfCe9K+UnbCvO7IEOyEMyGakyFYRkFtB5R2R/oWlbIGPnFdUQepIxklszmd/x/v4lvd/hed9zLOBR9GXpqdPAZhnYdnOHGPjDtEVETZQHp0kkpnmk8ahPxMvTY1McvbQa5HWWDapSb2Sp+MyvOZFdkLz2JWAGcgT9INn4HYkLibJCAaUJ5JE1M2Lyos4xLLQllMISrnH+ZLJ2SeEdIZMKhVR8YOhHXQtOFx0Kmi31FEWwq/JW0B12x4A9L9eU1GAvkE5AvXli+gTUi6Cx5oq0MlL+pnbZ/XRxhmnkUKj5iHlHIgTzvpGUUN8l7qyEfKCuG9TIHkhMSTPrvTmTgj0MXzgP30Ffp295NgZblD8khQfg+bVcK71EA9uujD1X5pm8JJrKZyjp07lMMGoLU3rVM0lXJUIuMMEnHJG3kAckPUDttrMhvvb0W0svBMl0Y6G0XQFA/utsXekS9I/i69aW4hdlMkoy44i8Y1aH9JwxqiUNYgnoRwevIVbTxK0Z4Kt1qKhw8h1/K/1qu5oZ+RXcbvaNLZCuXn3pAkRJSGk4QmZCcdMlrKFqSz26RHhPSuYlW7lIFb5Kuk2YN+AbQHZQf17o6IxrPZiDMpXfO8v49vWu33jSPuOfWtCU4diZNsTgVRpFxsidoDXUbnHke0fkCPA1o5ImNH9hOF+k4hpraGROeiCoC6ceuGEWxHZkdJGdlqRdZAfzkgWkFpMjwdArUGsiSyAL3yCKIX1E5jT0EFekeeT8jesLddxIebVfNAIaMdBGhuVq/EwswDsAM1Ow2O3uyQMNU6ETwPQB5JL6OjZKctGTT8ZwZa04bWgugdZd9FK4lI5cDDUXyw46SDReYVoFAfLx1xSuyFPhFsCWwdJTfUrMgNaA87DRrnHRBZ5iGhAN2yEum61tmKlALO8VArSq3oMohl7Mh4QZREjQONDdklgFJBjCDiUqjlHiELsj+IEX5l1M8gEdx5OBuFKvRf+Vn/PYBH0PDwLwCegfIZKF+A2Hhg+g6UIw3axUbdM4C/6OD8LYlJ38BNPelUSFjuH4A8Au1XAJ+B+AAqEDrIYp7YErhLIH8AXh6BfATKHRBn/sZBxpcfgHzgu3Dk/SfNy4Q4/wXIZyA+0QBUfuAa8lFCmonBZ9BB8AnAvwDne+DlgXDbngG88Lt8Ac5fKAQffiZsmoSK8gNx6U7Xx38G8h7Y/w3oT8DxAJR7oP4zUP4FOO3AvvO9WwPyD8D574H8BBw/y0B8R0K3H4G8k2PoDGx/poBUmgSNR663/ZHrySoCTAXORl/ujQmniHv8oP39ZwmfTev9QEPP3rnO8ki8y/+X8O/tkZXMMLJxT6zISomObtwJ4bWFVjHeCEQpdLQhaRzK8/gcCGS3IUTK5RBuZJKxMmMDuh0ieeS+96AxOlKvpBA8fCJBg2GIoSbtBlxH0IjiV9qwkHjh+wvPfnRKeomkXG7Hj40zKYEjvJacz8wDkCljFgbXttMyu2hWkGlnUJAsVub9/RC8yA1TBiNYgQ3RKQQFqyyiOUALCkUlv0hRzTmXlFFobLoNA0UGSRlAQRgUry8skMRQNmIYNbgP3EPBrrd38cwjnnXWDzQiwXtapLifnoD9BGx00Eh7xNTVHxDbAxA7On6lAFVkMGg0xpfKtWbZhF/kG3FI4dYTH9bugV7Rg4pvaaLjHRTqugQN3CELFVGey0T0JynRvyLiHqh/gyhHxN1HwuJE+p39BUCipHHhxHWU4JzKM6+rR/TYgOwymJ5kwLBSI+ErAqVUCuqdAmDPF+JTueO7dIZ7lwFaBgzsHcgz4iDDbyt0QlACReBMpSETHQdEryiN/Jh7RByMXoH9TvJIQ0RHdBrKotMQiBrE3awUTCXURd4TnTuQeUIcG3lO60A7I/uGxBEoZ6C+ICIR5w0ZB0R8QMYZGb/yDHcrIV/Bt8gBO+CMzM+ggfNH8alnAGegfQRwB/RnwgFPAJ4A/AzEjzojEJ1vhGM+wUQoAfHZBpQvEr4fKcj3TbTyRNrRzpy7HYdlIw9sSdzKjTAuKXnnhMzfOE/R3LQjAPc6IycgTsj4FYGdxnhAjtuQUEzeE4CMGc80ugbpYhQ6KaLLeYADaXZ5FpyexasOUgxppMnCwBmknHr9BwqgFaDj61l4IlN2+QjkB9GeJhlSipOdA6AiGNC5h/gT7uWwkQHX75QRIvPPoFPlH4D4COTfIPIRgX+V3PCs72V4jTNwkDLcC5CPyPbIOVUZASGnHp5hc/x7o1i2iy4eCK2D68o0B6IzsYSc9BGi6m3Yd+2MIe2w85r0QUyJ+2Yex02BFVmeO8gZYUAGSm4iqTRAhAwuKaeMDg7nbce8nltQkUjUaIINaSzlBxuCugzGVXJ2CgY24ZjXVCqbWWECn7BjAaBzgLBLyR9jahFAHmgKkHJpMSKwUyfJhsgmc3tDyNFZUBA4SF7hOrqNcXkeMOU7acjs0aRgS7nOA+iAJ2bQFTQmIDmIin9il4IbgllQT8giHk8Hb6T0SBmdM2m4e3fYmQzx9vR5MT+3XHEPnmUIj87aJ82JxEuXV15WbNAu2ls7NXUGiubW5ZzOo+Qyn2G7ch4Q5SDdSk4sPOk87MKBo2DdyONSukgIL4azovC6YTCk0TGgQBkb3KLAgTDEaQzsCRjmu/D7YGDq/5JhIvUenaXhCDjoXJ5Ag6eoVB50FuToEhzScttweHXR5BzYMA1txvOJK8SDHHMf10J8LRm4QzmRRlA7L0wO4G0fwSaefwHiqH2P5eJ30O25Dt6OLZFd/K9/4HN7IvIs/AigFvRSaOOKM9WWTGRJoHbie6eDotUjQXSQrLfTdlHaThysQRnHcn2H8JE2j4gX2hi6cfie+ltPZOtIvJB+l0Sp1C1Ko5M9o8hZYUeTjPpyRpBv2NbBQBcseDVctF1GYenO0UA9PD4D+BMyDkjcA7EhtkfS0649LjOYivimZzfR40Z64DkVMPAzG3WjHo3O2KjIeKBe0b4g4gsxwSIQKh1psQHxyDfKCBdEJNQmR0cS5jgUoCaATTpHof7gqNo4yGmSwPYMb030HaWdEGVDVDp5e56Q0dGPp7HW90bq/XQY+9qQ/GF6ITsHKo3a2An7PBAHdYa7aBll0CoHfCDjnucl7Ei85zvsLQHlxUSRnirbXDpo4ZJGT0f0CRFfdIQddKgLS5L35iOvzZ3nW88aKx1IEMP46X/zRwEAiUHz+8ChLmM+9XTOXU4qiJ5Fpawj2j8oTwA0ru+LEfweiQMCVQ6GJrh8QJYHTCN8AHlCX2hglKch89CW58AROpNzOOMVlImdfFm0LsQrCfOdsu8IFOwShTx7BzZA8znomrMFpK8M2u7oZMkhHyEaij4jnI5cS5DmUu5J2I6T4cOWQqXptKPu0OUUKrLxWBfIaapRgHRAtMl7Hqm9oa2ETn7PMzinQqeP74vh+LCuMnX9KaxYLkvCWkJoZKF+Fw7yLHxOJoZMHiHccEBMHw7cDOmDgx/b8cSg7sjF0A/xjwQQh0mXi/YZSVk1Nm19cD5lBrOSyTCoKm2jlB2HcnKi205jnF/kgwTGXlCmljwRm2gRuO6+BNAg5vmWLTlst/jG+G4nBAVvrRMdWSyodxlnMCIdIoIe654iurIz2XtZuoBsgw4nWmzwKXpGM9IbIGZO3vQQcdFU0kYjHX65dShk8hBE0mtvaKc8UI74mBEz3gIQ8D7vWiyFB5CwL1HDGBE2gOKdsIpTYxMjB0HXyeS1Xou90brXyhYUU7Uyl0Gcx/7Mv0OeMUb7gjwLRo4+EGhGzckAmyHaJmJW6FWLLmIeUhwCiFIGItsTOrzki0BupXTA6mvDBAwSxvEFiAPIYAeVAo0AX0AngQz/wzLaiWvV12+cS54wBWxQOQjt7YC7rk8pOHkChdXCOciZNZCvAGiVzquYRlQSaMO2TkE4xBi6iacItN+liN0RZTUURL0spJDbKFsY1U6D/g4a5U/8e7xTXlvhG+JB+6IodjgKU97NLKAnXEaqYXRnZAuJHbjW4VywsHGcP/B+JxxtPyK8cNaareB4fd4DG2T8jIPW0EAD2cIMhkE45t6iETfsdX9rmLmOZ03BZ7wWy8cX64l5hLHitpjccj0pU4oGxMr7Lq6bZ6YTnuTqYhJzbhkFQ3Bez/34hxVSGQhNS8aaRAes6I71Lgu+MjjxVaYfOa7CELjeGVaWfMcaFZeeSi5UwbR+/dfc3zW+gEfZc12ElYEDC73znTr/Nuw4xmkYMcbsYpCGdSYY14h+YlWMvzE6FWlG9U9hYEY5xUQv8z85IewQiTiKDz4vtGPiX0Rc7E5KiEI1j5QgmGdt6mG834oYj0QH0oaEI4ZDRAYPGseYQUGwm854WcrgIbPUhwpkGAKucDQ6MpoMjIr4sGNIe5o2gJmnjvPWBIIy9xcQHCRe2TM3YIvx3IGTEnBzRMZSsAq/LMxvqYRe8FIZ80JBBCg2JBo3CyxYj72VwTHMQAf9qaSzRfS/M2Ir4yhhWPt6ffTfGKH3pqKGIl/Eu/uAv008kcueYAcj+fb1YQtpVHR0JI0vQt0wv7LBzBGqMO0Q70orHhD+1HkNmOnJzARH7J8hKwLP7ogO7BhTGudZ+D6kbBLbNDwI1PF+R3n5/QnLcaLFwcjiQQuGcmwYGo9kUHZQR8qQOZwLdi5L8QozATtXTfdNrxagpmcnnjBmvuIV1zWVrA3haC0AM9L7BTPq2Aqj8X+Vr2wgl6oweOxXxmAlk0fw0R2mtcoRms8KU9oJyxyrm2d0UnR/+9bL3/5seRuGHL8c//nwHM/HMKuvdysiMNd5mTt736TLrPeMfTX6mEdN4+xw5mHSvcm7Y85i0DcahsKZlOIVUxnOuXoFcc1zcs2zRX9kuI4rGYboZ7qjIIjlGd6RuSdevx0Dy54JfjkCetq4doXZNBS8PRI++1f44EjhXPDqYr2rDAp47wY7uVaqwnSdcE3kcs3yzKGMai9Ef4ahfUSNmP7mAtyvDEdqL+d+Tlb4mgCuad5k5PMlFzrYQmfWa5Zz64wr42Ms/JiXhoIzFno3YH19wOKdtS5yVs55zLjmOasVw/Lq2TkY0IpD87px5i72d4LqW/sQTevbIFibN4FrtvMrwP22fjayZbRXI5AJiGJnSYXND0TcNnjpcvIBXOKNt2cafcoM4lrkDWN4jK2NIePQwbTo6uiDxox35kpv1v1chQLpxCnjfDpLZgdwGhQyhjNojul88n+05gt9xIudd62/yAILMjbRZ+1RNNF8Z0AAliHCeAOAciRhGDbgDZj73ZYNrW8wKClBh37KdkHao6Ay9Lkm04Bh4/ie4f3w9VcZARCvNvzXvUlM+86rn4LARj0kd0xetDg0/X6TmPHdfPWFrqXfYbg7Wt/yEK7XsfKg9exO7sV/XJ9b7sXkLZZ7bEgGbG8b5G7g9jLdofub9Mf8DNZ/run1wrd95l7N2/xUjggsuohweJqhFt6BckWzV1oWMOsxbKbkYR02xhHJ5b4cz/3a0DVZYDmNn875kERbZ1kcvQvdvoSz120H/TqHwCR6pqMLjMM0ISbrGKkJdJbmBexj0NnL9+SyLzoPZpMr6xyXmyassE8MGWyBf2IJUhnXgmuV3mW99QrxJt/AANUl7o0vrnFhXVmZwZBpZ7K+W9bIBbdxF9df3nmqr1nhaM5rurxOesV9CFZfsQct47udEA0bHOWbpQwa2LaNBvFzKKOEiJP5jB47Wj4D+YxMRveVSNTSUbJiC5WXATMJnGKSRyFco5GT2SpUtCKCds0KhCIJmoXbQ0ccO0rbURqjkItTGwuB1jsBW6oMBI5ylld4s9BT2gJMxiPFUCYN88LsDKcN2SN2oOK35YZw1Ec0eVSBojSxzcaak5TBElzXgQyH2Ro74vxMJrcFUApa2rVB4lZqojxQoA9UoAWik/lHNEZylSK+spktA5mIZqVAXvFG5xHOiqY+MmWz10DUgtxZOiNjR5aGEgfEdgBaR7QGxDaCdLJLcMlNASdHOtD2/av2SgDAWYr2kJhOoPF7E9r+yp/2CegvQP4RdEYcQGPZDtQXHrr+ApZO+F9YouH8GxAPwHYP5BlQBCvyA6lLUYR4/8Dvyz8D8QI6OSrQn/g5nulxVIo3y1U4LU9p1T1oSDrsQHsGXv4C5B1Q/gE0BgRocAsy4/bAZ1VFZ8cDkPfA9gtQ/g04/T3QfmIkSnZg+3vg8PeMZKwnIE9gmm5nBEpuQPw9n4XfGN11UMps+UhYPv+B15d/5XXlF6CcCI/2AWj/DMRnoDwCx3sg/wHIH7j++DegPLEc1P4T8PwPoAPlF+1BUviI3wte/wXMEHnmOnHPudjT3f9W8DkBZQdLL30BI3aPhFl/0nwbRpZJvGjej8D2t7wu/lm/n3HJkC5HilmyrIpPPGAnG6OCxFhCQgqqDMjcu4wCq/4kIYzoiGFgtcDJdbKMmoXZoMCGFJ7Ru07bno2bqzgxZz4iiTNltKvIZJkYOtdkRIkEVBplRoTFiADGeDqII+CFoRJ5tIHbYZyIhZnlEFzDEtVUXPVIR85AtE8UFTYKp6KYIjso/qjEXGw0vJoMLMJ1z8JScZ2OR6a6JvEBXfoD181dtdFNdLdhrI1GVBs0VPZudbzbsNN3mNlTaVQUoYS7+A7Pf1ZGboeiwvtZ2UPlSKWoA4hHZNsQbUNWngVXdEAcgfKIxEZcrDSSptGpH1DygTiVTzTub0/w5lNep0MxuhTWQiOwRFVkviD7GdlemIVWjkAcEEUOUhQAP4GZPUdGhZYzMgK5b4xcDDup5YjcFTVSqFzn+Qj0jaV5AsKNjqiJkjt5DBqi2wC0IXEPKEsCPRDtBSgNtUiBbs981Mhe0BxyF+xV3i/OxOGtK8LtwJX3DWgbSiqTa+uIgwzt9Uyn8S6hscip3V+ky8gRrCilHipNd5Tscr5n1GM+MWJtSzATROc3CsuTxRGBO9K/w5l7tHN/Sn1kucVkyRBGkH3FwQogy+/5/K4oOfyCwI6slfxFqcV0Ap11xg7kJfkXQOcxoim7o6LgAKaQVxmXGV0bVs6S8MxyFP1XFJbKYjH4oyNTvDR/BLqjDOmAcYk0lv84IeMvPLtxhMvH8LD8N87f4my/B+LIMkbRxKu7ylZakSKtCAeD9E3yUQC9KMPmMCOfQlHbXVF/RXwiO2EQR81BNECRbaGgiZQs04GhENAhcybNx0E/qxMCoFxxBHBH3LcDI54B/AagI+oz4dSdffi3oCztqLpPyPgCxBPh1YTnOBKWeU+6nTtYCqPynFt7CZYEATag/Ixrx/Sr4bItMtaWUb7FRvEiOCh23pl12BCxMeshq5RglfOCzYgHmb4lnYtXjXJfIwvDhiDSuZSWaWdTAjSchtLIh9KX6HYYxQvfLV7ZJR949cUG8pSBppzR0VEcSZ5VM7UJ0YYIfQ1miSTkkB7lkhpYpsclCwqgTPQQv3dJwSIlkCVRQjqaSlGMiEieqzKMw0BAJTSkI/Rk9jqwZJlY0bZslkftgZwwiyGKmRuKENTe0gEmw3WaRtHZHEgp54vBAZKvkIji/VgdBW+M3jAd38rcg2Uu0nUGDDn4Jpdn+jPjxk4aOAyxDUAFS8sFUO9hhZS2AmV3DUcKtGf3PLPxLP5oeExn08hkiY10pRkSirSXrBjKPPWTh1O7OxPIxn9obtKdhwFHzqRQdOsiP0V3FtCZMrBLf0m+jVxK9w2biNabAZYekdzUlwyUpTxZDsOTzn624XcN80p0Rf2CZyCwGJA9J+vpjqYuwjs7WOswKFPu3sY6U0GDY22CQw9q+w4AyNa+imoA0OMDYdmfSZt6p63NVTJGjFdD1kRUltNgJHMgc1d5Pa2h2LhMXSKwAf0ByI6IEwMZStMaBJNwSckj5c+iPd1oZ5DtX1GvzwwgPASiVaA9As38rSKryt2IMUVV9HeVDhzKZGwyWgVLuxTJ74kjOjYM/byfKJuhA3FCHqSnRQfKHQIb4Z0dgROQBS0OjGbulD836YOpM9jSzhqWZ2I2Ks93h4JgC2l9dmcUUZ6JIv0MSdzpCnaoQR4R1v3JO0LBfJTtAOrzO3LvyLZTXgtQHi4qqdZ8RlkCLFUGtkQAZUePF9LzIkdI0MFRHGT71bHDR55nbfJWfriB+nPFdDQoOEblVUmHA1mKUL9PnogqXaJLDum0l6Ag8qPOkDMtJXOOrKsmmjKDHMgvuN+pcuRQaUvquw4EfRFlOes5zgQQjezKFnfGjddmcu23OfARzghrSOknoSDSFD/mIyoiPsK6EHmG5S1Gi7scIe0npsuF8n9p0i/FV/Ieo6xeVNk5gUkwz6Lh0JweJrzG3CT7F0ietGwP4spw9hcA1jE6GByqrGmcUVJ0JViitTuTxZnA/X5A7r2R6cyMo3Di5F3l+ZfzjTRTtkLzFD2bTkcGuyQKZf4sUI03sHQYA+mAgmzCHdHBlJ0iVPofDn4tQIyASmVrddlukDzXIvuU64HhsC62V1AvjC65zAtrkutHELlLOtnB0eS4oG0gHeCMLhl/ZtyM/TGoC/cuXUqz6z/L2Rd6YMgdDsi/CMLwnBa7KAVZ8kE7hxOIVDWa4eATH+2Uw0rewyWzoaBygPCdoQ6S2UfWj+hOOPujjylgDYQqxN8yl/fV8d1OiD5DaHQ4JGSoFAQdrvZ4+TfgVNu5KAwB9joYlremcC6J4BdGHQFtRJn7t9Cm0ODEYCCnjBXL09wvZRRMx7CFtcvo2sv3Qn4sCzIjpln3GeEVoViErKEMi4uIXICGwcKSET1UfkH3SS5FdOFLUuCUUJ9iHpk2IJIZ08Ec4xWkrzRyzOj+GAZGR0QMn4qNkvaca6l0KvnRZn5UlGMY3gS/XpBlKnlrBAMP2aogfmM4kiOV4mjFvJj4u+apjPEQAU7AaUM8BY3f5UHCne9VmZuRORCwI4qpTMCM/oMIjhmhFTwbdWQ4scF4RBY6ihDLZyc911kVS4q4DBpwqqjnEBvXGSoR4brR/Qj2ivgAxBOF0AYSZpiAb2RKeNFcQ8ITvbRMOyua92+8rjxzjflRMNK5K5UMpT8A+ZOI0V8wJHAUlncxzkmRZ9bHI2YmyirMuN6kceIeTNHcBN9f+Z6A5ptwKh6FqVW5lDA4jOgs8+Io8vcHGSn/GxOPoH0JKTIDGQBEDMM8n2D8uIoSk/A4oyj0eV8yG4CFqAvXc35umuX7GT3hNeV8imvTo4oOWJC5mPlY8atPHIEfK62fEZXjcVhjJNYRiEEXdaXhNmiBDf0uE+SHGmdMePq49iJSYLwJYr6KxjZsTfMBzBIlObaB59fneMJ5kPtYf3uPUtExnFOuEUIjg2zuz7dGhjLkQgbHfsDsBVSRkLLlmsOjlByGokEhjhFfY2OSmBAhYd+RHOKVGY6CC9GQFGwL3wdHg4sBDEPxTmHG0SOmbXHQiiWg2VjiepkDHDMzAl73MGyZRhVN9Sy2zH2j3aODJT1AYQsq7ZR63qgpb4HbOLDg8TDU34memhYKn0eUnOhwbqDTSrRt8NGJ9/Psdm8sMBQGjDOdrMUAlyIbXvohyNrJUhgsMHqwYDkToCyBQvwpx0kHvzlE76HsNfXsYcklOfWzwtGZQ64ZtJaR84x2xXDCTnMs99HRvkMoHvVqC6DSHbOcms+25ImRobLSz1WexNwzKKvVGXHxmTBPpdVbGZDAnmOPTKMJe1P8YeBJ8xeWK0grcbCj1UJ+KhN4PetFSkqOM8HrLagL1wchMq33Xtggh+WdGM7Q+WPDfF1wSMbmYSS8Ew5LqYbLCfgM6Py7fIud1whMw3UbfIPPPMLGhG+V/5pRalZWFmPvWN3Y1QGLlc8MmdmR95GY9ekBlxGFM53SRsly+T1cQiIn/C3XmoQP/rzQde1Nam+Ni7xdpbew1sj27+lAmk9as9JMM1YeO0mC5xAXkJrrwjIL45FzRfjtwkNJrBVcYVrrefB3jHuWuYxLPF9LRvOcX0oO63rXmO3Jq65hmxe8fp2T/1wFtveFt0sZZ8GxwY90bmIq82t85+XDJkzTxgUkRq+omFoggOW8zflNfPHPCi3DY8Jq0LnA5NcK6phlnfzka3lNz8hlTrFcmpN2Dl5yAWutJumIYnZkDH1uyLK5vnPuLOEKBspZZrjYK8sTxvkVz8QrhrzoMkyX+2hHFI9rLPLLhB8Df8RnlsjwUGBQpM0qPuOmR5V0ZWSYv49nc0nMYO+DpmAEsaAn5lFLlkgqOWwzpKuWI+Y+MaA9xTtSpUM8n45JCn3/rs/vxGcFS2e7DtygkTOG8SrA7DfxzrUKwlBvPT9FsFuW64ERgRyiQYL56BMJDJylM7sIzFqve8g4ECBdyusK/DLSp/U5UxjR+xgOrvldArKNCG+z0KEy8GHS8IGXQaO+qVu69OyQWwB0ZrxSPJlZJD4fdOYC7i83Z+P91k4WZgas2XExZNivoNvyvMkT+vh2VgZYaMwrGWOlw+YL0H4WpPVy0+ig8X0C3TLtiAPXvpN2XPKJ5d3C8xwyjEOc1Otv5QHWswdt1sHQWecZjwX+Xm0szpccNC4urlppJ3up2ek8v1+vXWG3wjox7Q6ihZKbY6xtOmMm9Z17YF40dQfjolft95nULisZ8gFhyLNddZ/mJnl72mJn7kXiUg57azh4cMXTaY/wigou8DJj7M8Fr7hee64ylPShtOE+Jz7ElCjCgHDg0iIbzN4LOfmb2YrPQXr38o05TiJs4z0/XvmQftbPcvn3mE8uz12eH1fPSMyzpB6565aEgwVGZg8k9+KN568bF8v+AcaRKeH5rE78CpherrDwPFaZQn+labvPRg68JdrIjhd90PjvYanfnwnxwrpYZWsIeZ0RRXZNHb/s2M8VrUkJxQEVPKSZFdk31RUjsPbsCmIRsypK+tkJqC5HQjlwQTsYccxGTIEawcB0pzZWZj9k7+i7gIEzslb0ckBEQZHxv6KrOsSBsssBFAKao4BkHKhKu1DUbAaj6xJHJLZRInsYCHpF7o4qjeUcFhrQFbVDxzkF49LKoLmJROkqTdGTumQRgxtRhNx2Rkwl+3NUAHtn6dAkEerRcarPzIp4YemeLGw8xTrqrFUXoQiIDJSdmQy5MWqwqBFs25/Qk8yDNv5EyQRSkbKtovcKtJ110QuAg/Z+Y1RjVhGLQ/025kXVi/4GQAD7fwOjC90U+gWsPX0EtiMjPPo9GJHxbzTc1Y8YpYVKA0s6nUEj+D1QPvAd5YghqGQAJxmKjsHv4v/C79uPQB6B8t+B+ivQRIT6YdQWR9/Yl+Hu34D9B+D8B5YVQ6OgUjqQT0D/r2T25Vf9lmE+FKn7fMdn/fQAHO+A56ryZJ8xlKf4EWh/Bvq/EL+igsaeJyDugPJ7wfCeDq6aZJr9JyCV1REduPsj7yvP/HcpvH//AmYd/Ajk37IfRDcc5QQazYE7UCubc6PrXO1A/Y2w3D/x+grB3Ezzme92zdv2I0Y5i75x7/I3oDla1MrGR/6Uwp9+BE7Br49/FLwDbFz6O3zdcCJC7BJzq9MQALpwPUSPZbyhJ32hspkoKtWViqRxOtwsKkFD18iusBFSRrAcdfWkQKkGZQ6n2qIEAFr/MgWwFmFo3ny7IkIuhFMArm3ZMZgegMUABBpQ/V1PRieIgDNyvM7rcxUIhyjJnyJn7Sg/ZIOijUkSLKxgKIoUOKL0A6O6ggoD4TPn1TfXS3aEBTcqyyowB/EOVU43KDInCQe/24KWnQ5O9xz1ljfxVuIvDfRslnUp8n1lnDppemUUP53VB8R+TyZwvAPKgZFw/SxhQVHnUQA8I/BPYB3aIwWJ0yN5Tz8i84zef+NZ3pKOw/iR794/0aFgg20t7EewkTalnJWsn/8jEJ9HLWLEF/I+y1SFsAPuKZTGTkV8DzrZXHJmY6mnJj5d669g5sYn9B6I/R6BA+r2gqg73IslW5KugjW0yc8lxJePQHS0aIhgBBrPlYUuZpnxyBRkU03VekcaWw7kscPpIHwNKQWlcz14Qjl9Ro+KXh/gBqaZQM8v3OtQDytFztgxVFoALZhsWYDYC2LfFL0InulI8Y3CzM7KqNCMxnkNpzIbU7cXOo+LYF6gHgtfG+1p/p0VwM+cd2fGFOs45zzrcSZM4x5R/hMiPyD7D0B+AfpvOqsq4zUiU20Uhxar5pT9A+eXv5Jn9yTfUV1ljKi0j4j+QMO1neUuedg6I1vLT2CW40cuJe3Q+oKIRMELGBn2wHPYpqJEhFU2R08wMpqRmQWQbGJ6dEbGE2WWUsCsEGcLAIhp9nWTTJYGBByK5UbBOXoX3MsmWkXzvwA4IbpKJgYUGRbzGWCTbDaGPPIcD6cQ5dCwox87UCh303km416e9a6z4C7nWniOUqibag0r8ppnPAbdi2DDzuyO4n1/uBF19BC7Ig/rQxliA2NT2zIcWIBCeNmcNQsY5cdAkQ4MI5ud1xKFRcc5X5JxZ6hNhWk1j0O6BGJHDxpghgFL9XkjG6+R7GCXw2oIIb990V8uTessv7BUOZTvGPeLVoV7SakMSMjko14JDDJyZsNcvzl4pnHA2jaze+AI1K5sBEXekTyShrt5IVSfuiCAYC7HjFDKGcM0SpfhSne2UxD69Cy++TLMvkVRhPOufTzJAWx8h59OJ9hboQ4XYxTI96akd1eymd6Td0BuxHnLIMA0sq6ZArHRCJrOSpCAVU+SvTY5LhVFrprhI3JxCGQu/7usuyQwAtNiXjeMxBOmaXCO5wYij6K3yqbQ3MdlCspxUAOUjYCk3jyM+qN3ySKvdTaNjR4Sr5YgkATo7Dd0F7i4Ka4xfEx8XSMA46oUbp6VaQhfQxe5lpQ8TDkthtHD+IzBezFe6cyPpc9Ix+TbohHD1JmqVJCJi/K67w2VsI12QGZHxCfKphtxLfNI2TVfRHuZzTmidvMker1pLw/AyFo9Ecb7b1xModwUm2pxB3tkGfYESw4ZPLp7cxbZUtTnK+xAU6WE2BH1BRkberkjbAsBVYue3Y+kS+2ZcFb/k3Cp7CI5K15Ax0kieyetT+nu1k0iYV4b6veF7MzyDnA+2ihHSDMbGeQ5zmTELllYOmYLZI+lspXkKSgrugQzHtqG3A9wjX9El+yaigzW2Y+K3Gi7aa7i0Bmp76hs+oooI6EART134AboudGe5ekEKw5EdBT1remw/vL4dVyD6XuAmVXkkdM5s5yt3pBem52ohfKZDdWseKfATYT0o45RX19R4OmsYXyB6XmgT9Kk6c+Sk5JPeTIwyk4OLqGAhADtHNHRR59C0qtwlLjg66bRNsTPwNYqp7rtDLscVjq7wT6Wkz75msnnSD9Mi3QZAiNaPPc59wCc8Wt4Mxr86ZI3qEE7lBHLCTtI1cBPRDzDQUZ83gHMqHvBLNmZPDsOpssEM2ksn8kQ7IAhZdi5zwQzDCt5nhwIFOeu6PFbQ7yxgP0E0vL82HjPWzKV5Xg7GALjDKayv1xlIJa+RoDlc2eigufPAXqAbGUJYJP+fiYdHSVGMegHMw4dqMN9i1HKVbIe/BVpNXFqKYsawHA+ic8Mp65k1xGXsxjZY5TFfuFHdv7nw+C/lHB9rpz5wX8VZxkogCnHXNwLDXL0rO9ugx6Fz7ACnVP2XT1B+0G9MXLCzYEPIbmPwTxVLLCIzgvPeupzyw6Ag4KpEvnMB1JZGPMcfX18txNiyiNCKEhwS24Y05qB7InelBGghZBxVDkuvKEWiAqcTugI0+wWLAVGt+yWmFJ6Gd6hmTETl8a4jimMBMhEwaiHyFT/CUUeKoMCANwg1Z7Z8eMgLacM+UU83VonZOBSao4QNtPXuMO8FPeORSDVO7VKuEyI3jFEbAlrJJGM5hsNvcfL+NxRYxsNtZ2nAIcNmXTKsOGiFRfB0ULh1D6QbUfPRiEl6AkNCaY5GrNVphW3DmyBQKVCWkUYDasa38bNMdcPGIL9mtI8vD8yQqfLbLgpM0syjOhPpIiVGHgAiEq82GKCfwSz+dkBNpQuQH6UkwFAnGgUaGXe627okUBReqrXeSEksdY2D63K7+BFOHykQNM24hKqjOwFOIeY+DOYCn0H5Geg/xksV2QnjDI9XD7KAlkBn43jwpA7UF74TJdgKEoZlMMN+Mif/AL0F8HxBZe1IwWHYqWv8t6iJrSjKZIRVRkKRZkk4WY97hERfH4qc2JYG45cE45Afpiv7gn0B8KnyDjYg8Q41TTufWTTL6cAY3nfZNuvei9YkbT+j0aB6OqahFJzrZxl4KJHRfhZkIACjN40Nn6PTIE+qCfvjcEMzCwdwRl+eNp5aaEMEmyVvt6XWMirSO8cOOvYiuXasf5lwWb2jqoRHM28CYaEvKuwIGUDzHDuKHJxwAGiR2NXdJcjgRcD4YSXQS5eZMHW18pgHZ6rIJOxRC/aKAZglJoZcOb3ietox2+MPvfJKcSDvnXBTuUDo3QJlAV0bBeQVnxG4B5uasrGv5voYEO6700xrbzj8/qTeA7PUZpvVvHK0ngmw408nQ0A0JA5kB1jU51ibeGxiU6raVb0jU0HQzRBgmoqnZslior4GY0ZHTErjQ2DmAwoqBQeo8HO2xGJeeFAtJIVimirQFU6PhzJ9cI5wAI6eTnl6o7SG0v4xR2mA5S4mXmG5ZIZyTSpxuDfXd907f0QWnxs6XCNeoaiCDCyola+kUD2F0QcEPVOs7UB6CtjOPyEW3mvzyXsJhVtGsMrmEa9I3BAxAMyHxGgQz/zk97b5zlez5bf6bKJ7jG0Csp2ItqpF0UGGWWiLGeRe0fHeLgEVNyDwq8N4srMlBLBcnQFs5mp/+OdseNX7y+SfwaMOnIoTKZxZZmzszBSsGrD2TDrJUtQH/IYZb4Ycu8JwDOVpN5Ykmus2zRG746JX1N+6HN6lkeNO07ZHwa1HYkXRN7PfYmKgHqDAHOPfG5GDXrxCqel96+X/uKcYvmTwTnIsuzBLlj5o/EX6cKIYpf8k8BMB9d0/fs6pV1PNk13ZKqzdu3AnwFgPFsz0jUwsoI0w1kDfc1QwMJzaRQYfVoMr8GTMO9LQVW8amRpOOptRGWbloiujf4tWPYVGD0RhiPLMJJxx7wDgMxfvMfR4aNhsPQ0ALNHlEm13yHOO/QCXuHodDuSHCSVI2qOxgGXMyCEZokyrHx1ggwzev1rPPUaIwxnn+m+XFE0Y2G1Ffv11ph7PfEyQONe09poBMlR33xVHIy7ht6E78UyLpwQeOPvy+ttVIsLR47PCBa+vNBWG7tC/BiOYL2CrXB1Gii8iZd85TJzaeF5SwkLG7xy4MRaSqTPJw05Ue8Pn78lsy/AQBEo4G6B05QBTa9WkM09GSAcGRxF+viy6cr6dM+ar45gQA+6yqbhWfq3cK0X6ogKghi9iVIGRNAJQf150/Rdrk6BB90Ns6mHRbETwkadMhxEQ+QdXkmfpZkhMeVTf65syFhwR8ZrZm1QV4hMZJdOIxtLWG4Jo9pOXOqm5ZRHo9iG4PPssy/nrvdtyQBn+agAVDaVuLPuB0uJRjqDeJOunAP9Jq+XLAeV9Rv7L74uO1DCzZW1gNIWGgaVypw600gQGHys0xklGZM6PHGE56XKqbKP88PpBQN9LpTFt0bK0Ej5IZ1WM4K5dLyn4UJ7k7L9iI6NHj6kT+kzgwUG5pWCs50VQxa94DvaU8kz00kxM1SGLDwIQsfMgu7CD/GerK9p8Xqoh65h2jb5JqIJBqa3ctgg4GAZ+mpFO0cUldcsxPH5H+WP7Xgo8+8MOAAk0/yEsmSGmy9b3pGOax0kgNlDxnzhMJY1S8YtyDxgLhyMruCbBVBea6oiTRhJ64TX2K9vjJFJNWXivJI5BoP2H5aPFn2en9MWNqWiSbMu2fa0tXJXLX+YqFgO07aNd+k7lZw3IAetu06b8fqtT1oWGzC/4sH08gujdV6uxIzp2Jl0Au4PY5vTgJeyjIctKsYzxzv4UGLloFmG3zXfW+aR+wxWyToDKAaMtPum3wMW/g3BOHS5nTnCNdn6R2nFXGk7eMZgfFfFnu/DuO93QmwPZwQSpfKgdjceemHNZhxT9tIj6mFDQ0HPoyKWmGJYesA1DsPpJpmqMwx5BJNl9s10I5EbiXvvqjPc1RX90OUUMZkIRFPtrVLBev87HQ/9GZGMEjOSkrY1ZHT03BEJ7PtBBE2bpZqCXQSnlwBKoCSFUiNEt8JbchIKPafjgJLBDIcM5Lkie0Hu7KZeceJ9rkt+OsG1clEDXTX5CoDigo/+nR3ogWyB3iu6UmSh+qyp3hC97vTmvxAGBQYaBZzWG5X2QiZd04pcAB3Y90bnQt3ARtSqv9dSNfU2oDiiWwjdJEBWMc5zF0NYPIrvjZPWsX3mwdkewIjEHwDcMWoHjpJ32Z0djB7RNec7HrJ6AvYOnM406B9/5OL7PwE4834ASBrocFTZoypC1BSxgo9A+QiU3wg3hHhTI8PuYmDtb4Hz/wbkH4Ht/wnWaf4RZI4ynh1OfHd+BuvaCoZ2ENxt/Lz9GXg+8/P6N2DE5R+B438GDv+gbIvfYwp0n4HyFz37/xAuSGA671xf+ww6auRIyH8A0IDDfwHiGSzx9ACnGI+eG7WCdffUf6IdyWhaAucG9un4AsQDUH4nxpJcV/0D4eXMh/xXwsqRbPsmQfJPQPzC69rOdZQ7oP8NgJ90pk/SWZ8wSlJ1RnkiXySLpYTTAPqvXxX2YjTPFoF1eakhe1VLCYghhXYgN0a6mQ+Be8oauTvPYChyI2lMGTWLi4VkGyucmqfPCmmeo0mhyLjUf2yoDwClBFzmKiyVIhDFgt1ZjMUsww4oeffLjM4cMMgESuUzRhbAkslAyMFsnAI4pk5s9tSVZTBqs1rA0H6UmNeOZybcswBSOqLMtPThoB3CtoVLMd4ivDOP73xmLyfQAOXoB5ahSWe9mZ6PNE85CFyyrEuxj45h8EsK+ul+IsU84SvjoIjKPPJ8KcqsxG+I/IyUsxpVdYtbojTXOqXTZaSkB4DcEXkCoqIcXsC+MM/8vh4Fh0/8vYGRjskIvaGk7oq+j4bcGiJOxL/zHbA/ADWRlbCOQsNWtoq0wTZVD7iHasB35Eb6kklnrcuCdATYw2NDRUGYlm6scZztBehfdBaT9CR+piG6OMKDxt8uBaT0eyArOh4ANET5BYGdWXp5Rtp5uSvSu0mRCDpVe7DnTBQJiYXO3zwfEF3GAMmpNDbuCHwRf1HU9f6ERKAURUmpnmrsj9zT/gtYJ/dIGKpHRmwbcGTAQPYkTTzm8L/G4AuQvSZQOhXEXr4twjkaKFLlCF0/PUAY15OilJ5AngrRuwckfqRjPO4JV7yI/kh5A2GRykyMVBkGNx8vn0ljUpkouKNspYzEgLIjckfgCOQJCdfDZ38Q1ND6HwBsqiEbcK8ECtY70s5nnnaMMkShFPyhINrhAcwghQZHm/NcqV54mpZ8Eb1QBlEesAZ8WA6cBh9FgfnMxllwSPGVCuQH8cAGZi466pcZjSF+gviVMkHYsEacDXzgO0278wupaAGv7yp1aJ21mECrb1ZulE3iieuDMh5wBPJRjpjfAJyRXTLS2PP3R+80dpZhzFbUYjIDuIzbp9K1RsknOlquHMFQNW2Wo8KsGEAZznXyje4yjWk5HxgBUJGw85cfb6Tfa3+mnA6lHOXwAjPzJQUfT4LZcNNBNVVGBi8krKjNdPyKiE1npRMH0dBhuYG4xcAl8XQH3yhqO1MutSLYCBfsfgtFuNqY5z4dr+Afhq3LEAloKbnBzw3QmSxYr4ot9zVH8FOVfkfDr8t9Qbiwwwb/WAxMDlTrI+PwW0NZLEPm0Z50yX7eiXgBoyUTo+9CBni+TuItlnNEG5xJmYV7M+x+NjhMQ2DaaBSJEP0apdRG2TNnCWzCk47V2XXhQHeWkuSuEelth7IPUfh64+VqBKtgdOYzZgBJHe+/mJsDe6wrLMAfvT8WHBn7CBnaPQcZODPPDLoTvtIAqtKuuRgnHFiitVtWGwbbkKG+05g8+nmNqG87i4GZKb0B/Znf2Qg31sW9I97Z6cJeH1H2SdPfG0m+W6tlzhldT1nqqPUS/2J39jAhmXFgbX7cAZ09e0LVJNwfIg/eSz5XpwtdPTh6L7DeT/VJvSPGllWUOGCUkOwAzp24gGfB+8Dr2xPlvvJCmDQ5fZsjXInXI1CyK2NwRHOfENgRWZm9VZnpyWd2oDVEb2MfMoBeSSN62TF6O0EZGwn00QdHzoiiyOH+Bcgdvd8DcUDgjvhRzqAh2tlPCZdnTs+/QE62Bz3LjnvrQjrzXUFw3efV9f9lVB5BCIRHj8JsYvDdBcm4OpdPjnsGRZSK2FgWs/YzYV9d7u8rYzj/6dRxn7/B1PNJvFBZ3iozzcy6XTx+0evgIN8OZ5xe6n6gfhSYelE6UMx0CrLhWgkTzFO8WjyC4qXKxSrYMsOBI5VwzTu9msZ64mgyEKo4qOoAZ8NwfolhxM8X8RLxaskus1x2J33PA9KlJINBU9QhEiO73dkVNrYq8Ih0cx+0Czgi8h5p+QyhPlKbYN+Jf6nMfRRkOYimLXIKnEWH4QDNsKPZNOAZo7cHqtZwvyBIAfWbnBmoY76f9YyzeLWqoHwV3yzHGjMPUqWZpYU8YWQoFWZvoxIvo08pg9gy5aawXQWh0rOUpSg/6D+Sn1bHejp4KQGXwbLNYpSjTWWa2W6hoOzIgoLZ1zEX+hDq2+deuMMxNhxL0LlRgAkRTzCxeb3qGuk7FDTkWBuGEMzSr+cBi+GwQoysrDAP13cjADNd7txODGdXYIEfMEu2rkGvbcpwlve03rnLhVl0XovlukLZ0H6WiBxHPVCB7uoPK33Rd19XES7Gdzshykbl3YthkHcOp7qdbhEdpXQaw7Mguw13ZJizdnpC6QpqKmRBJFh9AOneruiYERU0CCoqqjRgo7BXMuTgInLkaHrN90Snl31GREm4G5tBA232bcwDAJELZADSCdj3oCdGLfIc7WUYcB4SgmUs7IqqpzBOh0H2gt7UuLoCkSxCEZlAo2PEAsBozug0dtXAzq4fN+RCoKu0CKR5OcILpVFO2kn0StxhMoOO3pvg0IACbOkGgTqUrbD8EFwHcWa+kGmkoh+AUU9s9HUg3HMX7MtVtPhbo+neeuJeVTVR7FKS4QjLJwh5MGpOlw1oB6AfKKBAeND9/R2vzV/4ezSbVbZIPQ+hElZCuoWiR7CExElBTgmWO1AfBSSFy/Yf+Xn8Gcwk+BlDgQ8AVZGnTUaQJKYTGQ7AJuLTX4D+CcDfAeUR6J+BfKLgc1CEf7+n8JQUxkhYT2D5qoaRkdFDjMR9NDpoyPm9QCRnUUo46EW88IsYmstXJeffpYz0BFoHiexn0bE/cG4B4lj5AHtJkc/CjUUE87vKE40y/VfN/wcwq+UDkD8D+IRZJ3fnHkfFqHmSQfhkJw5lJwy/Iu45AozMKuAshRn1b4Yjz/yIlPB5sMqk85prNAmJWHY3C1uiGExmcn1b+LHzuzUiD077d2SA6sfDDYUsQEn4vhAofOisfEnpGrzV160KsM6z0259Sa7Pu/ptxXg4Mg3XGHR3etx9V4wprAJvJOksRpT73MeAo36msMNIpKv5jDmrXMY63yEMUDEKefnl5tE6YMJPOgwpWE7FHjAD3BD1q6PY+CW8K96rF63pAGSlA6FUhJzujKZzVsKyXqXyM7ONwrcdDI7wCrDRYDjzwYLdiCrq01hWEiyxcCZ9yHtkuiF1YJTTUdZXmsc2NlAsrhU9sgvpfA/1eHIgfJGxf/C5oug9vEjpsHBWgXicR0BR+86k4IeOvH+ES/TAQvzAhUJahQ70MxWA8jIUHtbtpaMsRhZcwWiwOo58aF4n4lLRd8mU9EhnikrWEW3KfAbwjAjRNJUakn5BAVlHdwSOdkiRVqMxR/BYLhlRX18bnfuVykwYKciCRQEYGWh6QOcc+d2D3n0Qr1DpwiUSE+gINzUcNII4nqNcig1eNoCJx/ZdZygwSw2poV3MaEreoz5KUoJCRqcRtWdF1fQHLEtQbPQbUd8HKtq5wz0Z1kyelFFuksbEiAoEBi3g31YWJzQSjiqOZW+kRChCMvsRsxG15BIb43PDyJQL89WOwIFnbUTEHucc7LGy0h0BqITSmJrwl4oulS/K1XZqHLT3VNjJpqz8OKvTRsCvDEeYm7jbuJ2XytOqBl3i8GJEl6Bo1dAlAtZ8PQmbPHM5DbeTYBDXzS+AJbpNIb0jYjuBmfG4OB/gSP+lx8Sg+RBOTCVwLNsSRM61rlHifK/OzJLpCDgjcvKwkEzPOfJzmyhHA+8Rtet3+99cZ455mL/15b3c63AjSyvJIDxGDWZMmDkLwpP0vpp3Mqhe8hMUgARH3075YHJcz9x76P19b3gNwpvhqIsL8ZJGUQYUxDAmATQIsITmcIagjFeSvVje8upI14uMeN5PLoVR+5yXaZ1gNsiEDVAzAONSslmjkwEHY6x01/1ehlVgOAYw9oe43SddQAegMnlap/eZOp0NaGvmnB8Z80hhMUoORF/lSEWThx3A5s2L/nNh7LestwLBsrCdbpfXzuEs/OFpZRRoBpbQ2QV2XN80kIknKdrzG8iGgVsKAEplUaQMNiiNNorOM0qbhOdB2SlLIS8tRww/lHCHvST0QVeEb1Kn7+L16QzaNI4wiC1VGiXE6yJUOruDenqydGXKWJ3Zkf1MflKeCbt+P31Nxn1H0S5K+yxdx/cPA3UUlY3GxOFm+SNYYbGK3oT5vvdIZ/8iy48yK8/HWXKh+wjKoDwccJ64edbsrRUFQGc5krRuBsmyUTD7KKm0oQKO6LSwIX2hpbI5pIJ4KNc64y5BGeZZhkRhlXCGvpZEK23S93dGmjcJlwgqzyXHz8g2ygpWgNgxMgLz8toJW8mno8za5HvTBGYbl6kUFnoE8VU/ktfNTHKfMctXZ7AyQoWDA7Ce1WxAPuss6mCkSphLNs3BIcr61oEncJa0M1FCNq1YM1G9Jw6SmP1dLZlgvIOZQ2EePYIVjnCPz6G3TwIJ9wix7EA9vU+e5FSikWXS5+fw5x3AC+jsUCBsAM6e4JjOJXgPh3zTJn0YvSO+MRxwMMBQl3kpUy0BlzFy1o1R5xKdDeuygJbwNj9LeAdjvnpkW9FmcuFgwKTTMUrutfm9g8EHmhuzzUu1JyNrxeszzzbO+i7pNItj5JJrm5VJYZOsMG1CU86KaONa4qaDOLRvQzaV7GWaGZy3Zde042QM3RuBUaZqzGDlafMdUxpdznQHLipvjLNG+hbGCcvMyrwZNEivKSPL0d99fXy3E+JcnoVSrmv3gIyKuvVJVJuEwGgoOCMi0bJgB70sLVmW3hUZ2Vgz4DrTzXWpKpG02DvzwudHaYp8BXoESjagNaAEogR6s7IJCpyRytoxUiT26ATeXgbASjTVAEyUOCMjsG9HIknj5kRjOh37XWxoUdh9Xkb4nopxijN/MlCyoHcaPBpUuacA5RiI3lDjtynEl4IsTAPveUBil0FOwm6kDA+WxmIwe/JxG/YSzJrYEFlRUZA4oTtC8UDhIHGizLQ7IkCuGBnVjp1wcgf7OBwQh4oSUhsqhSXSByr3lrVyEzVpSi+VUrdpqT2+A+1stAiXDvqRN+MJyN8wUkkZUqDfu67dgLoD2wuFin4CcA9sj0DcAe0HIE/sM1ACOIhYOrui/JmCWftbsBbjRpzsn2g4OgHAh8VoprmWDtwnn33+iw72f2Sk7FGCTD6R4D3L2rT9IMKvCP79V67zfqcx8Pz3QP8/YUYKVgBn4KkBz/8k430F4hMQv/C69gGua8yDJeJYLVT9PWHURNzLv3K98UB4989AfgZ7SVSgPoORHXIInU/Aiz3jikI4GKZf+M7dWSn/CArJ/yJYPQoJftbnEjK4mRI2Oh0ukUD/AOQ95wLjlJgyPoIIXcGG2p/4rP1v+Ixdyld5xNeJoes26qdMQSCQC89chRUTfhpvWWWkK2rSAizgKAV5YDGcxMM2b0EpMTKwLJP7j9IXQzvEmG0Ad2RHyEDeJSszPfRidK1rNO4ms3Ed8KlsbFxnt8FvoyLZnTFhw52WmaE5WFjowqeQAFeAbmFMDG1lgRbk9cNSe3LOxYbZ5NZnSAzU9NdOvD43kZEhVmYM7AUWoTkm+zpgRPMF3BgqhoTQEXnGiC4iEcMQsACMJmcWLr86lKovoTiS0dxZT6LNMpG1ityPQD6jREPHAR13Q25lJNgjmB5sQUkOjBFZpCiKo2q2us5mKoW5f0TkAYkDMhKlnCnc1Rf0eJKB3mXZCAf0M2sGB6PKijNc4pHREkVRIUWRiXsiOmUC1gLGwFsaPs4U0Pd7MGL+nqbKSEbaBCO7ILwHGroMszUbUa4p7T4AGsekPJaqvXwgXocaJJcXRJzpmG6g0bgf5YAB0mXhyoZef+Yck6UXsuocljspPsLLepCAbgO0fm/Ck20jnG2grkvN0cboPwqfiWKH+OGRNLI8ANhRyhegdfQT5ZSOjvyGIhsQLbVDZmiYjEB0JOKos5tFjrAnJP6F9Bf3sCE+3GcgAszSUNQfGroVHvcMgxU/lfhLRR7aAIE70QXyF+KC1j6CMAgi4nQjr0SF+05wfRsSj2BdbjlEFKlDR1eAvVEKMj4AOCLLb4hUHySk6J5KX0jhjNyAYPkz0jRmRHQ3Dy0yaOSPPJNyLEZR6bJ0FFUVn7Lwf0dYKFo1SwcDJhzd1RH9jtcrqw6jGbZ7RyxGc5d2xD6iueY1bKZKhfkFgV2G10XhLYxCj+4UcpW1VL17EdxFaXp/lFRtZe1bh7PgAiMi1rxA9BXiQYFE6UWdOlzqDiOCjYFIPOMUN7vO61S0Ah1lOMk4WZb+D9HNS1NEpI1SEmBj8iq+Vc1dXa5Gd3Y7rx2ocxG97thzzTQDzHDjubACG4p2TsmRofI9ozH94IvKhESXn53yRIF7Rx21L7twTmpmgEEEXl9MbciGf6sUzg4wb7YJZZaCkgyiHjp2ABvydPLMfzGC1fhXdcZ3Gj8zULIilZUw1V079b2bVnTfxTbNfOG/zjoFMMtNTSNGhkPGbEq453Uju8kl7hrpBTbZs++FIpJBlmCSGBCzmcwfJliKZR+RkvP8LEEaFj6TxjeXkgoHnXgPqTgPvpHDIblNeqXShsPBNBrDGy8T0xjvGuuShwDxJ5dGTIRqpU+HoXZrRJFr/obNWMtcEzPsA9ZjAsafrvkuJSoA0mGAdGHAZ32nnH2S+RLOYqDeS4xiL7UedlBqrnbEKSgiVPry23IbUPBlLg8O2oux96U8g3KDzzHPfNj5hZ19BiKRRVlylZGcEXTMM9MUQFdEfgQj7mX7sBM6qjIFhLcJg5x9SAIuOdSA2pE9lEVYqMdC/bSi0TgRFT3IK6Om9t5yF9fMviI56XUALi+ZGx0QWQ58/ig9uWnfjshakWVf/GoHoDFKPFwKSYExqYyBkcGCR4nXDqJiBi57WYk/utego67V32D497X3vSu0NeQ4Tspw7Iezgf2jAAfOMaPoNNDQPVaY9UVdPmsgsiG6nCXZKaf2z4hkTDWDdInTl2Xt3sG3YedwCUPTLJ6dWfYcmLyCMinzMhoomxm/K4BHXASclX1QLV5zhB0tdECcRO8UjNPZ9yNH1HyIxO6I3KeMkM66CrhsLZqd9CxpF3IipvHQdeRHYKZpF6sicJ2d+JQbAMl4wrFIVZCIZwR+gctW8XSckEuUdiTLesJBvcXOpqmP28k5Od0akNH0LFe1UEY4lnXDzhE/tykYww5sI4AzDqreZHhYZlYPWgAo5wVtaG+d8zIuOyOz8VxlgjrMlU3gejTiRbqfV51OJpf0gzIIsmyiDw12Go1ACWCcxZF9uWSnjrmvfMK69ZI1POU66wIx7nWwxsRrIJ3p1cVb4zBgZFsL4XsQxpeBHcIK4v6SFUN7QCEtLl7fvEO3UQ5bA9hHgId4WN7BzlrKsCetw7Iv1+HKG5Tf+B5nVyRWZ5r2PKSv2Qlp2mDHOOQ8CtBGZLu7Ya7gIMoVrPAT2RCtI9sG2mCXYC33KF5KwnH2qjLkz3ubZOYr47udEE3NgzL3RWisKsmfdHabUaGjlDOAHR0bjc6J9S79T6U64L4NVrLkhDgXoCfyrI04NCK2HESMcm4UIiLQRXgLoFp+qQ0ToEJqTQLRFYcTmwQ8CQAynuWBscW1h+xmHdETrRegBLoJv7y4DSzBlEVlFXKj5rOkTTdsCoYIRO8o/VmTUtkglT7pTVkfon7h2n5ORxrKmxT9kZ7HJRdQwDeq0ptX+arNh5vlp8JEJzAENkhAi+yIQu9r1E1lW0SwK6g4BxWnzCInYyp7OaXbJ6dW3ORaCtU3BT579Tf+4KMm+QlUkHmYSAsKpiddZRCiAdsz63nvip6oRzDC/072UjEk1023sl7YNBL9b0nQq77vKtO0g8+pBxp040wDQlFJqH2nMb4HsP9OfY1EePuJxv9djoHDAwlNIy5jfyL8y4m9Kvb/BOTPoPNCtckDwPkzsP8J7ANxTwN8/YuM9j8LJyoFwbOJp6MkfgSNlSfQcPFHrgEf+Hz8CbAhJw506BR7nLW+s5wk0YHtnj8NdOxAeI8D0D+Chpv/LualEk5dglBdlJghuHSgHAn3/QPQ7gaT43NtQLmbjA1dwtYd0D6KNnzBUIq+im4z3Y5+PNITnzlGuMRldJDeGjqT6EwRdHyfQgAllOhcBOC6nI7uCdfetnI5GPRUcD1//ulokBz0zT0dwuehi/lYuYJ+DwO5HubIvuBzIyaFHtc76tdp8RkATvTqi2Y4QnQIZugYqYcB4eFh4RvT0DHGknU0I1rp8KacVgBUGtwUOU04Gg5eN4bB6jUHHNLnMlfhjrPyBuwNU+2jDBMDPkPIdN1aP6u+kk9ejRHpJWOtovhJTxuz2zIpCIpGudlYzzvCoCcKjoig88BKr42djAbcEZ3n1IJOOqpHPViiPYpua97BLICOZ/Q4wZkTYcNDWoHluhUoh8gqBa4B9UxcLIp+DN3frwya7s0g4ZyoI8e3BKLinhjDwbUjsSNV9qwoqq13wgdVzngceNYUjc2eA2wYmdhJr+NMsjEEVqbu0oa1g2WGDoj6IJT4Qseehe26TdwHKPQl10BRt4xzGAEaElAZANFFA5zKr4xGx8G4xntuaqQddHiUYGRQT0a69bSg+bVxFPzYWJxRYkJFR6mO6ByVi0k5u/MZ0wjAd5HKvYx7mFKu3ghqqE0nomuQV9BhfJz0OmyQP0hZktIluE+ju9DSkZd5AkuLVWQ8IHAP9o1y5kaAzpaEo/1Hs9Zh4D0CuEfEl6F+TCXJTpIgXIbT5DNhoIyPHJmkKbp9z3+PzNAXMOpU5MaGUdNxbBgRbREYPZlMizKQeeDf7pkmehbC7ZF+nBDcHCEXy29J3LmBEXUvsCF8GL3lgB5KZkJ8y06RpAIGWGf76iijseXkNdOJkAuP0zzktAg7X7CpMXPqc99rrlGEe17jQq/1Djf7ozFmmlMnO7UboE8eq8el+GQiRHcdwViHkum1eYbmI+NcJfHNcgXfUEUz5/XjvX7uWitf8zSRnatcZRrJ+TbOZoDOQBpzrFHpJdqPolnbzWA9SStRtomdNJNfXhsPpvMAEP2DcVRBESM7xIEAXexajqgRXGMZbkWuy+e/NWafB2X+9TqnC81ZtGZk+onOQbSJTngbb3YZLhtoDJmOoxmJapxZDOQXss9VFtQSFcv7FICgM+j9DDCYLWKZn4Ihcr13gESRmjaSREU4gjsuafY8uPO8kNYsBs2l3MN07iRmE/FFfvJ8bBBZM2qBaUDKPgNw0jTHjjjNXyAEMB013tfR3HJ9/6WcTCeimvGO/UiQ1kumgpp/O4tpZM/ryRbzvsVK7WDtgm3tEqtFYeIE9n5U2cEsMoht00GtMrRZdhoIO20PNMRink8Fx6Sd10NuzHFduExkAtZjIgtcHhQjqpwGzRyyvTIRyuwbkBnIynNJdVWOOKSCblLkwAYy9ZCIALZAlkBuBb1WxDl0TMzrbczqSJeDVNZfuI/iBd+C5GDOgUGoKr0oe0iMrGDJMLXLoiWcVdP5gGSwriDZzEU10BlzeaZaJj6AwV9hJyZcejURXbyz7NL7N9pI2pRhUhmK2dnvsWcqsSfHvuQFvXs9RvaBnUEXXxLHrddNfrgGdTXJZ+b5lmkYlADYkenhcyL5Pi1Pk1bSaeyyg3J2h/mxaMo6N1WscD8GN+WNwcNtTCb9iViDjWzbYvlvZ7dwHKYMk5QjnRka0h0jnsTLFaQqOubMr8yjdClmePPcJmawG4grpruDt5nu6+yjwTInr3AJr7l7lAOIa8MJnOb3gdmvQr/toIXL2PEMpfgO8R9w5h/X9kI8HMEuq21QJfTxdXybNgXhj3jmsH1A2ZuxgSUjfS7siBDtls7HdZP3dbiXr4OGJd+brBt3Bq7btuPvQ/s08SwtyUVgZNs4EEH4Fv5uyHnGzTL95PrK7+D1bcofoiXLZAcsB2ZcbDaWPRQOS5cYGWKi7+5PMYIFbHOxPBGWDqyrmVmqv85I9SpwX71RnnLMacW3MuevrP1Zclsyf9rep8C5AmTp43xafshFHhn8TQKYWxJ8a3y3E6LvqpErAwEZoLwmPVFEoMaEOoAMFBSUNJMRPCSEmjCWwmwExDMJX1cNs+1eBFZR1/EsBqJ0vDMjU/qeQHEbtB21J0rvdE4UbV5s6G4YkomsKtMjr7wb6EVWdBH0EkAceCDJ7JO9EhroQZeinCVRYyexF+OsUVBqiNGobtzeUGPDoQuWhQjXrUjuOsglAFR6jRMq8QT0rcrerqyLNHlmVgajo0+IPA78z5YsH7VtWlPIvkdPcxdClk3HzQ6dWrAjtBeMbixZ0BUt0bGjo6JmYJMwyWi+gl42lGBt2YTqmkdHbGJ2bZ7Xd0dJGYr+lXvdnnnA+hcKgqoxT8bzAPf/oPNAPSL6Ts9uq1xXde3yz0JQZpigkkjM+omsOTmyMEJGjvICll5yhscPQHsEji/A8Umyh5jd8ZmOiPJZja+l5OQDUJ6B+z9y7u0/S4h70bpdm3Kj86CJSdYvfH9+BPKef286aEXed0f/RpPNdpP31pEjguv2zxjp3NnpCIgC5C90hrQXDCM+Cshgz6I9J+CQwPEwmDQdGJ90j85FVYRQqESUo2OLPbYvJHJdjsWDFNXzR5XSEjPYk3t/eAaqSlO1L4RBvmBG4Z4Ia3wA8ke+c/vCvVDz9fdGqlSNIxTJGwm3aaxoss84ei2GMXhEIwTEoGV87Dntzd0M1HC/bsRlpVNe8GIGZSUScw1Z4HrHUyjDIij4usUEMRQSYCQK2oEiRSFlFI6R/igBtzjtkopLpDzcGXDTazEHzBIEjrS0Isx1z9qEYlCK9GJWXFEPDEdn67ORubHcNwTDRQAvmneXkcDPBrNtRkOvIfBJAcHOe2WAt/EJ6KwKN5RiCxUxf8dhCNIBDEfI10apPxE+Kt8DR6clBessO2np/gK0M/LQkRuNORUV6C+I9gzkaUZ94wzkAdnutM0peUZlb06OxqBQG+qLkf0I9I21fCOQbUNvO9AfEJX0L7YywZ9AtA7ghQ7pgKLmKkohnLsc+1Ng0VCkMPtRMDqSwQInZO4ocQdGRO6k04XRFplsMkz7bHCe6r3E7KyKqDQKZ3ym0AzBNu94JtsT4VSVNVIKHTiufZwg3osmRW2UFfqLnM82NHP+ABC7jCnljmJoKuJIUf5ph5DOX6mb0KiKLjOSzmWZ4hiIAwMUyLcLsh7Ey1kbNvs+o3IjUYqbPL4/Io6Et4RLG7UYBd0wyvihgI6CFzDj0OWXpLAGIwzDEWlJfA8ckPE7ygmFmXDZZRTtMv12RgZmMa145vOsAERFjj4FXfg5jS9p+hxAxiPpsoT2cHlOI2maJvusK0jCNWShckXu84QX4hEewD4LLu3UxNt2IF3CkQZK1iK30y/IsxBYG7dlF83J1LqcDSElp3wRXZQhsovXxmeg3CPwA6jM/sC9Ex5iRHG5XjHnGCMi7qx3nsSfmxycok2x8z2jrMUG5AdB74Tp0KmIuJfsrRrbWDMX3x497iZGim8AZjUJG6VHVBiUYZibcJPBJ4kczovRJNHOh3R93bJ8nmBzUyl2AKgVWKHmJGg4kXE5MfmBUJos1XwqUJxRAxsQhGmKnvVhiBinSnOzk1nR0FIqSZsTmYVm0zQEuB6tGCPwwkFaA16p6F/SwBz8aCquJYz/zAxOO3gG/zdnJj+dZUFiGAkHI5PyHQroCmWEZjhymdeWEQVoV9AgErq3KBhhGoy71jDRRQp7t0I7v3trhMrUMV3eRhsbSSFcXxTngYNY1ub9tuHesDbf8/2xfCc8BTAyESmEYMpANrAZJoYn10mUJoyGYcrZm8ruTuHH7FdjJ5bhU+a9CpS5jMa0LGAclxNgrNlOKJ81YDp2dK5G5rrlMJVKzHVvVmcS+d80gGzk65YrQ3puxjBcZDh7Sllw2Lg3Q0bN+e6Mgb2MfSl6FjCNPvwJYPpHiv/DTDL2n+iITmf0dHh8ZYyGncZt6oNpiNk4HTRE97xD4oDu+uQjWzlnAE3QgZahDDcbvEYfI/GHxhrvEa5t770TLLxztaKD8mwfQTKufy89RQFk7INRgf1O/JTlFnNE6ToCfwZcUP5aArZS644N2BvK/gzsL8h2Jr7ViowzEifpHNzfon4A4Ww7g1jlLWvZqUPZ2TkypzrcDD2QyC6jZgcgewdqVTSvyv90Z8rSKVaCQQqRj2AA0IN8vVU4t2ndLwBOhBNA/bYH+X+nzh4RzI6tdEpkSdnwHGgi/UQBHH0/kRrVSyPr20N6h9ebzhA3j1Y54jEky6UN25L/E3BJJ1ps7PCyETmmzJXS23INWPG5TjrQcoaRhQ2jkYq+7rBx0zyJDcxnCU3+Fp6NrK8AM2ZDeEgjOrG8YJQFdTT4kOdcdoh6BVSSllmyGxJ3dKyM0jviCe5bNnjDpa46IkZMF8JXnxGSIWPIzIJSSi7ESfCVjDocKOYF1vlMW62Tm7cEhv6dCZR7AMch44WyLpjtddBai2ij5V/BNhiYOx0+7w/GRObowwLLEbL5sreT5tXsZIjlZvMIy1wdzg4JyXwEbcp2ArhsN/WAaTMYjhnInlJMyHWfS3kNmUb7N+QP8RMo4OIi0FKyWFqO0qtcrkm80v2V2INROL7w7HEKHAgJl7UkvVq2VkFo4hurPJcq/ZrSb2Ce4DnyXCZYFYLBTSqB16uczn7urjM7YUSZbuHtGezTs5zgWVK4kTao3zDpNsCsSdoQRtNqnxvMQNRYvhll+b8xvtsJkbuYnlIAi+pnR5rgbDpwihzugWg8pCWLZPG5YUQLMmbEARFnVmFK1abGxsh1C+P9zKj2dGTkAdjvgFbZ4Kd09HpCKyyxQUPZBjZW3fiTqhdZzsh8UfCXkFgGSDYzmR5M1EAUMllGISZtvKXSc1r47ig0Bve9o+9UohnApijPDpRWUCKwWfgsEw0oH1w5ITqJR4kdUTqiFOQWSDS4PivPpJW4M1zWJ1qlXLoXnqVDxWwwB7TWpARxX0uVcBKhsnds21eaDMViai0KWuF9nfmNqPaWRgdKRdYDMnYdFjYJjLIjDspCeV7w/71RdRDxF17cADYhloNhePYfwPTCzyRqeQJCfSJ6p2K/bwqWMHN6ElG947uUrsZ1drDZZcco7TScEn+k4QAyoLeNe1ROwHZiSmsrsxRUeaEB3M1OQQMC4hm4+wuQj8DzPRlR/RPfWRU9PJoqJ9dbnpnZsf8ApJpYBqi0lMZrGxspDSJXNzlz5FxxJNj2J8IvxTwdzdI/EYckaNHwBbjxFwlTAe6OdEI4oyNlqDFTjeCcSmBGZNXlZ2gnGP0p6pHX74/cU8+3fwb2E3D4DNTPwK4yETiRJpTPAP7M9xRG3440teqSEr9hFXJfDSt4uQgGNjyb+aBjGNEt4NkJUWwsWJRwG+aN50kiTYdQDOHDZWZG+F46QojMiIEFU1SKoU0tBouhUPq36Szn5PTlodAP4rYyQ8DZRbORbVnmQ4NpSDGAI88V7UlF18pxSOn0eZOx1fCLhJv15ci0mJFqdNispfVCeqiFxLyANQbj1t4gpXhqLi5XhV1004TXz5MwG6YpE96AI2eWyNmLCEMqlU5bn43L3x9RfuD7mp7TC4bBVQZ2ZpicgN6onG4biqJQWCv4GdkKmzg7HSEL0EJHWnApNJzGSZOy0bNK4egbsm/M6oogP+0FwB3XW2IGa3YgOjMCkWc6qIvgG0AEM/oarMBZObZgTYXH4QI8s6pLPIy7VH5yGFQ7IDc3A35svM/xDCqBVJITT9ozGlMLPhIu+RsyT6N/n5uQsneLN8x9EVjqKHqR4fcz6OD9GVTmX3ieO+WLkfK7KAAJnRuUWc1k2zhXlcvKknSG7DtLVh1Ii8O8qBSgVmTviHYG+knNrKV4RGJkSX4V4WT4c6r46JmiSMsuATMOCByQ+RtoXPkBNFR32Bgf8YIRueORFYEH8XwqLaPklLK0Suf+MmsnQaN2BzOsZNgIpaSnHIc4wvWvYXyJDezpBIzz75Idfe7jpG0Y9IWl8bqMHlYAHd2clAfyEXTAKDMjFBzgRtN5giO/6OuwQmyDsyMsTLNyKBizHFVFls989jCimqadgPgLED9gZHjkR/FJOwJmNLHPFGFrB0gTLXTGoKPUFFWtWsZ0zhzAKN0NrLetiL48iG/cae9lJBzlbd4f3b0qhsPZPA5iVu7PEYNFrn3THDnLMoEuFaFnRREf2MWjFf24RPeHHVAAZq1ll1I0XZp0HgmM7GIryNBcM6QELusYyC8Ho6LV6ATx2TDHsFG6TpZh45kUUPKNGXXLN1mx87rNL+uAmRVj6s4i0MKHWeaRe2z+F+JRGaRSE0YsHwsAeWHUirFkGrAUMS0qzix29aFT1LFdKi7DYANBIFDUNNXyzqjPHjO3hM9i4FoYl98bYeO2108gT5ouxdnrsJwVK2eiIcJa6aQbSwDKOJ+S47R36T2XkYlRhZaLRPMgOWc8czGs59gF2HGaCIwSOwnYUAjTTgfwDRkIGJGlyXdZrAvB3xHBbhIOiM/w5uV/mM8c51ONvO10SQVvDZm6jJ/LzBWukc64O1AWfBnvi6D8AdFk0mbRrLRMY7rRx/N8TqG5UXcJTmdxOoVh6TIa0DNRFvg3uGdcfkd0HKN/g3iHBPnklP1DfRnYBL2BDmPBZgRBVuoMTbim7IAeh2nUTzahDdgwtQPtN8HBJYepd4ya6RAoFLzRJJ+77MdEXxuLE1G65D0bhzfBwpnwNkSLn6ts3/CTdPHrLDKIiRftZ0TbGeC2uWTjC2HTPS/KFgH379LaJZ8U0bCegF0s4QwPZwwZv/uyDYWRvXQUnMFyuZIZVfIpKm0R2JlpykAN4geNteIz8YIAe2sAor+lMDAOLwhnBxQwUKjNfjKQulyEe1TTEm2Xoy3XPjTvDZ9xO4N2yTtHJA6IuEMqcMf88kLfdmYBEo5MJk4VuJwS12leZRlWZ+Miw8kBNjonI3PSF5jvSoZHwSwVZCO8HJK455xD1SUsJDuj9EJn7UM3TAnwIX0w5Kinkx3c89G/i3bCyHvyhJKikw7SUEmkxdlMnWcTH65jXblkvbG0HveABn6dxzwhoN4qo7l6Fc8P8SUdnBGIsWmXZzZKmv4NGUVyTtxhBIRCtr64R7hHqu6efFAl2C3jdss+X8M2yjwYwUIJl4C0Yd72AKKJuLbJtaeAhefZnoCVLy1ylnlZMe74t9CpOLBT/M+BKbhySqb1zEUPCAVp5VWpKJf70jporlkc8sUL2uTAsjPGr1kCZJDDBjNkCPNEw2g4P0zfcspKXbqCYWf9f2S5MIsiFMzCjCHLmeI3vj8cbHgF21h1UmDKydp1lwTtsp0PaUBnXYEDDv7icm1PyrG/A55e4bfIG/4KJ8Qmw1x1lGMyIsF2FAKu0/MbBb2IUSf7OhR7/RPYhVAsfdRJ4DNZ/7p1lJcGoAIHKqddynjY4FMBoCMbCQ+j3THtSHlgg6UthMCJruZjJYO6vWqYO1LK8oDaTWFLNkek4BDITcnLrcnQZKVcCJyFRulxgDZ0p/LWDV3EOXugnU50KhykDByZtt/7JHQJ0Luegb0XlB6IRiNG9JSNnQ6CREWJit6ZWhwRiHJmxkKV0UGR07VRII1Q5GuUYc+PSFQdCKek9ziQXp4PNLq0hgN2dMZaIEpFK2IailgOGfNH1bZixeBOArIN8l8ZVc2EuxRaNBr7cQfgfsqj/QnoX8ASSx9kzH4EylHe489A+YUX708Uhtt/AHsI/JHEZe8AjkD5SRTmZxGpHcgvYNRpBzY5iDp4APc/UzCMLsGq0xCOo7JYAlYMuGGhaJYnORfOQP6Jx/Dcp9CNJsN/YHqhnwD8hlmfTf0Z4gzkE+FSfxDjeRbTUfPTk0pFbZ8Jyhf3UZBCY8Nr3gnef0eGF/9C+GWVgcdRCDuQJzltdtCZoZJiB55NZqVUoKoRXvt7re8ogvmBsOm/E134M5DP3Kv6zPtKpeMhP3GfX14YcRqPQH+YsC2V8+33er68yKUQXv0HTCr9xhg9Awh7e+BjMFqWdEBl1lMg5biSMDEcFhKY1jS6IqWlA4AiYxEYvQUuorwgRcgG7ZgyhQ24UnIoA5oxroynY5a10xnrus7RPKO2NSQbScB2DdoxfzphQlkCq0BL5iJaKCEEWhlxqVydcNH44QgNzP9awDETmwIxzOAdpe6zNGAmJuyHxSr8rJFkvG8anS1k+X38zanp3GUguxtZKj1Z349+E+hYI9G+VXITAGKjoNWsAOROHgkprk0lK2IDDhvxuFNAQH+momeBqwpnC6MXSlioTQnCdFZGUQ8IKw3DofMFw5mbqrOaD4j+RINz0knBbJIjKAArKr6ekbHRyZwh2mMjlxXdQNQmeZrC/8imzAq0QMkHpBSnXJSKVC1tZEW0I/nVgThZghGaPdgPoOBIXaopeqSofmr+SrzDZz6zPyBRUZMR01kV5YJGhaiLl9eOrI3Kd/8I1kClkFGsXVqwFMrz7CSw8WwzY2RGfXPfHPFZgT4jWCwDoYFGw3JHPD3LSSvFZwiLqYwIZ4x9bZRP3OqhgPjsyVk7FEvBfxhewe9RMYyhXcYXBSYwwrCC9RuCjmF09rSAZEAU0OkACbAxz6wjDZM1gi/KiYE4EisfVYTQKOUwFEXRlQzishVbl6KwkUbRrzSkmR6+YBhI0Injmm8q20AvV/QsMLIh+wk0MElmrSqXWORUVEQ3HSeb5qO+K37OiAKE1v5IGSmkaOIL71vqqUN/wTJcGEbTcGQHMH82AD9yb/VOKsTnRemVDDJSs02rQdrryLBvOCFSdZoLdhkCJfsCgz5YF7Aax/c6G2/yxcxuLgBSr2lwmxqOlDsrVObdWH/8lzIl0NEdbqRSgiN+Lvqc44Q0cnkfJaemv6UExpFBSrpj1l9W9KIVbPFbz2Pw+SExe2l9wC3FMyMdbTbi/blPmosh6nnANbpXxwwKZq39aUhmidmVlvhZ/HsEFflMY0PIseU1Y0QmeovSW73QzK6nL3WFhTGpZ0dxBLeddG+PbDNSmwYTZSQVB2pdKeOWB0TPUjDIXHBU05ln0vKIjVXKhMMuiK/BNYvjQjx2loc0VMqYTo5zvZyp9L4ky/VcOEaGwg0btexgyd6RcFS58dzz2Md9o4SoHuoygHYEDYOnS4kiBpx4QcEqo42eXcMxId4eNhR3IJ5kBLU+pCMzjJzMHJrN0OU4GzqR5j+iPE1PDDvPwUCUhjpku4SD11KRt+O9isQfn39t5DPnXbZBM5jVqMzSOLK2fB7GIiOf4QzpcKCLqhZkJnrcA1Eku3Ww/wAdschEtmee1wZglBcJHfkAwuWcna2o/e+UL0t2jEbcVQYn9yXogk15Ant0eb/Nv1w6RMY8ycb0E6TYhPDIdMg94RQgl9GIl/kiWkfDofvIRVFVChx5NruyeWMHnPGqZydSPkCXSQKQRzntGtDYE6m3QlklH5CWRyMlty/ONelOaYduPiFt1Iz5ThqoE6MpbNAexWCQDZlH1k/vB0Q7IHNDFkXgg9kV4X496tuCOOBb/bzstBtOaBz1N7NG0w6pgZ+UAxgUJj4PZ92AspOdUjrDNHAKhyVbDp4SAJ00K43yfpiuqKTLIieNOXVnHVAe4V5uCJ9fn5PhQTIdnfCnzubgh758J9kiIb6SmLqe4I5tygLdNo/EqCCx6KLkH6BsttK5cC9ArTv1HXakshGmA+9B73+BA+kSQfkvk3TNbBoJ4BN/F5dTVPaqg23Dwd3PgiPAAI2D/m1abHrc4HLFLEOlIKnsfMaQad4eQ0YrZ5FN6fyjN8ksmWVd2HYQ0nPPA8L1xMwk0DSNiyMYSnMapanuoGL43FffgwB7S9KByAzpNh6Roi2eFiKmPKOAAbT0l6AsTJ4xgh1GvwTbro33Da60EM7MxqIZjKwY6RwW2vSsmX2RmLKXZDllVoT7O0kcnv1UjgwUjAQz0W13o6PMGSY+RwO1vB8B8R7x0cSQOTINLAjmDEQdgbV6p3lvWi7NgQEiJcnyguL9PCI55vG18d1OiNoVMa/f2UlYuhuOilBWMYdeqWxmb+x/ADLDPQsN/qWjbGIIJZEtkOcDYk+UZ6bxZZJp4q6ADV/ZCMVOCJSG3lPG3YArJNEQeaSclgDyjIYT1O6NxvbKFJi97+gJ7FIuNyHAIRlptbuUx8bDUCNVLuGMTJabQshJ0OWECKDnhi7Bg70eqHzi3NDPJ0RJ1Jq0wxzF6HYiaUnWTuvyoKNX9A5svaLshREUPZGtoTU6fkrYqLEBWwIHlivqBYNQlA7EbmGYwOrbEp0MqD420DKQpaDXjU4gHBCtYmsNte/oijJpx4JWC2tby0BPQ1DjcQigyHCSSlubHuavjMKoP+zKhikSrsojaOTvNK62PwHtE5D/AcgPIzoE5Ueg/g7AfwfKZxLh/ZnG6/4PNHZv/5XGfgcMxoE/DTrkv5IphMr5bEkEUSQ48Auo6H+kA8TOg+wUTDMwDaciTO0zgGc5PnYAf+I7dxsSJHAUp/OJ+MYzEL+CSpmcIVGB/gz0z3K6/ACU34DyK9APzIxoDTgnUM/A4Quff1I67wbMPhEBpHos5H8E8IPeeeI6WvAdOBAu/SQYKfsgHyR7CDZnRz8ewNJJHznvUT5GxL3/yDX2vwDxwrljA+pPZNzbZ8K5ndmHIh6B+B3f2foiEDwC+APX108iovZG25H19khHUao8SJSOtQZg9kLCKqepm4nawJhDmJPRVPvGVHbXqQThoZJAw9hgL3YxDTXBt5aq++xlzQNsEOd7Glzfn3jiVGUxxFyeERL2BxN1EQid/wSVEpfRUS3yiCY8wSIQ+Ic0PMNsMOBoZowIOl9HhVwrX/Q9xSRmGQF9YYVylDOR4VBHFZBLIAnDVZYcQka34CpG0OXIGJEXOnONws3qto+QwdGZIHD9S8HSToguodgOlm/pFACizsik7LPOYuBEYajTuNALM/i4Nx1oO+k3GiOZClSncUfiBWwqZaOthPTgHpQR3eta3CmedJLMaAWD0eGRXxBON8/CzIn6IGxRY9siQUg9EIrxK3j0Rn3ryrvWUkKBDbOXifAkICXRKa07Mk8sh9IbywxsNDCWHnSAFAr/EUe+40yMpozQEPkJ7CPxIt/xI9gwVVHB4l0dVJRLytleE6gNjIR5oJBVKYBGl7F2MR4lQJoflEtoEyYtjBF92RC5C1cbFYlOBZUlAYORdLEhyz3QX4D9C1jykYpQFuGNo9xdq/9ro3wWDWeK+0RRloxIG6WjE697wegB46jSQes24aJwKSlH2BDLfgC7zkpBlgfhoQTvoGKeSiGmgUb9iFJ0dtA40WUpASHaYQdEdkXN+VwldM8DGF36WfSQxices5gOlNHIUk0nkYg8Y9bZ3cCIQzqWU+eHiEr5N11PGGfCrFTKezLSDlrkJtrxhNn0DnAGFRTlmaiIfBDvciTbE5Ax8CgGredBc1YPo+HdDK4SZthhZZSlJ+6QeCKvdTDBqCGeitIqFqSn02Vku1q5/9qgYaEEnb49FVmKST+Z7QMp6CAOuWRCil4MRwQVoAiayocx7BLJea1xwcaMNA+Tcgc5ogf/msYNqrdd9EJ8cUn5H0qXlMZi3qfeI31EmeWYE+naDht9zQ35rz4dmuZ9xZwZNBZijWBzr7ccxjNvjXMnXCCeZ0GRs3YuAZglDmJRoVO7snJm82zMa6LprCu6OyccRrQ9YpxTqy92ARbx+Nk/qoMZNjrrEcMJMQ0Z36Bv3WWKFAxSGFxFI6aN7dZ53A9GMrSVctdBdgN49/gJw0n3ZtGzlvIcEQjcIy/mPB1ducoMluccZTnojHmJd95lcJYazEb3bgcccSZUtii7mxCfiW+RfP7oRyF8sKFH803rqGGZVvueKy3R3Iz+I4jFtM2GQxlyhuznwIydsmcPdOmXFydhOEQ8r4B78VgOdGR6jFJQKUfuJn7qpu6iGQPmBcO5nDt5K0w3JYMqCwtYnRhvDzY+DfIUKsp0DCbL4vRyZPnhDP18QeTLYie8Q8Q9daR2Auu832suit4fWWpHyr39F663Sz9TjymidQBV0fDOipehDOiIXlAyUbOw30OlHtOiES1aEN/KGS5HCvMulwTLBmdgUQ9PFBkzGcjoKH9wvi7vqIyM2XCYumRJG2YOwvETMpxRXRD9SGyIJ9Ec4UnfCesy8Z97cQTKgfpXA1pzU17xk2DEPavYKgLZzjuXvS3SyboyW2Q0HT6yvsNGuIxZwYOZLgdkHmgobA3RZsny6fiVYybAPU9nAX0d4QLPOkU6Y6MB7RFrZqWNj2FndChb07Qjgekk9BkSP+ier4No5aQAbUhR7jGMssCQF0cPL3uZh2xgeTdFf+iYosNa5bGQhIOM9kO3ChtbVUqom345mIXPynB/joXuApiBEoav7Sqem52YDel3tGpgS2SQs9X0Pfvgo6m50Cly4vqhABPYcXhGpDJK4zjPU1jnNd87A/jMoIf4QTzkBUBDdGXj4kGGX73Ltk3s8BnNQTfrhHcIR9yPBYxwd2bg+wi32hUsfwFTj9ZeQr1hcUCGsgUERMseLmM4nECW2fzP4by0DaEqyIKB6yM4cmTsmDeIvisQ3LJRjv3nvfNkuVKM9OgwT18DeshTenGoIfuoDcJt/kgFZDyXe+x1S5dzI/Bux5qz5mzb2XXejpqDs/b63DumVgG5SeeqoBNPtDR2zH560wkxAjwGn9V+DoePHIvunQtlYRTtvXHYWe3qnUhbyKWMPbJN0+9udHYMeeH77CHfX47JNQzLmWDTZvVKZTJLEe2jIhlFgLXXPQMtK2YTG6BKQc+zFN9O41p3E998pkHmrBrZwfvLULzpletRmD6DJNONZLmoAD1UmagtEC0R7YwSIUYWqIUCQzsTFL1WBp4eFO2rhkwjdVUCJA1IidYPwB7oMrixhrWMTP3MbIYoI/0RPZFVHnl5XFPGGMpwU9msaaTiZmZJ9OJUYyNpyskhQa0fGF3RbQQV8U+he1TCqhBJGDib6I2OjiLDbmzMUAmlvqUcMSUSW1N0FgIoFb0ygqQAZBpNqfLyPGd0lYQi7OJoNP7K6D8IQyWod2UPxCMP6CbiXj6SiTTQwF9Ax1X9jWWR8AI2QQ6gFSDuGF1fznRUjPrPB1DZP2NEl9p72xvQz8DLmZGp1ZGSBWRAwtXIpTFWJxPofwAjhF9ooDgoi6N/4N61TyQI/ScAFTimDEELo6+d/U/OP+hQP4Fpi3eg40DEI05UUnbjxh2FwlJlOBdDDt2L35NJdZaYYPmlBLa/APEsQ/xHOUR2vZd1SdlM/U7VaAodAtjEICXMR+dzCuAaqUg5QqJyn/BE+O2dWQ4FMvBqH/YKnB+5n4edz8MnoNwD5YFzKPYY/wpGtf5CYS1+5pzctPG90cQkViWsWMg1LeLn7LsiIUsOiVWdp1NBn6cUQYB0YF41BLpLY4rSNZHDduX7h8AIM23xkqFkWnnWMwLjXeFmRY4EGWVL5Hjc5CDApD3jhI4MNirojnjpI4IxB78hTVKks78b3v/0EsXwnbpfJ9MyfILHNcKGfRk4ctOadXlR6uOoG2qmZ2HH6/KjaThxyaREYpQ3sKHY89B8aYCi4OqUbAtQfK7ps4UZv+z9kfgsm576qrhGcXwhw8/D5KFVkUu5D4GEe6wSRUgaXYKG44yDhFIql6GSEK0qBbl1fS98G4bSEyJ3ZpJtVXsuPHJvBrj0jzLp6t3ArQtcCAqOEVbmNumnuwy8lgF2GU4U2DCUCWYbZG6ik/cAHpE4IaDeDqHovgwKw/kkg6n2W7w/iwzlyVI/RYJ7yTs4oyyVBRBRyYuLBTUre49InJmCH2CUbmIoY4wsIy5DTgy9DMP51aE6qypzU2SIH5lG6k2VIEwjRX830HnR+fxC4TEbcazk6sx7D+GswEL4Ynx39JWy+IKwZ1mmO2+kjAwB4IjMD6Ci9CtG1OUQNguy32E0eF2j6lfH4FA2gGGEs5AeGx1e0YBufGtwmZ4AgL4Jh61QiTaHeyY8Cr+OoCHNTeUJB5+JQQtD/AigA8nKpoIIKMg7Yv1uOTcpB0Do/gqMHh1nnT8qxaPeeL6IR/WhNhnuLt8yaRHpQNpBKhimDc3j3EnRiR/AsmFW6E3LNp7BTDCogopFuIziYEsHyQzqX5A+qxsQD4TpiMR+fxTXQ4bTukXQy7JXoNzKd01qlILTiKBeDJQMYDGf9iwMCze69bVelJun+x3GgSJyZeOtJFrzMc2HH8gZ6yizceLmyZsz0l8+SwBmTwHRPRGoyEtenSMCk+/2vAgXgCFPxnldODJFsKyzLrR61tR25LANcCw5IUOhmKR5siFiQ7LXtDo6Shqmq0nZ/+U76cSx+UelepGYkcySs9K19GmMnBkSA6Rvj1EGEwPn5myA2VtAM3VWVBoOIM0x40KhnORbIBmEwh1sAAlAwR7CujCkaIywK2k20XTUpjOKqnjXJllEwRGjbrRx643sVfiZ4uQx5z6+d0bhwAc5HbSunAKmzoKMpAOQxP3pDDSsrrjNYLZyngx+JCc0qu7fp+F3ecaIZLXDZ0TWLi9Yo3cNnwDXZLoLGkHm/pomEq9c4z7sfB6WF4COZgy68rUR/cDf2o4eClIsgKPMIxv31fOr97KdJEbPgb0CQT7FCHTyosxA7NahRE+qjcMhMnKCe+OQxLM3Ho1eBS7phLYj+gmJMytBJHnAzG4IyivC4xilbAEHR0VnZrl72ZFU9VlTvB4oy9hJZ1lUfTRnmSzhZxZkZ/bA7L8mOcRNoVU2lf42OmApvoe23jxIuFMUPJihzPNdRmD3L2qD35aeYDYJHTzp8mBdQRftQNhs7h2mwI1gOeuSVeWhhNeqJAHJsoEXUEfdEJpTb8qA2aQXS7fMpZfAu8Ple3FAmlc6M9R6KpJ7MnCaeMfyQ46Mv2oq60hoWHdY5ECfC9M7O7QyxK9VBseBCqHyqrxJNHLywpAskz7LMelUjIxZr1eZezHvz2t6gBz8as57fs+7KnEM5rEJ5BkjOwzMnksAEU14ZwMu32+b34hKz1UeweCvwAkzs8dOhzvxOOkIudDqdPk5BSRdBNGpt4OyQCiLe32LPAY5hiRHEIaGhx0u1I+cXR7ju/eHAzK9l/5rVGAIcP+GDLpxzkn8SNl8LQNgZJTSpsOSanWh6V3ZfsbrMvVzOwL1v5ndqkASBxnYPiBey0owdcgVlCe8l15/uTh7g/JbLhmOJ6HOwMfV2d3lQHI2TBlyxryxY9hwYn2b+a10K59d6VGzCkdilmxcsk8ubGx+rmhCgnaNDDkF5hh/WzcbGbOhYyXctu3TGecOOBvnZwadwvJDd8CYZOy+vvn98d1OiNHsM6mgZ62y6VS4zVhmIFpl2SCcUeo0XnRsjOxU1EHJQO3e2EZHRidQemWt5pJPVLYlOfWDGGGGHDvPQOzIwqyDkJc9IlFCUS0o3I8WiL2jnNiwumwbz+ORHt5yPmjPA70G+r2ip/quA0YwlML5Z+7o2JF947PrJiNVozCSiUxGKHcpq4GKzI7uWo6F9W6z02ifu9L0CplWCD49UjZ0l6JSSqYMUsN2hjIIdmtgtomiN4sQrNfKwy2+H5tKRJ032qFPO6J3bL0r+DlRiqoLVaBEx6E0RXkGWq3I7YjSG0qqLuG+0xCz34k5ndWTgftYjlbuvoZvP/OAbTTM4cWGuBOJ/XZQyZ4A2gNwfgbiNxrQamX/hO0XXts/0sCNOx788isF0fIzRqNqp6Si0mmBoobSoWsSeFYtvvsTcDiB0f9HMBvgiQJnqZIDGpD3QPsRLL/0J35X77nH7SON//tvhFX7id8/0ICN005HRFUa2PMD9ZHDE7MD8g4zwl+bgxM3/iTDe9zzfG13fKYJc3kE8AGI/8h7279h9LnInT0jamEmRf5IeEVjlEh+BvADYbppH/YTmD5YwChU7W80wrQ0zrmfgdMvhGURjC287DKA3J0FO6Ul7gfgXIkHxxOAL6LhAZQPhH/ccV79XwH8BuT/F8BPAP4OwP3yrrdHNqWExi4BVEqcFYkERpkL7HDTsmFotNAP0CGjbCkyibYofJgylIUB61Sp54jxR1FdZwlbmcE1BzCbO9sQ5UhTM8e4ZH7gvqcdW93RDOJnys4YvnOn54aNsV2OCzKZLHKi5jKP7GT4KeNGACOaBjkcKLE2fpKimBfGrRz4MxwQvBPAQbp30jFXnNUwHTUAqKwk4OhlRyOGDCJoTcKLS10s3nsEzMxNogJQpLrmlhhK2qwVOoA59/o9fMOvYKTFT4g8oOdRKN0Q8cJ1ZmHd2kNDb89MycejhKrCGuqOtiibyuGwHABLItb/H2V/2iNJkmQJgo+YRdUOd4/IzKrq6nNmsIPFfllg9///kwVm0NhBb6O7MivjcnczVRVh2g/vPWJWCz+iJGDh7mqiInwQ0/mISHNg0/XDep9KOTUrtmFUq5q4n56BfiYw4BBhNiKPBg40MFMvo7HHwdA+Fy1wHaIJ/d7UvyADI1xaSOiNTLQ8MGTU0Ciio42lix6RyYZsRLD+AuAz9adq+sX9GkmUHdPVA6wLHGz+lzSEIwP9OCHyhHT/qvyMjE+IeAc0N8MVqnh0RD4A8Z7rM15kA5CWRzXafgHLCf2Zez+ESrTt8DoQR8CN7qt0oXlBH8i+00A+BoAT+UeGUDBAw44Eyyuy7Ibru080z9fpbZOymSgjOBoKVTeSJR5BZwbiPRBPmH0RdBbHI5B/Fv3+DATR7ozJpnjMI+i0UEOz6ApiUOlvuZFHuvE8UoryAaLfaLxX6Q6oCXQo6K1MBgYoxa+rFudH0dZ7GP1FNNlNeoiCtBDKZyltUplXLqnnlHYZrKmSFpGPMo7m+ZmMNFA1k2XwTn/bTTT9yp+mmsNN380dbHjofyugtaKxuvi7y1PISTMdbn/iWRSajkGd1Fo8UE8ZF6BdESkkXrp8y6BMxwfOd8nQmM0vvS7f1t2aSllNAlxqxbeUHJqGLu0dAntm+RavP7+Xq/GcXm/yXzvU+cFiFAGYjZvt4KSsr7hZzmBOcW6XPGrQc1wzXuNkzcmSS3a52PmSRlhXCRzT2dzLciZ5fm3oLFC+NCNbk4GB5pJ/YTTqshaYvNe9NtzMvSnIQj5PCU55xwyGEZ6ZZ0Enx4KpQw81kRZD8/0t2gykAJLVdlqnAuYbmoPKmCVaHYBocH66kddd/OZNsOVr1xs7woHJ0i+MInRmgDMFBt8VjcH76ZSbpeAccCH/8frYwW2Hx7INDiLkpG3SnYOeV/LYOOn3G2KcRMO7yCHqu+RtV+pTSV5tqk+X9bPTIuxwTb6/zTOU0RWId7B5CdwgOPcYmEHd0BRtpx116+poqVkq0HGnB4RoKU9g349WTiSeLZ2b6luzocoMxXI2KpPFbpg25x3gHiaDbtwj9zdSCUkFYCMHmOlimQAYTZ941LO/z9vieCCor5G3ZlMvAfXNi+HSemewV5YQ0l1lpxWMyNzUjwAEIeSgv+AI5PVB2A3d22dpJ2Qig33AWqHOD2EdVBpzOAvjFbRLDwzsAM4KClifJ28n2HAXXR3kP8MBgwc+X/08S0+XXwTbBnRmuLC8ndDmQX2LFRsG7fTWMMFxBqQm9ZOw3wNw2U76fhqG7B76LFKOP8nvTJU9UqA2GzAOtPGKCoSGglPpIESDS4tmuieBAqH7Dzx58UowSpMzuylwu7OixDACPTimyJ32bV6QeGWQIzbkYBACvZFfIhFdZ24/47uZXk16cdKpTfGrYIdQ0xEJNwk26IE6MORbkqxXrwT2T9A+VCAPmHZs1xmnXUhApPqpAqQZObQjgHSPAp3/rJJAOqcZWm+frgVkUL0Q2jwLAHlUGsCgWyygw//wXm5+6vK5MwDMR25aM9XCR0OCZX8SL6jAllmXgU7O2KksEfP9GQhjWb5XAE9Fy6k+bNSDo+xejteBiwM5xEc19Oaygm5GX3x6yWjMkw4DUNUoak2ACsymwV3S78xbv01wQFBS371f1SDQFSBp9gdvaOgsPasy2M7WrmD/SBjc46zP4umRoh3QaZ2t9NpU6f+UNuLssllybpT8NxQ04kBUZkbTOXVgZMJUKPOsywAzIEEZ3hy8U0AkSk+hnyWczexKFKa5gPiaQDzRuBYl23OOXe+b4DuevWYgeoJywftgNWvRi2GwPcB9LlDkkF2lzNDaXz4rXeXCPvg7PW6hkSr3xayMOud+YrbSl8JBcAMs/kiWPv4tQYhzWKe7YxYxgogYTaq1gbYJzaVa6lTzAyPYYMbtNRipAYZqhsV2aOHJDIearYUI3ki2zGSpB0doI2dNZaAEfVkSk1YZqWtsruwenQGgn+h4GL1Np35Az8UCSObiBzpaSMFD0IjoZJwOSLZgqkscVtQUKOk8VEMGRBzcrNYUuXQgulH5N9iOA3BGSgBbY8OlnHOPxt+lgiWFTAARwEzbhTJbNB9TcQBtI4Ihzkkn2NiRY7CneDA4dHQ+30HhNoTU1BhGN6Ia8MFCA1NXkXJufYcZpp0ITlt75ufHid9POSHrvd4kHZYBKlwud2MnB67A+MhxDaVlVz0mCeTNzZE+8539omBH17MPYBdD6VfQOfqISrMej0A+6V7V48tHLYWMmPzA925Ki2pKDcxnKgcNnI/qZjKAcVYQYq+SXNVYLZ+A8QDgAWjvMeuj3oD8CMSFwZrUHDOB8Rv3ZlMtUTzyXemMihPHf5aTczxIBncKv7EpgHICjg9weiG3XcqQ6xYeCr40Cioqmh10LOlPNGC/ldIzlYwGjHdy0EnBwg7WU/wAojSh/T1pHR9hw2+J0n3xmlmCfHalmZnvt4QRs1FKkQ0k7xM/qxIi2Yu/+Vn+w84F+O8AqmmYkV4OIlSjMc9bQYriB4FZL3OO2yl9hTasVLtAZWmUMPMZWYVGUoAi4GBLIYSBCppwLn5On+P3UwqpaaEb8yfCD9J9iXV5Z3OsdUxeNSM0ExhyNAltW47R1R5e1yxsQNuxE3N9lrTSqid/Vw91NYqnA7jqhTv49I1rDCGAVZc0wGA0KnNgvir3VKYXEcpu8E3nDXh2cmOqfnnWvN52fAzkOFMWLfW8uamPcF1MOtvktE8bSDoTQr/k0E5mA44ux6EM8jCKbhn/kJKZTbwQcsYyXbycIkpVD61hqiwUEVQQf9Q5yFCwL8oYoK44kNXj4hHlnAHLXtGAFyJMCH5mjDeJjwRUt5cBXvWvaVdg3OAeVsNEORhMiPYsPe6Vvzn0u0hUYDMwMx6HdQjRepFUyli+UgF3OZ0cGPuu4AFVttZFg8dRbOjrBMeXJF6kn2htK1icRM0BMyCX5jeAgwHsBaI08/YBgRtSjYwjP5OGO2c2jSihYpSNkZhznHz5hMSm80xHbQUXYkgBklGV0N8HiKKzgm75nQgF+ZgKf8JddgCM1rGjOgE56QpFC5UPAfhOdAQeUQY6HGgNMNCPomM694fkm8uqBCLPkg1Gx4OGXHpoTufG3XuLJ8UA5Z0NAuk2Ih7unkqYQHQMZTrggirVos8ZwAGmoa6gVPUj0jCEcK5xFZry61cZdhVhl8HjeZcjdK1FH/qmaRKwTOEz5lxRmTmLDDBqLe5HYMWdmVVa51UGSfaUzLGhuSIxQ4ab6UbO4Aqor87VoJzkOMSbKkjOIMPUIfS7sJ5gWpvfWUQBnFlkzYFrsGQl6x3kozPbo5a9HAt22KZWUL3mvDd1Vvr9StnxQoUFw+ufCxWGZbj2J9lEkU5C79fkBzMwqDIMqh+esdYu/obupu9bhk1Q6AnTaRCgE06BuSpX4aeMGvds1thQdf6xgSjnXZ/7maoC4GfIJmY5qIaqI1/rearvhgI40yEhwAduc0wweGMtL2NUpHhhLqj5twEA64SZU5bXmXp7hr14awAS5MU5v0eb8a1Ty1leQzvlvYgaV+TqOpnnJSuDw+V4rCgfy/OBWbrDlx2nwJ0A5MEsmZU1Z655QnZTALN5bOgZ3+dtrjrghrJVgzzlSEuI116RcQUDHCeVw8yyByrgGDdEY3Z4qsxj9G3OBZ7LmPIiHMBXzfIF4U693iUFb7AzF5X1w7ULA5PQaGronXc13WPor8F3RrDMRwKZL6STAZYgGsykJRAzkQLXhPpWVrPW6MimwIyRuCpbkod8RbmefepQnBtl6oyhDQV0rgpyLY7yFmDfrBedXa8Beeho0htSzbGpZIJAlJDuILBlHDNTIuVP6Uk/CwI4lF1ZgfOu8aTFFa+B+n3IJ/I93S1daQHQ+bKOor118AjrS3TGRxc7p944z1YSGBIuqSNdoIK1ln3mKeZPloFTd0j195h6AoEKa2NmOkPN70PywrJEPj8Hj4cCO9L1whUIKkiw6KZFCHZ4e6xG6JOWQ3zQ2YGWn7/P0jewRL8vW9z2tZvNWy9ogLNtbZvI5zd1mbodUxdwDw0BglPvWLMQNJbZSPis72y0s+z79DvqJavO5LWwXACmQ+Irl0nExFmPHcstGm8GXIovA6jySdDnKk8U7l2ZK215SYI+JADljBdN5FK6kcNyqesli1j0FDpoIb/T9NM6yCXb2hqIdLepX3VYb0pl/8SqA1ZGAuWhAQOVaQPU7+dCWfY4cyCWdYw39wLMAvHfpz5sEE1tj20g+cZWepvztuxsmr3X6T4zwoCS+inA7AR/RgSydADZYjUYBvtSelNYlibkl/oOveHfEoR4lGLRKTyJfE9g7xijoQt92DfVOT1OwLEh0XFgw4gdB3ZsAZyEVHX05Ug67LcTiWyoPurYxVTaK7dwPCBHw1DN4Wa0V+uYqYR02KbrfZPjoR3BUv4NdND3DW1L9O1Aa4meNwoON+eJVmcsRiJuMflVBCJO8lcxXf7oibENIgoHmOmhDWHGWWOK0Ei0zujYqFraCtXQ04+h6J/RXO0URI64F4F9Qz0QuSFvA+PqYMxAbh0ptGalEkVneuaxIzEQ+5D+1CdDb4G2nfjPx6TS83JD3BJbHmhoiIfA2IRtChU5GFMJzQAzWVoUeqBQMsdNQjy+T5t5BgMGL6BD4B8BPMxA3C7lpA8FnGwEiKlF42YPoCKW7cbnjZ/AwMGfpKS59nIHcAbO7/mcQ6WH+kfS1vUf6ci3Y/DhhRkX+zs+y8b1eA/2QGglTJEXsDn0q971F27OWejT42fOF38B8hEsFQU6NXNnSm5rwPkX4HQDrofGcQVRuo+gM/4R2N4BeAHiFz4z/4WC+/aBY1LTTBw/cZ6bGPTpPdfg+Dv7k1zPnO/po8b8RKXttjPbpUNBlPday38B+r/oHQqkYHBs1//AZ5/l4DmE9IwfpQg+Umm6XRiE6AqMDKEwjx+AfAb6C9Be4YambBr+gbQRG58dP/LsHEag7Ysm+PuryuW5DIH7eFjOxiHHPbhe4ltlFsVQcIn1zClvxciV7lZIIn9/QfBRhjidlrwQd8rmDsQZWbUFpXaGhI6cu/wMOs9BlF8K5YsEUWE+J6l0ucB0REFjPOSY4dqnjW6XEsnksYGdCZ5Fn4qclUJH8lXKKdL8xk4804jeacHdGtwn407REqKxFIQcqlcIVI3YRiVlKMWQVQZCSDQpSVovMmvyKn7/BDt3SF9TeSkB4LUGFkXDyssbJesL1zgonLua7CJeEbBTvoHNAwE1K2KmzjjRgdWp3FO0KQCYD+Q5wXJldMbT2Rh4QSIwhs52nGmM5wMiOyLeAdnpzA85VQ7wzI7QGaDMyWYDPoDREddHoO/ITXyvqT7snnxObtqfVxoh4wPp8fgNkbcZp2wq9SUnf+4PwFAQIB6J/MMrEAcd6CPgXghEOnvNd2T7jTQbD0TENI9Bwc3TQaSykVgHkIPyyqicgBpy54lnpb+ASKcb5ZtkSypNlYrvDdl+Qo5EO7jW2Q/RK0v1jXEGjiXV1iqK1xRH8YUshDazKfNIGshB9GTbkmfmdsUsr/Y1gvN5/EVr8Q5E94l3OZCjPkZZJS6MKj6QeWEAKz4yQNL+TAO/eOxvVMhPLi2mrKNC8rsGqZwXTkXOM2lRjuUGop3o4rwBrSG3jhgdGJuMNqJZnUZPYzjl4NvR4l9FA/8BlUWTiYCyfaJj1gkH9zk2MBPBjcPdEJIBu8h3HK/PdiNYA+29+PelzhszDljiMMtJ4H5LIrPiXzZgQvwZut9Ivg3Ru2jvFxJNvpOsOesZN9BBoH1N8+JPGtNnzivd/+MQrZ0QFag56703jU8GvJzedkw64Pity8gtGy4BORbMQ+U8obMnMVHodkwknE4OnXfy50SugBH4vPLsT10zFOejDhvi8y0To2pb84f9VY5adzoMBfzIg0MAEbUpRwBpNIvNl6MgHIig7K4ciTCHovygnycwwmUNaUxGntAKCKKArkQky98CQ3QzS0hJ9EkGufn1PEet5Jx7nVBvEMK2kHgsYcvnsbxAS5aG4HowiFlvDWC4PwFMyhyPg7QtaAuGHBTh+TvrAcxg9wyARINKe1T/p45vXz4zDkp7VR4EBBGa0cE4rUEq4OcwDEyeRv4H5MhssmMFtIpBmQLKQN7o0muj6JkZfSpxCO1De4CzvkLvSGXYpkvGVOaOgiRDxl5z2R/ZWuMken/kWgarAky07klr7FIpdqTZEWMH5tRJOW6CtXiCNx1HZcyV88HAmMXhYSdzBkb0SbjtUIzHZ8O6lEokrU5TYI7f8qE5sBrFGhz0m2SzBkkT2QZ127GjgjUQkEKOnkxWIphITyAqAPQtctu0fs7K41rw7GdVJzzwilG8X2pAhxzXwND5b+0Frf9NWLoGtDPQaX8SR5bkQziAdqHz2E27B+GcrbGnSQjcku2CjNfJb8oR3eSS6kCetdSSm0bFy1ZnL4IhMmxAUx+vPHGs6EhcEceV8icvZNm5IVsHxjNyvEMbN7TB89GwIdtJOkKTo559K6zTJRJDAR3Os7HXWByI/MT1zjN1lI12We4vyLEj8gGRDzwOvbH85/4ZwIaWZ1ERneJjk4waT+TlQ07zzneyV8HBZ+SOOBr54cbsqdECow2CEfdGedV2BYVOFQBwGa46Igi42XCYrr9xZbKnVuRNdukVyIOZOGAG/AShOSA1UOWStfcRnT6karLMQC8R5g7gK8Ov7HbbpIdkNWQPi+bHA6BeKBNEIN0sbwzkhJ2UZ7iUEySPWLKTPRHK4Z2kt4AzvyxjpDe4L0o3gEn8Og0cGXr2A/Xy7HKi0s/DXTfYY/aX4Svs+9sVNFeWuBwBBJgIVAIHBDa4txpc+uZuSw080t/DZRLtKG9LkAaYJfFUQq+CLvJvuJdE3iQjWUZWK6Tn8V/hTNgC+CW+Q266HHiGNwQz88CgIoJ9CXoGZVjk4tdQeVsM+t0MzEGxWxR48TgXO7cOyn+tgSgg4lZyk2Po5B3OcoygjZRRvAUOPCkwn+p151KKU6ZZ/jjAYbmZVsBE/GuAwwAB+mbTPaW6g0Cm9WORfXONx/xrrXmpIJCMWoL9AWeCROlv/GHfNe86VRf+buid1rN6aY3SxWEf1RIogXVVwHTKoAb/HbkVjdGIPy37pX5ESfv4jxDcHw5ChJB96aj0wUG2wRpfVOZTaTmggz2pPFM6qZlJpVxS7tBxs2NE4JASQyFnw1xMGwC2ZbGyIccZMYx6VySmNkuHMel0y82NcQDEQPYbyxwdg9VGRuNYsLNcUyk4RKkOM4RhBVtYn2RUMg45xoQcqR4Snj41TgA0r1MCMQCmQwYKjVg1nDtglFQCdKqOlN+LAYdoPPyFQIAMsti5lohKc4qh9BywQBb5k4kWcHOshlD8w4dQQmIMjJ3zHyp14gCAhaFr35FobWQbGXSi8dQWxf+rBPczJsJDgiAa0F/ptIKyFKxYG7Ecr4BS44BnIM4sgTSUAREoJaACD21tHtQAIUYp8AfQPixj2FFlLI7gd8Z7OtjiBQwIQNkeNzCb4hVVRmiXM+YQ06zGRXIogE5eOhcD6Dc6wlII3aMD8Y7faTeUkeVzxsWTIJZDJKUwlwNYSrsNHKdNDfVnUCkQRNK5fqTsLDtGWBaGvSBk4IVqtY8nHxydFwUuZMiy98UV1fg5XlAljoLKLq/Oz7ucmw1UluM9WPv6BcBHMAX2E5/T/s71i184zvYDiPhV4+2vXLP+MIVGpVrmpPsiV0fny5DzvTaedK8dMOI3Ro9M1GQUak+aEf+IJZ6dotWq8egPzRvbfA7srBcaAIFCawVrT6YsJAvDtFyBjG1MRaDuK+NOX3BmUZLXpgWob/LAUyjmQjP5973Wj7eOZU5zOai0xO+n7EvjIfhFC1hZDFPRnQ41lHSv+pBllHuNY+6lhPpdAALAdH6JtxayZNbg/t5F+zp5tiMReNU5pkMhARRCKLVShUrvizKz8xmZCJWaY3+CA262mWrOHco0qpKBw804o9B0hVXUPkQkRh4sXwUHsxqysVxX2tk2pOQZcVaPsQHuuRipx8BgKaN6YeYuPueygqI17EDsIKqWe0GHgYK85p8hJ7DS3pHHzBhzGcU6WAp4NKXNW6lLlcmxYRqW5YEwb0r+L8IGifbdKOBCk1see//EHw7A6cBMMWxgvyI5ZyMAlV0iIDgx+kHHd7jpqc5/oeG/QW/tE6oMlmWfFVjRPXkD69RGpdM7QCFekoHiY9GL38z1D7gpMcuAySDM0PMCM23fY1DZOfc/MN+NHRFX7sUAMi9FQ6z9DQZk0MDm4W7MaCe1EJuQIV1n2ufazl87LqU82+AwTyi+7700v1LAMA9RgD9zlg0pm+VIxGtCtKxyITDyKwGWI2FpumpCWejKCxIuZWaav0cZsT71bZnj0Hn0K9a9Mo+SQSPjqpptx6K/2TE3dE6bDY5v0JvmNbMUKNzSMsS6lh5s1HzJswwtc1uemZN/S4cmH+j1Z2JdEvHnOoG+T5Kq+ABA41RnPKwPzDT4LIeIxnEHX/XZ5npljDIUPZj0tEXzlLtyaNsYtoi0CRAOcgu1Ws/SnOxwXpy6QFTw0iP3OqR/VyU1jGo1128oo7nQmtNhMj9LnYWaGVb5ntILeP5WDJ/WuVbNfCXnMq7Pc6bmdzIhPAyvV+1MlQ0z2nVo3NRB3JvwDvVbK+z/yzHpptcVnLKj6E454vrkulfeWu01Fh0cwWfd9TBYnBqSfaka4VnL7Xfl/Gug9p/ZwEJMh+eh8SfgEp88F8s44OAS50la1FgriwLkKWF+se6L19rP7p68ufGyVgFnG89GyD7rY85n0WV9vvzrWo91//S96eSTcy6u2lHPUwEJ/T7usk++c+Urpi04M39py1MH4Epu8z4EMm7i4VxPlgY9kSZVGqyFmgwbvKeM3RxyjHf5Xsqpx73NWsfAtPPU26AlXMKTGQDBeyPpZD4O7cfQWj9xHt2yjPKe2YvKEFj2LE0fU5mDM3zpLE1kdkQ7IfsZLLnEEjV15LbUmkTReCIZePY+wzJ6AjXmtuvshDneIXtfvohgVmSCDbXTwEOdWYK31Asqrlor0spafvAeNUwg7F2zejvzk2CfbE8wOCeqqsOGamJsIMy3ripL5INk7uL9rgXSCA1m2iTPLWuzzpzBF143O7GxPAVQtZKwXG7U+cI63IFZDtO6HOpdUza71KqAqHiZjDFSjsp1PywbvM5+toKv4Z525mu5vO8NEl36UlpGly1q/dn2sR3R1lssB/3HGgihj4yrZ/1ZejU2pJ85lq+vf0vzpPtxF4/74nwGgCvto1A2q+lCwf3SPwu1IAd8ZR9ozb97mY8uc14+L9d5ZZrZlyfAlWXUSquVvWngw8LDfXZLjuWUs3XArQOMxWehL8TyU8NNBoxq8Rfnfa7nZ72OZb6LPrNoA/xEMrucN5bbUcPxIM3jwme0eiRsun3yzDs6WICM0/b3dxPO6J3b6TFguc8luvVpfT3qfbj7hn2Dpj3pTAG4pJ11KRf6RDr4yM+zjeW5CVSvxG9ffzgI0Q7VdrTzQr5R1zwc44bEAewHch84InHEpiz6AJFIRx3gjCBQPW848iLFS47XwYPanc2g0jKxUchbWI/LA53i+0dgXNlwOiBk4ibmrRrzpwOxJfs65oExDowjkZeBHA3H/qjF36m+qCki60MDO84Y6IjjhBhBvGymUo0GBJYGHB1NUGHLUD1o1tXOnMk5LU8O3iED2IMp47FLcdmYvjskQNrtgrgdnE8biIdE6wNo7GPBupKsQxdxJWElS+bE9QERDRFnLrHV0INr2juDFn1sCHQcx1A5LBB9ewzkMTDQkAcRM4lBNMJ2IPGAEWeEBD33+ECiown9GYeUn7wK0fWNK/67OJWMbjsv+ycAn4HbR2UB/ADgmYGEOAH5dyB/BvBPQJ4ZQGj/zEyD8YsO+CNY69H05Z4BbDrJ7x90ymcA+I+8p/0L3413vPd40hj+Aci/APgb0H6j4+uigMnpr+BhfAXGI3D8o3QfK7PPIMO9gIL2E4AX4PKB5+D5M7Dd+B4cwO0dsH9gSabtM4yURU85tLSu4wqMn/Wu91M4YABNZVe60FIHmPkQ/8qx5hOQJyqicePvbslm4P3EuY4/AfgZyJ8UGFJAZPyJz4iPDJjgRyDOcl50YP8PVDjyZ449ftF+P6ACB3EGe09cwAbjV7hmKMZf+IP/DuRHIC/A+DvQfwEe/pvW718A/AD0/yfncTyX8P/SNZrqSg8GK8IMd9youI3FKQqOI6MtiEc520JIRDDgRqZFBYqO5kQZdGVoUEqlDIjEmGw7gzTsslauQY8BIkU28UMrmAdohFExIoLtwGgsmWJJlM6UEL+xUWRfnYVUQ0yHt4RRCm1FVMtghkdiCjyjLd3wNJbAToSMAUbMyR9fUeURbER4PgkodY2B2tK7Kdwr+1Zp7KjsN6FqrYjQioLRGlwESIjaUPQep0r3HEJ5WGny99pcQxsB6SZWhZP+5hWSzfn0KuPnN+7r/h4YzyAS0Y19ZeCGEE+jk/9jgP1WPiLyxmA8DqQR+3jhuo0nAGf09o6OePd3SfL7yM/SyYeUKAfP5Ow+rhjjhsDGTL54AjobNbMJo5zqkEHXErGpTq2CDqzta8RVB3BFtkutY0hu57iAqfVJ5BLUa0cbxmTLRp6UL0ickHgHNnN7Bvnsi2iX4ABc+bzYWAaAKvRAxIXnt/+AwCP561BTcIiu8oI4hFJqJ8T2A+nyOPiu+CzVhM0bqQtK+crGNP2QAz8a0HaihYYaejfy7Dg2BnPjiowLckv2ndiBTCLujtOOhsH529FgQ+p7Of3tb6Ah+R6FelfzaEoMGWvxAsQrMB6kixnx2rhG2RC40NGKQArNzvUXYlX8jn2Wdjk5UKh4lywJB8bdPyDFV7BLZ7uwTAXO0nFfkfmLnrEh8YiIv4B87iyeyH4U2VhiARmgQ8KOBAUAmss7PCLcMBEOysnwzUfyg4Q0JSnazqwTnUUFBlRusblMQkreCqns58crWNOb59L2Dmu6n/kcvAPwGYlf+L14nTQJyQQbDRjFt+ggm0ZI2RpVYsEOhzF9vAhlDTc5pbQdTYHJuAhVTPmdfZuv+MoVClA1ldZhvzgQpAKXSCP4yMZSAtTfs6N6ssghG0iC0qEMK6hmsc4W72HgcTiTpRwL0olEf87roFPH79aaeJ3aTWg6cJ3xIHPUdJTL72yf2K1Lo8xZCEbODdhxEtSdm+SkDNpQSQKj9ob1AvU9SmySewR8Najslx3+hY5mPzqjqNIZhwJ9NHQ0sLnqWNcnOtAeyMfylQhljOnctAMQA4X4rPWQc1dI0qr972doH8sxnMeCvrXxPo1slBpLtOm3CM7aUhhIMjxe8xXrEruC0YtjrFmvsi7C91ftfgAVsIgAswepG/Dsz4ADbRU7IQEo6JhaJyKEXd7KTgU1xpUzmXoV5zubiEbpO3TaieRqkexoO2sdlFmNlL74APJ8ByaBgBugS5eB9VhPxM+SrHEQxn1WDMQohUwOCzvH4qxnSQ+FwDh4G7igboP6mVtt3YcgIkyeaj35kAIY0jkKBOSH2Pm5I9VHiny+oRyFBpXhs/bz6zaCrzx+pVO7bVyndpKMV7mUxv5DaVsSBmxcMeI3zvlowDgLoDVIV3FCi/cS6Q5yNeRoyF1BwL7Tod1fRW8pejGIQoATo86FUs48I4dAKo19h1ofrIyQ6p2QCeCsShAJ9BsiDmSz7GE2Ifsl9mXve42V+3llkKFdZBOcATwCPYBTIuMGxAvP4hg8g2f26cLOLJVjiFfKhJrtBnawzyaR0wZAu8pEWocfN8T4pLU/I9sZ4/SMyB3jeOE6qCFy2o6JW9Ee5aT4ufroZTB7ivcarX0jKtj9GPPCNcQDMp6R7U9AvCDaT0DeEPsLgEdEo02XhXr/1uXMwyF69+fOxjKfT9qUuRdPIUCFmY4Ey1I3CRzyBdl5ameleYp0Z4O1hHaOUP+TfAWDHa+UeAa25BnMjJhBuqkbnrnv+SuKx2SnnqkghMPl5o3kcicdaZ1/lVJl7zv1eqngcoMzzxjwFTLdtpOyezMEYLoLFGLSdCHwDURQ4+rAMrdGnSjP0iMUFAwG36lzmplNPh3iC1nG62dQD4Dmyz2ItFPc75T/JxUsQy8gUFZZLvlJokvvvczX29H4XeVN71/tWfPuAIx0J7tl4MG6lHVRl9Sqkv0tkNkxMgSoMCc21cnfyReAYHHRX5UJ3+Q/Z/aq0fawXlHVHpJ0nq/apwfMQLz19TW47VnKJpDEzgpeWeooZF+ggV4AP/thwpVY/C54vSBFwHYWsxpbKeiys9J+De896ayA+wuorbIBob1J61FaU8vqhmUPqZNG8XuoBHGApVg7oKwzjBlkIn85xDdJ/5kNLVmKrOUuAL1tjka5Zh3sO9cfDkJUEodrgaWR8KM2ishnKZENRDGHHD0+vKnNtTe+oj7BsghV188Ra8ARmlS5nxhUbJo06QERd6ES5qbxQHOP2bBJhkz693QKVqWslMJutGpF5OSkUfZCLmggovdiLZuG8pAtxJhwenfIiangihXefWEROnB0jpFo0gdbDJnzHsi2Ibeg0+NQJsaxHLBKbweG6qdnhvpGaAkk0Zl+ODBLpZC5j2APjRFu0BJCuFKZoNNJ6CyVlwgTRm6lP9KwqlP59cu1lg9wgFauXXexfeDv+5nMNR5AxPsHPfpZTOoAXIahyfFR6Cg5hqvB7U3zlcJuJSEvqLJK60EVQyOz/5Wfp5Tm/gr2krjwQBfDUsS4qURQ+yw6caRR75QwYX8GObiql4OQzEOO3jzLEfsbKKx20Hl34r430h/czO6ww0zBiENKrvoSVD10HGDpowam6ybXIi4KPARgtEc131Oa4JBgiivHsJbZya5jFWAfiybjUGtdSO4EqozFhqqz3n7WmrzjHLvekWrEnT+CDbKv+u4nzEyCL1zDiG0pPmmFg9xk1q316bTB9oaGS7GQhgzMP1POwlIkl++mAxJaE73j9/qCkBoanB8lzgwKQ797yPAdNVLWnAeq9iACdmimUIEUYn2+p1LV/SKnI0qgKZMh7JCkIMAsUaEvVjRfDmfzfY+jnCl8mnlsocwzUDVYrSz7GdX/ByhD3bNe1nqCTGSMv6lZSCcLFcA0ghvx+20oprmMQXdZmfzW1dTwO5Ol/IBH2Klgx37oYfxTGRP5CPZZShlj/qEBxFk2EAW3KCgBsKcC4HTuSSvODlCmVQT5jDMmmCYIjIPsDTvfGTvcxwGleKlR9dEw99uGA1DoVDlbUiW6yL9oxJCc1FhsaK9WlG4m3+WgpqdZKa/OKLOCbJ4GHU2tbdO8x86AcEKGCh28E4St9QDLB2AciONGB2omSclO7ty8wfzeob4acmKZutE6sAWBBOprRLR+MHDbGnIkjUhldbRhPUH9NZJGHIPp3yQ3uAl0ofCqmZr2vPLs7UiyEUrDbUWhw0jrEBKw6tgufT8QtY6IV87PZUacTVOp67WBsJOepbcu0v/k4Ky5dFSjwHKi2SG7IEQzpryrrXR6s51uvXjZvMeMX1kmzhY0HeOq9yiI9jsDdsPMiCCtRnTKq5xIfLFSoM69S7TsYK8NlX/BoDytwLaDNW9kjIN2mJlx1l2jULPTaItC7XXqxHCmic+yS7DISb4gTb+nuqHm2IofU+/N+n1ojacMMw+dHD4gozHWV+o8LEi9e1lsPiEelHpOySwatzN7MBaxO/k4lu+s44LHGgBE/ywL5lkYUCDnf+0wisdPwx3IlS/APURc+3tlXM5UW+2RXEbllbWd5fJLCUiu5fJEko/1Hv/P7xn1NNs48/8xkX1+amVl8qzw99Y7pq5QOytbDiFWieWM/Y62vkdsefc3r7hrFE/+In5hmV5nRvxgybpM9RtywHT2FXMWUJvvqJfr+wvC1QFazzkWmxArbYV04loHX/4dJMfudlCraQdUW/Zhnav4KrzOC41TEUPR+qKjzaVd5rUgNPl78xM5Bms93/abES+o9fHHU7bOGZufvnGYlZ7hYDftAyOBSc9R+zspVvNdHLhvxWU1Af0dOvb3112PtaW+N/UynYikPVk6PVLzVENmBQyaAsJhx455l53CXv8mW2wFIBQpJNjk1nyJwCMSzY4YB30dyrKjrmk5v1d5LyJfOzDkR4lHsIG77bBjrntLLacagpu+yw4k4r/osOk9nXqFAVdrNl86EAAgVCbIPCTUmyKHmq/HGcgzIq+YDWJ3sNgI7a+hEovh0mC1Xm9pY37mkVC/MWrbQCWNwz4d2/4R2i7yk7ANHweymvHqO1WBAeLN0nG+RW8CrkbRZl+kFmrUJph0EAruN5CY2Ze20TX3kpFT/pT9iskp0r108qRxbHAvjSm5l2yNlcUk4Oops4Sygq3W/2HdhPfen08HGHSfeY4yYouHVz+vnLwYwORH8vEIjJELv3y7hlP5dyal+b0gEWEOY1lrgELUkZx24O/lwpd5jYMWHo94fOxyOHue4pkVVFn3V7ZSlcERAMg+2O8E9Od6rfJp6mxY+Os6pxzTeb+eq5SukNmKSqguWAb4XCowoOfynJjnLM8tHVbPqiDaOlbLRtkZ1q4WoFYs/08H2+L+tzVfLBpWrPohtNHSJb0vaAuvWca/gApqPAWQsWa8+nxyEV+ca9myWKasYdyPX18sMa/nm90hUBUozH/UOP6OBpfstvperV5i2mYpnph331mp51vXvyEIQSxPP9ScVtHQ3Hb5euUkHAGMgXFKjNOBHkTeGHEVoyGPkO6nhWh00sZ+JnKnhzLhxcTlPDg6BWLbO2IEK9UcgVsGjhKyNHBbROmXDIYqOneAgY6h2tJgncRQwOOwI8WNhzcyuGi7vi9ko7daBNSEesxUJDQODOzoOdByZ+3XPJAR2DuFY8QmJZwlLeKig3sSFxtkNENBiNiU8qLSPIejXKdAxgbcEu3SEGMg9gb0QJ6oHMR2YOyJ43ow8yNPLDuFQPREnigojtsLcAQyT9yv3ugU2TbkiEKzbXlFw01rmKIQOvXZ9DrQWkPmCVBtvVQ9+uw6+N+62p/52NvOw9x/AWvLifmc/guAH4D4DXR0vANRhz9iIhol+OJ/kNS3H4F8AfYr6Nz/hfe4hwQOOslDgYR24btvPzPQ0KUAnX6mE/54B+QTcPwEjL+CPROeSc8PPwHxCWgfgTyxb0R0PjOGekMcwEZnBnaloMVHjqN/krBucuo9M+ByS+C4APEZbDb9A5AfgOMzcPwd5WhqT8D2AxWP7TPoOPmFfP2j5vteCu9VaNPbIb3vHecSf2cQoj3z3+PvwPEredTDDYj3QPsnjflnBUZ+I6r3sFPoN1D4f+S6tj+TUe0pufonro8bcI2fuQ5OWR0/cI3Hift0/r+A838F+0D8s9ZTKZ7HP/BsjD/zGc2lsC74pvAdEgROsw+evyqh0SxcTFML0n9VNOB6golC5Sv4l8cjWI/9IhJ2AEvIN+hZdly0tV7lIqSDzmOn+KcRfMHMhzTSI40AxiINEjmIhuTzKGwYmVdmRziNtpX9HrnLWQtAaCOnIfMY70BcEBlsuozGwCAANLkeqtzFVHbTiAoYycqAT1iTGyikC3rHqIasVA7DilcHFe4+tJ1WHpyqqj2y3K0SUHLWJ/cu40IUVzaif6MzUBFTySplKhqFsFELMi4KVPSNq/cLMhqO41k84Vmy5AWZF7C2rRTGBqB/BvorIv8sfiNEV74AQw2BsSFxQsYzgA29CRWen7RGv1GO7Z819wfQ2S56yhdksq56RGPmYNyA6431dm8KRDQw46odGNsNiA0NT5Tf7imwd+lkku3ts/Q5OnPY5G+biLDB3gojO0beiIiGgtzHwdJEOAtAMEir6juUjQpVG0J/4QewpNHPOguqe36I/iTHs3dkbGjHC2K/YcQHJJ4QatSd/cKf7IjB7J08TsCxo10/YeCgTA8UsirwRBo4yxn8+gE4mFFWDlUAYxP/3a7IdkVrB6IN5LUB+wP3g4eGNIjENhrPezC4TH6yIbYnfN958gNpSVlVzEK5oMo7jkfOczsUmLaj/Zk/cUXEK8jf7Gg46EGMDjo7FOg9PnC92w9wg+cqPQMwSyHcwyYw+ZqCH/ETMn5BlY1yWSgARFqfgfYegRMdBbkj8InjcYqReuTg+JnyQGUgXCaLgW41g89D71Kgy6VIIsFAmWtEy8nffuOf4zNKPkVDlVWsrDXtd1PG2oD0NjWl7OaJDBbPDCQi8sM1f1NBvzwh8xHAGc7WcVmOUJZcGhRSzm9lGqQd266vLh0hhVDEK2J8Jn3kMxJnMCNLyG5Aa5Mcz/dMCyHE3dssy+lO2RhyuLJO/BoYAhzUaeLJDiqNAgudQHS964Yfk4YQyEKSN9lhangu43mEa/1C7HXA2RH8XcOooIudJFgcnN4zP9JliywTg7wCGn/mRP9VQ8UZCMkFkWdHQiCFuMPyu3UvOHNLJI5viP9xb0PluxIXMGPJQaSmc2P5qHNoBCH2QpOyP5Le5SzOVM+/IDqOM6MsaV57l+tAsH+OdTnrLDiQjXW3fc7cf6AQegsY422g5Z7Wcuo3MdeDpeUOEHjUEQazuLloJuVRoUiFlnU2QqRK0uzai47EM9cxvX4KetqhpfFXVgZok8Yy/HBAsRxhWp9wyS8FLdJBJpUKO1RSSP0UJ3j5yn2vhtc602N10OnsRxffXUgrRsmlakA9XFLFDuZa7OUPZjG4Ua17UGUeaDjAQOojoHOReaLDuLF/DYE0yiYosIfR2x0sp4uSOwbvEZy2obXfqN84sGy9s8AjtME5L9pWRdchqncPFDn38/gjTjqVdu2Sg4PAtpGPPOujkcbEIKLbQf6AbI+yh89oONDaTer9joxN2RWo8XNNG3B6BnAg4iPXQj3FmN000PITWt5wtHek9zBI8DNivCDwXr7m98j8EwYuAD4h4oI4vchPEkB2jCpFyHeSVd6AzgwHlkg6ESwxmEWYaGj9BdHYfwhxIdgx5RxuALYrsL0oYabrrJ1lA1ylI6ikrzO3reurLwjaM4/teOYZzV/BZtisdjEyMLIjjg0x3iF60A4zWKoAqOI7dkKnQFOp4HYEjiZEv0pMt0jSb16BsSPGmfxua8hTY3ny/YZCDveN+t24II8rLa3+LB39gHXUGSD88hW4gX2ZCNYjaGlIV7ctws/4c+ZcXCosB+irkx5h+zSVkSjQL3mE9Ynp8KbMUom39Hl29Yar5qEsQtvGVZIYmFni1DkzPvIMVYlk74GCj01ZWpVhaoeqdM3hMpnaC+uNcPhfmXh+dBjYkqVjpYRoujeYATFJ5LbPF7FDSRuj3mBbMLnGeOBYxhUVOIsTMh4wHf8DzL4F9U2w/9N06EuWRGDEEyi/d63dlX93w+Wq+NHEa16RuCzrftKYRsmXiAfqVeqL8u2L40z7GVyWWLZd2NEeOzKVdWkZLHkC92pL0K44BMhoLGPvvhqVkaaspNILN1V/UDn0acVTtyJAHbxXQLSIAHvm2oY1SE0B2/KhWMaJxzLdHK3rHNm7r7L71cuqfCjSAzMlfyYtoNOnnEeAepT6lTXSeMZJ8Q73rBRQzmWaKtsHGqv1IPftAm2DgNZCX4Nlo7/lvUg4yFC8wgE22wTNevejvsQzEbK76Jcwr1QpT/vLhoBWAii0Ullj+fM7tgL+jUEITqNPgkMwxQZAQMj+Lem83gb9cPA4HCkxg8qSA47yOlhVR17GSznHxiSQHMqMAB0dISeX06iH67gvdX1zJPKgUcAoOZW3qLFxk5EhdPhM0eyDZZowaFxGOGVPe2vfGkQgIugcMc0cMwYJiYxen09djw4eltahIRGqudgalTdmdBivlDpfuQQxGx2nocDLYgwO4M4ojDjEvEgwI212WLDwXcy4aDPYDL0TgKN/4Yit0dEjAQcffP/i0Ps2we2lhKy1gWfqrpTk1A9e4Wg97KwcQQGUn0BkjZv5SJEKZ03E/HP4e0tEOj4B7Qo6509gqtLOH5chWtBjJfji4g1BKa/FGFb07IAb/qLLQWCmiJPmr0yP+MjnRgD5rL1WTVM3qiyHzOuyH5jO9HingzewRmjRnmT9S8FoQjuX4bQBoQyTVPpqKICQz3qm6rT1iZAx+oBjvEwegMCM6AupHS98nx1DTetZ90lBRWqsztrY53xDe5MXrl8ZwV8lNh2+MZk3sNCAMqhMvwvN2ICP2vtJBoUuLIXMtKADVJFwTMbtB1StUfG8dK1g3eVAxDqHUjApcGfvA/GkL6EBKuNpMTDDZTtm5oRRBfWExEQ0LCMwOmAuBDBRrpgIIgniLCSOXSL+0oK4jPt5RSmnyxwAuIbhXCTXUjbtFeNaRjZKcDsZ9g4gE3m3NPNvcsataLhan28retnNC4RQ8fiis+yUUZHtkBEAGW2JljfJRIDNk59QCn3BI/RMG4ExUOXnWpcSQTRNCB2TQuVxmRPRVELCuxJYzqLTfCXzmxZNSDrIoEN3OR/JkOJldv4wfZd0TQdMWPErQ2bllz42ATSh2MuwII0SuW4epnkDpVSSr4gmMnSb5qs+SqiT5majzhgYyFQQOVLlqUyfQI7OsR2m95C/yYpaRcGQTQq+AvvVPB4DswcMzywNK5UF6YHKuJAS/V3DYmwotHUFzRLVZwhnBLocJCrFpzNKdL3vA+hYs8EL0BDwmY5lvyTr0s0JTZ9PsJOv9B0OSI6SMwKPcBPRid4yTzqhUPrKHmStXDdcBJzpMFE+drqb7k5aQ6/5yhcsF91zxHuhMl1VXmnA6d5Qo136AhY+vM7PiEzrEGXM3RbG4jP3VjeQ7Cs0sjKLqjbwqpRp/uVcPeDyeZWN7N/LYGRpDCOSbfIpO8cZSIUCnbWbv3atOcJ3awBzSJ9Pnx3Tk2SRZK37qs2sBYFxIPmX8yt+x/z7ZNoll0zTdj5qjFnfdc6EnBCFkPYdDhgsjog3//dI707kGxQ2A+7z7lUe+W0OqrCAlALumcud5pv+YGB9ifV9z9KjXmX9KirnYpEX8yLtpIOtOdc9jGQO4C16czpjesnUKRu16hIqw/LcaNPAghL0TL91LbrUnWy3MWTeS/5zV/ZpsV8mMtY8QLeUftzquZS/k27Wffvi2Sgdzs9ff9fm+0qvWF4X1j2/NPf1w+X8xxfuKhKU/JFuMwEZQNkCYf3K6Nz192/OVXiHbB84MOFBWIcwr437n1WPk040MweBavLZ3ADUunzzyzH5iQeWyxrEHHdqPLHQxjqmOu/fuNp5ebZkuvXXAOUzOh1ict4UDanMkIGL1llWJ6dXIpELiEit3kseUnbVOc2jAqCknwWRO5piZJxnVCad16bpD9F47ssSULZwdK1GR3ri/Co7ABDvOGuvTyJrO7EPAVWk7/jMWy2CHxOAAsdk2cW5QEQ3RGNyML4J+FJmbUB/LJlFIOurd0w6K9egbIxa60VXKdsoFNSzDhOebq0j5+Rm8F3gjiucFUP+531RacZcechXrsoeXujb/MbrU33BEvc6k8/uYmvBSP72++fdnc2GmaW00GdlTs2Rz4xy0yN5XdQCL7oY5By+G5/1DKCy8D22MJp/jpOsfuHtMcdEEZagXrqecYC+KNQ47fin30TzT9Isb5Af7+45ljc6a+HytwNTx1j5kdfE//P5dKasHelTSrrUuXs7Tb3NeuhpWSPU3+e6ePzO9E3N6XjzrS9dK2/GHHvOf9R/zoTQtGu/W97JPGcKTFDjWk3BA/dDokaRC416L6tfSPkpiyOh/K6QboKpPy2boOvebi+aLPl2r+MZWANnY1S5qKyEornH88xBc58yBmBghWeCT++YgedcQAurvjDp3L+yH4rZgKNWySd5PiPn2PJ+LRLal2QWbuncGnuuY8+QPLAOMepPjsU6vN6eq5779esPByEONZlwPWB0MtWRgXEEttZZr/hMgdeDOAnGHYYE5V49jiOD2QpIjGRkfBwJxMC2cRGOJmRQXBGZ2Hamgx27DJC8YGAgTgpCDSBHw9gPjNuBFhtaOwMYrJWKg13EewfOT4jWsLVADNX/zsFSGeUwCQSe0PLAaf+MyB37EHr3gQ4B6jNE/4+D6P/WOmXNBuQxsI+OkQfG0TCEtM88MeqZiXEcwJibOx5u5F23AxgNfRDdup06WlP9aEWhhmzQGINohtEQvQPbw+RdkRiDfTpu3WSxo0WibTfW2x2BHAqKBJD9xsMlxBoJTo6bbMg2MKASGCqj1QaRRq5b14Llp47NpYekzsT3DAsAhxD0+IBZeqGBJXdOgGqfY1yAcQPaz2Aqyb8Dxj+CSN8nAJ+B+O8ohQsPQP4INjj+dzyLhzIj8BN4kE5ipicKwdN/B6Pd/xswfgSucsw/vrB+Z8ip4QBGewH632TcJ5/XfgCd4x+BQiU0YH/Pedz+xne3/wTEA3BWKYnrA6P//QcAZ6D/K9D+BxD/BcA/A/1XoP8MjHdgr4QXIH8DnfkvVIqGyjKdnsB+GP9JHOxvVHKGyqGc/6xl/gXAb2C5KgVtcgfaOyD+gf049s9sKLY98vn5nu/cnjm304Vrmr9R4QtlOhw/ww49KkyOWP+d+9c+8109OZb+TIXS8ZwM4CDah8GXvwDjPwL5C4D/xmdsPwHjCtyuAN4D8X/jvL92Oe0+SM/Z7IwwOm1HWmmwEiOjoiLqKWPDynwD99NOP5cnWoVKAhgOitkZLKVvOILt289ET8SNSBo7l+HsgYFqpB7MuOL5Nbos4daa9f9StPUuO2BbB9omWaIuFUPG0gACB6oUm4fnYO8q46zAwwGQRLr2p149nMFmLUrl/DxKG4yuW1yBSa9MAC4JE7kvNm0QAY2osn8cs0rIBDCb7y4KApp6GkjNNhJjdKyOu3CKceN3crifTPuunpfnH6e+gkC7yTjrQ+hS0t3Ij0hciO49zmr58lm8dUPmA7D/KPDmQGKj0RkzUyXbK3Wm7QdUZhUSuOjM97Polk4jNpsfTJ8P9tRwJiFakN/uF8R4QuBHAQ+0x32jjn0J8rp4BR0dXWN7D5ZS+lcw5Z5KeKYyI/IJPRuRcP2i809HeNgZO1jGqVCkjcgoOtBR/Y9jyMF6YtmiuBAQgP6IbJ3bfkvE/oLYB7C9ovUd7CvwCNao3aVkDuS+I/cr/31KRHT07QkMpLwCIzCOB2Q2tINGQm4JtF0ZBskMtnEA/WBJwv2MPE6I1lSDP0BiVR3dHBhjB90vj9xXQWCpxF7B3hircv37K/Yn7nmo9N8QuGMoIBxE2Ef+AIz3SKXyE4X1MsEjeETiGSyX9BFlOCQoo7MhK0NMjpPGPc9k745Z83ynAyPcK8GGBBHHMY65mQgwAK+MuONR68SGzRlq7N6v5E3tKp6hkkPxgfPDR8qmfE9awgtwV7dUuk3svDeCcjsfEPkE4NA5PxB4AQ/Wk+adUkBFN90oKWbjRDyQVvEj39NunHt+lqw+OJZCdm/I4xnMzJBy3xhgD/VJCTWhdW1p1qdORHsBg0f6PdwDRFko8Zm0o9IRkQ3Yn7TUB1LoS8q5Bxonjf2nYnzCdIh8+RrujyIvTVQGgC8igJs+H3ZSqBeEyx/OCjd2MNC4pbxj0KdpvRyQ7zaM9edQP6fKeOsTNYmUqSjkcAODskRtLxl8Y8jWOQOR6MoE6rggc2Cv2XEfbHqFAl0R7JNGmcZga8tmnBlSwSfKBCE2kw2JAycQwa269XrTiBMq2JHgPVlLjiFneYOQ7q2jSc6mzpuzO9bnUL6ypEviFSsQA2FDXC6gfND8vL92rHE+DCizdC4RjHSu2N0ywOw3rkevfbTDdDL0r19uHBtvHc+uXe1SgKFZVkkHlUyxoWbkgei+wBKjYfZIUPAq7KhdHYOAHYY24KkrJYgs3ODs2HKgKSM/7CRvzBwrxCtc4qpCyHBzS9eELkeHg59yrk71KOBbKG6HZLMzqKxLyVh0GboQOhxytpi4IlA9aBxYr2wOZhFatQ3xoCofqhrx/LseUU45g45YijEas+nzdOYYUwhodJkPG9f7sE9B6HIpVllr0Mnz0jbeDYEXnSQ7Wc+Y5aK+SW7A4we4tC3LJBMoiMamvdkVRDl2ObbVM2Ak4mBwF3lB9o7R5ZuogMohn+0AcqdegY4WD4gItHxA4KSz35HJPk0jnxF5w8AvyHglz3Dp63HmGew+F+6bANJKO7NKxEl9NqXLECg7ECrHlFAWpbPpUj6Lxt4RpPWOjHcYeADiFdEuCFyBfEWMB+D2XDpcKcC50xQuKu+I9qDTpcBrXMhjmktlnnme4kHrx+wEjEFcWnsi0Cc/A/kRGBfE8YJsJ6C/Q7QTWn8S/XxG5oGxX2mObQJN9M71Sdkk1w7sA3HiWo5O519GSmSf0ZwhPuQAbx8FrDjRvzUeQBmhLJ5pJH39Gs6ydUm4IR7qwA/PRGDwHCi7iBW76JwMyeNQf5tsdgIrsHI4KO+sVNsw1AnSvDDtyF56SwBIPACqD39no0XCmQosK9WB/LCMOeDy2tnOkiENM/B1lKOz5LdLe7diR5O5GSio2XDOzuxoSIG1WHZ1R8Sv/He813PlDo2rZJCyW9PZFpwffWIAfTm/LsGojlA/WzY479KtDzjLJNXYvrl0UjgA4iwU9uKjkx93vBXurZEb9Vj5ZCneLA90HgzYQSJVOrTl9xsFx1C/FUwndULA60z6ZSLAfq+JAnd51QNAS8To7CMsVhNCnAcCGGeLR845HJBJvVG90tKBz1vd57VxUDnzTZBVMobZwho3ZvbrMNCmgrL2LSoTYMh/mSrx2iGZ1yfvhPyhm3WLSX/kV6QVls5XMK/06QT7KjvD0+XT2pS3Li9d74TkrM6fdJUCyTgQMlBZFZVJz13F74KZBUR32TaCzVK9w1jBYOp95Nld9HnjOevX+7mrN2eatqsv0revPxyEmEiT2TTOHICHwBHxexQT7YucCi6MZKKSEQCq7mWoGadQsKxkQsFJJ5LbzzG9h86IRGs5/UgNqAZz+szNL3klIMYcRh3mKOKqPFcHl/U+Oh1FFLDDUYq8b9WzWXYoRXMNw81bhxXS0Hy4Zs5KoC6yRvuoBMewkWll34aYo/mBLKK2is//s8eGI28xA86hgyjfIdRnA22IsHnAmhEkRbRKrywUpX8cUXOjv8IVw1H42oLxB3Ih3CDUjSsreu5IsCOXUp5TSPjxGewBIIVeDSQnt0gwk+DEQ1YZEzFva+vBCSDpbJp1kqk8GrGDQgiOqTAPpsSVEdXcMNGISqEVvGV9fad/D94fG6gwyBMfVsghJcIRY+2FkGv8vegWkGN7Qe+Wpm6HXmhNZFAK2cS5TAMCZoq4cq3zRqd/u/IzJJ1FFcmWIK00eCkyaKWEUFm5aYxJpWZsYDq9slhin1pHnKSTeV2uHEck6EQ0csBZEhd87bIhZx5RDvqK5hclkLcUX1iY9PqdeQyXvyyOm1xoDeYf5B3leMu3J0S/h9YvvK6m67H8nmOZ0XmPLZenrXkNphejgHzPEu0vlJh+XzzWLlApDIVMcYZBw9eu3/GAXP86kdJZwZ+ZUlv35/oXP0CKQrqchhX29fepreU5Dit9Nb/12ctndUzfvMv/epMF8sV5m7d5zFXmQ6UbUs0csdIwG7i5iTCjOJ2GVRuAEPFGodbeVU8Ynz2Oufo0uUZvqExHQKXCUuQkZSeEPIuNpYPCjhuPffl7WxDdmXBqrFE+sciMMlS0T5yDa5wCaF36APc9pcyWc2wAsPEHIJzeXgh23RduxOc1dXCrwdkRoV4ILm3CwJMDaHKYO/ARHejSSwySa8dChkE+rGBkZSGFaOXufMfkCb6GnD2V6eEzrfG4LM6bbKQv05sMuZLXRuVb+beSPNeL/5lnragsnumJ1dZnhcQULy3ZvDRRXtC15LVqoLecGTs5Ztai+Z7pzLxA8meth2sn2XJfaPwT/frmqjO/8r5pdHBvFjkelmu3ZUzmdXyvHdwAim9OA3+RG4WwVraBkWrZp6Mvoe9YhjozIeFm19WPJ+y0tJInWVGZFFE8zzWMJz3IeK41ciaj13rhr99mbzLC7OQDYFRiLYvPnsZYOojPgNd9/b3HPvnuHSsOj/6tvPWexN13okZgWjYPd2kGnt95vGy4rvQdxUPXMUW9h7ShXOupTyxjWJ4+13hFBZbTvC1z4ufFC+4e+ObfxUPER/yrtKOWdtU8K+HwYe1B5DSY37xBY7Xe4ZNHep1rYNom/4llP7KcVVM/Ssun0ku+xeOWVVzo4O7Du2y6yYdrXZ2F5uw7gyLeIJ9RGRpveckqA/1+z2fdNyw0vuoPqHVZmOo9pUTTnr3Vp8xz/VzzSvHVO5jm1BGjzoppbF3Ehc7QMBG0bw/+WMbJtZxZEAE36vZcV5qbr+Oavn0ylz0os1dnSxzzWOTyzoluXHiA3631kdy/G6PGTRRtfpvUAFSjYGdwOmujScY283jxW2eYOessfQa8jwySVCksmBe0uyAmRWTDPIfaYwzZ8NTNKuvPWUoNU7bJZosUkAkAAzCB2QV65UFeDHl8F50qUzIvQABn7fmqc/lxzu2Sw0+6gIFJYWBFOQi8NqbFLp1ng0vJQf0AmDU1fQ6Txn3W53rJE6H5TX4cwLT5FzK345uyWPseU64FwOBXIaINAupAHGi46aQ5AyaK1wJB0MD3yO1uHxaZ4DP9lg2VPoI517uJrefYOnhfeJK/n5j9vvpyP/UtQdO+8MystbuzH03T5bcBpuMZy/fNHhz89GOl3y3lqxy0gitw1LyxgCgCq/06dQ7TiBz39pmYVdRalCIH84k5VD9He176XCoAvsqKKT+htZnrt67j28uf61kCahhAV4GbOxrxmLDIZ/GV7xKcAm+e3++G9EYPXIFtovSZ5bBkOgT/nJnvmGsTb55fvRSWcRQfT7Hft3JrHd9iX8KZEH15hh9tvdp+VIABsLE8x75M8WbTRr1anyc0K8lXrw0sD/yML63pvO5pwp8t/ZYkezwv+rA9b2DS2PqZed767JA+O+c//RDrz/06Ty3HuhCmr99rUzxrVpn41vWHgxDOFMhjR2Qg4j0iN7RG5S3GCyJ3DEVb297ZP2EkcrD7e0SbpNkBnBxhPQH7QB4stUL+1HHan5AIHEpt7NHQI9A29iu4RuCIga3diKoKbthoA9kPoG2yI4PoR+xwpLEdSlPfNxxoOJKCewOdd23jQh4J3vd6RhyJEax1G60DPdAy0A4ywQEALZH9QPYAtoajN+y9IfaBfgHXbgdYcuk3AMBQMS06exJtEGVwDPZciD2F/CKaYrRAqi5cGw0ZdNCOHNgz0bPhdHTE2NDbCQcSt0Y0Zt+YQhlGhGVHjoa2E1URp11RvhsiBvqe6Jk4BoMlozMKFrcD2A86wPpAtBOjkKNjHGcgD2bPRFMZKQMLAvutz/Pxtev4B7C0z38Dnc//DEYrpeQMRzDP/H3+HRi/gMGRX0r4sea6nXhPAC5A+xvQLkD/E1wntspOREofCyJ6xwaM/zsgJCRRL3/hfe0CxBUYn4DbC9/TAsgfgNsHMADyM4AEtn8B8hk4/hkM8Gz8U9k+2LhmuN146Pdnjrk9cuHGX/meFkD8I5Xb8Zk6wXivffikeV05/taBvQPXd+I1Om/9I8c0xFLc5LWLib4ezLY5/wnoT3BEFuMCuFZ1HED+KzB+Bfafgf1vzIroPwDHe+Dy78CMjg/8TvwrkFdUI5P2m2SEy1N85t6kgh7H/wLEn/mu4wDwd2D7BYgX/QTQfgSRLr9xrfMXBj+O/5X7NK5a67/dKzRveVscQDTWHo1WPDSsQMsJmp3NQlON4diHgEZs9VdwUOsNfy9PZTm2dAZsfFd9RQUcw3kLdh4wGyNxQ1bZsQeqtxFgiZvPfH6yLEzIEHJ97BnslSoWxHCGUwsbS4tkk8EkxFyhU0cozpaITfV4RVOZZ8yGt64z3GGEQdSiLs5MrS+ROjZirCiRj0NZH1FBTCHqRqrsjRyEabHZ4Nr3wEm+pEshIihfZLw2KdPVgNJB5kWujyh0B/UJK4VWTrymdqCvAe8vXzneiSZcLoXN56Mz0BfJcnIR6nMTz0A8IsdHAJ/gQGz2hnHqaHkQhQUh82IgewPaTp9pDuD6CeaXgc5ePxnIQRT2wAkZj8BJZe0uCewN0U9AV/mY6Ij+jOh2SeuQ2O+voGKciJpOEMkXOCOwAfGCmbHjbKcA8JHBdrjGOMs8RpwR7QmR7CXFtbpJJ1IN8SvHMORgaF0lasYj6VNKcvQzonUkmFkW+MxgyvaI0U5o/TOiXdjDIQfiOCHGAzIGRigrZLsC8YBo75i9wLgQMwEB4OEzgyHXRwAN0VWa7kaaHtumHhYTuRsdzKIcOjOhrModLBXZyJdzo5MlDvKI2D9Trzk/Ad+jt6ZshipX9B7MqnoWkT+B5Snl1K5SQVY4HeQachQYmeXzztq4qaxV0pXKFMUPXIv2G7NrBs9qxAeE+yggp94az2A2xBWZljeq1YsbFefegbgg4jcEDuRQuUAH/p2t5JILeAEziuxYNxKYTDrjzPMl/oTxyJ5aCvyRt16Q8UDZjh0pfYH9KELnVEjXQmsBOBzwEw9tN/K0AWAkzwUeOPzYwazEd5ggil3OsY39nwJAXMFSAh9h3SUQyPYX8b4fOabjFZE7IpgBkS2pbxw78riJT9GxlP2JPLWyw4hyon8okQ4I9RO+p7z1YA+mYaR8uveOnU0XpDKhKF02rCWQcqgs6GpXN+5WIR0XuycxVZkykPST5YCY9DyTxBMZnbq0nQSZaEMGn0p0OJDdgnqVHSqJM9jP41U2NkuR0A5Jyuwc6G4UakM0EgPuE6NxSK66sSo/ZmCYJghLmETJR8l02HbQ2qYzzLx25+KpVaoWSTUyWCi2LSjEgY4MZnSxvjSYKY4ofNZhZ23epKMcmhOzGjM2YTGEnsQVcVeCr8ElPDhSlcKrgLsNXyIuv2nHxqaddAaFn2p9wjqCgCoVeBBC3udUPQ3ssKUcnz1BCo2YelYkjKQvx1SYAG8aAefh4GMokIzVUFcAJhRwSSEnI/qiC9FGtt6UACoTsyhUTu+29LtB0iaJTXxXpftyfssgJvpkD43B5VdXsMSkMTohEwaIVRmaaOLddkTb6X4gcpc/MDT11PzugS8VuFevKurkgcgXPquR1o6EgBAnoDVE3ujzt45XR8CO00ZbI2VfBTSH2YcjgpmO37oGfgLQ0fIDgBPaSeOLj6ShTlma40Q634NZrnGl3TxuaOMFmU+Uke2EiB9hxHrxK3REPCES6EN6eBcvGA0sS/cTEAdye4dsJwTeI/JZfKIB5zMd48cNcVxpD41/od7bWWc+8ScElI2KgzblEHo+Ay5bGINlthIPyNw4p3Ggn28qe99pd+yBOIYyWA+VDw9EOyP6e74Dr8g8cOzsz9Xigeep2cEqMIwQ8ONQWZl8BIObn6VDXsjvnCUZQMQVrLih4A06EGdW7vDZU4UC+sw69+XhDJerRiTV/QPsb3YA2a7ItqN1ZerkwWzb9kJ51t/j2N4jjhPafkK0C1oY4NOBERg3as1tUxPY3L6LIRnDPI1BJtpmA5T75sOTnwSutA/Nj5Di24GMTfEfyjPqQU1AH/J5ghrUQ8H+FveScRNw9+nDCQ7IZJXDnH3lMhJufM7sXssUvTsXoI1kUKRLuO6al7MRbgr4HPSH4MxnGdQrPyTL2QzS0OhA7BjiU9mCOva4IXBDpHuMai3DvQhs4wm4pUyt6VB1FqvvO1GXNX/PA3kM2RfKVjDwrMrfKVvwDrTWFn6ooMiA9vmClH+E4LosmRECURG7IMIFJMtkM9mg/Y6twEwOPSNQ8mu64bk/IVBXxJkyJndk+S6ACn6HfLEODDibHZC9M1Clx01X4zNpA8taICWbPJ64m8tAQ8QuGjx4BnDCwBNon3SwR+AL52E09nBQ9ZD284qogCOQKudtPZM922xH2I+jIIx05OgWsCetGkFFo8S17BIHKVyOfxpBlCmmi7yg5RVVvi8fkHlC2G8p4Dp540m2h7KfqryUA9dy+TcDCx7kSzSt02dW5ELqJZB98HspkJF118pcWnw6tA1fv0lrvv4NQQi/gC8pnSFkZElJiyGGMpIOnCM5np4KzlsZs7CVMtTY82DRRtRTYDkYLdRLeihdc8Cdv2m/p4LVgaolCSkbbr4VGr96RjjVjEqnvyJjFDY2IAXAQgVwQ5bU2lQGW0tU6aJSBNf0H/klI8VU+XdKJ2+qVqCQI7M5C/VSGWRSKEPPQ42fTpzmcSrrhPd6HFLy0w5UgMxloLVRz7fSOBsnrilvk+bsJExlhwywKZ2RLGWEUsp/n+CakLSFrDYS37/XSrqpSyrI4BrGuLL8RXsCyxBsVFQQYJmhBhomSpM2I4kDdIZzPebBPaH6QFSUWSWY8rOUW6ONpdxHA1NGHeQ4ln3S783eKp1R5SxSvReMSi7ngEoqoOneWJigF0fvHwnYoC4BlzJUNE+Expj8twVYrg4YNh5EleXodFjHYtzlhczs0DsLWbDxO4e/uwhcAJVNU+jwQKEbMjFRnA+go8dOZyNikrSS4D5XyQ8fjB2VnfHVy4xNdCDGPaPbMdfU6Ir6nnCDdvTPQ6gtUdxfzCViivO3Y7hDp8lAorDm+DgqKzH+AWysZglmj3dZUsxb7+Zt/rPyvkLIFCOSbPTYvL8ey0SA3F0BzAym5d4F9VhjKIHGdU6PC8vv7hSPdZ2P+az0JGMO2XOyorssjRV1o+DKUMm6fVmXibJj9tlca7HdRVH9xpVjril4TqvBOIDKdvBP1fBFvbMyGazQQOUJ3KtiWW8O30h4X1YMd8nAkxQ8yb5CDm48myUXV9rS4gwj9fVZ0x647n6VuFB5mELnYh7TJp2BQpnB9xblEDfqt85OrV/CuaihTeM58prZORIopSzssJKctvFgRK5LU8UGN1GjI32l8yGn7UAhSGwANRtpdsIdkpPNwCxdi4PEzzV9S45wuWW01TkyvcfdMfj65WbHC0OIkCPQiLeYz4OzMU0Dlr0eY4r+Us6yRddxunDxQtMhjb7Zx+aGKiNXl76PBBV60WgdZGfNyZFvJ3qhsazUL4hLMZfA0jxRvSSwoJWJJN0Xnic5kkQ1JujEK55XS+m9cIDHa1avnmtTaGzvpW/aFCAx4nAx2jS+6RT80hnOZf5q+lnOtUD1Rar+WbyPc+vz+TGky025NvdFYy299t9yrbTlf99F6LE6a7/07bt/3L3e/5A+H2uG35fuX5+2oHbr80WuFu14/+aeUczEsu6Q07otz1l4ZS2BZQg/5HGL5SvrYNdwQpRjtZzHfGndF/Vb8r+Jup30Ws+zDfdWH7ibf3vz2bqu9w+MWsOoed4/3N93sH55VN05s2O+uMVfvCz/rB+sZ8b7Uzume5axreezZLx+K13N6lEhSe90kPt5zNGvm940gljWSd+p/V6eucj72vRS3NqyevO7BY624mI9KObX7x2e1CFszwK52Jtv5neHuq7FuBtDfVQ81p82TDtqmZMbz9b5Mr+h/E8ft+SKOXDh8xPeR7841nMHvnNBkcfd/2amGM9I//0Yv3YFS0KjKXAaBvp00l5lC1hvER8PYAainJUJ3i8bjtvA2ty1B4sMKc6Rx7IXXAPa91ttVfHb8P5pHwZBb8xM01osWRhV39nrVrQrvcz6R6R8HZYzq25EB3I1XC3aVVN6qPlw6Yzcy4kcnzpVWj9x9YjSEQza4txSJYmmk1zPMCLevcHKUTZ7u8CAvVqFqStXsDSafkKqooAOzsgIFC3Q/7qc13T/MutzLkdlOvzWJccjYgagw1x+kaOeV63hJJ47m/Itu6l/Sz+pkktYbhRzqczU5XME/V1Y9i6UyXkn71e+Csi4XsY63vysMqiJDxggtpR3NK1Xlto6tvUsrvLL32WwqzhEoeu3ZS4CzRR9a87WVyrTbOHZd+/wrPV7O9srU8fO4L7c5/Evcyy7ZtEn7q51Q7WmS/+uO/n8rav25e1cdEa9jg7AKLvnTjba/vZtSS4/M0nHMrXpD661rf/bDr0bxZxHybvlhvrjCzqLv78s7aRMBzpMexaok68xO8hZQvcazL2+4xnM+dwN0DpBxP13yvb4yl7l8vmXtnEqAeuH8zlv5P/vnln3zqDg/e/GQh/e3GUotf6Sz3ijx33l+sNBiH4+S7BwIG2n0tKaan4ejDzmLZG3g70iRgC3BG4Jl8QNlZDIAI4RQAxssQO9Ix/f0/+wNwrD2wt5Y3uHbB3XLRFt4Lx9RMQNXc2qxpV9IhTTQjufga0j94G8HchxYIwD0Q7E1tAKYSLSihCgJjGS9adDByBxRkbD/qxaxruUpPGKvNwQp47sDbFtaGgY44aRV8yUyAMdAxGBrk7drYWI/aoD6rQ8MdeDxNGUUjk2Hozb1oBmhQBEuSXrvnYQmZO9A6NhR0fLBBF7QGtM52VQOJBBtCZrsidr/WLHFoysDTwic8MwUywBe7BGdrsh41a4vxYdW9PhOA1kB/ZtQx8Np1sjAv6qhjrqFfHN6/l/kuD3DcizfoimRTuATTVEj53BhvhHIP+JDva4AK9/BV5/kf/kA9DfAdt/JmPe/8J7+l+B9gic/jOAHdgHgFfg9le4BjaRNgpKjF/5PStu178A+ACM30BE/g8wehG4ETW4/QUYL8CuCH/7hTxtE/Jr/0G03oB8BeJ/SoF6zznvv1L4b0mUTfsTiIz+he+M80Qqrw6y4wCuNyCuwOkjgDORlO0KnP/Kz8dHKaD/Xt/9r6TJ+H8B7c9A/n8559N/4HtfL5zH9g7Y/hHIvwP5r+L1j8DtCbg+AVsHnj6BNTcfgf0KXF+4NhtAZNaPksESxP3fi0F8BtoO7L/x3ed/BrYfdZ7+DByvwHjlmh2vnPvDIzA+8F15A45fuQ7p8hUKSnztcvmVwwzYbFeILzX7MkJ9ogEwhacdeiTwknYk88XR2WhspBuhSVDeGclIOjxbQw4LfmZClGiqcmh2OoGIBD0zAMQhYdKpJA8HQt/IOiMO6MQ94CaCmSEHJTN27GAN7Ag38S2FY1vkpoW367YGkVXmq6qhnkiEkTJjyBnPGv4l++1jsxKqNUQ1UGR/hiyDM2FFLioAJ+d3mxOnIan9aTsdx9Y/jhAIZtmXDj4jWaIjJfAbNrD/hpS9RbZ8ldzyZ63dI5CBY08isxqzz1xDMsczkA9gPdjfkO2K0QZavaChCa1KXnVB4BfFpA7y+3FG5EAcbIDLOOkA4hcE2NCQDntn1Qw07IiNPCWPZ56r9hHYmLHAOtmdcx8dY5xkxyl43dQj56Y6m5uaFCbr0KcCG1ULtIuXx4klC8eONg4EOlo13W6AUVKZaLguKiYzQQCwp1MIsR8dRNY3sJb+QR6bAM43ovXyEcgN2T4j+iCPai9EWbYz9/lIoD8A/QOYjfAZeVDPIW0zA87ZkyM/y1a3XH/hmMYAM+uowEVT0Lc1giaygf11gpmaDcAWYO3/T+RRhbx5IB1XyadvXDpjKWBFyFAvSISV7ZbiMQqY4wmZTyAizka50KJNjaKDtZVzf9U5+xVssO4eKX+nHD8+gXVSudcZP+nd74B8EAp3AOMTkCqhGAAD3pvGu2utLmDN63cAknuOnAbP2PjOTvpK9xZLc1j2HUo8ItWkOmFk0atkvnSO8cTP8Jnji19QDnOAmUfQ2KqedVt0d2cqJGlYZabcZDzHI3A8k97QyH/9jnIOPep8PwmFdCFdpXnOExhkeIdZx9iG3QDwhMAJOV7BGtPPCAUmWB/ZQcYBZmqYbwbPOpkkYIfNdy7qs0aeUhbOgFOC5eY6eUBa5ljf9vckRczXkzp05Qfa+Z6u92ujvt2tTasyVJIJ1ST+hEg2OuWtLjmWyCYjKjsiDkTcUCAlNDgTckgv5voDDSrrArtKmdkwYAN9SLeWA0z9EGaiPueJgKqDJALMTE45xWgDyulpJCkGiL5ncJAB6QfYMVfZOeGgKJ8bKu0wJGgrwJu7eGbHiricvRC4O6EzGqrvXQFj6SkuAZYYCrJ7n2j/UHpSFjc52gYYkOc8XRjqGzRXABrpQy3oIFB2S0i2VsBuBa557RyULAe6AHJ2FI8hLJTQmXqn3QszkMDvrgH/6XTWSuoVUWAMG+xUeGKcNR/xNMMnqzSPHGp5oX5qvbKDRDMUXB4BO7hNz3bm+nTN3g7KQFzLEEo/4v76Ow4QA2u251R3DzlpuM/MEn3EzOryd6SICPTmwBSyA0eIF2ouI+trzDLuWq0bz0UTOhou+bgLCa+edHD9djv3gXSPj0z9XvZB09i+cbXtP5oDAdHQkihZnsUD2JkVYlAGs1dfgLbRNs9H7nHSTkc24BAPGBsQN0R7JQ017xP18TEunMfOYHHbNjDTyQ70JyBPyLxSLo0LAr8BeEC0B+S4MsPsIK8q5/wYwM7+fwOU79GJZsdmJ7Ay4JuC/+6B0Z6IQs6hAMZvCHzGGCckHrzbpPX8GRk81RkduT0J9HgF2sDYLjwNN2ndgzpedPYaieOCyMTICxI7+VZ0oszHCWg3lsQ8Dupa6JTrpwY8PHAg9rPvzhhWc+J4JxGovnrprHL1O+hBGyE+I+OCaCxrBWfsJeVZtgT7AewYAuK05LPbgw//xnN9rM72L1+hvh8u7zVLagYqcyxOEgw+S2vJsVkalfx+zbJStlHwPGYYhHhgOq1J54nJHt3XC7GJzq+AZEMBgFJyNxvKHwIATaAng2rMg3DheZatFgaAlA1vXqVeVmuJTHDNmZ2gd6+gFHAM7KVVnthnAAEAAElEQVS1ZMDmDzy33cEK6UR4Im9oP+t94ofJzBADd7P2oJe8opx1P7AiflRfU9vT6gvAoOCUne4RUb3SZOdPAFGqKo3HbICMjflBvheJiFfNXX1OnFXyjav0DOtgRVMONEqVsa8k9Un5QbzmynMd4NmMXcmoA+y50TDkM8iFniMovytAKHlD+kuBqsWbJGvSfojE4odIjZuBmBAwNqOVLOdkXMaYACQ+irZooCOHy8lekepvQlvSmklTJViXhGOvXHgImFtTvgT5gOBzWIC4ob9TPmRad9lET6S1aF24L2mOI5CyyQm2TgHQZXMi5yCss6XtF6+TgHnNWcGHaMHZtwrIyQcC9b7h8epvzqM1I9PCt68/3hPCHqFSPszR5QCTQJjIZnMsKUmlaIcG6WjijEZHawRul1YzRFCMllHph5TtgRDaf9SrJlK1mmpY2TIzWA4hnWylSnLplnpW3DilqHZ+LzIEaKOiOSPl03giDdpAlAFViJ2YygWixjHXFHLy6N9aPiICOH7fP2trewaOujcqBiWAYhEgIshCgDYUKgB1k2Qr184GGJuTukb4AWc5mOBShmq4Drl6Lhj4y94LIpXvCN/7KKHWw9H6EJowJODCKEKVhGk3HgxHwnNB1o8QUxyoxlPldJEAK4JyBoSNAiH+Q4Jx+HBbgEnA1J500IEgIRHQeAE1PAGsfJfxccKMjtPYoDLtPhhCJtu4LrJZ1mpF0QQ4TwQFXvpMrYaZHMpQVkP1BTEZDhTSs1DDViDAMcWzFDb3srhpjM4CcbkrM6qTxm1lwWv9iNnU1uVqtGZOrQVQPSBWdK/7ThQazgin9b4vXfMcGmGVtbBTwE4kG40C1w6ciHivq54VOdfoLrptw2rMsZaysuxd/bkw8pwifvIonY+0owgLz8ObNcLyjuVza5ky2PjxgtRZ+WKtC/nhrPO4znGhw7spWOn82r+JMoj6XdQcZwO/5bvBeUcMuDn4jL8b3fDm/nWda/5+o5SeQrpM5a8ULiyPjeWzGi++eYXQ71YeqzYu7FBLFOI4IcP+BjfnnkggK1cL/TUrbvqznBFNH1sOMa0ya/2z2ELUxPQzrGyusl38TqmkfDidGUV/5YRcMicRVO4QVFpioSdlLXj8bpx6p3OklVM6LsqgspMcVlTvWdhEM5u2c3mv7ogmXWSHS/ZUDq36GwR2QMF/yIlRusbKY4q/AkbuMZDoMfn+UWvE5VaQ0qTqtR2mBW2Qz+ZdVtHXrnvZUCjTZd+LlQup5Zq1YR4a0oWkaNpIZSkHz2rSUu0X1j32GJrO+IFMoQmLryyyZt3B2q/1WQ/3r1t/Fyuiys9wZoWfM++7X6mcUynjwE5u0aiCzpOLDGChtkmz04VX7630cr/EQVX3yBBAofoaqQ+W065XtJb5Yq73r3QOrMHiOb41C8Br/bZJoD5XoICvXPnml6/7uvVmlOt5uxNu1KmLbc7zeOfcrcetaPJ7uXF/xVf+rmd7j0q838t86rwz8EIn7rKO67KFZcXbd/4e+V4y0vI+v0Cn/tuKDJ4vK41jnXPp7yvvrgwlc5y4+5fHUHZF3eUnroNZZAQsY1cnj+eayysnWne+WW+/0wdWZj3res/RfEugzt/d6yAaW/VHo5N9llNc6PF3CFrTAMr5U6MP0bczy+5o1Oe83c+x7Kx4846VPizr/LhFLt7pJllBlLd8+z7Twg6Ohdbe6pYeR2ABcSw0XLf7PvMCnRu033+n1oI27+xdaHmlgEiq/1UtkvineWS6JMRxz+LL8SVKjEDV9Zbj0fXgKxtIdBAOtK1rUrQyMBHTX78anjiHeqwCmVCGhJoQTzkSy6u8oHaqOqiznlef0ilPyq+gozX7wNi+jYWUk/LbcrV0MqH50Up/4nbo/mEd5ahnF7sP6h9EAB/Lnnn/1/MKvK2UQFqRLqAScwDoTzAvdUaHMkdpihz1K+qFU2avZ3z2fjMNrMHOnOcPfo/ko+T6zAQFHEQsh2DpZeuM9NNSFWS0b0nHKxR0hYBT1BmSshUOXq+r9q1LvdcypqNbFQVIKbafnQ2CuU5fvH6v7VAnySmqa23X76y8i/fcZVjonQ6pTn7ms2/QS9R8an+AhY/q2UUzpM9Zsmmhg/qen+Mzc88xpkRb5yceWfMx7QT85nudRfSyZFetb+AHC126L8Py7hrBwubfjnXKAp+tJjkTtbr3dvbbn+WxtR7mlfej/uL1lpX/TkZiroEOt2l+zXDwPpDX6xwsciwnsS08gnahgw+zf2Asz5zfiZJJk3dWtY+qZGNAxOyne7fOwHLOvc6kjVzpI+Z8/fWof7997t0gl2XM6RMKLPR2vPmqeZnpXGe8entpPAs9/W7/7/xNE8ZRpbhro+zr8x63u/PJ18xTk3drNz+Zk3z7++9ffzgIMS6cWHSha8YVGMARB1greiMCer8C4yYE08A4nZCnE7IdGLmTFAb7Koze6C5XpC+NcthU10v11HoSVZE4MYg4Hig4VOYoEOyTgIEhx1wcwMgTRj4icUjY3Ig+RGJPIX0PEnC7adkObe4BRCTa9qrevg/I1tHaCS0b+it93fsRGNkwNuDoiTYCPdmgKI8gknm1I1ogOlP7BjZkJsZ+AEO1aDOEPgw13E6M81UCj3XwJHqB/kJE/RGs331s6Psj9hYKVA1G7EciXhPIhpGse49uhewqpbYhsSkbM7GrDmM01q1r584skqGGwT3UY5loLjo3AsAN2RmBPd06cEscr4dsfwYo2mn/Pn0e/wuQOzD+BmAH+gVoO2uWtwPYL8Ae/HsfwHEFcuOmbDvw+Axs/4Uo3uMZ7EfwXxmA2J+Jvm3/EYhXYP8/dND+EcxACG5Y/gPoLH/lz/ERGC/A+ZERw+M3ohn6B6D9P0RAFzBr40dgvAMufwH7UvyNzHtctP4d7AHxGXRkvQPyHb+HQRQnbmAviN8A/AcAP3CvAQBG5iqwAKMGxNDOATx1IJ+A/CdlI/xNiI4/8z6XE1GdVYxnIE/svXA6gPgLgH8GLhciWfs74PwOiE9A/Kw1euLzzs8MchxqUH38CtZRPwO4AKe/owI/Y2MGSG7AFkJcGeX8A4AzcFYQYvwKvP4NOD8Bp0egndl7Inf9QNWWbkQXuH47NgDP3N/2PzEbnH/pEnpVWUZ2xMzSIUYD2HnqmsaqbZ8JjMF6770t/Dm4X6VJLyy7amXKER06l0ZQIVFZCdE0xgDGLoNhYAZdV4U3hdiBUHSpDB8GeRGB2Cz9DyBTUXQAg2c9xW/RH4hqV0+eHIvDskmpCPafwEgFJIx0dimQm2QkFbjZoNd6lZEkcrBvybVZkMBZTdylbByo+fPZZxDh6FJmF+5nOCB2stqjV9NoYQ3UBJFrTp3fC+WFbApsyKhJfjtG8rvODBFyAsBiEH39on9wgOhqAH1jRkLbEbiVOx1jI/CivyDbVWvJTLVsnVlJ1yv3dWMPgtgOxEiMq5CHu5xLBxsQ5sloDa6NdcsNpGEjc3OEkPuqfZrKNhmfkftvQHtEth8QOMtOS47Nc5xLomyXAPCg4ESXQvgbkC+Ua20D8I8IfECLz0TxxElKk7NobuhJ+Z2RQDujtXekz+MGGtM7z21Q+WxJfuszfbQTEg19JNdpf6Us6Q2I9+IXn4jAvB08G0dHtA1NqPjEFZEd7Xgkz1CWTFxNI+ovsP029wyD65sd2Z6ROCGOjX2z2gMiTsjNZZMCMYLn5RVw3fpsDeMkVNPxIN3ngu8ZFk1I7WxWsoWyaVft2xkRXQZtR7oeLwLNgf68IHGjfHN/pWHduiPTvX0ud2cX9dxnjeYZ1BlegbgJsXoB8AjkSXzwCcgbQr0gGOSxg+igLIMyO7Ij80H0pCD36bPe9URDIt6B/OAXIC5EiSaQsSGxIaqXBcuJ0smvfk/tMxBXNLxwDeMFLHvxjoenbcUbuRgvoNIvoEChz5bAQwKFdAMzgsjnH0DE2A7WzX0Es1B+lFz7xDHFp/ou3ynZnw/am49wBkZiIA6hdP3OcrgrKFZBpAvYZ8K8MzBR5J8k0zbkd/jbVO7EdQfPP0u3AuyVkNP/UMHN1bkgR0Djc6zjGPRTDqg3zoeJGJzoSQZuKOPSPDwZBHMjVb46BSYiT892QoteRn/JfznVW+6wU9VGPyWuA73UBYaWJHHiuo6ZkeB1GgKlVE+JYLPxVO3/qGCvv0GDxdkla+YFX06UeUB9rGRkhnvkpIOABLZMk9Z5HH7dDM54DE3I3AzWW67AufvGVPCYuks5C4TwK1Fejh9LZ2X5hc/7zHz5KqV1ZbYN9vLKw5kvi6MkgApuLk5peFyRcGYO6UUgAaOcy3aTZHat53LGuj67wkMGKVXg0iAAG/cGfQWw6jZIsBTsAJJ9JVjHPRDVz8FOAwVDS9e0Q+Ms3TFUQtlluRycZ4Ddeiy8z9GWqq5ek7eNJZVlmCfpfTwVXqLEJofTAq7hSUHgkfSmtS1krXq1FA3lVWtEhPqwE7b6B/nfTbR2lu9ggo84pkdEPmI6bYlQrmCi570CKqoHxtevDX/hN7tL9zHjlFncCWzsf8U+RQMjD4ykQykwECozmeMVGZ+4P4O9qkb+oPGQbppBA3aS74/UPXETHWxcv9187pPW/hXATaWxtb7RabOfT4i4ItpnIA9EvgrxSqRvtlclGZ9BRO0NEQ2xKXCgShiUzYnICxwAQwZy6wi8F7+hLkq62wA8ILKhHc6c2smjmioj5FnPZDUK6iENOE4InGlmAcC5K+NhaUydgYgz2GfqIyI+KybVkc3ZPdIRWrLHVtwAfEZF8jKQh7JGTwBLhBPAFscVkTNL9Oidzw7qou040I7PArWG/KLsWZI4I+KGwCdxOu5X4vs9SNCUTWznaiqraJzhPgsM6rBkcpZeYQ5uOWiAgu026IzbBoVk+wbyEHPdHZFLhl80FAgUXXreoQCMMriTGZbuAUsd50kjCn433HdCbyrH5yMMDM3cEfhIHTveF1+lPKHfIw06uxMTSZtNPQqmXvFAPuPyzeaZw0FMrVW7oPwIlf3XwCoRO6AzgDBgTjqEQMCIJH16D2KA/fFC9lLCJbUzLloH+W2S/VysZwDnmUEgPa0Cq/pJ6Rm8JEecjVdyhRm03wORRJN8hufH9RwVJOY70n6nAiM7q81gwQb3PHHlmXTWvoBWLvvOQy39t0A0CeQL52G90aXhctDX5L6VuQmMdgLioXTCwI6G17ks0cDMMftKwP69Bm5GgJUHFMxGgMA/2W8BGPxlEAtBDSoxORa9A+DvYXdMlj4xXMIPpymPYnqbYvSSiwyed+nBq857wwQFNLTedJoYJM7WZZfZzj9g3SahrEcISBtRqskE2SrLQ/8NdMqxonmgderKGTtlyaH+J3G6D+x+5/rDQYh0YDmsVBylOFLPIgOaze7AzVh4XoqIjeqnkuU7fUciXFO5Au0S4Gm8DzMuYkER+9uFa6s0uRkxjiIss4cFhST0H2wcFUJVV0WKAJshLcQQ0goNEMnk4hLKGahGtRosvyJkQtrAgjQ5Ob8cTVWk18GWSqH1SBqmY1rvqkQSABW9ra4oVrxBh+OwWOSs2FxOWNskS1mRE3yrni6Ui9NBF2qR4KYRm4cVkYkuiO8J36G0oHJm6PtG1A9pJBW89ozNHBsDBdnIsJD8Mx9Qze/CKYMuseSUuZP25IGMDZf53BWNYaclOr9jBC0sUDl/NHvkVqSJlaKrGJv7LijzIj6iEAo1P82xnqnaknIS3zk6FKSjoqoMkbxqPZxF4T4XNrbUU6HtQLwA+ADgid8bu/QZG1evqMyMeADwHmgvYOkRr5UERaFhlW2y8qZmo2Kfv0+mGRM9ZsNkUabWKG8CVf/TfTPcv8bvDJcK+cp1xzDNZHMZJ2k1K6PJv4j56zfk/DX2O/kc5roDKCRbHV7vpZDRhXixwb8GSd68NQJIOWp9bKTkhVGbkYvPx4NwoECjM29a/yz1dFUcJWSRIDI67s9jDW+Z78rD0mNvC58tqahpzXdNDfnt2eC8VrO43mTn34rQX4ZR+J3lNR7V/LcVwPn6rEWcQuA7nO0NrwID05qr69bTmOfZuU9N9fqY5oHZa+WggevsmGL5MfdE65WF5JYkVDplGQU1iaGzyb3l50vGBpb1zqy9os5nXglQ4Z5Io9o7/z2NvJ+Kz12GEe731YojEALJyZF1l4kJTDqwEql1HMoimWQCGIkDrWnuDBq4l5F0m/BZspw3AshyPhY6tpxLn+OZ0eia/USwLQFEyXDqDnpeo2KaQccDG/+NosdvX1JEizaXfYi5h/euR5Op94qNB9l8rtX6zixO05yDcPOHc/E7VUu70uVvU1ZUFt3cc+2wzmCHkYqleyKANIIqYL1m/TYW/a8cWUhUVkMkEDspzrzPa7E2oYONResjWsvQ52vg2uUIyrhdhETpU5aJDkj7jLb6M7Eh4Ow/y1IZRTVW05PWu557YOoFPN+VDWK9HVjGMhArv64hy5Ff9/6xK5e/xd3ny97d3TnlS5FeYJE70s9Lzi03Rbzx55jenLmTkx7S74qvj3KVO9VAcJEdOe8uWe7/L4F2wKIn53fhEjFy6hatvZGPsY7xfgXnPtiY9CzXdTTfG/df9+TePD7myr5ZE/Mwf9d2FM/TlHhv+IdlYgWfGu7Htr4nBURcwQL+/7ckai5z4x6tdy/SenmUZf2CyExg6ld6br7ZjzXYJcXAXAHLn3cZffrOyovuN2OlopUvjPvf1VHRk+z4XZ0e1m9qJ81/AsBs3D3nK3s65hrnG957v/Zv92Gehbs9mIPRR3E3rrmkAVZPyOVYKltFWYZTXt2vR/hcpnnxwNxKZ0gAq2yz/K319Htr+N+jNSBKdgClUyAF8AFmxjrIb9ea9HIYTZQzgSIzGOdAzDLVdf1yWYfqgaF5IFC6T2OJUo4lMM+w9P8I2UiJu/59kQIqAFhpJSAggKc8dYbKWjCQByFAyT5Zcz0IC1ubuuckNWdd6tVDNtGQDK/nObAC+oRmyhFQoK2of0Jn9W5vS1j47BzLPbk8w3TMjPysfmJy+pWOp+Cl9Rpn6DiLsOQ855mrvf7N6y2/WNfr7bnzhE1H3kPzgHv9e+rtPlvbHe3lkpE6R+A1mfpHiSlvyrq03q+7OTj4+Gb+gdInS22ONw+rs2u6XWXt5JN3mRSrTlM0svDinGvCi8/O3639/XgtO2bZXsz7i/8vYEMEZsma5d6V9zsrPnMVVcu81zF5gaP2gp91FOJ+5SWrrPjaVaJylQmYtHR3H8dcWZg+3JZRy0pxTv6kLd/PZU4rfVo/rQHhziYsnXDyoiy+OJbt9LhWLhQ1vzWeYwlF/Szu5iipcjdO6wD2LXAM9/qYnzjX4S3NAbjjX3m/nvX7e5uNQ1vWOdYd85+U7XHHJ7zmfva6r3rC18hkdSyvZHi31us9bwXZl68/HIQ4XrUW/UTnv+tItqsYLmsr92ND2xtG0FEx+oF9A/oI9EHkP44bheHGzdjHE4gSuKJFKg6bOG6Pin5/BhBoGxsPj2TplrgpYBA7GobQjEYRNtWVfkHRZgzkwfptLMmeGKoFNsQQe7jMwwO/pD4MTc112xhEFrWG43SSL3wwuj8CHRt6ACMU1BgNuTc6SVJIKTnJA2eOtzehozYFmeVoeaCzpRey6oqBKzNJElIonpB5YOBAxo5oL+jR0NDB2nQBgTkREdgMFNoGMx4uOzCCvSFaRz48sPRUfgawo+eBhgOxbww6QohIZ29gYMPB+bYDGAfrsB6BuDWMI3E7dvaQOF/ROpMQvkubt19A9KgVNwnI298B/AbsT8BxAp3Vdk7s1OuuAJtXXoH2E3B+YTbE9S987/kT9/X0EUAC+wcgT8ChkkgnHdr9AQxa/AIqIaRxnD4QjT86HU/bDpwGWA7qPXC7AsffQeTlX8H63f8FiE9A+29kQB8VGOh/5fiNmjQSJj5yDuf/jEIzRJA28gb0BE6NNUj3DRgfgfELx9CfqFy+3IA46esJPAgJ9ukiXioE0A1UCvr/RmfX8X8B8SuAP/PdfQe2V7BZ9gDwGcDPQHwA+iOqdnb/FTj//7gv+wdAaBpkANdnrm0XejN+YTYI/jPH3H7mfG+/AeMVhersH9j/o38C8l+peOTGcfYfiQa/XEAF9kHzegJwAcb/4Fj3XzFLfPz+ms0kfQ/XO1xPz/WC45AMkEMwE1U6LQ4KrkNKcBNnblQ6KMgbHYyLolzOOSNPXRtdtcbp8O0AHhHomFkIgB23mgTf2fz7wbMIwGl8JeuUIcEMiMRU5uzcE3J1AFSYrahC99M5Vu/FgoK3MBoK+tip0Fj92YPgbYsColqGUUpbJ9o/hW52HCs2npcgErqeE3KyZQBDTleVJgo7iQ8HS6UyWjGpFOxOVFEkeVkeAtdFIWiBE+WeajPb6RhC+7r83Tevh/fc2/2VCmyw7utonxgA2xuayxWcDiGBNtLWcL1IzLXDDTFekbFhJLOF4uEDcCTy+oLIHegfub6qMTvinejyV0TekLeP8oGFdKQHIE6I0w3onykP8SMyzhj9UXz3iXTSAEoCGr2tq5Y6PovcGNzNjejOqKD8D0D+gMAFyB0Nn0lHsSPazv1vDS07EbFCKI12AF0l3tTjoSGBPHAM1lMmkhxymgM4CX0SalJ/uyB3BYFCNLNvAN4h84Nq9lIOxOmGOHbE9Uo66yfaUeeL2HLqfD0sem9yzdomNIoRLEDEM9dPOhprrRNl13FF5oaxu+TehowN2Zj9Gbtou+s8FsLvG1f7k+55Ia1XhgAziDAOJD4DuCJUMgHYELExwzUPID8tfMB/Omh+gEHrHTEWVGk0ZCNiJ5y9NVinm3xRZSBSZ0covwzVn4acfXLkk+dcp12Vn7XuQsm6BGM+gA71K1gf9yO/YORo/qDvkam0dqXTZri+so23aTzz/N+A/ATEhugPWtxXAAcirpiBOQFYLJNkdNBMuHIf5ACNpprhLrmEjsg/ce26nd/q+zPkpMlfxLMfOZYmhHnxTgb0qydOkMYDr3xXHkIOCzkqfhd5ozzKTXXLHbTpMEI7q1zT16+jeCD5QbfjSv3GEA0jonwQUUaZau8HJDf8/h3IG4yeZc+JZwGZjCpznzErl0Tb0nfmAMvAMTrFX7CDAwExOxGtACIaWigbARcunTPyyjFF+8LZSpGUfRlaszjkmFgM0kCdnSn/91qTIcBJSJ6Qv7OmOfQUAuYYlE45M6abls7Fo2Q4wTruQEFbX3SdDvIQTd6g7CUHipX9kQi+T7QbafRmp2nu+uHyPYTFe3gC++QnQhCyJvMhnoIy7SFZHgoyheTt8TuA0/2VBU6xKXtTiUI5CQVyCaHouEcuxzq097uS7ezgtTMutfYEAWSBqPis+6ychip7mtbbWGc/DG7CIyIfUEAszH4jU/fivCM20YlkJzaBwg5Y1yNtSr8cyl4LO8GZ3Tb7uxxIAZ4ypZe7ZIX0iGzWhxjcZlUAFK+eao14t+CT7v3C+Ugnkl7o+6u0hoAOkUNzUiZsE892xrKIiToq9eLAEKyU5yciaPPr3UTIds4nbsDm7EiXnTxpquI1zc5aoUSrVOzXryiwBDiOU5cdTt/DUMaLKz704ZJQoqRsyMFeWlSpr4hGmzpxBmtzU1+tqie79VhmDugQI9tFOsUTkBtyMNM02kD0RDZlmB6JvL1qzRqwJTNij0DuCiKeePbbph6ShbR/AsGJ7hUkuaxSSpHqPYYTac9gqgNoY1B3CaKrUzZ6Gzvva5uW370JBIDs7HEQt5SqsQPYkSfSVezUhZt1qhhAuwHHxj6keADiR9RGZUPupLsm/RadzZPHeIcZqAfpCw0Y7xA4IY+TjsmObBegDYwmPp2BhpOqGgjtnoGWzLxox8Y92n6WvZEM1gz12AqV9fzGlfJ9pWQpM4I2FCgEL8CSgUy9SX0EcHDPm+XNBpfPZWbzbZ61bGAmSkzAaGUgZ+nJ5IM7Mg7EMVDltfxdy9u8YjrHDXywnQXOJSl/yGcNtrpprbp0Gsvz1DNd9kw8y/Z55jKPLvpKIC+IZHZnOOsvnn2COX2XGc1Xn1L95j3KH+P1hJDpHkOdCSLya58AyQn1JNAahpH5DsiPxY4O6kglBRKo7FVVMUij5A0MXHmhy95J/1WJCLgE9x/CKzXZ0M7cq/4hU5ehnrAsYRR0TTxrnqeIA2gT/JroyHGqufJLkqN59ULwXbK90XMuKbDQkPyCbdrt9AXvnLv71EBVdELzw1FrPNda/ExZqtkMsvcdBk+ZlrlGCQh8dkPkRXruoJxVx6sCC0n/qsoTykSmfQ9UbyoosBrqt7yueQN9TgMax877eoD+9wckDuRxEZVZKdM7FWiN7swbrmqB5Q3k8pmXzxpB0H3a3jWAI60XKuPdga4Y09/0neuP94QYQvALoRU9loMDrJkHFbEPColsg8SXofukxNXidLg/RB1YAK7PzxQzMQsZGKmU4rQRU8+SUjKAHEpHlgLvRaNgI5IwpYhkuA7hPNh0dm0Cy92kPOVUvKLdle6kIm60sZ4FMC1ySacepeJrs8WUK2Ym7WNuOMDCVYzCDxFNqLnVROPqfXra0PoApK9mezJSzW0SGGweQ4UgkO0kZVT7oTIDMRydNcIONZ9SnMysrfe6pARAZaEf4m2OhH7jchNSmKYwBVrujCKlnbEd5RwZOkxtkOGo0SiZvRhE3+mwLSSNml4vhkdtKJYfCXLEeTrYA3rXDqab01FSykC76nuPYHqf0P7uj9H3RZAJHbBmXLRnPreeKQd1aEObFX4JPGd3oDEY0DoqM6DpNhsXZzH/IcHTnlBo1HRa5wBOu5Q8R+rN/Lw/oroYU+BUY3Z9x+vfNn6/eX99r9dcjgo7QboMxviEmS0hhaMpK2NRalBG4T7XMhWk+u41jcD6KelK2gi9m5lOyy9XunE2FdIZ7/PRNQyf9UW6luH29mc6t1YEx+oL4hLcoydmT4pV4crfj+WOzvXvUr6AyeTWRzXcjbFQnOQbacT+XUqoaP6NNuRVrLndIXw5nhYTUXCHzixZ4T1YtK1SVta9ud/l5aGwEssSGFjmtSI05nreKyn++z0S80tXNMovBzJmjWDSLnv7NIG6jNawgwOYpR2W9xZCnTKLjXUHWEYHYNqsZS8AuKSE1+VQ+S6hOJtorQ1E34FkA8S04xonkC+J7wv5VUg7y0CPF6E/ctmWB4QcYdxVNxI7MB1yqXs0rmx0Hkh+lXxvbhjHz6sPUSFmpjETIeV0HKiSFjDNd81L/QqaHB8uXWf+EkMl8wAreOWkTDuDtU84i2Z1fyxZoxFAyADzWa+sI9Fk2LibTTQry2T8AU0v6Lwu9A/ojIiiu33KKzX5DGecaW2cDj7RYaZy63pHrc9ELHn8krsJFNprmI/qqqa1fg4mi5wT4f6svcf8E56n5QCmvATLTiWeeT4KrXpFZRhJrsyGg6ssCbhsD7MiN6RkWyzysGqOr3tdckfGxO8QkF5zv2Ma3s5qqvl7r9My0L+wUW76NP285dmS26kmlWGdyBHeMR9rx+TdOryRE1+9Vg7L74Uz8+CmmWbT+fth+u85pzxXgfrTTIpb8fse84oEf4O+Lh490dH343Uelp0ODV+8JDzu8WeWb2/22McIDlqvOsOUn3EnR9+MS1nTAd9yfyrcKPjteyyjKCoc2PG4HBAYqAxJzLzou5VPnb27syG+lYsTwu/0OqTtvGmbwEtkeRw5Rfcyp8SiA3z1Wr6EWPjCyodCvIGyXK7IGm+tu2fh3lrL/pWOAtRceNnm1I2hs1+NGo9lPddzE1gGgfuZLz8lU3xmjjmOOzXo7Zlf5FSdWevb0z4v4EE98gsrvjoO/X9nwumTNZPuzYlA3r1/kXM++wFU+Yl6gc6ynUPpDGU/3WdVy1NzgehRfA3qoZNuHOpvL8+pNVr58pcvq6ghuRaNuhKDRgHIyRvtgBvYNq9qEsySuYJagHuk/MrXh+432Mj6kLZlAQ+ZV7v/RkrHSCOy00AqoPpKNdOIMyAay7EkGKyos2556jUaKKCWDsfMMpw8lORmGs5CjAcWPvTW4VnZSdzMGOvY9adKjGXtgx4Tuj8CznYsn8/ybk5FcxvbMqesqYZ7Mo1WeAsgp9oNLX0E73WPCZ+RBJ2FsSPzqv13OT9vs/nOt67bsgfrGpuurTdFUQHXdaUV8xPUu01fvFb7w/ctPG39iibn0jur3TfNOuvuph/7hkQ/3uu6Pes7WVkL8h/Y4V8BgDkmvXWxNd+uXYLBbZYknBzfoIL5bv4c9dQ5xpUbHnf/mus1Zc56Bmred9ci//0eALCDeikpV2de9kHaL7ms2fzxM1YaEWhlvec7/K34j/VWIf0DofOrNSwyXulq0ko542sNfObnffdr6PXymrzRqb467mLI+oPvjCpJtt6HOm93+ZYlY5Q1ULJgOc9v5XLZBetnqwxZVmaZzt3UKgNw+b79LjUv8sYpLib/qLXxraWj6VEQLwxpumsWcQUMsDxvPt97uOqZXN+cuncYMCI7wTrW2tPv/sB88frDQYg4W2ATBZPbI9inIGW7yHCKEO/ekC0x5AAdduS0BPqBaAf6rua14xFAQ3TWs9xVq/zAwAjgFowubkfnOcsLl2dLPZIdDYgyoIDi4tzAGvwHchh58QBkRxwnYBuIc0O2RIIlePLGSGWcSADh7IrGkjxE0nTs0ZExMMYNIw9sR0MfG9XbbMDYSar7UP1wIHrHaIlDgiyOS8m9jEBuDeiJOCvl70xDtFA9p4YRiXFrGEegHYl2ZRbEkaOEmmsM5zhwXKhs9t7QWkPf6ATab4OZHf3QeboC7eC80OhMxo6jNRzZsN1C/m46iVzfdqS7pfMnhEQe6PI7B9pGRGtugWiJsQHfLce0PQE4uH85iHiPDrT/nYen/wK0VwD/BBwfAPwL0H7CdBaADu/8E7D/Az/vJypFbQfyAbj9mfcStgFsP1Hh2dXIePw37uWmAyZFhHU4T0C8ABvXCcfOTIq9AflI5rEdwPmmZ/4NwK9A/gzEA/D0DwAegP0/cJ79I4xepyPx3wPtEbh94hpsKaXxVzBi/BcgfgTwMz/DASJiEshfATwD/c96x4l/4h3PIDS+9szvtU98d/tZDO2Z96seNs5/5fhuH7hmLr+EwffHoUDHzt+n37UD4ydy3vbIZ58P8gCVF8FLKihy4ufbZz7v9UkZHnI+PjwCjwO4PQO3R7Au9q/AKYhy3hvwKkVkHxxf/L85BvwEfAPlVEE8c1ch6Ksc2yBjZ+1XKevRUKm4FYgFnWsYyEMHO06owOsAYgg12aSENxoSoZrjs+zUeeonCdHFK4VAk3Dsj3om4OwJ13xmnXwJSTt/u5AvR4pHKpJvBdqN/UqjnwqSSzuVr3/4L0I0rsrUguisoPDUWjSnJqXLTmsrDaqJmWB2gfmEnesBRKMCHo09INz7opCzoWaBi3EZgNBqQDk524I6QICByK65yYDFgYgTqoaxmswRzTC4TKvIzmWSX7t2jWc8CtBiVOg7IJ747p5Vn5Np0iG/QiyO010ItYOB4wzETc7jRicI93yXDyMR40U+4QsVki1h5CuQRHg3otemkWdnBpHBPc9gEOMEIteZJtkqO0Z9GwaDrbGzD0NspHU6VgOtMwhBCjlLCQQGBoaQxC1/A+KMbI/8bmMmVYebOO0AnhD9n8G6lGciUtovyBxE3aAD7R0IKLhw3br41fagwKiDHzJVt0dk34B2QdteEV1IOHREnKkztIN7M97zzDQafxlXAEN8V0Elo6ZiAOMVkRc6gbeG7Dt/MoDjARiBJjQOtgBwoOMK4ASMD9zbLrTb+A6tAUD8T52PXXrhjkBHKAs02y4eKANIpf6ocJqnvKMeBJ0hZxklMJ3wu9a3YdbZlnMsXzFL9Ampm2c9S3XlFUgLoep4JgEGxK+I+MSz7SySA0h0ZHsSD+a6xyEeGAxgZ6jGbwXHCZrgPu10FuQTET3ZichsJ41dexwu4/ioYSX3EL9RHudv4jF/Ir0ZcAMj2xz8eCB/aRfyL/OeAZ3pG+cb6ruBBDMlHJzZgPFPWp5JX3TM27G3owAJazBpuDRjkr9EkMaEquTmS4aa3xUiEiAf/z65/c4ZFcbrE8Ff5RmqrvB0U87wgRzpg7ZADpakaiEngsEc2cUbZ7CgAj3ixYV+tu3ot7mkw2osxYaUvdFsgBp8I7nhcmxpvTyF3LWTJNxbSXOqtPmLuSxGpQ2QN3RlRkTepENLFkeXMblkckagVaAtJeH4jqoIB79zNapXI9cBTSFlsTjs/V0Hu1Sj+pAR7PInnO9ACLE3wqWZuFbKXxPfkSfPGRFe29i1jjyXw1k8Csy13PDNknPDesaL+K9p1U5S6wSUWahA2JjO3XKCiqchlsC/z4MM/PTorZcA5czz2ckrZZH0uDqHGGDGGEfGR0sPsl0B1YA3cMPZnfJecFxyAhXSGPrd4iRLAXZUN3sGvzROIYPpnmAQlzYzexT4/KYNVKD2rkpH1rlJfd/yz87wBGtar86Mtuw+4IydULlUZq822ovONq6smuT6tD6xOM1ocmb9l05rXuqto0LId7s/g4Le4R5Ba0+ar10PzJZvbWfGwSYyaaLtK2TPcIxDPQGMeSB9fkZEIvq7kisB9RbSjlBefeISHqr3384waIGndROtnsm3+sb+B+2Bcx07kBfE0dAOns1sQ0GQQIxuMT7Xc7Dmvvn8aNRx02Dzg1mrBOFtzCTAmfOJrKBm5l6ZUpmvQPXR6+KvHQa82fHKoEogYH56JQimMUjeTvTl4PbKXp79A5AP85wiMbQ2xfbS/Jf23EjpeK2TWe4C0shGggM0BualkefMRKdtMFBlDdWPKXWW2UPzoA062PsodwEBy4ZQ8Kicdl+/Mpk5Gg4UJH1l7L3l4FpDOIsVPveN64gT9RrpBYSwMmuKFTk6nMFi52GBd6qpW5bcJN9SmetFXBTWQkBR6jbO4gIqKJJrIJTnpACUBRgJsJ/jaZn3dCrPPn2SFWnbNcBeSQ7c2L35LJklgEcsA4dkexyA+s3Rf9FR4GbzUnExZyNFNmbxSJ4UGEQ6Uxj0gQZm56SyTwiOjQyE+irNQJCBMyF+ZpqRYMcDgAdEqP8lUjLQvOuYsqI2ZQlEfofeDCSakIEue1yAm9Ixo1g/t93r6Kwwy7gA8sz135p4jUq11Zy8shOkReC4/Ml+jO4N+U4qoz47cnREs5+BPlCeyUW/tt0SwLAD3b3cKmPNPgOvFW1X8txjnbB4mgOBA9UXqDHjSc0CC6RhfwPp0zxKQcwRkpncLqoc0ttaR1XBAEhj4leU3e6VdqKdnKwQcK+j+K8O6Fo/l3wu3W4DQVY36RMC3i+BqLUEdSKnDWqfUai31gqm+8b1x4MQDlz6Ra0zel71/kO/pjLHMkCr8igVPULgwyHhvyiOjYMfSjUyjQ0dUKL/xeRCTRzXIHSmzuI0YEOIRlSZAUhT19+7I0KN4zCDajJabLwsBJDBwMUIurccZJ0pUTJSLNNkFgArKkhGEAAknWZer9blmNykGEtJzgYqGQeDLTmOQrUX0cpBGTIEcih18s08Un0EWim1AwTfHhiKArLcCZ368y2DikaoQaGJMkl0bm5Z6M0mZhSAy8WkI3PfuoTImNqQBE18kNB0VsEjkE+LQPdmmA4egFQpoJbzYCPAHggxS3uEej+4x8KwY/g9qhEcNI6hfQyn4h3MFNh1FtqZv+tDe/RKIZcXPqtbCetkGviMQvqngwbPQH6W9irGgyvYsEdGHZKfQU4XNRElrT5MhQENs1GvNOewYfS6PAegoN44nnYD2oVrtBsxaSeTnR1Xrl0mA4rplMRE9XOITbqHgl6bS2NAPKDR8N5UoqAdmFIugdYYRDq8DzIy2mkGNFpyX44AS438WfM7TR7z3Us0bX4GTOGAJG30BpcyqHNhnUbChUK1yShaz/oS7fcZsfIO86EQgsmObqF4Uk2UkJMe/U4A5XjxujrbpsYoNFLmRJhVlsIisEwvk4HV0sx7/BdL91jumc6qKYNWJgosEnVZe0fqhXzLxdiXQlTM/m2Wkp9vZFQNZXKuKAdbacxaT8mlyuLzlz2/e/5dCTCF8nGQJuY+f+tyVlwq+yytlPh8Lllg8Hus4FLJJe0llVEAdp4X+wsFh1UWERp3syPaZw6YgSAE3H8gPacioalQVzqyf6Og9xocAUAaqxJk/HvW4hJ1F9ERamBWYygkt5oTV/kt6KwfaGNFXjWwmfGByAfRLeXUCBtMDJqng5Ft48ftxPqADgAXzTRk2xBtp/xU0GGVZdT1A5En6iYVGJHFfjiDgwTp+GJgX8R6F68THSlrq3T0kLMkb3Nt/PNdFJ2vFxMeKI0pg5xpUoqp9mYGnrzvQf6dyp4Iln4k2UkRvctMAFwYxhjZynKAFXMZiVUyRHxm2JEk+ZRsZjoNbEiumVZYmhNW7u9YwluEn2l8LDdhyh7YGel3AxOVtMpQGsspWg/VgLRDkQ4+u91MMwTv8D0LUEKOaKPyZpNmj93naZEPbvJd6GHvKxZ0pO8135Be4saJALIxoyZrbT1P6T9yqs9mx/W/b14zjLCuO3CfYQLYQb5w6Mm3YV46UIokoLN9j7zmeKPmxduW5616pNXguyy5XOaXd2O4ayC9ZLV4rRiEmPMpp3+hz+bMfT6GgxgqtxbiqS7xYQM3Ld89zphDCfMUfTB0X65zrTnWopTOEung6Lr29/pCrLIv4v5ZtWfLmr+R1lpBuBzPpK/ljnrmxEjPd9Nx+U2K8/40o8i9EPPhXDbbeQ4mWU8DXI4zFiQz1rn4mSsNlm7gdcDybzssHIhdnG5VAsnP0qaKXsOlRGRrVLmlhUbXLf76efRc1v5NWJZ9OesxpTLPhh16yzvuXnP/zurNWHzIGVRH7ejvv+s/779rWlsR4w6clZypngr6dwWP/K5JkeVc8aJVUIPzrlKcABZl9atXdoUm1ZC1taTd0Tl2jyxEb1Ho5cYzXRmHAINiy3qk5+CDrgoQ0cDgjhoGL8Ey8yAGbqJ4ZaZABqlyaXfnkM2Day0qSKrvm88HMHuUeckVmE/rDhuY0XqFS6lGOWUZSE4MuIQtXySZtNBR1rtEf2Y70Pq2VDBCzc2taxdgKuFMiXKYFuv2vs5gGOfj9QLus598JqeeQJ1kq38X7yh/T9POKRho3cmyK1vZXPOK9SB/5VrPh2U6nenFU0vIKTBi2igbknrUBFW8KU1cAfx7fl6yOhY5sNAdnLXy5tiwesei0xUvXm7UZ1lrYH5qPtUwM9Bx/72SWZSn4fI62aWPWs/0vGaJxrXEZq2pdabYdQbNt62ZLDpAMdCxjM/vaXdjy1z68KChytRlaswrqMPPWKZYq+1ATqCyZWUDVrmcostJn8tC66/f528+L3O2pNnwOZJOUeWL4GDHlCMlgwHy8qWc5dusyHVVPZMCUJTOsfBz63+xPkDydJ2z9b+IGaxYX9ii1KPw2taYJRtgzbdhDQ69GRE/r3E6a0G2hPnMaku7OoifJL4Yy/ep3nmAb/jGAmBB9RN8+/Ol8wbYb0A7YJXGiy9kocXf84TlLBRvtY246nbmn9/jb/+WIIQXamMQYXQZRuNAHkRtBrpsuUDkQDsS2RkRinYCtjMDAvmAPF5w3HY0BLbciSw8dcZpRbRxImFtila1G5WGbaPyPJoQ7DuD/jiuyHEgto7odqQ8V0QsoxGtkwNjEDnDku2BGBsRiPsTIlWuPg4cIbTrSSWoTgPRbmgHayE2lzPCjltbSxEdQiIEorHG93Z09p6wAG8J1tJ64mE50cEWjan9Y1BIjqucVmHGqjpoecPYd4zYMIJBijESPQigzGxoeaIz8tYwGnANHtDMXTYpGfRQY602XonC3IksJhryQD9Y27f3jtgajjzhyA247QwQtIMOa5wwQMdPHB3REu28UzWJhhyJ43Wsx+Mr15X0u/3If15eFPGVAvLQiWIdn4C80vF8/BmIV+CkiDYSdOb/A2m1Xbg5Qw6d/qp/q5lyk0OvPfGQtmewSbJH+yMP/zG4t/ECNpA+82d/AfZX9ovo74A4M0tjXID8BcCNczgacPkRRLaqZNP2mb/vZznaPvN78Ym1TbcTI8mbGFKG+mWfgf09sJ2B8yNp6zr4bCMctguAV44XXT6bDhxCWm76/BA6pL3IqFPT0NufmU0SAE7/ItruXNvciMg/PRJVcn0G4leg/x9AntWHY2O2QgMwTgxUXP4TxzCugGrCIwfwqvmdfgUeLgA+6fcPwOVR6/UznTnHPzHY0565j483Pnv8mf+OX6h0HddvCuBoD+SZ5cBe0CTW+xKg4kcHU5WCE1It3VStjalsBJDqIVABo2YFQc44C+Umxb4U41W5toPy9yYdZYYCBq6fewCzZE8qMAnM/hU+G1L6DjtBJbgl2LKMS4430EWbjvpKmArhHHYcRugMJXDIwT5UQsw1MyWgXZfXAreUWqOXEHR8tkCepNxJ7sTheso0aqITpRaqtTid1Jv2QJkVrh0fbrAJzTvBBrVCmAfqXsrbRNWqz5z2SzglO+Xv+zZ3G8dHvi+IbGuac3YpF/2KjAN5eyKavp3orIbkfNyKV1V/obHJ4BUyaDBr5tjo8I5d/W5woUG3SQOxUl49TMC9FTm044YGZXONfRrVyaB+VnDvAJHogUwi9MpACzk4g2U/Ej8AcYJaPsAlwonwIfqp94bAr2jxC0bvyO0BEazjHNnRmg2NRyROGPgsmlHNa3wgTQ4F9VLoL6FxGXynTMj2mfSFQDt2tD2R7YYWQbrdr0TRDaJ8WjCAHIeCvAezwgZsJHsth1BbRnCIdmNHdvIK1x+PIxDjEchHoO3IuFW2RWQq9rsDp5+RIAjhzoj+xmVka4RRYFcErnDNUvY36HDNWwZwzwqINNjRUecbg3IsLgihbxNnOEso0tkMXY6TgYxXBoDcZLKUb/KTWHvMRIKq6VZOJAa7X6XTHjCYgWdS6OHxAGAH+s8a4yMwGgL/oDN+AYP9XhmXOmSN4wRrkqd1mRzq9eIeFTYGCKBhIEbPsMN4sD9FxJBBzF4siQdEbkC/6qycOe7kWgeuPD+5A4N9JtK6nkpdRTPC70fxyc9gs0yvyw+Ux/nIz/NB9zuIRf4XeNB+UfbSkBxgj7LnxX7ZAbzQcDGCMd7h3kj5/dUVQBmSl1kGqvVXOyjoGIiFD9sNR8njYBuKZowvJ/0dYECN20Kec6rnkniYHWOf1HySM0g4pkCihd1ILKs1hsr2FAKQNBBVspKyIG1UKsjanCmgMleuIz+wgaXZUkg8IHCAHdy6KupIztczRq1MnQ8As1avQ3yWY+xpsiGpx1eAMeCgHBGYdiwQCZs4MMoJI9M7NB59z6vjrJnpLKAMKB9E5Hy+xs8YfWrccyzs62E5ZvRoiuYhvvx1eoswepVjJl27SfsA8Mpz7QBjSpalaxgHeXCIv+QGA9lccidxoz6Uj3yuA6+IxXAHnDHLIMIQv6VuNp3ldF7xzM3gX2XyhNGkDjraqSiAnPmhnAjFdxpBMe5NEAI6ZOlpXWejUeiWLmqn4hIydBAgBCxo0Fg8Jutu0tzCZ1L16p21WWAC6UdoNd7ZcJZ6gVG9OZUB2HnLt5MPjNwRYxD4YEAIF59j0fkhoOMDHKyPmp1LPqJ4U7js6BIg/dqVJ+q17HN1IPITIne0TCDY2yJ7x4jO6g9De6oywlEIFjvnG5BPmrvO+TBDe88zdlrHFovCJBu5SvDKKb2/MmOhsS53RiI3FYE+TrJbEsy6Es3nk+iO9FqmiNlo01/Gs2SL+Ei7sv9EXIWcla4QyVKiaMjYxDOlw8ULqShYhjuPLvqTc/JG+mwbgWh5pvM4j7OAIoM+qATyIG9tDrT3gRw35LgKMCH5onJ2w5lTludNvHyj7mJRFbvORPtMAIrRy6F+aEkgxFjKoFWmfHZkG+wlhkd0fEDmQO6UVakznvEwhdJXLpfMDFEsAYYNmScETsi8YNaSlz6p4DYJZwB5lf5LkGEWr3GATP8sOZN6mzJiKhiz2Gp1XhTQQi+He8gOos/NAZOz5AbH78BvuoeDnl96oG0xgwHTgQQDNyUflUUQGk7CoJ3AzL4Tmr058OsMAgdm7GDuYm1abwNtFMzLAgjqvDmo6f5qBZa4IvKGKsO98FcDDKpXWAWZbEwumTy1vtQDyC/Y5yGqNHXQrq/gC7PKKFdVnaaAJV+msfvLNhsWWqCDmnxjgwPnocBftFE6YkYQ3ALA2QCRW1EUfR0LSE1rYymx2jPlBqmv8ozxfaK15s/Zh8slK1leXg75AKKn5sZ9osqS9BnnQBqE08gvPF5qPdSLIH0I5Yc5ZllcyAcUpuepDxlUxt8P2vsGukUQTK63RQG9vC7WmQacm5uxiZZPtJczBLxlVj3yYFCcDmGU7E76QKJ8NhN8OLQfmdZRFprEYC8S6QVhX1ZlahxyKZmfuBRexx8JfP0bghAAIjj35kNxkLk5HSMsiIE4jFpwU8lOxOFoyNH5vcObzXrFqVTOQwdhayI0OYXsj2sItGiAG8p5TZUZEJuEARrSSEjV2M5Gg2vEjfs8VP5jSKgem4++/hsYDWhdHpNG4RpDhrjGNCLphJDCTUVBZQ+keMVgSaOePNTDjBobNf7zMQGIyMpQG8jS50KMLhxdH031HDtGDplPOqKpv2UwfVFL5OgxTycdE6nMjzZuiEwMOTRD2QMGfEQEWmsYqTQtR/y0EFZKcTShrUYBNAondsT3aTMPKcyP+kANfYzEEGLXTQtZuudJ/R6UCZAWWo+Y6OJDBmxgRjclyJs/V5PIlFEvQ9blDzA+svxSuzGAoMYsGFc51QNs2to4pkKJytE8AFxVU90GQXYucFPD69S8XK/ZG9AC1Zj4SAqgPFE52p4Emsy5Plbw/cMDRUV3FwJ4ExvYFbBqau5qZ/N4AvKJwYr+mWONrnmzES42ZXYEAPwK9J+A4x1w/DtUtoLhv6MD+4+a519RwQ4r4NkYgDjtoKPlwrU6lH0Rr8B4BxzPoDL4jpkaPZUt8Y57Gj8xaGGH8lcvG3T2vuhHPM/oSyO7beAZrV/GAT0WKAZ9h7oo70Exczil0f8ro2oRxtZNrMTMA6J36L2FuCl5iYlqkkitiLv+V4hAMxdHtHPVBVBKcDQqiVKAOPVFAbcmiKazotRf8VGPx+pjKSZph11OXrJoTIngYzsnl0qnTzWgrL1zhkzsUh6sYLukhRV1D0LlKIxattZgdNiSDTN3QfOtT0NzceVfIz6/ceWVfLPQDPprkAdkG3SE7oDTve9qqKoPSkqehVC1lU4aNDATwGwgKIUg6CDFNpH8UFZOxLIn/iNVTlBlF9kjQvWVF0QpaWdJg14CaYW+BTPlQingrUmJOyCnBBuIOY284bN0/UB2BsYi2AK7OVsLJ7DZ2U2vczrwGW6GyTJHdmayF0bDJgP9ANqV5XfahhiJlnRIDyGNmFYPzKMeIL8/cW9UV/htco+dr3f0Lmcb77fDSMj/pJMSNqibgmapExgD2XbSxLAB21YC/eIVQ+9xej1e4YZmdMSxCTXfouBOMAAxDQXRESBlGaK1WaKKG2BjUVkgyWabh3lh2KqY9DEV24ZZGo5N7Eqpj5AMM58S/8shb4T2BF6jg7wKCnpHB+IKZlV4LnK+wJmAS+NlO4/DpapQ84INkBzUL6PBtYzt7KwMs2Azc9LOjolSOSFc3ikfJEekZ0B7nFfcR8EPrdEZs/9E6n7vttYrwXOoMj9T19Hn6nsyzyiNGupKA3CGlbO0/GwHm75xtVycmDVGrZ+3XxzhTmbUGk/Ean27nBF2HOpsepwOJtAChY3pRZqXzjnRiaYZO8FEA5BNUWh1jz1rvfxUl37yO6KeO98+MwrEq+yADPJEqg2UIZlLU+jaL/MQu749pKzgil3VhYpbyqtxLKueMF2yfFefKx406HmPdRLpRzWP9bm1QPMzqyVar8j1ztTKWF438Vql/q8ZjuH5fkue2mEt3aWQvx6Ms4v5rlA/uUldQmhaP8iA7YtAr+CI1ZtcRuNAUa3EIkupQ8kBmkYe31EjHPybyHDJyHqueFytucEOk3cWAMNrUPbjsl8JKQtd90r2Lz3dnL8wdSN4E+eeVFbGnPIMHkL83jbAehqcLdQoc+oVk4PVQCpT2Lqag1U+A8fiKIkaI5ZRmA5Szrl5OryJAgrIWVSlRNGm4+hrV9vo7DqW0Sf13MBg5mXIV1B2h8ew7EetZCv9oQJvDn66/1ZfEO8JYNgpZXtOpW9saI8d2HdhFgPoKb8HfS8YyWBA0kHNoUxagnSdtFgNqAdox8zuka/DPfnUrNhO4vDSlz2wgc2rr6B+Lt0r1XMBCm4mwGxIyJ4LRN+QrTFYUbqQ6VrnIkHe1VhyKdcskqIL+SYgFDk0yNA6iVYn+0nExobcaSdeCFSSDLCz3KJK6K08AKCvCAHkmfQ8btRzm/Vr89VvXaZn04uzHc6LnF9R923qPbFpfxXszJ28JjfxgXZ/3n/nlFn41ZKNNL9gkIpl6KgANG8xjzdfBmgjWEFe9UoDFJYFCfM/wKCUmX0wz+yUzXZOCwhY81EQygAIZyrfZe+u83rDf8d81pRHAuOELXPpz86k1fwCc4+zkBBLcLWZl5mO55onvJ9BHmO+FwqkxxD4sU2eGKb9t+v0Ry+XaF73fepjNXbLxEaZndPp4JVbdDGDNpSptNhEqPmaRr4wXi/bmrm1Bv+LBydy6PkFvLJAVIBzqapTfo8UkATM1GADafONYW0FBk7a78HsAcxYVM2BWWZxR4PmLVOeGmPqUteAZZn1V+s21hcm77OdG9GIafLKV3+3RV7UGq8yyJrMVqNbXvWNy3tEGTLPHqYPx9L9d5lfX77+eBAiiGStNPyRiuIrRS3vI+ANjIaO1jDihJYNcSRyHIxU42DmwwAOR/4Hyz0YSZSHVOQhNGc/IVqbtbKPRB4Dx0Ejr/dE7wejXu1Ajg1jT7Du9MashtPAOHbkscu3a6VM6KjOKOuxm+B0uLTZ49iJchk0QmPIeAjWeW2KAlPwk0EMIV9iUKD1SGQL9puADP8O5MONTh7Qcdp2Mvi9CRnWAbRDVWd2YBvAKdEa3wtwLA0sc9HkuMsB7HuyL8ZOQ76LEVRNSCEEKDOi6sS2wSjgUMChYUPLhmMExqHamicIKUGDfMSQAkGHwsAOjEA7NgYm8g+Q3YAO02/8x4PrIsugOLqcC665ugjGIdSvFdD47xTYw0hQfSfOZOh2TnYqS6zT+QD2WNiAQ9kWLfj7w4EQCaNQ0OLcWTM0BhB/BfCsoMQNMxjwUYzi/8NxnNULAcrmuMm51U9UZPsH+SA+E1UeD1rrK4C/qxqFzsNQkCNuKKd93oD+dyAvRLynnoVXIH7W2v1ZiknTWFzHkIE0Ior+BIy/i6FpfUJonAPApTPjAJ+B9gtpc7sAj//CbJDr/86x4P/kOrTfQBTKG8HfHrmuLbgeVWfvH4H4M9B+5fP39wD+gWuxbdzL/sB1Gf8nCv2ZISX/68zQNQYr5ds6ia5KuWtKP4QCkC6HpsAkILRAKWcN1evASD3JxGZjqwK4i8Mt7bwBbOAAjYFC9EI+kF9KcLXGPZGccRPQqPqllhUWqaHfWdGRMrUatDnulIsohrHDdWlL+LrJnUvwDSt6Uc/nIMY0liSFybkUBLaMVGaXFdHAjXtbniSgMn1kOLHfRlYP3HAWG2DNAaVk6Tlkm65dXYs01ykBo2NdKoUAbFtnNlz1ezsxv3GN7lrvNBCigress4t8ZmZeA3A6gLzQSSUFKY8rcLtpjZ4BBFp0TYkp9xEqY5TvtBhGzhxa70ehw66cm2PJowPHhui7MvKY2YBxBvYT+zC1JK8fJ2596wzgNqE4ZahmM+3YebHNMxFXZH4mDUcKMMozGz3R3EgbZ8QWaH1HAzMKoz2gkKMKStEYHIh+QWIHBhEuhxyhdDhvoEEYQH8B4lXGsn43NsTBH+QFaK8K3nTK+mQWhpsWphFc7Sft/5XGqp104d4ZRD2FZEG0JyCa+lQNBZK7dGuej1T5utb1rLHJDkxEduQgEi/cYOobV/Z/BpBo7o2AByROSHzgGRop43EpaZLSh2LDDBLvmucJiB9qH3mmjART6cNgkCUVnIjxIyKvQkfR8WkHANU9OeDTZcSI8pkBkgQR/qw3bSQSF+W3KYuxg5mOuxwkblhOlG7giXsajbQgVCEHsiNxAUaXjhIKMtyQ+InfGw+gc19nVYZtOEOkETlCXhJAY2YB9cRY1rfLEJJsiE7Zh06Zl5DzUucKQdmAK4C/icZexWskM4b6dRnp5/NnA3UQ2JBaV6iMFGvSPolOu86jDYwn0lmeSZMpcMU3rr2MEPVXc3DTjlYH3YA78T/7FCVGupE65VQUD2lyvIf2J8SpR5mMlAkKlDgoVmfEwfOGVW8MlQqYfP3AEGqsFZ3JAZF9DrrGmToHCzo2qLtUA/B8QGBDx0DDgbXG8lDZnFSvi1BNaiOL7SiVHSyADwostZWboBT6cmLMQ+YVtQwnKnXYAZS95jK1JdlbfnQ5TPiTkKz2GsKteAMV0LGzT+/lPQpygr31ePYUdEgCs1yW7S384v56vvvX1JtwP3/PPE/z/JendFdm2bPuPy1PtE0w7dOQwylzv5P1UfzAzgPbK8oWh50WgWy0g2Jwb7Lk5Nt65qJP7S7pr9G2DCEX0863IN9SqVAY+BQOLC/7IH4ecBaGHGZJXTIAWHeNKiVqHcnlIx3UUG+aGCB/sjNiBjlbOqNlQ9bvLVMSeGsThv/Hz6OyTBzU7Tz7QmFXySkSJMfZ/L8TXIedqFIFc4dr3nuNB75JagCw/6a936jx5TMIklR1hgQSN+ShPpTjCvaHvKLFK3JsyOOM6pMSNyBeJCtPc50FfmCpJ+vVcvLyBvaAkP6bSMq9Qds0DDqIDZk3jkEAMDoOQfneCXwq325vQCbaVXp7gaEkS04CPwSz9VyGMeWMTiHx05k3cAmWM9jjSIEf+UAys8BFId26nTm2zHfA6BhHlz/gBWi3ApZmG8i4IfpBX4MysqF9LDtNzl/yTensbaCy2xI6pyh5UVnx0ldGnmQfyYEfQIso8y2H7JPoCNWRH5Lvkb+RjwnsJ06OuAMPfPmKMKDHwTgH3c1XRUcwrU89wz0JEtL7+o4CWK5XXiVYJA9VIjOawBmjTwLJBNQnhMbshilj7OPwuU35P4ByHOtc3/P0AH0utTjAMCpbNl1Y3/MNBJcmNoGaXsCS17bRLP907iVXvHJI0tgdeEX8qsqRwuwyUb3BkgFG01Fqj6iHKNiD2/+fsj/tlWxJkgQxUbPj7neJeEtmVlVWd09j0AtIEOAHAuT//xMcghxwBj3Dnu7aMt8SEXdxP2bKDyKidm7ki4gsT0TGi3vdj59jpqarqChCQKYVTR6Hy7PwXeuCLPtMMJJ0eSTclQkBqhzLLwpNx7WzgFzhtVQ8EdZ31X3x5RflOVe4DFPm8ymqCB5QQU2Xro4H5QH0/TyLylMI1BTNngPPKUN8/h7+fvh8+nsDq1ikOSgGc8YgWKjsqEQK9geO4AbtseKpnEf9plmTRXPN+yd11gmVs0jZ4wAwZYtrnQ1M4TK4+G6fLeWDrOIVpEPpr084uY9y5VYxboFDaKFX4S4FVGqi9V4gwUMHj2UrJzgzI1mUthcZ/i51fughbGN4T5ZXqBDS5ffwLnidK5+7Okq+/vqrixCLh9v/pHJ2W5XrTAZpOI84D85+TBmKKYdT7VGlQ6eEsm6dBqRNDdyKTdfXwgwjGSjU3V0K3QniYIdDSEFCCFMnayfEVKKCgDo56GQ0ge61ObvvlVWzrqQE0S6xNksCn6rAp7osuoSoWtUCciwCLSbjyNPg/XmIra7r4lgowRVtcDsagM7ulJBBNPogYhMYPpVanaVLw7YUVrJYFVifv6ZAYgCYqUDDVe9NxaR5iPdoxDhkLquDgnu4U8EM0j/0I6r3S6+UYOQrg/ATCzQYA+T9fw/kiVRA7YyCKiG5uMW79gTEzyBi/r2MCJ+Bz2Lko/Y+mpLjGwsB2SUvV6BdykBDQ7SMGAU6uwH6BswnkCZqorgmI2lA2lUC/49g4vwBbq1iwYOOIpoTApvOBBFcRDg40Pkk+ibRCU0Hlzfdd8hofUJRQc2QY5BKxJ2A/CM4CMqBASkqeO8BthQ+8pnwLC/xDsgXsIukA7fB/8YHOgQN2rcP7LB4vmeyrX3i77cnCc53fCbzg29CEpXxP6v48z3QfqQj1T9xP/dHeM4I/1zoiMe/aO+F2izEyG+/quWzHLeUDjgIowd0Cn2bDsaz+nuW3Cp4ivrBwZmogMfBoD+mQohplGBxrgPKn/j6pkCyw2SUkquKRkWYOxIgIhpYSDt3McgxrIGhdW8yk9O6wcOpGNjSX5C1/xzFUGujf/p9VT1va7l0HR9fzt3QvpYBJjWKk0+Anxm1nlGBhH+YVSCod+Xx15X2QNmucur8xy/z3MoRMGVgJdYkN5/Zyd98BYPizB2RpN4xCjGRiPwebI9/RvQbMEbp9QzOAsrbIDXb6Xy4bqq1k8msUNAfACJucr55b3EYQAUYISYnc3bEtrOYP4WEzQ2YFyXOidSO2WmLhORMtcnGPMyUkHMlo4I112NH5iuYBJVOU4KAjBFO5GrgWBtoKecrNoEFJiJfBWbhc0e/KgBg94aRmkzqsdjAW3HABLp06e7CEyLPGB5MCCarGETcygXMQjMN6rNK+lgOHIi5Fb2BXZfa/zjRtuXUGruYpV6b6Ey+qsBoOi7mt/oKDOW/fO2V8Z4OcuwseCXpySbuwaGYogGSDCHttDug8PUHOPuHyXzSGClgUoGJVFiJjCdUAg8NgXtk6UQsWadwwkXjCRchss5jIaqSPMhGfdHkT5CSBQwU3G3oBFcEAg+HZ6Ht90wKd2GsE6sgf0q/qIMCeOL9q4rM5wEKUQn7mB6wKNtpZGww6bw6zJpsNpa+w0kJwYaa7RRyUqtwMhGmmKngTslT0XQ4iHkDRErtn88GPPx3PySMDgkF20Dw/lfx5oL8hrx5kkQUXZETUYvWK8pu+OZScmIdvUJIigvPo7TXwTfRo6WRaaE9P9gJ/Z7m1rZ86W/KoSkiWslDwgUlF/Er1atrrgR56P4BMPkEMDly9Es9/0bJlAzLsvam1sGyf9hEUwAcgmxeOhXiOvjM2oH18joIDFWUsDfSuFai9v7w/sOnXUR6k8QRChqACwUGwBJoFJhCxi1EpMEL1HWrSLCSK36iMNL4iNT9zde5PseXOy+9lPa57DstGiZiFxKZgwmCeZbsKAiqJIgLZvKj3qyDE9eSikNSuHyCnLJJ2sfONeWMHdtJ6jzKnHxWqMiW6wmjfB/LnhNRfvmz9vv07LH82SoApCgewvugBFPtiYob6vyl3wMsii/7qi6a3BCwz5lId7kpeRNYyRKC/qynA6ZYccFqzVtbn4V9z1RHWXUQ0prp5j4TF+lT60TYdkT5pIteYuKbr/GC4toPUz9iFQnBbrvMnb7YHAJJDOlrxyPq0IyJ7C8g9aCKQFYDY8oN1xo0+9QqXEbnZ+ikc13mfpDDjhDVmvew2Amw9Gf93cCZFzNLPlvpUSX2uzshJHeDMQG7hhQ3mza6dLRtm4s+QkQ30J+Mm76FfkcTqAj7mdcc2j/HD/atWtKHa/rj/JKSkQFenwWnFXcEDBoDUmuKm/w9Z1/f6LyuolMrv781AW7tUseE53YlTvJJZXPylfvbHlCodiTf/+3WGz5vLtYQF3dhCPbntsL/tK6vmVLKHxxtvJkl6gzbR/KeT0AFcYeihYqPQHWpAnyWNgX6cGy2l7/m9X/zcjxrQID23ja9KHRh+56K22Szwn7LVXYtl00txPyyLdZhyyaGksPeQ5TMVldMFQYMSLJNsk7Te0NUb6KWpt10Hupz3bIcM+YFUPeigworAiL7fQ3lk8ovaZJ57wltA/fVtkGdtZUo+fJrdTxoc5zrkB6GrM6x8Yf3rhlTFRvZubU/0lSoTOmJSZBapsAnwdzU4R7MeFD75J8DPA+1T4O+lHwZx+Re46j/s7y35RvYr9J1Y+2IPisblYdMQdnjlMrocD4n8NYPRaxuchY8FMvl23UOAFNFOvsO1vt17/Xe47pA60Cbvaig/Wxct2lqJINfZcNz8gznsbtc38cujShfqWLDiSWzwRxl+ZUQMDmCdIRfd94A/CuKELPJ/b5RIbW9C8UxqHhOA2iD1d7WRRXDwxP7DTMT+5xouCFwRYRUW4D0SQDczpGqcA0JsYepdnEcTtxUQ2DFLnuymh4O8oL3tgdiZ3JktETmjpZE7vW4Q4+GzXREh0QkIpEnl1UgJ21HjgT2AHLjLIWemNvk92OizcSGhi2ILvJYLhaZOWibPoMxISwg9D6BLbGfdmQf6gTSd+6JMTppl0bjmkZjju4ygNNQ8m2iZ0dLV6WY9Lxlh9HMrQJXADuNx+ws8DR1QiwZZltwaxwaOqaO2RgYmIjthu28I/Ws2E/AtQFzx4ZXdf8GcgK3nca7JxG3cT44QF98XXnubgHExjkLDSAf+lRh4IXUO/sdE/lbo1GKC53F8ST5fOE1utvCXriz8XJwaoIJ7NyB+ScdjZf1dxtAfpTWfQW7GwJod/xdfKBT1FM0Qf8jk/3XZxqF7QTE3wL4A52P7QOAQ1Glv6dEnK5AXtlJ0BqAZ95TXPin0EOSznEB5qPtK5/TiejtA++t/wDkMzA/8vMyJugf+f7Uc5+eee3ZAGjYd/FN/iyn7wEYZybB4hmIf+ZztT9Suc9nFNVT08DtcQXan7gXcS/HQUaxnIj3QG7AjWhO7lsC7Z7zLvIFGH/SeoAI8fsrMDfx5m/ciz6B7Ts6nVc5XCejSX77Zf7dNtoKFMsROBYblPSZdrCbcmypRFGq8BMo/8VeqpCLlZgPGz6bPQUJRgdb9x2cl0SueNjXQ/IsxPreKgBWsuW+jBmvYZoXO2QOeF0sVgFSjlAVXABkdXlAcTODUaIlo0Qr1SPoKrmNqBFrLMbaqzW6S0FCb+V7l/GdOHg8cqbaMqwLwQq8ocGS04oqOPiSdLLXMFB9Lly0Vou8HLBQMFJDyqvYMNe/HTh/I66Iq3jpuwK2OPHrhwN22cPtxkJhoyOaBxQGixYXynxKjwBEyDchwGFEZNY1zRNKKqudxepwkOZujAuIaNzBwfaiKjqdSA1A4w3P2KluAbdLjxv/O5j8zUY0VIs7LId+gPymr/BwVm4OET2z0TGNuFNdjpQyPDsnRN7L7VMQ1BhcdjwgY2IG7UVrDZjBeQuzobUJtMTYLkyO7qnmHAcSnd2D2DBVmI3Os929t4XYUUdnFR7kB7RX7tAkArX1F57y+YqZN8S8lPgsxPAOtImJK9A6kbIYiDmUW1ZBut/rvFBPxreEDUD0n/gd+REs8py15jedAco24qI93BHzFYhH7eEGtO+5V9hA9PE9EDfpzil52VgIhnXPAGchsV2ctFBexBtlM16QsYoZ7LBpCFyB8auSKGfahsn5EvRhGtDOcIBATepE7ru1H04m4AZgzb5gt8wLC/dxB+CMaBsixOHrSCMBiJYJ6lKxjaWVeJU+fKc1fASg7s8AOCi969wCEEIO4mgOAxOQuhcF1+LQBuTrRPKeY0fmR76v8TuJEk4kPnDNpzuOXAQKVAdQ7ogw5dc9vyOMzEsQtGHbI7BGBgp5Nz7hWwrumFQCKOPs5NKeJFBD6BM4DtP23KPIt/YhdT3y6YbALoGJc72H37Uj5Ge+sRVFxafEHUT35aKN7Ji7YkhRdOZ6W8c7LxDUZ0yy6wwnUNzBBVYghdxU4rsBiDBaeeHBs+yMCiBBCeISHRKRCEwhjTocsDoQ1xkre+SilWx4JhC3Ou0r2X4M2Jnse4tU74jU3Jd0UcbfzaTi6soQIMuUUt6WsvWBarlzEjp31qiDw+VN1RBGfmZ+1XcjVScONt+b5A2T/AYUX8pP4oZx7UL6T0XM6vav+F+FR/tsdnIqQfGZX4JxCL0TwIl21XYbASc1CKjzuUfJjK/pZJ55vbkve+USqksB9nisA3VvARh9vvJ/qfs8SXYDjEaNRrbPsKN8mlCCLJrel6iCjr/XsULuOm+tvsedb0Zyu5DHFVXyLoLFUOsE/U4mkutnPzSZzLGfbN96veqwYhVVdM/xqP2cb96btT9ffsVQN0J7BRCYwxziLCC7qDyT4I3EOyTuqHO6eNPzAzJTZ3zCczJiV1fhpjXoevB5lf2gf5qdMh3jgqLZxCBl0XYCNs7VYred90eJpPbKc5CODWy3lNcYh/Uv/x/IeZLetn4jot4zC1qqvBTBju2W6gQQqEU2jXg9X5P/11K+jkAsUzEJ7cKQbwpgewBC1L8diHQcvvbOBeyIvhKBc2JqrkubHdGb7DyYpzLlWgQS9zwLGmabAopUQn921ftfEJph09V9EQVQfFk6PDtiuqMzVJj/oD3pX9dtFk0A7JATivr4i6NLBUh/v8L0RpmBwDsgbkh1rVbnA+w3uHNNINcwoESxhU9FbFgATFDuao6Qb2vT+wzelJ+X9IVDMzhMl4WyCy4mu2BwkNtiFXBsJP1WfspN6xpIXOTXyNbY1yo9x+IhdboKJXEHSo0BJO5SUUwLAVdVND5SJTDe89MPVCGzUL5vdmvFj4e5NE7g+54py61sFe01DngG6QzNP1pFE10jre/8Hfn2O776eua1wt3BB+AQHF+7CJ0EUM1DAVksLDVfLlOya91xsE0GN8on5Hn3dXhW2NWvPE4YpON119NEQzR130ev7zColBJmm2qAHLS2Z+qNmId8Q2J1BxpoIVBNdKCru/4QC75h3tZ/TP1/2Tx319Q66GWdJT/SnywqqdaOxlu5LsVJ0qFvPkNUPq+ZO21F2td2AYifiUKme0Gj/i65823Zv2qHf0/pXuXo+X75hY49vvH6q4sQRZG1Nz78raPNAM68qbndkNvAGqJpIU1gDsyxY4wd2W7o7YZAR8Np6YqDA0CaCF0hgZz8XZNhnEnqBQ++c3thPa8SVmYiSaQGQu9oQl4G7tFiQ2t2vJhsGxr8go0LGl2nXwOY83YG9o68E4oqbpiqwreZaNGwRWDPDRxEJzqVBhUrIOQAcIpAC+DUJwdV9sEBUirK5JyMP3eiE/BC9EaTcMYmKo9BxEUXipqrNTFnxxgaDAiio7qSajkZ7ORGw98L1aTwUcnQprboKWoWVhwT2+mKdr5ixgUz1KaWJwQm2tyRAQxVJud+kivI+2in/Ctkk4cHuwxHqpUzNMDZ9CIzgMnhrSwyyLiMQXvWJwqd2Jhggfe4XhIed8jcXijwTVybXYp+PuNIS0FDs7HI0a+ouQ35PRB/B8yfgdsH3lfrQHsE5h8BfES0/xmAZkgEmGyPDdh+5vW7DO/8MzBfmeSPeyBeS2nzxBOhzGLDQCUe2gD6k+7/Hc9hU4AyGASyE2IDdiX9+zMN1ziBlFYnLDTCJ63/mUmOWzB50n8B+u+AeJCxVwJlvwfaEwBRrrRfuZ9x4XuKCqHrD1G52H/hGm8y6A1A78B+ZZHInJJ9Ao834BogrcaJ9xBXruVIUltFaC2//DLKEnV+7HaJnglQEK+o2omy3hAtGLSGK9eSlYNB48GiAg0h5wz2KWfOCi9Uby9udBnog5iWM5CNBqQSH3EQZ8kiGpDUcTWkUJQhbxEhLIuuYBioTKmRx5VABgo9lmxfjOi1bh5AuZQ7LRkT6Vf9+LPA0YlEJYhWJ9VyODywz90f2UL+TJQhRwblxUEXAKO8TfVR6Hg7jJPPaDR3oUnskKTX0Y6CW191Y7Fk5S2S5AvyNogUYEdRrH3dB/X85HpE28Eh1fqOmUpgKVEB8DzWUK4G5BmZQzWntXclRNXpp66Fpr1TgglxQsZFzznAlmdSN2FrZWcz7PwDGKFElJzROZCpbq5DcQy4yBn0IHqe53ASxvccU3mfBnZJDDmyA1Honnvuo5KRLIIRVZNAxQXNXL8aOBriU812wtw21msSaEan6dxM06I1trEb84QZmLsPr7pOLCe6dygJmy5e9iuiTcyQUz0ZLIccPQe4E0NomI2Od07EnMgZyLnJt3pEYEdLDU7+C4TVb8hb+8BvmU/6Nzv6ogrMZ7BTxMmLj4h8AvWBivr9DkwuJpi41gyIULEKV50xf2lKLkmJF3HH4or4C5qoRzJuYIDMLkpMO9ivvId0d8N5Jf9iB9yGnw2LksB6nMWulF+Z8SrZsa6j75D5QhnMpnPk2RZcFyKdaSsryNX+WL9HEuCQeI+lPxMciJvyidgByoNzpT/own8MPncVPc5cXwfeOZDxwrMYtn8va29Eb0J0/ZOuSxrJiJsChg0JU+248BkgLeWGSh7GDahBz/ID86Tn2cHi1CfgmzK3kIfuSaCsWMcLZSWLwTPkQgTPlovSS4enrmcpc/bFJ0hBmAOyDAV9Ck55+AF3ZXjouoZ+O74CVOyVH0kQkexeUgeQhqfCPphn+NiBQx/fATPXn+tr/ZU4+uo1P0FespFppOqjX8F4SHJS4Bnpv3T3hAuiLEKsAsrAzKFSiDpOsAYwer+qY1FrGoCoI4FUqz+czHdiI10wbvB8ohQ6PatjwglxJt2N2GsYmOho2WVTlAjDhBH0X3txaDRqD1YUmTq6lnnZ7KTNqM7vuvwmWeE9hO4VcBIMQPtc7u3fRe2nP2MXDQDj4dgO8uGil8FvOhtp+ht/chUh/H3VheDkQqy9400vXnQic1UoOPhT6zvisASNutbXLhonnck3ya7tsP8o363OcfHPKxHq82GfFu4+89qJxzwPiTTJbZ1r72xl4hoEpUfJrxMowGGtmeCuBw3HG+7q870nrJG+9grlIqJx9l/mib5OcL5fyHcr9Cvu+QTxCuAZ2Z6R7Ulnz3tLeYy50w72k0RK2m4X+ELsBCkK4tjvyAaRpEbCuTFh1S70LQeUZPe63RAqoKbBQ7grGSTV3QVOHDKBx8HvzBcEWghxrllIjOc6OOSauYEMYMbEjEDsiitMYwltW4IsFTnke4V8/1TThm0iKa8pCwLiqZiD+YyYt7IKtXfS83BBBAM5lE/IlG088wODsUEKfDSbYskJJej2KqRa9ojtuiHzSlsGvVe6fA2eBu0MNphej/ZGfthfQW1Y80rcQV60l0PnGwc7GDxHKpxHvf+C6phJ50N62RQDNUz1tXwV6cPS+45tl43g7C3pszghc1MBSAUL66KiBGKCnOj19GJipSI1N8Ndqqn9PK6J/XT7JeVrgteJy7JrKZos2VAEeF4hb0KxXs0FTNKqGpTAN6pYVHmXLPu89M3xngAXeJZuAlaCXXq83rf0fe1HbuU/8DUO62n7e7ANoQKACgGeY0ap9HP7J197qVClIlbUs0vCvGe2O1Wskx8Q9rs4C5Z3TF9lhdQraV5PHaCNhnwz+0UYqC5gELDnjl/4CVtgdS13HKh1kDlQICuEirLBzyRgqtco23VI5jNpC9vU49yI6t5YGXqoCrusifWGgSQ4ntfabVQJz+awfDi+KyofYdlfFEilp3C0q0CBXmFQj76nhqp7HVC+WH19bYw3/ahb/c51yxjMe3gkgAs9b2nyv/z66+mYVCFvo3Nd+1WdAEl/Pk9ESGNDtMbkvCZ1tySHXIZcklRb22QwN5uDEyZRAzsxQfpMNFqtFUSetblSinKwOHOMzmskHWrvFR0YoHno02lnMmBwc4b8l6aD1PtAtsToqqglA4V5SeQpMSKwZxJJmeKwBiefT/OxqoUqsKMFsHUexN4DfQPOd0DfApf7E7ABp8emro1XzEzcegdGQ3/qwN4w+04Eq/XjGMgx2SUxG1prnFmcbr8cyEm0ZOs80K6pDLDTIRXomQtuTCmCFuKiZKGjDyBGYHYFPq1j9o2OxCCSc3ai5TJZqMJ1Q8zOWRCRaI0J0/12/ZbtBS4/UtG0X+hkxZMKDhrIFBdK7/4ziLZ8AGdEfATyE5zgIo/rBegXUhfNBHYlHvpFxkFtsvN3qMQuwEXOBPaPYPC4Sd6E0g/wc/mdkP+/APELvx9/Ars2HoB2RvTvwA/8zOeZVqpKfE7zcdvYdBkAogk4iPQ9u2FSifxKegSAD0D+MzAfgPm9hF4O97QSJr81tv/K7xy/B+IRaO91pv4bgE98T09gfM+180DNOenUQmvZ74D+b7gnt38GORmVCJobnz3+qHthhb2GezdV8T0PpkFFkhtIQ9GIOhnqZJmixoKGUY8GvOws0MRPdJjGAx2OhIoQQnzsqup/4UVO26jEbR4dHCW2aHPbig00b8Bt8aS00AWP7ZdyoMKzElRGnofBR/XzNxbKBlGJgSNf78HprKC2AjRyFmc27VWr6zQbsuL31B/R4VhHHswoqJeJHmWhoZfjLSvOP0kkAX01n41EFY2iy4mhomUwx+em45U6bg58nSzh81blHm0B3ryGTQgKOwZ2Uqsoo+Cmhh1GfTf8fqy1X4ke2xtQFuQIZSEn16sCygMy8UsvIj9BRFdrLK6NyZh/BFHomMCe4Lkk4itEixTtjDhfkO0OmWdg7Mir7GE3dZACgwPnZYS/GDWjPtMOmWXxVYAj8hzTM1G3XDQFFycQjX6tz3HF1D0VD2Di9cy1cqdQvPA7hhN/TH4j7oC4qBg4FLB12lXsoEVSkSjv6GuEk2hKkhotJ0co5QzKXCEvbeXB0NEzqcbjlUWGduG6OkE9XpDzhcjF6SItwHkELN4GznyOXRzZmosS/R0CRkI6CS5kfGzUb7iCNEyWMYIpWkvZdCaxJybX/GKH8EYKg3licHFSUforr0WtamdIAYZRXypcNw2kRXMiTTomRNcT4hIFAPwKOr104nVhrn11SwyQOggswmfXUSQghF0EQzL2gIh7mCqIiPUTWLi6Q8YJmWfUMDQAoaKK9VDEg4IY/ig950pnPOIFFn4GRg3Z7rSPJx6KdtLvX4C8B+dDPAD5e5i/m7pTSErNlSC9gxFFlDEgJesufQYIoCAqEHHHoDToc0QOFIIdkwVb2MYF2BlxWu/Rd7sIiaZC/lRHUqb8ChcgHHwIrYwHPke8At2dNRNELj9wWSeTiolPPPP99bDfv/2SpqfuhgsJq0Bb4nhADhUC2cG/EFsTTopsKFUFdYUASqr7kKcKa5Qx+raS8RrMvegoQp9z4n8E13wW/ZLuy/ajidJU52YVtGW7jXTzQlTCdd2Tk8+Ffq4VMfpe9HmVYGYsZHBQs3wrKTb93LAl03oa+VbrHnD3JvXjBidjQ0mmwAsyJjxmOzT3CdYLBS6zNJ3g4izft5fXQHuvwgQM5Ajl8Zh8d/Ab9Vxl2MEBzbrtrxYiyAVdBZlcCaOVZAJWR68KJ2X2s+zd6iJoWrtee8Hbsl4UnbCTKZXY5jVcwOA66IvS1HDL7zt2uS536+CbhYqeIDLVxe6VeE8UlSH8Ececvgfx81c3infPW7kSGKmiQ3XI5UnPp33RbJrIEwqpe5A5uCsJLtxI80ZUggbHZ4jUrTvhE6QgAuChzqUjysZ57/ydul4hRWPJi/1BUzHJ1obpMCmUSw4K4PCVl/wKzAk0AjEAAOOKGJ2dShnIfRcYw3ptVy1A819iYraJlht6vkfNV4qJaE+Um1DX42B3F7voDr51e+XJ8dw5z4wrSowN2dgNwSHdDWhksIgp2UBTrO9TKPmMXcCWdfbC8hJAAb+U+Iy2S8V0TNFMR3Kt2XmnzonWYTAQyv9QXB3qZJCabDFkk2VX5x1jl24x2FAI+imZSChBJ9nNCRcHGX9w7XJ8BLIhh3yiTp+yddrctvOeZqpwpnxQIeEFyvR3poucYE4JGQSFRqI1dQa1HbT/kvVdD/K110HM883PGmrotm2KT7ZBaUg4mQ/PEcNAFG3U8u8kxPqZCwYG6JqdgOeD1Fs45Nz9D91cJjBuOprMU4RTjdOdaz6byn+YqsfxrLj5Iy+1Rnn8XPmdN8V11EsZZyDvaD9qcLv1jYBM3HD6evpWytdpPZSpKrWG7p6IONj7KiY7NvVn1Tmh++XvXrU0jhN1X286+Jww9ybLLyxQjONi2Qe/9/hX8r5XDK8CaSYYf31Dv5Vt2LU/q7uR9ki62IXq+ox/N0EQ1qF47LWquW/sIiuQRrd+fnMHsCdZgJHmIs0BfJW2z7I3JR/62SExvhZeXZgRzC1L51EvScarYgIEes0o86yYkvlM+cgseLCriOwx1chrP1CdAWtvboezu+5tbehhj9MrwxwAi1Rz3YfyHSngScZ+KERpHwGwG2oevmN9a8myZNPmcRXkWvkXJbPVsZl1DnGwv8fd/NLrr++EGORCa+I1ju2GaDtya5itIXHHQ2y9GCkDckW0KwdnxoY2A200tpCPzrzyBKIZ/QiQ5/fgZ9RmqK3EA20lP+ROTuRMzBudz8aKB6LJCc9UUYpBUWzsXpgytLsCpp6drltLZE/MjULZJ+8jG79n3xNzBk4zOYO5TxobJNu07WBLKbRo6H1Da8H87Qac7oHt1HD3XkWIu47ZBm4YGDkxto4cgX5zAnIi246ZCcwkPdSNii1nR24BdBZM5txVpVTyoyV6cAQdixApAWXL3gSDgjlUdNGgreoIQhcwm0m4bB1jS8Q1ECMxc8fsVPZEOHS0GxF9fW7co8Zrj3ErROQXX+fvwUFPf0IVIXIC82+YaN+MxPgTEB8BfA/kI4CfAfwqxWWFfwFwpqORN6If2raMTqj1bv6oz7mV7EoDPJ55D+2BztQ2maSfwWLCfM/vnrpfPPE+ghRB0e6V6H8F8mcweddghBaT9gr42iEQchFi3mhI4p0Sg2dkPIAoFA5YRXxE5H8D8Adkfqdryslx8BkbmHD4B67J+B+A+B7YHnXGngH8wmIKBhbtkIoQQ90IMfj8/QL0ByY6bj/p55Pfu8vIb498XvxZBvc917A98t9z1OPSERdyYdzxOuJVpSw3sCPmR9JtXZ8oF+1nYGzAfuE97xuDmHHj50Y/KJO/fEW6fUyOZMjZF/LaSK44KuIYDr35txPiCQZ8OWSwVA2uYcwSyUnknwdWuf1vBWoeiCQnTftoPsoovQistsZJxLcq9TltmBXQ2eCKkxYVsJ+wOJtd1LBTBSF1mYBfCHwbrHW/0CodESMeSrV4GgEWdRxIW5fTkKaHIcJt4Z6Jo+tOX9tOxlz/nK0KSfDPICW2ovxajzRtiZ3Q8hxWsoQJWSfthNaWQ0GkuwJ4Fyy/gdz00kUGZuss9I5XybgKhoMc/Sy+n8gZLD7hyA3RLmjtERNntsmPBtySgWRr2julkvLwzFBiJgMccAwVoumscQCsqGFySH6UjArLfcfi9mWxJN8ELScgRBOjVtcpuxXtEzwIkB3dJwRE/9TOiPmCgLrPQLogIuUgG74BeIQLTomOGRdETjQNwMumlJh0f1Ob7ThHxWYxEz1DNOSi9+sXRH9E5BUcoPyKHFcmDWaKTlGdgEIHtnigDLjbkH4tAo+Iks8E8IqMVYwjrdHOovk8yU3T/0fQluK6dEtvwImIFnafBB3RCGB7/Qua3d+SN66NEfAuQnCwZDQnJ3R0m8+McXHqSFFwFrgh4yM4P4P0Q/b1FwLmHhDtUaiovoYFB3LuXOcJJYvvkfE9EE+IeKbObScGlnCn2xlEKQdi3oD5ojMqeWn39NGm5i7toN+n/5GW0fI6gfaOdtAJlbYrGZ+UbYFqqHc7Erq3DNS8Ie9ckw6UnksV0Xw+Qhy2oQ7OfDPYuoFFxiufO6SLTTeRr/o+dU7hrtaRf4uHud3p7MvOzLlsA4VLNzt5XTzy+WNHNBd/FbjOB/oe+QQGtZ94eMo/+fLLRYg8Bn7V1SZ/POIAtEq4eMsn4prwzofCQyYdphKKEzs8y2UZRO439dch2KRxABPE2+F7tIbBwbYO3iZupAhJ0xJuTDJBZcGigHFwObE4ilV4qQCR8wAohwuY4MGU7JiQYoJ1t85cJkw91mEaCya7h9eyOH4PXXgHG8TuginXxIX6dbYNsDA1WgWOFWwCa7Clux2hXfLw7KGlV6LE6FLEQRogve2h5A781ZGXeOMjTKEH53Fvf+ul9VmUIt4DwAFMev8L0Su/5diFKJ8OENgt5G8CS3zDY8ANZvAeW4pTfo0D/Hb48ER1Wmo/opJjtVv8bHVELFen2AWKz9pzElmwr8cJ0tNQbu0D2r7T0V6DN9f3U3IEDoDXQcUVdb+Hhs6GE771nNL79pN106szsL2pP1AW9dyx9ox35DdwLUomAjDI5njes3SHFsCgJoOCAigUeXK9GDftiCOFaoFHvq7bys9XgjvlA8V8VRx+L0DmYPxhmk6Bs8S3oBh6sLA+3oHUjhMRV6BpVl//TvkKFiFyPsPgp4xEj5vwBK3WkYk03Rsar+O10bnkzBV3iPFzTbEB+fGz9iFhWTnolEz5gHfr/IiCiQO2mStigeTMzksIvRtK5mEiPYeqqWsrmvwt8By1FxW+6QsVEK1LbloHu9IlG+oeDJzon2Mna0ZyxkzUmd3pI8zGuYLRGKsm0NTh0rSe0/FQ3xFdM7oigX0uWZ6hPOkk8Es4wjYJOo2TmTB4xhKNsQoO9K7fePm4+swsXbeG0suSvpFP/re76AjwzZzr80Xrk6jZbaXDBHKo65M+jAnQgClcKw6V7sqiZTN4JeXr3IB81jUFonG3VLqIy2JBqIs/5h1od/xd+rr05wwukK1JAlcy9sN9gz5OHuiJSu8fn1c21gituPI5pDs816oKAdLtgWMBG4CBJbKZtOGv+rU/W1sj21iTtNbns6EoosJzRA7XqMdbZWDKwxW0AEKk4wx3Nn0LJOciSJg9ICBbrk6CwJIFaEZjOOZqtYfx5prW61fZTlKYNvmzqfksx5q86Y+p7FSEsI6zrc5VSCvKrrJLy5dah8+2wvsWMFjCxeXV6TEPfksTTi/Xs5RZEkWqNzRb2eiYHuCuM1KdAZYZ+pxrJt14a+NgmbO8+Dnc8REo4FOT93fwUdJMGvXdjOXtU7+xrwaO+kyXGbTRPu6ofdY46AuuW1be0frla84bX391EaJfAsgEJ19PDX8GJjbM3IRa64jxqiTvroRQR/QzYjS0IHf41AKGpoGPqUpmENd0qiKXknxtIVICQKjFsHy8bXCIpgY5gQ0YsLDxaJ2A0ZFXcg22rqpodxKJgj4mOQnnjYYmdwnscYq6eKWBQDRVuAIywMqTRSA7w/cewNYGtnZD3zrO5zO2c+DhXcd2bnj4PhBbYJ4bZnS8JIsQeAX2PRBPiX0A2BoGOrJdMceQjoyFGAKZVMnJf1YCZ/HzJgLZTlIcPCh9pOyPkIrhdp7gtVsKtavPdCG/907A+h5otyBCNHcVeHgPCTAQ35xYlG+5Jmh/+XX7BOTOBBvOgBIMTMYDReOzPTCRlzuAn/iz9jtR8ASIXnyhThqksMDpJKPo1q5J45j/iz7/vf42R+A9kEoaRIfbS+E21/kLMH8G4lM5MxDKM3oyuRFCELrg0X+nNVH7W/sBQEOMB76va9hk+7cgZ/QdWPV/BeYroom2IV6Q8ZPu43dAXBD9GTTcRBNCdBRMDKn7Iu4A/C2vOz9gIb2FjIwbkL9yXaaSMS34fEqsscKuNekXoO/A6aoW149c3/299uF9GUxmh174fKbQyjuti2ZopGidxlCV0sbkBZh/JqUUvBd3Ja8sDMlweSBpfr0TYlkUORbe13LG2TXkNkEGclKdVsA1N0LmSIeSMR4dK4QRiDwDUchNJ+nicC6cxOlwe6MH6XIVN/0uRD+ECjLNqZj+f6OX7EzNxeXLwJXPkEowsfDo9QXK6allkqEu//NoYLHkHMcfqRgBPWO1TURdO8MJDTtLeo5jMQ3m4F2BelnMpqTQfOtwFHWSEEjmna69VtFkBV6+qpJcCRQC3NysRW2ghEYe7uMbr8TvFFRpSOwYwNyxhhBfpa8viCFnvXWi2qTXZk4krkxutwBOSjSAhcK87vq3EkSyr0boxNgRmMgRyBnAllr/BAuQZyTOpCMMELlnepdm+gC2/c55Q2wnFXlZAOQg5A8CCcjpmk7wnNWxoWT43OSAMjnXwDbgsJ6PgTZ3HY0boDkB+cahp0wWAscJokbd4bbiuGrvp1LTnV1tgVea9kjq7ARyNpqflgBU5Mwb0J6UWDyzAKKCAUS7k5MFgtCzY0xg0tlkMY3I+5kMqiPJqWzqhACHM4YC+iw3bSAUxGWcUIi8bxT02W0CeIA4k+6iJAiAXR2FRwbaj+AcoQuRaJn8XlEnccU928e8tPelP1m4dTJfujku/LvL8Z7fIfMOsQ+0mZhQkkCfpd5yq/RVgS0Tz5VscMI/KLOkVwKKbjGg55XTHr10DyVdnNYzUQhFPPBMpjoozb8bD9Tf4bkYKsQVYOGF3ydbQy5WIMO82ZZVy6uCtrQ9VNAgBB6pj4xAZ3FvJfUVXFhXGvlWKGqfBwfoAIEA8mccKLUrgE8AXpQkA2JqIPAhmKRv/IhDVu+r8uZZAUvLWr+iiu1Ul14TdbyVv65EnfTxGta9iguobxhvvmuFNLSnU/abr6j1quAQ1hlOUqOKR1zKLiD1CsZCAW3zDCUVPE13KCuka3G/4o1dX+sXTgpXu/0OJh/0fdqrLN9pSq832Qg/xwCCScMs9OWs9y8wCu+nkgbLrMvGGSkORPZ6Dto+nZvyc3jGWehYwKtC1FUAnfWdax8agKEk36FAk/p9MuZz9+aXXlEzPDz0XIte3QHeNxdALQ++l+UvoToVDghZXe8tqE8BvAsFBzTsegj7H7P+XQ2iCFTiz75UVbBJxbMQ6LvOyaFYXcmwuhVU56PjogJLUL+sgp27NtYeceC8nzVqz+tu46z97tofy43Osgt+hrAH8NYflK+WKbdaZ83nyoXxxNIxcfi53kZZl8AKIWy5XOstvxINRXPnYo8lUN+THlacqM986zUHOw8jX7EocoKAwDlYKEjNI5xCnUbSb8DO2neekYMgwsiJBBHKsZ0pw0Ox2BQNZLvRR0nPrOP5yyYN3c6M2yeToVn+vSiQlMBL0QeHkvi0UUoKz4vsnGfRyBdRTmXREfp9wedpzLinaRll7yKFBoaokqMju2JmJcVbu9BPUAeOkbStJ301U4cqLooYXPfMmicBH586oEsWKJV9nRnLHgjuSySwfdLza16ZchOzP1Ecrvbt1YHtbqFoYC7CtkNxSqpTGJp5lqncCOC5o7GRzpfX/LotdadHTMVTLhRWh5eWtM61k+FXAQaulK+UrTzEqAVIqk69Yzw14fkA7oBAOB7eD2sagABKLBS8KmaSzT4Uv6gzBcZx7G5ARRW8jzF2x5ofSZ+uZvhV/Ko1l93jsz3rmXbJqbnpHavLzosCrvSK5acKjfLjSyMegRqyqbgsHYNXnn0D0uB9mQd9bGCPbUyTV2Fbbp9NbBAqnKcpiUIdjDkki7zKot9yV7puUfvIHISLol95hef9WI50liofYofBif+o5yrleij6LhmbAh4d7s9FhWmPziCpsa5hKsyiC/V9mb7x+LCLipDAn+VxLF/S1Mzr+ml74z1NINSFZb9iATZFr2/ZRmDRmwLHWVzLjhr05ef289qGm8bS1L5al7Jp9utdaJnAEN1rAFBhwT4G6Zhv8K+P/mb5V2L/KLuouTdZPtCiGeYVDnqjzoflwX/EFGKlVF1oX3/9K4oQAAcuEbU5GhARGHlCzhOHJUVH258Q86XiPrcmNSFuMjbMENd8H5hzYr9xU1tcgAQ5SBOYQw93zyR/jEEjMSbP9QYWAfpEnAb1MxIxwmATOqFWZjMxXxMRV8ztFdETcXE77wk5GvbGz8d1qho/ES0RW5Me4SGzTKJpsKd4ySYGdqyEUrSBLRJb7Di1V2zbCffnDae7jsd3G053DY8/BFoPYNswAXzKxC0HRt9xu5H+qd2AcWrMr0ZitBsaGudyCEU8lWSLuSF2IhebhqJQeswjLIc7E33nYW1CUJtxKDwMMWhaYgslO/kdY3TM10AbIXpSVgTROmJrB0QKEF0JpF0OWx4Cli+9ruYeVhECP4AH5wlGPyFPQH8E2hnY/xkYPwPxt0D8gTM9OsAge5devVJxn0787DyD1fkJ5BMQ/1Vr8x+B0MBpAORYljFpACAE5fxAJ278CowPKkCIazJfmKjeEqRwYPKMgz7vgfgDHfPxKiP+HZ9p6l6nEeCPMBVSCqWLfAUmh6Zmf0bET8DsyP0PQB/A6QnABUSRyjhigNQL90D7GwB3QPs7LvHtv/I5WuO9beYF/IX3PX8A8gE4PXBINNRWOpt8h42ycboCl6nOkX8Bxj1wu+Nzb99J4X2kMcnJc7lp8OntjvtxeuG13L2wX3nmt1Cx6RnIj8B4BPI7fmbeSemNpWSzc48c8H5NGWYsvyYBzwiwqUhxASc2GShTGdzKSQgp3cAQ2s9FChnldgMdpY1nVAYmTMMFGYueB7SBg8ZGubUzWNVtJYyirySHkxb6bub5hR6WUSCSBUDbZVzceTaRQcqj0BoSrcP7CXP6VmCHQ1CtYHHy/0w/5WRPHJ3MDMwy2kpsCBlLQ3oM3Nc6eDAi6WGaCp2x7idoIEPJvRp4q+JwvEnCrD0jsuzoiNgZaUQPFRcksAYm2pHXf0vfFarjK68ZvwcT/X/m94+d5z662uJf6UQNdmuFHJBsDbMrKTblVGJHtjNwvkfkREwVIQYRkTjZWRZyu9MuRLtSxw8Vp7v22CiWSaqnaDsdtxiSD7CQMbMKNJk3ysl2ZuJqAokd0T8CkWiaH0DfvyG2CxAbIoUyV6CbzQFnR0NHtK544FpczHQMN3BYMQhMSDmVOeGgNqAujU1npbGYE0M2MhtiBto2EVui7S+I/YYWG6KzhX0mEaajgfpoPwPxEdGeuV/jxKOdN4IOTNelYqXPS85BPdG7jgoT9zkbcjS0HEogyLdpidZZhMywDgODyHnluTwmXr6FbvIMg2aJFf1QY/AWjYFP0TG099TLU4m28QHIXwEMygPOaHkvHXfhfTY592nk9QtYdP1+7XUE9WBMZHzP+55XhCi4yN+6g4UeoNA7YPs2A/cT3A2DCohSqB8lc5JdMZwB1cDAygFxgNQmvQJnXsL2+U5yNCkjmGABXvzNISpHbNQfoupKPOle+b6YarXWjLSVsJObngoqpvjTm7oITaXhIkTw/hObiq+Q6nGxgkl16j4F7yqiZ+xAu6koFFidFY9I3HOd4iPEY0p9upvuyXBOILIj81GyozkvX33R7yjaorQcxto3xLpfNCb0jRquQP/wPSrEz6xPc73VaVcD6mVfHeC5mKETyWvHkWbEiQme1Si/lF2RtJnH5KR8C10vwuhjIEzT41BSCY4mOrs4hFvpZ3Dw5vkTuWsPlSie7sZQqqI5gaJg2eh+DcUecYID+YNXgdWhNOr+au6E3kG96SAUh+KK7at1p30d6dgmq5kehCpfrDOJ0wCdqdCZ6ErGsGQTMdGEOA0HVrLV7VuidgSYVLJS4XJUSAx3sQLXlQhJvUdgCNtZPoFlS8/+5mX5cjaBT6L2vvIJq0BZfoULUO4APBQdndhom96qM5zskLZ/p51Rgj3qGVchTXS1QpcHXhFxQyUd0CSHh8JcyO4LKFNDsIsqQvN/StbsD3tNheA0lR6cLFOBx750+kwkdY592WTXJLdDMVdz/OgihGTUy53SfY2UtMV2ANsFg62cjFRHEmhjqiMogRre7O/6ymtOUSZVYk9I7Zmkz5wCn81P0rcHXRbSefNM/20M7mt7Yux4Upx5u8mnYQyOzZRP8sUV5+Rmv/lMUIJmHM1JZoSowrtoZOJU4IVoO5BXtPERgEAgEcDmhLFp4VLf6fjlYQEgMID+QjuDAdN/BDY0bGjo0ssEz+SmJP8ubdw2BK6YjUly7NQPZrIhotayTLseuBE0M7HsxAzEDHVw8hrpJKNR1MciZDYkyHIw+yf5oKdVR2yJ3DSQ+nbPok6q2xm79l1DsnHVs9s/uQOHfT9XEWpOJsOnioO9nStf9M1XXFAF5RTFUAAVF5Y9XaDKwES2K+gr34B4BeZcoAYsZDt9H53nN0UInhte3oA2y7J1h7ruKwEpGcjT0su2ye0kNeqCAIsQCYIuI55U5FHCNgxuYcdOeGadz7d1AdyZbTT+QIj2h0XKE8r/sw4LUUKlc2NxuKdW/52FxPdmWM/pT9xjdQOF7o/ytCh9O1YiWY+EANJgDxXaDPpQEcLJ8nU/9mXln7mb2oBJ27yDjoyjn4gJ0r19PT4NFSFIBTrhjrvquLQs5LKbVUwIf/88yKXeiwTyhoqajwj/6f9ywdB217kP2woXWtj5nJ4rkvRoFkHg0H0H3Nm19kz2VLJUnwqXDFws0Nn1egsIGal1b9u6P9HwQsAxFomUPy4bZj8OBWB092aoW3RUB6aWZqEW5GM26TPP0otVeIvB4kOahsnFvk15dyxZAbh+SfqpUAwROZF9g2egxSEPs6Az9pM4l4c5SsmoxiZ4Bufb7/vy668uQiAmsiVnArSGplaYEOpxhtoLEUycJISkR82P4p40FeazCuq9+COZLJuiLplG9RgdiB0RA7P0CWlEYqMinCHDfNooNMHBz9kaP1NBI8BqNW2pcSGFHmugQ2F9m6HkD4W6IbCl7XYIkZAgvRN5Y6PRsW4A+rZhi4YtOk7oOO8bznvH3R4478DDTO4jJtk4WqBlx7nzmtdGSgvWQAI97TQkZb9xSGsgoCoF7ycCE2c5OhSWKTk5dtWzgyYkRwevP1PGN6RruNdNyVqCIIywGQy2kwYuoiM2HsacExgTczKRFaflVH/x1dQ5kNqHXTyZ+AgG6b+ARvgdk9DNTicDsEI85RWAZjBMHfIGfrbfg8UEGZSpGQLzPa91+RVoO3AKylP/jk5nEwp0ApgnJsf7BW7jwmiI0YF4BOJHkIvvz1JkJxrtzpY0D+uK/lFCfZKClxHYko90OwHzhOxBJ0kJJQavJ2TcIbYHID4h8RPcfkbEjIMmJ7TUfbCr0NN+Aav4F74nvwcNl42dqZ+UvJKSRT4C+R5rbsUEpuZC9LOUtIsqDtSeua9DyNj6TjknphrUuVvFBVFsDP28PXNvMOEhfaUYhCZjIszC/uWXE8uV8E45y7HaTqnE42BczZ9qp3e199np573I+ZiWzYNBxKTcIv+yG9zoTx9HB7JuCazj42DNThDg1s6aW6J7OSL7sH6sIDV13w5SnXhx8OtrNf1URbJUi7LuJSqRPNfHwx0fMsgR6sYATBPkgmd1dwwnNOwAMzCiMeE6phETdoJsbOqaRm7G8r3ChjHLMK8h022tuxzdcDuuA/daeDkSVUyph8W3XtmZiI0peWnmdQ45R83byHvbTuxIaAFMnbN95/52J+eNevS6K1BUkg7wAFMllrZTBd9crs5gTkmhDDpR4SAiWAiLFsgu1AWErmvssIrB4mUc2nIBdgYQ8TvrXgW2gBGW3Po7Ps8WQJuV5OAsiITpCOHAKkMouB2ZRG0lHLRdkREaMA20AxIMUBKn2YcJ2bWdf8eOhp3dCDPYYZVRvkPUXBsNWfc1G5MdxVFbyFF9TyWezyrATGRXAKFkLwvrg3+q8073gImYdMY5B2UAN+nbr71CMwXyvuwNjI6u+RCQIxTyAW5w90A4qdSbOJ3PaEoaIV+pzZqQvQKQ5LS8KRlquqwKNJRg6CxwhfR7popjdhgDWssNMC2TedBV+EgHtg52wo7zGcdW8pUQBJysiNKbKqpN0ZzIpyHvNhMWlRSKSXsnlDFf72Uf7nX+fqkEAANKD/Ck8x846b6vsvXqvgh1HUaH7bW71hC7dL8ScGnuXYd2csxMn2gnLzknrbr5mqlrZLehzU+BdWIATf6IZSTuYJ24gvLffmVMHzPKxqHbj0n7jjdt4PxQ6UDbx4VBVFr40KG4EPruhKA8tyo2ySK/KSynTSggjmWupwrx6oorLe7OaxzPV5ZJ9d2Vaan3tMPfhwJGBd4qgJcB5vrz8w729fvYygLzGu7WaBJ5P5d0edkRoOyRdBCLJq1soveXhQAztR+eyF0rhXic9bfljum+5RssT4B7S2pK7VnYfB8Qf+GCzv4X90pT8a04QX5uofCVxC+fz8GzE0xY3w3dUHjtWfQjsMP2y/RLQCHKYbt18Duk41dt1DKnfZe+cbFhzZOwLB+SirbjkUpG298M6YcEqTDg2lTtJV8snIV82FV4EFuBilFLHqU35E+VVFc22H61z/9KNnMNj10uUsPNe5l1S5brkC1HqhshAM/HSPhrJMHlsvperdMcKMhHOHxXhIrSnpUAdxbxRkwfGSqWVkHkuGdfeJmuEkODcHd9Zg8+o+KTlWB08nuZNFElAJKXGdxP7BwwHbahHmJ/7NCyvQqgKGmmz4upz9jpz45lJqPZ7en4YcqWTPqQOsWIUJw21vlxMajOj/94htDBd25NOYIbfdp2p0LIRlBSpwxNAwCa7ZYofccNnEPDGNGUdW+S9Tk10wJIXJHuAjy47dVtI8BSUYwllk5vTEynZjxl03nIk86N5Ul2Pw1a0p5OEEA2OVOnxYaMTYj1yY7PUOy9bcjWWFCOwOrYmfjmq5LBRy53xSMpPVV6xXGRZY8DsYtCLPz869wvwJtjBxdw/P1Ld1fS1UsT+n1aPhyLyOc6dF4X1e8bIIJ9M53RN9fXM8RR5hyDTRiAtUAEeq5wIZRrVCwCfrYAr5UofV7J79IlVjr2VW0vFScDKnTrrFQnHECf7aBP8xU10LhsTgL5qn9fBFpyXEsQRcau++iH+9Q1YT+lyW5q0LjXKT2bR/ko68HKX3z5tebE8V8EfOm/E4wJjwKQ9s+8NAJhRApo6O+b632+T69v+S6/dW9E5ydSgAQ+1/LJWtVC2BlwLBQZpOj1g2Rs6d9jcWB9owsJvn3FFBULS1ZcMCgbo6KVAQ0uEAAgFejRV0WB+Fi0Aghoz/q+42rYZzWdbJS91D1oQLj9J+ZntD8BxgyyGXwkdR+XPnCuyZ063lfvGfWJpcSMEKhzgINsdawczG9s6Wevf0URQsj4k5zSnUn5psT+PE8mwjPIpTuJNOTg6tTshazz3hrQtiRvXnRkJnLQORhCTo5uA87h1i1e0WJgdFWN9jOwb4i+oyUwt4ZxCmCe0fOkKv5E9mCX3KTzwLW7cOkHF+us9rzZPHQsJMviKpydNBSDz9halO6dPTFvE3Ps8KyGtk007OjRcMIZWwS2Fjhn4H5vON+Ax2vg3IB3+0RvTPSPBozW0BN43Rgkv3bOW2igz7DlCX1uGDEwNw9w433FDNJJhVqu48xCTweyBYZsZFNAN1VtmycALbAlHTr79EMtoE1JrmgTGybmIIozZuOHG/nrTZcQraG3hjkT8zaQMZDzhSwArb2JzX7z1dUKOPTG2wcAAzj9DA4q1pDT+M9AeyCtTzc/5M5EHQaqNTa3VYQIOdjtHb8jHlSAOAmp8T0Pz90v7AowhVL+PYDfAc0J9hOQr0SNblcgPyHwie8dGxC/A/q/B/LPILXRhhhnop0vT6CT8B2ARGw/0cHCj8DcYA7m2BqLHPsFyAvQG523AJXz2IBxh2jfIdsPIILzH5EuFETULIA0oimCa7H/CuAKnP9Mo77/PThw873O3QnsEPEg7It+Bv35DsAPMG80crALAhPYLlyH0HDwa/D37RM/u8sI9TuuvwOaq/WNDbaSbdMIkDMwz2qjVceGBvZyMHnAnK+ID/x7U+Hjiy8jRTXEazbEnCg0VxjR5nsSnycGKvEj5W+OwWpTs3MwHaB68dz2bKPIlkd3HThZVEYwbXwBO9K0pfwO7rsdFSFjuwyJqNeqbV6FRnb0sjOMiac77YMTYWyxdiBsNGE66Y8E2qHtMQJEOWZ1tMaU01WTkDU0O1SMA7+DnMOJNIJtrgICnYGm+4IonVNoAMtKEw2TzjcgBxSUdTlHvNYh4AyUbTNNzUqGqciRTXJvVIkdvNXREe3glH3D0ZsbA9me4ppvdzgmYi03jFEm59+cLxqW/ArsV42IkCENdStgOf0c6CaKl3IWOzKFij+f4SRkjOSZyo1UbmEU9g4GkCc44M+WwEYkYQoxh/ZA52lcK0dLEZkANuQkdVLriYgJz/dggoqyHtmA3hGXhuivQLsiR6uOKHLyvyLaq5yHFwajewLzhmwfJB/fa1+JTB9zk6y+0hdwQq2RsqCpeBl4ZREirmjR+BXZELcG3Jq6L3dES2Sy0IH+In/RKH85mEKcET2uroVoxc8d+4Xr3W9A35FdydCx6ec7Z1ahYyoo4ZGeaFMJljaQ84Z8+YRvFSGikZ4P+R7AGTVcsam4YFRcdNFLXhGm2wvRwfWT4sFA4ISGewBXZD7xPtsjgCRSKCFqAlNtDkw8U8fhPZAnJE5KcLyqIPUK5Cti3ECkaq6z0BqqAwJd97ULFR60iymbhoHidnf3ArDO7DHALkf7Bqg1X2gV0DZfgfYBK1imzeeg1evSa9mB/JHPlWd+R37iNeNpxaSa6xBCwVE/DSCfkengogFxh1V08YFKRNy0LuoknKIoKP596kW0K22WuxmGnzZg5DB9gMEuLJzBoZWb1vYTov2sNX+vNaefwuf6mi0FpnlqFXAnOAi8AzzrFexUzwCWjgKMsjVKbO3fCvadKE0XUdJFjg3EFa4A8JgIJ6ZlramT8ZGpdDzgAh2RdEDDDYLfMM/1mX1xN57DWg58Bao4pmsWtUPO0st8esm30WeVRA2Q29xPYnRdVsCezb6Bk/nc2+qQOCQJ+F0uBAFIp8qZ3JiVZJb+Qlt/y7cIJQAiGM8lAHfItUgYXe730sQeEkDxplcEgQ3V6n8oSJEiCAc03m+/3EFy1IHcCVFPVHHCPqyvRXkjnccJVLBEe3tWW4S6cnKv97s7YO0b/04nirzk8NYn/e9jESLJgR71HhVZBYJJo8wB1KDNNOhlW/Kn9TUSdimaVLIowK4LA7REuydAAdoNnAnYuQcqjJjoK9th3lZJEdaaSr5DRaVpv1eIdK80Q03Fj7peuCNnKuEeayhr1nfp3y7ew90ppvvbdQ8uIvnTlGcnPOu+wz/fuSbZEZjIfJXUfN1v43688FvG4CyAnXJLFzKKEja3jlQnXqIhp551gtRN4SIiqTMCA32XPpeuGi5wO/E3bbskJ1OJ5sEkVusb0DpanKl72g0ZnIPk+RemmgvRuURX53ESzZ8DMFI4IxD9THBhJaHkj035jt5ldTcxW3BDts64PDZE28AZFsBsJ6Df0T5t9EtiTsQYiNuN14wnEMzh5Kz0qAaIhgs+YBE+twR6Sm/2ykvzuzsTcJrDSIq5jtYekHjFNNVdJ4A28q4K6BTMa/0n86iPPFNzAmNHzB3s5Lwg416nkiCReQbQgiwhKV/W1I9I2edvyFuqSwTKd8CD5u+592I5WEAFoBKGQXrUilERWBzzUXEcdYdnFzlpjYM91pDpuMcqRATcdbGS39I9ArNRBgxYFO3WIYbmn+2gSyC/JxmnqLDF+zbVKYsxWfML7d/5uYZ+56KrgTCy+QD9tdDzZYjausEU5YuiZoOT/QjIr192xsU8dsKY+ume5yfcGSSApKmdCqD1pO93AfVU97/8JlG4otNngK5XW8hiNuPGkwAuJyQeQcDMk7ZRiXknvb8mbwW0AhCBkZorIZtOXbRiZ+cKJVElMsylygbFVA6BfkRTASJjq5/x2jcsMOLyEbhNK9kdb+xPW+KkLje6Ge7Y0L66QGrQgylsp32chP0+inE5zXCHI9MCnE1HGXQxGCia9vLWgnmWBGNeqEvfdiYb81UuQCBhii7ETTZV107nk+TT25cFYDYIA95Kd4Vn0PkGWTQ3cECe7PLXDuDS5TOu4g390yOteUc0+vVvfPi6dlJvfEvg8K8ZTH0V1ihO9ZUAZMBSMx8CESdEb1iIAzqCLYLV4GrpharIIdBHsM0uQOfHyWIkehlPC52USRPP2OCSxUwOohw70CxMQLW/BBZNiBzKiagDR+eI70lRCs0SUifXlRzTe2eak1m8r8H3NABtONE4gK0htk3nQWzvt4neGM86L56NY0p6Au0l0G4NfQ9160/MmcDeMPemzgxnfBodiUGHoseQbdAh1myHDBYU6Ccm2hasWm5SPkOuWF3TfxRINCMYOpoGXYYpZELrtG8yvoN7PMG1zJPaVuObxhfm3DcKooOy1P4gpfARyKscjo9UDPEHoUxemDQaE8AFaH8PDjp2W/FJqIxnLbwC63jHNbsoKZtnIVyMQLgC+EgUPzawG+MTDcDcwGGOF2BquHLuQDLpHvk3IMKEVF0xTlo7zzt5YOBwBpO67VEyLbmMAPoN2R6QcUa2e3b4zBNmkq6BMnxGxjuEqJcYzAo1PLjXRJ/6EE+gvec6ROe/hwL7uBcPm7j4YvA9FWS5jfyKKkQMcTy24PPX7IcLVsCEchrLqZkvkrFXrp11hSvmRuQUsuECJtWgJNbgZwEUsrR4Ib+uDNNBpv+E7vGAFAvrgHpuOe5Oah2cO74kMyXnDvztIa8w3FZ/ISXohGCOQw6twQiHMsexHCLfpzQdKrC3w2g9B8AJniooxKZElpEn8eZPcfrLw4hCrVC/034xMcK2b+nQ1H0DcKv7Mox+Lq2vkR2FVAYKtex/AwcZytLZDja9rgsptlYBcuyWpc5a9+VAAwHr80C1nLuAfkAdv0VK6F7zs3v+wisaZZ0J28kibpzoUDp4DlCHaq/Ygt7QptqTzXdcbbJCoGnolwO3iActiR29Z5RPGcDi31to8cAuAM6UTt+YqHeuo/tZJQ/VLm+HmteB0RdGvMVW+8YYXPYxh36cLD55Nkkq8Q+L5YaIB6QQ5ZW0o0LR+Ux4gFiEA3UAmnVkW2h6J02lYvelaKBIQ8bZUG79BwC2/m3AfAcOMX7RtZVASuia8nEmOzVzUzJfwyBjssjThOaKzgIMGgSSOBZdNSuhqVU7VAxSgiL6fcnuF18qhqwC25BNEk1fiKqrTZ3hQcc5LIobAncsQDQm7poLUHlBoi3HM88gJyllMyOQM9feT2kedVna0y5HGgEGz3irTiHbFA7eHeBtMDdmlJyZ+9bDo+XcF5+sux2sC25gYkoBsLVGgHYoV1cCIBnXGa25PQ5sTdEX0D7d1v6kE5wn7iWu8psUvAhleQQoZ3Vb0NfllzqB5qTqTQGRklaF/DLK0MUXdRw6gV1io2QsAmlO8EIfSm8KiRlhipEvv9w9NqWX1qDUA8Iqpdvsm1cgtBLuABDqMkwl1W3h/PusgemKKWqPD5ay9H1ZNKzuN9oOF9mj7EfAp9nWlDKj9XrjL9huez+8hoH1tsOzhwv6665S382PpWKJqMJFpi22eXd9MDSUWOK6TJAEyM9vG37Uk7aXB15zr49f+ea/XABS8hv9sDIM8GsYpgKkOkfLUPLd6VV0rLjkrUAcvseDu/D5a4lwWz+0/KbXQolW04Amlt1wEcsFC/vEwCpYp5P9027F8XFA/9CB9+G8xaGIpvtYiTr9/UZ3e/U582d9zQHJb+qhkif7pPSjPQuJFA+Nuj3O0r/S/41rHm0lNKKoQY/fZ9vps2gUrveRn51CH/MnlgFS2aUHaDed/rCfelahZGB1t8YS4kJ9t8Ma6HmL8iIPfp/lR+dPOoP7Yrsi/SJAhmdSeb+sY772mnmgBkwwxkzJiPWUqCqQtH3IgZyiXEznNux7g75EThW25bcAKlaCjBIMTNfeSNQymAgCJK+TRSHOk6oDgEzRB1b3HED7fV9rE+EuVsj/CGQ7KZGn7rzJxHNzvsO6PDbNK3Py+MzPtjug38unGPStkp0aLNLcpA8ncGJhg3buCoRnGUwc/Xv6pZbPCzyXgr6VqXDkG+fOgsHUGc0go0e7aY/c4XdP+Ur5PtahFrlwt7IAFEVxI/qSFgSGDFJ+ZgRBUdskqCa7wCtAsRRUF+JXXsW/bmplgxc2/TEoSrk263QkFg2Vijju8iudc7Bh9pNC/pB9LSTtWti+CZlfohUorvqyL7F0vmNZUUda77FLNGDazhpErOtE2D4puZ/QRhgoNqWzD8ZBPoT10Ip9bcmXd1F5hcN7lm7LwwX9oIqR3qgHykuBA4GVpwDj5po7A4MOZCvrOra/uZ7F8bHWgPJo2hzm48pepkFE+hOrK8wzqtZeH5/1t18uOFTy+hhb57JQPAt5WP6jp9Bw/GkVJwRAydL3LnKbeUG2s/yVNQPH60GlZ3/Pa22bewgaQue9aAsP50LPGd5TMOYBQmBIlPxYx5GFQFsjn3YB/3yP9vNR9/A2Z3AomMXhvivnYX/xs+dWTL46irWXxzxGVR/kT+UhT8SdqmvRNxONqUAv4e8/eJZ1XkLgi1p7YHVlSM8CyHSntlY43g4o/9Lrry5CzGfeTD/fAdEwsSNj1IyIGOQARFyA7YyMZ8x50+HZEe2M2M4yzNtCWs5A7KLeSKJA5rYzUXDiYe23ILPIPHEBa2CwkJ47ELeGpqpknBrta7IVrcC0Svq6W2GAyZ1oiThz0ZqFezsBMzD2wEzROkRD70G5S642ixBOxnFYXbQT+ryhjSvnW8zJSm7b0Hqgb8AWidPzwDYT/RPQzg3RA9kC2z4xB9CfT+i3QH/dse2Bbd+BfQDXO8S+EVGBBLmjO+Z8Qe7PiBjobSB6RzufsWPiisE6YTT0CJwi1gyVBtxOStROoGVgBukDMDsRH0mUQm6B7IHez4h+4rlpTtg05OjI24l0VJ1OP2sRDfu8o2N0/TYCgPMVAuRIDXjAKNrvZIj+BcgnYHwE8s8A/i2QfwPkP/HPLYFrAqe/Abb/gc7ifoU5HKmzf+W/+58ot/P/zO84/69AvALXR2B/BybSB4BPQFyZaM8T0P4B0X4C8u+A2++ZnJr3QP7Me5iviPkncIbEf0DEr8D2v1L93c6I1tHuaNj77YTIif7wQjnc/waRd2gaXob2ExDPSPwOGe8w+hWz75jjDiPfYcaZlGhxh4w/IHFB4hERL8j2ony8DOP2vIw4OtD/Vg7mJ2DswO2mnMXvge0emP8A5K9KlMWyZe3KdcInAD8D1xPw8kij0u8AfADyn3ntk2Zl3KTETlK+ewfmBoxfWIhoH8EBSid2t7SO4rlFQxUV4gcAf4QLO8AvQPzE3+fd4ec3oL3ibcL+85f48wJyuGfRXWU5WJBRA5iQ4dAit0oWDUIeEh9Fh2O03UIiFY2Eh127uCP6GDqoo3LM5JE9wVQb0VJBi5AxqXsNc/sqmWzaEzuFOCRuzR/dwOSTO5msGGDOQiXj7YBCCdUy7pNBZgRCiAPyaQNVxBzsYuB8jYS7S1JDxAOAkYdE865Ai/l9B1NZucPqAGt90dRgIkP7WbykkP+x3gMkdcshIUQna6BaGxuTv1noFC2jk4lILF47O052wL/8iv4rHfJ8Zl52/gGZZzneYyEnO9FDiQBGIObGYmecEJ1D/XJeGeD1K/+NT9yf+QDEHTK/p83dP4FIkw+UgY3nNGtI9Hr+hldSRjXudeYFMRriJtlsXMtKhrRea8v9koOZTzxDTYP8mlD47aaEN2k9otvxnfA8lkAyEB60Y7Ft1NHxSDdrJu3qJJqTKM+OqWRAE8rJQ82jDRCoyAR5L24EFipna+TDnGdknjCGhrHNJNi93ZT3OCPHPe3A6RfJFovr8borjyWdcSXShXmQCQ+hjv0TYlzRcEXDQJ7fIy8P6rYYwH5D3kT11NhliE4/K+calhbREacf8CYQ+41Xzt9TN7k1Pl8pM9XJ9QjEWTplIbqjJeu/OKOFihC9y7ZPkPJDwchkgJx5Jrgjz3Rwb1cVwnl2W9KfiGRiMGNiYqKBc3QyFFw70SR0E/eJfl82o98BFnt0jrv9CtnrqRlN8mUiDsn8SgAkPHDbqLxQUE/V5eLvIyITTcWhrCDD8yY2OerPqFZlbAiwOM94oQM4Y3FJGwRxx4BhJu2ddEh23scCNLwAOCHye+q2eAB12U8oijJMmKcchep64efxnnudT1ojrZ8HHgYO+owoyjR/53zic+VHfKvQWgNjHQaVr8GfhVvB46YkGm1OSq9Sm7LDrjpaNdusNSp+00txZgrQUl1xmn9B0Qiw+OGEBpP4LRqOCK6ahZIdcLIMsmGVOJBeC34Ctf9MnjCxedITOuEyFNQq4FXQ3MLUR0wUzBRfOBKmrWuRyGhFadA0q2CT3RnQtiiEa0Ibtnpe3aOAEqFKBedabVhIUp8r2el0occJkKz4yQUez5ZiYizQ8iAzTk5oZdbnAwU+qxUMhNDoiyucuq1oDg+Jg996VXBtsJIMWSsKKSWAciiGCRwp2BYlmb7Tdj+DhW7MQkY6aSjKZCZRpYfpRwjt62s7cTmHAAbHZIkT/0PX8Hlhgq+5aCs/qOhMIarR5mSxky0XIDoL27EQtOQtf6AdkT8d4W4kJkIzXxijB/TcPr8nvc/xNv8mWEUAuEJ47vBQ4sQJnCPzqjXJdU9CjJL9gGwBmRDdIOCE15oLIzvjoKOoeQYMaETyrLCIbBS3QBBtg9HUntOW8gs9o4X3MpD56Yty5tfEJ67R/kh7rk4OtBfpRxV2JpOx7JgQV/ckZXHxiQvER8qkCeBZvqWGw07R6A12qWb7jno6nXT/gMgrMq5IDMx55jNtolRsSvbPEzBOAG6IfIYLDoVujQTnQum7MxkrRyDnBdk6epwVC1C3bTEOvl5g9hPyxAR9xoaMe2TcI07vgdMPaLiBczToG2V2zDwBuaPlHdCks+YNuF6Q+YzM/wbEK9pQrKTYIDcW3SM8W0VgjtGKtpKdNS5CdMTublX2yY32Iv/wHfcxHiSjP2EVakJo5gC7OkyhaPZ5yhd9Wvkl+wbcHFOcgXxGnD4icYLBA4xnd7T8dherY0/T4oR/lhdwtpX1uICChRJv0l/sbiR/ftA2hzquKf2oIp0oXKl7PVcNYKepOjMdnwK1TukkknR9FcAAxtM5waKSdHVm+XQZ7E5xMcgxNu3moZMbnn94kfzSpyiKRoP71MnhEmnZjwRW8S14zwUs0c9FbeU5A0uP296LClTXAzijxK/VWaJC75TvGolZhTR/n4APhZJXoFvJeAe/tq2a7eVciObcrm4M3luoC5N+oMGXKv46Zv/KyxS9NStNn3VOgzYbZOcIwLMsAPnzaKi5s6AcOb+STUWcNBBB+Yl2nNnh2M3AJD1BTqALWFrPECwGB1k4+NOOBZJsqHky9umw5Al1r5LnOBTe4njewPf25ZNw/tcVBJeJuWEa1hFSNV3mzB7ogc4o7cWhzkWEwNsQI4cK2iz+31DD3/MEF/ldtFnzmzqq2xdQnsVP6NzP4TY8z0FnmoVty//aA9NAocCWE6ai9V7mYb5pAGLi+Pbrry5CxNBhHLwRVtUptHZyGWdQCVB3Cr2QQDQPQ7JLP/V5NyA5GAi1NuoAyjlDAJ4RwTxFArEzZmssYhB1PxDzxoA+Tsg4I+3/g/RDB2wsjZ/pbRBMCqYObSzGXQYtRP2SjjhEO8G1IMAjsAZoAuacZrdjYu43DATG1jjeKBvmAMZVranXZMfha2AOIJ8m5g7MW3J+4WDRJDF4X2FlauWbtAVy5vlQU8LVtLoeHMrj2I7GAvKfUmvtFm/BrDIPLXxWJKq6zdzB4dRgIhKp4kxiRnJEx1kVs/b1wAIAZyAggWG06SMVRjhwCBo+z3qAktlxB+A7sLhwZUCBT0xId8+Z0DPsoJJqj1yv9i/8rtmBvAfmRYiXZxRPZjZ4BkHgHkUTowJYcVHiXlXUj2Ci7jsiTdrvAbhY1dEb54ZscUGLwCkaWgCndoeWF/TgIL3oE2gDIwMzN9z6lYPL23fY++8w8II9P2GiY/q+ZKRjNPkcMmy2cz6H+zONwVCSuT8xURhC2SZQPINhCqQA5ivQPjFZOE9cqzb0exnPNBJj03Xuta/ubpiHYsHV2gtVgXcSJDWTov0KzpV4RdFuzSGhlXMP6h4MG10HUb/9KtoBDa5TiA/Fy3qPHa8l//DvI99Ww9Pn7yjnA+uCx6Q3/4ND1YC36K7jGbFxpJOzjKkRjnJ+oHMBLOfJf+rfqOssBKH0RDk/fmK3yS5njL/2+3ymyUEYcXhudVk4SccLOYDSfmQ7rG3DEcm6nBxX9ZnQYX7BCY2EHfksflTLgDdvrr0B1t5kvnmbEQRrzbD22/dTHROSD9MEiJO1OLq/9sqNzsDUuYxDsFPy0XgubPQHUGiXBGmZlOCy076QE9zNAJhYTsBdTtba5TyqjTjRRdu2gQXMdV7kxtKxttPs4jpCcqC9Dr2/UKBMusHXkJVHHuamtJ3OvKgMHNhGP6F4XStxIvRMY5DA5W+IKcfMQ7HiTHnpel4PYZ5DPkgrhJ99Axa4NuS4YM6JOScSV2TXMDLTI4Toe+YVdUYm1zgakEOzZNSNtQqEOp9b1BZzOwYwdnYxzskldgKrzVpz2ncVB6VjimLvq69FFxVCGKE+leXrBFQkUbdSaycWyuOE1s6IPtC2Ha11tO2MQKr4xwR6gp2jmQP7vDIoUYFm7hufrSmQqA5TzUk4IOmIYlJBDsfATMnTel7LReosEGSQUDLI/N35gEqwQAUAIYGcjFu6UElEIX7cncB2er9P+qjQuwnEq+71BnOOU+cxgDcimgWUVCGEz0vkc+p8Jki3pKQ4ABdjlh1ToUMJ+LoPF+onO2+yAnN3bSXWMGvpuQrodv5oHm0YDrpTdIuFxvraywGhqdCa/KWDLbI5sR1xUb6U3TEEbHCyrOKHiguc9CYCcOpziYMphT9gP5+/MHBgHR/7wiGduH4ah0uU/ZadC6E1owAF695Wp4ATU/J5uNi8VjS07DqbiiVUuKgCOSGEOHYxsCaisyzQg9Hpa0wj7cpah6n98eDO1c3JwPZovVI+v22ar+29hJ4ftea1LmU28y/2gXZcAXYBHLz7uWxe+SFfsad5uLe6+YMNRdN1TG2z7sMAijqv2LC6gI461cK6fMuoi/FseDj5OrNcU4qs/OU3/ti6jzf/eqPKo37mDofi7m8CtQQOstxY6AfK1oQR7I3ABdMrGnSZeVMS5aZzurPwDpSsHZ/74KzJ33Lixtezh0EZySokZ/2d2p9AgFQ/qdjK37kWoiLwosSS/xjqDopEAUuKqmKdT1Kc3g5yZf9YPrTdJsnNNzw3TM1cDKwZQbSf1PvpLrw4yR/akU6WRtBviSEQxg3uqqbIu3hz1rc5wdnK7ohLGSWTshOmtXRslmUPToi8gCj8QHWn6kmXyyiwRm9SSxfuYdi/kK5TJ0tEsFCqmSrod8jG+X4sDDwg4sxCgeO56IiY6G0icyNQJgcw9FwCWKA9cI1TxRjboARyKukt6UjbSfntFBsOFaaOs63K2mv+8T4yoRuFYNe6uNPZc1Ss2514KzvojhbvSTJZmWBs6gSXX2XrVLw6dnD95qvXf/Fc+z4n8KZz53j/QnXX/7tz33pZ+m0e7az9Fc8Z8PuOyts2y8n5ufRtHPWbZBLAsuXUmQVQiiG9pUs36wjbRqPj/eB6zs86xwotH869RKUOQjazkv7qQMlK9h+f67B/tZz2i3GwRVj+1lGXB++mwscEVq5AWj7c0RRgAR/rGUtOPyt8pApqeaS9oa8cBtTa2alr+OcsZNcZ+AZ4BLpl6+/0P/yU4V3wPegeXZV3zkDzqhyjmNbHq2wIxlp355Q/s7naj1CRJryO9TrKjHIgebin8umdQ5h/uQQxZAv1ZNEK3FgL8sbfGSiQTdivZy6rqMnky9k3yjd2X9cKLJ3mPbTf82ZtbQf1qzzKLdcp4SKEuzMcRxy7Go56Yu3lWg7lFWLtkv9Uxtzn3efRZz/tpzin47y9debXX399EeKVN5G4KtnOQHhkw8yNcxQzC402O4De0ZLzGrDtwMaqNMZWQIWRDbekqJ6VqOy3Eyvek9XT2Pgg10ae7CnUa9uuTM7GiUbjZUeMHbHfEHtinh5ZnW/A7IkYQp4IDUMAWFJuGg/dHFspx1DQDiRmXLlBfSJ6IvaOGKI1gvW36q9JwZ5K+LOQsGO8vGK/NLzekc7nOs/IPXF6GohbYpf9v33oGDdgPO2Ye2LHxI6JuTfS42PHaFcG+OKSpXGeBEtPOyaJNiYyOegaaOhBxP3Agc8RQB+b7CY7P1Ktu9GGlMDBQTQ0arIVd8bO6nq8ItpA6ww8xlBw0+ksxoUyMovb8iuvlzsgb8D4JwATOP2OxYK4Au1ZyedOJP0u/kOcgdOPnNHQfgX6L2DC6B+YVL88A/MO2H8E0IFrB/oJ6O+BeAb6/4fPdf1PwNScgpzA+DOAF3YC2OnPCcTvdU+/APERnF8hpyZ+BPJnBP4BaFfE6RGBBzT8ZwR2dPwZrQ2c2gs6zrj0P2DDCff9ii0C9+09ttxwHjtr25cbcLriOhr2ccJLm3htL3g5/Xu8zP+M2/j/4nX8vzDzhD3OmG3HDNK95O6kjhJa5hEmDBt4+TPvG3+kIF/+O9A+MCGRdyDF1DsAH4Dm+RpEDWK+cA9uj1zj7YXXvMkxCFFXzQsV6JRjedt5wE47lcv2BLbfbiD/vtoMRwrd8g7I74DTB6D/BBaJntXxIqfOnJUdTHINIUX7m6rLX7xmmMdbxSa/V9X0DCecVaTxMPYGFLd6A6qCh4ZFAeJkr9D5bhNNIelTPIEtVbQEf35EhAMriIpQItJbmFSkTjRWx4iduQbPBHmTPIlQkNDKt4x4RjhBEQFgkyMSsutMVEcCbQ5V2Q/oLkQVM8vh6kKDOzjXUOZZyIQTC6uDAe1keVY+nNCF1XLMYk1q+KR1LenPsp6rOiDclQIbZht/mz0n5ELrqQSpnCYOa+7VLba+I5XgC82hsJPnv78oagCANu6BHMj9lXt85twhUtUwGcIOpRtv5RU8A3FGxj0wPwL7B5CnX8FlKIEz6SRPNEQAve88C2F+1K6lUcfI5BwHbPfIILUbaYNeQWdWur4podAmODRtkPbQDmk/A+cHxVVKIAe7OziPMGEqri4O6tk4FyD6T4j2DDxdgP3EjklsiNM9cH5YsUFeEflMm2wKQAQwOmJ/EMrjlU5Te+TanV6EpiLCL5KzISIbWirRH4mBZ2Regf2C2N8jc2Dmjhk3zPNHtlWPAScVgFfE9QPIbcpiCbv3GmKq6ys+Ue6MXmpCxmhWi6mecu7I2ytnYu3UmdEemKjoLm4rku06k7LxCSfYv/wKMFkd7QZ2Okj3KFnMxpvg+/LMAnkEWm9op0Bvj2jtPfr5I/r5Z/TthO30HQIdbQp5MxM5gdsIzHxGjD9jzh0R7zF3otxnTCD+hGw35H6Sn3J2eFD3S133iojXOoM8y116xbAVIr+iJxADGU+U2bnrPR8RcQLyeyHy3vNctZ95VouC7MwASLINtT5HBiLPArJcqD9aaN1qeBHPf3zCoicE0hz0k4Fv6aT2QhDG7aYkwAUELAzaSzyDMyI2AEQHJi4gbcmzYuMbgDtMz7wYAIu5okI0/Va+IHNXIglg0vcJhcBCBxFfiYDmm0wGvqvIrkRjKrk2BeT4mrylBtRXIkFo/Sqe1UYrxtqlUxtmHqhnVLjjPBjyInsegQPelaSn3Mx8e2+ZDqD4ZSs13+TDQPY9YV56cvw70LaulxkMI+QTi9t7V5DKzoBFWWm/w2upIp9tWdCGNqFVA04YOEhvaEpCTS3WRPVQMGGgoDSaQQ4r6eOiAt54+hMettpix3SnUW5IdMyAugic9EgNzk2YZgvwnAoF7ulTsEogZa8r2A7tRYDdmtcKcS1r/MRea11x8NdkTRRCM4bkSTQ7SSq2ot+NF1TBXA6P0cwZr4jq4oDsn9+DsjOBM1hCP/F3+SQ7J32Ud8hKGgYW/74LmU6GKEnjAN5x5kGuswJ76Zd20z3wzKJp/hk8k4tdrKGOiJVDuLAQ0e8R/R2iXRBxV4Vm5A2YTyyoj4/IeaM/JwRmphP1DuqBmqciv6z845Jc+V7Raw1sbyglJ2RRCzFRH+1F19hUyHChXDzhc6z8Y0KJXxVaQwl9LEQwOxsAtB05X1WsSBApel6+XHqtE7P85i+/xq6OpXiib9PpdxciO0RLGw/IuGAazd3kRLYJ9F16bD/EDAHgETk7UnFL9Gcgk/uBhuw7izVd8rJTF0U2YCY8QyEnwYLR7hC4U6zEeJaA0R1oV4IuwDUJXGjbumi8cELRmSDBjr4p2Wlom2lY1f2wvUduj4h8BPIePU5oONEO9k1FsDOiv6Jvn5B5hzl+j5wTc79Hjh0jPyHaLqaMFyB/AfMYRO6nbVADEIPAhgxgMh4NU4Q4LwIPsN1hv3AmgT9z6LyoK8ddom7I4VzGDsQ7BDbGBjmAeJHtF61d2w5A0IFoG3BqArDTj8id5zpU9ES7Kqn8rQIEWNhJnR13OAQBc6Y7X72rTWfsKnu08T35qrMkOWsGlmkOFhKMHx/0HCoMq+veIB12ljj5zbOWYRu6EqaUJ82cg+etbLLnLkq+AK3VGpCa1jY1EHiHxFbFV8SV66sEbSWK46Qi6g6CtmbpV5pf+TKz0w9HIu27OVGsYk6B2KqrznpUXTVNXXGaM2fdwfqvfZZY7lG68IF6P7uysmL48occe/p56wFeJXv6sf2LdHyW+vksfWz7X11N7pbpx6LVl+TNsbBkxCJqEVdBnQPYpYNl41sl1bVslcCHPBbG1uk5mA7s2pVnMcmyU89TXSBKptsYOx9Rc5/8TKYoc55Fa3XY41LvKhxGYwdtmNGiNaCFWEVCncAssgQSkQTMMT+qWSJo8uV3AGd4toPBoZmmeeW900cBDKqxLfJ8pMoRhfIw5bI0yZDyGP5FzpXGOLJgJGhbAlgU3I6lVnEhAbQ8ye4eQEbBDsPSbzHk/8Yq5IIdV6HfFwU6+BzfcN9q1/6qVw3hgJA9scEtswEqIT+Uf0o9QQcsAZiruXlATdAht6MIHzZ/o9Yvp78byq8xsOGgxqkESQLRkG0NOguhoyKTw48gCohoSqhJb7paneDAXD1UuhujNmCp+0SKtYPC2hAlU65wVWtMCBOZE/sAble2aj/HwD4T7Ur04+wDEw2vrx37HthvgTGztnWOLCAav4vtNaay4toq8JgMAGYIuZRcul4KcuoZOUgXSi4aBU40zOQMCGjSfbgCO4EwLcRAoYN9MGJWFZTKQsFIO1TQv/Xq5ly0ItW+TO/ADsSLnLIVWLBooER7lzRGl3HogAezJiqhgNsTEK8CHQRIVzABPPChug5vXOjUT1EjzEcZH90LHoA8w62CERcg7xGxIeKKlie0DLTYcIr36Bi4yxecouPdNnBC4Lu+4RQdj3nCCRtO/YKGwGzfI3HBc3vALU74hMAzJqJdkf0JwDMGnjHyhJF3aDD3aEdxWPZPSkKJt9HDrlpwXfAeNXwa+tkUD6TbF2cDkZo7qiorxE2hO457PFWY8Xu7CiHVUfGJn00Z0KkiBFRdh+UOMAKKG7UD8VEOqeQhlViKxn0Z4uceV3wtuFhI0pDjIPmoZLQVuQ0nHbwKrgpe4yvqWtV+Wl/05p9LqR1+X6V6OyF2ShyktloTftrodn9MzwBgoUn8e64n9W0rNJyUIB3xgCiVZHwlQ7SfTVzwyQQp7BS3tUflgSiYaXJaeh7WEahEqJVwA5BCV+HgyHnwpM82nMRBGdNavnpSrX+Z2KPjxX3he3Xdqth7bW2PYu1XxOE6Nv6+b703gcU1/pVXofEutQZsXFIAkHP5VYXoACjjmpliCjGYMkLy3TpIE2Ck4S7H6oyixooEmvR+2OYaeT6XYzfU9iz0tkB2YDI40eKwNmGnS84cjKjHgSaVdt8IRKexOMhu4z22M6kjjJ7rg5GhRUWDz8Ndkm4R3jT4eXoo3ln7/Kr3dcnOHWUzzsjYVBwZlSCjPd2ReUXOKwOWmFoHfV8NMq/qFNes73TYQkXJ02RBVo5ByuYWp68KM0zi31AdfYUctG6FZNQOeYMHjb4pmn5R3J6V1JPOMEK7hMwypm6mluooD7S+ofWObevYzmec7h/QtwecL9+h6X/IwBiBOSfa6w1jTuTtAXPckJ26vO3LuZ0ZQNOwwJkg0vBgw9314TPnJB8aEifpJqMcJ4qGyGi/6uCk3QkH1J6Tgo7EufRI1P+tIu1CEIoWqCiWAk5O8r+d7GAwYpwvvCuFEkM9fxwKKhDN52q4arpnnpdM83R3APdwYED5uNbnj9dfOk/nysmD6qjhfdG8yp9P32voOvvhun4FqqPtq696mDf/X74BnPzy87ozC29tmf47w7oZoN951Omf2Vi9b1nat2djxShGaq/rZP2m1Tvqseve4jeva/+gCt1vpYt60F1GtuW2OdFK8qICxP7m+1olem2TFNzrezOd5Fq2qz4fsVyRQ+fAimb8TCxOVZwOdyn6/2OB9by+b551LYU1FfKw7XreZSIPvo0MaeWx3qBNv/KqRJKSZTWbxQmAw3XK4Vn3cpS4t56EEnFHlKW7DXKt2THiXXKpaxdCXyCgou9a37aGm7tDTfekM16dGUVL4iSxkOtoiktNpdnqs7znk2zqpph3QzRR6zgxriR5YlfSo+spVoeKbvaz/dBnQ7KajIXph++F3uXvlm5lJ9LUv4QgLeRvx/LwPvPf3ny/7Gq9beLtvdlH8z/X3nvYuQs9b8/zN+RtnOQLcG9rz9UhwfglULOoEPSBq4Ni0n8rKrTPZUr/dozhLlOA+n4ZKyV/Dh9zUWHBy+GyaxT6+1xFDVNqhPV8nY8UfSRgfRo+u+rCMEttmp41aKdYTBtwUS/k70UwzxPtRIAF7lgcnz4jN8SuBHR/kZndgDxLIU35npMybR0awJrPoMUIJwuthbyW+nUkmpPdLhSig/OQTGezlQ5m59aBEjL3Un1vOrcSAAYiXoHYmVNx/O3h2vJZKXvbt6QNb2Y+RILxkPWI5cB73nTfS5++tVOt/quKg2GfhcAavqz3TE8JWA/Gb/kZonOs2AGQDrC/o+8uik2AwOHjc3TtG3MP6WKLc0h1fmWJ7Wc7zm7gGasOMJscoeVruVLbYHtnGQIKwe+Oh/ItVPSo+RwHe1L21uu7OlfW+tvnlB50MeqNztkPek/XYnDkXdZbP/u79gtgkewvrVnplvzs57/5mnXHKNk/PotXRfbV+1Fr4GVO/GWe76i/vVe2Bd6P4z57nQ66UTpqfe/Rf9FNSAcx77f8THaZzsOS+B5w+JvXWKsUINUfwZEhOYjo0qOfP5rvWWuZgGO3JX653nuwYVHrCRw5eJbL8tZnoR1N+fGHM3lkffgteYn1VwIHYNBhf8KzVeyTyF4dQUSfdXhABYqVmzqcoa+8/voiRBu1uQkAGxEXoSTg2BsZkDKACWxo6BmKqdnAss+JjiE0bIOHZ4UQEzlfJItKD4lvuOVOztNNyvZ0AbKjjRP6GBwy1AZmO2GezQ+eiDihT8B8oC0SrU0ZwsOk75nAjRyHORgQ8rtoHBEDrQ2djwtidsyYHKCNDRkdHR1tNiJKJpHJROoF9q71y+TM3w87XtvArU+cOvC87xzc/ZFt1Nd5xp4Nz3tgn8BLJq6ZmNdE7kKUZuNzzhs5DzOUJDzz+287ZksMBSddznqfbD8e4rTPvKexjQ60xBxPwBxotxsiA+MSyA0YneuyCcGRY2LOKzx3Yw2pSpDu4IRoDJqbEF9juzFJF/i2aN4/c3/Gj0TgjE6HZTTR038E4lfg1Pkndzp3+ytwewG2V7BrgpyoyAswHnlv+FVFig0YH4FP/zNl++57Var/UUrp78Huig7EHTB/j8gHYP/fgf1n/gwXYPsVwJ+B/AGRPwBxQ/RX7sncEDHQ8JG4i7Fja3e43/4Gpxj4If+Mu9jxd3fPuG8Nf4c/4B4XfB8POMWG3jsiBl7Gj9gn8Oup47k1/LT/hF/HxC/9J/x6CTzN/wMx/gXX/Xvk63s2qvWBKTnM9itw+ieQU/TfIOZA4h/A4sR3QJyA8e+AfA/M/wLkRxZZ8h0VekvuxTgD7R+A+CcWKKYoLvodgImic+iTXQxXVafbxmvcv/JM7Z+kr5P3NJVMmQ9A3nM/zf/XNylZDrHCfOD+tv+DnSynO37XLsdp68C8AbcPlInbxwp6flO3uWA2XKxyJZj/LhSVqM1qzgJ2nrUYQpySwqyC7nzzJXRmbBT70aFJJSuXSrITxmvod0LPrAGuyzi+MQZvZkCgnse0aq0paPgs+IrtBLZPCwU1U7kSJsyaZlGEi1AIeGAdeXVtgBvQVlDMoOVKgzmF0PRAuKYuEDl4MzlYbkqWGEB1JHaQ3xWSXTugWOutvVzdGG7/z/U7YM2lMDWPEdGhQcKVJXHRNMqPI3ITiDEVO6rANogyWyiAr7wmCwXI77nuLRA9kftgMjqTSYGtAXGR/57I+QSMD7Qx+crieraF0mqBON0hRgcGg57ZnimTp4tQOWq57uRWzesrP1scrUSR9z0QewPOO9CedAZFb4gHBF4ZmLXAaCqAT/IKt8YAtDd1Pshx3NsLUZOTtrfhRqqmuEO0C9r2iMAZuTVkD6APZCOClQwHHe2euiHnld0zbbDw0DuD1hvR4dmIuEI8IXNK3kgtRHlkp196Bk0CpMe6IecTMj8g569ER8dN8VuAXY46r/OCzEYu/75jnnUmJhFmeVax5WWSL7SpYB/SybHzZ+MJOV4Q8YAWj6giBjrnYMUgQikHkC8IdLT2wNBxvn7blvZ/5BnFDwhs5BtHgF1YE9E6WneSqqHFQIuB7XRCP93hdL5gu2y43L/H/bt3OF/e4e7xb9AbcOoTmQ377Yx9v+Hjr3/Cfjujf/ojxn5DzIGxD+T8BTGuiMHzOaChk4O+HPad4AHIPkQD2knoxxcgL4h54RmNOwAviPwT9wafeE7TOPcLjgXScEcgEix4nykP/ZnfhanE1BlEUDPZECDqMbGDHQCQinWybaN9FLocUPcGVvs4gxggYJQQ+b39ynZmkiKGwAAnkE5pArhy3kUyeQT8Ha/RX/i8+ETd3B4ZGOVVSREXps5cRxfjPSvD6M1MIbjUSZpCWccA8knPugHZkVNdhu3b9F8tu/S2EmBvEJ8Ti+/dSQgWjxrbhCrUXWFpSEfLLjjQkj5e8r+SEAbTLKvoQNldYkKC6xpT/4s4lCCS6PU8FqASVTATZgHm5185bvoTKrNxBkTAaWJMFV3CoKl0EYLJk4mNegVAiGKpuRU+gaKPBFCDcItGQgjG2d8iygNCsLEYmkAVd0KF/sQVqcCT66VZTbLrKyUgP6LSEV4IPzu4VzKarRIphyR7BoioFV80VtoDiFqDb7b0W9Y1jwgCYaQp84zABSTfAig5yYOFrrWPZb2IuKnLIGEfNmWLoIQGeeot33OteQYAca97JlKcgDgTlfnGH12JkioyaF5VcyFWs2JCAB0ijY8FB//twv4JgQ3RHoF+h9YvaNsJEXeI/kDfsdGHTVxI79g6cj4DeEHMK2K+wrSLiSmU7KLSKGRlU4F88idTvns6H5Cx9Go99mt5nzxD8onctZdKLFd1TrR1PmFhLnxQ9tWJB88fsh7MVHJSf9JFAAOrUM9TZ/wrr357ACKRW6fv0Z6pz8YJGB05Np1R3n5urfLBrCPtQH48yNuZnZP1veqslJ1hglWzRuIjDJrJ2dHyR8S8E2gjMOMjSFPrgiGfsekaGR2J97z/SMo3niifba56CBJxfqFN2e+Ya0ii0qMn0HbMTr+YCPczfZIM2tM2gHaSDHMvW3TElmj9Dm37HZHE7cyuhP2e7BUzkOMZiJ8ZV13vgNmRfZev/gIOG38AcALaJyAIygncymZEviDwJP3FZHe2O/627Qhc0abmf0x1QeiMshsUtMny7QL78hX2F9rTuJOcOZ5JCfILIq70XeIM4Oz0J6+XpgQPAA/Ib8gbPKfEdHLBDi92STb6oersBUK0uBf6LHBnn86tqSvdWQHbAXZVcN0CBWzIe93EE9jtJ5GV/kfZsQ2mpmb3yOAa0FjKN2HMTL83Ufz4SmRGqKvF3+JiQtt0z61iHOo6+YK4AnlTIQaoWVaR1POe79EAFPWgn/9Zz2f0vDrs5cNV+J0nLKpgFm5Mb0udn/Ifjx0ge3UasdCswm82+SavUgi2/OoAnNTva7C2C5FrrRY4cwOSQCl2/wkw6tymu6cL9Oacw5dfoe73FJq/5kMduhKWzwbt+SqihvIk7KCx30Tb1T4DFswCyKgLzva7cX1DlK7HYfe0E6YXE5gHc+2/u3ea7bZyOOC8E1LgBeXIPny4QxNgF5H20p246Gix5n9keP7GYa9rf6ZkMlw7RU524HR3Dgq4HZ8VCDxvJo4ymmsNi3JR76YbLJC49oozpgAXNFIzMRZLA+2x9yKmQHBvbB/XK8BO3Il28NUEPvU+JbtFVlfZwKKq+2ZkCuBfVYQAasAaliPsm0q3btRBk4LKcehkYEA2C6nrKykppLZfmB9bQRymjGoAaEE0rjaEwjuAwU1tEVVgQznHoRZjK6pWGw8vvb7PLlYl6CygSuyFeOfZDick4/K7KbhW4ljJK3YlNOxI7EmHqQVnO8ROpFNMVvtvuWOg4TYnhm1GAXNW0nAhH1SpCt9Gas5Frn2QL2sUcNo4VQuwlc3xb8DDs1qj895SnN7wAbAsdDkkuke3iXvJcQhG85umF8CL1vGeStUOpj8ZJxTVj9E8eKFjkp/oMCDA4P0dKrGT+pmSHJwzcK81eIeFBEwUwvLQjs/Dp6R63OgYZgLjgsgz2B54VdJir2C3ZaJj4NRfcI6GxwbcRcfv2wUPrePv+8BjD/xtO+EuzniYwJYDsyfZVGbgFYlTBm4ZYNnrhN4SDVe0bGjxgBYXFLI4HkTB8aSzc4HbJ7mM+m+1CKI98/ltPHLQGbTeM59pBOgEqqqfpsPZYaVPQWhAE0UEPqz3IsEB3r6PqeRGZ1IkZaCN/A+AKKDk/Rxtmx2WgwxjvlZxAIUA+prE+ZApDI4DRjIsuzoPnvlRkMCDJtP5WhHH4Z7siJb8DqyXdZ3uxctX3xn1tnpPvXddU7iFgy3R+V4XfKN33zgVARUinXzwmqIMdjQjCQ54UjuF1UnV9F4ZVCW7ZuPfRPY6qXS4DyphFlaVDLKuznK8hJryYnutrdvtdP1FN8IyrnlcT4iP2Ag+r2MCNWMhJ5CmEfH3fb5XXttALuPz5debhJHceqOjhMZJJKlRJmBqLiYQNUDS3QIJ2sfQHILJa9gmVxdZUjayhpm5M4D7lCmkR62v/7bO9rE+yKprN+FuHDs6O+XEsleoTgcclJkwgtJObOuIHojWkaYuaqJOOnUWydoFbe502GKwuOUEz+wwdU+4PRpO2vgMsWBeM3Jwo27RsPnKJOa+CoYVcHgt+eBuWa6zPCiTUYNOndxS6727D2tgqdYzOoyaO7RnStyWTV6bACwlaP79r71I71X8pYVGMyIS0rekxSFAiPvQe0ffGk4n4Hw+4/7+Dnf37/H++++xbYm788CcwPUauL4COTdcX0/Yr48I3NDaC7LdZGISKcqxiMbikH2W6m5JJr08CFHyRJm76ryywLSakxxM2z9QIja8T0N6a9N5EI0RbLOM2vMsD+0J2JXH9mrNRFpZNJ0HO9xHxzsPGte60i/Je1GTqMgBqzNjh+2v2s+1PQRSyCoHqmvWgPlqJaemhArTzh1fLtRSf5ZHZv1eQuWuZem6v6ITYs0jWD95+/wC0tS/u961rec+2DgjNcsnTetxUJbsu8I2YVm8yPXvRX0ge2z9+OZWD/bzcD3+yz6zr+iUPM+QE0Hrs3riwAo46x2MZ5r1oTIelL7jEOPpd9dKrihMz3nodPh8zVfShXtYOg3HXQmgdmz5BMcdKuRhHp/lsz02wtNq02ep/LxYP81DTIgjAvD4byPxvuG7Id+s77KvwEJZHp71ELAt+kNRIL4J8gcOFzpcx/vi9x4KJfYL63ltAw7+SvmUftk+dYRtgyjx4M6Zuo4AItURgYNM+nstqb7uwovSvFnHyQ5DSbW2AbktO6QdyPC+qLjos4aDf1Fn0HtyWJ+l5FGdYZ/7SNVV/dlef5a4inSRxXe3nmf999G3Bap7+I0sHeWF37Pk/yuv6rxxEVfPPkLmPSTykpFj8q8d7Ec2rK7vU+0bEKguY8lMaF3W0VWy14ln64+ma9hfbVzv5dv6XiYI0Dl0yvm5EzDjA8+VKTdT/lgun1/PwfeSAiSj8XvbDezClS0zmKO68HWNSA1wnbQtbVPsuilWHbpmqsgVBH048ag4wPLgDfXMUnepMy6SDfW/EyrMhsBwkqAEvyOXPS+hc0cD1vlY8w91Bo7DoRlMIBCkowRAyigVLr6q2/xMh/cVwnzFOiW3BrqF6QJ9BqVHyq/0/XkfVEQse2hf4UBhe7jOelkHxdL9law+6qSj/Lmjd8VxVcyE83q2MevMhumGlfPJdg/OO0Hdb+ie2C07tS/yd61/86gv2rqX6jiVjtLPl+3TufF+VJeHCtsHf4UKgPqbmvIAKAx3naiAgaV33ujVz2WgKiJHufB59totnb4W/3Bf+fl1f+u1dK22R8/jf7yV2bAjdvz/wMHeoXyO8lHe+GgJ54sI3Dk+q3w7x40AVkHFdsdXmofvjjexgSn1S8Z9f8pbLLlOrHwT13b5Fc7r+k5MQ+U7cMdEvN1DXWsBPtceLF/M582y4bd5L1M647BN2o9a0oNvvAqJvgb/LvtYMnJ4dJ8DOwl1Dqg3CkzwF4WswJoF4TVuupVjjuvLr7++CHHihU9a6D1PUlEvVDyNhnSOjpwbWjyjhfjhM4HW0TpnN+xIUiPORGDg1K5M0vfJHPvQYooDK3cGj32fQAS2u47sDTM2jJgM/mdDP4HJcgdusyEHq6xNyR0G9b26onrJLSWq9V2FMv57thMSm7jIAzk4aDBzJ96tDaBNYCbaTAROaHHmgOkGUNEMjAbMvjGcnDt6JvbbDRHAByFITkIFjZYsWPSNanCoO/I2ifaWspx9YjQOI4lGFE5OkIdyGzLOKkMoyE4H2nGhGPYdEQMexJQQ53WXMPcTYjvhdLqxi0SDM3ck5kzM6JjtjIYTODtgkO9fBnhRWDXkFHrgr5kJcfsXGpzT3wC4B9G/QjYhgP47oH23uhXbDWj/DMS/AO3PQHwHxI8Avgfy3wPtA3D+Rzp+tx+ofE66Z/xHHep3MsL/AuAVmB8ojEmDh9ONXTyne1I09V+B+Cdg/x0w/i0Qv2er6fwFsf8jqSzOdzaLOPUrHs//hAe8xx/jR3wXJ/zn+B7f9x3/6TLxrgd+9/A9Tu2C8fQrxrjhlxPwEkn0xRzYxiNinNHiDq1/h54dW3vFlu+wjf+IiUTvCWz3GNs75PgZc/tnoE3k9vdUkTXc7TsAE5x1kQD+Fyqv/ESFc30iQnVTIWh7JsVIApjvuYZd3SfXJxCd8Y6/3yc/c/kOyA/A+J/4HeN3QD4Ar/+O33X+M8jlqMHj81fSJ53vgc2DpQMcRp38npcduL8A2xnARYWOycJD7sDrP0lp2cC8+7qvN40ysWNsnk39GHSkF++r0D7lewi5kHZI/QdVkHPCMmUAo2noXCoJPEIgJwp05DJGldwOJ6hNiSanN46BAA5rpqcYMiRl7Jw8cXFN1ExxEh+8KE9s/3oD+qGdcd4Q48pRGF1BUDsUa0HklF8phzwz0USnFjX/YpaPDy6lEuJ8zjk3IipTwYd4ilOJPwYT23p2AJUUdsH1iIS0/5ipYGelCAvhagSC9ztTPqec/wqMoX0AbFDe2P0vvOa2F7oMaJgpKh4hytKJwD0QI5C3HRj7mqvU7omE3wfydQcLn+KI1n1GIw0RmZUcuDXk9lj3yYI/ES85fwKLf3K+dJYig10erSG1fi0TsU3khXvXdglqspuOw5QlrtExN6E2zfceTDZ68HFCnY3bK+K0o/U7RHvAbE+YbaBvd+j9DogHRP8OuQ9s+w7EFfP0ieqotQKNZCZavrCwM77THrIoXLNjc9ccpQ9I/AqEO0HOQDvRtrllPkO2R4XxnZzNpGpikRcA8CIntb3IWX2EOXBX0hksBvcL4iaG957sjGoXRNvIfz0HZeLGBZ5tp6NpDt5k12jDtx29iB95sIRmzxY675t8nwTwCrQXUTG9Q2v32LYztu0ed5eO+0fg/Xc/4Hd/+Pf47ocH/N3f/w73dxM/fHfDPl7x6eOv+PQE/P/+6xlPnzqwP+L1Zcd+/Wfs8Yy5/8S541NUYSHnVYPDm4pB88bnybwDxvfU+9FALuafeNbjrhRGIjRuJ0X119DaA6iH1PUS/4wUhRnRS2cg78AC1Cfp2slAF/elD4E7pIEKqflC+So5YUEk2yfpik8w1z4cyEUse+BEWJoK6gPIHy7Edt5zUKcBANEQcaLumicErpjxzEsUGtIUa5u+5yNYqLnosz8AeATwgtTAOr6UxKyOPgEtjIiMiey8Zowbda3QtmiyDV95DfloSyNPxWIsOrJPZMI0j6ZgoL42tZwCclG7TNOAKHhywq8ZKQgOBh8ufCqpGJEIdVmsUHf9DX1HFrrQdkx2Plziog1/A8RSwXL51P4cbXiL1RESKyouFFpXgjCjYaognio293zhWkAzBZJgjlYB9dRaC8nmwL3OhVF3ekYleDTuoWrJFXNWMiHg5JOHqUfaXxDKrpX1gDcjy2PS/1cQvYLhcICMHYuHu2MGZ4EgPFHBCMcm2/0Vgxr2ebbDPeUhl83ZE2tWFrne1/D6s55TdIBp2Rwg8pHnkJf1vBf5i+oKyjzJT3tFwIlX2o5UAjbjcE0NinYiIdStjDgB/cL9MD6oEkpKwKq73kmNMFd8WKfLwUk+a0MgJhkAWnoGQSu9y0t3RGxCbA6gX+w44NhJkJqVMcVTnm+GpSaoxzRDMInCzuJsBPcTJ5jfvnbLOuwNSE2/GwfEdITWMCVLAjvGxEIOs9gfhcRlYSXLHgwQOY+SS1Ru4NtdrLG96nk6u/L3m5LYoFLaCIJs4eLyhR3WjQASzMlZUHkB5nfUwV0oXVBOWsifcFg2mAdhp3ZD4EE6k5TYuU2KdyfwKtKDlDcmpGMDEcRnAHdAviLmJwQ6Iu+lLoPrlpxX0GrI95OWSPq/b0ALtHlGTOk2TECdsbM3zC2Qjd/d4iJgKNHxiYE5L/KP7qhlIpGtY273pN6MB+UaT/Acw0pQTiDHC3IkAldEjurQnqEZA4NFmpxADhenVXhpmi+heRIzN2A2NRpk1QlbeI6CFQnXPvOe50F5ExZDduaasvG+poqAordtTTZPdoGA3uQMsK906AMA6ZBZZGXR3AWEG8+CwTbT9v2OcUT42GwIbCt+zMlcCq8KFhIu+pc49uEY9OVw7gS+RVNiq8lfcoL/FUT3X/VzF0JkO4MgVc6tEsVlgTeYjyoqUqCeK5zvcWGlPwBxRsQDfbn5M3W777O6zG/AfNEi3PFsx6s057l8DHcXM46U39hceHvWPd4jNU9iFWl26ewz1gD5kP+2yV7z2tR7XnHODYu4ogpBGfp5YgGEfEmesWPMmaaiDfqA7EQAOFS5w0ARx/fuCItcAIEvvYq+zTZe82ZWfloJ/nC3lXMeOnuqhdAdYrFtgvTsLDDQZiUSpHxPOLk95U81A5hxkbfIXEdU526AhdsuudoJ/IpkR5c7VQKy4al9sZ9r2jiwIx6xAPDB2bjF8KBufswziiYcpCluwblDE6Bebht16NyRQe+t9g+MmxOJHCxATnV0hAolzCU0pLqfc8r2NdG76WWwYgIsnAXzMhw/oNjA8io9VrS+7jhyYafqODc997EYSE+D9aQGzC4wPbAK5JPyX40HgLs258HL/trrry5CHO5WlREZSA259ZmpOkkZNqAkv37RC0zialICNM4A0Q65XEq/0pxtMFbG7VWAK73RohD6CAX4ej+DhjWajhedh6IwD8Px196sVQ1VpUvosKrYJpVz+H/htdHv5KwlJkbjQK02taZuYw1u+5h0hHdVSmcaKYu3IBJXpwIKWJoMMQer+BG4BT482kP/Zk00ObwZcOhlHmErIGRfydicSxbiuPtGaPhKtZg8F5+jXX7zpWGf00pfCIvp++z17Lz8kBApOMdJiiRlCF6Bdl3Xiga3F3HuBIA3bUQhAyPFrTkPRCObyusF0JCjyEFFkTet1RkRZzTck9oCgTM6HtsJ72LDH6Lh++j4+9MZ38XAH9oT7lvgvl/Q2gVPccGOhhd0PCPwHB/x1BJP4xXPecVrfMQVT7ihYydJFth2OujwYkfkMxIviCYaLKM5s2vfm9btGVXNFzJyGcOJ6nRIFtv4c3Fs2tEouTkGN8FCRXbSOKXvQQFX2FkBnYeixQEWB7eCsKmgcYoKaJ7poOVCg/Oe9b4Syrau+8WXn2HWf+dBjp2cXkgFrHNTlw0UkgRW8lhnNNfb6vvqgMbhWuU9HvTqwncdkZvMt/gAHJVW6ha0L7H0z3q+9VrfYR3htlpeP3rjH3gdrOOMmgZq2K7RrKnktpwf0iQlpoPSdliQg+zUACmjABsLAGxrVZKm1ty6y8GrLmdE0+HZ8uDEHZd+fVDfof+KwxrVJ49i7n2rbM7ne/C1l1AfTbbBajzeFptWEUTOoJEb1QmYKCoIwySGvEAPr5KDV8jaiguMWHLax/elAn4Yrd4IBrD+BVAdRp/b9yZ7eOi2opMofmDYlvD+o53Q2kZKmtYRjQFl613UQGe0nmjtDq2T+i5wIQ1iH4CKZYlkkTUS2Ni6P4fOTOPe16BPy1046Qo6UOki/PJk6NBPeFA6nbtDJwGGbKCXX4VIr+k8ohSlH5bx5r+bg0onXnQ+K7mmgXM5JGakWaEDOlGzdL76MnoPqAJk+LzrOZCFdgmhYqNtaO2Evm3YThvOlxPuH0549+6CH3+8x+P9xO+/79j3hl9PV5xPwE8/3QFzx+k0MfZEb/RJom2IeTokLQAHIy7k1VqF18oBBBNJ5ZtBQWI2LZcD3oGl741sTuqiEHpVyRbaF9OaaBYKAoWWbAnkhpgXsE2ac5WMULV2KB7kkM0sRJJRUX5ZVynFXWikRFGP6IrVDROlGA7rFUIDl9OKlZjQczuQQNIW1vwM1PWi9KZtg//Yz/HvHZSk1mlH6dsvvt54nvXcqPU4+INHG19dHH7X6m7wGYw31/DzH2wirMcPengZz7r20u6rvZxxKc9FJXPr3f7s+qJwIO6ArlCcOs8qMjQh6mhDZJutj4LFGhc3jHqvodI5dW9+Xp8dP4mpUGUPcv3er0PJ2TcOx1Bl2ELn6bg3cVirN4j3OFw762by8NO6hzi+/zM58/3XPmIVD+Igr1+zqRmF1F/yvN4ftqO6R58k73TpkWPneqHXPy+ALJnhS35l3eNn66M9TdnzhRq1/2cdrAR5uAsBSkq4EBRYMyAcspuGU4CFejK9Nz6/7+O9j/JdwujldPeNFq1Zj0K6EAfkJ+3HnAcfIxUjh6+7qNiOHUrrrB68M3c2lf7RvuqJvmjdVHxZay974FimVOSSLz/e8bXKk3/Fy3QeikMdjyegsHJIDHwPtgvHxKFiW8ehh06NyIEMJtR87KLih7bsmAVK8zzom22I5OBvOBn5+R8Y8e3EpnW7daD+7c0un2/ZJedReA/6tcEn7ppWZ2WY3k8gx7JJYKxs/U2AE+h3NnWHNM0ZnOBn2hWRyQRuDMS8yXYe5Rtv7ndRpRkMoDxBmJLQZ0UPMrnuy09c/nUhkQ+5lVoqy3M0FK2KlNnbvkivgZP9X9FteCv9VGVecD1L5atUEPQcmvrEQafWy5bUXeZer6MOBf4ivjreSXptnEdx7uSQPzl811t9+vk1DwXEsqVZv1s6EkCcwcHaG1gcvkPNXVMxMpxf9PpYB/tWMlYuS/Z2+RUHv+rwpzSE82Glx442wnbtoH+OPnZY9ufSb+v/DtfIw+eO9s/XP9jov1Bqusc3xyGWoH5d3GDwxrL9vsJnNrP++/hdb4zswS5aDo8xjq6etoHyUY7tBTieHfsg/p52eJ4sPU+/6SDD1X2k+zmg+5fpVgHfzxQAwjNtfCwOOhj2145rs+7Y7y1fw7fp5XH8cGxtKDmwzIL3KnGsFcuDT4Zl+aNihWPBKg9/H5wrPzdyiU0B1o92qeusAKW/a0sl54GDHjna9uN9fP31VxchWrA1PpvGT16TBlMUEXZYMgYrIVvHbBchuNcQoDYbORBnsIWxJW59taO3TLRKBt7oKnc65buCyFPssnVP6LEjtzMQG7BdkP2EHFfOK9gGZhd6JxOcX3BGCmETORFDU8M7UbHRTzSIomOwiZuVIJXT5lzP7Ii5oe+dfMc9EX2i9QRORLNiP8m4TczeMU5Ep4zXIfA0lUTrrBDnjcm2qURsNqLRos5iYyJChw6NBmlEw4hOBzEaYk60m4cmEsXVxF+bpbf1H9u+/LcZrNJjJ6i1XxF5RmTHGBfMcUbuA7EPbL2xC8POCYLUK43PMzKwD3LLVtfJMSn7pVf8Wwrx9QpgAKcfqBiuVyakr2oZPm/ApQHXAG4NmH8HzL8Fzo2zAcYTcP2fgG0C3R0A4ivMCeQjkP+BxmH+bwCuii02oP0bHpHxD2Ah45mbvv0A4J6I2PEJgY9A/yciPGdDbCe0839Ab2ec2gPOeME7/Iz37YR/177D7/sF/7ftDr/fLvi/vv8DHmPi/QsP65/7j3hud/jv+A4fMvHf90d8QMOft/8NT/1P+PX5v+D59s942n7BS/+IF7zDS77DNe7x2h4xQjNS5jNw/ZXPE59ALtoHJE6cjTE3sHPhFRj/T2C+AqdHIO6BfAZywxr4/QvP8O0M7B3YHjgDInetm3iuDbNrYK0hkmdlnIHxn6SP5ETcGcX5nte4qaCw3QFbA7k+X8GK7gZcX7n3+QnAJ6J6b9+RR3zXEM3GRBH/3MidnRuQv8ca8Pobr+FEkgZ1KwHAijMp5YjukkMzQIWrpCupzyRSYOBIlEYIVJJEQLXJThIPaM+o2AxNbcqhdRMilQh5yKiNg52X41aBhM/NaulzA94qwhipz8TG6gZWYjU758uEEpB9Q7RGipwudESQWozUu0T2RSRaS35P5z7mPFNvTiLmTKli53KK+sWGsYqrsyHnGXMbQB+I8YIYr2jzhukhw9w0kAuTgVMiqojN17o2kWHh+JnrM2WnMqQ/GYRRhx26Ksx3qEq/B4fSQHfE7cgpWdb9669Je5ldxn5zgiqEMroDC7DPQi0ROZaNa5LZifCK4LyauSPGk1BTnCmQpxPXI4icRGOxFDc5Mu2FcpAXAI1uRHSMOGPGCS1OyDbR5olnc1Nxqk0ODmwA5pmdccnZEHFu1NF4AAKY7QZS9P3ANWy/oMWOJn7Lvj1yNsX5Dugbtr6htRe0fo9od4j+iNg6r9lOwDgj9zvkFshzk70OZN5wy4/AuHL2zdgxX4ionrnzb4C20sHSeEXMgX3eYSbnKOUcq+CPEzJOiPgIxE8IbMhkt1a0CzKfEPmBZ2oSXUtav6YCWwL7VE33xL2GeawHYlyp4/oNMW/sdMlg4QJJXdF3kON5iuvzjIwHBjA7A5LER1TX1RdekRcQkHHlvW3uRLhDoKHljpgDTeiyFu/Qtwf003fYzt/hfHfGw+MZ3/34Dn/zdw1///cX/F/+Tz/gh3eJf/f7K67XHf/y50f86ecXXF8v+OnyjF/+6Z8QM/G8BTA69vY90B4w2g2ZAy2ekdiBeEJiF/1WR80Cyk9A/oKIB7CrkXO8ElcQ8b8B+ai6r1BnYNcEZ1F16e8E8m9R6NpMoN0Q8av26zuu7ZxAvyLbM3Xd1oDxDrn/kYXRfAXwCRHPIH+yixYs8ER7z/1I8cAXF61mHKSHZ1+RFUCLCiNeFrqpEjxOwFsnUefZLgU27usbZOOPcJGFMc2LbOhLOXwBfY8LFr4Hz8HIVynjTbKsTonJxI+Hcn79pSRHvc9zHlayHdaX8GDMpDwIVeiErYsBRnq5yL2GAvKZqsgoeoei8VE3nPOlNqbkweb6suZ1ot1DQ4sOJhuvzklJfljMba0rpiUQYxaqbENEQ2tn+trujJOdTheAckfDpN0RF3mrhHbDrALEQOQNkZ1zdhKYKtRMFxsEiAkBSzinzckpI9lCn0k0bGgQv3sY6jRBtHhDBc+RjOvAuXJQ0gaoMiayirOUWcfUDVASXf62n98yDQNlnGDi87PzkX5PF4Lv7TDn35I02fYgIjTCiHonKcSnfwy4kXI9DoXYgPyUBs9jULAFU3oVKMCdlur2jCr0E7S0qCS1307E+xr27XAGGgvrEY/0r5qKSi0lF5xllKEZWip0tPwAxsdMALY86fnvEOG9TEQMRAu0UBdP3gB8hKltEEn9l0I0YlCO88x4IHfM+cTn0vtGoy0dtlVme2udMmZZikZ59uwMkhEradLgogrnThy7TIJny0uOxEqUW4870ap1Lv9LMYnpvjLIkw9Q5t7M41jJf2DCQ5e/9srTr4xb9juh32UHTtyzNGp1NHYK4AzgkTF7SK/insUm+X/ZGjA3zkeKV3axzp1I2fIJgegCE7gI0a985u095WjfSGdqX327V5x2AsYmdR/0V+aFZnbnukR71bV76e1AILYLojUMz51QrEPZFKgxErmlcsmiy8YA8IKVILtHjgft0QvXSKhm0zhHo55p8YicG0a7AeOKeB30MXsg2xOQT8h4QlyfEPPKeEOJas63HOzcxQYCDF/pTwRtHOdVfEf5M0DLcnG7snPI8UA/I6Mh9yfk3PlzA7ImFsI/1PXTNkS/457tgDvdGHvQZ4Nn0QnA+FV5M+1PeEeUv4lnIHb5qG3l++YrPGfHWjqc9HaiM4b22fpX50G5ISb5J3J69pRyLU5Qp3WejYX81AJzrLPqGI8I7YYyEgJtlL42PWxrZZOBQIh+KXAHREd0xY1x5u+mZniEZGJS52AO5LgDOTtuWnrNFpyf5GvIT7MvkVN/wHtSJ60WFswbvWIVGDVDzAVGDNR8vgquO2Vdc8tmdWreSaWpO6ZYDsDv8nwH28xkl22iL7slSrjIREYyD4HQszVdI4DmOUOx1v8LrzblM9m/qIKnhqhXwc7JSMBAOX6HviIZl9syQvN1OVtoCn9litgL42cXwge/m13rLJRHqiMUier2yB2RzA/SbojCdVI3oTEXW4BSi2zQV0M05mkj2ZWPpnl5Kl4G52AenCJ4h0K5m5kpGv2d+Yj0vqDo9aeA+jW3KlXEslcwu86pZy7QD8k4y8+VbpPcTeAN0NK/f5OHcHdFuR0EsRXIUc+UzT62PTl118RFBWTFDe5Cg3RYMu6PnGjgPMy9qYtdchvWF994/fV0TBKo1ao8dQD8PHM5bmE3VS06RrschNPIicTUjAhTdRy/0xfnojoYS1WSqqrm1poKsPidPpgLOSZhMKpKVeNjFScLkQT4kGX9jfWd9l+mAgA9a2IIGHJwjKLBFC/8NIVg179SSXmyhkTdph0w33udA3zW/FzdFlYQeCOANl5V5Uvo3+ImRNIw2mBojeFWqwlSVyA4uHtXwk/o5lWdDRQXJm9C68YvJSXIMTj9yquGZzpB6sOjffFfsZd88MemKjDiZwfySYpBGrLQDR3VYhX+eaMxLqQ/lvMQV/6+ukc2MEH4JMN+BfJFybqO1s7ocYcTEnc44TEu+DEe8fs442+3E363nfH9dsYdJiLO2JH4lMDHmfg5gV8B/DQnPiLwS5t4isTHSLxG4hmBV3RcM3HLG3acMGJgwG3SHJZcSBkLbAYTLtPKVU5JIXVKZLiuDVpbV/CN9lUgYIqs0FwNtyu2ASdE+DJa1eupfRv7un45KEKwVnLtUFU9JGmKfglX7nvI0fH9q42PSX/Lzm+IGuZB15RgSb8dDff6+cKe+ZnzzRXXQuLw2a/93j+yU7gCTv4qDyiYgz6o9x2/Q1ye+RYRugA/B90BGeUwArQJhd7RemfCRUUIBJ3ESDnpOsstkh0LTlolhxkZPDmzsSHG9gJGPeVabio7RIprsbpKqMs80H6hH+K3fIPP1iHrfX7Ot2ud9Z+rILNM+19c9s2HD85YAoUYO3zfF1+S5QU8tX5B6Uw7KXVGmwI+GYbik/SgLqPNJq+R6SQUE4BrIJ3181j/9rM7eRKJ1AyBrNkRQJ0nI6WPc5bCa3D4E0aj8xnZ2tpoiYLHnH82RD+jn05ofaC1ExN5vSP6htRAz9RQYXb6WVZPmHlDn4P3Ol4Y9G0DmEO0UnnYk6jnyZiVDClbk6OSeEU7427JI/eqfQaAn4vVEl5cs/5eIZkXyEe6NFQwLd06qE/DMrQE3KjqEkoleL6oS46vQq0ogHOCOWolSk8HYumDgOiZgNYbti2wnQPnc8f93YaHu8S7+4nX3vDpLnB/aThtT9i2RG8drcVBrLZKAtL3ELiginYOdqjf2cq9H5UU17hQyv0g214G0/c5ETn1RGc4QRUGkbjT5Ig6iqxEIClTLgzIE5zPorWi7Fjv+r7n4d78zlz3n8fPH4tGgRVAHLbzTcurv2vT548FaIDBqZ/Fvo/sZ3Ej08GsmT0Q7Yx/Vzcqe+2bCVM9xW/YuS+84vjX0T755cKBv8j2zLrpINOOKepz8pnL/vlWNTej1kQBWcYX7pnPUveor1lc1Ovu4809WidH2ZOm+4zYpJOahlGzPxUqPrgjK9Dx9mv8/fxBQ0eGhiCnB6b6ZblutY61xrHu+A2FQ8j21mJ5hd4+JZRUjMz6SeL4ofXTo3Qe18u743+t7tFWv7WJrO8+uF0rFlt+z9cNqhH3UX8fny4P9/bGL6joHFjVCdvhgy33zxNYCtyfPdjog1y80cfufDkcivDDWjk6YV8+mH4Eo8IdpxySivUthyRi6W4CJzJCNhdy5W3/98PaT+kjFcdBHUlRatLFh+QhDH5jrJcJJtaOPqkfwB17XrrjFrz54We69bi9YQu19i7zKFe2lbOu8QaJXDGJ/NXibz/Y2L9Ab3/5VUkYHDp2LUPuPvVly4ZPLJ1nnQSEcg9+Ht9n5AHVflyjmiF2iHF05hmnbBI3xbDtgujsGM848+MnMFG7a82GbFEYuW+90ZGRTMqFqAEjEKb183wLF3h6CrxnAXeRC7AeYB6GoC6+ZC/DtlI2S3kQd2RyzZl4jDgT6KTuWstYqdlal5TK4XpXV6oXzcWsz+WyOgETq4OcP1/dkvYnl3XwNfjMjl+VX3JuScCEyquU7f3K69CN93bTDxq6WA30/upaO9reo57CG1ux5r9Zfxm0ZoBCX3L4Jt9je72e4U1cDOtwrHN4eD8lRAVf6z/LT0j/hfdds0JaADFFdaU/NZdBujsbVveNu2a5/lV8tnoI+lXco/2wntYHjhWOls8P+1b3Z+kFr6mepa6NZZNTvuvnAKKSrc9fy5bztXTK25f0x0EGomIwHGzbb7+innD5R/RZPpO70qnLph/NK6zrLGelXqN+f+yAiOM5+qyT5y+V6nHNDz7Zb7oK/mxb5raCz/Vcy272snnpGKjsOmAJYFJed914FqI6EQAkezLIYOOCuHw2d0Io7UjGoLe6qWJt2Cq2wxN91h14dDcCzB2Ywu6zt/mKB2uON7J+OG9mkvFgeIIYpvLmjjkOOiwP+5Zvv/Frr7++CLGfZZsknBvhDz2IAuSwyF1BnAYLjk3FRS1yAg0dDYERwL5NjEyM0dAysQ3lS88MpMZV3KpdAww3VpyHArZNCJoZgYyJsQ+iB1oH4p7I99NA3gbazmC/zReBi1mImEaggfc4ekdE4oQrF39wfkUOGTPlOecJmFsATxvydmZSZAvM/orcrog8od3OiJ5o94BbzTMCGA0zBwZ2JvRuFLAZFgspqAHkTIw2MWMQeSAlbKHn/OkzYmxokWjBqtycHjLcNeA06F80Isp6O8kWXjDnAOavFCgX3iS9c5/AnsxdR8O4bcjRZAgmZuyIRlqsmTtVixQ7UeyqZA4At4lswLj0NwfnN1+XG5AbMP7Iavd0skY83JUw+zPQPgF4AHAPxAOwvQPiV2B8QHUwjAvw+g6IO3Yy5B0wfuQzb7/qHP49r3nR4t/+CZgvwPZKYxH/zHu7sdKOFoh+YUU+Loh+RRv/gra9x9YD53bBfX+H7xD4t/kRf2yP+L/jj/i7dsb/4/4eD/2EB9zhlhP/ZXvErznw/375hF/wCf/7fMKHHPjTSDznxKf+Add4wWu8x227xy0GdgyM+RPG+BkTN4z+jDlYnU2cMNuPLAacbpSF0YF5A/Y/A0jEKYDYkf1XKrz2EVW1n89APAJ5Qg3hvm3ALlql/RXoH4H2Adj+DbD9O2A+AftPQLtxTeeZ3RO5A/EBNbQqA+j/f9b+5UmW5FjzxH6qZu4RkY/zqEKhgNt9e0gKFyRnVvz/19xwM0sKKZwme/qFi0LVeWVGhLubKReqau6ngDqFEWFAEnkqM9LD3UxNn59++jH8tBcviNhbX3iLDomkgSqxZ3MNZHDwc/cN7v8L1AbnFfgDyPd+bz15omMA+dn5wH/zJUGhFTyiWVHOOQB7DjOcZIn2TbFQ+g3WRB8GCgwFSw5SC39E9s8Ig+Tcuc2r9ibx9zmgs/vadXdoNJ11IjEhhPOWBZ4MJP2GJent8v/GP9x510AillF0cAR8mc4+B2b2wbQ+JyL4EYtEBXwN9Nbsc+iCbkZkwwxaDOPtnOgYLVByW3RDj7TKkAlHSfRVYTMwRxy7MV3j/qeRy/CaRAYLfq0+goZ2+J6OkHoAg2DFWwttcMH7OlgUKp0KJ4LHkg66X9PCSbFMJGmgjpLO4Z8wqbqdQZRWCTl3LmmnF1O03xDrdN3o1fW+ijiaer1jNtPt7F175exrqJt3sWyHDjkLp2JsfsP0A14ADBkNvuceAbTpgrAi/S3Kg8/AUe8qknIHmXF0mYQdMKjidFw1ErDb4o5Mubg9sC+IGKUIqoVSzMfJXBZ0Mkr9DtU3zGehzDNSnpHyiJqnq5udaJwCTXWia6dX1wXCG3pvlOUBawtWz1hf2OoHrN1Zb3d668jWoRuUyd3WsmC2IapUhG5zzGW5OZpMOsg9ZjN4IbznwE7tsbaPvg5bzDoqjmSx2EdPlBOA4k6TCMLlFWTbWRhs9T1pK3TnyC92wtS7zkScDs3Pwh0pBdVAV7angVr6rZfpB/dlxJF3Km9d5kdw4fM1RBenXdO7J1G1OopW3a8rpTFNhblWTmXmVIxTAYpS9UTRxWWVzwgfUPwcOUWE758juzeEK4mwMdOg6/OEm5QS9+OoM+sL9OCGtQL2TM5EEDFvvhHFSiQmyJkRL6GT3iBMSLnhSbZXt2d4R6R3qQhavkPqW8aQVjpWN+gxN8sMM7d/vm4F7BJn+CNOm5XB0OoBnQYQoGfnXw+fJCyKCMgDZtNw6hMh6cEODnKxEybfx99kocN1nMud4T6QMIAC+sVlOJBqbmMfca7n1e+jr75e+bey+j1u4UdrcOh/FXD9jn7LfxxQXH6/ifQC6HTrgfp339h7ADLBbaHHCqPjzjzYS9CNd/xmh/IU8YUnO/oArKT+Iz71+OqoqPurZgOFnaAX1zedIlkMOyZnhRJJE6euK0h5ApkoZXJbySsi2w52ijjDEYJhs8UTBoYX5jU6IaxPwEpXyzuKHE6lY4MVc+xHzD0Sc85fMU8e9p586tnRmf8LehERCtVjokjOZMpCRrIgg+MoSFtKJ3HfyZWcP1lodEoUWDPN0PHinhFI9wCjuS+SIXNhFEbH///2S0rOa4iESxbMiLNFdOtHDsw7A3aQlPVMSBnkgHgSFR5fPWXsCHAxRtdWeDQ5C8n5/l2HjZkemcwnYqdEGGaXjxqihaKOPJfJKXW0XIASPNHdO7sHFZMh9hD4KU/GuC8nSNI7qRfFRAwlUcSBWE5KGLuTCSeRjurisl4tdi5mRZhg1mmBqm5tpffOxg3rMe8gzrS1RPFm6Nn99EjwZjthf9Q2xP1+6SSHt4XvJonODl7zHEpsSWGXgA5p4ZdZrEsm83d96r7jnjBLjn0hE4Spr377ZRH/SL+G3JzdZy8zaME2cXuxrZ7gry9YuYccCdLUu2d1xbtRS6CnFewKfUXkFnu0RS7gIXx8L6ZLdCh5N5xim8ZTT5gUpDxAPaHTGZ1mrJygnJFakWnC1oV+f4X1Cu1D+HvRaWZzrH2AFCViBLv489uHiCk3UEcQqxTvyK0N1FkppJ2QdmHvQN/wLsJKb+bPHfRNTtHa6XbzPcb9JA0wja/PRpufMH3wmLsv2PZv2PbJ412xALd4Atp0HR0Z1iu2Pbush29XymfcWswh126bbY4OzZFoB6wiZfF8Ul/AoMsF5ISJD+Cmhy9NQWRG7Ar2GetBGK4T6JPLTlvcD9KcOfCtl8812GlSEj3+5LLbb/5cB99UMm7EY2A7xpKyRfIz9VkHC3+jE+fzHJ/xGGcluetvELFYmA7/XANhCr8k5vSFrXSb3XzvRSHtEz64WdRjdCk+U3bH7gbIqJ69M6uEXMkl1mHezwQTZg8RJ6de8QKb2R3rX3xvW8O6IZsnhjNOtpg9gN1cr0SnCtm9kfpeguFgFF/ClzOfheP+5C38WGMwDBBASVPEHtgpwyE7o00ycezgTenloCcNk8lllRi0bKvH4FS8KyRjvhX6nT25XF1W+LvU9T985TBht08Ai9dRwn8d+lq8G9ikBdCbWENFY15BznLMczTsrjlYyKJL3zT9Q/exPabuw9/wrxoujjMgDCBXnH23/ebMNkENN2gyCQq6KBS73E2hS+O/S1DFqssl8V3RsK89zmEU4BNQkjPfrAUTQ+Q+O9gWHat9ibDAfT4TL/Qrd8Do60QC9iWZhbDD/pddj0Zhwv3cNmKOY63atyiLye5zOGArbWKcM7PIcQmiPkeO+uS2QufoFoku//BbPcHoerT3V7DNz5iFb2yeM/erfl2g/K3XPz8TYtBmRIJQs/oelR/aXsQ7fO7OZbqjVIb7Gn+wi4oLE2IJ+Mx1HRvggXsep3TP8zMyEZctVpGwi8WR6LjIStEIKFJxIeMz/w5tnPcTqIV9mOtBcxIJoEApWqJaagQgY54Be6wa3QQhEyB7McINMqMl/Kt7i3jMhSPXobm5MQ/o7Ku1yZXPrwwMhkd22BtA5avC9cA+9XD8NDOBFtYr0TSHvYiWJc3N7LYr9H1X//ErK/rJTTaIsbJlPwOfCKYH5+XKQJgSQUJ+VMNbYDn5l3n7qw9Uyk6AcJQlF3gLZVZcwYMb5b6GIkvE5BOCRjHeE8ZFjFk7F5RnzrwrZ/5QTvyhzLwtE7MWmhl363xE+MXgJ1v5aMbPduMLK5+sczPjagsrjUUqm05sbDRrnuS1yQehB31Zz6qtlgBnBoVCS9mJTdXiQax6ALAPpQoDlAnu4GAcjs4RgWvCoCiTw35JhUE5Yb4nYx4HB8HKXu7kmo4BVTFYbUAQROI+oghi6+5oxVBZb+/FZcNgH+ZzRLf9I1nLA5bhbz5fH2eQ1F75f0f0XB6pryra8cOBZInnQMdvUz/t6Crd35Z/s2ugw/evn0VEyDkt//gxbT9ysp+9wUMdesw7GQQpiqp6J0T1Qq+KJyQdQO1oXmd1spD3cDxFdn0FJDKgFwuqvZzikyjmSBTYsJ5fPd5wevC1OyLyEmH6j1+x9imfX68YYw8trnusvCKHPU+9mLbp79d//zz4/aACdpsVqzSGmZe4cjq1QXcR9Fk+IEz2v7HUU8peBDnoYCHsXNgegx0ZuL/HUfqJFHOdvjustuv6lNNRlZNdR0Ribt+TQAYDSdnlA88F1e5qszjooBZFa6HOE3XuSJmRMh9ov4J6Bh+sqKXRJ2/jxU5I755s04rZgvWCtitdzLssaF6EgLDJ8awqIxDxJ09P5GDvDvIwqBfIMxfu0/BHbPd/hjy7zRQjEDB4sop20KOxlhb2NRwET9DHIknFg837rhPJQZ/flrk9INk7pI4aaD9C+XOXR7MNsxWzCWJYts/b2NjWxrYay9JZFlhWWFdom9A2HU76QRGMrx0nffRH3PHZh+vFsFTLgCS7R3KtiPUwsusuW/tzeHHuZPKlSiDujt0vZtmOLB7s6mm3XRqUgJqDFAFzhGj6XJZ+5ugcTR0VfnLaroHuSF+J/blH50aerwzk01+0eJoYmhezRyxAH7vLlSi8TKQdkHnDV040bXaJpl3+lS49bk2gbMfPf+f1FQpddh36taznxfr4LmOv9rM49FR8rgdRx+tFESD199E+wP5shxvf35HnXWNPd72XRaZ/bF1Sv7k8aQ4xlMm/dArbOoVtzSRnzoxLVLDLiXf9NBIbaCmrBBXgeJqw1Rb65+8247AuB108ujwPPsl++vNpYzV+FZPt19V/sBbyq/f5z77uUelfvTtX96gL9r+O/5L9if8ZedvtMkO37Z+TyaJcj3zyr+/56/vt8bmZQD3qaXa3IYt7w6fOZ3VfLuM5yI8VBuXJ8bpD1EOHaYnYokLQROxJiLxe7kkgOmUf/q5SAikcxTCNZEo+47DvkQCzbahViULgMbbdEau+ttIiJu0ODuwi9PAL/05Fk10Left5nsPfjcSV/+y4J8ZXWzT252iX/WdHX9pvM+81LMDoRjnoBmHXFeknHnXub70GW0P/6tkGTWfKmeX1s0iVyZwU0fQBIGdL+bnP4krK01F3He5PIilkB18ybY2UsF9O96X1AtPFE211ptt9ABxzQHoOYd/tw97ZydBFef14q+5JPE+52P5z8v7Sxvpg6m7gNN4Wbo7EHjbgimHuV2U8E2uYhREfHBxJXsnZgv5eC5k1PSaObayJ69zUK2l30g9jl5+UKgP5Csjke5CxgPvMOA1OTzneZfQrurq0o7mDR3/6W68hz7/+cfoTevAH83XwR0jx2c/NrmOP1w6f5fAnEgWGkS84nj3Jnx9m+vz6lUnQ7HABRodCClEW8GOI90hdqOcatHj+QUrOy4nOsFH4jrxED+aKnDfSD3pcnMLbUqeHTssZs7vuyflvR/1y0Pshf1/bzsx72T/4Cn/7KAfHr8zjjesdPnd0m+97Zgc9PAqn43oJ9mjjPft8gbzu7xvTr7qJ+Erax3Pnfx8cBf95+tJxdv5OJvJnmUOSckieB9NDxqApw3A4n3n/ff9vOf48//ToVezyutu0TMxn/iMKFdHFKge9psjwt/wYu54fIJCh7yN/Ygy5ylR5eHVkh/yggEuLFKIwwIPBnCMtu7xykXcpyh0Rfq1z8q2RC8oi/aG47p91cE5IUIz7r+jshV6tOMB62gFrzQtqbvMS2JsUrYcY5is/49uvf7oIoVso8yla3idAGnIztBmdQqfTNx/kJ7Ih3D3HKeBzGJz3c7M1ckNGRZmoOFISTDubOdKn9xrn1JP5WvpXNr7baSC0RIxaOqZ3TE6YFLo4okv7RpENT2bMoRICfTw5eoPFEa3FnDuzTMGj1oPzuxOGzhPW2s4efKjClBUxooL2iE2KleKF3xloG3oPNF0PZA4nT87oRlKOGEZLBVD9Qa2VMWtXwQsExcE2Zt6pod0DFI2EW7eC2ITZhS7GpsHdbj2qe+EQlaD2aAo4ShQRrHpSSTeDbsgmlA5lMtDGpkYT33tZDalKqQW6J07ECiyCWmeyuwPxFUyUPpL833jdYxhy+Qjl6hkrDPgA/RXszzgivjjiRD/B6TNs/0ZyaA5HpTxAE1hv/ju5gV5B/wLcoP8bIwlsE9x/9KNh74DnISu0FL4C8go8glWY/vfI/B65f0HbZyon5n7msTTe1//Ev9T3/I/n/zP/Wir/16nyXAoPU+Vmnf/n8hO/9I3/ud34xRr/sXW+0Pip/8KdlRdmNpTFujdLlzO9TvTlr/T2s3ey2H+A/je6/cULD3MgQqUCV0z+6khT+d6rm5c/gcyY/Ohyhs+8sO0T9BvOEz/hXNwn5xPtgehXQqBnaJdYo0/A/w3sPfDvob+B7T/4Ounsv6//zfe8/tH3JFtSe/HKaglnpZxBH2A7u8JrryAfcdord6opM+gluiQ+Qf+Ld6fc/lf/ef0XdzzqX3zvljSK//hlw8nU+O8sfjg6P4etjWHoRzNgrttkoASFTOIhMUAXjWdWpAWPsBDP607KqPhJJKCGDfakqVf2E+0VBjzbS/s2kGVu/CTyXt66L925Y3ee7DKuSb5PLYYAC3VSSlWmuVKqFyCKlJh/ZwgFZQ69G6g6SYPkqKLWK90Km1UCvEbvgVjq0Kmx7qvbhnYoRiU3Z7dY8xlr6ejHc+aw80jsWqAKwwtgGEOBLHCZrAz0ZffuDl/iGskvT7rSdxqBRD+OBDJ7cdbvP7tQPJAcfNHfeFl19GbR1b2UdsWLaot/qr1irHQ702VG439mj/Q+A6/A54hxgzO1f+dJYz6HfS6joERXZHN0uNVLFBX8WWSKgKBn8Nkj0fcFsxeyuKBdoT26zOgC5eRozex4M5czkYLWZ5CCyhmhoeUVFaOWGdVCrQuixqQPFD1zelSm08b0cKKcTlR9oOqZ3lfMNro80OUH3D6dsFLoc42cvdE3oUzv6W2hbWd6uyKT0bebS8G6wPaRzup2RASmiumGbTF3QyvUEs59zGqKQBOZMOtY+wScEc54ofOCsdE1gmcny0a3CKzLhkkmGwzpE0UUpoLV7vLbqyOUrfuzpPMokVg3gb4XGzSK5a1skRA5/a68SX/vZ8OiG0029zW6F3ytTsGb7ahD7Xda67RF3eZUZZlmXj985sO//RvTtvEfy8xfH5RffhLua+enDxsfPzX+8m93Pn++8rq8cNuurF3ZrNLaQm+dblc6K43VUVR9gb4g3WfNmEXXE92TXH0Fu0cQmcU6px/zLgOghgPNu0h+RPJJndNU+g1kQWMYu+gZ75r0jjPRBXRDy4boOs48/Y7xwc+N+jmydvHESA/QgjoXcu9ZAHhwHaOL639x5KUk8htHLtoowp+hz66nE9nE3YMCOfn9yuryNSgGEmkXqFE7I7aB/Ryo+yjkt+5ykwWhwX+2IfYaJi9ojLgzABkWflATvFNiAntmJNl+T7/hCQENO5pc6z0Gjlqg8y10zUgMH7oIRynQfOB8t+qhVCSPRPbQOMFFruNnRnAlmXJKPvpMMEQgGAPMzfzci63jXiRBEKxIdBC5za3un5AdEIrqoxcfSug9TTCBkChIkQ0VjcA2dWy4JWnvMI8jAvFtBmLTWFURo9AD1JMdFIFKjySAHZNbYvTWaJFcEbMo2MU6iCERJwhGHYkrt2FmQQkl+fme1BkzMKIwpdF9OUYbC0BBrKExJ8ztZyBgCXkkwlVh/HVJe46mdLMXlv7+JcPepu9mZELS/yxRrRP0GjFWANVyePwA1kXXRvJ02+bgMc6ewNBE6WcyKKlEMkHgvovbjAAJfDXoMZMVgepVdbrL7F4oM9Q3XkioORhzCnnMxErwfIcvpAE+0FJREUqpASC5IDqjMR/A55B4wtUsi5hxb+HQiDa8M7ai0lB12s2iiVL2Iui2rbTWWeROaxuindYF2WK+iHb66EBpAcDz+M13PTqTE8SYiUSMAQT6CtxGAIyySBUJN4OcszT8aXNk9A5Ec0CeF+OyUJDhwDEJyJCHb742GX675y27s0AsxfWTLAg+cT0gCgABAABJREFUP8dKcznu4YeJz6wTeQGC4lHM/U6MPnx890GEFaHTg2+fdncZ0jl0UaDA0/+sW+C/uoPiyxmtb9DzO/Ty3vMfMtPlhY1fMD07CLHdsXUKPbT5R2iciXoLX9hluExerNfo/Cjq872YGkw+CzOJENgiL9JT33RoF3rG0XisZNxcP7cv7tPcntxnXT1XYrxgLNDcJom8gi0+K3R6IIe6I3e6Lp4PaFvEUOFTo3h3SejX+7QXEKLrxEUjOz587VU2RDa6nDHO2FqwbZ+T53MgIlgL2hWXrQ5yZnTLo+Efr0j9DGz0QYn62y+xt6HTXPdIykbQSBsnTCY/U5kUFNhnNGbxJfSohP8wurJgFAUkOij7zc+BBvhJ1oitcgB1UF6PmRJxlhLxzwkhZjz2CXTF9Ob2RgUo7htIdS5+KcEoIV7IEkHVu3+0PniBYqqIFnz+13Q4w95t4LR1AUJlCX+9u41qivUFkResGdKe3c+yCazR7dVjw+YFBZEzyWtPyK1btimebSF9UJ/n5fG7iO/HTl+X6wHIzCgciWDRFer+Y/dZLp3YU19zdIWmUeAMNLskIDRyj8PGeEcEkildP8sZ07ndilmo33hZqdGVEfq667Cn7kftRTPLvG7KnLgdyQ5LX77MbWRB0X1LL+ClTYjcUlKv6+QyniwJ6Rf2lLPs/E1QRsS4AqODRoKO37awrRa+vngeNKiBHTCiuw2eJqQopTrgMi29d3LXiOecAaZr2x+vVWzrnl/cqs+BYHNfIOl8e65h5FyJ3HXGMbGoY/6TKGpRFhu2LjpVSNj+xf15Yt5GFvethAyHv5CxhC3xPf0Wf37KE6IndHr2OUDTW7Q8oPoe1TdIdA619sK2faZvnwIrecfWlDVfmyzk2a/k5bde/3QRwoOFQ7VfChksQie5o33Ihka3QfMNHkGBBHjED0JusEZCxHkG05GEY7uuF6J881pIvQ00SDghal4UBXy2A6EcPMnmgFKfgSCZoIrcp9MUpSsdAo3EQfd7cwBpZqA8OSCIJxLD6/V2noIVoRf1s1x8/UTLXpE18QCAHq0+h6CEsNHR5uRVCd07JsaK2rEQxwAQjTacDKQi8TAc+nTwwKSH0tkRfBYHwP2EPsAPkpuW4xocBhMdMX4DJjHUJbogsi0WcAOU1c3few3UfirOU9xEDPQcycooFNEYsw2shxGOA5gO62g/SQTgFzzoTrRlJijz4JRf/b0wkMhjQYh7e45ApaFMKCcm7lx04akY76dnvivC+7lzCgdysZVf+sZPfeWntvKLdT70xguNF1tYWLijbFRWL/F5XkAVk0ZnxeSCxfAmQ6JAFcKQg4gsWrw0NKa6McVC2fWneMYvIYAeoLnTHHRKJniXSSRCeg6aKmAfgI94Ykfjb57IwJDB5ahuKAmHl3jvSI4fg7VI+Jsb+oHuyUq2nvEC0RbP0qDdwGb/ncLwCKOA+Juv+JXlme+HzZX9y0hUWP5NBp+6A+ICSfgVkloSrSmH88n4na9jIqa+xujt78lbCrTw4cYkO43GM4aB03juUfWO94/LylhOX/4wvAKqEl+FEhzXJX+H+o7FcMtMePgnO8LEWjipvUQh2ZMYopnk8Q+10MeQVf+Q17TuEaj63I7DyuT6j7Xet+wfbbDFfcqv/nZwgEtqVttrGANNaoeLx55HN4GZjO3xV//GfeQljs5tosLSrkAOaLXs+hkyU/EE443RAkpwUcZwqOz8suhQ2fWX0ylkv+F+L4fnt30vvqKZMG/Td6qPLBaFfqGAnSK4a3hyJYPCaLNVjb3fHURVo0hFpcasAaNOE3WqTDpRtDpdS3Q4dDlheEuylYk2X9zh6iuigm0epHTOqBq2udOl9exJAK3hw0SCUNRtO9ECPc7y3tE3gGQD+pqIp7F4/vvRZhz6wY7nzK/pKbhICKfjMdq1heFHJcIyuwzZ9YnIEVXq8ve7SROIz01UVMd6Cz2VCMzjvC88gOubf7VG3zptNdb7xv164/XLK58+fGa7O4JmWRsfPi58+tK5XjdutxvrtrC1zQuPPa4ZSfbsbvhaIzstxni2odNS3tL3yeAuukJkP58y3pddrini+74NtHEmskSR0rzIqwxfzN9sYe9kyLt0P2eSycyvuIghA02n0RCOPoSkb3WQHTHFLJIIJEL+gKyLpLBwlDzZf5W+GhrJ04ajbhn+cTz40HEMPVHYk375sz7skxD+w9AJobN/R94yvPrqJ7kh6UzSv36moauykyXPBH5msmOZlATZrz2+57/zynkOlb/HZKUtzzb4vK98Z+jDcV9xra/QalHIyKRyoNhJu5pt7BGfqGYRokViIeR5JGP9PGo3d90ErBd21Hrcn3ghwmR0vu+uxliffMzd5z9YWZDsxDhYtmFLOyMO+Lt9NAYyUXT4+Mf136UnEl3j5zKuefz3fif7M4yChv1aT/z69asFGDKTdjN8Kr/YbmuH+Bz9orzzfGf/++cfsrGfB371rq/eN9Yg7ewxLsvzIOH2anRjBQ1CyJert7Df6S8O2Qp7KhP7HC+lZDdhUU+4mCI43Z/bcwtqoyxG+LBsFSjF/b1aNkSNWiJhIw5S827Gjb46mK5ZxfCiBSbB8Nh3xOV+yH9j376VqDj6tvaVnvBLHq8Ze3jMU/xasizs+u4IHq73a3n/7Vva9z1i254+UehQOVw75xHitkqk7UhUg0SaW/zd1/ozfRLI+PzXFHP5MU6FHTYOXDfpjJQLWh8Rq55I04bqiV4aVKeS9Nhp8xlaYg5MGh0+cY/iBS1VDarGGkU03etsRfZ4QsyBRD2Kyfj1JYePG2Hzg+aHm+9Zn4M6eC+QuV3akeUuCxrgRE9AmwZrwUD547G8ZEk7KVwE65GATx9LE0RwOqx1Jt5j3aWyJ/cPZ3z4IPmVHcyHzzBhzDzSvI9M4H/rVUJDpl/6q00f8ejuB+06bddP+4LAgXDv8D31k7HPKci43wuKx06i0U1x1KXDPuz2c8Qe4/qpZ4PiN1qiRZKeyffVY4joKlT37X3A8uz+0tAJmdgPnZr70BOsZiRow7T4GdAp9qNhSdN8yK05oKXE7+zwXIfuE8JeH3zLsRcI2RGQSeGcNRBGjUzY/73+O8YNed5jT0XivoJpIou3drQr+Tvv3rWhH7+20b/12uemDCVJzpe10JlHKch/HSQg3EwLl9ifb1e3+19b/MU+I+Yol3JYJ0YsJmP9gm7JndeDz3GUsyye7JeU8RV2LPw4TbCdOvVtdukL8V6rOMVhFKrUEO1YdxCDSfHiPsXlrHu8C+bfewJnwHJtMk5MX2x05hx80q/2bqwwu2wEoFySSSS9vPz7o13LnFvffz6ASU677udtRvWC6hOlvHOaWsuh8zWKbiu9zQEOKLEx8fkHffBtafPXP98JMX/yBLMBrWCrG9ItHJUegZesoM0TSHn+LRD9Yh21PlAdxUqgUApWOv20OPptjUKAnt3NOnVHZAQvJIs431hWXmbxrsI60bVAK0iLRuYQODR4NfsMzSirI8BG/vw0Yybo5o61rZEU0OYo7Vl249UL2tyga50RnWPJhVIKpVSsdKw6EgILPvtzpW8bvd0RE7RNHvSe8M/aAs2USfCQE016ghKI566wqoN3LBOGHsB3mehW6d0rd9JnVDYmdfSVdq8otra6IzQvsT7Otde7REHfD412nEYl5KBXpc9lFD2klYHWMqJDoxqyddQWrHXaJlGU8VbJY6fgb776Ay40H30R+vdAcY7yegP+3/7z9d/B8n8C/Qzy6lFZM0fvr9WVhq7QL8BbN0z9C/Q78AG4QPmfXHHLEg7ZyWXL/gvIHdobYIItujPmHxyFb3eEFVn/hvQXVM6U0wOTnrmUB97VO/9SJ/530xP/4zTzQ6m8nWbu/cz/cv2Rv/Ub/3O783P/zP/r/oUvtvLXItzpvLZXVltZ5UQToXOly53OHbMJ08UR1bpi+tmfjT+GsxLGsTSwF9giyV2vYHev+PdPyPIXp2lpZ1fkxVHG9OSsfsaRnRWnvPoAeoPtLfR3IC9gn30N7Q+gjwenrrtju/wCusD0zgU6+RZDRyCPXsTTKFTYC/SP7Ij3/+77VH4EQgbGXmWl/+wcpWdhKETdQD65w1ezGPWPX0NVWv7LHdWc4TDoSTQSJJFg9+RQBBwKiU7cbUaBNjlaJpFT6nzDkp56nCxJhw5AzPkrzfmEDQ9OTXcjmwH+8KPHtTKRuRc+7BCoeUHAE2Ka7YcRuGoRigqlFmqtTGWilMpUlFK8CFFKfLKB6IbqHU+4NcwKrZ/oVkBPZOeHGMjWPLmijY4hPQsN4k7VGBy/It1nJEjSoIhisjliOdHQuVyHDogs7pp5l4bvUThB4kGeJ3N72OowmDoF0tmvnZQghP3wttF09j09YoGq9qL73wnUN19mf3V3KboPRCbnsw/935gDZSsesNoDXR5wvl9Js+fyrxG4NfECqIBJp2+OrnC+3RJFHyUAX5FU8EI48R4QbAxJnt2e9ytiL36/cgbOUKqf2eLrqDYHwuQRkYpOD3uxQbonNbRRqiMr5zJTVDnNZ8p04nIuTGflPL9jKk9Mp06dOpudaV3p+o6uT76TJjR9ZNMfIzRzeiDqjb5N9OtG386wLqhd2aYNk0LlBWtC33CH0M50UzZu9H7HWo/1XzBZMQunUhoUR7KrXdwH0hv0BVvcJ9J6BvHuIKzQbY642YCVVjasdLRFwWibkTa5X1HAuvqXeofCCOKDomBPUoKV2QEfiTCerr8rcGZtd9oRaDcM5+gWZtQeEJuxfsKs0sRpiDYeEFNurxW1E9IMts+8/u3G9ZcPTKfC5Wlma/Dlatzu8Ne/wu228OXT31iXO8v9yrZubOuV3lasf8YLbAXswf0dK5i8YvqJAHkzEiI2g51Bgu86EftRNPPFmsJfvCLcGMQxGjox0GJCotH83Ism3/AF0QY6+XeLIqBUxL7DOxB8VoLPCcO7WQeHOSgXvNhM2K3N98+IhNgczxxIJvM9NDsjnOIs3z0x2M+xp0vYl4ZxAvkOUKRvYRsSfeTIEJ9R0oFH/yxWJBBlXjC5eqLLvFCx05ZCovWziGoqcf4LsEH5KRy+6RuW9Cuhw3nbCR0nHrQhJA++Fy+LgymCkm+LQFJicKMlTSpBTSQ5A8D/bxSeBmrO/Qu1oIdNCkkBKI5speM80pUjCl9HpLzFZ25hbS9f68zsUpILaHXOdalY9WSKliRumGL//KxO6rSFRRpFOj2+/AwYvTfv+Oh9gJW0SwR9C9iGde+KkQBHeXKD6BjyZxxdCRalBAmeZPG9IAr/iVLLolfOSOrROfh1YG9xbjNgFtd3aMwgi6QLFmdN6MyYTF50IehhLYFKQiYPdoSoz7MbaYosIHxDvw2XKfgRkmXFSkpp3ZP4tKwVhj2cYl97yN8aoXoG5vn8IVspzwZH4IxIzLGw5HzO5wmfJjtOZUYGCCfm2Wh3/ysQHp7cwJMBKNIDGDDk2wFR2XlbihcryvSA6sRUK1oKdXqg1BmtM1oqRRpK847TttF7o/UN+hbzG1YvlIkwTYVShNP8QClwOnuMKcU7IW7XF7Z146Uqy7KhN2PdTmAb7t0t0DasLQOkJpbJj6SamyJXmtmt2L+kqkiXvG+xz1l0CA55vNMMosMn7PXe1RUJKEtbCVkc/Fp4NIrSEdD+jnaT2sK/99kWXW7uH0SCRsQ7Ycwmv2d7wDiTBX8pHSkb9Io11w+pTxKtajbjcz88UBau8ZnhL4vTD5s2l6n6DHpC6mNQWV5cfuoDTM9Q3iL63dgHVaWXDWXyAoG+IOaz+aQ7kE+Kz0HSLHYVRxHraUJ1os5npFRKde7wUkGKoHNDaibvX7E2e7d+M9rakUmR6ZXejbZFh9p2DZ3txSPTK4bQbIok3yPYBQ2qYOtnPz8lks9bR/oday8YX5B+9xi2V+jOymG6xh45kt/s2eXRXiOOvAGK2qP/TQugXPfuOKtnLMB0Ei6z12gueEfKHavhi1sJcCf5JlKToAXqo8tZO/EVIO0fCtwBEJk+KSnSmdwv7kPEYHLLzwpZHmhkR7S6/Qj9R3Z10t3+S4eSV3B2EMvuESZk0GAL3s1hJF2b+5eHxDgFBxnWsPUWLEMTot6pJfXBz3PKV43OsPLgPree3LfWU5zTc1yPw1mViNEqJpXOBWsrpkvoX+9SFtswKhQLkI3vG/bq9kne+BXtEtf8ArKA3eP8un9PsExY+JH7vXh84/uyhp47xdl2vW0ShY3MJR8LGuS18nIKenJ9MGy3+ye+zs9uk2xxH998VqrpGbGGyf1wb8o+n+Ub4pY0LAFWG9RBkpNFopAizX3JThRgE9RD6FG3t5pgr92xB7uTA8FJ34aIexCXx+iczHsZ1+ZYWIh3qBcCnIqNkLPm/x5zkULHBxhWqiCqY95lKT6LqQTDepmSGWIKn84LYk4HkbOPGtYL1tSBWstG34y2dF+TDS80FKexVYl9Wh0QLszhSvhchz0nlnvtwGFJaua0T3nIxwop2Jm9c1DCP4judiC7Aq3kTDYHYol68UWqeP6nXNDyhlr+B0r9kTr/B+r05/CBGtv2X9mW/8i2nhC70ilsbcW6d0l5t2EAmdq3wAX765+fCVFWdxYtnMTmGXBvIfQW1WzdHTQlxwPlKQTylIl5kcAkcGsCvfg1M7cowfWaCLXkpXLfQ9y5CzskNRDgqvtA1vArTAUr2aLjB0IiqTR4yLQGojSc30DiW/UDOLg8Vw9o3EEM/s3i6CcLDjstxQWvRJWse1u6aXJDO/+iBtpbNFqPRx7y6HRHwnEIJiQiX7JgUIkkm0Tw4ZRIe3vpMBOOwDKjB4p2CC2RDBxbFeityK8OpzASW5bKRvDDPza6BwrXPHgfCGn8EI3g43eM73BaU2lny1Lsh7y6Y77+K/RndhRf3GQmHzQ7HYo7edlZYc2Vn5zAHsO5XXahtUT9H/jOTBzZQdAB9QUfmH1F2orUgpYnik7UGNz5rCtvtPJehDdSqHLiyoUP7ZG/deWnXvi5C59646VvXEVZpLOY05Jt4umiLg2TRhencDENZHjtWF2BR+A9OZgIbV6w6YZ3Oty9GNCb3zcGdvV17onMgoHuw9iRuokygGEsk7Jo/PviRpo0wjmM6cWVowZNQuuOUshCm0Rr56BR+MJAeo8k3NWvNZyutn9GzplQ9aTeOETN/0a6J02/JWqHf7uI/fontn8dEU75lT8bek5INIqfQ/+lDOTs8dqH6n8u50DFp3GHwXs93iZf3zgHdMo/DNrlq4858qNnMUJ1/54DO4sopSi1CLVkESK4EgPdbhZ0fBZ0FRaIE4sz2CFHT/pnpt7J54hAdARaieg92Iu0H3Js8XN9I4E82tGVXizfEZpHJ5x9H4cK+vvfZ+LFzYMxUD9p/CVbKn+11r+dLzm8POBxHzY48EnjbZCIw/HcgZYe+o/DvceZGB1+IR3dxpL6GmUiJf84/q3mdoTjNWG0ctqNwQUI7MhfP38iiWdVhDmcvnkgTUQ6Ws5eUCp3RDuqXvSqVb0Logi1ClOZmcsDU71T5xXtE5vNdD3RNOmXOiIF08t4NmRBbQWpyDp7sV1nuraBopIatAENsitBj0FAyh6BSERcN0oipNQTSGKhexNFFSgtqWSLvIi3NHsCt7uTjOxAlezwLLsM7vaR8Ef8frwDiJCLpGBISIBFsfX3nL10xiIoDadWWIdcWwQpQsX6QpdG7z2SB8aqcC+Na+2wrRS7UufCl+uJ1oXXRVkW4eWLsCwL63JjXRda2+iteVDYN8YQbnM9saOCO8gaR1HIwXtmgYjUEgnoNny4nFGURVWJjgEZ6M1ItIeEymhb97OQwYl/L4EkjbWKrhmTE47WNHyodQQhXyHZIOc1SPo/xHBEjgi7SE4OLm8fMunFLmFHxEWBOwquxsbOgSxkgurvcUZZVEiatB1p525XH2eWLEqGUMpIlODPFkgR74pteDeisM9Y+P2XDQRcFGr3jHF8pnfSZCHBx9a4jh1mzNsTQ7NlR0Sqo1/r313fy8DSF7xbLTp70RD5pB8LEIF8jdxLG26jYybiVxhWxotikXSJYG4MPvRP8v+p73VRoQhUUS9CaHwF8Kipelwj2bKftqx5kTJ9jTzLiXg+mrKU9ZHn2Pc2f5+h64653NcxiwwDtUskkIfdzd/t8prq6Ws/ae8+6eOzUn5hZIMHGjCH6+aTpG3/vZfs6i2+hkSIsM8k7OxdTfsnsD/BWAlJ2zyKiv3ri6ffm2r4K8Rx+s1fGWl2yqCwK4RtyI5F0YFk35PhwleRkriNGD8VXze3p54c1jJRSqFOM6WcKNMJrTOF5lS9bcHandY3r9c1vzdPdjvlZq2FUpR5LtQqnC9CKSC1xDqvbEVYlhUzY90qvXuhovcWRUbwoey/6rwk/bQdIDIqQ/9gZ1xfpj5OGRqQuH1dslAfSFUzGWv193shUbgABnfQrz72t175nrRTkrGIy5b7i3kvGv5wUHZaY6fuyc+2kT8ZzzfohF1Ghu8WnzEAmLakGnD5EadbktGVVUEDJCnzWHvvspk8PtcZyaRgJPAG0hc85xL+iOdhSuRbKqVWSp2iGFEcDDkt6LSGHHf6JvStxjBgg+6FRmnm86Vs82K6Ef4HmGyMxK1o2L64NwNPtvfQu07D5I5d+Be2D24nfd0Y4Lr/bGKPJ2FHa8ce5DnvYettKP+huyR0j9O3rvHj0EekN36IDROxLjksOpkDviVv8fdjbkrGiy1uXb7+/Vc28fjfx59nvBQ/66EbMzdy7CSJ9/vLgRTRBx/24OgPfK3jv9L5WQi0TvLPQw2/LmhyVHZ/PTptdjBTyLQkd33Kcj6+A8V6fJZLceQZrMbZK+E3zm6ve1K2pbXOe88utVyCiFftELOOjtejrs5O5ShAjffFOmRBKsGOBjsYMa1f/i4/PwDIw8inRU3fOeO6oOKR/Mzd3x/y/E+8RuNadhdkrX28I/TUoVNbbLfbxz1J9hwJeUomAxl0kMo++8bXecTdx+SxHCPb/WdjK8b6hv4lffKjvSgjH+y0XxmfRq6jeEeXlo4WKMUQFUoN+1qj46uAFKH3ErldZ31o0vF8qxf6uxBAIy/4CR0r5gDpoQuyWJd7Gusw9urQbW3ZcZAMQHt3J1m8TYGNjUv9JJiPJggfd1/D3EtxNaTihT+ZvQtC31H0D5Tyo9tyGtgVK3+lty+ozJg6BbN39/3KzhKMSL/z+qeLEF3jMG3OPddbbPrZUX5l62gXtLtykdGuDMQgok53h3Zzp11KxUxokTDp4oJSTgqboIsbXtEVU3OErXnlSRrIJXWSwqRI7+i2eKeFEEjDE5sIfrtCiQ2VukZh2De218gQ1A3p5hTn5hUlKwX0HG01F9/MMjlVyflEmWZ08uoa9QTTicwneXHBsLbRVkec+PFI58L5vEQ3yml1hNsSRnk7DWfGF8b9E7t12DrWHSmDiBdaGo7oFAKN1dDgk7S+ePggBSuwlQwovPgiLZB1Q4biIB+UvRm0LThmo3KNCH0mDHWDvlG3uxvvHp0gxZ0JW736pvpPaMT1xR22aYs4+Qsj2d0rFOfd5Nzg9Assd9jMhaKcQVdPuvvADLAb9J9BzqD/Ary4E8cG9n8HJmh/xhW48zh7d8gjtGecR3F2mdKGyE9g/xXsb4j8EZn+gMpKsc6pGE8n+K4q/zpV/n2BP/U71SZ+bk/81Av/Dz7wV3nlP3HnE8bP8o6bNF62G5s0lvO/0NVo20fMPtHn2fnc6+JzBoLewhHJePdMJ4Su4Yv2AO2EcMGr+R+gXZHrTyEnjkaw6Tm2+z8jdsXmH0DPsPzVuTWnKBS0myNM5G++tmK+tv3ihQ7tUK54IeG/++9LGJseSZH15t/15vqkPzPQEgTyWFYvHrGBvfUv/QPIe7AXaK9eTGlf/Po1FLiufo/bR9DX8OGVfYj5P37pqLKH8GuiEooX7Xr8XpMGpIZjkMrxUFyI64hE8iOqsV8nxLPbKZR/GvWIpocBHhaju/PZNaqCxkD2HR3TcPRyAB6DV9qdKh/yJY7GUihyQilU8fk203SmlInTdKFOM5fLzDRVTqfCPBcmp82PjrZG74XeCq1XlnamNaX35CDPIuiZMMFuJvWOI2u84Gfr6sHIttDb5nJpfu/SDWzFLIKMaMkeyeKkwUnEc9qdFsnjAw0FhutKIAsQ/Yh+675OEsU2BxLkvhoWfKsSjqAntjpWrqRBl+hI+L1XOp7WAgEbvKHJ0a/ygIpg8gXk5oVEa4huI+lscnGneQWkoeqoQ9pMIt7lIBND/ktSDUbA1za/B3U7pfOE1BO2xFyWkUpSfH6OeWdVd3sh+urIPn3weS9F0eoOnKNHBC2zz4Sod4o2ptOdWjqnpxvzvHG5nJnnwuOjcj4L86NSz4W+PdDWJ1a5sMjMtjWWe+IDGk0qXS6oGiJ3RDYqE53OIgTKeHE+2G5RnK/uPLZK7x3kCtVgW7FAGKk8BHJucTRjc/Rql9nRh7oiTI5AJEAGCEYgr0agGrN1aIhszhNqHcHpW0y90J1DRX1DEkUbaebuyXkrryAzZmGvWUPfhjP5jVc3jaSuRgA4e2IyaImMSP6HXPrdzGyyAD9jttG2jXWtrPeZeWq8fFyc+uM006gsdmbb4Pals60b19eF1lbu9zu9r7T+6ijubr5GDfcRTL142c9Re61RFN9R1ei060c5gX3vcikZbESApz5vAb36+eeBEaCwB7E+g2tDyxUpd3RyJLIX0Apm3jHbW6Sy+4b02VFs+orJgtUb0s1BhHSwz3j7e3RK9UDHts3jjaRwkEzcOiWko1m9q8/nGQQalQJ9ctQ4MQOivEQQHbZDTqELPvs95GDufgQPEEE4w24l4nugFbO1n7t/nrVAIEfngYj766Rcf1vHDUrCYROzcLAXT/x/pwiSPCAsaRtHYsN9B6FTRru3hyxjPqxofF5mIxJFl8hxlw8dXYE1rl7ic3sEWCudNex6nOeMeWId83mcw1dQ8TlrHmh7u76aUEyC1sZpz2rECidVqkbRtTj4CFWabWx9pfXG2hZ6b2zrQuudbdvoHbbNz0nXyf2DsPnSgyZDks41kz2bF7GioN8jhsiCZnZEemdg8xA4ChwOVgJNTmkp42920HqAjOiOQJfd18l16jjoywEJoVlGgaUzknJAIvecDiULHQcX6DdernsZPsFINGYSp0QiOjrAQ9o8QRDYzlGEyXxfyhVT+CyZ0Aw/MBbBIpbzj4t4yKWM5Hy2oDPJeVcjMSKR6Br6+BGRU+ggQYt3gWZSRlomqRxxqMWLF6XMjkyvlVIKp/NMrRPz+ZlpeqTWE6XOlGJU7Vi/Yu2Vtt3Z1ld6E9qSPtfZRxzOxjQVHp8vTKfC23cnyiTUyQurnz/CcvdO+tu10Mxjsa03uq1I38+DgxRWRO+xPZm8OqByLQtjDQdogFMIRgwjGvqx48Cm6LYI6jks7W92JHiSLkEAPmdoP9dZ4czuqT0F+PtxqXf/dLq8+NkKBDY2IdTQnRbuVkfkivNwd49ZrPm5sIDOqAU4MbuDU+9XKI8MsAAW/kmIE4LPL8JnI9G9i8rOFN667ZM3IOcYq3Y9MMfcHRjQHbAm7Y5sDg4wcR0tPbo0gp5Jpw1RZSpntFbqwwmdKvPDmTpXTlOlFqWeT5S5e+FDJ9pS2ZaJ9dq4fWm0vrK0jd46cuv0VeH18jUwsnjHklqNev2F7KLCGrLe/b7aHAWZNfZeEJsCdHImAXZeoLpjvWJtBptJRL/T/gjYs59ddRnztfGh7b5o9ziLZ3wGQ3UUtNxcZrV5HJImT9jzHBbAlPLoem4rAXTNpPZvv/z6CpzZOwsOHcvcQ8fn4PNIi8dMFEua6iNFkxQ/Q3Yf9td/PzES7iiO/FdGp310IX3lA4ifaaG77ybBOpCobFkYwEZRzE4gZ4Q3fiZD3/mIAw1mkWAYkTrGMWrxQkQpD4icKSoOSg8MQDelo2xN2LrS+0bbFqzd6KsDdFvzrgEpvrdSnBlCAwRnOeQ96dFjhoi1oOBKG4WfbbeJwkgg5zIiJNW1RbHC7Y3Pyd3fn/sqvo9kTG/YmCXkdsOsRPx6x2mxQ48GY4TPdtqiIBa+Ziaucf95pz36xquHzUk6qbBde0mjMDoXzXC0fgt/sjG6/0ISvaA/DZ8h1xUEzYIf0d06gD3ZteSxWvruEs++AyhnhHkXbbxrYGhxqWiZwlfzJ/COXM89Sw4814LOLoflZGjpzFNFizLPF0qZ0LmitRBITMxWzFb61uhro60b222lrbBMzv6yuqmi6eqFih4Uwe0hKGrTnwj7wBWzFjYzzqwVL8rmbNEAz7h/0z1GBbJ4muB6j9kbZi+7vAE76Dd2KOLPpL+2MmP1AZme0OkNZXpL0XdhKxsqH1F5S+ELykwn53sYyhJxzT1k45+rfP3TRYhsn7XglqYTyPus1OAdCOFwJupoJN3IQVXB1T+QAnvYYYn4L4UcLjiG6ohTPo2T3omKFgyy8u5tMIqh0jGdsaimWiJwozU5+bzcUQkAnMBArCQvfNKEDGQB/qwxmEhrRWulnBSdCjadsPmMNYHNP9NkpW/qlcENvMIRw5AI1FwaXzrStgAKxzplsbQI2ZZgkajzBBWxN5mMlegmbqis+CDATirFjnlVDgKtnAHEMZG6v8Jl84/p5gN/gERme+tzBDDdCxGeYMhkoa+jDxE/JMi+KXCB4k/EcjoDiaAskbDWSCS1WNtE1Wvz5FImbfvm75MZ5DE+5Az2BdpfYq3f+Heu8eBv47/jK6peIh9xp+QL8CGcPd87BaoYc4GHAm+K8izCgzmFwpde+QT8TW78zW58ovMZ4cqFuzTW3mimtHJ2EHn/5MmbcsGmM9SG1YMxKbG+HU+ARpDp+j4SEeF4YSFXPfgCCachh+u2G/CClB+wUmH92ddMn0HO4UR34Bb+TCATZAZ5wIs3n/27ffbP1qCWyA6FHvM49BYPcGGgwkiD3ty4yQY8+WfLI4MP35o7cNs9DHmiWuJv+53joGQvRHwjUTeSeLvxBQvHIT2LcKwGqjDN8i77Q6gD0TTQqtkWNgYnxx4BHmRE0hwOBQi+/pyjPnfFGIY6n00OX66kLDlUM9gPTmrUE3iKoJKDpytFJ0qZKLU6HVOtzHPlfKrMp8pUYa7gVClG25Rt9aR/6XVHjYY+8jXYqYz8foNzdqAjoljZ/PtXkMZ0pA5Dj/LxjT0Zt69XGc86hmAN1MghUZXLGd1r2QHnCBqJxFKsscje8TASMMd7yGTd2Pz9c37rlZ8ZnVU2HCdPeCknhErnHsE2ZBIjquPeXpp2MBwOoZD0XeSg9HhYs0RiehAx0CmBSDMswFRTtK7G8Hnc0QNG0snbbzvSQp5LJEAHmokILILntVREjFKg6IZOK1o79dSoszBNMBXhdBJOZzhdlOlS6OtEL2fuGTBi9NVpVnrPjrvc8y108NfD8sYw40GTFjNLbIrioQfL6Rgnen7MjAqEZQYTLge7E2zH/U5HDnfGbdxbDb0Sc5lEwpHfDlrkoE8kefHzZ9nt4Ik7d+4jOEh49u+8vCAaf5vzuwYKq3uwHf6DqQdk1htNmvtrfQJz+oBtWenLzf20qdGlsorSGqyvjb5trLeg/Ng2um0xZHx1eoUu4bdkx2wUh/rs3SSWbmlEoGkXch5R0L0cni7kPwa951fSuaQ+Lhr7Jr6FpQ3kk04SSPeQDw05an6ees+DH0GlBNI2E2sxaHDvUMiEaCbeEy2bum8PXNHUL6GnhLBZ4SvLBVgwPqUXhgfw3l0mbJi0kNFYsxGZhQ9LylT60Bx+54lQl9GVRJMO/TgSD4fl/r2XG7N468HWWR9nwA66fm9MO0YEKQP7x+94w3zUQK9np1r6AUm9N6iAJnKeQ3ZV+CXiapIFJPFrSGEkJQ/dGGkXTHJIvESAJsMepwX2AYjmnYTqtIZVlXlSatFArldWW9n6na1v6Ka05rSf2tooZjWVABwdisqWKOqc22beqJv3ckDwe0iT/mG8J12LLIKmuhnfY07e4Cr24fFjl6IL1V07+ao7xSLJYkQ3gvm6Ee/ZRSi7ptNHTPS3jb3/9kvHNXef6vBKoEF2vCdC8B9d2HYJ9ERMnsdckAQxEPbE98lyjoqE79D3t3ztGx6T5GEHEokfiU3J+8vunLFfecEWiQPvJPIuiJjbpUop1ecqTaf4OlPrHLmT0Le90dZOEaVtSrMS2I6OameqnTop82liPlcujxfqLNTJE//bNnunxJcbrXVHi26g2qOoF3pm6I3w48biwdf+eP7M9aX/M4vxO4Ao52c5P336++4z2ZC7sKUD0e6xb84g2/exfyUHaep/7yVfIdGbJ6TjedPGDv9ewQnmAoUf9g4csXtU0Um1dPyF66woEGXx+gBSsm57Aol+8FNm4Iwk2lwM09VzOB1Qp1Kx7Ca3tgN2BhhK85D7LYpTzaS8aS3oXKiXwjQXTqfKXAvTpVJnQ/QEemJbhO2m3EXoC2y90Zp5Z8Rm0AW1BISEjEjkMGImZiM7NKOI1MJXiS7I3Xvy+MMHHTPOpKOVU/e7fxE8HGQnzEByxzk1cZuaM6l2CY3ksHnno6MQlq/ViXBAAIf8S3E/0yrSnQZJ+u9TaQ6fYRjBTPKmbQqbZyV8u0OQglN9eSdl5rFk/C73N5OSOYspZ3juMx3SLz361rst3nN84dce412Jjg0JWuEhk6fxTO5Oi8en2QGRHRIRF+vQbxNFZ2qNGYWToBWaKd2UsgnSoDXXP10MusuXaA1Qj8ZHe6FG8CLFmNklDnhLRpev1i47Ysb6+/+J5OyiLALkTDD91ZcRiDfGOfs7X/YoE3tRyD/KZ6eN7ivbI4dhuSyYVYZvowff6Hfkbdhwdr00gDMMnbnT4x187eyMGFc46rKD3pfj2sGg0E6qsLSPeQtHmZfIlyDsw7j70Fuj84i90yF9trSZ+XOJ+Q+oItXpqHXCaYmmQimFaa7UOlFOBZnUAbklqDz7RF8XWlkcCGeeW3bZ6/Qu9Kb0HveukRuJjgaPzcNXskbOBRu6eHT3cfCddhsm7Dpzn5eZ9inkzHbaQv+beb/E15twuLeYDVEmRPwrczlZ+Pm6yzz/OIp2ZHH/n/Hf/rfQMbWzH4+RvA7RCl9AW/Nn7iesCzoLDrzdUBa2rrQWqME2uZscSWatrqjsno/TR6ecIdB8XkNPB3y6IbU5fYgJtUVbDeZziuLJ+1Tok1IQJlNkE2QrmG30oHJyVHF0Jhgk555UNzZ9mkarFyZeMUPRszg65PxAnc7UhzeU8yP6cEYvF7YeFdn1TluuyP0FXn8GhXa7Y2sGTxYRS6iNbIGHkRzrkaxQ68TULweXF+clQ7dokjO0G13CsdTmyXiD3hyVs0WApt1RPNqDBqe4Q1csaHekx6GNPYrn73XBygZ9xrYwEiUdQEHWGVZPsCh338MA4jVxQ/FPDWSqMYxYv3dHtKdhu/vB29ZA6d+j2PvG0bhrh+UGcoX+2a+liQzfPEHdvrhiLv9H0M9Q3BHj/gVsgpLFiHf+Xa/AK5RfvOhhf4yuiQvovyL9jG4zJZz9M8LzJrznxI/lxDs9UaTxwo3/LD/z3zD+Mzd+LhsfpPDaL1y3Z1aDrf5E04VeNqf9mH7A7D12rjBL5BMKnArMZz+PxaC/xdp7nEf6DPcXePmrK4v+6G1gtwdok2eSbUHskx+69gvuGP85nOGHQHS/gnwIu9i8mNG+O4AsY5hYufsa9QWur35/5S0DAWE3WP6zBxb2R1/TfnWjXt4DZ9BPQOwN9ygCzlBnKCfYPkP74D+TZ8C8AyIHk0kH2bxQN0eiu19cVuyVbxrftLkjcRUFrxy8CxDJzQwiyLg6goQc7ro7eXmNQEiQnQEh+yMm8ipytmHuCW8JZF2QOjhXheuEHp8ra6yp35+lYRiBXwZpSQxhiJrzt6qh2inSmWal1Mr5MlOnE4+PJ07ziTdvn7g8nHh6OvFwmZhKZ1KjbSvbunC/33l9fUUXo7VO7xqth2HkrbgImLkf5IoIzDkSe2/0vtL7Ru9X/7c5fVrHEa2OsmixLlFIlYlBQ5M/BsaAJ+meGJBswY496bm26UAHwiWHLo2AKwQ8g8mxOxEIdBt0fYOmbzjq7E7Wb8rbwx40SQpDB/XARwRUKiYnR0d3wQI1JabYQM9NiJw90d7u7rppdjrE3ptz21q/ByLbkYU9EKB9yq6VUWaO4vHdgzBRsCcPTHqPwiPujOgzop6wVT1Tp4qWE6W+C9amzRHBaBS8nIZkqpU6GbWcqWXicnnkfJ55867y+Fx5fKg8nMF4wuSRlwU+3zeuV/hihaUtbMvfkNEZd4XlBdaG3Tp9u9OWL7Tt1W1E6/Rlw9pKb4tT/drmg69ZfP21uR6z1R178eDTpNDDSRZunshf4yyLn9etu5xZMzwpF85Z+UgCDsACrZQBUPfOvc4hsZGByoLz1AZljBhWNPSHpTF12V0zOP3Gq+cgaE/Si85RGHRqJ2sBRJD0R2bf523zThm50fVGaye2fqGIclN3tFHFpNPEfZdtcd76bfkleMe9ENS7I0f7VrCu9H4/yFqHPru+JhGZ0UEarfvuhuz6DFFMk3M/QAM8hQN/8jVP/l25exKluD4q+oxqpZ4VnYQ6d0rtqJxROdG7z8ZqK2zSaZuxdaFbx/qLU0iI+BplfbNdQgnFvANePfi34H0Vg/CH3IjPYRs1bF3quewwrMFZnKgzQYYO8M4c4zHW7sXXTc11Hp9cJizkkgeyKEn+v4DP2nhmT9hXsIcIchOJF0nS7vM7tP+OrJFhaCYtYCQpzAshWbhzYNINHUG5BtI4aZAcqJMD2b2IkfQJlWPQuadWfL2SW14DNehFu6CMo7InMTO5N9GDok3xs6Uj0F4i+Pb96paJUe9mLkGbprbupR6Bqo6VucwTc515mCfmqfBwmTmfJubpzDSd2NrKsi1clzufb68sy8LL6yvbtuKd4oW1G0qjqp+Z1mIGXIKICLSixMyIKFx2U7rNnv42LyIcyjg4t7GvqWQnZQzyTOqzMYeDDHazu7CGj5e+z1G/uc1UWvgCfm577KuaI9u9eJZgAfUEIoeEiRwSbv9Q2O4ha0nVQZr4cBcOycCIH/08ZuI2kyapR4WkGyFnwAwAl6N8s0iQiR/L+7Ue9YacH5OoQ/fN/P2r/zz5qHEEvduA2WMYJZCbxOfYkPLsTPfkgCM8VTamcqZW5TyfmOczD5fK6QTn84nT/OxJu6IRn09sy4nlWljXjfvrQusr23ZFo1Nxmiun84n5PHG6nJlmL0pAZ12Uoiun051thapKwYF/qtsBxLG6PuqZ8MxEU9rIHX6YvNf+vkxjdbDrIYFFahZGqi5BUKNT1gJLF4VVitMeSwGb2NNk6vOygKRk2YfQf+MVtlRFMYmuSYrHlf1Oj9kPqt4FKTlDzGRQqjk7gCe+sujvVEROSG51wqTTyxp5iTibeRbU9ZBGp6XLWfV13hbv0pCOthPSTj4/cokirICxYHp3znxx9gMznwlJv2Oy0TP2r2EzK2gVtCqlKtMk1Nl4emicLvDuXeHxsfL49MjlcoJ+AjtxvW68vq68fG58kJX7DeTlytpXTD6CFLbyGEXkOI8xPF3sAkxRD+nkUGgr4cdkZ0t/DF/4BLp4Icw6FtRjydCQPqyYF46cPmTeZUuMpP019eKqBmgqY7DeC9YmR6aTNIPB1y55vjfQuJ+cBcKK2Ee391sJ4FHOXvztl/VzqIEozB4AUuP8HIpXlsjm1J1WBwjD0oYl/aXFzIdSXfclmDTn6xyu49SJmWgOUFh2+GdxBMMOVFgjxrE4j4ne146UlZxH6AWHR1QqqmdHpgfIosqMaGGenihl5nyeqbXy+Dgznyqn84V5PrG1RmuN12Xh5bawLBOvV2FbYbVPNAq2VcScuaXLhtgVbPVuGDPPawXYy3NxCTxSTMV9j5g5NYAm4vrD5BYxfna4pa++xbmCnbrNE+m+H+nP7D5QSGOsW8xLsBOD1m3QMMWsMM57bUQ2n1ln0YUwEsUdB9cmuOM35C10YsqQuCB4PCTZgWauS827HN22xjy7UVndi4P0JfzPnG2R2tttfA9/0EEWhnfKRLHViFg/NXcWpA1iHpvk/wy3pdG567MLS9ij5jY3aZei+KWRoiqTolU5Xc6UCpfzialWLk+PTPOJ6VE9XqgTWourlA7r/cb9emW7L9xfbqz3FVVlWxzI0zZ8Jo5176C17nOFujmYL4Hbab/GukB2vnvOyedXWeRlx1miREyXsYHHkiNfUnIXgyEhmRpK5KUGE0QUztpGb1e29lPoqULrtyG7bfsvtO2/sG4/sbUXWr/Su89I9Py0hb+zn6Pfe/3znRCJTlNPDkkmdDquhL5yNMI3raC9o7a54s8BjKbeeRD/y4q3bMJeGfLFc9BYCLQ64kFLIJwkcCPmrT1VBNWsRLqEWYkaTlJlGLgD4kozp9gnwDlRUo4GVXJM+gisiv+3nBSdlXI6UaIIUS/vKM9nytMFjZkN7XbDXiqo0bfPHkjOcX/LoVoZS2ejNXVHaxnZwmy7T63iSWrJwX3R0onRqfQoSphkctODkKxpVlo4N3G9MG4aiU5LQ5dGr/jPpXRUveXUukBJJBPhnCv7wNUN1LxdDqKQo/T2Tzh7mryQF7xj4e4JTI1Wn6wC1mjLLY++Vxvs3JA+e4OszvfuSan15s6+fAdMUJ/xQVZJSzH75/YI3vXVHer6CXSB9U/Qn/FBc4sHtK0htTqnKsK5CQ9aeLaZi3lgtbLxkRc+YHwU74K4KtyorPLEhtCmK10rXb94kFYeXTomw+ZwkqTBSbBL9U6I2qGfoWVXAV4UuL2AzU5P1cULEFaROuPtqV9irV7dOdI3Yeg6OZzTOw/u/vN+8s8p61646VFplfj3dgs6rBNkktWA9hFsAoLyyiMI0Evs8U/Ai1/DNjKAQIMDqL16skXe4d0RibIIFFkgY8CgJqK+huDd+LbxjZscchXfNRO5B7SCxf+NKDc/N5Cxw6Hoh++7UR4FuCw8xjmToTvT8LpXMQKjtDl5J3mvdkTqp8Y4FvkyaccI4KIpAi3x7whQ61Q9+Dx598PD44nHpwfevjnz9DhTpVO1sS4Ly905YNe20XpDdXPDjjs/PjDzcB8aSSSS594HcnbrkRDe6H3BbPOv4eTt+zEKtIE8k0B22XDY2P8mg1i33Pvv8o3DcQ6HLh2eXDUJKoVAmthY2zTaErpRxv3J2Jzfe2X76Z46c/sW9zvabU84SmuNtnj/gARIIAXpPsTQu92Mru6glUDPSFqXGKopIYMWg8VMAh3fgkfZCLRyOn6FkdS1Fk6m4aiIy8HQz07PUypaLkgxpL56ArEXb0gLZFPRQlGjyCMqE3XygOJ8KVwelKeHwtNZocxYndHrRi8rdGGZoNMQefEg1JrrsrZi24ZtK7bd6e1Ob4vr/G701n3Ye9+wbvQsdBGDMqPgFfw6JIrb914Z9Imm0H0+h4rSgx7Mkj4MwTT0nl7xOUOeRMhhxGPPo+FroHUlkyXRco23q6ecjc5vcNsruPP4u0UvD3y8K8QwfCCwy5amcR6y7EO55/BHOl0XzBYsBghvTKycQqc4Cqmrn8/WVqwv9O0lOJ99gJ9FJ0RvHrxYP5xxwGcKnd33Yw3Z7OyIMsb6OqDbdarfdvycQNdR8UT6x9i3GHcsDdFOKSdUL9SpUGZhOq3UaUU5o3Kh907rLVwJv7++uo/bxrDnDPq9K8MkW867nxXNQcF7oktkcz9aJNY+qQt2GyORpMsCvh2R3vH8HtBlks0LOAJO70UWX2FP5J7Dr91ffs8Vp79Z8U4LQUaiNT4r7If1SEz3LNR/65X+awbAMcdq8Fr777OTbJjUoZPze+rD9HujmJABPhmYHkR93DN7UTooDojnix3FO6f8+JgUjOI2JpNOmVgZ9BT7XAlP6hzvwSkKB7aALLoqU1HmWjmfJs5z5enxzOPlxOl04TxfWLaVZVmZblfffVHW1YdirzEMWDQoFWXCaPQcVDwS+FmIiCRH/H4UftKODTT+bnu8YzKTJkkdcUyKlLCjARYb2y8MGzPW5VgYyrXJ/c69ycSz22qPbfxe9gkCR+T8bxtVCbSa5XDhgVi1r87AwGV8VbA9+AcjAb0XY9KH2AEI4eeRnZaeADj6Yv5y9LvPEQIfYqrs3boH+bJEFwdARaaRNMl4LnXkyHMCckgMKubMw6pMpTKVmdOknGfh4TxxOZ98TkTZOx5WhWobi2zYWmituH0vG6VulFpGR2ydKnVSplnBOtO00Zs4Krm436cQiat+8Nn25z2uZz7F3r0QhnB0K/pbLAvnQ5fsfzUumUCn/MOBEncgydjtX4HfPF7N850J3vK7/pv1SBaNv5+A4jRXPQroGGYzejhjYw7UMTE46Lskim+RHC8OerA4G2q++XsskOAZp6zZC9WdnPnnvpwPCKc3ZOt7KEyLpGILoAlhixxR72vifoUNHnTz4ljQ4JTiYdk8dS4n4ekZnt8Ib9/MPD0+wTbDduLLdGcqIF24vwK2srwKJp2VK10qIuewp7GlJuw0ulO4yeZrYxLAHwENutxEOOOyIPg8Je+yvkUy0/20gfLnjttg9xlkdCcuIRx7nDY0g+F+f8jSHndYHH/xM6A+tyxp7FzNNLzLEOhJUHtNaf6GwGXieY+fUqzC29zPQ/xjzGIa/5d2OOVPD38gYXLV5TE7yI0dXS6+X/vRcF/yq7Ml+zV3G5M67/B5A9gajCSjM3t23aenyOtZ2NDqMUJxkOc8V+ZJeXycuDzMPDw8cT49srY727YwXQVKQ4uytYJwoxeFrjSNvJ9454J3QnRECz6gfQFrw08e+kKi+DUQ5eGLhd/tPmt0cI1nlbFnhB+95wNGljF+7sKVZXu/aHgsWfj4u5gekvKP4Xumr7INW/W1rxb+4bdeKnGd2Ps8kySbymENyK7szI8C8quuh+zgNyFnx1rOSBj3ks8azyYlYp318Fn7e3ebGEh1UrdH7kF0nD+XLxs6exTUwpZmF45Wn/9QJmGahPk8M0+V88OZ6Xzi/KYwnYUyOe1hb0pvyv2mlNJZinjXqsC2eOGxFIMubFo9dhFAWxQMQieNZ9uLPoPGdJxd4vm2kFnY6b+VvQslgRWMn9mvdUBeWvP9JXYydJo5TV/vL7T+EeHRi3FhL3r/G61/pNsXui30zNeNbrrYdxjg2t97/fOdELM7CLp5FYc4qEmTJlFNtaVjzXm/tXVaVrQ3payKacOmL4gKvfgCdIvhpsl72YPfr7iDm46OqaN80Bbud6eYUbo64Likc1YxrZSToGcN+yM0c77i3ht9Cwepd7Js4Q9ywkTpEohiA+mG9u7K8VTReUYuM5wq9fkPnC5vOP35PzB//yfqmzPlzYl2X9mud+6fPnP9qbK9KNZevQBTX+nNW6wdtTVhFGwNgVrTgXb3XaO9inZMQDmysqDUHo0MIW/Soa8t1srRyTWHZYbwKlkoSFxUBIfSogvPD22yPak0VFtUEIuHC6awdZ/vE1exVmg6uzIrbqi8ecbxRTYoeX5PMoPP2T4DVygPEPxuYOFcrXB7BjnF7yPxORWwt7C9gbbAeg2dpX6Ypv8P6AzTz77nyw+RrApULE9+NHKocrn6321v/PftC/Q7nGaoFekVbTPaldI7J115Knee+I7n7d8xFeEmwmdZ+Yt85K/S+MjGZ1u5bj9z77DpzzRmupw8Mdju0G7Yw+oFiOfv4fQApxdsavA4weWMXS5wOUOrsF2RW/eRDPoO7v8Tsi1QXqBsyHaNoOcR7Iy0/wPWbrD8J3+ecsV0gvaI2Alr33sBsAUtWClQqxcYSgFbvCiTVB11gaerO8Lt1Q9kOfme1Qd8cPUTuzPUcWcQ6J/Bvvi1uIBdfA/WzQsYbQb7A06JdWIUyAzYBHqF9RLK8sZIKuI8kN8yvhmY7k6VG4QE3koiQ8hg9ZBcOQy2TJ9UUs4jeAAvFHicfgx4cb5x8jiIIwss76FH5TsCFilIDrYbiBZHChOGNRQW44FE9tbWQACoOTqslEdKmZimmTJNnC8z8+nE23fPPDw88Kc//YF3b5/54x8eef/2AaVRrPH58ysfP77w6fMX1s0TjK+vV0fJqgfW1jLBVsM4+R4YPozOWsdap2/mea3NdbHZghfIDKL13Cx4sEcLq+0OdoqRWQSBsZjDAOMJGYOdrzKwcJGId27W2HP8WsmDOaKQ+LkFrYDENrnhyA42GFQ333hJX0Imogttco9IWyWH3HUWr8GVCATrGbEvSP+CRPBo4l1vI3jXCcoFs42+vbooiNOfiQZ/9RaIlnmJQPwBoXqQ2jroyki6qTuf6BZ5comY37wQOX1xXVBnpFZkOrl+mO9QFTldPOS5Z5fiLQZ+PTgFmF2orTI35dSVN5Py7sH449tH3j8/YfOEnZRfPimnD4WPrLSXO9Ibr7bS2wnZ3iHbitxvsC6sty+09Ua7f6Rvd2y7+7yHFaypI0vomF0x7t5h0lvIHnxVWNQCOTQ4uhB8n5f4t8uMEoPoklu/BAdrBAHSovgQw4i9q6V5QCwWtNYSzpzLv+usQISbOPrdop28FyQQ9tZzXsJvv0w+5r88aG/5fIHSsomkQYENa5/2kNcENQ/qu61Ro3mJJOeM2LP7LjLhU7/umK1Ye40zeY7j5LNdev8cBcgnshPDhevutoS778tAI6+RAIhkn3TvEBsdpJ7AciRUUKMl3z8+QF3VOWWLXlC9ME1vqPWBh8fCfBEeniqXS6HWE7WcWJaV+3Ln9nrny6cry/0K/YVt22jtER94GEU9BTNBussV9gnvSvBBbtYn9vZ4HYl4sxr2MAtOV+hXRwhLdN6W7rLQXw/J/z3N7ag8BXmPB2TBD20fgWVHJCd6LfxJF9aL/8xe8Hk3d46IxmFjRpHiE44Qld8TtxFYJ8oqUd0yaKH8pWn4ImD2sVYOHLEs7mbBIoJ+H/roiXUZyaLd5kkUqwfARj1JN+IjC52WfM8ih+v5GTDLpH4kLLSPpAGG05HG3+WsDKcruVNEqTpRtDDViVoq59OZ8+nMd2+feX688Mc/vOX92ycuDzPnh5nr7c7L9caHTy9Mf6t8eXmldeN+L6ybD4+v2+rWc3T7udwhFcHo3ZNu6a8TSHkiYeJFkvRjknYifX+3IZqBsCQ0KmK62L/sMlF2G5pUJR48t5G88L0oIXFtB3QAe3EsSOfMLa8ngrNQ6rIudjr83T94JRWW5tmfGMleIYrKmYCQ8M1wP3F0/EQykxqJoKSEyE5KPwteiMtCobHPFIgzKYf3SsyUkClkyxO4bkM7UoLCRQLJyBZ6bHVJ67gMD3qxsOMZd1t23AiqTu81T8L5pJzPytvHM4+PZ96+eeT56ZHTNHGaJ9r2wLa94fX6wqfPF27XF+AXtjVAR0mxZUJbG5sayxX6FvO+gNu9cL8bW6u0XqPA5QkXN5+CNC/KywAnZjI1/ds8jpGIGYCPSGCM5EygtbOAmQWODIQDnJHo0DwbA2E8ZohpFHEzQcWwmzvHeKKYf/vVSw91EwlmXVwXDIpcn9mEqXdGSsYNxBlgL2AdKKdExDu7paHlGj5KzJiyx4jPo0suu4SDesl/1MCuUfx2AE3vK9I2+rLRZAnqaqH3K7p+wLarz89rzpjg1HUOpjIVTA0pm6OFTVHzQr4q1NKoVXi4PPH0dOHH7y/84buZH//wwHdvT+h6RtYTf/s48Zefz/ykd9b7K0Uay+sJ6NzLI6UJqpufwTYPXeCJ6aA4LNE1WJ4Qq/T+4HaOK7Ag5UskKmL+R/euVNsssTckJaGUKfRdFGL0S5ynLfRZFAwlfPNeIhaI2ZrlhncsO2Vq8vHHRrsO64AaY/6deIE/B477DKOk1fm9REjGcmFTR4Ivi9ABVGEOX3XFQRxZ2Iy8Dp77MYyddntmAGDCTvhnTPH+6CTV7nbAPJdk2WEZ9n3QXY6DHQXhKOz7+YqOOE0fbnPbrAJavKtVs8NQfF3BO6vLiXmemeaZ5+fC5az8y79ceP/+gR/ev+H9myeW1bsJ//LLlf/608QvH73oc79W+nJxKzRdEVFam7B2wfof3D6IeK7AFC9CXdnnG8Cg+jQvMh6p5CPwYgcqiu+ZLGHYwk+U6PxNABoSsh7xJDr21n8Q3flAdtMN2mw6lvvN2X00a1gAl+CBoWQPNtALbr8jb/EZkrFQzsdMsEF0wiZdmQTN+B5vh+207rFK6nHZMNnjc7efGaCH1k3qpFxWsrDgMdl4D5lbIexj/lujuOTsGEJxgI7amGErgb6UAM2VOqGlOOXSVH325aw8Pp05nSfevX/k/HDmzfsL58eJ0zwzzZW2GH3tvLy88uXzzMvLnQ964lbvtM0prrfbhmL0zWg0evXi/aYW8hW2PGYDeu4h40Tc79LIMRF/YwGaI/JQPenhcl/ivRoU//neALfn3C6ag+wt2kHMNkzuyPbJzzeFvl3p5Qta/qvnPazR20f69jNt+8TWPmH9BetXBs02wqBE/p16V77++U6IijsVaw9lFQ/r2RwIvl1rgXKleQtKr4hNPh+4gcjqFcdS6MUHj/Quo1ptZqOi5D6+OoJNQKU7x1txh0O27vgR60gXNCaeo8WHXlfxroNm/rUZm3bfSAsEUA+nV8yNijhcwGKD0q/MSe+qBakTzGc4z+jjW+rjO+Yf/sTpX/6V6e2J+namvVxpX16QWthuTvOwvVzQZfMWtJKoKh8WjYknyTt+rxZCF06uWOA1TAIliDsFHbQbpZnPZojZGLb54WwIVRQtXoQog6LEkysZUPbBPdYiFvW9dT3iFX6Lyydqp4dSsp5tWI686lIxNSiTq9YefxN8mZYJhW+9NNokLQYzlWgX9R+649SbD0+1NzBn61zxPvjtFIO9v0AEtliF8gnqv3miqN6hP8LyH4iJ3/ginN0w9UgoZBDfn1zht0/QP4K8gfoIqyeCfShhZ6Jzko0zE+f+PVVg6Y2rfuaTvvKJjRcxrnZj7X9l60aTG40zJv/iwV9zpUC9YqcO5+/hfMKeFE4GjwW7nOD5DTy9hXb1Yd6fiU69Rzi9gfIZ+v/X739aEJsiUKsgT8Ar2P+K9c2LCAq0UN79yRNWLRz5EglTfLiUG9oFLKg0ygLTBNsrbF/iM6IgpSf/O06xhWltvEpOv/n6W3LRn/z79hHkFS9KvGHMsBixgievaQXa2Z2wEvMkNBz2wXf+G7otQuWwa/FDO77B/3sUD5x7VciAmRHQuHNhfM0JKrvTpvmzHSWTgZNEgcNr/cvxwz1Wsfh7MY5Jzd3pi6cZySf851GcS+OgNqM4hY6WCa0TtRYfQj1XLg9nnp4feP/umT9895Y//fiWH757RHpDe+fn6TP0QmvG6fMr6yKoLsHrmc52FDnZEaOWCZ5o2/N5BBYdyxaFh82dqUCX78FaXqWTPIgisjNOAbQoHORG5loN9FA4NRGASrQ2Wrbxk9/TvhVPCsaTJOUCcADVhfEnDbBwkKLfELhI/o79AVQisBWnTmJ1TsboBjKboHWk3z35kVQ44bj7LIjiejISvsTQssEjjYTTHecC3GGzyZMFzVzv6AEtqxFYaTjCowjhbc3u1LnNpU5ILTCtUCoynT14XUDoHswq+EDdE2pnihWqwWRwqcLzbLx/PPHDmzf0c6efHaW7rUq7db7UhXW9o/aC9gu6nejbFoWGJWiY7vT16u342+ZJ/8aBF1hwKpiNfR5JCk2ujY4gy4OR7kkW8aKM18SMDO4ShWdSY61sd5F6BoLhI9nmSLI4plYs/KuG9C26NWKfDEQmT8aZxhkBBoo+Hf1viFvQFTkKXNk5R0P+LYoBQUVnPbseZtffvfkptuDklgV4Ac5oJO+6+ZDkLuGQ9hhE2mY3nd27E7t9iSD2jBcJMoAL6g4W/zKXee8+OTyiwChEBPJftB8Sdvh1UYguBcWLsKoTqidqvTBND5xPhctFePP8wOPTmWmamaeZ2+3G6/VK1RfW1fXwertH4HSKmSh6CISyIyIdfw8qkB7JzdTV/gceyGWByxBZAkn7GadjeQq9YA6MsI/hl57/XucIQMy4sui84RN7oRayWL73QpzDzhrGDQ+uI+GVdH7hm3r3YhT2aRG4fFPc9uAnfOb9jvcicPS0kQU+LwQEClF2XZrdbu43Gmig5rPDMIqElom5kaTVw++HlQ50eRQaaWQ3zVF3xzsjeeJ2Jkyr/1/3eMGLg/EeDJXVk8JSnL9aC7XMTNPEPM08PT7y7vmRP373HT/88JaHp4nLU+XLy5XPX14pk3JdvDPk05cbvXdKcT7rou47t0HDET5D8uFHEje1gY4E0MZOMxnFZdmLYdmbqBK2TTz2kIxLGA9OH1CtkOWY1ZS5hESK7kfVA9Kdr/koH3u/d1w8UMTb+Gs/K79T1B+dpi2UqXc9DI7ko2rccx4kqnPc47Dbe4JgH/qYstRJoFb6M/mc/v+RVEzOcWp87TIVjpzruoHg764ryCHp3k0uuB/pAIyYgxCguVE+EkFFKMW7WeeqnCbl4TzxeDnz7vnE2zdnLqeZy2lmW41lMU7TRLeOCtxun1CEdXF0qtNjQG+Nthnrcifn5BjKugjbprReHEA49BHhy6c8ZhybOjA3IgsD8e/DfmcCZlC+jESty8HeyRJrbnuhYrffKRfr4R7izI7hshnY5w6G7y3fkDXcBQBDW5x9okN1srhsXH/zdfDYQELPsxfTEQblHeljRXFUb2DeWWVM7vuhoXOy6G5IDtu2XNPFO2a54MNsg/Z021Dd9lxWvyPtFbYr1l5C3aZ/6/oucvZuWzWQ2xZRv0DRTi3GPJ85n595+3Th+7cTf/5+5sfvJ/Q+ocvMSSfa2llX5afLSlsnpmmitQ3VM119tk52NorFnFHYi3w6e06HC8YZ6bP7R5s6IEPvoHe6mcexJrur3hinRdR9AhfTSIzqC8KGtAB98IyDus6+P616PCdh23WNL8Mk/Oau0fguuD7MwngAEcQT1z4TIU7KKET8TqYufcAh1yk72fGWsXwAXAT/XYLfsrie89zYY5W98yeuPeaSZLL7zij6iYBFcWNQYx86LNJHzn8PdHL2IPb9WlGIgIiJj13AkeyWGNDrFE0TtU5MU+F8Ljw8Kt99N/PjDw/8648P/PH9A/d1ZVln5rOymGF259OnBq1wqxP0lbV4IUW10m1G5E10AqWeCUDkGB7t9yaWHRJeCPYcRPgt0fERExYP65t6qw2/2p9tJnsefD+zuFR3dcTRRwmQzuDAzhg39cd82C9cBqJDVmSNa+ZnTIf3/Ya4DYBByE/Kh+0+kJk5mFzdB/CuhlAY7LE+Iz+S/lwWhsMGJoeUwO5zxsv8XjIWdyk6FnriowYLgecoRVOfFhwA6TZWvvocDWBm9fk2paJafZ5SnZgm5XSZOV8mnp68mP/+3ROPz2cu5xPzPNHuG23Z+DwpswhFKssd6MrrvGINSp3BGiWo/zV8OBHztethB9UpCxMQzgCJuN0f523IxNFWFpKxwbsyA2Ro2/68SZFlkavFPEeTMyq6YMWLdr1dIz6cPQ4tr0g9QXff3NqV3l79y66eq7CFQQcKZGwk/WCPv/H630DH5Anw0ivadg68HokfsWxzaVB8KEfblKITqhNWOjZtnjgZfLO+gNZ7JLPDASkeUHiFiLGIjvzHhz5THBViHemOzVGtqChaOzKttBJDmMXXXCqUGVjUaQJiYQV2Tq3MDEQAm0gOUxfcSQtFK9P8iJ4fOH3/I6fv/sjj//AnHv+HH9C3D8jbC9uHV9afP9NQpl8+YtcJ3aCsQt2E1mR0gDSyzRAQ55Z1ZOZGNxvCRrTnSrQXyaZIc8H1uFZhKujWOHVxo2xenGiT/112JRCoj+S9083vxZ0YDx7TIRPZHTkvGLkRFL379aVjVpBWMW2ovjLalI3gisc7XMxiRtnvRbKhxFuictdQxplQ/t6NgQbCXq44nc8Z+uzvKQtw879JvliZgXeOcOgPrhDrX8PPDSPcrp7Unpyj03nsI7EtwOkzyIujjLcrIu+Q2ZDy4NzoqpyKMsmVUv47XVdeple+sPCRVz5j3Jpw78rW/h3NnP/TqVGumFTsccLKk9+Ddp//cJng/Z/g+Xvshw3eb170fvgMt+ZL8LNBM3dkXxrcG3J9h8gdOXekGboGSlUWTFf66eLOlvisFmufvPAgX5C6YtOPwDPofwb5z9C/h/YesvVvu8P2C/TV92Hr7iDqDPVtrF0oUfuL772+8e/9iqNAJ7AnKM+g5/jv3THxhNMXkCeQk39Wv4PcQF98fzXQnYQyNnCH8h3fgm+OAbuD9xCyGIlFEC0wkreGowqjmCfDqdK9bdV2g8xoB7RdDhOMMlrWCQcwKDiCQ1PCkAiyX2MYIpdPLy7sQZUkr6MfXteJ4lV/kYLOkxvdevZOiHJhKhPz/IZ5vvD48Ibnp0d++O4tf/rjO/71zz/w4w/vYGvQGlV/ZrnD7d6p5YsXf3Ulc21dlB7UPl6Ubp7YbJvz9bcD9VJfIunqieCRsDsM20sEsASCqXcvEAA70M3S+QvanLECsZYGyX+TCQEZLfph8BM9KftQMYmi76AWGAmy2DL3CEmU5e7tfOv14tfWcIhYkOSflih8jML8Ev6mf7b1AuroMROjszCoGYzo+mohs4LZGZEF6uLXWyO4SrRwBuranVqvVp+H1A26Iboh2qJ4GY53zhAwQ4oPX5XeYQ1UKjMqE0WcY73Mr6iZd96oy0XvCzYpnAryLOgznOcbD9J5/3jjh+/vYxaTTQuv5ZVruaL6BbWFsryia4f7KQAGC7Yt2PaKra/Y+pNTMm0LtvXh7xkSOYBHhJOjDXskv/WG2KMHueJJgC6BiO5xVi2dP6XLhFPSvbhtjKSJqnP9mkWbdA9kUXHH3XnY8S4XQHRDx7VnTGasPGOyIlzdt+kLZjnkPXUKiOZQtm+85H0ckAVH9b1iJqg8uCyMgGnB8AJL6zh6K7nbB3qzOqJJHbXbuWFUst3cuOZCA+JJgUhtmVjw6RcPaO3Vn2Forwh0B6LLE6wiGzaKyUEh1COwE8iMSVcLwMo9gpKLf9cTooUyndE6M11gPhnP7y48vz3zpz8+8P13Jx7mmYd55uOXZ3751PjbLx9YV0+S3K8eQJQSQdpAl2XCRHEKs8/AivPqz+4XWSak+vDh4ApyD0rNLDBEME7olE7YwXeuezRpk5we0UPZyhjymDLEMyZnt43S8M7CSFaYI687nSw+OLf2+aDPNhxg0PzvxEAfOQ7C+6a4DeO2xjUzePREcQbgJscAW3dbOAaBeoLYA+pIWpDrtzLa7gHX8677ZbzHbWQitfMnEul0iSTNmAMXwb9EwqYHZak710KGiCJLfK6iVA+2kiJEPNklWqjFkyen+cTlcubN27e8/+49P/7rn/l3//IDj28rD28nPn74zC8/f0TmmS8vC713Ppw80fZSJqz7EGFEWCN5xTgx6x4imSLmHUmWiQ/z9XD8TySCE91vMYNBwg6M4kDOaYjiv2WS1+O2nvMN0kcf+y5YzHTw33sQmkwrub7pwXj8EQErAWQKKtecq5N0S7/5skv8ei8seaE05GLQXyRiMD8973uLWCWTyhHPEFQh5M899rDRLRR2Ycja4boS3P747Jb0ZaSL+4qZoJdc05Q/L3zIMRku3ePc0DfelWOu47R4oUsKVYWpKOe5cjlPvHl65t3bd/z443v+8Ic3PD8Wnh4r19fO64vxy4eVrZ8Re+XlixdGVYTWoa8b1uAmC+uqzipQFJ18RsnrS2NdGq8vr9yvd5Z1Y23dcWERHyZ1pncaZUIURqtOIs9H90Gc0SxkpZ8VVCOhMRg6IPVqom4PhVMJXZDdog5GSopQl43dr4a9gyX13zdeU/HO6ABmSXQ2C+e4RJwj80KCzwaoI5f4FeBhFP3cQnqyM5+toqvTwHQ1nELJE+FqEQ9E3OFMT94R43poA7vD9rP7j3am97MXtafuv2tfsHX1hkvbsH5D2Ch4Z0BJ2W4bNPNcSRFMi8+JKCe0VKbyxFzec6mFp0l4P8EP80apnXqBtimvV+V2F54eN7a1UU44c0B5j5YN0Rc/Gxm/VM8LOTCyIvIOlTNMb0Fn70jqa6iw6IrX4jPB+hJ7sIardsZnczx44aB6XsXaK2IrusUME9wv7jyFPxOziUokoKOwZt1lUzTmQsX6DwCk7DYqu6YdUBfdoiI+4NY2dDsW4/7xywFHmUhkyEr8kn3gexZvk7Ofw7mK+5PqcQYNGxReqc+M0TYyuiz8/aObjLDVcgkdFzEJDeFGtPTG+zImPoZEGahJFNZKPL75fFjrdPECj2oUPIIGhtKRAvV0Yr5ceH5+z/t37/nzjxP/+qfCEsXVLmc+vSrb/YWfLivWZl6nC5hRJu/AadWT9l3P3gEjr+FzZIde2I4B1knvoTLmgAyKR7ejPl8rlg+J9c0iyyGJbgEe6ruOy3V1SrJDITuuZmkHoztaxj7EjEo5ynxca+ytMKiZ5J9I94bP5k0xMbtHdM+D+m8Z6RDN+8mKX1h/i86Zoy+WuQvddlka+prwR0MBWz59ipHr2fxSOdJh7v6BhB22oGAl7jM7Y7OjdXT1qwPCdcKZvyeok3I+zTyeT7x7fuDt8wM/vv8Db98883R5w+X8wLbc2JYbH06f+El/4cQn1pcFXTdeilPqlemMsaH1FvGW57xFJwSNLW7uk+veZbKDW8Ln1YgdGsg4r1Hgi/Pva+77tYeDluaF4ado+MEDxBOgoLZAX+lFkKSxt9XzDa1AguNs9di9O+2xdac8tjjvzviRs/ja0T38zdc/XYTwngNDmoYz5YLTg9vXW/Wia6EYWxPaqshUkDJjZfWqYzj+2V5khIHLIkT6vqPNPoIxE1RmcsCrC1wgcYK+STtOzaQ+7FoCkNDSESqgVbBNKb1GMkRAQwGJtyC6vEfSK1uK1OlMajh903ShnJ6Y337H9Ic/cvnzH3j69++xd0/Ym0f08oLJifpyYzrP9FLRTbxC1oAmNHO6g2zTQyMxpE5d0vvmLntwQEqiJwOpKk38AVXoKk6JNVXUhGnrNDO2QF20yTGgU/dDmANoOtWFftO9VYfuSfrQX65w/CD05g6CakdKVHnNopjk1UjVTA7gCBoT6FC2UGSRoPz2K67d40BIUkekQXwL+rzbRv2CI+YFtuKKTrsr1RywKuJr2Z79Wv3sn6Mf4sB78o/FkZjMf/A1bVf/eY1EwPQK9TNs5giKaULqjOgZUaWoMqtSdUH1J3q5cS0feEV46ZXXLtytsPaJ1t9H2PQTJhtORbHBuUIMRUcMJqf/4vkP2HcT/MtH+PEznG9weUW+KHwOJfbSPWF8uiGtIjwhMqHTFdEV3W4gKyZfvKI9+yAx2cSpBvrPTtNUrr529R3on8H+E9hfvJWrZcIfp15aP7mRLLfgA33yil97Gs4KdgX+i2+Y/CuO5v3FjY95ggt9hHIeZ3xHVCRPfsy9MKer8n3/m19LH/brjEp7jb/57UBWxhlPtEsY7+BHtkPyXwLh7Ag1QiYjAE5E9HAsIAMn0RZgxZFui+XbQ/IdGxjJKD/sB3RW3oc7NDkczfVuBNsHRIHb6yhCaEHKhGoMV9JK0ZmiUwwInqn1gTo/cD498nh55N2bR75//8SP37/nzz/8gG1OY7fcjQ+/3Ph0ulPKmaIGendjqeGCq7hjmbz73QfWjkHUtuIJTzdsOSNid4rdUFoiAY/FhBhOajGs2yKxMrhQwyEXsmBa43rbHrCmXh0dCXt7qH3FoQo7YqkPZEgOKZdEHEdQ+0+97OrOSCQrxGL4mGjk0jTsnDnFVBlKGFoJnzLagYOKRjWczu1GDvXNdn03jD4g2bZ1BLoe84XTq5F4KRekTORcAhGnchJTpIdDbl/3e4hFEWJrgVhzBKhSfXBmXZ02UZ994LZdnZKrrtipIw+KPgnTdOcinefLnfdvfAaEtcrr1Pi53JnLDdUragu63JDNvPurEd0OK7bdnPawfYDtTt8clWJ28iS+BXJEA1UeQ7W8ewGkn1F5ixevbwHQSScw0qfmDrQRg5TtJWxgptZ8AHEn7XY4ajXmcEQusCc6UlK+zh78ykQvJ4RXIGSgXyNIn9KrHh7674qdvnG72T+5Y0lcy04RmGQ36BVhoZvTSrlPtPq+x3nxo7hFwJbJ6j78BouB0wRFgcW1O5lErnFu2rDlvqpBNxVoMxtFweZBrq04aj+RXw3pt0gGP3hwHxSS3vWjiDwCFdSHG2q0XE8nYT4bD88nnt8+8cMPD/zLH888n2ae54m/fVJOs8vJLx8/07dXagVrfs5s6ANv0/dzaH6W5NWfgfdgPpg0ExiOzg/KGrnH3lVMJwz3bUc5JvSaWMX6s6+zBh1Aj6J7JjkTMdf9TJs8eECQ/o+dEIlhoVQv/nCN3939b+2BEUgCjgY0l28Bn//S8S6Y33Pe0kble51uVCLZ6xckQBeJIIxkdCTmfH2Dzmeg3VySQAIxXiLBnYE6/neSdAKh/0WHlGkk6L1pTxwARNJW2PjsaNr1z+KINPRhy34/JXzmGn+bnS2yd0JoZZ68jf/h6Yk3797x/R9/4I//7s88fVd5ej9x/ulCmQrL0vjb40fu95XzPLGtG1UrXRplJHNtfO385seuEo+PvHCQaNk9KWUH+SISACJ5/wsZFeTzWnRk2/BJwMZcDZDjZ0fyIRMPh1gYiXX1wq6yW5BAKprHXxIgDBuJ+Swu/Nbr5PZMYsirRAE05GtfKx16g/GMkEAaGU9DnM9M5uz+SNpaxuyZ+BZ6LGXXKK6nbSKLvKMzNlGLwA4Gy4STIbaEX5Co1fTr4tlwn0oDQa5ypqgPh66qzFPhPE88Pjzy5ukt33/3zI9/fOLtW+HtG+HLZ+PTx47JiU+fT6zL5M3LK5EEM6cqls5dVnQTupzQovjQc7heO9vavQBxvztNXe+BW9Dhx3kRwmUji//D5R1dUpm01Hi+1Dv29e+jMDi66KMT2ILm0/WeI6dFJUAYDn5yloMs3sOgK42uFBn7ePRq/vFLYl7D0G2ZzGLGE5QuTxnHKeI2anQJdxwIE4USS8nzZxdT19O9osvF9drUQaNwTHb9RUFLd11lxXWd0CNu/ozZDbMZayeY3Bcn2CbYLBjHGtirP5N+xjseLiF+mZBOcJZ3enpuslD0gUnfcNbGpRjP08K7aWOSThW43oSPD4VPD3A5NV5Phk6CThNSzoguiKzuA2WHSAnfofuZVXlC5BGZnqBOaBd6r1hzwIuZx4bWX7A1z5vnC0xn98EomG7BfnDD2megUXog1MsJk4luFwZIlkAs00fdNvMdmUw1/J/OPa97yED4SDFw3qSEbydexOkNtiPlzm/Im6bNrCErIf9DTDPG2vg6Me5SZSHWqcdMbO/kjC5UsQSRxHMF77xkV4/Fs4z4aAYuoJ7Tk6Bz9KTzIVYdyPjwUdOpgYhvylhK6wlm7Q6eZQk7EDk+7Ugx6jwznS88PL7h+fktf/je+POPxrp2lqXw+VX5b3+d+PK5cZm/sE0TtZ7prVHKBLahpcQanqI75iV8MQu9tN+37RuPDLBEFKZIi6rAKWxYIwueWY7ytYv1sBq6sYXding9Kb0I8KS43hheRw4xluyI8HjYfao1ckcr+6ww2O1KFM1lH8L+26+gvxudZ+rFTjvsa84GzCKuCs5icwT/FUZ6OYumg7bJ1yg/Q6Mj0GOMX3dSDkeMjL00Wur3mV8MH2PXVd7lOoxOKEnZrxqFCM/rSgGtRqlCrcJpmjifZt48nHj3dOGH57d89+Y73jx+z+P5Ldv6hW174SwTsnb6vfFx/shWC7MKrRS0ntCuruM0p/SCSgVV+pgNUSKPmf7TEIH4WRySbgMQs+9tnrM46xZgnHGRQ5+i5PvzewIsoLfIryEkHZPHjPF3ffUcDt3nIPYWVMbbuD8LQMDOPNL4Fvg3X/90EUK21XVIcVSNjIs7B6frRaOYC9JkzrUlY6gjiOoAQoiBNh8EHA3FtJKtRrlwEx7+R1fCtis0QZA6x6CkSlGl1kKtQq1QqrHVTqmwdWE1pw9impDesFMEhz02RT0ItECpFA1uzuKVwa1UugotlNWsQlWllEKpBbTQqD7P4b7Rbwt2vyH3lXKFcjfK6nMvuh50DobzrnWfidE7dfVOCK8yJlOrURJ90bdA/K1OkVMqVrxt3vNsnU4JgKB5FTn5HqOSay2r6d7yWwIk1HpwpHbdgzoNp498TwZ0oZxUoajX1zX4/obuVhqzP2vVPYf6e1UIaR70lO9dTM0rc+PvdAG5ggayUpt/1XucUS9y0cRR+XLyZIzcoK4ht+/9oFkBNlCviHtHRKBZWoEaMyH6hPQZth/8b7eTzyqQsytruyP2AZE/A/+C1ZVt9nkUm73jFeMmG3c67b7Q+krfPOFi9SUcHTcUljy6pxVqxy7/DS4FLhc4z/DwDE8/wOUDcmkgz9DfwWtDHje43tDpM1RHFSgrJZIzpb6DbaOvC71tmF1c1/S/gS2YXpB6xtoFd0puYH9xBdi/g3ZiDKJH/J7LGzfm9uryMkfywILTbgx8fY7viXqMIEK+wxOmeAGpfvEEId0NtzwCj0FV9jP0v0H/yyF4MJdD8f3wLoHv/bPa9k15syx2DvRAJDIG6jOVvIYj4JXoQRkpqWzTOOzBY1rQgdTKxIGGY/gVH3vq1c6IjEarXRiD0LNJ+eQJNxs/94/0QEzVnSFlQqnelVYLdT576+F08uGCpwtlmpmmC3M9M9WZqnO0QU80q2yteCPEBrdWuJuwoGwUNpnonLAwROmyGZ3WVm/rXzfvgFhXHyLcbvS+Yv3FnShbw4lxo2pjzXMtw7B1RxTuuNY9OE/MTwYDlmiS0HVeFMlANLdIEK3xfjvIE+FY9TDG23AMd/RuOju+oemY/e5L0mi7npQWXR3VPFDSGmdNXH/JgpTgyRfnwzVbozAeLZUbsV7utKs4/c3gicfpVxyFpSMZIOlAhGNEV9iCLCUmlxsac6z2gF2a+Hs1irt0pF097l/CfujdW/mzBb77elkXrCidRldje5hYn5VVJ+7LzP3TndvPPyPyBPLI+nJne7mzva5s1852w+mZVqMtr2xbp91X2nKl3z/Styu2Gr0Jfav4IOq761nzwNH6W4xA1Le4Rzl714d8jj0PHtv06KbNuy7XMtCevvWeXPbOLGGnYbhHIdzCZ4yEa+QjMPP6bDhFzuNcnHLSFqD5MG9zVK1pgSnatteXkKXfFzda6peXkAcPLsw8ce0J/y2ABris2InBm5+DizP5Q8Xku0jslPD/PMBMBJjneTo9hxJnUSw43s1u4aw617InlE447Z7TIXrCO+TYvCvEA8MaZ9S5oiW4+f0aoRskgz9f9/wuUp1nuJ6ZTyfOlxNPjxPPz5U3k/I8K7e7cp6UueiYgQUnP3N2322X4LaJDqwRyEfR3ULmRxSZXMA3EvFvqa+bhF9k+EyM28F/qmBn/53MY719DfM+lhCEEzEYbffRw0+3tNV4J4QXICKwFgn73BhUUoPib8W7s5JPOBXn770OCLfw3wZNQSLacESaF6AZ13e3eA+y9q4G0CwQD10bM5UsbXGcj0yKZwHD0kbkxw+0U6BD09/N+w29Lxk8+73kDAkkObDjfWOvdNhw99E3j1FKoUwFnQt6KuhZKfNEqc55XeRMCZ5xNXGEZiZ/6KOAqlHwKLa6+QowRIqLmKHZAc0oOUA84eAMHkYju6PD7prT6PrfrrGTwQcdgrQXoiLJMmg5QpYyKT8il31ns8Mh6UmMMvYmggT/WRTXHGH7jVjBfLaCRVE9fbUBYEv9OBIksHe5SiREtvE2l4dDpz5GztHLpJwlsjRlNWZHWCbMze2fc8Ev4VKY2+oAQ+WcCOk9CjSJ1I/C4kgYRVwXNLpOwSNhQwSVzfPbuqI6+YDqIkyzMV86l0fj8RkenwsPz4Wtb9zujWluFLmjbA566IXWK603ts3nQllzis1lgzGHx4z7faNtndvrlXXdWJeNbcXpmUTCdQlgmiVdWPpxDtZBDx1foT99v4MbW6aDTBEHXNjpqQxPugY4BBm7MfKGBx0zimTgnxWAD/8sv96gC/nWq1m44pf4Oz9DMuaKBZjDgvHBJmx07hHn2Iuyu58Z8m1T6O44RyVYCYJZQKLbSmwehQ0XJ0fzi0i4n/ewmTf3wyzocy3zHeEDNjyhZH2EL46otShiSMginuTUtOEVa4/Y9sS2rtyXD7wsxqe78eFl5ul0YtbKpMKn68rr8sp9eaWvN+++aN5ZYJE8HTPRto3eFe0nzCa6vAE9IdN3SHlEzu+hnpDtjrQVmT5h/Rb+qoLcndFCPnsuoIddFUVKdA5urq81ipXWHgClt7Pbzmlj5+M3vz/M7YrkvA9Bko4rYwQMtI3fO624y3cCfQZALcE8etp9yN96JUC190A1J+1J6qD4fc4TG51VThGdttKyoyruRIbcOcjDGQDu4z4zVyShz0YcJoS/0Vxu0o6MpGMmVi30rOvaRMV7MrXh8zeLq+XBAKF0OqpGD1R9719ovbNtE2UtLEvnfjc+vy58+Hzj336ZOF8KbZvYmvLhZeG2bKzNQCtSClpASwIbIkGrHZEFkwWRu+tqDerCdvDNEM8xJdAguyJGEVUZNJbZrfuV75HrkeX6OGgS/qCkD3fIUSQAGmJPt1/tq46/tVH4cFBEoNj810O2Avxtt2/Lmgua/23qTuvxCNklkrrS9dcId78qrsdLMuEffyNJxxRMA+lTZY4ou0A01h0Hju223G2HHQr37vOEP9xlv24OcCbod3vEsj07TggZ7bveFBkxtZZKKRO1XpinB87TIw/TI0/zI8/nR9bSWNaN17lynn087DyJE5ckI68fMsZAb/Uz47rJ9n3MHFDEFrtG8HyUZC4g2RHI6+Y6h230VYgzG8CZCNgtn3n8zT3WJuico5Cf+Tpr0Pst/n633Rb0ztbAtgDCZPE+9yH/0/h7mfgHr3+6CMHmCZOubrzL4FDOBVxduVsOQPPiQKJRJINBfP2LNW+FC5nrYj4MCfZCb1IGccIMtN0Q62giCOsZkQktiqoyFWOqRo22mlINLW1wcTUK1rx9up9WT0pt7sD0EIRsiZG++izYusW5meiqNLUw+FBUKVXRqWBaaBSX/duG3Vf6cofbRrka5Q5lM0/gFxtDq6IaA9bp5txgtm0+f2OqDBQJOJ9XDA91hGqHYli9QAkEymZYIGnNfX1UNxTnGrXInPbm+1KSPkYdldFs8vVvcZh1OyCuhB6V6oiAxqHtCF3MuWW1RcuqO+YNxlAYsRjy/XvCKd3Fs34HNsP6ixuuNPhlgZqCr+xDR5ag8zq7/Jh4EkZm6M8+OLW+gp1hfe/KtQlwg/JCtv65sYykUrm6Q7g8+bW2P0CfYavuJJR4ZsuhRv8e+p/p/Mw6faDbibu951U2bvKFuy1sy0LrHetfRnLMleRDGKu7K9J5gVODhys8rNjlAc4nePi/wOMPyMMGD1+Ad7D9K/K6weOCvHxGpoZMC1peKKxUGkql1veYrbT2M70p3d4AYP0vnvjXd5508MgCuIJ+Dj303p+9NxeuLr62emHw14n5LBYzaNGe3Fvoiyff30H7FbMP5J3/Tn8BvYL8DPoR+lvoD8Cjv6d/cOon/ivY/+J7qn+IwAZPRmnFKSj+FEnGz3yz7VXWcL4jSBzosxaF6EAGjGvoCGJE0zBk0jz0XRpzUjdnwOGOnIShlRws27KFLY1tOgHxPiG1wHhbDtD0Dow4C6Y4Ej14DymoeRFCy4yWSp1PlFIp00wpM2U+U+YTdT4zTWdq8eKEqiPyulXWpqwbrJtwb8odvAghlUajMdNHUj4SD2a03uhto20bfdvo20Jvqw89shUbg1GPiQj5ai0TvTVmyiQaIAzkoOpIw6FlJD7cfjqKZNhvjX/0cGCy5VRjULURgUIkmNrmyCWp3hll4l6GtUhiHJNjvy1m+2sPot23cg77fmpY7Y626yA3cd2kN9A7TrPyALY4SkwV0Yr0nRbGDVBHWAJdtrobZNEKXuM+W65l6v8aznZ3OrUq9BKdNnacgUAg8WLGiGmIfvPOJCmwRkdZuUdB0h0/p+YiihCFbo2mjXapbM/CslSW+8z9853bfMdrYBPr653t9RZFCKPdoa2Fbe1syytta2y3G225YvdPWFvoq1MH9q3Qe6fzig9Ge8WdqQe6nQMsbJF4OjkqT+/RZaPhoJZgZmvoZrBW+nGvi6PjvSuAQTfow0d7FJX2gMwRjOz53taicOHJKQt0k3cVRnLdZrfdU3VZbC/54XFevvFqESBJIOB5CF/Hqb+cSq0xOpFsAi4IC5lIMxZGkq8/grzHOwKiiym7ySQ6eCz1wNWfJ/w/697J5gjWBnZHuGP9EbMSaK2KcQO5etHIFrzkeYtAcA7H/YKJA0Ec/R2UYZm0kkx6eSAiMXy0lJlaT5yiCPH4OPHmqfBcC8+T8uXVixBT1ZhJFh1FFj5BdEIMdDiCz5MyTJ5CRbdhL1xMkgopiu5hIyx0kI13HmY6dIkEVhQEopDo+9PDhobPgwCPHqCNgZO2r8XQrYE4liX0aSRvRzJ2ZedOF7wIITjlE+zIwN9+jaJdUuaNjrPQTaOwl8XmI+LwKMt5HdhTjHtnoNvspNeLz6IGoCx9w1zrSASJRoolkISWXPwRjBJOswHBS51JaItOxx6Fr0zMmLV9idP+Zye3FMfoFI8TdFYkCxHTRKnzKEKo+KwmAdTSZ/dEj0WyQ4OqUOPzNiOQo0T6yO+pjSJEFKRM47cS++9z8cSyZd95nZ2EKq5mOfA9ijXk+xa/8gCiZbdq0AzYyl68dFuX9zcCa0tA1LHjoTjFHakHGtiNAS74h68YxMvM6GiJhLLTuNWQ5UwSJy1TonzBE3A5a6GMwNz1USbnstiSCaKUISOTU3nGR1FG3If3Qkv4lkHfk/6g9B6YibANZBfEvLs4bAi38PNirlf4kKobqp0izb/UuyLmGU7nzuXBeHw2Hp6Uy9PEshnzdWWaGkXvvk9dse4Uxa2vbNtCt40taLhkyRtZMGus60prnft1oW1OzbQ1aFY9BS9BhUTYvKBN9i7UIxVHJPNoOC1cQkt0TzTZMWEatL+JuhRI6rR9Bky8VyJJPCiKCP1gOK1W6BEhMKF5H9+2pdJ6+AVBn8cVaEhr7ksFIMmCItCYEJvdJnb/W79PG4X7BPOJRbxfiqvLmkXhj7738ojIxJg1Eh2yotuQDQfDRMKwZyHw4snWMIdGxWTeGxjTd7SDZm9BOSeP/hxq4TdHEWJ7oG9PrOvCsn7k5Q6f78aH1+94nGbmUpmL8uW6cl0/sywv9OUeVF9tp2mlD4YaWaK7bS1gM1rfgz54EaI+IOcfYbog9xXZGlL/Cu0LBPOCyOI5ADVnkxgdCz4jlN6QLWQnOwz6CXqh95OzQ8xrgBBXvuK6lyjwm89pk+bUxm7TNigbzsEfALWccTcS9xEjikbwpnQ9fVPWAKxH8j544feu/JlRqDfcDppTubm+OxQhiN9/VWwlzpu5jNEgOnhFnD7KiweJvBeEAGBI+LX52YOqNjoy0hjGAGd/T5x3ItncF9fNLQBjdvUCP0ZXo6sXy1r7gkijbY9sZWJZO/fF+Py68suXG//2QanzhJknmD++bNxCH3n1Qdlrv9HtoOb5NVnDx/UihINnXTbJ2NqEnAFhtrjvPXRWdmlFsfFAAZS+wR6bZnye/oxfM2kQjbuvXx6GnI1jPnz961dxHZM0wUmfQ9AkDpBI+k/5lTH2twQudWDcZwL3soM37LmMbsY9GZ50hilkoytGhAGajlhGkDFfJ5Hz0rPgF0CP0ZFt+KzaKGBLAqfiGWMukaARF/coeGRBuNDt5LNps4gY/vdO9yhxnw4o11IpdWKqZ58fNz/wMD/wdHrg+fTAoiuLrnyZK6dJOE3CPAt18vlMBzatuI8svgdY+pAzGn6qXSHidT/jDkqRLvtoiK83a/8u0Q8ciBT3e35lzWSXS1jGfxtlpES8a1+xzInlh2auC9cjNIFgxfmKF0GIYjUu8///7ISo3T8hKRxt3ZG47hC5crRVPMFdbVTyzTSKWN5CqCWqKTRP8K3uOvs1xAdfwo5uimFlUgIV1GN4jYh/dtnQ4kWHWn1G8VSgVmOajJWCIqzV6MWgbqhtTn/WZ4/3zKu+RaMKLp7EHxsfYGfrnd4brS1s65Xl9oK8fqb8/At28qnowsT24SPb3z6w/uVvLJ8/cH/9xH29sbYbW79hMexGIqAwvEXcbVg65r65qlH9LhkMFcffqrlyLdWT6+lnY+G0BFc46ghyOmreCmpZSRzFgL11z1c/k6rZhpnXLZEQ9XtHClb8Z55XVTrFg7dqmBVKzPrwtkBDWX8nsABHc5gr2OTXVwWeyWSOI4WD03syNxbJe9zVjUUvXpFC3JljcdoQ7lB+8QRlewFboN19k+XBry9n/775UFiP+HyeAs0r+X4fZ2hnpzYqnlhb9QP3/x9lf7YlR5KraaIfRNTM3OmMIadde6qqrj590/3+b9JXvXqtU31qyD1kDCTd3cxURQQ4FwBE1RkRZLTl8mSQbqamKgLB+OOHvHKjoSirWjBuD4YaWr5xR71cI+h/53tSq3e32CnaUX/C9OqJCK3Qv/Of1qD9D7jeoZ3hY0d+/gAfOvJpRa4vlP6JMhpLubJY43E0ihqn8YqpscoTQwZaNroOVBcYjmgH54hjDIQrVu4eOJULXhB4BL2BXfEixNmNcc0WvJgLQszd0IsfIl7Zg0H8M6JeXOAWXQvhrNvihllW4CNI84RsbVC+gfL/CUMVw6o5MVvlbfg11cKQf0HeEmE0E3p7QsRmgJmKwBXrROJnC/GkiJP94yHtjiDPbokezlkUnTJYyuLHbBVfZt0ikQQTgRAm1A9cBvkyEw17y+Hi+qhenIppeXLjWt6FkX1PXU4s5yeW85l6OlNOC2qF3gsvr4OfPzROy5Wtn2ib0prybz++8tPHG59eVm7bxr0Nehd6d90/hqK9MUajtzs6Gr2v6GiM4XyCOjbnFozg7Q3KBFxH2Xkvdtoh2QPsgXwicNIMCsnxzSEJ4i8PoHwIVLge4klKz9UpRyd6Fn1k7mz+50Enxm8SHTn3/guv+hj/Ec6duh42lVkYmQNtEUyXeMSF2UJNiEuDIz++xdoYZwQv2DsS5BEnVU3vKKip3O3fnZccbKWRtM17thUfOvOA099E54QoNjzRotX3Y3S3GXUAJmgTfAD4z67rlicoC7opeoX2I2wGr+87Hy8bf9sK9aNQbEV45YeXVz6+vvDyOtiunbYqQ5Whg9Gad9lsV0ZraBOnDByXoABb3WaPQKxlTDZeMU0blvomhvVG8taqucMVlGI+ILz4GqoQPFBux2UgFpRrieZMeiY7eSK2XLwgYd31aiLJSgAG1B1RpxII/ZDJMhwg4SBkdd0cyWGZHu9vvMQDGXsTOFr4Hx0r6y73usu9lQy28O+faJoO+uJBevBYW7axWybKPdnu57Vg5YEdGWfsNELRmSIDuGFJoRS+x1x7Ksb7eNY94PUOlrzuFNbYhxzo+Q6RU+gUjYGrg3bf2K4rL5/g5wusy8rLovztg/Djp8Knl0+s941tc12mpp68SXrHz4IALAoLEAnQ/H0J2anum5gjA2chUl6iqJ824h2ZtPOB5/c4b2nbAqkfCKiJtpN76KLNz7oVfH6G4hzlA8y7YWSi97JA5bOzfD89oJ1JBbr7OIek/pdfB/tJJJ6nJslicOyvNHbO/SNQwP8tZ0Jk+CSBIs+hvjnkOPmsU3NLJPM9aWxebJuzJjIQG/Hu/ZP5HfP+hdAHxhwcaJAB7luFH0XroAP0JNtgaGOMlXW9c73d+fThhZ/+9on2urJ9fODjjy98+uHK64c792tnu3f61hmtY2EvRVfQjpmh5lMtnP7GYyjNAj0+N0ZD7x+CKBcRsfDpw9aK3/NeshDKZ2GhysEeisxd3bmas9jmSWufpWFz7zV1qu1d754ktnmtnTopwCkha2nTf/MVFL/ILnOQKGVPNL8pnCVtyvTZJFC6QV9mJc4GTMBTDn21S3gBWdx8iw7NddzlNu4nYqfUB96xGoWgmFuQ6GTLIVeZ6Jkcz4uvl55JyjHm1RyAZjpQ7YzR2NrGum68vtz4+KHGgOnC86fOp4/Ky8vgeuvc187WBlsftN5ovbE174bpyVHdM6Fz9+JEb6gqW3db320wzP04/+kTwGGzez1sIWX3U6YayUTM4R8zkZ5dm/m+AplEOmBBSVTybqNCrvK7f9Ghmn590JH5m4839euvHp8LoAEjiy4a4DVPnE2UeHQOCe4jWDnjYIe4x5wBuef9ArVursetxznJDixhIrp1hJzskuDD1B/IIbRWEhB1xZO+5zivDhrNTiNPEkYMTUf7qxdlq0R85MDGMR6QcaLHmVn7nWWDj9cHlk8nHpbCoHIug7Pc+fnTnb99WPn508bLS+N2M3oTRsfBSDpQWwMYnInHmKdUHqC+g9N7OD0hyxNSHym1IXSoF7Tcdz9VTlh5B+Xm3SRljdi1+I+1SNS7P4EUbHnwXEHPDrZM5GUxIWXT2SeoWRQL1Rq+j4ywxXPmQvy9EHIRnU7gPnZ0PX5V3uRM8qxbgM1cTMOXTR0W4AMTB6C5XYxuFot4OL5NoruZN0njgmT3UQxCR47fEZ/OGBZlp/MIX0MWjEPHQ+j/pFz0Jx1hfl/JuYc5g8FEoolOsLI4iGjZGCL0dkfkxO16R8qJn376iHeZNZ5fgj6Gyo8/b/zwYeXjS+N+N9pmjG7o0LCVaVuYZ2f6QhqUV9k1l4PRp/+in/0wv9fzD4kU132NsMMWG9k5lV2Db8EXvh+zK9RibQlaP1mmnXBQXvogKUZGghffdBbMy88I9rdfu1nxv1rmJ+rUO0SMM+2+O/CuX7AJnNx9KNkfDws6MKFYel4hg6XOG5Bp/xMgEjFZ0Ov5e8phb7IDOjoLE4CDxwKzGy7yDDrBF34OTB0YPtRTpc2MVZWbdq698bzeOd+vyFLptrK2K1u78eF259Ot8bJ1bmOwKXSJWcTaosC/hBsWrEHaI5fR49+zGpw+eRYpxlyDY5Fh9zv3uCcpfSXnVuVQ6ATOTvvnfs+MBYGkwfOcQu6r7fsiXshBa+xvgO5sw0EnGcvkufCim2gW6r/8+t1FiNMQzyVWV6wWxtiR72DVFZTn1gU7DWTxZIZF1UTagpzUuwsYgfwvsBWvsp/U8xrVFe1o4Wos3dGD1Q1lab4gTsUEpXbKqRMjEbgshcsi6NnQiyd/q8BdoT905DxQGdhdYL04TaPvBkvpiDBxMT0SRCCeK1V3rlpfkVZZbs/w8gg/nOijUdYT9b6gL58YH39m+/Aj949/Y339xL3daP1GsyuinaIDUaWaOaB8CaVYT3E/maQYoY98jUdU/ijuJJTlTD2dQrBTgbrjVcQHeEsPIQ4+So1kbQlxI9B4aXOLZrIzCx++FyLV24DNHQErxYeZDg0zIwyLokT1IkCJ+RIatAx1NL7GhTgHe+kGs6ImUL4HuYBdPRHTNneSi0G9MGcCDOLfHz3pxQr85NfswwtbpxziFNXkEZ0PZzeoPkvg4kl+BfgrxosP66JixRNxpmdHhiwDLYNRB1v5kXu588KGmdLGM3cq3c4MPaPle8ecxaBc41t8CKsPZjK7wBjY+Aj2I9hfMHsP44/Q/gHaD9D+3bsz9BvkQ4MffkJ+3pCfV8rzK2X7wDIa53rnbIP3ulG1cxnPqFZe5T2tDJr9AGyontAhjgigOcd6G6DPiFyx87e+lvIt6LfAv+H89iVQB4vPgYgklSfSHj2BwXduFMunMJBhWMvJDXP5wfXq+AbGiZkIWYZ3orABH7xAI8UHXp//kw/FXl94a6xL7GfsN+3Lvp5IJLcW9lRzdKckSnN2HYQ4SqJk9oDXVYgr4MmPacmFnVX8sd9fcAc7Sje/Nx2fQDWl8REoSWkigVhPdBjZWRSIFfOTXeSElBPl9EipJ8ryjXc+1CdqWainJ5ZlYXl470WIy4V6OjGssjXh46eB2sbWXvjw7AWIvhk/fvzE33668uH5yut95bYaWxNaE3qHMYzR7ozRaO0WRYgbOroPC9aN0e5ejNA9GZ6bZBg2HHWUz2kWg6xhd6iSBkc6syPKCmgmOB1tLaW7Dh9Pfq4DmSeTcisSWuEYkDM+kN14J/3H0V/MP1zZTWfmq4HF4klGCbqxYXgBYgRq1Z/EbZAVL5RzgnJmFsqyJXzg9ypbJMwE54999GArqVX0z3hhPZ2MK9DR4FSuI+ON7h0DdnbnwjIpfcPkCnwDsgSjxQlKFiGMsTidhwxPwvdulCJU9aKbXX7AZIPlH6E8YqvPRdr+DepV+PhfGvKtcl4X2q0i6w1ZjQ/9Iz/1jzw/G+sLbM2bNfpo9O2V3hp9fWU0RbeCjgW1B9RC3sZAW5zjAFFo/4SNVwTvmDOrMAoWXXCWNErWvdNEBKtnt7ujhH/oelISHRJdMRq0DhbJNLETYhfvYqkLjLvb/6Bb0bKgUqE3pK940XVF7B0m37lcmSDDAi0UyKlSg1/0y26c8RI6NpJ6mUe2OBd2BzZktgW7DFvqKxda13di8d7wNWIGhCcZTx4Mm+32O5F0s7jgyW6iKEC03fs5fsUHKjtKzAO2HsHUBZNvMGLwtMW5l7AHsxCzpwFVLpFgeh86M4sQndEa233l/lL5+BOcMT4ud5blxk8f4N9/Nj58unG9ejKv6+bocokkTkm9lYAaOywszIG3ciZRapQF+gkf1h3KQ15Aru4Pqcb137uOImZAyA0pF6w+QXQfmQ4PGOhRqBqIvEZR9YRIxewPYBds3DFriHjhaOeqPyGcMK4gN19nC15hqfHdz3ghw2krvthRmK8YejcHUidtwaEG5nGPB8kJAfAkYpm7mN0KMyib6rfEunoglAkXzw2WeIeDikrYCncfZep2m4Gey85E2YXf78GuTNn2/5LDvUEmGrNQYZnMN09mGMO7vXSljRO3+42X1ys///iJUzlxPZ15PZ14eb7z6cONTz/cuL007q+NtjZ629Bx9y7JcUc0+LINRvBpq7leUy3TghoWPqTbTk9ihn4/dAjtMnt8FcpMoPvzjEALeqcI2U9BogpVjJzh588f6FfJe4oh3/n97BCk7CeBaOOfaFKbdYUvhrGls1tL2Qta5vNVcn7R9JOmrshksX+HlUCxz1ckb2dyZUHs0ffegia0bMwCBIS/KPGZTCTH1Uq+z31JsY7J4sAl8a4qM3ObIjVcnEIpS5wO78AsyAT/SQIMMomigxFAj21bud3vfPq0cD4b95twfVl4eek8Pw8+fuy8Xjeu98a2KVsbtL6x9cbaOqpKHxEd2hayfMXo9NHi94IqdO2ojaDXDFCJavhSLdYyko1J7ZJrPWk8hMl5D8zCav51ZtrFY70xl92PdRaiLeLU6YbFus9CJ3kQ8g1QTnF/v2PeTYsbyvsy1w+6DKwYxSIGjU44t4vZN9xct9dHT1zjqdkiXvhVkgPeO0lEXvEuC3YbV9InG96hS6EU9+l8tlh1Vgd5hJrAQp9vhT3iIIHsnL2B/Rwx/YPHIOWEqaHdqQ9rdHIa36DiRQj6hRY2+9ZX5N756XmhlwtDKh975SKNM3denm98/HjzGXKfGter0NZCbz2KEA21G0qB8ojYgnB2P6A+YcsTXL6D83tk+dapFE8dk47WD0i9khRllAtSzQEmcvLf1WdfUZEoeHjuoUbi2JbHkMHsJknf3/15ugQpg3dZSHH5sxb+YnSBChbmY+CzmyKhKIRPiSfyInnneZoAWn7pJZcpDxyThSEDU7OXBFoufhbMO9bQjE0tbKhEQT519PwikEvo0KSETraC7HTLtfH8nce92eWYoMEDOGOCQ7IQQTx39zMxHLnv8zKcIk2tUKQw5IlShdHvGINtu2FWub6+Mkbh306Nl/vCx0+N948NqQ+UcuF6W3m53nl9Gdxvxno3RjO0u360pLuZhUwo1LChp9ATW8SZgb63GqCw6Hy3PD8ea83ONevhDzZEboBTqaZP4Uopuk4k96UcREB239uiSJSo7+gQJHRE0ujK52CIqecs5Ct/VXDK+a8khQ82ywMlmf8051dEp5vPqMli1gkfNr7r1ekbFS88U2wHZFIoGiCPcpQXvEsFyE6PIj4TJLuAzLJvs3jMAgEUUaw4PSGFAL5l/JoP5YwvYXHDTytepOpKNygqrGacTHntnVNrfFhvyG2hc+faqhfuW+fHlysfro3ne+falZsanVPE9AUbFRsOKPaCZQlgHJFvSAAH5NyqBDIRdJjue8EERaTPZK4N3HZlscLPpUnMl5vApt0v8v/W3T5izLmjSSsonjtwF95cJ+jZLZYVvIC9kswbLiN7gUSoHjPMAuZvv353EUJKIHOteMJEJNpevPI7hgucFpz7PzjozLwSNsIgehLAE2ZBkxgHu1Ci7VxKJNOGcTxfWeHyDgijWKOMTgkaqBru4lmUixW0gC7efWHidANjGN0GnDvDKvp4mh1NYubOE5Ewj+S3mFEZ4TSsLs79im6wffqAyoIOY7zcKVulbpVxfWG8fKK9/Mz26QPt+oLeX6DfKK0jY1AtkE0jkowLOGWG+tkeRg4CxZjzcr0tRmK4tHgFz9osTvt5jIApuOay7XlXERvgLbheXfeAJXosnJeW4omcUNyehwuDFIOt92AMihTC/4wO2JgJEg747J6YhvELr4lG8mTZTEpj/ndewe7+RTWMYY8ESlYRk1MzOK2JQZ9k0ljPfrkS91SewtE7+Z/2gnFD5Dsm0VsOg7TF6aAqQTvy0Sm5RqXZ4F47t9J4DY61gbKZenVfAXvBncEW/opzLztXYgTHmCcP23ts+w7uj/C8gN7hXwXpDzjCYoPnB+RDRT69o7y8o9xOLL1zGnee+uBBF/60XFgonLnQ8aLiKoNb92EzHk8VKO/9jC7/HutfgadAk+LJA7m70y7Nf6z5mugffP07ofwyYLuEA5ZKLloMNZI19i4cGvH9LRXnuI61zpcqDgF88IIFD3DK9tFAGbfg1E6O4noIOH7lJYHkkGyXRUKmewQ0GeimwfWffTh1XnuPiiToIFy3y/7ZTIYkN/NsFd+ryBld5Ud3KgrZ7wPCYXbHwBMEQR9Tg4pJFpyu7kKpZ+rySF1OgSha4u8LtT5S6wmRd5ic6GNh24SX64aK0FV4vQ/apvRmfHh+5cOnG59eNq73zn1T2lCadsZY6aPT29UD4v7qHRB6Ra0x7B4IgEADzGcKx2kiSWaUx5HfmnBsZiApkInTHKKJbYd19CTlRETaYRhcOlVEMkZzjSXOFfN9VkvYPHcBTAOlELcd6apIZHw5sDC7sCMfgECJi928zTuVLeI6BpioOiCptsjEhYCj5t1+5Q0lFcd0SGNGjmRwb+CJP7fBQrSil0DXWSQ8dLicig/vs5CzEoNmi4a+zPZ0ewWrc6YVcnWqKwBZKLVRq3Mm26iMV6Fr5X41XrfGxwejnBUZBV7hedt4XRu3JmwiNBNGF7QrZne3T4HCVPFheXTvkDPdmHRfZu5URzHpSP/gRepAbeo5fIZI+o8tEFPulGsGFNFWaxoFKEuHPd3esDXpf5REJvUoJiSdTrhEpUQnWeqRhex2Ej1y4xfcDgWiXqek/vorhiBjF/eQrASiZkSyWkCX3SmdqJYIsg6dkyFYmDl1D3af58w/HkXDGcD6WRa8UOhoaZ8BsyPOYqCn+X5iz1BWktN56jlb/Jl1mTrPz8B+jF2fZAE3ChqcXdYCLTzaoEvn9tpYSuPnxbC2Oa967Xx8Gfz8qfPx08p6X2mrMfqDByoMlB5BaEdYfR1xx3/3ayLIlQwT1G1Ttv+n0gDg4s8vHTgjPEYh0HWXC9+ZHDhoyeMVfjR2jsAu6KqmvTGSOkCsz1rAbq7ynqJQQyQIZBzOQ/weCRv59R5WST7aGWA5XVTSGh0efOYCMyzcz2T8fobNBz0ojgwlrYLtv99XP2FESRtQ5pnfr57zizJZ7YGbSKL1bV5JxOeDwA5TCItLdhZrID69QyHQl0XprdHWjevrK6flzE/nB+iFl+XEu7pwu668PN/46cNHnp9fuV5XtuZF/zEGfThg602pyzTuPvWHzyQa045m8J32KGKGTBbhvph3S0ScM6ODYzgZyXiJ1RXxIkuugkB2o4j5mcwd1DfXYK5aJs79n9IQHboeLAEgc3e+IG1JkSTTniU1mwWIY+9SisRbnsV5Vtzf22d7ZWCK+3KzGyd98x46Kc5YJtRTvsX3xOQgLfm8Zr6MRxoDM7KTxymZApkv5qwABoVz+C6CHJIR/qzCUKEPaG2wro3r68ppufPTgyetLhfh4UG5vTZeX1d+/ukTH59vvLyu3NaN+7qytTut3ZyOSZUxfC81wDgj5nYN7ZiqswgqqPYoho1AeU4pPZy1jPkKmQDJGWIusqeD3YmOMos1TrmV2Lv5ch8qO6umMwb7Pr5B/2rIShTGA/E9udNlR+L+5qtkoSMTROGvFvebLAZ1yjw36U+lTzsQbYcLRmJtfn+NuLRj47Z35VA8ERQJICYSWZjgq/SjZeA0iho6/o5ZAOzKJXyV9NW6r5X0SF4nEOHBfdk5/8QRrzoUeqe3T7BV2t3YRHh9jplueuW+KmdZOXHn9jq4vnSeXwe3TVg3pW+NvjW0DVQN6wV0wfojpieffSWQ1CUWsU0mtf2/FyTm/0nMrzO54p0d8SNhI4z9eeuNGSuEPgMJin7vPnIwUQy0Vl9DGRoATrf3SsyBnEXNacjIuMK7UPD5MIAXDQLkk0WFr7lu6dPIITaeaGOY3PcxoyC7EJwaKG17+E0szOG9wq5XrYQqr4fv4KCT8hzn2cuuyJS31PgH3ZmAMCsh1ye3sckiEFSHFjrNfCil370QAB9jdPfv+nIFhPv6ggKnl0e6XujtE7drp5QHpFzY1ju39cr91rhfV7Z1pW93Rttc1lRBN08E27bbAYOZO0p9MAvaI/JwuQ5LhOhBi5TrJAmuzQRvwYt+qXMGRrAyxEB0kkKUQxf29Gk01k98DSWLWHuMt8+J8H+PsnTsWp1xXM5Bmsnmr74+s9wHn0hmUjtBj9mF4EXRUOjxb8Ys2miNs5u2P78n/pL5H0lPx3WrxxVBMW+uWSVCsFwHOdiO1FdOg+jyL5Z+QbIIuO5R3ZAx0AGjKGNb6UVZ72dqUT69fMSkcT4Z67jyfD/zuCy0NmhN+fjpEz99euXD853n187tprR10NtAh3lB1yS2LfyeuBdJikLD47HsuE37abvudf80WXqOe2hkx7jnqjJHFfCONx3buy206ILa59Ml5VruhUSHA8w8ijHzxP5A+f07eMNzC7H/ksXYL79+dxGiLDEoKzhktbhjVnhBbGNoON/1jC2VRVpU5gsqnkwZpxNFnLNSFQaLK2XuCBXrJ4r4VHEBpOtuMMLREDGKKEWUqncXtUCILBgnUR4oPOGc1nqpLEWRqlRVZHRaUcpQtgpNC9LF47ehWHPH0osQRFVOONHwJptXYMO2QreN8cMFeV25/PjMdnnnTDEdxnaj36+M+wvby4/09cp4+YDpSukbZQwW8wFNrZkXVc6esJCzf7e+mheykicW9eRIjcRROqBd3TFcCpwKVYUlqvR7a7gjIHSGMomauITgujAutiGH9dbiSFmVgpU4/NHa5MPKgleWJZAchRECukSbZAkardlaOlscvyhxcQ8fwzH6I0SLqSe9PwKfcFqeB9AnGO9wVOcKS4eTOxyOGGy4cxKOlp6c1wx/Bmr1BLpUR/OL7Uj6cgLeOa1TwQ2LVbioD40uL2h5ZvRvGO0b1tp5tY1PZeNnXX1vZXA3b4tW88G8JobV5sq1bq4w+t0NZTpd/T/5991icJY2eHlBrgX+9T1SO5QVuZ/hekauD5TnJ5b1hVMTHtsL320r76Xwz6dHH1GswmZKX65cDV66tyo2A7OKlD/6oPPzvyDlI9a/A33cdZhFUktueDHh5P+mJ7B/dKRwO4F8gvL/BVmjS8VitsyYDiIayRb7DngE+dn3SWLCjzzhTk/QVejqVFjyBOWPXmC4eBETrdCe4f7fXFGfznu+7gviJsnDGGgzL7QpphuTK1bAOyVcxifNksJEw824PI0+8xx5ki/PVQadEoVpP/dx4nBnmHAqOZw5PxeWVBPmBVl/b4ESRb+lIJwockbKA3V5R1ku1PN756A+f+sDqc8X74Q4PXE6nSjlPXBiy1nin+683O+cPm3U5UbflLYpr/cPvLw+c7vfeH7pbFvn3jZG39jGK6N32npl9EZfP6La6OPVg1XdnDbAvEPIZuEpjVUm0iI484wL0yma7ZhpFH3f3Dg2JpoQgjNXEFnCDIcMZYvprOq6wyMayajgbU2H3fWe76n7quk8pyPk9yJiUI80LL/+UnU6pmLv/BmWaHPUGzKGI94NOIvrdB3sFXugFKSemFz8Iq6/xkD6cIci/BeNwFzkilhFmrdIlii4aF18PUug+ZcBi3mXhXoQ5kFzweo74BwoC9ebBYHx4OukGyYNs49Bb+ic65SrB+lyAk6UZaPWATyiA/pHYXupvP7Din7f4dvB/Q8VropsnfvtxvV142Wt3MrCajGYug9Urz7zYZgj3eSGMqA5tZvZfSJOfO/SrrjDtCfmNsReEd4h9hCObkFshRG8zainyqxgRFHBLOwTmD36mTxSiphhZcReFEwqVTff05IJ3wwQnLvYrDoqq1RscY7nkklpW3CoxaPLo6aj+tsvK7cQhid/9ujASd56sgtkOqQjnqHgw6KTMz0DrAHaPLHBs187WqmzK8aT7SOCjkryw2t0XVjQNbnndgJGyM4zZncvQCEx2HzE+p7jDDo63orbc5kxm59pw6kBhW+icO4IP7UV0UbbfKbK84eVvgrtCh8uQNDtXLc7L+ud27Xx+rJ5S3/7hjG6F1HB958G9hoBRIA5MmEfL09cZPHdi/dSbthMDj9g9hTrteFDud8j1rzzSIZ3XEoMF80iX6C67bB+Yq9MajFKKPHu59eaFy5LDqU3Movo/Obfhr84Yk//FfeZVjAP4iyK+l8PY7MtPwAIATgQMiBnxvz+igLbIWG404Rmob8GsjyLCyvJsyxxhiVD5tTn+b8MqOY3+3emPXGc/wmx6rEFY96KRrAtQZ1YcFMd/0qCAhy+40UoVRyUNJQug/W+IiZ8+vkjYzX0Bs8/rDyUwqVU1nXjfl95fn3hxw8fuN5fWO+Dbeu0Nryob41hxmBxFlLcBiE5V8/9ktxasVwDP9MaNE2O6jy5PFiWGHIFD4V/3HbsyQDwJFH18zW7JczlxGJWX+ZzIsnladIoUBwCas29kOHfLakvI/7SHjmgwpcETnKA87x15zG3GIReZHNdJuUQS2anWg90cvVzMwunrvtEdt/E7cctYh2XGEf+wk7bkQCbiCkk5jDFc0nsi/t0GQN5cs9iKKWEZDnVbvwIFHsIGotKUrcZ6iAyLfTun7zfO8jKxw9XRq+0oXx66SzLxul0Zb3dWW9Xnp9f+ennF67XG8+vd9btxnp/pvWVbbuhZozhvs4wn8Wn9PA5NkyVHjOeRnbjDO+EOCI296BByGTcDinRSFR40htw0BwDdIttT2qYGslo7/q1UCB2SJLP5HrQWTkrZ/4uknfiCWzXaY9+jxaFvN+TDqnux9vwTj9JWrwyoAb9oAz3y1XcdtXQ/QzEGj4HKRO0GnRnxH2dMX3vcdF2xVBqKVCLr5EJDo7rM0aA7/GOtkzudSg3nJYibK2u3hlR3oUPYIg5nY0ntgqeKL74mssT2d0kWYiz6lSrbLT1GUO5L48wzpi95/Xlwstz5/LuI4u8ssgr/X5huz+w3pXXW2G9N+63V9dra4siRMy8au8xTlitPh+0dH8W4W3CX05uB+TRZz/Udz4fdAxMXkBeoLwAdy+EmkWH8gbLc7gwOZA1chnn2IMRoI7x6HpBveuyqIN0hozQmRXlzBwoT87uwamfBAf0aIFWIoZzAAblFifj6wk6Qm+aBOXw7IA3l0Na2MRlTxpi+KySq/sNdgEeKFz8dyVpMoM6cs4rc7tt4l0w+zkecSvRWWrv8aDaAYQmm+9TzK3I8wrBCGCnAFoZObMOHZF0dV2qFr5iugFldV99M0oZSHmmjw0rla2tdP2W8+sjn84rp9NHCheKnJ2idQzadme9vtDboN02xlixbj7vYdz9POh9j60Ur6haFkHD7zAJX7X7+QjQxw6YDPvHxj5bw3OGnit99M9wwufevEaMGno+i4cS+RUiP0LMP530Wl5stzjTGet7N+sFmyDb9J0k7hfP0xHn5quvmeTx/4VKyQ59B1Qp2QEjwVfv/lsAUTmxd1tmIVSw6NaRoDTLIcs79fDFnzF1pbj/aHZ2my5xfzmPIp3IAJlKgA2SxlYma0QNv8fjLANUG0UlUgWF3jwXsa0+x+f1RejjTr10XtuJuz7zdH3gUh85yYXRlN6U6+uNl5crzy8rP3/o3G+d+3XQ7gMNukIdoCrRGVHifpICeUy/xNcQBO/YUWImiy3h0zeKON2Spj8T9EkWQG0bUUyImWVO0xa+iblkcshZeNcODi7MDsxpq0lHjhyKbWpOTR8z1FxO2vS1sdxPw+ec/L5o4Xe9VLofzUTdVV8wnYj5cGGLBDK9UmxhRMLHjUoEXoMYthENiZdA52FQnevZ5U13F8bwokRQJNj8n0wBq3QWgaUoS4Idkq7tZNSo4ld8YKpVoWpDt+JDhhGsZ0JIvQAxojJVnJJh5OFqjmascqWsTvPE5cro7o+M7c643xnbK319RZvPgbBIgjk20Ns1u6jvdVB5eLcAoN51IuGAZfJNScFLJy8VpoYijbbOEmsUe1CkeDLIDBlOlYVGBa3EEL4IsGZRWNzhKxN8kVU3ZajNoSmZQsVsFjFUPcBIgylD4ppfDiwAKH8KJZMbGc5ROFB+TlzRIg8+DHXAjtIf8dnuTqAtoN+xBxniSWspLq8Qzr16+3uB3TAv7HzyB4NVXcl6u5lgdmaUR1qBe7lypfGsQkU5yWBT9WHoGk63DYQPcdCHf8eIqvrmCtOpGQTuL/5M2mBTsHewZWGgQGvI9ky5d+odlu3OZVPe9cofyjd8K8I/6JmqHkxdzbjYQlMo+oTYgpSrzx2ZibFvfL3KYxiwO5MeaxrgqM7rHUfcXtkr7w3skWxL9WTpAzvyQCfiwZOUGnt2Blbfj+TCtvi71uA1XUH+3a9dTn6dvrmDwcqx1R499G7/2usXvwqUUUbUmXjJ92UAGcW4/SL59/1cHtH4SDof+btU+Hm9uPz8//3G3K1J8oIMduP6Ey0bZ6Is7ixWH6Qs9YzUC6U+eFfE4vRMdXmgLJVSLjgljbdUDnM9sPbGYLB1H3Lcoghxu9+43u+Ontsabev01rzo0O6M7nQnYzRsmAcaI1phVYM6QHYDh8uC+8XHJNG+NC4yiaIzd2oOwe2szrNvzecGUPI75iJHYib2y46JAQGnb9Aw3p/JiejhHw9tsRmUfullSRcQNCElkrtBCWLpzAfibadVapFEj/UjZUYwzSRd2WUKDrLvZ3VyOII7thrdhenE5TPgCVVPHD7gXOOeKC+AWKeM4OSvnpglaJgYK0JFuga48BQ23IO2Ig9IcbmTUpHiyWa9LYwPlf5dYaMgTwX5i9H/dmJ8eHI5wjAqaov/zFbqEe3W3mUzgkLC5yz4Gu2OrxfNvag7cDT/iGeOgrWFH20e4E2nkbDDU4cxkXv5z17chn2QmjAHRyZythx4gwOl58WQGgmvEZJ9QHxLYJwk6DmYadevyFskSi2pPfZ2ck/aZLu9O8DZBmy6o6wsKOUkEVeTjzUCV994jHvIVurAlPerfwcv4TDnzTmF06THsUT6hs5UL67ONmLLgE6iAAMmPtDSA17Z/SCJ4ZR2xrRievYSS/f2+nX1FlhRo2+xt1a498Z129hWo22V3nLA+R2zl0i0eQCIfTsTX7PTKoo27nslACOLJblmnuBJGgKbyKcB9uprJHfXSZOCLRJ04ZxNFHEGJDzgQWnok/yZCSZCYPduLVd3ZyQDR8kOxEe8++LB/asoPNobyprfkrdA5qW8JoI+AxV0N60h5fm+1OmZpLWjhCfazfYy77S2lgGzJyPncOD56UhyJ8Xp1J37u8rhfsC8eHGgeZE33xqBmghZmPM0voX9LDRtMGBrnSLd+aytUqzSt8G5VC5Sg79/5fX2yuvthft6ZWsrrTe6Drpa6Lvdl55F+jn/yFcipkWQJ3D3QUYEun7v+1w4mz+WscSUjhLvXvJKEMl9LG1jvFsgOc/zen4vsesxyyj1TNpOmT/EfdVdZ04F+yVZk8MPu4xnYWuuQ+y37Xsoh3s9VMSmJMwkSaCNw9S6Cp9rd7jGTCpF4nz+LtbcHRzXv7Lr0uwQtqTZBfeVAq3oclvDtwuKzpG0DR4bqgpDvROi1M7t5j6w1UJTodZOXVbafWW73bler7xeV+73lbWtbH2ljU4fnWHD5x7qCNva0gKRnfnZzWIBOPNnK9MFNhz9L0XeMLhNirDQtRMxPeU3/Zrdr86CxdTtoddsdtHEDUh+vr4959NXLPsGxjWnPjTxRP/X7Gl+Xdbgqsb3mqsBYq/Ecx5+9Mrbe0hZC1owm8Noe9j21QEK1ddCoxiVnQ85xDwTnpOGOe14Fp3JLlAL36KDvvpxVYFEyiNhL3M9QcppB2MhU0alV1BB70ZXYzv1OKI3WlvQUWlboZaVRRp9M/pd2TZhvYvb1C6MVrCxYMMcB6EFDQCNLQHKyLh7JqvjLM88x/5nFheFBMg5Fzt6QmwEhXKhyJmJLEfwWBHMVrLLzgs+YS/KCLvrw9ItUczqfkoRiyRvFDhFduFQz7GIxt4Lkfs4u5QlhdIXX9k9mzJ7KKbLocMmBrRnUdzl40zmLubcsKyuZ7e9WQDg7HDmUk6nsjvI/y4juz3POG63BfOwWFCLZbeA8nb9g/42bbfZxXc5Ka6Gn83RfVBu3+6YFUqp0a11obUTHjEUp/cajd432nZj9OEzbMaG9huqd3REJ4RuTIDS9NlyXhLHQx7rkOvuYCLXSb72kmBfya7Ut2d038sEYSTqP+PFtFIHuz3jwrf+xt5FeOg+Pui63fbUuFLquWMH1m+9TlO/+/Xy3GmITers6Go42NnU20cQnky7N0Vu+oLMT0bcPuUnPJHsIs5YY7ptMi847Shjl0ENXzABYcXPTc5OQj2PbUOcXl9Bhw9tH5sXw9ab5whfn++M0SkI29o4V+VUB711Ru/cryvXV6dtvd3vbGujbXd6G4zRPS4NWk61HiDwg4zBjElt+uzpL8nu22eRwg7mEglbmxfCbWT4pO5Cx29DZjw2kfn3/YMRS0wGmtjnpJe23XbvPs0hdxKfyX2LzX8jC7/1+t1FiFYj+bj5hpYLSDUfAqlGVx+OJtVb20pfKL06083AwYJlYMP8XA6h9AqnAk+h7DQQFd1REIsYRbxYgQItHLhTw4qiVilU0AUZC4so59I5L8rlrJSTUk5GPysPj4O1G8s2WM+KnTuldW4nQe8n2JzPznpFhlH7BsOQ5kPWOAsqSuOEilDuXkk7Pf9I5SP6eKJdTnuctDZ0XdGxMcYNI6ghIgGnKjRRVJTusFTKEC98RHXW2gM+gfyMlIIu4Mi4hknzOr7hCWRdPBGrgSwp1Qv6ReL3XoCo1dGtJTjyenMEfn2wjBURmKw3fpjFOzwUtAysaDioigyh9EjkB3VIMQ9AlOQtNUfVblEdn8NRvySZ/0sI/C0OwhM+6yGGaF7w7ysPUL7xQ6NAueMDqM8wLo7sPXWn7tH/gA8p/iGudXIE8cPZH3h78TWUmy9E/RPwiHFB7BwFAsFaQ9SViaOnTyhnxvk9/fI9t7rxsf7IgxT+rZ24FOPdWHm1LLyfwR4RGvT/CbUjlz842qGdPPFSK7QF7HtYLlD+FdZPyMnctjz/I3Ly1lrRisidIp8o7ZHlfufSOu/vnT/Kwn9a/o4/GvwfHWTceeFnPmH8S3tP0zPLMOrYfPC7eNXfddffY/wHL+KIgv4Neg6cznbSUzzUMzvlVSrTJxj/7E5djdbe8p0n4pvsTjENTg3KAhp0Vz3QwvUMfOMk8Lr6kPB+8e/T/wH2BOUP0J9h/ddQng+Ao5IxC5k5REKfvabZ13TAG4lqSzolycArgkKZgUZh0hoEWj6TLNPJIN6HMQcWRsBkki2NfiYmfUD2G1oYqertmH6vHlgUlBiiQ3YmSanIcvEgYjkh9UxZnpx66fQddbmwnL/1gdQP71hq9XkRUjF7RHWhmTHU2NYOW0fbhg5lW70IsfZn1u0TrTXW+53RB9vd5z5s2zPaB23tPgB2c6qvkcnhHoU+FZfzNMd6MLSEnkvUUUb/1Kg1pNMShlBqGOpwtqqvzj5nI527oIOLzhYrZ19TJQJi5h46grtP5yu+0O9b1M9Kxr4QZ8ZwmpovG14JPSITteBD5yyQ8c4x61RtohqcmOZ21BTs5EiuarCEPW01chVezBR1ufQ5NwNOYbdRRE4oD2A1atKGlFDw2XFkXvi1SI44qvOE0N3ht0Zpq3eCnWLo8Cj+/M11Uqkug1y+A1soLBSrlBID0s9CLVCqU/bpxwt9XVj/KNS/F+RPHfm7wdYf6P/Pe4ZuqFwZVAYXBi34Nw3rG9p9kKtao3P1wHzUOE417JC303sn1TmC8nUWGJCGlkYxg6GIXRB7dJqFEYm/mrrfg0qrwdNaDoGnCaX4MEPLAkd0MuRa26iOjrEedmdBi8uQ6UYphTJBC57g0eJJiJKJ+K92FIJpJMWiNdyysBAJcrEHD/jFUDHEbmAvII+YPXqyp3hA6bIRxRJOXiAOmgEP1j+RwQh4AkpQrP/kerLcPSiVJ5wm6YwX5OM8Wyfp7xz9tCDjMOtHFuDiCbvhiQMpPohZytmDC1WQhpRX94t4h0lhtAtWCs0KWgQbjbUOrouyLOpFDROabmzjzhgnWntg9ELfnF5Mo4vEi9wPmPl8F+MFR699wmdtJJItwSKZcKh4Yn/F2CJIaMDZ5dE2zJ59TUv3Z5Vv3T6od49M9SJtBiO+v98BhtrPcS+R1LJzyModNCkDMvDQWJ9LXDO7CXKoZSS2is/Zkexg/MJLLd8bQcpM+NTQ2Rsig2I5F6RwgBuR85AyuR835ueXKHTq7kNGCijq/Q5akbnersOTwibDXxOBIoh5Ot7/zAB373EISKuvSyLVJ2d/FHUDQa/m99Uj6SQdup2o9wu9C6bPrNeV67PTMp3kxCIn+thoY+W+3Xm9v9Daxu3+wjY21tZ9/o0+BOWNd9FIJKeysJhJrpJDD2NFLRJMTh8YEewcZhrJtgzgJctXezJLpLAcqMzcs8+EV1C5zMRYdIwEmtM7xwciJ3JmUlLB+ZBww2k5oFgkCeQMDKS0mbT/0suRf/EYmbTHAn3u8xbeJC5ir/dA2gN1CR+EyVlGJGYD+RmFHEevX/Z7M0hqEcT1qCWfPO3wnkzoZoE5C44aut9Rvkrx0F4T9If7ddXPVAnKQBHvLHavBtdpQ7jeO23cUX3menOu6vNji3ECRl8b/b6xbivX+5Vtu3G9PdP7lVvzeLWNFRud3m+YeZe0r9XF7V3QWng3K7PIMAc84/5zkTpBJUM9yTJ9tOhIzOLxBOHEkMuZNM1YMgsFSeP5JnkXgaoS5z6Tf/GZmfBKPz79q1x/LwTvHdG//ZIAQmjkEEt13nhRjVEVNdCn1eclqiJdUYtO01Ji3pQDhSzQrt6RcHeZqZnsifuWETNFRiSnXL5MYj1jtqYEXZ7wSrHVv4+OlgsqD975MH5EtMTMR7el3l0S8lYUKQUpj0jJDg71YoYqZfiw9IExqnG1jfWhcb99YCkr18uF5XSi1JWyrOjmZmuMM7090Dbjfq9oK4y2uHpfDbQwRlBCUX3emJ1xEEwAcMiZVjGUWwcSP8524IOovRPEmQ6sCdhGiVkrVt+7/XDljukLYgOGz1TjFPJjLWR1dZmT4vdiC6j719WGuyQ145gs6nhM7Oa/oKPuyUGpwDsvJvJu1zW/8TK9H+QcPLatB6xU0HpK6BpOYROyGJpFq7I354vnjSb9Sw6wTtEXYadOgx20kL5sdthl/Mp+Dt8cn8gDmGC2uOymHQh/Al3D9GyYwzX9+zVmA43iidy1UvrA9CNludPbRjk9sJyeHFxnK8WSZuk+i6g5/0uHMppiuqL91f/UawCXiCKEy9gOdHBw9E4LF/ZgIuzXiPc2HPj6iAM3R9jbgbCFv5HzPwIIVIJas/i+uQ4VJOmZytFO4HsZdtubv/bSvWUhYNL8lJCRc+zZ6vdi94Mc/Ya88S4FL/avYdPeE766g75lUgR5V0smxC3yFkKJRKLLvoR91UMhw3V3gJ4YofstzEH6iwEAnvY3ihPTBgTrTgKWs9tXFJ/HUybjCHb2fFl/QE3Q7nI9toaVwVYujE0otXnBtG2cLsLrpzvny4nldKcuj0473TfaurHeN7Z75/6y0dfG9nr1MV4d7xzT5rPB2FAGWnQCHCy697wQ5rrWc06e7yF/r323nZHkT4YM04JGPkXSz6ifgYUS8Gk5mytsbnHNZdFx5rP6KjIWB6FZdjamPY1jUAqTYSKrTBZAzvDVTdpXpM1fv7sIMdECUn0dQgi92hyt0GI+S0ANLFCmMiLg8GcoWihaHHA+eaUWmG33hrXgYEseskRSFyIMCRoiolXJcGEfBl2SSpBFYVGjilGD0n8snqxee0U34UEHxQrtPNzEdfF7Ga6gLdD77mRqUDZpJDyKV8KlUXoDWeLsCtpc+Zk1hrZILDjCMoeI2eS3n1Ele6Aah1hcIXknRiAoDZKKyQfOVOQchzMOu43haFOr0yk2jSSq+gF3J8qfS4Bsz87FFgolnPySgNqS5sZbgorsSA2JLosy/X3/Ll+TXFP4Wos1AOocgFhy6SgeWOPPPE7AxRPXkuiSVJzG5PpTnKZJ3wHv/CFKtjeFccnZI1Ij9rrEQX/w75gO0A1vpzx5xds21zSxNype5+x6Y+UnruWBl/ItTRosjbv6/A8PmMNpKOH09Kw8RhvotmKjwflHKC9I2+K5V58f0T84bUoaHtw5rL2ztBuXPnjaNr4tlb8Y/BHjj+Z81qu8ozLAruGEj0BxnAN9E86XtECCREKDWyQuhu+FuNPjnR0V5MY86Db8XEvzRLkaPrD6Fsbie1/v+t7/XaLThY2dKxycygUvLmnzotNycW7PKu5wjhc3ZJItn44y9fsrOHXJF2QtFKfnTFKhhjzMQCDOxUz6uRM2hwiZf9ZpegIZPJFZn38X8352dEAEUhNOnZHdvr/5fWCzOLLfbNypHP4s4sai1qDi8B8pixcpvJKHxdBZdwKFPsxzjt1RCKN1dDjtUtsGrW1sbaO3zfk2+/BOiLFFB8SILgg3wBazb94C0BILkCmkcPAsXavQWenc7h/0bbDD8090+9v0/1sQj+vGHYGRyAKN3+5JifmZSMy8uehM3PnFd87edOIPSLffeM0kyDTY2bYaej/buYmzme20HDrL8vdHmElQVWVHoRcoHwLFflyvQGIEBysCVocHnYYX/c1nOs37wRN2rmfOmHlRXhDQLRIQ3vW0O1VxXiLBhBQP2MrF9V6tSBUvppQ+7afdK/pSkXcn5BGsmtMktxO2vQO8YGMM6ObsQCphE6MzS8osoJsSMz0SEdGgrH6WSsyQSCdtImvCSWQ4eAJHh3rgP9LbjsRnyKzaLD5KDJF0LlRPqMkcHmi7bJXsYMljn4ie6vo++YTV99bXKVCkkuL5FWM6uVYzWZgIo5D/4F+3ydmfZ627Ey/EeZE9cCCoEjJAmXRhY8q1y+wl5OCYTLSwFxlY7UdsLxxmcBLBYPz4+7JQriQ/rYVci6S/JruOsOwiO2EskSwGGUENYz4rLH3cZtB0QcfCGNU7cKyTdCkWe7/rfIsCZNjNuD+b9x7gi0BJ+r0GnQFeMNn5haNY5PBQ9+nmPhHrnZ/7fKNzzR98z+Uh/PA893iRLAvd046EPSeRjaELLWw57H/mvIcvvva5O65zvaiQJeZyMAT77wm1JvMM7ii37KLYO3h2OYYj2moOXk7lP3VtJh7j0RLpmc8sgk2bm89f5qoSKzvV/PxeTwQKHtNoqWhQpI3oam3D6Ve2zZMrqp2+rGyyUDkxtDN6Y+0r67Z5cDs6fQxG+s8m5Cw1TzYucb8l7GQmTtJaZoJiBzf4b2OvM8lw6Nqzw97P7gV2G5zrM2dEHH2lWJg5vylsY9pysdz/sL3iyeV9fzncn//b56b3118J6sjnyS7RY5Ka/c95ZnYZmro4iwfz2bJwk9dYokOnMkEi7GdpdwTDNzx0RcoUnOyQ8uuKGlY8ASHWPdkgNQoTkFQS2RWRnZuuJlPngMYadzUY5sOl2Rhlo1t0GwqM1umr0lpn3TZa22hji4HWMcdEAxkcPtuk9wiVYEQ34ERX5ySSOOFFKFYz94RIR8J32X0+p6gxczS3JQ996OukVyN8NKdDS39tt8+7zkuH+mDD5tanX3fw1Tjsb759Jv5/+2Xp980E2eJ2I/MQyb8vkJzfaZfAaYYoko8ZOi/uQYGiERvazhyRz2Kbn2cNnZWd/GYu9xk3pS2WKDQmOj5nSRzkaQ5yB0fVi1Mc7oArpynVEVTKEkU8FSiF0cE2cdequG+kQ5DFAYrWFN3UwZhN6V1iLmKAaoaFvIXvlvcZQ83NNkRXGNWpiot4glcV9BXT5/nj7w/wggXqmZhXSHTzKOyFxvQdioN2hPgzC1WGSACDpq7ItYrEf1BE2bTP+3YJ+RXpS4bsSRQH7CjHv/GKzsOjntz36qjpIwFLdkITNrO6TMrC7Hw7nosZj6Yei7U5FmPfnDeL9Tjw/8/Ywv/bogtp2uKZBLIo7Ma5D5sybbgY7odEd5CGnilg6nRwo23hShbK6NgwSh0UtkhEr5je8Q4ul9vRnT5Ox8C0BVc/+8+bOYS5j2k7gpXFZKLrd+qPoy+Sfuw42AvIGQ9i2V2R702f5zhb5rAHsxs99dlGFuNSJ77RVQaZs3MZ223p3qlwtIe/8ZodMrD7XWWX5QT9pT+Qsh15ir1jOmVF/P1CxEPCDiyINZDP5ex4gCRE1A415wDFcrxe6LNZ6J7TsdJoRWolAIhRoDYtjqHtI4hIfH3b6oWzUgQdfu7bpiynQl18LtIYnbZ12t1Bl9vaGFunb4r2GIbeD/ZUzX/M40n3k972jYCEHrR9PZKeZm617//UJ0QcLha5yD1HMZt35o7EWglM0KwcMich+2YBvp9+Y8jD/NxuN3LtbReSuYdftqb++n9RhPBOCAmhEj17AqY9ei61bEgZFFWkKcaFzgPIlSJX0ELdCtUWql6cF19vmC4+l6AYctqcp3a9xyIPb2yS6FKogf7jHE6yI0fOOlh6w1bDTJBzoS7CQzMeencl9mDclkJZKidzrq7TakhtrCfDrgv9JGyFBJD5jNto3cmBnbp2Z6QZweF5MqzCsgq1g3avfI+hjG4YDZUNU1eGYkFhpgqtE3kQEKGewG/2ETOhFN90q5sXH2p3AetgY2GIc9TLpbCcxZPpQ7Gu2L1DqdTlgjdoL0BnMIIx6wLVfPAZOvWCsoSA+VqfugU/syPKRgUVwXFOFa2O0q11OKo1lJYNc6adgRcj1QecyVKQx2gt/tKr/xVvJ/zfgAvYv7sMjvegJ+C9J7LMkQFOzxMJbMOT3bqBfQ/2H/z98r0nYuWDK/EeTtsaRrde/CAvQSE0/oAH3T/79S0Q9ad/APkWxkesbdilwUkZZUOsc9MfqO3/oi5/4XL+LzyUxv3xSmtKayPmcDy6L1q/dwVwDZoJ+Tv/7tf/AVzh8m+wNLj+Z7DvnNOyfkTkmeTHFE4U/QtV/54TGw+sfDMG/6E1/qku/O+nR/5QBv9luXKTM8/y97zIHdP/kzHu2Hhyh3Z571pj/AB2heWjJ//bszuAEoOiJaiXyhPehfIetu+hvMDpB7zYEEUWeXXD2xY3uPo331f5M8gjnJcodHhXB3YDDfS2AMu/etHFHqKz5RHkG6gb1E++x+2TX2v5s99v/REv2DSXHfkT0+D92itmA0gmyrIFaA7iTh2YRjmSQFM3Vl8/NFBaSSfhH5YZkOIFGWE6MsmpOOOfbIueRvghnMh0DNOxS2SXG6U9vZghmXdFlFqReobl7F0ly9k7JZaLr6M4cmaY0GygZjGuw4J3f6G1ldE3ervT20rvr7T2yuh3+vpCH0rbvAixNUeXjM0dvzHaboDDL3IqJvjcsZ0IFANPGLregY6JQ6o8AI7kiIVpDaTORN7mYmZnS6DIiQDQki5n0h0lHYgj2PY8aHE0ANH2nI6/JD1NGvB0/ARHd3/Z0Zuc0jM4CYfEzn75U3Ff796R3rD6gNUzPivlFaewOTsSVwNRJIp3boT81bg//d6fz7J9+BNYR6Wh4skJCsjSoDTvVhs1kgZ377SokRAYgWqVJ5CNUXyQaxnPIO+gfu/Bn/o92CiRlPNiuCyCLAXqE9R3lNOj24Plb1Bfo6C8YJ8W9K8PyF8ekMsD4/TK+PYFfTnD7YTZC7b8DdtW7K6uVrRGZ/4DphUrbp+z0O/dCgXGBnpFlg5lQWq003d/7p3fNZC5xeXNRkdxhJWNBlYRffRjmjNIkqoyOpO0Bi3NdsO0I6eK1Eg0U/x55+BAg3ZH2h1HPT16G/8oCIOiG5b80eaIHqcSZMaRv/kKvm0mbZQXqFzPKdjVz1Um18zPv9gdkbs/P4LxAPaAsCFyw5FjWxy5cGRlm06vsYD+KQpDxdfWbuEwP4I9MSnWMggOqgNHX60YZ0we2QEBHeGVRJl58idmDcQAQQ9inSLUu0ZKvO8JtUt01AxGDL4uWdwTn5PR7cSwR5epcXK9M244gr9EaJgBaxQLrHvyyD7gwwfxPdY/+rrFIAFP/ig2DNMzUj9AeYk1vuD8t2eE1dcp5o+4LIPTS76GbdjRcROxT0H4nkSQeUt7OGLjxRGfCw60KcWpxGxD9Nk/byfmgHbJgkeJ7644veKX0ZuODLRIvEXnCiWQ/In08oSxBAAGW+JPIwtcgt+nzXXIgtnCThE04k//fw10c6GQnOsukL4GO8gmug+j6813tEdyPPYugm9RJsssMHEImmAB85kXRS9OtcTZu5gw77bRwqhOB7HUylILSy2IxYwpdRPWtbP2jTa8IDFUPTFsAiNmCoyYW6UXykwU+wX8Gdz2ZbkAi2GkkmRRa/x4ITPnu+1F/RJFouy2Sk8nQFD4gFYPVKOQE4lMjTOUdAMyB0J6giyT74LGvmvcU9nXUnz4c4IsTL4sa57QUwxHDEtZfW9FZpLbbE99Z24tO14SgWokvUT8+x64kGASmfzdETaXSAyJd+dIzpuKhJLkHhwoUBJpqxrJ3OKUVVYiedsu7iuJzwbyWU1LNGm4PRUqTnGSRQijc0KtYB2qDpqulK1z2qAu3X0FqWg3RoM+Nrb2zBh3tv7q87ya+2mjJ3UmUYRYph9sYgGKkCigZzI3C49OEYVloi1lc4vfaaCnL4BS6CF7Xog1O5PJ00y2pM8rgE4ZzDX1PbFEa4ufYUeYHr3i8BVDXL0ItNOTSOb9vuK7OUWKy4KYgJYAJuAXLoH41g2jR4Faw9c4Q7Wo4+/gAk/qm7NEmPtxCA7qQ8IvUUxf/B7Gk+9JPbucFyVnvIgWZChoxRbBlorZye/JuiPFOXnewCxZKMM+NaTcwnUWUKch9DlLSikF6gNSCujivvzNkGb0CqU4PVOp6umD0+L2pjfoN9gaw040ffAwvYGq0ntn53xXBD/Daq9gSt0+IqO5z1Mew+Qa2v4da/+O9v+Jjn+HccOS4aCfw9d49djBPAfl1yhIPe8FNmMvQtTmRTHzOTdW/YwbZ3KemIMxX12m5YzJyWU8/KYdcBE+UXUEt43QHeUh/OaYvfCll4SMhk7OLu4E2cn8/IVJjRxJcD8iZxKENyV7xl6DWUucNtnBGvtA6eyiIx48ClXSkZiN4MnhI9CiQ3ZXpB0mQKGTWquHb7IcEpslktkLwncg1VOmZu5fiUZubqWvVyhCXb6hlEdnL5DmtlhXj9v05Pk3vUVxzNHko2tsk7O4YLcZK8wiOpC0pMTZzplUcI/iQg4+9kKP73+iv6NYHMBcNAEs2akVXWNZDGTd9xbBZ7GF/mTgMz4G7rw5Sj5BwxJU3qLnaW4cjHY/6NBDgv+L8rYXXfwpFrflE+zms7OMFZO+56PxziVsC7+cfR3moHn/V9XuPkDSjNaIfyzpU6PIWlwusvjpjyB4XLCRAJ/py2CUWEOZT+t5kqJO9VYqEY8IYhXpS8RtShku56MWYKWdKm0tlEU4nRulXqjLjVIdgK1UtDmV62gr435DN2XcFO0D3RpDDR0DHQFgt4Ez4nRUxh7Thd/hsV3mMBz8ayJYldBfCWw7nEnDfVgxbIkCTYk5XbOYlan+BHh4Tsnj+UjMkP6sYYzQLFEYzu4TChb5gCJEN0yWE8NupeczO1O//Pr9RQh/UuYU8qwoxzNnik+iaqOiqLji8LZncR49hJIUPdW8zTBQfhYOjdTqVdDuy2CRKLfgqlfNaq8HEY7ucsOpzkFEGUZV45JVMAEpwjh70uh+giJGf3Q0wMOT0U7usGqDMSLpd/YArERbb4nyqeIUGmpeoRvqgq06UI0hcrFWOdBDRlR/01jlU6Q/pXihAw7OUgrOoSo2q92y78msoO7obQ+CiWN4QHgKQY/DoULrBjZ50WVy/7oTnoCJrHb51e1wbXZnOyvp6u24E7EougMQMmHzm+IWyldubnDLhh/KeySrMviPnxqbbBlIj6n0GB1Pmj+DBJ3QDCBhGsxMEM/1vuLtXa84fULsWIkh12pQFndCZsv6jWGDbmdWrVw7aBHOvdK10MvCCLoCINBigTBGPImOkAP7rJ9gqzgU+AT64En5RBaXE1JPlFGo2lionFl4NONbMb7F+A54MvOgVQerNlZtNFcbqC6oVXzQaAdegVuY4lCKuKFzp6YAZ7xwEMOOyub3VXXfu5k0KPG5Bcr7MKRXdnQlYGvs5Qs5YMn3MxwiewAePAion3ydCn4teec/5b07eayQFAAYyPOXZS2U5jRev8jq/YoinWiHNM7zQWbwOc9ovs/evu/N9Q8J6XmNdBbl8BHJ6x4/Z+EwHoIuYd7H/JbQuxoIPNWBSGWoO59jRJugNjCnauvBr9n7xugrvd8YbY0ZEBu9Nx/YOlaGNtRWd+a07x1fibaeDnoWWux4e6F/8j/TEPufuQQzkMxVsP0RLbsQMsmaqJOZyMh/S4/8sO9vYJf73ngBQ8kC0P6WXSEaxz0hvbLffuVFcthiPojGwGfNNSqhkzzI9PVIFKbulxLxDNlM+ERiF/GEgQmeuNMpnd7pgBcYbK44nswNpzGLLgWSG3I66FLx7iX1+63VHW7Z32NlwaRiYg7i5UIOwDJxq1EoqHhBe5RKLZXeF9rtjLyekU9n+tjoj5XeKqMWdwB7cfZBHY40CS06O25GjXseU+7f2NEpJ8uejCspI4GGi84Z00SuxoJnB+KbyI5pQydVnUW7uiTNgxv0pHbzs9CZaJRSsXLywMaWKUuGRqCYWPLUsYajGr8sbvs563H/YTvznicaLiOFCD5ngBGFtqRxSbmfyUu/ztvbcKd6x2bnK7oyZtdXILtyYCGZeDw4xRMBFoEYa3xG92uRqiAcbkmu7RoJqhyY7QinmSADNAt0cRHFW8Zdlho5VNSf6YzRsQjwPLlmEGg6kxp7l8+TAXkuy3b4nZ9L7BL6W9/cx65H7PCT6GwOOij9Oi/KELQcJsfvhTnUM532RMiy793sjLD7wcYdnb+v6LY397sPoX77yUzwf2YfD3+fmvZX0ckpF0d7sZ8vf6V+zDNzWIjZgfZrT5OJ8lyHQLrumm+/hfAfj66Au/Y6j6hijOHUEh3zZJtWdLiMS5zfLEI07d5JGPPD7KhrZgJc4s+gkJDQzAdFIOB/n0uSZ3tHowu/sp92sK0cujwP+3PsvMr1l/SnyUS7QyP2k6lvF4r0d7I7orz53e+RsvhiF/0oJO0+EIfnzOcXR/jN380MbFws9P4sjOZCpszkeflMnt78WzzrUTclAj2LrXM9Bj6gNXRrdCX7kNfG7IxScVt26D7YkcPMPXO95eAMVCgi2FBqFtfEAqGpPux8aHStqsvbcBoRDZ59jf2ySHbt7tLRNjBl7HO3R+ZH5LOfzwpL0f07Oyws98Dmp3c5rYdrpB2J308fOmX1M9uztx589v27dH9Vv015z2tmx27GOx5LTqBSSUS4MTtP1f/Psktifvuy+yXE2cfBlr7DORMu5SvASew0o+7yhhyXg8+jafvOzC6OKPi6LOV6H9cw4EyTRUF8RNPscGUy9Wie4XH4rPmgVBuLc/t3T2x5gSjsbIbw+c1ieBdQg7H56W1XzxGVC1Y2xpAo3N6wvjrYTIcnlAfMblcaVra4XshMDqKfXW77GQKDEYKdBangl0+w2JSXTNxNcBLerUPFbCHzIgdj7nGlmOdWZgfqV4oQ+6GLV/oNb2V7n88VfsjRZ5C3753XSUT5VOLpO4TtiI3JXFuextT1jpbOpysH9yBO4IzB8r4P8phI9GBWmTNcLPWeg4h83mOZMqrmMatMP6dgJcAMxSJ29a5Vp7Tz7gczjSLEHpPORpTUmZ+/7O1/7CuYzyAHPb/MMzHfI+D5C8P2DOl+zenbZMFnvwfJ85WdJMfYBXxvhPhsbsJROaXvebRLv8eqhjwe4uH0BfzvHZvyJPtZCNBKzoPdPygk80n6RtllMRH+dpQXosAMu0Ad7vtg82Z3p31ml+c+yB5mxC17c7FBGeGj+We92wE0qJJHkyjwV8oomDZKhVqLFyFwhhntRm+G9s7YRrDkeNFhjBHzMHvkRFrY/FR44dsd7N/cKgT7/PmnLoF9VsTu7ew20G2o/MJXYZezY2yRF0mZi3/3VHDGiaHfUy8cbnUWG5JR4I2cfV3mfncRwgIhVGoMAezhFzU3cCdVSlEsCgtrudNlDcpyYWmFRStFjCrOP+9xtqKjgXkyAgpyFhgD3QSvRidfVRz4cXbdWQWKo1XNoHfYimGtUrfCY1e+MaWasthgWwrv3y+8FC9ArKtxKoP1Ceoy2O7Gx586bYPXekZ7wc5nGEJtjTIM3XyuRVs2tKQhFXRcGHpmsKKsjAJ6MmQs1H7yORObG4cxc2Le7XAq0Vbe1bsMlkz6u4CKDUdb1gy1CkINnzjaBlUxXTB9BKK4YyDdkTY16H8cyaKM6gmJElyS2k7u8JZ06q6IDYZUpBYsZhFkMqaG4+P8ruk4DjcqZcGGIP0MppQanOdLcCuOy9dlc0Tyrf7VD8xp+AE731zQV4VuTASA4BXV9s6HjJ+e/TN9wPYJ6keQv84DDuIUSGKBLCxQH0PYb3HQPsZ3vrrSKn8EeQT9CPqCyTfemSGPYBd03OnjX9wgyj9g7RGa8NAXNh6hLtjpHa0o6IaYUtQTcVKiIrn8lRzChRa4/R2sFxjfgz3AZYHlD2DZBbNQzpWqGyf9yDv7ju/0T/xlufKfLyv/LMJ/FOEkgo7BfSg/tB/4YTSeMa4sNP2GoYLKv6DyCfgBR7j+GfQ70FfQG5weoX7vBRE9u6NoDeQOl+hYON3cCdC7K9sRVEvlO+A96D/F7/8fPCn2926o9SOe+PgXsFeofwfyDej3MB6gv/MCzPmv8PD/c6OvC5RvoP4R5CG+YwO+9fVbBLiC/d/x77/1ivAjFLOURIC4gy7BpzypNbJSHcZeJgo9JWthDsYs4exPTuZU6oliCAeVoI8SR5SZxjCxQBbuBjqT6h6sOhXEwBH8iRB9G6RNNGAOHOwNU2jcnCpOHijqVF7+3a+gG63fGdro7coYd8b2Sm8vjG1lrHcvSrRX1Fa6PvvgJd28UzpmBWlv8czBpa6uMyyQwQnDcfRzIRGdM+WTUco0iiXQyHsyJJ3jHIjqxyf/LljN1tfue5xDseNaUwQkAzNPpORa+/p6cOmtlESHRDgK05mQKJh/+WWmOGfwO3zYc/MQblycA5XX6H47eXFh3DFrCI9g32AS3SFJS1MusDzBqNi9BrrV9aXVcNbthCcWKoIio4UP6HbEMCxQUMJCqYbUzYsYIt6pqL7+vfQofj55cBaDtGW5eeKDEyoLenqA5cSoCkXp/AHsgUUWEJ0EDIUzKkZZHrDTBb2/o/30HlkfKJ8eacVof2qsBe43WNeF/vxAv9+jUGYMFs/VRHAv2wIqWLkDTglp4SjJHMAomD5iesHKitQO6uhdE0ElumZapCDN3GlVtzkWcxQYQT2lztMt5kh9L8JEd01RTJObPtrkLZG0FygX71QqZ2gV6dUbrJYowJknvb3+pIg6bYLaO76esgvdlz6AxswfewcsngQ71OkodY+PMpPkLZmB5qtoWdw3y0RFkmRnx5aKr1EOU87iqj3NXffhmVdgmw63ycmTKJYFDk8m+Cyn5xl+i5Qo2IgnDhJEYRWV9wjO/eq61Qd9mn4H8oDy6CgoaZEsCiS0egCfGG2zDe9qMMLhRPkDxh2VOx7kXeOOIvDlCZMzZh/j9y+I3TwIFYHyM2ZXKN+CPmH25PtgDaRFPFIOIBDi+ho6aIQtqaBLxA85jPMWexW0MuXu15FvgEvMwFnIrlGzxQtec95GtFvritiP/h08+Z+W4IPfod/iPSX0r6cvxh7gSMxQEckYlGOB1Mgut9Tsmc4+IuM3TLwg6auzuD9LtpGnzO2xi8vnXqw3IFFfMy6bibniZ1XqnNU3JiI+njKTtOo61/cN/3zBUcRSaPrK6JVRTtRSKbL4DCa820rVgQEEsj3pwbxD4OTrEtzbIqewTdXlq0SnIUFVlUl5S8BTJqSqF38x5rDCPE1p8w5FJ1+VNf6WNtL9ikm2EAGqmAaqNbtf9+SAUijWw9bkjjo//j4DYi6+21q/6OFeflu/CTtt0ZzHAGQVaHa3WtCRmOw6SXYwTwyZizWpfp6CDkcSgWjuo4s0EgxGXNMXHXwGRgOJWUpIBOl9PqbMJEnBgsrQ7IKownB75fH1iREmphT3R0pJejUHL2RqMMspaidEq3fJm3e1SNCBQcF6x/pg6C0AJIPWPFHS1ztmPlMJYtgx0SE3d8IivmG3Dbj+laTySPnQ7BiD2e0X3W6z0EP6HjHrJcAXZqepatxTDlnjEuc2ZTKLO9n5EEjeHLSJkIX/vWARNvhIJQJzXb/4ChXosxsFVed2pz5jslF0I1G+TqvpQBArQdurOOVz+MJW8CZqEcTeue4a7rt5Z5FQpMa6u56cNIjFUf3FFKG7/yOGLY846OsKrJPBzzhjfEN2lBUUk08gJ6y88zWcxTL3kYotbvcx7yyMjlKJpJ0NX1Oxipyqj80SC33l/OLYggylbM9o2RjlGRvCMAcKaP/G/aRa3Jfsr16AsJjzNBSrJ0w/YcvC6IuDTW8/wv0VW1eP85tizeUdfYbyjJ1e/Pz2k3cNZydf2BfTPm2AKF7HB9+z1HVmOx11YOlsxggaAFXPyaheMJwWWKIIJNY8rxN+4CIvrjM1gUW//ZJJWZPv872fOqSEz6VnxC7h43XXXbPYcZh1MMU74kZzresJ/QTLRKI4OnyT0kvozI6jpDAygIcAF3nR7QgAS7S7SII0opMp535NneAdBGVSmzmHv/QHt8F12eNzQIYPTtfyHNTCZ0RyfkjMX7E2XScPwcO+JktDxm22RGEsYoRMpGoW0zPWTzCShu+a6iL8I1N2AJknsH02ZS76AAmApcaM3USax1yRmUCPuFdiBmzal7e5h71jkBnzu68ldEyubnNjtsDUmV98jSlWc7EnGEdxILDgM8SSEvLgb5nNNO2kKquuyx2wrb7H2amIhUwRsRcwfV/3n5LGSSb9K/4s6jrcclbcsQg0ZOYYLPILEqGqd2FuPqezB/iLhVHAZPU8rw5KqZS7xyPl1JAqlLI4M495R+IYxtDocuh90vX7vN0e+ZbVC189aDBHnBtdYluTQim2d86U0ug0sLn/6ftlkd6SWzbimAnuiXg/fZPMUxgP7J5Y5qM8ntj9rFjr2AdL8OOhkmMUNPxBCdYijTMhEevYZNX58uv3d0KkvolBZz7EMpALmYybrUwRhnikwaTDkBH6SSIPFENavDw+EQP7gYrDla1QqRwkDF0o0eSZczpMR4PoPKtGNeNssR7VsCrcirCY0R6MUuC+KVTjfAOKUO4e8JThjkQZbuwzYVNKJNISmTGRQOn053bmRocSobBPD482zgBs22x9GOyuHJ6MljoRqyIFiRbJKRQjg4lYnwoTYpXrm8pR9jvMgn92OEB8LihHHJ2JI2bTb8wzEQUImfced6x+6P1y4u2bxdfd10q/anx3t9qN0pwj4Zmm/btmMuDCnB8h0e5mp3hfDl7Kiml6kulZJBohnz+VXQiNxffN7ok0IE/kIMTkc7doMxyl0K2z6TNC4R6BquiZboNZ6BjxnSVa1HWLACaCfiWSfN2/t5s7Z2wIAymPFHmkqrDoiZPAQ1l5ZPDOCpdwuLoZd1Ge1XhReNXGZkafZ0WDcuI1gks3wkf+831/h9OapGdmgVS1fnivt6iS3IXliB4QvIDRD3Kw4khXCQf65IZFD+uegUV2vJD7HcgZbiHz53ACEgnwNVk7yj3+/BbBuumMMfO9rtYSLbcr2ZkYT4qH3Uv5FWXsZ2GeuyNaJXXmISDyk22Hv4SOnPryEEClSBt+/9qx0fxHBB3e9jjKDVicNq7UPQDRO6YrPbobeveCw+h3Rrsz+uY/o/nwaXOea5/90GLP8vstku6pn9KQ2a42CUN3/P1RQyXMLlH+2T+cRuaNLpFfrrUc/sPe/sKdGzku9S6iu7nx92ZnRS65uTRMdPr+j19+pQ1l59nNZ0mOe6xMHmcfJCd4UeXkSzkDfuWo06QcEG1hj3cb5A6H87CGQxrnOzsIXG5r6EZ3pL0Nfadb8HN1oGJIm2XNP8t536dosbawe544FLdfRhTwTwjQ9eSOmS5YXyirJzb62Yl/mg5a6XRpzjzI0eKm/AUFk6WzNEjKltTnSec1h1Enak+SBkIOPkyuJS5/b9RJdDlOQXE5sOAhNM3kfrZed5J3Wt7ozcU7JQmrn/FCnHGLBCJz/fMmXN7kawKXNi6RdxZFk9CpqacknnNHQsfZnY7tUU+ljxbJoskfL29txXQcMykcem/y1SZn47GTi3Cy6+FZ/bwYFn6QJzd8e0qgEOPzCjMRCtN277Q1jdldlIlbAqkYPsv0NS1loB/0ubB3eURBeEpMYbZUx1mZPKyJaJ+FT92/aybAMhG7F8pS4HJFJ4p1Dkoe7OeS/RmiMJK/d+TYLqee992vmidKckhdBslW2Dsav6bc4nFStx5/8QaRudusfEKJPZhdztNOvLVvR6toh/8+XGj/Djm+461dkDfrevjOLKyJ37PkteeFwg+Je5OwCZLqP3RpFgBU/UwPHF1XApVukYw124sQfuZcL3pMnXY+k1GuowlKpNlBEzNiUhvOIDPXlcPS23EtDvptviLAJTsQM5EfxtDKvvK/sIHpSx98gPRx2NfouAtvd3RPDuf1v6zfMtCOWDLT8ul3Hv2vN8jC3O/Eoef9Z2zA/tnjWtlRFj7/fToOmewph+88PND82ZO9e2wxMBVUG0XwblWGz9MrGcPJBJm9pRwCYr7XpPo6xGguW64HhxnDPDGk5gVynfReO446ZVJyrWfnJgfVlHYh/vEA5NgLDVlMeiOEzHmF85wbuwx9tmy5J3H2LO9pFvbTp8lzb2/XXw5r/0aX53V/47vf3MeY9i0Tlhb/7mCVz743O1nkcylOWYEc6rpzIyVoJt8qHosTHfQl/JkAiKSN8tsqmf91sIJlMSz1WhYzD18hxAfiF3HNtMSzE1gIX6fsz5VvHDUAL96Bs+uQONPDu/lzQHeOwyRR6CZB8+XPIqgXY2x4vIJGuFgdHDoExisy7jgV1fCk+Yzd037mA0YORaJoFL7bDkix+OrQCSaHuC/PdOjhjEVsCd0f+5zzQMhugmSIOOYboksjwJy7/f2t1+7P22cStL+E3b+zwx7l7w76Zh6zg67Ozmc7CsV+FnbAV3a25fsy1xWgiF/Ydjie/90mHX7exHx5X+w5iOxcU6Z+MDGKpu3LX8YaTfCB5wTMK3NuU9P/y+7b4/fGCu965ZdrPG3xG19BIWaQ+NsOXs/B3sz657zf9CHK4ReHsz//6a2tmrHvGyV81JvHGOGth8NvPNmbVwIr5qdSHxz9uaM8pR07XDtN7XylnO3Xl1jrQ8NFnJV4nn2x/ByJHPyRwg4Y2N+3f3kuSV487x/PFRewYOWx7PCPeX4zxBvuk3lxMoAqKl4nlcxH+7wHzSLEcIC6jRH/7p2F+eO2PQoHhu995rVTR7/xffIce3HHtzrX73N7mjFtrmRuQvp2v/Rb5PAdNmUqbWV+90GXJBh07n/c/7zeZ7rsa6otXr+/CBEsMXb2aqddfJr90IF1my6gindDOGeyUFgopQIrWm6YFLosWDmj8oTYYLEVM6Nbj4SH0zEVWdwBM43cufMtWlVYBqXdw247kmuo0KT4aEAzxhjINjh15d2IStO5sC7Cu8vCtSvnc+fWDfvWWG8FKxfWa2UbZ+cDkwo92EC70RdCOAPkPJYwRoYQqCSDbPsTVWRsLhYnb+GxcsF5RP25q5rn/qKzvyYVjjjvs40LUHZq+DIQMdRumG4u+CkUIshilIsPO9PRfPDK5ge/BCWSJx1j6IoIy+JVt2W4Yhm1o0WRsw8QreIGV8x5zIoO6JmgCIoMdZ5MGYIMx0xRQS41ElAGatj9/nV9WG74hwPVIWc3OhvRARGDk+u/QnkG/Wfof/GzuFR8hgBgd5ArlPdQ/uILrMM/f/7JD1EPx2Lgv7dAbZdAvo+n0OuK2RXnKzbgD/jgTU+eKYKI0gvYRTD9gI4fOddvaPaP1L5wGu8xWxn9B0wHZVRPIYp3i8jpGsWf9xhnpK9gV6zcQE7I/R3YBSn/DZG/Utd/otZ/4qzf8s7+jm8fr/zl27/yF078eTzxjsIrwg3jf5aNH1vnv/aNj0P52IW7FjZdaaOj67+h9jMmfwB55+tgV+jNkd+luyJoL7Bdndu9POEckbmnBewMesF5zT76QVmCX1eXcJa2+HsoS/kA8gL8GSzoleTs96DPUBpOwVTA/uLXGSe8cPFXEtGAvYfxj+HwrWGMvmFW0H/tpcFhmG1xRVzHTVLcYxBhHIc/CUYOAvLAL3iDCY7rRFCUdMfjKuFEWInwbA6TW1yZx3nbW+CijY8SieZAp2TCeHLo+vKKKVY6OjaEF6gbozgqoY1GqQvoiVIqvT14YTOeV/UKtjHG6tRy7Y72ldGu9O0VHY3RG9oHY2soq9MwWQO7exDdYnhxGsDpbDraRGdeIw1m0DZpJu32lxvbBR+knX7P8CAlry0Eah8ffnxweCbyU2E6bGKYnHBKpBJBVnR2BUJXFihLOscF0+Lo1kBYOnVVDCsO+ZrcmV96nd1RLOOTy1Y/uUzVAUvxgoOekbpFi/EF5OJybO8xNkxXikQXjhaseYKwnHA9Fd2FPpDOefSN4XrVlDreI1SGvnjyvp9xxOMJKRdM7hgd07PrIVZghTL8vjCKPblzJwI00FeMC1q/p/CA4IkQR6EuTk9YBrX6gMY6xGce9PdoEQYLMiqLvKPKA/JsyKeNcVnpjyvr9sq1fqBV4V4qrRjbsqC2MfTZ217big1lWMPoDFsxBsWcP9nKaTqhk2IJ5/g0CyoqI1q4N4q5HVOrjPE+irINb/OODroSclnvmHa0v7g8D0fjS3nyfVjxonO9YcXnKojcsV7ATliVAGqbb3dZAnHkzOnO3X/lWAxwdNDXvL1Ito9X1yPic5RMNiYXdzrv4MjcUnB+3S102pnZcYiFU3/G7AKiMURTd4fZPfmQm92mWjm5T2PBgWsxj8HOGPE7AecqPcVnM6h0G+J65oz1i+tKO2NSQ9YqdG8Zd81SEHtESqWWBlyxmkmKdOQv4V9EkkDLlFu/rxuJYDMqhmL2hCOqa8j+Fgm8LBZ1Py+h30yDslGefE9L7kthp9wJJF+J7oqMBzLATYouxO1UdGk48lrZh7saPlsjk5xefKZGwdUaQgOtGGd/f3ScCHf3q0rQLep73Lt8wRGYxxb/X38pdUpkhjj+36GvM6FhFclk3kQn+1mQoCaZRScBmV1MOO3MDMIMnxVilAk0STsciZlYF0ECjR50l7OVP7j28aKpFx40fDOfJWGZfI+5J/ksFZdDUd1jIAMzn79WhheWvLizd/Il7Vo+vcfeETBrcV+nVqRUpDqiUmKOiwy/d8Fn83mReqCzG6F7Yi5Rc1PXRVEwUfpYINlwOZTi5z8cCYu1dXFMtGEk2XL44dzXpHk7xXruiSd3DffijcUZc59JKTJQgRHSUgKNW79mT9UL5T4zpvK2WO6d2e5qRVF8UhYeOZJHvPfuNksuTD/vTVIqZ2G4TEomgec7ltCjpx1MIOm/hPznmYwivxCypRUN/nDRGgMtT5gsfts6kCLUqv69QT9rvEM4zbmJ7g8WzC4RL6d/FLNADDQSsGrCUKP3DdNGt5wFcSzgQs5JWWIug4ijkj1fGLbIYu4XLvdm5uAU/zZ8WLAXJqZMUUCfcFCEo0QlOorzWGfR3ji7jIfPrSFricwW3iGc0zkk6XgciZ06ObpDS+yNSZzDTASOr+eE2y2WJedThm7uQWW7VLf1enL9qiUS2upUtaTMVKSccKrIOK+nmAfFt3juwJHGWm5ux/jGP7p0fw6if6w7+njUBa0nzwFIp7BS9YrxhJZLJPKiWzi7xFg8rozuVO8CF69xAlKax28XR6NbDXrJcXG/cyYgz6CnoEw6I3YDvUXcD+gjQy+YXdH2c2iN6MLT0LtDHABa3Z8urccJFawWVH/AZGCrwTDk3qB3ZLwiesfshg8lXpmIdo38jJyAR6R8C3RMX331qttQjUSytoWsB8+6GMBych9hWRwZ3YB+PuQ5PUeR9Jtm5ojnMignjf24uk7td8wqou/5RdL5s5fGzBuxa8h1ziCIG5uJxmuIdHQ72in8lwTheDcwBHMFFv7LXsScnXABHhTJZP1DxLznkJlMcvtcML8V18OiOfR88YKAxCxZC0Q+4dPNxHSAHIOaZ9K/5LpHd6qp38scyF2CbWCcZ8wt2cGWQFvx/IJpDf3kXSI2wY6PzHiQtFLp2xqzpjmTsAtZJJGwNT4MPex4dMTslJnhp4lCcZl2mxx5FCN88Uy8uy/rFOBJ1aVMUK3U6fdPoI+lfelIgi6DQiz3a1emaad/+2Uj1z/8q+I2bdKPkUC57Mhx3e8zZSyKoMkwIHicu/mjanjccw7YOJyxPQnu++nAsh0wFd6Kpb9e5j5L6HuxiOECaCbTF4w1MoOxOtBFz1DMOwWLgo6o7whaihcpJPSfGDR/7iEP0wd1P8bZJYhChJrPgCDBveqxuKky2ojPZEEknnucHcAvUWwVPH4ZrhuxFbGwixkTUHfwN0bSc0p0EvncXMNnaw4crJ22EWbxNM5jnn056AOPKRKEuJHdPw6C9JheMKjuq+VMkgRXfW2cV75+fxHCIrCYWtfcqSwugBqOaeYUsRwJGLPVJZDFEu8hlUMeKGW2P1nyVMMMVjCcC06mwHuiMGxNGGRVYShsCr0LvYnTa3ZvqatRqdcilBO84vQdj9H5c/a8CudH/3sZ7rfW7gFc8rSWifbw5JREYipDI2+VzcOzB15IccqKbC0LB27qILLl1eZgKlXZ10TZFfGxcr37VX54wu8qpj5kKsOBaVUPwhaCnFx/s+YY95nVyhlYhuKTcOqznS8337fZ9stHy6BMZZY/X5K3DMIPxtbi3/MwieII+EymHBR3cA6ChB7KgxnoU0JxAhPlMOdULGRiN4fquZCF8S0S6BWFGKLlC580KWAqDHPKEVHYhlHFk4CmG6rNK6IayqBGHXEMp+5IvknzYdsSXKPep30BrojcEe7ubNqNhTMn2zhpp8b6NiqfbOFK4ycRfh7CyxCuQ2hqdI2wQGw6K4Rys3nWM2jL6n8DueEK7F0IXKJ9YefczMKAB2b7NVJAif1LWXDn3K91xlvkY1ZEtsCb+POb4nMk7nghIhwcO/m/yQBe2btWvqARQ5/tssnhz5SPPCcSvz3WoUP+SSP62YGBz5zGt1/u18rPlv375gXs7f/b/v5cs0N5gzQq2apn6k6AjRtKj0T6wijdB5Nq0DtYGskrZg0dHpxqz+6HFR0b2rO4GSiAaN1PjlvTTHrkHekuGuyPZXZ4qnh/olH2tStz7eaOTBWSzpW+Xas0HvHv2W4v+Vk57PdhO47qxgFhyq780tinHBxvhsN38tWXJ3jj+gaYD72TJZOGMdBz2g8/SxZO3bxBvNDvdDp5f67/sitR5r0GlUs+c0m0VyIW/Zt2hzDWcSavAKmxj/4dezDiIWUmZ2ZRJ22eeVC0+82O7tegg/FchqDddbW1wSgd6QMZyhid3gdNO703t+umDFMfHmzlEDiG7EuiOsPXiNVLX3RH8XTX2wb74MHcy1gjMtmQaznirIz5/P7+tD1M3enilv9+RO/E2sV2TMqYieKcVbpwpj1JOoevzw6o3yNwxyAkk3Y5cyL2/41uy8JADPoD5iySN88bC4ocdH/8Is8eMqV4Rx6nHO9ylz8275f97HGwJSR9QiZPLR8jHGllDjGMosnULdbc3pYxda5YOHlxPy4pI/Y+B11PrQo0klcYy6JLtPFn4tMywZNyk+hKdhlIxGa2TGeCNF+/gIwfzv6bLc81PmzAtHdhh0WOJyCuofOqu/Udsd8W9xkUNm/QdV8PZI+IKPc5w1baLjvTRr55+fVnR4EfjPBpY8cS0Rafz/vfZexz+3qUP3sjX2+bOmy/LhHg/sqTEbY1bcju64aM5b3H7zR0zXS7A+UrIns+AXc9d52fqLZDV4jUiQZ0H+gARJg+hxxv81deNkVEPl+Luf6HS0w16HZvL7B/buverrlEEDLvay627D7cG9/G10/eXCsl1n7jWX7luz/f+oOvNp9p/tfn93D02fJeAt2bdvoXN/K5r7J7gG8RrrsOkTfvjKNPAl6YukO1U5BInBVsOEe6SgxEFpzuJ79BIlaRpKDzuMWTPJFwlBJx8o4Mtkjkq2bhjGkzOWzZ7jztf+4nKrWj+5yaxYbDn3vclnoy6NdSFrJYS66/zvWy+U2/gaY+aDB/pS4th/u2sAn5zoOWmg+on+mEX3nZZyelJPhE3D5lkjgSYnsM5efYZ0/ls8Y9ZUf+sXsCAY2OqVyVWTjUud6Ev+N+e/iPJWysWfgvu21yAJ2S6FabEO0eCUVfC59rAGm/zbKkmOcm4rRpw31IsdkDZhe3b3b3lbe4d1vCpl6mHvMkWgDE5hmIfY/Es2p0jLFh0p16qUfHqQ7QFdENp0/csCzs2YIzJOzJyH0eZKzJZ/mI/fkkwEjpbxG+kt+gRDHTRceAYLgw2G2k74elDIpOoNfneuMLAsfU2/mBN+IeZyj83d1WRyz2RuscPmjscpbKftq8z89V/neuzWdnzgyfB5DaLyVWf/Fel/ldg8iUv7zHz3ycKAKn7bESmT5NxZSfCcBexi255hEb7B0QA4sCqJBx41tdspedd30xY6H5OuqBzJ0cn7UcDI65bM+um7xE6tjjPRz3AL5GEbdbFp33mIBkyw6XXKPZafXbr91L/Mw2/sIv+kymjmIWgM052yHiizc6F8gKxMxlHLvp5j1nbIIX7uZHD2eTIzrfPGd5vLd4h+ctbcYKTmGv86tc55a4ShSygsVhzs6VvZgHBMtEzr+M4n50Onh9Rg/dDzZjVPI7DiLjcesv7dkRBvFm7X51L/OLQ5d95oO4HvLfJ4Wo5b+93UTXD0dfLWzU3ulzOGcCOcj+zet3dE7/7iJElffu2rThRYcTviGLQQm6BIDiSDZPiJ4ogXIZBUYO7pEFGwu2ecVrqHgxY9xjYQ6CL4KMB0SEcqo7qlqGY2ordByB3IZS7spLcVV4lsJFfQbFt6fOeSm8/9MZKvzpJFyrcPlWeQFEK9dVkBPcr0a5DNrdWH8SdBX6c0Gb+LykIfThw0ysLz58aVtJugXTrNiO6Fwo2IhOgVI4ZWtjcW48sbvv13IKmXRu2eUBBGXcQIcwmg/NtjOwuKIRO2E2EFWfAx0DekrkDIpBV0EJxFUIX2HxeQQdMKXq3d1TKWGbzq4AY3K8SfdzGpzuSEHrGVGnrHJe5hTPcJIWc3konvyfAVu1X8jqL17D0VRTkLdMwicN0Eom/f3s3EE+4Wj6K/CIDys2kAu0C7wujqivH2AZ8BjOlL3zoK5FL1b9g8tZtp70dxyr4A4KFRwh+d8Q/QbT93jHxdX3aAOVC1r/C52FzolaXjlf/k9Hs23uJJmeEVkocgIZFPkJ1RWRj45IqxtIx/pPYFdE4v1aKFQWuXOWH3iQf+EdjXf9jzy+/CPIRz7Uv/JBK/99e+SFR/57/TMv48xfXx+4aeO1/OD4RwGtHriYVax1Xw998OeWFWpnDrVZNigveBUfn6VRv/H5D8OLJuTAzvLoC7b+ickXLhuUb4G7d7Kg0KN7okh831+gfBfX824QSoPxJxjfgf5P0P+amh7KA9RvgU+O9uYO42+xv3/eZenXXp87F2mQAAhOQyk76wXdDdF8nyMvMxnkjpYbfAk+VTfIb4MHMLIlwBLJNgfvJW0O7Ald8Yq7uWxKDGD1w14imAEt3YF20h1JL4qWClyRsmDjiVIXRn90jsMSSPwYWGtjBR1eKLNxKD7c0Xb3YcAxdMl5NhuqUYDLoCgr+nggYeEcWdAFWVLTRBXZDWEETlkAJKiBIhFmwUfpSRibbZLCGsiHU/gyujsSRCJwFhHS2U7kcCZ/mWt89J18UF2JNZ5v5C33J+GoxDW+otusvMcTni++X/0B7ITKRygbwjtIpN2oiJ0RnN7MeXELLBXr4oPrBUf3lQH1iph5B190qHlh6JPfbwGkMs4R2IWf4ajkE1KhBPemBbqmTPToE9ApxYu4Kj5cXmSLY1EoS2WpgeDVE6IXzL7BbEHDaVR9QMYDw77DYpZOIai82opsG3L/iDWDTUP2NvqysS6dflXW3hltMK7vsFHRvjrPcGkuZ6aoGGM8hnPXkDLQSBqL3RDrgSi9Y/qE9AdEVgpu68wqxonOBUckOuLd59eYUyCWitQotDbzotB4cDkJAAPy7L7c8meoibINPnIuwTXa/fvUi7km3gFa1HAu8HOcB9chWr1YLBpIoC+9egYggaCUd6G7nX/ciw3qcx6kIuJdCqI3GDccvZ+s/N4JgHo35h7s7egvQ7FE3ojPzxB1LmazTPar3w9nLJLdnsANx7yEXrfsSLiAZddd0ImZAwAsqWlGHtzm/kn51hMJsiJ0GILY3fVEqZkhdgS7dCYPqvqPF+JdZp1vecX0xf08vft5HPe4z9R/z3jnwcmfyy4Y/l2mMR9JKuiHuP+kj4juv5zREXOG9kGag6TT8phsRyb6usY+gssU5z1ppQFoIFHSUZAhOGejyOUDPZ8xLiDfMrnxxWDE0MtfCzQ+e5X5a0++J7YjE5ZlgmcOgRGAbMzhwpKJLodTZB9jmfY2EkDm3QfeNcMh6Ikiyxym3kAkEqRGnQm1fK+4PpDidjXWeVLuwnQJvCspnlMEjSBV81Hi3007s0SUICwEwdH6EgCXnG3hz+u2uEilSI35OSf3DylOaWoDYaOoUbVimkV+L74qI4LLtEUBjoqg2tIHieBdDkkC93ETjS5xzXjuKBSU8LmzG0WyexNw0qkyCxFICdBZBroR1Ife8A4Rm/tWsoirvmuKHfb0ly9HpEMW2aftngjI7M4I227uD2Rxx7Jj9bh39Lj3h7jf7WDf4+YwTL3Ly9HjJXRsiQSl7Eha2eUyV1CyAwqJs3kHKz6wXBaKReGgDUROWG+InCinbxBZqOdTUOWO4LQ+eWwQiQdjQXIeETslorJ63Kwr1tyu+oywwQiwmw33tyTnPFSZ8uWLlTB5/zH15Ir2oKGIDoiRBYkYeH0YThBzthXmHBW/oM65DlvIq99/enSpAyXtxLyR7EbNjA5gxTuNpYV+966/oheXhUzyJFXsBKH99st453+GXShyc2Svvgc7YeYxk/GKsc5n8+4RB4t4LDDcnuSzlpN3TOrinZE6EF7YAQLeKWCI85sXC7vnA1Bdd9+QcodyATnh0yBjThU3kIbIHQd3PXk+QA3RBuMH1332AJww/SZoRzZEjToCCFN9vWR5RHggCytWvZtQ5b3bMVlwOpwBo2H42tg4Qz9htuEgsYGWT0zWCE2/v8Rsksro712O182fs/uwadObv2fckd4wu6FlBRU/D3pCxreYrJi8AJ3CxxCOhs8hCckqEVcsPmeqlhGF4gvYYCTQKnwMGYvPmEgZkuKqIkCBSJjKUrFyxiy6ugzEomPqNPi86/uXArfGn2+BaW/BHZmrIGxMgDIFnNY45zmVXZbyjISvLAA1ACcldPCMRcMXewN8MYwzDi60QGA7Mt5ylt4EhWS86+fAvyOLpg/xeY8/Ta742QxfKFRO6lDJwib3AIGGLg9d54nXjFfCZ0lfM7tx87nryizeRzF2zoWYOjt0zvRVQl9LJJetuJ62F/bYMTs+YA6WDh97LwrFbBLO4S/c3J/kOR44OiLm+4M9YtKWpqbb/Z0526py8JmzGJtAiC/Lm5T0UVKPashRgEwjLzEFKBL+ll02LF78y/Wb/r77VQ56SxcpgWES127ujeQMohLAuZybkUXd6CI0dhaamXAvkXtNUF7G5FFckAC/WlJ4jVv4OT77QVmQIozwS6RaHB0H0KqtSHYWi8AY2HD50OHPNswBG5JdhcNlRVtYUQmwp7XwB6L7SnYfn/BS98IaJL2xU93H/R9s57Ez0EpSsx7sLpBUykhSMKX/0/f1spiJhzEB6iIe61oUtwzvtC6eg/ezHJ2I2l3erO+394XX7y5CyKEily04dhDErCAf0aUuyIfqX3IxE5+bCsr/kGi92Tmys1p/UMBZYDTwoU+7mA5cAJoJmwnbMLZmtM0LCbYKdRPKyTsZTOAp4rj3FEopXJ+c92v71thOimxGPwFDGJtQKx4bNkFKoEpiD1xPC3t1z9egZCBW/OAV0UDSRyAQFEnebeUCkMpEcH2NhcMQgQaS616mwkhXMYfSzV3JxF0eHA4uWObl4r1+4LwDwrlFCbCeK6NJUZNDY6Z7GgHPrETHnh/tmMU9/q4+nbx2og1DZObAlOA7ZgEeXUnkA83A/nh43fFwpF8YlWmoUuEfv/N4H9nSy0GeDUfx34EHkM7OR4gnHcoDameGhRstnWJbLM+yJ2bnw4WTgqNdHJHpyQ0xR314d4wdljlx0jjVlinWjVaMVwY64N46r9L5aMrrKNyGstmgo26ipaM2plM2fZ2Yq+AJ8lQVLnduBzM9UPYDkFDAnMORa5qOSIk1mkF3nvWY+HUwqr7vlUlToQMOemhHnISjYbF3csc7VDo7/Pr3qMPPX7J/1XS+Qq8FV3ouSb53RxJYvDPf89Zl2AU6Pxv68xAcEbIh82q4fjwgy6wc0aHxb4G62NF1bqB8dI5T3mAnP+e6YKUzExCmMDZ3xrR7u+HYfOD08A4e1UDOTf8yjGZ+134nh/+yqR+mzIsdfCKZT8ybn7niJOLluBf5ianIjutrzN04Io+O7zq+N/fvsOkeLReJYy+ffThl0Q579jvkLDvTZtH2QLs1beX+PvLZxVH7Iqfo7rCsKsf7PTl8dCLn8cqCiewOiME+eFr9u+SN83286dQy3r1os6imkTAX3PHddfsupq5n1Qqi3jloWhjhVDpaMuaWZCu4GrYZNEXbwNqgLco4GeM+GG1DN8WaxXf4WUu6nOlfTLRM3s+OHmY+Q9gDLftahsHyqyQa3A7X3eVvBigmOFVJJDEzKCOHZab+OKLewx6LsnM3H6yqpfTn99XZ5SGxr/ZV3RaI+zIm0saRQWHTZkdHyNvU4XGG8jNHpF0W5NMZk4O85OenPQ4ZPTyf/3HUf7mmqa+Pexj7aJ/b4rQlPVTLKb4nn8epqnZUqA8qtByibX7vTvPjfphkUUZbyFKAD6auG/PHOajblJN93RKFCTYDqAMPsaU9/Lyr4KhDDmd/LtlxnzxZ6X9LnyzlNJ85A9C8QNriiiWf9dSnzN/NThnnLYrtS/103LffeqUOO2C4Qp/t0p3v/MxGkAjo/Vl2uxia1uYF90ebqOdDkP0GLZY+8NFS7jd3PGPyi99//nR59kJ/Tduxr30WJfyUu2/yeeddDrm0kqkw8I6nSNSz73Z+7+d2daIIDzeb60R+93zvwVbm2Uo7s2/1r7yO+7Vb4/13+VMO93T8BLv7Fapid6sOOoB97fMpP8NO/sqt5RmJM5BAmTdX+/ypjH2V0kdLXYP/aYXJ5f6L631+T/u974v4W+876NgARuzdCil/oV+MKFyC4d29Ns6ux6Pr3ClH1MFnEmz0JhNtn9/rXY/eCZFoTA3AyD7DZP/xR0m9Zof9C/8ynyd0KLZfd/9TAwGa+ilthy+PWclUx9wVOK7fr+3b4RrkyX17hSn/c25bJP8OYKMdfXu8/Nf0GgGKAS/a2QEflJ0BZ8yW2K8SuiLOhNUprv4KOs15Ro++reJFg/h3M8y8wIdmnJYJQV9/sQTmxDPL8TT6NZM6zZOnFrbLPL6kegFKvDjn9xJdGpMVIKh+SlAphT+JPICckfIA5YLZGeeUbLE/kQC3gmlQAJoDZObzqvsnjt8SjOGx5zjFn80L6qPFGjhwRbRFQi/ifolC4KEjxmY3YFLKpN54a3MzPzFnq0UhTma34+f6LuUmO20+Sw5O1SzsyZCQuznB90sv/ewddrDnKeOefH+bZLb9vaGTdq2Xt/3WTv8ihnkzew92NH8mnLM7+9dmL8Y3HRU/eX95IsovdfzULZ2dTvYgwzNG2hOuvp6u8+z4vdNH9f/2nErek//b9CeO+ml+F7F2+btcl9QpYaUOaP093vjsud+olqMsfP7+yHVNn5eDjUs7I3sSfV78rR2dXRbznuJP+bK8fW693S84Wv23dsX/2ItD/qbdTv6y41UOv4e3z354FmHqzl//bNr7z++Jw73Gfx38vvxdWF4vniXYSNWLFSaeS8sTb7HesRaSuR8RL7LqiNTJMQcSdi+6IGYnxOF50ibZwe+Yvl3K+exwiuJ1dpnMol6arfzccSkOcjE7jlKW9/U3PpcJ238SfCG5dg6gcElJr/Wgk97s1e97/e4ihJ49oSfjhCBocySgRYt/KQIFggESsxXVlWxFc+7BJ4p1qvnshFG9kBE2xxe2gC2GqaCr0+BoGGurjVLMmVm0MBYYxVEBKp0SAd+1VqiVRx08rsr50+AbW6ha4VJYvjeeHpTHd/D4XeFeKu/rE7cH4ftT4dqMv323cd/gpx8L673y8gO0u7B8UnQz2iqMJrRrp28Fq4YugrFQOUFXpCmlGKUoWpRyTnS0cORRdl9XKHXBrGI15jWUFo6OsqgP2lGUZoNhCrqAXDgVZSlKN5DeXLVLOrEFNNC0AqWKXy+oiywSPrI4SkMfF+df7M7bXkYoS7khsoEWVGWi94usFO6YnBhycn6wpSNSqNWN1CjqunXzoLmWXzRm/fJVwlEp1xDAUzgUyW+9udIo/wTyLSziP5kI08WdpmLOxVme4fQTU+DsAuv3/qd+5w7k+cEP03iO73kFNjiHo9WvYA3kIz6r4BHsjNXuFVMzJh/fGW93RlFpKC8UOdPte8Sg5mB3IvlfX0EUGRfgjNRoh9VI8vF3ICek/RHGe4r8T6r8jSpPlPofEHnEeOI+7vykz3ySCz+U/52mg9e+sWL8vLywaePT+EQ3ZY1AWesPKBumP2H2jNU/QH2A8u8gN+j/G4y/870od3wg9y1s9jNsF2iGz+i4QVmhfgQ9+9raCvLffN/U9YFDDAvI37ka0ne+Xy3WXn7yH/0T8B+h3/06pwGnF5yS6n+B8hGWv3kCsT/im3sFTqD/0WWhH2lQfuWVdD8ZjH9uY10AXSGLQSShEk0nGUxmUmwXYmYCYhqcSEZJOF853yG4WDMo9PJm6D1gBgFGOCPRKaExfLDENcTlrXBCNZzx0qJ6LkipXswsFemvzjOc6CxdwiCHw21rJIc3dDRMffaDqqOv9jJn0o8UNHlDSxjcEQZPfYU07judKAnqob1tPRCAbhVw7v5swyyxH+F8lHTilojfcq2FpIebyWbJdTsEEBL0BUmzZiMc8vh9+oN4AslMcP7aSDxNYy6ILXlnX7W/cncE5SiJpDJgUPoJCV5ciqFFMFlcx1qD2iOIfET0ERkr0l+xsiDyADoopi4LSzies2NjCV3oQaZ2X+9allieHXHoiFfxfws9H6oNsTOm75CS3T6GB9eVQvCzqsvMaM6XWs4eKI3XM1YXNinUE5RyA1YKPyNcYXN7aNp9iNwYWB+Ynhn9ghIIy+vK+PlntCljHZ7EOxcsaK3MNugfEOvU6I5xn1XAHAFo9R2U4UGtKtKrz3cqC1pyePE9njto/HLeQT1NuwwlUJ5RLJWg1WIAHzHadHtlAg+eEC6gN3I2jlMJ2PSX3TxUL9pKh3Jz9zEC+SyIOR/tl+XN7AVkYOXVL64v4Ry/x5H33hHhfqaEnjljVKiBpJPF17AnUme47rIoHI+8n3TQH8D2JItll1IUjDNxblHohhvChvEeyrvI50fHiNxxxF0msL7BpCH1xc88PwPvwP4ZH+j+KfyfZ6Cg4xGRk4eRpcN4nOhtgViXG6LefeKcwa+eTClPoAKtgG1h0x2h64XxFaek/C4WW7DsCENxW3QH2dg7VqKriw1HxLkfgV7CPtzZQSbEdWImkgiOQD1h9k2sx4vLXyLHshNRAz3G2WXTJHI+34G9h3Lyn5gbgT2C/UcPAEO/+byJgsjZ5VBe+eJ8JYBEYQGuO8ubPxWdQBkPJD2hRnQL7EUVpVhHcaR3Fq+z3/D4HTtqMmxDFsYjeZDc8IWOD3nNcDALW2FzszgkzM6FEX0T5YCq9L85wlQzWRCoVZETyUesAsXU9XJ0BSlux5MKz308BwKIbBS5+N0YqF7cRwzU/WCL5O4dHyZcUFucQM3yp2QUFudtzFyKcUBMxvPPGRgR7GrE7TngVCJMzNkkQiDdDjtg086WGAAaQXgkAI0CaiQfuaCuP0Imhu1rbBg9efv1K77bDLIDxWvvSMRgLHI8l88/EVunDmLy1kokIxoZn+0dmHn94jGIGBKdVzo7emokCI6+YsplJJwsE+JGUqR5fBY+nmlcI4rFbqQYKqFDN0dxjptzL/Pn+Nzmj8szYjefs1icY9q7YDePNW24vPThRf1uaPfOC9WKqs8Py/cJipoXZwc286VSwOhhxzzWUvXZgvNPk6BI7PhspVim8F3dt0y7kGmMQ5E/rw04ojipU+ANpeAE/KXd8bhTYjaGJRo/6fU0E47qsl0SFXtIbH3lJadAgY5I+svZ77cuUBcvcOuCLWesKEW7+2Byjq7Q5IxwIJ0URZbwfZsnregDk4YttzhnafNj/fTm9jzWy7gAzjoh819HdCm7b+/j0uIsa4VRMOkuHwwHI3GC/gRlwc5e1F0WC1n9zmOu8QeEC7JckLKQxYdav0HKI7IUShXUvkfthPW7x4pjdX/HiDjDQB8QursRZphuTo8yXlw2qncsmtyABRlJM5qvFay5LjTvkDSMYneEHn58dBGqn0dN9Lx4hwMjiklG6AjvelfpPnsldIiMQVHFykMAHk9oXRC9uU6RPNYV5BETicaaAOixIOY5DZ9J1UHSf/mCvCWYrxyBF6FXKUjSIUMUlTpvZkCIYhIdozM56iwFUg4gDalYdEzILOTmWmd89OLFqtRt9g3F3KblWbapF4IBIHxFlzXczuM0WSaCFM8FTnCohh9gP8d1s6sm5sFOwOHYE/Em0WFRQwYCdGOHzjQ6c4aXZfdFzoiILoWYTTsL2XLws/Gz5zYhfLekhdcEbQRyPf2Bqf9hBx2FPZOzr33kRyU6H9w+RhyU8Oppd4l9lzi3W+hhjXuO+RIWqOXS2IuHAtEV9aWXlVPsuccDEjE5QTW/F8p9btesj8TMAP9LRyYwNQ6Ge1dk4cCvHSUPjdzH7ACO3Eb42u5/eKeCJ8APtOvR5ev+YHT8mQSDARM8nUn4BIXOoqT1KCCEn2uGyIJazLQS/7HaPP9s6cNk8e8gGyZBz9Rc70ZslgUI4uwkPfQOWlrj3OQMjOgGwzfAooDrzBid3Wf1mVoOgPYOsLSbO/Vp2s0HsDyPigaYe+Zhp1xEseVA6+zxaeafwk4wsOp+4AQfa+QDcj5I+ORfe/3uIoRTB8nuSKQfMQ/aIa2cKF28MqQZl0alf84ekOBmyw6JROrPsxuKMw97uNYSCSazXGZlIAypdAqdQqPQTGkKbQhtK/S1oDeBB6ir57lFhaUIWymcpXB7gPMCdzWWBrcBchdaE+TsHRR6N6hGaTEjIpGJExbhBlzUHKke/q5TDBg7xVGsVxQhMnCxuhyCT3WAhXkCQ1CnV1Bltli4Z+gVOrVoa8yAPZN7/mV5qBxpFUJa8ICgClZLoGPTcxQyM+LP+bad2b84KuQFZuW9xM+humwxN2Q3qF94fZ4JziruLyq5F+D94XsueGdC3He+irri1kicaHHKJ4ufSWtzSJTPZxn7nxng2x0sWuki4ZAO4I4QkFA83nPgTsIlzHsOdIphdzGknMMZSffct+LBf+wbRN8j8ggSLad6wuSCyju6Nu5jQ+QB4YGmg+swNulcx41mG82uDDPULj6QNYyqJ1mXcLKqOwwl2jrnMKyQtwgO0kChg2zjZKpme6Noj0lbdwSybdGV20490aGEU5KIAM5hTG8k3QblEoc4kslv2hcrTh8DzKTGr792MfmVYDecBMzdtZ1TNH+fn0mdp4cr7SGBb+Yh0JqV6TByeR9p5NI2kMmaQFW9+XimZKYynuAAp2PIpG4J4xefEEfvFjo5S8vrKGewHIKr4ZxFIKndA1XrO5dwOrB5vuOmcyVICbb5f5F4OaxJIOew39oim2+dcf38jf9rdgW8TUzBRF/BoZoPEzk+ediPXxBFiM+QBpZov/z8RAZnKrPwq/LzKy+Jjp5dl+4yI5at0plE8+KWifPcp9F3NGkkTgzc8dvlg/lH/EUWdghqnkm/d7HgFZ86Pxdjf6ajsyVBDzMlfyYDYmBp8uSPjkl3x0wKOk5g3tkAHS0apssHNDM8ye/0EB0bA8aIzhvBtDFMsXvH7hs61KkeEmFnIYMGOZ/Ei4bRdZLD6+Q4tUQAAQAASURBVOedhy6fcnOQxXn+nLZrcvmC60eLe0/7mjZ2Ju6OwfL+b56AD/0p25S/fa92HSqRqLDospv0HfHWRJN9XexC74Q9s9TXuc+hS+Z5iSGNMnVqBq+yn9FEyL/p6DCO6H452uo9WmHajLTZSU9BOrVxvYn8CoShRfIpg8153zlfIZOPuZaNHN5rVqD06FZtEEPp/b4byOrFMx3ADe+mEw/M1f0sIxGXR72m89uY8gU7z3X6BvvZ3fc4Eadh2z7vaHljW4jkeWE3Arnuaffq4XznGd9t7t4xc2La3SiU+z0mh7a57Z/7uovYb1vR40s/u4f5QPNn+jbzqr9QXKSDLym7cYmJ3Tpc2o53aZ/faeqzjFPivjIBOjvSLPbL5vWMoxzrmyvOa87v0/kpO7o+BolY3v2CLPanlvdzIKb40D9PQqgFZZZ1/zfb3pxfs/0+d5Tnvt67XjmsdCRu38jK9E/2z+6bLsd/PfxXyv5uK/f9PcQXUz5jreXQwSHyVq99JjP2NbsaPtO8d0l/cb/C/sbDv8/urjxPWTiOJNJRJm1fv0x8+xVz8lrcox3k9Pj9mbx60/Wxr/neYRbltbDt2cHq9xnJvEgwedJk2WmOgu7Dkw2R4J/P5Am7vTvBZ3lp8lXnv1t2zx59tN3uqUmYkATK+N77zMJEgcKco3Twm1JXeULlKGe7vTv6jHlGZjyUEj6RybmORzGwgxilXx37ZbveeStN8TvZtdEXX3LQYJJ7by7HIe8Wf6eUsDuwJ+Xcxk3vwAKUaHgBIn0YZNrrOWzUy0HMjuW8RsxczHWU1Dehh0QO15z+ShTEklUh7s+s4mjgOL+S114wOXmy1KJrXWrEX2ekXJBydpBoMTyufhf3pvgsigQuJZVe6OMoFOrsMHRghtvLGrZ4ifWJexVIlgCX/aQihNTFLp+ZqE7ZOuqZPT5I+ZSwL0ja7Vi7+HiqG397giiiQ18gaYGO9uYt+Im5V3J01r8kcAe52+WGkEKfFZa+1OyoPuTL9hj6KN+pG4Q5nzGBWenDTO77oy8x5trtdll2+cozYVGYsHjONzb0aI/SR7e3XzVj//37/Nf5nKmffH3tTb4nz0ss1LTPaSWz6M58/+woOuqgQL/v7kTaht0bmlSCx67P+YR5nV1fpd2b752XypihzE/7Uhy/8/izgx93uxLvlYVkQ3gr979Dv8192e3wWx/t8L6j/8AeS+fMmineluC84/oe7ssO15t5kePXReeMfK6/P7ufN//02bmStMMpi7FfM1ftdo0A/ZbJU5wi5vKvUYw57umcBWN4wSES3rs45X/o2/WYl8nfHe7Zb+jw+/3f5n/C9Olt+sdH3+fwmnFa6nuN+8gClx2un/rzkK8CUg7tjQ+0+wOTumte4/fI2/+bwdQn568aHd+VMWDs3NOzk0EaKt7KrlLp5mBY55ZUljm5nUhkFaR6IlHqwTgDVYBqaMyd0AIlUXZSoK9Y92TGEGNbFrQs1AHSlOsyeCmdkwoP7RGulacfF+iD78/C8iJ8KwV9KHz7vbIt8N2DcMV4fCq8Kjz8ceHWFj79eWG7F24/DdpdWV+Mtir3jwvtVtC7YSuMRIOsFb35d9k2HN2yNOd1bIFE2CoeaAy0CGPxhJrJCTOhrwVRpTyEog75OZtPbx8L6GKMYQw1rCmmgzKcc9ZtQcEWwavAwhAnrRDDK/2PLoQjQLmq/j1FNap+UYXTEPh69g4IO1Pt7DyCJzdeEwEWjofRHR2zOdWEyQOzuvg1eZPu4in/BJz9mmbAM7DB8gq06HK4+QOsC8j3wDfhuLyS/M7wBPZHQlO4sU208ORM+3e/5uUlDMt74BL23aA++bnqBcbdnSwurnTaBzgLnCu2vYfX76C+YPVfER4wvkPKIyrfRo2mgd0Q++9Ac59SxPneKdh2AS3IsrijV74F3nnu5HTzLo7tiSELrVxhXNHxA1e78kk/wvKEPhpjFLZtYZTBXX5C7c6mP6GcGfa/Ypyw8cGdz/X/cJ7zGg7w8keQRxhX0P/hTkkJVIk9xb5c4DzgvDlSTP8ArM4hrdXnaciImRKB6uUE4z+7wPFfwW7Qv/ECyCl42ksoNP0r2L/A6Z9A/o6dm1/dCbULtH/AkaSRWJLi+2J/8X0tP4J9Ab0ZA+DFnCv2rdHYna/pS5ZoSY4Ax4P/t62hxuE+IwjwROg57GC8t8RJ0EBM53BoSXqqHujQEUnoRC5mNTxRtS6jIgVr1ZP90eHgjqBgenYuWWuIDLT5dyqbf3c5I5QoTIkn5Uxncs5YUdZD4BpBFmmEdqTE/5+yv92SI0mOBUFRM4/ITAD10ewmZy/nzvCcnQfY93+O/T1zdu/O3CX3sru6CkBmRrib6f4QETVPsAAUg8zOQmSEu7l96KeoqI26SkA44KLEtd8nn+Y42YqJSjqdS8LPyUyA8qW7wdhF59qOSMq2PqOH6uZCzQTeUMoFlMyYFYy3eZJIsFRciV8biBmIkVpf7Zk/wCscDwow7BfZ8L/SYBQKC0YNDVKKZW+Y/QFu+wDtjYhHDt+OHwKRj6QoDD5BtgHEBvR/4HMdf0diEDXXwHOTiYyBiQM4uLci1ATZCCEspEoTLHLKAYgjkD2QD0NreEMcA7j9Fa2zFw62C/L6E6JfMD+/R/SOHp+ZENvYKwnHBEZi3D9j3F9ABO9A5gUzN8zZMWYHXp8Rt2e6IiFz6ZW8+DE/IXMnV3DagQlkEHklgnLkYH8F+9gZOxDPRCBa98wfgHhBa/8K5AU5n7RnfuR8xQswE20Hz4OQZQjvnieQnx91PoE71wOs1kR05HxAjg7knT9tCi23I4O0DjM36rHDNHcbZcEfsOCyP6Ect0zK5TkR8XcQ2fuCiIGcPyNTXLxoAF6ZHKomuO+B/pPkbiDmBswnyrveQCT4R66bjNyIRzpF8QA6kqREzHgB8lW23AXuORL5CCKWof1MNBd76yhQMh/ghtJEtG6ye19AHnAFafImuXLVtSQ/8cw93t6DPRo+IeIzkK+IfKEOaRswdyI55x15fALiQLZXntP8CU4wEGX3Nxr6yYQC0ZtGvU6k+NrTVFLtB2T+oGtdkHgFKxqAt4CLFEthIuYD6DCzwiPagQr25BWLfoQVbWhsZktb6BUoDudHIXjl0OcB4BMyHxDZJR/f81o4uF74DUV8+j06TcseB2+nj8XZga83YSosry/tI9kgASDiFD52UEbAkLTu9n6xPDZFhHopSC8b6BQagxFj/D5lgqsnqEaikhArkLfBCST6XPdzWAFG+KeQYVPIzIg70ang+c83ybXpRwVyxxxEx83cEJO9LDinohQbDPzOYZT7EDgAoIXPio9CMIapES6odP0EIlxtyYRseo6zofpsFIhIf/X6N/52c0cms4XQpYLkGmTU+6ZGzUJ4O9hBZPcU1UeTHZBvksa/t9c0tuIavyHiJpllWw5rzRtQiM4K7LufxECANDLcwt4LlLmnsAP3mpqF+53McQqu4gRK877xpAs5i0l5j4HMg+cuiFic4QbtdyBYnULZddN6PSNiYrYLIknTGrkh8Kr/vssPky3tQr7jlb29jlfM4xk5nzHHZ6LQx0HZLsAQK/FBMF0EcGy0I9tF8SfROqoxp2k6SfnUqbPL/jMyknsTceP78bLiNDVnoBwAwDqMtQOY4w+hSwdt/uynOO9UYFh+FFKBmg7zhJuSh6mwDoyr7IDvyDUAMVzl5cCQzgBuIKL1DqBxLeaF6xyJmVeEaJrmvAvPdVVbQ/sbr8h4BNqfJL8mIm8AftU93oMVXx8om9oOxGRPkgba4gkAAy2pg1sb1L1xlc5OoB30IdsgGjM7MJ6Q2NgrEQMNn6lLx49Av2Bcroi2sYIfA238hMhHxPUD0K5o26a2BLTZIh8Q8wMSz8hOP4ZVg7xdCqQSuaPFKzIHJnbKhcYz1FShHPgIVzdlBKaYNDDuqmR9RuRNsuKCbJ3ziBcAnxAYaKabygdZ6q4YUD9OXHke+wsiEvP4K4iS55y3Rhs145W+UzT2zNBxjraxanSqGiYb2mS1ZOROWR93PofPz5egg995ZXun8UHnYO1dvnvRc7/Qb3CFfAYyL3yv7VjJrqg9yyopGcDRZUs09b2YcBVV7f0CLmhscQPke/I0PAF4ZNK8EOfWPQI1pvU2sHw3IFUlYk2LzqetxGAetbed3OC/H4B8YC+RCCB2oH2mTMCFdmOKzrkQd/Lv5MNTBw/uf4DPnlMyasB03Zmyn5LzzmqEHU7sVdUHwNhaDmC+ci7KUOf9Iz9rPa9aR/nSruCreZev4B5Pmp5FBM95IZ0QdEZkozXOc1S/tnOF6u+/qvIBQDWtD85RZlb+D1Vd06hrFRdh5c5BOV92gS/uXTz9EEocS78W6EgxZX9WgYPs8tOV1G9KXiICGZ2yB7c6G6nqRxiAhoQrcma6+pVzXYwTB+MqBP3FAi/usllSQIFI6THFA6z3EzDda/VEaapwiLtCIWZT0PNO9tBiLmOCbEKAKZfgvZ6yPdP25QT7nLgq6AwI6zXH/mUbUxtGetfx+zvnoICO3gaqQMnO+TT4MpisQSb7FmIi2y7bzvvtu9sNwH+yEgIZ/D0BcggmjH6sCYtZmXvvkaktEcFmkfM8sbAQTB4eriINVMvKlmy86a/YwJD1kslSsNmAGYExJ46ZODJxz8RtBl5H4HVvuN2A/SWQnwOtBa7PHZmB/h64R+II4NoSvzVgQ+Dl2nAZzPLdbnza+0sgOtCpv9AvgXEJ5LVhDGAewOiBIxpllAJFuQWdhxbqP0JH4gCNiHE96aUM4NAc9qTgGsGmVBYMEQzCZLrHIpxRZnbKwTXe3xuDZ0U36tqWXZtSvtsqm07vWV5PKOBqPofGTRptOXjltHHPUOYsVEr+h2qGr70CVAAP+mfCjZBo8UygD6LmR0gYdtB5GlKsGgM6qCQnaGRbmvpWEzRI7nTerePRgKFN3DYpiUcuaj5qPDcw4CHqiuzAeEDiM6K9SrldkHnh+gEggiEQkCI3H3k2Bcs6A/nNZYb+0TPfGzIfabzlHWNO3A82XO3zBdkaZr5izAuO2TEwsefOz+YdxZ9uxHwO0nPMDsRnKoapuUyhQ72/gPWseOB8tRsTQeb7hANL3oAuQ0xUH4+UsYOd8yeagKqiieTczh1oSkDYkXWQIjsDYcVlbUF80d7RQn5zy1nTONh2Rs/478uZLZnl655Q67VvT3tc4QPNxZcIjYWgWiWk/oQMR3gv8h7umbNkPAP+laGPBiioHCo7ROswCg6TdBJsHDSwynOZxJhu8DWl3OYoWjBWQ/mppsZhpbaU2xIafpaT/PHXoblLy6OzY6ezbIPsrJCdabezmQ2Ll9N/i8XI8MVYQqUfWWsZa1Dhsc613gkZS7nWHyzdXLLMRvMfeNnOhJIxQcNt9dgxAmFIIKtnTUL7wZU/l2VAxU5jV42EUkjm1DOxsakdcm/PZazQKWMJbLgPRu25KXkRMrQJMmCJOaxQsIJ3pJOIg+jyeQDABdE7nY5DNGL4DQ13YL6nAyfEwri9YNyfYSoRyqmOOS8Y4wE47mjzkM4nQmoOGtlVFpxvUWCrND9P82BdFTSqcNceH6DTIBoS3LSubvBn6q0OVyEFoOCHDXfKJjogywjkhVaQOYvSSI56JT1FVRETWc5fCmUTqCrDGG9kze++wlRGaoBlNKSoGAI3VJ+lQi7rLKX34cSqPqBRutBPgdUwT9dxor+SpScD9oTQNWotSl+cUF+mMMmJRUElh60QgLHGKr3OHhwONGLdbw4tj6ksoPl7QeKOwCuQz0ysV4+jAaLPX0DnShV96l3i84F8gSv6Umeg9JnmJ+t8A6Z9qPcTqKZx5eif9ZbP6gqKAjfahfkepAJgYDPVRDCsI+EEuaizwkFhrHmoJK/2qKpykac1ZdQaS8f+/mshinPJ67R0dDXN1/asEwQ+l1nvndGWb5HRuquR0Gnd8LXrx+m3Pr8MPlhRxAmV5zFxvjg3bzX8rOvWMxbaPuszHGLTtYyannVPXu6EYlfgYA7TIUiuT1V+5UK5l+4tXcaf9NzAqL1+ekoAPi+W37CtcrJ/zii98/pAoLLTHBZZVpzkXdlMtq9ODvMbBGqu+U7gbZXEV16B0sNRe91XOT1DfT6wKpIs53yWvT7gGY71OcqVExozvhhb/sc7+7S/uf/5C6ckVO0H66y0nAzkDIlEJoxiHsi2Uw+CAc8MoE2CBUP0XoWQ1GPMuYtak1Vdc+5V6ZrzJAOcoPS4k4H/DIeHlo07J5A5V48J8Kx67cp0yya7wc3kE8vejTc/tYfKFvJBjPqYd0qd41OVbXgDlc613TTBpo4+L05A/sFXVXH4S9ZBtJ9WJY7119oj7gEIgy9l05HncjIpkAFSFwbtgjjWvUrWLf0cmCsBc0b1RxaYhm9Zx/A70Q6CHVrK1HUDc+jcHoiqTr9g9dwR0jmVaFHj4zMDGn86aC/tqMbIkcumCVfdTCVrDyVwTrI4LXEV6G0bEEF9jAMx2RsC01Qwtg82ZL/Qrin74dBukRyugPFR2oXyUmc+70xONjbfznDVqapnXT7eVD1iSttYmsqXRCZBHpJNUfrZ+/JbrzNrhMbn//7CJzI1+pKvsbaN7XT4ntZBwNmnqaCd7+VYXADle9eD6X5vZLRlp2/15eHymTywkrG2bZiojJJBscZcFaem8uRMVgyqnu3kQ6s6OsoW83PR/ucaxZIl1bPWe8RVZpqz6jMiO8qUV1pjy+6oqqiBWAHA9ZMD9Pm8vv5bYPXFPEob2V9YFZvnNZSNVtVmp6UoGev5HOszX3t9qecTKPaCNyh821p+4wQwCa8DTrJX135TDeE/rWoX/37DtGJ7RgmH81DN2rjiB6drpc9tMNYatnFA+XWaS8+0EyfpC5+e8WSZKLnm+RLQU0lgr1PNU+l2XfvUN7ESWIqPll5cWrTGCOvUqqykT3Ou4qlwUZ6/p/U4rembPVK6fK3x+pv8NxcbnPdDxclAfaMEnO2+t9VGX3/98STEpMKc6vRN5TJxDS7mbMwM+5IdvbJP0aS4xgHMA8fYEXlBywcmHroGe6eT6lhPPFBwdCniOJTwGDsiG1rumMqQTiQyb8g2cQzgdkt8egT6UxS6/4iB6yUxBvBjbHj324aH2yPah8TDnLg+Tjz86RX7BXh83PDaO/78uOElLvjl3QWvM/DLnztebonPvyZur8Dtt4b9JbB/7jheE/f7wH4/cIyG42iIlw34FMhjYtwOZAJjJA2620TOjrEDIxO3FOd1Y6Y7r6xAmPeJHIl2vyCOCxIH0Adao9EzZ0ceFyB29qboG+bGzZpHQ8+JR9E5zMmkyyGjoG3KLN8ZOJgyMJsPRO4VbMt2QctEO8RvnDsyOnL+hIiJCw6iiWIo2MnDz0R8ks8/AKNbvv36mZt8/p/c6BAK1ckUPALxCMy/A/nfGTi4XBnQmkQPsDFWyMjTd/MZGP/K77b/Ah7md1QMqaB1Et3JXhAApuibbjKmtp+A6wTuXVzYfwfwb8j7PwLzA5AH4vI3oL0gm6kWBjA/Are/IaMhtgce1u1HBA4wiXEAry+ct/gTEE/AwQx/xF+B/m9A25DR2Ey4D2QPHFvDng9o8xHIjwj8GxLvkMeOHA+Y40dMDAw8INEwh4zd498ZcLv8N2Qo0I8rEL8AuIFN8ZLPG08c13GSyvOBc9VegP4LqxmOd0RebMrQ5X3ZGEXvsQHxUcr5z0D+SEQOBtBeaYyXXSM+QNyB+Vcw2PNMoTvfc87mDUR7uycEqHjz37GMsq+/oowuladNGl9GsTpQuZwdLOWeU7cQWqwc7cXVToUtZ6JJOU+JXqOgzMFXN4Dm2Q6NqgrccDCTyF5bUKfS88TUXn8ltVpr/OyU4rovhDigcEoGIlwG3ep8JgDMWQZuQii0CQVA9vU5oWzeBJmmlGOyeWwW2qzJcDPvow1qZvpddk7+ajniqedwqWkpbFWPGD1h+ELsHNKwMhT9UGW3jUTlvIWMAf6NCjinnAqV0KeCwA4uu5S5kixYNEVfe80UuqmTmoK6NYVCEBdtA/VdbsBxQQ6e+xkBDKJ/OPQfgH5DXD4jMzAmq+tyHkBLtKvmZ/A8ps5gxI9gYPgFUw3cM4E2BzB3+bsng7GJA7h9xuwfATwh82cE2FMESMz7RPRNQdzE3G/IaNhfE7EFWvsNMQPt+CDnVbukK2F8DGAk5v4ZOV7BYPYhKqZAzg05HyhT2mcgNsz2hByJ45U8wG2jzZDtgje0JcNn+jOvG0KoK/mbuInjUtVD4x3m8chx5juOtd1Avn/SEmJeuScqYEheYlcPtuPKPakxzWByJEaT0fmAjCdEUyPEg6iiHIExmsSljH2wKjHyUQ4J1jW/p03jR63lE2DnodOCZwLrkbKrHUD+Cp8UHp4fAYhzGc88W3EB2pMM7ueTQbsvI7aqZTaeaVcyluP8wPM8jSq3IaykCBTgkBFMFK2SKMH1o34SuhM7kERM5nyHjA2RH6hjkojIVDUZK8kCOZ/BZAbHQJoYIY2cEJ6iX1I/npKD82/U2/EMVqx84tz291j0ggIq2HHJpJy1ixIDiVfK0GwgR7Yd8xsQn6UjhU6pvhiHrjf03KreEIKqaDvaKwI3EAlLlCaDQ69AviJwZVUJnur7bLiGU8L/ikgjesWf/L39NhU4KSALv7MC+ObbBSrAm1v50ROBFrZAqZPPNAVvnNmTXOd/OZj8pRRWXwSQ0zZK75DAdQViUg4VZAlPkL7Lf6eOp49yh50t3v8RdpwZDJeMKQfSOj615yU7dL6ZtGSA0SAv9k1U8iCAEPhqKrhGHmtWLfM+Q4i9xanMeactR+5pA7g0phiaDa5Llx5t4yYMkUPR6lVX8+85Fi1R0lZtQMmoIu1Jrk0Eq/C2HHQP3vBdW9/QJmPAaT/d53deX6w/n2kFlitpEKJ689nQl5lMvax7x5VBYNO84ADpKy2fgEK7wkhaA2y491hRcbLNoCquum3CaK8QhUFE19hVBTnZ34DVLA0jr5zJAG0GvCJyYKIh2gUzqZ+zPSPiwirvFiDXe2PF5jExj2fM4yNyPGMev6oC4hmsdr1T5pkWD1N2Lvn15wiCVBR4KbSzAG9zsqpqpVPcQBnUl8EkBXWLZYQDHeJIV2+QFE1ihs+zkM46HyuJbF0IoAVMBen1pCerviRVweWAiqvSXuFq4+/KNrDacaqaln03BiJf+X0lvhMvlLkGGOQBNxtn8uGKFo98f97BavcPss+oUyJpj0f/gXOQN1CmPPGabZPIOpCD9n1mQ3QmIKJtiB6YqhYJ3EG9cmUVZjZgt346VXqjszdEbAAekfOCaOopcplA2xDxA3Vs8HkyN9pSqjDICEywQga7bNb9Z2Q+Y8SvqATrPDAH9Uq2z5zT+SPnSCDLnK+UdTuQaJj5gsRN1Q2DPsZsyLxh5jNtv/lIv24mIm7oHfR/BjSHzwXeoa+hpJB7xEzRP+HOhF67cP8ctGHaHLTTQz2dRB2KGGj9lXo+GjAm5uHEvmR43ykfqh/T119v/RGDZ6bO6l1rynlfOufQ2qniLh+tuSSHDKJhHIA0GB3VGy9euO/q7PYl/xIoGinPfwJMtOywDZhn/xhLX0clFvh3BrfPslVn9HCfHY3VqlfAuCz5RNuNtpYS3AL3cnx3JD6BgA9WiEbZT6y8STxI54fOrhP+Dxxn9aXRGbbuywsDyulKUwNFr3D/Dyasvki25ClhlHrmeFd7L23jFMiIn2Flur4XidIrBS4xhfJe87t0aqpS+3u224JScDm4vsunT6k1JUUqDgEU/dy0PpVtE4nIQBOltPs0mPY5KobA+YvkXERVOcID0D4cCAxWgE2uF6+2oxhU1AuDVQfas5mIpviQ/b5GgHObplnSnPVDqqmDTWuU1FBM4rzdDMRbjd5liwbPWE4mlKY/p9hBupq3GsBTL0YBxp1A9bKZaUbrPt3TR2oaBNDZnOS54FpMHFrTC1w5ssBwttM63DfGz+RWCUWbholQ5WYm4wTuiRbqxzEHY1+txvHt1x+nY6pSEy7ml42kFg44qNzFM90scyx0jMa1QA1QYM2EqRJihgBhDKaFy/KGjP/0Ap2DVzKo54F5JMYE9q3h9ei4AHhG4nFLfL4nnlrD63Ogz8Bx3XCZE+3zjpgTl3ds8DwuwK0FZm946Q1tC7ygYfbAdQdaS1xfEtctsL8E7g+J+zOw3RO3W8MxA8dswHND9I55Tww1hR1q/pUCmR+vF/Q5MI8DIyei0+jLzk2xDylTuKxINASFdrAhF9pgKslCAKMhMNBwVBbNjcMoeJVxPhRyqgyfjXqXYTUgumianJVOQCVqkTu6uObdV8HNTxc4xA7XQnt/9VWOwGcK1ZjarqdqBHQqmvwEovE33j/pPLOCYoIlg8uBYBDbgn4pumroMx4U7FVQ1ijNQWMFW+iEeXMfAF4oFI4QwuROgVeHmAENjE8wKp2BH1Ff5MF9PgaHeJGxMCnoicR8QfFx4g5yhZM6ZUbS+cAuI0JBlplgxYRUazZkXniG5wsQd+T2kd9rP3B+8hOoVK35QaNVSaWFTjohJ+adazFtcIzTtgxUA2Zn/uMmw0ABEpWSIqy8fG+VFubkmJLNyHh4HJxxWam+k9AYX5eM+pYj+zuScmV6hYo+X1uK1TLo7S3a+lxVDp0CDTa6vPfmaWgBvBlnOa2nfLjOpavACk0jI7EQmDNhr9VyuXip6/xy308lTIw8txKtpEY6gJtlW7iBtmmWoL1VA005ikKIFBrUMv8LlFwtQzYavd5jhUQ0+ssPr38WshpLZsHLNWs8nO0TMi2A5WQbAaNrnCtNqrrCVzkHF7zB19rG6Z5fexUnbli/+Vrcd650Q7jHgiwen6HsDPSlqLkimbybNGAZKOKKV9J2MAHuZqMMxHUkXtdzptcjS7cWX3U4ySbkuBvzCh2VoJ7OUCVFZgWJxxA9xxBtSSYCFyTUz+UAn/U4gDGR4xVzkooKeTCPMELJ4KTManfpqkdMTMzBBHjT3shaFyHWcwpNuqMay2GAOkJVCC6XjwY2jOV+jOxMHsogxzy4Hq76MgLbFQBGKE0HJ72PiYajcxxINX9evbDW2chJSrXo6/Ryj16wgrAKNH4Hykk6IstrBZrtTEUCsYGltm6Yqb2MJyAfkIXKOlB6IawH9pNsO07ia513Vl2tM8QZkXPpqfNZjgngYMIFPkqSFeESbSP+cslRDGQ867+75KOdP1IjRd7h3gesPji090mbhQApF6p6UzJec5e2WXMC8xXFB40Ddtz5MBcg38OVDihUc9Yz02aGEhCv1IN2nqTf6UyatgV1rZqYmtPxRiae935RyNkOmSAyMA44sVL0TW4CrqqYMMXN2b5cHtE3NpzltN/wswsJWlWEJ8WZgK35cGVarPs6CbE0oQV01M+3CoIC53u5KoWBR1OH/W6Fbqx7nvci/59niMfPKG9WGK5no+46X+FcOVU61SYDXGFsw+BYYytbks29yz7R/IZld0GJlleGQuLN05nh543QrspAyYk4BZAKJQ2cvu9rr3FFhhq6ak5OVQdnJ5a0LZaNJz162lqrOuMbr9prutYXe6KCS+a+Pz97euxnIIGC3QmiXD1nVcUFLFDLGXWpe4VsAAf46uX1tO2na5yogzilPusCVaSCKAn5yTIFJLvavCExKZ1yYz/AuFOedwccO3JMxDGYfBjPyPECNjdn0IqAkqPWqnRAyUBQJ0pen/v9lBmsCp40uKQqPJZtA+3JRcVFrZbVgJU0ZUu/vDk5dQberLWXG5yoleyjz1iVR+GkyblqKSXv5tKJ33yd9nwESNuR9f0osE7yeqriz7yBFcf0S4uiJfO0/lcNScFcA1pC+tuyOeTXxtqrvIkjY74efxwcKhkcPIsMGG41b1CVwurN11ewbk7Fwb2uCnZrH1dfLoEbnYRCTjIJjFbB7lUxop/qqym7yokpN4aGAn/ZdTyUtDjJbtpTCjrnoJ872Qw6YnDtQ9ZY0oYEUTdwtZ+tNZ5R2X0V9N3WHtOR5dHlGctM2oWdz+Yku3uYUH8JeOMz1mirfHe7lYGktxKoRFtRjjoa6nWB9oaBf1zbcBDUfsRZt6f3h/vPWV5hXQ/ASvGfbQHLtLc/7quxXpa9tles/9Z5JthMqG8nD8vG9BH1HhpMMLuqyMn4BPdeHEjcYduJPo3livrpxSkMGrZZlx0ZVang5ITs3zzbmqLP81p4Tr6s0LftbB3gZtmmozyvu3TvG6UIPhMKmBGUAyc7gFSHvn6e7v39JOsSfwLI5Un/e/08xyHKoTf30J52NcpZNleFwNo9iCSlGrD223/4QdlJVQgXPrfed2PZN3WS2/p+5kpElO3iz/D8o56FQPuIZBw1gUVlZt2GsxuGxRKznjdsV5WN9cXyln5b3p3nqeS69jQya38lsGSLzvTaWrQfFtBlW88EAwdk84Rt5vOeX7b4ue7mvIcqTiQQ7KrY0bPM9uab33v94SREHNwoXYptxjtmPdQgempx2uyIvGDGwGyzKJLabOhHl/weQE9kvyEQZFY9ZSptPh+ybnoEWjK5kbNh2EFsyl5vVDBDgiUnMHYAvePogeNIzG3i0CF4uTVEDvz42jBy4ukl8HMLXJ82fHh5xPURePzHK8ZDx/vecHtI/Pxw4LUDP/cNL6Ph43Xitieeb4n7PfH6+YLbS8ft9QG318B9ArcJ5PNA/nZgvHTsHx8w58CRd+Q8MF53zB24f3zAOCa2l8TMiRFkBdtHw5yBLRIzEni8AQ8T91tg7gHcGvIeMrMmsk3MbSAaMCKAY0O+XhBorJpoDbiQQoP9hhMtVJZ5pTJsCiCFmoRmozHArNZENB50mngNDQf6nmh9R293jEwcZ//oJEzasKFuhfmNV3/mRQ4pb+wyFr1P/gLgB8W0nwD8DcBvVCjtAeg/AP3/BuQvwPzMBMKxAfEE9H/kNQ4HUW40CLYfNNQn3iv/D5Br8c9Af6ARmFMGVWNAvgGsHvgL93D7BWg/Ae3PyPYJ6OS+juOgbI5Gw2cT//OrFY8ExgbEZQL9E8c2XmScsXFr3H9SMO4DMK+I+A3AR2WTFWyJd8jxBOziQ46BjBfk8W80IkO0DUZv7n/RvD0RtDOUcHCD6mNjRca462CJz3tLcTcCyPfMgI+dhuvxJ65fm5rfv3IfzJ8kzH/hWsb/xPU1//B8R4MhjM74FaxekcGcj1y7y8/A9R+B+CuA/w8wb8Dxf0lWSjF3oXzS3MZfE25WdHdUpv1UVk0kaIPL8x1cB6QYmhEQyaBvMpAGG/ku7QJQHMb95JQGcEYzMLAxdUSMdtA8L961ZdwqSEEu/8FSa38+O+YgdzXakAIfugKRHG6MjLhTwZg33/6AvUwZAuQ3dTm1zqQrA6zE9J2p34WInEbFygB2MsKNcoueyUkpGZsq705l9FPBP6M/eS0iNdvkfGVzoNJlu0aZYDkSWGg7zIbIhuIybxPZTFXhoCENF3NV17IqyMBS+u9st9dfOdyN1QrR5mLkyEZevtlIxyZjOrEj44rZGgJEQSU28TPfmQAAWPkCo+YT2O80PKYCRApohniw0V6FYBJ9mc+dK7NkcETeZVtPAOwdkqE9XiXFj3Qo98/c850G9tx/Jmdr29n3KX8BEyCqvKrgx28AXoB2EIlyDGAfmGPDODZthQvQB/JyR4475nxFHkRQZjYckxVmDK4kA4KZRCpGYGRH4oF6LDTfZy7/viobIl7hxt+ZE3PKmZl0RGLeT6s6+byRks+BmM9Asl9VtiS6a7IiL3sC7aaghRzFNpEbk93N4zoanY64ca62R20iOu05zmP4yn6brxS9qtqJUD+l3JD5CMQ7rn9+1Jlr8jWu1IUpRLLPTRzIZg5i9WGYQo0FZWVzhcaciDyQ88Zz3DRH8R4RDTF/g3lNgYnMD0i84/gsD7udTHHWT3CPAzo0ossK0paRJqLpuuJfVZk/0diav2lZIzqqbJiqzHBiDaJgYaJCSCvRUtlUp9JkEoJjV/VeBoBPWJRqpCGkjHgBcEPgEzI/IuIBpH54BPz8cwLiGgcuiNO10zqjgueptUiiqtEQ+JEydQrFmTsCN6Dx3qSnSs2t+ik19oqIpioM0VARkt/BnlvfEXBCd69cxKXcLO4//v1NAh0ogKEsUzmOB6ZoI7Wb4URmeYAI8nOnqtkAOpAgojoRaNnR0Hz5U87m5DwqgdgclHDQMjSiZKBqBh28Cl5X1Q/1UceEEw3UFUIoW9XDSEjtYo2buS/1hkBw3jX+Cnqi67mU0FEzW2DVZMHVNkpSp3Qgb7jLiXTVRYJUXp0+Q9J3aBhojX/vwXEesqMyaPc0nBq3Sq0OjYQvl+cPtHQ15QDRzJuSpys0HQi0vPA5cirx8r29xl/NdlVeOU+uXo1dQUh/QaheBwVxQeBBvoU+V30aIKf9gfMVlr1C6Tuw4P0snyZTNB3yzJzwd1K9AkSVWLLDZKkWBBmcn93+kmVWvgDRMPsBzI5sov6LByQ2zOMBRFr7ejti7hjjlUmIeWe1Ye60nTEw273sjUACx6zV4bDc70AgQ/dGSVX8pALApzNtsAz34BQKWfYxAkQbd81xUrdU8AxgfyJgoUUXEjm1Bzn5mwJGoeQpUf+U/dq3FRtU2CRMf+HqI5zu+5XtdrVdzWf0V9q8glV0n1EVdLF0TWsTqwrcdh2TCqlee9HunKNBZHBz5cZQANSb+GSjZKFahSI2YjqutA+m5rvtYMPwD2ixsUIRGzKuQA7aEXFHdPagwvUJGR2t7RzvpO6Z+4U+HX5FtFfK1H4Djkf5i69Au1c8KO4HsO/ywVndGtkUG/A6PiLRSa8EVnwkbmiDejllw+V8Qs4O9pxIVstFE04gZNN+QuRVCQiriKFK2E4u+Aj5hmmNoCoO27FQo+124jl3MvqKVTkF2b/0z3O+IPqFsYI8gCY6KNvX8rvnvCmhY7rgb2042l0GqiQuiLgg4xWVIKkEJ7S/7E/Lf0fDG9Dwf/i58zkCWMliwD0TrF/K9wzI39Q9YH3jYPgB+mYHCpmephR9OPlRrpI8ZCM5aApAPU1WnGidy2X7QPLiE4Ar9zICZMkYKMqjSNkvLyBdqwGS+1rDCsL6XsG1dsIgE+7TYp90AQgo6zM2RDOnuqvKTLcpH1V8+elKqsm+Eny6vh6zkq0CWxY44UBRsAYQuCLwAPd0YnB4p56p8+SZ+75varqt9ubfQDZRJH25dWwTZ0NMgaeSMY8oYywla0WPZJBCUZraLpTtDWCxHWjflv4b+gjt1exMeKSobHM4wE6wcjgGAFe+KrEkEGlO9j2aroSAVOZUVcqkTzEbY1mUPQdjBbKXuA/a0nOifZ1irZiqqElXqDT2Q4qKdYCfq3gT+4AhN0RVE2pPilqu+pjYhg7NeQFNrEOG7CHvLerdELgFooareEsCTha5ugJ5omO2bEBDNbRvPv983n6y4f/I648nIYqLmMIwXNYxZTA4u5gNMTtmn0pQBxtKTzrVAaN6EtkHw1cTWI1xBDjHyic2UOgRGaIgUaZQNw1onX0WwEoCDMmZ0YBjorfEJSe2CHzsFHV/e2Uz558ugTED7x47WwFcNmz3wOX9hsyOOAL3DQgM3BqA1vFyAR4acBvA58fEbSSer8DtseH2esHr6wW3OfE6EvN6x2g7xgNwjw1zBo48MEfDuADjFsi9o+8NMTrmBA7hnFIVC4HBf28HMgbi2FhmNBpwD8ZbN/bbMJc+DwOQR1M2Xpmv3miT1IGjUZdNTVItGNwgV0mI0NkPCZdCN88BNi47iPxPYAox70rDCtRJJr3heP/aq6mqwhs5zkoUYFPoH4H4UZ/9FXQeHLzcgPYeyGd+fmIF1tt7brJJZ5HdXllGR2TDoxTYjd+Pn7AaER0KhktpBySo30lQvICNsa8aA2gExQ5kZ7BBCpCUr40Bx0YUTPQQmEVBm/wIO0XIBPYPAjpcgXiHnJ+BY5fTs6MQNXMD9g60QG78W87fNJfvpbQ+8jnGX4B4AHpwLoYfTMH1IeT1lHBLNdHMA2h3ID8A80cs2qkA8kEHe9dnWJ1BCqXgvdEA/KPuJaE230kOuNLlld+dIQ9XSajLe2D7E9coNuB40Vw1YF7pgBVh4HeEoQyNUBBh7TUlOQs1IlSX0MdLn7NsjZlpB9OO9V0ADnQYBVt8rRUVeRvwQFVaWDH7PdQ54H9mXWadqCEDhX+x81V9DWR8pVAxvkIpvBW7hxMurMaB7sv+EIDlPr99Ts44CVHfKVtSfOxGP54rIgwvKKSgEWo2CoUYKcd9jQd2J4SKQiEwUffwT9bMoK7h9YaVOk2TMjbji+ss92XtAb7+gOI9brzVhQ5Og5tA69knKFOKb58VWSuVI0MoHKhxY6o47RE943BCikZwOdplAMpRaA9wUIbPZs5SGzYyWnJWgCSMckoHU3RG5gsQA9HZhDnnB26VMWXQMNk3jZaZfJ6MFyA+MQkbCtTNiTkScwZiDrRDBuVGQywnKQ2RbIA8ZUNQhnHfevwVzMtNz6j1TDlQ2YA8FByT7DqVm6dRqnZUy1lptVcWmgeICsrQfnHwhhWe1L1Eil0W0rWx2jGngoSVxJQh2mQcG9U0T/v86xsOK/AGuBIkTbOTTD6F6FgcCKPhygBHGJFfaKudhixuWvcLjB6rcn3Lg5wop0zl5REXynk1sia1wADwCJfyJ2RTNCfDvAdb7cw47e2MC8cphF/IabSEshzlObIdASbTlFyrqjcvbUwlal2d5blxYthNJjfpawV3TDNjBGy0mlcj70w3Q/opD69pHD6floOWfww0euwonePPG+0mZ/zkHBS9jIEXwfOOfEA1to4GImXlGCvAaFss8PgHnIsscWrdxrVaMjtCSfZTlZ//VvMkPXLWtGvd1/OXNjyLP63xrDWjbF/Ir/MVrZgZXA8j0d5oiJS8M5osUXQ00sUTdirPFcpYSQhd39VllVgJ6uKo5/HgnGgHUsHzDMkTOd3N1Fc1ireIu7fBFcBOaiWAPAA/V/hKBBaE5vWN/DjpRM6xZ5yvWjEthpN/DOzrrELJkeI41wXSZ/Sk9t8u/9uXzSglglI0DPW9Jso2fzSZsK5nA2VGerwlT7xXpRvcg6lsBcqn9W+8/Vt61gXQwIZ1No2uduBPZ6D+x76yJsHP7+B5ITV9tGVHBX3gCSKzTXvB794R8445b5hKPjBA7QDgSsKcbb23z2cEvc+mkliSO6mfxZ3+dlpMlYbaC1yrFUQ/JT30pIX2hQ3akz1ouz0sQxqWXXnoEvx32b56tgBgpH3UdyZO2arff6lhLl3YqOEYcRqWc6mqkT4YgEsFzKsSlUEpVrHadhiIZDKHZ/ERZc+WHD8/uidYz+0+BbIbyTqh546UvBdFpJDUaS7+TOlf9Uvs3vMTEaJCnIEcfM7ZXmizjc9gj6hJG6K9AI3VOTMnYgy0MZjoSlZgRrYCcvjMZulfV4sOJJ6xAu2BTO7rJoDWst+guaHNRmqsz1hUvgZMmfaRvqalHlwBXPMbiE5QWagPXh1Ph8yyNjWKWirvsM9MgM4gBU7caalI96T6V0Q+4Pv+gnW/1j+UGABgG7mo3xCy0zakfhx8OetLntlcb1bAV+e57Af7IOP0zOuVmkODNjhBCo5WAsJ+hG0e26+SY7kvXUGnSPdW9W3y09YwS6vafqeNnvY/sgMKgvPLqXmfMM1y0fFaHld8wJUhlqXLJ6g5q8rXcwxLYy+6acCVKkt+0YbP0jE6d1W1YF/Dsu16ut72Bu1uG5x5iA42tz4Uk2DD4sCEqZBhXV89ar7xCn/W58tvn5Dyfk9rY6pi+iJLFzmhEa4usT0owGXUlX2+TkmImm/rC6zf0i+ubuJ7KffZFEK6TvviGucq3UjOW6LkdWuyVX2PyTVIr3f5M0A15F5DQO1/62XFjgoiEgMBg9W0NpbXnpFiEtJ4Y8nAN3vwlExfDXn8cAnD+WthA2vsy0DSveU7+CzUPNHOcZXvMhtj/ZR9+GXtxPeMN77+cBJiNNIGtIt+3wbL7CZ5s2vv5qx471SGpE0OacbkwepPBhLwoRqHH9uQj8nA+OXgIrXsJcSzp+xUucxuiNwDc1xAdC9LQlw10jHR2wAOoL0yeTAx8euVQvDDK3Cg490jEX0PTw0ftg3tXcMlAtsD0F8T45J4927gfkm8xIa9Bz61idec+LQ1PL8PvL423G4Ntx14vU/sj4HXx8D9teHlMTDvHcfzO8z9wD4CRybalWjJlhvG6MDrhnEA2+fAOIDcmXA4jjvNvMEDM1pgXhqQO/IYaGOiTyJr0QXYf8eDMya5xpuEXNsAYCIGDZDRLeDpkBvJmG1DRpBrOyeIwtsQCpJEP4hMjcARHaMTlcYTrfWbVOatsZHi/A4PIjfcP3Dx8BmL9gPSEzsw/h2YLzJurgD+GcBfwCbFD9Iv/wbEM9gvYAKPH0HKpFdgXmjkhZRsHmAiQ+jrnMBxAfIncXVPXie2lYS4fgS2Z+DYgeOg8ssLEB8B/J/ANoGLkmtTSM75VyAeEPOfJcX/LgTtI+f29b9wPA9/A9pvS6lm55z2RkN4Gsl4AO3KDD9eQcTmD0B7B1x/4HMdn5n0iD9x7vonCsDjgwyzF7DngnpojCfe8/hBwckP+g3Kwi4lmTtwv8OUXIgNeGysmNh/YyJg+wE0LtVc9/KOgmIoyTQ/AfnCREUFXDoYaLko8fEIImxegG3wBx+B/V9h3mUc74D7v0j5mc7iF435O4iTXQZZrP4P5n0GLF/ldlvY2uFooUKBuew5OZ3ZrECwlKWNlBqOqcAsDBcyn3fkeVzi3UH3qDHTznD92CwUfDae/QCbF85YlAi8lAOzh4Z4MloSwHBgI5SwkEC105KNeyaWQ55SqqT8OpNnnBQpACcaUvycvu2qyFSAzEFPNBrzFQjmwhD15aRg0zrZ2ZXNIHkTTkpJRywjQmc+IGSFF93BChrptR/KefL82jCJ0zp//RWPqsxpCrjIRqXfroAtDqFliOYgylfOXEzMbZZMyEwOvx1obUdmY/XLhBIGwNwoQ2P63h85t2Eef8lY/hG5XYB2QcxPuueBaM9cl9B5nhfQASAn/dgU4Dp29oHqCgbHR8nNn+hwjhcF5/+VBt9kFcLMnYbl7KS1OwZiPxisCCDjjtEPBCbizkmbuAGjE3AQd5BHH3KW1T8HE6wkmMhkX5x20KaYAQWheZ6Y1GDyI0I0gEoAtLiAPZA2ZAzM7VXgfu+TH3RWFPzeUPud20tBoa4m3ZOO6oxBOr2ZaCPJud2Idl4JFM7tFOfu7K+UjSOXwfi1lwPiRTtxWfImB9A+wU5C4r2qRwYCn5HxmeclPnAt0RnY6zfpCsn+fKJTGc/au5rTdj/drzM4NvM0twpsq78G4gckPjDJETsSN2A+gxyxl5MRvAHzCaYj5Lm70vmej5KXv4EVLcsZtz/CM0cKpBCnbzihbVqQctqU+I5XAL/Q0XGzeDzJWX3H5zZVRQUuHDjwtW5KUAcC7+SIXIlsjGfqc6jqaEi2RUfEVTqxSe4l7WQiTfRbjmwcQmk5yfsMJhUVSG0PWvsJxEfJbk1OAkSLfZBMcKXNCkQsaq3ffxnAWxrLCLfSawf37lQgIVRZBwcnmPSxRqMMcRUfx2JUmROhWYmo81lYWjNONGuKGjIOE9IHdc5ZFRBy9qwKojRsnPy4droHkW1ZG8xzqXlOIGNggH0R+J6TZtJXAX3/5PRqber5HCiqZP8Kz7iaoEYUlhrBe4mGk3Qg5wpLzXIBGrjnR6gHi9N4DvQ7+JQ7HExC2RFx0uWegIFlwzDxOUGaFKccJiYQQdBTTrQTT/S3tlu0+5qXWvqEA/z0DxW0d+LHZ8P0VuXkp/TpkK6/1oxSljlhYufdQTvd0wAL/81VhTUHtj9U9arkRlZgi3YgA04byjcJ+bwgUCHR0JrBfK9wkgXBahxy29947lQV44Q+e4jc9G8nGE21pT1/ssm4jygv6tyHl9nzZrnHMSaCcl40iFDQmzLA9+AaFd2jE7G6QTo0UX0cLON8TyV/4XsADOJf9N0NrK4IsOHxGYBhXXiinAVQyM5vvXbRK2GWLVoUqbpG4gLMC4NJ7q3TZRvG4JqNAey0y2N0RAvEZJA9VClBdP4EfWBQ/keH+2eEk2ANp8Q/UIAK9wlIjSmDuqKLmi2akNual0iB8ALhHnaD4IIMBs4IIAEyHxGxaezPaNuG6J1zHUflz/NIjGMC+YrEJ95nTvqIx0et550nagKZyepWTDjw1Tr1abs88wkHaIPnhajhevYPtOnwoHDZoarwV9qopnIOVR9D48hA9UXqTtwxoJ8KBs5hO9to5gPRDEoLJZIu3NOHryEbojMZEgUoexRm5eSLfeWVVQEkUJ5lsquQ40F7pmNVb3IPhOMw1jfS4a7Cox3vREHIJmPlFhCSlZB9NGV/nBK8WInvZVil9Lf8d9k+nKdE5C6Z6goKJnajzvV97beSl0xaUdHvkit6v5112M5qmASv1fhcLR8k0wiOSukH0lcnnz8TToBkc2XUC69rsGol308yB8CqPHGi+gDyhkKvc9axgE0GRgHUMbnGXN+xjpENZvkcQ0Fnnu3KPUoHZiaa+xTGe82tbYRTYvhrr+CcTQGSlr+vfW8gTPnbjA8qdMH96kpYhPA8p2TBulHp6C9pMLP8GZ5Xx0MsZU35B+kQeL+F9xFQNHlVQSAQh/tVuJqx7sq5N8wErhCGYg854FYEK5kZKGCWKyS0DuF9A9twtruWvZBDSS8lQFBACtsQtp+cjE8seresuXNVwtKxg1SM0s08K5L/XzByuH/houIGXCxAvSEZVzECybvaswFXXlfSSWvQ/kicF/+JJMRsDPb3jUK55QBmYk5ubLOXzHQpLZAtCsDHDSol11cWcJWTJKIlKTQ2ZgTbXSXWQmYXBbwWBoUe4tzO6BoPs0+RE20O7AHccqJN4LJzjL0ljpF4ajtuR+D9NrDvGz5sTxhHx/Vjx2UEtkf60ZdMzOvEpQ8cSNwuF+x9w7s48BrAwxZ4fABeL4HbpeF2A24t8boFnrfA7cKxjteGcXQMdGx9Yu8DR7+xD0V2xJEYL51MGfcB7IlxMKg4p2Kyot6YLRnbPiZy7GgT6ANlUMw2kBc6/XNXgFVGaWsNldmbQLZkoYCVlSlbaqMnzFsXKoUKoVcYdKAAmghkDyEdJsedQMMK5pzMpa+/0s2ihdbxVm03PuT8TIFpFCt+RnEbZwN7FPxGx6F1Pk+/sfnpnaV/VfI2p5T6JyDvII0DgPEDg6wHBQXLTRWQQGMwZnsBM0UHMB9B3ks1EMsL2LhqA9GGBzA+gVn2d5yP/ksJn8jOxMCcQP83oH8G4gMYjNcZcj+KgyV3dpz5xzvMcc7mdFf2+hg3Tvj2jmPrv/D85Y9SJirDnsrm54WJFvwANp52afcrP9vAOR07qZoK4duAKxUkjk9gkucnXnNe+J3NCYErkygeWwnogVWi7gZLFwCfgfbMxM51MLFy/5sMoydgPADjA7+7BdcS/8brOJLwVeGm3bjJCT/xh9oOWkrWbn7IGNDf7aAJeRiu9nKjIAehCv3IC4eCSpk+jw4gWB0JKRFGfrhHy9IFeCPskxng4JwG5Az6/AYqOLBQiZQDrUpAsdYkswxhKqRxAtPImEzys3JsA6R5ubwdkxN7VU3gmwzYsSa6AZwXl1o7oBOpe6CSASFD2UHINCK9ady1JE5C8Fu0H9VEC1CAywbLCckHTXCVBONsQ5Rh+EaiFXzz66/YbCR6Ad2gba0LA9AAKR3ytPaTyd0mOhk33Z7cB05C5KDRhclgxdT1uw3RxsTCQg5KF9gQ7legX4BBWjw29vTnn0CqNBk8uSPbQHbq+z4VjMJF437VPvkzMB+IwEwg8xcw4PoD3LcmsdCsbBOTnKcG3qsx+B1DRlkeIHWZ+twMUvDE/BGZHdXQVY2oq4x76txtTAIALu1feqsSewHKAwWoU3pvdjoBjE0ZJQ64SqFAygAWzztkA20wrcAE6Rd7bQHSLy7ktMtuLR81D94X30tCaCdFBcls/IaQl0Lm5Dtku6ISa3gFkzc/IvGD9P2FSA71IClKk7yW40gaChmsRaFoapi3aGAazqLLyABL6R90JlR5mNo/LgWWIR54Op2jhRqDKF1YYaCmnwpslwMBGeDqGBapHkXae0UXB16b9GtscF2JZCU9Vn+QACYTRkX3VchX2bAw+vgRhaxOJnbSdBw5UBUK6IjGvkkuVy8qgybZ4x4sufj2+Rx2FGjTRKj3RW6SiXfaUDBljPWT7BWckIzmNi458d3tJvEoh6oSRZbNDvQ6OTHXFxNwpWmqsiZiruk0yrsqRYCAkxiugjkPRet4DnoqCbecSX9YeqjoIJZInz5r9fhRP7yCUY1GWPp57DjKri70KhPecdKPK4Hu4IqTWVjXwlJJ1olTTmEYIVpl83rGsj8IUjAi+JywP89Zgs13o2wSI6U9R7KFpJvDSZGaE909QPkcDCpGbkpKdcm30FmmA2mkqB3Z776c7HwT5NZ9i87J++5sJzlR4Lk/6e8pZ7YaTgdKz4dl+XnGzkujCpmgX8KEjdCi8nVXYsNVG7YhZNMgao2cDIPOSmZXNQITZanKstS4iGjvcGCRsqzJH0sAOwNK6aoUPwf3A3LN05JZDsqNWmGfwbXLZGfjVNVhJKvPOZJ2Wtl7y/5Z62l9Zhnr7/lz1h8+Iw4QHtLZDvQKwYrUmVsVTKgxe+844PZ7wbIvXkMJJFUCr9iGn70jY2NwfGzMIZuCJECZHQfY5/AOAsweYFrIQuAisdglbhxXvIeTeLzYgQLIlH1sG2cFZ3mP7bS2ogpqDei7gCpK1EerRC/XmetR1QDNiauJxIbIh9L1zTZOTFaiKq6VI5G4Ycar4jlNvh+p/phIbLxWAlP0nA6Go8sP7HclQq9EKE+fUVdaXbU/Zc+G5c4ONzpH7CixYJrjbAglHF3NuvaKE0I7wSnagxG71lH7PTYF46L8SVe9oAucOC2DL5Iz30/oL/vc6+7EsAPofhjbP65qkp6q4KH9QJ85wJXLpXubzqHof+p8heIb4aSetepZRvtMSq850fqm0kYABMtdy8BKLvJccYS+tqu8LXem7HNIPlr2Jyq5meMEtlMlgXxXQB9HR+IqCa75qcoPJz7v68xYjJXP5rnntcL97WpObTecdCFSZ8W6Jk7z9GVVHTQ/Y31fdhC1BIFz0YJsMGDS05Q+9FFsvDjg/D0/AZJrTAKnAXiadxhEhUTFzlqvLVX6zeCDMqtCj3vWB0BVpBQ9U5ymgNXGZ/Clfxyv8H1ZCUdA3DISh3Q7k7DLrvN+k5zS1n/TeyqBRcWpdbYNl5A8PNs4BsJMylm4j5PGqJhJHfWyNZrm7ZScCO/0rJk7a6yVZMQaQ9iW60rCy0fEYALRld3+LM4VErSFKScnbYfQWuD8Yx1seXReR+21oI6pSo8a9bdffzgJ4eA/k7yBarIjzq1+kQ2zb+yOfRzoY6D1RAsGuKedmH0AzUorcNRkDiqA3tES6BnyT1jG1HoC3UUmiTwmMb62CUYiBoXe7IlsB7IdEGsRN88I3CYwR+B1A+LoeC8K7nd3JhGe9oZ/7IGHh8CHF1ZCbD8H2kNDvt7RHicuT4l+uSAugcce2GbiHRKvt4HX+4H7HrjtHa/7FZ9vDa/3wOUO7PfAyy0w9oY2r+g5MVrgiIFxu+G4Txwvd+Q90QcNK8yN1EvHA3JcFJRITGwYjQK2TQCDiJ/sDaN3xoU74BKgnEDeDyA6RiciPXID5sSmYM9xoSKf84mxqEEm3bYFogfGbJi50F8JcolK9iNzY0AoppLmidbNqw4p3pMg/urrV+2Hv4NOuwyr/R1wXFWFo+A5koq+UAMBxE5DC0+qqnjlNacV3guKq7G9oqiP5lBwRaUkGQA+8u+P/wxsH4D5CzCfgdyBG9GQuF44pgaQBuE9lfe4wyhrtAFchEI8/k3jhATDZwqf60ceBfwEzB9RtDfHHZgDgTuF9lBG6hjAPBSYFGctPiPzBsxPfB432B5CVQ0leNpfNX/v+Lz5N0k6cU/nM797WEi6cekzjbforPSYG5MM+Ajc/43ffXikcXtX0+jLP3Ed979xLIfmdgqJc/zK+bo+cC3v+2mNdyA+g0jRfwbyn7me/TOfadz1nIPz0A9FBn/gc44d36IsyfeUDTGUxAorTfGBJmA6pihDwsG1ECLKnoiMGPEp80oTTuoVqq5QoHQwzyWnb7LgVg4yILMMn5NySDuiduyaFNDUmPn5FEJiTgXfC0GmO1fQ5Esn20EfJgVTwW2XkJfzM4cM9UA1rC6qEzuprvzI0x1srDqQwDUoJzig5zCCx+Olwgw3mPXwbSyJ129RStjBeDumkNO7AigaR6ZsMqEJdW9eTwiDeUYsaC2+80rxH3vfuPF3OZ2tn5p77kywzQsgyjuOgxRO2VN6mI5THl3ro6DOpoa7KbRPe+SzNQCm34ICTGpWm7MjLGvmBPIKtEdEb8jWVKEdMDVa5CNF9aHgyuUdgIZ5PCLaRLt8Ym+N8Ys+z/LiqQqayE+IfEHOH5nInQOIOzIOOb0dkUQHGzE15JyE9t7sz2Bl0nLiIxNzkA4ni97O1EIKxM2DwZW4Y8bByoZ0eT6Q2BjEDgexQVBEA1o+8UM9ZVuYzk1rMja6NkOJHRmHMVTBMicqWBCJnAfmPLQ/hAJKUzewqXcMNlRcAePL8pm+tt+SaPZQ6Xchf5tog2QMo++IQoXZIdxBlP4nIC/IfOCcDQdClABvnynLmnloPywTOnYmtBBCCw0+HxoQpIeoQHQARAV3MIFveWxgiQMHdyR+ZeLe65ByGoXWnM1l3+Ysv0iOc34TExGiS8o7mFxz00863gxeXPh+2t7QPYxSzcQ5wcqnlnyTjmcAb56cES1ampc7KVPTNJABVLUFnaqMZxh0sZJSHsuhSq9Tw0IQwchKpFewLwY54+lgCplY6Hgl9rAvmXq28zPB5P63N9xK8vDfAc+lZkYOzIxEw5DTapkOOURDc7ktGelkaOnI0HrirUMGwJRREZbqdI5S96gqhlg6OWd7m2OA/hGJSs7UgyUSbITexO9sgr7QuphHd4EEFGRMNb5HwEnfRe7nBAb1/cx4A7wqDvzTGpTDK72Unsj0TpC/BAcxBlaQjetRfZG42DjddH2unl3VGWlkqHW0EXRnO4KoSu6KjlBQ3uCizDtHVlUy0rRh+2DUzPzuywCJasDaUICNDCG5O1wlxGk0nYYrgCSznVDxvSuRI7nkRIu3Wm2Uc+LIiUwFKvJ0PyiBLdBJ+AxHY6JRY6FdKFSl93XZVbv2zZVBGscPa62074qaJ5adkq7Sc5D3lFRKYKGR1V+qgqprF8AyvcbknWHbCUt/eMqWJsCS8dYbtgvnGqvuaSDOsneN8NeYweATKU209qn9KZ+raE9ts2KFLP043t1RFWHfeE0FGDtRqW1azrsSWAH/6IjO3pMxxsqxij4aU/tSZyeQ6OnqQYErhxNF9JGy9rBtNuqHnE+Y0ZHyaSMP2nvxDkzqb4jYKK/aM5OHTUh0gUjTCOt5eh+BqZ4SZKfQgk5o83fkDGS+0EbtWwGlbc/mDMUF7si5eqlQ31IPEOSXwHhFgo2GE6igfg7LXfaUyBEK9EsHdyC3ZOVIPmqORIPUbmBgzDr8SfuTFZrZfpC8E3WhZbspE3OHgVDU5RtBaiB9pCnCEYFoPtvJ9Z2yvZt10pLr0SbQ9rITvvYqGaGkyqpMtEy5wI3Xw1SnVfXY13cRoB0je+9UMR62MdQPK8p+AOrcwfplrmRLUVM5kZHaS7QzzklD0/HZFqtgv9e4gAimbzoHv+2P+dxSfwb2Sm6U1WHgqqmB0NZaxru1/5Q4yLqHkeBsag60lTQSb779BlKHepzASl4OnGmVGBxnkqwoM01r76or+43QGTCqHBeNX1S8DXBCvXor+AKx13kLV3L72nFev+/H3Vz5Y78qDAIsSk1o361G3KQz9P4YgPo2ehDp5vaVWD7W2JEwWmvRy1nTnBKptl9AWyednFdskPSunjslGKT/uZaUa9VfQRVqgZRKEhiglLpjPKFhcj8tfYS1ZmOWBmS8iPGaHLI3xMDAyqpQrCxxpuNceyTXuk0Ak2PKeh8at+nNzuP1fQYmuCfIyCWAM1rdoxI5aVuO8iHVT6+S25aFohJrWbO2dDxEsad40sxN6uHbe82vP56E8KPKAZ7KfvTY0TDUAyfYq+C4oA0KnhaJtul5veDa1C15mI7OAN8MoEXg2knh1BCyDWUcMjOBiVAQQxlWGQZnxg/a+gfQ7pjRcKisd8xGU2MH9h7oo+PlSPSHxNMM4DnwdHC1ny6BeQSuD8Dj0dAfJ7bc0Z4ObPcOPCTawwUP24YO4CETL/vEdR/Yj4770fFyNGxHx3VPzOPAfQfmHjiOhjkviJx4aECLgW3fkfeJdhto+0CfbgZJyivsV4Fi7sg8MNEwW0fPzr4MyUDgRMfoG6Kx4iNiosXE3BP7wU3tpilt0hhmEiJxXEkjMweD/pexY8tJdHljo2zH2pudhzjoLE0A2Rlk6QFsDNi2Mja0ltPN2b71Eg1TfET1YcDGSgE8AFOVABW4O/A2CXFnEmK8Y0UDGjA/48x/CnwCqpFsAvmijSqDZNqJEE3CdQMe3gH7/2CA/5bA3hh0296DPMs3MAnxk+6na7ZgqeflQgNq/wVEEz9KuLCxJS4MbufxP4FUNx8B3BSQd1Curecfk9frHWhXCUk10J625DewnEwlqfkzD0D7SKFkZEZ+0gFyaeENyBswX3m/Jgtzfub69Cdge5KtsRE1ffw3oP8IXP8F2IM0VbGxkTRegfGvNBTGD1gVF8Fqknjlc1wacJ98D69AvjLI1Z7BhMm/APF3IP6d4xjPnIs4+Dz9lfeMP5aEwKPW+tWGRy4jTY2XK2DAA4lVTklFGuIcJULMTvEs5EJFNa24fZ9yBE2VJAS7kFPLuNMZKgPQRtZJ6Gk8KRSs8O8yyB2IsGOKGlNRExc3YaISZGWYMxmSOTlXk4Z0ite+UJx2lk/PteYNWMmGWUqMjr/pIWL9WPnXi45lwr6CXVuhZwqtxWdcru/ZEA8wiOIg4MnxrfkL/l2I+DL+XKkgY9zoNe8XXm/8AdlGtRuTyeQ0gky0Kq11QE3xsgJGV8ViHexsoq4AA22dgYY8jMKYPKtdBqKbKDf1qrHRnDtS1DtESYoCy+s4Jw2TeAD6A+VsZyAkJ/dxzCswJ+KYdLIvQluPJzB4+hkRB+bxEciOnj8h0TFFOdRSvJzzAw20KU7Z7UBu1BWcetG25IFpJ9Y6SH19WijJ0qVrxq4gvIPGRJJlJcPktLQXsLGvaUsCmYGMC7JdYYqYqIAzEHnlNRudnpQxukr6O8ct5DOTKpOydGLtx0Jn72BTRjlm2YDY4IAsHeFDa869m3H54oz8zssBEqi6Auam9f27jucNdBAY8LdD4b47ibHk1uyURXHl3IaSEKGzlU8cn53OtkksHKgmfQAYJLky4Ss5Fa6eMJ2GP5sB5I0JqxxA3pFxQSQrIiKdADG6X4i7ZPCCzzgBPCKzoynYHdi53zJARJsc+bgDSTqqktUVFHB5unsd6XFcHVfOk8atZHCmmtCHozVPnANIj+MTqPMYYFtIsAnThxTa1/K/qpSgvzuIrAR+ewGbrP/IEVVPCnJVMyi89Bnl/C454TOcOiumMPnGdjsjr1L6BwmihKH/BhDq11EVYHZqHLToILLMOs7zoAOQrn7DaUy+cXuzDkxGDDZPTKwgbSHaVGuWbjy9rmrU5UpCDM3JTRrmHeVDIURpO1jXOsjeCuVsW4JzACxdleX4Dz3bpfJTvjaHF2+etmThKRjEqeW1p7mRC9QAOvM1bdTlpnUgHaUCP9bTTffJebqXRx8o4IB1qgNM4H2a/m9VNx/IPFB1AJGcn1jUC+07SGE3oGaQRE15PQbLNlVdAIGUPwQ1qw5XPjlxDH81T/vHAbFlr/C37QzrIZ+7rnUGjF6lfFPPGcs0BeujRb2/VnW83Z9FBTHrOQD2X3SDzEhIrjf1SLSdB4HNOuz/uKrVdlBU4mDWXJT4sswzClj/dt8vjzhqAk9yT3bkOtmeO8munDXpeUI1m/JyiRrvC81xXTFQlBy1mV0hwM/UFk/XmejNqJXTJ74PIGFsK+uiBjsgdurVfIei0graLGFudhAgGGA1m+VAykfOFFtB094YtiU3fZu2SuCm5yDNT+YTkEzGEM+9w4HoAAEhiMYERH9F4IKMR86XqqbZz7GpIWoUgCeFuCbNEjTHXlA3hb4h53vM9oC2NWALsCpy8DlnIOcdeainZdgH1/UO2mE5FfDvmgdzqk/7JbKRXeUbO9diA+MNYwNGR4CJB7SdPmNuYKUiExHUA6IeMiVzsw1kQJdtMNInWp5UwB+gHlCMIBBo7vs0wUqN/ZGg2e69ddM50hQ2J5S+8Sq/RWfffQUMMFOQ2YAzB8Ltg9jtLKQylm/jNXCPEPfSQukx6yQlVvVpArFWhdSig9Tf0WiXwrpN8uyUlHgD1hJrwPKBLIuAJcPxZmxOlJaItqBLVRmJihWWD7GBlNe2aUmrypf7UDgxpn+XPJG/lKSNNf1XAQerN4EAnym4RXoPg/YZUjaekgwnIAH3U4LNtRv9a0Dn6F7Pnko8hhPtir+ZtWAlgCVHoCqsPG+Gb7zSmnI1avYIXY0POFE/4cSMbZ7qMehvie7Hnket8+mq1VvIMYFwuoM/9rerL0Z6bKaBVlXUmbEAQ7JK4GWDVSyHm5Itg/K79LETEdrTK4mtqtAyF7O23bKGrZdWXHqFUQyOgBLVueyMkiunJETZB0CmKuPjtA5qcm8gKf2YJDAxR10rrYN9tuuceA0OjqUSlJYBB1oMpGieONYJV1Vwb3qMw9YVx+KeXNa133n94SREs6M6mpTVRgHc2LhnTmfOBvo2JNY2ldoJ2da6Mvw0NCYOLEoKGqmRQN5DsVUZEg9EOHfLPAd+DH7QMiTIpxwqTxwYOObERCPVUTa02bBjYObAPQO9N7zugbwFHmfH2AaeNvYOfdwCvx6Mqbyfictj4ukGbA9Ae9rRLpNA7g24JVsM7nMI0bhhzIl5B8ZLYN4m4nkibwPj0x3HPfH6OXEM4PV14jgG7q8H9v3AfZ84jonXvWNM4H5MjJlANPQGjCOQc0PPAPlTO9BC9EwTuHTEtjE5sx/IHBzLBOYmo9yBDzWAHmpIiuNKATc5pwzuHJh5YO6JmXfMJAKE17hhChGQW0eMZNAXiTa5aaOTy9mHrrXCFX9jw9H5JS2T6AumyhqLq9mHEQA+A/MFiA9AV9mqOTXbr2Bj5Fc+j3kVUwmAznJQzJ90YHXYrg66awzHvwP5KzA+8t/zByCegPyByY78pODxBwB/4nX2/8GgVHvmfA5QEc07j9/lPe89HJTWvW2IHpt0+av2u5ROlyEXNESRCdwHhWtvVJiTQTKiWHbSJc0E9hcAO7nJIoD+DnSQjAq9SVn+DOBxKbYWAmZegPbIzx2/AfknFG1T/wuQD8CrAhbbMxaFVQDtZynMGw2RvvEZ8i9aRwpFbD/QaJjvaVTMj6RgGh3Y/45K7uAALs983nEFe0v8HZX9Pzfy/Mor/ilps/9/wf4QdtjbhtWcSl4eEkXXQQsEdqSijHMZXQkYyfq2dFXGVMiwBp0YGi8u69QeN1Ip7cBpHXhIdC8Z5XJci7JCRtZ0dYcd4OWVAUjElEI0Mr+MIyEKpoxfI+cly2lwO8EgRVcNWGV0NRudJ+elDKVlaGYZqufKkzMCh84QP35yUrUsKXuMFBFxGr/mSWqmktp2wAOFKlmVIInMg8HQ5oDpKRiKRMyhuTo7J1qL77zyOFGcIEWr4r3SgUMBre2ByYVoDPyLemgZ6N1mMLkuZxN1alAGiP6EDrnkRX5eZzFAZGo5KClkXJxsRTrJE1cwYDOAg8Hw3EjJ4+BPCNnEXhDtVEn2yDOcz3CyKtDp8OIJ5q4nuujvyCSNTiowYZCUYA1IbBVUWwFOOopzqMphe0bmoOxLoOHKzwkBM92rJQ+hGAGWsj5iQrzPATkvAHIgx157xzZHYNb3IWfVcTG3REYE0SRCiKSMZwdKqG6Eet2uIC0DuW/n9FMLuSPgRg7x1wJnK/j3XzYe3VOh0Fqz9kEZoAmwoaErDOjkrjNLZzMP7R/3WWmbpklndt5rjgAwSYWgc86IpObxhsBejh05b8F9YbqjeYGrkRiQeQD5i4XKL85jjTFe9HnOobmlA0T5JO5CWxpZG0L3DaR4gOF71RzY+ZIsMH+wHX4FpNlQMLAoppz8ssyHnt2J8R0EXNwQonEs1FPnzubyroR4VZ+AoAFz8meowsoABVi3AnAwCkpyKWCasqeqOjWAKOfO9EAH5d3acd9+GdkmR3ZafmqzRpq/Vs5sXdKOZ5PUV/ALrp41/YuqPew3Yh2BNb651BK0fUHEZQUoHTSuwOcEqetC1zr/DgVBXU2QNV5jMUPPk4XI0z3rcx0xO1itYHsCWJV4lFUMJRpY0AqMxf09UBUliFN2YjUQ59x1ySLbLNDYrHfn6QkTRjf6meo4AvY7Ubq4kppyyJr1ideS4w7dd8mn1QgXUH+GBArtb489AxMXRJ7DFV97nWR1oWbXPvK5LZvGwCVtkxWAPtljhco9I+MVyIL0nWXN+Ty4GbIpirsTImd0L4Mm1JVMhjjQGt6T5/Uv5L+NF83IvAHocJWe0pIYskly2nadmmvLjoFVBeH1Ni2XUZIG04z6PmMKpOoppHDy0+6BRNvLz5mwbMoTbdpK5HgP59v3tWFWQs/vmiKR70b9l+/V4ErfdRod9DFQxCuuioPpACH++KspMKXqlvqqaK9c6dTA80a5eSBxxTSlXlNVa78Dk5+JOO03o6S7D4+Dop5H7ZEgMC+ne2zstIdiIxikNVZ3lu44CBiJBwDvUckGzNJjpHmEKBRE/RchvxPA3E62rtdtErSSAxlG99+QuOssdETcEdurZB91ZahvBQF4uRrX9ndaf+3bOWnK5zlcNXjdHMXkkwZtKtDMJMsj4z5qgj6xCTyzQWKXX27HWVEguxDCuFG2tivRxJ1AN+61R8014y8Zc8X2XVFSc6S92yYQrq74PjK95Jm4+ik7wPVNoexzR4IUa5RdG1YlhM+HfB5XvRrwhgB7SnKc5cO6+tT7LzqqejW3JcdL3gvwEUABfoqeiLYUz6UD/gYBaBt92ZRYuqSo7SoR4n8LzFLVW1jXKv9ZdmyzHtBna8rn6bcSnCWvpJcymNjWs6w+YX6lxnFHgVstO6NjNRJX4kcAmULttzhdLQmAOiUnkA9Ljg/Zn6qAydhQ1IFzAuMAK6ddoSKtXbb76bpfeTkf9CY5FoD7ndgOC2/0ABxGbk3+WvnR/mVj4lS1khA6H1UMl9UvAzClEUX70Lm0vW75I1ssoTnx34EVGF8VAqVX5O9Qh+9vQSn235XImZ6A2lNZuj/eABv1uBmlq1BgIPVJgnuM2db2d/2sijMp6eWOXrTJ7f8Elu2BmmfHc0k9N5dt6STROekAx1gCBFwDTL7wOlkAVu2farDNz6HNSl4vcNLU+tlHO/k733n9J5IQHMTclYQoHkUZ4XNiYhD53iZasEyZCBAHx5ThEyp3GjUnARDowAzMwcVYSYipRpf6tAVf14aYyb4HeU5CMAgwcpKFJmiU5+zYMTFy4I7GSogW2G8dj6NhtInHlhgvwEMP/HokLg/Ajwg8PAI/vADXLXB5ONC3QTqaLXBkYGRgtIEZNKInEuMWGC8Nc0/EawL7wPx8x3EDbr8mjhG43QPHGLjfBpMRx8RxJF6Pzv5VY1ZfhRbBCpLRCbicyU3eNsyYmC3RLp2NovYDsTNgNzMxI5DbRuWt4AbaATawUy+BoSAIqGyjH0DsmIMBkWkjI0VjMUXH0i4U9jNBSgfZ2Oarg5KVSDQHSr+54ZS1zidt8vcMRoxTg5VoDKy3BqIHfwFwAfoPPNDzokPzq4L+ogba1FxkbjQmt088CvcfJOg+83vX4LX3R45h/A0YN1RjajwB8Q/A/MBxNtCYifdA+wkYn4Xwv4OUT6p8GAnMXbpJyvK4SIopYNQbg+H3C6mLro1oD3OPNSMg1RNhvwH7DmyNRtF8APIHGtztRbJOyvh45VxsSg52oTHHr6AjdaJhSVd4qPyzJ53OeGTfh/1/0BCLfwL6Fbj8mXGVZyW4Hj5hGStPQPwLx5L/FxXytvEZ8r8AeADiFyBvTEL095y/eQD3B2A8yqj9DRXkvuzA5QULeTeB/FUGQAfyAYg/4ZsK+C9JkMq/JYWr5E5WrwEpvFJ6mxTLepFCYknEdCLrnKyoD3vPAsVtrSBCVLmvnMNsspukiLvHYsNGAlFITypXl8sxAJVTCi/1PC6zg4MmMvjsqJaLZ8NNDgaIRC/jTlnwCrLZGFXQOzEriB82IGrSbJj7ew4W2FAkAjQq8bDGzPVQ8ND6OJL2aRnQC6lpPvJw748yiqJmMhELNeAxxCHnZEM1a0NgBTLOiI3LQol955UH924YMd+0Zrnx/r59XHnW2h2JHTFGOZxpTstIuAdHZsecRL70zqQCm0+OcrJyPoPNeB9RCYMgjzEtQztOGmtoTQJERcxGo7EPIf43ZD7A9EARHbE1BSLtqAjRnr/wzOOuc/GDjCA7IC8IPNPxyx2ZVySuyJksNkAj7UBrmP2KgJGCQibPhpwXjjk+8Zn7lM3hijf2iXAFTwwmIc4B7sQTzz8S1TwtBzDuOgNCqZbtIscjib5pk4GhxBAYlInFyKvkxickDgZY1Ug0siN7x+xXtBmIeSCH+illojlwZaN1Xiny2lyL9bX9FnZe1KclgLcBjeXkMfB3ASsMIFtgqtpUczKDCaQTBU40VprGZJPSahxcyOTJa0kOFCVU3OQiNNmIU16JUGdVeSJdXHRarzD1U9HRTW7caC/ab97EDpKG7qESdzVPTO0LXuCmubCzrdJkI3Yj5Og50G6KjGdevwkUIAS7KaKi9TX34XPpPiVG/suQjywngjdRINAB6OigE/6sOVTPi9ikCoQExQ8gck48sXnn81UjRdpmBbwApDt0noz2T/afOfdA+uZr6twrcFWIbIRUhXyHYPCtHCI4mQtYfs83uhcnDWv9SW3g1ahgfTlQdhB9Xeq0RuNU9+swtRD1AHh+I+yqlpuZSDXcWw7olM7pYcet12c9V/STGQjjmlEvGrm+0PPuEcN+KS2Z4G0J/kXNoI26jyrpF+WYVnE6uaZ5W1OyAr8hQb/4s6n/syq9NN/BAPkEZCvsmlsGu1LITEDNIK1LbV/UpjEnc2p/+XOe4CD+Aw0zt9O8f/2VeJABsJ/ODHURvJZQgCkaHPgrH7J2imUggzxM9h8lM1ZVjq+Nk4zTZAmYgHkBe1WJogVegMkgDbzX3aTc9rEiQJDzBKLILbqWfUSf14HGCKDHIrtIBMZUYEM+OWCgiefIiODTPGj+qg5FVZ1Rn7LfY+pKBU0K1KF97mco9LN7HADnRFOBXP6D+rJ/qLkqvyhPo5H9pYTRVGNY93Hx2UwHI2GaH1M4OgEZawZOgMivvhrHEU5CVKJJAfvR4OoyLhkD9BkdM54QjX1REInomp+pPj5xX3stgswS6HDVZhyj5p2yRUmInMh5oHz2dkG0B8xoZIPIO5jgDtogeATwjgCSCe7zTLCZ602Po0B2eK2nHt8BTi+VevGk95P7jbwg8aKE8wa0HdFfwST7M+XdfADBMZ+1/6iXWnviPOSzkgyp5ReAocsXNYjC/U6SlVU+LwyIPpQcSyUiaAfL3m3a9wKr4LBMUGVh0BaNpr3fB+2OlDxojKdkgXymRMwbzwLOlvNe+uxwUvibG46TrSQE45ayT4JxNyYLb1z/vHBfnBLhb6vSfTYZx1sofsqcrESEz0bAzaNXk2wzJZDyNwvt77MtSkk8gn27nFRkby3rFI+P9oGSeLW55klOAJVUCfsK+ozsbjiBFZ4zAQWr4tQ2zgquh8FEBrDIpncD4aw+Kbyvk69nMBptDidDPO7Jc+cYlaqB2LxYcr1ARR6zvl4y9vzawF5jQ6Af+9sXnbXg3/MG9kOT73euKlkZt2++OI3WL1j2m8CiMZTsEsVmVSDq0NkPJOOJ0f6MhVQFSdK2IQgtEAroT9Mkh3RXS6lE2VWVhAipkVF2lJMGUXa3gu3Sr7XnHAsA16PsAfn3RU1mOkxJcjd+r4qjTCwKU6VWaspOdohsngQwZTf69yLw5D1zMga4Euso+9DgJ5+Pqjrwv5NPkWl6U99f5y1VuVP9/7piafQdstOPsZ424KYANEWfJtu1mVqSyUAmI5Rgi851a2fr4euvP5yEyF0TO3WEzCE42NTOXcxj60Dn5qPRSlQGekPriZhMRsykocwNSQermdJk6hBtzOw2lba0Q4swFV5q3rSQD9lqM8QExjAygoY/FSIwomEPNqX5nIn7AOI2cT8SbQauDcjtwEMDfhyJywV4yQ3Xh8BvT4HLtuHhEgQLXCbQd4yp2HK7INuGPQ7cMXC7T7y8TNyOjs/3Dbcd+PwM3O4Tzx8H9pF4vk+MkXg9Bo6RuL02HCNwvyXGSByTyqHNjc+VhxAvUBL0AnJj0nmMOdCPQ4khNbHGhUiVTUaXechHSEhSUbVgmWJr3pTATK8X9HlWl8xsiO3KJtfe9E0IWVrGyGgymajwEkGqqO/tzeMHrq3Rt9YdFylOUyWpSSvaD0C7AknjioEulz9a+ViQqbFqF0J+/qzD9Hd+rkvZDZa5ogeAXT2fBsjRfl2JgnwG5iuQn4D5DLS/acyfwKZjwWB6a9KlG/DwAQwGvNM9/6rvPHKMLXmYre/7FWgBNDWTnJ3I/3jkNWIyGB8AJrvak0PTSMvk88yphMgF6P8L12k8gz0yLnz2KeXl7zVVTMQUnUbnffEnPst8xyqFPECqrMHkQGtMJiC1fhcFX+y4QPcZIKrzBszfwEZsF439Hder/xVof+dY599BpOw7zhOsTAaAKxD/zIOBRz3Th99R7KfXZ6iK8jhlyo0GpIFGH1G8iOFxZz1LKeJ2UsaeMxl3fGnjmxv03AgrgFUWl8uwidNXFTDIkyLi59XA6xS8YsBqJQIAINIGIc/NcjsdYAdMJRHlHNs5H8soTDvPuqc4jwsNKZ7U9XmXAluNvg3klPMNBUlOKMOa7hOSwgFzygIlG1OBCGf95dhbgVdprJFJTP17dU9jWFO+jB4ZcnJi3LiYyUAZEQHRR3zPkd28GnouoWhsQNvYmlfEcWF1UyjoWIGOBFog+ixjLDDR2pAubguYJCQ70VeiWKtmgA5Gblqjm4wMUQrMKyohlCdnMSe5jnGQlgtNKPeGtttJk/Mz70AbiP4eRJur2uk4OOVNweoJzNaR8xGJBya0dxp8M4icTSU3WjcNkQMdqV2lvW5nRX0BZgp5ruZ7rf73EUsekTt4RshuAQNJCBRtAUC6rwDIHwvMueks2CBVULjxPBiZRd8mZTjvMindK8FBRW27CGQP+GzTCaET7Spv7urvo+la87mKtefspBg9Fw1oRv4caGqOTnlwaoYJMKjVWNngKpBMo++a5MQNKNRZ6L+FwA3LbCt1yx4lZ1VqjLgD87VoBHM+SDSbWkE2QuO8phsrWmA4cTl8n5PeqQMeJ1m1gxV2D9oXXJ/EDaRdsvwht33WZWjsc1p1jqfmI99rfpRIgKihYE5wgiMyHQx2kKhpDi0zfZgnIl5Kf9AAlKNQTs2SdQ6A8LHlSMGBkx0ZgwkkJ68DnAts2ltDz+1kugMaX395v0UF5dsS8ZLHJZPrzIS+ozWS3V86Nui0mSaDFS2+ps+UE8+6JycedXDLWVYA0mCWmjPPKPendWUlRpJcxsyLS2Y6GZlQM3nAQRw6fajYTMSOOPdQ8vjz0P4YFeiZBmWFKqES+s5KFvE/nNi/rr+n35f8geRE7RnKxmm/SH+LWivrs2Xv0K9yItJzd7JdKuhmuwOlW6uixAH4U4PjclQLeMF7dzTK1u9ttrRDb1vMFTxJmRqWfX7+yvBrrHUhnX/aOES1b7U16gwWCtRbRjK8NuOkXq7gktZjes9Bc+27K+gRSnblCgSsRPfJmRdK3hVAZPpJzGb5IchMhmQRARN5eoZCWAq56ERW1v/oFV6bWd/k3Bqsoi+Ez7Huf1q01N/jnLiAK618tj22JhukJn3FIMPBWOmPGiz3jCkjGHh2AtD656g4AxNBtg+7bruSdyfF8LsvxhASpuhb1iPvl509+wox3aQbOhQ8B1y53IaoeScATMR8oA4T9VGWrc/Eo6uKs10I5Kwgo5C3rSPinY8e2tyRuClPxGCUzzN7IfVCI4cCR6yMA5yIr/lXBal7r8RUEFU6FvEMgNRFMScwXxD5ymfFVkCnCk7ikE2bQN8qgUNBykpG6qImsMFYtlFTE2khn1PJl6q4mUwIhSu2RceTuSGmqaBkRx+Sb67otJ0zACKanXRRMn805HhYz23AwtReEnK+gnJ1hgiecX8B9p58XvbI1zecfkvHTwcDlYiRfg+PQ8m1pQe9lvKLKungcz9rbXifswjw/hrrWVWh4vcpD0+ByNN5LFqjkhmAk1qRBspBc+SqDsuFk16uX4mAK2ynvncFFMuTkwLLlCifKrAadp+f9b5snpI/noOoe2a4B4TtBflrTsj6em98fF2vxmMbTuuVYt8w1VTRU7X16PCjGCwXMCXX6leGEqMLGHn2f0H5D+CPJCE4P14P/xuMCQX9vGoGH45AHIWWZ/WRdJRtSclu983h+fc8JRA7ClAHg4fOmt/aT7qx7I8A8iI7iTETAmcmztsmZPsBUEIeBVhihXrWvFE+rPWrioA31R0NOPldGedq2FnXKxu3wKJahwJinGx7gPMA4NyoOmBbuaEotwCBTGgplV0i3R413rbsqjidz+TY0mwrWCAoRJYsXLRKTtxniRHvNw5Ttm5LXe84Pfv3X/+5JISlRgBbP7hEk2jdmRc2LN4GcltO3zwacmwEXG9UuNE6Yy5HIDDQxytoaDOQxQZxyaxzJFqSVzFGPS43at85uVuvCU2keqEGhlAE1OVskN0CQGs4tgdu2NxxGYl8BS4RGLeJSyRe+x3XNvH5ZeK6BT7tD7g8dDw8XrFtHY9bYGtBNHljEiKTC5u9Y8SBox3Y7ztuL3fcxhWfj/e4Hw3Pzx33PfH58459DHy+HTgysScwkg2tjwHcbneMMVgRkom2s1Lk2A5MoyiCZYxzdlRwI5m/GRPYg4JpitKAOpaGJeYEnhsNoUHjvW1Ch7UbIlj9MITyyAw23zwGMjYMdPTtAVu7cuNhR8aB0V+519tq5kmDhlQFYzM66Buv/SftNdMxfQRwkCKpBTuNDygJkUD/iUmIIW7pvAP4CB/QVU6oJES7Au093zve8frz/wXEDeh/5ufHE9H3T8mEw655Oja+3+gkYn5WhcQNiFegvTBoPjcAjwwSHDfe/pJAXFgxAFV24BXof+OY559l8EjJXRQkjAf9/JUG3/gBOB6A9sTnaHdgS5CbXIIpXsCg4kdec/6Jxk9TkL//zxz//X8HcAeu/wC0C5MnoeRF7KrACDaUHzuNi3jieNqfaDQeH/m8+UAj+nrn/FzeUSAedsbO/RnkKCE4RjRg/gpWQjSuRT4BeAK2nckdx0XwT/rbxEpADI4J/6vWfXB9XRnztddHAEdSsTcbUVj9JEuTWfExcEcFJcd+UuCfqxgQznqfjIISznLCq7GmUMpyvgs18YURysuoXC6tnBuK5kaOblrJxES2nQGAhAxAKRcj+N4YhEAaUSllE3aoIlCIoTTCYFHT8EWkQbq0UIiaxW+eur7nhdcOj8cGiP/b9puf/BzkFzKaa24lKScuE5Gr2TQTRApCGTkFK3Ubr4cM117jIi+/NkN27XHqmmiDTqeNiZrEb7/cFJCULuC5d1IfoAE4O9q4gg3eOtAPZL4ip8rGB9e2aW+ZPiXazrNdxr6NlA2BAzn/BqLR6CwFmGiN/BHIKyZ2ZLsjYlPAz4iJVyQ+AvGESFKkxTy4HxorGgtNcofmalBuJPdMbB905H+js6pS+1ASYrbAhEq9R6cjO16BxiDLnIEcDRGPHAMOzkfQScqc1JVoaDpPbAo4MQ8l8vVZVxZMEDm00CfcCzmD+VpF4OrUtlByffK5Z8PMB30m6VzlAzdt70ICa2uWzmPjxHCG2SjwlFqOwGyqgopgJZObgNq41nOxCeW39xzRU4AN8SkDPNxouR2I1jBxRcaGNncUxQ9o6CPfaY+6YusuH02Oe77jDMXDCqRVwMdOhRwOUNY6mJQ1tkCClTEc802O+kewasGoqwaE9mxMXjMSrizI4LXtEISQXQE5O0KbcSrtwDQwAaFG07gicUG6R0Q8SyR1BteF5nfJfop+Kdz0dT5qvO94v2C/DSIWB/dIPugsHgoqaf7wAcgbEp80Jw6GOgBgyqim+VOAs5LZDVVBBlYJk89202eto7j26TUstJWQV+FAZQOrWRNQg/RvvXpzVcHZkVxyuDmDpsBlqly9BZHhDIqrV0D5HBp/I6iD6Dntv6oCZBWBNSQialdFJRzaGk9GfQ4Vc0g0TPnDWfsypFuYeFOCMx45vjZqrIFE9/yWflagXLzQIT1WHMeSO3ZQ/VhZ8J3zdaaSApQNfq7pBuJqJEt724hpoLkXWjqRqWqYSogOJX2Mvg7MN4H6dYYdYM1K3nGuTMNQ/jonFASZJaqywrpawQEmlJzkpI7ukj3fS3lVk14F5LKCCJyj0qkpJOkJnV+JiADthnnIbrA+916Rjaegdri5aFOgtihGXMWkgIzPiSgZCplXto/RvUZ2KjifscySQj0vCkXLz1RycQrkss4c96p7IGTZWW6IbuCC7rXqiGA9xNiCA//eptIJheSU3ZZMWLF6WmdWSRhuESW2ksHahGkNHcilHOXeMBLVy+iAks+oKmx9bnOTjbP26luksvbel36C/wwpXQRMofetVyv5YdmlxIDp0DrHl0ONUqMB7cp47GWn3aaGpezTYd3jLXEXFdCseSYlHdi3AQG0DzyjuSMnK9W4TD9K/4piMm4gQ8ADEo/IbKTbjKR/jw1NzZPTFTup5MrQGWiQjrswuG7QimgVW0jetBsqpoAE5iswmITIuHDd28Y42gDtCPXuy05qqCowG6TwnRsrIqKtIBi3G/ua5XDVmgPysjdGIAbpoasHWieopVDc7hG1K0G+0dFIsIophylT3XPlCuCKPK6SqTtWHyac7LwQB38i46Zzq8rYrkqd2RC4I+bLGTP2tQ2nrRqaI50j0TIbOMaBLAqolTBkoLwABRGyyYNxCelSPQVPdTlcq1Lz5HXB56ca2U9W9DJR1RFxQZjeezYgSLtJv+p6Gl/Uc2UYKHw7nX2cAtl+i7rKlQQIUXZK90JBaFYF0d5zkj1V+cX7y/eLWLK1aCQl87Q4UWDWt7PwNokArLiGQLcIuPIhJGeygbHMSb8x3X8unDBxtd1ak1WZAoE0VDGbQKKj0Ptg9WYlvhNwYJ6j+iLB8TuvwhDC/uOQblclPR6xeqQF1zZIMeh5iLlhDVlxERyI+cqPGADidW53nJMQGI4DLEnONRuUt1XZ0lHU6mWrcP2NAQjPYe1p+SbTsAUCGMN+yQQMsEg0oCt5PaPsglTydVW66n0lmlaVgsY5lczN8/tAK3vJwt+2mxKk8sHDdpGpFUHfsGwD6fOEaf08JtpVq/pKdq1txyZ7pGIh1Dlk+7gsveSKEzEX5XQyyyB/29DSpUq+vqny+cbrDychivd8mxKomuoYwBzKkJP2J47UgR/MHKMTgHgkFuo+0HoshTlTsQo697SttUiqjJjiQjeQkkjwM8oDzFDLoKF5KzoBT3JSqU45boc4VV9G4t64xFtLHBm4RMOcDdcGvGyJ7TZxue3ofeDhsuHSA60fDEZNqCybaK3RBkY7sB8Hbvcd+wG87B3H6Hi5X7EfiZcjcByB2w6Mmdhx8PfeGbM9JgMQOi5DxsYyJE+Gbao8Kg7MCRxoZYRGpKjpEnP4PV42Ojcpq0hOiJupRrFDDnyKCSY6ojc0XIQ08AHzT0PLC01f/Xs4yCJZ2Vp+f3Nuv/HDU7yL+QzgFexzIEWMKxZP4WSAGzcaRPOQoZRCWLwD4h9QTahiAPgrVlPmG9zIB/MFFAR/BeJBFNoJ9pBIBvv7DYUwjwlzRRJ5/shG1XnQGEMH8E8ADrA3RDBhkTJK04HMhqpeMLJ0/oljwC9Avsjx+RmL9xM0SGADcCgDlUyauLFoS2C7yadmGS+GhH7+mZ+zg5RP6wcbjHIhN6cDvxvv2yYVwZZcj/mkZ3zh58YDSqnmAeRvqOZR0Lm1s4EE8IE/4x0NyHkHxt815n+E+eeQPwDzvYyqDeQB/x/aE3/SuUjO45vS1N95/X3jHp9yeNIIxmV0GMVJxRnWihUIMa3AQtSomM2Kp7gKJaeKGkjXbSeHHtA5h4JHUiyl5ACin9YcLtQy1gUqAcKS2UIS1T085/0/3He94SoA7S05mlb5dgj9/MvoitO9ZJT7mlHTrGcpy0ef3WqeysZO0GhGnr7oIRrZJKPY1wnxp5azaYRcrK9LH0AaY3kFCSNdaJzIgXG5uvdBeQme/+95Faj1DJfBa8xhiprOs8VS0sNRY2BeKINczdICcXHSimsUkgExDzhAt1BjQOARRI/wmnPSaIi4lREfNq4ImaPzORvlaGiPT0i+djSQZqhN0yGIX9hGcLJioE2XKF/BvjIPMnTE3R9KCFQvDm6KjJCDA541DCA/So8p4JbqrXPFWi8wmZA5MZv1v8ud9ZPcsxU4qV4Tbkq2IfKipeZ7ETzXc3cD601DVTCp+7tG5App3kPgZCfE/RPrJ1egNoU8DNMRCUHugFWd3e/o0jwc9DNnZwOphvwsdBbDHODnn3qdZAQ3L22QdiBxUXC4y5ELsFLNTZ+lF5FwZUoFfBwc1fmjUyaOYqgpezzwt53B0v/uu9BRlUTn41u9ExwsuMowduJhgNQQtEuJDL1qLCrnhg30B827HedDe0iUNKGeGEa0xQCTi+bz1v6yfA0HEaC1mHUmKyibpqTcYToDPxv1m6o1fFatMwpV/baJdLq/SaG47mBQz/qR8o3hxU45jD9xPprmMs35/a2XAyErwEGtyP1mejA+O2VUVT3k0hlVXchFxtLjeb6Vrm/7STYfpEMqspU1CkjSMVhB+qGAQ9/WtcspXtqC3x013bYXDp0jn5euR7ENIMBCWIX7DDoI6wDyCgg3c+7Clcy6WtitdnA6lq487ddagZOujzwDBixvEoWy1XvTVEmwXvTVuQfC/ta5etGBewW6UY415bNnMezolvzyvZueywFhTjLrqL/xSgdYfH+c5sCo/DzNhXW27JlCB3qsa52zgl+WaT5/X9AY1QhcfQcGQ6OeBMiOolA0WK6qMM/24hpvrWkhlb+wTTJlm2WF5t0sehp5jrUuNf4KmE7pGwg00tZcFoJ3JZ1KV53UwmombeH7hbyBEOg+E/+Bw/2LvVuBv5NSS8BIVyZDtVYJoOiKLkAKaOFgzqlazOZaIXkdwAqvZwCnZMbXXtkceNH8y3bBvPG+jTKIgfIrbaEcAqC7WkVLaMc5TnslAvS9BGgIAOGEveZalE8+0w70lU5xRU9saPkO87RvCQqg3YYcmNJ/MYf8eFcOKPWZOpNT+s5Jumo6b5v77Xle/rn3ZBBIkQCBaqR3YbDzQe+rp8PUPBSi2fKko2qe5iw1GLEzkJmipEr1k2qB7INzNQkOKJrYDu0Xgyf2ksKk7gIIVLhK97AXxkqGsIIxiorO67ohx7XWMytQHWKOCa5VuwDbD8g3NtbvvbTfSnY5ydpqTDrA3Cd13q2BuUf5UlCxknHnynGe79Car7VssBTxvl1gB/ciWYFXfsYgs6GPKjYC3puyT3vCCdJ0zwgrSf9M3X8F+CtDW/c8C9p2SqoQyLk47R85tnNT7PVQKJki6vZzlUTZgb9jS5T8c4XvGQVeqH7b1qbUvKzPvAHSLJ+zCkuAk67V2XUMB04yaD3PYMvws1mmemxffy1SP3fysn2RPNaRKNCX1qdoQj0XTQnaN/IucK4e49zaQvJzaI1b0/x/sc7p6Vg6o4IZqbmzPpuzRnT26c3yUBrGyY6yP/P0nTLWYWBAVcaf7QgplwjZuwV80NrHvkw0ZCWNl31bhmHZIwtoctattrU4JgN0wvsLCVfGvu395VfUL4JqRj3esnUVU4btv7OtBhgItuZ6nVWDW4uebZ7kxjdefzgJURv4OnVGO7fpsUshXDFTDsAOkN/kBuAJiSuq75L4C9ED7RKIeaAdLLGaB1EhuHjRpOiyg1UG3IXqgYTqbt+cvRmIdkhZ0JHvARoBuSPRGUuKDQMXmqnjiiMTxyStxEscaDPxhMCWDa+TeMXLSLRtoG0D0QJPD4mtd1y3A72Rvzln1gYfbWJuB4654zZuGPuB/XVg5AX3BI4MPB+BYzTcXpm82fGKOSdu9wvGDHIhMnoDRGLMgTmpNIiEZoCED7VLkd4xsiNn1/OHfDMZ5EoENdARbBtLIXM00cCF4sUUGKbD6DaUomH2YLY7WJUwW9i2RsuGlg+YmMgxaMCOEE85D1frJ+H0tdflr9yexz8zsNE/Avkrg9zzAuSfwIanNDgw/w7EJwbA+zOwdyYsZrIkpP0MbP93GivtVxD+/t/BCoEOQIh/BDA/gWiPCTa++xMNSnxggqF9AtpnJghmwM2maCwOoi62vwDxC4C/AfkzMP4XIF6A/t953fGZYzschJFx3J9lGCgIEH8Bqw7+GxD/DuT/CsSfwcTCLp01SRN1HKwguCihcJ98rnhhxc7jE4XUQYMdu+6D/5mKcP53ntn5Mw3F6f4bn4D8zKqNQzyYccGqPngErldWjuw/AvF3PbeqSVyqnc9A/o17dbAHCWlOGsoRiD8D4pFEBjBegPkrx9L+K8ixfQfGn4DxE9D/BPT/CuD/ANr/U3tCom0Yaeb5/crrf4gf9GKjzG4ljaVmugtXDPQQIiHe2ET8p5UY34uRkulW7qn3T45YUIBnGWV2EuWg5MCqsJBjUImcVu8tO9DKTE6vFBGvaeULIq0iURQXdnarrD9kW03O4TQVgYMqIRtVikkVAgBqvE62LPQa6rlp4GjQ0uVp3tcTCrOc82kTZMoY4iRnoWeJZijHuFAEQnGQX6dsxGXkyeFScDlxev65LXRuHMh21/PK0bB1IaT6/C60CUBTlUu+goap5l9Needl0NndD8rOCcQMZF6X4o/OnhLXJAjgEPc8SHEUg+W+o8mYUdlqzA9gaTudsjFegNzR2oZoDhrPtS8LOdWQ9w5cArgQZYkpvt/5SH07wft3N5PV47mUdwaT1l1nPz4g4oLEX4H5guxXZHtC5Gfq6z6VFBCaDjpP2JHzNyA6ejwi84KZH+h0Xg8atrdJYENyJQtduF8px8J0LuIwnqrAxCS9VAygH4jZEHPpOgQ54XMGcJNMadzbQxUVrX86JVECMBVCd8LqwvWfFyYwKvnNMUS3YakAi2kq0SR7gHJGY6vA5Fdf+yFj9s5kZDS4B4gdgpiBDFZAhKqwGNoypzjAQI+RR0l7oz8D8VBJoFDwl78HgGdE7MimHkjF6asEFD6D1QE2ZK/I+QSW04jHuj3pbHOvEiX/CFactIVYc2VXxTEVdHcjuHwCq15UxSAKwBTlGIPuj9zzYbqyQwnHd1hBv4HAKzI6zyR6UUSEqD+od3fZDUH5JgRYIBe39Azax2AFJ3VHYzIku2TEZ6Dxc0QuBhjUVLPpanRnKhrJWXFqr0Q8dB025gbUG6roVO+I+MR5S/GG5194rS4DzzR833hVU9m5Kuwori1XgHS1XJiSVXI3AaMjTXuFjNWDZHC9ib7z/ThnEBqfeoS+gYNkoWoJ33fGwCyUdKBhQzP6L8663M6mHGeoQiAAJ2yDXI6iTApUA2PbC6A8ce0NE5tO6lBHTyU8ndDsk/S2UwHIqUAcq9dUjVE8vUH5Wg6pmIxdxTUDpG4R0l+2ECnAeA1XGM1IHLCtr+dxtWZRJYXcU9oFtitY7di4D0UDxCDFBYGNc60qUvel4vfU0BcKcHjTQH7Gtzab7Eavd8ldcWUX7awRULbD8gbSrM2yI6rRZBkIrB43SAFTAa4KfER9NyVvArKrCn2qz6WqUpT4YNUDUaRR+9zPlHAD66LxnB6b/61ADw5kTOwJuFqHSQhTgG7ab/Qv0sk/gQR5XmT3TctLjaNQlQZ6Pcgm2jV+iRlVc6xEjudF9jdcSW+gnJOtJ3uwDFh+v4Jh9dhNNqMDvkJpJ6mII68IXDT3/hkwzWElXnw+Q4AOpOZSFWffM9+6g+9XjngE7ZtD9uflgX222hMyHhF4AeKVPm+TTQJVsChBFn1VXrHa4APP9hAlXv8NRHhfpKs3mWcMPKYaJGe4OSh1ZMt3iHhEE0PBxIEsusF3mkMB7ubOxEn7GU6qc/4tM4435zAbe2vF1PnSvo1GYGDACaiDY5oCMEVHxJPkPG34NHWnqUYP+R3BILarl9z3Y85EVVhG0ibvLyhu/v5EP70fmP1eLBrUjfKZG+nWUkn2mof8pL2j3nymq3ISQrSntE2e0eIB0a7c3zMYcxgfqOsEUiTtOOeH4H37pU/f2WyAA7TLGzrkDxH8ECXXTGMEoDRNwHSPpsXiywlYgx9lH3yRhKtEoEFadeB1Xkyjg1XXwOPLZA/XT0mfou9VsgwCJIl69lxFZ/+Gz+VE/UpC2KNcdFSWIyH32WMiMIUx0U7bNQcIDE09i3xYnPZUXktPUNwKRCOggYP+C0CwcZ0KLa7YjavCoJ5hWhuuvexCV1DFDYtGqAtMVguBUBVr5hWLQrfBMT/axaZ4tQxuWMkLr/u3Xzz3TrKlQDnSNZlAGwJaKo4h8O/ab0pghiu5DERhUjKl21IBe8ZG3JdtrHWUqquecGWLeZM4YQ7KnazIC5YuL/UMNKcYbYx6fZlApR2YNd9OgKYrhkSnGE0+ca4gfbpfi20xuEIL3PtKDoYTZOlkrCqTndgO8FmbruUz63hMzYX6DwF67mVvkPYwT4k2x5nOskF2iM8IIMCFEgkc+NnihRVxVU0XaEHzrB5YSBRWNOasFfnW6w8nIXqobE9BIpd/WvC33hhAGUK1jI5UCV9zcGeCB3NyI4T+XQHCxk3pAFNt7HNgJ7FsxK4y7pmIPTCVrWJgsztGaHNW06n/SiVVgkbYIZQj5kQLLv8A8DkCPdj6IQbQ5dDsObA1ip8eamByLvmJiWyJEQ13XHEcQTabnNhzx5GB1xmkO2LInkUHSMy4g9UanmuhgSKZZLGzJcUWRsC2RDTzsvGszqZJMKLXB05NaufkVsw23wBUSA9AWVobKxIYbB6XcxBt0+kUR9bMwiXi0XWAM9BaoEdbQa1vxIQBANP0Bb9wf+QPAB5IewQ5xHKCyBkpGiaAhoBKf0n/s4OVFH8Fm1P/pvc+8AgUWu49mK11gOdH3jPfgRREErK5MeifB5Cv6/PSCwxKia/P5Wt2yg4regWIN5X1jHcag6gWxjt+r00AbkDZWXHgZnZTxsd8pZCcP7GyYm/8W5djkz/znoVwvevzEihd98xn/i0vRI7gUcJeZb0xGTzJCx2WLRiUHBdgl2BqN35+svkn8EnCauOc44RURGdSKA4Jtc77Y6GyeO+7NnPHqud9YTKpOVsMAP+LBQMWUrbr9zc2nDL35PXMNU+nrDmESkobYypHrqAQNIVJxRP6R2X3y4nSB60cjZgudJ2dO6H0Ejhnp7FuhaV4ToGEAHyQI89NtCwMTxUJSzjynyc0Kk6GL2kM5unDvi7niUEjO3J9KR4KkjXPdX8/09njk06wYVJfsHGq8RTyDhBpv+Zp+IZYiRkHWY2S7qerxprTQvKp2dKJbsA6ApbvIXlpWVNJnfmFwfftF4Nd6g1Rxr8QfAE6O+2GcNltWk5TX0YSoRijMVEyNvCc3IXYWHuPGu5Fa7KjBLuNLQwAnVUDci6LO7YpeAdy7kbSoSRKT2ePXVPXjmnLkFl7QA1PvY3quVegIoJ0SXQsASaAH9eyxgE0lWO7F0FTsOG4AzNI4yP/JB1goZWg0V2QIWM4gYgXRNz53qm3UcUZVWKaORBjld+7OpCPQmO7uTKs7XRASz4cQIoTuDXqJyN8SzcTnc8EAYMIvJkdqQe4QR4KcQVkWdnf2GuiF7MFlO7/UUEmwIk+V+Xwik2BfTpJABTsS62dgg2nZrPUh+BeDjvr83Rut5N8brqeswY2rKnPEz7TpwRsMKHG93Re5ivv3axzxjrbCmZzfh84XidfIZnnXjeNiY8VBGfj6nDjdqGaAAXQM1AId+l7VzeVrYAB2gLmzu5gSbv3TVuGvzn48bpEE+QUI1AVYjWX3iNz6S2cfkPVrHHRWY2SU6m/A052eA0eQCoq20Yn+qzzGL6133z23wTvASs904t6D5yDzrM+Z/oZTUSz3cCAFHWS5Li/mZzlNW/SSxEwUqBEj+6Z8O/FW0055qoL7yO+f0aJG0iTaUSf9++q4gI8XfY9sJ6jZGY7jUTI3UKEU0+SruasXxRoSbfuPlEcpqoVct2fj0ub/9wM2lQAEVOBa5xAeSV4TzMNAb48kcu+iLKjp+Jtyy7QxKy5qydup3+ZVgAEnuF8/6+88vR3V5KebKBV9aM1rfHayY+1XuFkb9c8nm0KnjP6Ya4o8I8DUt77uRKjCCyKJI4jLRtO87GiFty/UYhDaPzH22kou2rt4Kx/n6ki/Nf12fX8rsLTw9jPDkhGeD/bnhrSEYcSWKdznUbFD6y9CxTaH20F8Lw/of1thRNOPvDcn9GpNTdlxvssGGAknnaYvz1hIrNlgvosO4DnhOrak9/aagAwx/72fOaQTu1wX6SiAXO/luEVSPlsF8nVXWCmUY+T5Xt0uIkqqwfl15cNLfBAJeGPsokCkEtEuyVzIEUTyLErCAxWqIb1meWtwUVI0E9ee3uBB0O6zA1db0xs5w0578jqN+Hg4SCwI7riyzpnmfqO98Tp3qLuNQKZ+kjBXo9NCHMXQ2P4bPUKD8T0tQBXjobt3v4ZS87rGrKFOBoHRRiTcXNzUhypf6PjWOnA97ESkSG60cSShd5/E+u+X32ZFmoFEz2fnEPLud8PMKeDnp7bNzLZ59/B0zz9+HWWf/ZD0xfXOijhVFUhA8g7XKXFV6vvEEZlH/Is31OqNlDJH+k19zGsBrmYSmrNE0hG83SuSMTZB7YNtv4NnZ23c2gD2JUQDYvWNhCmy8H5vka1X/Q9X8PP7++f4hUpuRCJRXfJmAV7Rsyac9sJ/Jrm3XSZBrPNiYwNcfYRain/gC71oPR5ygrLBe+1LL1IW0Y2pM9Q+Z3epwn34Su7o86BxmXwYpytKGBV1GhE1c/EsYa3f+fjnfR75imJP2st384Drxdu5l26T+uX3tfQPe1DrTNgMMU6Y6bhVS+lL6qdVvL9VD9U8kFJ7rpWYiX3zz08Zz1fnOinzutXa6Rxnm8Vb55f76aeoypfuM/SutGJHaBAOlDlSNbfBSoBkPGdKla9/nASYmukPmFz4sTADYmBPlhu2K6B6BMHrphHw5xX5OhoG53zyClkP8TslOLbSlS2Rz0g2GSLb/FhPCGt5o00k3Tc+zHR9sQ+QXqlSwcuRgYsBES6YWcAwE63PLjg5pI9xhS4t6EFcOtC8Y9EzEQ7BhomHjJxyYY2iNIal465kS+4iY6iARhbx3654pgD+9gx5oF9TswM7JMKrOkwidEYI14Zu893QG6YcvyivSJwoEngzUzMORFzoA3yOkffyOAxQG5pN2cLZvE7DkQ2tMFGikcMzEhkU7Cjypg2ZAscigcbFd5fG/oBHMdBREIP5CXQsqEreByTqNHoCfOmtui4uHLCIK5vvY7PWutPNNrwL8B8BI7/NzA+khuqTQYOuiiH8pUKcT6Je7PJiHoF8DcwAbGD/QfeA/O/SnjI0cafwMOuQHj8BWy0rEaRrQNxY38HTBlBvzEIZ51+scOgoF/+CCYTlFS5X0Gk2CvH39kgDK9/0qT8xmsf/wTMB6Jgmqom8qpzcue/RwB54zXGO2D8FyZvxicAPAOYT8DxI5h4+DufbYiCYn6isdZ0/o7PUmZKNLQfOPfxiT/9ws/e+Sh4fACeHoDPT8DLj8D2DDz8AuQnVnpkAxM1G4i8GVrLznkNANsLlel8ZGJjPKOSFWhgUkZJiKGk0tyB+A3YPnF/9QZWbvw/ADwD7d947/lOSlKUUF955dal04Pzilc4mLXQjCehneJ7nXIylJhM5EKCuKlX2AHjho84K81TJno6eKUwjBpcVyDFyqHyM0Q2MrmrBFmoOX0hEGTkC2V3TloCNoD8aCejqR5VYwk5MRU8tDEBZCjAWoG+C+fOnPFtGZ98ThskJ6oNAGiHDMSz4QqY+5r3kmHjxs0nA7yqTVKINitqmGfZqBQFemFFTKOhFL+M6Kr8a5BxJNq5EP83dqHs3HRP69dPhunXXgnKcyX5wiXXcQfpBFXd0W+k+juYuM94wGwPFDcZAK7I/RGYSkbEZwCfgEBVZISSteRk5dryfu/oNIcqhbSXZ78gWyJal/05kD3ZB2gkMF/Rxh2ZF7AnDJAXIttwyETrRP4Xckp8r2mKqHzg2KCgOjZEiGu/3cG0fCLwAZE/IuMOxA3RnoH2gsydnL0d1FsjEcfB9RwbTInINSWSeHPD13jgPA5SE7R2R2ufkP0HBpqrigYwpdKcrKSMcUOhtyaAOZfNG7R/EAewvQJxIMeVe2Te+bt1yio8cZ8eL8i5MxkVj6zEaw1E8VInhekDLx9qj0YcCNw01LI+v/Fy9YKcGjyhAm2QsWyEf5VW39d+aQNozwKeXBhIGZv8koc3qEkmuyYiRJ1UqGElPpqqYMqZVRBcoBPKpmeN6Vjfw4k7PijPjQCL+RF0CM8yF6o268h4BGm+BDKIZ7DZpx2Fg/InPvMMzUb0In4A8AGIR7T2nnIE0k95rzklnZd0RvU4+iCZuCPzjmrs1q5APPIZ80b+3PnA+W9Axg2p/kiheY14QmaQz7tkb4IJHtTzUjfR+YwcICVI0xnrnJ8cp89fCBRysiQ7kO+BeIdsf+K8xGeua95kW/2E7yFIUnonYXR+iXDKmCRlSkB0EmAif4Kcxmn6Mtn9TCAKHJKvDLwLqeaRmAVxxkaXSTdLdGBG6UWPyb/XGXBMSAEs64UKUloXAQ5eOBhvH9riruh6JMsHNkyITT7Ziab6350DC5kKJC69FOcGkSAiGVhItwlSYgxQLzWhSkMO8Ay56QriUSbbgbKzOTGriTFtlTgFCayDW+Pno/q5MIi1grxG11HvRjY0J4EiQD1tmcDnnykfTCvQ1INkmnqr1uJrm+0cVIh6Ju5dOpu04Nws1ihColUpwwYqYlm0cw4AAG8SHWjIEIWLq2zI14oKoL+ZO46hKkFlC5Lr+QCRrGBATTKOG7sVEIxy5UwBFZT7uWyYWbbbLH2+mr8mKgBXu3Rbj5RnO2rNtWuEKBcguefgqgKCleADlmOgyqZcWEqut2xWrdubQIiTks3Jx1PAK7Ps5xULsF1jmp27dAjBaGmqQyWb/bWiY4qE/b5QlYmRu9965f6KhM/CKV4uHZWqGsnotOF3IBU7yDFBcOQDHDx1/xtuE8/DQT3xwEq/6A+0MY+TjMhE634W2ecQDVN7RMSVtNe5Y847crqXE7D0M2CQY0z5dvb3u3bAcQYRBH1W+Rp8zidkbuhxR8SOmTtyHIh8h8wnwaMCrNj5jOgXYJuIuAD5hJkT8zBKfEOBF3OwCj4nzI2Ojc2hXfEXIQT4mMBI4Ajk0VSJouqrcQV7PX2izZrvFaMheHE+/A3Ugz/xwQeBUGEqESP9u1D/FpvzQv98OpkjnZI7MthPMxrtitZeNakXABfM8Y67/jjLla+9rONt25guknrec6HB6uxYbekzUDInIJ9FOzcEhrAp5qB6U/A06HdWH4qSF9CeUA+O9ggCPPTn/Mw5n13+n+VIWzIrtjr/eaazsvwpsMNnyUjRj6uHHfIFcN8HP7N0qKu0im7NI1PVXjig7uBu+iw0lJ6A5FEG98c5wWI7EzsBQ4B8qg2M0Qws8Iae602VWStA2/JhRa1pwEn145BvXVSUS2dTrN6A+REFuo0NuZmlQs817Qs1nJT1774KGnAO5lfCHIAqfcP+frKaO/z3oG9cax4AuhKJXv+heIt0q7WEbTquHQEWUUCkoC0QC0iYlXhVUisg/0kga8iuAWVmREM0s3tYv/vaXp+75sB+/gOfMc4Uu9LnKf9ICUi4QiMIdOJQ1cdCHykQNoJnK+NUSGZgrgP/ftJlt2cAMSdaHopZu/I5tA+xzjcMkE04sVK04QbPNmDFXARsPCXmK7mgcxUnKv1MA7lQI639jaDf+l359p9pTF1lad5sRpxBDnmU0Ho7GVl7qKSjvJJwEM8BpY0H0yXHVPAOmoUWUg/VIEXuhaAhEUHnJaQYyg0KGwlAla1OYHpTC4Ubg5M/NiUnOpu9DiWTW0gYpXBoAvwZWN6CyQs2n2EPhmM2jEwcI/R70vUVsoEVxIGcokaaBymu9PcCqcl5mEHDf6aqSpLj4tzFQjeh0XgZYIAo+W7ocwCnPWqxKNyY0GK5XDQlbhoTPuhBP7s5GxwKvCrJ0xLZmuS5JMpmXtup5zxlAL+64d5hfSjAxtTPHFfvko0T5GhPBuTne1TzWCg47z4G0VbApqBh4He7Uc1XLGMZ+l1urpQLAFx43UjdvywTLZbKjgElwA8gf9UaOkjxJANChhaUOJjOLD+elOgEAy+dxtZdvTHiyvvjzs9jo3Iez9rvTxq3Eh9Thmq7cQ6u+jtuCr47WG+nwUiB0BmVs9buQBey5A7O76UB7RXqSgv24GggDyPAhtbJMckHovC78vPzPQ0PlxAWJ3OiKj7iVZ//gXshP9IgGQ/8XMo4mBLmNmTCVSlf22sOHEeds1M+HkuQLuXFpNxZWK/9tCSgDY2z9XYytk7ObTVWjPXJyHWdrFT3+eTYxDfiy9fWNepiViRG05ze9+8ATD3xtqFoSoSvEsA1gqCCFlIg7TSexnEOPkFyif/dS2YDRqFlDd8c0+XEFgIi62/LkEhNbdR9OWfnDL6uH/lmBiMh4+d0rTdrNtc8eeO+0Umnv9WW+bZ0i0buzhxXBHrRDFZ1zVRgJ3dgsvkcc1BanwBI49CYkDM6KCcdXADFJSt505Z1x7nR/IV7+uxAIR5CFQ85UHQODlwhKIPiArQrkwdKLth4dOBoIQYtNzT+QaM6k4nZtgnV5UbYuDIJkgHkjU3c3JQbDcCFlQHoSkzG0jXu69K3FfsK7z/NRww5sIeSBI9AM0UPUVykQBty3m8gFRdRl0xWsurCyXk2gpfcUiIE4yqjzkY4Efch24O/U89O/ZJV1cf9xV4DK/gchSAUh26hrr/x6qfznBNMstpWiwr2egfwb0T+h208W5vuhaC94B4boaA+4kBVTb3hWTe62IGqU0A9jFhj0pnJuIUmZj+bDUaIllxzI3lODKAmcwuhtuQNd6P1vKiSEKCuPfOeWt+56sSo5x1RTs9JX8g+CFeIwHLdz3eqzoiES6zPyLYw4q0SBT6rU599RDV3xEn2QA3QqwpLv/PkPHiYAFbFoAIi5YQz2J1F2eBq0B2FMC4decOyib7ysh4+rcJCGUsuZIUgkGiYITlkvZpZztCbMvlluJU8e6NjcPqOz73tmZLtOM299XU7XdPrYf2oa5QcUVLfiaUK4jrwiro2n12J5tJH/vTSaZUXsj0RgeK+rz+ddddJqMG6G7zPyUbJ03xFCcMAg0DWwQo6KfG+ABNnFKmv44B66r/P1B86P7lmdllDqemVMwvTBUkO2c6FA0HaY660/NpLiZCVjF02FW/cTr8112c7rJLO8cU6rwrX1HNXEjdONJgO0p+f/82+8X7EyW45fRdtTa1WzU9x/n4hoU2rhsSyIcFghoMrcR73SbafEmpvp1R2Vd3Ucszr7zENZPnbklunSpj1TLYFOhMVNYbg/qxnOg/Etqz2SNlVvb6LCOnahJNP1RvFMraqwM6TOGt5Cix0lperLANvFuP3XsGW6bX8UzKgg2PyPptnP5LN5lkJ4us7sQoA9pkkMURnw8SKKkgTWBREQ/rR517J6qosuCLjAtJMmvJT9tdmIBuw+vsl6BdSTvIoSo/mrnEzOJo+b1jnk/SNIT1imUVboFwPJGjz8bynbLWcKXYAgFW35+B/nPaf5aDXynqeICjMp/V+NES8rvyx5gRGNJ/Fw1C8RKAJ2oWmSw1W2kYiVdkZDgY7aFd6Nmt/iT9VdzAwYcK9G8N9s/KLwfzednsjV9a7NR8Gd51lF/zxs7y3LS7bRgFk2gtKxp3v8R+C1Xm61gnQVVW1ig+Yl9sgQtPk+fvRpNssB1yF5vvYtlDQ1fshUQls93BikmCiqrvj9Oj1X6e9c+5542NfCfH84vNzzdtpfdfe7+s+Tiicl6jkomWk6M0x9Bx3vBnbSZdbP/N6Tj7gNE6cdKaqgaxX3qxbvPn97Z3mT57sBeCk611JJfn7Rt4Dq+G755Ax3PRYT4H6OD0CTvKi2AlOVSRcVidCwPX30dEe5LU8l2MNjQHP0l68dNa+AtZ0vY0KeH8D8aYC0UH3pd+X7Xiee//d8W3LZ12znq0CuzWXBi387qqcqpBcT5TA8s09x/WtuhmA0LSedF2UxiEwApofnHt8+NqOd5ye0b29Suf6ebj+Z7qmb73+cBJiHMx29a5Nc9GmmwkcDblvQF7Iq5yoIHwARK0HKwqYgUnEDMSuiY8rsk/kAzN3TdmYmDsiE23y4YaCNLk1JbOoMIrnsjOQEHEg8o5EYE8q6YxLmSvkQGTZ/ZEMsETvwEzEjULxyAR6YHZurv7aGXzoRB3fwIoIjETOSScKiQ0btujk298nsgfmZn7XUBsANoHat8lgxtGIXLk98pB1HiY21aTxyMdgkoX7Qu+PgR7s/3BWgDNoGMTcTBOKDODozhpyU7ZDZp+yKcPox0JBPjCZvT0ws3UM5FhoMhvsEM/07Ar2t6HnSGaLs2PfOxNPB35HyX254f5J+1pBmfbfaChsPwN4kNMxWU4ZN2D8A3D/kVs6N6D//4DrX4WQ2IDtAlzkeA87DTJCN1UjjJ+lzF5hPmsGoKSM2oWZ1v0ROB6Ay2+kMooLlYZpNPIOZuo77zmfgeMXfe4nIB74G3dmsecNiH/lod3/BcgPqCqE9u9g2bCe7f53YPwCPPwTcHnHscZHIN7x83MHxr+j+E7bAz+HAPYb0F6Ai6oaLv/Iez7/XUbzfwXiUdfbleQRShobSMl0B7bOn9GBjy+sSHj3K8rYDQD4C1hlcSWF1v4/lKn7R67dw0cmsuaFwdfxD0Bege0jkyRbLnk2gs+JZwD/GxD/G4D/Hcj/Doz3/IkE2meu6XRC5oFnHX/Hm9LJL16Rd63vFUVFA+1rK3vvc3P7Gg34xpGqK9I4C9dDnYwt8VLTcFNAxpeIfHON1dvAThYkD9xI0wjXzjNd1zn9R9k5E8BNf6IcjWkloyBwozFJB2cC07RSdrRlAKSNQ6PNOPYoNKFMGFUShMZNIaTk5VlxwuNbBkTMC3J2uBFUntfAMxSBTFYKUKHqnl2fOSgjmxKGdCiAczko50x/L+5Jz5+DdDZa2QsiXOmSVNpMEjDIek6mfO3VtlcmnO8/I+cFeX1lBcV9A3tAbHTq5gtlSWzI3sHeSBeg7ch+B+ZEU28RV2okPsjp41i2WpdN66c9JRqzuArFkgdwJNF5apCdM5HtJ6C9I/qlJyJvwHFBbBdge+D7O1HzsyciOphg1d7DgXQgdnsEzKM/NyB/4zxuG2LbkGMD5kVAgiYk3K9gIuIVEyr/D1VhZDCeHIG4BDAn5isdd2xXoAVzE5HLL8YuNMdHJHbEZF+h2LRv8gbkp5NNdWDGfR3x2RgzKJufnKAskFAAbWcfnFAPj8zPCBxoQyjNg8mHHEH9b+q4eEXio86QKB7iCSSpYOA+WpMcbQAONFfOfet12ZdvkEl9lImWjyDypsmvVkDwjVOpYP0IEGF/A5159zp44t6Zn7mPti+Ned3b52M+8/1mnfkBDHCwuozVCB9h1FPGlX/PCTdC5xgHwjRHvemzNmeNDpSDNixUXml0h5qI5hWRD2DVosAMGHr/SXpa5z0+S3ap4qGSogrKTAc4jbxygOkZkTe4Ao69TVRJp89E7Mh4BKkfB+UeUgGuByB+1hh/BZu43xC4gnSRG1bw7cWbFLXh5XRVcjBkH+WGnOrbFhc+Z17BPhN3ID8jY0fD83KMis/9e+6sKLlSzRfdN8C262TwQi6dqD6tJ+nYNHuPKblu1Jcc1DbVG0FNDKcD70L8tgIIOFnmoDgAyI6GAEOQXjdftdDzwQVDIb71Xa41ZP9Sry6BcUpEhCoBsIHIX1N5nKkBdC6USLLYXAkE83Yr8TE1Bul409mY6TdE3ZJGAHrUNjOqJ8sFwKZ5djNfBTOaHEgnOmMFFxYFgvpUwAEHvA1yS2ETHAEFr23T8Z5xDvSHPy+wUyWFvp1kjVx0fRWIyMBKfIt3WRRuITQ+FFCPvIBACgV+a65COkr7HhOt006cPbUe74TufKCObTeY4ofxsqG9dH4mBZeEQlyow+kH4nycgyBIEA0cWFzpmoAB2QqyZ1oTavO8ZwfXM3rtsfPegO2mNwEnBxAXqC3DlEc+Ux6GEyM+F9KDot6LmtsGoq9Zue6zuFDiQJb/oPMfF61v1DwwSCLakhr7i2RjFjbO14lg1WrIRy8/uYlaTz1czgGcr72aEbObKqsOBfnbU8lW0mQewFjPXDoHoM2UGwIfkPgE5G9r3JZSkUAzMG1THFTVthvjB3M6EKU+DOl+DNxfOX9Bzt+QRrJvj8DDE9AOVc9vAD7w/PdnHX3atRgOnr9Ih1x0jh6QINUS5SbPUsyGllc4eDX7xGwvyv3Kl5lXZHTkbNxq+wHMQB6qDLnc+bvbR1CwPO7I6hXzdj9GewXmD8B8x3t3AO0V0f8OjIYclHWZ77jNO/VL2Lc76O+M/pHPgc8cw9ykV0xtNrV2T4jpvkRTiZRTE9+WBDXWerICONpEbAOYHXHTHH/DJ62XAnncGnZYoLFOvKG4ycC5MpYfbTAimSC1hogH+RIPYALilWc0FXCN6zqbtJi0JwXYlU0RUz3CQvZMGLCTMK0Qf9u3s4/pHm8DOUUFXVW6BnOQaYW6Q9qtZKrR8xuAHYFXzQ+QTrCEK/QEKrIORYOBjysZKXsRoe+riqGC7bKjIKC1x+gqosZ1d0KfsqSDySzqiownrlm8yEb8KDVgvXTyhQPIvMpm0FDcc/ScIJkBpGIy0Tj2osCJAsZEreP3bTezJIRAzZVYyBuYQBE4rOyXjc+qCugFPNpKj04BsUKN6atXWBvax7YXnzQPwNrzQIr2ledssvef1jMqAX1QLoj6KbDiJwZ70EaRXeSeYmHwme0W/Z4GmLHCy2CJ6b1X20MBDgPJAMrNbIxtgZW8OFXe6aFAULD3ZWBWPGTtNycarNMMNnBfLwLupdsxgTnW01o1ZlLmenMFYEYHJpEBqCKaldiH/JdtzXFRwGssPdG67BtVktacJuqZvgtYwn8iCTEbs+9NJftNgXEHxSlnJsppiMlGl66OMKUFlN0qdOo65FHGvQyqbJrA00DCrkTYDn+TUI4QbjDpxIdQVjQGpibfgRtQCYarLiDDGhXrqoarBFDK4ODiszpZSneCTaMxlLBS2U42LIrihjkH5iDl1CzkLqsW7IblbOyFgoUupX5hgD9aStnp4fWTmcgjMSc3dCBU9q1xQwZrgsrzrNPMeSy0RhodPeUoTRvRsjx7yK4WsimzKsQ4mYFqKOGmu0btjJMR/fUdtwzFHGBgSwfjjUOofTSpTAvhl0kh4B4CvLEUuZURqz0oLJoeL2WLT7BpZgBh3mQH5CEjMahUMylQhhCW80GBcxl7aeEzwWA6sILSEl6x0VhoEsLtGSv4bAHX+f34DYifNM8b5wYBBOlKqhHVHBT0LtcpYz4Y0DneyXhxsN7zK5RxjXMD8p2et8Nc2YVC8J6IDchH3neIzsN6ufszOvPzZPhn0DBOaI5BA75pHctQGHzG+BUMFspZRuMzNtFMORkyVUkSH3Da6f/x5cCKq1SMKMNpn52RDaXUVxLB56U+fzIG1jUS+R+E8ukghD+zhlsI3Qpsn4PkfnbJ0HIiLVf8FX02jD7Rd07y6831cEKivRESVo42ShUowBqbDes0R6ZRlWejr6b2yzU5Wc95+kj4Cg61ZL1XPwkY8XemyQitBeCiT5zWVt/T3K2qCZyuf3olfAXARmO6IsbXsxH99VfWXNpYSW0PK7qT8lYwNtDR0DErMDT0HDamZOwaXTfj7Vx7vd/MfaLQChFINd0qGgeNMURP96ZZlsuTJyhL3Iiv7uUzo6qHABFzCBmfDiaf9rBRMpFwc+jMgTgSmL6/teTJEEQCPZExgO0uI+3Ca0di9U8CqnTWBusI6YOBohORsefnIEWWJq62tJycaIUi8X6JmmTvJQX+MlZsWHKE+vJAJXiLzudK1N04IdTarPxZzPP6fedltFyhVH32rYNYsXGWLJzijkgHH87yxhUrjfstGqkHJDfOiNpCftVc+MwpMFIy6vSZkgO5En5VBu8xB3X9id7ONGtvxurLpc5XzEo21v18fNO69AkMlinAX2jGseRYfdHl4g4i2t4yB7Uv3t5uCV2FDaJ9DdkY57PjJEfJ6dManpOkkA2BQJn1J9m2Er9xkuHjC0klfV5jmmWDv9ln30mykg4hsGTuevDwc0bo/iVpYN3mJoEOaHEGtQ7eu/U3fVPPWtWDcVrjwArW1HjWlYH16zRxqLWLeDtPp6+90Y11PwVoM07AsVMFnx3jWM38Vnl/vrns2wqJs02yzmmc/63nmvVY7e3naw957+bp732d3UILnp98rSrl31Io52qFksmR631udqwIMU7XjwpsRFEjet9+J8FaFU2BONlgFXjIjkXpdPpx0iNQYypaiWq+vq/nDsB9Bhd/gmlDjVTkLLrqI/zMbwdcc/N2br+Q45XEUQCjEKf44ntGLboCxvSOtmV8LweHcFqTU92F5cPpzK3ktq5RcntVfnDm/G8/n3rROJF0Ok/xH/a4xyh9ePbtvixlDM7L6oHGM7Rk5Wk/63tFJ+VnKgS9g8S6fqL05B96lTz0QbMMNx2akx2yiZxAWPD82v/ZT2e/bKJAHWKxHazKtam53NYzhq3bIXniH/nLQuWyUFn3El0ThPqnmvE9PZOKydSY7Eca0CLfOZsCVz63TowzvlKyz1vxNBerEtNJXMmDpL0/vT+nfMo2ZBcECtXv/hkesipe3Wcp47qSTxjIsP/os6t769xms0yyvnFQVgm1El3SL45LGdAF+4aKe3l/pSvHgGq+/o1XKGYWqaq1Ok7e80DFgN7oB4GPkFhoetvvb/VIyQrLnLKf1t/L1z37B3UJ+8RKNrxRSmXwvr2fadTK9vH6r/hKSCZFjd+2jeOERs+f5dxpYOn7n5/z/0/Zny1JsixJghiLqrlHRC5nube6lpmeGQyABxCB8P8/ghcAhCHq7plqVNWts2VmLO5mKnhgZlH1yO2U3RsnIn0x00VUVhaRubKr7cN96pg2rW8AVCZLjaHrrTFfX+r21496yfl74eoM8LkBAidMbce6rp+z6imv12+ZR/XP8hpafjWsqpqDz9+8Cq3gufuRlkWmjSU4VVLEoMuoc8dbDdldvo9veZvjWPeyvZK39MzzOfl7BQGgucKAESzfg85hm8+0CgBozRd60VzhwNeNn8SZeos8Wmcg/h256E6W8zdZ4bjZBlP/9Llo1OFV1qdu5JPXwbazxxjrn+uktGzr2RT/DGD1JVmvK5Wg9EX36Ro397Rvv/hRZVy9muhXrj8dhLienkRiF7Qx0GXAjrbRGX4ciOuBOHU6yvtVNfGM4KSDZIwDY6fB2hqjuT1kmryEZDAXch8nIBN9F0M6DbBeXSWiAGhuXI42Aj0DWw70cSBjw4g7HNFwbRuiXZD9hURyDOToLA0BiCgTO3agAUdvdAirgUFcDsQ+kI0Rt9O5oXVGYwMNYwyM6449AtGuyDwwcCDGhpZnRAbaaBiZ2MfA0QeuyhRgz4xAb3fI0bAPpusfiu5FP0gYfUOLRqWlMxiCAeASwDUwronjMnD0hqPfoaWReTTgAw0x7qgj7CxRM1yzL1iTLo8rMztUTqjlCa1vjLI2BSMi0U6HekQddIgcDXmEKhgkGfp+RzY1ApGs9xoBxPVVPfgvXSFUe3/SPv9nAGcgfgHiBYUGvegIjw8APsGNFXEkcPwI9kJ4lpL3rBN/R8fZ8Qw6zt9yr88SAk6l3f8FrFPyVyAcWABclgrbPXB6Dzx/BC6PwOkFyCfgegaeN+D0O3D3LyDK9R0VlPY3sD/CW84vGxBnoLs2tpAD/f8A4gpc7+hM7xuDAPk3IP4LsL0H+n8CkSzvGXwY/wz039ibYQDY34qwn4D2otLgDdjPwHgAXv6RQrG9AHEBxj2QZ7Bu9QDwAeyz8RbAj0B/BvoFLLF0B/bD+MhADM5A+wmIfwCuH4GX/85n9Y3OvpOE5Hgh29ldj/KZ63L+nYG1p41y+PQEtIvGRzQMcAX6PwPbH0TRXO6433ni/E//RoX9Ehzf0YB4A7T/E/f5a6Qm9P5k9m06VqUAcuPtmOkoJEZ0KRqq62rkSSfvYl3WRIyBQlvWg/0zEY3plG0rlo3PLHlnZ220QoFmgpH7QWdplVFoFvyLQVhCBajMAxuNcQKzJNR8z8E8r00asalg7mpgJxVw1poNBasaUVgAnFXBxsrARIzo5lZuhtIGMzgnyb/pkDpYo76QI0J8rH04pCBQPyEtFLos5r28Hm68PMcCiX47W6VslfHX4HI1FWH2+NNptF+/qI8kMJ6AcWVt2ANIvGDEgQamjqcyL1psaNGRxz1aviFfaCfxtUeen9jBs/ATkPJrB5AnKR3d60faYm+OA3E9gSX8BlvX5IbIhmMAIxP99IyWV2Q+APkGwKYGzi7xtKEdZwYMGkvTNWcE5EZ6zjNy7OjjGREXoL9RAP1MEIAVz9EQRyC2He00MNoF2XbgOZBDfQCUgl11e48BbIk8DbBG6+/MIBwDyBPacY8AyynyGdrH00BsiXjmnrHmvXhRdqArGwMDTYZVJMsNsryrjJaE+nHM9Nrq2VSpvPf87NhZG7oMf5Fh/0i+LWQd2gMi3gFHQ7scbGy4DWQbGHcO0ip4Nb4f9BrDAQ8bK1S+Uz1lxrgDkY7SFfIgeCHVvyCNspIDABuIlnPJvwH0e7ifEAMRupeczdVMcjBoAaE2J1+FeAuQWMAD8YKGBtaZfYbLdQEPCPyV+xKPQAwhm6EzaAMcMFopx44s5wiAMvrItyPfgRmHdyDo4QCzU4z2Ie3QySujaLwUbwkEsovfXZ8xe4acprEwZLBGCq3/hGyfgHwAxoV8dzD4kLhDlexInhc7JdlDRcjkQdBA4g3pMBb+mAlm+o3p7DFitzLxmtaa/Dvd8BCgbE07ApTV+p0ghDmsnQOpV5S7gIizDC+WY2NxF5f0IL3QOOwYcImPZ1jfDwSydRCVz2BPLvWmw48u1Pdk7XZetsp2mEZZOaRzCPE4ZGBZTklylEMWABYXgUsqer/9UqjhcgoVKEQp+S7XPpK6vt26CYrvNki/VZ4IXKNWGQTcUxeHWIP0ni/QFdiRfoIGOuIuAgc1jrfdIXBgqJm8Q0luHW0wT6iHix021SJctN1Csh5ECw/dITLRCsXauDh5gAAsjjOD5dEyLjpr30YLZ1PvuCFnazkNyBdH3oMZHW4ezV4rxocmgNEOYGwIgXFCumbGs+Z4x1UIBT1VQzzSjin1jFt1mYD01lziq3KIxw40geGqJMMaONBaKrucwViN1qQX3k+dx1CTXJx0Zp8BqI79TQDSTnnJq3JU2FHTaiyh0qqu8c15KpMRTXpziscH2MvIelOb5yFR9FdluBqfOwAF+aWwuFZ8KJNYaxnqJUZ7XM+IQOKkM0RHesShTEcCN+wczzhKl05nF43FOZtY5MI3LjWfGYcd7kKgqhdFyC6NrlKBTX0Ijybn+sG5qORS9ivGeZ/6++iI4w7IruoSoePMjA7qCAZLqVSjnEYNPDMDqpIAIOMtKkP5COB5INuB7KozPi48z6n+QTCojtxjtHtSh/qCBCTvNp+zt5RLw8h3O7NUwjIaS157HzOos2WjrpNDa5SKkwTi8Pk8kTwPZ2r9Qbrc7kUfJ52RO+Qm+7gY/pX6Uj+EQqdNG42ZuZkfgOyI/QewjyXDHSyr2dA3l5l0cEKZxurtSP/RIG9oZ0QfKtfJvWWmyAmZ7I/KkpzSvY3QdjbpN69N5zy0j/qxM3tE0Ygvec9gMGLmea5XzkBEKOuPjctzuaf1ssUgCo9BjsqkLki9YZDGcdE+mQ8fiw0qeQXAeh2gsq9YAx/Sb+Bgl4Ncdxyfphsu/eSG41XCTDx0slLayVoXg6DpoHf/BvcxFF+rIIDl+Qt5m4EpeSfe8gmBRzhwOAEqB/WkAtFYfwJ9LEgAZ/mO2ZA64yP18ZA9mQ8giFo6GwIunVY9NDI5HrzRzitTIlPjc3lt6323oIMvXdn0TJfULACX/CcRYpehNT3KJ2CbqHpPSPdvyZLBkSo3T0bA5wVKH6IuMCbPEzCKagad+AzEca2jWV55Wq34FGrmkvkKImYLZBxgX73k2BOYDawly1Txphzuw0Bs0tHMbA7p0QJjIwqEwdPjs5FwWd40EetsVZzTE/F5VpnmQCCjK5Nk1Blw9kUm7WDqgjw/UhwVE0xU6VDJr1DwuPTBAtwt9mQssjzLoYJZZjC0ZD4v4tdem9Jtvn396SBEZZ1oT3KkDgQYdDBy3gvbpFg1TxCIikIVfhgV/TNzzrgddykHPNy8DlSTOKGURoo35yielybeAJUc1VK04sTv3kbjbMw4ratMp4b6PBV0fqtZ4c/SgxAZGCNIL4pOumbiyOkHwZEyPCAmz7HR/Ek5FDF/rCtqDyoy7dSzCPLSDISYopU9n/tQtoozPpY73dxzRpu1J8P7ANiZx4/G1GM9uVWvHqiyL2vKU37XkJWSZwRG477fRrsDcEkJG9gJMtByJDcpTFS4WNLBZQL0U/Uv7VTU/eNezNdlbxbJVszP69gUAJex1i6YPSS0ZmjAoYwO904wPTYxn0NE1Mz0IRpuXJN2gutYM0Bw1o/OTdgRuqAsykF61vq8SNHQA4aVoS5F7tUamwbqxwbpmOPPpHLcXqRkyHlixaCpF4QROE5Lr7XUQsUdqgZdpZA3Mc/Bf2fHbFD9DMQnrmfta9d9HoB2pyyM79EbQEHhcyhBWON6Jb5vlL76NmJdLxgpMJZPrkrBsrzrA0ppIydYgfu+P4WdFYRVhInxBTAj535fQlT/tGNjTuX1fltMfu2S4ue7xLhZgzSyPWtSdbOZcJCf/TvNUOek9D3vxRzbnFDg9ubLqL2+r5AXeMUD573Mp27f8ms3MqNgFct38usrxscGf+LQlpwxEcOBcgYHMJEz4Gu46KzFNECAybugfi8RlLeWtMP8ITFLTyTPzAhVuVHvAvGCEC3NHJIdVnwCSeCBHViWBQFATouJdO0iRzk3qgnqnfiUgjudsqz1QPREaxuN4MbeT5FgBmaVyKByRkesymzUNsggLgSesvtyFypnQZmGkU6WbxZeG9Z+MZXFpIDDPOsynNwnSOiuAv17HeosiKfZQdRAUEECbrpOPzUbV1L/YK+WHLvkaRYr+dYJ5aVMuRt179B59QinTIucyi4vK6oS7DEw61hLuXcgNc3vAuXUqIFKSU472Z0u7nlawY3bfZODB9LtSIfOjFv4R/HPFfmH+XwHRmBevSwhFFQS3U/whpF67qHgbxDZaidFLVXpAzb4ZkmiGfTw3Da973PgyyNzD7M1W2Ke44m+9TWWz4m2a6xG4qL2bMoY938AbuvVe9tiGd9rQfiNKzCNu+LN88/QPk/0cy4/c1/W1yZfGa9ev33M/Ifn47T7L8gFP73Ek+TLOq65wTUmIt6GeOqaX+G5Tr1mRf2v84i0Y9S3d/bEijY1LSwyrtYodUYWYFbMsSwzuvmdQKnL67jqCOXNv/SJVUZOKNg6nrgZo1/XucmyDsm3E7DzIsLoeZ8NiGU2fLbH61XlwZxB1moNuG12tt/SkPl5ZWl9li2A4i2FiLazuuqZ+5MOUOrepUN4DOv+r+syzzlcCsyb8kqnmesw6Z53M0Blvb8d0+vjln2Ay+n6Kzl3/0ZP/tIZW85L/ctr9nqfuDbu8TLX1f9ZdC3du+jHNFY9PeRcq0Cd7rFkFtT4ay3kJ6hMCc592olYvrvwvG9cFVJNz1lO0hoTZU/FfGrSKT56SJ7ZoazvhEt52kncWRIIwE3ZnqI/YJbgsRwySMq0127XM1JyYBA4aN7uLbn5LIFW7gVaJAnvgWhWumQ2BeTyiswrVlCP9796wKBNWeo+WvBYKIfd1DbTeGvbQlFyN7UGsx78wndVBiiqrKNpmXaJA2N0EC4Zh97LBjjYZYQ3737Fmi2GWreF1w8Gr12asZzalr9t0utri+Szqx5hPuGdsmPQi+xxFMOZ+3nTV0Br5aw0O73RMDN2X9mPi+zLrPocsA45+SmWdfAgjlrzOb7JD2bFBZ2HGx4NVIC8gHQCUywVLqbuKj9NmE977VuNfa7ryr+9NvOzZQuk5+BSSF+SRYGZovyF97xWN7qHs5i6qEC9GKcioP+LQiTXzPNfy9V53+XMl0ag9V4yBb9+vQ7EmgbMzNa91WcbvzezFMyz13tMn1/6vIf1mq3It+zP8I3lYy7nJ78zA0ULH4tXa2H56/NqLpehwMcrncCfvckqEj1UUMXvr2c4l2n6OdINl/WcvSQ8RsmkFTAlup1UlstS3uoEy9sll8onv4pW/x2v7vH6g5/p6rbjol6P2seVHgCfndSnij7+RGD/Twch+l1DjIF4CcQIHFcpMqekbzQC1d8TCWxn5EYHQeZAa4kWe21ipSzmgTYuyGzYB0s8tKBTZrNnXxF+KDo6gjWLs7NG/64oc+7MxshTEpHWE9iuZJxJh4/RsVRAqRQgg93gE0QFDkWv0dFOnXGUE9EEqQhCNvWLGDRGRhLxP5z1kTvZW0tguyCwERWQgX108oQLkYK5yfhvQ+KOzrzRiFZrUlZSGRy4cr6xNbSuZktboO0D2Bva6Og40Rd9SjALYiCuif5ypWjoNnZ2skKVu+AZbBhNWSkKvLT9KD96NhKii0h1gIL9cCOqIPDg/kDsDflCojyaD8nXmPly5V/I2Mc7MqC7/wq0T5ipqRaaPwJ5x7rXfQfyVyB/Y9+GcQa2RgDPcQFefgVRTT+TUE9y3l+fCvkxhc8ZwP8sgWYjQ7XNjRgfV2C/6it3fMYBlmB6+JX015WNgB043gKXf6Tg334FYmdvlZDzcDRmCBx3wPgrAxHbvzEDIe+AfAv0f+R9B4CXfwHyZ2D8DPQOdH3muvNoj0AFL7IDF81hgK9tLzxXT2/5+2FmNTGQ0IE4yzbbed9DDpF85jy3wbXbAQYD/ndG+09/5Zzi3ziP/k+a59+0bhuqbl5AvzdmeLQTkKzxiu1QEOETEI/A/jPw8jNw/Wfg5X9ngOm+A/EWGP+J+9bfAk2ZGX0AD59wa1y9IrUboSPTejFUJBcW5XEG+VZ0SqAj1Qw7HNgCMwNySZfnWd8X306WnZHDwpDKcxjBWjJXCvqAhIaYf/BMUpnpUtLoWGLyRVOUG7DRTMcmgCEHh3WUIaXRhrCfLRacCNJq31FN3S2wh5wJQ0Gow0rvcbsHXlctslMRs9I2pXiOVJAbmJAB1eW1wPf8rKQd6wOiZK1MBDQZ5EQAKcCXVl5D6AgJ/+B8swcKreYAOBrPRwyhBqEatN++8kWf6VcgDjQ8LAiEHYgPyLgg8B7R3iDzgsQVER8Q7RPyuAd29h1gjwjRYT4h8gkRG2J7hwg1LU8oi2sgT5rzcQCDmXGZG4YQUZ4v8t6cXUDKA317BJvkvkGMZ7SXj0A7I7e3QAu0rZGn4ROXX87mHu+4DwfATJYXRFw4j7xjiUcM9PtOmaYsnwPvgTgjt0eM7RPavpPH4orEE0accWxvEfGCdvkb93Mw45IIwA15pcGbOMBalwyc5DhxLu1Anj6hxQXhOplozLwYbzBwRabKUUkWJC5CLF1BZ/pbIBOx78XLadexv0XKgAn3m+53PNv5AtZjDvUCvkPsd8gjkQdrkUZ7Vj+jt9RhXl7m+YCQst81ZP8zeZWR88FMzWyPqEbTmYg8MaiEC4Dn0pESD2BvBJCG4oqIF65jqjRfvF/snLImkO1e5/sJFZyODqK3Tgh8AnBB4ANYqnAG/TM3yp38oImQCaUcW9E+cA3MO0aKDxDRBht48QLgQDZl04WRbFgcI5v0iY1nEM9w6QbkWyR+0hpdiXLDR9DBZkeDjJpjFw+jwyTdqwm/AnjGrC/7M5DvSIPpOvU73AMH0Uo/YwN36qkR5ncJBt4T7OMAID6ighxGAgeAfNSZdCbrmbQJZarFL0j8i8Z5h8RbZPyd0MtqfC/08wQsfP2y2VFGaU6gSiIRnY7AGAHkhmYTKg/xZOUoGAkNcJ4AjN62g6cpWDvctyGkt4Lr11SzeJZ0cPCK9MRSGR3TmSnHQDkDNXAALrvnbINQ7ehZlqBp/jaUiaAP1U23CKvMw2Sj84AbQzdU6RGJX66lDXXdN4ZoIlFhRGVrFmm0JcslGtxQGGUcBhgEHNMpYIAJOh2NyhB1WZgq7STgV97ISKDD5RK5Kpb59JMF552dqD45i7xHAWZiQzwkpRzNwMRXLhNW1VvusutMN7Jb7QeU3C7wRrB3XeQOjIPxfes+QlrGaKITB2PtmPDZF08W0jgLmXyRfqishRtgBZUSBtH1HDDTfmZDtXICs3fGAPuicZzp7CsYJe2xtdoD+mcp+4nmVX5LOBA0EMP9JlQerMuJoACZS+NMZ51LGlteqrRKGgkPVBm9qr0tmjBtq4zt2oCaFCt6xbbMR2uMA2hDwb+T9O0U/7xSLjc6yTF26dJn5Ljn3NrC2wv8uBLS92VpqhRPO+TgjPcAGnatRURTtUKOFUcvcB5NihdkOxCN42G/qntUtYLc0PKBtJ/3HGf7hMpgRYfLBzf1DsuuIEDp2A4anklH5ZjagWAliLYLUR0bfS6N5/FoG892bFzbXbrBiSV9owtIut8TyNYvQDwC/QXZdox9qFd3QxwNDQeaQBs5dtHImeu0EZWMpt4Gg7w646225SMQO1J8g8BWoOMKDNrLmY06bWe/u8gExoY8/kpx0MjHRlyADIxdWZJj47r0RzCD4734m8CPfSewYvwI4FwxCcr+Hejs6xMjNA6Wz8xxQeYTEAeOuIim7sWm5EPqz7KhAu6J83WCE3WKV4YyEyHEO+ICODN8ikqQb7G8cmADmp3w0xkcMcTbmZWaeNBJUKPnygQYdUKAwCxnuTRFrgyLB1Q5F7wA4yJ9lTyodENlkSXeiMY/6F5XyaGfsJb6spM/zMfwDGZeUK7QDjOvlCEbyfVP96F51FisoXgeBnzeaQGlqLvkKZ7Fx5xJoiBHmGdsqEw88S/rykbaY6iiR5XVfoAN64iBcsRDayVDdmolp/lcBBjIdENxBwAdCNH307xgn+vydTdIzX39iAs3GIw9KhAm3VhZfZCNncqanqXPPAb2DOTaX3U/65L34ljK9Co/i/2RDtbOPkAMFhAsxU9z/pO+pKM5QBkDzniina/Memc3DIHyqnzebZCPFS4a2gCc8zJU2p/95Rg4zjQQj3bHDKBKhqfhTw3p6jN4BjOBudMZm3iz1yGFUTZQSnwjSWMGwnDtqD+ky75VsNFBW+nxBhXlcsbTMBfZrHGAWdPy9GYn72gmL/nxravYL4PUfD4uZ+3r158OQjQjGhzix4Js15W5KBq1VVgURTIs9s5JGbygMOC2SYFz9G8sP9wgGvE3DwSOBRHs1Hs5rNZGalwwEZd/+/MVdfMh9mHTvX24o81551CAg9qtxz4daRrD4EFgK7dF4d+b+NBEDDvdCAiw6UT4NppjFpiDyqUURgmWFlCpAEcb+XYz0S5KF52tFi4WUFEMhfedCIK6mX9W5205CG1F+FFjYVpOh8vv6XqgAttrXhOV6PTjBz3A4zG6Nud4GsCU6DsKawt8G2QVkVUJmRRav+oaem6Ojq9rPSYdQc9yb4VQyvWNYqtU6dF5Dg6lBw8FIdyvomofS7jlgn7ODpZx+gvYhETrobIGNjSw1CHkmWm386nah47Oe48VmS00r9feKACNMTqqYZzp3LTZFiM/Jy3coIXMMCu9R3QydrDEzHKPapCkDIgylBuDFc37cwKRpY1CzE3V4gDyIz6P8C+X16VKJeXN73C2kmnhRnG8PR8Ugnq96KzNtVofC2AiYXK+GuZLNvykyNwEUvL2RnU+l7HdROzXqPztWqz87Hag5vP+7/rUttxT31kj/TeKEIAQH13Rpcv55Z98zXxp0uIy12KG+Gw9b4a9/DHllPPXbnlSnQ2PL5c1yOV+sYw/lzHW93wvfPtyHcbaLjreoubsGyiFFVcU+jdI21lB+RX1ChQyO5i1kCoPVanC6j8xFdTrlLUQPS6ZilWuQ/w1sNMQFyotkVMJtePXJWdc3950nDJwjZJTmRKEsv46gxChe0e634LoIIyAG3OdQ44PB38U+KhjCPUAsHcOoCKVwYCZeU3mDEQboaNeEbf0r/WHnWuv9JOVh5j/WWmrfbI+APGvjspeyzZ5eBxg6rCyRTLV991yZS3T8vVr1gaeMtjvrKgx05z/VbbQDcJoQc1igIH5BLPyQvOa6cpRAUOvKzBRyuaAiwwvxGrHDUpu0TtCOmFWPfh17fVdpa7XeVf6de3hzcFeDLjPeKXQde5PtvDY+V8FMTIkk+fZvJFvcKbYst653uO1w9VnftFXTGfR4Fr3oQwm6w7VG6PuaUPe95zPE7ZpPsNrbOO59t1n/DXT/cLlHimryrjSXCamxj+fcSMJb7IjXn0f6+7pv4WyW3in3p8rOmlo3mCRmStJfPbClFMOOuTXBFHxVn/u9WdWmvd+zncnkmz5bygYvNwnl2/kEoSfGRFTyESBrny+ljGF93rdo2ULkJjNKG+fPEdwu2qT291wm5v/zrO07sGAS9XZMf7t60Y4ozK3HSCpbClHIfCZTjHXdJ20+ciiRy/fuKXYZT4Ry3zF/xeZWo3JleE2HUumq7mKdS7r/Jh/Y1lVv7fwrRqDEN+xzO/VuG8l08KTVpT3TQDCc1jul3PPZ+av9Sv/bd4fN1tmx8u8XjsIlzH6jN/wtdm/ZsqB9fyYt0W9HcsqTl0IuK0H/+Ur7USqfdFEKkAnh3+tA1CZZ3VvZwnIxhriVTnoE0mf2TUQGwqC5dyKCgLq+QHYNg3ph2EnVU0Aupfka5zqHJp+13tjWT8Oo8255CpL+Vxzu0n7nBfHMlerfCymVWefll26rp8dvJL75q/F36g7RGa5Q1Z6rXtlaH2BysDNY1m3KZ1tc835yZEoPpIe8uovGrLXXZI1IHARg73VAynoM0qd1W9fi16+7F8tZJ0lr/X6OdOzbbVX50nlMpeSFcu9ct6rzp3X6Faf5GcGbvukCAC17kPdb9V37BeQbn/DD3SWg+vAd+gHipy88NZ+z0kSNfeY95qLs8gBy41l2W9E3Hqftnx3mcdKizdrr59YeaIesOiGkV7h1QfxJT698r6+3E866GeD930+z1P74vWZb87jF69Jn287v8cyt2VpFrlyo8s5i+X1/VfJF+t7+n4kKhhlnl06yypfJuc3jVYT5ymoFlrFslxfWPO8PTfV6xLk0DVV870wF1nX27xy+c7Ng1d7gwGBKUPsC8dyFjxv/XZ1g4V/xc1CWp4sbN3vRBY/nfNfecirJVn4+sxrvWVL62f+zPWngxCn45FPaazBWIclEzgOHEcIgUpkT2s7o90tkCrxMkBESotEOzb0/R5HDFz7ITA1BUTbgYgD7e4FiIERchpdiSzagvfJXYb5ywYcHW3r6GcgtgO5DRzjimPf0RDo0RD7hn49F+GMHhh3gYyGi54d2FGZ7pmsJR1ERyEC2YS8O56BccVpsJZtthOybUihn2N09HFC5oHjSEbOT48kqQY6TZ7vEB5bG8gzexYcXZEwCzwFO5rAFcaM7HtgP0B0Qkv0GOg9EXFl5D8aMDprZ18DUMNq03JEondFAI8XiqXO/WXpLCL/SGwbI/1xReRAG01o8Ma+Eg3ITVkOjSgC+tcD7bjyXv2CBLBnfJ9G+38H0JkFgAaW3zmA7V+BeAJwBmsh/wEqDI90YI8TkA9EMZ0P1qqOnwDcg3UqAeCFC9k2AFeg/crv5H+mAoF/5WfbB64N3vOoxBMQO6oO4fGOP9tgv5L8UZ/7hffIOyKW8QDgB/GaJyAvwEUNIDeN5bRzvnFhVoOdUy8fgfwNaP8oZv6/Avg/A8d/A8a/AP0Te0A0CcT8A9j/BsQPQH9Pxei68Rn3L6gaiNG1jgGc1IA7f+Catj8APBI9PQDgE9BeUM6M/heg/5UK17ED4yNw/MoxZIBK9icGFa6Ne9GGfoJ02RRBd6mk4wMDM9dPvOf575jR0N9yDy8bcNX6xO/AeQPu/ycw+HBHGjgG0eXnj0DuwPWRNPP0gldaxc0V7aS3NwmLNSouhisEQxrl0IBpFEqRs4JbKOlRSFl0GRdVjSNW3ZckPIJrFQ1RJcDsMN8LmZF2RsWiQGGWtaj6o4MKfeAqur9QHpaiaiWPfMZlaqrxn5GI4ypUpJ1gLltih0FWzd4swQ3JcCuFMsSG0SpqwhspGb0oWRlA61yDuMJNy1l+isrX1BvkDF5Ly0jByHJuETFBwZJEn4oJ0n7YqEfax2/lOgGng3MPWsVFQxl0nA8VYKMEvndFvuX920Xj/igaU0ZEnDmw/R4x7ongbonR5IgaVyLL2zKn5lJrEN09cg+hmu7JWp9HoZIZ0Bvx75r4O0SwCTExflciJOMNEndo/Rnoj2Cq/RXRGyLugHYg+wcAZyR+AEYir2eQr/5OJFrrnNe4owwB6+y37RGBK/rpHu20oZ3PiPMdIh8pY64D2K/IcUW2K2khmD0yGjN+Ijfx2R9In+5xpBI+Q9l3tNHt7G/IgyhBItOvCBsCTWcwN7CW9IXrr6B2Hjvy+qwzcsf9O/1B2hj3OsuuzUrDaZyCNAbr0y8IHBitY0RDyzu0/Yw8QjrvgRbP3POTZPF+AUZD21mOL9uPyEhke/Kmf+P6dx8VTCJJlAGakNPZBkcHWhcih82pI9RwM3Wu4gTWsn8m8m/8jlJgoyEasz2yPcxhJOBSXVHoIRsqCiQX33sA4g3YnHwHm6M/ImJHtAuYbfKH7ivZiTcInJGDPVUiPpBe8AnuiUU9hj1gMu/ojElmCkY8gz0aIBo4I8YDMk+VScQ6yDa4Q06GBuCt+N0zgB3YPiggz9rHN0H9CI2Z2S6ZV7jPxlyrpAyJpG6IK9Ckgyfnh/ZWdPkso5zIxCpnAZV7Gm+1t2p+Hg0ofpHSBx60DvdyHjzybOGe894+ksbjgu8xucSd5iqkeBnbDnDRSMlyEAutmf7sNJpmM1bJPjAwmrlZjFICFip9DUSZ6Hbp5ZQFkSrTsZRoslnlpq2MU9opYyOeWUOHSmy1CpgZaahZKgNxRMLdGjKgDLws3Zu//X5Klul1lXhjmZMDkdK/cOb6NTpcpnl9xlAGQ4RsrLJeG4h43jByY2AaF+qheIFLcdmYdC8c28Gz5KyN4NVRDDS4YaGyUHIH+6hQwHJOg1pFdLoqBXigjtF5JyFcmQWjchXfDULozFSQDVrjZ+kXu4jkDj77fL1JZ3Zg16h8W9INMd7Asp2zc48fzovyh3oJF0pZDSn+f0g/anc6Y1nrXfsp/SujK3i4ZOWYwHNxFIxFH10cRlmOeI6dyEZlV4SdAoNrgD6/ml6vxERYAzPg2mHEKp98oFL63KNGziFmEl65NhGSD0fNz4jlkNNlOmpsDzJYzFcIGkuXo+w838xg7LRTRkfLCzIvyHLon5Cg/pEqOcmsUvEXsB44HT3KAhwER9w0N/7KVS6XkwBchwLeckRmP+T4f6I9Gg/I7R7IExIb4nhC7I+iDyPY6aTutd46bz1FZ0QAG4gSZznj99S6n8XPFGgcT2A2445UxmIM8Rk4U1R9FXCn8yAdx6CEuNAX0qlfRH/g+mQIXzKq3x39DOx/kOLhMdSMdgzaAFtDnJSRzxINyPFG+3vm2eg6G+M3MEOHvCH7e8rZ/A2VfRagHyo2RF7oY1AWTAq8lxiAe5/FFTGa6qoDwAOQA+O4MONhk/zIEx2tu8o/tmfKgTwj5FhnTxnXYJd/a2zArgxXgw2PjSVGTwD9CR81/hfq2eYX37jSYEZl2EvBRDmAdd7LWVrAUPfxsoO8lf0YBhmGS7dyHFGgjkWGInQmHXSz7pK0Pxy88dAywczYTWtm2WlgpCogLP3J6IQX887T8nwvApDWo3Lq1jyQDvbLCVu8s2HWs5f+sPI6C+uA6AVzjjeAFADxRn+rlLaCyKWnlk499yBSIE3Z6cygGtJje+mNfMIAz6v6rWldplZP3YMcmNU7olD3BrCegFDGRz7X3HimJVOkl3zrirxK9Mg+kC0awXKpmSG5fhQdpQMEo7EChPunCWia7TT/DfaGZZCK1RLS/ZvAuTQHdQTCLmf6UOZuO1ClbC2z0zJZ61mZkfQpxNoXswK91AcrGInUOgZSWYPIF8r9sm3uMJqzkU5w5oX7YFgDpc9A2dZ6UkSXiBWt5POkm8iKi7jvWi5A+USv80Y/xaS5LHoO9eaxruksjJSdTFuC/FM6dhowZj1BvEC9IQvoBKCA0qIP6sPSoxeQIP1MPp/fd4j86SCEl9JH/tXLeqDPthhTopRTIAvJH+4bMOS8vkEVAI7uwA6ECkYtziBvZnJDOGc64m6MHqNy/bctAjuhhLRMpfoV6D0HMAJ5SFvLiX6aAdXQORDzzzYVcKHRrMhlpa6mlDKvp1fVa2ijqJVTcQwqoZHAcLqPPyfHQEWyy0EJCXK/NEiQfdar5PpqMnJwcd0HrKEGXKvyNlJXqU/FZLUukXCfC47NM5uOvT91Ve2KZ0wDwwhHOy+cCWAFlMoNjXQfzKZ/3wHtHZy6ywE65cjMDrXXxcDMYJ0eXLsmBli1Lbc6wKVYZIdTHeESOWUQWDHws/1dCb8YqDrSKeU8VGZpKVlh5MsUmt5/Ky4NM4tEPxW197XsUfozuSgwHqMzItTnwQok5NiAldh1LJpH1cT22ZNS5UaXPpOlRHn+HpvSKgNchxY07tI9Mg4gX5a5J+ywhFPtvnp5v9YlMf3kslRC0tgp4gyJBGaTT3/UNKK/VydfrrQ2SWJ+2899zRd9L/7jFoVka/RLyEvNx/ZFYI5B8+LPMe9TOlhZufNvrDw1i6fm+v7y+MokSxRPW5c1l2dZNYAVMfOhJdPgpqzB+pBYFvW1jNJ9rLjMO8R8fT0/rx9RrFJyA76PhHout7s5W18YqoK8dm7YWJ6NtS3w5n3zZr9MTzMINhHn3MeUoTCRe/wyp9YQZXgzqEWRsiBJjc6Q06MAZEiQ56p8TZhOrcCblw1QyWZwjkhdz0ky3I0ETU6SaxO4OeRXUYCrjk/Q4eOAJwZm3VuVErHCXcg9ElyVXnOWhflnIV7MM/mdSY/e6yH+svDQFpjp6HpmKcij+JrlY2TSabKibmXAs8ihEIwBrqEWn3WcF6OyZJxl89euF/1eUdBA1Jx9T8safjbkxI7oqLrodZYlg9Oon0NTibkOUnLTFuqaVZlr9p/4f8nOQDnQa1+PyV1i4XGLrJ51sRc5JRkfa3bgGvldHXepQG7xC/M0K9wHZn8GXhkycNYsjGIWixxEA2XVhkz1W4lD45MzbCqfpRfWoZ/bhhsdw3pQGF3rOfL5UYZI1xm0IQZM5iIdqfQFlT0omoHWzDrE9+jN8yjF/fbK5VfMfILp/1v0MXicr3n7cnZWdOGrZ0xWnJ+9MVFpi0UTrz/7mpf7jHqvTbdzDKaYybei7vZFk+xGZmS9tM6YtbjX96PGeisOjSw23zM90DFkcEO6vJeCzmE5W2OHWebN3G9+r+oOgFTwZr61yJJFBsciwzNv8z6YuW4b7tty1CPhbVfHkfik1t/oxPV9Ijklf3NqHrc3X+lsmbvnsfZJuVkIf/yWp5WzwIG1GifgDHvaabN82WvatosjPbHPzuKtzpgBzCyWhV9+di7W82QebV6hdSj+PfWT2/Od0icw31t1lpWo69Gv1m5BB/OFma1dc15RrDUGl7bRWhvE56zOWnNli9nxY3r1NP/M5cAQGNSY4xZPF1o/MjAzs1BrGVLEb6e/0Nprm9p0NgXgBEsMyw0Hehbna2gdM5Z11Rq11d4UbSYkJxNf7Pm30qtlZ5GAFUR/VrRZcoRrUfJ1LMNxf6xaK8vvtnwGKNATmQ0qW3ylMe2xaTANdFpr9gfE97Cs07oPqLm4koYz2pp5Ra25OG56TFP2ln30WtdwSV1n+X7zWm37JR99QfHX9UrUkqbXcyrekesYa0EwM4ZWnuw1+ZLkmiHw+bnXfMG2gMafwOeZO+sz/Ntr5nu6BJyzfNbprwoFFh5nWny9OK/k15c+ciMvVjn/+ksxf71mrTdvYOH9gVz02TXgn6/kHr/tcnv2z5SbGzd7WM/SehuUeCPVXxHJq2uWE3p9bxStzzssY73Zdu9PzN+a++2Y/cVFxiUmTZilYvqO7XspkRax2HTLsL+4uco0Qy6r4V50y5ezIRfbZHq8V9nnZ5IuZlnEW34/ZcqUhWUP5THvW0sZuJWvy5xWEY3FBoJ3t+G2vNu6N/77a/IfXuzpr7k5j85y8zxWHpT69ipjTX/fpjfgPxCEOIRyTjkGQkgb9TkmgLejkCuBMxsrBYAWOPaDWQlHIvdjlvbviR6uo5tcrHZGtEBr6lqfh5gXF69vZ7TekPsFGIdqLB7oofrEkmc97xBxpyEkkYXbgRyNtbtHAM9JOXZKOt9PF87xWWO50uFuxGk0ZURgowoyUv6LM5B3GPGMvV3R2kDErojnHdCETGjcwIzEuCOy5ii/ggTbkOOmceOPfccYB0Y7IXrDvjWgcQ45qLB3HMi44mgvGLFh4ISWiX51KZ8d2M6Ie9Yhi8F7XxUoaF1IscZDGXYOuZbloBAYSWRGyxD4nrWWR9tw9BOM3EM0hOphMoo6EEcQgNTbK+XsS5QpI+L6bzr7PwJ4Dxz3RDccCeQnlMP8+EcAfwHyBcgL0J7AHhJBhSv+AvS/A8Yn4PqvAC7A+MjgQf8feBTidz4zPoAOcAUQjvfaX9WJziuFSX7iT/sZ6D8A+AjkRzBr4w2QPwD4T2AA4SP396RACd5SoOxnnXoRQZ6oWOITD9Qp+OzzJ/Vr6JxTXDiuxtPGYM0TEBtw+pHrdfzIedz9wc93ZTwM18w+k7bVrAzjF95qe9F9T0Df9MwdwH8B8l8Y6d6vQPwj0P4Hno38hfPrG3BswMsJaFfgzQeOaVP/jQOa/98B6MDxbwCuwPgByI310nsD2u8AnvjcvAL4CehvgPh3AH/jmco7TGVm8HltA8Z7ALsQaDvQXAP2K9dwE3Q5gV0T0kvrEi9WHMeqlKfoay1YJCavwKRRCFno1Kivt2oIKhRWZV84A8loDgdBoSCfmb+FaIOzDCzEylm3BggCRWsxuP9M+06wyTeb+VFJZmAt7KxYFWxFDhwnKn8WANf1JZ9bP2+FweUd+FqpCyn5EatSnPUmRYSNgvnNEuqr4M5AKY9CN1lBIrp0wAggHA622gGrsalXxFSyuX+BoQyeAaLOADvvI6ywfuM6AZmBNs61T8CBaL8DRukhgeOEHAo2twe0HMSMJsAayMCRiYgTgPtJp/mC45ADpt0hA+gb+XvbOzA6crxDZEe2BsQVsZ0o245B/jp24LiixRU5iJLb+xsQwX5hT5NOhEgk+Tx2I7w2IE5A+wmIjuMgMnqLjwhcEPkWgRPa6Qc+Nw7gGETPHTtlTR7MOhjqw4Q7oAXybCWeQd04fgGiKQuxIfrGczx+I/1tPwDR2UspD/Z6yA2tgiiBbAMjr4g8kHEC69oCrT1iYKDhnnJlfwKiI84PRBceG9Fsnf05eP4OYFN/kOulbGbWbh4slbgPyd9n0pac08idjafbFa3vSJwxxhvkSIxdN2pE9Hf1I9ibSs598/oDQFNWwsZxJhD5DJbXIsIr2gtYxxxc7/gBiHdgJpVQcp7nkLKsEoShHgrZrjr/9wC6AEYHa0djt6KDbKyDqkYh6g/QtCdnZNyB/RR2ohjxgjDCJgZp3ai5SsN3ndx/li3Dz7ImP5DqDzD5ygWBS6nQPLsPAA6iPKF+FDaGChhghLZ4WgTsLCO6MQCcZJTIGZY/Y6JAO9LzaY8IPALxIzLYmymqXAdQSMvsgBBYzgLI4yNRp7Hr9Qd9TgZZA8fl78cDiAjvpLUKIN8jjn+Q/HxGWcRoyPGWMhTMJvRafvOqxoTaq7EapeyLBmdCwPqiymnA7mIhd2UQpYJ4YxFjVc4mou413Ei+0OtucmqZuQQKEYh0mQzflIZmyiCLorPpOI6qaUwwiOVPVvbjEA5oh/s0IYCmuuGIzsCi67jD6y2Ea1IasYGiytqqBNzsxNYE8LnQRrDxrAwkNNbIbrEJgXcGUcN05OW4IiMw0HmGkwj3KPrLqeKIIzjX0MAi9y8xChCyKahREHE9qseK1+8ZmYGRE6Q1IKQo1HcuEtEYmJv9ur527fqMecHUJ2bz4AAKearM0IT2XXat+EhYHiekB5rGoPNE3Ywv9PldGJwl+TykX1v1AbOvqjSN9DKUsb7pM8z8HjjzjI9ZqiPQqNMiNPYBI8OrfJ0dNXIQZDRkU1+S3Ll349C4QkfB6McuOja4RkGpcvoNGIHO/Z8IZN5vTECheHqqfIZ5Z8QVEyiDhbfKAaLdKzhKKnt31AGl7qgyTMP6rGXH4J5E68g2g2vIRLi3jstbplHRopja769fsVHvOC7cy+iDvoouOTAO8rvcMPCWuhsOtDHQxgvaaGj5gBHJCg8BZjxgTId5sEfHyDvqU9HJc+IP8cl3iOOEGOpDEEM2wVk6oFDL8nlkJNiriL0V0Bty22j3H09c3F2B7PidpD6Y7TWaUMrjWfxAMiYOoA+0bMwSzDMiQ9lfRNdGH/TPxMFnNjs6BmKor1Z02psBno/Bvl1YdOzYHhnAOJ4R4wrqJs7UbGjYxLYv0p0PZEtvuz7/BugD0Sc4h/aov+tAoYCdg/w1ujJ/Os9XXsH3thOiq/8MLmBZK/KG0R6B2BBNZ35/QSHH40RZn4G8LobTVwnuupxNyRkAJYtsVy0Bf5owh54p66XAerZmaN/NYLZv76yorPMQqczsqhAgt2Gc4FKhtE1V3aH6EUrvoLKJCSKD9JCBCTZ1toHOq3oepO3lAnvlHKfAi5FLsBGDchdtxjBuUNpr0F58rOSE1rgtvKnWTjIgBwxGmT6s1Rq1gqLMrZsgsuwWNDA7c5TTONOAGwE9vDeQjHUmuOZnvplpf1KAPTgvYIWLZSzV73TZ669cGZRZ0TTepN8mbaMaHF48l3th3zN5zl7ns3R7yHatjGftS2UIi0YgeTNyCYZQKgwBB276Pyh/DKjQPRgcPMO+Y8YtWJkn3WNIvDbTjeaVXWz9sJz1kvOB2o+pNydYtYL0EVW5YhfpkFbbAhwFKCf4T/VLHg4eqOzcGkRrOccsek3ZNSVFAyiAWEovMxBukFaG7tkqfsexDfta1BeN9/PBmQHtoZ513LYomZ0IjGBpSZcAhPtjli307etPByFWNA9iJRBe5Tsq540dTkBZDyNEF0sT0QCcnhJGrgdQ5WVCUUA9A0g5qizQALRUTxozT8iHOJX4Qo0aYWgFbBgFMJlk3WBIqXB03YcPVDz5KNexUwDBgmzRnUPOu6JDz7tn7fVqsIYVY73tISX02c8WP+snm7I10Gm4pMROJEtj9OW7CRl3gSq/tN5aGzQRPBRA5XDL6Z5zY9xC3AJL0HAydRoE8Rn9fH65vwMN7JmWr2Y2+YJqnowADal7PcSOul1M6ABTBIXaL2bjVFo75Z1VYWErp4GE/4wmLmn4bprT2hwvqJRVjwKkBIjKGzShYIeyOmqTgTJMqjGMDKhQ+qR5QziIADEgZYWE37tHNQeGjd2VkLxJwbVZEaTpcfhHEUYAM/vEafw2rMwBl7kgNW45R62weT2hAJ/7ZbgsBDYgPmkdfWutXWV/LPtQWRh+3c7+e1Qq6beCEPCymE+8inb7R2fSn5/fTTHuFVUzRSOPz1hej0UoeZ20dnKCzOh8w6sNq7/XEXqh1mFNxS8+G9fNWNZFqPtoDdKC2MjR199BrU39iZhB8JtoeN7M2wkwfjvW+8X6XtTXPx9r4Atvfj4+gPtXKJzJy+fXi2HfjKMUjnpvDeqsWRDfF7j8nNF9C3pPClliRzWQq/4uVFAC13IA1WyXsn1TmLiJJgC4QdWof9uoyaWsVhTKZCw0o+CXS0+lGv0anfg6g2k4iGNaluNHaHnOWwqLg646CwkghwMgqaEkeXelz5IPGdlNQ8fK/glTYfS6JW57q0w5RH1DqcS1p/5EzjXLgJvaFtLFwavWYaf5PNNeA2CW5+I5mvXAV8NkwMpfrg6kQK05XF5NI6ymb9Uj4Fu0rzHB9AXNxwhR854hcvc8HIjUetZlHi8dAO6RtWHNtKsRFbhE4610c/Paeb/4EjLQsmjN/viMhymIbPkVL3JmtuUmWESfDRiufcDp9Zh66bpHRdOj5ocqw+Qh6Yzoszae7ai8yV4Usmg2Sc5FX+R6xcpXajUNVAhMXUNndkEt+VhWBmsARoJmrd8ij5zJ4SxIP6vWd+Hv9dr3roVO9PmIRX4u98n1O589YZXBy2tfkWeWgKFAQpQM8meNoruVe3oHU67Me0+5t45znchKl3JK19nU53P9DTgjcOaBvJ5PomRuvl6j1eBezlfdyXxwQzQ5iuIEZsvZKHWPCJ+rMZ+9IgrWp9pJ8GqUr8kh5BAi37/VGVKOhHW+JC05smQb/Bmpvq7TXBfddUHF85IMMF/9wj7f/p2vfteNgZW2bmhzuV/xK2CieF/RjFH9zu4uPXJS4+dOSs/JwfhXzi8No6a52KX8xGvd1uPwV+NmlHOvVyTtq7NTAY+v7xazPHJ5/jqG25OL178/W4N1b6yrrC/f3unGsYNVR151J+DmDHztskzJpK7SvQeqzlDyXLK7UMG2SemsquBHuNIAJm0pa7yCPzUZeRdM2+7rUChVjr+4VcxMvloi02zdb3mWM/MQQG4L/wbfTzvvvefag9SN0+JpOXuRKGCVAxT6b9TfdvxZvuqeroQRV1Kv9VI73gvN77PjoGWNTP9tyDzB2S/UEXaB0r2fyzku28B0JHefdWiXSUHn+skhGDgUTJUd3hp1+OFSOlwXl0hlsOrb5PaKAF79uZ6h5ecGlLVe5vOoz66S5DXP85hT456Ien/D9OcgwXqWVj7hYPV8xC26fFnv+rr9Fa/O5MrmFh/FbbbXOudFpusARD3dH1yeUWSQC034vB0oHfDGn2Cd7gvPvJExy5rU/HrxBb533N6mshnWF9c99Hetxy56R66fX+XRt65pB9kPeUtfqyZiGyLq/E8/Bha5snzfGUwAZtb1K9k40Q+3V76e95RMllpzhKbZhe/nlFW8Vh0tPrvv7eurPJqU6/KdU74sw11XMzylXPQu4NZnsKy3aXB5n8+7lcYrD6iTnFjU9XVM2qeSh3oJtnqWs3sjBiev8Ps3+vMULPjcz/YdeYr/SDmmduIBvqNzmGW/gj0S0IA+ZgQxVFrACLQDaCPQk47IOClKKXRi7DvtetvyneilNsSohVbMnkAbOCKBEayZNTbk3RXoA+P5grg63TIRpw1xCtZe3C/IvmNsqmkbZ+Bo7CcBUEBlAlciT/oQAqA9U7xLMEZKmT8akMCBHUdT06V2ILMhjnsGUVoAPRH9hci6vQmoQiI7nagUZxPS60rUcT/E7vcmheZM5ERvyBZoRyKOobqvQTTGOVlTPlV7+3iLbFfs/RkNB7YYQAM6drkKdtkuEiIbI9b9kANMSIhDCnSPHa0P2jbRgZ2l+yM3xNh4uM8D2BN5JdE2n6VGhMQApu70Pdp8/jeR59/r979TQdr/Ctbm+wHAHdDfAe2eKNX8TU6rA8AHIP4FyDfA5YkOo9MJwA70HUTq/mc9zM501zrVQOMH0snpD37m+kxa2t4RkZQv/E47Eylx3AHjDZ3/1zOYffDf+Uy8APkjkH8HxDNw+hXIE9D+Fykk/wbkBTg0lvZRsu3Mz12vwMsze2S0Hbj+j8DLX6Zvo70Tsi4YEImNZ/Z4AV4uknHqjTDs2Hzmoevv+e/4DcwQOctHQtQzTjuwHUC+A/J/BuId7339d+D6G5DPwPgEnOQcPE4827hSYWtvge3/BqJn/t9gv4n/F8/B9Z+A/AE4N/KPduH3dnAd9zOY3dTonDwD2ILZFvvdnGf7BPSPXL+nP7go7T3XZGtTgfzi5QwIKuN2RkSoLl45IfV6CQcFnhppKl1CJEMBoLWEghp1xRLUwlCEORmYAjAdczaYLIxVd9moDo2rUCuRuG2GfmBUWhwVnKgyKXLcNiICHdkfLYDYCpGK2IlSbSCKacRUOKw4NKI24Jr3NwI+wMbKA66NnnnVeB08FOkJEe2G5wzyqgarHZnB9Ykq7SUnYpViOM9na8b8Q2sbMvY3BcRUIxWHzJXBvjeuOUn03l5y3FklAyH0l4JdLYUcyXnPb13xh2jnATk6ot1z1G3nXu1PJRuJrrwH6zL/hsQnENl1D7QN0c+I3BHjkXt5KKDRHeC843ruQtSCTnlmvA20EDrn5ZHnIFWuI+6B7R3iuCLGM7MyrveINhDtHpnCRSQz9+JI9HFliaVtUPYFsyTazubFR9+ABmxdtJUfkdeOAxsCjfR67ATSjA1jT+SRGDkwcufZijeI3FULuiPHGTkCAwwYZDrI4k17A+QZcXRmGYwLkM9IfOTp6iegvyEyeDBgnfk72BOiA7hD4h4RDa3JIXiIlvpZvaDEL/OJ8mAIEXYmFeIqQ3T/wDOHM/tktK74MZt5BzrXNwfGToTxaBvQD8Qm/nRNZDuQJ2VQjftv0xoAlyeM8UFn4q+Ua/EgWhLPxT0Sp4mWxjOdgi73gxfSXwKz/4+bh78hChbqmQX3L7CDIRDYkPGG+5h2jDmIfYd0MCF3AB8ReZWeR10q+4+IuCDxyLMYT0A+INqPmujGecQH3ifeUhcdz0COCu1GvEe2E2J8EjqWGRHss9CIvsWL6O0eiY6MDsQFEU+yb648J+MNeUV+lDHizLUfJANcYo1gmownZOyI8RGZT0DeIfCeGYRNpZmSwAuiDHdlIgEuYUgk8AHgCQSeSHE22KAdZQOS3zCLgmw0OKbgeWIW1RWpnhvI30EE93sQ4an9TmYaJc64NZw+vzpeAAQzHgrAEIVidHCEdyE6bSLcGCSoGtJVk5ayL5YmiAGgFQBiOrspp9n7wfXwGaRsSCEQ6UYeQnPnYkOrZIilR7S6b8iJk0JyD5UQsYy3c5D0AkSwDwJUOz3yIL1LTg1nG9ToG0PGdpQB4kFRZyMFiGo5V4FB/+EbUYa0e0S7Q9/u0Psm4xcK8CYOnJB5j8jrjGPmIH3Igh2Wt6Be3DSmIzqYjyGnqDNdsAHq+cA7HJhZSCqoli4jSudpC9tryqoL110/1Ti+CRaubIJniV07YO8Q6GAmChaj3ZkrL5xX8N9cAzkIQjI0ve8ECqVhhPYr17g2+pNdAlGB5xySIfmMzAOVSIozCKhxCZ1NvOJF+m+SJ0vvg9ZtlrWTLEAKTGC9a3HmhJCZFWB0AJyZZVx/Zq6n6aYyQ+yAzVpiA9l42YCjDpHliLVT0o4XG4Ck2VzouqjXvESOKTsWZxBX76vOeIQBGq32h2CJNdCurKqhlSlQpGrV694T9OfsqO/XTCfg4ECTcetgQ+Y7YGyF1nemXJpQRgMOZgPsXWNuyqp1IKARQRqD+jt5W0d2ZvLGoYD2oG2VuOMJPF2AdqFsjqmDRgppPTaaty0QJ+rs0S6scmDEfGNZ3BGkmcwNGIEYAtpV5hIdh05qoCN/sC9hMCMg4oQ8NuSxobUdLV6UmZDAGMjjQCR7FWUw04wZSqps0JrkGtG3bX+WHvAWmSdkviBBtDUD2w+UHeMT+XGcEe0sXewFmfcA7lXW+g6BCwK/SZbeke4MBmjqj5Mn2TX00YRKJrJP0gk4VFaxPQPtBdF2RP8A4BkYjxjtjLEdwqSQp3aBDpmZ1BG4/64s5dgDs8SWHcku6ajvL+WcWW4pUeV8zUecMVDp6zo/RrSPfR7XnHzPCGgHGUM0whd1HhEocA4sQwyY0Xj9SATgDK5CT/vsyYaLzQPXWIRUjwtmuZcEUjabWUU2yTqd8wIx055iMJAZYVk9CwRCTc3fYwv1n4mN8hsX6mbxggkqNX/WuG0HlsSx/utAAfTes/bqjfZS2QzpvEbvre6XG/KGL5vXmp8RkBIeSziYucop88xvXFKEUiXNXE6XgNkGZkMw2OGsTSpisTzCUGzvtQOSbWHp4uGQnwiqRADdK1XKV2vi4FFYj7mZhkFEnqh5enDvAgqyJtgbbtkJofXt3J/l4zXuVC+n4R21XWi6vwL5In7vLOeuO/AMpnw72QRQMSAo3yjeOl4BY+hbRhiwJtCDsvxSukqE9Kdk1ilS4dKk3Qygzl8Ub9C9h2nc/GPVcUP777Kj5j8CsTSDnWN5X+cpQf+faek75Ab8h3pCxHLQs4JSRrZP4pIDXZM3sJIGgyaqngjptPhFZylwArBEnGUYKLXQmQuZInU5+9HGFPr6DPWeRA6V4XDtwaYFK/R+3o6lVm+IGDQ3KenhGs5VdmRVsDgBKp1JxjQ4XgPXWgOamkTfoGtT2+oUJ0DOiizgaAwqWNHTtLDIBAsq9aEwc4goRmGnno1SbSmMgqSOK8PQKL3af97HWQ9hxhY06GTL3KCZuBxSBk0n30MNDzlUm2tDr+h7CySVIcEDEM9wg73aN9eEPtQboJAWh5jTGxQTvKkZasFsg+mQ8LMUNfp1RQ76t7In8kxBlWoGbYTHMEOWw7HRsYBjQzkRfD87a6MB+4WMo820qBuF30p79a/QOldz6cBE5siJ67rcrxuyWcHPQ2gNr81Zn7Uj4krFz58b0JnNKflG51r0t5hp7ANsigh9VjykKVjgoZRBHDKe5ahuKvlkBFkpP+BaHBI4VS/0e1GvXP6L5bPTsRH1CTPWFM9anB4VqIhXP6/v6798oLUmXxkbVbwVZQIg3BheCAgHIny/Ms49MTLXuJnrgkRIYDJf/1tG3VoiKVH3KGXrSwi4JdJeX1yRTjdI2znX2yuWsU+hOpGV+eozr9Eo5n2vjWKhmEPZVsX/1cztBtUwlmdMoToTI+Sw8Ln9wlJ8vjbH7RmpcVvhtVG9KCVrAClSAmQxShzEWdd9Jb80bXIvna5eq5sH0jxXjpiMEyJ20hcg2TfPWtaasQEm0g4NBznFn9JKOekrFbTJfaejUDVWcpd8PhKtsiEw16oQ6Bp4LoJP54SOmYWq0orfJkWTKfs0IiwHPFZQmc1djqm20DafHZCC1+xAimUvzSe9sDbIgDJ+xlXP3GqdYcXUSp0yWVz2AhEEyh7A5PcHvzs6vk9zPtOSG+YTWPi+G73BR0I0zfoD8+yu50KImox5L+6xnK3Wr8SL0vQTvXQdy00GJDrHGKnJXvj5dDbBSbzQWRdykBjhrHT2ytB0M9RXNX1Z3mLNSpgZCZyH9AZQ9oYcywjqPdOwrsNFesqByvobDkiTLqIQdA74vOhvNsyVsMbUAUyPWuvKBvmKXKEXFHYMlowCah6TT67vLXrujW5gembJULIjn5Pv6G7iqSwVglr3WQYrteN8fi5zSv03LSPSAQjKyFt05npNeRCYdGUudTvXlb+v/4rbzy4i5IuXZQHs6OZ3sq17pLvfZFj673XNdEs5Hm7H7LWh0Tul4TqnEPDQ+opACm1DNOqW7kOEaDg+Q4EvuhbiZk2m6HSAaBlwTo2nlqt0Bc+TqGXvuv83UZ46I0LbMpOi1XO+Q226Vt606D6w/eIxt4X/faZeLDML/V/rZD3pZs1vv7PcUbzC65fLJ8SHSmeVHqt94W+fv1dnfEFnl3r2FZqeupxtaJ9BU9fnPOz2RNz+feu7slxzGbN13e1YWsfj7CPZ7vO08Ows2bJufu6iXhXE9meXbJF593Vw+le+mkM1JvUIpsyfCO/Xa/j5VY0+yxif9jb7EdqWhJcbxv1XQDOSNrQD+RVMsU5mfkHAZNSNpO/Yfi+91QhoZwL6vlrr2n+v3eRFldHgYBScvaq1WQBARLOva7Sse+wquWj6XmghltrncEPrqWfXVlluBHh+vB8jWbFiUBdIAJkC/iQWueQ93gDcUQ9wDf0Eo6rDQWVxoozbHa9grnWZZWzLvDM9lo4qwxJTdgYGRgzah+Hn2AHJp7ewXvOtyy66dvNqLP+9EVQLkto9b+Y3Yv5ZDCSXW2g9b3quvGKORrcXP1xlsfnTOifZMa/8PStCvej9JmPxNV+zDWT+fSz8b/LFOpP1e2bfzMsy2HbKnNr6fq7jK7T7UT+fZ0iu67UKlJUv+n09u4A76/fXuQNThzadjeVzX3q+7YZxM4xbef+ty3uC5YxKr7D/VPRjMiq57yF42DdrMd+/1bO0vvXqwj9ushbFs/BqWsv+zAwbz9XPfLWm5qn1Gd9/lU2vBpuvxl3jEsjEVOYSZAttk81PQBbv25YbLucmYrnXrWxzJpp96va5Tj5mOcoNmFOUHFj6zhFQ47X+wtkL3yiX13WW12XLubZZaw8EXtPfl68/HYTYRABj0OF1JJDJWoitBcF/I9Fl/8QJyC1xxMDeE2cEtkY0XEPDEYmjDQqG40ynOhLZAmO7IqUoB1iIIjIQL9yAI16QuOKIjUJgPxCjo7cD8XAFo0UBHA3Hkxsx87MYd0Bj1C17Q96RWBsC0RJ9u+g8dJbJD9V+k8CIaxBhQbgmXAcz4spAQadzqGdDB51JcR0Eho/GkhM7U/pZr9XKSeLAAJoQVgBGbJzHeUNrgX48M/3A0efWcPSG1odoi5SRx4Hj+sTMj/OBjoGWByPGe8cYgbGfgcHMh8BA2y+IGDhuynZ0RD8ENDmzFUDeYbQNsT0j7i5oe0Pfe/UfziNwZCiieEhZo8Ol9RMDMimH/reu9vcAOrAJLTAeOKYKNjTd53fxJpXz6eoVYEdC3LOXAIaCEURZkjmoDNGhFMrmckdv4BrdZPhvgLwH+qHx3wO7ggbtCox/B17UpwBnKWSfgLwquNCBjXXREf8VwAuw/8F5tf8nWDbonwD8AJyvAHbg5Xfg5QV4eOZzu1IB2z8CeAecE+i/AkJiVCPP3JQ9AM3xBWgf+KzjgZuk2qLon4B4mUJyfAQDCn/hXHoDtisKyI57Pud8MIjXpNRuJ2Aj4hjHG57pCCAfgPEGaG9R2SD7C5nv5f8hpvjfgPYLcPxfgfEOwAeO+XgCxgsqCJO/AeN37ln+E9BOQD9pHNqnAzrfP3AP2i+c5+G6uV+5VBKLCCQgca0gKs+n6/nKwZNGzp1ANKl4tZSKcICHp1j0bLXRPSAcgOX7bnLosma3CtCh+1up1Dlf5VNlO6inDIAoI4v3cdPDdGN3IWIKyTjEIyEDwJlBYyrPWORmZKpe/wHX7kVryFLwmAY91ziYWQGhRjUnrpsDZ5JuAzV/G3Hh5o2rAycaIlS3EkAFnsEsDKK7Fse9HLflYFZt2+k4H4vuk0KdxXxv7FI49PlmhWMsStt3FL3LO1QwE4GEGqqPM1hbdwPrmj6ACF4ZpNGR8Va0r+/lB2B0GKEcvSFjR/SPetgzMjsOMNsp2o5pAICZC1CKeDjInmB9Xf3OQ7V49VYmom/obVN/lAsGGnk1BvDyxH3cztwt15o+RDPd2I4LZSauDHo/78DLGdl2jMZAQZ52jKMjr5sUMPZsGil034Wp4NkZaA4j98c9lb/8BXTC3gOtsZ4vNmR7odwez8C4SodNgSZOAO4wguXcov8m25bZijjuAAcJ4gocv5K8hFpLvEU1sU4QwXgsCtxdAH0aI4EzAkLkBbP0Ug2hm8ouVYlPOWzGkAw06uQbl8s8lX3d5JhvDsS4YfKZzvNMIofk5Gc91SsoX37C7BEwMIQcZF+gweyFCm6n+N5yjgZlUwyuIdmWkFU2tpIAg2is+RzRxCakhwGIuCLziWscf0MxpgQyf9Jamg9pjcYZbCJ95XwigSCN8t5XIJ6kuyRmem4nL8kB4MRxjsRU6A9k1RunE4S1zzv5Yu7I9sj740L6DAMJcvIhByvaARwzeJZ5Jxsq6/4stfMP5A2hnkftWfM2sk/fyQscTKq06whMROCVegA6ZX+Ash0DGS80tZX5Qfvi1iHy+hrYlmenEOQq2RCAAx3e0mYHjfgmS5zK2G0n7audT3vJCWcv8EtEbfUqGwlMx9rQ/EDkv7IREirtdmN3hQw8yRk7PeW8oxzm+kZl3rHv2pAxPOWTHF6VqUd0InvFUT6H0IDVlwLAGpSx9A49PwRAOVQzukXXb+qZERuiNWwd7EvXG3JTKRIkdf9kmRCS+UDLK3mfQA3NZ7EcJXd69kX7ptrAOFMmj2XsmQWsDbBvTVZZUs03MPUf0VJLm/w7A7B/0mESprMagWymBiFBrcMftBXLSXmeQL0cZTs5I4Iy4wyX/r0tT2mdxXLfmbRE6YZh4k189Bjyb2hP7XtMj0/6NxJVYtU6W9l1outh3VDr3VzG6qKxKHv3JjgvqgrxVuh+0o/SoCYFZ1Ko5UKFtja/A98DqKIMyTMacVLgXFmv5fB24Jmo3VDWuYMKWWTg4Ix6psAOfgCVCeSeEnaGGVym9Y2YPnhouF76BQQ5nShJnlLOvW/bpWPnF9uZ8tkI7bg27s0QH2iDfoY4dHYbgJN0GPVJsI0xmnQv6gCj9HbZ+flC8vLYLMibeHrQp8LM9h2prBNmBwQiTswMiCtivEimvwBQZnY06e0bgPf0tbSdcjI/gFkZZ2QEuhD21t+Z6RzSWwcqy2RcgOMZod5k6PfA9pZnpb9ImTEojf1u0O+ow6X6VBh8MNjrgsH/i56TwGAPmWzPyMbslNYkq4cz/8hTAr/yXlfSTGilR9n83mHabSO66Id2Vuy0/3JcJNPOBOlgQ+I917bv5HXjzFNknSd6nflATl2pi0C/dcV7yqJ84tgU+EsDC+Bzb9rtqKbsMAgAkjPg/uQbyX715YJoISkTI0482VXKeDn/AvJA2U+89xsAd9ORHqL/NI9YJJuqpWT1blq+k4HACQS/Ch2fLzoDzvL3OA64SbP9cxHMxJs2WGACPzT3GCqrPuVPpPsBWCeXDbSW066Axak+UwEI671LENml0Vw2PjF7O1EumreqV+y4TqaVId6h84+kTeKsSGdrtsSUb9ZVApQhA5XR5vX4E/0Ki+eUCnNIb3wFuMoD4fVP2+/KKjDQFh7fVfu0lq1d9iBME/LFthN5tMFuQ2XlcyvacV8nboXAe83AdhSPKDqDMikKqCl/SQU5RGf1unUDj828V34XZT6Eqwdkkl/K5mO82DbQ0D29dtY3DPBZ/RlQ4LIDoyEG50S/kUFjDmqHdCVlRyArSOTqENaqeGOg9WvtX2V2DINZ5zfm4hq8EuztEQE69w0Sa3VkeAbX5/XvsjfgPxCEaEZDanBUVQNNEaYKEg45mHpqM1KOeiNcPDmjJi2E5QxLKlZZhtCyP4elilI7m1Npg47PlmhNyMpsyD1ZaqNBRr+8Szlg1Hy2EKKYaM7WQ+OWktmc7qxDkZABOuqH6Dij3VVmIcX4pdSyOYu0o5GTP3pfAxjqV5FKix1BphK9IVrIrl8YE7y23BmnxtCZsmsdGT0bkM6TQhSMBgw1A006KBEseVXpyWhidsFU0ozKkKAdrCASpQ3i4No1eWUrNpcmSDf4u35P1wPiHoUyCYAZEcdc95TzfFgJfQ8KCD/nDDaZvAObuTl4E5jNkBpmDXQ5XcrI91hlkEiAIRLY+3L4BmYJjsbnlYA2s7EynWAA5IJZs/xXIN4A8T9yzJue//RJ5ZBI79VRJu4B/Ai0P4D4BMQTmIp+AlyyZEVR5wU0wDcgH/jMZmIQ6hQXnQuvkQ5mOW1DRlRHCeEqcdPoiO0nBgB2NZgKIUlz015QqYXry4+f+Hv73ziHBMeo/jBQaRQKwdWY/BFsYmXa2KXwJGZ93XswNVh9NfI7xKbIfljxND04C6jSC6nsVQo5MPfXKaE3TBwLg54KyxTAeHUf1FmeYzO/bIuS8Yqz+59h77mMLaO2Xn20nBxhNEnCzPgmxdfjXbMqkMtccvn+iiq5VfLm63IollLkdVk+k0Z06v6WF/F6FuHJ4KZOb2DeX/ekUZrzeam0RN+ras9qz42YRuI2PTO1es48AchvtEa57Pm3LjuOm8ZQCCo1uMoTiAQl/00rcwCVk9Z4FPNQoE7lHaJJEZCR62BYnAqVGQpyeawT0afz7m2rBqU+WywTNJtyKehSATdluiFpeJaSvKBTBsfgzIdJJzQw8iCqf5wOtGCTY7QdeUTRYOKQwywn2S37F1X+xk4bloZBP01BW7QH6RwKcxXS0CVVusAFV8rAtvF3bjPDMw9EPHF8YWOGGROl6NlgLzVv0u6kttlzYqiB2prsWjQYlvFjobU/oenVGPR3oU99VlqNxwRcaezYkbgiFJyRVT4/67NzYwz7PfM5n40ZnCmjq7JRB4wwpCOPDtZsHq9lqLNh9O941r5J/lffKAUpZECFEcdpI1qGlXW7gF5fF860t/D5HGVkT+fFwvNSgTBnYmIHDWEGKspJXaV+oO9G8SAE5jOr5vUim9HA0nU+Py6xtOwn5tm9GZ8cfVGvScam9ZfELHkg+VnyfkWcf/mazknRgHhllnwUX4gpb2Yy3bQwitdGm3Sr3wUms54pORQ36yaaclA/kue1DLBY1nnuovMeXWc6NYeJ4vb6KbhqGVgiYCLpAvP+5RCCDMtcZaNAWPX5vnx/+Z4+Ubbz8vlQeRJ/tq0yDxaqLmow96Iyo+GPc91CvUYKlR5L5uXCncIjX1SfiT5d5OeCCM319df0CjmZsYz9q9dcMQC0NepQmq/YObHoGtYVsfTfsu6gQMNrfm1HRHFlE21OPnmr9xwLn9Uve8i+WPkqAAEAAElEQVQBrcNaeiMwTXKvnZ3tIN3X/Zer+C/P8DxnmOvsR7pMkLKdc1mjibiNYsv4TNd13oBHOR0elRHgtSk92nRuus75EXNA/Z0+klr39XTMdfB8FjmDOTbEHGMu/50zsdxY9+/VOn3tGlrDZoeQnWXks0Xx1keMzqtnCbgTyYCkerOEx5XL+LwY1q+Q4pW8NwMZnjVR4sxWEJ1UdKfBpf14fysvc39dFizyflkGr8scf6lPK0mvcqp4Px2zpVPFhsA9Elc9UkAGA7zgDEU/PWh3Wq6nbL0lWBTDfOsKNkVWua1U5oGDcZGIeOZ6DoGGROB2UsbqsJ3HDSaKzAQOf94NcgGX5An1hagzrgxiE56RyQk5CgEGI75zsSzdWM5T6pja1ltkdZ2mOuwouQTIlglMpLa/b7+Hyzousscit3hBiGetvG7Mfdf76zkyQC+Kx5iab884P7zyQsDnig78nPyo+PQiY8K0xu+VbmD7LLRnFdhc5UDHlPXWHZazXSuyZtzMGU/aWfQBjX/tp2sZXmvrwKflU7pU3MrbLJtajc8lj2YgHNMP6HWwz6BooZTVb1x582vxxmsoCw16H+ry+rflFqavjgrM1H+Xdc3lHjc/fi0n/zdNeNkLFADZZxxX5m3GwLIJqIxMv1wlnvur54vvQfvqTBBla2Q1yJ7nc/p2tK9+yJhj45au2TbL/MtOhc74cs6sC08C0qMZYKkgQnjUk3L5unSVNUvmRpmU7hq+jeYvGxkpIIcqy3h1YPm/8Ik/E/QC/gNBiKNruY4TbbDK/CM6PABEC7RMtHJWJDYQLdAGcBx0MEW/cPkz2U/guCdioD8DPREblbcYFCYjWeORvIEb1ACg72gVpTtRoAv13FKHvzPDITqdLyMDeQD7caJT/SDzaSdFySSkU7V/ozX02ITgC2S/MJK6BaLHTPbPpn2ls35AEctxQjsegBzY8pAQ49yvV9XW6mKcVRaOkb/sRv6C6ASwjq555oikg2bfEOiI2IF+RWuJkQcwAn0/CS1F4zzHHYBA2+TgTjZCdcmV1gNogXGo3JQDSwdRB03jQB/I0YhhCEZEIxvX5I5MAseBxMb+Ei3oWMKB3L9vyOLeSE8FG9paSx9AfgTwB4B/APJHOsDHBrQXoH0EAx13dKz1K987fiKTHL9BqTqYAmAH8hMXd/w9GBD4yMMmJAZcz3pcgeMQEv8tqs7oIfppH4Dzr3wt74A8sX8BLkD+AcQZ2P4vAF6A8b/x2fgViGcpScH7djVpTtYxZ0+MBAZrgKJpbfKOz94v7JdwdwLGA7D/DOB3YPsdiCvQ5Czb3/LwpmobHh80byG0z78QZZMKVjnrYftXoljinuuD9wD+Xnv0qH1RfcK+ZB/kAVz+G4jGFAM//SGhocDG8c/A+BvsiEVs8iMqc+WkUlRN2Uw4AV1ZJ3iRgPqZa9vecq+6AiLMhfsqqeWxoiyCZ0lNeIEkekgo11BJEF6Dz84O5D1YW5XMOaTYJRy9t1G99okIzdfuhwEihhdFu8VUmoxkc1NJNJ09CmjPsJWzaQqzLMVkKm6zluaaJpjc65YCBYXoOsmnep9LCqM+p5FfTYjtJXL/kSr5RQd8qGRFSnmnQQEhE+ZcwvMGHRMauRQIOxQmqhhIBsCB6ey24VgOCDvnjPKQU1EKY2XNlWD12kUpDlHKmKlBdFGBva9fNB6JUKXO8QuAFyLh0ojBDrQXZDzTCdsAok8G8iBaFLEXsiNBx21szOAiAi2QuAMz2nbpaU+gAfsERMMYb0mDG3sH4TgBozMrKBtwbIWAGDHn3PIJMT5IKTmjnHQKeDPuTAU08AuQgXZswHFC5AP58t0jsClQOAawP8744wD53vYC5FsQHcn+EJkHxnghD4bL5rzl/gmpZnozGiWN3lL/n4gzAmdklb07wUiOkLMnx0fGHtoJOU44BvcHbUPEgRZCpzWhIfsdz+SYAaCGAZyJDkrco+rwHx15XPjZuFQgJRvRt9G7ym/SCZ9GHKuvTypY2wrp8/Ur8meuUzyj0Le4ErkJAO1Kp2i7ICqQLb5sNFiyPu6Mkfq5rv/5ouNnlVLnnVYfAvekp1A5rE6DLn1AjfTubwG8BbN+bCy7N8rB++IBN82oxyeQN296nHhLssxSZUbhiUNNIkaZMenSWMrywz2Y7aQMj/xEXmBngLMnx0X6Ymoef+E8hnvf/CJdzcj8AHAH1n43eg+aw+C6Hcq+LJrk+9OUcEDYpRzFo8bPev8T+XDyzBslzFrbF1hbzXQJGAMDLiCK9kFrvwONTpsYWvN4K1Xp+1msBshUQFCG47QDZ2mKCv7BfExo/DRdPCHRMeJM/jXOYDDBJu5Y9hyoYPgabISXMsirJDvpsPPHFmc0lTjWRy9ng500DRH3iHD2wZDJmUjN16UT2QOC++YVYX83PrRhoMGAmBl8WTMhynUuGnZK/wEgW2Ikm7Y2qMQZWA+ZBvgBHBe9Ltk5LgQojSdgPMOIdARRqpk7Rj6X7gN0NJX3tAM8akX45GE6lgygrRJg/wWBarLLBUJnuRuZpkp2jQrke3bOEPi2iVq1oLU+VZ6zyuwpuOFgGyT3E2BPhCVwFyAwy5kNVdc/MAEX/rVmQ+oVIVXbMVG1gSvlfV/AHF4G380ZSmkbxz/MCAokbjMygQoGpoLBwaxcFCVdJPPOWv+QTkPbjE59ZUc4qFsAoZtDQ34IwNlGBkfM8kLW1tYAyZKRZL0oNY+YKxjKRgr1IIzSWSVD17groDXsdUwduptgCr1ivSynwyUJm+TnMpHHsdxcOt437AQAiHGiE/lyQsYBZ6DYr5zbGdlU4QANmS/AeEINuJ0R/U57c0GVf2RaJ8+NfBqBtxr3E/e7P5Imuvj3SOA4IRV8z27AnbLpAyq7qbBhXhHjI3UJbEDcCWiRaEKLZz5LV9uBPJAqO0mddQg1rqBGBEJ6FeNwZ+nzh5Dhz0i8Q+Z7APegjaTS0jkkd5bMtPyZ3DKTZ3C8IFTmlo5VZeXaHkWIp4v3DO37uCCOxIgrsl+o98RHyRnyh2h33BHReCor0HiIHEOBDGWKwGRD3srz+EKQSgYyTsjYuF4q/dmSNM9+MKna8ALqBHC0J3wXIJfUJ4r/FG9S5nnJQf49++XtMMCBx83ASpe3BhJ3QGXFh/jXdCLznEkv8zMA7ncFTxuo4z+iAl7FIQ1Kcc+nCYxbS5ZxnM6+uGhaF+1LwjKtAGyZCjaLZwGoAITnXMAPyyUDLAYK6Bioz88AOOfHs+pn9JpDWC9ByPajjPTcXY6UQNfU+ss/hIYJlDXD8D7Ltird1RLEgNYDaF02eyNN47nmx73yOH1P05psi8oI+fpF0BsQVZlAe5Q7gxzuCxkPGoerQ1BOJOxTaOLjHVClgijg1OJnAABVS4hBp7J9rxCvSfuTFXSF6Jn8XHZBDM53uB+x9RfNy4Gj8nVIVxmSWQ0lEz3GAFAl5Os+QDjTrKpeOKNWe2d9CqPOHumffcluZP8qMxt4Dqsk+RLU1ed5dwaMMw/1XUv6JIN2YgT5M2nz0DGRD6Xs4VDARr5hnQn6nhMOKldg1WAm85zckdI9S++Sbp3NutMKTP369aeDEKORAIezCUbKbhRCWZs16Vamhhh/2WuVGgtMB3vXd0LGMKNNMcTokmnQTiYwi2yFALFRZWSLiCO4qQTzk2R9Zkc25AjkHgIvWlUnHQ4hT1vcYWZBhLIVdqBvCDnkLLgCbMaXacYKEuhBJDiDMyrjkAP74THyELRCVml9wi3exiQELHpS6j+jIY4NcFkmQGtAh2W43nQ120zJngE2lhVSJALR+jSQV1lhITikiCrjJTNxxKyeGAHERkXWw6PSynnOEi7fEb6bGJsdxCUYvQ6PoAHdADws+/8ExCMKdRUQ8xKKU00xJf0m00ECSvXFocyHPqQ8LwiVkKPAjD/kuMAdKiOiHTTiQ+WZDgBXC98L0E4AfuJYq07+k8a09LtoAaeyVfPsMbgmVjaGkCLHzsyJPqTndCDfAHhGNUtqVwY5xp2YNht24lAd0yElJf4GtE/AcY9qztUAbE/A9gcwftAadgBvdY86BLAShLIBdzb1zgE3rGUZKaDQU8dH7dlPoHNIAiOVYdQuLA2FK9c/GqoGmLMu5OSrnhXtQefmVpC8vtxgKWQYO/VwRZ1FOkrOfZxG+qBisBh4C+HX5yeNSUAV4oz13yfDlmCy8eT7WmGqgErMORUNSyRU+F9PrXR6K2j+/C0yIjTGjGUv9SeGBHVB1Ypb6tuOiht9EPpuTmU/pQyEnu1ss1pL/1rGuSDx2IMHCqjY0QEUfzTX9Xqsil4CVSZs3Y/h/SiM6bzPqoXV09bP8tlEs4l3l1PjG5eVwtYURNjJFwI8byrDl0YoewgLsjgPycm1/ng0IsgzZtsYp223oXmqxI6MuMRbAE3H0o4gyYvSQNWUsDKCUjzwGZFnpBsf5465m95b8VAEMN5SIT/Mg5Vd5rTVg86prMzGKzIviLzDzAA8wObm4idJA5aqjI21MZXHFuJ1KqWi/YmwUQAps85gMGmQ10R2yc0NE5HXCJqozDyd/9a5fkqvdSZBKKgX5h9JpxATTRLouzK5lX3RmgIdVgAbcpzoVCy+7/5H6xn82jURboWEgZVNZVXEDuAZES9gj6UzWOZr0sDKOUTIKJR+BSUsd/1M/TvfIdCQ8RuieIXXmv8hfXWwWbaDhmuZGumDpbaeJy1ODQTGkcFIXBnCdmwFLshC/wVoGJoeZGBCho+dxM5Uk5FtVKERfUR5+nlXAE+UH3EPG4gM0N7pjJsXqc9VgnqaHLFkg6/kRv3ttbZ8EECmeluxpAFRqGPheXISZJceaEemDbmAG0OaT09Ox2aHpLuyor59hRVI8qyQzJol/xRInuILpjWS/qFxAc4ciMoo1X2FPCy7trj4PBMlZgBMxDDvsv6eAXXzxlXO+JMqeYSJgAutUxiZafFj+lP5hYFTBRE4xgXxn4D7JniX121vnohnGL6DAxjmutIpkDzXecg5IJ1l0Hh02ZbaS9shqyHqB5XTOOc2wSfNf+FmDFxUK4DLXtS5WpzqGYUW9eyZhefXv8XfHALSOAqlaP6hs1uZWv70K0Rr+PvmctNOnYrU8thYNiiWF4W+Dvd2MI0WbNNTjFf3Gcv7gTW7MwHJv4D76ZgbzR/Px1k+x3xdpYRnI1APWJS/ZFoUvfOhN2scNTZ91pnqtabAdIq+PjevnG7LGSMPcNDoluetmlbpvR4fVh1UwBQ5uPPmYbfz+OxwhXnuGjj58tVkV+bo3NelRjwZ0Aa0DfZt5EgFcYQeF9iBc1jGl272KoBldkQa2GLmJhtQji8cd1zjQyV4GstYzWww2xDcl0wFB2qeEwDFoMAAy/Q4+Gz/Q5s0LBY3j7XmNboCiqoM4coKycCr5SsDCj5zpPnSp8su35AJtFSZQeuP6fKRKdaSFi2kDfkhMQbBKM1guKts36CTPk5Au1/2fRAEBZWZ0nrd2FqVFSeSwWWuVwXC7QQWWlhVIsK8WBkxFSTGdRVMX77c7N7LrbMUdc5VDsdXZTXdct3Sw26C6tKjYrv5nPmLdb+SSukGuj47CrYvvGZWExCvr896HRde4OmUszpRFSJKN9H3vioHrHO94sVV7WThGYVyN2/1WqzyTfcr2wWAAvwW7e63NB3Iq31tm0IABDt060z2OZeZTnC7JpamZWv70OXNM+BM9RrHyhsBy+XPZMy3rtCOuyyRbdV6joLGDmYFy0mt4yj8TMl/g4mW+daYtCYJzBLWh57XAAf9tD/cXuvJAWcY+V6RzjWxLoJ6HSHwCzDHqkDBzPRZ7qfXZqYa4KyceXn/Od4SS74NQH0AS6PtG7mdywdjmYvmuZzE9XkFbsVAODsrA+6lNat1aB4LaMd7k4t+RhHjfc65xus9TM/W611Gqj7GZ0Sb+uh36Q3/gSBEPlMwXA8JiLiwX0CoDpZQL1cE9gzEQTRwaxt6U4roxoN1HFTWIjeWLnoDoCXGKYX6Y01Zp9uF6qm3rojZlc5Ygp6CDpYWwB7IsUTwWkPeg6WE9pMiZNosbUwcrAfdN95mu5LhENSeaHK2VoCsNYzYVLesIzb2ghjXqNLzMYLlk7pKKihgY2E7zNTaTufEiYZiJgXXGCKkTudQO66M2B0DRC8yxGBjOGJpOjdOiBxop0MOmMbxaF45HoGe6CcqCaPvSKO5MhDHmYi8o1MZ8T1ylm3KBOKlAdfGkk+NTq087ehoaFc5rez8PV1kYEm9H+fvE+cup3SwFjr6GwrL6ycqdfkWDChcgPH/A+sc3gHxRId1sv4ysxDuJcwfgfgInB75Xvx/gDwzYyB/5PcBTAc3dOB+BQXdEz/T1aC5PQN4AsYjCc5OonwD7P93oB/ASQ7G8StKGcorcH3RRP8JzFL4g2NrP3Jed/d6hlJMr38A+zOQvwDxCch3wPj7GZluF+DuBdg65zwGcPwCxAeOLXbg+A1AB/o7EbPTmZLPbA6mvAHhyJ/odOh/BdpbBi+ucqJk4xqefgfwkc/Jjxzf2JmVEWeg/8wz+mAjS2Wj8r8ocPEjiD4VgrkdQHthWaq2Afsg4pnRLTE6CT4YDfAB7P0hNOkBMskXlajon/BNx0lFnmXQGO0jYzySATwjTy3Y0r8DUvCPUt4t0Nw4iD1L7MCdzgcaGUYnJxhQdd3cBIZKLMRJgucAlOacpSRIeDUp610ICKTkiJtoCWlXR++4UZKqCW+VBMnp5HaK9xjTYSA0HJmeUS4ycIZn51UCpkAEqryYBWcqw6AJzeO0PzLUqauBsqOceLWWVGYMmJiDsKGg0SRrnro3BHv/+J5y7JeCL2XJjkE/EoFb0dmEUEkUsugbVzv5LHySHHoPxDvRfiLjDunUcgz5NZIyN68Mku5noHXEpprpzXVGRVdCLqeUu3bImClFQRlHO5DjQOuUswNXJHagE9lFw74jTw3j1BDjinawASFRYvfI9pPO/Eeu2xaIpvOABJ3bppcN2YnqwRjIvcOIkWzq2XOw4R+OO/UOCK1VQ8uOxI5sygg4mBpv1HdLCuHsVvYfKEuHkUsyBjHAbBQGF3KcEWNDGt2Gjoh3XH/VJM0hdHN7ZMCmSaE7jPp/BhB0VJSxNbC3q86HXDPjHhh3yG1Dxo6MC0a7AHmHJpR6pjIfxhUJ9zk60LYkAuW4cN/Hqix++Qr8W9EyecBVSjczNxzcTpdMHK30nUgrvZaJjzrzP1IOHPegI/3fua5x4TkczDKoYE/cywBgmcOICxBX1kMNgUcCQF4Q+ZFyJyVDcLco9w40BQLvwNr+CuDhhEBHGk1n49bNQlWLOYUaDqh++phB5HQd3gYaLuIRzl9jHXDW+s5y5Kr2cpI+yISo4Gd7yzm4J8iw4RS2L2o+7OVjFOuBaC/AylNLBwXo+JHeMd5qjSdKkoYG+X3GAxigdzlEoaPQAbzBRI//gGg/AaHMwqGeM7gH8FfeqzJQvkVvlhebZN4uXZWBkTCCWkx99gIxWrvDJU4DV7QK5NvJDoJ9AhVsHDLY7URyZoPRd0ZA27hOsFZ75qR1RAd7RlzhcOv6nQYHIO1USD3zXPKqwDplgIrnIYreMq9wgLkCoCpFUgZ3evx8VITphs+t7B71hnBGQOaOQOA4GkYCHS+Iti9V9a4Y48oa1IMB3UzyklmR5Cxyc+lJ0bR4mjM5ovbExjf/XYHLsBTdkcGcCn5r6D0GPDgfG8SzObWpydrDl4lN5VeK1gcQ5OFkeEJsp/SbKlU6qDNXIEboQmyO+Ig2QV3FTvcEZb1kLiIJZAAQkEwV8hG4co5xRbbU3nfyzWpGD+owKfeznJXMaJIy47FHA+KEWdZY88gh7ItABjhQJZBywH2s4O9UII/0FsPEujjLApjAmgVgYZDNgjyegDvpSZJ7VUZNc8QYYMacdHsEXFIZ43WgJuc9AdE3kDiRhxSdWA+z01xAFSg4IkRqhjMOPB/AdfLruFa5u69frf3O78gngXHWWXUG3IEYF9HfjsAGxE9wvy9u2RP5krNN8yQ6uWgvzcefudddMvR4x3sGe0GgvSBzV5CxIfIBLU+Lfqr+Q0k5G7gim3o4ILke4xkzmLIDeBIORWsj2yO07jjUr6dfpKsT6ZxNcwc05jNaNox+IPE32K4BAmNwv5l5n1W+M/qvsF4fkaygkAOjMkGo92eVwmKPmbi+RwzqhcP2VxvCOXVQBzxrP1h6eIwLCDp5K5J3UJ56ZZdMzEb5mJWFkfTZ2P7owOiylSIQgzkswFkZK5b5F+T4AIAZGqS472ex0taVbaMskiqf6KAQAlWGTqpHpnTpm/4wDj4JSBAGEFNfjTrfcpZWGTHbQUsAIwymaXVuIy7623yBjup0kBE7cqg3U5W7k92ES8k83u1UPJeyYXAt3McQqfsrsBLsX0Wi1RpV4JaZXln6j/pNVJBi2o8THLL+PqRH7KhSWikeA4N22xwLNoTLcrddfHHhvTeBLmg+0BiUBV/BxlZ77EB66bXxwDXJF6wN5KeOdsABxvQefttUwGiW7eTvKTse4wJ7HXkf+ReH5dC6fqStyhRc+hMVINayGfLFIpHBzLC0fl8qQNSe3wIoS8la+DqzpqJpzcO6NccQbQHeSNbwLn3KteUpJKUs2x8IuzZKH4rq76MgTZ54Bytd+wSVe60Clj9Ryzf7WWDZc61ThnqrDczAd6KjIduOFFjZOUtZ67NjtQUIxiat8DnOZLkqcKzADxwsNwh46qVDT4nmvlqiFQUMY7jU61IN5RvXnw9C7CTBQw5ylkE6ZChQ4SDZk7D6SHRFA5sQPilgMwNeYkwtgBOJkwBB7whmiY4OCSlFWa9Uitm0A/yutOhqntEC2RPYkkJATaHXJiAhxagF0IeQFCLWyszMSTRaeX2Z6WEMNiRU/UgOCA2ht3mYlghXClkACLnRxTyOJudDTNqMRBsH4jiYuSFe47InEaOCHBmcZwBofSxrGUL3D9CwT2bitMFDGQxC5Ghoe6fjczhaPJlSRcBzIHYai+N0SPZR8Gei+l+wwRCATaim7Bp7/z5tHhdMCNsG9k2QwySvAH4AG0Y/g8EBoBzU1TjzEcgHOqad0haPctaqJAXeAfmPcubLadlvGRzwhNnH4g6IH1mWxnUtK1VJP/kDcPwDnentAxl2PmlcRrK6BNAPoNH/NzHMO/7ebAxJGI9UVsgT54h3QL6FlRz0rZQ0Em8C+QiWXALH155AxK5Qqk5FCzpSyA6UvZEnrnM+AviZhzA3Kc5dguUA+jPXIF4UuLjO+cUbsEl0A05iwIeMg/03rdnPYCZLQp1r5YztnE/1o7AATywwb66HSssQGWMaTY3hogDP1xU+R4dnbxWxxQq8hQzPoPGRkBLkmt5UZDKn06MOcBmLiyCeZg9sqBuFWYgwQTvDtR2NMkkaUzbWLTijkQarzrbuP+f1iqQ1b0CootRZi5zCMBZB2KysWWrLEGxABTFyzrPSZV/Nt1ASNRjONf1Sqw/crleN3evqdU8YhTDvZ2SCf7T3OXl3fS75OpfRynZa1eD+zmWW/kjeZtWIQQg5oJrqdn7j4poleVwCLIPSgHgGGht5ZluCMJAyFQpAHZ08DXfAuAfiiohn0KnltVbqsdO3l8bSMD2jq9UKFZLWgOxKNW2NL4xO+dm7Sssckt92GJ7k5HyBs0psREayJjKNa8CleKivqyyMm5iFA2EDORRMUmYWU/6fxX8Y4KgMvqAMHKnsRyOQmtHWp1K2MhmszxyoJmbhchVW/oP3CJYrAC4qg2SaG+QpFfhf6Eg1fiPdTJfPSAAjqrUbWNboRMBFYyDCaDIHF81f0xkcYImHbJscGNYlvm9ZRHzU+ZKDFwOJHYEHKqWlDDP9tvjKvAPoaFSQIRysvgPGewCPAH6n7OtT0UYGDefKGJTRhqDBC8D1ax3YDMtUPEn2vJnnVeeBAV/LqtAeAoUSXmv+I8T7D1QTR5xFF0IBGd1qfu0AbPHemHynEHmibRwM3ngsK29HQ8QZ2e7herCpWsokp2WddS6rVIB0MzryH4rn8r/6TD7pu4Gi3QBmQPsObsJL+U1DmsZRwA2u4Vu3e6C90RyfOda8YmaK9BrDty6n9N+iG0F54QyNko2T0FbH/5zrIafjfPKiwcPme5bxGJLZtEucTVTrrdUjOCArEDHX0bJYMJ8I5OIwCQePsMhVvR6r7oGskmncw5lhCViGW9ZOXk+HkvcXmE5zySGTdS2az64/zwbMh+yjiB0tZTsMYOSuUq100pC/qPRRGZJEcpezsuS+eY6Xf8rwwCxoZTLUKojfGJDQau25MaLFxc7gVk15/m1pap33pGV60XnXveQcyrIPNDBn0RZQYUUAb5qbKW1gnnuuk51l/M/Q8xzMJMiBjh9l7ZajSzxFoIVYGmfO/dY5ndBbL8UEhWCl2ZigD5e1W1CUszdRLryUdM5l0UMKOOOHLXzPThsHcgQwCyx2nmte+4z5ZqnP5SFa22T+Lvpi8Vwe1s/kUNCRw0bI0E6Rn0CVBSZdrn8sxKiATdHckM5RRPFtSgOAFiw7M+KOOqBtIZXhnEFPOYFtT6kpN3IHAVd6fm6IvANLOwX3agwNXX0GQ8GtJAAsOp0oWb6XIZpkqReXuCqGobJ77KPJzEVnaeW4Sq+VfhksHTUdvHfUV3DWmF9oN7Yr5XBYPgtVrL1hcKKBoAT2bGIQTnI7uwIziaqm0VkNIFS+Ja1XGW3dWD4o1avQJVZipy6SeEbmC1CBAqCC+KlyyEbYj133oL3Fc9PA8kfkPxEdLrNEh/5hNVXHJYQByToLkP1AXcQZit6LR1Cn09n+E/Q2MxTtRFRgMFYrD7UWqH+Dem6dxYVnVIkfnWkEppz275hjLOHre6w8aHGYh4IjcGP5Pj/jzMuaj/i2MwosW2SDz9J01ssMaBKtyOYyP3W5sOKf5ZNZs5vM79ffWuZF95i491B8hrwpHMRYs+hi0bsK8a45B26egWUnZiACk8cCc11KL/RaQXQ1pF81kK8cUwz7/jH1ZL667OON8vD5NVUzyYOV7Xs9AzCIICy3tG7kMbY7Lyh5CMADdcb9QF/WOlEO75x6nXWiWrep8d2savHv0tNbyZPK4AMAg26rYgWm/rHII6+aM+grMTFsn3ksidmT0GvRYWARAV7Sc9qS0ZTLjKxTll4Ut7tUNqZtVs3Lnwyo1BtBlsX3K0tCdxM/5NDlQ7fu4oosrpzgCiVh3xiKBnOY3/lZ1hW8xNYjnNX07etPByG2znRyRpXkGM+dvTVV7iMQ+rth4IyBjh5bnTcSXoPFNDpopOcVORL7tetMdsQAtoOENZocKEaTNbMMGgrh8j4BoKcyDEbVMxzRwXp9B7/eBk5NxLGDtbQ7S7gw+eIALiciJ4fSK9sUMBFJJ0VrGGrcN+JgU+d0ek/D2IeaaXODiXqk4GPd542E2aXUjTueEaEqNh3yJufBIWKIwZ4XLhUeGBjYqWscNJooOBPZr5g1FamAZQLHRYemN6B1xEkNtbsihm7Y2eUgGECVeVGdycxUY/IN0QczY/ZAHomMjuwbogGbHFO5S3XfjMD+xpVnCqL+d0CcgV2kOq4k2/4bEP8O4C9yhAwgP6KaFF8fgMt7KSQA+h1wfiD95P8KNnX+P6S8/wsVnP6zmKwQ9JATbv8LaWW7B5FXbziGsYP1qOWUqSDDBcAv/M6LBONJhl77AcCZ3xsBvCTvdf8PPK9maBdlKWyfMJ0oZ72/g/0rNtBhc0EJxXEHHA8seXKcpBi4pITG7xIRS308OiOk4Iw7sAZ0ALgSxZl/UGkcf6/Pnuh0i49kaEP3dBPq9sx12n+W4eT6jDLG4i+oDCYcHNMIPaNr7A1oH1kX3v5YK4RuPt7fA6f/CZUZkU/A9gyWlvpRzFSohK9crZSqabQkEmIGAJS6JgFgtGOUUugGg66VaQUMYuKef3FyzEg8I9V2bjjleRpk/FwuNVQrPdnKvth4KGMrXikcUUKLjr9ytllwSKBW+QDb3rlRmVxSMukA9Pddj7ZxDAlU9N9OVeizpS1b8CoVOU/kiTIuieoS8iR1a7hskX+GeNGCwDSPspKwKuQKMqDZmeQ1kpJbdRCdCTEVy2rI5HKDASpfbuptBUHp+bdoja9cXSXMxkfuLSifCrnrzJh9g0viUPSeQEfwCdnPdHwdO+VHD45/V51hXLlSdrQe5H05uM5tCLWWZ4RqQmfeYdb+ZAAwsSO3AxnvEeMBGA0DyfqdA0Dbke1XIBUIaRsQ7/jMYaXS2SF33J944Z5VaTxnHBHNh3ZmUHUoIC9HZOn6uSHGW87zdNEeP4qGDynoQrUqIJDxiWdn0PDJQjUPABcC83ITL6DhjRDIou1EGGZHYEcL9lAYmDQQ5ge5AcdbyccnGkdNZ+YgKizyqpiftKF8wMAbtGx8vuqpZj8Bd026xpU0d1yQuFLeu8xWTlr/0pXOTgjLLVAnqBJT9zovb7TGVqiNvjZNNn0+UH1Yus/jj/ockYTFA8YfGsSz1n1HZWTBAA0g8iLF+JGyMYQiiysiFmMmd0Q8AXFGppooC62d+KibPchx4rIYchIBMLLYxlOWMSnEuxp4VkmP4Pm87VWTyDhrvET5J56kG5O+wg748QQicBXwKWemAuzuSwWAAZ6m83NBVp8lGRJDTuI467zou3KcoMvZbUMEFySeua84oVCtC4q5rKIGAlralXzeZR7zLRB3KGRT+wNrGOCL9FZO2VAAwWaGg/Z0gLtZoPnbNGalYwMIN0obRlwKvdiWoLMoC4D6nwFh49yp6gZCiZ8X8l70nnAD5pNGYMTwzGDiJxWwRsLBHvp/J+dnADYUnFIta1B/oGinYCO/mzSRkv9pPhKWnwPD9ItGfoOVHq2LYPJ+AX4Oz31QDx15gD1rjJj3bKYx6We6+bqD6k1owWakqx3tcuIbSGEEpPcwvTupQrk5KEOwwDi8BlU6Uxnf38nyotwF55PWjYd0KZ8vCu6QThaQnrU64cqhDEyEo3U1rYB6OREZ3aT7uO5zEtRlMq6dYX+dalLrQFUYqSv+FbP/n51QypvT+OX4MmhFZ8UBtOo5Vk5C1R5Pn60ds6n8uPnNMn8usbHoTtVry9PxKbMeRhqa5Xbm3MJ9a4T8daAimzNnrHUfc23r1gnI5i8EZ2X8hGjjonkZFDWW52tuoXu5z16N+wkFbAMwHbLf73dDEJ8CitERJ1HwwYBCGkw1TgQa4A2Ae579Jl3oekYFvyKQm+jPCg6IYB/jHpEdTQHuMe40n7dA0N6mLe7MCdFKOyHaCXkMEOl6iObPtIPzwgwI62/REaESvT5725RJYd4QDdnU48QlU6osx4bmQCBAn07uYHnSJzCz1OAMOk/p92t6dqL6HECsyO2mzOua5LP7NyljlJnz6pEou4KnunEfVj68ObD+kXuZAPt0vde4gcBAqs8XK3Mk8roDx45QSajYulA7d0jcE7TpPgaQDREcY8MJiSuyfB4KriC/S2629aqUJxoKmCiQEcE1srec1VjBqI3rjjNo/7uCAOUEx2DeYQezz70dtQ3WMacsbJhlyARuMf+s8uUMPsQYyKH+aZaepjPTLixTfYYNlNCVV6zlkfkFB/6PZZyWYEO0s+gMNT+dv0r903fa1AWhe+SwLqP7LyMtfXgBvLnXEXvUKRMFgQmcHHBWJG9iGWxZ8Ex6D2drOFvKayMAgfw14fLTnh+UaZjTDp0y9TuyFJp6Jp8vmysr2286pwmw2Gve7hFEdu9D7K0swxk3VRawC/Qg3q/eqtYFYt3PRPmZK8sPLhdnfW7DrERA3kRdZ6Ga8P51q5saj/anSqL2hf4EeEPC5Xh9peQiMhFDgdEq/0o6S4OpY4d9Rpmh9kiaWwZuSvACqIo9Jc9KQ5DMCjQHC9Rb1PezL4GgJ+kP0cEMHQBQBlwFqhzUo5yMUN9Z8Pmh0p5M8rYurL3Ikzca9gtrw75Lb8B/IAjRVGuamdwStHmUwRNmLI0MauSGsTrj9KlMpglHM4GbkQYOqaSJzuyPIYGQFyRSCIEgeqll9U9tzoqAzny3AcsxHBHYsak6EWs0t21MmRsQIlE9H45k5sDQErWOPHG8AaXOqv72ELJwhMpm2HmWyfsY2YZD0VqtVmtoGw3VEaoLPzYBZtj0sGHXilCYHSGnANhEqQWXO5Wil6NhqJEloiH7QLZdpCAilvAbVztUG9ACcTqLiSzMIkHDvGuRBl+PTIxUwCUaetCZ0DqQQ+81HaoG9JbAmGy6NTXD+9Y1NjLX+JlKx3Gh09+HKH5hmZ38CWyS8xFGXCAD2B+Al3dUTk5PwHYGth8piPf3AH4Bsw+uQPwG4C2w/WewX8NHMuKUID3ofMPmFCU2b8UYRIaEGlzansEO4APnkMrC6Afv3R7EyDTW3caCSiTFHwAOYD+EOPlIhTwTVYMvDhB5/BHITwAcCNE4jzccXz6A2SASFnkG62GexfBVjiOAUhoAPifvyVxysIzTeAKOn6gAt6Zz/pGK39EUNLhnUABXIB45nuPdVBCMAAwAp3c0cntwPqkm3Me9zoEclA+7HF1WhAcqCBEnoP8AbH8PBkn+G9eqqclm/oXfM5Loa1eFeTtQTuypFBUS0tk0GdUGh8ajlTEhPWCk/GuDLzAdhlIUqrHWNDLLeCqIgxRFBzOx0wHtvQohMQtNmSVA046MG2Tf4iaP5W+wnisNKvLhwFaOVMYXOJ9WSrQEXMop5+yaHMv4gVKApHxaIU3VK6aAbFSw6NUhfymlI4v/+qBloRdsqGvZCnlok1lr7jqXpR1JmS6f2sR/Whh70DMrQeMvo9nGAObaf++KezhNkmn4DJYHTlrfZ7DcSgP2zjMitHM2oZfbJh51MFBi1MqgkZRgQ9KRPOMNZzC99qyh0mnfYoNTNOkgpmPBgbaMK0a7cF4yglNNe4ccW5kfaejGFdWgynspBxXpetNWPdI4LVQR14+9H07I0x3QTyzXVoqflTXQuBr3lPFd3z1Yzm2WFBP6SvWFYaSWlQSfNztDk2jZkYGGE4z0aaFswUy0Yf6ogOOKME0ghowwl/lKIYMETCAAq8Flt6goAgMPyHjQGsroDCA7m+NSuyLogw7tXY1cMfnFN64so1KoeBtt0aVbqFFh2pm0I2LHyKVufLCkW6TBKEfJNfaeeqvzIdpWcDrTfY8UCAH5PGtqy1EZqZJoA0SJsnwVWoMD8FGH25kS2lMo9TgO0LnUwMwiGcCA1qcjah2CjvZCpq88xA448stC5sXknXMtY+F3L1LkXeJKPChdOvCOc3IQtgwnIxtlLFePqZUT6Swq9T3lkKABtwP5SCdEQA4XB/ee9OzTwgO17nDARHw1MGWrkc7JsUSehF7fJdfXTMSvUp2c1Vp7vUKnqI3XWy5r2RCgbmt5GYWUt+y3IejXYZOIz4yQQZX1M/8HFPLbMjrssFibZ7baqzLmy8HLxzado0zbLeRz4XO/Zo4EMJ0VSXltdDBQsjKRCpj0JSC9GJPltm9z4Wr/ZAdgyunhbHHzjuFmxz47kh3WTXINuHA+pYo4oF3ODq5tZYCU/Et9DgUKSM1zoNglHGxqALPlExg6fy7Rles8v3BFvS+EbKqUkeysAlZIB42SD3YWxqQvI6+RuMnWcQbdygOiSYWh/sePTicuEEjpnbaR2ctItB+i55vJmDcAhZksdOatI517qn3K+fp0etFJlXVH6hrkt4tO6uwo9KnnmtdiyVZDYFQPAaMoTZPnWre6r8q8UA+2bjvgAI5LIc2AkWRo6VO0EcPnyL3yav48F1xu27XAjUMPCZ6XrvlvoEPyqkDsFJwVZP1OgJWfaQDUj6EHaXw0nROVWDvOsmFll23MnqROR5snYiipnOsb1pPgXgoEGLVhOpo6EJDMQlf2Qu1FQPrhnWSpsi4SAjM8qNLCRcCuQzLhhOkcVN9LHGhYdIdsxbud3TTSnE9BLDsuM6UfSfYrmMRsbtlCBqI0O7HokC0npll8NQM1LdmpjqkT9B3ZWe7Y/DGPjibfSeCko2T9R+tyAAwS/UV0Zi9FB1rIXHOw5QDL0hxc38ayJZknYFwRQwEa68FxQjmb045y8SxYDn3nUlbXzFIQUrnskQVtXP3JzDO4XrSxTsg4IUoGuT+IeAmsi/iZQKzBiZJjWXyn9gvWFcw/VvncsJZAMn+c/h+P38FV+fggA3t1vitYiuLN5qEObL6208i10mWBIjGdw+7RpXu70gIVb37ZpQJvBG3HTTBJ+nJlYOgZEfc159R6T960+lpWfjXAPiFAZe0aLKFz5lKGzmpGgW2mbnl7T88Zy+9vXbInzJctO8Pfd4Bp1NkL9eWtSlMtAJdcS63bhNIvP37J+kYveUd9X/RnMszA7PkUix5nX4jK+NYXZJ+CPuMCGiXgPiozm9VZHaJvN2mHQUYCDUSf66E1od6fcIZxlTWKJUAVB8KBc2f9a5jVh2bRL+eZyNJR+V37gLPkss+5h1+qYBIQkggCJML0GnDZOcD6neRy6XG2+9TDGAMYytSt7SDPmADKXfPKhV6+f/3pIMSejIrsm9A+h+ubNsQRdBQGECcRxRAKyihu1V3OdmCcwQkdL0AGRjJCuXUu7sDB7VgVyAyiexBorjErw6u1OzR05LGzRvSxY8SFh6F3tLFj6wmnuEc7MDqRUq32n9HSY1A4ROu0g0/8Xm4kglR94XEQicZgyom+kAQzH9zLIq8S0D7QA4AyDloiOhnUoVqVx0ZFYpOwbceBtg/sR2KMgSNYm7ghmIFQDlMplxuZPwOXUjyPjpENRwjZ2aVUjwt1DtVDHgcdYSbwJsbarhuwNyKEHb2MoyJ5yA7sjYlVQeTqkGKcSt059kP2OA9kbNc6al+9Bkg38e8gRf8rgAsw/gqWLPoZyHcUvP1XoKsMk23+fgBvrkB7oiM/3wKPB5WQ9juAjwBeSAD3PwBxBtoHybt/p5IyhIzZBufZpLAdVyqT+R5Uht6DDZpf+D1cQOf/mc9tQaeayxpEk/O9A2elph4KauATlRj8TMXtwpQo5BveIx8V+HDKOCRzpKhHp2Nu2xkgGAcdma0xEOOyDAmOGR1Er4YCK43zwKOCJnLSjsEzfgLXZezAruBIa0RhIsD+DUPAqB0Mqpg/BNDppOLrO3CVUB5CPJ60j+NJ9/6o8dxz30vRDkW9rsDlVz4L74G4AOeDZ/D6N477+jg5/hcuK4XTOjaqUegucfUSgLAIncKpQhcVJd8XG2cqWYBj9+R5RE7xJ9WEk8LSSqeFfg1WwsQZEK0Qe5nXZQxJXhB2Ns0pznsJatTMY82rpNDlANHjA7PZrhxSDUJSa2xCbmS/ohS3UkAAB7tc8oiOCRkQlUbrGsKbZauCKFcpuo3OW2VluCSNHWuFjh0O7Ki2dW19lOBm2RvAimMsylqho70ehRClk4P1ubdlMaMcFH/GrsjjSfsjBFjuDEapaTSNncQsY8JeEFUmITYpo16kHbFfgbEjL8wCpL8/kA5gGN2JJ861UWEY8Uw5unVEnIUGNfJhAPEC1k59QeQjMl9QTfmsQA7vr50tHHvGM+c5qLCMTQbDkBI+7JxQM8VB5zAOysU4qEdkNIIEMtk3IjdmZeAZDD6LtyCYPRJN8uAKxLPtHgAnjGbk1VsgT4i4IHInoqQHZfrYhORTsDxEe0IDuqQQTAO5lBsJYLgkkXp69EYQResDaHbs07CMTDSckfmARMOQoZhSHqnkWne4ouUjqhdBYhr037x+1m9lzcUDWBLjwOyrc0XkHRJnyblB+ZHP/Cxc8kj9Fny25eQJZQ5m9UaRISrewzrXg88GDdhEIvORMtMlglwrPE5g2QaQ/1fplENK8QHgVwQCs8k4z2IYpVWNIpUxkUL/VQmbJn6rABrsJEw45T7Uh4h9J6YRGTgDcUaGgy/XhefRYc9AlTMMLf9Jl+StNJjo4MyiLbxCv2XRr/bZzUXjDc8CftQHJEPFPx2IhJFYdQlVmNJVC2n1AuQfqIB3DgBnsMTfJ675AFZg0dcu8lMbOsrmsuwGHZ+WmXZSukxpohHAlANudg/rufBZkwMZXffhmaqCIEH9yqWcsKxhlAN4LOO1g8vSesp6fn8gQXuFWURTWnCMA4fQmpbzLdYcy8J8I8vQdjmZGeZIBYBDTvXqHZWrqWbDlvfl+74DgGxCyO3FmwySmKYtlgCbS9bJ6StHuR2Qw7ZGWZ8oNQygTI+s4o48amVLO0jYrWJYYgoFPfWp6VhPxCD/YzN7fPWq0k6FZlffEfXoSPVnmOt0iO9tmCWLvMsvi4yFzoUmc+P4soHu8ziRsQ7cQGsekh983yUqjIKV3KqggGmuAc7yKmVNMsP8dK7aMq5lPF7sWruY810z56x3JaTjRe0Bh+Tgi3jyjX5j3W7UmsQ6l88cT87cJT90WcDJazDXJb2eLCkXRnrCZScFYoH1tljGI66Z4gY6XxzJbBCadrY6KLry2K9cI+1M1/kc6kk1IIABAUHZ1MA1AQb/lHlUXqKDcsfLB+vCu8C8AzE+iScJrLER3DFGFx9ilg37YwHAhdmnyiqIcdE6qEfTADCeqRf1AMYm4EHX5wIEg4l3x4FUaWK7QOkkPYD2gFYlehvYw+mF8tvZKzgD+SOAB2TbgXZl4FVnm2PfEZvAA2MTOVt/F5Uny/XmUKCsAZVNNygLSO92hK8o8CHwxpPGwL4F2d5qDe/A3oWWgS5lJfF7yMaNQGwbctyL3+gshn0lnG8kSz5xPdV7SykdTfo+K18M4HgBvmswSCaVL2yI9SzBButaVnQLSLBkuMWBwJPmKH0pm+TLvpxj3QOSU66gUQfLOrD53FHyD3mPrL44skvA5uIrmIxH3DqwbVU5ga2LKFvQe5o4A5UZCPjMl5M2/Z50qLCu6AwwnRdsyHQGlCoXBAFZoflNsMEu+SVQR1PmbgVvreMccJZZwmU6ZW/lOi/uJ0e8ZOZ6fSBZ4LnbpqpsMu/RLvpWZQODiCzjFBjI2ldorZUF+42LJXAXJ7R8mSkbm8/qcN8yDnsAzSVrZSdlh8sMM0jCsSfIdzwkjl/fC2dky9eobMEsYLRHaQVEelTI9wjTl8rM1bpq+e038LPTQCCsjmDqu2Uj+AzpqerBWskYMbXYctZX4FA0UqJQAA+Rw/QI6SxXkNnlZMlr59k/cQ8hGg0Gi1miW+O3raqMzRjKTkuDPlU1RXtlmzUr80PnqaVoSMs9XErPACH5hjBmUM56rEAg+R1a8/WngxBHMkJ3bFQKW++IsSEuCji0g47qHoge5UCAlL5Mot/GBowtEdcdebkCo2OMM32kMsZcy9UKTUipykOII09u4+daS/QI5J7I48CRO4CdjlEp9L3v4mkJtANHP9S7yAt1RWbDMShctmAQgjxgYO8khjwYoUyVq4je0ForhBFr94spJgMeLQ4ZRzZ6aWy5fvg4eDhGP6iY90BHR3viOh451CibTXCMgq7/RpaDPFoaME3no8ozDT2znRIxBuJKJG4bHNcYjl5bYdy5DzudjHEebCyuhls5eFgzgTEcFGl83Y6TTNXqPrgmuxhu37+n680gxP4blab2/wXwDIwH/sQPPDTbJ6D/wd4fDXRqHwPoO3BWMAC/A/sL8NzYa+G80cGCK4MSp7c8CuMRyCuw/6uUKip5tJEVYXW4dwSI/vwL2J9B/SnwBODfAfwq3fwNGdxJWRFDAYF7oBTL7AwUYChocgHwE+llF1PZ3gLtDf89umTwPPxwJk1vDJr0AzhflVGhz5+lfBziqMcbjqGZyYkRDTrv0Dt/jqSBckr+XK8MhBwH5eA5gFPnmoyDQZAeYnyfuGbtTAX1JKToMRjIMDo4FODZLlKQXZ5DPTDGRgW5m7GHAiRX4Po76LR6y0jm9knf/Y2NrfdjOqy/dN1YuVTGIxyZBxA7UiXIwow7ISf6EkGHhSGmkhVCDK4OaxljZaBAWV4AZiNoCuKEnWqWgjSGA4tjsIyxXfcXb/C0HPXP5T4IGP2WxWdVSg5yClvp1U8IsU/GQaMA7h1jRaxNtDEQuG1cFSj0jHXatDFmo97NZXWeMZ22aYdSg2hSNGMERQ/A6fAIBtFgpCAQq5Lt+QGo5uGFsrCxjvqu2SIb0gplDz8LKDTtd0rjAMA4GPRrjQpFDDlhm4MQMmqVTRL5SQbEGRlnsA79KGUjkMDBdHFcmDlUfZRsSBwAHUss9UeUecgoG4jtDdBOiOumEoJGHgGBHQzKvoANhdWYWtkJlW5rZTmJIG/xonWjEj+kXHbJHAYdKENhRTOTZQTgdWjA1tiTIncGIcaGOO5I731xCDmwESFj2WhNgGURyOsSich7/TQGIiLRIhFjA9qZabzDipulrcYtRTsr9ZfOBaOY3KiwhUsQ7DRUu+53UHFrcCP796IhyVQQtWwUVGJ+PvMJ0wHjgM/XA6yk+x9Aw/gX0FGkskzVoEtl3hDiKc/iPywJFHiDwAOqj5ICWrxs9B2Ub3jDJekN5Vgeqk2ag/2zPMc4gPzIZ+Q9kGfMLLsH3ms8g1k7NkyA6g2FJ7DcwI8otN7N2EyTLgdzXYKPyedEqMdIUh65Vn92OKuApeNceuSKiDNYyoPZf+SrKnEQkltQ7eeiGWUcOeMhITlj3hqsdV2NJG3E2NgKsyvY4c6Smw5cgEHhEmVuwJ0oB0UZ6g7GkMajiY/HRXwlxMcUhMEAgs1UCS75jiFbBqPLUyyOrhq/kGVlOjt7QBkguYFOHPHX+q7lIESvOZ32IIfL4LgrsJxjPqWMRgcyfLIZ0KhgScnRRPVowD75TH0PkuEDo5CPqPebP5eBEaGmzjaYZ58IO/mg7JZQqSfXKrejwaULMowCl2wXj+C/VOoJOwZUM15OBQYBApX1ER0OljaVlqXz3E79mD39YMzzuh8afZUR0PlKy1TqahkdGJL7IQAX7z7nmdJbKss6xMO/IVODTxyFqNW65uIMqzOoe2Mw2F7BOvHwuMzPysEAr3HpTKCt9dm5nHSDWi3pBNZXi3+CfMj1dCU7Iu0AdaZAgllhCZdfcHkQ88Jp56uck/mb1U1T4pLtkrGWl3MQ2zw6iqbmddS8UiA3L0Xou9TNjtKDcJOlqj0HdcvKJsfOea96lAed0J4xO4+I8iQfTpZDNB/PCujJOeNsCpcFq63zGrgvkfmPaOdPOE0qGKga9DlSvoCO2ZehqRS0tlzNo2fZEYA+DukuChRWL5oOlUNm/wmCsTZgUzBvb1pv8eZGeo3jKjoa5TyPhBxMTfvLUpjRDDpkRodBBZHKwkuCPLOT1tTZirIwD7T2IyLup6/jeKbN1u901LzH7p3xCMQfvK962kmRR3b2+4rxFlPuid6TYyrcnLeyyb+SDmjQnmH2wa5ngGuXV+B4hH0SCABdFQkkm6phrpDOQ7ofSzANkXKHg6mV9V29wQwKO0QHLH1n+RMItEZH+rEN0cQz1kD4ly9zW9tuLv9mO8X6l8+b6X7mGnBtdDbt1EoimCtgglRwNjH9CgY1jClyQV5OnmxbzwAqrWX1argi8cJAs0s/21GbC5+A0d7izRAICtZDgjLqxj/laxlbWtdhBYesz5tqTJMqTeuycfA+mF9ZVpi3T8AfbR5nchrd7oAEHdC58lLLA7OWdC/BY/lOLs91QFS+Ggchaibyp9kJnGdk3tdaOhOnSgbDaHqV4vmOfUpQcqosseTlSOrzLv2czjawTm66wpQfbPCL6alM2n+VqVeaAlzCKkFfWDRm89e9q8es6dJzMG/vKAAcIH5K2mylM+cMzJsegoC40mQCyHX/EWUjpHqTpu1dLOKtLd9dq2WIVlcXQoCl9KeQXp5ZH5SsaFf5W3XlqexbB8PcbzHSz1cQpfSYE0LVMzh3A5ig970envOYx4DCAxiD+ufYCJ433YKlW+vcqSH6zC5Z5P83rj8dhIgLGCA4K8Mg71DIpUCVRIpGwdcG0PYAjkZbtzVmkiHRhxpWtw0RG3o/g/Vo6eB3P4JDh3fBGUv36mgRaH0gNjLRA4zEMY3REfWGrih2SklzMAOjYQxgP7hZrQHIge6Gj2cA0XBsdNakUz7lqGXT7CtLUqh2Km/OTAdGBwciG4kO06kZcUX0gdaIMm6HcV3DfjiqxU2I3SHkh1CCo5fqT4Jsdo5CRoei7bGhxVlES7QfMyCSBIXAaKqjJieoewPTAR1oRg41p2BeGWltHa01tMFg04jEJYCMDRlE8TTm+UhMJMu8SIn9Lmn2H7XZQunjn0AjcKOT3o7C8QbId0A+AZ1INZ4nC5sXGg3toBMoNiDe6rcaOx4fUEIgE2hvAch5bSfPANgM202UNbZ4BPCbmOsVrBl6UCDHC9D+K49ZvgfQga6+Dm6OnU/8rhQCtI3v58H3x1uOK34C4kEOmjPXcySYFvoWlcVwXImwKGTHBbgbmu8bFGPNDuCD6Jm3Q/sVFcWNBxlbRLCQsf4KHH8AuOM8rBxsHS7DxsDfBjxtfG0TY44nPmv32O84XpevUNMx7B2urwoomNHk7BuPdAzmwUOCK9dgyEHQAByPwEXltEafa3CDBL29sm2iRylGpSNZIfMLZriYQaBCvU2BC0whWIpI1WVE2UPUJR2B1l2am19KeXFaYEjkulkdYkb1c7lp0LhNAK2c/dP9U85/Ej6V2nLG2PEkoTqusAJtJx8Fb0kpFBIFVsRsPKP+na8QjxhR6xKefywBhpiCsBSPARrmthXiYGDISl6mhmB6kOINoUKFCqI4WNCTldZJA6TQP9Ay5yKckajSG1r6kBKdi5r+Pe4WLusT7L8Q/Yo13TKaFV6Nq5/hTJA4VGM1n8tJOpvNehyd8rmUlQPRruK7LL8z1rmGEBJNqfY5JMMaz2m+ozLTmO5OJZcl20j1DCK6YaD7nOQwstiGBB83BpGqmUSjKpY3Heq561x3Zk0c4PNGyPgcCHwAcKn9cYmHkKGGnfWFYxglL4KSYht44RjzBa43a0QJMzUaUMo9dZxsv4KlhuiobYNyn0idATaVTNCJv5H3NdcPb2ghp6lKNxBQ0QEwuyGCTSzJapjZBMlz+vIPYJxrrAkgxvN36S3lFC/DAS5dtdOAhhVIcBxQzehy1pkW5aiLEEKSfLrWEQQocJMBOp7OyDgh+6Fzy8ymNYgRi6E1jRnqGjTwN43lEZknhOvtugRFspwI5f0AhPhjHxBl0iBQJdTK6N1tA1Ofk95Jg0jp+jYwa53uwUbPLPnEwAHpAUZLJ/S5AQZlTjQI00hE8shwD6k4pK8Y3ahnJvRcyZLm52yawwvH1BR8zqBM1fej+rGpoSmeAZU2tfOigu0OrLoXgay3sPxIB3Ncf/jr1zAvj23Oo+SDTc+O4QCqeYDpMyXrtFbmasCkK4xRd6tlAgBcMDOwA0aVkcUHojUBBcjHnMJvx05goCmrh+NbHdmUcwFmA0ElhvIGzajUfNDo5thafTsSAlrR4XKU4RuYf3nNvFoJI/QrO9NyJ6cUNn/jd+zk0O8qyen5SJ6qLIyDdywPKNm8BoXAcSNpYwBAWxwKExxBB2ZJ5tIDePZc7rWJuFZEe3hMnnyVX/jW5WCOTNkKyFr/NfrQCoXLySxUXAY3lnFLWFUGxERXz+Cg7LlCK1uPIF8t35SfbwcgoHn7+aOQmlXCMAIOCFFYLMHTWOk95j3kQJD2Arv9Sz+q+tFywnuy1ie9nnnyjnNvqnQIMAMNCaT1kqDT0BmtsaxTSB8xv4GbhMvW12cZ7Hw1JztYHTCDbZ+GWZ7GNKjSPysi1EGmcHZb1n5wZS6TXd9SxFev4bDiWPazB/WMYZ1zRxm5neAr2t877WNsYFWHE9dtHMU7OPZ3SAxEe17OdjKbIgb51hy4TJBz8YrSwe2obvQfZEvJoUYA6aAuWeSJDgfhZyke+g/gNZLMiuyI4n9AdoLrqFKmHHPed4GXrJ+1YBAy35BX7HLYDvUocK+CQzYHBKLDHFvsDZEXOc7lwMsT55XBIOQwTzKJc0zU31Wm6ZCj3c4+L6GzTdJAVu63k79DvZ4Kr5QdOejotS+GGY5NOoIcmbaTA4h+WvjV1y4HvA3+IDDIcoXzm3w4F1nlXntQzfriA6VHiJbjJLp1Py9oTRzoiKK14uUBuOdDpoNpqXX0vWfprumcZalNl08yKM3nj+UsUWOJuJJXGvwG07x12WJiMNocPu9l7LZljVK8B6VvsOyw9hfQXAIr35p2rccqeXnTN4eACGdFzHI5y7mME6YzePL3VNakHI+gHiH6zWPuazK7by6F78UgwapF2P6Nynbqy1n+8uVeTV67xEnkavtdgJyQDlIBpla6RfUkC/so5Jut7B2OsmnfWekgAbxIniy+lqkIzel6fTBkNig7Nq3vjZIWM/tGdlSdt+kT4MST+2f7UDKW+E/JmQCincC+YSv9yW4Mn0Gu87jhpdLh0rrYPAPWBT3fqLKPXaACZ8RGqSRlJ2EATVkYLh8PAzYb7U/Esp8aS81by6v3Q9k+lFFRyRyZiYwDzsufcBQ9G1E3m8CG/DMi9T8QhLhqkzqRHOnmQEWQyah450G0/3JcG8alIe8a2LdoYBs7Ihu6ghBsrnIg40UO8mMuV6U2avUz0LAxaNF3tNNgIGAcU5WVcyPSG8wlG0VUFAg5AuOQ023juLvqWh2nhtFS0WIgDiGujFTbhYJoLyoRQSMyemfD6X4gtlSGpeo6ux5vuyLaIFI0VGs6OeNsZEgEiwYwQtGwBOJORKj+Gd7ginxJEYuDvSCCWRo2uNlL4oUNVPJOz9nIAA9Rm7JNsDWgBVpc0HBgHEOLR4d0awNovfj9gcShJrw+H01OsSGmnqPPYP23A7LA9hPIRH/nh8c/iY8LuVnlHn4AMxF+kYN6pxM/1NegbRSAbdfPPdiocQMDCBdg/0O8UQK7/Qgy/I9UjMKK9xsAP8LNDhEfgPYL75EXPX8A8R7oP/P7+K9A/hVs6NzkVD8krA+OaVhhSzqlW6BKR8RfgHzgmNq9ONCJe2ElvzMqyeyEC3D9CJzUG2EL4EHohIPpcVU7DB9Ey+953/YLiAZ7C5bs+ADgmUEfHMD4AKbc/j3YMLwxQl52bWPJqGsAj6EKFJ7rE9d2F9plnHVm3nPuahqP3fWsRdwdfEa6xNUQfzhrzgcR4KG0s+ORgZJoDM5kck7tG8pen40TbfDR4WnH3SvEUoT8EkKSmRbTRp4VjKgofqgW4WxEw+9npVv6tVZKGoWnjWw58oMKM4c5UHViATmBo+Id5cAv/XNFgQKz5qUvoQeddjpsvGluLTXUFfXnB1gA+bUxP2enZQL0uqQC7sEzZ4kPAP114GRRimX4hQIBs4wUAAXBjaIEQlleCSPFWHceyC5B2oxWMWqT9VPL+WKlEpR9/FMGz5qdAqAgF4ibFf3iNVRKLYmejpNLUgkJ2TaQP9mpewc6EhMYDNI3lcmhz2Ynct8aRXaMfANkorVnIbmIqmvtRyqWqledqj2a7UIjFQw8ob0hqm0/A0envA0FIfoFGCeMcUbVAm47UXNIxNhFb1aImnVSLtdoqgJB52eMiQTMkGKfh4xklzVQA9eWiHFF4AODJU6fdm8q1/TdX3SOVM4hmnRmykc2MWSwYowDmQqu54Y4mI0TeICdP4lPGPHrlOOJAn2GbLyxK3vheGYgKe5YRmoYneITQ90kGw2rxCNYWugdgHfA2MAG4leMfJLMILI7x5l8SGUhG1Ty6hvXrAFPFFXiRXT1LAfqT0C4rveOHBcgn1ENFk3PauJNnnXWWTiBJU6eeEbaE8rwyS6dJZDKQGFQ88qzn8Bap9QKdlqhVe+RiA2Zz0B+QuAtz0I0zN4QzgB70Dl9AeJC2o7ZvA7BhuNtQVmxlMxOR5B4KUuAnMVEF+cjOjLPSNwh4gGFfMoEhurNy9mY457PTGZMRDm9BwNmNmAciIDPPDDljdFUMuZDxmaqUXS+gMgnB2OWhpWRYBmtDgZETvy810qo3XQDW/P+pEOCer7Gp+BGZkfGO3xPebNIanA2gg0fBXKDZ8AS2TojnVv6bIkuy0HJ01yDxhDPKkJHQM30ZIDfBOrpLeOaNAbhjEKjU1ZBQqHFogJzCoJVreyL+JsM83KkQvyIcsGwnZlpYQPfKkbAmSfOlmg6FzQiB6pGdvXaU4ZGlQ0TxEcOi5aSQNXQVGsOpu1nuuG2ZKB6u9Bg58/QmhsjODG1OXeidAnpJPo6b33M4EOYhuVYhzLOdMtR41sxiOm7YeWaX74M4nBjRp6xwERTTrtQ83bGSKb9gQRuFQMK/S09NOhAYLJGcn4IOl3BwJaUVz6p7AWh8wfXisBlZ8/tNTY7wMrJ6DUILOA3nTnrPKUzNsxA5XR2VAmqKquouZnfSmcCoPF7lzuIXscMwNrhXzxrcULiBCRLX6QCEa7VXcGt0o15RR6UMRW08bgClWlRwTI7AM2F1beo0Mi+roDOPs+OQE2hkiwiR02Ya4KL5LvcIO17tAYMg3GGwEIugdwsJ+2cNvJcU3R2kzKPMhvG0dFwRRuP0v1O1IfbA1g6+QPpYbyQhseVdNmVJWUdOk8InCtwUKj5UCmUBoxgL8yMAy0DcZyQAlLQpSFalDLjM5juG6gSN+QrLIlZhl8L+hFwJb7OZ70vn4GzN4IB7jyBAMKBcRUSPVT+2AGBg/QdWxPQklnR7bqpygblWSjIEcqwdYCkeFyAz2wBo9oz7ynTDvqe4njkfg3pH8d9jZs8iMjuGad/UQBHPHIAVXoxt0nTMZDtmLiCnLTOIMS3dTcDDm7K/lCJFsdUieVwYC1vbslSmaT3UBYY7efG70IBG8mIGah2toNq3sctHyB7P4tuDQix/SBpF/KdAEgFIAiEsF7Ybo9bBlh2GeBZ9vOouzlLJXQS4YyaEL8OkKfGMYO05pEOyMHgDfJWg0tuA7ZD3+uS2no/rUP7c8cyBmeIJQpVBaCqnkDjyE36whKEqKE2sE9nr2UJg1qBhSfOgAjP+hXuATR9ByppW/tsoMm3+VvxDoi3OBumwDge94abDBd9g/qVS6r6jgyiZLhcWtOn5cgPlpc68LLw/lXeaF2dOS9NIao0s5/h4zQDEAx80K6curTXwPvKgHwIPU9fC2CDlcDF0JxPaO1cNipCpZRj0RvC/tw1GDYERk+gMqTPtI2GQSkKoFilUum/VJ9H+1ZkZWtthtaW+kooeArpmM5ynUEdgnMSCtaqb0dEzrsH+eRAB3Io+5Lnynb6PJezr9nM1uK5an8isxD4jwQhzq5vDAAD48q+ANEGHQOSwS3AbIIIoNMISAxkPzDyghYDDWTS2aVU26lrZaNJ9UwKkNHlmGtiaHEALXG0RqNwgEGISJbujwCCqSPZGCEbQ865IcdS0nnIdEM6fjIT6FSi8ghlBfBANh3eUDfoPPEeA+xp0VqnsdwCo/EZeQV6OVLMJF2rLdmnIYEmxYY+No+NigPaQBxNPtQTsjlgMzSPAGtD0mnF0hkNOFTlVmW0JuzljWjHThutbe9y1Ajb2lRrd0EPkvRtLDPyl9umIFECR0MMoP//2fuTJUmWJEsUOyyqZj5E3CEzq6q78bqb6C2wA74KP4PfwxZEjfdeAT1nZd0hItzdTFUYi3MOi6i5R8StBnrnQuQR7mY6iLCw8Dx0vbMO+EqHXSNBLg/bt8amSMJwxoCJuppOticSxG0HSzb4mt+A9gvXiQ8kFBujEbFcweyFz6ABWwpr/1GwMbG/6IwF0NSMOgDkr2CKrBjD0oHlA6qMUdPe4QFsdvUTEP+Wf9sr5/rX4ZIMjExG/knv++808m0ql9A2Xtv/I0rwXiCcDa4lPwNxVs+HF7CUEvRcSD4IGoADo4SJhHCWlRDxiYXCXYYyEh74PXYg/hlovwP9A5jZoQhb4SmZ3COP8Sn1HkVy7fKOWnmOX1HKTNXLNvVVBgOSPTGuJ7iG/fh+57qxULErReYExEctT9FJuw1sb4/Rb9Ck1NEZItxibOPH85iH09Bs9GjTwy1s+ZmAyw+IW6He0LWOEhY6nKqe9QgJU5p4NCm5ZiPO5vLjX6VgKgquGMlYfyIVeWHl0MLNAhoo93F9GTeH4JJ9CEgEkwSlvYtnppaskkuw4j+mY3gyqlICBwBn6Ti6woKRy5PwGZ4zRhAjdhmYhCfeItNFRw0UX3DUAhX4qNJY877PkYzHyX+X9aqWLJtFSfCIHGn91dDZQvgZVPbnRn/PnG/X+YLpeCPvc+TM/kB87htokrJBsgt+KjPTU/LzE1yaBwhm1LWUXXSRY4GNbolDG9BeBu6XEDkpW8bTzU5oloRibwNHCwPZNCcJNswKsxLGs8hHdfR2YQbCQqdlbKsu2YQGTD3uUqIr+j6h51OITJUJ8vOzdXT1amKKuR0cV6A/IeOMzI9gtscXyg3rR+JhAOmMUCtz+wL0E9x0sls6DNQZQdwD8UD021/43q6MODkq6ARiAEY60tAO0G8RN0AC9ALgB57FdJr9VueDNN9NI6k8hso48CLWLw478MGINUZ1L4j8SDj2lzoPIcctEGDZDRtJJLOggWWyzjwH0TGaYyv7Mxeg6tBSQWNdUxthNTd0MNNApy+b8Nn0AUCuMk7IWF8ZfuY/pu9yNCQk7FPxymw1F9LBDpZ7lOMrCYsqjwBQHsMmvrzpPYuoRcIlFaifXKdzcwLiJ9BJ+FnrVE+pfCQMgxktFX1YcqD5+xSxll2wfIQz3bA0Ofgtg8ihGJp3OYhU9xxAlOPnG/im6MAoZVqGaMmSXWWPBtGf6acoV9Axk7nKUC3FrZx5DhwQDuRZmOU+FBDNbuI3g26zV1mACrbkWQBuxlrugoQUq13OKq+QZ85iw57+1Mq712z1SjzQ0Wg2OI//pGdEQYXGwMHX3Wh69K2YnTM84yVieHYRk1PPJRajHOsj82TTelux4gCQVXpE/5ezZRSx9RyK+0muYDndSSaxAUzvZbkS3+9HxeCzWOEG3d8ao8mt/vdZNF+zQy4VQQ9lm0u+ydL4p8+GQMR7TatlVM/Kqhj144fjZJJpkHCptfouuTYGPJgHD9yoeQguJSNpDyvCy/W+U/tZRs+BD+N8WHaB9nyTuCQ5p4xa0ztu5jLO1PRxlYXz84VPBRHplIZ7PXMYb0eU8jrBUdcgiyaODFXLm71+j6IBwpXIglPhfgKjJGsdEp017+d3JbdqO1Y4H92eP75T9g4GHyk6IaUftdTcdjjTPeMC9s5iiL37KFrm5HNHhicDERypayM5nc2sfpBwPznbQ71tEQ2trcB+h8x7Vljoz4XbYV6bhj8Q/cp5dT/MnIu6KKuxJmhIpPE6XbpGS0/ZKCKcqchsDOxzENTA31QGXTTSiVAlggw1hZatyFSH26YMtaTMEA4Is01puePZdqBMqg9FnWmhZbcBW8EURQpk4HJJFFjPkIEwN+Jq0llPUtsYACQ5q/v47jpv/Y+Y3xxkYrpyxhTHjEFXckDSjvCitSNQmKTMBvmZL1sp8jOBQw2s+cz5OQpSCZhOt+JniemfAi6QQTocRcs6z92hBKVgJznBRufMwfM4b+vWLsUGzk3leMnDQjjprEtoz3TF7IQs2mK8FMwVXDsC77LgN7g9MBw7N8OOYDjiHXB5J94sGCDq7KV4qHlm9Y60vCidsUrtHAizZInqR+a1/QHZzcGavThQPTemuUTJ+Fp9uoHxcJI4WISk2PuY6M6U97lVcIId73MTd0xwj2gYEtJeMlER8rR8aEcM+R1tGuJtlvVqVaTJlZVQNFMZHwr2qr6Teg3tN85My4HDAQVWuXeC9r/47MTTu+m3ZhI57eIITCmnTsk31r0XoJ8xAjWMmxiMSouNwq8Zb0VzS3aRnNkTFUABNT6PDdU7qRygtg1NOjqggJna4O+OP+6EuGNtqYYEesd2uSL3BB6CczjREdGuHctOAp3rgj0SuSQyrjwsuaDFid55sLnxvtkwOfVhSGA1sp+gmuwyWrQNPRIZ9+i5ME1xv46AmOWEZVmRMpL2K9A7JX7HVDSnCMmgm+1ODpMNmR19C6AH2jUpO6g2GO4XOSEUyXJt6HsAy4q2UIHr0RHXlJ15BfKBR0l1lntuErDdbOuEJRyZJaFR6S9QpkTbVTMNd9gbm0a13mQoPgPtjopLsDlV2xhtt7h8QljA/MDnV1QXDZ6xnoAWaAsPYusNJWgG/2ftXRsEjNMN+6kBW7B1Q+9Y+gt6sMkmMtBUzzYUgdxz1M396rg+og6UDF0Uyv4VEPdA+69gU9Kd0e827rd/Aksg3QN4APY/A9u/5r2La77+CkeYIM9A/7MOzBcSlqpBfc9D2sD7t7+B0YdfgLgAy78F1r8QieY08v2RWQdxDyx/hqNO0S/A9bdJMrTX8g7A3xOuyyc6N7YnEoN24efb/wvo/wScfwIWRSnjBOz/lT/tL8DyD8DyDKxPEiY/UEO+KPKhQ4KwIyrElBz1VU6IL2QE20egq/RSU0psdDpttp/pCFq+6LDuwsWP7M9xcumWF67jakFk48/6NwzjyT2QP6BqgtsgjARe5IS4v9AGVSmiO5CfwAiJj+PzOAPxE9A78Gwj1g8ohv/W6OC7LFA3OgkHp7K2YoMcpx3F+HQW4GjfLIHJvW3MmKAyKm4wOMuXIh5avx1bahBnxaBD59w0k++3oCZLJoYQMEQvJxyMPgc5feHlMhKdUVUrqs6nIvhotNV7XWfacEwzRwsKFJqcck7ZQULOYqEzxh6k6HxAiqUiOdx/wf0mOkQLJBSHom+6lXsrCXSmNEUeNNf8dobE4plrLl31NqVQhkt/LXZGNNFzC+M6Lxa0LVx8JwIg5QyMdReNVxTHLidERTUalicAHxV9MQQfwtWCmBylSyBilRGroW/32idF0TUakcNnPC7ky7bT9k9IqNSTSg0gALysyI2MmYL0onJ7V2T7JBjSsGyBxwakFhQ6Y7snZrTnwmn2FVqEkyoNYgG9rUC7I93sFwrBneesLy90EC+PiH1B7meg78yKjCEg9f7AsxFPPDOLcMN9OKwf2DASHblKwO1d+31C4hnZPwH4ET0ewYZ7f0PGHfL0ge9cFkTfEBujIem0WRHd6dCOFssKNsjswPIDMh6R/Xdg/42RfJBBYD0zEKFtjL7MlX60k4Ts8qB+Y5TCpHJ86gURbaMC0K/CLQC4IkKNoPMElt28IOMLAveI/IjACZmPPHfLJ86pf0T1GagyHFOpNzdsbFJWcaZw63IP8Yl7lHegkf0z7BihAHhC4F4Gm19QSi06eT82RJ5oSAmumbJ/wg0GmVHUydNc1iY6mEW3yMnQkDghw5kBDVC2EBXhExWWTlkO7Z/5nR0l+RGUYy0PfEFAZySuQP6MoQj53C48xzsbe6ayaAI/APgdlFcWUME98x3YAfyz+Kl6tHQ5K7FjRPSbPpyAfo/MB2YrB4ZhbD8x40mKP3WTK89v3itIqIkufZ5o01fQzf1F0plS7C9mg2tPNgseJcLs9AeVrkgssSOxouOMqAwJKCKW8oqjx7jhdkJcCzc47PCwQd6BEZKbwd4fVAwtHyp2X0aUUK+EYW6Y8zuATQbnNVK6xVDggIaeLCnR4Gg8HUPRSWdHDNFChpFIIFfiuNbpZztbIXX+m1P35ai2YZj7WZZTjH5y1rYZodrRsJc6GKLL/NvvCmUmNZdX9COqD8CADuUe1+rP4pmJXTyWTXn7gVfYmN0w+jk5SvVrQ3JGYzRiduIKM8XUMNX4X4Yoyi9pOqFaxt6aDCvzpmHuweR1Wka1Icktxy2HTbKY6V/IMNgBxAkZDxiRzZvw1g8Z+tmYlORz25Rc6mFXwIpLIS42ivDynC3RgODfa32pko4DJ5rKC+Z49wQzMnDLd6o+UNYW4qmrELA072ly9DsDhXNgFKojdN0vZxvvK0cDIcszY2OweYsCNXI6M3BpS92XDaMMguBS69JeQbLdN3GNYGa0ufpghOGsPU45o1NyUE/KvqdU8JicQF5bvADLZyDPzH7sQHY702mgimVRcANrcIem3tzrIVYgTujrhlxGOevRMDSFOg0NZ2S/Q++PyP6Efbsg2o4FHYETQk17cxEP6YQtdhnqnfCBq+jppihjGemUKtDR4J6UDH47obXHwa+6InxzMsM5SFH/I5Qh0SH+rWwA9xiacVEZjay37uCJMxD3YEmkB/K6RbLPLieE8DB3zWJjMGOUY4n/s7RpA/IDYj8rAJD9JyhfsBIBMyVZCiqEsw2bbJTcj7YTYTJP+F5/JfLbcU7SgRiTQ3fQiMQwMpqhMFp74HlIx5BBV9ktVT4YQuYMuER3GA6VKWH6chb4SedzPlXB+WRP0rjKArrXVEOGbPHqivJX8fUKnBmOtgpOdGAbdn5eDpXgPlgmCJdBVES5dOgoJ4Rpz52kcq6vYTzDWWX8/VQ8vehhvTcp9ykLJvUZ5dOd70wIhk3yYhKP5KQ4aOuxiefk9ANAGQXhqHlsCGXIljs/zYfEQwN6x/O45mvDvVEULDjksptsODkPbNzP6s3IQJ8Olox1RoHJMfUqnQc00SYS0Sb5cLQHMizI25R3SPrrHmBm07DjQXgeq2TOqwIgPAPLGbafOIBR96oiTA9VCICdLjovLZQ1Rjs0nDWWgdiFcw4GcK/VEuzIvF0ZJtw3Q8H1Yd6iwJmyzcIOuZTjhbIAS9rZ4dg5/2qCQSaXwptWgaik0+61EipJXVng3YHFZ9oAsCAVkE5Yyj4U1pEWyYl2Hvax3xNp+tb4404IKQw9TjRIqQ78jUOQxLVzBsw829GUMkLAm2MPQavJO72E4Sc/kNOddaADG4+/jUA7nxt7jtREQAzYDU3dtT3qQPCoh+UaIvtVHvfk+3IJ6V07bds7mX/2DkcoZVuAdqJftzc6CkxQOhRtldhjo4iTSgtagYyGvfHANtVJXSwivxAeezdxA2IJWGAlmFlrkEdjR+tXCpxB4TeVYtsdTTFvUkRlLySlABI0CbpkbYq62AOMSPMzSfQjE9gTsUjRaFBAuhvzer+tvEhQhj2j38PMv4GboQyHEig/Y2QTqNTSIiUjG5A/A/kMlvtRPfMmA0G3QfUOQ/GdjBHpFOEfRMt8jT3WLkH2wHtwD5asMcG30Jx6lgwoaDQudxWUrDS+HYjfQKeGjBH5mc90z4QGVETjAiDvgd1ZCFet889A/gg2x17EPO6AUDmi6yZYnQTPZz5zUU3pTU26SvHR7jRlfJyCxsi8B/InVDq0BC86V55Bpf6ZxuIHZZvkE+HRtD/dqZsWiqQ0rY+EazwD8cTrMoFVpWPizhUWUJFH6LJjbDzXi2CSzyM8ETuYGfOtYWppo7oJqo1Q/NsRGE7hK10pHVEG4QvxqchNnT0p9gEx7YHW4zw00Re/U4Zn2CPul07PLDHeuDeE0uIBgaGUQI94dQp7fTmUakyfec+md4TpboyF1BQFp2LyAz4hxx4Z65hB1GO9Jgogoy7ixNS9zFBqvLPVNIGU0tn1WTUQazIoeA8xCeUwDxiCS1hA6RKB0vMKbfCUXeeGXt8aiwQc9XiAIyKN80EFMLtwYelwH5yQMdZOGmYAhpxEQJU1yAsoHBICUbj7LHhS0E47BfMRCTvuV2B7oPHcvXQAoMlgswseoo8lgNJLWOuPYMRlRc52OR6qR4HEykI21tgPKQsjDgjo6ag4n8I7BFY0R8wuiky3UatxLtEcGX0HKnDC3X3KrhNONdH6BJXLXLICXVji8YG0qGa1InJBXu34MA6mcJtKc0jJShv9wJIBqXINha/JzM6wwttkIFK5IGQCbaMQLMG19uIbI8JRao6ic6aNmimnmsELpsx6kJE4XhBtE06+CGYn4kzRNhsIWF+XDiQ7exwNug74BADYQAjhqyMxZVhB07NWuC8O6S5gQ1OVvQvtYZtqvVsWUhkFbjPnxL4X2otITalhRPU4e8eb7yyagOu+RgVSuK6z6bbwq+rFq246dtCgbP5cm4ODAokNldkV96jyDvqOn7tshebcHzRn8PwuCffwCMsJAFyeKXGBozaLPlcT6x1VGhFU2ihSNtFKG/6+gW/pBZqPQjxKdNaZTqK1M58gO7W5viHBbKXRt2gZYDuwAjneSyEZmS2Ei5V48R84Mm8+O/6beBJ6kR1KfIZxyZ8DzQ4SK6TYpzVhGFREG4iu+0hXn2tWGx41H0wy3YhwLT7s9aR6UoR5nucreKVxnM89BN6XZZHvDxuu5VR3FjgK93n+Stkunm1ckhFY1xXYa0xOkfpKOOOz7DIXWTvx9nAGRDVwdKPVYayG923G36LX2q8pyrv6V034NeBkOBr+5gX+Aeou46L5+1xm1Pw77SjskzwBnnnLuBFlqLHu7NeNgIsQ+Gh0zGoeanyeN2GcS68hLcM4uAIYuFa0ADQeOihE8He0KdckmlRRyzLq1lw419H43k6yxIDn5HwY6ay1vwNrjKMy3FifKNqjfkmVMXDU0arfSNiR0QaIvjIyqWuwNnhM239BlX47lGdN8sqlD+dOyniVbjKsjKxg2SE6FoZJtwIE1EsLzRlLdpqoNIh6RmTvMiBLB48rohzpeznCIq4saWI0CMkVwX2l08xwURBRBcL4DCvDMSAD7B0Qj6iyes3yrKNcguUpdRbZe2iS6230RKDFvX4buJd5ZdAKAsAqHqGsJ2duYQThQFHx2AWTZP+1MH2TSpUOCGnE41i1l30h3MN2D1ej6MSbruoGXYa4UmDUSzNfwGzJEXSq9JEbGvy1Yd7vgFXCc0jGMx0T/Jy9Xc5409Yc9KPOdR/6TL2LZ9I2MlQpm5h+7AiY1lwZdj7/ogVF14cBP0roN1/0IbdcZX3m+GwUnQHGOZ8NydAa/UzLkkDxXss6lZ2nYBw7NMP3pcAkm5tLWxVOzg4fa5ka9YuuS8uhphGWaa3Tmw/s082zHGDYzbTP106OkTd+IreKvv8GJ53APe3HLZJWefcoUBNMhGUo4OLAG10OUOsqFieHVk9lKjQc4BqQ87qc+Swd70CL4lNZFAI2gNcW1Hq8DpcUsgxrHq0zGZbheH4CiVHhRPuTcp54b4pfWk7V/AuvxaPqiMYAXEyZPYnJfir4RGHtdNyJs8ZhvoV9+2hTpw2Yx4NyQCqbF55fTHsMnwPUnlWQio+ug9iRxOWqjkFnYk4BF9Q1UXD53vjDTogWVySAPdTw8hyITi/OLBpnD5YyWkikY+lYo6u8kQjFzjq2fdkQAbS1oSVwLpmJ0O55gtOEkYm1XRDBmB30ju2601BfxEU/uSP7howdPRiFFZWuOiJrIkgGsCfwYgNQIBegP4qgvMg7emUWSN8X9KUh2wn7ckbkGa2f0J52tJdE3y7YrzvtrQvQlx15umDJxNo7QsJIxoJruwPzIDpadqwZQA/sz0x/3O3QV9Rw27cixj0WOiYWYNk2rPuOHot+gK5SH73tcB8L8ngS6N4aBY32IixTtJfSjqpUxnUB+oK+LsiWWJTuhM49iAi0U8MSiaUlcm/oaCrNJKNzPtMBsdwRqSst9hvj9P/mZm4y4uMDqHD/jd+nGkQ2RUf0ewG8A/nIMhj7AiwrcDoB/QOw/YUHOF9oLJRXnpirbAUsQPwbMqrTX4G4AJsYSPyow/AIRoj/DvQvOqBnVIYBOpjO+cB5J4D9DhXRkRuwfwKjP/8PGhjbPwKxAv0fgHwAtj/TEYHkGhcRj/1HoP8dEP8ERkk8AviZa86PFLLykWtbfgS2DrxcSEjPPBvYPwPtCtwrOgE/EtG6DbP6WVQn87yw9unlg0pbNdBQ9QT0z3RA9E/a45+B0xNw/1eWyvqyg0arP3M/9yvnuFlAkYK2/gQsPwDtPwDxz0zV7R24+weu8boA1wf2mHBpK0dwv1yIIicJhNdP3KdQGaf2CYNAvh6pbuxskNQHX+kqxaU0aJZBs1DeNHUrQjJEOEK/qYafFE87Yau8gIV412MG5NVm6miqFiTrm4/SGI7iOgoLCxxhOISgLL5b/M5CgAzw6RRDlzVy6bzXECoBls2EHcloYWQoulSOsnCoDPgyPITr5DYbKvYJHk5B5N8xKdiDyeVhWpy/a/qqD5CitlLcvNtQsUiB7BuN2TLyoy0IOeiqFBVcgsQwE8PfxSPKCSGh2spO2MDxjbFSKYH7Hew2pjJrrXTjfiJpa1f0AJZ4RMQdop/Q+iOyf0b2X4BlVXRMMFIjd2Q+kdepbI/LGEX8Rvpvg5boZ/Y/I/oHChhx4VnrZ8TpCVgvVKCWlQrU1hDtgli+SPBZwRJNjxiGsB2tfSaIFhpJ+1XKsutpTk3ZgQkfpRhYcE5n9ziaNhZke0TEghZnZOvI9YLsCadfMzsq0dp/BbCj7/+AxBks5bMj92f2omiMGl6CjaN7rGBGFuDSLAyWOaHhB0avKQsp4o5OxRc5QVdIzjD+0LkcXSUEwd4TLe8RuaItO3oZQHYZju6HTNxOaHEmjDZFoa3PQEvksnEv+j0qq+org7jdkLiveZDfq8dOPiJUa5tG8hew5NcVEU+aT4KZgxvpatyjovUjgXiSXHUCoqEvVrj7ODvZScvQwfJEHY7kjjwj+0nRQQzuII89SVFbaj009mxgA3Cg0oGbDNE29jbRBdVkTxkiSedda3dHlYaKk/be0YOMUE4L/TkrFjQgZd6jMloqQjjBHh5yqoEGyHQD7SpXBtGYRTC0w4AORIrnJ2TeaS4XngM5StKlwlL9J0Ip5Esjv+8MFCAd3MsZFfkJAKNvqxFi3JGmm35FcP6xHul4V/DEN0ZViA3TUmUGWBFN0qo0zSyjAflqxsoMZzhibWMgS2VBmgmGyhcm0NjcsJfxg7i+2KELGp/Sci5WtHJsxXgk6Phr5nkO2MmObmeD2EnDKh13Fz6ID5QhbfA+lxwgr7jAhg3y85MMa8YHlIG0SimmnHlxLfHMPJsYOZe7SeEknVEh5daKbtpokID58ggwoC6CiqDn03OaC/k+ptINNt5OhiMppgwEmPi/15jC+dIcZ4MZ+QeyoUkH/OpwtkLIqZl2sPDsMMI05eAEr8WGKkkyFFcp6g3D4Cc9MS0RqLff7KSSgg/hOWqVlsskX6kh8DC6yfjVLxhljBrYONdGqwTL3ATcd6IMFHaqhDJ5lI3ATDHiOo2dIztqBNlINp147TD0MM+G71owg97vHD0U6MzNVJkcldIbZUCuQL5M4lCDS6Ok6vOPUhM29NjApOjQgqkNLi4VSgO0cZFyOvUJ7tcz2J/hjMg7fXfW+hlsNhqJyrl7MIZ+bVyAbIjlRIPRJtzJL6CBW7phqA9Vf2GlhmUBlgW5d2TfdEQso59RZU8RLFuMjowLcUsZA+xV1dAbS9qQ9iQyn4nT6klIuda4TWdMwxNSQSeJDawVso8WJR3IlupPhqKTuGTBJRDAfiGPaWrmm3JoN2Vk4BGIPyPiCyK/IFb1EutJWbYH+sbAm2gb0DpaozyVaiTNHV/Q4ie4b1EqsyPzmUZL5ITbT8KJBXssaMpeZTDfdQoI3YDliTYL9fLIc5P4tUn/1Vk8i54+nYGNDacRC7DeA3lCNMns/YrYvoB62xmIk6pKbbQN4AmRvwofVLp5VwZVGeK/NVzex7X5KT+FHb0ObKxhfVQ8CajjBZ95MzCXskudxbKHrIVbhRyldzXk/K6qlKFKHyl8UVb6CM5UhDgUdJXub+V1YXoXeSIprEphei45zSVDJW0ZUBFyWpdDssoDnSbZc9gdUmU8WcLRtACC0YLqmaiA0VD/1DlDg++48ietpxro5hF2iFE+YDlVnWGXHoON7ZKLcQL7K1h2mAJxAPITVQBg+VDKS5Vx6qA4gHMHhsP6W6N0CfLnUBllijLCn0acMS/if7PzWDx/CtAjHtqJr2wGV2zoLHvW9Ez2kwtEOoBMfa/UU4KBKZIxU/YCZaU1WDYS+XPGTeGXgs8c2GnbgflMQ9ka2KNwBJbwle6RYhlJWX/i1ZoKAivcZL2cGgJlVF+uYfhPw2wiCWl7k3EtvR7tfQ/hCLMlaO/e9URIV3HpZfersqwluc66qitc2Hlsm5f5K2TzQEguMb8asNLhwwgA+SP07V/ghCC8AlRWG3Z5QJvSXwNgbfLs2B2FpVS+ipBZgJQikFVHPuAMhF3N/dhAiYxw1J72hjeW3cidkfi9MxJyKpVSwOv0XKPbY25AUshraaOXFEDBbaTugI19I+h4AGiMj0BuQaRKHojoWXUT3f8oV9pZ2qqmJB1yQChC1VkNcNQnI6qzAT2CyuSkcFRJpACWbAWn3hJby5H+uHRgSfnxyMQieXxbuG6hmjsqeoD6RNa5oHGmK70XjIRvIeeY9nUPoDe01KFcshCvDqn7DwTkpRO8vzfyQfitw7m4yVGfPtehWMxlZfDGB7538WLA7xaluYYB4r4MYiQuT9T+C4BVXkTWYufCGw7Ny/ozkJ/IUNpJREEGkWUH2pPesdJY1IKG+jBDTK3zVIIrSy3YofGMagyUTC1FO/PaPOk+1bOODcCvKA21M4q1GIh6mYzISc3XhC9l/LCROCS0h7xp2yaBYSUBbC8Y3vsFyA9A3in1dmGJh12CTgJuyonld51dGVniJ6Dd8/v4HcAnsNcDRCifOdd2BdYrn90XrVsZLYuMRv0XriPUuFyNmnG6/0MCXzHSydBERtXrCpOWYhZmeMXbQzTPDH8i3Mhi5FkCyiRAhueQcFqdGZYbVVdtSXniy4hSUWAY7ykjCK90bD+ZpGgevExHtqAcHWTyo3QMFbex8JQ4MQQbCV4BZF3nyADiQR4E2wmAlkMN2EknLNC+0dtifi+NjcCIaNF6JBBVpBq8FsI/o5M2aZ+t8Aw4epOzeNLYV0/STqXp+q+MqOhR37OOhQbglMmimXmV4zaJ27nQ0Ru7+L0EiXJg9FojcKk9Nx4gndYpnhosL8M0S+5nyCiaYRh0PqvWdx2CHFzj3uVMGpx2fxDa1SA+dxqaI9hUj+VniCOWBbj4jUaVfmHmQkQJ7WU8yxeUAaVRIHe6OhU1XReqKasavaQNZ8Dp9nDqbQf7F9ghz8hD9ktQGr56CZRR29lwyoIMlfeochEqq5iSoRyV4mjGiB3RXuiTyakOcUKRRYr0A7jvmXSQdpQM8a1RmSfxewUh0HghI1V0AC+gMc01nT8ilDUDRaMPemYhc2RhjdrlNpo6+l60rLvpO+kYo/GnM19ZBhuqCSNC/yuiFfw+VAItHdFmWDt6upos+1027Dr7QuVAKrpO/Se8V7gAeCGe4EIlw2XXqjGk1tZXzfGCoeisQD7yPKazkczHqVyWUzkBNnOdlLjsoCHxCSw1BckfFz7HiknYQGEj6EX0+B5VxqrgZseKsyh0JlMCp4yZdIKmttEGjo5qOFtRy9/BOeSwYd8EAKRo1eBnQEVGl5FDZwc2uuTEY8nJKLeLH/odMfXbkHI0ssCyeEEpdvUuKfuKqnO2LnULZtpl38b1SQXOHMaBCak1ZaDe7AM9GvX6P2squk4rMYyqjxFQuEUWOPPPrJUGYqIdco7DxhkFill597QRcLnD0pv8ipBsB6DOlXWlydjiNRb6oziN/tD6Z3kIUWsdhGDIRYME9pKU3hrVoLurzjRaXZ8xZICjEd5yr+h3CjeKHmyFI5ZvDrMqX8MEqwE0lOE8fcZ8AeVR7zAkZ4cNkhWZO2Sqelb3+2aB03A0tIe84/09ijCUUw6ntzJEUHAZezfJYsh5WnAEpu8a85qenkAZoqb7xvKNx5Z9xAfK2JbjfdCz6iMbcvX2HBGkAB1vI/DH70LxexrQnQXvhf0RukZcb0naGLnpTClgyT0E4YCeDcCVfR52z5/rDWXrRbpmvWAh2a2oS/VjcKk1wDoEV9klhwgHSsQmvXHJDaCpgbRoeAQDFCAnGRqqPJDlpgXCNcE71avR0IqdMpHwio7yz2D5xS6Dma4xnuxyQFaVg15fZeFIAOk5LSqh6rluhTeJoBygwCAaBBdQJxV/GV5byk0th0wkQzxPOvcCaGq5EkDe0/gMO5USdLowI4TtTFmaJMOGc2WLeP5NwR8y3EVbj3Let/AtVMq6NpVBtSkcZ3lGywSAadxwLouuV+bXjMt+rs4fVuFWFn2hTnEe5x/AaBrt7BbLM2aa4hFIOHNgOF5dlsh2OPM3BzZYtlzG60I0uWhjDhyZfxxYVTRozshIDJnStEXXxobMwYO5Jum+ho+DACbDMee2HmgaHCxRfHvC+xjzNM6H3jWu8Vz9Lp+ruhjDETPjrOHr82TZSME3llG+wUvHIoDK5CqmPvjOyBA8wqv2RWcqzIlClofSvyHuv9dffK7LZ3nM8lkWLec61ukdXi/xjijoDC/DnPDIlIxrZ1l9J9lO9IjneHbCq/dJJNwbwbbQnPlUHTPCIWyvnPlZ4cRkr5ngOdZT7KzwPaZrB983bjX2Hw5lkXhtGI25R6awJyp4AIMOF24Zh45nr2wMo24W+ZIq1hjuGcu8mV8df9gJwSyGBS0/oGPBtrygx4b1ckHbd6zbghaBfWEZg9Y3tNzR+hmt3yHPgTwBe+/Y2xWuWxq9k3n2hk2yH5tdowweLRfqspvKUewd6DvvzQ17u0NvJzF1MrelB2JbgI01rbI17AgGYHfWkB7xdYlYrsgMbLvqU/cgPbjj4d1WOQRULqBfghmQ6wv60oGdRvlAoLVAnFItBTqWReJsUiXa2yqZ4kXbtwuhSMz3k2LJGssN0fPf0RYq9kue0fqKXHbk2rEpEi/2RLskcN6BdUOPBRfcIbBj6S9o2LG2C5An5P4gBctIx4ZMcSXT3j/syJU1uqmLqEZYpzLaOtCujJDPvgDrjjx1RqNil70+6J1b1Awwd9qhpyjtr47+JxKE/TOAHTi90Mmx6WRun/j93Y/A+kAm1juwn4H+CJw+AeffGHH/AhrNTzKk9w+8fvnMZ11PYLTJZ9AT/X/waFz/rwA+gjWZr4yCaCszZ3oHtt+B/b8Bpz8B8QOzNvYVWC/A3TMQv/OnfwD634OR+Xcoh0d2YP8TgAa0H/l9PnJO7Z9Aw/zPQNwB+QD0BqwfgPbASOVNddHbCchfAfwz2AfiT7y3/851LOq10GR0uv4seeCeRKb/wvk09cJobBYK/BnAPbD9CuQTWC7pI7D8DYhPhNm+g2WvfgZ2RfymHEH9ykwMgA6ZeAHu/j989/P/AuRHYPk/0QnRfgOb7f4VyN9Q0UEpp8X6BWjPwPUnYPsRdMj8yHvOn4D9d2D7r6SAS/DeRZkwH35GGYnfom0AHKVA4rpIifHcZcSQIxGwcR4K4hTd6aQbqPI0MQxmagZIYZ2MIDFFvZvbxM7aoWbq/SxjhISSVM3jNhyqCRvCOA8yyQVlpKpaxlK2m6PL5QTtkzOvaWaSGTgLKjHRZAwCUOU5ulTXhIxuEkgVgT8cOxBPHJHf/JCR04M398GzJQOlYesaiqXkWzCSMa03sMyL64LL6Qk1pasmU9qvZQh6jD4JyXgdUPO/agQmY1xFJsQqmYsCfjb1MyqB4OsjbNhXYyoaw+UEiYSjeDO+AO1CQ8tGYSsyke0Rvf2AaBsWpbO72VeljqZLIVEg7HN0Qnbk/oTMxBIPXAt2AE9iQQsYVc5Mgd4amqLCo1K9k47gYF1/Gi4/cT1g5HbGEyIWOKoH7ROQO/LqUnNnRFuQ68rSgv0Jse1UEgOMIsxnxL4htg1Y7ulQ1OlBviD3X7iuxqi4WD9wH3ca1XtbAKzI3Y3H5Gxd6MC1ATD7RbXbNzCD4YTW7ihMLYHsZ/bAwlXObJ4B+pOfhX+QQMd+Ri1/B7Cht0WBBxKk84UnIx7QcY+2PKOtX8DGjcps6KACr8bHrD/a0F128LoK13/DrZH3dqQagUf7RCcQ7oBckfkRmfcI/A46BRxt9TOYufaJP/ECMdER7BHg9X0Z5xWAFb7Wn0Q3Os9Q/IghblrdIz75PpKIFyCepVw10AjvslYMMsj4gNF3YSPeYgf6E/c6WDf5kJ6PBOIZgQtCvSucIVoKdANyCUZw5ifQ6faCxD0if4QV1oo0zAXRH0XbfwVi05xWZP8RrK9OJZXrPSHyXvzxWnPP/iJj1hWs8cssj8QvqGAenU8adX7QOh/EJ37hs/qFa80HwL020IlDeSX/dF+dPGv/GmUanZ+Ge0akLIou7Itk9Q0RzNbJUg6/gm8S77oMEs2lPTR6Gf0UYWijkfFLSlPLC1rSAZXFR/kcG46NY+m+OjZqODXePB0p3iU6WMY4ZVRiBZunEhMd9JeNWc9V8lGGCL6LPKOVwYuK8RaO1CPtqaxBqOeQyhP0MhAsmg8NO44Eb1iwoJWcQbWEq25VOrYLpoRfqZjB31H9ZRzotKNjn5zJLHvGfn9XDGNXYpcBU1oY3HcD+YV4aPuMSp+MZpmWX6JYNB0kdPRUZ4wsdwGGAYhnNeAMlim7863Rj41bI53VZIMunw9nwMHwaDJ6KEMLzqDakbiAEajKHFJkcBkAyhHkwc1xs84RKXtG9kX9BCc6A8AlQKLZyBiUW9L9AOgQZhS/ZBJgCu7ws8zXKT+MoBD+xGxEKtpN2a3cIeqjlNV12e/I6Z0JOPPFr8gJ7jOsMWBf2ST+th2IA8qQWeV9FC1rmt0s1+oZ6jMIRcX6J6spcZec22Q8buWMstwSNrKmegRhn+b4bcW0S7ZvXSV+d/Gw5ZHnQDJ0djuQL5zbfk8bgUtORqrE8goauiVbSIanb1iy3C7HdKORJ9uz2KzlXmUlbD531OHZVFqyblvQGzs/sIzajsCCttwDPdmfAU0OArD6QgB5Ei7FA4CGuJDn9FBm2RrAcmVwKBLYPiP6C0YEd2fWpmuHR1Nw2g7sL9qXRluETjwzRTrSJR77wh/cgRkFXxRQIF0j7plZs+/I3hGi5eiqxmDdQGsGLtQXlS0YWLDkItGYRtbc5DDAR9Jm0V/sT+Sz/RmxXJC9ofd79PWezoboiHym/L07A+Znri1C87kjrlUptq+PbGzmHck+Y4wOnwyb+QOoLxhvL8Ij82iXJY9B88ubT/5VkfaxEs/wojPjM3aW/mQepneorDMzKE6ozJRQtlE9E+KPF9K3WIB4FHztWLrCTp+hbyUiXAL0WQCZ+ERYF7QzsqGcMMrOHsEou86idVNn5tpRCFRQRm2JDL0uh9kBlyEltFcEJEdhH+uDgiQV5AuESrEZloMfheVnHjqky+r2BJ3h2oOma7rLdYLvTQcNiY4pm7b4RDawF9rEK7457BRWYJx4nZ2TE3mBKTj57kR7HbjYZhqvIGmM/gahIDbSaJQzpdzbVR0BqCAKAM6eqZ4JcQHihbJK25EKPC8YRVYwXQWvqCSaHdukNVnBJ7V+0B7soGpWgbiWSR52VIVoeySqf1Q6w3DijWm8BXU6JNznyFnW7NUne0SAjs8dtEOFg1vcp0F4gUHn2IOUlYvSJTPDcpR6Y6X3okmWVpk6OQ8TcjbZRlQllL2c1NyBkdXh4BTJQFMz72+NP+yEcAMxFCGSkG9jhVL5Uyn2DLBQ2R+oiZANTF3nUUZwepctZPFzyj3y5uT0rJRBKiDGBbA3RQAlBNrAxxILiURX6SA6XHVApsiTdPivo32zlYGNgpsFIa6nNcIkALTsdDysU+TMCsQSaBGqNc3VZ4YYnZE3iT8gA+RrnCGBQRQlIMNRyejCCQmUATKT0LUbjc7RiNyhOmbcPwlBRUy5PnvvkPYUav0yTFZZGtCj1lsT3PRdp6MhsB2iuJyWnm5y9R1BjzeJ2Tp9yoZSp++2BaVg9qdyApcMrHWWBz4W7nlPoL+AGQpXPVeR8iFm1nygLqj+E3occaEzy0L9MtBk7N5B50QPOiSahOh+NxEL116OgjvxUd7zbkbxSINBqIlmnjAaYH1G1ebOTmEgX/gDlWIKl6toZHiVGrnDZV+q1nAXgyyPugQKRd847YtlKthUtjJCcgWN3Q9617Pw7CwGaCHfdbVP0/4FqvlYvmhtwg0z8N65B66J7hqBYUNrxzC4f+C72kbDynpPB01/+A4xNDH3+m2omCMMMHDfigwmg7iEIjjC03Slyg1J+HODI6fCmkEln1znu6ImPMVB22bli880bEQD3fTZt/khMwjIBfW9DLScBFzCIWvefrejF2LAM9p4h6JDx7tmAmPBWWvEWM6AggXkKf0WKPoX81rqJRMsiznyuyoh4gjXORoohYP1DNK79BzrOWOulTJZBpzxLsQccfcd+rY7isN4IlwxDGW8yrDw2Yv0DGCRRyXOcigZrvopAWCtWQHKHJTwwL2WIKKSEKOp5BXZdqSityxwAeK19SpF2oYjraVsIUFD9wJnJoXWGsosi5SBtcuA01NJZ1YqbICQ00dO7VHLvoGOBBTtyl0R+N3RG4bVJn62kb+a1qv8z4iET7A5s4VKn2uXyXEkfENK0GX94MFv8oADUvrnyLwyQNuw7nmg+G+dZQCOZuGv+l1GJ9hw9M1xpDMue1FGD/NUZ4tEB7PoPLeFe4k2ri0+4cwUj0H7xgkxXYMi+4LKdLIxe5XYQMNI62apDt5vg4Z4QjVf01y6ncd8N5XkFcBZBo4mHJiUYtbO0pyl+MkxSxqgUiFdsoPXVZknu2iCyhN5Tpj5KAbJLsega3Njoq2O+JejGnc4KtSEe+ABqNAZlQ2Dog1lmEvLi60LF8XbLWT6PDU5aVJyojMh4AjNRaTS2XOmzZZxvz5SsOX+BZBXLZX3FV5M5NP0y+BCYUQTPZEMWe+YQIiAG+35p+jwwQES4yaY1fC6wVVIv/wWZjlvjPIy/6mABkXMFctzroVXAEC8FNO7eLT9nCGjhvhe1JxGLf0heXgdhmLTu6Z3jpXgQAMBORWs18iwJKV5PD1kZLCBZ377FPk+Rz/Obx6bOD4KIGpvxmc2bkSl9vvLOXP9G6NkCa/fcs8kZ2itqPJlC8qAWZHDKDwfZbTM183v0hcVdPm2oZwHomz4VW4Cc35HG6CRYyIguh6ASzqMdxz3bwKQfmxwNA0MzCXfCIYcwoP1zklmI2+dnusM0ldb26Z3z+NGBi74W1Y9YiWh5M99XR9/13Uw4ry6n9eNSMyogBfzAMpGAct+mK4f87XT8/jub4yFmStsPt3hsn3ErwTKKCnDYOxozjoz/4pl2gfJedXD0oagadltUXCP5JOqBW9HszNL7QgU9YygTi7nE52AbcCkaFdMvFTwdqBMyciiJRXx7ojioM6WCZecIZ+nvJWZCkA3daGhkPJYG+9BwBU1HDDj6zOuwwEWlkEA4rn0+gDQRunH7ClHhkoStQ02OI+m6HHIHgmAZcQTiE12kCpP2GHjcbZNThAZ9qopr8+hS04yAIdlMKHPMAKFqgzat0av+VE+ktF+KrUzekVpnw66ADCM9LNs6rMZ03uUVYYp6M6yZ87nmLKVDdapskHDmT6/X/CzDBKTY6B0ZYMhAWyTY36ep9dsZut5jzXX2ko/G3z8wJSKqJkOiP6VjcxwmPAMUWtKy94wvjeU7Dqf9YK39ik8F09n8NM8yKJTdL+M1tWQ3nrKHMVf/MtyrPUm2ws9h287vMZwZDyKr9aYHFiwrFJ7x70YpgvTDH+tLyrjYeUzpldkrXEeA/fq7PqhonUlGZZuOCSl+j79LM5lwj7MOQaoO00nbbQHHFBS/Ca8rvksTasxDANTYMQNPyw09TO8XvHn4oG0VzuzdUBMjrSYZCs/3ShfuO5AM+OZ37Rj3kM4gKwelgraGHOZM1sG3UDZXbKQ6NvjDzshdimfi5wPLZSSdhLzvC5AP4NRU7vKFwWoKJ2BtiGCdZuxdWBZ0Jczn7XLOLHQWJHB6I92ZSp6X1ZkLNjXeyCUaNITvQtJlgYL1Cnjc2ZjzMsayL1jl3E49+A+nBsaOrLTO5p5Ij40GkjaJkAuQLZAMxEJGoRjBVoker4gc8dyCiwnOjMyGqI1LMsi0pzo6NhUizSv3BhnfPRFh1KHJ/AiW6QUf2VdZFNphkXEcj8hckEsyajeBjpteyCfGrAGlhMPUctF6MC0wrb0cRAjcV1lyLwAkYF1p2Ggr1JIdkXh6mzuKz2w2dh/o207WnbEdUN09lZouCNa9xPllM0IfiQ8b47ln0QzdXC3PwFxB5buWUd5pvwrsyL2Ew34XV7QnmDTZjGVaMC6sk/B/ps++wwq/H8hLq8uayQi0BWFvwFlFMpkRsXa2SsCH4DTI/DwwAiJ5xfgegb2j3zM6U98Vsg7n+pt0Ra+q3tuesfLyvnfPWKksCZY+qkz+yI+Af0ewAOQvwD7r2BD609A/BlY/gzgnwH8J1R5JSxAMkIXq8qm7KxvysgUOygSiA9gyaedz0UD8gE0TH3iM5dG+C4r0D8C+89A+wKc/gbkPXtaAEB8BCNV/zPnnz9zLutZxO2vpJSOjEriKJZ7zsFOpspSMEguAH7HEGx+5LzbE3FnuQMe/kz6c3l4zUznUYqsSpfZQGkjig1N6PIySyjtK51YVQqOBp3EVtHHjMhsCJB22RnYHX0lp1N2MYFmYVdRQ82M3t51GaHSQucO9IuUAb2/zQzRDNsKRJefR3ueQKXEJsvM0CCBsSY1Vkw7wWKhk8dpkZYPY6SwjsQTMcxan16tF9i84iiInpDgxojQ6MkferXlbCZTTSwlHJDfmb5MRkeg9r5JWEiXIWsrDXA9aQB3Qz9HzYUUmRKgG3KZjHdwFKWjSVVv+Tt6RT7T6dnOiniIq3CQtcHpwFuRy4JcGpbcsfQdaCdGVvcF2BOJE/Y8A3lB7l+YqbLsoo8PFDTyTJFCEUWtnHkyrsQKtBUtWFfYzZb35W/o8QkRf4fAn1SuKenUbwt7Y/QE+srm2suOaKzR3x0FdX0kbq+fCEtsiN7R+qajwQi5tjMabb92+hrB9Pd2vqCdVIJmkfE5LkCuaJ30IfFxyMC5kz7aWQKQTiOA/hmRgYZn0t2gTBH9hOz3Q3GKK6I9S/ns0n8CiBe0YO1fdPVP2BU1fqfGg1c5ITqVmCaBMnBGxEoZY+9A+6JoRjVUx4qeZ0TvwHbBiNDPIQsryrgl68B2GcPjbjYgvT2qNFx3lBUVGTaNXAH8hMj7cebjMxC/D4G+r8jOqP5syoiMVcKwnRBSjvqz4DadywSdR7EgQ1l2O6M0I16Q8aIgF0XxoIMN2IXL+QAdYAryTc/CvWjiAuSG6J/J1/GJ82s/g+UP5EzqzJBwenpIkbKgn9iLDgfukXlG5MOki1nht/zdpTd0OSEC2O+APBM2XnyXkx0XMBshwNrh98jszIRQ1gWzaH7ge/JJMFHJRTDTkA3Ezwh8BOn6r1xHv0NAJSP6pj3QHpWumMC6UNZRPdsIZwGsiLaS9jVd674OIaNAugTWN0ZjNGMkjYBUAHeMsoaiw4W4HdFUB1lPz0wsYMm2EO09mGMbn+OIySzHz6IjQ2Wxh9VMMp5QJqLNGY6/JS2XUqtyKvzDGTa1OKCdhXcXTbbVqkI8M6Ucs6zSUNQzOzMRFXQSbkCcKjslnLTRIbBR5Q132vC7yP9dJmMXf7TRbYEDJWTUCWJ1xI7FJQU9LfXfsYIbckDFpDQ7G4YopPPjsxIbDmWQIN5QsodhsaBhgXsgZNqN00gr00EbLhvQymn5tZGr1t19hkMbK6ekDZQ2AO/krTYGZzDziuTf810mPNVPAC7hkA4UKvuAaUYzuKiL4iJpZBFeLkXXaY85A+0eLgccucngrIzLdESx4eFZJekpEsDlaHM0bVbtaqTLqNno3MlntC6WkXnUA9jjIars7aaoUQxZIVTqwYEPgPBwkexrAFDurZIWdnglSKOCRvosp6xheKQRNOqHrgXChhC4tN6Qb5np5LnfI/KeawplBDQ5bOIsGTR1Jv1ew/Tro92ftbwdmRuiPwH9ymfHgswHZH+Qf2nhqYiGjDNhnexxEAD3WTQsM9HxgogNrb3o+6AcuP6sNVJ2CZe2DeJy5AfKeU2I0J7Q2otUFsrBmSuwnLAsZ/L/VK+ETfJy3MmeKQPgDqAFYlWpI/OB5uh44fSe1KlFf2rf4hnZvqDvJ/T9zGDIBgAXtPWzaNXc4y6xJKtRpMoAp+iZyyhH3BPP9jtkV68IByUsiYgrIq5si3gNYNnAfosbol2EZg40kv5yVcbzsnJZ61U434HdjdMXZFOPvmAWZcZFeHWmnBDUJdiP9Bks33SPjHtk/ATqgerv157JV/YnfE9ZcEBqGe7zpL8ZvMes7x3MQFhRPYnsHIODBEWXq7/VcCRkBaNcdK/PaeBgGC1D7APxBQyMzARyT2ScAdwjlo3nITuYders1NPN87S/U48K9laBAiMCiBMCC7KrjKT1QnObotvKIKxa9XbEGhbE0QAk44lmWc+GdPrsqMxa67fhEq8uQf0i3h/IcsioZ0hLjKAP0sGRobDW/o1eknLS2NnXbYB2ME7Wc+hA27VWV1RIyvE4gVlzG+W/2DGyyBQ49R2xDQDiYJiTjSEx6LKyGRjoKSdaCWSm9dSLo+/ikSG+Iach7qTPmG4PyY66v/oXYEUFmwFwHxQ6gQH3Mxhwso7DQBnrdMYTOhPXkp3Ib+xwcraqQzSsI/Dcsc9R4xnBBREbAtThEuz/hi6dpQJPzTeJW5afYrc9wd8Z3sr+xiL5wWfODpKrnm9bhrKBy2lteWkKeyj6QnrXcSdeLTh0875N8obktbjC5fPJXk/8iSZZ+4rEE2HogFyfIwdZtnltXx9/2AlRAJH3g1Wpu8uJ1pkLI4JfHvQQR4DXJ9B7IJr6OwBMT4SF1oEGZanu2rBdiKcI/ZCjI73Yjmp6bMWROgIVjECguXakJUgbpGZo6avy5MtbzqBrn2YC34HLFDYIp6q7JWHU1SF3C+c21NlbqjmkSg3xTKb7uMjR5ghZMYcQ8ng6O9D7FCslJF0qBTXq2kwwRTLJZDIsWCftLU2Rt74eQGUDmPgrYqPnDpdo6oJRTA11GAlhz60Mru2mLulbI+5LuBipu+qvgAS6GDoSxXQc0dNEmPo+nL+ZxKMyRlNQItqpDBGULTBHS2IdjKoiDa5y1gYZVF8U/PAMGgRsSBASRqCi6lNN4ySEszyTjZpBw1x2XZeg08KphXegs0GNvuMO5Sl1Y+52h+q/EHIsVATBE0oZc88HCfQcj4KPo127GNgQGtCTKceOkAvhRjFoMwb/LmEoz9ojR26JqDtluD8QBlIQ0O/IsCv4wRFHZ4wyQ9r/LsZfAoX6bGwgQ+hfvsmAx8lvN5/McY3+RN+WQOZ//LcOmD/PKNo5vMgDlayzVa1080dTxHneek3WRYNeHqctRlLIP0ff+cX+HUXTh3e9Fe8ZUS3HZ9t+9xqu+bUvMEN6PHMY8sd6zEtQ+E0ZIgVaAwL1njzedDMjRzp4N02fG2nLVLKjcNqOjIreuIGVDQ6KgItu59H34oTFj/hL8aI8zH2vOYZpWwP5nDL4AhsY0SljIhYtmw1aqw6oha0E4KgyCcVEsy4I6UzmCYmF0U1hfn8Fa+36mQJHJFhfV4pc3mHwmgZHs9KxA0Bp945qizKkyDFUdOoFwPPgbXI0cu5X7YcRkI61LE+Y+N2Ep0MKnY2Cu4QnZu5Vc/YAijYBdLxD0fqxowwoVfZlYpLpdQvrYhXOzlGHABstPvAZzhRLoKIIjYeZSoxIVKBw6lwny3lUKYZvDuNwwwTU+jxKkZpoVzpyS07NFM84KCnOOhBuSD4oOACg8majhdYInfcQfwUbbpKubT7ROpfC/zoXdsZGwXb0PlB5DeNF9byykqk5ThmzNa8AhpPB0WxRBtwxDLt+87d5khQnGb5MicuBWwxN78hJ7kBD4g6swWyjGDCi60akW2Ib5yfvxnc1pxxTK5qHcRaccVN07jrRPuNxmrCCfSauPMvfpXCDf/rawXX8t/lXw3Q0eCan6NByVBRe6r+Zj9U63joJcfjJwqOG0XzvCLkxGc0ljSvCiVt9wbhU2YHz23P6aOI9h3sVWefHmuZhyqvL+XpD0PPi70RVZ1hPdD0qn2XMzwZ740nJMf4vpx867OIG563ovhJUcvBaveoGvmP3B65GwWFE7UJr+MYoBXR6wwEJzLPy+L6vXffWK3DYCQymQl48mld6HROcikdN76xXmcZNzy65bjhIczq/Yw9upl7QntcxzXeW4csp1XEU5ESbq2Tm7BCY5KBCI+7ZiLL0NXj192EXc47YnPASgA2g4yAY1vv0+Uwi7Dy7eedATFhGoMzQptfx+XFwPnyHl/YxzXFOl1oTKwHYENVRmWvup5eotZi8pvAiuiN2LY87W080pIKlHM16Qiaz30pWjmBAj4IqiXo0yAaadGA66AKg4wKzljPLvfOwzcLr0p7nDT+QsS3aBoSyHUoPF+3li8FSNtoayEkdMQx+XdmvzfIjgZ5BpzWN3DESx4uOmf5N91UwngMrJMs4i7DSl/ycpP3BqG2ZpmwBztpbhKkbWJ7oyvXLME6bxZcJdm5wGxg9rb41rjjKUy5baZqi/YgFo6fIzGNmemDc9/k4nqla59jMAZPD+aDc5PJYUMZJ6UTGRdip3Aj/DJRRqyoB+NrhZKWT1vx0Os8T+6rfcsruMO2oUjogbKoZ8S1MbA+aZSeMv90XoWQ2ORS0flQmq79LvO67UAik/13lRGfQ9GimmSVzWT6cV327t1rjQUZZbq69vf4bo/Z6Dvo0b5N+lLRmHioQHNYw1sKPJ92eRBLm9jPlqX2cKq7MdCg1h3I+62wf+jvUlSQKI2hDj6vn6vwUzfB5uoFTiQnmRb1A6kzRLPtdUeoJbqIxAJwBgunf0cjca7OcMsvrfjD1EfotcjqqOmsxQ1ObUnYLOz5mHm/+bRvMcf1HnjrKU2KG6XxNnRfvdx+P/Mb4F2RCnLSRGxo6zrEBrWNbg3USO40RbV+B64o8NeSiiS8Na3aseUXvK/bthB0nYKVHrN8B0YN9Z0FnBVoAJzLNeKEXJy80HCyLIjLPK6O6krUO2wY5GyS+BqsSVaRTX7DkHQ3mmYgeaJu9PaznBZeSEsPrVxKwBSznEfcbaZwiL7CnyvJQ6d1PC/YmeFxHJG+PHde2o2Vi7QBrtt7R+HJdWHHoiX0umg5Xe0hgSdZlTKDvqhe9bHQU5AWtdfTrir6xpMSeO1pb0NaF5QgXqbON2RT9GWKgirLbGTHb93vqneszIjpOCcSu1PQG7P2C7DtOsaJhQcsLol2x74n9ktgbcG2MaGYUI32M0a9oGzMjsj0CS6CfbND/Fmb+60HY+g7s/wTkJ2B/ljDwCWyQ/ICK3G8LMyTcc+HlGS4lgX5mHe1+AssVvehAvgDxH3VofgKNAV9EaH4E4iNwZg1qxC9APAHXz3KCPALrT8BlBV4CwH8Hlv8ngL8H4t+KSQVYIunPYhS/8dmr6n/HI9fbV9nuPwP9Atz9I+eG/wuQf+E82gfg+p+B/T+yV8n5I9d0fQD6D8D2M7Mc4q+y8/+JDqCXFwlIfwXaGVj+HRB3QPxARhJ/FaD/NeeUn4C8jEiSLoGwS4hF0AlSZauegPiNn/cGhqL8M7/DF7AZzJ8J7+VX0b57wmP7VULqD9zL80IP/mUF65Oq3uSinhDLz1zX9RPw8pvm+s/A8gisfyEexL/iufztAuAzsP6KoRi+HmX0d5RJ0IESJZyamQDFgW6FtXQ6ppxMCX7WB+HOQJVmC2e5lCxGz3QrG6aizQAJb+KGGVJ6h3AWLlHTdV6z8f6usltxFo9uEgBs3DKjU2SOnKHBWnLKmN1ED4PP74xabIILo//Na5KZZLDAgMm2LybtxohBulqNiMMOVt6NbhiraV+oeWxvyN30o03REFI0MkuZyYouUc8dK3X6vBr+xYWRTc7ukHG0SJQyUSJ3Os2CNf4DgbZI4NhVK1RN8r418qyyRds9WbWiDhKKvs8GYEPrwWi+5QN6uweWL8j2hJZXNDwj8YA9GWFEfHhG5mdkNvRkBHisMrpvnQrBSrpZpan2O6HZHTJWZL9DdmZGNFyRfUPmr4h8QMMjsjFbJdouB/GObC+EV/97AB1teVGwgQ35dA7niYpCnhhNxuyLHb1/IMYY3dtfkfELgD8pA25Ftkdk+x0I1iMPKfTZjW2q6bnow0141c84CHSKto3OKM+WCyNU4sKzmydk3qOczv2C1r8AuSHbBkY0ftDxUYPqTedPyn7bhcXrier67rqvOzMH8ydkb4j4jMgX4hR25H7mfKUwV6TiCmDhuaE//grgV6A3LM8/jvV9ZbhkXE+nwityJk6IOCHzkTy0q8Rm/w2MpAJySc2JtYmr4WBewCjTF56r/aNOruhd2FDyQfMTTbWzOlZEPAIRjCjc7aR/BuIFmRfycJzBXhnPAL6wnFjKuNMUgZQud/Ag2D3z/IeyJq1whB277DGR8QMC91KgFREYF9CoL6fMofxcA7OV7HQ35WuI/jPplTON4le901kBX5D5jMxnBK5cXygrMh7A0iGqvYwQjF5Ei9VTJT+AjvdfMEp+nMDswgCjuncgv4A9IkSHVJKKmS/g/m9XwfVEman9roi1Bvaf+hkuW5MVJHAhv/4GLwXM0lIRuxCvoFKS0WVksvOLcqsNucxggHApsJcRYIMVQjognPkwO2uBYVBUNl+eqCRaC80rEjtGHoZzNRREI2cwI/W2oY9gQdc7upS5yIFXACr4yAYGw4lBOYHh3CTepMqiucRayLBoHXaKfyIOBaMe7WgI8bSh0jOqsDEaq7DTGdZCfs41QxFt4sEIGSSBKqNQDl+u0S7zrGCABZXRmIBLlnSwT1WbViuJgLwDg8+nouorg1IGAUY5B0aJsq8h2x2fHDvPcZo+rfUcVO+Y3URVeyYDfKPcyohG0wIZBRLkzZYrUvKWMIMgFay1WWmndhNcEJRHm+RmizZ5RWwXnc0FLu/A6MarICSDWrIGdCiIyc4l2ABv2h7GX+1+jia2bnaeZi7umaV62Om63v2qdchYo2ykdJSus0/DuM+dHiWbh6GamUe76JYN9pARJY0c5APGu3JCaf91bmmcdIYngAy4z1e2ZfDsau66CRyLYEI+7YCVqHr5L5y3+018Y8SLXJAyDu6pmv2dWSQNzDjN/gLEFRl/AtpH6gG9AfkbkL+Qtrm00HJWhijPLfHJ2SIr3MenyTDYkwFbHT8gcWKp6bwiuuXXe0S/Q7YX5HItWKE3xHUBgrIMWrJ0fUK63XBMdvGKaAy2bLWnzn5SQKEMvC7mFusFsbwg2jNauwBX2Uj6jrxuaG1FLHfk2f1PBGp2oG3I828IAMt2B+SC/aIgu7sXnu2WYJDNi2S4ziCMjTYnrE0Zsx1YXopuREB9iYzDJyA/KEZB9fOdqb3xTLeWfI736BpAT1bdaAFGRLNPWsMVPT+j91/4rEa5gdD8jNz/O+UdZTLuu7IWlnt8m7iB2Z1oQH4Ey5orIxGm3S8YhnHzwZWR1CpV7Ohq8lsHN1pmDpUVdSSzjk5R6fAHQzdzYEmoB2SwR0SUvKSgp9xLLk+XVMUd9SifuZsAkpGBPGfcDI5hGcD99KqRumWEdgfaVSBZiE4gZPB8BAOgAfO/gIOmnQGW8UichGVH9r6ojAqcEfHI7CLLFKKd4fKoTf/koEXMJvxMWFbZIMnLys5ARdyLP9Xa5JALiD6qrKyrJKCj1/6fMYJPUTAMl3z9xsg9xUNkA8szIptklUS0C9z7KEtvnwOMzHui5M7SCbSBTZkZlLxayUqJTXRVPF96ug312bWmAOlkpASMJP+OMQfyyBWJO8Ibkg2T1XUyBq0zjChbyiZgeaQCw5SJs+zIpYPOx3vR9CZ6fHOay1O98nn9vrga1wMMecEysnrTwPI6hUCbgJBNqpWdeua5lkcUlCGnW+oe60jRrqi+dqH3JMhH0RVMRlt2qJ8f5doz7XOTrHqkDwuiysgugr9KrX9n/GEnxIgIsseP9QBDDZyddmKjtQXTKEk6arMC7NUw4kX4XXYJUXO99HCH8TxORfAvGmRhGE1MQLEX3QKThRNvmuYGead0YJmpKu/qDOOS4TvY/MiHMBCxIL22ikrIMWel4CrpGLXy8hLPRoShWOUUBVyE3FkfMQ7MqJ/O3zM6oxcbUF7lJmRudtJwDsOIJyGwFNXj1tffDigweCyH1l7ol/py2iMftDw8/ivD1zr1WZkOeQ+4EW/OxNqMWKlvGYDSOqtcTvM9moAjRiBhINVjoanRUywytrP8RqX61UHVwayeJivoVHgESydsQDpjw1kbYhzWxio6yQT2Mw3/ucu5ZSLvZlCep4wNqdRAmLhcQCOMmZGJdgPyDsyOEKHHZ83J4T3XAc+EYDyl3KUiOyw42CGROwXlgOB7ArM0BkGHSxjNGRIBVMkII5URJm2Qu6NA4oZcviznX6R8prIsDrTKtONbGDczpBjPLuPJgQBMz5MSCzdnfeMdzoApOsV9d+p/Vt8J982ZWGPBz2sd8/K5PaQQVuTIfO149+s4Ue/LgMNMfwZsfcDb2CbBwlEJGTEitb5ywMunU/Qgputi/Ffwh+hXTtdMP3Fz7+E30nzCJQXXaX7FqBNu+DfzmFonNOmKKNC9TiGOZVw3gfVbIxwhFo60NtP3BZrvmATqvKUcgbq40rWbFP60UQ444G+qnJ4NT24u7ejvisqqzUUJjs48FCzqSNthFjQijYwIGXDtcJMAa0HWQqnrWHLs4/fISUi0UW/DHDV6GwVSpeSSMkDxokM9VxlkDNaUfFFNu5ziDAm+KtkDz0dlPDSrEZno6HfThBAa+Fk2pJh+aV65Ft134zQspl87KvskhwLBWbHp5jhQ3+Omjgiy0dSSl3ia3ofYtYcLiifWfTKQVIkW0YjY4Yau/NyKmfdzwrNIkFeNGqtM6Z/SPFwnP9wM9iRlr2EmL8eD3gdMiz4AFd1fSpJPhvZwjloLwnXUN/YLJqPxga5NeMtNnibXx7pF70mHrJQ6S9TPtzF+0VnZNZ8pExMLz54jegHAilHOkX+38xt/Vkmiomky3GXnsyoVXP2yXMpF8gpRzbLWt8aseAyD6FBPya99DqtnB5waPkBZ1G/irTfi6at1zmRz5hyvLsTME+d9c8SjZOSKvrOclDfPmZ/hc57j2ZNoATijzLzV0W90PldwJWKCGDDO0Xi3Of/t9/PsSi4o0Yb05AjNBbd7dgDe8YXzk6cZ3MgdADAp+lFXGs5DfhnGqwHL9L8xz+uNkTbKqT9HwToPMB+RxPrOdbUDmOWdem/x9FlGMU+7FWS8Lj+njfsLLB0onjvl/UvWqUxIl92s/TDnNe2e146Jf87zcOYnjtcPAOixhu9W84B56xw1fNh34dMBOcolhswxB8D4BuG4997PnWSEMlK9OeExN0xGnIOMEje3JuDgHLRpu4ajCkl+djgxX3u9R9d6BdzASXMiHkZvRe9qHrM9A84osnPV9KaPYKjq+3Oq9R0ycVwSxfJ+SLYKZxNM6OeznhDNpyGVWxyD305QdSNv7/O0TROcTAtR9/uMR9XLJ2+vLOQAEO5r0MBeUAD11n3gbGXbiCYUyhhfBbNZN+0dLG0sp2qd00U04iwbkP6uM7qK0l61r5IVmgFoHUJAdIT+3GdJ51thlyUKmKJE0ZpdsrOb0Q85/uvjSPOj3D398Pm4VvCrLPeZtkL7bXrv8is2XA6Xca0g/Izps8P7+BwbpksnrcwrZ88e1zHuVz+LA5Nsg4bPPDDMu0bhv/HMN/hw8RXb2WZeOfODWReyXtdqX+un6K3tRpNM7UyeyYl64K2VOT3Brd5xA5sccK05z/T38INpf5wVo4yb2a73HefqYdzQ0nEr55VwiWLTH09t3ovB9WuOXpfLFaHXqw60vGDaDzTseB3pZ6AXLSafmXFgXpO3b6b2tzxsTD/Ml/3N7Ng3XHMhLjrjv86keTZu4B4HeB6cICUjzHAbeOHzZZnLBN5OhHHmZx7rxcRhqWEHZTlYPJsB5THfm3NV9DenZ5oW6ifMbm7kla+MP+yEiP1CYr1s8hyz9v6yJ1p0XLGyZvBCIrH2Da131opDR88FFzyiZUNbg9kRbad/Yl+AbUF/WWmgic+I1rGcJiNnmiEAWwBsOs2yQdgD0Rs9nViBZUOuG/DSkJeG1gJYA1S4qbzHlSUsWtsRuSP2F3QE9p0ROHlWtGCjh7h3IlXvaiqZKoPRWEswtwbsgbYnzhO6UoE+YYkdy8oIUNbWB3LfZLxjtE47nYAeiE7vXd+A3BN7k2Cgvg/GiyVUjkqNrrsP+tKR64auZtmIzgjRtqu2HlBGk4WGoBUX8tdVkQ9yjFTFjGwMdNoXwtopnmtnY84FyCWRe6Jdd2SjIzMzZUQORIowXtbv42b/jYR7+5H/n36SEPK/APkB2P4GRvz9R6D9wv3oKwWa3AF8BNqPdDwsVwUxflHmgA7g9QTEA9D+PRe5febernJknaXg9HsAd8D+ZSKkZ6D9GVh+ANqvnC/+AcBfgP4T0P8OwH8D8L+JLgxPMLAxkj9WIP7Eg9vlTDj/R/5//Qtrqq8/Ae0jkP8ByL9xHvHvmRFy+d/h+t5ovwHr3zjv1oF4ZKRJdODOjoP/lbDpvwG4AKdfiEjXf0P4rf+o9f4FyDuwFvIXYL8H8h6IJzAb5CcglFnysgKnne/oV2B/4Zrav+Pv1yuJ4J1qKW7/hfALGT5PLke1oxps9wT2fwD2n2WUA4BfAXziXPZHILfhDc4T9+XldzpwLB/cybGzPbyWf6aRVefaRkoJHBKGowyYNhrI0VW9ElQiyjTX/8cCnM4zUiO7egbkmd83Rl3bkRhdDig31i2+pnc50DaH9zwV7ZulkCsqw46ORpYYk5c8rRSXvNp4fmSII0NhtA9ylShjI+wGxFVwuMKlfCg3Hhm160S6YbUbdVNOI00OGX8ZXUPBK6yIxw5nd0R3OR9MQSaB1qXQVdNYGfoWsbeC7a593cY+ohOPGpg2l02+U0dAN27DrAhhR8sXVJmU0F4jp1qfXx+tfyK82kfet7CB7qJoog4aqqrpbV4R26pexGegrch2B7SOhs+kI8s9cl+QlztELoyqW4A4SRXaFHHafgRiRyy/ae+ekPFCnI8TctlJr1sKrwmC6IElA3vu6F3KFuTobgnkBYlnIO8Q+98jWqCtL0BuiO2TYP5CHt7/Dpl36Kd7oLGXREAl7vYEljtg+RMyH9GzAfmM2D+r3wWjPbrpgjXk9gUst/gI5MLszGTzaBognmDhHOjIy4k0+ZzIdkXmGcADEjLAIoDewPIKHayd/QOABS0V5dYSyAW5fyDHX56JAxbQZUjPnZkUDYw8byH6t98j9wdk+x09Olo7IU4PiMsT4uULkCsazkBf0bd7no124Znp98INR8J9fZC+dSDucDCwxiMSD0gwUy4VWZR4BOJn4sSeAL4A+AQ7XjLukfgA5BN6/x10gE/9lQJgv56NvNkKFwD2ewAi7ylD4kdE3CHjdyS+UPZysEGekP0OyAcaLHYqkhX0gOBa2gto7PgBLi/Jsk5/4zv3DwispCUIsIa26q+mnwUw4peyGCN4ZfLKDdmVVakbQoEQYQOejR6tSz4nb0pFCocy+gL3kk/umIWCMyLOxMUOMBPjswJpfgZF9EewjMMTGAlqI8xvpOn9CVWOEjK02AGUOXhVuyfP3U/ApnIdEUA8A/0zmOVxz/ORNuCxHwi2FYz4+4RRvvErI54P7Nak0/p25EWKsYxUuWj/LkhcgOyUZdHQsSjimjScWNTs3sPsZPbbGEneix+NzAHweZU1AZQBQpHRgZ3RpdLFrExVD4Up864yLNRvrSfnDhnXWoifRkcvoxDxgUq8s4Mw5phUrflJYsdVkbxSPx2BbNkkGYGdqv9cqqScl8bl2YXBq+yMstNtR+ACGwsYzCTjorL+UgEeYfonw046G2NyrnD2KzICzYFZIO9MZS1EJk7dshV1od7UFyStdDto5WvjJKWazy75IzbZNOzAOyOzKer/StqGK79zE+G8Ds2tMrohI8ReMD5EXSXotENilHG7I9z0rFAQEmlMgufshNHQdxQ24vnexE8x8ZJdcOGqq3+F5arYUBGowNiz4EzKnjXsF6SlVaqkiaYBzOac32UYyMAg3HL53VFujzWrmVlIQ1UkswvCdcqx6UxMhiYsN7xpnIrSUyejauoeZqNapk1gtzze4eyB6rNl4CkLoPAkAWeFfltq0+jk6dhJ36N9BHvphGDzhTK8ZeJ8Ik2LEwInZgcEkJ2yfDRlMcSuOJATMj8gsZA3IAFlqvQuei5HCCNld2Y1xE7cdgBiMEgUvSljoAP7lfrHQqE/YkWPe2QGYicvZe+DlJ8+kCql7D5yLVbiTfpdjM6PHkAPtJCcHQ9IPAB9Q6o+fSwqKYwfkH1T5sCGXJ6Ir50lKllluQP4nSRlv2Md9b6xNBNkg9l32Uv6QNYkbNn35B6RD+S9C0sTxyJ+XY4cy1E2yll5pIPeeJqxAcvOoLllQVxTbJX6FPoO9kEQL0saKR0AyswX0pduJxBGH52vDjtMjL+QrA71UrGsYloEwMbIUN+i7Ilo6lmQDSy7rCyFaJQ/MsUznBGKQTDEwd1bLGsuX8Ag4b1OTxafWLTXLNcUKT1OejTXvSHys575wLmUY0eBObgOUMCBWk1yunSWXHWv+8e4T4aCJoPyoQOTQjy4HJ/tOvZYZ1wKIT8v7qkeTnhAKuqbNPYFUb3mmOVLe0ADs26gPg2beIEdBYnhJKW+OUrquVeOZEijifYk7FV10BV2ID8jY0e4GoNKi6Z6hZFffBvdLBs5ida9A9KBL100PLm3MQUcZ0vprZI/Y9LLE0OJ1nrcc8BOSdqYQLzEzj1GR4tFZfRPCKxgs3cFpvbr5I9bqDuAMoodnYDpVw6+d+Mw6fUr4d+wlbE+IVYfoL0YV8R+D/ZgM6CuYK8X4YhlngjuTfHpqPfQNgzAJfziRedKcmMXrBwApuAlfjeVuU1lHkVXVQKhFgIurRGLzpEDZJTtyMo/Tfy6DxiZ31s+jwQDnDfS7OyifV7vWs5VZ/10l3T9zviXZULE9GNJRsJQ+cGdMpTQQaHQ4qgv1zMv/aeeI/io5jVKCDUhPP6MbvJ8R3mDfI092OU5nVSRYAYHGfF4judS8rK94fObEjU/i9wWStORiekJeT8dCdBE5PmgrFroFpz9KG4elZ9ARb5Ny/PWFrynMME0YOuw6ytHEmgvxmcgYzM9MQgPC59+94n03pe86MT2Q1y5Pic5L/h9jxrCBuZEedUjQGH1jv+nvejydBtWFaW8akE7lfpqgtSnOThjAGDJIgnFGPCryAfXjyxPrLMzDKwVNC7f65mKCrX31/tX6ckFUFR0h1IbWY5mBcogbOFLDZ7wBFjpzU6PT1yKyB4MU0VclcFgwwSeuY4iFFd9PpkN5uhd1y/3zkrIJayNW/5eGRzZxpycalep4AsqE6LPsPDhu4nwdOOoCsXGmBtAJjfPv87EFPXw1vC5vzUeF005ToNwMfGaPMPzRVpCxBDPTEBMjwi3OZpi9mDjhoCP+8fnN7TxVYTaNPV4/dmIMDl8OJ5XBE9f26B2eBj3i+D4HsPJm/9v6fo8Qa/Tkxr0dEQSTGvL2w/MlzBsI6ZLta6SXuYXD/jOEQSvSNaY05jC92iaryXO5DxXRfmUKhwT/EvBCtKFWcCzdSGMa7ewnO8H5ohQztn1lA0LWyvGFZzODIvp+/o1UWUYYjnSbDluGbXi+amZt2FQET+iu5UtEagU3dtNmPa17i+UadPZmmAxHZGRys2bRm1rnm+SmOnZFWl/3HvkomwKSRiRB5C7RvSMnmEumWqUbD5TxhYJi/qXisZ83v+lw3xrnPnKjiiHnL+T8lQRYIH5rPBMNUyrKJjQMDS/VWVSCtQ2+np94nMlcPhCGweFBxkDV14tjQ5Xyxqo+YyIK/OxKkPmkh66tOTMuIWv90N7bppUl8wEwnJcYkYP4xb7HUzRXlMWVI3izZOMUVGzM3/kuoijVmiXaV4xE77xWdhAsNx8N/FW+CybQyzCU/P/Gz71ahy/z1fwtAwqOIX5IaZ3zlkAM2nPMcdvnIOvcaKJwk7zmWH6+rmJ+Z2o61PPO9BqKKrdc301gZho4Ov5i5QPOvCNeRUsX+HFHC36+j0zm/7aNbevy1df3u5BHK+L413DAD52d+RJ8Fnz3uThid+SK25xSxRT7z9mzLX6/shGJhlN+xeHteXY33hrH3JcUzSKZ3a8fsDsIDUUvzo+K2dIFG7drvPm/cXYUHx0VtWPUZnz829hPMNjurwdLhlTm+GkfXU/MvJvf503cDji7Lx/AzYzfr2FB75nx2tZ/Zg5Mc+Rv/ZX9P5bmFbfm8wDoDysjLIDf5rp2a5rRuDPgX8ILuZfVb6kekYdz9YgKzMDS4woVYgmTdHXRW8dFT5nDbZBE1wCZOZ7nuJhXdC7Wj0n5jUV70oAnbYPZ0hILkwbitXY3k9Pv3dyEA8yPeG6bS2lg808L6ettq4eGPYPjzaurb+n64teiC7McubNmfWI4wZj7N+cFfgvHDPiTTT/+K43nlpBkzPNU+ngaf8Jg6/JlrfPnWnHPu1TjP0D+CxVAQFoX3ulY5ftZp6Pn21cBOZcuuNpfYsm51h36UeDjr79jOnsvFqr91zzi5mXzA7k6Z0FBRNNydFxXOPxKE+wqSyQuPlsgvBMzw/rnedwKx98XWbSS6brJtgH32FZ6IB382OLz9ziZdzgYE7P963zQ/z+2UYaRxi+yu7w937G/C7+bzBXM+VpFuOT48h5SdO8q7Qhbr+bZK9E4R7183mP9f1hvd73nGY39MrJmHsD49u1HgQcvLIlHWiW3vfquvk9t/flzTUGUr6e0ndGZL566/t4H+/jfbyP9/E+3sf7eB/v4328j/fxPt7H+3gf7+N9vI/38T7ex//P4zshwu/jfbyP9/E+3sf7eB/v4328j/fxPt7H+3gf7+N9vI/38T7ex/t4H/9j490J8T7ex/t4H+/jfbyP9/E+3sf7eB/v4328j/fxPt7H+3gf7+N9vI//KePdCfE+3sf7eB/v4328j/fxPt7H+3gf7+N9vI/38T7ex/t4H+/jfbyP/ynj3QnxPt7H+3gf7+N9vI/38T7ex/t4H+/jfbyP9/E+3sf7eB/v4328j/8p490J8T7ex/t4H+/jfbyP9/E+3sf7eB/v4328j/fxPt7H+3gf7+N9vI//KePdCfE+3sf7eB/v4328j/fxPt7H+3gf7+N9vI/38T7ex/t4H+/jfbyP/ylj/aMXnv7+TwAWZPuAjBWBFUBgARAIYPkBiDskgASA/QXoFyQSGR3YXoDrMxAdQAewALECvQPbBiARsQFoyLwHEEAsfHnfgOwALkh05LIAEYjsCHSgX4Dcka0hI4D+AegPCLwA+YJYXoDlCxCPAH5GeFGxIfEFiUBiAbIB2x0igcgLgESu0Pd3QAbQPyHyyvcDwHpCtIZcGl06e0P0QOQO5IZsK3I5AxnIbAA2IJ8RAGGYC+GWC4CToPcCZEfgyr93AJlIbEhozZEInIA4EU6xCObPhF0L5LIgT2dE34H9CvQEtuTSdU+c7oAIvicSPTfN4QxkQ+zB7WpPQFy0J4G+PwD7Hd+FhogXAM/8MwLIBbGfkK0j1wtxoF0Iw+sZkYH+/I9fxbdl/ZG/5M5nIvh/ngA04VECuACxAV37B/+knjT+jui8L3buabaaP2Gy6+9Ft1+Jq9n1rLPwFnx+pnC5IdEAdGTws0AWLMLvSOieRNdJiUZsjJ7cAghXwvuxA5ncLzSgXRHYBRtwzRljTjHWk5pCobt/yaa3e467vg9dFXwmQnAgrDNCz0d9Fzm/YEfGpnOyjndGAm0XzHbN+wQgkM1+UO1n6rlN78rQUnmeYAoT84w914X0RvCJ4N5HnAEEtutf8dZodx95fc73hc5kAO1KvOnCJaNeOyHbCehXIC8I40MDsHA+xJnk/QWvIBoAYy+R+sx7wHclVuG1J3tFxJXnPxKZO7LvQAYiQ7D2viafE3f6n/SUuNZJV5HIWJH1zuA6CszBX2PMLWovwD2KhogFGaL1CACr1muY1oK5R520LULPjFVzNDg24ko/IfM0wJIbkJdCzQid6wxE8hnZVs6rJRKddBEpntWAPPO85gU8qzpD0Lqb6cRMT9ogQ1ozoiHaCrQAWgOyo19fgExcP//nN3ENAJaHH7hEwcTzRjceX0T3Fr8QEcE9ivmMdtL0aEBbgR6IHkhsAJ64/4vgm6RpPbhvYR7am5bdBw7WTwCtc+9yQ+Q2YBIrMs6cQ14HuSXya6+vgpnOsPbWdDcKr68AdtGhrnU3RF9FRzShpQOLacRC0rx34r1wNxfxhvbMPU/RzX7PeYXokOhrmi5jQ+aGiOD5zwWRi3juVfBuPHeiZYRZIPPOiG0UJ6oambsXfgGwI9vO9+cqWBkWOwIdGbvgcQe0RxTv87nLjuhdLIi4u+9/+yq+nR/+DYBAzxMSDRnkT0vsCCR635GZBf+Ie8oW/Q7YT8jYkXGVTMH9bThx3/IzanMDnHt05Er4t43za7gHsKLjTv9zv1p8QcSF78KJNKkL92MF2gIsK/dz+Z1r7o3y0G5CLBnB9C2v5Jmm33mHyIbswvHWBf87nr28AnmlrLcKv3RJ7A1oDbGsSLyg5+/a3RMpZl61bsqeXfgU22cgdwQ+AHFCtBMiGjKfAFy0xx1Irjv7HbDf8xwvJyA2YLkg80KZMywPB2KXfLItXH+7iu6vwpWGRCAkK2YmfxbyhugrIlf0bUXuC2JJYO1osaHFC9AX5HaH3jb05Zn4tu+kk8sZALB9/i9fxbe2fETx+qLxPg+BQWQmWYIHRXRvyDCUAcSvIqRxlJbxxujjPgBpoqMZTMwbiSbZ4TgL/kY9Jevv2+uyZnD8hj/H2Wmv/X3R8J2wNe2aKEeto2YuThzz54PuTcT1MKmYYJUh2Wqa+3jGPHyz+b3ocZ6BWAqXsZyJ05D80K/iSc88T7ggS2brelYj3cxd8N31eQimWe+mSMu57P0Zb43Tx/8zkB2tP/N5u1YddwAW8qzsJX9kngGcSm5Bf0LuXxBtQSwrgB0RGzJX9Hzg3NvGe/AzZxi/IbAh+otm/hOAE9cSiWhX8YgFGQ1t/YjW7pE4IbEA/QnIL7p+R/bQUUlE74g8I/IH0bgXAFdk/CbUeQAisMfvkokpOzTJMugreUKYZ7wgcEHmA9Af0BvpX+SOlpTXs10AAC2a8IfrDfxMnif9JxNcX3QgIH6yALhDxIIFFzRs6HhCjxdQ9j1TnuwdgQuAF2SckfFIrE7v/0L49B8BBHrbENixxhOAjj074YMNQEePTpaTa8k2JClNMsrKn7gCcSncCnStzxrQCgTpVezkWdfr//YmrgFAW8WP+4JZTxs8OoreFRmpeS0679L1rGNBslhryLYA7Z5yCRaek/1X8X3OL9sHnsO+aVOuPFOxSg6VfFWn/ILEC4ZOdwbyHpR9rQMIX3Gv42c7jWwQpStrxK6z6p+hKwWknyB53rp0oMIfP8NyoWkXZYW07tgoFwa0buhM97Pms3EerZOvQXufKzIpD2eG1njVenu9FxHIuNFDxbPQqU9Fyf+kgdTcO4BnyS0b0Dc+J1bpjguAFwCfuU+40zN3WP8wnwYC+/62XgoAp7/7v1Fu7P8I4Il0JQDgkfvV/xtlsDgj24LY/4TIHxB5B/Q7xN1/Q9z/J8p9WIF9Ba6yYzTOty2SZTrPYsYdEgsiHokD+38G+hdkfgJyQ/afkHmHjoto2CJ+cEK0Fb2/oO/PQJwA3CHaHWL5COyfENf/BJRMfY+MfwCwisfsQH7mM3cAWNBOfwYa5etEIq//DOxPyL7xuvb3iPYzYvmM1j4j8RmJT8j4CxL/FtETS08gX9D33/Xui+g27We9/R0QK3K5AHFBxH9A4DNiPyF6Q3bZ5+KJeLT/BcgfEeuJsiks0lyR/YJYLojTZ57pWEgrtnvh+kbdopNnRP+B+Hj+DWgbel91Ti8I7GgLEC2kWyfi/CNw+oDAgsCCvj2jX58R8Rta/BNaPKLFXxD5E6L/e6CdEedHxLKjnX8FouOv/4//+1fxrZ3/lc6BBOBmuibZsvtMQqIcZRi0RTrojugbsgV1zw6uJ2UviwYsstV164m0nSE+Sb7R+b7K9rFcqZOXXvwBtGmA50p8hfRvHZ9nEN/RiVvYgXgWnXnk/NsTL+8/AFgQ8UnXrqBdYy26nZk6732c37bzJxfQpqUp2YaCRDbxh1yFE6LL1kdCcgMEVJwEE/I6Pwe4IOJKnpuCnZ+Lk2BoGmObieh4F13TLRG2babO/APPYZphnZGxAnjWe0E8zRPSNi3sQHK/EdrvDNnJhsy8P//Xr+KbMeuPjVyKaB6FbjHzpIBc8PKmFTMrC5wfOBCzhgm+r+CzbdAdlxqYZmyzkjAJAGbwfm626fPxGF4/KwjTNbVMK03zz/SY+h7T91JyElSG8ngfSqmgYEcl+WaNB0ZvWOjvsHA/KWxxVCjiAF+vZZ6Hv9d+vXqvYZPjK4GJ+sGs2M0wwmHvA70UjJhf893xxn7cfp9vfXerfE4vfPP6ad1/eG5vL8QK1dfnPL9v/lWKWKDOShyu/NbEcvxXQnHcvMbPzOM940YU8Z43+9U6315Xvvm97i1wHM/IcX3zPF598ZX3Ts+Lr1x3ewbefMa0/vpogumrV3qO86HAOFu3tKoIownZDIdbnJvP/CQ06568ocExrz1uYf/WmPf2MIvpOzGnwpm37r8dpHmvr3vj+nrhDU215+yAcjmRlTxs0fy8A4me5p0HWPuTnND89hzg5nrPwfzBuBsTuAOJJiXkDxOQ42tnnHu1uJnoer9vTk/MePP6+a8oSgIHXDzg7Gu8TESRlukB00tm4YN0JDEpnW+B5UAXjANHONf+3843AERMJG+ezxuwyYlPhQxeOa21zuc8wdf8nsYHf9duruWicrr2dgzzQMwf3rxrBtob+FmK+7d4zFvDhpgjroT+rbMSQZgFMBz+ABX5wHDOm1+YVkzno85307FODJlFvE44RkeX9+YArOmZS32cM3ziZs/TjqXJcGJjUb1j+r3g6N9f8z4aS9/ggTNyJ0AjawJBBSrRZGzyuoUbNhQe9rpPP5xfzPzwcG0MfJ9pfhg6OdYx40itTU5swWXIBJTzB377sTd08P8v4zUfOuL97ec3Z/qrz/tjw9z0lrt9/dlfm+fXrv0G//vGk996erwJqzee8hUQHT+6veh2Bm/9ffxJ89AcztgD7n717bf07OuwH7P4xv44+OJAy02Xhz6Z83vTjm49O2a+NfOCrDvfnruHjBy3PFsBSAHzM50jGUrJu6bzqNsSKdU2QWPvpOPV/GZ+6Se3m7nOdHPo7ll0NCcYGWbDWZb1r3mOr5sNIzlgH1qFnIh2rh2djvP74ubzACoQ7Fv4OcHhlZPRdPYWF2caukzf676cr/nWaF9Hg0l8CP8904A8zoXXHWWZGeMHzgZe8YrZyHU7B8z0YpLgSx98fZa/tpbjtVp/6P+C9RiUwwyEuIHB7RhywMCTIz8d/H+eS9dHdgjk9L6v0eVbXqtrjwJtfXf85BYX/asdPrTz5Cs71ITrb+LXH8C3vKAcQfMUbo0o0TUXymVp2SEDDtwMNDnlLcvcvL8Cwo57HhPceL4X0HSYeu6gAZTnGoATylCaYLBU7e/s0DruJ4PbbOTFxGemywW6mD8rUDBAyrDgUmxs1Y02e9phGabdPlMLHIiauo+oLEdi3Ly03m1eMvCCxmkHG83UeUdkwA4RBkHtKGdf6Sp2qvpdCTvKsozrPoNtOKCBoUY5iCM3Xf+N4esLNW4Bzwdn60Vj0jwOidIZDuPm/Bxo0Btn4GvkonDnrQtNF6d5fJP2vDVuz/kba39TTmpvfK6f2yP25rumz0o/urkriVt54J3zE7+3zrdo2Hfoz2F7JBMUa37jefkvnRPHH3dC7D8I3mKS3YhOj3jmC6MS7fnqz4x2XTdk2xCtA8s+nFLYwQg0A7QhuzIgOiNqs23clAUYDotEczRnLEBrjJQVwQsAuYpR5h2Qd/x+PyHihGizIkuizCi2M9AWhD1sCZA4mpAx6piRoytibfISGuAi/HHPSIbe6VXqWVGLkSQoGQu9Z+sLgOD3feG6MyqaMMCo9wzCIRwpW9HOL/zBBwBnegFTsI1NTGgbRAhBAu2ougA6HDWoqDU4iuZKptqa9nPCSJ07BuYp0mTrwLWDHnYxw3ZBoDMLI5Lz6g1xXfFd44mzDyoa2I4WE19Fs2QDHGkQQ5CnjBk6O1b+LTw34c+NcGMnUFyHbISQA8lTMB6CTMPRT1LewwJuReLlRKRRhLtVFO3AR65N64rj9SOSzPuQdc/4u2NE05GRzmCOes5WgkPqqXyEI4QU5SPB1dFHI2L8VmkzSKLuNeNMh5RC+A/hnyNnlDUyjF+al5nxJGkw2Fb4ORloKNu0m/XmuCYv+PawQOUoaTFqRR1mlxDTNF9lH2WdC/BvhOiLz5v2LxPZt8NGxKLoxy4GY9gXj/X9iyIYpUhGihlpysksBN7byaRSOJgXyUuKYLfibZg2RgFxDY4y05mq6AUwCgG9shYGszTeOfrHkUNJ2o7EyPSwQKqoxIrU0z21vr3ofCkZQRyKNhs+IYGa9Juo57M4BDEC+6zjsgplNwBbef3zkEmEaT0rIhbSMOyKijgrekjraTwviTtmZbQFbyp1h6Hz0FMynwUW0fWUgpyMeIiuyIcpwo60iMI7lR/CKdddmSyCjWgXoyah6HAQxqHggdpT4etk3EwHE0DZFGEBG4w4B8Z5bycwwyyJU5sUlEXPborQ7jeRet77bPXeWuTShA6kE7Ffa78zGrCK53XzL2dcmcYYTsxezLAAP+gXjVgdDTt8EhiRtzAzAiEc3JARYHbSIKyltFmWab5ffMNRnJ63M+1s/A3+jmzIXEQnm+jGF9G72QhlgTSmc/SN0Y1vXfLRCxAd3ZH1ASpEjdmRaRmpdcRyBfIFiRdEBpqywSJXjKjAxqiZBELnN3bxyL4yO6fv5JfrC6MO9e5MZmFE2xiRb+dALIR7c2TpHbAvwkfSUrKIJGnLDmzMyMntgXux+vsrEjt5a3Y4QSLQCJsuHOw7sAvP7GzhAUV2BVFIdspGmrL3xnfvyvppZ9Js/ICMQHQZEfOFUcfBaK7AIyMViRAAOvryGWgnyaAd2DdFpCoSXTS2txAdvY4zHaEMD0eMdWA/U65siuraGbFElOnAcmGkXcknZwR+QI+OfpLc2JWlY41WMP/WiGM6lTcKw5ixCW+MzymFfPxNXtzqXspWOXjyK4XHwS4aOX/nD3K6J+oMomSqGLcefpvlRHKDiOk5MnaMoJzB983HMATIwxysVI44uBuj3mE+lr30nmmNnvn4aMh3vGDAYo65O/qnbuaQDncwXVYUepLH5j4yGbncOXPY6x8zu93hA8yNU77Hf/oMfmXE9shsB3wCDTmK8s0HIM7ouIAyBefeHP2dd0Au6HlGjzYCPpGS64EWF0LRhrskLQ4bukKZ6f034unCrCfEmVJRUA4JRxy3FRFnoN8h+5+Q+Rm9/65sBGZQpvTcnjuAK7L9olndA2hMbARQWRXpHbpDQ+LadnTJWIT3GR2PohGM6oy2ovUNLVlZoKciGXFixht+53r6hsxAc3Ql7vl5fiasI5GxoWVDZGJvAUaDPwLtjra9HeQT2RmpHdJVcT8dSfPqDYh/0rs+eoOJU3gQXkjnKmeAZKO88n4b0KJBxA12iqCTDpL3bAC+6JnW+1ZMh+3t0c/+hdip53vfRha9z/dF76I+Fjhh6EDE+wB1C0bjW7dKMKOgK3I4dKxS+A4Mw6rlXWcs9XG2Lc+mImUtJ8YGZsk5q15n3xlDkoF8T2AX7BgxS7wLMAp5r+eS6VIfyVJSNk5E2QZ8VZf8KBqTDYywNWy9vMYzVXLpFdlslLcx/Q6M0KW87qoZFQSKgHW8RD8EZkb3cyxXSUdo1kN2DJ0XQOyExa5o7inTPWbZFScEPvD3cpLOzr75/2+M7X+HUjJ5bYfWIYNy64gW6HmhjNHviOeZyOyI/RHt8u8Q4azI39D7f+Ne5h0i7tHaPVo0LAv1y4gLMhfkVXJUnpC4Q48vyJbI+AuAnwFcSUu3vwH9E9CbZN4PWPIRmS+kmehAe2IUfT8jY1ew9IpozGahLHNF5q9gVZMT6Mj4EczMXGjPET42SA6b9q/LvhfxgRmu2xPtb9cdGV0+qjPQHpAtVIxhF80BYv9IvN5/APKM3H4B+gWx0rbWlnue00XZs3XGg3Nri/TCFdhpJ8ztAdEa4uzM4X+m/Lr/Ilb330kudspX2UljIxnQ3dcfmAmSsqv0C7D/wvOjLDr7bLL9TP6CVTI2bT25PyPyGcB/UQT8N0bTWS3arMoVYZvWwn2JJ2S7IpPVXBigJlmniVbkUnMoWS7N2xMZV51PZZKXKGc7XQyZKTsCZ8II641s5fO9SPa+Ek6zzaRJJum2O2ldnesKZ8iXyGc5BihnEkZWKGIjHYp1zN/Z7KGzGVdRN6/PzNs2EZnf2w7rl8xacOa9nGmpsxALaaHnmFNwd3baf5aN8vpuZ5YFKa2/xEfR4iZJjILOkMO61m9VNCZ6FdJnE7RvxhXWCYdjFig72nfGH3ZCZK61cP7v/xTFnxQMnPzAEiH6mRh2eYtzNjYZMvI+YmIAfpVxNKeXV7R40LCv7w4OcQQO3siDp3xOgRbwplS911EW0zNnpNLfZSCujAQJJjmihupyQIDSgShmDThNu7IkKmqDKVGFKNEno5XX0yRIGOEtHPmdQ6mrd2HA2obmLKY/LfFgrLNxUOlIFTU5L9AlB24UREzz++qYFcMpQvOgTFphGQQsncZ9eE7e3DcUp8M1Bw/wuG5ObB0a1M1zX6V3+MLbd83v9H82w5vJ5uG68mZzgRP+5Ddw9C0YT+dGZy9qrvOcbs2oY51Rfw8/+HEUEow/4TWO0lROwY1XF+Y0v5t5ARgGyvljwreiN0sC34/04mujIg3M1DwP04Coj0ZAmhn1hDOOrBCBPuDF4ezPk5+Ni9M1db0Vini1lnS6cJ1JG3M0h9szM4eTBN+dpWhYae2YT+rh/rpvnkvUGgM2qvQJT+YzN91bwvqtQ2uCQx5vG0dq2o8ZdvO187sOD/D6HR1ze+aN1bMCM35C2Q7l+BG8fG3G8l3KZtwpfla4Mi9n4jFWEFMncF4f5nsn/J1JJDCdJ63DDpj5osTA14hS1oaDcTrDmRhRixNPOeCo3+c5TbT0gBa3G3dL99+goTMMqiTCvH7jpcf0vQ3+MBWbfgoG45VztGIgyvk16MZW308X3rw3D2s9nA9nHRz2xzxh1/t81hbd+RYd/KNjXjOOPCTGR3z0JOTOe5D7AU6vb7SzywqK5YCZv82Tl4HgQG5NwwLIBhpw9lLQZqccyrgIOvYLZhPPq79mOpha1rGEzlGKoEJ/a3znjrQblAnQKamSC3jRSiTH+QynDFJFgybjWjnS+NC4yW7FtPaIHCyrpmwn5pzHNp8hr3vilSncluPOSkc5letJfwTZvn/NMZji9fUz6cfN7/9Do/jweN3AvvG28XfW56+OWNx+M3jgcbZvr2189z+8mJvbb6F1fP6gczMPfINwHFD+Vn4gLeA6Gx2Hlh+K3Elv+e7abgl5fp2MfWfj6VSf12/jh/W5Rc+d5+Wz5XXpmuSZqJUnHawDN6ivRU3W7zRd82eSyaLRiR0LIlY0lWUDViRW9L4h8AXAPqmlfpd5mUrHYtH53Ke9HHTB0gnQpQMZpg78kTzjcjGRDKpwaY0MMOgi0RWsceSNQEUI2zJRc/b6XQbO8xp0iNfZoOxnjJmPv2UEm+VwX1fyxe19Mx2Z9rgMVDJ+TcElVdbM9PAPZhSGAiXelpE9r3lt0LuklyfG90WSJz53CIxzUJTXPwU4vcruns/27XwCI+gLKATOGxjN9OyWdh0idL0Xvi+n+zA5lHPCjbeoufFilr/yeL3fEQmXZnb2Q2V0Hs4ipudM+3rjhB1/Wa6Z5bMpu7yWlTc/0z5HANgQsU14wfM01gi8xvk4zOvNkS/6Rbap4t8zbsvxYryYbT4uE5MMTKUcZaeY4ch50IDfyyDb9wC6gov6jsQZ1H/ukHEv+r8wKA+LAipta7tjYGtqv6p0mOx0KYcgSGdC8k85VwpGKrvkkmtzxRLLLIfAtGWiP7v0nMkGiaRsIwexHVv8TpkIuQqW7cAnaARuqh7Uj+81mpjvpErJ5kl0b0VlIUTSEZE5ymvFXIJnKZqQ5iMVqPVMA7sz5NJZKYb9CHBC2xVrlsSj/gyWwfomwqFWE8fPyFXW8d2cgZzHJ7z9XP/qs2b+6hHj+5IjHMABDIv4mNOgOpNDr7ZsOq+Wc19lUrQBrwPN9BWzrDCd7ZBu5jL+t9VlTK/m8qElg070Tbz6UNouZsfnTE/spPbgc/yEVzRK8sztjpCcTTy6LrnduWFXnu2OI3jwBsa3dLjo5rfHH3dCWOnZJcwoOpjRXR1YL7Bhh8Z2RTttjTVsXcoiAJyCfSCu7H0A15RaTRRIkGK7cu3rMuG5fslk5FoCwB2dJAvA2oCJwNM0eRCIaaKawJooz34GsJ1E9ph1kKEam1Md+lgALKlIXkXquU/AxKMzXlC1nTNJBNrOmtZQXcJM5NXRHJ0Im5+5wckovMgzqMQ7fUy1w10/u9H7hX5FJmudhaPOwvcQViYjXPOKAOudRn8peBNvWT+edUI7ugl0WxGxKjtlhzNdYhGSrYygjAxUBkLqnX1RpIdqot39gUwIMagsx4z3fsGEDCL8Ym7hmo3aI3k/swxrQ+Ag/TSBsBPFxg17PWdCAWQJ3zuGqrIgY9F3ZGg8ezy8YaUiQJx4FbFncW0mqJjo4UwAQwwyUPXTwayh+ZoQg3aEdYnM4TdNhmtIUEsAWKnAtCZB0s9tSj5wOthC4osNaNci0mFPuSPTtfCjwD7ONwqmR7JPwrhr3hae7YXW/aYBZtR1joTjgkcCQ3b+ymD0gJkD94gR1apB6kh8ZSixV0HCNV3dCyFSWU+Fp661GvQSH4RORfOEI9ytmBnntDdN9AKA6/MyM0MKVVMPBPTCNRr8AMxGLgDsnxKYM7hiflcoqqlTkEqcZVT3Dto5Ko/8dEbSkUeHKEi/QQJ5McSJWMqQ4Why03hGQQsPk3iffeG+hGpPx9QjZIatBchu9uZzcoG95BXxf0BNCrBW+Ml7uX9NkQjRhP9JBSNyEz94QUWEHx761rjXWu2s8TlbJVTPhpVgJiE6ypEeEPVhrVuCTtkxooFAH9tuuiH6z3eSZ0UjHHLat2PpD4eNG76EO8vTKAJCuIB907NdI9JOc51xO9Vdd7fkq+G8K54xpbqTPrWhPCCQFqIUTec+MNmMAz53ihZVrdAyhtuBJ1yMCS+Z0aQ+VUDBsbKzepsEt058RICZlJiiS9Rr4UaGdaR4zga7pgfGLtlOf3eeDUb/NVQ2GGf0Su57axROCgYtHon7O+mYyX9lVmQT+tjl1BApWlK0pZFcraY5L5z+xnPTF9UkXQRj8dTWOlrsyEVZJxbhoLJFU2Q1ZckGxB3sIAUuaMk96hWdtKL6g7WOtl7J9Zz1ovMBRVKFeojxVTty7ZQHtdeJFd2Ro5U5I2VWdWlj/wzS33vi5MllloAhzwGIF57TDMR+RqbkTRuUYkc0GSGD/aBcc5bnagrkyRfR3g+Fb6QhpGuxqycOPnAti4wS7mGSVyAprzPT4wMCH3iNso/RfkPGioZ70lz3UVmZ1RrdNPcb+KbDMZ+v8bkPjmiJD0cFj1iyWuppN8gsOM8CoEdMgT5+ri+ZaNoU1TXKhN7IX5jLlMTh/+O/XMcctsFnAjRoH5XeER+URQJtcD46vqJgcYTD7VwmGGIYM8tZPTmSj8breX3DGEC9I3CExD7WPGesyCgY1i/mrZI8jSRsSh/21+E5of7hkwe8uM/fEd6a1pP3QJ6B+Ej8TfUfcB+oUGYBVp6rviPzMyJWLKKPO9j3gr22LB4saOqpRXGTNIizowGIVX4D7DlIY1JEoC0NrTWsy89Ylo9Ae0S0ezlJV/QtsOcv6B3onbXCuQ7TzKizbOM3Ouv/L7blxbGgU+apzh+hynrrURlzykiLhlzPADY0GS1bXpAZyPYjgB0tPktkYx+fxL14yR0QiSWeEdhky0vs2MgzqmcRgxMzWa0gmvoMRQdCvQsratLGauutjjQ2nVTfqSYZPxnxO4LhjNcnVNS/y5tUiRQ7xq0/XzGyBBLV5+wbI9sunljpdNQv1XcC7jlSGQQb5clwj4qG7IlQhp8Dp1IyWtR8Ld/Oup1hYwOy+xzc0IjKFnFZGvVRBGAjv+Ubni85xCNkoyAsMhOVlVl9CF0eSDJFSr8MG0Fdksfnlv0ChkzjPV0B2ygqA8vZ7tz7lMyasMw0r3PQLwZOkkcy27FNa28TL7DMCqTlYFfQ6Lunq3vuCOdSn+z8S9LAORgOALNwXsDeeJr3nAHogE3pF/X5d0bgJ+5ZvghnZX8JEE+2j8j9R8oj+YJoHxDtA9hL7AHsjfZE3u6gofgIxIkZAzgBO+XkWD6iNWC9e0ZEw3L6AegL+iXQ9yuu1z+j98QWj8hIdFyoU8WPyPwZox+LMs/iAtaTl17UAz3vtXMb35mPsM6NCOT6QJrhevlgT5hY/wTgjIiPgPqzBgD0huhXJF6Q+zPQT8j9jlHhpytiTbQzz0rkF+mSv/PMP/8ESyVAsudYBPLEMxPLgyLnuabME+YeYmH5dHKcMeAGkmVBuXLp6OuVuLdd6lpEY8ZHC8Sdzt8WR5/2cqGO1s9ArsD+BbH/Dqwn9qONH4H2Z8JcfTL2fgWWF2D9K6IF2iLatl8xovC/MvLCuVU/TOsE+qk95hmOnsC+YThCfE2ngwUNGffjbJV8PDkRY4r8R6ONMRPIL5KXpPOhgX0dX5gtECdUL0mfy27ZWv0Z7FjqUx8DJLBLxl5+0vquDKafeh6SN5gG98GuWgqOG0bPQsuVmHRp0VxXkjDt0ckmSSZtGLLP0IPhq9sLAi/1J+FkR7plTf7DqglJHA2AgUTGcjrHhnxgnif9OeTss43TumiXDpC74HqHOrPFmyS7gD4BooEFvG+PP16OycNNFt3cNDoJXHYaGaqUhACf8hRFAI3Ke5ooK43TEl/xqClK9RB8VjxIv8xGCyEiSZO8qWUAsABihgYMD1vTPKT4QkJN8yaJwMigHcrbpVGoTfMxUzJikClGRWmCyuDkPTUsU8p9lFChjU2lJ5ag1sg8w0qDyacPl+ZyE2VeRh0TiIoI8UHxAciBhBXRKGXCTE/L9PoqYjhAg8OsExnX53dG8LrvOCFGZJANsF7RMkVaTKO0maHWWag5AOOrLyyto4KGxy2BIyL64/Fw+4ktHMVhznw+QVpSzRsTy3FPHK9IP6+E7bz54ZXHZVoovSUGt8AI0XDuC3EMGNZ9P3uOTAaGcDc5K3xbjGdXABCAOQLJe/RqnQAO56AiMr23M/ym32udb+zVt0Y15BsTL0bhCBSt08qzo+Tmq3WoRU9mHAaGck0FIg+R2uPMzudiTrSKzKKzIyrZuBbjGXJ6El+suFqi6VJ8TAvG8w/zR/B/LyJA+gwLDkvtTO1ajHdgInnEBc5tRCBN+JeO7HbTuFp9IRLJkIQ2yLgVhUDTKOKkn2kDbGh3Zsnh1kmIKOSVIvgWDsb8vZ/m9R+Q/yvDtNaUyneKTk/WHKbr0wCaE0ygUkqRVsCHEDyI2Hwc5nnd0Jzb+R4+CrhRu/lb1kV6p/iEjevFn8oINxviRpZMGcpuaPccdTHIG2FuBe74JflnlqPE98iYVJRkXn/Uew40udYtXMwbuOX0/EJy7sGMusa5uF3PmNwNvdM79U3GbAz0gXqD5r9+yKtRTqDiH3QsWu4YIJnPj84MXL5g2psZlxrxNcoxPDlSi8YEXKLK8tBwAs6yQIx7ag5AGU1voj9DNMFlKu18P8pgKaeeDUdULHhuvE+SYbsUnSobaAeE6enA3eh9HDPR1Dprh6hRBdRUdPZkrAnI+dpRkXkpGh4znLUuG4sN08oEET50w0rfhctg6pocNNzlkEb5PMFAqfPOqOO8gcEj8QfYa978ZXxtX7l24oMTvT1+97VXf20yPmO3tPg1fXbO0dvPnIsI3Z7jb713fsqQZEz3335OjjM40/o3x+3nR5nI+HOb03qgs4f7zJ2HJDs/b8iug++l13LYX9MJoAzERhsvr9bq18/7PkPtD6BaCZc+X3bU7xgRv4aWz2SjoqxIRUecDoyRYSFFn2RwrYjFyopi0MCo1cxyEJYTQgbY1u7R2uPkhCAdyHZCi2DMVkIGMvM3yyTrAUZ0CNlwLNaSOdEfOe9NGt6MnpzkHeFZgLIEs2jPYAaH9RjSggpAihOvj03YxDmNiE7TX/8/OQFsYK+Mh5FROvBmyDMDE/rY64OcZj7iz2XgdqAD2sSTTLD7eF/JD5j+/g6+CSbHs2TaoLJ5kz4RlhcPvM68baZ9N7x1gkke6OfY31u9BfVxjmmanta7h7NlnHQ/u9cP1Z5WV4590t8HHd7Pn7+f6ZnX+nqd5bSODS7pMqjRvLI28dcZdjjAaeiK5iMjmGDmh2lD9ixrlBPb54b7GnNGR6QD8Y9zKZ3Qsq3lkXkuUTD9Lm0DQNojuSMdDDGtR+WXol8ZGNdUci0WjP4FY09TZy7A0nCBpeQ7OiyBZTnRedpY5nzPe/S2IruKnQawR6JJxkrcA3E39Eo868fw0U84kt64TJpQek80MLityQAa07wh3ZWyqwOTHMTBwEBFpkNwaqYB4N50ln+PTG7VPp29AJ2SAa0FdDhE0mk42+3Spa0me2fhPVBZCdZ7G5Ca45B7R1AYWjDgrsXUCoJYT11KBm8k14ArA6FSWWVxj5BTBJ5Xu3IPApJt+fmrHrE3I+xErPMzgkCPdk7jsvjkTMeyDfspgKgy2aa1M6zGdTlnKkSCATNANYf2ld0wWeopQ1Ywj7D8OHj+kd6bvziY0oGNpuPD+TSmaj6jZ/QbflGTMEz8oT4LR1xNtHaOxnilJ/oPB7+al93SUUNG9LGClkR6YIfncIwegpuL981DeOo9yf3taw78S/3wnG3zvSwvjX9BTwhv8ZXGj02bdmoyKndkXout0E4UYLf0HWhUrBOiHUtHrFrk7ijZCxe+SPmLBvRAbIwQi6aao4UIVNxY1+8K14WuuP99Ze0+M4DoQHtihJw8fqWYGpjqfRD9gQQIzwA2tMY6yoy0aBiNdlRbsdkTqLIALZgdkE7bUg3KDGaGoCk1F6j0s/1+YloNyIdy4iRETCJZY7uRQGSSmbIfRRfNcOrdVIYq1oINM4VUfqnL4LzcMaKjySumWm8BZ3N0PnMX83AWRkste5ctehzAaoDWOd+ZF79Wjo6jiGUZSeLwd/izOkw6AHUmnAExHVTXMtf3x2cLP4CKnuXdiWFk97t3YBK2Rkd5TM/xIdbe5iRsB5Aifo6IjPJIYjwHQ8bhnGVYseHCjpMyTphZaF6eb4y5HoeFIZ2jW+HXjrxwRKTSGbFrvo4AbAXDVKT2MErdENYoqEnms0CsGudFki6K2PL+Ga+Gw6Ngh0QWwbOQ18G+Jj4rXx/kVzKYFiPsYCmNCxhBLAdNXzWVqKBhG20Md5Yne8YcOeNUTjJjKnoHb1eMa0PX85kbRoaOLm8WCAQKMcMOOSCKNo5eF+FoV6DgmFCvCCx63z2QO8IZL478D8gYPgTo6XQccCYN0HB9V0Wo24AnhHZd29HUUnQ7/HRFUO0djj5G36kYK3qfpSG1Z70h9pO2n9w3GnGm9QuVsjpMjtDX67oFTEZQRzuD/TJkkCz6YBocgDLmih/V6l/wHTmPESkYvH/UoxRNSBuPzE0V+WSjcfD8EGIyDu42hOvziRwZxfiwXTLa9EUJiDasBozThPUmOTO0zcSXbGcZlY0JFj70vEWOxJzpT6jeK9eTh3MtRQRe617rLeHwFQmT7OF+J702QzBVP5iUklQOJAPflFvnAKaXAWeYDMEPk1Lg9cihiCC9qgyLEI0HXF94RO5pn0271DuK6xOPj5D/X3O2od3nWf0rjn2pvjIk/PbqpQUZmVZEW5GL3+36zpS72HdKpTb7BkD9CgJAkHbE5uhS/ThYQ6WRGEkGuFEiHWdgvzB0ZN4z4rHZQaA6w/nA8xAJtOdxP4BUjdUyVOQmpVVZnfnCKTZlL+2KBE33QtqA1qsfT5bDQtl/7QzWNhet6Vp/D2S/J84vu2iMHcJCN6TOmHv8mP4JeRuzl1yEvhv3MtGUQcQA0QU9gg6W7U7ixAPJ/gqw/j3f0Q3jBgAdLc1dTzW3KJngJBxM0sz+BWgNuZomroRsfpEM5t4QioZnA47v4BuBkdVAMfRODyOL1m66AMsFNniO6/LVfYMOApPkFP5Hsk0C8eYc9LzwWy07DiIz6v+OlPp55XMMwXiyCYq/FC/SWmsdtR9+kJ27dj5OsipeS8v1uV9byz9eeVvKi3u610man2Zs7BVcMSu8mGA4G4jnYTrvwzAHkpDm3L5xBEz5HbOB4u23HN7ouvLh6PPfELkD8YLqAZfsvRJ5QkagRwfijFzuaSCOAPqGtl8wMrYZ9BG5Iqrn3Iuo9pl8qZnfyZCRbDYaOBN27UTZcf0Bsf4ZLe+w4IwNF2zxgmwduUg3cC9C8VpG1DY0fOR+td+Q2JkxAfCMh/TXIK/Zs6FhBTPXlK0tZ4zrA0R2LJIRd8M6V9LGfIZDHshTT4RbuOfiE+EaH+T0EC9qdjisOrtXuNcAWWertZFeykAGEzPjSxFRVG3yLtuA60s7MA/sSzGM39a/ZdTrjbynItYnHHfPnM29Bp74fT37GyOHgdz8gro3+4yhPXF9jhxGEz64bMeOjMsQeRCwQa/0tKlsIfmJ+Yv0sXKuWw81vRctbepXB6B01bxiBITQ4T7qjQfYX1IyV0hfQQxjaAWL8nrbCkpGg8tsDecOfUWNPaacHQjx01gkH3k9HZnMJjFOu6oF8Cxawsx0xL32+4VyiI2BFa1NuQwVAOqsl6Ff3FZUuNURU7CO6HXLuG8B4iK5fRqqx085Se8uWu79N3+beOu3RvxC2OAJwM6ySJGKPg+0LYB+BtoPwPoX5OkFWH9D5O/sxYWTzlBHj42ylaKeo/HstuWC1jasp49Y1wWP92csS8PDygyebf8T9j3w5fOO63XHy9M/o21P2HOj+X25Q8bHMefeaHcL4XJ0tLYjc0VL7SHutPYLkBuPDFYE/oE8qwLXzkhnnGIBsz6/IHMFS0ExeCLaC1q70N6GTVvbgbaqf1cnHPIOwF8QfQX6aciEDvDribh+5vuXj7y//4LMZ2B/Ii7iDOSDbG+kHSEncGQiqzrBHZA/APGEyP9MWrGsQDsj8h+Ij+t/BdoFwLPO7CMQ68DHDp6X/VewnBLhFS0RuSDzMyL/Sp3y8gzq7zuzOU7PxL11pV0vzPe/PtI9b5rpxi4cVi8Y6z8d4JmnLD2yf+nwKBtgzDR+tosF4W8yWUGn0gOLZuv8ZIBZ71fUuR83S+RSBlhbgOVkEUTO9D6uCzBLP0JyPJD9QloZZ4yAG9EQB2IDhZfs4XtH/bOxCkT1GnL/zzIwDLpDR50yQ2yz9jtqaN2VhTYmTpPRLhhM17oXjmFfaomkyuo9K5plvdH9Y+Q0Cuvd83PtyM8znAlatpoQTJBD5/Ea8ih7fm38cSdEGZZ9WHdE72wCPUVMH+VyGUJdJqWianVlkxZWEYz76w1vDbiqpIIbaC0TckosZGqUPZNjygX8CD63kQhnXjHXpHMdrnLqNUfQEBFKWbCxUummLjEBGe6qf0NbOM8MRbjI0DwjVtXm7EKuOd2yYTB2M0saJItAl4FkKE4ZjkTd4WIKmKMf/bnLKiS4LwvX2OdIj9JwJiP87Elr9VrtgR0uJiTDUwmMyAYi/PfUC2BgU05z0cbO+F0PnoTYAZLjvfP1RRzGtcdof8eZm3AWwA7K1TCkNd0m+IAEsJooJlDOswP+zuuN40/N01rmmMOYi5c4LaZ0TN87zugcAfXmPGywLbrovewYWUr7eHc9w0ZEM5OxCaPh2e0YnvfQuwL22IpuxASHQ1ZHbfD4c36BI9beqqk9DUfCDUHT++WoeQlFZnhzFJZffIgYkhNweoPL6NQ7bCw97OdxTgV3GwRrHEs3ZB/4QUgaHtoLOTHoRBhnqpy15fScHLagYJWz8TdBAXFm/De/DT4g2lpOh/Fe0iEbK0UjhacuFRb26stASMPMPl5xON/CPZfJKVgkHGnsjIEsKaTVowqvrBC5/FYCRfvh4zJFEhevMm6IB31H0EMOg9NYkM/btEf6NWYjs3lpTX7g6mEP5kybmFPa/RPj1qIRSi8OoErjOJq15uU64IQh6/g7wmMWXsY+1FyLRtlIP9MSfReBkbkjWFsO0B5YfDC1zuENPJACDs+t1xMHTRqvJfjlKPdDBK+DTINJPpn3Kr0HDWP7TTf64AsARpTdtO/Gm5kdREz01IbSaQ8PNP9bQ9eKHhr3KpU5KIQOOYhzz9wZsKFIrDIOlAFi4stzBk/ICYEBV/4/8eZuGuA1TG7Nqm1suetYx7Yae0NnHHKUqGkk+2gANAoI1jmMZsPhq/9SWRamdYkhpBf70cT7SljN9KfOrn4H4GCBNm9Rgmu2DOcG5hWRSXpFY63pYVRQRIVMdwXrdJW0ShuGTHvGngyDR8JZroX2uYOlBRhpxplzHymrToajWsdh4V8ZBsZMk+Lm+1sirtOlJUZ99pbabPnrrXd6A2959NeufeO7om/zNQFgZNG9sv4frvX733r3rSH+Vo447OD0nRF+mvPEBuLwuuMTDtkgwv2KeDwEifg8W+69nd88Ztp+A4sqL3DD16bnVQD3vAgkhqz3x0aViirntcvFKAtIjhDilIK50MEGtCeutHrvMbqyCnRofpELqiRmACwN6PlONG8yHvMJMkzECSwpd0L0FVHNfE1z3HSejg/k4LUhFd1ZSlVa1jIazIdlHMWCVgFM4s16ZirjoSW1wFQpHjc9TWUTuu+Em6YPoxANPyl5wHQlK2PCeoLqldvpZkdTlYRxFsoN7vm/0rXE1zMm+Vd/xwYap+d66H5eTD/jv3quaVqqzESb5JZbXfHVyPFvODvPMoFwKIAsWjvBzzhegTnJvS9Z7fhTokWhmL/rN9fOJ176azA4A+anvmrW6yqa3M+UgTEpG1TZ3sP5tZ63DXje6MaH9wRwDCTzuxMjK8YrsDy4jM8UEc0qG2etkD1VRskuD8Ma41xW6V8FDURgjriepCEM2Qi1HpfipX3nFqfmYJRAnaVyxuidPqN5qstpK8F3R8QTSKnpOEvoHLvcY0reaSegPQLLBVguyE6dJ/IR1c9VektUCbMu8rMjlgVtSbQFOK0L1nXB/V1DiwXX/oC9N1z3C9A2bC80ODLoTbBsQyYrY3WeQKOuStZWYNwJyEe4DxaDXAzDBzo9F54fV9qoDOjcQY+F6FdIx2sdsUpe6cI10Wg6TE2LV7Bh+CJa2gdPFMoxwCOA9Qw6h38vWJPE3CGxMggkN1RWQ9H9QJd+xKCPkRmS8YDAGVg+8N0NCtzZJtozZE/Y+ZfPYBkpcWcb/PMC4AvQr8D+omt7BYaP8jt/gLQBGMGydnTa1hDTeTVt9lx9b5/ma/o1zkzJFDUP44zP0SQH3WYCIwpXojIDLJ/6gYLjPKfa1Bs5qnlN3n+XBPNN0z0WrqbjP5zfpv0QbRkOmNvgsKIfdvB2OUZf0QGvf3IaYyKxkXjVj7F+5rXi5vfAoLeuhCOed6io4MfE0IPg4Jgrqtxy6bP+f5b3ReJxhMFb4w87IWJ1kxN5bxtTq1hPXemHHcg96Zl2relAGaKI1yLSHdowZUpAdSSjI+VJii7D0sYFl/E6QOLThDSNhpEsxiLi1IhcZcRpoJcyA9kX0R9F58Uz0BwpFgh8Bkz8I4G8L+JG2tDFFFgHE/0FcLpY0LmAnZtMJTLpOZtwzoJqhupkdkU9u77hcpVgjPKIZk+gL0y76w3IlQ6EZvN5n7CV3dJZdFTMtgGIHXm+8hy/9KOQ4RS2PaT0MioQFmY9FnlYrRxvQG46HHEBU5TtPNJB2ZV1sd9EELwxHCVR3tFZkAlfo0NYDhMSP9PuYgo+MBb2KgNCwh5kcKyIlNvJaP8q82KRkdwCoAXxxDh2TdOJMU9gYlgmGI5u0T2T93coGIEReU0D9zAELtMzQVy+iSbjV5NT4MZxZSHSDc/NSIdiK2IfwEgZ98rHc0kfB0wJ+qx51fUicKGtCTsgAdhAm5F8j2A+9Nw5rpGCM1PBJeCE3wXAdcyL0XxlhBVZKk/MQHCtQQ83D8yCd6azsBLAhmyBbMLxJvxNzb2TLpXIGyeUslmlQfr0Hkfvar98BAT3oTRIOHAzLBhPAzlFPgNg/5YAuuo6OmLPSlD64FSETxv+K/dc8Z6IoY39d91Zf689ai4TIDgZXoV+qqXbg7VJuxuWCR+jMTOhmKBQUhlih8Zjpk/dZ8O18O9gHGY0tjC82fCrc1RCslKUrcOF+/gEcjeNcO8gwc005ubovT0cUWn2qwyGxvNdim0GTYYV6WcnXyeftYM/aIgfcpeuixw1fvsLz6frayraKEuYldJSSqYMIiYZCDoCHJHvnhthIbUzQw+TwtDDm6V9OQqCrgla7MekvuiN1+H9zMmZRQXZGRCRE33z92U4mpmu5IfBRPROnQNn2WTDMZLSF7dBSk0eqkSlHR2n2ivTUmRyv1ORtmigQDdne7nOsh/uubgWv+AZMeI+/oAmG7svlhwlp1TvV6BfwWhZlV+A5ajVYpbmYQPeXnytjPoFV0XSR+f5AKgAl3EK6PFMetvaRKpId4u35AkRC1rbGL2lpoa9p/BB8Gvq41XPZ0O/dOToJvjFzkCPLjyoWtEXJDbibwA2TEYuiOvOTPn1hERDazIAiMZ08eeYHAjEMRpGWhuKKRJagwz+OAGLDcFXRFyBPCH7HWy4zLYh2hfCdBGtU3ZZKPik+g0Y5buMj3Y0OLuyrTzvVgrCigQNcB1A7msds/l4oHjrWX99n8BVQ3s4U3EWqGZ8tYFBL5QhL6cSPmMiZkTiOzdC2oikn9+TOF6Fkh1G1p3ePgdSTXy2goy0+nE+PSOfSfPk4wpjXCg6Z/ksh0gy08hah+d/lMmGQWFQ+5K+bgyMs1N18msXb7AZeQBnpp+3i0DNpV5SN986wHOatfhFZUH4G/K3ETCgVZRi63d8h7519YBrLyCu3gFxD+QTMnc0LNTrSoan4SvcL8CZSQGgsWwEI/rcF6wD8VnHW32/wDOYeCBrlc6VyQjaiA+MvsVKp+X+hB2/gPSpYc9nJJ4Y1dx/BvAZaC8SYQKUAS8YDpEuFhQKkCWNpnN3B50GLNMbUD9C2BCmbF7Tx2QGRM+Q6HBCk7Gvxw9AbFjyi+QZ0qMuHWBxGZn+WUeAtH8vo7Fk0uxExTgh2gIk69LX9ucC5AeQBjkjwlHxln0mx/MhCGNkJQ/nw2T8bZJ7bAwrY7DobnQcA4QAdMuudlp/a8w9KzCRp9HPgWUBVbd7CuCzzFgGcPHyii5WBkW6X1ydM9N5O0/0TmcPlvB0HWRSPM3vGFHGUiTksEn3l7CuIOePG87PjvkA5Ow3fbacEAMOrsLQR/Al9uRncRHIOg3yXXtVvS8WzVl2BXgPV5FIE9EXwj8kPwGTDCV4Fj0WHQ2vS84qP39xqaPJ4aaApwj2MzmUmEzV1Q/hQpiH7ZgaXAEZ6kMWsL7I7GNFDEvevi0x+Wqc/kZak4/IPCO7ItJBx0yeSb9y+QK0Hdl+AfJ3tH6Hnvcidx1oV0RcgHaVTnAB8nfCdrlHrIHl4YrTCXh4fMDd6YQ/ffgB63KHPX/Evjc0/COenj9hv6gP2/UDsJ3Q+xOQvwI7+/Yhz0icEW3U7Get/hPydEd8bMxuz66Mk1Q/LAXoZH8AcqENEADaBRlX4lC8kD4GdN51Xz4O+cq4kydkPiDzJF39VHJrnCiTjYCLB75begwzpRqwP5K+rI12z1Dfl/2Jdj98APInPtVCc6PNLfZfgP0zctuID6ePPDPLb0BuyH6RfU6f5wMCDdmeYCcbzSMrov/Idwf7eODSuI/4wn1c7wDstDKox1n0wHK5Jz/ol2/jGoDi5V3VEez8zSmAL0IGdBvCpe8FAJUD45kWPZtKcBetOQiaOl9dF5nOlfM2xr2wXrigArRK9gZKT96lm6T6y9wGxBS9kD076FDLopMw8eT6GnscR1dQKJqmNzk5k/2Csj0c11F0QXS/+oSqT0U4uNx9eianelqvsnBuuh1DNys6iYn228kgmXqxTcfBD1OWb6jiwSxjF3y93zvc68GVM6pfXDjc3TRWVT5yu5Uw3xx/PBNCHsd0GaKK0jPAROx7V7ktC/kY9oBSghagp/Y+pdDaC9/Bho6+J2mct9Bhfuvn2xYsxpry7NPj69Iduq1kbCmhmSSCsUtACDgDouZSRkFFXKRKQoFzS3nlBg4o3azLMG0jYi4s5VLIiWnDvdm7hHCVuWmK2tu11m4D7knEHkdh4daj2BLZuuC+oSJKI4GVhqy4dnmsTEh8EIJCQgNcj41IOxnuAtP6OufXwPTcmBFaikiihMPvo2ZtrDftMOr+yiyRYqd9KQWr5KOoG4eS2et/opRTf2+VrNs5eE0SIgKF/5MUCB7I+frhuBiK5w0k7AgRsqYja9uAvSO2Bu4s03P68ZExv8P/H9fDaGLgGOHreU/3zp56uAHu2/uDcVf9xu3PmlbJ4NM8s3CDUfi3DqHUQZ6V9MzJ0QgMp6e9+jce2q/P1OU6ADcoPjAqpOhOTrSfeOASLoNhOPK2Y442TBt1BLfQKgzeYZhdhMtTJlQCo8FgFjMzzkVFNeG47vJC6J/b5ktSrr3lWSV/JlyOxvNRTgYP1V125JezuaTseF/s0Cq0b8BQQJLpu1Zawg6xLH4R2tcsYQgyxpG2ER7eZykOWm9WZplpofFSeyl8PkQ3Ozo67UiS0cL3WtgsJ4QMgH2GzVdGmJ8ZB7wfeqaiKby+OSoiHVlVGRdD+CANm3hKrcdKbqL4WAQGlVSt0EkhygPd8IKtDMeAMQBnoKSiS7Ka/dXTDjS/HOumZ9FQGWcARjmCdlyH+YenA501yxUA3LQ56yJnbI19yWIKMYEw4IiQCJ3raiw2gSABl4qpCPn6XDDsKpVxQIWxh6N++WQMmR1hUwRMhkqp1bGOgX9e6HdQLqYbUs8AMDmgNpXMXBlAARu4Vd+4av2KNoiXD3o1eHwR9IORtCFznfZEn8civ3sOB1UyTZ4yMKNmEy8Y/StM0xXsYeSYzlM1CxTdpfPVBFsbKhpKWWwpAxJCxpHdMp5qEIcdc14Cf6m8AhM2l4tsymKtzzcFrgRppXG/dSTonEgpftVYtUmBio6AMjBy2r8S34c8yam5GR0NJiljpoPM6bRXOUX3z/C+zqwCs5wmuv+9xoaHMRFUEqeb727/nwMM8ivXfQ3h5++n/+sxg4jk7TX11KOhHDrfIRlvGO3HnHL6dwpVez0zrX9cf5T7xmrndSRu4eB/xzxuYDHzWaBUtfHMdrjHEDk+Z9qBQ2DK7XW3cLyF/UQTBgGfeMEtXQYOMrJp67dGKYoqyyT9i6XKgkEQlV1BfuDsKTpCdhm3FMwTo5eBHbOZF+F+O0IgVU5CzuSU/JhxprPfuk6/IuMJXYyk4wWJZ319D5cMHDuccNPhyujwd2E8I83rOo+jNMwFc4PJjCsSFwTcW2I4/rOHKBjpG0uxgbQhBw8orE9iXneTzDqz4t8hObgCc0RP8YLI69jrXEAHB0QHJ2NHBSlZz9zxigHXLkw89aYXhvGMcqifoXvLiO6LHb2+Tp99ZVRpNuObZDjZJwauNVQQVRnPxBuiTaLWhOuVIeu/B4xr+fMtkJynoEs28zU8J5gdHHqiQNFq7jMdywnVbACb50gHgtfQMORJBZIG4VulL83/7GhxUEUEo/XhPcpylA+jv8t7LAe5hQ5EZ7B0VBbUYevscLnhV1MWxGuYju+i9OjJwApHoLPZ+MhodR8IO6lReFABQYK5dcWUveR75A3tCeW0yxUsU+l+VTvQPpGHtwuDmPIZmU8j+CPB4F50Olyrn00H8qJlN2QLxLqjrQvOp4a704rHhzusyz16fsC+A79/6djzBetpx3ZNxKYmtfk70H8F+hnYXPLuHi0bnZAAnbGx0EjdOrBuQN+BzfSCtpfqZdRXZK4MoEkAywtp3EJ73ShbqqC1uAOdDycg10Jf5CqjKBD9BJcGiqBhNnJD7KaJk34bAWyLSnZOpbObmmxHA3u4XoB+B+DjhEZXoL0IV74Ayd+zrWwoHQvofHWAMAi7PCPipGd/oewvOsDeHScgHgTzDdg2IF6A9gXAA7DQ2ZCRCggjEHI/yTw6ZbV+bRStuDkjpZsXYDmHmJreB/T7Sb9P9omDaDTbJRrl+KKZE3223JDzIU0MAznG57WsNuYn/j74hr6P+f9Zzoqbv70o099O3cBBjkXbTUE7XI6t+uiiI3OrAMp6DhrPMaDAt8BwWkhHTGDouxMPKF1rrHuOP5k2YyxLAZcuk1hVMQqOieEgN1+Z+GlIF7XjAqb9gmW9zPbIXvLP98YfdkJUFJm7byO03/24dz1lgBfyRCeBy6YNHAycHkMAJ6YMRVP0XFc0shAqUx7+hUaHWGgcp2eKy6DzYZRHOvCWVBoanDIrgjilQDoKOOQtrOhW3Nc8WCdTzLRZaV3gpoY0ELCXgtGS0bpOH6SnEsomyepgLgN9b3A99tC8gQSWlUw/IIOEEMiOGdc0n71lxouDYcjz64j9RU6D7aAbhmo1z83uWePTToauw3gCtgXoi/agA+tFRPMM5ALXTk1cyaS75nAoHfL2sHm2SgnACrIOfRnpvdH2SGYd1MKBg+HKpzVvhBagyo7UxQJiRaLoIDvrIS1n2ZAYerwU11Q6dQwBZPwokqYEvYYRsZLj3eV9NHNYUGnSJVBN9yUG0fbGOlMiZ2JhxpsYmSHeF0dwCL8y4TTd/y9pf7oeR5JsCYJH1NyxkLFk3tvdNdPd8/5PNtVbVWVGBkkA7m4q8+OcIyrmAMnIbywTAcLdTE1VVFT2pUBzgJ3HWIyhGuVp3gfDMVBEtU5qGVWdCu7X3DGDvgYxq2qc631tgjaX1RXbD6585vomU14DofOtyFS8grUjnbWSdPBFm48dbSbucxk7UmfbWM21uC+A8UHGxkrVc9Sjy6Q4mkfl5Gw8F54Tx23U5ByjFFSDxzjiua2a/VkC+06jHUJwk2DgyHuvuZiiEcE45DThBBVcR/D7PL/hIBQoWyUUVeQIz3BkkcsRACjHVwnRNhSOmop2nu/qzs4AyoHkc+JILM07W91eKBo/0vMNMHIH6zwORyl7H62kfIxmNRU1jFtKIOcWAA0DudVeRZVusaHetD/1mJt1tzNsBdPp5Qk4m6tS7OcuOUZ73Q3kORBzYPUIckaZ79UJjavI0KJNbbNg59rKEJPgVBGm2gsrH7uM4mUUnfVOzl/lUMzjMqSkCB4RQoWscVZDM9HLdMaDkCIdkSwa4fWYtI5gw7hc59mloXh7LJyNbsTQOuucNideEy75361O+uFxk8ZAzUEvKvnknoV9eG0utWO6wLTtTEbrxmT/A4wrmNmpxvOKQIom9K+UZQmjcQJrFb/oHHBu4QjDwaj7CEfCbkDviZGSeaYN7MwMyHHG3E6ifoz8KwN/uiyI6EiIVtxC/PGJ+Cb6nelIyxcgbgg8ATgj8ZvOoOoS53mtazshxw0zWTrFjrNxMosVpSknhSL6hhwNOzdu2sG20fkcU0aMccIcA4EnRD7CmV3AxhraOCPys0UZ0NAxinQmOg1/AZAYciqHHHeZr3I0gbAzXRgbEA/aZ+JjZGA40tvBPACofABph8g8GrE/vhaXK54TDaHLEG7Djfmz6ZDlk+aYbKOtMYzT/c1dfvtoqo1+dT6kA+9PDvIUjv/s/wqd7XVg78fsDoMu94o+m44XzN7lJ7Rxde5LxskGn1FyQD3NQ3wweKYXEnf7kx/BrMsLHbbH7zs01lpaZqXuXZF7JtdrvBVAYOaRP0czQDRwyEADMGp6A/CooCIFFo2dPA9Nt0SA0adYdCmviPwGRsz+UoBKvYuOO2ZdVKTqfELiARhfKEeoXHGqP1TGF2TesMfAHgFmBrw6eBKZLzgaoKkfMJCO8kfJzbvq5lsQEYwG7FB+w0wGhmQMBUkxMhnxCJYjOSHyDSO/YcSGLQYNDMHs/4EnnUA6G4Z0R5svXMbF9NINUdnY9gyWDfkGjCe4tj7yCQuPB5B2rrjk8APq7ESCNchzHXOXaAzBxxn61p9SBsjCOWfk+6wo+ws30FEjYxlOAD5x4L/iYFXmgI1OqWjVjAfQ2W7dcGqNNpjq3ZWRoaXERKohc7azQnTzuZQhzWc0XNZHEbTee8u4NmLJJlE6e2VcmK6ykbpL3pC/KhhzEQhNyQF36ik2SdmyDHG55MB60NntgPtC+nvLj++C3+C/uWekO6dGK6SnfJj56p9GP3XWXZWBEd7tnRHrnCXftfR1INIlUyjL9YoH/FxrqeAC0FgeozIfDAc7CrNo9YafXq//E4CBGJ9BWpUAbsz8ql5tG3C5yHb1iMD/DIy/IeN34PQNef6CkCzMxNDPXKN6JOynvyHwgNvLZ5xuT9gf/1dMPCHwG8bYMOYLIi44xQu2eEOcXxFPb8jbG/IWQHxDxBvilBhbYOYXjPlK3aX6QtEOlPEHIq5g9H7CvUmYXRAsJxVXZghkKIg2gc24fkbE3xigMubyQd4C+9VBKwDGE7D9SrownyiLzVfQcfB/iAwp823YSfEC2mx+Q+aZtLLEnclAmn0sX+XpGbE9I/cn6i5xAx2uE5g3RL4hx5+U93bpPDvPaW6SE2//hbR9hHyplo0/07kxviLGFZhPSDzKbjlkMthJ0+czddGTxpZ8h/krYThfGKiJt+PZ+BjhxC+dFWYae0HR3XLYeri5PnMT6XL+5R1dbXJS8XfruPqz9Hudq2CWGWnsqdEyGcNN76rcXxbeBR6K5UDR+bC+l+Yb4FlSwDdLANumJFo0d9mWTUuXc5G2GqCc2WNrz2LJ7bVg0R73k3PJI1eyABY97/AoeKuZO06InjFhh2zswCa7hYJClwnUg1ouv7b7bLseYOlHwcrBmIDgbjhrTvMkGPMsO3gya+4/vv56JoT5hBsaIRfTkzGQtepQwZxuRm3DuA0o4eY6AdjAgkhGUtrIl6ARLAOAGsyGNmyc+MwkgN51Vcdis1mHhF51q9KMvqR5hYqERXIb8jaNspoaLu96wmksGYMCtJsOKTJ/lWEUc7LTQp65zJ3NhZxhEoFwOn4xUjoEVo08NJ7W1llOCR47Nz2sqMQRgq0cQQZJOt1cHyRkuLSzIcW8d5Y2mElvelCQz10Gygkq39suR9MZ9Nw+gEyBwkRFODRl5MdXrDUHtFtL6XKkI7+2AIX1fWVwpHddoy5h6ajw+T4bW0MQtrCz4hZTugABAABJREFUDGcmpXWsY6yRKmrTHMwGBOG8DcYiKDATOkh9uq+VRFnUFMS1Bps+f3mr+HdFUZNoGa+W86H9rkPeBTrAQmYLAz1ujda7dEoLfn52Tc/lC7Ki4yTSFU7ImHswWmjMdOpr4H09zmjQ68Iw7sb56FKzeROMSvHcGPXg1MPkWpdhZTT4NrwkMVwzaUadmmU4KsjRCf35UUfExpCQQZjKqmgIeqaBvdxm5qvsAw77sjIJgEmK6FI8Q02+Oir2qemZilbpjDX8PjkL7ah2xFDIqF313fWS6tkjhbaipYwLU/BwWTIsRogbz1WLVgrB3nu0DPdGXzsIRQ9yIA4RIiGe4hJMO+lIbkpQ8PgSgjbOiWzLzsWf0bY7Iaxkk5bUmAEoWtm85iA/TC/IHzuTJWsP1iw6jjaBpfALWEas5XiiDjyVvm289dxz0Rhfd30Z3v0uB9Nc+N/A4bTWdOS/CVzagbfoceHCvH+H52Tc73NaNN284yPK4OyGkguG8GfminSsCMFoP+bxtUka0RH7it53iqyXH8bD5rg0rzMd0VnzMtDo58/QLW2UNq1XJGHkoyLmzDfUtNCbYnpdzzuC3rxQck3uQLL5+4SdPKSNY1ieuoosfkZOpXlX/fOoIx+tfvMcPdIm4EzQ6slSW7rrO8k41duGipQzVAI7FeB8FN14QsZZRsdX2LmasVHZU/PnAx21s9D8qeoPd6ca7JNg+U+VkGLJzFdEXmmMjAEqQXYEQLseoPOWDXHD8kjc7bXoII0P5r8MrsmQLBtXBQ6ZFptWnkCF8gHMhLlpHxRF7ay6YGQdFRLThh/jW794Vi1faMPqpzOY/rloL5ESdVAP9Kob95ujdBETPd0my437YJb9/R45jjy83btGiPb9orFRNIh4222LUfx4SSv1XQUy9Hl3JrEYQIdP4B6mnlWfuXheOZLbG3JB8Ji99Y6Avx/z3b76HENn874k1v267sdZ0OR8P9qvdhUddKS/cdTGbcloKUNwMmp98ZIBRsuewLMgRwUCbBIKHBsugjKSe89gAPil0RzJaNOG50DOV8LXhot8ReSLqyAiRTvXcRCdDqCaL3djQ3ZZy3yM+DBzp9PVOmmcZOxkXwrEAwJPWt8rzc8jRGNeBY8n0th4oTgMBi/sgueqjm+cJ40Mwz13sIZ551FnlE5VQU0Jl79EZaF7963PSwbqcnIALr26gOZsBgHVfdkqYtWG65vGtDN8gFkZCciZ+2N86/KEc0lNW09AygmViRUYx7lk3OCgHAYv9IGPZ6AoS9DhRHFa9d1Fw5dRW7JGjRfS822TWDiydGjDeMmcsI4Kw2zxmyyZRjQx7TCmk+WYvxYwjbKTpvS5bBT0kKVg2QwaT2egxvPcEozAVoBSWYmduRNtf9Dow/H8YHQ6DKxyx4YDn0vcZPi/wpmYy/HS9L7KnPXYWUOHzvLCrA+cJd+7rr9yjdsDVhb8pGE6rsg5kHMgbhfgdkPELwCegNPvyNPfkWMHzv9A2aZmIG7k7ykZI2+fMHHGvDxi4hl5/TtyewLiWfv2BQPfEHHBiBvidKEzdFyw+pTKThW7Soea/ylIK8F9wwXMzPoDpgupEkoRCWzWn14FHgXFbtYrn4F8JO6PnRH/I5G3HbMcATdgnJmNmmdEnpFQaS1MRP5TSVPPnF88C2VUTi8HIs6yXS7nOdew7E6IB7Ds8mDQYVw5b9hJ/AbEFxTNQgLTuvwEckPsvwN5QmwvyDGRg/gVeBL9eEXEhVkU+Yzq75hJmTeeEPGMHCxtR1MonQfMspvI/avGkvP8R1dchf+ixz0rKW4gH/HnGxZdPWOVSZWtI0CnrByGS5oaTZRosOm6JfJg5+Q9pvkXOGA4jMfODhqiu7kv/KvnPVeNm1sFh7Iso2wDBQtPUvYG0/VYK4miWxZQuyzm9UiuTDQYNBoRflfLnC4ZxPQduBMktb5z+860OxHjJnoop5YzzatMkwO27SghHlcgpku2JlTGrM2lnMTiu9ndCOMOHvjp9W+UY1LtxmEPksQQRXwXsLdkWliVAhIFCiC3QOAGzKu8JSo5Mng4cSPSOM08t5sMAGftuyIhK0LPUbYWAHcwkg6a2xWYN6QFgbFhTvcauEoQkPdnV1PpeCFybAayDtAE1zz1I+8Vm5aN1gtjAuMq4UdeKdccNX+cEiROZ9k6CVOX3ondJZFU4/40SfBPgmelcSlqtZgvjTuB5OHaT8jxVPiOPYGrIlA2GRa21n8DQcKqdSeAnGdkDirvw4KmjECZYE06pedWeuaZx0aR1cOOjXgFMCrK4EcXGzH54JhpG7HXYWOEug65jewSwPNe4eSkYMLUo/BbTgXxIgFHkiOaAXQORDuEFEIpnLtW8xJorIg4w8X41AmxBYvmOQZgd3uUc8zPNlkJwFGY0VgGr4llRdvth9tWXwsZVhTJcXA2dOBF/314BcrBCNZrdo3lMhbZaVJKk8+XJRQT7NMi2gBSEThd0fa/s3AAx3cVMZ7658/wzdFKob1W7fa8gjVALXC6fJEVEQnKNh6EPsPksxgyZokxAFgpxjaiCQbT2D1rP2B4IaoZasJZTTKM54JjbF6DHZbezyZcw4q3MpKsmCFLgEkbEu2YqbnYcCzaU+ewbqi9cfR0lLOWAgAjugN0/Ah+VoxiR1YZAoj+ObKRiuUyzJLhZ+GFBQ7zHSgKb29zbLyrHMbaA0cwKuMtMhnRUJEpIcHRja8ceZlrGwFGIf9EuViyhHimZZd+JtyIsiK+RjmOa29hR7FpyhJ4Vn8X0boWSWZeunaNeLdK6Gn8pJBJJYp9Azq9QIlHi15wGXeCrsFMAGmeq8wDMljGqu+HlcRyOEk4HqYBnZ6Kh3b66pT3qv+81XuLj4CGofB7ogVHWCDzFACsFH0as5Yj1c5uGxy0LPMFrbHmpx4FHMvZgYFltEAFSSxYn0hDNJmDkfJngp6MSayHTJwIyWoDO+ucZiBdE9v9RCSLUeG7qRe1lH3RtVT2WJXgslzkaU07yz+BsfYP2vvrYb0WfilKUq6MmzNGvVbRs3kTraVMuqLDRVs3USKn6pf8YUH7JPh9YwBJ7Cr9ZDpkmnhbhqKQfCbZlK9MZDIyOV0PfChS7MQM2uiRsbsiF7EpWu4ClhoVvLeJGCcq81gKEddPRbefidhFK+/6vISySrb4hRgXjlK90LkqYwShNhBxQcTr4skxVNqjla2ZkoO3HT9DuGP9XX0WprfvZYtlmC8qhm5c8l2d3h7FkCgJ6UCH6l8atZHl9Wmfj8+Wv+13o2jrWpT5VJ/je5nzyMvXeNllt/B8Gj8vgPj9zdSXa/C0PFlnAVjK8pKbltw1F6BrmS7Pgvq9DI/11sNDcfg7cb+Wzic4ywabvpf1jR1wgAWiOOzD+ytc8zk20kzT2XEj/49HrEhvoMqRxBMQT5LxaExL0LBHOfmG6mMwTT/kVMhHJCZGMMqVJTdOOp90XmIk5rzRCTlvyHxGlZGYFyDfMOeG6RK9oJ6ag33/Ao9LRonlyMtgqbaZN8HpkXSzYP8J5n+BpPyFDXSk/AvIzxg4i39Rvpoq1zYrIE00WSWTaIsbGOGyJMrDSu7qwBUs4cTgs4mB6ouUkI584l7FK8qgEyfAhkA8Lt4KYMnY0qlcP3u8KkDOeO167t+EeKYZb2D0rg1UcsCWTKvI3WrEqsCIn+CbgAw6uFmi4nCuAtpjB5A4glu0JRktvWibzm6VFQYcRHPomVUyVNebiKfhoIbqy3YCxqYSi5KHpvroxEM7iSHc7/GxnX7dnWumOAoH7BAxn7CzaMnXiSHfQaeTJg6maQ2m3Y4E71EHux0mj2s+TYZa/OseRoGyQ/l7NyOf7lkgPHDAj2lfkSjpXOWcueeBi8YW9at12+Xrwfw5fnrl9tD+SGS+gbrKKyJuwHjgGd+Ey/kEZvYAwDe94lcsmZql4WgfekLOQL78gTw9YMfANTe8XL5ixhX/+NdXnM+JjFfM3PH1csLb7QH7bUfur3SejhuQvyHiGQwOPmHEV2R8hftcZZ5JS+YrcHtFxJX2stwlPwWwvTKgV/vBdQzkdpLM+4KMG8b+Rjxx7wj8hsRnIN6A0wXMatW5v5EuxP4Hz+NOgz62ng1DJzQdZUO05E8gX7BKwX4FoJKleUbOT8CVWcSJEzBfgP0F0c5VxgnAExB/5/qGSjgNybw7Dby5sVdMnr8B44qcLkX/QJvR3DDjEcgrEloHFLV/Eh8bzwwSmRvpzWQG2MAb8f9Gh06MRwD3eHt3uTeAYeMgy3Q1DWckLz1J3gYG7MQ6s1nlsEkbnXXv6PwumgBYhvKyRUJjK2O3Mr6i8YVNso7pD9rZTVSVBP179VHTS8e10TU77O/kTgDoWZVIVBn+OWmkD69LMMKOSAVfK8unXPeHQLgmP9U/Q6Rnoko1DcoXDIJl0FdUhtxYY8nJkFPOIu1fyT9TsAnR7rSspyAt6XiE2wNYZnJvcrL51A3MrHHJHNHaVIB9ZqOjP77+DSeEmx6JELca3qyZvSnQQUgXO39cpkjwoYDFGriR2zLcJYCbhcmkcrjtIg5qWmOGm6CwWak/QpQp5TFZB3QZ2WRgyAfEfACFeadGCgRTKf/bm1K9jH/cuUTIvsGU9IpacomFOZVqZaeDCZ3AB60pNzj1NIZThc/aLDkZ3HdjbjS6bKrfOxgBEMmmPmxuuwnJWRaBHnshUZzAWnOTCDIncNuXoDSAPFkAcQmPs5CSxt/Mk6IebFi3QV375vRWnLmutBNp0nhRBv4EG0EOrNTbH1zVmExw1qFl3fEVbbaMkjZCNoPcIVJh/fNAXJva041nUQJMLkNyESjNAcBSDG20MuG1sVkHEhLGyovaLXNdaGpGx9qTWIS/1pDt+U4goLWxPudyxGjsLvQBPF8VRWPiJ1ba32WlNgo6awrZd5NGjuyCIO5228wFKaYKLI+1ayLKwaNzkY5eE2+yAdB7wGku4Y7L7srK9/Et5OmubCHv87yIoMqYGCtNdzE5g0Rp6cGzg3kj3nSGixTj6A6TWHx6Qba+j0ZHyJukaKvxXTT6RsG6ObdcSqsM0qeKTAKgWqGi1WZMMNMfiy4Xjjs7wFEh3EdGPvtZOUWHa3VayZMDYwDV6yCBinx32nrexMxI27KUx1nncXh5hSWmxYaV4SsDYSk+VoJsGF1nmY6V2cAVAM5Fm/MO/907KOUYN3YdjVrfuaa3XfMO2E+vPRc+5g7Xgye8skU0jIZH65xVNGsZoCQ0uASUlOMytqZpmUoWVhrqGanmxESBiYo+CWCZ/KLGOChvneDeOQErkwaSC9TEMCxMjdlgbclposr/SFALrz+iom/qXqj2bhk1tP+1NeYbQI6BEmKHy4jw/JAGCZbOzslda7VTsuF4zdWO+kV/DPPoTs+KHPH+3hp9XHAKpRsvc+tfkO5qpTJ6TDkZBnFilHKwgSnFp4aTiTLSKFtznSHxeDswLexHyAkB2DlMNsCyQyta1Tu1w/lyhU2BtZe7ss9myk6zoTIeAQQuWAoSYMWAWRaj6FpMORhjRWvxfa9AvC38tJhSBqlZM8uSF2jAI67eALxSTsKD4PKJzg85L2NXX4acMoqKLmPnuty8fZO8GycaF+QErsyI4jUJDDkEpRDmIP1Ne368ju0ZESckXgBcqSTiAjcdXLW8ZRwsWWJbsREhvFQzTupZP6ZvR3eAYUfK3fMV62pn8kg/x3pX9puzPXrMZs32+frE52jt/BrnnmZ9ML+63+twNLHvk4OmSlC2IIUac43RZad15eH3gnDcfc9/+/357tv7+Ttj0je2eZcC6s0ei214kgdjW/SJocqhlYO1w/aDdYV3mDDnq8yDJJP0fflLNM6ZAmesSGgbCW4AHu+CnkyfB6g32Rm8w9F/keQbWb0PJr/PN7DfxGe94w++P9+AdFlbGrJyTsx4k/1F8fLWV+cVmBdMPMhYwPkmbpjxBsSGUeWLwD0bdpCdRFSvwkManctJgTMwhpwzN9DhPJB4QeIFkecyCoeaS87ckGNgKsrWQTfhKEsw+3WodE+KNk4AKzv+qqAtnbI4IeyEzcDIEzIugqF5tHVBZaHU52g02bKijLGhnhcHOpE4lNTLjXsZxo0uB4XsBHJClI4oeegnkcLLKeaAN72/H+oAKiLXgQl1TVhHX/jqjJ3Rxll9JssQVefW0dkMslky4CCPc/bxuKHKj5SObKdXEk8dxHenJ9kBaXl/LUzlm6r05EWyo+R22KZiXjTbftlwOBq8fVmO8l5BzCblKEzKpkFZyFHtVQrJ8lXtZft3tjWE3ytdyT3cypFchh+sID6gMra1rlhAarA3f9D5Em1L3etSltY9IjsOf3zlcLla27KI54k3UF73Xg8Gls5H/iDhbKTMT8CYtGvFJC3ZA7k/IPYd2P9E7o+Yp8/Y44q3yzckrvjz247tlMgTy+C+3E647g/Y94ncZfCPG+1z8TvxdChQJr5hzkeVbzzxXOINsfMZ9jmlcwGRyO0rYbir5wVoB8DGsnJsHv1KWEwg4xHIMzLOyPgNiBdgexF+JeXlfQL5KidE8p1jZ4PplnUcubLoIiZyfuPfm22Lr1hneCLmM+nwPMlgfgHwB2krHleQYAzkdkbEoANAcIFLm2MHNgV/nV4oi06VSt1/BVLwizNpZ5jXXBBx5tgjkOMR1VNsviHcryauPP83ycn4DDQnwYfXwW5j+hYN/+2gF96VrOPvCnN1pqw3ar+rhylk571H+Fxnchu0KyggzvwlvVdz1DtoKNdctU/LuQuUXe1d/xiXn1NJ1P6MbwygaHStp/GKBCorq2yiDU5Vfra92BlZB3G0iIM+07vU7DuULk7erqQAPIi2eH8EX9uwQvqlAtDshGAj6hbE6ezByU8zfe4A27+jeJXlpktbkipxJFClE/8CfRPk/toVU8YYjAY4vXjacLotQXOTQtrKzCQYAWihtxszaJsToDZFPUwKgVUeYbMR8EQEDDZ5iXGVYARFWz0SUEGjQoDNuRBn5HZCjzrIKQbnaDnYAKd57xCy2BGQ8hY6jXQH8sa9HtBnT4okDiyvu5jIEIEEUNERc9f7Tjrz7ppu2DdFNJKE5LQBU7W7i2CcgfEoIsxPY38TE9WhOe0i7nSAsLlQ0gCHqM/TRkOno8Vq6pPa+xg2tjDtDbsdGMq2GInIDTl/QRkRI7i/P8NN12QkAlgSIIE64Lb+qA2Q0fFOOAwpWXyilU46vhSlkxbh8XMUjix8VDaE5cL6rwlxE/YALIK1tXebKiwD6wEwhzXcT9VrNINgtGMUcVwGfA+29Hm/Q8w4TTyxiOH9BrUovuyKrA5yZcZ0a6r25aiSLgCzZ8DdWThExwaWwG1YxHJwhA2Es8YzbvLelcnyw8sOrWREWJ3/cnzYGWWvrxieMwPcG0brJyhd8sNRraQBplPlnPCWD9GLUhC7KWdDNUMq+WBlm5TDKxRRXU1esXio8ddRs8Uss5QQr584FaSf6UbaEM7tOlK7YL6tOZrOhxyQKrnC46u5NgeEI9kJk9tqoObpBsrZ2I+A/ypeVDhwKdzl/mxYyNNH0BrCKY8GlOq7F4EhnHwcWL9eDtQ9uM7RcawLa9+/qv5p4ZkdvD5LFnicfbD2nOdwX8+4j00qUt7ZHBUB8aCld0GwCZf+PHN9BFBpmWriaYKompU52tmvNPQOd42byrCZ/Ix1p7U+CWyhHlLIucjO2BQcrvGrtnAXMJ2hpCiNQyRIACobtHCX/CGdydPwgaM6A0rNFY0X2e9n4IWdKKV0HiLytkb/pGyXbBGyBYjWF9w0i5bhlxWlNST+WZFudBpANUP84UUhOC2Qho3Mcj5NZWraIF70k4Zr7DcklkEnRZuqDGZCyvASRO0knPnQIuBJcyjknrFKFNLJUbJVcF3mtZUyPJMRX/HG9045poYidjfBaIoXxZ96q7J/VBN9KTfi0VPGmoDwQ46KnMj9iiqFFwnXe00J83QaAEOwiZTTYbietTMsmJmR3tsYXNdOOc7gWY3fGs2Eg3LkKNh0XjcQ0BUtpUjYoYgxvBZuDWykO8GGopnM0svQZk3Kbs62I5Xd4J49dfb3zt+/d3U5phtb7h2F0HuiDdloi39n/3zWXd5b1L/XN+4Bt67R3tKN93d0r94p+bl4gf+b7ec452rS3t5zWEfj6Gu263Mc/mWnpc/7eipqZaZ7/ekOP9Pk/u729mJ97Z4PyBHP8/2aTZsb/6z3t/5Fh/W1txeNOe43DWvr75/hGvvDyOGYQBmWbSDJXTaQZwC/APENdLgl6UhOMNjBqxjyVQdmvun1U7T6WWPKORGfQfnF4FCmJs5y7JI2UnSj7hu1TVFw4t82Fj+jAkhqG2mMSIQyrUCdEbvEbfKnAOdQfDEmZopnVQbaROKfHLbkhVUqr++vM/8sE4cCm2hYDayG2ic6GcCeQgThU9s68w86WQtNlPFFY6bLr2z1jIidaJvxxM/PWuehFyCgvbeD4QG0B1g+s4FIkcqFn0tP+vEl+lNBUDJMOat32NnRs6alJzhgovimywk1A99CECzZzGchtc/C3wzCsILclJlXQXM3HOUgG8SWY8DnfpXZOMr1zlLLaYOso2rd17OXRuyyYA+gM+xoqDcuHUvRTnR5KNAzTTWPXPjovTjIxyXrB1ZQJucfUHkSO9917lZQlfFHtphyCEWtm39ZFrTeDiyZzxHBAMvmzuItKdmHZ8eBadHo33eujcbGqbnE/J3z3v+kM3Oo0fGgbkpj7LfiF6EKHSEnBXtRPQLxjNh+QcYFmcwInfkFt3nFy/UB1zxj/skeD/HArO/Xt1fcbm+4vm7YL8/I2280xOMXYJxYdm5/k8/nExCPwPbMOW4pGD4C+UCHQE4gn1Uy6ptALfhdT5JJ3D/ls/b0DSm6x8AxlcXLE5C/8PccoNEa3MsZCOzA+Q2wbhpnYP4dNOL+CtLS/wHgIpulzst0iRpw35SJFngrPhJgdgZ1wW907o5TO0dydsXOexXwRlnsf3Cf9z+BuMnZkvw9AxgsGcoeR5/Ie/KN+72xSkAk+7vSxnBB4gvsZAkfhTwRX37iZCWPMy5jndEAip9mSmdvTse4gdlQLm1tex9EC2cbI3QmdPagV0zTQdNKyxXUdbN67Ih3VtCNgzubA2EA7Hv4wnunHaOScy1XOyOqsrDAuZfjxLCwo1i0LS5g8M6gTmAdoao7BNhXpDs1FBDX+q0BWQFGKNlb87B+n56xnbCmmbYxig4Gg/jJL+iciP2mz4GVXRxYtpEltyWmTGUTGJucvraXdx1Qumk8o3p+5gr6Z9lBI97P+Om/1RNCmyeamSbwOZUlbi8SYMIdirbHsElcnms1e8RJNNhNr+UcYD00R3EL2YPPIQIxBRhHlmzXZQzKAeRjeX858JsEtJM8y45km3Az2lLEnXKKUABMSPldtekwAtgDdJqoZMvYWBJinkmYK/2PUSJELxGAzR4jbX4qe8PCczWekvFiSpFLGZrHadXIG5ZNZCQdzzyQyciU3C8KSgwAE3FWhPbYxMxEEJ15MJi+bMQsRUgG2EyW54hxA7adho3YkDet29kYjs7LDTE/oSKJAsDWPYPfuSKOMsX0wZOCXrqXBRXizjujTLisQTTl5qN35/o87MiwF3Vr0dFACZR1FnKNUQdbhLdK3ZgJdw+l4W4BcGVdHAzv/u0Up1oGiWdvek0lTilm5WxZwhDHbuWlCnbZXmetSjD3n0WsbRBDg+kQTTAoPc9YoM0FLc8hilCROUfeJBJ3A13fnwYP75UM5Uuh108R9qzpfHTRMer9EUyxFAynGqejgOBGzhLaywAHOWSt/AwMnOEycS790fEgKktBguxUdGtw36ykZPVzkeIwl1PTika6tEvpUx7b/12ZPGFDtHHKEbqHKAALDrEi5Otze/nX/M3KgFTUjY2pkOxjgxShCQAZimKYNiqbAXuPTYe8hqawWNAuBSUpmEhhWg2hbKhPocUSMLjPQpTmaHMEk+kJ0XiwSWMmcurMqmdLWLm0I/1Hl3mMU8BLWdIYTgPGRcvvhJBKbUX4B7AUTCt2RoCB1fibkVM2ppb9SHgURXBkEEYCY69/25CczlgpojBocCnhxoKb9q/4YIO3119NK8WD7HsZMhK79KGX7oFbVkwJn/XwUfCJcLNZ00nj1HGaPvssVWYh0rhmWmNBdSy+WOetny/tnzOM5r5e4/kXP9B7hdrpCP5wYIKcNeVY7sjlSKKfIdzDui8ANq6DcMiOtETOE+nbSOncCda6ZcQlI91OXXQpvGATxomcCy/pJJQ80Zq982tGv8amjL1xYQZA0XXRHkdSTslj2JFDKfy5g2U+JBNs4slXReAqjX5FbCna6TSUSHSWgsqeCC5zW02Z5wT2a5EassZrczoF7EyOkIFV6yd9MO5D9PPEcivACiSLAeyUZ9OwzLEc2kjR2h04XeRr2wpEQLQYCfeXeBOeMIKPtY/PQJzJw5RxlC75lZxD2ccil3Mi1bRRZ7V4/E+vbLzE58ZER1lHED3Qq7iaLNrrCR0iXNsZSN+vdwTQzoOd5Z3/1cwOooXdDY3x1IZbDrifw92QWonp4qKHRxeL6dc6rwcjYL/H8ta9cdSwqVFtHPO+LHhkm2AcvjvmidQ9R4KI0gPCz4sG1dOW461nLQngAJzA3fuyretIz0xTy9HbRvzoCmULInesMqA2dkbhLfArEp8l6jh45MK1OOM8RNuLNl7aas9giRCAZeAA5Gc98w2kM6Rx4Qb3FjuCcsRyRLBEUJpXJMgj8gTMpwYL6CyK72LDiAc6EMdNeiOQObFyhxlZO2Lxi0xgxBkDD8h8ReIPIB4w8EQiMk3TPoOyyIX003zQOkmVf+BfoebZIz9hxBl7fAHwhohnIB4RuUuel3MiFEFfvWUks+AG4BtpYTlCbPCQkcNlQhQIwIhhySLVLLPJUGXaeNRPO9vpLIinwgNTk59dy+DeZJ4KNlg6ROAk1h1YEcF2lPm+bc0lJlbZZspE4f6R5ejXuQmVKo4nPl/RZW+C9853im+EmE0FRbnsZM1D7y65HkvfldwVQ7KBHiunEtAIRyw5GCrrqsEquKvghbJbMLLfhgwsnok47krKflTZ1XYE0AiXFXyj0ikJFG0a7MeRtq1UUBQXVPl0leVqedZw8Nwt0+4ly3g8GgC9fym7kYI1C8+706kv7uMrTxe9klmpgV8ZEDy53zhxzRkPDCDFG+jUkxyxJ4O7tgfg9AicNsztETGegO0zAqOyoPb8gpxveLmcMPYTrrdAbAPb0ydgBG7XV8z9DbfLhvn2iJx/R+QnBVak+jK8IJ19cXpAbM8NPzdkPkospo2M8uKV9qTYFzpeWMUjXDUkbmC5nOQaU2dxWqZ8QOIBmBtyDwqo07x3AGMizuzXAEW+x/wbKJ8+IXEhL4HKNWEA84Gl01X5g5VLZPjNCw3RrhADZV8NZtbGJuP8fETpN+rLUPoqACT7BWF/AXutWgZ61f3/CeRnBH4B8BnIFzBD/8TM4NyAndkTLNVzAcZX8Dy/IOOEOH0C5iNyv673fvdSqbOyb0luH1vJagShgipNj3sQYDKYK/NGu2iVMbNeJSfkIcCOtHIFTPhFOiQ5BesbgPsgZsNT59bOCZdkzBPcq9dOrXI0DOkZu+mVZRCt25lGuTW7me2irKZDe2q2gEkLtDyz1jtpl12zDtmFaQfo8lIs1hJTuBxwScEKDCy6uyNiR4KtARiMyn68mLK5Dumkw/rxWgdtnYQhwef3L5rHoHTq2iEnRMQTVm+QqXUAiDcs297Pr7/uhGjGXyKHBU97zIBK48woAaywFmLGanKRmUwFk6cSlXJqg3/tCGKI6QQEYCkn08h3o/JnA/Dc4VqHS9E/8V37FSvaLF3VAqX0eM7VsEP1k8HshHK+GFEdUTce6AQIlfDArbyZUcKhozt2LccCjdfqvyUUjTvlRM3WMk/KgLgzHo0bMl4kKKlMguoIE58oCAXAxkK1Z7nmMCWgFx0Y6/0AoMZnSwFSGaaRrFHnvQ7UvlY6JcD53F7bmj++HIGxlt8UxbRRAyhcdLojgKqFb0dGjbMcFFH/Saw6pItZspxXn0tX6ZwqG+1HOBEgbkKewR4dF4aZ5hJ2tDkjwOnVurevqTYREpw8G9bdd/qsCXEvu9NWsd7dRTxHxzdcCxOmBpZwBFTB3fdsJPQewwYZwYIHzFE+G8eehEkZqbvDo825PmsZD1XnT/ALn209bG/yYmg7fqTIwplDEdr3XXjDVPIyngRxhZG1C1Z8n2mUvdyGqA1rYzFoANWUrYy7olNiPClpzGe5lGuoR4JKzQRc439IyPO0svYv03PpSoPx9ShYhxlv4axhaHrP9THdHiXUpGozLwOAcPqQGWB8bkIGoLWpj0wR4wajmruNBx5jYhnuoT3XgvtbpcCG8ci4VjKOlac+FN/Beo9yDkOR2Gjo5qjl+q8dN9+/YpzqqPK3HIgVdWIaYWXLjksrsq7L2SNYbdD3S8QbnY2QrpkpfDRtUOpwZRs6asKl20y3SzHUHtpxVU4H44j3TetIvcv0MhXBAivJUxl1U2WRwkdWKOf3miaaX2Wbf+AoNAM9E61Io52x8L75TJonmF5P0fBWEqFoijO71CC+2G/bdDumKitH8+hZPaUL2EHqNRi3DdJO00C6UHIVEHe4/vEVxXoIC8loZajyF8qUCiqENmhFk+FY8mwowTXgEnSGdWW3VhS/04b159C/XWd9ylCGpN2k+KOuGajeVyEhuxQ4p0CPRe8UHZoAMp7A+uw30WMFSOxZTlHKEs/IeKw5shbvTlmlas/KGHY768StDAfO06ZsyRLWuyxLKcsklIYfzq5DKoJqk/N0aMsn3CzPNCXdGy1Sw8q5ZTY9XwmPUpwtL4b2hqXAElPvEO7L4OiAkpVunijDmGbrCLuf4Rt/NVnhiPR1j7F6nROgsN2Zv+YVNkKVzOVn15jLvD7WOPWmIrgaW5+XkSRq2pn9Wc+hG87XHOKwrjanuPu7Ps/jve+czHf39/Uan/q6s6/hbipFA7uTRGPmfQZK31nDan13/80arz1nMekw93w3hmFtSBq2xoH6/LAP7y+eW+F32jlPuk7HnxtUT8R4hRsoJ7zHkoFiQ4QU9zJ+nzQfykQV9V56XAqGDsDwubHRvoQE0X7y7ux8BjfQcDjQ93k501IwMJ9/o2Pd/D8cjGE+KbklHV5BA3NmYNZcnhFQDwiTuIDK8zGznVKtIzfNr5+0qgtc1SBU9soOlcSD2NMNyA0znwC8ysn8CJYEkUGpHADK3nBWqM9kLB61SurYgTlQZYgzS5ZwdYTFS50lzGhiy6eElxucXtAd5D+6qo8Y1v5QJrKMuM7DqoE+1jrquVmfFY41PZRYYDySjDPnOueW76KQZckEcBaBZSNH8hJ/VqmQAUbMSvZYwhFWGQ9/5mhbO1lCTnPyk5ADr07vwdgZbe80n1yBZnVOioaZVrSM85qI4d/XuilTwx973l4/S5PlAc9scHSQoKe6zuHaySzYpAN2Cg9ahHTjVZRXe7RxwPaxsk+84xvvL64/4X6azARI9ifABKYCDAY4B/ckTRkvB50MLL02gVsAt0fN+0YH5+kXROyY+UYD/mXD2AbyPDHmDdv8ByIStyuQe2DeHjCrZvwZGaxEQj/Jhtw35Dwh8Iicz0hckMGSkDGYYRnzkU4CByBff9XWkl4zs3ZnIElIjoybgn/PwHigXTB2ZPwhfYG0iWU6zUtBelfOzyswv5IOy3ns0n3pcrPjGcADMv8mevIHmPmgDIicQDKgBNsE8gExH8F+hnI+nnLh3x5VeYwGXzRj8COdBxOEj0opIR9F+p8APJKuxll4egZp+hXItyY3BWj3+0SYjd+AmJjjiogbcvyj9InvXtOHaGLZEJZdh0EQ1hfMk0yT7+SystnclowjOZDi19ZwHOs5UEY+6mc6Nwkcy0BZ5xSNUx/D+t7B8D0wDwk7rwMmNy5Lt3hu3YdA2ZCkk+YYdMzGUJZPuyqT0eUMS5kVadqLbFc1CwDLSTsXfNOZJj0zJWhrtvyCFuypbCvu1Vz6VtHEztMB2zWz5AjPRpmZkVj+YTtwnWGdWF7DvpHOOun48P3rrzsh4tQMnVmKXUXf7tDhpIJrR0R579NNPxQblKAXNAcqc2CTMaaFLUc6CqJWyYXnQF5NjBXJdgrkCH62v9EZ4PRInIHcWaPXGRreK7ThqyGmFNdQw2FFU7C+rmt1B8fPQWE4nphpMc8khPmGmBORJxE5YBkWfdDBKMIEbEz3oU4xFjdLCdfFnELKcQNTgOWliisY3ePxlfERQGxN8Ekgr26OFWvtAJG8ahVbgGo3pB08Z0XkPSLxDIwLMJS+nCCxugm4jg6UYSdu8kj/8Lpj0CFS62yZKXjFDYxk74YJGqBKwdBhYsR8rCWHjaLO6rFB+QyXweAlYbUEqyYQHep4EncCFnJcB1oNinvaewm8LcKi1urprAjYVXOuvT8hDycFKjexLQeEjfWNSWXBthm/7CUuw1YnHFnw59kecCQNaYyflwIXcxlfYAYiBQyMgu5ZDmV4LaFSby3DoOawQoXXvHKC9UG7odtPtbRfKxnfvaQAD0eG3sD0Rm9Fdw7QAZGOdinngD3NBpfX5Gi1lqrr3gcADinZwYi8tAKVCQrQrOlIpZKG0CxleBa+uWTGlKG+UlsTKMcksFBO0HVEUriu8aAATTQSMysB2jRh0FnTMuKADTnOcPRJVrSb0balT1svKRqkevUwDVRZExiPzMQnUvWRQ3QGlYIofHfGQ6Gx6m4WCdPeQet2mS3jdFpZgZyyUmz97oSEycAINrlNG/e7Dek7F2tDmwaQLmc5CAwznysbUQJW3l37fhlgZzlYyp6VHlcCoMoQZKX7OnPAJVyWMBN29Hiw2cYMOg1S0UWrF0hSSfZaTBswmBIOwJHeFb0XQFQJAAl7EdyffRhxG66Kf5XBWUZT4VbdX8Kb0SvBzMBZNO5Q/1M0DcVHFEkoHGGykPHLv30mojlnQzDkORt5Fn0QHsexhvGiwfWk6LhxE0U/TR2rDnv9+hkf9egQiYoy6lPGCUwZ2Cu7GRMJZm65wbnXScNcVO+HFSO+aDi3w2dWvF44ner5M0rOgFetEZzBZLnRvPQEGp1UMi1D9YaDCrbLvwHKdnVW5A3YvtHor+CJuJG+ZzyB9XafRAMYOJLzSpllSsjOMzKfyPuS9ddjvGm9xJPcdZY3yY0bZcyUwyNVmiVyRzjqNJNGgm0H5gnurcY08xtCZV8I4Q2Mkk6NoQhw5MLV8SJS/AnIE2aeYVMP+QSdH3ukHB+BmNFs4oNZMun4qASNhI6GBt/5E72i5CYrIa2fjLBDckPH3cJwLHnITkDhwkFGMKP193fyQxHirPtWpqR5h/hbk4OJWzYieTDfrEjw0k9siOrGxCiIH9d2PB+H71rk7cL9nlHQ5HTIKZg9uypasISvBmvJX92BE31MByuI0FcfMTkZj06WWI76XHsaML+9Qw47OoXv4TNjAxFWlvzx6azgiR9fz1ofm0vbSEKboEqQ4QRnl5UTooJjoKyBBwCfwV4LNPKXQb+CIcyz9PecxYOighR8Hod0x0Wzs8pl0FASuGBIjlp0bmE7WVcJcJJPTBPIk0IGmbRT05mNyqwPyVAS8eRo+aT7L0g7FWNiYIIlRz4jIjEkA82kTBJ4BnUN65wMrKPxDVrXiXJkXJE4I/OZeupIsEzV72DT6D+BsYMlsVI/TQYCywK7FwZud0EU4drxvlzuyXINm4wTJy4LV9ycOpLvxkSV1wI+PqL9yiZvlIMecga5REgWbXMGLZ/J+rHeyXOoDBr1s1xGHP12zyPLpTYsuefR4dQ0faT+rSheZVswm/UGRoPzvmz0VYMvupSJ5Qg4obJUY0jW2RmUdN97ZWabA7NiqBf48/uSxbGeFc0S09TiXOLqTi4sWdY9s0xPB6qvBF712Q5HNQPsG4ZoTohyjCyI1okUkaOIKTuEZUg4m9WnVzodQBqYuwIv9HmCzoKfIFwFdQz1KchfOd9U6bf9EchnNmUeN5bb3i6gx+BGGxgedTaTWaJvJ5YLOt2AUyAff0fggn2/kF5dNsTYcMOOGDecXv8HIm+Y19+R8wGVdYAnymQy4OdJ2ZX7I+btCTEfMfZPAP5AxjeWy4wExgacnoF9pyyWGxs9xwC2TwACA19lY/wmOZUVEiJPyHxAxCdgPCDxhsBXYF6B24WO0bGTjuERGc/A+DsyJkY+AvkNuH0B4oocXynfOAsjZHscnwF8Aub/DJbwnPKHvgJ5g7NUMXbgPIF5Rs7PlBn3qz5nNgoiSJquPvfS4TfiZtx+I4rvE8AbmLGTQD4R3/MTEswsY0bzWefnDyC/IPIiOman4BnM0DsjxxMwXoHT/80eHtc/fopv2K0r+OxNLGeweGudtxQNtGO98f7i9e47A5QtyOX7XZLaZKNsJgo4LD3J9MxVBmx30z4EyIMroE4OiZCOGkApsbvkEdPOtCwjHlaBt363M6OguYeGGtJlIFkazH72/HIDg8Z3YLgPkgPiWsYBzC/8TtLKxC4atRFOccLqMeRAgZ3zruDExCJkGtdyXsl0dnLZpuBbVP2j5A2V8vM8c9PZfwPytUl9A6vXh/TIcr78RFHQ9W9kQrwqStIGPwlNRhwZQ8tB4Am43rPT06Q0lpIJ4BDhmgOOki5FwHWCFbFn5A4hGMdTMx4IkWScLuN/DLBWnJesezczWu2Gz9JQxKMbLXamdkjVM7MPCSYXMoG8AvOthD9U9DoFQ85bqbaG1diJh1MMugzXOjBG8riScNpbCYg4CzWcCoWAyyJpYHlPsWBdNdRkGMONiGhDxTjBTVgRAMtyBap3BkDhCXtzBDSjYCQV8wRiag7fVcj6Fcff9asrRBKgRCAswK8DHQZ+/c6DoqaBSwmUZ7TeERp3HX5eLQX2oCDyfe40z0Wv962Il/76DgvhSFvPWnjc/dvr6ka8XGNUrdFs99qwYKHOZzbW64Han3vnxUqRX70F1mUHV1tLdtislDNmHZhg2+jsb8zcijqu+8wU6w1mhobHrvElBFbEtYXd713aWzttJhidG2telTlV8LQCgYVjbR/TgjJwgEMZ6CstWOfMkXFN6Vxg0Z6lz4+M0IUvMiQ74hXOPDIuuJzYbPNpW9OMwPzKjoW2BjB7jaD25yvFOiRwhX+kVNogu2Bkw9lc7zhcplWOkpBhu9LuAyu7QjQcu/Bxfc7/SbBwtkb7fjF+4IhDyxxaMDIeSJg5RA00+KwIiJ9dpsEu8+W5tP0vwaufM509ABkyWMlgUr06jK8Ms0CEm3Nb6LJCrHE9dKLRbP07UQJ3ORwF5wAodCEX3bfQfRcFV/Ca5rG+P9vSFAndnE3L2qUJpp0coTnYCdFpmgVcGbmCzzpNdY23ySkuuAeFrig+tuhPReen5uwSQc1xEmh00w5ml9gZC8d9QnlmFg3n8ZQTqfpoAYvvjCMu1jt+xkcBC9hhvmx5xKTVeB8nyXEJplDfENtSBiIHy6YNwTk2zKJjs+hC9PlKBLh3KudQ1oQNK5jKEpBBz85OyWbkyYxCi5JzeA5mRWGqXrpLPwW0d5YNT3ApouUcp2PPik86Ujmmghx9nq+CwRWOlK8F+uBFYmWOjAVnpNiReYzKVk4ZC30W1RR9RpdT5UgBUA2rww5e19plkAQjrCjDFa0OwA2hyxgWTbao+rTR8CoxKjJW/MryUb7dne8PEQ6dni6Zx/LVvewAOGp4xb33M7D4a9Tfd0rv4d/Z/uWzGYfPFz/Wuf3wHB2fOWZYxt3n7daW6RDv/tXlhPt39bXnmttBFvMtpklRv473dFhlzf39T9urPO5Jq+vYRm3rRYPf8cG7Nd7vB9+dd98f4HqQRb9/VS9A0yEY/FaIAZ5r0oSVwSRlOXaNwSyvxGr026MUSdiswKuXgPstVGmKB9F8R1jKgJOAHQwHfbGcSSFnSYI1rFUqCDsyX2EHIoAVkOY5pQ3Y0Lh29gJlKJc8zJKEaE4V9QdQVLwz9UJlNablj3xAZZOAjoMsGVNOEESbB6NAE9bzN0S6R8QX8tjifRA97iWTAlW5IB1AZHnX2QIDzG6w80GG9RaMok0ADSoXAC/6270oFp/467JbC5pqdH/NcclVxBwHKwBlbrEYUplegvM4L3gUbV4yizMrswJTjv32DsENJUNyXXZ8JTT9mv+tUYAB4t2imzQA51pD2EltfUhZtAiUjUP4TrzAgm9oZL8/7EhdclQB6EA+/J2Me8XYGnUYiyeF3rMyjvYFy5J1cLgi21wPMHXE+gU4yIUMGqsSUDrnq9cFKEsB4p3GSxntCpd/Jr896/wq+Ci/ANN4nGApuGvxb8rpG2WCcQFSvQRCzqNPifjbDdiuwPmFGSTXJ2Z+3lQ+ZlA2wf4G7Dv2+YDIB+T+yADY8Ua6KXks9wHgE7DtiI2y1IZvcMUP4BXsZaBMWtwQ8wsyd2S8gGXa1G9nJ43NeaHTarDBfOaLxmMJKeoSlqUE90FaHPGGGImZmwzkF+Ey6Uq6RNRG2rfKgP7KQJCUQ6RIyUmf2T5HJ0XkK3J/FX35E2UwBlhiE0k7nUvpWF8Zxo2BVC9IlsxkWbaMG0trDTkq5JBlUKpxf1MwMmjTKpsk+V76PO6pgJrdiP4TfPNl25H0e8vNpn2Fw2O9O4V70O9xxsr+lh7V6MCyuzgzCG1PRxv7JF47l2gxd5HcYIn8sonZWR1tPME/gZWSIv3HOuC7g9/phedrh0zbAwcnd1tJAEuvUNUMIiAOFV7Ug7M+O9BAYDkRss776l1juEoaqKA7ByISeZesLftuXBffOfAB85LO27SgKle+5O60vafR1OKl5Sj+eWYh8O80ph5fwQiTZ/62QcH1NYeZw2B9LUWu52SqN4laMoJunJBjKv1ejWJgpEhFQY6lAG6qkX47CT5vfMa9FcZZzNCe8FcwYlQHZTwgT0/Abaj5iSIqIoBNNXIxil8RMjI0O+qg6lhSuKoI9TJ+UVEOE/95o8FfyqJrukfOFRSmYI8pQSPGlUg5njhmPgk5WONtKMUuVWMwy7nAtDjkpvrCN3lIwRJJMWhgSB3ctNElEbuI1pkEMOKFsLk9iiHR41xC4GC/jqP3khEnjOQ46Ue4EDcxQ8Dey9y7sfo7VxlKTUSaZxZJAowBptWhVJpSbUoY3de76vD6HV6DiEkRr6mlSSgfShkOlcLp6a1FVEws/LyjSHlOot7dmIHpCVaJg1LDNecqXWKjDgLOKFlRF0vJX1c3vptQXtr3gdU0Z9SnFQEJKyT6rzNQXLJB811KspS3AM9BRc67/AoF7ChFR0S0G4iVtlxkOKIEuOhMC4rvdLHuGFhN2LQX5dFexqnvXztnVAYq7k0OGZWq380ug+8SbEMGst7IHSmal2pqZQYM44D2R4yMK7KyJYxwhFI0lb+UHUcegGfUjtE5gNgxVEJjZSRIGXTfl6rjrvlOjueSUNXs0QbLbrzNWU5VMqKN8vfmUjUae3qurA8Il9QrfF1OCDLRZiwKrotRhIyCCRsL8oTMUxMPdpQi5UjoEgpumqsFs+X9j2xwPSh7xpsmVAD13XJQyMg4785p/pylZtIxEC5JYN+KsmNCJcuIt3boAqWMBSMOKdSTxqaiFqphYgbP/FAacer5yRqrRW3achEgfxxBkgFQ2HOplmHFVDRudsOOcMECU8FJe296nGCmYgK5TRmjLdSlnFfCSwlR/mwZLlj2kPKI+HmVN7tXaLXS4iN818x+vpK8S2Um7Aw8ROWnz7Dp0C7lxQJ0yJg1gV1KzfT9TfD03hAJGSgxpfTJIRkI1aUNkDapaTZAh0bu5eg4lof43vUK5MDYXdN8FgWuKwCME+b2gJEnyWWseVslA/cr4kYYZVyBfAS2RyAZNUvZLUquQihjwvhlo4HkB7JK9tSKOVX6TBlheEAZPDJAJfyN650yqksIns7csqIi5T5Mn0z/q5xPNyQ5q4D/zpSi6eaEsXG+qqdLGWdDQCUNFPxRdGEom8g0trLPfIbldN4Dse8YQZ7KUgZTcrOVLmZnuOFdqK561rsll8U/sEq9pOiLzmsAziDJtFLiI+wIWZ8LnoHAVHQ4So633BjzK94FUnx4mQ6geNUKIAksg1mgB5YcnRAdPY8Yy+ht0eF6btEd61BVyqTkQv/H/DexnIGkV8YrO7tWUIoN/5Q7lpk/DjOOol/+1Di81+fGmJL4KoArCm5rTMu9a7x6WxzuQlhe6MutObf5wAok2o1Ndo4F77UnR8fHCig6vGmtPbEM+cWb0OTJBaMjLwZWBtaBSr27WLp3AJBxCm+aOzMgQs0sE2/McJJDfOAREY9IZ47nUE+ca+23o8RrTeGSk585zzmwjPgTmb8A+YAADYOWFlYsi+ho2Eg0ZYh7QMYzEC9I/AngGcjfQEM/dQ+Xvpoy0Kw8bQU0pGunn5CRSPUgi5hg7PkyHDM444zIR0DNtFOBHoFkxC8GdjwD2LDhWdiisjbxgowrbQA56KzIwNA8Mz4h84nrVw+MyM98Pv7ACmRIuLQJe0FMuJ69yx8j/4WS6wNYCvoGOpftSLhxf3IwgM64Xk4I0nf2BfqVnw2XY9Le5F/pVWgZ2mdDjihngSuLvmjq3LVHJ45fJSftGNG5VIPTSChaVxUQ2lHnbzsKWqBbl7VgXVNZLbYL5EZZ2k5skyiXrR4sn5qGe/WIkF4iATErG0EynfXyJGatmLrBd/uDVY/mbs7+TvzWvyOL/trAv959ZyBUdrCzggywwA3pLJeK/M31Axn1QDlqjWgnRehcDaCa4lpufMQqT2Le5moLctxY5lSWE0vYpmC2g2XYfkzfgF917xV0Dv5BGSU/A/OMjD8V4OCsBIAOB+pesf8NMX8jPR078NsE/l9X4PSGfPgCvDwg/+t/Ii4DKfyPeeX9lxeeYWVWYrIGfATtb5nfgDmQ+TfM/AzEFTEuiHwlLcsnzLkj8wuQL0CcEPMJLOf2jcGyQ1U18AuAgdzfeDbmN8rieQHihpz/AvswnBHxIBF8APGAxAkxbhgnlhob8YI5U07lDYg30X1FlI/fKKufSK8GGN0/b38nngydvyEOuFvO8p7+DuTfgfwnycH4hhx/APErMP5OGnQNweNVfOJEmrCd6rwnNhrQcwPyF8FDsu6Z523sZ0T1D1KQDuSAgPqAjAes4NrgmIBsrzuzYnDFygr4wVXjWI+VvOqSrT4HFTQpWi7bSY7QETyJ/mgPk+vMd7RAdCKDuhAm8RjuGhnAPIN9HaiH5aRNAFPOqEFdg3YnZQRa1wo7a+XgqTOX9f5yBAAlJ61ScQooqCo1o71P8oV11pmE34DWKNqjUqxL/tIfU4Hc4SA/8wZwrUP0ym0Hqrz7aP9OZA7iSEw67RAr4M/9F8ep7qejgg6VOAQU0f5WqJag7DSkM1UWouTVIT6CFoiIQd3POtNP6du/kwlxO4OZEEsg4mUuaQbgCbtUhw/vLhm2C9Ai6DJ2kUA7u8JQAOhNwtpERxaWptFrvjM6g/0ZbFAYFCh9fwJleLrRoZAWitthpi3FwKWwG1pPVCp8aNMSsW9atyY77DQRIg8bfU8oQya07gyw4baExVD6pJnxpBLJ2S1DCUsa7JqmmfqOigwopcbrEDM+KAgG7gYquCesZjISoqrum5WlTcR1r/nUwXdUAdbBIQFRFNJfsZt4Srn+WJGESwniWno0rJm8D7Q/E+4c8NR45L004XHKpSdjJ9OK5i9jfWkZ/bAtp0KNUeuwwa7DnkQmJGQ60rc92OY7UGmfpewRB5lmTka1UkS7sNem2P/tCJYDkYQIbX+/GY8ij3ItbjX7jWYY4zorCjMAp5FmE2x5n+bbFeCUs6HS4TowLRAsGNWSZGhcRssfE8K1RjsjYjHdvv5y2AinvY+JYkTRlRrhkiSZBsNAGUcM4/BMOt60+6CjbMU/9QFkUAjjVjdWOFPEY40FqURFAZjhZr83O1Sb+cdM5/DpWO9S9HLdr73scZlct/ZmMMMiGv2oY9mF+KJHJ7B0imlL4yeFI/b6r5Xz+7y7D4t+V2QEDrDh8O2ctnW1weDmuDjwxu9ctT4p4uI5Uf0AGj+EI/89pvmUB9KeT092OYI4Tvu3YQOWVEivrTwOzFog//RUjE+mdd4PFG+MQ4SIcbOvd9GXBZkssHeSU1uTgVUqhTfaWVXOyTBvzYKLSwKsM9X4XjmmyUvWufFkyUsCdOxVxH3tkUv8eJJegGe+ZKFKa/WzQvlVeiTgcmP1FhnNuWXZ6CsQIaHcwqffO/zeH1ypEmlBYR9DMkq4v41hBmUj4LDX4ayYKR5Y2RQBTJZbqobZ5bBkJuYxchfrHFVmk+hqDp25M6DyaGxsNhssTM827Vhq/u47ociwWp9xBrDhmCzW+L3O1OL5TpU2ECzv3niuQlGoLito+tHLhAFLpi0xVg56O3SG1hjJtmKSqSI3PCCRuCHjgpmJ27TB2zgyRQJoIAoruZ4yHkg7db5DeBNFl4f2FVxfLdiTXU2yi/5a0SoZ9EeX+QjHWzxwa0EVHsUG8cb7iiA0wgBnYy762EhluxKmLceP21kCUNFsJR+svVtz63Na6/owm7bN+F4WXJl7psd2qDajm2F2kFnu5/PRv9/vxhEepi5Npk2vrc1cDP+jZ9+PfD+HRrzj/gl+GKYnfia8Rl8DH6/zx8pCaFFlbAgoCMEGDQYpcIrWXVhGJvLrYlV5Q+QLaHQFKHs6ayJrJXyn+OUhAt7OCKBp8OJv5smKHK9oUDuGVkbvCm6DaItK8YieGo7p0hTu9VRyh6Q46dqhtSAGBk5gRsgNgU0OYgc1db7uuThgSkEp1SvoJKDJ2au3miavaL4WbFL8GO1zwH0O14aav7q8hJ+nk2UZQnbQiG+5Gljna2ufy8hVeKp9iokVpLU3WP7kqrPdgi4RcragrbvrJg23cwfLAFum2NbapuULB9xd25n5YArR4GoRqx2pgMpxxoSrLCyZyg6pvi/vCAAss+XB+A+u0U419XjovDyqjLOH9D4sWrMuy0g2akK4eJfB3nVZoNFIyxLmNn6mGe1MK82re0ZNn05qLhVE2asM+PNAlX9z8FyNL9tI4UccyBxZrWWEFcz33cvy065y4PsXBfGoL0tVumDzXVZdHWAAwwPYHP5foPE2GCSyE7aBX1h6aQeQN+T2AuTAnLK16HznMB9/FRiUCRUbcgxkfgUD176BGQ83qQbMSkB8A/IPRCjzDDSOp+WpeGR2AoCIL0AyiNfl1RIBTJdfk0F+7MvgmgHgUfaoM51VcwDzRPhsb4ixVQWfmCq/O4zDChK+OgMEMqa7Yf2s7SfKvAH559p/bJKRb8j5DcwCOIEBKzrL40odMR81iYscOcpCm3ZettK/8HklvSMtV+ac8bfIvmXkQDlTR5QDpHD9Z9e4v8e4bQdGt8vG+ik5zJnNQWd7LvrMIG3gYLdJzT1IjVZUv+iyfwefXyKPZFbPVzy/gmI7r+n2iDuZ8tBTsD7DkdZ4jiUjTr3eSHEuuW85K+4Ba94EhG18zlIcq+H14nnGuQHKLzqDPauueg3h+Mzh5S2gFLlgL5xZYrFxR/tiPuEgrHue0+SFlXlhgt9lop/QN/w7TojrM4CJiFciw6YUoe2MlQ2wgfUib0C6Jt2UonxFxgVsnqpIL/eZyBX9TNmMG1EpIC5fZMZ3MiMjQuSUwOLmMzEw8IBqZjpXOk/aeLpvwD4Q+5kCxEkAU5ORieCYN6a2j6G6ZhvLQKTq22VOep1ugbgOYFM057YBpwfCYL4tHo2BmKoVZoHKHsXLkwjRRiL4cCOiTzsohoRaCRZ5A/Yb8rYz+nLc+N4tWavuNoCrGN3UAd5O4tkpuDuSYSBjIPELYRoSlvKmfXwD4saGQngA5glMP3Y62rS6gazMAmVIzJsgqhJR2/lD4ep4tQMBYEWuHRXcZazYUYaNuGKVXumKMIX9LIXA363omoQFK0ZhUzlWE179Ny0El0AyUcbClrK2yhd5rSkjvAUsoOqBDkf5O+pejKQpGSFPeJZzgPVtxa3WvEUUurAa9raapjbI1pUS4BS1mU2ipVPgtpiKMx2CAr/v7ZHDaOuvtN0qd6GGl4o0iSLQQORyakSl2WnvwzXnNb6zVWpFdvKZiXHuP/JDuDQUS4NgnbNpqV61QysNWu+yL2uCWV5wurq8wbAwKA+8madq5yKovNR4YXxIVGZZUjiZwxEIdkAyssoRjSm8X04OCx/dAKgMgmaMnxkIPMA9Lg62D4/dGVR2eKBgnuotkNiEZ84M2UHHVKGYhyZ9mfwwdxv7LPSshpLM3BKeh6O7mGZr3F9GlmCkDABH5kf135DE5uZcFf3ERfvrVD8cBo0l+VHc7g6OlR4AGBimN39FkS2DraJjYsi44L1tDqtIGljKsevavu4tRKEnJp1I4XrComPOzKhsHim8GayfyrrMU8KqxoejdRKY+8IHOwVBZ/tK0SftsuE27ZibXqf4u5W1YWHLqfmxpizaYYO8oz6i6gvbWWa6sMsOvOZP3FJadwnvdvotZZrTkXxix2M1QY56R5RzcmU8Uh41MhBvw+fbDdSg9YQV1QUzO97IE5rAN6iod8ckabcd/RK2LejaYfGDK/JZe/4IRGDEv8gjXaN3PykRcOFVwkV8zF8YcTNTGW3zAYErIv4gbNynaqMJPZV+z2amo+2xePR4Fd89E64lE7IRH88twAjANzhSNZXy7oarwBWRXwX/X0UiJB/NG5XDHUCeECcFd5zYeDX3yeARnIB5Zp+HMQV98ZWUDBMXMPL2F2ScUOVTSsnkOSqeeRek6pT/jAckNmzjjDgFIq8YuAHzEbg94SEmnuKGGRfM+BfecMKX/ROWA2Tq7CqyLcH9y/PKnjvxDIzKdKPBJB2xNqnoBa4IuFcZeWk6GwUPPGfu7ZFXMHvMEVU/wjfzSEWl1Xl1IE0BxU/AcW/A0YGwuBflirx7d5XFiv78MbP0wAMR7bdpSOdllluaY63uH23O/bJj2DqJx6pZogIxAKx6x+oVVjKnz1+fU3f6tDHtIPV8OuMuOaPNPfxJxefz3x0MBbO+5g7LD+Zxf1lUa/e4ZM+SCdVbq8Fm9Tvr64m1vu9cYflSJSlZQlM6IQDERTx5Qyjikvv1iow3ZLKnXeQFziqw/HnsV5a17HRTWO15qJ44kqWUmEWWmDhpz2kwGFjlC7Lkpg0V9OUsauteEch8JD/MryWNIYP9XhKIZHNVOyFLzh8+b1Nw2hB4Ag2CF2DICTEVNJaAM4Fz0vAw4kLZRE1UMxRFOpV5jy9ce1UJANIZguEssH3tP0DakjcwSvQM5Cf4bFdtayRQEab6e3sG9XuWp1oRuQtllqPaZZoSVSIlnZGwEycwADzqzNpR9Q0/xG2A/bDKQE6bB+OmrnryJolZtBg2SqsUlmwjls9pdPzEwSeN4+k638NOni7PCecT5Dlednfw1WStL0Dn/4zAudEcvwOwYyDKkHUcLXCqfU47rKUrEQ43ynPYxMdH0ZUoXH8EHVpXizbtyNuRkJTBYB0g1uedLuqssI9S600HmTKDfCvCRkhnBfrsKcOz5GOPq0mVU5OyRHYjL4DAi+wDj0A8gvq6nEkOgrPsBC1WgVGriexfML+prE/kZ8719t+BeVM/AwCnE7ANxD4ob1/PyP0EjEdgmxh5wcj/CznP2PMBeX0ALp8ol+Uz4m0irm9AvgGn/wuZG/KVODvGG4/maWewWLyATjRn7Z+ES+7xeaUdaoquOHg1/gHgv4KZZ39jH6oJAI8Y439Bxifk+XfQvvRfSdPmTWLnZ8otu+RnN1LfrsBpZ536PAPzF2A+IneWSMq8APMV8bAjzl/hAJWYGzCfEFtUixGiUgIvr8CepMlzA87f2Hy47EPEnRj/QsQXJJ6497cLbW35hpFvyPgFyP+g48HliEcC+Yjc/wO0kX4jPY0/ifL73zDzERi/A3GmfBeiNXNXbM+NNGImEDucz5wuUSq8zXhSrI4crbcH0Pn9c3Sz/rEMz5bdrjwjw5kGUfS2Ki2E6PZ8gzOaAxaJEg4ODjt/FY2f9S6HZOkc4QWV4VYlqLHmFZvsJLKlSk9B0UPRi0N2qXUt2wRJY7Loh+xQcvK9szcGsHq1TkQ+APnEeY4rnWvOUnfm55hAboj5VDJQYNGBFH8NO94UxM/pJx1y3RGQj4u+DvK2KrNf8pNloYvGTpEmyrC5S/crwVA6sfXAcVLQvPd5ORVcFoxVhbojg14+23uzypz9+PrrTggL+f49JDhW2uFsQoMMpm6WhWRqk8r0ECAJNz+uhtVxpdHdBp/dCKBVGgknlb2KYhRjqdR3OBUIUnoCi0lqPsW0LUAKwQ7lNLRRyuKgB9bKk5kiUybpcUVzutOov6KnA26M7HeXEO6MBpdB8QGRB3DxMnvHHCmR2oMmLCewmqKsd+SBeaN6cxXe9jH8zrIcan6DTonIlKEOMHFKrZnTsiGNKb42YkbHl586Ie6Vubj7u9/ntS8cPSqi3pQerZOHEWrRLdrDCgPaf/PwkO9v45Xg1T3Ka47xbv46R/1vRBnGbdgqAxcsLGabWYeljflLmevRvqT1VqZ9roCKAGli51GhFkEvZ4NXMte83q25r6nvSbb9j/a8n+zz6KOMBv/2fUVLNWWnR7jjg8jIfqUdN7POLuG3ydh3xBdZpw/TX/sjJhM23i9DMY24PDcxXL+2Cdgtu6U3wvVeHqMyzdSNcLne3+FwAKCFX/+2UVVnWeWmFqw6Q/cYd/+wUj/bR904biJTPHQp7yU04P7Hc7Vg1ellh0S0H7Rn+xyFc5l39wdg2hTGkFx7EtnolGF6Dz+gjEc1/I8NdJym900M/oAryiRyZHUTfOp+vyuBrJnfrU2wPJ7CXHB1pkhFc3pQO310ZmKi0pP7GsrR2JbiOyy4VGSOUl6j7W1gfV+Xhf0GcxsQWqT2IlOLl9IgazwGoDJNFVnKia3fjfSVAyJPojH3Z2fhCwVPwFGAfFYKdLGqaOfRV7Y/Z4uiaTCkN3NNtWUw5gGvPF8P/Vd5qW/fat8dh77us9wmI1zO2vmIUEM9O4fVrCyiGTbanLLRsZqCcUIRbVUKTbjpyOXayH3RjsoaM54QPyIehX+76O5JJOZBtH05rUp003pWNpCinitSHY0kh86sm0ZHY/tuMk2nl4V9z7e2S1Be9eNZPorbPHDCxDkueIrEc+zYAVzyEZkDIyWzzl3yseHYYBpBQ0Hfbkc4w81AIbnZVF8GpDrDHnsrh5vxsyhw1VP/0dXpSZuf+VgdhTVOHNZTTx3fdX+kPqD99cYPzgQfv6cFwNrMfmfjqbn28aO1d8q4pKM1Tsk8ple54FpPNAdGkcbsY3e63oFxJ2cVjdUdH2yVx1yylL8IscB7p80RZnEHyXXfGjDu/l4cVv/O9fkaOtrzwHsa+v6yq/R9X7R7+cGUzmfExmGf7RT47BjoOOGgpaXP8n4ZKOu+CZe5Xecw4MCJrDJNhrOiyJGiH8rgrqytFVDD8kbAqvltOPWM6Vn0oWdDZsHnlb9j0UOvj1C2s8E6qK6q3a/xVPc7ko5Ky1AsfxVYBnrz3wb/yqpyUIBgWdlCDubofLvREZwaAVFwSgu4OehjxT8d3PLE+ytL7Lpgd8C/H10b+Ubq/cblFjl7yHZUmcAlsizZZskZs52HPo08/PKXPTjMvIC4vTWa4jNHOuaeO0vXjPaDum85XgX/iko2vmjN3SFbGeueP3n5omP39ON+WRy/+gJ11DRd7OvSXh0DzzRyGTZMu3s2+KLDSGff2Uljpm0jpOXvvc3fFmvys0WedK9wdp0cyW6HuXoqnttPLjmicpcDTVmYVQY9nxjA4BLYbpyrwGCqZ7b/3BB7YH5lVH7kCbhegdsb2BSZcLNRu2w9+RXM0mRJyqyebgIlLmBAmBxQJff7DJ+B+BXdQFbO2QkGes1XOBMm84zAkIohmA+W5Fnlud0n0JYQOnNpFxdtDwXGTGXRS/YKV8qYDlZLlUCbKj1jG+Br4Qk3W43u5RyLCvLST5GpUDYuyrZZelaV/yNeORuNjugTA0lK3sg6Ugwk6efevSxQOOYsy5gs68nsQAU8JrAcdT+6+hnLJkSo59j0xptPAWhOmkU3ElUSSLTDVWQ6XeeRc/BnrrG9L33caDwh+9h6tmi450E+SHrynp9YNFjBw/0KBtNEh1gKjpyjbUSVsZXXdvaH9n7ZzBbfnfUOWP5ojt0oZ3pbqu4tyTL2O3Z1R1VVWnHBqQXaOAAubQfvPKlVzGjvXQJNFoiX3HMXQGL4/aWSN/+GEyK3pVgwg2kgB71dwEDuF+S+a/qJCHoBqyTKeOLP3OXZAb2HOFFZHFdge0PGFRgv9KRO9kTI7JEYE7jxAOdpgxsp0mh7AcshfQbwUE6PxBWhDvJGoekyBuEsCwtCT+tz3IDtK4AbcpNwJyUund4WD2QKmzZB+JxqKlNMKlPOk1DNtmCCSCZyJzyIbE5llIAWWGXGbzYQiQm6GfjYNd8NmAPYH4HxCeG6lxV5Au5FBHthBEqQiHmV0CCCfZYR8TqB2+T+TwB4xcSOuL0B+1npgIPGiXEiOHcq5ulaqarZPFUP76f+B5jvJ5bBwcSp9wwAKuSwCzppoidmY4JZAuqRIK1IPTMXFK47goXj9ucA4ERPpO4vr7RTMlNCTDcuAdyzaAcYwCI6Vv4pyB3ucxR6Rf92wuNIaB3+XEqTo9JJJ+T0ywE3QA3jxD08Eqg62NghhG1EWBFjIEGKqtl5ZDRrX1aTnlVmyfuyPM1cfjPyQ6WPDkaVEOOhcJUIjJAiYiWh7HZ3AuDdlbvPmgxJQ+mc1ZeA/S6qz4WFD9U/DO+vmEeEjWMJZo94/5ONoizwxsB909qa78EJ0T5Pk356zN0ImhPh3KbSo4m2S5BwzfpQ9FPOZ0XB3XvivQ+bFGXhxcEgz8/4/JA/ROmIMcHavqj9XdkXqpfqlN+ccs7eCSixBCb24LHIEutMVP1GM8oj3oXe66aUVnJCtVyzIpcZubWycXYkborYkCBnYbIaJ6s8C05wxDb1oZ8JeaS1Bc8AKKTrfDt1NAWDmHVOMTdgnrCceYQ1He3bOkshIQUAI705INFTfSfKwUHczBI8JchGEp2Syk//vujDUOnEShmWIb4aIAtPdp35oT1WtiFLJMroqznaSRIuW5iPmt+OGFdGq3eBMTbinJ16bliX5jXZ9n4WHoYcIQEIh5kmvfTdWTQzhWcxVrTJioZMQBk5ldEwHEXHe43XlKFER2yISTkEXHcTEzkDsau0Xu5C8ySOuuyO8dzZJj+4RqivhOjX3B6B8YBhRSjNP7XP4wKM60rCM75sJ4yNEZGxEy45H5YNSHQwZsoWtxShHApUMD2YNmSJP26zoqzCUT2CaU6elVSN1BgsjTnyjIgzxvYE4IY5vxDe81dOaD4LD7+AtczJB6vJXqTYLnuqRAZ7ZFkuSikSqf2NE3Iz7gdpWX4hf5X8FDZyDe6Xm7IzUwkA3hC4IXHGrfpnnfA5rvhte8EnAL8l8JYP+Dr/hq/Y8QVvmHPHfpOsWlFQIby8M3HsU/T1JKeMzCAu7xkyfzkruZ/NIF7mvngp6yyD+7Z/RudUH1+t1AUo+5mxU8a0xPI+eGDJXh2vOwe0M4dn8BhZbhoV7RlzDksp+rQ3XTbtBdffe1QAJjfrTZ5bGQ71qmJxFXkrZ3P4bJ3W+2puntHSQzJtPLxf/4JDlYOt9S3Idbgt/4lkt4PTHziGxQif0rHLcRgxYedjh7UB1PiyZxL9ySlae++8cF7GWgvFI//9M/rmetlvotsu99lL9C6eZYdkTNXKh3vf2Nn+gJSjjdPfADwiMjHcX2IoSjK+gIFW1k/J1+fBuT6QeELiGREvCLzQ+ZjMzIg4iY6wFx9rV58Qaf2MvS1m4QzP0qxSvY9w49rAFRarI8+I3DBzKLvpDcA3IM7IOIN9Kbp8dcJQ9OQUvxnJMzrjVfz/kfTQdaZzANiRg/x5zCe4fjmPhniuJhVy9EPGTOqhE1WiGBPMjkhUCQrzUIhoqHEym0zfgHjifErfChxL6HjdvwP4XUPtYCb2FxEjNzX3GD+61I/B2ajmX+VczoY7MkiHKh+Axib3FczcEJkIZw1aD4q23jLMCQ4R6E2YeZsNgjbyOuPSjq01v1AEO/C47A2ln0pnjCXL5HwWWZCROG4g1XVfIgeE6ozFGot2j07b7+i6aElRhBYwxmx/r7P/tgHN8AAiNmThDWX0VKAP+54wW8kZxMjAKrV50Rtd0UMGtVTQ6qC+knK4rVJly0YTofeVs5Nzrd56cRImtHnngPu4/PA6vYI2ohewjBjhHvGNe5r/Cey/IedXRF7I9/eg/QmUV+ZpMIBhviDfduD/AjBPwO2RhuztH0Bc2WYgB7CrvyNeAdwQyWj93M/Uiyez1PNMHSDzK4B/IfPvyPlbkdIEq2hE/ALg/wMKha/E/2QGQ4DODsQ/BAr12ih+fEOMRG5PtPXlDYEduV2ol8eV8opk7NhkF5vK7o0NuD4gxxtw+gOBK8bGjDXc/g4gsEPOlQEsJ0cg8g8AF4R04DlcCpkZnQNnBB41/9W3JscGjAtxYn8gMGSji/wKlny6ER+CeDfiE/nELto6nWEn/X++gP1N5FiJC2K7IvOEVIYwnbw7tnlT9hozZzFZqir+QqZXlS60o2mbopG0I2Y+0DivnksYr+Qtpl/pKP5BXBnKpIsdGO7HwDGrIsl2pV52VYaF121ba9ENV3pwuVaex7IFlQ0rWbJMFSmY2XjRuXfA+9Re6ZlbYAUgQiW72rsrAN66qWXjR2SoxJaDU0N63XzUul8oPbo8/7Qeycx09uUxnK1XAiugf0gHXI6fqP5UQxR0W/QlsunDssc5480yqzMNi5fbYSXHbED0Xu+cN/5UcIT1VWWxQ+/1/gboOPwoCubu+jcyIfxii4tWKowEi5z6ewp8sz48ip8pIgpU2Y0ZIjRiwgNYm61/24Oca+hiTOVlPaFSbzNQkXWxGFxFO4fmfYh2wjLSmIk6e8NOn65gaaMY3MuJOVvAxhQK8I5CGYuJgYeNMFOkTdwBs8CW67D5n2ZoPRIxk4wkdjHfpMDTIwR6SCDWYzVwHT6ADUlbTJajbcKHzmuZ6IQAxgM3Civlea71fe96Z6RHzSvRXoP2RylF/o8EMPf7AHCIxq/LToijgqbB7wY2TsRiWPVj4dNK2d38+5glROX6rH7au97NxcReMGoGuUOUn1JIl3Lnbwrh777zuNnOen9/U6pC+FB4YsOsnGTQ3CCcQKDXyKzR6rysH0erFQh0brnnFZOr749I9J7cedzx4bfrrgGm7lr478TUazA++VxofaWA6x3pzB+IMeXa6wNcTD/bFZ5rn7/hJ5piAdjLL8MR8ZJw6vhqRuX5x/EdFSUFMphs0cG1XY1u3AF6/dPrJgzgTIdwFM5c+yljaGqEpYT4FRqnjNreluYgLJg6IkVLODCG9nA/O/62o77uJX/INY1D1ptg1PBvmaZ8388Im/CtH/WCmeDkcUxb6+q4KT5QBryBI02/o+0F51zkR/uad5G+1ctJUVH3Y9W033mTa6OOfwPrLGitKxOAv8NwqXcZFrdFI2u/jEOBEtL9ffFUw1jCqr5bEYGHJaM2pEUkF/7W0V34T/r3wV43XCpYH4xS2rMAVuaF1+MjEu/BW+9amFZg+gFt46OKkqtzuPadfN2Ox6vee4PrDYcE62XEC9GhbDRi4WEcGoOPgj+bpEr4B+QoDzBiR3OrWqL3vFDjhRUIR9QKo2efg2nQot9lJJhSIqfPrcb1e2en54a1aXIvxbezKasdz0klgJh1LxPwx4EMUaW6Rn1uynxLVpp+AXDBxFvsuNrJX44+oPoplTxrx11r5geQP0fAjXPRUKUwRjiO/rcCGFI0iDDY1nH+MbrdSQwdDp6daUr/wdqT7464OCaPrPlAfvDUfX7CPT3s5Pd+Qe8X2SWPop1xXOm7x1Y6Q/vy7hnP/fC6OHz/McA/pr3rqZ8989GaPdUUTr9f34ccruln8eGbv/feD3hV4G7f/srFs34E/eL1B5kgdqx+Qu/HobPkarRC8QT/aCyuU0YeWA5hSagVrOR7b3AmfgWgVDDDuo/fPYEGHrSAnUDE+QB8G1P85hqjaLm5/dA7HGCyoZcaREXoAscGwQMstaGAEhtZGiwr+t5jR8qok4UHHdZ0lXmftuLVULBO7UjnwRWc5e+jPeeMvh7gtWQXmjfUuNyOjXc0puGG+fKPruLD5lUO9LJTSDzEgYIVidvIg3hfVPS95fKeVYN29Pl99fmpy3Kv1lRI2/ewl3M76hZHcpXtHn9nngss/e1eHjQctrvvWgZivajRsgCWPLj4bZ/JAQgVHXKn0RafXg4gB+dEyV2W4Tpv7jaBzkF0Jlrj1wXjUXsH96UrPeZOdmkycBT/NfPVPhzkwu9c03CSoXsEaHQ/oaotxJTdTJHbzjSGbU80WleZVLwB8RXY/gmWvFGU/fyMTDV+BuB+NCwpriyZymI6ocraQgZlB12WPci4w/4UyAuqbBAcZe7MXwcMi565l+ghWMrXkseW/VGyven0yLovp/pNyE5G2J1qHyJvsmU8iqacUHr2IRjS5+cJkb8A8QzgARHfkNsKnKn+hlP660zkdlXAjXWR0fB4g0tg13KRckRAfMFGcRr/V3ndCToIxHvgzP8bIl/5navUuJH6j67s8M4136Z3ZtHndjZKBqDTrTKS6jI+RKOh4hmtF+KSZ/nMQcfqClE4YKzJXv13BYs22cT2SiTKXlp2Chjw610pmdrym4MGTYvMe0K8/UADTau1bpfj7eBAe3cF7XWq3Ohn/9v08EA7jJs7OjCicELO5ZLzXLLcNGiusfvcmv3paPNqtBxrmGVjyLb+H19/3Qnh7tpyLGQ6zak1wsykwTqC0STJKI90ncTwYRew4gWIjYczgbzKWL2dRT8cocqF5GQqZqQI4HwDcAOGvNyDEX4Zn5F41kEGAjc6AMYEth2IM2I8IcAINRIKMxcRsMEmXNhVq/jGyJrcJjASsZ3ocd0ewCY0BH7MZJ+GPCPSsHlgLcm4MgpmZwkDDEZL55irRJWRboARVYlVQ08prNN6/s03PsDxbiR+jF6NbSJPNx2AB40lxdpGj9mVNSwPqIW+7aTITgsmQvLTJk+XDtjY5X3DnSDlHhj00HNf71OJ3l+L3ihquQzddtRYuPIB74dp0juNS9MTT7DX7+icsyDNNSdsKIlG2D1fO7tcv3rTs1QgVsM5lNCzSggtgQfAUjBqLppDWAjc2/sSblZuB5z38KB+l0Ihb3ZlP9horZcNgEZtCwAWnDbBZxmMV0SaiRz/rlifDCAuYP1HoMqjZCAU9eu6t0uo5bu5BkUQ1aZsSKwzv+q4UpgvwbbgttZvOEf9Vhp5/Jj55lznlz+OHpKQ4tqqYe8xjXKBB1RhyaG1iHano52t3wkuK5vAWTde+0QpdRnaW0dXAaEIED7Hnio0tF7AaC9nNFgxMm5RYE7DOrLotaPEGU0S0psYtVCO0JiMpPOAKQRyD5kBrNJ7BF80I3HV7K5+GxpjpHQP4vdSGOzUpGJbdcwdmRUJl94J1RgvAbSM5+o3Uj1BKMRFOhLVjpHEqu+oyIvCAeL4OrtXwWfQALDLAFF1iX2Gfs50STe1XBk9+L6L+NhJfPURq9m8hRvDy+fSNOq0cBRAOSjLiXEzh9DRHkuWgSPWQzh2A+ZVggv3I9VwEOF+CXaQ+CC2bAag7YfpIvGP0RqOeNc5Hqci+Bmxoi7GRIw3sEfFWShgw5KMC9VckgCNzQ7+E3rGFjNAenNnXVLyIk7kKZpbdwxUhNu00qJnmrMydVsFGyCRQxmBhaNSHGNlS7GpHeuIZhcAFQVEmTfg1ObqvRNiHnsvn/bxNeMZiMSY3wh7yTwZD0j19GFW1TfSE+1xbGfE6USZBWcerZ2wiWRPgtx2UCn6rPMtmKknjg1zcVIUsejiyEc+F+aDF8otsBjGeuqVOVr9MoyPEzkZTZbTBrBHbSnpwNgMm1dE7pg3Gyoe6chw35154b7bD1Ip8ooSjaFovomUQW7cVAdZEUT7oENh2qniMhCDxrZ0Ztd+QmSWcp0R2GPiNYGcG74C+GcC+5i4bl9xw8A+VbZJjehysHRCDMsW7o2zCzdJhzJTwTPqI5WbKIAUqky4tOlESn8PsK75K6NbT4wyzv1ZePmKn0Y3Wd4oIuefFiFbdFaPCN55kDM8iniGMycbbS8l8s6gcyyp1p3SzQkN4Cj9+j043HcvYaxMiWa8hBx6YfA0uUmyXlh+bQ7F+7nZ2RfKkFr1qHswh9fXYFjy6T09dlT6WPOrp3xHh53GLP7RYaGnsj/X91kOxpK5RbPuYFw0Ldor2vgHvPgZP6060V3625CD0aGb5UzIIFM9gB74I7zPgDIYrohguRJmCSWWAVzG9rxq9b9q3a+SI34D8oR0VsNIRizmi2Svm+QQnrsYk3wONzpp8QDEL1jG5WU8jXiQ7KaM9rSh7CZdgn10ZnzFHGquDWZBZMgmlzew3rhDsSRXSH8OZdMnPgE4YeIT6WvVqZaTKTSHeKAdIL8g8EY5e5wwcsfIHTsSs/DY77M++qg5Kjp/KIutcM2C8yNhny9652dA2SK84UKZx9kQeNW9z0A+ayzLhX+ADp5fgAPOXsRfnoED3Xh/5T4QyggA9iYvcJqx0wCX26BhOMYK/nNfq7TsZCPitWAEyaoLtSl7SonAMqwFVgkq/9e0xHKG6YPvc73ybAZbny/JwCrdkmMi3F/DQXy5I+B+AJLvy7ml3h9pnffOoBYOomp0nemUcBCrP6/vTY+rXNrq2UjHnAxjyayZKLrld/L9izU4ghti9OYhQPXwCEXF44rF37WP2CgvlZH9AXDz4dQZwVa0u3heXvQSZStbl/lp1g2ANwZw5HgBxhWxPXM/b0FZKiYwXiS/PwH5CsRFZX5OAH7FxO8AvgLjXwC+YOC/A+MPxPb/0EB+u9IBcfvfuKYxELGzTFJckTvLuM0bkDMw4hGBJzZyxkSOB9KKDcB4BeZZstoJ7PlyQuQjIt+A/Q8grpjjRTj/QphN4WgFPr2BPRZDR/JVYHtG5gNl6jkoSyFpv9sT7jmCcQZOj8DtE+LyH8D2Bdj+ZFT+pt5i+Ujcub0KPX5HxiNyUxPw2xt1z+Gel4oWn/8TIv+TQTrbAOKfwPiTsNwBzDPG9Uni1QTGFTn+JXx4o66xOaOUfD9ODkZWoOHrzv4aqqyQ8Qsyzsh4RuIRA98w8isw/wHM/xvA87pXOlzs34B9B/YrgA0zfsXP6FuoUgF1F2DZ1uRID5XE8vnJAaQd5AnEAyIeqMdOG8Qlt8ihQ7SX/ddnHIEYttPYsXtuz+Nu7t1x3B1F0iundEo5qqmqDsSgLBxxlr5l+UrvUCWDnJvkeMnJQ/Zjfkvdp3obWjZ7wCp3aNI6wJ4/dBYlknwBIboRqgiwdHD2UphgNQ0Fqdnp0ukhrEeYtrR+FHagpbIRNtl7y6l2hqUzrsFyiF9iEJNnR8ierMoXdvQ6EIp7L76Qt4L9X6Bw/4YTQrDXCsSD1ovZIEiCaS4RmBviCBFF2uYaBpWpIOZcCAvgnpH1MYfub+l+rs+1vGMTbCykw1BIGe+HrQi+az1Lxiclwj9CdKbC9zncK1YUOpaQbYaaMsA6AlDprRufzQQOJVoM0wE5SsTku+es77SNh2MhyWH/9nVfOaWj3ZA7DimVZrjOQLnfmwMOGIZtPsjDespT/TNF9jiI5tLXoohI483dMnnZ23xUgmr8g7KUNfU83Jfr9X1exoMWNVx7XMIf59BR7bhZ31ln//eiPPox3mV7NkQMbGTrQlh/R5/XR+9ssIn7+4+rWHPx/YaOo8Lv3znbCB3xDDeP5fPU4bleBzNpj+339/llf+89fN9fUZq5xuhefwAVuVnOmtH2QA6qlqVzXHeHH9ZZqs+iLS/X7TUPvVOREwd6d1h7pwPvYb/mD9gItSJSDzPAMSI9cIzQbzC9w5GaTj2H4zN3+3ic6we/nXHT1wgc9qfOdmiKFhz0ojKBHGDVro7GdfV3oZ2/Fr32LmvmHQC+e1VN5cJX7/Xd+/t+VumIlqZ+yIQ4rv1+FsvQ5FqlwoeK/H4HBB0/8xkLex/A8B7PyxGpz7XfRzpsHDINXWfPlKTQJHwfI66KDtf6jQvOboyaQrhpmg1k9zC2oxaJiDxgZXYYH0jnPR0dbZ13YNE+Rv+6407aMN7h2s5rDDk3PlIevM6PaPr9ZfxdBuJAUmg9RJ26eauBYFnAzh7BstVnLWG9w6BIkKPytLcJfJgZUhRdQQSOKq27UrWIWf7A86odSwC5nDSHPTf9cu8vRTC2wRs/alMr2hkKTLAhEcvYHFFHiD+WOSTvTp8BO7YWLNCaZu6ZVTzDbiG7zaofTIFJ8K6Iyjt8DJ8N82LUWQ8FM3j/WS968WCm9AOHyM0KPkopYj/Dt3u+m9/595FWZf032yedtnrtH5y1Nh6KH99/vQJQsv337mm8H/wjXpXvVslv4v3938sY+/BdvqMzyzXPI6w+mseByd49E2Vwv3/LR6O/m+r9jA+f5x041xk/5kfcv8Pn3iv6K7Ssv7aoN0xLVhy3Ay6cMbRmAzDYKA64tOSKKpVY+s0dTIxBtZyeaWjeYiOp9aMAy/Dc6l7O1DqyDHcIrPO31WvD8NF5txO/sKTm4vcDq7/ZWJ/189X2kK7I0WikyrKU08l8yTR91hrWem2M1Xej4+eiyZxblxXMn0WzKmr7GOiwDODb+swRxjVOtp8BGocSKyui6bYJ/KU+XnWpfKjpcNkHPAZhvRpT85lIB4+YVTbYl1HnO7j/7vPDpr3D32M5ucZri643/d5/dx5YsqBp7dSkB1ZGBNZzhV/+uadpxKH3q/MeWR6ycf9I/+u89jWFo+bvRu1eTf2bqNSZtKO5AesY74lcLHgUcJwt3+aeDc+6XJPR5MmPafzPbSCgszIS7PcUqB4VLuXJmzSjCZYOZqP6sK1mep/a/mQqUHMA4wkAyx2RprgUmvY1GaBzRDYbilMkL+DSzRHbCsgs3fFGo/TssCY9XBHy1jN4ptlw3PugTNopp9D0Pl8RuCHd/wFTZM3OnzOwXRggax0aCh7NB6xScD7DNzqgnX0wtdZIgS4Qw2OfZIcn/V5OpdYTx+WJfX7SOoydW/5uAiqxU0F38ySDtZ16R/3LtIXOQTlfAD2jksKYIqGJo13quwjX7l1vqffW1jVaXvq2v1t7tgzT0Lo7bb6Tge6GeU8fGr9ojy0+5ocHcaF9ZptR1mf93dnGNTfL+pM0W7S+ZIIGo5w4BOTV8LaH0qb1HvLR1ix4hnk/dZT0BDQw9Y4sukwT0VbDUca/A08JCQ2eEY0FBdiraq6nDsEfueZiXbjoPnAMBFk4dtTzvn/99Z4QjoaVFyx2e0HfwKg9GWhc59kdzceZ2QKKHMxkJCnpTQDzAly/iKiqH4M7lk8RB9VqN7LkafD+XYJdqNQQlMqqiBaMb8D4qhUwzWohpzrP3zYKCJORfewoHxwHqukrLxp2OhAcQVAG8HkC9isbwiDpIZtWmi2YiWmmI2k4p4wN8/zM+/KFv2+K3vEenuXEuakm5x7q7bmM3wnQkbElcXJrB3KC9d73AN509xBxenSpJAmO+1dg7lLctUcB1rbDhtjPwNwZBR0JyENGZqRImu3UDmnCkUSMEs1ly/rR5VRAl28oxLbxQAfLhpNKeTTMN9gL6Hq0bXCdeRNVw9p3deXeXwcq6racFq5x997AQPg5ggRYymk3IPrz2kH4APeIthIEyxsvoljzQq27IiEdMWoiCEfuTkBRHiVQHSJUQuBpDMcMsJpw+l7WkoVqci7+FHAN/YqiwiuW0MExnTZIcCi7pNIMr6g0Vjk4GUjk/Y1aZ8SjPMCKOLHBJATXnygZxZcK5Mp6KmVK9D1ZrzJg5fVGHJj3hvJmcK2mvpwTmcZoxpCN+FImKMFm9v1gXeEygE+Nm87QUZ32ymwZKONqJBCvWp+itKoZqdJwbeDNk4THWYyVe3qFFfEINVVVFBfrnkpwigCzprAEGdfKHNB+Wcl2pJOMot5Po12s8ZxyWxEUpRTfePOIowNC9eZZh5MZeHzA9JqQdxmqEhShlPckDJfCYcF+UNgdwwiB2K2Ye6+6kvada6iusbNl9lfupXosRTXMpGAcPheWA0M9EgDxW7T1K/JwswFW75wPOAhN9kBXA9pc+wBgGb2Z0RjOeKwskpAOmihHnB3zioCIecFyKgAqMo0lNKXOmpuuDYx3UX6O4E3N+dxomuCdQMyTbBqUQxaPObftYOQihyKdybELHoRLuNFodzi6hI7pZ1xrzPRcTY4gmuO9A41FBD3XMhV9nukSHSfSvxK2b1IcHXkn2BVtF7hiks//RJll9CIQptGKzsxUneEcyoj8HRgnRDK6NPGGDEU+mg8PvnzmTpyYkgvMN4yjG0AZS3T/tpTnED1kNsgZdIZckBnIMTHjiqGyIUNRw/xRNlhchGc0isxk5FplD1Ymg+SOuCKwIywTTRuFZMwKMNtibJQ5q6gxeQCzaJUZhBdgDEw8ac1SmkM9tfCIqoebwLhQLtQGsH76MK+WUp0D1xG4DrnRfAaluExMRt2dlF0yH/uRhXuMTOPeydlRQpOSYx4ZcTiCWRTjgtV0lucv7MRMBe/kTRkUzzqW5lHfv8RNtCeiD7Ah2opLz0hdmZXLsDnbdwJejXf3eQDMOgZWbXPRsxp3tHH8dJe5zHus7CsiU8p2CKkzPVaT+9qo61ccnGjZ/hGLibex7i5nEVipDK4eHYY1bv8sav4OajiagW0s25ujVt9LyfeYd2a/d2QmD8ZLKOL7MGJbc7TPZ9kpKgMy/E7J6mXE+gkvtcyjCOVMZ5hewQj3R6SafgYW7mZMJF7JbyXXZ/VOI39b2YGrhxMjAbn3JVekjD14BbCJ/mxY0aPMmmQz2EfQWPgGy8IRjwCeSE+VmZb5igTpDACMvADY2ZcCE1MOQ4eyZSjbH1k8lD0LlYmFKxInDAefuDmr1pmZmGDZOvYGm5jiy4FdFLs5IRJI1e7mvp7BPhwvqMQ9MMth5AZYl7dMr/4bzGxYOollLzaRZlAhP3eWr+iS+kVSvlQ2hJGxGoKqhjr+BuRXAP8gH0lnzz+S1ocj1bW2H+LbG49KmU6kX+QbKAcpqNCigoMg7RuBolfVsLrkC8zCp4qFqiNt45DlIQfdOUt68bvq71AlnzZkTp0rwQo3xLhKf/fYkoeqb40jXGWrmP7OOjCrUDAo5qQeKyesMjpYjvtcmdmVRQtmw5MeKMPB9clLX5/HPXFQlu1gZQg1tVm0G1WSCOAZlg7mZ6rnFzMuo+wKHIdG7cTSV6/Ck1ZCE4lqnJUbnN1DO4f2GkLnyiIXzmDSMI4f07e4SveKM+Xr/YX0Z/87+fnGcz9B/EtckOOGgc/qqXpF4J9gBiUQeULsz7w3rojtE/DwvwE4YZySWQ9fv5H3nQebPG/i/cO86IbEtSK4h7N4S4c9IccZETsiXii7brvEMdJZGlJPPP/Vl3AgticdY9rE5rRTQfu80wHBkqE3xPY/ENs/gfErcP6VY+4nIC4Y85/I8QV4epGpQI6H2xOYNfBJjpgrkBfk/hXOlB1xAm6/AtP9KSbw/BVxegPin0h8Rb79inj7Fczk/s/lh7JdYrwgti/AnMj9SXL2E6iTPJN2jpv29xsOJcTmfwL7r6gsjIiCMfn6G5g9fEHMN8mAEznOmNIvq4H4SXCfr42ofO961XmREzUdIG67jM7QULDyPmhXbMNSblI/Wli3GtJBTW+BpdNKVrVVvNEzXuIF1pcBlH1x6CwrANr6DTNx1Je22UijxhRNcPUPj+k7qycl7RARZ57BuJLXAiXfkXTY2ZJN3k/KJNXjgbSz3KeVia1ex0PPZHt3uked3qGz5uoNJipRToVRrwYSGOKr07aQLJ5NO9NJr3JZNpZvi6QusNRNVhmig1K8NoZ0i8UjqJPKubk//QV8+3cyIQ7RVo5XWEzAzUMPzCDaj41HFtAhg4+8S3309U6NV8y4CVeIxdBKQo6DQJzl8ZdjxJ78HklSVxOG62B0RcICmJmP5mdjWxlm9Y4A1L0Ry6CnTbJXtwTzZVCxEmgGVjDoSkaFVfrd6/OFX2PND5ADyMy6QdtRLR6jUi+P+32MurVQsH6tKG5H5GtuyDX1tPBwv9Hvr7X1nkfcfdk/yvq9cGgJJPHxQ+3v9fwHs7j7PIpYmfBw2V0JbM+XAaDB4/DuH81h7XvAQ+Xxuej3NeN87VfHHd5bCmGNt77hJ3e41s/JYR02OEMRth3GeqYiWxocPhK8WgSL8WndGYfHulkCh399tAd+/w+Q7hAh25vLHZKHcYSn1zTb58DCuZambYaiZ5evuu/5Pe51+JlO2AjTnG0JrJI7fYw286wTegeeDq+PzoWNIAX4tcPZd7sxVrQb7tcV/cE8Lr+e+WAJEYdhWnzvcWzv0aGMhPanH7FQRh7moi/pUXMN1Qlc0UB/0Ghbeu79JT+62rgFIs49Oi4lNMetEU5hpSNo6pV3tBbrPK+5N37ZcLHqzUMw68rXu4iI9aw/ift9qywhjXXgjcfRquarcRkBOuc9/z5PHGlbRZwu46QbTjswotYqh1qVOFCpBMzEQoE8bl/bXoSCKPpav5dpVreMtvb7y/vVkeD+QOQaI4yZd7TtL/DSY0ROp81q2hagEFv82oq3DAgVnWNZbgnBS2+QfHTIqEksx6poYTLalk6Q2c7aAKIpBDXvfqpEl308Ok533C9nm/AwhR12/Mcay/LP4q8dtsRLw2c5TTe4tNHie6YxXv+UmNaoivB7YavPcZYsPAGMPJ6Toi218AKI/rZDv+P7omWEe4vUhnC94IeGtrwn5VDMkkdbY7uf4lynhZ1XfnRe/HenQX+Fhr6fRLZ/xOHT0P+jtvWeU/5oScdI2ajP8jD3Pq98N8Xvc4aP6Ov9v+PDf3484D19SLxvBv3+iY+/F2R+uh13PP6H993DqsP1o435GbKtMft+lJOx6LX0snqT7w4cazn3c+GzoTNhflbylg3WfsddaQe8f3f9XU2Erf+Z71tvbWNLNo0q+WL6q1ItSAUmTIxaTxT/W3CR0cP0XryldLVa+gqsiDr7C86rh5jhogyrgqH751i+usdJ823zh3s6b9j52fZTQ7VIbEVhL9h7JDtaOp3Bgm2Vpujj/wTfKqBpaxPWsz0lrnhQI9bvovQ/+BxoQPCH3UDez0w3wHsyHSdXCZQD03BWXj0lHtr4wQKDdQxnUUWN4XdH5yOL4WCd53u63xfa6Wk7N+V8uGd2HUD3/OPOPnHgd2byxzGXSH/3jspWbbDNvu57/FzndzmLzYg6PfAeRfv+R5cNkk0eT8khzoaYzuK1DMbAmmPwpR1CgDODAk8AnsGSZwGWQKIjkdfDeo+DswCgysUMOkbgbKvuyLLTcC56VsFezZgMlfepoFfSJpYMXe9c5bdF06do4Lghk6U+MSbl+RkohyUuYPPkaGtQGet0ANKJc8wL6ZUcS5EM0GEj7jNY5tyBKVdUvw1MsAet8KayJrR/4TktHEEZ9zs+CscqE1n0e5CW8VMZePECOj5T+yf5c+w0/sdA5KlQLJFYZbb/ynVHayro0+dCZ63sJtSNop7tv9tLD2Kg4FHrNX6289OH6ZfoZ76jgbalatxulzuM0/l/YAmF1j+a7FBrNZ3sdiDL851OWR/x3403HWjIkehzj+7o3X1GSj3SYFs23jZq1xUMr/r8nh61MbPZIKrslmF3v5+N5xzsBLK3H+D//euvZ0Lsalp44oTi7E7l7cUlXG2KinTUaADh6A95u+OMGI8Ew3iwrghgIuQhjl01ssZ2QBLsYlBjCOc2nefBj7ddZ9LEZmBioxd4ngE4Ul2/LRAK7hxX9ckmFfGMK3KsJpkx3Y3eWRrgujdGmuXckXilAjCh6MxN9/IZosCG3NmUJ/AEZozIe5dN0BIRj9iR2wU4sV4cD8jy0pEYn0SYoPfdgP2FAHYU78bvYn+lJzMZWRLxN74rv4D9PJQ9sp1YTw9XZqCoiSMdQmdk3iT4M3qOabgyittopLp/Of8K81WtU3V1z3zWem24WHXRVrQ9I+5WqpsZ4R1RAwVXptFhEYWDIAscasobxyOwBGDVuIaEATuByunFaNciahlwAyIbddLnARQuYjryVGXDSvhwM7wuXLM+G51be41ZZzDc68BrZg2/SPfZMFxWpDiVk2Z4TmA53rqxXvOw4SgdJWgGpVp0jnBSlM9BoVcWE40whoEElyJ6PjNOFdU56ATfDbKcneQGprWbnfC+vyIuMsAJ9l6eHavFnJpA2n+KvynSoujijioFZwKfXo+zGITDtV7RUTWFXTxUwjRuCNyId3NXFJ897C2SLxzNALhsWxnfxh1eC35sZA+kGe20kqxnw6mkIVkrChwr3Vwiz2hnxPvEl629l0BN2W3xkgQkky6Dexr35y6vPvE8ANGasbIpKlLMCqjTkg1L9VyICxI3YGddeddXzEEhMmYK7KRxa78nVtk+iV0uD1P1Ib9/Rb7pN3kaedQG4AHsc+GIImXOOHq/HOk8F+VEjF100rSBaydcnelwKrCjfx43VAkEJKh4bGD0p6J03JukBLtN8qgErSq3J7rk+q5uhGbcLue55mpluLIypuZIRrzSlvnecKZNM6RXJliQ39sJEUM4eiLvHfkoMiK4bqlshKE4gV0RS2C0pHCZgrXmO/Yli2vPQkClEuOoG0/oUbKyelZlyyI5yKAyLKmmZ0XYY4h9MfOAAuK5UFDIj8XXPr6Y1j4Q+aBzLRw5/UI6M76B0WAvoIL1GwK/MXIpL5h4A6OGnxHjF/L3eQFySs6ZgisBHjEoo2ECeBMO02GROvesgb6xrRiAjAcAjwjsiDkRY0dsXxE7P0eEbGgbqmeKGgi6H0pY8DctceaoInXyHMgRCGWSsvdI4FA2ZV7VXHXAPUkqIikHxvwNmRtifxD50rOnB7A+MfnXyDdSzu0MbCekelxULfF45b/zxvrbcQLGGSPP4hHmYIpAjiHcb3KhtnGKztlfsGxqNiaaLiUquljZGjkekHMyi3cws5kVRl3T+UTj5/jK07bbYPH9azk7BlbUFniWm+Mu2xMrAEI04P4t5Yhr50t3VtSXxuLYc/3ZZD/zLiCWYQrRniVEARyNaz6zbVbepyUA9HGyqOph6ARWANeab1vocb6awzIKdnkO75TW91kVpLvR7rDhOQt2xcblnOpjZO1Nkb36bjmOLRtZIf8ehizdOBpvtY7z7u4fjORbKFdYfizbjyJc07gwGPnq8neRQ9kFj0g8I/ENmd+WXJFqXooEe0kANgDF+CxofcUKQgHv894qyprn7ROA35H4AsRXJJhRyz5nzrJTv0SVM8q4UqYpJyDrsvM3MMYJGYkZr0jszYH+GQNn5JBRSBUIZpww8QQH3wMbRj5h5hvm/if3Ts7ncWLEbE433v7G3U72TNimczBSa2c2XOa/kHjDxP+Mib9hpPHhq9bue61rTUR8Lb6/DKsB0uwJxBORZkqXc4bsfCMdDGXC55ueYePWMkDCPdMSiM8o/S13GiwPDoi/ksWqrBjJPNXXKlcpyE5zKKcvHFkNZf2cdcSVmdvPQhbMAEcjryxVZsesQ2X9kDRy9SPEciBUBqnObLqvoapP1BOWgSQvCe5Rz5PvraT4uWQ4zyOtjyo7yUYt92zzHCqzWnOtvV/yIOmFs7u6Iy7BsjrKyI8T2AvyyswmB0tgUEYPynJR+pTPFwounKupmPbLwZlVXlEygnv4hXoDVuCreqlQCLeQo2fZA6TrPN+75vkr93xzfxP1+8wzMB8Q178B+yMw/hti/An2HLiW4T3jERnPiHxDzK8InBHxd2B8AsZ/aEpXIL8Bt/+DkfXjwv0YvwPxgJy/0xBfut1FsbyshDBuO2Mp8MS9cD+W/IqZr7JVByJ3RPwpPDLOqQrI+AdhtAVs2F89FgLx8Cw74L9IZy87cKODI5HAww483IDJQN7YJ/Im/Q5XIF2tYYDlQAZy/wLkwMwznKGLuGHc/gVgR84rcj4g5/8O4Dfk7QmIKyL+v8j4b0j8iTw/IuI3jPgbytExLsjtFTF34HaljKlMsDgl53P9Rhq7PfGZKVyb6m0zJnB6A85XYNsR+cJ5z6v0QyBnIuIZOP3v7OGwvSLjDTH+gZifELf/wnF3ZoDnzfzqB1fYNuTzYP1LzhTTrvlEfSK/INPVcPy9M7yeNIrPlcbUGCG65jKrq+yhgpvGURZaDizZtxKU4RNwKX6od1Jlt+8bbNdaumrTk8M8yvYK68VvPKfpHhib8N062AlUXnYgbohgKTTqOZvOtrMuLjw7U7wvnJlO51Gq70Ok+jaK1qad9EXSpf9OBxDTFsT90KsUcBKygZHuJNxnqBxHbppeOrl6ZKV6AIUC7tI9b1J64y49WLiuzCbqEyE796POeynLP7z+jUwILCk0GD1ZzRHhhQpJSqFw2RErpDLUxE7GV17A0WRxIWxNviPhB59XZIoFZb/LjMJlXmQAL6G9j2kGDdg4tsRZe4Ly+Pqaq9/XPGUYCOzt2YHDfDX/ikZwgxIbz1K10yoCp3tL5YioVNjmoS5vN73j9Ui2iGwjnQ8lfJ83QOVPylgqg2Q4VXoJOSilA/XsweOeRxivefY5f3wdlKb6xILT0pyW0JV3z/Vn+6hr7mv/DIe8u9fD6JnD4N6bnlHzvQPn+ea6xwTg3XMdT9o8Pb/DK/ydhR87Akcb817ISqyeC0AWXBuf6PM4XB+N6fOvM59tnwzryDo30R7xeVt0ymepAFTidCMQbez1K9pa+jx/TgLvcajt0WHNfY7r90FFLyPxEWfv50SYtDN9iNbzj+d/rBkf5aHv8+jjtPEMpkPJA7RN0Nm3g8wO1ujKf/t9wL9+liDacH/PRziERVYP3x3vOxofUp8o4qLWM1CG8DT8PnpZHIc6RGt//8x23OPa9OkBRTxWo0s/I26d1lR65Men6whDno8qB9H23TxipWnerfv+6mz08A7zFD1f3/cHteeBZqjLNvFEHN7f4X1PN+7GvHvH4d1NoKnMuzDtsgNS2zsoFDMGIjByNaoGJubgubJOmZkUUKfPbxxmk/1M3cOweCjurtBMeb7exyP3fZdRphzJgB2+hXMfXj+ncJbB1hG3gdS453ma/joLLGCZJlVb3MIlp9f3yBFa29rTHHBN8RVB2Z9pDloEeqSyS4scz4fP+/26u1P6jqd6Ln7GQRGHzKX+bNzRv3u+wHJpK7NBOFIZOm1Xe8bqYS6NzleWg/fF+NZpoEfMtkf+JAr9DC8PuVDGeO8l1d3Cy5XHVk5B771oXp3nnknz3euj7xsM39GUu9vuaPM6iYbVumnZy/NuiE5FvzPf+PE9R/i9v2c5Tu7vy+Pd9zTjZ+zhbgb3UHh/3fPKD2hn/3d8b7XHzJl3Y8f9/f9/XtYLsGIJ//3LDgD/x/yvB+0wUGj1E3Kwkgy6HacTom/aXUW+LrkmsZoqd7oVgEqivOOlbT+WJtaxx1HLNtAm1lqu698xV/aYR3UPhspYDTCAaQXM8fkBlpQAciQdaBHl5OaAG5YjF4h0FDMJTMZdYIzmdUBv05YyHPf1O4ir6Uwup1UrsmPPTsSu06DB00ZqG3+tr8Z6tmhytrHQcCVRUeUfHtaPLu/5UUY48rGP7l+vPtIztP2+f7TB7cO58blF747fLWdnNpo5igcespzf0ZD+0+bq+VY2S3w89bI5dN7T6FJi8WIFNi26Y1sR2nMiWiX74u69nWebv84FcN2+VG7zeo15cEp8BA//avvZ6Ndx8e/h0Xk87uX3H13BpsI+wyhDOrMTMgdibgoQPcPNu03nDlS1gnwc3GMnoxx6CjxicOZWjt2l1pgTRe1flmzYS4vJaZOWB7XfaXkPWPKu7GTlkLHTS3TQjcD7WbFsmACDQ+TUdfBzlYvzvPvGmD54vxn8ZQcpbXAb5+EAY1c0UTCKHWKctwP/jMEK3qry4E3u8lFI6L4A8iy5fJS8BTmjGSPB/rEMWPHYe1vTBmazbFXmE17DfNB45nF/wcla872na6ZbuchJXeYZ+QGs/WCng3Zk+vGPZBuf+Q/oD0LPTBzn2Xqdtc+jj3eQETrZNz/werDobx5HOtppjBd38DpkUHFPDvM6bMM9HW3PuuJB0bE43NMT6vpVPKHTYb++DNltLs46Sp7lY4YJDjTyYCg8GMVrsDaLn9A3/BtOiDHtnVFtuu3E6L6bGs7AnucLCUc+AfNMr928YXUXZ5Rn5ltF57P+XrAuLwKMbEiUQKdO7ZEPBO12Xcwqk0QoNrAG3Q0I1zz8BMR/8tkdQL4B+xfBKulV2piNgSmWfZWXbjsLxoyQjdPyEAFAnkjwyNgmszZ2EmJmSdwQYxYBWAKjonYhj3ICY74pquoTkBscqe5I1NxUf821keOGGDfEtvEc7DdF9b0hb68kVtNNh+QYKNzdgTEQJ9Zny7ETv65ZNBUZiPOZz54ekeME3F6R86o5JAInxHjAath4woxHVKRC3oCb6kG7RmY5rHqd7u9cNmrvvlHCarosBve+6kKaaCSwasQxEopZCvw+ukDbIgWrliYAe4PXwdQcpoRV1z5Hj453DflO6KD9xrrfh78IgqMwm6PK+FlRs6GIXRNeNsg6eJ4loKw3dupkoRw4En+n+AnWLlmCK1aEcmdeIs4l/I7DWjLivae59rITLhQuVAZE7HWW+N0j6Nm2R3YZgosBVYO8aILKEgzDwtt9Y8F3l9Zz16zkUK4tANZjFE6Be0KhZKs9CEm6rC0PYD4c2efgYKla6BUV7r0ZJwmZiqbJCwI3rj8AxAk5GO2RFqjyDUBgjg3OxCl+Jc98573hfXQTeoYoo7Id3DtH9ZUZnUZmOJhqxp+O74mCS8FaeMt/K6vNTZnDUePObBJTr/0VjMesuTIqS1leY4gH3YB4RY/wIqyEgwntj/Y5ANdBh2CFMSo6NhBFW2BnrJXygIRP7vva2ITrPVaGxI+uSYZOoRHLbjv3O0FlCXYpwTUt3KovD9c94ewWHsmA+2IsB9ur3r0vWhkBVBSKI17IBCITMW0aYlM3KLUg45GRHu51JJrmyK5wOnjV+NX3cFSFcV5RZOO0ZAAEKnMHO+FZzv1NJE31k2PADfgCD4gRGNsJMRLbQyDGwBZnjDjjNJ4ZHXK6IWNi35lNtN8m5kzsMTDnzhq0k8agzCvRaWTNK7Gi/yKMX8Yd9zFypuMuGjr07BVdUHeTYEaiLTqwslWmcMIZVKavQDUU/gtG4bFzr+eJ5z1xQcRE4BWBhGtTRzwgcGaWw7wsvBsB4Jn8bzL6siKH1AQv8gJgIHcL55+JVoruwbYxC2ETrUkrvmfM3KRPJIb7FQgfcjtRLpwB3ChUz508MzZGTI5pvKOslWUkpPzkDCfaX5z9KloUA4xkusE12RlNeZZe8qa9tVgv2WW7ykinqE45oBOP5GkbBfmIV+L9bgXcNaiVcRSiwQgZ7sCMBL6E53APkJZ901kVDdqYlZC7ZCHRhpg0/s1xJo2YOmei8wv/RIdiIk4qTbCTasSNNMKZdpkPTbb7Ibo1WigeD8tKgA0w/LEBUfPIWbCAM7lMWwT/+4T/eiXWPvO78eFd3ShjR1t88N16iZWw/lYZzd8FkUQ9c8jOOAgAfrOfsbHV6ySMauQ7DfMASz2XNU4WfO+3aM3Qe9ICtbLPRWUbEHCZ2NWUtMu0WaMeHPXtbct52uZrOdEzMcjSUB1t/mvfv3dlPGlQ8pYZV0FXPf8cpZjPwstvCLyR38Uj5ah0dPEmGjAEyguYofCl5CRGb/4KEpNPmoRqH+f/CWZ+PWr8BzDC8ALkP8FeNjckdsotliN09pfTgQZCnud/UB4cv3Dv92NgjiEdQ3xwUH7JcUPGDQlnFD5Sr1QZQjqHd8QInHAmHrlGNQZpAV5Ax8iQrEt6Mk37JxvYsueRsz4ULYw/kBm4pXGNsN2cCV56UBIu+FNn4Fljv2geNLBRvmHDXV6DtMjG1/GZ3+V/J6zzV7AXhOhQ3FC1yA+HIwnzXuLmR1d+IrynshtlhMQ8ozKIASxDTaNxCiDK7nyXbMmz4PPiMSjHV8Nb084Ow+I7yzYR1o3AOVrep3HpAZWFgsQKBLVjju9YJbfu5HefeenwDpYsemY+A9ULH4P6imWEZN8R8p1NuK1MCQexVk10VT+A6aAdcVpnBX3p3MQumAVW5K94qbLBKhO9yIppoA3GOo+1B8pAUs872qDUN8o6RgWcMjA0hmTFcrQJ3cfQeXGQ5vYz0Q17/Ivneg/JuL9RXsYZOQeAL0B+QYwNcf6bbEFBOX/eKCfaqYCTsO6KxBdgkjbixoyh2AI5PiHHfwFwqtKlFBmuqiISiGsQL05nYLAf4z4nMK8A3hBjUo6aJ+T+d5LKDQCkp+UFmV8BvCDG/wHKOZJl5jfS7PN/B+XK/wDmo/DiBMQLWJf/BIwNif8FmP8F2AdtcOOCGK+E83hA5gNw+wTECbE9E1fdV0dVNji3E8btd5GkDcgXTPx3AF+B7b9pXZ+o08zPyPxPYDxgjAdgnsGKKH8C85/NZxpA/oqMHfmgPmaDunRsu+byBuSGuVO+HnilXBlX0vRp/qwAPHwCMzrUuyd+IW/IiYnPiHlF7L8RZre/I2fSbhc3jLOdTt+/2FMp4QokVYnPDo465q9w37ByIJYOPZpcAvHhDcwGAdcTcn4BH9Bc2ToqC2lyIkGZuHRRyHEWiuAvekl6EBgYp63JWtRfuckXnl9XbCjZSTgxWIKrqg9UaTCfe+oQmFmxVOWzsMym80NbbBR9wsZ+w9Z5yMMcOG7Z3/ezpxQrjXieDhxqNNl8Tj1Iac9OlHOvRDwRvlBvvs1z7LIW9RQ+p55GxSuCcBEMApKXbGuOidVH8BV5J79+dP31TIgCjA0CLSIBQHkNS1j15/q7MapwSvlMAr9qWJrhibG49lwX5jsiZP8uFt9vaT02ZC5i3w2SLQIiNNdqwJ215AwbNP15toNgMARWjWIN1yVsb+Ihwj2FQhYeaoGCtYwxFUluJr2E+0NGgxnhHET82JbhvEUN29jY18CgkVyvLyaMxWzzdpjeYW0QgTChSjlg1o2w0TiBo4H3w+uo0KCUur6Xfm9XVHL9dqmkNiaVzmj3Ga59HW3O737fz3HgMFzPDrKAc5jhB4eyK+aHyJ28u30pfYGEm9Ec5yv8fDdP7bHvqVvy3T0E8X1SvXAt233t8cO9h+ySd4ut38b643f9gQWLBZY6lPfLwzH6+u7LH1w/Utn5q+2nPj9mXbQ5ldKTWNEgbV01RZeqIK077oLeZZpkZ1sGMLIidVdDOjHEw7Tv8RgNz7yWj/7d/tY+cvnNyXMPC9MT3BsiFm1evONuv7+D4wvGeffDuaxMtfv48j6H+30zSPM4jYpgXmtYUeCeey66FV6Tx477oX54mWymaXdFQycOkQtxHz1vR2lzmHYYFa9qcC6HSucRbaIN/pxFLv6S5An5wTo/WFHD9WWs6gtmFKdlg7zjDw1H1BRrldzzWJpbNU5PHKJqggbs2BKxBcYY2OKEESecTmc6Ic4BxETcAnPucMr+nEMGao6ZGB9spmFwJ8gXLjiKKA5wLZrZ8GsB5v15Wnidaz86zwvgXUbnD651ErNQmuzUEV5yoMIpwHIW1VxWM8yqSx5N8i7UWAbMRQ+NE3ZaHuuEV1bTAcRevxT/zl8PNxpX3eBx8ajC5epV0cDVnZyII1kqQ47/O/rs6s3r3rnuT/PPkEPfezVRDe9rMI59XDN/V++uWPCJnC3Yap33MjrHLEfqGn/tQ1imloyxUColX6b2twPKw0n+tRPjL1339PGed+TdrR/h8sf05v2ngkH+hP5qCl2y4czu1gzcDfQj2te+9xbWwB8i7gfPfu/vTvv6jPtvU4rjdU9V7t9xvyMfXh9++YGzpjDp7pG2/u85j44j9/E+gsNHc3RGva+VOXofHb7mZ71g1DO8gdYjl7F0mVc3t1yrBI7R913H8FtsQAnRUv/4fWoqjGV0WDXci1qTtlWPnq5ztjUHEKbRNqy4cWjJSQNhg3gM2Ggbk7wSCDmUxwocGSsYYzUqdSZENCQzLXYgVoIBE14JafmKWek8P9u6xC8OOvL91fnkaOtxWVLz5wAjwy1vzPW6D/HLtO3HRro1v33Jgl5Smue0jQFQtbUPWYD3y+uOve/jLx87noe0gbzkjga7TNnP/fm4G81/xrv5AGjBTk1WS2DJN+/hxWfaPlWUr2U2fxNYWYHH11fwoHtvWK48RCy3p7rOWfgeDaLfoyF+670s2vW2BJxh+NF37S3vddCOr4F2CI5ff+8K0ofVD2ZD2Ag4FK2fOyI+IeJBDmPNT8GY0aPyI3gm8gbghbxwSp4byo6IZ/AsyZh4n91VbCnq2HCLGK2feFCgsALZJHNFTP5dODMBvCJwQoKl3hwYF84mGC4159JWaz/4o4ARzSfUeL3W6xLJcQIzHqZoLlCBWENyTziwzEFR2qBQU/KwuTTA0qEPqPLycKbCG1b/hw1l9C7VoNEE4U3Cdpxscxctc6BWDKSzV+JRsA6s4LFBI38CLIV1ljOF5XIiTmDJ9p/Qt1qfcDRB3lfM05uvTA3TtaJ/Df/vs6QO9Jf8jp9vRTsPdKPjWslY95+1YArE4kWxfj6UwqKNEWh0SXze5eemsysG1hNJOLo/XmDxxHZX/7XmqrFrbVmgWs93GtJpTINDHbq7e+9YzLs/ilGZj9fhPb6vxm6fh6rslH2+2VMPwSyGj/XLH19/2QkRZyFbXrXPZqTsgYDribVlx2S0XiRiXBSwTM8PnQw3RF7YF2CnYMCIthNcd478MoGTagNOCkZ520TMlhKcEIMtgUvesPq3oqs2ZmKkGjbntMHhQlzdB5CJOW860/Ta5qYUrfkshL6SkDml0QaLbcDNoCMTmK69L2dKSlCaAeSDIu9a7cNgbWoufseKAiFhZcOgLySGM9jVHCcypH0SnsnoULYEYANIAoiMi8TQ3kwR9dujnEKcxzw1A9IEIr+K0OyIbYpQb4uxJT3ukQ+okgRjAHFGns2YuaYcjJZEqD7yDy8dcDddbILdgVBVNISjbD19N0hqzqFQhJrr15cycNPR7qm9QRg1YrMOJ8t7ZQm4qT0+3dn/LXRA9NxMBiK8gdXjQniH0L5OvdL7YUFzEdf1fkaIO2o7PGfhFGldSpBx1MiapUWnZde38iQJ452ThjieXlitc9a8XavOZb2i8sYuempIaLgTih19X1HPIZqpeZjPDM07IJiaCDZmlPMOd75z7btQSQyhGmyZFivaKU+Yqv0ajk5w3VLhAOt7AxgboxhEg4rhAqJhK1KHl5y4NuI52gdAxtaMy3LYQhHoQ0JJKRqu0653BHhuc4J1dJN01AIYgsbZKHmjcCS0pqgIIe/TXrQGcaLSMdjXJq2YF3yIa2Xgr0Z53iu925HeVnZLKdiReaNKIQGbkdKAS71A2VtsxjUYWXDwyOvMTZ3vTMmodgDftJ4HlEHWJCMBZ8hkTJ058ZVMYLrnBXhzZQL96BIs4GwF1wS20m8DSWCVIbBRQUbcsQTPLGN9AHunYeYt5im5xq1pmD7Z0GB4rLVCkZIlrMSbxEXDT/c5osWEZLhvhujHvGE1Iw7EJqOH8dkwH8KTXtdSr85UqSCVW4rtihhTGRAD43xGbAPnxzO27YTnh1+xjTMeHz9hGxt1okhc3l6x3254+/qC2+UCzB23Sbo5B5WAVY8biGQDvMidEV+xcH4p96JdoymBhnMCq46mjfpUBtN7FIqIcfqtjxGU2ROOaktU9ObsCuLHVz4I3xyPEI/8x+2CmZMRbjmA08bIxfzGaNfpMl/BSLO4YQxlsuLCczEYIV9BGvub9lTnZKrWrmq3kuwEHD28ymCSjzkYKTfBNAD3m+C5n/x7DuD2wKinSfkvz4qWkmLGTKME5kRkIm6Eb6bOeUzEyQEylFdjqMkgHmhwm58ZyRZXnaVXACfCEHvjqTaQ6O98qYhPnsVH0SVlO+VETimSaVl1BYoAKWfpJjw7I3bKk4GLTh8za3Kz3MO+XhlnZVVM8f03YE5gBHLEomcWJQAMDDk/JmVvlfvMoTJ7MyRPPP0Q13RY6oz7PTy+K+DGn+hQ42MjUdYYJXdUxsCsEQCgK4n6AIcbMu/eb2fzcZT1avPHEqBgGtvX5rFRdNDjFPOo8cMw72svuUewKhq8YMZrSl7S+HcyTUj+ycP63l/3QTgWsaLg0WU837GLJPU5N4NbqghCmFrULOudK6gpPlh/Fss4BJfUBL9/WXnPQ0mdhHuwDBv2S+4YQJ6B8QBmPJP3M4vgE3EeG5jR/wWp80wj/zMYHemzxbM84isQqdZaD0A8Iaq3EgB8QeYr2BtCNdDdaFS9cTJYLjBi0GmJC5jd84SVVRHk+9iR8cp5bRsiHjBwxogNOS7I2Kuedo4nMGNj4zgyPrJ2/IvWxShp1nJPVjfIiTmYhTgmMz+Y+LdjWvYfouHat8An0c6vQH4lDRqByEds2BCVjbAR9hXhmijDZ6gKQthY+f804y+wylM9EibKKKOc+SakfULJLGV47UEbln+EXNbv8s+/ILr5XuJZ0QH15LIcG9kzIFLPbbX3/Gw2+g+Uo2T4hLQAi2yBkNl4vuQJjmHeYj3B07yjuSb6GYLzJn4m5usIY6QcUtu6zzQzKVtXQGOaOnrKpJ9VVxzqKQYAmwM6AetZfOJMGSgd0Wynme9Xr8Benz5PazthWSwWeMwvJINmNfj1BFTGJ5U9OXbN345JZqaXi8h6aHcshpyazr6ouAfJJaIfJU96AvNnyAZg+5vmQcNfTNqC4uFfiLgA+S8AF2T8BzA/I3FhNthQple8IPBPIJ6R268wPcf+xr4E4wScmCmQ+BuYufUkkeZfAK6kJTEwNtK/sXNPc79QRowL8nQB9j+A+QWRX4H9K4DfEdt/UkfdHpHYEPEmVkk6FvOKjEewN6YciXNHvDEzc87fGJ2vclGxD85xe0WerqwIMtQ3JgYwvwD7f6MtcX9GxCNy/E659rRRXsuJwAnDvUpko0i8ASNJ92JH5ifixQQiXwH8E4Eb8vQfyPidMlmeEflPYP4PymLjGbZ3kf+TJhXu4ype859ADvXdARBfgbgg8406knpbIOjsyHyWLexM2hIvCHwTsv2TpfqvQVvB9iSu9wLExBi2b/y8AkmC1UuY9WKHK7gvCcSwfHgF8ErbbqpfSEI864Z077EKFp/c+1h7nw508pGd7hXogCXTzzsHYagv5tyPIqL3NiAn0mT/XGcdAGBfYuh8NAdolf/Su4bWP0Iiuddn2VM9h7YBbLYr2nm/KFrJG+HPAy6Vn/MiXidH6yA9cQnDnMsGMt3XT39b/lry4r7ecQjssoxt/menlXRz2Ryi9qFlYiTIN525YntAlVzb7/CJvCNrfi5B9ePrr2dCDGiTpgM2dRlZAiudxUr1jmVsHWCJCCIVI7uWwkVlyUzEPNJirxmtlCGlkHirl3JBgYPp7pxTGHgxFYwgpjcsbqf4siM1XUfPxmem+dhbtzyJ0daupqiwt9xrWhu74GNDXDtYFU0owfEg5Puw6HBlgiWbDA+gG0ICm4wgqGCFqA30RcKQANx8tiJmx6w94K23BhMPFjUGMGU8s0Fc8xpkCuED0t9dPz+6uqjQBcf2fQmn/nfePfv+Oate3vcSCsIw8nj9dAmKhwgdHf7QYbRw5ylUWN79OGtHakjjGwAaooqqrrH8lCNDe0RALczRl8IpG7oPeAscI/Ri3XK/J+l1tM8r06Ovq62zPNGGZ3u2cHytqV86QbCw2z8H1kmvT0Of1HLuOexfwTPdV2ttzM5Trn8Tp7MbAyqCKFHe36pjGwLXcV7R/ntkFhaUuxq/fjLiuMLQ3NyIu0pZHN9U84MFIzknh+klx1mRtqIFovU9Eg42bh1SyoGqq9vP5Ls19rMqHG1b8H7/TBdDM1RUVvSHOi4a7+/PPXE/jowLZRE6ZIjE8VEvT2f+mB+UOOJ7//ePLt+gVPODk0qRG7ki4Tiz5ggMwaSipKMisP35mrP/5Wf7WcUar3hIHn64LY4G97xng1mnQ32fFz6/+33IDrunkR1EDUeKtjYzmemggxCUCTHGhnGiE+L88IDTdsbT0yO2bUOeQrJi4jYG9rcL5m1gDEVxNtQNNQwzbT2s33wOH/1siz5jOV1KRih5SWPZKFB8pQPBsDJd919ypMfPy+PY0L94A4XZaYdcXd0BH6InbTbJM5QtEr9K4LhJmWa7DLI2nEyhrfkH6/Ay06afwzii1nEl9d6iOQd643dqf9oZ4eOGuyMs21k1jxwqvQCWZ7FT9VA+x2XHag81wCHym3Otc9P5SqSWup5fJC1wGBYAeU5K+bQBk6WgihaH8A4bFcAwPET3D5GQLReleLlN0HLy1bmiszsqGvs757VP9/6vgnGXnzpm39Hfdi1u+J131th9Iz/6Oj/Apx/PfH12L+/4m/schI/vawJKI5MBN5XOd8+0d94bEM0V/HV9dZznv7NDB5p6+K7LjB8NGkd29+6eO4AfooA7r7mb2oeywPeujwiF6agV7lz32mGcPgeNZ1U5Tp0fZ9s13SqxLXzNLBpZtNVnsAwGAZ6/CxJP613FqztcOOeIxKwgP9OqNjcAiB3sDXhCBEsdMQDMQUhZ/BAudRhBp22y/BxwRcRJATF8N5vU37F3sBxg2rlYR3UTbZLRQb0X+TXlYAbD9CCkfcG2jN2ao+lzGYMSVTajRxwjgXhCGUOK9rsRqPev8QoALRx5LSKw7sVfKKXpEbRvK862LM+o7L8DSfP+fkSE7s6CiURtwlhjdH7z4xma4sDygrh6e/KId5z/PM5d76KTMbD6VWKtt73pHq7rMxvx72l524uaj6LH6+8+z4m1ppYtUjADKnguOtgWQh9pnQNhlqOj0z3yeAeSLXgouhZLzsM6z8X7JzqtQJObil7/dBsftAZFFfv3eAUDIr6CJSOfwBJQN8oEoYbjMRF4Q8aDgrhme7ftNjYssgRNBZBVdL+DH4P7N1GBq6msWGZiKhMAJ9A59Myg5DLCL3obtRfWNdv5SADzUfOzPGo5RrgwqGvHtssBSIdv5o6cN8RUgBA2BX80PJJOUTJNBeFeaV8bKrWGRZNyJgJvQL4C8TeOOVdUOANDnPlg2rZwod5d+qKN9OeGlzsqW7yhSp2JZMm9NN0b2s/YWTp3H4gRmJvOx1DJ432iB+f8+FIAdCecdvjVelDv5S3ip6nPu1DQzkPhfQ/u6OSg9PNsz3oOuLtZPZ9Sz0XfRwW3BqCO6W0fWqBS4Vx7z+A7ojkoir2gUyvNdTCIwIGNR/LssYAVNGwQ9bWafnZi0Owd1Tely0+zzb29tGhQHD8/jN3lIdOwoU+azBce0jNz4M8K36k9PAQr9wF+Lsf9ZSfE3CgchIQA1ypd9asedCi+IlSaKRWNETHo/bmRydFLNsoIZkbAaCsAmzfrTGKnDAnen0AqynjsUogZnYf8hMhHRQ6fEWMH6+gO2JGQ4zMBVYS0R6TQcx+RjBzLHjklZmVhyvvqjuGqWR4zl/MvAWwJ1oHTZswGw3zgQR5KXc2LGMmDNv+b4HMFa8yfKTBOOWXmDTle6fU7bWB04dNChjl5j2oBErj0KudF9TG35qVLMKA/k04a1aTGvAG3R0bdlgdRDBqDBBkJ5CuyBBreQcHDB1r3zZ8j5nLg2NjfvxRzsUG1CyrGrTJA7IK3UwPNPDVODOIu0MYCDoepRxojgNyEBxaKxqKrB5wxwW3G46oDKaacJjfbmo/vLkWkleyqc20CRIUHsbEUSWzA5giSExxty1qUboa0L3zMRJRx2gJTNH+K4FgCjAUGNGeaoOMxZbjoynVF8ZQgSZhWiRLVxuUTFDQrXUxE10Z2GqIXYXUqY7gGe3nwhxhVd4J9cLEANs+j1+R3p3AsQzxcMBDNJZwm3AOCSurK8LBCGNO4YAXRxRZFO6rOrpnhJjgaH3qMo8Ys+GhONzN776MUDxviBuQQUUMzCZyOEioGm45Eb87SwgdPwjj70HjeRFRGx32EtgQ2GURt1I+0Em/h3wg+akZkNY4IBjCvB/9FCVdjxyH6PB5gAbHg4jIyCSwDpRRwCSmhebqeblZ0uhqpjVjHTz13MlVL8kBDvnNNwo8l/HROIQEgmLEUcBoyUFEIMeF6m8UzDfxpp7tw3dGpxWMswCvLZ5ou7cIlNphzZMQsZcy8Uwqf8V4zJombAq+FlESVTCrE0X6bLBvbWvmeEirhM5WLHkYwKsXRKf5RDe8RdCRs2wnb6YzHx19xPp/x299/w+PjI/7223/gfGI938zAP//13/H6+k3ncpMbiKU3Mm+ompdJ2LI8AKPucuxFIwlq7/cVZdCozLNcgu0hQlGyUGU+qR55ObcTzuYsepmmD82p9BeEPNfljHGTEwCcP26M8ncpzfkJiQdEiio7y9VKaW6Y+RmJFKvcwbqwoENDUfh8wYWUelMJx+oALhwfiVLYUjLXZnQQt5uaQ2WUKtJzJ35T+bQQjQW/iiB6FKyfBO9cvNQNXUvoHkCeMfeTeKzOhfw0MR/K34WYyNM3yhH5RvhMGsWGDX7jkXtYfIq1pdmv4gxsz8jcMPIVMd8A3BAzKcvhYe1rJpXq7HMnjqRrsg+e0xT/X9Hbr6Qj4wGIB6yCH4nhuQWI73mTWCLeui3e3KM8MxyJ/IMrlkxQjgfJchzV2XI6J4WnC5c7ZnczPeWMNoMKkBBBTp8v85/FNVcWxRprwcRrbbJbnWv/toK93lkZXLjnYXpD8bq6af3VnOuwvNSCmUr+6lMoI8YHcmrBpMHvPrOg3fTeiYLDJ7WuPMJsORbNBZbhgXBciizvt3xhvuXFdT3yuNYlL/+Ml/6pRyxHnIhnjr9JB/WoNws2lGErU3A/I6AyHcEMI0KB8mDg3GAVQHzVelTTWhlIgUfKqLkTJuNXJB4ReWHQ3QAyLkIhG/7NxwPMhlaJFL9rPOpMWk9l5DXtagMYjPrPwUCxcXpiTXqoXndw3NiCEZu4gLXZE6vB9g5GQrOawbzckHlCTEZEU32QvpqJMb7wQ9Ey9p64IeINzhBNRQlvwUhyousA9U+AZWSujJiOM4BfJXt8EYyVFSh+EqlMLdPtKvegiNVUaZqSGdh/gw1a7az4zPugjIlwGb+zxnw94O6Hl/tK+BRXgFiuZyub1fcEluO76QEqr0MD43KgZxl+/WyssSA4JrhGVSkgzMxvHKl61o8NhonK/p3mBJSpsst4RcNYJYALfNM7rMcpuyFvKKMpzNO7Ti5qYrtKWt617LcD6ifl81blWSpGQjKEdZbuzAk74AE73jCFC5XNS5hVb42am43vbTzz2ZTOUE19bVOQjlB0stE08Nw7O3JWFLEM1Tb4af1lJP7BFfk792P8Cxg3ZPwLiYmML0hclMV6RsyJnN8Q+IYtXoH4n4D4BMQzqhTk7R9APIIZWZ+Q5/9VNktlV1t1ii9A3NifATuwnxA4Ic47efeJa4r9hsgdOadU4qRNDox4Z7T5hsQZyGdkvgLznwi8IHXOc34C4hG5TZ7HjTLeDOmL+SLZh3iWUJmhbUOMR/lBL8j9DMwTZdjb/3uduXFCqL8Bg79vSKi3lo2qOx0zFbo1vqmiy69AnJGXB+SkgxZz6ChdgPgGbDckLmBmFnTclQ2QZyA/qT0pcT3GGxBXzKGM4ZPKUE3JRfNZAWjPkqWVsbazL8AcYI+07YIcdOBaJ4yxI8eOGNJfthtiH8i3M5Ab8mpD9g/wrYJgJUNsm0Q1B8ep4oj7RmKTimLbkALqrLvmVLmvRG481BE6w7sdy3YYuNeKzsmuHptjFwlULwWf1gDHLVoSgPueKEB1BVm71wP1Wfb8HctmtT2IPi79mvSXMjZOem9udLZPv5NrrqDNOYiHsaBYTnqoP17IDje0nhjl1FtOoAE4YxsvlCG03sUfoXgo8xQAM5c+WgoLgIN9EViZEYJxztqvfrsr3/AZzS9ecZA/90XjIV0J1ht+gm/Av5sJATQBqTPchA05UYxZm1OTCCrQA8hmWI5uUPFlxW2KC5kRGLbTTFjCbZWcAFZ374AdA2X0cOPBbO8ory9QGQvR9q6YqxnXttaXgOsqhxtuJoSgchTUpBtidMVXY9MAY+uOFUQLAI7+OK8xU4Jm7jo4IgjYQMO71q0DUOCzoUmlsLA1IYHQpPjRvYvai9xFoEZXqpzdsqPKghSFWMJIlvWJ9/6lKwW3D/FYc2jRhOszCw6+9vbuGng9E9v7/e7DcaNRqlitz9/rH6WUoYlffR6NCHS8uJ//YY3tgNf7oi1PzFMRrhgbItSQEhsFxHqBFUDPYbaxF142yOCYmtWmVrDnmNGFqTyC6LBeOP323kjtyLFmyGzMsEBVH3vO7SWaA4Wqe9z4kbDncboDQuMdHF3ZYOXzEe1v75+Fez+fbZqeh8/AMqJ1gbRW5giSwzr8vvbvTLjhcWeA9/jEKLu2d9Hnr7vkCFk9J+6gV8pKHOmy13OIBGn3CY/4T7832rrvfy94LodIU7oMn3KKav9rPNNKPTcafEPrTFSEVz8D/ttlZezoooLifxuOsQy9uKc9H11+xvhpx1VzTB3CKiSYeb0Hfmnc6fk6WaA9lL8Kr6s5MGK9p1NIj50NpwvmB2Uu14P1sd/feayjSzwxfWUKUzTjWJqln4GF2BpLPyxjwZ/ljDjjdH7A49Mjnp4e8fmXT3g8PyIny+y8vX1DzonT6RvGdsLYhhwbnEPEZDkf9VQizXW97LHOfi3f57Fvi4XUtgf30fKFKh/gTe1XO+P9/MOwwI+vA83U/hWfM745Km3xi2hni1s+gFbicNUa9ncDGWx8SYH7/8fZv21JkuvIgqCAVDPziMjMXXVO9XTPrJ6X+f8Pm9V9qnZVZka4u5kqMQ8iAlItrjWaK9LdzfRCJUFcBcBRNEAyS8xSCjMQHTDP4p4quZma43DWQq5sCg7azeCC6Kwmj3tlilc7r5Z5qcmZvGzquKn9oczaxPI592iVLDMwpORxL0BLvTfuAK7aUxsQGzDuJKfBcxhEmHuZQzzqjcrRklwUZkj4FRTUXEtlKk2bwXEbSws8ILjuqb4alZbtCcplzwKYnQq/f0w9aawf1t5dj1kT3/to/T6/8Ztv9TW3Ap6Q7Sd5sn7+fMfzPb7+e7FXvnFtfHXNN+79PNz6e+VtC48tvnwe73Oj6vVxz3P341X6FtN4nuVvXfU8x+v5cfrz2yOYvCeKp+lepyEtSsWPXiSNfveo1lIvlD2ZTcF5OYu+6hO3ZtusWYm0pwIqVbPUK8/SQ9Z3V4DfDlrxgah+BQBtOSNoVcr3tN/loLDTU4jNyXe0f7uCaqFsrSYdoV/oOPL8NtJMGKQrwIzLA6X0Nb5BEwaBAfNxdKlzVhCs6zsAYLolP4+TnaWs/MpqXufI+o1s5nKqJ6q/j8th1Ba2wuAsQ77LSaaVLh04NQzOBKrcSxEHZglnH5IPPzr8vfWqr3S9dTx5Omdmt7ZlnOYv0PvO/VHhUfEB+zFKLy/0KTD1aY8hYZ9MjedbWQ7TMcB/dv6GZdaiz6++nKp8YCDFXBMHky2vJm1LdpUd6mv8HK/PVvs+YmZ9lh5pR+QJKLO8U0inKftoKVtSbMp6sNfgee5071rf9o3z/Nua8eHG22tAevKWOc/r3H//YEnvaStmmLeoOkVe5PgMYDgb4S7/kTZ9AMg7mDFh7+JFQVJlSuQMnjB4t9c7xPBciMc0cB2HQDoK5iIahgOOMYC4IxrLUnI7vAPjHYk7CFa70FEvcCqd96YTBW5U4iXcQDjl2GyhIAd1MepNkOP/wveR/hIY3Hsq22k9cDrLzSPIy6o0j8uKN4MTleGRkAx4B0vAhebZPAgEYCfoMwswMFa0OegriwABvHQE5wjY18nSVU1rYODH1IOzHQzYZJeN4qx1V+UYBAC5DB+cBfdjgqveP8snDppmofcHKtAZpvzJDyh6tY9y+b14lf6s4PsqH7wnlkA88rTzzgNedCagZFQ9Ru879SbLVbUHKPOli/1pPBZ5lVUlX3baBkzN+zHHGWZRqw2S8ltx7xu0yjGtmXy6R82HZaV1hRODO43xdEjGzGVe33uZ/FKvYp52ys6IZVi2Tf2Bg95Nvm7pJR6bA7vxa+GFXw9CnHXh2iyMgCka2LghIm/IgzXFczRgdAUOpLBs4ODHYGQJV21ILdDB2uVQlCecGWGmcUwBEhjMnOgJjAcJZAi5FYERm5SuA05/Zn0+bf6mDdZfKXTHgwRzhL630UokgO+Bg3XjikAOo8WUgtfkEAYKBZgSvFloXDMdK85SOppqGM90CglRoUPUc6Nq9yaYRhsbEkT/TiKzM22n42DjGCKvAA7keEWVqwoAGxluk9Mvx0c59TrfKUPBJNapJzM/gDQiH0DX2IeZ4AsVZtcr+4XoWNWWx9Ccj/qGLyZjYk3DL+XifH/X+D+hmTQr5NfzWXXpophNo0vMvBDtbrLZZsTVm7d46eqM9XvZcZT1VZXXyHV8gAXCqSSBmNxEFEOIYNbUZOqlrvfQB2a0elW8wuhxK62ov309f7Yl0DCV5nRkQGOJomW/di43AWYvkCcaqKCXlY1Wk8jyEHhyxANVO0/O6TwFNsTEKxr8TRGm11Dk9lD6ZVOvlrasnR3ZUr6zzecY1T9rvc+wlRm6kazklYGpWC5jdtk3ANFS+4rOiMgp9Gnc7uRruQPjjsyGHOyXEPmCMvBzOnnQbvUYzrHrAk43EH+2hUykeMYDpYgF5HSXwyuhwIXSck/GoAWtnnlyTLflMyk+OefCfXc4rqj3j5AT1IqEjDcrSdXEtTKuhHIYVqynYVRBJiEGEUIBSijPOq5+L2W8qG9PqO5lmbLjSSn6xlFlGVxqIJWFV6UMiYymA2M1drmPOE8Tjc/Zk4MgTHlLQDGTMhFAZdasWQsn3ue147yG+broab5ZzH+S0zbMXXph1sQXdeXFk6T7ea9f4AydcEBnUaIibXiasVqO+70biPjriCAafbtsuN6u+O3TP/Dx40f87//yb/hwu+EYwDEG7vsnZE/8/foZ235He1zQHg8EHkUbdJA2/UMZdpSdpuEBSNc5yRXra4lzgBZAxlG0xHcR2kQou1ruemc7zWZwr8p9REP+hN7YCwFUeiMwav6pTxQyCcpga85qFWp2CE2aduhzbrgvb0AeQvMDEApOC44ho8Q7xP27iPYcmAqrDWDpdUP6X/XNWmTMsUnHsuHz0HIISbWRr8V45fn5gfpJ6TTk0TVzrYGZn1dkXBBgzVnO9YL0jKCOFZNfGlWd3bVQ73BgElikTl5qHSPd8NEOuY50j5c4gPirdiWCNd8jm/q9JIbrdau3R8ClB8ibh/SlGAcKJANQN9B+TRn7zHbVcCA0+JgcN7Ve2IwM/YVMiEVOf13+g59GzY91r/Xf5Pd2v04FYt6D/z/mx2kpIn2jMlVFN4vDsRxbNSpY3VjGP5YPv/ei65fmiW4w/Kw/LtfkfIf5jBlQnO/3xDvqXZZ7Shlc1MHJ13XrrwC3DponTit0OsU3m4PS/dp8bvHB5eHngdXzCAzzs/z5s7xc5iM98B/R2wdwnpztKF1fSObMG/e+G53infScfwDjDyDuaJBzblxkkh3irTfM8nGAm4QG9L2zFMZl2p2AsryMImd5ksQnIP5GxBcgPwLxCeS9G4AHMl7pgFMZlYgPfHbnGqb04GjvQAu07Xcwe5F6S9ve2Bvp8jta/4SIf9KZ1nagJdp2RbvcgPiEaC/c/3LWtnFH5g3juCHHgbgdyBHoj06TODrt4bwDR2I8ZD9Ld3GJOGZYBAP9uInyH9YuEOOKlh+B+ALgn/w0mJ2IfXFQAaheRy7nXNlhHDOG5EKVaLFe+ZBetYFZF4kqYVM1yBfHbCTctwzjtx/QmYfHPj5ZDWFFs/lRJ3jfsdwVKqNYzXPj4HehDASP3U5EZV4CDezTYBnvI6d88RiUfeDM2ZklqSoApx6aHo/upTmMVCPhcgnJ6RYql6WAUCGHK1jH8YX0ryLWNp9ZCPOEAgfHnMMEwtkxBQBSP0G4Xr71RGcEyoa2Pl5lYRKUqTvQHZwMsN/JDQzATfnFGXdmy5odlYs+qjG1CS6AMlr5VvYBDESqL0ijLM4qY7qsXQJlD1VWyQ+O/QuAHfH4GxEHsv8L13v8Jh+LAGrpjKOPiHhF5v9Ajt85F20H4i/g8rf4lPpVHeLxZZseXMv+kT3XOjg/+3+C2V2fkCMQeUfijjhe1Jv0Jr1xA+IPrkUT3xK/Zba91i8bMtlfAv0DeUC/Edva2OcgGvVN6q4B97vMjfp/jM7+EId68glQFuOF+h7uQL7yvLtpntn0zrpgRgTAvjJBPQqpd5RdEh04dsQh/bNviPYZEX+TR+0HkH8g8x9gRthD66D+rJdcggsA8BEER7+K9um/G/uVbPT+BTEOAaI2YEuM3gWe7pg9xTZgXCh79gsyHsj2Rtq8J31wLcnjti9gCfdPk/a+d+Tcc1GBXOsByXfOIad94/exM8jvbHuXKJd/oazjpdwet5Bl62OR82G1BeaL87PJb6jryheKF9Cm3qUHKJBWrE72YYT8uY2B+ghgU7ag+orE9kCVWIJ8swnJiAM4GvLoM2t7dPqxsfO6SLBXC5+Z5hURcPuBSJdHvIi2ndHmoM6TTZRdNO31ABx8te+L724fcZReVVnH9leJ/5xU3AQyHlw/7SNUBt6QTG2Ax1Dl50F5b1/8CbAm++MXjl8PQvgoea/onRxdNgYoRHu9EOdxKrE0rExcnhgZwNaWh5UGTWCh4KZTfgqhKFqBywdlBxXPkKL2qPFxzFocl8KIA2wKowDCAKZRbseO38+GwR0AU67CToTRJRQHIroYKR3L/M8OR9+DUdU0qqLbsNdAK1K7lQE9v1/P4bgSDS6tUnNbSj6JPNsQAKTp3vskKkCRWRNgwOmzKSEfQslQ0bABqXPTa6u5OhTtdTpgORJ+wgiL0Hhuyjj2/MOzcHLA2GD9hkFT/3ydGEIxPX1fCuTzGNax2OFtBGdKaVyc787esIK6vFNEO/19dpDncvpzRNMf697Le/KRpnVG0LnP7Ii0QvD8Xist5umeHvtEJeTyTp6LmLcrr3V7eqenR84Rf/W9Da2JoFwN629ckz5HtdvXzwNz3N+6dn200KfnqLQdX1k0p80q5xfvy+fOvTmzTJb9ZzqwEr4q3D53RRlFoFBZ6Xdv83fv6VD2VCrtPOlEbE7vTjnnkBS0sDPSTfTME7039Aowyk50E0YA0pGWy7JPwyFgx8500mGZU7/p+t7zLtONv+7v5X2zzXH5ZzOqR8a/DaM8MH0H+j4BB2wRnvOcfztAXlI5CxgwA4ZZ1zk9de4hj/7HtMbDdUONHOE1WUqGHSYe28oz1E9pTAdV1OZZnhsLzQIzOPLM63K+01QEncdj41PK5vK8mSElxfCZPtPIEX1Ue6RRFqcUt1xofM3MKXSFdQcrVeS/81Vjua/+RaD3ht47LpcbbtcXfHz5gI+3G448sI8Dt+sF2/2Cvm1s7tkY0Do5904OMKP/Q8/y3IZABR4jTtcUP0nMd/O6L+j+jAY3zZvBZcsi8bgEpiOFeyZ+RYU7vJ+dxUCk1wxszyatgYEUgIJvp+xO83XxE+TkKQEDJgaNEQQDAgDce6sQnmHH9ICNeUBoTztGPYXmk0UHmvdCEC77dZn3lDFQAVLc4BIPaTrTO4WzXxvAcpe35XvA+zAcNIhYQEhNsgdwY1JYEokfT0I1oikll52tYBy2ABwhhF3R4QVYUuS57gogqpktxmU6JD1wz/dYUWQOcicqaw4BO5TMzwNBw1nymFvP9a0NZPiFo7aBef4zAGHqSVEzVwxD5KCSiiVvrRV4B648z8/UPVZwxPKs7x0nlnLa+z9+31jeZ6LqV73jmS+sg12/X+VGFruI5dpvZyHgzPtPT1l50fr3eiy6yvMwT8/KJ5pe+HPdn2P8XmBjrqIF67qOy/6vv39Ca3lBoUUd6IBsQzupTRORAB4gEvfjwl8eGpXfP7XPF50+MWVQLRtLP5VdkJZ3TXxuTH4NBa5xR5VvCqJU2WD+Ufw8saHhKpanQL75nc3WftWz6QBqfSD6IXl2Q+tdatMAGtgb9kK+Hu2KjIHRWE6v50COjuPRMTLQmkqPoBFs41YJXeVm9pg6iXXQQs5D70pnMPsJhsR5Ax1+b5ilkFS+Z82a8v5TFhoW3cGOGzqqjThf+IYcMrOWvNbYa/Fc7q5kSAB2+v+Q3p5lu2nGPNpobpWIrrGJ9xrUs9jyk8K1t8YCujHQq95j3asK7GMBigA49SissoMHZpaDeeGYc72UxQSoj9DWWfb3yRidGYyQ84u0653MMUTpMuTHkQp8wzaz5ubEawe+Bqstsn59h1C2oYEzzuIoJx3gAH2Ubm3+RB105dclz/3I+stj1tyXPhqlD01m7bWxDjXWG+pHYEVtf/cYdwR2xHAj8A0ZH4CDpdEwTBNXELBAegA+gKVYNSetC6grAEgCyFdkOmPJ+5d9CiIC2RSgGQ/+c4Nx95I4uKdTDmGCdW7UAeMQn51lvCLU1xQNkeRzaNRvQtmu9qlwGtucI09xDDrY7dgf9QWXJjfA5TfxjllFhWPgSZeFJDU2NMzG4hec+iva8R6g3yyYARECSpNMWFonrXdaDtn5W850+9eo14QAyjFYIjcGfZhhMJI86WkAnm31VCB4bMixsRxfo17H5t0ptnYg2yvfb7hU2o8O06R1PX1cuqXnG5g2swKrVV4u5vVF5z7fel4sW3sFjz7Lf9Re48eLvdikM4MB5wl+lNxXxgwQDNiEdI6w/0D/QgGfCMR2wI3Y7VgO010M2YANzniYfXLmHs9a61Twgfxgltrl3wXMStpD5vl26vtd2G/Pe9TyY5V5AHnZIr3Mh2wrVQaf59JrovUUcKL8qKV6rfJOZfSqL9Mqn4Gq7JDz/X/l+PUgxL7Xr4mGGJsYmMeowTnKlUGij2T9spQATKh2+cBEKKgO5K6XcNCiv4uXS9nbieSKrsVoRLZmNmZHqA5l4lIMh+nqVhTMaIKOxADQz3UDo9+ATOQmhtXuNNqTKOkYakwbFGVGzCKijPdSGOVgcZmlWBzVs9RJsIkOiIJBS2YrIKXD0LlHpzkjpOnG1NGBUBTXCrDS6LKLIYSFlVB9h5wEKfTBEDEe4OboN8y6jkDkA5kHQg1zsl0xGx9KkVBGTCjdK4Zru2lMx6ueQUUhTkrgdwlOcyiUqRUxL6Wj6qU4qc+D51xnMVJ3WRAcWfcpP91JsVuZH+nVpVamArlkQJSyK4fuumlD9Lc4qW2wTprzC3HNpzHmNaBgNk9ZlboQQ/Q9QygT1un0/aSAahwc3eqclxLh6SqFWcIRmIKmlDTSdlhBXuexAhBS6p7m2DXrcylREuu6ZcB9MzRTHFP14SjuqKXy2KQYwY7q5F7AOp5vH3ksSOPwz9R8kLaihCfIy/gyONd7pwE003PrFWHhHUYTF+lOZboYfGIRzCvvCrB5oDK4zH+bUUiimQqibrV2LA1C4RVjnQsJ87mxFGQ5pq5s5X91bCfHzF4YDdl1jzGFUvGI4PuUszJRiPzpcF1rJAfnYRxzO0YDmygy26OMeL0nkb070UhNNZmHhLB4NOd9UlWVP5JsSqX6RjKobH3GyEaOgeVmmpB4IedH9Ad3SyEIfnDE38tap6aeJSOK15yCN02KO2odokNyUvPoDSPaT833LCL3tVEXRt8VD12+D/MC7oVC7sM6xrwmFIBYm2vzltvpibWjCxGjDBWIfpv52JOyu6QU+30drif5DES7Yyq7kN3dgEdH3hv297vcT3fsY8fb/ob7ccc+DoxMjJEYx1A5YaMK29yLKfkGZwHoOeUYyDknNVa97zD6rhg4yXrM9QobOW4yr1W1s2baWbOkBNnKz+QowIZ6AFLZkAbzWUFPUL7nA4kHMO4YRh2mFU8jjEDdY+9S5E1/mqNxILEh4jdkNOR402J8VpBFmSWNDZTpXxvyOZlvc6+h25DvCrzJWd5d35Vgksg/OGfJ/TR2GgetnH1rU1M7JxPsZ8MGiHmk1vkLXB8ezgBVcJe8WnJeOurYFOgPZb0eLJOQYZStHCaHy4ZZwhP04uxWfnpZ9pGNkQ2sNQ9W4yzdBGjib5SPBzDuCgDTyI98AXJguLRJa2gRwHEgjp26aqNe29ARQYcM+Zgyc5I9crJd5NR0NtOPDu+Hc2k16lIoUM7UY0rT+FpuLqCTxMwU8DO+4i3mnwUWijq39mjOa6Z+g7lFuaDznvWMbxnwUeOY0tp8wDrfGkJZz1r57jpNz6HsZQ5r/GsgdM7yeT68n9Z769knAzGW76ac/yor91k/Lr1gfR9+vuqppyfVvZ/ncq5RruP7TnBlXiZm1jWCZJPZzBdYhjA78wbkDcA7ZXa+cO8ESg7SWeCa6c5iaDj1TtBrJcS/LUFDtBcQv7nomx0u4Rf5QXzjxvtabgldD1wQ+VF8hhlV0ZXtqWyt1m/U47bP3NLbFWgdl8sfaD3QLx8QfUPbPqH1BnRmsMd2RWxXBudbw9EGHkFnV0vWU+97wzgS7T2RRwDbB+Q+sOcDuR8Y2Gm75yb5GtxnhDCXPyOxEyTR2Jtx8twDcK19qA9flfa1w8r8xQj1Q2tgx94ds9QOFnVGOnl6rVTmJR6cy9JZADa1tnOyoWpz52W54XfITT+jAi7KSoNkBQzO0r3MTzQvBu1QxTGv5fwV0rfG4BJ5yrarvWjdE6gAQG4gvR76TvqaASEYU58JSC4BDC5bhiiYh5CtwHlMPyc8JsvPofdUya2YQQbaiS4f3VA0EOKIMQFmDnij5iJkfimj0ZkQZhnOog4HXySryxa3PReoHm0puilQgfhsldWSI63KDVJun1Dcsdh1JccJesn1XE/yk3NyyhkHjxZH93eOiP/gtZ37oGzv7AxWudeH7MiM35D4Q6bPGyIe0o1vyPz/APmOxN9APOhHQwf7gEGBR1DHqbr5Sfs4dyDep98ZdNRnPuDs1shOvooH2MfU4JQXIH9XMKMBsdNhHht7O4BBgEL4Z4IZbg0MDCrLSrSdyVzeSOvOST9eG4B7dOWdz4N1MCDijbI4H5Jnn0iLo5H287Noibwj8x3AOyK1ryKnY9/+zeyi679JEy05f2Mggo2smd3NiUv5UVrI5jk+8V79C/XaC+cjD/VgVVDSNqqR97hcEY29gJil+gaMz0DekPEb6eoAEG9A+y/OUwd+FoRIOKtIvKz6GUiHDFBvVBY1MtUSQcw/ung4M4OyoubWhwbiODQfzrowPzF/s49WuovR+W0s6oZ5uX1k3N8GRtEGSfpTsZGOWiK2d0QLtI38JK43+hR6A1qg9Y/a+g4WqTpGvjN41xtyC+SxY4yHRDezh/Mg7RbLdWDXHwyVWnSwu7KK7+S3zVmc5B0T6DjnKASOLNlS2RI2el+1drfT/FRJxRJgstuUKc1+zNI1oqF887jRV1z+CGdv6nFIVIBjiG86g+0rwOm3j18PQohBVZTmYIQ17DjQJq1SBDJkMpwOKBqFNjLcUE8IhdTEVPACYNoiNDEBNz+kYmGnyDE3ZzUda0XwXjCjRUtQiECzW0HSmI2Yc7PleOVYDzsHJCTrikXFbkHnahPTLkUlpfBawTBheihS1lOT1PbJ8ABUU8ewMbOgVKUAJPQaY1Bg5Q43LHZz4hgDyAdmaSeU0Hfa0EmpAAA1VbPyQcWyzTVWaQM67NJ7A2hNslabz8GgUvp+ctSmG5r3xSkXoFPCyoKd6jJcaDtZ6E8nZZEmrIRobU4m3GSG5cCs9V0jrbkoWDaIvSHbvJfXPNvCPO0A9HPWAfmPqbyVgufvjAb3fxHTcaf9RN+UAkcOa6aNtFjGuCptptdnxchBFwXYliyS1X5ffyv0eMbyrecOcCpyrJ8naLDl+j5l2dS9VnsCRnCf6pL62cc850fHKXshJ+0By1gc3PL+5VtUo9eC3rOB4AzOWLkVKmis77y+yJzridxa6MdGRI15CmErw6aZHB6zkBlVUmkKhdO6WUkY/sJopfXk9V8NYt4zHLCzc8TzxIBWxL6sk8monc9zimU2zeXZwRtQEEIIxIDT0DftPQYRpsN+uQ3mzxnMWuQHvFYN1c/HLKRoy/JhX6byUIrnQWXzFwwLNjecc4FFJrF53yInYOPTGWHLmtjwMf35Eo0ri3/GmXawGlNzKaeF4T278HP9nXXNSpvmYyuNUBn0M4pt1ENjeZ5Te7ECn/juhUpdeKJvtjrFqrTRzudmACOQR7Bi2eNgTCLe8cgdj+OB/dgxcghMpXJepQ4EMp194AD7anzbUJ5zM4VLm/NdNH9gOiX9E8jh654dEJb1qyILPAezfw1tIqRvKcWdeltT0K1ifUTGMj2Y5Rno3DikxwXnNzfEoXuE5ZHmZcil0W5gKa9jWZcH6Hxi8Nq8gvWIc5G3mpNa8433ca3lUIPtYJO4iBfN8xfOmrJ+sr2AGQKQ/HIq8YPzGsrsQuPcjJ3/luMkLx2MT3CvNyhgO/VGy0pnj7lsBxFRWr1AjcP3jtJdxxyT6smnsk3oiEDxsclltDfTzqkXGTI2Blg60+XtIgdisFyAy3rNgJ74oceSgw5Q6zr9x0Ysh2OaXnnBMtSTvuWfU584xdUKVWa86uRNJ9071/P5s5KpEPPz5c/Jy5ablFxd8bHOb5i5Zz5/3bFfAVDq23N+bqy/reqRhvCVr79e0Gu0ICKlR05e5DvP0MfTjb55z3OGxUSkrvej/eTr/L5+xnkmnkeTT9+e9Z5n3eL5vj84CvmsZ1rHdWkAB09VDi1UGgcGYUFzmJAjcQPiBQxWvOkelzknmDXvMTT3baGlBGam/rHoAwnKpQ9wyYSAM8cGUPaXnG7x4DqbR2/cv61fELEj+x1oA3G9IHpDv7ygtQv65YLWG9r1Sp/G1oEuh2LfsPWGS2/YY2Co7ERDAKOhPRrGITv/IFAt24F83DFiIHfpFAdRo9StTEPLbswheWqgCLQfxT89F3aeOuuhwAaJMzrWTmygguGFuPUPL4KygBcgHcGRki0VkI5l0exkuZzJ9ofH0Ll2yguYF7ZrnJ1r3cDgBSumy+tVZt/T/kmheStIYb4imrFske8jLX9KF2IQojIXM8UnzHcsu6ltUPd81vsVXF/nsniDAXZai1pH70eDhKy3OWg5akcg9fWq82o+ZqBHNoPmKJc5Oeur6+eeR9kSS4+D8+H38px7jN/gabVOPhIu81O3ALAgRnC+4Imn/QKAhKXL6uVhmRxySruHGRHdQOYLMm/I9sryPHFHtDsSvwP5P5D4E8CfGobLzpB24pDvYriCBYFt7oeVVZoLqCyWKi0G0GHLzDQCV+l/irwC4yNgvTIg3dP82NcDhRYvcIZ1ImeOan7TwWpeyEbM9HMl3oHBLCxEUHdFzmAWUvqMm0A7iOUg3hWZHXm8AXkg2qvsV9oprJgCrYEQ9niH7egJtjsQcRebUfZ7PPhu8YLIC/B40ev+CbQ7Yrvx+/tFPVhFTsNBCPJqlra9AfFGvXDsnF+XbLdPNAjKo9789kSP36I3Z+4t4FrbHba5g2X0y04GuG+q9JyNuMG/G3gv71v3pujrg0sY47Rv1z0lhS7T9LL42Wxn1PXMOuOaMzASbSC2hwrgJPsqXTdmwW/BIES7IkyX0eAyv3l0YDzsq8doiXbsJxkI24sDLKc97EeSX8D2V4G/LDvMz8W3joBlKgzYCRPCMl32cZbdPbR+GwJTznGLxLwOwCzJp7Ux/21+b/uvA25tUHpbCBCsEtyzStDiRz897MfHrwchmg1vMY0mZuiMgtIXlJbjnguKjGW6pE6SyTVMZ7Z1CfPoSgG8ipat1Kked0VanE4/F5LO5gdcM9uOrWxXuDM6mbYJ5EGladdCNgk810vHRz1bgZGutLTmNHULIddsG4i4i9mwNlgOp8nZEUi09GwqqLntTKnL4dRdpb91jdV9NUaXou1sDQ3jsImQZFTKQoGVi5AzPwK4iiE7ynoohfa4CnkjxtWkTDmoE8n3GinnwQWRNwl5lajCfd4XmARu5MIpVfbbRyEIjLKKPF9S9O21TzFHf2/lD7CDsDZkTRowCXDVCuf4uHcVsazIZJvMbm3QFU654pMyp+EyHyxloerVi+EoHXE6uXmdlVj7GHlnZz8sDikpoItkRnHEStm0c1sBpeX5NVd1XsL14K1Qz1fwOSilLdb5Oy2tjbBV2UONO0sRs4JAfpISWmVMr07jivzO+ZjMQ3O3pPB9uwTBPOxwZ63f+f41XjfDcgbQhHyh6MZZKPHUWBCeWs+N6KPq/3lejppTxlpMn63eKdpDxoLLjbQi4bABtyjz2f0ukpxQ0EjInVoD+8Dds8WKTCkOCmaBez9g3hOY6DEFG8Q/UwpKJJs68nlM053BQRtQeo55XgTKUDGKBayLGe2CaC+LU9o/TdsbIm8cawshBx5Yy0DZoULFsIvH9YVOYi4rnK0hmnPGl5c2FJSV4zMK2ff9I6SUmQek6afoqxf/4nfixalyCLACIBRQjTzg0knhwH7xXs/j4zz/FZxYGrVxAXmeScDz7EyPAJ8dqLWLULO8amI4r6EivqDMPC6XqFGWX9FBYqGr0HY46t7VDyQv0sOonCY6RgL7/o77e8Nff/+Fx/2Bjh2XS8MDn7GPB/7855/4/PqO97++YH99x/F4YAw2U842SoHknM2MkvSeT/PwBiJb9N76esqfpCz1nIR53srXzD+twEPzaZ663Nu0Wwi9X1D02gfZEXon9ZRijyBgjISD5OwrdAdDXx1MMw+0AHLswHhwibYNaAdyI7pwQOj7auL3rtFSD6tshW1mUQYCzQGIGIh2YGQn7xBdUZdRdmcTx5IjKdKOmbtnjJ9XKrXIGGtZhuSYYgdwB1HTkqktVRJzoo1yiP4kt9dMFcDNHC06A07FjnaTKO56fzlBtCczN2a09RDC65CDqCPwSfyWdBP5BRCylFl4H0VP75hyGASZgHICCKKgQYd1VGBX2VZdcm8Q0JNdDTXLUDK5WR8WwvYco/n2UQ6TVquiIWK69le5PHWQ6ZdZ9bEp00rMWy/SXSei96xqWUaXqJ43mI/xs+s3l/ZsKB5cb7LoPnWL6fKfY1t/xtO8rFMVp3PXTJd5TTy9VMzzzlctrz11p6Ld4qvnY4Jh/H5R77SO/znAniVbcr1Ljb9kUsyrSmY8zaE/nzkj38yN+froDjI4q9F2pvUmyyr1CMAH0CnxF9D+yaEOOqENIkqB3zJvKIQuFFhEEsUKaD9n8S/E4pBW8DTiAvcpYO/DF2QQuZoYaKmM08ZMyChE7Q70hrZ1oAHtMujP6ReWjrj+huiJ9vIHol+xbR/Q+4Z+uaH1De0KxHYhsnZrDFj0ga03bK2hYUPLDdS33pAjkHtDHoHer8x8iANjT+R+IPrAOC5UI8YBo1SrR3UGgYmD+mILgW4UMOsLkG7+9Ppa7gNwbw9n50r+kMcPVM3r2lOD16TRuW9wjyAJKiB+53u29/lI9SrEqkfm/s39sR4nQBcA9yCprHkhnd3bI+Ha6pysrNIaz++gfZEL7dsvIJ6TxfNU6qkqIHRMXggUEA3ALIVtV49rhyu4nq7CQP05RPtzXWzD28aWHAgDCb13XJXC47gQLJRyJAftltIPAYSduVhs3+JTUfx7ioSl3rkAAcyq21BO3pqjUYC2WlSDIDkxC2fR51g4qedgOhS0/vo6Hlpr2w7jfG3xoaAOEMDUhe3o/QlvA/huSEDZLzn+Ji+J34F+RSpIaXuLDt5XMPP0i3S//wnkC5gd9hmBgWg3RP9XPeUQVka65cFeWpnOTvgXAL9xTU0zGUBTnfzI0iWYZX8HhjMSLgBeEPk7sn1BXr5Qb4k/gdzU84G9uHhrBQLG31z7/SOQsvvighx/UZdKlXJtmlccwM4sXOQFaDfg9jsY+PgCjAN5sIl0NvWgtV0bf4OZHIN7KT4C7QIGsB8M6iRBNfRCv/G+0O5sF7CnAPlaHmC2KcDP1XctK2DXgGCgI5pKavZ/0E7ocuYdv5P3Hf/k+NXzAz2BbQDb38yCOG6IQ3OUH4AWyIt42mDWPu7/iox3YPsLXwfhvk11XIwAy4ECaA48P8AqBf5e4G/oma7IkEABcmsPioabP8fcL9/yhVQZ94M6climK8ha28d+MMnh8hUIjBmB2HYVjrkieqBfLojW0V4+IHpDuzagtRmEcMUE8/X7oIuzJV/xQb6W2TDGBVVecEgW5qAMB3vWRCb7p6Tfb9G5mmUIJFCVBViOmWVlVCbP2WYF5Cudyn4KgYwqK1/PNsjKenC4bYFLdA/x+unX5u/Kkl9peAVb1+HPQJ/Pz1ncfz8IUQ14jeAwOrwa8z64IAOYzfjY7I9ljZIvudSSqrQbM34zbA+v0vUsyJZGihigwTumIAXEpC5UPp3WH6nefQmoHiaUwp+rA19phRzjRwBdAQyQ8S7poCxD4s2netdqSpW4o9J59GonRPIA0s9yym3Q8KeweysmX3NsxWMEgzXZKghBJKfMBxNnUzClCFXvsR2TfoYZ1sYIawbrf4ZTbR0EaiLEJQKYFzLLAIySSBhFuToYLegVRSuG850jyoThPMf8DDZ8jDxeneLQO9VnizG1oNzOiocPn89xp4M3RrjX9Sta288ZusaCO2ET0EpPKcapdShFz38vX5+inMCaReMARFR2jd+b+2NFJM9IrRm0+7dI6TsZt7rGQYiQ4CuFye+p8RVSpSa9FszugGnA69NyzOvZ5XVYFfJljfRdOWqNKobf8euAVtbrCJXwDeP/dNiILvTVKPo68yVvNKWqeQiKuGfVX12yAVZBW7/zXrEI3lwc20TSNpxrCdIRHfWG+nxR2v13vf/i7KvXLLrXs8O8fHVkWLjZOLNzimm2cHkPNPIMz08FKaeCknnVfpBh3zTXDoKUoaD3MN1DykMFTFSzPy6I5oZ9c2p5uQRksnSI8VZZqYVer9AsbxrLSuOazlXHgXdLivyzHPMO5lhGtfYLgrf8zFYoPCebxqJsPDfHdUDYaAqjUEwrQK0xs0uMLE8G8GPZd/EQX7su8w5MmveetVxCjY1PCyrPrgPtnS7ZRmNshx2QywbCDLSpvOKCZKGy2KgLjJi0ahovZJ+UzOaMPWf05RwfAmN/4IiO19cvOPYDLQa2LbCPv3DkHZ//+hvvb3c83h447gfGcQjhNEpGZ1mcGmUCEcnshcRcg7jUnKH4fZ7HXPt7ZrbYsbAGORzMW4Qz5wcuNzjlwHzvHx/ZCGrIruCz9/sYk6VnV+kOlVmqfbFJHm6IfAV1Eq1Ty6oTnqoN3OKjtu8XyiOhLWN8BNAKZB/HIRk52DPN2USSoRV1l4OPtc2n4hwZVRIJsYuULR8lv7UMudA5T3PNXQZQMjdOY0tEtx5Bfcv7e9bltmt3iCztUNGzxReqBNTYUGUTHEC0zuUAXBuIQj9Rn8rYEXijrM4dGRvSdYfRwYy7LwCOOZZlPsjSpLuVD2zyV7KeARs0s/mn9v5SGi0d/HfG68+OVcafBN+yBvX7AryoI5efc80LBJJAngaSp3t9/cTzqbXXvoFsndeLZ6b1nnX0o37zL6fnnZD54pBrekPxB30WRigvPKSe8CRM8nme1rlax7hcH8AEg+TEqCDOL3H6mafPeIkDXs/nTvBErc9pLHN95rEGNMQDPSX1ZjNX9ruHHf9VNkKBgWWIqX0QuCDzA1i3/G8EPgO4IcdNPIe8JlT2wWUFTmsTAOuiJQjI8HvJ7ilHq8vOXsDMqwfYC4LlSjJYgiHdpyCIIG7tTXw1Ea0j+kB0oG93lpG4XBmwuN2YAfHykUGIy0e0tmG7drTeENdEbBvi2oCtAf2OaO/oDegt0HJDHy9I7GT/CeRGB1rDhrEHjh2INtCvlGFxuXJed+kjI1WSCVUZIcfkj15Zx7xLLTzR17I3SscEnV5o5J8AZpNOlVkqIrNOYYcJQF1TQI7YeH68Yzp3RBjlSBcf/iqb+uujQCA5tH8UpC5ho5+xIZVFUKWU6537+aYFNlifs+6X816x3OJlAcqwoO1Xe106WGpusqECZeEsDZcgTclQZ2tofjDrk8eiF1GnuQEqo8O53J/mj3I4w6WibHvKTpZMkZQRv00wkA/xxPDm02Hnl59j5cX7bAd7PGTJitKZSk/yWs+3LN0h5tq4bFyuWdCng5mMsw6+7hleNesYor/FxpllmAzI+MEhYGtalxyv1Af6B+qdzT4VZUaMdwAPxHhD4hXAR2T8DowL2L+0CyjWEe0P8avP3M69E8g63qS7XeRI/CQxtYtPu7yj6KGTb9rxzp4TD2BcgOPC9YkPtGM2B8y+AMeGOD5x6tS7JiEwa/4N5JBackPgE9A2xGDAIFP0HY1zcCTSjXBzY+bX9sL7HH8CeUeOVxCQbJ+Bs3P/k+PPT2Dm6RWBGx36GMBBWjcYMVyCagHX0ia2ngTgYBZs5BURGzODsWE4S9XU50y39kl8Xz3h2iegKQgx3rX/FIToA9m+APEZgf8JjD8QCpJk7MDljbrr2IC8AccnzlP8Ez9HkZhRc3wR24nPTf5ju2v9HJjO6cVJLR2KOq2FAUrX/EoHKeCL55fgxRSwfWZbsRT0V3pFLP5aNGU+DAUbLojW0C5XRO/YrjfE1hEvvKbFTeA2PUJZfWN08vE2MEaiZccYQVncJQPsez44ZmZDh+Q8uNbWJxMwYDkFQCYozAGWPM/hYt+QViVNbEM8z6F9VKe+mcl96UBFBGbG4OLrwaA+IjAqs7gPMNvHvNa+MM051ufHonf93GD45SBENDmP7XwLwOndWFM0wgNcS2vQ8mSUVHUi7bCLuRje1BPdqShc1XY/5liKGDWhmUDfycjUwwD4ACQ3UnQJNCGtLTCYrj8QG50QLAoNOlrQgC2FkEPxrYk+CGTcyGDtVFHphsSmwIAdQKtCL2S5EAx0zGlRRQg825vtovegIT6Rs0bby3nSGnKTU88G6Uhdy+7wJyUwwfcdwQ0wZs1KxECLgTzs+PXykHDJTB4gYXYYpQsjQ6ORFpTSCSzG7Pjyc4KbkAP9NOPyC1ghWRSMQpSQflyuxXM/8WNWhKbFM5H8mltYqXMaccyxmCnjqLkxOjUq7U71PBMVzJhpuo1rWjRtJ5SNJQ0K3mPQ+xidpzPc9EjvFElmlw5eeOpCQqDq5t1FN7Ewiqk8IrcyG2nQ+TudZyVextnK/+T2n9c/98pQVDxP0eBlfU+fTeZWAR2YX6zKru9e3t3lva36f58ZhhGqxTMpOCnDYn7kJrqFckHRRBpta6F7QjvJKPBcB8gva6hWqC14sFx7QWXY5DpnwRTByBr/bKa1CiWI3yRssEc1t72glIsI8gJYudKcFdk7tZ6KKRtuDQq1dGAMqCaqreu13lF0nonKKFuVl5Uvm96DyOxsGxELuCFwQ8SNKCyPO6H9T97D1NtdvMYOAaFNcEWVdbHTXWth1Jp7DYXKNOWCpKKD+ljk6hTeRT5xrFP/7WN8AGyMhOYQCYyHuMAyN848QKDQduLva8AyCynvQJru0XopkWzgZyPMcyYacd+LoT1sJafocJVhRn30InfzMFQmjYLlATmPF74BrVnzjtGEDiz8HahMAGc+eG4UgOWQUrFCrtU4+P37/cBxvKP3f+K9b9gfF/QWOMYbRh748vqGx+PA/e2O/X5gPB7IQ/wT7glhR4qHzz1KvS+WudHaj2XfmA9HgEF6723zg6G9pWycCjqO5d4zG2I6wSSbMEifYXTNDwkOfCvLM+lZRxOrGAp03Shf8ib6u6G5/id2Oau11scuR/oVEaOye5gFChqgARq1y7rHIKgixqjPaRQq6DNiIotVa9w8fs63lXee17p7GdDYr5i7gCkRrr3qIMwNLHvC7M8GLEFgy1jqYyGHf4E50Di+w8FDXWP5rz49kcciClplfOVQgNB8I6H0a5bRIKJUZBNXzouD1ULqkr7G1ENrjWbGZh5gjeEYMIrMGUMV1MkUvafENPUTOtl8r25KBDAwjFT+4WH5u566OpRj+f8idksPAqb+svIdzH1w+vTrT6Y8Ogn25Zs43wBT3vn8XEuTLE+afqN4+vn151PH8ucyjnO+MeXGovcg5jNWtak+mPrV90Ywz83T3w6InAIey3jO73DWp6acWwfn/f31uBIQYs+nL7w/1vt+a0Uxz/2RRG0MdjqDJ90vqu6qrMBgferEn3r+u/bXBUZYp50DksNeoQCdQCnenKXb0QbNeNOzrvPZCT2TWQ2ZiYhXsFb6AOKKMCAoQkEH9btpgdaDfr5bIFpDv35i0OF6pTPlFvz7Rtt22xKtD7Qt0HqiX29oWyMqtkNlmbYCcYTsci47g7BVXWPQdsVtIFqgvySiJ8bRcbQA9neMSIydaF6Il0QbaF6LNFDPGQOg7hTvYOaCezw8OzBs88/sAS6Dgw0GaUhXK0eWdanFEZ92EFsnedHf5uWpv1V5IH7O20on6d6YV1QJaNvoGm8aEKbs1DRwK56eUpvb9muf0wEsjnCIdpcgu6fWmbT2LRQClmeEMmGz9A4+L2CnlJ2TbblO8si7OQkeKhu2FNBEwA2GYVYAlndcQBVy4jLYId00AaK8bWclwo7SUryWdU6VO4T1V4M+m8YxM5cmaMzBLDnSrMdD84EAs2dm/6gsQFos/AqiKZc7NsBr0nkuutsJXGXargDR1OV+dMT2/wZ1oz/BbEmCWuM4gPhCudGCPrXcEHhDjIfIXsG68SafmHn9H0C+SI2XjplYdDJlCHVmDGS37qaSuiO0bcVbIB+XgqnFK2ND9oue8Tqz1nAB8t9EQy+i2zeOIb0fpfvkQX68BQOT8RGIjjg+A/lKmhrKgkoHjXfgGMD9APAXMP7JtejOulDPn/wPAHegv5FG4gWZH2ZgwCWP0tm9je/e+Hlsd8qfeAPaK2J8YAZDBAO/COrnQPk0mytnuMxWUgfN/I369P4X2Lv1/0YbwcBB/2KtiKDnHtyve0c+OuK90y+43YH2CrR/IuMFwEb/n/oDBH5f9vl3jrI1DTK/aG0XXaF0GID7xllSyWemAjYnPQHiBcAMOvtrywB//qTZNdsAspFiI+DBDcVlG6J3VpOBKuR0ILYLone066afN7Te0W83/S15ermwPJM5kYBmOR7AOCjD20F7Jsx3DAw7UJnMBZIFVtlDvcuBG1UMsD1V1RM0J55r+7UbOAeLGLAOe9YLG5jpGbLHXLKavBgYU25V4Htf1rdhZsx1nAC3zmrxGBeAHuRfDAWFildXf50fH7+eCeGFtl6wxZzAACodTIKAuS+dSMzRJiAwwMgK1JALywL4KP/eJl6uWpRy8GTbQaeRVkUpsRkPGtODfShI9BsnudPQnTXPNKGt89rtQAzWvSST3ZDR2L6gU+kI60wDsMYWcSMj9cKODhyHkBxyFHmNa9WalFzVRA4ZiRKYheax08OOCtw5iY2L4DpjFDAHz9s6jdoR8x7pdEUJ5VLyUGszgxAkoDi4rnEcyExUak1Tb4PYRdh3zOZN0HlXzrmjcAHQCfmOWSfvZ8S5qFjPFlkxqlVhslKi8VeZrNVBSmHA90FtpEInlkI8NE902kygiunU6fqrEebxsKxL6Wcii9Q95xMZrEg7DuodrdgMvYfW4bRPpNgt74BkkIeOwJnlUsjSPFBpvLhzfMVw1rVgKjFyRnb588kYrDIqchwUgXtNYlnjnNd7umq9vnfk07B0jxBqZkUTFGLRkjHn536nHzyJzipNZSz3bqh70D+YYMMpMTMrBvWcJTUxjagJWFHOZWxZ0XY7xK1oB5wiR7myILz0fgGwTAg6GHGPhYXaObYKcq7VnHen5C11eU/CzONYFQ8ZMtio8DRni4k2XSzRwc4KFN31XuL1eUMFIBKgEBQvq3e00STEe7sgcEPgBSxpwCBENM3hGOVEZBOwjYJeJYns1GfWWVsMDK131T41vz2AdicvV3CpaoeqBmo1qi16Z9O4U93f7xyZL3AQl8EOlQR036W40OleW0b0nSLE9D7yGKwk5ImGIAXIeyEdbPI6r3aS0FZseK51SL+Xy36F6JV9AdZeKuet2uf1CbjEYa3vKJUaJ0aZ8yMU3xuAHaNWvWLydDZc57slGoZqpz5ix+gs8dNb4P7e0AIY40COxP2x4xgDj/c7jseB4zgwjhSYr8HgBkkTlELo/QLgVFfTa+PfNVqypcvT5zL8GzNC0s6DYeVq5bM5L8QAXO5NzojIy7Km3z6iHA8af8YMZA2gbTuiHTiqXjZrpoec8ESnCf3awAbRYwfiihhXoA3EJhpsdxB9xOaf3oPORog8ytilL57123PYYRNirSYG0nMk0JJ8M7GJ4nbOVDtEE3SmxT6R29xnu+bAxtINLsUW6HBPCu9zKNhamWox0NwgHHNY5V8CSv/t5vtGRRv84nIh+SBiL8Qvs7EskxuolpzbwGaSE6TgIHFU0NLBEgaj02UWy6Fs2aLnlVrAF0gMjDh4n0P3UUAoxkN6UT/JhqyyKD+it6c/iobjfE5wRg3ymDzEyHjzq1XHy3m9fvs2t/V1o57FdfLeFf9wdsV6TZ079On8POpvS+Lvvnmd5/+v77deUuEZGQqxnDf9fJLe8XQL76uVZay/5dS90ieav9WarAx4CTRUSUg7/n7MZ84Bg5gyqfRBz8bK0/CD8f/keQACr4scdr+6VnvUmXkJZ6p+AUv2BMEMuU1dxSCTQRuRwdEDbPYI2Nk8+wo2zY0cm/kCOs+471KIdeoMA4k30eIV4SCEkM5oLHmEbUdrDa1v6vEZiN7Rrx/RekN/YQm3druwEfWVAYu2JVpLxHagtcB2/YC+vSB78t/WkX1DixvQXhA50HBgZIKZYInRBC7JTvP2cSCioT+o3/eHguX3EPtRbw0FOiMecFmH6eSNhQcc+tx2CGBQEudzAysPABN4aMeoDW+vr7Nb7dTzP9kN9Z3pr4NBiIR7JE3d7TrH9xPeZkOewbVAKgNk6kKBco4DKIS66T6yZOLcL6sO57Ea4DJAxzn3DK9wIGZRNJDzuoB+59wYRHTSXWqX+Z1VOlrZIbMxvP0lzldbwQAL51x7cAQ0x8y6iJL/1KWt36XLngz1JPDcGXjhYKn8ElOurT+1x76aN81tCwbVQj0JsC9XZ8mgUMZI4mW+x8qn0jafg2Og7nKahWWmlozV4qdwRsi+rNm3pVfdr/+/yEeOK8efjWDe+AsM6N0E6rXektIvU38PZL5j9tAEgN8YlBmgTthBOTHGQgMdaDc6PzvnCY+dfqIj+bO1KZ81z0RKK3uzMQuEp7wB7S59fgPyf3AorXNuh8p3Kssi48o9PgZwuJpHB9oLMjbE8Tci36hTYUNW/7JA5C6/+APA3wD+i+Nq/4rEBRkfwKDHZwDviHYHg583AAIUAxrnlfanS6EnwMouA+hfgMtfYC+JN7D6xwsQF2C7ztUdB1q+a/sr+zb+0reSGeMfvC6539vxJ2LsyPgCxB3D+6JdkH0DdvKeeDTg3oHLA7jekfGFgYv4DcA/+C7jKhpVGc8fHpaF0hlduurES803U3P8QPkQBJSrYHEF3fQdQna7QcBLuL/2jOdfvLiyGiDwmUHo1g/1e+tAZxCS69PZM6k1xGVD9A19uyG2Df32oqC+MiAuzHyJeHCvHAmWnH+U/C6/T8mKRf6YJ2CAweyOiCvKdkQweCUAU0B+BiTKJ3s8gz4Eplz9OzaLsOiCRWkK4AUwM/a8BocVIs6j5jbLF+S13TAbqQfsX6Zs1ZoNi5E8i4EYmFmjC6/8yfHLQYh8fJjvu87AIYPaL9I2ZNPEp1/yIJPqEhTREe0oHXf6zEScsQgTR2kzhWhJNhGJgawUKVCgdTA4AiG62kYDqytSWxG6LGUCdtw2CggHj6HmruEUTtcuN9G4QV9Y2R5TUFU9Sxl0zYTLeYtBo7FtY24eKBhgVEImqqeCibSL+McFGJ3p90OlEJoMyNgw+xQ0pNJXWb5CGzahNNpBhXsMVDSzmbDkuNN7pgyKsFKYTQq0DOCAkB4h4zjBesNRTD0rEHLM+fjuIURHNcZZqD0BlyGokh5Fk20lKNGgjLGkMV+IJl+GmAgXEvVcTzNkbfSJ9F+4gZQO7ksbHJoLlwGbu18/nSGwKHTh/dHmWLQeZ+TaWM5XaQghkDy+eSSqAU7N+SYhYKZ3nDSpODmJz3PJn1Kywma2FUGIYU0n9DQuNfYaQ9Rs8q+pxNMuWZ25cbpunrtMHRIzJXqdawvQHxxj9lbI5X0nqsUMNYqeozIZ4jzbFbTwepl2+vK9HdrApDOteSEiF+UXAB16DYUCiuX86qHzmGOEgymeuyVAV85SOQMdiS9jHjhnBol/AmCQbKUlGguVnVamCt892x1VQisbaKTr/ULzU+9vRdr/GqgcMvDA8gZGFcy9vvjCRZsMPBPRqP3i4sXNz5ulUTIPsDmly+NQGM8alHNOMxeUZQbCRpqN6bEiX79zJJuVRaVZ22mv71cBD4C9WTZM1F8im/qCxDEv0vY6Zd410629pb6p1tl8HkKgW1HEmEg+2CGoOVZAh32ePPGAkR4OsJ13BuCMnPDzLO/1Lac5UXWW/RqtESwABcGW+akA8qCTaewPIBqOvGA0ljxrLbCHAAGDiPvjeGCMgX0fGGNgHAfGYOZfWiZq/LN8yXxVyud9oQ/tyVJQfX5glmPUHrQjcIiHhkriwDxHMlZpyCikrxXdmHv2lA337aNKDC1B2QCoj0WUzsa41U5dZyhz1ZlFziaIC9eiq8RAcn+z0TEw07Qfi9wGSodx6ToBFMYpiNcnxazOEpeRwKNkfKBjNNULHw7S7uKTDJC5vEQoq8o1jad83MFAoANtluwsLcEGdaS3VG+sQiZ16j8ZL1pS81DqQtF4XWsXPs/yYCMvKn0W5Ovc0y4zotIWxfsxx2XdVboFr1cwue36m0E7Z4RUBmEZ0aA4cBZdk/6yBv7iwXEpKMfgTwfyI+ZNvnMUsm09b/LQkscJrIhz//v23XPyn+XOvuNc0zxd8ySdMZ3pkvOr3lNXWydZdJ/TE87hhfM7fv1R/VpKhs+L5R9gW4cs1muc89T1jb8SMev755lXnUZtPTaf5v0bd3JZBJzn2xlAkU/rW1fG6dOvj3nu8/e53iPnp987cnzSb5LnKhuWuKDAKoEp8xOYIAjNggK7ETMDjvO/i68bYUte5X2YCiZHBZl1TevSD18B3AUquII6svuxUeeIpv3Xrvr7yl4PFyC2TQ2mL9guLyrL9M4gRP/EDNF4lXPkAzJuCAg0dnTOgflIdiA/AE0ld7Fj4B2ZnUEIEOSXEWihIES/ENt4vZFv3zmfsd0QySBI5IHRGOTN9gYDKkqvyjupLV5AR7ebo36AAVGrw7YcVkUdXWt1rTWcTTP1ezmhrUc640H2/urcquusEx+YvQa+RZHPBOesCdtvi+/DOmDp0bZFZ9lFUniDM3VrXIF5nRqBmgsZZ1KON4OSHLAMo1b9Tnyv4jeSu7xGNCwGEZWhvDgWqxzIfFYIiBJVQshBh6OeeeLAIbAbAi6fmMPZuNZ75LtZdj331yy3FXWvMce+8s1wnwI92HKxetaZe71jZjE3EDgqXbpAUiD9InAGf2h9NQ/FN7R8/KZpXUvoLkyTNsHk/9KdnPHyg8NlwtnY+SayGsh4h4NKBOB+EWL+gREb0C/Sswcy/wLwwinsQ/6wA4i/qcMPVQHBDsQGtE/keSEEfX4WLwxO7WBFhcwH9eRdeslxAONdgIwPWqIEg69v1HeTpXSrx2jjvdB26SPSI5P+xtxSbQb+AvpnXp8bEi9A7NKjBoAr0P7gvc0LhgIe8TsMZAokcBBIkfmJdOCSVkMAuXYnrVUDaNH8JjAOVMYdTcGhAYxX/ssvOl+O/0Ge5nL0iS8g4Mv+RO7bjL/BANN/gQGNV8mSK9A+TtBLdgY+h+zYvgO3v9QnYue67q568sp17C/IvCLG7/hpEMJ2YvkUxnkvrMHW8u21SeMIzJ4C0nsLLGgd7kl7S/f4FR/G8nXx9PMzmUkFlA4L2nrhHrYIoHe07cbY1dbYT6l/ROvqxaEehInAGO7JJtp4DGAkxn5Hjh3jeCDHoLt0D+T+QO4P2vsIylxnEqWy03OXvqT3z5X/ZOmBk6c4sCJb7+Q3tnyxbDHj0drEWOZeINfif/Y3Za3vVK003/og3Jdy6b+IKslvPxkboHM32feXKodmfeq0iD88fj0TYpfxEVLMVLfazQ3RE2iJ7Dc69JXGkq7Z2TegX1GOBLhZM8XKjIw1CSEhHpBakwQGUbP8+gANIjssktkKG9GulC+bIrlWOslYaAjvWj45AyXIJwBPBkBj9kEeC9OAULgu1YJBdFoc9b0dtWFUrQnmCEa8WgIXlY+SQZ93vmc4CDFUd1GRwKy6yVfO0XEomCAUZW9832GFBEhcqBCrxqYbFOYhgs3FSQgpxAFMp0GXbJeCcwxFzG8IlWahUZ7Alny3R9f638XgzRQvQB6IsU2l6DsHURJS6iF6E0FT0JuZboW8rbqupR1wDYmyMDIJy/dUw4ziLzS/yh446dPo5sKyFfp4MlOXCIpcEe+m9RRyxlqVGAyAidowA1KQzvdtDLxlORtNoHYe0tFSiL7sqGbBxaQWJEmEAlMrs/c9/TYuDbJ8V4jBRK6Ik2iAmrvboZ6+7sR/JEVlLA54DIcYsTiBAxt2HMvpOw1mzXVAymzOMQ7PqRVUzeJPAl7VhAg2020sbGBZGiPdrOAIOX9yNjt6LOUqHnqux7Q4TyG+A8A1xZ1JQIEVNA5KkTrAlMoNMyvFr+lnOttiUQxGFz9Z59/GBaQUjEW4YdI2VHIq1AAJDOwSpQJUUMPI6nDWkQRu8ZN3OGOLSBEp6HJw+z1r/ZW9lqnMMGw04OMGxE1PsJzg3sk+RL5EeEfVeG+oQGs5Msfyz3xy1zorQwru1yGZ1ITeGMk1kKM5yojTOBJqZPtDciPPLeEXmGnTXh+Nz067oRRXrXkKNT0DLE3/zO9iuf9iJBf5qSlhKW1WHgHz2YRRS0AFiRS4zfD9jhpuREyHrZSrrEd7ny7BQ6PxEXO+IuESPKEsnYxEdMlAXBF4KfldzvkcpQCN46DD9HCwg48tLKJqfGY+kDlwHMEkwDUAcRzTfnSQxPQFqKxkotBC5VyVM1mGfXovWBfoR+23QhrLWU59xrrDlMcJo99FX4sDU6TqRf3u4SDEqIC9zjeSrTPgFj1ZDuRxAcYFkXel/T+QjU2cUaU8NgIghnh/uBHajbOkusLIDdWfKoAWh5xdlB1jOLCnvbiKDcuQZsfTm1cAGVegvXBuXWphuHHaR45VJRBbDNInXsiD1FQy404+jZsciZJzOZD5AEuXaH16L1pDZSXJSA0g5bBkcBBAu6BF0CGAQKZLIHLDNCOtRiCyIduGjAvcc4tglYd4rnuOTAedA6XpQC0S2YTYyhuBKcr6maVKmujZ+y4trqR+CO0lZKyzmEnCDspe8fMjl39FpCi5DMvYmOcHnsh4MY7KIZbz/NN51suBkkvSV4qP57xHBSK+8czpnF+fYweSh+WgbXx13sLMsOq4a0AjDfAoQIL4ZaW9++vJs6PuP49cP/pqLJb0U0ZP2S/9JpZzY72HHyrZjueD1xcrKtmx6pTfmN7TMfNJvicw5/ffP8b4pNVY5CF2VN3yeoT4tfkx1O8lDukFRqwnKsscD+ma5DPhNcIDGcxiplPVdq3shLiCevyfyHglb2k3DUSOMwUhWkug8/towX/9QL/uRGxeb4h+wXb5wHJH26uqzNzAZq2fwayrDRk3EJV7AMfGOchDDqsrEleiPntgxDtGPCRCLzUPVCepf9E3z9JOaAfiXX3oLszkbF3I6LaT/7U3JJRBmp2l9/KOgReM+IDAjsh36nL4CAYgBPIrJ7h5nOjCwLV0hskEkXDwQuIm+A7ocEmK4gvi1fx7LPcRyhUuiThtzO8fDEIE7ii7o3RhLPfoeqZK4j1xPCJhHYQ42xEuaZoLwIV7tc17Q5+toI16LzbDdqkSXqYeFpVBwXGn+zJUfyvXL+e+c8+2KCCS/S0OQojmFbizIzINGoBLgjQ5zyVG0AH10oruAIBnyAF/fRa2oU0aysJtCr4PlvcyLypwamVVDCDe5BLRACzvq9eI/z10F/EO6yAFDnNQ68mWghpw2ymXITfD1A9Tgc9qMhxPdvi3DvnXItk7gbrcQLbPHLt1kU7EfMYVODY5ry9A/gngL5TfpYON6uMBxCudqMcmmvlCH00Tohovmpv/QOAd0VTqRn0nkAfLdYd1FgUUxx9A/o5sDzD74R2JL0B+APb/iYgNsd14Xf9TS91gG41y9TfytAvR4NH/HWjvwPF/kBfETW1OXjme9gLEP8TDHsCxM1sXG9B+47JHACPRdpZdG/hNztoPABqd+wCgvR1HB8Z1brvLgdwewP4As3OCQYjxBhxvABSEaB+AUCn44jsE72X7SyJIvsshp3D+zbk+/guRDmbsiPa/A+0DdTGBQtg24M5x9gfQ/5bvkxnK8biQ7V1e5Wf6RLodv/1MnGLaaNbHuYcMaMyc/Kf2hf0NpuXKgJR94SCEDanq3wReU/6oJQgRluUx/1UJZv89tB9YIjVaKyd6REP0C2K7MUHiMhDtouB9Q7RUSWnu5TxcIkl0/TiQe2Ic78ixI487xtiRe8fYm4IQO06NuJ1JWRkgx/J+iSqFJX5WGlkSwBmugOEMCRgMgeKN4sqo3o+lr9suOWBfNn2b1jXt5940h/VwaAPqoM88SgdqOFfi2LVHQRmPwTJV1dB6TFX8pE9+//hvlGOSs6z8CIcUslUBxxyMmDp1W0+3GEoxLNOliCrdd8L3kgPaKMBmxVFRmUGlMCwwDxGp0tRZT1zCNXcZbHSAU+aa8I0oSGZSrCg0CcWAhE85bIWECIAlReQ0iA1soCOmpjSWk6wZHUxfldOxXSXoRShSnNK1Jl2LD6CAOBpi2GEXyuqfhlxI0KURFkiU8nbY4TWdxoXuQyC3JlCF5tCRtNxP622ZTAe4n7E4LiPBUgdgMAp2NATicOTz+8c08JS5IiZnp8w8rIgtr7owrtVsDRmzISdc1ajTWSuSm38nJvoYy6aWYvHs3I51ZAEs9zN9RWUdyPke67ltBoH8QvYbCX2MosNpvM75AapGIpbhpRwyocChSywkMNE4mD/luK4G1Zi0NRnicsli285UVCu16ZnUnMZ68pzrWII8wLL/vp7LdcXmjZ8YXpDf8Nk/kbwL6ja1n+eNXYaunRg7DfDzGHkXlY6bUrfuTedjOz2PTtecQZ9aU41rJGK9TSnVpmnPho0P0/YaNPH8KR24AlqaNyOyn+mgSpDIcZNjGZrqCador3jAnDsu75ICXwKxCGnSg8soNPJYohSkVCSRhYX89fnu4+C1yyUYJtoIBxdWQ8NOY9Pfc+3vhazqhStzwwrWnD6sn8RPaK3mFai6mXY+x+RtXMNe74lS0g/y3CUAWv+Kl8z5LUWv9o+CX/28nyp7TXNSSqdLHIgXRmXuRMm1rxq/mybbePpYY3bwsP72CYtya5p2vxMb4lJ604rcOEqdK0ABEiPZ5BhHqtWF3le6CdHuB8agjMvqaeT9sfYDyYUONJcOMGbS0eu5rH2wvGtiKpOeCdaGwmxwzLIYsfKxFS3n5wVOezVO/PvbR+Ral1bgrADLdwBwnefSobED7dAyB7MAYkPgQMZnAFcGLhoVfVSTxuReRSqAmEvfItF1htKOl/ErMwAR1eRtOhBM2x3AjXs5FQiXfpgttS4y1EpXndhv7t9D97xrH6m85wm5KjS0eDyaml6HAq3ZtcXFb48596lzMsil2ONCdDgsQ+iMyCprqeBhYwCLmRw3bQ8GstLp51w9sLk8y8AYcEMAjY0dO8IGopnHtoXlcV+u8SuDGappuRwlqXKAUUHmH9PavKVDdsCZPr/FH6UjBTl1ZfBh5WB5Pj8XMbp872dPXhiTJdYIBDfImgWsezb83Npn7XSDKdv78hycB6QBzk9mICa+Ojfqx+x3Jdq3zfGVQDq/VoGwMWk+4nw+D8u/uS+/vvWUGryZ53bUG1QmW73r02O+pXXFMtDik/7ZTvf4FTHKW96WZx0zQBzSs5NBPCJ5XTteWYXVBHKOeQYnpuY0XyRrYHMNAw0X7pWgfcvydQYFNeliD63HRbxsI4q13xF9YxPpDpZV2jraFmyYuUHZEnewH6BWICGkpsAn40C2HaPRMXH0d7QI2pktCRC7JG3o3ieQIRMjE2xmL0Da0DrJgZSNQYjWgdyAtgmIdnlg4GDZkGRfoMiGES9gWZtD+pkDBxuA3zh7dqDGB5zk5VfE+I65nycQowL1hZLXOqY/0xyXfvUO5OeSnxN4kyAopINO15/wtzRS205q6xUmaSMv/N0iwwxOLN5gm3Z552VcDljbzqhsO/P3YMm/2V+j8TvrSQ6sFCByKckTpk1lE9r5GMoKLttGTsgA7x8O1mzzHXLdu9o77mMHBb7rHoHTfICyOxe9+jnTPRurO9CfIN3U0QwBVcouwKInLYCjjLNNV3x4qRqBWCWW58n8wT+1L0p/tYzRfNlXFZa9q71l/tkWWvgJvY3/5DlD7yzQA+2kjTytAikNGMyAipAjHDtYTq4hcScvGgqMNfnEmoJJ25IdlwcyPwNYS/E99Ps76Mu7Ye1PwikJMLjyQjlRPQgeAC5g4+UDRFPvDJACCnBkrSmDQeKjtjuHg147Ah8BfALwGYk3+TzeuUeaewACEwiEZd/I7akgEMu+N6TnuGQRad+9xnBYpty11zcw65aZD/z7znHuyoQI8v7Eq4AooiH3yVNfMpYZHoj8Gyytfhftd2DryP2GBMv5hPVlHEW35h2hOczsiPdNYB9m9xTG7UdHIe/N154CAXWOaRmw7hxPepLQvzq0bzBPyYgnfIn2SYE3xMOKuZq3OgjL7yvTuTJ7O4FrlfGQ2i/m9wN5qE/T4F7O4gMMQoz7AI6Bsd+BsWOMO2Xsnsi9IXf3y+2yH7ke9F/LDilZoD1gn/MReh/aSlw3ajHWgU9+Bgebh2/isQLuszMzVBy09Lkuua19pe+nz8NBVV9Pu4byR9U+QrpSVSfJ4giWfWV/Lev7LfjKt47/P4IQIqRjXxgu4DIjbO5MJSWGov8WFnignBhOLykvjtJRLNQK5cAJDwC4Ns2VUP0DfJb3x7EJZa+GY12K13EA+66Ikw5FwTKVzhchJFiAxKQ6jEfXK/FhalEAAQAASURBVFqh4ZiyhPNjPr/2WBf/lGMthKRqqVQqNk7JNpi2317kC3aDMzuRjaZ4A+saq+7d0RnBRpdvNFUOcAh90s4RXDP10dQE0Slsi5BuWttLQ7am9250GFivh50FfEveyU4EK4KB1hQhVArtcNqy6mdGvvwKwelnf/rcG9TCn2M4GbxSUKbDe+hKKzluaOMAh9/JQsoN21aHphR4iE4LNQVUg3bfRyhf0hWf4ebQ4SCKjSSVDClHpJ2DjUY5ddzUWprBLXNS/EP3SDbBLBsvY+41QEzStRNJKxm7ht60D1fl90moVEYE4MagQJZwLSMJQr1XTVEP1shiqTvOVnBpmgpw2CO2KKxWBsuQnsOatqScR+I3v8IHs3luHOx8oAx/NeZECukSTfbZEG/LYvpuvM5AgAM95jOeAaULypitsiqlWOud7YxPoNDYoncigzXvvBlca9JoV5SSbSe25zCJKAEFcAKz3mVg0qzek8Yi03Xd+NzGqZL8JlrKQhwgr4kGtI/aEuJtVu6W4B6sCLf+FITj2Ml7N7hpYda+WhUUpgJPuaJ5SyDTgnUV7A2TNmwkK1PMZOa957mXceFfS2HXnp/r+hOiizuKrr0+Gcx0K+VKciCNOLPyQce8A6oiwlIJSAsJoy4s287olVSt+lC1MAuuVnNnAyl6yoAzHZnX6/qTw1D7sIk2bfiVQqt5WVN9S95xjGzCDszMFTmaCwDg73utmRuD2XFMWmVNe6JblkydYb3lHYEDA0J96h7MNpTC59KNeZzkCXnosgelqDODjO81y2zNve5JSqcBh8EaWbJkouyW+U3IMb4ok2mS/PUgRFOAtNaqU+ltQ4qoGg5mewf6HQkZPiq5SCPvTyA+IfEbEI1l2PKuOsFAHBtnSRmkNmKH3+OIoncCrXfpXRsd3c7mdENZKcjMuuxw2jOTJsinyw9fQT06UqCSSEgHLh5irTSiy81oNFcouyoNYhzcq7ERYWi+ngf1vkwhFQOpcpcp0MvIB5CJNuTwHtQ5DgFpRuto6Ay2ZsB9dqh3XeH+Q1DAgnL5gsAOll2SIZ9BXpsbovrtpLaZMnqU/ZBh9LrlOyQDnKWpIIQzWNBl0HewLw8Q4wks8INjminmdd+gTcwM6Lpi4aeW8wxO+BpSM7f2ym+nnlGfxvzU9/EGCD+xshdlWKf1tdXRaL0Tc8+ZB5cDT0+uB1oOn/Wf+W/RZYu/jSnrS/9J6RuT12KeVbpeTVkZtfOt18A/eXgsd5lz93XQZV436wi7R09/OmfecY7u/N5Z8zGW852lJjspJ439jNIiPgAqo5g4VCqEDZ75mUEMfyPwBuA3BD6QZ6WzjB0Y0r8mnR3n1asSm3bQCx3ecEVgwxGfNdfanwB1lxwg4n8DMyKoS0Y/kJcd0W/oFYQ40LZAv7L3QwUh+vtUGdCUhJg4cCCxM6shLujbgdbULNuZDQH064G+Hxi94+gXBN6BeJvyO3bk9qZHXPgazUCID0Db0S53BA7khf22xvWd/OJI8TpldeETjvwdGH8B+JuyFQfYe+EGwA1dG1jNYID9Aj2/C+3Eq8Znh6coYtAZSfvCweXELCNxRel42fhM/DuYUfzHIlsT7BGywY3Ff3wI5V69tuyEFd/EqmdabzMltWWcqGd5550q0PIlMYPxmNcEnawRDKYjd02dmtE2AG3It2GUblBuxMzgoL231T1nT6che8L2qo6AdIGN940A5egcY9nCC3hmskMrLfbxCDFcryf+okyQCOrv7FOSyLhQP1dJTT0QBHNyHiAQ5OStCj7mHXOTW99c+FCoX2Ptcfu2/E/XTgE119iZ6Hp2lu3sklhc59k3dVue/2PdDfm/9CqeL2YIYGtAXFgCLXaW4BkbkBfqD/iEaP+QXvtKZ3+8UQc6XhFqZp1oKss5kBfOM+RXy/1vVA9E0A/FUnRvfN/2G4CPU2WVHhFxA9pHjftdPPYO9koQiCrp7I2DZZ5auHzTm2j6DQYxc1noU6jqHfFvnAv8BeAz9aV8BeIFLT+Cma48Pwd9fOEyOSDPpw0rxzU4xzkaZo+NV7DH7JX8egxuf7xpPa/aY4OgEyQSrxzLsTEAfLkjsSPzlXN20I8x55Slhlv8DiAR+V9cq+2BbIHcLshtQ+YHAB+Ag3ox5eMDtoOn/ZAANsSxId9Zcii3d2SwbGf+hN5S5XyifEzSQ1xifgkURPlhXLXA5chs3+OsGhiYtCpmBvMuAL+Qns6g8IZY+wP5mY28dwYgyCciBssUbgzetHZR1sPOMcp+GPt78SOCjdV/4WBAPe/q0Xi8I8eD//IAjsFA36EsoKRtSiDaA4lN+xD0q8QAg8VBeyTtg5UMKd+cQTiAG7uH9eCWpadA/A/j0BptNdcE1rns3AysApBdsvp9bZszC2hqOSqPJp9LNZnPB1he3zINU+FMYMo5FI38KpDk14MQzXWeRFV2ohU6XgK1UFgyaiDlLYE4eO6plrQRl4uCPJENRtdJVS07YJSTYK0lD0ek3ChLkeHJeIDKTLDR05KCzI6R4XspRcZOGdv+pXxKmfezY+O/qlm+OGFGl/EXcz4iNLaYjkwjTzpg7ZH0ZQR7g8tJoS0Gm6dApSYoZ2XUtOmw5/liEGXI2imuZ3qOVS6ACqavbpxXCWUKHzuuQqWatFHQxeQxnezBCZ5RtB8cOSZNF60vSky4ObS/nMZZ1LnLLlgiRTNAm0/f2VlmCuZnhWwXEZ5R7o4KDpPZk2rhh809QyGk+VBJjHpVBxuaz9Pce30QMpq0/8p/rKdmqDpMwsjX1ElVBsDjGphM0AwPczfWeb53OUeX/Zqec9/fBvx3jiX6nTU3DkxETdUMOqCQqadVq6Dl0zqvyqUX5FcMC+3O1N4/lSgrZv7k+KjXNHJowBlXNqbnHC57KAPVnGytC1rXmC8qc6Heb0V++eOYPAvbJIhSmLGMc5keAIXWe3oXrzPnQ8G2Wv+2BMSW64tv6zZtfZDvhUUyiTbLgWNFxvNLvsHiS+TzrllOehm1RlZoCfVwGmFioqs8x9Mp6lItNSnmJynaiVwEsxrnVuojz6/5P72XnSs/OFyDuIxUr4VQEEu6PEtLNAU1VT7AQXwFBtJpqvCPZV8tiDS/C78xTzBf0nMNk699P0vDrcYGyy2c15jZBFGBnKggke+vchhlwBpJLJm98JPaAs3Ul8BgyYdCfGWqDJP/DWXwiipDWQr1fkBagQ+Iq8uB5QBbIacs16x/DI1iEbiuZZNz/ubOaRYlmp5EGbYzIrnM30IPVkZXtJ3Rd4XCW7JE1+yJbxxu2p56Hntd5SLuPNnSp5oyUGD64LsSaf+CdGM+BaEDg2WHoteY3X/JgSEf0ZpiKAoKtUmTROGaU4gmAtqrDW1Yad9r2mhcatYFLHGfkyopucgSihGXQ/C+WJwCCq62Qmxzj8XSp4z0I9ruWuSUY9cGhUrhIR34yYWXYvJDj9eNVoWkytiBdhd/5Nxi0DiOIbVdKELkO0LlsKbTCTAK+ZxJgRpjjgnLIP+xISFelx00ks1DAMTjJG2/fRSj8ANxlsMn7eir37hO0+keNWZoHp+2zlf3yPllnhH51s2L1Zx0P92/RKcVlVweaP1m/qs+T2dY3yI/+JzAet0ckflK1N/ASrMcSjt9O99YwbyaLej9zjkr39e4J7+Prz4/y+r5uQ/bFs8y71sUYpm+OCiW5+d6XfiUH/M1nvFF9qWcocuYqZOr0akNbTmxCjEK6/Pe78rUBxCnRsb8hOfu4klEPrJfjkpKxiYRlgt/SVB3Y0mOiEb7rXVEe2GN6n6g9Ya2XRg7nSJdIiNKPnGknwEEhngjgxBvwP5gIN11zduVYxoHxv6K1i5o/QrEAy3me2XbVfY9sMkeyRHkxxlo2dBiQ/ZA394x8kB/kJcPgy1HwM27YySDOXlF6bt5AW1kAUjSIAsB51bZ6Hk7VSQIuFQRMySAqtdefcTMa6BrVcu+MjHESxcHDS9xoP1n+tsTTRYpL+tcNOLxtjr1vCuX34XwL5umeInfbT1/+TwTs1eQbZZAlZgyoNMMT9nwRVu2Z0v/mnKOckBgzJK33qNyViIk9/WGBlyWXHUmHXlscZUAUns2cWByADmboeB4ZJ0fAqmlwFlVgaH+WHTX5zIlDqzV/M3sBD6Z4AkHGmc/HCtJ1qE8T6vTzYGMZV2pwE1ZGzjzvQAKIf2jo6s0I1LBly+c29FhmwUncCIzVRg8egXGHTFUZjQfCNlKOTbqE9gA3FD9x4z6T4GhOmmYz3fwiPMU1bNsA52Z2q+tcdwA9z9uwPhA3WS8gyW+t4W05XgeAWZXDDntdwFREhFXBD4ga48/gHiX/04BtFTWV3sAeQfGO8edWfMCQNm51M2AJEg5AQQd1lmNkN8ReMjfstE2co8I20VxSO8jPbDpcgcMFmkOpoRKKklejneuf6iEqDNGZFtnoy6aI5B7I+h7vGIG6EftZQxltNg+D/HZ7qoB5mvHTyXq/N6yXfsyj+n+8Wfmq2k/qu6Q4ksVXMiFD62HdcpF0JHo52gWvauCgWGeI/7SCNaN3uDm1GhLqaJM9laJAcQrEIl079bq96rKPrt6Ku3JS9UfMIfXjzKL/R+SJb9GYPZCMt8Bqi/DVDalF6yB3ag9xde1nbDonQVyNnBrWSjzxOKfbdFPlyMvev930RD3+My6sCy0LpziT7blUGOw4Tj7nur9rKOPWMaHnx6/HISIJiSr+xVIuYMUYDPdcPTdpRQgg3cPdnTXZkgLFcySP94soTTDrLIVF05Ygs8+lC7Sr2K4mhRFiLJ6QNwQ46rJpgDJOBDRGSxpAPpQHU4KjngECS4ptFgiAUDcSdhdDCoH3KyHz78AFc0FcgxEO5CjIw+h/EQI0RlVy4OKaZOAi+A4mH4YTJNNIB99RsIzGFXuRH+w7HlMWrDw640MskkZOoTKhNCeTXXuVW6A6G0UwiYeyWjbjimQoil7bMiXmozsjsb5eDg9TAKyq8ZZGcYa5K8YsnZYCVmYldpkZIURHHQ+JVDOiInKsDJaRDz3i42PFSWMhWkAc1MFQGVNBtTitCNPdkqolA4xk4mg4O8RyzPbRt5iQE3xW/5hpj73soScMyU0htFoBGchlaVmJUuSkMFdJIeTjtq4kxEdKZ7YhBRdx+Lm2liYzyIslJIXpfxJcFh+i4F+bfzqpRyg1P+nv96O/uVZMZeCjHhmo1i41rXFsOeRtYjfPtiMqCFwk7JA538qAwntQsNxuCzbsrYt6AxixyJg7EQHy1mYg1JjZhganSv67nLIVsDSiKorKhji87EEDlPIa9vd7iXioKkVwoglcUYzbm3CAco6Qc8aQCmipqkmRSIk9IOIgqgBjDknIqJYFZZy3mV9xiERGcw560T9hcdI519gQ8TGcyBUc87gQ453EFUzODfxXs51spwL3B9jphtyVCTvSd9u/e2mTBF01rGUv+fMRmzO9XHPl5Mj5DvHuGpvyBEr/lL0OCz49wK9c3/sRPJjBszSTTGbeYIyrArdoGB6pUpKDnjbNsrSjAeM6M9Bx2gIHR6xldy2DhDZ0CqzkESTbl43hCg0grgUNMnzYeVRilWjbCX62/Ri3sw9nUal49B6vogWuC+i3fVekhfqE1LZCsProhELfJDKgskK3nX9XoJCwGdmN6R5Xaz75pjnoyGU5u0pnkFDKalyULGsG5VNDtPyR++sIBTpgwGbUJZAOcLGiXS+TW5u6NzJe1oI/aX9OiQXW2wIXOCyV9kTo4IcGyJfuI8g5GFMhHZWvWBOWDj44zToko9N/JC9IsJZFkbGOdbXDqCzRFbGQIwXYFynUQqrzoE45ADuynRodKKke0U1GgZN9NvihkDDcBM2r11viotpvyi7g2vpklbmFRca4huBL7GzJr1BGNQ7AeAvsHySMgsw5t5DCKFGORZDqKrcgLgj+ytpDcxwCNwoH+IugI3kQfuifdQ5ebvpiEjhxEbeWkF+PWsMrm8DoqeewRJ3CWaARLxolklJNOB/xVEn+hWP5PWtvjNlTjTaenWe7mLDKBfdbg0tLJrCchPrcOc719nrDzmLqvyay5YYHIQoPYhOn7HcSzSMVe2Q3bPeH+d/ZUzWPfzmQd6f1lI1P6UL6v2tD+f69otsfdZ9AZRjUR9HzYA/X4zR+m6V2dYJ/B6LjliXrFrdvEf15YplPk7WdJ5/1scL0Oibxz81HqE8y3loPeoDGIhQKReoDIiy5Xl383Y6aTh1NwC/A3hH4j9AHVXNo+WYTfGG0d7QogNNvSGGM/hZNjBUH5/+pQA6baPYrmj9htYT/fLO+tXX39BaonVleVkMuXb4Tt105D8lty5IdDnt3jHazr47LcHsqn8A7RP29obW3tDihtZeqia2g9EZidGA1gLYqPd0UA62g2V1eye/wnVgtB250zk3Djk+xkVrL6dldgAvmJkgsoGRmt+GEyBjRc+Ws9EoWMvFF/7EF8kVlafJy5THBbbytQYT3cAGtnK01nl+7uIc+uGx0qOvdRDTwMl96rtx4X7OE1eonyG9YTo2J5+DSxrDtuM8P6s6g7M/DGy6ls6bo4Oltoxwvsz9F4dKcNm2baj67JFg3xI5cvVsb5CIx8LTuQYhUALnZBOvcCBiKz2S5bgTiXfxN5WTSjd3pk6bwdr9hRCOdb6BwiGFEb7WzVRO0idkAzNwoHU/APf5C4JVUzodSyhNGZcpOwwzg5bX32AaneVRpdfZPijeJZ1nnUdkvd8PKW3bdYoEwPhCOTX+FcBNaGsFJfIiv8IGOrcfiPGKvB8IPMBso538KTfk8QLgiojfqKOMA2VHBh3q1esNYCPeQzpwgD6o9gDuV+C4TLrtG3B9A3Xhj+rjvEvveEXGBvSP5G9N+tfxRl4wftd2+icQO9rxGZGJ6P8nEL8BeEPGjoAyp7r07UG7LtoB9Dfg+AI8/oTL8UVl9EruKFsaYzAbAybBNitej78B3NEiAVyB44bMGxhYeacfrD+AvCCH5r6zd03GHRF3ZPsb1VcI0jHGA8B/STf+KL4n38NG3XvY33Z06nPHOyKVPYamfUYdNfdd689S8NguDGBsCrqUbP8F/lY8WICyok+X3++nT6vnEDptuFQVmmTQiydKH3L2ZTnUzYd0t8LJ2C29BCmq76WCXO0CxAURF0QfiI1VZaJfmfXQH6Tdwf2TmQILMBOMQxnAeBVIi7Ig70NbX7LkYL+jPDb6OeNKfj5YSow9BN3o/Fh4ufnY1I9YoUDyqGy6kGynPlU8VQZO2sCziqbpSuSCm6G84aXKwpBfLguseCH/am+cQz0zpPdMPTLIG/AAs9GB0k9DtnH1vZSxtpbsSkxZ+IvRhV/PhJDgqJfNeWnVApNjko7O0CQbab8qs0A5rFbUZ9XOsiNFDrDSwI02oPCtzIZmRJ0XTIomQoZowsjzGaXnyG1A+O8S+NXLgVHMuWGw6BCOKOnZqkOdXjSVvDCCNyDBOJQ2WGi7h3RzO9oXZzIAtFlGKrE+X8RY35pBadOe0BQ2YcSQVlSvCU2RMV52SC9y4MP3HMtAzkbLtPvWz4X0A+RIms02f3jY0KufvmTG/OYGD33+lKVwQtGYPjWmmsfEcvPlSKzrPL+38fR8ReC0SLp29vmA5k9oxqaamtoHzQ1ilWLmck1MIcwKUnCOZ/ZK5KzeaXpIMChi+Y6M8/DdnDyhvTpT7aeyGZOZlPPA1/udvB9NX1nrEzXBuofm3u6MdKmSWk9fflbQ59wPnNHnOf/pPQs1szrz1nt971gNEQSqpl/bllNszFip1FiGadB0akSKnznmfAKTH1ZtWT3TxvPqsNB3ufLItZSdZ6Iuact15rnmK3ay6AL3YKi7eJ/mVBL8nnYmnwI8UbuunIwmUq/jMu1ztOP0SYrvOGBRvQgw0yyhZpOTX6aUH2VAJOv7z3IJkw7ns1YH2PM/GU7pkjuma5Ot54NOwjkwoIzndL3dnzno6qa1PlOZcEDbhpx4wLr3oldggh/J2W70wYSr1P8rpXLJNqkVSWWMZNTSTfJbUcgreoIB4DkXQDr4XPOSmMh/v8/67MQsfWWEELTWDggo8F7D5bqTf00ECxXAJZMEcz7WrYAEXP6Ny+TzkygsZVaGudKCbJkBj4U/2YG91n4+ZSV4BcT76qt53uST+qMM11jukrWHJ6+awa6fJEJUslVU0Ev71aWnnPFhRG8kqHsdaEtzXRwNgavECceSCGAk2uBc0UkHQEg3I9GispCg4Asb3p8ycSrbRK9vxCqZO1xrnTxqkSWd1zQ7g8dkcefFb9JtVIdXweKimzYYBLWj1WXvilfOvZ+SyymdtxzKRR5Dy7nyEzmLchoBxTdP5fTkyFKwLktNfyBCiLSwY2Ugof5qhfxtc+4BySjLSjvShWRaNzxCfjgFuJECq3gfOpD4rCv94Mhv/bHQuz43F8nTKQstfPeR8e2vcn5fexPAKWJnMVqZDr6Q50+ZtYw1gJIlJQdy3dyo+Vz3+yKoJ6mYR5nhZp22hjDX97HMjae5eWYB65RlfTJ/TjGxvuf5LjNPxuNb5zpPZ55+XXma1/YrHrWORxc969lFrz86Pup00nj1FjMqGO5FdwEbIpMxOGBBByIdLjOrGiAflJ1WfQMtBy3rLc8MghKqtWrmv4tvb3SUKVveOn4Enf7RqGuGwS5rkGtoBg9+5q2cKvBdAD47v+1gaWApjpZwLylmSwRGCwUhCMCrXouNwLz9OMS7ZLe5/+Dgv2ifEP2K1nfkNthcWwjijADL6z04r1rTKPlpIEHA5WM5V1cx7ruI06AJN/SGrrtPXpwCYBjpvGZC2OFTvNLBD5etsY5hcrP/4We8bdFh5Mw0Dcw9JOdfBd49HvMFywN+f8qCioRqvjyxnkmbWfbavEfxpNo+kqcB0aB4VMmvWFjWch/NWT2y9EXtJekf4WfUuXPeJtuba+Am2rEGV5OZQSge7H0kB6gH8WxLRJ96XABll5UKofnIPOnKU6cEqtl1ZcpoDGnO4/keT7LkggRLFE5d3WNcfkL07TmF/gRLXKXX+SeH7Y9oL6AOdF/k1UBA2QzRYd8OwUsPIB9gWXGXh1v0AMxeI7WPRoI9Qd4ws0UTuYl+moOIBj4d1A+aeEN3j1MFxFw+PAYQF7Ds84EM6iwhnYgzbccm+1DUXmyfYHAQ18fjAgMO9hXGBhw3AA9gKHjVBL5oDlQuoA6/bw4kvnAa+oBRoaF+KcwMFo31XWq3dC8D35SFQh4Zi8wScAQMxgbMtxuA3/VeNz1z1y7sAK7A+AcSA3HcxGd2IB9AfATay1zT9gr0z0C7AfGJc36wHJWzmEJ+kwIC/OgopiCHuFPybHtjLQvZMHmd7IpTrx7rRdwHZZut+7r0KD972TcV2NM5lUXncnSh4YWyCi1XabsgoQoGiVlezSAM7t0UDZTiuQNVDcE8JUkrzKqXDTKOiduwXlfl8y2DZsY2H+r38VzrR/M9FjCL9PNIyfMw3UhvqSwLsafiv1Hrscq3cgXXnPdaUy6HbfU+RUquYqg9jTvnGpc/rJ8uKv30J8evByFSmRDDzv2rvtBkDNb2ZWqW+gq0iyZ00KDrbnKT80USQrCmFKZEdr/FBz4Lqr+bTj+jEZkxgL5L35Rjwk4pN8VKTXgzct4in4ZWaAqy0uGljm4W4Jp3ZQSYICr9qEC1B5mfELuUV9PgQyYwHohD9eEKXZgIMM3KfSoQQhEMbeB+owAwokMo5WkkyLDFFQEiirM3fXefBKJUoIwDLMeUZJoAXIbDqZnppqJdtZBNYM3KwZjlOGKmChOlLAZmxzqYAZJd6xKMHP7wkPO+UppKEZlCdDUaZoqa0VlmlF6fGXSJoj8fa9Aklw29OOalNNUGMyP1xvZlmYX+ZH061VFzdkhT2Yq2ISLQ+pjGSAQju1Jc6GBUPcNBpaHFHRE7EZMRLOPd5jyMSGQb/FxOeZZzSctcIhtGUmiWE4pBtOVFqldANYsP710LG8/NOk3jPO2FFjGteh1tZOyInKWsZgAhl+eN+RnUeFkKDBx4CKBQgxKQIWXpO26Kp0OKORrrOeqeiB0VFcZDe+0DiLxaavdBKBLctHc791kIhdxsIFFBStUMT6dxmk+EMiO8L0uQKEMsc3GgapgB0dhS/9V9AwLIJvT84YCrEVdOw9Grxlwjysutzg0EUmVaJmr8mHpDNToWn9knumT+YgdBwo6AlkZ/igCGahE0Ov7SmWMyQN0AinURVcdx7MtsjIkSRZQT8ByS4F50kI3p7Gx8V6XvAI1TQnbtH2NeVMrxIBrCDv2fHXJm0xHSmKEUAexLtgaAmSIt5cZ16xX0CCk6gSjlN0th03zCqboyINu1AhG0Ea1m7HDJPNpk4mHDvM0Kj4wvK90nISnDrhmwQHqtbCkHKWqzQ4Hvi7Y25VI1xYXq24bKUOEAnCUiBSptbJciSfBADivPcylthHI0zuic9Eh0u6eOynQ6gFOZSBL6EaIjILHJqTef54daQZw6TxC1NGzcYMqU4n2xjF1Kc7i8pHi2NeCGnx5xSQQa2kFEMMs+Jo2qNjDUJyPaK/nG+EAkfxvc88WbLojjWnOSSIwjEXkA+ytfZAPptf0OINCGS5ewJi6DFIHqC5Lm2jJcVV4EsQGNWaykkYERLMFB8o3iPWOTnqQgQ9v5XW5ZPbOABB7a3/ERiBvcjynbAWd3GVXJvie7dJWOBvKlbI1jOQLM3JDzTxF/Z+i1ZqPHfSTk0Nx3sCG5lrqrhICMyhCN83jhtU3lr9rf06ZDB/CR+3d8QeJAjh0ZO7N6A4ihgNrORnzRG52ODqqIX3EndUhpkO7ShSr8k3t9fBLPeSyy/7sUB5R2pn2KKYezPtc6WpbnvD6fHE9T1VuyObxXJMBORk9a51iMtQCqjFium2++z7Ou8FWQECid9GQ7a635UVvGPF2MWAzH9f4GLhn53hbH3AwUebjUFUZMWTqnql6+/FRzrud8z/fO0scSdDRPUNU65+fAdZ4GFIiTzJtzLkgTVv2v7rGADU4gGA180RaBpzVZj8z/CdoKn6kXOyBwXBF5kfO/I/EBRPjRUZ54BzMmH3SYY0PC2UsJNmh/1Rox646IT5Z5YH88z42zsXfKxvhXADdEo66O+Id4DiZOrAd6T/QtEdsFsX3g/uxNrJ+2Rh7SxcZBtWqoEaZVhHCpys8I3JFg/fLW1EMnQD0UD0S+A+1AtodskwG0DbldEXFBby84YuDYXhHRsPWPiBjKLIOCooGID2g90S7/5Bze3xBj4Og3YGyI8YY23nC4lKLtajX3rIwIl2MKkN/nA7MRtbIpFWh1X0S4z1u6/v0EkEB7qJxOLg0TGxDMnuQzhfZ3OchIEHT39w9pDQDL7AWmrlR9Kx0UJB056F76XNXNtePOuh3HQad76HyXyWrixapSMGwHqaSxsxnd061Amw4WSwcy4KD03rnV5t5UxoEBIY3zEk1AgCH/SUo+VtKJ5/vME3hf2uMTKasSKf57BZi4agaC2RsV8AgBb2TLBqTDbjPmFAdwPIqNp+4dsq9Czz5l4oSC6u45BtPoqH01nb/U8bh2N8lP+1x0O3TOXWUKWheI4mlV4hL307N/dIwhp2r/Q3T8RT446gzRPiHigjHewExho7L/C3H8hekHWXTdVACiKdh1fATwJh1sIPAngAui/YP6y+ULsh2I7UJdJAef09+AeEVsCjL2K0a/Av0Lon1BjIv2b9CHhYaR6mMSnznPyn6JxoypjP+L76U+dBH/xjkf1MHplO+I6zuivyP7wYyEx78g8zdg/IkYr0AL5OUDdXTcgHwFjv8AfWT/xmzvA0DuGO2fQBwYlw9AXBF7B8YNLT9xyvob7RLP+b4Bx+/Ue48xJakCxhXra1ewl0MXP0sgBRgZv2t7yoZIZuYMXMk/9k/cc8crIu9geb1XIP4A2r8A+Q7gDdj+C+j/X8oYXKm77/8KtM/A9u+gDH0pO+4n5FY6Dv1WQDpj7bAeomwEV2oAYAc1/e8DMd7L7qHfywFgB4zkV7JjOxqqRCwANwyH/IQZ9GuytCDA/nFNSTsDsbkBdUd0+W7c/0KA7xSwx5ooy+2ngkiD5a6QcHWCxWvP240h/muA0FDFAgl0BR/m9B6IvPN+XvsKHNueWudc9mTxbMDZ98zyoeypcmRtAKlm6kj6wjNQGWHu0VEBEiyqWaBKIhtoId2JlaKWQEqBrwzokI0OldHLgH3+zJIHXMFoAh5/fPxyEII1sAD3fCh11Iq2DEMrcZzEVeEFqvwCgHIYQM0AIQOoSYguL3BqtOoF1K9FKGlFxGhPG89ToIcddZDTDw2ss2uUZ8pZCBRKFW6EKbXYGQbtws3jOnloFEDN78lreRHnrlB/ipZXBkk8vZObaMKIHSn0rgd/eM7sWNdcG1mSgBHu6fkr9Ls3Id/PhF9rEDJ8VLfMisp8HzOznHOMZUMVp3vOTBAK0MrAz7wndi4/GTzTllnMrvr9WRFahC8w590In/XzuhmW6+b7zCiu5r0clJrHBQFRpasWZJc/Y/ChKdWx4hVFMoGUHk36dJ3p6Z7S5/AzgdWIDSTGEO02h2YUUENKSdKcHbquWVmyEmz6eEqFT8+M9s5pjmox+Il5bT6dU/Ot++aklxrjiniPr685ZW3UzJhaEjOq68+Xd/jmsRgwKXRYUvmd/GW+26Qn/wgqxeYDpr0MuPxSLiiihYif5oCfFRJ75XXaTbNpsQkmnv5JQFUGRi6z4ycs+zgmZ613NZIj7Azy/l6DuNPRMpdm8pmzh1VoDK/pN9bNjvnpqLF8OMDaseKFCnLa0OJMjeW++j1FC8Wr5n6dc+FnT6R2KVSnuVnovcpjnV5vmb6f0dpcMzobTFved8u9CoXSljXzuk86cxbQvHA9NP91T/Mo7xHO8aSqZwyuHeingS1ncG4mnxjL+zgg6fN73bPOXWmp1m4JOlbmz9yDHJ/RqOesOiPkbFQWD8WiJFZG0JyfKa98DJzTly2v5ysU0hELmjGAbwVo46t5e+ZLpl1gBsjytA5TnvjadY99/4h2lawgny/HqkioWQ3pjSADZSYlOiKuUmTlEHHT8VzHkAJ5yOkQofJXCy+s+V/pBpj6lc5zOQM3nk9wzB7P6b2f54b3zWY+ORFpAJi67/dvmA75FqX7oy23GrsMafG10JyleaQdsHY6SDaFgRimWemlSTnA142FHPTAgZIRNU9BGk8HlbFk/DhzWGPJhaeUrEntmApcRdFRNDU5LCdSo8PHI3IAyME189SfHieGOD+2Du1pOTFRX2E6+BYfW4+VTz1nvT3zwig56Cfkt57xxEPnnsVCn6Ytjalu8XVGwfr/5/slzo/3mLw3rdPNJ53fP7DKqB/pOs/SP5cRrO88n/O1BPueTFvnRvfM8/fPwQfzSix/nS8irVVg52f0Vuuy0FQ629p2XodLk3HvuOgiv+N1RjGi9gfLfkTtWdfgTjWbLn7/vK7lYG6ossUI6t4BoTYb0A5EeyBaoLWu8kguw8S5ZBXBZCPMpIOWplcWH5q1pwEHdFyPm1keBM/QRD6QXSvQwOBr8rrRdkQcGOOOiI6jM2CcXeVZ0jX9G99fpaaiNfKSlir1GwQhWjFM8pkqd7bKssqsNz1aR3A5LduKAhd6vWF55lm37r2Wr/G1fT4z7Tzuy7PM3L4OEn59WEYXwdU9vvroJO+f/i769pxY35hgudO9Id3mtFU8h6uMnfthnhc49T2ynRPPO1F8cmXBBt9YXK3svJ7zxAcLzOR3PJ6mdR2nH9Sk6wWoj9pPsPANZfKmSrFAci7bBRXkB51zDLDr2tJVPJ6p79X0VxkpjbyydIHSa2rOFx2kJmTR33C+1Vwzr5fGlOszv3PI8chG4Aq81WLopxp30yxWAKrZ37LRV7WUASV50X9VfAle90S4VNW4M5D5OAjUKJ+R9tsw8jlBoBC4bvkGHCyRyz4W5rMu+2J7y+sz56Z0MmcQjDan3HScKv2ZO1hi6gGCvwxWI0jJQawCgsQGOqcVSBRgl0qfSkvnzvFjAGBZI/M8NkCH5uIQICh4HpSFkXexh0XfAiSPJBFr7bQXQ7ZsDr5bbkC8ALEh+qv4nmXKHTneENUHZkOBanBBtgVEd+j+eKB8Ez9jb+UoXwnZPMY+xye746RrL3vF058LeBUBV4qYQQcpvrVF5x71nDm7lywjYADRzITQ336oQXO+1zBAUOBlf+8etn7tk2lhuZDLcEZ9FidbP+fYa+8TIPCcAVL+uq90Y71giaEG99tJDPnGgamX891TesbUpc5yJ7Q3zrxrtVHNK5mhromp8eXqi19+q/3lyh/2jZql5zPf//bx65kQd75ACklZzrCuyVlWzzW2aGgxgkmi2bR+rZCs1cQ4A3k0LYCu1yRFLhvL9BM5N/FIRoviBeEakQ1A3JHxBZE3BTheEP3jZADZgP0CRuiZ5hk31vzL7LLbuPA2vot59qsMUjk52h2IXb2v1LRzNDDCdEeVMxoAekccQWReJtKRMhu2wWaAObr+vpOJxZ2BiPwNOK6oxj3xQMROBPcQMncom6FDDJl1KYn2ljKGRmaXZtDBa0JCBSlaHNrgEgqDimWm118IixalS2U6bZnoOY+fysYH/Iw6c2VkACpjpTa7mZPZjpUQL76VTwnlOtc1uyVwAGOnzsrKSYmzk8FpvEM0I/qE6VE9AyoFkI2HogVaF7qw35a/Bxp2KYNyTgjtEgfpsyk4ULqakfNJZaAHnS6cs8SIrOwIJ1xG24l3NNC60bGQ6NyedkKpBnYOC3IpBmrCQx8h55AGsrMEVuYnw0DM2GnDjI5Ox/5EVqfmsiQnmLqt9Xdpt1pTReJtZOUGgOjcUoSEOHEz0fxpGiL3Hxtt2RPUuA/RuI+hxoflYHRWEtc93ZzNssUBCLPYIKWxpj80D6i0ehufHIMCZXpv7llgNs9baTMApSEyEEpFJUrRmQbE7OugmriL0zPCBjvKWE47v8fqOFBAwYiusPNRaK8hhIHv7/cxNy8EqvcZDdRyNNf2U1Bi3MGGx368hfyyFqK3HKo1W/X/nYL8IE1JdsSwcnEoSCaai0OUvAh8TghYK30qIKc6iFYc0gL5J8c2syoKzZrA2tMmECDyw/y2IdP0GTU+Xmd+bjpBgQPWIHUUXTUQ0TEot9xcTDNvxwuzrXbMxu2cCzuzyzmbV5F9Ug4VwOCQbkKDIl3Ccbhc4qGggVF20hXgqWcJrqjm0zIaEkijxqHyDbER4Vpkyvs0IRBTSmxWPQvNGxkf6VCptty+d6HgG04N36uMoSY5AjaWq6mh59NGvhC4cHbh0twwkyggBBDjQI4H71dOfRRNQOi1GKkeT3mK537vaP03bQcxgmAmZ1NJjsqovFyArUm/S+R+Qx4f6PgaDWjvyP65tlamGwx24EJ0ZzQiWVNrlwY5pEp4NdN3KxQc94/T9q9wRme4wd1B2dskd9I1x5U9EVCWbpNc6m7EzL1DVprAFnDwj+n1RPZlY4ZDNNZqJz1eqJ8eO/nK8Y6BAwMPsakHZdPxACUtwRvZ7tp2rqH7gkI42UEC6Ux9rj2OYO3fVHYGpJfEjuwu12mefQfDH+pJ1vmuLTauZT7Eg0XnTYGLcBNOrlD0A70Plno5OPfZiCDj1mho48oxH6125cIYf3iYn8yrLOtXh/16QSxXfouonxzogPacnhI+I/Q7Jn1hnse55Jydey9MHcYhphKe3uenIMQapMRyvnmoHx1P91vnMZ9iIXwOnb6Slw4SJSoz4gzEWG5QD3V2suds4Vuev2dVVypwrh/438kxYJ1MJzpLuqJoy3dynM4Vm2tMvXnJClp/Kaf0eY6fjxCwbdghp/r4iVfYtowMRNvJX5KlVMj1WvHmEpcGisUO4FXfXUCE+Atf147S9obGDTbXG5AteVAmQQ7TwATlbxui39C2V8T2hrYBvV/JO+NvBRsuBdDMHMB4R2bD2C9TRwdL2jH7XYjpkAO3dfEROeniQKBhtB1Hf4PRuQ1Ai6asiM/kN/EFiAuif0K0hm27oUXi0qWnN9kg7cqxb+8kUdV9P0Yg8waMJvn7BSydaVkPTD1bepR1Olz5M79I5v5D6yKUd0jeRKCaWoM6OHmsQIfKPKfsZrkT18nHeANrtKuaQ3Mfh8sPaY3HfRmv9D6vfmA6vaDvq8+B6SqW9150VAAuNxi2zdHIw8vJZ30D8xlU7PXZxr3YiKB1wJ6+jO005xF2eua8bwTcJ47+6aADG+I3tgeRtGU9lpVf6LmzrKyvU/ZvbnD9e7IJOtpoXzJ4EPnOqYsXFHAl7BfpQP+IbDc4GB9tUB85HsyIOKz+HfVc2zuzFLR1vUSV4krAGR8sgwywl8khvYX0FKGxVnDLe1EOdzt/PS/NzM28TLQwfszbSG43+s3GC/dkUreKywBaMtszdupIbpCL2Vc12oZsnzi/DlyOA9k6ol2B1pHbA4EdzbZQ/Alkx7g3ZF4wHiwf1T7egW2o31UHHi/UG/qOjM8on91QEGI4UCFnapVdA+1cBJqzq3AoZnsTEOQDkB3tzgx4+lM6sn9C4gPxviMB/CeQf2MfBwb+RuCNvifb1Qit2xXA78jY4H2fzTL6A4A72m4n9X9ybZsCAe0jIm7lax34GxmfEeMjMD4ixu+I/N8w8p/I/L9gYEoikW1HZkMehwAwBKGiB+3sfkfgQBxfxBL+BcAHRHyUfvjviHjFwDsSD2D/CzgOypR2QcYHIP6fQLwg229AXsnrxwDuCr43ybG4Wur+4HjDib9VoGD1zlP3cCk1mkFdeoDtSkzAjsrUw1lVtpHtU1V/OW+YVJmygpm0rnUYSuJlU+rYZMP0qGBRVdWQvZ6p5tMHmUJWNjvtL+wK0I37fF7YFuXYZ9Yt4Oz4U/k/6yinbJMlA6R6I2tOywcy6vuoLFqojD8A9VdmJYujZEiMlGnYkEOgrQzJ/jexaWvY0vvUM3GWTJbdv+iszI6QvW8/SygDTLrkyZeW1J9KbkoHo05GOwXr+d85/hvlmNwESahH+8hKe2tSkin4ZlQaMBOqmlcos3dOQBn0On89Vrlb6fnrOV55EXgphRbos4Zf1RwvXdjE7zRLNpaJaqZ5VtjdtKfqpkcXglDKQpvlRKIcK35rXSOncRxHLS7PsDNfTpnWtd83KZYkfhrh23zvUOqRm5Naia4IY/LahBoZ2dAWsURws0UsRGMDA5gIBfMkT4Y2owl78Hqj8Ziu4w70Y172K0cpX+vzlt+L7tbPjV6Ib14j9WjZF+ffz/dbnvXVx3aij7ozMI0qO3HsTI7lZwsHFKzMLSMVytvoQwJW/Awy1Ep/hc5B0EkpYVGsbFix5FSyWoRQgJ5C85a+BA6ABak4lnVI0vhYHAHlbLQSvcwZLETm9+vPPCGxzxNsxwL1+ljuuzjKgUXhNzr0/PzniPqPj3j69Zm2JKICmKVagDIsivaAk/M9zuOfER/f2eNenTy+kYXipGeiJVd6szI8z4m2XLcix8xf7Ezx+eEyd6fXnXPd6BybyCu9Y10/56cQp56TFa1lWQBF3r3lak5FUyFaV5CBdRGnELDjHqcyXgo2ev5P9GlDtc33mxee/61oWL/nybD0a5tGl82kufz5MRUuDpMDmjGYVQ7Kib6mVcekBfPwki0nYRnzHliuz6H9ZxrWewQwg0ExpynifMuv6NSjWVLUA8t8y6BGTB0hXT96kVlfjVcKat133WdDjhWhq8JABa25A88pOVmozGJuJ65luova5FHPWx1MLsNQv5/k0brXz/PEqT0RPNdrMn9M+lvorU5f5GHUBC/P+v5Rp1v37wpC9JDTnQGU2C7UZRSkGN7rh3A7HZzHYTkxjb10hp30wHL+qpQEmz8CBnHUqFcjp2q+en52ZCnTPje4TsjpwF8yneZ5a1CNPMeOlbBzypkf7YJsF2aMdJYzYbBrAO1gGZEg8q56sLhRdRDEgkAFNIlA1lgriyIxA3iapyG98WmvJigDE8cSTFxpX86T4Rr01/q+HCFIvkM1mpR8yUn1sfymKzDpkHOX3rfPwe8fHOeM1OVYSHj97EzCP6Jn8rrn076+Yn27p2wi8aC5l8RnvnW3VR4u8nFyxuKQpz3pYEOJvEV++2nT4F0fFzUey845OstCzECE+HahDFPrZGfhwrbPv3xjun56zHc1+Gby1Seetd4012vXWc7zeafn/PKgwPI9icCu4K+DCpYPmGt9QrorMynkoMUBo0tnZknTSI/TiP1OrUo0rpmAAZRTRVkQkfWZA6J0ptDWc38Iy2YkMXo5AkM2FdUQBSMGkNJ1wuVnsQS0LYtrnVx6hjfm3HBc5DWAbQ+E/x3IfAdap5XTyI94jcoBFbpaTqJ1CiIXnu6MfmDa9uajsyTRiY5K5zqW/SPddXXiFGk9nWPQXz1D41n9BuUotg3iDfuj4yxzZ5bMqG/PKNOFnku2P99rfe7CV6T3xtLjLrGw4qJRX2L+0Sa1etrrmpw3CMDZ9Ct/Mk3zuqnv0Jw865MlyUvXswxeeg4wXQHupZC+Z/OcNT01sII8aiwntUcZYuuURQMDfZN+J9JepazEF2cGrf4+BYSXqS+Q4bJGei/S08pLzJ+f5LTlf/1uPeBpPX5wzPXQPnEwVcBPgj2oIwf2sp1ZApKADjalVSmz1b6pEmYqXQ4BFyB7b9lrFYQq56yG5SzJBswscYGJ0vtj6h0Y2ptdOosDNKu+ng0YF4LfjneCkHpXFFdrO7wECgxJBgBJvlpgAf/ryCAYqnTR5ndksCsKUAny6+pd47GHHSkAVPpSDuKal6pAonWvuL+yVrsBsfaFupyb9OLKOjbgTLZaNoJysAP5ysBps09W/sIBfo8vKHDWul9zlVPfIzjOV5Ulsk5R88h7fSW/ixd1TODAE22H6AfmKeI9znKoHimmywVhb34One+y8Gt5UTjTneWXMpX9MMYEJqbH5TVb1rfGfAZrTM0HIJ10TLBLTt5rvlTyiH7wylAQf84nJfjs5tScNPL9FMOn+TDppOz10+D0nBUgcvK/Lb9O5qm/4+k633iZs2Idy/O9twOaCwe6c53CHx6/Xo4pfxfDVu2sqqgjQXNsRIsUAsENYpqY4YbsV206IrnWgEauKe81D7q3/XO7mfoFLXrxwKhUPEU5k4iAyAsA1rt0H4maNCOgLhCjvZEB743MHJ9Bxq9u4mogFiL+8q1tN96/3Vg3b2F60TtyD8RjF2ZFG7Sz1nLHq/i1Ikq4ArEhtxcAqg06oHeSYgkpt6PN6i9tkzzZwayDO4A36mA9wVrbD0RuyP0GVADjQHWMVwmaONT0u0lYqIZxmNGZIbQhRngD4qWA4RED2Xam5uKdm3+/Y1VAq8nmDw8zCJeLmvMKXx1jEnmSGa8bPMqb3jBrwy8bba3BDaAU96p5b4fxsiHNEFakRzHTA6y1iqqj6sh3V+Oc3kk8rZqgkcZd7ozpi0Aka786C8FBCzQZMBp7SzpZjMZENiJGIzHGYBM66RKhBucjDk8XkIHsTT6uobKVG2IEhjMgVgMmgMyHgnQ7Mu+Lj1ZoB80Vx/QQf5aiaQO5vdf706CRwXdyAlMoh9YQVeJqzHNgngRM1KMVH0egff5PDgtgv1A6LVg0EXL2KrvJmQ7e85XmFwcQb9onVHpYvzaAsYkkxbBLLbjAyi/pjMy8MhSWXhm83kqWApLKXCGZDzC7wQjzy1nItMtJtbZCke5zU0aKzyCajPOrSHmw14x7xdgwoKB0YERHoU2BdH1bfiFdLG11gz0MApEPBiLUF8d15MO9XXIoY4eygwa66UDP9rlquJuhtSoSO0rGFMoAYyo1Y5dSTqWa9eOpCDIjzQ7OJrQ/UPXnf0hnVtxY855NJxNQJka4DM1Qwzk3xXK2V9W5XWRoOuBlp4edVm60JmfAIUOkqS7tsjf5zEP73OnvKEMi675c4yglwIaZ9rQNmbhpDzCFPIb35UX3ssIlw0L1mquHRezLPSdi37yFyBY1qjS6RjVAI+4L7QJVpnDRpUqJggMoUQESvpecSGmj3kEv1eW2gWaZ0+wu7KIl3XtgefCiPMopbj6VVuCULVABMBvLmbCyPXWln6twNJSAuDFba9t4v367oHXyf8439TS0L0B7x7ENjHEAj458JLIncuuUVceuurpU9I84ONyHszeV7t80//dRTqsqF5QpPQKkkfYyS87mHYl3ABsDBAi4Vn62sHgAcDAQUo6+QHYZMONK3hvKhpDsbO0FES/ISyParP8B9N/B2u1/YLQh9JHqPB+fEY9/B/IzDeJxECU4BuK4iua+oAzEXBrHPYwQo9wfTTLuoFDOfiD6QZrvlD056BTIYFYJg8Q0timfhPB6qO63UILEtnSkwC15/UidOzp552MQDRmk+Iw3AO8II3AjS16PLhobN4oOG9sVbPrR8e1zuN0W/X5+qmtWI2jZnqDcWJQ9WC87lUjDIssWI4x3rtAAzk40ya56Ykx+GP7hMcf6sQlQf6e2tmjv+dzT/dY/zudN41a6TTnPBJxKlc4rP6ezLub3xXuU2RsR0zAu/jefeJLHwOnvGvHpRVKvO07nPWeTTCe+eZefMX/35xVslIGby6NOj346Iv+Xnqj/52+gw+k/gbhjhLMF1IxeJWudERjjgsQVwBdEvGGCqAKZH0Bd7xWUcS96htY5b5wv60nhXlvMKAD+QEANWRt7tbQWaFtH3y6IfgHaFawSsCNzx3gcGGPgGG/IETiOK/nsCOpIx7+j+uZATkjQwQsEmnSalu5HccOIK1wWtWGg7QOjDxxdvNul4+TkCNVkz/a/gOg4Lr8ho+HYHsyc65RTTXXkW7sA2wWj3dHiQG9JG3dsGOMD2ISWOiF7z6RQ4DuAN9AQYc8ZGPxn20g8kIY69YNZ9uGdNNZWvV8o7dJjd2B8oZzsVwHlmKWCZkefstfyF9wh4cwABe+Ll3jMO1oKLbsACkLZltZtnBUSGaj+bwDKkQ5oPohGn+8J6rrSo8o51bJ00dPmMQ+x3pa2I/kWvue85tkZqkyiGFIVVQqngACb5Iv8PhUA6GAvSGYrZt4Q+XGpZrqDWSXQ2iqQgATC5XCUoSoe3ezwC/XpqprpKpujMtWBO/dcmm7Yr4Vjmz4aZ+atgW33nIvm7Gvp986ayAdpKjsw+syQyANEgVt+LDZbPttCx0IvP5anzXpN+wy0wLg8tHb/GwIvyPEfwHhHjDc+v9+Q7YLMTxjjd7RxQYwbIj4j2t9AJPWnbMhBvTzzFcA7QQ2ZynS4AOMDAhc0ge5wsK/XzLI8g/+0NLLFHshglYYA/RQ4OuKu7IvLBdF34PoZgR25vwPowPE/WdHj0ckj9r+R+YZ2Zb8c9vJJRJNMGw3Ij4jxijbeqJ9sl6Jh6m8dbCj+kSMN28nsS5PH/wPInXOEHWh/I0H0POXsUIWvRl8dxKfaG9cmX4DxGZFv1L0CArFE+RMjqR/m7W8u+WHbT3q89Ls4CJTO6xfumyCPjXEFxg0YfyPxX3rPBI5/4ZwlgGQ1luivvF/nviK7aMjxK5kQ8hnA1UpUVqsAjA583OEeovY7AeTNDHCbv+uIBO3wIC1Fl++wKRA1APXFgHgMQv0LBewOZffF1hAbwdzRaF9G3+A+QDl25PG3TCfqKnlIs0muZ+Q7daehYFgFOZQFoGy7FgGgI4aqwjiDLh5Af8w9HY1ZNrbVok8acIlA/92tXz7xAAfOWih+LgBcKmM33oE2lOUlG0iBFv5UxhY4Zo5rRwV+MB9V/s3iVaExOiCUApsl2DvGNm5glnfTv/JlUtbQN2Ie8RNyw38nE6LJuSEDEE1IxhNy/kzgVv7LmbXqoqsxkBIJdYtWV8OfY9E96gmx3B9T6C+OTDpKHBwBTjW9w8661Oec+Plk3VNMj3SqxXe6l5yBTG+b72KmjB7Iw8QEEbuEvKMZrulnJ0g5wUjQVZfd94yQU9nnz+nPpoUvBKGdt8D0FptIATcyOslDp5DaAayNuxCDptcbW474gWmk+jH+PQPuCVLL/8PD79vmvJwu+pYAj/nTStdXz9H65vN1ebqct/7WDkpUJPBprD7fDqtz9kNHIZ7W+9tAHDK8CmXw7d070XVc21wWv8zsWvsQeQVyUGFOITJHIULFyAdmho4ycRqGSEYNgGXgBGwont97XZPwXMdKCN9a9Dnu0zmlqH89/cUI6gMHtZagUnql1/H85FjXXDRP898Ghb/6mlZqexWTc8Tanxlx7Pd7DpB47Fjexw/Qv2hPe3i9xtdxfSdiaQ20ySHnda+JES+zog3zFDu7fUQ59YjCMSb0af0yaBTICVJOiHWiVjRALDJCNMtgnwwi81OhLpldlXMtlDWR1VfC8zXH7UaPc20TeB73uqRf7b+sW6cVrxWO9QvC9nSv+rFkHJiWa29hka/rtatwj/Ozl3eugEshQZf5X4NSJqmvsgQ8jznZo9F5HBxmrWYZz1PAz+uxrofl3xxXrGvgoNvy94p0nzS+7kmfg0Vt8D2OeY7ntF4yYIfhLBMGRPGsPi8tfrJmpTzNK06nozLv4H2k+f0GqpykENqD0NW1MKs6tKzp0zi+cxjR13pT9YOB1oC+NUQPZkA0pg8HOrLTqRB7YBzkgQTBNYzjguGSHyEnbmXP6GGnpr+uXTuNfY5W61do1IYVqXzm2llzdm68vvC1hW9N+Tt0rpGxpkM2rHVtWbQrot2Q7QWIj2jtwGgyvKqE2DuQQIu/kWAddJYZ5TjC489O49u8LOIH6oLpaeXVC4osFYQ2ysp87JQtYro66vewvuVHVBaRnB8OikimnLLMpB/bsT3XkQ6hVcb/94/J6Z4mAmcaXn8XJZxOOWnY33jG+v9Vbn999+crvrmX6qPE7Mn0fJ3HM9dq0qi5AZbP1qvmGGepp7kPLGbqefrQYtSs73l2523WjIrvvdzKYL53rLLneTbXv3/Mj75/PNPDT3Gb8Pyx7KsQnHkBwRl2nhjRawCE1sNISew6103avRdtyPOaCOnDpbM982Dzr77weOlVobUNAyqACRShbHHPB9iJN1hugQ4k2YPDDkzNjJy+ayhpglZaPc+yu6grpcshwXKVmE4H2wlJ/T3aA9koC9pQRkRzNvMEbTgD3A7qWeoGxXs5LSqLkys/GU8/zZ+MkAbO+uwyD5mY6NvFsWOdxmt+0p1xPg/PTPo7x6pLLTKn7vF83uk5eaKL833X60Onr3zk6dxyGj2/G9eP41rs33x+rr9Yg7v8tRDkicVPEXUZlzPrNUsVaetQ23ylSFT5kiDdmLvluhz1XIE7qnHzIv8ScMZh4c1D+z5cNnXVqVd+aj2Ee5T38749z0vCY5TuUDx8mesKFj0vkMdsmyNrPs9r+QvcrSvI6EobtZfGIvOV2R5RMf75XprHKuOKMiPDPodBgMGUp85I1X50sK7WRqC0YO+JapxeJGakOHuKhUoAB9wQfgFvlS5tX6BuYlukMly6roMHj3JODQDiO6VTuiz2kJO7KnkMuJeg1yBxAx3eBqy9IWB2aP12oLIDNA/h4AzuDEiMR9nzaYCaG6FbbjSBo9x8uXxvCWQg8g6WT3sHs90c9JF+GZvmxPwP82cCgQciCf5OKwe1Vzf8lMfZvq81sS5vfuz3n/tqZUN1ah3r/lp5SSj43jCbxF9AOlwBz5O2Z1/VpuCDgxCrH0TlGF2BZsh/uqqtNfbESXkyzzuNXz1BwllTzsSa82CAs7ONnTHoRu9Za7BMkPbxyfflKW7gu63ZKJkANhJlYPp5vd8FPMlv2JbFe1YREMuanNZqWa9Sulf5EE/rnHDp46KzZe6+Zes+H78chIgXDayr0aoReLsdD8EHjuVvbDLyxPUOdTv3JsaFziPXcWy7Jodogxys8T57KnHiYydClqj9RoSekPnMeLsg80AMRXv7BdEuIMr2jRM5gr0ZIrihgwiMdIOYYJOu2AbQxoy8ASSeRsU1tiuYUqs04JRyZfTdaMjLhai53TUDVWMUILKkCalrVJBq/KbRqoMpatFYUmpc7og4MEowGQU/gH7w3QaRIykm6Dprs2SJGZKJjKlogQfsAA4ItR3BMZYyYUYoJpyfOcbBmsSplMyIprLNrgMqxrI9O0+/QW+u16ku7hPhxm8znQbn3UXBOZ2vzvLwro65gbLcSdDrzfNOWpEUj2IgVJoziVC2wRhCmpA92dFyMGjYG1rraJ1R3RYNWc79wHAGwOFIpaPLuo8yKdiYcv5jDXQiaRhsOBT/cR3WRItg7cQkqrk1OkgeG8U5a6iLBjrXJzIQ/QUxOnAwQ2Icb8h8IOONc3ocqJIWuMK19jgbdvzwvlPmOSrs97Sy4ak+NG92ipB3pJHNMOpCxmHIcCxFQHW8rZS51Izp5Qe05vIVNPDmmRVAsXKjNUOzsmeHEMqAK8PLzDkPzJ42bekH8EChYpTdRZ7A2r3zHpuUuHZ+j8G1i5L+B/dugns/moJJgNH9bsLF+pptBp3KSBLvdqDVXdNHMitAZwMXRLL3wxCivQTmsFQ0LbAWZu50XGYeErJWKvVeDWAtzwtwKL02BlofiDbQM9CqN0UDMU0bIne08S6lg+VJRrvCgRKgAeOFK5NLuQVkfW80W9hIF5qB0+EaNkM2ABXHjEV59PoHKId+dmiclnOkbyNBDiDVlA07USUNyixbnLg1Vt/TNEtjgbVWk5lURqEs65RDctw6mOk3gXO6ubDGUsQdyCoaDlABB8xIlx2kJreVMcI5CmU0FYrZyMXmIJhf0oarG88ZXZOYSqOUg5p2Ba1FhAmPTencQxmRqXUfQt04w4fFZnXfDQnXEbWsIwKOL+I3VVZM9gkwQUgeBhBCPSmYaz6ZiyIPa5ObelG575Ayg6hIRxlU5ZxYUNffO1rju2+3F0QLbP2BiMTlY0PbGi6339G3K1pnjdXsB7I37O+J4z0x3g+M14HjeMFjv+IYdzz2v7nnjoEYiXinEUVjE+x9kwMjX7l2ne/IWssh2XwgtgPRBuJ4oV6EDcOGFjbqk95v7ZC+JgdaNWnkfg+VRyHq7EDbQnzmDySuiPyIyAtaf0GLrQwZbH8gtn9Ftn8A/Q/ScQsFXToQfyD7H8j8C3lcgP0dOD4j44HEZwYoHl+0mdh/w+Vhe79Tr9XOyKFSc126m+rdMrOGcjzyEI9iUIO6EA0yysdP1Dm6jWPqj0PNcgNX6qPHgRxvdCIgwfIBBzI/AHkVv7qAGRo74kjEcV+eCdH9DqNTM88y8kfH1yAF0Xo5xCzXFiZW2T42TFfnJEqviNUYKn6g+5chBTNLVI8paRLSTuazw0YkPzk52cq7lnNdPH6g9qJlWQX5nTW8om110zI+l+k5c09+V1qv+yaBzTGH3j+Hs6RoP8RyJ/PprLXg3Po5FWi3Hlu6tBwpdTety5Oz++v1XfmQP1/RsuthDVz8LJaR6zYr+Oq7R37SeP9Tf9+A/EBdCBe0EII+rLuzP12ksiLiFdWPSwhuOtFczqSh4SIZ+ip1yDrbpgwdo0eVxQdnJrM2e7ZgOZF+Izq1X5gV0a+IYLbFke/A6BjHC+u77184L8eOzI48blyDw3TJHhDRDkQ80JXt2aLz87hIBepCI6vclDNLc0OMGzLfMfLfwXLFHwAAAy7vdqGdmf+FiMTeXmjDXBmEODbWnU/Rat8u6HlBjjsSD4wQ32jSzwcwkeTvWi/vU/GV4bIzN835F37u3oUkDLghLRG7m3wH1uuwbDnKJBKgsiwWnZkkKlvYP390+NqQz8L61AJi4DOVJZrKYl3JWOOM0qf6mcSHT3YWq4GT3A/ub1UvWdkjuq4zyM45UW8iZ9Qb2CP9D+IdrtFvgBn5l/ls0PcZoOMZUf7wpuxCBLMHiq3lReslnS1YKSNjR2IvnSoymNEcqJKO7EXHeaYdQJ0tVaEgjjt1+d4xGpsORwvKspZE9C8ywTZl4CgHLdyrasg38VwWOB5yPEpfLJ+3+5nNdeRllgvin3bWg87IAq6l+WuiJvEHR374C0SY/47EDSzBk8D4jMQXJC5A+00yIOTzSupkmYh4BbY70BvG9sL5bAd9Z6Mp2+CV/qyN8jjjxrWS7hza78yOuIJ9Wq7A5U9Ef0WOF+p1A6pwk8i4I9pvaO1fQXvxBmxy2EfQnkKyD1awYgkAQGsb4wagIV7+d/mhh2wUyYnLO5HoBwGWaHfg2MnLcQfiEyI+MSsEF2AcaMcX5Lgjxl+k8XED8ALE/wlmZ/yGiDvwOJDHG3W1Qb0ppdtCGTuBK/A4iKjf/gu5yT8Wg5kXe0fihojfgHwDs7ESuL5yv1/+BUDHGG9AHmgH/XZx/DvvfdyB3OHsFDcUyvYvQPsfpM9h1P5rYXkCB5qqU4z8zGe1C9ib7BPX6Uf0lqoWENZp5IutwKZ1li7Sn0HfiAd1TDgLyb440ayCoiyX1cGMh47KgHIAvtQSBpCiOwjRgNYR/YLYOtqSMcBn3ZH5ihwP5E6dJY8sXxt5qSo3BH0MU2fivJSta7BAMJukudl7ApWJJr7PTOxO/oMdzD54SEZhUY8YyFr7fZ74QBef7zdmdgSzhiJ3ZB7IxwXjkUB7BysEHNT9RzEn8njQf0396sL32WU3W7Y0g/Ktz0umuBdOqdD7k+8HFJsNCv44sFazJzphn71fOX49E8IGd3tWNOP8/ZS0mI6MJ0+Jv6syELHcygq663s9jcFM3NGhkVrLOD8C06FRSvTqTFxRmJFatCHhIwbpYZYuTIIJQMkFMaNxAJxKXA6ClvVq1F5DQ3cwg5E/RFLA2sAq42NRwhd0b4Qj4xZ6i2CrifT8Nszc7RXB05afC7F8UyjakJCSXlFrbyI3e5FRZkd+NfPMZV00vp+iTp6Nj8VwfT4tvY4xP6vrn+4hBTXW608/40ymT/NwJkiPx5FA/i+spAUqgjvxvbzHGvCvu59u/YScs1O1Xitq/9gxW0BnDcbT3uSUyxEqQ00TqQUb+q3NQRnUuNKBHWqKiwNjJKbBsNKNHOa5zv33juXLhR6i3sGT8kT3xT5SfGZlduu9bNh+bfL+8Eg7F6So172/d6dnolmfvxJPSFBPhOkz/ZYTHlHk+10CNC2sg0rIaZqT/r0Xi8/x72peXQK2LY9I7QsHkXifQsfUHlZpmuI9QiA6cBlruHDuPy8Tl3MpybCgymv7fuu1NUv+/3kCbIxpnHXhHMlcmqc1Oo0hJ43lN9bAaJqo3QlmbHxrtD86Vr6UOI8J3/h9yrGv6DFAmg0waFa3tSZ3ft+qx1sBgOU5Jx79/c/jNJKBFV0296PX8xt7JJ4Qrus2j3h+OibtEmVyLsHSnmTJOrcLKrIMRCtry/VLwKUQWN9i9eu+/2qvroOOrz7PRT49sflv3HN92vMz13X1c37C76SjsBQREK2htUTvG/rWcb1u2C4X9EuidbDcRg882sAeiQM79uMB7A0HOsbRgNGVSDom6zmJ21UvsbMFy77y/rflKs32hNBpy170XnYV7uW9CyHo58sJqLFQB2MALrBRHldcV3Sqz9B8Pwbs6UdSwHBcEfmiYbJMGMuz9eKtWQ5r0pKzDGbgU6Uk0qh6y9ITMdTnBBiEbpfz3kUPATeO5x2mExxITd+i+8rZWuVCwrS0rt2a7TNHj7r3z46lJvLpxv9Nufx0z/Ve847P95Qs0e8zr1l75Vm4nBWI0xOmHrB+/o3nnIIKlhGUr2VfrFdXJuJy48SUibWWmPHe5d7UUawLjrOo+hYPX/bP+RXyG7wzvzEjdaOn776+9vn8+tb8/SvZFl/9ul7zc3nazrzQ8wjgrLuoxvda6xvuHbGf7pg1WAeC131gvXwVEt96J48LDI4q6yHaRUECfxZSO4Z+0tmaatLr2urlnMmOqQHJSWuDxnaGHTaFIF12gPwGIGsDCzupvwRc5mnu/UQUkGGkeOoQDxmk8Zqr6HA9dj47AfXlqN4JlW257gdg9m14Xt/FOWwSO8kEyY+v7N+Ff014+FyjlbbcCPpX2FOR2VNActlLExl7ynHCtGtMo6s9LlBRzr/PfH6lNd/DQCUs86Y/StdX5vDJ7xE422txujaWJ1inn8uSk55W+mqagwJGkQYZ6LTPYHldTlQN/fxzlYtzTStDWro+e3xyTDNDMuodDbSbi+b1Osu2dX3iSV8+/3sikProO3yv7rfwv/U2sciA7x2xrnkQ7BkMppJ+VEKz/lGXmo8xYp4Nwamr76Bnf1fwiQ1knU1STi8Hc0onXnw/i/3HsQlcJz4Eg0LiivDYgmDhgINMDZUpUHJZfXya9pfLgucdpj1PI5+V9c963PRLCJSaDS6VvWbkVuPyNfM5VYIzAwntGxxw9YWZqSy+PaCS2TuYHWFQ28rvlBkWQKALwO3eRQJnqgEyS8Ol7ie73rqY9FKEMk2qx4gb0eu9yknuewqcozJcPyG4ortaI6x7c9EZVke6nxcLv1732uqbCIF4QR/T7O+7TZ6G9dIsdkC9PZi5bbAkIJ16XVtlb6fXwHvS4F6O+0RP5jP1bvKNxbQ/SxYDy7poX6y8RnLSAfp6QizVJmo+/OQEVM6d9kig+nEiRYbab2t1mJXnFT9aeRjm32G+uCz5SX58i9ctk7SI0PO3i6x7rhTwk+O/0Zja9fIXBS9XRf3ghh03MSujFt4R430OMi5gXa1GYkzWoObc2bnNSQylIrFuGiryN1JG5kihjDudpuMqZFeIQAeyMzIV+RARMypOBkCmEWNHbF+QsWNcX/XCN5JgcwROSNiNCPjWLzIQWD8v2kDEjthSPTKzEAjjIAGNYEQdj5CiedF5UsCEGHUDYTacnlNZ6O52AfKF74QdGK/AuDPIsZPZoxnxMFOOkSl6bgBuWsUbiMLWRrbyygkXco7M2wyIc+dI4h3utF7NKQ9wTvKleI77a5An/EKDnHJ4PzNW1Y/EgqQuLahp/wcSRpBL0ACYASg7DiVsThtw/ZXCzSWyJkJV98sOK0Uh9DANDaUmN/aCIN3xmpEMQIxB5FqOH2m+OfnaqtxDTqUTY9xoLuUQChUzS2J06Z8HnQvaA0z5amzGGR0RHwFs6PhIpNTB+TnugbF/xoE7Rr4jUwiwhSFXg6+Y+5fMdkXqZhldc5rX659KZaU/Sf1npBqvDCswdbOh/WSkifn/j2ktCpWl2umnSLUEdwbK0EmrySu9xJk2oLp54pO8/2J4DEtV1UVMIrEjrFxOtLVrxUeAaOtUqaPUPo+UILwV2VJHksIQRLBFv4iXuSQA+WqzouE6+uFUZ6XlWtEr9KlKHCDRVNKgOSWvfI0KSjg1N4i2GqmyBs4YGK34Hq8fCKNllF4duaFFonUaySM7Ygw468xZOCljJyRriLbWuAcwe+qYtywKVg7KoZFEkLVDmSP6l1utH5FoV66J6iVW3d61F8Z3j48mPK615VGy/u5UyjTvVUYFhUwzbRCBpp/pPRLcz5pPIJBC+RVKZXOaq/bxkEbdgWoWJ2cpRb4dJpL7pq81AiMjrxU6PxZ+MOD6vuhuxGnErUg2VEYs1/t5P96mErxepH3g9y7UY2X86RBijteOiUdwD48A6HDRa3vf2VmbQaSO0Dg0SJxdyPdM09NYZRbgpqTZx8LfAlF80vfw5uFzKSMJQcxmZPhjUZgBGmc/OV7IqXp/oLWG6+WK3js+vHzE5bbht3+54fZhw+3DFZfrBrQHou14e9vx9r7j9e9XfPnzM97fgfFlB+6BAy/IYwfuwkMrOwxtr3gg1QbXD7VBdIgmtKcepO0M1rNl+Q8Gv9mYjej7lExvGKx7jiHnWGC0BrRAbjt1s/GR86PeJtEPIO7o2yAfub6xOfd2AfqGaG8IfBHKqgG4InBF9oHRHsyBGdSNcvyO0TeMly+s/ytkUXQ2UnSv2nbIYdkEBgjWCc94BwYRyTlYqz4kF9kvJ8GePQzc0D4WqslOLu0EZvd2AB9JX87UHDJsR2qemG2BYAYGefudvKENOhWVWZdbI83lhfqDG/3GBxHTr5gMBhac/xbBTtotHlOnTb2rePWU/6t7bAYfLG/Nc84ABZasfJLVq1FV5wac+cinUJ/003iaDT1lMZdTUSVA5IBrVXLH+ikQCtBSHzk75arpJ29KWk/yuizEjPQeIRBbEuHMNjs5HcPK5mUcNGp+wvqYnSgO/lm/wdSh11KEAUw+9S2gSYT4KuXHzC4Zp3v4yHTJgMSckPp2Wdfndf7O0cQ/tCZNzirgHXToSLfDZwDviNiA2BD5kbZqUC+IyrrrqJrW+bdnAMCGzKtGxgz1WefftggzryObfPJXORI+INoVrV3Q+4bWA60rKBzsq3Ycb8iDmRAEj//BjILxBSwf0sCs2N+k933muNsN0WSPtqU3nPoKObutyjZZnmdijAM9d/b9SeqvtE1ctoryOg7alEfj+0Ywm7WPjyqN8YW6Y3thFv+2IY9EG+x9dwQwBtHIeTjL8hNpM95B2/SL5l+8u7IPZeO0aSNThQvKj6HAkvVh1+wup+wd1TsCF/2tMl24Su9WDfVnZ/k3DmdNn8fHHgnT4U0drhD9dnJWFhL0LimZt+vZtzoPsBMXmJFIZfLmApYK0SZmWT3qS0pdyK3WTEqObAfPmceiDHwqjbCPJtTzzr3YmkoptegsM9zoe2mit+gpRxl3SiqjnlxO2cVY/R/ACJfl8WXMVGXD4JzfuYTtANAS7eiIljjs+IyDTu4gAjiXNWLgb4D98Qx8gGwCYIIHNA/qIVZ90Myy+G3JgvnF6hfweBPTNyFdttYM+BVZOoZKy1WVxk+Ux/hP8rfOrKfMT6z5f/wnYnwmrTXJ8rgA+Tuw/xtR/XFH4BXY/h0YOzLfNJZ/JR1eVEkg/0QcO/B+oy52vTL7st9pr48vygiVHtLUqFmZnBEXBH5DyPbLuCPzb3B//oPX4A+9l3p29DeuRpNfJd+lC9KWa5crAxTtgsiNezvUF66/cG1aQ+LKf6MDQ76+CGRrOLp6KAZ159b+k2O69/LJZCayf0HGQ9lm7NcKADgOmUai06PLD3kB8spnuXdg/i+wd+qd+7L/H2BWz0dENrTjI/fe+Hewz8Rn+WYusjM6dcXeqn8i5fgFGTc+ExfxxzuAz8j8gswH8njVeVeChbZjob1vH9Mfo8z5QT7ADIcx+a/8B85MRj7kCxRfW8A41pfYmP6KwO/gnjRNp/jZZdFjZV9Fwr3c4kL9um0bWr/Jr5bIcQfGnXbCEcijI8cN0x/jDCjzXMmZCLCihgPKQGt9CaKG/MgBl4BK9a1k1sYFLvU0s9VnlZP8/1H2Z1uS5DqaLviBFBFVNTMfYtqxM7OqT9/0+79R91q96lRl7hh8sEFVRYTEuQBAUs3dwyMlloW5qcpAIUGMPwCdb/l3lNZqWQphybmOGDw665B5BmFbqhgd1W1Dq2eFp8XHlLCyiv6e1cq4SXJZHrZqchnT+gq5TR++0aBpNnq5t8lNXF9XLw1pDLT7+sUbfTcAU/5rWovj7wchggNXR122CGj64hR8atuHWgemjRs1/u+2SHRlOATjLefvt71BoVRMuXBE2uDA0ahR3azivjH6M+N/lkbUHAvu7LZNpj1AHKlB8dtrdtpGEQtCTF0nsle3MaWowReNgcLh4opN4GwaImWMHt5MgglVbQjgeJdYjzq8X7z/a0TJaFjFh6kpQC6hiYhoT70Oo+UWUdBqkWkfbbtvjk2YGjn8/UNvfpox9bUxx7vU+PcYre/36/iL4RktZeV26Lf/GAn8FX3S+Y399kBOu+2tOz2MAY2skVdG2c2jxe/n6IL27yTOVD2TRl3wSbhh+01aNpBCUiujIwpJpAVZSNmCKMyIzuacVqGmidYUiI4uvKGJUbg1x+PIH8b9Nh5/bWTKV87oOMtBEZRxTUbl8PtHQxAIr+Yt7jS851dp4PVggy4JBuffjwQWc3MbpPna29rAhllvzwmKqrTeL420O69o9TGjQWmkyY2oJYJPmeIsN48f3z/ebVBGGi+hG0LhoNGoqRhjcyWH1+6FmCN1/t4V95v5a+8NDfkgQRHuRGkLMSJJvnLcvCR0dF3wjFjDV6c0eg/jJ3jiK3n4zcOdNs0AGvmV3z9evU3BoDB8ccSchTIHzcE/8GUbf/X1HfetcIsuHJh4o+ebCaOj+m75pgzfBdJ75BbByxqjbGeEkzHWfdxXca/b5bcxVx/CyI9iJGn4OzX5Y9c7HWoZnGIxR37v5giNO4YSMGb70Pf1uP+bgU+j+b5ONkeWIfVKFo3rLrx6Bx93fK4Ma/bt44Y1o6SUSDkxTRPTvHA4zBwPE/d3Rw6HxYyuVJnzxjSZw3zfdiqFdSvUauCMWmVY0xi26x4ta8/ReYP8sROjp0xua9jnYHA+Nf430CwhY3Ugw5FvePA9nMgCktywTeYkkaxIrkgupvOlzRxpcjVKUqyprexWiUBiLzkfzWZ4Rk1b463qwbwebJdxcoLOHNkVDsNONv5vz1zsrvxhfRV6c+jKjR4WKKsIht2IK236SKej8d4DQqoFO0K/gMbzv6DHbx9/7yz9Uqy+lqnjR9867y8e3mX4twbXeYbRi4x/fXl+zNGgO8vAo/q/k/Ou5PRKn0PJ3Pb7GfZ1e8YoeGhiId7HyF663B2DBPrFBAzH13Sc8YOg3VfzK6/O/GIOv9Ssv3Xc6nDj4o4y/4uRfeUIuyZkZpRKGWtmhzwP3eNr4w8ZMozJ+59ZIE4IuS2t8fHgbMXsNnl9cwdSWB+a6AsXNOFOEgfiWRNiCPCGlf4bZVrMblBm5yftnhIIYoGEByH87SQNgFB7R1WnOMUrosYMxJzp4Gjxvepj0poc6AVNBwu5njCnr/RGwH29wnExUks4PIKXDfZqO17ThvE8bvZR8KiwC/2ZjQdLP6cpE5GF8XcM0/4uodf0kb2m/q+Ny4fMKPO6TkDj0eLy4Gv7I4J9I411nb57rwYZGj0BWmCy31OChtq5QWOjYH8lfyW9+sFRytUrQ4R8d9pRg9aoCLVltQYIqEvB/m/6+BuYwwMK2F6xPnCWmW3szkoVtyA9kZkoA+uKtR903fjYp1jaUrq120pdjWs5nPyK73bZHedoW/cv7/Edbhm9AJpDqcsVuzr26Thfpc1Vp3Nfe08BtVJTXv41/GQh06LMtveANJ2G/hxxAENdifJqGlkVrWdkGp4fc1AxZ2hC1Us6i5dTFRDPOJAGrFJk788OPc8wgs7rWhUV00vUy1Rb8CWaKPsQxMFeeXY7yIOvUgkAogF9nddLtvcMXh+A1nheA+elDiqMknGtVLkHPZPY/bAghTr4rvUmITJCXC/z7dyX24L3AVi2JfX9GGVJmzM6eOIr3VE6LX7zkPY/X5fgGbGBpH8urmuOAbkxa2O8Z+NHmV4228YnOtLv4CsWe28jI0Fy6j8pmR7c3ASDU73dC/hi747+v0Fna3xNCHsz+J+439eGJF3O1egrM0y1Cq2/q+t9o6dj/LtP9SjXYmj+bmErJKykfy0GwEwdHBgXNX6t/Y1Dfe+sz+e2Bo10PqLcvAhdFrRBDT/0+Q4fkA5EO5LLd46/HYSwDtzA7lGPKWowuuNnc2aZdt+4sUFWj5BZRFZduBry1KM2Uk2ZCbRP9ZfPMggEMIQYcDQUZ0NHpwN4vUqbEEPnN7yy+thTOEK8bqYqUt34rFdnSj4kvRpB5mw9DO4mZBJStvqDmQkhkWRGZCLlbEbutCLTRlVpNYXLBrormtRqlCXLjtDtMtQdN6eyALVeERWqHhEyNR2x6Kl1QSc7ijUU7iqO0vTloLgxafWFLaq1ujKZQRWJGmHpQkTszQk5myAV77nQBM8BYfKxJquXF4asAGkyw3zg7aqrBSAOtjHYFwdDyq3e+LVDXm+I+NWbYjah6iizMJpt48VGcCdvpMW5shKE1UMD0BhTUxa130NBRqMwFKJQMDyym6SQRUmiRmO+G6sWB6xZAMLAsoFK6wZZT9+M+zl6M80N8ZRk6vIBf29H3lA3AwFrtWipJgNFgdW1U6CacqYpUatSswunyZhwYkY4kLxhdSoLcKAWr1VYV6L5jgYn1TAqQh0P5jgqkoPCFPPvn/deHjG3XmJClEAzItnpxvlO1KSL+w51UUflrCkq3yI1RyqphLEpnQQJ5pq6ghD145mQaESaulIRwsr+4YoVU5+GYc3sXMv6ss0RNUrjf/4eNZyfITxDKTKe0uV+BBYC/Toh+WSR/CmMhThf2nRbQMrpVRzZpfj4FwxN40PTYkiLyOSRinr/Ak1T35cqjig3ZUW1Og+pWJ1BteyDLkawjLpq/Mwz5BSxMvw5eP5GxcdAdR3deJeGQiiBdhqcFNETg5ji0jQBGUk1ic0bsaax5jFGGRxKto7S0P9/IwgRe6U1bfSU42T9YqwHR2TS+UO1Kwvdge/7Xoa00jqe18doS1dBDMWkXsfaEM7Zy/spVs8yAjChNKZhLu2no/7iPtp512Ds2BYO548bhPngNBbC1lE2WGPkLnfcQdPqdDtauyFzQw5AZA92FG84R7zWrB4QErW6Y4XN5GfTl2bbo8S8bv7jzqDWByl0rY5MHzO37McdtaG8qNdFdkM+HE0QTnSnz0i/bg7iMOQte8gQv4GiibkVuuL99SOSD0xvyORlZllm7t4eOJ4Wfnr3hofTkV9//JG39/cs05EpzXw8r3w6r/xx9y/+dfg/PD5dID1zfblQtwuVYmBjgZIdRburo3YypGw9xBDYroZa3Vdbt0B6ydQzTpzPBU9B1LJmpuwkH3zdU/uzQhLr/SAgrhtIumC1yy14nryfV/JeGGlOyCTkebeeFPnZbakr8IyhR63PF3KwGstYOZKaqmcNvEPT1dBldaLWq2XqyoqIIUbBdTvFyhmGJBPPjpzBaiwfbG1b5pHpeZbZFPJUqFgfrsiWs35JgqH+xAIs4nzOgTEmF8+gG8pk/DF5vdno39YI1x2mRIamZaaQsHrRqqZf/CW1tbfkdZDDN2qTY1+k3rcAR7xz+2KQfT4bY3Pgtp/gtmkwsVm/dA63I93y05DHHihwxa9x0AhuMV7iDj7Ty7x3myRSMhkSer208gEBmOryXb2PXOiwtfE4lwmuPzaeUS1rRlJ18eZznkKncmechpNREBW6/nTrcO2z3nW5QAn3aY857gxPbk54PcchezqNjSAi2xGVLp/iQ9ejAEYa+cqhdfMn+ZjTZ9tDDZgUz3rbaKE58MR77jmS3DJawhECeCNPyyK0zC0Tqcnn17PQ5OTPf8T6s7hDLFkNd8mZlA+ktCOsiFj2ObygRG+dZDK/XNGym5OqLmh5Z/QYgcfktcUbU7fpERGLO0wGMsnTbL3oJkcny4RlldpslwJlV2qdKeVoiGEmqkIOPuRlVmuNOtEWKND9hEom1yuklcimrjVTa4K0Mk0vlGp9alQnKBNQIHsmZgn9oRkx/nf0yYrMh6Z02vfV19WzeK32dgFiTqMHSKXVztaz8Tvx7Lvy1kl0BTYimwa98D39TRrYZMH2ostxH77gy+O2Vsf6uVNUBmpuZSzFaEsXml7oWY927qiXmJyzc3qj3+YMvLE9Ut+rA2jGeq/dlqfpdqfrs8GjPPPBfHOZJAf7nRVrdWIZPmmaLSMiG4Ah0LBa3e9R1WzNKCfjfTdVK3X3uuYER4kMd9fvI/MoqiDUUSfdnAdjdmnxGvoCrZEvu9HAMIeNl6XoMVYbW1QYbMbVFzQ3vmQldTyDhwnrnRl626AzNz4bPMHXV51i/kZ/pXS9t3nEbG6VIyodaqH66M82XTFzRWQ1v3gStyUSUh/N55PUzdlHav7TaEvfGX+rV5MX2X1C0wR5gX2BKghXhELNn9GsiL6grEjaEB7NB5cWqDPUH1A9oq6TpWS2Xqo7KsV6UKUTeTYfVy62iIbW33qARHcDPi9HSBNpFkOrBxuoiVST6zMHaj5S88lsuAS1bNTtBa2FUgRkIc13Tl5iwdjiGRDpM0IhlROqJ1L6we3LR0ir8QddDV0u91bdQguyL7AdTC4kQC5oeqIFXySj81vb4/vR5mF9Mr1i8s01/+QLbvpjlSu9b4qi0WSbM+jFs3hn2N9BmaFU74NgOqcKMClms3hFg0BF/8UhrWF2NBR3m813Zzc0/UfFbW9Hy7fN6PQtuNyYsMoVGUqlVfZomkfYgvRAwGx8XpaZlCbS4USaFsv6y8ZbUBqITMmm47JhPRO0jTGQ4eL+GCtFllrWqrhvIPnWTWIZYGky3iiTbzrvExWgX3V/nlalFswvWiY35Ux3S7K6WReyw/WDmFOvUmPl0iaflkrKOylVyz4SRdJGzVeToWmnrgFUiHVNkO6a7dBuj9vc4D4u18Oq21KaQJ/drog+Vz7Utjbek6f53bTxUFMpU0umaIDZUf3/i+O/mQkhHvGDZizjwq2VLFGQaDAdUbkwqsfbBYJ3kNTtzdvbNJlhf7ni4Q0FA5VqUTF35AdiUjvyyyKzgwHT1GB8bN0Y6+qzz2DKnuGQYPYonKNbEsmCD2LEazZ1QfKO1ER1RL4RpFKzK9Ru1FIiEtsJ057tZRvaON0gCvRkzAPQVl7EIoPDvElbpz6zXekLiRsokIgah1L02lCJchYxTqE7Z92519CPQS5uWKXkGzAUvC9waX9xvKZiZ+yvEHkdvTpc0wwaMxok6DPdnDVSwzceHy/1peEG0KOp6qpA/2lPUDfFtP/bSF/b/UfTLRydY83NlIScEpKmxr8bfiUaXOMMvq1xvIPTvUKU8kn+aHuejg/3P8NY66jmPuWBOOnjvz3is9T2Vv8Zvh+2e2dpwrjuEsJuHOcXqxCH3pzSnA9/yQzDenCa0i++pQUnFHrNlsiRTf4OmT72VwbBGJkPumxMnj5HrTdMi1bQUYPDgJrslnaefRfPFlqwtSHwUkMrvb6VAB2l5/QYDh2JPe7j0Wpx4urojKZAjGi4UMKTK1E+LkcJh4PExhDX9leRhpoOBSPaMrtzXs1pN+ZFjfTU6b8rN53m4r3i++Bj7enD/ZwX3jjPNIjydu7/JleLJs2RNdI2c+NVpfP19ohwwH5tr433/vITHeYxatJHoNXSQ/X2QjfimlLRojNxy5BOgRy273tzQ7oo8feTeO8Idkd6vEDUtJbRCSoQTRQjA8QcsWZYqzrCMoJc0Qn4ZiIisA69xr3461U0ykM5wr3dQEImBDozt5t2HqTjCxK0HfNCnwlu5cZIX/GsICdtcz/uqbYmjdsPWsqrpfvaIaELxSokQTLkSZhmYZkXDsuBh+OJd3f3HPMdcz4irKAr1+3C4/Uz6wbTslLWjRxGoHhfIenvb0c4RWLugn8MOgbOJwbkpXpDxZBtAlhZmwCkhJQIgyJAA0O+mnjpTG9qlzxrNSVrch+lUGTyf0/FDOmWibuhmhFZWkJHreogIs8i9MCjpsloUSwwYmWV8PEExxqX3mRFD8CNBBB0JHStZERnj3zC9LOWrdDOGe7lSMFo6q7NgQYawVgdeaH08bQsL9uD4aTSL5DHX6U4RL6hVbX3/Nox0s8rPvwXZ5qDPSjAx9loXr96/evx9rGNsju+e6WTyKvP49xA0I0IYUZDN86JYHjXn3qpLQvcR8kVdX1GHQkasrGBzYYAZEcRyzBOBgKU8Q/+SpZ8TY40+T5Q5Jfz+4onfvXeX+RY3B7NJvoenbXVHsayOc16mcsYg3qj+wh2NqSqzzEhe8f3y9weA28DiIyImzI+rqk0Ha52+SoMwTMPIgW4QT24bp6MZts2h6yXKzHEsdLlqOkuY3a08Xa3TTOWte+gFCuxJljD4gKSqV5BQJNNS5JGlU0FC3S3IFQ1p5ZWa1ZvZJyapiaGXDKHpzgPaT8xva/pMOzDV0Q78pqYkzHI31DWwTsxnuYlqMwR5k57CZnt2Xds9H6GQkNr/60jHPyvxzdqsR3f33j9zfXhM3n97nELn6+/5IXjfh94TEzVKFeCJgMR3WRQu7yPUeWGVffV92x5qZ5daHwupclLguUeGAVUKjWyE9xRFsC1DuBzed96C/rYNGRcpQes43O/X8VQwWBr3WwyhvUOXY5hnl8zx1cy1D9q1TSabh6z0SV0kE4HlsW6mryMQOtw27/D2uyIBuIu7zu9+oO9N4R6ff22z9q7eIC7rkNjZ6uYYMG3PPz4nKqXwYmm3AF69NFHA2KVnSgFa2VCHajTEO/mpA37vY9JUdmIEpEgHmR1UKPIsHcd7JwEybmVxQm9LCWTr8hk4Io0o9n0Nk3W70ajdEx1X2GeaWWUMJYrFEgFpYAuHRQtoPLiww7ZsSDkxo6Mn4TDHt9bQ+P6KN9LRnVCdPetF/tQbN7CJ+Dz2Zhlmz8hmhE3v6nuDiYJPmzgZ3PuGJ/udsiwN755BP36uMfPb/hQD6B2PcT9HyJY6aFRmkKvUhNjzX2+xqPJS1/n5JnHebaypzkRfXijnHnnJKMMD56jw/jVx+w+uiEzEZefJHGdzfy6ljkdNOo9Q7Cy+RaAqAM4LtHADtWf2XRnDx3q6EcIPjLo3zgpSO2uCRc3ktX2sWdyawQEKv5e3gR8KMMZ6xe+mXj7Vl6pnWUys/OycfVey2tcT9NX+uXfZ21x/O0gRGOhyfsU1Cu2IZ3wkvigzhjC4IDI7PqCd5WPEUbqErMxqeZsGKLhgR4WR/s0tKcQuoYhSoz5yI1TLzq8O4GlySK0aYX0YkZ56QKkl4TK4HU/Sd7f4SEhcyKdDEmck9X8n+YjOc9MOZNTNuRJzki+IPlK3St1q5TNkkfKvlPSRi3VyqAXRdhciDpyjck2c43agsWVAWcyEbUSiyZ3p4V6AMKISKtabbTmAEgmpGLuNRS0Ls87YcWzXXGI4ERKbj/7c0sI+OTIhAmVxfVBF456ofWp8KaQRvB/Q9FrTDeicrGZnakEE0dpqPmG1IpgzRgc81S8G+XD6z+2bTPd3Cc2pgRdNTRyPKcLbxupZy14hLXhvtRd9oplyCho1GENA0YMAZTU0ZqSSSmZMZGEeTb6mvKJnA/NsVzFO1LUjVJXasnUPFvGjRS0ViobooF2EZImak1WLl4h5WrhQClQN6qeUd2tFmxJlLVSC9RSqGXHmmJtnmUzGkwj0/J/tiBXMMVQwqaYXQzlEmToyohvcgn05qDU3yiMqm32m6OqrfHUaf0vDpWljd/uHCmPnuYs2t+jPSv52u6OIvPnRpmF5AZuU14zDWkuikRGkqPpTE4lE1TRcMod8aLGX2VUcloAEHcygtXNFIuGOs8zQapuMFihQXEDX9RKj6RkCPSUA8Hp0f9mRIex66K7TlSd0bpbj5AKVSeqBi9IXsMeo3HPRLPou62ZeERec3F+4Nk1JUPNbWvXtKFyQYqn/nsaa7C+rtsW4MVpwnrtkCZ/z9jJTnO6EQ4IuzYcFtWdO+EkirXbQDZbS3GUiSNUOl2E0vg3jmS0YqiTSqsvrFHDNqjJlbHW+Fb65+GodQVVy+LzXNu0owJbONfd4Z5MGbJSgJlwwoS2I65IiQ47qckKe/+W4eC9I8QVGkthdb4qxZG/CZIhRc0RIl5mU7sxkSJINhGGjDlzLRsveKhWKwGkWq2nTi1o2RzhG2hWN9rCCGiIN3Va7oCDUBBbQCy2VZtn8fe2a7UhJncXP6/5jVFZ90flzjKAXm/YnxmKtuhgSIvPbaCwvcfC7uNNQZvBs8p3lT5D6I8yyzBzmYWJxOnuxMPb97z/4Qd+evuGt+nInSy8na+8n1eW9CO7FFL6k/O+kqSyvdyxpZ1aJnQr6O4ZDHuIakNSl/1ToxEEmMR556U50wjzRLXHgWVBZcaE1O5zORMBUZHd9CcSWhabwwlEakcv5QOSJ8STLvJUSAnyUU2XWyZSTkgqJK7NYaMmyRE9I/UDWiYSB7RAqUqSgtQVlWq7SmZIJ5QM0xmthVoNfaeB5HPnjzWenYy2pQBXhCvUA1lPzrcUJeSsDkCF6vu3gz7CmDXb1QxZTavry85LiqPEauefFjcPp8Zu+lp4nZI10MVlkt07ZPLETf3ur9FbQ5835uz/DznOsG9uzdS+YW41tdtzBGmI6W4kjSj7kOW3I409P+pwca0biIyAi3GsoX9IOy+54Zp8H6c0IZJJTe5OJEnkNJuzLvVgxAgoVOcHqurI8UqphhI2fb26vFMSVj7Oer1pC2aJRACi60jGZ8owJ68MyaZreC+S9o6v12+8arxbzHDXi2J+24xrrETMZeo+PUKfxw3z8X6jw+Tb9Fa9mWWSJ4RC1dX5+B3IETS34KIiSHpG5NJIQdkwpPUdcA9aSUSG0QGhYH0lfDZE3G4X0ANUacFJlQMqkwU0JRpeV5RnojOJGf/RP6+iHvBUncDLLWjdoW42drl3PnnG9JCzq5k/InJA8jskzeR5I+fKdMikCebjiWmayfNCnmaiOoDqAa1HyroyXS+UkknrSk2VolcLrOrRFs6znorbXVKLrbFHKoqarTmXiaRCkg1JF6ps1vuLGXOunRH5RNQEt+yq1QNt7kOQt7RyiYSMrhiiNchnAj2ZLBh7QaB2nuxY749K6zkkbjcD5pdIfs0KfMJs/nta497v6nARnA3KDCCAgQRDZzaerPSM8IHemz0y+z3Uec06nKf+S0IJG/jSgQ5MMh0AVaRl8CnklajZbsGt0Mu88W0KPqZ0XbTzNpOvyXmZNN6VXGebZgvuz9NEShPTNFuWfhZSlHtVodYrtVwpZadslVIhAlaNM0TprQhe+B4OcKgGoNWdvdFTUnEbN+RIEeeX7rzG+7ZgdnDnLQMAyPWoDlA0vtv5IUT0tzet7gCBnhUvzmfCAe9r3e5lvRJAGiJabkrxfuOYvBdTVMHgd/99ND1CfTQzyJSsJ4smKJVUCq1OvxRqLggnEu/NGV7fY36bA72pfIByBesRMRkiPfZz3aE8Axua3qPJs6uqGyO79dLTKflauG5erVJJmjfTo7P14Un12Wwbr72P3Nu8bZttgQwyC+nwD9L0wDQpOYVLVck5kdIJ8oTmibot1D15z81CnQoy7dSq6Camo0Uf13qP1sn+ZqemDbggpetdqgr5GeSC6uL2rdNFcrs4z5YxkiwLUtNuCmeZQI+WqbA/+P57tr4lB8+ungy0otmR+1HOsyakzm4TWZ8idU+0ImZunsG8P6vx1EXdf+i9VDzTX6VAuqDyCbnhR187Dk7idl5jCzfOauc8UlynxHifB3+jVFAPlITtYvtA9cneiTtnbd67Mfi0y09ytmo484TkiTTPlgnhPKjuu+nXIsCCYqVVTZ5fTH9Sl1l4f4awDyPz3/dk8hJPaVmQlJnyZKDf2RpFpykZX/Pzat3d/jTfWClCXZP/G7RWSq5QlVqcz6XsgQsPBARfb0UUpMc6w2UU7z9l4487wBmV3cJART2rcLE1MOcyZlf4+6KED0Z37/mVPJPPfVcii/PZkEXhb+jyrAWP4hCcv21OV/NNIPtLEMfXj/9GJoQ/1SfOBqPt4/7bESaO5m8EPGQi3DB36NkVgexqGrpPStRlGw/FlBfmtrFiaDdICctRNUYhgTD1je5DG4WK1fnFUq2SwCQwCzIZqk6yNd5My0SaJvI0MXn6a57m5qOpW8FNVKdztdRhcf1JFNk98luMSDrqY1TGxykzx5Ept7cYYFwR7tf49SKukA3Mc3SCxMXtVqb8jM3p1EsD2dIorfFve47QaxfGTUPZG+8dzIvbsX/riHsHXTV0hPZ3axtjWPOGyow56s6ijnrye97M97cUgjAgQAalsCltPhRD8tab70a1RZEbnkwbTXCecY5MwIk3y0x5YsrZDIs8N4O3eBDC4lSWgaQaJRWGV4Nu/DkTDMdwK/1QTQFRdQWggJXHMGarLeLujImRZrkZf5+3gSZHmtMwmqu/e311na1jX71AyA730lEZ7Pulc5ox+v1X9NY8X6/OH9HeX3vPvphWaigNX2lTGGQc303kGOTmvW1e2qv4WhHotfHeX6DGXEiEg7gJNXd60JFzHTm8mRIj5iC2kl+Raq3+naH6fAXsp4qVJElqAYMkaIFUox+DdIHWeHOsZfLXFG6cRi2jQ26WK9K2zfCM18yvVjTm1BSOQEP0eR+RQTFf1d9oQGU2EhJGp5R973R6Y4hoV7Ri33/HprgdxTi+QP44MqiNE1c+h2s1SCPoyWk3aseO/Mk/k5B9Tg8jgrbxaaA5khwJp8M44v0ktkpTNjrbdSZpbxdfJKMviRRXsQzIFPiFbA0GhZ6549EJNBULOmixANbu6BMClensSG75aKDRY1FH55nJsL9YmJENtD9jjaNsDuBoqAaOaA94JRvHB+hw43FRB/RPH8fAixrb83dsaLtXiuHXjhu9IoJeZqRYqryQ54l5tjJNR5m4k8w2T+xz4TQvHOcjy7IwLYk85V5+MpWGEAJtIAeR3XQItQB4KEYSMFsq1oCuly5oM5Ui4yTkQsiI0AcGWW8X9Pn0Ml+SwnFiyExJHpvNlTSboy4vYsYFLqk9S6jGvJcd3VdEZ1SEmiAlcxQnWU1b9bWX6LszNHVXorSZtvcTtYxS9QxcwYKwEVTqxokFIvqaj6TUlDH/q9Nbx2jGvAWz8Osar3B6aACX0mSyDMi8lpF2Q3/fY3Kv6Lv9e+Qz+ur7WyIeOcu4d/uGux1Dc8q9vu3r+998d3tiC5QNn4+Y/ZE9RCTB5CrcZkB4MN+BJClN/hOBCPUgf3+7CEBILVQtVN/XvW/EoCNFoBLozWj9HVVo/SG6SjRO3u3bNGbeZbF8df0audGb876+Z1xzo+D0WP+wqhooOsbTvxjw3zhG+RxOaeORBiKZsAzVvg97gEOwIG4Ar7wpZdxDQp52Pc8+j3EPwADVFhy8baoe/NZKHXQHZZ/v3h8Omn7tk9b6dDXZG4C8jKTZwXWzBVJzJU2JPCemZWKaZ+b5RJ4OPh+K1oVajrYWxcrJlGzP0FQt+BqZjSS34mN+gl+Egy5ozVCh4lkPXWvOxkewAIoEGjPW62Yeb+uEd/40ysC+tjc019aoEDXq0aUTbEP0xrrHmqz2XA0w2av7fvUY+YjYa+D0/IX98Pq6OvwOT5N+eY3bCH1nvdqzDj5SB2/1uZL2HZGN40qc3cuffbPNmpJGq4MeJ8T6tAyv+NGWmZ9yImfTCXLKpCmTcmpyppZKCbBAdaoSc8Td5giEzuj+hZbFYO/bMjr8OnPm+bu4/temlkrrCdMCVcMR+lbQ6M07R28Ao7cvRO/N2ob+VRnpp2vvI3/zfaQjjf0NJ12ARhTbe0QZKAfLVlunJraCpEq3GRvYIF1BoyxNAl1Qt/1s/SfXgQI0vACzY+LUyXeyPaaAHEEWGhDLdR1beudXoa+qZ0mko/MqmwsJ35f3TJBWsiojWgzMZsgRJN95iZpi3F3U6G5SyBmdMjVlipqM9WqVVkJTQDRZGcNiAUrBQMwidygbluGwobL6O3l5T6xEsBB2g+/KlBwLaHxQBp2gBc6Ct9SQC1HeyzJXIrBAWm0/N/vXgGDCYoHhRlNe1r5W2KubSR5syPiecfCd8/wo22zlzb7H3yKAOJBpIy559WHsST+/ehDrxj9IV9maHV4JkLB9V9q5bW+K2wwpWXAnuz6fUmedCcTLuNlERBnf7oNuoOovdEa9/Z0CqJmsfOJkffPynBzAZOBzmawajiUsWgmmsldkF0oNvqxUqSS1EtXS/NvdhrFXlWZHN+f9AKZvf0Y/jJqRauUdJVw9SY2nRLUZp6ebXik+nWByyth6NjBL058i6lFupuXL4zX/o+tGafz89Xx/+/j7mRA5UKQeSfc6VtJSayySZwVpjkg+erTFUr+kOVn8RQKNGQSu7vxEaJkTXoev2T2eQaFe2scyISzjgqGruaaCSjGlKFl0jknozXtByup14+IcS81K3mhL5iMyWUsDUSEXIZGYjwtpnlnuHpiWA8c5s0yJ5ZiZl4SkhSQP7NfKdims153zsrKvL5DPlL1QZYW9Wt2xXaDOaE3o1RxtKpEG5gS0W7AFPaDOnG2zZ4tkBbqtxN8hEOjCtmaXE2GYmgDWQGaIbw1nWFKKM5DonRGLUJDo+4Has6vXSSuB5sxYA57oARKOIReYaR+Mq28crTO7l9kKCeubvCmWbU+MyqvTQQvEGFqiGVFtg4QSENeOczayqdKEGMEsAHEng/VRwJW45PPqSG9XRawnhFCHzAkJhiDGiI3hJJPHyWq6TtNCnjKH45F5njks98zT0T7PEwULhK77ymW/sm8r6+VC2a0+tZYN3ezdtDpqx4NFUov1nCgKtVBLxhwkXrphz1CFuj1brdr9xWpuVq+LrZVAHNtyRjkVaA479X3oTLEJwcbs6iil2nU3yjDalIIeBDHa1eATbqQ1g6RppGFw/AWpVeM7IhFwcPpxXqXNYR3GYcYaScWYFHT3V3RFVDKBplHPBgjFwO4+GkZKKyd3E4x0zxm5T89ohLmTTlrDttnRT6bgJPEAg9yZAzjd+dgiwGDKWs7mIJmWmZQT82zOkylP5JR9zyq17tS6UfZiP/VAKQdKKaR9oxZTtGM7Kq70SSUy3rR5tp3vuAJFESSi8jivcIOpZTw0R3t22rJzAknVlP5spo3JibadbVACjacEKaqiGqWEog6002sI8my9cprB4xc3x0MzLr5vWLRMMN3t3/FbkmXIhIEeczUEDBpPSuIvFunZ7kgwAUIrgxMBjOawjr0Q9y6d7wHhRBh1S6NPPLMhHGjS5PGYAdGD1dY/CTGFzujRAAM5m1GQlkrKQX/Z6gvL5M4V6xVQU6Hqzl43yy5cC3Wv7Gul1p1SDIFfd3tH0zndAUy1fimYLA3VQ0mGGhydeZEFJ9UNjoxyojtspSP2mqFQm+ExroHN8aDFR1DG113DaGxKHO4fSZBTl2djYCk5fXrWZEem7IPM+xbBWT1QdkPOGVqnsl2vrEm4nj9wPhSeXo4cpwmZK/tUeK4rKxu1XkjrhbTtyC6kmhCZjQ40+nlUH3KvRW+oYueBddirot6qKRtqS2eUDdKQsaH+nr6fNCU39JSUVqNTmU1HcuU3JUPipDAY5hnJiXmxvhDLQcg5MT3ckw8L88ORfJzNnhHPFkAoFfai7KuwXzJ1q+zp2QJg1RthetkUoxdQWVAyyBvTe6diOm6pro+Fod9DwFWtnwvZv/fM1/D7485TyaWzLnCaFpDFbYfq1OQuHT24HWeGmOjV0J0tACIDeZqhG0iqm1rtg64T3PXvZbGGHuX/i/R0xoD+TViQ/nb4d8P7wiATGT7tMiLu0a+Rm98yXhZ6iET2ZPQJ8kbEIsOIYuw+MunP6SVwrORBThZAzd63a/Ls6Gk6kfLMPB1IeSKnSk5dXlWt5qyrG2VfKXUjFajVM0RVrIcc0aWhuiwN4ENk2kALKkT/LOc1qt5rSYf1JUoIhBMpuH3INmmf3Qa6hk90XL8eCFJ5vV7tZKKOvt1DupyLmY2bxPd/wd+EFz/dHGYQ9ZoThroM+2FFMLvD7EZHuQpOA15GRMB6FypaLeMtyQFEjEfJGKLxOXSdRyUytUIWWgNX8Sx+K+ubnZe/2DzVe2ot1LJZL4jiTXbk5GT9YmOluNy1vhTJHTN5gTQp0/FCnlYO9z8zH+64u5tYDpnl8I55eYvIE4lntj2x74ntmlifE/u6ML28Zd9WrvWJUoR9j+w622NJdqNRDSDViupEqnegiZpWp8x7479MCFeKLCSZqXJEWelZeK6jjmCa6kE2ufq29vXMA30Gkl/c6asHl7UFc2VE7fP4O5q9Bu36/2R1cf3GZWxkoIbN+e1DW9Z96Kqur7cyQM6XJOg89IIdy0aJ+5uskah7D4Oe53uuBRUyI0fqjVwD6OGVBmQye8H5gEYJMt3NZ9D8NfFMoWX/i/sHnK6jlFz0NUySERHyVEkJ5nlmmiYOhyPTfGRZTkzz7CC5qQVlynZkXw9s+5VrPlO2gujm7YjU7Ms0Q7UMJANzFQeaRDa1Z5UDFpDILpesFI3qgZYhUV2m4vuo6VCz00H4P0LIht4e9OeBEC+lLS1roxK9dmjsK/mcucM/bM8W4LAAlzniCxp16rPbydpg5t88qlrpnRQ9OpP1Lq0euBS9kuoV2dTiLVldT7qDfDJeSEb1BepnRI9QFkQj66ZS0xU4oPpg86BvbVhOSlrvQDNVFstY0w+gF6vtr4ripYbkDFwIO8l6xeRO1/kOTW+Q6Ug+vActpOsnYEfS2XnnDy7LPiEULx2amaYDaT4xzRb0WnImp8SyFKY5eKyyp8ymmX3bWPeLZRRWReqCljdoXdD9ARVBT0YfqR6gTsj+DnSy7H5WlCuqu+09PaB6h+jS/G3afIsX4BmtM1I9C1/vbb30yd59/wSpIPOT7bX8AzAh9QfbB+X/j/AC1+pZJb8Cd5Ad9MSL0TSK6kwDCE4Cs/eLCv/U5P1/ONL4phYoXj7vrw4vkSQ59Ilp2B+jLC7O6tT3iftCouGxaNPLxW1Po/+xP+bZtEDv62IBNg9mhz9dhJTUgJHTTpo8Y16sj6Fma9RMqYhuaLlCtcwKQUwXb3uzujy2fS2+hVNq7fKYFsvwWo4TeTa/7jQn5sUq36RFkFnQvVD3wr6vbNuV/Qrbi1J2ZbtWyl7YZaN6jxr1jAhBqe77GgNXpo6anWflp8R+JrExSrV1TUcUq1Ii3vfEZOfkwWErz2ZBCLGG2qqwu5yaQgza+1fxrE3/zCZeOu6CgkhBvQSjlWty30usvRidWf+XqKIgfK8CSRx/PwiRzPDV1rgSuuI6GN5qyoCG82w4x8wOj8qOwlXMURWhy6jjHLXowshoCmkzTr18w5By2xRYcQaR1JtuxpBD8R5QYmIldEKhbumHyZQMAUs3VUNt5nliWhbmw4FlyRzmxPEusRxs7InElgtZKiIrewVkZSvm2JTVmz0VV5aTjV8jHTUUXVfOxdOm1Z28GpklI6qt0tEYQ4Nen0haqmtTxIKbuEAXa2bdUg69jp5oNxU7LCCud0RHlJ1wb6GJ4NzXr9HKPjz7rwm0oYxbSSnaO0kzXuJ94DYV39eZcI6FYjjMBzQloo0Pj3a3sKEnUXvJDpFIpYpL/Brp4+qjSe2e6g5Tbe81TD+YYeQOBHHO2BB1abIsiPnANM8shyPLfGSeD0x5ZhdTb2SbqJul4+7FlPu6e1mhEsGtcMR1ZVYxVLtNzW6z6HtMi0ARarlYEKLu5sFqXpLX69iV6L4e0d+krx+CK3RxD3ht7PfPh/Vr+7b0ITRFP1CcOvCnenv9t45A1NzwkFgk6fdpEX5vVNiU2RH51t9HCF7Dq+9GxTN4Uwj5vTH3dp+o9RnXuoBpd2pDDskd16g7SiYL1OKp1RIID3O+pRxR/4k8JTMmcmaeTPCKG9KlXihFTMCuhVRS5x2eBp1SHZxoTnNqfFGH9e+K/DjPtzuo+X/tRv3d279jXiPrTj3QSf+uCVN/jkpoN309NGgg0CuMD/Z3zHS4oitlQTOxCIH6+c7RUr2jnFkYssmanKdGE7dkcrPgbWzxDiOtBwkFnYx8L/i6X9ZKIfZ578xJ2hwyBiBEiVTrkNcNZUc8NxzVXhM9RW30TJ5MtualkLJaQDVNTJM3OcwLkmaq1xMuupHqlbIVChslWVaWFMEaonvdW+3DbXpHy3ro7yTQZa0NuK9ne49AR8aKDbpO42aved+wLhoOP2hypY0pprbPYeNlgXzV+N7HM2Z6NIS6O9L+ireBO+KwNRPxckFKKYWyb2z7hW2buK4XLuvG7JmP17qx6Uapu6FmSzE2pOJGTtCHN88b/muJ2xJjiDEOIIgkGLLOGi7jWVfGckOZDTnq6xOKuuDAExnAhVF+czZ6i54QUyZnIU8wTYnlMJMPR+a7E9PdQpZCMuw5irB7NQdJoMWcE2nfjGaS8QErqWJ9RWw93aEgs6/x5ECN4vNhdYgboFONBxuPG+WMDHTjRoqTlwQdV+NV1Utk2NT0ObdydqEjRnA1Mg8HY7LxmG4YWmAxaA5bI3yMAn+vrvDAV2PtXn3d4qvjMF4xvfbdF+Q96nQ+Zx1hMhxyc0u5+VqGny8/GaTr8Ffwu5BjIbNC77fvsmQk5RZcnaaFlA/My5EpL0y5kpP3MxKllGqB/GKZtFKhuGMySfK4dwTUh/cdgqghzhofcQDOF7ry7ST4lI06ioziwM+P9ZTXF76an9cL8CVf0hvZMv7uOsB4rZ3+Whj2Q1oZxIVWYhAxnhSyleT7YPcAU3Znp9IzE4KJeMkOosyAoFHCIfSMRgc2N9p0XNe/Qm6E3hZbOIJW+NgUAplcPWhrcixK11bg0uSx+j1DrCeBPKlnQBTSvDMtmXk5shwTh6NwPB6ZD/dkUZJU1k1Z12qlJarphnU7gsKWEzUyVNoWNl4gVMOvqgVdevaCObmt9IU5h/BylxYwiXcZmih/7Sd4hYzgM2hOcl4HCrycSeNnbm8akdFLQOs3fgQ8GNVLFf21HI0Zac8gMuuD9w7XN5BKXKZYrX3ny+PYNILIDtZr+QFCV9/6no77dWCS6VVNdrZ5tax4aWsY8xa6otB60Omo/8R50v9z2k2putMukXM2W2FeWA6LZ94crPyXP2JP/lYipkeokPfw8wTaV7jpXdEnsfGfMQAQgUsrm+QBinglE64Yqtz9K+EvuulNGkKo83C6BO0Cqn3X0dsm372PSox3JCtRWhNXoNuK8X1fn7/ibXZtcZ5pzsAAyXRas+wfqcUyB0QdObugckeHjRdIM1qy01n42KBnN8V+Nh4g6eL7P2OBhnvnb6vNab2az05mrKTxhlVi8HfyEkvRC86CtA9IekDyvyO6eubo1YeTLHiixXmGgzYkmR8kZVJerPrIZDbqcijMS8UKaFa2mkhbQopQxILQplomRA8YIMdKXOlkfkipE9REKgfzcdwABHciK8FkzMHoqCHw1cAz2bInLLCdnK9XnyvX+7WAXLHeFa5H1cj8KKArUqoBQWQCOYGuGNCzOl8NmdWFgE7FrmntbcwpjXhpJQ90ql4GuvnW4TymicOg0+Bb+HhfKVY4Dw0zKY28dvgeGn2hm+2pCMI23hVlo52leZkiy2gu5hcTerw/Mico3T8FtJOcJ8DgZxv4GuKO/iyWeJGFvAjTnFiOE9MysRwOTNOBfBDSIq3c/rZNpFXIyQMhSRsYs3qj8BploUuUuHf/2GvfpkRQ+ZZXSHK7OwmIVaswgL7fq9mvDjpyvS/6W0QFEUU9a10gAMm4DdPAKbHww7o1sECM1yv8oMYHUugqYevQr/0bx98OQqhEg6wQkLOvsSMOd4tKCxOinm6ujloY0vrsZrXJF6DVxxTZCae4Idz8UYFUCnTcNBPp/YrQGlOnIKpYQH9+vUBZoaEOqiHVfJFsUXJbOAs+WDRIitUGS4eZtCTmuwPTceH+zYHD4cjb9yfu7hbe3M/cnSakTqSSeXm58vx84fn8hB5WrpcjJb1nv66UdQbdSeVMLZXkSBqJfhvNWW9OKfE1llZXsDQCsgYw4WgJ5lOQqGuvYgyzrs48ByRsOJQa0xELCYIx3aquTAR6wtdDJ5qyGB3ftXrjIx9HKjDt7udXWm8IhWim9FeHOL1JBDzcI6nhJGxKwoAKIdATeXi3aGrlipa93DAH9M810Hnd0JagVyzLJxiboeccBSqTrdXocK9WvkGrmRythEgrmeKbW/p6WEBuRpKSkyl5yzIzzzN3d3ccjifevXnH6XjP3f2Jw/HITmIn83y+8vnlwvn8xOfHP9muZ6rs1E1bUolGo5xm4LkzsvgejRq23jC97ldDfJaLZQvUQP67ItiEU+3r0FCPvkbJEeRNga6+JlFSzPe7r0XPEAih4VHjxt78HcTpXxw9G4iXtn49g+G7juFRMY29JLiiob42NF5m39dmIJuT3wxV9ayE24BpN11jHpRoXOW9B5wNdWenvY+k6kqo7bNWd1R3ok9Bb/jrihsZYUb03ugpW51DmQc3lCRrci4wL5mcE4f7I9M8c39/Yllm7k4nlmXx5kywrRe29cJ6vXA5n1nXjcsls2+FqyRqMfqpzjeqQvVeQVJPpuhm5ytcQXd7bd8bSHbyMTrptdCnJjtUo4Z5JYy3TkNGa+bwwxXKmM9YZyWyddrH7HTsrdCWrgWfxLI0FHMCDUZEOHitAVtoTX9NbgQiqqHYw3iGyEJodCviAWZ/riZPArOHWLuGCO63T2nlu9KI7lN/sa4gSgsaS2ORFnSNIIuvH+G0CR0gFCHc2KA3YE0WfLDeNULOVks4T1Z3dloOpJwNmT4Jx7sD05I5nu5YDgvzfMc0H82sUOG6vnC5PHO9vnB5/sy2Fq7TTik761XQurGvz4Y2wRzzVbPz862jc9TfU92x5HNse7VnWUk4roLmosROZG3VWB/a2hPGKaA6+TqKz/HW5rsp2ipdnwlyajQazhZtdClNYQ15FzrC99EmWnYQ2FMhibLu5sB+WYUiEx8+CWsB4TOfXwqn08JymFjXwrYVPj1+5MPLnzyeX9jWF8oedeYTyBEVT2GXHdLmMiUa7QUaa3UdwWhKRHz7rq5LZNBjDxgaA3Z+OTfybds0ZciLT53xkZxcpZvE2+JUZKrMblDcvTkwLxN3PzywnO45/XBiuV+Yc2ZKmaKVQuV63bhcVi4vlRcp7OvOJQllVSiVIoW6bUiqpHmjZmyNS9eDU2RDLopW/1yhoVbD6a+7ybgG/nB60siKShjSqKJyHX4LUqvrIeFCsb1uqCVxx4AhvZCV1pNLAiBQMCeur6WK9xqomOHrNIrSarDn6zdQ7l85mpfM943vtW7iCJ3vwrinGD43VS+uCrR9ZFULTT4P+0vGe0ZqervXuG+CZ4duJ23Yr0tr2j6MH0jNMefll7LXR59nUpo5Hh7I08zx+JZ5PjZ5uiyZebKwV9XKuq1cXbZeLjPbdrWklN36wdRa2Ktl81Y3OKOEhnO89jvkXYfkmFy16YyMmuFboQvCNotCAMbG4PJY335cqR6M1f5/7fdrcgfXe28Z3u3dBvDFqzt+9bCeWhM1vcGQx09Ec2ppzwr9f7FXLaF/uWyUBbNb7R3NhtgQLpjh7Y4neRneNdFKaqiDH3Q1Z1d2e1QOrmwtfm4xh5UEqtoyjy2IG85SfC3P9n6K7Uu3zwyYBGlaSbkyZSXPmfmQyMsdDw8n7k5Hfvjxnvv7A3cPv3I6/YikKymtnK+feDl/4PKUeZonri87T3Uj5zPbZg6JvFmpuRKqfSvn66U8q+tjsqKyUdQCuBI9Z7CgssoGDeH8zoKyUzG9encdQhd/iPMh9eBBCn+DBy8c3RolmHsmvPeuSV55oe42x00/cUeiO2sh270lA0csK+Kjr2n0Wfr20fqLtGiyAc46rwg+4n9qwcqgeAkclws9KAGGYm0GQNMvmm3u/L4Fupv+NtgOWGAcEas9HiUNwQMRAdKKYMRgz9O8ebYPxEGYIgRy2MovCnlaDIk+vWGeFu5Pb1gOR968e8Px7sRhuWeZT2gpaClczlfOL2fO52eSJlau6K6IrNYfolqmngxBFett4XptC85VwiGMeE+ueAENJ2vwQNuzgfeweXB9KZozp6g/HzpdZHCGXhh+q9iTsz8xeiFKk2mA1fkPW1WhlThEXAA7zxbM6Ydi/QX+mt6SOB8I52q2MmOGl3JfkBSUTzaePVsvR1lATpCeUZ6M1mqoHxF0SF4T/oTRvs8x2NjT2WgwY7SnF0zmPPteejRdJJ1RmRFWCyzIHcg9MjZ4Tgck3cPyC+R7JL1FtJIPR9Ar1D9BN3S/2N8pgSxeqjWTVcl1Y5numA5H7u8mjkvi4Xjibj6QkmVRX84bL8uV8/mJJH+y7jt1nSl18n6ZR+ryi/GAfPI5250PLOaDTG+hzliGmyD1AfSAVMuEUPkdTU9IVWS3LEb2aplzxTNBAgQyeYZWOSF1g4s7gqcnkDO1Wn8irXHdEZGM5ovx0OkMabP71hXRBxJ35mA+CcgZ1c/WZHu1iiQGZsvUbNVdWknNGlljf3Hk4DXeJ7HJpOBF7uvRar7FKPNLpYF6VWkVZoKfSXJeDq2xdouaLL6XPEAgxp8lifsesvV2y16KKEclGOyeYvRqstvkh7aemzaA2JviNquV/hXrNZETaV5IU2JaMtMsHO8zy3Hi4e0bDscjDw/3HI8HluOJ+XCg7oVSCufzMy/PT5xfVh4PF9ZLQabCfr2g+mTBCmbjh3WFqo4zE+NziAfyut/IJIH2947gi2f7pemOlCuaVgsU+vegiHpFnwBkifF8spU1lpRtNjaMFyah9QlWXP/KzqNqs52lNbz38pXhG2i+ivhbfN2lffy94+/3hJBAjLgjJJANToSW0lGa8mlKbE9R1GYwMAjRIN46/Nud2oFw87vZ6aYEWZ04d9DjEyeGRroJkTV4ULFuITErUtGpdMEfkUuhGRjNsIvabDkjcyYvE9OSWQ4zh+PM/cORhzcn3r058HC3kLaM7BNzPiMkatp4rokqM3k9UWtGckXSFerZh6l9vLGobjsBQ3AqoqfjfI1R8V7v3SL33QgQLR4YCudnpMbGnIijiD3gM0bjjEt2/cdrpRo1GOMJ86UzK2dCgUzXZI4JewG+F4RoSqb0dVNX+uyPwaoMhtTMp0QgK5sRpYEGdPprtDEof05t/Y/xtw5/+2Yb36XVHdXOnDVZI9XhyrZfQ8nUUP4iCKFOktYIJ+fMNE3My4HD4cDd3R0P9/c8vLVAxMbMzkR+ulDyGU3CZTujVNLVEZGJ9p7DTPq6xRhgrO1o/riLM87Vy0+EMZn6vI2GJj1U0HiFOzPVUb0Sa9XWNfY7w/2SCY1muA4Og/GZgYLESl+YDBuCDzflB7599G/11es4Yx+j6SFwW3Q4DXwkvo91lvZ8GZ2FLaMDWlp2infyn2jqBTd0Evy3K4wDKsKdwIHGs3qSkwUWPbMLUc9M8PqHCfJkNV3nZWZeFk53Rw7HAw8PdxyPCzkboni9zGzXmfNLwup6CsWRH2U3bl+S8V6Tb44RC+SXBzY1qfMhGUB3w/snscwK/yCcHzdO8FbGKy6KzLhAobiScyMIY30bzIN+k9pkSUOXuyFkAVnnq00o+dpqiNDSZfh3Dw/ABT8Pw7sFzbTTTxujNqGv7sSVkbbbvpLhWoY9MspehmcNMrTPUuf/gwMvlM9WkHIYYiDaoha6pGzll5KQkyleOVsN4Wm2UnLLMjFNidPdwnycuH9zz+F44HB8YFnuKDpRdeL88sj8PDNPGXQl5Z1aEmkTL2Whlt5fsFI1qp5ZKEZnid5Y138ET9tvdbyrX+eGb9DVuAQ3zGH43YIPned1WtB+ehMz7hAYHE+AO7ICrTPQgmc29QDlGKSQWxL/ymG9fpSqFpApNSMls+2C5MTLFTQpy3Jm08qyT8zbxL5X9r3yfHni+frEZbtS9s2MLnCl35urOxpJxOrOilhAUJPvRdmaWtDUCcFS2kVBJzMgguc33URojnD1DNJGa/ZswWoEB2qqAYWy9buYJmWaYDlMzIeF092Bw/2Rh4cjx4eFZTowTTOlFnYtnC8XC2JooVxMH9yL0X7KxUpLye7KvQdSU6SiW3q4qqNTkzua1EuDtWCSB5aqA0rcuFOxTEzRCFZYUFXZnQR97ZWWKSLVgrDhILXfXlpREsjm2WwyqDtBZx4AGqjIUNqFxifV9Ud2LKX+e7rbK7b7ar90PS70sC8otv3u2pHfeNTFPKvt9g7fut+gCw8j6aePukjohq9eS0KW+5gGnidi+pr9zq63LczzgeNyx7Icub+743A4cDxa75VSC0UL1+uZnBPXJJRqAb68W3PWkow33WTbCu7cudEs+WLAPr8BUOrBh6/MQWP3ff46PWn7//iU25kev/2WEHytR/e7OETnK9d+j7sVDKx1RJkReUK0+H5Ser3pyfSIltkdQdxER6cbDRiwwPf3TUacG+aNVnwGg8+37w9I9ENoCHWzCaQ1si3G7xwwYWVO4t3D0RO2TBdDBrhTJO0WBM1CThN5OpHnhcNh5nSceLg/8fbNPQ9v33B3/wZJd0guLGclz09kEeoqSC2sc6YWJeUDqW6IrEhS50UQWfTChGW2+nylAAi5PGg6r5UGsmDpFeSEBaMNOIM3C7ZjotVKhz7fLciQ2vPbeo1I7kC4e630ppfFujZ6DLkZ4IKJ7ngNuycP9/3GMSDn9YZeYxPF2JxuZWhIHLqsenQneGzYF01Hi/FGWUe3vcl932u3S3r26rC3Gso/xhZo1W6nNn1axnHLzfwGKCbMipwn4235wJQPLPOB4+HA3f0d9w/3nA5vOSx31H2nlo0pT6aLVWU9X9GirGmianE3je1RKzU2rGl7f68kELpP0z9jr3og1rOKu500ERkRfT8N5BAgmwaQDd2qz0+bujYn0Etn+eeukEgDLI02p/MP8VJvjWfX/r3+Nb1JBAUCeV+t1KS6c1Gj7E31XhH1HjhC9v2ABU/buwSvqniWZ4bqTl8fm/HiQpR2MR62g+ye4bH6PFxBzqhUNM1e/rE4H7fArpGPZTKQDpAfIN2BHE12ckB09QywM1KfUF0NrJYyIlbaMKEkLeSUmPLM4ZA5nRIPhzseDm/I6UTKR+Zk90CV6/UZlZm8W/UQqa6TzXeonEDe25rXj66jRsmZg8+TlVxWPSF6Ar2jBUXFG35XNVdPwYIQulllCcTmP9/Z/HKHZToskDaQq6tWJue1hE7nQQux8qSaLAhBMR+MlfBeYMowJ9ArWi/WxHoXkMlAKCk5eMp9wooBSVrZuG8caeRJuesI7Xf4HINA1fh5yLhRXrfgxHA5YOXRLfAsJFQPzsu6T8SCBNHzIhGN0w3dX/0Ho032LnuITMbI+IoS/xHkjMCt687J7+vBiDwlchbmgzAfEse7I6fTPW/e3nN3d+B4esPhcE8pO7UWnp9mB9ld2DbjZeu2gW5sF+MJqWTzxrpPVPCKKlHWK+ZmsOelgRpzCwDE36TZg3rVebPbDNDfSycCKGNZVAbsVyaSCtX733XFgg4GHXSwG61v7AXb5vBWg+vrHu/0F7Tmx9/PhChBydqJC2j1+VIMzIVHZBi0pk9mpHY9VPwcU8rslt5DIruIj7IqJdFS0UMhT6E4YvfQgupsSJFQXAIFUYpnQrhSmp35YqiNZkQKHU43YWltMzAbui5PifmYWO4m7n944P7+Lb/+8gs/vnnDP94u/Hg/UXdrfPP7x0f+Kx+QqfK0f6KqkC8btWTSNFvwK90NPRoU8ov93n0uy8GV50jH8gh2lVbfHxFPvxNH+DhqoOqw/qGEFMiu2CR30Hk6pkYpBLe9xBU/jQhY9OuIpR+c2uZI9PUUIZq8GOqFVjqf4gjmlBoBf/twVF9D5AbhtIgMoYzFO6r0+oNjGbD2/agwKtzUQodOp5G6FTrhqBw1hTH0EBuL1mJ1q2tqn1k5EZrpB+ooCqtZbv69yPzxyCzGVHJWq/W6LMyHI3cPb7h/eOAf//wHP/zwjn/8/CM/vn/HLgu7HPivD5/433984I8PM5s8k54q1+sBqJTJHFhVCtGLw9ZN2m/R2MNBZxX0YlHaaujOvnetHIZqMWd5NLZqdw7lz9fJy3d0WrRrbP7GIARE+rANszY6MQYazkLrZXATtMSFYfAZTGlvLOmvDu8p0cMnruQDiJrh1WgGUzgbql79/Rd/5wiuRMm5qb92jFEVoq53Q69qo4M+TeYoMpS9zwt0YaC4QPVgU3XFLVLV04w1A+6lUwSsyZOjAHISpnlhmifu7t5yOB346acfuH+44+ef3/Lm4WjOuyXz8nzm/Hzh8+fPfPjwgafnF9LHT1zPhtTYkzkoa61U2VEVtEYN8uT8yuanJgsWaDmYjNArY010CyRkU8bYnG5r+40kVByRl9xIrvGdLbikiWiOOwY+g+Z74NDo0FB/vltTODCK96rw9Q9hXMzAaPOaVt/j3+NrdGPLn6+Orgun4hg8jlv2sizqY3IFIgKMOnX1oQVmxXXO2E8KKeRg0PpEQ+2AOXDQjvQL69Nlj+DT6EgXkQhuRa1Oa8QqKZFy8eaFvSxJnjKHgzBNwt3DgXleePvTG073R37+x0+8effA+7c/8eb+vZX+qomPHz/xx58f+PT5A7/9fsfl5UyWz2zripAoe0a4Uks0j1P2fUjhr0r18j4a8+vN6qLcRONjrd9CrEGho8IHZ0jjM5GlqT3QGgudndcaFN0vHRS95PfEd+bQn8OmvxKlK1sdf2wBJOqTpyhX8e1D02rn1tlRMAIqbOszypXPj1fO14W13HN8PrIsR+bpQFGoKlwuj5zPZ66XK+fLhXVVtk3ZSmWnmIxLR8sASdLeUasaykwr0fdEk/UFsfJtGCLRHVumBG/2zlmsdnIryen7HYXNslilbmakTJ6e3VIhLBibs5eXWxbmw8Tp4T2HuxM//PQTd28e+OXHN7x5OPLm+MD94cSqlVUrn56u/Pn5wufjM5N84OX8QpWNlGA/m4KUZaKiJC9PovWCqKPhqpKqOTNNlvi6trIK4gZrMf2vCpoWM7bcUWcGpAF8lBVD01ppFusLIsjma1880O+ZRwRfrJZxVbFyDSrJdOvWxwNUF1ot9RDlzThRQ1mpeNbJRNJML631rSOcdJFVOwTUMFnuksu5Z6UTt/h3cX44zl6bKuoXyyuAk99lFPoyPm00nBz6Ibc/cV7r3dKCkvTAg8t243+zNaHOVlZumWemvHB/PLEsJ96/e8/p9MBPP73n4eGe+zdHTqeZrezsZePx6YlPnz7x9PRESsLlkq1MGlB2BwtJBDalDSfUf/zzZtCOEzGc252b8f8+H+Bo/sHuMv105IW3925xpHbP26ePd6et0fgz6vBKB5CM4ITvHSfXFcJpesEaIc/u2DDb0FxroXOaDBadTTeoF2x/7QRYqWcJQQQNLFNfif3SeJV6YE4ORFY0shjPrvT9X4GSIV2R9ILohJVACVqqHjw3fmLOqHuM2ryWtTslUhYHhxxhOjAffmE53nH/MPP2Qfn1pwd+fv8TP/70T969+8WBb4UPz2/4/fN7Pv/5Gdl+I/PE9eWRqivTZOUstlwpaqUPK9Ac1NF/0APOqobWTXqH1JkqZ5tDnNfrBXTthBJ2fzV9pfEckjkoG1FVkDMRiAl07y0demY/gjlbcT0vypcMzjzx8jHc+152v0CA47h3+vs+Mr0bE8XPDPslbMnRQR4X3dqhDdDZNu/tfuwcyp3IEXT2e6nzIHUnVKtHqNkclHjJHUmNN4YTlppMTqshvXsmXIygB1Uj0G8lcdTKfyVhyonDMnOYj7y7f8v9/QP/9o//4IcffuDduzc8PNyxXi2z6+Mfn/n9t498noR6vZJFWK8FNLPpauPSlZ456j9a3Wlq72cUFBnR5uOwzIe9B8w9s1+lB1iCp5ksFaPh0K3acoZcxnVGlzsKZtcFo9Pb31HSrfkRpNG3thIxQOs340EvjZIxQYvfPnR+cN0yQA4m7yUvZvfkB5QZ6gvoFdF74A7k5PaRl1XSRAvSyTKAqhSpF1v56YIyIby1/Xk5ESAPoXgPCEHVAh6ar5A2JB3cxvSMO82Y8979dmlC0x0y3SHLHZIO1rdLBdkWO79mqELVHQtwTA2gK6mS0oGc7pinE4flxLu3C+/eTvz7zz/zy/v3Vp56Xvjzzwu//3bPhw8LJe3kc2XVD8iu7PqMiFLSH8BbqD+ZH+06oSU3F0fliAVnrOcN6YAym2yRZ6iPoM8oszn81eWv0IPeFTwF1Xj7ZHZu5QFkR2o0qE5NL4QK+WK213QwPlEFiq2XZTHdgdwZLew21xIBruS+suSBXjXnvJX6u6Kc6ZU3vklxtm8Ie3vwT4L5r7S633cofxc6XN79Gfb8blvGOyoim9FR9aB2BL6i6bSsPi8zGrIx7ISEByB2WlmiruHYOS2gGHvTeXIDA4gHNxTJmzWiTke3UWfmJXM8LBxPC+/evOXhzTt+/ccPvH97zw9vfuTN3RtKtUz8Pz898q8/P/Lx42eS/MHz8wulfGRNif06U7ZK2SxDoebJ95vbg83BOPncmnwV90NY5rHZQtZbBXDdXRAkTSb/PfPEwJIBXGrare3LdCLK5hLfSfCE1MRsZDBI45kBRHAnrgCDL09ueFjvuwj63Xh+HH8/E6IOgirQ7U2ZzK4kdOeNRtaChmXjJR7iNhJ03R2LNoER1AiBgKWXxQVfU2Y1orcDSqI1MPVF3b2mXtppEc+W1qzGTAUzfpMMjUFsliSL1wpLTAcrXXJ6e8+7t+/56c2P/Nu7iV/uJ/YilCJoTbxcK5f9mWWZ2bZKnhIlZ08pUhMGEtG66g6iUCwyFHEku6XCi5ripHWxOv8u82gEpLSUxEi51yAWV5TatNn69cBoCCX/M6L2ju7W6kEoFS8h6Cm6oUCFARd+V/FAhGICr2KBLMxx9WUA4NURqHOZ3Nh6bZWMip3TFs5kXul8t0dMWjDFQKmPiOvRaNb2eVOS4p7+t4Jt7oqhuImp9PW4MZJtDgI9FMZlKLORDCNJreLENBnC6XjidH/P2x/e8tPP7/n3f/6Df/z0IyUd2dORfDpyScLOhT8/Hyj7lTxN1N0ivZqCodyadmN2iYSjRB29ozsSSl6U2lJoAifoYZzkMaupnS/cOHxxun41hyagAjHiCk9MiFo0vAe/wtkX/+9KXwuANMO8/rVpMaBTAUedyGCEp3Yvy1p2/tcU3Ejhl/6dWipnp5V42OhwGRTYQOE0RdHO64jVmId4vjqNOaK68ULjt2asWo+QVk8a7SScDJUuKZEnayh3OJw4HU88vHnH27f3/Pzze354f8/pbuZwmHh6vPD0eGY5LCYG88Rl3UBXrs9GC3s+gOwkLBtCWmNIG38S70Misd9m59Ub2soTGUMzxECk/ilREk7cEIuSfFaqxpsRN6NCHElTO49rtPkqhd6sD7+0O+AMfeCBtjGgqQq10AJQUlFZfXm+Y8SCrbMxNRtWy17wd486va6YSiBMxChCIqOtBeAi8ORji/GjPvYYuju1xccdstL3VczMDW8WV2TUeVxT7jRAF65suLIt4lkQkFI1OkuBDp7IOTHPwjzD8TCzHA48PLzh7u09P//yMz/+9J5ffvwnP7z7kbILpcBv92+YphPTtHC97mR5ZL3uJEns1w0Rpe6LlcnRak5gdZlVq6fKd+SiIJDcmI+gU+PRr4LcWDkFW7PI5NM2vz3YLY0f9nU0fYgxi2EoR6KeRdUQsGqyR9z5aYbsjtX4d1nVFP5I9f8bQYgWyPAGjjtUUfZtBVl5Oa/kPbFzZbkeWfI9cz5SxSrtbtuF63plWzeu686+KXvFyxdZLymV2Z3/Jt+qVMt4qubYiobUNhduXFWwDNTse6oiaUdlBU/DN8PDHIgikzehMzoXra3ng+mMmSgNRgS/cibPVq96Od5zvLvj/uENb97e89O7t/zwcM+P9+94e3zDlcpVK3fLSpIriT85XzZUKi9X05XypFYJyJ2BVl9eiVKZ0kp2ud7b+FEYcxEMLcbvPN5vvPoV70+jHrIbHQpY+RgH0kRwSoA8mXGYnHe6MajVaxW3oL6XQ9QoDZKbrBLvn9Zkn1QPbFtTc/bcDJlvH0GPowFq8/BlT4B4vzroX7z67mv3viHwL75r+tXNp68zKuITeXWtDKNT34+CDHuXCEQEXaZMiv5deWKeJg7zwnE58Ob+nvv7N/z0w4+8e/+Wt++O3L85sG4r67ZyODgQSuB8OVNrYZomtBZSSlR1p6AvdLyDNHvoW3PT529chdd/SEzhTYY6wzq/uq94hkpkyb1aIr3513jtyBvjXzqIwv7sDvz5njy1OubaHN07woa4aRtlGIjMuBTyVjDjbqU5tAcDvWUcYUEBEau5bsOJoLKXpZMrvSxrCMRBHmtAZc1mEq3meG1B596/wGhqN94gzkNcXzIRJZ4lDSkJpAXSkTy/Z14eOB6unE6V9w9Hfnr3hl9/fM+PP/xoQYipsnw+Uqc72H/j+eML+3plmnemeSfnSk2VLNH0fPfZX9ocNoeTVjRZSU30ZDqomKOrga50M5u1reVk/N5BKY14xL8L3YcdeHRa8BJJTdmIOY3SIm6gE/PsfLLJcg84sGD14HesrEzteo4e+zj+jvrW9AJ/RgPUDfTbUPW3e8o4SvVL5IbXfDGA5pQfd5QHJAUQd5xTO4BFs+nc6gH5kLkt4yf8IxEIiRvH+w+2hBiK34IRW8T3PRAxMc8Tp8OJN6cHfnr7E7/89A9+/PmBd+/vuJ6fuZ5fmBH2y0bdNj4vC2WvTHmjFkVYSKpI9A5t6ytNrt3o1L63OpsKZPfg62j2aDSo7roankHcM5d8zlt2aaU51KJsU1uX+upecX0gLGNeQ58z20EH+15kQqNJsD2E7xGcJq/rH3p7idXxQGg6YDZIVCo4IHrCnObZeLWsCLM7jqE5blM1gCEXd/aDMFP1jfGp7QAUJL+YHRT6bbFMCM1W+kyGtUHDtoq9idFeWpB8QKaDlQfOCSkOlqNiJdyFyFyxklwCsrpPcUJkYUoH5rxwdzrx5u3ML7+84T/+8Y7lsHh1kgVloVD48PRI4cx0OaFcydvZ9lt69ECcQMnoZs5fc3EJGlVedLGsVvEet3JGuKJcUF3RasjylpEqgIxZO16KWhKkGSt/daKVIVJ1kg8bD/MBJiXq/+s2odUrnIjxQ/HgpJbYM+H78nPS7lt68z2RMDl35fs9vYK+TVe0QOXoq3O+mVxvbyXYQ7+skDd634yBN6rvL/UgAwvN1xMof+drtjcieOc2apTPF2/KPfCq6F1rfoUY52CjxRGBiEQD0gULT5Japtc8zyzzxN3pxMP9Az++e89PP77lH+9+5seH9xaEqBvHJfbaxNPLhqry/PQRLcI0mZ2TPGNJUna3mINz3Ecr6uAIDf+WjVujmkwKG918QQ0YIgnJs2XIpA2q+YJClxSfD9PTvLx9lAYWcZdW7v82oqFlmw2Azi4vHYjd2GPYNO6HGnnr35Kl/50gRIuIueAMRH2dLboejWTaELI5qmtyhG4EAHzxEReEzlADLSu+4VSQcpui2yP/5hgS2QiHSmveXIXeUCbSLIGUOiFIQoul9hhTCmOLFtE0vUesK3tW6yUzCdMyMx8O3N3f8/DmLb+8+5H/ePcT/683C/92N3NZK9etsh7hz+PK43rPdLgjbRXJBcmbbdJcLeuiBvERD+0oVC1YLUxHy4fg8zQlUz5c4fF0eQSiybWthTOQaBQjk10fdfM9zS8aurbgXBBToHmi1FXezKFNIZr1WIOvGH8EnibYo0lj8T5mrrTlOP8vjhYYGBUzpTuzQ3FwXuMKuxlOY9p0KKMjsx4Vj1HFGx0F/dOW6eHo+zFFqTvx7UerMUpV7YBaxQXzUCqooajdGehTrZES7CXHJE+kaWE+3XO8f8u7n37gp3/7mf/4j5/4n7/+SJUDVQ7kw8YLL+zljv/6/ci+Xshzpu7ZyvFUY2aGuK8NMWL/7caqPStH6+YOPHVnihm8vQlqaQFC10C4TTWlvXhLJ21Ke5QiicBkCIrhds2pEIsb8x7GYawTToN5YJYDCYVD6HuKHv0Z4Dwg6ERSUyy68RoReGPS2kqc9e8lsisiJbzVfnd0Uw6lrvb5C8NheP9WO/zmFXpkP0osxboQCrNUT9mPd3DeAl2pEG8YnK02/7wIhyXx5s2R9z888G///Ilff3nHu4d73twd+fTxhU+fXvg/h3uoEznNvFxW4IXLiylP27pAycZuqljGg5dWknGMamurIoYUj4w5RzPdMCNfpVD8bbuF0RSGgctGfX1+1IZ2dL+8Ctr0iR5oKIygRBjHkspASurKtjgfHflFgu/QG6FQNn5e2nrevrcbU+3eHsCUUFKNzzYFtiF2lduG6E4DrURE7c9qDfS6Q12DGQlYgD+eHfcM1FM0bAs+WtpOtt+jg9zQ+4KVa0pJmObMvEycTnfc37/h5x9+5teff+L/+ue/88+ffmEvBnp/OJ4QyeSkPD9/JknlcnkiJdj2zcoy6RXZd1RXavXMNBFD/FWFXB2kZnPTMqlaYMVlzbifXOcRp9WwAHsGvaOSq79xBPmHbDM7YW/PMj9mIHJvDYJWqkMxGSoJFUOKmbGTmoGnjuxT+T69tSTGyYLJ+yakCtcM2w5T3UmzULYL10mZJyXnzbaowLavbPuVsm3sl42yCds5WQO2vVpDtt2d3dUzMXUzWoq0+pgRjRKB7vh2R7qmDcnRhNFSiU3pXl0H8kZ7iIFDcGNfFa2r621W/ksmq2E9TRN5WpjSWzNe04k5Hbk/3PP29JZf3v3MLz+85Z8Pv/Dj3Xu2oqx75T/Tn0z1X0x15uU5QZl4SkdUdnfEFHK+ADuSziQtVF1dJtperpPX6i/qhm2QRciVBUnelFAqIhOpzha4JZCPpaFezUC7s+uLOV1DV1XvhabpYLrz7vI5MvgAUvWSiiYTo6RK6EvqRp3mAPA4+EPdieK69peO728dce/bH9M7QkfQV1f4dcNfnSOHQRs/ebiy8zoZrrsZpoT8cbDHwKdber7EXzLcYeRnCRkN34YYziTJ5DQxpYllOjBPC6fjibvjHT+8e8u7d+/5n//jH/z8y4+8/+nIm/cL5/OFy+XM/X9ZinxS5fnzE7rtPOeZmitWjkIQWX0+3Whvusbw/q9fOL7TUXd7de5rOXEz968XWtqpo4bSpsvvLTfX6qvrx89ff+drpIPe/z1a0zcQTi+F5jDHEOE6Gt3g+ygC8FGyYUXHUcf/ZAZ3hgUvBDpde68Nycn3RthVFwMptIxqq2VNZID5s1WzZUbUgjndZ1QMhSvJ7ekAgQlYkP8NIFbyIyWSHEhpZsrCNMNhWTguwsPpgfcPb/n17Tv++f4H6gR1Ak33XMo9+/POh+O/uHh/ppQSWSrV+a85e70vlwQ9hCZgv7O67lGlr3wSUtgzNVOLP5ihAesYRA/dOXijCj3wD+C1yUNvjuyTAMWF/tdIK4MeseCIVxa4KeGUfE0TY6lfW8j1FU1+hdy6t8bfOHTpHW02sTRZHU08/SRfz3Bad4d5FxDuqBM8g7JzRJOHLi9u9k/YkJuf2bPbhOx+UHd+p2qqCJ6RGDKizRE+z1dDqgPifh3jmpkkE3OeWKaFh+M9b+/f8OtPv/Dv//Zv/PrvD/z0yx0vn184P76w1IXts1IvhQ/LH+xbZspQciKlxeSdHAm0vdFYZC47xaV427BP4zsH86khtjvPCWcYNHvNP2t0GhmovpbWW8adbKPuqp4FEHqdwAiGi/XuZbbCo5k9mzH5/g7g3WhzJL57bM4D88kQ0QJURcvFMhhmRbIA7+3etaD1isrievwbRP/ftp5ydlraXVf3vSRXo926Agta70AXVHKfRjKkd6AL1Ge7X1n9GndQqpeyq9kaYKdkYxOI8tRSHyAd0fmNV1LbTcmvyfhEOtn85eJLtlvvBREkz6R5YZoP3D1Y1s1//I9f+P/8X+85LnBahLtlYduOXNfK8l/PXK8bWX+g6BkpZg9IgaRXiv4XWjOFDeWKyow1nnY/jRw8MXpDywb1av/WGcTljjm2jD8l71ugZ1Q/ARtWbunOfWbZe0QsRI9d86PuUJ+wDIO98wEqaEbq7LpcAl5APtu93JeH/NDosdN/7cEIADJSLaj0l0fr91Oc3/heCD2hmaLug1Aw/2Xw9LCrEq3ptgTfj4u9ykHjN6v7CDzg7Dqq+TALyNHnVrw9ZHecWyk3y3Yby43e2rfSnxUyObayOhf2wIbFOxI5LUz5yPEwcXdK/PDmDb+8/Zn/+PHf+PXdz5S6UerKIkfKrmjZ+fj4iVrOfJ4TOs9M+QHNOym/mM0Z+n4ZwEWC+bVV3a6H8NeIxr7QNteGlfDrm8wYeZzztZgHD85oVNFxoLrJx1iXfgi139/ppvuPhmCruB7kgWq/2Ol2v5ny7x3/zSBEjFQ8oKBosSBE757sVrl6lDPSL1ETMlldEHq0HqU7QgaCUZA6GB1x34QJhpqsQQniRJnoDnOfCC3uQHAhm9SeTwQsXtdzhzC0WnpVUs+CsOBfnifysnA43XF3/8APD2/4+c07/vlw5N+PCy954zntfDhsnJZnlvlEno/k6YKkYmNOuwU+crKsJU1uNMYEO3IhENUVM37C2eaOqM4Y6ivlbgYOfq4rsWmINrY11XbPmyyJUfmv2PplRxt6A8pIY5TBGNQQyK3WddQkvHbdLxzsNw7Gr5DbFwZKvL/cntU+isEPTup2Vk9MinvZ/IWADCsqfsYAxvC8QP+270eatfc39HZfGkvZtBIg2hRI6KiUIQXYNC6ilrOK16qbJubDieX0wMO7t7z/6R2//PqOf//neyybZuasL/x2PvH56cjhtDC/zOScKI52l+T1oZNa2a7muIYok9ZSXN2ZFIZBm153UGqjt742QWdxT22BnjjPov/amr9F0MLpdkDdxRz29bQ1kfHvcfwtmu7OVI8mtwBcKPnfOtq9ot5nZF6lTgJSjc/hChnJFDg3liwcZagscXS5gNNZPMjLi2ANAEXUBIzi9/bA1MD2uuFk72xUpDfnaDJUcJSf6aWqCpEtEGgoY3ebk714oNX42+yBiNP9wsPbO37++R3//PUnfnn7lh/uH/jz9MyH4wu1JB6fN9a9cPz8iX0vTMdM1UrOC8pOKtX0cU9/tiBWJXrWdPYlbWz2/q6syDBtbWsGDwshawZyT70OkvG925wFrnikwbmhgSyN2wfN+JjUTK7mZPf6x9bIiRZYuQmK3S7cX9BbV+073SljLWQFehP7vgdiP9m7djprUzU6lW5YqGsEzQETb2rv2gJx6vOq/freoNt4Xss4jFrRMUYxx782uRBzGAiO3f4WLENiyuR5YjkeOR3veffmHT+//4n/+PkX/uc/fmWvZp+giefLzrpe+O2PO0pZHfFUma5WvzVv5qyopSLFUPjV0anVa2g3Ge/BP2kGLNSAwzS55xrfjbIX2QfBr5um58taO8ui01RrlKqNcIkeDxFMsHl3tO0AyNDmHJhcjnkPGSZnz/J9WVroOkCCuounoQtph0IlFaVeV3JS8qSkyfiyUim1speduhXqWqhbolySN6Cv9lOK/9vptDovTbPLxSB3z5B1vtTINRU0W5NZUxTcsGVHdEdkdr6XIS0uY21/qG7uMDFeIlNyQyIzpYkp3ZPTkZyOzGnmNJ94ONzz/s17fn7/A/988yu/3P1kGR5bJdXKZf3Iuk78dkqsl4lFDuwpkVIliTWFVS1Yby8bo+lwrhcnc6hoVdfvnIaavuFIMioJy6gQDRBFOJnHQL8roFWs/BIYWlmAyYJRojbXVl/Y09tFB33LshrFwTptTSLzQrIHhMX4dgvEVjRdepz0e8dr5/irQxov4yvnyavfr88JvpuGz798jrz6Y3CT0nWWfo/QDTsLGKEmuJ3gul4Es1sQwgIR2X+mPLNMC8f5yOlw4u3DPT+8e8uv//iRX//tZ3789ci7Hxeen154eX6Gqpwfd9bzheNyYJ2vTGlil4K4syJ0m1sZ4yPtm+ursxC8XW/m8PZ8efXXeKeWcxo6v4QuGzTkk9ZQfD2QI/2WtN5QN+vfGID/Oa7/t2hhPO7sjGq8Srz+uroe1ktkul7pABJx9KJ6Y+uYj3gVm2/LLNJ2bQw55i70Q7HgJx6I0KtnAIR+fUc0FdawaSWZDVyzl2Z7AU6IPNhY09FllPdKEOeZnFym4rXHre9XzmJlwqeZw5y5O554ON3x0/0Dv755yz4L+yRcyoFP5wPPx88cloV5nkkpk8QQmzY611HdKdwxEZat1G0u3w/N7rb1ExWSCkWzRz48WyEyFbQYnxx0jP47BGjU8g46CDspygfFXnSe2m4wnKde0qqBIYL+3FeQBr1NGe79naNtH0W92bvx/Tpc7iCNZq90XUFaRtqgRzX9yht6ixDlXNQD9XEvCUCD28Mt2BUBN/enGH1bdqI6MEmjtrhmD0BMfWraP4LuTN+wH9tPyQOuU7ZAxGk58nC858f37/nHTz/z7//2wC//PPH84Y6X0wvbY+Hj3ZmX4xOHOXOZxFrU5YSkxRzMLJiDy0oa9uyC2D8x4SEPO3jN3jd8H11/a0Fjf6eui4U9mge9zuhNHdBqQI+gIwcXxCZoejcD3VhQUDUP6+x6YnV6HsA+ze32N0wFY10JloP5uaIiSX1C9QKTlzDnDSpHhA+gj6AGLBC9B71H5BPI6nys+E9kV66YI/wFdEXrC8qOyAmV5CGohDneT6Zj6YyUT/7utgY1MrqS+3im5KXPIUrIUE8IdzC9gVrR/IKU1Z2tCZkOxoPzxXnpjqhlVFvdfgOWHE9vuX/zI7/88gP/43++42HZuZt3ruvCv/6sfPi0Mc1vyOmC6BvTZ+pqfsOiqGyo/ImqBYMtoOUBAlZ/XwNsWW/MzcAwuoPMqNzRsufE+l1YD7AJdCPp1dS37YzK2QNQR0g/2vne6Jx08TkLWgx/SNgeGeoMabZ1lt9Q/sQAOQeQezS/9Z63nnWmlhkjnu1t/oHsPVlH8MZXjtbj0LMNdBno1vmu6wEayHjtpbg19qlOFoSQgsjqqkHsAw+q3PS2BPOduPPd+bFG9kRSyBFwC5+GZ8PJjogBaZsDX1x31XQrI4bSoC0A4WXVpAE7hZwWcj6wLJnjQXhzd8cPD+/5x7uf+ecPv1LrSi1X9r3yeH7hfD1zd3fgepmZ58SeJ3I6UdNKkjOarGyn+UCsTGrHmrrfPFV6Ty73/7ofzszWsCc69wtO13xSoUdJfGvcr9vwTrMtKNQ5o/GzXtK46Z3e/FvlNinALslOi4r1+qDxtcj2+97xt4MQEpFjCeYdA45FdiM+or7BLNUVGY++Ah3FGX0dYuQp0F0+8OiXkMaFccNXdosqZm8CqJa2ZMpFCGjtQpfZjTFHGUjtqC5Vl3lOxC2NXuyanGCekTka+GSSVrLuJKnkrBjzemDXC6teWFVZubLXlbJV6xVRT2j11EPdQc9GDGmz3yXhBZZBxRSclsHQFa4Wdd9XM/Zd4bXmZtmJLCLUdKLTwZkWilgwnc2zSoJHRY353RwL4uujyUoGtHq5uLPVS9VovJsLO0NkF2cMIzL2r5W9pgQMEV5hcJa1bTMowv5JV0aatszNBnVFTm+atobyO96/G2vi97hBTPlbqvQUzOq1EGlImKG5j8jNeJtxx0h7oZia8uxqKZVC1c2aZ+6VfS9su6fbUdkvF/R6QberCcsaNU/V19kdVzooeJ5W31JGR1+nGtPrBlcYJREsG8Ocw0XDzNg/nR5dSZQvzjOabqn/HcpOK5/SrT8iSDhmL0QZnmYmulJvyjc3NPTVI+pjRs3xWJch+h+IY0MnRYDVvuzDC5YPPdUu+KC+IvnIrogAaiDfHDWNo9Bin+Zw2HmgYVDIb7JAxEfQgqqO2Jfg19i+bkqPKf0qVo+z1kKtG6VesZIA1dhfFg7zxPGwcDicWA4PzMsz03QkTxspz+ZTy44GExfygebKJmhVlda7QhWpzvuI0gTa5mbcN+a/GAyBFgjTtic1jBXZ2trY727stb0GAzo0aiWKz5etV/v6hoW4XIn7aqAGY2zfF7oxD7G/otRCT9X2dRfc4eNKqZpB2mVkBEliLX3dFVq6fWQdBvq4Gbwx1/a81jhd/NloC+aIG1AqMy3VPfonVDUeH/QuNsaaoBabp0ggKl4Ldy8VNmVdd1JeWa9nrteZ8/MzL49PPD4+8vl0omhi18TL+Znr+sS2P1PrBdUrhrTfSbojFGuCLonkwXoR6/5QxdZWkvX8kDSkCms1tFqNXVs7z2sZIQkJgyHmp82xr4k7l41F+D9GnhMBj7hHNdq0xmLdkYX3EWiyLNDuZCJrlHH+fQg3+/8rh1YPOlczQom+WXt2nQnqVWDaKGkneZ1U9dICVZVaK7oXdNupe2LfbP6qFlQLqhtKobK6suxzUG3MsTdb021xpJsHhMZAmyEIY+96iSHJtDrVFAusR7O6vLg4sv1goH5znNdcqfmK5uylh7NJ6Wr9a8oubEaOFNkpaUfTjqTiAQf3BYWTseykaj9aC6lALVZn25Bs6kaf7UmL51UDcXiZJNMZopSL6VVEGQeJYErXg1vl08js8qBllJGkHJxcrE65NZQsKEffpx5kiHrL4QxualRH2BJOtTgnEMg16nDvjYz/guIIfWrMZJWvnhNj0Ve8Mx4SQdnQ98brxv/H/pTb58RWYvx8QLzH3gvDNeY+UMfAbX8cD6wGOlgw562XRkni5edyZlompmX2ZtQHTvcLdw8Ld/czd/czdZ+p68KSZmYSE5mkmaQhqyTUoxuwd4i2mI8IPBvlJJ+tCCJqm4OW0RtzON7o9YQNa9DT//ukSbv+a7fR9ltvTgpprTHFfq9Bi2rPiDF/R57KU3uaXeoZlZ69EOmRUSbOdF7XD9tTDzSauHkLc7KYLZJR/RELpD/bvTjSA/JKd8gEenqB5H1DUOCCitUCVzkYryB6Xq10hw+0sq0NaGFO4Jb0SGSSmZ4v+kJShfoGLQf2LbGuiZdVeVp31pLZcub55cz15Te260fKdqHuitZ718uOrn+YTI2SWFq97jme6RG8WkJfKpgjMyEsNHVXY5whu9zh1IAbocMNS54GOek85EYHa0xL+vcNxKG+ljPIceAncb8IMmQfg/edYPVz8/igbxzSf2QYj0703jcQ9rq2gID0W0s44+J+rm+lMTDLENixZzSAjnoJnOp14xttKMhuaOoYY1JugoQ12fNT7MMBaCHQwH6N4YS/5GCyQI60TAvXXQyosLLVK+t+YN0X9lLYS6WUHS1XtKxQdqREj8EN4YrISuvR0TJ+fF5k5GX+HiGbdFiDlp3meuoADHSljxEsCGHD2XzZrWd/loHklJABXsbbQSrq+n6MQ8dnjPSA0srReDZ9a1A+yvnv8bfd17CeaaWJU4XyAnLxkjwLzW5w/5GGbVA980tOkB6cJ7qO5qXRbJtEVZHJTQ9H6QuQVxCo5QPw4rq2lcsUyRja3/qxCDOkH9B8As8sSJo9MFsRDqBWTlxVSbJbudTs2QRaSc0pnam8d/JMKBsqVzTN1JIp64n1snB5mZhqsS49a2LfJsqWqPves2ZSgnzX91XdoH6iZalSER5NP+ICFANesFmQxGqYWkAgu77fAgZY9QjB+L/cIenXzlM0E45c9MX+routfdkQKpp+8L220pqpK5CPWA8ItwFlReSFKjOWJT2hu3gwr/hY8hAzc7+bdH/FXx3qjddDW2/2YetlGnZk02Ttc5cb9rX1srV9VweXTqL5VxHbeyitl4X7qgKr04e6YyUTj753Qh/RodrD0n2l+LZKLoRCbrU3i99C9J5UL8dVtVCqUGqlFGXfK9teWNeVy3rmvF542S5eLcQyxGu9oPXquoFnPkq1/ZOqBZBqaTrioMX5UEaZ5vOk2elNQ/02O6OI80+FWtC9QhE7H2kAgWYWRgaEZ1+YvVZD43c+B9GTs4E7lWGdzDYQ2fu4HGhrvLQH340mTB/6UqP6+vH3gxCNMXvqRRVabS5wBulOieKEEGkfdMeaZSSMzlaF3RWt5AvkyED1emMNxNmYdjhMqjPo1BhqBK2jobKhNBMii3/mSlAO5cdnr9CcY/Ye7vxM2erXzZMFIsSINqmS6k52J53IQuWeHbhqYVVl0ytb3Sl7NQKqJ6hRE/QK+mRz45kC7Mnf25ukpoiImrOj1TtuAm5zx8LuUfxAShZs0+I/RrAmcD3yyh3W1GZhRH2GkzmQcFLE1rPt3ckj/tqFlk+jOd+dGakz9qZrZe/HJTcgh28f2e8b9OBMJwwrp4geXPAgyIA4iTFHea+m7HnNud4NfoweSnMS3TAGgY5yoK8D9lslod5DwRzUs+spPfAxvhfjBtX2AJqCpIYgClOp6k5hp5RCCca4GzOSUijXC7qeYbtCuQ1CNOP0pgQSNP4DHkjBYwnqNNEdpcZUQuF3xSYyaYJGb+bS/60EcQwvqzRk2SgT2nPcadVQ7nGKj1bMud9KQsW3DXHbacD+PwZMvnJ8NUhhYwmaamm3IogakqHNTThv4vUExiBJm8/x3i0DyY3mQAFwxVK7ddBpXbGUMHDBBKs/JxzAQGRBmDD0veMaibixIbijrs23B469TnmtK7VeCUdGTgZqWebM4TBzOB45HO5ZljvydCJPK+JBCEm783ebB/G6tA0tX4xBR1kLaTTl/MdLX5nDC5rz3PefhsGEItVpUdNgYygtlT/WrHpTq9YEOIJz5hyOQFGrj9gc0J1sW8A6FJ2mMHnAuobz+5Uh+VVyC0XOaSzmSveBt7mcFENqKNUdu8lRFYOju5VNiA3sQeowWKIEgIoFutVQ+Mbuio3ZA5ItaKUR+Ii1jCyNoKcIvMRcgGA1cCu2X4pYb4bqdeaL33PzTKx125G8cb2+cL1kzs9PPD/e8/T4yOPxSJGJKhPnywvX9Zlte6HUM7U6+twR6InqPZ7FghC+42tkT4pizc3w5uUeTMX0DqNXNxJ1WHRnUKqTr/8YuKmtlKHE/kmuZGs4w53/BbI0yj9UaIi21HmxyZ6OykVCuRwC6E0G+Xn1O+nVYOMUTHEGQ21pQndzXOjmknHZPFhoj6k6UWvUVscU3n2n1kQpsWds3ixNvaCsLkesMasW1+VyjN2dGl62KPpctRrHEvcUrGFzMh0M1y8Fkt9DJkMtkb0xtfPECABoulhGQl7RvKDJ7tcC+kUpO+xV2fBAv6zWhNoz1VLSSCQz9bru1GrBL9VCqmL7shqCUpPRhZQuNwWw8lO255JWKi43k+tTVYa1FXpt24EcGhLWylWI73XdvQRN8vJNyRw7raxC8Ey9YE10ff+6fIpMJXuU9w9pjvbF9kutRH+Jv6G8ERLQfocjLnhnLJK7twf527Wu0Gel86ab40ZxGD6V/lu+MtJX2bQy6nUjinUwDJvdKDGiyH4IWEq12RIQSaScvBfJxLxMLMcDx9OR093C3ZuZu4eZ091MuS6Ul51DnphJZBJJTU5Fubtb8EKnqT6//b01lI/QpQKI1WSM3Nyvv53ttxudrDk+oTnKZHhGuwPfIIeu47RgfvC0Ye71ywWirfvfOFSeb65D7mm110XdVsGC1VKsV01DVrt+x9K07zZUClZDG1rjdh5QVtDPxruaDeu2SvQZlNVXwx237V0uwCMqd6jcg1zthw1z4kW5g9Bt3YYN0Atd/iqRXW26juizOYrqPVoz+z4GIQpXSVwTPJ9fWC+/sV0+UrarByHuvPyqlTHq6HEHXanVpU+cDbwXfKh5urw8IMnPtYCl5XjhfoAIiLkTRLx/Tuhqgr9vONBDr3K7Isgu6AgIJ1fojv1G3luHCQu6hoN1pZWkpPp67CAvfu4PfBcp3OjMz2u9RKY+Ful7z+ykPIx5GG8T/YbEfs2bGPeNz53p8CHzzc60/kRC98dsTZcz09kdRl4GkZZFYWPp/xbXTX38Ai37U7I76o8Y8tXBN64DFN3Yy4WtnFj3wlYqpSq17mi9QlmRfQcPQljWhtG+uk8mbBl87Coho7ynkYL5eEZdCNPfXM9SB1VGDyQJYEmL3gUQMtP9SD6XAK0fgIOixPsiDvtPtdOI3TWCMbFWY4DNy4AT+mNyHU/oqPO/OIozyXpxh6bp+9GI2vqF+WemYQyyw54hdYZ0tCCErCAvJpN18XWdkAgOSrIKJKIweWAoX5yXfjC9jvemF6TJ6Imr86Erwoymt0g+gc7ubC+kGo3kexDCcnB3o+tsoMtULRvYfAAZ1XdolK7zrA2VK6Ukynq0IMQ5M4kwZWXdEmVdPAhRLCvU/Y6a71Aquq+mq24vNmdi9oDoGSgkdt+P1oBbWE3HrYvZktEEGPGxArq3fSbpBOmIaAbxANH+4rT8YrbiVlzmqvGx43vI2fdCQctH8+2lI+R7ZDvDfrWxyBnlDUUW8ydGIlDs1WqgvRR7xDOHScvf0NzGvoxC85mpg7caCCtkYucT5v9K1kg7Ag4qZuu0QGDP9o/Spc1HodAqQ4xgVC3+fA/chJ0fJadEkDQ77/PAWfCRFPeK8n6x/z1gqQvqQQit4iBMoVSlVCyYuu1ctyvX64XzZj8hV7ZivpKqKxHIE5ndD7IhqXoQSFzee2ahSufDogPYAKxsWWp2onogQqugNdPKqrYM9Ezrt9zmzHwrGsGr4jI47RaAjGBtVEFQA0IYzw3ZGaAvaD6usHdETB6ouPyIw0CLGu/4N9S4v1+OKa1Yo+nw9gSxOEFEk7yIpIcSlbyxSUqQLcpq/uSI7Is7/mnEJeEMiEBBRGSqvSQ5iDaijGAEnY1JI40Jaxg8ghEsxlANdSB0R0441v3eWd0G8BSYTdFcKetOmVau52fOh8zHx0/8no/Md4n1sPFpfeLz+sy/Lh/5eD3zeF25rHBdC/t+YS8bpazUWlw56Q4prbWnyfcJaZvSdA8hUnRQzHEWQlVkqFetw4ZO9OZdvkZt7hxl7GhkKf7MWv07RbIbPO4bsOGJIRa1j68rYOK8aWrvBgrl7OP/jlMY6Mjk4d7hCJcwkIYgQqAomsLW7xWR1XAMD2ZQZ2iEo3mM8I2KrTv24lktRTPoR/t5r9fOFSmI7IdA3fm8S6fXVoJLN+Mz+0bZJq6XM+fnZz78+cRxvuNNXtCLp0JW+L9/+5Pf/+uRT3+cuT4V9peKrka3DcU4OL6jpFLfwrZntTkfu6OuR7+DjmIeIkj2lUPHuYNGf21axu9jHw6nt7kd1wEisGHpk3Fu7OUBcSX0gJR+j96i4WwMLhBTUfbMRxxlq1o/D72hgYa2bGmaPpbRcAJfhzHwZcJT3cDsmVj+veymHDZkEG64pJjMPmcD0kB1d2G2mYKkMR1qQfaakCLUAmVXtnXnmleeny4sy5nff39ink7oNnG+wPN55+W88/H5wvN157JWShFKSbanVfqcS+pz0ZYzMknUS+1hssHR1C2tetjf3YNhimjsYzOEQz7UwQ7thkyvCuJ0PEIswkhUo5ObNMPQs+KcVJtQNcdyyDehowJ9H9wEm75x3GyZWHPc0IHOQ3wuXCkMlMFXA4qv91HLeBt4dLycfx7la2M+jdUGAjeM5+CJMc4IWvX+T1Inm6PgFz43WgsVU+aqWOmfCqTV+jZczgu1wuOnJ7RW/uv4X+zXjbKufPj4yYyQlPnXhw/85x+/8eeHP3n89Jnnp2eu5yvrdWVfd/a9WNy1QC3qPSG8/rZ5QVy+qgXU1YlDlZax1sSG73s8k0pdmQZ3FNOdZ1F+wWmbKD3WerPEr5jPwdDOWKnHcDyoSyZhuFYdhRcLmLq8b46NcIJ8+1DvlVSLtiFrgpQCeWi9GOqekDo1/d2oa+s3qti8qlLDaaaeMl1NubXyG+r7mS4fdLrZY43Wm85l82YuXtNTom8BVSEFXSVq8h5gzkclHAvOLrQoKkLdZyRN1F0peWddz+Sr8vwyM887f3z6F8hG0QtP60d/L/j98QO/PT/x8eWFl5crl/PKdt4p247qBfXSS1qtOaDWAunaeBlJLQDW5FQEDxTU54nJefiEyMkDCF5GCc8gYsKQaUOtcnU0ptCD8JGW3niEYBkkXtrD+aLN/2xGF8nBMOrsxnluCSSaB1SzBYil7oMx+D0ed8uTvkzhZvi8fzXetWcujDIgeJC8OttvIq8+aqroEEhwVLJEINwddZ2/xWCGf8vtGxi59vFEsN/YtLqRp1bGrBau25WX9czn52eOHxeQnXXdeP5w5vnDmY9/vvD4eObl5cr1urNtxcAmJfqsmBPui2kfASJjsELH78e/Y94a0wpGdnNh40ORNRfBjD4DX5n/YR3aKSHjx4CJ3vz1BVkM54Xc+6ujoT8HXTEcl5Yh4Eh8t7W01VeuWC+IKEnSS2T0rInQx8+05q+NHyrIpcuOyK4QNeO8OcHF18dLEXJEmc1QDwcAGQOFLbbfqwdn8aAuyR1a7jhxOaBR0lWFUnb2beW8XpivMx+fHpmXD+TjwlULW0rsInz89J/88eFffPj8gcfnJ14uV/btzL5t7CVTivO1kOFA7/VkjglD66rrIgNluHplAJLI9AJk83m+YtkHmdYjQgaail5VCoakzb4uA+Jy1PlcJppDwUvKMIN4iRqZQS6dZ93of5XmRGsZKN+wZW4Oz+r3MYV/4TZDS7ucVyuXq5Ed08bef6uuNFvBbZcvN7vpdur/FsbzPfjV9uXUfjTK/kWlCqCVZRru2+bC6d5snITJi9neQxeitGDRwl5XzuuVp/OF3z98Ih0W9rTydH5ifbqwPl341++/8/HxE4/nFy57YfXgRKnVgQu700rt7xnvLzUEuu9DL/1NlFx7lUGt2gFE9N6NdruYz7BHovZ+7OcIFobUqY0etdFJ2CbQdGIV058an/R9ggXZNGSF6O170bnwXx6TOTYDwBJOS5bsa5LNb6E7Uq8WGJC3RCNayhMaJd0YAW84AESI8nSkdy7cDvZ+DqyK/Zv2M1ov7tCcUXfaqxyAE1FKs/UuYMYCYjOVE8KE6NV4y74j3jNBsD6pwoa6nhHNmDUnx6M8UVTY1sx23nn++AcfOfJ//+8z03TH/Wnl7rTyv/43/PEBHp/+D9v2v9jLE0Wvnslb0XpF6wfjx1LMWauL08LV38d7kmj01roasGOqxpdCJxEH9jbA8wHlgLKg5a7tJ9EryovJwQBF4X3O9MF/H13n/WTrVTPoARVfX1aQZ7+nZZtJuUJdoTw3sjN3wtrtMQV2t0cCGPNXh2dCtOblUUbby9YamK3SysS2ahtRkSVkn7+jVhqQqtkuURo3dP/Q33XYseFrGkBYNVlQDmdnJLu2VY+I/RS6dKX1lwk9x01rdb3QygtmahWkQNkrKe2s142cV56fd/K08/vHT6YzJnhZn9w5L/z+4Q/+9fGZj49nXp6vXM9X9m03OaoTUd7cWMBMrxwU9AXhe5ZBB1XE3Qzq2U7FqxmKZaSXHS3VAxPSAhZWFrbrc605efxdjD/ac4NXum3ZfOBDpQ3M/yee9d9lRcjdyIKxzPQ4TBb9nczC/04QYrqCWkd7HZ1kNk4CFaJUQ/d5mY1AWVoA4uDIzEAN70aY2WtKxaaJepoRhChiyk91CpoiypahTD5RhZZhUaU7xZpuYAQp6dmmKIIVFZusGgIlecAEryRjxruuFU2Vet0oKXF+fmSZKn98+MBUJtbLysfTI5/3Jz7vz/zn80d+Pz/z6bJyvsD1Wti2M9u+sderOUp0YiwJEjW2TRAnB0kqNYwJj810oRsCL97R7mO04qiIok1p0kZICS2DM5mClTApDSnbnWza6UghEPJkn98iaAm0oClQ4saeofldeOsGvPjfr+jnq4cOv8IRHk65cN5Ac+A3lCrtnG58jYoJnRHLYAiHQouiUX4j0sWciUowU+1zosNQYdig/rep5z72MFZE3NkXz/DrVAg0rtYVLUrZV/Ytc35+IafMH799grIgl8Tjn4UovfSvD5/4P3984sOfL1w+FdanQl0rulVDAziC0Wxrd1K7Iz/qzNECEO7UcIR1kKg0Y84RNn59cxYMDOcWpxe9V9yxh6KBKC+h+PlPimtNEBkqOxQ8N3c05hWniQJk1w+dYQ9rMTah/Oqhg9HodmekB9s9qzseHaneEOGYo6ybYW7nh1DG6FT9CxkM8JbeFXt263OgHuRwJh/Rflp2ifOppgR4yTkvcxdNsS34IJbyKcnQuII3QsIi/yLUzVZyvWwkER4/vSBM/Od/fWYvCy/nxIfnyroVtq3y++OZx8vKea3se6IWE4StJ4zXyO7BAh2y3Dzg3OqlhiFRzJGZBkPR+ZxNoSvKscYaRi1Op0GCag5LUaK+osTChGHtPK0hc1twne7zBxt78hIr4oK1OpLMM7Q0mkrH/v47dmxk+DWajN9uCLVSgT43Eg0GwzHrmVJe1zVcZJ3CvcGZB7QUcfY48MegpZDPY+k21J3J2ZU26VuUUDaTT7cZNZaR7goOYltbN6QmtDpqdM9eceBC2jckzWybMk+fWC9npCgfP37kjz//5M2bt0QtnMeXZz4+PfL89MTHDx+4nq+cn8/s68523iilUlYLPtRSfUtMXVZVVwSb05gbRbQ5E5z/iq+BpWi7s0hjrxf3g2jXbcDmsvpcJXcIB9o7UmXZ7T7N6Ru0rH1A0nUAYfcgRNTanGxfqRjPorgh+T1hOhnf2Y3eY5gGaFFKLpAKaTvaHivqjv/NfoIt6YTqjKqVXbIAxNnOjTKS9WCOgDA2o1RetSBqUL4md4SLImLlPyIA1HpnaDanYWT6UCFNFJkRiW5UNhcae7hCLTb/dV+QNFE2JcnGen1G8srjM5DOHA5w3j/xtP3Bw/mOygHlyOenT3x4/MTHxyceny68PFkQYr+uVC4oxQNdatkhdUfSpQURrFHrq/J5obNVyxixciEJWEDuQS7AmVaeymtMW2blxUlFfK8djPcE/xIrvSltX1sZJk0VZXOggjkN4eAGjiBNoawuj4ESDnszRnSytaFsSC1oXQfa/cbhoIAIIgXwovOQUeca9Qa5+UvbJyFHIsD+lUe2ngmv7qkB+JDhPPFyXslqTd8Yf8Ejfb4lhuxctgXIR37b309dxletFC1sdee8nXm+PPPh82fSkljXlafPR14+nnn5dOHP35759OmZp8cL18vKum6UvVDLTq0bVXffB/1ZsfY9y+BbRwS/hkntX72a7/hrkJtAF2ohH+J9g9/HLMR12p6M67/hiIuz9RVK7kY7G/jZLUV8eVj2IA1AFEAbUQO/mS4/E40ZrcG6N2bVDctCv4Ba+RB7nqEptb37C6ZfBi8OZ+eLPbMe7PscutwB0oQw+T52RGJyB53OaDPQK2bDHbG97ZlhdTP575lLrcRrZKxI1PS/QzRT9o11U16uZ2RO/P74kUrmQuWPy7PxLKk8Pf3Bp8d/8enjIx8eP3F+3livVwvmb9kCX83pa5NQxfTp5GWZNPretPU1Oyk5UKtqNQQ86rdYsSysC8oz1sfj3rZXOKAk7NCYFtc/vMdH0/uIygpRoid6zBlC2MoxHbA+HHc2v/JClK8wGRLUE04xbfT8XQVONhuPO2ql6fs+vuBDDZxijklhNV6M0rNLR3ur7yk3HL7Ys9r2V+heriPqwlAuApzm7WehgZPajzsBQ+dpQa4KOTLljEZVF6fjI4ijhlUourHVytP1jDwv/Odvf3AthcfzZx7+OFHOF/bLhQ//+pPfP/3Bp+dHztvGdS/stVK87GvV3fQiMBRuDCteXMwuMLm6uC61YI7LCCKGkywujPIr0ubRAvva6abRj8sVOfp6etZF6F3RRy/KdzZCMKeqegkWImgRjtGK65LheMb0WYUWSLu53zeOObJ4bI9pZDZnCy7Jmt0/tpqcT28g3QG76yOfoPwOvEX5qc2p1J1Ur66/e6nyZHMQ/FaL8SflYtfsT0jZDEyqk2eYFiz77N72a9jc+mz6GzPwjioPCAvCBeqK7M+mX8vVAhHTBrKh2+6BKcvmSKYGUvlM0Z3tIlzryuff/wu5CP+/+Z6n84njsXI6Vj7+ufLHv658+vS/2bb/L9tuPc1qUXQv1PpErf+LKDUsTMj+A5CoYjxX0tXWZsdsF7lAPkOuCDO6ZSjJsmzT2n2aOkOdUX1DLb8isiE8AeEvGWhBN9NN6gMiBw/0VdA/gIvZL7r42iSECyKPppPp0cnNA6z1ikwHmO+hKqmAipUGt+W2rAvd/4ZxquaHCD9L62Gq2XWN6MMwuUvDbXfdjOaaXCsIm98nSk0H6NrtdsH51tH+iJJPOrk0cRkaoMpq/kar3mQ2ZfQvsrHH//wZUQItbEAvi2h9C833IV6OqVaQotS1WFHZywqS+fy4Utg4HP/kvD3zvD3y29N/ktKBnA58+vzMnx+f+PjpiacnA5Ls28a+K7VOFvxyoLAFDQsRtOr+bi+flbsmZTLf9LtazCbS3f2t+47um9uyHoQoPn/Vgw4a/bAiyGp6c0vcU5ffzW8aQR8P2oRfw+fUglC+GQOIHL4CuRJlc7vm6MHiFhD59vH3gxARQYmoU7IB6o4jBAPFGj9q54h4cCCQHEEYbrQ2BSQWJv5OWDMWZ4kaSjIuSIOgIzU9HOeetqUunDxNsTnlQ6mtydfahVNSV05Gx6s0Qa1Vqbuyr5UkhfPLhZyFPw8fQIXzdubj+cTzfualnPn982c+P37i+eWF9frEtj2z7xfKvlP21RCbgA5KT0N31zDg3GBy5dP1+OH8+IcSpSEcwovoDIE+8ei7oGidzZFW/Q65DISoXkrLUYeanA5Ha6EY01WgWJOfcMqYc9PXWo2BN0XC13cEvvz1cYtOF3lt7HQj8/a4NWr7/8cyTjavN45sTLnr7+kbSbQ9owUyol4rPaMh0HYalh1Oywxzi61xd3JFNgdEOZWqRptarJ552Xb2tHE9X0lp5uOHTzbv68rL46M5oerOn08v/Pnpic+fH7m+XNiuV+q2Usvq6IJw5MTcJX+uOXDNT+FlXxr9K83hOu6HZkwOwSCNOR3XKPjUiElJbS4Ipb1Z0upXSj9n+M7mtq+pAg3ho6EUjuUivs8AjRz8XYiocWl7JoSFttt57dVWFsnW+tbIDmMkAmfwOturo9/TcJ/RsHOneJsvV5i9Tr8q3aHis9HKwnidYFOgFORsAQgWM2A9iFbVMmlqmSgJtq0iufByviL5hT///EytmetaeXy+sBfL/vvw6YVPn595en7icj1z3Vav/1qpNWoOhvBzWlM3xt1BHo3RVIrLFGukFk7zCKZ2R1nMz7i0odTLQBA9+NCd7i5v2px6cJqRjiNw1e8Tckg8M6gfYoaGmHPMTh95xHeOZjD5Neo0EveK3aLhfJD+LuHAdqTH2BvEAnb5dm5k4N6BULmhw+D3UYzD5GFHb4VhPMyXO+w6X92JtPeGxBZAPbunFoRE3Wc0CbsoqVbW65VSlOcZ9r0gfOJyvnJ+Wfn48dH0hiScr1eeL2cu5zNPj8+s15XLy5l931k3k6X7ZrRXNisdU6u4wpWMp2r1IFkEBGJOU6OF17x6WO22PgR/DwdyOMfb2mq7PNCknd2NyHP7PAJ3rYFaW/8IcAwGgSvqEqTzfQ/kcL/OQ6UWczpXIQLSUqe2Hw28YevWMhkEiH5HdUdrZELEvgoQio9TFhrvky46YhyWCRtk6FmcTTbivHe/GX4Ptok5r+Tk/N8cLdoyxcQrTFa07JT9gsjOtlYkZV5eQOTAMiW2beO8XTm9HKgyU2Xm5fmZp6dHHj898/z4xPnlyrq+sG1Xy7rZd8p+tZ4SWA1frV4CoRiPjuZxUZor5G0P9LluIDuI1xzG9AB1h5k0Z5sbdo4K1jn+HmQTRtva0EqK5nA2RelJP1OG5zstSit5EKEdp6soo1DVHceHgR9/i9ri/kJX+OII+T3qRKGXdDfbjQ7Qrhv0vkARt0/i7zpcIUTwoP1P7PP0lSCEs0uaDneT6TrImOCdrw7rnaLstZKK1RHOeeLp+RnJwun3mX3feTodOC0Ll8cr58crf/z+kY+fHnl8fjR5er2w7St72ahaXKYW088CKDI8P+hKdeyl5O/fdK9RMo16MV98GzxuXA38GTf8Uft38QwZvrv5h/QxaVOmvsa/pA+s8eW/ore79uQWpLrh5xNWUsycwHjDaUMkukPWn9l6a7SAVh0mqaKs/n5HWslbzDHVsxSEXmLSHbhRFWB4F2klKMMCqESZPwndQ3RYqSA8c9i08nflSk2ZsmX2nLhcrMTh56cnILNK4fn67HpW4eXlM4/Pn3j8dOX5uXJ52blczqxrYS87pexWf7pi91elOTBCn+Vq/9YFa1yLi7lqfSmiBJKqocFbk27P+GD2c5TeTDXKPHuGRO3zYdPWhIAf7vyKTAlZBkEdNcQzjX+OwbPe+NDfJ8AYt/vq60dAaSNIE/I++F3oCKktW29OrcPtXeYDN0Z9o2Pp5zd9LsYd1w28sPlUbK6kKpqk65CxrxIoycote3P0AGxZPzpvmhqy2H9uS7VObLuQsnA+XxF55uPHj5S6c1nvuHs8UC4r9Xrl84fPfHx85vPLhcu2cS27BSEUqmZqHeax0VfpvyNI0Oap0Mq3auii5rSM9zf9qEuGmGsZy3C2E4cyZ8H3m46bnK7DPwVCMvsiMjQa50x9nO0eNgaJtfbyetHD8JtVBIZD9ZmbIEk8sySzl+pM9LqznlBPoC8OXNtAXiBdQS6InGNwRpN6wTJlDgNdVRri3jMu7fPFQMSt56iD5sps5Xd0wRyfgkyVcEwaie5ehveFev0/SJ6pHBw4B6KrZWyUF+owJzZGs2VrXZGys29XVp14eflI1ok//zxT05FlmVmWiefPFz5/fOHz4wvn88b1CvsulFKoena+eeSm/JmseLqF0bpnu6taOSZNUTJvbqVoTLUIe31C0mQBu+SOV73a9fUZy0TxwLO4PMhX0wuTZ0HpZnMUvku1fS3yGZEXy0hNM8odyGEAXLqzlwWRg8+3OZB7nz/bQzf+rW9T3I1+01hq8/O4LusBPXV5Zb2CLSAsrRyyPy+qznxR3SJ0A0PSK0OJP5cNpostnsHomSdtr4U94ONrPlwNAeaPCAf7YIg00O2KakJrpopQyoTsmW3dIa28vLygonw4FLb9wLYWnh4vpLyQ0sLzywuP3sfw6emJ83llvRb2tVCK99Lz9xj1rwaSHaKu6jJRHYCgNaHF/WPqGRC7WhCiOKAu7A0PeprNFrQcPGiw/0pkjob30XnpCExsAw0fpq95+EPaWqrrzdHwPNbQfSWtV89fH387CGHB+grzlRZZV4Ft6kEIcUSVKGQXjDLbYyTS+xQLHESaUQzWlRwxlIdIhunOXricuVHkIk1Td6jbYFQ5o2j1ubwhi+Bj604EKckQs6k2BKehXs1hElkD7oel7ubQ284F9p3HTy9s24qQ+XR55rgcOSwL17JxrRtPz898+vyZ88uF8/mJ9frCvj6xrYVt3ai7UKOZYajuLfpULUiCp5VGamTU1gymEIZCsdp3rRqLp/l3QemRLQT04JEzZzaToSAl5qalKttmtU0wEFJSE3DFb1kU2T31aypEuj9VPDhR0Wzd683xHkbGXxOneMf1pjSk4I2jYhT/9g1GTwtu5Y3odCNUkGjqKV1ZYBuGExus0yWRdjkgB5vyCoNRFdfHHMbncQ1O52H4WmRcwhBRi2xWxKKf7GzXDa2J589nthWk/Mbjp2c+/Hbk7rAAO6KV5+vO02XnfH7h+emJ9fJM2V4sEFFX15dCGc+uVFqWTdVCVW1GR2+a20miOaZ8HjSQl/6O4fgNh8JtQOdmYW/XOf6v3qDJHQIWRBsMtLZWcdWIcAzCz33AGgJqKH31jUNy8SXaOxLVlUUdGhq2ZmxUiBTXIOcW4HHDtSH9vJTSjSEX8yCgk18aDiMP5gzOJMHT81v6HpC608TIuiKBtHKlV4s1qUuubGu6c/q3e5tvKbHvho69XgtF4dPjM9eyU1n4+Hnl7s8njqeToe9IvLxceH488/z8meeXR66XC+te2EvxGrBmzNg7nGhZbOpocDYqGyobVVaQFU1hcMym/EZtR41MA42N1mVkkg4ca0uehvNjv0ZDKC8/1wSpXahelqzRU9OR3MDVzWrAN4JJhkQiHIhiyBVAhn3+zaNEQCOMljFA6kQFrkg4H3ceGAhlCd7YGll7AKcZnE47jQ95rdyQMU056Yel2qvLmG6oWdagPcvmeMwfq4ZGHZbISvQq4mVkDPwhoEdSSmitpJSp9ZmUV0opTPPE89OZecosy8w8T54JIeylsu1Wdmm9bpR9Zb2cqbWw7ztaYV8FrZVytV5IVc24rtXQ9OoIEY1sp+C3wdNj32OAhR7A0vamVp7JzhVNRMac1TcOMak9wD8GmaCh4ZUInAYPCKU61sWNkeADzYiF2Betj0ewnb88QrbHOhekxFpWpCxYjdAzsFLTbEYF7vAU7YjPCuiG7ldnve7Mc8BIbfVeZ3sXpx115L5UC5wlT++2RpAzAVzRHMZTMT1DzVHiS2CSRRIiMyL3picmyxKqYJkVFBLVeoeUjX3d0Zq4vDxTauLzp5V1PbBeVw6HE8vdzHTMlCyUJGznlfXpyuVp5eXDmctl5XJ9YbsWtnWnrBvb9kIthSKG9tJ6MOTgvpkBFIhm14VCVzEy201Xk4rkq/NkdTI0xJ417rTylRKoVDnY5pq6bLVrXJep7ghwwFBiM92u7h5I9RIuGK+TMAgddWjy09HgaiWY2C0LwzAuCbj7Lr21rLLRSCSMnIEeUd8iThtuHEqrH8zA2O28WxCDT0BT+vx36MXuILVH2D2Sl09KKZOz11JP0ua+zanQ917TZTrXC70ugjsVC0LsWtn3HZHM+Xqmonz49IHLZqVYP/z5iUOeWPLEet64nnc+Pz7x8eMjTy+PPD5/4rKeWdczW7m6U3in6u4gEStxR9PTfLz0sl+0uUxtPoLzjO8gAZoYgvz9l9Gszd0IFIn1G+cj2GTIjBHgMx7G83rJsHA4xrWdD5o8joD4Xxz6zm8d+lAoRHZvC0Ccmi4nkVHZ5srLTbQ5geaMC6nsPFnUSyPJg3/2m41fDk7BEYiIZ5sN1xqYtvdc/cf1TtymUtyAj2xWaH2sXAe3vhQC9U/To0ohSWJbZ1QSzy8rW01I+sDzeuH08oFlmbHsj43LdePlcuX8BE8fYT2vnJ8/s6/KukMtlb1YuZxaN3oJS6hcgYrqleAwwtQgXBLBBr1iCN1wigSRzqB3vub+/rLRnOs6QT35XD35urrT1RvMmi9JjL+yYZkPAnKEtJjOpNEPMWghSsFWzHfglRdCd2q1xB+HdfoWvcVY/bzWn6AZqDRnTlg3Q1PXtgMbICKAHe10xEvXStRMb44ht4ma/hX+DC8HFAFvB7lIlY5O9coP0ZtJ62zvIge6U2kFwgG9x242+aa7B1mhlJ1tMzvi8fmZdSsU3fn0+JHD70eW5UBdN3TdOJ/PvLy8cL5eeFyvXNeVrexsRSll9gSDa3NqRsUKqES/q5ZJmkw/kybz1GRaK7erza8c/biDf0cgIZp7a/AbiUwaXzsNnTcAFbG+8VVkqXuArvXp7CXfWtmt9nz7Turs+maM4W8EIepHkBmRt1hTZytxY1m11XSjmjD63YHPiF5QVttbqToY2P1Jks221h3qE3BA8wP9JSuSfrf7cYcFeB74fyj71yY5jiVZEFTziKwCQLJP93TPyHzZ//+7VmRFZvfeO9N9SAJVmRHuth9U1dwjUSDYQSkWKjMeHu7m9lQzA17kUz7BQAcbBWd/QRyvQP805/BV2WXthb618aCPavyO7H8A+ycE/g3RXrDdfgHyjnH8JzDeMAT2oi85kflGIEl/Q2Lgfv+KcQz8Mf4Hzm9veIwv+M8/PmHb/wXb/g8c73/i8fY7vn39HX/+8Y7HY8Nxf8XZO3r+oUD+r5j23gnEf0m3/UIb6KQ+le0bEgretAM4lZUVEKiQeP2MHRkviPYF2T4RlX5+RY435PmfmtoX0lMLAAdi+1O87RsSB6IP0ca76N9y4A/2ads+IfMVmV+kE39DU4ZelfSMX7jm8RUFVEPSFzs4hlV1+ugoSZj0xUL2HoHHsfgD6R8pHQI3rjdozzN9RXp965iBVcn4EP+tcQ7MXhGqfpAPBlHHK0E+OOizjRfJcNvx1BXoz/XYHYRI7cvP+jfLHbrfbo43IANjox3Tzy8AAve3B84OtNt/4f3xDcf5hk+/v+B/vfyB1/2Gtt/Q9h2Pxxvu79/w/vYuv1vH27eO8xg4zyQwEwcGCOJJ+R94yP0+IPo7CBYYnFecN2ROO3gcB8ZxUqyegTxT+2ogTwcwFHCyXGqLfMsskZepihDtruwcZUPlrgw7yWeoCgOcub5BzX35E418yX7V6JOdrnr8Xxz/jUwIEc5NziGwjmIhptVQ5VLDq5qA6JxuoW8n5VLeBmTwPJ/OnxhGDxsBMHQrEZIFd6VTP6TEOWVIznf/WJCPtjzXwkim0mAaXowEeiA7myWOg8ZzPzoiGh73jtgCX7++Y4zA/eXA7XbDMU48xoFvX7/h7c9vrBH2dke/HxjvgbwH6/SfIMFkIodTnR4iRv58hyhbg1QAiJTJ6TCCUUZWTgYKqVhRwaFmjillRt8NK+YXbQhutInIZa49f3b6Nq5/OdMsaD30oCIYn7WMzy/ywdGswIXejQJ+Xhbf/fxl6nY5d3S/BJ4RJfQb5/y8nm3HsW9mY81mXV7GNkfga1cDLq73gBvMSUkULY8kiqX3gYiO4/EAouHt21fk6Mjjjsf7DaGAyPvR8fY48X5/w3H/hvN4lwErZOsypmoUJwO6lE05pq9z+jxmv5OY/CW1xSrrQkO+7gk9WYEXX1cNcVLjzano1719roNA61Suc6yIbXpO+4+oQocNYddsH5PWC/kEsEGqDdT5nCxEOgMBWUp9X+4lmrNDZZ0OC3sA0xnKORJlfh/oSiEbqh9GzHkY4gmmZzmPMx/AoNKEaBgYQAv00YEeOA8KkMc7jbiv2zeMs+E4Bt7eDjomY8P7+0PB1TfV5j9wHonzBEZvGKOp3JxTCkVn4re5kBHpwA7YkBGZxdvmVCUd6F4LIzA8f3VOwg7277LGiga1PpqvqLmVQ9X0HdMoWXDbmIgs0mqht33vnzC3WAJBPJzyuj7HfBtwdg8RknNGJhLH9wrMl54KHU82D1v3Sc5f64/3cQVzfN2VxxoF4/fOwbJrWXQ4UZ2MqQ1VopIBdxDdFJHofUf2Fxz7hsfxwL5b2Q82EO6JfnYcx4nRT5yPB8YYE7l5MggxpHgOBfGyUOkzcGxamLLSTnoH/+xIsiPBQQmvvxuBkVamm+zKZS5GZkqv8RKVEa3nFNLTtMXUZgZj/ayF7qTPBFbe/vFRNYFdnmxpnj6biw/QUXUKg2BdbpOcS8Wu1NOgUJlzH3E6VWd3rPRnB13UJ1FXuAmyMyFkjJQuEcjmxuD6WyjZ2M66N69XoA2BgUGDdgz0zjJ0x4Nz9XY72M+tv+F+T9yOhu29VRXP8/3E8e3E49uBt2/veNxPHPcT/THQzxTCiTI6nXEzuoJdD+qQVULiFRMQgVLDJl93vwV9ORJGTU6whIOh5o0n+ZyD1CPEX+3sFNJ7nKI1lVgp3XxdhyE2s/CEmuq5zhGW7D93nFx1hud/T6r4kFfWqeP6mRvYPOlTH+ELph6nmfa2VQAiWrD6RIvKhBiWU8PsLi5jnJkZtXIgV0mivwczsSICfRyIHngc7D/37duNzcwBPO4PvLQdezTS1fuJr9++4c9vX/Ht7U/cH294HO4dx/rYM0N1yIly0douc7iqWZc1fTrveb6u/7jqqNY9suZifca6Rutz17maR+F76vqPNLN5s59yt3hw78dnOZXUNNII0XJuHqCD5IaMnDwYO5BstFtBZDkxqo686a+CDDxnBtly6mFoYKNylE5YOoZKzxAlfOd1TQ/Ixn5ZBuQFpFfYSUpwhv3qqX+P3nHGwNYfwJE4HizV9vbtgTE2HEfHy4tqnaPj8Thwvx94/9bwuBPxeZwPnGfiHEGEZabkpsoHeh5DWY9xUPeIo1QprhMzd9JZh7kpQ+wEEcjWaRY97IJqBQpsWIhYL7Rt2u16TaEtXfrB5Zooz8oRJfleuvacSExe8wL8jN4qk5KDY28B6L2WTVDmkDLcFps4of5I9Shf8+ywafPei14Yi79iHhIsGQWkYlmtE7MKxQw0F6LYqH4M6dfQ+9HW4cwxCyixYWRDz8R50g/0eLwDObB9S/R+4PE4sO93onWPjvv9He/vb7g/7ng8HixH3TtGX/rcGHBlv4BL08BjMy1M0A4PZQ7FLKfqfZOX+fEaW89b6c+ZU0NqtAIEFxqds8LbST+Gs2tXiSdnskNzMb+pHk7JEjJxCez+4EgHi1gGMR3sSj/fWUbuCeKyZPKDxWegfQaDdQrwjjsiO7KxX8kMpMh52zZlWSiYqF4PfKENaAJGxQ2Ru/RJ9SFoA9gTseuasTGY1H+HGpEB40SeL3SA5onMu/obsPdEoCPHO/lNZ9Zu9hv5HTb0Bjw2hXzfB3o7sd3e0faG8/4Nj/d33O8Dx3FjWZx+R/YH+RJAAJlV75Hqm9jBfrEAHfkDbMyrLJHswgeqh4X2osEOvOED0f8Uz7sh4kQ2AY3HQzQQQJyIltyb7Z8AdmRT9ZDq52Je0BAqxWXwL9Vt9gNJA6fSJcDUZyJPsP+O9rjKzBfw+0dHZS2YLr0nyUddTpu0bZvTfGnVGygvXMEkyv+mexY/T2A4Q/Gl7gWEMApBGugHfbEjOIYCh6q6SmW0clxUWRb54F4Xi17JbG+9oktTd97jPFmx4fH+jswDLRLn8cBx63jfX9C2DW3bWGL/8RWP+4H3r3cc98RxT5znQD8O9JNZ47QRAlnyCF7IqS8N7T/poLnJf217oA/1ggj90I9XtmxCdpfKMUO6T9kVyxq4JHuBXV2ZZeG1DoCLFu3nrOxFl/32+ofWNhwgWuT6Xxx/Pwjx2FkTLb6R2XSnHUEM6Y5sBwJfyDhlvE+g0oDr6kUKvdbY7TxcIzuc1urGODJ0m7uL06jEeHBKXIpFTDRsTIWUu8g5lwmiSlL1xwa/Z61iCA2VRPhRb6Ih8tiRI9DbSZ6x7xiZiG8NRweO80/cbm/YXjZs+8aSEKPj+PaG+59fcTxYSqffE/3rjnEk8g1geadOghtLDcHRkWdjKk6A7+hG3K6jXzaFDTILN38vATW6GKKIK5Xi34Q4RDD4MAIYmhfVHIxgCpFryU9nqpwGblYVg7XMApi1RO8ak9Jlt8+I2IH2mwIsj0XIf3zEJuItp7hJVSnnTr0sprXqK7Z0VhMnxbhCTmMx1wDceKrMzPQ9dN8wQmNRYDNNcLrvvGY2olRT9vW9gtfNdFE3clI6kxhpT9JAHKydiW/fWCv4eODbvuO279i3Oe4zB47RcR7vuL9/RT/vOI53OoNXh2QmcrAczsC15wMdwMAs/8A9jNU4A4VnZAejoCoVtswzx9TKDM0VHbKcWwwvvL5Gd9fCa4HcP0PGXmQ9yYo3b+NrHPy04+7ANMg/Olw6SM7eLUQXogH3BEFe5yJVMzUOMFW/Azj0XowKZzv0b/Ewz7Ezkby3y6E0iBqv9MengJ2QP1FNxjDfrZv3ea+qFnweiEHnbURD5C9ESO1yKfcTPRPtDpxnQ2TifrvjeG+4vTywv7xgu93Eh3ec54HjOHDcv+L97XccR+L+nuhn4Dx31ebHDEDIKE2kRYCm2s7KDXZUA1CA2UwbMiiM9BRNYABqiJRVMkj7bnG0S7KQl9mwKcHaF4dEgumuN6DKLiwoTTerdxoi2LzcdD7jKJNv/PCIlwL4pviEtCbRDlOsa185LVgOjlISE+TPCcyUcQdqXqQbKANM450cUXu54tVxobNKqVyNMfdcqv0pAzs2reVNMouKTxtW/Jp4WqdS2jlP/WAq8vF4IzJ5/4Rtu6FtA7EZlZrI3jA6g31jJIbqCbNfk5Qw+xMkGyrtdNhd6IwR8eiSnwRPuKF6Ds+n5niwfFHRTQDZuF+jSwdpDmZbYVdGSVDOhcsqSjljA2d4dKElAAEAAElEQVSAoIPFSeUMunAm0ScaFylAh2qSMxNm9vz4mZo38k/y6vhFyG8hJ7sd5Jy8EQcSdxpZGUB8AZpKTuUg3wfrCLOGLWqfOotunDbeLHNEYJvQiKHykkYkOltV1kCooeNwQLg1ZNA5ROM0aEBvB/L2DqhurPsdAIEBZtWdA2gYwNEIfPqWaPfEcTzQ9gdePg3s+zu214G2D1j+jCPQ71DPkQfOI/G4A/1MHApEnKMp+3kg+2DZw94x+jcGIbJLXDUwnVw8Xnyq9uHoytIRz+oJlsgYGMF6tWycGKoq15H5JsH6wl+DjqncHnLCvAC5I04Zvk0ZW3jBbJbbgHbou6wgT0QiMhCnssbGDRZnzbLkL2UpUFmQMT+xJrBIK4lS6xnrYZ7lz92QfeXJzzqXr5z3cAZPlWWKhraxpvC+B7atVVBi9M4Sqd4OxYuz+IofV8+SU6mPEy0So9MhSb3rxLdvwOPYMfqB2+0Ff/7xFbf9Ve69xtJex4n74473+xsexxve7n/iOA88jjf0ofI42encVWCNGaziezDdei7W8VomrkHuy+x/vH6lR19mc5nrqSuvZykUNmXGqpuD6zAhKg4xtrrDhwGJJWD68fGHbIx/AWJH5B+Ul/mKxIY22Bh0bG/I+AaW7bkBg43hmTn/G9j3ifpKq0Ar9Q+ysoYcn/ROByI694l1EZeqU++IlpY5KvE5Apnq+4J3IN6BdkOE6vknSxoMOaMYhN3Q4hesOmi6uWh7BXLHcX6jfLp/wzkasDHwcJ479j1xe+nYbzODb5wD/dFxPF5wf3/F8Xjg7f4n+gmi23sgz8YSYMoeDLwiAPQ4EHHA9bajNaB1YsMTyHxj1vV4QY6djsO+I/s3oD/0Hs7Qtx629iYEqh9kZQqbJgz6+IxiSHYyxQbkJ9qy+JP3MLoW0rkjeN6qKw5nbpjX/PITWgMYsEq4GWrmg7zTcrpJ1sPalh25pHD3rEg7oWMG3rNJlrsKw9jmVJQ91qiHizANMuK7qgJBoYwPqSSvKhez0feSrXRqOqykH8YpB14AcP+HxIgTXeCqUzLhfrzjHBuQHY9tw+PxDft+w7a9oLWbAJadjrvjjuM82XuknziOB/t4jZRvbKO/o2sP5YbpR6BPYZYFCwByooey5/MVa+PtAlfWnC9Bi5WfZFC/QoDlu6x7mT4xn2mE78h5L6hnGBScD49bWe2SFe6HWCWzxisudvVfkVv/JHWfOhzab5KFDjD9CZa+/RXAKyLegfijno/270D8v0AgwgMY70D/g3rr/kW8s4kzq1nz/gJEIvvvfJ8B0kN85vntFWwy/YrIG3Xt9idyP5D7Abz+gnz5BXG8IO+vQH8g+v8FbBuy3YD8jIwhu2EDyzX9CcSJtj1Ih/2/kOgY+QXs1fMF2Db0vgEt8JaBY0/c0XF7PxC33xG3P9CPE8fjgf7ecbx/Rj/f0I/f2XtEPBX7C83HY1DfOknH0f4JxDmxtf0zdbH4jRVe2v9Ctj81vg6WxntFBvXZGA/g/B2hHj+JHbF9YqbP+V/iwY32xq0jWke2/0tU+htY3vU/SM+VTfoVkcwsyfYOjBewX86vGPmrZN07qvJIviDxRXr6EFZYAYhhv+xfHApCsMywbdCAy4AB7nOigHms/QF0+wrI98m2OKHcc9hp8w4Fe1wmscrvM6BGEzSQx0FaeGWpr6i93oHWgZaItqGyfoZ0DfPUoYCafAkEykm/1dYcjT6VU8lDsZ1oPZH5ju2WuH97w3a7Yd++YGufKEoaMPo3jP4n+gM43oF+snl67yeOB7P1e3/IblUmhMG+FZA4qccNB6obsgWyddo8eSMXO0+M/iDg7mjy7xL8RGOEQD4E2NAeWXI/Tvnew4BU8bWueWgPyoF8QSRBqpPnblyv4p9dehQTEUIbJl32K15hGfh3jr8fhNhCjhYZ4KnUjwpEWNg7+iGD07UWzfsXh4ebzZFRA2wCtBD0qNwR/Q3x7MUpUE4RC1Vg1ucUoy6Hg9BkFkQJoQYsSHSr9GMDOIkoyO1gs7mDTWzPO4kmEui3E9vRsN0am8n1juP9jsf7gfPoOB/AOBL96BjHAM6U/0Moum6nhFHBYs6F1gWFQkUlAdcZpn5i4pgNuy4RN2h+SgFLMRtwzZ6RFTJSL5kFcmjV93Xbid6XtFyetymA4XeZRtHPhO/UIZbzTCgeypORO1dwxYDl8h5yJnuRPdYylhYDt1LO8HSORx5P22waUgsledDzR7QaFZ273qGcM0JcjUFG3juREMeRSOwYuaH3iZzpY6DnwHmyvEmvpjWAEekVwEFOZqg5LiSmHE6RKxpkGuCFuF4+Xt91IhA9H4m/XOsSXhvKM1v7czGCnwJKlzkFlueiPq8VyZ/Qm7UOTMWRn9sw8vuKZhYEyxyTx7KOrWEi6KjmreC6+S7rXExDfe4n0Z0VgtrLNsLmfCWSjtOGCgCXU2IMvV/Xdmz6+EDDwDiByIbj0RRje6Dnhm0ktlMKerAJ4nmeOB53HA9mQfRjYPShIAMVDaNzSVJGyB1gqv4J5ElZUJO+GFR2uH50qKFf2mnreZ+CZFnPYubL2vg+UnaKZ6zz7iClg2KzJMwyqbWYLCV2Xc6/PBowBTUdMc4ENGq8wIBh3rXcf60nHAu9lQFlAIBQ7DHp9TJEy+75In5ofcR5jOWC+dvyisarAoSpdNJckUIBNgdL3U5yPgCgs4luMoOmdQhkoUy/oYzEHKyxmaxPnBXsWoYVUOAriiS8jivfg+urA9ooy/69rHGKBmycQ2AGXqPQmt5jkQmVdfA0bWESXWjRaN2SjcA0uP1Lz3DPDzllZ0m8Hx92YnsgrGtLfhBO64fLRUg3U8pyjBMXzrv0p6p95UAeAlCjUQZfgCrLlEbqWQ4ZuUR0rR3GRuzOOXDwl+tVBkgARixz7mYQMx3QHgoqDBob0dm7BMfAlgnEgXMktpHMRNZUjnOQnz06+juDDuNgDdbRO4MOQ2nQ/YCbZ5eOCfEg0x8GUmWbgKlpklc/AJzlwJwyZnKHogmnVlf2m86rrJFG2gxLPzYuT8hJh22hJcvEJn/FKphiOqNcvkl7KOz4+jvHRCDhynUmLQZynvb9DYCFZr4/rHd+/BUwM3Bi5XH+Cb/YctFlqOaZzwOU3SL+4EyrocBT7wy+Hif7hdzjjTWpR+LYDpvY6GdH7x3H8cDj8YbHecdx0lHXx6nShqT7HKlsDQ1xARylnLpU36LGdJ3zlDpxzY+4vPeH8w98BODwdgfyaW6fF+H5s/zw3/l07kf/+uiYvZzeUfXKC9SzI+OOCVBQ34GlHMrl3dLlp6B3sszV9WtgPgE6k1fZaP49ZQztz0CBSYZLwxDAEy6hKMSoQQ6phqBpW7cy5kJrTX3KzvwhJ9RxqsfWg71ERh44lVEDdOSxYTz2cg6f51eMfiB7YIxdcs6lQaxb+bed32qaLfs+ln2ctl1TJRwuYIrF8R/O7NKEW3la+zbC+jCwIAklQG/6WyVS0+fYMTYpawLouubQ62me7bn9Ob2tvIvy15+vgRTRQm0Lc/zpr4iil1x++vVPXZtzFr4736DLK0/m+4X5QEJ2vu/Z6LQbgG2HdCP3lFyWbpYpoKT4yxBat3dWPjgCDJYEaZDJPC4dO2Qr3HGep7K7TJejHMNjraCAKYe5zgQLTbtr+b70I9p4F/27HP9eB+lXlUFo/WoNUHRc1jeB2ZfqWX7JCbvqfOk+Lx/wXmDu4YsW/hP+tskxG0N0vtEJrcoQNAMH0NWkN7+QL1gnwS+I/AI2RddcNvlsmsukW5ZoHdwrrE9/EzInYM5BrvGO7A++U2vAdgC7elHkgURDNM5pViYjdK1KCcUNLDvG4APyoG5vXqoShCxpyUwcjMAZzKBAYznpGInoiX7ecZ5vGONExwMDd2R8JY0NNpWvd/Q+Na+pLCxg7ue95ifjBezNcZ/XAFqLT7Jt77BdMPX0Rkf56DwHk44J5vStpHvHQksCjFY26ziV+drlUD6BfJBPSI+L9ipeqKCYjaR4w8V399HhjKL6v+TZSqkXH4h9jyv/dNbMMrd1U4HuFpupegMXHcpr5AxiNV9mYlfIdpL884SVvWWJPkHLBV7VvnUpN7pXW30W8pcN0J+RGTiDfg0MBU5bYNuGtn8ww6YP9AM474neA+dD/QlP6W2DwDuaCFl2Z8KZeuYb1kussgyBDqQTjDHFlbMbyJyvfK/KL80pncDdyTNnRhnXoThZ6YitZNd1PY24LKKhWmCgbXPJOtPDXx9/OwgRN4jQd0UPkxsohYtJR9qUxhckCOyprt85lY6TRmGOkwO+bRKMO9LGaiaiv+vprZ5BoXtoUl+k9ETRMJneDax/9gY2HqExNhvlcCUDwcY6ANjtPhAv3gAAOjDeDkSc6Hmi7RvObSOBnhvOPXG8PND2RNz4g+MEzgPnI9WcJHD0wLgnxtcD4+zIe1ZDedcAZhaBUAp4QYaaDEYqCgswM4SISDZ9Vo2udgCbmHe+c+Ht3LOxZefuJmJSDVI2w1kCR84wyF3Ea9SEaTkK2cmQoTIjXHsyguOFgg9tA7ad10pxyarV/uOjbWJGXowECgmCAJqdJ0vDmfotBd6oQwl/1lT0m4BzG4GqGVqcwhu2Xe9daV7LvoCJxe+8KE11qvZNoXvMeCysjApLGU3Byr9JRbElEUdtbOi5o50Ne2vYmvZTBpU6EBncTyGG+60cvwnWpiv1NIExGoxU530GHVPDDjGHECyEFgUVviRLEYYV/hSDhWhN91jFdq1+za3m2o3vU8LtGSlZC0AlsBSoS4qt+cUypotSeD2qtnszHYhXjQUlA+7RUFDIV4bfocZoGnVDQq+/DVoJFNGoEZ+VTmx0XazvtCIdrQhOBDadbkN8zoI41esmwPJMYJZFJGK7i28kmlDJozWc44bRNoye2LYb7seGdjux7a9oG1G3kYk+Ono/mG3z+EaaOzrLMPUbEoExXmko93caI73r7zfy/VO/E5wrWDkjEjslXFPOBL/9LLE3GAS3wleGvmkJisxnKRwV1LAcVo3dqr1bjv1Ne13IhNhRRi8SLDkjJcYo+Nalm/1c6BapWwlyqrNQgXOPTLQV0Zvcn8gd7m0QmygjRCWWGXnyPmOh+wpY8O7cIjbgo0SFeV4OMG24UnRx4Y8aABJEdkVz2Qf1yUg20+P8JbMMkRp7QzSiQMf2AKLTeG03OjrbtgAYGoiWm8Ep1sQlapPP2vhqmzjpZcubx8lxbP3Lzoi0HGj+gs46p+bbUE3Jv8p8EI3JOWVgQDkdVK4JMVOFgaRBgkXRUwAgLoawUOsAnc9NqeTjhlidyfg5Mr31f+F7HGykOhp5UWsHMlg7mI3iJcvZNZLIrkig7chtl/JuJCsD1ZHiY0Hk0YhPSKT2faDhM4T7ZgZGEiiRcZN8tVOKUzGUtYV8RUAo4Sq/5/1rfuuAlByNbSBjR4KN+6Kzod3YyLeO9idiDAYeWuJ+vKu//CYFnMb96CezDx8JvDGjdIwTfQyc42Qj9PNkedHzjfx1WHcSCkilNgcSGWz4TfQrsxsSD4w8mJU4TkR+BvJzlQeClzcZyEUMogxLT2kMFCXg2rqRX8B+atT1or8j8I7Av4DIPPNM1hwmmpGlQdgkUU4OJHuErWSVpNW2xSKXPj4mh5EsLQCB9UwH2pV5+CTfUmtMvk7eExcDyLqZ9YopJ0sKX9hw1LWBdg1klbwH+YhedZZwm6eWD8Xl5KTTYHD+mZ3lkkzMYGhtw/F4oLUN+/aCrUo60qE3RsfZ6ajr48R5PqrXzciO0VlPuA+igWvJxdMMNrKTEDB7nlkS81iCros2Np1o1k0AB/jmzGI537Pqkaw63NQYU0JuBilyjsGf5FzTuVbr0fCXRxwInIj8v0Gn9w2BFyQUdNv+fwC+IfM3ZP4C5DsC1LGzEJEqj4NG/aiAdAKn2HHUZFt1njvaP3Tdn3D5k0BSXsUGlxdpfaceczbyh40OhdZuiPaCCmQ3aA9KxiX5DhJo7qGoRrRDcr/lDowdp8DXo3W0fsfL8cDeboj9DdjuAN6QeEc8/oG4/28483cc43+hnw/04yv6uWOcn+Uk6eWUJk04m/cLdYs2gDixbcH5Gvfi2chPyGSmyRgbehIpGZkMQHTZbO1V8/uKWTpkAJszJm6Yzin9imR9cwQwPoOB1RfpaxAf3MCeDwowhHpHVJnmjdes9xyDz+qvH9DfE7mZJqBrTZ5DgRfrR2vJ2HAwvaEQqEhUzXY51aICVjzH+zIrIOwrSWcZorfip96tQyAj+RTkBHNt8UpA6YHqm2bbV+AQ8oBEqgfVGMqkiERTucEWQB/kafupAES8IwpYwOxr1vTv6MeBkYFzNFWMIL+sYITsU/Y2AwocGcxS4Ny2yYvC/IXlRxhf4CSRJ3WUPekG9BUIMiqcgeLpUzJg5lzoZ3WmMrgWbWYV8rkH3Kh+kpD/YZ1Zcvsi736iu718Fo0om+YkUjl3ocyb8ssG+6lkviLH/w5mLJ4I/Aci/lXvd6dPZP8nbd39E/VZBSxYIUHZApmI8ULZJl9SbI3+nKZM3cc74jiQ2xfg9gq8dMSLelx2VePYN2C8INrn+cZ5II7/h/ti+4yMjth+B9CRnfM9LHvxQGsD4/gNETec0iXO8w2xPbAdL9j2G9p+IPYDI//AyH+Sp8QdYxvoo7MAh4CZ1L8a+RQcQnUWSwc2BoWb7T71M+3tF/Kt+AbgXSuXnHP8K4C3uUcjFZh5YU+uLhpL9vkalcV6kI6bAue2sdpXIA+MkwE9tDvQjtK5gRuw7Yj4hsSfkEOHVUduriqh3h/nt7kHfqK7sZesydJOfojurfvRPsCQH7HZdlZZtPzEPRt3ONvwsheq7JuYZ2Wq0TainizZPBpG3xDRMO4bYgRidLSbMria7d9ANFZwoe3+Sf9+xwQHsAE1TQdmv2dj393sGwP5qfJOoyG2RL93tG3guJ1oO9DaO/dOE28aHP84BsZjlE43BjOnMwe61NjxEADYWXRDfM18w9VQZI+P80TrKpEL9TZMZmCTXWvP2veBYKAQCYyHePjaCxLzPAVnZ3jJ9svkU+T30usWPkh3l/QVA8Hihtg+kx838F4OYv7k+PuZECEU4zDaUj8uEVRozZXhA+XQg94dGmD6uyX6KKUgx7D41S0WRQSAm7KShvV8Kd4TXanJtZMlgdlgDXiC0tftq671ADeE65qNJALuGIgc6HKC5ehoWyLORBwJqHN5P+iY6w5Enp2p+wNwyYcyMsdSfzRpzLsnAoWs5iBF9EZimjEUOn0iLaSFXBSTiaLDnBfXCY7lWoDBoLQwxzK/nnIJ5pyI3WIk/nfVILYx5ODDNIB+dLA0l59Hpie1GzOte3W/LPRW66vPw/XJSmN8eppfajre5z3jchYu3+X134Gnz/T3BUk/n0cS7HqK9pDfF85YIMJjSFnsQ47ZbEKRA5Gugc2oa9U3XlByE0Fl5J6/88+YP8i5THqHMj/LAdnquxJMwHxXzaWNUZepmahHM4Ooqak9u9JM1Jf1LZaxZTFSjzLmZbVW7fLX94ffxcJxHdtKA4HLey8sfH6XdY4Dp6WZ1HXLvaupmt5TAYQ5M/4uLu9NupLzyfSESTexrGXxYPXWKd42qOpFnGhoGO5VIAG9nY/a6s3NuxMUrKMr64tOueGa6BkyFmbAkcicA3QC3xV8cJ1yvnca0Zwuu+R58L5c9pP5Qq3VdApfjssakl+u+5w1+oOOu+JtVlhWB856jef66d5Fv39D6srRnFVLdB34cv26r76jRe+3Mb+ufzg4Nq8vuesx1r6a95xOtqzvSpzCPGJ9mGnSDmLTmzmaZEMY4ba8Syk8Ay6/lVKky+8ccoaOyasm+gWiNxSJY33nkl3+9zLelXYgVJjfz2sdDApcOU+gEHaXNfl+vbLGsqyVAhKFznn6Pn0LG0Wr0i+J57FWxt26FX50mDarTqjSbcFgCyxLF0QRDC650JvnxuRhHrPwXqVrDyNvKvPScmKd++m0pB6EBYGcuCBDAUynhPZnhhyGN/2otFNjIDSD5dYylXk4HogAOtMiyFUyiaJLgOWmJlITj2QmrBpND+l72ZMlCHqHa606kJ9GbtWsrTzMTp0Q7/PcWw3vmBvO+wmYvCfmvSInkGSk1q0vEomfMfVda1Xp3l4L87m1fIX1zqUEosXHqmr+xfE9PU6QhZ8R9Xu6ZHzuBa5gUazPvk/yznrjy8D0oVmc+aHr3Y+RDMprXHbi+4eni48ajZzrIzxqrT+YCdGQLM+ERFcN4ECgNaLiukuuIGSwDvRxMKjfVX5puOyS+0H4GZKKKx+0LreMpcZW6HIsvGbOU9Zcr+9k2kiTEMwJJivI+fs7vQZPa7t+N8+50shVDq3j/Lk03VGAkxgVCA6X7QwHrLXXlhvO/lF0UFxlrx2VJqDE7Ks0HeTcF62IYw2pWWezDhSSb3yujX7pSmDD2YgdiQ72jTDlR9Gh54SOCcDgliovMVhSifbAgYRQyQr+xnminQ/0fKCPuwKuIWxBL9rifLlPm/ZeeHdeUaZZoBs57dI9Dg0ykUNMTqrSe1ZCWEWqeT8057XvAtXM9GKzmlckroRqXcEyBaCD/6m0m2Tuz/gaD/PtlSeHhvCsFzS4VC9ltbMBMc8L6B28d20XTD1jXuP7Lnp95OVzg5ts08Wgo26qgoseE0E/w5j22QwUmxtoB2sdh5pFd0CVZby3DvbYqd6gDLo7yD46S2gOObcy3eNm5WeWd6uNtejjDtpceBmWz+JpLc2DJg2vvV3q2kVvW7WdssdX8CNmELkcm37uygsvbPXK2ypz9m9ksc71+gTL6cnbBdBySbdIsJTrBpZkpHMwtR5QgNx9B6LGZZnBhuCRbhq/I7YdDOjOvlThOaxp9fxIHwKDFLxGZUPVR2L22ZllrsKBwqUsLeJV5Gg9hjbGyJ0gpUw59zuAN/Ya7okRLDNNnvooHx23l3jVWPiHwDMJYHTzBYJxKN6WNRoEkJCfLr6C8lcMAbYWGhOACk2ArCbghUu0Jhshs5TcDkAla/MOxGPhK5vmRv0jAAX7NiA/c6/DQGZn/2n/VNbYEkD90VGusfV6gOVcDZZc9NDiW85EMu8yf/bfmq0Peew8x30GE8xMIG+kX5K6tzIiWsj3POp5VYPEsrr0k+C75wywPtu6Birn4LVjnLrbKBObgKagTWr+OfhD1drgX1d/GDIPYma0pnvvjGU/WBZ6zhIs75W0X6As/pruWNx1nDuCIn2vRf+r5a4XXp6n/60ys4DSC3CuwIsr71SgPKxvbQS2uppR6Zx/R4P7m0fa4HkoUrYxypy7Jm6w4XPgAeAdlWY6LPRde3Ah4nEW88zY2YBQjIm2EQmskPiV6b4v8nIAvUvB0zNbElU5Aqy/B7CetptWJYwQzea0WI2tv1BRct+E14OlIrocwH92oJ0Yrw/EnmjtQIuO2AOxhQzWxBgP1u+y4/hIRsJGQ/ZXNhk5maUxuut3qSzU7oVVdHFsiDOQXUQ1tmVjUzFj5HAHezsIURkDEcoYEOET8RjASUU6Uo3P7KA0As6puS6JtacingzC0GGkrBM0+TW2xZnYwHrCik66LlsGWEvvrzW+fftVKtCdynHVf9S4KiWLqVQXUheyLZqJRMQzbmAw7ZhqnVEgobQ/p7FhEbYrQy60hOd+eRWNad3UExltThZcF6XhRXRtYKG9lW6YQnYO1YInCh/o54YWDS02tNiKF9K+IXIt3dwXqsXfKTyGS5rkQ449Ofi66iUOO445f6VSW9AMvU8E92Ahd7OM7SmQH3NKwmh2vjt502I8AChEjhzDTvNOOQTdCJbT7WAZFUj6oGmARSmkWYjSaDYmPz4yXnXdO5+p/RXOApKiNfswWDk2HVohbFO5WjNzSsFPRNjRpPO7SpUJcZRtNhqzE9cGzEWZHVL2jbKu4O82jbxxpxKuGu3ZPku426nLupQYoZ5wdNb1BgRObHmiHSwZENhKsKX40sgHxriTN54pASm0dapmv+sW9m80SPrvNEpKeWnzfWCj+VwQTeJjCFyaRtf+I6Ilak2WlS4CtlJk5YnoiLTQbDJUxkPjcEkYl+mTYl2BHd0zgBmk9Z6bvOWH9Ab1NKreJTMjg2WdorZGAjQWEliDxDUPysxJK6pV91OGarGvTUqP6cs3okJRuoffs2mubCgpSwqxce+n6DIGkG+T7yPgZspstJlgPfqUrR0EMmQDm1xC8km/8wRaQzQ5kloWP5/7bCpRLIXDJsFAEk0YQDmJiv9bWTOZ+Ps1ILDUx8+H1mlDJg1Pppsm3BR6hqJsAJ66p5F84p1lbJ7zt2nfTau83i7L4+y8MiDZDKwa5SHlg7gauB8eqr0a+5t0rd/4Xtqzre2I2NGE7MzoGGhgxs0NMRKtdSrP2yF5q3I0zRl9pLkq3yR+Mvbjws8hJFqApQAc2GJmZ1amQMQd0f5EDtUeVS3iLPltWnhBi9+AeEG2L6w5LETOUM+XlAHXzoboD2S+oeNAPPi+MR7AOBB5gOjlDQMbU6HPJF/oX5GDNV/HGBjngUsQv5/ajmrAmnKOjjWwlUiVHRiDBirwCRGfRGt3jZeuzHC5DYDv2l+lM0hW3JQ1c7o/mx2Xzi55AdoLBjqAb3CQl1mrGwIDgTuNejnpQhmbudFYj8FxD41/fBdM+v6Y39p9tgZ0nxxDuYFADMl68bHIDc5kBSboZJos/m6RBXUOYF6ZANdJMiSG+7WwPFITsjLlwLXRSGVnlO1xdWbVxiLvUS119MSIxp5xrWEbHRENZzsQsal1XdT82ahk0EvBr3Eyq3Vw7V3OsJx1oglnCg7rasP6vS1Vj9XBL8/aOv4ZwMlFfl7lKy7G7brI00+6hjPWOXIYWHu/mNxKLeN6TRnhvsVf87aRv/L8FJLeDrb2QLSuPjeyJ43ozVhA9kMZo7YDQV0JN2RzjwD14Gl/Uj+Pf+EeaV9BHZh6IfvkBIZqORNlHEDcwfrm6nWERpAVBhDvYE3v3xH5mc+Kk/ceG5C/8PxmQBd12Rx/oNsplzv28YIWO/JozEgdB/rWcfZv6PEOwyfb+Yb2CJz5B87xB7JvwLnLifJOVqZSJakeRl08oYUySuMViBsS76AN9qrV/4SWN+Q46Bzs35D9DchPCPzrsn8OvjOAyhguAhUdpoGM0pXtQHNWSvwC1lAXH23KnC7doAPSs5iJ2VCZzQpCc+5TPKhNp9ZfHBnvolTaKwmXoOCeZI+zdQ8IcFOOX+2joJ7AM+XsH94Lkv3VABeYuk8AKlcTMFhMCNoYCGWhAo3o+KTOUoHdpifGxowcKOMUG2nbzsAq08T5HL2rme6dYKW2I4KysDXgbMz6cm+JqZtT/2fpVTa37skMxa4g7Ojk426Ebh5VfbxCtdHdBDxdyiuXMdIBGwXq0nxFIFJgEutWhc6mblreg0SBPyPcgF4Bosq4sTP+oR87j/XMgKpx6O/cMZumN85NfNOzFwDaj44OIHbk9m8AdrR4R+RJWx5AtN+A+MwxtBPAr4j8BVUSrR2I9pX7abgH2S/kTULeZ9k3fwI40fIr6fPlPwC8AuMXZO6IlNN/kHdFO4BbghnlLwRlJNH+kV+ZtbTfQGf6g7bKeQLxgtj+wbVp7jPzB/fT+Azghtj/wWzo7Q/pS7Ir418R8QltsFdCjj8R8QbkFwS+YGwHdZfoiPZGP9txYoxEV9189M9AbIhbSEclynwcn5Bd2aoI+v3aHdVg9/yCHDvQAzHIk6L6Pb4D7Q7cHsB4QQ72qMlz4/q8/B9A3umLyI445bMb/8b7pMpu7d+AOJDxB4ADPZhZlvkZyBtiG4g2EFvQx9k/A+e/k1AG9bwx/h/RYeO64F9Ju+3v0Jv2QhuYJd7tS9nBAHyAQSb5bIbPVwZzNjj73XzAugQigM28XL6QKo1G3ph5B8v9v5KG+wDajjwTI2cWUmwD2BIheyJiY3+T0RHtmPvXmYkA1y5SVW0JxAQSw+DzxkzIke/MrGjMwuhHMOtoO6r6AAL0tQ2XeFK2wkmdhxlerA5B24A6yrDNY53KfCBfgLEh2jdgnDPggJN2T1cQ/wz+jADOvWzv6kGFof2PKQ5L95KsfQILX4L6QNF8tq7eFMHxwdlBKv3admZzxg2xfeIaNGUibt+QP5GnwH8nE+K7wUNMxMiGwAXJvZ4/4qq7r0HoEGp3DAVumMY1oyhS2sXDpyPJQsgRJTV0bYFLWZ3V0QVgRghl2Dj6JG8unamMPFlhKEMmBwY6IhvyFJE7zX4wCIGq4WqjIkWYudQFc2ohDYhY0h/nNFlpl9Jc2SOoz+ekNjEyrcVaBmZdF92gbAdEKeal76W/W9BVq+lS369zOQ1M/3+igbDYoKuC9tfGRWsbVTOhaqpe9VizID5gqrm8z/NzwobuwDRq/VI5p6mIbY36rv96QutdrarLHikU2fM5WGcLWnsatXXnFfEhwzLTMzFRKgAMyISRcnBwRbRjdFMhir1vsCCf7Oz7Dpm9rnE+vYmVtmW9n+e97E8Tw5zJ+rxo9nmelr/DY1sDQ/rJ9Vzfe32PH9PbdGBbKGiMRarrM3xRq33FR8fT43LS4vOzA7hmSCQmIi+fTvSUrvMQ358X83xfw5IyWcaKm0vZsW4HburaMSRshozxAWSoWSwc7BM/wYYUwo59IMQnhxUJ9YBwDf/RGeQa5u1Y+NIy6HTN5FjIMBf60dwtSx/zH/o+lnlervtuz3LOjTr3zsv15j/a4+ugi7f594/Ofb5uoGD/Mqry8kyf6n250sA6Psm4hcdPmvAppmHPkxU/OzeW7yZM5Okd5xguI7wgECdKwiszn216Jr0XD/P3Bt2k6KiNhV7Wd1xee2C5x5D8TszsSdM+rnP4jMp/opWcCsd821gmNJ4/j8k3Fla2rtBVDjzzGu8F3asuWPgSgMpA9N3W7M4fHYX49Tqv/GOh+Qp2KYXXKFPpMzNgE+JfDA5f3i+XOYkovj4Nfa4TS0+sjmdeWxmfz5CpytKgcxytaZ4T1T+m9CehFavZ/U1Lf8DBr5GDzpccNLyMjM9Rbltn58dIluusHiRRgf4pN/X38LpP/gKkDAU7W5Y51A/jYJNw6CifNDzXSvurDLyVTkfN7wWhvNABQUpLf45Lpg3fn+vW6pG1J+uDH8vSy5L5Hx5qfTbDd5Y9+XzNJQvs+Y4XvDkWQb38rMfchSlmYDk1YvIL95JhINA8az6C9oJGH6ukSLFPzn3VqEaTqBa68YmN5AjpbZSP1YBa++KatXrlc2XfrPyk7J0nbrOKjZr99dp1vnL5/7OesZy1XLJe8f39PlqHH9w1fvjNXxwGJmzLTbQXBIaq8jtwaRZft44l4SD6BA49zVPa9uj69pz8+yJsV6eLbT2juMcEFSTL1qT46IIE0PjdI1G2iBGGoiWjEPOiZ/IZtFNhCVuvQaAS+xumy5JgR6EtNacVMCi+a2RkXsxpqgzmYzkdydn0ricuPdkua2z5l4tZ4PmzvPJc+nrpAJfek6aBZRlqr/gedj77+3XO2nrhT4+5N+Zfk18/3Wud/GfaFnpsBmTbZRnnDa7Pur4DFl3EwsfzIcTtGHSMVymjdQwadwV5LNeXwHACRpCnKl+MpK0Q1dPtYLChndwXaEUDKfDOzM4nYjgXfmWHmyZT07bqB+JargxhWlkzyRGXPbJ+FrnNpQDwHLz+bo5Lr5KsbQaguZH6lJ8kTWcT+r4LfX4kmz6GhH9wmH4ZxILAiSz3yHUJZYMRPNMxQQgJxDsQCkI42yC69sxWagSHOscWXr9Y9iBsnWwAbkD7AgRLsDEY84bMk/xt6NpO+yYVCI0qu8vyWTFcPSVqHuc6mCMlnFnPMj9NQJRTsnECG3KAulbkRIt3266vAAi8JS10aRI79eh4WegGxZvKflA53FjGOfvneP958wo41DsDpNbt2o4YDWHwLlQCrvTDBwIPvnc407epdNpKQkbUezOstKffq50M4O/pbSufjvnPixIYnhATDsp4K56RmGUN/VyVd5SPqzak7u1sYtp/UeAHgmXlQwhlFXQGSULlepm1CwFHFZCOJ37w9P4ZgHtkVUC3App9BoUDGFDz9qXyBHX5Jp+v5J+yCmdQdQPGLt3eZfc9V00zLn3SfnOK/mkL2W8zzCenrmfdc66dA6CLk31d+3rHdS60hmsAt4B56/Xt+lNyR2DOy/f5t0Xq3w9CnKpJ53pe2xdE7MjbixQlbaITdBSPDvSDPRdW58aWwE2qsF/yFMF0pRI2IidTzXhy3xdiMm8YRJ/ZSDanGOo6L5QwszSIEM0mhhAQc91BBbXRqG0JxL2MCQAY2RgE6Py7tTdEPJD5DpwNQwwQLQjscz3PwY1D1NxgiuzZRAPH9C0MIMaNxm/eURQYAI3pHdlVD7R6cGguFe0u4bsNRB7IIQM9AoxcqrmNWPXKBPIkEYfXdTfxjAsRGQc2Qkq6dUEI3R1SVGQcRZVgMfFuSBkD+TcI9PbySoVlIxPqnRuZqU4MTkzGL0UQoWjv6qSmQOQzJYThBkUvutTKm4RvWEA07aVp8D3rh+SfZCJpY6GMggRUEsIGDgV8wJkB5LOMagcakTQRagzKcytYIuMlkU52LR0SVuIGmR8dRweZYjamhvUuBZAptGzWlHIQLyXBQquddlgLZSeUZkphDjhbYPW6iXHnLprQ2jijxvXT4YGbwJzmjFq/1Jm1jk71wialxOi/RcAkpKyEEO54Um4+OIwgTSk1zf0sFgHMl5BeyvSzNLM2CZrUV6dpIUw1LWJi4ci8DYXmVFjTkJm69+GQUJ5oLts96Tlrdhoq2q9SX85ScR+ZoYyzcDkicK5GKPI/XhGxo0ejizGdlaIAgbMvyllimegahZDATNU07sjzTTybCJwq7WEn89ikQDYgbgtS8eBPgkiPvCHzhfPiJtZQY64SjjSoQrtkljmxwsc1SDWFBb6QjquuJUDHEZhNVdvfdJ2Ibb13Q45PpGlnEPzFUVvkIgSscPjyBjvqZwbG5CtxIbipCLL3ESg3EciN6xRD2Qh+j/YLHLgGQJQUOmtKtiiexrVZNdkmWlbGQEDIFo+9IXOf+yZnXfHagTYSvJ9UciSKtqUU9gNE3GjMXmPV8abzVrwdej+VqZhzZUVPyp+NDDWrDAgVOPSuVQ5MmYWlC5i2RKNwgG+uiYNZ1q3n89t8eQWEud7meeylBWX1kTd6zReDIgDIwCcqBZglRf7i2Lrm4HORm2vXR9C5zqXW3hivAF4UKHA5hXd+Z9qo2rGa06AuloP9n1glJBHHXTOkPd/UgHDc6cDYbsjYhAoTT2jJ/lyhxonqLRW7siBPyoIcycyM7b8AvCI2prxHewHaTbV9mQEGNIzxBZEPJP6/sqHUw+QYwKksgaSekDGQo1GX6gDOT+R3yhqMLr53OiuGPTPYSA6osh0b1yfjnTppZ7kUjBdlNtg5wiwSO7KybcitiVaO4uvAhjZUJ7qMCfU1c/+XZgPlhkyhliPRNhluw8EGpvBbtyMnEY9Lr2MszwLauP01raF2ACbRizdUlod3zAb3FAOAcAAR5o2kIX7pb2apVvKYxRBCKGgO6geLnumnjhyqgZ3sfeKyPenzbIwtfBnzJwHZO6F3MSiEax/BbMIq6RqdIZ+L+qF7pWXOSYNVRmoCzHBA1t/WcJ3JVvpUlaRzJmnW7xQjsqHqMiKW3T5KR7uAlSjjV85/ddytK/0R/9EqlS5kWrVcCUzkejHH5fd3UuPjQ3sglF2d6ucUcK+VXyUj7kD8CYRwV7kj8pXo6ji4BjiwZkzHJh48lDk55KiNf4IUdZdq9gVEtZueXsnT8A05HuhgKcoWiab62VsH2Kz+K+hc/AeAF0R85twMrUdQNqT3uAIpGTdkABt20AlpffSBiI4er/T/JdByU5nWjgT7VFBz+xUOVA50dLxrTfUs688yMmJrzJZTfeieTfbrC2I0jPMr0e79V+T4zBaE44HZnHqjrlCMHtJRtdaj6X0DaHL25poBASA+S78jGtPzQ9KyfPeetg7+qvrU25RVxed8jx+Q8XeH9KUmHpF3ygOYP++gA9d7caAyICPFnzReWIEn92UvkwHgLl4J0rZ0CfbpQMmBUmVTDiHvXZeKCWZgIXb6QNqGGDfqL836hOyL/ATrhnQkvyNdOSKopoebjmMg9xPRBn0TIwqHwr5eA8x2XMpFh0FKKkudgdHVk3A4s/Imlmb5pQbFwQoFITnCQIQDZTmDXMHMTQTR4p7/VK9Nz41LlHEtZesrm9z683A/KtmxsWRCMCDjOu4+HKSA1nsn3a1gFa0jG0jn0/UfH2FekhxP7g/ynSNZYTF3OkijI2Mg+lcg37hMDYj2B1r8zn0/HqT17TMSr+Jz5jMNeH0hqryLxk5Vx5Cu7LJOGa8APqHtv6G1V2Y7jQdy/BM5/gn0f0GMfwDnrwB+Bfbfkfv/pD3WDgS+sN9EvgCHZNWmZsqynzK/iRaoo8X5RvMEB9fs1pH74HvEvwK4IeIFiXfkeKOedm7U4YeyEbb/AJAYaiCdj//B995+Q/VYaIkYv3MNFZRhQ+REjjuQ72AgBMh4gP1ZXsAMAHBOcyDzD0R/IO4bsCmzLUC+Fjvy/AdpUs5p3P4HmJn1T+47BXja9sLyS4+OPE/6YJr4QQ9WUhivYFUD9mGJkaQVB2zzgbKZfkpwdryTbsP813aZ9aTW6aftzPggg7AO8g5gR+ZNt2mkm3zIj/mygHKA4ql5KnaqcrEJ6rKPBzACPYOvoEBEGwNN+7wCBNuGNjpyYyUDjBfJhYPrGZQBtqadIesAaI5Dcfc7Qv6TytYbgdYdmDsQsH8NmNkelDMspfkO5I7sO5Cn/maPB+qPXzBBgKA/G5K3aTtXvufR4YovOZT14uCbQU32R0QDfR0JuO+mdBdWYAnSVASqaTleJVedUXiXnGQALGOfPLDZb8TqABEvkmnkgQTD04b7O9lef78c0yW64aivFPaq8WhThgrZWmt5okwtdKeDAFKSK+ToFPYysBdmfYHg6F6ls0r4ulRJs7B3lNA/MYX2qngoSs/omoRzF5HZULdh4kCICDiaa/QrLcbRu57Ic1SErJT2mgPU73BkCx6XHWs613P0rC2tOvzFDrGxsRhSTyj3WO8V/uzptBrzNAivzx+4pMIGlrHOKa+BxnKvHxxNAmCADbonugZypJeXEit9XNPN1xeh2h3Pc3f5e12T6xlxebHrFdf5XS96vvfTuTqP22QqrfzWAR0q7GH06ghMNNKklWl/JlxqKV2vehiF4gAO4NrIFcD7bkbycv/vj0lXs1TB8n7FfJ6cCXmdialqi/Yd/dadfWZ8sHKFhlzI7jLFy8r94CV4eiG1zGvs4s15h7o856n1xfPGW+coL3/NweXy+/pWfl+eoj1sctH9Q5uUgYj1PX0Pr6Izu9oM+qayilzuznx0dI1KGRFGEyyOhLVZJx+gEmDpbJtetMXfChbpuznHHuXQfXOO3bTzMSMq3jnpx4Hbpz24TN91W6/7L6/8qJ65RvpBJ6llVrhMykoIceVxPzvy+o95lWWm98L68UrovkKOpSc6+o7aPxrWkyyY79I+uGCGPS4bbjWylgc5hnF9ju7rciQrByh+6f230p324hpoVG+qFF90E/Ko/ecxLg72y35bgjqStashn24SVjWgvS64rMuckzbvdck0mPN6lSNroHze2lzn2ZFbj/1ZwOGDI+VkrTlQHVEOefKJC6+sIMgM9BLhNnljzVvO9zODnyVcevGxuX7WQybdTN4/z6HDppQJ2IGdKUfzoMKcIxkUzk4lu4AQagjrIA+cov0Klg0wYGRD9sbzE7DTg7dJ6XqhgP2Ag9HWsSY6aZnzlb8gyyDMJchctBZj0m2RzfV+qxCa/cNyfr6wvVkebLlhTe2TPAxgBsvXmuWrTFzZ1XfM9IfH9UnPvAYl65+viCe5WvyhaOT5KVedau6V+gvIFBvSXii5sfD+5V1Xylxf22w4Vj2ltoL+kZRHA0RNWmW7jpnB01lKxLCSLB3NNF9Yvacgw4e2wOW4zu0PV64m+FmGfHTv610+0mB4Wi6nrfrOZBvzu4/G/D1dfHiov9Kq509eYfmw7LXLel/vG5VRsWQHFqJ8uW7JHuIhQES4BALpdI6B9ymwxgg6DkdTRMT7b19+7wi4JJn4celkBISEZZYAAWF7WWjpbF1/Nrj2Px3hOR2PVXI0UAHRMPAlJi8PAWcMQEEsPMs0y/I608aIyedS96w9orl37W54f64Zmuv6rA4rr4/1CZ+6gHbSDmbN6VRGvqe9IrmBvyK1+fzruSXTr0rPMhYzgA+czk/2AnX1sVy7jPMv9/rkXpcMfzAIEnlMZ9kqB1qbyTx+jxiYFRLiwuOmDDYgksHUlih6pzPf+sAE9mRE0Una7njiMtyfkw9y3lb/EryJlpee/P+qji5rvdpRF3638hvt08vfP+B1S+mSWmP/sWYu1QlYrvbfP3fQQTpQ2U7FV7TKsdxbekkhqh1UsXM4gyCSCnzxs3QftlpvMarO0pqx+dnM/CLJqgQdWG7J4AlGP1TGU1kjMwg0LnYj0eZdxHXUOzjLKcVLo85POrLB/oPMiFUAMcxjuX8MupxjakDeJAHOmrOV+thjIQXaUbD/svAl6OcaLvyrQGruhZMDAB3PGG/kwfnC8YSCrG6IzrQQ6bZX3xb3m31AKJ5B6hwEMLrcVhwEFoH34ZkPvf8PNYCnw3tOMsL8WfxpnrMepvu8/GQ6Q8dTFIttMC9d33U2qgYckEcHy8d1rWsjiIR2A8teBgaBE5ZtdrT7Xt+NjbJtziZKvyu+/KSOsP1azGWwriadDyXrh8BeCbgvZt3r6d61KWa2ZKkbBh6PRVZJ3n5Hi/A41nsuRy7zcPl6/WOdo0KFXSfho3PD/lWB7HztT/y8wH+rMfUXPqw9tOF3ZG6seQYjT5ORpwEAD0bmcoC16pYoySlGVQpO6j2EZoyT736TMaV6yGU8u6mXIvBkvB3AGyLuKKd4fgbwGW5mlZWKFmCNYiC66i7mxkjv7kyIZJm1UylRO51SDlIQ0M1gTERguOlJG+yr4DqIfSAPlprqjURKJBZQWQwSsjGEqutAGtEbG2sxBlHvs9KSiCQAEi/Th7In0JNoQQwxjYRTdzFeYMc0kIhdjGl1Gmfq2ZOI0nWshUycSvAgmkhCJcpBrvrQYwPOnZ/tVKCj/ZwwXz9TSRnnZ+RI9PNkuvrWMLIzM2JANZgHUoiUKhmTNl6HhE6impwVYnVRtjMKFUwxrGDSsvcn2iVF72K8Tpm2U8PLAzOsQJUsA8tMhR0lwbVp6o3SopO+hlB1p5k40eq2rqOdQuRp5xk94oa/w06Ujt4fyEz0buVPhoFLipm5lIKgYF6K5pZxkw5XBY3vHkp1ns4sR9Cdfmkm31ZTFE6Hg3tAxFH3HM62WM4lLVspgp6NySyDNErebcn3M2pzmSKjDJUdVc1B7dhaggMJRspl1JVhSskGow4TRiEvSiqAyiizCZOuAztL2SAwFQ/4OZBCylqFZv7mGwE508TjPAvrHDiQ2vSbSDWo3qcpvWO0lAw30sr0b2dfloxxLJhTkEhlLI3Ohos5nAqsEgZVnkB8PAZ78JSSLX4frOeY9RJTOeN6KbMpGZEHoKwSS/GYfLYE8ERoscSGauy6j45TnxXQg4xp1ow0oooyJmKUc8uj+y4Q+nQUJQwy8/T4mg0r8XbJlqmUK01Uhh/7WZhOD10aV72kizabFSQp4IWWA2koiW6Mpf5yeM4D4hmL4h2NBoBTt2XsIpK1YAMoi7Ar40yKVDbTpbLZnNUUJ9A6KtvBM+r9pawtGk7iE23DWhqvgpp2TmHyXfIHvaf2NLPzhIhcjFkU0s5zOzhOa6m1xDEdy8qsi3TZj0WZm5MN1pANwEg/leOZBDJ5G//BZ2fxA+kQkSCK968Z3JnMJKJvvSH6bwjs6hFB/mZeSan2TbxYDq8A9+EIoFvZf9c772ILGtfGrDLrHWintqH1DzvYXriv46TeFdrL48Ypbw3IF2AbzJ7AUDJhQ2w3+SG4R7J/RmKTo2VDO78iWkfEb4j4hNFeka1hhNFR/47IX5HjP4H8EzhvyP5CZPwAmH3zRnrGIX42gHFiPFTLXOUDMoRePfl5bEQLpWqyjvNdatNvXHfzy1Q2rY35GHIISQ/sRCAV4CAGYlPvMDxIg6n9vpnPiW+6qWMIrSU5Hqp7Ww2qN4CI4lci77iBWHP49qB+dU55x+9twP/8qCappfsA5pDWKiuAvAZ5wRrgmijZU/KUKegddS/rV3MPFA+ubZrLE20o2ZFj3adeEFj0Qt6r1V348Zi6iKcmgDY2yt3hZuDql1LNaVFy1A4CyjVn1UG8GNJjVT9YY6JY0N/l7DUdePherFzwA5ZZWOZdI/qOdayL7b8XJbjeeMq4WP5fJ0aRqPb+huUmHxzXZ9rZcWli/NER3HcVbBBamxkk0sfTfHMDexE8gNiJ6M0hNL7X6IaIfxFfFgo3vN9Eq/ildAnqYswSi/zEZ4w3kCZPBYCZbZH9hgE+d7TPQoUmogXaxrIqyC9g+bgBNDWJzcBwycgG6QREcEd0tJZoG++BW7Im+mtH7B0xbsB40f5P5MGsG7SG1neMGHS7tkDDJ2Qe6Phdc8GeBTsCrH/+ikBDq7JVamzdCbLrfWD0YI3/ccrW/G0GbzfZqXlDdvVhs23WGABiE1zTQ4LOyQHrN9h+4bunnXjWKQOs2z/4d34G8hXlC2gnsN9Jp84YHnLIu1HoeCwb6Udk6v5ylEmT9oUkTdk80jP4vBfSER6wfsw65sr6sOMKd/G7vuyZBvc0Kl7lOEgJE5X4km1Y2crQWEbSRj9fkPgMbDegfeKatk9yP6QwlXY8fUbp68U1oTJMQAzq9SNeQFtCTtJin5YTRMtyR+9AdiHKHVTlHmfZOWX55ANujM75+yzWr3XKO8FNLo0UN8xGx3KAlU7Ta85Cti/rzZ+at1PnHfPZxRatW5oe3fDeqHL5xNBJS4O7Je2jciNn63BhWvYCmif++KiM+fEHV1x6bcQLsG1oeAdwzL6O6kUV+UD0O0mz/4aqmpGB1piZNCRH4pBTt3Glx/iD+/X9BHLH9joQbce4saZ9jp0/8YnZpmATZeQnYPwHEr8C7Vft5Q0RXxDj/+Ceia8I3OTH6sgQP87/JZQ29fGR/wLEjqYsqmZZPd4YYEDStrl1YDsR2w3RbhjjnXPR35Hnn0Rq4xPvG9wrrHZyoDL7xyCPb18ROJHbNyA68mTmrf2HyE+IeGGPzbGz8simvRZRfC3HAYx3Bkz2/4GMO0b/J6LviPx3AF+YRdQCub8j46C+iobIf4gFvVNmuNdR/zfk+AKcffYcCQDbA/lyIMY35Pk7Il6p90L+kzyA8z9Ju+23SXs/JDjJ9kH/H8WqZd+JLF0meU5SvrFH6CusM/N8+VaHn2neeZa+FfU/8D3LTpzBSzirFAOxSyfvCdw25N6Y4bspYAawmsP+63TfoFdP4xlgk19G8nTNLuEU0GeZXfqO7W3zhAJES8MstUk8M5NZ1AAw7tRAu/uiLvrXctCPqoDhAKrpdOeclO/XdjlCgS1mbMdMJS+ViWBTrasCXXy+7WOP5USk+u7EKP5I+4AZahkP3WrHFXSufZQPMDvilWvYg7LrJ8d/Iwjh2m1WaK0k+HulZ1jzvNSXm0or50/CPxV1LaNbl9TiSAhZAbTTaOnhsGjyfM6Kas5lfFa/E3OMjsaiTQE8phHC6KOGrlIEjkTPyDcVDSLmosoHFSF1EIkeEpDpMWgwQgTOqJeJyJ8HBQSWV9F7ph0ipWwvEbSBiSgrBylqHerv1T6cr7MciaqzXevvqV8FdGJZ5qfP/WwbWvjp0doU1A6oWdEyyiJDRtiQc0H0kHrPQqjVEeIB36PqrwN7nm8buz9RUGs9Lh98/MLrxyKIQn0mEDkolJSRUw3PAihkSAVVeA/X3qSip3+m6/LbYBU6rII06yRVbgGuqJ2/WLC61o28gAlHyeWUrPN+es/JCCbNmt9cnAU2jmP+W0z+u/3yl0dezplOzeXHkeVlfatkDRggiHUfPD93MhJ9NfD9/eN6zjKi1cV9+cnr2K9vZUm0llvhN4xrqYyEptV9b+ba84sMBTwKiaEAq+lJdGl+QFpT0NLnFbJ2zJ+UcPfnK0KiDH7UOVcpst7zeb7WfYHl+6x1nNk7TzysTo95j3X9cZVV3pL5PeP88WHvkB+3KjJGIeYTLay3zucPlrWO706ce9JyrHhxLO/j949lTdY7P8/V94+Z77fKcOD7Pf80V/U+Wd+twVGvea6/KxAwnZd/PfvLt0YulA5j3rLoKMs188qc1/ub77bf93u3LrV4r7kU+GB5Tjk664M573HhrdeR/uWx7IWatiQ/qEfUaVyDGcCd88Kvlxuszy/e4nJS1+99Pwfy02WWsBhUOud70bjsd2fXrrSSCow7SGeE3UjMxua5XNZoRLocjhvLjYbogYRLNQQRxc4YdC8vAHaqfteXKlC8nmhOCNxnp4TLB0pAO+gccjYJOEIaHwtSC8velf6SdlaNeY9c0KAK1tdSWAZV5lfUddTfzWu0fjXX/uXr/v5xPTuuv0vvMdXbUrjqD5Mg8uk+Hz/tI4lQz8Ok98tOf3qGyZ4OnTkXnMYshHou12cMXNGA5nMOuvK9IqeeNYN/DkDzmYUEXn57DSpTYv34A14wM1x/vGbrtQUI8WfrPF149JW7fxx0zw8+zx/8+0fn/J3D+9Hz7sw1ANJtrjwlP/jh+ky68942iCuWe/O+QtChFADfJzWWNctQ8jUzEGMjkMGOgy4jPZb7oYEBS5bXgNNp8PRTMt37FWqeSb5VrEU18SN2Bjm3Uz4EBeKkw0Vz2aSZ/Rc1K5ODV2+FokeyWv6E3tVzZTCB+HP9e5H3FzJZ+NLzEdf1mmvSccmcKFpdgHVY1qoQYitd/91jGcOzbPzoHDnHbRtMvebZGTgw5/15Dvz3ujc+4pdTn7va5oMOphwMYkomhrJfAPCz2vNJ+qv7Tz4UpoSc+gowMOQmvoj9mPwvbR+67G/ty0XXSyHZJ9JSdOK1Xfbsd9lI6/suQe5lyqbutaybbROBisqGxVXWOcOjuHMFiXrZUnOJrvt/5i2sPzrv7xyyoybtT241wTG2q+Lp+bscxBsy9otIR9hutb+K81qO2gt/HKhKHS7h4jI/1RtnB/IzWP7R4+saq0tTGZAsbhzmsaeCwf5OfrkEZvnAMeVj6XMn2MgYCliAma0ClJJmHfw0iGvhqw5YJRB44BpApH4YOo+AQ8tp8bCkbcwhhhzHClLFodLOB5APqTv9slZ0+vp5iQJEOThm/V8ZJkgCWKvXYyQzBFLAjQTcI2TyQPO+db/8HbrDwt/W/eW/J0I+6v+r7pbrjeY9wpLkA95Zly0+UZvEKf4hYcPqMoG82MwOChmQmiwL1EhDMWzbPL3m8m7mqRPIkgsr0D8K/OE1wqKnrbocULJCc7b6Yb5bD/s0fXH96PqxnB/r+j7xmbJpLy94FXUl+7wPnnjsZWzLmOo08gmWI1zlmspIjWXN/+L420GIaETqpjzrmazVXZEOo/vynVHF6BJ2GxERgYrauMkpRgAtkbsmYOzzpSIQrtV4PqjUxIOO5/0XoO1oaeWyE3khNKKbgGCol0Lb0Bp7CuQpxF08NHliVkpVZVQ4gNuNETLVyEYPEvNLp4InIc3AUYLRXKb2o216vxujomfOLMjcgfEqnkrFNFWrjRFbIHd1QVfzQzgaByg6J3RhGgks5tqTr6ZgRmAA4eySUUTEaxvQAvlKJENlZxz7IsCITsiwAJxpv1QfJLw7BxaKKqcINJeIJ4lc9b3jBT8jztvLFyAD+0b04BjMeDh7x8jEdnb0kWjHHaMfqnkqhMM45ViggJjIBs7yZEhW+p6CI0L7zcY6CnCsDMisbK1Duio33itGLhSq1Wg6zPuVbpxoQrU0KW/RDj1a61Up22KSZrSu9ypdgr9ZQsJl993YBvlY3mOy3+8c3aX4rEhynb3OwXKHyfwoaL8vk6IZyHa9rpTCGWwpN3EC7rUya0g3TFRSXpXStBjxkv9E8A6NaamTyoCmnhNK5073EACq8VY2AA9kPOZrIwodr/QEoSGDY86AU+6IWg0wrRW6v8ohJVAZSeHAmZUVKYKhdTRifk3ZHENC2D1RlLllJ+OoyVU1AZ6Tynar9jmprLeKfltxVDACqj8pAcRMnHdUw3NYabf8GAqQrUJKeyiFonAd4dD8i6eRZ7N/QSh9lbUnfZ8x57aTlmpaavzedxsqQ8xjCBpsREVthQhhDeAB1mcHkC+YQW8gwhl1f01qfi4CRHYNUPGOQARTpxNdPt0XTGMSIBILon8a95kHZjm8pnECMFrGCpJSRdO1hNVrI5udAJ7jjUgHmOYoW4jU5nrO6nucr2wHCg0UDc5IYfbcpOFsq9o5a7sXvVbfBu9v8gkr6ulGvoBADjOYXIHl4M5PI+OcobgieBJwk7l0kKxZedXjR8cs0ybDL6QjWOHtRkiLxwVRq+F+Re1GOrJ88RYZo+g53D/DPM/OTTs0tX/a4PfpQEl0scyf1+i/8EkA7LnVgREYcVOmpbPBkntZc89a2qdQ+J2/c0d2NfcDHeHRXK6DaNTAV87bJmdG5xqPkl/qRyKjioxmQ27Sn8RbovRELoz7LnAWeI8tO3IciPud67c9KCvjvxDbCyK/ALGh5Z1y8v6G7JOXsx7/gew74iEHG5iBke1PrbXSjJUpZkJxzdyxi4+KJ7AJtnQmBHWSGCASm6gtGuo7mK2rPg04kNudsjfVhwMNwA05PvOe/Sad96v4uwz7+ISMRuBZpHS/UTKJfc9CskuOoUE9MdoDrW0Ym/oFpXr09KTe0E3DKzjhB+Qmep48GaIt7VnxJJZ/9r5UWb/Ss/je1JUsJyonEpi7BusenQOI+W87MSwra4zki88B6dLPSsch7/e3iSy/sEflzMtQuYrK5EPM+uRLEAllKDqwRkqhbjTq2QZVTQDJ0O+cvzXKkq8wLc73xfUXKjCyqLWehTpH+3LOh8c9x8sLJ2+xlL8cpd7J+VIgIPf4wndX/R0EHV9DAUP1Egj8qQd+AiQ/qQ52JMhPyHNDe+AE9To5/sP2z0DmG9zYOnAi4iuo30jWyumRVT5StfzzM+iE0vspyBf9Bgwi0UcoIJE3tDGAcXIfb+oLKHna9rX8SZTuEMreGHb4tR3Zbmi34M/rA23v1I+wYRs7tvEFY3vDvoUy9DtthQ7y+XhBUz8AImd/QWRD63zfLpob+QIgMcY3jN7R+wtG39iicZyI88DsB7hxbeIFwDvQv1GnMqXFiYxGWz8AZqA1IL8UnSEHsKlsCVjznhkjO2x3o70CuEnMBahHmi/ucwwhvso0+tJ5qP+8Fh3/+Pg6x4R1XegETKOHAckH67XSA2wjBDMhaCOqh1+aF5AGK8ZVpZ+mDc8v2Gh3DTgkgGZdrOyEmFl+QzpFHJTNG30OLHs+gLxzPvpvCuxTV8jOvijDzuXhskV0skZjLww7q62HUVlkVoL9AnxXI50VqEeHEcN8QNN6bLTlA6gecOppl85WNXjTJSRNA6pTXna4TUNl0KKCZYlpdwzxEY7PpWRSwLbip97ztnHSNqjliObeNpH5ywKcir/B41hSSLIeA7m5Xr552Tfu15eG2Boyf0XmL8BxA85XjP0zsP+CUA37etVIoMmW2pXh0MmfGz5z2J9/JWFsAoF1VtGI/gciH4j2BuZJce/l+BUR/w7EO7K9g/6e34H4DWj/IZ3mE9e4hXx/rhyhrJbBXiJGnka+0daUPpX4DwBfeP/tgcQ3IP8JnP+KcTKTauQviPFP0uU4gf5GOui/c6/t/wVmib4D2TC6fEzb79zHxw2ZO8ZxQ2ZDe2mIG3lV6wf6ySbJrX1B4B+07bfB7P/zXTz6C+lhb8i+AY8dzkRhNs27xMIfQDy4hpnI/A3AK2k/B/sEjIGM34D4hMiviH6yJ8btALaGbA2BV8T574j8hMx/KCh2AnhFxK8l3v72kfY7ydc0lLWlagFpOydSpqj1eO8B7mnygJQsjIuuUNmR9kPYz2J9TgEINGVEqHRXjh04dwz5ghg/pM+YrrpGfy+GMrcCYw/6W+/qS2G+/ZyNpIDGaLuAl9K5OiuPZOvIJt+KbIFc5JTLoa98oPi+dFpXGiifFkvfwD0VmElpe/cFmXcw+5kZgPz8NuWafDFhRq73KI0sPNc5+f/iZ+Mwj5I/U0WlHhTy8bgyBQyWsghsLvM+EM7qRlwDJn9x/DfIUozVNFS1p8xUl3MghhwAnQibjGufclU3/UVK6oZmgQbConBfEBApR40NEC/8jhnZ5HioRHvyo16DxoPSUjwMT+yQ0yRnGkyABtnU1GVIOHtC5RoyaOilU/RyHXaAdeMk9KEN4SgecNnIHqw/KRMq+bxUGk01X5Wgt/0nTFXNec28kW9G4MScp2cc+Xz+NAZrdLR05nerY3EOQu/kFKA+z/nB0Yoh2ZEoOoiNwQaXnxpUcIjy2eCGsr79d8alGEFldqzHMuXXzydDWXMFLifGR//M5fcksO8QYrnMk0gUpjP3JmmJmaZmY1VMvTkIQbqfPTRiKnk51wreU7Ax+Lx//ct7y8zn6UWvL4EynL97Z986Lo+4HrH8/n4him2Usvc03o/G8xMaqzPtoLic7/HHQsdXGmfml43QmJfFsjYAyvhend25zNOCIq7n5vP413d9/s3vn5EFeTnFioFLHVDApJtjecxlMK1oy5DhNKTc2JmgDCw77M1VnWEmA4xDcANhO0ee+KKDIVrjVCDCY6++FTWfmGsjY6Rc0s9kuLz9Oi8TgXuZorpw7vWFBi57Ja5LgMTfQTdl1dk0v3+m5EWGQjNmEoVLeSy0Ilnobz/cE5ZXhRi1Y8zPkdFVZBdwHVcqTlIwFx4y59iT3K7PqEFNuXGZu8vhc9fF8xgmKmVe99E8S7bHgt/8LtC1/NP8pAKCbRmiDdKc+2MdZ73Duo+9rxb0Uc338ytrfrT34/n1PhRGi9wthHz7fiqfj5qDxZmRSYTcmnFj3prmbet3mlPxicp6gl2nUXM45ewqe6ejl40lve29t4Rc8mZwJD0BB5L4QNOugQGg8jvowGcwSc6ncaeMT5WQTAZScpzIfiKWoGRCKKkRcDYYg4EutdBE8gs9XZZGhroNigrAApWtYForWeB3N51j/h1zdqdu2Ob+e5YPYbTWswz37C/8NuZtJo04AIX6MjW35tdZ/Ohnx/NeedIFlk9XvvzMAa9k/QN+UbJg5UkfPf/pwX5GTB4fy9xEyaQovkc9E5gBjUUkpe6VgAMqAdPEmPeq9RFN+CbO4gUWOtG/td6lx09l7vJSaxPouVJX/jG/W2f043X9fg3W4wd89QdnLi9Xn360oj+nredjecdA8Wze20HiXOhs1WPn3PLP9X3GXANpFm3R3b0nsAZRClUM8c/1mTbet6njeByOZgEM9K9giRW1TyKbYy/WbLAMQQixBVrb0BpdiokZDGkFKIEyuyaHZsC5CTDVEM6AdRlkjSNl07qufw5llAk4EtlZincBTNHBUmiQuQSxvmdiIqUx5UKdDDCwEDwv9TtY4qkywwvk08FSEpr7QqMssn3V40rf/ItDzuw5Jsv6PtfEM3qhJ+Di/Cm596xPWJquu8O0so55/f+Ux9YjLnx12VRUaxSAcYlOAUSAEEAPYEkzAvUqqKrn5fLcAuyYhnN5V+sasD1h8IXeaQ2gVoag98uUeXmZR++BBahStJGoclK5zOtlnp+ORd5Nht6u13x3aVp4THpbJnn+tXDaoou/lonfH57PNeMHnK8MASnlT2ka1xASXA7PbMrYwBB2bRVeUcObvEDN1dvOfdtEf32CYmjf3RHV4NtgLYGRFXgiEHaAHvBElVm1B1PZOJk3gTDsrId8IH4/lc9BA8uYPeQvNOCjT54aKj1VWVgdrs3Pkq8HDPaDPi+aziCQuMpXUS/NcLle/ViHyxfdy+XHtBahvdQIVOH77cu+NvhiAQuU7hIo4FA26Q9PvKnstpy8K2/8KXSExuG5X8qL//gwHykP8xxX8SwsvFLjeJLtwGJZm88726pOnbxgvvu83gcznYPrmzndFXZDmO82kN4cPAzQbwhmfSWSgKvU6C624TKvy+t639I9Yd29z/MvgO2s8XJPzfy364ysgFJMnilge726Zaz1Ee/ZZT2mKLJuYtmz3MQZk9+9r/nSXL8JLFnuEyl77AP5aF9N8XDAfQCr4tBPjr8fhBhMD8qu1KENijyZME0RMoZUU4t1Lm+qqTuoZG3fag6Itrtp3xp5o7qt0DMrXenGz4eWtD8oTIfn+AtYo/cdyIeAzJ2R3DYWJMDGMQWQu5jGxklvLRnxckq9ncBeHvGvMHOrWWbKFbuRizmlamMNoZ+Hsh7yhhk5bECwPiORDQDynZtp4zNmEgP/kfHAiBOsF0rER4B1MVnXz6n9gcwbmWzvi1wPODKZB9/Nm4V1OyGHfgPOTfvSziBFrI3+FDp4BiEaMF4ERJAjsbnsgpCu+Vjm7eMjVHtyeyGdRWOdfpatTzyOxDkGjm1HP+84j0TvDcOGXwnKQKq2qf36KKaluu8XB4doF8CMlhqV4oijDX4rQZP5RjmFYtnbZr4JN3lLbb05Jjfz2kq5pAwRkt66mRzIZYteUPJO46dC1+FmeKExuFadz3XjIjuM9feF2ZjOlTUUba5dAjM4OOb7SYlmkKsV70TkNO5jNYBQ86HFF22leIHfUygQG3i5OsUxNSkJifg7RgUAFIrdNVqfMmSkVGTcALwKrWEkTIKIlk8cb6j0WguUoqO5SisLJZJSzwZmSYxT3zEACiuCSnnlvjgxszNcY30qlFU/14h2pfwH7pp7GnKZRFKVoScaSykbw2jtofT9FiIN07PSvDWHNEql+BWJiGdhzMsAxJC7XGk6OcSD4obEDUVzKoXiNSCzF2/GklGVYJ3IACJ27e9V4UG9Z/geeWgv21j2fWnAUj8m0yR9LsqS6JqoPiBa/7Fi83woCE0GB2QcCobbMbmmN/rzhZabswnp9IyiJSumfEYg4YwIG4BVh1jXzIZ3onEr6ybYumcHkZ4ybBIohdqG29B3Vn5d1sJZCBXgtoIPIBK5iXcsJfhCZXIwgs7yeMVEtKnvSW0qzHkPZ4l5zsRXVFv64tQNiJ4GJjoFHLtL+mQHezwY8aV7RwI7Mz2im7bnPDpTYwb3FjocDKBrYTR0nVcoHZe/FMJlI+qoGpWWMN9/Tm+9SX7JoMqHeOYNiIbh5+WJ6AMVgIgT2A7ux3xl8CCaen5YT9A8NsmAcJ8hrWn3OrzKMHZW3Cl6JFqxDN12APEAThkL0ptIg5rvkUhsyHjlHmgdEXcQkPFKGZoviPs3yYzfwBIBXoR3vpf61YyhRoan9De8I/IbnLGA0YDzBTZGC+2UA831gjX+7A0Yiegb9bvtwblJNseO/EQENHzNANF8qf4tCny0xvrn2YDTDkyNX8jYbJ/1bO2vvE96xGIUDCL6mI1BJBezX0xrN2B8AkawB0ScQHzjVG3k6dk+y2l0Xwj548P6C7yXYJ3AfLw2gu7kv2VsxvVuVXcXoZhdFKcu+ZKlNS0jSMybJdY/Z5DSz5+B+Gk8XrMpI0dtcfKJttyzlD19NI3CIrualoH1naceiblmLq266Hr83vtCzypHnufBa/+8RqvGHde/CzThtZo/Xrmr8NZLFxjD77mg7wDMBqjjiWRmkLjKu6wTNIf808NGMvXkhsRn0HFJR1qktVrJgabSJFCZjmzck2kZegfivxA40doBZGOdaJwLJsJAAJZXI0KT+jEDAr8i8AnAn8i8gwj8V0xn0IEc7xr3wAjgxA2RTe9xItobMga60IQtqPNFfKLdFgcyElu8oLUbYntFbEQtjy2wtc+I1rDFhi3YsyljAOcrcAuM84GxvZO3ng3Zd9rOIxD9/+RrDta3P7FZVCMTOMadAYyeyN6QY1NZqU02/J9AfEPkKyJfMYT2p7NQuvZmuSD6GO+ikzuYtfALvw8FFzzXqUwR7NJNDsoiO3AQnG/8AcQfYJ3yTzw/b5gOw1zu+zpl/s/ozboS2Fcsm0uVarfUFrEDsxcvCMlrZu6qL1lYZ1HgB5jjWNWrHADumCX8GoAXLDW34L0YYFZF+Dzr8S0RcSizjSCEHOyPgo3o97zJ3m+NIL/T6y5buZzgtmuO0hdpu4T2h21m9kOhPs8eA5mfsPJeBu4HJmBEDY2dAT2U0ed+n/Xeqs8ezjYVH7f6IbYVjcCHqS/mZI+le1Enja57N/IR6s+yUQBMpzjnlcG3T5hAsxNEke81TupPJ9cv1BsECeDtpywu1U+EgQTp4tlZjGMEoGwq3EC9I99Jo9uBjAPY7oj2FTG+Af0P2mitUT/qv2gP3QhqUUWSNn7VtGhu4538Y/sVaDde116AfAf6iWzvyOiI2wFsf3CORzJocdIWY2+DAxnfEOmeSjva+AWIQO7O8gSBvl3n73euQVdwAsn3ijcAb3xnfFLvm4bAOyL+SZpMyYJ2I1/eQfppzDTNgz3E6Ct7wcD/Rpo6aXe2ePDZCfo/+wN53gG8IPYXoH0B4jdknohxIPBA3N6ov7YDESeY5foZGf8Kq+CIDaNxL+X5f1B2tP/JfZLv5JPbL2DfIu21+B1uYp0BZEsM1d2PVJYdPiPREe2fJJ4BVJlP86efHZur0ZDXxFBfK9BHaf0iHOQJZcmLR4VtMAdclTHMeWe1CPojZuAU1unkG4nKThCfzp2A7i6bNQZGBuloANiCmeINAup2OJOj7ZCOncgtJvCqu+yVN1rO/QXaGvR3vcCltWYwjNnfzkq3fVJ9yWRXZvmVlMmlqjT2l0Wq74L126HMNgeUALDHK0B+o2yS4p0d1TNJfZMzdkQm0r3bag38muKxbtotH1cWSKBJVtznd2SioMzVWoJVBDAGs+zS/ZxkX/k9v9NDvz/+fhDignLWTMcyKYs5UWknCLgsAtOTQQPr0txuKf8TVmH1rHLw+vPpFEYh4hbnjVM/85yRy0YFcUVYTgSzFRHUqH37Ml0WImUEblWcQUdXDVPMt0rQ+HM78PXvqpWVIqydjCJuep5KslTzWkfSEtPp+5QFUbWVk0pFbKIho4if1tMv6DJMTR/KcZdyGFe5qnLyzAwVXH4ky1MCvVCN+iHn5Gb9jpa+P0LhzhYDTY3b2EgrWHsUCfSkIwEdY9y4YdvBAIqZo8dQj/toItrT5235vdLgdLbz46uZO51y/NAOrwCoFHoYOYdUyCobkys6ZH12htaTQbOUUHFzpYmC1PZX+i+vtvPnaiTOHTujuLAiXz8fCa+wZoppQF5pAVJCZ81s08OY71nowHXOzUHG9Z4hpb6CYflEg9dxreNeHRMfHmu5ppzvPO+/6U4NDlDNdfe/Gq4M1/uF9yTJT2S2PuZ7Xobm927Xe9Qwn945AJf6CiNDKsKue1SdaiM4ZCykS+yJv8jbwUCC+FRiQSVLQBZNzjVyHdeZ3WXaNX/VeMtp7Hda0pkzJRzb9doVqRhem9Uxf71n1SMtpIg33sLYl/0cWPjzOtkXPnXdE/VZNf285N399VFj0bU1Xeu8XU7+/ihEykqL68imgne9DWl1DVsCcoTnumZWUGqhcN1rWB7snTDRxPyuzetWuerahCS6mgciVjDXy/vdjiw3pIcbYZmm4zommMycEbi8V8299uJ364xJi3XDnNd5zUvxflqrxAx+fZc94dOUYXmZxIWG18yR8Iees/Hdvf6St2Fhb23Zuwq+cMlZLiAkn2cmqnkFa+xOJxsQTUjUSrHGvO8yX0bIMsDU4ODFnGOvsfdBzLnFPJUktPAJjy8Bl2nIpIM8820GebCDzcvZRJ0B4juoPykY5J+UowwGdxi4QuKlE1yrZkNa/CuX/TjpVx/EMm7V9nUgNF2juFBDC/+XweTSFbGsGywTl7kPo3GdhZYuneFzBlLB1evWNR/ToxVs8Vnp4GHxiL8+aio8D7HQ95OucJWj6x7w4L7nbLq5+MUzf3w+Pxe58fFOqR2YK7+4XLqsZWBGInhqZVLq74lu9L8XueMvavfnMgIbbUtwYZmuXK6/cJ1nXvUsM+aFPzlWfe9p7i+22PKy312fH3y0fh76f/z4mv/GEZcxJ6aDNhbWTJlHZ+8uQ33W/eYiah+a50WfsrFAOL5XzHuui1NI+w0FAAEwy8IAqT2YeerNJc+GnAVjMEB4ycQAGORw8GYBJNiJXWWf/O8bZpnHwHBtTUz+E31DCyJ/EzvGRp7T8hdYtlILdtkb0ucYHcM9d0aIZUmmSVZnnGCJFTZcpR0gEJqAWFOe5vxOPRqnvuH39fm2wWzzLs5ndFSzYlg3WFDKzuysKOIyhx/qXn91hMCKTfqm9UD/xHxe6Xrz55qBq5UtAE/iYpMUXxzzfqVtDtDRiGVOc7lqyapIgzgotyK5fmT9um9lQuheDQxMFRLbjjvtu2I367i0fgkYCe8S2emGrhceZtBgm+txsdklm52dqiBQpAI5q4z1zJp/1n0WPpGei2V+a+6MxLcdYh5hh5xtBq2xHXcX+eKBr4E2jbNK1thx+LMj5nz4vaJC6LU/az2zI3BQt2kD0U75ue5wqbM0GGS8XtdLc1BApWr4LrqzbAyXEH1gEsAA4kEQqys2jGUP5IP3E7C4PCdeG5VwrXt1NWRuA26L7rKI1CFPRC4l38yHDJYqoNENiE8EfITmpAL2qPMIMvvCe+UDOQbapia9CN1f5VvjRXyWvBRI6o929rasEowGbgIsU+ryczCljlfOfXupd48K6gUmCOwAy1ytJQxjvvewfn0i4w5WB3APCdFj6cQ/ozfRmfe07SQYuDb1g0tmsMZ8zeKKec+VR1zUh6vt7ax3AgymTlQ68tA+DsvnVuMI217m8+GqJxAook36LHmV001hFlR0rWusw6662PqKl3nTj7OyChh99WlVD9e6iQCdYwJvULQ6/dN1pO2z5T7qaxOVSQuOv638eflnGVdeF/928CKeXnbZ72V32a725EguP9uqPzj+dhAitwe4yIxil7PIDjArEaMhxwsJsbdlQ4oghnod1ETsiPykNVyViQQ6Eb0krACSaBGcvr7Btbq5MR6K4g8ave0A+1MIBdJ25P7CFDbz9XIU2NnOf8+ovBVLTXAX2iC10LuzD16BNKNJoJrD2HngTaP0MTfXBpmKka3LxCxKB5UM1ucdnJd8YBqdQiCbcTQA+wCbt2gTj0005tJYVEbiZDpd7l84pk7UAfq7jLJPQGjOcoA1WI2IZeSNCrYEy7bVmkxEh+AUjraNmugfHr2/obUA8hWRu24b2BsdJtsN6CNx30+cJ9D2xPloOA6mEff+jlSknFkqTTW8rZyuaw9cUG9mkoUSFn3FUevhjVk15dN0IUVFAZAIIxhi0YWifC48K0GjB3AdvVHodjmFXN9ezLj8yzkwIiV05rxmrsgUM6ithD7PdaRZyPlqCqVAk5WSqsVuNILSGgOoplZA0XrovVNkvwZI5mFHykrrXguvBpkhZc+q0On6KqWm5y6BMp9DJOFcrw+PxqhzlFKoOS7JpHmwD9SlrwJMY14DsUbtr1sZQd6QDRWgE3K4SseIkYdrs8d1vacDrgHjVvuPr3rqHlbSzhoz188CVIgkz5t5soyYlELDbJ1GRbaUNYAIfqH400FWK0pCGwzRkh2eKzIzIQXAy52A+DNTwzmXUe/O50zZKMVORmShPhXMigoWyaip1HkhZYWsimZDxoeDuQvPx+vs42PBmlKWVcN50iHnkQ878NfEBpTx0Zx5c4MbrU2kXUcF+S3gRXfch/pMsgh9URIRDMLzIRcadl3Sy7sLXQMrSgEwCO65aFRyg+iRYXkVQruVYnJHZehEQwilX7XhnR1Q5XU8Zu2JPPmOo2t+XwxlkSw9ljVipkCCDeOYdQc5kU1nISRbaM5HLU3GRjRm+SQU5FyV7zb0meh+3KaeEjn5j/tzVF+FY/kcqEwQz33c2GuqUISzWSODOFF7kvV/vfZTMfaejmGD66+Od8qn8xdylHBNdK4N0ZwbAicCQwg7vg+zkd61rzeuR6tXE10COUSrmwUTtEe1fzfqACGe2u5ysB/skYC2MVjQpCfkgYwH7DRzViZyw0jpl86MiJRtoYyI8T8pd+MzELt01kn32TjRboKZ42QwQPQH9ZhANmDbKXsCdB4ed9DQf0ci0MXXx/GipZH+1MzHbsBIDDXCjjG47kITOeBTgWrT92hCa0nHyA7kn+KVh3iDMtkGdb8UKrg1Capzh+tppx3nRjJJt4wxpCeTHrJk2a/kc6d0t/YVdm5+L8uvx5SbpgXLmmEpidJB4BD4EmSRHsVzou4KKFOirrac1rPKkQQAz4ALfb4al6HPFyObF13lw8WZbcMYusaX6G2ve9GazJCImjI5Fx2y+C6mw8BGqONH3zepri8w+b7HaM0yr++LVTItCsp3gcxcfuY7XR0OmidcnQ5R64qn+1p3c6kd3/1q/VvntX78syObQCFVC17zF+/SSW7I3NDwSU5Ll+JQr4X4xH00/kSOrwh8BvAr6DC9U94KwcheRy8IOas6vumduOdz/AsCNzScCPwTo/H5dlRm3jFwx5RhmqkWrEGdwNZPVdb4RH7ZJLea+7MpewxfMHWV4bwMRH5GjlfaBVDHkyAPGRvtL7vMWz+R/YbIT2wpuCdyvGLg35D9gXH+/5DjgRwH1dPjFTkCoz+Q40Qcd2bO9RD4xOCQG9iPgzyPvz9JhrlPA0v4xPgMOtgUfBhftPe+UQ7Y35BCpDpDsA1Qrr3wJ06uU76CCPRPHEc4qJyYzV1/0TO/ainUI0IIzr88xov4qPi5HOHOlA3c4QaxUKWDjBv5ZoAo7wIpuGciUazOIi8eoWAG990Qvxfa2HTnuu+eY5C/szRYiD/pGUEHNZIN0VO6ZjTvhQ2xseIAcUjBucxBXXUkMNSvaHi/0adDfdUAOY43xUdj2H5kH6l0JnaVTtomnSDhgFTmN86p7FTaDKsNL11V2SaTr8v+Dmh+pb+SMWguz8VGsP9EvCyAsp2lEzkze8o0IcWxiweZtrwngSmDmu7jPSyUM5xd8lf09k/OwUb0NQzmuIlvp8qNjW8Y7w80vCJzR7z8gnj5BLQHsrHnTba94ltEkf/JPTU+I9qmklqit0iguzQcK3RQvWWGQQFRQ2Nw3ws0RD7QxhuYpbEjcKfukjPriDT5APr/hzRyuP/HC9V0VT8h/qIB2w0RO2zD4vE7Rv+KMP8uUBCo+2/M4kV7pQ6XJ7J/BfqBPEjXmf/GNWhfqC+OO2k8/wk684UWP23Ta43jxuwKZRYF7sB4RzZlsOZOH+h4R/T/omy6fQVywxifYD2RWW8Cx9gVO1ROaSQQd2D7nf0vBgPbrILAPdz6Jn/rDYgH8uV37cMDyN+A/n9y/x93MCvjDdfg5gdHgcbsD2WmLzPcAmlZ5/5JYJDe6gLLHtEGXHE57M+rQJOVmsqo3PVnl4plB7pAQk0ZYl2+iHGSNw2CzMfYkGNDcx/YljJDZ0+xZkDPLsVjWwJBSOQwAEHVFTxPp/yVzs6SfWA/dsUTlQnJFCXxL/UciiqPJb+EeedQPz/5NVKl1XI4qHLnWo4ksLolstkHSX/hVNGmThH2Nee0E9P+CveAtE9Mcx3xggz2Cy0gQPmzDYbvSAOo8kTiLhkjfTOACZpadc+/Pv5+JkSVi3AajpEeNg6sJAcq2rSkbkxnI0pWWNjSUQvg4gSUoRSA6zlWrUrrrZuNG6DQFDgXYEPOSazIaAAtCsykl9P/Yy5q/U9jVN2cAilkLvfQvTPoiDBBXu7v61f0+JpJEutDZbwsxkCKMQ0ScRRzgIRR1HkedrpGYOm7bqRIIprIk5kOSiKS4K8X1DXAvFYOpnKWygm5vPRChHLWCClExe2vj8wTw01UkK4gpYyIRlUsE30wIt37jjEG2ugYTWVr4o5soiOj3D7YGJWNsFAC+RA5TFawx5aRFJtlaU3bU6fw3Hk+rkZgXWY+jMJEae07XE6oxp12SusaCfM0Pdb+MrIkhdy0AagxFBJI+6zW1sIhnqbISqT2v43wD1cxsD7LKXrfn5lP/87Ln4moYYTHoNnBOsd+VnqifO5KiwtNfnRUkzFHGZbhLwzL7CQdKI0QUlJzE1oLyEEvJ8VERXkdLLF53+/fKetf0Blzvey8WOa4fTSXcf0IlpZj3qvJcev1zMmLKMOciuxnLY4Nx7WKX8qRUmnaHpOeV/VgvV6eA2Wq8UW05otbw6dGPi1jLvJhGgfcKjkF/iKpUzf8nho8dq1PoVy0fxae4eZ7heMqcvddR537w8MBD69/1XlQLfFCmIsbef/HkBLUirYKZOwtubwpaXPdE4v8NY/T+UWq9Z66eTn9OM7ilRa7uGYkcRt6MP7x++llai88ZTH4xs6OaUD1mbD8ghFRsfApzWUkFVMjERFwYzUHw2ac33MM8VVn+djB2OZ5UPCwlCuvcc4xzxcoh++so+xz13tumHV+55pd9u4S3JoAhfVRos2fkdtaPgAN8cwfNRfcYisfpkLL2tAy7O0I2FzKL6/7eslW5fcKsijwWm5lO0mGsw+y1o3lE3KRM+ZPfldn/jFtnlvDc9SBfON7tgSCBiiRk14Gvq/TtOc8qnRGGt0T9UM5y+aDdGCpmW06QCJs35ZFi9TNZ4lDK+dhZGEuPMd0nEBlpSx0xWscRD5xCQgM4OJIj2s+1kVcyMlQuq7BNHVPjifHDrjXhgMfoCPpp/L0BwT58VWTTzgccb1+kZcXnWPqLFFU9fyEeUdPAp1zCwr3g213+WD5/HJK6fFzWHPWYz0RpTfWVl10sfQ4c75dzt/899Tn/mqzU9Rd3q7Ov+rmefl91c+ennF53Ec6XzHU77StXK5Z3zuW5891WJB++bHG+PFxncca/kawRZr/o4F9A5YABOTQjxfRvUELDBwUCKMC+i59aYeb19ELxRIsgW9yTi39whJgYONElRu0zEy9cwFfgk6nlmV3mr4mJsHyqDDFWn+VP04FVr0utkUEBosgWGu0DS1uGDHQ4sSIDRFfkAamGMWcQI4bHZWd5evCvQWG9T7TsPpAWjNIBUoLWb7sZyOZyz+wluIYmvOZ3UL+o4BBnGAQYgMDQQfUYRnU32bTTgdr5j0m7ZQDPWYJih8fsmGFcJ58Z2EeBjKk3l1ZECGkctU4sgcL/t11nuzjXHeU77OO+6qHhKspwCWgtOTo+ky6QBI5Hsq8SQR7eEQy2LDq2gYHKXiSQlan3jMkr2ZJXy3j2sPATYedQYqOKl1SMtS04D0w4HIslfGISWF2xITnoVm/s06z8rhipJj71QHxFUgi/1ACCPf1cWa5bSGPWX6QWnbz/IW3F70JfV/2ikuE4udH3r2xS34D1JHC9AXQsX4uiG+8cB8jtP63pzkRmDRj2nKjLSZqKkhkvmY9I1EBl3B5s2WPZuOY1UiaJk4HA4GvYDAS1MHyROJPPVsBnVqjQR3K8qM1AlXss8oDOB+k15YCbk85E0gGbtvOcq+dTlOWj6GjPOMTWDZefpbime+cnzB4JSsgCIGvCMAS8MjAlZLicrjnAXRWZMl2IHNHjk98lh27IT+CfCvhTC41hEccYPmoz5RfkknTNxWI3BloaippV+C7XwROs01kafF3DsuLgP1I087r4hFTh/Q1qdm/qF36lNnUy370se7ZtCaIOq8qQMjvUFpdKKht0SF9u/YLJZHupazANkEQWgj+Gp1rYH187V/RwXVHKF4gHToaZZ8Cw+m/WyrQYmrM8mFEJgPRiSnrAhplF62Jf1Qd/gm+Mf8s27l8B9P/cXm/WoixyBtgysIsUWwAiDYoyt8WiekbC1T2tsvVYpXZq77zM1nK428HIaKUGBpn2Ze/QxNfjhEJ04qyJJ3Be9P8iUh3MArfDk6yUbImOgcP8hMXfE1fSfPjBkSXfNbGzFCkaoOR+pWmmRBD8X3YSKcyEcZBmu5ybMVnMokbJPSOi2M388Z6mH5/7YY0c49BRF+hQDfWXcOObK9ICEmQYO31QrAPg6MLSZouL8XGCDP1SEosbeku+lwcjovDOYbqyqmMVG6m1jvs4IzcSuBknHJ0KRMCYrpBwUNyEPOpMgEPCveK2glVOBy1f5mb6gfHcXB9t4216VtnzCkalae2b4gM3PAJbWM6cWxCnOQrcG5agzsyv8EkRfry2k+RVdOYQKW7yWBxyn+6/nY64OR7koEUQqWE/USDfH9Y8tMwTjBIMmSMzSbtQnCqz8NEAIYc4jN8QUch34ijkgIpp+bqmpiyg9/zVU4qLKVHicEsqWHpvhK6F4eZ1ltgQZSrsxuAHXBOBZ1/aw2MKkzP4jLW8HzZQeh3sGLre45l3A6QoZjsj47ZO4LNoGYpCjvFqWCZP5QAtgO9FHMFaEvXG/PZzW/lLzfN1bj8XVkLAfGOLoevrmt8X887BSZRRIFPUqqN/PKcvOOCynEfg/SaXsfEKRuY6ZsyujLB4KWFjKhvLSlSDdUrbYTn2YFo3lj7xMSWErAHjDyq9W4h2r7Sb6HcRfuofQrMwE8SBdL8fgrz5bJ1a88IKWgD/9JIa6Y9zkwnoNLsS0lYHO4/PHTtUB+fmnej4lkKhiVktprvQhohQZ7qLdZK+cr2NKclA7hu1Uej0kvFz017Mb+7OL5c4kGlJEruA2YCmOWT7Mgck3YgsEE51oMM3TSKBFwGrEmeFl3YcKf8i+FG6IHAK0rpzI7Iu5zRNkofT3NvHWOtIR0ow2ZVwtSoOu0wiDuKFdV+hxRh0m/IKIARfpBcNOKxZIFRkDHnLJJ9oESPNDL5HtUvozRuDnN8F5z74IhfRGfcV+wlNYB4QaCx7qvKZKYMGzRznOB6YEPghfONFDoMk3c0zlOMo/Z5xZsiEOMVkYFQplDuidw6su9CeR1A3uHyTcgNgV9IY23hBTi1fcQPogGHUGl4SLcBeeRJWmePMCDag++p2qbphtMKlGYMjI08KMegDnie5LmNpUW474ZANkF0XjTgdqex0d44P91ZTuL7ynyNMcCyiAcyTqRKXZV+6CwNbIjuhXVAVfXsT2bCBa5lEYjh2ZDtE99POja6Ag3ZitcUEn9Qv6IDwrLVTkUgd36em6gh335CbFj0hfpA/18CIPBzLLNz+fnIuadsKUyZNJ+1ZFutOlL9G1P3STogyp65PFdzbd2reKi/u+pQs6yD5m2mzl3noISNSsCWs22dokv4t87B9SxU+QAH99f5yPm2/m8alutcLu+8KMbzSbF8t460ze/8XpNL1P/nfSYfnq7y53s+PzOXa3HRAz88zCuh7PVkpgMzEF5RDpG8I/EA8h0xHkB8QVbfAfdKgcaqrE73mJJukPhNv7/pVWQfWDeN5d8OdEzoMegS+Yzm0nZ5IPOB0D1YqkkOf2zUe1QiaSjTLHEiYqA19iBL9dw5D/LDbXtHG+TjfSRio8MS7RPa9gkYjapZ70BvyJ4Y5zvGSIw+MHqgHw9kP3CeJ3tAPg6S2+NBlKZsq3HehY7m86BAMB2ev2GEnMN9Q+QNhSKG7UvbiAkGBlL+jJy0ZR3Uci7prCsd9LqJUCWYqrSRZYd/DkD9fqirOrC6NKv9S3oT2t+AAveMrIAE1yugevIL+NK9LC97NlrReOq7NWA494lfNlBO4fCZNwA3oL2AyOq+yHM6rCK6ztW+7uQXRO8CGCf7mg31H9i0N8x326F3HQL2pXRq+wxuYDNr0Xy95xKIKxtC9lk5rv2Kth197UNyS3J8CaRlMPubbLbL6WcHYmD2+CJPyeG5VBaGg1nluFbAEcpYaaa7BYBYvJI5RpbHHNNAVL8k0WFy/aO1Rc4tjs6fKm5QFRE/2vpTYCT9H2nQTf9XIHf5EoDoA3GoR5RK/jg7hgHIF/WQCeTrdTy5HVrnByXI8Rt9N0N643YA7QFsnxHtC5ghttPmu5sH3vmqLw4UfgHwCZG/gtlJfyJxkv+lHfsA2jfpOuYLyuZ0AGQAMZK9xnKT/sWsnpHyM+UXxNjRDtHC+IrMjjzJo8Yh3f5GJ3+Lr6SFJh9K24HxCeOUHmRgcQu0eAXyxMCfpFfZXjG+kC6Selq2GyI/A/hXzcU/GTjY7tq/zFoKMNuHeuPA2AQGQVeg4RNaKGuj/4IcfwD4BrQ/Ee1PZfn+hmi7aKQjzwPAF0R+or8C7EcS+QfBy391pLORvAdtg3GN0F/AYH6DEf/0QzUg3M9U+mgFf71HgBQ4mPdVRlAcCuiwRCFtlaBdMJpsWvpSDLrOroBUA/nOYDAzcJM7mvZY7szOj906uPQKAbhTmSiwXTMoW3ITAPHRVIXEe1B9Mbp84F3ApNKVQna99MNoDKABtDVSMk08ksBh3d9VJqxXJOQPEw3C2foQv7uRjsrXA08Q7NrPFqgyfDDvxfIb0MKgyt1hyCfG7HjOvew028RNe2vx2zuwa1/lBdT7F8ffz4RYGeaK8N1EsJYPdozbARE8n2n/iwAM0OBqCbQ+0RIlxPhSRgYQSUaGawCjsy1i8wdT2WVVlIZybBQiZSrglQZeXlcJmMyZgbIBjgbCSDsjNITsp0HXy5EKhHQepRy2rlQ3l6fYwFSvG8opl5DAXcY3ZOB4DJG4oDBXvd5K2ZAC1/Nyng2zGqKJo+kGcYrAlQ6Wemehb9exTYNCkbKFV9lxWuiSlOFeDnER84qO/eDoHe6Nhehh/adibiFnVts4p9ugO3c7gb4F2jgR7aGMiICdP2UbphCJKcZRZG0aAWxUTMOz1U+dt6BZEgv61cyg0JxP71sOKD9rLmfpOgBcbzS9ueOjdbSisig26fHqt+kSWFAoNZjLfaYCLMb9oZI8z/NIYpm6opVc5q9YyHREzEhrWr+EGyPPY6Hl5+ySQmvnhUVd5uJntelyXd/5PhMhbOSbDZl1XIuRk1aEc3l/jeWZ3Cs4NOcEi0Aykj88506vW9DRvMRzxUBcoXQwUOW2nHrsd6rmcqPmPsU/OcWkWdNhYF2PUWPn2hkh1KdMqLm58iAAqEywxVlfWSMwf8Oc5wpwxZRnESjHNTw+jphjrs3Dc5oQ3cvarXsMUGacFKlLNJ8PRzWrLsGauNBoegxtvfEPDo9vddJDSgAVu4RqvIYCiysqLnRtIbVBnt3WeTcf8N9GTpgfxcK7Bkq5cV3rpwyQycNM76anqWROObo8u/hOgEaD5KXpTeiQGdgMrQH0HBnRcFM2KnbhppJFy3pOHnAD2fneHucyJQFMY3A917xo5R/B77YuW3JV5CZirESg5UTtZT20rc+Jp5+cMr4GieKL0s6pHOb8+m8dIQdPU9mCrmCEv3Y/FymPF3KDg0dydNh4HwpEYR0fFj6gF7fzvYI+cvK5VrFSt9EPsE66HBkKeiAOVNlJeA9TV3GvBKZ6Lw4S3bdqrg7LrTcQWCDkswIgVcphG9RRey/nRXTydCrzK6/3+2nfh9CmTby275i9v3yOUcnim3HOLYLA9NWkDBbTi5wlTpEfoYCOZJKMQRgYlDfql7vKcohHB9wLTYg7I/yAyUfKESuEXtuk8uhZ3SUl/pLgln9zR+Tyufd5pL/76H5Pcv7pKA4XU5eY36y/P7zq6V/z+0sWXmlYKw+0jMRFniDNv+cenmrWiuwL8bqne3qesm4Hcprre9RVi53ALyYfyeWqOZyFzyzjuszBd/rIqus8r8V89verg8szLuP0Z8Vj+dx1zi/3+05X/cFRvNxgixew7JyboMqRNNQcOQIs16NM55iy1jrXukRxyQJ61DjXJuMR5G1RK2AdbkimGwwnPc9NJ9PrSb6aCGTP2qsEKm3IAFrxt4VQRqhJKdA6+fI4mT3ORrQAtle03DDk2EFvwvQN2pkD+t2RvWP0juHM+z5YCqN3AZFl93bNl7MM3TssdjAI9IDruZO2lGFaoJ9E2YYCAE3De5WDiVluxZl2WphVT5sTMj+47BPLXjlTLehCmf6XIOcPyKxoPmHH8rTF9J6ws6uDFQIW/Qop3cU60Lpvh763fu1j1Ovw1xoM9PPanN/aVnJkRoKNqnVF2QcJNrbVMxKUYXJmo8CWuk6O7JL5ACaAEzWmqhlfOtSUgVcn2KJn44llANwfWMqKFpjOwYNlLfzXahsJbGq79bp+1ke0Vrm+V2CW1b7yAi4h3y/C4KGYa1Rjf6KlCkatv//aBwLPeb0/Ls8hYIP6TeQrMr8A8Y40fY+TQIbOgCb21DJo7Mp6yT1r6yVy+qy2DpbJIrAzXIM+7sgYiO0Vub0i8oXzeZ7SCwXyUBCSTYVfqc852LgEGal6aC6aAoEOQgzNsbZQ9JTZOsFNDAAaDCdeMpJgqdS9xoAxD6Mz8NYKUf4nWNLL++cf5Lu9857NYNSGaBsiHwj1D2MQ5RUswST+0jawz9oNiU/0C5Y/SIHJklcqRyxwczZlKwst38qm/wXIf4F1tohvmqNAtFeuBz7znYdkm8Cy4QoxuOOnQVYHCr03sOoqQIFipbeZZUYI9Fk6sue2LXzAtrER8y5HxCySiC5/l/WkoK5rejHvkF6dVV5dPKiHAFOpikIsibSwxAo+xCY70iVWPMbuIIR4jHmO2BkB7jHLcAf4PMlhv8OqB6IyRgKl8OfkRUgHWG33ao1KGfR8LuCh4h8KGtl/5ruuMrb4kud13vrCgwqsnsua+Tqfu2hnfk+zyfC5a5bZz/W3v58JcVftsmYlwLWX1bwluYGZBpV6t4EUEiPdyCoB10cMM3yjax3VFcrMyKzh6F3XcDfQseR0vSXQwKDMNBQzX2rRIgbQ7iJqLmK4VmAZanZEWJidRDQ09ZaQ4Ztth2tZu04bGYAQdsvmBG6IuCHjMwKsURzJQERmKpot9TlAJp5AxCaFhYyZqM6DTNF9ChJFPBmnamMH8rDw3gCcyJ0IY0cnI1/hFDASqZ09igy6l0E+dHulvUZg1rhsFHi4i0qkiHYpjRvAVEulv9ppsPPcvzoej67a7Se2LTFaw7Zt2DsoCLZE1c3OhoYNrSXadrJsde5oSn3L0cHeCX0K72Ku03k2UXpCuNr5WELTc22FruHCOAJwcIEoDSmqkFEPoJhymjNKgS+Emze/nbtGUFl5Ws8v1joNJwllvo/TPhdlCnNMVTpH7xCek7SDqkkJmUow30Xr6FJrdc/mU/R7UbSiTwWvnqn5TixMc5hPSoAqELSiE2N1aiyfY31PZwfUsH94RJhXWEEW7Rcf93OTQdfSr5UuD6MrE0hH+bUGNiLLigjdj8ZYCB1ltFCGhYn2rxG3VuLhtG41qCoyCNiAC9xgAymzSzkCcEHBg+gm9y7xZDSNMaJ8jLW+w2hD0Y6dwgCm8zBqj8yovPZKJrIQLnLEDgdPvMe8ni/iLwdQP8nPSquQYmInqq+PbZGys5FXoWVtLONWFEMlZxcCYKXrnEPTe0eYNoQ2BpVKUuXfCEKElC9lzbD+aQJ5TP5c2Te+JvWMxdJZFQUhCNkjAUuW3FWhic31eCfvuJSqKee5MkYc8FlkDXXqJoWvEY20IsWGeyI4UK8/z15xk2JTAGxUUnmPIud5YaMccd+pS+BPMqCLLys9thTENtenfkfIPhxTr1LN01mezgiQVNzNiKgAqg75sg5BhbACdgnqBZmYTUc1piW4k0A5cbi/FueEnOjkA0tAGUtN41rDHx8tXfua5+XmNbHzqEl0cO80OTPSjv68IfHCqdvYdyuG96kQ89q32W6ojMAEmh3x7hURaiaZUIDaw79JfLY5x7EBeRKRDCn+aOw7hYEYd7BspKT5eEj/lCwycs/Io3zMeYuNAYZBxB/1N5OWyl0a2dtNf3b6D+pZAOjQWo2SV7GxG1y3NtAxe8iYf+1AAC1maZcKwnXKxqEarRHWp1SPV1kN2V/EE27cU7v5CGVQKqM15QyD5op7xjJ8W/aUSmdkQ+ITdY3Rqc9XdtPPHSfzMI2bF1nm+7spxedeX3/mOeWEqaxHaW/pLNznZ3ucolM7cyZDpTG/jNTjGEjdl8+aoBvLmXa5FlhDFza+5tBTNF0sTbzrUr5J453cfej/ebnX1POm83sGXO0AzIWHPM9LXP49udB85hzF8xrk09/Lx8ATuC5LZb4+d7k+l0yNkudZ8zLn68fydJQMnMAmB10CA0013Ufs4mFB1DY+AXhF5huAd+6++Cz6+qqxqY6+9Nx0AL+ag23UxdKBTJZKq/5CeEfglB3D8w22y+pf9aopof3Y7URqG/W2o5NXbKqlHqMCJdEGtjiA1jHiQG4NgVeMbWffxD2wb6l+ehta2zD6N/TxJ8uT9AdyJMbRkb2hnzvG2THu/wNjnOidgc18vEgkbsBghuNQqbYJMhJPSfYJTJeayABwINs/NQe/XOnKjoyh/RV3nmcHb+mSi/2QDVUOmsK/ZKV15ElvNz3zBPAnWENffSbCThzVo8dv+KmTbjMtGkggdCjWbNyGhJrXQhkgCVCHpQ9h0rZlS1KWoQPqG1IZsgtzm7wh5v6SJ9BO2FD/glDwqqZZTvm6djgrUnOcjU7PwaAF9TQ3hHazY3D+0/o8QHCcdAjrX9gxG5JvNXKWgLLz3iUdr/xyOt+cma53DmeWeu/YD+K1X4MzmpOyBdVPo0BOix1OJVyfvWoO6bClXixZmpYBtoGjniNhJNmp7JELQ7RenVzfUIb2T46M3/jOnTpM274C0SukgsGa8Ygh3/cBbO+IuNOvkTdlZb4D+Y37q/2JHK9A/sa5kQ4dm+WSeiOMJG87v/E5GzOIYhuIlsjcVZqNgavo0qvbK7L9xj3bTgBfkPgFGQ3RBCrJBsQL0P6NOuH2L5z3cQB5IvP/4bMgjaF/AvtFPIDszMzcOuewHSzH6b5l3m+5I9uGYR/Xxjlvt3ftGWauZNcePUP8K+mE3m5giSj73w6Mk+tKO/GOlsqAaS+k7Y06LlRBJG4vpO+4ATgQ8ZXjii9g9tIvXN+xoYIv2znF4Wic1+SYYxzcP/0LMjuivSDjDva4+D+BPBCD2bgR/2+wWfh/Un+scpt/cYzVN5SSg0DZXOqtgGG7RHqY/REwj0kw64xAa7LbXnLQe4dX92W/RP3O3MXiyTcj1Z8tB4O7w2udtQ2ZXdcxtpM2cAai02cS0RA7g/Is685Mw4gG3JRdnO55Rl80e0hQ5mck8kyMnsizA8dAHtQynGmVlk0NmNnGBBtk2SoOfLIHUaqvHNWWRlsvAwRbuXSdPhvg+o+NPNc8RL6WqvJSzptV37IsiXm/AoJAclc0kkCVizUArU2AZqT93AMsHbbBWfIZyzN/YpsC/51MCBlG2Jrkop2hrt3I6B9MaP5pSrMKEnY6nXIxNKrmn9CdsQQhCl+YOYWfEV7liFX0a/k/L9P5Eo5sJKMUOawEn5i9KziWkPLLEkgiiBioRkByhjHyNRBJR1mm6mYmHZTZQk1FbsBQDTqlF4aiSKPKnqTGxhJRfAcTox0jJ41sRcCpkMrIdomMEUSuiNgIVnVdyAM0ND9RkIZJYBGIYQR8Q3amCxPZsi2OT6VnuUSBhs9Np7E74ptStDG4pk8BtY+Os7NB5rZ1ZkFsB8bOccQGbEPIwTL+G5p/NpDxtJsY3wsY6eYAC19WSoI2VizMD8BsPDqmYmRaBHBRdut9bLzRYVFPSztlMTd/4mkeFmd1ISlMn049vRpx6z6adG9F2EaZ9mqhzYtj66nejxZ+Fg7rQl2ZysToeddZYC2I5poOb6icTPAicPyIlWku7xWelVan8xupKPE8Z8t++tAQfz48b6F/ah3qOv27/Kk5/esJzKZAUopkgKUNlFrr5Z2kxFeTpktkfXkmQD7h99a7hmuC19wCFOYLf42lNmzxSTezTqyNMmudNBc1p/WeC024JFFJftH7Zao1l4UCsCFyLNdBvGjDNOz53AyWrCt0ejmGVaJo2W/lEFq3YgTjJEXHudhyolnLogqkOCsOKMd4GUQ2ICzkNVbPT6xBzJ8wNxtTRSeq9V58Xg7CfLqP53K9/xLoKTpe/i55qL+Z3j35zNyrzBZhFtwMetKY9Vo5a8HzvCg05nEAyzBFzOv8dCu4LgUIlYrwK/ndAqgSeLUvhVY0Ql3OmKk7JC582sG0im2a17hs3cILvb2Kfhf+mMlxt0HdBhtmJllONoUAjWbw2ki4JBnRQ9tM2njqKZGau2nYxiIrxvzssu6r4f4TesND5+0LD9pqvzvTxvIv7CTXWqdqoRMdd0pJVjM5U0omjMR09p4B/5PeTCteL699AtiXLSUHcAs6waofl+almfLUIHMYDdThMoCBpOM/IWOa/GOmiEPBBQD5AOKOKu8kOrdkQyr9O4DYKhdTr6EGltUjzbqbUtNDZepk1GW81Pekn9nnJMrZwdR6y3suy4AReelMkL5p20ifbDJY+rnQRkPptuLb6fmF17CDpTssl2bQLzT+6v01fkZr5guoALXeApH4mFLTMuwDOl9kAk+1/pHL/1H86nkM835jbtPl1BJ7pa6EaB7iM1MnKbRmjsmKdf01h2LMe+sb3bBGO/e+ZefqmJxyuOZn/W7Rk6p+cL3UuF5Tz1heeDLb+rBGZJn93WkKcJgml/tdwzHzfnMlA/PlzFOW17uM5Lq212+/P6YOSFk+dSXJtAKW0X7hWAYIyNh0+4MftxfMYKVkQEj+ZWLU+6vsQO0fykwok7H6UGSC9pboyHp5BbabDPsODDl500hZvYH3hmqXp2QK12qoip+yzxPokRiDpXHQG3IfGFtiaw9s8UAf7xjnN2QO2p29I48DY2zoBzMw+uPO4MSgPpDnrjgAZWjKSR25BL3MO8BmtBnKTssE4HrlrwA+Y+pyXqeFEkK2pPhwUYozISzvi+eaCK2vAZfNWbX+B1DlctQs3Cjj6knxCdN2+AG9Ne3pdIPopazj5V0cRPfzJ6jMdBvmz+UIB5xBcZ2bDZc5mpxHn/gzB5OnHWbHYCpQZj5RNqmypaMNYKgfhcufBFgqO1g+sJ5rgKgzov27EN9GqTu4Lv3QvhXxPH9e4y+dzO+9loYxT/R+X3xDiy27rBQqA8LBpgq2+5RVH/E8G4T5EMsSLaXBE4usKsBSLs+b67byyBlskg8nFrT/Xx0GNQzyBvqQ5YQNwCCLaIN69dZZLilT+++T3kEZYPiKjP8bLNezg8HQGxLSL7KDPR1AZ2cORGcT7tzeeU4DgcV5EKk+QL1r7CxNjh3AZ1QfqXxFutyNS1yXrvSFgJP2CVWJQ/cFsgp1YOxAvIj/DcWbJo+mw/uca6jm0AnQWdoAbNRtW96RGAR/ZXL/WUXMYKlQ9RMDgjwwE3GeyHEy86P6M/CH2XSbdGfxIuxAs5xRaZvgs8NBPrzSDh/yzbUDDHxbIRGqP4+SiHQA34D8gsRGYFm+AvgHMB4EVscb0P4nmGnxVXv2M36ggc1jrPtp5YWmU/OqxNr3AKDeMPFVynjOMV0ElTltvuA1VPa0Sg+bn1x7DVgHoixgQHXnz2AQusq4tQ7kg6XG3NOm055wuW/TcGsBtIa40cne8MIvB8uu5q7r24mMjnEkVfpIDMmi1uVlsd/apfm2kDvKfE0Z+rFznCq7DAFmJxLQPOlEZH/y04jvjCY72j7K1T9RxDzvaZlZPgVfUwYy17TaBmABGEiWKaB98d0lMEvRAx+ggX56/O0gRG4UCLk5EmwDm5GxKgUyTlyb3E3DEG06rEoIQqe1RO5DQAJNjAw5ohBTnwewDz5qOLps58QdJFg520aIMDo3d/McBRlsgIIgFGwAmG2RQPV4aJ0pUtl4r7FJoAshE4qSDilhdnRUVFRpSrFLIdiB8Qog5Ixgmhf3nd5vzcLAAYxvZPh5h2uTpwkrJQDMEKMD+0DcBrCUQBBfwIx+STly7e0wgxLK042nWwAjiXY14SaoQCjLAwDXXf004FIZ40aFvO9kHNvJ592sUP746Oc7IhoekWitIXFH2zbsZ6BtL9j2k/0htI8GZbEYEee/lWOQqYHZUmWxhJS+OIchJXYA4TRpKWhzF2AqQsB0SI7lvFYBLCAnvV3WdkHvJZ1BU4GxkmgBQMdy+kUvxvUce3pPul8FtT0KsWJM89pSDOHvzaBIG3EZT5v/Do1JjIcBGwXFYFoHHNx7VrGiJNJZz+KzpzLHYYvWhDqkUxN6NzuhnLshtKkNm8iFvzyXa/j+KOUST2Mowae9UsEcI7EDLKlGJSNVk5znu25raJksbC0QNJVhR7T+X4auDCWhkaPZUW0nqpEHQ48YqLqBFt5NSFiVfZvZJkYeKJuhUj41q2MauVOYDY7J/EZl37g0CmYmMLNjlswfz0MCV8MCVEBNs3Ye1oyYVlh7NUJIiLGjjDpwXjn0BX1XOlQrRMUU7vqf6/Ea7R8r0nhm2K0+52m40ChJN7xK095HBtHTUSUH5lhynSs5fSt4D9VZHdC4bDj7Es9tY2DattnCz+thFUwy//D6LJ+HHdLidRdUa4Mzapy9ZUfLStsII9cTLF8RcD3SlGMau58t2huj+O86R9yaeuekYZRWTGPSAFEjzsojTTsLIYrmFJg1AlO6wzVYo3GZvYfkXa2/v+CXrVn30ffmfbHQcGXS1YUog9r0WDxIQyC8ffHFUIeyAywyMfu2/PiwLGdt4JhBaQf4ykFGeh+5wSAD+9bIYgZwHpilYCBaDEyUu7JgmgMJL+LA5tgvGpNSw4N8rXTDVF1qI6PihcZTsMEfErThcQMaax1DOil1jQ1oRgl5rRyUMJrR+4zp9ewbNoDRkThgJwkQiMbsLwc6U1lsma/i35aZ+lGpklBwOZuzQBlgTDUFTeuFWnsGqoSag/qYeCOLZtqgnthcMq5hBmBFP6FGoyT1DiPg+I7K9Gqn5nIjmmzsREa2hmybAo1CCUL60riJ99iR99cUl+vv9OqvewyYuowdjqh9srr0V2BBvevyO+ve6wis20meS67W9oPDBlF3nbzLd7iOtUIel718HQf/IR7j+YOfvezvepDtJAXGlntfAqWlz1x1udJT7ID9bo59TD7vuZ7jqyE+vVdcPog1WuN7Wr/NddXXa5f5wnQcXu8M8WCdE8v1z4H4pyPBBsi82GjwVQw36j/4hFlOKRA40eJ3JA6MIJMbQpGbP0aeXDGDHuIdRQdCR1IO/oIZKNeKFOhI+thQEB0Ag6F38sLxqtdcHM2Lc581tIXidBaqMnIzgJGN7aDGhmhB87t1YH8B2g1jP9C3A4EHIr4ixxvGuE9y6oMNbQfQRzBD4vimsks3BhzOu3jLLgdRn3PgGtnoen9lVo1ABnsIZfwnAn9Q8I/F2RKB2Wjacvsz6WpI/203zb32TmxylEhuCLnOee5FizMIZzBLgo2npW9e5MNXnXtbKfLDg5UTliyFyujm3jTQq/p3WTf3BhvAWh6skKsAqiyg/R8f7sNlf1dw8oFZ4gQoG6mpvKKD6pmTTdhGMpJ2RIGTYnSgfZMOl1LRHET3cCz3j7n37aNRmSACRKwPAdNXYz5m5+KT07PQ2gZKsFTNzAbXGhbNmf4EMKgpKiIHrJeUcmxwE2bwH0F9JEHH5lIetRznlfXqvi700ZD95MLrHPhYxcr63bKsf3Xcv1LqyJGZ8QJse2VvAp+B/iJA7EP+wh1x7tSF4oWO8Jb8fgzk8ZBj/U/O8SAglaCMNvmfsh5LB8CvGpSaMGej36t+lLEuXYe0HkCeaPkn534E4B6y7UTsX4HY0cYOBiB+BfIV0f4FwF38/IEYXwmIqL4nQOJXrk8fc7vHTp4QoM8nTmTcEdjR+mcgN0T+ikBHP9/5HrJZY7AxfY43ru/2vwPxCYh/516N/4nAH9ICQkGNBpY7vgP4jMQvDMT0F5YD3/4JxB25/a6KBL9wLuOBQEcOZaZXC4xXRGPWRLpfnwKeZIPq25nsS5I5kEMNxrMBOJEv77QTtt/Ids5/o75ZZev/6phg5FhAnw7UUPastrf4aKTGa/q+yWe1Ads+z0WistHNq4cAGE0yc81Wsn7mKirhyhze1+QD4UDGiOX7RpneEhEHe7PghhhBEtqkqyeUaRTls3UPvpD+lQYeRMNo1BfCdLy55CP5fzb6HPJ8hbO0MhMFbi57U+XQyr92akrsi1FmXKrnyrIyzhLHWP1oCsYBpd3SbhZPDqCqZQzrx+bBC6i8dPBFF63gsvh3LllloeyReOCi98nW+9nx94MQrXHCgg0VQ/0ZECrTU8aoCEABA6LY9KItUU2lAnyJhRZj6yQKKaHpVH5HFhXcyN1/69mKhMUYFMhxo9NcBh+jxGcJEIKHuWhVHkSpOwwwQBvCNYajNnk60FB1FaUMdRl0YXTnIrDcwMg9KoYRN6foRw1wmxz/A5iZDweZzHggS/HyIvt3ohro4GS2ym4lcZ9CApbNLu+idQBgZY59OxJuullo0lKwVZLFF6bRlUA57WWsZL6ADcJ3VOmXGMDefxow6/0oR1hrDcCB1hrGeEXbAls/0bZA27h2mUwBtlP0EpmrUjfQu5AZXkqbWAmyc3ZVipY6/aXhBDfkNCyfDbRaGZG4+0jYSW8DXwy4NKfVibmgOWykIhbk3vKOZmxCWcFKYQnZmOcXgoP3mOafx+8x2oFjI9k1OqVw5w1uCJiFpPVtp0EFK7eX97RQMgO+ziHvuwihWFwCGU+zrb0Y851QCigX/Voa4OlIX2PnvB0ec2as1CZSCO8OO8dJezcpma5xu13IoUZfJbC0/8qI6Vh2KCqQ4RrwQ2n9GlPUnLd676i6gTnvbaUdgMuQhbPShPCbc6yAcvYpbNBLSWPpDzm6V5Jqfo81eDMF2JwE8T+YJjzG0JZb9mDRfWCWLvNakN5nYoAyQAqhpEc4GNGEdNHoJm+wMWEv6wkjvswn3Wxvclu+dIrvTYf/UjblZ0dlFsQkLQBzL8iYD2X8gWX0rBDRMa16ll7rkKwtxW6gEGDUXvleuSDlQgzRAYf0nvT8iCxqLTX3F9kzSvmMvAZAMlmijK8ZcDoq7xiUDVjkYyEnDwSOGWwx8qOC/Jq3UADV+kgsxiYcaFaAaymXF97vK2LSQZTL59I9SlJsmkMF/hSsCRvenqm6VnMuep8cjE5k83/YWJdcKAcBNmTeMJ2wCfLgQMM2+f1lk310WBG9ac51vwbMNOsZjEzMdU7RFnu0J3B2QCnw1PsIXmC2Z6KCj837kXwn3Mcgb3CDVRsL7KUguhhM73fNdOAVaL9qXd+4V7tQZwpOZHzjtaeDRwy2kJTJ7xzImmV2QDSfshIyhKgavDeNdgUZ5SS/8F05etCm8wYADdAECpnbpB/JeQeVLMjWKkgVkoWhtc4453NMErAZ2mBwV23VYpf+h/en+Frbxds/IfMFaO9APDgfi6M0tW6ZB2LcwYC3ZNy4oZyPP0MLlyQzXUZ9M/+ajrp5P+meF+VwygJO89QiVvn63ZO0l8PI48qm9NmeuG2uq9dxDYisuu5lPJMPum55Xga16JaXa/1n4NoA2zoNedVEB4/6nVj2Vz3f91xCAKvAKt5l3XNM1iSJOHIZ65SOl3n9+JNFFmgCyOusL0et1/crpM8sevyJQRt1xnr+R8c2JXrKaeiAVQYyXknDwUbVMxv0d7T4Rg1DctBgnOrPoL+LX8SD+k/uEhHSy/OVvFOlE+gosuNIwcUgCjqMms273tPZc5bFAvXgwCyfkxJDix6aRAN3oReb+i2xXOgAlAmex4mxUaay8fUdGAdtuNFYUukUZQ0AI4l8HkAeDDCM7h4KfN8KJmaoPJuz7PX5kJ6cOwMR8Z8AvnHuDdYoxKU/s96sIEQ6COGghTIkzPyyg7a3kKumRQvgItMG2rb9+3MDmut3PfMT8DN6s01y6QcQmMAb84dWNGX9MgHp3pZ7h3iMAxu47h/zmVKlV/7BsfOaQ89yFvYufctzkRW7KuxdAhkDzVxHWbkEIHUg36jb5KY9mU8sxwHIp5JCtrctj1ZdCkCVc0WWfuA5u7yf9A5ggjlmeTzrdw2Vfev7pXxIxdNsQ9hhuS2fi7+vAK0w8NDo6lHrxe9faHOVXPAzV7lhvudyU0/rF5MGf8bdcL7pYs5Hxiv3zvYOBkz+FSzpI9tlS/p/+gvI725AuyHiRMQLMjvG+YV7J78BjcCEzA05Pslmsr23L89uoEM+5DMb9d6zBLdL12kuat07Au/AaCx9VKiWDrQ3RGyI/kU6j7I64xcGZvvv4g/vfGZ7RbRPcuh2YHxF5NukKWyIuLGfxc4SSok36oSdwZaW6p2QKo9We8yVRuzU/w/y4/gFdMj/s9R0bpvG0qChbIOxAeM38tVj1xr9F8toxlcFVH8F7WhXTmEz7TxfpY/ddG/ZMyrl07BznvJAqPxNRtN+PTjeHnzn/YFoG3D7ojG9kEO186fsrXwfixxO84cIGHRdfKX2+6IXZkiOqSTpCv4zA9IRGQrQJ6ZDXPeqiClHMrOpATlxMTNRTrlupu6W2dAyVKCHvDHjBUj1mPXdGM3nM3fQrnbJPJy0H1SaleDmhtFYBQfKSIrFFmUzWyBxk22szCLZpFWuswCZ8u1VNQiXGrSfLfSZbF0sczo6yg/hSjcAZpDY/nbaJXN/emoVbMVLSaA1QIv6l+VrZ7DRp7pfYAy4R0mBdrH/Df3tv1OOadPElSPCfR086DucDkMB6PMkdJs2rJ1qSDlKaHBzchRJaS+8Xil/1behcWNmlwHdXxRFU+2+ij47KJLAdtKxvnHhJsNVUKDQmpb0Ha4FDASvs0EOoOoLD/WjCCBik1NqA9rOCGA0KUwJ5EkmdnawTvRRBODUXEQihmv6qhbY+IZMpoAVU0/AvTLgtEgIjQ3WNY4uwaiAT1oRRkoh9zoEyzYFgH1FCgRi3IC8iUkKDWB0j3PkymkDBZ1UwmHYoSHn4X6Qwbiu57Bi8+Mjx6G5dQmvF0TbMfIN0U5sfUNsTKdyiiKwo4+BMZIlNPKUQUDkXzkjquaZGdZ0uNLYczTQSsKojX9NbbfiuRxhta5O0v+fFORKHcb8HFpT0xowFbWUcVHOkHmt8WwTRGeBcOjJ3ruupbkq4RMd49rUl2DC6iCw4LnsF587S7jwnnKYL8gQjtsKtoWKlTsLsOmUj6r9ntPAT857pSaCzJ9OhgVlX85SK1A/prdqMGmnQGkZoGPVAY6Y60qdx4zZTlA6VhjgW7z0kXLQQfzDQiX0ORW6adwBRVeVpcMgBbOvOozaZxCLxmu0HZk7Il+oPKvMAJ3wfk6KN9tJm1O+DM5oXPYA1246qp/o3Qh2p9Gb9i6Io6i59drPQ/Ok9U9nFUkgT8VDgteGeeg91v0jVHhoju38hX7PQJTv99B3dvBSIXBT2noXscVY17xGtiIm7FT7meA9ND7Xn1w4xorQB+ByVnacVzmSZd08N3aMVGaK7+cbLAEn86NCAhcvJMqmtsDKL4V4mWtlTmVDEJN8kUC+ozKawNr1UKZUAFS6go4ZOGAkI4i2KhVMI6gc/KTip33tYEOt64q+SCppy3rN2vxzHUuepwI3YcAAHSy1R3xljsl/w/zWtFKEMk+wwlzDTPEM0Utsch4lMpTauhq5CCLUxccCoPNHCn3iJ8dwiYET1TQNgNPxmaLvkorOGpLulZt8sUK+mK8NZX9471x0AsCowIDrse6TLgPi8x1I9dGo4KMcKAqWRL6h9EKLUKW8Z37V+hENFPnKdVNatMtesYEd9xLVQjtLT/I6Z/Fhg1GD9I2Tp0QeaHWN1jgnHXPpRfVyghTKU8FA6iPgbwDIE9FP/lb/kdmYng6TZmeHSmqMtHwjH6/+J0MZRhu0Jp84R+OgZzH5rpzHAYwDESdBPgkg9mk3yDiPccBFPdass1n2568OOYtKN7jywyti/vvvP7rC/L4ySy9nZAUbLtfAspt8bvbRWtZOsiE93spewuLLN/+7jm6WAXzeg2M5z/vCHzn4YqFyfZesBzk48zQTJVenroXSj+bfJRZLz/I65vKjcQeA75Y1nt4Z+OCD9S567ipn9EaV5Rr1ylVmCNoueq+Yk/7dsz46Wr7qudK/Nr3bUHkGZdKmghPM2htA+wY2qjcwosHNPOc77TVVFVAo2Rmoch3RpTPZllXWE3LKX9knGe7LJcdDvoM6nE1xzXv3PNxAkM8/9cLOnO3ACIztFRg38pXotNMj0c5AawdGHIg4MMJaruYhd8S4YYwD6Hc9A2KncpaME5nJptdVoo3ZbsSbWt+h7sqSxCcSL2A9dsurVyD/XbKla05kn6eAA+F67kDZ8QjM2uTNhIMJVgCoB9sJfKt5vTqHOa5yQLcHqmwLF4H3xIrk/Pgw0Ae1tgZWuCw1+M4Jjf3/T9u/LUmSJFli4GFRM3OPS2ZVdxMahN3Hpf3/D9pHEIAZzFRPV2VGhLuZqfA+nHNYWM09LjVE0KRIdzdTFRVhYeH7ZfHxlQkm/m9dL7D0DKT0XcIhvBZIx9Du+7yk7iM4bIRK0HEsvbucX8a7iYmJyIHpUjHjJMz+yudn0o6RT4iCaUicN91Cvd++hiVPzrqnl7SDA10k73FOOvtlhLQ82YzgJQtN2iRUQnAFZwCml1HypvozZOje0eaBNaYDXDVGwOgVcNT9OjfmhafGx9q4JaS0MQulzJO8n++Q3TfXZwA7cvs7GBh7QeaGuF+4zv0DMD80Hv0P2pHySriOCyI/CkUTiI/A9olzU4YA8gN3beosbjT4Jz6BTZ7tzDgRZ/eE5fLIlHF9E+69IscrEC+ij7TRYe/0fQd7bryCfVpOyPgsmf4rlp1iKJN0IOIVLC30LLwk3c55YiaIHUkB5FRGe1VtOYkvfQVwwhzP5AkTYPT5f3A94wnsp/gbbVT3K4D/AYy/APGEiL8CpydgviKD8hEjzS8L/fZ/IPMM9vkjfNnWdaLoT+xIl0idF50/2cYUcJWbdMNBh3buUHn3E3BSX7HBwC2W3QIQN2RsiPGZez8ZoJ34u3jKMTDy3UsZACs633q42bW/9zk6wQHdsFO+KtkUUPiMh6wMBkfQ68yH9XrZgCQzWzcqOm/HrQPPdIYd0BaYSGVuzUnb67xNxJbIuFIWfAGdDScw2xl3/typj8VGe6Er/uQuR8QE2EfpjnmbyDt7K809MfcdOengyD0pSls3kKyd4guEn7OkRbPLnmQ4yXGAFO6b32ozEnLcQed/lyMjlqPTWZyuQuCAzi5jWc+tsqwqDXwICLEsLRlDMlBKF0GT57QoQI6hn13/hBNiiq4ak+QZGzIu5wsJtOt0GaB7Ukk6MarBDUo9aUb3TiliJJzTWQNyPpTsDKXp22C5gxF2YWPxkEOARnYGGOxE4hOV07yTcDA6X2nwoSOXU4g2dW6SfKSnMe2z5kLPLOtfMppONeGGYTNkdLwzum/qQMZtjRdZCuwoIzgbAM38hnSdYzf1LkUMhK+jMP3hVKTN/mhEvKCcPW5MmODYjjRx/woMYD6TOFaEvY00FhqEfIqyi8H9xS74OVIhppDWHrfAyqr4/sUmQ8COGyKY3hQxMecLIq7YJ9859K+yuxJkMLsEhqTjh0ZtNtDKiuJo2lcoArPq/IF7iVbKIzdENZTj7JgaZyEJ7ad3SCpNaYmpbU/dGofP3U+gSsv0KNimaJspHILYDmMletZCGZ4QS7ir9TsyWpk4Fn7tUNSY5WQQTlRKdt83CxqHMj6MHA8L3OhM7rEuphWUez/4BUkaXwSXik7xPJS+W2H6Gi8enEePl+vqab+dCm/DL2ui5sL9uRjGajJnpyRxa0SWnFt0Pq0sj/VuZTfElEOyhF8JJQ0/IW97iPEy2u6EiAswNsR2ofA0z6iUzQBLjmDCClPeePatHBDltKaU8S53uHY/FUkL2jL4oWVEZYL1P72vYrrFuMSsam8FiwCsGvN344vL7exY6fR2nppZJuGYeylxsPHctNLnto6FMFl4Hr1Rbc1dxp9iqlPTlhBRNdF9jv2nacDPadtSiIizVaKsHJBzrS9aVFcJ2qHz2l7lEiCV3SAFuxueFB1y1HyCjnl/7/Va1quzI+dk7MTZBMohioUnRSrtBPPcYiOemvZGwoITo7IcuGC4NDz0XADESKGp4eXITOg5l3cwrZKyVJlZgocNh7V/jDrCJqWzeleh6ExFinRDoJ0nSDkUs7EV40TDQWDhlpwrGFKWh/s9SRHxuA5oOGT6SDS0c/MHV+RZZ/Sq6bhU1QkBYI6JjKvOLBCV8YS1H2Ej+SQ+umncsIO+B6lwf0P8LTAwNp5fG6ZMa2KeKOepVjCXN0jD74oWzTsjxPBE2eq0wfIRaSeNVgPPEspbCdDCi7F8hI7GtQEsN+LeOLGE2Nj5rwz9wGrAnfD5IhqToVUEVimENkTK4LJvyBmovkzzDhpEr4hkuYnayzpOPCvTslpreBmWyeRUAIA8PZMPhIwGe8i5dqdSPICICTdADSviAzJu8rzRiHFrks9ApXH/glJRMkEZYI8f1yIPxur15SE+tEfLRh/kQW7q7wGwnA827CnS18qVBSgAy9ifZRy3tNQx6PCCt7/qnqxPWSqo32si5jXqnDWZ0Ue+aO533vveuo8T6VmJgcdgEi4/1v2m+Q/Dl2h1eK/51PHz77lDV1CMDRiWPfxdTRpafG3Rcc/fW6rpvejPsL6iskqWp53Fm686d9+Q8QqkImdxQZXAjJCDyUasJrtoUoxHdInaHYY3L8uuaxcidjDogD1hGE39gsQ30uNyRkk+ch+cOCMwkfPvAs8nAYe1ojNdas2Gtysy7rgEwDIhXPced+yqJMCIWmCbJ8y8Y072mHGASu7MgIjc5YQA56WGwptldtXJj1D51ryhKiRkwtG6mRdE/itobGHTZa7Buo0yIQINBtq3qlMiniEdeV1X4chT2z8snMgb+fpQNkzcwQhyGpJ5HKwf3X6Ia9oYTquCjCiXO+hqHSbxcWyySTR5Ev1erKCndPkk0oRoRsuO41HBf6Y4TdapK1GR1nJEoDKCdmTeEdgQzoZzRkp8Fb5NymyZcG+LNN2KIJ/0UuWUr/5vACybl6zndcwoWsxjFaCx2nTT/Sca7aoM7kbDHGSaPdAtCaMyBhD+lKe7EwIF+7okJ1dZ1cIll3B7FVklfnfqeuhfUvYZ6TDx+KrEKu2In16Bj0DckNv/jRw3JH4HcmDMM21X84m2GumokX8i4ib5GIj4jRmjM5B7sJT5NoGxI053nunrBzBg8w8gXuRUmGBW0hNyPAFgkBvAbFXKioLZxlK5XNAVGH8it38A+AjgN8R+QuyW6ylzRXzDapZ9puMCg59hozyVirJGAPEnZZj4zLnkE1jl48Sg5FQ5J7wA8cLS25wtRpWq+YbEmY6NAv4diL9RLtr+VwDPwO3fOO71vwH7FTg/sRfY+XfE9ldk/Dcg/pMwnQGkGljvr8D+B3lJ9YWgbDl24VzpWL3vRsD6fkKlk10iWRVZyix1OiHPgRwnZJwQ+w1xvwkT79yH7aPGnpL//sGlzl/oCVFlw+3s5pmMOouBlU3EPWK2lGhbQDyBsleabgVWwLfpd9MteE6sq2rPS4Y3vRQdLMX3Xry55KU80RCf6lkk2pn7QKRwFQCuEjIm1N9kqJxhIMaGcU5ga8G0dwC75OGcmLcdeZtyPNwwZ2LukzL+Tvwt//mEeKL+Np02bivofMFee1HB9FM0/AQHBPKsAxWw6DLGB/tSoHrPpUq84iJ8Ex+r7LK7+L/o23CWNGqvwza3wT2oRINHUbT2+SFL7jvXLzshaJz2mwI2kKTLYKQaf5WmR0a3Fu6mNYBOJEhshryEoQ2PthlGev/dPWG6v5Q+eUGTG8amXyK4Fak0eN+YFETCmySHx2xAlkSe20YjgTfHyrMzQSQ0ZQyl96M5qySMeR2aRyiqeR26bmQW0gOociKVki3D3BQygqmXlZ2BTUK5ozOU8h+hz7viZyaONYcESiHLkCFE9SYdfVBK0yhkX3rCoFPppHEsQA59B/bCQOHS9685VbLJ5SPmXYEw3M+BneWZxqZyTSmDImE19yvmfkNO9+vwHEiyTEwO8K/SOMvRVgYWD1Hw0cqzKZKlpDQj/bsR+Posl3OiDHkVaeN7usBtIcoKXDe2y0gEsISYrnIKFKG215OKmu5o7xwtqjBwVC1tGCPh46/3vqKCMz9cQmNUWZM43J8Pa/IYh2wLJBwdVXX4THjb3Hlm9L/02TTO/0jie6SiXVDlu8NYk1jKQVd4HHURfY0rct1G+TWmvcmb6MIFS0kRLljRCcPUkQyiKdiAdPaDaa/mY4ZRGTQsF8TtEZ6yq2ETFlwi4K5302lc+FAefEjoIJ1Iw1gRRTToYdG9xFpvGK6s47lcXICbzdGxoxIiCH3uyKfj/qQy32p309B/FF6AisArIn0W/hFedDDyfNDxZCylo5fKw1hjRRAXU2m0Xs1P5LxDM8N6QCuIpNMVcUAHfjeYag3u6cIvK1lNUbPD5YD2y3lhI9Ah2wiNFtVrF56nIk6i7uT36T0dq+al+/AAqfPi0gQmkYleIjAsXGY2x6rO+lxAXUJTiu9JYXUk7SHdNOpMVE1P42XReK9k45x7FqUCJOrYLjCuvZPBiguzwTrbltpJ2fdYOBgNHopyWTgnJ6CdUTjriNFhtGSIxiu+c+VmQ46YmOWS4Uy5DcjnFtGWqAjTaZ4/GLQxVB4q7zSWzIv2RLyzSJzWur2SR2wsF+KoyjlVL9kyTcMoCrtjOWTUo6JKrg1mZ4acwVE9ba5c3l3BKpV9phTmaTymkdCwJnug0hO5K5DC8g8VWNeHJw0QvwkIRwxoy5Pcv6zPgFQqvJv1MRgkAFyQOCPjjMQZq6TbMniaVJj0LyXsCYeI07vqusaN74kJnBYvikqlH5QhU5nBCEQ1I72LD5H2VzkqXLSOH/HRfnW8zMMP/uqSme/xXODNAwe6/c67XOZSZ69k5wLeg05R/Ksf7uOM+nx+aJu06Bb1Zz2Zhzl4rtYDHK1PRzC/bbKjPzkEsEyRI8O0U2KvoM/tDRNZa6r/p4kyKsofPetkyfl9ffVsvefxji5bLufy++/ucu56W4fru5f5WJ7Xnpah2JabicCVdGK8IOMqDqZmqc6kKqcQjUg04C7YRNzFokhvIiXr5VXy07nhofYigZLD3AcHAfcf6CE+pDPMSE88I/KEUc1slZmUNE5PpPDoynPuGuOZyAjcIzEdcRxyQmJHKlhu2AGZd7GticwXZO7Yd8JxuBSgGmjScB1g3xw6D1iyx/QqxOG9Z6Kn7pfoTMji3TLAuWTkoWfZi9BD4aQHPkddoHQZZ6RHohqOVyZ+M0qXAesJK8gg4VrcNAj+hL65d1Ghusd25rbkDdGfotlVwpUyVNkeEqisuTAe2gGjM1FGdvXiggdthCeA1QgcyNofw0eyWzlPnCGw+FRix8iJCl7LBJKlqnJKvu2GsgBW1qjpqWUmB4ya5+eCW1hm5BqcOVSBCH0PRL8CWa+wI6TKcANLBqkgIDdrvy9Ymw5lYgVNtHUUPTO+dtrVMv2l66QDK9V3yTLQasTdx/O7vYNtDj+6tovm/xmBK5CviLgC4y6+4IwD9x+Bftfctq/I7Q/aQYJOSowvoms7z2Aw+CVOzq7/CEDOnbwi8j/ET5lhGaKHbt4beAYbMJ8AfAZ7g36jMXIoI2NjGalUPX2egQ3A72CGmByC+1eew11yx4nBphmfQHn5TOM/3H/iyn/WFSorKhTgsyE3lT+aX8CSZa98/0iwPPuz4iU+gw21Zcscog3jPwF8BeZHJC7AvFMunNZJHRD2DTG+gP2HWBUF4yPvmTr7ylrFxpKheVLA9hCfmnRChiLY05UPtheueXxEjGeucV6B/RXYX+V8eCJMdzkU8wvPb/xJfDZMf3gZN8XzQ0HN1ZvO2X+OmKf8aQP1Ci59lDuAVe1CZ2usKP5o/L9KnTrLAY3m9GnGRh0kdvWscbUNye4QW5mSuQYw4roC/wdpSERg7mdEDMSm/kvnIZIgZ4acCDnZZzBvd+Tthtwn8h6Y+8S83+XEn+J5u4LP71iBOVw/9XsFKpgHFghaIOOh52EsO5LsYO5baecrWZ3p3UCVy6vMwW4z7HKfdAOXQQSD66PZSKsMsehhOJhdNJL6C1A20p8Kb7z+SSeEEQuoxn9VFqF5FzNFGG6gYHbR8xti3FkiSalUkWBjrBwSwEOGlmgLVINqG1omSCAnPVUuX8AmSmYKAZx24KR3OcVHTJBKtg14qlVX5QZ25JZUCJ3V0NJCc9IT6UwB3hdq/CLl1EaWdFq6o2cAN4TMKpfjw6lIiGJ2XBedGY7aY3NaRu+x7hoj13YyI5cKcNqjSiIwE8J8MVH1DquZkuek984E9sF3xq79tCFRgpzfV8L/YDr0xvmGS2EE954IDmaT/OTKuZfsFhHY407mPQFEYOSdGRBDtfKgKB/sQOzISS/lVEqxDThLKfNqE6u8jw5XzcLEQEwOueDKU1HPlJJbC8gVOQIQR9LPNIG6iIOInKNmHQ3zEM25KJWEPY2VisZhnXTjj5/0s50xdEHMjGW0dzyaJNecKtokE6sGO99hZTrLQXXXVI4OgzWzTad+GaKyfsMS5Jyy7rqTCawatePwnIUkz3wenDVvr0DDhTd3SmCHy8H0/R+E6pDHvSLVPYhqkPs8eUYJLGV06BkTfwuCFtBNC0U/S+nSuwbTyrPBIaRIlIMhmT2Rg1HM3psFMeG/hDl7wDnmBc4+yNoP/SzjsKLWZcTKkJMWYrDOjAmUEbIMocL3sKNYAoNLxoWbhrX6meu8OXPFSpv+Zx5QCpEMay5RlJBQwJJz2OxgPUkBtLEO7bw70meuo1hKnfgfogkN379C560ffdhxY7irlF9MGhUyQs2yiAOBO8qpWE42rb3gu8ZedX3Jr6qckwT2N+XxSgGO5bRw5swiCLpH/xuil9M4JUNqlTZSRlFFjS2Hmz/P/m5vM6AMFNFEAKWs7lfYodQ29yAc8dp1JiS3TH/fHSU2KilivTk0+nojQuAN0WzCsZTLMhqYxkuGQBsnVmq6+WMqenI1Vpuy2ZxR2aWT/DaHU/3P7X3vX3liFEzsfJ6ybyKGjWwnBE6M9ho05iN13uaNckaeEOcTYjsjcdV3Z+RNARHVgFlUTrIaxjeOKaWL6f+BgTMyhyiPcXPNmZFpdEgSAVVfdEw6IaYz4kJReEAmS4LmZORVnAYwHKwScCRvnG6CnzNzhWyZiHnXZ8wUYQbfDdU/Z4q3jaBTd9s57XT/Hs4351bMKDOB4UjsveYTEch5QeYJ1ag6WgPuEreskOiM7IaL9l6ZUbiH/mQJlnw6rXKiCTA9eiLzmfupkpuRd9D5QNhmbHBtZljWdADJL/W8Md53Rcp8dkWtof7vvY+6qw7dQ+ZDdmUOjR1JAc2H+S2jvBUmXQ9H5kD9Mo46Y6y7jkf7YZD6rstfgr/X3ce17mB6g2KHMN2ZflY0Mx9o8KNUsyICJT9YTizxUwa1kkXJJ5fk1YNwbIgYD0u1bNjpY5frLGfaXb3ocBw+e3RoAzY4P+7z9y7LlUOZSTvY4ynDGZLqZ4BXyprjhf/yCYlnsF7zVdiRAJ6BeIKzh7LgMMFeRf7behYAXMmPk0EMg0ArDGc2gqM4bwg8I2JFpWawdjmjEa9IXJCK+B2gI2DmqsNs/Y8XewUGXvmecUHihD2Y/RDxiogXBOT4jA0zTggZSCyaJXZl3ifuO/kh+2lMRH4BDZaGB+WltTUuY8V9S1BeqNJ0JRdbP73TgIYBlgmeWPWxZXRzvwQHkFkPh+mqg+rc0HoHnQkO8JDOiWs7VJLl5qXdQ32xZMKfZUIMnyvV+1cPScupPg/LkWAsoFNAf2D165KTB1MwteMbdYaX4/uJ58fBi9UzzLi2ZFYaCF2uyMZC6xWSr6f2qAK6JqbeOSpQdBc/Uz8VO9klu8d4QhbME0tXUGR+2Yew5uZs5816hwywCiIop9E0TTRsrQt5xdQbV5k92kMydvHQHSy5uCGHI8ztuLJeap13W3LogWaNBS8EVuCe4FYGdUfii9cO47HXN1ZZcSga/iH44r0rThdQ9/sNiFcM/J3G/y2VjfINmCfKQNgYmDEHmFV7B8YX5Dgjd5bwyfEKbH/nPkyg+hNEIk7Gn8+CwzcArxjzi2wLn0E5W/rmfAX2W5vtBcAHRLwCqWbv40pj/Mn8l9ns7BW7AfEXIAZSvRDi/pUZnPffgTghTmfhueXLJ9kYXpHVM/WO2JJbJJpG+Wkgx4kwzADyHyJ2L/KJykE2P8jw/RuAD6QtAyoDpHJNAWD+CzA/IWWDi3lD5GttecRXxPYP8JyfgfEJGR8BXIH8yjOzK1J9qKyULbCb6N3tRjyJD5SVQ865wRLusT0zk2N/ofNhf0HsX5j9cPlIHNg3UIb/AuArMv4g3OdT4xvfu2wrMV7eV8BMgLiVJwa62tHl58K6nf/eYRWTTh/JvdLhib88H4l92chS2f/OAila7u+lMZiuDDvIdYZTeJ2oIA/uV2LmlerfievJWyJGIG7kjWxiPYDziY2rpxtSiz7ugxkR+43luvaNvZPmZGnDCt6eyHkH5kTuCtR1VZCSHxxUOUROtT7b4WTLI/2jI6Po/wjazysoTLK5ezEXzXVAumiaSg4f5V3dh5v4sR2K4o/FV+4SZWWbUZC2e5shT+Q7oWxH/AzXeP16OaYHRdcNJ0vAuE8ZpVoj0wC9TYpii9jWhAkqkCBTGJ9zISXMaBI4GF5lYKL/w1GQMkYZ0Y2J+4aqE++axruMc8MCiGpRKjKvjPJjF/8h0ShvGOg5o1AE2m+VAZHWHJP1FqMiBGkorIh5GwnN0MJrvNOYly4RIiHiJES4p+QcGy4TVaMrHWk3JE9QugxlEPBAo4zctZuhvb1DAqL2R/03qlb2AIABbDaGgQJMMTLBLfJoow9GbXah4qeB6b7He44A8pWGOCn7OVmTlDQwS++tZjETTIlyiS05Xare+yFCzNH8XcNsWQolvFiYlUdQ0ejLgCempawXfqQSCkXc7QAZ9aZ+kWj7WRrTfFoWRReca74JG/BKHyzcOzoTaqwFaVQ5IjBldW1NVyr9s21cOGq9Zt7G6vDsKe0SsJ2unvEAA3vFWxRdOKtkLyG3uY2bGuufCwGzuNL3L0b5cD1lNGpCLyyQOtrazsEWacdDt5XyQbpvWtbndnTmrkhW79djI1rhkuhg2tgZAZZx4bzol5nr/IKOAEf22xlggxi30nBOMXYKxqmocEBKSq1zwZEGFMNozTM7zgSWc6GeNR4Q3hnLEMNoJxt6jEvLiMLIuTbGOL7fb3bjuIMzt3DPDN6fJXp5uIqYD2JP6t3hgxWGSy7fqwwUvOPnRrplILfS2hyEgfW7Dec1RytEqLORfqQUbeFpzxoRjLmEUe8oIQ1ZMFqZHlqX6XfxfxnPi/YlyinmuZfnwHTAfK9mtD4PiHe58aqB2mlP+zuNe+KFlhlAR9NhzyPWMF5UyrMRchAOyyBW0JczbzlL/Hi0e/13x6NdrzTGR732MJE0rnkMw5UONX8b0eEw677ar0dj73cv8zOda2VCTZ0l70/OndE5IaPkCAaEiFZkpJ6xTAc6BFSaM+wYDMjgRbzN3IDdmU1tDYXnS5asWreRcmz6EfO4RuOHlX7JUcqKoXIbKMNBgZGOhKxyetuak6MwPb4UJNelZdNov3/AASNxF6xUUiwm0+/JcsaSu2yc2UElLM4y3lCWq+PrjF5MBet4fSBvScqyiAmXYTocO2deuGTLBNgQ3FGa4hGOgJUcGtMZEGewV4icDgJHGLY/ixRG48eF96Rvx1Od9TPap8d/79GB4/stJZTNOj1tywCLph5o8yNpWNxjkeB4mEuuWZQD/QEmxOMuQ61gCIpvscYMRwI+LMtKdj8jDkp4A7817w5DP1uymWWIjMPcjs+23+Nhrf3DkvUeYde+q9n11R/n6Yyi6K942JXjPN+7rPBedA6VDZ1WooElR7zomTMDl6pci6PqA5SBv8D6GPdcAXLG54oGl4F7Wv7h2WQQxgAO0YVPmutL7Rw5oAz4Ack+E45s5stfOE58WpDIFXG66IYNLTQSwrp2qIyleu0Y7zN37PkVy/AuepiJ4eyRyVJQJe9WaaSVq7OOSXOMyfg0MY7yXKM9NMypf6P2r/g4aDzmGTNO2Bk9F4r1M2qZQzYIG6TLiFcyutdrvFj6SgVV/ujSgV1Z5abhcoLA9Lv1pzDtSWdlNHmv9BmvUwY4AA5WtO60Mk4so/F0hfXLfjZzyc7RZDfiI+edChpiRq1pIzMbZo2LRTuKruhUJ1AlMz18p/1V+pmYTme29Qg7Ehx66kCrojo49mrzoF0n60auvu6W0XXIDjfizKazr8yJclKYdxvfyMAf1ma7zlxjH6KMNXZiBR3JqBeC+a8YQnL8wbM1FSmdwulNuBRy6sQGnqFn6UU3BVQEEi+ockoVLEfDLdcs/NKac1cPkfF3AJbNBzA3ZJ4lnw1gfCTdGatMjB2KATW/nldUwKv3zYFwpp0BOU9i0VLL5ZM6tTOc2Y/mrrnrTEcix3UZ8oWGNEWcgNOdxv/5xCAcOY9DwSrYxTviG6jHfeUYQwFCoRMouHF9Z0So30ZcwebUvwP4iMgnYH5GzkCMP7mOeDrictoBv0lmOKN08JiIYK8g7vETEIL7fOIU5wkxPwB5IW8YLgefSLyCDu0B9vT4RJjPHT+V32wD7MEcafo6ZFpZOjJlctMv8yzpYhbMDqJJYNFMn1nB5SDE+f2WWxpdIESxnIS2EQxUYJv4U1RQqB22KVutgi3HkF2RvJuBWQOR+t78cdw4xl19I+YVOa/ATgcf56gS1ek+VJp/0ZjxYO+yTq5eK7MHoAJHO5fH4LpXvzWfF9ts5vpYMia3tev1hh2wMlgABws6O/qgb3nv+h7FveZyzGy+a9/+H3JCWKil8QjyjCWdELsi9MZOL+KABB96TaAGMZlnEpJ4FaBkHDZhdh3nQz1PwN4o9qFIUJBJ5H7hxsdEjlSaPhD7GTmf6Y3dXoB9Iu5KW9lkgNhSwtClIXsC286x3N1dBneWLgEV4A3AmRkQ6ZJIqaaVJdieSETUAAro0QdS7FRDa+Yr37M7vUzRdidFqilin30tNtX2kyARd1jwDhngYu5sUj0AbGdGbJ+M4DycluE8FWwSok6Mzogb9xWKaIhBR0RORg3iHsh7Sn5LZkK0aiNs8mhmxxTQmC3S6TtXj7ZlCaZXMfRnRJww96TH2PjilK7BiJ/MwWhER3ckm+1mhf6IS9nLWIKsD49xEctxVozQhEHwhnsG2DO8aS/WYQ4pQmy0zXWRUD54JUspSxGS5bgrefwhKg4ern4lzq4SXJpvNMP+4epCpI3hY733UJsPcNQeI/vs3AjhZ4vwP0xqYhlAATcyDpxEmM2MnN4oo2ubbpRycq9xBQluj4lrZWNEW9cPmO980gtk3KlshGWwZAQVirFwN+zEtEqm3gWpOeXOSDwA1bel0n6bgpFkIszMGgUH4jMEAGU0SPhn5TumDlafnbua2qoJbAaj5lPe7LTQpqZNRIsEU+N5PkK1CQlXNahONQ+23LygjhhO5/beihFVn42TIsf1jJ0uzpSxzCPDdtm0h5kjcYqlXyz07+tdUggMF+KhBNyuWAFYjQtHrbFOwhxg9KQM7gEKIlJeY+40GlbtUxsf3XflpZ3Nn12Lr1GwvWjfGHEdmnfiJvifkCAc3XQPEapCkGq5QNzPGGCGoA2ymk84ioLPrxJbN5E+R2ioAbL5siJeKsJ2pvT2dcZNVQiLUXu7nBBLAANE27xvGcXbyOcTLq9TuK5RkLGccJI1KzhAtLk7IcroElhnBCuKw0ocwmvcqTBOtHcvJ+4S7CRDuDyasjxiZ539CNNFK142nJiYbTg4EWDUGYjpOYuqhiMuVbMTblxtGL1Hzx8vC/wqnaRggQT7IA1Fz8RUpuUWYgFDio+zC9Q7wQ6HAMJNPjfuJ88V6Rpx4kRBPVgPvZwTsPNRAQJWWob5JtC2Epg3xHwp4T5iQ4xP5P3TkbpXrk9lpSyI5LDy8Uo43oOywzgBcaECOxjdSyetZdfJ3/dA3KyoyqgTUuim8E4Nz3N6/k+kvydojJ1KxrywBOn2BIznYpFH58+GlW0Cyl84AfNZN79qPU61Fh4M7s2U843NaycwlUljVMld81W2aU42yY6z3nFBQM0sMbFS+7PiTH585eG3lRG1HGlR35pnm29kfV4OdrzzUv/pY1mnNNfZN39Atn9+f6wB0OmUP7dTVM7s1DoOMo3Hs0NHRhzTu9pcGxFXo1nidxGntaysgjbtXTZ0rRuXi110sbIX11qPQTU23vnq443DeI92g3KqNlpMw+WD5BprV9cvihqPWPbiPo+wg6oF0eSifwfgvHMlvrV9CzCbM4H8QP1xDFBGu4NR8U8IPCHAmsczN6SzNgOgkesbyoiJAeSl+XktuwSAb6jeEd1gadk5X8ASKqyNDvx3BL4i446JGwaewRIgu4J55GTECRkDzJr6Jprwm6Ckc6uyCUP8YoZgvD8h8glT2ZOIV8lHjHBc2Rav2PML4YATGHhy0l7siNww1DOIuBtg1siEoyyn6HRMB2TYNLRj4A7kmYGFPr9lbLrVWNS1zmD9+QkMyVFV6sa6mH4OZQ3M4L/hsRWln4AjzxGslY/tVUfI77N8c1s0SQapnzv0O1MaoHNJpSbL2CwciQGU4c/GegelJVjSUE6IlDwhfbACGquUV6D6Y8GlP32GX1EOEIB0mlZTiWniDTklEvusCAa1ng0ZbFLM3irk1ZSjKE+Xc9fHcsqWMYFyGgX3ZZXGDCROiLygdAnLIQ6eq8zmNfZqVM3Al5W1oPNnHVF8qQI3i64G7VOGJbB0wgrw8DsNSxkvJP5FNnlFz1MOcI+6O3k3EpUNb/1GVTYOpZ3ck6SUyZ/Qt/E3IDfk7a+kQ/NPlp45S05J2jwSZySeEUMR4XkF5g0zd8z8ihFnjPFUuJaZwH6FM6KJe8/EwzvpaJz/BhrXPwO4sFrIfK6S/Th9BvCExCsSN8kGE4yk/gsw/wQdv9LZIP0uFGwClrrBnBi7cME2VJ/reZEjk+XmYrvShuKsXlcv2a60We0bIpnpFbc7MlWm6H4C7q1XwpjA3dlWz6Bj6h/Cd9mzTmek7BOZwQyNORHxxH8VrPcncvwDER8Iq30g5gkYfwL5f3Fvxl+AqQCn3BH5J99pXJ4Oln7luRlfCR9nZ4zPQD4ziHqfCKgxOc7MRhqvLL2FRMQX0qM4ATMQ+1/APmmSf3+EbxgKpPLZnSI/g/i+mZZBSODAUDv9bT/xGQ1Uad5pByh5V8xGh2B+jwrcqb/ra59ry5HKdNFhJfnZmamQNo5voC3CdiXRqJ09ldjDd2hfExgqA1/lMVmaK8cNOW6I+wm4D6QDCnYAu/oIOvgxg9VypmSdcdLndtQZrrKRbOZJL6W38zbLwaRTx4CO5pSITf1asugYKyVg7ZMz2KKVtiuZZZcN2tlaY7GoMB00D9YMYicvdpY8ikKKvgXKpv6T69edEJvSOvYusGNtqgliBWy2COkJlgKJ+1p8hU1YSPdPA7kJA0ZSMdCYykKwNyaBauDByQIIOjvyBHqfV6kY1gzTFk4JB9PNtlqNYsv/lIprjSRSvD81FnnKA2wSHCslBOcNFVGrh5bRxJ5p3a80IgBwBgGMhJvg7QifaWHGBjsSV0YVmqkqsmTKCAgjyGjvSBGZ9WoaHHRQYhmmkROYJlBLbCKO6LCrpnVYKHQJjFISv39lCQf7OmvwoeQ6qLfypFQ6bLqBJpVAOx0q/bEyWry5LVrMsl59N5bA6Hv0xFLajmPVIRVcaWC3EukyOU1p8rAV0tyJC7BwuhtNTYSM844ukTKEpoTXCr2GXP9srPUleFq4ddNNlBKh3xu/wPd2ss73WL+3LI5SaKsuvP2oXejrK/acPY8QjYnCv3r1IYI4gePXb68D3bGRV3Pvyrvly8RhHkfm0OCsyGp+ZSZgeLg0kGDscmcVuePIuyJCupojx9FX5azNdW6AxehSzraCgQcw3nh/5BSzsfQhImGlPRNH6tTXkr1fHff8mdfl18l4F4qsL8VwCOQdZwx8r+3YU6EyrWKtgaDqa9P/ElJuGoxzbWw3TiU8NywByN8WLL0f5tgrq+K7l5TlRWOdqYI6v3asFSmopfjFhpdfb4EtNJVGQ0xX2rkoZ5IjYxOoRuUdZiaDeNxrOzTcmNhpo3J0wc72BjDTpvAwxq2lrEbhCo3fsDHeZ8yRiCp34b4TKwKknf3snwv/dRboE4zjHLI7uDregPxE2RP1jljr4dztlDHNaLTANKMGbfvVo1fKuSNnZtlIjCymI3mA/Q+vKSOo+mAdjIm9NFuOZSeqIxXtvk2C/qBcZTpcUYPAKkEw17ZEAttExl3kLUvuWri2gyFeVu5tlGD5oowbGHE2MMz7tBfTNHNcNFeOEVW6Q5GwPrSbZIdQvytAsonP7qIli46JPw9HVMmo4fmPLkoTgHSWWb66KGAn2p7fJMdp/ZMOYCqrAJsUarySGZvcYTrmHjJxWt/5PPdsoMpoSslmAUeP0fGrKPCwIXd9Hw1nfmqnK3xsWQXtu5KPdc+bRx29dZCDGh0+PJcPP/t4khfe8Zoc787DZ+sOHwbT5BYg4mfLWL7+VQadxjlkZSBQxjoIvv4dpr9tNtl0hMf1JaFpPkjwrIyyN/Dl5NvjcbgjHj5f8/nO+x8vrysf7xMc6zs7rhs/EVOoLM+ij99/Hb/X3kgGyHqHA9VSdFm0poyNN9hJzF1lAEmq1BCcVZdAKLIv8vlBtgQcsADICBlTDtdleGTwk4xLdrBXRpOCvZwpFYROSG7LZERsKlAmhoHiKEnRlMn1Ld2GTaLDtaRNb4rXbEg8exE4OLRLFnkVLsjAVLrBo0Nr0RjLYsutRCfIMlC5NKbK48xXfl5Zco3/d4MzOty9/mzwb/fWmfd9omcI/p1fH9BYz7qczo+uku/8jEa28enwOHG58HwpD+KP1K2ZNRHSFVfADs+LdTTtYedLheydxkkuGYFVKghr3xodr2CczJL9FpjNY2/t3ARcArcCv+rzXeOYBgJ2IneY8nPhwpzru7SxLQE1SV0JHM6eHzTkxaIfKxCvnW0FS0TTpVAlfBsuFV9JLONsaH1GaI9v/UfvTeGW9qZn0i79xPjnDJmTZqPz9rOsGwA08gdivFBmUgUBzCfEXQbdCFQWKL4Jv0P9FxScmTuySmpvgu9FOOjIdPZbqL2I34C4gVmRJwa9xg047Qp60ufWL8ddTnQGYbAfzF0g/QbMTXY2O4SBHDKu+lydSA8iXpDYip4EvgBwJhYQ8ZHBJuAaE8FgkZkqA34D5ZiJ3NmPNlXOObdX9i4FA7BQlRBAPLGKvhtXzqDD4TdgsCQa0eOGHOp9gg9IfADwkXbO7RUOkubNT5q6abBx/xmBUwUE0vlyRwXG5o7AFZjfQB425FjXPyQSdzoN88RAYP+0/h4XBqyMP7EM+N+5HChWQWA2bgO2UYXxvYiJHZNTe9flJqBsHub9MVusiWFh2nOUb4qe1z1x+L1sMcVfdNan8Lzoi+mGsh48xSF5exftnuYnDvrSOR7izzvo/DItntJlYgVL5tyWTRjSnRJA14cLPrF0JImrWrWoTgBxQvasguLPKNjkdPCKZWae+2V/2dbehmkXsCr1DMkuWwUU8LJs4ovjp2U1857Cq2w8Mgv8P7p+3QlxUjf3nd61EhQtI2zcpDgnG8Hsg5NRilXGziyJajojhjWgtPNsTMlRnwRylgHNjFNRXecbMOh1Y4SeShpIoIz5hJxPiC0x4kqC67OwayPH5DvmV+G1Dr959p2/xAgFwOigQQ2b9mBkG1jLMaBmKZp7eb4ntD4Se9oauIHTmRH7TYRbdUxt9K9ICND4soFrnXcS9f2O3FWj01FwcgTRK83GbCxNtCPihGqk6vpezuQ4LSMwiQKbteTpghyONEkyF6fOwalPkDOGhCDnXd7FiUNdtzdC7DuXyx9UJEiJAjxcOxYxg6N3lqFhKQs2EFMAzuaEcEbDMjyWRKm/FKFSMvaqK5xoRL6VEEI6csSM3guy8C3vd2UZRI1Boqfo2oMQo/k7myQ2rIyGK5bjjIQ3qrmMo0AagajZA1UaCWY8Vr5Unsr1uNemLBlWAvRxH2UATr8rsUrN9HVgKfI+80ofr3qn8N46Paw8fVjZCJuYovdLPxXRtKIisxHVdy41hKvspSHHJVo2C1CJHKleLwmQgbUIdTfv9flx75wop4Ne5awo7DJ0f4OFkoPzq9K1T2DUmqIv0tHumksMCW1mumbEjHwz411p5IkSiFrWDcsT8HzyHLvm+dC/jQKNjB3lfikGuphlmsYBsEEtLFCEmjRW6YoslrJcfIsxh+h+NZIO0xlwjuYPsSLuYxOtlqOSqMf+EoAa1wWAeEJCUX9lcOpzNb9bdMtRHOnmwT6f+6Xu+f7l0gNA1DySgsYcR/LYZK7F/EkHCq+tTNloaLop+JMeNQU7IZ4qWtzPaxFxKJ04i3wcEosALAebI5pu63w6QCBEp03zVA+UQ+1wL5vFcK3EnZagU+TZWSeOcJnASWdkv4nvPqMEpWBECNJZc+CZSM4phwRXOarZayO1HsFbEXWOjM0cGAqCwNboH0OnjnAxpNzLSu/B2MCanga7Mo4GgwbC/R8cPSl2smqQJ1gDFTovP75iF+3d7rDgnmnHwgmVCZXK4NtVBmw7KULmjIgnvnPellzh8xxu6J0yZCdwl/FLBqHcbsApMYdme70VbWPG1Sto9DpzTuEGozvYXO8KbF8RuGDEZ9KhfSiugr0RmDkfCJyJ8+pjlrEMiwzOUM+vVCZufgTyGazlSroRVfNcRvqQsrmZz990jqQMni6CtZo1uj7s/hGYG9gcb4I9Nqwk36pMOm534H6XQqxIMRkJHRSRlk19XhXJm0PRZu6bUkasUfLgkkWl1Ifuz017H4Tz9hXIMzBUwiGfsBwn4+fIBujcAZa32zfwmXgcZvES0bHKGFzKrocKrCCW4vyZS/4t/qE7sk/CqlqXGY4yjn9WX4VA8ZRuuK/SVoqMD8nokIN+HhYpWpFAFLM0r7R848/9z3TxOPfFx/WZywlAdD1myYf5CC07miuS2+Oudy1p2L3SzAD6/QtU3UkRxZ8aJIMwyZq18Llk2GL86yk70Q979/Zytvx0c+ECyQ1uOO1yR1CfqMgdGS+IeAHwTIMWnpD4DOArEK88o9UoeBc9+ovW9oJlgOxgvMouzIjX1di9lzFS82oA5H+vcLbngmRKdmNdbxogPgCxMRQpgHR/imCZpdxZwteyxJZfMeIbclofvSPyVfIom0hmPpHXgbykgk8wwMjZP0Ec/de2lkT1O/AZET47AxB5ArMkbkh8RbjOOu5AvHDM+AAG3vwB1qE+oyLIAVj/I9iMHzpfAcIGzM6jruXMt27UmuQb+MLx8aTnvmoOkrXTvOapbeb3LpcAXFH4pp+sYy65Qw7gLpcuqqMM2CmZYXsqeNIB5ewEy1fGL9kJXK66nCZdRw7KEWBzYmdBuwwPtyvWnOIMxI6MKyrjAQNZvTpuTa9e8uWaFGkDg/2c4TlEajiPhI6zZOmY1K8o9wCHErU54Ubo3MYA5WXRXeE++aGmsXc6JV4mHTlwkk4p+lB0z/KK3pVXrU/fj03wlOF1+twSt8I9UiJU2x7CtzOqz4n08ohX0Cb1QesUDGPgZ+VbE5/hvgQxbrThJBC33xh0cbqof9w3/fsHacbpM3D6BGaQEqasTT9o/8lN8tEJwCfi5gTKthMXIP4dGMqgBxCnCeAb4umVcpD7hOw3Gv7zBchXZP4VyM9AnlnSbfsTiP/ggm5D8KMcnOdncf4L4Xz+KoOv8BFPiAwE/gbgBTGfgHlGxEdEPKOqMswX5P2EmK+I/RswXoHtC5DPwO2CnGfS3kjg9BXLOXMC9s+o/ophvErkXU6V8QTEEyL+F8T4DSkYz3gB4gtYKu93ID9qv/4BnP6GyJdl88NH0YkXuLcr7Zy/kQ7bsD2AGa8I94udV6zMsQ05PgDbM503YXxU6SbzlsL9TXbAJB3cJE//4AoLLa3CRVhfhHrUhTV0649NfohdNlUQv6pSw5SBfzIICMkqLfVcFo005i9ju2x+Js3DstLkevNMuTnuXGfssuPanmN6DTjbOHbZnZICeAXleV3BzBti10l7IOeQ9VvR/5zSL/IG9jqWndQ2grCeqT1VMGW4YbZ4+ltZRzwPTwCeKJNIbw/4Z5YdJHW2ySeo24R5VQ1tmeqqvz6hsvMsGzo7KlIZ3HdUD85c+1KyijNAp/dFTr1xDF/53vXrToiKsEzhSqI8+/X7VoIKhqPZGrOqunBSZtQvIq1wxPrhPUAJqYmqEzdCsgJTQcR6dVDkiMgB1rpdBxoAn7WAHpDiBrABiw3LQWOQDgCFRYvWetbfef3Z5zqwasUXALG8n6uESUXd56z6w2QOQ+vZUeVnbOCeNCbA90eoT4Pg7WlgFMygaN8VOWnDqwBuI5sFlYpCJXQrUrcEgyYwurame1kUEuvw7XrHaPA6KGjvIhxwQOHmKnAUUS56sIyW3o8oA5LXuSJ5c73icB2VrPJ4197m8d8hKm8JyPzRhIumiaejT7DSbhVzXe99O68l9BEDxlpr3Wwhvc2zIkP6vAEryQSF99K/tyU/Xg+lAw7zE4yicHrBcT1kfGrrqWjiWDgLKIolcByq0YIOr8MehVA621x/QgrL4O+fOEZJlyNmLjAPCuRMc4fwru2faYJS9Hp92HaQ2u1eiyOJzYBMQw2fLFj0wGqDh0YIC9aOwpFwHrU8mGZyeXn4+8gME6veH78jGjRakv0Zr8PKSo/cFe72bIWGl/m4twlAhvl0Zl3PSBA8epQu4aS9PGy7FHQ4Ws1z4E3VFOtgaR8gf2ko4CZdZZAzTQeATQrBTxTZXI62opeFe4vBlyPejL4MYStDY2UItPMAFI3IKTpY3z7S1UXnhUCwALpg0REMDTcdjTnRadzC7SiY8ofvP86VY20ltPXpsYwHhdsj+bGBTZ+EU6M9hgUi7/eKWltr6TRXQpbf+8CiiJljve9Af9f+N6i2RdjhCBwz6PQi2LmyPTwt/o8onFo15Rdt/Ql1W7e3+a5G42ggl8LUjpjPdtrRXSXKfJYeeOt+5xonjQHD6b7zBtxXLebYd2AK/weAeZIhY7Q1Nvw60FcbmizXNaWkcCtQ8sj+KuMcFTTSSxs8zMsnVjmOoFIoJ1ZWycaAMxtSgnadrEeWVwqVZTTdMJRNEw9nx04OK2tl+NXckFgKkOncVnQ2i+65nFsKHKRVuSWiskxyzWko6zbl+Mm9YFRwgc5nGud/fC2pyIeo8/83gOp3L3jWz6zvjieyzyMO5Ol7szqO3c+uz2LnK2tOB0YL50P0f/7WJTuAxc3iLcwKBJYv8sAvj//aQ4dhjrA4BgQEij7muoP0c5159O/eec+itw4I63LI+3PJdz9vuxcOAnp799t1Gb4/wLnurEqsc1dGX/NaGStAY4/pOdd7R1bk7F5nvObYmw4jUfX2i54q8i9arWxnIFRvCmWZtsjDowxkw7Ic3pbZCmub7pyA5bksHZuG0aznaDwkXaYTgg2yN/3L9Wpseo49aJhBttfcssokiq6AGXgls1a2TsDOgJRDgBUDbmCQTWLVcmnn75D58rpoZQVdWe6wHOQ0PTkQyvm/ZF06cL7x3nlGGcghHtCzAhxd3mTy7189Y0P7DAC4icc8Zn8tWpsH3Ja8EauWdyoQbT3c7Sdr0KIvlSGxMviWcbB9F/1vNFnAz/JdpBcy0pUMbdpi6VGOBMlPPVio5Af9c/AYa6svG4b5dzYc43Xkyam5lszUgv5WRH+nwY3eSBaoTNkizE2vLNISKLws+tH4L7B4X21HCnXtSEkgrRMJNk1er4oYZlTa/0UDvnM5W3P7BuQVsauPisuHVoaXeL/Lf6XtRuYxU0ZCBZpAlTciwV4IG1jCTsZs7HSGqfeC9RSi3lnHbCLzFQyadcntZ7j02wq6vNLpkeaHG9+RGyI/6Dy6we6Z9i8FqzgQLCdLHM38AOSTnC8bcte744aqZhLqhZgsA5qpjI2wkVyZ1N1+EwPYPGefFwei3IWHVwaXSLbFmAyshjPOXgjn+AJsrwyMyA98N76CRvI/0bNj0lliYXnhquCYEF1LHRtnsUw4O/igS+UTAs88m6kgqUjEZODxCnp4w7wfLtutzD/NX4HD+a2yqm3IoinWpRTgjADlegdiKjNoAEtmX0t5w/ej80TTBmWBR2g+3Dfbd6ufg+c1sebrtQBy9occwvzcQXOLXku2sLNF9kUElioC47bkvWzv6HqMYLHW5zkGVik40x7z+62txd/pf5alWgC2s9WKxx7kzx7cA0TJIUfnlCkXwbhgU3Jgqj9MUJfkGxxAIPkzH/nX+9cvOyFyl/fGNcCdjWBlapyJsI4cHIrC2n2or9zw6chkMBJxG4wo3CU4tDlnKXL6cLvRC3YCicb8SIKqAxq5MzVG0cKRV3oSZyJvEzgN5JPqd43QeT5Jwf4mWyHrc+dub5bTwwZrJTtS804luiN2JOQgkZfVKYA+AJuQIphW5RRb13rEzZkarv37RdFv3+R5P8G15aM1jiEcFQ3ig25JaEgYnpsOLQ9DVJM2EZuxCbFOwL4i3pxizHp44GFN7n+EGk0NMoKZV+75ZiHkzHnf5bjadnrHNuHJDy8dCgkJVTYixdSr8dZS9pdDJwsP16Gf5TX3OGVYtYCiQ+OGXFnNlnzRAOMjF5mmRfChd0Qea4RaaDGRJGMpR0TKyAEpSbVeX3GIDne2DYm5vOlyCtIIIUOeGUX1TjDeGWdIDG0QLkN5waY3mUE7k4tpm0gtA6phsOFQjuAQ0TbhLIvlMDP+maGc1v0yopQQHC7DosY/UiZX82MxIDGBkDEre1med64xpvjGvZYECRlszi5cksCBOAFjU1TGE0IecivXbma88HaAqaNA9XYJRY1X1oGELlBQTTA6K1VnlrUK5zrXacYecNmaGBScMpVJNV2G5Fp7lY05L4OElEszth1YAjdxM0PvSQo01TdgAnZ4BOT1d/RDGA+KCAJ4alFRjMDqCnHpo1NzmSfkvi0H8RBvKbw2Ix5go9cmKMw4/j1kOHXkW6sHHI5s8F6IZuYM4oCyJhhhsYEprlnCsmv0V7PcH1wVgR0o4b7LWFmKkR/g/LMb6RNAsCeII9steMKCfkf7wXFcp7dOQzm9Fq0rg0IZfXWuSrBQRE1csfqoiD4B3jzyEwlSRLtXBCZid8TcRc+cFp0scmUaDvHTV8HdzdatuPPdI55qDlyBhFVH6IOZN6GeAxRSN+m7E8eapuQhc8bSqSMwYisRGC6xkaA8AytSLZur4FchPFKKDSNTrbneW3vjLIG76N0o3AgEo8jgLJLv0zYAVCwz5aBMxDn408Zq1SQlu0hlequ8BIJ8ZL9SnMgUH2f/hRRdo+9/AjdlXAo/qXgl8vqVOKTpjqGsrQ082/sTMJ+R806lKRKM9L8h5ECicqWIsXRUoFWFyXOVhj/A6KUdOUVjtt+IcxGE+U7FPE/MMohxYpTgDODOcz9lmAzcEHnCvD9rry9871Am2y7EFa5MlzhwNtpwRJbKkIwXOuWUep/qQ4EZyLuMmSOBMRGbz6jPxFln/0lH5a4TazhxThOUyfMyKWPnExg9eyNstisjBuczsH9AoEVxqiEl90DyQWIZOX7hCu3DsimKsiRAiWXUCSh612lOtDPk4IQa3XMQ3ywZAFjmvpUDUIxF765glcNwluva/VhyBqMnA91w9zBAGQgLBtqZhBVpzwzFN23Uyxonmr3rAdaWf6PeWHufffRsY8p4W333JE+WPOwx2yzz8MoFzQ5D3+fPl/HTKzTfeKBRYTrWeHjxm/6OgtT3Lxlqcqq30cYsohziLfMLMm+IyRraLOmmTF+cOOdU3fIqI3hqdvEbgD/1rl1s25HaMnSOi86jg9hsANxAQxjl/bWic717YiLyhshXsHTwB8HWBkQZzMPZCnzXTPVDdLZT3sGo9Tt/zx1T2dcs0XHDxB0ZZ0zJlgHR1DwDuGLGN+JNZSGQj+7xCmAglPFtnWWAddGnsg1nOR+egbhg4E6VB9+A/BMVMVwlkrx/5r13AH9IfJDhcIivq18Ro0llOMIZyI/AfALiDzBDxbLmBPBKgyY+YTlQT2CvCIjGyKgdG1ZD8B/hm8pipcsxu3+cMlrUj61kqomCI53clN2JY1xbxAaWsZFcaDnGuoMDECwfjKNeF7hoLYwCPhgS3VPD9DM4nxWkxQwVN5etzAnTw6ka4j4Pw/cpyDSl5zo7ASeEgkNTxuyW8mk1kH8PGcJEf8IloUOGdcmyplOh8jo+f1UmKJW1XZQ/eQZiEObmy3OwkofpnfVEjNqL1RNOUcsF5ljG8TANVc+6MvoVkDhubqBO2bNRnIHjcmg/4aXjTwA3xPgPsJz3X4B5ActT2mC6qf+nSnHPRGw35PiGZfi8AfsL6dH+LBi/yh7zB4APiPyNMkLwe2djVVNoye/YPwHzhLlfkfkHHN0/8G+I+AuYWfGBNsG4gGVs/i6xOvSufwPijDC9C/U12Q1/Bxf/wb28PiH3C2b8L0h8QlzOwGVD3L4i7l8AvCDwAsQHzO0zkBc6HxTAxA25Irc73PeUZrmx+r6eP8PBvVk06g6Mr9z3/TNx4H4jWj/tmNsNMV/B/h9/8LvzDTi9APMDMP+N+Ir/GxivyO0fwr9nMHKddCeGecafYAbaJyCfwJKlOxJ/AvgTgY9APCPwjMhnZD4h84Pw93dUVYa4I/IbbZ/3V67HNtsfXAFlBLnXTcvaozOI8nhvc1JyEyCb2QBtlecDT6c9RiUGEchNAZzTQejux+DJdP1JspiCwmk7kOwx6NCMkaishwzNRef8LmfoJv2wHJoutah+PpJZ03p8OfNEz4dtAeLLE0gHWdteOMV//A47A6uUneh+lcgXDzc9SJWKDJdBXH1+kc2JVqCaqJL9LtFqmFY5RsrSGeeS/0jXWGHDdp0VbLn2IGzjkDwSc0OmKq7EDmw3uBdk9vVUcMCPr38iE0I/xNTCm2DGqGguI25YYapMgRTzm6jyJxnLsI1YBh2XezICb+DzTnUEhWp0gCV/WZ4d8J5xX3M3HEcXcs3sFjNo+sjxO3vSUxE24ZrMmkSdoL3LCFgahZilP3uoz7aiDxfTtvEZZSSTQOKakoCyILrgAgkZ6109luF4rRTRZSCxcdrwiXWY2xhEWAlxSaWSa3StfgDpFKFcT7oMyg+v+fDTgpjmUWV7HpSWw7iBdaqw7nPJkuZZ5bcmerx16WhLlXyEXeTAilT0JeIjge8wT72l6n5mjfQw+gNOZlOoD8gFVGRy3a77KsLfZ6VTeONf4OhRfwPEdy6vxzjhqOTHdzzMB05Tz/aK/q6HdbWo9OXs8VcyqundxrUDLvS1/vDy84aT9/ORIndceXhHm9wBApWZwzW7sW412H0DLuHEIQsCFRHCueqclYeK83ImGB4Nk1VX1vvVz3Jb/5t9f1hbReU+zhltLvzSzrrliNuxDMem76Zn2uC0w8lnXrA76IVSihqs1yr6PhkWWMJICQaGQZekjGt8pnA5tG4Y11pWyCMgenT5jy7t7yo9Zn71sA+HKK9sDKJHDeu3AojPvqcmfM1HetrGjuPflZZ/WEqsfat9Xl6ThJcesJGu+otkn/dqzuq9oHPD77FCt86Mozyqr8/hXNuh0AWltQ/LQGYHVY8G6udE9xUKZwOPcUZyi+UUN2HOPlY7f4ULPSKk42hoXY3+WxF3pEosns+n58M4P7/S9ET4ZUfGipQm/Ghs6LzK7xEsmyyUFeF70uwtZFsOWZDzcquXQkDyi5yb0SKWY6per2mKaYMMKq7t2uWnklP8MkUnOgtg2BGVYLCK9sQO3gRWxkmINstwnFbqrJDZKPTAm4quOvPGtNKRiTwP3vcSGUaiStZ5j8pp/kjl2t4ksKLUJIdbRlA2Kw2jxoGs+IwDyCqoxHxHe+fSm4aPAmWOvPtHV8v8Ec34ue/C+432E43uGQY/enpJIocv3nxQB+EHK/jeJ+/ty/cGMK144LeHx9JilP7sfxzf3bfEn3dZ5L0n8XimTXoaH13jvwXIg3vkzbfvw+HdmTxsaTQYRXvEvyz3x/evx14sEC7Ph8f4jigdyv1vHFWdoJFwgJH8jR/2SP0AVkmaxz2VoyO/ArgRVtLbWPZ2X+OGsg+S460GtjbIkNcsvuXdVaAMXvX28pJjNbZ2UEh3bJtm6vWZcB38zJP4kIKeXP44WeopcJfRQ/PIGyjfyfhdOj3AyH7xSZfS9Xmu+aomPBJV1qhnXRavTVRJjYom1VjmRc7CP/Byy3s3jXtBRR9HgMEPwFFW8J4edfK3V6fNU3qIn/e723p6JD4/EJwd9PF4ooxrwoXmDF2w8a3eaz/nKT6edeLbgX7lroAk39rPsLIfKqiK8yFvmQf6szIvgAqUM6Y40+EwdC66azqX/QbB8HC+pmQEkwfbOBhtvYILrZs02rNICco5FW1K2qvscjPQxN9Y/yqQsM/W8x/E5coQtrwaYKkxg3msHex05TtX4g+dNWXMxEcwACroxMnrCk5CwDiTObCCZBMMnPsAyjwXJMzPd1QQb5BupRygka/AvDO4KwLASU4Py36kN5URNRIsZfoCZ2qQpt75fulyoTNCud0lUJ1pK3o+baMRTZvPYFDTJyA+gKVBr8jJoD7qARe49E/iLnGUASTcAJa/Ys8e8ojMTbbMgMvlJF6Iu5sCBSV3smfrN8JHdCfSkiKDSSKutKOlstqy7U0OQEZgljjdALzqPNg5TpoXsHPWiHaCg5xi2hDu6HWXGrIDAQxEgXrFKjs2x68EkNhQblpYwgIWjRO9q4xlSwZHfbqqF/jMv/HvZjv7wCIs2dZdS1q8XU6+lW1MvOMsjDd9vn68BW11uwzQzqp6vrmvQZPrzaur3FQmz9iBzj3Kqrl4QOGC3nmgW+vzeq5g4cBdBQaVnfeBFwSw+m0Eyr5SU8o2x/a5danY5ezA2pfKHmyO5AMBFF6DdO9ghnxXjn17/bITYk4S4KhavToQRtLBLIXcFa1fTW6oiIWM5hQMXpC5AbczcpNyGQFcgpFgN0ftb8Sjs4QMRb8zsjlU87sBEUpP97kYN+T2jdG0U/O9DWALxFki+KYMChs0D4ifiI0RyKn0MXh98Qo27TnrnUq1VSRC5mDEJ9pGOPviznQuNhMJhDyzlSmx2+MPAIMew0isElGgsWJnQ8HYBpXG7YQcJ8JjV9TObu9WyujlKBJ5/hSdkflNxMrNfuRsGica8aYif/JKeCn7wrURKXyyiRL2QJVeGgMY9PCRue1AvOBnxrpUpEyUkZsRQJhuJunowAuWwiDBNyYoQC+hnGCT8uFU4Yo8sZATYipm0L66gKL65gkyyEpd5nuX4qFGXXZGFNH2tdfYIScCyZBPsQSZQDF5zseZGDtcrz97hkx9x3thz/GBWIhR57WgXUIvxjKoOEWwBDkrIo7AmJqPU7D1fTgtGLBVz3XwqoRKMVDCIO2kLMOsaMLMxS/qdp93r4vnPuLMMWr+bnzaBdq3VzrqQpE2JvoUVlqZF9OJ4VROerldQ28RX8i40xwNYxccJ9J1iZF0II5QJC2wHJPcj/Ba847IKxBPSygcy9udOZnBZCdHZziCC3GXZxjIZVQrBthwL+c6w8bDuIPp9YDLBriHiUvqLSPpviJKk4w0TW+Uhs4SPLu2k++OWD0SAkAORvunaV7uiHmnElfZUTr7k9GIiwabP5y1N+28A0Cqpqm5mKPsqiyH3lHRcicEFPldBnidNSsx42dCHhQhJcV9JKoPyKBC41qRXNOiaRFRQQB1ZpROaudIWLio9Eydq6lztVnIOPMsWqlyszP1gWGvln5yaJyJSmOWspVLCfd9jH6K9bAN68N9fqh4uCSQ7UXpyDJHdMMGfisayqSKVdYiQg3fpJCn+6QM0TRnt03V4x3mq6aLOifNITYxEWPRkZg72NjtCsQJqejMzLPOk5SHcC3nexsfWLWmLRiKNtoR42CNHYzOd9p4DCDUHyLXOVr1X5OK0U+utNFsc9q3hWhlgkyVThg7HQCx9pK4aGO20//PjD6t9eyKZAP33rwHaLIH+UJu3xB5R+7MMspUBi1egLix91Z4zkFSfKeBjfWdE9PlUfIm/4Rw0s2hp+j3uMh4JqVzv/GM5zPlHNcuxQsib0pbvwI4Y1rOTb4zSyaS4W3nnmXBM7VewTQY5WTnCtc5UL2BjHoDckQM5GmT0y6XvxSBnCc5gFjyIHfx8KGswZhiMcL3KRluXBm5NcVDph1Fk4ryJA7wOM8lr0WAZaOAuAfp6GS9+9yWUfT7CGfn0Cw8KrlDip55im6EnWAHJmoDa0rtcQASfNtRqQNsEBFgY73rjbILZ3ZF++x7l5zjml4Ip5dRUO+vbIuupGneB4WM5QUB82qP19bU/zy8o6jHgtMSjI5/Hu7r5QUgZdyZHf3uWLwMiwZyLlPRo7zPUHxT7i+9K1pZX3qDKUEW657jL/22716BD3rls2TSL6S/RUMYHBWWpwAww1S9Z/AC4JuWrFroYI+ozAsQ35D40p6VPBUDUY1HJ8fKf0Hggpj/BcgbInZE7NjxhBnPuu8G9j87Y5VPmcC0cVB9GkYKOz40OE0gv2icb6IJvyOVWcE+iAka025gZQHu3x7krpHASMqy29wxMXGfJ2AkYmycE26gbPYRQGJsX7in+RFAYOYXTNwR8VFwvYJR1XdEbMyAyBPY48ey1nL+VMZDXoD5mbDr/ZUwwRIxNpTIqdADSZRh59Iy1Vg4VREAagyrrFUa+V5Bh8RnkAC7GoDwzRUJfnRN83qVHcwpwwv7EJXxCubjE87AXWfbeqjH1JkreZZ8P8RLV5/KxmcAyiRoZ8/OevFOBo0kECoTakeMa9PntgyyCnQsnU5NyQMXPh/S71xKNEIFBqRXpMs5nYTLe8O/NjfZcVjORjqxgwH6fMNjJ6oXUkjOda/CeCJvD1U5SNlywplq2s7ZZDEFypZc5XVJhyu67j/Vi6+2ztlOIQo4JYuqr0k6QxiS7XIg4jPMp7XhWHT2Z7z0f0fihMh/R+YzYvw7MC7A9h/IeEHu34B5x8jPYIbPB85jvgK3F2BLBW1/QJw/0+4EIGcC+x3IV+D+H8Sx8/+JwEDuF4LgxrJAcfpXIC7qQwDk+Ux8ug/1G6O+FWPH2F6Q+Z/AfKEMMZitn/mMlYm9KQnGJZ8m7XQIID+DzX2JhzOfQFvivwPzE2J7ok3q/n8yu2K/I2eygsn2Ecg7M1/nV2BnE+yMK2KcESc3s/7M87cbj5gVH/vfQdvkf+ceXn4HxgV5/USY7C+I/Qti7IjTznCq/SIa943PnF6JU/PMDP47T+cAy8bl5t43ktHm/yCOb+xTge1MfNnpMMrqffMZS1/egW1HbjvIlz4Jt/++zjgCMTfaT3bx+qmMvx+h29yFp90ID/atGWP5POcAez7YGRJwebQU/YId72pOvgqLSA6cdUJhupiwDUjyYobsvcAqVbqJB0eL77qDWfIX0bBuXxLfyGxx31NvpXCyxEAFD+QJS1dLrXcsm4jsr5iiy1uzR5A4aN6T65mAy0E6m4w9EySbp+eygqOj6DltniQXxh3Dfuodlut36RnCr016b7qij+Ft079h47Jmsne5CsSwXXGClUDisGXEyU38+FWfq2rS/JlD/ziTX7sSqG5r5WQydbYwJqW6nhHTOQDADAfFyN00DGhGjmIm2hwL/eU4suCgz/Xa1VBXhi4zNx+o1LMV2SsmnIGqSShvPadCA0yVQyrPtxWdFfnPaUl475GBpa9IaLdhISzKe2JosNBDuRAmwbkXhL2WTDKWEqYo3C4Pn/9t9Rz1NSGVy3E4ndjrrowTMRoLV0bGTLhh7ZuoJBn3K7Ihg/hTJbp+fi2MMTzR1tLvWk6EHlWT1soCa84eQYa+cujiMZLsoNGhcDIBNwxfzfvajY9KV6IJHNE+9LSEC+sT/cy2Jw/zMF71v/Px1SZq/mzB5e3z/VrrycNHBl4u2Na5aoAFkH2dPTr0sAbfosj57qWvKJ3HHJHHMaL99Xifz8N7a3x/vccxu5E+jn/73NiQeoB1o0eH6CXjsL32scare/V7Y5xkSJ4P+Hl5wk07A+VMO0QWtfe/B4fH+S1gtnWviOljGmDH1T5v/zweAtL6Fr3RUzUPY9JJVnh/eM3bfaw3CScP8IccJUXjZcCE6Fxb43cdVime9ibCrc/xcb0/uCrLz+vsjqc2TI+iOcC4rfxwQBcdWAO1zwHxWuHKuzQg3/4Zbd1weYc+7nHth08CqFrSD5EgprlrrR7A5zbXknoqVNFE7+P34N5z2MYaussCBa/Qrx0HNO8DLVl4Vc7JuGsrHoSuMkY2Xmi5IgH3YkEczYpL7mjwqb3vTsN3zu17UOhKc/Gth2cKfy0H+R1H/nag62tmKHnqMKbPFbB4t2DYgj64tVt7z5EeVxmYyjRt9DmB6h/kfg2lgMx6NqxsKmOgYN/3tVZD2hBVexpaR8DOwGqOFy0owMus89UglNAcjuurhqbp+S/Yk79SuXGEP1HVMmoc3lEZgY13ej3h0j9pR5Tu9wmxM9VncrrZqnpXVbbthl+/Hs+laFD9Foff3tz6nai9fOevxU/ju3e+Hec7dKPoQJ91ey79tj5+Yp2ZRxp8nFGdl8MMG173dRe9eef+Rzb1zlwflvUORN4+dfhEsukxa+L9MdZz/q3Tp/60cPLNfqHuO2Ql/+iqrIT2jN4XtScBOg0G1lycvcvvOEA2sDoYhQ4GOjJEs/p67EAWrWSG10S0d6AywORw0Ets9+QcWKY1xV8dKezsqdSY1ScwHG2ttRc9MK/pNNvWHzpV2XDezgFF3MoxsfQZByVl0YwlK5wavLPAkGEep7K16TNm5+uAS8iuev52KMugUjq/979nvPtzz6PTUs/XAS7mzUn+jMl1oL3z0UHyiKbvXZbH1wEBuizUeXYHWT3fdYpHXmdjd1nWFj1ur2s/UAibaLiu34sf51Ld/EzNc50H/vCExUsVnFFVDg7BRYsvW/f2mVp0rlMuGQL9/vSM+t52uiHnE+S8qMt8Ei2a2M8arx75ej/7DRgJLBzssO73WmZGOVx9R9mqEsfnxKMpsnTembBus2jlD65QT4Fkc9qSgey0ioXn2YIhMO/AvGFlr150jkU/RsqWt4Hll24I/KGXar1DNMXyq/T4SNMhaD4qvYMdmXSKLNuc4Op5jQAdAy90XO2B3l/AFT6WnuYAz6SjVIZn0pd7e8cJmSrpFuoRARnd56z98MZnOcW0XtvMkDja+1S+1TAedLYwgCx03NzHDHAfBAYMx6KnPi7GU9tR01knV0Wxs8RYVraJnIcq3xYVgEun16GEXJWquwIYcN8ybCsL7qdmt0Jv3+iA1jTCr3N/+DcevlsOTY9XMndVrBAeF617oIm1X013KloVKDkXEyuL8d7u6wsybW42RK+nrhR9AqonDtrPTitrvuvPUBZ14WzRt86v2hyK/mhjHgMwfAUEq66HT7xdo3/vclDPygJW6TjzqC63ddqW7V12MDc49Z/NNvAmEOcXrl92QoSMbnEXQTrtK4oyANdrjNMJGD7koKfz/o2MqurpuS6ukDVv8vI7ilFMTwR2SrDDLkIyAogNud+oPA0JNlvy3F5PigZzQ507U6vmtoCjqOvcbvxsPtGrdWc99VCtVpyegDgj8pMOtedykVy2lceXmQ6KZJ1THsgzHIlcG7uJmakze0VESihLCU1GjNiZijYrUltR1AESRnvjcEOlialm4BLs1MAruIaZN50FwiRSUQ6hVLoT1592OAwL5DwskXfkLZF4ApviXJDxBNdPtoE6LeTnZHYGErj9HEGtQFRzp7gRHrEBeVaUkw5WiEhDpbgcxdsdY04zCjKwpcQ7cgRiXlbOUQTJhCRVT7qUjZhIuOM9X1N1jhPl5OChXIIT75cBNE7rOwDLEClcybsUEDfI1bnIEw5KcGUGNGWx6K/WVAqbqaYb9S2DML8xjll5ESYeiCT/rbJCisgugrTWuoghGmE3dlv4kNNMhJYyljOTKJQ4W6nGj9NB7q69dgP7Irw/NpysMkaETwzXMmRd4dpCRc/FjIpkrBqsivrkEU5EtIjrCPkskjSul5GqSBvRsCqnZgFLBD2lYI0EcOdezKQxLBTZOlL3PWvb6YTMahomD7Vr35fTMmuNAUU4ObOrOUpT0Q1pGliXDbLN0NgYc8E4gRKQ4hmIFWm9HKum0WqyKIMfy57pPkdwd/xOMVinnUYq6t8CJRi1k3ew7qWip+KECZ/BFtUDw9JRWucFjxblluO+1tr2+4fXJqF2qkGcI+gF37BAt0NncwBBAZyGiXb+LBkY9LPRDxghoXVMIL6i6BcGgI/CK6d6pleBo5NMyqgE/JjJaIm6J7EMCYqwrb4hjhi9aAxlk8QVNBib/nTlnMIvZc/AWwe3I8w77Vy7YKfZCjxwdsbikcRjC/FyKAeVmEN5IcNcdCIciS5+l+K7lb3nTJD9OFek9k9zC5XiWbERA2WZ2kQHlOnCVQ0gLtp/RRnm/LliMVyG4oxlOHLdW9EQiN7lifWFcyLGnbJVuheRZZZko0RsUpr2NVawBIazIk33Yr7ojCv9Pu2IBWlNfNL5/oacrwsLYyA3RiGnHIFunOoShak6z4TPBE43MDvghfJYPgN5Yp3XETyzKWWtjGILvoyoZHZE5CsSZ2R8oPMt2Dg1BlP8E2edROJ4TBljxkl8TIYvZdDmMM9IuMRJzgHME0ZlvQgwG4h7m+squ8ePIo5UK9YlZnIsI4FpeWAg5iv565RSvAXxyw3v5sScV9EYGRjmTjgrAhInZWvtx4j69y8uIO3AaI58ynA0tlaxnYPSCH0ngwNsTAaQpneWq/orrUw1q19zGPpPIdxxPkiQLkW9G4cZ6hJvrmAoHM3oFfDzYJw7OFXb+MUnS056hKF+JrAc1Q9ft7UTHw/5DuuH5c4+/7a4bP8HumKKAwz5a7T3W5bL9pzkbmdIeOmCWGqMQwYzPD9FcRaEfoxrY1LmHNahbLjKk7Z6o7ywnVZZNukFGey3E3hSBCF1HuLjFcg/OJf8LGntWrNKJKMEwX1P3ID5BcAVkaQrjHrdGIkbNzii0YazkJxBGvGBc8ILoEjGzEH9EhOYLAPiDBZHhyeCPH/XmHIEjMHf5zxjTjoahntU5BmJxMiJnBcgP0qWeULghoyvIPFx/wPLGs4o/Z38Ec7QcmUE8UL1o5oYmHnGwBkxWN8c86tw4zMWLXMplmDELYDK3nL2aoj+RMt8OARTqcSSepLVFRMY/+D3+VFz+LLenRuQGnt+wFuvwcM1p87TOCD2OityRnteucuG7vIsA5HqRSKe6YxQjHPRjshY8rl0g+pt90a2kQyRMoCOTT2A1Lx4KSZLXqxAvbniUTDA7LpOa9Rbpc6TeRBk/znVHDw3FlxtZzuD+GVjctETf9cdHwn2LIplRE2gMk5jIsswnKB+7LEkB7jPUtFZ6stlrOywKweEKy+oQkQZUG3DcGS0gyrMa1ZJya4XMMpfWRepMzKfQIOzZG0HMvzoOv1/tHdPlB/CGU6BiDNlyDzLXv2q5Uzg9gWx/wH29NiRMZDjX5DjCpz/oC0snhCxYYx/B/JPRP4Xwm1Qz83td45dToUnYA71BZD+EEFdDk/A/A9g/zuATwh8ZgbxoAyF/U/gdEJePiLiFRlfkPMEXD9xP06C5/0qmUS6WPxJWe70J183JKPNG/u9poIXJ50sOXbKpvkNGH8A84zYlS0nNJsbHR0BMFp7fuO7dvbWwvYXYATi/gGIM8aUTeck+0bswFC2WdzYz2x/BtwPZ4I9xRBAXpFjZy+KUJZ3DuTdch7tbbF9U/zvvyLxEcAzWIrqTjkUz4j5TH1hA2lFXAB8EK+4Ajt7cwS+IrExiyQG8vmEyES8bks//O515MfuPxNTZaRMX0sG6IHeo+BKIHzVWOJhuHET8ol470oc7uVo+1S6VF9zGATQ9Sj2JvB0bwi8iidcaYcdsutVT03ZJ0T/YrrEmPVl2VYtf6u02JL1nHk3kHNDTI1ffd3Eh1PZ1GkS6zl4DNGVAGj7Ed2AHUVL8iJZs3xvuNuRedX5G5Jb/K5N/IDvqSw68wyXbtOZTmV1loxexM32JAferz6f3EcsvqEzUbJhbAuOv3D9Ez0hZMgrb1djiL2WpYTuECuqBXmT5EDQYPyhzuQVaFoNQycXPrUjhaRDTMCQ8FBG3MVAxC1RiOx/mbWE2iCtJ7pSkNFkjSbU27i18oFQAm5Lr1nMrI3pA1uGTCsm+5q7YMZ3a9wSHB69+mOtERCjnw/3mGkMVER3hKbWkNQedo/jWu6FULpnPqwF3rd+yBYxe4svP8HQN5kBHYZeq41Hjh5SynwRyMd3OKK8EbcaT3NrFp3jb9k+FJJk39s+18ex4+G7h7mVA+rxfe29hZj8V0Ghh9dl/wNvo1bzYZbtXLyBVScifVz+XMbBXPe6XsHh3jz8/828+/hdOD2sC0ugjP7Fe+8irq+3PuLRd65+vg9r77+GV1GGHhOHrGh535plA1mo6DV0eMqA/i5+5JHu1tsnVmozhIKLma2fHuO4/+vdcsbVPYFDxNthSh2X22eHfihHAcazXQ6/Ra9d8mzRHbwdx9HvZbwxlN7fy6IDh7k83mucX3T7zfHrONpRqMM0UBHma0b9jP7oavCuF8+CgU/uap5FmssjZhrqMxNtjnIKNqQrTl3bYifXw5nxPtQS87g1B1zy+pZx8deuI2wWuVpjLKFsPXHET39TjLz9/fi5Zy5+ahwUrQq06JwD7TFfjjXPg5PEczK/7oD6Mb0nVI+KAFG8zaeW4P1f/H7RNcLklxIK7dh9c/4fYNbPY30myivjb4GiaHb25eGR5qbp3mHrG2wKn5oBt8sHFYTA+USjB5ZFD87+w9zf46ltCr1XTvFGO/O5t1YEFo6a5g1UEAOA5YizcfXROSae1EJSo/BlVNAO9zTaEkSrKiK0jVGo3HhKBkopcpZen6edj5JR22lsMFBKPSAlFMhSFcYDXN+7+llef/+cLr5/zxsS/N2ss3fw82FOv/LmI0zef897zz0+cTirb559jycDR8dJu+cNWBrNrrd+B74J9LEWPf/RKn5w5ZtfcKQl4mAP4DtgQ/Hc9/jzr2EKr73e2GnxyqY/BhJVVPUBRxoPrnIWpgHj4XuPRvq7dO3AoWxgjW9aLfrl8o9pOuJeCnpHBdr4b49BHTtVBnl9bzCbF6lslBz3iRMyTgrEkRG12EcIRE0GCEc85orXMx/s8IVKNCRIn7AJEOSzcsi15wABAABJREFUB6N4KyG5kGKVEuXlpqmGtQ1XdriiXYGV1eDa6dqbQqcBNkb1nj4afDsf3n+Bpq1XryEsT4gX9czdepV1Z/Eq2FH4wMsBVOnIGsRG8P7y9fn69yBvmD4eSEge517fLXpzcBx851wS82WAKznpHdmk7B4c6xA01Ode56TRi+KRWe9JQ6ZFJVeVg5Ibul7/nmzacbDzu/dpYR6+6+syc0apKEda0u0zcYR1jWG8+RmtVflHRVinM8RtiJVDZpWHBejgBAr3MmlQnCpJNl84bjzpfF4AXIBp55hK6cjwufQqG4HvLJfk0l8G9a6MLc0t3Tst71jG2LPGY8ASnakstXlAWO0z1ZsEmxbfGIxajoCEK63QaRwArkj3HA33UVDWQJX+9B7cBH+VKLNDzbL+PMl4bae45O1Ye1sZC5KxQvJRGieDAYkVKI0JZ6Bwks96vwzvU30zVZa0yrmV88DAVuBW7sj4BgZwv6IHOPJoZMEpDbMfoVu0fq5aeZ2GVTcXR1prXOvnTfc7iLP2lKOuc/vOHGBemf3DdcXakfrXz342vDfPEm9bA3h/xvqs/VzkSve1cVjy0Dd4L8da3mHOms9BGPKYzc7S6diBD5oWmt72z9v6aiCvx/NtdLmCrhdsomxlD1eRygfAd3JYAGmO95q/eOJPyBvwTzghRrLuWJ5EOLcrCd/1osMqT9l4UdbBzgMJZUzcE3m7AdszcL4s4jEH8n7mQTsnctsR51dU5PbcEPOCnLEiKF0bcYggn+TcmDtwvyMmiV7GncRuWEgIHUgsHvkYORrnYuJ2bqdrsgOMOA4A40yP/FD0GG5az05PNEJdxW+wAFDKXZ5IqOWdo6K3A/jmF2pv9VOMP2IjkXBJKCPICNXURAk3ju5etfbFXMAx8qzIkfvkodK72HshFU0sr326CZmJeKBqkY0LsJ3ECEQE547ACZmsb5qKIArBPvcL3p7Yx0uEqOpTK/vDSoQP7einQs6fdPNjO8L4THhf7BRzL4/sRuuGEsV0IVh6Xk57cxaAiEO0ezyHIiJoa84S9MugIeEmqgnNBLIRiDGFQzbWLBhJAljrteE6NY6FWfeQKNhu611aJ3l/CFcc3eotMSHUn28ckjrTrmVekScLDqm68iVrlPJAj2/17UistR+WWg9iZZCEYOV092kot3l//4q9lbLAOjuV6llMyxPxnPlPcl8xOkbJeQidU9VajE1wsIC2S5hRX5xAf3eCmQdu5gsJb2qYNaGIlgvhrJ4yma+kGXYwclGwwr7gZyjJ4AZnHqmRom+qdHYLcjKKxU2e9iVEOlvMterpT7bDNhE+OxJYsqeew4qQ8RDM8goUzAs/lS2TlUUmQQtS9JU9En0wQGv7KLTxhlvxHopOZi1n5CYhk1l+GQMR+4p8Cp01zSFMFw/C2dsr5+2Av4kVhSykgAVvYFctfzrjp0hGzGS/jG0ITsbP2xI+1w/BGYpcz1WvcdyR2JG73nGgS5M0QqmwrN9K/pYVeNC2z3ZOHEGwzpb3UPvsWsjOkLTDH6YLxMfIu6LH7EQHo6i8tyFaBLCuNQIpGpjhmqrKNpmeMx0TjrZON4NLGmhTjT2dYUS6dK5jT8XqRSslLFbtYNEkCgywULZSXJl9NrDwdqQzMURvJuEVit6ZxSNaFlQR7B9f4/SsXXjVPBTNrkjD2D2e4L4x+8DCKm1JkyRgF733Jjsb1iK7ZBOf69UIjlH7uQ0w7VyyTU5E3pClQDH7aIifl5EvgUxmZkY4C8RjNB6LVKRkSqlUNmfsKFkse18zwM0YA3dlPsiQuA0wu/OMCNK9dADMbK+sd3q7o84b8hVUFJXmDWUvGD3GhowNOSdy3lE9VwbgPi1Tik7giedwSv6pjD/We8VknfLKoMATZmyU0SC6Nu/c6wkwqk10frtrbifdO4BxRW5/IrGyYGJeuMc/uB6dD6XGqnSVFfXSvbqcVI8diWjPHliBJPHwjO/V//NhNrG+C/N0tOwA4fRb8m0+8fgyR/7bWChsKIdVMwwBKCXSZ6Kim1zGpMk2BbPj+Y523rP9f83G3xm6ZSFa82l0qN8NdDjj8D3f/QiXPN5VmSL+ZNb6ou5fDrxjkadiVMd1/SSrMMYXQKvkFiYQ6rkRAz7ziQt1yVAzYWSDF/eEmQ7qe2X6ljpmAbikx5DzeZcc495hA39i9TqTYTAnaZ/O78iT3ioD+/iCxJl82SVBlDlL+L0IfsoswyfJ8Tcwqw+U38ZXAFcEPiJwBvKCnB8FC9ZsDsuzOzPVSZMsk6Zo8Z0ww0DElTvmHltg5sZJ2WymaHtekHhG5B0jJnJuzO6KE7Yqs2eC2WT2uBMGOIGZDpKVMYD8yGfiBSUvNpqH/AAa4j4DeALGn6jyK4B420cgvwLxJ2GVr1jGH/Fz3MHMiA3MAvhJuTn34Sne25xOpt1xfEfmkOHKDhE3kHXjVsB9INbxE370oJp0Q21FbpcD5xl0UBFHST7FG6vprm4t4cxyk2XxB1NQ6UIuLbLWE5IdMgciFIFcTNE64Q3sOcjqC9w+6zd3uLyN9Y6wQbAH9g3yzSq3mDqXcoy7R8Yiic6CGQXbIqUmJ9PyAPsdrIBY2ZZESGw3SPdnc+azGAR7Z55xpKs+63J+hR34/t7R1ooAd5b7D664PoPOh//gu4J97Aae5FhUTw/pl7SN3YF8QmwXsG/oLvvOfwHmKzD/BOI3IP6CHBdMfCI93v8ddIqqD99JlR+G1hBfuX/3ZaNCAjhtzBKYE9gvwHwC8hk4D34XLwCeib/7b8C4Icc/CIt4RcQJER+BHIiqsy8k3M6U6ccrHHWecQJOyga53xDbK3L/BzNFHbSxXYD8HcAFuH8C+7lehKMvwLgCeEHOibkLD05/BeKCwDPHnv8A5k1xW4mxq5fjYEZRbh+B0zNiJmXoKgd3QuACjDtl7u2OuLzAJeown5D7ZyCfaA+NBOZ/ReQVuJ2BOTGeJ30b2yuAr4gbo+8zBUc73eJ/IIMZe9gDyA+Y+VfSfbHAON2BvCOf/sSxgsE7+BbunecI+ot0NRD/dglIcadNSkFAGdRpFv2D8NB0RfoeeL5IXyxHGpFMPyxL2/7GfxEOGsK6P8gzsxxvd+71nffStjok13Z5aJOMoM/zilVWK8Ds76C+qDJPiSn8RLEw2tqeFm23uJeWeoJyfPt8ZUDYOfFVsoV6VNrRGDv18wysHszmkZLp5n3pGzlEl4SKSORu+qQ+oNB+xlXvoVNvVRRo/CYgPrJkmqjShQ6wtx58Es8GeR2A/AXdlND45UsIVGmvuRAi2/cSZmib1D3VW8A7541++GdmWXWrF/fo3rm1ecDBE1TRXbu8j7O9zkqhDoCIP5mSFQLdl55zW18qjU/MuwSNMkR2ZrJidjldKxpaz7ThuQv7y3t6yMRA//0hzdFKUIv6KbiGkfXxMjfW7y2a1wS8oopi7UuoJEM1Ea+UcxvgtcI3024Cf/jFVoJ+9WoK0zGkQl/nwjWjTEl3fTIdX9uwB/x9vP+9fegeRO3XA74en4v14/BxPNzbfz6++3Feb+eb9fnjuI8v5mcLSxNvgNK92h1Halgb7i3gZnvFO3MXjOI4SJtOf69vyXf2sU3TO5Dt/veun6KaVfZo46boiYVjDVSGg/7PCnV7UWBtU3r0dvbqe73nwJD7zPr8+x49jB9yIHRjvGEZD+8/vKLhRg1vGpI4Mv13pniYW8ebOKKEIdzHq8UFjrzE1NKfJQ4RFZ1B9ncf+EPHpWUM4eMtigvZ9s6faT969HM5tjT+IZPC9E33/kTQ69GOxp63u+53LjxLw+IAI/1uvD1Eg+XDuD7znT74n6N53qdB0X4v4eINGVowO3LARke0/sqQaeN02nCEyJpLnVPDvhzSXb7A4VlGXmn/IgCViamxYxbrgPHgwD59Ptu5IyD0vBw8h1kbHx5g8PiXI/l93voZ7+jfzllJG4fz9aMr1s+D0u4zQniTo0nxdwRcRQFlnbmajn+3vAHgmDHi80CYAz3rqxtEE5VVoohdOmSAFmpY78j2nLHgsEbBdeGjz0Sj3bWIZbRYBlDDZuBQX9ybUZFuaDt+xN72R62Tjgef+PWeA98u2XrR0PpZmcAe+5HOtHELfcy/FIgB4NiMOeAAgEW3Gw0vHk/YpQ1IP736Ox74Zb6965GUfP8N/U5B7o0c1U/Rks3j4Z7He9/763vX2/n1Tx555nd+vqGfP57Z+9/Ew/9/NP9iHO3ZRw7R6eD/zPV2L/xXvPlrffrgevjuk28vOZerpCoazegZ5p2PPvJXPZjbA9o+RAC/gZf4XNE/8pnESTgnw33RAEWRQwaLFqCTnnet2ZHeXRZxQ3OAVgYHQqm0YK11tGnSoGg6v/rlGOIyRABycM22g9Z5G5y0Fmf5swmpATYWmA+nznS3g860xR80HtuDizof8XtC668sYRmuoxvLVUqzsjBk1AfL0BzG9TQfS569ez1iqGXGx/l2nvtor+D3Cz7mP51GaT3IFUDymHV3wF/grawe696DbNF/Nt7t+R3u9Xz7GfDuip/X/vd1t/lVFqtx30fUY3dBp+OKHVchttGzNfiOKvGUWDhVvOxxHT17Am2dfgY4RntbhvDrFHDa+ONbXtjGOuCGr1z7lPHGyfzmmnbK2OkUqHInBTM73pihn3PC2UkZCYwNjJR/Qbi8cysbxRKaCh5sNp4y8wzOgUEsnEP1svLaIrCCOjYsfckwfAZwRuRZzopoazAtsD3NsPNYAOVSAHhFdFgMyywJ5B1ZgUQnJC4MXN5ED8IBZZ6fG6d3fXGgysEbvtlwTMFtRMhTG2tv22z9ZYLlkVTe9UAnOJ8cz7w3LytgOG3cHY22q/TtMSqHhvpw4GqADm3BME6obLtoMuUPr0arvA89EwB54K+LHufxOZ+f90SSd2nR4xzaQH7fIjaH91leKfpgGB3oYa45mfc5aDgWNa6rMhXX+J5PZKLK1FdGC+/k1vQATsMhUaWQ0DN2AVduqaBeVz0AQBmiVQ7qOno2Wlx8rw3c530gQf6sb06TKLNWgmUDa3tdopBp+tKflr71E7rWrl93QpghQh4UHRjEDdjuqCiAeWX0YcH7BIwL8iSngAUDNW/JnKh61O79cL83QIbsPY7cACPsFcGOmMBdNZntRVfdtFCGQCYjM4iTjPjCcO0srWOaGJ0UlKDI+8nvcmf38HLsKauAUffbilybN1igyhjAOCFPJzKTeee//QrEhtieJGA8kT3uTnFl9kFlYDn1tHvOI+DO5cbLOCCWCdQVJGCqtenmO6m63YpQZK1pUPDsDpw8c43zCZEn5MhVm9IyQoKwyzNrvN9BwplX8RZGC+dJxPzUidD7VzVQLaH7IjqietUifHaYJBzdZoVbBL1KRPni96RTxOnlxPHm3uqZOpDGdUAMBYRHJxBgZHg6cqIMHDy1JhncPkVeFLG6S/Z6NEabKLW9B9rvjCpNf3YoG9GHakJDLHzqIlIjQ5rvMtQanoR1M8ocykCMNi8pOy7/UngLwVw1bStNnGM6Ss14Ws3WDyVFBH8T7WxMqyKdnPIJVMO8716qY65GU+mIlXlGlT1q543n2NFZytDaznS+pmmXhFdHaK9UCf2ToTNuZJ/FJ+3UU1SPMyZwJy7nQMwnuFdANS6cAWYq7Ij5qr2lMJljozKdigq0rGAGiU30XN7/YQFUTGdujHrK4PhNiEic6UkvRUCOYBMvOQdDL8wy1B8Z2CqLozM57xQ2G+6zxrgMg+G6yJ7KYC8PKBIpsaK43GDS9MT1XUvZYQqqaYuji1KRwuR5rMEYeeYc8lLHotJttf6fsd90v6FxrvWXkzbYryEdBY8krkE8as+FVxaehoSqnOI/9SZ0BYW07wNc2zGA6p8RrqdrY6N6I1QPAOHsSvvm/jCC4gRHXi+5NNdz4yQ8YDQJo1dAoSwDsdlJZMMF9ysLSZfDF7PV2s+VFWTBk3sGOBMHWI3hClUisdLN73Bda/cd4ZnamRJdhplE5g3uj8BFKpNA2Xjsa2PY8wxH+Cw0F8XwubLhW7KT6y03A3qCmVBL+FT0repuL0PWD/Bt2vCkSErLKBbKY0OeAjm+YOLKwJ0Axn7iWZnJ+r7Y4cynHKKNihqMeSkeX7woA9itMKu/zgTluPFC/NqIF+73xePPciVzJmny2KhexCYU1TPbDZmuzxpCdfMp6JyqZmrBNbB6gliBkCMyzkhwvczAolLO6K5klPCddGBWfw2emWr0uhJIRA7E+08hki8ny9yZzTR9TgZiXBC4wTIbduHNFI33O8bQOz13R4Cyr0aMHTESU+uL+wko+Zf0ZjbFgZGIF+TcV+SUjBIj/kpYRiBxQ46/400D9serGY2I96Lpxjcbn3qZlmzG4UN0qIls5znLzdNlqvokoag5f7eUyYMRq+i/R9GZcBSxP3/MRmj/5zDteeTiq4dgBc1AuKSBUfLRo3ziTDZYHXy7UvS1rNm8fWfdLrzxs9ki7pfC1sach3f3KR6DrrrRAIe96sZnw59oMPEWkrwr24c/kto4/BfdxezydA1oONr4pn1Zsn24514sB0HkGZj/goyJOXbQcPSNMgi+ATgh8zOHDNesdmY26QzP7wnMBt0AvCAk31lHIbyvCLxotWdUSSHXYUYgnfFmp6zPSpUXegIwMPIFAHPbEJvY9w7EC2h4/ISRF8y8Ygdr5bPn0RmJD8i4I8cX0gEuDizLAmS8tP0fGPlRtqw/ANwrBhxJQ1uGGljGjmF9Xj0+Cke60TA2ID4KM14BnIH5u9ap3mn7af0doCwRbhi7AflVcoAyHvEbGJFp2fkCZk38CeC/AvE7EP8bqvEs7pVBzMyDnyCcshiqj14+S94xQu6oXoQlCwEYg7wFsQ6S9zcvcIYA8UT4NZoRXueVcPyAFVFv2YlZcMSvEyN4YfrSjNjO1MkQjTy1sRMZyqqrWvCip876DPUQs34XO3EV2hfpL5nst1K6XJwReUEFpGJKPifMDvTSAYV4FQ027p+wSi1jyZIuCevyQFofAPHIO+lApNBQMity6c5F98y4ja+Wc5YMzjOgPbbdp2iZ+Rr3jUuyU9Awln5aPPEH1/XvACZi0LEQ228ALjqDVzCDdAf2D6AhewfyVVH6T6wSsm3A/gVxvyoinLQD8QWIL8j4b+xbEMoUygWLQALnK2lG/g3IK3L+GyI+IFzmaJ6R9w3IfyG84j8B/HckAnMPBD4D8a9kfapKlK+k/xkfmXUrGQ+XAPunnKmC5xQNZ7mhkV/BPljstUqfgPqdjg2xPyOvdHggLsjTjnj6Asxn5J1NvuP6zLVf2AODPSZ24MZM4Xi6S/99BXAD5gvhOp/ADKAnZqGr70fiinm+cT5jIPY74voViCsz9RLIm2TR+wkJ3ocxgNMzUeP2kfrQ+ILc7iUP5HwVDj0D+QGBibHfMaG+fhkAfgfyBRlfyF/zHwA+Ik5/IcD3XRLBp19gqHKqlL5hmSWWbGS9bm7UPQOgPXHHygYJwFkV1l/LUOkMck/GtMQ0yzr2cliSplhnP2Z7kZabTigLWmt4k7VrHaEywPg9/d6iQenvfRR0X24g/b/BNgikso9MD7Bxr8YdOb7q81PxVdJ1lhhM9ykcthUl7QgYpXPQAbbkK9phvO6B1Fl20FiaZ4ifWxbNTXYGry+Fy8401J5al2LmXkqP3mG7vYML03YYnMEsJ2+U8aPvz4+vf8IJ0SMzlqK3DLz2Juqjqgc3FsMeS+gGSOJWBJ0QO1dJkEPEZheWLeTDC0cxLkY9ZvHfZWD2oUL7Gev5Wqc230RAQupyvPj9iSVIH5WZ+rX++f3BNRTznRLKbex1GRFHs2SNwV/zMH4m+pfFP9fim3LRBZ8wnjxEZ2cf3IRnlLHkCKsGh244MQzT0TLRYKaf4wFWv3AlbMze65O3Py31tc9KoFnvyze/eW/0jgOBXLdJhDg88zYSIrGAud4Ub76PwzOJbHvwAGdgwfDdQ90Oe4scfXt7HP8Ztx3FdYgE7fOwYuTf0TzI67Pj/cfpre9sjM+H+4yn/RkTk37PEhn77/3T492PePLOVUrzWH/X+0vibWM0hlPAjuN9FbHQCfMRD4/zOv48QtT0z89b6PXK53q0mAza6hWxlG09bXSAgkSlHj+ccw4V+qtFRARE3738d2Bc5/4BR97LfHl87g1p0vwLlvzHAIl3zkxdwrl42KvaGy9pnct1nBYso6DRy1dEe8788SdXtIUd3tvpFhhtVN8Dy6jVDkmN1fCstuF7NLK9//HVhU+mnW2dnW4FllG06Ktx5BEP2rk+zMGyAJ1rJeBa0Ixe9KHTLfEmz/uQ9TcLXp36Hs5Roo255lQGv6j/1dMrtTTXO+tHP1cN/oH2y/fOhr965DninQe60kvYhEj4Iy/53tXO2sNe5xhLPLEMhcSib4Z5n/cjP5Kh/LtvH6g64Ae8ab/nWlvtRiSbzsLmy5611OGv09lw9rgPD2fokV7VHthwkignadF0litJ10DvPLS/MNBocINBxxUF1azzJ1miR3od6Lmzrd4QxbY+O3UX1OOwbuFMpVT7fXaSeUgHbgRYfgNIn8dDH5Rfu2qab84F/0jT5u8hz5vrx/iev3SHxzFlWHu4UOjx3D7Q3gde8fYd7z373t2drr79/m2m3P/kld+DS7zz066eRItyOtx3zDBptKXTep8F3fPPreMw8rtXKqswHuFbmyhjeBnv/a/zdQVOHKIal2535Mxd5ncAgc+Pzx5L863a+aKzjbodS9c4w2HlD0ZlIRxxI1QWgp9tYDCADRWmXzY8r7URJNaN2XCT/9k4DVRmgVZaUeEVFbyMrYtjhubKdbN0qOUtO8gVaFS0Ltt8W9nWw5HpNCiKNxWNK77YyuyJjlaJzBrQO9giqLUna33W73+GoQ+0o2WZHGWALuO0Z4reKqq+82XP6RA1/d5l2Hm/VqBd351lUGs84wCPxUf5zfH9R+rmvXAQ2oPtYwkQtc5D8ETjy+tUP6zvQb4NRaCvzIPx9pk3V9TRjsP8Zvu6VZQoe8I743iMCoRao/IFj7iSh8/KPrO+/YX5Pw5p3Y50xvNO05DcQedV6vW2JQi3xmAQaA4GdOQGTAWEKNgy4gpkLlK12842DlvqUlncajuw5HCt0lBPqIwXyfIMXlGgG3b+3EGcGXrWDdyHsz3c+0blaRwYmnbunRG5ITfiZJ3tPDF40HMYLnd+X0exVNiOb7FgWZVcNFcHR8PORxnasWveS55jqTw6vQIt2GcSf+hvk5Mv1dy6+OKQvbnJ4A5UqEh3r5PlpyM3GrdzR5Uhrn5mdLSv8tIuBfhLiPfw++Hwtl9i0RXLmIcAw1lkguS58z7qA4v66XyVzJAP7+zTmsfvSlZ3Zkrjr+Ydh8WLjpW+3jLM60UP8l48TsT/ZqOzjU51u2PRgoaAXVcpIH2HPkQyCDG7ftbtQA9jY2lLx3Ws7/u73r71YX0NeO4PuGzEjf8d+OevYdsvOyFcQroWO/skwW7jGGDE2wXVZXpXRJfr8gYT/zGCNeNKyQqwJtYF9Kz4cyxP2mkdeGAD7qrbPFWr+hSKMuS7eTYczeju3ZwWS+EGcD8XoSGvE/EU0UBlSShauiNYBCPMZgBzymClCO+4Sz6Zlc0FZ4tsJkyr4zqDdFUL/ybC54wDRSUsg77TSbUpc2ed4AFGdchhQsRSg6DBWmmBJ56ZmwkVI3JikNmzEXgg7orAqZqCVy4ZTxXBe0g5hvBvZFsfo6dzV3jgJuGm0pV+cNXZl5Jho1M3XPm9vvVxjORzoXqZKecHz77LXolo1CkULirauYxPNoQcGtnY6MF94pnemqDQqG8dUDqYZjVi8sw9+2NkCoXzXEsuZmBCpHcfhFmse8xE9ehboRcoL7IMIbMMNev7ErxKyLHi5ts6w/BaO+y64rfg95b8CX6qv1sRAY5id8QOqFiGa956CrHW65IZrtX3vSsdraXIU4zLgY9Grz1qeWVzEyrVHccOpoPeEHMDa9IKhtEIt4XZ6eifE9zgO5CyDSUJboaCBBQ1MZTZ4PQ9nQGm/OdyNMigm3EsVZDzAQh1Hux8W5HBFBQHEKxnm5mIcUcM9kaovXCU7t04I1hujqzftF8ACc9Jx1jvkueeaL6YeLqfQ+F3PyOOZCYMifsTFUlmI3S2KKkaA2AE2YOwENxFHjUJMaEa6xJuo7JlJjDUCE3l/GJY4Z74makltwlGJRgHpKRPZgRGCZ6KoAgJZrgB464ItrGiCoMwIX9zJEgDF7AEorjBvINkbmWFsB/NrfYwY2O0hqLclx9fMHEG47iRt8xN678J/hZ0LGbc5ejUnmzH/WTWjukbfwYCOQdyOsScsgP7LW3I/CjefVt7pb1ldLvpKd/pFkILRxTd4XXFHWZm1TdD/MIRr5VuK4Vh8SBGDneHmHlk4UWi6G85nouQRtGNRwM1QplsUw08hwwZoxuOvnPFhWNORpeGU/zP33j+4hmIEyKfsOEDYn4B5gss1EecmBUCNbdz5G+E9tA8ZQA7e8LEVB+oAFZ2yQbkNwA3RgmNK2WBDGAqqzQlAzloZexAvCLmhtjPiBiIIZo7lfF0Zw1zNx2szAGVDopxkmx3RZXsmCEYbpxP7rCiFxGUJSMJn0zKQLljbLvWda/zDwBpeibD0MAN1QMoACsRmfva9w2E+zivseaGnCvLCrFjjG+NhwLOvozzQh/y5VfCYT4x+0afs668etkgFAEeqJ5HcyDmCRnPrFGMGyK/Eca7eM4GIC9g9uePnRCL/tnQqc8Pzt9o9MGLaNJACZT+xhYEn1uPeXgclb3Xla0mYxxIYv0Shy9XmRD+FW+e8Pn9DhwO0f9LRgOSON7mVdPvcmSN0ee+qAz/8pijgwUomuI1kSeZ/3WIHjIy2uWxjwE3bV399ibSlSPgjYzXldgOzULyoqIR9ZvueZQPj9fKSnN0703ykHrQ+KxA0fL5jfw/PgL4IF53E114gbOnWNf7g+Z2RmIvXQlqBhthY97ZrB8VpYlE1ekfX8GGsEMGsiyaDmU5zNxQPRlkvGPW50Wy7jcalfBN+Km+Nuo9N/NEGuu60vgbYvxBuUUlOkaeJR9ckDGx4xXsiXAHcMIE+cTAtU5ulgEs4GyvHSA/wobhbIy8YQ5l58YZExsiXyULfACjYm00de+FxkurT8qfwqFWS7wia4GyLWACqf427qdQjm7tabrnxIuO3++axx20RXzTuGfOY1qv/gG+4aLzaf1tKFZPNeuh7BrpL6X3TOOidc07eWk7Mj4/7stD2gtUA105dUKZp8swel30QjyjjJ8JwU/6XUXp+37D/0aDpZ0ZU0bgKnMmQ3c1bZ+FF4gzA2Yi0euHJ54Q1Y9JWZ5lMB5rLysLV840zTFlBHb0LrNzu3StszdTZ/7MsWoLl+zPyOVEukJBSiYqPrOcdQdSW9koPLMrCtnfJ/+Jl9LRN0jPsw0Uidikt0zrCD/WEwAA57/qNTfKX+MbEF8FnzPtMjOAbUOcz0i8Fv6lM99FRTM2MEvoMwJfgPlfUT1EsGHkb6JjL2CN/4+ig58Iwv0MzBsifgO2J+T2CRhPmPMFKaM79/sEjL8C+RWYf/IcphtGs6QTna50GAR2xP2/AeOOPO/A2JDbv5Om708InIFNfbX2KWPkMwKfKQ9vJ2D/H/yXQ/bmr0B+IQdyNvXpRXr1NyBuiLv60OCz6NYVwCv2nGoBwv5XEextivNH5HhCzCla+IrMP5DjGXn6DOwviNv/AG5XxOtXYHsiHOKu+YBVUPIFsTOaPvP/IM6PT8TR8QHAMxB3zJyI+QHM/Eg6i8YX4oD65SI/IfIzgI+I/A3MxLqJHv0fxMd9B+aGuf+GY5DKe9dyaHHTJU8M0cg6+w5OET0wq98n/8VJ+pd0VWVhHajrILdJlfFyLwEMZb313llI4O6eBLtolW1Rtkdg3Qvw/LkXRNyW7dgkoUlErBIxRRdMRzuNU2UNVYWw7mdiYWmFcpMdRVrnlG5UAfF8NpQ5X5kUYVnJI140H9FN9ZezIz6RpQfS1reDmVFL/uYcYtnn0w3chQeDdjQ6EMd6Nm7A2BFz4/6ksusqWwNaoxqpW9eIJctVr6CfXP9ETwjtXHZhVuAqWiumZSNKSLHyok3wJfymHQUik26OUQzZHeObt4oAtzdUSlRFOKx0wBLOPX6XnwNEyKmyI13YFxLbUF2IrblXPLgakC6PFBs8r2DaXlamRbVUOlOKebZDE+uMGNYZimYphDewLUQklsFXsDJCGGQQo1wQoKIe6/0sw2TvJVZgiRpqRUWKnMWPG6LDDWGjUKC+PuhpUWD+bgR0v7fm731ZcUL9x5tnKhPDn42H+xuRqg+75NHf/QDvhiv9DByffdDS2u/HWNF2X825v6PdXUrpL1x1a8OLN6vsnx8dKyicaKexcOqoDB8ErcMLHhGg4wudXfEenBKLWLf5rLfEuichR3c7u/XunxO/N5f2O0vw7uOI7mWilKID/jzAumdMAW+3Ltt98FkEjnVpOV5Uw9ZH3NI9Vk5qyaN9ByyFpNO4zhC1lm6MsaJcp2itr8enH7bZkc1hxrgcfWvvlDnRaYEGWE7BWM+kI8ZsSGkw7e8/eONdRsJl2o7wTN3P5R6NW8dzY6UJCAsRBZKJalBdMO286geX+UNOMvBO16S8LKw3PwMQKol1yKzDwiWPUamzDVRef7S1xXomDhs5sWrhW7GXguU5xWyC2MO/fNifwqt2pqN/7v+1PShGrfuMU80pnHaeRoCNw8x3Oq1utK1wpZ3JA84143+dz6zhVimRBs+3P47Xd8lQ1vuO5zaAA7/Xu/s8DcfKfvneO7z0HuzReIHKiCWcAixh05G9Jay290Vv3gasRqyPe6w1HvYeqPrdVcyDNAEwqJtMZNol43uojGI0R306gKS/q8F4YUKgSr6lqVGjM2j7LadfBaWkjBwqteaMhKx3NDyFaF5KbnPprXqF3u/xR5t2Hec4sp4eWZwrEKYyK4peq4So+fTsRIBltKr5pxWeSukHVnRjU77gKFDTqTO6GejH15EuLUg1OpCHH+3uRdIXGXsH0R9p33f+Os64dvF/4orDb++P0eD+cNN768jv/vIIFb+3D3hcy3F2QBkV3x3u8YN3mcZ3rvjOnT95trNL3f8eTH7mfKinK1rE/OoGcs6lBzoz3rJLyUPSd6psTNw1hgIlymjsqFyvz/zDjtXOYw6HfZ2zMsKSv5dTOaKJ9p6bMhYEKI5gunnTfRetUU08cZLcyvJOUe9dMsxR1lHUbtFPridgQ3Qi8bguG0j0We3SRDgIAgk6XzY4UjviPZnIcHJAmhwL1bS5Z6V0erF49ZHxugwIQH7hBtt7G/8ZVV6ySjgZhrrnp3rpKN0YhkCAY5bjwfzrgeeWbOJL+32Qn/p6Nxzpm95hmn+AYxsSmo/ngECVFSx490ybxhdrOMNiawOvf5nNIeKgpwPdAhB9/n7nWqebnOZhn/XuOg/aK4+Rj3zeDqkmlxzo7lvKWH9me+8bB6u4e7NXvSVJ+fDP5+YR370XbTq/eg3yWxpodwDfwNLjZ2SszAhmFUjOSa3HgRWWjyzj4QMyr1iR+hJEXOITKVVaslna6fXMoBGXsx0n/nO5KTu/IkkzXTINQDUcL8HGMmbSMTBfQWP9XeM7gMxZFqLnCekhEH06g2WIz8g8aaumAryuqEoeced5jx104sw2vyfBzzT6Jirp3j7iEWHj86Tj1hkSCe2FDMXzyn/DsnQ3iGl+k421c77wnCiDJIT7U/eZBwVeEXGXI+6mdeuMTmfjncDsCst734iPCa513td+fPd6pEXmF8KxrsM5M+MgRpg2tfW2XjDHAxAP/yznzgWvGuvxTD/+w9vz1YXITpPbVCvw8PB5pwtee8dbryeP76t3mc7ps85TopMRB7uQrtlkVEFK8+FdRWO6EDUVGC24zXZv5xHfraZgQGk/zcPKlrMhsK1ghFj7WDahzDegf4tH379+2QkRg97XJc9ICDHxHiIGXnCqnhqS0XJzA+7ypOjfCAKFelCogQyE11OHLcFGMQHsz4i9Cb9xZ1RphCIln4D9QgGvbS691fLIxxXIHXl3rUpGX6Y9aTOFq2JCm2pumfm69uRgDbrEiV3rFSnHrvQ2V5BYxWTERWxA4gRGJiotLgDsbhwjAXrYqz7L8x4RyHGi52tPsCY9SLg2E4TeVAy85/7CZyqC0nXUqdzHZm+iImTdNFWeRoxJmBhGA3BWSwxHtkwAT8h4Xhkd80bGkvJ+x1CUpOf6s4v3HBoEdUEvgHWQOlGM+pwOnA0JwXno0KaU+XCU9mxAa0QxusNtfZ7GK6CIlx1WS6FgxEWKCC265nUtoQV9vCKWhqu8iSEhognnrl1eJXICQLBPBZ14YpJEICyBz0LJ1DlR1otBX3N9cJko+n1FzHRCljr3fRCduU6Q7Sh0fe/WXG+NI8EhB73PVcd0x6pFl+21c+1MME2RXwt3Zh5m+vZyGTQplFY6U424zP/ksQ4pPOkIC6MLgGEm76yvHtldWVU6NxFwkczEE3E974UbfER7lTvLJcWF8/NYwwJHlmPVkUTLxptNAcHyQcBoJ+dvLEWZpqeJEqCE0+6hk85UKaZnAZy0K3Y/25UYnRMA7k+Snt+0Q9n1DaVUpkkSzz5tDsKj+bSGrohPIPOVeK7or0ofn6p3WxEJT+j9UfiwpYRofETNHRGCL1aAmA3BPg7xK7QNhSPsfXNGgvUYV8mVFI/VuZLAnaWYZskZrktdRtODwGbhnYJK2GE1LEQJwMp2qTVM1ameVDKiIiaAyjYc0WQNG0iYQQG0DJsSXBTxphrMobMRuwUm0w9l6R1oMSPxGek6WhZ96xGBqdTzQKaiGp1SDRlcrDQPR6SLFhXs5LhymnOnP5ZdhiM8tAdqOBZDPNaBDOrFEBUAILgI/1YfFNHl4ikuj8Qo2VVGbVY2n40JvdzGd9FMSkBu4kVF758ltJLvx3hFxFX25ydlsZK+ZiSwbay/O6HGgnf27xLN5pkT/qsZ4HQEjpTokCNj5KZ3+4w6SvEVUfXcIV5No8c+Uvfv4gWsh47NRkdHshogFuklR+aV9KnOboqWDmReuJ58QbTgGCsHln8yPkg+t4xh3kOeFTthmeMFGXdkKDJ5SuazA3G4Nj3Aet4yaMYOZxYBZ9FwyWW74LuddFRsRGAUV05nF2zkp2EHnZVcR5DROJctcpRiyh0Zf8DyVUkMmYreBLAt+ep7V4lRmIrie7w/JEfsJUsRLI031BaSwh0Cn76L79neJQdUi2RbDx/llhX446d7UEZbUD22jEzR/u8zTBaSNXbxk2wOL06uBfP4/PdshcByDy/lL9s7JZjAdHJlf6JBTOPWctb64w083rsWrVvP98Igpk/NYW75rz7P9u+9LfTnb+fyw9mZzuADKB9Tr0l8QuCE2L6AWXI0zqeyETLUH0eZcBlfkfEP2OlOevCZPCG+gfz1d9Gjf2hirca/nQoAqg9FqFRSviLwilQppcCGyI/FbwITI79iOWYnpmVzB4PcCcPcnNlB/jjyM0g3pDsmex1EfKLOmE+CrJwxUMRkOW6yZBpE01MwBKPAkP6b+SfvLx1jGRwzN2WxJGZyBQMD7APwxH+gHMufN73/vNDCTVYDK8Jz3nkupiM1bVNAiQa81/9eBQs7Ik4APqIqLGAC8yb5RbLp7l5M3fHxnStPWBmXgPvIZN5RpbGImFi9DIC00dIGzEjS4p7KVZkOdgAt2YV2DEXOxouGFZ22nmY5Qb3MUDKeacsZyAto7H2FgzeizZfZBAasZVHAPSVDukb1RHA9cRmNi296PD1lh3cCC/fipOk1oyNatobl+dFpCtCbZBe9ED2FzhfxV2V4ADiIxUEqmd/4sQKLsuttkEwMLEe+ZdoAMBKRd3Q5XAtrz3o/gaWIbQKpe6R1evn+FcL3GaxFn+M/QBn4dwAX8uNxAk53RsjPDcjfWn8nRYDnCRmfEPkMQBmNzhbLAYwLcPqdNACcX94uom3sm7b26Stl3h20b8UVsd0BfAHGCzA/IPcPAH5DxO+o/kzjgjx9Iv7fv/K8zL9zj3bheLEs26cYpRGDVSjYw+4GxD+AuALjI2J8wMQNMwZiXhF4BTO/PtKOME/AuCLP/z/izrYj5jNw+38BeEac/8J1Xi7IuCHxNwA3zB3SAz6Tf8z/ROAbMJVNnM/A/AuYOfqfiP0rcGcm1zyd5RT6k2OfnpHbGYjfwEojzpp6XUEnkF4WgRgfeD42OwOvSPUlRPK7MZR1nH8H4hmJz8SJ+A0x/kDc/3cAd8y4SWf729Gn+e5l+hXtzxRdtl6Wwp92q2UcpPQdB2xKuAQoe/sc9Ax5ZwQ4MM4qXzvnlBeDtF69CQ69HoeCb8ouAeLq5swNTXb6LJouqieu77cju4KvT9Rn8yZZP0S3ZAfOUOa1gBWJGFfN78S17lxnbKKVOJEWlr1FCzb6qwID5XOgqgjlBjvRqy8v9hWI0YKY02fO6xRoV7zETTC2C6AH8CdpABIMdrgQ9hudEHS4ab1zByZtzHG6CD+cmfdrtpB/oidEJ6haND9YLyxlms4JNqtqjMw1wFyfaCxx+iBYHwy8cjIgRGBtbJ+yqSm+ihoSIk9SfIBqECVm3aPv0syZ1LExilw/nRpY6XVzAb/mqw0vo8kBaBKgRAQMvxjA3Or+sCHfpXeseFlXqeFizdMGQgsK1rMOEcGJKmUVAxhybFAqWvcIPjTK+FA0A3ms/a19CRvIfR+wkNjRCdqfitRuKbY/JYbxzl+OFj9+God3xxGXaj6163iM3jzEQiYKx9/GyplYFKfE2qFFRCIbPLuQVK9sgme2vapNbGOXB7Z5HhthB1DGwyUA6lQ8RAla4D0GKmcpT+9uSYN1VvQ4yqZ+vA7YKrAk3nIr7gk/7Ya//sJ4+AfBwPtUnGrNPBo82/x+Tgq7oVYeXxgHHpZWXibBLI5A6Kp5raMv4TDdVCOhKBoXilwp47ZpWLYMMZ+fQgf/MrHqcbaXxix4HeMX21q8oYdoruNKjODVJ6FuM542WuB5P4b5tp+RHt1r1brTZbbaVA/zBSqCrQ7t2nuXaTpqqoGVlWZe5ffZ0WmaG4sp+bzasVNUYRmi1vR0xh7ZwHtXwU3jl3RguKHRAi+x0daCM+dbTeQPmRlet74vo3dzWs62Xwfn7gBcKuewz8ABpodpGlcenMHmdH2NDe0OLMRz8WVaXGjTM3Fy0Q3zxlhnOWvPPWYWvArOjTosY9pEqq43jYq7ptHO2QJ+2xfDpuO0nutwheZwoIsP+2r64/Ocfe9Gjf1raf0dNkDnMVlZjljrKgVhNPoih0E42tR4IyPMIUIHWEq76SnxqyJ8hbMretFjmjj68ywF4RhhaANDtvmIThasU+8h/NJZs97LmFSuWzYaI3p9ZrJwt9LK5Tyvuer5ikicPkd2hrP2bBS/clSfM09bma7aR9LxOMAFi+c9MpP0+lL3KDPVZ0EBCC7fV+UxYiDj1Ia0rCj4NX4c2QzmP6FvHYOPPCaPN6TOcqNz0fbtOKJl+nVnnS9O8PjMmyMR7avvBSV0eMc7nx8ZUryzStOWfPPN4775u3z4+zj5Y4zZA12sc9fv9nvm4ZnDitof/fMHbFvrfRPpdoRNYOJB1HznMrTyeO8jqL8/wPtXZW/L8JjC8ziBQXFyJFemxAmOCva7XMaNkfGBMkYXz7vznLhkQdFpnyctojmLj42Al3Nh8ehlgKRDgQZs+xyWM2u2uUhOOGwG5xUuT5mUqyJOYCmHrW5dgXlRzuDMDut1Zwou5UKMBMsrTCRUcz2t/22iV16nh1JwCxyp6/F7Flw7F9WEMxsKmG8bBvv6u8taBQ8ZXnt1hDhjNai+AalyH1h8ae3bz3DvkVd5jEd92Uadvo6JkkHNV0vm8vf8vWScrtNUjw4/90hXjDOxviPz0rcDkWccswZNq5YMXD8jUU1jK2jI56uvtZ2Fw3q5KcvJ+4j7nt/RWE/e1ccR3B+yVPLNL36H3lMyU8cxn1/bAEg/iuVVpol5Vae9Dd+wgnLIT5pDwXrUAZ/sMGmyQP6C+a0cGlMyxRUAG0UjN4okOeDKHCszQLiWbp68gaXd2PSXuKAyKlOy/mb6puCGOdb+SAZMZxEh5Xi7qcxUgs6/bwBOyPyAiBMiPoDBJzeVBadjM+MkerGMuS7tS9gIfg7gKTAK1+IqNGLDXAYVWV6ljDxS5fJyQ+YrkH8IjhD9OiPCTa0DOJ2FNsKd3JU0ap5wA/Lr2pN8Io2dd5ZXmnfR8oEcJ8QIsEG7A48vwPaRaDSvRQt4pI0TXi4DnOXJEGeXc9L03c2R4yb+lPrsgsCGmDsSN2BTzxzrlT9GuPZ7tD/nw/dNlnPmPdpeNb5+lB087sN5MY4fNrvR/v6xaUjG4eNGaNb7e+ZYrrvr1uI/W6PFeLh/zZPs92HetXTD2LK9HeeyGpT82wIjzT89nu0+/s50uOyD2vOCTecfjVa+sXq1dZRNPlGZnJ2XRB+DAaEVDFXODe/VRCjLOos3+bu1Rz+6ft0JoRrfWZkCzZARAdyXh5+ffUMOpxqd2A0+TmDq1V0H96XwkR5HTbzS7enpSyFD6N3OVsj7GYwW06ZsUBSZ8eMuQhn0PkYiXUi3SmsMrUcPTRs1KIBNRULmSYT5loxIu4P3DxFKOyjmXZkN2jBsQHxgJJ281hmKJswXIvZ9X3segeFapCeXgNG7dxDOdQmJCsEdxTPLMI2TBYmFoGW0ygSuOqSDtZBji4p0TUBGhACGIvpKqLaQ7ZS2DdUpPndg3pHzCnoGt4W8SOR++zm+qeTW6sFQX+BAKeowmVGYEJKwHMr+JMiAHelepQcU3WGjaUUoWOAdh3eGIlNW6Y6T3pX1eUqwiQNRAar5XScc3VnWo5GbZ5L7th7lKrWHh4yOCWcgLeWe40RFzKkkTjbiVwS0/20iwu8ORpFHCTDQiKU/0FmuJZj50DAVBePRGFEzIj8wkTzsAe9PNZNKG00BtA5bgsNPCKGnvAUcHcQP70jsPIOdzwpHwrVlMeRgldMSjtYwnAaqhmyoV4Sbgrm+obIAnFacZSg2kxH+5I7ATYxMgtt8Qjl1bWhLYJF3pfx35cf7HkDi0vaVzyd0bqFozAR6gy4RF64nJqB6rUR3C5RYDKkrAghGJEaQ3iI5zmZG5vNKZp6dBpTyvGFlrDDCP1S31uVIfNZKAR5PhONwRLIcqRnyvZjGzYJ7HqI7sZjqfIiaKwfxGT+7Is+CtgVP47iMAi3KgY5p1eO0oXGY/hquirhAoGpgGlntmBE+WeAt48P0/6KdT1AAjqGsvJ3G49Id9fx01oFGDkVpmJbkvWDF6Wgf5634VcagQL3JqGFYSPhnycbECoJQ/VDBh7Xr6dSnMkKYVr1l2wbMe+Le5NRA5M6otsrqEB2ZG3F4gMqTIh27sTMsIA7vleA4Lb84WnK0uQ8gr6QdU/T1IESSDlQK7BzSZ/XduB/3eTXr+gG+ScjePvJ1U862qZrg4xvYP+YJmSe9cyDzFTG+ETaKyIob9zzs54sLmuVs8RzxgbGLVjVxkfN2GRHhcsU4sAZwGn+nMh9mqkRrUqmqYAnKl+RppGOx892UOQNTRpPhlOJq9ujmfsQDrucMlpiQIj+pVAxntm3mLTL8VxQxCIeLM0OegXwC5o7IGzK/cbyh/hvFk1smlmjmopKUpdJlBYT7TKs3f0owujURp0SXX5yFiVT0M3bKLkEZNMaG2IirLsOS6lPjrJYqM7Bf8aYe9vcxTiRIsnXPcJCccuDJzVGdb5SW/k7TKIC8kz/rvqL1UWeuso3qstyxPs96Fu3zrM8PCl3JakAZIGsGVvL7Gkqwr7/8Vk2w3d0DaI4GrD5alcmAWXkW3Ap8ab7a3vWGj3k/+OYF5niAeZ/z49x4T8+6fIsk7f15hP0aphmgDiP/5HL2/fbKv9X3JvENCWcI0bDG8iMbMJ5KfuQpI99m7XM7BNCif19Avv5JfExZd5PZ/jnYk2YX7wrVPY9h2F3ATAEg4ivpm4yB/P0mHXYgxwee+XxhQEoww4NZ9yhZJsVbd0dT5isG7mCPI0kWYyN9moy6hwJeKKORxiN3RXjuGMmoyin9cxz61pm/mRYqdCgDUXyN+kc58IN9DwIT7DHkbZejoGcVTmer4QFHRF+dOezIe3wgD8wvoCFzAiXHSg4PkA7jg47hl/ZuO6rMSyG56mcE7qo7+pm2zDn53twAPHOP4wryWNNi6QLGLUiGQGIZtbX+oiXKfC59VDQ6fbf6Xw1TsKFAuG2d8yp56DG0GUNyp94RruNteckyT1xrZnUFRGccaKBSV+WsFo+0rlCOGdFoZ+ZUYKh1JGfqP2Qu44zVo4T8rzJrAvwbwXMPnl/LCSnd0Fm6hV/JEmxlxC0H2V33fwTyhMqom5YTDARXIvC6IB7MgAuxKsnL5gXCtwro+P4VeUNGIOMDEE+Mto9X4eq3ipiPfSD3IdvlDYGviPGFMkOeEfiMzP834XXoiSf9cZwBlwg6yTGzk86N+QcYCc5zk+OJuC3aQl2IRn1GbyeN/nEB5bkXzjmuiPGy9jM32WKeAfwr4XP7E4k7sH0B4gsy/grEGXFTE+cxxUZ43jJfgTmR84RI9vlJ/JVBbBvtVRFXotX4Xbj4ATk+Aud/BeXHF9BZ8xWJO0ZlnMvuFq+kkfkEzH9BjjszMrYPCFx0/gcwPiC3z+UnyTwBuCD3C8br73L8kkcQxhuQf0XpHAnJ4QnkC5iBJ/o+TwD+beESvgKnb+R74xv5XXwD4oSBZ+R8RdzOgJ0hAGHxU/nNPQNFG0uBUmn8HjGfg3ucAML81TzPzwrPtd91PipwYGlj5YTIC9+983xHBe6w2bZtH5EXIJ9gffNgTxrnklsO5eyn9RTRDTdC52EDynZqWpSgLce8wT9nTZtmFAccAM6ucO9ODNnmdtNW0xrDRfxzkL+GdGval64i1ym7LGlGBM9dlm2SZ7VkVmdNj+VIoN3XGUemgZb1ZTusbCeeZ5fnZQbnUuLKUWyRbhiWUOaH9/unEtw/kwnRI5cNeQuNgRVpRsbDNBiXPGrKUaXBiJkGU7EJk2YM6YuoBkz6v3GqDLohIQskkt40dannYVFNW5cUGoKmIy/sfFD6XVQEpo3NTkVS2q37h53mWiOIxJj7UWisFPwgAm4bkXLsVHLTBncJDcMGIClCc8q53uBeAsouvEghSxPmA8hhwcHz9yVP3A4Dk3O07FaKBQ35iDMiTsh8qbU64p8NdgyD5WSqyA2XBZDQUjjyw0s4U5HnPjgmGP0+rO+CsFgGvkBbESFTKdjEx/C8ukPDY5eAo7/TsO4CI8RIcj1zUNSy5lRRKvVVvx867F7LQEkxB8gQNhW1rfXV+ShiZFDZINzB1yUpE5dm+O7bkw+/RFv341VRYbrx4JHVmWqfL7wBvHP9Xdlgt16f9T0jWW2gtNHZ3x4jbH56eaqmY55DRwelrIfWyijAqJWtJkzreT9n4yKjZ6UQOr3Z7NJK9QHWKGMDzw6jLRaMxcwToFC9Ss3VIFqXoYrHn4d9aPhrJy2EYXkcspyLQ/TExDxHMwB1ZFrzWhEnUKqfvyY9XvyFBtDlUDSc7XTi/x4DMg68BAmyu7noEa48b6lNTqCMIeXUXRCLA6wKWRr98Zx+hm9NWSmQp0hQRzY7fY60ZEW1PNApC2cWnh5pR/GMdu7S/M7f2RDYxo6uCAqs3mPDLlam1XJGGt98OnweLCcEiqcWrUu8RRnjoy3Va/zljDTcl5FYK1sHOEhf+dOCdIus9GGz8bbTqRjLCHsw0gFV9qBe4jNsvIv1zzKQ138wHhLWLq9Vc89oKOBf5GRxD6gfXsK3IUOYlQHhvjN/3Dw6ckPOTcrbfZ2XBBXPflbGMpxTWrEgLjqdLSMvAUfdlGME++J5Ie4QKgfQo3yy0wQbHgRTl3xyGYfWHLP2xHMqp9lCNwfU8AjYSNCiCQGEMyj6s74KLXLRfTlZ4DJzNlhOAHFBNdHMUESiMg0RwEMJLpcuSZdnsrGvPDvCfSvobli/c901Vjq61gajjcEn8F6Zt+i8RpSYuOT+t9j15urRtALaoohd5iiu+fCdf7ecuD4vVro2752N8POBzsff8EPP4fCKTnyO3HLtCQ6fP95/PPso+rguw3LRpVp19Czt9vnD//MBVh0kx2vNKUW31/MLDgVXAyPeG6u/s611eSAOO/W+Q+K9Mdp3ta+P7/7eZVqmMj4OoLARsWApmSwcMKXgEkBGhA0RF2QZNk2PXDbBRvYmF6TGzDwGSmDX+080huVWfIuGGp2/oodQIIrPJVDyhAOcKqtpa1vDsk3AxMg7nA1RZRAVCLWMNMb3IT5gAwblzyGD8SznQzOS9ojwg2PPAVfSE9Pw8dlrRt3UHitDzNHdlGVugocVUL/nQaao825jf3JsnHHMkpCSHzZ+uwG559Pn6UC+nzfSfMyy9VYt+dwyoDNnaAepLT3IKOZha3QEliO2vuoyTzY81FMBGTij+HTJMT0a1ch+oOOmUTLyHWDc3lewkZxuB3PxKAcjNh5YsmeTfaBspZJl1j6vLHK/W3sVMtB22CWwgsU6/PzeLjMb3t5v07c+xw4P4W1yVg7EpAQbxUcPJalqnbn+xeO2aT7DmRe/QuS0PgX4YF60H25WnovGqBQkZiLGDRguuUWnJ/ITgFckroK1nVSURVKOvpRMN0o+vSHcWBqgnB/bOkY61yljeuqME0Zy/lTZruUIRoKBf3kG9r8AGRK3XoH4Axhu3s7yNWEnf6Gzzn4m6syl6Lv2jXBIrjGeENgw8RsCH4CNpeoi/wSN76+ioSfRM+Of8eEkPL8jx13O1w3Is4oNnFGlkm0knhdEPgM7S/vF9o2wcQm5+VHzVmArpuZwQ9Gs3AH8jswPcmYBud0AfOW5jFcwsAOIOMthshMnZgDVK8N4+qNLelYeZbMV4KoSa0VTZN8sJzFx4UjD5VZdhpN13+EyPdQ/B4bXmOa1W+Ebe9vuIgl6VwCHoGe4nL7mi8SqhtJtzppD0blN56zRqdK3jnQnQ47+pjuWmmjelQ/0sOgZnSyVSVi67B3uU1V2gRhY2TyGk2lrrr97hofl/fQdb3nIkXam4OR5dNh4CbJXeAnhdQKlj/ySLeSfcELkLgHDtduGNq6iPW4NSFT0WB+XkZTYBtO9xgROJJS4K2LJToJNgsv8VjR8eamNwJNE3AQvBzB3uFwS5kTGrjInAtoMxH2wrtw2liyEoT4FJGYkAI7SD71byKxoifCaNzArBK3Wow1XwXTVMU4oQSsSuWtOd0VsjTMS8tR6/wPAuMIlmyJDhGxlRNizV8p9MTtG8SBSeL0hxrP2LbmGyQdIBIOe9Ew6OAJgFI6J+iATGRsjJPKOyCscgZfVgfqO6jwPiICvCOTyRE51Zp8dsb+HcE4D9gcWrOOBmPW6amvrqqlmBHpKMzMhQrTRUUSo7/l8F0wsWPivdl93OpTgFnVfNMFlGejGejYNG6AyJBrsln7dDYOp9RHnmCmzhKHVTM4CeJOCYGcXSiFdDAO1XysymwJHlXVoAlYxlTqXOIxVn6TPm+DWnQZciNa/a1y9q3Q64WVFkazt4quyTW0xN0YBWkE9oZs6Hi+W/iGTS4g2JYA4yQ9mAYFCNiO074u2VfRlkmk0B0QJ1vMu2qjPhwzr+5MYq/s6GFeZJucIdqdmc2WiN8tGLlhDzOO53o6ciLmiv0mzm2MUDW5uMCZY5XQkrHF8A0YuxyxM9wPRU4sDqj+PZoDsQgDK68/MNTlVSvAQo4xEOUEipDQzki2wSSgOhKIA7HojvwCYGdGlVtP6x7+zjMCM/ELBJlPn0JlPY9fXNgqQN2VF3h335N0rVR/ZSpTry6reIgcyznYnApvj8mx/wKoVmWCkimr61tiofY5ajwUdw7kmJTiYpxD2rJzYnYDJ/h1d4NPcytBQdTcFkrAh17CR0Oh6u8MKS+NnIRpqYjVtMqIxeL1XwtIcGtN0hPXo2UcJWHS1CX8tqrqyLb1/YaWpC3WOYMk1yYPwtvMdpVTrPFUEuaNlvG4bmah4IG6IYD1xN9125crap+m9ueu4dOPX+9f26TO3YwcyE+kU+KEozfnEKC/cAbxQNhiS9/KZ8NzBeUH07aT612MnbHby2RGSn6ppnlB7pII/RCvdq2M7yekwETsjlBJfSWtdDiw29hHZtIjZy2MtDrp6lsixW/il7Nd8JW+7a//HGTkuvNdOrak1lgJK2SaH5IR78uOdzmQquOLxCYQiI1nmKIB4QuQZMV49S0VInYD7E9hvQ+8JRjJHsmSMy5aGojm95lUygkpPGNb3NOmQPObDpMxHvbcM0ap7m+NUskIoo5dmFp6tlAzIc+U+Fj+6snhKOQk9FWSTZfTP8tzBKNRoQa5POISd9jVo/Ux9T3LV7wMOtPRwftv76rfH56JN4PHMHWmCA5iODGHhyfG7xRqXYAYcA0FWZseKxHOAhadgmUNzeHgHgOVELWnIjoL++3IWr7vqJe1ev7zxaywwLdCsOfSdeoS294ZOGH8e7d3vX464DJ9t6z+w7GReZMO3o3J1ZtLGK+pbpfPgJJn9hMyPmsuXJQuVngcAV0p/wfIfIdqf+ICcF5A33+CObIxKVIYXXsFgiGvJMz0IJuIraER5ggNPqH4rKCMVSAHJzu7Xh8CYNKTFdl90yTR1WPY+IeJ37sDMReOx+mBZZgh84trNgwRT6iIbmIUxMFTmDvENiD8XjHFGZYoO47nll1NjcglGawMVkVpXl93OYK8b4X12ni25IHcgv4i+OiDxBMogr4KFnbm/YKR7yPQrgaHmqajW8OkZYIPb5QTK2icLOivgYJ0LO8NBmhupsZM4k6uB+Apqi5I3Uk4ezkFZot3o72j9qscuurLNdY4WwYOdfQkoAOWBhpdM5WcS1F/0VEA9JEUrDrKndV/xucps/IBu5C85XL2VnIGQDooIBz7uQN7BjBw7R5yhLJ4Kw8tRuzpvQ3KX1xQo/pv9bFZFCGiMEyqTQ9kh6UxXo054H+8i8+cOhPcv9dnEeEE6qj/viLvGHmckTsjJfjeBK+85ATg7KHUA+zfE/K/IVGmg/AzE/0pb2nwmrUxlBOzu/0pZIeOT/l2EqyJCM4DJXhQxXsUvzkA+I/NZdPAfxPXxgXhwm0DeEPvfwMyILwCegfEX5Dyr580FiM+E7/xAnWZ8Ant7yqFYMoGyZfaBmE+I+QFj/oYcX5Hxn6Qj+UX48y/ao4/EjcE+PDnshFAt+wSAgRi/NUM+6l+Mj8C2UW4dJ2DfkcoiwxyI4FnPsSOD+m3Mr3VmMgamzlnc/65zcgZGIM7q+xZXJG7sozsvlM/zUnYfzDNy/8Tf8xUxzuxJhw1Qv4Y0ur/wbEY8/wTZGv8VfUvbUNw/p86a5O1oUoMrMlQpMtlNHDUy7DS2/PIVPGBNLy/HA885HWzWtSHS4vWIjwHr3MeOxBP3BuZR7ZBVEJsUK9stqym7ssrsYBo3BHZt3QDmULCQnV0JNgyX9cG2xQVC8pceLObAGukelOGzkVvTHgUK+TGAZ9+laJVpY3qW4iE96GX5nCVfwVkkNh7tWCVpF10P8Ywsxx5lc5Z8tN20B68A2B0ca0fPvQHh+9evZ0LUQdQGOr1NQu0yIp5QEdwZNLzvQshNyLlNAcaLFrEsZcCKrJ0PMiC43Ia7zqtkQjGhKkMDIRisj2hzSJDDAneGItamECXrgSopIdExICS1U6KiOLQpYSGedUijagiTiSWAmCvalctWs7ADI0q4yRNhPhDTmQZd0bBgn4vg1OHSLSOA8xluComdHjVGPlpoEAEow1KLLrDC4vqfaQTcG7KboABxWvtZGSA2mGYi9FxWqtf3r2U0fhRAW0RCvPe9OYVgJxgBWM6LOoAmln7OwpOV5mjjH+Feb+wZFM6eWRtSK1lKpMjFISJFSk2LpI72tHMoqo7cQ/ZEza97WgNwtEpFHXlSbrDT4RbHT6AzsoKRTObs9PCc39vH49i1X55zYBHlWqiiACqKCzqHPott3ANqmGAb9wzP9V3gUZF5nO6QCNz2JIFKZ1aEwjI+zPUvFy2jTVPOoXqdaZOazI82XwSjY9Jp/0tJCDUELpzr0WcVXbAyftbXdM6uKB3ixdo9YBmlx9qbNLzanpYRUAwbUGqnBXFoz1b0yZs9StMpw8lCAEtZBe40QufpaFCNFeUeJXgEGVspZUC0PVlHru/TgrWburuZoJkrFcRG82W4N2M2ujvSeaGthaNGR/NXjHTOXLFDYF+MSoaBMhxWKLInMUEHxRl56MkjIUNleqpWeDk1xhqjR5i0aCynOC8llY9S6Or0r+EiPGfXhozFt42hlWb7cL5ahDaGhTgf63Ze2+uM8escSRlz1pyVSSjDwuWZYH5gvqUU33AAAzR347D4cAlVWHzjUArIv1dcLarMwMG4ChzKoZk+x9D5FB+NG2jAyuUM1dQ6QNyD4W25wrfXeHommF8TOSfmoOHK8kvMJzA1XrzdkTbTBroJdelDKd9xXUey7Zf3ugfOvmUVgSwcVNZn3sHSR065BtJRVz6PAcRMhAJiSIuiyD7vzSXLzZ17rjMQno+CIDI2ZJ5QQRLFizUPO410FjIT2CfLWe2DODisZAnXbRySc8LCvB1SK3OSyiK2W+Faxg0xQ8YEZ92a7pgHQE3pJiMeYXbg4Iw8sAqidHMuGwil6KGcdURL49YO146mrOWawy2j6XuX4BjHD9ZVYpTp0nqmiwSdzx/wqf1iLtDN6oepFJnz580wfThUHq/TNQ4QNQHxyYeoueXssA6zxu+zfP+93VD+8FWgiXimPUdA1G5U9lm/P1D6wA+Vwb6O701kPb8c9sfVPPbHWviGN/t2/PjIT+Lw+Q/kNt8XQOQdbHRuQ7L58KLnjPJ2CjsNlK6xXfpCkO64tB91y4vOhEpSBCin9ga6uYPlgChbsd/NGZk2kpMnsbDBEMZMIK9gM9Q+b+1lJOjg0HzS0f+WZ1L37+hNkCk/6p5BuKwoS8mbYvGUD55Ag8IN5ehHImT0XtltKncUNxq5y1li+qmyD6GAglYjvkr1VP3pBrsKp+y4YF7pOvWBIxpa5myl87IZ9sXv+XlrVF3jec/QzhR+hm7r3srQyrWuomdbfWeHFCpEZs0var+63OH3WF7Fgm8Z1lTuOXOhroxfZaiXQ9dncgW0rEO7ImIDVSbGspzKMmUFw4x6Jy+fGw/mLFwDsZ1py80jwaa+TRdu9PJILQdcjrvG0g/rLhUAVE/7nAlm6eAwn9WlUxjGpZeXLKq5lO0JcmaKtk8/b9uPIo2tA0muITvbapkoecsOjEBTrr9/udzteEHEjQEYmNQPpxwdsaH6pQ7BewvgpEA3ADFvQP6BwAcknsBSSb/rPD4hcEOqLBEdgHZQbUh8BO1aHwXHV1R50tzB8lBfgHgG8KS5XQSjb0BsyJABfSfNw/6FQTDbF65vvuro0kEbwedj2rB+AYbk4hgA7pxf3DFxI/3fE5EnxPwAxAvooHgF8htIm3/TOugQyXGjTXGoLGk6G8uZtU+ch2xjmcItfz6CWadz4xryVDgb4w727tilUjFYb+apuC1luG/kJSOL52BzoOYNpG9sIk6nsvF0E4wvS/9WQJYD+qblxzvPTJ5M+36CcjU/aFwRGYAyevGmWeeXvZisDwHr/OucwIQKi29Yv4onvXXZCom0CmAt++6iqWnCN/QuB7BUkJdpvCWabn/jT069y0em36S9lUEREw6uN61eFQfMf78nXxVRfuBfQPWZtEPEYCua6kzETv9UQrbsHUsnpQh45CECYKPzQ69ZlPogVho+vRy8ximcLSdEij6OtdWxuED+UsDSP+GEiF3EtWqf29uvZsexMypuGAH0c4gwbvQQkq5vwBYr4Hry3oo0RtuUSMRgVERMee0dZTZukkUWkqaa1GBLYKeoxxq/H6TcKqpj3IBp7zWk+IGMLSfyNsWkbJSScTSuipyQojlDESBWUMyUAMw7o/I21UVOAHlH3iVEbDoYm+ox2ntlh8C8cUO3J0XnKGIzrWhKeNnM4EJ7IsPJBHCXY2bjXsRpozNksqxSnNoBCjHh3URHh0xOkaVcAytdRyKAjdiD0Yw0XDgSWTCVgJ3h1OkfXa4ZbcIjnCilSnhY1g0Lrs2xEEtAoTDS0oNcO7/IrcdaQvixkLUP1lFwOo7nv30ioYiUWEK/iUldeRynGUTpobTTIdbPiDb3JnDL2L7e8xAtZwL0kGpXRHJacZUjJJbgnLCCtpQBOiRme3/UclLDFtOs1Xo/Hc3q1UoADc6saHE6En9bTKkIs4TDisI33bBiP3DEke9dEnjydZ13BFiPe2hPVKaiRUZnylGg/jHGCwr3Zg6K3C4h/o40E23ZOjQse68Bl1ViJonp7YBTRJ16HxaAO46aVnl8RzGgR2kSXnzbSZ9bUbxRCLKAETbk1Wnnv+kzkorSaWNPn5dmJA/uJ/fQOyxPe0W37rAxmvyTjsuIrog7Iv2KQ/m5Gttzmg+7LnprRaKyGYCMQE4z+CaMlAHayzCuidaGjTc3Cibz+MZ3L0fm2OmkesF81SyYEvYBRx2GeWcXNOp30sOKkq59WgoxTFPCPBFY/ZcmBcxxFrx9Bizgaa/HXsJFGdnNt5x1YQUV0LmRUWOITvSGeOD6EuIhogdRETR9LnLkxaDxOAAqfAmX46jsLtj5mYtvQMJ76jxWhFysNcaivV5zOBKkZBLxk3K4nxo+o55b/CaOzw/tQfXAgMZzpuKpPUPjSYb7Zxkmp8WqfnJt8/8LYCLPX4G8Yd8vyLxi5hmZV2BTXfB5Rk47NpYCW0LniJK1LIfw/YzUjRJQU5mWCde4Lb0l5GBT35NQBoSjmIqs586a6yN0bElnmZAi2unSmXVetQ8uuZE30eon0oyT+jHklQqsaok7grdYOSYYNRt8bjLlvgx1VvIxEPOsOew6Ax84yGz7nkDGbwA+LodF3BH4gmUsdsr8xv1INxFtxq1QZu14Jb0ckvPyrHMnmWDexALdrNG8RkfB2cvlPLmvc3VS2vakoyfvr4XSnsZP4kdQss//n71/2ZIkSbIEsUssompm7h6RWY/uweBgMIs5Bzvg//8BC3zDHExjUFWdVZkR4W6mqsJMWNC9xCRiau6eg+6dcqaFuamK8IOYmN5ELMcU/ztlFT03M0GBakxCOU82fXZFTkh5PLvavY35y/J3ShUSo/R9btNOMMvx58OOfbBGNbyh9C3agRzTc1JVhtM7GrfOr/Tlh3crHMqbMIPtNodje4HLnVXmGt3rW7tV+uHpCZvSpy5N1lwP5QeOWRd7OFb6WUd6P9v9I698S6Uy6IS2AcN1ymg4U4d6g3lcCuqIzMLGd1Q3eZbo3cq5McgoH3cdADNDOGiaDP+OX6MvGrOmc68hikAxGxtAGkrGGnwEZ4SMqMoC0i01x+IAt+Bj5iqhFEFthg1uN4zM7legmgO4xXnHgk4DVgYuWAQTut/Ik28IUxYjo+0TpvGfMMWAWURnejuh+YIMHnED8BRrwhP7oFMXzj07YwYPGIIfy4DnSKO+P+3oGJqc5dQNvMiBeaDldCnGt8RRQzgkBlCDJ34UHOdcR5NRi7qigiF2l5cH33Q/nB8D0MjDE4cmpcishDTicO91X0MpU2SwfRydiycugGuvyevsGTN7h+Wi/ca5xZ7P+unIscMYd0I46QQf6Z+cC4AIIEA848CMyFXQTUzUa8AY5a7dSde+tzNmRnDQ3tTBcpuMFwDL4e/IrAcGGQSMZdz0iSaweYZnOhr7l85EWRRaD99LOVOOgAPeOPcp9UUFxniuPew8328uR9qFGVyNmbLtE2BP1CM3oP0B2A1Yv8Dbn+A4wW88W8OBQScGvqH5K48c9aMlsizCaWhA/1N8Pi4Bz/UKtI0xvAsweKcZhTUbDYZnYDkjMjMG4N8Q+tkFYU+Ic2Ftifn6maIPy9OtIZtaO5H1U2ewcHgEyHg/FTYYXmnYX2B2gi0MUh7fuB9/hH0QF7i9xpijAXiB4dfAie6IoJ8/kB48A7wLH/5GlAgd1ZZnuJ8QGRNvIeMN0m5f4X4B8AZFg0eAzBMMccdPZDjLCc6uM0vgj8Td0Dl5B5EFLAz/xuDt5/ixBrO4P0hyrvWFttGFNlmjLfQ3OJbgZz8IWsqqM5W/Owovlx4leURreIp9hDKEDOFckODPzGvhI4B9UOfUOXKOxrt+rD6vLCgqClIsFPRNe4D7Bcr4BXluvML+eI/q9Jmc5/wNcGXbZAZlsetWWcVj/oYVbivlaNkfOecSOBD/l11O6xw7eM67begMS/ks7twNklKcszt5kPPKjBQX6SxjGjLI0/WOZDaNp+Apow2zzk80bUx4OAOwXAkJmPP4Qfv5TIgMGiATzzJFXIx1GqIQgMuUExqxGhduESXvZqHIjQHceipEsSR5oLiItsXffcShb/RMtR73JjQZNqiUNQCN0eYOfvaErK/mZPAWC5Oi5mRKgXvcQBt0pDAi125TAHIAOMXhV8QYaLDLsgGqRdkmQ+md8CNiy0hIA6p3pbnSILc06LJSA7I8Yzxu0/sNznEYBcse62hGnkqmOzpw4aU7y0i+Cxj8FgimFChrEjYmkVbUkCJBrSiMUfeOFxy2WxzAXi9ilcPkB62kIcXfZT+cQooT1zIbQ55UOY6ksAknKey5Ujl1WGRgDbxVFLlnVC3XDAOsRoBVwWMnCWJ6KidBD6HvEElIx88sjVQEukJkoDNBApA9iHakB1cfAlmowmYNyhn1rrkh5yPjeKT8NRIqpljpNSpPUmx2ew8Z5pBw170he1I0jTZJrLXMqkPsPOA6W76HK/FQNCjwUWdaWSU/ckIwPRuKGFtCIeP4Rpy1pHkiwsXJIdqP8nlGvmDiIgHhKqFB5aXJcejycgufT8EIVHZml+q4ce3VgGOoQk7AtxHMbX7mZGTilQ4oIyRqhnaCns6PcjcE4PS6DzoswSw3IM8llUInfXDVVD9gQkRaOdLQyf2bTq04zy66mgIeI3Fyb5k6CMJaZxiZ/4EZiaG/SyklGBl7R5ag0j0vTkOnG3wsiQLJ1zWOGzL66bvtjZhCaOadOQTwoPIs/gBw38k7YbkGh069+hJfsny+UqpwQDhSmOMZca5zRnZVoUNCJ534poy2gEkNPkx82503vqvggaFMubkVefgZ0SfIhuNtTEOkO2nMSuFIRgCl3ZKmSdEzlLVQWCJsopxFGK8961SXA2F9OqFQwJqHnTTvgNe6d8LKfLLRCQQ6mBVBnWnzpQa4QVkkUfc1ZIUzu6Tjro869N3W/H8M+Cx/heMCR4ePNwZ/nODta5x3ln+cDn5R8SlU24Lqv6efu8GWM+JStbgLxhS1Jllg09mj8K806D5COWzz0jmMFmdgMGMvU66JM61FqaXBvXApIOQDdIBEhpWHsgkDljNsWRGXkXe0scFH0FjHiVGgYkYdWabFV4RCxQumwQhULNMo5RsMhrFQGUtCr/JML9wmZYB14tcZijB2nBI/YhblQszEMIdKcYVSrfIxMvI78h6KhXKyIvvSiOfhiCCbMN19ofvKhvruyAtjQVjjx/TNCB+d6ZCrKbMVZh+P1EuqfddL6Q12+O5d1O3OWH/so/ztIG0Xj6hndNI7233OT5MuWH4QozfUcd2P8614pXmVvmsWQz5a95xzftenzmf0d0/CKRR8zmAnH+QkcA8O+lWmhLtwhXa0ynbAjDAUedZaSwDNnfnau7ncb4a4ZNU8LnCeQQFRezvXZSeEMXxDRPpOJT4oVcPIQI8l6KHfyHdUqoGZk7rMsjohnLTKAWe0sUmmdGExM4tMuuJchaJZIzhgCsNZnpEGdfcIkghSKBnC4LbCsaDhGvITLhEhnHNqDG8KuuM4cyzeAUS6EyOzXB+N6IY34s1z8ExITgy52SxqqTcMDMqjkj/CASAnBEsioQqd1IlT52A0rS7cVglEfwpanHX1lZmHuRdi0A7MCFzpAfqsyMAq7SL+ljL9d/DN13JUHAp6c96xY67yFa8RsJi6muSb+HfcTUkY7eRy6dOTJpiCD3el2Bx5SWxmchbdGKJvcmT4hK3ouPMOiIT3bqHzPcmLCobKz7VvHZlhlBkRWptkOHCf6/vTESdOUWlQVpMQXbeii0s/0985N8oBBtowlgJ/38uWeYbVv/rCPNsqlVqC0yZ+27Q5gbLrjnbqfpY2519I/c9EkKS+3q8ALsBpY2DGM4BP8O0NwA3W/gDaK7B+BpZP8G4YW4P5BTYucNwAe4PhQifsEuWPDFEePXXKBTZYdk2BcFYcENYQjkxlSyHOzTgBC88AwjDueAPsK7IUm60IOuDsi59Zg0plNqN8z4AUw404diLtiXmaX2G4wPEJpruyFmZlABG006Qjk96zbJZKFqXhunHOTbgimUMXQ78Adgqa3hpgb8hSbm4wf0YES8p5vMLldMU56KmL9n3j/svobcSt38OeiSeE4+0fyUNuiAzl3xDli/6BcHiOPvwJjpcw7BsQgTqyP3Cv2isMpJ2ZhfRB29ndJC+S/6QhmnSlZp7ZmfMCJt0+kddECddwgpXABD+XM+M0YOveTBBeXmhRCSI2TL4hW5+Fk9R9AONGHYo2gdTlucOZ2aGzrOwXAApWNyk4CgyWXC/jPs91Bqecgw5mWUDOW3pKkwQmG5/WInqPCV8512UXQovgAK1hpr0V+HAcyVkcx4q8p4yQKXKTl9dynmmXqrS6jLGzoxj9RE4ZSHeBAhmw/oP2806Ik+r5K3KwGIWhGrhxoWHUZ95CGWo0fLsh7msQBPiuDR4+1kE2wBZBjIvXPRSDdbpMRlEKAfQ676I3+xp1ezuAcc6oRZeiP17YF+veZeQeoq9xRd6NcLhwB6xNbnDyn2L4kZNDaXljRK0sF8l2BjoOtHXwmW2uNRlxg+qxRVTPbSKFReSb2xYH2wewycvO8wlD1p1UpIm1NFJZGlo195bjJmEEoEjmqDW+5DSdkYaq9ZyK3TB4X4PJNBr5GoX4wehVpTZ9r2UJDyow9DBK5hSTj2cnYYhzLMNbm2hU/+GKvJ0RrrtYDA6SBKwoLAE7RetJULFEaXcZpdQ3CYGIjGTkQgRSMCXE55nXOJMZGASHfQbH3rFBokBkCCMIBc98R9ASodXz0fMUEUVoKaQmMTvun9Y5Ix5Tcc4wWHCukxjqe3O9rTG4h4pqL8xrKqh0Gnqj0DAVwRlRpJTk7+EbBSoZABFOoUxphgG+FNsqBVoRajEuqHRbGDYVBRWbIGZIJuhAGkKSrwr+NABlczokB1S7Mnw7Ml4yTTOVjjCIRZoo4FWQB52zwLQ1241EQzDqxDEpDz330JP5yimhcwquUwZLrZNnRwypSdkT3a4MWY4WKUkSpmzCWAzflTk3I8hS3SNsd7W5tW+GrE2b9E4ZI37merW/YeTW/UOBb1yX6NMYqPsfQvaPaFvMZd6rUQSh5C2D+iJ5kKlESwhIKqeTl2FJmRI4kxwE0upuEQlrEqCzLI7rvomDUds8nP75mcEV7UjBV4qSG+8wEq4lGMLAsrvbiYKS0M4E00kmAZqH5gGxyZ4mIUI6n2HwjEQUPdfZFg1nn36DsvwSb7LUYp2z1iBaLgIummjQPQfJefOyazlGRNDpZEs+ZJhRMnOvgJW0iA6IhIUi8pH7NC9//7gtn/4ZwMZj/Ar3bxjmAF5psOZF1CMce24FTnBE3fJvIUfJJj2WFPZBvHQ4TMEffeP5oXNuLGkUiIAMnSMaY+wlZBJGJ/ti82gS/mmksBVoA2ORUE76tCl6WA7cM7kQYbwNeA9Z1WTEsMDn7NcADEX1FPreIv2/UZaJ2a/EN+KuDbT2jajwHGsdPuco/oRQlizpW42UpRPOBzCudFh1HZBAv/6ZIAl+PlbWpPc34naU18IodNNGrjP933SGGANiHA7vGzAcPshPM6KKNGD7Pq4RGDoJWpJOWPLm3NW9BxNT+sCOhKhE2aTxJVNKZ92AqThZ+e+e/0/ZQ3PaEbw5bz9KOVMWrWQhvyt0yQ9rSnFvRws8f2poRV211X7rWEnfOJrv3/wwqyMVV4j5H34830/OmrK6dIEJ4yo3GzBhqWnb3G3DAdSY3Dtnng9XeHzcjHchBf/j5aoKADKHZzR4GLMty/ywXr1bOj9NUcXGWtU0AphKDxM7zVV+4ys/l7IvA+8l5aXg85pTBN85L0FV1GXdb+GWSs7soiHN0cC7ErIE5hPlu44IdgsHgttIGgvK0xHNfiMvRNC5LAEYzwX/Fk2LzKtBg9o8F1HWsFHO9CHfQENLmBkyC9ajRHGW8ssLXg2zxJVo9jdMHRuEkSMvCE0ZUH1rgeeABw2n81LPUwQgJk8HMgAxYcha6Rnt+52WZ1HZduTptsQc2hPCmUTnxu6caR/mKS0HJeAtOuue8HNl/rJMznRa0KCasDBMRwPl0YQzyrM2SQ/Ok7ekTDPHmAFc81xZGufCsQbnGSnZW5LJk7wKPgKiAfOeL30mHYnw8HKJO3mw5ib6KgewZWBMyNC1jryi5wXXeP+cY82AVwQd4fpiZjS++gkZWGWCy5J7qYoFsZ7Q3cyCVqp6iOty6bvGw/vN2ldEENZnRBkhi3W2XxAZ7P8B+O8wf4WNK+Df4PgdGDdYvzHgwoF2Aha+bxY2tuUVyYscEdjhA+GsENwtKpG0AcdbyEx9gY0FhjeWe1OAWGRyuUcGWdCPuLvFu4IzWuDgSZUunog/1FEHIWo9dEaep2noJKnAP8T5bbwnojkiw3jAG4ONh3NOn2PsFufL8B9QpgLQIwNe2S/mUHlWb3SStOeAde9w/wbzvwL4A8iyVifAzmk7jHP7Fmvta2TIjc/QBfXWOsYIp4Q3lnI/G6ydgf5nWH9C3EO0AP4Gszfu08IzsiCCib4h9BcAcqL7DfA/QnbxHnTp9Gu8vv2Im+KOk6LIC0mrgNRbhMINYQukrB/IKxsx6Vyn/J8OzdDVdFanU7HedZqdQ3dM7GQVveKIsTMLatqNItuPZ5d3BeueiizT+U5cuk0aoKAsb5jOcQbSp35HJx5qf+In1EsG/87KFLEeBaRO5zNhIUc79ZDpkDIYmN0NpP9+Hg5DmvZHsXWaIwIgiUswhF6AkBvSdnMq9F2yovhug6oHWFY9kg4r/Vmb8jMBmX+PE2KlEbyfiWTyQhHJ5CUdCxFRAoJN5tRJKBYBTJfyRdpaCrczEy76UbSfr4CtNBYYdl4ptcZ+xhoXY3cjA1GUML1Kg+lhaeQi85Ei0270WtPIl4eOhBkIBVERfSMkMdNltZlu2OHd4XVDGRCKRm/iJsdFRdIWdXoBCjQd88KmhVu3QaWPfBBGo0/bXd4PIaFBiBhAjlQbpmPy4l9jHTLzDTMKkkjr5ym8+FsI91WeGoPPLYGb56qYycNpsIWOrO81XngpnJDyNpVWGd+0Z9yHlPfE/NW0lqq80cCeKbUiTPHnLKchr68WXyI9Mmp6fu6KfjHeDVAi41I8ywiMViDBfpKgYh7oneBavJb18OfcOLZveQTjWxn2OXZG8cjILEOeBDywv5nSHf2U8kMJrCk8x5lSuRcJ04N9zXXP7yZE0yKpdU2EQ5TKqZFW9UyP/EzuD0Xze0bEfdRk8KeimlGIcQbmeE5SJlyL9exS4wyITJuIrtZdEgZeQrQThjl1lMjJpJn8IxkxvfF+iz7A2pkSuFNB4z0L3qhMhnE9x07FyZE18nmZbK4zLwuU2l2itnknwVQSuX8SDjz2NoNF0xkmBsefXtfnrN1fjc6MKEtcANKhx4iJWV9YmE+YJjvQe8RFq+dc35PGFAXGss6jMtkUJaGOdQY1faeCxOienZHrTmu1H82Djg5vMNXl530h0ecKMELR6dya9jvi/NCKCz/MSBaBn7glZ2lG0UkA0n5NeqN7i1z9eTivoyYrlQdlBfBBszIPkxFH5eK0D77b3umYirkVs/Pk9zLEWsl0BBDCYUNcumfITIKsB839ylC0G+cpQXTNcUOJlmI9yruatmgexyz1g6cTJ85iwh/I8xmkSgJsK1hgPG+TvwtAM7MrSkg4qFxiTPh90JbnPwO+YVyu8LFgtGcYNkQKORV9J3zHxiAY4fgA/AJzZk54lMJyltGwrJfLTA2Ve3CV+BFdoHFA9+xYwy6KyZ8Bf0JczL0VfBKedER99KANbht8GVP2h8OkZCkSaX0CTJfbGXyLNfkSARImXp/lRSQHDqAz4ng0YPGo8TscJscU5QNvKg0XSoQtrzHfFkYx35xG/XBiWKPcaS37Ep/1QD3eHebh4Gkee2FAUwT1eE4eHZmn3+DWMcaVnX1GRMmxV2Nt4qYSAULJgWZXRAbGEob90SnLhoHUKKu7bUgfuP8A4d7Rv8nbZPAR6QHXjuTamptOvpfv1VPhNVblFBS6dRh7dlz6PX4/o/NlhPciTeyfq6+WgIpd/8e51LuH9LxPHqnnd68WuY90G5DzNhGRn5Xxdhmj8Xt/r5zWp2ckm3mcHxiqvKv57yd4zFeY61JQyX4N5V9C9vpNwSvz4wsfNUVLBh128TBm1Dk2BjBdg/d5x4Sg5I0IuNDzhm9wrIha6JTxEjsdUESkvyJK1MrIyFKOulQ5Wzho5fwLvnEhr1TGm2HK1zL3G1TSKSA+GJCW2mScXSwAviHq+NO5TmHApYcbnRBwWJVB2+DzDW20MqbkBoO3M1cRs2oIh01DBEZsiLk3RaOm0UZBEzSWk14BngEyuX/5o8hn0WNlKCqKtk+eXA1S9a4HXTLLEkMqARj8s09Zgfc3wnlpLl4xcfx+y4AJV6klGZxpcLVzEE0/QXJHlNVtc02ueUr3AbIygoyxmEGFMn7PIBTjLsgJQV09nQDTKZF3G2SAD+FMGWRmD6s8hwL7asCalc8V1CVkDTl9Zj9Me8w0IqqfkxjcJFuwKSLQqDYDm2KfrJ0In15ggmkEVBCinCFpxPO53ryrTbovjZV+m+BRkAuMctGRd0x9NCOKeUbSaKr7PGXXSvnwVNa/4Z2c/kEz+0Z71wtCLqSzTfXi7QLDb2jKuPQ3AF9hY8A7AwkcQFvhy2fAVSngBlsvYTfaiFM99s8WOnbl3G1XOljpwB0v8L7AWlyUbXYOGctoIwJlybbC2grobhxHnOXFWIp8hfeQ1yUITZZAGa5RJusI+UsZsP4rHF+IHwbgFWgseWQbbBuhktmCyGQIfDF0GP7GPSZqDMqgJVI9aDANdXJ0+A3oG+C/A/5XoH2B2WfSp3CyBk6OeNaXuP9kNKC/hC7ZOjCuaC3sZ6O9BQqvL0A7wfovsPEpgrkdMGZ3hC6zwG2JoN7xCvc/EHcDBswDP96A/hv52TnKXy0vPDeveBcFcGwHu1O1z0A4awbdVxuyHOWI5jSlyR4lJ4TAGjTQVLrJTtyHUcYuZ6g6IbAgnDhbCRray2RQFnVjH/zc4Wgemc4m+pXLuSenOdKJ7dPOkjAwBau3yUcZFFhlpGk/ZfniQdhJR1KWsQQD6lzuCsCUciOD7g0RdH4Gxgx2nLK05iF9Rl9QL0ZHlICVI5rPJB/eIKd0BJh5sW8Tzc2mE8VoU3YZtC23JfnRT7S/oxyTovs2IkgIC1nGQbeJY0XeA+Ej1m8DugQwAVNSY9DKIkAER0SxmMo/gIAyR5MjwZTGrvRRm0Ss8WAY5zFU5mQqvhEVw/sm0nMugwIZtvNANFBIeCG+XymIXGJevkA3pqfxwgaAE+ICGTk8xMhGZngYaxu7PcX3CzdzEClVL1mIP4B5IZkB/gRF+niTUcIjMtU+IRwhNDbYhWDmgUkbRsAk6gXbPFyNRhp5tzcZuxbAnyauowN2RVyWFLXnrIdCb5mCK4eC9vq7CAchNTeUONLm51ynZqDItaArNg9gKld6lA4Fn7CyHNPhvhGP2pynFL53QioN6ZSk3Os82QwhGGkdqM6VUXriaDb/Lh1gSmvKkKG6sivBUohgMhKOmYOo5+LMsAPR0Mc5vtavd7XGFmckDWZ6ZhrHQkSrhonSX0adl7nuoiP5k3xDe1CYRynR5bneeM52iu79FgJnAXHW19Wa1cLBmAZ2MZpkQlS+jQp9Rtg3lj5BGjDtSKB9rjWeqA6zW4I1HEhi4oJp59jEDVm2DFyQjL70vAvfx4TtNFrozBgiBVYZAFo/6xWK54hW8B1XreJ0GEgICQdk4rsiVWzMcQ3FsJyaxoTR0DlV5o+8/DrrWrSIkmgZz5q3uY7K/OlAS8O5G2l5rcnbc4/hE1YpWDC913c064OWd5hovhElbrluwj9tWxt5LaNeasafq6dCl9RPScmU0q4oH/NR+lI3hMUO571EfFQ6hIjsAnHaJ30Jp1UlJzowo/ye/chrbtoLkxIgIU/PTNpiyR+0h3JsB05l5gN5pieecn/yLpNY187h7gOzrALxycZ751YGGpC/5Xkt41Qe5ar7rWUzw0W8NvFKCmzHdAhSvhBNkSFst1f3m18j1d1Hgw9dAG9zC0g3vNEQgqAZpr3xNWQTP5G/UfHzFVjjDoR5hjuF/ZV7qMwBrgcj+b+ZHNFABFq0xJGoMU4nYNN3NMYxM6mNtYwtPGYGk+im5EKbzuLASxmyBnThq0nx8wazp+h3caCxli9hFeSO0X8qjcQyLs466d5pBAPRJy+VpZFE6fOSpxF0LAySTnqsZ+K301gY/QmfnRFmgI1PhHWlwZ4GlkCXnrQuSyRpjOGwTbCjA60zwlX3lPxMAEl+L7zX3yPFj7ln5IcTW8v3oq0Fy63+MSmo9v44hxlAUJvvnpl0Rb3MTI6jBLBfZeWZdVwvv9UjcHTOZFaE1TkWuWj3ucYY+dzeUE++XpyeFaZenhOM2QtmNsOBLr9r951L72FQ90XZu4D0vZhLXe/Mbp27YGW+HzdHlGECHSyGCwOzgDAwb4ggmjC2KzPVGcQxZxvKtPGS6OCNV5gMaHBEloH4szLVDSppmFldo8Pyvirj/8OoYCqpIAMy1sl7zGHtFe6D8qIMz5KDvDwvGS32rIm+ulOs+gUR+PKKqMUd46kcMljDOsqnnGPPm4LhFLRDuuJhmGgZePIWEccph9P4DiPfHWXbGP3tF85Vxtgo5bSLHhU+ZLQlkh8kNpuekS1BcxZC6/0Kn7dYvymIjpfmOmve22dMp8D3nRBV9g9aTedHC1hOmSvwYkbqx52ItitrtIgQI6Lan4gH13g2DefUSy3kUk+nCiDjl0lfoLwT/+g7+piwyQ/1HiC6kIEiimbefa8/q+zJ9VKuiDPAB5v4K+GBFRlhmwGkDESFpUyXdsHMvg8HA0yBoCHTWwZ5jTmPktkbIBFu1HXQacDo95RT4OF8R5l3Ao/Oy9StRGfpEHCVLl4KfD1kJUPh50Un/YnSrc7KIyGbNeT9JmPqJG6GMU6wwUzgscCGoS0RqGODTtDOqHvuS9ruxhMUhBrz/BowYsWNAN1KehIyTuDfW8gkzNaMiO5TnK/2GcAfUVocjbregsgQvQHjD8Sdh7x7CyfooucIjHuhmB73gsQRcGB8BvwMK/TG2bf3lziTPoBto1jeYAvlf7BUKI3cRv1OKNM28tzxFOesncOorSAYuwB2Cwfq+AKMXwB8phz/hjhPC4+HITIdvgFYYOs58IwZHip9F7Y7hCzL4Oe4R4Pl5/yZcwydatiZjk/ZXNaYqzfKgScYPnOfXkh/WDavzWCs72Acf/O5rEiiMsTsQzZynVf3CDJPhzE/g9H5oFJY+rflUGaUpPLCY5ZRzUwKnjU5F/Mz0dFBuiKeJkd1w+TV6qtRbgubsvOcWt4LtMXZkvOriCEKLk1bhzEI2+hkzPO8UYzi31JdJSl5h7Kdgw5GCWjph5JZk78aDjIz94W8sKrmKQtZHZNOUzeeG46HoKMAebxsND6g+xrTh+uSNykfmEMZXnmvTsp0vez/j9vPOyFGVexYnwqcrDVEqZ0zkUDKmaIaJPhFemco+R59msEWTYMMZmgDePmqBDRehhNCkyHqrQkJfQJB3vYmBWvwUhf2lUaqEcRDxNglSEQWwkxxdWQJIVeU2TdE7fRwQlhuKB0R1kN5Hivgz3uFYJD5d20WYvOXZ6A1tJVYd7sE8VEdYePnvQpmBuAZ5p/gxrqB6YlfAXuG+wbfWsDTLnF2GcAXpSCNjg8rMIuJSSGW8groAjZ593kI8Iq4jCiMBeGMOAG2RXQgFsTFZjPy83vNMlVZ6yRBkZfPdDiL0R0AmHVQo+yMF/XwNCGIBHEkBQpthJMIApAhJY3RVZgJTJSAM+9OcK5xF5eGmcFRDr+JQFQlnMpYZgToYxkRw9mn1C2TMqBIAihKzpNIzTE1manq7coc8fm9OgjI2G2pXJS1qMb37JzwsPloPj9/JfHTuzm2jNmGBC9K1zlWySYxlWGioIGIeJIRxupa7jR3RpDKGJpRQzwLKeQqY4QgzYuZR2FcEmgJT1+m4FrXmQ4lDs0IKGUiTYbNtH1d5mRMAU3lJaLfYv3KQqsXNAOmSClFl0BMhTCzEIoSTi3WH8rOWmAbCrSbzecbmG4qmIWC5+0SNL4RN1Op5FwGI7kzqkrnM8aqe8YZQxGpEZmouLxprJvZGHQ62DLx1RF03RF0mZkGoTNKmdGeMUoZNVKS/VDoj6gr7r83RM3Q9qOSwmwSVjivvBCRa1QUmoSpMSJqwinw6WLZRCnhJpAXk1rsf14SpYeH/vCyJvU36dnsfApyu4g8RQ5p6wylgpj2zva/ve410kFl4ptJWjt0r4uRN8/yDupfWRiKvNfc2P+u/JQEVvC80VBN435+YYigB9bGTYMznVyij24Npns7EE7r+KbNJeu9Ag8bTOlv5XsmlYYSKIMMDRYpTCON2KYIGZZd2DmfPmh+ucQ8oSyGyAzIgElGEHqLSKu4kLXDPO4kcF3IiiXOeTMYL2b25QR3o0C6we0PQnNJ4T3+E1HD4bBvVHAb0ojgEtzjhHu7wewCLFdguSCyMD9z68OJH5dCOwZhMKOgeWY96sUH9Jc8N5YZN7dQ6JzBM0Ncm3TMQnGLzKPIBNZFl9ZCYG/LRnoYMpGPkO8w3mKchc/7M8zXmdUs4yINpzpnZhM3Jy2R/NGJz6STMgj1UOwCvyTHIfo2lRpokBMyWJrzSItejHCo9vh3IMcyHdU8Q9bOBa8/alb+Wzm2DEai3FR06lMk4fNdhwJAjqMKtY6i0vzWihzmh2/s8CzHmsJveXb/fs6T/ciIlkZbPZWO0JmtMSN3q7wkp/dehpoyYoGPaGcpRVi/dwtn7o43Ht+nUfA94EZ5rtJwwfJQ9jMDCoRDH8hZIgSVR+espgMihnq/md+T3lwlShAZu7ArDDdgnIMGpf45s2FH7pVkEkyer2wRcxhLH+kzwxtx8YX0d++EgO52yvsUTvlM1kpnFiv8BM+62c7zdgHaW7D8hI4CzWQ8Vn/CtWC6jeWBOhw+DOZfYP4noP07YL8DGc0Z2e7hQIno/agvrvJFMm7OoKko4zRlA7dXRJawjOifYTgjHA0MHPQBByOIcUOUU5IcqMxO7YvOePlhgCH6KN/ra0PKxyMurs2NlA6bjnaVZpKRZSUv4eWyAOYl0/N8fdiKLhhyRBhmra2YZTbCLpKBgYSp2VbOv7IdG3FjhdlzwBcKYnqDZIFYeksYOgMjkPdiDUxZbZnLSQeNE/1DRskcKK/yIXlYBnUgeFN1zvQq04kISq5syNKULUrNhJw0kBfHG6BsJOjOS5PzgQEDvBfFMyvmigjs+gLwguwqL6cTryw1zDya18jvJ4Nhjltm6QasLMtT8xykeBzynmUZn/hxLDA51DzoW/oLG8dqyLlWbphn+TvNO0tvLwFbBcdYfwPGNvX8foJvxO2+wJZGJ4QoyQgnxIJ4B7zz0leg16C2Gwx/Q+gOzCQdLwgH7RcYzhjKogYvaZZjoze4nwGcYS1KoPt4jX0ZA2iniPg3IIKYb1H2XNmndOI6FjQXzTnHfucWUiewNe5nGDdY7xh2AuwZGFv0uRlwdWBp8CxfThosJ4RFyXXvxOPBwCf7DNgTfHwC2gLzPxB2tSvQLvC+wvoJ8C8AvgCrwdcoYRV6o3jcDd7+A+GE+AzJCG4jnzGW+bLeYj3tFnJqp1PC4zL5KDkddle3yAiYFxyvYTPt4Tgy+4y44+wLFMQRdjid5Y+bSsVOAzh1xaya0Ol4Er4g1pVmJGbZ5GGUs11ZPORlkF2zhiTHpeuZdSUaRbqVEiDpV9hDmaHiCsg9I4OPLC4tDxLIjDUJl9ITFBhtDDLqsg0GvXXBYADTRoywIbQt9KisVEBlrjpfTJzUkXclOPd/6HMpYuRRSauL7GJ130jgEpQTgvC6L0WOcwXVPxH/SduGzXOGMeUf8U8g7DuyPaBD91JlwH4GTcoWT/j+THlD/B1OiGkMVNRfjWBwQGV9lEovJ4U2UcaNUbkEBSx5ilQWo5M50zAefJsKhRl82fJwhHCltMJBxArGPyPiFo47kglmaZLu3EwJn2+xKR1I45kB8vYCr4jLb2ZZlKzV1wyK5EwkNsLMDNa4hoxWTk2Ghi0Pg1PhpAYPJZOlrNLD1yhEj1MIDGK6bTJOAEm8jRdbZ3COonGZgmaMvFRqmjUdqitqqZ2QcYpR2jyYmW2UtxWFasH0mhO2RHaEgv5jhFNGik25b6eOkLgyIjSjyqoilUZ+7t8QMMSYNRb27/pulEmw9EleDiBBN605SGrMSR+dESl/wEjrbH6eb2D2k424LYcD5zkjeKdwqcizVEDTjToF6B1+IUSkJGZe1gpgRjJakZnKWuGTyGVJJzHipfa0X8+uScCWIa8QQUStcK3Ds8cgeiaaoiHn5Q2Hed5vpjqIsdnTqGBivCLq5WwK91DedZTzUMY3TCdCrs/47cjXE9EdhGPnlhhsFIUl8YDCZPbAPp197TKPvMxJxgMyssLc9b3LCIWyJ6JtkJOAxjIg6HJmXYQgEX6+iVM6h4GfbU+nklfERHaZMykYefmIdN0xPfEl8tB365QBIjLunDA2lDR24R+Zfy0hBkjophCiOYlu1Oi3/aLut7Qu6mzIASjaJUVLmyJ+J9hoLrVUyPFsIL7X/hYyM6NfNf9Yq5nTcdPmw/pHRrRpFkaHKHmt+jGfMEjxoBobtR9TWasUMveVTq10AMtpB14eNxQxpQnRKO+34Eu6r8EozJsWNO+AkHPBC92v8JtZOwdHJvm17CYzYLnS2bkmlbOKF9ukZZpSzWhxQU/nSHPRXsuYQ2f8T2RDDP8XUnxenDd+B/wr0L8C/RXYrhGx5h6GlJRLVvhCpRenKE1k3K1OWFIeifJzU9HP2utD66t1xttE5+plbp6RTmGEOcG7QXdyJR+SYt1YQkiAXLiPlDe8MVo1+Zr64EWFzULxU9aLB4xMzrs81yPnN3kJhdYjHupS6MH9HgusOMshHzOdXRnBms5zp3Nd8kQJFJCRKc+np9IoEATsKHsnjnF9Y0zHcBOHJg75LUCzCKlL5gbkdAZmRu732nt8LKehfCvc9vzX5I3H52zKNikX8B3y3fdzSIFgR8sm+9XnM6ehcMOyr8e+xWPqGPMc1v/u4eGzv1zGHRio152z4l67My/SVdt98kHb7aPnz4Su7R6c/3XU9c51VOVXv2kcNKQOt5993VGteX7+bprHJWRmmLKD44zock6n7NKwMjJdMpIMtYPcUJNc4Pal7EWD09BmVuQhB8ASm+48EyyjMNc4oPu2IktFxtMC212wUASsOe9pCDw7kz9uHMuJfgvXWfDGIyMi+LF4mkF1vl3OJ6yxe3bhsYlMD8k8bopUFy3mTsnoTUOeQ3XzVQ4E0bey6TL4ZjkgopXzWmQNyWEZLQtgdweGeAH5utmEUzUayxaguabNQmVEtTbWm8c3ZHWHH/DSmcVJJ4rq/UPlB6sMKqMM8TMiSPJ7IIL8kgLongkZKa3ONWSg+N+GPUC114p0lmygjHueVdeziO+kI+QBC/hmIMsOFsWWkrhrs78WspQuNHVGFDujm+NOu46ZMeCTn6fTRDIbyudVDgbxZqNcW7MWpgwF88hgzABKQ5TcGmCNHsh+ZcrUUWBi3vXR9mPvykJX2AxA/FY2FiDwo+oKChjTeZfc9yN8szib1jvQB6wGeiqws3Vg5X62G9z+QATKsnRTi1KuZn9LuSpsXGG8jnk1+PKEcCb+E/eMMG0b945lfRNHaHdTgLLfAP8WwSNtAfrfAPwBlZFD+wxfnykvf4JKsYVaf4GnnlN4/4iAGYxnRKn3S8xFNiVbGeixIS6LRsiMMPi6wJrR9rXAPMZ0o/1JtfiztM01tpryWtPl0+OGuBPjBd5eGCDViecdNjbYiMCpuJukwcfCAJcnhAFX5WJ1j9gXzPtWPUqy24h7OuzG43aC+wUYG2BPYVAfI1iBLQgHcpxvM0dryvgTLbyy9BX3eCuy7ActaTfvX1HgVTgMlYmgILmBedH3QGSc3WhLBHR+9px8MFi6npWSJVR0heCdPMN5JtegIbvAaE9nYgS/i8aBwZ1jjqVgT9JjzzMbdGKKZAww0Hes4uDMJgwWJluXgkqVtU4+JhxNfkdHxyj2iEDy/Ak2qPdo34CRPzEQJKsXOBTIj1qtgDAJXqI7s97KPBTsq7UKNkW2y2zEDXlnLO0j07RFuGi8UX0CVR78fvt5J8SgCGrXKUD4jJ7OzAjxS+uBuIKNa5PAEhYS0FogghuseyDN1mKMVR5SCqojhEprN2C5hedSNbuwIDxpApgUyQ7r6wSYGKfz8rBugSwrwvDmvJTsFpf7ReQXkLU2261snMNxhvkz3G4AboUQrQDOjOSg4aAtmGn5dLiYc68slERDbKZSwODALQ6OLxRQlsZMzicALyBvj0NsipZrwWA2hHGp0UC0OFRiIfZvIYz/iPdHIL+1c3ilVfMZXHNeNO70+jNttPU4tz2cEEEsO9AW+HLO9YbhW3XJvodwAXfjRTK64X2KR2Q06YAQoaFQonJTM9wTk71x74i7usRZF4p6Cj0igI70jlp46uvlrpUY7iLXUhESysySJWHMqdG9+lzQZqRNvlzWN3OCAUU0GKBIygTUbi7AvhwKUEKXD4qn52vVT215aVeZTyo2C7L0TvagCL/p6pChynZjy+hs4VzL9DuEkOiWjD9oiXHf6AzT3Rfat7Zw6SKCx5TvQ6PHejrwBGOlmzHia7AWfzoipDAJRmMqpGJgpudVhzYEHqUB7r3+BacW3ZcTZzlqsJ94vh2RNqja6ZrDkrgjh0Xurjnxlg5Hl4Lguc5AS0emXKbCETWTZ9mrKoD3GDcVh5lSmZEDbph1r2kcazRGlj3Ky0YTflRsAEb81HNhUPrgXrErO52lAW65RW41E+sWeGhURpOZs9SdHL65NtJN+KyFD2E3YZQ48b2m/SJuCz8bBZGM4tTehWDleWmYlKLgmzt+5Npu8gCIzuhc05in0jZGHLANMwujZJBAuDKShwaMyN88DP6ODlvoUDMKeF3MX7AtsHSV5eFea6sdUM3P1qQok8ZnsIEDQ8Y20llFIfaI1MBQDXBFa4heET+LAB8/yoYhf85IDp80NR1phLki65vza+KqnC6qsyzcXbhvB8cHjvTEo9zUDBqedNkpVJq9YDohv0PbAHT8b3MYdLj/Fd5f4dtvdEKMcCqsKhfF/toJaKVmL0Al4Qb0t8AZe4NZg7enwCwZxVUmo2vf4qJmW86UH6402HvIabItZYZYiyixsWJsukSSSlGLLJjRVmRKs41INxec0QBsM37AG2yjc4+Xt8IMWBbEpdkrcWDLIwZli8lBBwArjaro8R3l4kYEHkO1wjmmyjU0kJ5Tjui3CSPyPxcd1XnmHSLzTiPhMrNMhqK2hCg6/BeI3zgMUQ70BBuUj81DlnRDZMHcSCMtZG5FrfoCZ8mrjIhrijr+XpuOmomZiczl78TqpKQBxilzZAcZ1BEf2qEfvPtGZ0p9Fdkm+Us876RzcgTMjLsiX9r8vJrp53qL3HScW8pF06lNZlQ6OZxi26/IdmudnOej5kDKY3aAjZWpev5XPEwr0xnajxugK+vajSl+I6O+FGtBVU7691jxPpliv5MfN9FMlgZk4EiXU6/J0b8w6lSBYAoCcjRE7eeYyQmwP/N8h7HK7RIzVxZ2RtnzMnf7Rj4YmaNOR4S1rzDcCJd4z4btAherEzLefeFZvJGvPVOtZkaWeAZLKQFXymsBpeYdcUdAMfS67rTg3Rc4wXGD2wUNjfq4I0qqDIwSsRnz3Li7iiAOfj/shpkNAETZvjXxOqLKmbFYHQMVATMrVMhA3SrvULtiGu8VnIAwPMIQEcri6RthsgqdgxY2Osdl3JLMIMO0/YEpy34f2+Z9KQxoEa/3Gxw3mK2I4MOg+xG/F3JFnB3igsXez/OgjIeBmdnAgAs5oKoOSOwJPNx/LspKzoR5vsv85chW5gKA6rBCJU3wxLHp9JPBLnDCmRHsinoejLbNEse6K4T0k/1E1iOdNbhoNIjfpQ7glgGTkMwqo191QgyEzaAxywKOCOr5FO+1C2WUDXn5MoAwQA9ksJjkxpJ1UZAg/6XqHKDsEtlisq8wSEeOGJWpQXUKfr+5vcC8o22/U16I7E60X+B2AtovQFthpyvauvFeqK+A/ykM920Neyh+g+F/B3CC+2egPwPbnxAy1TUCOk4vAfPtz4wnDPo1xn8Q5ivpomhlyBbOOzPNrzD8Hs6YBTD/Heh/DTnYNvjSMU6/xL77l1hLj0wlH5dwqNorUVp3XAxElP+fgfEE86+BJwtr+7c/Afg893qcgf5ME1c4mMwG7W6fAbvA7a+xL52y/vgTadZXymhxts3fYJkl7/D2K2AvQe/tQhS8AfaG1t4AewXsKzBegP4LceATQrZ4BWzNkqduz8Tbt4DpLXRRP1GnHwPhhPgG4AZrvwLtJe65vRlsXYA1IucVANYa6b4HLcd6CRveqcU6rj0yk77XZA9UwHNWFegpR8fZEN7HmTds4ayxku2XzsVCf2wAjReiZ9+TBkbT/T7sK21a4qM3pI6Ozv0S/98wg8ds/mA6DCZtdNJtcD6QgMM1timQ2NQB/J1cxCCWtgUvZbDWdEKo7AzXOORsfQk8A6vxKPAp7TYKoBN9ZKaFgkSpewc94HNJt1jGvwW9sHQe8bn0JGy59liNdF5mrrjkDjIEc0DZNfBJd82nvJD2yf/GTghr0+MWg5MQsXZWkmnhGxXvNC4AmAYnPqi6jsO4Hi5kuc4FJkI4HSEO3AzYrHiMSp8yPCnVRkaqNplUPLockG6ZxsUxN8x4KWDa0HMoMXIq0VIEjZkJhjgMuSk6EICMv7lHrs20Pb9rCEN/I5NtzKxo6zSMtg4sTDlt4bHdpQUvMhZck28Q6GGQoyI8a9jzeOYBplCptB2u16yTYHN9gxG0tURNk8c65mMrxSMvho6PmtXppsQOIZgURGCWdUliQuPPLDGjaO39AAbhZsA/DOQidhqQP9aQ0UWY+xWDHtMqpYRROEmhC5Oo7Zww02Dth09nZJAE01hzRMzK2KXyO557t4vYUC3pHfEUHEFGgsMcnTPQugpi7rTDOWNHhYLI/HQ2IMeQoBcEdwrNFYYLCWHtm8TSgLxboeCDnIwz5Y7lA97RiUNLsiSmyX2tGTOZuVQi6WlU8jy/XohEyRDYQYZKZ6a7KfKAkxheu8i5m3A/o3X0rpyChiihImVFi6LS7MaPnMbuRhQQnQUS10UHZGwVg0xDrZ6Vgab0MUSXF4JyRhzGazZpciGonoczvk8U3DGVefaCDlZAzQh8Q8X/Pbpa7qtwhsotI0Bmmad6XnjujhFiZgV/SYsySu3j5ozM21/mTb5TavLnmc+58sRm2TDxYwocPnmx9tcVuZzkgLxHCmCeOksakjDwWHvucaVONsvGxLwj+icjZwQfyNGqaBF2nCASv9HYBU7msOTlYwbEcD7TiUBhTJdpAQiFSYpy9OOk1Q6VSpBTleZH0X45bwgLR70Pohgrmmi0Ul17Ora1qHD4CPfJD11ONMJnl2VCWMtJrQgXlxFpKuARsXrErvet97+y63CSev8GeCjdeQeUjLzei4y30b5BnHOnTUM4RWNRkWnm2ik4s2Zw4EUYiHzQOI+QXwTnmCKDG9hVCL9yCkk+2yaeO0L2gAFNPFqXgR6c7VmmQ/RGZ48KjdBSl4RqOR7GhUAlK6RI0auVDjwRP2cUVziUZNyhQouCA8pAsVPp+0ZDzojSV8JLt+ARQxGExCcMzDtsGmCnWUdatN5kfDWKHwpyaIBVOW/S5lkyj/Wkden3d9teEtjhxQd/6w0nzUletHviOC7P/q4/m1+lTFEj8CU3qDfPT+zQhxcmZOXz9zOv89vzsaTtlcUiZFO9MvWYI9eyVCv0TZ33vh1gVXCjBq1YOu3r04dMr903dYQCMT+s9QCLdNxkdB7XZ/WNaQzYyyD7OXyPm0a5GJ3XON+u0oiYOqJKYsZa445CIx+dF112zMAIQ5ZrMkDGlt2cFakuGS2N7uLZwb/TR5gyy8CsWU29Kfk+z7oupB6i96QnkksSKAt5wyWCS6BI8yvM3hAFmkLWmLsUOpzjguELzK/8W45xyVFryhCmPdWYFY+c88syS9NQMssfV/mN/FoGDfiER9b9lzP4mUh/DZqY9ehlTOeck+9ufFZAXwA8BTzprM6LqU3lgQA5gd7j36F5PQM6Ew6VN3XtX7bceGRABmu0h7Mo8GYazDuiDJMTpxZklQdG3MdntW/RGcGy0MWdw0eyUis0p8zVPO0kU9dFnAnaarK2eBo7fcI664xrn414oDNnfHfCKLCS8MB1zhFtns+ABGcjR9bYkw2tr9DKHezTsTb3MWiB8JA0M/WQ6ZzJrO9dK/jM5z33ON7d168XDbb5yo8CMQHY+AMy9BkasFxjfe0b9WNFn7Ov1hAZyuEQjb1b4PYEV3bE7QyMlertgNsFcbfAG+JuhiceyThzIXo16M47o13F7YoouS44nHjORgTfKogXjji3K9DfyvKjXJfTyRgBuMxMYcCE6a6VfobjDO8XmPcwePcBtA3erog7SdawLal01aKtNYSs+w2wK6K0ZuccieuNOF6D8FS2rtHh0QfgF1inrmHISPqoIHKCt0+YdykOwP9AZiVApe8oc2QwiGAAYNN5ls5yA3AB/DfShacIDrJ535k77a/WSA9598ygXpulnU74cflWnZNiPwAwAxxLNqD+lozZ6neSfyg7wlD1WSIAdvQr7S6i04G/s0TQpDVZHSNpenFE7vo/Zrcd5TXCTncK6p462qLnPb41oIYZDRmwxZ8Bzk+8jI6P5OFjT7CqHF3ZTpb3lAO3yhRaI3lgDXCR48NB/PGyj3X8Mhgzv9JOQx7kxjLfGcRNGS5FPu2Fz8/S0D8KHfxx+3knxFoETXdkDfBmdNAYnSEWsGtIIAe/sTgkZshoZ12QM0gMOgG1MgVTApafJm+CA7cQFH01WLM51qAQKM/4ssR9E8Z0sAGgh+I+cKJw6DAz5EVMaRyg4bwFY/aGMPYORr13Co9pLEKsyZ7gdgbaBbA39kHm1EN4HEZvp2qUb+UAGeB9CcVzcWS9sDHg7QRvC5qdATtRDtzg6x/A8i0ITpMQ3eB24zwGiVYLT7HpgDltHxPGJqQamM8jCHBcANQB3ICV2Sg4wXAG+grb1qQpQdi3KIlgG9As7i6HwfrTUXp4j2+prAQjzxQkKXGuewBmpGDIOBLkpFg1zuf9+ZNo4xkxzdqbZglDCTBWiHdGdYtwQvUzJajTKURmI3yyNGDVaDqtz0vfGgiYF75rnVEGzGhki8Ut0KXr4YAIg9E0JkV99TRy6M0kgi3nAcipJkO15VzScGOat4iaiFGs06VcYUAXv0/jHBUbrtN0ziRW0yBmOIdQwDPvoK1zSCDjnsETVzLCRJDNdOYqLN5pi9RKGh+rE0IE1WQsLK6S1mcU9IgJugw44iML152w28NVF1mBzk43z0sJAcyoE2VwicahwRl1FQS2Y0Z596AFDoSzdS0HyiOTykYmC4mmy7Gpuqe5UpsXKElxmkSCKflMw7axhCNIAknTPI4OPkZFDZ5TGUPFGzYy9UybpiCY+NZY5k3M1ZAXQUH4aQUPhBkyCpPOeQPaGlFFEk6tRg4scDLlPCOjKOQLlVulc6t8wPeaX/gPKb38PZbgkTUaTudYhg4KnSGsq+Z70Np5ua4h64kr9ZWwU3ZFXMwpQzcQSsCsUz8zV1CIZxHgbMCWcHyk8jUIlcWTv8W7NZ0z9jy2ojp6kLJVDmOd0RyId3VZZ/VQ6YyzDI4r0sdO3HueOaaMuy72wwleHcueMyAfCdwOukqn79CJUHnFKXS7j+C36gDG+qIc2wCsG9BG7JG12O8eZ1dRuREphHkOsATh2wwz+ijqrube/KD17V8Io9t0ePgIBagZfFvo3OF5VkSL34J+e2MpJswgHVAG3F4osL6SDkjhIW4t3xB3K7wBWOBbZJjK8WfLNWjfoAOpb/Ctw1aDs55v3FPBZ2xD1H1vaO7AWCJTwkbIJE2cNQVGRJTjQlSj8oKW9MT8irwDAyfEvWbnoMUBGGBEJGvK5FQ4HDepBtF3+wSYobVvAOv2hjLAWttg1pBkNN6n43ZG1DR2BnIw6nEx2CJFL2jN2KQEiYfQcejCiajljIXyOSiTG+nC6DEG9QRjJpEnC9H+AXmZockw1n/C8aXzaXTCc1o1BFxPWkpJ8wwABLB4mx9+tHbyJITB1OVkATCVXTv8jJzhnJlm0OZzyRy1u7WPQgffrXvKEXIUTzfHUQ5hfy7+Pme2eyYVzWoIllQ0YZpkuvQxA2C89Gj0fU2Y6o3K9z3HPawycU9v1PXLiU0Iy4m6e0aZrxVmNVdPMPkIzrWxPIk5AGY0lYj3KJtnKRplPXDJ9skrewRxmcqnNQyWGYoAvIbhJ67rteCOzWCIrvsLB/ntDeE0XlPX9GaAX+G4wpyGMyPdSbg0mEUG2sAlzoKFzGDGi7jTucI52VdEQFYPmmNvcEYud2dVDniSF9gN7t8AB7rrLgI5kuMuIPMz95u1uoGYW0OskVGX7hfArzB8RtyNdQl6yrsM5/1momugMG9hMLTBwBhDGDIdcN4j2P4hPh//n5BlHEhDJwyp7zcSM7wC9opwPJwxDaN8xzagvQWONEYjD+rG9gl7B8L7NjP9Jt4CllUaYs6t0GfKbZJNR9TMR3sL4+m+OxhuMPyBuEvuF44hvhEZN4aFZ4TGbj0lG0JzyKE2DYKSnTfATjTwC988Ha6xZ9IxkE5Lz2wXrVoONsoKdNzPoD5MHQh9nvfqvErH4dNcHxxxmbzsK3TGSY5UqRnvIT/JqYGQcVNPCEAgjabJuLkvLM3sLeTjNOIfSrtmlnLKsFyDVf4CBO05iUxDGTJhuC88JO1LoNPwB8x0+wsMDdZ+CfvTeoW1GxwR4dxUroeXOjuWcKr6OWgK7WNur4B9Bm4n4PIJGYTbBnB6jXU7YPYELC9krW+IS6Qjk0UBK61R71i+we0N1pe408A/AX6OMty+wXDC0uJy5GEhd/ntd+Ib9c+b5IQT3Ay+nYI++x8ANtjyKWSx8SnurujXcAZYh42OcboFjxmfw1HRVtiywtYOnCzIzxWBX+1vAG7wfgHG4H2oiOxOW2Fr2MYcvIulfQHsFE4IDKDfYLcrjHg/Wo/v3MMe2JThwLvD/BuAv8TzGACe0JLGBJ72Fggz4LDhsGvIg4H2A+ZvcP8Kt98Dt+xPsOUXRDawMpAG53mm/zeypdugjNme4JRVf+T4SjpwCBRO+sSSpqa7c8XrFficdK8G0VWjvYjCmPxdZyWz3ETPeYfEqFnDHAsnhG6yEX9osO9hjI+7sTrCca27OpBrktNXmV3B6xpUhgrUCTwv1NY5v7DPJeiW3QLBHCwLjsn/U3QN28A+NBJQNnbq5Boiy0n5lE3I70y0RWWupZ9Il17CEWXbILlbZp+yZTkKn7shK240OTbkNDO4qoNoKw2YTm5JawwIz4zKJPzl98ftp50QOagvDApVagcHKQZKULEwRc+ld+gQvZD1+FiXU1FiRs/ZLorG0ksfdxIEI/AqqPoN5htmOjfnNshIh/6NNGTkxV87oE1lJdctpmMUqBRVN7g+RTUujd4oI190+FDqX4lctAYsFE7pdauK4T7yVNETS/TjAIphBAANKo3Cy6zZh4ykJEN2HuymyBCmLTq3UExyADOd2icSmxQTGrvSmIXI2ACRGXI6JeZCjhbPaNXvtSMSW/lVlRN5RYtSsIu8QaGgRdFLYckwBZUl31HEVPTIz0pEQ0aulDMWnx0iBTmOlTkciaHlu7uX3veRsxH+SwmkKCwGwIhoRaKAUMpoOlO3ihQ7tingFm9Qrj29nInMPfe5rm0O5vOj3M4plCoyJsCrOvAyVAl/1oCT6c4RQGfTtcK8rE97X40I32vqYZQ/W1mrGJOX73WuyucmHNIay7oL3lgamSedmM4e0aX4LiPLvfTlqnm8zH13jV0Ny1QQku7GXIPHGVAFDWU9FEzU6cooaDGbSvOt0fDj+UYyxYxyK/STODUdhzPqGcCkgfxoMmYrx02R05VPlD4w98mrASSjJgTrVvqiUpUZD4aMzieDjUtddabkTBIs24TxD1vda+wdjzuaQvorRSvvViCPtDHnnksuWTOKGhPc0/llRJo+x/RZWiDhXSJocx8TO9Q3Cl2ty9C50NhKw1eHnpGbyR+Sxoi2JlM6/CSTLOcGc20AlAXpjRHzTTSYNUwZZTPh4xM/UsASfI/0TGUF2hw7d0awmTQso9Xd6URsczyOk/e8SAAFAFe2ipw5oWSaxoDg9f3m/Y0kmI5AZo14pXdmaaOeMBX/l1IglK2OvTB8Rfq8lelQqcU5znpGS8a59UJvpsOQRucFiX+mwJUE+wLYEzKC0hBBDlLIBkIhtDa3bZfZpUWOeVZHm7SCe5IRbrlPxF2tu3GvKWu5spNyKZNHOuVfc4dKM8R5c4SBRTTlSocjjTxZszhkbVddcfN5VDDpx3TCtjnfgVxTZhVBRqYlZeNQxAaw0Ok3DjDLC6yXu8d9h2+5n+Jh92jiPLf7XEHJNOJhxcjtx4HnOElWipx0fCb/LixsKsK1b0kxeu9oaK90UX/WMfSl75nYbvqkbzvaYeVdvVclKitPHNZTp1IkHi9/ZRQdIxRFr45QTQnAdgvc9TubHf416f27Z478A/d2y3ev+O7bO81Uz1tnRMYP9qtyBm1FKuS7ubLeuUkmA+zwXGYylfM1s/Emf5iBSyzZmPureyLK97uIqAXwiJCdBogT0VnniKVdVBYHFyiL1hGR+OEAuPGTyIZw0lTDDc1v1MlYbgQqScigrR3/RfDPpEcOlf7Q3RJOx4l5h/kW03Tp1Lfyw8vsaymmpkjFmcEynUk+55EZEaLXLde9490ydGWGSaVB+ls2DMoNB/lk3hnxnaY1UA6e2KufPuXEpEflNBov9iz3LKbzx3X2ZFvR3KjHZGlJfY+knykPGFCs/xPFMrtFdD0CSPJi6nxefOsoX2g9+lsZw1PGdMEn5yKc1wXw5CUKvMra8TSOVvkToSOErFs+TxJCfIL2UfCr+zrlK8n3k361+Vv9Jdkq9CbXI1zT820+64E7lhkdsgFsBebAlBs53A8cXgEGlhhbGrzRDsSAMAcN+ViiDCkGlPkgUOl+AtgTnW7G+ZGbtAHdvRr3REXpJPiUbxyfEJkFT0FL/RXmV9hoQDvDKn8zyooWcra7ha3QzgmXahwGnglLynIj5mcy/LYl6O44AX6GLWeowoa3EyITVzB5heGENHwbg+ZUkoZ34cSF0khaGxkdPRy8KueGAR+895Vlf7079VNeRm6iHgwQTdyRfmEMDLkhshjCTpWBCR7BrtHHvF8PhghwagbDJ8hOGhkwn+A4zzMv5x8sSgRnoF+jsXoAt78hHCGvwF1ZrKCbzoyD57XSgSQ4yOyhyuqdn+eZ0fkWno/5fjm/mWneSh96PudQZQcGZ8vmUbO9RCtUNUc2EGX6Irso6wJpkSMcD5T5HQgng8pLUW/YBUPGfseSKs0pPCadjaoYJL4kPbHQWEPiSE40M79ETwsM7TT3i3inAPBibMa0t+3Xn3dA6nfaejxoT7UXZBk89Um6v3PQap+PMuDH7eczIZyXO43TnHRr4RhoZPQ11Yxe6vBYizBfAjmGsabjE6ogZxY1xaQ/ei/pPY64z8AApcu6UpJMqScba56doMs9I/XcsoIAhiI+eYGlbTAzNHPIgxk+BSHONQ9VKM5MaWuN542EaazhgbYWdXWH8cyFx9aNBFUCq52AU0SFW/N4vrO2/eJzM90BPBO54nVXytVgyp+IvjMFayz0zA74GnsTF9ueADKUYGgdjq8UhGKoRqXaNhKIhQzVblHzW84nnKG64oCHA6LdMNMAg6kBmAJZ9/m7iAP3EU5ILAGEfYphKFrcCp55p9HilLCLUULgNZv46eC+SUgSAaExIyIqJPCrVaFBKfVO+yiZu86J5q/oY12myd7kPIvSE3tYTD4xiRJfzjkoq8jgRaANwudOQwHX5GQkcvJN2+JSuvTpnGZNdGsanwYBGbHlIPBKMGWoH8iyRjtDZiGqFE5NApoZmp2Qab+6LBTLNFS6IpoiTWyWB0JEuzEzIGZbPPATcB+3LI2wFT3ZoYtCZ8orL93TvS6jRDm6w9GAxkiuNPAVpk7nQ/iIqCx11pDVFk7uAJVICzTzybRcQhuFJVdkLZ26bYPKc8xLsm3yB0Up80KuGVl+zUgIzzeMdBHIGuRtYGaznYDhaGPsFXU6wKIOapyrEKQkadCBbMAsEWE817bTBZRFkwpzOpAjIiGEssn0zDpRNc5K5EyVSNS840Mr5eVLmTnEc5SR0AMYEh55lrRPo9SOhfjGj9BNDE54RlwwGWRBmsLQZD8zykoOpg2ROh1C047ZmwxLEgTlqDlxf1gvuTHVcucEowOdEU/yYSqKU/uWTkfV06TTPTOI0smsepXk40PznBGjoWSudKKL11NeaIykBbC7XAwWdMIn3JWFkYpdIy9eIopO7NxGlGbwTPUVn6cA7+QvMr67zlfhR3YK+MhIqKhBRj5jKPLvDEWwOxzoV9IzSztGXLIWvCbue4m+nEJlkHEnbTPAo06nKeMmL0v9uPXr73yWxoDBSC8ZuensyEvsegH36PClw9dOGSVgH3XAB40YHb6xRNIiAZyKED4X47uT/r3BlkaZ3ukEYIDFYrz7yrgsluVbaCDHCrfz3Hu7wfz3gKOH4d6vZ/LGJ+5LlDLxkwz+IXDHXQheagN7OFM8FP8QHcW/aajHCjfH4CXYcd+YwbbAt6hHDfgixdWCdnjc0+C9TwXKuUazoNl2gRy2EYy6hqJ/pcOMxgVjnQFbaFQZksLCIJCGUdE3ZZHQ2RV7tsFpoIgyaiuwXGHnN8RdEHKwhcFVARhNZQO/26ozBJQZCm9LmW62d3+Z7z6bl6WKdIpSCv9JN1Mi3cuP822e2aSPxrds1/t8V70qmvE4Bh/P8aYr0o37U6J/49s++Ydh4gLIC6v8oO5prCghF9g3fwfDlM3LygHRFpufacjsSRBWlskRRnOMut4MWCr7W2MWgMlDPd9fMHfT82fuHxI295o1RosPOfUiAwm+oKHB/Tl4XwtegG7Um4DUSfFGchKGqszEcMRZ9Mg8HqoT3SILUXLoDDBa4Qi5LB0SWTZDckf0EQ5DOT5OgP8KMKMMcMyLswWTkH2iRjgNhTDI+O72Ge6fIIN2XPL6CuAZhic0fEXDbxj2DLSXoPmDWRV+g7K/E8fMMeRoNfFGOn+de2jPiCxsh0oRxTm5ouENEVH8hsgwMGTpS2wIPWklP7OAAc/9Xvh7QwYGmIX8oihYRcVnpOiVsSEy0lMmHidkSRQfwW9gk8llxqGyJL/TatnEw7mf98XN8zzvXpAhCYTwRro9audctWDBcbLUyHniERCyoYnvDWRWWZZJppGS2dAza3pA92hYJw2k/hWXGHPM3bpBWYFylxwkfsPMnqQsbWG0s7yfg7IxZWtvYYOJeuXcOwejrAVT6iMAZunEJ6ShDIDl/XMhx2QuVRpCC81rMqjxUwVJ5b1yXGSjLOcgzKVnSi9jsGeWDdP+0+aES6zLN4SNaQX8mfvAbJLUy/Hjtl7hdoKdFsBO8NtL2Nbw1xjLnwFf4f0GH1fg9MQMyAik8LEA/QVYLjD7FcAVaK9IHXkZwDmM2ANB64C3sBF56A1Y/gzYiXZ1h21/A8ZX2HimPE34LBbZ0bZi2AkYG0ZnNmv7TFkt5A/rbwi9RtkGcaeYbZF9YXhGyIpnwM5Af4GNF9jTDbYuM3CLWRjw3wH7D8DPsPFcaNQrsP4NETz9gric+v8c+7FEFLvbvxAlXkK2hcF9wG9/g48bmkWGFzZWA1lOGHYOJ4gtcNzgrnuDwjkbF0nfYO0TMF6B278hg1KSngdORAbuZ8AWdPsdwA1t8YC3/zOaL+gql9eW3Buj/OjmsHGD97eQUWijGOMEG2+w8a8w67AnndHvNeqTGdw8deYdj6btN5zSknfifd05mYEuOPGMcXyetyCFDtlxZmY5bWVynFpknChDdzoz5OCUY4ClxxzhzLIt9CoEzQEsA1iVjZ8B6zKwy5GTlEPyxFOcheRPsg2QdgIIB1uZe1+QmdvGs4SWfDbsKeD7pM3xRcy72CGCsut7TH5qgevoPRyC7RnADZHtJ5ZjSFN/8nLxijPFHNGzU+BWk3wjunZDXnKtILpdIKMh7+yRY/unAjL/nkwIRZD5moR4PwQ3Rx6y1mig4WEDJgOXJ6lIx+FEKIQFwLwQQwyZzgfM513dAchoIlMEojw7ReGgMSxqHCqCe07FU/gkEjbjoecgWc9yxUydPVGABZz14yKijUZM2zh/GQQbHWQ0klJBT6Yk4WhQ+FC0WstJxveyXErwKpcoeVMqLAEMKtrs3xgJKQN6KhJkvt4U6VBSBneCpA6HBMSEIHJSuceMfJB3UvP+bpvCXRqzFXmS8t/+8+ySAtOElYiel5ex71/9yciP6MOyKx7czGSQUbQoSzVKp/TvqcjNj/exavU3jWYVjvr3u0VWR4s6FvPQrDS/IxzKmMVjWpW/jCLfjatX48MZPdUOv+sLE64T5mUNKOMc9iRhl/tIAQ6V8ZEmKCLHgDRo/hjRODbxUue0znX37zn/iALT+OVM5t6V+UOvle+TYcnIg/LuPI/qaQqvVs6bBGrQ6beHe82AebeWdMqFAV4RAK5ppMcf5RyUfXZMBVxQyMyVWJ8iyTMqUPNOI5POad2HGlUy+3f1Y5qaeqhnpR5vwZmwy7nRwVpBnaCJ7+e9Gq2cVSBxXk5EPpcOqwTe91rb8bMJQM1RQ1nSMYMnH+TJ43ht9qkI7x0UiiNfa9/RH/JNwzxj4n9umA49Gc4lPIuOFJzKrKfD+c8IuLLWXFX5fAc7rb2cfS9wS2ZJo0uenz2dcdFwtDJ6WXtJLY3SgXqX+F3XpTO4Y0I6I46aSXccyzg33eUTTjKd7En7Y52SVxxZ7uwAtxBO333xQevEJckDdKylAq01hmOpGuBiSgF7y0vpDLI5OMv9hFGt8E7BkQLrrCmtUhIOZZG6MnmkoGn4XQTVTEkWTcoMgMw8rTxoBkho/6YoEONYlo1i1Bjrx0Zk1iXWdQw8yCjCwpMB0l4ad8wDjvDcxshOPXHtWu8oNKl4foyK5KJyJzpXW443M3l13CjDGYIG09Gx451GOcxZE30QN0zOmcYgI72jEi2OcBKhOBK/14403Xb7MBH6IIfku3t6W/nw+280lvDmyOs+oMWicTsery+8fF/6KOSxMMnDPPd0Nb6ZNHJSgz0ca/DBnU/fUZWPlvT+zTm3Ott3ME/6j/3nPxjxfRbLoQc7vnGPmh33fD/v7xlOZpkX8WnxYdGjExynKaeI32OeYVd5ph39iLXlnSguhz5lfAdCoedP0oZJL9J5Q15pGXAHKHp16sJR/kER6tNphclfaoSh5qVIT4BGqZV70uF+BXAmdH3u1KiOn8KbXfTMsu9wK+huNWVcGrImN5xOmrhjIow5Ktm2IiKd6XDxFVFiA5j1/5kR4bqfQWMUowmqvqhSxjMAMfc1D+jkAdFKxqUBadTPCz8VyHEwvN9tfCZlEdEf6cnllDnmPPJsiZf55I3Unx0MQky6JOahsSutET4UnnGX5skxIrmvlaAeK/wEnANlhDSIiR4qoIt8JOVKBX7F2rIyxe5IVz2MxtPcJ+EA9yx1EgOOAT07GNcVagEVRrrXzKBSsfNdnZ2ilSfut9or39XzjpThcgojP5+ZDpHBv3vGDVlXX+tyfJe2xfQXguR3mAy6fgbaLwBeEGVkI5AgIu4ZEDc6IoC2wbGG4V/yU2OWAp5o3F145IN+pPzUZFzt0D0QCmxSZhRwnvIGA2UChza4vwLjG9DiMuta0g22xjzWSYOFx0FrVEKY+OCdFUXIQRqDOfKc0zk5wj7powE34lPS7ScApwhSsw2wC8KBEPjnaUsh7o8BG7yTIcsOe9AeE/6S89kKwwbDBYYL4vJqlB/ZQInrHmW28240lvC2FgGPUW7JoXs9Jm+iLDaEg0ucR98mr1LAdNM+PcUeZkmj7yGczkc9/yx9XnDVGVybdo9K1+ABm3JJctKAom8l6XYn7hV9WMcx6an4vJc56jubvuFqT9JeFn3ROa5o37Rx9dInkHq1VZpUpLE8D2VuUGByWYsq0ACYAdwMYE9egjmGYU6j2HNj5rpLTzTHygvsSGWv0y5wfFZDFt5ykMst5237PnIqRWbYTZh7nDLsDxz6bD/thHBFcIyXID68UFC1uhQ1GjWkengc7ZkLBuAXREqSPNQjol7NQ4GT52wANp5iM9fr/D69hg0+mHJ64MlxiUx4jLOeWDcoYiVwI5hBeCoVKTAi4s8R9ZFhrN/s8DOjXt4QtejGBe434PQMb6e4n6EtaO0GtA2jdcKgAfZE3q/LhFhjzE8BhktEeXi7EV+ZWty3cBL0G3EjEN1Y49fsAmAEoxnheUY/T4NB2yLakIJvbHPUPItLfQbQL8iIPbTIIBmIvXRnpEIICJEVwLsJuN6898CuMFwBi9qmzsLCPjzqusOQgqfuAPkJYmgSSFTTOKM/4j/pNrEGaxa1lVMeLYREAlgSLkwhLCPydUzXQlTjmRhuphuFk2oa9mocmO4RmUTZ4FpHEmHM38UK6mko0HrlZS6ZFXKAOJLYzLHbJJh8xneEsxCMYuCqxCc8+MBMO5fwX+YrfHRG0CcjkBOMqaAyMicxU5/G/ZPgLSNipIa7osQaoFI97i2iCl0Cyxa0JglfzM1c0WG6QItCfgqv99tURiOiI2oAe0bluwTLtuYcZymfKsgOxCV/lQgHiTXd28BClO5MeR2l5qkFXQR8oixoMFMk1YLY40G65aEIuI2obQnSUYB1aoG86LVNPJjOXUdmlLnPKEnn/kuAsxZryJRwChfb4ONGNKWAoRr8g+tlVk3UqyV9ASg0ThSDbVwr55cGUe2Rx7kdQF5IC0+4xmR4DrWfu8sLxcssj0LuX2vUF69w6L6beHaXhZHkaDBywmAjapn6LmXxA3yTsJ6lJIKemy6RHkvOS0Z0yLEtv7ZbPCeBQwZwXSysvbYn4huFyKx5qXU3rm8gap9S8BmMjrdr0HhbEx4+zkiDtSEdQ1VOBiKaSOdxOlR8ohejTtNfjBJJmHeaAKFU8AypjCDxfNJH7fk6x0SsI5yFRViwDgn/eaHvEjgZqLLs8C6iQjbEXR4StouBN9f5xKNRIkGc8osR12HJ+kKGiQjrqK28Iow7uouhB51QvVcIHgZXVM7yfVyLd0gPNtLvhYZyZbM1o4B7hY03+GhBO1aHLx7Rw32Ju5z6Jyi6xxswTuGAaLxTK7dsCRphWyhL1liSg6U5fLzBGTVpdgulURezM5vRG2vIekRMGragP7o7hbzU19gv60HXMmLZANhA0/0o5GeeQRN8zk8wnBBRxnFpt48L4t4tliBAZB8MxN0wlkI+8Xdhn5R/Md4CL/oT6dQLZb8L+VTUTfbFQy5Kuk08bQ3WXgAf8N6JC2+xpMxsE0+XwY40tUWUsG0LlGUCGLCceB8Qaek2osay6X6MlVkXzMqgMQFYIroQwE8Z6u54xzzlouKwT8VpyiwE6aFRjopZY8owU7GSAz1LP1HGmzJW7avMczLv/Jk5BPrKc+TJSKccZTngnFNEU5InpvyElJ3S0G1ext7PI8ioiMWknRMO8+u6Ri/zn3Ora/cDJPZugHzH5GzejzG3Z+Qb0lH2m1f3IuC4p1ZVJtWoMpY76rw/ajNa8kRYd8DXiML2ho5PiCzaCwBG4uY+kxZwrLirh1ly3umI9HCWosMQ9xS46yywJvW4YhrOgq7aEQ66e8A2BA08M8KzIe7b+xsAoA2HY4G3F8oVYXQw1vgfWOEKkoiQz4DQoEyAT8SpvwD4A6EzP8EtbqiJ7DeWcBCMTWU5lbmoI7mJmMPhaPYaMrm/ILL+Wasbb4is1Kjp73gKXuafEZHwN8L/BcAvAL4isjQGImLzDPhnylK/Bd61PxF2ERk8p/sK2BvlmLFbRoBcsrmi8DcgLy9XTXKWuEnnyAXSZaee8lET7y8RoS4ZGonynnjGS4J9QZTTCx04M5ehPN0rrL0G/8p7lYA8F/q3AfOCE+mlJSNAr1A3Mt2RhRGyrMpTyskl50UG7NApRF3QlZWK1/htXzhvZiVksI4Hf4ZPsmpAVr6grhHngrJd5/tN+8PMHNEEm/Q16LtKc1HWc2UG09BYsjOCx7IEW+J8h2mfmnBHOmKRO0nLPc805+kevNTmvkeWpexRQkLJ9cLbAd0ZkYFGKY/8QH5bVM7yf+WQ/zcAvwDtPyGyNUN28HGNOwv834HxO8xozEbc52LjDc1vwevPnwCcMfyXmMN2C3nBbsG5WtiKnBkVGQ2O4mxER9xv8glYbfp8DXD/A+5fgfE3eP/3yGBY3oB2AtoL3Na418AacPKYZ15QzQyn5Rx98X4s72/wbWCMa8xhfQs5py3A8gTYc0TSXw3+1oDxBNw+hw3x/CuUrQU4sH4FsGHYb4gs3gvgKzYGgrQR2T5tu8H6WzhzvQHnE7NMbnBb4P4JPp5hywnWnmH+H2j+r1zDK9w+w9v/CVM/AGlhQ5SEIm20AbTfYHZDW35DZGdcMayjUV/G+BXmL3B/AsYJNpzX6LwA7Qlxb0/wqcGKMpFxuwD4x6BR21uVfu63MXlAHDw6cLOMsdMnt0QGMfHZodJVPPh+inPgKkXlPLMjzkUcQh5znT1mYyWsrhx76vMZQIXIik4bwWicY+C43jF7ynGqXGUcZzpSNJay4ZTBpb2TI8HTXh32OZb3rTIciV/eu0P+i6z2QbukbCTiWSJ7U4mKeeheNqwIZ/2V85UsKYI7eI8LEDZX3R1IWQ4Nrmw6vNLOS5rsoMxanCeZ8dAjC12BpJmJxrKUCt7VdQkpQJzmXn6n/R2ZEKQyun0bjZFsXDwnoii/+SyZCNNutEluYxoxTYgVyOhpUAmhzrLWeRBuYy1sCayBVBbj5ZppoHNgKlOFYSUyc0KqQac5LWGENwo2GRnbEA4CmzWQw4DDlKGM8OWcTE4RUGCmQ8AG8hJTCU/pPWOUTNZS5H9U85jjTMHr2MphSxhI2JfC66VfrpnnWH14CrnaXyK9yxKGEByl8Iux527NRG4RyJgGhZLvtqISmf6Wgtfyr6lUVeJq5TPX/w/faw4hcGhaewW6qmYy0ErQEbCkbohwBg7tFTcrwx7WlREaRbm3+s9j9Jzf+X2EmZdxaof3Piuf+7HPeSb3jfOtayHXyk9yz45zq+PxXXqBA18Hf+uiNxE+CWyj9LVfv+e4+rtG6n2Mb/PEiu4I1uWHZRJm9IXWLDjNFrPiM1Zhi2RsKrU06ZHt3p6RFpp7hZnw+rg3BdHf4fz9lc9+Yt3RW13fAXeE5vD90lp5bidYt8Nv0Yi63rbbHz/CPiRb1HT2eU5FHw5nIZBofgVRRGBGZhQCmvtz7E/C1zQ6ThwrazY5KH4M9f35OtCb3ZmgYpWZWvfP7zRs4bB/RxwtNDHfL0pfCiB1buUdO/RhE+aBQkd8rAyqwqbOCwX2H4DK1YvW6RPFKhrt+AD3uPCj+S/RFuKexQWeMd25J8bgiphHOQ+VD7xbJ/A+Wkeft/fkW7i2uxCRBpKMwDVMGnPs92fwLd7NPaJT1rLMAB2qiWqTJtsoa7RWjoHz6MWckzcqSkw8MuknBdUsI8J7wHZRq0eeJHpf+RDnhQh6mfxhOrOMZXD2PMiKDFrogNanxZscroSByQC+FP6D7FPUKtPWJR+5DF5cW+KMwD3HmvSvntmVBj9H1jdOXKjZTcBMiSZ9HEeaEfNwGWlGZG4Z4SxYpWM69+OIW4dz+8N2oMc7Gi2afuhe9CRP7F5u8OTWNt9952iof/nsejdQnYvffW7mEOo72/117HW3jGPzOlb9uGbJevKt/dwqwfj+OPepAd/dscgjH7jXju+UeR773s3qMP/dI0eauYeLv+vjwNfvzRHAriyA8FeBH6KfyaNKeT2V7Mma7spwr3KmgpOmA5+HHjXQBPmMAiIks5LPZNBS3e8784YhjByC0TjghJ6tBbI2RMGGMLoaTojLhB3KOnA6XaM+uAwb+kERe51yOLMysuSS5OmYm+VFwZKxG6kD6aWdEFG4QBhkj2de/K0j7wWo91QBhe7xvQy0agfUYOBAvitnQ5+0PWkxM8KwYX/j5o8DSDSPDNTTdnAyMzt6x3kwHWvH/vUdMA1Rkh9G2RRPODj3TCU3/Yg7UBUD4rczIMuK7CqQ7HgcEGUoaxMfOPCDzDqvdDPmOjMLG437E8edY+R6djLtgb8mz9C50bNaX80UY0CJzXM77S3SxWyOl5kss88JR5T9qnAAZlR64I0rcj/nLgNcnIfMWK70I3HuJ2Q3J466+uohY2GBYYW7SuD1qF5hdBBlGzCTgbXcKZJR1gtlsA4FFeUBbSyz5Vs4dRQ8qn2JmpFJBlMPyU0RbaT8M0LftaRF3A+exWkPNEQAs8X6R9CwuKuCJZE65awBzAoGknmC7sZZXBBO6KAtDgeG9HhVA5n2xJ2elDY2Buo224u0QFmDAo+WHQ7E3BoicyWynQCD2Tf+rjbRJfbOGmkwYWmGLKfmximKlg5E0EgE9ESpXgZC2gBwAtozycm5nJjvtJ1oY3ifRaT9FW6P/DsrUFg7doS0M36o75He7WSFVp7lu7vMkDoXnvGUoe7xWfYrOrubiOiDT7inPsa+D5MWziSp2slXZbzMZi62h8zEs7m+3RzvyEqJLyUAE0ClWxMqXvpQP+W36F/V23WOUpmS/Vdj1N45/7RRFP5VgqF/1H4+E0KX2sh+fjkFUckIsPBQhpfOgOUUUR5D6apXYFyC4S30ylgIMWbXMGC3gbiTIbxRDta7Aj02TSmYJEbyRrWoKR1eyoVjXso9GjfALrFx7Rx/jx5EqoeQFVGpDqyXmNNJUZ6qgXii/HIL5wRUc4vI0BbY2qZSzVqMEfHAupedqVN2CkbCCxXRTvSiMxU+U1adZ54Cle5SWAfhhUjZHxaeZDNGjwdimTd6CFsyy8k0LYhxV2SAIbIsGs+KDswt9skj2yCikNeAsyHg1z0Y1nItstAKy1rtqnvNy4gWeie/19JYIW8ahZ3MQlDbUiAyCVPm9DL2crYzdgzztnsZ+S4cgp7VIQPrFDgnAQFxUinKKPvNdCl3CnOFCBu9hnlZlVIdtbZZO3/SuiBUEe1RCbqEZsvI873QNNi1hMeIdBLN1SXpmSI4SnqolBKrwpKElinkTgOLjDMzwre4ckNIQXUFUOXmOXGlsDoCR5yOuXaCWalRSyEoomeJwyPG8mIoTkHSAFOtQf++/z+2tSFSx7W/SG/5jLCRQtQQeKnMl5mSnymvVHS8zYvdTfTCI103UiaZoQSbhiz00vdkpA6Py6eqcQuc+xAz0c90AsL2Jv6Jz0YlQYjB6AGsQRMlkMlRTHqkKLxElyJzmXVgyHVmmIJvXLQYl30N7iFirFxHwWPimg2WgeFdGhFBQHxKQ5umGe+oNE+WJ8mls2xCGlbXwLGMahC4GyJlmdHXaMn0G+9UcEWYGQI29saZ7x1S95rSf03RDHXNMoow0jvrvxcjZ2xZFQgkLDnmRY8sf5PC1pZ0aWIC1yWhzr0EFigDThd3Sigy0tkp8LnKL/RJ6+a8QGMF8icvCB3FwMD3PC+od6KcvjPOmWBwlcWae+1FSHMqA8Z7pXS/Tdbkhu6cYfQqhXhrjFBnBGDsDieuUjWiN0n7Vwp/JTJR9NOJHzCYnQ/nStNXmaZ5r5TbErSkiQ/KeB60WY7Jn8G3wYg8I41oFgrfYBkSH3HxqjWPKGBGEVv3yGZcGqwx+yCjcnzi2TB4b4DdgNMfxKwzYRMZqcOY1WrkASQrmRlKUCqCy5KvK+Aj7uvC4Ly4Z8EHyMeVZbVeAz5jiTE6z4fzjhymkmOjnGA27YntFHd0tY6IBj3BxgrvT5ARwYmPoq0he1BGup3jXC2RzZt0dzjgN+DU4YuT/xt010QYiAzBTxm1yTqstvxB/0MrMG1wULkefwv+yKwseNQXDn1uMEuDeNYbME5xDwSuMLsGDdTZTMUrau0aFZC4x2ABXDLdd9rOMLX/1+FBIPHYD8+XrE+TPHV8hvRWytSh78iGFN10Pn+QHw80MRppqffdeGZLmZOeuzM0ykMpR4b8OOnJVNJ365L8Xh1vjgnzw1iCws7+Knkr2EXhEgbdDzYdaop+U29eOq78hfwCgtfMKNhNifxmGl7381LZhXo3FMqzllGF+88/almegNGWnnfSaU2vYTzPMsI3RFr7GVFGN2p721hhfo6dGJJxQw5z/4SQz/+K4K+foy9TFOQnzuVrnHFmQ0xaE/wm7tFZYcaLTIeiRMUIznDEBdXmlA1aKPrOSE3nulSirVnwKbc/COc/w/AMs19g/gmOr3D8O9yfYPhMzHtDOCZYZoRnfjQ6G+RE6bzbiHJw5Hc4nEaupnNlgLeG5mcYVgyQV/gXwL4A9juyzNS4ImQR8TRF0Iq/bdw/6qVZdolydTsj9WcMzAtF4+6PyLBgloUxwr4ps5GyqCow2FfMjP7B976vlzppjWGLPVBGnvTSg64RPoA4+1MqB+ZdHiGvxvl+AQZ5H2Rcnk5KVwaEDEOK3mWZGWcJakvnStgbjE71/IFIdOCXM7vH4XBnyZudw7sFfFPYd8IWSBuGdC9mKsaEEXhrr5gX/hpls3KvVRIv6aGKqFZkNHUk7XneCUjdMeXYK2CMupbdxV7Y9yi/hdNI/HFmIbvmI0eQyZhdSoubITKe415RJ38MhwGzMoHEpdjHGw3ODnhkU+In7ley8Xvsg/8a8GtxZ0LTPRhO3dw2YB1wPMPwGQArVLQbYL+Rd32OBfaBuCNhRJ/2CfArDN/CzqbM5vVbrGu7AsOjKwdU0mvYJeCmAO1+hg9W+RgnyiHkdX0FmE3tHgEhkfAadNbsym0zwM4Y9j/A/Yy2/Q7bLjD8K9BeMbYv8HGG3c6Iy7YtZKTmIbehw9eNd10NwBva9gzYDQMXwAeGdOiGWOtCOZ/6iHlUIolr5QzeXuB4AtYe96LqvltbYX4Cli3u7hhAx69xD0O3cAK3DuAT/Pw/B2/of4HhG7D8r5RfQ9Ya4/8C+GfYGs6K5v8B+Bt8e4aPE7IQSW/AJl3GgLbBlt/gdgH8FYY30tsl4GMv8KdfgLFivJ3fXfXyruVdj9T1uu5LvYWs2VThAjx7A/BbrMNPHFeZC3yuk2bgVnyM+jKVIEynsGQjysiDd8ekXPkE2AnOLKTIqJLdUvqc5ileTj3e6aBrMubrudCz3cK2ajhTBDmF3lHoHFU3NtKjvLNNcmNjEBH1Ogwoa1+VEPLuIlUJ8C35RBr0M7O3oTog436Zgcxcy2zGHnqHNqneGeg+aVuL3QPvxUsEK46GkLkJYzzB/Rmz/LZoaDjB4j3ewWejBKV9D9mi/XwmRClBg1QeqERpcTuhVUJ0GOjMmW6V5WZmRa2QZWvfsxUWPLvmL10MHK9RIBBSq/PcxPjcTIKCZZdSdPbZBTpEXvoSUUKWG5lz9ow01JpkUIu0KAndOkhCQhkfDTPSTQxyoT4kZBsFCQqsdeCZzQApIPB5vsXoh1M55nrBPdHllDl2vONKPczxHLWedNQ6XiecKkyhjAXhytzVn8LOd896+Znvu9KEsIfNjEIQnA7vAZg1X+/MpxrTd+MLv+u86t8xXv0WmKb4MnEkXFQ6KPH7oHy98xDv/227N/zwU9Zf4ZQvSLnUUD7/lsExmYVBSuY+qomwzvNWQJXjSHG1CW/T2uiIEOFyOXE0VxrcfP4tPJ9HQX3H3NwGdHnTEZz7pg6qk2UHkfmTa67zqH0UfE2mGfjh5Tl7R+t84mI+x2ccqB5tUhtMjh5znvbaA44f/5KTxTV/nXmNSQdAHSedFTrHlR6XNXNf3eq8raxr7psfX/cDHI88xfdYPqPWrcydY+xITqFhpc99kIDPOZhBQknyMdWNFkwqL8u5/GQTqPTPWtrFjWzM9y8I5n6gM1Y8QLtFaY8FsQUpRB2wYkYvHemcnpNzb+Jy3bQ9na00Z8xRypC7C7b2M4Fw2Xbne+LkbpyKX+LXWndG3Bx5DR2nJmNVjYSkE6v053WsXYbPfubG9U5eUOfZsAcEzzn5tmUPnrTrmEk2s46E20e68xNNvJxBCZFGLTwOJ7nJyQUv7E+Kvsb1MrV6eHUuJqXzNKoygpYXHVsufMWMTI23TM4bdrKrIe1zDopEnUaaMgeU98QSjnujFPNUvA2Z8Zv1BQ7OPmeQQHIyjk04pJFbDt686G7k3DLAATbnmEK9cMWzV92p5cqQyZIQiirUPI97cjjpwuGBuJy3TfigOZQVEvNTIII2Qev9qVi6D9qdN33/zzvBZvntu692JPL9ObgXejB52vz7/RPzyXufG8o53H1XaaBhB/13U6nP7B+Yb76fnX/017t/iudWOl+zdo59WapN71vt58CT7zx7pIrZRy5VNMIPPezP0sdjHN8RxHS2a/arnAnqpwbZxHvSqfzAlyb1N/a2H2PyUqnRMkIAM+Iz1jrPvDLMK72My1vNZQhg0B4ABRDFUiPaO/6i0SUj8j0M2uBFxXpG/C7/Lbk+asWrzETe75foquj40Avn6dcelcwIRQojyglGWYe6d4aZveXlb+1HobGZ6dDn47VlQIz4tfZEExcNF+zLe5JjMwJVGSsKivsJXmrHCdV1vv/MdeYSZwprMxncFkJFDo07PLX0u5fzCQc5s9GSp8jWEYZaOrp5KubVJTqX0nk0/ijfkzdWnS2f1j5UR6Z4dT03zJrYZZnLoVH7q0tNAWTCfUdz2R+dPDu47wxqhX4F8S7r47hJwo80v1Y6KHuiz6rd6p0dgk8lzsh5q7GsrOejJjiRNrgjMgLkAOfaWsGVYQi59oZwil4RZVgiaCFsVzoLopQM9uKYsQwG17Fbxzp5n+ZOVJkBQ1O+MpY9j3tkOT5eIPkm7GKRpbUzbjoYGNknfNsJcSdWMdpWw7f3eGeo9NsCt9cImEoDLukXS9wlXuVZEG/g+ltc2hvG/DOsXTAzh+lUsxVBRxRk0xBO0hekvK11EScdDWg6ibzLAmc4g4+Dpq4MuF0JdwaFpT2SAVvQ/YVl30jromILA/6sA7ZS5vseuokuHx1khSebYDUDgKcNuMgziffUPfOuxwXvm+gM+FylKxVfSwAXAK94mLRIgdbst57XDBwJp0YNTU6cFh4f76QRHSm8vBCOOc/MMNc6RRNJRzF/Uk4xIO8CTCPgKOsqr6V8UWFXvgcws89QP0RmhKQt7y6Tnf0nv8Wk/+IVjqk3ZeYPsA8w+XH7eSfEoEd5KG2/0a5uvF+P9a7QgRZRhZGx4BEpP7Ygjk0EhfX6BiKSDYDqUbkM7jl4EQZrClajZ25pkQWh+rdJuCLiJFIRzzBbYC0yOOI5p/wyAP9K+EsIeuL3rAPdop6ir/S09Ss9yhbCXOdGDGekRQeah8fcboxCoOFjOPXcJ4LUyRy+BTF2KpsLve/9NSJjemfk3hOw8gIeb8j7G9g9BmHuCALl4Yn2MYBblI3y81vg2voUws+NNR5HS+Tz5nGrvHVehGPIuozjRME5Iv/MDab67zBEGtgT4IYxDOGI0iH+scA3HRck3MZsCo/ogyDOOw44yUkyU37CaIYZyUtF4GDYdh6m6aCh91NEJwV1ERAK39q/KptghZSW+E3ClDCoFMOgCLBUVqrRV2txIC/KzDQplRehQkHhI2q99R0JTgqWUR4c++gtzdr3ciLF5VdBKwkX3eUw+jwzIqTMTlBkpyVhj99TqEOcHzogkrm5zz0UreU5yrknjHjmTdGAZLruUBZGCAv38QxAudhUgqtwR5e79zhjHrhtiuBKpV5RPk6BZ4SgmAxEkWxOf0sD7DOk4AHOi8SIy2kQM6g2v9NJaJlSzQgeR9QDZaaKNWM080BefF3XlIYxIDMHmqIHGMHgoscsY5dzWxNPxWgiGEw4hKA9WrZhMlRXWlopaYASmZmMOOjPrlSfBQO3rFEYAoK3DXFJ15nrCOFy1uddkKVUpLDAIQdQRseDkYldGT8M7WkXTOc0z6/FGgPvSafNgxeB5/OeQ3OHcIRVCsXPpOUlxbuNeVZGRMpH1MIWSmVDzJF7u5PB3AG/8dwvIYgvzPLpF9LiKYwE3ZMAVA00Ulx1iSb3HBuUKuzluYSVs0b2IO1UxEcx0E4ZdVIo9WXEO0saRQE9nUK8QwGEAQMQQtm7FLJqxNlwNgQaPSPO6id+/gqzKyIakGiiS4oVwThCAQijwQzG8OqoMkbEJI4DUwk+x/4SPsoARc06MEPUxeU+KMihdeI9FUjhUOMe9XsC/b418dslUtx7uwQ++1vAuUUkk/czfOhep06cm7TR2ogsTHdmvFsqdI4rzCNbM/SHwG23G3YlrQZ55woaR14APCc+YVyhms6KNnUgspcoq1nrtLlMHgIwS0xnE4DzLrEBGu0tSow08bfUs2SkXAA7M8CI9LAp0hBxbnShahs8s8x8QGS5YIlsmXYLOEXm1zbPVS1hCgD+FPyVWbyR6fcKRZKHYe/XQGcpZYMZay14tOET0oAosUlwcWUEGPXFUWRUw9A9Y0sY8tpV8s+NoOX5YtSmm4yjH7c0nlfHc67ZJz15/yIgGuvHLyXdKaP08EA6svRckdumZBjyHtIUVwdOCRKs2WupRMZZm/YpmmXnbYj7qWTW4LKTvXY6IvZZTM61ZTCK5kzFNQ3zXmBa58wxZlmVKoyWMiwIg48DYcTw/ayqmz8lau6HfTDW/Oho/K4yZTXeHzd4zmEqsAvX/31e2ljnP468x303MLQsPXRF1DA/A7Yi7nvaYPYcn/kbDG9wNwzK/pa8sGJOcQm9M/I/waUHqN41dYIIBNtIa0bwDBhpq/biGcA/QRkJhj9g/hcAwLAX7LItxjcal+IMDb8G7bUnGBYM1gZ3LOTrzzA8QXrIYgsWa+hY0Y3R7Vxv0LaGsZzhvsBJlxfqNp1lqYYFZqy+ESZPcNJYQ8PMcIxo8dSnTTiyAPZLPOO3lAWDJlNuNvJSlV1J49EF4aBhpp0iwUGjJRowPhUbBIL2qva6L4i7mfTZE4D/zDn8ccDL9y2i8TUnycptki3bPUx5QjLkhrhoeAVwgytyPgU33hGRMpwCJERzec9leiHooHKVE9OZs5StDB3mK8yeAlubs+iBQc4cd8cYFwzyczfy0NShELhk0lE9126+Bi43nW/yYl/hviLvYOBcoo9zOUPcB5Rswgx44J6aHDVBCy33fMy9ZabvrCLB+cphlVnG8Z7jlc9EtPWkmwqAUL35SoekEwYPddkg3CgCi77JrkD6vnOgVJyRrep7CPeZz77AvEF3NXnaaTYu4wRbFth1o13qNwB/C1uPOzA+YYwwZje/wHAOW5gtRKMGjGcGjVAGvIS+Yax77/iMYUvUnR8bVLLSjLY3nbXWo4b8OMH6F6B/hvd/gC0WdMsGfNlgfgP6b4DuQJMz0Qfgf+E+P4d+uv7ngOP2DRi3oKO+wJZfgeUX4PYHfPsDjt/h+Heg/Q5bf4Mb7VA4wewl7jcbBuCNtrSe63CWEh1rOCXN/yk4fVspn/8N8Dc4nhBVE74A+AzDG4DfADvBlzNgnwD8mbznD8RZ5x1haIiM6D8zKP0L4Ge4/1M4ivwGR+fe3OBL432K1MUTl58ii093IfqCuNOTmWQO2NZh7QY/fw08X59+jG86P2nbkH2sOJHNA372ChtOuVJOrKUEaJDeGrOIW9Bn3UtgovGUD80GxeKgPd6u5B2UnVUOrJF2DcECwKkDvcG2NWhRlsEhTinSXxkEvMcl75L0qHiT5j68UZd+QpQ+K5lOoNPLebdQo72FtjfHW8j0ugMQ4uukFUP0Xs5ySV1xL5Hn3RjiRbxXSHahFo4OdIssEAMyOGGxoA/KsJSDXfK37DDWgn+kw6VNWcet2F+k0yP2VzxJWerQZdkGG7xTUutquqfk++3o7vr+o6mQcn0SjosXZDYCKr1DRSgOqM0WXC4BcKez8uxhrJRfp/ZV/P05z+lcOP7U+Y59p2I8H0VA3jMoV/3IkZvsxYCSD9X6lhIuvH5PIp8HdcKxRgvtFLqibOzhVn9mX3Zcrxw4GZVX4aa+qvJV5s+/d33uYCnh+/30ftz88C/ffTdVsuO+ci6JI3f63Ot187m7mRD8vUMh4cj3Fnb/u70ybvvfH8LosI4aTZm4X+d3fH4Pu4/PROnE6t/3Jmf7r49PvMPLHyAAPf5zrw8wfgfOj5jrTyLbDk5HONQ+hL/6rGYnfdBtnmcJqMcxlFlShru7lHv4K7pCSGk7JTDc7cdTLp5ztHnO617tYK45FjhxrGrWmSNXXDn+3FuH3rE779bvJiz3373vdbapoL1/mk9mdOKds1Bg4hUeH4z23fbuuFUaKugdzHRJN2PczBg68tKc6wE+7/jfvanv39llQJntH713BhMtDufV92/m1HF8/7jvteOPzjew47+H52z3eaWTFJaswi9Nf7gL19286hm4h98f4TMwhTuenN1QFa7TGLkf/vjZd2BTW5GDXPPWT0bqA/DppK/LmcfiXiw5cTbnTnyxAgs/zNyAuRcSXosBM3H+wA9rn8cpJJ2qtKu+rrNVaLKyoO7Jh8djnWOHAcQziroYijX3gcM8BAfNj4ELko2EcyVCK1oI+raDlegYoxgTflQW70RcxbzunNsC4h2/2q0bObe/K+urvv/BF38H5fzBAOWcHc7JXXr/w/7uv/3jJpy4x+uOlKriZyWMVY4+zuEe//xohAKPd7T6Ixr3s+39yz/zyY/7+z/yjpofPqpnb+pWOz3hnfzm5b91qKNMor8r727Y86P389D/hCHxrM6ugow60ggLn2NnMI8khcrjMWl5Cnht3y/Ecyot2c/Rc617mUk07r0D8Z5cURlHhZH6ntlc7+C346nsf5cdcMeeoDH9/bw/5svaQ10e3e5s+rHdOUhHlLv3yge0wHfzqeu5B0v99w6fqs8nOrw78JCUbsqKyFerTFk6Kbjuu66OfPLeyY/P3yepfTDvd+1j2nh/b4G97F763pHBIw7dH/O4thkgWOxEd8967aLIGSlzzL3+IaXb3RVWF6F5TptSZs8qkBByBspwCEzbz3i/1JQVtG7JKQCjzaCgmZnlQhhkNrWasl0ZoOfn+FH2gC10pLb5bj0iMvImMi/YXVyc4ymrudEoDb7HoMVazi31mAO+7uauPQIdJnTUpP4kOB3oZ95bozHC6J1ZQDtZ1Bi4qOBFZcDJucY5KkCsnNEdkLRnjkKTJ+7bTu5UcCO+3yqM9l9wThVONbBAtL7QDfcP3q32wgKW/C2cPthL7/HyI/nEEQ/vrGFHGQ90eRftL5gdkTNoiL/T//3wfB33OI/9fOLP2seduRGGlvMrQydO1PmLv9V25IE/aEdSu6O193jaHLNyrO8O4f5OAnu0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R/v/u/0dmRCP9miP9miP9miP9miP9miP9miP9miP9miP9miP9miP9miP9mg/3x5OiEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEf779IeTohHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RH++/SHk6IR3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R3u0R/vv0h5OiEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEd7tEf779IeTohHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RHe7RH++/S1p9+cPmfAXN42wAD0M6ANVh3wB1uvwF2gdkzDCvQz/C+wtsbYBfAPFwevsD8BMcC+BmOHs/AYdZhaDA/c9QOIIaDG9xWAIZhHcAAHIBH13DA2g2wDrjxsxE/aHCsAFa4P8PMYLbE57ZGX3YDbMBwAwD4WKLPnPsLoGfhgP8G+AXAJ8DPAM5wX+HtG4a9olmDNYP5AhsnTlBzOcEd8M7P2gZgg/lXzvcEYIHbM4AF6BvgDluufL4BZnCcAV/jO+fUBmJtbQEw4NZj32yDIeYTsLvAYDF3b3BYzLFd43k/wz1gADiaeWyJlm8crBlgDRgdGBvQAF8MZtw5d5hv8RJ6fDZiH2/Xv3yIb8vzf+b7DYDBRozvIAxsYV9LPhPIssFsi7F8CziCz0LPGRfCebnPscyApcEJjsCvK2FGGNjTxAV95hbvWLxorn59DokG2ArzDvi3gp8GszMcBvfB/hY4Ao4GwO0aa7IFboJvjEuIxY8Tzj6AEX15azk8XDAFXHvKc6Z9MVz4WcwBvsJ9SbiaWeAgCC8fgMfz4BmNeQ24X7i+RlhvHJt7wX00N8KbCGYGNwPMYXC4l30C4nMb7CPG80FA+0Kcj3e1z2P7ehfX2vLP0SUxjASHoBW8WuwpPHC/+YS9rxP+thBG15jv4JxNpJb7K6QwjcoD7LHPpoOGJwCnBKlhBD3yFussMw9E4RwL/gWcRChB2guOPc/FxNmRM3IYEk1M+yh62mHYANvgduN8QRw7sV/Scs2hBT3CIE1zLmxZYs8Tptodg6HNM5RnpgfOkZYHPq0FllpL7czmbwcweE7biXu3xTyHw4cHHbUlzqT3iR8NQfcIH7jDxhaj2Bqjb/+Cj9qnp/8MAGjc+44Oh6NhEF9Pcf7tDLcV5hcYroDf4H4LuFqD2RkNz3A0uC9w3zD6BWaGZidub6Vxzs+Ma27AOANo6HaF24bmW+CYnxD88gIfV1j7ArPPQcv9CvcOxy1gtJ7gcAzicEPAah3Gvj8FHvWvgHeMRvRzi931E0zwR8cGR3eg2RI/6Fh8Q8eGzW6xvqUlbrgv8PEEEHogLAFHdwt8sBuAMddvsX4fr4DfsI4zmp8wzDCMrNQNZo5mA4Y3LPgdwxd0f4FjRccnnqY3GBwLlsBVLDEzCibDbwEf0XS0OEf+CvgVAzd0bAC+APgSdLbd0HxF8xMcA8MH3Bxb62gAVhswBxael9+u//Yhvi3LC6Eifq5zQHruxDujXJa0c8C8w7HAsU42BucZm6cq2REGZQmeA1ERj0/N1uAfkAzHsxrSSNlDxHemT0LOmKPOMfUcIHEleJBIiWiplRnNhym/iD8BgA++M+mFB/FFsgTOyd3mPDhKnZsfIGTYsu+gWeqQ8ABIAydcQPnFQNkN1zlXGGBnzoUjeg+emUKCxtn4/vzc0OAgPU2+bZQ5yrp8rgQAtvGKj9qy/nPZJ4fjG0K+pRzWGtcf8zFfyMsaDAa3ETx2rMA4UVZfAeshn2KQVpDXOwg/8Xqt0WB4ChqOJfDHgn+ai11KVhJIp7xmZnBfEfK9x/hwoPHhMUTI+MJL4NHQzr8FXIU0kpdGJ45t7HMJeuTa66CtsUWkc/rel4DpuGHKEtqYKm/OfYz946KGJe+PaSUg2N2UyZw6BOwbO4k9Ap4412+QTMpO4schYYXzEHBPAM6xZiPcsSWehN6ms2KoZ2Tc/v0urtnyKQEQIBi7Exg83OBDcxjkBw4zn3DRVPOvoOMOyir5hSVs87zkORu7fkCZ1tHjjKXcvsCw8ExV3UN/Bze1PPtqPsfQWdJgTXsfPNXaCa0taMszrD1hWZ/Qlie0tmBZ1tyb0TtGv2L0G/rtFWN0jH6B+4CPjb9vBzqmBV5hPuDe5n4DCJwYuRzBOyh5nHErfCblVZDnAAEfrnlyG8LJrcAqnrGkpXpuzO+LLKk5xDujbjhpCND7BR+105f/O+F7Jmr/BmDDGJ8BrNShFmBxoDlCTl7KVG8wvwF+gfs3WGuw9Rznsq9wb5RlgMZz4vYtcHj9FSH3BQ302wUYAzY+AVjzeFr/HTZegXWFtQVYP8PWz2j2hNY+AesZOH+Koz/i5Lif4H7FbfsLfFwxtt8CHj4C3v0ZqXO4UYcdlOc7xvIGtxvMn9HGGWEbucCXM3w5w/wJNl7g/hXu/xXmtB9gAfCCyXtOgP8zQse4IPT9fwNwRVufAl49ZPTR/wk+PsPxO4IWfQXsFbb8GVj+MXjFcqW8dQpdbAt87f0JZoM2lQ6zW6zv9hkYLXi0d8B+g9sFsL8GvtufY77LGWgn+PgF7p9jT3FLXPcR+mgzoDWHtTN8/RU+DGMzOC5A+zcAG/pv/88P8c1SbxQCVf0Rd/6Nn/j8I73oZ9+791mlC+Xz/Ojv6fN9szzKk0iL48x+pvQ16ZXv9NfvjWzv/jUOz9nhOVEmO7x37LXSKr26YzZ3ZvEzcPG9kKbPrPz7ztxc/OxO+/U//T8Cik6Zqf0CoAH9X+D+DVv7DLcz1t6wDANwAXCD+xnDz1j8Det4hXfH6B1uT+jLL8lH0AB7akBr6OsKM+BEnXP4FjLs9gwbC5axorkBK21+eIZjxYYrOjpa63GG8QrDVwwsGLbAljPa6TOADrdr6B494NJanM3+1uBjQdu+AFixti8AltAH0YHzLeS8vgLeME5X+NLRRnw8ekPvDWO5YJxesYwFSz/BFkM7U14eG4ad0JcvwXN8AXxg3b4CGBinsLvapQWOnr/C2gYsC8wM/e2GcRvAeAbGGee14dwaxlOHP21wMwxrwLbBbxdY77B+BfwEG3+K79vAaFfc1v8ac9j+r4C/4HT7BENDe/kdttzISzaEXfKK9vTPaKdfMN6eMa5PMHwD/BvG6YZxvsK3zxjbn2F+RfNvAN4w8B8wcywr+ayHXvLHf/1/fReLf9oJgRZGJksFaAuiPZZQxNoC4Im0KBiTNRpX7SkIMxCIQSOpezgfwlhqgK1hYI2jMoVjCbEjFCVbaACVUdmpzPqJBqkexvexUrhbs+8wdLVg+taDwaCHswEDSCPPFwrXocCHgEKlAoMG+hfAnoJR0FABAOZPkNEthM8LPA13jcycj2AA/grHgLczBdUnhEJGQ3qToT0cDk7BzqhchqHa2a3Femj4t+HxfvsUsEKLMdvCfsJIGEL6gI0FsAFfQulqNFgbDXacOiSkh1F8AexKGHgcBgOsGWEQ83I5FAyTq3zQpFCbFEPihAFhbLZQKgPfRhnFEAaTQnzZh8tBlV1K2yyMVMZsAw3IKEpHI0oST6xzE6kMuNEe0jhOzDN1jYr/4HO2Bk4alY0x5y0l0am4yHBvOhde5g1HOhN4lkD4W12fSbEp50qwk1AOnhcZiBEOwmD8LWDvSyg+AqbLkSEcWwmvFW46B1OJSsXVqbSCCj6X74K5S2mgwi64AhxHYxuNBkVJlJHeplhyrxnCSejY9s/SQLsTAAkDH5XXS2BtnCthIIcQnM4lztGQcNAZnjh4jjO+E1x4lmXwcEfgAwBvO8HLuB+2w4eBNB7ACMtizPJQMEJkifMQjh+bY3JvvHUyU8Ldt/je2k7IMxmFrPO7hfvqCUdRsfiCThwZJ0N7DWXVjcrObcLFARscs0VfwaNsgsgqfgMgU4RwkXTDjOfaRrxjDms04lmDnB7uYQyziu/gOorg95G4PdtbwNnXEARsFWUjWRoBN+6HGR33xg0eHTY2wAxdzjwPPmjoMF8Bf6LvLPbb8Af34xlAw3BiuV8pqwYta4gfnVn3FQ45RK8Iw7RwotOfGWKEDdABssLcMeiY6S3O8OLPgHc0fAOsY+AUphaLvXcfcB+x++ZwW8MR4zcMGbfdEYrqJ8AdfUiW+AZggbVPcADXpI0BxWZPcSod4XiyOGPdw5XmbmHHoSOomfxMK4An0j06bz1MWQPfqExfASxodgawYNgTHMBCeMEWDHc4njGwoNH4P6MGwplk/gXmX+D2ioFwpi9+i/mRpq1oaAYsCAF+yIj43TYdvWHk1XkgnUrZjKgAOudgxPkWR0xyRn4vvgHsleNGzmpTSbNifHIammEh42DAMlhAcl3n+cQ8W6Lz4tviY2mAFm8hrVVwAs/IdJCMHf83yPhZeaL+K2m0nPd8V3BAzsnsFGMlHR5lPCCMKy1hnMEfpVnSxR1lL0Pbfv6O5DVOR5tkNLNG3qM1zfFMz+deNcoYZeWaYxr5fqwcJ4zJXwImZ6DJyRCyk6VRXfLtQv5Jhy9lu5QTtNfkeyFvcb5Gx5HHumWRS0cPZX+rfeVaJAMmByQ/lFXvgBspk3agyQBqxfG/kWcoYGDl+CGvmon/yfAMwKRPFTnWtP+g7kPdASA/bcF/4ZAu5KTjeWSkc6iZ5LCmUThPY+CSZK5KVOjcN54pGteNspHjhAiK0qDh2JxdNB0XuN/43V7eEy6nGSlluBJgdKfZ8S/OQ+cy/UFW92/KEBws4CBRhP+15CE6E3M/3Lx8VKlncWwk8WpznnrHHDtnRj4huZCf7V6ccxYNz31WoAwadeg1zpKd0JYzWluxtIa2LGhtCZw16pikpWMYGjp8NMA7HG8JM1HyOUcFkJRgpHy2bE6R4+t3nmuRDD/SQVOpbzxXd7nvbImeeOOBM7mnUlSF7xOGlnyC/7HiJPhRa/9b0O/xCY4TxvgHOM7A+gJvKxa/Bl315zgXorH+iuZv4VQdv8DbJ6D9Am+3cDK0M4A/BTyN79k3AA3un2O65oBt6PgG9y2OUG9o7R9g9gt8+Qq0CxTIBPuCYZ9g7QmtPWFQLx3D4D14cfMzbHQstzfAN7TxRPvIlkEtwQEkH25zXwxoLZy8bXwhWfwd8D9gywIsAQP3M3wsYUOwZ7TlfwT8AsfvgC/w8QL4Aht09rZ/DxsOLsSzzwB+heEU56K9RjBsQxjOlmegPcP6GTaeAP8Euy3w9ivGeIL7b8D4V5h12LIBdoIhjI7DTzBf4M0YjPE1nEcL5fH+DfAbMP4JwAnengGswPY3AH+DNeKtvwD+GeZ/wPFXwutKVXhEsKv9LZzK7QzgBrT/2MsVd1vhUbvf+ODvw7vCcS+f/RDZf/YwJLe885YIvqZ47PMo99z7/v2fez3e7v87Sfnh2ZyLHd/YzyGDTe9ZDYLPW4Xtjn7/JOw+3LYigxw+D9tSXdm9TnZMrHz0c/Narx1uhqs5RhsRvNwWrLZg8TPa5sHD+xL6d+vwNgC8wvANrT2hLf+AfgqnwrCO3n5D2BR6OAQcgC04+QswFtjtKeS18QLJKm6O8fIVvtzQ2lvIi9dvoabiM8yeYcsrWrsB4wr4Fd4+obcvaNbQhgF+gm1P2AVWSqY8XyLAyl6B0dDHJfSj040Bpp/g/Yyx9Tj/ywUmhyYazBYsbYGfgfF0BnoDri2kqi2cq+6/BFDHFWaD9Mzg7RluK7aVu3jZYH1geV0BnDBOZ6At6Pgd4/SG1t7Q7A2OL9j8E9wWeJfcHDZh2MA4XeBPf4P3AVz+EjTVn0Mutc9hR7ATzFuIo+7o15BLV3wOzautgF3R+xVb/wtwG0AfGMsZWJ+CLrbncO76fyE+Nsp1AHzAt0vQ6vEL9kEUH+DcT2FmoAUkiJsMUCbDAAXTeigUaWI0RFbhzxgZ4seDIYGzCA2GjMLKCCdvRYCQUkpB3I2CtvqjEC6DdUNEuubBlEFAEVRjP1YCMQSlOfcF7i0En120zxQgp4o515lP+PwL3gNWjNaazhUJTVRiZHi8w0ikqDotcO5FGMwIq7pHWlcrRlEpAVTKkvCX94qyNg0GVRAtnud3hE9GAZR5fNSq4Kj99cJgYl2+MzTWecnwivI+so8fthqNWA3bu/mJuDVMj3js24SZldHrPDnb0q8LNu4H8Ciq0e6DLeWUMgfBgcbCCReU7z+IqtjtD3Gh4tNdpus4ri8e5V5kd4cF8BxMJ9KdZ+rDCcypnO7jH+pexxlsd4F2bEfYFhhCQof6vocHxAV3rlmOHj1GWvZubcf+Cv6SudQIOaHjbmyfhkXXXMu+5E6lAUOfzOjA94g1TRR7+FS8l4EtGBkRuox/lITmWl1d7gTDe7CZ7wpH3EeJmET5LXrKsZLflPXtIvZ8B9tUtA9RdkiDA2EtGncXrX6KuOx/PJxTM4bz4DzZ4WILI5YDU7iaMLLdO6BBIgywM08geKrnWGMuFUGTEtaQExBQ9KrRoDMNE6TLHtGbZnO/3BXJGH3JYFemnPvvLidi5Zd2gAQzCRhJKsOfp1OIfFAjak0ZgclvabgO+SVNceSAntOLJjniHE/ZKLDXvz3XsacldT9oaLU+jxLlFLMVlpkUxdFcI2JNVG86Yt8FQt1t4kOWf92THg6LTjpb4qnv9AtU2Qeo53/+sgP/9PL1njJU/rUf9ch/dkfQHb4zNh3piWSbiR/3+dmhCwSWHDbs7r9q02ncr4Df7HC88og5ldwjP/RhU06wauwE8G4ffhD5F6TQ7yDRewx59/UPG/swRbuKJxpm9Puk32Hgnvx2OpQKHU+cEi+2Av49hRCtfL+Ke+s68P53j3A+NvbfV74s/pGZenpWfRdeZcIBZnIJ/Uq0iuj2bitq4MmR9b3blHvurfKYnIz1HIht5nOCtxw9kyPcmcCdObwbdP68O/h1PysNuCcXfNTu4+z+rIrnH+f/Ec7z7CtTV8fNy/dlffPc3puJlf/ObnewODyrD/dOgCNdOcJqBsIkv2UWRvDnlrhnxiAMWxhMB4BZCqCztEYf74blh0baep8KIsf/EDBJXvkcJHt4eVyw80Mfx4P7M7hSmU/BL1Pg0HeaXRB2BlYQ8JALwhG3wG3A0BgAucIpIyiy3ljlAArmKgFibpEhk1l5PBcxxlx7BGt01ACkqYczq8qeEFlHZ0RWIoOAyCOGDzRWQLDh8HENuuUII1VmmNHJmXAaZW6auaUclc58s1gfaCdBo2xHGYfO2ZllycA264BtMER1iGgrDGeIf8iYF8GUPQIq2xLBN1hhvZFtGGwwCHBcI4QZA+GcU1WG0N3THqMMdovgOQwGKiECeyIrnYFJzEw2uwF4hoLeQqbeANzoOEKM5x3hkHZkJnfNZvupVghFdbp9t/n3n717rv/+dpSqfjin/+btIxp+j1d90P6bT+tnOxRNOtDa0qq8+QMJrbzx9y3IaBv1Rt3KepJlQ2T2ZLCFB49ADRI1AC2qhLgZg8kGAy96vNODHpoM6H6mKsXgkYYIUlocWDtp6mA/E1ZBkXwGBIjPaN3DkGn3CQsP0rtKBgkZ1V3ZjuHkDlEsaIw7Kz4ooDS5HXXK1oDBoBGfc4nAcwao+obIpGpwe4ZsMJ60YoSj1g1oUXnEm9HHPxjTygwrOMagbivbCwPhfYnsTbfbhDEQ42IJmJEeOUBeMnkNqFvDe9hZRlRgAAzeVrgCivAK4I087BQZkZ17w6QAY9Dmj9rf4YQgu3NtGjfJFwoQZLTduLHOTOkQ4NMJYRuAyzxQ1iICxxQB4LEpiigCEKUjENH6jhCePBhJZAA0Rm+Q0bXIOjBbY0NtA/BGAikBjFG3/kakWRDpwqeYf7sBuAZyJmOt6C9PFKAo6IiouEXUklN4MAp9PmB+I3MXYgQMnEZHax2TORngdPIsZ/Yt5wQY1UiDkF+hyFxjqRZ3RZUFbNNoobJGjEy2QeNUuwHmkd5jSkcEbCh1WCJQpF3Gvp8pxFQBxeDtjFTI6OAxnGD2JaZfS7d8hG0uQYOCRyldYAnzKN81s2eIU9659nU3TpyzwN88LMJLANbqnIR/JLQezqwavekUtGakIT2wnLdwf/Y3IyPj3TI7L8JIRklpPcp6OXImdXBQBJXarWgzbGUNItQDwI3T4ucyNu7gQgfCztFWhHixgpyC5xJE2EIA1bPPfK5GrxZBXMKsqZxPnIks/4UVEd2nqEYJwWMaFu2CafgQDfoY36LUFTBNcUFLLGFYzZIyksw5IxnjxIMZqabzSqVKWTbpvGzZTazlEK1nSMdFyMktGGsdL6NFK9MERJ+yxFHSU72nfrY8S1qfsq0CjyIzJuFjpFMGYCgik1GeNQ0+s24QmRHmwOjcD2VRCU69wH+h8FMEBTSgnxA4e0N1qgpntC3eJXBwLo2R0Ym3Z8KKpT0Y124IuhpCVghO+9IoA1EOBJjRoiXK1Ln+HyiyEgwCwsXZ3ZTRJZTayG85XUQEo40VZj1K9PiloFJEOgYOUFmmQyyUOI8ygxQao9TQN8AGhn8CcMIwlbTqcLvB8QLHU8DK32C4ITL+Fii4YJAe23jjeGdCjBkV9gagRRYNAMMLzA0NUQLRbWBYJwlc0NrA0jocVIyp0AXpOgfvHoM4SkOjL/z+FYDN6hQZufcEtwVDUfMjfhtWLK5yiSHQbuZo/N80PjUMf6K/zdA8BNfMijG5CzyUUgM2yjFDZ9BZqqoNBmgscJzIG1fY6Gj+FcMuFIodwyLSuOEMwwiYOdBZ2qmbSin+qEnQBGSIsBTel6Kj0hWW+E2HTomuDkBPfhw4K3gy4gjbxOtyTjyDPUT/Yw91OuUEEreUoTcMspHhaJnhNrQyoNCulllYg73JOEBjmfd0LYt2DWuYrij2muWg5rolh+RnOi/ppCe/SBIgekj5Wfw0MyjkXNWYcZidezCNbgq8UTaWSoc6otSYqGGZsLLvvMLfk/+kUSt/q8QdcnyNu8Ow75M3GFS2tBFmlInEUzIoRkFDLSJEXdkrgswI2u1ghiX5J2yyzSyLNx3sYeySTFMz68R7Y23OSG7LwCW6LjNqvsiJu0wJZeAQEI24Jl0iWeDEydBp1nmu3GA4peI6ZeUb+e2JuCq+pvNyia6VOUsZix9Sv2iIrMFeePyJeBPKdAYeZTZK2Vgb2XXdapOiTjjnuWbJ2iwRxKjpGZzGAKV03FJpdpVlKnSCBvKJM4W/3m2SNw/ymIzZdIzPrEidkjwtmJ4AlH0tWVw0mjqNtKKlOtF6fr7jU2bJsyh4lXcMPJs6lz63INcnZ9bg162Av1ImrUdObBkARK8oJzYPo4kc36OhNQO8Y6H+Z22EjNluzPglndH51U8eCWUu6cxY0rHjPu2djBNv0zjrsWavrxlQ9R/DhBMyqMGR5egqf+Nc4szx3HK+6mfKx5rbd1o7wcYKv/0JGE8BZ/OQO4ahtT8B7Rnub4jSmf8G+F8RmWAnykMWusq4Ab2jyRDeLmCaI+BblFRyg+FL0Kl+A9CxDq3jBrQN8P83MFaY/xmwF5j9Z5itNETdgG0A2xt82TCWG4AXLGAZvP4G91cM/1cAK8z+FGOOlzAsgTL6EiWi/PYKczkJOuC/IyovsDyTPQP2K6KsVPBe8xUYkaVgfgH8D3Kdz6QR58Dv5Ss59AnhPPkFjhbGLxgw1hhihCzl7StgX2HjJfqwG3zpAK6BNv47bNvguNBmcYb3PyFk11P+Ntxg/hvgNxiu5L+/Aljhp0+BT6MD4xtau6CZYdgWZ9E3RFktQ2sDhisiq7OTZa3wjUY7/98BPGOx/wnuJ4z+j4Vu/ajtKDHm2Tl+d+e1Im/k+0eRcdeF3fvwbsd++LsGEN3t2979o/xdH/TDc8c52e7TOwOUj1Lw3fXh5fmUs8r87geR+I6sFep9GP34ifjY2H37bt6m/ursjt2VP+5t0XEvk6f8GNcGZdfWLVj4+XegAaNtMadTGL/bpcG2Bd0+w3GCt1cMe8UGx8Af8GWFrWc0f0LrYYP1NbKtsLzBxwbbQlfz0wvcF+DyBMOC8XQCVkNn+fl2M1g/A/YMW1b42ND8FW3b0GDo/oTOUuqLfY1S+EvYLEczoK9olzPMHc0vwNJhy4W84xc4VpbgnXaexT3Osv0BtCt8dIytF5nsGeYrbHOcXoNf2vDIDhlLZIesvwWdIm20cQv9/fQUDocbEJlyf4O3Das/o/kKu52C7q0jPscJK1b4WDCGo1//QO+/YbEXLPgFOD0BT18AGGy7AH4B1reghy10bxufA6+WKxwbvIVu3bECDmy3Nyxjw9gCAmP9R4z2BdZ+B/xrmJKWK8y/wK7/A7r/Vwz/DzTrWJYNGM7q7wscz4CdsSzhAP9R+zudEGLqKMTmIJSUx7PeY40WzEhCUBGXsGJ7YmEU/gHsovOzc2REZr6r9FBfkAawVJZlTJRBNwz/zhqiztIYgBwhMlAxDTrXXYlKFaj4NxXHzBCRIchmCYPwvBfimjAgEaRDIWQqrjsFqlZ2wpK/eO7JPqp51uDULhGGXuc+5hhZVkXRtlPZ8B1hDhjsoqWlEEHRBb4XRK0qKT8iiFrHQXgvKxOc9xHbdX3CG+zey+i65DHJqfd9TCk71xW/a/Rx6dfnZ/v5HH/es9x8tJ4rKaiHkXLsHeDvcfpy5t7Bsn4PRDR9e/+5erTjO/Mseln3/cazKeUTwN6hUVdYYU1HoR36MqkQU5mM6ahPrVfCxvv17KdXHECJ80DNBppj1JN0jP5yTMOYopSK00L047ihVsZzTaJ+TeWW40dk0bGcgaYw1z/FKyvf7fdO486I2Cqgzedsp6CRXtQMIW/vz/tucmM//g4Ojp2Bgp9XP1ziT4Jmj7uxLWWPCgg9eYWWS+PYzqFEo8mO1Bwz2SauzlOssdphjd9pd6Kbd1vCNVjZSziAxgj5e+fUyCUbHU9p5JUxTpk5U2kPI9A2cYkTCGwIcRJ1vAwMuMJo1Iqhy/7pn3nqHGkIVAmeoWg4OQ0njCNbQgbywXWEkygjO3dnRHsowCkjokalRf+TDkxHn9JrYXIsF6o0Q5QhY2nML3hA+IpH8m7PffDdmMoZqRw00FXRKUZ8V9Qk74TxusOMYslVRERfdQ183PaneceHTFh+5Fwf8NV8sv5w01P+OD5fG+v9C2d2tPw41qS1e75AJ3vBMM34+N7+pGXM5u55fXcky+9Be+Sf8yErtHvPsSvtsJzT3JH39OIIOZG2OeviuN69XwyO7GnPm62scj+/acBD4t1888AvftTE594zJ7wzxh5/jJ/P8LtYh3SGim/5fN17GbxF50gPdvLejsjPfxcjcDQZVfvhufZ+k/S85r/DV9HXCd+Ky14MzW7KBpUDVNii31X2LPACDnPSWDqX4gED+zNazvD7TuKbRGe9FzrRzM49GJ93sl2dW2XKlcEXWGXkPirSf9iEn/XJesJz8N3hjvGSvlXw7t6bf7/b7uzvSDUqzXIkZloZS++46O87yrMfqGbAHFb+jszkiDbH1AO7aQa844gtpIvMjIDKmNkU7zhvcbp9zPPkq27Sbe+c/Tv0eYffmSFmd16de/YeDgf8TZz33TMzt1c05NDPx+mtpTEIys/xI2eu7pUxBXsBIQ/doADILE27ONDJnxTIaYYszWOAgq92QS4MPsp7HeEIJ9636N+/hMyynAG8wPAHMpCDAaDebmE8GywZN1QW+xuAEwyfQyYZKhvIoKQ0FSkQT3BnkIhf4zfvsJslyejwgpzhQFa2MJXsbaQhLDsLlcE9I+mjOWPjIugx+lOgUofKRSmQJGxMYayMwFcgnAZnzGoTJcvTNxhuyLuGtBFNzrENYOklM52LJe71dN4pYQoGFa6yPK+cRv6KuNODdGHoHqDvtZ/Byb/z3XtH826rvKc++F6m+T/chAr8r39gF/LyzMfj3aPFxz+n5IXDv/Z93Ied7f5Vafzh+Q/5w8ft3sr+vt0/PP2ON/y4pyG+qzLsCMen8+Mm/ryA55Clf3kv5MANcVegwRqN8qlXy7YY9DnuvbJwvPqCvOt1GRFYLv1wrHSKn+HtCWavMO/TLMqAb7POIC+HNSu7g/ieGfPxrpd1hqM1OFjYKBtYNhIdZtSFvWqp8d9I8Cg82oG4I8kBBdmNjt0dsSw9GPfcDjg2Bsr34CeD9HrEDthYYI33BTngo8P7BVHirSOi3ERvqVs3BHCWLRw8urt5YUByeyNfeELcKXmJu59YHnW0Ja4HUGB+Op0bMM6A01GSNooJE5Vzz6y3H7Sfd0IsNIz7Ew8cBesmhZmDt0hXi5q/G8JTfIvJMEI78DFSQOFGYDsZGSBFPi/DM0a2KyK4U6hQVHGL+xyCqC9wP8P6887eEnVKDRhRf9iaLox6RqSOKO0QEamAZ0gp2Qd0xH0NMTHA7FswHzD9EQ5lSRgvB41zt+Z35ry00Zwb9ithKMFAl86JybLe9ThPAcTHRDSscLwgLhbhBdvtAl0sHRd3VsZoJEy17mIcyNaopvd4ZjiNKgZKzAt8rIQJvaMg07cV8BMMz5CxCtgiitIN5tciCP6orSm8B97pcwF0pJMLIihpTGKEVQpKrfyW8HkQXnUZ4pS4ud+CMaCI8yBss69ZT3qBmTIgmGKFjaAj/hMP8qJLGfiGfin7gizXW/HXFCYj4cV5Fg2MxtS9I8WwngK5IuOOQviWn2WmhxePfyoiwi9dnKysnoZJSmSEkxNLnIJCYqYF0zDJ7BPdoyHCmwZQRUE7gEIDwDFcBgeVqMkmBQCY5W0+aHL6UcAMujW33XX/SO2HTk+n1VJlFaaTb0aCBupV5yANSQ5ELWjh0GTQ0QJnvBtmWaaYYwxGpiflqV50Khik0S7liunrLcYYiVIBWeJL8g8ZcjguBfAp03B+crJmSuIAWmS9pXDJS7Eiij6yxCJbRNlvSlXHxEUZoL3BcYr1SwJxJBPOaFjxJtIE1bcPXBux36nwApH1whrgwiXrSNKWtCXo7nQwO1STXJCLi7rK2bvX2hPflbNZkaMErTMtk7jlKp+g9G0zjGVhtNkJZpEuajDWikTy3JbK+xcAHhkHGOSpkR7uWJClW3SviS0wG2i2odlrCJV4DkHPjFMjHBkpHPdCNcxozaD1zRWxHXCM/5G++8DGdTvrixrh3HROEr5x0Vg8HY4QwycCLYx9EmyzhGG52M98w4ot1Nq2YqChue6NCp4yHfaObjJAhsyw2JqxDmZhuoE3CrBGSs+1uUEpyE1ZQKTtwV4WDItIwWEbzKJuaCNvb0NR/FbWM4+9/KNrChjfa7VUVW17k/y0Nk6j4uQK+u7Af5SpYKL8tQaow5jBMrQfvqQMY1Yjvgp/Fv9ABDLMsyXDC/+WfKY58ddApYNaTyVXVr5rJCWUJ0TXrZXVFnXGRZu0fAng5RlYoa2a64TkjofxUvDqZAjjiNYruk6euHOwD/ap2Sy5Y/m5oczN52p8rqvKWXPfl/L3hN1+fz9qt0l+gaDtAGZqvAirLhxcoaht3xnKDT5O0J08UGZi9iFjUqx919pc7275aTgn/KzCr+xx4qOyk7VvZUxlrWS5FO2HIDYzcACjUq1sMM6f+OsMgMqIb2cQj9f1WRjCwKyVum6diZ1DmZ8V+djxhIgyZgnadNgMTAOccFgUgjC3Uy57opNPGVYGQN39lv1QtjM5UjugkiqZPWEzOwMGDINRfv5uI3ym8Uq4IyOK/quzW+lMAZUDWQIrd6iVPrOzchjE53nXVO7BVs6cdGP1IxqgfS/ERAQewCwze3RskRYo+zszZiUbOGmXStI0jGHobtB9I62NkKVy78GzRRw3RNRo0hbRk+m8MnhJUpkBLya57x3AKnwcytKadOfAo+wIe+le+rzMmzAPuU5lkpUhH3wiQZiOPZvrSee59NmPm/t/ArDAzp+BscRlqtgie8SANv4FNhrMn2E4Ae3PcY+A6Uaigdb/CLnLzjB8BvAJsDc0/BVAQ28vwOgYI2wBNv4LwjD0P8UZXBpgl4jexyvMvqCBdNKvgL8CvsHHXwH/HbYY79H8BPR/BLZG8PfIvsAlZBi/YYy/hNG8PyH0q6/EjecAIO8GdfyCuL8u7h5x/H+B8VfCs8PsEwyfAF3CPX4H8F8BnOH+JexGKy+17deIpN2WoKHLV6LBlRjwe9A7/xVRfaEB/hneTvBlgfkl5IzO6hV4xlh+RWsDWDaYX2H4FrIWLLKBFhnVgrcMj2wKc93N8ysiM+QNho7RXxB3n65AW+DblbpMyNFjUeklOujGGW18RmRZxN0qgzg9JA+fxGe+1370/ffx9d0jd7OT6tlEkQPrd/f6OxLEDxrP3X5k6ayFRnvYofz47m6En1hvHvZjk/yzD7up0k197/ivGV5yr+/9Z/ugkeO837//HpKHZ2oAdv6rUivbv7N73ct/v9+uLbIpG/4BDYZl/Bdg+4Zxu8DHgLd/grdPMCwYi2GMr3D8gdGDXpl9g7U/Av/7C+BPsBGOzXFZYD6weOiXvn6hOHUBAIxPwd86XoCxYrnGnXrN1+AH7Qu8fcZifw72sP0rRv8LVL6t2RmtfWGw3gLDFnbQ5YZxuiA0yidgnNHe/gnWDd5DFhmnWxz7cQZ8iaPtCxb7NfSy9hW+XGDbJ1h/xrAzejvHWu1b6HtYMBbH7TRCTjvd4INYM1Zg/BkAsOCGsEd/hcNxW3+FYw3aNFiU1zuavcDtCX07YWxh1I9KAZ+wnDcAp8BJu2Jsv8FwRRt/wFqHnRscZ3R/hnfDuKwhz61feeaY0TJ4J2Q39HEG7AWwE8Z4BbZvwQv8hCV8sPDxiu7/gtBU/xeYfQVu/zVkR7vFfZDrF0Qm3vgpnPs7LqYWFi+lY5ZgkkGSxotQ/ONSujAKXKAL6FTDKqL/ZIDSRo0UzgDSLgBTCJpEa6fk2YBZCNSipa7LU20KTpDyrmApSFGokUESYBdI+Q7Cw2ILeYGqBMQY253pxZy52TTGiKinZ7w2UzSUU56ikQwSCqVYcF4OxMV9MzrLscA9DnhSvyYjvARhKe8kiUUwDqOP6oFKrjMeIIRxe8F8L2vE1giviPUMx5LQiimLGT3R7wje99t7D5reOXIln0xzWgYw/6iM/p5xsGpURXE4jscVCj8Dd2T4bvO3FNdM3+7YRwXaHHPXf/lM+8R9CHz3/SMOMuxqYJf6K+XP9nAqJQWQyu9c710BPHFQ8FMUXHhFZ0QMjYXKMvEyp3REzDlmiYMd/7fyb82LDreq/Ne+HDg6IAJe6kj4/35p79fKPfaaNZU9YhrB2lyJ9kfPmd0fKwmT4FUX7tgpxlKWoHPa5vuHvX6HR++EjwljJ17VOP4wuECnmRYAAQAASURBVN0RTHdSkQzm4RSJx0UD5nsBj7J4Osh2aJjzFWoVmI2BWT5CgxfDG3kHeOGfIpxm17abk/auxJ5jT+PLOCwJ4YK1YZ+JoP7tmB0xoRbGxFpW6oOmNQpH67kEAJXU8MP8eC6CLFAh32Wu2VyijBfOGHNb8/M5/8hElAMsPjfMextI6WyDYeXPQgV/9qF5hgNPBlijE0LnV3ubbnDoDgTjnUgBW9EzPVMM4OlgtqCtKT9YIf/VUay1zP1qcDQKR82slBKU0SpyIwY6uYXmUs4sUakRJdxkMibGKfLHBQPxx5FjuQyYyec2Gp46qsI2KbqgUZvz8uwftcrbtAArfaN8Xt/Rp9+P1d296uVcOaAL1sMhr8xJcXedr/08/DDfHe0AIOOR2OT+PSAcacjIywyiyCWJ5lj2IRwOUsq9zucrHdA51DvTAaEhdvygzFvj1iftI35RpjrHrQbJ+hKDB0xZckc5R3Dx3Z+C8Yxs3ePHnsfoDNZ1fdSO488zvYOrTXliRpAS1jagy6XnZ+JnB/kiz++BP4odmJYgPmuzn+wXmE7wur7KqyddhGn7rbwzA5lyahVBKz/2A7zzgKl8YcUkmz8mGjOSfWT/5NXxXeUnGkPva/1tP8ecp/ihWI7v5jb3oMJIzmLPKPrJQ4InzJI6csYc7qlLHKv7cXSqHNsBF2tgkta1m+cE1oxr1HfVgXTnDFT4VHyGYcotjJIufHE/z/lZHX1arSoeH58Vlaz0uzpAKzJIXwy+E/WkvdT63tMpK7h1d8b5cJlXeWA6ywWrsq4dzSLNMfJUr31VeLXyef1OThg58EahByVzoAaOVLp3PHs5rvjz93ANcP8EoEVkqlkY5tJBCt6tAFiW/HkC7AS3y/+PtX9tjiTJ1TTBB6rmTjIumVlVp3umpVtkRFb2//+mkZWV7Znuc05lZlxIupsp9gMuCjN3MiLPtFUxg3Q3U9MLFIACLwCUC+JpOcLGgDyCfvYV+KdRoNj4zHkHot+YqbVOqJwgC9CvrgI205/Hhm6RZvcCnjrT6NPTFg3QVS39sEcxWYooRcfFU1uD8caXWGBmxCizL3zEQJC/AyfXtyLC1BG0OoArylfgE2kfaL5usjoLFN82tQ6FovoVZUP0we958Hfa3BqA6ZL6+pCGyuJ0a0bFGqFg1rfgE5b7XCPts9evQF3fVUu3pXpyJPLJbECjwbYaojgcYC5LrSpIA31w8n12ujJdPcEERxPHvSv3mB4++A9cP3h0ngwLL7n3zFH9+Cuv1P2HsrvLGq7//V9zVd7+4/v++vdHfWF/z2HIO7H/M5dLlR906eYt/6FrYGemxtnOLgqybeZ024ZtJenoItAElQtm48XPfSuqF99eURdH5jE+WE5r6OJAb7kShlmloauDmYeZui3lXaSuPSPSadIZ8u/Js00OdEQeSH1EQORiDtZ+waK5npD1hHz7aFt2+2IdOq22z+neT/+3O0+TCyJXRM/IeGL0BY30sH4mRUFlMPoGTWmtOvExXgRYyrbNog8E42HyhLbVZbNzEbGUx0MNXG/RJY0mC72dUe0MjzxVteLcjKuD2ZqB3Dz1tG6YHdfT7ksA5YYBTAzaIi6rHlD9CuPF5d0jbTRkCKoryneUTyC/umntn+aE74AI0jyCLSNk379+3gkxwjgjzsdPPrFXEzLNwjNEzpjBw7w9dkr3/KYYUk50SaVUVWELY4UTcwUigU2sL58iE7Eupmw3ecA8OCaERFbQZ9sUo6VYMOPVE6gyanooovjjBu1P7+eDodATaeRIuWHKnYhtBohwFrX+i0eD4IcSNWO0hQLhG/biAlK8Lc+Tn/quI2vagyGF9dXmcoRhOZR3zx0tRnjJiFo39IOjQsyhEGguU8qku4F881AhWacX2pVGs99ExIta9IqCUZsxG1N0uyspgogibUV18zkRz0Muvq5+wPyRSAgEa3PjUPpcDgp6/hrEHo4YcxZltEQ6buLA4A/HeBR20QNKmWdSf8k5Tsbvyn6iFeOz1RWyR9LwUA36ijO9eOc8xJRJ8Gch6p3M/7kSGg68bCKUK0PPprNEfO7B9jLNGH0g4DysNQYqeajSMtYT4Y2NTap58Nap+MdYGUQBnDmq1f72dbEpr/O5mDEl0OjpQLA1tcfKoSGRjZAGfj0X5UbnnLxxxR6ftT0iFVtLwWrt+vd6xsIQq3PD9/JwJ5SjbHY5/31vWpdccMZYMvw96C0U9HDEbG6kj+/3zlV7fXwX0TiO9FHr/yxwH4+6uheG2GrkYTafecwJBLz4s2FcJr+3cGesvx4STUTJxZ4K51O8b4TC2/3HDs/WU+cXshqCCUdWep0a0lEAGf3UvEOj0vAgIvFmzm+XURLOB0cbBH8qRjLNFH9OU1FkK8Yt2Prrw7u0ZpeHocqjj/HF2wvng0cnZAjk1Y43Iw6DFvlgyK5IH+iGhs0PO/2EFTo8mWLg/KLpM7CxZRRGyO19jQ3xvSZRJDCNtI3BJzu4SchCS+fQEJdxY9IbDYuMC/m+ofIHaGPwhGLFG0U1IwcGFimmiEVdFGS76ObK5Nl0kGF5zqd53upRrO3iCrU5OnRYWqpR6ghEWgm7Np/XTssCiEHngsgJlTOh8NX6DBLRMWEgdEeCikdbZr2BWCejrzauNK99MgtGBhLJEIYRaTHan4Cjo4GIIBteD+D9Kzfozd8ZHQ1kepWd4w3bj9ISGR3zVW6Yqks4CHILBEo8dIdw1YSyHfIwXL4TmR/RYpp9ZvI1oMDNSl/AolFmr8QbqTEV5T9MtHEUEK1G1OqsnL2oDghTCwycE3M49THNJys9RX9Nn+2FPqbDKWSw3uglLdlOzMM06A1GykzNt8Q4A4FvUWUhq3FbYXHq5UjdqReo6Zybty/NwqpFP8L6TRqy9ND/cMyuc1nzNcXQmvPqYeVZ++lwlMmp97XXbcqKXURDyIfKs4sMDrmwazt4v6+XeloNT7tqUY/AiLXciLONkfjJ+LvOeYp0gRngGmuRxXJjn4SR9cQEkVR5HUjwke1EIVXBo8j8HDDrvISh3+dll05G51zGuGJ6cn38vMLmzuFIoVedNrUAN+xSImaUmMts74oedZE719SfvU/FeZJ9TbV7cqn8cgcA8M7leZD8e244mYtU9g8Uo3rqwfG80+mNHmrzIrvNXHtYPkvHaAAyZhNa7sxzdtRSGmAy16JIw2luS23rq6opk5Inp54E2qTs+5BB03mcIA/n79PrF1MVZ39fT9VyDBL24IOpgxiLmGsyp8P3VDzhzsOZRmqClez7kCseiVg/z8mT8vP21RzM0fQZdNDkFat99cguOjgcqG4nkPE76HdQ11/bE/S/GWfTC4aYV9BnuP6b7WP5aNGl/e/WbPvd9lE3fUH0M5bJIYo2P4O8oP0T2p6AJ+ADygvoC9quaP8ntAdoHxA1tL7pwQ8+jg1LDfINS1Fk+q/IB6wm03efx38DhaH/QPUDyt9Q+RutXZB2ReUZ+MOelw3RC5YJ4QuwouOEro/Gz+UZ6Rut+Vlhe/B99A1Lh+LOHP6G1Sj7E/iObN+w/DEfGfJ3hD8d9LHS9d8RPaP6aHaT9dENhKtvV09TOk6gV2T7w/aWnp12/unb2BxMrX9GxxnGiq4byCvSr0h7psurtbedfEsLKsq2gLDRpGHZOX5xo+CZqLv5wyDWN9mfHn6/19DhM71379TzNG/Sw+Oyu3vWyYsPa3v79qsz/N5YA96z0wcOfZObz/Z61c1YrJO7+wNAOs+V9657+uRh7Pn5e8/cXhPQiPO7N3oRfPHO0t0+4dwxO3ZvbbV2/IdX0wfTF04vqAjb9hEZZ8b2D7fVPBjKXZvJhUdFThsyVtrYHBv4C40Hmn6w6AJ5QXmG9u+wDXhRtD1AW9DW3BxndghRy/jCONP54HqCg9dEEb4i/Qp9Bf0COhjbmW18RPpHdPkVYdCH843WzfDehKyNKA9w/gBD0fEdGJ56SOk6jA/IFbqw9c9s7QHRJ2QT4//dvpfI9LO5/tY8I4kIMjq8PNJVaavVsByLAeW1xVnho63Y1uh+nmzdeNRg2Lmghb2jef2/hsoJab9alMLozrOvKK8M/U5bG32crTbv6Tejt7OlsGpjWO2K1fTH1jwaeRGvB+x0NRQZG6O9WkTDujKuGyyNfnJwXW+0sSDbg8+tZTay6MCNsf1xo5/du/5aTYjQp0I5BqKQXRRmDiVAd5uizefz4EDm+JuKrhnIJzgiculVo/XUgJOx0AErTDSVyIEZqjDDeNynD2gcCtJTEyqforxiB2CfmggXDtSAeC7oCCGPEAGuKKsJ6kADBEHr5izIDgPqKQpsDssSpKHHo0b4yEQLRYomZaIiYrwbIqH0e2qNTH3hx7cjGt3nKgtQu/JoRu2Ye5kGuwZEyG4ibK6gJwIdnXUumqMrYjyjFQFk/f3x4SKU+D6RRTvhc/vEVHyD5jozlN+VcgRzRtWrzSaAqWDHIWPv0dwJzjBEJqLx0M8skFjbjmfqS914k/+NZ+JNe3TZDhm4k4nlUJWo1GIU0Hp/RfBFH4SZioEck8Z8lHya1uY0tpjnvO0E6EyZVY9J0yySh8Pc87F2tmZaP5c4mHjIq/9rAPVpqJwh5nNebw1W5Qq0VkpzN/7W4pk5P+ZFngfKmGufn5y0K3MNpyAlDt1j5BjyECRhyoWJygrHhzkUJmJNOeqC1ka8tvYvnLYldUOmU/HfYx32ZOd2Fi1/xP0y31fer567fu5vv2HEu8X5SKRMqlpX/ZlTm3QmgKcqsqciii3o1/lTjrORhpTU7so4taTa8LFEoft87y6CLNbQoh1s/v3QLZNfvc2j4jLaEqcvcbTZfMqNzzkTxsM0I48sRYbGYZ/gT5Z/0sZ/RoqsxXN7Ro5Pe1kY+KvMsLUViZgAEE/jpu4IVc6m+HAhUoOJ2NsGFKdSK+RhDimTyy8gMLCUSBntEMa4HUuT7KctScggN/D799Pg3M2JIeHoD1SfO+OlzZnWOXvijr7mMjM44aTHmEvndRo6RlQWidLmNlaL93Bjo/h+DoQfDp7A8hAPPLJk4I7mTjhwTD29YsW9g7eJt2my9Ifni12kCE5zM0JjrtFh/xEsN8Y/o52q28Hun3PDrj3vb0WuC+mEzi4mTxfvbhiujL5sLUOWuGG8drKOQO2zeEf4PMO5hcSaz7fb3p9yXip/3M1J0FmV1/OejJ0rsj1B41rv9bmU1CQm69X4PHbUlk/d3Myk08y1Xfq546E5vnpXqzNZWiyAFDUakBI19f4VY/I97U6SPUK+GBVTnvgzO76vc02z984P8/fpuLnhvTn3IQejf/7Ou1agIteEwttDfwrajSgO/zsBAuz/HXHOKN3TQ5ui+Vrdv9zbCT0gxhk67LonrgRixKM9dhXTcSM5rxOiWHh/gKqSpstEpqM13hl7vzIYS1Eiu3HKXPrk7zH/Lt9vaOuHnI0bPWP3XZ3DmL/65VvtV97mfSs8YEalaf61f8xnR3KU8z4ln5v9m33NXu36Wf/V/b8lPdzkA877IhJblcgyEOUByBGEPIromflTZfCN3TH/VKaOvF+/HQtNnnJ/zm8+r5E4u3EfnDB5w3SOZg21fW/KT3208o0f8TX8nDGQ1KcuNotyRnGgSjJOAQdMGEBpntENrPiE7d9XIjUnusL2BxKAydaR5sWR5dmb9TOlPmLG+RjWK3ZuOmMRAh9Qnnx0r1hB0pi/D2bAGo/eR0UjnaVcgD8wm4bzVzmBnBB/h0VnrMCjy+e/ofIR5E+kfQf9CvxhBjmFBAHqMCeHPqHjybZBt5S7rVsKad2efDUu9pw8YlEXj/ac/G5j9a055BOGJH4FXrAaERfn1Sej+bGYzhqODgSrY+dREmOzf2M+xYFBggEhPQ0e60A3QZYVmtWQEE9jp6M5jdh+GWJaoDnwFxiP4Khmo7wfG+h+fN1shDus7aiT3fv9cO346p7PxX4+7jB7lRQ5tv/+di/f9JzJCWT3ztsx7M+/+17UFitn0RQ3995c236rd5NDv8cvdnCaN1q6febeSPa3SFmX2dcQI5MfvyULfyxPJcB27WpOhvWMjhNjuJ1vuF0m+FsDzoroZhFe17OnjX9AeLS9Lq/QLrA8u4rh/EaCFxpwz4rbNzPga0d4sv74eNp4AV6hPYO+Ot9UVBfjY/LE0CcaVgIAj8Q3HnSZ76NDX5Dm5wECsK1YWn5PFWssApVG55RgMwlbROiAChZNFunBLVJK1gdkDBa1sWoLPc/usYgDDASqBgwXWRnyynBbsoEU4qTW/ay4mNM7AOByhba5qLe6DjIeoS3QLdpEFkt51zZxbLCXQliwiLiFHLMAUb9YZHMz4ua1LYZlxjJzv5//zY4ddpnhtuFtfGXaZt6+ftoJIVGvwZVTFUf758HHUbdiCp8RhyOn1BWDFvl3XRkcgrIw2gOi7lmqSnGm/vCIAvAN0tAsuClk6iV1AkgnxHCB6kRJc0E+ss0sfp1IHc99qCfSYOiEHLNvG3BDePGzQbw3iCsIKxQWD9dJ3uAHdrF5E31Gk4vEnG6g30h0hzwwEbq6Y0aimOcKfBPgdTMCbSTI4i/XZvMx/JDQIhevoZkEi4yQFmvhbE6t4JS44M2DlQ53tngapo6tPY5sxdM9NaDX9foBwUUaI6VEf8DU0JfsXyLunDbFUbQRRUEoynnFocINphmiLNmGrYR7LsNYmKHF7gAI9Bu2jmnkR5E0YGuigbyzbhwJNKD6PVLG5srrLlWD5ld5bvYi7Gbk8HUAY2DqxoVI4aCSyJ/pnQxn0DwmzPmZfZ7CtO3um1EmQWuxL8NwsiHqxviI7tmFZ5f5E48QqM429cQdtY5FOrfs9/q9SBgao986P3/P6SWeR17PvgVfDXWvsxX7TxhVO1GzxBi0zD6mluOKZnryw9FV9jBBW+XyNAtGeyXUezidIE56IcBjKoOuMGVYzIE40+Go8XARLPxPcs4NEQc7B9aIsbvLzSNbhCvTKInxp+TZJAJz6jx+QJ1Ea47OSJMTelWDafDXSQMx3+XgYIaSit7zN8qUCfn6RMmqI0Rl8lEchZynZaO9lE83jhGnfAnlL9bABlEjW967hvPaFnTqYxaefQ+vIKdU9Mw+FWjZmIcw0UZeWn9vKDoTDOhPlAJjgbJF6MmnrDbC8HUeY5hCJmC5vC2HuHodGENnPNq0Y072zdPgxP4TdVrxAoR4iPxQq5sxeAFP0ScIbVgoqDlMrql0bTQ2sRD3LuGgNwBAa06lujlVLm4ud2eDK46LGB8Y0lhd4ZVMFdAQudphUsVDXIMGY+8OErgw3HkzllCP7Y3jiqGLX2xE8gTMTPGCIsNTKLAxAs05rK1wThgPfUClsYnVjtjkguiMKwgdIo0X711pDHP5C5OHBoFYR8g/ImoIjLfELd5SlRpU3aWmqgyZ5XNkvwYiPfaSt5rvmCl4zDA2+2/PBJ8NuTQdIiWGwPaHBI/SvE/Ec3ML5lQLubLbt8GvZP9ZzoDefh40L+TbYmjpdne5b61G0c/atr1zSHMn16xvMjnKwJCrtQ9h1CioZOb6TscK8zvZcrbmFM+oI43/ahj5ixPqB/xtzsWUiRq8OyIk08Hi8ntXiHm+I9yByEKmt/Q9OZ2s0Wb0udBfOgaiLyWFaNTp2oFSfO2jG3GW2IE3WllPmTI9olJDBrreFYfOBA85f9HSD0mH+oxG1VyzAfJaZFLsEUP9GnAr3ulO1zLujMYIp4nEPIuPK5wpcS6xfTJTgJZ9pDGXTN6hq9N5AAsc4at1LbaybRqWpoZ8X/7uDu8ZNRNRFvevqI0xUz1NY3TypGQ0mv/YZ+FAqjJ+Qoz2ND/fOCPGvG0fY+rw/r5E94sD1LzNSMs7VVItXXY6SJ3A998uAikUpoiSLqCo4G116Bi/H2q61xhuXEjWZ/SjutqPbP6Z7VndnannbExMW52hPX1Gr6bBddKY3R0RDW32HyVTbSYth/4cOrjvyUrLybvCMHfQxXKt2+7jTKMsB138zqWXOBN79oJ2dp5yAXm2mgHSYXxB9RX0E2yuU3JC3CmhQ9HLn4hYbKkhZD+DnBBPpSyug9MEpKOefUJWi2ST8QvQrZaWbMA/Ua7mXNAHhA80PqLrV+DZz+BqfeUC4wHdPiGyQX+2fY8SYAkVReUVS7vyDZEzXA2lPMbAMjp8Q3lB9BnhEd2+sskz0i4gK9LOSH9A2oZ2t6mop1tJUdpR6WzjF/t+OWM2iiBQl5ny74h8xc4bj4g8IK7voV+w6Iur63JWEBz+RNoJlkdETkj7aIbR9auv+QuIMJb/bLQ1DCFMfwFZ0fGKqlWZElnRZUF7GALB6uR8tD04BJWr92GFtvr3H4CzGQSHwrCINFujt3nbz11y/8+9GL1zrx7uOzyohXkcGn0PzyflmQpu2DV3rx93e/meniHJd/L+2N67sej++7tvOup4x0vv3PveVfXS44Lca7t8v//njXt/dL1139T33rpGuyANRhOkdaT9hugJWa7o2BjyB/AM/TeQD7D9Bq+CriuybbA1GJ3Rr2wPr8gG7dph+8BY/7NJtPMJodNXr3O3uW7SviGidBkIZxofQU6MNhii6KquSgwHw32A/oS0hX5abK+u/31ar7rSusmtrg6iY4BekPavWH2Krxh4zzICjLBT9avxrOUPaH+imzIUmghDhLGt6LbCtiDjV2grslwsWkIXGCd0/WjOy8WyFUyRZrKxL0/G9922g3RTecaLyYRmeoEuj9DPNrer2YNXvtNE6L2ZeGjGkzYeDfTjhhXR1Y8KpoMPtw+IXk2va09mE2lqToUVZLOzN/2JzE6xeMKm5WzyqH9D+zdoL4j8AVtjvPqZVc/Y2fw/MfXyt6+/EAkxFUyQaZR3xXTmxVqnslnC2i3lQ0Ow0J1arAx5MG9VKCIjzRJF+Y+DlB+UmnvL/OASE23G4lDqwnDijgBWVwjjMEMqJoGeNwSCK1JaDy1+mEjUT6SK6chwpRIhCtVa2+LnmQHSXJcPZakclLj6uCxNlWqEzb9an+QDShS2NgVNAgmmkj6JKKwW5xYzRHq/mytrXq0+5khaR+koZ/88PIH1cBPjNuXAPGamBIazR3QxZWKooS0kDmPhjCiHgVnR7J2rIKPiuXQSxGFImAgnf5+2XK5kugXha7QYQcvzEFEV9wl+ropzm224sjYPHUnw/kwcbiX7moXk/JqmqTgYTWdBHCSMLuMgFwejo8IfB3JD2hoqJ4oXgsitEE5sW44vhFO0HZ/P7O12VxViunsiIxgifUAgsTJPa3l2Z5Quh2LBFeAtW3VXrb0v1z72TRxmChIyDyXH6z3NyRGCkQ80DRY+abvDcxyOpZBmMf7E4Vllf3/O1pEpF+0sowKCjgaZkqr0R+u8+XtdPfQpib8qml7BnVOkA7f5l2PuI+e/E2aiZa2MFkUddbsba1mP4NfpJS9zH6zUaSAiWcoXc64i8iN+dkaqmKcgamGfNqMeQKexz86tvvck+EHQd6SQinEx3y3TNGFXRDEsk9dlhMb7yqKyUCNagg80LpiB2gx0g7PdWzda0nr0z+hkRtXobqtJQOyzKOrcd2bWj7kNGaaMiNQZ7jxuDXHZae/0Ys7qqauaGxJiH3iHzTEQnWlEmrBA8A93ODZPXaA8IvpAOv5pbvpobFiUZfBtEU9n4rQzMFppbjyPBDebG4i6y/cNS844w25jciP1gEWpaMqUYE3W5xQOsb/VjMSR91gi7YkE7lPmmMNB7Q6QEQZxbYgaUi8iOGc6wYUhlue4oSnX554IB9TPXMF/48+QTfaBhGO93KtVfhBCclL5NPuXI1e5Z947DUTpPN4J27iMP6VBs9B+7L8ddj/WxvmeACIVGQ+4MyOctFP+xZrsJsX/mk4EUpfQw09ssvuowDk/85mQ+yKn/TSV984Gwljvh7V8S+jiMQFzzSpeUUuUTD6b+kp9K3PdawqoMEqVEWkBLbx55deh59a25xiFKh+E6oCaNaNCD3Rn76hzH2MXplwNORZ6u8u6jIhambk9FTw9bPDNuY5l3JEOq8qDm3cKs1bJUa/Cne5RgHvL8U2DaTvoNTE3rjNEce9dHYWpO0jK3Tnvkv/1vtaUreF0qBGdyduKHLGNw/6Kd4cOG/O57duaEzjnUGDqINGn2nTwfpevvO+EqLqR5NhzIZM3GKmI87voCK7Dz/mU3KOVf9TzWulLyLk03tavK690Wi5613Q6VcP+Xh8xOnD6z9RddS/JnOeiBvnAJl/KpTDHkg6dwBNfqgCSRESEOfbj/B36U3X0Hdeh6Fs7cFY8V+guQGOVTjJ6OfaQ6SozeipmSPbvTn4W86YcFKbDJWU8lZeDoW7fv3T1uKJ2whx8zfiJfEfkFThj6UpAWUG9roDzGnN4nn34z4CnnGxiRmoaCYbxfo0Wv9l+leFpX/UD6AMW9bkCf9hcJKjhDPJoxvFxNYPYiJRLG+gFGX5e7K8+QCH2sZ1xLWuDin+/fYato+PBZk6eQVYs/fYJ5Rn0xVTDLq4/RtRqnM9P1sfN1iPTq7bP5kRdXHLGeX8LmviKoagfUU609oS0B2S8oOMZc4psWHSCRVGgK9oejT+KOT8FZQwHu3Vsnto/bG3U63N63Q3Vr6hauk+RDe2Lk38AKS2Va2a9YGBpp4breR71kvayFfhCgvZ+gubuXoVF3KFS6p55u43Cd3a6XzQj8+ubFx/f99Y1taB4/uf01b0+dv9667ufGPu773zju5s5n/N8P/bhR33Sm98k/3vQMW/6J/uPd83HB0VP+slL25ps2sBsFn1kgOhXBq8oXxH5bDbY8QjrA1w35DpSNIz+ldG/0Uajb168Xk9oa+j5RFPoV9PTLK121FeJaPST2+ROaF8timCczMGhFo1EOyHd9IQmwrh+Zax/Ao3BQmviZwEQBxwN1HQpeQXZaGo1fIY4qDTS4LbNHLbLd2hX4IxuS2bZ03FB9YLoZ9g+gEdeydaQdQE9W1q5PhwbOdy4j4MhG215cB73go4N9dRLkUVI/KwncoL+xNg8jape2bjM7NWcoJ0ZNHP0Ksx6eFvBRktmqNYWYKiT8ac2EngrY4Pe0WZ8GRrSHQTZFqeNV2hfje/zHR1nxjib1JAACLY8c713/XwkRPMtVg3IgXIpCF13pWChdCvzQH0CDw2OosjaXclqV2filpdLWih3gSQx1MFEgywkhFYU2TS/DyeF6ZUdlTOWumJ15SRQBifMkWDCVTPX/VP22c43nkLB4ut8w6gJcdlS2QtniDkinBl5lXaLYogF1YkO97Ckiji0ufZ5bVc/KEdqqFCq4yBlh7NIk0FUnZcV5GLvjLzUgaJwBLSOTxh6x4sq6SvmzOlY/taT97nk0tWRiGzRDuPs7/QiJHqdvK8qmYl0cqONVkX7DXpzg6Jtnjjo2MHHngzhHUbaogTjSqy+kgxYxWlQU/jOsOS9U0RcuVdHmeGmq5kKox4yG+mQkhC3DQuHncg22bU9lfRgjuKHa82DXRxAbH6zVoBG2GhwFltze8YPUjmwddKq04rJpf3BT/KgHiHZkebrNkf0rdEGCGQXOJuPvvlezQNrHCpi7uZalM4wBaf/aEVVxNzFvrE1CSfnXuiG8eB9p9c8LwcNeb0XjXDgcK6ciDQwdhSJd8ea+t7UOHDa3Fi3/QCbaMP1MPbDwS5orcyT2frDOWF0GULCUJOutAd/cVq0KKdA1lLWU3droBHNFYadLFo3u2gCLQ6OjlSOjufUe7uqk0/t0mUJ87EwRPjBR72oEaHsG++ZeYinIUCK8c16UNBzkGfRmbbIEWfaJ5nlA76XdnMT68rcU9V5GM5trWMODe7tq+F5Z93hO9zQuGlHNJwRV7M9+L6tzrERKZUSQdvIFGFNCeODYcltvkQ/+Fpant043I+IZHP6FG9N2ZwX9Vw7c3JEyoFw5AsjZVAY5aMOE9ZP/Z50YYe5B5QTHavr0aqRS0F0SV5i0VSRJEkZrRlKRF+cTkw+R0GyVU4+clduY73coRX/UxaipkUohupySsQPkBI1XWJ9J19JUhe1tSprb+QwEP2OEPWsgn5CD7A9EdGiiiFaaEI4LjYurPLdOOoIBw6EA8ne9lgJ+Y1rf3qScvi0vgb9T/Pw5PchWUIXm/NQ4g6YCH9I5wbBo3KyyLoDuykNI17oCaFTVrk+ZebuzalfOK/U2J0HforkgV8jOkDDcRJ7VnPNszCwQCBxK7tOp0o6Puf8SflLc5DhMJuGedtP7Prpmu9unjUjIkIWLGidl4MIDeeBhJ6QbYdD3Fx7Cuk/Np+6wi6yxvaJ9SJ4wE9E3qQjwfXb1EeiKJ6PNPJyM0BesZpTfoiKtR3Bz0ImxbNVH/EBEAMK2VUmNZwYUcMq9NmU0/a31aOqeoQDnBBmzvegw07qHrE2qk7GIYeViPKYUAHN/kmOJ9otTpiqayWdhRPCU4XsHPFO8x5aaHqJOaAjenHu73jW1niO1/hZ/D3lpOZjGdGSeoA7VUIXz5SdCxmdmPvanXBZPLtebuiLCGWAUR3nt1cL8EoOKfSDWKMKQNi/b6/3VS5ZdcigtTn+cFLM5Ynz29i1Nx1ksVcjjUUFBulcR8LJp7ONNAQGP7ptM/vpfQowgsY+8rEPHciw/NETFICT7ZYy06IipuyUjLScDpNcO9fhJh+VMk/BoVr+EftkOgwmp5yAwzJ34uejBNbMrT7nQDEQgTjtzCj0vFVqCmB3cBRdT6oO8s7VF9cT+29G2+0byCtNFXRlqNs4HCQiDiRUHlA+J2mqvqI82253G0LDdRCeyrlXDXGb59kBrZkxT/6HN3Zy3u6plfqDs7sNkavVZNxC/9uwiIxHhDMSSFj95Otrdhtpm/Vr++A+U+OpevrTsioM4+/CE6afD0SvWH2IX6eMHSusL1itvwfXua6eFsqMlgZC6WS6OAcBKb/auLtH+jUf53BnGl9Av2ARIh34FZG/GzK3/W7OC12tj/rJCKf/jrI5V+gub07I5pxx2FpIZMLIItir740vWCTiLzCesEiMxfrSv9na6xPoM+hXDDDqunXF1rlTQnbOuveun6PPyTeqvurPp4zUu4/cfZ8cbzm2e693x+/rM0fw4vGet8Yp5b77b7n/aH1b443BvvmOH99rv+/k6s3o6r31u9sOB3d9ayi6e5NS/pg6CHJYr3t9vn91T2NkvE2hfQGe6XxH5GryQzu6vqD8gZzcoaZmxGbrsC20MWA8INLZzifYBm11Jx1Xcw6cvGbt1c6Bov8CAqNZGn0z9L+im58vW4PTCfV6Vr0N43HbFdmuNFZ626AtWfR6U0ud3LbhPOliba9ucOfDbr7EAeGm8jSQFforWatUxZK0tEY/NaSfkf6BQWNVq1upJxtjG9+AxrqdTB43t80uf1hf5BfQxiYv0Cy9sem7jyAfnMc3i3zbNtp4Aj6azGmK8AzbV1TOmEP6YnU1RkOuDt6Qb4AtDQ3k4dHe3V9Nt7pYZBvDIteQizkoRqNtzQGI1sBYDFhoap47N+isfDT5tvyCoJzaKyK6P9e/c/18JITIbjvP38LY7MpCetEtLC0M6BqI5iF+u0IzwpDmhrsRzoVAybz4eyI6IRTazckmDL/D9RlXGMWUEQgD+ebOAPe4jW5/Y4aUBGHTsDyLPSjS/1WmAXfNDTdktcJRapXD05itrtQ0P4CIGdasjY0WSpBHNww3nuVZJ1NqmNKh+gHUUasaRvAIY/WNPMJQKu7VuqSSabRQDwPdkXgb8NUUkzF8Dbspc9KhiRWuJoS+ozOUHHMIVDtYRZ/s8JOMUuxgMvOvFUPEm1ccYAN9agepGfE8D2yJztN6aIo5shxzGvQjvuZ5GHAlPRdcmMLKD03Hw0U4nvD88d5HcaU5ize7Ym0MrRyOBFszMRRtIstR2zO7yIpAB/o6bh7RE6HuXuh31ozA3zHIKJ7maCp3g6r3IbGrWvdVGJ0DKeXKkgbSrwi1INh4p6+1pHFamHtpfzhMUZoGq+MlZU3rwSvQ1rH/47ASbUuRzW5YyoPaG1caMuKDUGqvOUdmyF6YvMgPGtXgXJxOaK2NMMe5C0eX8s5xnIE4SE3kmEUgRTu+r5LnxLi9DyqY08RpkoF6erGZ17sa+ZTI+598LKKo3LGUwS05Lpih7Pkfp29zlEjSvUc1RLTAbgwb0/E1C9kq3Y0QoOEIzHfHPoulc0el06xk/2M+K1I10Evx3eY8JPbQQXHbGQLCeBJOJbIP06jyPm8TdwrBxQ//fnh2B5VwQWTDQrkX25+BnAbUD3GR2kHc8B9dtX6YTBmC791Hoh5DxF2ARd3ZX87niaK1zgs00h/5HIdcyEPnguoZFfGiynaYrutCoOgyxdzJZ9nQFSEnJISVdjMucUmZM/m0+GcX5+HhjLFD41AvdB3OhQON25ZzA51Hbdl8WR50YycGMLAi2KTxetYBqAehuTdJ57rzHH3FIgdPpT/OE9VqRoCnmRnqrNLHKcrgysozYWjAwRUzikZo+iOkcLyz9t+udKXkhoyfxh7dr1M+pU50BKPE6CLyI97t6VIyLYynNcy7Qka6yb70Je4K4/CU17XWyGGvCtnGFE+hbVifx93ohwkuENcrw3BbmplsPNuLedgmvTNZRsQSTIV8zmrIsx3LCV1Dmc7TmhJJKI78mK+y/inXqyxuc/wy40hi1SZweKLAp2Pddcjs5I9zvKbspvbfDMyGfAudJvT9V+BKpBicwIcy31XO75ZP968tRucqkqYeNfnedG7DdJgf9KjdxPbdVO+cidkB12fEdTkU4WSgGl8rI4UJGtnNmdgZYe6pw7vSCB1y0d43HYtOUzmOKBaNj3vOa0Sb7VPkqL/fHdvxWZGjkRJxgjxChnsUtRqAScVRwL6GxnsnPxadnMJWy3TWiEcgovje4W/T8UghFmWnDybtpmJIpoyt9+/GuH9LfDZr2Tiv2y2Tz1MBOU2Ha+Wv9SdvPOzKaHHfl/15xfWQOAckx9TpRAXj5YrxAt2wtEstgyFsPrbpfNj1dTgfmcCLlAXJZ2PiQk7ifYwon7J3YxzRnsQerMCqeb/meA9yQyLKt4DkUu5XHTfmCXNw5dgEMy7rPFNWEnjj6k1RaejyEZrXl0T9qBX8zfcIELXhVD+h/N0Q+nJF5WoRDIobnprbJDqqllJjqBt9cMd4gE969234BZVBW38h0yXzBM3Tf7SwdzSQR6L2gelKD4icER6cdk7utP4GXCyt1ABWTzulgraBPrya3WZ8MGSypwNu4ztNrwx+YeivJIhlfIHxHaR7qqqV0V0valbQWbaPRESJikfgSEP5RAIMRJDmhsD1BQPwfEf1AvyK8hGRjyDxzHenrY45Zx6BK9q/GndRdTl0Rjl5ZIkDaVWgBW8PECv+zm/2ox/8uzOiC7QvjPYC4xHLKvGCjBdoVodDFFgVkY62D0berdLoX7zK9t4pEHrn3rdeceOo+NED79yVTe2fnRrW/l1376rAj7/Un7fGce/5vzLfVa86yte37o3v9fB5/ew/dr39dO1T6MnsfU3yfgvzNq9vIh6B374DQtfviKxWrFg727igYyBtozWPuG2KjjM6HmCckO0RpDMWA5e364roSuMVkYa2bsDucEKqOwTEChtv+ieqV3f2CbTmCH3B7GwXGldkPCNq/URAuzDOD+jY2Dalqdu0HJCrA3RVVDtNHkxm9Asw3DYLAcjUtqHtAjw57xHGEJo02mIR7PQHxhhc124Atr7RWI2fjhPb1dMutc1swqdvBnZazcE5mtcE0ovpR+1viDxl6iRW0G0g7URvn2wM/cUyCm1fiUxCql6veGvI1aLzrZYgHk3RaMsZbcrg1Wy+lwXGgzmLm4EPpV2scPUm5lwPla8rYxvoCs2zrSCdTc6oPKL9I50LXb56EfHTTua/df20EyIBUl47IaISJqonPNg4rRsyIfOuShz8h3vDTQlIY3KE3Slk9EEY6XY54RUZllJJIsWQSKkdVxVOOwAZbwyhAlOJE8t7JqDiaNNU7MIwVYwYiisCAx0dQxNEWgjFUj+5F19cYZRuAk2FRGiEMcDXp9HtXT0OwaZAK5993OYw0TBEhgLlhujIHpLvqwgkN0hKpnWxw/I0NBdnAeZoMN1S3cZrXjzRDdEXXxtf7yZEiqt5OPfDC3EIiMMmifbP+iLvElz8EsprHOfjQHTJ++zdTmuhyPr8m07hTDrrk0SqB5sbTXRZeW8eYjDij9QAPka7NmY+eTOKivSkAQvDnE3v24+DylSI5w1j7gGuOY/huMj37/aGxKIy/+tG2hH99n2XkRHsPg/DsXr6A2Ei3tQt0Lprvx7wrjmmvXLUfFTFwJPjjHcp88AYacfiIFLmJGgzns9Dc9Du/oCXxsIfoU3yAOc1E4jiYZaXP9J7zNB93LgeYwsijBoYYTBg9hGYdJNqwuE7yXGpbm6U9QO/F9SNAvK2XjU1Q/zj+203T4Fqi3v9XYmMKfdi0TiS4cPhyAl+XI26pd1RU/PE3pp7Zh6eHY2c6Vas9sXM6RzIe/G9OjC+WnCTVR44P8+lrnxgh96eMivmKyN2JJCcjn4iHHhOifmIo7PjoAJMY1BcP0Y22cFprvu0a3x0JcQLDCJEpN4cr6E/wrkp+Z9W9t3cY+oyqWknzV7uCAAxVKRGSOyYY3FakqBj7YaoE4VhdX7EI/g0IyVWP8ivfnbsZXncoZtOCkn0YQzfTA4BMLAoDus/NHHZ5AZNdXBDM/aENot2GGkIM7T3dNR4wWlZaWxs4mG3uSgXwtkhdBqNIeYMaU4jUYAwDaUSobPWR2lLMX6I5TEFagFyYWWwEOlZOicUQ58oyqbqzg9LmdDc0d9kTWeTpam0foxDuop7l2jluTHX4S6Y9JO0Hfsp2UrU5ppOFgOtRuRA7LUYeZUL9qtE6is7rRR5Lc47JxXYe6ahfc+/C9jD/56GeOf4O8gheX/QVYvI04heTYcq7GpPCYTbQ6vRl8m/xWuakE3EWoQBLhwsLZtNit+JS98LBfFbx2ifOZiAibyrmtF0js25jOjAacwMhxK+HsWhka+acjtGM11L79OaNbXNf4tBM/TD7KNC1mRQj+raGb2N94tEMXnNMczOBZHG2F2fTTBSgD2cRqOInqdcU3fQZw25HR2GHJnAgzm/U2fLGUkjiuZ77N6oieNIYzdWWvRa6ApTbgqYAT+BPyGrgyiVNHYWp4v9M43R9hPRrG6cpqy97+sp/qf8p9BsIQLvQvCJ0AVCbuPPR/qVk8uZiQbWGnlS+MYE0cS/s+13Ka5GIilMlEScs+IsUujKEffpFMno42jL1zDAHOHES7YYzpeY8zKJGmOJV+mUzxp71Og6x7szcIXjqsyr1J0991N2FUn9RMp3k+bFZPywFIAotNFjp9hq6GZ5rseGjovL6lmfzSLda/SKHP4l5zdc0alfVudirIXz/BlxEY6yqgdWXh/jirUq8yEUmSjpYKvyJNal1i+b56ADD3znGierO6D8G4yzG4+EMf434B+OcAXpXxBekK25ivyKyrMVT24vwMUM5GqGHdHBkAAnGsBCx8nox1H6IwohNwc1bk80OoJHCDQ79+v2YOjWTRC5YmCIF0RPNP2AGcmfQFZU/kmCOHSFYZGyVq9LEHlEaWknYWvocEAS10J7Jywy4mz6nTtZJBKhY84A0Qt9XcucL7Rm0Zwa8mAzftu6gAxEno0vjidsPz/5mp5RrqCPtnf1gugfZlCTJxiDqJkl+tWcbBd/tJUIbRWavhq9tC9GCfoZ6DS8NkSz7BOWv10QnhH5HeEXhI+YHl94TTuD/A3ljI5PCBfk9IdTmQOutucyD/+B60isUj8r+zJQtvlVkSW7duKz0rDG/fU1d3bJm8bGn9AXUna999x7O/PAi3IIP9JXjrzsjWYjQiuEQFUDftgnfePfuOet/t2uRf3r2Er9rMZl6M3dP7i8fl+7fgA6rFaQeJMrsKLOe2Q0mjYzhI+rOUYXyw8kekLY0MsfaPOavyjyYJFZ0r7ZvlufHCU3U+9Z/VsHwA1Bx0Jf3QH9aKmihlwNOL36jwL6aHJyEbRHtARAY9DQzexZwsnNoK53NAVZaZlC3vWwjtl7tl9Bf0HHB4Y+oHxB23eXRN1bf6a1V/rZ5a40olC3ndXjvOt25e0DiDIcfDw4o2rRGozN6gbKamn6FjHewwbyHdoJkWcaV1RXxjDbhUTqan0CbWzdzzGLn/mHINJp60dPbfXF+GT/JypfPDJNke7Aw9Fcjb0aoP0kpgZfuqkodGT7CL3Rl45qR93xso3h9adCx3n/+nknxMAa7FVZDAWoGEjD0COW1idSBM2DmiFWhYWdsVoHrLZttG1F0RVmkbIwZFxtkVn8gOKKWpOin5VDR0HF5PnLqIU4dEpzFAJgaI8wAjthBVLZc9Zb2pBACoEhuTYMVe4HzlT04xATBhElozKoBww3LinY4cQZgRpi1u7fsGrynod6qDkvPA2HpZHpMBwRqpE2qhqiIWs6+ISk4uZGhUSMNM9fzoqhT0NV64bukpUIcTd0QeS9jb6YsdSQoVefu2qEe4PeUskuRtBQXmOuiANiHLw86iWcJL7QCmSUTLBoicNW8wgBu3nP3IuQKGkfUijt2H44HU6hghMHYUSdAe2Fghb6yuKSjgyP8E9JupgHJI1UYUk7s8exljuUXeYWDrR5tBOK+1TwZ67/osDLmOOvSKX8PpDs/nIEy3Fuiv8ceKxb6caNItDnGgFZdDcM6akUFVrQ/b+Zd9vHMJLPvHF5OqsYgyRNVaO0zvUs+T9tf7txGs+NKkoaIJqPXevKz75Ifh58KtL7RFqrwvt2zzrNRQRaLvd0HMWe0TwIBH+23wNpKxFVw3CH7HQ0h7HGjGnDvOU5/ojKiRD4QG65ME96AZofPHKvhVN1K/PlDohMXwHhOBWZNB21WDJ3s9NEqF7TaBU8ohomYs+IR1koJNpsQSovju0j6ltCmcjMoMGQU7E2PzYK514J5PxwvqRnp3wz3IDlubWihI6QZSMK9ZnB3/vSHI0rfggfxl+Gp0SUqDMk9l7L39t8nRwYICONoHgUzERyusFseNG9oG1ij1tqKvH9Z4qYpUiyfqkhZ1yeC9MJEckeBEet5DwNBpYWKRE6MW+e6qVh9BPyYnj+3jBCWGqnFqY4mqwMMUfh8E/NcXBl4i5Dt1nsMzVZre4QNvRg6DYxx2J8w8emCJtv/U6kzbJcpJs0Nu2ekGph8+hKxVD6LdNiWKuC0mW1trXoTLSfckJM+qfQXSjMFv2yq29U01QQnCbqA9ne0oycibmekU74HGrqRkmQJKI+jaXx/eSMJpJayo5wgIZTaW7MeCIKomsML9sS53n2+0zFY70IYEq8Q+aeLNFPmkbqkNlTtk4Hj/MmKMsxo/Ak5j2cNjcwNd05sNhFvU0ZnTyuyN9pY4ixad41ZyE+jXHYGKVEA5mjPegiABilXdWd4fLty/WFqkM7w4rZm3pEY6Y59DRR4u/MOjYh35nrsnOq15ks6xHy2sdld7Yyp7WtAOg013XEP3M9QGJcON8yHjRllJJOCw2dwQ+CAUoJnS70KYWpm7kskQAZdCLl3c6GlKh5nz8/b6hGhEVJ18Rg1m2aelF+HhHntRZFzAONXQ0hmdMmGVkRelZEWFQdrlvfZEn5OgESkYqyvEsjyqRGzvpc161yvCKlbaYoreecOANIQcA7fZd9lUjnA+/LItkl0sW+iXaqozTak2xDyxtMbhQgmEuGWdsBDKnvKW2Tz3nR9Dz3RMrJ0qMW+tDUifPt4bDSzfbjUFc3ZgJVM3hv6GZREujVnQPX5A2g7M8rhVelo0JzGtIZ62OJ9LozrSxl3Q77HCGccykhZBSaqQTh+yF4WRJqzLOdh3V2DNP1ouWfkZ/lbcuz7dntn8a3tg+gC6r/GVjQ9oJyRZZvBjrQjmzCFs6H9oy270wHy/DtNwwQ4mhdtKP6BKOhq3P3bhEU0jsiQtueEM60ZhGlo3nk0XpG10enlQuWmvnVnRBPKA8M/QDtC9r+8NG7E2L9lmtpe+sXRE4GxBKwWhMKPCOsBgQVQXggInZNtxsW6RDpiLUjPBiQYlxJkEE7Id3rS2zDdOGLOyEe8CwZryBXdHg06PIJ5Izqg9EqAQa5gH6z/adPmKPXEMaqX1E6up3MCHcy2mib05leES7Q/y9gMPS/ovpAc+DI1jYz1KnCEES8eCwPiHw0+tNl8vN2Qpff0O0RXX9D2lekm4MHvSJjmBPip+pj7ijw8PeRdt+gZZU7t0y94v6zgagPOVr1udrGW/tn6nfzDW+96+1na39unpObX5j8+M6106feeOVb17HrbzRz/8s6dz/Pb3bP7B5V9r/NL6eWWHvxk+8VA2jI1fga65+gG1tf0XalySP0ByvhMGDodxgXOD3CyQDIogu6XZDrn4x2gn61+goPFsEu+gXdGqxmn502B5NlozndbW4HuDbaJnCOs+qL8cpV0RcsTVt7RJswMlVdRD90c2Zs1rc+rIh8FsOWP1HZ6GKRY6PP06g5en9FxgOqZ+PJ7TvaXhh6Nn7KhvCd1getTx21DWhcbH8n7sLXbDyiEkkOFeVs2sR2sS6NYXzvZPqBymoFw+U7Ih3hxaLOdGMdgzY2c2BwArztJtAG7cH6JKvJ1LZ9sH4MS+us/Z/QBZUzikWrCd1qbgyBdkH6FV06nDt2qBWTffIArdHS9uBAhyi0rds7+2NeP5+OKRA7kYLHKBZLGUGh9lDEomkLWbMQSZ3CFjegS7cFHuIe/o0ozBQ5p+2+UCpCuTRFXTMFgivHyYDC6SAe0vPqircbD/zAoLq5YhSKymGzRo53V3AmCuZqykY4ORIh7P2UZb4P+zcLVElBRQnMCIzF+xQHLA+VbFsaCjUVNzGlrDPt0BrK5nUSgDZTUpsZvkz3M7SlTZo7CnJOzTikaYRyFGSE8auFSqFRvLMjnE2fHDE2IQ/RmHdPc5xTaX2f3uIAFALQ6S4iOjJsePi6qBsvnHnEaFXJEOr8N+glnEUx37G2cXgcc+3jUOronTxzAFkzwOlnZ2TIwtkRYRJInipkN1MUsXCoAo1mX7jRnpc8XJaDgCv18yDiTQSiPZH7pW/+xnlwq0IrfgtDr7BLbSJu3Awjdc5jfQ+ltRCi9ZBZ9poGDjmKEc+m5jn0IIzTgbLlmGR3W9DGwQh3vDLVyPAZCRrytDka6EWfjzyEx6TNg2UUhydjuzWfs9dEXwLxHzVnrmUF6q9mPNA82Ea+5Hg+6oX4PEyinPy4FjWMA/kuPdZCqC6azguc3wSqOOa75fgmoPYdBTW9I7GH4xAd6x/p+mI8Nt/z+Fn5QOVRw3hzjsF4uPH8+X6NuZqDYJenPvfNQInDtz+T3XaZoWYo3Dmyq8Uz+/ijK2jJexROF5nRDbOQKX6AEyd3I2478Ai01Z19hkqTYVFzMW+GSsMQKEW5EsKQ2Z0szBgT+2si1d1oJgsqFlar6gi4TL/kyMl0QmiRKaA82f7xdAiRe7q5EWYMHBEyF0XdOG4ov5heC5cNA6l9ZvRvhntLsGBTOw5rvDFVdEHY6AJWhyqiIG1/RYpDo8nVaFaEiEIcmbIsehZ5oMEc4R983kK2hl5iBldxrtk8uqKpVe4IRL/m+ji2IOSA8xQjAx9YOhh/fKXjgUKz4SRPPuz05XQQstPSJARPHbR0ku4dfMd8+nMfF+M3MJ15WnpWeHhJS2Q0Fzy67J0wBnubaWQNWZBI3JqLfWSbNi4z2u8NbK6vJf/OXs11Tx2icL74Q6Mv5H05/7Geu3WBrKV04Jd7FLzunpmfHcYflJ56TNEJrAPm8AgZKbXNqqPVTlZ95QeX1l900lkCggJkFPpFw3h0yJowOMbegsnUq9wqelHqIDPt164PajQgWYPF28z1cUN4lbcy5Uam7SnPhWOUucSzrfphPBsyIpV2KWP17xM1F7zT0ziFXHGnUcoQiT1o/NimpNJs6AFxLglaOMgpDfkZZyOfw0Dhl2VPV1RG83qavaR5xRwNIZ/rvhzzR0bhz5S+Rn9iro7ze5ja/K3ok3mFMybOjvWKtWtMPRsScAP+7DqXrvCXLBqdDrswnEdf7Gf2KNao8L2iS2i0tWM5rsOmEyVGOR0s853MOU7eGM+vrn+qFSpuasYCb9EiIFYsLVPQVJnT1CXzieSvQoA+/PPd/px5782QHbqo+tCESL8T+7TKhd06pGyPOyQZcHWA200jn5k6rCQfmucR5qVH+rhzbf+w+fSaiTquWH6KizvyPbJ0a4z2idYWeLDPRb8b+lQxC173fbJYKhA7YzRoZ6LmE7Kh7dnG0Bdz5mwfYVtg83Pd6dEKJo+BitfibF8x54g5Aa2tFW3fYKxGT+PV564Zr9NmYBYRaAsqC+hnl0JfrX/N91ELsJ+nwZRuQM5mkc20K13cljE2kFeUP00WZ2aCSNdxMX0r6o0tXkdL1ZfkF5sHuWCOMUG9wLTduLlYEav1mbzLgJtGmw+2v4YXoI06Gm1N2rGd+pvTndU10+E8UTA7lF5sDgZmO0qCPINYXnYrOL5iUfFP0MzeI/I31z8uzprbnv7uXnv94917dqJZDt/f442H+9JBKHduKTrizctq23v9IIAQ+wjSY0/utfsTesZkyrePSP1Q9p/vDnA/caWMkpyL2+/u9VfufH4c63E+7rejb879vUHobmrkzbW/86bufHG7OkjPdDXR1aMeujn/RkQ5fQCesALVj6iujG57qvFotRM6aDPg1dDOoqbTDHGba9+QNpD+bLzG60JaQXtBFpPfivr7sSLODLQPRjO+NVgYYWP1zBzazFZpKTEVPVnaJqsB4yAKwWS3dndebAysaLxFX33AnJkDhoHQwi5q6tTAkusaCHrIBWnC0CdogpwEdEXWb6ADWU3OtGb6zRj/BfSBJgvSV3NAiMJ4gOuZiBJufUPan85DjPdK+9XmyqMqVM0eICdzqrTu/HBY6isZzzbuDiKLm7WEvj0BZzgJ0hqjKaOrFaTuFpUhaukLLT2V6ZAGYlo8iEQdN9NA1JPx/Jju/kIkxLw1CVwAF8aiayoEdo41dJPlv35wo3cQtQluHasNPFCwcnbFNTzGjkxq5jGLFDVpMMg6FCQjMIOJe5DUJhi9wPjDQuSaF55Oo3KENXux0KrAqxMzZoSZnylw8VxjC1FHgTwA+MEijdPhgDBEwVQuQzlbDGWmqxvBwvBm9SmkmZHHQgGNAC13l/iZxJUzvaJ4oWk2e+c4AcPCakQcMTJKqExHxYwvadAUYR62o4+efiPCdMUjHoaF7oTua+FNsSChyBpa2iI4YH/gf4PeAkERhrjY8X6g0BGHWO9nc+eJV5e3Q/2YdJqotppUQFwJcwfBzhkRCFkIpGWufThAWqx5HK5xQ4Tfk/MQk+MKcXGUZP7pGhUj0UuM7nW2b31bSYSUr2E6EyKMPMdnuUY1EPxMdGbMdL3fuixFWCuW+msasq3Gysh3z3a87gA91w2taocxLPszjO5x2Ja8PxCH2ayj3HeFBUMpIIyn0wATRXqzyF86tN66yrrGGjiCyr4NJKyj5uKxouiIoxzBDHGSaR7C2+1GOKtqhIUsxvwaWmfymVBOhWlYm6kbtIaqp4POI57SoIMZzHNVJWko+jkLg/re0i3ft3eYhCIZfMFbjXfnwbfOqex/JBTROBTEEC3qJJGUemXWFYIwikTBQSPN2KNhNI8Xx3rpoQ/xV9BoGD+601as/dV525k8IEk86fcNbycdfWHkNwdU3PvulbQfh2rrR5M4eDrf1RPi404sc1M7fI5u6z0unuNx0LTR1PmCh2eqG1+C24SzOVCQIhH1E5Qy67moNleINpCnBAlE+iUzcg4aHsqupWCzI+ftfR98vb6BrIyMMvH5UmWouUYUQy2rRPtnhEELJTT4Swv55IZDj4CISAqvYuL3QKDg0y0lEW1wNmUzHard6kroYgdVuWDpwgIFa2PSkJVqPM1UDd9j7aOvr0dljMij3UBO7ljYaLJZyC3DcQxeVyPoRJWuZRyqSKaQCOPgj6MKb+kv9i8hAndzQ442bzWqSJq36BApESgqPichj1Um2jjkWRpMg9/GnglOHqNyra6KhOChitNjyFDnd96nvXxrRZZWfST6HDnxIzIi3j3nU+ov4XyS8o2nWwoXy1yLcKJUY7iNL4MACH4c/HPN+ZM0igfPBXOmxISU1CHpCN28L2FMDlT8OmV5RvQFp5rxlkFXUuZ6UqOUf36ku8Xw4p1OA4kUDb0s5mhxfltbMP14RlKO8rmQKY5SL/E+RdpXqp4xjfSqkWpxlLZg6jEr6GoOxCBKpfwS+omUsUUUq02QxkE4DenXfEYkeKIZpiJ12E5H8jXfRbPW7wsiXCIywuueSZ1zKHZ3i1qce37uQdPRxOVhPB8r4TxNyXsjWtq6JFi0Q+gFitX4WEknTeq+4Yy1SN9kz8Kcq+xvfPl+FGvSmo+lnnmnvPCJqJFF9Z3Js0qrGnOgRXbMlQqeueNDUvab04noOKzj7GC2QQAb6l5XX4Zx84yR2dEJFzpTnCs9gksKV1eF4SuvDekB3tns81HqQoSeRJmnTBU3aSyKddpuGGV+xfdQ6MJ2r+XBx97bZtvqKYfnGsXsuMMyRqEt31HZcJ6pfM40zok5a5YqxL4vZxaNpa885u1L1/9sgI3TxefcDM7aL9AGug6fywcYv6DnDU4DuV7h+s0MQSroaaCLpTJGny3F0abAGTsnC93PeqP9iTIY/ckcA5fPMDqyXhBVtD2BPGJG/gvIi6FXt1/Q8cnydyv2XduAiyHxx9VZsKDNUkRq/2AOiOUj0JFxxiJo/kB4IaO1up9bR/CNbjnelyvSDfDSRNHN6UqeUYY5GjhblLVHsw59xewQH6EJbbk6yxebL/kVRND+/4X2zW0QZ5BHrN5W0OsC4+x0Zg6G8MMPURgCV7fHjLPJy/7i5BgZLP5ue6VdjY7WhTEs6k0b0J+RdnX2uzkVCcjZ9L5IaSWviD4TBWZFnhD5F49I/u7r+lJATz97TU3p7Vt2TJCbP46PS+VspE528/ju/fUOKb+/1bfjZzeduO3nO73Yb/7ap3tjfGtPH3nyO/e9M92pJL/LOt5qQPdf6/Hb8pwc5/7Yth6fuPuqd69wQlwvzFRJVv+PcWVs3dIS6RVzrH2i8QHGB1if2OTf2fr/pIs4zStLH2w0LmNBtNPGCXRYDRXZEI9w6PJqfd/MIdr6yWxsp2doq0HcNsxAHqC9vqGtMbqYDjQ6gkc1uTNUvD6nyApnT7m9nc1Euwa9nMys16+oWOl6pbNsT7TxGeQrIs/o1mF7QDz6TLBzR2/QVRh9sJ5eUD0z9BfoipyvdjZ5/YKsV+T1xWTx0kAeaeP/QPmV1j7aXLd/B3lFtwdk+2Dysy20/o3WvhivGgsmKz4gbUV4RYeyrVdElHZakd5oyyMMMd6MwPUbwkBOeE0OEG307QOiT7CY3jPayqYbvSvSrzRZDP4qG7TVLX3mHLFi2NCuYgmNtg5daWe9wbrcu34+EiLPUq5+JlIplKU4DIQhax5spiJgylkg/eZu8UNKu5K5MjNaATIsO1OXeBirRH7kaMNCIbNYpS5mgKWjPGEOE/egh7FfPU1IIsUdBRWG5gg/bGEsDbR5pADwvhNG64ok8tFHmphm75AQePLgeqQrT9qw/P1hWPA8bBWdm4wmjBE2B2kkzuIdoSiqT684yjnaipzg4vqkH2zSO9+8r7HWccgoRcJdIbRlGUQ++Nnfxsyd74cvBTt0vs8Rp4HWFNtMEwCucNb8rfOQmYUG43Chc/7nCSeKl03KjGck17h8I/PzZPL5H/Hzis11igk/wEzEn/8kYv8gNKsgyf1kRiubv1KYNw4EiZoapQkh0wsVp4T1qx3eFdehT4m6i6/dmJ5r0KbSnzdO2p/fMx05B4VA9x/muCfd1gOWMpF6cZiI9ZzOB/uv03Sie8p43rrckDwPdhAGbitWKyhLoQHJNsPREfna9bCuZpBwLzpuRJS5VDOtk/2kOnise5A5dmLtY+pjj4/5Xg2Hh/8tYYyrc17mN5dhHmzzUEnMy9zDc29G+75jSjj+VMzCYXykcyk/mtvFaF+SxKdDFJ/nGL6QTpTkzZHmiHlJ3WuxH+Iep5t45w097hXl2OdZ3wDYI2mP77t/ifMl5er2OefjwafjZYaXZySP7vlK0bkfU0nM9GGa8y/NER4tCoReMKNTHO79R8PoYEg1ybRo08GuWZsjHC/i4sUd+Q5U2Bf59hUW3PHRkosNhHAkx7hHHHLxuhNpWPL9HE66bMNNPG7MsF02GO5MEZfvlrlf2Dj5stoh2modXZxuo87E5k6MNecDaVjuzkg3qFj0Uug1QspUlzXiOoSl0nL5lM4zc3ppOGQceR2Jo4wmNiLVE6O7oyvm1Z2Fyf/evmqO8vw3/qNMZ6LvYaOTEiFwRMZlm2V/ZDqYkF+7F+X+jrQY5dPsf36mLe8D758Oqv4zEcji9Bw0H89JypDJr3xvSfCc+He66GrvIPg9cw4C/c3hXSF9MgKtOB9izGrzto+wiKsxgQXRru7edLsO49DvRvJS9sZPk4tV05mjmCmjgs9PPaWu8fHpt67UwTKtY+i3YYT2seQUOrAio2dD1rscz0jkUfpV6D5oJZyCFPm4E8e+LxHbdwRNuRxJPWGU34OuQp7VgRZDcMryMj9S+hk1UShOnpAjSeuTZ+o40GI6s2JOA1DjfCV0YAkdvE1+U1H0UQQy6EvL2KLTYewIfTZuycjTmPslhLTPfezN0L18XQMkVckmIkaT5nydq+G7pvl945r6ZazB1EmD8meEkd+ndZyxYyTPOlF7L+k028m3eh/nWOyKM1k4BNRJYwITVKJfcVYIpSfmds9X51lkx73LVXWxuftjLjX3Qhl36O4jzr1uOFd/rp5jpbSv9WwXvZtzKokmj8jCqTcKFgWRad7EzroqgfqcG/WGzaXzo/JmcZKT0kdN+VV57qT1OBu3w79H+fH2pe0bACNsBDg6f1g/M6We86Gxnu1soBvSnu27gc39azi1vQis185gM11s83oEdNO7RC4IG7Tfre+L7/m+QLugXIxvjHDKv3hKpG+ofLP2NQqWniz/dwvN13nh+GQOKsHXxvuQqZQtxZJuoYeZfULk1Wh9GFhK6QxOPudmK0gARTifxpmQw+ZAjZSbZ+MP6Su6ILKZEZAXokYmPGAOkFeQVz/uKQZ6sVTWoh3VF3MIKN7XjgRYUsX6qH/Y/f0fWBaLbg659gWTTR/MbqNaVWZoV1p7QdszEOmV/gXRZ4QvEDUyVJHV64lmmsLlR6L0jesHDx157V+8p1rsOPz2c32pjR+fvXf/W228dd/Ujebv+1/33Ti0Lz+aoGNDb3126NfdIb81D/+xa9+a3PnurX7+5PvHF1AYzTK5iHxAeEDGv7iu8hFY3C+8Ib3D8mARUO1PhK+IPqN6YugjwmYRFMH/CwfvofpcBVpH26PJj6vVl9EWOohHBwBZQ0zOnjpoNSP7JWrRLohsNN9nBiKLKC1la87nWkNHp8sDgjB6d/5lKXetbtwK+s395V+BF5BndLkaH2Vh8IhFSngaw6HIZk5Uthcs7ZGYI2T7iOhKb5bmV+WEysmdkX+Yg1IVlas5tN3BnYAOHRZlMKymj3iEB1xMlKvV3DD9T8yJ5CYPEQOt69ltCovZyeQiMAy82DhNILxsMyKDZizS4wcsY+hGaxdbp7WBNoZaLQ6WAc1SKf/Izgt/xQnRsQa3/QFFM3Q1vE1X7HBtuaXQIP+NRARFiHUoCpGeaPFDfSDO0rD+Yu8a/lnrWPV2R++7omoC6jUVXJEHhEeUE8pnFy5nDD343ft5NUHm6HV1QSmrozq8gKcNrip2rhw78kpGI5G1iZBUQ66OYR7G7oUyhx8CmqO/Im/8WBAGY5ihQsURpjv0l9g86koiOrwglBn6fLMmYjLSY4RwMbS0yIMfYJwTNH+H15ZAveB2prGYOaFFTmQEhBM6cvXQp4GFcTVoJzJkthg4Z174t69pcF+d0ij/NtIJ0lZD5qfyV27GQiotnZfa2moYyGeIoOU2j3GHQbQeeIVATO9RjEGj2MGlGAGMvpVMHzEgjSV+OLFbQuAHZCMEqtXiUDmbMPA9YGtp/cn87WlECGxjoIqqgbsWDLc+zOLAh7mXw/xoGMhljjt+r4fAui7HXJf5jkBz1s+loFhjPiS3nX0UB5ozytmUcTXmLIEQFX8uC+UeDlFvXVkcsqLuIp0ZzFRl7ghyAa3BE0b0r+YsD8dY5FD1A1CrDp5YC8unH1qTxBpKc84/0kmoo+f4Qkin0VYhQ+mLjpYHvxhbToevYex9T7mmQftJP86nDAqEpTAJ56Lm3E9lMA6DZsRWX3fjNeHE8ALu6ph1tb0Qh8acWwINCzMXNU6L59zy1v6rT6c7w2Kuc8+N+XvStv+joR75gbcN4ymqifwn5pdhMkS68fDcEzCLwL99NUcDD64og1aRghg22cy/FiG4sqEy6LLQPKe2eL7mkREsF++v730/ZFnagM4YM5WS8YbV3ze8L1YMOcJeRU5uDi8qgli0jgZK2GesyQoqjIiWdEUvIkPiztaMXob25EC2Yy1S0Fiz15YQS0GYirWH6sehORQtK4AldE8PGCu8eqHBk/MNK0QtjPGA0ljED7a6wdgQ8ajNNqCthhTUzY3+pmeoRi2mqNnxavOBHbQjmtBSY+EODmXbLN9mU3fKt5jnzWfgDHKiSUd1MUeEdgYXBpuhBsdSWKrXUsFl2g/4W+yfSFQz2YAWegwDkpgSrGvuy3TqTkLwfRyNBaMseysMriEw0zAtk3ZEbL+4QBDIiIroX3WQREqSTPmRfP645wr/95YAj/icxzjRUL2ajSecqHF/6gDz6KRRvD2drOGsi7kQH65/UlG8ApLRu8Fb4yqy2cEDEZUUTj0Zcy9pMbzNd8e4p1xXR99PuVIiPTRkj7p86TlnEQ81/9uYhuMfXI4iD/009ZSsDRC6SuhJEVkZ15zXPdBhLTx8ZUaIGn+YTpfSy1Qcw0Huzke8vloAG9yx6os0H8yoA9hHiJY5T2O2H7pCj8gxTYdHBQNNR4i1o/6O1D937YfDTear0aJH2cExz1jjAYsw3IpuoRj/emBGpfvaTyE+2/eo3rk0wSdiDYQEhYSuHRFfGjrQham7eZ8FQ8RrJyNjI0Im5zrSDbY55nuXUuZHC19yXqGxX3JQc5w7B0rsvog2cyqSutwHnbdctrNi34XjadYHmuCY4xXrHE7R5iQW9FcLkBdAhgKied8+ujR4F9Biz9rcqEdDuJWZ4DeWtrj5tIWO6o4uMUdSji9GnDqftScaRqaZ1kt8PUSMl0tEiwikHjOcx2mJsNmz7tm34HZvzqXNf8iHyb/cIbZzjkRNxwAT/MRZof2O0tDxwV6lVmSa7REzgHl/3VYxNrM/LKc/6KdvxJ4d2yNcPkLvyNlTO8kZVBnran3qf4BstLb5lETx5Ivt28V0O9qGyhndHhi6GJJ467T+O639Ce3CkFczoo/F9I52NtpoQlOhbcN0jvVvPgdfkHZFl3/DLE9RC/MboitDP6F6QsWQw9K9Bsb6dxi/oNrZeJzGKiw1EiIudK1GhE3HYjxKzMEw5Begu71kIPq7O1S+YXYbTI/Vzz7+V2h/AF6vTP8FK4J9RvSBMQa6VtpVWjc+M9YGekG2f8WMlf9A2gnF5onx39H2FcZ/An2CzevmbaCbIv0C/RvCV+ALyn8C/S+gX5H2b0arztra+oLKYGtX3wMPPydP/59cydvzg+RzycKLVhT3vH3VPRKySOZXs9HdM1Lvv/eq47bbgcUKz84m5M5DJC/Ph3e8+tjGG33aff6j9bkd674P0c835DbMsd5pd/+0lm+rU/x2/fRw/92u3rtWo9nRbF/29n8gPCHrf0LUHJfSBlzVUjadOpyegN9R/gD9gow/QT+z6Sc7vQ+zFbSwywJNlZ6ZmRvaYF0+Mmjoxeo4yLJC2+hyTbuyyb9HRD5aBIBstrdfhp3F+wMiK32YxVx5cR4Bow1UXlFO0E4ID4h8AjpjMRm0XFbauEJ/cXvhH6DfgW+IvqJ9RdtmERfbGeEDQ38zp+P4YnO+vsBYkc3Aq9tqsqHzC42BLC+YdvSEwQG/ovLFin2H/tkUbV9MLm5WCJxtwyLpHhH9hcGCyBnkmdEU2guIpZvS4enmBsBgaaZHbP1s/t9uMtB4f2fRM00euKpalhnZPE2gnQu4NvRqkbcycJm0MfTEWC0ZldBBBnra0GY1FPXeHj1cP++ECAGiJ1fG3SCkkf7HFVQ5boipxE8DnXFlZSsI/DBSDVNM8r6iJMiSLcZGlmxf/P2eM92VYDPkF04XBkPtKFZIyQ4hbuzFFO+Za9mNTOpqYhZzC6G2uKJVFG3FFThrW7w+hAGSpfy9uE5ryrt2y7ko28UOKk5AEX1iimwod87ItsJustjcTNlg6BQ3CmcRab9XzTBtsqMctKioBBc6Wg4ewWRHWf8oqBfKYhTIBvs80k7ABDS+e4UhIgSc7j4PJXwq5kWpzsP9CHs9MwogaDCUZ+b9IfDycOKP+KE0U0okkqyeUOpBzlGkiQyjOAykyNRwGBQhGyk8at8S4VcjAKqQrJK8/khOnVDGKXUflvnaHa7z6JLjn4gvyTkIupuIPf+8dElybm40jdn3eihCSx9jKHFw1zRYSPRDTkAYUu69531ikzAA3HyhhNkm6T5nxR1adb7rUuz+qAqIH4Y0nGtB4Sdvx41wu/makyk+V7dFXwPJVml3c9YV98Z+jIO9OxiTQGZk1HzvPUNf8GrNV+nuu93khi1jPx+Cef0JNL0bmSUKKM8+JTFp0Fsh1XpVQ2d93aEGg6gbrGr4vcBE0aoZp6lzGQ7GSFdQ99xhrX/E2zKFk8mS4A1Zh4BA5q0oFwKRrhr8f2V4bl0zXXREH5AsoApEyi5PSZCodqfjNBDKShpEtWKnja7SAef1HMxI0ueaFIOUSOwjN1i6MSeMFdGWpPE4/rOgEglIbH9IpmzC5VocSqaBOucJ4+/Jq1SJqJEANOwjBiK9lz0ZqNcMMHJDoOR+tfVOA1DzvRP0mCkdvbu5NRtZP4jgV2FkDzSfjVk00pSFsVLdKB5wQAdHHI2Qua7vX+Idu7ttkofVFDBS6EB2d9t13ANTR4mxz7bDIQ44b5PynsnmZ+/id02auP1ear0aYOZmr23sDef7KK7YC+6c8KFOjUqmTKnRZ/61HMa/4wVS56nMocj8avc8k1HmfEzHj6T4rdy29vTOFfywRHTJnedt0G0nc2+MI1Lv/8EVjpoKRMgNdWc9sn9Vjh5HFQbuMRvcRUtu2fO5iHF/cMBYz+kMsVe6vNFKp3U8OuUqsK9ToKmfVFrOPuf4/CfTrVads4G4g6I0O0EsMTezD1nTrdDV3tjvaRRSdg3nR2HMLuMJgIOMbCNrEFRgU+qLpUs+TqlzfZT10a904sRPOFxgB4gJpV1gpki9f8XKzntCBh3mJ9qMqdqRnLeSr8kNeNtGnbcbfqWFbu19U+8/TNmbowlAzRwP5W+921LlaYMZySDZ55gTyeHGfvd1U1yOlTYr3d6TA6oHflZ5Xul79vnwkxG26v+P7+Ld0WzhGUVW1BmxLe95/Hd7tT6k+z5JXbMj3d6/xGsEmJNBUP0AnKezXKzGlLbuwBZH8tJge7IaElzsM/H83NtqDohmObfFQXE6HlEdjGFz0hJZ+ui99HnewvnTaDSU1RxHLqNVzyCWXhJ9JFDEtIG2i+mVwwER8rvPwQX1vOo28Obs6wPqemHUADQe/sAEiAGR1UIUbR98FULH8OKnyS/MuRxOcnNGzOwOKg3LH/Loq/ArtEfQT8ATOp6wWgwdwnakln5Ove6ezSmGiA4vglODyoL236yH2wVG6L2K2YU+O61uwKPNY/qGO9quWD52AwihX7AaGLY/DFBnKakQ06BtTOc9Pd6nuB98f7y30PLNo8c9sdvt5du3NIo3uJemckK4Ut9+7xvfZXcO79idR+/1pegwx9e957y+aedH399r653PjvpByLa7t/+A59ysx/H+/d9a/vuXr82yOWjbzAg/nPPoCfQM+hUZF4/uejRnnFyAV6T8qC4MvprDWwciK61/x84zj06mJ0QX409hNhAFvhuwNESTgtDTcoc61k+sEDWi6FLoQRs6zsZT3AOonnaN4TqodhsDF0SEzV82ZLX6FGJAOPqa0Ysi3TP9B294tdTILq+yPsLm6cuHndEzRbI7/7W5I6A5QHN9Nb2weVmCfoLeMZv7MCeOGChShp1lN726bmgp/ewMu5hTpXW0P7jaZUDHTQBpSDcbwTIWN/maHB7N0lRtXNkynf8wOUFHOTPkjI4XGJcEdKlgwEBVVCMq8Gpj3+7R6u31F5wQV5+gz/avpyqQ7QuWx9u8+TQYsWioGZXc4DZRlYKhBV3xbJF3bGWGOIKhZAYRCWF5D9UV085M9ROIMQvlS8ScWK4spBsiVLvnMDTPjXnlB4b09TzO+oohS19dh7MUF8FH1AtlhpLfvKZF6i+BRJYz0rymg1gqBVkiCuFkSNP+CYAhVhBVxOtkXC5e6/Y1dpt1rTVHEPmOXd1rFaGFvZsnUAeMVyriQ3mwsfHiOuBiRDtODng2ZG0aN5uhLhRxfXDAUKS7xyvOU8MKMamYd5EIs1dXHBpptCFzSv4Mgyx5O2EijBOtPo1D+4J6gfSNQo9e8Apb91t2HYcn0jiWCnykeZFLuVcxB1MnnC9WfEuxGijijzttqzHFKHqYVx5aLf+nOZMUy2cXc9SYeU3b7FekP5FB1lPRgaZjLA6uYYjzFCsSCAxzrIl2V94jTVr0IQ4xZgibey4MNguRBz0M9RN1Og3FUxyWCBD2zr0ZLt3yGfuoHKJUjCETYfJukEsEo/MJOaRHSUTXHcPC7upFJQv0La5kq6GQ4444GMswVGuN6smiazgqvRyGJGjWwv00D+VuSA46yMNjGPrjsDbm+5F5a6y3YgJWyPu1ecSCemFdz6OtUecl0smoh0RnPQr1rlVniBtOEs0ajufpRJuRVkTnclbnVRw3okaDSZN9zmEYTMeY/Tvqnf6LfXfIvywFqRfof12MTvVsh6Cow+FTag7shsmfC4bmr4cEG7c1K753grYcuTmO47290hDUHhHGdJmq7atAFNL+FZGvWKSAgHQrihw5ed0xKbrQhhXBMpSZoLq4o/rVx3oq+zqc6YC8ONLR0h+1GJtaqoRBZ9ARLzQq+oSMT87mKyoWpJkhLTLsi1x8L4c2MPlOU0nnfZjfOy90XQ1dhyl/2hoT5BCO/ZE/zVMvDjHlbLhzrMkZEJoXItxwHYIPNh8oQxtd1nTUBL8JvLzpmp6KQJsreQ3p65R/wBYhsG4ACv/ZcENFOFckFD5ZGGIjFwZNNzobA2FTMV0KQ7I0Th7tcCUiRpJHAjvU9htXyxRCeTqzn+op9nUyqWS0lkbZ6nzNyFefr/gJPp732j4fLo8ljRVnpPAM2Pdhh66FudaCo2XDGaQuf+O9IQdk93w63pBpuI13SOgNhgYF378SMksIJ0XItSPExpNymuwVMONMNcyFTC5G5uizxqoUXiURz2OF8UBdzy3RGHfW+Ma9lG3PtY9xhMF4Lr8DRkqB2EQaK96ng1H33asCWvyRNAJPB6aE4bvWzdDNDTy2jho6tUdpSaQalEJDGjx+0rTsaF6YtZYiDZ3Pl4N4LOrJzx9VhouwMywnd4hlvAPgyMUPmak+j6GvGqoP5/dIR8Vq38T4nIO4U77MZdL+8A64NUw8tUdEt8jFGZQZRQka02ncMxUzeGn0F8yYaPqH6AYaCOzQp4JLyP651D9LLQ93fswaYd7n0ZI2pz4R89f8zABTX3zrKjtcYs9IzsOk16DvyU/EQS8ZrNXYj0vrujOjm/Ld4RwPmomfRkbpSHlCmWMO9V/qe0qfd0ChsvzZ1h4LG+/O2QgwWbZhhoWo+WDZB/qu3xo57gMUEd4aLfIRIWrTSHmv5Er4v2mU6WUO7AwTkXVK7H13KUzmWOZp6l81nVx1qNfzkeK8o9xqQJfqoPNeZtrHGMOPeVvbrFDoWE+2j/oZRJH2zc7v8itWy3FF2WjyQpNnM0xdf0P5gnKh8Urz1E66KvRPbMsZmtI6lt/8ucEQtvWEqNL0q9kRTm5o0j9hXJFtMQPV0tF+YuMVlRcM4LK4DeMMfAD9iDSl9Q1tr4zl1QqUD2C8GN+gY+fSoG1cZp8Y47ORRP8DiOK0A/TvDP1k+hgbtO/QX0B+RfkHEc1pSd3jPO33qhsII8K2/WnzMh5RmkUmyIJuv4A+of1/B/kMPIGe0O1ita+bp2XSBdULM8r1FWmbOSBOJ9uHq52FLV33A1v/rygb2/UPr1VqMrCdfvPIiGdUV0Q/g55piyAiaP/CJt+crTxiBcj/B3H+UHF9ACsKLrLQ+GTjkY9kBoT/R9c9utW5Bw5RQ/vIrrd0R739qjaTadD8C52xWMr9HtnXh3brzW91p/K+BJodHz528M67djx0OjH19oY7HbzbUPl93/H5hJa+lvvvRXLpvT+O/87JymDcm6dCZtUVeXuld2+9dFSU0S8uxoxXr9sjqg8s8m90+ZM2TrTxmfWibNeviHxD5DvSv9L6F1a9MsYVxgldH5F2ZeHVnK0YUr/xZPLhcrK1Gn9Cu3hNhAs6HojafKonFh10Nf44ZLCdhHVZSH/eEDN+a0PXJxO//budJ5ev5iTcPvl52eyYvX0DBjpWH7elolvCPi0detDACekL0tWM+9t3VL8j679B+4TI382euj2AmtPYUi6Z00WvZtvYHs0uunVMBq4XRFdkeTS9Z/kA7QmRF+Mn7YU2LhnhtsnGKt+Nj7vztkmDdob+C/QzevoM7YK2/4nKxsqGSOe0PFq88/dn2BqrNLTD1p/Z2jPX0dg2octKlw3kEZWzjUEeEP7JGH+aLiiefryL6Q7rxe3InpFiPVXF5c3rLzghQvkJpMVUKuyw5oXGvMCjEX3doFPhnIg/SKP9VCXBjdx5AC0IWGsyEJaer7qmbfB8zZZKQEEiRDq84lEU1PooOo1fqcSFAVghC8dlB9yAl4qij2/Hl0IB9XBU6VgR6RPSzrT+YE4IefQ2H9Ex0P6KyJXRv5uiN6wdc5yUQ2EWsY3Xh7JvKWrMIGdateZBO3vtz6zeVi24He5IUyIjbHJ6o4cLm1Aeq/IdSDXysCKyMtPjxLyG8v/+tT/s+3pEv+4o5EZH1QAqcx1jrd8ScvlZlYZx4ISJlD8K9vKTaJowHnvTu8NAtF3bccNVGLxLp0JJtvvaYUNHAxUNWhX4+LkTBp4ob8sTP3X26Jc/G6ji0rO5d8PUGJ/qzbIcXpr9OR7l9g8FjcRHZV4F5sGyHNQk2gykfxijG+kEetfx5YespPVoP+Y2UlHprd7jfZ8HoZFkmvsCSEdJnnh9HFGPYme0L2OMn4y6KPOZ9ST09v6616UeRuNTNzDu9pNSB6jATXTJTqGy+yO0d0cDdnIpe7IYV2pETcqSSVegBc026W6HSi59mijE4GXF4JFGVDMMaKYccTmDlDlU0qiUfLOmFoA0UrWDcTZeKEw++OYVczKVRPObx760T8NYKGoYv8nXyviPexnM4XjITy6y+bzFWFef/iLHtNvQVNiC3xTksGR/bcwasrWQ61R3gz4hUjOJTvoLWjGx6mnOYh/I4jwreOKUT6KWumUWig86Nbkirhhp7OPok6Mpm0wZP9NeQThTZlQApEM9adfp3XUglY7VjAFVpbnjyrZI3VfR9kzdFahAWzPd/UTx7+Apaf6WSPdGttNY+HEkxH6/VD4i7MXKXGPyXstTGnRUDTm+XrtrzxuO3zjlkHpj3T9S78Jkj/gXWk1EwZ9r44d9uJuVoLngg7Nvkw51d2fI9LuijDqj/puEjlrfEf2KPVsMan4vGIpISp+txtf9N9/0SOs8x7wd+WP8NXZjDRrKGi/Bg3fpiI4U8SNaK7f6aI5RS5V/iRb+HQxMIIy7OzvCDtUd87vfm8fp2f8ZMiaiGIuM8fFnjacAN0jtsxodyp6G5pt0vmbnuDj2xmSP0N3xL/M5f0fet4u2hJQdR7lcol1iXcm9U3sYEURa2qgAF8FAWFV3OfZByjP1O5MTWqI6rR+RNjccbMG/46oRp5T26p5+43InzYyoCTl30EmTTtyxU5ZqjimlScrwulduEP+Vzqtztp7V8p43xnLQ6w47ede7Kn1vLFA5dWUvHfj9jJQtc5WjLDzzzjimrK6vm5tzfuf7NiPGp3KgcUZTcefjTM2aUYVHmVB6OF98jxcVHqOH+ZRYilsZMcf5FqffX6qLP3b11sIxJ37WfsXAGjgYIWr5NQfpnVBOqK4MQp571Kr+ASPmxtMeN6F1B7wNJevnKBhC3/qiaqVC0Q1pbtTC001GDSsZaB/QxIxjbDAWzIJvqdnocy6iFt5O6jRMNsk5+bjgKZHllRiq7XefK3nFMmiE4ymcDxd7l4Re1DFQxpXqlEp2mo7MFfQZ5GIgofZsc6y+r3UgHm1uoL4V8ToTOV/y1QfzGfWoDHtdn6wTAV0N6DkawgOZJjf+3c5YxIXRXaiwRGQdntnDa1qpCuo1P5Xv8L/ECbFjNH7J7edHcbW7r7KS+7J+tia3r3vnuZtG3vty16/j78eHj524Mw93puGNifgPXH/l2XvjuXOLHv8oHx5TTc3VuHO9rbu+20t5AlFarfkqkVqnoWyMNogUbSpX2wetg/xm2oUOB8EtSO+05uey5kAArzkz+nD1wXhMkw3lyhAHvPHozssHkJM5NcRSBw99tXRo4Pv7inIxh4M0Bt3ORnpGEYZ6CqX1gZlOd0ObnyOHb/pmLQ79gJ3H3CbEmmdo2QT1Ytc0teLTHasVsSlWq2bAiHS+DiJqD8Zn+Y7qRtSGaVh6fOFMY3HNaDXTlXoNxTagub7sqXzFQXoW3eX9PG9IvyLLs62RpysXUaQNer/aPl0AaejWrc5Ed/4vA+lCG0obao4dGkNlfxzeBnJR6AP1BAzS3J60+rk2U6S+f/20E0LEEUwe9mb5kR1dKwPaN+AK7SOJOglDvsYB2wlaXq2tITbwcUVE3P7TvVsbqt/t35AKgiOzX71XYURyVI8+YigE9c0jtlhY8UlLgTLMs8NHc1IMP2iI51lM5e7kvPYylSM19CqOmJUUXasrIY4u9xRM5nxYaP2M9BNteUSWhf74AeFM5zPoYnkjdUPan4zxArzA1hh8R7cBqx9KVckUP46ozjBBXdHxCpE3Mg1oZ++9jyIOFNsLsCB6diXMUVsDaBP5FsVe8ILfOkIJMpSwYCHfIuZNRDosnUyroc0QvgTDCGPU+5cZkYLRBjrVx+655Q1R5RtDI/y0MQs8St5nRi5HOJTUTprKuGQP07iYh2UvJIM6XYqj5MIoaDSuiXR3+nPFypQvY0appyt+4LUDoXjfQqcNhLWGEZ0zViyL/Xo5g5zpv9zIGMoqC8ITEAfsYXvhgGIn+hXvDKNjot4iGsjp3biMMbQowJpKRBxSc2qYRh5zrEmk6Boxx/PfPABrvK/+jFTo0rAj4fjsc+wxT6JWrO1dvchTtukTiWIDizqykKS9yM+TjdMBsqfXqAcTfRYh+FIUGErjsRiyKiOEEtHpES5pHChtNTPGalQLcrqXRM+FEzjm052iedgJQ3SkUQsnXdBwRCfEMT6M0JJzGjMXUTThVLGidr5nVbGw7nCoCYawiv5IMTJ6eqp05lnkWtCtpeKy2gN7hcH7LAJ422q5dRErEKUtUu9Em93n5eTtR87azf1VApzsUBlyD5lzLRtWOCo+LwpjwODfuYYfYMuGc3q5mBzwqMLmIZGBFVS16DWLErDihaobyoLqkzsyPb1SONAitRBXJ10vLi2rU9QJ5UwkFOza6WpycyPCPVdfz4ql3hi8IrraHpaG9tghvkcz5ZjPoaORLczfQ95VHcF2xWTVyQ1zisorKq92NlZ15/qKiFqqcCwWwihbnRUvKR0zGAn1NAphMttYZWU477WVszR4m9pZvwXiXtxoJ5Ao9TFQOpuc/Z2NJoOmX422NgcXNIUW0QAW6WI1Hyy02Lo80qkiuhl6RmEMdUNBpzFosmXvHeKDIPSSZuTtq/k6XF0Xm0CKe4+K042mrA2Sbq4HxqHV362kE90ialzfEGha3TqTj2WaSNHsvznPokMpJIni6GGomojY4HMBaPG+Hh3Owa+J+jSFN0dNmrg1nXJxeIjHPc1HNO0PhAk0UvTUWEubpu705TVwUo/w9EDZ1kbWz3AHTTh+gs9Ux6wQc6VMXSE1rJzp/SRE8fkpJzTzoofMD/3B3hsRe5rOsB8h03H9kRD8pSejyBRSdqZzPmzWvtdMplxNtusJVSXS1U1n6v7a0/ORPysG0tmICAFJoxLg+zBqcJiscmf9TgcJ+RZ052nMdsod/t65X8IAPutQnJjFSf0wHFMmrTQ1iIKDExgRUamhu/mDYWhry9RH8jI9s6aIS3lZnWfqSOXQE1rI4QBwlRS2CBY1OCDkqMtPMy7WOlurzZmGXPEzE8oEksWqhr5zs8S7SzJtbuEB1Igj+1zcAK4OrDHZGTsw9lxEDse+C/nsczcmn5obt9Bi1Qurc0YmbUgihiELeOdck/rDTt/M+ZEyH0XnKHzVjPzhaMLXtTl5hIPc5kXDUS4xVmXyJ8h0uumLsvfPiJDgjz5GN7r6bXb+FgEW98m7YSbGmSQmWI2AOMxZv+2+iCivIJZYIyH2zOyo61IScmLO0ywK7m0NBz5E6sAfiVFAsXoqIl9ML5LFjV7OT9rvwCuMR9o400RpApby5wNjbIxhtSjNUXGm8QH0O337/6DS2PQJeEKW/wLa6d2M2LJ5kVIF23v/L1Q+ofp/ofoVHX8AL7BstD5o64psqwMaGtoungL6AZUn0EZbPSqLb4ad7JExwmSE+Fm6eQHxEbJCLIuD6B8IL9CeUfkO8oTqo9lVtsVp5HdEn7C6nFeGviC8Al8QnhD5L0SqbXRFxjPoYGAFrs2YpyCPpmds30G/wOnF9MblEeGMXDfkatkErJj26rzsA8hvWITGC6rfGP3/hPGAjP/D5iPOk6dHt8V1tw/96e38C/DBdFwxJ47oAhdFrie0b5ZOuzdkaei4ouMZ0Wea/GF7gM+YDeUL5pSKc/g7VzoE3wJ7lL+FImtif9Rb/ZcKAiucZs9P7lw698ht1JDsfxf9wYb6EX9/4wv5wffUPX+89Thnxzb238fZ9Dh99995lLXHuX2nq8eX7nSmuGf2o2iYh08moObtt745CAB6+wcROabgTrNnlK8oF7Z+Rftg6Hea6wMCSP+v0P4Lm/6TbXymcaW3C22Bfm6MIWzXMzJOtLVDE9bHV6Ajy2Ln3M1tn92i81tzPWL7BfSRtX0HvTDGBdVn2rrRrnZ+bP2VtZ3Y+pnBL3T9T27K/IiyMsYJthNy+ewmre9Ig7GY/tc8sm0sYlH14yPoibY8I1wR+RPlBbYTjIXWPKVdH1YLtwtj+W51HdZfzRa6Pbuz4oJFUfwCXBjjX1F5Bv0Ts6D/NxpPCCef980cLVtnRAaVvtHkivSrfabNUi71Jzsntkekb8jDi/uEvgEbur6CKK03mjROp2+AsKKM0Rg8Wl0cecFSZpnDYnlR+gasgp11YXUnw9jUayYP9HEx01ZX2sMKqyJfF3e+nN8EU9Xr550QfnAJJLQZhWQKDy5uLJKpI+gdxgRzkzmiSDy9imZRsaoM7pF/ewYzjYPGBgJJ6x9KGKQDWRaKYRikIRwkxS7tz7tiUpFIgikDrgiZtz4YUKvnacKrZF02b5X0M62f6Ivl7+5iVeCldXSoZfIQ0GbGPPPK9xQuE0UUarq/gyhyB1mYNBEo5JybePGDeyjajkbIwoChXB8KgaX8Iox+NZw6LkOIzoK2TisZ4h79roeg+9dESu3fESjWidqbGrvc3G3zJjWioArcnUCT8nA5SNaDZY2C4XBvNqXl83JAOKbNyAiDigiLsdwT6BHq7nOZxhL/TIXIrbmP0oCJKL6juOx6tT8GToU+aGAeVG7T8bT9ozUlRSr6dc7r+tb+VjoBkfrOWJPgA+HQCCTnNPIkqjHz978jfBP1Hk6lw/uyhaq8HeggjIG70PqbFxWe5mu2Q56Wn1RG6jp6u7EOBfEl2W8pnxWjZezpXXeq08J5zu59tU9BbxX56HJA5z3ijqFMaZXIOw7zWnj5zsgTl+9ZuVXtJnke9lUYRCNSrs5NpekwxEnlCS3b0rp/NNrUsh4zpRUajKfuux9d4dALxKD5U4baXNjhVLC0GE9oGA89pWAaxpkGx2Qdu5maMjOU0+Qj4gX2ct47FY8fa2kmjGaIlIwicfOkeNoWS5RZ5tlzAR9qP1R0rbUQqVEiuiHMsyHTJs81QEHdG5Ue97tzjj+pMvdqGMhbRp5FpGRBWGvwZXPomF4SKJ5oFQvLBSTQgh49ohHdlv0wx4h6u+mQdZJUYIt9g6JpibVvZ2Ho6jQoNP8ebwN20XKuS1jv7vFGnSJI53s1V3dL3p5PepvxghQZ+aWtwe4tkWam7NJ4D/nEcS8JEZ0Q6zqpPmTLUe7Ndxyl235Sov0cxf67WM8dCr6s8XFdDlwHj8rdc+zjvE+eE86zPZ+/d3/UOzl+L7t7738+57hGOtpvtc1q6PsJ/lYK8gZv3EdnWjsW3caUnS6/LIo53uOpojJlYujt/kwiSeP5OWY7TMf6le+ST9fzAExeOWViAljqMgS978M0dmMrN869fGfvSuoCwRunbLV9tm9LSrP7cYX8KeuW9+332DEaaE/TfjZKJlA6nlFQATKrdOlrd4jCSb5fDPtyeK7upPw8Il9/eIitPKC+943n9kLydgyFZ82vj+sn87sbmX9v38VLZYdXuHkuaTDmoyz0rs/HMcdzg33BZltPLe+Px20dpizete5jTqqR0B72fHQ/5Lm/phy1PWLnvVb0RF/3JFE9DOk9eeayv4zqZh+Kzj7EM7tzmT+5c/LWEb9zJRBluEPJnMdWD8CLvnsUiPp+GAq0FfQ7Vguik6A+Ngee2DPW/RVz6HlRVQd0qjz5u825p57mWJtHMjRxh+HZgX5xHrS+CSfUU+9Z6jIp89bLT5ufj+56oqc34uI858H4QYIPsD4qRDph8c/gjGWtqDzZAJS2Uq+kcyXnV6ZID8Cd13VguBPT63NIO4OcEb4j4um3PfoWtXTZRjcKY/U5fkJ5QDmDLs42Y0+Iv0rsOxXX9x0MJT5fMmzOewO5InhdirG4sxUDosq50Ecja1tkJPv/yuvIi36Cpu8+e+/5n5D9P3vv8evJbPhxn390z18Z871RBi+e/O4Y3L5/5nasP45OvvsYe75+j8/fe17vf/zzLy1f93KHErWAm6fWNWekoeZHMyCG7esV1Ss6Fsb6GWnfDTgx1ArDD9BEmYSDQ4EN6c+oAx7s7PPB3uHpzUd3WTLCRuGAZ5cnJtncdpwFkzea2LnSWP0Jxgl4cL3T7NXqkRkBepThckGVyCoDapFQaml8I721iTcHnisp3yK6QrH0/zpMDs9apg+g0DJLhBntZzSgzbHIMoE66mDyZoA6YUHkgdYeabLQ20D6Bt3q3/QOCSoSobcFmpjsERznr+a4KLUxo3QAbHbmdvCfytWAr22DxXXyIYh4On8Z6LY5drik//wJlvHzTgg9+eI5Sn5cTIFuT0ZU0rDiJEV9EiZ6KzskfvaVRBoLqxGnGvpU5AwRKqgb09HRXDAFWsuEbDAI9Zzndoa3g4Tw0RAPjg5VL84sfCMVQ0diTJVIcqNEy+I5wkRjMU4ESlh1IMMNNV2gNUQ2pK9WQ2FZkNMDy/kj7fTA+eEz0hZ6fzAlZQi6Cfp9Y6wbugqDBt2iTZRX3wxXIg+y0H3DrViI49U20vbBNn97nYSgIJsfatpDDAnLof2nMZn2QCLjfE50BCYvFD9T5sSVsKmfO6LVi2tKKsSbKx2mpGikwmD8mEXrtfwR6xFKI+xzyB4P9Fh/PHxV3GkShVEj1Yckqm/WKjGGE1EJYQALg2MnUr1IOH5qfuGdQbQc3MUNU2FMTKRS9DuEns27PRfodA+T8ogcacY0JQrL6dWYYqQUItBVjUjREpELUg1F2PrPjVkOPenwwBlyOBsuRB0Mk9GOiNMGw9ZH0zFS1sc4LrhhDxdaobgGpxKmobGGh0u11kWamNbBo41acyOo04gAOjYYlgd+X2z59hKvB6NOBypWu0QygiIOb8HHgi6cH0ZUVyBRc61DgDhtxLruHBWX1DPKkYl0Mh2K99m+2IpW5IKliYXsDWF6M0+7ZY0DvXhUgorzghFITueBGiHkFn2QERZeR8YHD3qB8UI6JmnQPLQ6a9eE4cKVcjsBkB0T41/iiDerQxE8WW0eWqAl6wQFTYSTsXmTikX6BG2V9cP4QRx0NI1PJityjr0dRhyYzFBuV41OmXMr8uoK1GN57/1LA2GrVjRqCbISR2cqWO7uX4DPDLEQ1aZeX0hfgUELB5t4kUBRr30Va9mwgoGKcEEYrHqhOj6zzsB4QFnY2BhixowmPbgQgwdUDflqyBB3nrWGFRoz+lc2aM9GX83mQtxpYjVIvJgYwqZ2+FxkWG5Ld0gwLi5nrYihij+jG6qGjLbDo9V2srZfkqQs/La77LElXdyI2YiiY8a/h766TvAIcsJqF9hhW/XF2pcH47ljwRCJxgObBJ09GbU1k49WNEwJZMumVhtq6MVkuXFKFjWJtNIYKAudJWpOiaHPLQ5U6HpOuhd3wk8e/v411NZDxOqChCPG8oNrtjvpNsJoxaNSIJ1GbMZhW0TGOC/0jROJw9JhlPzTU2dK3L36E8XxqTOCy+qYhFPGjRJRXNJ/ZmTAyM+tnah3Eght3ydaHWXe3zQET+cawaMU29NKPpf++Ky7dMo329vDsNeZPVI0dLd0JplDTyOFTRo9Jq+KHO02h5NvikRPPZLLa960pIVIS+jv8rBvc1gEw6KsXzh/Nt8/YRwxtBMwDZMyx/XmpSZXJOlqzbZzODkvEEay5LMZhbMgUfOKE8jF9jkQBh1tjsZPxHQgwOPv6FQcWoWI7tUoeO8RczOCViEdrgMZqaX5t8b7cu8cgQ7q55CoX9FCR3XdKY2xCxEha2jbqfdMGTmdLBL93c11rHnIguFicwp+WwdHFYfh0aNiiZzlnj7ADsAvTjshyxzkkbr+2b7XjTRmC+jwced790a2pPVwJKbjpWX0m62ZwrBCiTNVyxtXGA2kzpuSaRR2UYo2j5MAZzoiOQBWYssZvbRYgrnGsSZFP5zghXpf6GJFefEo4LnXk7uQ9QxqH1PnFOYZGKeXaKPnmCUdD5H2BiziyWUi5PrnmSHmHYFReLLgfFfK8Gc0l31QAGwRsR98WS2KMgF0ydNmZK2UddsXx65THfMScikmKWwBMd0lkiPGluCgUZ6JKNcYVOUV71xRHwUDOTW92B7ePmA5/heQF4Z6pOoAS6f5jSb/Bjwi7Qn0BR3PICubBpzrF0SuGOr46l07o/p34IS2/93WucVm3EC/oudvwHfno2dEf4Xx0frYAFYk6xwY3xFPAzscVKDtEeVE1web4+E1E4Y5VVS+oPKC6r+DXqD9ijkiXoxGx4PZiETSKSJ9Q/Uz8FvOl2wC1wdowugRif2viEIfRp3a7FwpW8j1F2BDl8V51Wr9236D6wfaqSO9Q/uGnH5H9QnVDwhPKJ+cLBQZK/L6jIgw2n8Dzgz+5iLKisN2T1Pamq2I1YAQ1t4YckUkajZic3tSi37QV1T/QHRBriXtZnvAIjjE6nyowPoLVkz298KD3rqO/CQ+O3wu9fYqaItcCpmyR4kQ0m3+JeX++1c6JEvzVbJXPeZmPLsIpfLMzZhru2WAu3f6u3ZAvviqAiPn59NRO+cp33hP1OT35Us5RO7t5uAH+tHdq/Zbd7IhZEd93z2H6e2bD+P8CQbXuhnadbwY/+oXEFi0IXpG2zPaLwwE1YW2XWBsjPGdwT8Z10/o9b+i7X9C/8IYgzE2kM7gjLD4O2AMAzy05d8BZfRH4AGGRStIM95iUfsXs2toQ9cNtld0i/pWrj+2AX318/ILi1w5tQuR0kn7I6P9Agx0MR41Vs8BoB8RrKi0UfcfwIWxNYbAcjkh14aenhn9GYvkavTxxDI+MoZabZ0+0MXOhaod3YTxsrk55wVBkPF30MGm/0DRqJXtKvKAx2+0xWrbNPWojPER6c9If4HtjGxnevtA75/ocuHUv6GnK9v5BWmDU9toIpzkhEijyRNK41Xdet7Nbt3X77S2MVbTp8VrEapHvW0y2PSVNlY6K6Mp48MDomeaPhknuipjHVzXF8xG+hEQ334/prmfdkJk5HFRTEQ9vDgZXxhyNHXd0gJTGeyTjwpkjYe81xUW1HUOvzGKfeVh+XgA18NnYTyjKEaBDh6p0CCRjCKUJbtMpwqnSumw1s5H+9F2yXUchsQWxak7rS0WEdEW2mIeMbbBYOQ9e1TCQqSKSugIUYCtoG93Sm1lyGN+7kLJdLk9ek4TWVaUZwW82OsslkxR6u7NvSHzJNo8CACo6/czV4SdH9spfTl8dJ8u9M667aSZfVYOFUe2vmfwd4TrzaVv/Bv3H3/s873IqXNdFY76XEWnl2dv6OH47nv9YuoJuzEpx37efC7Hdu8954fum+vYP49o2O332Xeh5X6R5kXmfa9annb7W3NN37vagb6Clg9rs5t3mKrYfLbyiZwJYT/m4BfRntR2qkro/QhLajZY1lkgCghKHrTKuzInzb21rkb6qmBRSO1IA0dameu6TxcwedWejoI2j8pzfO5ONigHzSO/OfQht6nfn7ytRCsYo00eoLu+ekdyTYphR+PvIz2YrKsogv2AfnTdoS2dKJE0ZjqNSJ23fEU43goiDUcYJoLuwCOiNknSaxgQhrfthsCyjnEsiZQskT5jP2z7LOhWgSz4mBGS7pRKZ53V6JhXINHceJKRViHH3YSSDg+T26YnSI5LM1KlZdcmvRUjRSz3TQh7K+8+REl5P+c/RgsmEoPOwhAd7Y05V0ljtn6B5tlT9OQf4s5sLZGHe171Ew79auh3fjjfGH2edJsGpvKV7OaH0sYo7cSal/7JNF7dcvj6xaRr8c8zCk6jV6EJ1P5WnhQ0HUbEkEutzijV2V3HfU96vXXt+p/XoS+hX+icvyov9lxfiqyob9n/dstdYp1CaEuZsrfkfvRPmYbXqkNM2pDyaDqmbvpwvA56yGEUE/EVH92hjIzUDZoKY2PI86DlQqc5DgovGntZk/pyjO6+rvKzXNwe0YN82q/W7dmhPOx8NwAietyrQdPHSNqyIyF0AArZaRmjkCjEGkV5jMDMveu8Lwzfd1N8VF0j1mTy3GNUyuz2Qe7dzNnk0/Gem/RqxyvJ5dDmzZpMMMPeYXBo7PDMrX69v/vGqBXf7Pqk3L7vsF/vtD7xM3M+Jl3UPhVdLh86yovK8yb3mTFY0ZdgxAdeXpeR+32+mdGD8T/O15LnygPfkdt33b600u++L3pcg2PHbpjsYQ/86ArDSqSgDSStXIEXhAuGYg30vrijDNJxwAuZQldDvwDUUvaJDP/9EashEcjSmRbVtrhDRJqg4YTKfQ77KHW3F4QjPOpxRLH5YcY8jbF56lNznjOLs4o7IGUhbDGW7tbH0mJ+DWQjbEwQQYfhdh1dMKdvpJPF3y+kc7ZmVBAlHFrT4doMlIevAZ52SiDrAuo5xz33QcPSWZ3n3JfIbWPnmwHMZPFbtjwTR51PA/o4yCHJRzBnn1/JxpUAcJj/J862Py1pylV5yU9qLPU1N1FiR/71dnt7jURvft338d51R9bfNP7GHr7pSXn/8XM5yvA35ume2P7Rdfe+aP8/up53+nP3hce4tZ9a/Z++a8sz1Or8xtOy69XBxJZOWiKVZPL2DfQ7ogsMS1k3HAieAEdZkLagzev2ef1UdZ5g0rkDj8xaCgbOmIBh4w8i51LKUBzlb8l5BwG8uRqYIVNfWqQAqNW+0Yhw766WBJhSfQ7U57vZ87IQztUpG43PJYsaOKgTA1kUkghVVZokvwpwPKELxlqpg7zUIyncwUGA9drIs6HIfFboNBpdOl0a5/6AyIK0B5TG2Px0rRYBoe3qIBmLjDMdoBkPa50xcAC8tS5NkEUtJfZwORM6Sf6+zfX+CZr7eSfEaoJEF/N2NzHvdBoLFODM0AgzNKVDomBGCDdZQM6IrNAu9i8X0MWRlgP0BcG8WrbWiwv7kxNOFEX6ExwZNcN8S570MOj7olk7j1gqpldfTMXy7T+68nbxdlbX50Kps7oA5ikrSnoYWGTBwgMXVywst7W0E9IfaP2B3s709sRy+oXWzyznj6gO2vWFbb2w9Y/exncSaYwg7RlBGVEoxvOSGUmvTmRhzLE84YZkgCyixMlmJwwlzQnXDVW6eahg87kbFiKq7n0kUAu4Kq8wEfN+UAnEnYKKoVUt53VBJkvDkKM/IM9AM6aS4Bs/fCEpN2MDjbn+OW4hDbypfApZgFi2oo67siY4klyd2Qb7Locx8YKmoVgmfy+MJcNzzEkXB16Nz1usX9+3nYqMh5dFurD4suoJiimrO+OXMA3PYXgMJKS1rSWaYzJbSFRqFFYvqr1mGrKIrihMmGbKNntRv0/Tcy79HzPMTfL44w/NdZsKXUsb66wpcUbkA9IXpD8YU26W81yHh5KNBuNWaB8vbe79HoYolUTslQOC0840NsYcmCC1g3Lte70GljcZ/65h9QuctwRRC/Zdrud1fl4Kk4s2n6Y6Mud7GeLbjKdmJItFc5XwnDnXcybYOTtVHDFlKKaIuEkaQz3yYQa0G5+NtTeFAVfc7Voxyeb7tOHfxdxFvumrHeR0s/tTkkffmvPKoCGPLhI1XkXzoUjOm/Lq++yJRMKJkFEsEsh5N4Rr2ceQ9yuBkopx+P6RowPxrUt86d1xE3PGg6EnUv44zw0dQzYGXnCwAZxonB33aLLCuhv5utucd7UwVNrZ5yro9g97V4sIl1eUzeVdJ/J3C2Nicl15tIAbhRYHtNAHnGd1q1vUAnE4bJxdHZVLZ4gicqXJRtMLwpWhrwxdEU40vAaTR4DYobazqSGVezPaHj52HRdre7HaVG1YeKlsXxBdrT6Riuf2bbm9hjZUF2spwnQD5a5GqNI8QjAO8sOMKA2LUtiSLZxAlBGGCP1uc6JPZLQVhfN6EclAghtYIdLsrM4DvbZA1t/xw69c0Rt+c6A2ifD/YN0hx3z/1Etju7gCLkav4rLKZMdAdWXWNPKDgVGgUX/qCtOBPGXt/LvKGDxFoUXbmiJs/XHHrAZy3u93XjWjLowXSERrpEEm+FzPZ+3AM0o//aekjcmeCpPv5BWO0s355P4pzXRf4uzJ87iixX8XsqA49yQow3mnMr/Lp4LbBt/BVYgYpzvfIgLSbxqEoWbzd2yuf4cBa/j+Co1oynv1ORhJRO9cu/zt6t0pQJ9ha2l8bx76ckp2TnNLWUK72ngjYtkPcTs/FSbL53wrlupj5LymLA3ZmzrKaiht8WjXhunCGqhynfsmQT3eT1mdRmqUiMs8dZrX0HIKEYlFD8/58vND8hzfX7nPYlqE0OetGODUoGw4M7IQecJqIYWc88jZ7EZECscMLjNC0vVSiVoQcebINAKvpveoRVGnI615bQgiXaN1XHyM6ki7aYCs82L6s6RjJyJm71+B5A7akvKNgeFCb/P9v3OUT71C5wz6s9UB7ucCN4RELRB1GopI6dDtWwFriadtsK+cJ6QuV84O4USMyKOI+irkMh2nno2g3G/G6uY6yN5pIgkumMbbnZ5S+5C0pDneG7r3fWR/NXY6Un7GfFZmX9WNuYpFvc6TzebGFHU+P4EP1tNYHXfaJX0Ie/o56OaHz1Vm9EoASKxuZH3L25c+edNX02P18skKnrZ/xc6TNo5Qeaww6skyJ7QHVH8H/e+gj7TxGcTtHipsQxz9+t8goj2BoRtwRU7/isgVGW4E4jeUM205m4Hf9f8xrlbXajxYJEOzKBjGhm5mnBvizhIvli3Xj8Bg8Ozr/s2mbDMdzgxVj7D85uCRC6orbW0eZfGEOShWtA/aekW2r9Cana/6B7T/CmzI1VMmDb+/fbP+tc+gjRGR/f0bIttc0et3l10ne34JHuJOmnEG/egJC1YYzaJOthXdXkGapXaRhuhHYKG5DWdE1oNV7GwqzyADOT1Aa8hFXQf/DO0BkQ/Qz1bfYbuaLjieYDmjyxOqZgDVttL6FcagDXdKnSPtVnHa/ux1j0B38vLeDfX7txu8hXpK4QX1mx1T2m8/KPzgcLa82z85fPzODizMUPx8um8m+nro3+6myjfqVccoh2ZueYsWXlFnkJs5PAzhplvBW4/zc2yhvs06p7tv9bbP2Z0fKWzzeuUVS5H0FTv3eT228SeyiaWgVWjyGeQjQ06M9oKsryzXr+j2BR2/o2xsas7EMU601ln6CU7C+Gh1Dbd1RfTqJtyGnE8gDwz5DdUTqicYr4h+Q/QZy1hxBvkV2me0vaD6ii6NbTE9/0Tz6IvvCM8M/SciZ5PRbUM/uBNxCDIWZH1CEFq/QFO2dJBsDISmrreePqDLGTk/wekFGd9he0b0go4X6z8d3R5Yrx+x4tGvrqrZWbWF3HW91/SqDeSVqAloZH2C8Ugfi2XYWQeyfWNtz6zLC/SL1RgGlnFG5MoQO/P09YmlLzyeHljaiY/LJ7MNnzsDOL2ubJvSXwfbNljljPaVdXvBCn4vDO0MeWD0xriubNfVzvDtDMugPSi6NvRiZ3H0wW0Q3eR3+47Z+D8T9Ubfu37aCWGkbIrNNPZGbQgjoh2xK8YpdhuhKn5FsclUOYG8iUaizTgw+MfpQe5Ynux5WManI5TNCZyqJxU/qCWaQkrzcRjzA0o+L3veVVG6yUjjkBMHwYqibEzUgysFzQ9R4sw+iyjvnzHlvjCheE8aCeOgHesTHsUSeptoa3teiqJM5FkDZHco1FRsTGlUv78IjjTyBVOOvspsI4VHZbTvC9/K5vXwzX2hWOfo+N742I2ztY0g0VjKoFtXVI2O5EDLoYHXvpDjz5/qWKjG34IGixHuEPvZdvQ7nmnM9ktfkv4O39+KqfLd/pv9KA7rl3u+0llBi/sdrlmR6QZE7wfMALu9XfmBRFuSy2c0fJyfWJKyNjeRLT97HWgekqanAzWUk6oM+JpIvb90sI5M9/O5V3DcUbprt3jFD3R++/v+nWmcE73zbZ2f4K3lueM7E2FZeYIUmjysXz4X/PZ2HmVHF7L/qWy1fr9bVp3t5zTEnM1+TA/+fr/vf7m3V+b9s1iu85jduOslvqwh49658mBlxphZWDf6E+lLiuEg3xJy1KMgtLNzMrqDdY8gjj1l70yEsA0w95aEsynoXeO54NXxnPqS6mx7N69LeZfxDClrG/LZ0hZORFjwwJk7tKxNob8pxypVS/khf2uyMQ1PoCnTD/TJjDaJgqWGLqyRIHaN7G9wAGV3IIqxJi8LY9tAojhomU1LfSU7ERE8JY867ozSo551g/j6mavs1d26afntDT56h33YM/KDm2rbb13Hb13m3N2j8fdBKNzcdeCLB37z9twdvimo2/oOOa77TQ/mJM1ohz2vTM0p6WXqDXJ4Wkub+3Uq49pFC+yY6WFd9c2f23nR0tyPZGyRAVXGuNyY4wjeIimz5lXl5ez5LZ2NAx3O90z6iSaViQ6W+b67kaaFR84Py31VBpTnduQuvj+rXDrOk855OvYj1+KNTZfrzeQ/+d47r5PDH7s0FvFMnFuUfS2PIgP9RZP9+jpKUGqgGKM7ZR135BjrH7UAXW5le3X9718y31KuSsty5/74PZz2Dj7I/h/uTnqo6/Ue1y3ro3CjBN84NCvfq7y5rG9yhr1Oc89wyOGT289K/7Xec29MVZ9p8w6lyN87z+1urPLbP1NreR8bxl4G6v3+3OP58fc+an6/nrdztP/rZ+So6kgnlD2k+5+kqTrXm8kJjzaAJ4QzwhlF5lk8eVM4HB35H3YKvWKAzYEWZ7JNie/nrMOlBJBy2iGc5gWIdJpOeuEsM97sc5fjOPI7CMDAriaPDgOaeI1PxNJr240D9DLHAgTPyHSq6ZiL96woVvzb3tnNcRVAJcXepVtKLJsX77cq5jC1n4zIAJ9LtfkSxergRN8HGik7mzvHms9zM71c8bR6edaFqIlKgHcUcHDLjFLXOe/jZyguJ3z+cxPJ8PbtP3fjX+nHveuvjuOt+9/+/N0h3+Wlcn8Okhm81w/94Rz/aMSVo//cJYfff+7pnaz6oV72E1dxhmQaZjVJY2c4tytGlhNPhyRs5mBTRfpqslQMNN6k0yLLSwD1BC8p478AAcKK/RS6iNWdWGGYU8QePGH8bTXzT+033aIIGKBP5sxoBmRPcIbX6TN+KHbuDT4goA5etY9d7wlwbgJnxfd92GqDR4ZtOc5qm51xY8ric7na+xwslGcMNQDtTDdb6gf5mw08qVaHoW0GWpB4u9A5s8iZ8/LRosW6MBhoGzTduHhUYqNboF5rzKwODrJmP86IwsiY9GBJEu8OvS9sppFm9f3rp50Qo7spXL8DA8mc/VbkKENKWB017UWQJIjZBIoGskkF2Rassvfi7ZxtLaySEypnDIUbCm5M0sUX+AHkwQYvoOObe86w9qVZBfM2JgJiu4I2ZHuwie1WNItmNS5EH6bOxAAMgaWtuYx3Y4K6AEva39zDZQWRrKjIE4L3Tzs6TvajC6rdUDyqOLC02EK98Ig+2HLqgoU2Wvor9SiGtnkxk8jNTxS0smeRkf2lvXg/ZgSFMRrLgzvEUMIhRhMlHygvzFEkHjJqY7Z1MkpUzOu10DibIiOWV1IdcdkKkf/wkqv3JUg0UMkVtQWJWAoFTDbf2MEYIjogGFwjimTV3Po26hNZPyCNqDrbL5vRNtoVy6MbzNoZaqYLKSh5tTmM+SYUcA101cnnKrRCy90uw8PZ9FSQ1qChkGXqlObhXo1ZlGzNe+OdyfzA73PdK5lGNfoE8t33n54wdLAhd61I5OpIVTduiqPQac7094r1LBDv8xA5MR39ZEqrTgFYlVKXCuL0EEVSaf5udZSp76eMOpH9Mf54ib5MXRuQ4bnJe/CdiXbPGgeBnI9846nziK9t/B5ORYxuxHPkZlh0oK09YkbnwcIU3Vi5QJi7YIi80/m2MB64Ip3G84rki/lcc15ybcUJYaeA1TRVcQgqeytyMcbejFQ+/iwIGSETEVah/CedeQRWnq2LIuLzbXTkfEz8kJTnInuHRHSNqrcV0QFgYdBBU7Nvke89ow5i/wVvzxzpZZ0CcZlpnSh/m2z6kVlYxJAT2j6ACGNEvaEo3vfd+F+kOlQ8osdpSU6onKzuQR6qVuCE8OCGds+B3lyZ8FoVAqBbRiyiZ0RPvv+9sKXzQFVFOaFyNlVETBYKrnhErminLY0wdK9D0aI2CVY/qY04hNqB0EJ6Yy2EjYVBo8nJC0cvZJFUBeVqKLmKyGyG3N5iLbczInDSVyMN11OGK0RDHOk9/Kjtufmt+LZ6LufgYQtdNzpXU4+lMWisPIb0cFzv1ebH8yxH77Zhi6dyAVnp6jn8sdz8A2VTODc4e2j/zqgsVhNDPJJKZWGo5XpukV/e+eW79OaH9Eh9pV4EXLI4dOgPse8K1j5h9jCRuLZHW8rn2BdGW8bHirM6o7wgHCsRgN2Ohj/x1JTBqySAGNbWPirAjApzv01aSj6sIOngdZRxjimiCJ2dxGMUxbtGGUrMjfNWFSKyJb9LlHTMV9QpEqeNKOSnzAhG9bU2PSmcpym1pPwOFqkp0f7s40Tah7w2nTmcfpoHiJEz5kqD78dwlMV6Y3tVmH16n7Vlf21McbgyI1gJjPS5NkRrRp7FdHgheNMvnIe7/mQGnfjA9oXR28lpJcbl4B0xvqa5diGo/fnULVz/sRPt/EFIg9dub0DIWy37ZspUl8fSjDdHdHYIuly/iFSJ/sS5Sig3EpOTBuEo0pr6iI/d27GIJZ30G7LEdUUrxuo19yIyIr8zXmC1h0i60nhXpv6r8rTwvjyPYGNKerD+Sc6DyYY5xmBlbmTIaIm3+dusFxZ62OH+BEx4pKT3Q8D0CmJHZ4uTyL1Nzbs26hX6ROpmueciWsfTFetIAFeqYb5WEWGUWfqCV0nwpcJ/UupQ6DgH6v9U3mBrlLVNkmNoERlCRsMnoCZ00PnucBgkL8P1JISMKM13psD2YYZuONhr4kqkBZ58uLSfslSZzCPoKc4Vt+7yuQ4xL6GlxX72+3SencoMvn9dLqYXDTt/SX/xoPYnlCd0CGyCygWL7tisdtTm2Qn636H/v4EXRL4BLyhfbDy9Aa+o/N/WznoGTjT5zca9fQMx85HNucm/sQ3YNjNcITRPyaHtC7o8G2vdFOEzrf0d7crWTQ8TrtAGbTHD2RjDzpXbB0DMfpLifaDbF0L226Q9AE+GBtZX0CuybWh/QpffbB+3E4wL7fX/B3pC2wdULEJCWBG+Y+AMtxldBxYB9Q1pK7o8IXJC+t9Bz+AGOhnP9k65IiJsrAysmKtsYjUltj+c/76YMVNOMFb0+j/I/OUCcvIzQHs2KlksArfh9qSlwdIY/Qsq35DrCpenNIxqW2F5hnG2mhA6jKa3R/T6ibSDtVdG/zeEzfSwnyK6uJx+b5B9ybwLER/u2ZH+fh/YX3Wf2H8zm8wNiLS2XflQuc/5Wn3PvOXO58dbjlfKaS0f2bhv73+j7cp86y1Fvu4/lNvnfrbTOufx5gtivuuMH+ZEDs/cAbvsV7B+ortntAKwf3D1F9Nd2ukTNGW0q7f2gNJReQQWuFxg+4IsZ1r/iPYHWFbTTQcIj4h+prHSeTUbzdJRgdXBDcu5IwptOSM6GOMbyrPXEnykNRBOyHaF8WzsZb3Cwyc4PSC60RTaeKFtL4y+sPYzMj7S9e8+DbP2n+hKx2pdDLcPbe4AtbKiii5XkGEmsiG0zX62DlsbiK7I9uq8pDHkjMqj/T0Gps+cyYLY7UqXL5hu+RGlc/UU+yJ/grwgUctYHhE64/WEbo2rRrTyd5DvDM6M7UyTB4RH1muHyysiG/00rCyobPS28MAHHvpHfvn0v1m2ALkyxoWv+p3r+srr61d0bAw+AAtL6wwZ6HbFClFbfckmjaWfkeUZlhfjYxuwPiDXhdEH2zkyiJxBPWKMB4Z+YNZzfvv6+UiIG1RifuHo0HogOmwS8Q2xU+7a3Py7tCB1a7lHqYURzd8dRubwiKeToqCcijIp0S1X/Eyt9AN5ajoV3cCe3+70PZ33xrh2zCOU7UB2StHL1BUYTxkzxEI6t83+znQn7o1PZf34E4edYFyBap2IlXkIiIPgEWl9FFphWK8HWMzzdeDNQkVZu2IqdrAROjOfW5wsWp1A5oS8d8X3eyTw/rplzPNR5S7CLJX8+ioFeaOtt1731pe7uaqKdSjszbuWHqddw5GSoYZe1wgIIzmd7woB6TR3I4+onx+IOj9v5aE7SkNRMsTHs98PVUHwOVZD+Ozvu9OwHg8SZcPlu+OPuDccOJvxDmea9reiI7x6cfftsHaXxsHuEDpW5lKFTP25UwjSsH0YYu6huk9Tm3+jH7dzNA3uxz1TMbP3FLHQgiod1W4GLx2lT/W+Iz+Ovu956+59iQwSd5hVJa4qflrWVrg9MMa+vRnU7E/tlrADFyYSLccfK7DnfXGonny1oLqgzEvkfz2Md7/g5eU/qfHlc2F43BBVRDayKG06RWv7MA0HBXngc2mRJm401Q3J9AtwjPqRgkKVRG/MqISZzi/GzESN5LDl8BOHejNohrFnzlKgaE2Wzl3SynpU+W19nXtZkt1VHhrpKOyZSBE1cjmmcZokD/Fohxml6IiQTBEW8qfGRATHMuNMGs2z9sAxsiyMdGGAY/I9R8/Zfil7XWYf69ynpVyjjfeNdHXkiXAsn+0vKf8tY4itqMd7XSZ5f+r9O5Rs8q/d6+vNpAw77FF2v93v7/u/1/fEd3MeqngLKor7cs4yCmKOSXapQDistx5+I/fxVKNrH+d+vI1UYNer+ZUehnk7b9aB6MV03shuDg7rE/z4Rv7+havy+Zt5v+3zfp7qGOsHesty86Yqj3R/vwgTkUZy/In6Oc7bvX9rD4+0VeRX8IxdpFzo68d+H8cQ/xY9ve71m/vf6E/uvbquRx26yPGb8UU79R3Bl4/vk/mPKns98ngGEN41nt18PlGEP5i8w/dTHgRvSg0gz2sHWXDgizMGOz6uc3E7htvZ28uZfQ+P+p9y1M+PHGXXvSnMdq3OKCs5PBAOsUN7aJmbY38qM38fwDOv2pfQEwpb2fW7/lJoqIx8v+JTet2/jk8caPqGV950+eevSHOsfqLLItEG0IqUeJlulpXUQdTpTxemY8j4kKbOBNNh6JEQEuedWOOQ+dNWYKgrmMh+9ecvTPp9Ihyrkqlmg9aH/95T5tmSqJNnyMGIKiiRo2UuMzJQIx1zOElXRM0AOOtKQADaUFznDdqrDistnwdvMKe9qIEwZoYNS7fJiBP3at/V7Bda9bqN2D3qe9Eox1MUJu34Ose66gVGZwfcukF0b0RKRZuccOR6H3V9l6p//rrdMX/tmTf6cI89vvmuH/XhnvyvX+/55ZufB5+8G7X2V+ZS7v76w3vj+qkp/5k1iY1zT84fbnvz+x+M/S9My0zU5zIjAUAnlBPoA5Y63wG4oQe3boBDB3yI1/7L/zWFtrpKYjyv6V4vUwc4SkQ45L6sAzFepxrnOwcpOaAo7GYtNT13ojoQWhKQG7qag63D3ioB7trLJ3XQNuOCcjFwNpE+abF5GANLHRyjmvzA+HdEsLnO2CyKS4r92kBNDtqRbcp0/17K9yFnJBzzYveKOzybCL01ejdnzxBlaY3RGk0sIwWlPoXQzEE7RjHlNJdxoKGLDdPlIrrDZNwV9Gr8v5W0pD9Bez/thGjiDHxY+iOVk7/nCcsb6+Fskd/YEUjGu4NBP4FeXTdt6OaCqKn7FDYXFste//TBClYtXTZDeWr/O4YKXTAkmaP7dzbVkWgLZHgtITGEuYQIHqi5vrAcspA5fcPbOmxzqXq+06ALziasMtxIMfSYKQdDV2RcYbsg6wtdhPXlC603y6ulg+16YWwXtuvvjO2FqMxO+w5cUflKFrNiIPKIcvLK9SvoBdULwhPIE5aSw1GkeL4xBnBG5ckIZVj9jRFC2nOMRnGrifK5YCjjRqKD9epr5p4/OWO5ZJ9Ixaqm8xiuKKTyVA4nb9Fbc6VgBFI+vIWBSJ7Mw9BjzlQyhYXR4rycBkWRQKNnyqqpJNqZQ7PtGTIcGrUz/EA6RF5Hny+JQl5BO2rhqFZTvc3nR5xOfAs2SKLPUNcQLoMZpaB+RrD5tDAsvy/DYAOZ5YiRMHjtQmFN0ZrKkzNGKIrVnDdxtm6MyMNkwRAqyRwtd6ntp0CNOXfMg09C3uf6TS0t10ErHQGRBzSf0xUdrxiSZjVnmRcxUgeBG9o5FML3FKBXe3d7tH+3ovRqhC9Hn0N5LY7TemZTTNlMp4GvRRxAnOVaFAvMyIFIqeMMvE0BZpFXoRTEeNyZlWtTclfjR4QMFb7M9aY5LSnhtAGjEZU4lCgRFWWdPPn6nua6Zi7iyDvujpxhTmFVy82tlRdj6kFhnv6slqiVGAPuWIo5ZwrZjEyKFuJ+p+Hg91mPJRB+2UhZLGWmPTqGD8YAIlf3FavTo+wcviLQFp+zWn/ljWt41BOutI3hqLwvjlL36ELOqHaLMJBG44KF4zdkWJEs5QVBaDyYTB3Ox5uFsBqatTNw2va6Cl6+i6Znp584AJo873KhyZXRzgx5NOe5Diwy8KXI5U6gWZuH6kaUeQTJtzH3gorSDZ7OYCPSb4iPwlZn0BigUQthZXBlIGztgS6NJY35Qb8WMdBaHPo9CmyzlAeb70mVjohw2kyEqYRzwXI3S0R3OQ8z9A+gjTb88EijsTHkBVBW3RA6TcwJIk4jMiwXu/Rf7G95BXkxsSn4O9RDlT0/tkdWSaHh4CJGbs7P1UL+dXv5Mb3FOScNDf58yFA3VMYqGAs2/r+z31SDpkf0aRhGPFQ4jjDiKbhmQV3bFxoyOvTXwlOl1m7IjodMiTkLZTwQviH3Dv1NBDiQzqmYp6hZFs1OnhDY5ynDK7/v2EGMgqz3+1KeTR7sC0bwHJX42wcj1pesPSNj8uxsPaKzordThqexT42Gp98nPvdXO7hFtPkOi5os8a7gf833gY0kU0jUaJOfOFRkRwIxr3EAc63G91zoWln/I9ZLjeKNz0cqjipPYRb/dJnlaVmNP+qcN4lInei/8weibsGCRRsFj/c2NQ5bdWBBCwFgMpkuWWvkYepSApbseLOxJQirM+tM5ISRk6v1QOkHzWoU1rjPI/dSZ6sRhq3Ix9g/56lrpjCMuQh9pxrPQhcpeoN3bEYUzv1kKUqiNkTQr51ZJOvkxfvE1nWnV3mU8oi5NHCJtPqe22tGSofOFYYNOxMmC/AooHQUZYRE2Ue4Li3hro25OQC4Mrq3+6cBDvI11hk9YZHQ+NqbfhF83/aWoaFbng0cPBPqUOjgAQpLWqnOjNDdYuyh+7vuk1y9RrpJfq45xjV5RwXRzLo+xVA+Xx3/sT+D58QMJGkXvpd0FvurOEpGnOuYcz0FEHuHTfQ71rWcNSIiKc+ihSf7mf5YbyLPPe9d+icWxfqI1WL8hHBm009Y2g/LfCD6f2NGGWDYuUnbBvwTxjNWxPq7zVIUVZYG8sDQf3FziRnzZDX+oeMj6IL2fwIXGl/mvg8wg4K0B2gnRF/R7QXZGrKJRcWKgJ7p65PtTzUdbMTZpH3AakX8Cak/KtILMAXP4sBA+nfXGh4Q/WSRAbqh2yOynZF+gdN3hK+09juDB9MUBMvowHDQmMBmum1EXUjYE1Ywmf3vNg/yqyGy5TP0E9q/GFp4PNL0jGozgGfbGMvV+jE+I2NFrt9QOmOBzHzhhGuRc/8wurj6vujDv7OsE21b3SbxDeUbqguDxfT/8ZsZFvu/YU6KF0QWmnxHPYoP7bTLL0aX8ic78OsPLzn8W+nyzsd3bps6S40Lit/2D8xtV89L9d+qU9158ub9dzu0b7L+ceAts5ngS3L7TO3Xm697px+7Md2bUJ+rmybeeubePW/cJ/f+KAu7m+7j++69154Vjuv39rWcv2HyxOrUyOrF3sffUJ5ow3jmpt/ZZIV+sToB/YG2fHB7tBnH2/hmslSsADL9O6LKaXVH3PqZwcYqf6BcLMqATm8vRp3rFXSwjc7QT7TudfnGN3j5ytYekf7IGGeG/sqQZ8b4ivAH2v8EbTQW03v6E6Kdtv1mc9UtAnfTr6hultZoqBWubgP0G8KVsXxgLGcYJ5o2dP2ToV9ppwGngYx/0PUzqifGOKPLhpzs/DdC19lOWE2Ii0UZbHbWG8359nlAa2z6AfhgAaodLIpuIK8L6C/u6Omu4oXd5Ip0pW9KW07I+QO0M9o3tF9RvoGeWfQTyolT+xVtZxZ5ZZOV8XBmlcXOutoY6xV93ZCrrf3/n7W/bY4c2fU8wR9ARkjKzKq659ye2z2ztm/2+3+oHbM1652ZvuehqjIlRZCOfYEHBykpM89ss0yVUgTp9Ac4AAf+AJAVu1yw/QW7BWBVFNEFeXzA7AUd/wT7hoz/BH2Ah/8KbOj9W+h9P6C5H95xIGiiUZsf9SJbpQSEN54M+06FTedPKoGHjeEIRHuzr965r/09f8uDYiItO+pzMvtEm79FgoRQPHwkHBD1LQegN+YLM4HB8S7bqXyFFoUcbfPCmdsLw8LwYMbY7oz9jo07Njb8oNR/UlkNL2CP4UsEeCn4c96s/Z9aiS5I0vjXlDM5rmWFtFu00cNim4XCJCvNQzf6+srFcweE2I8Zoj/bjdbxaTrE4vOJXep0kWueh423QvbIwD8QqF2nrXbPwkQ++K49eKDlwweH0fpvoYRXjHa/Zd7z5jtoHlxIZK7VYWv28rBfq3htH8OcbznMTxos+nqmofaszPS1OCsMp7Eevjv1oz1uOfaiQak9RjohKvooJ+WddXnzzta/AxIsed1ZKXhPEftIETCOc5N7sY8+5zT30JkeJ910FFLxone78NH8n+j1oFflHu93dzqJfSZQRRQPL2/77T3F+DDPcDgcJj+Rc9+zg0lrJxqz1mBDOyaqadKpNX4++5Hjs6LlbDDpujmciu+dnVHvze8HlyUK7OSstTR6zhQ3Yks42dNo7EmAplGip2GRRmWdrnzNMmXaMfArZXLyTjf8uWPPDU5SkW0Z0dBlbyi6Ng1fFQElhDG7OxPTsc/xnbEObsQ/yZ+ivyTSMLhaOhnPkRbZM8GLKSeqxJh1l5LM/B27TN0kwQRJD06BUvdOA06bg0o5lOPNDglSaJzX+D4NvBFb0ehzzqyvmdQM844sSfn9o4OstP932j/z5K4PaZPvk4fF9B91AjqC/8in5h3tndLvSxo4Jvs48yg7fNbGJXaYuQJcdx4ub1vMd5657HE+Ot9u72zPvz/3QteNev+rJ3Lsot92fOeM1PIxmNlpBt5j+l0+9diXvhpSIz9z+s7/6lmjMYzvydHeHTv95HdzPJS+Ie+8I3/6ISb5X39X470lT+KwdBxF+7ufCzh9p20KZX58uP8DmqhIiKafZF+a4X4O++2cFk30LWrvEss7fe80N2kgx3vchynDuuy103M5t2cZd96H3fn2zvWRHtD5SwIODrzhLFffu5ocD73De9GM8i0Ky06y5f0+f8wV3p2Dlg7ttHNO3W9yrM9vGfzfmf9UfYqfvrPnu1xoulA6MOS9cwT93k4n7YaKzus60Qd96O01sJPUnMf957D6w1jf4RfVbpufAqf4l1OLlo+Xrfdd2tz2ef0RqR3G3OYrHi+uLZkSN6JAzdO8mcQq2gvlBLWuXwb/4YJhqHqktwSax7hQ/CRS7SVYwYeSDkzXKTwCNXRJCR7UEL5i6Yhpc15gumbnabLV++HvdjtLRpE/+DMiZEYEBrDsiEW6UbV2FEtAWvLclvq1blpw/S0BMvcYZ9ZMA4vCucVHzHUrM43AE99fkmn/zNMxO2hS2rO5BgH2s0gDKoppIqgdjMoegEoZWN4fY8Be3OBaQFwjUd2DDbErMjzVlVUas+9dZ4L+KSL9qeutLvH9tj/Y9f833vbxJpU3v5xv+J83/vffbpM/v9vN/7vvf9vY20/ekzvfk0XvP3+MQPsXL91rf8MCI0GOwT+MiJgnHN9QSPyUZarhTI4U3JLn2nv1EiPMB8aIughSgBfnDWYbjBEYnQXT6MO4uSNQIgWzXBhcMLnh+8ojwEQWdwxL/CDUeV6ibouk892djdO867qbp0QeyNiDr2yITZus16TYfS9HxICjzIxMm9p1kYyImOkjQ/ZnpBYy8REV1bDEGTH7PgIE7mBDF4kB/ApbQdaaHHZzB3MBK1YH7GT6XVUH4oW8sATfDC/e7d977UnbM+uQr4VoyNA9bdMBYJEYo5x09Q+un3ZCyNiDgT9RBwMxjDvwio1AuCVCV28gN8wWR8KnkCKQNGouXFQwdcRc5UlPRqN7viaItyO2XQkwblRaliSmEEaWCy4b6D0EySXCgZ6DKEN47JdoMhQL7YoTYHttEo8yWMPwPhV7R267R8/wHJC2PHk9Ku7se+TtfvkTkZUhnzBT9iHY2Bi7OXp7D3RA/uiK6UMAVXbYd1dkSulY28a+OXFoqNjyqcbp8/HqY7Fb6PwpRDsCW7A9lbREmsUaiRt1slDKXCDxjc0d7Fs945d/b1EH4GcYZOWfTcRx6dGpsIQS2PPUl3GvKZtVOCdSqlSYquBI22YgqINQO8gIpAI5c6VmtMJSSpu/NxWzqeDW1BAKXx6CWtGaLnmllOzRlLGctNjYFnRoYSBMA2WN/XiJ5Pwf06oU0aQyrWPqIkbQeW8pjYkTHZKK4qShy2zPBMkwtgzzPf0cDsXVl1ByDykvAm2fhkeDNEo6Hc/80S5IkmnbHNNHl3jO+ronQuqmsnxCTFX4b9CL+ey6AzX2UQjYqp1zEEZSfZdD6rXod6ynHOYlUwK1475FKptjQRlKwsf+rVy/mvs1+jDSmSeFSCcV8XQkpJFHMkotZyJpOMeVqxj3pLOs8lKGEM40Q0mDiQIuFHS+Y/dxSSrrGYZoVCozSwfkLEwHGt2SarOcoOZ1byTyc5tc8Ro+jc6tEYulmSLCDXudlVpLnyuzXJt3DtHvXTbQ8XvQ0gXsEeTRX68eDrqYR7N4XECiKD/7m8XwKD8fpxWa7kIWkELE5UYqlQYmV+cHGflnUkZbE0OGeqSGTJRs1oIwGyg3hNdI/WmYXTG74hUd7tH25nOu7mTXzDketY6yPgV8ZRbhBuXq6MJIp5Z7UlAWeUTxbMeL7azm0Qp7hqNG7aaULRurH1DlS9DxPxDZsPjcq1IYi+yoDoYpXh3KlUof+YqZsA9FbEO5Bzew+O8B2BmaY/CIKt2DRpYl+n8FPDuq2cYaxmQVT8sgLHiNqBEIwzUiOzZs7KgqqpdYfwUb7PINY2dUBOfHl2QqMWv/CA1F7f/L8N8u1/yOPfiUoJnaq9pK6ZlyMPfw0ehakVzN4e17K+9LfnPaO8HH51EseD6OLj3CSFx2SPCqGXlYjUHQiKRRJvqeGpwjLTOSNXmchO5oSNQgqOir5Jo5HzXXGjpCHG6Km+tJ/IZRpznmZmoJn8c0CJWxbYY81Oc+rndkf70z6l0Bx9o9fpfT4HR7TMNlOuSmbPmeKPXmsuhn8ukt1iP5rNeC8dpwe2P7acjx6N55PFnxQ2SGyUc4Po2Ge7pRiXYAT3nB7HvKSpl6i59ZvMaV13WJOkUl++L5kF1mmcKj6Zup/0nIl0pPJBByJnXvg3zozph4t0eKaFPnuhNu0uw8uFKo4jLsSdKbUZrLaPqGbL5Oljqbt+mGuRjXGzRYzmkbg5zXINH0FkuSOmce2gezfsVsa75KY50zsuPsKDteZ2oULod9ZSnHCsDgtCHZn2ilaKMDljJiNPdYM3xPPTX3/DTmmmSaBau2pg6SRtvgOKn31CD93HIEGc2zU76jvixjf0b8Z1+7YXv+W1EZKQSKf1DrPcVC9LGi4nM/t7TH+ahN/jR9LDl3nUv39eqf930hsxN1u85hkBGne319MKiXPpzRV023lODJEcHUaWvKoo8vWf83X9vxd7BXzP7EEIb8gskV01+BK0qk69HfGPaJylIw/juy/38QeQT+ip+j76A7snzFZd2j08qr88Ch6vUill8RNtiG88jlN9dhgxWI3uLzT4H8/dW/WDxVhs/DCyYbprc5KNsRboi9suw72BXsv2FiDP0HJuFEGH7WMTPQV0x2lBdENjesDwW+YMsDMn4H+R3RF0SfQRaG/hfG9gm7/RUYaOiLFZy0iO+P3W0zJg/+xZL85DlsK+7EcefGBdm8FoXyO/AnZg/YeGSMT5h+ccPqwx+A5zn3SGKPnBO9gwhDHpx67e9hdxEYwhhh51k8hZTgZ+5hj+7kuXyB9dOkt/F3uP+ByCPCL26g1BvYK2L/xHW4O57SJnXz71w/cZTwbXE+5L7X7rzz+On53txond991K4dPz47POvL04elMPXHO786ve970yTthuJrU2P8qMuzz+cvfvTCDzsRzXT5fhznW+3JPvi9t3sai/Vfzs9YU6HP8vvH1/NDRPyMDbGB2CewlUX/QPgz9ueA9QLX3/yeuyH7QPQFlhVbL24vli1gVO6U1d3PieiL1yPYwLgz5A88+sqN43K/ovbgqHzL+nVg62/Y8hmxPxF7Br0h+g9YPjOWqO3Clawzw1Ds7mnysk7Brp61Zexg7MiSbYeM3i+wKcIDou5ccP3c69XosiHLgPXGWF8RnjH+T7xmxie3G+sC+45uN5ed1ydvZ3mEAWqvmN0ZI6KqXy+YLCxL8NKLuk1cXV6r3FC7I+YRGSwbtkQ2FxFUF+R2Ba6IrRjCTQbwyh/jP1nlwv16R8bC/XVh2x/YZfEah7vXcB67nzV5ecJuj16fO01SgO1fsPuTB+CvYX2Ve1Ty+Q3hE+xPMAKQuLgY+RnS+/lIiHIRNUMaBniISbpvLJXzQi2lQtEUzVR+JD4TPewzUgGTxEBafJdGpVROQxk06AhtOSiLkW7gUIfipEQSaJEcIo6mrlDYfIToKzANr97Pajf6ImUYv1BpgSJdxtijcHe0MXafLxsDG+YetGFE9ZSjAp2G4GEhnAmlMhXDMMzloS6cDFaFJyNdThqHI9x9ojGbwGiQ2UlLoaRLKvZdwOS/XenPOelK609I1qSZ3vKJoR+U6EqPcu5Pn7uky3mPp6Fp/QrE4WE4B++7nd6vs1/Sx3iUjfNMEUL2ZEh4K6TlnWlKAo2DnBz7KfWGU3/zHafcsNK/a520MkD3/uUhw+Z73ygXbc2LhhIJ2PpXB5TTBB36/HbsbiDJPRF72yLvfO1/OEYtnGnmvZaPRrqJTJs8QqyvWTP4n9FbWf/EzuOKeUwlTeK7PES+URzOl8/tHEbywOzPeIdksl9HIpxAj/O+zTXrDgFhOsDS0XzqVtF8NG6nef+uIOqOqN6Hubv9SidXHoT9JklnM8z1Kd6zlFw67IPqW+cPQuV4jPbnrBiZA3KibP3ZY9DMmR/+6Epj1bWNT8h0QDkbIhkRkDLHjcIpa5N/ZTqqihxInhdrIpWuQuYcJXpU2r62mENJNHbQV8hNIdty+rfkwZl6rByraxhiMs3MTGMxcyA3KkyjRTlh53xK6hW2xAj2RiORvglQmlHXdNJsOQ7nEH3Jkran4UIy3Vn8WKQWKlnjnY25D3OheD8Ou6PmVIo2rH68rx496Om2ZkzfNJYRfycayRF1hqNM0oH5I3naeXyXE302jnuj770jd2jjs/bLQQbJif295TPH6KlT/4UUEgc5+Paw/PboTdJoq0N1DtsX2n6hR5XJ6Wc+P++JSNkuv2r63tv7XV6dZH3Xi1rvzlNx/PsYy+qfTRfH8ZveisxfEyzR39AdGIdJPcqxc+zw+1fKx95g/ttlS+y93s/Uw7qMFZh6Vn/W73VRqsd2SsY1+dzlEu6ksj7u8/wd9JTz+M5zSr6Qmdal8eA4exxTYsr8tWgh93xLl5W0lfNwuB+OuuSYz9RMSYEi5k+czyqq+J09ICea+O7V17Otf+lN79Gm8/mDr6O67m2YnZ/5mX6c9qG8vcN/aetMyhxtc33ieG+2cKdH1x/qxkMX5g6dZ9of6AmHpZUTnb7HMzNKzYrfHI9Ldnr+veYaXzrs/9P76pzT9+u/skYxpkNfso3+LuEQtnmQJR9chz1/HkOeR1Mmz63V1+f7vX7AQRY47VbNhUv8+4I7bdNBcgEeQZ6ATwgrnrL3SqZ6rNS2rT4Blf5y1DwlmEB4wBH4D9GO1TuRgWg4Urnizls3glfGBNlBbzEHK+mYcUzjhtsMwoIU9Rsk0j5J6Uhxlj5tMwcMXWPN0lE0MLlg8hCOhShgatLwS8EXRdwBELLCQn8VsQCzhnwP4IkvdQCWuPv8Z2opG+4YkR3EASQW7TtqOIB+0qklwTmuf1nqCjoaqNJpyWxB5ILoQzimdwSNdfO5s6x5geCpyofThBhYgnF+9vqY9gXCERiawIe3/mD/HK6uoxVlAqc9cmZNP7o+4scfNvAOv/tovx4OwcnH37mH9vmbe/6VOTpdxaPe8md+xMPfXCfBeHjJO3z5ozn6F64hGlig1D0CpCEbgmFhtHYavniKs5GpszcHP6uGLPWzssWcFFBPnEcbd48sEIeE5ZnK02CGHB64oxIwVgfR6Qq6xOebn801zssW/a+ohpQdDuBN4LRl9OLiZ0SLiAL2OHfJBbfR5mxHyn1dUb1imkCOAfIaLGECnb1IdYxJ1vldRi+MQaW7NE/XJMNQ3RgRUTYj7jeEu4/NIqIrbazq/NEj7iTkRlh4bXAfA1NjsVeEhc2u7DYchCfmjgcbsLlzycaCDGl+NI82MbtgXEn+a2wYt6A4BxX5/HvUiDvF+aE8hX/BCWGL4UrWVybyU8ACJSnx1sgBZeMBKZTXHFAuqYjAMlyw6uITOGZ+PteB06C5T9kEFMps31ywKoHgSVStK0gSwkJsxTQRtUsQZyqcsYhqoZQ42c20NqtP9PIIMtBcHQtUYqaaqINHHjqWQLkMhFcYe0Q6LIzhuc9Ebt7PIe6NGr4p95tvdNuj2Ie6IB+J6pfN80uK+dgtIiXGiuyeK7xl5GaidsdcilgX4Y6POhUzVz5MJPZIGFvIEJ5IB1UoaY8KkaHI7nMq8skVK73NuUZ8g2NYpqX4PsUdfjdJE809FJVQzSKcNfPZJ0rdmUaip9c4V/TDkYdWBXGf3thQgiLUodNocxECQKA73GZ+4FCGraOo5kEl2SqMIPd1fl+GMZAyUM4D5HQyxT2RR9gV41AV0shYxsb5vPTDEjANky1SwmwCxZrjrfZHzkmN/07igynmL60fS/RhP+gJU7HJ+ZwHHD+7hnJKKNnVZrw3z1wIrjjHqwt11g4xH10jHXF5gF+LvlOx8/UaU/5DHAqSPnJO7yU8gnHkzW2uYn2rs4rXlpFpFD3wk5wjN45KzE8VWNMQSBKCqOhltHen0sLUvcJwY+V0ON5bKo5kWjg9GPec/hx1nCjbQ2g0Qh7OxEJgZzSGXUrRiDrm/kyhSBuFyEJ3jFh5UXL/ZdqxeK7SB+Q65FyGUTzTBgU9ppJU+zH3WhquZUOYyDGnhagBETzcnbkZ/fV9eqvIJP3S+hHyKQ30mTdcUqTl3AxMlKFOL5VMQAAZgbrKPs4UeRpG9nTQZ+2fGaZ6x9HAfyDydc61DRiheNrA8wpfcfHgcz1GRiHMoo0ekRLoTV2Cn0hQzQgW4fKs9EQzn2uLOi+xrxwNYphFYTSMkQf4iGqTjKK0rE8R3Ej+6XJbb06v9gq2udJpxqbKpkIdEO0Zr6N0RSPHueef39gzGsjMkT16xWuy/ILJCFoAk0fnkMkuIkzY84Je/f022EsfMU/DKILJinKhDA12CfEZKLxCnG6MMDj86KiR9J1I+Xl/7rM0bErRZsJJUpdJro+lrhCAjzLIpoHgaFCZMkXa/dSB/gAYaZFvFp9lXQKJOhBIus6zD7n3QrbU55l+rPO+4FU1fueZ8+955HB53PhQpV+7tB5aMkhKz60aORJTqpTMlUi/IW5U9O2Q+7Tz3Ii6jbWpGUq+F6HVFPo3IiVkHPkgud7+TDpfJqo4EffpyI1el3zONYOsv/GxcWNeMuLeorTJp10fz1pdGQ7v/N1JIY13eWhb5r1mTLBN8IbQX4UHJtgG4E45FsXwtAJOp51Hl4wjUqYQ6dgajSfAxRqdAaBjymJwfTLG4Ex31iXIMUirb+K8auqoJa+A1JllLLEycQ5phRSd5HJn5rNHIEbNh8w2DzpJydWIputq9xugyKwpUO0UmRnwGnw498wDFhEshe4H3BCauexpfcfPadbGYj9RYwlq3DkTmbLWAWXZPyLaIcaW/U4kwRl80eax607p9J/1bnKukyekYyz4Z6+1Vff3uc2+CAUUarwhOl5rIPH3bEWKdc6aMjsz8qnt+5pb4xAJIhJI9hwkxasnyCMBDQnumPIjZ2Du+3hXRSQ1Pg9zXLkPC/iVtNlq0FkaveM5iTHFuWY6HRpwIVNIZs2+msvO05uOeeDnH19y/5s3L4+gD84hTBAefY9u4oY1nhFukeXjxZGr64aM/wHL/wnj4oj9igxdsD30iTVoMqOZhhuyxb5BGPRFHzH7d0fTyzewG6hHVGA7sr+0vQXukAgZIy9xlLEwnq8MHhEkyp0oon+0dVwDE7Jjdo/2QWxB1l/c8Hi5gBoMrzPB2By1ywNj+zfXbTWiD5Y/DrQxaqzXoK0HsD2MfILok38vj/HusLnoEyJXkG/OD7lgPGI8gX1CDJbxJ6lH+/kl+pA2Ert7W+OOn50/A4ItFx/XuOH1H2+MYWS9NtPnoB+FffWaLgHmMd1AnmH5G4gwxPVTP+coevUzvdnr94mt7Y/61Q6/1Odlljoy8HZfyCmx3mI8w/GzJrbPd74V/3q6sbcmp8/PYzi9t57tn57e+DP6xzvn/feBOtmH0f5u+uEbA6od/nnb16Az++BdMnXw8+Se4Lbtnr6G53nO2+O+D3hXtfwTYlS3XwBjiAPJ5Orz46qUMParZxm6KettZxFFUYZ8w+QFkQVZUkdz3mgBBhvLitjOvl38HLM4T7mufwUxbPXzlm2wj7sbfEVR3VDZsds3D5C9fIPH1xDhV7gbPD9j62Bcd3R5RJf/CvbILr+StiBhY+EfCAs6fkVYkfFvmBq7/YGxoXg9CtkevD7V4nZ+XXZUd0Q+IXwCe0b2Z2cdYqgIF/Ezpts+L4yHzz6Byb9UnDdeXt0JsfwKpqg479XxDdnv7gwAxr47KP3lG7ze0KsCD4y7MsKuYjIYMjAdqN2w28ayXBC+MNaFr69X9L7wctvBbty3/zf7uPFVB5sZ40VgM7i9wL4h48nr7HDB9tXt0MPQ5cKyPjK44XUoB7rffP3XFduVcXv0z+2GR4yZy4QfXD/vhCjE7taYVBxSLJUPi70Qxo/RO3FkLEYocZJMQ8MYaPhhzUohq/Qb/tKpoO1Ho2AXuaU85uEnEZ+BqKrUTp3jdjRoGooSyaOJQg0BSOZ9hHlAtWjpeKisiJCxhzE9GF8WJdtdiljWjxgtHVO9L+etKYr5I3EgEE8tMs2HDYFDImNOSna1kQf6cM4cUGepMESRzkADWxoGci5T0RVHV9SKheFvquqJlvqJ6yBPOuo2p9tpRxIBWyjcVDrzJ5/N50JpPQjME7Pvxs7qwmy3iieThqE5r5Msu9G5CYrqyJF2DutaNzYEOGHojD1XRiBLk2QTSDUPKQBb9FAJzP6mPCy1g2R92edpUJ7PmNkjJDzmqd7f/317HcVu7puk854X/aSk5DpaIojfU69+QvJmVMlhbXLe4HgQPSl55SgNXkiuS/ZT27hS2eiOoDBeJ0pc0jHW25n5Ut/MweEKXmVwyPfc+GMqokdFapmf93Zq/hLV0Bqr+5N+j32SeMdsMQyDhQyf6NBoMKYw2kyDaR7E8n8HMdIXLPZp7Ss7to1N49MpUqaKhB+0tBx38pQ07jS5URF2uSfSePn9y0lKqAO3peMxHU5J/41+zdy4GBCDzDucyYHSUZdj8IL0FG1XlAEjFOGVOmQe5iQLCGekXqyJDdw4Gv0Wc8fAEPTM42oPt3kCZq2EHFfun9wf6XybURdAcHY3RJh5CqqMKJj0Tjng/M1hrBPPvSxEgdAwKI6gxWxLa79sfjAth+uovo+krbYFMzzf++45i00yRdceqzedgZKFac18DVG8QHfK8ZTxyfc7r0vJbrGmwbM/Zq3t2egCx9/t9M3koU1zaA5lSx2oGrZDu/PAn1EhzcH5plNy+vvYw671JC/sTx17mmvenszt0sfYnJBTXlv9Nb/Pebcp+khABsz9npIpU0SexxJRL9VG7M+a/EPv2m92+pntVRuHmehGzs4Le3/mNdOXhB6TeyhbkHyDz8d868/FQhzH0S6DqX+kkR+K8ppjuRzixTP6mmX7Zx2u68ej+GLGHhVNHkgy956DJVx/Tx2187XmnOh0lX2sc0pbM6GM4NI/P8xRG9NBfk0+akG7NQtvLAr1ojd7+u3vKVtSBp/ld5ejjeZ6fH6jSSnZHUjruuw0z/3Zrqe/MyW5N1If+OCq+TBqrd8GtwTquub0uEZvuyiHZ+fv+XnykTa+d0i9dZDiPQL9PHcYM1DMRhovnsyidl+tf57BkTfvn3FiofvUnHaZ3Git6Lh3PPUKOBR/Tklk0nQ0a/2O81A79x15WQ3y8L48gziokOZQnWOZQiDX4TTnjV8T0aGnDftOX3jn77eX2CuYwuoRApYppi0MaCOjZdNJenPbvLxg8gL6J4xXN1TvN5DHAGkQIEw5dNMxWHt094Zg2PKAp4y74KmTXvug57ttD2N7rlc6O3eMNdrdXA5IoH7TIaDu3HVDoMy+SLadzr0AJyrIEhHDI+d2wcaKJLBxKG4LucW6XOI8YGQ06KQBg3AwO/2GMy/2nZPvBHz6WqwY12h3dVQuXuzaxqSF5KiO8g26HX6mlUT1ypVKwWxA5oFHY452d/jIPb7zlM91DpWBR5sE0CboVhAy5fXM3vAT1zts8ruf+4y/J/nj3+/ReudP37sv99TPtPlRP87PyTvf/0xf3nuq88339Kb34047xzrywQ9e+B7/KR516tnPDeP711l3qX+/Qww/27SFcTv1Dc297zx5xHlJdlAzN9Cr79edjZkKL4GnTNkiDnSwSMEsEV206IObfxc/c9ro+kGr9zf8bGbXzWvNDHEQ8hC4u43C0jYrV4xPYL/iZ9cXJNK4YRq8AYSH6OM3LFLxigwY18R8+r5Vi5o2DwhXZ1lG9NPtZRp81+zVx7sEqLBqv7jeaGUTv4KtSDghZLwiUdcUG9g+GPvA9h0bGzZGmBwkKhD4+VUJRy7GGG6/XcaAXbnvgg4YmwPX7uN3hr2ycWVHnVfvA7ZbpPm/eO2NsRbP9yQGiiwravdwxg4YXueHxdcg+XeBjQ70+fH1806I0YVZGElkAUnB+Yzw6kJZ1A3uFfYoZEELJ/AMT4sCkSG4bUmFJ4xQgS71nNkDRqAZ85I0PCsZQuOG+CAMueOCLPOeLn4POCCNHZF73Pvsn5eitcZEel8tme1Y58YCpiFKIzokwg0LxbAj+58wrmG/0kADOzpYTNzjhjBYw9B0g5aH3NtdC3hidsUP+c94HvwIsZRHJFCnbuPcJvKYiIiwp+ivI5RMAj0oruBgd8wcxeqMKAnLGUydfXRBItLAsgJ6jM9kxXggI1tEUgHPQ8Dlx7QpjmovBF4hjdPxE0i3aifDJdOQlYeXMF64tsEs6i1Bj10gxT1d2U2FAua7bSqa03gUDDeRntmtyIteCOQIP38rn/b21DTC+2F4a3bT9KZnOo5QwkxjvwzvX0aydJR77Z04TFumNMl351oTCls36gjHw5PWNzlXEnvamT5+fzHcECpV2D7pIfOQZ5sR2VJrEv8vZSfGWgZlA9s4pBPLd9SkZX7hj67mzBRcSEb/slUIj37OfeTglRpf7Ls4FNohXRnkxslCbtMAn4euzBU85yaL7vrjMbc0AZ0/Wr/M5WmOg3RUZfTaXMY4QIXBJ51PhSyTRKPH+AKpLxI0ZrvzizLETsfszGveI38yOmmOG918D6kFfYRz0/B9E3mmqzhWGSUGSf9W+dq36HnSWKKx07Ae81TgwnTwijsiJA0YzZlkLo+yqN3k+9GHti999X58sNizmOCY0tRR7okOdZ6s0a5Uzzc8dN/rMHhu2RenffW+aXOYeWjrQ+yzzNXtPNAsEYa+psoDfvDKtFO+D5OyhoyQ20m3Hdkaip8+OtcNY5nrDKBELnd11LWOF3LDWcp3FobccEfHyhIOEM+PPkL2aRzgJmtO2pNxJQIDYw1eA2G3YIk2Nqm++JYxhq0hW0Y8eWEXEPuM8AXhBvoafXFks8QeEF4xEe6S0T5r8OdPPh/jBdgDPTLQpPFCzVEyzAAdnlZKNOXxFXgM2k2niiN1LvKEIQzrobPvX55f3fnDjJDJf/PhSbdvHaZp5MoopM5vch3zsNcWB2EqDNR6S3tHfd8NuEbwo2l08MjsmYJrvkzaS/Obtdqe0W0pNyPKrYySvr/nHpt9ngjbHOuM0DjKE6NkTOVlP/XJkn+mNJnPWtYaiGhegXD8OM+bRtVAQUd6sOOy29FgdwCRXA5rRNZRkXTw2wQs19jcWZmORAuZnGHs372KR6buEYadfLb08xYJYOp8uuTjQjnHwee3nN4wnad+/kj9sCJJpeeMlwMdzXXvNJO/Ws1CGS5kymG/6RrfNJqPqGBvMkEcLh+9yKLrphKpZ6c+1+Yy5SrZD0DWqUtZALIkHeo5DxQ/n46TmL88h5Qh1uWpd2INWtL5jqoXEvK6dzb4/lyjbLP115myP6M7yGvb1sY8oGb6mrbni7Yc8Uc4nr/L4N4UP7TJf4I/VD0aCL6bTqZY64xcKPU3HYw9vdLkAUUzNe7QI5rTKN7s7yMM9eVgmDrWpM+me7vEbdxjTCBe8rwmHye/nftz+lFnKsHDHDX+nU4ky/oscU/hUJIHVP2KyWM6C86UxvZG702e3vimBTetbsU5u0I62vhyTWzOiNQAw6FoLr0lMxDUu4xJ78c+2YHOQX4kSCHQui6HvTePeFSsG5t1uZREdFR/Rv4/wvgN23/F9r+C3dwZsTzA+muQWOgCd59UkTWAY7/7/CxfY70+41FUA0+Jkmv1AnJDdAe9YMvGWG7IrpFm5BPwBNyClDeM55iTbzAWbHPdhS3ODprplFw3s/FHdDDsPHxyPWWzYL1ui3Fj5ievubD8Odd5X5H9qfaT2GBsfp4WuyMy0JADZs8+f/vuRi79iukdXUaQ3wY8YfsDY/wF5C+BlXxG5DlkwAvYiu0PnjYmarXIktHd95ClCQaLlC2rR2Ggn8EWZNx9Dy5fML2CfkXkNc4Q/4mN3xjjN7AvMP5r9C3TRTmNmTxiotieKa9irv+Vy5WDg9iaZNv2eelQ03Edm/OIz6U3lc/2bzrvOO+P8/fn39+5Tl9POfvOPf2DZOen3h6fbP2W82ez4SOI9XyPnH7LMcnh9gNHfaMSnWXi27H0r5oW8f797/Ttjbz9oA3rv330inatURdumDjd6xeQlV1hE2PhmWW9o9vdI5KWiHZcVpblM7b4/jEZjNVgCMu+I0GLooZcoubkcDCbpyraYXsBu7FvOzYW9PKIXBZkv6JjIOsO8gdyNbgq4/6E3R8ZIuyLIPKK2jd0u6P7V2QzbPs3TJX9+tklXYBvdH3EgXbioO/nV7BXuISNYjfYdsRePWr+8ROsj9h4xOwBUUEXhTDys2/YfsOWnXG5gjww9DOk/i6ga9T1uwvhmQbEHaTAtoZOLn4iZxfkbgz9gj09IdcLctmxsWPbBssVsSe3BC5xmrMFHRJ939m2V4QVuf+GDWO7XR0Ax47axtijdpb+irE4/G8IsgxUX2BYxAM8w3JH92cW/oRxw+wZW5VdV2xdsIerO5l4QFDk20cAtBPN/Zgsk4YnK0vlynMiZz6ob8AW0Q1aRt8S/jJRnhOIkQaNMNjVfnJvju+brgSbK9oqdb8/FF7yKmB3ww1H4Ir9EmjXQAKk/oWQhdQyTNokayikkSWNaf0Q4oqYA9LjMFOHxpWZHzLyS5vnI2RsFHLaBtgrhqAj35nz5ggF96oNEp3lBjdww3/2eTpmsgiixwhlv8IAIX6gmyHlc949p3YgHM29XFZCjHavG+IkSUdWd1ik4TFlUiL1bSUryLvyFLnCxkxZ9PGVhkRtf8v8kfAY5rtKOT8qvIVKKDnamfFJATDiGW/r6CdPxTvmotJSdNR7RkTEVaHBOTlxfynq55db7ZMDgkhGe0fup+hHE5LkgS3/PKRl6FKvKxnHg0F9XGOwd+6TMA6e+z+RolIH2nwu+5oaUDtcYMyIgEwfFoZamrkljEdV4LsZzn2eghckDRzQ+h8fMOY897G0eSyNSeq9fdzTsDd4o+Gd5yiQW3mImg6B8fa+05wX6i0L0pN0lHShx/5mP7Mux0FpzHF03tbHn/3IZ+Mnc0inkhWIgiNOue2Vyo+afcp0GckzrAQvAiMdeoWmSnSlp8mwcs0n8gHCo0zu3ekIyP0ZBtyOgBVg5H7NNs/r1Gm37RGZbc/GznP38VWO0Cy+XGvjjl6tyIi5p/0gmGks8vPNf8KwJYQzpaM9rTtk0ggnVN5aSyPEOkmn9llEU9T4vM0sQlljLUNzoCeYOZP9+3Ti+p+avDsc/YOFIVGIOfLqCon0F7weos9HN15PF6FQab8Io5/sLsWzAK1dQ3bd8KiI3EPTiR6lqvFEPp4SyXnvc9BOgh1WXNdxFOEesmmxbmBLXjSCwkZtG8u6Wj1aMHeROTgh+5Z81nKeA9mooUDnOn3viioS9Vc6edNcVgVHD+s8f+9/1VU0Ju3L/hapjyx481ESHffMW0NZ7osxUbE50nL8h4O29pM/N1mwVVNO48shAsANDjP9Wo+le9PXllbHDm13Htt4dm4my7GlzMoXxIq/h/S2oPugbYsPtYyjvZcHbn2Y2eTL07k/Yu+e6ogI9Xe5iE6pe45RFz9zNQQ/a/Ahj3A2yQjSbD/7F3yvpVAxMsIlUyt24EU+/5aHHiIB+8QeVrbLxT6LuR7yznB7lGbwQyEcNsH/EgyTfbFA4svbNq3xuXQCZOTEUS5PWSUtaqoAG5W2qI+xu9YazZyjEVkcHJOG3kSXvyvWutzrOl3X0ajvj+7J0GHKERBz3fXUIuKZ4/i7V+lNeupj7/xJJ+lr8G7zxw99v3RZA8cGuuPHv5N2z9SV473W57C31eXAlHNvaLLa6nOdvx/7lwCTua5H+vCfbPsop+d8pQPxnUlL3lrvlINYmKmcJi8+DD1pXWBGlU6+4w1ZnbMnmCsANTUF54U8r0/vf3yeAllsqjA/ujT5qJ/NRa6dpQNL5ES/Bu2/4vrrZ7DPfv4eV7BvwX4eQR4Cffvq01AYIw36vmGyIXLzeRwP8a4/cV3p6inw1PXBTJlqBXSY/F8snAfJ82WjzrFywezJ5zjsB8LdAVUJdrQX5zXpQI5i8wXoKaCO51T34rG32H4e/VmpS/MoMTL628FdsqSMCvvHuHmaNnUnS+mV4wmxlcETWBhD7RIs7TmALztsbtDDcIeNjgCDeZ/T1kE6iiFyxIdNyTy1uNjA9BO2PFJF58c33I7zmWGCjAs6PgGvSCKzw3lmCcCyBCq4/vvD62dF7ncen+TdeOO7it3/n2+Q1nb79ny9pwO+/4A1dn1s6c1fpXN91D95+/Hhl5PMKDn83vtO/O271zszcOaDHzz1s2zpe7P8ryyyRHaWrIfiZ5lrbB9jWV7rjKJsDF0xXWFZkDV171HnemSgGbUd6UJlERiK2SX2Uez/4SCMsXvKfLn6WSvTe4p+RfSGLKvXctgu7DyROpe3r8gYqL0y9js6BkMjFRwrtocupHkuxPfjPc7S6wOl6w+3XUrwbxO3eXpa54vzkIhmN7vBZhgLdlFMrmEbF58LxaNKUDytnAEZZRWanRqo55cRE09fPMBWZawXWAVZDGzHbEPG1Z3NJEBQ2PHzv+4OZLR9A7tg9x12Y3tdYKysmrWB0yb/gMmVqkepdxykLyGnEgz6gvIKdodxZzeJ1F1OAwSo3kyR+8/R3U87IRwFCK5gaRAGiNxjr7rS7AiASF+xGOwPJOKGIsxMT3QNAZfI8m0ymxQ0lgheo5wZmoI0qqlnfYDMXZ6FTlBEPFdsbjAXphlCGghNExfsQObIljXQinuMbSfeH4hS9Y3mAhtmCFKgymyHKLzCeI2xuxNE9kBThPF+j6JGqVBb5GOzPR084dEWg0UcpWAGY0HskWPerVsp9755Br7ZImohGZIsJKoTBlkE2wq1pnFWyeIrIQwKDePEWdGwmb/X0tigIAvCDmMi/XyOMmXUx5dVrt8lKSJelIetOxUJcCiWDl2jdMNFFO09G2nxtT2kHwJKAT6cE6Lv3XhRinV+586jdNKlU8r/TufPOLx+9vX478w3myp2HNbFQMVRt+R8NgdVGt0ObTsio4yzOU3ZdjklZqq1Os+EruUyPgzHofwT3nLfq4EaE0/ZYpro4oxC2GZ/D51Y4jXZh+QFeWh0o9HhYJRpYWx20A27acTIw1MPjf6OOO8otZq3aCcEsvOM6HbwLDNpEbW7M95KnTU/53AAygNATrS/q85f3cETKDoilDH5X0WGFFTN+5m1BTqt1jhIOk9lzUj03TTi5YEt5yqL283D5cxpGfRdiKbYf5WaZrR3UeOoPurs+kSoQkW0aLRRCENIfj0jNYKGNWVFItGjHwctLg5UcVDMNbGK0joe8tMQJJYO3kQCrnXPRBlSc2qFZP34KjIqJSSQsgpoHhxTvY36CTW/hoeMuvPZC4kpWunyIsLNMj+lh85L7EMTjSnN/eoFEpPLylhws98IHreisiC4MumHNgvEQ+OJmS86D7SWsgIW9TVRjRQGcTjWcGD5mNygr1yAPaJF8nC8IHg/s801XAWDC9iC4Af5dC4oUbCRNfaM07GGUcASpGBe4FHkBcXrUax2x8ifwWAB21D7inHB5JPPfSBKFl5JuebXs6/V6odytcfoy+7/Jj/Zd1SGh9DmFuy8WRqvDQoeicKOfSL2I0kKIw03lTbS587T8EwZM+VFtmjJkvI3kp8f0zwkHeRBb7YzC5CnI1DaG9Jxaczic5MXZ5I9T3WQV+7V+e5y18tsNd9Rvs9or5DwAXSRkOeH/Oei1e+sFyUFOsi6Wrkfs9dRW6EYuR5mckrb7HPoZtLaMsVahKNEvYoJicm53JuAzum2tmxhoCvZl3pgcbf5aMzHjHhLI9I8Glg6sVLX+54sPQxaDnM1IwmvVN2u2BelTMrkzT7vrV8wF7SM06lPpGyT0JUekBr7lBfVQekdTRk6ZZ+UY0SZDs7QYSpvffxTgKtmzBWbjvSavKgREfTuzjVp62dgexgRl+KVdWAtnV7JoqZZc6RkepOV3rfUA3J+44xka+iQMRB1wFTqHYd9LKEXjqDrnPuKQgiZmDqupG4eUY4VRal4xJ731UpGSDkaEw0+WUgao9+/CpxzSBWU65KLNPmOz33y2znGfmLIE4y8obmk0+6EarTKRB3PfQWzJp/Lz84TZn/7/mzjGscx5fqezzIS9FOFg3O+kxdVZG2OOfS2/L0cW302cg/GuYM+bxzv71EKqa8W/5n9PrKOvM9q5qbDwIFXfr6Upp5LjnY6JA7yZuruB6BEkyu9nezbDzhaXWp3zAy9O4+05QKiDH73+R+fwC4s6gWLh/2TMW5+vh5xNlwyK8MAXrG7I4dFbxgX0C/AwuAhuuj7avCr9zVTBekz6IbwNcZ8AXvCi2Bf/Ti3GTM7wwK8YHZ3FiBXbPk3CEcGCLL6fhu5N++/+Fxe/g9EX7GHq/dp+1/cCXD5iiw3RF6dT0SZzgRHCobsn3CnxCOmD4zHz2B3bP8duIN+K/AqKHukJ0GeEAa6RLHo8R+uJ+fRTGJMasA3RF7wIrEB/hwC4xNiV0Q+IWtKv1fMfve+RVHYIRklHtErd4+80+WG6EB5Btuw21fXGxZxY6rc3NHCP3ET4DPKV2eTizkoaHgmDx1ea21o2H944aecELW17Lj/3rvegBubfDl/frj1Z3bAO+/1jfiDZvpzyVvj9zPL6fc13e3ddx9kuJw+778YH89Z11ffe7+cvj7ee3i67j/r0d+/jj2YgJsuk7zdUjjmUz+gh2wrZeAPe7T7/tfV7bT78k+XX+MJsQXBnYp2uTMuXrfFWJHxALcrjM1r2Fxf4PGrk2Ok65G7p/BdFpejI+o/2v7isunuTkS9XzFbUDV0uaOXHbkOdn3C9IvrhK+GDWXojXFV7LKA3Ml6N9v2KbT1vwELFy4gA7t8AZQdr7er+zPCnXX9BuyYXl2nWkMP1QeXZ/oJ9Brb9RVbBmNZkJuiuyKXC3YxdBXkQRmbMp694PV+fUXE0OUZGYKOi8+HuWY/LDIAjBeEV0QfUVk8ac0DmHh6uWGwb4bIV+ThBVlgWS5gr7C/YOOCjQsD4y4vqA4u+ytwYdsfsaHsW0QpLF8R2RjbE2YrY9sY+2Bww2RHIg2Xjmdsf4nEM4JxZeeLv9Ng7AI3gfGIbP/ufNnuTq5pl/nB9fOREGWwCqWmNkWE6wGJ/MtQb8IgYFnICvDNPVzJjvyEeUjyomZ52PK2C59mqdKJK1iqYBc8x/Ie6KBIrVTvmUajYnpxWBHpW3+Gc0uG68cijD3SpAxcqC3Dves5vqHtgGpTfw+0hNgWRSfVvUsGEumIEvE94oBeqVqqa3Me/PPsbxjHLA5IZs1o3XLKF+LMDdPGUoeMSvcj4MY+TwVl4bTJgpDe0d0dSp252/D5kETSUgeidK5oklfy0FB8tYqhfu/qobLdYhmILTqarguG89+ufAtSxtY3UQjW5zffORH4XUBMRXu0b11JlzLGJ6K/mUMO9Gbn5uZn1u9Jem1CtAzmQXf98CVQ6LYDgqpFC2Qb7bXTiHNGW+X74p5TBEA6q5xGJBvz+wqdnuNOo7Qc5/N88Cn0dA7bx9qPkYXS7BYm/wIy3VVFYgTq87sh/flLHuzafHUNQ5w7ZR5TNzr17uc69ENqGjb0OH8tNL8aGVD5YQ+61UnRys9yjg4H2/wu+lEGDCjj3RsjQ8YxzAOcXwtVEHO+jNwf/teFQvoWQQvJh6aONDlwDV8gC8y3nr+zJzjwvkL19fvMjU/+0dEhOX0sgQ4Q/P50hkreN+dgLkGdeJi8oe2lmE8JRf9n0jGVGy6MXm6rSp6c6N+cOwtfWBo1naYyqmyYkFUQpiE8jd3JLw24hV0sCrB2OdmmVqofwwtuEe+WBc9563Kt9jjpeGs8LgwSaSDPtC4aqVf2TAMWqUpUdkx2jMzr68bc5K+KFxRMfpcagtV6LBjXcM7kN65MLyzV/5QjRkYnZFTVigSSZjEf32Cwh5E4c8TLeAU1hjw4n7Hs3+bOHboRDhJ5n4Xv/QA9IjpDAlEUtFuOOJepWfy05lRy9ZeQtWN+/B3W1q802niaKsPGnIV48/H+wy4QUuYWMl3SQJu64Hxy/iunhtu+qX107kO+OeiojIHxfOYx6+87iyYkRRd9gs78R3LvVGTH7JG30Wm6tXAouB0NGmR6lImcPmoPOSfu7PC0Z9PBmfS5h3iQQ/8z5iz7MiXnUf+xzMVbsif/Pa5HPVW6nsz7AvhjZbA960LfuaT90uVi6Qpr4+fZanP2FiqVNu9pSM39nfcfa3TMwtQN9FH5hZs8abMn+Z5z1GQ5fhNYcD8NMvs4qi3/qsuq9nk5NNJQzPG5fq8cZdhMAZpjCSdJgbtk8oNYx250zjNZd3LVnKU+00E1kzia3hBOpHRcSkQ2F59aQr7ea4xR0ZaSDzXtSWepw6aOFyCvAlTMFGbvXVNLb3qNJe9oNF/3zzl+b49O/SLH3t4tfT6P7faZn7r30ZT0Nt1PzGnytANv7DwU3GFK7QsLnaGKzRzATMFPDXpqpNJ1ql31976JjI775TTGkY7kTps0enAZ12nQ0eAy57GmINuedHgEEB35ZgFvTrLm7RkNcg/3M0ONv91rSSs1ho/prNqw3XXWPfhZ1OdCXzDuruvYQPQBlUeG/RlgxeG5txdQXQr8YuOO3W/IMjySIWUzQqUOLI1xjZ0cNLO8IDqwzIYwLohd8HQYj7AHulcXN6AByB3G7suuC7ZcEVbEnnxG9F4zauMC4y/Rpd994pYHbFnA/hvIF2T5/3qh6WUnkf9SKN8d7IKMC8gTyK+YXmB5gv2b171k80gJDBa315itGCu6PEaf/kDYGfsXGJe5VVZ8vjScIPwO/IGncr7iEdVeHFskHDpqbiQbDnJUHnGQW4uwB587MWTZgsZuCHfY73j09yeEB1g2PEL5GY/ofkblGxboa4vc6mIDsVdS3/T1vXNMw/ad6xypfaZVOX+ejjr/vM53bU832MdHL337nnfvOV/y5o4DB/7xNmvspe37d9955sHv9Kd0uM4r3/LuD20EJQ/f//7NWwNs95N3M+XJe9c7rXQx8aN7OfLIH+lvNrygsKg5uE9u1DnLLsGjdlh2R8CnPe62wB48Z9vCORrAhzy77iBqqI4SszDcPhqgaobCfkFM0RGAgesGy2DoJ4Y8wn1Dtj2O5HuYvFyWiW1gDk5zEfkVZWExdxbv64Pz0N31IOUP4M6iNz9PS8hMVWxV3+OSGXZW0BvoFmnfwhmZwPh1defF9YKaYXvU/kudS/zcrCYwlgL/GhvDNtTcMeKAOkHXwCDYBezBIy12g8sLcjFE3Wksm8Dd02KP4eCjnTsmO6u5U3bYqzsbhutoA9AEo43Vi2DvG6a34GdrABleEfsT2QW5i8sMDcC+bV6/YwfGFbYvOJDFQX5Hm/HH189HQhSVxv8klfbIvSoCgWK0Zih2+g0jfKYrsKgVoKmopjrYDF5CKXPpWSkFVZbJEywNMEGA3Jho8AXkOo3DNjyMJYjMFeow4pdhM/rgiaERbsW8JUNSRgsJ54JliicA3SP8MFNO5DuA/QVk95QjWWjJdsRefGrT0GU9YiEUH7zIldhe4T2F2Au9zB0TcWjUUGQsnAqJpIpwdlFfeonUGGO7xFwm8vkW6x2F+gLtNc9qsWPVwi5n3k9b0DJKxTyIF87yGhKCJQL2u/SWgiHSjyRiPImwhey7gE20VU0alQs/BTI9/UnSMvFsrHEqx3HYMtpGaqkT3DCy90aIQKqcoPgunSmpbPRCstHX+Hwi1n1tfVx6vE+60pAGwGbgFpwGErVcTogpjBrsPB5Ip0uE0VkeI3J8axjOch7aQVaivXKybHFg2Nt6ZeRGCp45j7HR23rHCjdnC7RCkdnlXtSrThWJMkzkXn7xfTRdR97O9vzdrn/4uGYai+MBiUjx4esWc3ZIzxH7vT/al1XEha8w57T4H67YSyoFxBjbYexgsJjPVSqeWue5X2KC4pFY/4xesfukoezwwejvNOM+qz2ZDzEVcctS9/nf4Wg9zDG8Pcy33NaZIzcP4DlxB+ZRk+WAKOl7Jl9k7b5Uivxv/8YRGSlPqleZ7iP3pei0VZYjJPa3ZhqkHx8q0tcnWUtAXxxBLY+4QT0dD2vwJkdrSShdkAbJBQLBVgYV2xD2WA4FuwYNr2FQfMUwNNIOlpOq6lFELmpZUa4oA+HFZavcPYpBfY7NVoQVlQdcPr0CI8p7CKKX6FVEwu2ZZyAMr7KGLBN3IAznecMUs4fSIVSExcL8HSg35RbrfAl6SPnm879gmAkeKSGTf8S8GVlEEGBjZD56FUQuXgRseL5kr4e4IDzhqR3FFV25IDbQiDTbQ1bkeDXTbcVczyiee+lRTjMbInePclQIt0sYB93wuYiH+maRwy0odz1E5nx0Be8tGRF5j8tBl5GJ3RBm7cf/LjEYh/ZJd0ynvB3vzmifBEnUPd2wSajFeQgMw2XyhgkYqY3DwSkuKWW6s4L5/QHhHh0Qj15I3ngGpdR9jWd1p0xGKM0DqjRZCDPaKudjL9lR0WAhux3p23WGfHvTDZoWYxV+2vva5FfOUeqTFdmXfWtr3No5jsvXZ+Ze9/nRouGPr2mTzzYDvS/tPSZUxPQIWZY6cZeX1TeZoszCIXDofr5rb3NsbS2ynYnKd/BM5gaHg/OagUXkg1QkdnStASq82aTbeOeItCJBZ2m0lZaao5wkPeJVci+HHDGogqjlIMgaGnlvALgEEHVEIhoO93HsH4pYyJQ6AO+zH5KmqjEXsq+ZWnU1ab7kTPA3SoeRAmgV4Ew19KTdgVwhL4WMGO56U9fJPqa3WUMg1yDl71n/smqvIiRqf3C8l4zoTn7Sv6Ptq+P+nJFY+f9Yb8k3N939oJPZvL+AQJ2mAhxXfZl9OvLB5AZx1hao2lV1tRogRXfjNMMar06euJ36ln1v6bby1h5FfOBTwX/q5vY5rd9Fbx3Ik/s/x+nv9tflu2KPHZpOGoqI1aan1jDgND/fv2x8wRjYGuhdXn2e9jBSLTf83KvOBxCQL9g6EP1n8TiPyl1RLGpFraAPmC2YRd1KvCbCTBV9dSkQNSV14LYU8XzejAeGLSF5NkSe3Tkiz5j84ftw+D6TRTFdQoe5wHiMObmGzH72uX8Q35uX/wZyh/13ZI+0oMs3hM/IeIKIMBX5G7L+7tkahstYi+LbtgjYHdlfwb6i8nfXSRUf93ii6mtIONPFGOUQ/xbb8xq0EoVm0x4yBljWS7u6vrZ8RsaO8orZjbF/xWv3/D9JWWoysCWcL69PbbVHrIti69UNcFxgzwhk13nFnvF0TVfcHvQpal9kWu6MRLzg9c4+4bWeznvzves93c7aXuBA013jOHPNsx9wwgHnJ+++69yd791+vuQj87p88Ke886ec7pd3nrHT7+f39r1/bi+44cH5Pj9/8673nBUngOaEsb03+nMbbTxvnE39thM/rUftza3vXT8V7zUuLqdewR2EfzpIbKxgj9jyyNAnbHyj9p68uhH+CrZHDb3lBfabI/gDqGzc0F2x3fcB48l5qXzF2BlycyetPeB2R7cFbPICemeMV4Yp8rpg9wdseQF9DYffEpiHz7iT5ObJXlZQWdw6I4otbjv2eoWG6IP/rPj5zDaEZ+z6K2pXdPmCyBWWv4N+dfPqDqK/ItuvYHdsvcPljj18BQGVONvyACIsPDnPHQ4E9CQNeyy3IPqAyQO2voK6frZLZFWwgeyGjhvgqfuQTzg48RG7GWMT7MWzDHi6qh2uno5uv/vZatgfeKphBwDp/ujyZAzghTFe3DETuivmtUBk++Q1hRBYhcETe2YLir0m++5RGLv3dxHB9d8/m87w8fUv1IRISo4Nq3mg2nHvRxSFNphGyVAqsjhyoSyVKoCWYZNxsC8wi7V3xOaUSAs0GBQqZ0wzlocq3/Bw7zTQep4rRy27d940jRKrHzCMie4MhcV9EmE4kz0KPks4INxg4k6AS70D2d1RofcYgMUBa8HTtUR+xWX1eZBLzEEgAeJQ6kVhGhO13RURy0LUPr/GNd5P/J3OlFwsV2jkoEC6oUbkEs1YKPJrqLRReFtcofOi2VY6JZGOQ4aU/RFoBwh3QlgW2ZM7mbdcoq/2Run93hUGwlLK44CTKS3i7UQIe6JJJQ3WNYvTIH5EbUKhESRQyHUmaL20+l+9cx6T5iGP7pwQn29/p38/kUnpGDg6RCQOxFKG5URADwq1KtT4KZQv7YA+UcRS/TsLt2nkKfSg9O9o48h3ZBtbvWeOM4V/ou5zI0+Dr1/hJGu5fH2q875E/KVjpB3U5oYgNu08whhk2LhpGrTmvH/v6ua1vCqlT5sHq5QI6VCd8zUNRaPdS6DAmkpkfRw0w2AaX5pycaBBO9nf56F4KjFJmRZ9OHg6mA3kfHYBIdUHYQtDVx50Y/f0Q7c5D69c1zmuN46t5fiulmZvrk8bg7WUS4UIn5joMraL98wBZad56MaDPEjbNDkfEZDGRG1K6HlpDEtDWKOnA6kYbsRypSMP+D+6ZFjw14xM26KdKxI1CcAYifCPlEIOJE1kqcsvEvFRo2p57s3D7F0kO18ye8Zp2Nv16Y9oxKpFQbxzxQ9Zt3Beb76u4mmvzBSRFUeL3IEXZhyHRBoniXNW7tk9lsdRFS6DXK6rZJpHd0T4O3fUHPBpRRc7wha0dSH3W4b0CyDmaMMxIsohjXJp+EpjXvAcL6YWad6CZsVuZMpCL3jph1+nkYi8EUEtamCUnpLO29R1ZvSMYAzbQz4G2EAGwt2dXBryxxx9bexoKrYQNGHskZLOfsIJIWWEJfZNHopdj/CnMzVH6gNyeGbulfwg03HlNSXO8d0nwIHNO/1afNzm85CO/kRXy/lhgpceouBSN3C6m8/I/Njm7u9ss0umdKTLXEzS3UdEi9WryNgQGtvu/CHmqCIjplHU4l0HRLHFPsjZeSeyRPrfMaZJePO1fUr6vNXetnnzBFnE2ENvGoQ87ekwg+/88DB7jmKo4uCzFon3ang+cFuoFFImZKrQ5NtTduVqJS96M0VUMeHUg2tCgjNV6s7sq4OoDojUGt4ecm6ZnxXfz37lWvjnroO39FI5s9bHs0Q/uqHc69EUkCZ1pBH11CT4fgKPMrVVpbPFxyAP3j6vmAVoq3Zl8Czzg+lMz5l8T+suS7loBCLO+a9Pf6OZoL8qIl96Qp+X7G8YgyX0RBEHVthSeZ+no7Fmjh9fZ/22yXbr31h9NwEDb/Viy3oU6aQ/s8L2l53+zn99zUdjma2PRce9D+lkjP0fBqfJ5sIwGzRTacrqlV33metzBBYlmGPW4zD6+UXe+Rnz5wRumdFIyWfz+9x7R17r3TrF3RVPyjbO54WckdMZIPfh+T3tXZCU3/e2zHFUQ2Py0x9cZo+AG60Rw7Z7RDg+Bg/5I0CIVz/7i4I8ugFr+Rb2hhUHi4SuIgbygMm/4Twkz1c3XDe5RU8D1GCR3nl8BrmA/ALyyAie4Gl+bmGQenbwhuHOBnsAXZHFc597+suL97fW444XuQa7iBv4lr8AO/J6h/ECl81BE/Y5xnoPHewrsowoJr07P8oUnIvAuCP3b8BXVL7G51ewJYq+RnQXxHM2eR0v5YBx3fcr8OI1ONImYA4KHayIPKLyK+hXZP8TeMbG3xH+DfgvsZ++gWzYkvvpwW1K4mlJXIYrsrgzgn1x/pd6tm04Wvih9pbxgAxPu21yg8WBrJ5WdEXswU1Xlar4Z67OC0+b6mf45LuOivfekddZ32vvkH7PuV+dWf54P2UTZw1n8v93+ieT53gTb/tx5tOzrx9f51d+nDzhPN/TIGv9lnznmd2815acnnsjls5rf2qsQIlNZzoP96dEaQARb1Gbb7nhzobPuIfgC8PSeA3oHZEb6OIp7PUF5BvIPZD1O7ZYyMLN9/f+gHBF+ULqTCZ3bHV9RZcV7IKns/eIi6F3L/48NthWuF3cEbzecSD3gu2C7Y+wviDXKECveB2Y3U3dqg4GGpJ21E8gC3L1+jay/c151CrAiq6PqD4y7P/A+AeMFdsVld8Q/QL6zWXBZYfHF2S40wC5opF+X4mIruEag8jmqlzU25RIrzeWR+eHRP3AsFfLbuh+x/Tqzly5eoTEvmDDGHdh3FZEYF0dVCPqwO+xRyFqe5m8FmWMq0tFcz3R7DkixHIXG6LqpQP2hTiE4umYVsQERb1/Y0P2lbF7lLyKg6pEnnmjp79z/bwTYiQDSMEainQWC2WjI/xcUWnGzTFg9xASZ+wbaBQZGoE4YnUFe2ieB+OVyRD9MCAjnR2vTqiZC96lJp5eIQ/+np/Uw2LCq08glzNvOObOA3NPmCt/kb9VPsdmy4NFIB7sgSzO7JvTkbtmBiOMc7mhK4wX/JCR3qb8SbXMQrAl+r8fXOOAIRdHTR84zB13tMTatKvU5OLfaXjcSlE2AzQ2iXyF5p00+YKnvSL62Q5tmvM3MFsQu4RC4AqqBTJ2os++H1p9vBKB3NMRCYWwnifp+AnPZoxyIvjynvwzDzpCGZuQ0D/zcDnqldJaTQdFBjfSw8sx6MbLd/PGShzsjQqj7osDVIHYQq2n86E7pbqCEIa1Qz/C+VBjOB+2Zt+s1sqFmL9louMs38E2m0h0m7R767ul6NhH1teJOADH3hCQMwpRElUXER6plMreDhuxTjkPlijhdOjE4fFnDxc9qqINsXSoQoTlgSaV3qY5SFdCXIDVr5zWupGgSGvDGSVW/M7fKaRRJqhbgjdEBTtL3hg0d4g6peHvoi+F2JMl5qcd/ITg7fH6RJzVd+ls2cnw/Fr+wzQnjcWhuRxW2si3K1a5r7NQnlBGi5iXuj9eJodxxSPl/Hpze30gSdfdUZZrnAjpSruE/57novgsU855aHVexs8o3iMcvTL8cC9LGLoHsRf9J/GKotNoLhkdwcVlgm54CgCnicwXnxFSrgxkSSNBJBSiNPLxghvOM6mTKynOcbZQ2NyZIGXIWEKZesaj81zhsV7cugz9YIsTfEZWLYRxX5yHBGd0riXed9Vw8usSBhdXcFYxlCUQgFLG+T0KqqkF2jYcPLa4TF4C+aJ4vuFwEWKyYxqIzrFgIdMt5JtEFIarPRFXFh55jyKETKmjsfFGGm6LRmJdQ7Zo1qwSj8iQCPdVvLaHDA3dIfmeupLPgqDzecC4Nx7y/vUWlXUpSpw7cA81xI2jns5ur4N4oV5caSCdelMkJL+P/zfYnd+Z/L07JeL5g6F5yivDmGhsc/nU9vebcRfTSi6ctLUUazvcWjxhyszJH3N/JO9pfPA40hqjX90BOp30xf+CRVjxzekcbVrinGd62+d1no78/N5FR9NX2hqBRwjkqI7N5bs0upw6U4s+rf//4LKeCqnJYUbj59la8P6URWXsTKdD7qHUy+acWsmuOb9uXE4nrM2Flla/J/W77IVM+j7+tLpfmnRJrctMfRmR0FmgNeWzpP6R7UcUVdHwwpwnjiuVqMzQMVOGCfje5Bazl5GDNSG4DhHPdhp6I6SD8x7qCyTwKseX/ayetX0z19H62lqAvw5RDQa2M4E0OucPmKmukj5+JsIr1qL63vpjUaPlNNr8vvYjTvMztav/WNt/M6pGZv/nrFIcVqTNc/AKsTLOdyfDjMpO/tr1jaDnw/ATfJBtpL4kbS/HvsnRdoN76avHNUMs5LqRUdvTCZ06UZtfo9q0HFMhdCfHbVNNAQaT3vKLdEa1/s0aIfF4jau1l+Mj+NXZIV10/sY06LcF382o0smBf0xvQ54p5D0Ka6QntLvLbnuA7QHjwo5gywsid8Re4+eKmGKyMHRBifpesgeiXsIRMx2QWafSQZrCkM+x7g/u1BAvIoo8YeL5xoctiH1GxwPYjprrGywXkC+Y/LW9I8/yC7Y8ITIQfQzecwndMAptP/wF7BVb//DIhHELoOMT2AWRLwh3RAVbBcPTQxnG2P8MvUGBK0O+ALsjcO2Gjr8D6sa2AnjiqOUhyHhAsCiGq7gNRgqIavvmzhDZ8doQeG3C8YztbhBT80K26H8GSToASPavwUv+iAx3dzDBtl9gv2CSqShfEfU0JGbmURn6FxxApG5M1VeXN/rsY7BfQO4MFRxQ+g98/z7xwyj9yUzm33b6uvZnk+355YGku9w9NPqDz/Pj8/OzA2+ekLd3fr/N898nPtLuO+hgYu1vO/17lnXv9KZ43VtJMQMjOk+BCUDI5/uTJz3pzStP61ntpk5xfuA8P73RE5+ttuXt9+/8+d5lWbB9JED8V5dhl8coQA0eOWce6bTvmLkTYt/DgK5XxB49st2WOE0qXD6DGbvenO9skY5sjUiGS6bnf0HGK5Z1X18HctfJK/XqftPlIVLKWZiT1IvQD0H2O7Ioql5/Z4wHzIz95vbiETZMDzoTdDwgCJ6lZUPlCU8BvGPjFYvofGVlkTUC2r5h692z7S6rR4Tt7sCxcYGr26EXDT1nfwAGdnnBU0FFyqrdHdn7ap5cZguQwV1hE0wGu+7YeoPlFRmgzxdE7sCzs+lraPrDdVDdA0S+3nD92qP4PeWVYOPutQItz8VpW3Z+amaYejSFXGGYg+P3TLUkYBrVrmxx+TX+7jSkodfIA/Os+fH1004IG7kx3Tggy0KhclCEVx9QKmKsuDNghIHbwmgVLEM9/KZQ+plKxcyZfyhRE/3JNL4HstLDFF2R8j0YSH6igKWGh82AdEJ43A3SD4vZB9xbNxUuQfSTj1OjcInEQW88EhQcwjrRVAb7wJ0dYagtxhE5HguBvM0xM5W6DJHOqAbnU+mEwJUJUzxPYRaaewmF4TrnYurDlAJrFsI00d2JAAhHCt9wJPSf0Y8n4KE1tJHFP9MJ4f1eyLRTHkm/Mw8WYVApgfsTR9lOD/h8ZhuOaMsDaaxhos9sGmPfypXkwp42KgbhsgxjhkemgiztJ5t8R+DWwSCQZnEYSIOi3zIVdMm+5L8npdkLu4WSXanKCKm4l8jy4SUtpcEh6ThEm5mvU6T0sXIgUHRWxoGICvJ8KuH8ELB2YJvvShT3PhWhSl+Th/F5AJvPZ8HzNFRkFFBE4CQ6Oo1wYbyauFMpmT0Pih6SYxlpFbVp8v48On54FWJz9pFckvwn1sjqk8kjvH5Mo5OIZOpOqjycJlkV8qvTQX9ZoWJlzsMBQWckQl/CaJOp2crpWfqOVVfnO8SNrEV3YXxL/lJ60e68tKcgkER7+x5sFDr/XwfgffJWoHKgV4RT3J/o16xVEJFx8/AavKoI/zhfnscx15PZbn7HEWnonyTqtDut+pyHg05y7vPQHEYDywO7cXA0f4/WSCO1oeOOG2U9KkLBFTsZmOyoxMyKp88zVjK1hYUT0DJtytBwKPuhUsQjACL5GxUhFkXxcl3cgbDjoZ4rvg8vZOTDEPPQ8+Hr4f8JcEd5iZH6oRL7Nd6dDtSIoitnddSAsDuZXkoqwkMiXlHi0LvCYnEg9MOlSmAHbSHR/aKeCMoknK57r5VjDHkJXraF7eAJ4cKCI2iG3EGiVpM5ysSjOsMJYYkfFT9Ym5Epr5Bw/Ac4Qq1HK4TpvmgEJtLdC2gPibHICjpQlGUE/xqLc12JyMWxuLE0jDXa+MNPSNO61/emR8/MPZxoWN9vPl43GDrn9OiXucunYXru4KMTYvLbQLhnqsLJWEgeZZIH2Q6u2KsPh+LEiZQ/jPx48EsDoxTyWkj0r4RMq1kp5m7F/tMhVjIYcL1w7qO8ZoR88qNk+MHsbcrRw52N91WsYp1tUw+Iz1PNOcgKq5/SJ4Lveiq30P9krliBXKqdOX3TGZJ8b/bN9esSZBwffu9KPc/RwkeEfHvecGdu1G6TzJsLHMEr+eIZAWFdFhqnyBGftE5pLmOy1lnQS813RGgksEFSrraIBglng2VfQj5lXRRR71uhzoePRYoTUFG8qaNUB1NWSj2fwBg3bDWQRI3zHiJpj95EqlPpukOfjzbvtQax5w96eVujFo3r9BnRu2dUZuno6bRI3S31y2w7dHbJdzr/89zxYQxl0oNfbwEixytBOLnHCXrW4rtzjzBpsfot7fn+Ax/NYXLdme41HbKzOpPfFPuTWDbLejoxF22/1dnx/N5qzJ0Qk6Yj0lTO9+YaNGBVRM0d0nZikweFsyo5kVjqTArS+x/zVHsgjZ7hzAg68q+7I3m+2x1+E1yX6SwzEloso7rfpj59e6UsSFqbMqj492m/T/Y96HUHLefhB9fQl5h3oUCMMtDdc5HL9gRj9ULHIpi9Al8R7ujYQrZfsXXBltXRp+pploUXl5NyjbmLqPgoQp+dV3kCWZDhe155wXURj2owUU/LZBfGUMTuyLjDotiygvwK8l/BXmH808etiugF1l8c83D5RAIlhSimaoosv2LcGMvfMf6E/QYjdEZ7Aj57yj5dYVlDFoHZN8b+NfhUGqc+gd1h/yNo9B5z6+mb9kjNZOPqwNThdcEckYuP1ZQlhee+ucNCbiCht9sVxgs2XhAUtQdPJ6p/j20iYDu6fcVTCd8QdUCK2MLYHnxf6w4aTgi5hX9VMHlC5an593aGvDoFisH4Bba/gmwM3YHnMNatqH3ip50QnXcHE5jn2uQKUnTeHYX+yEngf1eGG29u/84zJ5Xo0Enh9OWHe0yODR14VXvP4b6mBx30Iv99yoIEjZ5GWSAFOz2bNxwhHLQR5V/vPTZ78mYS387T4e/jmkEuY3env+3ju59//JLvXqb7tNUOA35xm0yIZBcBFqBuQ/cNGXeGOlp+LAuubc71AAEAAElEQVSmK2qP6PiMyJ2FSJl0eWSMjSF/eL2E7U882uCvyLIgl7CdjTiTjqi/cnPn9HIZ6LLB4vJ8yAPGI2PdGZc97MMBXh6viK4syxODhZ0rZne22w10YOsojKug2HZBbEXDdqR6QSXP1PcwzF8RLqyyuo1seWFfhpuBxdNLse+w3VwHurj+quqgMtue3CZ9NdA7uob993UPddflro3gu3dPPTUeXhmLp/mXdcVeL8jrA6KvyBrp5S6Pc93M0F18nJfQSTUi8F5XMGPsry5zCmhx8X5uCrt4sez9BS4Ltgr7Lmw7Dtrjji4CFz+Pyb6C3NDld9eKNFL72fX7ZBnXz0dCLHts6iiaN2AajRIJYqS3vva8LVgUy2AJpVz930qFNAilO5T04B6CHQ4NU1FcA1EUXpk0qITj46C4AZKIylDQ54FwIi5KF0z7nYaCEsxNRhROE3+X6e4IVCFEQRqblZlahmO/myPATJAIgZzGbzfIFsIvT7hpjFtarYjotEV+WA83KuysG56T+TIPeZY5+7kV/3aFrUWTlCot+MFqpoDyQ24gXqPuRRUBln0KY8v3upLXowN+zmySxpFsIw88J/lYcxVrFZEs3ezsuug7yneOM9L4yLDjC2oc8Uetq6NafVnT0BRtsx8E0xSc7f0SBlGL/pdTLA4VZ9LJtDgGk1AlyLPRWqWMaIfdJOpA4WY+c5Iu+iEmUadRdP1o5OmGpZ6KI/dnWUrqHv86LcNtTrvBnsybmUbo+SPWc9f6vp8oxHRCCRV9UjSi7T3+0u+J4UNKLOEIGKtOZ9QMxy8lZykPTf3b0e7v62qtb3o8ZyfqOyPPWAJhngfavneyhsNEmqbCmObQMq7jB6fsoaeoCSR6FsoVgj+vVAqKIwlQa52peyRFSNCU5buSxhKd2pXtwSzsHojHVDoPhc4bHzx0JlW8nk5AMa5xa26+vd3vRZX9uajXc44AIfcM4fwb06jTUKVTUEyXpP2UMpjdyXcmP1xDzUzaX4rjKSP8ok7/mWey0hqmU8/c6JpFIKfx0UP5NdZPwokJ4tFrPLg8I9N4ZHo0f2WF8pfzwdfet9djKclzHUN+CExjg8TzKzM9z6iVc2MxiGi4cBdMMtJKwwkjOAjgHuMMuhu+JxeNOWDyZRPPGACw4AdYz6O8++ciSBxkZ8FlA9sYcglnwo4dHL8DZENkZ5Esvh7Olphrn0NFeHRHkN2wqp3izisvVLhjPDOdxs58hkmYivMe2Fkw8/GTqQ6Tbn8Q6TXRWRbvSadz0mLS8uThUkaP4M0293NGpfQD8MyIkXrH/M6b3OPzLntjPplyMg3hZ/Tq2QGbWkrPHDXfmrxG5iPd8NX2+6HPnSfXvTEvp/SIxI6dzobkdcVhq9/+9exoovU7r3BybIpD7Y4mKqxLH2t9jsilAO9I62MeXyd3yjFMiZKgmEOKmoz2wQ5zPHv7nSuNr2UISfkqcy3SWK+NTooHdwGc0UalrM4/vdM1UpjORwSsFTCvmhs1xZPD+pV6u1HRqqFHSTm/Wj9bFGalEatUIT2Cj/lM2Zm3kCfa3h8R0pmmCMKZmrK/6XIWDo7oU+1lDE9/mgsWL+3zh4Q9M2VyOEQKtGG1XlO3zDQ+MtvI9g4evZD/FgjGJg840HaM3cIK0CN5q70wwB4cGe9cVXsqaXocu5l0kW0YbZ9bk5PNCSo2fUnzRUxduYNR5teHuel0ftgvuVaR9rf42lm/0/4EUwdKsFG/rL0+Hag02dwj0KfeNHngpFV3QPR3goP66i2N/v2dfv/kZ6UTzQlnrmFGrDt/mTJEjtN04Nd9rvu+4p3fj5FbB9qR9lc7c3We/qNLts/e5hqpleOsMuwzwsXTNovLfsNrRtluIN9cdod+IrZ5bQUd7CKoPKDjL36u1EAXc/PJHQEcqZRsAYbUC8IFwmlRwK44/lkASUwiZYpkdoEbJq+I7sjiYBUy88NyD59EgMOKNP84zIOOf8N4QuzmukwimDGGrZhsmL6AXdBxZegDKn8Fu2H21YEluzsLuHoqI0sABp+CbL7hNpeFjIw3gPGCR+l6BIgDWgRZVky/MEbwlUotfYf1T1xPe8Dkwq6Prg/uzudtPIBdMX7xR2wP2nxEIt22ZepxeQF9QvDUVkPB9ldHTMvwlJpywbgi8gB6B92iIO8C8gtuJ3PN7uev867/LqXS907TPn7q6eQl/vhH+6Lz/tM+lNP339laFd1aj04QSPGwev7YJ+H8/XkMffQx5opMa/fVJz1zQDzXdUx7Z+a6PlBN/piXvL2Oa3aewnnPe4/0Z88y540C950eRBq2xZ0KphENLQnq2H0fLQbLAusTYhfMPIpAuSLjE2IP4TwFs5eImlDUJNSl4SmWZEf4E7EFHR7pr5hHnQ8/N42IyGdfPT28AmLockd1L/+sqTIuLv+HPoJGansV5BJZdOwBkxXV4Hf2BFxRe3RHx7o7/izoxvYVxoLKEyqwLItne1kWj6DXJZ5XdCyoGRo8YFyjvuPuzoahXiNBVwfGjbvCGOzjG8MGYzhoeVikg7wMRDZsEUTDrm13RDfk8orJK8bm5+ZwiNvq8nvfr1OEygrLF7DMWmSMANAt+z0Aw3d3Ll0UVkX2xZ3lCXwcN3T/6ufw1fmbrzXOQ4cXGDdWNr0iKuh6azrEx9fPF6ZeAgUzAvmcVgqdKCL/N5XrOHyx4MXQNq/xEJXVnSDWsLnpEaWrsYXHzMfrRoXgACMmRoWJ+rEQxhdmyqBQrMWRoSYD0Tw8hKe8DLHW5suQZWeeFQXG4sb2ZcRhY3NFgNG8SWHYMS8eOQ+R6ewIZX/cfepHhFmqeZ/tmRlRIbFJcCGJgF3Cux9FcntKEIsID4U6mODrVJEpMTZIxCxURMCBtwvuBSYUJ3/eC1S7Vy8R6FmwGgZh4Yn3uKHDbIk1iXzpoS3/iCUW6iqNgl1Jr/Dh6LDIpBMcVeVIqETVp5zIQYbRJdekxpBtMgWL0ARs0ss43lu6Wjqi5hel+vfDdtAfSJPz6YDLg0jcezByxH3tgOL7zJ8rc0OmNMLz3FUqsWpWDsjBinQo48GgF6HL8OU0kk1DRhPqMVc16kQ00ccNdjjICemEqHFJKvFhADBPp+IOidXnLZ1FNQV5mG7rZBYGjve0htPVUf6Gp2ZraSgKUWvtdowZidF/asWPnyWCTE7zYMfPxXp6KyXTsFTB6/oJr386BHBmJflqBhVpVShFbfQTz5chCEf6CI5iUgL9js938NKq9RL1AUw9vC/zTBPFPKsjtTfCqdFSffnZNNa1ruasqD2Zez95drYdaXTKYuBCf+bkjgLlUbw5n8uinWLOl6ahJNYm5s9yL8pcH0bss2KZ+X9pLOQHBKe+d7KYuQbKfNTYIr0P4qgyw5EYcsHkEc+7aJh5oTyxAVloK2h5hHHZuCHAYiFLMgWBXWKPPQS79/ROMmTaDALZv4uw4CkEsBte42fxAmLkftea4aInSeSsuxbSCeH1L4pbhhNAWMTTK+2ysGf+XCK1oiiZWtHTEzwGmNFpYA25RhVxjHGoG0MXrq7omiPrNXQKYWXYitjmKQvGBnZnk5VdFAn0tVnyYI+qUAYXuWOi3EY4UiVSW0WEpEpGrnhhbxN3eGjxxm/AK17LKCNrXNbvgiu0sbf3yEFs5vlEVTLSpJH2B1fJk67fJP8qOZOOEKe/cpCVPpfpQpLXRNtSoomDIa8MmemsjOeCPlMmO6oqo4FgyrZA5Xb0bzt4OnvJ76RYrCBUGqyui0j0pbeQZEoba+5nSYfC1ENmpEC6cSwMPf6OjFqsOZeISoh/OzCjO1m6iQBwlJm0HRLrJGFQTjGn1VboAPl86UMx1017Qny/eT0Sq7bcKZxGoNSHmx5Q3f2R5gaSc5IpurLeQ7RT6VXTYDofDIJKVPkgI1CSfkt7GJDACv8gHemNTg/Gz3Qk58uWw7z2dI6JBpc+5nxUCNANZLTFjADf49Yl2k/9KOVRTICl02+t/eDO43BCQAAGFmau9kQlP+NO47jP4gxBAptuQTdXysmAMIsL5zx3p3+ueQIDtPo09YWm11i0pR09AZWeMfl0RKVPB2IHZYRjc6y5mMEnUt5npOSP8qZnRIXLcSs9Kd5zQpRM/cjqj147azoPs0t2fpq+y/s/NT+N78z2g9+kvgdzDYoXuYyZDqIkUZ8Hd3qe9ep0Hs2OJAjQ9aKl7bnoU6XOS/6QeiQci+Wm3IhzFH5OFxuHI1jSTYL7yiFYN7zzb82ZnH6IOev96JOc96XeNnXsiQw/6t5yiArJ6Z5zPFO6/eigAHL/7PtP/nD615Tbv2A8IRppNO0XsIfSl0xvrouU83JHxx3PBe6pPpB/D3n5O8LmectNIm2nUOndxPmNRz48QqSYruLQaiGXd4ZtCFEs1i7hXLuFIV3Qy+ogD8lIqjsiA5V70P8S6/jNnbp88nvHX3wVxt8Qe8b57Ysjh1kxeWEsf6LjE46yfQB9YtjfMfu/YN89MmRZ4BqprfdHsBW7f4m1f0W4gyweCbyHk3hEfUy5x1y4nuiOgUfYHhj3R0xvmD2D3rH1T9JJYyhDHlzXHV7f02KOB78EbUVhbvE+Jdkad5AX0M8ID5iG7cpeYfvdI024eEoa+TVwJ3dEtth3CpHipiLtfur6gDal0a113tR54Pz1/bbOz+Slp7/f64O8bR6gIuE/7Hb80va15J/NMVoGks7zDg1UO29HfnZInuZaTk98lAqpK7mSekHX4Ow4+JQ5J8fEsePvzdrUA+Xw5wfzmN8nH/wu+2qK4/cueXGZv3yJffICspdO56AsxS4e8eBnMeD+CtsrOlYW+wR2xR2xO2PEeTmApRLpfna9la4qdkH3vyB4BIJLNs+uM3hh4LUgzBa4ikdDLDeWyyuelWNhqDBWrz8zJKIOMBBFLovrM8Nr+sjizkvGJ9xR+oCgLOsNWSx4OGFrvqL6yY39F0EugqlF7dErMp5Qe2Qdn1ETFlXGYuyPOzZujNffMV5R/cPn8uLAwnG7YEPZ9BtD7lG/Qd0Zi8DlFV2c/xFARRl30B257jB2r5HBhQX1TEqLgSnbHql791ijJfma64d72HV13F2+rB5Nx1XdPvHyC3K/YnZhjBX2V3T7hl7U7RWyhDzxKEDbR9QAWdh4AIXlMbLm/OD6+UiIMCJZpmxpiFHiYCOpuIIr5olUJlNHBFMbcyPP1AndGOUKsYcnGmUsyxBUwI2EqdxdqZROAtMAN5srZPDIA8DODPeW+HdQyN4InTV5BiIcLxWjYi7p5MhQ1CiyiHu5TTJP6h7CPxlFon9ygUYdYErBaopWKXx2Cz66UYif4kRhUBvNSBfzUMiXxvgmgpf6zGcp0kjZJ+ogJy1ftDw5UVsUMi301jLB7yOVv2sYkB6CCeXh9gfoJlwd8KsfgPLL4r7xwhB4gfJPg2uB12I+Kq1DQX3aIRaaUjvf573sSrs6XecBuND4YRCp1Fot97W0FhOpl3l2LZG7Fl3Ig0HQioRXVHqf+5VFDp2mD9/2KI4u0NNhEEZGp9k5tyatJkvJ3qZs5CEuZysRcKVP9ENFIvGywYicKgPFqW9I28fxBkl60jicJM1ZvcO3Tqb/yk7qj8hsvgOrw8hBeZB5h+RvlsaboIMW4v8+ciPmpx2MfL+K00MpOdFnkm/2OeuRKdLekbwraWcewEqdkaiDk1Emh340ZVFSWUjek8+PQh94O2HosUAoaaT5OKDohMNJ9bitDr9LzX/cHemRrH8XdwriDr1E/Nf8CNPQkiGISTeNFgGTNfqbCO+pNFZ9oQP6x3m+ZRRRoo8l0eM539LW7uNrmt5SZvrzlgabGPvkIB4C6e9Y6Tmqfc6MgacIcqRWzJwMRhlRRr3T5yTlYMgNQm5xD/7s07CEQqgMz9KGIHIl6xj4hCbqeZs8tBmP02gnUWNBgy6UjKiKegcxXBVDw8k/4nNJBxMPTe5HuyRdgzteY25qbw6WdCg5xMUdHsBuUjtuZDSgufxRIl1krLXhBvMlnBBOFzleYFyLVqcsSEOUkSkDy+CZ0Wly8X4DxhY73ZVKNzK6Qunv8bUZI5y08mN6S9mfToeqyxO8jELAJxUfY+By32VLRcWxD6ScgFLr0PfsYe/HIe5gH84Ja/xu7vvG38mdavPeLhPLoh6jyz9lRtrMfUr0Pf86MCS/K3KZJ2q385BeSLVAKHKcH79yn0Hl+Y8ZNbG2FnNkh7lrf1fbIX8nh5zy0u/JlKLJV2paDu+q9c8e2aQVKlLtA6b9ncvq/ekMSh6bdBg8SJi8LEES0ULWgTnWO6CtnSVzOb18zPaSR7Z3H+bZYv+kMyF5d+krx0tqrpohuBFyj0DJLvbxl/6QsrEZQYo+JKOqjptj1vXKeQ1B26OuxZi110K2SUO+E9+XoybnKec6RUrIs75JD8Amav7meKW1lX0MNHJNRo4bdzymjLY+Wflv6tg/ornc+0kPDRyTc3JoN2VO6lNHSXtgVfXZ5IL93/aSSWLHt8e3vT9HPlNsrz5IndxO98f8173ncfWIhlyLTv+tzTMdxXtqTQ/pbPNc4+/OI+xhTKkTVTRYPGy+J/p2yhnMGbUuOxCOYJvZ97kvz1fem7sor0aLwf/r+4OxsQuid19wvNYXn4Tl4vsoHXL2jHAnwWS+X2+YJijiE6ZeO0H5BPIM8nvMm4ZB6Xe3GchrzNl/ARNMnqLP33xM5okrzZ6RRCYjzPTMDSSnAjxgPIT8WxzNKi+IrAgPIRvTaSuB9H3yftcxPBzgGhGv49XHbjcwz+1e6PWgLQ0dxyKqQoahtuHGq0ydprD7WcjsBQyUr4CFHWHFuDhQRBzMgd4Q2RyLNhR4xfjq9TkW8JTR3j8Zd/fdbL/6+NQdzpqp9TQdGenweQ6AnkdhmCygF7DfccCIIvyCyCeQJweXjN2dUZenCso327D9OewfUb8tnEDe56wR9qPrzGu+/8wR3tA+f5eNnvnrUd/4cV9+6iWn5zsj+ODvPH/W343nln556k1795SzNn83YwJpuj7V3TY+H5KPHPh2PjB5sBTAd7Y2ORyTZb07nV0naZ9ln5uN6sMVfyML5Pi59RuNN7rSe01uAdgLQIjpY2DNb4gOlgCEjSHYiBOcwTIuDsDmEueemzsO7CsmHulgm6fhXewaPMvtmGN3YJqNV5CdId4HUxjikfjhxwgz0wWRBwY3r883dth3hi0ehRVgSTFh7B65oIt5Ot/FayJqgKK8ZsTKBNEZ2PAUwgqLDFijyLUIXB6w9RLfS0Q/rIh8RuWvfi4Yi/OT5WuYoKK+joYDBOJvz2Qh8tVBZfaA2er8Z4BHrBli7ggxdkw3RDZPzTSWqDOxuoaXaZvFo0wcqP6K2N0x7pFiGAgwXpzr057MwGTB4nRrZti+YzuoDuRR0fUBXZ+wccW2BWywi6e4kuUTKhfWIdhuXqBbf0xzP18TIlICmTl6RzK/pWSxsRVHZCWS9x6ecw9XMYnQYtu9g6l4I6SyanyKneBpg1ReQ7lMRE8aGoJYMmWDhuGhlItwQpiSKZ8kDSWZvinyt3oRpFC8MvKAEcJ1IMufsSf9Oxn+Hgu0eBb3yoLYLuSVsNjQi0/LcMeHmW+yNBiZuOLgvVemUeB4wLDoE1ULo82LPLhw2xdEMr+iown8kBoRDdqQQ7HhqFmVIHZwZ8xA5Nn7Z+Y0oAsiT2Avkb5ow9h8DVScW4wRpHUFWZHlyZlr5r7MglvfubxQuMwlPRgYWhivJRIh6MkC1SbtkTw11Ssn8qskjkAdFkMZm6JqL3r1Q0zSWtBSy18oRX+j2pAyOKmHb7W0LpKIr8j9XYg+aynLWt8oJdPnpIyBVctkRBRJIMSFcGLMeWpmCYRM4SDhv7IwpkigwML4mhL15N2fDon4kYhaqLzd6azMg1HWyUgF6EIJfoGZZzmFZhh6TSPK6O5RPGpzTmM9lTv5BGQUDvH89+itOaeYYzwaygLpb7NfrrzuuZQcoj7S0BBGSgn0t8+9hmDKPOnZB2Omr8o5H7UmOT/d6DSjG5Ie23jEv5+1aPKAxBxvM9bO82qmwor36BwHsRaeBzsNHrvv19xnCDOdUxqXrOauogsg+Fqibv1AarnHADs7X0qQqssFGzAk1izQRuGEsDwMWq5t8Mug84OxhkCy0l5Vc5jI00B2RgTgjLazOcYf8DVwIzsl9wzGFl30otMW7bkRHuevYkhFBwSt2XAZa4Ms4pXoqml4DqlStTtc9ix2R8zQcCjk4VLsK/CChizzolPeT4k5kMhJjF6AETLfcxpPZ6mPrxu0RRcPaU1eGhFZJi47LeZylR1lsIu6ST7TMQUPqFnW1HEU4cENyjnedJqJI20XvKbTLjCsJewZK2bqKBpC8QIWRuT29f1j5oHIKsZq95ApeWhxQIRZFP02zwk809wE3ysHdfDEqL3jHOyCcWfY5oq3gNoVEy/SKJVLO9Iz5VZff+yEQJIaMkVKjv7s2PSVST6XiFpyvknZS+yt1FNCokryXuhRBxLzOveUHbbJAeHGzqwvEQb24EN519T/LO6zaqX+zkgYhCy6rs3oa5Q7rvaT1TxJfV5gg0h/Y3X37Hmf/vxmWM7UKN1EYt5cNsUn0p1CObLgmU0AHblKRrIkfc1x9T1fDvFqYMr7+b6zkb85zWACh6y3+QMeJ3fnqeZF7oveKkIiddA04HW0lLTP0gnRZOIB9dd0uAI1TMlhBplq0IiUatbfo7hBb4t7pt7dHZvzfXmlTpbTm1/m+WRS4qHfBb7JcZwBCNG273AmdTJ1uJKNeU6IvmnS18XXOFMtkikPkjYU1xd36hzR35+gGGAacXMMxTVjlZK2uosyOyP4eWida4lM/UYSPZ8RUjFuyfemTtbn8b1r9rvWTyjeMN+draRjJIEdcVasd0RESTrRJdvoez+M2pJIyyNnmv067svpPGo6YosKyrlFfC79k6SphYPueVibfp9WM5PPdimcXye/z3WcYKpO7BI67ORd7f2WbYVtIOsy1N6UGtqszyG5XPF10orPcNWpSx2pOdn6bE6xlXI2924AZQ51RmLEtdf6/X2uf6y7yfrV+UIgS217wSNrv4Yh31P0YHc3vOkWto9fMa5RP+AJkb974WIDLxS6sY+/IQKLGg6s/N9iz/uZX+QVr+N1d+O3/YGxumFdxI1NtsewBPTqdR54xGs7JhBDEf2GyKMXU10M0Y3MGOEFrJ8o+WCG6RdnNRpnHvsK9ozZqzskFjdeqTigxPW0NIi9ujNgd8eA8gBjC9apcL96m/oVuLHyB5iwj3/HeGTYI15T6neQZ7cL6R22i6dnsd8Z/I6u5qlCFo84sTvYK8hY0O3ffS2Wl0jFcvG51OCD+upOj5F2hD+dMpaLy7Ptf7huLP8O/BvwCyJPGF/BbiAX5LKCRtTJ/Y7tA/TBHVamwNVrq26CMLCl8bkPCS557Nw/R97bNka/Oh8/7OnDLjo1cFBkePvHiYfIcdcctbB87vReyXuO/G6mIE8bTOeV8185/N7eXq9tfe3Avyb8DylADWZkmB1Y1xlseRiOT8CR17XxHLolp/V6d37O/f/gdphy/9iZ3un4yFrH33vm7SX3MJhfFVs0nBAK+gy6saigAvtdAlNlQWuPqCyM4bWYBjcGrwhfwf7hfd4vqHxi0f8VP5v5ufW+f8PP+c8gK2M1EI9sMJsVbLHMDnABnhh4tJLcd+Q2GLKyq7jjV17BVpb9waF+y47oyqruXFU8nb5ydVvH6rJjt+FOxVUQFZbLjmrKDWG/PLGvnnoPWVEbLDaQ9Tfk8h9kPT/GN9jCRnsdmKyw3N02+hrlBJawncifPjbzqAx38IDJV0x2GBdkfML4hnHz6Ah9AT6j+yeGKbvh5+vrA0N2hm5gA9mf/Zy/f3UHw/IZWFhwcPNiG8rGsD3OvsKQxaWwDdjdbi2fjOWTIvqIym+MmzJelCF3TF9QWVj0CzIW1t130tit8a2Pr59Px2QXF++SNRe2+a/t4QVLhb8jRG9B/+rV0jHKyycZzhxIWjxNk2U6DS6UgV9SUYIK7Q9C8lxX4V3O7W5Oagek0BxN/RwiZ/M7W/DiScmNOP5rghDpKyrf/jUIkzkHpfRkSKP3abLPXKTOHBpDS0ZWhq6uzKaRUEuxkmJCgjt+YBaH9uekimnnP92b25llKGkNpeIo2IFoKDsRfSLDC2L5eo1Yq0Doi5aAqVy7Z7TSO1elmiohkn+nsybRH4l03pkFvVMVTaPUFIDzagz7gCZ9T6Rmf1NA2uTts7X4LBl/E76FGI3Py0Mf84SQDjW34bnR2buekRBpeHaldEYQxJwIc60ClTKjSWzK4RLwvYfjQAWzb30skYBCEkU9BWgiCHqjb3SYgxJ1Nir4GLyZoK1AUPmUZc8jHVAcImYth0T7Ha8jCO49TS2vcNDVwefcUqJWGrPI2g3knmk/AoUAK0RDGhemUcUR4icFsP6Uw2dWdN4VinRcTd6S7R8M/TEZVeg0jHKe9s6g0k9NA0zyljRaeWORsqOigHLK0ljInMO6ct5GzYtf3aBhc0gxx1JUFfxYkgdESrgDb4p2rI+5IwPTwWGtf0l7Mp9JnpcG1phXS/qxWHvJeX4Hsfo9Mqul8DkxGeGEDmNiFOL1iW300NN0ANgFswfKyFnzGQ6n3CsYMyIw+EzlOc9hh4wsmSz1e9X6IadpDk5kIJLOcHeMluvoNAe5k92PFrwu5l8lDWZLoDAsaGRHBS6SUXYu4214bY8Re080UlelETWdIMUKg14la1bkHHp4blaD8Blzg6mnzkvnCrijINY5yCjT/Vnfy23EfuX6Aj2SLIuJhw5hrG52s2kIFdLxACYW3C0jYfACaiKu1P6A5pJ+pdY3BkI4AMs4Fvwg+11m+u7c7Aa9lAtMY/VZjObrmnjIrS6nz/KBQ9FhUsbb4f68V6LtjFaYaOEZ8VA1MEoGzwKy0lssxLrTppRc6Qfipa1l7tMmG0pnsxCfIbtrMaTxrcYzD2ykG7Odxzj7ksPn7YF4tR0+PyCDG389OxqOOk/K9tZHg+Q/38HltTEmb8/2cm46+CD4cvLTGUJHn88s9lvzlM8XvR3n4jB6aZ8U+ELqoxlRM3VJQu6VKEkjp8z1koPMFpdHXV5Hv4onyNJoem/vyrRNrk8k3Vmfp4iWmf1WjnOoh9dO4FLKuzxL5Vom/R0miwl6SqN8n9GZ7nGOO58/nh7q+5NjrM/XdHj5PPkvCV473fsjedrGkFFrEM0UvXR9+83AD3ItW6m9C0xdZe7jrs0WL6j7+78pz/ua2eQBucyS79amQzSaOkRv59hoDx9HQaHxs4neJ53vbr3M4+qBv4i1d/UzGbyhh+ivnf4+0gDH399lJ1NonGPy8lM/7535YP+z7euzk6jpmTmnuYY/IjdPS21UClT9HM/8gTv8HEhSdgHxCNW5H7zGG2awXwI0d4n9n6ky438SkaVLpDvSdk41/H3sHimRmRyATFMkgA2PtAQCzKHezuLRC6IviF6R5Ve8LoTXHCtgzx5OdHv2ORoROWveZ8SNlsYjbnMYxc+8uOwlAC1xrpCdkamJJGhFInpXIiIiAZN2YaYfM2RZqawXXOL+SEPNF+ARGw9uTLMxRY8soFdQL2oLi6On2XD7lNfZcvEecjtSagt3dzLJxd8hbjh0ldnr0Pm14ak8QYbiqcSdl4p9DX1xDZXB7V0kWOW7V6d7aMzhcEff4j8VQPa9Gz48xBy56M9dk4dPjSt5+4lfBlCunxFEjvtX5Pj8MVK+XzY7GiCHzERS/a8sLvl+ndy8z6FNXbIH92fPJ///YPzJqX5CdXr7dJMv9XyXkad3v7v2b3XFjy4XS1aAHNELDn67Oeg4p2q4gdr24WcQ3XGyXxi7g8ITVCvi+9ij2Fd2eQUGY9x9H0SdQ9OVqullO5l2e1FDRdHLiHPAc9jHNmS/IJkieDGmCfbqNSa2xZ28GvaacNDObPS7R01cwgY2nB+LXB3JtoRdbnzB67j8gsqnstN5ytwBrIGvMNA9EnW4/VqXi6td6hFtahfYxdNSjQ21R6eNu8F+B3OAqko4jk1wPhW1McYC9gT2iK0PTt9Rw2bsbgcVNQ516GJOF7s5ndvmdjzzLDcWKfZ1+PybCPsq7qQdOyyvmNwwuzPYMRt+XsYQeUAQxCKbgX5zgN0YP0X0P5+OyR6YBYwIfWT3nMxjw8aTI/wLqZ55Q19AnhF7QPYHXBg5Wj+Fqow8EjpljJEhjJ6ny/Oig/FKFlsSsSgqZJh9Blliq7nAz0OnF1HOQwKT8bAgpkfdsCloZuERTERd1qngEoQa4TuByJaKhIhQoGQdodmVgpwpPUjEmuFI1nlYOyDxbQTKeNSietqqQECLAHffhDWOC1nA1HNBhlJgK17kSkKZSuNzO44mk7c4EFga/pZ4593rakikq9o9N5gXcHogIzREpBXpirGMjFxpB9MPr4wYyAJ1KXjy2Z4WzBFthTSTZN7uoKnI9zIyC2k88XWIV6Yx4BwdUge7QBKGE2FGWsS/zaM1DfNSwpVcVYEydEZB10TxahW8tfDVHFOVeJSQeNRLGUNGGcbmYXmQnNaHI6DRf03DmY+fkbUD0qjfhVsX8okQzMNi/ggzLUXMv7RoFaCKN9Y8LvWdPxWH5bHHHK+xp4POqw5BOL8Che+poE7pveoUKdW/MxLseEXhdaJYUfbZcjrS0JeHt50szuszm8bfWO5yVgXitQp+z/nyKKKBLNMA6F/FoS+nrg5MS82n000o+WJNSevGEGv/ZnsDPwj4j4bzIZ2crnhHNJdkhEUeZpOm8xn8oDImbYDMbGO92GUoDH65DCBrFOQYSl5Oh5JPVxpHcu6m88GqjRznqL5YrQtBe9lg9hVMjwYuGWF8ktmmpQFnNDrOftBoOh17P+OFCOO+SRSoinoAQ+54kiLKsOXo8hvIjtod5c7gF8wuQYN7GKU9wsHrSmzAc8zja1DMJ+clsjalJudi7kXn8Yub/uIQ7VOcad/C+aS7OyFkh6w7IYKx5OrREeVBfnHQc3S/Ru2IrM2RoaCO9Lu78ql3TBdMHEU2DDz11C1kjBvl1z3SFC2AeE0MV1f2UBivTMeCwf6A2MLYh/NcWxg2vMK1CIwbi0XxbNnwNFIwhrFbjNMeY9dNeVZADYyhe9GEVeFZp2+nrie8JoUrdoTM8uJsq4cPy4gkWwMxWOzqnKrY8o9TG05jd/yvnGuNH4ki4qkbB4EkjN66ZEkHRE/rBe7AzRQn1L9lqG1Rf/6FVpu9hsIUl8nHUsdyJ7yzT4v9kFf2JKO4fK9Wup+kQkl5moXXQ3bUuoV+Jll/J/S+LEjenEOZH927nPpJAl+seJml0zd5VM3D1CUOiO9ykvo9chiotfe1uTpEEMQXknIv5yciW6CtXTNyW3echkwh8r3KQuq0I/jr9+VodiMKpJJyM2VA6lfN+dIdCyXf3JBl6RS0SYl+vzJPmwnQOeuUXYeB0mfrHbMtF7Gz5oe/13VyyZpaEjW2CNpAqHpqw/l3+ZrOIkAuwTtTT09ZElFmY+6tuQY1mbHWQX9jIaMiDVxPSl5Nzq0gEYluZQTNqASd9JHRLc69MblEH285zKI8vz2dp1ljKec0eVDqR12eJA8k5I7r9QUYkBxjd0IoaZCcToofXannSbxsNFk+asxSDpmj/npYrkaL3veu/0d7ced8d/9TDnvQZJ/vDSf/BP1ImwOn97ejmnxlnisDzNJTmx2eVI7XlO9z1ZMOpNFkTsucwzqnm1Z/Zs2GGElkCkjwSkZ6JV+sOjC1R3NNZq+PnEXr2anbGRNUmOdW5ThyIYF/OS9zzid4ZA4035zz+gP+drmDLeh9A1uw9S+NVp9haLA4Nxq5sScAcrYFKEHcObA9YlzxFMc3kN+DT/n8eBs7cv373MOmsEvM6bNzd3kMPoCPW18RecbM+yh29fQb6+rG+OUFW18R2d0+r39Bl/+GqdcyMNux168wNnQPRwd/OA2Pv2B2RXjC7Qxg+orII8gV9GsUpPbaWmIXPOVTyCK9I8sdMxghB4bdY60eERuuw5rA8HoMGkZRrmEY3C8hKx+Ct/4XPKXwDcYNG4NhI9I/GaJXuMYcq7gBcPM0UibPiGzoZQcVj04whf0aa/HibYjXwhiyYeGE8PPpJ+ATsr9g2zMq19hhr04PdoPxO4MLQ371NjWAu7zS0K/fvd6IlEa5+a8cvpz0fYSZ9qf7Hjg/+zO9OMruw7fS+PGbx6X4FpKyOH9PMGbsX502Db8v7FHZzw4OtPN+1vZ58AujdIWu4eZzqZue5zeYG26baF9Km8U36kfT4ay03g/msr3ncH1nrd6wKjt9/s4zP7j2xQc1QhavekX1iuy3GgMCsm2wbch9x7aBLXdsvbNtV/btiuqFVR/9rBfFq4VPgLHJV8x2xvYKsiDrb6AL4xrrcY86u7tH61+u7jyVdQc17P5P2P9A9kdkf/T7uCGLIA83GE/o+IIOQV4EFmHXiHxYgYySwjy90WLIU6Rcerkg44Ksj8iyxjnXwP6K2K8s8gnVB1SeUb6RB5IhVz97hu7q9X8enX6vXkPR7fvi9XGGeG3kccfGr9i4AL9jsmHyhTEeEfkN4QHkG+zOz8V2ZL+6A3t9wq6fMV6x8QfsA3tVPDPFjsjwmp0M4B7a7Tef2/HV5ZI9OZhuPGAIsu2sagwFuShuR3iG1Qthj3FlH/fAtSgquFMG1+9EbqzrPzCB+/7whvO8d/28E6KUlEylk7n0Im1MFLw4GPHOBjFxxSaR2xnGORWmyB2YKAPJdA/BVCItEGncq1c4isC9PanoRhHnMuilMSu8N8mkJBhZGd87ojSNpV0ldSUrkc7pia3wsYZEKgO/rKGEpPqXjCHeZXAs4LEcFdlxbzyrKWSkgbAprq2gsCMuHqkc+mUoTfStuRPFjAxdlUjxlDlApxFwHurrEGFEkZlw9JDGgDBiLuFFFS8bWgjin6gJUSCyw5j74eCknKaiPluoeS5ju2TDxhQHrU2bT/Z2Zl+nsYVEReaaH4aT65IGj/Tuz5OCNOErpIdfPTec72gEa86fwCelE1AiZIvcC9FPy761iZSk1KWEJjUDE9l6cJzEuKQcDjBzWrfIA+8UM+VUGnTSkJX1REKRTANy21Ec3stpXbrgJg4SOad9jeg+h6NWIOc1PV/deSO9yXp+/pJ7oSsH8dMenSPxuTiqZF2Ryf164gn1SptfpaPngPjHebDNZ2Z6ppyINGokTeY6tvyE9V3s8TAKSCEz0+kx6kApwVetDrGHTeufjfy88/o5O29XxcgIuQNyVZpTBwmeNWtlWM5dG3bf4ccX5WpMXjDfnf/mvHf51e8/K7r63ovevQ6IZXNeQCFnM8ppjl0kHXCjxm12i7H1OY+aECQSjSb3vJiU71PwA6QhMzmS8/U8CFT/NPomZASVpxabjn7kUnQ56Qc0o7tiWlWmG632cKO9MsqZgK2I3lHZSOw2goecRr99Gt0AZ5H+UEKe64IrlVGHwlM2gnIDBnZ/wMaC4jrMMu6METEWEb2wsyLpbK+Ij0QFK2JZ6DBSrR3SQgjJWy0NmkUBmb5qJQ06wtb4XIw42KUgqCV633lAGaZ+IEdjwWp9qSi8+Wztg3zfocmOIu6yst+YBiGhCiTL8R0TyVudany684PJL3qEhpXuNP9f75f8VA93aHzn4jLmLve9JFJx0msBF+L3pPuDPD1cLo28a+mcz4L2kPqf/9GQ+DF2QUo2puh+g3g+rEPu6eM3811M/thumjTWn4h5kj6jKUO09WFGlwYlfjAXvUMpf1r6oYNhdo7pKAXszXeSjow3hDmOj57GfODVZdhr9xZfnHzyMHeHSAuh0+8ExOTnkxdKPdvovcBCRo+iQyIWoyJBchepy1xJ8E/qXunFzeaTjwqpU3sLZ+Wlz+/U+eY65TPHz2crXZ/Idczx9HbzKmJuY+7zZe3ZNh+WfejzPX7A4jo9tucbT5vn0BxVpqeaT31Pak+gwumLZD92Ju2GnH3zjuByBUrK/6dknBKSwzMdCEPN6eH+2CdCcm0BbbpURRRLrU8a1fxRpfKc56AO+me2kRF6c4YO82NJ7m/pY+o+U/bkN3Ou+6yd9OPzGtSZY6EtaXwXNx+cbsZbft7o+Q2POl62fY5fovi6/R2PsrwH/wjkfNZLTNnAhpH1E6L4qzYQlUWubwRPcykgniNdMuuEfAaLItRmCM/uSNAEbCUPyEwOAQyUT1gY7FUijapc3SmvV9DHAFMO/CxxB/kT5O6pTQyQX/A0ZWvsnTueImqFRMDKhsgd1OsrmD1ElgTB0bmb36OeAlW2q8slu8XKX2J5PLWzOzsEy9Rx44brvmus085MvZpU4jStmdZ3UZDVoxNkMOw5/F8CCRaVBY/kcOe2750AA9oe5iG3cXg0/h5r5uAbJ8EXBxWx4pk7ImqDjA9+QOxz0EOkV7U7b4n2THCHf96SP53b9Dvn3cc9db5O373LDL/Xx9KoTg28o6SU3KT+7WmYJP/NiIieSaPJ2JIl0Jyb/f39M9d5J5DBdcuZrQXmGiX/y2mxNjvyZqq+PzdnXvK9NThN1Bv0+M88+97C2enf7/M2wM804vLJ6x7cPQXb/oyMW/Hvwe4Ou4j4MQ29dxHULqisqEoAHlf/sQuwY5s7NMr5vVg4uqctyrt8Daewp3wvq1HpPhE9tgpcLpFCCQSvR6MqgVV14LCjuEaLjBB3sKiiizhId3Unr9jVay6Y8wrRi5uG1xf08oraHimOlRHzJPYnfhZ+dN7+4KAOFQHZ2DMibbn4HNqrO0xZMbngqXeFITeG7iy8AF6LQxBsD/vHMNg3UAc3OFCu2XbStkikpsecJ+GyxkG1QfNR9Noici+zM2AryGM50dlH8MLh47QLslxJAK6xe9o9uzuvhYIj/uj6FwpTJ2N+cYO53vB8VptXCudrMOQH4BJ66po8IJiyumCTV3/1eCSLUmbY2kRXKBP1kAaYQKapM3dHmhEG/BtZk8H3iYc5mw73fquj2JKwSjnWrkAlyifyhoriRThnKh0PM/HFc+NxoKXCoGKh4LlwjTzcKo6QKIYZKJZAFM36GjcQYwSSyNFwrjR3j7lk4dVyYkTEh9zx6uc+BuOBzJvuAg9/LtBdrph6PzUcP+bWG0f/mVA1NUKmi+EhmlktJpAWrlQNN/roiugFXZ/88C9u/LbFwDbGtvMWxXe6Kr2Wz7vn28TXBZ3zEoh7kVT4CGOeNCU4rkJt52EuFfk46I1MvxECp6ISwviXNTgqxdRa5yazNMqGkisR8ZPoem3pZ8SiPowgEZ2gQU+LXnzOoqCLpPFJUvCKK02Ri28Mw4b/O2xg2sKhIyzVxh5z1JwoWCicM12IxDNVq6CkQUTM2OnZFAsdqUDQFxvIjo2Rn8bYI+/4CU6QCsY0NsX6VKqaFFp56I69ZE7DhUBPR8mUZKWwfHy5cKg6FtboxL+If5NX5T7Od3rET/WHdoDXSefOq9IRFIfJsc/2REjFFW54nYQRmy7ovjvxZCrL02iXvCvXL8O8hXKwWhra0hjy4PRaaNBE94ZAq3RAez0jsRdNw4BShnOfB9Vualfnu4jzKgKdW4pprJUROVq3AKvYvCcM1IIF7Q8qp3hHx8Y7fJ7cqW1RjLiO5/l8zdFe73JZFUaZNEKi5bS1jMyy0zvLeJ4Gp4+vasvwdyQP2AMdnoaEQvfeEbYgL8Fsw8ZXP6yFU9ILrDrqyvfRg/dTQiZKyLWI/hjyFGvm9Ka15lEI2lJ+rYgtYUdzRLxEcUE/6OZwdz8kwiz6tTgC2KfWUHl1mV1OkXXKVoGhFy/eOBQ1QfmGyje8aoILIVlW8thjZr59GOwXN7asGTV2yYP7xWX/9QlUWfQrwsb+8gnbLrDdsLGxbq8Ig9u4seudzR64ywOrbFzEUX3DvpKIeLEFsQdXvvgGsjGWWyjAX0qncePzPWR/0EYYMFRWlMW/t6jdxOLyOPbHwGXANdJh+h4eLHKnH76/e3XeZD0SY/J4i1oTjgifUYK+75WMkEyjKBFNWCyQgbyJWkp+GH2IzrqRPhY935T82kK21j4afgDJz0gDnjmiEAn61tZiqOCxvzVRdSHvNYAwWs5Ul+kV7VCXKzz9CGjtF899m/x+ie/8sDTSiZuHhJqLKGhfYspC74gPyMjRUpyno+JgkBPKUG7TEetGm0DsH6JXBjPCNg4slkCZo+nTmO+z0LklVtkyGuC7V0ZCZM2HBGvks61GASELM4KEcOYJVAQvbkgi+uBXHlilPreihdRBhsvXPPCmyEwAiSzzvuLd7R6R9s6UGUkXjdpKl/OILtHgtfm4Jsq/zYt1OZJ9iXOOMHUNu8SCBHBrSMmt5KMgnh4h5JPzxlhVc4eG5F7OCBshzkRZ74i5XglqyrSbRWdBH3V+8n+dt+WZJndLgsl2LPInF38jzzu+Du40T30/avmVjt9TQ729qu6XJD2lztYcgJ3XWEaAx9+1J2JMeaWzVhIgVG/koLPM24sXS8g7Szku/VkLWl5O7eVP6knU/M41SWODIXluTZ6b0am5IyrlYQI1mPwnIxOaT7OiPQQyz3c5Ntv4fXVnJNl0XsV+tDD44MpUobDTCZs6TaV0DW4nMx2ZDznPHQmG0epBN3pOB7rOeYN5FicXYGqjR/7VOd9PXC//S8j6/47JK8rf4mz/F+ABG18xXllGyBsNg7T9AfwB7F6cWf6CXP5XbB/I/QXshtor6AVbv8Sa/QlsoK/AFZH/AjzFMg1Efkck0nlEmhOTHeUBHU8MfsX4BfSKLQ+ub+kFNNDJihsAZcGW5D0D0Wds+e8gmxvGeMD4f+HZMP4TsWewb2AvIH8BnlD9HZFnTJ9B/gR9AH4LEJKCvGDyT+c56wNsVxifEbsh8g9fP/O0UhLGONT1Eu5/A7thtxfv4/IXkAdE/oboV0xe8WjhX4DPiF2Q4aml5PLopLkZboD7G8iOLQECsU8gD8B/AKuTfvBowVBLEM1r2F1cfo/9hhks5ulYhn5j6DewLz6OANW4XnUF+4Tu/4HXBxlFoz++jve8pWCZvnk5fmOn+w787c0eePvE2+v8vbzzm9930O+k3SXMfR6ypTvuKwJf1/m7TKdt3X/oU++EnX6iPxayoYGlsnZm1mxNnpV/py2vY3jqFmBmdziOf/oQ+ny/naX3P8s5Pksk4838y/nz6tgH7z///fZa7NG1VllAYSx/Irqhr3/AfkO2SMVzuTDWBVlGTNnu0Ue6sqyfWcxZy9CVbUmb8AO23xnP33wNNNZ83fz3rJ2Lg+U2+cRgwew/sfHKgmdYuZiwWCL8b4wHZTx9QWywMBBZWQPwIFcpjBuLYWukH7pvCAu6fELWK/rwBVkW50f7QPYF2ZTBFWPFPgk8GMv1HyyXr+j2hG6P7OvKWBQZL+j+O6K/ofIbcrnA46PXU3hxPr7ri2soYgzZ2Pd/sm/GvjzGKu4Yd4b+jvGCsLMwUFlQXdyWt6vrtNvdnc+hSw9ZEFm83g34uVsE5AEzxdPoGbZ8Q7gz5MW/Hw/Agi5fQW+ZYMUdyParn8NtgdsCu2fCUf2/EP2MXv4C4wrjiskzm/6ODkPvnp3g8jNOVv6ldExhCE9UX/MSHlW4ppTYIJHgPjPT84it7ukW4lCa3soW+l4HlXlocaabypwrmZ5DcL67lEcl7kkleyJEJ18MZqjp9AgvfRgWJVH90u5XZ7NpoHPD3ELlfRcQS2RjMFoFMvfj8KiDDKHMdDOJjJMY9eR+nZmnUbKNJ7xZlBKnU9m2SEGR6VACKVrNFdPKAW4xRxem5zln15VYKc9xCNLUg9XHonpBlgvL6nOorM7QFDDF9hs/DkNMAxxHA3z2sxD6kcvRQpDVeJoCfBDAmfpqHr2tmHdOSJ936NETh03Vzzj9LMFZ0E7hKzGeIrs45KgsqAjLstb3kow01m22GQXNw6DkRyov9DWAUQabOOiE19e7OFqUSX7mB3eL4sD5vkkT0hACEvOyFH0elIKP0LldRh6+b0b4ulGYG455cCln0Fz7o5aQNGrVxs+oefYuGzRmCi050Qdv6bH6kgfqOXdv5qOHoZc1KseYYwu+aG+bEolIisOXtN/P858H0nxvGDoSop6jDIYg5zYkv1cO811Ghb4nwqAkaQQIx1I32lS32xoe3ucD9cgHZlsZBRL3ZwqKKl7baMd5aZsP62Nq4+98qLoQhoch9ZyzmDH7f0ZIV8TRO9P/5krZlsbh7sxzXnFwFmLBvz3fcGO2TGRtzmPw7HROkHs18/LO8fhabrjBJ2Ss9LbmEIU0j06u6a8TKk0JW9i4JOSm91Vj/RZ1ORrVHAjfUCONBeXimAH8EN9//Ps+d7ghOWSa93FF0sgt4odhVU97tqSzF1DFVBhqobw6z3ST2M5g9xRIYRgzRuknLmeMKuwqjvjJeZhp7Sinqm+brGeShXAHg6YndH5SqNWOYIdE14/kFz8VDdF5q9PffCekZDq2MmrFj4LNJpkhtQ8s94z1d3X+Mq+jM3v2q3PTyRNaCqATq8t5zijBw9cFBAjKrb0w6VfafX7PdNKfJUdwHM7GQ7U0wva5HdW31GinjnuekOhn7KXYWe+sxxyh1bxZ6+uUM7MexZk2+ix1xHyZG1s787mzlPnxNR3j/m9Pz+P9OCPH51iy32dZdta/0ojpbddYStef76p/652tnXT0fzhCaeOA6RBJuko6UyRQxv6vHl7deSopDy11eac/NwSnw0ymDufIHzIdWfZDgocc1uwdfiDnuSzZ13Wpk/71Hk9KXeUwN/lz1nmErn9Pcu2glPi7jEBQaKfDez7mbx/b8bpO8s6ee7PeZ33n7RMUldmpSzrvKT3DSn8HmJHlMM9vvS85h8qpsfZdrll+lzrZdJQc/5UuXIsfSOgcIsnT8hnm+VP4YNrf6oXnc9Lcw+9dk09++K3E872JA39MOdM72eemr5Qcv+/78ECdP8vhXkMf8DFYpa1LxGkAVzTeOVK+eDFVEcMBI1e8hoRGygzw1EwKRK70dJbaI5kVopxyZrg+KOGIS1qIc5mmXrZ6YeRldYfIcgV9QvRXT9mhN1Lfnk7b4WhWy3EpklkqeAWJ87vEmpgi+uBgGvX6Ckige9fIUT6MyPHhzgdc/yowAxbtLqBNjzWLOVkcyGcdkKfVP7fVhP4qW/yeQNKdTIHkmVlneunujJwOAouUV2AV/T2aCBGfN7tTACy5+XrygsnvICtZi8PBfhvGP+ZeEWWmtfufcP1UMx/ddNYP3/vuX+jIu695R6866GS+BkenQ+6d+K4eevsCeXcMTS9gvmvyQaevily1eSfCdCw3sXnUbvOmd4b609N2lgXH389a0PvX/yQawklV1FDL+oQbZhPsYyKxtzRsEDGHPMTZ5in4TqLq/Tlfn1dg8zTQmIMzNECVZuH8BurdDuI1Axkj/NZ5rp8R/M4DFWxDhp9nh+Bnvqs7NGUN/iGeQpfLjrKg66M7IXh0nqBMfaToE1g2B1nLCyLPeO3Aq2PdL0s4LkAYzhtU3OmBIPoItqPmEWFjvHoJAhV0WTB9wFC32+mGWKSzY8QpLMEoFn1LGIUh3H3KIuNM6qLHiFD87MmYqotcmDxVPTXeWN3po76maq/IuMH+itke75FwbhD92bHxgnHDU0mJF/k2L0w9o40+vn7aCWHjJV7sHmIHz6QXNhVpcLTNKJQVrAgPHsImG5hg4wHsARmfI0fgV0bWNEACxSlUYUBxI0CFsO6hUKzDIxPUvdTO1FdkPCB2Kb3YuGM8t50sZCFg/1lguToCdSyxmR5cudA1UCeuXDjBRE0L8TQKvrgPPp1p2LIXssCuHxZWN4iMDXgBWZDlIToY4Zvb3dGnlsUek44yzciLc4lSVnc89+AXZPkEY/iP3cGe429nJI5aEFdGgqH4VAQCaU9l4Jt/bJ8xLj6PBqZ5iG7pmgxY1XOqKeiiyHJF119ZFmF9CO+cPGDi3lXbt9nP713hWCojQjvU+/+zNkD8G4WxnDktMS+vzgSa0cOCnnwMyRwTmdAPLkEnk2JCMUwFaZnfinmURxzqJA8Foh56mtMMaDi0NEhvURe46+qo4fXidLdkLsTaX9kdP7Q5SNCwfcf2jTHujHFjWJS3NcGGkghXM4+U8OFmFEOmZ3EFWiQLZeVY0piWwsEVLk/zFWI4DtRpwE4Bbzl/meM2UYTZVh6kzPNiWiG6rs7gw+ttUTynojGwqqfgDtGYSEsnJg2JlRFF7x945vWIe+AjrQr7QSHKg4UVKtcQm7UVPNLAhYawe0SFZcGy3MQToQdTySpnQqW5c9pMYZM8sQhGQ+mvgsHZfjpQmYxf8/2JWI81SxS1puKX/zbjtLX11KT3IyrQ7IJlgboRoeTDjS9zDe4hLFMBzG4PEml7kB95uAj5mX2eyLmUCSMUBoFA/kpEWRTd4nQhI+n5HYcHPp/lPKm+BN8xBdkx3UtR9jOTHvsX0RSTP33vutDR0YlFdhmhJbYlI0/GN/zwewF5wmsnrM5bdAW7YyPoTy4us5ZHJwFLB3nUCArDuUQUibKROoUAIndExqxHLY6gVlEWWXw+46zvBeqviDwB91BCYGQ0Dh6uuYrnp7ysq6fktXROpNIW8yhX4BMqO8rOsAUbroiqXJmp/YQ9TwzqdLvoNeYsi6JtrnitX5BF0YcXZNm8SKIt3C6Lz+4YDLtzQVntAbFnV75iPYwbu724Im558FiD/v9wpWvJvZe5j53njahhYWH0V7t65ENM7rA7RLopAtVsumAjwQgejSLBq52youaUeFoAkwyR/viSAl5kGxMBX5+Llpw0Nkz2OKiHjDRq/6Tod+dZ1GyQ6eQmvvOFTaNwUFid6sLZlWioJqelf08qsr0ukqN+NdMLSntOmjsyjMGaTojov5KsNOXWBWGtaI95CF5IZ4D7PwMhlqg6schrPRhxcDJznjEsHPfxucS8JV+zmpN0+tf/DufaVPwLMX/4JsEFaeSP+WqRBNMQHPImeGKmFcvjOJF6RRmlchyoKmWR/Ii3gR82hcqVbukoiIKkpCvTKGeeZJqzJssOPeg0kUAS19OpiGGjmJP1tmLBIeYj9HITl7u2FS3XvQUcWZmFtmW+M+Sm860L7oR4ZKaRkFxOH6+MFsgSERHmZyWrtXcHphEHconDder5lqlp55oLmaI2GXabh5w2k5CfbhzMdawUtjXFqdN1B1jK4+bKqEjj/D7fme9P4FlGB6WTYcxn0glTIJR0emZx2tb/713tvsnRcvpj51lfiqm/vEXI126MPuZzfTaSZnPsXcfNsbQ0ZArlzD2DmSQ76rzfZUiku9Ht+I5MC9yjs4FD7vTsXzYr/m5iDix4Qo56jk45OEoVMho4tNUYX58n2jctWitoMdMV+7oYMzo9gSzHeT86faW2cBVlzxTF2edsB5CMXM05rTXKQZ+BGvNc7n1P/jTb/+gy+R+NVz8C/4HZFY8MuKPDdX8xN1qxq6+p/orob16X4XJB9md0+50hK+PyiC0L+/pvyLght38CgkadBc9ooBgvwGsEsCtDn3Cjn/MF1Ysvega/ckV49MiDy4NHaC2PiP6K6n+AviDLPzDbGbuDD2Vzfqj7k+/PqDUm8jefa/0DqiD2UhE0Ir8FwOMTYl8937kOxuUru3zzPO+vF9h/hft/w+QGl9/9fBeODz93EecNxcZn3MFxgREGQiLbggD7w8Fw7Cmgo9g0CQb71fuyfoX9FXkNx8X44jS43F1nVXPnh7qz15swTL9iRAopcR1FUWT9JybPYA8+R+PVf+RrnBX+CvL/8LGsitlXxvjfw4908bWRv0ze8dFVTDf/tcl6c9cUyU5pPz+2w1/z9/M5qN9yts2c2/xojxTTOT3Wzo3pZMh7Q9eSBIJoOtSW5pCQKX+mEnh87WFMcx8LjTeEniBlK3Cdxx+xVPJqfpwfzrnoUA0Hh/ZPjD47x/jZ+fyb9Xwj4ITjo84rp0443zPn4Uey8vs8rV96H6DGcrljsrOPm6dashXh6sXoFEw9rY8Nt/Xo+A3df/W1VAHZGWEgd5l0w+w//ax2iTP16mh8swU2xTYn7BH8WWVFePLEK9yxu7OKxb4weCTTZ459ZWwXdLywbM+MRdguhlwvyKffUK5c7BOmXncQFdbPXuz6sn7Ci85/gqEMWT0qTL9heD0IFYOL10VQ/QfwezgMHrGHK/J4RTdYX7Nm6e+M5Yl9vYJc4PJvyBgs+ws2XhmvrwwbLFe3Ier4C2bGfd0ZtrOE3XjwJ4NXdH9ExhOMryiDXbxujoqhvDDkwtAnZFnQxe0xe9TZAc+souqydB8h0ZcvvpUWp59te8DGhWGfYFxZbWfhP+H+J3Z/ZizKrootiq1XlrGg+8D2Z+z+u+sr11dsubBdV8QGesu0hN+//oV0TOBUnt5p5kGgBP1x40020JQYm17oGQrdDVHBjBAqH+zZeNRfY2kITeUCKtzV+oaNLZwMK5U/83yKVRCHyRhLuZNAN8b9iRwnDymYCzbzMWXucskQYxthu/Y2LFNT5UAqbNWVcYkq6ELUUujRDwKZduqA6YvQdSslK9NrxN+RB4xEjhYKN6cmJzRTvUQERc5TRx8ko5QYU6S7cga0ossFXReW1UPqVNfwVC4BnEzl/HtXrpseP7L+Rx7Q7J2ffm8+Iu25fhgZx7bfIMxn5Mc7WgGQdNPF0Lyv5G9OJbgXVARdVlSV5bKisrBePHe7RtoUC2fePJRF/8MXJemZ3A3J9EojykgmUjwMrIULSNquNAnZcWlz5H+7EydSSJSA1DKMHHNN14jbXMnch13v6dENZVDoV6bimnt/1qewd/rblYE67Z/W4oNLvvNne9WM8OoHljzgzIenwpD9a/RUpJm8qu3rvKEd9o7dt/ZMJ+7gWYm26xEOfX56HZjch4lsYKbrmP3uY29IlNYXN67YnP7ii2koOk3kYWvJnB5oc5r8GSqqJGF6qVS2NuYzOSe+TnMdP+APfTxy+rsMsv3LPBzP+TnygXcU+3evRHdbGKSXmJZwhhTt57VgaShN+Zh7uHqXfN0dsbValQInDUDpLGspt0p+p/Gvp7Zx2TijIKI+TRmMoZRxvcRbVzK1mRuMLQpYXVFxJ6ZFm1rImiRVN9krIEMZ6g4Nw520Klp0ZdW+G5STjzmfihy+6j+qacROY5zL1MyB6auRfNER7srmxuWKDvP1sZSdLQWG03KsRyFCM5onja7S6Omdv/uebfqBNflTbsKISnrvsPP+9d59Z75k7c5J36WbVERT3CXWHPwwo9Pe47dzn1RPioYbk6v5HMxevJUwh49rGBndMHUU/7vNeP8sDr+ZpkkO858yXcso6wXGNXROl80aDvSZm3imLqwxJl+E0jXmQThYWw7E8oNOGVZj8aZ+5HY6TMpp/vOaM1v7qN+Vk1Ef2Onf7706a7qlLp8AkqShjHVobVn25vzT9a5Ge/Xc+b63Y+y3y2E8091rnViQ4/QVTWqj2YyWFqRSzTZQh+S6GaVrl0xt/c22e3Qkrn/PntoxCiLpqUeDvnu1uWuI+Wmsf29u3/v8pJMcJrT/bSd6aTytZGNfq24YPiiH8773WMnhmmv4tj+1sY7c04V4u/ekb7U+HGKE6pd85B1awcq3IYcplXlrOPzeDK4ZGLtR/kj1yS3z05DHAdx464SIseQrweWZowWq5R41NYcnyVbbHL5/CXL63uK17y/gG3Np55El7c57Ao4REHO+2gRx3Cjv9Xy+2d58/wP+FjxCxAGPcMGdrZ+gOVnLySZxjytA0fWgeZFow+sRJEhgFrpOO0aCobYYnu9gi5QkmfJX5OrRDpVeVJjpXMPYW2Ci6KtboqiVKrpM2g4UtMR3Gu8uR2xGf+F9SV0pakyIRNpDVWTxYtYkiFT3WPJHpm7v83Mw7mqnlaTxcN5GfYsESrltxFMBI4ZZRKuaYqywPAUZxTrZBcYlop4HEqC4nAsLe4kDttTz4tvmYCu9gj1gdvVzetmxNiTqVUikQ4bNAaiWaW8nwO1H5DYpsm3EH/DFI3//yYc+eOup0dNXXRZ8JBfah01Pd5qT4+d05z5MgElrrphSPk/jHW+72dznJ41yAsCC8LCm98wahPXB5D8VJsGcrj5t5ymUtx/9lC715rYfreHPrvEHr9JtdnQIsrtdkaHulBsRATEsWJxMlqF77Dtibhb/bjOQfSLo1+BJGnJjxLlT19jybmNJ26UAihaIttKgFl8wT0c5MouL29AcuOT/Dpbp6BJB1P82cwAJu4Oezbymj+mIc+s+LVPmNjMxj0oz+YY7ND8FWPEz046Mp623nSE3jy4ZW/BE58PKBTFxB4vtqG5RrHrF7Ml5hwWgdSgua9y5a8tIHORUFwOA7ul/7xjqPMnEbblNUNrwc7ctUQNC3I6voeNK1C+ysh2nrPDz7xBloFTWARPY3BY8rmlrtJ+ixp93QgSq1qMNwLiR6L2gLATFophSRUOkEWkk41kQewwl5wUv5OSFiVz4qiv1MBmLxiRYDtj74iEjjTHr7j9xAHSCyXDmnOxEgK2IXfH8fUsVC0FvfqDUOEysl1gU7xt2pYqQyoaooz0drB3UIFG7QlZk3GHfHTVtEXppX6LDiepyZMGQyP3NM472ffC2OSotsj/BSNQlODIvQmZsdwLiZRpIiogIRUi9ujpQOekl605E7nd59bXRUBz0imnkZDeqmIys6k4HXT0F0+WR6+MXlssD16fPqAxU7tgu3F+vDHthrFIH8I+uMpBLHmAjZyUZQhlFXsqoZJBet1T0KmWKhCKR6BmNjZl/xwa1cyhx5uEPpVCbcbOM6EbWBJiF1r0TboTaguk589PFDR/rsqK6cL0+ocvC9eGKLsq6Xueh4v9H2r93OZLkaN7YDzBzJ+OSmXXp7pndlY6k7/+xdF4d7exsdVdVZkSQ7mbQHwDMjczIzJqVV0VGkHS6m5vBcH0AAM28Bl8L5wa9uNOj4/dqO7Qda4W+K9obujd6j2pxlgjtTsva2qU6DVvus3D46IJnF+T+CvSR4oGI0TzIA4nmNwkajOrY4VE5Ao/EvWbVwAKJnfQfa5Ls3syRMvQD2DeU6TQ8Dto41pm4ZjpY83735SDuaE1DaU/E3p3ecTgENlcuiVr8qfS6pJ2vSDq2hrtFJfwGEs/1Gqdm+nTwlB70mGsgOS0RrM1MK8IxOByWwa84UoePXskl+FUL3hYK3kA4Zv38o9GQIG5IYEd8yGoYrrkPOsbF91bw46y7abYjgZoHnC/jiolv/Uxfz72bmS+TQSzmQp3iSv5NCRrIcj+jPE6UFLKBuEzDNemsHeuayi8RRM1HTHpN5XSQlf9tGZDV2N995DSQPP2HLkKJWol6jfH6+mn3ckOdbGTstNPlAWNFIhCR5YkUcKR8ZoMtII+huPv3ZdD1Wzz4FaGhGYwYQZ4nfF+fEAqVTrEsK6OjSoaaUHqO2WlB2V2+lWcsECx+V6cRLc1RJ/rR5QQFQ1lFPdyhTpeu9F1dNhieFcAD3c50Ho9xR63xjrGrRaB7nfaqYJzjfUfmqJ6RYq4X9o0uV0wbvWy+Yip4BseCyIpiLLywRwZZOh0dCV+BTtFE0bnzQLOOcJBpcdbJHqnDc+BSZp40AAwhU6WinDDr9F6dd8sW656ozRUv0bIf1/nmkWi7dGIk3/R/svfIkFwiCCUo2ZudO+9JBRzSIydjT1lQwyi2FddLOkk9I1hN9t4ySGetiWNyMxgqw5jJOUuZmveYZG3y6pALgVd0sZ2BKs3AEBHQWnEUVD7OEDbBS4/MGw8ExVAiddx7MXmtVpd5PQyAyAYK9kasWM6XjOyIbHje8yliSWwKari54jKxTbbvpOJPwXmJ9bRc90T7YxycSoIm0ml08Ksh+ykjmHasd8jhHx12jWFl1m70cBsO5z14dCLmXa8dsizlWd7bOGT8mKv8rh46Rs6Z2XHdAWBKWahBc6nLhAwY98xpN3LBRfMcB9V4f6/i2WbiSF3JcmxTUItwgB31rJOWky+7rPU1D80zsgNMLsOxJbGesQKx8pf4SpZZXbHQO9zJHIHa9EYPwEkGcsNGS1BUPvjIYA/UIB0vM5LzKnjGmnAbAJGhQ984YgVGKd9xavaYylWRScfYx1yHl+L7x9D5c26T12nsuFjHzLzMoFjyinyud+9zH1BNfSCkfU8aS1rJ+Qh7I+8xenEFnxs7PYOacuz3BH4NIEAfQ5VpNBKOaW9KrKOsq9MbUxDiAFy5WHWk+8gQSdBS6G4OeEoVKxal21jXG81mfpHTMPFRGafI+NcBJG4jH0A9lxd+j3b3neRxEz0DB/jsmJwjcyK/nwCh1BdjHmImLRn0yEY87vutw4pnaqv8hLBGf8qK6d/xKgz/F2J/BA82RE/urFZBimD2GfofPt5lRfpHpP+7j+P65rx6OUo7uSLVoXdML75vJfSM9oJYRcrfEXnCljOUirRX2C9QFdc1F5d/Vqj97M1Z6z99aX0gKGen2UWhv2Ltn2Ab0t78uesjlIJolo37CZHIrlVBeEXZ0HJBdMczty5g0duuPiLyyZPOeAUuqIUTT/89yOwCvdH3N9cB1eWNVNcmZQ+5a83Ne5VANj87/+4KV/Vm2nqJNf3DnXr72QM05xNeJeJ/Qa+w/Qq2ILtralr+CXL1kjFFMf2EScwN0Pq/oL9g9gvwd0xOmKxY/5Pe/0R5QUOmq/zpANTmmWxi+Hr1j3hp7ochV793+P5P3hzvjCDqO+dOO+9mjxxU/M4XD+5y8Kbbr+XuOcb83u/bcOQB0klbUwdzcpDQnPngv8fn4kxFgrmMrPPBEPOz1EXn55sCFKkrmRyqEriTHbDss9Tju6FLHJw6eIil/mpkeb1DTUg5Iww/0gScu53D4IO3C3Az9ts1Sv6lt1iAfPEuDc33/Wu8DaCvL35eOyO9RLnb3TODmtDsjLWCRulapPgeLDusv9ET59ifKO0TtI7t3bOm6g7LRn98QTBkr9C9p6yxIMsTJgW5SsROG8LnwE8stKiIY+K+LK3NS8rZDtsGFLp5CTqVs5eIw0Hmu7j/zS2xQomAQW+Fbp26/eZycfFMwCxsU/sbxYJu9xOmHzHOPi7+L2z7O72toJ9A/4H7Ei/QKvYaPHv5jNBR8XJw2s9oP6GtYv1K679h9gLLC702+vWB3j5g2yvaNqRd3I8sj1h5cD9k7Zhc6fYGXSk7iG1Yf6Hrhbb+6fzturjs6AkcjEo23f3hvb55f5x+RlkoRVBpWL9ivGFlc51AvQyf6SNNPmDqPSELjaUItIp8Ub+lNEzS3nuH19wd/4WeEMF8BkJUQzFQZGJgQ1WyEgpHKmoZsDhQhAOROJRbv/KR0p8MR2/35Nivcd1RrsgZwYH0CeY3mpj00KsyOHFc10glLt7PGlvRIGegS0cpGAajlEA9GGk8HsN0+2mKFuaYXaQdzEiO786iILSQYRiMwI+EAW+Jkk+jKhT8bPSlqeTXw4E21ojjt8SaDMXZgsknGiCZmo15PhCH/kzZGEW1UspCKSdEOkVc2VHVIyj1Q4Z4KM53uv/dOUmTuS4ynXd/j1SOpzkYAisF70E9k9iN731DeEsqvN+673FuBiS0VLRUyrKipVDXE1qUUqqjhcOg8zJKBAMxjAggDHmc61K81AhCVh8yc8oRKa7wJxp6TKbdjC3TNGR6YrlD8Tkqb9KBJANKMSA75vT9w+5+5GY9/M5Bx9mU8o5ebgS4yVefy81a5D2/d/SJFO7GPeT4pNTlo777ePe0dacIzN+9cQAp06IygiJjPBPPHDSawYfJgZL3lumr+Vbs7Tk1Vm4+D86TH8+PImT86e7NeMaeeyd4emTjHPvxWJNwJU7P3e+umTebB5eM+qCb9xFvdvfdpF3l6/WY6CZ4s0zU5fw87xnX/4q3yDSuGOoPeVuM4wYVfIzhGJd6IGcuL5UK6bgvpFHtX5+Qkjcaa8iHETwdg5243LEfhSiXJNmTIV2xc8zGwonZY+WdFk00pJU/35Hx4KWVSgSPiihFJOSSxTkHLVhmiIhGPMyR5z70CIjH+urNvvXyUSlnDQ+cm1mU+8y5mTJSwJWyRMzJEcjMckNijnQebCKdRSPTTA4x+S6txZyNFcrnlOmsgxsmF87Mn+S94DxXvrr2+8etZLOba49LWFz/3SskevreXf2uUjZefksK2PSUNwbv9Cy38n5iZjK9RzqwgohzDfK/iY/l3TT4nPtOdPx9s//k9n4HN3I6G5lYms5kwcv2eIr6rfN+5k2E6vStNZtn1+7e/3q+b2dcvvr7VkC9s1Zp1I87yjun38uxv3JMPHH0mLk742bwuUAJMLnn4cda3/Lxefxx7k22zrwO93My88B7HcOm18fPqEU+Si4VRu+bd2ygwwpJejpk/GEn9GMOxjPk+akfpOxzDixisf9zzW45h9yv5Tw/8LUMuN+7N/QhE4kEdckRdr85P/fFzFfy9828z+t3/+OfHQ7t+zX+1jGBTv7SV+Tu73egA99iYPkdgXsn03fvN+y7+wt/rbeMfjfjneMeR0nMgy6PH98fR1851w2N5D0cALB0ukW2jtsIHLJgAIpyiu7pZD6SD95yMbn5644+xnXny+Qbt7zp/q737OOYI7k7470R6d0597z2O0fW0h77M8qoykYGWMYuSkflsJ+DzgyEgkk0rR73zW9G/e8evpFR6SHm8w7Q5SjjHEfcJveuiAMl5RGRR9DTYHlDnxh8d+b1Ce6LedLQpyRLGwaPKu5TUApKQ0tF1NwesIJmH7PMVigd6tx3QiOwID4XqhxBynRkZcA5en/ajg3gVPL7ia9EqcrkrR588zJn3vep+DqOvmkBXBMHdCTwybMW8AuoRcbs5Mfq6oGZyFT2srfRf1Mq6dvyYFfFwacLyCnW/8elSm44xY1vIz98Tw7+F49vBEJu927e8L9wjZlP3RmTMr83AqjHNW528QhAHB9IPndeZsjar8d5TNPk3zGOIMH4fUxnlvo57M7jtPtJGoGIm9Hbj066e9K/cHxvif//WP6bY8xlTkTwy5AJWJRTj+A5mvQf+yeyxYXsK9HxUr0NpIaUdRCXT23qTxogX0AXtwm781RXzwKcLg5sz8CQKJEl4HzG9SMHWhDAscPvGaDg2O8jkwpiL+6kDzR1NxUJF2p18EmpUDzo6uzFgw7ChhQHa0lzYGACbU09Q8O0O7/TGnSUwG/zv8eWSHCNhhssgEXJg6wj3edPusYlzEE/kllg+L6J9gki8zoy+NKBu+p4f+OQ4daw3jAU0xpAQf9cLexmCblQo4Rm2d2G7jGPmcX3g+MvByEEG0BhcOFjOBLD0QmbL6KJM1xNlGqiQCqewh41+aUxEKGWxnuLe12d/pNp7YF6VxdKXqLVkLYEGuUUE5fNQ5LwFrATxu7O71QIAvEIgsnmQlNPeH137xYu5YxIRZYHT90xr70q+8UJYEBDuwvWEgTVLIRqMDLx7AczPPqkWc4hHXXpABWy5I7ZKXhKOlGuQbAfXJhLNricS9bskJkUudG0uJJAxeQU19pD8Mc2i5qzIlnnMZ5r1OHPY0PYOFAu3vFeJctqLBR9opZHlvpIrQ+s6zMiHdWV3jq9N2wv3mndvjZMb46hySWyOg2buH8yS1Nfy4FGzzpFGaxph7AP9NnRQNQ3ZiILh4SZS8AAZE+S/M4QULEHLFK9bEanh3C1RHAWVBQtK1or9fxMrQun52dKrTycz16WSVzxafurb+aGZyH0QjMBDQR+MrAeUeMmyF7o+065bLTmaLjeBZMVGcZuKGgSDBTFsqZ+lhYLpA3i9ZA98GEYG5me6Ps4sxOIfWgRFMsAZdDmHKRJA3gELlwpJhARWZrN91sjG76b+bqN9LDpGpZN4cj1XUJ+JkK1fa083BxHj4wkvqF22UyMHAJiBGfC6S6QguOoVxtIRoGjtq0e50oIHxPETszBUs9EyuefEF2BEkdWRM/YGMoUvJ3qPruC12J9M1UwUCmBEB6g0czoiXV9z+9nw0lX3RhImlIvIWdToEtCFqTN5PpeGpSTumjp7I8xxAc21jPnOq/TPYg80mEPlDWjh0gaL+JyAJAe9bPH/i3B80NHzD4c+VsBtYEETIQ+4AaVybTWEzLvh3qlr6WzQHEDJ/7rYrRoxlXM91NhG7Iy9yzgCB7DZYp6fckiF0BRW5wWB93sx30BwzPpfOkt9kujSGQtCFQpaPeAvSszDdVOwdG5ztvAszeEPQP4OoEAROnqiCeVikpl5eyl51SjPJOPSuTickhPOFI+xt7NER54u2gPijxhatSQUS1L6okHXas6Su/KF3pv7PuONUN6GJcdbyrcXa9pNHbZ2aWy2xPeYNBRqDWMSGOFbvRwPPTIjvT5SVcPtJ7hkagryvnYACQSP3pPmXoLbGlgSumRJyJXzNrUKwsyA8bpf5tk6A8IzjaXU5LN3DpKgAssjALRQcODZtIYDz3Ot3Uo/8m/h8M0A9hxyxxV8k/JkjdOcTL2QTCfwcj2UKaNYRFGYO1AwTsoxJt7SrSVCAND8NrUiQ5GKDHEktmIEXxQjXTiOH9gMCbelK7JjmeC9OxJour8QEqgHTX4h2euSDhBJEt0ZGawuCO5S55/8BCfqgOhn1lzo/zYEGITymDsYkbwT6L8p6P/AtGXc2dwZDFlWNGOnxnQMe6V/C10+x8d0Z9lNBxMh9AoQ3orhw4Zl4bSFc+SXlzfHfp6j/H1g+ezxTXqQUcGbozZocOlTmdphOYUFLx0mwSwIuVrCT0ix5v6fnF0s1QvLyI6EjIlSnxIjEHV10uy91LuJ/EMFKwNsInbDDamf5Rg65HJaqGDmY7fTjELo5eJP+gxl8a0jzhoa/DK95yPuZenIKmI7/fhcN9ivvK5Yh0t7bkJNJWOs8FfUh7le1HHPj08o5SXTCC6b/M3uzkj9amk/eMzF/sy/vb3J9f+vZ6Xb5rL54O5xZ5JXUOm740ynRNQJIc+zIlZ85nmfQI6SEid46lzDsVt0eSjcviGwxdMAhYy41oCHGYxJ96jprot2ptnc4VM8eQUl7I5Mr996GxD756DWPP8+TjHrAZoxg4llQEcYHKMMPO2g5a/5sLH+yMEP/TJY/5cZ0zaZcytJc1FX5/UExPEN/c7+9Yh/Ax0VC4gr0jPa/wzMu29XM/A9JWO1M0dST0H8UDnjPVHv6b+AeZZnoY6ar93bLuCNGTNZs8AirYVTNDgK728eW9NcUQrurvTqJy9B0T9d3T5f3oWQyk+psWdZNbfXAdSLxtNf4P+Cu3FdcbFeR3lDBo2LEZZdudvywNS6ghyaOuuV4Vu08ms0z/o9X9j1mDdnQ1dn72f4fV3TCpdPwXZOJ9m/8PXU599zdQdft3+wOwKS0FKQfYF6e6HMlXQVygvsBdsL5hdcB+KOKCEgvBv7hRcXgFDo4ks/dntyfboc7z9E+UFW7z8yc4TXT4h3ZD+htYFWRRpD2hbkf6M9ivI1delg/UCfAT+Lch7x+QC/C+OjLBvHzc77T4Q8fUZN9Tqn04h6Zlfzczp7moyvZBxyr12d/PhsV8lxjmY3iwnArQsB3+6OTe3fzL/vP7Q7XPf378+5Nj8NO6fib8tactGXM/g8AMH/ilL1Tiwzmkm+YjA0BNuq3nIwc5vmOftWnx1zFPK/d+3F7GblZn43Vdy8m5c871/wOIkdLceAGnPuF6gbLH//uXNn+UnhCfoC6YnxK4YGyIPoI9hD/1J1wv99AXkBOUTpit9jyzbzYOCupzcBtbf8ao+v7p+Y/7MVSMA0c+ILdhu0BpS/X2pD6AP7Lax9yu1rBQpniVY1wFyE7lS+A0RocsrcIL6dzClZfn5uiPqniBtUNUoAvb0gK2CljOiFbl09JL9Gf43LDucQXZBds8iFd0i8BoQvgCRWH0CEdru+ldXCf3kREei1FFH9hfYXjC70mRn08ZeG7p1tHd0r5TryYMTujvfX65hB3nARuVP3xsa4OXmfpPeFsgSSh2kvKK1AWeMSmtX2t48A245I/JGkQtlbyyXN3qp9KVBqfTzI7QLrFda3+jXz0BBy0duwdnvH/+FnhCxQ0e5g3vqzYhvRMJmdG7qYlNEfzCrVF7Iv8NoSYVhpJDk/p6Z3/hS/Ku318tPDNzRl0pSGPOEEnOTBeBGh0SkXCIFe07fdh6bimBG72KzW1wjU3VHJka8HLmuFkqxhhJ0IF6HMzTTsJPPyHSt8dTJQWdmMzg5Ipk+GcbkO2iWQ3h8Q5glYjuNkEREIcmRJ4UyETgW0bWZcd6nYf+VI+nl7js5Mfn+oK13JMAYQgZe7p//LvVwRO9k3OOIth/z/C3Rf1xqEsCBUhKNbJG6ostCWVdqrdT1RFFFTdyYtYKI0QxXEiWbZKbBnsJex2dignahq6HWw0+adGWBzJkc2rjDaWTgDCU8DQaOORUhHUWWhkgqDXbM7Tt4sjF/N0I7gjZDAblTZOZzU4kacYvvzvxxFaZgwH/1cPLKZ5KJHx3XH6V/kjNZDjKvkPtlGtMw0G73ajr3ZZqLr+l+urakAylf25igZDNfPVHwl4GYHOQZezgg7keCkwzePXjQvR6UKePTlhnP28OBEc/nNBABjjxtZPXMWmF+GjT27vLF8wp8lUmR1xj8YH5uxrzd6Hp3etpwSN385LnyDbI6FOHvHXbnPD5Y5LzeiVq3WAs7AAApY27oS7mdg3Rs3sqFY+31eCX5qWcaeLNq/9zb+h5mvQecj88kpGkPR9JAGoohUXJLQq6qREEhcUR5CUdxroc3TA9eCXE36FGiwR13nTRoOp490XOebuRgPFQY2PTM0GEgR0ZAbzjYjr18IN6MdMBKl/E87kxOGZjTK7EcziPT2ZJZie+yruHYi15S+d3s8ZSOSZSZ5MyOtf+xJLXxr2B3YvKeXr9Fu3netDcHzX3rfKbvzO8f/DPvN8sHm874aj3v7yBMZ85ocP8v/DRD/uochJAo1SVRK1smAzYcipkro9PvTiL3GDx7BDMHr5n4/A3/zyk8+NIB9pjod2I3Xz+73Lxr93M8AgnH/I7rzMudvCxf3DD4GyI5ft9kGnzrGF75SR7Oo0+6ueevN4Jluvftt31+ZOKZ03ljL87vvzfeu+eSHNeE/h2/88cDFsfPgYi+lcHp0Jx04Im2Uq4SIBUiNf54RAnQxaG7HY+VuXrZsD5n8uDx8+9jBWdPS9pw79DVDTuwuLK881mcf1MKM/fpoV8eQS855jZBABYe9LuRfn/974+ZZvK3THSXur3cfHx77ftr3L1/z8LGe/Oe4Z2T5rffe5779/J16uiTPjHPsRxzfmQ8CKIpOyXKv+oIyOZaO54iKMh6iOpwREhkQ8zzP08l8yrN+3d+1vu5/A7v/u5xPO9AbI5X85QJX9ut78mc99Z7lkM/HpEfGnqzA94OB+fmLHSUNY5LjrKtLaoo3POvzGKIwN1cTmroBgHMGop5lE2dS9RiZGmp7IeAegaCZ6AG2Wh30CUpf7LE8u7Ar75hPZqaJp9SI/tmKguq3QP4RZBiSGmD7pQF7YmeLTg4tdLlLYAPmaUw1YCfeKW/ziyMBEVM+2wEVTtQh43mixBy02T6G0bAyWAAyKTe8i4BQegBvBulDG1aBgMPwq/AhVGe2RwhjNSJnfXbtSR6COFr7vfu/JUgxP3heuJf4Y3jG//le9zqYDdvfP96s5ozy8+QH7N+9u5Xb7at3zR9SDKdcxvjkJvvyjzmd54sJVqy8KFuhWxyW0vGa2Ri9fPwcot+JRe/f4x7/RcOe+evHx/y3ZfvHpoPE6WbpbitE7Tr8xV98nJBkrkw/VjwI23uHJcaOBClE42Lh0/ZJ9jLyBtwxZDIPBIyYOVlIyvClW57gGcTOBlB+2Jekk49qyqHpeqlgYUWelOWfbz69wNYl0lu2cJH1VA1b85dOlrM1b49SviLOZ8qV0xfGeWppERSiPMaB43XMT/+fAnWKP7ZKE3YEHGQrwNCdw+6RjbCINgu0IJ/ax8+aRPvY+dqWJbrnf0F7ke2sU6AJSjNRzDAMSheCtrXDrk4ILF3pOW1w0atwD71m5zY6/eO/0IQYhsCKR0NAtCvMa+pYCZSm/G+SKTwiKPJmBl9ZESYCbRAy9gWg6+kwwEkNsORToVuIIlkcKdHGhKuHGRd+TC8raDNm0RZcQL134LohtekdqGt8jFqvcajeO6L1xWWXHCn1Owb5YLfBaTtF2xrGAte3sE8YmVXrH8BhK4riGNPsOYbwzr0xWmFV1cO8LIc9FTavXEK/Q24YnIGzogVjIKYP7ejBxIhFijgHoEU2UPHDAT14Nue7eANUcpgsIbXEj84qF/fZf6EVLGO14Pcsf2CN1U90fpGa/+ityu2G71/nzpHdsJgulnTdupdYYdoyrrqByM0p9lAPgwEN8E0Mk0SIXuRpAZhbVKKwnnhG7YGOjHoLcc4kH5M9w8EtxY3DkpB6kJZHyjrmeXDT9R15fzpI7VWHk8rRYSyN2iNq4pHIvvmGQ2hd1koot4oqzvN1+68vvieMC70bUP6K9rB9qwlWBklSXLcoQi7QVwZNeB9c+PKtqe5ORqv0Ps2BEQPJGCirHJ9hqgc6+jGuKOBBG+g5p/ZpGiDjDEwHHDh7JdwC43GZbc0ZJYCxvmDI38NRz9+5+grN8r+GH1mJyTNHcahU4E3HnPE/YKFkBuGvjhlMiG+csze92Ysauy3aHA6a1pWMKuTQteD500c3tJF5jzKovF08k4JR3/GSSUbU0dzJk9WE0TN718l0JsLo5Gd4cJQ2pBbdPXah0W8wZGZ00kH2jH+uf+IyBXMux4Q6Zyu6GU/B2ejFuV24MiuGD4eywDWPqlkihsHqWIeWWZDXvQj8GUps2i+r3soQtLDoZiM77BCErlOKGLTcg5n0XH+tw+LOt4aSolCKGz5JIFEHST+6nKDSo+SQF6b35tQKaDdeZhJxUzZRlaT4PUoI4QZTrEMQYjlGHxfrfYabbwqKkqVRxYpVIHa1VP79eSiD3Dl6YyJf6ujtFCoVF2ja+p8tIqiYqzaXO0qGsi6B4QlZKuvl0jDegWrNDybwrt6dLoJve90KewSvRHY/XNz43IzR0K35jSrzRU66W9gjYtF55i9YfuOtEbt3lOps9NZaJzpXGi8ei+M5k0WS3H6aWTug8vSkdkimZnlmSgiGyJ7ZItFJqQJo15y7MeOK/vWd0epGgM90ySAE8EPu3g2ggxu9J0jviPZE2KANWZncJRzgAiwHMYIN/eQOKePV+GGZ/BpUiOFI6CP60yZ9k5+P/fKPoJVTsca9l8amMm8zNeTjnCNYELWE15uXic6uGoCkpzfVV1QLR70TwNGissWgo+Zz1M313H6eK3Be8uYg5Fc1QXpC3RD9RoA98zwy4wE5w8asqmzQehctxXXw8GB8xwbM3Gs1WyYzo66o4dYOKlC97VMe8cOv10P/U0k7ueZVpkVaakHTAj1e7n79ZHG1hKnpnGZUMMl6GJz/ULCtoj9ftBPOt062GU8K0gYoI5uywcJrY3Bh1O/y28GPR2O1ngu2W/vNwzwFnr+EnzvGbQi6v1mRGvQ/+GMgu51ijlsisw4zODtoQ6E8dl3rG/DbvfSIYvrU1L9zcyIwHstpTNZNPtFxP6L7LjYZJCyO+0LWtBt9TW2g5LG/kx+NvTjoJtiMYYgrxkQY3CUtYo+FqN8lDsPjhrZgTAdmVYTbWg66q7Hcn+H3kbpzVzv4aQMtCtpnAUwzuvxcfC2eQwc1xh8PAcRczv02UNNy68eexSOrK20D0IHxkJfS2BdljZIJpLz2UNPcd3Pgm4slDgN/U/VfGmWEgAnHTxQVVAtw1Y1BGtGbwu9bTST6HfUDkCcdXpzB3fvmweGs2ecJUVoPHY6icPpPYM7TPAM6slhKn2svE9c2vWzziTjJ/VJ//vIXpKb83JMSSM22aN6d828x+z4DX40rvT9w3XnhskXl+n7z44G5tWzgdWzFqT4njF7wtpHZH/z/gp9R/qO1StWN0x2um0IBevn4A+uu9jS8Kwj9xegP4GcMH52Xin/is/dLvPmo2+uvy8C8ojwN0R2xP7fqBZ0qf68+xnrFWtPSL+g7QvYFdv/AHavPS47ol88mNV/QuTMsipaQE9AMVRfQbYI7gtS/oHyM7ZU6BXrr1j/gtkbvS90c7rqRdnXB8/IQaA3yv7Z+ZS+YLbTlhdfsuviuqC8gm6ILEBFtgekr8N0771gTd2e26M0Es3leg/50QnZje+J9uT01SLY23tsvzfo3d0lVKRF5qqcXFdY3lyva6/otYE+0vUBitCrIdsClxVHIzuvMf3NHYeby74+9sD3jpkmZ+e93H1u82m5CW/O9NMm+3J8en8tf/9+N9zc+4YP5v4extCxx0NfOEC78VmCjUaAPy8b+uHwvVj458KWURvfywbDWSJsDGueugDyEJns7v8Iva2HszV9UYGYty7cZEuOJ5RjDm9ucjPptzM5bPQ+vf+tOY/X41Jy+/7d+tx+/C0ZOd1r+FO+c5xdlynyAnR6/+D7tnvzdWr0OK2FXrxxswQtd1uRrmjrWIfd3GfbK+4krxsdpcsCstP7BRHhpEvwqH9C32DfcZvy75icEduibG/FpNDsAv0zvT2wb6uXNNdOqZW1un3aymNkCV5REWpRxHa0r65BWwe5oOV/omrUssVOfEQolMUDEEu5UGRH6+Z8pHZk2QCF8pEuFzpvtPLKVv4X3Sp9OblPuIDqCuUT9JViznO3rdF7Z9ffQS4UntB+wjbxDIf+G3ChnRptMax9wfqfFGkUGt2e6e0DfTshlzNyAj0DZXW+v1/prw1rjb0FeDAq35R9xyyoe9KHWlPoBe0PaF+QdqH0TmsrxjPUqBoh/0T0P5B9R17/E1lOWPuAlYYtLv9K+xJzeOKIyn77+MtBCBvNxtwZN9KW580xR6IzMHCj8GXz1gg3jRIlyUEmJxHmjogRwZFpQydbmAytUO5g4o/iCtKIvo76Zsc9s6zSeCd5omQ0PJv3xflakK5TGdmsK2zuTEglW5VeCtI8hf9QbrMUDogcKpl/qzCc6cIxzuFk9AezMQlpqB6IVxmpr/PcAjNTTdTnmCibzp3mcpQ7yfcOo24WSKGi48249gi0lFAw3ADpbfdmJ31zIdBnJv/OMZ5/GttXEmY+WY5Tx+cHWlPgiG6PIz+frxPPe4Non4RqIlCmMRxrcyfYD2JyZJKqp67WzIRY0XWlLJW6LhSJziOq9H1HTCniLaU9QctHkjSTQvMoJSERG2rQHa1igUB23JyX+zHc4eJUY8djzwpCzkNmSYx1noIyOO1n/UQZbhSZaPK99Trm6qDmvPrX82jj33tBPF/7dr0g1vub9//6SJPGbsZx/zOjPMEdGQcieCAab3TFe8VxvuNEu8hwlMTFbubgUO4Oo26+5oizTWuWY5XYPzOCRLJBdUkajfczKBG8US3cjEkPUT4ieZPzhjDku0Ws5qD9m5IPdvx5g+6XYw7iaTh4HDfLl1NqQ6G++WSs062Meue0wetuGAc3jMTuvyTHd+T+s+ma3z0OnpYNGZ0/OVpfBp+5m4shZ+d7Bko/I+HhsOxjPx28aUYNDaoS/26ORvByJRIlGVQ6UZCNJc6QzIAQ8OCblwTp4mVm0irUbIhOBsEknMFevbOEIVHw2sFFizuQOejGAqHZML+vCL17jCtnwUOD/YZyPLiUKLpYKxFoDbPdleG4/lEmAeRmzg5ZmjLukOMHBzvWRY+vjUsefCmDYyAxpHTajyU6zrbJJZJRv0AA2nxPeScr9ZuHwY0MvJ2x2/dyzPPekG+cd3+N947p/OPBDlDJfKVcq8HqbvdezvvgLFO2otz8F1IqHCSqGs45Dz6U8XfU9s9dMQxWp+Ncx5Qn2a69wzCiM2X/YPdfywsJHenrebmby3jmidPfPP/9nH7lPDuitQSjHTL6kArf5lPH5zMPPO711yjOHYiHHJ141yiHd/8E85jk9nv3M5FB33HOPQ+/fZabORI55A7AqHF7dx85zg9BiYyf2SF097VY6wQuzU6TAwhwcFwvo+XlvYaWl7aMZLYqzivScBz0kb/vdNB577wbFBdmj8SkRRw/ZtwakdOevF+a0IeGyj5k7zyH891S2cidlNfMC0zvffe452HzbBxAo3H7eXw315hf3/Ok5JuTPvHVuOTuz2Mcx37Kz2U8p9xO4v2VOMAn0ziDN3psJWnLg/4ZhCjqTYRL2B35VH1aPOstslWN0d9mZEQwdIV5+DnCdznA/VJYcOsx39+TH9+YR/v6xVczNdPjyLK16Xy5G/H9nMs7n33r2P0nUKxeXSFBBTLJ6aDt7j/ehBuG7T1uk70Lsn52ADCwgbQ/xnj8WNCDP1kEM2HirYKD69Z42SbuXw7xEPXGMwtCspSpepk0px0PmrnsXNAELJUsS+UlEZUEkQR/M3FHb9MAYFToDZMFYYlMiI6X79uRDDziOpYMPj0BJY8Irv+eqxYQwMnB26/T/B16Q2bqjlLO5LrAAGsOMJHENRfXB7J05TCWmFjmIdecDGzcDvESmplhayOj8K8EIX7IBL/+yl866S/swa/Ouf/s65vJ7T+HjpSfityKA7jlz3kaRjanHiQd3xVN8LCM9/Iigw2Ndek3Yi157yjPN/k70lRIMTQ/4SH67vnf+3Pw7WV4b+7/0qJNV7/7++aG7/G1d8Tee0eJjIHs1dvzOlE5hoolODz9gpFhbv3ooeLAnNBrogxnBqu9HwrDX2EJLLXmYIu+uf6jDg5x9f4osSfi4AsJgOzgyVRklM5cQl/aSXChr3E56IAO9sZhH2pkVmngLgypJYBnIUuLOC4keHUXdUtZcLCddro29wVrC9M3ghYpj8zhdEfv3shUsx5Dcfu7iSAl+1z4hElPwHWZfmKP0fHeMw2iPKwFcVjIB0lQWWZhRPKAZeZXlA2UIUsFSUC61aADn0Dp3cs7tSiDvzjNjJ57muCE7x9/PRNCUwvxyPKgoMGIHd3kQYerD2YI16x1fnFikQZWHDWWdSYpIGeOoMIG8jm2UTLuqMHcXEBICYibeEMM6Q3p5o9l6fhvgaqNhkR2ChlneKrkOQjAnRxTkQq/d3cvRdbY1CVcMeF3HIgUdoQ96nMV+tIddbILcnUlpLWoz6n+zJbKyK6h3z74YqrXg5eeyvAaiOucw6ztXElknfDGKNGAMwAsUMnWvbs6QWwCXkjZovmI3wMsrtGhBwpcEkkTdXxlxVFyqzu/B9Lujc6V1he27U96X+n9wZmBbljb2C9/0PeNvl2wdw2j45AMxER99INO/NOUMIdPJZiPTUh0c2XmMESCoTpskUTySDqgJBGG1/heNqcKlFym3w8DOPsWEDTrTcvSSYeI02hRWCtSV/T8QDk9UJ8/sJwW1g9n1kU5rQtVhOUK0ozCQtsaffsdaea1wXtDZImUUVfQPC22uBJoEeyQjhWjWKU1Aev0KEfSI6XC6Gj2OUknji4+72rJk50xB7Pr5hHuKI7i10qnc0bZrSB5hh3ozCNAmGsSKVs2KDboj1ivdMKmwmLHmo/P08GTWT1M2ozhtaX/itMkg6OJkEoFpQdCNHhW0lhSYiqywbz9dfe9pcEgjINPGox+BTkxke7oH7bj2ikUhpKRxkcIpNH/xJv9IvZVUCFrXbt+Zh7FFxmPoTWMhhqKXQnnylIiaJZK3uyMLVjb3ZnbBVo4cpvTWN+uDtwU8yWvrmDQL4AjuEcQwwzRmPtesJE1oThqu08l0mWahjYchaQRyIReGfvTQiG6Hq9DWRV8XzCshFz5EObDiZ2S4KBH/3wf18p1IY2lH/E2Dcd/on7tzRWx7lk1XpJHEPEMgQxMW9LZGFMDeYsgQmbP1Rjbq9OERZBSF5+qyEKRdIZGjyHkRPJIlSuLGFWMkxon6VQTFpRFCosUd3iUhW6FjYXEODYRLuro8Sq+f3pxpdWDDMKq3QOu1RGbS2RErPVEHXMj7G1nb41OxewUgYNG68LelGbGlTe6Na7tSgt1D0Ba1CfnQhdj72cMcZSGNTYLDrQptq9gzTMQzCiB1vPXACc6jU2vmHSaNNSMapENFuAGyTnE+zWYeS8hb84YBSDFhsxo8T2zzLRL9KTRQrkWuSCqLBI9rDLYJ+DFs5Yfmy/OrDhCq/cGivOmUe5h9A/JnzC+Q6aRimlcZwSbjYMnDz0kAwXxbgy2h5HpZ4YiPpAd8Zn5WHXsQqcytTBAo276UU4uPpfiwa6gt0F3dfV+J/F6KdVLgumKRoPQDFqZdZpB69DM2EOWNTtceeqbGQ+WGabd5XQ6H0zR0R8k5daG4L0+jOi9FPOqFvqq7WMcbhAH0CRKSthYzzqWz3mPz2cf7+UfKSst0LKTLjW+G7LBIq09A9zd0e7GidR5fowYfosLT6VDM4ss+VbQVq6sO2yO3hEmawwx+OkwFNPATqfbgVZ38gvanp3bEz0NHS5tEjPou7+X6oQAJPL1cHakSPdMNBhp58Ne8N5bKt6bzp11SpUFkUIpLlc1hxcBDesNawu9N3rbXPoYWFfa7vX7u10xGk320LcieJ1ZgSTiPHnMzGt6PJRnqVuuxwilzTqJZxr5ZMXet9znyXuSftqNPuPXTdovY728d5jTncX4RtBHJhrlyLyRMaYfkNoNH4t3cryDVlK3agx7Nd5Np/BtMCABWqHrxbwcW8qOoY3x28Ebh454zIuM6/m+SH2B6Bk2eKtl2YvkxSU+yoBqZDKGflbKimih1BNFC3WJLK/q9KbFewekXt13o+2dvjd2Weh9Z28Xeu80dq9PLRCKvjuo+6FL5QwdvBuyzIyNSUkdKLNcc+Kyv80sf+z4+Xopx3ljjsadcl1DhtInwGPSLj6G6A2WIADPRM318p5OFrzxh7yt/W9fFnEb2DNJNuCE2Cn8ARvSH6Gvnvnf/1fskwblgumbO/nrivTK0h+gL0h7ANlAf0e00wPwafJ3H/92BXsJfVawkor8AyJn3Amn2AbWBFmfYX3wxqFLNLu+gNvuT5hdMPkN+iu2/2/f4eqOeStPTq7xW+UBZUHKJ6Qs1MVRwXV5RMqG6h6OyyvS/+PgbWZ0M/pW6W9/o7eObp3Wu9sMAqyP7sjaz9A3evcsBlnCYdZx5xjP/j4vYBvIBbMN4xFY8Uz96q+tAn8g/ObXKIJp/IhGJYkF+gffg/1/4nLrt6D9n8BW4MnlrK1DFgoCxTCtmJxp64m+K3Y12Ha4XBF7hf4nJkpvR1lvL4OiUNzB+WOk8Ps6m8Adrc5wkXsavtP1bnjdt+743huzLXo7unHOgc4FkaHTHX0I5faas0yfLn8EG9I2DdskZWjJLP4S2axwBDeCP4/MB7flegu7UWBUtMgsCZiCEkemqJ92BPzfncab47037etPbkCut+s4/7Kbc+Xut/H1atk7n9/Jr+8cuv7h39m9F1fvlZ79PhWsP2B2onZDtaHiVSZsN3QviHYor5is9GUFWdD+AeOCyb8QEZbQQ1geAaNHeSXPbDpRNvfjyfKfnhluJxquqxcqZa3YY3VeGb0zu+1YW8FO0JS+VLQIVO+RY/IStPkT9I60F2CnXz9jAto+YLpQawFVr7a5gJ4+UUrlYSmsRalnQRehtSt732jWadZo7YG1PbOr8dZ3Ghs7HuDQ9hK+6Qd6d3mvZigFeqXsb9B2Ov9CuIC9Oc3KGeMRLSek/IpeL+h+ZWeBuri9WR4QNbTt9FbYruJ6I9X592kHFsz+Br0i5r2AxP4nKheseNkqNWKsn2GXyNRz/0HpDfbsQfgnvX5BbEH0AUyxi5em0333vak/uUuhuD3zo+OvZ0JwKB6xLzkUBwlEgAv5EUoZCul0lcwGCIXgZgNmffA0mua9NBRVOa47RjOjkpKhuYI9kEKSymky/UQTaX7IjHzMKJ+EwZYoTEmjpGSKdTBHvOyJFaOrIVLoGoZtEzxVPwIhshBtz4/5TKNtMNFjXm5r6B7P6E+chsRRI9anJJ1mef60dsDIbhgKdaxfNnMlERBp0OR7ZTrHxuUtUtutG96rq/u5aq4YtI3edhcE4ez57jGGriNaOtOK3a347XvfYvB5HFHJW86cc5KGb5YVSwVAbgTw7fdmgSzxK/6eu8cVb6alpaC1oFU92roUCkKJpkilGnRHaxbx5pqZu5AC28BRnBrNwRGEhvTimSjFlcAS1rOYp5iNJBRLx6nvYw1n8yghoI4YGWXOuoSjRcO5GbWMjZiznIVJkA5Hca5r/nGPCJ3fz2voNN0zn0iFJXnIsZfHEHJMw9j4zjEyffL1QUWS9JAoxGn+sVCqLBXCe2ViHmde0aY9ddzlfm/fZom9o2xIzFVGwOeAcPLkuP9AvMcWnsDqjqSLH83SdKUgRSfAj/9h4Dwuyx2IeImP5ganEk3gxcLnlUj0OSh4u57DmJVEdU1zHE9xZFKor8Xs0ZwCi8fl8/Ocux5jmT6d0cL35QAyEHu/lpOibGP8uVTz9fjBkfTjsidc2RzOoOSvGZC/Nzc4xs3dj8VYpvI6/qWZMyYCPxFAB2H4Xg/0h9jgPVXc5buIchLva1N0oaFIL74LxSXGHvSn49Z+7RKyswh+XXUHSSlQ1FiKUktxJ3Pwfc+WUcwKnUqzxSnEBLFGM3eERSsvvJxOsp5DZnQcDS5dglXFju1gJlMA3ybZlEiQKLgiRjaxJNfMQm7P6zEiZ04c3tj14LWWNBnBCZe9s7yes90yaT9poB3LOsulH9HbWHwZe23Qqk0otZvrzTztoPj3zs0sQ5cLx52NGSjw3vG+TL+nXUfFcXvviecN21YClyK3vR/yp2j+CFVDvqqjiAdHClSW9NRvvCyDB+9srIfHRp12jqzWIwfw4Nrz08/uu4PnzPl+jpqcd32emwr9Eay5vfbMCxijkK/OuZ3/gybv1z5//xUam5+wkzRsIZfv73krzxkLOMYyMuzu58AYeikczoR5iO89xnuyedKdb+VT6iuBshyXs9uZGIHcvKKQdourfWEbaAZtI/NGJeSq69LWvcSX95wJIEI/HCN9ONMZWAanN75ezhjQbeboXL7yW5M08657mRI3GaCP+JZl1t6dHXdz3NLkV+/NSDk7xnafpftXD/nmq1nPmuYgeNbNGG++Zrd/31zCpseSu+/e3tu/cj//92NKBpd7YeZ24nM1Z32JIAkIyF5zpVJKpS6VUhQtGkEIY/ROso6Yuk9VcKcEuB7YA8Q0mOq8T+a5/M48D8K8X/f3DvvBKZNeNnHOw7SV6bfdrs1X38+/5syoW1r/EWDJA4+C2Uoi6i0yk1IeSdrJVsEujIbtRD+EAEZCaLsDRJN7Ncq6jdGuMdQ3HKnvJfOMc3wvlfnsPyGBYM4C58WzDbICQfapABjlAAMMlD1EMotV1+BVUbKwZGk6r4+uxQGa7hzuYBvS9zEdGQsVK1DP/ozdQWgiL05ZiU7WyBAY5byLf1kTLOjgS7dBwj80/Bd6CP+efpwpQ2SUVos5HXOeANkW65SApX2Mw/de+D0GvUVAQaIknZmXTpY95jIa+94E7uKvRPYrt/zvGxR3+zuPH33v9q5/5bz3z/z2Nd7TbW7/npSy+bOb0+L6EhrDbMMOFhRyWOSoKKE6ATB1fH6jr0aWjwlYj7LsvUe2dh8ydPRv4q/N6leT8Jf417fe/1of+2q+b+7xrfn+K/f/C08nW+heZ8xK2EZABGZsgC6jh0IucROkuexIu9U09pfV2Fu7b2cIXulA8W4X3z9WQzZF0Ni8XKf1KOtp6Z9yfpM9Fbx/nvtTpQeQoavzvSzjnvtUFi8N1QK00d2ms5Fh0G/oTMuKLCt1VZYq1FUoC+y9I72hvSC9OoDXTpjuqLYQgQ7AdBBmBL8N0s87qpcYOKBkw7jGs+S+UERWxEqA86I8tk6bhB7qqx2tb9KeLwEi7itQ3R/btyApA+m+IC11g7xAlGoPW1bsCn3D9OJrIjUqrTDGKy20zBLlw/9CAAL+C0EIGb0EIho8lIBU4HccwXp1IWuetpMbH1G8vhdhtBnUdLp4Wmh4r2FxYoFPcRNPhZNwaplsESRwoSDNUYK5mJQokiWeWgTu+EYtkHmOIfT77rEZnhiIPylQNkQaJepUl2hyUmo4TpaGlOZoExVUKiqLo9hsDxSd0irsBfre0as7cBtnF8LdnfYUGJ3TTR0VzFR2YTg/M11sO+adxtGToDL6aGQAJNEUPPjroWilUhkOmHbx9S3PvlYlkUtvCA1vhuVKgUlDZItrL57RYoAavRv7fkF0Zy8bJitWduhG39wRtPdExHz7sFD2JAMeYRQejHcKzIxsh0AXWiCehhcs6GJs7FCs49qW//YewtBTWM3mex8MF5j8RX6tREvfOHeECFrVUNxWdFGv21YblIqVxRvp1JOnT4uh3ei7otpY3laMRrcNFY9wdhYoYciuHsAQWZwR7gtShV4LjUbbdgxF245dX2nWMa6BCMhBLofzWYWq3tRa64rq4bFue6O1jtc63mjNFeI+kJ0WFNaPOc9b9FQWpz2PgHlzMTQDBvn75Ps7Ddys5x+798Y4dOKDaMDmpHIg0m/LMr1zRLMf798yGSviNVk9pS/pNYRwOu7S6aCZ+paB0hxX/j6MjPGecfAojWcgy9Gkcpt7PJAkcyA2HCSMQEFkRuH9FSQMmZHAU/0aWiP6vVQXtDWcdHXxgNYqSBG0dqR0RFc8ddoX09qO7VcvU71Db0bfGrYL2O5D1lDAe2TD7JvzOo7rOAo19dDoZxM9dXzZI8NAqs+BJkKz+fzP6yowspLSKayJdM1AxlTjedBioC4VPGsvjYwWCkCJ+y8+LtsYaD4L1dUI2QV/RaRaOJ+PPjfuVNOsmSwn1NZQzK5RZ3gfTgc3cl6CR1Y6lW6L85r0E2Uzwgwa93PsDZ/DHsp+Js2o7V4UyVYWTiwYq8CpFNZSOGnhXApnXXguK4ucWPWR1hqX/cpunde+sYsjf51qa6TknoFCUecnay3uBD6DFuFULhS9ci7KoivFPKhv9kxnhXaFdmHrhbd2Yu/GdTM2e8X6Z7ZuXKPcQek7Xp80Mkh6Iug9O7P1M2YrvTuaTrrLi24XOhsbnV1cSooK2hsl0KpNF7x3hl+T7s3Nuiw4Jbz43EeGi/ftMKR7I0nfwgZ8cR2m44a1JX0aao2OI4dFjCIVsYJ23wPWX0nHvkVa85zJ8+6RRn7yCwuGMBCrR3mHe7pEMjstxF/w1ET7+iaQkCV5DoNfHqjg5Ovp7NE4Xzj2ACTvOm6YwI2UuZP8Vh33zPCZEMEtEXfCibKWhSLKqVSqKqelUFVZ6kotC0UXika2oym9N1rf2Xvjuu+0LujW6BhXiVrOwSskStVlFq3jWTreq6XThoNWpslxY64P0AlgjUR/p4Y2gD5j7nKuEpGp09pB1tFPvjjQ1EOPzPlLGeKl1/xTPfg7oHb0+wpzJdZtrPK3Dz2ekzRcRY/KehJ100OmjQw4yZ5STPK9+Hs6yU1C8CSNhg4TikbQ2AFOOILRDMUt09uZaUrTmZgPkY0QMxPWBh37VXJtMxhRwufnpUtqBFmXuqClUNcHyrIO53AGOHrr9L3T2oV9f6X1jX1/ozV3jGlzXtPNsOaAkK5uD/Xo/2bmNYsZwYkE0kz0F7JKQjfJdSD6PA3E+2x3DN506N4H1GeEcuP5+zEnM19KHcbmgFicZw0vIZjlAnJ2q++EoXe9f9joWdODbHIsM5UmnWjobRNYK3itfzeezY5+Zcf3iSzUYz8eNkw59oXN15bguWFrhlzxMeR+1uNWI5Kau60NeaPB3TywqpRSUanUsqClsiwnSqmcHh6oy8J6OkUgolJUvRa/ddrW2K47+7ZT3q7s+xW7FHrfMS6OyLSOdsJZB5mdefS2SESxcTyskGVPjnlviO63+vec3Ttox3nSrUZ/R4s5l3H9W50+9n2uvcHBF0o4tSIjJ9Z4bvBuo6/MD/gaYOsHf4aQ8aYbog0rv+HIXEflD1t8fUHkDfaGNK86YIGq992z+T7UBuXq37FHz4zoT/7MxR0/LJ/BOrJ9wmxFeMCkIPoGekH0EyJnZD0jdUWWAvXq9mfH9/OiYbe/QtvQqzqCmA/+/LpgsiPlP0ANWU+ILqieUTk7WK4Iy3qmVGWpwe8eBFmJgL7AVpGtYnah9zda3dmXR9q2sV9eae0C9X/TuyDXR3corl/o/UIvkTlSXG9ET5O8NYRPaCLcWwc54c7F3ZvDtivWrghPwP8ArnR9hf5G334HFJUPIWc/O/8rFeQJlQX3e7hPS/Q3l131J5AT3ZpnvzS/t/QviL0Anynli+u7Utxxar+647BHNYkijKCKbHT7zAhkf+N4nyJDBzuUJA6uPJ0zg1C/aQPnNY6w3M2VJp3leMPeOUfi/9TPEugyg+Fk6HDHe8T1km8HuFddRmtk52t1W9Xr/1fKUiP45b8zKJFAMLPuGYTd6HvDeqNtXgpcxHlcntetD13O5WNATFJtGGCvr5bgmICjpMM8TccfwbveByv+4PiR/2LoN/atE/7yvexlx6yw70IPXRg6a91R6TQRrAu6W4AmTpg8IDRqaVi5wNIxhaYbwu59+OTCQL/2HZGFUj4BsKtiXGk1sojlJ9/v8juw0VrBbAE7UThTyzMq4lg9FUwesPKIsWKcEHvGthWxFcqj97LSnzFt2OkCdkV0R7rR959c/1AHkHP6J1I7pfw7RR9Yzx9ZzyfOn3bOD41VC1Vq9Lc5s7WNy37l+lZ52ytdd2rdENu9MkSH/bJ6dkL77GtV/gjd/BGj0ktshK2iVmlZst6+uE3QV8wWbD/RewW5ossb7pt6wXajXY3eMoCtFB5xW8qDMRKlkuzLGVhR+xmVV0y+YNpcnnVcD2iNXsP/XF8R+QOx35D+G2IdtQ51db+lBVDfeuj3UVLUFLk+/iWa++tBiHTgDsYCif480K4w0l7T4WOQSrokni8vFT0UzCaEhhwslkAAHPVs30HpIByp3mkweZrbaIbTLfTDCH4MwyGcfAKS9cQyA0C61wSbas6NusJFKNX9cqUSiM6CSh3NbrSrRwYhnG8N293I6VbiWSX11tDZ9damGc+oh3HhVh0jpT1LwKSjcjYAhgEpsdT5vVs10P9ozIYXvIVjLgw+i+BMNkzL64x0eF8naealf9Q8KqmG9SWG7A6NPiNFv3nk085u4ZnJpoGdzt972oinnHRe+4qGM5J3kKRPdxrp4UCxeS3uD7n7mf4SSHRMIkwIFNyBagrEYJTlSQS5qNOflgO9aepjErLZtSuAUksEOjzDRvriAa7qpaxKBJQ0HnDXfghIk9grOtWTdUBJqR7tHJkvkenUrKGqrkAOeOrsJJjmSaaX30JuM38+0YUcBtvBEyak/IRE9EOP6xy61XzCN46gsuGcyfcj+JBrNXicTsqJHM81G2RjLuYh2vR+/t0ZDkGBo7zEbJD6jySBZim82OsH0CQRa3JcGxhZURHhz+wHom6wRvN0V/QKWp22yuLBCA9OZT1A9Ubniu916T5H3TxDpjjfcYUunI2RAjv2w5izVEphZJWITbpbPpxO+0VjDyQtpDE8yYOv5m9ahYGWuaPR5Jtz1s64Rt5rMnSTt0wK4DGmHxzpAJuuP0YvXmLDeZM3SmaU4suxZEmBCO7bQbuJHh3O3extlIEZS34z8ShcLqp1lAUxd6iqOJq3qrDUwlIKp1I418oqlTMLuwjFdrZuozJbA1rMWTasRipFlkCjF0pRau2UaizFqNpZSmXRGkUFXMGFR9gF9o3S3CGtdHrpWFdPaxXzAEzoEb79p7zNBEdYp1uhR/Nqd9I1PHjdyFJVLdZBEV8PdncCRWBHp7rDufLOQwKxx/F5ypmDLpLOjOz/MRxnlmuXGRfC6L+BHrRAgilAR93P7x0RKJ3l30zjKR/vafOupE1Kq6/46fzyq8HMF889PH+Sc8T0e+JhMzud7zV+z989yml6BkQEI4LmqkbwoVRqUda6sJSFUiIIEfuuNWUPHIOZ9xTbg1Fprnj0UTmC0ccYcm8NfS3RyyY30367Dk5zN5n3IyBqx/nzhIxfM353zgdNnpCOfQ7gQczRfP8MqGZWRyqj87V/LEvvnu2G18WVxDgy2gLFa7ey68gnmZ81+TwcNgUeqE7enufN9sE3x550ziSX5jN1+pnGf0Pk5vMrcNswU0bWgxYvjVOXhbKs1KW64y5ket87TTvawGSH3ejRYLpro0fWaSLnLB0akvaSReArbIAbp8Qk6xKaPMZ9F0SYzx/zodzIqq/W2r6+36hlMRPXe1yqf40lIek5bZkfcLd3sitv/54Zxt3+uXmG/NYEbhgBkKStO5z84GnvjQvnTcnrx3u3uofcj2fodbNMSL0ieZuDIxx0kLX6PdOmLAt1WVlPJ5Zl8SBEqcN5uumOl4RT+u62t5Y9hru7zRtb9tiJsTdnfvGVjs2kO8U3s2+CyA+AQJNcGq/vf2a3p9zc9uvjfq3j7HmcN4Pv8B5dvHvpCOD30CE0Mk71gpcGOZMZcR4ol2ELS+8YC4wynOBBkI7IBvIF7ITZM14L/cHXX68M/VcMB1tVLLMTZMNBC4nijYyFAmgAkSxoUUM2SHO/SNiThqONLXRw4c1/S5QSKq7/pG2QPK2UipbujdFXoVTPwBH17/Uu9N7CjoyqBu0KIpS+I03p6k7/Xnrwuc11HanHvhQ5KMC8JDbmOhuy+DNI8z1rG/RXjEefw8g6MVqIDcFL1RroC5kj5Gv74HOsL64bytV1QH10ZHXfXQeLkuBew74j+orpCw5WOuFlTs9k0NNpR2Kd9giIZVnC/8rxngwaxDm9f7dDUp+Qme7nv2fat+M739wT83fuf3/9Nbn95/Y6g+dNulTI5BtUupYIOlS0VgcA1+oguujtNXSWbl76pjn99ybeo1T8t/bUG94Zl6QM+j853uNMuf52I45vPpvn4zsv3z/eu9//2ejZnfn3pvQM1IrrOCo9gmxB0z32jNVRNsuzrvSo9mixJ2cd1JIfBWDawj4VD8xSVr9mr7iO4L6mjqI4SJsevVnQAJ1H0IEzxuIZfZGtdPS33TCNVgElwSRe4j/BGJQr1DZ4XK2VuizUk1EfYaGySI0sG0F3xUrxsvuadOgABU0ZHiWre5QBlKguAg+uhWnKphgvYdPbDnY9nrennrvFWliUlRuYzbH+QgLh4vnVAwUHgGnFZforWWAdZIhwS64ou8/J/gr22eWNhawooU/20E0tNcp4np7+9O8f/4UghKcfDhSnecbDSB1RZ0qmA9oKlIiy+I8k+jkIOQeYjTYkHFDS3Wh2Z3AHeSMdQI6aPmOBykfSSR33H86i6zz44UAQuXpGxajl/+SEKCuoBvKXQCq5kHXkyYKqUk8rpRROp42yNJbTQl0KVU8UXYfCue2d627sl51LubJvL1z4p0cW945ZoduDRwxLGJ8iODoTT9/RoKxAtJklsWSk3p1//hw5HztYiUZQchho6oxJE82SCCkxRx/XKZBjoRQRPQMMRpqO7liXQEeDyTXGcoL+EApVh76BfnZ6kY2juVMDu/B1g8avKC5oZSpDkRyMlFuH4pjorvFhBqDCaTm4okD2ALBsajVKSKRhHD/BHA4bJ69vwzYQO85PJ7Glw3eo8UIikiUYjO0bXZT9ZYMKl95o6gEz7Ua7btjucy5aqPWMsoA6yqaEgSGngq7FmX8p2C7YpdCWhY1Ou16hGU2hNaX1QqXQDU+DjcCThKNGFc4nqAXWc6XW3POFy+XCdo0mO10CNVMw2aJkgNezdgEVAiURatlTxjTmNBt+ZsrrxKyCtw2HG6k8+RpJKvBjzxxOdpIMsomYAVOg7N1DAwFvE9JT4EC9Ram1dOYGP3ObMoKeZH+bGcn5NX/KviQWBm4ybJnobpSwyKwGMUZqmxxp4AMZHPcSa8GH0ymC87TkbVqHc8TLLzlCU9cTWpR69gBrPbtiV9fIkqiO3MwAZduvtM1/9rc3+g77m9d9hZMHXa94NL+Jl5toHnjUCFpnqTIjUE4pYAc6N9DPasEDjgCt7ZDNmzxOkYZVGsYTTzRFxtzFHIcRKjH/iXqRYRQoHgCfAl7JN9XRWMPYTkNpZOn82JAV8Zq+qiX4R8jL2I9NAOlIv4LtzjP7MRZ/jJgM8fnS5IvMcxBKiBwoRgmU+2CRUaO+2EqheMU4UWpxJX8thXNVnk+FDyflaVE+nrxTxcl2+i7sl0euu3F+a1xQhMouipRKF6FFX6GlbhQVHk4rtQgP548sy8rjoqxFWU7FA1943etiZ9TO2NWwt53rtvN42Xjbjc/WuIiy9yeKen+sTYyt70ML8N4KXiJM+xfMdvZ+coSPbcMxY2Y0y/4KnpHie/zqKMnyBjxS+RR6wwXvG/RKcncQupxxbcZp3dSdMHvIzow9GxWzZxTPthTxwEozCeyKUk09B8CcRptEDxL1eyyyR3Lf24/NjakkgP+7B60wvR+vk5ekjjBABweuzb8zOegw5OYeMCN8nV7TKpmDaYcO6JeNUm6k7A5HWzZuw3URnZB2HixLY7V68EGXKfgg1OoBiPP6wFIWnk8nTkvlfHpkXU4sZaFqJSaUbW9ct43LduH18sJVNuhvbF3pVmgmeN4QqGi6MPxh0+GkS2QTbCO45fPk1CkU1MNpZLZqHxkoMvkgjRH0TmUkwSUWHVAsS07EfE7zc2TZxCRnlkT8e0i8kHnhkJtD/8cC3b/3/mE5nhsD8Bg3krwu1pzg3f4H2R8im+25wyaR81G/f+a3bjTAMJrhyAKR+HWU+JARKg3n403G21AsSGS/ScrtlMMXDgGLlyEJgJPTX41saQ+2rutKrQvnpwfW89l/1jVyWZS97WzbzrZdeHs9+e+Xwt4umO007fReHNSDy9WubwzEbuSdiXWy0ftYp7sGhNlDzsjshJxXpgBV6s2ZEQDQDzmaOnWs15F+F6AN2xgld0dpwYmMJnrMUkjGNjiM0999z4/3j1C5p/VI3Tu+PtM+BGrvGIKMjIxJ/5LUDw59P0bLuF3K69k+mPTdcf6416x74OfN4IGkJVLXtSn2oE6bWkiHq8opej+slFJZIvPh4emR0+nE04cPnB/Ozt+WNVCZxtvrhdcvb1xe31C+cC0XWgeVjd58fTVK8XSBEeQRCSRrygYfrVnqsLdzNcrjxHOmvTaCSzdgmYlHDflzLOu4rBnZm8gGAC/n3dGsX4NRUt6l8nishdxw7kkWfe/Y/wVSEf0b6DL4JeUEYtEipUPbvSxR/wTl51BaM3tLQDZEL3i5Di/XZHLCsyjSKbe6vlkV050u3pdHlmdgiQCBuJ7YDZVHkAcPQIjENu7u+yhnf84WHMMkEMnijvj6AnKllz8AozRH8KuAFEPXN7Qa5XSm1JXlrNQqrOuz/36EuhpL6Syle3tP272nUlvZtsb1Avu18VaVfXsE/u+0psADve+08jvSLnBRet+RXn3VquAlnDZ3eO3nCAJFgMHrecZ6Nkz+CNpbIxnMHABq4mumCtUR0fT/6Tyon6AvGB9cq7DgY3bB2EFe8ADCmSIn0C9gF+DVe3zwEbP/F7Ai/RT8tsPSQC+YVLo+uFzbG2Irwsek8m8eh25m77zL+HTeSwdTnDW7G0fG9P78m2+8nt/O/Z2Ap7z2/DrHO3PMvKdNwz149WhenaWB83f1cktlXT3j63SmVOd3ZVmo6+pZEQFsstDhevPMh9Z29suV3nY2JXhc96CENS9+oSUCST2wgKlHyOB1dzP59dTY3fvvLusRZPl2OfK4w1dB23kO74/UV/IUu33/hj6+f3T9hzvAdfFAwX5BrNH35LcWALEl9lJxPrMo1BV3XW+YVA8MtB3tb35tWfH+dyewhb7/ievEbyAdPT050BZxHro9QzcHrS2K1M90/czWrrTL7j1QETh3732wfESWD2gXpO1uW128/47uT1i9Qv0McomyQp1im3vATt17QDwrsi4s58ZaL3x8euNxhafzmdOpsj52lrP3c1AzXi5PfHl5opx2trLB5TPlz1fYoV48a7qz0RLAiUCvmAl7+wP3Pb4gpSHLM6IfwP5E5AJvG+wXsFfgDdMzpifoiuwVsxe6/YlFgEbkRF0+Oa/cN69KczVEdwp/IObwPqTQo4+O++Wvh37x8AE7KfA7yqtLRduR9gG2RwcqsIEWtH4JedsxVpo8YzT65U8ASmYQ/+D460GIaIacjts0DGQyDvgqspi7Ipx2lmVFwkE+NoZOxlCoeFHyxA3gzK4IgwxXyixT931EzOj4NFL8YoeiPBqe3aTJJ7IkDI9kiCLuIAiHiqgHI0ot1EWoi7GeFuqpsuqZqicILN51N3TrXLnSNw+i7HuB3bxZYVeQxdWg9P1jZEkgDyi8r6RZKIfJcG+b/XQn9oz4548ms08jJJmaHfcaSJecnxbKn0awow1Ei1nx3gNKsOwof2EyxQaidIkJWeLBsjTWjxAABxQHd1qmojsZ/F/x1VlUzEr/YZyQBlk+V15v1ltn2r2XOuMWNsb4NXufmH5O8Z0wsN6x1mjXhnZlLx0UdjPUIrWqZwtooUjxwFggUuqyUOvq5ZjWUMCL0GOp1Dq2nJBu1OJO3qKKmZdB8Cefy264c7qoUAvUKpzWQl0KGYTozVO1iurh+CGyhkQ5arCnkg9jR09OBgdkpKNDbuds0Py9oTIv0rRYN0bevEbCMJSHE+dbRwrww7g6sOkzwj1/MiA2DWCUJ8k5uBkMR6AreaRM1/h6POkQOEr/Jb3Pc3A/NTNfI3iYC538jaQDOjMgvMGw1oIuRqlQ14oulXqq7kipglbw5scL+67sVdBiYFeaunEDoHuhN5AWSlwPx+KoCZVNASPaT3UBOB4p5zHp0svNiYXsMRv7dqjCM4ncTE0EcsQiWHSnrAeK2cZSRMBprLeM6TY5HK3j/UGvtxzg+2YFeGDJXZAyjcfwWrdOVsF/IxA8xp5oVkknST+uiXEY1tPetpBr4LIOl+fu1DVX1sjmwOnU9Xr5VStVC2tVzmvhvMLDGaoJJzNMlda91diu/jwVR6mUSKXOKSvaKQpLMZYKp2VlXR54WBdOVakPii6CqDuzaj9R+0rXlW4LRUCbO86uxdsZV1kxjKoEcsPGcyWKx+dyi7l0x6hF8CGLHnrT6/wOU0DKU+f9mtm8OPWXCKgRCKEIqBoXjuatjsDLAJmjQle8/EhDyaCJRfaIE6Ta1AlKRn4GjuDLsl3eCPmvmRccZBp6w0CCDYpN+rfpbZdzcn+TEYWfzht0fNzsCIodyqgMXW0eVIJXIL1vIhPPla927/Q6EcKhy43SJf40RZ0Wa1lY6sppOXFeFh5Pj6zrmbUs1FId+NE7V43MF4O2e2p0FaGLcOza+c65TjEPwV/9UbKXThu0dcimPqbPEUipo1ogofJvOBDUSVPmvDGyE2eeNALdN7zFBmBCxjjm9RoL+81X87p+/9BJv0odjMGLjxWcnmX8JMsNfU90ONed39ug39vh3I/7WJ9bPp16YXxnOKzDLvmujnnoxQSPlXgu5ztBGaEPOZpOw15YWE8L62nl4eHMejpRcNti2zfqvqFvSu/+9Fu9YHSkRHbPUBvudNK75XA2c8zl0BmGvMifDF7k63sh6kFAP1p8HLbJHOCZZeUIMOZ0pbx6b6zzQwSAItcg98csnL9xJN7tUMVyLHmX2yyh8Xt2mqetOINYYATG7tXLm2e4WYv7cd6/njjYyHDId+VmT96qFalfBhAkArTMGRCluHNuWVhOK+eHMw+Pj5xPZ07ridaM1s1LBnfFurC9uaOilAXr5rpgBP8GaxcOnWN6puOt/GOe5elZknBnO2zM57x4Bz+YZ+t27WbufzfHIwD13ue+xq4T4LxVDu54SJYf8zaxCx6QI3hHyqfsD4DrG71hbQd5AB7xUk07QxzKm/Nv9thPhVEK2mJPpa8kgGfuCwH07DIudbkeAXSpiCwOWMngr+G2v5ZA72Y1AvFAbejllsFV/RxmxLPTQHdnMNIQbWgVSnU9TatQ1pW6FNa1s66wlo2leJNqpbF3YW+FcjUEtxv3XYA1yrEora7QN4wNpND3C0qLMjmgug3ZOYKspjggy7O3LUCWmCF6xXgNXc/cIO4ZKA47RHfggtiX8KMU/6HG347CTsbijWI3RDOzArw87BXrb5j9jPHRwbp2Aq6gr6ANqx5I7yKO0Mad5WKnGwp/97CZvid69zcZ++e7pPvDE+6u+a3T5+t8+5oH2/rBfe+UuVlEZ0ahByO8B4AGjytLpa4rdV1Z1hN1XYIHRhCiG23f2VXRXaF3mkDfo+SfegZ111lvzBvbzRR8F1Q2GNT7a3jLv94T2t9a+7+6Vhy8d/C99675169nPB0FCOhux0dpRzNGNQ33KdQAbpuj4qtCV5cvWQZY3P3eYfC59BVav/i1+h7y5uT6siSafoEefgY1KFesNAdh7N0/M4G6e4lz2ih5q3QPLPU99uPZQRR2BTa6OIhRdfP+h9WQKrA8wbJQTkZdGqd157w0zlU51ROn887y3PDi0Qb1TOMDm23U7Y3GFX2rmDU09CJNwKq4Luwl98ECjK2ygRiqjzg/24KfVWhClts3WULmOB+hd6xd6OIApiILqg6kaexgQu+ul5aWPvQryEKWWHR+hfMk1Bt5syDtFWuXkC/Oqzwz5QLy6rpuP/pOurt+pfeN3sK3945v5L3jLwch0olN33yjJ7K5ZH+IykAfd+No1hhvo2FHFYctStYAToXKPBrEsQGsB6JGNlwBdkE8kAIWaOpIRTxQyNEcSBeyNqPIEuroFnpTGg7hdNJOdDR0B5GtjjRgAXEHrhZhWTq1wsPjE+t55fnDAw8PJx5OlfNSkPIA+sDbZefL287Ln1/4o/6Ty5uAeQ1O5IXeOzubp9KYhOJy8d8azyhn0qssZo7K5BKysQ7GaRl1J7JNeqQdJoJxGFoCPWqb44ERyVq7cnLGwFucKWDreH7qhveCuIYytTjldYs0yFevyTjWZyOjZF4vvYUCFwL9B8L3iEDfigGR2XByw8UFyeEYIulqoKgsSPFrZVkiO8J5uDNxC6ToMK4G483skUTTKXQhS2MYkVUicBgNYwRg3hRa906/bLTN2PffMa3I6xtFlV0cYSlboP+uBl28YWsxTuczy7Lw8PjM6fSAnit6qnSFJsZ+3bm+XtleV95E2OorbJ1NC9t+ASnsPc3PbOQcuRoKtQinc2VdlacPZ9a10Hs4jLvvq20vbNviNezT4NaoOzqCfC1mO5jU5DQ4GsQfTMoiDW04qWO+RibFcFJprHlcLAzsrDmcWQtwu9Jfe9Gmw1rwtjRGJ/RdKv6zESZpIGc5gQ79ygh2uqxBUolN1KaB6IQmnI0fS5rK95JWgz/ODvDZoSzecwTcmZzXHj0+5GjkJZHposVLfZXFkIJnQCyF9Umoi3B+fqKeV86PjyynlWVZqEt15cKE6/WFy9tnp7FaPNuLN7R6rWDZHIlCs+gllIHWEKwG3uMn1pWdw4CvYEsYC4o340snrKPJPEsr+QOu+GARGDdGHekJFTebnMP5oi6v0lEhg6dkfXhPJXXFNsac72cm12A34te1Kz9K5C09ZI6IN++K8feUaUIoJelQdZrvnPCGiBvCFQFXwgaSF7pMKZEY2i8czdMFjbKDSkUM7/9i5u2opVFoVBHOwJnGA50HWTiVM8t65nR+4PHxmVWMRzPa1XMpVBtf9le0GxoBkcLihqcuiAoPtXkGxOnMslSezoV1FR6eF5Z14eHTwvJYWLRTtFP3B+r+gL18pH/5Gy+vX/jX8jtyudLkhdJe2PQL12ZsF981F1nZzdhpGI3SXzDb2XqlR915kR2Nvd60urGb7MWuHjiLbAxD6XammdC79+Ho9sKBpFbHxJuQ2VE9VNSQoiyZfZkoUXE6tigP5QCPCIg7lNJbZDEpc7JExoYHLVo4pIwnfqToyVfOsaC9MFxuMAwDVJIZaGWcH2TJ4OruEeGQkdN1xr39xGNPTGjaNPMSeTwcczLG4lkxO4ngsRyLyHDIpq6rcd0iHRWl6kpRZS0ra608nk6clpVPz888nk98/PCJh/MD5/XMsqxY2+j7ztvrhZcvb3x59ZqnRQrXCMBfWncal2iAbunmznJg4ajVyMLC0N5pufbWh76WAJ5Z10kHuwz649jPiWqHsUYMvpdy0ekwQnIpfTn0l+O1/zuXWkz+l2ExyEbow6l/V07m3aPPcm0iiNRTB1rajYOh7ztsNdY6vjt6R5VJXLqu64Ga1INDD7gJtgo3fYDEYs5zHoIvhiyX0RNsuk+m6QMedOhIZkKMPe4BK1EvDVfwVPylKnWtnJ+fWE8PfPrpZx6fnvj48SNPT0+e6l8Kb5cLr2+vfPn8mX/9S3l7VTpXrlel9c6+d8q+01tHm6PrRkBJFkYKPx5sJfB3Fs8ooXsMXSoeMJ2vowH7RG3+Mq8QZDmCS7Evh76Sc5g0GY48Fg7dJYT1TbaFHXObul0GOHJNvwJ13B6mWfpu0vvJZx3aZy6oZ2oPnTG/pkMHJudpEME0NTf3mBmeTb+PMWew2h2amfGbaNgp+/rYIH6GHWe6DerZhZJ63Qhw4c65WqnrI+vpxNPzTzw+PfG3v//Ch4/PfPzwwOPjiX2DfRP++P0z//ztDz6vf2KtoaWwbZ5/t20XtzW1OC/TgnRB8V4Gmal1BLmSf0V2V/ZlkKSiLP1wS1+M7PZ5fnOPNeZDBpDoOHdk/9ixrodcGoLcV92Y1jW+rynrsqRefFdv7/3eoZmJvH0BXrEeVRqK9+RzX8UbIi+RFfc3sJ+8LnmZ4CHWkBYyTQ1koevjFBgA5AootiV9uZ5v5bPT8aKud25nR/Fr9+/IitgJ7f7j9/4zpt4QuyL91a81gqcfEB78RxrlfEW1Uh9+QcuJenpGa2VdN8rSOT39jbo+8Piwsi6Fj0/G49l4PhsPqyH6hugbl+vO69vG21vny5fG2yvAwrVUtusDsu90vrizzLwsGPUTXa9Y+f/Q7Y3e3oKufkbao+tP/UIP/4+vm6Lmtditd3rzrAPaf4JsyOni4Me2uR17ffF1kwWhovaMscQ27WTGDf2n6XXoaWaYPICcXDcrEnP7GdqK9M19IeWC0Zwlc0X4D6e/LH/cl9s98M4xQDwTAc9/zX4L55uzfpCffXXV6Ury9ftffeX7Y7w97bjmDQsdl7Cb0yUAsG6nRpa+ZKPzQqkLUirLeqLUhdPjI8u68vD8gfV85vz4wOnsWWC1Vnpr9NbZLhfe3l7ZLldeS2G/ut9S9uLnSKDlIRzfDCdxanTfC0DcxGVvjtyrDL7iDDFPzjlOxePr739fu5LpuvbOe3fn/peuDd0+gHRUrwjN9QuEXtz/508TvjU7OT65NN8H1jAr9P7kJeuLOICEK3DF9AWR5chrNtx/ePVm2LqfonLwq9/rDNZlVKMxM3ftIvRFgQeEs/eh6G9Y+w9ov6H6ibr+u2/vjvuotCClU7bFM1v1DLIj65u7GcopMql/ReXE8ginM5yeGw+njY+/Vp4+PPLh00cen5+R/RVpr/zxJCwfhPqy0J8eeP3dsOtvXEVorx5QKQveD+ja6L3QtjOYUkQ9S79c8JLAX6ApXc50nry/TTU6F4wNayesn7wEMUbnAeQ5tP6CyEoXw3RnL69uFyxeocNki/X8ny4At49glX49ga1I+RPkDVkELS1ApQXdntD27GtexH0m2lx29kKTyDO0GqC2gurJaU8yu/X7x18PQuSmsnQyWuiS6jpZT2cZh2IHrnCIKwIm7iD00iZp+MSmFw6HOIRCuzN6TIwI5aTE5saTSJkeyskGdh1KSpagGEjhobtMTDivPynJXsqiTAwSihq1GMu6sp4eeHz8wNPjmedH5fGkSH1GyjNf3nbKyxUFrq8vGBuXtwdMFG0btIZkvUbHQTIMAAH32p0YzrChjDeOTu9ezsODAEDWhw5jLiaVYaCZ4k2+kx15NFACgev3uuKouVCc5YxYDQaS8xREmig8MTzrYYvveG8CC/RJGtVmV5eN/XDOf/u4Z965VLcKsB9TGYNQgAeqgT4puHb8jLryB6oxlTLXGpJ25qPHnN2he2I+896+VWQMd6gFyXS7eUku2V3B0sLWGk0KptXRmzGt2jz9zWlPOK+V02nl+dGRTnqulPPCLsZO53rxQhEFwd52pMG2vHgdRPVAhoYy24cQPFAHqlAXpa6F02lhXRdvQNyNy6Jcr64oeGq4M/iv9uUIRNyv51jE6fw8gk6zbmWu+4xoHgbbvG+Zzg9aM50MJZno5hvHjUM5DeD5h1jRMGklS2rkPZNvpTNAxjCzYeLxXH167Jyv5Gdx75tHlLCajJEFRTru8vvKjNCMIiWHI3/K7MrHU7UoOwe6CGUR6lqoq7A8rqznMw/Pj5zOZ9Zw0vUY/tubCyoVoW2OLmjXSOWvCuZBjpnPJnLMSKfIrDjNxp+QCv9twCnXvzu/M4YMsVkjHPs/5t7iXrPiPdbhkCNiSWO3dGrhhDv40FG662bI4/eP67xqZvjF+h4lBOPviQZEhURmCYsHISSN/yRtV+IND2qYWYzb59bGUihCNLC24jXzbadI9FWIfAANN/piwoKyRJPVUiq1PrCsnzhJ48Tm7omLsXW8f0g4+g5V3h0pKsKiylKEpSwstbIuyrrAci4s54XTh5XT88JauveJ2B5Zro/0Eo5WWXjZdjqF9dLosrF259l1g949Y2wg0iNTUyzLHypIKNcxH04v03wHj/bGue5Iyob1XlpnC6V6WoM0XEL+dknnpPO0QiHrY3uwzINbbUCOnEYzkwU8Q+PgQx6o6NJp4TDMEpaWOsJ3DwvyDJoerPPIWnA71oEZI6Mt0TJykPjtMfHIeXvlHUf5HYYudjsmG7JUbl7rOMczULykRDoLb+45+Mucv+Sz4/1HamTzVNZaONXK+XTi4fzA89MDT4+PnM+PnNYTfbvS9itVFZp5+ZK3K3vvXlvdLPpMEDQ0PY8pMsmnG/485OP4mHSEuo508Kx5fiQCHSm/7IavzLzq0O+G3sEx90kxB8gvdad0ks4ypHMAKGwQi1kEfcy+RQzT0OYTZPp30r/m84azew4QlINPT4CSka4/hMsdUCSvPfTZcP6OQEIf3/VnkuNSOdmaa+XXGwFdIPvzHPwt7iEyaELEPAuneHP0ui7hMHkcQYgPHz+yLpVlqby8vrB8qYgYb9cXOjv1baGboeWM9o7o1QOU0rycyAj0TDI+s+fs0EJzDW4Kac36R+o8N+sy61nHV2ykDFoA+YMWsrdN0vBwHAdYLGVROHmc3xQ8UDYFhFI5uaGf78vSke2I8+Eph+VuvQ+ecptV9B7vvNcBfL/a/QTK9PmNjnkX6Mp1GifnHpp1iD6dJwctTnqQz1vocJo/kcFcF0o9sawPnM6PPD0/8/HTB37+9Mjz85n9CtvV0e/bpdO2nfW0eoCrLLTSUCnhIA1QV+qM8RwZbDgCXjHEyXF3mw3i43d7MvQ3mb93P992fH6fORF7/OCTqXsfQZ3jWv32ul9dKwIUXzGy7we8fBQRiOluy9ICOGiPoBUpW6DsX3F4xgP0E1aCN+c0dUPTToksSpGT3yP1Qol9k6pcADdNHQhoJRxD/eRro64nuS5Y8f5ei8t0uRw0Z69gf8aUCN5/4ozIilAR2dD6h9feXx/ReqbUc2R1bdTaqauXxlnPK+taeHz0AMSnJ+EpkgVUOy+vQq1GKeptFBAur4XeVkp9Bi6U9jLkYVdByzlo74rYiwd0OlD+BpzBPoPseHZhi0CVgW2IXQPUuUB/g/4FKQ3qBq17WVjboP/pG6iccYDqCcHLh0ZEOfbqGTL72lJWAonm1jeMq2Ny7eJBno47UXUL94PgPojPoIqVM5n1InZPg98/3qfOIcC+/YXvBCPeTbK4O+e7h9ztpG9+5Z1dJ5CZV8nfvL9A9KgcmV7VM73WleV04vTwwOnhgcfnJx4ezwMo1/dG23cui6PGVZR987KV5bK4jqvhhxSdgiCTfjb+mOfU7n6Os8YU36twd8/99bzNl7Kv/n3/vPvr3gz6G8e7V/3GsQJH2XYNPazLlpW0cd00A6idLlkeHgeT2oqDgVpkNTSQHdSzyFTOuLYXOjA7gpebFDGsbohutOrZu6InlELf1PeT4j4YXTF5wMRLFlt/c+C6gpWfPEujhf6tb+7j6iUSxJZ0oYZ4rZisCI+InNDlQjl16oOxnDvn58Ljh5UPH37iw/OvyPYFrp+xZeO6Xtir8ILS9xPLWukbQVcdVQdkq3XoQuuuM0pJcKjzHGtX3AfwjHEGeQB9c+ASnW6V3rxyhEjxzIgoG60JShOjSxvrRY3Mr/Sly58hIleXS5ez65JmiG7IsnEENRVpK7I9ePy7ALphpUCv0E6YRcc5OewIjX47h879/eMvByHMziEwL8jkNBJTpAvWY5R92qhDKW6hqHtplxSMjoLZMF5Dmc8apB50cGdfReSZNDYRccTSCFDYQEG448BRG46QWnA0joG9RZpQot8DpWFvITgefCOUyODQV9ANKR+cEYpQRFgWWFbj8cl4/AB//8fKT58e+fWXMz999L4QKgu//9H57V9n/ve50dsfLH/ubNcH9KK0trHLRtsdca/Fsw26FdTKEcVPZ1d3VHymzgyvQARHXDsLZ1vUDlcRTBtSLrHLsrFsPZBfGLRIwxlKZDRsijTaLAXhTWQ0FK5EYZoznL5i8oLxp7PDDi6kz0ETobz24pTR/4pgc6VcLJHwFjqnTiz3EBS3YvhW4TyQOBk8mJBMwvTNRCfOjvXDyIH8s6fujd0YMUfAKx0SRjrBWiSFvCJWaNHkZ8fTn+1y9frS6s1bK566ukZj9NPiyt7Pn5748PTEr3//iZ9++sjydGZ5OvO2N172zpfPF/71zy+8/fmC7p1aYL+sII317QFhY1OgNy97QgphjWhxAc4IFbPVI5y2083olg3MAh0oDUfrRL3TDEjYhAXPEgcDaRmOlxGkzPOmQJvBbMDKMFb1+El+AKHA283ecDszhdzs+H/nmJGb/sbxOz24RFm4kaI/G+6Z6uZjTmPNkubSqBtG0XFPifJvw4hLJ/esNN6glsMYTSfAyCSAtOEllbkMPih4w8FIe1SLepugVai1UurK6eGR5bzw8aePPDyf+eXTLzw9PvH88Mz59Ehrjb11/nz5k98//4svf/6JSuHy8kZvhmilXYRmG6Vc6daPBkoisXSx93ry7nDyR8DEssdQL6FtxOswYk0MNBwCPYIuPQ3bcqyJRLAPY/R3GAr/KyMAfQNpid83TopYw5lnIJ56P7SyRDWmc+H7/K33UyyUxhDSYeY8WgOhpxiae0kawuYhmVhHUMxOIIWG1yeWHnw9+J6o//YggzuzxQLRaw3hBUdhaGRRANZpptEtIlBCtlL6TulXtL+hpVOXDe2GLUa1KB0iQmnVd5BdfHrLDlpR/YTK6g2CpbCsD6wPKw+fnlmfH/jwj0fOn1Yez8r5pJSLUC+w/a5cfxP4Y6NZ4eVloW9n5Np42Z/ovVFk9zJSuDO4OAnQWfy5pGF052eo1yo2wyyCEv0CtrFbo1kLHadFJn+gOqOJo1p1pVAyd2ZHTKm24rI3AyHOX7slW0xH1AomiHmTQ+9c4WsggeAWFcx2jGuuJIL37XGjO0s/znT5/jEyw26szUlSDmdwjwBEOpsk+ElM5mDjyWxyN/RpD2UQdhrTTcBO4vr59TmrDVfOI+iaBuLkcYv5qYcKxG3QNcvMqepRSqwsnMrC43ri8bTy84dPfHj+wN///d/4+NMnHj48cX58YH99Y39744/f/mCpv1HqF65Xp5uXtwpqVNHIPPD5or/lLMb2T5lx8JCjDBNxzoTQHnsugtpjaZQe4AmXDYc+4Zl7uRi5nrMDLS8SM2uZQXHvfAud54bfxT2GkzEMlOEcnG7zjSMD71+byOJ2wLAPJH4lLemdLHR5aDmODBrP+lXwXRmlf0I3GL0I/O5O1v1Yl8mhfvDs6UdynzniSzRKaIzAmtsbOSmCy2MR854kpVDLiVpOnB9WHp4rP/36kZ9//pX//m//xt9/+YXzWTmfhd//+MJv//qT//xtZeOKLsrrm/ebefuyY7qhevH7q0BTlLOXYpO3WNdw8EYg26ZsTX/OHRkNCC227/S8Ns3NOGdnZGJiQRJBa8Kxl3vS3i3dDfCYpfP5sDNsZKSkHE49OpzxNs/z94jtsEUtddnx/aOM1zGufN4xE34Zy3sHLUw6mNw80/StKXPLvirNmgG+vO7OAQiB7HcCnj1uUbJWE6iRjgDz7w0+lzpezL/zukqtJy9t+PjE0/MH/vbrL/zj7z/z73/7yC8/PXG9GtcL/H8f/oXKgqrw5eUz3TovX4iAVwaXXJ+Wkb2Rsyu3z4YHiEcWzHS2BLjDmOnqWPMxT/b1Whz3mH9P6zh7+8Y2ngIPxkQHs84WOng0ebd5XSXG/APmtp0u7hhrBbGK7L+6PafZ57KCbYi8YmXzigoB9vN+aJEJpwt9Tfs4Myh+BzmB/uJ6SlsR2WH9JyJZGlnc8WaPyPYL0k7Op1SR8ojoCdEIKMiOyNWzJJrX//asAe9JAAtizz5e+xPPrv0jaOsMekaXBw9AnB4oVSiPQlmN9clYT43nD288nIV/fDR+eoR/PP/Cz48fKfULWl/41+sX/vPLZ/71+ZFW/oaWV7bX31G9sO//Qds7uhh9r1zlJ1pvWHn1/bD/Desf2bY3L+5Qf8XkAWkFcN1SaZ4NRUXkBdMviHkfO/rmQQcRvATJDtJCd38CqVA+ObBn+QRWkeY2iMn/wm3btFM8q9dkd5JtJwdT6orIY5z3mQSHYCfEHl3H4wqy4VUmFkw+ObBzr3y/YftE4D883jtHbj+Wd97H3vnqD/TJsWduNLe7sRw6RtpGGaCHKRhH8NdU8zJLpGgEveroAVGXlYfHZ9aHR376+VcePzzz888f+fDhmfNp4bwuXK8b18vG5y9f+Oe/fuflyxe6GeW1sl+9CkopF45ghANGso9nIKaPR7B8wgRp+LNMmMfjvbtZun3njsd9lUYR/HScN33+TRr53vt/hWbeOdqGSKfXCyI7vb7iNvgKXemS5ZVDP0j7nh3vB3r2jAJgNCZeOx6Y+DtCodvJ1Qlr0LtbAOYZBIZgWwVd4FRBvaSQdUMbSBNk6V41p25YuWKidJ69n68YamdKeyUsaExW9mXFwY9G+hTEFNOPSPFAgeobi/1B6SeqPlGWheV0Zjkv/HT+yK/nX/j3x1/49fFXrJ8xe+A/rlf0ckH2nc/XC1s/IfUROe3o445dN9p1o/fOdnnDWg3+UoCT08HmQRm2F6w1aF+wdkX4DPKCtjesbdCcl1Ou9OJgcbMEoRWQHdN/etaDvAAL2N/C/3il09G+uUqV4HB5ifWLDNrLn+gFmgJiNP2TVjaknJF6cqBhfYRu9L3RrdBtCc+y++pKAk8yS/AHx18PQmQ3bbypZhJ5llaRaP6bETFwg1aiFt+ILo/ah17vOmsRmkXXbcwFBTgBoSBrcKt9MpiiXjaTcpvp0wYe8Iha6DTE9nCousNfxZ2FYhvpuPCUemKDXT29UQ2UQMAJpRi1wnqG8yN8+Fj5+ecT//ZvT/z66yMVpYrwdIYqhrUX/vXnQusr6x8rZkZ5W8KgiPtpQRGkuKNe+hobxXsqeOMkc8PKVqzE3E9K8mTzBrNXT5vRHSiYLRzJoJPRMBpYp1RwRcwium1R59ud/xEoGsgAw4MRZ+CVLJ3ixscjyCOWwREj7sVfC0LMSmcKAh/QGNvtucm4dXr3a1zUbIjMzYAPpH38pDDiMHQ1jDCZx5aO8BkNZHnPpE0PIjkw+eqo3N33TSOxi06HVhsqCloporAUKIValdOy8Pxw5tPzI3//5Zlf//GB84dHTs+PfL40/nxr/L680nahmHD58gp9YzlVel+oZfFqX+ppr9KDvgIRICPDYfF1tYr1QjfPaklDaQStJEtXHQGEA107zfVA6eVv7owW4+izkAGDyfgd8xgKTHznaGapsdbx+sbwTCXoO0fSYyAyLPnVbLymsyL72gQ9ZkZRNlQ+euMEYizS6b3cUjzfMJSmsSbKaSg9h+nnh07zEgbsMNT7MP3GfA8any6XzSkVvE6s/62qjnJfzyznEw9PTzw9P/DTp098evrIp6dPPJ+fubaNre2c1gXUywS9XV4xg/rFg7xaOtYsHDLRpH7OMlMdj+Nl5mbUdTxXGJnSA5U9LwVHNkg6XXxtIvMD8UCGL2wocGkYpBEq0++0Yu/Wwybdr0us33SkQ3mUsiAH+MPDbPFTi39HhgMmyxdETwDLdXVHqCSiJFD6Hth3p3qnRB+BcFwOkg4XdqJ3EwGU2XV2RbhigYL0fe+OrFQpPOunUXpDe0NtQ6VTyg7V62mWZkjxuda+xNhfI2jUvVyBrKico/STel+bdWV9fOD8/MD5pycefzrz/Lzw8FAobxv17cqlFHSv9L6yfSnQCy9LZe8LVU4UMq06DB2T0ai7y325DqeDbo50d3npJQqIUoTO5p0urRN12vHNYh4k6pKkZ67cAUS5LpUy9q0HK+byE4ob/xoZFHtkV2w43MTlUhGh0+l2mSirUjiTYI7h8P8hwTlBWPAQyf0xsodCZiValblcZl4gkbr5Swd9YYaEJPsaWTw27o2ZdUhwmcbH4fgN/jEDLtIJ7SisMFzD2eT/RU+TQAd7jyNvSr2U6lkQy8LjwyPPTx/49PMv/PTrLzz+9IGHD49sn1/YvrwipuyvV7atc1peuG5XFi3s4rL5Fm+9Bw0F+GDINS8vdJ/hMAcgbuVkzk/2hDm+N5Cx4/wWqse8Hsc8H79let2HjMwyKX5GH6thHDwve3lJ6obDyfcXjpGFe4dIvkF5B93MfPZGfsFN7wHJz2+dk+9S/3Agz7RoHMEhGEjz4dC0Q06NI/U5PeQMMALYk/437iEEuq2iWillYVkL67l4Ov9PH/n1b7/w7//4O48P8PgID48rpRZ22/ntj0f2fWM5LbStR5PrPgIc2fckywh6k+wYx0DP6zGHpJ7eQ3eZdJoxRzFP/aAFBHeWAu5YTQqZZn2s010Awwi6OXTqQxdPPS5poDMyrmb9aMwv033fOWbkfNoFszGUGY7jEu9RjB3ju3nEe6f0PPbx1UMfHLsowU553Zz/u3PFYPDN3IOTniG+Pw/gU3JQ/zADESJK0YVSV9b1zPl85uPzMz9/+sg/fv2Zf/z6kculc7l09h3+/Lzx+vbKel5ZrpVSoeyumvXkqZERcas8yzEvg9ZS43+nxNK0Fpb6GtN6jfmWeL57njjv4QzIznQWOvicCT3ue+jQDI49Zm4693iOYyzfPlq9IhSKAF1RnqMRsetofp0dL9m7YWQPJ28c70GzFj381Gt+m+CAhRf/vnqT5LTVZXkB2fBUggL9GeEBaX/DMzCurhPqE1IclOLrtwEXf8JeMHZMtqCZCnZG7CPYF8R+Q3gD+QP3zzyDrmhZkbqiy+IZ06dGWTv1BMupc34wHh+Mj8/w85Pxjw8Lf3/6FHX7F04vQl92uiz8/vZA2z+zrg7KO53/ZN+hy5m2VdpeoW108SCEyUd6b7Tuz0D7ALaSwVGRi89nBH9MHEyiUY/e+h4qv3gNdbFIKvfmuCYryAdEVn9eK7BJlFMywMsqOdkLh+8EsAXrglARPQFfgDdmcS/2gcwuNhyd7HaDl5ztvczC7wfHTLOzxjB/ZrxPv9+4x2D00x5493t/za5575v3v2/PmZ5nqHmRCRElhI9eEAt1WVlPZ87nBx6fn/n48RM///wTP//0kcfzwsNp5XK58vp6ZVkXtuZr9fLy6k7sulBaH9c+IrrTIOXuaYfekVpbvr7Xh34wRzJl0n3z1OM+jv1I39AcAP5qcBxAivevdUsX36c36RGosw2THSlXsI7tD2ArJvEac/9i6CXGRrcrSo1MYUFcmHgswirSn/ES+grWvfm8BYDTdqx9dhWtfYJSYV1dKO1X100aaHe7qEj3vVkdvGVyAs3i+or2zSWvuL+wlbB/d7dqdeh/J0wM0QuijWKvVOsU/YCWM2VZqWvlcX3k0/rM39YP/NvpOfowVFq98EVXXusbS2vUvqD1hC4FOengB7132rY5MFLCrxyg+wwQuzu7eXZdb3hZPwfH0Xeke7k5ZMPUy4s5+N9tSmTH5DMWWSfukz9z28u3HfouhvvzG+lz1+0N7Rv9tGJLpesbXbco/1jRKmhdoe+YXTFTrLmPs0gPj73Ec29/yW74y0GIzgLR1NYVhqzt7TcUuQaJByLABDeqQ/l1SegTWLI8zx6GgdflS6djT4fk1FDVFcQWil0iAMOp/VWJjFT0VuCE2VFD3IvypxFf6Flzs0cDUHXFx2yNRYR0cqEFKavXT1+fOK0PfHw+88tPJ/7b35747/94ZtHCosrTsiO2se0r//FbZb96o9fdGlIXxBwxZeYo1S6+MboZamU4N2D3FBhpHiWzzj3Ki35F+puPW7K0UvE5HcqMO0FNP/ua9DAs9IwL9CAFeQ2iDAXTNh/DsCcNLI0ScLSAK9P006QLelqn64JvN+Lz6zTY944aF8p68ZN1MHirMzkPSgRTmQ2QeO0oMTn0/vEos5ETz0CfRpdzMBnRWfJAJM53hUgHmjluks7T2Rgy84bUQG87IPQ+Owf9tWmhqCFasFK8JYcWlqXy/HTm508P/Ps/fua//Y+/8fjTM4+fnvjXlwu/fX7jdDpx3T1g9vr5BbPGsj7QmlCWN5oVtFw9FS4cYRaO2tY8gHS9vtGtgFy5FKXbTu+d17crl+vGvl/o/UrvOz2yFEb5oykwAAzEkYxSYRn0mo2L2zXzJXTa96CjHjRjh3g9yg4kajPXqR9rkMv4vUP9vjf1N2dFYUJT+c2DoSOkQ4BIqZM0aIdiV8c9vC+GTvRr09iFo1H49CxzFg5y6EwyKXHmzeid7WbTPBi41zHXmQVWQxFboyn1CV1OLOdH1oczz0/PfHp+5L9/+pW/f/yFf3z8yM+PT1zazlvb+J+nM4uuLMDLyx9Y67ysK70pWoxezHkcINvmwWjJVPHuhkDJIJLLimEkSq7xgZizweszCFrc0Eua0RaXcT4gETQbxJJOgBG0ju/2Y/6ONU962rhtZu3B7OwpNAJNsriCOXqZ/BhNN/opRWnDo1dABvLdbO0SBpO4k1rlgga9uN/4AeMBR9W7IWvyJdZ88fe6p9d62nhDeMV7QgStykqXyiLm2QPRb6nZSuuFvZ/Y9pXrvnDZheXaeH29YFtB20rfO9u+8daFpko3z6joJnRbPAvAVsSqyzEVqGekFpbTwum88nCqPJwKD08Lp08nzp8eeHg+Ua+Ncu2UJcKeeqV/+Uy3F9Yvja0vLJzZAmUqsqP6GaFhttN7o/cLXbxEiQK9V8yg2GekX2kCjRKy9oLh2ZNCND0k66sb3d7Imv8qBY21r9kPJmWTXTgc1Uo62AuZYZF7Xem2BM1mMMp37TUNX6t+pSgvaDzEPtniOvdO/3eOkJ+uc4XcAzKLIgvOZHZN6k8j+yrlGoeTaJQeCj5nkcY99lqS+AhY51upSDitH06u4PAa5wzjL/deZjuAN71MTeKQHemklShImH4eLwEmrPXMaXni6eGJD0/P/Py3j/zy7z/x9I+fefjlA5d/feHy+2ea7bz+8Sevbxfq4kg8kRqBvKhoK20SK87bu42Q9AG8mHh9NgV1YIY3h/UgRQ9ek3pvrsiRfWDTxTLTxKb7+7vzfM1zI8FH8gopT3tqScfKvuMU8XfSVPixUWHj3/xrDpJHcJ4IwEVfr3nc2RuCcd+Zrq5jtINEclxzObvM9GVyvB8E5qO5c7643A6ZbsrIQY/hSKD+jnvGBxp9K1RdDyiLy79lQZaKLpW6LDw8nvjw/MCvPz3xb79+4PkRnh+FRaH1jZfLI+fHR17frtSyUkpDlXDKVG8SG1mFkhk5aWtx/NzIf7NptjI4Ojanz3foKc7721ifGfHu9BW90iTL0x2fHfMb1DR0X4I3w2GjJVgDsufMyGafM3BuxvD+kb0xbip7hdwcPOVm/9w6pOdsDEuQQl57zFO+n3wpeV/cY5R2nPeQv3Z6Cl1GjnvapOOMZz1SHMhM1tmXfmR1xH6KzDyREiVM8AbVZWFdTzw8nPnw/MjPHyMTYut8frnw/OGBPz8/sK4PLPWVolFiTiyuE6XQ8sYZPMhgjqV+m/Z3ZrzMz68HSdyM3YYsOfStXG+XSSmd/NSDHm4yuGIfzqt1c71c48yEHnyBATry8mYTAO8HahuA7BtiDelXX9vo4aD66vau7aHvhh6hucaL8wfJZ61Yrwg7OnSzR+ABM9edVf8ANmSLkmucMSqUs9v5/AbyO6TOr68eOJBnRM54368VsehRZQskOt8uYFes/Wc4870Ou+pHRFeEXzxbom2IdsrSqKfCcvZGwOv6xLo+8PhYeX5SPv0Ev3yAf/y08O8f3hyYUhZseebNKttV+edSYRFeF+9real/IiJs4rXgl61R2hXrF3rfaJzAdmTryL47Etg6Xc1LgrQHD8yUEsv7gOkn6CcvFdKvWHtzMFPrmL0CryEHnR/KdgJbyAxDszfcMfcaOtYKVrB2dqCseJktuKCZndJq+KkA8WwT0VdE/vS9ow3pFW0/49nOwY/WmV6/dcxEOUP8Dh7D/J5Nb98Q7vuXlvnDr86Z7/UXrjeNy947ZWRBHLqKszwZ2yIDoA4iKcHPKnWpLOvC+Xzi8fHMzx8/8PPPn/i//ePv/NvffuL54cTzw8rn1zf+/PzK/zp5VgTW+fPPP+ht95JgJQMQmV2W+95upnLIC3tnvgefmbUnOfgjDB37q4Ww+8V5Z6FCiL3vJ5uZ6jS0+yW4uXSu8o9oDbS+YHR696bJ1EAqsmJ9RcwDB6KvCK9gZ2gr2p8Q+xhm8U7XnN8zRf8Na0JvofdaAXY0QMuqXpqsZ6BQ3BbTXj3rqe/QG1avdDG0ei/btm+07Q+sPkF5irJxj4jhviwpUFbcHmiIbZj84XtUdhBB+4ODlsoVrVBOUFZhUWFFWOWZtTzysPyNp9M/+Lg+8tPJS6r1UngplQ+m/Hm6cFpfWU4dPZ0RLnB5hXbxHj6leQZHE+gO8G2725XutK8YHzGM3vfIiDhh/QlYQXe3b/lP9wfY1eXY7vqFSXM+YwpygvLk/H7bkH6l7p+d55PVcB5AT8hyQWyn9ZPTplaQHS07oru7etVQdkrzDGzpBrZh/c01x/IFNY4iSMOvcvohvcF/qRzTgjsFk5DT8e8Gp6mn8bgBX7ChwMtwREJmFjhKzMsqSWRAJKqzk6mtcwr+jZJgDEMsMzESSZNGljvWp3JMbGEYRgO8iJanEmx99zrmPdFauWH8lhJIW09LWan1gbWeeHo48fF55e+fzvz3X55YS2EpBfqFlzf480vl8Vx4PRXqqVJa84hS746Wshad2t0Q9WQOZdQYluY1IOdmzpZo9GAv1qBfQFdsBG4UrMbcpqN0d0UFsJ7z/QhZziabtqXTPhliEpZZ0EGm6SYSfvcx4GUmaIlUjHQtTYdJID3/AjNESjDjqVGxE2KeAGO9U0uH2RF8nBsfpgHXJy5tHEgaaRMNTZkN49aHM9wDGIFOHuglmwD0M3qfGGs4InrH2u6GXAunVASWmhkqhV4j+NF9TlULS608Pqx8eD7z6y8f+Pd//MLzL888/fyBhz9eqOfPdAr/+txoe+P0eGbfN+p6ou5GKSfX17Q4Ujka4ias15oHAK9b1tVUVMEbqBqXy8Z129n3jd43urkT4TblOhWN3DsWDpYeAY90SsXcjHqCM0JKSOPwCDjmevi5NyUtkgTC4jyQ8JNh/D2SEw6j60ZHsGn50kBMWoCBJBzGYwROxthgOD2ybECUi7DMqhnGdwr7LL8Tcxm/R5lqboYR+7PHbTyIm86JI7s0eGUo3p5ZVgIBVB3pVFfqemI5nXk8P/L88Mjfnn/iv3/8lf/x0wf+/vzEa9t4bVcKhddN2LY3/vPhxHa9UpZK2YjUxuZOE+0j5TURE2hzXqIedHOeHPQ31t+fa8zj4EWzQ0LwAGU0rY7ojK9i0kfSRvA0rkhk6N0iNw+69aMfnw3CCsKQ7Vgrk5Ah8/l/IQgxAkseVB4ZPZRI05yDMvEksiNywevkFhz5cHKeaoQjxA0tEQ9Ae3B9AY6yFF0usZ/iPrLEk+94Lko6CZcIRKzsfWVrlesuXLVzuWzQlGIrve1sbedqQlfPovAASig7JujQCXbvWaFnKEpZqgci1sJpVdaHhfVpYf145vTxkepAF9QaXHfsemF//Mh1h2X9TL1Wqi0oR98QkSsiu9dHpuN9HCK7DKEHqtfTUl/poxZwpwdy0dd3RXiACBwYF4zXoIg0oLzUQhEPKLuvyhU0B2ysQTcFxJ9DrblegURz6eJKvTniVcQLVHorZvH+PV0dNCAV4+RyRyJDwsqPqC32SJAvmdFG8ASlBw9P0/DglYeb36k/Da3cT0dw041rQzhACe7cWYOeLK/gv0eGkoz7ZtZOlmKMvBbS8Z/sWaea/L4OdvyAz5zo6N9Q1G2pJUqWnM+PPD4+8vHTEz/97Zmn//YT57//xNvjyuup8PbnFx4ez5xOqxvBWrzOqTQfy8jqPfBpzlPk4BxfyTEjsyFtyEHA2tCPbT43AxE3Rq3/jLIiQ+/ZYzlDDg2QShtz5LN+9Iw49KaJT5IC41irXHcZsoXx7W/T27DkYaxnvhGyzpQjKDzz2MIowTeQ+klvhhtSfp6DQdw5epRjWQZ9+ud7yMdJ77ApQDPKOCV/z3tGJvWoAR5yNuSQq5qhX0R2pMji8q5UR/LVgizFZeNSOJ1WHh5PfPrwwK+fHvnwJHx4EPa28efbK09/nLwH03KilAUtm/stJRC3qWOkEjA7r8cS3suw3K8Z+OzTe0kD/pPgpUSYH4wg1lAi2CKeBTn0r1FaSY97j0ylWbexiY77uNYQ3GPcHNeyOvGjd46Jlx3HIT+PBt77oImvLjjScea5y2eb3591spgfE0YGbAwnwSRiuXvyOwniC16AO49l6JLHeg6n5ti7+dexXxyUotN3JBx3lWVZOK0rjw9nPjw9sJ2Mbe88/37m8enE+byy1JValpHlf5BUNmCP+0of+2sOPY1gQ9pokutbyabPN+CkSa8e+K+bpXC6E5vzHTKEFntuzNOkc41fX9tsB/859MZD5573AActfeeQtoEVR6VmRpmo19NWL0sK4P0dFtALJAJeV5KvHOMOFK4J2BmvKlBBNlRfwHZkD35UPiCy0MsKIpj9HnTk66B6RcqKoHhXwCewh0O/tQXsBPaG2NXrp9sX4IrJxX0c+oTIGfjocqRdoWxo7ei6UNYPLKcHluWBpZ45nc48PCx8eIaPn+Dnn5W/fbq6Y08qb6b8fjnx5UV4qMJeYK1v9L2zlI8gUMoZ1KhvF7oUdj2HPtERdmT/guxZGaJhAl0LshdoLgM8QLyCfoD+AO2J7AlhrcEeQE4NFU08O0K2FaOE7G10+4yXenI9UuwRY/HyS1ZQHGBC8br1XrVicbpU/Dp69T0kX4AsmV1g/+j013D9dJE7+v8rx9iVd6+n4z5r7Rv3kHf++sGJE5uV6VeO527fvXtdG2PKDE//W+5+ImM7siFq9UD+elo5n088Pz3y6eMH/vHLT/z3v/3Kp6cTHx9P/P7lld9OXmbutz8+exbrunC9lijxdPDKtBnnsc2W+/upCzG3lhrSoR3fPuP99+4n9H7N7j9/b97u5tTTJb5xj/+zQ9TLO/a+uR+hiIO2ewUqpYVMUy/XRCtYOyHtjPRHqG+YeI8Xk4rISpFntzG69zxwQPvFfaBkwFa8x4MZJn8CO9Ib0gTrzbOa1h2rzfvyCvTrjm0BkF7PSCkUeQRr9LYhZUHkASRsSK6g/8IzwlyHF+toV0R3tKo3Zl69ms1iQtUHFv3Iqf7MefmFp6XyYRFsWejLwrMJT3vjvArLcqEsDV1PaG9IbVA2TF8x7Wipvsy9YFboLTJENeXbs9sG/Q+s7dAWrJ3xHhA7Uv6JyO/03rDe3C5sxcF9xcu8CyvICuU5/Ho72i+U/QWxjV0rJhWTM8gJKW6rsT1gfXH/g+6ofvFygtLo3dDW0BZ+E0kg5xXRRtUtQFV1+A1dv0/79/vHXw5CeKqeOzoGqkUkdCKv0eXcNTaGnRA7k5HbLKPkhlCWWUkH7oI7oQKJrukEDwd6hxldNxs1aUxlY05/FUqheRqKUDF5dAeYtlAIQjEeEeyrC6OQUtZPbuDYawg/L1fRu9B3pW1C24T9KuwXZX+F7UtH1hVZzmzblb1vNLsAFxemFi2Di3pNSdWIKvWYtxIMORyWWsOAirmSq0e8eHJlKwVAKvqkYe4pNu7wjudlx7ulXAF1ZGpeQzpHFsAsvHINBPQ6DO0M+vg93zBCiRolT1a//3BIxDgJB5j8BeIcCmEGXGZH3zE+F2SJNknjKqhiBLOSLkj5EfNrEz0ZnipmQzhm4OxALJVjzhIZPYINM6rTx+G+1zqCWdJ9PSzqCw/TbUZcWxjmHoIcYtFw3206+Br5s9CJEl3up0LWN3Q9IcuC1hUpJ0TjvhJ18lCnt6hJbhit776dN2Xvwt4qKop1f5brtrG3nb01Wh9xqYhTzW6mOUCQs62T7DXSKT+ar40V8kBPOm3cPp0DjIlMPtb0xk68IaHZSfb15wcp5Wh7GAN55TKNfTJ8jFsUpSi+TzpeziafW4/rp5NES5BS0l7sM5dOYy5ulL10eCftpQWXJ2XNdw4nn0+fuzKHUJDI2ECDJvOaBurzmk2JqwmrKqdSONcTj+sDbI6SP5U31oI3K9Zw0mk6A71p3uHMuVucEUiY9kwEIXwZohfI8GdspFN3lH2wlB0ZyIq1sbeY9y3mMPZ0oMaR3Y2EPtOcj2GuyjERBgdieAv5lA4+5zeJkj+cZd9Svo/jMM8D5ZuZIJYO26DtgaB05UIslI8cg3jRJJOG6BV3X2f/i+i/oy+xro7E1OgLYRQ6Qkm/Wvcn2dkx6Wg3VK60dqbJzvV65lUUbUrpnUttbFd38LdmXLrxsm1cmnFtnd1cJhdR1ArSC2oLahWJjBJrnb4nKlRRWyj9RJEFrZWiSl2U9mCUJ0Med/r5M/bWkfoHUnf6qq5/7M63tS0UFO0+L9qXUHydvru90s1oeqXLTrcleM0JT59fUdagtS8Ylc567LWUldGbwDtCOOqzp6Mm9qYEHykUVy7FvBeQQ+URrRSOzB7PeNkRg9pTmYs+IVoZvW+AVN2K3O2vb1KcTbbpIacSfX9w0/s9Ozu9uNkkwrRpkp9P9xzn0Dn6TsWdJfS08S3JrRBb2gMkwgGqyEbi83hGYJVwssrRSNu/68aT97pyvi0WukHw+jRyevceIM2gdaV1z0xsvdNo9PzPElDA0E0y5GXjs8x6iKwsa0OC3ahEY34iACGBMjaGDuRBiUOq3oM4stfHDLxI3j4cc2Px7gXhEczxXwc/O842SBT88RTfOUJuZuQ8jD4fQupUed0kyuln6Fd536EBcStzBXd4GiMzLmTDIT/nTEuZfut0DT10gAjqi3iJAA8GReDG8hmCdiiM4LflzMzzc2RkWe+0fWe/7lzfrry9vrGg1F54fblyuVy4Xi+07ZXeXh2Ra9ex9p5xp6AB+hrzEGCd0RshaSwCLTfZlox1He+bBT/ODHYbczEeJPWT1D3IXhGpFx8O6uNrqc/69484f8zdKKmW18rs6pCJA4n/ff42HLrjGds01lm3Opz1jOeP8QTf8OBdP66Vj2E6vTftIctnNo7spaSyA8hlw/6w4O9yXNySDnV8k6AlGeNNfcH35mEROF8h9ILeG/veue6d18vG55cLf3x55V+fF+dhrfN2eWHf3tj3K9Za9PNIsF9h1kEHG7J5/NMH42k1+PYE/rgJOsRajMwJyMC4DLveX2Xz80H3cQeZaSfm4rhHSoKUOVkK7GYA4/UB+si5Tb7yY84m/f8R83Vyh015weQ1glyKcEL+f8T9XZMjyY6mCT5QNdLdIzLPyaqumZ6R2bnZ/f//aG9WZHa2u6pOZka4O0kzUwX2AoCakuERkadHVtZCPNxJGs3UVKH4fAHoAuWGyTuu2zngz/U79XNlh+qOPJHNP+sviJ3QtAHryeV/DZ3YPANCokxnNnZ13lChnRx0Up/R8okiZy/xXDaEFcoNLxvUoUd5qK54GY93HARz8t5epzfPkj555Yciv1J4ovIbxV4o5UytQpEVYcX4hOkTXSt7L5S2UWyjRwymdmMRo5YLpf5JWVY4nT2I0MUBoNXpUSW6AOoXtO8YK6PvHQVK6ASL976wRaGalyipO6wL0k+I3pDu9f89Lv+EyH/xNdAdygmWEjF3b25bluQ/L2SQvNiOLZ/AsteXQr16sEGfcTT4jrQFKycov2AsqJwjaOaZRQcYswQY96Dxf+6Y5di38vzu94fXn78jE6/9Z+7/8etx90NZnO45fy/27ADH5R6esiPEG0sXydKawlILp1p5Oi28LIs7hZ/O/PL0xK9Pz+x75/184rQs1FqG7pjcayRr5U/K7UN1Ovhf/D9e2fHr5/PzsD4mD6v1sHaHSn53/Phedsi5cfZ9rsw/e6iGXRFlz029vJuX6Q7dWSX8pxW1M4Y3dy8GWooD28yitJMF6KbTZUMFlB1sxbhMsJjFe9qIUeo7SKOI9wo+ZF44722hRXnWWgR48qps7YK1HbMnzD4jeqb0zxSU0leIDABhR7hQtLtfk4rpCe3VHfcqsD9h27Prbdxo5f9kr1c2+Y3NfkXbCesn9tuNfnvH9ArnFTldKfKO2AVpF0Q3rJxhEXg6QT+7P0JxOUHoX9aw7r1XTdRB/PoJ+jNWVy/lxsWfIeznIsApdLbuAEalhBy+AF6m0bMj/u66R8xjr15yrvTufST7gvQzdjbPFjJF2gn0RLETQsOWP6CfYH+K7RoNqJe0f5y3aWSFygz0/MHxl4MQ7kAO5XxWEEsos9l/ICNlUXdvoGKynrVFWiDq0WiriPl5ZjuMOuJRTsiOZqWHThyok6Ggz5FNCSR0xx0L+ILKGcruwlhmxS8QOrKSfSRiN4ZSfnWHnbygeB1A7QVtHoToa6Gthf0K7aIeXNAnWis03VDdwqBQdwBJjWZijs60O2Ut67yGwZdBCLUIntwYKYKhrB8K1Wzk72AXhqM5mJNEIEIixfyA4YCXE+lD2TvqgUbZKtpQ8C0aU7vD9YJxAc4RifO+FR4wSSErfu0IgJicfk6bI806xj8pqkEEMb5UeI8AiqWD2BgCaBjAFtceOnF+38ieFf5eXlsx1fEYM0JZcEeujF4naUSEM4HI/rDqjnwBNEyIYfSmbNNpjDp+hlMDv7cyByAKPZxkVkog75RyekdOZ8rp7CUB6pMXfQ26zyBE0nrWbuu6+9ibK4a7PCHUGIrQtdGt0brSFO+XnsI7JTqH8B4PeKyAC6Xx/ME7RBkIvAymWfaIMKxk9pJNN0xDNtcx1+a452HA/exIeonghuWIgwaz+TvHAydaK1GTlFPwqHBSWotr+LgtGpA7cj7vmcjzHIbBEBQZHD2NZxhfk+n57vbR/EJx533UIEUg6m0efC8dAq4QS2RkFYNqcCqF81J5Xs68LNFEj8pzXThXL3NSpVKjfrAUgwxCpHEaQd0cu5ivsxFlZjKravD4JYwqAlnUI5VawwE/OwmOVHoPLtw4HC9Mxugep6dDKwOas8IemUfzLA7dTn09R+ZLqno+Ft/1cxDix8wtTeUsKmMWyFJbxqd+7x3PzoqgsS0Yjew94FugOV8t1yBND9x7oKGh5R03gxc8LTX4NnLQuhkqQkcQvITeQqNLofceQYhC1RPSKqLKqXS2xYM6hrKpcenGpsraN4yCLJ/dkNDowWSnkPe+1to7fTdX0KVQbKHoE0VO1EQ/caJ/8oaI8tKwpzfs3JDlGZYNO0WAt0ZLwHJCrYzVKLYgJnS85IGx0a3T6oqxo/0pekN4g0exhUJF7YLZO8pnOr+4XAtECrIGdVXMoFkNJczpsop/Wkzit69rl4JGSUroVFko8hSBEM9iyR4oNZphq+XeWsIw01Dqj+bMP2dxhyMrZRdpfE3OGglnnI0zP87wGbx8yGQ4HJLz/bjb+xkA9zOyhnbI7eEwzICvkI2mJZrWe4T94Mz5t78vHE7lNGgX4DQCERLjFDiCzYpnJqo3j1M1B5po9TK06o3KO0o3D0KMIANpYBWMFnL6AH8M45ZA6o8SjTlVKRuOAMTkrXWeMPTn+f3UbfL6EpcMvdgCDIT3i2HQScqWXJBH4jnuQfKHoBv5Jsj0g2OANVLm+zoPsT3ythlq2pCH2dMt6TUDyOOc5MEpOwJdNpynIRuGRyHnzydhgAcGrc16c9J79LOT7rxFypgaw9PRZbqGjRjGPZLSeWPHzB3EvTX63thuK+tlZbFK0cr1urPeNvbt5kGIdgVbMdsYKG7JDK0ew81gdegT6XwfQfFjDosZRxu2BHnoBO7qMSX+IKOUxDeLnfs77asM8ET/gEdUpqU9Nl9sUthmm5DYwxalgEbm6E90uGxEPmg3SwNNAIeYr9wH93wv+MaghdwX93vB98MxLxISNIhqOh9chxPXY0bg9JjrLMUno4l6zl/SPKELpW0R3817yTTPYeuaddSU1jv7rlxvO2/Xja/vFz6/V9efTLluV/ZtpbfN0aU6AQNl4egvFnzlLjvAHn7HU489lPwp9tB4pthrWOhrx970LFbGs3tGOMf6Dz317rZk9tMxOteTE0B2ZMLaWMWDfsdFhv7zFzlbBCHAanGb/PTfoKzeF8IWin0Ce8LsCnIBnvEKAQtwdj8DO5QrsrxSxKICw4Lw7PSvoafWrGLwAlRHvRqI3fBAa+rBFTgj/ezoWZ5BPqG489Yz+G6Hj8YWJEFT3SsVWDq4ykvgld4py5lyevLf5VcKzxT7FyrP1NKoVRG5ITQ84+JE75XWC9I2St/QVZC9ULqy0D0Isfzpy7s8BUmrB1erB0ecehTtr/R+wyLA7CK7eGqjgdgzlE9u3hRjpM52n9MCXg6lFLT6/CMvodc4Ktv9FQo9fE/VM+zMPAghenNdpYCIByGUTqlvSHkF/QVsg75AW5D6jMknz3Qobt95j4odK7djvQL4NXrL/eT4GIAw78cHPvlDnXC2ffLvu8314bcewQ/3V3scl/Oqu703Xfv4P3U9hrnugYgpI6JEVmsRllJYauVpqTyfKp/OJ345n/jl/MTnp2duW+P5dOO0LOFnO2zdAZZ8ZNd2zO8UiZh+fcN8Bo9+nKFZrxl6zHRaykn73lw+XOIYxOP62P3L/LJ88Hmswl+Bj1j3PgWFM0hB9e94+eZ3hA3rzsulOFDQ7Ey3Z2o5dDLlRGFHtA0gnWYQAujFnIfZ1UcmZ9f1T8+h5ovvxe0arYA8k17thFlBecbMewxWOSO2I23H5ILuGyq/ofI3ij0h/ReMHenN5bF8QmylcPGxxb63/oxVv74p2H6G+uIgJLmyl/8PW/0Hm/zvrGbY/gk12NeVvl5Qu8DTDbndKOXdr9/ePchbvaQbT0/Bw3cP/mtWTmmINpQNNXV/nixgT0gX75FTV+ApsktWhB0pRhWD5n2Eu1Q6FVQRu1CkOkitCCZ/cz4X5aT70lBpLOo2geiC9CevCFDDZm+K2AtiZ6j/CfUPaJ+hLb63Izu8hqaroUdqAG2LZnD/x8dfz4SYS06YMRw7qQjbyZ24Fs4vbn75RMW6tnIomoArKh3jzS9LpLZK1Mq2nUSDH4ZEIlpAzJ0gHknKlPFEDSfjcScOmSYi7ixP40RQd8xpoprMFTu7gS2YeTkcVS8f1fpGacZtrZyu8OeXG+fTmV9OC6bG6aycnjb+/c8v/Mc/LvzxZeV6M9bN6M3Qhm/k0dmygjz7M1eNpAhHUA20lZ1j6ncyojqnWxtEZPJAbFkq5CUcvLhDTuTsjnPwz8WbYUlkBYg++etAoFki12IszjwdPWNh5DOQoiuGIzsOwxJGw9j43n1Zle8dh6ORcU+GAn4Ivtn4PBDyQ1DM17D5eozrZXPcdMpZGJ1u22TpiOP849FifQJd5mjTdHJEVkg4rS1+VCV6gHgREStRViBKKNynIx6SuZvQFC678boa//nWOP2x8pkrn/XE+9b5una+3nZugUzezX+aKd0Mx7mHa8kIw6WHcBbfwxg0L22hEZgy9WCLZz8Uulo4azjA6eQ1whjN3zFZFmjhsXqJ5h970xzpDUEflZGKb/ieTCcLIcxjbX2d5nWdaYeB5Pr+kYZP0kjcJ3vRjLvmU85GYCokiSKLIATptDkc3hmWGkFZjKMM1QMCOfl3OXifzc8px/5HEk0wj2G6SPbkUUekmnqdV42UedUd7UJrO21fuG0r7+vCH5dXXp6fOZ8Wmhi3bee27/zn21e+vn/lcntnbxt7a2g3Ty9UDWRxBA7GKLMedTxfjilpLx2PlqjJVBYfSiuRJJF8KdbJStBIfOZM8X5OB8oya6/nWOS4atClz2gosFl7e8ifMIDN8Mags0z7K0ciIPbpuaJclUUAGPFxSjamLMAptpQHlz2N1YevkQ0nkT1oQY+jxA0515m94bStxT/XqFVbQjaoQRdhM6Now/qO0IJ/CEvZeGo3HPmw0AxuBk2NngHXwc+gmqG9oWJor15BcNvpy0pfr7QV2vWd/l5o7539qbtiSqVfQFdo2ztr39n7Rus3mu0cojR41QgSeu3SUas/6Czrfos+Y5ycN1iLYNlT8EPPevFd1KiZVh80nBkPHjjwRt1ONkvI4LNTT3kiUdaGO5mdXSyIOeBAgldojNWoTrXhkBbSGdendSUQ/YGq/OkxB9cDoXJnuBz0fzjpiffKxLNmI6aOz/3Q43p3hw5ROfpIMJugcb4wrj8yIKKkmGfLyjdBlyPjIfD+Lhg4nkbDAWxuTHT/2W4r1+uV9z++cn6qbNa5vV+5fLlx/XLl639+4e31nffLjXXb2Vpm/3W6mQcjrEeGoB70ZebgleAPrpgPFWAYwT744N9ZG38cceI3RifjqRiG8dBa4u/jL/8zgRkSdGcpPHEwiN9/4sqkfDuuOwXJGVLoJ8dg7Hfrmvz9OCdXatYHU6bBPX2l/l/HtcaVDdddLMtjKnfycZyYDvF4jrsyegwa98zL/MyBUAihN7t9kBkmVjwwbxSXeVKw7n1obD+htdC2zrY23t+ufHl65T8+feEk0QfnaeEfr1/4jz+/8ufv71zeVm7Xxr5B7yV62EwgjDFWRyIe3D3spodSg6lDykRDdixH/E6JmkGFmSBzDWz63e6HMuZXxz3vM2JTJ5H7H/fo+ZcjyD+yBjLwI/f3+uYYQKd85omfWK4p47OPLyXH+UPGM83j5BC3kNP5XCR6P3Qym643nvNxL89z6nbnKEGMgslgo3PWb66dReBURT17q7cIcO3cbldO11e+fP2T0xM8nzq9edAbU/7z37/y5c+vvL++s95W2r6N8g4ZKDWy/FL+BL9IPWyQh8uS8XRhYx9PG3Jjyq4RGLqBB2KO1Zn52t0xZNE9j7jH/M7jmt+Vez50xzvnANY3X//wEPHei/RPoAWzZ5CCFkcDI2d30IXuQiD8D04d8syevF0AT9GwdYF0fMt70LXi9nWUaCpeJsvKBQ8o+6gd7JmlOQvYBdQoenLnEpuHs13pAhVMXvDyRb/434rfL3+b8zuvH14wW0PWffE+W/0JbZW2e6mb92vjz3rhWSq6Veq+U5vxx7vy5a3x9ta53nbWdWPfjda8Rrw2pa8N3Tfa9Y3eNlp7o7cV7RvWOqYvqNbQC8B7CTXPtCtnqE+egcAXpH8d622yIPUzSKewY1IdUGZeek6S71gjgaJjH5bDZ4Io0jvY6u+XT5gK2K8efOhx7hKUqTeOkiSMDDMb2XOf8SbYE+joO8fHwYdvqHKc/fH7j5/JB5//6LrTNYb+cHw+6w4/ve6jrnP3QTK9h/2YDgbFdbnuWdjruvH2fuXP13daV9bW+P3tnd9fL3x9v3K53bitK/u+s7dGV0V78Mzgd5ag0NDN/O9DYUt2cehudrzBw8/8OA/RhKF3zPzyO9MzS6w7HeZ7hz38LfPKHDLxxzQUX2/OV6S6HPResxVsA9vDbVE8Q8JA1Ch2hQJaHVBTIlvcdOco/azUJUqPtoLYidJ/8z1YKt5U2mFwdC876+Ce4k78WjBZEdtQFSjq238BB6psPuXNs8VLuVAse/AptgWgoxBgqDMU9cyPXrFm7ivtnhXd5MYmC6tVzlq47pX368IXdp73FY2sjD+vndc3uLzB/m60S8PWG7Y1bK2wLbCf3EhNWb8IqFLbDboi+yvoRtEVUFh+cd68xZroVw9y1AtZvtUrCqQ4e6Lvn1DpaPUSSZl97H0lwRbnUSq+RtZffV66OTCwZrlnL63vamNFTCnWMHtC93/zNS9eacezhTvaHRDjAb+K96kEYX/QfT4+/olyTGkMp0IRzZ7l2YWtij+UvTuzHmhWV5YPp3sJhz+YdIQdNU8FlPIUTN/LiJiuwcjDSPHuWRwa2u4PSkw0n/Fu4MS+KxFFXxANpSB6RHjwIRBeWoFffKxDib+6oNDFdWUlghBXpG1cbxUR+P33q0cP1Xi9biznK8v5zJfXd37/85U/vtx4vyi3m9J3D0LQi/+EISPlyTdtDSfh3rEIODgDeAqhtvsmNfHzLVBeYp6yOUrJEJ+5E2og0xBPESTRKg2Rq69FOfk8mStEkmmbQyEV0tGWaExHdzwBz5FJcousDQNOnvok4kxGE2U0reePDoteCVPKvNyhAg+hJaksZ83a+JHZsTvum28dxoukURW1urMsljuBUrjIECZzabFhUIRHZKCjojTVcKiqOkNQZ+6KgFSsnEJJOcW6REOfRJeHYdYNdhXeV1guxtOfO/vTjZd94dMqbGrc1Hi9bFyace3GqrCZsePVzrsVupVoGgsWKahqqdJ7SrzqHvs9au6blylTc8SUdnfqaIDhJpOXDDYMfjDQOlkGoB9raP6+2yo7w6mM4U6F0zCMkM7hGJFjSSaDZtDYsGxk7LEf0lvQteVeiqCUUA7klsFo0DfuEWrLKCOgFLL2cDq6U8lM2otnz0DrCPApGSwdgT7jeJYcatJyKkFZ5iLLl1jOMYx+PVljO9aEpWAaJXnMvMl4h7av7Jtwud1YlsJ/vn9BlsIuxpe2s22NfWv8x9ff+ePtT14vb6ybByF6N7TbkeKvOsp4OVp4CkKYQWbdxL6TQHqaCaP/DJBW9x2Ow9JRFk4Pq6TRlJ8T+2tQS9zH1zkDC0EWPQPWSas+n5ZZLkPc52sPtHt2i/eIEHualMYfH94vSQFHWfm9qjvOBUad58gySEesG5un4Ct1IO0N6EUpVindHd+m/owSzz8U20QnFOdxGnyw6Cmu6XKkl04RZTVF+4bqGes7WzfWrixinEvH5IyWX/HWVQXFA55WQgGKHwVaaxRTbC9YEdq20Srst4X92mnvT+wnZf/U2WsbPLC9Gf2qtO3GrW+sfWXXK802ukigfB0Nms7govswNNQMbwIcBigV7FPwqStqG9gzZmeUC8rqewbPDKk0XM59jpJ4CZIAr7m5+SxLOiy99rOE/OtyxaQlhp4SKbJFoVj3YIpm01dfl2J4Q+3kN9aDBjyLsEbgvZTbTxW9owZ1AC8yCGdJ98lIQ2kf+yj6eskRVB08O0Eekrwrsp+yzGOcbJL3TAkRKODUY4Ycjh0mIQHFg2xHQD62a9IUoQ6S4tz5sMQPRjiFHSGsavSutNa53m6c39758h9/QG88vV45fX7m+rZyeV/549//4M8vX3l7f+e67azbzt4be+9e1iSMWFUL5FIELw0ScZzvH9mCmTWRSPWOjdJHHELUCL4mHLXMJxlEfs54PRuX95QQa5ZBpshK8fWuMYYUMfM3FXI9h46TmSQ/52/HOZlZm68nOWy5mJM+GAbS8HEMMJEdXx/npj0RM5AAirTciJrGk6PzkKcJiEnZmfLiOM+BKB0P6s4BN/Myh5KBne4OLamDx2gTCgu6P6Olsq2NWhtfv16o8oVnOdFuyvlUOZ8Xvr5/5Y/XL/z+5yvvX25c33f2TWh7QW1BTYO3zcCjQO6PrKZExCe/yLU40PSCRM/AgEPM8FOMI3sz7avUCyNwO2Sfl1mVkbmX10jdKPs9+b0cULUzSqpZgpeUgYAfvZaO0mqeFbN9owPdHRlkH3ZprOPs1Cd1AzloBzlocLyfDx3r7AIiCYcBVhkZIKkvOM/L55VRhixpe7qGMYEM8rxjfyaQKsIbjGBXOGAdxxWgOOl0bYgKrW2UfeF2faMsxu9/LHQ2tK28vR4lGf/8440//uMrr3++sl6vbOtK740+A0esOz0lr8qg5QQCmoE0o4fDrJdihz7NFKxIoFzS2ZA1ydMsWcFEVx/o798EanNfJPUe35Fpbo/vTPbgxF9+YCX4t4r7BXqLwMH2CeGEPX+CekLKwijVaNVJ5tQG/3fd3fWs2l8QfkPsfwM6KleQN0r9dx/r0ANfQDzb3WhYdUSrmGe6eRbGp0k/fgN9BX1C+pM7mawiNA8m4L0yTZ6w+jfMNkw/IVyg/zue/R/ySrwMpOot7IRC709o+zd6Xdi3M2sVvl4axoatC+/LwrIppw1et86XW+PLbeNyXbneVvYd2i70LvQd+q3Rt5V2/UprK217o/cN21esGdp/Cadn+G34ArKhS8HqGcpvIL94vw79MtiflBPUX4ErxVbvU5b8RZpfzzbne3Zx3tkDVHg+u4dTnKaLNqTv6OKgS9O/u4zYN3+/djip99DYLyAnL6UiyijhJOLv83fX4Xe9J+G/dExCaibWWcQOfjV/8Pj+/HZe64PPPtwQ83Xk4dTpM/t2Qx23OXbqrNQdfb3y/NRZAsTZld4667pxuVz58vrO89OZ93Xj5Xrjj8uV31/f+P3rO28XD0Ss28a+7/TW6b2jfdbf7FCfM/gQ+pxxvP72Z5qLmRd9CHi0D/6an3JSUL7JPMufR93pmwvez/H86kBe/PzYveyZJ0UK9LAlW/SlLaE79pPLaFOqXVBp9GXHS2gJNEObeiZWKUiBZdnpPUo89ROy/ysiipyuiIk3ekew5jZu59nvsXigl/7fQdewo7qXayhKIYIQesL2M1KUUr0kEvIFtKDN9SVZFgdFlyenpwCf2+7XtN4wLezyjhTjhnDSwtv6zMvlmX/sG2W5RVZ75R+Xxp/v8PZmbF+V9t6w2xW7KbYu2HZC9l9iXaNX4amBKoveHBi6/wn7ShEvJ12WAgvoJXqu9j/AvmK2Qo0gkTlv8hYBn+j731G5onrx/hZsLpfEnE+dop2AiPv91q9Y34C/AWdk8esWcR2ylAUplaKK2UZvn9D+G8JXqL/jdqL3We57RQrUpYAsaP0cfrsbCQz90fHXyzGVyYlskE1QnU0QiQWhqNkSftlANoeimkrrkVXhQlmytiqQG9GNulBMqZgczsSJfZEK9BF4tIOpDYPmMGTSYW1M9fnyxwTTYHrqipeqGxt1XxHr9M37Gqw3KLLx9e0MGFKv3NqZejpRlzPv7zde3668vq28v6ujm/bNm/o2dzqoqjs1ZHNi0x10Q2wF20jUpvMh+YBvpdK34yUiopQJApwZjmSOkiwHQCyNlzTqzmQ5BkmDw8Ck+ZxNqdc2AiIFi/4Tcy+ILHsiFnUyFbLWrh86PcjHx51xnsbitOYyOQwdSV2PdU6bajijw+kxUoEnFCIWw3LaHcZZjPNwfCf9PCrG5bhmpIAnTblx5CVxXE7V4dC3GJ8JHpmNjIhhFC0nrCxYfcLqE10qO3DVxtI2/rxt6NvGs9x4prLT2a3zfll5vV14v924rhu3dWfdNrZ9Z9dG0+6OZxyl6VlhE2INYCqV4QLZX2s4yO+QBGl8WTizhlA86lwfcx7z/JB2PmtQI4V7IIHyGpXZOJ6W5G4t/WUi1/PkD4yY+Xh0kiQyMJ1nd9DByqjbzQf9KeIaMkqPzAoGh5IxfmdVxCidMd0ps3zmbIrDMWXjrTFXErW3x1o4GifjQKapYOngdaagu9Kl09aNTQqX6ztSOr9/ffGG5E35crnR9p22N/54+8Lvr1/4+vbK9fLOer3Rto2+N7SLB6YmCLDFM9wh6STLGOWY8qkj0JiBhsyqSadLrMWBSpFhrIks4YSZ64DPSxAG8eD7s3I4r/FMs6EcJ50nqvPB8Wu5Ln/FqJiCcIZgHpnmzqGTxsSD3pvlp8rMi6kuW03w5tvV5YAIZp8wcQcEIhmHGY4Qox37GNBwFDWr3rhPFBVDSkfsjcVO9H6mFmE3AeneoD56MrlkVQ94dd8nNeRws4ZYoSmU3uj7r7R6YrvAaelsf944mbDWCnthK4VFKvvbzva6cXl7Z1+/sO9f2PuNXTd2NXZVWpt4mx3UBp4RMZqAhzNv8OAod+jIutQ5bPDx3NN+xY3ORrcr7vDObJNwQgUliUZaatSJNnH9pqCxP88UFgiFT3r3CgORGTmC6iFfZqezSWaueNAW7RMy93tHGiE2Xt3LMXy/CXf0azOa3Pw7g63Oe2tYlnLw0nGdOnyDx/1iH45r3fPm1CqzB4t/1VPAZTp9zAtkvBnIcG46xoSuyq6dW9spe+X9cqVK4emPM12V02VleT5zu67crhtf/njl9fWVt8s71+3K2rbIhIgAhEX5Exxd6vfJjIgooXjHc+BAs+fYnUe7ehNZkLEfhaOU09382PT3eCPpPHURAiSSZ865EhPftOwFMsvJvFb2OznW7OC2f8WSTV0pj5RrE80Jg2+P3+aZX/fPOd1vCrzfIQ1DLh88O+yB2cGcvNVCT5zBLLODmtQ74vdwSoCMUkUh77O8VmYxRZ8lz74Rem9I29nXlVIK72/vVBbOcqLvHoRYlsr79cLr5Y2vXy9c3jdulx5BCC/9mhk34wd3QnpGgiMUM9Cc+krKsznT7j6bInnMByJrUi/uhM9YxxQiGZx5OG+qw415dvvoCRLXd/2pYBMojNwPJJ39GCU8nguXiP7Hx7xwrN0d+ebaH9c6nu8ur4i7L35nCyQg4MPMnklXGRmxSXN345a7689jtsFfssQXqDZ6F9q+IqWw3i6UCm9f3f4rXdmvjoQXjLev73z58sbb2yu39cK23Wi7l2fScNANJLAcgYh7/O6syx705Zngx3mHeu/8xjNkcqYmWhp7yvhGF59l1ERAdw3jSSrQh7mfv3TQZ476AGfMfPknRwngi7w5besavPTNMyPKcyB7HfEuRQ9bVXYoO8gGekbMSzi5zrvDcgU2PFATgAMWKNkToSE0CgHQ088RfBVgj54DHcqvUVbpjJYzIg0HNRZQz6owa75i9dX5h70hZYvebiUC5Duqb4ieMD1junigtQu7bojCbQcpxuuroKtgp51bhaU1Tn3nfW283Ta+3jbe3m9c18Z2a2wN2tZo+05f32j7cLpY7AABAABJREFURtuN3gLtrkaPrOiuDeuF7PFn2UO0B2i0NqTsuE7/HHO4OWmVs/NDaw6E1uj9YGvoeu84L81mus53hPPgXb7uz8AJJINpjloelQeLhI/sFL4qt72cyoTRsJGC8OZ0XuaemT86PpCFSayPvOjuvcdr3++LSZJ9/9Yf3eObq3x/jDMA8NvL2MPv6VWqKQng1E7vjX3z/knv728sS+U/n08oyvnpzPnpzOv1ypf3K//48wuvr6+8v7+z3a7s60prO70dPZqOoGvqbMacBTHY3DejSx131r+Oz7+RFx8ej89+6HuHXXzM4jff/SHZ2DSJ/IAevj3q4jzYG0+DA5KjfK8UKLeQC89gpwD9gPsZzgzQgioa1VRELrj9tThQjifX52v6GkMeNgfmqMZaSIbiHbjqWeBnsryd69sbau4z9aIRDrJGTlAUW7w0dunqwQeeoBjtrFGF0X1O1joqSsv+p+qg1nUVlpvw9VJZ6olTK+hiaN2xcuGP/cKX9spbe+Pa3lnbyt4LrZuDdFXRHiBnaZ5Z0He3OdUD0iZnZxVdQi8Ku7Js2LIFYNOz3oU9WjNXPEstSkjVDUGp8uTgLZ58XrtBaXg5/8z0UapVzE5UOyGcQE5xvQqiWG1Q91jXglinaPgBQs54pYEFtepj6t6H0djwAG/5S/bCXw9C1FDyW6BXQnkb6bMqkVm+TLrcHpPvk40ddXm5cy5lOZRAp6ZtaV7qwrK25kAkSRgFrnwOJ52ZBxFqlLQYTSTl+K4Ic7kolU9AoaTAUEUpSPfgSO+uMDeuWBP26mn417rSmjfefr9c+XJbeP6yRARpoa3KdlVu68bbe2e7bazrG23v9LZ6rW11w1Vl8/RtvXr2h16c8MQ3uQYqwecURwpjkQ5aQd5AXkGeD+eSfQrlwstKec16Z+qieEmoIv6ZVESemY0ziTpsyI6Jpz+KddAlMkduHqCwUJComDwjEgg0M0Q9UJE1gLMB8kBN/uiwZOWHI9AV9tmAPNKkR6qrePbGQEfFVY5g0xEkQYPQMggh9yhOV06mgEkS3R0yruCOLnd8W5RTsWj67AGlJeZeUPMor6aDVsQRLjXSXqP0iy3PUE7o6TO6PLEXR4O+9Z2+3djfrnytV067cbp1rOxo8drCl/cb18sbr5cbt+uNy3pl21bWvtO0eXkmNS+vNCM1xRsJOTIknK0cAtGde3hD2RQURhjfiQwOwymDfdl4Oo1QjfJTkssTCOAMuA3Iq6/vgdKMLKaxPBkY04keZoGezo3J2PseqQ0HcrDDLCEn/uxHwOsIdGWarqOHZzQgQYf56l5RMT1QiXdGliTq+PgOg4a9/MO8DQ76y0uEIUP0FsimthmQUDzlsLpS52g6d8D2rYMK6+WGduXrs7J1j6L/eXnn5ctXns6f0Lahbedyu/B+eedyfef16xfW68Z+u9G2ju6CtnCcqE608LBWcihKw+E208P0edKGB3YOx5ALnBryo+KNkhRveqVOxxCOejgcbwvZ8OouCPZQBiknVzIAkjzDNBr6KVZzzZNP/VzoWo293yUeI4R2idqYEUT38i4+DyNwcudkSVSpIXrGezZ5+qwrsgW1v7myUN59rqP80pJZFLbTaR7ikxM9aqyXyOTqlq13r3R55aQnTvaMqCs6SMHqHhlvEittjojZFSnKmQ7F2ARUhK2tFKls639FeOL2FaTtPNs7y/uGXgvbnxJItEq7Xdivb1zfvnC7/ge39cqtv3Hrnv116+qO4qY0C0oT8CyjjewvY7jz3hsQLx5UDWOEusa+igCsgNeb932u1mlcUbvR9M0zGcx75kh9ir1NrIXzTy3eLMwR/YUSGQilvrji11dMm2dPdfO11CXoLzIhR9N5vRtftxWh4yUpf2ZcpBNklofOF8VSTbw3t/yvbKYcCObYDcmjZods8qJ0cmeGmmQ/mghyZGbHFLLx8yQVVgll2XleFQ8uinim7AHcVtR258aT386VbDzbT4UusGmHLly2G2rG8+tX2rbTu/L65Y16rpRTZdt2tm3n7e3G168X3q5vvF3fuO0bW+/svdF1j7JMLRDqEfRKXW4KQvhYwoU3ypyUMUYPQkS2ZKLMQ+8YGYH5VDObGus3GcNiHD3FYq1zffK0XJvQm2ToTUf2nY07LMh0j/sg7c+OmZ/ms03fG4vof0tmQ0zlEdwAThmXMkTGcx2mfuiSUZpuONfHLfLaUR4zwSoW5dtIcFM4hwfwAQYIIpr3HtiGDHC5/FTbgx94A3qNTO+9eYmA2+WCduWL/Ml27ayXnT8/vVJroVZh3UJvu155fb2yro31Kux7ofeF3i3q9/uPj92daKJXCB7g+ysC/ulECUfeCGyOLZ5grFz7Y3rJqZ+dw6QczeArjF4sI/sz17cQhdoHr/Dr+j0l5T/utCMaLfp5oQNGM+iZBn90JJhqOMVmOWnTe4N9zfrXI31H1sGgWY1r51xIsrTjfSs4sMLtgxHem8AqTqN13C9VHJkui6RLJkcQwZnM1jWN4IPXsu7NZdS2XTGU6/uC9o0qnevlmcvXd/54fnGkKXC7Xrm8X7hcLry/f2W9Xdm2i/PDtrnDRDP7PXS2+5qrY8aP+YpMh8csdSMyIPJaefYRoBq6HRPoB/CsZhnrdA+eAMlMcyZ7j8mRKDb4j+Q1xtjmV/eBk58dsnSQTin/8HG30K375vNWf8HKE3J+QuoLdEfKez+2FeqG1Y3Sz8j2GXeodagbnN4QNoYDW6MXRL34vcpXsE7p0R+s/R3TF6g3KBtavmJ1xcrfMfkXtJ6RckL5gvAOekL6ryFOmtuMyztiG1XfKMUGcjkzN7v+6eVR+t+hPWFN0FLY2g2tG++3RuuGXZ94lxOvdeWp7ixcWbiy3jau143LuvLlcmVtJy7rM3sztq3RtpXt+gd9V/ZV6R33i6jRtaKqtL5ivVPkGaRidgZOSI89d95h8Z6eKr9C+YKUd+dX9RlT16tEV6R9BdtQLsAV5D/xEtKp64RcMc8o9irVBaufsPqM2eYBDS4IV6gvyBLZxwB1oZRnB+C0fshXOyF8wrOf/wNkRZY3DmfXd+ht8KDvyd35fTt+HciPD86Vj9/+5vjoGg/3ygsMmzSfV75jCk06jaTmETxkutcAp6lGKc1Ga4V1vSICf345sfedrW/8/v5KXRbqaeG6brxfN97e3vj999+5vL9zeX9lu620dfOgV2teGjbL0KUNMIPm0vZM3QviM8Y5aVN8qzcf3z2AJ8a3WRKzDvedaX6cf/voffvgnO9d8Me8bjnheo94oEzsmZEpLRXqFSkXbPeqM2LRuFgX6AvdCk0rrhPsVHaK/ImwUPoLpicqn6GUMR3Cs9sx7Q8gMthh+MKw5udHyTrve1jpukYA4krRKwvC2T5BqVh5wuqOnVaqNqpecR/BL2gR9mfP6qjmErk391XvzehdWHpF28L71T2Wv59O7HZmOxe+ngxbbtjpxtv6yuv2ha/r77yuf3LdOre9sDXzcnPdsObZG1LcT2htBYXeP3uWRnnB6gL7E9KPjFMrV3i6QL9B96pBhZvz8f2JzpnOi4MSlhtisPCC6y/ee7G0K9SO1SsUw/oZwzz4YAvFnhE7oxLl/LL89+lPOL2DnsFOXv6pdaTuyOk29krvFd1PobvvIA3Tq1sQ9tfCC385CHGks3ptvtxAg3EUwkB4whsTp1oXZYKkkB3WB+MNJW52vh1K6LFZXB+eDJExlnMw+ebOTjHcERdOqbxUGjHp4EyEseX91K9hEXXTGqhhRetKYce6l7HpmyNE92XDzLjWK9ornYVtr0itlFrpq3kgYtvZrivburHvK31v9L4GA9yCyTZMPb0lo15Z58bRkeaLPDF55+ChsEo4oyQca0RJn+GkinJIBqIa85LNic94tCvq77ORiJIRwcfnzFnugUg4hJRnWoidybpnPt/hIBmOkh4bLGpl//C4cysM48IOL8RMnUxWwTRH8+eprGZ0Nc4zxrymHL3rfzJdS+QYDwTajsmAZRpbOvRx5JIjVgumUZsyy/SHUFMBxNDq2RR1cWVQK2g1ehFaKWwm3hix7eh2YalKlY7hjW2228b17cLt9cL1cmW93thuG9u60fZAA3QNp0k2TmwcgTw4Uvrj9fg3OVhsnu80VOb5DuPriEwEH0iVw6ZtHjSc6zisMru/3kPTSstVm1FR87In8kqZrvWj4zCgBtIqjZnhFJlpL2l/vmkJskqDeJqj8Z2ZPqe/Z94Y4z/+nscYb+RcJN8agbsYqxVGwFiODJ/h3G6+/rp056LbDmKsF8A6b/VC78K6KufTivYV6xu3deV2vXG9XdkuK/ttp28bffP6xNr3odwRjprDkE1FLmsHlzHXwxFwt70D+Tl6gugxT1EyJw39I6CQ9GKT3PD5lbzm7IS4Iw1XOjx7yjjKktTwf03zPoJS+ffdQn33KInsKBLz4A44b+zd3dDKzRGX86WNJsxkmbCCt5M2ysgUyoe5hQQ4TSNKfmdkuaEM7usIaLlDqcdlanF+38QDC2rBQc3iORrGjSxB4Cmfzt8X694UNVAR3c6IVnqr7FLZ2g2phdvVg2Xvy4514WyF04qj2MqZtt1otxvXS+PyLlyvhdu+sO6Nre20niWEDNU9Ggl3uihNXPR1vW+zrKx4zcwNK4HYwflJRdBRvq8Hn4QM7CXaRijhPF9idg8EtaN/w6EQNeOFJZwoSwQnluBRbay7iLf5yrEeinqWs4s9no1qqUOa/fi4N5aSbp1PzTOTPPhwDh1MNInx2DvywKu/QcZNe+5wljO+f49W/3aEx4gmOTz+PX7D75PNodWO5tJNYGsbRYzr5o5PucDWV+qpUmph2xt761wuHri/bRe2trK1jb2vnklo++gJcR90OHTKEVRNvXNyRB6ur6kUU+z140nK+GxkSwBHU8PI1h26hoxnZ3wyvy9Dzk4rzPzOgSR+5MGP1CXHl79zSPbeycN+puvlvgkaGiAnRZj6i8k9bY3/zedzaAXCRL9lotcxoPhe7IHhrMzLZ9B6mleZ7593d4SghC5kUVN8lOTqjV4Kbd8Q4LZcQL08VGu7ByFKYd8b2+ZydV0vbFunjRKHbdTrzzJdE8bjcLpm6dSR4TDTREq1R53ZHlSmgxqO7x6uoYNDlGOuze4DN+CyfjiwyzF/pD4ZJH83jg90PQiHw4/4W+rmyW9Sj09eRYi9RKQ/6FSD3GV67km3ZM6EniZrBMjiQjL9zq032bAeKD2uf29LzEPKbKYHlc9yXMmTLQISjvDufUN22Neb09qpuozvStu2CDYLW+hut5sDk/Z9o7ed3vfQ3frIYn1ckmOoaQ/cr8ExpTKdd/90fhygHbub14/0sZTKSV9Jz+nkTB1q3uMP9DJnMI37TOfNDPEnR4KIRhZITxunhI6NZ0vYCrojOn1OguEWjMUBLEmvtVBOJ99PWhkVIjhh8smfW6/jeSCAE0UgdP8je20DvuAlml5iD37Gm49XrBgUL73opUyyzEqBqMUu/eQ6XdgQpnhgoH0FubJcT9AK616wKki9sldjL8a5ePZrlcK2Fm4r3G5wuRhb21jXjdaVfdtpbaPtX+mb0lcHRlk6iLtGgrtn/Gra5SUakpfN9aWKB3fUUcNiqU91KDtiG8Y7FmVbHMntupyZl5uyWeeeeJJFbzFHgINntHoGV8ocz0bLQONRMtNJS4+sPGs4YNEDrqbPDzLlo+ORMO0HL2f9//F73xL4XyT56Vz56M1pIP/MFafvPTj/JV9nBqAq2lyW7tuGSOFyuToPEtjaTlkWSq2s+871tnG5XLi8v3O7XNjXjX0LPtca1vvUv/A+C2IOQMz4NPvhMs3z/jAl8zl3p310wf/B+fvue/dr8nOwEl7vX9Qd+SIQpdvIiie43ktx28H7hRZQw3oDPVG04H1izwg3pLpP1nDglwbIU6QgZkhvHoTQK57x5aAtFwVRzcWg4D13VLy0kOD9CqRXpJ2ReoLqvXMwcSTa5rJCxUGKyBKiVEFl2Deapea7QuvoCkqhXY3NhOvTu+emnRt2WrGlYEvhcrvwdr1xvXTWW2Vblb11mnZ6UXopYeczgQ7z3gcIxKy4f6X1AVrro6/cQoLQ3V/rfDDLaaYt7n0CcTlkCw6EAynmvDT8PkJBlk+esNpKvEeIUgcqYop19ebiZp5FsixQCsoLwo7YilvBT7F/vWG1Z2yIz/dfOP56JoRmPcwSilDuqHD+lzBI1RtUG1EzO3aySEGWeig3pqHjCl46wsj+Dt9s1AQBStQ6T2Sq/QpyxuQKEmmO5RYPv+DRoFCCMx2l4OUSMpKp6lHwurpKpOopKe2TN/ioK5gnFhUV5Po3tJwxu1BPhbZXltPO6X1hORXKIkjFq/Ds0FtnXxut76zrjd539nb1BjlZm655MMLa5k7qvoMF8gkCFRJzNTI6QkkWcYFozxzBIYnUo5zCinXPZJG7muAVNNAFksi3C9Awog+FnMNZYhgbXiNy4bCEopSMPYO9OAOTF2AFeQPrXnMbd3wlqvFw2n3viGcxd7Jl3uO9SZQKrB0mhEE6Xe8MMTkCEO74FFfKHg0ISaPKhnF6GKNzynFaGs6EB2JfwEQjBTbe0hQGCs1RTb08YQaluiBtopRakVOhlko/VSiFfgIWZVsqWj31duvGul44FaXsZ2Q9D+fvfr2xvb6xvd14//2V/XLh/fWdtq3cbu9oa14STJuXUbEd48LhLOFgeFEffqQrsuNp4FFWKufX1ImdNEDCYJ+yKe7kn0AamcOVNFL7Y1+OdUvjzZibUfvcFpjmPWArjObBifxLJ+L3jllm45HogazCGLWXNX5EggfWyCaSQIIJR+NM8ObF7tT13gFJk1lGRzyNdxikHgw9aO8B+R70SZSjEJtot/gaDUNXYRh7Wfcw7q/qaFhdd8pudKlYX9gWo7cCbKzXhdtqnJ6uLMvCsiyRqXWj75197bS1sV122raxXfz9tjW0dXTfPdOid9CYB/Pm6NkjAitkA3eLVT38Re5sceEZhhJuWGRDVUoLUouGzZnBE/s90zizLmHyRLPIjsvSHGN/57Uj685WXPlKeVMRCwMjSk4MutVyT4M/OEpmcNVYnx7OpZBvnROKDHofbhCrmC0o3kOjhMxzTuaISJWK17n9EwQWntxQszOHc1Oj7wuBaq204oFrY6OgIDtKp8sTpTyhBXZZWKywdIYC6DJ5g7Ig9gzlCasvEbDYqWoUXTGKX9mEdXvCdKGeX9ntHbFntsuJfrvx/tR4+nPj/Lxi5RMmL/R+Ye/vrLfG5VK5rCe+Xp+4rMplu9HbTjpvmr3TtLPS6SiuYwlNDxyuAirvKBtaoiRS8JCiLxR9olNptqBsdMm01IVsjSh4AzaRSjEHQ7iW0IciX8oGEZQxFu/9JAuWAQQRRLJ0U6WKZ/Q384wOF+/pDnOFXS0CLvJ0Jw1/fCQPjibEkkASD2YlmvRwQqcDJOWc772jRErK79ysx3dHeboYmIxacFHmKvs0TajgIUaQ4ZxMluhx8CwmksEHbz4nd30KlERTq61Aoak/29ZAbeG6Qe+VQuO2LVy2N5bTmVIKpRTPpOnKGg7h275yWS9sfePWruza2PpKNy8B5hkQ0YdEfW6PDIg0bhNhmSXihOPElC/Bgu7KM2VA4ziGmmIz/m5ClN2VJIRsrpmqigdXB5w/Jjjp43DySWa+RGbnZItPMvgHh5wH7Qg25mSslcj9axQvIWUH/kAFB3J4ltVRNjTk7R3fBqzfgdtHXx1NEFTqhMFNI8iYyMYxJ5mRM6ZROFDc6mAJOeFBwSfXWDTK1hQHMql6cLG1DTNlBfq2Yk24LSuX9zdOp6dBd733QHpubNuV1mDbCr0bvVlkbkVvE3P9zLqErz9pP8BDqQIhx9hlCo7FBGVw3vXgnJ+ppJUZaASqp75efmR/p6S3xhH4kNjrWQbWA7nexHACQqQjVXL+GXvCrxXlCeVlUMrHRwlVf3JKT7/SDvASefdO76Oq14TGH9TuNHeQ+7wLjnnIT5Dj/YN+opxr6jNBQ4dt4s957IUMKk8PkB+mFyzWUaM8gnbXjdpasda4FfFm033nfDlzPbvuJmHztKa0vbFtN27rO/u2sm5XB8e11cFJgUQ3zd5xFoGJZF1TECJBGaM0k00BpjxCbozgYpYqHbN3HMPZEus2FiCDWkE74jaIX16ZA41H6a/BTIINhtdi2HU6zjqG8WP9zfYpCwij9JuPbTk5uS6CVUX0grQd0ScHLYSer7Z47fJyoteCFKGexEsN1hfQQtm8sbH3aXzC5F9cd243sFug/hucXoEb1p4wrQjPodO9YbyC/Suqv1F4Af4NpHvvgrrBaaP0FfY3n+NyQuSM8ZvzhF192z97PwlVofXOtv53alNke6LKgpVfuMmZ2/Pv1OWNU3nxkiB8ovCJrXe2vbLfCuu70NuFbftC18atbfS2sV5f6bvR3he0Qx+1+nvwugq60KvXVK/ha5LlgtQNW149oLNWpFdghRKlq2RHeYf+D1/Zkk5TXz/VTyCClt+c/4VtIfoHohtow6yBfAUulPI3KM+ovqD2BPYOcvEsC12x8oxXoQj6FBsBH7d3Vh8fBel/Zy7B++PDJj6Rx/f44rQBZ554d75NL3/EX3PXyA9OnQ3okLHjvo97Ue6+dvDb4P0hwlSdN/buMmjfd8zgWi/su8vC9+uJr+/vnM7euFhKZW87++4lm67vXobp8vZO31e29YruLTIhovSc9tHH0EZ1BxuPlOpBDs/57/0zBFOaOMfx/Xzq783tcSTfs4fPj7k/mlr/+Krf3uOvwZQASn1zOXk6h47+GeMEekHsSjcv34sI1IK2BekLCaAuvVLU+xeavFBOrziibEHtjKL0cvUshNPigNrrCrqh7QtGpzz/z1DOeO+pKHVHo/B/Q/gNpNCLINYRu1H2J8rtTHn5BE9eQQTE3QEraC30l+fY32eXD73fydWmi/dr3byqSH+DuhVWE/QJFv0H2/W/sZ3/ztvpF3p9QuuZ9dZYbzu32877ZWHdGrfVs/L3GiXMT8V722zu8Pesd6dvr5ri/Vb3fUX3lVI/IbIE2MlQdf5e+XsESr9ifPG/q9tclR3PkvOeFk1PTqdRrc92rwrhqkdBzn9zf8j14lkW6Q8vCjX2Rm9U6+7SKFCehWaVrv9CsTdOekG0gHxyn2ZfELkh/LdwjXqVoZ8dfz0IMSFZg1wPxWsokWAD9QIDBeMvOJxCYZRJKq/urMzvpuE9ZnBmqpifkw47SyNhLvcBOSDLRrimpCLkCJ5MuU0jOcqA0OI5o3Gqeu3fAlgRj8abUfZM326o3jCt9D2DEMUZW+9oM/ruxq03xWnR6FMj0q/Rkd1raTkqMsosJTMbWl2iMw3SkQa4MvzMxCl9bk1cWZqMNSuRPVFiLsNgx06uzEmMwSJIMUWpU7H2dTsUypG+LFHKIsv42IQSH87oQjbl/eHxiE6bjZxBbEl3ruB9y2pTEswGRNBGfi9fj3s4pboyV++/n1MwI+QGynq+z3H+8fyhyKtnSJgumHh/BbrXrTYRSjT2jIQ0WvRVKXSP1vaOtk5fN3YxSmvI3hwp0Hba9cr29s7+vrJeb+zXlX3rXiqnhQDWQKqP+ug5L4FIT2EX2Q0aa384WAL5mTM+GUi5B7M0yeNS3CsxKSAflKPpmo/p9ZYGTVzr3nYIOhhBBwvaML4hjY+OuxJBed1HhSNdmbnGMukcD+tukIj70YxwPFv+zHxIxlXukb/TEJPfMpVUQXy/Zn3Y2cmUTxNodHeYxfvdHWjavBlV38EolOpNNpENbUJbGrUKZivoSm9K3zptU/a10Xel752+6+B7A2UyxEY6fKY0+8ymkUBMpuJq4SS5g5/MTpQMEkSW12ywj+eF+3Jc3yp8g5eEY8uiBNhxxkRr8/eHPAFI/jqv7Y+PIqcYZTSelshSk6ms3BjB0XPE5SehTKV88/FoOGABTLoj7eMKZmByILSd9UXpCHOHYzqOM/jhZWIsGpkq3SqWDj0ccVGm53YURmTz2YWi7nBKdxKYBzUoNGsUVbbmPO8mgmmn1h2zhnKjt4s79coa5Qtv3DbjdlXWzZHD+76HA697Xwg1R9oMx4j/eEzZXAFEQdwoFDplCkZ7tY4y5K1k0CsCg8OJlZmdQyZkWZc8gkdkoDGzVsx1Fos1HZIsVRzRWCdHzGWfFyGzLcTbVgynLB6U+EvHAy+WCNLeHcGrcn8+yE0b58Q8TrJ4LhtwmJ7z/pkAEtNMjUwLycyxOaMwbzyh1JCRgTgji1MuOXIoOKr5I/Ro4rpHr45ba24LsLF0QzII0ZXelW3fWdvO1nZ27ey90+7oC0bLm/FvIjkD7t/JJx3nHu/Pv47z51lP9PNAXj6u2jh5+jQMrAM/Md/PDl77IHvlm/Ut451vz//OkQQtmW31gCa3wb7unvF4I+9TJ16em2TKOBvXMEb2wnAw5jM+OtAPnXmUtxvXkIdzc39P40/+LnA4kDMA5bxW1ZmOdtcTevO011LW4fzvvVPKQpElyk34ex4Ik1GSRCPr5ugHsAc4yXXt0UNr0sVyL4xn+Gjt8ntjDmPl77JG7td6Xsm7z5MfjvXUiX/c24Djnne68hwANT7iPd87EjEpGYRIu+Hu6SP4YWXIU4k5kLhXnjeT1LjA43TY/dWPsaZuc9DICEiMabOH1/NGcL3C5J5DHuccwSPL0mXmZcK0u6Rtu/ch2qsHf0xP9MXltlC8OWtT70+4N1rraNMIdHkAYpSOy7FOAYb7n8cJivGOtx55xRRMnOf4bnI/5HDT7wRL3fOo45idnv76fnVluu983YNP//AQL70o5TRdoiM1dbPIICggnCjl7MCV+gTlKfIZDeHkcb9iDmZAEPFys1I+x5y/4CVoI1NWnYbJe0dZIivRzzEBTXJF2DFdgUssoTCypGSHHn4OTs5T9QUHI7qDUYqD4MTODirdwUzpoljtlOWCxl6r8oSyUxejcWMhMgPMPHCvjbZ6b5zebmz7O70b+2bO8zanyWY7htB1GYF9txFcjjiA0u0YFwUphNMWiGwTPXnjXMXt7SkTO3U1SgAp5ZMDieQlSMmDSsO2sk++zNG/w6IksGVDxbLhpb0N97Wc8Gogivd3KrFOhQGMShqW9ef0NpPeD17dv28fnHcv539+nYfTPyjv9FdH/r1d9cgWfWt6dRJTc31YFRV3inaEtnsvk7IW1NT7fe27o3ek0LqDLLdt814Q20bfvQyTtmhKPWdBZOAh+cRsmw8298DzBljzZ0/9s+N+rb79xv2aff/MWcZ/e5XjnZ+vmPXoJbg8YVQ0wGiiHihwHhqlw13wBvgy6F3WAPu57uOI+RokFCVkueKAvk/HsIpnK6T2KwkcZ/YVBu+0RjED8/JGIguynKA8oWXxigLlGmVxe0iNAH0VRcSosb7FHKxu5YSUsAEVL5XbLrR2wmrltu1QN0q/ojto2TF5Yt862+q9Svq60rcNXRVrhu3F+9ZgrmMMUe5+VaGFn2MFa3iptx1ldWB8PrvFNJD9/xpWg+arjhmTLGGY7Q+AEdVr+B5evCqNmVfcGT03M6siSUQl1iiqBeGBJaSjpSN2Qu0Fs2dMo5pOjXtXr4Skdz3Dvn/85SCE9C3oIJT7Ekw/HRPmJZGs9NA73UFkIogEerxswWzEiZMrkLVyp81TE6H6yR+ib6Fip/MvBL5ecGdU1PCWcICmYmJeMxk1R6imgEgUIOJpQEx9C2R3orRn0BPa3Imgi7pjThtFKmonZDvRtpVSb9Qq1AJlOSF1AVbMLmiv2F4djdkF1ZXW3z0TYnNhZr2DdYxLGBaRNpmMT3zjYFlf+ea1YasG2u0MfIK+gUaPhrL5+/LiyocEUiwasbhy3KG9hzKUJbQuCOrlgVg8/dRkOC49BVJdsOopzjnhiNhrpNJls8as03uKtUu0/PoXKC43r38DEmET5mA4MTMbZBiJpFN7Rvfh71sh662H5cKBzjFg53DwCsIZd9C1YLKpBMXpodAd+nauU268RPxINJ1RrDiyWjuu0LQnihm2Lx5xXIoj081TrLqtFCvsulBV2LaFakLpO/UmEGlmfWvoutNvV9r7V9qtsX5d6evG+rahbWO/bV6upF3DsN3IbIFscOvIxwgORhktU58j9wsHXsxavCfTPPt8HFs5FX453ssMiPCcKDn/aZhE5stAFtiYW9cql8GXnaHn9zNApzH+XCMG7Xz30PiwBFrO5hvM5mA+Z/CbROCPm3UkmtFm5phlsHMIhTw3ItN35ZyCdocTB2QysMZWGH8oRG1cn5dnMrjrp0TZIU0D1ufLGiDi6X+l+HC7NzkqS0WbUBdluwpl2SnVkKI4wnFHe+j2u6Eb9NZoN4+ct3XFVD3t1czLaVsYBsYhLzLlPwVt9v2x/EkFkclutPisjgyKec6G43PMURqKEvcKtOhwaCXNuMF1KJ+Jso1AsGRw+zB+R0BAJzoZKM4fK6C1/AKmdG6Idcq4tgeRdCCiHd0wFOGSJQe9kZSqZ5S4ohc1POPZjBcEc2WNNKsUMQ9OSFEU4VSeKFbp4qmfnt5fI+HGgx0qSscbWDUxqrhiUjQQabVQzKi2IbohXDBZqPJ3KCVyIgsijQVYtbsz91aordDbzlIXtmY8L8b5/SvnxeWVFSPLoN965W1buLUrb9sX1r6z7zutN67da/U3q3QTUEfy1e5NDiXRJ7YjbBTZEdkx/YRnieRej6wXN3mADRPP5PB0fi8nmNRmGD0C+UW8pKFlT5Ggr2LRG8J2LFNsAW8edgpkJ94XquyYOaoO6Z7twhNiL67cRzqxiQMs9oFC/sFh0+fJZg2fVJTRRHaeg2PT+fnx2VFWxFNuD/50yLz5WjZKVdm4yv1Vk/b9k6S52Q3ndOvrZyOjK8V2ygWli6t53dzZ1dV53l7cwYZA7ZVdjaVUzttOjRJYSHFnsKobsn1n7zvrvrFr49Y7XY096lSPHhCa65kZXoR8DCcxU/CEgje0ntZjIH8VzeccAffQSSOLLPPv4CjNFebHNPfBpQSyGbtkJDjPG45rz3jx8jrBuwYwqHEEyMUDjjIu/JPjCDh5f7BE6Cdg45B3PtjQ1QphrCXvXRDOHLpcwViCfadBeqD/fW5qXDbnLMuLPlCeBNLPHsd0GHDDJokykJktdZQSXIfuJAimXtZOIvXd9T3F+k4pjd6UuhRqfabWM/CM8BQON4lsB4IOozlrZEt37R586Fcv32orRo/9ENmEAZoa84kxyqOO0lPzfkvkfk6gREymBi2krsaQsanrpkgi5zxlXwLMCB0v5itLqsQbHM6Fj35ivBkc+AHJleLPUKKM6chkwSJzLIz0sKcGrQ991MhbHO7rGOOAwMp07qQTjrmMQHBkSY4E1XEIqITOa0eWTkzuYbv4Xs8stUNPSf1Zg5QF64YW8WQVUxp7YLtutCj5W9fCUk/UUg9coJpn2PTOvjdaa+zb7pk4vbnuZrvrXqF/jd41Ek2rI/Pcs6pyfty+cjDHNG2DZ4QtJHWSKzHHsW4T47rfl4eBRepfY15Zgl6D1+U5U+aTO7FT1ztm+y5zBYus5R8fRf7ma7ac43JPwTNviHTvD1UqRapnOplnHYr8DSl/izJDYZ/XC7UoC7vPC59AFFs+xXxGAKK4LwMRt8eLl1Yq9guuMz5hVgcex2wF25D+CvuGlTe6PI+59OppzhuEX4AnaL9hpaHyxe+5vHigpf8CJqi9Q2lszZBq9NMflLKy9L9T7Jlyq5SlsPRXFr1g7Resf6aJl97U9k7bvtDbK/v+n/R9Yb9+QrWztYbaTucdE6Hr30ALuieQcvWGqF2gTcHG4qAN9AWRX8A6SndeuhWkX6C5HPMAbqPbFt8N4Gb/n30O5QTSsOUVxJvvmgmFf0P0xe+hFStfMa6eIaE7srwhyx8gfwN+xewzqr/iDa9/B/vk6yTq16U5cEQ6In/FD/I/eMygt3HY8ZH/9fPLDH59/+490O0715kDF8b971mQSMjaDAwImDaUSm87psouhV4dNFeWhX3fo4yml9JMh7h2l5Wt7bRtpbcWwa/Gvnlvkbym9gzmHr8T8JK61dCzBijOPn6eb+Yh+Pl4/3GOZHzHcq6+azZ+9NlHJ3+wTh8N7QeHbb+4TlFfsCL0+oayU/YvSNuQ8okin2h1QaVQRKB6iSXlSqmNWqMPrXq2s+gZsQ3RP+ls9PIV4Yzo/4ywQBVMCmrP4ZfySjW1br7vDbKijdhOsc37zdrF9bvlE9TfsPNCr2dKuVLrH+4GFUNZaPKCFGFZdqQYJ5rrvvYJkydYfoEqFHul9o7tr3S7cdt+ReQJvVy5to2r7JzlK9gLYs9Ob72xt8a27ux7p182Wlvo6zMGFFFUDKqDVdSeQDtV3sEa2QPY9OK9ntidB6f+1A3ZjUK0Bji9w/kWsYYIaNjiMkId4Iy9AIraDdSQ3Rm/VS+drN2/o/3kWXRnr+CzCFQVtC1YP1NtZ7FOX16w5Tes3rDlguonulbon7D9M1KV+rxjZYH62Z+zT3rOD46/ngkx0/XsxHXSDUGfaf02zjmMTHXPFYcyLMMJHJM9OFJeO5CELENZPAwk88UK49K/k2UCssRHOxTp8X8idlwxscnQSpbgRm9EzKPJnHbXBZQOsoMWRLo3jcP8fiKIGqW6kW6iRDsAzFxhVD3qbmYU1h1NWUO9h7IGXu7jYIiHMRY/gZAaa0A/GE5YCZZZB6KOcL1Lb816a4ajIYDiETgbyFqve5vjCItp+ttibQIFSyIsw7kHoVTPhtFPnCaPBJeo30Fr+ZlhUQt9pPLDRCsyGQpTlG/MF9xN2N3cTeelIU2uxUTXDwz+QM3Ne8PnyMzpA3GBC54No3RK7z5DzWm6F29iKSUQtftG+HMpulNaodQ01iuaQYj1Sr+801Z3CPfNMyQ0SjCZRRkmDtrJ/g7HtM7O8Dwnz8u1PPBFd4r9Q3aJZRbPB7xorKcc35NA/fjS2f3cxrXGOIdlFes8O4ptfv/be384GstrPho+HNd7VCrulKrYG8Ad7cdeHmNlVgRnp914MAav+lbbmU6bnXg2jWNSbwzQOGvU/pvQkmpo97RAaR4g0JLNCaG0jlQoJZxh9IOnNfVARPPsHOsWqDyObZ50w+GIu0fW5WjDSBzOjEmW3M1JBgEH9Uwfz/xx+mDc5rjncN19sOfl7p5p2YUja9BYOramMYrdv/7OUcoTEMov2c/gcJQJWXxmfu7gOQLekPgYXwYSj/r84vSWqElmJGg6aTSU/6hZS9LScEfSJfD2dsy0X60HHTVEigelZSoGaC5ZzRpmC6rhpJMNk45KoYvQ+3NIcZeHK4J16F1pe8dqd0OzeSDipsJ1F9a2se2ObG+90bTRzUb66jAsNGr3447fkaVpgpcwFNyIX8a6mXTcOW/HnAznWzg9ZQ90SDifxrz7nIu4Q9qdnF4Kw7lmyu2DzmTIlPwsHZ7lkDlEsM6I9cazTtz1/RNqgwN9PHPqef/lkSdkGZ1Ddg5dbKCUGVf6lr0ekmGKPn97r+nvx8JSQ7pY7Pc00iwveaDnExxggfzPQIAGL+7q429RMql0Gb0capROhDKQwK13mrpTbtfm9V3N6BZNqC3LRSQfFeYSJWbHmCYpx9DhhuM8nzl10plpPs6pjOdN/nbH++Y3Zid//pbjCvcBnoe/rNx97xh96uk/pTaGc3LYAnzwTHJ8NnTJ+dap981y1h2zKUnuZN587ZGplDx7lq8yzdHxpUfqtO+9MkdopjqcZSeSWwyHsUbWND2cw0IvTodmO6pRYi2DV+Eo07AJNIIQw07IIIR5RNa4t7eOHTev30xLdscH7oAf0wx8NCM2y9C4ruT7wKGnJH2UD9b6QafJdX+c4kEDFrw05ePHx2hULIl0jN+hIxSTkHF23BYOfjLd9G5fBHDh2831OFib/nzcXfLBd2AgPcfb03mzipnr9qjTAW6jlrF11BTRTtcGzShFSZtORcfsO11F5k2LzPx0wln0iRsIyfvHtm94+cO63L20hw9murTpOZLPhySLef/QlhvTccgpm651P3nzvePn7iOZ/j9GJXfj/uhIOl8jyLY7PyBKQEeWakldIe8dZS6KbFhZkdJgUYqY23EiXs8cX9sE7riO4v0eHSgIlr0aAhwm2Q8m94meQCO4ED0fIx00xhyAswlsIJl9mbXF1YOQrsMJZp6lSvdMzi6CleqgTLt5P9NmWL/SbcXaAr3QONN48kBqj2BXcwdwzwyc7mhrtfMI5HtAKfoByd+AKC8iQROjOkF3xDP7gWpP4FOAs46SR17KEXwOPbDzxiizino6OAqadkr4dbKKBzte+luDRk94A/HohTrKqcEIMCZITk8cPebKj9jaA739k8cPEHcf86aP7pny4DsAvtTJvvvdlDczMzt+3/Gy4d+SIV8tQSfqYClV17V7Tz4Bah7okypxNQmAiAca2r7RW6Pve5SXyRJM96WXHssv3T2K3T+jjfM+0hA+4j3fnPQ/dtypK/9XLvTjQyX6DaYM0A0HuS1hk4T8VvG554zwjAfuBMMrx/jealitmPieMpPgXYtfJ9ZULYBVke0tASyS7kCyzAK3AlrbVOK5IvaElRNWwk+pkWlexHlxOSHF7ymz/iMvWGRAONhmcy7R/fn77npZ2VaERisdUWEvJQD4itiGqaFdaS36DvYo0arh68sqA3e+U59C08V9M7qQdmORh4xWSdkB7pO9MnraaNCCaPh5wYjAT/rK0k8iLkPy+aWHjyfHYAue6bUB28h+kARQqQMfLMEpRoDlCw5wV5DVP5OzU375C7Yp/0wQouTDBFJt1FxNh7SnkiA71I7wGa/niTMiDZR+if4DAl73K1JmzA5UqXoDEU/rKf5QZsDNz5cbo+mCFbAXFwBy9u+lYic7FrVJjSWI1iPeHpX29DmjoJwC4X/zDZMZBXpyQlDP6rDlispKkXckEKvFhIanXXpTkROUjpRIo+5GNtdRbfQe70eaoPUwLnRnRF+loNUdYJbNpM2RmS4IuysGmfEu4CWVsoRVZUTfh47mc+kBD0fh+vNKpGGBaTRukixC9cJwdAlI75E9kqVQsr76DdOoJycFTzc9HYxLUknqjtT4mTGbmyppgETIx086lMKIk3Dyp7J1BEE0Nm3SBMzOHf8VSkoaZ0N2eEaHl1Ca0YtZNiWdAe6cyVqkzkRcAN8FK8xJyn0j6llD6pHZprgBpTtSC70tSBXv+VAry75TlhN1qUh1BisUV5a0YPuOrhu2r/T13Wvy3270ZrSbYd0zIMx21C7BD7OevQ8unRwaKPDBwEYmhHHvMKsx55NxOWp+H0aupcEZ65ZxCT8SfRRIeJa4lNdVHynUEj0oxnVjDBJpyBiJhhrBuDCGpTxYU4/HsCnDe75EBlfSRvouA6k5hhDIQaLUje+nFopuNIovSb/TMXL+Yp9aBBvH5wLk3vG9OGf8Swie3CM+P0fJiKHcRv8KQmfPx9MwRnoEe8q2Ib25U6VWrG1IteBl9UjNnpx93nO6YX1zFr77e9pdYGmvwfv6OB/D+WgoMnfPPDLqNh9oOFsgw3ppSCpoZFTFHrOS9IvTV9QRlegZkvstJ2DU5Defy+GkyIkKY/Q4L8YjipXIlsom6YmsSmeI/YTWgPPT3z1ouj9FUPCGO5m9MVcZ2SFBH1FbW4ojKsQaYle8L0uNBzxhqm5MSvAHIRyx4nJBJNJPxVGNGFpWzNx0EvPMCldEvXjSQqFooXghJbp0tDYKhaVESmipUQlADvtQTm6MqmL7Z0yEc/2KFaWpN2ZWnij1RN8bVZRbXailciqNpezIsiLLFmgT5aY773qjtYV1faLZxlVvNO1s2uja6H2jp8GrnZ0bKo1WNnced3f4qf3NUcvBUzwrc8VY8SruZ/9RQfQUxrunFxfeQRzn7ga9G/oaIqLYU1DQZ5CFk1UKxupdKhCrVCuIGCIehE7nIta9lJWd/WLmgZsuiS4SRKIGKMFbf2hQHp8fpybfSLkUwUFJUzCcp8m3gy/PssymEib3IwgU9JTNBSkfcmc8oPdl2t9jwwqZSeBOkUOWaspVcc1NaSQy13mY6wLNVg//6DMl+F4R2MtGEVjqQomyZQIjw6Fb94wIVfbuAYi9e4CrB8pdI+DVLcuW9cOJF7IokddGBCkMzKI+NGk4H72VEgDjfM8R+RZzZBLBGIzM9DNJQM9cDMvPd/pLWdzj2i10XOFA86dh0RFK9DfBZb1oGCVJE5LM9CeHZwgcPgc7/jbcQJLk2MpR20qCvsWrgWZWHNV15aFSxPc4rnvY50GVCUiaBZ8ResSMRM9xZlbPbO3POhwjmA6bU3DH9V3c+W2R+aQ9aNoaKop1z8DtvVGqUKQjsnnwSxqjT4za0PUzGNG7otbo7YbphvZb8IoVL4mZYKFEehOyLPso6d2ajadzK/FOVNndCTZt6jKdkSAwEJ5hDoNK6PUaxunoCZFK7wFMSoe9sR8cxFx+WtIMadh+n79J8QUsdUFEKEsNIIsHFXrb3YFl3bNSUj5nhsRQzF3W5q2OhGa5W3cfZPLPI5iYKzCulXxvsjeMLM0XfCr4onPDDM4E/1DlsScUCGqhDVl16yPq5xfzvW3W6SJoPzlKWKo7YchniWCDKq31yFr1niNdWyCEHZhmKhxu/hkIF3OS8iEyRX3OnEeMIOxY5+w3krPVjueK8jqDi82gsxloNOSIjdI8Pl+Ma2f2lou15Jl1fJp61ZH9c//+jzU3MN0Q6ZTy1XtGsjifLv+GyTMiV0R2iq3RM8ttclkKclaEN4p8QcqZUp8p4qUATRasPkO+VqFvXonA9ieXCecbcIvyz4qt4ihZuYB0rIesaX+H/glZnpByRspXrHylyE4pN0xeMPkUOktFaEj5A0Qjk7VC25yWlh5S7IpZh9ahe51ykScqF4Q3ZPsK7RbOyorpjtkN7b+irWJlw8qNrhtb6+gutM2zCbq+Yyw0/id3iPWbI6flzwBv/O+Y/B0rUe55uWGlUdgp2jF9R/Behb1Xz35o5nx1ecH6u5fIs+qlUAVHJrOC/D8BRdrZ13FzO9Qz5WrIh+YIYusgr3gA6oSUBew3rP2GBA8XhCoGRbxRrtbg6xXTFx9T/QNvBh6VLX5McfH78bwhTL/z+eP3pzNs4k/f/Y6Nz783guMDm66ZH+QelgATBnjA4OCbrjsJ4YMo5jSmBe2NYg5WkhIBtFJQbV4+c1vCLg19Ie+cJQx7c+Bl71GCWiMDwtDI0vfA/hSMSD1Eg9uFw3j4PYbsuJ8Ae3jme6H60brlbE66xh3jkYfzJ5lyFxSxD8799hoiM4Dlx8e+eDDO7B20U/pXHHTwr0h5QvUds42qBeTEYn+n8hvUHV1eMXZalCdLqYEo6DMi/+LObk4+x7tnmHc+uTyxF9z++YroTu3us9X6CcqCfjLsdKF2oexQ9BOlV9rzM3o+Y3bD1iu2SPDiF8rzv/gomldwkeL7Tuuvvr+tIHRO/If7DS7/FS3PrP2MLcKif1CWG3L7DV1+oT99pp5ekOB72An0RNPC1hZa39j7FetnpHuPH3o0bu5eBl36Bh10/yVAmxXTjVo2yhLqcIddQItQnjqy7GBfUfvqwenm5bLEDJaOPW2gZ6x7Kb8aIAtV92G2+hkK1OJBA9n/gbWG7M+uty6fsPKE9j+APyg8U+TZ/QBq9F3Q9YqdVsrZM/8tywLqDeoO5SsiJ4r9FzcxTivflvz99vgnMiFS0cz/8icctNY5mm4dNavvf+ThB9JgAu4N6nQ0xzl337MamRSJns3yTZPjeWy4cAhywnAhcb930zhJZTMi2alckQahOP5HIwKuXnpHNDq1Z9q77GHoBcPNqKt2z4LQhmWN1zkzYCBP/LWPPg3GNCT89wFQn53poQbb8vBscY27si95CIkwGI2sPeQ2FMQ5lpXKsqXT3pgcgPeqoF8THNFwCExv9rbcXffj41HAZkP0eW3lOHf8tofP4+eOgR/RRn850+Y8gmMWUpk+zn+4/qBbpvtNyjQEyCcc11Gf3DQcrR1XCpshKoh0r/FmILV6lLV1dCmUIgftq0AXrDVs27G2otvNBXBbvWxOt0DRZQ8IO+gNGEEZmd6ymAGb13Wmtfv5tthHk+ibfuf6H99Kh8rH6+YGiT3O6zdC+JjXsUzT7TOT4qe0Npb1ozNTAQjH9Ddf+nj8d882o+4Gj0vnW5k+sLtTxh56fMhv6C6UpJEmn2em0ieT39yDKIl+R/ASDoB2b0KkEk6/QqDcLYIQsdbJVjQbe7nQTEVuRpiM2NMgOR/z9KT3c3WHGJjRxPfI4vu5SEc79/t0nDPLn3wvnSLcn5t0P647j29aC6sPa5Ln/syoAKlnlxd9cz4QvXcs9vQ9Al1AvKnkyJiwrC0Lh+NsQUaJizKNImVmiayFez6X7Opw/MQaRc8DjZ14PF043Ugplc6Ggspyx0UdV+DBOUcpeY+JJhGA0oayI9I8U8GMXjqUs6NbbAfbvHShKptubHqj9TNNK828Vn9XjXIlnbtal8G/0qDwkjc1Rh0BnDu6Os4fPC2DjkTpqQmFflBjOgDv9ZrUScY1I1vUQnY7EjqDSqkDHM59Rw49OE0HsiXv9nN6O47kMfPviUbunmz+DuO9WauT6f1vz88/p88Hiv0eCSd333t8ngfdwiLYC2Twd5ZQforztSzFoup9tvqUCToqrMghZTJzpo9AhAdqs1FmZtloBCFsppeQp2P2Bt9NZnxPZw8jHj/CR7N/h/v/aKbzCe6ucF9K4SMZ6DvhQ51KfkQj/8wxj9zl6CEDU8bZsSB5fuyRgzk96gozkvy41wAtZI+hbx77QV8bb6egmih90K9+e/7dhcOprB4QH/2y1K+riCPcNLiNeB14B/u0GE7s/WgA7EF+z1I0S96m4Rg5dLgxNcN5L8dcjuef19bu9ZF4/5Ei73XcAA3EnB89+/IrIwfu4b753Y/oZlqneV98o1t/RPn31/F+EI7MrKV6YCLKDloCD4Zzab7cwzOOviIPt7hD9Mbru70xDftxrsec2HT2dE466SX367fy+Z5reoB1sJXxOwId6o6Lrm4vedZOGdfO3iKJGE6e5yUwkr5Cb5sl4VhP8WUCBvJ+BFDkXrwwfSf/f9ivqUMdM5I0mpd53HsfyQm7n/Lxtn1w7nwlC3nwMJk/OKRcoUT2XJRkRSqSQJH8yZ6OUqFK6NJGKUIpDtCrdUFkodYTJmesngP0c3bgl1ZfT42Cf1Jwx1Pw0RIlorN2uqnbg9nncQT9CiSoQbuPaYCgQp+xtAtSb7HwhmWGAbG+/pm1g2YFwVqBVo4EBWtgG9ZXL/uqmzd8VQ9AuE0a2RVG+BROwQ+y7OUy5LVkIDlpMbP3NZs+Bzo4gI4eCN/9N9vgid9YHsMOnuWv69PZk0ik+TxEpkgC3TzIFQHXKPVJEbwXxJHBZdHM13fTjlf2qKDH8/2E6j54z45f/5RY/mDffPce/+y150sfe/vu7btLHnOfut2wQ0ZgwOlUNUConZEB5rX/OfgOuI6m6r62lkHVuUfhg306lDb7dqD3f0xDnuZ+lk8/ZR/2zd9mj+9/dL7cvxzHjxZnnulv9crvf213gFGWtw+O7CXhwk41pZh4wFHgrm/DHaAoZYjLV/cVCmYnBHVQdQTlkeLgbWoAbA1scaCsnAC3B20Erx29b6NvcEO8qz1IxfqC1UKWPhUi20AjSBqgvKwI470ZDbMKekL15OBePTmf6obJ7njkATI9R5BxoZlnQnTtaPKOyMbKUtQSfMv7Y2r0BA7fnE7ZrZZy1L+UvZQH6E2LB6ct5r537/HTBet7+Apc99GU4lMG3ADeFfFeRtbw7H4QW/FWAuc7kvO7R3no0Gtl9NdxH9HQB2wP10ob/PZHxz/RmDrTyGLxohYn5YbohhUXylJe3IlgUfsx0T4Iji5cgqhc4R7qibj4HunMpphtQZxyCEdOGL/EveO9nsru2ZUCboh47X1Pu3nC+AS4cSmB1AcJ4TYpg/Y0NpqIwmnHmeDTICxBULkh1lD9jOxPSE54aVhpiJ0Rnpz41FBrqHoNfrNI+aOF3yFRwz4Mky3ez0jT5uMcmR2hPIn3Wcg6sFleQmJDuQd69Y0qn0k0LRAbWED+7us50tdjXK1Pc4yvA7GkUjGNfhHgSpAJSKK/XRFzSdEQufrc8Tk28Pnnsm2ckGitdBhOjGsIAFfSRqZEGLmj4WieI1soKkn2wagzphJOtFGOI0tyDRrl3pgYNJkBsEkZJhWeaYxRDgUF9mDy+uoNzzlBKVh3JJfeikf86xNSKq0uTrc1Uelx9I6ol8Ih+oto97RZ3TfXS5sLXL1rRqOe9WIH8xgOmizVNOln/mSBcBqfZYqAjfVIY2UoV5YR8TmgSChtUyp1OZqdz8bNvc3i9x2ozOHQiEm3TJGdkHvCUAa/d8gYawQa1JDJOBmfB3I5/owVDgFoe9DHZNBLjwyyyYCPgKlIpBiOFAe/3vHtY05T93cSzBJyB6rQST7o1TJAhWfapNGoMgC20SJilII3GlJCYSsFzZKEtUJJAyv3UixDpmhrZAaEoaLhRLHujhnrGYiYjOfkFea0RgYdEgmq3gzYsuxElFmyXN8SSn9Cz7GY0wi0StaoTjM6MwuyRFaUoSsnMpNAcv/mAwKjZr4TQbyXCNso4SMhmEnhf/4pvS3nz5h1er95yQ5dnG6iFJ87OQf1UeNZxJSihklDZUXkTJEF4YTYC0jD5HaogAaiYbiWsyvvxfeck7GhUUPbSo/vyaAxz1TccfR2FBUKYtRsshfOMUeYPft5BQoLdKEIGDeqwK5LdFpYKFI42YVSboSkZilGLdCKshRlKzd2uZEZR5veuOkr3c60rjRT1nCmtP3m+oK9Brt12asBtO4WaM945k7F7AnhHWENQzFoNBHUZcPMm0G7o8EdDonQ96bQFe/FUiJrLwOHHnA3xBsiW0fZMLZsKcs5sj2LmvcyUKNbroGgsrDLOWbes3KcNwUAowhLKQd/+t4RxoRGWQAfXjIBGXs7ebvrsLGnSLO8BW9LVKnzp6MHTsjUBDPIpNuR+uKBqE2nwuEUOIVxkOcx3SXP0wjetSHjx56lkKCOrtmbySJJrlFEUFsoONLUHZctREgG+TwjpVunRX3+ZkKmXKv5tY1sKR/BCHPbJ511PvZ03CbgZB8OPn+/4M39jqDUsV7hTBk8xx9Rx4yWUFtyruY5y7lNIzJnMf5KAyej0mjIlaG0kBTodlDqSjJUoJ8eSQMDga9BBjX4XN5ocl6W1B9SBw39M+kk5aj0wdtc3SvjPJ+uLPmaxqndjwEYOuUwgEP+0MlshhCAJGr7mOcCJbKCMltXQy7b5ijOEgtWXGdz0JR4WbqSaPsOEv3VSqy1pbNcsO4OY+3mxqQ1pyF1hHLWr06V10bWYBrXoUelbpZZfZJOtFzMBHEdyPJhr0notbbEZLs8HLrdEDQzkCLnVHHeeDglJNbBTKCXoJPIlOCGlxVQvCxAgqLaTL7fklrxDIjlVKilcD6fKSX1Fdg2z0CRfaN3AjiRBNRCH6tRruDEIE0heELOh2Gzjh8Lf+wHg0mXcz1MGAGLYbMk+GFCAQevdafuMtbGx2LxMgIRqXd2pxkNus5ejGYLou60K1J8awkQ5YJSF1Pr4QT27C20oboO7IerdGXwa3dklLBhUmd7BHEMMp64URnvD74zaCU/yPfHScechu42rhOLMwcPRMLRZdO8YZGVGveKv2fwk4U9d1h0PyC0OMrL/+FjqC+ILIh9Bnvy/SWRNakVK0+YQDkJ5QRlWSgVZPkb5fRfWMRYxCj1heX0G1425Bl4AfsvqBX6WVG90vf/F2Y312W00qy4BnLaAh+pri9uazjlvzjqV/4Fkb9j+gv0f8PYULtCaUhdfX9HORIvT1mQckKkUDQcjts7VOjLZ+cTnchWyv4G3hzba4s3rN/QvjmwQjcclHn15+hvaDf6Hg7F/kdQ1gmxZ0r7haR0OHlGLlC663WlHHzUtKB9RbQhfadYgXry7AP7A6v/DfoVaa+x9g7SkeLNoIu6Ha7t16DS0MGLhI73i+vN8o47Pm8IDele4q3LBZMdK58RnqHdoF29Pv5SKLYEMrnT2xfnh3VDpFLll5jL5ae2wscS94FO77IQZlpOO2bKPBUOPnJXjcJ50Ee3vAO62PHHETjNe8n0O04eL4/3LcYEIFEhw6uKiAfViFzRCEpIcR4lIiE/xcuZZQb6CEIE2CjLOEXQIXs/aA8dP7NZewZuD0AJGQjJ4QfPGqCmoXg8Lsmhq327ZjNPezz+2fd/dNzzsZmzHZ/+hN70T6QIupw9y8TOQAK+DW4btBtVK1WfoWxQfse4OnhRqstfPWHde+05BrrD84bpgu6/UhSW8IdqjWwr+Zvr4hH8VKvu5C+/gJ3Q/h9Yuw3MdpVntD6DrZT27kp4U0xPqH3GTh2tvyPyRC3/6kGT1fUjrQLSkdM7bjdXlAWRF0Q+g36Gnj1xb2Bvzleun+i2YPJ3VH47SrhyZpdnTL/Sww/TewU9I/3vYELpG6YrTW/uC25vkQn2itqG6RuwI7v7tKWsDtArgoq4POdvoOI9Hiz6B5ad0m+ekbBdUSpazphAlx4qq3qfIvnkEnT5BHWDp9XvqbvzJPtP0K90OaM847pcw2rDavRg7gvCjsgN5AmrXk5L2yeERuE/oZj3C/kLBsM/kQmRqKREIKXxFwbDUEY962D4JgcDSqdZDcMmHEvpPLJQNGa7IdO2IrOASH1OI2ekt6bCGLdKA/ToEREK+MwMBvLfv5SOloO/TEgrCeNIJJAE4t4NcSNUUEqUtyBrK1pGDrPGZpRPsqnfQtZbDMR7MtKBmkv0ayIog5HbMCAOJpyloeZnumeWdjwT8V2rDGNtrGc9Ps8x3MmWNMbymtO476KgM0N8cOZ/g0D+6HhUTuf/42d8NBsD8/uPe+BewZWcxzTavivw856zgM2XR5mEMV1D9z3G4gJhWpNEHZu6g1g9m8ZiHi0QFmpec116pGcXT6/O64g3GvH90/161hto1D8MdJ2RAtbuhOsQrMZY13SAT3kgHMrhN9L3eM/uny0snuMceZi76Wp5p7ur3ylo07oZ4byfFvnOiEnDL7/7E044oSC/pd/5+jZeHqN9nI/4rkzPPcY/P3/uYXv4bN43Og1lGlco5zIZV/O0++Xvx+afmzs4xA52CI7gRMj+MRM53ydxWFJwODgCXeL8M2gogxBmbszmyhoHP+NxXQOBlzR6N93z5ykvpvmb1+Zumb9Vv46+HAeq6m79UtG6W5eUe3CPeJ8n8FiHv3RUT9Gm+rWkhPJt3nj1vp58Ykl8boRQzElk/hEU8REsY6/7LsgxQ2ZRHM+V8iRJLOScKVlucQSO5OAT+biDFmJ+NaZCLMKVQYMaRpDiAbKuEhX6OjVKgiVexc90Gbnbzh41wcWEpl6rX604Ut101LjWRHJq0B5HmQY3MI6gwEDmRCCfbCJsk8NlKplzZJYE/UrIdQyseD7DRNfJOZOmj3aZub+CX9MY9Z+HQ6ccY47MQd/vEnOftJ5PN8v07xwPQYrZmTUrXMNxZAydYv78Yz4qP/j4Y/79yDMPKpx54XS+zTxg4pYZPI//j/JuwYPEg3mjJJnpYCliEojpoDrzIKADVTTKLeFN4s3QLK9kEYKSRzq7f6wRxyRXczohAwzj/Eed2uf9PvPux1LMHv4/Mn6PXXDI08d1P2j3uEKOPCh/0NBfoLePRnon/qZxDNpxEMwRhtePZYV9MCNBr/c3i+/LwefuvAvxUsZ82/13Y2z3w57GEzJiTHHQQ9os/nFoUjZpzEoEEf0ZHYEu7im2CMIbwxHsuttRrs0CtZ6ZcHPW3DwzR6Dn2zHfzZ/N79hEg3Z/6kfH0PPysikXHwFC4+ZD2hz0WPjYbsgxz2vzwRAyC0KEUoRaS5QccPnVu8u/3ktkm8mk1DzeN/bluOU8ljkA8RFfO/4e/8/E8w39TzxAjhOOsMQxa7mWqX+NlQ59XiITx0neaddUwimU2/7Ya66W98iAMOYM6UOmT89wzPbjgzz8HaCZ/N+4e5aPr3E80ceoyZl3ysPdJ9ow+HYt5qs+nDto/JFX/Zjo3WaMILEddrBk/5fkmFF/W8oJiea5ZSlRUveJWmCpRqmfWE4R0ChPmJ0wOzm/UKXEEph6tkGJet93SdR3WWQOIvQA6YZxA3uOiwgeGIwgNYSudTcpPue2+S615nTV+4jVJojNI1V+XUf8etk8Ly+9O9I5grzWNy+R0wlgUgbshbnk8sGzYVRlsBZZ6mfuApvq9xSTKPjggd0EFbmN4vs268Eb4fjXhblKw8giH/1TUv4EYGnQRZYFjv4Z4Pwk5IwliBMQTjHtEudecd/YJzwIeebnvpCPeM339t/j9+z+lFk/4XG//Ui7+NnxMJ4kpUdWMd4fgpeRgTPsFSd4Sd3KCqbqmYQSmopkEEUm2RFUfBeECDobPW8swHJHoGGARoYMO97PQc9c/fH4hu08fjbm52fC9P83x7f88seHhPN6BMPZOAIvxvBrYqGDRGlQ66Sd5Hwj9l4yKgOLErIMPT6EkzlfPQLMCfbw9RQY6P6s62wCKt0turDhIACYEiA6PBsL6jDbs0/PAP5YBB+jr6Fn17Qw9QsmT+GpvmbxEko3VHAwm3mvuI55FmxksJFDciMieGXIWHV9Tm0Nn7BnbVkAK/NZRTsiO8IMxD/KGh5rKkP+D2Bm8tAgPeHQiVydSLBNACNsRbKqip2xcsayt0MCdQJYYrlWkr/jRupglQGQyXLgPzn+iUyIDRCKmRNhLLrp7sRoT345+xxCb0e0YYnwsAXhGewE9oQb4J4mZzi6Lx13UqMmZQsUTA8CXz4jZXGUAQXvTRCot+KMy2t095i0M2Tkxwx3hjeQipVPIXSiMXO7+mNGXVArrjyL1ZhMf34SKaXVF0kUkduQi1JKGBSe1gI7xuqLY8Rcec1c6wK2YN1RwToch9Eno++xWSIAMZTr7JVhjrSOEkxCrIFspJGCnn2T4UoFuX684FktT7G+a3DeaNSZdfQ1mn9HpoHJ4nXuxQaqNiYqiJLDThUXJEoyqB+x84cj99BUKuhgohko8TX1uHk2GD0+kjvlwR12duzKwSC9PNRU+qbnHzmI7FcQJCqRbplBsoHMD4RTbNLMmvH5yTqp/XiMGKchDqiWQmm7K2aBovPMlTpQ67npj8BHGCdDmLqC6IivHcJJB1OGQaIORuR/iv6TY03xFeMfqaX5VuxVDgRBPtDB4CH7TZC1qEe2RQigoPmjbEWOMa5FGmsSa5jKfjK/UJRzX1ogYucobAqw7x5R17+4cSEZtBy5xY0RbDLCeZmD7MekDBqI92HK9kpUYSrDwdtKlmOIzAjLxmaJ3l+gePruUXpHSIMvwY4eRwk+aiFE0RBcPlZVXGBnUDfWQ0Mn1B5ouho0FvdlZF6kwAs+OBwi4QCcBK5XTCmonZzeNHnnERD2tbyFLEjekPSWZd8s5ionPxQM0biMTYI3N0HSkPm9snZhOqR0jz0ZcsKiv40Vl0+yc9TajnWWvITPh6mvtYy6sf7ash74Dw57cgVN9ORJZOp1sU1fYllXjEbRK2KOxu+kG98oA33/hMgnTBaUJ9zAypv4H0VCYbQVoSPd+bwtjkqWQMh6ACp4PA04B1hAxjoom6MxwvhWLaEMnpzOpLvoE3WeKo1i5gh0KSzV+y95yQDo2iliLEW9Vj+fEXui9obI18j46MPY3Nm52Rac50ZX2LtnFva+eRPqtqAYDddLNGunJx1Gb5ncF64PrKE4KZ5BuTJsElvwDMtUuAXTl5DjniV5lGhyx89uLu9rlMHQVNzES1Z66UbPTNtNQZ4wzu6IYHHFlBXF6NGzADFKMUdTErVNUdqdjPsOvU1I5eHkssn1LAfAwX8OQ9/iCY+iRcQ7YXAM8fq4VyZ0tAjeK+f4PPt9ZcBNU45bCT3C6cxleDhWnIEF5zjQc66kO98RLLJviO97NoMARd1g6cE6JPsMmI3AmaOEo/QSkZFkWbIEWjjqMvNBkw+PbRc5G8OhN/G1URJzltcQdyZl5+H6T4cW9zImvncE/+6DM57J5J8MvjnoIORIKdN9c12n74Uj5TAiCxk4+xm9+f1t4oMyxnGUB0yZbkStEhJsI+l0l+w7NgTv8TyzA1wk9pBwNGveju/B4PGHHZBfr6EXwuhPlXIjx5p6Ill6IxztYeilejFKcEQ01n85Wl3Fs3F8ayRKft537oRzXUbR7HukrnurbmANtUvIXec9FiVMzCbw0NB7IFMofTunrhKDHnPbYw9kIC92vaRzO3XwmQdAZgJY6jUWfKM0KGFrofG+A8+GDgy+HqG3m5wBZWSm5woN/eXjw5s5FupyZlkKL09nlqWOsYqc2FtkF8Lh32TBokShz1lkN4qETLdQ/0O3J/uTpfMlnKtTNsRQPUyZCCyunVkEsQ9HxhiuW2ZGmSQIJObbosmkHg5417e6O+XUQqWM57CgOWlk6UUfX5YVzuC5j93IIFcMOwPiqdLf8Z2H7LZ0xif/GZGz6ZwxCWGDpGy4A/7MPCr3evK02eky73m/x5irUe6GaQvk/zJ/CYYjSu51tb8CJNH/FSxtKpBTIFFFo79QZA8uFWqlnn+jnn5jOSunp049F5ZzYXl65vT8iVqeOS+/elAcUAoNd+K3/U+vjX97prcTclvobadw8blePHuh7OrVFmRzWVBKzOLqe1SzPFTOiUGxqI+uCNWzJKViLfTf+gUTwyz4y833pca6NIvMiVVdGIYfRuQd+B2zK2YXtP2Ktb9NMtToQYtqzz7W08m3U//dNY3MflMv76T27jpb+RtWPBjjOuRnoHqYU8D0FdPfPRvF/hfoK7QrVm5YeQ35BdiC9E9AR8o7sKHlHxjeZBsDaV5uJn03boOdsfqCcULknUXSZ6JoWbDlGZMbZhc8q6tCPQGfEDpF/0TkCbFfME5Y+Rs/c8HNWTpyt5/SILnjPuMbh77m585mUe63+yA8HGCI/Koc+sfMkwclyd2rKbbw+BCu00iyNTnWIvmrgkl0xpGR90UCYhIELKEryMjWSz31UKhGQDVBSWGT6hzgxxhlxoJdZ++fo5Tr/Nwy+SjiPnDwxzE1Mx/7eN6m06a5t48+vH/vu5eaud1BG8eV/wJfy9E8/99dh7YN+k7Td4ydYjvFhNI+Y/0zTTYo/+4ZrMVQnhD9BYjev7thW4dSsVqQ6jzIrGP7nyiFjvfOq+o2vUY2rEZGUnl+RaxT9hPShbIr3UBrh+cGeIWVop2i6nvr9ILViiyKlYbpzXsileY0I7cQTRXKGcr/AqWiyyulNOTpDalvWH3CykIvv9DkbwidZnDqQm1eRs5M2GVnkw1YELkhunLaoW2GXXdQUPsahO9l6Xr7guqNzleMHfTi/rodsgSfYCy6I7ayG3QDqxUtxcu0lxp61WdUgs8b1NgvqUdJEz93+QWzGpqvIVEiCnnFsy8MmkD7V7D/DU7/gtRfEPmKyBu6rNiyxt4E9ETpJ5CCioAuFJ6h79i6gyil6526+L3jn8iEmJlh1lyW48dcKRkou8ETU8GehT0P3/USBxmJ/kbhSS+bHN+T+fvHRaexhpEr4o7sRCpExO5A7ORdGgc6OZkgZIR2OLgskYxx7zI5PEsqroV03HtAYGWgh0cBdSIDItHEcgz9/o+H52Saz4xK5uM/KOwPSDKDQAOl8giH4JkNjbznrLglOnMWgHY/7bihmFkpQ/CQYjCf8y9QZhqodwpoGIfzuMYh02fzEzMhxA911F8eNDTeH/Oox2Wmc47HlOnTeZwwIgaAkQi/4xlsXHO66lCkiTmLEWUKeMq/ILUDsHagZFMoGh5RHY3PEwlKOhKO6XSStjGGx2wQi5seYw6BLxzXujtbHl4/zM04R6aFmWmtTK8f97Q8/J1zx3gYu7te3vJn9DavHR8qdt+K8lyf++8fSM6HZ5+VDjvmUO7u8cHchXP7aPI4zUE2R56+Y5aO9Uk5mgg3DdADUR+PkQgkDdpLB7/4vh3OEo/QxvAm9PgIQugYeqIdD4dT/p6eb4TwubMBZyVuZHn9TJf65vOJTu6QvOVuTpjudffV/HiUDLjnF/f3SGfGzFu/c8QUUgRvxJr3mGlckXTIjcCmHvQiWc4lAooPEzECoHdl9rIUx7HXbHw7qTaM60QmDVmdiIn6QE8eFlGEYhqz6/cyax6/D3nTS6hAsZiHHqHR2NrnoUtzOZ0ln6yCFkeou2seo00AE0evuwO5xDl57sxvJzrEIIICR/Al9Y6JR47nNGQE0xfmDJN0pNuQPznHxqxT5IY7AsiBo59F6sRWXF4n+U18YsqGyP381w75AFhsg82MZx4yfmYeMy8xjiHlXPJ4YYLBHXPB9FLSqH7gB3f8MH9r8Ex3XqTD7XAiCamfpBPvWMlpeDnu0EMGKCPmwGwORMSdLdc234tAgT2Oc5qyiW7G/3dZCPPsz8+do57kmnw0H98e49Pc9998Ns3/g/y0YzYexvUgB7/R975/HIGr/Pq9/nRkeUzPLtzvz+9ceRr0sbfmoNc87sG/C/f6sU1/zW7KD+TmAA7k1jAO4Xncc3x/yKsca8rQdLiUcT2G0z1LXUZgP9DK/p6CNaf/Ua5KY+aWYzKGcjjPw0QLNuu0M9s4JEgG9o4ZsoefYw1GptQ9goX79bCxDDDxmcEfJ/6cAJJp/X8iSUm6kXBQSfFygBLBylKLBx+zj9rQAx7pZdqfAXrxGtEz3QR/T0DNR/xu5onfG+9BZQ/npZwZL8elxh4dSzxn2/ka5GuzQpns5WFLDBkeOpse97RvRsK0rvPzxNpKyjb5zlx89NwPD3YoGNzrwQ/3noUij2Oav/dIh/nR43ceZdrMd3/yHEOXLcGqpvFN9ozX2/Y+JaVU6iLURVhOwukJTk8L55cXlvrM0/ISfEOjDE1BVUCaN7NvYBTvJaYOHBHpQ64NNd2S7ybYZw6uruTaSerAFjrYHX34hbxhvIF5p1QjS2pHmVVzwJT1Fs2xXdeSErXVsxxOb0ejc4uAF4377F18T8l20H/O8ZDtygCbDVBZ8rOk4R0Hf0LWr8fKCPCkrpw5hsMnIZO+lsORHix+0hwMt3MkSgNJxfVT/JlLjqlPY5vpPORG0rQ8yqQfHYeGOuj358zxm2vkfP30iL02/HmPpZtk2kvzlvrwUgeFjakQYfRsjPkb5xqHXIigppKVIHD5Gijso+xz/EpZm/RmdgRTY/rvY58Puv7d70c74JvpmV4dvMO+PfPHx9B7vnf+j67xTxPBj4dSnvx+ka3kwW8LMClkGXeTLQLd2VNsCRdt7ClTRL3vndeaDeCXGVmJIDOXDxXXK6ZYCTlVoqpMi5L+4rzRRazggN4s15hyKYAiA3AYNGIMHnOA7xKMveBlpYQBXglQvOHgAVUve9y1HEBLAxX1jEMUwcugW3OeSJSiVvVApnDFS3bukE3R1QI8n35ZyPUe7TgtOHOA17wKAv68JLjjHHMaEl9aUIeXY3Z+mH0kwo7XHgFBSIPHe2y8IOZZeQMEW7qX7E46z/2HX8/pIHQbdflk05740fGXgxBWzmHvpeQLQ9yeI1ouwXdvmGzB+AXMG4G4xnPDEaaBOBqOF0fQWDYqKVl/PBh0WTgc/amIpzLAmHyv+1eQcg6d1qCsoBuYR8CkJnGe494n3xS64wjqPcRR9IzojkiSBNeMCdmdaDiDnDwrQF1IedDWN4hFc6S7skuJtLcUWHnPUBDlFONfjugsFtd0g8R/KvAcBJTIkRgvFaRi9Sh9BRo+KIlUSU/Z9JsHIrt4o+qBTgup4ca3OuFiUBaKPCBvFSd0PRGgO7LZtx83XLHIuf/BkVMkSeqBDLeMuOeCLKTCdQQPfDaHwM4mYcFcpIQQlSD/bHQ5DOAw7Eaq0qzETkonPkeJjPLG7E6HJqeJPuVQQkQjcyER1acYZ6LDQmRXBSmI7hzOxFklKpPCOStKYbRGIIJBV4RhC+mI1KEZBFMdk57Kqx7jIRvm5lgj+DbmfA7ozYasjvH6G3ZMtRN5vO0KmYjXXXdlMus7y0B15V4Y+9/yeY45HPVjx/tzo95vD4tsjXQGD5TucNj6ExzxuRBSdv/crtjnWGNeRs+ZRP6mAzzoKnXf4sI7kaIiZfA0swXhjCNwgoZFhyHiU+xKukT2kcDolXPI6FiLQPWK1QNcijlCW4wuB1IzlwkJFFsJxV4PJO3YbdFkyaco97w7DVPhyHJNXnosSzUUp1UFsl/OKM9UwV4cpanOB+76RIiQTfdG1lQi3QbymHjILM+XmRhb8P508sj4bOzvEbANg0h8DKOZq+E8D0+tFnua6OHjQ4uvvUiH0qG4bEgjptjFEVnie8DR+xWyMZ4EbzdFiXPoCDvFLqFsvMCgoQ7maequaEVmihANUi3ArhIBBEXkFLvNkQ7CivPvBbGzP7aAZ8adwYxue4Q1fN9aN4wFs2eEwqte3UlUDRHhJF6jv5bMsnvBOCPlhpRrKHaK6JMj/dgdJSjBcc31027KGo1OxE5ARzUyCay6I9lcbi3qRrfKGpmHriBqzKnvQZczSvKSgust74g9UfDapRr9IZSbK8+x10/J/YauNCliJtRopNis0vG97XpEj3l2ZHIxOAWIwjMfkl162Md11/NfUPNCqY37uwyDUdt78Kt4XyJLNVDis551IJWDv9/1HRBKZOM4bRhZykDsyBA8JETn6PWleYkw/kvQeDA4ySBaRTkxUpZFgnfGWAxfV3FUacpI95k5XwzS59ARhipNlh/zjIYIeGVQYn4/S7pNYJx0cviRqHM97mOEk3DWUO6DZEeT6DDS7JBAR4ZiTlR8Fn1dBup9lP0KuTVIMecyZTHjXm5I5VocOtARoIxrZinIHx13jl4LPcsdur4vEvASOtPEYwdvHqXx+nRdSAf/0O2OFNF4phnEoEmIeKZsHdqMDNmNr3E2BaS67JLQpUatpbxmdwMSXC5nmvzQU93mOTIQDO8XlQ7mBTLjScLIHnpC6GEZUEOx6XOnHYk5kHn5xs9YmegZk4QrYWskQtYmZ8Chy4XjLpzTBM8ZXoJci5xjfcJ1tuZ7b6DPssFsI5s+Jl14zwoPsDt4YRvP7dc+xfqHLWiVO7vrmyM6xiTYQUIHr14mT0pFqut0IkoJp8IcZDscn/5WGfQkjimI+fJ65QEiGzQx74bcwxLBlgyM+jhzf2VQ+QiAS+gQEzeIsciw62poJLF3JTP1J6esJFq3j/EfP7k+k3NmGv/gXQamqUfPXDIyJPI5xceA2XH/DMrPZT1znnL/DHkT/PuOAz8QM9M1U3qYPnw+ls13xOTY9b2Xz1yO+6ZNcRcktL/kD9b+h+sJ5391JG199tfF51zUZWY9nyhPldNpZVn+wfnlzPnlzNMn4/kX4+Xlb/z66288nT/xy+e/u24jr2y98rp9om0Xbq//nbbtqG20vdD6vyFiyOlGsUK5XrzOvRdOQFrxPVk+ofJMTLDzGflHBNSVYp+p+7+EL+WCiQYvyrIlhmn37CH1RrEaza9FE6RxxTjKYEr2g9QF42/odqbvPjciuD9IBbMN1Tf38Zxyzlzft/QPlE/ACeWTBzpSP9/+jPX6O1554xW4YuGDIQMB/Q/g6sFeK4jtFL1iUun1HH6mC7CDvQVdluCZ3pdCancbpf3i/Fy/gl2g/olJ86xlDj+HyE6RC9gN0xV4wuwZzKj2hpdb+QXkGS1PiCyU6KP6o0OGjfTIBIPZ3wUHyF3Az2T0YA93536H0T6eNwcgJl3kYKIELyYCDYf+eHwt+IOjlFAN+zue1/dyBkDEs1pFyGzY5LP3T3lkK4wqD9hhalvcd/p7BCeYPzMSYJe8ZvzJIarGYQe3+3baH9+f5zAvLx98Jc87nu3+hOP1j63NhzN+orrx5E52vVWseQajmFdEMApaz+hS0bqhZac0R7yLvlOiCbzISuEJ6ifXWXbvadDaCSmVWiz0JptU5IbpK4hRlg0pjcoFsYaevqLL7gVf6otXI2iNUqHIDfeNnBHOiD6BeAYEVkD/xf3BvcLSkc9XRJ4w/isiv0D9n9wmjV6Ktroc7k8VWwzRm/tE9hMmf0f1E0VPCCvCipYTUj4jTWHvaLvR13+gKmg7oSr0dvHn46uDg2/iMZb+q9OZgPeUdFveLRaDXrH+glSjVvMgQG3AE/DiTbb7CeOE2ienqZMAb8D/G8FYZMHkCbNfnTfrZ6eBDaSfoCliO/bUsCcDfXF7vReWptjzCTt98hLSpSDaQDeKKsW6ay9VQE/UkMJqT1gx9NyGbfaj469nQkRZB1emk6jT6JqZTCqdqcgnWj8E3V0kuE7871DqDmdwOsLz96EujZIgyPiajO94U18vq6GuPNtkzMxM10ooKqGoEY1yxvPFPZNRSZqO4YwPRieDEaUBkUZNNr2BrP//yAiOus4H4jgRpp7Gm4rXbPCH8pcBHiOM/ikCPxSu/M40x4M5psIYEUVLZ8wxzsNRmZexIRyOh5iVzfkZfQzOV9NJPztuv3McJDbJ2m8F7p0gPAbzwZ+P95u/OwsK+c75s9D99o531xmOhPw1CRTLgJnTznxFmT4TFafbdCSOsc1zICMzxcacHw7cUSt2UOY01hTWD5/Ao5C1h9/fO8YmPB55sIZv10bGvafvRzbV4A9jHz7eZ/55HJ9/V8a59///cPx3ylbuMQu0Rdzrm3Pmh/VZP+6UzrVpvN8MY1JGHp8jDGaZG6DPc5ZMaSpN4cHKRLDc7/WR1TWRpl8ijOZ4JJ/6VNDimQfSJ+6p988+DFizAyE55m0+Zk1uGohx3G8EE4yjzNbQVkgH3whkJcJiXjeY7m8cSxU8M+coCXYoy4/jyueYliX3WZzkZ88OvJ+rhe6cOBCofxXxPAJgMdYjyynlTRiTzMZNGuMz15oYaz7nOEOP+Rys3OWoZTBS8ilmh1k4yuLeSjibrOGNW135qhGHy4bPRCNhtYbSKOwIjRGEsOrKKJHbYIqyj5r9Xr/fR+4kKgcpkc6WfCNLubmRSThMHFUVQaesGzx4mm8Oi8wUMRvIrUGPCDaVY5gp4EB9515Pp6CDEtxei/0jR51i33YSbOO4n8xXtp+rcHK37o8fGvcZVvN3JtocYIix2ydJ+J1j4k1jBCMz5INzpxP917EfXSfLoKMboslzjmBzzPNAKse1LKn60FblbkUGhd9xkKG3MbGmsZZzz5H7Z3D598CL7ubJpr8mfm888Ez7zrl5/UdZKHefD/44fW+s4h2w4qNxTmOwx/H/THdLOs/zUm7NfDT5vOuEjsCfvYCP8n2+9TxX+d4jjQv3/PhxjpLu75/N7vSHh2Ne6NBPjh5F/v7drFo+gYZudzjxbdQxTp6d+vecI5K2S/J5G8vxDc19dxs+0tLxOvfy3fsCWW5qmGohq47zhCPY83j9sP3mLCWM0aj6IYP4mLGZnu1uOD9iMclAj33qpdTK9Ejz6n5zsaSj4FXz6JzUDJMyeM8oaXpM1nSt5G0fUM849X6+JBd0/kqcN2yeoZwdt/GhHUEOsdRnHrlyXjyDbjbNWTr4ZTovP58HHr+T5ien4pGlJ/en5xk2vZXPczcPcrz/4fED2TV/Z/gPHvlGPM/srP1wLR7453fvGADKgvcUKtFzMplA8WCn1IVSqwMuyk6tCzWyIM7PwsvLwueXJ16en/jbr8+oFDa5sbbKfjmz1Z19PWHWKctG0QioFfBMCC8tJ6ow+RQ8AyiQryMjWvFy0gn8eQ5dzPelx3+n4HROUvJkKxwBSL+mgxQ8+uFy0hBZRskl1YL2BSnFS6tYDkeGTZplLLM6RAbPD1BccqmwaS17ae64jpslryNjduy9G8g7DkpdMBqS/bcA9wtdMNsRbvG85yCD0OMzOFAIWydqt7PFuM94wDQPB4Vls/kjGyVQ3BjImSxH6zZXBoF/fMy783/8+L/27fvjo9Ec0kQ+OCfY68EiZ3vLxPmsM/BgdwdEQwwHFA+RfezXgy0ectNZTNC+Qfa6me0CYgzD/2GzdnW/JkmvH302y+v//x+P43gQKn9pmCGVc/rUo2wjEC0FK/5DKc43slmCRWZE8qKE8GtaDCXEWTnYvjjgxKc4bbEIzqfskIbJ7kFfPDNLooKADEBL0lL2/0hwS+xTgwF0kUqxs3+GA0l8bxpogCcj42H075LFwYDqpesO1L/vc1PP2NDW6buXUPbWCBJjaZjdfK70BL0gWp0PlwNg7PtkBqgm6AAk+SNCllXNcZTgXQ7qWgbfl+I2aw/eJ1aP61oBXQ5Tok7+Wc0Mkz7U6NQsRNV70VqfZKn3rjWCLsJH8Rhf++j4y0GIRLb6pBM3aaDeXMN5tjihlIVE94tE42PxlEAbxFBBzniTmTocBk4AqdAE0jxqNQi7K1vdU+woZz9ngJ9CkaglsiccyWu64L0PQliSSKVYhIF0TKSFMBzxJVlqKDniSEy/dkM4u9AZz7VhbJG14DViJZ0ayQey30Ia9mUPpnkLfviME1kwdfNI2gHSzXS/HNt94GMg51MBCSIBsBKIHDmFYN/8e3INARFE2iPAU2pUBPJUaRlIbmNGD/v3XkDEy5UlRIAyxmuJprB1jP0HBDe/OJgYwW/G9S0EmCsqA0mYBkiUR8n0yeHEG8qMHcrJ2A5ZGzjoNGdZ9nG/obQ69CIWJpjHUIZ0PMcd/zdDuiO90mlto4xEXFd1oKmO6z0qzWCSQb+ggdS5B03EWyP7giE0sr6zG96pQoTql5zJpvmIZ5zN5JGOmms0BHbUXT7SB+LRZ2GeCidkg/nReyUzQ1IZtCjLM7JfjFHCbVKA/JYW52eQcwoKfXic4x7OhLMO86HgBEpm0E6OP5XV5Ff5jCkI5s+CPkoIg7Ge9/ArS5rJjBCqC8Ya/DZQlImE98j5FnMRdKhpgBwIYs9UWDARiqbQi/ms1X8r7gSdUBqj9wnq94xa4nN2SSrcw6i1WKNoru7EFfWvoxGn98MpaO4vDThXCuBhNBcSJUgiGF2wcN8jwwZdHnppUKllKqfzxUSTZi+Y7Hsx0NaE8pQ8Hw2kp/MciZRsch9YccUCAZ2D3R8fmdDW1cdi7BjN96cJZp/AzpheMFtRWQKpv+Gobkfres8Dz07wKejuaJWGyBuunERfBz17cKrsIXZ89bLEjIhncixcHKnPFiFxXyM/21F+fWQ1+buimbFxpVNQOyNWWHhCRKiyxjrEWHo2EvWeULkjVP5A5RXPnfTm09mU1fQSfMx1C+HVR6kFjaaIbhA0zKDrCY2UfCG7KgVyD/V1Gkj9pOeC2gvdfgleVqDcoF782ur4XVU36ItEr6dQvlJRVzsFWwvQRfCwgC0wdp81FvZDb4HQfTrGDVd8FwSh2BmhUbj5HKZBWz7zMwjn0bMi+VHW/heX2/HpcRSITNA8RnAkjDUZDrt7Z+Rw0jjzJxu/3aGG43lHZlGc67IwyicITlOkwn2IVnfmSmKIQRNdHCNKJHfw6+yPliDpdKzcI6xTZh2hCpeZpzBqsv9NG/pWOjyNo6yWxXwefWxyzIQTUxkG97iv4UjnzDqJjJwp0DHL/IM3OW2M7Ug7+D5Qx00CxDMt8aCFkWGZF+nMEzPc8Xff/fEh1edA9Ej/ttgH94jB5PGprx6y3hHzcX9Rl31k0FhctrhyHPM8090xelKvSN14ZClkFqz3aBl1+jPLjMkJPIN/hpEn4Tux4Pl5LwN21zs1HMNZqkSyz0akuY+s1Y5JizXIMiKhow2kbGh06cmx2J/pCLPQ5cYmiTXXSSfG58viN9NaGN3lQxjFRpbdMw4HZDarzGDCPEYF2UG6A2hGKZjizrnBZ/vkuM5MmHyuA4Bi2TNhBit8cKgaUozWfRde152liSMHpbJtjdY6ve1Y38E6WWoldTgJJxhRQmBorCLhKwsdu8R6aeopOV475mqsFaGjJFAodV2n9+HEyPODJ0oEb1IHs6FTJg8PPhBx1mGKkeMvd9+XGZimvh53rIfD/slMadO8d53GULDoH5Vrkgh2Bl2OifMx3u3Pw3bw553lRupd88By/D0uI/fXnmd66HbJ24VBWznvh7SIZ069z+fkuOePuZsP2wIo4XqMlIVinxA5IU+/IssToz1XuSHLyunTMy9//41f/7bw998W/uXzf+F//e03fv3lM//13/6VRueqf+P1Zvwfvyvv1zPW/h+sy5Xb9f/E2Kj2J/SOdkX6Ev3WjnbYdnKHPP2C9Bu0eP6lI7UDZ0xeMAO1P33O2xqBkxMiSpHo3WS/Bj/7HLQR8lHdnjf7ArxjPfqj2a+oPWP6H5j9A9MXCi/QX2D/5HNu6v6E8ymuWZBA4jr/OGMI2p99DfsXxNT1S/N68K67vwG3WM/P0G+YvoGsmOxRCqt4dkr1cXsWyIrof3AA9QTT5xhLNNj9/9L2p02SIzmfJ/iDkmZ+REZlPlXdPdMzIyP7dr//F1qR6ZWePuqpyowMdzcjFdgXOFRJ9zhKZIdVke5uRir1gAJQ4A9ANz8X2LNrBPLfsPYK+ju0O43/jPAbxgMmF0TfQO8+dxjGI8pnhM9Y+xXhFdor6ArdI8c8euTGsnOg5Q+vsDW8C3gogswmvteOnP46yXT5+L6PXwZlt0r5jJU8kGJKBF+f+i71MaXQzTqNmCPFJWSmpNrSCix3xK/O/Q17VX4+saOyvaVOWrqaeB+TPyUArljW2UmRtrT87ByJMc+TTb/zAWvJzyU7Nj6X97e950vvFm/6RA6flK3hm0Q0tfqny2lrr9h1Q/svYM8UILR1lkWR5QmTZ9r6J629eQSYrlEzcYFFHJXfL8j9ERFPk8iy0647ZkrvG7DC5TMgtP4Vz0wgoBeE1Xn4soO8Yv0XzH6h3e7ItsPDDXu4uzP4Itj+J337O2QUhlzh8puLrIsi6xVr/zvYyvIGyA3kH7BesfX/dKQ//07TG2t356HKb9jy5FFOLeoRakf7A9afwzHcsPsretvp28b97e6OL41aEctz+D9W6EoPXdSK7214dJU7afr+hug9bO0Nk2dMHlhUaOplA8wkoox2r9chN1Su3JdP4QB5QmSnyVvM7WvQQ5wXLztcdvrjxcFzDwvSFNN/YvoPmsWZYEkbzh1jo3WhbQK20+2GdaFvbm+XdoGLweLjqkj7H1z/Qk2IPKRkQa0w1BVDd2I/IlsUL/yWSthA8/iGSONPFOyqSAhvrfZSCP5hnKoPQ1BK/JqbrUHzSaxC0wIjfUq6dmZ0cfy0CRUsow+jqFgoOHNovMXBIDpvafxrPRws7fD9zJW9hZyrVMSS04ZX0XY8nM/nal7Wo9hI5jd71ULhOiB6ZfqXB4l+bCNzwNUB1w8WMgue9NaRKJw2GehyjQyxNdof7/gW+/7oGvN+/nTm7Hb6N83O7DQ4XElPWoL1/fOn9g/hk/LBb0Ph/q5Sm3NXudOilSI5G/6MRAq86ztY0Y0LTKeXozl2hFWf+lpIqnpjtflRd0fuzHdf8J4SZyE7fZ+npqmdYR+Z97d98DP27ITEsgMtndbXvjP/8yXTIeQAlZj3zbnt/KhNf07vS6/78BwyL/Oh/XzvWJiY0nmfMtHePA+ndBV5v0E6xSycoUT6NJt7mogUkUOWDkkFLftGGOFzmk6apdUahzJoiyMe6nDI+E8peeN9QwE8Ru+cd+xxOaVmPb98j0s5K4SjVZv6W62UnDm/68RfIh3C+E+u5fu98+6qAt7EXs3ogTRkR/HkQLSNlDVZO6nVHjcyNcQ8dkMqhy/BxCd0akXOZPhy0ng6lqI/0g+zdyhOnvOfdCbuEDMWB9jF/xp+oPBR+vMahgyz5JI+Hm2u6KhdEV1RFE1kC4rZgtkFr5VxjyiIxZ0Q4XBIOWbWJprMyMLgGJY5LHWsda3yQhV7RRDZkGZxNkm6iQKqFUWR8xN/ZWqN4D8Z4WYQKBq/22fiqEPNcsjXYFqAmvkpVkIWSkh/86rVqpZnZmQw0UT2QQabnbjzaOcY8zW3zqH9NkVkRRuS4x98r4y+MtrydySth35njD1a/DFSHJXBLvlCGoEHym58b9OszG8M40Suo6UzIkeW6ZRO/0sjYQ7wUHtlnp/zbMZ8zUhnzss+EcAH/K/m5ANeN9oRDstVdw13eH5ypo/jy38sU4cBNe4eKsZgl76gH3TIODi2qitnGT/k6rwjjv09933+PHhe6u5C0b3JUabUs5Jz0+q7lF1uDHX5aGFsztzrlVIsjKLe13DMhHEP61S9tZSFSRcH/Sjp9jRHxDMVHTk+n209h/kUqOjI2EdZ12/M8SzP8p2p83xMc8nVC5hS6/eRbPR++IHaxv6p60fy1OdIA7XYd4uP/KzSe0e1e+HHyWh+7K8c/j5QURGwTSR0lIpH+nx/zTvfVfnUNYZsmsd85IOTjK13U5/XjqzodKvPk75LL6gujvHWiOchTfcMOTN0pfP1njaPoz70O5jB8Vs53lNzM/OwwY/Ozx56NJ81JlqX0xr79kheP/XiA5Z0uNLeEPQsGc2a89NWWNYJF+CRzG1ZWS8PXK5XHh4f+PT0zF+eH/n1l0f+9pcHdlO+9oW2dP796x3twnr5hX1faMsD0ozGG2pb6QAlQ0uGB/I0UkinPj0iagbv8voJvicERRYLWunV70qVe5CHwZN0R7hhtrruFTUIzW6gX6lU1UagizMKo0GCfzR4jsbZQsbZATN3ToTtI1Nk+rgTpXsFImWjbnhqtxtIgFMFB3ya04WvdxaTNtyRHTnwE7jQLI6A7kS15Q3jT5AAggLujF3JdK9ZP40AyAkPeHqYlcri0RpE2nLLNbHtJwgu+uXEN/0+f/2xbB/P/ETzH9720YffvPlfeM0Yj7ODlHsUvx2aRvCv1I9C7M+qgyXfyzbnV8TvVu+b+PjEz6sYdbZXD54Z4/n381x8LAeGtimnO78tN7653t9Sa354/Vh3c8dlh8UN466/CNZD65DkBheEhSYrTRakoo4uTueoA5417LtCpMcn9qRBV5dbi9uBE2Biezi6MzqBOGtpg+6GfK9QLX6ObkATHBDraZhc7w9+3AzEU78aT77vOx5FobfAaWdKp6/OD20LtP+C2pVMk+QFqRXThnYHmy0G1g3tnd47XYOnqUcRiOFnSIHMVuN2t7B3nGvIhD7jVJM0tiAmxc5kAvOKdBa7D+cdhGOZSccNeZW6TKTmZvHoFlkWrInzb9m8nwKeKtiBf56+ztNzSTjv5r1mS2iSyxTh+RP0+fM1IfRhPCIG9hVsd0Wzre7pDTShgOeVtEwnEwiP9hChJnsw8GUIzvS62DAsGq/BbR4YaZ2WCMtp0K6YLDTJEMiUA5GOSR/cM9c6JhvoHSJXmKUXs4E7HkLhLsOBG3Eqr3jm4NSoadEkQCFv7kW3RP76whk3pMfhdF4PSUV4iQUmkNcdehLjPSY9PUkhfPXRDVJyjbl7xbiD7NHfBeSh9OaBCIEptsmbLmpuIVQfY31DMeDm/VVH/wuPjvSouhSuIEiitQN16IjhDjwg8gi2YItvYs9V5hLkR7QpNilD+TMPewCRT/cQ7lMKZ0qpk7NDLBD34ps/DMW5oQ9OpZlhJ0JqnA5ifcIzniGw+Y5EdMsFV0rqAUa++ljTKujS6nvLdiCQ4i3Qdq2Ebea3LsfaZGAxzb7mHKYRbij246DIRKND0a9b/YQT3R/RAPlcHf4NPKwuc0m38Z4kqVqjaT6mUL9gHNHedMiWRCeMfucB4OOTgwwFNIXY9ygu2hg5q7O9ZQqVk6GQlDJswS46FTFQytB6vLd+XqJv4QVP8tZEdmaIb9BvRV9kREAsTPKRVM4tUbQ53jCK1ZlMRumMiEqQnMtALhJKeO6ZyrOchBDKXvZpFJzOOZeIgvP+HJ5NhLBujhAtskke1/EaOoOefPpG3uxC72YBp1RmAgWbhYHHodvq70SowoiQyQiiDEmXXHN0MghBHSSCN5tZ5MZtXg8BIKOkKmro25e93TBTdPeDm/bFD3BVw8IRpTQPQ20yjAUa0SCLuRxq5IFzD0P3o9OG+FgTGdkjAqdFAbElyLS1fKfPj1lHcQe6NQkZBGLNnw0eNGwyEvUlBF1cFmTEQ5d7yNnVD+uyIWJsFu303cm/ue6wmLe7q7ALqO14nRP/163RI/LM81EuaLxPbQXrWP8KeLEwE9B07NiT97XdMToa9TaK91vUXxLfO2lcEG403SO09pEMr/VC7O5maSx4xIfzxC2iMVohXWKGbQ1O32hNPEdnOZPeWOzCwiUiXx7wCAvPma7qckLkiomg4nVWzN4mvv0NeismkEjm5KsRnTQbmA5Kq/MISz50cFovtbP9CuYyo2D97RQfg4k/Zq2RYYLLaIZ0yjh/Sv0iHE3iTViKBbHiiTlHGjUSNBHr0eVRsynz77fa38PBNMlhM0a6iUyr6YcdjShKLZRG/gxkcO6N/JdyfdIv6h4X+KRxuubSZj1h5i35TERtTE7FvHy8QcuTrpMOzYyylEorejQEpaG0dKKKKiuB8s1LWqx/i3nuG5k2TrING7V5OPw3ZFtGutkaIj8jI+M2TXqbDUCTzlZrnca0yYB+AhU4eCNklBhuHCLs/4HoqnNK6gEMXaX0ACENrE6v4QgunSbTs+6uKx30CKPy10cNm1nmFtCkIi9zL0+OSkm9zxgRSamD+LgLkJT7cjKyzNiL8Uvu5Ra6SW5AA16jv7NDJIq1SidTj2BRWwavjzfWYiGjUCvCo6WumYvzfQerRiq/3m+YNt5wxOUSenXfd1SVvt/R7ojoKR6Ho6wPPU89okADnFI1Oip92HAoRedLx/Kuh7Op5iUo/zC0SScs/hvzeogOW8c7mPZjrVB356tl9I4e6LuiheuREbGXabcIjakACaWHTD/nsAtGWzWH2bfQF4q+Jl54GCd5vo57p71wROw6/Q2QSD7Tao6OcxNn6eLoY+8PkZR8psfK5F6b6x99fLWg5aZey6ntvzgCdBGs7WD/E+mwtCeW5YFLe+TSPrO2v7G2v/H4+Ilffv3MX3/7zP/xn/7KX/9y5f/4T89sJvy+C798ufPlzz+42J1/rldYlKX9yiJhIBOjLzt93djWO50NzTqN3e0vXb+g9kKe+ZtekfsD2CvCDnbF7Anh4mf0pcWxY0fNa3F5bTdjD8O68jfgAdl3j+Lvn9x/wNUdflEDxliw9oipYv2LI5oVN2pevmJ2x7YX0E9I/189d/jl1WXF6hGzcjc3LkZhV89WYbgTIM7V8hgpONVtO+3mPFWeUbl4lEiwLAe7iPdl2zDuWPsaK7qDNtrudcuy/qja3XmyiNs99BeXo71j9ifSNqRdELkjbcP0goYNLHUrkS8YivWoM8ECdFp/CRVjPW6nDy8ZdP7Rd++u094pLe17Lxpy5n3zcv7g8GvpgKFkHZqJ15aDdHoi973Uf+O8qpP8LKNq7lfJLctI3TjrR8fO2dzJZIGWfCrPiDLOogWEC25WMiifOU7PrLlw+n527ftP1x8ODo4PWpv7Xx3/6PqgnTM1jD6cgXnfvmzbQHZo/0Tkhlw8I8eyPSB9pd0XT4W0KNZgWRZa+wzyBO0Rs1fUvvo03py3LssNWXaW6x2TnS6vmDWUJzes7zdEhLa+AZ0e6k/nCZGGYDTbsX3D+p/QNo/SaG+I3pD+AHZFaMj6gLQHmv4CXJB2c2eH3dF+odun2OdCk86l/wNocOuwXNkbSFMW/UrTDb3/AqxeG+F6xfY/ob+ib3f6bYPlzrZ45AL9BfjKcunOv3bX/WTzSFcVt5m3SHtk6ucC+qs7daPot66fsOUXuG+e+mi/I3pD293r3bWb22nswqIXVDub7nQTVN985eUXPHJtjfPxX0BWpN3jLHfHnQogJtjNbehsK3R3ajQ26FfYLi4rrINdoT2gcsd4cfoyAfE6EGLGYhENe/v0Q3kK/3IkRCgRheJ2hpJFBEe0RP6z8YekkIc85Fig+gevS6aRIaxRuIj0iKUynWHTeaBYAS9MxGKRqxHcI/cIsrsAECFD/A/ocAklZzaoTTmbx+5OJUs9LYnDDigGpCAtPEvp5JiR1YmkKnRKjlen+xRX1t3Q70rlA0agBxLRLCtYOApC8RLmNZjZjpUCOcSR1fqVAlaznIjAGK9aOGnWeXHJqBIphFg4IGT39QAyhYlfkav8h8jNc/9nYZq9PCH2PkLVTWy5ACzzB/N6jxcXwxYjxsaQ07OePHvVy0GQh5NY00O3JklIqzWZBfKMeEoUeo6zajwIEeHi98uEyp5tuJOKH1cI+vg5wjJtHvX4bkZVnRWZNER+KN2mA0U+k1sgdapqaxi/akd83GjNyygYafXsmFeZ72QYdr7TZiFs86HkD2GwmeZl7vMYx+BVhwNqrn8RUO6FNOZl32R6x7w34h4ZCpOzyWx7ntvTQRZj1LIYfNUvjTZ1mu+pzzmqgw4kQ6nMMVcXcsxx4LOBXq7/ZHo4nXgLMIx2k0EHo6Djh0N/GCXDGDmIPo1xrbo6vXxSUNOAM990XIda1+yezGuTB9yYnIpQyPUfB+DvXX6QMXc8qDGMjXXH1J73L/e+hWPZwiAizPQmeF0CcWcxcb/knk9H21D9q96I7WMtYvrHBnd+JRF9M4xV8U7L/Svxd+6PHgbh4cj3nvjPXgeBVjwtSz1XBIR1mnSk7aiJp4IKA7FB6BCTg9V2PC1NrKckWs7TLnoRRgkDYRb3nDG9Yz+7ATLnJUAQMwsvg/tCxl1a0gY21iYPZ7FGrWWajiXWJPqMp9dJfcrXJ9L6WPdxhBGptkcWp//ulXQ9GQsPtHagiNN3738dbaaUmvnuJKNFpu9yhYK/zGnsjmw7rqRxGBEQIwpUQkcczrDYw9VO6nBjTzeBcngWrxtOgHkP+hK6DE/pmMZI34fJByZHQRGGVXs5O0UX53k86CBJN0mFA4kqB74i06NDdk+Se34BiIY+Koc2BoAgeYjvY5/Tk7xnrN2PL5l4rpGOvWMdgVnWzfI51/z0+vkwc2DQx9eO3w8PH9971slqU0vwdZ2+1uNY6v6hCKYctdIVUp7kU8d5HshOn4NRgHyiFosI2RTElT/cTmM4COkxDzbdGx8mnQ/d5TCh47f6M+cr28j1C5lsXnh6FKLOfg1Znu14TaBtzEuFXS5jfs8q5seM4dRz9T2oHRWjdwdbuNgTdN/d8aApT2Zdd+YdsRaxTs5yJv17WKpGX2caLDn7ox5Puth8/qp9a+OdtQne69Pzf/MsnTt61g1lHm8srk1vO+o7x/4UuXwgF4rLS8j/oNOKrDkfDobiX+NIuGGOAWzM+0e8JunwEF0dOkfNZTiAznt+mq9x36x7z0bNb18tzwSRElPsgugVWzY8oumOg5IWBxvIM00eaPKIyAPL+sTl+guPj5/49OmJT88XPj+v3K3Rt4X7Bo9r421prCIs0mhccD0k6FEUbR0VRSvDgOL2jnQGvA2KsiVSZ+UUJODJrfSjFITidQ809mqAKLmEE6LRVBy01FfQK56WyOtSupPf7QRm6lEbllHY6gAQvWH91eesr84LJVKctgQa5naTIV9nizALbu+5uxxOm4NcEVlR8eiMBB+ZNH+H7ZhdGZIsebLUelrQaaGTLYEm8ZwS67zjaSMT6Oc6pqQNJO04mZc+aEtspClxtPP36e2nRe5PNvKDt033f+vOs5433R2/2PnbijSMmS/14KTDxeeWeuOkLiVgrmSiFOc4tS3HjsztzCRUP6cvbTgevmuCqPFPDX3z/nHfgavZ+YP5+gm6+OiR+c+zuvTT7cQZ1m4Ib0gYzGV3oJWoIHvzfb0oIg9I8+LI8AByw9gxFVQbS4u6BG2ntTc0eJPnq3vAQTIOZpeW+oTrHCaCn4NiL0f6eAtQGlGDELXgdSu0SPNvDkAS23BH4I5Zw3YHROniep7ZDVFzfsYVa09Ya7S+o3rH9rvz9PURWxY3bXaFvTsOW1/R/oKw0bKwtASoJGZfEmQuG14fUcP8F3xt2x20T4CA2sX5VwBixHZEd0wcGGii0DbPDikLSAIrLPihO04dbP8QZ98rRmMRz3ojlhH4+HxH7Q92ge42xYbiYNKVpvG7XOOfYc0jQbx+7RL7z0FPYgvSfyZK/19yQkSu9jL0GAMdYwxDQzLgYL4W+U+lIy2MSFFp3VH0mZteqFzkKSTT4dEc5W88xHOhBMs9ltmVLeQSaH3xSAjCuxNIMC+qGUU7uhuuzO51gIBLoD+VKswRhkQftnm0gkXO18WVmYqiCAeHI8INy7yts+3LiDEbYi8xl/EeC6NESySH53A3fgkFww0pErng3WjxFI0GSsB2CtGW6DfExy0deIv7Xl3x6400biDAEiFS5QgJQkq9z4wqqskFQsCnJxxww5p4XjmP+FhDMQvmWrk4v3Nl2q84+NScxiSK7bFJG4n2taK/jswIOHEyd1kYSkIqYQ6T8DmUFGQjLZZFH2SWYqUg5UfONIsRFtdvIYONMpBIis5hxJgVdGcihs2b17zfwwExiTVxhchsjLfQnKWEJvFN6b4KQZrGKSjkU7XvylLRBkoV2QplVuRCojKdBgKZXQZyIxFmPoUTotEJjjRc+yt2Z5ATYjb7J7U2nXJCTPTpnZry0E3KzQ8vmboUa2mHdG25EFbzKGl0LwfsPjmHHIk4HF9hUJrTrlh9zDiOpUCNg1rkeubsYKzxT46bMLAZm9N55b2/1L6puc+zMIw16QSjyzWekbhtovExqd5i8KOs/zAb2ypNyTKNX8e4ygAGVgWVbZprn7tBgzkNqSzlc3KaY6PS4aSDOuesxfpVhM9pjg3SqOKOyED41+E1DRMLHkVmqT2P8X/n2m9eA0gjIsQVpA3VWzglck4uIVeDC5krDw2jiaP8wRWWNISttvl82WOQsu/1FofYrE/k+SoNeEQkC1kZmiHkXDEi8o2ORvSCFKJ6Q+0NR9M9++eaRvRwoLS4N2qRaCLBopZCxKV4TUTxe3YE092RdIEK3pvPrbLQS5aEQ8NumDlyDeuIhtI513IikZ5Z2LhN7GmLOhFJXE+IPGLs9HDA+wHbDQ6WMhKlopcifUCP3OHpqne9Jz93emvEgRcpw7CjfVaQK50rKpsbF+xK08cwIASqnQ0Rj2gBpX9k2D5fpXtEP4onpfNqLzlXPFmWqdnBMCZTmf9dDtvT6+ZDImDVXkqu0/fTX87PwpElzatcidAi+m+g9POFjXTwWOhC412JqE9DVUbpjROg12RxJ0/NQTr7mA2XFuhLw6JmRkVAWnKFNCPP8yKBFA1dYDrploFT5KCzHUY4RTrUOknKTtclDs72Wu8JOBRzODuabP4uZWwcxEdajtGTXNcfEpzkDsi6GJnKNA3VaaiZDiklskeKEdett5IZICFHXA84UF1N9ZAZNQcTitvTtaW+ke/YXYaXLpZyKOsYRX90EpzVdui6GFI1TCS+S0dERDFYSvZMQ5v9HbUfzE7RCZUCMw4RNvQAY8jOHPeoP5C0kDl98/JxjeiXmLwwZBO63HCd+cq7nnCf2kmKiLNGOeTF580yArFPdOjRGx5tQPCYpfSW0b9440+QmmnUOOp7OCtXOg2RzVc3jK9qNlQkEyrisuR50r/zDrOMjreaE8KAkFFF7xRLSx01+NFhr2U7yRUShZ+6/+AVCegqoFPt9ckIF2tYqn05xYJDe05Ejg4IglaTjiR4UN4SjUkPfgQzKCYLZk7UyQCCxT6LSDGXmUx6UY5x6LY1X0kbYtgBcDL2nqVuGeMfulv8J4A0k8t3ms95nVJfDyNxzR0cD+ofX2aRZofPYA+oNucf+hVkQ+TJkbhcWHRhkc6y3pD1BdYrrCu2fqJfjPvDlXtbud8v3LRz216539/o/Su67chbR1473G7Y7Q293+nb5rTelUbDuGD26FOgd7xm0QXaJ8w+gT1jdOd7pqFLCKIXj4BIVr0FT1bXTXucaUSf/Kf8icifIHds6X62YMXEayNkVJftv2O74VGqV5o8IOsSc/S70/tyDdL7Emx+CxkbvGDXWIpf4j5HEFt/8Dzp8gw8ovI78AfIH8jyAvYZ9BOSDlzZSRuRBC3L+htwD7Omos0NZizPbgpob7huLqDGwhVhKXyVyG+YPQF3jxaRi+tv8kiTR+DfMf472COye3oatV+AjSZfMbvReIVm2PIz5reSvNNv83dMn8rp8+N949kTjcs32nGllaGbzbJv+kXe9y35lKTcteRNUixV0vmeYGYj9PPkr3MfMmNFymgb9pw8pwoUYGjmv5Z90PHTwmB7+KnjZ/GUoftNSso0w5M+99HcHubz5F79gWw7ygU7fX76bAZSnjjej15z6GnbMPGIeOvKuq+INFpfoS9Y39DesfYCekftV8w+YfoK9ne6bXS7+1lHQdih3dBd2LfgETy6nid3hO6pnpogV4+Ub62htMAACW1dAr98dx7VVgeB6wOiF0SVZv9Alk/I8hfMOrt+CV54A1sQfUJ0Y+mGLCt8esYabLz6mm879AvI/wLLA31voA25/3+R/n/B/uQRb82QZl5j5tphu8P9hil0NWzZ6NeMhDBEd2TfXSa2OHOr64ZiL4h2+t1A3RTraZBeQBTRF4+wiNqAxi+oPWH9C6a/01nZ2ECvoP+GNKFdoCLoFay73RhWxBr97vZf00ewK+yuRy9X3FkkijRD7A72hrYH7PLoPL2b81P5h98nHbFGsytKx/QPwM+7sjSWZ/j/rxNi8vhOHyaXYd7sUkpdoixbKKNWyqocjKUp/PPnScGbleVAM0qEp7uyujG8464QSyrGTVI/ib56geXBsJLJToqy+KG/FOHSJZNRhcG1EKA5A8kA02i2xCumkPHS+LIwCQzjnYzfD6jFC8g1HCmZwiBrCUwhgAajUK6M9bGYm4mhVc5wu/p7W6xFpltqobREWpXBPoPpxqE5D5bugE4saCjSMtC1M2M8Gy0+vpJ4k4HnIRqOIi9pKWkx13bQi9OMr4/VOo12B6om6SwPdlrvyJ6XAhzrn2B3mdeRZLb5jLkxMA+5zBigbHoWqjb1Kb8eIY1DpbDh0YzPcqYdHcVBduYfFumNDgZlg8pxWYL1pPIcIj0IZXxhxDD06fv3ik2OPOfdyqg9DrBSKa7mvZmHI+PggKgZ9vWQlkjknI8xt9+7apQz0opUmOZ3c3x3RiaQCN35EDPWZNCjjXYKHTKOgMcZz/ek8WFQfrZzxjPWOwo1G/wrBYEEhZx1zWSQJhOAVAcNfsdpeOR94GkywjiDMcLzszupweVBM+XCvG8+4hC5x23wZTvxusPA5hZir2R0QM1tKrr6QVvp+Mq/FySQ/XMNpEppkLTzE0JX9zRKTegF20Mm6CAxr+RF7isXQTbIlIFud11d3dnASrcoVi07FTEhAhro7ODLWQy1ohhGTkPc6Z1LlykMM9WN0SWKM5Ykb9Ur72LhM8AE1TQmePoyTeexZW0ER9t4zs1hlDOcFBVBrTGkIHgUgaCRV92N9eYyL53iUztOOpk0MuYhjPM+8Y+k/HYDtBe9biws4sg9H2z2AhJBq+G8a+apQKx5SLmVkTKWpAxcMuioUtktGHtoEq7geaf3WMsbk0v3Pa/7zjWK3OazuboxZ2VIHLJ38KTBEwevgwN/rtU32lFYkYfEUKOOQHWZ35X8IXlB0tShsRBZIYfCOD/Q89G3iN23/DL1sOxzqWMBhDHDIholedjYo3kYzZo16fTPCNJ5PvynTT0/8KMT32ea5fHTEVv5zQBgpA4xOYQLRRzyvd6T8it1pHNXJAzjTusJtKhpnK8Ufz/lhHCeeABLzPpsGhptdvDPncvxhcFccOfsgdbO8jK/HhJJqhabMM/knBKzCvcWkGFucZK5Uzflg99StnmUw3xeSRnujswRiZZy42zkmNYv5eP0yYhmOtLPQD5GO++iC2b6Cx2TSeYJpZMMJ8iZt0yOKRvzPGS3p2WpaD32ACwFfc7nFDjw6GFEP/ON719mPbaT73Xtczs2VKAAfQxHRPxyKJaevG2fpNjMe1K3zc9zjo1hzJ8jJ+cxjDUbrspwJtr0bRF1tpdI8tRH2qHdcaaJM0X0I9PnUb0fY0zaHzraoD4i6nLs2WkFpvtnjhSTcKBSLFJczrfY4I9Dfhmj0LkwaE7f0+20/5O3HvfKSbCYzFMQV8N1mwAzHej4J3gbCTy5AteQC4rY3Q038ozIisReELFAAnvKIGsb1rqnN2/NE2ruwq7Gvt/Z9zu9e+owNvV/e4d9R/vuUbRR20QSuEU6ATZGWr0r2CfMPoO8YbwhoWP6+TWdszHmBA7uwZOaAxGauj7U2gsiOyY3kEzVKV5omgtUVOfiapgsmFxQWWitgSiNDWOB9hjzfYttH/y4B6hDg+Yj1Wmm/bBIee1pGT29m/GKtDeQG/Qn3weaDlA3gA6KeYDlF7CG6COOWr5FX1xf9vSOU51GXR2EJLhu2j4h9gz2Bdc108j3RJNnlD/I3OlJfMYl9mn3NUgg3/LxSedw5V4reRJrdmQWp+u9DHvfqHz86Ddu/fnr+MCETQXCES/z7xM/eRctFd201IDGNawr0fhQNk59SDAaY84mJ4PVTx1/H2Txe55w4HMHPpZ9mX+kzjH3/cdc5vsTP+ZjljIjav9bz/6E5S3sf3U+1MVrPgTY06zj6effgFeMR8yuYHdMN9d0zFgML8XAHXjDdKHvDzjXjv20+rnW1aWwPYTYmUncpLnTru3QNlga1tYC9jiI8I7wSJOVbrsD+toN5StwpdlKM/OzV4C5Eejcfe16B73AZcfk6k7ILrT+B7K/ID3S110u2Bo1bls4srcNIvLDrKOrOj/tGnibPfSMPNP6f5reQDvSL1hvnnm04QAK23Cg+A14BvF6iGa/YLyi5s5i3xoXxB791Np2RNSBdXWODyCKCdadzlVXUEN2QcyQ1VgiFbfX0It1FpzHN3xM3EDeJkkc/zWfC8t93Nwhc47L/uj6eSdEc2Zt6miWVsrQZHQU8MiIFmmJopOCd0xwxh25UiUQawOZFgqI3YNRhOdIst5CCFgbxk7XOcLjrWC6I/KAydWVqaVDIE19Yw0kFQC7c0m3Dyvw4m0vOKGa5wq07oLDveLRN91BHjHxg6s1QdgCgbyEYHMl3ciwMzv2fVY6JRXEp5jbYMqmwBti4XAQi2lNz67Pezo+oDlKsxi1YvbmhE1USZd0DuXcb7471L2Ro+8XP1hknnFrznTYwDYqX3+k3ZAo2OT2Yon1fqFyvtNAokL7dy87/QyFMlFkLX9PAZMomDTwMSlZU3EuwitvY/I9tRauTBH0hMW6Jn067Q7EpB8MBAkQUBwqEMYhb2zUKtAeqHMppSKjfkIYTocnJ4tAC1rm5s75icNfFYo3rIxJJ+EpOqaxDhfVRSY4VcxPRNWcxL5/HYbDeu5kvE2FIsdZtTJCPEqi+Mahow5khito8wG6UIM5HuVY4H5CndkS4nk+PJ/p6IMr6xjUS3OseaANflP9ynmWUHAWEuWXCo+hwwYE0xpkJEiOP2kpFcw8vOX44mAljnIqo7jGXjewyMcqbHhU2T7WRyQOQzAiHmJNWioaYYSXKIgsc62PoMlEjx1SPA1RNOYi5zqdBblWWSg5aS/uCQeAaRjTiyizT7MhMgzyhQ5NTSXlxvhZ+banLo2In3S4Jv+YaCQfkWn+y1GioUA1rKVzKJBWNbYfC13Vr2B4OiLrnkPT7h6dYIo7hldEr87Xw1hn4bjzwwwlWyCR1u7YNiwUBmIfWiEHlRuYoIFUN7vjIeJxcI1nGjvNPDe2o9hXdltd0QljdqvDoIdi+v+ah2lCGOMbGmuhEZFibfd1bd5HDQdFFhDL7SzmYaGK0Q2wLZwOXpja97k7IbosYW+V4Jce8aE4z/YwYAulWIOvusxUS9nm4xa+Hvkn1/BVOy0stnmfmvc9K5JI0LoGCrdkaOSadpEYNGQSY1EkQo4Nj4Dw4o43j/LghSZGW6dDkSStGU1mQ8q3riGFggJPX89RDzGWGv/REWERWZrIwkLAVlthULBZ/ZTq44e4utKL5u4GXRdAI0cfRjIb92iiwIPOJOswVcRYGCjD2CUVsZQ9mlDwNd5AwaM1E642JH+Pg2A5gdKpN+bS++DRMcNhoNVm3mXpPZnS9UDw3UQFlsEp2xAygtiv2WA4HXbykZwj/4OxopMzmIaVUyXvCIdrisQxsu9ciSyEgYLPz11+W4Xd4+tRjpVQfAJcIfTByxlOn8G3c43TmBwI88yRX+Ip9MKKvpjkl6R+EVESZSxvzKMe9JKGvohEKSd+yKWsVVROvT7Wo2g99pCJ77/Kzz9HoKT+SuyrRul7lnrutJdlfD4iTNKYnkbaGRyxjE6RtJBrwYSmT0VmPvRDRhiPCNqYm1qrNXSJWV90h9gALMW+qeXMBSM+/0GNpaKzfDx5b95w1HV9urKv+RAc9ctwWqlMuLGpr+mInBjY0QmUf4xz3uSCDhpPfp56xDyo1AtnGZR8dZor8lwBAwCUILjDJEy/S+hqRkW8Vh/iHBQ1WQat5LuH3lV7zY4VNgZk3HnoaB/SEeyO3OM6Q485zIVaYq6TV7tukKke09k9zil5Lpj04gObGvqZFH9cTrTyE/W8Lk9u7GuvGDdYbo4KXUCWxfmMbFh7oi8re3sAHthUWfuf3F6fePnjjX/KH/zXtvLndeH2tNC78vq28eXrjX/+31/582vn6593Xt/u3N829ltH9w3tG6qKWsS+SvM0R4ti9oLZG/SO9A79d6S/wmrYYtgi2Log+obs/3dg9hTagsgjoIiGY0Az1We8Q72ekBe03uOYnWvYMOJ8slyQ628s2mlht0D/HeQBtf83Hsn5EqIujFyS+yqKZUeGCONPoLkDWg03fBomX5yW9HewV9gjGkQuQQ93xDafF7t5ZG3fEHkIThTObQLM2sxRzbYg+29ghsgLWTNLxWg9zsSL54E3brgt5eaOZdvcESULwv+GtkaXrI/4T8Q2lv4KUcPTt9WFnzHSMR1jitEVTednh5uOD+c97z776L75Cl5mx6/ldMfhr9O9x69dnrljIvWnwZfKCF18Ebc9wZBJqW+m7MSGclI81ur30T/Xr6ruA57qlYyEKP2LIRvyXwmPecSn72pyvqWLnz//mXVPfjm/U+A4qmpt1rftfEO0963e5bUv/8Rr7r06qG3/jMgDnU/YsqIXgfWOrB3JiATuzke6sMiV1h5oyxtt+YrLoiewK4t9BvPzkcmOrj1AIIvzFmuICk2j5q+A14ncnKdtC+wN7BlbHoLfePSW2B3TL0SgV5ihF8SeELki6yOeJu4TiCFfvzjfWXYv/fnwDIsg9/+G10ZooBJn9EbTvyN2Q7giuqKXBW0LcQTFbKH31efi/obtir2FnJOsGfgMYnEG79D/BN0x/YzX6VkwbV7MmwarYktEesqCbg29gckzyH+EZYX1QmtGk1f/iYWT2unZU1xttMz6sv2BafdzVWu05wd3si7O50R3sB1rijXzs+jtC0RKKFqcv62xbM3vtZs7KtZH3AZ8dZ040k7/6PoXIiHywJNKwSWQ6dNBwKAMcpK8wcYjxPYog5QbKSwNeNj0fRxAJoZSBjncU9cgKE5Hm6ZkMTurquidLNSWSkyiV0jU+dIw0/CMmxsmQ2k2WyBzG7aIsqDjERiR8inHaR03TEUB2jzkEMZvGQcBm6euuIjP7TjcG2JvZI5YZzSTwpyOiEyhIJG7uwxXcY9lmpZtWvpTBEHMuQtORzdYpecIRTFThJShmli3QLZbhvb7ZvC0MK+1Do6WeuAYUfPRdRZvEx0clOwUfJHnLIXczLtLMExrDow8oo0s7uZXHtiCrU/huuk4QxbfaDV3hOJOKcyzkpZo2UI016ZIBN6EXq/hx+EvC2im8WXudyCDLYyz/nQeZOPeROYVImA2BNeN04SNtR2iLQV9It2m/Uzsq4N2kgqsnZoZKFvv3hD8PtXBQA/G7jygc/z8gJyAgyFmUhgO6P+PrkT6x7yMdB/nA052Oz4rQos+liLkSu4wuA2+NdYm99U8zmw7aHj62x2tTPeGcTpOw87OYq9n9a7K/Sqjr4fIH8ior3Gqjr0be2U4eCSUGH92IPJGL/2XXO9U5NIhlwjiLFw93Z8Ol2kt09ho85oWHUwKojBoLfo859uu8U99HfsyHUDxWaTT8aLEQ0YcC6K7wWoYTaa5xhWOH2l6pl7LR7s7FMziUGO3cMrkHMvYqzGXA39oVLRheLssjZvm8+qHyVSWcw72aD6UdPNowiYedm6x98V6OOVdDqg1PNHQTlZyqpR3FXHgDsNy3urggd4LR4e5rFKs+Vyr+vyPFBlhepCOWEdlZIR1w1hHiRzMbIxUT/5ukHDCCz0M/ZboM95cxumnGG+b3KhJr/eicnewLOSe8B3Qw7To4IUeo2vVRshQgSyu6+i9yUEOpFwe8tXRw2YbphuFnhGiXquQxZmzd/6e7xNckqoUHaUMnPb0IOj4/0eoqcEHjij8dBROsuYjhlusOffX4HkuNgcQQ07OztnQlb+PPoQkyn1bkV8TjzYjU+4Mo2rwnSkNmwUS2CZHp0cOHaRJDaf6UkjoNHQNt1zdlTI89aaYe49ctPru4ESfxXJEZ1Sx8OpP8og5Sug9TYxPxvgzEsB5x7xmEz3U3/PP71zleM6nl1iD2Sg5F5yMfVJUOuTuuzRZKXdSDtuprUN/ZaADM/pCk4bne9MpnXPg94gk+GNMoLeV/Z70qeC5YEddvvj4vACTAbzk8AzqSv1GJ97QajzexHm8QeIlb5MbzXrFpBfW3kpn/9QVhIORPjlNnCkGR0/nQz6c/TlG3tRuTTQegayUBPVY0P+8fNneyWF6vtJRUgapALaVjDOGwyPmZWzGeGXKx3ls8U2qM0x8hDynnmhxGq+3k3t96HlSxkKr+fYeaM58XG3smWo/Wh4DZHRdgy9M6OJpq+YajD/8zDBkXguwWc5HcrqJxuy8z1y2Htcs+W/KF2XUpZj1t7xyPsZZ0qdapu+i09O6vZ/jcN5GDcIB5kq57bzjyOFmHVaPTpBvXLZe4v0B1msvgYp9xgsm+z7zY5unjxSudFO63ti2O/fXjZfljX9evrBdGtwauhvbi/L1ZePl9zuvrzu32437bWPfOn33CAjTHrx6zIMj/h28YHaHXZGu0F+Rfndj2bJAW9BlRfpG00jLrB0p4z14RO6I8Mx1zXRYlqmgdeJrNAyPkhBpyPIM3NyhYTtmX4G/gv1nTL468lYjN7xZ6KgdsTdc/wwQiETkhD4GSMlzriP3OCfekd4xfQB79kj4BFZhrkfZ7mmquo9XWgINFcSmxBPuhKA/B2vfYm5jpjVSC64d2g6yef8SnxarIVww+dWfa66firx4WpYeADFxcI+kQ/R710+I20Gc8cCJjpOzpQ3l2ORZ5h+frb/teIcfvWcn7TuWM56eRGXeVSwjHzKGbIOSB8OpnX3X6flZRzz/PT6vnWIJBlDKYV5OiXGyKv52cAAQ90zzc2Bjp5GXfj117TCt35pr+cafH7zz0LMP5v77rOzDq7dXxDqreWppsQW4ou3Ba62sdzBo6+61d03CmQOo0NqFhUdoO7K6Ad+B6480+8XlfToZG9ASvB12YG0IV7DmeLJwFpl20AXpgrULyEMscchR3cE8LRLLBZZH50VcES4BNL1gPPi9bzfXFa4dtMHDI0JH9t8RE+z+CdMLtoCKYPoVsd9p3dvryxW1K2ILogtqK6ogfUP2DXZFtwDxLSBtZeEC5imEq+6GbmCfwskqMINkFj8j+9kjMhFsgFyh/QKy4umQbzT5QmvuT9Wwj7sz1VNItuUGpujuzlVhwWSB6wXaMmx6UddSm6cuFt29+Dc35pIMokbrAuyovSLtiudfWhENZ6++/hQN/gs1IS4hnMZhwA9zrmTVljILQeLGeUeyhHeFjUKoA3UoidzRqOc5dsRp5nUWJ7gqarx7H2w2YqsLJi7ABVVB1BBx1KPZ5h4nsxBe7r1xRS/ylKbVTzNfZChn8kaGlw/EiG9MF8phtGtDubKsC9BnpEkqWFkLY4mNZKSH3+c0UZwLIx+8UAWfWBjFMjf/155ijtxBYhGeVM/ZjkgWhXMHh4n3nyVTUeQBL5HrgXINRiD2itmG8ClQE0ETaBirFOOGF4BagybC6CQPDKdNGk7nA9HH13T+GfM4fVh8PUOIpZeyWXRRB6o4LKVRfxIOQ2Hdpk0TDLYU5PxiIOX8PJGHiSFUjFQ+0hmURpv5wBb/Wh5yUwlcyHDFVAjrkJxGGssx+8HIck7yIMZ2XEvgYJzNAp9j0475xcgULn54m0VbIDKrVkKENIcS79rGGorqUMuExsjpavWpfx8CrAwU+TONq3loTKSX12CxNIBilLEpEXqx/qWCDOjYx1ehMI+3Ddu196VSIRQiLFBXk5I0518etDFpcHPanzpUTREumeqNNCCMdAyTikbWfhgpQRJBK85/Aonoz2b9hZzrpL/N924qfJZzKbihcWUgVfKalcg4PBQ9x3cm72mq1iYNcqH4ZX8snRRZnCoMFBmtZX2Mo1Suy3HBcp7SkC+xiOXoytuuzsNb0lgWMk4HTsgJTeV73lvT+yzmtDTxqI9zVkhPV9eXGPOMJJ3qLwhgHU3U/vROkQiLrbVNuhMyx7bvuM35V9SsUHGDg0iYLGWmZSYVfDj/cz3E3BlQdRjIyIpwUAAiYWSSQY/GFkZdl0UND8dVcOVWO03SAKoxVBk1TlUcVKziIAF6OBM0DG4rIg9gxhJRG2oPYAvKJXQRrxGR9NDSUMgbijsbVsOjhbigYm6nNI8samwssfe9GkdH7EbW4wBBLZCZKVdkxV0tzicFop6By23/n5DGTN89vvaNHqYkBxCo3Is+jBVrj75ScgMzmv6MHBVq3xGKbjkUoRR5Y0QMZjj2wVgb/GH6ZBwn9+n71GWYIhlyD/poK/983S81V84yT7zz8JvUPT4X6TzO2k8pzzN6NQ2yaaBIw+aU/iv5pGUdgGnuwnBqJUNTRkI5AHLeEuWYhhwbDhofZeh+h1FNfLLWaPyZqWYOaMBYowJnyDAuzM68ak8CaTiveUYmACIJSklDc8xV9iGN4T+RssR0i58pgScZg/hhsvrF0HdyHozSVUatuZShUreWfLeks8nBV0ZMqznyaK/kUalrTE7y1Bejjo4lDc5OYWAYxkexWO/bWrsszyp+zQATKwdXGl18SpNmtXQNKVlN0S6ZPqSuI+q71v5gQEk9QuO8shRtVr9Kp8top+Qb2UrwjXe0Ot5T+y7mqmpm5VVRG8ZI7ZmfJV025rka7/jGVbp38plIfTABNA5Xbm3zw/aIUJiaqo2XTDFSHpXsCKvjVJx+jN8lnM1tRJuVEvHsNJbRBwtQ3OhR8skjH5RI6zX8ae5ocX7GpJNMa3Vw7Fr8Px3CSWN5+8TrdZvmMfmGkRHCdl6mSaf0fk3giOJLuTe1Wh40eRhp/K7Tz5AhMDlcGnnWGJQ7gHHlnCALA+d85JuEj9PDHS/TR0ZEu8J+cd6pDc9BsjkYbn0LjXzF7EK/dbYvnVf+5A/5B/q2028Lj8vCH+uK7hv97Y23V+Pvfzfeto2X139y227c9z/Y9519/4W+PaHb73S9ods/0P6G7a+gmxuMTNGuqKmfu9eLAwM3kGVD7IaxoMsnRDePlLCOpxEyPw/IiiyffW3bF9yu4DRv9psvfaQSQb4CX5H25jYGW8Gunue9+/p6Wo8v0P4L2A34Eiwq6wA6LfWWqVF+A7tg219x9PIN2Lzug3jNC49I/g1kQZbYd3LHz753PBpiRfsKvXmR1ASPRkFuU8M0eLZswO5GRAORW9g1HJVtYTdBd+AV1mdMPkOkglL1nOgiK565o9F6gG0WEBrWrsWXhQ2PRP/+9V7Pmi/hSK+lMLyn7XkvHcMaJxZ5fMfg/iceKuPOdzjGeuTYuOUY7NhnZwkRsWinzw8jmGVRyrdQHg42lWl89cxRJpoNmT+c7dP3Z/lpjM/r/edBz70dcyTzJE9DP6/cx43M1/v3fPyZvf961ok+emRuUf7wsxyfabbGOWeH9cWjfHQFvXjQunpUNGawXLHlSmtX1vbgvOH25qf4WCZ59Aj+pT+i7RGVX/yd6s6lRV/Bdnq/oOUQn86DzZDFgXvoHbnsyLpj9ytd/0rqKNIWltZQVWTP6NYbJg5oa9ajnovikWCK8QfQ0P3qaeHeGuyblzReLiC/OD+3u9cdvG+wv6D3BXRBtbHrQuPOal8RXVjbNbSl7vbnty+47uP6oNpvPi+XK6wLCxsLGw6WesKWX7BlgU2Q/UZjQy7dPQ1LeBzYIwrLnRqmX4CF1h6cj/PosjH4wdLclq3q/M6WBuvFo8l0ZPQQNVLfU3t1B8eyQHtE1ieQnd02l3u2Yrqy7itmK6qeKqvtT9+g0eP1006IOuAxb3gphalAEFEIzFEBYTBPRJPtoZQsZBoOF2yhWKijPyQjHhouMGwUmPbn3OA+WFOgIg1g8cOP2WSMd4OWsxE3ZnkO4Jz0uAzSoFYoXtl8cLNunI6COd9KHR68D5Ko5HpfPhz5yGhuQKGDvbqwSkSphhE/DtGWBT7T+VLOiT3G/gztcWLGMbdhyPVmMxw9coTx4H1qN1cG0xCrreYxlbZ0lAhvSBT/9uEkKjMOVpFKo8ZXRQRDgJNzODPxj6+SITLNb4xZgu7qO9dkYoyZWmc6YMX9lSZqLhIJpWyPyIYlaGDm4nnwyPe2EmDvBCSBFqlcp/Ec7fg8Q0AOUZVI6lzjjaMK0t6/rySaOB1ZvjsR/vlsoghSgOfwQuhW/nhPieSytw2BajEOi9y/ZbjNRYjC73VQiKlnjHd8bqNLMWdWHwyDOpUqw/dwIaTKyD6lSrKRimFG2R7689GVoWr1txXZ+N+5ZumlttLzqthn3e99G36P+f3TodzGPEiugUAd1Ku7OrWT9Brog5qD6TkEZieEKFQKmjBmlaHCHbOSYwwl0ZLOzXmARAoN39tHpTfj19L5N/Ie5gSkEyL5zwdKM0yGs3Rap9MpD4cx3kxxEfsZzI33NrVZ45ucVDnHOS7zSBTv++R4yPunlF8z/ZZRLtsrR0kasCZl+BuX6hvHKI1whttSL/CZ2jHLYrz4PWlAtpSbexDiNDdAi37p7nUdTHx8K4GULIOTkfmbqU960YE7H/rEDQfyutmCsrh8EgpMYOHs1aj9YOEcbuLImt3CWaLer0p4o5IkWH5iS35p6YRw55CrDAvCE4LSeMVYMK7+M4p1W9CspBHWnM+r3P3zcCCIPSKsmGSimJ2WUSIYO5772GxHbMdzHsfcWnKr0fFZNDUxP2fHXPZMPWHN+YeARc5kB1m4McWdFbsjc/AoD5WH4NNfcQPQTwX0MwkJRpH1iDgovj8OWVL71krGH3nZGQQyf5+knQjKnJsEA3BEvYnv1YGGH/2I1ZtGkbI/9h4ZQSNkzShhpPLJ5/2546HfjW9rHHaSPwZ4oyImUk6nI8HfKzNCfpbPh3Q4UnJ57OqQ3zWkdOTPc53PTfMg7taS5M1Qh5lxLeP+SaMY3Wz1se/zyFOdci15yJQzebQhQUEfxVicLs2o5HTQ5zrk2Lwf0mZHGKTsn42alrL0XfRB3jB9Pu+FckIkbcYaHsAQYUy1MIrbxPeZ9Kpy4OR0nHWK/NmG3pR0MvdxXpeCgMpkFEnnI+9tzxnRU6CPjCic6WySeQfHh8S8xpkgHYSWfZ/pLuVrMOLSaULGAJb18qbx+H9TF8s+TYycsb71TNXKmTlYvLNkNj+4ktmGPLN5vlNijSUa20onHSr1hCHhIOU+HJwn7/gTYw1qHjOyND9n+u68L4MGIlpVql2JLqW+OdOO1HODLmXq+UQ3ta+SmIf+Wqmd6joQOaNWWH6WtBUgwTrjzrNto4s2j3F6hcAsIJ0WP+BXk9Zx6N8hdUDOq59131NTyqAER8Axqnge9k9IUnPgi6j6WaQc375+LN15gN4dtGA7Zp2+7eyvO7fljbb8Qb83+vbMgyy8oFi/0W9fuN8aX/7xwF07b/YnW39j3794reb9V7SLOx56R7c3TP/E+p94VMDq53eNNFlyxURoKrQdvM7lDW1PXnBUBdE30gYhWIiAi9dOEAN58XkJ4KTKZ4wLol+Qfgd+R3hDFk8zZPYZRxtH5Ibd8aKsX8Fefe6jWCw8MUcBqnhtT7HPXhB7+199fts/MHl1M8LSEX3AC4T/xdtof7ozwAxPOf0G9oLxDP3RnRy6hiMldAai1mXPKKQbTtcOCE1XlskDI821xNzusHxyNDJ/uPywFzyCw1NrwgXRh7FlCojXY7ydJhvHPfdD4vuYTl1R/uC++V45kvukDo40SOc25/be65l2uJmQo/7NIeKr7pfBoU6dKN3gtOP94+RFc1/85zt7ZIznaLuJviXvtjzLznqO/xsOiPnxcwTEUS+aR1lg5ndzFDOYfCJ6/+3V/2gNj59Ps0nKCDnN+bs23oEKz7e9ABea/A0hCg5Lh+UesugXPCWRR0pkRhRbHmF5RmRhbSt2v2L3K9o6unRkMdrFoxka19hPD8G+PX2a7F8R6+xqqJmnekoSibHJQoDiorbK4nxO9YEEsC8B9G6Yp0WK+gYiijW3NLVI9es2ZcPTyYHuv2B9hXuLos2Rfml9dLXVOtgb7AFY2hevd2EBRus7pjcaV48OyDXTDdv+4RQmqw9k+ew/V5enS/eaPmbP0Fb68uQia+uI3h3Qv3RsMVhjr0SdH9R5O/wT2oXWfvM1lyvuhHA7wpI1k8MmpE2wZcd6ykjXWTxFs6B2Q+2ONO+ztAdk+YzaG71FQIB6ZGvrfu7ufcFsRfTTj+mNfyUSIhpz/dIg0vp4Fe0OOLq0igQTFcHZSQSg27EaiaC3QsPnxm/BbNJg2agCSgAqHPe4e7eqmLK9Rh2CC2aLCyTbOByuzB0Wkqjg1qsLvpHz4HQLI3XUr8j8zqphuPO+VdiYJaosjTsN0YsTXKFWdVK+OtYiJLIU80zjcPd2BCALP0E5RfQVi3oZfnAPISrJiG7QXkNBCqKSBx9P5M08oJUtVTcJ4R5sN50dZlRxa+kYryFo40AjaQwO5U5GznJn9JmyKg5pNg6GP0t3Kc0z6iINrUNs5aGp1XuGgmoc84ROQqS6oVQ+2fQGptPAoh9Zb+OEio6hUiHaNhwhw9gyI0UHBY/UMflvifZGWoYKBQ8a8CfScDCNHwrROw5QjPe5to+UY2M+JOUBdByI5iK71eMMN64pzAPqeP69FM59NLc2hcWGE3I4geZ2Yux5IKpi6PMrLJY6n4VxaIf3aP7jJTmOEHRjzTLaJfZQKnKFEiY+T4dPKjGTsSudT0mP7XpcE7LWRxrAk0gzJVtNYupfYSzPfT+UqKFUxR7JOXt3+O9kz5mU08xfPphsGtbHYVPMmGs/uHCb1yRRb4lS9r5J8ZJE9bp3Po0ZkkhNoHhfRS7F4CV4rGSKvDX6kN/HvLfco7E/6vlwcKsjq8Dr3Xgb8a5U7Mo5k8peKJuzYSb489heCnKf1vbjS3WsPebhqI4Ku+LIL58RDUVZLHeqOpKhDuBuwMzCvKDBhyZ+klF8lY7ovO+NdHgALBkBI3eKnxsuq2XHw2u9joHJBTfQuZNBNRBzvIaByeswpbErjYCC8z0z85ybxLsi8spsAW2BtllDceuoOcLPMQpJ/69BPVcytZLPQxrVUwYm/bsxYiSu8fl0lMuOWtaQUGgNMa9/pUkDsjjC0IQl9kEmyco8t/nuSjWXhmfbMdtLQ3J56pFjXu8jI1wI3INHXDYcWScYzTbMOlrO2clo+6PLxi8H49NsREvKmA23cYmko18YDu00OLaJd0ez5jQ72h4yOaMRJHg3TKI++5j89KMbDMrJTrZ3H3uTdF5IHEqzHZkQyxlROozAc02E8b6g5epP9NyolWT6xgdoJYMSAZh7VGtytMZZjsT6bkL1h55SuczznvyuPp/6RqYuSGNuroFUG07PKxUlSvB3Yt1r7w/ddB7xty6fSpdD3qPOUd8bhm5frtAjLXla6gQZiTPrFPPnVn8fnRPxSzkgbHo2oheEmON0UK0gF9IIL5He0hWCdaKraEfMUXSMz63N77P8f9wRNDlFiY5H08k/Ur8Np30YgS3PEMcz04FG8t+Ax8O8P3P9xRjFpycemXIy9YDqps+zH3KZnstLp70qjEjZRB/n/sp+pjEwX5FGvrEnqv8HXen9ZbG/D7UuZrAHkWLL4Og8mrXmfEW+c3KYTeMsHeD04JC34bypGiPEuI+woaE7jJZ9f0f/ZLRdfZV04Ob6Jocb7ykjn0y8qFJ0Jh+Uun8AKrJ38xwOflk8pMwFGb2YztN5fLlm8exh/eZ1nelQyMwGtU+yZuPhLDCuMonOUc7FIwfPcB6Xz8aentuc+cU7un5/iX2NuY4ozzDuiHg+bOXR92rfaNuNvnSQF4RHjEfsdafLC9td2De4sPBiF7S/0e//ZN8ab6+P7H3ndXtj32/cv/5J342+mWcd6V8xvTmSXog0TUrrFsHOjt4X2zDz4rEqUWdSPSVIs69kimdQULeTeLTqFVEvuGw99r64Dinyh89b+wNPIfqKF6VNOvsn8MVntE3z2gwWBRbU/uLrvjvIQxJQsv9nv7t1TF4w+69kWk0wUK9bYXbDeI1l2yDTUFmkDLEV+BXjEeQZmjqCWBRt6XTPTBANYUflhoMX7rHSCZzcEDrWnnE7TKSEslfa7s4O9M31WS5hmHUQj4NqVtCHkIcdT0D/7EEVy8M7uv7+9bP3Jr+bZGIC677bzsSrDttg4nuHe/O7856RwW5PtxRflbzr1Oapm6MvUyMy8ec6C039nPqQ/Nx/dVoc3DHkUtnwZpCKnX77Pl84jG+oWadbxpny206j9++ZP5FvfO5fDh3vLLn8+x/zt6af8D0qwRmewATd3GHWMtJ3ecPkFdOs+WeYOrhrszd3yi13eka72YL1jqgD45TmRZJF0eao/L0H+Gq5h+NDwrfsKYVE/Hw89H6PcnMVTb3Qe6hwXQVTtyrQNo/SStsVjW6POKjvLx5x//YntI7d1aMklu68YTHns7Zi/Qn0hsgds2uQj9s+hJ2l3Z23tGdML9C9NsKizpds9aj8bp7WPtwCNBqiyrLd3Lkjb84PL2ByHapUd5u2ZhpLtZhTBz2YrLD+6udyPmEsXnA7QAOuXjy6TtBWVIy9P4TDwDMILG33OoM9+VU41bnQ+zNtgVX+oC13aG/YXdA3r3tEf8CkOY+NdMs/c/0LTohY9kwDWjUB0pM+vChEkcXMLZ/FYCQdDXIJQ5qTuSRzLkUuvTGZqz86oKlYEAR1J1G+Iobpmz9rkaYki2DLBeTqh/1A2Uooe1WwLr2jaUCWsQAQ6OCD4W9Fpr8FNzBUOooofDkrv1ZF1izazvoTGn3AlUPuMdFeODOVCviKyI7JG8Ir2ANesyERfOGQsZsTMg+YXkMpvno/1jiERYyUaLy71i4PpVH4M+bevaCXUDzd6eTGqtXnNnKNO2o2CzunohcHqHQEyduJCX9wCZOASUUy560jUXjUDZmuxOZhQ8rRM8TRwed8ChVM0TXSh4SSbO50sMgjLC1TVaWiOxDxQ2+XWP81BH/eG3OCFmKzSAGjkG2Ve7OHEI7Q7gGJIwWpWKA5ZIzDDyLLkHMGI19u0JdECpky0OXTXjzbshgU0UjJ+DgklY4/Bu8pl6bD7nyQMqVC1+M9tBklOcY1QUdOVxpUjgeIg5HqhIYc+STfH2KOV85c/hmHvAP9Zr8syPF06I0IECkDxTgIka2XKz+HHahzUaoAY9Cv5TxN+bUBF7QWSOUpfNwmR4McaiSkMyscLKQgfj8nyQPr0aax7yfjY/CooQZaGfUohS8djWPtykkbCqUtkRYu5lQiNYgvYav78n01FvH2HNIQhjKJg1Q6eSN9FkXHSR85wXc8fY4xGzKHUvv+GqiTuKd4jFY3xz7//uW2Kysa8nSQgjshnCYs5tirYnhx5lUCoZWIPzPE+vRuoVW/Zr7p8sz3tufbnLHZlnQYK9FkBXnD5BZ81RFc7vzRcJgsSFtxw/jk2Cb4e6YLE3ydmHmF87NEYxIoFEu0mF3waKsLZitqO2oeFdLNaCZu1jfFeMXkQudxyDBxeYwZi6RTZ8NR34lxu9DCeeb5Nu90dhy5t6OtodJorK6vWPJypy/BWKLehgRdap0wUunrQZ6uOFuEAVdBxNAV1MrFB/iciqgX/sadIOlwFwvETjqMD7z24+vATW024MY+k4z3CAovhP3ZWKNBR0yfT3pfgQDyrcm3Qn6FPEvZ79sx6XM8ExrXmO9iStF2zvNcT6kAFlCOnHcTYzkF/h4JXWXqqs/DNGsGWUh57l3xlopKSL43yZJErk+o6ME5e9BHjj/BHEeniDeeNDt64Gwx3lXO9uhby3FnW9mG5MzGPM7G2iE1XfXyezXXPQEyP+HxMs1+J99N1HTKnDW4QDierTGiGvO5oWPNKZRKvtYszM5FKFrJAukxtDK6V4qk7Es60FfS2SDnduUyTVF+x5jbpPmM4LasB5VzmrSSfcg1TxrPNgVPe6vezzKa55li7KfSZ6u+XtLXeGeBYg6fj7R62fbZKT3GPutF4cBh7HGLfVupu2pOM+VYyuEEI+XUe5SSTPq9Jd8u8FDs5Tr/fesa0U9jkUb/xlghvQfDeD/TOtN8pyzMMX1gCC8eFO+x4DeHCNyJsRTtHPt+HMUYt3+Y7x780uzcj+n8VkhkOOyfAJkluGiAdqi+HfXo7Oc898nrXb5VFPRo4DhmYKRznfnwaV5ig0qlAU7wynFfF20dIoVDNqSIAMrpkq7+OfKpaGp2eDD6Pum137z0lZQdxXsFPLWyOyGMB5r+Hfav9H1zg7r8DeWZzs5mL9zvne2+s9jCRS9Yf2Xf/o72xv72SO9we+30/cb29QXtnb7vmArWXzCb0vnsrilqN9gN2gXhgtk/wH7H2l+wtuIpMD3tZ7OXcXY0w8GZkWPcrqBue6DfY+56HF9cp1P5B7SbOy8i/amfhb8isuFRGFcSRClNkcWNWWZ/wfqNJr+DGs0Ms0fQ/4Q0Rdf/iqea/RNEkP43POXHQ+haXzBeGBHSGTl9d2cEzxi/YFxBHpGQ815stWO2IPvFaaOteLYLgkfdgwyd50t3W5K1J0yeEfkT4Q3hTy/w3e+gGypXrD3EfOyxNYIXZnYA60hrsDyBrNjyK8fzx/tLpv9y+H3aZ9+67N0v0UKZw/1bmd8wy9JvNDfxo4m5feP+iIqoB8aeG7zKqvHhXJw//tY453fPe3luYwKyFFtL/pT64olvHQdA8oa6TtGYZ1jGvELv5+Y4ojqHla4k37l7/u3MU+fP7fTb+Z5vX+6EkJKQShR03v/E2Lwg9QK2uI3R5OoGdwXSCSE34AZtG1LIOuwd0wXrYbfSjkjH1jtKpwfwRdcdW/ZKoCJqIV8DYCsJDo3MLQJtMexi6INh6oA4s6iSJDttfQOyPs2Fbv8L7oT4DNZY7neEuztGTJFrpD2SADLuF0yvCC9+HtQV62v0RRB5ZZGbtylXtyP3K6KbRzi0O/p4d2te73HmG3qdmNB29boxzVyHtwtwdbvjEoA43TB2lN1tt5vbCsQUlhXlV2+TRyfb7ucPSXuUPDpdLBcMo/dHVBcaFz9TLwHlM4XuPFNQlJWuz1zsFeFPWDZau6P9AetXsCvC1YtZP7jDx+3UP6a7f6Ew9Vl5iJA/xFGRhaI2CNRkppLxjXVxFDAeLTFvw6ozkbnqw7hvtk2MPBWyRNYQh61or/StRNymgSrQOC3uqfNDHGbam/9dSkyEyJUymCihNERO6aXC+eIGrUzPxKSY5FgWV1rywEwWPdJQDgMdrYkCinxd6ajp/lNaIHgFjBWvuRAMIOeahuc8j98jqsIC8UlvMbzs/3RQLTSUr1mti+Go0DpUuxFQbRZWFs6kVAIjcoIccy03Axn+vStRuGmszh/GiLCIA0wp5gt5uD8IvDDgHNMXSMkwK+NJHPTq4LFQKFaBoXTPB9Q48BjOCOw+nj3I59yO7iyZTeUHZTrnKtP/lPNlOkxBKH3vBaC3mM9Y/JU5anW+qdodMxLFb/LZnNZM1ZAoxWY1x5Yjq/Rf0/ySvGA+mEj8ncYA94Z7Q/MhLg+mQbeS6ToYbQmBAj8fDvOe/Pd9Vigt2aAPWJYZpQ8e4eXjKURaGUzi0XIk1gc+b+b58aUQF/F9y7FMDjrc+JCh9yNf7qRORAHCoq9UkCaDlxtb5+f0QGJjzY7z6Q6FQSMSaTOsUOVBW3N3LD89R7UlT3FnoTvMGhVdlfy36i6MuanAl1z/UvqSlsNxHFFsg5VMxu7owwAAZZouCwHp7VlEVgz5IgykZo5VSOfWcCYFrUREWc3b2UjwwZW8Kx01prFHJgdaHhTm6Js8nJu1kLcdC2SvhAEtgyzKsNQ8T7BvQSk5pi3z5eNOWws+KuoyvDmxmFwRHqtXko40pPJqWtCj2DrUX/PoAQw3plujsyPSqfRLWZOEtQyRYg1lwdRBBBb83NT7628WsCUKVnvU124DpStU99E6aHgRTQWXHzXRGs4MZRzOfO83er3LHQfDUZP7ywz25IPJ22Iu1dIZnMbnLNqdOpArlhqO9FT8ndNFcc14Vrkh1mglkyIKiFmmfZviyHmb+Gv9s3QHTg5PWUarNva/ZC2u2dk1bpzeqTWTQUj1Xuets9FwyCufx2klD9EVaXCcnfjBk0N/kWqFanMY8lJWDB5WKOm6TntXwKZ5lumLw7tm3g6THMg2jtMz+POIvJoN/QejYBlFcw5SFmVrw4A37oLSnQGX/aHDTjpJ8bfogzvFc81mh1Xw/4PO9/FlSSOzgV2UESGaqUfD8Uxz3eyQUjDrzBmZFnCmk4rMOOh579euakpUX/I9QjnQphoRI91Xvu+c1jJlbwmWkoyE49O7JYzUoDnH4VwqoZT6ctL4bOxuKQRrzsbv8/izE+v03IzOH7twaEKTI8emQaQTJQXwoZZSznXoONO+HAWrM1I40wbO9Lg4TRcQbZl2sZAcMmWipFP0B0a6sbGORuuZA5Djjj06+Pw63TXGO/fqQFNJa9N+mT8+6L4RNZ/vy3OFTW34r1qvH88SYKiS0GMtKp2M1awlh/IGc9+UIhA/kt7z52ycG7x3jHyiDYgxJ3hlfmamy/nnTOf5+cwA87vY5TV3TpvF42vcE9/O+wYTf+ccnVaGnGCZMhWMfzU742jynct6OCHaFv61qKVjN9BA/Ooe4InPtM3zhdNfYf+f2L4iu6e1uK03mjQ2uWDa6V2wHbaXO9o79/2Nrhs7gX61u6vLCqaKbrGGW0d0d2DXCsabgyl0hx7gKHnD2ooXYDanTW2e150rxq8gEqjmDezfY36cr1gL20x3mvbjTsONbuEEEweRWOj8GQnp6VYIk8pOI8CX8oxJZ+cNrCP2h8scNoQtnC0W/OTiyF+5QvsErG4AbUKz5shd8XoNRkaVOki1llSTBjawt8F2USScucIv/tM82jXTiwsbyCuyvOIgyhcgsk3Yg+tmFnp8a95H+6u35UogxopNqcOrLul3L/nG7//CYx/StNVNR0zmvI+HZPvo+dnNfmx2tH24swzt5y6c7/3opXZ8rq5vz0+BL4s3HAR23HOSg6cRHu/Pv+XwquTCOZYBVJmeEQ6zdeQ8HFWbdyMS7N2EHPn/6Akfrcro/g9ISO0XMuIaOrJ6thnRHoGh4vu8fcaWJ9heWewN0wvWI9tKw2sWXC+4ezlrv9ywtns6WsP3C5B23578Xf5E6Jg9utNCvQD0iiJyIwFl1j1iXlhpoqgJugtohy4Id5b24g7Q5jxK+eR7Vl32N/0KIlH3aKcAmx0/z7WoQ9gikmK7O6/ZFtiusNyQ9Q2WHbuG/qHPzl/tFWUPOzZgnzCB1lxHchO6G/sxRVlArh7doSC7pzD2lHRXYMNsC7tfANSaZyJo2jFZMXlCaeHQ6XAJ3ru7TVhzfy4GzRBdEYvINxPHdsoCssFqAcCGpkqzV2Tv6N0Lg4ssfvhdXHe11pFmrC3PMcrPXP+CEyIUNMsXpMEr0Q4Dhej3hhMiC/VwxYsnz0pZ6rwhvCpVQ4Yku2FdeIg+pDPCiUUOnxFpxHsoMc2LejTP/U0T0ETNW6SUSETDUKjTOOrfCZYFts1TIiRaWCJf90ibkkiqLKwaimjkqR6HhojGCBS5o/aeow8bGRJYBn/EBaQKFQoYyo/0Cx5WuCF9c4UoiiK5F23HI1XSGLo4MWLhrElHRDKyZHlClHQPw6EgYQT2EMwNS6OihEJsmYM5kURXkCsjHDiFyDzX3yG3zM2cBrtCm2U3fX48rdRwGFQEi2XthHhfFAZ16huF1AvVbDhCxpKJz20yCZQ48Eg6WuY87pF6LKNJiFDxVKhxBj4Lg2MOQWMY54+FItP5lXN4sOszTe2kXA+U+c4xGmSS5kbtxTQwzCLN7/TInsoRK4oX8/F58iHkvXkwlehBht3HoaFevcefYVDOQ21YVsxGuinicDVSfuS4YvkO6HU5zSecc4GfL2leYNaiSD0tCpYeDE9zUh4p0vTDn7iQS2OdxZzh+9BMIywu5q+mSfDUWTEfsXcSITrydAtYerxtfFdDjMN7PJfo+EplkVM2GZc+nCtJBPekbMV4SsmqvZffxTpHJMdAnAbqPCKW0BUxQ3Nsmcoi6W+qwVCHUMMPVrKG+JEQ6GGQbxHVVemN0gkReyqduofDN1Tx6XkuyxEBZYySXGdhoFfjsxafZVqgGdX8XoM+XGmEz6m0MF61cHYVsnnml5JP9kB4QKYXFFtp2hyFYBE7EUYezzurgSZpaNQbcqe40cR7XeTZco8nT3vA5DPCTouUSSKeNlFrLToebcg0z44Kdz9TIJ/V+ZCGo6O1PfaLh/5LpHRMl5bpHexOIqkbRKSHuKMi3ARqys4rfoCN+hPBgxPZnsplHhA6oGIsGfnGRPPmRnLJ1GG4bGuBBB4piCS4qz+94k6pdKBZgCdSdKilC+UJ5IJEqH/SmiVNZto/3Mhj3BF7o9EcpchKk8f67gfkRhlsJFMNHR9olhJqyLU0LDqdOm+RyLVK0W1MTzpsbTp4TdYcH9lkkJXBN3w+3CFnqbfFXsv9JAVOqRdmF6bfKNoZhrHJcS9SjgGRpdbOpi6Nticnle8ODhFONv+0+jfP6nGGsw/TD3NamasfDWfPoMfjIXM4Y1IezbI+QRYtjBzkXFaNm9HGIRqzLtfbraJbUm4PfT3TpnzvMk2dKGuNhEzJOS4DeDgEpA1yqXWYnM+FJk35mU7ieQRy/FnhqakPpwMg5U7od2XczOipiGJmcZ6G6/DepAaNJy/Jd/UxHmzMUdTwsUONDRsysqKK53fFGGIPOMiLsZ+St9g8D/lkC9tu6u/Zjj+YtfZGdG3wxYooTL6fc6TR9sSbDvM9Oe3R4uNEvnWRPfoX9HRw1AVdWtQ0ekf3uS6z0+zbV55LY6E4PhR9N2Okc724vo/5vqtxj/UebcfHljpg8sYPezLNS/K50DdyHiRliNPk0OUnfSyiHavmT0U9BS1VGrXjvDnpzA6s7FaLfZZ6tY7n7MgbDp8bjMgXHT9rL826tdPccAiMtY7eT4Z+Zezxaf2nCGOZ3ll7MNq1auO4zsWHJxqQ4tN5/8xfQlZNZPm9y7ZXEMPWW2CunjFWT48ku2Nr2gXVz0h7RO87QsfWV/T+BVsvyHpFudLlEVkaXFaXj/aE3o39yw21jTu/Y3R61FUwvrre1T+hvWG7Ofu0TrPdjUcrqG5elFUN+uJ7sL0CK9YubqDb41zfBZOLF6K2jtoLnsL691iDz05rEqmD9g6R+gkT7/sC1tbYTwvY7sAaDb1JNOwXzXUouWFcUPmEtQ3tN6Cz6h+A0dQLTKv+yUj/eMXsE9gFk18weSzckG1K64IDN18xEbQFiFLc9mGRlcKXt2NEKuzWwYSmybs+kzUPMXM0sClim4NQ2gu0Nzwt1wvYr6CPiPnZ31ZDFwH5hMj/DtwR+eJUaYLZHWK8nj7qh8rbO8I8QA/rjGCnWydCljNRpyvxzM9l+vaDdstWMfb3ADxOpm+DWf+bPvSfpbZM+uI0Rqv/2pE/2Lmt8+cfjD37fWhZDn8XDy0RK9PXJ/5abcrx88N7z+Pi7JcZv096sA/ne/QwGhkrZfW51c/5ntPzPyA3tc+IdRb7OyK784t2gS15vu9jWz5jy8Ky/1cav2P9Eb17vQJbBNYFHhxw1VjdSbq/YBh7+xPMWNVtZaK/YjR2cbm0yheQO2q/YTx4fRh9YLU7jTsqLxg36E+YPiJLh2VBbUH76g6EDaTdWC4vYf68YCyoPZOpnF0d+hNRwzQyv7S7A0r7Crpg6w6tYc0jO7h1Lx/ztsDtilxesetXeAAeDGxF9RnRN8x+d/2GDaEh9ovL4KXRTNA7fvDe76STssvKYs672+5rZsuKtUeXL7b7OG1hkUZr5oETtqFyQfkLYOy406Rdujtp7YKooHnQXxVpgmwXmj1Av2C9oYuEs3oLWwDQ3WHU+leQCyYPODDxM6Ibsrx4XcjVz/NrgmHtvevso+vnnRDZXBh8Ki94FJcbWBuC2V/x0uKJ2PJDydANbGp5QkwBWZW70uqk0pAI9zqsjdRBkkXGBAYSXRxp21LRCmOnNDy3c6KKBXdmmKdOgEkBiw5bol7jn0gYoiY0iKWumgp0MKNCYYVRTqKIio2DraSyZ4TQhEJjRe5H/+cKrsQii4WnLZwTPmdXvPD0fcxpSGybT92FdhrGbV+WUKIP6U669zfyV+ccQqbXEB/bIb3OWzR5dDyNCInvXLNEM8Y7pnBnPxRlLtkRhTGE9ISSt/HsID8bUyGQhbTLO55ngjQ81pVKubc5EAGJHh3KfMmYFCDpMDuIbyahHQutSUN56EjZnvsvFO587hBBkIIpD5WTE4SznJv3XSrpZ6N9rt1J2tv4bhxQk9a9/+PANh1wpsNL7Z1iDBLDnfhMLthJNyoUWC3PUbmQ3Ec/uuRhdAFBotDu7H7wth0VWUXnl6gtU/qQOb8hw9V9zxXtTus4I7KcZ/QgwkAVWtD0fCg7HC4lfp/SLWVH0pFDqzH5B8e1GbqWxfPz4XmMP387kk3STUZGef8P9SLMef6g+3x3GyRm3j+rPMoD4VtY4znixycrhtDHswR/FhnjTCNKKZm5UHPkC95Hu8cbc1IuFN3nnivHcPTbYKQoaO9UxG9dY0minxqOAnEnRDrkB6I1x9/8MFVE5DQpsniYtxBGYuEQmVJjFg9/ndc6eWJF/qwx3M1puZCoOya3aOcy8ZgIt6cNeVZReC2WKpR/GTEQHilwdTFaTuGUc5GDuO2opiPeIwPyfyp77n7AUzT5WnuuX8XnSYNPiNxxxJ7PuYqmVBryICNK7AKyY1mnIh3stmE0eqBV4OJna3ToOBFtMly+YXCaIto0xupsZvCAllFd5tEC7pjyuWyZwsas5sF7fuW0M9/TWznf3t/nvCkOJ2UcG3ygZigBB8V+hpNiehHjoJp74JwSbR5x0kXQy0FuFVOdxjrxtZAjduqDVN+oFbDpS7GBg04+N+6d3pmyLfj6eMMwzjtL60WT3lBj7mvqXPP7ZrlVB8eQeccDso6pnPjxcB8EQKPel44rqeimEagytzvJ7kH8pJw+8vrku8mwp6jWb11pGK/Oy6lNxl/FB4+vO4MZMgqp5jb531lv8ocY0X9jXP51AFLmyJxcnYj+FQK4JBk5khGyW7SbQJKg2YxySB30wP6nfh0M/FBO7JTrJV+Oe8ry0epr6hMJtIGRzhMoh97g78F049fca3nGmfasxRyV5X2in6MCUHQ5Pg+ZK8R7I01KRiWSbGZ6sCJCx26v9mad8JtXztdp/YuuZ90jPxm82B3XybdO7VTHxn4brcy7Klud+E2sV+m/EnQj8x6fz80TbQBzPbbqWrYuOc/Tvp9/L3DE3Obp94kPDX6SPCy4vsnh4+HAs2qDijodnR1d9T4dySbbTD556lu1dXaC5n05zvmMMtFJhdFKfTMceBJbJOTGPEf13JFLnS9ZPuFAn+bIevkEso650tUNWAJZ+zCnSUTYdwcANmksrTswsvu6mQi2R8ym7vT9qxudcLCHbq6TGS8hkv90naxrgAIDlKhvwQMu0FxvIAAhEikkWXqQ/wUH873gUadea0H6s/O95vpU1y2oNVJLLhmdt8eZZ0XkgbS9iN4dRIKDPcCQbiD3YEkNk5dxJGHB0zeBtgBC8Bx963jNS/H36IrYxVN04hZHWxyEgj0CV8QuHGpYpa0g9fq2uAMiClH7sx0vzLuC/Bo/u5/3cn17RGS0X0E+Ye0ZePT+2T10Mx+f1/a8Idx8PQIkY0vs10zN+y9dJwfEYDY/9WzKkPc7c+yZ9+1NMrZu++idMx+Qw9jyzdmOTf/98PniRfkfez9XHx3uD7z+3P5Hz31jHD87pUVbcNCv3yk8wneH++O3zCt/fP4AKJl/O3fix8Qm7Y5gmP0SPMbTucsSqZLt4iCTfQfbaF1ZdKGLuLqUepMKcguASQsjuH1GTFnCCZepUC3OHSJu820IooLtC2orWZ9MW6e3zVMZRQ0va1da07CfWKQf8nTf0iKq10B2zzrTUn3q/u6E0FvqLEvMpy2ILqgZ0LFlw9rdHbgGLjM8E0CatrQ3jxTbbsAb0l4BxVos/JZ1aMJeI2/htw89f28hR+I8YRbBtVmfeMMugrROa937borphoqnkneVr0UqX6P1azghUlMJvcVWTI3GHxh/Oq+V1fm5KfDq/wR3QllmDOjQb5gsaKSFqvpNvQdPewQzl1s/cf20E6JQZD0V5jAitsUdEaV7xwa2RzcIiDNhE4Xm4WdOlM7YLUMDM81ICCQIZVEogwxBaIWUzYLH5uh8FxrgVLGSRkFLgsGc0CIc5hAOLcvYomagU/5TkfCMD0eEtRbranjxbfzzQdEUJ7Ieim5sUHkC3UO4DuVVIvetg3rM51YE2r0OYdkPp1F1z7p5LkTfxP4Ok8+Q3v5CHqfjYERlFGFJFjz2KAI3gq/QFj+cWRhlerw/okwkI18s7s88oAImLxQaHKNVXrKfKMgkDKXwdKibVH0qDVAd/sYh7l3+1DgYpGArISiJIMsw+6CVmAYJJ4TrUonajzRfKc4tKTaRhh95AefDgWWDRwGdfdZETWXKk3jv0PDjXxqqvTL9iNDIdRnGsPdXfJdh6FU0mEHP84Gt3jn6UWhyksbx/TLNTdFr0ooopX3mFiH32bx38DmYFZ+yUBuTBhvfTwe6MAbGYnww9mlVWqSbkc1VtJYTcESeWiCYa43M8wgS6Wusp8G8U5E8aWCYQuClCtDO9LC74aDynKeD1GK6r1TKhULwZ+qMmPsDQs95miEl2AZ6dEYlF2H7GuQS5zRiJ1rOBUtHUqCENdKQaUZ2SIwhnRCJDo0+agjZ5BWkET1S49Qcx2dZK8Wl4qCjmU6muREiD/lB8QvebQ++19N5Y6/4IScMQlGcz6NPZqNK9/1owU9twfSRNAgdwpO+R2+S6qTLH8UPjRmBo/LkKXpUHDGBxBZa/bxnI7WA09HqiDoSqZ70F+tgHnHjL+/O4+USssLlSipnTPUL/DlHNZtsmHyNufHjaDNCGXlG6Cz2NvadiLdFOEonA5yaG2YbV4zFkdtFnx5yK+IKjDZzPcKu1IFTvHC0I0V9j7bUG8xTPipXDIlC08oikUYx3qGSSbHckCe6eH5Rrng+5Q3k7vOgHbOsF7G6g0MaNI/s9GiTURbbo39ADzmohdbceN4x1Ho4IVzvEEudZpInJhGlsLBwxeOIomgsHvECjz8hSiMCIqNY5xz24LQkhpGFcRnyLmjIIxRCYqTTDyFDbp1PUH2xTKNYTq5cf4+olMrZnw6XNKcG4pCGprMheVtGYlgLAEkijFPuhAE+ELmF97OMEJByih2lczozwolaTvKQU7YwRyb68z3oaY/xGsNp6HRVzoECqkRkS/U1FyiYlOa6eL+HqSB4Yxm7I093Memsh5VGjZS94YQd2kWtQc5XObLFjrI35fusD2C1L797tdnxDEfkuB1+1L6PveKptZynlSOI1MkmuZlzVAbH5P/5zDbk5OxYkxG5msYDSRoU/HtbHYyURjWJs0IeSEtvSf0ggAARjVg1VSYSs5BjSC+nlCWvLJHdySi44eSbu5pjlTDep14R+iji4646AR85ItpB9vnHSu5nJh150iTi+TQMZx8PwjX0HPM9IVD19ya6GkCJBDilfkSqOoMuGACDb10mUdNlArnImLDBz5DJKZY0NSs7uX5tgBqAoeMk3zi8PXo57TA5fn5kpFMU3bzPMoo1nOQSvG6efferhCydvBJStJ1O4mkfWPLkBE6MlI6EfCnaPehI0ddcj3QaVXquaax2WptJZhQYr+Y6+eJRm/RXzm2Pc1TO5/A55Ocn8NI7p8bU73Lm5t+Jrk+9tx+f+84ly18Ahb54dGn7FbELHrHZYb+AOe/S3iPMUAJALHRV9l2RRWirp59se5z7W0PN6GaYbvTX3zF1fcewyFdumLx5fQP53XUSXfBaMo9gVzf+q4JcIJwmpu7IbWk4uyjWw/5iO2qeEknlFZEHmv4HRFZscT1b9QXfTQ+IXNBwQrBvnk6EiztkWPHi0Iqo50BXi3S0Ck121vbqxvql46mjfwNWtD2FGBQKsGo7ar+DbYjcEVZk/0+IfsJ4Ae7YcsPaH9Abos9gV0QfkHZD2i1W2cEl1p/DT/IEsoXu0B3RaxssN583/gPwPPQPu4UuGHU4r3+BdYVlcTsNL2A+LkVp0kBeEbsh9hJ8sPueWBMolDz7X7h+5vbzmedbbZzIfeZS328/z47vXjb9PcmqkjP5setKBkPefdCLuhcoh/k0gPe9nHj7uT+Hm2cdZLaPHD//7mUf/Fr9fT/nJQ/s3VPHd7/rRzY3a3HfWjj7YG3O7/kBAa3uhDP+hnHBIg3RcnG20XvDdsHsK+w3WldWXTFp6OppZGF1J8WG77ULCFeEZ5ptrP0P4B570yJPR6M1jV0REeWvXty5XxZ0EfrDDuuN3hdUr3h01iPS3nwv6x7FrhdYL5j0AdzceuxJX4PW71QReYH+8Ig1QZaQ17eG9gVVdxpzcT7T9otHSEj3lHxNkeZnWt0ENkXevsL6ijx/xZpgcsW6IF8efX3WN2g7sn5FmtIuXvNXIAyOAWLdzZ0Q+wsmr3BZsIcFYWeNVMZCx6TTdQN5A/kCXFj0MyIros+ln9Spx8SdqaIs9j+AO11+8/lMkJZ9BV6w9gnaI4gX9xbt2H6nS2NvTyA71naaKdI7Io/Q/hpS94X3gOYPSO6HdxxIWAL9n58MrVEqDU6mEoh/5uk0YjZ9gk1C8QyhanhnNZGUPTazG/wk0wNknrLcR1FTwRUmAUmkUhz6zA05dRCRzjDEuQDIg6qwBxIqciAepiaIFfExWK85kMp5H/cRh68DsjvQgAfU1gI8TMomHEJkw5BrIu61F/FcZBpzVREMYaC2eF7uQYwvYHsI2WgLwTI9Rx5W22O8714C14UD0zpndIEximu3gbAkDxFFDIxDfBwQ83AD/AziZCDXZPwdTNw9smmgnY8AY/69v2MDWLx3jsSZI1gODLoY+JSTvwy51dj0b/TTj32JTj+1d3Kq+MHUYvomGiqHXK6HTQ9MUyQ517NWkePSeNX8vdQ8+JXzk46TvDeRQcdXWd5bYfpx2M0DX6LKpr4MeRq/T/tC6tlp32R/aw1gILuGgWwYGMIgZzL1/yys5TBt58trQhhlBGhzKq/cq80ZLJMTovhcjCsN45LF2qAKQzY3amdNCUfkTnu/5i6NJflF0sFZ0TPKsDunMpr7XZEV7qSbkRTeh/mgO623ZbqSQU+jELfW68uQEQglm/f6aZ9Y3ZeMc9BgKYHFN5cwiiXdpDMtDQKZ9mpCLOPOVAkay1Rxw1mVQ4wDTvVnnjPnK+8RQlN/0xCTxtfiUe7AtOKj374sU/4VDV19ls19M5opkSwV8clhB5RhLGqOmLhR28lmxWsYXIKmUlblgWfa8+Y/0zkoLdBzSBgCnR7FNPxbsyNomrcWMrgMAvltpLlIeVlsKtoJeaEYTcK4LuL0VkbddAxFXZYMkycLbe8TP/PPjzw5FbBIRTEZlPztUY/CBmJdRIOrpC4TyGiczoUHLFIEiXjAcfJtXwQ3tEgi9WWkAUz+KeCOB5l2ZTmxsjaPz2lLwzWJ1E7JNu/h71255qdDSMkXTt9PsqroLvWkiTbLuUSAM1KGwHAQJrhjrMVR9qch+fDR4P+BTh+8SSF1kEzbOYQMyWtsGsOM+zsa5Cc6Mab1Cb4ZUQ7ny2K8Rt43d8GqH/U3MGTVmMm5wUoZUnJvfj5QpxKjmIfLbBpNfmH19HHj5dXr2QPvE96thdXM5XU0jn901Rpn7ZjaH6kTpExKIMfYv+P16fzOMYQ+X284GtLPe344vQ2Pxku9dXN+NO3pg2FY1gIDJaAHeQDbQCO/uE6OmMNUtBzF2Cf53jmiwSiATEXRVvRi0kAfw0m5StDNWRWonzZekA8P5sKISjr2t25JPWMCAJDAkdHF6ZcZmBJ/H1S3HEvel7w8xlf6wkn3Y4yXzBv9rcvmX97reXn4HtEOU/SU5Oc5VzkfCcoJHlfKzMxH55eM+bbD9+/M7dNutWnc0yMHfX70xT9KHTjX6TQJlj216Zm5//ne+LOcGed7Rpvzfz/6/tgXmV6R8z0Nv+h4fjb6M0W4+4+UH+cVHXzvuOfHt3Lgfzkjc1uDXo/j+/ElfPFxhT3AtGPmaTFy75gKyobYPbaOgTxgPBL+dgeXWEfM0bUmmzsWtKP9Fes3zBYMxTQiSMO5QQ9eaI9gF+hZI+wB4+rIVXFHhHDHwUtXTG8oCm31+yzTwCmibkCvdIu8YtaQPfZ0FsEm6lJq1DaIfWT2J55eKBzKtqdU8Wfj/GYsdLtg3DH9E08n+jvYE8inWKdMU7eD7Ljj6oLrhoY0BzyJvQF3dxrKkxvdJNJi2yWORx71a5XWTfGCFpsDS+h4DSavbTEAY198rO0h+MKGg2BveFrnz6AjhZ6QUYeKsOHAUE+frSWL9jCKPjIySfzsNQn981b94XP5QLYxdKG5oWNq6Pf77pt9mT+bvzjbK04sA5j8mR/pHR9dUt+/a/dD/vTRZOWu/9Ykvv/82/053Xt2yh7utNN0fNTf6XrX1HksH/2dzdk3Ovx9wllyXXowqsx8k0BFuwe47yvwhoqytyXAcZ2yaVi2keC4lbb43y0Bcd2djqw3dzC2Pc6Ln32+10eaLLDcaQ1Er7A/uEqC0WggG039d0OjBLAgy4IESFBsh/7mOl2L/aqptwdfyALO8oIXsrfS/cwWULfXJr162inD1gVZn/GIqc3fsTw40F4DhLncAEWWN1DB7A7avV9iYTcD1wU9VbKJebRa0yGjlzyfNMwWhDXO3h6pISiyu7658BVkcd4rLZ7N9SBq+0znfbli7Rpj1+BTPm61FbWFbo94erk3oCP6xXttbk92Eb5h8nfXuH6ku8X1004ISaNwSwX1pOy2O9ChP2J4Tj2z1Q/iBo703WI+3QNviYBBGPmtXUA4yu4ZP5BfQlmMOhMNCHR+CX4WSkDKkxvX+xrFS0BE3PO+dvzwM6PxNyxyIHoqhkbmC5XZMWBggRhAPd8ZSzo20nCbCkEcQCbjqY8tjBiF2rSIUojDtdhQ1PNA1MQF++5oCMk0S9I9D7ia5+SSPVBoaQBJJuIIMpNOFuK2VGrlL6GrfnUmEgU+x2EnlcE0JG6Y7L4+ma6p7k8EUQg5cwXNdJ2OBxpFYH50HQ9MhQ6qaIA0RsY7S6ilMcl9rEdGnM6JPFykMSNosNDCeeBI9FsLPbu0d8qJBr7ZE3lZDphID5ZKd6UTSHEWB/TTuWZERHg9FAsD3iGoQ4yx6xM55W27c2avd1m9C2a02EB/Os0KOAOtceb4p1QjZZSLMDCMMpAcUGU5jumQUeMeNDLGmXOck5DrkwrhEs2k+S2dLMZArbqCKxBOThgh698XvF4Twjy3oGjtO0c4NUQcXe08IwvVgzs9N7IuibUeB4s3X2+FNNapeI0WN7BCFYqPuRl5oieWLBCFbnxP5dqEA9IdoDnE84Et5tq8GG45R9A6S2cBUZGIqNB4zlbnT2X83sZ65Ps1jSRhxCnD8mTYyPQS5vRvQEbIWEua1Rh/CskljNnmaACNf0VC5oI55IgkDWZUXUZkEaSGgr6F4jTT4OLrWv1faq5HkcTcB/VyF/yW6Mt5nj2sHTZGHuOPL88/KTR5CP7lju9d81kD2VkqgigUhnid8IC0a5CBYWzs8uL6XM6jrjGet9hr11BwxhqWY8j8fVkc1uX1BbOFNtFZ7rHh+ne5mvLYWArUKhhLhcM74qWJ109KZ0I5IZpHmISaS1MNA33yz9Vp2JoXrGaLA+iG2C143CWcKfegbdcL/KAeB+DkzRFi77ziAbWLK4yaNSJcmeysNDy01fMBP0X/HXGekQ6rLYx6J+bOiwZ+6FQ0an4Yz6E8Oh/zuhPh9IoJFXFyt9gHGup2cszFPOKt1wqkAfV7V9LOlGoyaVuYEKuJhvaV8H4NI37Vo4n3DR4vJJKnDrZZayvocThLHKl9SAtZzv6kgFDJU0eJItwDnKLOJ7jGc2mkT6d48oeURZFiKNkt49Vy2K2BKC3HZdb9ak7nNj1vH8197qsEXxgZLXsA6Zznu8aee9IO7VrpGWmkl5r9elYoxHmCejJSJIvRW4FJvC8SqdWY+mAF0okVmRxVR0DDd65KjZrzk7SWDoCr00W7TPrScDAPfUGh9eGgKdpMHp/PTXRZNeKu0U7W0rrXvakFMjsZo1i869uLH5rbCnKF9gx2d73VtgiULffBdIj0OjVZWHxUiwm9yqz4UsnrOT1Ppi0JHjUQ7kvJakoXi7dXW04NI+os2rZcgXT6TBES+XwCSyRqYoReL+Q5JuivRQeKXE6HzIxiHIQQ3UqjYo4n12sZhjybotgl1sQUCdnxzcvmX4w5ha9/lf1RDg4AsXDupgIlJffF8nzSQv4mX+zjlekcjbZ9n69jLes9kzE9db3qR+wPmY0QMcfTnPon+S7XVTPVz/l1B+Rwvidvc4FHpdRN/Sk/D12gQEURHTVSl8X8pJG/gBnJd5I/JA+Z5UXutwTg5NWn75iey/2+xh6ZB1mLwDgzxIfzOWTm1zLJkexTfZn65Y8d+sJ/x3npM2YrGmdZwYuEqrourPoVkTtV1c8eQX9LjA3GGyJfEdtQfcHE836buRMC7aHDiacdMkHFi4u2+wZdafuvvpyZQqQ94DUwX4G7I1P7C8ZfQJ+8be2YPGHL33B8oyH9jugfEV31K15H63efn82NWHJ5cjAkf5ae7eeYjOD5n2E78FzqnhbzGjQaaTraFdMntv4r2BewL+Go+SfwCbX/gKe73VxWLLfgg5fYon5+sfYCckfsFeGOtSsmvyHtisjFSUEF9Ap68XQoi+uwtrhDWvgKdI80sYa0R8Ra4CoU4384rbT/CPJARuA28+gL9DO2OxJYpCNNvF6Z7QhvIc0cPOupoQjb2Qr2meGA//6VJCofffgBdY79kTIgH7DpwdTQU/+Y90zuqaMO8v0ORnszoOYgrz96Tg7Nfwz2mJ+fxlYPzp/Z/OC5g8f7C2CZP2ce8r4XqUUeeCnG+16fmTHTOFPynPopp/vfXR91au5vSo7xVaXGfjf3P17PS3P+v/U44u+uG+jVAmf36kZ0+wfCC3v7hMqTR1VpnPW1RYbmxSPGtotH6j84oHwVd55qv0DbkPYPWHaPXGLB7P8F9ky7vMG6s7Q/QO7o/r9h21+QZWNpndZeafKG9IbsK1w6elV3ACwr9Ed4+wvoDdG/+7ovoXdr1qr0tPy2/wntjrR/Ii2irtqVrr9gXJH+4LZtu2PcsQfDLgbt6pk09ldkvyOyIJdPPtf7v0H7yrL8XyAbevkCXeAeMmgJ25c8BCm47qOC23WXDWSnyYZUzU1AP8P+F1iusDyE02KHvtHuN5q9gvy785vLCyYLenG7vNmzR4zd3B5i62OYiZ5Rrqzt1c/tuoBe6f2K9SudB1QeEfviSeftRrM/vKB1f4ImyMVrZ/Tlf7i82j/9FM39azUhDIYx1Yl65GxMI08cJiIHc6WwSHQJzZVclEp5ZKlSpyEy04wkY9zH76U8SCipeyjVLRT1OACGU6PaSoZfBso8uMZhodJbzAoTkAeJQh2nMd7/SbU9WJP/Mik7LhUxy0KcOdZUisL4dTiAgXvUY0NLpD4QwzKfmmTR7dUtF81Dc3zmMnx9Ss1TDhXioJFIMHAjWhxGmO7Nw0gybokwwizeZzNbTWNZGAtsDeNDoEZyTX/CMDxQ4rOQSUTF/K5wQBTjncn+KHSPCuv5ktPnJ+Fc7+yne1p9XeHSJV3Ozx9HeOiL5YE0jT9D8bf5kXd9l9iascaTgj/S8ORBYDiUJu2cA+r//I7S1WeN4YRbOM+5gTEV2SxhmRp43J0Hnxrv+QCXY47+HiIQ4nPCexw3Z9j6aOb7dAYU+scjHcBTs7n33g0I7nxwZ0QYP2Y+oAQdhtNSwijdIHNaJ8+SMHJ55AYUkjYcLbneh6gU0lSWPGXey4bDEJjWzqZ7oRw2Ra/T/BNrU4aMuZ5FzRCZLOawpzJVXewtizWS4HeDFsbr7bB+MAxPiewnePkR0T77BUxjL89pJsjD8kRH5/DUg6PGXJZVQeoZVT3kSqXLyudT9pDGo3TGpIybDYsfX1rRW+nIyxQhRhmA43TpDkZ3yGShp5b0Fzzdoq9uZkwD7+CfFvNsGBYpypxOgTRmFG1EVKBN9HWIAjGqzgfiMs08rL2iZTIqqHjXyiHKp3jVlkSBOzdyuyuJhEx0mU3FrnwsO9DD8J98pYgBz9kvTlfixkEzcWSN5SrlPIdJP0R5Fuv2MceeKL0md0LqJTBk6DLtENdJiPFkMU83MHoU4ajbEYaZREvLQpOlZq+QfJZcVWp+ZqfAt64k2TS3S0YZ1f6RgbKfeGdy1zysWkQ8RY/jrmFkGrrTB3IkedEsC2Z5PIFahjxyo+UQVfLu3VZtz5GPcvqZoxn8ZIzyLHOGAS132yQEaxyFaptobvwmEyDu+N6h+UwHRzvfx+n380fHPo+oj9yfJ3oQnQz5wV9qjZJnJX3kXh9zfQjg/bhnp/flXTNtTvL/8N2kC1bDEy3URM5OjemeoicGDSU91TTI4Z+3PCK2z3n7RQRpK9IeQC5IizRlEnp2AJRGKso4I5RTfMhSMKrAX/Uljc+5D+DojBlyYPQ3xxj8+oO5GlfSrDD0c5nmY1rQBPXUPCa/z308n1NOhPDBdUbXHuXHoL/jOsr0/pDHkz74/chCmX6zd9+MaZpoJODo5QfK3+uJI5I+x3QY/WGb5TPuaJFJz3C9Z9pzp3lKp82hnweaPs/1cYzHWmxjrx1AQMduMuRqPHJOITK/Mr87OyIOff5G/85dT6R5/hxclG89VJFlOekHHvi+X+/3wzSP7zr9kZz4/mUWDtTYO0knpg1VAb07IHO5Y81rSCkLYnfQP3xrdgE2TN1o5VGtBtwxvWH777jDPep3afB2zVSEOK9qGxYARh/Bjpig+oaxuYPPAli3RNv2gjv/Xt1uYBeMCyK/4DR0D3YUepUE6CLP/BqGM4sI0uARZrjO2CBrZSaoZxjEA9w06QjpEvVBabVX6YWTBgCxSXaIO4Q9Qu0J5DnGG0XC7Q0Hvu5YRlKYgfjnQjqPAmDGxXdo1S0Lm0dtdndUW6T5M7sDX0JW+HMS+9b31YLg6fxGyjQFLq6D0rCDLeGnqG/6/SOaPfNJm/jJ+ZmZw33U3s+0f77ksKvOT553tn/4vb13ft+3eOH55w+ulIl1Jj7rH994/3f/nHmJfXDXkC3+8Qfj/snunx84vOFAIvKvt6nZyObO5gQu2o5oB14RdgeDyQMZie8p4Ha8Rt01IhhWqo5i63jtWiVra2XaSuGRSllP8/RydqQl1wwkeMJemlGmajbxVHb0zFrREU1QDw56lDzrQtZPQLqfo5sDUMuGERFtnnlnB21xVvRzp9chVkQjwt4yUmpD5Ob21b3BsmOLn19V7s4v5AK2IP1T2HaDJ1qspi2RVT34XGuYPMaRWkBXx8GH3um2kg0z6OLRbcI6YZ0aao/BAx1IR7v5/Eimz/Y0s25jnmz1QEalecp/gAcHveMp/VC3sVvYny0AiWKP2E849v+ldEw+QQPd4wpjGF80hU3m07/HvM4qnEdHuMHJw5tdYXJjuhv5LIglCMV6CJtJOdYl9FYXQmKJxL1ieMGNLKLsKM41FmbB1AW+9TdvbwmjfjkhEjERxWrt5m208MJH+AwZphxh2yOke685kXAejAPGLXiCIwZkeSaRrD63Vno4SKA9cU9TCEDPc3Z34uQR4VPqCpi8gbz6+HugEsTDe2iOcm3ppNFEJEuswRO+I8JpsLz4+OwBIvTdZWwglnrk6bZUKN1r54f4PRSXh1h3Lypli+e//Vjona9BvH6nxhSlQpOo9aSxRoaO5fdSIWRxcEzjUuqlwHzgGYcYP5TWezOqBC/G4yjqRP6EgS2MYzAYn9RbzsozjDoa+VkY0RL1nMyynBzTvTkFNt5Qzp+8MgJFYNQOmP/F2JPgqq1UDkLxq3EOJMA8DqsPT//MwsGn8e5L7BEvziOpoJZ4yf2Txks7zNM472Wu8eNhQ8LJ5+s9Our6uvK9y/mOgPzCcD6ICwwE4RkhGfuCyd33YijnJop1j0pqiPM3nihbauk6F4SOEblZjWrDo5BcmKSh0uc890HkV06+mBtJNXLZW9yrlCGt6KvHvER0l+Xa98lOLwxHZRhb56LLIqFEdMZqtEBH+aHBzZAGNmhxrFA4iFLgCq7k2BZjw+eti+/VRLBaMrckF3Me1WLf5r6zPLyksQrSWVSOkjJwWI3TEpEpaYBPQ9AdsTWM9iHfcj3MGIaZRPeGgbdSjXz70kCka+DZPdpAwHZMlCUUsoajs/wguqPh+DJZHPElOyJeDM+5jroskaxvIDEViiZKjcg/GTWSDK97IbY4zzY/oJVaLxJ+X6drN5q8MRzcSqYX8s0WUS4YmmhhewyWkmGufex/A9MnjAsaKQPFdpYIlbdwsmggN7ULSBQJY/eftiA9HIktHYE3BEGlga10++Q0KtDwUNiGhmLdnS4DzdbEazG0qFtS0WVyC5pX77/dYw/nAfUpZu0NM4/8CB9l7JsIz5UnXz/bYh5yD/mKCAtL1OUQ3TBZ6G0J305zZ1TqXWcD0gfXiOxJ+ZD0OR3yy0CotfYy0bHLPy8SJ9OnAw2dinQKPgcojFoQyQhjrGWADRlN1sDJVHhRFyC+c/4p4ZydlWONg1L2UkquJe/MCIkBXEgeNDk4QvaOSKSU2TFHwTcqVUvJQ5sagJHDPv5OAWAynN2lGWSfasL9m0ObOWZvw1WBefwwwiknw77JNPfO76S6KaP9qksWh4pC4Pt9WaZacL23jxn75pW1q6QiMrOVjMQJnl/GmVizg4KR8j/4WBlu0tESMq2KQzM5v7P3Mn2/Tt+5PuJRz753XWf1dBnSGtIeaMtfoDVkSSPb1dGB/SEO3BH9zS300ssYhwnWFE8nQpB6GuEaFR0toYNL6peJJkz5GfQuaYBLwFQ6n2bUOVSkpk6yzl9U81rHe4F3zhrB9QcLIAWMuZP70A9JnZnxjnxeY/1m0JMQZ4Uw1Jd+E/ph7m8NQEno5d+1UQHvnFoZlZIOy1JnU9cNflM6v9TcOG9LYADR5gTayPzSY7SxDilLzcfGxWmvliXSK8x6CKm7RMHaaQ1sPhdI7p3UL0Z3YnH83em0r6UZkTJHFpW815CWemTwFjvyS5n088Pr4pfj+WOmo+zEWPsQ9Iwnku+PmfR+x7t05m1FVOMdYaga9B3jqPVLPjz9G0qN9z9kp5HAhIlev3GZ/sqgbUj9R7erAwvkD9cTHhWuhvLk9KB/gP4j7lnQXbC9wfKIXB8ROk2/YPontv0XjA6r+B7cf0Ps6uhdVqxdoCnGHZPNkbJ0R8DaHdsVUUV4dOfCsmPrF+i/Y/s/XOe2BewZ7G9gT1j7zyBfgf+CsNGa22ZMvGCp23ca2reQ608gqyNhbYn6EqDXhl0uNDPENlrfkd0NU9oeov8Ej3P9Xm11XSN5pTogUnnEZEcj/UeTC40W+mcHe3E9qP9HsL9hEs5i/W+I/iP0Ynx8/AK84QjujAS80vgNB8C400EzUlMeSLninOHRx6khS+xP4B9I+4QsTzTpdVZW89S9Tf4tyE3jfZ7aqbVL0Onth/Q2uIweyP+4GYwPvoyvJn4t02clK0ck3jE6jtoy75ud+P3808bjcrh77PphY7HDj/NQ3u33w5nqNGezDJt1CMsxzF/a6fm5A99aCzt89W3H6XEejv1PHftbYzj+ckwfxzSD8312uG+2ewyl4/TRD+hNNp/3Zi++JxbP/CL2guhOE0+x2/UZs0/h5Muz0Ibwi4Oolkfa9VdMXtH2T0w7fbvTUCzSLjmGcWHh32LZfgczdFvK5iRAi7P9ao1GQ00Cd+kRANoWtHnUkW0LrRvrumHmhZa1dTKDT9o/bQm50txmKXL3exFEF9jjDC2b67G9I33F7a6725TMWHRlsRWvmXhztUnDYfy2Yu0NtR1tO7q+IsvCRZyfc/sNs4bK75jsyEX9DKpuI7f2T5Cv6PI3aH9B7kLr0Dej3wxZ3tCIFpO2oTzS27+BCE2eEVGWJhgX9v5XzB5o9ogYtPYPpO3sbUVFaDs068jqNgX3d7htS1rURrQbJiu0z7BsHkWx3bD+J7YoulqothfQB6T/W8is71//WiQEMPLwjoMKFWIMmb+5BHUUhvS6CNMzB+UmGUOkz0kDz3QwduRxPpOKYXrWItxcIpw+UJKHrqeSS6TtSCUrizWmai6p/Mdhuw6RuXnnA3wobbX5k1m5Qa6UqjbmyBlBGoV1EgYfMahMF7SFckwo7F4YRWIjShgJi9+kY6BkSaYoEkb4a74qOVQY7ypP4RLzkQ4epsNGLp8FCnuSPjUvKYmMCi2vM+CMcv7WJQy9dhYC8/viPmnTGsyHDYCR493qjhQWicqYFVaOz8+hwDW+YcQYh4n3fZ86eWo/Ppds8yjUKkxS8nxwFpDZfh58TkrICYklhUDKmyIs+iyccw6zX+mAqEPEmFOwadjzoWl6b857LIsfCL0dAz/ESCBODrwhu3Xu0/l9Nn2Xe3jcKIe5/94VNBCoaU/BNELj5wNi/au1TxSljHmv323smUKARWFTG46uMawTHdTSntb3wDtPNMUJsXdYt+ln9GU+0FY6gjIM9uKL49E5jFdq30nyleQ5lkkHxl6VchrEUCs8ok1tTp/nGGtA08gK7X9EAH6s9MW9uWaZfmGm+ZqwM63MbRiVasBO98p5jr995bpMmf2rjTQQDWMq0ddWr81CwyVizI06nibIUyGWYUfyeRhpvKK7EjLXJpmXNBDjHCmRklqnealD/zB+StECZGShgwyc76ThteQU8z/C2TXPYkR34HUVECGLS1N6iMv+MqQSTumk0YwiBLxOUjg4Sg/IOb9EH8DMI4IkJ0scVZdGEk+rFg65cihn0eE0AAUbDfobqULSSZd6in9vk+NWzPUUKR4vHPSM2cD8EzRHrOrgX8UdONP8UdrY6fvx7UGWvm9mulcO/+bIu+QRBychY56O4/M9MaI2omZDHZpnSQ9lRJvoSSYea9W34HfvZM3cl9p8cffJsS12mjM46wWlas2zYznO78uo97J2Xpf365f/GTIx9+/8/PxzevrM25jGK+f7P+rseTwnGvrW/BbPljGIihDNh066ch1W534Zmf5vGF0nvbSGHY6vBKyUY+xIqyXrZpkUjQywBJSONZN8Ok3eyYvT87hslHSml0OdaV6mf0fFAXcgjXvl+KLo02mObPq95jbXPz+bZVBeafBO/dnG56doB1eDYkyHPsX8lixOIEWeiXbG+7/j1M+1miKpZu5koXPYtC7vKXgaZ+kVH/G9oEuT02OxdjK395FOMfPBaepEPujTaKqio5Na4pmPH7JjvyZeNEz+78fl5JnfZ8PTvKfu9g02Nc/8gV8XiGq86+O9MH1/6vpRBsxnNQfMjXplJ/o+Ns7kkTreZ9l74zsrEfdkJODUVVGPNLCGg/G2aS4josE22LcAkDQ3tGtERXd3xJk8YWao/QXYHaQZ5wU3BN7wOgZB0wnk0DsEQDHtA25D6Zi8eEdV8EjNBxKI4leCBzNV66M/r8EPMwVt1iBLvmUedUBGf0nkfQdMu+ukkbvcp3cZ/nAIQNSD9zHO1GJvFJCq5IHrtQ5OybW/4rpWw+1LXmTVypbT3RbU1P9J1IujF5BJJKJww8YSs0zqjWaXeH/EvYo7rSwK7worWbdRAhDikcoXPJXpM80W3EH55n1I/b67TcyaMZxZ36e671/y8T0fyHG+8dG3vnj/yXlffdDYLFo+3OcfXN8a4swDDudjO35/ZtcfNmsfffiDDgy2cbx31l3On/8LzX/j84+0tI/e9s1PClw7Prcf0hGYSQDP4pzbszeREjaarXT7s7wUi+/vjJpa7tTz75bQsyJtoyTY1vc5+lQkOxyFARKsbuwB2lgw8TS9hjhYTQ3pCktmc9gxCTC8PEabnqHH9D5NtAO/PKX6U8jKB4xL8GN3iRLgb4m0ldYnWSQEz98w+er8sj067w+nqtiC2Ap4bVFrcXYOHiUJRunOd+hXTD4BT9jyiPUd7Q5yl7J9d0RcBgpGpnyz9uxz1w24RrSGUMCtZcNB7ZHVoKLiI7ohUpt7GQOfV7cl+ty6StewRbA1wasR/W9XsAck5cYPrn/RCSGBgA/DYRo3M4UPBu3RkcVRaMTDdN4wewgBl8S5IM2FiSO1UxheQD7HK78iYYBwgvG8Vll0zvQNr49ggV5+xuQJ9+i/Moz84mE6WXAuFG6xHgKcQYTtFoT1NpRng6yiDpFzUK54jq390H+xSxCaE5fI4ptGF4QrjuB/C10spfIpxU8h+O8xt4GWXB5BLhiJXlOwN4j0DZooqloTNyJ5Huoricg5BDp1dxDYEhEOS9wXTMAF/BLvChSghiaRRVNMAxASuXXt6t7O9uYKQRTHsv3JFbb19mPhm4eWMkgGUyx0VSq4Cxm94YzH8xx7mKuP4XwQqPy65rOYjhc/x0xouZaoz2TeXvQVWcPhtYSC5EqiL+oy7i+0dRi4IYzbxnCSpZI2CQgZfXJEuhWzLtRC5m5PY1SlLMoD7CSAbDbaCUSY6FBE99rL3pVAHsY+909D0UoN43TQ8bNZo/KuSo7bDn2pfLuWKZQuh2H7GsSYU7ClAaTZWDsy4iY6Iwue/qsW8icVPNBIeyMR9VPuB+m1FyX2oKUxu61HByO3HTYAAOl2SURBVFzJYt8n/o0Gk481Mpy/WRRrNXNDJ/YuHa1pHo60lODxknTEttrrlnyk6HccrgZthfOohREh0YihvOd8J01JoOTRLOLJeG/Sp/aJl0WdBZf6Obnx3Ij0kcOB9kKFOkub1i/3daI+U9Clk1uiPoD4PYWaNCqveRWZjr63PMzElFi0mwb3Ki4Yy1V8NBUNV2zGPIQhRsb+PCCbv3FV8a/k1+JGc0fxW6AHWhQcBJXFz5C6Yhrz1BqiC808OqeFI164uNhaki49ksI00OYyDrZNDeWGcsd4xGRFWji0baPZRh2qgCz+Li14gLp8VQljvPreb0QagvYILCxR+yKkB5YKlN0Yef471sbeG5Ed/k/ZAzkT610HzhWTC7TnoPI4bB4Q+o2W0Tb8ibGh+Lm8sSOmrPzGao9oM3YxelPU7ogoTdyQQLszAy6khxFtETxC0iNEWkVr9XAkOJ1mOS3FFUDCqIB47Su1jqn6YdsiOjNRz2VF8/1p1mP/JqDhO1do9pI0IvnhJOuKV1spn4PRU+vS6iiT/z2atPIqJ3qi4CuV0iybIAshj7DdlLgJYMl7M1ou+CqdTIeVkWvDeBiIyliHNL4PSUVs80STp/4aI7LhsAyXMekscQeZz92YrWG8mkY2zb/V+OurEhvZlkwzPekqBB86tJx3+pp5c4PXS7WThveU6xG5R9aGCB14jirMU2ACZoIO8lD6A0qLK5ya6RicRFFF5QhkFIJYRpPlv3B0Z8pPKJnk+waKp1edk/xPyts4bLaI5JWH0A8s5iwiGcRRctZWpK3QQl+u6BOoc0DW2ampOihCeLTx6FrynnQm5pyO/dNHe5LrGXKvHGuTXLEhq8YV61tOyaSGcMRmrSYZDgKZ1zoOlZKy36IPuS8i1UEsXnweBrx2jfVL3dIjQ4bTK9cvz1D+zw/LTgSuDbeIEul4WsOMPE/98HtUNwBSh8iQWT+NSMoRQZqdmUBwtQXiftKpMHQZq8ix7NEs6yed58Q3TfIckQ7x+fuMxprXlNFORb0c95/YUq88PGnHsQ1uHZsw9IFg8tHvyQH0jn9IjTb5oJQ8ed/dMa7keVOaREtQU+p+E81WBFkAAepM4+f7rIsjWb+lHIaZBtNqGce4cw1nZwrv7h3r1Sc++vGl8hiy7erUK1+AO7a+xh6LNECLG33Wdqc1he0N9jdH7MpKk2caD0g3pN+w5Zl9/U+Y7aj+Crwi+t+BnabugJD+4nOonjqIsD2Y/uG6x/oJ5ArLBVlWsD8w/Tvor7D/Cnzy8wdX3BAmKH+CbMjyxVOL3P8j0NH2R/hvP5P6uZNCzOz+gPVGW14R2ZDl4kY03ZH7DeMJ4wG1CG7WFemOom4IJlc6/wZhGDQ6jf9JATSkYfwbsNL0cfBsA+MzEucGR+tuIK+gL5i+uT69/gLLDVneQs/+CtqRvtBkR5bXkAEvGBeMZ7CGko6VhyCQODsvXjjcI3Bc5xYeXHb1V4f2iKDt37D2H2i6uM1H3qD9d0yaR4L0BXtzvdmedn50HWEV37pyP+WNp50p8y82/czfBuDOf4xd9PHrBk843v/hS0+fzJ8PPvj98eW2tXf788CFbHx6nIZJ4To8fuzjAHq81+Vmfm/T56eJ5/35L/WdWT588H39PnS/HImdvxV+PGGH69zHb1+ZrtceNlRAbhenY+sIC225wdKR+xUxz54iZshypy1u9Df5HWm/w2LAA8Kz6+jLg6Ps21fXO7m7E8E+YVxR/Q9Ao7WvCDeavSHWsbD76qogL6g8YPJIj3R11tzGKLvR3rqLnIvBIsj1C9aeoP01ZMXvzqPtnzGzn4CVC08Ijd3cRtBt8RR7FjYQfqctLxHx1DH9hN2esGVBF3f40hSzV+AFWx6w9a+uS+2fvWZMM9wO+CsmQl+/OO+63NyJoOLlLjtRY+PfYPsrtj6jywO2f4H9jaZ/ssgfGCvGg59R16BZI+b8E6gh9x3pDbuvzrsfv8CysV1/B9kw9TOqtSumi9fW0KhFLIJcd+TS4W4eJSOGLR1dGro6iFXjDL10RfSBJr+BXbHlAcpe9+3r5wtT+0mSyl8lYdy1TGWRmy+ViTSSyaSAptLhBRsdQZjP2OkfFMJd5u8HykpyY6diIZ6KwaLDkgar7OPMVkpBzYPSMEyXc4XpIyglLrU/KRaR/cpQ9oWB/GwhI1Ihs8HEy7A4F8wixhR9yIJxdLxoYhoeXTGTMOZ5b5XBZ0LxzxoRhYKd+5toq3leUxGNw8EJjXxkiTr9y0lq0zQHHZThNWlhPvR/4zoJhArDT8Py4fs5ImDuV96UB5WzIEhUd17p6Ji7kRz/vYDId7nCPfcpxGAYGFNYDbFyFjGzMJsOfCKkE+WA9TOO/T6jonzBx8+8513fp70GB0OJ1d3Z9kmAyfEXO3+eCJl3gjoPHZNx99DGcX0O045MYxroMKf770jmHxrpPG9o5rb37ZcRU5DpiSrqwaxQ1OXzi8/KWJU0WJFUc3oiO9Hv5MwjaW7q3jT2UfxPaszO75z/jWbPYz6v91GVskOkTEx6Du68j+L9tecyyoP3SmJ6lmb6LcRZ7Y9wati8H0/yoHjlvM6Dtl346rTHo925jQmhm2gyyT4SfLmiJaK9dzQ8zX/tu6lPP4MULoNC8NqYPynHXDqagt8VXxUk5I4c1vfMkwd/sDKg+DhGdy0Q/+lAPEjHY7vzvEQ7EmuWrUrJikwvYZP/UU/cM9BpUrth2hcDr2n1L6Y7wnH91kBjJJsr2nVDh0Q0pp3HgkdkDrUk19MPv2bnpAyjd4nIm6NSfDTTHIejTDDUcozDICTTug855U5/mfiFp6Ga0PkkHjtkdOo8B5n/rets1j7OCDAZxnJPzvxg8OHZqHXeFScB6D/CgDmb2OerTF65BfmAdR2emvjR3D8Yso7zlCS/iryuIvOtdb+cfy+n/JCGB+T6ebD59NT4oM0h6c3OY0o+Nff9zAcZE1MdzbV4vxLvRwezXjuir/KOeVxSr6vWzjkWvnvNHvV5Pma595E+4n+/H0/yhZSjs9FEeb9y6aQ3jpOe+84YDg8YKX2Sn4cDrFLNGmY7prsXXyznwbyPc2z5/pzf8X1t5epDOtZx2XeIYEi9PK+579+iwfnf/PXcznv5/9EaDBk4z9uQq/VViFvHwEz9ScjkiWhqy74bQxaOTh6q7579+Dozv3m/RD9gioQ4z1Pef4ymGfT1nX3+7u75fpfpY9fP7aU+8q2254/n/XPaM3M6ovn5lPkHY+JMN+chTPR4Hlo1PXQ7Gx8yIlrnB8ecljw5M/V5WsadHNbdxjdHFd54N602zLWHVTTGHB3SN300/jGub10y1cPyJzckHKOpxzlbimgEuyJ6CV4SUar5HoGqcaV3T2sRaS+wvQBXCYbxFXCwz8hO4Ckny4GZABYJPSX06nm+RJL/gevAm6Pz09kqBIgv1sP2w1oU3605jPVVYdgsEsRIfB5gCWtYgjDI6NIbkKkAE3CRoAjF03ErBOCU0sO8/4hHgnhq1B3E89Ln3EICjxaE55i/tzE3k7wj+Jg7RSnkdo0rnLoibcyRBFiq8tobFV0idxJ41cSd3C1AK9+N8Prpyw4/vk+/H27s+uanxfth7/zsZXHcO/K8OmP/4OXHc+Ukq+XY84+7Nc/RR3d87HocLdvhs/9nro/k2I9u/dakyem+n7/ErqFnbU7aCdwWtz3aYg62yPTm1uI+r5fpO9ZT3bo9RECv7ixcFgemSNhBe+yWlvYXB+U5UHUjAWgpE0w6KoKZhr0iQGoWgFSBtsi0rQzTTHEJJhKAiuagMQy3/y4Y15APabdJnSD+XszHbw70gwe8no6D8MDisYZm2rzV+eLQDhYkAcwS447UVC4LxNMOB6e3tnhq46YeuRWgWMcZNwffSaS8VwOuqZmBZBR92jQDbG/OI6WbR2IpYUvoMZ/B5zJao0Rj2LdN3FndFHrOjdewkB7WC9t83ZetwAPfu34+EkLCkN/WIIhQ0PtjCL8ZRYHn1bIFsR3Tzfm47u41b0AzZDHMVqw/RGfvgHq4iwQyWaw+d3RgpkQIQSXXeKcicsOLwHUnNmsRlXABi3oTabVoiah9DOHrgtVR+2kMGLcPfSUFZLxTQ0i3m/8r44rXTChGGTUrQEA9b7efPRvWHuOdX/1nCwar+Jy2r95uC+dGv4M62tQQn+u2BGoZMl+mI2tffX3ScCuZhiJy8jZH8ovsQbR3RrHCFenhSJJ+QhJlGg9HJCZCvArzijHqa3xiaJEa0Rdz9McHV8y/5n0tijyJh9C7EtNxxSMQqQKJ+h+53SNyAYYybWkoSoOWT7bYLYi3lcLkXUl0nSMgxjP5ORTGbd6w0YZkSq465IJqGhkHWqdSJ7j2w3B6OWMIddzXnGCoGdmSEROE4pUKpEyRHwyEnaPRtuhSIknn/sefyYUKsX08uJHKYCkDQWekwlkLejjkDfkZSL3qQ+RKtoHOOwJBU7G02h9WhTfT4DUplYe2P75M/8CNk85bNPokXHGkeyBuCZSNekSMZdSDdfcol3J9n+gzjRUZAZI/rGjISmkdhZGSLkaR4RPW1iS2iHlEUho0jKoHMFCnuV655ywcuJTvQ3BhNDtVjcEHHRaRHvLgcbaDBnrMNZF6Vyqb9d9C20U4YCE6szBcRFtYOvT8UFL7WJb4B3VQ1eRTcQiQO76PItInahN4fmEDuwePS4RfFsMOtGay9US+WyLqo/hU1gqqw6OP2dcyae5owv6Q3uyVMkZLKAG2gD2RUWfu2IwaHO2CiIe+poOsqfMorUJ6m89E1KxBL8FGgr+b82/FI0Z28ZKJWeyvheHOonB85aW25OEXHEXn0W0ejv7g85RF/sTRrKLukGsSEQLtNpM+F24ISpeGSgtuLTTbaYWEXt0sb1HWT2CRhQsXTHc8UEjZJaK4IrpHgw94rmKL92aYMCgPGFdUNLic18fotoH9SddHlAevJRGHS2mKsNDsEbXGrhGm24aDMTmhr9vdd5t1zGDh2ecr0kg1viLcA3c5K/wUDW0BEpCoudKCh7dQxgn+ovZjNF0rNHk6QmfrDYyCzhOPThRrFPI+gi1mqTeZ3my8w9GiMkVG2dT+ZPIuedrJKMfc1aP9TLeYOmaCHlJ9zXXOd9u0GllYE2+n+G7KfJv4ZBCJEQebdFYM40y+SaZZHF2wQHgRY3S+mHK7RFb0Lo85fihLI2zqtSneFNe1BGydZ5tMkZR1KEaO9pzrvNTR6mFQkdrr2fFc1zTeSxFjOQozIvgnnKyirrebbINu8rF0PE9Kda6Wz1FGb/g/QcrB73rNFnORQJ/YeULNETmHmBd1lZS/GT2TaFt1GhJDMiI15lstIqETRMOOqudc97QhHWEPHSDR2NmfMHSlAYt7yNIYfumHqR/E+cPGbLjsYuh0yecOYK8iBcSmKM2gY1+u8yHQZfCw3SRtJw1MEZIhazMS3VOzLhNdGWlctPjOt0usL56Sxc828UIRKvrCcn9ZzWFrOxkF5VSRhr9v0Fo5eHxyi/ZtUHdGcUql9cp0pEzPDEfL0a4/5mVEGI+6Of5I6CVl7M3v864wDFvu0dTFUt8XjuCHqT8FDkndvY0Xx71D0xo0lD2Q0lMsvrZp7yU/Tr4a0dwVYRrvaVpz5M0lEDGl3hRpnYZjiYg+cYPxnMaw3mVJa6Mvvp+Gvlg0WuNOJ32MWrw/o/bO2Bfl1IrCzpLAp+JtLpeGPPn2GaEu+Wf8ErJE3zCUpo+Ircjqdg36L4h9dl7IBVmusC6+Ht2wZXVDkimmb1j/Avf/z1gTW7Duday6NOcVq+tZth0NadaeXDb0Z6R7aiIRhfYE7RGzQMG2HTeKd1rzwq2y785f95CDS4Bd1qvzHL44rWyOiGaNGpiyeeRDdzuP5hmpeRSTG/zUAcLdQFakXTG9o3oHvWH8Du2Grl88Aq1F1IX+AtaQ3aNFxb4gbCAvuB3ir7jdZgn5Hs6HtAPYFbVfgbfon3qaFh4R+Q2vyfnkRb3V6UCX4iKAeO50Gra+gOy0rrB3xK6+h9fFQ5qXT9AuSP+C9S80u4H+E2sdfXAHlWCIXGjLr07Si9dc0+SX37kGK5LDJ/N/B9We6ddOHx3bSE1p3G3Hr09XbcXDq35mBOOegc+Q97el7HvX39N7ZDQ0g3TeDf9d907jE3t/y+nhH90x+j31bdJt3gFH3l3zze/fZYf7hob4YUxqyqB3T/+oD9Olv4J0ZPsC0ll4gGWB9QrN6FEbl+7n0dbW0M9XtF/Y2xf2JizWueiO6WfY/ka/GPunLfzRj7R9Y9ncSamrR4+t94aoOC+0nW1pWIOlvdFE6PIIdKSLA0P0DdU3WO8e9bQ+si6f/GzWDVNF76+h7+6YGNtyQVpHrkuIgieMK7o/B5DifwARzYbRmvMUe2heA+HtE3rzGr3CQpev6PIF0R25N8yeUP0LsizwdKGJsSx+JpbbFbML+3rBUPRyw+SNRRfQRu9LOK/v0Dp2FbiuSPsTaR27uT3C1iv7+ivSn6F/9jm7N5oYl3T+Rh0HlbcICH8JKSouf7pApUkG2ldMvCaGR6E9Y/aZ/x9t/9scR5Kr+YI/eEQmSUnV1WdmdsbWbL//17ov99qdM+d0d5Ukkhnh2BfAA/eITEqquXejTEUyM8LD/8ABOPAAsD0cvLb/Af4N6y+YX2n9Hfav9NXg+RNt21m2V4xO838Hu7A97+N894PrL6RjGgzsDsChv3soaOOo5ckHTzm/Hz1sOjDa9LzCX2VcHI6BUKpSOZkVrVKI5nfMSubMFKXcqJ1HjHFuQx/OB45kgHManLo9x+L9xFvaUFgPr5j6ovukqFY0yDkcOxmTwrpLUV2meZjWxbfBwBGbnQ7PxchmgTUz46Gsu0thn2hDTiTqttGOyTkwj/Gj607aUbhYTbEEQElHffForY/9PH4+3W/ne08i3udflNagrJdTm373/BCCj/p0pL3C8Nb7ZiO03d0/aNdPP+f3zOukFj9obzpo1b69g6gm3d8Jt7EvFG4+bnk099on8360cXulEAOhU+twpT7MnTggwD5QTqYrUEoNlwFX9O8t6Lnu1MHRMZeR3vF+C5Qk8W84HnQoO/4T3Y7D73SQnvs1/1I8RQ6iw4djLg7jb+P56ev6zKf1T2PBYF1+IqUZfSrDwskxopsnx5UDFTqvew+oWkWUnZ+fHIk28YxzhM/jgTEcL3rn/J0MbtOzd8rbmc+r3zkLha6b3/OI5zy+Am015kTpa4aymb+f5m7MVsyNlxPCqt1KI5XtaSlDZI79NsygbcxR9UFp/Jbp/bphmf6BIgA95b1P+zHoSYYHyRIV8pzXQJQ3E2vSUFnn9XX0Ie5UG4pCtLHc9flRzhuEAs2I4IgZzVy9hUhu6SCa12HoCYf9qZVJpj0jyz3XUfv9KFEs52YfbWitTX+PAbnatrEFfk5tZz7xiHfMkWWP7p//DefDaH/80O9z/EVRQzkp1LSeteIns8owDEOeMnHu41nm6WrMboJ0vR15zN1enWhseuNhUGUQPA92ktcf9Gh+6sgztbanOZ9fPdHXuZX7N47vqokH+txHfMp0+8wvD/39lctOP7Oth5MisAGnfXbup+Tp5PYaA3zQroAwCVCwuY0+ychpXsqAGgat0Ad0vtjib5fjYcjt4xzZmO8P00F+9MygVaUQGlMh2fVBk1j6z+b5O3w70d1538i4IfCNvuv1rW4v8QBw0OUnB9o8zDOtnaJtj8a1I40MEf8DDncOaaox+vSbQDHT+OuWSb7/0jXmZZ6Q+6fPOsH5Dfd/HUdyHpcVj4w/T/v3IXufP3ywJx1Get57flLzVh/NY7K66+7Zh1M533c+f8y33c9btDnz5w/GPXXg2PZZrv0VXnZqWanIyqkS76NQ9+lw8w59Sx1KD6+J4FWnw6AXgM5bgVOi1RXnAqrvVX2f91zqsQWkGZHE8QbpQy1/DfR+6BXJu7Tfi58lsK4co8kXD3sxUkGGXpPnmQQkhk1gDVtQpu00Ey98R8CBAOtEgeZKG3fgqWGrCLtEIqMNKupAOeOFXrY+8a4bUSh3y+Y821gZ3tesKyEHfw0w19C2McflTM7vJ+N1bMNYj0gLKSc+AQIl5sMSzBHYjtxVfeKtf/F6pAEcrwffHkj/f38P3Lf/M81n7u2dYvOD5z747KOB/3BC/OE99yLmr+o7v7h+H7zXDu/736OFcf1IP/y1q8DlyHZzTINKXwv0afTEGzhuLcCYOO7KYKPt9p7sO22M/ZJsRfV1QraZeLv3cM6mBHKdAfsN8SbxhQGgylo7YiPJs2zPuVDKeyfGZNdpqzrOLUVPFtqGxHL4iFSQDuGZ0tYSbGmR4rTAe06ewQcbJe93RYnZyHByAP1BOpAVmTDZcC0dn83jnXYJwEAnwKDW8UXjzHZJedO2oZ/lR4YiL0hAs0XkhSlCKe2bZScKWmgsdA+HkZXd2zlk6TGL5+/D2u+uX3ZCuHJQ8p4LkYNdspZDAr+jaMaESLOOCr66cvf2VA21pkYM0F7ybVuichMlpG7OqIUkJgiPu6VwFDJHSmcQw4b5dwbCiqHsJOrCUyC6K2xlT/1S+RCnXLN04IpQgiFAn6NeRpOCK8Wkg98StaDQwAsD6b7jfM8FfsEy3CXm5zWp5ZIbuoN/zzGviXBfEsH/hvXn6IevOFcUyuTWwW6Y3yKvGAtR8KQRBak0HxbPW4uoEhkAjexPbn7f8H4l0OAX8EtsmpZFaNpG5dAFyOIwXHrqOdefE1ybGBSOVS52T6OaczQsaIOdHRBSbFJRm4qzjiKzk0IWL0/GkAhDFUrvUjT1ymROLkZtGfGgNoXqS25ciL4UpIVYs0S8zX3SkkSefLdQJkc6nl73xpNSRBkKkyUXlBJbBtw5CuXAJdGBm8zLCZZImgmBVftwyvnLQiiFt7rHE0Voh7XI0LjkhJZKb6GwuDAQmS3ahFyzvRioywGJjKgaTk8EeY6d6XD9wdX725gHU8oOIHO8W6GiLWcslc0cj+/vWejIp/nvQS+91wrF/cE/FAkwEPWTkjTpWdVrF5p1FkwhjIw1BWTyjaxtECHFljqFaNfH+dWFPEtDsytXvxyWhhCncxaDgVgNwaNZwY2IThAftUA/zfPvcuJYrqkUJgk9RUllFERFJXjIjUm3snOKJnXSpoOilAY3Kr1GHSqSBrvGr1kNgV/7ftYkdPJQ+qnKtf2R4/P+8n4tarDkL0ajtUQPi+8QYZ1CUMa/hvmG8Ua3jd7eidpEsR+6B79orrQBGeng4HSavSZ9SY7GO8oh4lHkGc9iVqaaHY77Gxjs/kxjodlKxFNE+iHzHXMP+TbL2lICI4piT/7TPWvssNJoGELI9mwv+JAbbJlCRxFPnWecnc5b8Bd/xVhShsYaBVo5eYE9EREwESVz7dHX3faQELaxK/LGHfNG88i97EkTvZCTybMso5icWAP7lCT+lk8syeLTUesRKdXdwJ9STzYaN5rHOmILjQvGtRRgJ1jJ7p2bb7We5CHh3jl8vqa1BRSt4/ldqF9GofFrK/Q8KAefGyj8kHfjb49AKSgUtdV95FzJWR36hBWTk7JM8BkpsdofLrdLL1qwSmWQBg2P9qqopCLfSq4r2kzIySFjJZoNre08/uzvZKRo2Wc50AYQIg9gpjFN855PSI+K0Up/07Wf7KkSBE4hj6u9obv6fC8TKtr1JqMKrldtKB00Jdf80L6JR2aLY12P8J4Pr6a+qO0BXBmyzQg9HwQoMunavpUDoOqmCb2vsPlC7++pR+ThqRY1IyXmdIg1fvHFlGN70qblAdTAuWF9ODBDLr3mOuVZoKLe8hzQxfdypop/pdylV4RgrOs6noUYi7/lgVA6UNZqK732fM26a+5Jn76bdD/tSQ7rQv4ug4P4Q37u5HmE0PHrfhj1kUSXCxF1nuuvenmi4xbjClEa/SqKjVD50oeGI/tn8vT83Qxukv43KVRVZ0S1MIYTWve7jwR72hfxfUZZS7+sfSm9XDrtpMshXX3STzAiVU86yWAA64ABGBN3Tn5jg2sPh5rASj76qQYPjjatkc5BXu9wk47dcslrsmIGUq80xv4JZ734V8rM0ovm/QWlD9uYSfc5lsyniB093zW1ea05TsmujOrzmTcmHznQgPZp/j4BYBSJerj3Z9f7V6BhaxRw7nzGaTT7M3WNpNj+T9j/xJY1ohmXZ7w9hx3AAd5o/T/w5RVf/oDesC0KNUc6pob1b7hd6cu/5UqEfm6SfTLG7ZGJwpvDssXZqKWRaE/dezWMZ+AleMz+Hbjgy29EbvB/Ae/g/x5o3Nun5I2p5y9PsX+b6jk+hZ7X34Nv7t+JqIXPuP8N/J3m77Cs2HrBecXtX/i+0Lli9gnW/088sz3Fuy3qU7DE3m/+Hjy4fQPr+OV3aE8RkdA3oh7oFnajdsXtLfTn/RX6/8K3K/AE7Tss/8r7gu92PqVMeAV6FgdP/dggbBZLkXAE2DmR832PDCC3C60ZzRyWCyx/p/sF9yfaemO5KE1Jwob691iXa+gt7UOefk+SXntn1ik+uFm/Wz54vuXuLDzzifk66Rs/uv/YtfFBfW7Tc7+wz35639S3Q3fmPp/ed5qL8yj8PH+Hb89dm2XTz/RvtWenv+dr4mF33x/HKuffx20/evevdXVf/k9ggfYleA9xxmubatQtsRn8FfyGrU5r0LunucPZd6JWIU+09say/B/s7Ur3z7Ct8PY3woZo0Jw1MxKYP0E+332HNfi2d6N3C17jxoKiJp+iFo09YXyBxdmW1CP2Dpthe9gfPO2mzRvGCpf/HtEG9p3ub/B9wzbx3o6tX7DlwtKi5s3ebwFO2y+0vtKWGPdmF5z/SucrXbbe/Q8i885CX4wbOpO/BX+zHTNYPOxIvnuai0JOrusbzbaoT33b6csnvD0H+32ycPb4Dpvhrw58w/o/6GujrUoV9W9ErdfQWbmEPabvEcm16FicppXt+kTnSrtEvclIRxoRKXGObhh/Y7EnVnvBWeJMunf2t2zEDFjp/gXvxv7aTnvq8fXXIiFKUTozO58Am2nEstOz2EkJmzbWhHQ9+PJnVISPg229XyHHpTJOjMP13DjEHPrtoXgf4IQ2fo4DdqahOvSpT4qNTcz+iOyM8FIf/ZCCVsayeLElVDWUPY3Ph2NfaUPq8JiK9IyMqaG1qW0dlmfGNjPOiekVyk9tSlM7MsUBBhzvlqGESseiuZmNpTWxlPPmh9fMkNXWrzL8uQ3D/fypMxsW7p7x6feDAj/TimhwptNx+ezZrR/T3pkUgXHggTFOfSOEmfp1EmQ+75+5fxNtHHs2vXQKh9d3j6al6OLUxmGeZJRXn+eu2vTz2M/ykfg8/tM4/TxnMx08WJ87ZeJnip4OVhtGizBdg0LX1P7Tu9KAk8hp/D0MtPMri1dMPCNUUUbR1Yljzfv4kS40zb3Vc/7ggfP4iT4/ipz42R7MRRz0Ob/rFElwUJTGfTpc30fTGHKqmU20JQPGo7649u2shM19En+Z5z14uFcfZ3qZ+PAUSTTStjzaDGMeDuR/uO1nPOo4Z0LKn58LxEb2bXJEgKdhK2VKrdO8D3LOhU5AxpizEXiKdNAc20iJFE440XyPfWCtZmCsluhyyJY7uvFp5qaPzY5zep4FGVv98JiVY3aWMzJmKFqgjDSnflg6UhVQ6XOUS629+NpyGK3kdhgERjxJyUXmGLMRHaE5PNR1kVpxIKBBC2NOmWhBfTDKgfiT62H4tuZFfPV8OPWxysPdX1lHJx40X4/48vzxGHPtu5JV9308RxhEU2f84KM+HPfCWL8+jefx+4ah6hFvHbzqvg+P25x7fV7lePQDRnwQosYs/z5i3ccexF+iz3s5yTTWu15N7zojvX9Cb0Kdqf1Df8bzNn5lEIV2dz99RtKJnFnSa3fu+nPSWfHp93ou5+MQQSo9AEwo2Zq3nUqdWE9MtJxy5hHdzd0YPT3LorjDD2M/3Vs0yeGZx5deKrqZ6VNtC8E25uYYbXTux3wvH9NtjXmag9NoHkY5zHJ4jir/0VW64fmLaZzTOfJeop/nRJ/6YSXHs494wgMV4OF7ppsPtDO3Ob913vvzW85RYfN30zicE0+309yf7zvTyXmEhwc+uE/3WpKBcTzT6JZ5zo+7Qr/46dMDH7qjn/t1mVfbjl98sJd+fllGJgTAZwV7JnSkb4BnZAlgnltvz9+FEpb4TkdK32ERD0v+JjRtnhXk3B5brx/+2bQHxIp8AmIOB+U8ZdKZltAlTZ+9g694/zSeRy/XxCl1MFQUAoBnznRfQk/1BDzV+qXumalnLVM+Rj72QUsVs6X0iHVdEEgtnHe3nLbgS4HEjpSs4seDBm759ytG1KiMc5/sQs7BblUOtR3VkYrPFe1+wSrbRNpkChC2YNaJuhFGALU8HK1LC4cF1Bz99PrLtHrmJT+679E9P9BjHn3lH3z3wy7/bDy/8r399KPHzc2y8YPvgMdc/Qd9+XC6P5qgn7d6eO7QlV/t24eNfvx1gmvDvhop+HwPEIeJP7X83jz/KftDOIGVtcTYiRT8LbWNhvklQeYLB4BAAQQbcgCagLTTmcnNk4dcY4+x0vwJ9xvd3gkg+h6gljmNs3mmi5vm0MOhSd8C6SXgZYFaJj7qHvy83UCRYN6gXzF/QxkICuSUjuKoKUYCNIlohviFciS7gIKS0hZRDizJr66R5s/EmnwK6HUiXWeOFRhRJpEWVE57qXzesqD4btOaEYDIltEVE9AhIk0EOO45HwlmmFIhetZgjrn5JcjSX3BC9Jb7LNOrFGrWA6FqGyz5t1AZRn634IuFsPJEa0IsgO3BnHMuY/KFoJfge809mEgj0YTCGV2IQE2G1eJav5XaFrOs+9KI02XESAJqchFdctKvKVyVDzOcLFEopAVqqaUw8Vz0npvLIipkhPeEk8FYU99IAdajaNUgv8xJZpnD3F/An1CBJm+Kwsjc876GMiMh3faIosBQgc4CWjch5q9jA+D0FptffQxU1xLIAosDWDChFfwZ4wq2QnsFC8Hu9hJ00QPt3dt7ojkzXYdntXS7npSL+8um8Kn4OdB7UitH6HkoRuMAo4OzUE8q/D23KcUtokriyS2V9KAYUxH2Yvhp0JPRRPRpHeeNgTLrOXeJHnIYYUmhWBVapztDkREzoYxihbo/CUwvR1gy0YqEaLEunjSPl5FPx2uvCAf1KZC7ykMc4xMKnGBilcIm8pqOol9T39X+rLSa2Kqh9EYxLo1jzSlVhJJqk0xz78R8cinhGOkRFEWRa1J1N5RnXMNRyO0HV09jg20xiookSQZtKgif81s6XuaV9g36jRldVmtdEWQTQ1cEQqFsCeV9VjTqvkn5t6UiCOaDXfW3EIjq/4Z5FjDyBlUrYnb0JF820V4Pni3jcx1OdkJo9lQS9EqrluJnT7RXfp456wfNaTh69xKoxzKUD9RcGXV69N27olJyI1g4cxDqXwJYNKH8wlxrnx/Hrf2iMcbTwb/XcZ9neHceuIZTMPkOk2PogG5+fLVC8cVe7BaOmM41ZJlS5pVRPAsyB3Gm0hc5LsNlstB4ypEnUrD1sS7Ws1aEHGAwIo4sIxk0+m+xH/w38JdAi87zbJeMkNjpvKZudkTW7hnF1jJioPVAe3aPIlo33nB69MA6xhsG7Kx0FppJYQ2ldvPGrfL/yjgVNNLahREK65i/pQoQ89D8mnSndYloBM987pHDMua6c8HMMOs4jd4zEqStGO80+46709OBqMN/SyeNZeRUy5m3NCZ023KbJ2J0UqbB2c3orInSiaidCKjcSq6YLzQ31ozYDIW10f2Zn4W8eu6XY9CVeHNEfQT/lZK5YznGQ7Rd8iiF2o79akETTEq7jCAWz1hGiKo+QzmiJNOM3Fcj3cEwYAhVPxCuVsqx5/7Xdok6I8mJpvuJPUwo1CP1p/hhGlxd8rtPvFdRF+Ibos2cx+yLovs8iCLu7eJr4pGW8lXI/GFKDJUi+ZYJkpOjtQCUxNLlAc9GnahoJ4tpsg35C1TBe5MD5iRbJcttifVFUaCB7AoakmHnV44M37Ptp6CZ5O+qNxaHQ81p0FuMOXOW6/JcwQp5X7Cs7eZC2AsxLl6Z6emO6Um1btJrhrxRbQb3zGGf97nkS12dqqlyACSMH5S+GHpR5akfCkP6tadooUpBMmS6py53jOBMRLI2zAE5Tu2ZkN3ShWCOKK3isGTYPSsD2KSmBjDFUt+2lq7QigZPnU6R7YjGN2kk45/GW0bnPH8VzQ0AWvy8ZNsycv645o0Xr5AuNGR77O/QbUbE6V46is6jooehL/eJHzGerVP/pCeLz0/jHnMwDu1Dr9HzKSXKsiwd/gju8On/Ra/5U6eccoaJX9jpkaJVcSDNVc65j/QLOZnIWXu8kj/a6N0B+FdX7FXE470fzg9an5xcBl1T86LIDw59kDFee0fGlZRlNbcnJ7WlkdgnMIGPti0jHAdP+fhq9vdoq3/B7Iq3fwt0e3vDbGMn6+Csn7D1C93eaHYDv2G3DfYF39foU1twe8G3PGv3MMa3/jk4mxF8L+eh9ZXKhuCveNuhdVrfoXsUbbU1IiKaGgiZG4b+V1r/itIVdVb21IFt2cHfsf2fRFHn33GLIsqRRjntCf0TZARskH+HtmHtU+hYThaDfaPxHe9O38Le0S3sIku74e0b3v499PqWtgheMHOax3mrr59iPboDG7Y/QX/Gec65+0+wr1Rdjf4H9D+BT9Cin8ankCmKXur/kf0Mfdk8QSF+iblunzBbsPYpSef/C7xCv+ZavAEbLfmiLZaqQZ4vfKF5RP9HBFmLnPpLo13WqO+2fAliqjPjD65pW41dMu+1R88/0gdt+thPP/XMca+dr9rpd1/Ncmney/7gnT/WVQ/vnZv68F47OehOz//snT5DQ36yFnfvlkx58NXjP+r6qEfzLM1AGZ/n9ZwBQE8Wrz+95C8Mq7d/C/VhIewm/RXzjr3t2M1Z2hPWFvrzgl9WlMKW/krbdy4GlwWaorjbzr40fLmwLJ+AJ8x+B97p9h23G/v+Hcyx5S1SlV0/sdgX4DvuO7ZnJgO74LbQL9/w5Y1l/0TrL9j+gm2f6f4PsH+Ab1h/g/YFXv4N7IIvL8EDln8AO/SObc7y9h5qyPsVeqNnlpreb9BuuMfZLKaz48s7XG5s+xd8/wL7C+y/0fo3lv17vKPd8OUT+/W/QXfs+/eoCdEd2sLefov2+r8wv7Fsb2m/JVc9Irbs7Tdse6atn6A9YU+v2PWNvhkpUkKlWA17ukAz/NLwvtJvL+A7Zu8473iPusJcYxzL5Q3rO21dsG4s7YlmC+YvweuyoHfvjd6NZhcaF2y/4dt3dlsiCsQ2WvuK9QXbQwb0ntkX1ik7yA+uX3ZCWCmnRMOVnmJWxKUyTYdQMaKIR0k73ZIHhUmRn940K7bkQUMh7LNyWLfPyFsphSqkd2a0MzLIR/v1rhyk6RAp5q22DnPQGemXYoxH1OCRpcQspkJu5/Hl5wcjo65UoHxW2NtoujN9pvXYKTSRT/2oMG8dyuYlyDEdJneMbWDqlmkNQgk5F008CjodFOZ2/4Iwmj8rZqy1GQfCQaPzPZNj4CDwdbAQPahfZ6VYtxpzu1L/B431uVXs4TycaAomGsx/03aaxNzo651kVsj0eUznqZtbauO+eu9smNb3hwa4v9Tf0f8x2hmpJX6hcc3C89hRq8OQ+nFeS+03HdbU94n25winX7lm9HTSmOOolkGQiNps4x7r0HoIEA9DSjkAPPuR288zYuaw7ef9VSPVHw94iDMhnMYcDtTevSLp8xoc+KZVm8dOzffNNDzzqvMaTv3VOOvrdAQcDIvzpbWdisQeyHta95qKGf2e75gMlOqx9sThoHxAXc/7ZOaT6vvMG2ZZYZyNBRiJ7vgZX0OcYxqTHBg5VhkFTtvYRseC9iZDo1AUc9fvZFe+ewy1MPan3d3nuycaIh60kBNeeXOHPHWsVAKltShjcqWPCSPwiKDYowdVxMqm/1NrJmqfeaR6WYm97gwJgy/EKLTXZRgSn1KKoZgNoeaPW0G8JiIoRm7UZcyi+6FfIJ6WsusBWxJmyBFIQWszPxcSp5VzeqzJzynugdybqPDAN4u3nCXYNBH+WMTUzTbfD4p+MP1+6FKuZ6UzOXX38Mfco+AZ8/dFH9qjSedDat5J1Pvrw8kcczW4Lpzl/l+QOie+Pfdh8OCYmsPO/6C1M++Zxjq1N98fd9ndU+deHibyl0aY/PjOwHjqV/VjXtc+PjurCQ6ls37Q20Mf3BkpKufvxK8YY0pZ5dIz0kAdfGnah4dr0kFOI6zfNAfBnBg8/yR7K63fo7ma5JAPWjDx4sO4pkcfLuwpgk833QmPaV20FIpy9nHrTJkDET03qL7P60zK+knmznIYg0RJRnd+tM5HvnHWXO73s9//O+ha85yeJvBurj9iFseIvsH3xnvc/KCzD+DED5o9jGH8NjiFHfv4IZ8+j+/Mf+5ek3/ft3THrvXp5JipYZZOct7z5z486vEshc7y7CO+/mgi73usrp21oEdX6d95JrdybiQK1SNaKthUGuJyXU2AzS7QD8wo30AJM4E6sr/SKXyFRM2GHqO0cGDTOVijkkTw0iFmp6j2suhf52Sv2Q7AQUtHWejxBWY8OKy0X1d6gTt0n0MBGtroLw5kCkquhN6jiIgEyLQ1+pygupqrJh4dIJGo1RNz7L0n8HFyyAHjTJvnkXSuD3kzUquNTBMa7EyjkyNNQMACMRydyepj5J9vUZy8XbD2FDRkv44B/t+7fsJISv6c7/tApjxu4MEzj+77yVc/5XkfPX7qv/50OJ9R78XhjzWfX2TGH9z7mDP+77f/f+P6la7k5VxS7m7JP1QDa+hIxcON05GmByCr2ThmA5EOSXuhTTwxwI06s1lGQdiSUUV78AFLkB6Eo5B2wZeO+yUA675StRHKBpN7UDUOmsAFmWq8b3HG3h3rxqirs2TH31D6Tjn7jRY27JaFryfVMNLoM4E/Eng1sVvrihQQWCj5taeDwnyaL8N9Bb+ArwHyyiiUACrJ+Q6KKvMWqZSGA3+su9I1m8X53Mk53aMfijqbwV4FxtaIJAd6AqVb2KTj9K00XQJq7xFg8AuE9+tc0BVOHg17S8RKl6KauQFLqF1xVowbxjsD1XcNQe5LonHmHI7TQcogcpB2WuUVfcsJVn7nRKHaWwgV/4RqIuBLPN8C4RXEdYH+TAnvZhlGBFRYisR2EG14vi2eUZ7/yVEgR8qoxXlLobjEGE0hm+MyITg8EegeC940buVb3y6xWZuT1JJr8UpFY7BlDq8ncIUI3qJt1/qoHkdGIAiJZ1CIRuW57bccT6Z7SgdQOEkaeHgj6T0Qu7yhSJXIQ9mxnttWDo+qnUHuGykAPyA3OVwKnbaMv11/Z+HQ0NBycnci7/4F5dstZ5gQyHXOzbGbUDuJ/pnbq19TYNhAsDqZJ+8QkgoRhnWZHs/Nq7kADg4AADJXbuZvNvZSCcX4gxUmWs6EGF2JyJpWyBe9MSeEkTZAQk+RRlKWkkEl0wmdq5GJMAk6nx1jifwupLwGLsEixHgnIhsMV959HUSyrRntqpbLeF9r2jGtZ32fTgKtzZRSoKI4NG8HR9P95f4a9/ecj1K0E43Yeo5VQiOEsjcbc+7k2BM5mnNtvkzrL8FiE33IA94R8tPq/pwgJ8ae+f5LeZwMMtHXZYzDevAhIwSvWSJzLCNehPbMd090MA4JOmwFWshaOhyz/kes1jBKRD+8ltnNoe9Bt/1SaxlCKgWlibcLkanvqT5Z5rI3IbzSQax9KBqIvrREZTNQkpleKOZ80GzlFSbDNsnchpqPQte+A1EPwVNp9xxDuj5zbBbK0M+u9luu03uguIRG7S8Yl0B/4FgeVi2jHiL5ZgtkvaL5Un5pfzXAreFNKOM4THVFRqQsijpEsyPnktzFQZE/ljmIrae8TeRs/5Nune47zVYW8c9MZ9YEALANd+hCySc6dfGnOObZDbPIy+n2jvu/4a56QYqmcZp11sVS4nuscekMvc7RHQd/z60Rd/eKwJmR7ckvWsQtBDUNx0hEf9wqmkT8ySt8Nvq3ZLo276Eohm4BzrfolyW97bPjcEQFFNIWOSAWGitxBLhR9TU8fJ1mzmo7zsYuZKLCl39wud9yjLlXKmKolb4RadEmhxIpN0v2EWPN/dMqwk3RYZfcLk6JBYs+Gz1QNgw+3LXvkb44ycLa+33a3pNsK2PK7KyGXnxM402lO2WMs07yBpxeYkEGz5I/Q9nKPu4oDdmYEfVxIJKlj0gPtup7OppsyGalAbOS6wLbqI/6S3Q4fz9cGFoz1Uubc7dTYxq8/WxMjDWVAzDrtSD3hHRsyaOdn1+po7nWL2ugKXWS+L50ux6yT7UkRvQqeTiS/tuJqAVgl6xOJ1DRrvSrI2o/Cu4R/AEmmTUMRj4BG0ybrl5hFOBFTqHSt/YxNzOB6NBW0QaZBoSW+yZSe1jKfhRx4+o/IbtZiDOE3hfRY2S0zoyYxIbOFn2Z8/hfCOPbPDfOMD7KqbwwG+JiWkbk1+zsGvQ5yUBFjNYdnntNZ4/kg07oT2MTjkupUOrc9cHlijqXzjDXqTCGsZR4b+m8Z4BG9tUIJLkT0TTFD4feoKhdHw2fOqVi69P+rAgNz++36VFFU4xIRUVIVGRZ1lHSWqsmTewv7d/G0dA8P6GPdH6YplDjcrINOdX1gnndZ+e1gHMZLaclKKBGytwydLbaQ5KozG0dZI2fRMJYK9f3BrXfi84VHTEbldsYuzPkUJ3F8jvbi8Y/unb7n1R9Cp7CIIMQtL/T2z/x9opt/w7+f+FKz+Of8f4JutG6Zbc78Ar7v4jMC5/Brvj1N3Bj2Ry6w2vyuPYlqLZHpgQ8ajC6fYHlOs6lvSdPzbQkfE9944luv2N8xXjF+jut/wdh5PovwDuK/leBVXgGd7xnjcj+NU0ImWbKfwP/gredqGf2jvuG24K3v+O84fyBe0R6WFuSR3VsDxtF5Ju/YP7fA4LdLkFt7SvYDffPkMZQ5zvW/5nr/QVrf8P3jndPdbjTlmdauxJZIv6dSGn1b7luz8kDxAe/p3/QiAiPjJrKmnb4F9xfMPsEvkbNBxbgn5h9izzv/UZkfr+Bfwv6bi94+x1bnmnr71hbaO2CWaPZJaIoruvEIz66bPr//NuRTv2Duw/f1kafeNqROfxSX45SYOZT59vnNicZ9cNXne/x00873R18/BANcecs9en/cxsftf1Bvx91/PAqP3/AvXwQaOW+N3M7aunhVIlPzrRzGPNpXL+ytOpLi73JfsPprKmb7etvdFvpl1es3TD7iu171kBZae1GW7eogbMs7PuV7RbZW3z/TluvUerF37D1T+hv9P4/iTN3AJiXSzgfIpNQw/gE3VnotAbeMiL4+oIvz3i/sPmFthttf4dlZ3WCv7QLnaeoodff4fbP0M/WG7DT+Q5u2PJb3N9fwIzWvwMbzf9MXSnmNSJA1tDkdtg32N9vLHxl4Ua3G235HfyGbd9D6uz/F27Qn2+wLexfP0N3/HYLXXd9JUIa3nHf6XucEXr7hC+XKF943VDGDW9hPzL7A1v/M3XDG90Wtv1CswuLZe2I9d9j7vs/QiXYnkMO7c9YM5blCaPTbnnqSTHZW9SsiCitLc5vq9P4Hr9XgPE7LF+jjS1s6+4v0afrPzHbuVy2Ew94fP11V+ysVFga5A/Ki1LeyACivKqpzRfqWJ+GolC2Nj7Ah5US4dPAhtPACsV0/Dey4BgVenuOJIBTm3qlj/FI0XUpUpNyrMEkCjiKlaYCVAZz3TiH687oJ6FjrObE5YxwGN72QI6qyOAI5830KXmQKoNDMSwdNLLNuXhxKZoarxR4Sz6XawSJXrJpbvapvW0SaFIAs0+uQ4zzw0OFrlkhrYWa/s0h3uUU8un98z814YdbhFSpewptNg7woxfGQcwOiXf/nun3o6Fg/JxNCPf3zUjX8yZOutGtFdGi+Xj0jBUZ4fIqT9+V4H8gfJWWYZrXuac/Rn4nvSt8umhi+r60h0kxUutK+3GgBTljbIz30G2ZhUd7XoeQj7qZB9faz7Who/+deJdYhui4ixdQffRTG2Ovaz5zzEI73UVliUNMf9vYrvfjmPeF0KcMPlm8w0ZfNcdjI4zPa67VzrwPZIzKPVcO57sJjdc5GQFy/m6aj6LnueD2ozHOfH8M4fDHQcmeb5qMJPXOie/Nuhxj1TQOdxkrz/tj3mvnd/7gsgirH/IqHQrqz9SkTf33GtqYpxE5FCnvDnz6sH8lg+T8ej3vtmjcsjA1DOQDitRbcq9Euii3NIIpYkjz4vNPTZFV+y2dmyrw7DaN3w5bAXVLbjNLWVO1MdJxF6/0IkdLPjeDj8faJl/K/Wc1TyqkleO2bWyDkzwro6z4SxnvxvOejmc7HYokT8Ye0KDF+YUUktxNIx4yNGu+LPp4igK6v7zGfpQ++ZdZ6h36ZOLTpn5QLYw4nvG5Sb+YRaT+mX4eTeyzlOTAJ2JPlKP7xGJmd0F80FBqMpAuOKQoZpMMOrUkR4Gdv7EjePmOVwz+cZw3jv318Xn1eh5njU/OrZPeIdQYSbsHWXi8f7zlg6sGOsn8B3yx0s/gcHJM3fHhD1903siiKfGUbGu+x6dn72hae1Z63unZ87iNBPvMz4cgjb2UNP9hFOB5buDHEaYOyq3u57k9ywp1EIoP1Ronvy5umgCguR8HJ1n2+tD1R+8/pxYd/wyODlrPva0NUACbSW/waS/fdWCmr9GPwz4xjgCO6vpHc/f4ehjHcxch4tzpnaf3Ht8gPnKmnweXj7aqNt7hGecx8l+CavD+U8Mc5vBhxMiZXuPzWM8jh52f4Dyq/OKOj9UN/pj2MYa+fR7DI5o/dOL+9h99eNqKx7Zmnjav20knEzCompwdZY/kw4MeZVqfANIZ9JT/PXmlNeK8+451paPIc4EADKmzuVKkVTpR6UAjLSLu2L7FqCyBgf6Ol16RgMFyagrIM5wQoS91YE1nrZypHo42n4Fb19OIzzQo/rtN/LcRwL8bZdy3pwA+ehSPjnbUT6WB22MMSvPMFfM1gFqVahDM1rGq7gR484b5Z8KBks4uv2T/w7gfqasiV7pzJVKsXscYDs7T5IWVOuyWPE7Ql0v2+xl8wdufSTmqyTHZviDusxWzK7Y8YzY5IdqCLY12kXP+/7nroTPg4SXe/rN7Pniu/v/x93OvHv36+DrJkdS5DrLmrnvqj7jXbF350Qs/+u4jJvVBG4dsMHp8lnk/bu9X3/T/5JMfXqUexF4z2Sus4csKi+Nto3EjAAKWUQ49QBvNYYnPul0CrNwNdli6B1/iDeyNiIRyRl07HyY4A51lzaaIVAt+E6DQcPA6kSK3VfrlRqSKXJLvblj/Fs/uIJBstaNsNkaA1jMl+JDL8aVArzE1He/7kHBLJ9K6j/FEyQKHtmdinuT7ar/qjAVIJaY9gBNha9kTcBlAFKfnSbwTNTFuBPj/ivuVOtOZ0+yVKFeQIHp/jogSX1LSXbIPSv2cuqtlqkpkXxY4iFyDtDOWI9ewHtGA3SJNs9mOtT1Aq/9POiE8c7VaFssYkQhJQLsHMr6RA5oNjyRS85koshFCwtOgVbayygEba+d7RhN4w+hgbzEpXQKzIaOK84RzjUnKyXf2QODWQW+D9j2V+pcYT6G1AjVs9pS87xZCvAdK2njK6I0ngnj3MNL4LQV5DwQCE9NRnts+Hzik1+2JokiiTURs5b12G8vjgXrwdkuFIiMeeiCnIgdkGnuFsu7PoRwJjUnOSypGOjNUtHqTEWYg1kN3Xhg5M3UI3DHecbZ830uO420wAYRg7uBfc9BSftSnH9CbHAGm+bxQB08xKBvzHHOaSDKegr6S2czhWS5mVus0FG+vvOoZoaI0IQpPskS0HRDYUq5CAS10vu0I8TXugRnV6MkM4sqih666FEJHRX99MghK3Lpy/KuewCQFD2JvNlSaaIGhAAmtr/flwcPY471SrmeE190hR+MSkn4pWglDyj7NeN5XazErHhGaO3ZK1ilATK/V6ByhbycFv3olZXJ88tHlXeg5obRyvrynuaIT9SxSqS/0bwjY+H5C9h6ULqHmdEASwkYorMmoUs+AlPQIczaUN9snGpACFKF6Qi7O+Xcv0/xSkQFj0/dqoxQ+gHYLNLgrUqBT3ngdWrDshhSwSWBrTdA+m+4rQ9S0T859UfFRi6c921OEgBC2JfD9cmijijBVGPdSND1yzuexxh1UzE48D2ek1bLkJc9JE5l/XvNv0dIhm9lPrgNq2gGNy/4V0QKuaDsVv4p1b74xkhhdcd9DAfRMb4jlvoM6+Cl9h2ojVBRUGMwD1daJPMPOHE4aBoad5rcwMltEa/VUPiOGMfK0d3b23C3lBk8+3zWxq5Qzza8O4XE49jTAdTpbRsw0LtAbqyJVdPj1vC9zMHs5zyOEt7VLznNEJu1E3QMT3WQuU8eiJoNZRmxsKAy3uQdCxTecBbcrUdHpUvQRY8tVycgJzzow1t6Td0fOY8/6UG4XApUvJT8P1aR+l7PoLHS/YLxjy2uqpiGDd98DFcSUQ/8HFAcp/VLRLKlXMqzpjnJSVwRXGfHVN8lnyaKWNqqh85mtRY/a66oHNF6cSjk9le+Qex0YRhE5nHvOnwedCOQxt+VH2TRkiNWcDv5E8TsnkZ8pwyW3ppgFjGvtiVj128TdZKxgzMnhYDqiN6ruACo6rz5A6U1YzX2MIqIJzZe6j+kptIbFg6U3DvnntkHW/ignPmnoKd2C3B/qQTHEPGgeX/vR5YoGS75tJQsUkfzOqIWg8WQ6kzJm21hjH7Ik8oMTa5n6N5rGOSIoedW5fkNExe3AZTi4Jj4sR2ncLkCVDrc2tor6kwbmIMF0pp9Twh0Mf4mCrzlJeVjyaZ4TTbcDr2OekOPMpntST3AmfUl6gGqCwKF4tqJVmIVXY9RCyzF17a+BkI9Vij3nGPRl6L4E1x9RsT49kfPLAs0jDYFknes7RXeovz9ysub+mR0PAq+kbA6DpI+Oa5zS60UbpA6kOm2+D3F+mGvpBvpAfcg5nuQx2uOHMwNjTMVr1S8Yjsfpfm31Es+i6VwDgdKK1rV3dL+etUkfynkqnjXP6zDKH9MDTbp6GWkEVFCbkhsCeY3xuuqvee1IpI3prePTPMPV3sgJsPk94hUTT7SdSishGqgXzoPMfS1jvi1Tfx9fbf095+or8JWdF0b9HKf5Sut/g/4F7461b2BvhJ6b9RXbDrxi+1fggtl/jff3Bu0K/imkfIuc6BGFYEQdgwXsicY19qntYRdob+DfMb/R0z7Tu2HdIh+5d6x9T96zh47i1zDkA92/g20ZoZiywTrN3oJnLanvbIrk9tR3voJ9g9t/wv4tbDN9wZffogiz7bTWw1HSnkN/bMTe2t8xwigfUR1/DF3Kd2z7AzOn8RvYwm5b2F36O+Gc6bC9g7/T2PC14fb3nJM9eEvPONMk9TjSrERdyvf4h9P6NenlHecN/I+k6b8TGST+zKNAyk8Ds2eavWPcMH8B/xJq9cWx5QVbL9iy0FZYlsZ6vWLLSrs+Y4uxXHxmKz+5Hgnf+WFxkImX35Gyzl2zbjI+/rVrnCfvP//oI3vQ69NLff5lkou5Z8fZXs/ps3GyPjb1EyXlp9c0OXdO4vm76V0HR+2Boz9o/dxffe7T57PD9NzSpO/qRecIEEcK3S9Px9K/5s17mk0vSUpRf9Yu/wnLN9gbLgesW9zfwt7m7NButPUVtld4/xPbXvD3L+mkaMTZ/EsY8/cEjPEEbQl7JltmVAH8M85Kv33F/R3fF3xNx+mTsfNG768YO3b7TFsuXPgE3Gh8w/mOL/8rdJS3vwMNa1+iTOblNQBM/R9Bbj1sq43/Dv0SNloPW1gwkHfCBvCKra8YTxhPsGz0a9TCNV8xv9Bun3GDbckUetfvmENbvkVWB/uKs3FbXoF9AAfp4Gueg4LPmF1xnhm1bC4Ya3xHRIgYHU+n78b3sN/s4cBYrg7WWewb1ht2W6DD9v6G9x1WnQ3l4AG3rE1oDvYZ5zNcd3zZoX9n2d9hv8L77/jS6M+Es9V/x9jZlWHkJ9evR0KUUTVTEpybl/EoCX/WE4KQpsNXbTX9f8bUTSgGb7HPkhitwrVlXE4vdYb3DWdDp9CajKKb0S8J2TkU08OzRG4OdLjxIDh3IjbGgvCV3smkaItRTYqRmFMZgBlGwEl5rLkj+12REHkcdXBuaQDX4SUO+KP46x6pIwr2mYqmKQ3TZG73XoeH6melmkm0a85V/MzPSziMtClWRtIlleDbtM7xvkCj3QbtlLHjZ9dJ+5ayeXBESImeBdoZkXp6UymiZyE9j1O35PMHwTIZgKXolvEjjfWVcubBoSOLTo4W5/kYtDKcFurSEDhhPNUB5yycxs4cxozzXMoIlcp3HSr0M/tQ+2061OSzQrUW2tDnNdDbjyJ17sGgST+uSa2fDkeTwNe8KurjUKdBbTwa70+ozc9zHm14zlUdwjwMGANlnh+zowLMU6OIPs8xL8M5NfVZ9DahKD393oPOjeMY4x1CMdcwywYk2hLP++jSWGauLpSw+O1pbieH1Z0ifZ7uydgz9N9pLAojR8Y7G+3UIVIf9OP3GKPw/Ezf0y6oaD3xtHynjCtov8qxmbRX7Qu9tY/7D3xp7uOvXPMuYJrjCBU1vzKMmon/99EvGVTlcpGRKXqQxjn2NBzLgLZMvDnlYubnjOfk7FsSGS+a1zvjPpmBqXsGb6iIo+LNk9G3ZAzTPhZdJXow58at072XM0MpniLyQjMexuteRrQt+/CEVSoRsWDPqIhhJheqzm3ETCn3Pj6tpjveexr8vfoTLEv0ojHPCEwLncmSb6Vj1XG6Bd9fvA9ScN03yXDNayFPEiPjPUHEHu/4ZdqbIkNPFDv0rjHKMZ7DjXV5PSddIHh36RpzpOKhyO9owe9a4yTTBs0e9pwlAgs4GFEPHfYHUzPzON0m4+iMhp1lhxxkk15zauMYvXvi95CEODl/Sg7Msl/PSs7q86PUHCbaj7jOEfUdTh4ZPGbZM9qYR2P5nsN0/hXE5p1O4kdd5eSgifXMNCDSLyb9ZOyHnLMax7y+NppCe7nVs8ceSTeb5cgki2z6m3ndZtk8d2HJ34deXMaSuR/M75kN2Yowmubj7Gji7NjQPA6anKOUJE8P9888OfkfkAb803zPVHGn203zOHcx+zNIRXL00T6Urp1OzlnVw4ovczCAP77G/lE/57EfZ7X6WY4hpvs0L4fOHGnswBce9+RAK3cRBD70iiK/ccN9wIFof3rFw62o8R8dRR8/N86ZH192//vd7bNeeJqzu0ioQU+D3u925t103c+1TXfOsnKi6znCHXgYceLn9Tpz9fvLLJD0luks3RKQWSmjP2GsQ6b4O4H6TTlpk77iNwKQF2kcAxDZUk9JWa/7HTjwRgg7QAPb8EzrAe/ZJsT5f4CzolDpnuMM4JKx5tl9C8BF7rtIwenUeb9pnjSrkhJhJ3H/Bv1P6M9EEecAsNmS2oSlncZ6OGIKiCK66tBG+pMAqLyn+DXC4CY+onXv0BOYQkQ82HLBeYvPLJwPQYZW7CZIZtSbiJUSoG8P/u2xvmZfiAiSnviGrHNmz5hdUMrSmItMr9QMlgvWFqxZFOlt0NYWERBPK9ZaOCF+Qm9/7foZ9eqa908+9yFf+d9p/6N3jlbGm+9/u7/r/x+XP/jd7r+6u37Up6HTPXrbkd998JKzIjb//vCRn83TpCf9wvJZ1UoZekjoxmk7be/Q3vB+ZQAizmlCY6NZE2jzFmfa3TOlssWzfgXfA7xthnfV2MlzSp2Pkl918N0L7MXSA3zddrxFdBi+Yv2aYHEnnK43vL0GX+wa15p9fQd2vL1lGbBMldmfMH8JYL3v0N/SBhsMxczD6UKAAGlbGOezr21f4f0SDg6zGKe9xTzajTg3bQQoLZympEPHuKFINsfTaX0b/XaCd9fSxxoEHw5e6Bll0qR7ZU2Mlvf6Zvhu+L7nGCfe7oruN0Y9uhXsBW9RXgGWxLos+H7NaUhe369AgPfuHXj311+oCZGH/JbGkfY+has7vsgIHp4YN8NUiJorUZCJDCN5S6GzI28OGPREdZcgDiL3FsaZyvsqT7zCGMvWkcJ4MhSXwaRQL5JEI4/rCI0BoWo927f9lUKIWrvXXXVA7ZFPMmoppPGviSnZpCP1VD4c7CUaswt4g10IJPU/kRMpUMPAvaIwpIhsuAUR7TKCBjoijD6eAlrTsYdi4k7kjSeMKNZgySiSdkkizLDTfTscYGPJG86VQHHI+LRBD+OxJwpJk2VigmmkiNDGnwiYAt6JiMehfKRGybnSgXJC68/IqOBjmudJYZ7pyXK+ZdQ2p+pkHAwhMBQwOVXynUjjmRTiUsYVqimjYDiHpNApLZRp7oA+HwzdoZDpQosMgTbO5knzHkpteEnTnNcSZZb7ZqQpypyuihApxiMFT47HRCtqX3nkJ48ogdOhIg/fhYStuU4mekgHNq2vlN9y0AU/OBpBYg6j3okj5J+79rTW5+yceHxFBJPWYDoFyrGqNtxz74uOg4+YB8J5gKjkmEnFtPpEzBdQxsPZaefGiIiZivokGr8MBfNcmOZuD4X44OhsOa5sRrUSxsAJesiCQpV6Y6zFwcnqMKJARsRUOA9kVPExf+IBnmkvjBpDpdUovitaV8i2p9I/nRzKQdrHnLg+P0Y4RB+ygFIZcDKcPVHagVpIujdPtP8yTZByNIsGVoYzIiJaXLzHtcxHJ+Ojy/ufuT+TJnrLPmQUFHIgizusceDxd7orb2/0s/Wn9MfpcBr8KILydty/EkWznnPeX2uqI1+xDsVvMV8qgNWfIs+uaR16yoSezoeoX2C0RDd61IKwwW9KH8/DZt8DVWP+FbONxS1RIwMV7v4aclaIjETI9g7NI5VTt41u73R6IN7otH7DaWx+i4gMD+dTUySSXdOY/wbsdNvp3Fi50hx2WyY6sZqHnnWdjE7jRmMFvwYPtjzA22tQk92Sdp8JA8H34JEZoee2J59+D0XOBqDBeEa6hGGsbqmkhjK5t+vYhwbeX4DOcuf8/MFls6FzllJRt0W1c4Zap9+Sl5pn1Iy+AxXqLKNxsonut2RFy9ARUieMByWbddDRX8GHvfZe147GXeqq9nnKrdp8aYDTKyQHSyZlF2UsrZGKx/TsluqgwGjp0aF1iCmrWgkTiMMBhpFi1CaTozAPa/m9J1+MiNMcY8qQ2ts2DNYjR7/+ebJkpQyxHH9GD5YxPg1L6qIz5JNNLNwdRVSZwDmlh318WdccMH5Kz6ipS7CBnXi+vhfCHk+efZnEeOq11qiipor08kxJUgpROgqnqM/6WbVlWvA2yYEpNZ73sedKn6x6ZZKBc42z0DNLBOgIAMggL5oPcWjzIlCR0Fm0VHIqEG6dimLyPGf4M+BxTih5mrIua4XJcTX0B/VlRxGUQ3Ywfa+1ntd+6IlilabfZRT1rfpR+8bVptLHScfLfdOkNwvYcwkKtid+eJUTXVFDocdY6SttivayeF/Lg3gujvjAMbI624KYh4NTazl0oeRGqXFacNHWMUq25jqjy6dJP/xf8+HT+XXet0VWTWA1S/rypFWdNeTcnXkuY9+rAHttzsGPRneCFyhCIc4VOV0VgTrXapr7kI0IeJBrFOsbNT16zcOAVcS7h1wZczzR1DwmW9D5TlG8wbumcbgMNVqnoVce5/7x1fe/55guOR83zN5DtplhvBK1FS40DweF+0vILu9ERO0z2DO+NLBnzF5iXvYb5m8s/f/AichMc1PwF23/z5TBaezaPqcxPQq2xvllofWVEbnmYajTfutOACq/xLS297Bd7JF73BIBbfYNvNG3L6kT/AF2o6//zD38GVihv8d5sjfwF6z9ji1f8PUSiGd/Bq6wPYFfMbuFDuZk9MCC+2fi3Bp1rtyfwC0iOejgXzF7w4kUT75v0F9ptJiL5Rnap6LzAGRvcS7rvaRsnFG+EjLhe2JfPuF0tjQMhg2mAb/l9l1Tv05QS8oD3xfcr9C+pWF2g7bRlr9jy3+jXYz23FjMWewbzTYWW2nNua7QlieWp/935uD/2TXTpN99NniBTd9Pf1faCzs8d++Uy//Z/Pyj3899Of819Es9O0AuxyfmHs93FMziB0ZMn/SWx3P04ZM/aHBu69F9B87L/bz46ee4zxnjmm+viLn5qdMa3NkW4MHYT/3/MSt7ePW39+QLPUBql9/BVppsHP0JfMfen2C/hO2ABXtz7G2nLxf29Qm7LqzPK6xL1JLonX3/g9YuLJdPITferhlp8I2Itgpe1fsL3hec13jn8obZLSPVP0H/g3b7jvUFa42+h/SP81TI+30LOdDcoF1p638LnmoW9p79HetEhL0tuLIpLGto5PYd+o3GE/QlktZsnf1i9GUhbAgX2v5Ku/0jeGRrOJ/Y/b/g7uzvG/jGat/i/LyEXr73HurpvoT8a8+Z4X+HDr1bmvu+w75jVw/1V/WF+4ZvrzEWI5wLzcF22LYQiz3meG9BPN7eYz33F/CGb3vosZd3WtvCvrAv7JtHZsH9ivUn+rbT2477U5i/mrOk86WvL7Au+PU1CoUvW9gG9rSzbr9GgL/shBBas3KoWhp/dSitsJ+dEeLbKav9ZHyyLDJnmQKJJq1KO1EpV2ZUeS+loUBErhBQKT5hkAApGFKspIAPRXCgfIVQyO/SARJRHY1xgpgUeKHxi1Em2sB14tAhs9e4j8wpo0rskn0Po3xFNlQ/R1ESM8ezYGge1VGhvjAeKVJCdRkYRrzqayqABQeIuR5Iv2mtMsTU0yNn9flQ3FxKvqUxu4oEppE4w3qOSBVjGDt/RG9nxurJsCcmrigTCySD8mZrtY7yS4cIzUUegpMCQnmfczqCDl3lYJDyXbQ6DpPnOhc+G3yqM7kWB3TcSXFIxVEHvfFer8OUz3M5HR58VtDLuNgmj6leoA1kda/QwmrBDm3AOBzWCKfvQ/nVLEV/hWyUh1DPJ2oQGzyj+qXDRSpOrs/nfs3rD+WAsNHX4glVeO4nhhM//VKkZ9Mc1VRNKMvkgUU/em6msUkBnIoizrzuvjN9/Krxi7WIB2qtPTslnlwDOCJ3i3YP7xFv0HcyCs1Otz7dr/mYaTfuK2PcPIdpCDrS5Zlup3We+YScqNVeIu9t7pMx9uHUZulg4u/jQDoi4wZdHcaXaISYGuOomM4e6Haayx8prqfLJ1QDI9JBqPJDtwxmY1nt/3TuyIA//FIpZz36Yh7G+SqyWXUOruO+MrzpOwel3TLtupT/OXabHYySZzJ4VIcG7biLRizew636oBQhhvIHq6h2OjRcMpty3HSlHWsMOeAwEqjttHRgHPiPQk0zxZW5uGnynFrBQedBMxttMsKAjPaBthmg6g58Ehsv2vB6t2FsVOSATcbQ7Ju5pes+jI/dhqzCIgou0q8oQuUXaG4Q00Ql4yrk9kkVO5D2NDunD2uvV2s+8yJH6ZzKtzw9F9MkBuf1TDikpReJ/oMWhnzSzxk9rzdr/w/DmB8GZNMaUXQmmXLkl9JtpkEc5kGOhqndYVHnwC8zqsZSN6sDuhmHegyuJls9N8Z5v+aDzybiVo7l3HdyRMQY94MecWjRyKLLs0OXuu/nPM4efOZjfjU/beLf5wi4mj+11aaf+7SKMhopreWkw0kHnehiRHjNdLXEfqxu51pP6aziETnkO0N/9PFO03lhBj8w+Nc8O9pk5RCb5Yn4Fac90cfvlTJJenjqQdKBK698tq/I1dLJ1fQsz7W/pE+oR0vx/+M1MYlDW/eXItLqvHgYj/bcma7DefuYnk6TWZNb3HxiRxMNtKEnHFqteRk6x2jDOTQonW0w+TEPc7/OCH3REcYxXdvU/XrPJLd8bmMsnnAY+jw5bf7+aI9Ojr0Drzzzcq3JLPvHefkwGQOJGPdavrv4qo8uM+a26H8WNDXNfmjzNKmnEU1tqT/5LiuHh52aUB8m+8SvXj0iITwjL8MBkRkBzFLP2oPbGil7EtjnYKw4L4FutSfMrkRqkkxNyTvGPwnw1acEDqVRx1+j/SZE7hXvqYe1hXB+ejgEeot3yAFhjtJghv54IYA77+HArCgu7f0dWHG/4m5hzKND+x5Az37NPu4JQglgotkLtM9VGoO+QM86D7vWSJInPg9QYhg5x4aIdewQOqx3UFrLHvnYrW0oTSjtKcaQkfK2S64MegmZm+hsI3hke8o98U7Vh8Ko9IvWUoyOb8ADONSTN1nujebQLlj7DWudtmyErpcGQHaadZYGbVlY19+xdq7Bcb6GxLX6+0fyd9D6nep2FvL1x6k9n3+Z9+hfueZop1+7//zXj/XamY/9YtN3t9rphgfN//AdP3j+wesfd+WvzK0/eOuPnj/JjF95Q6aUd8JQvtCCpnUs9RX6ivUV9hVLkBF7C1T8Gmlk7bLQloZ7wy4L7NB5x5rhyxKg9NQ5zN5iOxaprQRALoAhXnv2Gk5B71h/DR7r0PxC6H/B5zzBIwbQ09FtL3STBEontVs6AgZwrqcM88oMcMFsSfbogT9YLZ2TT9mP15gHLkT8/ieiKPQ71nfMb1jrCUJz9ooAC3uuXS6hl/Xkw504B2wNdo/ghwLEyj6RUjLrWTTpAT2AhOFUCd4UtvMAs3U3rDf2LDfQ2g7LqJG2C0+xL5hH/3qXLdxpSwDR3AyWrNVjt8jE024JRE+g8f5rtP3rkRA9Pet2i0WS1ymVk0BKteT5O/glmLRSX5RS08EXrBveHPMFpXSR0h8hH5ZetlQXhSIj3+0WC82O8S3eKaSqRb6sEOhByJapJgKJHc+Og+0oxon/K/Wm7O96CSVBSrN/Tz36LQjVL+DTQcg6LG9gF5ynXDyFLYWQDfCslMyhMNpBkRehppA1iHoaS26kDvYW+dmcRDhswDsVZolD1jFwv6XBxWPDLZ9i3DpIZS4xT5S8ZREZy3ClQE80nPe4xxcC9ZRIDIBlzbVNxLx7rEf7Paa2OPD+c5aokFIsSWc6AJ2F6Sw0J6UyzlDhyAp5Mh0GlOOtnEXHw49QnNKMLT93QE6UQPLocGkoXU+scfTDbD7AZV+n6BibUVLG8Mjmug3FIwzEh3nLsLAxptTBkEEzx2lzKoY0dDpQabISLVd6/IhGCFWiV/s6LMoBVWhAjalyyusgMtM5E+JNezsdPQpnthZt6CBRtRG0p8WMZcj0nKdG5O6c3jkpcD++5sJpaQg6h3PXOjSsC9m75BytjJQ/+cYc58FAIGMpUKlsyomRyEHfa9+Mmi5LjsYZBtmej2cORkU0pWE61mNJ/luSJb5X3YBCxvrgkSbeFG0ov/2dHuOKzhp9QoZmhVvW2mgtoQy7nsq3C12vhnudCT3/HlSv/dMm3avHXpn5Q89708gzaFsI4vzf0Xqfhjft0+iEZ4ErK/RjvicRplGYMHpbh+efhCB6HkqbUvylYc38mkNUOqYYb7NM8WHQFbXiRnOwCfXv5uy8JfkF/ZTa1TKvfKUfymKH7niP/RNOhRfiAPYO7XuGlLcUMZa8PouBzc4LaxjXmIOetJHGORlRzV8HG8l0ACjNEuEwiVDUWIveotKEkYW4WIiw0KAjY2WRzG1v4J2lB1+3KjwWjv7iZ2VgfqJxobPivqQNPfme5Tx5zm0XLYeRrtu31FuecjiXpLMrwzHj9e6ucdLwPIy63eJeM1rqNk0ADQZurKUDYlEUSeth7GgRnbGwHcyXjy4rXcJyLo5yJL45Hl7LAW8+bsJCiZ1pPf/qOb8tHaFy9UkKNSFT+1FOOckzCv3fc52g0ntmf8Y41MujUVQlymWYq/zIMrxUpI7V5wNooL7KAJ3yW7Qj2QhDDjsDPa1v51oySUvhMBLfG+sgGel694TeBRs6Yg0wIyFNWsGIODAi9Dr47HrgtUXXB0DBZZrD2YGuBoOHhwxielZOkB9cbeKVh1sHzYQDIudVyHk5omqNpNPmmxUJjA/1WECorFnHKQS8nD1pjIxomvXAeyptmt6T9BhpDqWDd6z01hxUH1QTdLcyrG+SJeqfh06dOn6h861VX2K+wrkaZxqQ8bKcJYv0J+2VsdMOOmzqGirQqHogVLi+5JQAX8nHZ90pm4tUAZRMHGkM573oYBGFEgb2Neeu5/j71MZk+M3PtWcP0WioPssP6C3nUY5GOXNGVEMAegZflu4uo29G2iIuoD6F7hA9sWkPTH05ANS8/jYbczu8CnKm70O1NFJu328Tm9stDeN4HSM8pGPPoBE/6DdKbTUcVZLPWmvxWz/cN3h9RjKZJbhNxvtBB4dzWoEApq1eadeW7JpS88z0NOGmK1JI1+zc1trM8mzwvOJtMi6bxbuk/5bjQkz4x3I0rj+jf3Ly+bfYz7amjI95iLI44Zxwv6Qhb8XsBbOniEBokR7Eb99w33ES8WsAC70/xxwveV4z7ak8u/ZvsZ/tf2B8wtf/wNs3sFs4KvyWUQob9BtYpClxv+H7/wxOnue3vi4hu7ZAQrNE/YmeNbV8u2G2hY7jC/TIjW4WmSx6+xKOgKofuGN9B99QXa4ghSfgt8G7Zccw8PYl1m6PqIWwYWS6EsvxsmDtAu0Lbs90rulo+Q58x3gLhHS/QnvF25by0cAuYH8jHEhfwd+x27cwQq7PhFPimmLnG2wbtiVvuC4ZuZKybf0N619oS6Mtn6F9wpZP2LJj7d8Dndw7rV0iUmO94JcVX6+4fQK70tavWHv9Cb09okk7fP+YO34kpWf58ai9vMceff6oX5Pu8+AeaVaC1eiJX9lpj++x0+8P3l8M1e8fObzgo+/9g5cPPvd49n40p/p06MXA0K9L9hyfu+P5B0X0Qf9mu8Wh6Z/obHn1S+7NRfamDvs3TAXmu4ddtr8Db/T2GbcXjE+09jlMDg3oDX9d6Fzo7QnDWfsWZ9bXP8BguWxxHrLfQiK0b9FpS7uOdAbVdUkHQJxhO/vW2PdG48KyfMLWjl06vb+x9x51ivcn2Dv23mnsrMtb8JOb6hVk9Hl/Cb356xPeF/qFNPC/4u07tr1i+42WdWbI1HJRf2YLlvxtxezGal+hv8HyjxCR+4obUefQDDzqFbYusNCfwA6XC35ZaLdn2r7i/gks/bgGS3tnaf8LW/9Fa/8Eh707+AW2tKf0J4wLq/+Gs9PXP0PPeU1dp6XMXr7ivmH9idZXbPmC2YVGB++0Jesw84bxDv077g1nw/cbbek0Ot06txap8Fp/jiiUJXRR251fkal/IRIiQ0TkrbYVheLnqJL6lLNKiuZQBoaxSUbiVNZT8XEZg9s+KXikwBqIkDLQcMuJeo9NYi9U4TVbKSOlFn9CL1mFhi/pVCGEsL+WooIZtozQW6vw4XBGhBH3UyqryrG947aV8SoUsUAtjlyjS7HPORTrPON3/6r4rAzoWSG9x2HGMmphKPlTiLZnQdwyOGdOtyyKHcUxpZiDDkoyMsX9Ft/7O+gwR8O9J++c0Gp1CA+ERjmn6NNB4+PLUtgHesSn9ialtJRw8jA5RPI9KnLmyVLQ1cg+2iZRSrMB807QDQPyjP4fc52KcNFtHhClaB+QTcMB4m417rF2c69bfXaQKxpHKfI25i3bCseEHG3ZbvVDTjRdMkykMLbRTnyeiuZ8cMnDyYxWBQbia+6qgQpGzrOrO2T4Me3JcjCKfkfxsnqXGYUOVERHKRk/E8AzCk9zMzNQmzqun+Pgp9o1dZBpMNYojWozqnLe03k6q2KWyoNoSn2llC2eztrkI3mgOtKI+OmMnqPeWwUVadO6TApb8UmtVBvd1fzUgW1GjvrUF5CnfqDkZrPnxIPUTs0LjIMJyJk2OKXVHPvUb2cfB/952eRkSUfvQOLXoMYaVhfGGCr9H0qJMDcuT0ljPgL/yuUlG5WWTusZPLezprE69rCx0+ix++QA7bMxOPrjRKnmWN9ICeKZGpDWp1kM5dLm4RQfuBKpgd5DtjQLo2KfHY8r4UhOo5PdMFfKGBkiUj7lfo7PlSZG7eQIXIY35eONCIXunpjCG81uNC4h+41E9C4YT0Cnp9MjUDVjr3khhgd9xjykE9TD0OrllB40MkxQ7cTbbsn3r2ljUiSHZL7eJEdSGGNq3S33OT37vAz5Ta+1bDiWURLmcihKtrWcxfYLTogxbtHK/KmR81nEoMi4g6DNrRc8q76r7TIM+UMeirvnYWbiqXKQiWXOBiMZV4e8k+Mvbq7UmuKpVZBYbY9xjPGO2aDunmSp+/hqchTU/jkZv8av09/iH8VHtOYnnp+y0meUezmoUyakjC2eNfN67cNzlG0OwUpXli4RbaupEVWlaAjJ6tFvDVDjt3IGyDD/g+uwHkcaqnk7iKeUeX6cn/nsUKKk5I/aSp7fRgql43yLGnKMzHOTa1NO+lNXXRrKnH7HT78NENGIWhXPybHJaXQwqM6ycimeOs4st0mkLgkCO8v0U2f9+LWp/ZJxOacViZd3ecp+BMxapj0w0des680LWNsrdZ2KZGM8b5zalH581FFkRPGSGY/GPD8y7aHcj8e71Z5aEY3N57Hj/QcD+DQGm+ba63Ome5jojxrL/H1FzOOUsWxeN6/ZGcOb3njf33l99fcJsJUN+awz2v2a3O1rpeI0paWtLnI3z54SZeaJo/PVmdgCkl+Zco9ZUrTxwOEFOVHiUee9UL9KvkqOwOw80v+lPc365q85Id6y759yaNKlEwGss1wBdNImkik141+mAGkrvu+wvYfNoL0TuqxoVGjWdwLh2w6jwG8pUy9E8davuL1HhIDviazdsH6D/YYvmcbZ38G/B89xGd/XsCN0RQkkWMHSTuL7MEDSsiD0LYsvX8C+gH2OvhLFniMn6A38NdqxG/B33P8rJecsiry6LdA+JR0FPxYtdNsJh1igd2ktIgj8iYiiSDuIvwJfMT4FQMRbpAlnIKm9pW7bv+aYvoV+ay9UNIk73LL/6XD1NWVhi7NA4xmWF2xxbFnDedGuMab2FYECYjt8hrbgi+FLAGPclkgz02bd5NE161kTzT8EyZ2vmSeNP+9l8k/k+c/69tPPOIgRO9z1wf1/uWvSo45/3neCH+zzwYRTe3vw3el9dx2edY/581+7JGnu2338VigV6OPrr3RheQreul7ADN//jHNb2gcjGDR5CDc6L3QzlnZNZ2ukJaO3xHk3WEO3aWw037DtLQDoz7cwfC9/jxnbXyFrssQHSeMSQ5F1LpwQ5uw9/KvNFsyutOVGW9+hR8qj6OclrPh72BlaCyBazzSpsosZTzG2t4jycOv46vj6ngC49wDJCUAi4DxOt+ATlvUqWsvi9ss36Avdr8lL46zZiGLSzd8I/vgW+l6q5a03jAt9f4qoEZN8CCe1ta/xT0b+/hxj9Ig6gwvNn/AWEWTuO5bpqVS2Jvj0Dfpn4Alrn4izf0RrxXv2AI/5O715prZLG7HLkp7lFbjS/DnGmbVkfzWA6tcjIZZQXCN8rEVFc4hBOwRSORBD3mRYTeXFPAa83PCeyB8a8ggJCRf5OgPVFPnqQxl2pWtK5SMY+yT4/QXnKQSkrXnGvqXTYBjm3FJY9D2NHh6CFCtltlJJVB8l9rMAU1e0xZfoTwOapdc/DV37GpuvOfBOm5W4eSg935XK4Hx4HkiVs8K7RzVzeioznyiEH0YUgbE0rhhR/MViLerwtcQ848FMbA+lhI5SRFkZ4K6prExGAxq2PIGpoFaunWVOcRsGY7S+KKe4Dmw/vgoVqHHYhPiCCVEoYREKVzl+6oAzOco08ZWHvhaCwwGpDm5T5IOPdfEDci4OTFaG+XUcNt1zrSznZEbdnT6XIdU25EDxOR3YpEDMxaCrWPs8odLRZ5W1EHWgw/cwJCXT0LzJQeCKPMjb5PxCCpCkg97X6p2FCJ1Rp6J1a4mYzQOTO8NwkejLOtAu6FBlfsyXHd5ovVKGFUfOCWPLrv9Y0TMd8PMw7iUEY/bujcy3VJRlbJ2iESYaOkaRnBU/oe1OaDKTc0Z0rH0qco3DswlhiAGXjMSQk+mI7LOuOcxGlGS21mMfOq76Vkrg2GcHvVBLPUV0IdSs0se4bhSNTlJJwlxGvgOiGBQh40nvTOGIgTCf6M9voUzM43dyP/nUhz76cRwwUv/i+1hX8wg7NBM9dkYBchsyCmPUlphn6oPLMv1e3qpCyk7yunS4WdUFUZ2dgStSqpq9KR2TF3+2GiuY8nnbnnxlTUOy9mf2tT8H+dszxpVuTxmhsNDTgG7KQ15Rg++5RsmvTDMa81c8uokPn/evaumE8bkTyBA5vhfJkDJcO/tUvDlqRYg+Y42XFjmmWyIVe671cOlcAw2dn+9k8a9Mv9haFDMMh4iQwbPjPPe07YEoRPWRNPYd5z3HteW4srZTORgjz3BEsmx009rriBF0tJdMSacRVB+abUhjkBvvo2tQ41iH+XM/GB1BdViGvJAuIhcWVKTTJEOGZI8KGnMKse4+jCtoZ8+/yUEjWSy5PPFOhSDLyHRwknj9OXb15H6Rk8HzU+1TI/hL/l3GqZJjE1+o8VoZR8eaJbDmBB6wydjtczuzrKzIhnmdQKACHwI2v+3T2DqFbD9EKzA5vgnAT+l0XnMQf02gCffT+OWYkyH+Z0YT9Wm+d/rboaIeNCTxlcPzM0p78OvgMU6l1ak2tA6K3EsdWXpEGs/CNz7JA6VxtJCjQSr5vkKxj/vkmIz0YpNjqpbHJn7VBw3Pc1gGSkWoKApBxrJOpRArWs8+it+VWqj+iP6Y5kXRNT78eFXIfjgbJIdyMzCMstJlNK5ZZ7GJFCbZXdHuovPQSzznxZRurwlQlXvDFW22o6i62Co/ASwdCt5Ldo/t4gf66NV3OziW5PRMPaTqQunhea9T61v0Uamz9EjKvwKeKdpEc2zTkOw0X4NzzDrRgOtMOpKPccwzdOAmBXjwNFZJn5mnbWr3QMfaJ8MxEP9fJ3kRqPWCY7m4zxzNQDiXjZoHc6W7yMi/md7mOT3wzHmE89/hrB/zJp1yltfBG+ZlvUs/+ytWk/0b0iacFeO/AQ1vb7F38zxtt4wYwME3un0Pw5f9hrXfMyf5gvcNb98wLpj9HvOxfcv+fY35Xdbs+3OO8Rno2PInxg32f8f9K377im/vmKUjo2c6J0/DoAlAslGR2jqrty2M7h66tWck/pLObu9Rt4EcZ4Azd9wDGGI9gZ3tHW9vg/dxwRVZa69ghtl3sCu9vSCeHWwjaxU2wBu7aFDOmExfgr+HUdGztlFPe5NdML7Q7b/Q1/8C9o/aMyZ99KY9fgketCql0prH8vfkt094e8pUmJEay/ol1rQZbm/AG06ATJvAInYBewILfbbZJYPZN5r9C+Mt33cFfocDH7q/5u14kJk/ve45QsmFAzt90ODdR3768Lwfzw+f74cf1XY4Pvf4z8ePiB9/0M/6U7+cG/z477NG9mhMM0+0w7iP9x3fLP3r+MYZpFda6wfjP+E6h9x68La/fGV9mzDsE3VqugDMK75cQofyWzgnzKA1erNQ43ZYeqfv72zvb7Ds2HoDX2j9BfNOJ1IpLQm+8u0dd9i30IH88gfW8rxJA57pPepKwI3WegaQvmBPn3D/G7v/jd2+Qv8D7zfY30KmrwFwc3sHU7Fs8KfnkFAtsoH4HlH2bXmBdmG5fKetaTPtDW8NX5dwiMpRy4q1J+zpGds6xmvOxzPGhvuV9JqEvqogfg9e1Pd0UO+XjPb4A+s7rW00e6bZZ7w/4fZG51byG7vS+Yy3jcYNMwvnTup1jrMvX1HauWYLbYm6X9ZewTqNV7pvdP7EueHL57Dptuzk/g33P1P1vdCaY6tj/RX395AbPXn//gRcMf8SusWacu8ine7H1y87IVS92yzSPES6HiqcTz/BEqWY4ZxShm0PAucSRnqpy6lfhyEijbFLIHLcIwWQdqMOSdUnpFhkITKlyND7EJJGBR+X8EYJrSAFxUEpk1IbYaSZkTKUkQL9EoK8LemRf6OQIntEcHgVrPNQEvie8zLqKEQHsn0p4jUqHVhVqyLujd+yoAgd8yhsIg99FKmOIt7mewrWyCcp5HkoIWJ0uTnZiTROcmxIAbZSSkKZ8qEo2gVbokhKhMDHYXgw4VR+y/itwxb4rxxk68CT62HTobucS5OyWUjCKRw7FVv3odAOtfMomIYxYf6Xc2YyUqfSU8Z46vlB+8uk1Ge/CkULlZ8+04UMms3+TetdWGc1YV7IDHJOo2j43IfjZdnW+C4QHabDomZBe4zR1/simh7rckgBlf9sPF3TMp+76j5DNU7G/Exzr1osaH/m/BcNeR1okKCcjf9oXD35TdL8j7S3Sp9wHtc8p1brEsgbKRMyECuNStJlD4S8Vw5kTu1OzLlORknX4kFkSFy2EbVnJqdG8TwZEaXQ2uHH4GG9HsMdW3J/NRn8RxRUrKVNOlX2L1mA3Sk++a9pLsVvfLy72s6fsVFzf4nuZ+Pkng4ID35cG2E4Vbyi01Kgu409Ytv0DIyolOStOV9W3dL6TA4ILZB58FR/R05qm5wQ0Y7S+fxM8C5TuwQdYziXQT80jBuq5eCW8nHaK4GsYERpaH8gOkmDwwG5LijEjPyn5s64FmLPLZx4kUXExngti3PLoVBkYMGPch7KLlgRZgMtH3yrM9Rxhs5ApD6xOAKT5IqbHBVh0Ha3dDKEzmFmtORtQiOLhwb7NDZfw4SbZLXjdNumiINOMxm095wTzavWrCPHQOyENVdExqc3jo68nVGDKtbACCdTI+ouKSXVIEgBItZYAO/j/UBL/UZr86NrwBi0T0fKE096rP1rMe7ivTnv6lY0mHv2oKvMcwQhhyMIX/zNyxGRNFCORm1R8Y2cYzmDfe4rtcdskoNx9Vrn2B8jAiqcmenIKeeGxjzpAxM5y6jGxBuULouT8W/UmgEm2Sr+4LNOUPyhTbzJ7s7UQzvRnC3TLGhehq57lC3p9JvmQ2tySK/ISeZPjs6hZ2q9Jd9+TG8DmicQxZn3w3Cq5X21DsT9qkPm0xyJe9hML2deq3FMkYW59qE2ruMQb2MeDnqGzyvARB9jHOJj8f1Yw6JH1zxMBFXOHoGLJodb9idylg9UeqkGZI0SFw3YNHpP50TL4SeN2Rg/KUdHgGLKS43rMJ+TcwWrPir9z9Df5zWbrzT6ejprKjInUXRtmjdbGGkqp32BwDnvB67y0VXuwAK/1P9GP2t7TPpJgUnG/lEKMiu+YzX2Ix3M7ylFidBLJB9EHq3eP9Z0EuenPeknR4Fa9/ndGEN31TgfPaUztFJjnu8Tb8uZLqfoCSCj38s4NL4Tr0HtH54Ze2Bw8tCbD3UdbZ5BnZG3bHHQ5ODLXs+EfJ0dyEonMXQiZ8if46i0rud+P7h6RkJoH9p/B55w+0/glUDkg+0rtl/wrHPl7Ru9/Rnv8ajd0Hqe++2diJT4DGyJ2t2gvYJlSl+zMGqhGn8d2ldCx/1XOEf2BDosucn9Cv4SvLBFNIFXLapck5bgB9virNKXnMs9V+EGrOz2EufoBlZOjB22Be8tUP++020jdGRCf2El0lJbPGcG7Rb7flnBZaMhgJyEPuWN0O2MSBeCUTU0ewJH+nAMxxF7hXah22/48l+DbvxPzLZwGnQix7qR6GzH1wSQdMu+ZDpQi9RSikQ0f4rUJRkV3Jd/RfFaPpeDOzSAC8bLoG+lF247kTte0WaR7sp+4oQ4XHd79mfXTNN++vyuwR88zyQTp+cfPF785Zf7eP/04c/Hf9x15fDBHNXr840nnvRhGz+4zs0cmigXKzWWAtTMzz9aDzu2/bBPs7ydbvyZOvZRc4+uthHOtNA36BvsG9glaXkN/pL1UHTu4mL4atjNaW9O39/p71+xpafe/UQAC264fwMsUuli7PuGd8e3Hdjh+h7gWn8Bz/oQ9oTzPZy2Op+1K7Z8xvsXvP8tNKr+ndZvEf1Fg8VwNvZMe9bStmnLNeSB7yGr99yLywXzK7a8BZvfCedli6jobhvd91QBVtq6sqxXzN+x7S30y5apQXs6TbNugwmv30Pv697SyJ/nafuGtTfacqG1jlsABq2/53gEVlxxnjF7j9ozToB63Wne6OZs7ZU49wdVLi1TtLYbzobZjahl+EqnQ+thD1pb1O243WD/HnPBFWuOLx5Hpz1kyO6Z5adfwK+YP0OzqJ9jET32K9evR0JUGqLMZbyncqr83+0WgrFn+B4ZlWCR1sHydVHQQge5RJTNYYY2IddlNMuNVtvPksAcDuG61vNAFsLY3aEnmtozvKhvyBNFCt+40oBe9SYmA6YEqi0pfDtY5N6KawlFokEYGIKozN+CirscDUrDlAb2EkBbjmtC1EAcGuh4Ww6MK864BvYErBiR9zHOO1Z6Zxh5blAFNbWOiTxBjgMdQqb3dzhEZ9Thag1UXSPnKNfNswgNC5FmJMYbSs9b6oLXX9LzosU0RJuM9kqbkMiM6pQcIMnBjUnR1JyNQ/pcpHakJ5oOla55MSp3dKHytAeod0U7gzjdjt+VsTUNiCoQWAfbRFBr7YvGC/0nR950YD25yCUA9YfSehyKn5LMFJCjptDqB6fJ1BbOoZhyaG/T2wzY88C05Dz44f4yBGmmMmeotTjI2JSb2vFIM+NWAExXjuX5gG+qAbGMCRMtVL9C0TON80dXkb16mW3YNA+af7EahvmtUIUTLZRTy9fJYKL9JgOcDLvT8BQ9VvdrvY+H1PmdLiW80gukYnJwgDTMr9nyzki/MDQf9aUOeYVCnB0LgYAaa5yzYSNiKcYtFBh1T/yRPMPSGH5QqvJf0X6MSQarCnFXCo5DFMlQPCs6yGA4qHyM22+D/+eBbLAkzTvSQCj0vztzQVAgEWP5jkKQ/0zlS9pJ2WNckm9nZEAL4rd+o6VBeNSImJGfDewKtof8kdwlqgUEv8w56ZPRtCDjeTCk575cSoaa57Eq95y7x3yYHNZZywNQ+g2X0caeGPxWXRAqtOf5V/+1zIEM7p/BXuimA13P8e/0wMXl3MlIBfAds05zhdfG2oadqyHHTvfQCVScLMbcWavmzDOqy9DyfTsd7ILZFdhpdqtehwgONGfJG5dBKwxnqhEReEKj5do1y/yddkt5tAagoAAdkUrBWiBwgm9a3Nvfkg2Fc71n4cgfUlvx/5kuU/8ySFcMhTo3Y0TQxIwPmTMdmKAcFGKiVsb4lGe+59616oPkWRnJEZEMQ5ZYh2hkOLeYeMoASMz7tyJzSk7LDVVuirxz5qnZP+lBs3HPJ7meBgflkbeSj1ve6qlPyH0mh7juU7uSLy5Bl7Ju5oOT8xiq3FJJpUKBt+MX6WzA5LA/rrtP4x7o5ex76SVjlma6GMbHH1xy8BzS3YSuMObk1CdFm6Fi8Uf+fcdSq1nRoubguKYjrY/WO6KXKoWagEDuqGbSEPKScbmGFcmg+VBHTkAsm9c8HV5OOHU0j5aO9JJnx3WqpmNzMFIlJQhMDmjN5QGIM827Iotqvib+J1BQRTHOelLKcocq5p0pDNAhO8EPiniqAIFyxi5UbYbs33CYp27qKQ0rCnWqD1Vnwx/J06Gj2fwnmjfj+PE8R7OeOtobv3p1/fCuchBIcVQ7Qyeq6Enk/Ewl704X1frN7Wc//dCb6X71wY6fHfjgpMud99zMZE9PDZqvkQw+pCiwQ38k58dcjxdonud36jRw4l31bJ61svbh6MtJ1zvwMGqRTNGGxWtJeZaPHeTY/DsPfr+/vP1G8P9PhIHsG1GL4D9x3hLRCt7eAjVrb2H48T3AiWbIwB8ZHjyMUJU9wMGi3oLvWfA5I+Rp/yuAE9tn8JW2/I8smPzPqEPpETVs3cJWz0Zv3wnj/RXsHeOdOKu/hN62h65ZqUdzP0bkLOhsvLQAcAbKf4H+Gn30cBZ6y1oSLYuU9pVIEdIY9T4y+qln3U5/JoxX4i+WqOXvOd7MlW5fCLtKrnm7xThanhUTUR0AJMP8n+CvYN/BbmBbIKCJYtYA9CvOBv1r0Mn+KUn/LdbZPgEXvH8ClhzfH/S2lUMH1NcePfMLrd9ot294Zt5wM/y94ctK5wv4hf3yBdtX+psNEf8RvXHmYB8Jwo/o1h/+evzgI/3xg88fRgzl+h3eozPR+P58/8+vs84KB8f9Xd/ymdnpPD87/30XSfELfTnoYI84Yc1CdvXU+EOnvQ2sgv9kXupr/WIPpnKWuSf+/pPLqtZknnUUMSXT134lbLu/4/aMLQtLi/oQvjnt9oZt31m85z5dYXvC24XtArBi/TMNw7+nnTDH4x6gzd5DVrZlJYo973gPW6o54eDtz7jHv6iV27ButA6NK81/R7WL3d8i1ZMZjSgCLV3N9yfoDd8/477gl2+YfYX1K9beYb+Bp0PAFiL7yzO0p3T2vtD7gvNKtyuhkf2J+YXWI2XfQk8H7y2WylfciXGZg0WB77b/G7bfgGe8WUR0OLRuLP1K83eMrM3Qw7lr/BeiPvGfWLthl39g1liWhe6NfV8wb+yZdactLwSgcmXxnT1tuN1v2J6Aet9hu2Fbw/ffMf877q/gb3jRxIq3J9g6vkft5eCFC1yyNtABIPHx9etOCIXjZ+E3Vw6q8vRkXr7cGC5jdOaWCiV8Sf1dBjhjznUqpN7gW7029bw3I1O0DgUDgRb5FHdQ7sCeKHg3XIh+i9D1QOhAHXwqBFqhf7ehsLgFwWGZ70oo2ktsdGuo+FykRrmEEPT3bD4V+ky9M4pPCk0oJ8RA3cS5Rcp8FgGXkaqTc3bBecH8G+FokEKmuerp2U+EBBNSpMYuRGxN7hizSzlP5Qao/LUOOhiZ0ojUOIcTIphL3udPMc4K8f8RvekGIWF0wlHbWps96SEVUkVAHITzdFArw0cevGZEWJchS4e448HW84B85PtWcyXCHQaLyaFW+VWZDM4ptpxEkI8uF9i/lPwxpg91iaIArVdWsa91z1tqbvXOqZhjfZ9tzcj7nJMhZNOxgo05PPQ32grGe3REWAuabjJWZX2XnvQdeyHfeVfsMQvCz3RQBn4pu0alJ/pZmLXNytNJouc+KZrw8yFMh7TLNG+dKBg3ObowKmUZ9TICtS/lP3jYQPb79E/OQs2FjAZB10P5ybB4y2fM4jBA8IuKzoBqU2l2Kme9og9C68i+KGKnUdEwrrelYwkVurfxr5CY+ijHQfDNUfhUMiDbyboApdYZjPRKzjF8fxZ2XnMyiqRrD2q/RZilsHMxnp5z2mppLPMphvNZfDNTWKg4ts00p2i+H2u1KiLtFkXzWg+Zo8LgAxh8S3RZRj0oQkXoXkKmSE4ULXqsQyA9thiyIq5mFCqkLNqBp4qaKFOth/G3ItksI+wYqU4UYYjWjIa3S65EOlBSg9XcqHqEeIE4ys6VTtQ4CIPoW8hGT5npxPoQqBTPGhAkci+Qlbm/Joer+uaQP1PmWmdB0QhPBNI85txDRcznryzpzC+6ttyr6YQI1r9F+1kktxHKWPMoOd2SL8eayWl3Y6TsycizvkWkaQoLo9GyKGX319h6aTjc9+eJ9j+6hmwZjnYm50nKxQSAROoepYea5OcktWREGghhoaJGZFBcmRJP/Fv6xMkQHTQ8O+L1nWTO5Ix0kvYXZv1pgrinvlgSOntssyaRf/WS0U7Oq8c+N5+kdI0zne1KR1XzkJEp5YzWHPcanxwUB/6Y30YKRznbbbov5XnNtYY1XOBHQ96MBt5LNgQ1Se9OHeYwX0M/0tyPCAnTsk0y7meX6GyWpydakgrXUsYfvssvm82kN3h4TYgUKsnLyUFucIwCzHFVBNbKqJ8kMEsx32OfpedP8xA6jWihDX2j+EKueZcjItr2PHSO+e7T++w4ZZp4u03tB1o4rvcx3urrGEdBJaSHaQDmIdtNukTyn0kWH8EH4byPeYhCsyYdzC8crWnvY/5rDOOna53kkHStj847kstM6/rRNQyY9bOIlRz/3IF5no6cZm5znDdEp9OebNNaVQOSm15RDOYaq75fimeJxt20vyVT1M1C4Uz9GvwGWvGBeNfJyVnRHoouHJsoHpscB+UYm6O0baI3re08UzORPv5MEQ/Stcj3DkdH9PFAlweQ2PzGe54ZMktzPa+Xj3ttGLkGw5nXBH56PphH2D4DDeufgmf3bzg38Ey144Fwx270tsPyhrcbfXd8UwRspgRpnix61I+MfZNOiL4RIMjU2e0fgNO3Be8vOP8D68+05Ttm36ijLwHm6svG3nZkqwgUfgJA/TnFfkZctqDLVrMeP0uLWoJ2O1c8HVyKRHA6ke7JI2NG87AF9DWdvNFe1OdK+4EcI27gUbiWJYFRFjUkrH0j0hPLQSDn9I1IiZsRxJkNwndLFvIn1v89ZMcakX/WUodc9uAp/Rpnr/6Wf3/Jkab8sIb7Bfe/BX9b/k+wb3j7mk6lK/glZsg6nWvM1b6l/niNGhxbAPF8vdKXv4Fd6P0z+270m48jyo9ojkcS1+7u0Z1FA3d32fhxYHpHDljF5B/25ME3dwzUPvjC7z+6YyHq43Tjzwzzd1/9SF48uvfxSO9nYW73LNw0rfNZ/PHb4Dg8fTNWb5Jjh/vO8+rMOu/DayhuvzQtpog5D3tiJDawyJS2WxZZfsIXA/tEa99o6yu+R90Z279j29cAsLUlHK/7hd1W9gWg0exTJJV5y9FeQg6m9QdhNdq6QFsJG9+W2YUM6yvGFe/X2McWKdB9s/A52oWlvdCbsS9pH97D3tssjPKRsaTRtxfwhb4nQPPpn7C+Y+0bxq14ptuX4DNcgQu0a2Jgn8Ffgh9Yw+0bnX/SeMH8twTz3cB2vL/mOq+YR5peAG9/jzZvhvWNkSo/I+j7E0tfMb5jfGf3J7y/AJ+B33H/J25fo7/LW6ZfeoZ9ZXu/ZAkEy/ozTxhG8xe8d8z/Hbcb3nfcbhFR19+xbcdvC+a/gf+/cP8X7n9gS/J4y9Rc+xvs3zDLDEa2wvIl1mR/Pukvj69fT8fUL6lMpNKe+fKtbanghmBAXqlwWYUytcdmMc8c5y2NI0IBpmKmMNERup4CAqVl0sYU0jCLJKWOb9aCGFgGQs3BFYEhVD4dU42EQgCkMl7Ky1Pu2xnRBMVqWuQYGyAUPZfNEMVBwwjjIcjsOQ1N6bxoJ6am4p4yVGbucyPDMPsrcVjSK9Oo6TvWo0io+hgOjj030ShKOP5JEZbyKiTGmuv8mgI/DsaeB41Sqvt7eMssUQ3msMShLvpiqHC4WygjVjns+TlDnAyQzL8ZsRZVZ0P/wplwiKLJJ/3g9JERwVBR8rFRTkK2GHim9qrPJrPFISctIsRpouc2dIu+c/DbhGIHIZhIFKPeaXVoiO9GzYB5DkaEUaz3mr9P95RjxO6/ywNDhWFXodS8Pw8r7o7SvcQctmqbTL8QTgQZzHOqYiBIyTPTmpFzlmlwcEjj6fEQKmSZfr+NOcfHT9GZDGI/YYQjOmY6dAshaTBSj5zQZJOSoLoFh0Kk7sHYvVFFa/06rVWSC6KZObXSkWaGE0AMZtBlzK36EmsUXch7TRETouuZNpOyJ8NXHKQZbbgaz3daRghAtSN02wGx5lJqRLtJYxZhkEr/5jowh7ZAGLt79kF8Wc4TjVlGH0s6H2txXqNy9qr+SgunW9FdIXyXg0w4zJc7I6UfY8JtOGnA0uHzE+bWnjH2DNvcwb4TIbDRxp4Gmu7a8UE7o2Ch0g9CGHwSwevaN5kqKvsXXW3JN3Rc0Z5RIbDMx8ue440ojDB2yITRqWiUokMZbLxIqihLFibBaLKOQVMtKCJ94M41FbxQWl0RAi7nbx5eMxR1OMLDYWEFasgc8BjdonZThK4u4Zxw1ZzoLPmz5X+7bTjf8Ex3GLPUBp1Zz3VQZMqYSxlAlOHAUc0PATVi7SxRkl3REbU/O9gN6z2KotHpaVHwFgUOw1kpRYeiN7PtFyIhRlTAkGFDHgyZ5il3NCY56nS/HvYHn8tZpRRKecCox7zoz9XOHGlZ/KypJzD9lG4SUV9DLwiq1Di1713sp+4bUtFLHhja5xMaucg451sGvHrdZNQ0qNRwWVdHuafLEZCyXHNfoA4mvWFG9qWhxcuwPnPqMVOzHDjW+BjjK70Vxe9oDkQPx7FILRR6uvZAta69/JOrVAbde3ZMTZEiThLJPs2FeHI6gUuGS0ZqL8CIYJYgFqBiSXUh56ai3WI/V10InVHkjC2FK3SbEc2RwIK6HDklil40N6UzMNF79mmuwzC/p1r1WqkBBjBGdLHWS3IwoxNUM60iDLN97+m0VASS1+dyVqieUOzREelV45xATLUWNnbeiKxU84k6xg999krvuVBHz1x/OVatziEyBv7EqX8wWkmPmriVa39McrmY4OAhY2xn+TXv2WEgj+sYETpAdKMPI4p5mvf6doxNwCWrvfnI8A9zbRZR9IE/FL/xkp8DpDKNuyLLJv0qeVmlKL4br/4cgJzxXrvviPTRekdNyCRzdLv2qT7XWUYftjG04tWDV5Q8nqLafXp2rFPsdc3FcCLeD/Ph1SPKs/M123oDtgTgXYAnnDWAVmYBKPAd7x63mFGpaDPNYmgbN+j/CmOOqocucQbs/TsjYsJoyyX2uWeecANvCw0ZsDbckro89mdLY1qosht9f6sdEO97jjnrilSOb3oCPNj/FdOT6ac7f0SfeYlnPdJiew+5FXaYJ6Ig7R5OBQtHRfTxXR0P4yaeAJIN+ArcsJ65xrvk41s6Y4g57h36BKL0T5g9h11E5wnxwu64vwH/C7c1CvCyY1vWOrV/xXjTdkP/jvEeIBfCbuXWQlXrHVteseUV7DcizcyG71+zduoN99/w2xN9bdj6jHuj9e9ZiPwZ7ys3npnTg/36dc8PB2Rv8DI73D/vVT88ed/Wj97nU3MP+m7z7TZ+P3yuNo963EdvH89+IAfu2v3ouuvE4/cdPv2ovUfPCWR0lEG/dk0yQ/L3rgHx9fOjjzXEH/f18dX04n5jJCSIourdYg+yjTOv98/07RP073h/ZdQNtIzSyroBtrDsqsnjie3agYXWPoUTwgfQyzr4FlFMvhl0Y/ErzdcoG+ydrb+x96/h6F3/xNp37HrD9oZvqct0oO20p6cEiyXgr6f8urym7HrPWQr9cd/jfLl46GPWGlH7N1Pc+RJnffPULfewiVonUtwZrAF27yy4rewtaugu/Qa+sfTXeFcwFcwuWFsxAXLtQrcE3AnEm84glfYyi5S83SMVcdjeLzQ+ExERRJ/eG7jje8pLD7uB2xNmF2hZy4jv4YDqn6E/YxapmPrq+CK9Oxy6tod86C1r5fQFtgbf40ze+q/tgF93QuyKEJiQroqAaKkMe3ru0xCpHKCRFsmiAOziRLTChvGdEFRZ4DjbHekbIhwRj1QJjpBvIaQi52GmZOmGtwzvS6U6QjPTa1PFRQNdaWR9Cv9cSsxQrBqeoTW0bzEOoZlItJpFRXPzC3Tl2W6hX7cMifSVgSi+gD8Hwa5pyGvpGXOpn2m8SAN71d+waxBX/x5zUt3cQuDuW8w/FgYJtzxkqXK5DjvRt9ILK3wbSEeHCsQZrzi3WBuLlBZuUdQb75GjbP+GrU/hHVvWKKC1p+JFGv+rkGkeiDAONoQPrzzgdHJObDAwnDK+zShSu6DCfqWEW2yaKr45HfpGVIiEkw596t9IHRGH1clJFZoNZUzIJkrxHScZhtOEofTXazLipg7ZeUidil9HVxIFqvWrvKza6ELKW3xnVighOacq5UZu+9H6fGihjsE6ZPmUO3/IwVxEpS8rXcKownCkklkvi4NC5GxPh1Aa6AbKcAsEoZDAdLwOkmmg8SSMOd2Qj3cMhF8S+k9pbR/jwxhRFg33CD+Lg0N4tA8gyXymAFgy5Jsh4yK+hBMPw3iKdSoE41A84t1pKE/E+aDRNFIfDI77OJRp6FN6ioGwVsSBDC/ihdOaaa20lrVJ9R0MQ0OiFs8pASwE3ZhvH/quEd9VqiQZzqc9KL5PHJzjgJWG4NoPkguJYrWkZ5ezUai/09ispbLQx96qCDwZxHKeyrE25lbGIVfET5OBT7kao6ipHVKEfXC1Z2DD2h/IURzduWA0OmGEdy5EDvAZYR7rYz1N4XbTwsf8djlnQ0EyRWoc5LIQZYqUyOjBCRlqyjFpK/gqHDdlgDcj0OLTIcLVw2ynqUkZpaLGR+OCOezc6HR2W+hpGIzQ2hEt4zkWszX3UURQeabpCGzhHnZP22kejuXNVsIZcME9IiFwp2W0ZKy0B2LHW6ZWekMGQinfoV8M1Hvso0CXDkBA8OaWhqYueZmpe2gqChbrFGmUcj+bnPOJ008UUG+WQS0Ou7NUnRMZjjTv2y8AOS23lzicePOg7/hCI/d0bMjJN+6LgL+x5qNIcsiRDhN/1P4S3Y0vu+amonpkFIVDHYUyWg1j2XDgZlvZZiuelX1N4378X9Iudbh4Iu/f0tg95qEM3WnQOQoRH/xRDl6/jTkxTz6efCM2FOLy2mVy5FdUlfYlnnxA79UINIa5/1DOkhMq7lhDZrQUX5pGchjXxM0R35x1g5Hy8ONr+MnkkDqnoAn56F1vyQgy11+iV4/3eep3k2YyHDfZn0xhFzovsLdxj5xSBkLijj0j3W5KSdbk4E4UsrfUSxRxE3TpRdv5mWTqOV1PvWctXjLOG2msnAylQx+QsjX0zjJaVV0yRWwHX6RdTu+dZWJGgJQc9dKjjNAdLJ3yA8UvXkfKP+lF8x6RwVjzvJW+FpOeTvRyzq0ECjr1CEVF1H5ynERWT9z44XVyQgjINh6Zzm3q36zXwFD/tSa9CDj1hEnvQXwRVBB+7KnJ2TY5cwZvm43hep/mTvrvbDzM/tcVuorP949e11+hi/p4PkKLJ3oVzcrhG+erYtyzHl1rfnwH9YkNUJWP78f+spyXpdaosie4Igh7DUKz6TZFY5KfuxzGc280rroLOXI83+WZ7jnWecOEQC3+r/X8meIG3sN47e2fhA6ferzQue0J7MJiudppcIruBz8N+dBhT+SvEfLDN8yM1i6xD9Yd953+9g13o9kVszW/XwN97FvitFa8bQg1LLBE907jnWbfQx/yC/QN79/APJHOV7An8E5XzTMyZaQHHVgCNLDIuuD+SmQg+G+QNR9IkGpEPKQDgXciz3yHFmhbXyKFVYAnF6JGqEPpva/53kDthhOi4y1AmN2uuF1gf01bg4ACYTSr1HVG6lyEE4J33L7FPLTP0J3lFiBAW7fot30OurBvyZNCv+78V9yeaVk7oi1vtLbhpEHSN9z/xO07rH/E+/p/BYz9+kLrG/v+FbMdv/1GbyuN50mW/5TyPvg5fh1gtvOTZ55ybvenCuT9uyfwyl0b+tzPfbT5j/zVp/un7+66NfMcDVjyXXfMbtmP9vKPvjtffvp95p2n++ZmD2fgx3Nb0+f3t/m57b94zdCe0xc/f1biKWvbqL5tXxxvju2vWDd6+xQ8Y38Cv+B+wfuCEWmLlixkjC14W7C+sNxW3Dr7ks7Ia9hpzDOau78F71JN0O1PnA3fFuiNxpWVJU18nb6/Reqmq+OrY4vHGcBb4CZw2B17ctrTc+yCbUmVJ3QXu7yGrFG9XhNrvmRpyT1OQa1hq2G3K94/5fMeqeeW4NORdSblvDV8jf0YoLMLW/sNc2ftf2C80fZMNWx7OEa5pHwIJ7y3AOd12cD2cCLYBrZbqQ0ObJZxYb7Q/MKFL7g5y/I9JKN7mpUsVSYBIDN1kn0Du7HwRvMd+t+h/x1bnipItl9DZrFnHYqU3xHZS6qaHrZyU9z5z4nuL9SEmA++UCgn31Jpk4K25e8ZKucdHeS9ctCHJ00IR6sQeCk0z7mYSu+UKGAXesbGu+mEN/5C5NZOZFoxjURr6gCiqAIdng/pNGBEULxOepUKCDmBeNtARUQt0feeitDeQiHQ+cFueHvHPA/cJsVzn5hWOl7sNfuSeZSJ1CSkojaYrFC3SkfRUen1MppnIe0qSI08lJmWytMIKAWsjHU6nEihfiFQWJOxeUkFwVvWq5BhvU3Cw9EhQjkfrcnI/QtoOgm6UiuVD1oMX5/nuzWvB/T+Un22eq9ooiZresazHaFMRe+J4ELmtbxfzgMhlI1Cfg838iww1YK8p9T4zvmfDyipWYAfojaEXtbhQjScSMoU0uZCCqmNfeprKCkH2V7r49XDcdQah73R//E5dZhx6pCb4/eMoqCTyDyHNmNhHfc9jBOFTsw3JyrQ5/Wrzk3vrH9pXCiD/o8uEW3+nJQi0/ezspQvnlGOXkYBjT3HrXowGdZ/f6iW5JsVnHQS6HvTHprpNsYY6MFhoC7nH2nYKU3n3LdB59T8zgfeCb1Wh+gwag9DQqzFSAc0HbZ9rPtYKz2X9GPxHiOFJEkvhWr1PIRqjoRuyn1qQ2Gpfk7zWXSt9UO0rmdydYtv2WinUMS6U3x4pjEYqTi0NlP/P7jKFCGnR6L0e+5hGXqMPIz6UtPpWESRWBTo8jIspYy0JSnhveYqpln0IYqW5n6lkMMmNDzgSyD3vKVBUIqFonoMJU4qfpvOfNGf0hoNQ5icvzHHceAMB4goyXhn8SyaVUjNBUUXWD2rOZaRYg1jgyX6xDJ3v4z74uk8BX/z91CI08C5exYc44LZivkWyEJuhIKmVRevDkOl2XSMNPHFJ8AykiXkhFmbROzO0jtL32nW6W2LgmeEEu1F4y15BlU3Q/Mqp3akfPnZJT4u+XWUNdp7s/slxjvz+qwFNJ2QUo2f/hr0VaxSYhyxQD2ftFH3TMa8YsXG2IsTH6kb0jgqvjAb3hjSmkcz5Da166NpJGf26Xl78Lx0Gb1vmodJb4lPBs/wemp2lWYdmZy0w/B9lr0kjQ25P54QH577O8AOYz3Vo4qJYF5R9dSSdx5rDnDq9+Or9IdZpmnYQtEfot/aNFMp14o/2Xh9IZ5hFC5W5KReMDuPpQc4MoQPeSfdQLJ/AmY4WPEtapaH48OnzznSnU39PhC05AMMw7ZPsmKWvdmmM41H/dvH9yTt1xj0+VnH0D46f5djmgxK8U3qyUKy2aCnkYJvvLPSuGkGTbXyJI+Vik8RbRmJbqmjTH1T1EbN/U9k6XGMYgPzXqT6IPoYy5Lz4if+YuN51aqI4fpp+hTdNPOlYRAfKPuZJ+S81ebO30U2xSwZ9zIkn3hsDat413Fvz/qjaR4eInRjfOG4yLfMkVmHc4qUkCNf1P/FKwzpWzHm4cSdJs/V18PUMZwxHL/TtB14SsomH/MzQDt6iRzlp3HVPeJxv8LZoPVA67r+LTfcOm1/Trn/Gbji/Y2dAFFa2h2aX1G9G/cbThqI8sxp/YL5Cv2FqM1l8Q7ZBfpnIt2zE8WfbzmkjMSQI7RFxKr1hcWvBLAjcrm7XcLotiqydgXLqAV2zN4pHcEh6o05XaA3/0QA4p5zz16oPdSdZgP4RKY8KduOJXVsqnMV+ypK0cTZT1kdgq+/Ew7Pv5FWMMJomQ6GHimRTNEopKzAYFmi7z4B6dyzDXCP6OO+RDRCEyBEOpFdoAkUQwJBF+jPMab+jO8O/A23z5jvNDbMn8Kp0p6h3YBv0P8X0OnbDetvuUYXdvuTcRb51Wum4emzD5Cdswb0QIv5ySUecGpsbJwHfTm/+Sef2fm7k75gp8/O9/n43O7uOb/k9Ll/8PnD69Hs+fE3e7Q6j2f+oBrMD/ylPn10ndv49bb6JlkY+6R1neNTV1/CgRx20g38CXyh96iN0PhOa5EKjuUNyZeIWG/0ZrBGtH334Hdtjz3aWtY/9QBde9+JTCENVoPdSk+2ZtjyzmJRo0U2nm5Au8IleE9ko+mwWwSebXGaWVpko+kJwlM8muU5vmV0ptmKtwb+jG3XYDP7O66IJ4FpO5hHfUZjwXwNRwEW50lbw1HjnZ7lk1t/wbxHanKMzneg03bDdsOWBPG0dyqjxv5bAlovmO2Y/QfGWyT37Ve8/0a3C9t+TefKThSdJv3Jt1T3AlCrZIh9C5B5b1fcoHnH/F/EGf0dz7FG6j7o9Fib5rTFsx5HAhr6BVgiM84vRHr9hZoQswEhwk9CaL+nUMrilCajgoVuyTUnLZCBUTgpQkwijYZQp1KGE3nEPileaZTxaygnqXhHTm0DfsP4RJhFpAYdlY1QZhfcnhl5n8PoUekeDITg8URLGM8MRQKcPzG7pXdqxXiO4pE7CHHje3i0Yow3WF5TcAk5vxUyEwjvlnl40c3jXcqXb0sZCepckgYQMnzRMie91eGmg2dxpBrbSqSFeKrvQ2DnuFyG9y2VIhHQp2QKOjSJrp6Bz2Bb5AgrQ1wiDy29hJ5IBmOgh32gwD+8SsBNKLBZacWGYbaQ91vMVRrVhB4OKhLTzDQZmcMeMjLHnZE+IFGaop80UvpchFJo7FK4LNuSLuipE4n+ZkShIhLGvyoc2xTiLbTnpHQ7k8NOh+TlpOz1ITAa8VmXy8BH2w5WSHuNYxgPAY7FymCgzbJfs2NlTrVV78k5Rwg9UFH4CKvNn/NzXXnds+hr95o2L0SbjBepvFsbh1kGeq5yhf/SNR3mbF4bQumvg6gOOVroHGcqgZW7Po0n3oQm9vg3IZpzo+TKJB14GumrYLDoYU3ErMaf6KJS+kUHSZueDkCt24x+rDQCOiBrXdMxmfQkpJjZLYe3pZC9xGHGLaX+Ft+VcULGTWM4xmKU7qqjQ9FWzb+rn/oJ4ubRXjpMlTNRTgjZwBNRd0C4OZwLcAttUAd+Xygncu2f2SikPad7zqjkEaX30/QRhLnQnTzYLbknNrqQfir+xxPGkv636H+g+/KwaJ4o8ETrG5Hzkp1mb/mypI1TWgLlqg8lMqfGPaJ+cLpFaqRhX+khy/yKZTqllvu4a72TRwscMFIBqrrCNfa858GWLZRAFsyc5m8jdsdhZ6FboEg6VxqRTikiPPZ0UGWkAxCqUShC3aNGy+KhR0RBMtF09smdTpSijtoXexSNtmsUkfYdtyy6yIXuz7Gj8kCuvWq5FxVtFDqD4f6dMGZHLSQ5F6xvAcHwjcU7N254uxFOlx6DX0i6kskuTc3eMRvo/m6/IksPUpOxD4Y8Er8IGtb+ES0HKtxSNoTdMpVXV7vhfLTae15jPqKFw/nsRTPDMBzKsYXTXOzV0mApHpdv03qTqzv0hVmO34+/Pppl76Qxqt1xSDwq0ZYyYuhk4ymb/h/8RLpG8tYy5E9dmp06xaImeSh5j6EUPMMJobmTYVVAlUlO5hyS6e1khyvDJEKg57jKmNFyNKkLSD76cT4eXqoN54rsJeheGYTK4DP0Jskg1f6QYXhE+pnEffZYiPkY94hKEo0kn/CZzhTN7cShVU7sPEjakjJwz/HmrlOdIIEdJodM9EuyYugbw1kpGQFFtxV9INrxSbfI02I5YEX31+zvH5NsMka9JxHWWf7YeK94P9Ma+/y92pEOI8fJZXqFaj9RxvdDNFzdvxBFXiPKyL0X6GDoH+RcSofS2qRue9gLP7nkSJEhfaZVh5EuLXVdORBKRxXNq8adF7jOD/xgqCYzD9H8jTbFN6WDTAZ8Rb74tPb5vDh7bP3BqytA26Yx1TjP/K3ndvFp/+j8OmhuOH611+QAyHVN3VzrXM/6qX/Jo4buN49fe3yMUAMaGp4nu5n6UN/MdAIFtuA8Pr2j5Wp5blft9UnuTYCM2o+HSf34WvoboTtsuG1s17fI7tCumcLiN+hPeP8X3TvWMoqTz5h9iWwG+1ei7sE/cVvwljqVL2Hj2P4WjoS14bynka3B7XfoC+bfwd/w6xu00MdJkKP7HrUVWqf5U+Tl5kLkLF+jXlfrtCUiXN2fiZRHnwg9PtIwV1rZ1Gd7Ak+sZ9aKcsAtYfPpUcei8RnjGvvfltDNdG5pFsbAjbRt9IhUWPP8fQtnpXmcM7D34IH+d5ThIs45qeX5M6opKECg45k6ZaXbTueG6j6ap52GG7Q/w+i2/h3VlgjAyitGZ7cvxfdC132Cnqlj+3OkHfGGt9/ofGaxb0Sk76dYf1vAIlKm9T8DGOMtg9D/F76s3NpvaRf40SVNb/x1xxPt9EeB8o6XZEDIfhv3z8/adLf56Z4zL/bjZ3b6fNJ3jm35/VY78LBJnhzue3TP+Xp0j52+O//9UZt+uMvuvhszOj616bs7yNfjXv+SnJtamMT9/K55TQ+3FA/9ySuA/b0Hj02EfGRf2fFL2jiWlJ29E9E/4H2h90/s++dA7y8NX77hy3skXvGdZiuLLWETvIL7Qt8/h6F+iyj59pxnn9sz+Mq+O+4b9uSJa2x0j+gtB9rlHbvcsC1Sw3eMzRvevuCXF5ovtO0KdPotztbbFk4NvzwFP+k33I3dX3GcJaMDl7TP+nLBF8O2F+hPYUrY33C+4fYV/AX6S5pzntD+am7YLXXz5QJ2JTLJbOzv0Lph/hkzaP2CN6O3b3TeaNsnzC+w9+AXl2+wfsf7v8H+99LZjH+B/Ue8Cwu+s/13nIiitqXTXpxmezhN3PH9PcGpb5jttCV09X77hPPEfnmCZWX1P2n+n8AbznOkhiLrXrSo37F7Z8V5WsCssfQLvTe27Qnagq2qk/rj69edEDoUlOExFQ1fU75nOHDPtEDami7lX0ZhGbukYK/TbtGh8sowsnpNutJvmL3kQSaRF2ahaHigICN39cmYVIeGUIzCGHbD+ZbvvlHo2diO8bs8b6VvRcihdR3yUmm3PBS65ThuVL5IoeI9c2rrwDGhXhyGMp+oZLcbkW9VhrwWioOiGuqknoXuCpEnY1U4MXSwBxv6WBoLRoE7CQehYbIOB5l/EhUDb0ULhZDsjTJyYsN43WWQkFEgjeUyxP6I3NDheL5XfWPQhJ3aqkON19qNlAI2teGowF4pzaUAS3QIdTY5yep7Yb/0jKdinXNUEQHTYdOnPlWfW40X9Utzddi/ek59GyLuiMQUjVvsPR3wDvM9C88wBozIhlTeJyE7JNoQ3nN9D5dBQUqrT4eH3DyjqGgW71Mhz65DmYafxn69X+t5ooNjx7ZproTUnsf5k8NFHbbnA30ciseetKmfuj9vPaDmY2X8jvmqzst0X81p8pBqU2O3+uyA7qOnU6Alzzq2Oy9V7CPN6RzhMs/JpAgLlWfhaI5rPogLeZ6OR5vnboyr0gHIeSPkZrWf76xC0JlGaJ7vumTghDiUKHxb0WQ6jKbTRHOQNHau22JiuAf0ac59KsvmibrQZE4Fq2srlvFThhX4pUpz/SvafWWoMCaZOBm1bNqZkyNh8KbsveW4lrlPhmfRw6jpY9m9XtD6uU303TQvQiarRoDYGHiyy45QKHJMdnTQiXQVw4GivoaRsREokYja6pQZwyOkd2yPGK+bCsT3VLNmup2NH14yqjC6Fv1w9Tfvj2iSWAfjgtkSFG5Ba5Y8d0RgUTxuNqa5VtRBRliheEfxY89p1p5psbNsp7MFhScZtskpYKSjPN098b0iIFZ+RnHHKLYh12bTmScqWNod0xMlFybaCDVm4J/VTw73ShfQGjqqL1I81OdnnUKol6EweWDxyDbxwvPIZ94x87gRKVZtlSw9fm5TWz79f8xHH83ip5kafahgNRvreJShoicVeJ+Nw+dxnXWg2dGjXnrNV2GXXR2Z9viwZjLz28Fjsm8HZ8SQFXbXt/vLtHfnJ+5EcPbrsFZJXwZDxhrhED/JybpEX+Jhpawg6ReX3JvntZAMmztp9erxUZ5VxBsPX4rnpiN61gltmvNyKsxRR7rfYJbxvmEoekrr1Kf1lO511Fn1/GGV6vbo88FGZUwyNz/w037x4eTSOM6o8cMuqahKyeqW+mIi+ObI4wJwTMJVHXMb+sVH19nhqOere60eP7TiHmfENIYPvucMXS0aEv/Tj/uRU/MzeIZPOo7W1g7rMPbXPOxJT6p2Jw328HI//dMTM4+Z51Uyc9ZtvfjUMRKWqR2N0Qfu5vCdT3SkNXOOaQOHs/vwTLV7Wv8pRd1xrPMqxp4YvPN4v+q03XOtI98vB/QDZ/X56nYlMgxcwD2cBt0zEqFjfCNSNX8F3vIIeA36b9+Bd7ztaaT+RAADQ++IdJQOy/dAo3aIOgtpZ7A/YDF8v3GoeVnRt8mj9p1ImxwplY2X5BtRc4++pS0h/6EI1obzGSsAyQ5kymj7jSjI+oVIOfoa35vkV9gkRtrjjllEa4QtZCMKWUfBWrjS+RJGOGWG4A0Z0zBg+USlmKvo8J2KcDfoLJgvwHOsQd/wslUYZlMOeBqtPeGEQdBtRSmfBOiz/iXo1jI9dcmjC+GUsHh/8eEN07pa1L4I3WdEfe19C73Sw1aiOeq391+x0f30il0x7fW7No8c7sgfpuvsuDhEZf3o7dP9xRbObZ3eYdMzd/u6OnRs/3zPw/16fuZBPx9+//P310nMT98/jEKZpMZpij7s1g+vj8Y1fzykz4f3/YzeLk9gRl87WNRMMd9pfiOKKYMi8HHLvXeLSKLVMP6k2T/BbrhHVNXS4vzi5vTW8H4JXtu/oxpRjsO+RHRRfyPq3eQZouezicLHXohIjVfob1Gg2t/pZsGGbY3390aXTNqDd5i/E8C+T7EYnhkdmux0sTdb1tjqJJntHvVcHJoZPfmQ8zarRWARzW6+wn6l0o43p7U/gY3GK2HXVWH7dHbKcWtOL/BcB79GPSBeiHRXSuOXQMUFWjN8WdO+3KF7pm433FuACulRdNv3NJ23LNhtGYVyi/74Dss7cMPtG+7v4FeaP9HtG27v8WxvARred+ghdtwtwKLe6L3zKzVvftkJcQhpNBgGnvBaeVvCAGMGvkW+w0oT9ETlzdYgCSTqQRlvPRfsJf7WgbTL2JZG7OVL3CPEZXeiiPWK9xZC3juRkuK9RhCozy/AFecT8C1RjluEyTm5sCAjWzGdKRe/4RFy15coHpURGYFIsFAAljdoX0Mx6XIYTAcYZ2LyYlhZcLRLsX4LFEGLyIpAF1j2K1Un9yRiVZEP5qH8rmYNc6P1PLzvwUwjjRJYSyRsFQoXiu1TrtcVYwmFIvuIZ5RHKkiBaHsjwg8jBxzd8L1hbKl8paIAMW+/wHy9jPhQOc0LSTkOF4MLFNtAilV8HErcsYCjUlpoDg36lYNyrXRfNmoExNzoXUJNdQpRmocia8pBn7Tdo19hZLc8n0xtliNE/TvmcKeU9tNhqA65UgAaXqly9Hyv2Rnt26RIZbHuqhkgI1IeXDwjPIjDlFKlxCt0kFpRbuUxp0LNhVLqAD2jl/otaSj3Tu6FEckSUQBeKyZhzzDwO5h1KqWaogJcdRf26bkfEJxfsrmct0wHYLOBwrVeHMYVARE64CW60mAUNwY5JU304XCo6WEwYKI+li4dnmOeDfN5LFEAqRBfacgfCMW815XWap+UoCKg8W9G2RU9j4NjoTst3yWnjQRoGR9EExmNIjLUVCjJoIUSMKNHPPliFY5qe/zL9Y1DilFp/wrptuQ6Rt+iQOxEwxCHp5zHUA6VB3xP/krx+KjBk9NkuTfMhg+xeLpo4jb2ws/QTf0/CcNMysU82IIM5qkA5hoH6j55TUWDJIo30yWZ0ve0dcggb3h/IooGPiVNRLSOJe9TQUEpUEWnKK5B6Qc9D8WgNF9BhVvwA7eo6+BgS+yfljkyQ+k0aKHE9wwTXYjUUeGr7ig9lds19rBl6gMLREwnDnnR46CzLgBARqkE6pbYu260FrPaKw1YhOh7KpE9o3KsX8BXCh+pNRdJeKNPSPygPTmxwzHXc3OFkmmhGGJhMDAi9Banc8FtoZfReCfSM7TAGbuzujMSLe3Qbrjv9NSZrCe92BMnk+PdVd9XNJTSWGr/zkCFyQlc/fMcbxaYrP9ARj7xaRlyRoSb3qE6UbE2VS+DIYOtZJUj3SN+lwFiS/o/7q/ZXZA9n34zBkhDxtUs5quOi7cmhcxP+mxAZDjPy4FTBlqNexjeIvJgdow5w6ia+xpFx+YcZ+rP43wKECMOIbVd+1DzMTmCa260/mfdSPqC2px4cL7XCP1xyDC1+JNruRywIEfwhvjK5JQs+Z4HRRoqsFwFurtoIEFO1hHCFenNh5H38ZfDQOdnBKGi9CqykBRlcWir4rHS1THIek4u2VbO7Xb6qWnSPlMUzIqiCEbHPPtyKfkZeoJS0Sb9K12RwE71ntkhBYqEKEfUbFiyQce1twtckQvm6Tgo/jfTRvY56zod5lxyEkXSdkZdjQ7NA93nK/h78E7bQ46VvmDTa6QbS5f94KqoGxsdMS1AjsGn+cseD+d40ryJn3X8kAaYydY1zYGN88WIwOzVdjS2IAeSnUBFwXaMUS9FfcmDuwqNQz6/112HK1P8qidxHR2H8bLJGZrnDitghWcNNh+P1/6UfsU0f0OHsnmCTM+NfozUXenwUQ2giiwe3TRIw1Poh57esqBm1brKtS4nYPDH+Qr5ovWeddZ8XMhRFmR+18+fXW4v8b79e8jrPVJSWrcw7tg/sbbT7Y3Oht1+g+0l03f8gbeOL5kD3P4O3misobpJf25/RETInrpbbzgbtkZan6hzYcQ5Z8HblmaZTB+0v2F9x+176Hn2e9hmsnio2UZzzXHUy6yIWvs3nI3F/4NwtnwN/av9HbcXWvsfwDO2/3tEZJhqRQTYpSePizQgAcQ05XrfQ8+25YLzQvf/EgY7ewV/pxH1K71/AlZYP2NtoXtErprvwb9bOEg85aX7E8ZzksMtecsGzWjtGXpEVxhr2DssMmI4eSxnJ2pUNOj/Rtg7NhQFG+aB53iHLbDcKNsL71jL1Ne24xZrRUaLm7/DfksyX8Ph1D9B2+j8Z55tfkRwg27no1v9qD33iHb98HsBOu5kpeTyo8/H1vnhJT5QToVD06c+nfn5+ab5Hhuf2XT/XZvnduzB9+efNv27v/w0X6PZWZ8uzfDY5zsHSX4388q7eX344fH7D0VhaazTzwdt/WQt7foZt85++U7oL6+0vvPk77TdeV+czVTnFxZeaa3RloW2NIx/Yv4fdF/Z+xVrnZbp4fb2D9xf6Lf/EfOw/xn00j6DN/r7mlz4K9BZeabZEk4IdnoLJ8PavoA90/av2PaNvt/w/s7eYFtCtpi90fcEnPcOt7BttvY9dMEeRnwjIiXCMTrmbDHLaPxOT0O73yJ1krUF2h5R6H2P2jxtheUae8g6tq+wvVDatW8s9k/MN5p/y734CU+91MxhCfC9b9CJVL0LRvPfwD/lWX1htw3nlkC9z7TFWZ4c7yt9SQfEe4cGvcU5eGvBr9rlLeT5q4VOvYfOujxvsGx0Nno3bHmFy42+faNvTutPNJ5xe4vMPtsTtn+G/Ybvb/i+xrHSE9jejb7vP6DXcf0FJ4SMicMQJ6WpDGt92nw6PJiUhI75Lb32UjCXIHR/jWd6HmilHFYR0+yEiia1VGAVVZD3Rf/SqOKE4BJZFf/J/mZBT+MpFONMhxPvmhW4YawxN8h8XCMvdCccHWGkinNNFj8VWpineMZ0ENzqHS5lNed4hHvPCm/OgQ5OlSt/SadJKvtlYGAo3xkOLESr0LVDodtPEzSFsyv3eM3ZLqkd6I9CgqaRzy85HhliqbWPK9Iq+HxY++iaQs5DfKZyagqVF7JmpsfJaIJxVE4N1c0YjrTpYF21M2b0ThqB58OB7ilji2iPlBFSkO00r3KEtOP7dBCY0s/c/bT5yD6PJ+ipEJQHVGH+m6IIvH6fDSHGCEefXq19UAZov9cTpmdmpPzYQ5NyVHkghmE+yDzHX2kBZPSWUV8Cn1q3IaqnMd4pFMfffwxymudvVnByT5/GWs+o0bo/5tTLMaNxTMWSD1CISemrtYlPrJ6w/FjzcFZw5pB6n/5m0FbRQ86t9KHiO4OWit844371DwhE+TRnZbS0SYaPOayoGpvWEWemuUBi+/T3NBdKUaHIohp7n96n8eZ8ViSJfraaZ0s6NrNUQiSLxnwOPjA3nkZLm+hjPhW0Pj74ScqSXoYv1XFQ90PGqsB2oNh2jDXRxXO6EsshimYlj8i+X2N6Dtt23g+Tk6x4QiNqN4kvJqLMGXwLQ96Z4AlzX9Ix6drh1DOH5/PjfjBOGm4ro4aRjLP7dEeMzYHeY33cN1SbabDb0ANAURlyVhBGZMs6GsgcGo4Ma5bbuld/xuSp1oZSHDoh90c0oc3yJo2FDoVaNGS4U87jJQ+tDZOzPw3TIXu1J8lxhs4TVCCa/ZWUc7mvZr6Wn0/LlZQ/9oJPs67nhrnrLKd07/nv5OFl8BO9izcO6pQz0qpd6Ret7pAjUHt03Dszg0mHye8VmTFkko/2ECXM41FPJt4wGy01ezb49PFpzUIa5Q58tJ5GEToPT/oTn7fp/zXPp5RxNs9Tzu/RQTXzWPDz/ju8o0/3nhntj69K5VGRzOO9cvYe9Znc557fVxobAU7GOhZd1eNHOhz1kSSnBJaY9qY3FJE8ZKdNci2ZZjmgpGPOdDaNqQBa+efBcdWmOYibRoHmsQ8P7Roc6lfkXE7SsvbhSIM5tXW3VPOenPnwMsZ0kKM2MVx9n+s5AzrO231+36ST2fz53V7VmNp0v6UINR4M5nRp31l1/dChU9SUH96t79pJZgtIoDNhRp4eIkmLex4+GzR85p3nyycaEchHjthWPa19Mqc2uZuX6T2Hs8dExvXMSYfR8xIEdm5yyKAjzecn094eBv/B12dX45HHTU7fqa/H9mOtRldsTNvDfTgeG5+MdZhccw/eA8dUUI+v3v4ovhRWnqfcJrlmufU9neqRWvY9fnpPQ3qv4KYYQQ91VsVSpf+ZzvpRI8sElmuRWSKSYcgpaRhvFFgUA55wnnAVbK6C1AncMoCX6I8FUNAt+tcTIBRgOM+Uyo5Z5nnv6UgsZ/oeqYRdY25pU2nQGu5POC9xr5yTvMd6bp4sI/WqBF1aD4Na5D7fJxpIQE3J4u8pQ5+gXfOIlGd07wEUsJcYXxbcjgK4PZwEOuM6uKctJ78v2wtvxBn3FdUwC5q5RnHeyXHX6Vh/x/Y/k3f0dGp8Ba70HsZKuz2dZPjH15mT+N1f93zyCKuYnrvb/7/+3vvLZ6b78OvRUhL9fHuxMjs/8AvX+d6HwugvtvngumPzD3gOP/r83BjMut1fGvsvDeV/f7ytBbCxSa/1Dn2nFyA7AFBVG8463izPMQvWnbZHOraW9Vt6D6P6tkfqft8y1X1GFHV7IwBzLXigZ/rk9k44NBM40tNd7ES0QF+x/oL7he5XnBtmb6Hl5DnLeA3db9X5achHgzjz0Wgs6duO73umfPY9aNabw+pEKmQw8wQgNXxZaG2hLYZ7p/stbNLLP3Br2BrRDb50vDvLIqCLANwBsGndg8eypXy54iz0BB8G4FSg2zciFf4bTqP3/H5JW8qa/F2RgEvWRGufglcvaVO0d+KcEDZt50KcS9OZmzq0s+D9mprnDhss21umLU6dQmkOE2QdQSY/p8W/UBPiGkRYTggZSjJ/e0/jf3kHW+pSQQyBfnnH7IpbGuX9GecrrX0LIb5/AqnY1mFR2J0KnX0N5m3vscgudJMQdBaTmYsWOe+/I+FgLpQO6bgA/LfcaIlaytzMMva5h3fe+pXw8HwBvzIK0X7F/C0EIJdA9ixAjzAm+jXeMaOQiHzdPZHbZpFDOsAdHSHCijdbLmYiTaOmwjvYpxDYfg3h6u/gb4myiByQxhV8x/01xiPkkNaxvyehySieqHBPJ4pvtUlAhhQYzgvJlZWocn8D+54bfiBFD4Zve+ZnjghP44pViqtUYi0Q0H5yIBTS0aTQR+GwMDp2AlX5OcZQefYVkbNGGz6jrjznUQ6YcagaYwnaHjLU6BZIRhN6885AvkyTJmOgoxoBUbgMRjqbMSOHsD8XTRP98zjIlcFjKl6qFDEyxFReXBnT/DXnaCDb6wBPZxwQJ7SaJ3I2EUluG6POC9O5PQ8ZVVRYw8mQsj37dkivlc4yT7R3GbAnB1HuefcRejteqjkLJ9KhrsaDa+iBakNz3yaDyqxryRDsp/XN8ZfiumNEfYZKnp59rPQX8/rOaDQj51f7Mv91vW8c0CoSxxURMgk38RQ5KG2mowV8GfqQHI0kus5tsrvkMyK62ZFJOjyddEQH/3dzaJmL+bAmqWi4D1q0OKygdFyWh7iINYw9b3scSvIeV62ZgxKceymPAyNSx2LdHEZKqLXmNRSsvfaBp+Mj1iBDyiuKwoIXi2RynDHXE0r1g6tniHhbxr2h8K3piLhRBaHcWe0Jswstx9n7ju/pdC0aWav+eazplah5EIqf8LeeyGZXSqvWU+FJuZmOXbMdI9fIyXW6xBq0baI5y9SERksHeHdPHh1jay6emLzBWqBtct+YKbJPIfLB5xsbxi12sQWP7vkv9vQN/BVvLWWpdrkRRRhbRhNE7YRylDp4OgkuoeLhLdNW7VsiOAItFwOCZo2l1v8Jp9Pb99wTL5gbLetIRdvJe8zwFiNtKUY6G908UjtY5GZufKZ51IGyqokTBogIcb0xDZDdVoyO+auo58PLdLhHaaGg+NwcSXdAaZe0p7iVifal98nQ0gLRk5MVT6TjL0EcEYGTa+9wMOgZkz6QKKuS0UvJZR2gVaQ7IoOcVqCOHIdlRKNQ4YryVI5zpGPp9eLzcjTmjFYKnuQ5QKGCcx8pp/NwnYgCLWXkUjy6nHb4dBbKvhTbn50W4u8xrirIWbrQXJRZukWGcOP0qV3JqNIgJKLy8y4+WXW9+sTjxzN3YIRHV09AjL3HvGfNHZoiD1yN5V7PCMLkMXKGhv7yPmRlvWDw9IoiKV6/1tqH/NCTSi+yovo5I9+/MxcErllSylXWXKdoYzgbZ0egM9J5qpbOUrrSDAYJXTOdwEJ0S2bJuGlPY54QEtxQqiSTU7WE0JxKUos16RO170c0tcvYxhZPlkLpcU8tlfbOrM8rmmbQaqlmSrl5oDCQPun1Dmeg2icd02aX4DyG+0t8Y8yDMXbhNO6qpxV8ddiA2nSX57jWvF+RldKf+nEqKzpVES96v6K1xnqof/Ue1/wIApK8aoRf5nN7tVH6xbyuh75oPMVcagbHffpdOlCeQWziuZqygwNtdg5PkexjcfPM3RiRdtqXM4BhrNFoW8MJYxZYRfCMaJvUJ8u+MPEQbOr2vAf0tQYvSMIijjrdNM/dx1dv/yfQWPwzxorvmQbI3sNAlO8LA3qcuzthtItj5Ij4cyxTMXa8WxRstp3VbokfzBoP+/fgZ32BtuCXz9DWeM7B+lPwFG6R/9vB+4K3zxG5YddwQvg/4PYPaJ0eydqx9jvYTvOvwYsSmdvTptB6FKImU0WZ/Svmaf8K+4b7F5wLtv6BtTj3d3bwz7B/xpYlDGD+majtsGM9wDVugYTut0gp2duKmdEuT0H/7wGAbEtUcu1rD6Ne/xKRq+1PsFfgn7j/gdt/g8u/DbnbI0rX/AWzv+Ms7Kzgb+D/ifk7y/6v6IP/lt//ScjQtB1Y5kFf/iBgn6+Yx1nAzLD+36H/DV+ueLvEmOwfNH+n9X8lcjqLVC//wnlh6080u2C3L4MGP7hGJFvuvju7wKNr5pdWzqvBFf20TfxwhHoMeJx/+oOfNrV53IPHdrxuHx9PfzxEC57e+2NE4YPro/H8hWdt4jX6PMdxBOXN73iwVgd97AfXYU4+6NPdM/rqvD7SMX78SoClXXD2xLM5vm+wbfTlOfS3/Z3WNzLTD32Jfdl9YffGshnt/QtthXYJ8Pa2r2z9jfctUgGt+zdsMVoECrCz4d2wLcFcPesMt8iSUbG42zO2N1gcWsf7E71/oqO6hH/Q7D2O4+lgNP6JL44vcTb1Hk5Q20IW2ZIpdy0BgC32+76+023H3x12h2sAsEMv3rDeaXvUPbD1CWtxnt/3Db+94e0rdv2fYAtcnnFb6fYCng6IHqmXKOAZXPawT3d7xZedzoXuK5uv7P0CtuGL0jl9xduN3l5xnujbp0w21FJfC3tvpPi9YE+/Jw+P+r52fS+ntPtb6Dx9ZedT2Of7O81eiRTGDv1C71/wvuIOy+2N9e2PGEOLGjh+idR4S6qw29WP+M4Prr/ghGipM4jSkwmnMc7JSAELJPAwEjMONEYhkKR4R2upvFgS/nRgPByWZfwjc1TfKdlOpbUoo+Y6bcz83saGlJHU69C1MMJkZ8ZyVCyN7f/X3rctR5Lb2i6QWSWpL2OP7fn/rztxYsfZ3jPunm5JVZnEeQAWCGZWST32njciQi11VSYvIAmAuLqA6Bdc9ZQeoLjWLwxx4RZ4/1SW+iUnUpjwImJ47LUIXMGnFSzabQJb7W3qBfSwHAQ0KsWUXhWv3hcve7y0ET+GB+YppnKqC5GcYQo7dryFtw0NGOJePYwyaa68CmH0PZD4pa6ct/7i9hVg8rT2pRYKmWm/xTpwz/g6xIWQAi7XwZ8Rvj9eiGJ39H86Y8oCsuPKpkxPp8xYNfrQUJByjm8xZY8SGaIqBP2yy4v57gaSzt/AKPfKenoBcv5u7Bg9WHfzoLdOv8H27xWgj79GlIMp62Q4Awzn75f9EKAiSoJts68y9oXxEvxmqHVMme3mi1KfaxbieCEbL8n0qDvulb7Xxj77OXP6yPQecTnPP7cEibzP/JxyCvlMBw3Vvs6DwOJtRL/2/37MmKbG12koCp9xB9Aw1T3wxvGOwcMJV0NKhZQYRekNy5QEac/Glt2tw7COnC/pM9Fon3cPOCoA6MOf50e8su/N9m3wA/GhvrHPOGNZ0p5MmAilnyvh4F764PxbXEroSavi/Cpqb+QZ0svfBSeeL9VANdX0rLFgWymfaYmlEdEgMYCl8jCvVdIdvuPefr6fxA2zgyEaCvVzXZLXsLhiLBTH6Kpw586HkzWIAUzpRBqQ9m/fw+hjUfeYLk7fPD9xC5rDc2O+QP3kF5gxwvYJ0yEQqypeuFsBNHGZCOhRPqbMjNQQKTLFvCnVnzfcWmoK85JkwVqbcoqyegc65jIR2tH8WHcg9nU6OyLSP4sn+/uD5ysyTjQ9n8abu85e5yRTBxqV+lBGCO74UTx+2Cn9t/rc2MfhkpnPe/7hPmfU5T3Q41D2kw7P477/35LaI4DT1yOUwAO/SvQR+WP1IY3r14fTI+qOK8UIHg73vf2W0lym6YYhfY8Hzlv6HKLzlv+T3qFXdBi3yLvSOkX7t/igvdPpt6bzmXAGTyHjtEFuyT77fZMXnuub91HcjXKRXcQ6HNq6sYfDaDfQXXsneMuwxK2/TQeWvUcsUYsuR480I3tZyzj2AUibeL/hjnRDhvAeAESNPk8bi1ttvrndSGe4Lh2nexrV971020nMuLckAHKtjXgv8EVaUdLfeTzSl3H4rhs+h72T0ikZTUkGjHiWBJGv3t4X4/7x5+6Rd9CLcXdOE1W37vNKy9hFMFg/K8M4Msju9453DE5eeXH6ee7rmuVuCTqeRa9xDyiGuw5nc4hAe5+PSqPzySuyPKN4AVMaM5IScobW2p0x1ZXoWiNiItMzreaQo25ghqezFO8D+gi06qLehgJPCyQWWSBqNQ6s7yvMiGbpObW5A1r1IvOiNj7XIWhxg5tHY5BXdKPlBRDz5A0ZTZp9rg3QSxjjTKbc3Jt2hW4NghVoFzunzfUm8orhPulyvrbvvmarz6+YI50fwUjNFXj29NC6QdsLArlFHVcKbdTXeJ0K8YhYOui1C9TTEkdabACR/k9NIaq4wLyhT0GDGbliiLU+lOvNlH/qzo5ierJwEDocznuwP9f/CeQzu//c+tEbT8l7Y9D89Ft932A6d79Pbb5/PO8N6uYn7xmADu8KaYZzCgVu6mhys4MA+FZ/uvs6yxZvjOmHv5Mfw598tzO6XWH6F7tjoj5BWcMAF2htEKYN1g2yFtStoDS/64lCq6KpoG1invqbRXuXUuwesbl+wdP0orgM2ixKQN3wodXvsNsahl6FGs0qCtULml7M8He1O2RxZzaLFIAr04tFLukZghME1dUZjJoVz8TcUPRqEQe6mjHZnYWsDQH0DHvYUtr1rNXFHOkoZ0oD2gUKhVRPGVfU27K0sPaupX0yX/MH15MLzMH/GZZ2nDIb9RMWYSWyQKC85ttct4thyTMCSGud7iu67lgf0fWfm7O0AuDRae/VnbweLPJDxINEBXpy528xXLJ2mKhCi0IWOm+/DT9shIhBr259r57zXt3bdz07kT1BZHEEr47wNRF8CjFeswEKyJPLdBQYLsZbXIEe3iHiaQyapeQRemmzYLU2WG2I5mMpgH6A5YFlvvRnSCmWt7b5YYNACj1yLdTP3O2cMDAlSHite50DeYVFH6xOlxQWhWFKJNEna6u82rilmeec1xgQepQ0z2Eu7pFUfUH1yTb5xpCZlENcbINIWUNYsagGChEboGdo875EATwD8tVwJZ8APQH6yTZ7e7H3Kj3GGNpptSEUj1AsELmCqZCEhbal2TibOuG62Phqc8vjycfzHQKF1ud3yb8kAc9waISHIT/0ClcK2ZFyyNaBFwrQmxvN1kvE9qGqC20CGot6/uar8wArThWebeqefSEs+5iyUcFl4yhQjQJ6kZnTsn+uZ382eQwBtmfFC5/vLgX5z87vKSgyNRfTpCiYDsy8q9HHGQIWvawkzUEQrqYwwVQlRY+YK28SUAuYJiSMgzBhy95toDc1B2/LQc/epPxEcUF1BYuZ2f5ieobsRelejFph+eOJQxOADe/dO/DN/VY4KgqF7kkbbXav3O6hxncogDabt8I9T+jZ5rjle5Q1wqvrYmdC+37vRsx0KeOZ45L3jWZCrZnB4/z3OhUNQhds2DposzZlGCOi/yGHbvQHqFx9bTy3M6r/9gsHBJZfHvF+CHqhTGpxfF3isB8vnNw9MdW3arOLkVyNp4hASkUUjc6RDKAxwL2ylTuOxiynt5LSqfjnqhX0BBRcffjmmStA9xbMtTJQAK+1QGWLxHl+A8qDnVL3FDanbDOCmmduRaEivVi6Fm0bSnmFedw9QvEElQVaThA0VHqp8pIosGiG8gJAUNzDtvn+2hJuRCwiRRRowr3k/LKJ8aKiQLUQTynitgy/sDkdsJPWYOkVG4p6lENhdOLZEWACHDm4NI+2EObDJ1+1XKAiFcXXuAiwisJFS0QKK1cqq1qUCSOVtDJdQHXhlGd5cfK7WeSGbpBiXvMqKxoKVvKS0jzOjuHAFU0WbPjZhcOLr7tHY7iRiQmc1raAhhGjZxdTIDSF6BWWa3gJ0WgTxSYNVQWnjZfdCuBquBGB1c1woTyMtbfBR42gVU5ENKKQNO1Zpx+kNVDkGkMShoLaHwfTqbAf9inohbOzYlqhYoabyHyuts8sisTbohdOGGq9P1ceCehV6hF/6gXuIrTN+4ywAwrvvnf4uWhcLjVWjehwD6rBcSEpYPfe0fF2XJUQ9AzEFUJOMUJUYJE7nvoCeT06rwnvcqb+8FQZvXPOm+9zLC2eE5+DGS65UmryoQY6MAwPGr9/zOjlKTsybsIAwd8JXU4LQo4jHVVYzloBonB9yatjPJIGWYMt9vdg0EkODSb/ulQQ2sDW++xMFiGb6QbeV4Tnx/d+X9nkBAD0NS+Jl6WobbsI05hAnsd93iPu+v5hBJKdK7hhsjtmdIU5zy6HI3BPPqG3uaVyOdaMMBoY9yrOn+dMkM7nTo4ItHmEOnXuvp4qV/MIHuSlMxilENKhjnh4G/IYSXO6Ma87LPTIjR4J6e0rv4fThFSPgX3w8p+37s5pR7z9rj/X/rUgrT2L6fp841+PUk4ppJj6rxviZff8FjTVDCt8l0Y99u1/KP+7uaGfzzhe8pjo+EVla0SP2bx7hDHnSfrT+twDPckxJLwGstHC8S6Mzt7iGfu214iIPtAAOTn9sCY6z2I0OiPCfU/Feef+0uR7FULqXViuj4Bs0OVXaNnQ2mcoFhT9CotadB2F/ALIZ2i5QmWDbA2yXQE9W5SBdJ5i27CilUdYKWSrJSD6FZb+eIHiBNW/Alog168QuaLWb4Cs5uMnj8D2aNEHeIWUq8mHqJbTHFeILMDDT3beNqu91cqDeRUXjxy4PkO0eToTgS5nmAPLF8Pr9mQRL6VCqgDtK4oqrPbB6nxF0Mormii0KXRVFH1GiVqXAsUK1e+271z30nSB6IqG/4FlGFCgFKD+DJQTpBifku2br53RKK1nU5Jer9DrrwDOpmwsxi+0rWjNcCX11a7YJ5MRWzXdhK6/m3xYnLZ6rnTV55CvFB70AoGlz2Q6pRdEMWt5heKLGZraAugJlq1CYIq8Xhd11W/v7rnhfGQrW2b7sYvsiyPFlL7P/K/ujLN/jtx+7ygmw7+7QUbL41gOD0Ufw393ozv+/Ueh09TbhoZMQ3MPemt2GOYmveXxWco2/X964/V4RHdf3Z1mpsl7uUvGzw5i2X42P4BL+S9AgfKi0AZsWCzK5/R3oDwB6z/t3J6/o52u0OsVWK+oz2eU5zPkdEJ5OGGrivWhYbs0rK8bdDsB159QquD0uEBU0C7Gp8vJ0hXJ6TvM6HoGWoWe/2ZnW15N79j+Cavj+xENj9DTA3Q5o61fsK2/oawPOL08WXTDckYrz7gsv0JV0NoJog+o7SMEj1jwyZTq2zMUDdcL0FSxPazQpUHqN4hcgFWhV1gUVlWvBXyC6gmqZ0hrkNbQdEXZXtFqhS4fAH1Fw4vR79fvEDmjLB8hpUBOxrta+2p0YbtAWsN1dX12/QSUM2T9CrTvKPjdaNTpE3D6YEW2N0uBV8uz06MPKFtDfRE0rNj0C5oAa32ESENtF7tfi8nHm5xMd7D9Ddg2lOULpFwskclSoe1vUC2o+gppVwAWLS5FUBaF1Ip2Njpb2gfDZSs+lqvdpU+viIxDb8CPR0IEuDemwJn8gihuNhSsFDCva/dyYH5gKjT9EOWUNMiXFB4yeoPaZxIXYC8OS6GIBzWKevb2ugCTre68xPrYBH7xpZCPfo8R82YUXX2CLFps0QQ2jhbysIRETiWmdwvHG11xQtAz4chkyNHT0YS6BuZF1Hyh04Io4I0CFoiygoIKGm76ezWNq6X3fAziCjbZU0mCr1PMT8fPITClsBkjuvdR6Yo8vvoWRK2HHSGlkB1edn232W/3Gta+W/q3niOZFwBhiocdw915P9Kjt0vV5DS3mEISyrVfGQ6iwd7TZ5hmxnFmMqnv9F1/VfuSxD7KKoM87h1nZP0QOwQur+8vgvkd9bPeLxvd0BBm4bHfA0NV9Isd97AbknJu6KTEj3fga5siPboIkXF9i3nfg5bEi/07PNj7fZAiMHKURh6K7nA97K+MF/T1248/X2j3oOpRQHyGtIGXcr5/PEuh/GFXMZydIMgUDuEKn94LGl3Ay/7+QnuUytJZUdiapui5UVJjG1R2Wvs6fM/9yDOf+0owRAb5Po1UK7qbE2kaQCODvU9Dw5jehDTxHZNXfzhoqNMX8tX4vBx/ePES97DiWsUxJM3y0yA0sFq/Sq/UnLLK189G3Y1q9pwZ80gLqLgbozgSjuDhpjHVssM5Bj5g3wT16utAxbOOETU0rllhy+YGNE9Bk1K3dU/btM8CN8bz6PUWVDTLJQo3JvK9REfFiucKFveSvjiXKKkdzoz7JdOMJcam/r1Qke5REl39Tn6SDQjEEcyQ/ob3PHu5S4t3JCEgfR5Rj8OXu+ZIu4enugf90LQrwPuqjwOQYb3SOQ/l4RiTRh7fjbft9pyivz1P7X29+SyAse5C8s0N2sG1Ht/K7SiOOOFT9z/PbewcF/ZD9udEOk66/o5n68Y+cPrQP5dd3xnPb8GtvZb5t+6eZtuaPjG6LE4nNWhIxn8GnpMd/rOiNH4aoLK7Zux5GkCDyHF/3P67S3nuUHBLPhzYot8NJM++40oCN3nH7Hhb8D7K3jnFn/TVylFGAAZZRfY4vaVgATR4YJ43eZcrfLOcFpNK+2GItMzNj2dkmOObQJp+/KxTEk2fI858/y7v7xt9cq0Eu73r96r987e8/+iEMpyF8c/eF3GXecZ4poZ5Sf+8N3Ifb31J5Pjh4WjL4V8Iuu1z304yZh57TeOl4YR8NVCf+fbwBRit1D/mOetN9zOoh5+sXiXKMif5IShnmHNUge0Jz48ejoq8m5iHaOdQrN1k+gIztCbnAYE5WgQyCrQ9gOlB7T7v6R4j+4L1KVuDucC64jxwQ7xZWmUpAkv9zMiCCklFrWl8sxXheJkK0TMp0KDDfcnUnK0AOEM83Z2AjmukO5TNTL4JeTMMr0nnQCcHGkxNMwaJOg+bGTUjSuMRogsihbQXhQb8niDu5SvN63W604vzO3U8qpqXswgiQsLm0ulFzFse7KcJrFYpYLnsL7A6o8Ucm7SgNXd0bYyu9RSaYWh7C97gtYojLU0tSvqkxxLfo7P7HnO8+nD6Uzv7Hv8o7Md+iy/kLu6d1XFOe+liP3Icvr8/olvtHz+m7HHz5UPLsWwDb/yjMAgv7/b5o9DU6Io5uDmvLj19pdCZkbKGnixyAQtKKYh7igqwCcTvb1IKpFaUkqK9FUCcxS7/WN2WkzsJl+4YUIoZJWWD4tVoWC1uNC2WqkkLtFmEQlOB6tXVrBYFIVhQEm1sTE/sUVe8c2rz2jzuOCA0XtP5URcAZzM6b+b83aA2XqZwxRndaXlx2ggwqwGjOiylLUAn16K1Rx2IYaSIQmVzHpBk2M3LAKBCN0Vrz1BcgFIhpaDUB0AWv4dtgL46NeC4PCLMGaLV37CoMNZWFs/EI16zol87mLWDehSTJbX6fvkBf0zgj0RCuCAm7tUv4l75+GTfywWoFyi9oBs9dUYvKtUVaK/GAEMYsIJIWswzg8WuxKMRRMyzXt37VvFofXsOdWUe8mUDioX6GQn1/K/u3QY1hqm6QVaz7jSxcRrDrJCNtQE+2jykmTdqGBN+B9RydttGevRF9kJNGy/FXtQJV0C/+99PYA4tYEPBi23KSNt0dpz5f5GYm/rGEYEVm/L84R6yYymvFiieXOdjBEDlK8ygQW+zz2DIIAQW+aDVrViwOhxlDWFZ1orI6QsAZYNS4HFlkq3hCsiLERD9BcAzBL/62hbX5XjIZ3nf48QOsBr+0MJTvOPq1QTAYMIuuOhqhiKk8F2ht/Yruje7dqeYYsKghEKCgqTtEah7xkdKEaY4ycI+hTj3XIqaIbwMpVyuqi6wpNeTgiXGMHju0KDQT3bXmdLz15TkJNqQsxHU/aWfhVJZX0DtPHWFpQtsFOC1eHSERyAJ508Dlvi7LKoGMId5V9pk3CbDHMyoJ0IBmzg+gxeNSLmgfP4VFm3lKcXEc9nzAqRL9JjX8y4oXMnKMbghLxSVjgdhUXc/E8Iia31u2l6cbpx644AxZ8VROT/UEJD0S505Ec/GkE3BT3pse0momC3w8+Y0bSO+nNGwcfUUCDmCB2ynC21d0UyDkO9HjsEFE+gGtAvCcCRcQ0X3JOZOZX80JLtQoxeoNvcUqs4Ys5en5zMUMWEkzpHCwrsVrJcRqRS8oGS/rNO46zS2vYAXor1BXOBe61gtmkxPSe5rsVfQ1M+hHUYt3A/3Qb0mUNCi5liR5sPw81YWRJ5lFLvoyeL0n+eDXk3cg7aOVgyvoMknKFgTgXNSO0N+ibat5IKePMM87k24UWG4pdF91QrVk12gG2MZXmHeemcLv9Wzf06ng3R+FeadpgW1bG48Y0Fu47MFDcUjnVTMJ1+w2BhwhWJFxQVNCjZ5QFHFSTs/NzL6aqjFhuH6KKu3b2HxVzz4O98AbSgiqLDaS6Vt0NKcx1VYJOAKK854hrSPAFZs+j3WU9Ag7dlm5LVZxOmzlgerXaGf/XSt/nMB2nfzMnHF8UbvU4X3uQYuDI2bjVE/vHvVkKE2E4K3dwHRz3vsDT+nqmHs60KrpDZo0AGYsz6UOqFgcUGbyseB/pGeaPz0bxPdjgLubrxiMbSYz94I43V42F8oZ+iF7efOlQ5ajB+NqkyXosWKbJog7oYmRgaGAsNRqQphHSZPVyeSUglS2eLCOmU9ysaDwluOkQ9dWbMvRl4TzhL10dy/Og/aghZ3xwNyMHraM3Ko82+9i+sbEM7p5C9ee4eGzTD2cb5LmoP9K65QMjm7pjZc0ef7iw49NGwNUYsAWNMDjLrODjusUwXuSxrRvR25hkxhfHvpbZD/An1Ph6HW+V+KXuwmzJpkR087J5Q1SvRBOU/KFT3ag2vW+4r5NpuHck1duWdRDQ2IuxMv1kyJYjXlQiZTO4UWVcbzx0VdbI81TXhzPIbtx9rhOQgFp3IfnwG99jsAC85GSsS0L3jh74TqAKHIDSNVetbfFcAUlH4nGkFJZP3/SQlOvhV7ioYI8bOfo6Qs6s/kDyouKOPxHHCPcd8hFKJ9wBp/mXx59tFQ6ON46TTAw1a6TJjuHYHHoPdZGRyDSDjPGHS+ScP+sEb+vfTn7PMka0eTzY+Y06fBAFGD8xswOoOKa8p6HoUURq4aa3bbQL45veu0IvOEMXqKOHo7ohAA2vIJkBUN3wBcIGqyXCkfTDZrz9C2oZYnCB6hm989tbnscoLiA0RXy32OhlK8jgP8DtUAtBNw/QWAoiwuJ8h/Q3HF5pFjsj1AUFB1g+A7LINEgcIiICxLhaXTELlA8ROa/IxgKeWCUr7CUoo8QlC97tgGwVcAFU3/Yjyumuwl5QXQV6B9ALBgO71AyxVl+zukfUJpT5D2COg/IfJPFHkEyiMUJjcaHX5G7D8BUF2+F7+btE++jCfY3f2D4eZKef9qtKm6bmn7K7A9oLQXK3JLh6xitY60XoD6YrqL6tJVu/pxMkOBbp9AxxJIAc68134GICjrFdJa0HbFz4B8BtpvwPoviL5A8QqRn4HyC9B4LbliwxczAEVtqy8QqajymOjOHbhP+jDIcDeaGcW7RA9uvnRrHMnBbmgxLkLp7NHh7fZzA43gusdQJD16axyJPg+Rn/txHyQgMAo47jiBixt9DNDH3GNA7uEtj0nvd7EfKR8kDnR8YsfNcFwjynX3pvHezeAI6+Z60PoBkBP0ZOdI2wpRi8YXXO08twW6Vui1WsDSI6DyO5r8Dl1P0O9PKFLwsLgR8eEjoA2bstaAKffPLk+tAqg6zcEDZDOjbDmJRd+XB+gCbHhGw3eUuqFU4y21foS0E9rLGdAnoH3GhoZ1+wWhnwCwUEenK1QEazVaup4t4kmLGzovG6x4/QtQrpD2CGlnlM30ZipnKD4D6+9o7RlSV0i9AnhEwU8QPGJRAFgtGg4LVjxBsWFtXwC5QOuriW7yBGBB0ydAzzi1giqwnyqoXkttw4pNv8Evp5DtDHn9BxoWbDgDuGDV/wtZCsr5I6SesZz/agv7+gLoFdp+BXRF8ULUTRYz0hZAy4ITnlFwwdoqtlaAdoJsC4oqSgE2bSbFi5huoClwtdqIogWoC9rpo23r13LQPd6CPxAJQe9Iet3ChTr/WijYMs2KCdaUi0gM7Dsn8CrpHPlFgsqQ8ALJCkQKDqwh0XaHjgrOLKAnQuhMzs6+e+4iC4gSj3ZhzonDLe9xsOggiZAL29j/7PoJYdLGJ54awoBCeCLlkj/nxZ/z5LPS55gF0VzoTASsBUGlwqFGA+tUkPAKhcYVkftQAahFl9xy+ul99cuYghE0ii4IvwW6+yHwtsPPua6ZGRDnWThO/TEEN9Y7MQCGuMcYkod2XHT8UjJ4TrOtLswfgWufPjnynr7ecV4wMt8bvIfPjs7u7+A4uNwe1/kM5X3F8zjiV4YGeeaTsHGz490aDmtHgSP9SVTwfIUCp899FHT2/d0HDQGA+57nJnk/qw1i8ElUQGkNBr9La4b8sv+OSKAbY5aOg/FiOral+88DZfms7DeI7H7vgbRYxmdzbo5Y9zT+GEb+PO//JErFPk5T26U0iH0mxY0tOy/ycKFwnpHb2kPeggp07/hyJOW7/a6yw+9+uQ44Snh/RwKl4jby7EN3eCEv8X3o+Ld9mjzflYZWXqY37KN4ZLhIpP0r9q7E3t+/1zkLC+BGceGI4OtIsbe3hG+uo43LWut0PwL5UofWrC0aZYfwWtR0vsQukuK47FSo87/w4Y5x9jQyNt0WtJ5KEPIEdcMmlUr2ble+2r7sfFiUabxowPLxCmfAcH4quhnhZTlGuTYhDyFMZdaGuRLFiphSr/nq/YBS+LDZBfnKGGN1fran6gNNvtnmfufcGEGQ9EQ3ZN8u57drk3w2DJay6/3mW+mre/yYl1OOZfxu5If+DI0OOzJ2nwDl/97BDc8h+wtmt+so8CN93Hyuv3DsIMa9HZanc99bPDOdmGj6HZkCQFcoj+Pu/6Z55hREtxvb8ZpMZ5H4aVIocs2G9C3pO7YTXttZoEq/B16eedAdpwaypj3fDcNGVxiPY03qjWGr5j14QzYCUl/Zs9+MHJ123pap7P/Er8bgI3p4ty5RqDhwvvNaz7hEjpbbKaa5H9PYx32eeMc9XB+ARjK2kPcsx7Ub4n4v7WbLORwjYzl2wZHvy/BYp12ZH97q685I6Ii0n8/Q59Bheu6wSdD3/6Gj1P8tnvID5/4wnvy/vo7qBtb+5S3avdvvw+/8c4s+7Dd5QlxWRAqN2bndd6CuZtAaohnyfdGNUWq6EKEhNXuLDsNs7rBVYA6LijCa0BufDpvqRgqhAZbpgktMmQYws7fQsMg7PuKsmwKQxsni54U6HKZvNQOOQNwJjZEJRAaliApLJ3mChkHZUrV2p7Ji81F0fNGBS2hg9nHAPGkzRRsiucTSksYdVE0BZjoGpvhW50OLj5eOCC4/MGuFWtu2Zu7ZTT3OQH/S/tECyGbOtHiFFce2tNwAzIDkTqPqKcJVC7C5fCqGgx5V/u9C2ufx5x0ZYHjnvc/vnJ132zowl93/vb185A7z3ydQ2mWR6B54N8f23uz3IMNfx7ZuQ5/XgYTh9qzfbGpo6PjV7Zb/k31zH8SdtoufY2X6dTfcslaBaoFuxWvkFE/5bE4sqhbpI61CyoLiztziNWzMaTzJAGppIUvU80OckTAOq0Wfm/N1NUfj1iDbBjqaq5ywlZM7xBaoNpSWDVMW4WG/fU4CpxuWhl6YirvR8eUELQJp5gSKstl519VlNU8HrvD3q9Mj05PDo6wsBaMbv53tUB9hx7ZYJIkKinjtMVF3rmFpASdrzemKO0b1FLaS1snusEzRbaIInab6GZPaIEWgZen8Rj3FYyOto6OS31G3ApSGUswBM+rYhnzsbOx/OxLCrPYKLTrwg1BYVmMM0lhsyDwp7W7LAytAXYD6ZFEOmyta3FOi4GzI3Mz7Q5sasa/0sj7bYnraGC3cXupesPTwd6G/NWcMC1TMm9Ws0c3Hxw2ScFjFvtcXm2RjfngTKMKLjsoUvRjjU7fAATvCaiFAGt7iAvNCNS8FOzw0ZrD2g+fjhue3rsDoUe7FUig3NQC6mCeBZA8y9LEKDG/ywednuBdZ/Z2Tj/Fs20JpWrEDK/Ld+tUz1FNwKdxjV5rjtc9DitrhxIZWXmxjyxWCCpFP6JfGe+DCBIUQV35LeNFRODBikT2su7dCgXmvM+qASiV1GYVeyxRm+kXM+mAeaxYhO4Mpi8JDXpsdUnpnY3U5L6RC0FNvCHKPouK+f+O0UkHqKcgGZXX6m4I0kge7fx3pyVyJJrsLek9twDFyv/TLgPF69xIZvFfdkzTwwLmq43yJVTOZl4OiMYx4qjEea5lrRg+nFNaXLh1B9CUpbniZ4NmOkGEY7odogxsQNQR8b4hdBLS4N6vvEW09+qWvJT3rk6JKOFZS4rSEkQbH582xFQ+ziwsVQxFtDMa0XPGpCS/iTEDUL9ekhfSmbOms5TPXuUNXtsIMzPE88UhDXIF5J23BQM2beAHw6M/YPGzZ6c2mHm2UDHoR3sjom8XaLQVSPNIEgJTNL30StEZ1c1q6QLShR0ehtw2SaHW8W7SFoZ6XH6f/VIRxv4dhycPGRS06LC4QGtE54hoNDe/WC94D2eyyEmmIvKBhcc/hpotFG+DF6F0oys9QeYSqoiijY06+mgrzhHvx8Szedk14b76PxAp3Ae5Fp5bXF4qCBaxBYLvtioYLxPsqqij66p4sViR5Kw+2L2H5KRecgj8awl+cv9qluZQKFfdSS56gunlYqlhOccHVeSSMj0tDE0VBQxUPyVdezh9hdQbsXBSPpCsscC3fbf74CIVFLopulpWg2H5uUqB6dr5bUarXGHCBMs68Csz48TtEr6jNcxQXkylYR8Ockxu0PEMBbGIeMRWfUFhTRdD5khZIW1Cx+rwXmABa0fAIq/3hOafDa5P1Gt7Ybxj8wdDikk2+sabzTVqLoGM9ys+jswa6jfSOgCKluEzXqQzfoQF/6fMW7t8WM7HWqlMxo3cSBkk3UHIMLgRLnHvpjdDDO2EjaAIVhKQlwd/sO2Whcirw4WnQNLWTlWsAehQe6XvihtIjnroMad6+3aiVx8Ah7xSxygKaEn1lpV6sDmkVaV0UF+dzzlvSbSEKyIvnWQcVXs3b+IErg3oUq1CO7YZU4pZr0KNV+Z3LYRy/5HeAcDRyz3ZQxnF5whR6Cug1bWWTcShD2rw90iAGbf+PGmfoqf8Y1UKe1Hc+51BiqQzVtobj2eA4Ja0TZXUaleF3Ja4gZRn0MaRUbgMPj4jBC8IQ67TFiikaDiXs71Taq3nxRlOMZHQlWsxWwBphVtTVZF1EWzL8bfO4IKJnQ24kTk8+C+LKlZ0RxeiRw9LS2G6AkP6NMktEdQW+3bDtBvXwkg+ZK98DKL9xWShnk0ZSZmnoUZE0+uS4Oy6T3wG8NVtop79x9tTxRp7gpknZGw59bZVr0NeHIhdVwxLzFoRhaqBHZcA5R05sHBSwAz6IIUlvUtE+4i/qo8VYOn3q0SKSWjyuRd979tnIl8kXgJ5OMkf62l5iTCXxzQgW6Cn1+Tbo6b+NT798tAjW9QusUOtqHrPwRWjfgPYce0e3K7TZMygXc5PXDZBXNP0C0xMkx6eyQR9fIFgg7R8QPUEu/4DgFXL6P9YGPLVS+4ymJ1i9R4tUsBqTXoeynSDb2dah/g60K7A9Q/ERuv0CkSukfoHoK1QtSkGrKa/K9i8XEYxHbifXu4jJDbVZYdOmH6F4AkoxvikPQPuL3yEXoIrXkGjA9mrnXz8AcoaUz74mz7CC1oBF7Fk9M7Sz71OLHND6BSJfoOujRSlv1XKk1/+B1P9Ki/UE6GejEfJk84DdH9pmBbWlvdr+X4y26vYXoFXoavyryP+D4BUqD6YvuJ5Mb9V+A8o/AXyD1mdAzlA9A+0B0A8QeYXgBSLP0Pabre9WgFIgixkxVL8dztYBOrNG/JHpQbZ6pz/j9f7W0Nf46P58+5shf/DzfNazQ95xDr19frdzXtsN8CjByo2/klwzNDO2OTh0cMTav+lOJcBtI9CItU7xuowVmLjjQKH7v6IbInPf777P/de6+3r/nLzx3a6NN+Ds51n0wfjD8jsUF7Sl2n3t2iBbBa6PQFuwtA0FDXLeoOcLtus3rJd/QfSMsr2inB5Rqth9q32FthPW7S/QtqC1s1E7N3QsXu9LiteDYbaZ7cV0AFgg8oSyKspWPJnLC/T0V+D0MzYUXE7VpdoLin7H+fIrtBS00wNQTriWRxfJVpiu7gLRFVX+BeOrf4fg7LV+nrCdFboAZduspk39DShfIZcFeP1s5337hCIvKPoN2DY0vQDlFajfARTI9QlmhGgo0rA2k0HbZrLuqZ5QlhPqCYZLfAXwirUuuNQTqv4E0Q+mfl0Vqhe09grFCpSLZRaoAPSE0v4CVMVWTFe9XT9Yv+2r8+YPoAuaCFAfL7B79RkNJ7R2gbYVer1A1g2QAl2MPxYt0LXautULyvnFojCK1whtVt/LbFBqtSveo2/4Q5EQGj872jR8h+FyzJQbvHDxxX55SB+OP+qCk957xkiKXRr4UfL+ISGip8/QDgX6LHjsiUXLNMfPb555H8dgmc39MPxzf7nP3kcHzsHLBMbvnMaM49i9NtC1LJhlqu0XUS0hII3zlvwfisbo4dqZ6cnYNOce7lz8PxXQrhA9eEDeghb9j5PUw6fjOsgbP+jPSf58X4juwPYwRkOkduLxkfHdbuvGx3z3vbClA+PNS8Yx6ji+eGr/Mv/fxQlvIKGK3+2lhH7JuDWwCCLkPh2Ukf2vu6GbgY/+5BH2n/Ey4eMS3T323l7r+OiC0x2BLf/nSAjf74o4PrrSRr93g4QC1bc63vUx/MgOFzf26EEgewvvqY0459nj/o027h2T+F7it5GRO7Qi1kHeR8fwUv69PxudJlj9n0xDjQ52q/+tPskf32O8+xOw5wV7Ppff7Ao0+0DiV/ak389nz7vzmks2vKb3gtcMSlDfo37Ge/SAKeYzLY3tlBSIvCBI7MkdDxn4lGCIchsiz3yU3va4T/LfxGtXRvdEN63jMl4VsFCq5fekMQ+drsSAPRICe2VNpqv+I8koOIxRAn/cy/zEPGE4Xp4xw4d05P8h0OHvwccMnW7v91Ge85H82d9dwWQPdUo60rscQeM7PhtE4sPdAAYX81s0LI9zD2ld7jTD5CD9eb3x/v1zPZyrwzt9bTtv7YPoUSlU1uWTvx/Hfp/7Xkk87Mdxc4/Gd5qh0f5done/n8P55xxuPX6H1+955UArj2/1x/fCkt5HSzTSz/SokEw4GSJS9zjR8b83J5PXrh0fPKBh98GNszGuz+634j6dcGSNdUAQhnVox/GtOeTi9fn94+THNYtnBnp+cyWB4Vzem8T+963n3/o+nRvNz77V56255vvn+PhxS74hBN2ifwccp2Ef9vqtprMMcOusyfCZLU3CyWFSI5Ua9tvNcf8oZEPEfp87H5Q8wfdpc7RzkI96T/H9u8OjfsMN+RG1yuLXXOzM632t9xGkvinMAOcG74gWVXfc8YwRamlEVBejO7IFphoNY3SSCYNkH0MYOqX5HDxloVb/f5aTMtqYqphGacr53clRwKwXme4LEI5l0j/a6T1yCjqEbNv5z/jjay8NGs6TNeHVHA47uzgDrrzMTo8KWGSCpnjQweHCHXc84rRHhvT3LV/8FSqWIaJzSk9LAu41xxW9i4fIKeL9D8B7W/QOG7313VuP/udwT154Sz658cpN0vaDbdxp8u0n/ki772Pw3xvpjUZ++EF9p9O3RyORiYb1dpkW1z3ugywLpNl5jbNdzLCrnqK5qBn66SQjWKGRCtVoWncA6BGY4lHZQySlpxonzbAaD9nobTUM1GvhMj251fDtDr/hSEgH9o33txZzCYM0awzGOVajn2X1aLSUnUAX0Gmqn/NEt2IAac80GP304RXxYARl2tTq9z+vP8gV1BaOixHZJhw3030y9WnxCAg6+6W7pu8VI407BwGo43yvzRBzBi3o0R5Bl8kTf2irpT33I0mbJkyYMGHChAkTJkyYMGHChAkTJkyYMGHChAkT/iC8H384YcKECRMmTJgwYcKECRMmTJgwYcKECRMmTJjwb8A0QkyYMGHChAkTJkyYMGHChAkTJkyYMGHChAkT/hSYRogJEyZMmDBhwoQJEyZMmDBhwoQJEyZMmDBhwp8C0wgxYcKECRMmTJgwYcKECRMmTJgwYcKECRMmTPhTYBohJkyYMGHChAkTJkyYMGHChAkTJkyYMGHChAl/CkwjxIQJEyZMmDBhwoQJEyZMmDBhwoQJEyZMmDDhT4FphJgwYcKECRMmTJgwYcKECRMmTJgwYcKECRMm/CkwjRATJkyYMGHChAkTJkyYMGHChAkTJkyYMGHChD8FphFiwoQJEyZMmDBhwoQJEyZMmDBhwoQJEyZMmPCnwP8Hj6VNVDfJjQkAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\n", "Generating mosaic for Training Non-Lenses: 50 images.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "import os\n", "import random\n", "import matplotlib.pyplot as plt\n", "from astropy.io import fits\n", "\n", "# Set a random seed for reproducibility\n", "random.seed(42)\n", "\n", "# Uniform sampling: take equal numbers from each subset\n", "def uniform_sampling(directories, num_samples):\n", " \"\"\"Uniformly sample an equal number of files from multiple directories, adjusting for underpopulated directories.\"\"\"\n", " all_files = []\n", " remaining_samples = num_samples\n", " directories = directories[:]\n", "\n", " while remaining_samples > 0 and directories:\n", " files_per_directory = max(1, remaining_samples // len(directories)) # Adjust dynamically\n", " updated_directories = []\n", "\n", " for directory in directories:\n", " dir_files = list_fits_files(directory) # Pass directory directly\n", " random.shuffle(dir_files)\n", " sampled_files = dir_files[:files_per_directory]\n", "\n", " all_files.extend(sampled_files)\n", " remaining_samples -= len(sampled_files)\n", "\n", " # If there are remaining files in the directory, keep it in the list\n", " if len(dir_files) > len(sampled_files):\n", " updated_directories.append(directory)\n", "\n", " directories = updated_directories\n", "\n", " random.shuffle(all_files) # Shuffle final list for randomness\n", " return all_files[:num_samples] # Return exactly num_samples\n", "\n", "def generate_mosaic(files, rows=5, cols=10, label=''):\n", " \"\"\"\n", " Generate and display a mosaic of images for visualization with g, r, i bands mapped to RGB.\n", "\n", " Args:\n", " files (list): List of FITS file paths.\n", " rows (int): Number of rows in the mosaic.\n", " cols (int): Number of columns in the mosaic.\n", " label (str): Label for the mosaic.\n", " \"\"\"\n", " import numpy as np\n", "\n", " def normalize_image(image):\n", " \"\"\"Normalize the image to [0, 1] range for display.\"\"\"\n", " if image.max() > image.min(): # Prevent division by zero\n", " return (image - image.min()) / (image.max() - image.min())\n", " return image\n", "\n", " num_images = rows * cols\n", " plt.figure(figsize=(20, 10))\n", " print(f\"(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\")\n", " print(f\"Generating mosaic for {label}: {min(len(files), num_images)} images.\")\n", "\n", " for i in range(min(len(files), num_images)):\n", " file_path = files[i]\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data\n", " if data is not None:\n", " if len(data.shape) == 3:\n", " # (C, H, W) for g, r, i bands\n", " if data.shape[0] == 3: # Transpose to (H, W, C)\n", " data = data.transpose((1, 2, 0))\n", " \n", " # Map g, r, i to RGB: gβ†’Blue, rβ†’Green, iβ†’Red\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " plt.subplot(rows, cols, i + 1)\n", " plt.imshow(rgb_image)\n", " else:\n", " print(f\"Skipping file {file_path} due to unexpected shape: {data.shape}\")\n", " plt.axis('off') # Remove axis for cleaner visualization\n", "\n", " plt.subplots_adjust(wspace=0.05, hspace=0.05)\n", " plt.suptitle(f'Mosaic of {label} (C21)\\n', fontsize=16, y=0.92)\n", " plt.show()\n", "\n", "# Generate mosaics for training using uniform sampling\n", "generate_mosaic(uniform_sampling([train_mocklenses_dir], 50), rows=5, cols=10, label='Training Mock Lenses')\n", "generate_mosaic(uniform_sampling([train_nonlenses_dir], 50), rows=5, cols=10, label='Training Non-Lenses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ–ΌοΈ ViT, CvT, CaiT, DeiT, Twins, PiT and Mixer in torch image models (timm) @ HuggingFace https://huggingface.co/timm/" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "ViT models:\n", "['convit_base', 'convit_small', 'convit_tiny', 'crossvit_9_240', 'crossvit_9_dagger_240', 'crossvit_15_240', 'crossvit_15_dagger_240', 'crossvit_15_dagger_408', 'crossvit_18_240', 'crossvit_18_dagger_240', 'crossvit_18_dagger_408', 'crossvit_base_240', 'crossvit_small_240', 'crossvit_tiny_240', 'davit_base', 'davit_base_fl', 'davit_giant', 'davit_huge', 'davit_huge_fl', 'davit_large', 'davit_small', 'davit_tiny', 'efficientvit_b0', 'efficientvit_b1', 'efficientvit_b2', 'efficientvit_b3', 'efficientvit_l1', 'efficientvit_l2', 'efficientvit_l3', 'efficientvit_m0', 'efficientvit_m1', 'efficientvit_m2', 'efficientvit_m3', 'efficientvit_m4', 'efficientvit_m5', 'fastvit_ma36', 'fastvit_mci0', 'fastvit_mci1', 'fastvit_mci2', 'fastvit_s12', 'fastvit_sa12', 'fastvit_sa24', 'fastvit_sa36', 'fastvit_t8', 'fastvit_t12', 'flexivit_base', 'flexivit_large', 'flexivit_small', 'gcvit_base', 'gcvit_small', 'gcvit_tiny', 'gcvit_xtiny', 'gcvit_xxtiny', 'levit_128', 'levit_128s', 'levit_192', 'levit_256', 'levit_256d', 'levit_384', 'levit_384_s8', 'levit_512', 'levit_512_s8', 'levit_512d', 'levit_conv_128', 'levit_conv_128s', 'levit_conv_192', 'levit_conv_256', 'levit_conv_256d', 'levit_conv_384', 'levit_conv_384_s8', 'levit_conv_512', 'levit_conv_512_s8', 'levit_conv_512d', 'maxvit_base_tf_224', 'maxvit_base_tf_384', 'maxvit_base_tf_512', 'maxvit_large_tf_224', 'maxvit_large_tf_384', 'maxvit_large_tf_512', 'maxvit_nano_rw_256', 'maxvit_pico_rw_256', 'maxvit_rmlp_base_rw_224', 'maxvit_rmlp_base_rw_384', 'maxvit_rmlp_nano_rw_256', 'maxvit_rmlp_pico_rw_256', 'maxvit_rmlp_small_rw_224', 'maxvit_rmlp_small_rw_256', 'maxvit_rmlp_tiny_rw_256', 'maxvit_small_tf_224', 'maxvit_small_tf_384', 'maxvit_small_tf_512', 'maxvit_tiny_pm_256', 'maxvit_tiny_rw_224', 'maxvit_tiny_rw_256', 'maxvit_tiny_tf_224', 'maxvit_tiny_tf_384', 'maxvit_tiny_tf_512', 'maxvit_xlarge_tf_224', 'maxvit_xlarge_tf_384', 'maxvit_xlarge_tf_512', 'maxxvit_rmlp_nano_rw_256', 'maxxvit_rmlp_small_rw_256', 'maxxvit_rmlp_tiny_rw_256', 'maxxvitv2_nano_rw_256', 'maxxvitv2_rmlp_base_rw_224', 'maxxvitv2_rmlp_base_rw_384', 'maxxvitv2_rmlp_large_rw_224', 'mobilevit_s', 'mobilevit_xs', 'mobilevit_xxs', 'mobilevitv2_050', 'mobilevitv2_075', 'mobilevitv2_100', 'mobilevitv2_125', 'mobilevitv2_150', 'mobilevitv2_175', 'mobilevitv2_200', 'mvitv2_base', 'mvitv2_base_cls', 'mvitv2_huge_cls', 'mvitv2_large', 'mvitv2_large_cls', 'mvitv2_small', 'mvitv2_small_cls', 'mvitv2_tiny', 'nextvit_base', 'nextvit_large', 'nextvit_small', 'repvit_m0_9', 'repvit_m1', 'repvit_m1_0', 'repvit_m1_1', 'repvit_m1_5', 'repvit_m2', 'repvit_m2_3', 'repvit_m3', 'samvit_base_patch16', 'samvit_base_patch16_224', 'samvit_huge_patch16', 'samvit_large_patch16', 'test_vit', 'test_vit2', 'test_vit3', 'tiny_vit_5m_224', 'tiny_vit_11m_224', 'tiny_vit_21m_224', 'tiny_vit_21m_384', 'tiny_vit_21m_512', 'vit_base_mci_224', 'vit_base_patch8_224', 'vit_base_patch14_dinov2', 'vit_base_patch14_reg4_dinov2', 'vit_base_patch16_18x2_224', 'vit_base_patch16_224', 'vit_base_patch16_224_miil', 'vit_base_patch16_384', 'vit_base_patch16_clip_224', 'vit_base_patch16_clip_384', 'vit_base_patch16_clip_quickgelu_224', 'vit_base_patch16_gap_224', 'vit_base_patch16_plus_240', 'vit_base_patch16_reg4_gap_256', 'vit_base_patch16_rope_reg1_gap_256', 'vit_base_patch16_rpn_224', 'vit_base_patch16_siglip_224', 'vit_base_patch16_siglip_256', 'vit_base_patch16_siglip_384', 'vit_base_patch16_siglip_512', 'vit_base_patch16_siglip_gap_224', 'vit_base_patch16_siglip_gap_256', 'vit_base_patch16_siglip_gap_384', 'vit_base_patch16_siglip_gap_512', 'vit_base_patch16_xp_224', 'vit_base_patch32_224', 'vit_base_patch32_384', 'vit_base_patch32_clip_224', 'vit_base_patch32_clip_256', 'vit_base_patch32_clip_384', 'vit_base_patch32_clip_448', 'vit_base_patch32_clip_quickgelu_224', 'vit_base_patch32_plus_256', 'vit_base_r26_s32_224', 'vit_base_r50_s16_224', 'vit_base_r50_s16_384', 'vit_base_resnet26d_224', 'vit_base_resnet50d_224', 'vit_betwixt_patch16_gap_256', 'vit_betwixt_patch16_reg1_gap_256', 'vit_betwixt_patch16_reg4_gap_256', 'vit_betwixt_patch16_reg4_gap_384', 'vit_betwixt_patch16_rope_reg4_gap_256', 'vit_betwixt_patch32_clip_224', 'vit_giant_patch14_224', 'vit_giant_patch14_clip_224', 'vit_giant_patch14_dinov2', 'vit_giant_patch14_reg4_dinov2', 'vit_giant_patch16_gap_224', 'vit_gigantic_patch14_224', 'vit_gigantic_patch14_clip_224', 'vit_huge_patch14_224', 'vit_huge_patch14_clip_224', 'vit_huge_patch14_clip_336', 'vit_huge_patch14_clip_378', 'vit_huge_patch14_clip_quickgelu_224', 'vit_huge_patch14_clip_quickgelu_378', 'vit_huge_patch14_gap_224', 'vit_huge_patch14_xp_224', 'vit_huge_patch16_gap_448', 'vit_intern300m_patch14_448', 'vit_large_patch14_224', 'vit_large_patch14_clip_224', 'vit_large_patch14_clip_336', 'vit_large_patch14_clip_quickgelu_224', 'vit_large_patch14_clip_quickgelu_336', 'vit_large_patch14_dinov2', 'vit_large_patch14_reg4_dinov2', 'vit_large_patch14_xp_224', 'vit_large_patch16_224', 'vit_large_patch16_384', 'vit_large_patch16_siglip_256', 'vit_large_patch16_siglip_384', 'vit_large_patch16_siglip_gap_256', 'vit_large_patch16_siglip_gap_384', 'vit_large_patch32_224', 'vit_large_patch32_384', 'vit_large_r50_s32_224', 'vit_large_r50_s32_384', 'vit_little_patch16_reg1_gap_256', 'vit_little_patch16_reg4_gap_256', 'vit_medium_patch16_clip_224', 'vit_medium_patch16_gap_240', 'vit_medium_patch16_gap_256', 'vit_medium_patch16_gap_384', 'vit_medium_patch16_reg1_gap_256', 'vit_medium_patch16_reg4_gap_256', 'vit_medium_patch16_rope_reg1_gap_256', 'vit_medium_patch32_clip_224', 'vit_mediumd_patch16_reg4_gap_256', 'vit_mediumd_patch16_reg4_gap_384', 'vit_mediumd_patch16_rope_reg1_gap_256', 'vit_pwee_patch16_reg1_gap_256', 'vit_relpos_base_patch16_224', 'vit_relpos_base_patch16_cls_224', 'vit_relpos_base_patch16_clsgap_224', 'vit_relpos_base_patch16_plus_240', 'vit_relpos_base_patch16_rpn_224', 'vit_relpos_base_patch32_plus_rpn_256', 'vit_relpos_medium_patch16_224', 'vit_relpos_medium_patch16_cls_224', 'vit_relpos_medium_patch16_rpn_224', 'vit_relpos_small_patch16_224', 'vit_relpos_small_patch16_rpn_224', 'vit_small_patch8_224', 'vit_small_patch14_dinov2', 'vit_small_patch14_reg4_dinov2', 'vit_small_patch16_18x2_224', 'vit_small_patch16_36x1_224', 'vit_small_patch16_224', 'vit_small_patch16_384', 'vit_small_patch32_224', 'vit_small_patch32_384', 'vit_small_r26_s32_224', 'vit_small_r26_s32_384', 'vit_small_resnet26d_224', 'vit_small_resnet50d_s16_224', 'vit_so150m_patch16_reg4_gap_256', 'vit_so150m_patch16_reg4_map_256', 'vit_so400m_patch14_siglip_224', 'vit_so400m_patch14_siglip_378', 'vit_so400m_patch14_siglip_384', 'vit_so400m_patch14_siglip_gap_224', 'vit_so400m_patch14_siglip_gap_378', 'vit_so400m_patch14_siglip_gap_384', 'vit_so400m_patch14_siglip_gap_448', 'vit_so400m_patch14_siglip_gap_896', 'vit_so400m_patch16_siglip_256', 'vit_so400m_patch16_siglip_gap_256', 'vit_srelpos_medium_patch16_224', 'vit_srelpos_small_patch16_224', 'vit_tiny_patch16_224', 'vit_tiny_patch16_384', 'vit_tiny_r_s16_p8_224', 'vit_tiny_r_s16_p8_384', 'vit_wee_patch16_reg1_gap_256', 'vit_xsmall_patch16_clip_224', 'vitamin_base_224', 'vitamin_large2_224', 'vitamin_large2_256', 'vitamin_large2_336', 'vitamin_large2_384', 'vitamin_large_224', 'vitamin_large_256', 'vitamin_large_336', 'vitamin_large_384', 'vitamin_small_224', 'vitamin_xlarge_256', 'vitamin_xlarge_336', 'vitamin_xlarge_384']\n", "\n", "CvT models:\n", "[]\n", "CaiT models:\n", "['cait_m36_384', 'cait_m48_448', 'cait_s24_224', 'cait_s24_384', 'cait_s36_384', 'cait_xs24_384', 'cait_xxs24_224', 'cait_xxs24_384', 'cait_xxs36_224', 'cait_xxs36_384']\n", "\n", "DeiT models:\n", "['deit3_base_patch16_224', 'deit3_base_patch16_384', 'deit3_huge_patch14_224', 'deit3_large_patch16_224', 'deit3_large_patch16_384', 'deit3_medium_patch16_224', 'deit3_small_patch16_224', 'deit3_small_patch16_384', 'deit_base_distilled_patch16_224', 'deit_base_distilled_patch16_384', 'deit_base_patch16_224', 'deit_base_patch16_384', 'deit_small_distilled_patch16_224', 'deit_small_patch16_224', 'deit_tiny_distilled_patch16_224', 'deit_tiny_patch16_224']\n", "\n", "Swin models:\n", "['hiera_base_abswin_256', 'hiera_small_abswin_256', 'swin_base_patch4_window7_224', 'swin_base_patch4_window12_384', 'swin_large_patch4_window7_224', 'swin_large_patch4_window12_384', 'swin_s3_base_224', 'swin_s3_small_224', 'swin_s3_tiny_224', 'swin_small_patch4_window7_224', 'swin_tiny_patch4_window7_224', 'swinv2_base_window8_256', 'swinv2_base_window12_192', 'swinv2_base_window12to16_192to256', 'swinv2_base_window12to24_192to384', 'swinv2_base_window16_256', 'swinv2_cr_base_224', 'swinv2_cr_base_384', 'swinv2_cr_base_ns_224', 'swinv2_cr_giant_224', 'swinv2_cr_giant_384', 'swinv2_cr_huge_224', 'swinv2_cr_huge_384', 'swinv2_cr_large_224', 'swinv2_cr_large_384', 'swinv2_cr_small_224', 'swinv2_cr_small_384', 'swinv2_cr_small_ns_224', 'swinv2_cr_small_ns_256', 'swinv2_cr_tiny_224', 'swinv2_cr_tiny_384', 'swinv2_cr_tiny_ns_224', 'swinv2_large_window12_192', 'swinv2_large_window12to16_192to256', 'swinv2_large_window12to24_192to384', 'swinv2_small_window8_256', 'swinv2_small_window16_256', 'swinv2_tiny_window8_256', 'swinv2_tiny_window16_256']\n", "\n", "Twins models:\n", "['twins_pcpvt_base', 'twins_pcpvt_large', 'twins_pcpvt_small', 'twins_svt_base', 'twins_svt_large', 'twins_svt_small']\n", "\n", "PiT models:\n", "['pit_b_224', 'pit_b_distilled_224', 'pit_s_224', 'pit_s_distilled_224', 'pit_ti_224', 'pit_ti_distilled_224', 'pit_xs_224', 'pit_xs_distilled_224']\n", "\n", "mixer models:\n", "['convmixer_768_32', 'convmixer_1024_20_ks9_p14', 'convmixer_1536_20', 'gmixer_12_224', 'gmixer_24_224', 'mixer_b16_224', 'mixer_b32_224', 'mixer_l16_224', 'mixer_l32_224', 'mixer_s16_224', 'mixer_s32_224']\n" ] } ], "source": [ "import timm\n", "\n", "# List models for ViT\n", "print(\"\\nViT models:\")\n", "print(timm.list_models('*vit*'))\n", "\n", "# List models for CvT\n", "print(\"\\nCvT models:\")\n", "print(timm.list_models('*cvt*'))\n", "\n", "# List models for CaiT\n", "print(\"CaiT models:\")\n", "print(timm.list_models('*cait*'))\n", "\n", "# List models for DeiT\n", "print(\"\\nDeiT models:\")\n", "print(timm.list_models('*deit*'))\n", "\n", "# List models for Swin\n", "print(\"\\nSwin models:\")\n", "print(timm.list_models('*swin*'))\n", "\n", "# List models for Twins\n", "print(\"\\nTwins models:\")\n", "print(timm.list_models('*twins*'))\n", "\n", "# List models for PiT\n", "print(\"\\nPiT models:\")\n", "print(timm.list_models('*pit*'))\n", "\n", "# List models for MLP-mixer\n", "print(\"\\nmixer models:\")\n", "print(timm.list_models('*mixer*'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧠 Train by fine-tuning half of the layers/blocks of ViTs/MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages/transformers/utils/hub.py:106: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.\n", " warnings.warn(\n", "2025-02-23 23:10:21,090 INFO:Total samples: 37320\n", "2025-02-23 23:10:21,094 INFO:Total samples: 1000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Number of GPUs available: 2\n", "Configuration setup time: 0.1364s\n", "Dataloader creation time: 0.1164s\n", "Dataloader creation time: 0.0029s\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 23:10:21,765 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-02-23 23:10:21,980 INFO:[timm/vit_base_patch16_224.augreg2_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.48, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n", "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "2025-02-23 23:10:23,953 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-02-23 23:10:24,062 INFO:[timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:24,104 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2025-02-23 23:10:24,419 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-02-23 23:10:24,591 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:25,127 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-02-23 23:10:25,229 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:25,785 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-02-23 23:10:25,883 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:26,252 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-02-23 23:10:26,354 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:26,663 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-02-23 23:10:26,766 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:27,041 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-02-23 23:10:27,144 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 23:10:27,511 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-02-23 23:10:27,667 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model initialization time: 6.5933s\n", "\n", "=== Testing Models Before Training ===\n", "\n", "Testing model: ViT\n", "ViT wrapped in DataParallel.\n", "Test passed for ViT. Forward and backward pass succeeded.\n", "\n", "Testing model: CvT\n", "CvT wrapped in DataParallel.\n", "Test passed for CvT. Forward and backward pass succeeded.\n", "\n", "Testing model: Swin\n", "Swin wrapped in DataParallel.\n", "Test passed for Swin. Forward and backward pass succeeded.\n", "\n", "Testing model: CaiT\n", "CaiT wrapped in DataParallel.\n", "Test passed for CaiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT\n", "DeiT wrapped in DataParallel.\n", "Test passed for DeiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT3\n", "DeiT3 wrapped in DataParallel.\n", "Test passed for DeiT3. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_SVT\n", "Twins_SVT wrapped in DataParallel.\n", "Test passed for Twins_SVT. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_PCPVT\n", "Twins_PCPVT wrapped in DataParallel.\n", "Test passed for Twins_PCPVT. Forward and backward pass succeeded.\n", "\n", "Testing model: PiT\n", "PiT wrapped in DataParallel.\n", "Test passed for PiT. Forward and backward pass succeeded.\n", "\n", "Testing model: MLP-Mixer\n", "MLP-Mixer wrapped in DataParallel.\n", "Test passed for MLP-Mixer. Forward and backward pass succeeded.\n" ] } ], "source": [ "# ============================ Imports ============================ #\n", "\n", "import time\n", "import os\n", "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "from torch.utils.data import Dataset, DataLoader\n", "import timm\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix, roc_curve, auc, classification_report, roc_auc_score, f1_score\n", "from sklearn.preprocessing import label_binarize\n", "from transformers import AutoModelForImageClassification, AutoProcessor\n", "from torchvision import transforms\n", "from PIL import Image\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm\n", "from torch.nn.parallel import DataParallel\n", "import pandas as pd\n", "from torch.optim.lr_scheduler import OneCycleLR\n", "from torch.amp import autocast, GradScaler\n", "from torchvision.transforms import RandomApply\n", "\n", "# ============================ Time Format Function ============================ #\n", "\n", "def format_time(seconds):\n", " if seconds >= 3600:\n", " hours = int(seconds // 3600)\n", " minutes = int((seconds % 3600) // 60)\n", " secs = seconds % 60\n", " return f\"{hours}h {minutes}m {secs:.0f}s\"\n", " elif seconds >= 60:\n", " minutes = int(seconds // 60)\n", " secs = seconds % 60\n", " return f\"{minutes}m {secs:.2f}s\"\n", " else:\n", " return f\"{seconds:.4f}s\"\n", "\n", "# ============================ Configuration ============================ #\n", "\n", "start_time = time.perf_counter()\n", "\n", "# Device configuration\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f'Using device: {device}')\n", "\n", "# Check for multiple GPUs\n", "if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " print(f'Number of GPUs available: {torch.cuda.device_count()}')\n", "else:\n", " print('Single GPU or CPU available.')\n", "\n", "# Setup logging\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "\n", "end_time = time.perf_counter()\n", "print(f\"Configuration setup time: {format_time(end_time - start_time)}\")\n", "\n", "# ============================ Custom Dataset Class ============================ #\n", "\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map i β†’ Red, r β†’ Green, g β†’ Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red channel\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green channel\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue channel\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensors\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Data Loading and Dataset Definitions ============================ #\n", "\n", "def load_files_and_labels(directory, label):\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " labels = [label] * len(files)\n", " return files, labels\n", "\n", "# ============================ Transformations ============================ #\n", "\n", "\n", "# Modified training transformations to include a skip option\n", "train_transform = transforms.Compose([\n", " transforms.Resize((224, 224)), # Resize to target dimensions\n", " RandomApply([ # Wrap all augmentations within a single RandomApply block\n", " transforms.RandomHorizontalFlip(p=0.5), # Random horizontal flipping\n", " transforms.RandomVerticalFlip(p=0.5), # Random horizontal flipping\n", " transforms.RandomRotation(degrees=30), # Random rotation in the range [-30, 30]\n", " transforms.RandomResizedCrop(size=224, scale=(0.8, 1.2)), # Random resizing/zooming in the range [0.8, 1.2]\n", " transforms.RandomPerspective(distortion_scale=0.4, p=0.5), # Random perspective transformation with distortion\n", " transforms.GaussianBlur(kernel_size=(5, 5), sigma=(0.1, 2.0)), # Random Gaussian Blur with varying sigma\n", " ], p=0.5), # 50% probability to apply all augmentations and 50% to keep the original image\n", " transforms.ToTensor(), # Convert to tensor (needed for normalization)\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", "])\n", "\n", "# Validation transformations without data augmentation\n", "val_transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", "])\n", "\n", "# ============================ Create Training and Validation DataLoader ============================ #\n", "\n", "def create_dataloader(nonlenses_dir, mocklenses_dir, transform, batch_size=192, num_workers=4):\n", " start_dataloader = time.perf_counter() # Start timing for dataloader creation\n", "\n", " nonlenses_files, nonlenses_labels = load_files_and_labels(nonlenses_dir, label=0)\n", " mocklenses_files, mocklenses_labels = load_files_and_labels(mocklenses_dir, label=1)\n", "\n", " file_paths = nonlenses_files + mocklenses_files\n", " labels = nonlenses_labels + mocklenses_labels\n", "\n", " combined = list(zip(file_paths, labels))\n", " np.random.shuffle(combined)\n", " file_paths, labels = zip(*combined)\n", "\n", " dataset = FITSImageDataset(list(file_paths), list(labels), transform=transform)\n", " dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=num_workers, pin_memory=True)\n", "\n", " end_dataloader = time.perf_counter()\n", " print(f\"Dataloader creation time: {format_time(end_dataloader - start_dataloader)}\")\n", "\n", " return dataloader\n", " \n", "\n", "# Create the training DataLoader\n", "train_loader = create_dataloader(\n", " train_nonlenses_dir,\n", " train_mocklenses_dir,\n", " transform=train_transform,\n", " batch_size=192,\n", " num_workers=0\n", ")\n", "\n", "# Create the validation DataLoader with validation transforms\n", "val_loader = create_dataloader(\n", " val_nonlenses_dir,\n", " val_mocklenses_dir,\n", " transform=val_transform,\n", " batch_size=192,\n", " num_workers=0\n", ")\n", "\n", "# Determine number of classes\n", "num_classes = 2\n", "print(f'Number of classes: {num_classes}')\n", "\n", "# ============================ Model Setup ============================ #\n", "\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = None\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = 'layers'\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'classification_head', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", "# ============================ Testing Function ============================ #\n", "\n", "def test_models(models, train_loader):\n", " \"\"\"\n", " Tests each model with a forward and backward pass using a sample batch to ensure the model can be trained.\n", " \"\"\"\n", " sample_batch, sample_labels = next(iter(train_loader))\n", " sample_batch = sample_batch.to(device)\n", " sample_labels = sample_labels.to(device)\n", "\n", " for model_name, model in models.items():\n", " print(f'\\nTesting model: {model_name}')\n", " \n", " # Wrap the model in DataParallel if applicable\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " if not isinstance(model, nn.DataParallel):\n", " model = nn.DataParallel(model)\n", " print(f\"{model_name} wrapped in DataParallel.\")\n", " \n", " # Update the model in the dictionary to ensure changes persist\n", " models[model_name] = model.to(device)\n", "\n", " # Test the model\n", " model.train()\n", " try:\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer.zero_grad()\n", "\n", " outputs = model(sample_batch)\n", " if hasattr(outputs, 'logits'):\n", " logits = outputs.logits\n", " else:\n", " logits = outputs\n", "\n", " loss = criterion(logits, sample_labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " print(f\"Test passed for {model_name}. Forward and backward pass succeeded.\")\n", " except Exception as e:\n", " print(f\"Test failed for {model_name}: {e}\")\n", "\n", "\n", "# ============================ Initialize Models ============================ #\n", "\n", "start_model_init = time.perf_counter()\n", "\n", "# Initialize models and store them in a dictionary for easy management\n", "models = {\n", " 'ViT': initialize_model('ViT', num_classes),\n", " 'CvT': initialize_model('CvT', num_classes),\n", " 'Swin': initialize_model('Swin', num_classes),\n", " 'CaiT': initialize_model('CaiT', num_classes),\n", " 'DeiT': initialize_model('DeiT', num_classes),\n", " 'DeiT3': initialize_model('DeiT3', num_classes),\n", " 'Twins_SVT': initialize_model('Twins_SVT', num_classes),\n", " 'Twins_PCPVT': initialize_model('Twins_PCPVT', num_classes),\n", " 'PiT': initialize_model('PiT', num_classes),\n", " 'MLP-Mixer': initialize_model('MLP-Mixer', num_classes)\n", "}\n", "\n", "\n", "end_model_init = time.perf_counter()\n", "print(f\"Model initialization time: {format_time(end_model_init - start_model_init)}\")\n", "\n", "# ============================ Test Models Before Training ============================ #\n", "\n", "print(\"\\n=== Testing Models Before Training ===\")\n", "test_models(models, train_loader)\n", "\n", "# ============================ Training Function with Validation ============================ #\n", "\n", "def train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=10, save_csv=True):\n", " start_training = time.perf_counter()\n", " model = model.to(device)\n", "\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count())))\n", " print(f'Model wrapped in DataParallel with device_ids {list(range(torch.cuda.device_count()))}')\n", "\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', factor=0.1, patience=5, min_lr=1e-6, cooldown=1, verbose=True)\n", " scaler = torch.amp.GradScaler()\n", " device_type = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "\n", " best_loss = float('inf')\n", " best_epoch = -1\n", " trigger_times = 0\n", "\n", " train_loss_history, train_accuracy_history, train_auc_history, train_f1_history = [], [], [], []\n", " val_loss_history, val_accuracy_history, val_auc_history, val_f1_history = [], [], [], []\n", "\n", " for epoch in range(num_epochs):\n", " epoch_start = time.perf_counter()\n", " \n", " # Training Phase\n", " model.train()\n", " running_loss = 0.0\n", " all_labels, all_preds, all_probs = [], [], []\n", "\n", " for images, labels in tqdm(train_loader, desc=f'Epoch [{epoch+1}/{num_epochs}] Training', leave=False):\n", " images, labels = images.to(device, non_blocking=True), labels.to(device, non_blocking=True)\n", " optimizer.zero_grad()\n", "\n", " with autocast(device_type=device_type):\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " loss = criterion(logits, labels)\n", "\n", " # Check for NaN in loss\n", " if torch.isnan(loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1}. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " scaler.scale(loss).backward()\n", " scaler.step(optimizer)\n", " scaler.update()\n", "\n", " # Check for NaN in model parameters after optimizer step\n", " nan_in_model = False\n", " for name, param in model.named_parameters():\n", " if param.requires_grad and torch.isnan(param).any():\n", " logging.error(f\"NaN detected in model parameters after update at epoch {epoch+1}, parameter: {name}\")\n", " nan_in_model = True\n", " break # No need to check further parameters\n", "\n", " if nan_in_model:\n", " logging.error(\"NaN in model parameters detected. Stopping training.\")\n", " return model # Early exit from training loop\n", "\n", " running_loss += loss.item() * images.size(0)\n", "\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", "\n", " # Check for NaN in probabilities\n", " if torch.isnan(probs).any():\n", " logging.error(f\"NaN in probabilities encountered at epoch {epoch+1}. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " _, predicted = torch.max(logits.data, 1)\n", " all_labels.extend(labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " # Compute metrics\n", " if len(all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during training. Stopping training.\")\n", " break # Stop training if no valid data\n", "\n", " epoch_train_loss = running_loss / len(train_loader.dataset)\n", " epoch_train_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " try:\n", " epoch_train_auc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else float('nan')\n", " except ValueError as e:\n", " logging.error(f\"Error computing AUC during training at epoch {epoch+1}: {e}\")\n", " epoch_train_auc = float('nan')\n", " epoch_train_f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " train_loss_history.append(epoch_train_loss)\n", " train_accuracy_history.append(epoch_train_accuracy)\n", " train_auc_history.append(epoch_train_auc)\n", " train_f1_history.append(epoch_train_f1)\n", "\n", " # Validation Phase\n", " model.eval()\n", " val_running_loss = 0.0\n", " val_all_labels, val_all_preds, val_all_probs = [], [], []\n", "\n", " with torch.no_grad():\n", " for val_images, val_labels in tqdm(val_loader, desc=f'Epoch [{epoch+1}/{num_epochs}] Validation', leave=False):\n", " val_images, val_labels = val_images.to(device, non_blocking=True), val_labels.to(device, non_blocking=True)\n", "\n", " with autocast(device_type=device_type):\n", " val_outputs = model(val_images)\n", " val_logits = val_outputs.logits if hasattr(val_outputs, 'logits') else val_outputs\n", " val_loss = criterion(val_logits, val_labels)\n", "\n", " # Check for NaN in loss\n", " if torch.isnan(val_loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " val_running_loss += val_loss.item() * val_images.size(0)\n", "\n", " val_probs = torch.nn.functional.softmax(val_logits, dim=1)\n", "\n", " # Check for NaN in probabilities\n", " if torch.isnan(val_probs).any():\n", " logging.error(f\"NaN in probabilities encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " _, val_predicted = torch.max(val_logits.data, 1)\n", " val_all_labels.extend(val_labels.cpu().numpy())\n", " val_all_preds.extend(val_predicted.cpu().numpy())\n", " val_all_probs.extend(val_probs.detach().cpu().numpy()[:, 1])\n", "\n", " # Compute validation metrics\n", " if len(val_all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during validation. Stopping training.\")\n", " break # Stop training if no valid data\n", "\n", " epoch_val_loss = val_running_loss / len(val_loader.dataset)\n", " epoch_val_accuracy = (np.array(val_all_preds) == np.array(val_all_labels)).mean()\n", " try:\n", " epoch_val_auc = roc_auc_score(val_all_labels, val_all_probs) if len(np.unique(val_all_labels)) > 1 else float('nan')\n", " except ValueError as e:\n", " logging.error(f\"Error computing AUC during validation at epoch {epoch+1}: {e}\")\n", " epoch_val_auc = float('nan')\n", " epoch_val_f1 = f1_score(val_all_labels, val_all_preds, zero_division=0)\n", "\n", " val_loss_history.append(epoch_val_loss)\n", " val_accuracy_history.append(epoch_val_accuracy)\n", " val_auc_history.append(epoch_val_auc)\n", " val_f1_history.append(epoch_val_f1)\n", "\n", " # Print the training and validation results\n", " print(f'Epoch [{epoch+1}/{num_epochs}]\\n'\n", " f'Train Loss: {epoch_train_loss:.4f}, Train Acc: {epoch_train_accuracy*100:.2f}%, Train AUC: {epoch_train_auc:.4f}, Train F1: {epoch_train_f1:.4f}\\n'\n", " f'Val Loss: {epoch_val_loss:.4f}, Val Acc: {epoch_val_accuracy*100:.2f}%, Val AUC: {epoch_val_auc:.4f}, Val F1: {epoch_val_f1:.4f}')\n", "\n", " scheduler.step(epoch_val_loss)\n", "\n", " if epoch_val_loss < best_loss:\n", " best_loss = epoch_val_loss\n", " best_epoch = epoch + 1\n", " torch.save(model.module.state_dict() if isinstance(model, nn.DataParallel) else model.state_dict(),\n", " f'{model_name}_best.pth')\n", " print(f'Best model saved at epoch {epoch+1} with Val Loss: {epoch_val_loss:.4f}')\n", " trigger_times = 0\n", " else:\n", " trigger_times += 1\n", " print(f'No improvement in validation loss for {trigger_times} epochs.')\n", " if trigger_times >= patience:\n", " print(f'Early stopping triggered after {trigger_times} epochs of no improvement.')\n", " break\n", "\n", " epoch_end = time.perf_counter()\n", " print(f\"Epoch {epoch+1} time: {format_time(epoch_end - epoch_start)}\")\n", "\n", " end_training = time.perf_counter()\n", " print(f\"Total training time for {model_name}: {format_time(end_training - start_training)}\")\n", "\n", " # Create directory if it doesn't exist\n", " os.makedirs('results/learning_curves', exist_ok=True)\n", "\n", " # Save individual plots\n", " epochs_range = range(1, len(train_loss_history) + 1)\n", "\n", " # Save Loss Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_loss_history, label='Train Loss')\n", " plt.plot(epochs_range, val_loss_history, label='Val Loss')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Loss')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_loss.png')\n", " plt.close()\n", "\n", " # Save Accuracy Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_accuracy_history, label='Train Accuracy')\n", " plt.plot(epochs_range, val_accuracy_history, label='Val Accuracy')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Accuracy')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_accuracy.png')\n", " plt.close()\n", "\n", " # Save AUC Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_auc_history, label='Train AUC')\n", " plt.plot(epochs_range, val_auc_history, label='Val AUC')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: AUC-ROC')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('AUC')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_auc.png')\n", " plt.close()\n", "\n", " # Save F1 Score Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_f1_history, label='Train F1 Score')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1 Score')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: F1 Score')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('F1 Score')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_f1.png')\n", " plt.close()\n", "\n", " # Create a single figure with four subplots for Loss, Accuracy, AUC, and F1 Score\n", " plt.figure(figsize=(16, 12))\n", " # Subplot 1: Loss\n", " plt.subplot(2, 2, 1)\n", " plt.plot(epochs_range, train_loss_history, label='Train Loss')\n", " plt.plot(epochs_range, val_loss_history, label='Val Loss')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Loss')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " # Subplot 2: Accuracy\n", " plt.subplot(2, 2, 2)\n", " plt.plot(epochs_range, train_accuracy_history, label='Train Accuracy')\n", " plt.plot(epochs_range, val_accuracy_history, label='Val Accuracy')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Accuracy')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.legend()\n", " # Subplot 3: ROC AUC\n", " plt.subplot(2, 2, 3)\n", " plt.plot(epochs_range, train_auc_history, label='Train AUC')\n", " plt.plot(epochs_range, val_auc_history, label='Val AUC')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: ROC AUC')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('AUC')\n", " plt.legend()\n", " # Subplot 4: F1 Score\n", " plt.subplot(2, 2, 4)\n", " plt.plot(epochs_range, train_f1_history, label='Train F1 Score')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1 Score')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: F1 Score')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('F1 Score')\n", " plt.legend()\n", " plt.tight_layout()\n", " plt.savefig(f'results/learning_curves/{model_name}_combined_metrics.png')\n", " plt.show()\n", "\n", " # Save metrics to a CSV file\n", " if save_csv:\n", " metrics_df = pd.DataFrame({\n", " 'epoch': epochs_range,\n", " 'train_loss': train_loss_history,\n", " 'val_loss': val_loss_history,\n", " 'train_accuracy': train_accuracy_history,\n", " 'val_accuracy': val_accuracy_history,\n", " 'train_auc': train_auc_history,\n", " 'val_auc': val_auc_history,\n", " 'train_f1': train_f1_history,\n", " 'val_f1': val_f1_history\n", " })\n", " metrics_file = f'results/learning_curves/{model_name}_metrics.csv'\n", " metrics_df.to_csv(metrics_file, index=False)\n", " print(f'Metrics saved to {metrics_file}')\n", "\n", " print(f'Training completed at epoch {best_epoch} with best validation loss of {best_loss:.4f}')\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sun Feb 23 23:10:33 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 555.42.06 Driver Version: 555.42.06 CUDA Version: 12.5 |\n", "|-----------------------------------------+------------------------+----------------------+\n", "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA GeForce RTX 3090 Off | 00000000:01:00.0 Off | N/A |\n", "| 57% 65C P0 295W / 390W | 11203MiB / 24576MiB | 95% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 61C P0 281W / 390W | 23731MiB / 24576MiB | 85% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| 0 N/A N/A 4272 G /usr/lib/xorg/Xorg 4MiB |\n", "| 0 N/A N/A 1350690 C ...lange/anaconda3/envs/vit/bin/python 11180MiB |\n", "| 1 N/A N/A 4272 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 1350690 C ...lange/anaconda3/envs/vit/bin/python 23708MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ€– Train Vision Transformers and MLP-Mixer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose how to fine-tune the model by setting `fine_tune_mode`:\n", "\n", "- **\"classification_head\"**: Unfreeze only the classification head.\n", "- **\"last_n_blocks\"**: Unfreeze the last `n` blocks/layers plus the classification head.\n", "- **\"all_blocks\"**: Unfreeze all blocks/layers plus the classification head.\n", "\n", "When using **\"last_n_blocks\"**, adjust `last_n`:\n", "- For example, `last_n=6` means unfreeze the last 6 blocks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Layers in the architectures**\n", "\n", "- **ViT**: 12 blocks\n", "- **CvT**: 21 blocks\n", "- **CaiT**: 24 blocks\n", "- **DeiT**: 12 blocks\n", "- **DeiT3**: 12 blocks\n", "- **Swin**: 4 stages\n", "- **Twins_SVT**: 4 stages\n", "- **Twins_PCPVT**: 4 stages\n", "- **PiT**: 12 blocks\n", "- **MLP-Mixer**: 12 blocks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ViT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 23:10:34,609 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-02-23 23:10:34,708 INFO:[timm/vit_base_patch16_224.augreg2_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5695, Train Acc: 69.56%, Train AUC: 0.7695, Train F1: 0.7107\n", "Val Loss: 0.5576, Val Acc: 69.50%, Val AUC: 0.8309, Val F1: 0.7404\n", "Best model saved at epoch 1 with Val Loss: 0.5576\n", "Epoch 1 time: 2m 12.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4529, Train Acc: 79.08%, Train AUC: 0.8754, Train F1: 0.7975\n", "Val Loss: 0.5106, Val Acc: 73.60%, Val AUC: 0.8752, Val F1: 0.7732\n", "Best model saved at epoch 2 with Val Loss: 0.5106\n", "Epoch 2 time: 2m 14.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4097, Train Acc: 81.62%, Train AUC: 0.9005, Train F1: 0.8213\n", "Val Loss: 0.4733, Val Acc: 76.60%, Val AUC: 0.8945, Val F1: 0.7933\n", "Best model saved at epoch 3 with Val Loss: 0.4733\n", "Epoch 3 time: 2m 6.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3903, Train Acc: 82.63%, Train AUC: 0.9093, Train F1: 0.8304\n", "Val Loss: 0.4379, Val Acc: 79.90%, Val AUC: 0.9095, Val F1: 0.8168\n", "Best model saved at epoch 4 with Val Loss: 0.4379\n", "Epoch 4 time: 2m 10.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3728, Train Acc: 83.70%, Train AUC: 0.9176, Train F1: 0.8405\n", "Val Loss: 0.4325, Val Acc: 79.10%, Val AUC: 0.9128, Val F1: 0.8122\n", "Best model saved at epoch 5 with Val Loss: 0.4325\n", "Epoch 5 time: 2m 16.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3675, Train Acc: 83.71%, Train AUC: 0.9185, Train F1: 0.8403\n", "Val Loss: 0.4319, Val Acc: 79.20%, Val AUC: 0.9163, Val F1: 0.8159\n", "Best model saved at epoch 6 with Val Loss: 0.4319\n", "Epoch 6 time: 2m 7.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3571, Train Acc: 84.08%, Train AUC: 0.9236, Train F1: 0.8444\n", "Val Loss: 0.4277, Val Acc: 78.60%, Val AUC: 0.9207, Val F1: 0.8129\n", "Best model saved at epoch 7 with Val Loss: 0.4277\n", "Epoch 7 time: 2m 2.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3493, Train Acc: 84.87%, Train AUC: 0.9271, Train F1: 0.8521\n", "Val Loss: 0.4088, Val Acc: 80.50%, Val AUC: 0.9244, Val F1: 0.8260\n", "Best model saved at epoch 8 with Val Loss: 0.4088\n", "Epoch 8 time: 2m 13.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3417, Train Acc: 85.30%, Train AUC: 0.9306, Train F1: 0.8557\n", "Val Loss: 0.3992, Val Acc: 81.60%, Val AUC: 0.9270, Val F1: 0.8342\n", "Best model saved at epoch 9 with Val Loss: 0.3992\n", "Epoch 9 time: 2m 6.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3356, Train Acc: 85.56%, Train AUC: 0.9331, Train F1: 0.8581\n", "Val Loss: 0.3920, Val Acc: 81.90%, Val AUC: 0.9297, Val F1: 0.8371\n", "Best model saved at epoch 10 with Val Loss: 0.3920\n", "Epoch 10 time: 2m 4.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3355, Train Acc: 85.67%, Train AUC: 0.9325, Train F1: 0.8590\n", "Val Loss: 0.3790, Val Acc: 84.00%, Val AUC: 0.9315, Val F1: 0.8513\n", "Best model saved at epoch 11 with Val Loss: 0.3790\n", "Epoch 11 time: 2m 8.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3327, Train Acc: 85.67%, Train AUC: 0.9340, Train F1: 0.8593\n", "Val Loss: 0.3701, Val Acc: 85.30%, Val AUC: 0.9331, Val F1: 0.8615\n", "Best model saved at epoch 12 with Val Loss: 0.3701\n", "Epoch 12 time: 2m 9.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3270, Train Acc: 86.00%, Train AUC: 0.9362, Train F1: 0.8623\n", "Val Loss: 0.3715, Val Acc: 85.10%, Val AUC: 0.9330, Val F1: 0.8596\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 2m 7.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3255, Train Acc: 86.00%, Train AUC: 0.9367, Train F1: 0.8629\n", "Val Loss: 0.3601, Val Acc: 86.60%, Val AUC: 0.9346, Val F1: 0.8707\n", "Best model saved at epoch 14 with Val Loss: 0.3601\n", "Epoch 14 time: 2m 14.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3220, Train Acc: 86.30%, Train AUC: 0.9383, Train F1: 0.8648\n", "Val Loss: 0.3836, Val Acc: 82.50%, Val AUC: 0.9357, Val F1: 0.8416\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 2m 5.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.3216, Train Acc: 86.09%, Train AUC: 0.9381, Train F1: 0.8630\n", "Val Loss: 0.3662, Val Acc: 84.80%, Val AUC: 0.9377, Val F1: 0.8587\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 2m 7.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3175, Train Acc: 86.56%, Train AUC: 0.9398, Train F1: 0.8679\n", "Val Loss: 0.3609, Val Acc: 85.50%, Val AUC: 0.9394, Val F1: 0.8641\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 2m 6.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3127, Train Acc: 86.93%, Train AUC: 0.9421, Train F1: 0.8712\n", "Val Loss: 0.3550, Val Acc: 86.50%, Val AUC: 0.9388, Val F1: 0.8716\n", "Best model saved at epoch 18 with Val Loss: 0.3550\n", "Epoch 18 time: 2m 3.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.3146, Train Acc: 86.68%, Train AUC: 0.9411, Train F1: 0.8687\n", "Val Loss: 0.3417, Val Acc: 88.20%, Val AUC: 0.9419, Val F1: 0.8859\n", "Best model saved at epoch 19 with Val Loss: 0.3417\n", "Epoch 19 time: 2m 5.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.3123, Train Acc: 86.81%, Train AUC: 0.9416, Train F1: 0.8699\n", "Val Loss: 0.3427, Val Acc: 88.40%, Val AUC: 0.9412, Val F1: 0.8876\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 20 time: 2m 3.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.3088, Train Acc: 87.09%, Train AUC: 0.9430, Train F1: 0.8728\n", "Val Loss: 0.3446, Val Acc: 86.70%, Val AUC: 0.9415, Val F1: 0.8739\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 21 time: 2m 5.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3086, Train Acc: 86.85%, Train AUC: 0.9432, Train F1: 0.8702\n", "Val Loss: 0.3323, Val Acc: 88.40%, Val AUC: 0.9439, Val F1: 0.8872\n", "Best model saved at epoch 22 with Val Loss: 0.3323\n", "Epoch 22 time: 2m 3.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3076, Train Acc: 87.04%, Train AUC: 0.9436, Train F1: 0.8721\n", "Val Loss: 0.3551, Val Acc: 85.30%, Val AUC: 0.9424, Val F1: 0.8638\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 23 time: 2m 3.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3037, Train Acc: 87.15%, Train AUC: 0.9451, Train F1: 0.8730\n", "Val Loss: 0.3423, Val Acc: 86.90%, Val AUC: 0.9432, Val F1: 0.8761\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 24 time: 2m 4.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3042, Train Acc: 87.15%, Train AUC: 0.9448, Train F1: 0.8732\n", "Val Loss: 0.3383, Val Acc: 87.60%, Val AUC: 0.9423, Val F1: 0.8805\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 25 time: 2m 17.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3047, Train Acc: 86.97%, Train AUC: 0.9445, Train F1: 0.8713\n", "Val Loss: 0.3360, Val Acc: 87.60%, Val AUC: 0.9446, Val F1: 0.8812\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 26 time: 2m 22.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3014, Train Acc: 87.17%, Train AUC: 0.9457, Train F1: 0.8734\n", "Val Loss: 0.3303, Val Acc: 87.80%, Val AUC: 0.9459, Val F1: 0.8834\n", "Best model saved at epoch 27 with Val Loss: 0.3303\n", "Epoch 27 time: 2m 14.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3006, Train Acc: 87.37%, Train AUC: 0.9461, Train F1: 0.8752\n", "Val Loss: 0.3276, Val Acc: 88.60%, Val AUC: 0.9468, Val F1: 0.8902\n", "Best model saved at epoch 28 with Val Loss: 0.3276\n", "Epoch 28 time: 2m 8.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2984, Train Acc: 87.50%, Train AUC: 0.9470, Train F1: 0.8767\n", "Val Loss: 0.3274, Val Acc: 88.90%, Val AUC: 0.9466, Val F1: 0.8928\n", "Best model saved at epoch 29 with Val Loss: 0.3274\n", "Epoch 29 time: 2m 11.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2982, Train Acc: 87.40%, Train AUC: 0.9469, Train F1: 0.8756\n", "Val Loss: 0.3502, Val Acc: 85.90%, Val AUC: 0.9453, Val F1: 0.8693\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 30 time: 2m 5.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2987, Train Acc: 87.46%, Train AUC: 0.9465, Train F1: 0.8761\n", "Val Loss: 0.3354, Val Acc: 86.40%, Val AUC: 0.9465, Val F1: 0.8722\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 31 time: 2m 17.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2931, Train Acc: 87.63%, Train AUC: 0.9489, Train F1: 0.8777\n", "Val Loss: 0.3539, Val Acc: 84.60%, Val AUC: 0.9461, Val F1: 0.8590\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 32 time: 2m 17.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2965, Train Acc: 87.39%, Train AUC: 0.9477, Train F1: 0.8755\n", "Val Loss: 0.3235, Val Acc: 88.90%, Val AUC: 0.9472, Val F1: 0.8923\n", "Best model saved at epoch 33 with Val Loss: 0.3235\n", "Epoch 33 time: 2m 3.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2955, Train Acc: 87.58%, Train AUC: 0.9478, Train F1: 0.8773\n", "Val Loss: 0.3294, Val Acc: 87.60%, Val AUC: 0.9478, Val F1: 0.8817\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 34 time: 2m 11.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2984, Train Acc: 87.58%, Train AUC: 0.9467, Train F1: 0.8773\n", "Val Loss: 0.3237, Val Acc: 88.30%, Val AUC: 0.9476, Val F1: 0.8874\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 35 time: 2m 12.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2947, Train Acc: 87.50%, Train AUC: 0.9481, Train F1: 0.8763\n", "Val Loss: 0.3292, Val Acc: 87.50%, Val AUC: 0.9479, Val F1: 0.8813\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 36 time: 2m 6.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2922, Train Acc: 87.69%, Train AUC: 0.9488, Train F1: 0.8780\n", "Val Loss: 0.3225, Val Acc: 88.00%, Val AUC: 0.9484, Val F1: 0.8853\n", "Best model saved at epoch 37 with Val Loss: 0.3225\n", "Epoch 37 time: 2m 6.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2886, Train Acc: 87.77%, Train AUC: 0.9504, Train F1: 0.8789\n", "Val Loss: 0.3271, Val Acc: 87.70%, Val AUC: 0.9486, Val F1: 0.8832\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 38 time: 2m 7.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2905, Train Acc: 88.02%, Train AUC: 0.9498, Train F1: 0.8816\n", "Val Loss: 0.3267, Val Acc: 88.00%, Val AUC: 0.9484, Val F1: 0.8857\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 39 time: 2m 1.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2923, Train Acc: 87.60%, Train AUC: 0.9487, Train F1: 0.8772\n", "Val Loss: 0.3163, Val Acc: 88.40%, Val AUC: 0.9500, Val F1: 0.8889\n", "Best model saved at epoch 40 with Val Loss: 0.3163\n", "Epoch 40 time: 2m 4.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2918, Train Acc: 87.80%, Train AUC: 0.9491, Train F1: 0.8793\n", "Val Loss: 0.3326, Val Acc: 87.50%, Val AUC: 0.9488, Val F1: 0.8824\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 2m 14.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2913, Train Acc: 87.74%, Train AUC: 0.9492, Train F1: 0.8788\n", "Val Loss: 0.3348, Val Acc: 87.00%, Val AUC: 0.9486, Val F1: 0.8785\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 42 time: 2m 5.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2895, Train Acc: 88.01%, Train AUC: 0.9501, Train F1: 0.8815\n", "Val Loss: 0.3091, Val Acc: 89.00%, Val AUC: 0.9503, Val F1: 0.8924\n", "Best model saved at epoch 43 with Val Loss: 0.3091\n", "Epoch 43 time: 2m 7.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2909, Train Acc: 87.62%, Train AUC: 0.9494, Train F1: 0.8776\n", "Val Loss: 0.3165, Val Acc: 88.90%, Val AUC: 0.9505, Val F1: 0.8932\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 2m 7.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2913, Train Acc: 87.84%, Train AUC: 0.9492, Train F1: 0.8798\n", "Val Loss: 0.3116, Val Acc: 88.90%, Val AUC: 0.9516, Val F1: 0.8932\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 45 time: 2m 3.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2890, Train Acc: 87.79%, Train AUC: 0.9502, Train F1: 0.8793\n", "Val Loss: 0.3031, Val Acc: 89.90%, Val AUC: 0.9510, Val F1: 0.8997\n", "Best model saved at epoch 46 with Val Loss: 0.3031\n", "Epoch 46 time: 2m 8.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2859, Train Acc: 87.96%, Train AUC: 0.9511, Train F1: 0.8807\n", "Val Loss: 0.3187, Val Acc: 88.10%, Val AUC: 0.9505, Val F1: 0.8868\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 47 time: 2m 8.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2872, Train Acc: 88.08%, Train AUC: 0.9507, Train F1: 0.8821\n", "Val Loss: 0.3046, Val Acc: 89.40%, Val AUC: 0.9507, Val F1: 0.8963\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 48 time: 2m 13.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2844, Train Acc: 88.04%, Train AUC: 0.9515, Train F1: 0.8818\n", "Val Loss: 0.3015, Val Acc: 89.70%, Val AUC: 0.9520, Val F1: 0.8989\n", "Best model saved at epoch 49 with Val Loss: 0.3015\n", "Epoch 49 time: 2m 7.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2870, Train Acc: 87.98%, Train AUC: 0.9506, Train F1: 0.8810\n", "Val Loss: 0.3051, Val Acc: 89.30%, Val AUC: 0.9523, Val F1: 0.8956\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 2m 5.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2868, Train Acc: 88.11%, Train AUC: 0.9510, Train F1: 0.8822\n", "Val Loss: 0.3296, Val Acc: 87.10%, Val AUC: 0.9509, Val F1: 0.8796\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 51 time: 2m 6.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2848, Train Acc: 87.89%, Train AUC: 0.9514, Train F1: 0.8802\n", "Val Loss: 0.3109, Val Acc: 87.90%, Val AUC: 0.9517, Val F1: 0.8844\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 52 time: 2m 12.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2852, Train Acc: 88.14%, Train AUC: 0.9517, Train F1: 0.8826\n", "Val Loss: 0.3072, Val Acc: 89.10%, Val AUC: 0.9515, Val F1: 0.8945\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 53 time: 2m 6.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2827, Train Acc: 88.08%, Train AUC: 0.9524, Train F1: 0.8822\n", "Val Loss: 0.3138, Val Acc: 88.60%, Val AUC: 0.9521, Val F1: 0.8912\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 54 time: 2m 7.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2830, Train Acc: 88.31%, Train AUC: 0.9521, Train F1: 0.8841\n", "Val Loss: 0.3011, Val Acc: 89.60%, Val AUC: 0.9528, Val F1: 0.8988\n", "Best model saved at epoch 55 with Val Loss: 0.3011\n", "Epoch 55 time: 1m 59.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2790, Train Acc: 88.55%, Train AUC: 0.9540, Train F1: 0.8867\n", "Val Loss: 0.2990, Val Acc: 89.60%, Val AUC: 0.9537, Val F1: 0.8986\n", "Best model saved at epoch 56 with Val Loss: 0.2990\n", "Epoch 56 time: 2m 7.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2827, Train Acc: 88.10%, Train AUC: 0.9523, Train F1: 0.8822\n", "Val Loss: 0.3013, Val Acc: 89.30%, Val AUC: 0.9527, Val F1: 0.8954\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 57 time: 2m 11.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2831, Train Acc: 88.23%, Train AUC: 0.9521, Train F1: 0.8834\n", "Val Loss: 0.3045, Val Acc: 89.00%, Val AUC: 0.9522, Val F1: 0.8934\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 58 time: 2m 5.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2793, Train Acc: 88.21%, Train AUC: 0.9533, Train F1: 0.8832\n", "Val Loss: 0.3072, Val Acc: 88.90%, Val AUC: 0.9525, Val F1: 0.8932\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 59 time: 2m 10.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2863, Train Acc: 87.94%, Train AUC: 0.9506, Train F1: 0.8807\n", "Val Loss: 0.3134, Val Acc: 88.90%, Val AUC: 0.9518, Val F1: 0.8936\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 60 time: 2m 0.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2808, Train Acc: 88.26%, Train AUC: 0.9529, Train F1: 0.8837\n", "Val Loss: 0.2966, Val Acc: 89.70%, Val AUC: 0.9527, Val F1: 0.8985\n", "Best model saved at epoch 61 with Val Loss: 0.2966\n", "Epoch 61 time: 2m 14.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2806, Train Acc: 88.38%, Train AUC: 0.9531, Train F1: 0.8849\n", "Val Loss: 0.3057, Val Acc: 88.80%, Val AUC: 0.9526, Val F1: 0.8923\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 62 time: 2m 10.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2811, Train Acc: 88.50%, Train AUC: 0.9527, Train F1: 0.8863\n", "Val Loss: 0.3004, Val Acc: 88.80%, Val AUC: 0.9536, Val F1: 0.8921\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 63 time: 2m 12.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2794, Train Acc: 88.28%, Train AUC: 0.9533, Train F1: 0.8839\n", "Val Loss: 0.3249, Val Acc: 87.10%, Val AUC: 0.9527, Val F1: 0.8798\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 64 time: 2m 3.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2787, Train Acc: 88.42%, Train AUC: 0.9537, Train F1: 0.8854\n", "Val Loss: 0.3077, Val Acc: 88.60%, Val AUC: 0.9533, Val F1: 0.8910\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 65 time: 2m 2.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2746, Train Acc: 88.58%, Train AUC: 0.9552, Train F1: 0.8869\n", "Val Loss: 0.3005, Val Acc: 88.70%, Val AUC: 0.9543, Val F1: 0.8919\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 66 time: 2m 14.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2795, Train Acc: 88.34%, Train AUC: 0.9532, Train F1: 0.8844\n", "Val Loss: 0.3035, Val Acc: 88.80%, Val AUC: 0.9528, Val F1: 0.8919\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 67 time: 2m 6.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2771, Train Acc: 88.45%, Train AUC: 0.9543, Train F1: 0.8855\n", "Val Loss: 0.3042, Val Acc: 88.80%, Val AUC: 0.9527, Val F1: 0.8919\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 68 time: 2m 3.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2769, Train Acc: 88.48%, Train AUC: 0.9542, Train F1: 0.8859\n", "Val Loss: 0.3042, Val Acc: 88.90%, Val AUC: 0.9529, Val F1: 0.8930\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 69 time: 2m 7.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2771, Train Acc: 88.65%, Train AUC: 0.9542, Train F1: 0.8874\n", "Val Loss: 0.3038, Val Acc: 88.90%, Val AUC: 0.9529, Val F1: 0.8928\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 70 time: 2m 16.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2775, Train Acc: 88.48%, Train AUC: 0.9541, Train F1: 0.8858\n", "Val Loss: 0.3029, Val Acc: 88.90%, Val AUC: 0.9530, Val F1: 0.8928\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 71 time: 2m 8.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2750, Train Acc: 88.64%, Train AUC: 0.9550, Train F1: 0.8874\n", "Val Loss: 0.3036, Val Acc: 88.70%, Val AUC: 0.9532, Val F1: 0.8912\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 72 time: 2m 4.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2795, Train Acc: 88.46%, Train AUC: 0.9532, Train F1: 0.8858\n", "Val Loss: 0.3013, Val Acc: 88.90%, Val AUC: 0.9532, Val F1: 0.8925\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 73 time: 2m 5.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2782, Train Acc: 88.49%, Train AUC: 0.9538, Train F1: 0.8859\n", "Val Loss: 0.3047, Val Acc: 88.80%, Val AUC: 0.9530, Val F1: 0.8921\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 74 time: 2m 4.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2778, Train Acc: 88.42%, Train AUC: 0.9540, Train F1: 0.8853\n", "Val Loss: 0.3037, Val Acc: 89.00%, Val AUC: 0.9531, Val F1: 0.8938\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 75 time: 2m 13.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2782, Train Acc: 88.60%, Train AUC: 0.9540, Train F1: 0.8872\n", "Val Loss: 0.3037, Val Acc: 89.00%, Val AUC: 0.9531, Val F1: 0.8938\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 76 time: 2m 5.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2793, Train Acc: 88.41%, Train AUC: 0.9534, Train F1: 0.8851\n", "Val Loss: 0.3038, Val Acc: 89.00%, Val AUC: 0.9531, Val F1: 0.8938\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 77 time: 2m 14.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2783, Train Acc: 88.23%, Train AUC: 0.9538, Train F1: 0.8833\n", "Val Loss: 0.3030, Val Acc: 88.90%, Val AUC: 0.9531, Val F1: 0.8928\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 78 time: 2m 12.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2815, Train Acc: 88.31%, Train AUC: 0.9526, Train F1: 0.8840\n", "Val Loss: 0.3034, Val Acc: 88.90%, Val AUC: 0.9531, Val F1: 0.8928\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 79 time: 2m 6.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2796, Train Acc: 88.49%, Train AUC: 0.9532, Train F1: 0.8861\n", "Val Loss: 0.3031, Val Acc: 88.90%, Val AUC: 0.9531, Val F1: 0.8928\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 80 time: 2m 9.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2737, Train Acc: 88.80%, Train AUC: 0.9556, Train F1: 0.8890\n", "Val Loss: 0.3028, Val Acc: 88.90%, Val AUC: 0.9532, Val F1: 0.8928\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for ViT: 2h 53m 31s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/ViT_metrics.csv\n", "Training completed at epoch 61 with best validation loss of 0.2966\n", "ViT training time: 2h 53m 33s\n" ] } ], "source": [ "# ============================ Train ViT Model ============================ #\n", "start_time_vit = time.perf_counter() # Start timing for ViT model\n", "\n", "print(f'\\n=== Training ViT ===')\n", "model_name = 'ViT'\n", "# Add fine_tune_mode and last_n attributes here\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model # Update the model with the trained model\n", "\n", "end_time_vit = time.perf_counter()\n", "print(f\"ViT training time: {format_time(end_time_vit - start_time_vit)}\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CvT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.6208, Train Acc: 63.80%, Train AUC: 0.7063, Train F1: 0.6370\n", "Val Loss: 0.6334, Val Acc: 63.40%, Val AUC: 0.7117, Val F1: 0.6930\n", "Best model saved at epoch 1 with Val Loss: 0.6334\n", "Epoch 1 time: 1m 53.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.5522, Train Acc: 70.34%, Train AUC: 0.7917, Train F1: 0.7100\n", "Val Loss: 0.6094, Val Acc: 67.10%, Val AUC: 0.7421, Val F1: 0.7186\n", "Best model saved at epoch 2 with Val Loss: 0.6094\n", "Epoch 2 time: 1m 54.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.5263, Train Acc: 71.96%, Train AUC: 0.8129, Train F1: 0.7232\n", "Val Loss: 0.6007, Val Acc: 67.00%, Val AUC: 0.7772, Val F1: 0.7268\n", "Best model saved at epoch 3 with Val Loss: 0.6007\n", "Epoch 3 time: 1m 52.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.5091, Train Acc: 72.93%, Train AUC: 0.8255, Train F1: 0.7302\n", "Val Loss: 0.5748, Val Acc: 69.00%, Val AUC: 0.7875, Val F1: 0.7295\n", "Best model saved at epoch 4 with Val Loss: 0.5748\n", "Epoch 4 time: 1m 52.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4992, Train Acc: 73.19%, Train AUC: 0.8314, Train F1: 0.7351\n", "Val Loss: 0.5587, Val Acc: 69.60%, Val AUC: 0.7963, Val F1: 0.7276\n", "Best model saved at epoch 5 with Val Loss: 0.5587\n", "Epoch 5 time: 1m 57.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.4889, Train Acc: 73.72%, Train AUC: 0.8388, Train F1: 0.7390\n", "Val Loss: 0.5381, Val Acc: 71.80%, Val AUC: 0.8223, Val F1: 0.7522\n", "Best model saved at epoch 6 with Val Loss: 0.5381\n", "Epoch 6 time: 1m 44.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.4849, Train Acc: 74.05%, Train AUC: 0.8417, Train F1: 0.7424\n", "Val Loss: 0.5584, Val Acc: 70.60%, Val AUC: 0.8225, Val F1: 0.7500\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 1m 48.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.4825, Train Acc: 74.04%, Train AUC: 0.8422, Train F1: 0.7436\n", "Val Loss: 0.5708, Val Acc: 68.20%, Val AUC: 0.8333, Val F1: 0.7410\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 1m 45.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.4728, Train Acc: 74.60%, Train AUC: 0.8488, Train F1: 0.7481\n", "Val Loss: 0.5403, Val Acc: 70.80%, Val AUC: 0.8373, Val F1: 0.7513\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 9 time: 1m 54.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.4723, Train Acc: 74.82%, Train AUC: 0.8493, Train F1: 0.7500\n", "Val Loss: 0.5600, Val Acc: 69.90%, Val AUC: 0.8345, Val F1: 0.7473\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 10 time: 1m 50.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.4665, Train Acc: 75.29%, Train AUC: 0.8539, Train F1: 0.7535\n", "Val Loss: 0.5244, Val Acc: 72.00%, Val AUC: 0.8491, Val F1: 0.7590\n", "Best model saved at epoch 11 with Val Loss: 0.5244\n", "Epoch 11 time: 1m 56.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.4640, Train Acc: 75.12%, Train AUC: 0.8544, Train F1: 0.7509\n", "Val Loss: 0.5343, Val Acc: 71.40%, Val AUC: 0.8435, Val F1: 0.7564\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 12 time: 1m 54.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.4638, Train Acc: 75.13%, Train AUC: 0.8536, Train F1: 0.7547\n", "Val Loss: 0.5341, Val Acc: 72.30%, Val AUC: 0.8467, Val F1: 0.7622\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 13 time: 1m 52.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.4640, Train Acc: 74.98%, Train AUC: 0.8534, Train F1: 0.7523\n", "Val Loss: 0.5133, Val Acc: 72.40%, Val AUC: 0.8471, Val F1: 0.7583\n", "Best model saved at epoch 14 with Val Loss: 0.5133\n", "Epoch 14 time: 1m 52.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.4628, Train Acc: 75.38%, Train AUC: 0.8550, Train F1: 0.7521\n", "Val Loss: 0.5386, Val Acc: 72.60%, Val AUC: 0.8492, Val F1: 0.7658\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 1m 55.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.4610, Train Acc: 75.13%, Train AUC: 0.8553, Train F1: 0.7511\n", "Val Loss: 0.5606, Val Acc: 71.30%, Val AUC: 0.8427, Val F1: 0.7578\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 1m 51.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.4582, Train Acc: 75.57%, Train AUC: 0.8581, Train F1: 0.7559\n", "Val Loss: 0.5139, Val Acc: 73.30%, Val AUC: 0.8563, Val F1: 0.7648\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 1m 52.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.4551, Train Acc: 75.73%, Train AUC: 0.8596, Train F1: 0.7581\n", "Val Loss: 0.5022, Val Acc: 73.10%, Val AUC: 0.8628, Val F1: 0.7655\n", "Best model saved at epoch 18 with Val Loss: 0.5022\n", "Epoch 18 time: 1m 59.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.4557, Train Acc: 75.71%, Train AUC: 0.8592, Train F1: 0.7571\n", "Val Loss: 0.5214, Val Acc: 73.40%, Val AUC: 0.8524, Val F1: 0.7687\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 1m 49.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.4591, Train Acc: 75.30%, Train AUC: 0.8565, Train F1: 0.7533\n", "Val Loss: 0.5058, Val Acc: 74.20%, Val AUC: 0.8613, Val F1: 0.7733\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 20 time: 1m 57.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.4546, Train Acc: 75.74%, Train AUC: 0.8604, Train F1: 0.7582\n", "Val Loss: 0.4715, Val Acc: 76.10%, Val AUC: 0.8673, Val F1: 0.7813\n", "Best model saved at epoch 21 with Val Loss: 0.4715\n", "Epoch 21 time: 1m 49.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.4543, Train Acc: 75.90%, Train AUC: 0.8599, Train F1: 0.7585\n", "Val Loss: 0.5372, Val Acc: 71.40%, Val AUC: 0.8623, Val F1: 0.7597\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 1m 52.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.4514, Train Acc: 75.85%, Train AUC: 0.8616, Train F1: 0.7586\n", "Val Loss: 0.4829, Val Acc: 74.40%, Val AUC: 0.8693, Val F1: 0.7706\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 23 time: 1m 50.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.4530, Train Acc: 75.70%, Train AUC: 0.8613, Train F1: 0.7551\n", "Val Loss: 0.4917, Val Acc: 74.60%, Val AUC: 0.8644, Val F1: 0.7740\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 24 time: 1m 51.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.4523, Train Acc: 75.83%, Train AUC: 0.8614, Train F1: 0.7571\n", "Val Loss: 0.5202, Val Acc: 74.10%, Val AUC: 0.8633, Val F1: 0.7758\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 25 time: 1m 56.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.4538, Train Acc: 75.85%, Train AUC: 0.8604, Train F1: 0.7587\n", "Val Loss: 0.5076, Val Acc: 73.60%, Val AUC: 0.8611, Val F1: 0.7680\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 26 time: 1m 52.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.4508, Train Acc: 75.65%, Train AUC: 0.8615, Train F1: 0.7550\n", "Val Loss: 0.4676, Val Acc: 75.10%, Val AUC: 0.8749, Val F1: 0.7743\n", "Best model saved at epoch 27 with Val Loss: 0.4676\n", "Epoch 27 time: 1m 54.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.4535, Train Acc: 75.85%, Train AUC: 0.8604, Train F1: 0.7566\n", "Val Loss: 0.5030, Val Acc: 74.40%, Val AUC: 0.8690, Val F1: 0.7770\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 28 time: 2m 3.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.4496, Train Acc: 75.69%, Train AUC: 0.8624, Train F1: 0.7562\n", "Val Loss: 0.4884, Val Acc: 74.10%, Val AUC: 0.8691, Val F1: 0.7698\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 29 time: 1m 50.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.4461, Train Acc: 76.52%, Train AUC: 0.8659, Train F1: 0.7635\n", "Val Loss: 0.4733, Val Acc: 75.70%, Val AUC: 0.8674, Val F1: 0.7756\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 30 time: 1m 52.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.4495, Train Acc: 75.80%, Train AUC: 0.8615, Train F1: 0.7579\n", "Val Loss: 0.4893, Val Acc: 75.00%, Val AUC: 0.8642, Val F1: 0.7760\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 31 time: 2m 5.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.4483, Train Acc: 75.85%, Train AUC: 0.8632, Train F1: 0.7570\n", "Val Loss: 0.4683, Val Acc: 76.20%, Val AUC: 0.8724, Val F1: 0.7812\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 32 time: 1m 58.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.4503, Train Acc: 75.82%, Train AUC: 0.8616, Train F1: 0.7591\n", "Val Loss: 0.4670, Val Acc: 77.00%, Val AUC: 0.8739, Val F1: 0.7886\n", "Best model saved at epoch 33 with Val Loss: 0.4670\n", "Epoch 33 time: 2m 9.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.4474, Train Acc: 76.24%, Train AUC: 0.8648, Train F1: 0.7623\n", "Val Loss: 0.4718, Val Acc: 75.10%, Val AUC: 0.8780, Val F1: 0.7783\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 34 time: 2m 1.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.4502, Train Acc: 76.00%, Train AUC: 0.8626, Train F1: 0.7594\n", "Val Loss: 0.5016, Val Acc: 75.10%, Val AUC: 0.8648, Val F1: 0.7810\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 35 time: 1m 52.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.4482, Train Acc: 75.96%, Train AUC: 0.8635, Train F1: 0.7588\n", "Val Loss: 0.4848, Val Acc: 76.50%, Val AUC: 0.8710, Val F1: 0.7896\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 36 time: 1m 56.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.4491, Train Acc: 75.93%, Train AUC: 0.8628, Train F1: 0.7593\n", "Val Loss: 0.4682, Val Acc: 76.90%, Val AUC: 0.8774, Val F1: 0.7913\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 37 time: 1m 53.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.4442, Train Acc: 76.40%, Train AUC: 0.8664, Train F1: 0.7651\n", "Val Loss: 0.4625, Val Acc: 76.60%, Val AUC: 0.8781, Val F1: 0.7865\n", "Best model saved at epoch 38 with Val Loss: 0.4625\n", "Epoch 38 time: 1m 51.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.4523, Train Acc: 76.03%, Train AUC: 0.8615, Train F1: 0.7610\n", "Val Loss: 0.4726, Val Acc: 76.50%, Val AUC: 0.8734, Val F1: 0.7869\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 39 time: 1m 57.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.4482, Train Acc: 76.14%, Train AUC: 0.8639, Train F1: 0.7584\n", "Val Loss: 0.4742, Val Acc: 75.60%, Val AUC: 0.8775, Val F1: 0.7818\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 40 time: 1m 50.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.4467, Train Acc: 76.58%, Train AUC: 0.8659, Train F1: 0.7657\n", "Val Loss: 0.5431, Val Acc: 72.80%, Val AUC: 0.8698, Val F1: 0.7726\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 41 time: 2m 8.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.4489, Train Acc: 75.98%, Train AUC: 0.8631, Train F1: 0.7594\n", "Val Loss: 0.4743, Val Acc: 76.90%, Val AUC: 0.8763, Val F1: 0.7932\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 42 time: 1m 52.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.4513, Train Acc: 75.47%, Train AUC: 0.8603, Train F1: 0.7537\n", "Val Loss: 0.4546, Val Acc: 76.80%, Val AUC: 0.8776, Val F1: 0.7836\n", "Best model saved at epoch 43 with Val Loss: 0.4546\n", "Epoch 43 time: 2m 5.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.4459, Train Acc: 76.28%, Train AUC: 0.8653, Train F1: 0.7617\n", "Val Loss: 0.4825, Val Acc: 75.50%, Val AUC: 0.8768, Val F1: 0.7814\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 2m 4.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.4472, Train Acc: 76.33%, Train AUC: 0.8649, Train F1: 0.7637\n", "Val Loss: 0.4895, Val Acc: 74.90%, Val AUC: 0.8773, Val F1: 0.7804\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 45 time: 2m 8.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.4464, Train Acc: 76.27%, Train AUC: 0.8647, Train F1: 0.7632\n", "Val Loss: 0.4806, Val Acc: 76.10%, Val AUC: 0.8730, Val F1: 0.7849\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 46 time: 2m 2.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.4478, Train Acc: 76.19%, Train AUC: 0.8639, Train F1: 0.7617\n", "Val Loss: 0.4650, Val Acc: 76.10%, Val AUC: 0.8748, Val F1: 0.7797\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 47 time: 2m 2.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.4421, Train Acc: 76.62%, Train AUC: 0.8683, Train F1: 0.7662\n", "Val Loss: 0.4761, Val Acc: 75.50%, Val AUC: 0.8697, Val F1: 0.7767\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 48 time: 1m 54.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.4469, Train Acc: 76.07%, Train AUC: 0.8645, Train F1: 0.7586\n", "Val Loss: 0.4721, Val Acc: 76.00%, Val AUC: 0.8834, Val F1: 0.7861\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 49 time: 2m 1.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.4473, Train Acc: 75.99%, Train AUC: 0.8642, Train F1: 0.7553\n", "Val Loss: 0.4664, Val Acc: 76.70%, Val AUC: 0.8791, Val F1: 0.7876\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 50 time: 2m 1.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.4444, Train Acc: 76.46%, Train AUC: 0.8662, Train F1: 0.7610\n", "Val Loss: 0.4818, Val Acc: 74.90%, Val AUC: 0.8774, Val F1: 0.7789\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 51 time: 1m 54.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.4480, Train Acc: 76.20%, Train AUC: 0.8642, Train F1: 0.7590\n", "Val Loss: 0.4965, Val Acc: 75.70%, Val AUC: 0.8780, Val F1: 0.7881\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 52 time: 1m 55.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.4432, Train Acc: 76.42%, Train AUC: 0.8670, Train F1: 0.7618\n", "Val Loss: 0.4679, Val Acc: 75.70%, Val AUC: 0.8745, Val F1: 0.7781\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 53 time: 2m 3.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.4473, Train Acc: 76.15%, Train AUC: 0.8644, Train F1: 0.7592\n", "Val Loss: 0.4509, Val Acc: 77.60%, Val AUC: 0.8802, Val F1: 0.7926\n", "Best model saved at epoch 54 with Val Loss: 0.4509\n", "Epoch 54 time: 1m 57.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.4466, Train Acc: 76.24%, Train AUC: 0.8650, Train F1: 0.7609\n", "Val Loss: 0.4677, Val Acc: 76.40%, Val AUC: 0.8768, Val F1: 0.7874\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 1m 59.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.4457, Train Acc: 76.27%, Train AUC: 0.8655, Train F1: 0.7610\n", "Val Loss: 0.4707, Val Acc: 76.20%, Val AUC: 0.8801, Val F1: 0.7886\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 56 time: 1m 52.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.4413, Train Acc: 76.41%, Train AUC: 0.8679, Train F1: 0.7626\n", "Val Loss: 0.4634, Val Acc: 76.00%, Val AUC: 0.8815, Val F1: 0.7838\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 57 time: 1m 49.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.4478, Train Acc: 76.10%, Train AUC: 0.8638, Train F1: 0.7602\n", "Val Loss: 0.4938, Val Acc: 75.30%, Val AUC: 0.8702, Val F1: 0.7824\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 58 time: 1m 54.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.4430, Train Acc: 76.45%, Train AUC: 0.8674, Train F1: 0.7632\n", "Val Loss: 0.4952, Val Acc: 74.50%, Val AUC: 0.8762, Val F1: 0.7777\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 59 time: 1m 55.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.4460, Train Acc: 76.16%, Train AUC: 0.8652, Train F1: 0.7598\n", "Val Loss: 0.4763, Val Acc: 76.30%, Val AUC: 0.8861, Val F1: 0.7912\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 60 time: 1m 48.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.4453, Train Acc: 76.10%, Train AUC: 0.8650, Train F1: 0.7594\n", "Val Loss: 0.4728, Val Acc: 76.20%, Val AUC: 0.8778, Val F1: 0.7867\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 61 time: 1m 50.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.4474, Train Acc: 76.04%, Train AUC: 0.8644, Train F1: 0.7598\n", "Val Loss: 0.4611, Val Acc: 77.20%, Val AUC: 0.8762, Val F1: 0.7904\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 62 time: 1m 51.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.4437, Train Acc: 76.21%, Train AUC: 0.8661, Train F1: 0.7613\n", "Val Loss: 0.4799, Val Acc: 75.60%, Val AUC: 0.8766, Val F1: 0.7829\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 63 time: 1m 51.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.4466, Train Acc: 76.21%, Train AUC: 0.8645, Train F1: 0.7615\n", "Val Loss: 0.4804, Val Acc: 75.70%, Val AUC: 0.8786, Val F1: 0.7840\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 64 time: 1m 51.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.4430, Train Acc: 76.40%, Train AUC: 0.8673, Train F1: 0.7633\n", "Val Loss: 0.4828, Val Acc: 76.80%, Val AUC: 0.8707, Val F1: 0.7910\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 65 time: 1m 55.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.4423, Train Acc: 76.33%, Train AUC: 0.8678, Train F1: 0.7620\n", "Val Loss: 0.4530, Val Acc: 77.20%, Val AUC: 0.8825, Val F1: 0.7897\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 66 time: 1m 57.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.4438, Train Acc: 76.36%, Train AUC: 0.8669, Train F1: 0.7633\n", "Val Loss: 0.4699, Val Acc: 75.80%, Val AUC: 0.8805, Val F1: 0.7832\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 67 time: 1m 57.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.4449, Train Acc: 76.18%, Train AUC: 0.8657, Train F1: 0.7612\n", "Val Loss: 0.4444, Val Acc: 78.10%, Val AUC: 0.8850, Val F1: 0.7959\n", "Best model saved at epoch 68 with Val Loss: 0.4444\n", "Epoch 68 time: 1m 45.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.4468, Train Acc: 76.27%, Train AUC: 0.8647, Train F1: 0.7618\n", "Val Loss: 0.4560, Val Acc: 77.20%, Val AUC: 0.8769, Val F1: 0.7881\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 69 time: 1m 54.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.4488, Train Acc: 76.07%, Train AUC: 0.8636, Train F1: 0.7591\n", "Val Loss: 0.4630, Val Acc: 76.40%, Val AUC: 0.8818, Val F1: 0.7874\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 70 time: 1m 51.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.4477, Train Acc: 75.99%, Train AUC: 0.8642, Train F1: 0.7590\n", "Val Loss: 0.4919, Val Acc: 74.70%, Val AUC: 0.8752, Val F1: 0.7787\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 71 time: 1m 55.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.4504, Train Acc: 76.02%, Train AUC: 0.8626, Train F1: 0.7588\n", "Val Loss: 0.4641, Val Acc: 76.40%, Val AUC: 0.8824, Val F1: 0.7889\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 72 time: 1m 49.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.4469, Train Acc: 76.22%, Train AUC: 0.8648, Train F1: 0.7616\n", "Val Loss: 0.4649, Val Acc: 76.00%, Val AUC: 0.8813, Val F1: 0.7834\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 73 time: 1m 52.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.4459, Train Acc: 76.20%, Train AUC: 0.8654, Train F1: 0.7608\n", "Val Loss: 0.4609, Val Acc: 77.60%, Val AUC: 0.8777, Val F1: 0.7937\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 74 time: 1m 56.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.4446, Train Acc: 76.21%, Train AUC: 0.8659, Train F1: 0.7608\n", "Val Loss: 0.4520, Val Acc: 77.00%, Val AUC: 0.8786, Val F1: 0.7862\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 75 time: 1m 55.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.4424, Train Acc: 76.49%, Train AUC: 0.8675, Train F1: 0.7642\n", "Val Loss: 0.4591, Val Acc: 76.70%, Val AUC: 0.8830, Val F1: 0.7884\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 76 time: 1m 55.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.4453, Train Acc: 76.06%, Train AUC: 0.8650, Train F1: 0.7593\n", "Val Loss: 0.4824, Val Acc: 74.90%, Val AUC: 0.8771, Val F1: 0.7777\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 77 time: 1m 51.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.4457, Train Acc: 76.48%, Train AUC: 0.8657, Train F1: 0.7645\n", "Val Loss: 0.4677, Val Acc: 77.40%, Val AUC: 0.8749, Val F1: 0.7945\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 78 time: 1m 50.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.4428, Train Acc: 76.55%, Train AUC: 0.8676, Train F1: 0.7645\n", "Val Loss: 0.4560, Val Acc: 76.50%, Val AUC: 0.8791, Val F1: 0.7826\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 79 time: 1m 49.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.4433, Train Acc: 76.25%, Train AUC: 0.8666, Train F1: 0.7610\n", "Val Loss: 0.4947, Val Acc: 75.70%, Val AUC: 0.8745, Val F1: 0.7867\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 80 time: 1m 56.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.4480, Train Acc: 76.16%, Train AUC: 0.8642, Train F1: 0.7614\n", "Val Loss: 0.4584, Val Acc: 77.00%, Val AUC: 0.8797, Val F1: 0.7882\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 81 time: 1m 58.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.4462, Train Acc: 75.95%, Train AUC: 0.8646, Train F1: 0.7571\n", "Val Loss: 0.4884, Val Acc: 75.50%, Val AUC: 0.8742, Val F1: 0.7830\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 82 time: 1m 54.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.4479, Train Acc: 76.10%, Train AUC: 0.8638, Train F1: 0.7588\n", "Val Loss: 0.4700, Val Acc: 76.80%, Val AUC: 0.8709, Val F1: 0.7860\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 83 time: 1m 51.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.4440, Train Acc: 76.50%, Train AUC: 0.8671, Train F1: 0.7642\n", "Val Loss: 0.4540, Val Acc: 76.90%, Val AUC: 0.8803, Val F1: 0.7863\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 84 time: 1m 50.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.4470, Train Acc: 76.06%, Train AUC: 0.8643, Train F1: 0.7594\n", "Val Loss: 0.4590, Val Acc: 76.60%, Val AUC: 0.8747, Val F1: 0.7817\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 85 time: 2m 2.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.4421, Train Acc: 76.54%, Train AUC: 0.8679, Train F1: 0.7646\n", "Val Loss: 0.4565, Val Acc: 76.70%, Val AUC: 0.8753, Val F1: 0.7837\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 86 time: 1m 51.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.4485, Train Acc: 76.21%, Train AUC: 0.8640, Train F1: 0.7615\n", "Val Loss: 0.4845, Val Acc: 75.40%, Val AUC: 0.8791, Val F1: 0.7827\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 87 time: 1m 47.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.4442, Train Acc: 76.13%, Train AUC: 0.8660, Train F1: 0.7603\n", "Val Loss: 0.4454, Val Acc: 77.90%, Val AUC: 0.8858, Val F1: 0.7956\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for CvT: 2h 48m 27s\n" ] }, { "data": { "image/png": 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gpocjhBBVQnpsCCGEEEIIIYQQQghxm5g/fz6Ojo6MGTOmpocihBBVRnpsCCGEEEIIIYQQQghRy61bt44zZ87www8/MHPmTBwcHGp6SEIIUWWkFJUQQgghhBBCCCGEELWcn58fMTExBAYG8vPPP+Pk5FTTQxJCiCojgQ0hhBBCCCGEEEIIIYQQQtQa0mNDCCGEEEIIIYQQQgghhBC1hvTYqCCdTsfVq1dxcnJCo9HU9HCEEEIIIYSocXq9npSUFOrVq4eFhZxDVRr5PiGEEEIIIURh5fk+IYGNCrp69SoNGzas6WEIIYQQQghxy4mMjKRBgwY1PYxbmnyfEEIIIYQQonjmfJ+QwEYFGRswRUZG4uzsXMOjEUIIIUStkpYG9eqp5atXwcGhZscjRCVJTk6mYcOG0qzUDPJ9QgghhBA3Rb5TiNtQeb5PSGCjgozp4s7OzvJFRAghhBDlo9XmLzs7y5cQcduR0kplk+8TQgghhLgp8p1C3MbM+T4hhW+FEEIIIYQQQgghhBBCCFFrSMaGEEIIIUR1s7eH2Nj8ZSGEEEIIIYQoD/lOIf7jJLAhhBBCCFHdNBrw8qrpUQghhBBCCCFqK/lOIf7jJLAhhBBCCCEqLC8vj5ycnJoehqgmVlZWaAvWcxZVTo4xUZmsra2xsJCK1EIIIYSo/SSwIYQQQghR3bKyYNYstfzZZ2BjU7PjqQC9Xk90dDSJiYk1PRRRzVxdXfHx8ZEG4VVMjjFRFSwsLPD398fa2rqmhyKEEOJm3QbfKYS4GRq9Xq+v6UHURsnJybi4uJCUlISzs3NND0cIIYQQtUlaGjg6quXUVHBwqNnxVEBUVBSJiYl4e3tjb28vk9z/AXq9nvT0dGJjY3F1daVu3bpF1pH/kc1X1mslx5iobDqdjqtXr2JlZYWvr6+8p4QQora7Db5TCHGj8nyfkIwNIYQQQghRLnl5eaYJVw8Pj5oejqhGdnZ2AMTGxuLt7S1lqaqIHGOiqnh5eXH16lVyc3OxsrKq6eEIIYQQQlSYFNcUQgghhBDlYqz3b29vX8MjETXB+HuXvg9VR44xUVWMJajy8vJqeCRCCCGEEDdHAhtCCCGEEKJCpIzJf5P83quPvNaissl7SgghhBC3CwlsCCGEEEIIIYQQQgghhBCi1pDAhhBCCCGEEEIIIYQQQgghag0JbAghhBBCCHET/Pz8+OKLL2p6GELcluT4EkIIIYQQxZHAhhBCCCFEdbOzg9BQdbGzq+nR/GdoNJpSL3PmzKnQdg8dOsSjjz56U2Pr27cvzzzzzE1tQ4iadCsfX0a//vorWq2WGTNmVMr2hBBCiBol3ynEf5xlTQ9ACCGEEOI/x8IC/PxqehT/OVFRUablFStW8MYbb3D+/HnTbY6OjqZlvV5PXl4elpZl/7vs5eVVuQMVohaqDcfXggULePHFF/m///s/5s6di62tbaVtu7yys7Oxtrausf0LIYS4Dch3CvEfJxkbQgghhBDipun1etKzc2vkotfrzRqjj4+P6eLi4oJGozH9fO7cOZycnNi4cSOdO3fGxsaGPXv2EBISwsiRI6lTpw6Ojo507dqVf/75p9B2byyVo9Fo+PHHHxk9ejT29vY0a9aMtWvX3tTr+/vvv9O6dWtsbGzw8/Nj7ty5he7/9ttvadasGba2ttSpU4d7773XdN+qVato27YtdnZ2eHh4MGDAANLS0m5qPKJ6yfH1hennih5foaGh7Nu3j5dffpmAgABWr15dZJ2FCxeajrO6desyc+ZM032JiYk89thj1KlTB1tbW9q0acP69esBmDNnDh06dCi0rS+++AK/ApNNU6dOZdSoUbz33nvUq1eP5s2bA/Dzzz/TpUsXnJyc8PHx4f777yc2NrbQtk6fPs3w4cNxdnbGycmJXr16ERISwq5du7CysiI6OrrQ+s888wy9evUq8zURQgghhKjNJGNDCCGEEKK6ZWfDq6+q5ffeg9vgrN2MnDxavfF3jez7zNuB2FtXzr+1L7/8Mp9++imNGzfGzc2NyMhIhg4dynvvvYeNjQ1LlixhxIgRnD9/Hl9f3xK389Zbb/Hxxx/zySef8PXXXzNp0iTCw8Nxd3cv95iOHDnCuHHjmDNnDuPHj2ffvn088cQTeHh4MHXqVA4fPsxTTz3Fzz//zJ133klCQgK7d+8G1Fn0EydO5OOPP2b06NGkpKSwe/dusyerxa1Bjq/CKnJ8LVq0iGHDhuHi4sLkyZNZsGAB999/v+n+7777jlmzZvHhhx8yZMgQkpKS2Lt3LwA6nY4hQ4aQkpLC0qVLadKkCWfOnEGr1Zbr+W/duhVnZ2e2bNliui0nJ4d33nmH5s2bExsby6xZs5g6dSp//fUXAFeuXKF379707duXbdu24ezszN69e8nNzaV37940btyYn3/+mRdeeMG0vWXLlvHxxx+Xa2xCCCFqodvwO4UQ5SGBDSGEEEKI6paTA59+qpbnzJEvIbeQt99+m4EDB5p+dnd3p3379qaf33nnHdasWcPatWsLnc19o6lTpzJx4kQA3n//fb766isOHjzI4MGDyz2mzz77jP79+/P6668DEBAQwJkzZ/jkk0+YOnUqERERODg4MHz4cJycnGjUqBEdO3YEVGAjNzeXMWPG0KhRIwDatm1b7jEIURlq6vjS6XQsXryYr7/+GoAJEybw3HPPERoair+/PwDvvvsuzz33HE8//bTpcV27dgXgn3/+4eDBg5w9e5aAgAAAGjduXO7n7+DgwI8//lioBNX06dNNy40bN+arr76ia9eupKam4ujoyLx583BxcWH58uVYWVkBmMYA8NBDD7Fo0SJTYGPdunVkZmYybty4co9PCCFELSPfKcR/nAQ2hBBCCCHETbOz0nLm7cAa23dl6dKlS6GfU1NTmTNnDhs2bDAFCTIyMoiIiCh1O+3atTMtOzg44OzsXKS8jLnOnj3LyJEjC93Ws2dPvvjiC/Ly8hg4cCCNGjWicePGDB48mMGDB5vK9LRv357+/fvTtm1bAgMDGTRoEPfeey9ubm4VGouoGXJ8FVbe42vLli2kpaUxdOhQADw9PRk4cCALFy7knXfeITY2lqtXr9K/f/9iHx8UFESDBg0KBRQqom3btkX6ahw5coQ5c+Zw/Phxrl+/jk6nAyAiIoJWrVoRFBREr169TEGNG02dOpXXXnuNf//9lzvuuIPFixczbtw4HBwcbmqsQgghhBC3OglsCCGEEEKIm6bRaCqtXE1NunEy8Pnnn2fLli18+umnNG3aFDs7O+69916ys7NL3c6Nk5AajcY0YVnZnJycOHr0KDt27GDz5s288cYbzJkzh0OHDuHq6sqWLVvYt28fmzdv5uuvv+bVV1/lwIEDpjPVxa1Pjq/Cynt8LViwgISEBOzs7Ey36XQ6Tpw4wVtvvVXo9uKUdb+FhUWR8m45OTlF1rvx+aelpREYGEhgYCDLli3Dy8uLiIgIAgMDTa9BWfv29vZmxIgRLFq0CH9/fzZu3MiOHTtKfYwQQgghxO1AmofXVidWwo4PIT2hpkcihBBCCHHb2rt3L1OnTmX06NG0bdsWHx8fwsLCqnUMLVu2NNX6LziugIAAU41/S0tLBgwYwMcff8yJEycICwtj27ZtgJr07dmzJ2+99RbHjh3D2tqaNWvWVOtzEKI41XF8Xbt2jT///JPly5cTFBRkuhw7dozr16+zefNmnJyc8PPzY+vWrcVuo127dly+fJng4OBi7/fy8iI6OrpQcCMoKKjMsZ07d45r167x4Ycf0qtXL1q0aFEk86Rdu3bs3r272ECJ0cMPP8yKFSv44YcfaNKkCT179ixz30IIIW4DeSX/bRDiv0ACG7XV1rdgxwcQf6GmRyKEEEIIcdtq1qwZq1evJigoiOPHj3P//fdXWeZFXFxcoYnXoKAgYmJieO6559i6dSvvvPMOwcHB/PTTT3zzzTc8//zzAKxfv56vvvqKoKAgwsPDWbJkCTqdjubNm3PgwAHef/99Dh8+TEREBKtXryYuLo6WLVtWyXO4Vc2bNw8/Pz9sbW3p3r07Bw8eLHHdvn37otFoilyGDRtmWic1NZWZM2fSoEED7OzsaNWqFd9//311PJXbSnUcXz///DMeHh6MGzeONm3amC7t27dn6NChLFiwAIA5c+Ywd+5cvvrqKy5cuMDRo0dNPTn69OlD7969GTt2LFu2bCE0NJSNGzeyadMmQL1n4uLi+PjjjwkJCWHevHls3LixzLH5+vpibW3N119/zaVLl1i7di3vvPNOoXVmzpxJcnIyEyZM4PDhw1y4cIGff/6Z8+fPm9YJDAzE2dmZd999l2nTplXWSyeEEOJWd3x5TY9AiBolgY3aylU1fyQxvGbHIYQQQghxG/vss89wc3PjzjvvZMSIEQQGBtKpU6cq2dcvv/xCx44dC13mz59Pp06d+O2331i+fDlt2rThjTfe4O2332bq1KkAuLq6snr1au6++25atmzJ999/z6+//krr1q1xdnZm165dDB06lICAAF577TXmzp3LkCFDquQ53IpWrFjBrFmzePPNNzl69Cjt27cnMDCwxJ4Mq1evJioqynQ5deoUWq2W++67z7TOrFmz2LRpE0uXLuXs2bM888wzzJw5k7Vr11bX07otVMfxtXDhQkaPHo1Goyly39ixY1m7di3x8fE8+OCDfPHFF3z77be0bt2a4cOHc+FC/klkv//+O127dmXixIm0atWKF198kby8PEBlVX377bfMmzeP9u3bc/DgQVPgsTReXl4sXryYlStX0qpVKz788EM+NTaBNfDw8GDbtm2kpqbSp08fOnfuzPz58wuV47KwsGDq1Knk5eUxZcqUir5UQgghapv4/CA3N5REFOK/QKO/sRioMEtycjIuLi4kJSXh7Oxc/QP44wkIWgZ3vwa9X6j+/QshhBCi4tLSwNFRLaemQi1r8pqZmUloaCj+/v7Y2trW9HBENSvt91/j/yMXo3v37nTt2pVvvvkGUL0VGjZsyJNPPsnLL79c5uO/+OIL3njjDaKiokw9Etq0acP48eN5/fXXTet17tyZIUOG8O6775o1rtJeKznGRHk99NBDxMXFlRlck/eWEELcRpZMhAcNWRthx6FRu5odjxCVoDzfJyRjo7YyZmxcl4wNIYQQotaxs4NTp9SljMawQoiKy87O5siRIwwYMMB0m4WFBQMGDGD//v1mbWPBggVMmDChUOPnO++8k7Vr13LlyhX0ej3bt28nODiYQYMGlbidrKwskpOTC12EuFlJSUns2bOHX375hSeffLKmhyOEEKI6ZcXD4w7qEv1vTY9GiGongY3aytVXXUspKiGEEKL2sbCA1q3VxUL+HROiqsTHx5OXl0edOnUK3V6nTh2io6PLfPzBgwc5deoUDz/8cKHbv/76a1q1akWDBg2wtrZm8ODBzJs3j969e5e4rQ8++AAXFxfTpWHDhhV7UkIUMHLkSAYNGsT//vc/Bg4cWNPDEUIIUZ1So8Fbqy5hu2t6NEJUO8uaHoCoIDfJ2BBCCCGEEKIqLViwgLZt29KtW7dCt3/99df8+++/rF27lkaNGrFr1y5mzJhBvXr1CmWHFDR79mxmzZpl+jk5OVmCG+Km7dixo6aHIIQQoibo9ZASlf9z2G7Q6eSkKXFz0hMgKwUc64DVrV+yUgIbtZWxFFXSZcjLBa38KoUQQohaIzsb3n9fLb/yClhb1+x4hLhNeXp6otVqiYmJKXR7TEwMPj4+pT42LS2N5cuX8/bbbxe6PSMjg1deeYU1a9YwbNgwANq1a0dQUBCffvppiYENGxsbbGxsbuLZCCGEEEIYpCdATjbszgKtNdyZANEnoF6Hmh6ZqM1O/Q5/PQ8t74HxP9f0aMokYbzayqmu+uDS50HK1ZoejRBCCCHKIycH3npLXXJyano0Qty2rK2t6dy5M1u3bjXdptPp2Lp1Kz169Cj1sStXriQrK4vJkycXuj0nJ4ecnBwsbjgjUqvVotPpKm/wQgghhBAlSYmCPGBnNmxLVcuhu2p6VKK2SzGUanWsU/p6twgJbNRWFhbgYkhdl3JUQgghhBBCFGvWrFnMnz+fn376ibNnz/L444+TlpbGtGnTAJgyZQqzZ88u8rgFCxYwatQoPDw8Ct3u7OxMnz59eOGFF9ixYwehoaEsXryYJUuWMHr06Gp5TkIIIYT4j0sppldY6M7qH4e4vaQaspxrSWBD6hfVZq6+kBBiaCDeq6ZHI4QQQgghxC1n/PjxxMXF8cYbbxAdHU2HDh3YtGmTqaF4REREkeyL8+fPs2fPHjZv3lzsNpcvX87s2bOZNGkSCQkJNGrUiPfee4///e9/Vf58hBBCCCGKrd4Svg9ys8FSytyKCkqNVdeO3jU7DjNJYKM2kwbiQgghhBBClGnmzJnMnDmz2PuKa77cvHlz9Hp9idvz8fFh0aJFlTU8IYQQQojyuTFjw94DchLgymFodGfNjEnUfrUsY0NKUdVmxgbiiRLYEEIIIYQQQgghhBDiPyElqvDPjXqq60tSjkrchFqWsSGBjdrMmLGRGFGz4xBCCCGE+A/p27cvzzzzTE0PQ4jbkhxfQgghhBluzNjwN5Solz4boqJ0OkgzBjYkY0NUNVcpRSWEEEIIYa4RI0YwePDgYu/bvXs3Go2GEydO3PR+Fi9ejKur601vR4japLqOL6OMjAzc3d3x9PQkKyur0rYrhBBC1ApFMjbuUteXD0FWavWPR9R+GddBl6uWHbxqdixmksBGbWYMbKREQa78My+EEELUGra2cPCgutja1vRo/jMeeughtmzZwuXLl4vct2jRIrp06UK7du1qYGRC1H7VfXz9/vvvtG7dmhYtWvDHH39U2nYrQq/Xk5ubW6NjEEII8R+THKU6J29Yqr5T1GsBrr5qYjpif02PTtRGxv4adu61pgG9BDZqMwdPsLIH9JAYWdOjEUIIIYS5tFro2lVdtNqaHk3l0OshO61mLqU0eS5o+PDheHl5sXjx4kK3p6amsnLlSh566CGuXbvGxIkTqV+/Pvb29rRt25Zff/21Ul+qiIgIRo4ciaOjI87OzowbN46YmBjT/cePH6dfv344OTnh7OxM586dOXz4MADh4eGMGDECNzc3HBwcaN26NX/99Veljk/cguT4KmLBggVMnjyZyZMns2DBgiL3nz59muHDh+Ps7IyTkxO9evUiJCTEdP/ChQtp3bo1NjY21K1b19RcPiwsDI1GQ1BQkGndxMRENBqNqdH8jh070Gg0bNy4kc6dO2NjY8OePXsICQlh5MiR1KlTB0dHR7p27co///xTaFxZWVm89NJLNGzYEBsbG5o2bcqCBQvQ6/U0bdqUTz/9tND6QUFBaDQaLl68WKHXSQghbkrkQdj+AeTl1PRIREF5uapkkIUGeg3I/07h30fdf2lHjQ6vVFeDYM/n8p66FRkDG04+NTuOcrCs6QGIm6DRqKyNuLOqgbhn05oekRBCCCH+q3LS4f16NbPvV66CtUOZq1laWjJlyhQWL17Mq6++ikajAWDlypXk5eUxceJEUlNT6dy5My+99BLOzs5s2LCBBx54gCZNmtCtW7ebHqpOpzMFNXbu3Elubi4zZsxg/PjxpknTSZMm0bFjR7777ju0Wi1BQUFYWVkBMGPGDLKzs9m1axcODg6cOXMGR0fHmx6XuMXJ8VVISEgI+/fvZ/Xq1ej1ep599lnCw8Np1EhltF+5coXevXvTt29ftm3bhrOzM3v37jVlVXz33XfMmjWLDz/8kCFDhpCUlMTevXvL/dK8/PLLfPrppzRu3Bg3NzciIyMZOnQo7733HjY2NixZsoQRI0Zw/vx5fH19AZgyZQr79+/nq6++on379oSGhhIfH49Go2H69OksWrSI559/3rSPRYsW0bt3b5o2le96QogasGk2XDkM3i2h9aiaHo0wSosDvQ40WnXSs1HjvnDs51u7z8bGlyDyX3WidvfHano0oqBa1jgcJLBR+7kVCGwIIYQQonbIzoYvv1TLTz8N1rUj1fd2MH36dD755BN27txJ3759ATVxOHbsWFxcXHBxcSk0qfjkk0/y999/89tvv1VKYGPr1q2cPHmS0NBQGjZsCMCSJUto3bo1hw4domvXrkRERPDCCy/QokULAJo1a2Z6fEREBGPHjqVt27YANG7c+KbHJERlqa7ja+HChQwZMgQ3NzcAAgMDWbRoEXPmzAFg3rx5uLi4sHz5clNQMCAgwPT4d999l+eee46nn37adFvXrl3L/XzffvttBg4caPrZ3d2d9u3bm35+5513WLNmDWvXrmXmzJkEBwfz22+/sWXLFgYMGAAUPoanTp3KG2+8wcGDB+nWrRs5OTn88ssvRbI4hBCi2iRcUtdXj0lg41Zi7K9h6w1zP1PLTz8N/r3VcvRJSLsGDh41M76S6PVqDhPgyE/Q7VF10ra4NaQaGtLXksbhcAsENubNm8cnn3xCdHQ07du35+uvvy71n9rExEReffVVVq9eTUJCAo0aNeKLL75g6NChAHzwwQesXr2ac+fOYWdnx5133slHH31E8+bNTdvo27cvO3cWjl4+9thjfP/991XzJKuSqzrzRxqICyGEELVITg68+KJafuKJ2yOwYWWvzuyuqX2bqUWLFtx5550sXLiQvn37cvHiRXbv3s3bb78NQF5eHu+//z6//fYbV65cITs7m6ysLOztzd9Hac6ePUvDhg1NQQ2AVq1a4erqytmzZ+natSuzZs3i4Ycf5ueff2bAgAHcd999NGnSBICnnnqKxx9/nM2bNzNgwADGjh0rfUH+C+T4MsnLy+Onn37iS2NwGJg8eTLPP/88b7zxBhYWFgQFBdGrVy9TUKOg2NhYrl69Sv/+/c3eZ0m6dOlS6OfU1FTmzJnDhg0biIqKIjc3l4yMDCIiIgBVVkqr1dKnT59it1evXj2GDRvGwoUL6datG+vWrSMrK4v77rvvpscqhBDllpUKGQlqOSqoRocibpBimIC294anCnyncPQG71YQewbCdkHr0TU3xuKkJ0BmklqOPQ1XjkKDzjU7JpGvFmZs1GiPjRUrVjBr1izefPNNjh49Svv27QkMDCQ2NrbY9bOzsxk4cCBhYWGsWrWK8+fPM3/+fOrXr29aZ+fOncyYMYN///2XLVu2kJOTw6BBg0hLSyu0rUceeYSoqCjT5eOPP67S51pljA3EJWNDCCGEEDVJo1HlamriUs4zvR566CF+//13UlJSWLRoEU2aNDFNNH7yySd8+eWXvPTSS2zfvp2goCACAwPJzs6uiletWHPmzOH06dMMGzaMbdu20apVK9asWQPAww8/zKVLl3jggQc4efIkXbp04euvv662sYkaIseXyd9//82VK1cYP348lpaWWFpaMmHCBMLDw9m6dSsAdnZ2JT6+tPsALCzUV2R9gd4iOTnF1wF3cChcouv5559nzZo1vP/+++zevZugoCDatm1ren5l7RvUMb58+XIyMjJYtGgR48ePr7TAqhBClEtSgV6uUcfN7rkkqkGK4WQHp7pF7zP12bgFy1Fdu6Ff1NGfamYconjGHhu1KGOjRgMbn332GY888gjTpk2jVatWfP/999jb27Nw4cJi11+4cCEJCQn88ccf9OzZEz8/P/r06VMo3XfTpk1MnTqV1q1b0759exYvXkxERARHjhwptC17e3t8fHxMF2dn51LHmpWVRXJycqHLLcHNENiQjA0hhBBCCLOMGzcOCwsLfvnlF5YsWcL06dNN/QD27t3LyJEjmTx5Mu3bt6dx48YEBwdX2r5btmxJZGQkkZH5kwVnzpwhMTGRVq1amW4LCAjg2WefZfPmzYwZM4ZFixaZ7mvYsCH/+9//WL16Nc899xzz58+vtPEJcbOq+vhasGABEyZMICgoqNBlwoQJpibi7dq1Y/fu3cUGJJycnPDz8zMFQW7k5eUFQFRUlOm2go3ES7N3716mTp3K6NGjadu2LT4+PoSFhZnub9u2LTqdrkj1gIKGDh2Kg4MD3333HZs2bWL69Olm7VsIISpdYkT+csb1woEOUbOMGRtOxUxANzYENm7FPhvGwIadu7o+9bvKDBK3BglsmC87O5sjR46YaouCOjtmwIAB7N+/v9jHrF27lh49ejBjxgzq1KlDmzZteP/998nLyytxP0lJKsXJ3d290O3Lli3D09OTNm3aMHv2bNLT00sd7wcffGCqC+vi4lKofECNMmVsRJS+nhBCCCGEAMDR0ZHx48cze/ZsoqKimDp1qum+Zs2asWXLFvbt28fZs2d57LHHiImJKfc+8vLyiky8nj17lgEDBtC2bVsmTZrE0aNHOXjwIFOmTKFPnz506dKFjIwMZs6cyY4dOwgPD2fv3r0cOnSIli1bAvDMM8/w999/ExoaytGjR9m+fbvpPiFuBVV5fMXFxbFu3ToefPBB2rRpU+gyZcoU/vjjDxISEpg5cybJyclMmDCBw4cPc+HCBX7++WfOnz8PqKyouXPn8tVXX3HhwgWOHj1qynyys7Pjjjvu4MMPP+Ts2bPs3LmT1157zazxNWvWjNWrVxMUFMTx48e5//770el0pvv9/Px48MEHmT59On/88QehoaHs2LGD3377zbSOVqtl6tSpzJ49m2bNmtGjRw+zXx8hhKhUN84zRR2vmXGIoow9NoqbgG7UUzUVT7gEibdYMCohRF23Hg3uTSA7FU6vrp59pydA0pXq2VdtJaWozBcfH09eXh516hQ+COvUqUN0dHSxj7l06RKrVq0iLy+Pv/76i9dff525c+fy7rvvFru+TqfjmWeeoWfPnrRp08Z0+/3338/SpUvZvn07s2fP5ueff2by5Mmljnf27NkkJSWZLgXPsqtRxh4b6fES5RRCCCGEMNNDDz3E9evXCQwMpF69eqbbX3vtNTp16kRgYCB9+/bFx8eHUaNGlXv7qampdOzYsdBlxIgRaDQa/vzzT9zc3OjduzcDBgygcePGrFixAlCTmteuXWPKlCkEBAQwbtw4hgwZwltvvQWogMmMGTNo2bIlgwcPJiAggG+//bZSXhMhKktVHV9LlizBwcGh2P4Y/fv3x87OjqVLl+Lh4cG2bdtITU2lT58+dO7cmfnz55t6bjz44IN88cUXfPvtt7Ru3Zrhw4dz4cIF07YWLlxIbm4unTt35plnninx++aNPvvsM9zc3LjzzjsZMWIEgYGBdOrUqdA63333Hffeey9PPPEELVq04JFHHilSNvmhhx4iOzubadOmmf3aCCFEpbsxsHE1qEaGIYpRWsaGrTPUN/ztCd1VfWMyhzFjw6MpdJqilo8uqZ59Lx4G3/WA1Ljq2V9tVAszNjR6fc0Uybt69Sr169dn3759hc5CefHFF9m5cycHDhwo8piAgAAyMzMJDQ1Fq9UC6p/HTz75pFCqsNHjjz/Oxo0b2bNnDw0aNChxLNu2baN///5cvHjR1JixLMnJybi4uJCUlFRmGasq96Gvar7z+H6o06rs9YUQQghRs9LSwNFRLaemwg112m91xv/H/P39sbW1renhiGpW2u//lvof+RZX2mslx9h/2+7du+nfvz+RkZFFTgS8WfLeEkKY7bcH4cwf6sz6hBBoOhAmr6rpUQmA73pCzCkYsxTa36NuK/idYus7sPtTaDcexvxQc+O8kXHc96+Euu3h81agy636+czsdHjf0I9kzI/Q7r6q21dtlZsF7xoyNV4MBXv30tevQuX5PlFjGRuenp5otdoiqccxMTH4+PgU+5i6desSEBBgCmqAqlMcHR1dpOHczJkzWb9+Pdu3by81qAHQvXt3AC5evFjqercsaSAuhBBCCCGEELVaVlYWly9fZs6cOdx3332VHtQQQohyMWZstByhrqOCpIH4rSLZ0DzcsZjm4ZDfZ+PSzlvnd6bTqfJYAB5NVLZJwGD1c1VnbaTF5i+H7qjafdVWaYZMFgsrsHOr2bGUQ40FNqytrencuXOhpm06nY6tW7eWWEe0Z8+eXLx4sVCd0uDgYOrWrYu1tTUAer2emTNnsmbNGrZt24a/v3+ZYzE2g6tbt4QPhFudNBAXQgghahdbW9i+XV3kjFkhhBDAr7/+SqNGjUhMTOTjjz+u6eEIIf7rjM3CWwxTPRvS4vJLIImak5sFGQlq2atR8d8pGnQDS1tIjYb44JoZ541SoiAnHSws80/Q7jxVXZ9YDjmZVbfv1AKBjUu7bp1gz62kYBkqjaZmx1IONRbYAJg1axbz58/np59+4uzZszz++OOkpaWZaolOmTKF2bNnm9Z//PHHSUhI4OmnnyY4OJgNGzbw/vvvM2PGDNM6M2bMYOnSpfzyyy84OTkRHR1NdHQ0GRkZAISEhPDOO+9w5MgRwsLCWLt2LVOmTKF37960a9euel+AyiINxIUQQojaRauFvn3VpUAmqhBCiP+uqVOnkpeXx5EjR6hfv35ND0cI8V+WnZ5/BrdnM/BqrpalgXjNMwaXtDbg6Fn8dworW/C9Qy1f2lndIyyesb+Gmx9oLdVyk7vBuQFkXIdz66tu36kFqgUlRcD10KrbV21VCxuHQw0HNsaPH8+nn37KG2+8QYcOHQgKCmLTpk2mlNuIiIhCvTMaNmzI33//zaFDh2jXrh1PPfUUTz/9NC+//LJpne+++46kpCT69u1L3bp1TRdjQ0Zra2v++ecfBg0aRIsWLXjuuecYO3Ys69atq94nX5mkFJUQQgghhBBCCCGEqAzGbA0bZ7B1Vf0QQJWjEjXL1Djcp/Qz6/0N5ahCb5HARkKIunYv0NvYQgsdJ6vloz9V3b5TC7dBuGWCPbeSWtg4HMCypgcwc+ZMZs6cWex9O3bsKHJbjx49+Pfff0vcXlm90Bs2bMjOnbfZG1hKUQkhhBC1S04O/GBo5Pfoo2BlVbPjEUIIIYQQwijRENhw9VWT53Xbw/Ffb++Mjex0+HUC1G0Hg96tvv3GnIbfH4buj+WXZipNiuEEcKe6pX+naNwHtgKhu0GXp4IINemaIbDh0bTw7R0nwc6PIHSX6sHh3rjy923MRtBYgF6ngj1dplX+fmqzFGNgQzI2RHUrmLEhdeKEEEKIW192NsycqS7Z2TU9GiGEEEIIIfIZK4K4+qprU8bGbRzYCN2pLgf+TwUCqoNOB+uegdgzcHiReY8xBTZ8Sv9OUbeDyrbJSoLLhypx0BVkLEXl0aTw7a6+0LS/Wj76c9Xs25iNYMpi2aVee5GvlmZsSGCjlrp//r/0/HAbZ64m5/+hyUpWdemEEEIIIYQQQgghhKgIYw9Xl4bq2qctoIHkK5AaV2PDqlIR+9V1XnZ+Ka6qdmIFXD6oluODzZtsNwY2nOuVvp6FFpoOUMvBf1d8jJXFlLHRpOh9naao66BlkJdT+fs2ZiM0HwpW9pB+DWJPV/5+arNUydgQ1Sg6OZMriRkkZ+aAtT04GN540kBcCCGEEEIIIYQQQlSUcW7JeCKtjVN+CaHbNWsjokDZe2N2QVXKTIZ/3sz/OSfdvN65BXtslCUgUF1f2Fz+8VWmvNz8ht03lqICCBgCDl5qcr0qxmqctHdpAI3uVMvSZ6MwU/NwydgQ1cDBWrVHycg2pMcZ/9hIA3EhhBBCCCGEEEIIUVFJBXpsGN3ODcRzMuDK0fyfjdkFVWnXx2rC3b0JeLVQt8WdK/txBXtslKXpANVXIuZUft+UmpAYDrpcsLQDp2IyTSytof1EtXx0SeXvv+Ck/a3WVP1WIaWoRHWys1ZNf9Kyc9UN0kBcCCGEEEJUgJ+fH1988UVND0OI25IcX0KIWsmUsdEw/7bbuc/GlaOgK1ACqaoDG3HB8O93annwh4ZSX0Ds2bIfm1ygx0ZZ7N2hQTe1XJNZGwmX1LV7Y7AoYSq604Pq+sJmSLpSefvW6wuXWWpsCGyE76uasle1kV5fIPgjpahENXAwBDbSTRkbBRqICyGEEEKIYk2dOhWNRmO6eHh4MHjwYE6cOFFp+5gzZw4dOnQwa72CYzFeWrRoUWljEaI6yfElRBXT62H/PAjfX9MjEbeznMz8iWDjXBPc3oENY38NCyt1XZWlqPR62PSSymAIGAwBg8qZsWEsRWVGxgao7UPNBjZKahxekGdTaNQT9DrVa6OyZFzPD1o5ekOdtmDnDtmphbN0KupaCPwzB9Lib35bNSUrBXIz1LIENkR1sDeUokrPuiFjQ3psCCGEEEKUavDgwURFRREVFcXWrVuxtLRk+PDhNTKW1q1bm8ZivOzZs6dGxiJEZZDjS4gqdH4j/P0KrHu6pkcibmdJl9W1tSPYueXfbgxsJIaryeLbibG/RvMh6roqAxvn/4KQbaC1hsD31W3eLdV1WRkbWSmQnaKWzcnYABU8AdVTIiej/OOtDKbARjH9NQrqPFVd7/kCYs0I8pjDmIlg5waWNipjxL+Xuq0yylHt+gT2fA6HF978tmqK8TWydgJrh5odSzlJYKOWsjdmbOTc0GNDSlEJIYQQtz4bG1i/Xl1sbGp6NJUrLa3kS2am+etmZJi3bgXY2Njg4+ODj48PHTp04OWXXyYyMpK4uDjTOpGRkYwbNw5XV1fc3d0ZOXIkYWFhpvt37NhBt27dcHBwwNXVlZ49exIeHs7ixYt56623OH78uOkM8cWLF5c4FktLS9NYjBdPT0/T/X5+frzzzjtMnDgRBwcH6tevz7x58wptIyIigpEjR+Lo6IizszPjxo0jJiam0Drr1q2ja9eu2Nra4unpyejRowvdn56ezvTp03FycsLX15cffvihAq+sqHJyfMnxJf7bgjeq64RLoNPV7FjE7ctYCcTVFzSa/NvtXMHNTy3fTlkbujyIPKiWO05W10mRkJtV+fvKyYBNs9Vyj5n5GQzGjI34YDWekqQY/v5YO6mG7uZ8p/BuBc4N1Bn5obsr53mUlzkZGwCtx4B/b8hJgxWTVIP1m1Vc7whjn43KaCAeZchKNaeM2K3K+Bo51a7+GiCBjVrLFNjIurEUVYRKaxNCCCHErcvSEoYNUxdLy5oeTeVydCz5MnZs4XW9vUted8iQwuv6+RW/3k1KTU1l6dKlNG3aFA8PDwBycnIIDAzEycmJ3bt3s3fvXhwdHRk8eDDZ2dnk5uYyatQo+vTpw4kTJ9i/fz+PPvooGo2G8ePH89xzzxU6U3z8+PE3NcZPPvmE9u3bc+zYMV5++WWefvpptmzZAoBOp2PkyJEkJCSwc+dOtmzZwqVLlwrtc8OGDYwePZqhQ4dy7Ngxtm7dSrdu3QrtY+7cuXTp0oVjx47xxBNP8Pjjj3P+/PmbGreoAnJ8yfEl/rv0egg2lJLR5UBqdPXtOzcbgn6B1Liy161O5zfCpR0yB1LZjJVAXBoWve92LEcVewayklSGSpP+6lqvg+thlb+vfd+owJFTPej1XP7tbn5gaQu5maXvN+WG/hrmfKfQaAqUo/r7Zp9BxVwz9NgoK2NDawljF4JzfRUM+ePxmz++i+sd0bivur58ELLTK77t3CyIN/w9j79Q8e0UJzMZTvym+rFUtVraOBzgNvsm/d9hb2MoRWXsseHSENCoCGxqbK2MsgkhhBBCVIf169fjaJi0TUtLo27duqxfvx4LQzPDFStWoNPp+PHHH9EYzlRctGgRrq6u7Nixgy5dupCUlMTw4cNp0kSdedayZUvT9h0dHU1nipfl5MmTprEYTZ48me+//970c8+ePXn55ZcBCAgIYO/evXz++ecMHDiQrVu3cvLkSUJDQ2nYUE1ALFmyhNatW3Po0CG6du3Ke++9x4QJE3jrrbdM22zfvn2hfQ4dOpQnnngCgJdeeonPP/+c7du307x5czNeUSHyyfElx5eoIlHHCwczEiPBuV717PufOfDvPKjTBh7aAtb21bPf0iRcgl8nqGWPZtDtUegwUZ3FLm5OUqS6NlYGKahuezjz5+0V2DCWoWrYTU2sezRRz+/aRfCqxM/pxEjYPVctD3oHbAr8fbLQgmcARJ9QfTZKymy4MbBhrmaBqlRS8N8w9NPCmThVLScj/z1VVmADwNELxv0MiwbDufWqzFOvWRXff3GT9u6NVRZL8mXVX6Vp/4ptOz5Y9UoBuHZBZdtYaCs+VlCBjIM/wPFfVR8QO3d4bGfxx2NlKdhcvZaRjI1ayt7K2DzccABZWquIJkgDcSGEEOJWl5MDixerS05OTY+mcqWmlnz5/ffC68bGlrzuxo2F1w0LK369CujXrx9BQUEEBQVx8OBBAgMDGTJkCOHh6n+o48ePc/HiRZycnHB0dMTR0RF3d3cyMzMJCQnB3d2dqVOnEhgYyIgRI/jyyy+Jioqq0FiaN29uGovx8vbbbxdap0ePHkV+PntWpbufPXuWhg0bmiZdAVq1aoWrq6tpnaCgIPr3L/0LW7t27UzLGo0GHx8fYmNjK/ScRBWS46tc5PgSt5UbG/9WV3/N2HNwwBAMjDml+nvcChkSyQU+F65dgI0vwNyW8NeLlX/m9H+N8b1VUmADbrPAhqFxuK/h74G7IahwLaRy97P5NXUycqOe0GZs0fvN6bNhCmwYGoeb+53Cv7fKCEmKrP6SSQmhgB5sXMDew7zHNOgMQz5Wy9vegZDtFd+/MSBcMLCh0UBjQzmqm+mzEXM6fzk3Mz+AU166PJWBtmQUzOsKh+aroIbWGjISYMUDkJNZ5mYqTDI2RHUrkrEBqoF48mX1R6hhtxIeKYQQQogal50N06ap5fvuAyurmh1PZXIoR8O5qlq3zE050LRp/hljP/74Iy4uLsyfP593332X1NRUOnfuzLJly4o81svLC1BnmD/11FNs2rSJFStW8Nprr7FlyxbuuOOOco3F2tq60Fiqgp2dXZnrWN3wHtRoNOikfvutR46vco1Fji9xWwnepK6t7CEnvXpOaNTrYeOLoM9TE9rRp+Dkb9CgC3R/rOr3X5osQ+1971bQZbo6wzk+GA7+n7o0uRvumAHNBtTsOGsjU2CjuFJUHdT1tYuqVI6tc7UNq0ro9RBuDGwY/sYYswoqs4F46C448wdoLGDIR8VnTBj7bMSV0jQ7xTBJ72wIbJj7ncLaXgU3LmxW5ajqtKrQ06iQBEOAyKNJ+TJFOk+Fy4chaCn8/hA8urP492RZiitFBarPRtCym+uzEX2y8M/xF/L70JgjO01l0hycX+AzXaOa2Hd7VL1m/9cHooLgr+dh5DcVH2tpSnqNagHJ2KilTD02jBkbUKCBeFj1D0gIIYQQopbSaDRYWFiQYWio3KlTJy5cuIC3tzdNmzYtdHFxcTE9rmPHjsyePZt9+/bRpk0bfvnlF0BNpublldL4sZz+/fffIj8bS/O0bNmSyMhIIiPzzxA7c+YMiYmJtGqlvrS2a9eOrVu3Vtp4hCgPOb6EqASpcXDlqFpue5+6ruiZweVxdq06m1lrA/f9pMrnAPz9Sv5kcE3JSlHXDl7Q7RGYcRAe+AOaDwU0ELINlo2Fi3J8lltpGRsOnqqEDxSd1K2NEiMg5SpYWEL9Luo2jyrI2Nj+vrruMh182ha/jiljo7TAxg0ZG+XRzNBnI7ia+2yYGoeX80QDjQaGfaqCqunX4LcKZi2UlI3g31tdRx2H9ITybxfyMzY0hvJT8eXsh7HhOZXJkxgOtq5w51PwdBBM/BWa9FPH4L0LVEDs2M9wZHHFxlmWWpyxIYGNWio/sFHgn3pTA3EpRSWEEEIIUZKsrCyio6OJjo7m7NmzPPnkk6SmpjJixAgAJk2ahKenJyNHjmT37t2EhoayY8cOnnrqKS5fvkxoaCizZ89m//79hIeHs3nzZi5cuGCaDPXz8yM0NJSgoCDi4+PJysoqcSy5ubmmsRgvMTExhdbZu3cvH3/8McHBwcybN4+VK1fy9NNPAzBgwADatm3LpEmTOHr0KAcPHmTKlCn06dOHLl3UF/Q333yTX3/9lTfffJOzZ89y8uRJPvroo6p4aYWQ40uOL1EVLm4B9ODTDhp2V7dVdSmq7HT4+1W13PMpcPeHO56A1mNUTfmVD+afPV4TMpPUtTFjQKNRE4ETf1UTg416qtsjD9bI8Gqt3Kz836txjulGt1M5KmN/jbod8nvHGCfgEyopsJGTqTIPAHrMLHk9Y8ZGfDDk5Ra/jvF3U94eGwABgeo68kDFJ/IrwhTYKKFvSGms7FS/DTs3uHpMlZwrr5KyEZzrgmdzQA9he8q/XcgPbBibkZc3sGF8//V7FWadVcHjGzM+mtwNd7+mlv96Aa4cqdhYSyOBDVHd7K1VKaq0G0tRAVyXwIYQQgghREk2bdpE3bp1qVu3Lt27d+fQoUOsXLmSvn37AmBvb8+uXbvw9fVlzJgxtGzZkoceeojMzEycnZ2xt7fn3LlzjB07loCAAB599FFmzJjBY4+pshxjx45l8ODB9OvXDy8vL3799dcSx3L69GnTWIyXRo0KTyQ899xzHD58mI4dO/Luu+/y2WefERiovpxqNBr+/PNP3Nzc6N27NwMGDKBx48asWLHC9Pi+ffuycuVK1q5dS4cOHbj77rs5eFAmekTVkONLji9RBYxlqAIG55diqerAxt4vVVaIcwO4y9C4V6OBe74Gr5ZqImzlVMiroV5hxlJUNi5F73PzgxbD1XLMqWobUpWrjtc66TKgB0u7kvsh3FaBjRvKUIFqLA0qOyKrYv2mCok+CbocsPcsvUyRayNVai4vC66HFr9O8lV1XZGMDVdfVbpNr1MZTdXl2iV1Xd6MDSO3RjB2AaCBo0vgyE/le3xpk/Y302cjNRbSYtW4Wt2jbitPf5+s1Pzfc5fp+YG14tw1S32m5WXDiimQFl/29vNyzO+HVItLUUmPjVrKwZCxkVGoFJVkbAghhBBClGbx4sUsXry4zPV8fHz46afivzg5OzuzZs2aEh9rY2PDqlWrytzHnDlzmDNnTpnrOTs789tvv5V4v6+vL3/++Wep2xgzZgxjxowp9r6wsLAitwUFBZU5LiFuJMdXUXJ8iZuWl5PfODcgUJUCAkiMBJ0OLKrgfNXr4bD3C7Uc+G7hCTcbRxi/FOb3U5PCm1+HIR9W/hjKkmkMbDgVf3+d1uq6YHPf2uzIT7DuKZi4ApoPrrr9FCxDVVI/BFNgI6jqxlFdbmwcDmDvDnbuqmlzQkj+862oK4ZsjQZdSu8xYWEBngHqdY09C57NCt+v199cxgaoclSxZ1SwtO29FdtGed1MxoZR0/5w96uw7V3Va6LZQHCuV/bj8nJUGSsAx2JeM//eqj9PRfpsGIOmHk3y3yPlydiIPZM/LuPnekk0Ghj1Hcw/p17PVdNh8mrQ3jCtr9NByFY48H8q0++uWTDgzdK3rcuDtDjDWCRjQ1QTO0NgIy2rYCkqQ/3DpMvqjSmEEEIIIYQQQojaK2K/yk6w94R6ncC5vqq3npeVPxlV2Ta/CrmZ4NcLWo0qer9nUxj9vVo+8B2cLDvYWOmMPTZKal5dp426vh6av25tpdfD/nlq+UIV90cw9m4prr+GUb0O6jo+WDU/rq3SE/IbdRfM2IACDcQroRyVsQxV/c5lr2vss1FcA/GM6+q4h4plbEB+OaqL/1TPvGFmsiGrAXC/icAGwF3PqXJdedmqLJU5jJ+RFpaqnNWN/O5Sn6fXLuRnw5jLGDSt0wY8muXvz9wyX8bAiE8b89a3dVZBZSsHlWGy7Z38+zKTYP+38E1nWHavoXwhqk9SWdKvqSweNOrvTC0jgY1aysFGReUycgp8EDnXAwsrVe+yvAekEEIIIYQQQgghbi3GRr/NBqkzurVWKrgBVVOOKmQ7nF2nmuEO+bjkM8xbDINez6nltU9Wf2aEqRRVCYENB4/8yd/Ys9UzpjKkZOYwf9clYlPK2QA59izEn1fLVV16vLTG4UZOPurMbr2udmfERB5Q154BRc+Yr8zAxpVyBDaMfTaKe88aszXs3MHSpmJjadBNNanOuA6XD1VsG+Vh7FPi4F1yENJcFhbg1Vwtm3scGMtQOXgXn91m55afbVHerI1oQ2CiThuVyWb8XDa3HJUpMNLa/H16t4SR36jlvV/Av9/D+lkwtyX8PRsSLqnyfJ2nqXWuhZQdfDS9Rl5FM0BqAQls1FJ2VsaMjQKlqCy04NJALUs5KiGEEOLWZWMDv/2mLjYV/GIi/hPCwsJ45plnanoYQtyW5PgStYIxsBEwKP82F2OfjUr+3p+XAxtfUsvdHoE6rUpfv9+rqrFtTjosHavOGDY29a4ESRk5/Bl0hdw8XdE7jaWoSpssNU4YRp+stDHdjDfXnua9v87yyupy9v04XaA83/WwSh1TEabARsPS17sd+mwU11/DyMPQZ+NmG4inxef/zm42YyMlSl0XzNYo73cKrSU0HaCWjb17qpIxMHQzZagKMvYoMfc4MKd3hH8F+2zcGJgwlg4ztxxVwcBIebQZk9+EftNLcHgB5KSp3kfDPoNZZ2DEFyqYgx5ii3kvFVSLG4eDBDZqLWPGRlaujjxdgWYw0kBcCCGEuPVZWsJ996mLZe07M0YIIYQQ1eBaiCqRYmGpAghGpjLUkZW7v4M/qMwAew/o+3LZ61toVVNf98Zq0vXv2erM4fWzyp5MM8OTvx7j6eVB/LD7UtE7jeWlSuqxAfkThrdAVsHpq0msOXYFgK3nYoi4lm7eA/X6woGNpMiqLSFkTsYG3B59NsKL6a9hZMrYuHhz+7hy1LC9ZmDnWvb6xoyN+AtFm8WbAhsFekVU5DuFsRxV8Gbz1r8ZldFfo6Dy9hY2ZrmUNmlvaCCedWE7WTm5Ja9XUF5OfvDJWErK05BNYk5gQ68vXMqqvAa8pf4maCxUU/EH18ET+6HrQyp7BAr0GSojkFqLG4eDBDZqLXtDjw2AdGkgLoQQQogaoNMVcwaluO3J7736yGstKptery97JXHTsnN1HIu4fvOv9wXDxKNvD7B1yb/dOOlcmaWoUmNhh6EJeP83i69HXxx7d/jfHnWmsFcLdebw4QXwbXf46R44t6FCE/H7LsazK1jVx//1YAQ63Q2vZVmlqOCWCmx8uPEcxreDXg9L9oeZ98CY0yq4pbVR5cHysvMnuKtCorHHRqPS1zMGNq7W0oyNnIz8Pg3FZmxUVmCjQONwc7g0VD0UdDmqrFBBxWVsVETTAWpCPPZ0/u+7qpgyNppWzvZMJ3OHmbd+CZP2er2e01eT+HrrBcZv0pOlt8QmPZq3f1pX9LOmOPHB6ndk45yfQWfK2DCjFFViBGSngNa6aJN4c2gtYdIqeDkSJixTTdALlA08F53MsjBD0LeswIY5wZ9bmJwiWEvZWFpgoQGdHjKy83CytVJ3VMU/OEIIIYSoXLm5sMZw9t3o0bUua8Pa2hoLCwuuXr2Kl5cX1tbWaEqqwS1uG3q9nuzsbOLi4rCwsMDa2rqmh3TbkmNMVAW9Xk9cXBwajQYrK6uaHs5t7cutwczbHsKcEa2Y2tO/4hsylaEKLHy7sUxQZX7v3/q2ChbU7QAdJ5fvsdYO6kzhLtMhdJfK/Dj/lyrtErpTzVNMWpVfH78Mer2ej/4+b/o5MiGD/Zeu0bNpgT4IplJULpTIdMbyadDpiq+xXw12Bsex+0I8VloNrw9vxRt/nmbF4UieHRhgqsZRImO2RrOBaoLyepiq0GEsQ16ZcrMhxdCv1aWsUlQd1HXcWcjJBCvbyh9PVbpyVE1MO/qAWzHHqLuhFFXGddUM2t69YvspT+NwyO8jcfWo6rNR8JgxTkA7FwhsVOQ7hb276rUR+a9qRt/1YfPGVhHGwNDNNg43uJjrRVNAnxiBRq8vuQeQUYEyS5k5eey5EM/Wc7FsPxdLdHJ+r5ujVgH00J5BE7qTr7a15pkBAaVvt2AZKuMYPA2PMSdjwxhs8Gqu+iYVIyk9h9lrTtCjiScP3FFMoNFCm5+dcYNPNp3HObM+k6zheugxSg1T1/KMjdr1LVqYaDQa7K0tSc3KJS27wNkPpnpzkrEhhBBC3LKysmDcOLWcmlrrAhsWFhb4+/sTFRXF1atXa3o4oprZ29vj6+uLRQ1NEP0XyDEmqopGo6FBgwZotdqyVxYVtv6EOrN61dHLFQ9sZKVA+F613OzGwEYln9Co18PpP9Ry4HtqwqwiNBpV1qVxHzW2Qz/C0SVqedcnMPZHszbz9+lojkcmYm+tpU+AFxtPRbP8UGThwIYpY6OUUlSezdQZ0dkpkBSRP19SjfJ0ej74SzWCntLDj8ndG7FwTyhh19JZc+wKk4ubsDQqWIaq9Wj1nrgeZqjQ0bPQqn8GXcHV3po+AV4VH2zyFdUQ3NK27ElOlwaqiXVGAsSegfqdKr7fctLp9Jy8kkSb+i5oLSoY9C/YX6O4yXFrB3CqpwI910IqFtjQ6+HKEbVsbmADwLuVCmzc2GfDGNgoWIqqot8pAgapwEbw5qoLbOj1lZqxcS46mQm/RHBUo8EiJx3S4sp+nxoCGzn2Xoz9bh+nryab7rKz0tKzqSf9W3rTJvEe2HeGPhYneOSfC7Su58LAVqVkMBgDEwXLSBkDG9dDITer9AbvZpSh+nTzef46Gc2WMzH0aeaFr4d9qU/V6OTlJLaei6WlRv2d0MadITY5A29nu+IfUMt7bNSub9GiEDtrLalZuVKKSgghhBDVztraGl9fX3Jzc8nLq8Jaz+KWotVqsbS0lOyBaiDHmKgKVlZWEtSoYmHxaYQb+iecupJMxLV0syekCrm0Q5UdcvMrWqrEFNiIVJOHN/uZnHRZTf5bWKozuSuDqy8MfBuaDoSfhqtMDjPGmpun4xNDtsZDd/kT2NqHjaei+ftUNNfTsnFzsFbbMfXYKKUUldZKnREdfVJNJNZAYGP10cuci07B2daSJ+9uioWFhik9/Hh7/Rl+2hfGpO6+Jf9NjT6pmldb2kLAYPUahu4sUoZnf8g1nl4ehEYD8+7vxNC25StVdOJyIvVd7fAw9mxxaVj2e0qjUeWoLm1XDcQrENjIydNhpS3/SRLv/3WWH/eEMrpjfT4b175i/5NElNJfw8ijiSGwcREadi3/PhIuQWaiKiNWnj4K3oY+G7FnC99eWaWoQAVLt76t3k/Z6WBdgc+osqRfg6wkQAPuN5G5BsSlZPHQ4sMkZlsQZeNOfa6RE38JqzIDGyobYecVDaevJuNka8nojvW5u4U3dzT2wNbK8Pcwaijs+5A+Vqexycnm2RVB/DGjJ029i8+IyG/83Tr/NicfsHZSn6UJl/IbwRf7+JNFH1/AmavJLDug5nVz8vTM3XKeLyd0LP25Gny1TZXCata6M7kXtTiTxpvLtzL34WFYFBcIlIwNUVMcrLXEAemFMjYMgY3kq2VHCIUQQgghboKxnImUNBGiasgxJkTts+N8bKGf/zoVxf/6VKAMi6kM1eCik8zODQAN5GZAWjw43sRZ+pB/ZrhHU7Asf5nBedsvkpiezctDWhY9g75hN7C0U2cFx50rfbIPWH30CiFxabjZW/FI78Y421rRup4zp68ms+bYFabf5Q/ZaaA3zIPYlhLYADWhHH1STUS2GFbu53YzMrLzmLtZlaWZ0a8prvbqtb23SwPmbj7PhdhU9oXcUGKrIFMZqkGq5Iypv0D+iax6vZ7PtwQbluGZ5UG42FmVvM0C9Ho9n20J5uttF/FysmFz3whVsqasxuFGxsDGlSPQZZp5j0GV2Pn473MsPxTJw738mT2k9PdEQYfDEliwNxSANceu0Ka+Cw/dVc5Jc10eRB5Uy8X11zDyaAJhu1VwqSKMZajqtufPU3H8eymB3s086RXghWNpJci8DK/HjRkbycU0D6+oOq3V50jyZfUcbyx3V5a483ByJfSYWXJTdGMZKpcGYFVCtoAZMnPyeGTJYa4kZuDv6UB0ah3qc419h4/Qx6+U3x+YshGWnFJlp14f1opxXYsps+bTDpzqYp0SxZS6l5kf1ZjHfj7MHzN65pf+L6i4jAuNRgWhrx5V5ahK+6wrJWNDr9czZ+1pdHro6OvKsYhE/gy6yqO9G9O6Ximl94DTV5PYciYGjQaeGtSavIRmWCacIynsGIv3tVafnzeq5Rkbkj9ei9lZqw/CQoENBy/1TwN6ddaFEEIIIYQQQgghqsVOQ8PrJl4OAGw8WYFGzzodXNiilpsNKnq/pXX+WduVUY7KeGa4V4tyP/RI+HU++fs883eH8svBYsZiaZM/eXxpZ6nbyszJ4/N/8gMBzoYJxQmGicgVhyJVQ3ZjtoZGC1ZlnGluaiBeRgPdKrBwbyjRyZnUd7XjwTv9TLc721oxtrPqkbFob1jxD76xDBUUKD2e/5h9Idc4GJaAtaUF/Zp7kZ2n49Elhzl5OanUsel0avL0621q8jkuJYsNuw6oO13L6K9h1LC7ug5aBv9+h6k7egn0ej2rj16m/2c7WHYggjydnv/beYlNp8w7RjJz8nhx1Qn0+vzj6/2/zrIvJN688RrFnlGlzKydSs+kuNkG4obG4Qey/Xh6eRC/Hozg8WVH6fT2FqYuOsiyA+HEFOjzYGLI2NBfu8iZyDg2noziYEhc/gR0ZWRsaDTQtL9aNpa8K4/t76nychtfLHkd4+vmUfH+Gnq9nudXHicoMhEXOysWTu2Ka32VwXbq9AmSM3NK34AhGyEsy4lWdZ1Nx10RGo3ps3ZWo1B8nG0JiUtj1m/HizYTT4uH1GhAUzR4YeyJUlqfjey0/Mbwxbz/1h6/ysGwBOystMy7vxP3tK8HwMebzhdZ90Zfb1Wv+fB29Wjq7YhN/XYAtNBE8OHGc5yNSi76IFPGhgQ2RDVzsFYpUxkFS1FpNAXSUqUclRBCCCGEEEIIUR0yc/LYf+kaAG/d0wYLDRy/nERkQnr5NhR9XE2cWTmA313Fr1OZ3/uNZ4aXkU1RnC+3XjAtf7zxHLHFTdQ27qOuQ0sPbPy8P5yopEzqutgW6j1xT4f62FhacD4mhaDIxML9NcoqQ1SwgXgZ9Ho9IXGpLDsQzrztFzkUlkBOnq7MxxXnWmoW3+1QZ/o/HxiQX/LGYEoPPwC2nosh4lox74+o46pWv6Vd/tn0ruoxxt95wWyN+7v58v0DnbmziQdp2XlMXXSQS3GpxY4tJ0/HcyuP89P+cDQaeHZAAJ6ONtimq55Oec5mBjYCBkOnKaovx6aX4a/nIS+32FUvxqYycf6/zPrtOPGp2TT1dmRkBzVh++KqE2YdI59tCeZSfBp1nG1Y/URPxnSqT55Oz8xfjnH5ejmOsYh/1XXDrqAtJXPiJgMbeZGHAFh2WZX4GdrWh0Ye9mTn6dhxPo5X15yi+/tbGfnNHr785wKfbQnmmeXHGL00jFTs0ehyefrb1Ty+7Cgz5m8GfR56jQU4VFLJIO9W6to4yV4e8Ybj/sSK/NfzRpXQX+OLfy6w/kQUlhYavp/cGX9PB/yaqnF75kTz/Y5SsmmyUiEnTQ1X78Jrw4rJKCvIcJzZhf3D95M7YW1pwZYzMabgn4kxSOruX7R5t7FsYPwFShR7FtCr3+MN2XZpWbm8b+jJM6NfE+q52vHcoAAsLTTsDI4rNYh3LjqZTaej0WjgybsNr7mPCpz0dYkhO0/HU78eIzOnwMnxORmGcmHU2lJUEtioxewMgY20rBtq7haTniiEEEIIIYQQQoiqczA0gcwcHT7OtvRs6kE3f9VweNOp6PJtKHizum7Sr+Ty0sbAhrEvws2oYMbG0Yjr7AqOw9JCQzNvR1Kycnl7/ZmiK/obAhthe0qc+E7OzGHeDjWB+OyAwoEAFzsrhhn6Rvx2OBIyDYGNsspQQf4Z0QmX1JnSBRQMZDz56zG6vb+V/nN38uqaU3zy93nu+34/Hd/ewiNLDvPz/jDC4tNUxogZvt52kdSsXNrUd2Zk+/pF7m/q7UjvAC/0evj537CiGzBmawQEqkbWkJ+xkRIFORnsuRjP4fDr2Fha8HjfJthYavlhShfa1nfhWlo2Dyw4SHRS4UBTZk4ejy89yppjV9BaaPhifAeeHtCMBQ92wddCZRutCTWzD4+FBYz4Cga+A2hUs/hfxkFmfrZIRnYen/x9jiFf7uLfSwnYWlnw4uDm/PVULz69rz0dfV1JzszlqeXHSg0iHYu4zo+71QT8+6Pb4mJnxfuj29KmvjMJadn8b+mR/AnbyIOqlFsJ7zXC96nr0vprALgbMg2uXSozG6XILmIT0EWpPgpntM2Yd38nvp3UmR3P92XLs715IbA5HX1dARX8/PyfYL7aeoE/gq5yLDKJYJ0K+nSyjaZdAxd8LK4DkIArodezyjWWkp+foSxRQmj5HqfXF37MXy+o8l43MgaE3CuWsfFn0BVT4PS90W3o0cQDAK1h3L6aWBbsCeVqYkbxGzBkuKTqbbmzZSPuLKs8m38f0FpDYjgd7GJ5d5T67Pj8n2C2no3JX89URqqY/hjGBuKlZWwYAyM+RbM1vt52kZjkLHzd7Xm4V2MAGnk4cH939Xn/0abzJX4GGQMwQ9vUJaCOU6ExdrK9iqejDRdiU02BEyA/W0NrA7all7m6VUlgoxZzMJaiyrnhA0QaiAshhBBCCCGEENVqx3k1MdwnwAuNRmOajN9Q3nJUFwz9NYorQ2VkLBd0s6WodDpVLx/KnbHx5T9q0nFspwZ8Pr4DFhpYfyKqSJ8R6rZXk2ZZyRAVVOy25u+6RGJ6Dk29HRnTqWggYLyhHNXaoKtkpqpJXmzMmIhz9DKUWNGbAjiZOXm8tOoE3QsEMtYdv0pcShbWlhb0aOzBsLZ1cbO3IjUrly1nYnj9z9P0/XQHvT/ZzitrTrL9fGyJE/Gh8Wks/VfNx7wypGXxDXuBaYbyVMsPRZKWVWASXq+H06vVsrEMFYC9O1irM8T1iRF8ZsjWmNS9EXWcbdXTtbFk0bSu+Hs6cCUxgykLD5CYng1AalYu0xYd4p+zMdhYWvDDA50Z2UG91u0butLWQQUkfjkPi/eaOdmt0UDPp2D8UvRW9hCylYzv+7Nt/yH+b2cIg77YybztIeTk6bm7hTdbnu3DE32bYm1pgZXWgq8mdMTZ1pJjEYmmfiQ3yszJ44VVJ9DpYXTH+vRvqUrm2Fpp+b8HuuDuYM2pK8m8svok+oxE+OkeFWD5sh3s+lSVDir42poah5fRn8HNDzQW6qz/FPODk/tDrvHqd79iRS7XcebzR0cxrF1dw8uloVkdJ2b0a8qaJ3py8NX+fDCmLSPa12Nit4a8NLgF307qhF/LLgB81NuKtTPv4uNAdTb9lTwXRny9h7/M+EzJztWx/Vws+0OuFb+Cu5o4JyG0fIGblGjV30ejVcdg9Ak4uqToejeRsXEkPIEXVp4A4LHejRnftUDfF8PJ3E2s4snK1ZmOgxudPK9uj8eV2UPNCNraOIJfL7UcvIlxXRrygCFz7JnlQYQYM6BMjcPbFt2GKbBxoeTXtITAyKW4VBbsUcG7N4a3KhTcffLuZthbazkemVhsoPxCTIrpPfFk/wKvtyGwa3k9hM9Gq7Et2R+eH6gxBjac6pSd/XaLksBGLWZvyNhIz7ohCm3M2Cgt9UkIIYQQNcfaGhYtUhfr8jfpFEIIIcStZ2ewmiTq01yVFwls44NGA0GRiVwp6aziG6XGqmbMUEZgw1iKKj+wEZmQzp9BV8gtT/mkpEg1cau1zp/oNMPRiOvsDI5Da6FhRr+mtKnvwrSe6kzq1/88RUbBXqAW2vwJw0s7imwrLiWLH3erifTnBzXHUlt0qqqbvzv+ng6kZedx9ILhOds4mTdYUzkqNSG5/kQUKw5HEmsIZNzR2J1nBjRj+aN3cOLNQfz66B3Mm9SJI68NZN3Mu3ghsDl3NHbHSqshMiGDXw5EMG3RIbq+9w+zV59g78V48grU4f/k73Pk6vT0be5V6lnifQK88POwJyUzlzXHruTfcfWo+r1a2Rd+D2g0pqyNk6eOcywiEVsrC/7Xt/DvzdPRhiXTu+HtZENwTCoP/XSYq4kZTJr/L/svXcPRxpKfpnczBQgAyMvFLkNNdl7We/H2+jNsOxdDSfR6PftC4nlx1XHu+34fPf+0Z1T6a0Tr3bBLvEDbTWPYtGkdkQkZ1HWx5fvJnVnwYBcauhfuidLQ3Z6P71V9AL7fGWLqUVPQV1svcDE2FU9HG94c0arQffVd7fjm/o5oLTSsPnaFddv3qEl3gOQrsO0d+KwVrHkcrhhe15QosLCE+l1KfH6A6mVjPHHYzHJUvxyI4IEFB2iarcq72ft3o21D1xLX93ayZWI3X76e2JEPxrTj8b5NGNq2Lu5+6jUxBuNaOqhJ9Ww7b1Kzcnli2VHeWneabAvLQt8p9Ho9QZGJvPHnKbq//w/TFh9i4vx/+Wzz+aK9Ilx9AY06/lNvCEaWxli6yrUh9HtFLW99G9ITTKvk5eWhN65Xzh4bkQnpPLrkCNl5Oga1qsNLg28IShiOAS99PJbk8vvRy5y5Wrh3RJ5Oz9q9QQBoHOvQxOuGklElMZZ9M2TNvT68FV393EjJymXiD//y7Y6L5BoycYrN2HDzVwGf7FRIvlr8PkyBkfyMDb1ez9vrz5CTpz43+rcsXBbKy8mGhw2Nvz/ZfL7IZ/zX2y6i18Pg1j608CmQyeZYB+w9Qa+jt2s803r6Aar8W2xKZq1vHA5QSjE5cauztzEENrJvyNgwptOFbFM15W6s+SaEEEKImmVlBVOn1vQohBBCCFFJIhPSCYlLQ2uhoadhMtvbyZaufu4cDE1g48koU2mRUhmbhvu0A+dSmgSbAhuqFFVGdh7j/28/V5My2Xwmhi/Hdyg2QFCEsb+GRzPQWpW9vkF+tkZ9fD3UZPWsgQFsPBlFZEIGX227UHhCsnFfOLde9dno/XyhbX297QIZOXm0b+hKYOviJ9g0Gg3juzbkw43nCLoQzp1gXikqUBOQIdtME4rbz6lJ3Ad7NGL20JZF+l8YWVhoaNvAhbYNXJjRrylpWbkcCL3G9nNxbDwVRXxqNr8ejOTXg5F4OloztG1dWtZ15q+T0VhoYPaQ0jNgLCw0TOnhx9vrz/DTvjAmdfdFo9EUKEM1GKxvaI7u2ghiTrH/yFGgF5O7N8LbybbIthu627PkoW6M+34/R8Kv0/eTHWTn6XCzt2LJ9O60bXBDtkvKVdXDQWvN3Z3bsPzIFZ785Rgr/3cnrerlv85JGTn8fuQyyw6EExJXuLTXFfwYq3+HRTZzCSCU32zfZVuLt7hr1GM42JQ8/Ti4TV0euKMRP/8bzqwVQWx8uhfehgyUk5eT+L9daoL83VFtcLUvekLQnU08eWVoS95Zf4bNew9yjxVQrxN0fwwO/J8KFB3/RV2cDc2j63Yo+toWx6OJ6nWSEEKIY0e2nIkpFMQqKCQ2ldWGANUwr6uQAjaNupW9j+IYy8IZj09Dxkin1i35n1UTvt8ZwqK9YQRFJvLN/ePR6fT8sSuMNceucCk+//fiam9FYnoOX227SEh8GnPva5//fre0AZeGkBShnqOTmZPb1w3ZPG7+0PUhOLIY4s7C9vdh2KfsDI7jo+X/8Jcug1y0jF4aiZdLAnWcbajjbEsdZ1tc7KzIyM4jPSeP9Kxc0rLzyMhW1/suxnMtLZvW9Zz5YkKHohlPjnXA0hZNbiaTWljw0zn4cNM5lkzPf61XHYkkOzEKrKBufV/M1myQaogesR8yErG2c2XepE6M/W4fkQkZzN10hodtzoIGjuc0oJ1er45ZI0trVeLr2kVVjsrlhuwzvb5AxkZ+YGPr2Vh2nI/DSqvhjeGtCm/T4JHejVl6IIJLcWmsPHKZid3U87oYm8q6EyqIUihbA1QwtE5r9bkbc5qXBt/P/pBrnItO4ZnlQXzRJBxv42taS0lgoxazN5aiyr4hY6N+Z/UBcz0Uzm+EdvfVwOiEEEIIIYQQQoj/BuOZ5p193XCxyw8QDG3jowIbp6LNC2xc/EddG88cLolLgYwNvZ4Fey5x1dBPYcMJVZLErOCGsb+Gt/n9NY4VyNaY2a+Z6XYHG0vm3NOaR38+wvxdlxjVoT7NfQxZFcY+GxEHVMNaKzv147V0fjmgMjBeGty82Ak9ozGd6vPp3+dJSLgGVoCNuYENQ8mYmNPk5OnYZfhdjexYv8SgRnEcbCy5u0Ud7m5RhzdHtOJAaALrT1xl46lo4lOzWbI/vxz4vZ0b5D/3UtzbpQFzN5/nQmwq+0Ku0bOJB5z+Q91ZsAyVkeFsdYvEcOys+vJYn5LPhm/h48zCqV2Z9OMBsnJV75elD3ejqXcx4zJk/mhcGvDOmHZEJGayL+QaD/10iD9n9CQ6OZOl/4az9vhVMnPU2eL21lpGdaxPj8Ye1HO1o56rLV6ONljmjobVj2B1/i8Cz74CPmnQ+4VSS928Oqwlh8OvczYqmWdWBPHzQ93J0+l5YdVx8nR6hrery+A2PiU+fnpPP05dSaLOCXUGerpzY+zbT4D2E+DyYRXgOL0Gki+rB5RVhsrIoylc/IeTJ44wdk0dsnPLzoZ6bmAAXU4bshUadDZvPzcyloW7FgK5WSrLBLBwrsfLfVvQpZEbs34L4lhEIgPm7iSjQIl6WysLBrf2YXSnBvRs4sHqY1d4dc1JNpyI4vL1DOY/0NkUOMLdTwU2EkLNf02MmRjujVUwdMhHsOQeOLyAv6wDeXJ7Dt2JAGsI13lzMioNotJK3+aNT9/Jhh8f7GKa9yxEo1EBvvjzPNFeyy8XYFdwHLsvxNGrmRepWbl8ujmYBzWJAFi7lhIgvpG7P3g2h/jzELIV2ozF28mWzc/0Yf2Jq+zcuxvr67mk6O0Y9UskzeokMfmORozuWB8nW8PnvmdzQ2DjguqTVFDSZdWs28LSVLYqMyfP1Jto+l3+NC4hu8TJ1oqZ/Zry9vozfPFPMKM61MfOWsu87SpbY0DLOrSuV0x5vjptDIGNU9h20vLVxI6M+HoP+0Ku8Wv4YZ62hFNJNjhdS6ORh4P5r9UtQgIbtZipFNWNGRsaDbS9D3Z9DCd/k8CGEEIIcavJzYW/DfWzAwPBUv4lE0IIIWozU38NQxkqoyFt6zJn3RmOhF8nKimDui52pW/o6jF17XdX6eu5GM48z0kjLvYq3+1Q9ewndvNl1ZFI84MbxjPCvczvr2Fs6DumY362htGg1j4MalWHzWdieGXNSVY+1kOdce3ZDBx9IDUaIg9A477k6fR8ZCjb1DvAizublN7c19vJlv4tvXE6byg1VO5SVKc5EpZASlYu7g7WtG/gavZzvpGl1oKeTT3p2dSTt0e2Ye/FeNYdj2Lz6WhsrLTMGtjcrO0421oxtnMDluwPZ9HeMHrahqnyYFYO0GxgkfX1rr5ogIaaOKb0aISXUwnN5Q26+LmzZHo31p+I4tHejYuUgjIxljRz9cVKa8F3kzoz5ru9hMSlcffcnaQWKIHewseJSXc0YlSHevmTuQVpHWH8UtjyBuz/Bra/pyZ67/laZQkUw9ZKyzf350+4frv9Ijk6PeeiU/BwsOate4op+1OARqPh/dFt2X4pEbLg12A4v+o4Xf3c6ebfEt8xP6AZ9C4c/QmuBkH3/5W6PaMUh0Y4AdGXTpOdO5hu/u409ix+8lej0TC4jQ99GmjB0Oic+hUMbDjVVf0rspLUa2fs8WHI4hrQqg4bnurFzCUHcd+7Aw2QM2AAI7v4MbiND44FMmTGdWmIr7s9/1t6hOORiYyct5cfH+yiJsHdG0PorvxghTmMjcONzccb90HfciSas3/isfs18nSvM9ovE6LB268Vi+7sSnRyJjHJmcQkZxGbnElSRg521locrC2xt9Zib6OW7ay1ONpYMrxdPXxcimYimbipwEadvBgm39GNRXvDeP+vc2x40pP/2xlCXEoW/o6pkAs4epe8neIEDFKBjeDN0GYsAHbWWu7r0pD7bKzhd7jm0ARbnRXBMam88edpPtp4jrdHtmFs5wbqs+48xTcQNzYO92yusjuAH3dfIiIhHW8nG568u1nRxxQw6Q5fFu4N5fL1DBbvC2NwGx/+DFJZQk/3L+GxxiblhkyRgDpO/DS9Gz/suoR3iOqrsyUCvvxkB+0auDCiXT2GtatLPdcy/lbdIuRbdC1WYmAD8gMbF7eqRkkOpf+DIIQQQohqlJUFw4er5dRUCWwIIYS4PWSngXXtO+PzZmXn6tgXohoU9wkoHNio42xLl0ZuHA6/zqZT0aY+FMXKSMwv8+LTrvSdWtmaAgUrtuwjLdue9g1deX90G+5u4c0Ty46w4UQUGuCL0oIbsepMYXMzNo5FXGfHeUO2xt3FNwWec09r9l6M50j4dVYcjlQlUzQaaNwHTqxAF7KTPxKb8s32i1wylDN6MdC8QMCErr6Enk8HINfaybxJLc8AsLCCrCSOnFANifsGeKEtoal3mdITVCN0Ayugrzf0HehCzt3O6Ow9sLEvZVL2BlN6+KmGvudiSHHdiRNA8yGmrJaCglJd6Qj4WcTStbd5PVG6N/age2OP0lcylDQzljhzsbdi0dRujPp2Lwlp2VhrLRja1ofJdzSicyO3UjNrANVXJfA9Vcppw/NwYoUKnoxfBg7Fj6WJlyPvjGzDcyuP8/k/wVgY9vHWyNZ4OJYewAE1+Xx3nXSIgLNZHqw6fJnfDqsMDW8nG7r6u9PNbxzd+v6P5s5OZTYd/vt0NH9sT+M7wN8imrdHtuaBOxqV/dyN5eQ8moKdW5njLpZGo47JyAMqqyrZ0CzcKT/7oKG7Pb9N64TNs4asgMUvgEPxn793NPbgjyd6Mv2nQ1yKS+O+7/fz5YSODHQzfB4ZP3fMYVzX0JMnMyeP9zIn8Ip+I90tzvFt+zCGuKnAhlO9FvRrUc7AgjkMmUskhvPU3ZNYdeQyZ6OS+XbHRX4wlC7r5pkL0ZS/zFLAYNj3NVzcAro89V42MgQm/Fp149/+/Vlz9DJLD0RwMTaV51YeJyIhnWc8m6GB0gMbhmDD1cQM5m1XQelXhrYsFJAqjo2lllkDA5j123G+3XGRYxHX0enh7hbeRcvLGRXsMaTXg0bDHY09uKOxBzlLreAiuHjVxyIGTlxO4sTlJN776ywjO9TjywkdzX3Vaow0D6/FSixFBeAVAHXbgz4vvz6jEEIIIYQQQghRFfZ8Dh80VGf//sccDksgPTsPT0cbWtUtWh5paFs1GfnXyajSNxStJt1x9QV797J3bJiEPnNWTZa9PqwlGo2Gga3q8O2kzlhpNaw/EcUzK4KKbyiu00GcYfLNzIyNgtkaJZUtqedqx6xBKlDxwV9niUvJAiDXrzcAZ/evZ9Zvx7kUl4aLnRXvjGpDm/olTMrdoHeAF97WansXksyc0rK0Bi81nuhg1Zi9b0UnWyMOwCdN4cv2xV6svumAzdftIbVoE+ySNPV2pHeAF+h16EopQ6XX6/nhpDqx1d8yHg+Hov0mKqxAxoaRr4c9q/7Xgw/HtGX/7Lv5YkJHuvi5lz2xX1CX6TB5lco+iNgPP96d/54rxtjODRjTqT46PeTq9Axu7cOwtuaXErJNVYGMSYG9eLxvEzo3csNKqyE2JYsNJ6J4c+1phny5my7v/cOMX47yy4EIwq+lodfn981Iy8rl5d9P8NjPRziZqQKVTbSxTOne0Lznfvmwui6rOXlZCvbZSDEGNgqX47KxNL+Ump+nA2se78ldTT1Jz87j0Z8PsyXakMFTrowNw7pu/iSkZTPpxwP8fFbPD7p7ABga9S2aaEOD7XI2Djebsan79TDcHKx5oq8Ksn66OZisXB3d/d3xNJSiKndgo2F39X5NvwZXjhS+r0Djbxc7K6b29GfzM715vK96nl9uvcBXxw3vkfgLRbdtenxrjkZcZ+qig2Tk5NHVz42RHeqZNbyRHerTwseJlMxcNp9RpdeeKilbA1R2iEYLGdeLNDS3ylCfU9MH38HBVwfwzqg2dPN3R6Oh1mRsSGCjFis1YwOg7Th1fXJlNY1ICCGEEEKIW8+8efPw8/PD1taW7t27c/DgwRLX7du3LxqNpshl2LBhhdY7e/Ys99xzDy4uLjg4ONC1a1ciIiKq+qkIcesK2a5OrLtytKZHUu2M/TX6BHgVbXQLDGmrJiMPh18nJjmz5A1FHVfXddubt2PXhgDUI44hbXzo4pcfDBnYqg7z7u9kCm48+9vxosGNxDDIzQCtTX5ZmVIERSaWma1h9GCPRrSu50xyZi5vrz/DsgPh3Pe3mohvkXcBX/scXhzcnD0v9eOBOxqZ93wBrYWG5q5q+cCVbLMfZzxr2SX5PFoLDX2aeZXxgBJc+Fu9zy0swcq+6EWjhYwE1ai6HKbd6UdHzUVcsmPI0NixLCGA2BveK1vOxLA9Rk022uSlqYnKypJo6A/iUrjRcmMvRyZ08zUrY6JETe6GhzaryejrYbBgAFzaUeLq74xsQ+t6ztRzseWdUW3MD6To8kyZJx3bd+SlwS34/fE7OTknkOWP3sFzAwPo1cwTe2stCWnZbDgRxStrTtLnkx3c9dF2Xlx1nKX/hjPsq90sPxSJRgPDe3VBr7VBo8vJD/6U5YoxsFHBMlRGxj4bUScgXWWEFczYqAgXeysWTevKpO6+6PXw2RF1onRGzEUuxaWWvYH0BMhU5YvCdF6M+XYvR8Kv42xryR2T31aBseQrELZbre9R+udEhRkzNq6r9+20nn7UM5Su0mjg9eGt0KTGqnXKG9jQWkHTu9Vy8N+F7yum8beFhYaXBrfggzFt0VpoWHDOUJ4t5SpkpRT7+MUhDoz9bh/BMam42Vvx7qi2Zr/PtRYaXhycn+HWJ8CLDg1dS36Ala2pn4dp/EYFXiNPRxseuKMRvz3Wg/0v92daTz+zxlPTJLBRi+VnbJQQ2GgzFtCo1LXrYdU2LiGEEEIIIW4VK1asYNasWbz55pscPXqU9u3bExgYSGxsbLHrr169mqioKNPl1KlTaLVa7rsvv29dSEgId911Fy1atGDHjh2cOHGC119/HVtb80uPCHHbMU76ZZsxOXabKam/hlFdFzs6+bqi18OmU9Elb8gU2Ohg1n4jdKrktK9FHC8PKVpKalBrH1NwY93xq0WDG7GG/hqeAYXLrZTgy3/UmfajS8nWMLLUWvDBmLZYaGDd8au8uuYUx5IcCKcuWo2eLWO0PNG3afE9GsrQ0EFNxh6L1RGZkG7egwyBjRYWEarBu3359wvk/46GfAyvRhW9DP9c3X90iSr7YqY+AV7M8FZnuW/K7cSr6y7Q7f2tjPl2Lz/sCiEsPo3P/7lAJjakWhlKOVXmPE9S4VJUlc67BTy8FRp0UxPjS8fCkZ+KXdXBxpK1M+9i14v9yuwhUkjyVdDlqLJjBQIAtlZa7mjswZP9m/HzQ905/uYgVv2vB88MaEY3P3estBquJGbw2+HLvPbHKcKupVPXxZZlD3fn5aFt0BiDfgkhZY9Br88/y7+ijcONjBkb4XvVtYUV2JmRyVUGK60F745qw5wRrYi1VK+TXW4So+b+xYiv9/Dj7kvFBmCTMnIIPqeyylKtvRg9/xhh19Jp4GbH6ifupHvz+hD4QeEHVVXGhlt+xgao3/Erw1Qg6P5uvrSp61ho0r7cAgar6wsFAhvpCSpYAVCnVZGHTOzmy8KpXdHZuBCrdwUg5tJJ0/367DT019R7aN4ZO/R6GNupAVuf60tzHzP7BRn0a+5NnwAvrLUWPDswoOwHFCxHZRqQHlJVxseNfUh8XGzxdqod/9NKQedazJixkZZVTCkqUE2F/HupVOCTq6D389U4OiGEEEIIIWreZ599xiOPPMK0adMA+P7779mwYQMLFy7k5ZdfLrK+u3vhSYPly5djb29fKLDx6quvMnToUD7++GPTbU2alP7lPSsri6ysLNPPycnJpawtRC2j00GSKgFD1n8rsHE1MYPzMSlYaKBX05J7Ww5tW5ejEYn8dTKKB+/0K2FjQerajMBGnk7PmktangbucE8vMdBgDG48sewo645fZc+FOJp6O9LU25ExaXvpCqS5NsVOpy8228QoKDKR7cZsjX7mnYXdroEr03r6s2BPKHWcbfhfnybUvzYYji7CJnIPtBlh1nZuZJun3mMp2LPycKSp7FWpDGdYt9REVLzmv15f9u+ozRjYNFs1fA7fB349zdq0hT6P/rr9ANh1uJeOMa4ci0jkqOHy/l8qCOVoY4mtd2O4ck1lWdTvVLHnUpAuL//4rarABoCjFzy4Dv6cAadWwbqnVCCi68NFVlX9T8rZA8UY6HH1LTVQZ6W1oIufO1383HlmgCrvfjA0gX0h1zgSfp2AOk68PLhFfvDLo6kqB3UtBJoOKH0MCZdUJo3WBuq0Ld/4b2TM2DAGi53qgkXlnJ+u0WiY2tOf+7o0JPMzD2yzruGvjeX4FQdOXlE9Fno09qC+qx2h8WmExqdxLS2beyz28ZU1nM704Hp2Du0buPDjg13zA1AthkHjfnBpO1jagZN55ZXKzViKKiMBMpPB1pnh7erR1c8dL0cbleGizwM0Fes53HSAemz0SUi6Ai7184MCbn5gU3wgok+AFyv/14PIHxrgrU9k3sq/GD21JZ6ONiz6bTVvoCNe74yjRz2+HNOWO5tUrB+yRqPhhymdSc3MNS+bqk5rdcwVDGxkJkKeIevNoQr6oFQTydioxRxs1Ad1Rk4JGRtQuBxVOc4WEEIIIYQQorbLzs7myJEjDBiQPxFhYWHBgAED2L9/v1nbWLBgARMmTMDB0JBTp9OxYcMGAgICCAwMxNvbm+7du/PHH3+Uup0PPvgAFxcX06Vhw4YVfl5C3HJSo9UEJUB2Sunr3mZ2GcpQtW/oilspPQ+GGPoEHAxLIDalmHJUWSlqMhygbhmNw4HfDkdyNFlNrjWxTih13UGtffh2UiccrLVcT8/hUNh1fj0YyeXgYwDMO2VF6zf/ZuiXu3l86RE+2HiWXw5EsPdiPJEJ6eTp9IWyNfw8zW8Q/+rQlvw5oyc7X+jHtJ7+WDbpq+64tNPsbRRhKO+Sordn+aFIsnOL6R9ygwx3NUnsp4nm7iaOFdtv8lU1YarRFnvGNqAmPNuOVctHl5i/7bN/qrPB7dwZfM/9rHmiJ//O7s87I1vTs6mHqdH5o70bY2nMIKisjI2UKNDlqvJaN/RwqHRWtjD2R7jzKfXz/nmVN1dlLKflZn5pM1DVUPo29+aVoS35/fE7+WBM28IZPcasA+PxWRpjtkbddqq3y81wrAO2rvk/V8HvxsHGEltvFahcOtqbd0a2pnMjN/R62BdyjZVHLnM4/DrX0tQEeGs7VRJL69GYt+5pzfJHexTOqtFoVDaTnTs0G1hpgZgibJ3zs1eMv3egjrOtCtAaMxHsPVRpqfJy8IQGhh4pFzar62LKUBWnZV1nWrZV2Tre2RFM+OFfBn2+i9RIle2V5tqCjc/0rnBQw8jGUmt+iTgfQ5CtYCkqY0aLras6Lmspydioxeys1K8vLauUwEbLEbBhlooux5zKfzMLIYQQQghxm4uPjycvL486dQqXIahTpw7nzp0r8/EHDx7k1KlTLFiwwHRbbGwsqampfPjhh7z77rt89NFHbNq0iTFjxrB9+3b69OlT7LZmz57NrFmzTD8nJydLcEPcPgrWns9Oq7lx1ABjGaq+AaWf8Vrf1Y4ODV0Jikzk79MxRftKRJ8C9OoMZ8fSt5WalcvczcG46NXEmDYpUk0Ol1KjfVBrHw6/NpCQuFRC4lK5GJtKl8MxkA2XNA3JyMnjTFQyZ6KKZpNZaTXk5OnLla1hZGGhoX3B+u/+vQENxJ2FlBhwqkCZmEw1RhsHF2JTsvgz6Ar3dSn983R/jAXt9M54apIJ0FwGKrBfYxkqrxZgVUpj3U4PqqDGmT9gyIdg51b6dvV62G0oYdX9f6ZJRh8XWx7o4ccDPfy4npZNSFwqnXzdYIexDE94CRssJ+Px69LArJJkN02jgT4vwcEfVIZD9Anz+8qUxhjoMfZfqCzuxsCGGaWoKqtxOKjXybularoOVRd0cm8MkQdwSo/ggd7jeKCHH5EJ6Ww8FUVmjg5/Twf8PR3w83TA8a/1cBy6dOxEl5Iyz7wCYNZZsLyJvizmcPNTGRvXw4vOdZpKLFXgODcKCITLh1Rgo8u0/GwHY1mnUtjXawkn4A7na3yaoAKvfd1jIR0ateoGVtVwnBVkHHP8BcjJVJ8xlfEa3QIksFGLmTI2sksoRQVg56oOxrPrVNaGBDaEEEKImmdtDd98k78shLglLViwgLZt29KtWzfTbTqd+oI6cuRInn32WQA6dOjAvn37+P7770sMbNjY2GBjU8Vf8oWoKQUDG8WUojoemciHG8+RnaejcyM3Ojdyo5OvW/nq59+CcvJ07L2ozmAuqb9GQUPb+hAUmchfJ6KKBjbK0Tj8/3aGEJ+ahbu7L6SjsmQyroN96fX37ay1tKnvQpv6Lqr80EFVfujrp+8nAh/C4tMIv5ZOREI64dfSCE9I53JCBtmGvhz3dW5QrmyNYtm7q3mJ6BOqbHa7+8p+zI2yVGBjSJfm7NmRzPzdlxjbqUGppbS2n4/HSudLL+0pNLGnK9b/wNzfUf3O4N0aYk+rsuDdHil9/YtbIeYkWDmUuK6bgzVdHAy/X1Pj5DCzh16qxCrur1EcG0doNgjOroXTayopsGEI9LiWL2OjTMYG2OXJ2LjZxuFGXi0KBDaKaRxeGd8p3IwZQKGmmxq62/No72JKbCZcUtfujUvfZnVkALg1gqtHiz8OTP01bqLEUrNA2PauanSfk2kIPlNmxgYAns0A6Gwfz5s9W+HuYM2QY/MgHLMCI5XOqa7KcMlIUCe+1+tQOa/RLUACG7WYnaHHRnpOHnq9Hk1JZ2e0HWcIbPwO/edUXSqYEEIIIcxjZQUzZtT0KIS47Xl6eqLVaomJiSl0e0xMDD4+pZ/5mJaWxvLly3n77beLbNPS0pJWrQqXIWnZsiV79uypnIELUdsUytjID2zk5umYtz2Er7ZdIE+nys0cCb9uur+Rhz2dfd3o7OdGd38PmnpXsETQDfR6PalZuSRl5JCVq8Pfw6HUSe/iZOXm8e+lBDo3csPRpvipk6Ph10nJysXdwZp29V3K3OaQNnV5/69zHAi9RnxqFp4Fy4gYJs3zfNqTmJqFm711sWO+mpjBD7vU5OKsoR1goxekxanmz2UENgq5Hga5mWBpi5WHP00stDTxKvr65+n0RCdnEpeSRau6zuZvvzSN+xgCGzvKH9jIzVbjBkbc0YIP9h8lOCaVHcGx3N2i+DOP9Xo9287F4qv3pRen8icoy8sY2KjXofT1NBroNAU2vaQaZHd9uNRsGvZ8pq67TDPvd2icuE+s5IyN6gxsgOpHYgxs9H+z9NfIHFWVsWEMbCRFQm5WyZkIuVnqfQ033zjcyNhnA4rP2KiM7xTGIEVCaOnrQX7wwxgMqUmlHQeVkY3g01Zl0KVchdCdKiAA5gUmPFVDb01CCNPuaKgyoTaZV8qqSmg0atxhu1U5qnodICVa3ScZG6KmOFirX59eD5k5OlOgo4hmg8DGBZIvq0ivmc2rhBBCCCGEqM2sra3p3LkzW7duZdSoUYDKuNi6dSszZ84s9bErV64kKyuLyZMnF9lm165dOX/+fKHbg4ODadSoks8SFaK2KCZj41JcKs/+dpzjkYkADG9Xl77NvTkSfp2j4dcJjk0h/Fo64dfSWX3sCgBjOtbnlWEtC0/4lyIzJ4+l/4az52I8iek5JGfkkJiRQ1JGjimQAtC5kRv/90Bns7d7LTWLR38+wpHw6zR0t+PLCR1VCaAb7DT01+jVzNOswElDd3vaNXDhxOUk/j4dzfC29TgTlcy56GQGn9tPXWDG9jw2bf4Ha60F9d3saOBmRwM3e8O1HRtPRpOVq6ObvzuBrevAfl8V2EiMKN9Z77Fn1bVnQKnlh7QWGuq72lHftZTSS+Xl3xf2fQ2XdpVZQquIrPweLs5Obkzq7sv/7brE9zsvlRjYuBCbypXEDC5aGT6jC9aZL49yZNXQbhxseUNlYlw9VnKT74gDEL4XLKzgjifMG4dx4j4xUmXe3Gz5KOPEsEs1BzaaDQIrexWQiAqCeh1vbnsV7LFRJkdvsHZUQdvrYeBVQrP66FOqGbO9R+VN/Hu1yF92rqJG3MaeLWUFNrJS8wMG7rdAYKO0zKXKyEbQaCBgEBxZDP9+qwKqVg7m/W6dG6j3dk66Gp+VrWrWrdGW/P6panXaGAIbhsCulKISNc2uQE22tOzckgMbVrbQagQcWwonf5PAhhBCCFHT8vJg92613KsXaKu5zqoQ/yGzZs3iwQcfpEuXLnTr1o0vvviCtLQ0pk2bBsCUKVOoX78+H3zwQaHHLViwgFGjRuHh4VFkmy+88ALjx4+nd+/e9OvXj02bNrFu3Tp27NhRHU9JiFtPgcCGPjuFpf+G896GM2Tm6HC2teSdUW0Y2aE+APd2bgBAUkYOQZGJHAm/zuGwBPZfusbqY1f452wMLw1pwcSuviUGC3Q6PX8EXWHu5mCuJGaUOCxrSwv0ej1Hwq8z8pu9zJ/ShVb1Ss86uBibwrTFh4hMUNuNTMjgvu/380z/ZjzRr6mpiTMU6K9hRhkqo6Ft63LichJvrT3Dq2vUBJMtWUyxCQMNHMtRk7LZeTpC49MIjS++Z8lrw1qqqg2uvqr8TcHgkjniDIGNgmeEV5dGPdREflKEOgO8rLI2BWUlqWsrB9BaMq2nPwv3hnIwNIFjEdfpWEwAavs5NclpXb8dRKMm9sobUEmNVWduozHvjGt7d2h1jyoJfnRJyYGNPYbeGu0ngEt988biXE+9froc1dDc9Sb7NSXVQCkqAGsHVTr99Bo4tfrmAhvZ6fkTtZWdsaHRqAbiUcdVOaqSJqavGPtrdL757BOjsjI2KuM7hXGiPuUq5GSU3D/GGECwcyu7b0x1MAawius1U1mT9s0CVWDj0g71c51W5lXBsbBQmT7RJyA+OD/46BlQ9b1HSuJj+NwyBTakFJWoYRYWGuystGTk5JGRXUoDcYC296nAxuk/YMgnYCn1vIUQQogak5kJ/fqp5dRUcLjJetVCiBKNHz+euLg43njjDaKjo+nQoQObNm0yNRSPiIjA4oYvqefPn2fPnj1s3ry52G2OHj2a77//ng8++ICnnnqK5s2b8/vvv3PXXXdV+fMR4pZUYFI9OSmR1/9QEyc9m3rw6X3tqetSdKLMxc6KPgFe9AlQQYHjkYm8+sdJTl1J5tU1p1h5+DLvjmqj+kEUsPtCHB/8dc7U5Lquiy0P92pMQzc7XOyscLW3NlxbYWul5VJcKg//dJhL8Wnc+/0+Ph/fgcDWxZei23sxnv8tPUJKZi6+7vZ8NbEji/aG8mfQVeZuCWb3hXg+n9CB+q52xCZnmsbQq5n5gY1hbevy2eZgU9+KBm52DHFNQBulJ8vGg+UzRlPfzZ6Y5EwuX8/g8vV0w7VajkrK5J729WjXwFVt0DgZbeyTYK5YQ1mVgmeEVxdrB2jQFSL2waWd5QtsGBqHY6sCVD4utozsUJ9VRy7zw65LfDe5aAmgbYbARkCbLhCjVWdOJ19RzbLNZczW8Gym+kOYo9MUFdg4uQoGvVv0cTFnIHgjoIGeT5s/FgutCmYkXFKTzTcb2KipUlQArUerwMbpP2Dg2xUPCBifg41L1Uy6ezTND2yUpLL7awA4eKmz/5MvF58pUBnfKezd1euWlaTeTyUFO83tr1FdTJlL4UUDlcbAxs02XG/cB7Q2kJelfi5PfwzPgPzAht4wZ+tTA2WojIxjjzYEdiVjQ9wK7K1VYCOttAbiAH69wNEHUqPh4j/QYmj1DFAIIYQQQogaNnPmzBJLTxWXZdG8eXP0en3RlQuYPn0606dPr4zhCVGtriZmEBqfhpu9NR6O1rjZW2NteRN9GHU6SLps+tE6Lx0bSwteHtKCB3v4md3bon1DV/6ccRc/7w/j083BBEUmcs83e3jwTj9mDQwgIiGdDzeeY/cF1azbycaSJ/o1ZVpPP2ytSj5LubGXI2ue6MmMX46y52I8j/18hBcCm/NE3yaF+lQuPxjBa3+cIlenp0sjN36Y0gV3B2u+nNCRvs29eP2P0xwMS2DIF7t4f0xb08mF7Rq4mF3iClQ5qvVP3UVieg4t6jrhbGsFh36EDWDTsCP+hj4XDd3taehuDxTNGivExTCpXe6MDUNgoyYyNkBNGEbsU7Xru0wz/3HGUlQ2TqabHu3dmFVHLrPpdDSh8Wn4F2hwnpSRw2FDX5c+LRvA8QCVrRJzupyBjSB1XbeD+Y/x66UmgRMuwZk/oGPh0obs/UJdt7rH1GzYbK6N1HYTw4Fe5XtsQTpdgebhNxkgqYimA1X2TVIEXDla8d4Upv4aVVQS0t3QSPtaSMnrXDZmbHSpvP1qNHD/CpWZU1XPTaMBdz8VuEm4VPJnwq3UXwPUZ5/GQpWISo0pHMQwTdrfZDaCtQP491LzqFC+/hiGPhvEX1AlqaBmGocbebVQr1dGguqvIRkb4lZgb6PlWhqkl5WxYaGFtvfC/m9UOSoJbAghhBBCCCHEf0aeTs8Puy7x+Zb8bAEjJxtL3ByscXOwxsfZhhcCm9PU26mELd0gLTb/bFbATpPNhpl30NSn/GdNay00TO3pz5C2dXln/RnWn4hi0d4w1hy7QlJGDno9WGk1PHCHHzPvboq7g3mVCFzsrVg8rSvvrD/DT/vD+eTv81yISeHDse2w1lrw0d/n+L+d6mzkkR3q8dHYdoWCJaM7NqCzrztPLT9GUGQiM385hpu9FYAp46SQjES4sAVajwKtVZG7A+rc8Nqaejd0MOv5FGJqoFuOwEZerjqLGGomYwPAvw/s+ABCd6nJdXPKuwBkGTI2bPJLigXUceLuFt5sOxfL/N2XeH90W9N9uy/EkafT08TLAV8Pe3XGdNxZiD6pyiCZqzz9NYw0Guj4AGx9SzURLxjYuB6uMjkA7nrW/G0aldZf4EbJV1WpJ11O0fuy09XtGq1qlFzdrO2h+WA49TucXl3xwEZV9dcwMjYQLymwkRwFCYb7Sio7VlE+bar+TH/3xobARil9Noz33SoZG1orlc2SFKGOp2IDG5WQjdAssIKBDUOwMj4YMpPK//jKZmUHHs0g/rwK7ErGhrgV2FupX2F6VhmBDcgPbJzfqM5ysDHzH1UhhBBCCCGEELVWWHwaz608zhHDmesN3OzIzMnjerpqsp2SlUtKVi4RCekcB+JSsvj98TsLZTSUyDChHqd3wUujJm+autxcffk6zrZ8c38nxnWJ4/U/TxF+TZ3tOqJ9PV4Y1FxNUJeTpdaCt0a2oVkdJ95ce5r/Z+++w9sqz/6Bf7VteY/EdqadvRMSkhD2CIRVNgVaGpoyWkqgkC7SvoWW9m0ouyOFjoTxAk0KP0opUFbKJiSQNIEkkO0sr9iOty3Jkn5/PHrOkWzJWkc+Gt/Pdek6x7J89DhxwOfc576/L26pQXVTF8rybXh9u7jA872zxuP2heODft+jSux47jsL8Lt1u/GHt/fgWJe4SBw0X+O9+8W5d9Me4Izl4RdXs0Vso7loLimjqKIobBzbL0KOLXa1MDLYhs8Rd+p3NQENOyK/cNtnFJX07VPH4D9fNuD5TYdxx8IJGJInumje/lLkoJw5yXdXctlUMR4q2gDxWAobADDra8B/fgUc3igC2+Xd8B/9XoynGXNGbNkSA+UL9PXKD4Cdr4Q/nkmnS4RTL/UVNl4UI7tiGUclCzyJ+nku8XVsNPcpbNTvADb+Gfhsre9148Rop1QjuzCODVTYkKOokqRjAxA/t60Hxd//qPniOVePWkjQohthwjnAv38oin9lUyL/Otmx0fAF4PJlJelZ2ADEf/8adwK1/xX/7QVY2CB92W3iLpKucKOoAHH3R8l4oGk38MXLwKxrErs4IiIiIiIi0o3X68XTHx/Ar1/9Et0uN/JsZtz1lSm4Ys4IGAwGeDxetPf0oqnTgWNdTjS0OfD957Zi88EWvLS1Rgn8HkhPYzWyAOzzVqDY2AmTtxdwdgDZhXGv/9QJQ/D67afipa01mFyej+kjCsJ/URjXnjAaY0pzcPMzm7HlUAsAwGoy4r4rZuCS4wb+fi0mI75/zkScPK4UP3h+K3JtFsyUWRf+5EXwz58DTr9z4Au1vQ5x4QuIsbDhGx/kaBWdIpH8ucv3GzIx8k4JrZmtwOgTgT1vinFUkRY2goyiAoB5VcWYNbIQWw614Kn11fj+ORPh8Xjx7i4xbuUMpbAhA3SjKGx0NauFo/LpA7+2r7xyYOJ5wJcvixDxc1cAHUeB//6f+Hws3RpAYL7AQJxdwN51Yn/a5YA5SDC0AcC0K2JbhxbGLQSsuSJH4vCnwMi50R9DFni0Dg6XZJdCe624aL7/PWDDn4Dq99XXDJ0CLPrfxLx/osnvTxYvgkm2UVSAKGxUvx/476DTN2LJZAWyCjV4j0rgsr+Kwl9WFP8PKhkHwAA4ff/Nyi6OP/MjXmVTRWfUvncBeEWxxh5m3GGS0+n/YKqVK1eisrISWVlZmD9/PjZu3Djg61taWnDLLbegoqICNpsNEyZMwKuvvhrVMXt6enDLLbegpKQEubm5uPzyy1FfX6/59zYY7FZZ2IigY8NgAGZ8Vex//lwCV0VERERERER6qmnpxuLVG/Gzf25Ht8uNE8eW4LU7TsWVx49UOhKMRgMK7BaMGZKLOaOLcd70Ctxyhhi5cu+/v4zoBrrNW8VF/BZrOYxZvovNjg7Nvo8siwlfPX6kJkUN6cRxpfjnLSdhUnkehuTZ8PQN88MWNfzNH1OCd39wBl659WSYTUEuq8hxNc17RXjsQBq+EKOAsgpjC2+25qgXplojDBCX+RpDdMrXkMacJrb73o38axy+O7FtgR0bBoMB3z5VXJx9av0BdDp68dmRVjR2OJFrM+P40b676GVho2k34OqO7D1loaqoKraC3ezFYrv1b6KQteFRkQswfA5QdWr0xwPUzoRwo6iq3xfvVTASuHwVcMnK/o+LVwJjz4htHVqwZIviDyCCxGOhZGxUarGi/uzF6r+z3x0HrL1W/NkaTMDki4DrXgZu/ggYe2Zi3j/RZBdGqFFUvU41SylZRlEBQGGl2Pr/O1CyI8piD6Pva8aVorMoGpaswNFoZVO1W0+sZGH24MdimztUv+K2RnRd/dq1a7Fs2TLcfffd2Lx5M2bOnIlFixahoaEh6OudTifOPvtsVFdX4/nnn8fOnTvxl7/8BcOHD4/qmHfccQf+9a9/4bnnnsO7776LmpoaXHbZZQn/fhPBbvWNooqksAGICj0A7Htb3HVAREREREREacPr9eKFzYex6JH38P7uRmRZjPj5V6bg6evnY3hhkLu1+7j+5CqMKMpGbWuPkjsRyrFOJw7vFxfJK8dOhsHqK2w4O+P+PhKtsjQH//7eKVh/55mYVxX96Bij0RA8GN3ZCbTXqB+Hu1DrP+Io1ote0Y6jkh0bQ3XK15CqfIWNAx8CXm9kX6OMoupf6DpnajkqS+xo7Xbh758ewn++FNeBThlfCqvZd/krr1zcOe31qAWecOTf0bBZkb2+r3ELRX5F9zFgy7PAxr+K50++I/a/c3kBv6NedGWEsut1sR1/jv4XVQciLxrveFFkrkTD6/XL2KjUclWBZM5GV5Mocpy8DLj9M+Cq/xMB08n85xuOLFa0HATcQbJYWg6KfzOWnOQKm1ayZvw6NrQKDteCHEcFRN/tlQgyvFzm7STDn1GcdC1sPPTQQ7jxxhuxZMkSTJkyBY899hjsdjtWr14d9PWrV69Gc3MzXnzxRZx00kmorKzEaaedhpkzZ0Z8zNbWVqxatQoPPfQQzjzzTMyZMwePP/44PvroI3z88ceD8n1rSe3YiGAUFSDmAuaPEP9BChV6RERERIllsQD33Scelv6hokRERLH628ZDWPb3rWjv6cWskYV49bZT8M2TqoJfhA8iy2LCT84Xd/I/9u5eHGkJfVf7H9/Zg6EekWEwfsIU0T0AqKM3kpzBYAjecRGPvqNctv9j4Iv2tVvENtaL5oC4Gx+IvLCRLB0b8qKfs0OdiR9OkPBwyWQ04EZf18Zf39+Pt3aIC5zKGCpAXHyWF/ciHUcVa76GZDSpweH//rHoOimdAEy8ILbjAUB2kfpnEOrv3etVCxvRBKXrYexZgDUPaDsCHP4kuq/tahI/Q4D6byERTvux6M64+I/AHTuAhXcDBSMS936R0OqcIrccMGeJ3JdgnV/++RrJVMApCtK5lEyh2P6FDfnfHT3lDw8sCifDn1GcdCtsOJ1ObNq0CQsXLlQXYzRi4cKFWL9+fdCveemll7BgwQLccsstKCsrw7Rp0/DrX/8abrc74mNu2rQJLpcr4DWTJk3CqFGjQr4vADgcDrS1tQU8kkFUo6gkOYMz0jZVIiIi0pbVCvzwh+Jhteq9GiIiShPtPS48+MZOAMBNp47B899ZgDFDcqM+znnTyjGvqhiOXg/u/Xfwu9prWrrx5PoDGGEQhQ1j0WjA5nsvDUdRpZymPWJbNk3kGRyrVosXwcR70Rzw69iI4Bzf7QIad4t9vTs2LFniYjagBtmGEyJjQ7p89giU5lpxpKUbO2rFdZt+Ae/yzum6bZG9pxZ/R8ddC8AAuB3i45Nuj28EjMGgXtQNlbPRsEPkVpizYx95NVgsWcCk88V+tOOo5N36ecPEcRJl3FmiO+O4ryf2faKh1TmF0ahmZwTL2VDyNSpjf49EkOtpOyLGZQF+o6iSoBuhdLy6nwyFDYMBKPPrHEmGP6M46VbYaGxshNvtRllZYHWorKwMdXV1Qb9m3759eP755+F2u/Hqq6/iZz/7GR588EH86le/iviYdXV1sFqtKCwsjPh9AWDFihUoKChQHiNHJrAKHAU5iqoz0o4NQK0os7BBRERERESUNv7y3j40dTpRVZqDHy6aGHM3gsFgwF0XToHBAPxraw0+re4/xvi3b+2Gs9eNUcZG8UThSBEADKh3T2ciORmhfIZ6l3yoC7Vul3pxvWJW7O9ZGOYCt7/mfWIMiTU3sXe3RyqnVGw7j0b2emUUVf+ODUB0HF23oFL5ePrwAgzN63MRWl5gHKjgpLxfq8hKAYDyOAobRaPVHIv8EcD0K2M/lhQuZ0N2a1SdKnIskl2s46haqsXWP8+AojdQzobSsZFE+RoAkDMEsNgBeNVrnO2+a7vJ0I1QOlFsDUb9O+Qk/wJLMvwZxSmlEkI8Hg+GDh2KP//5z5gzZw6uuuoq/PSnP8Vjjz2W8Pdevnw5WltblcehQ8lRFJAdG93RdGwohY3DCVgRERERheV2A598Ih7uKP4fTkREFEJ9Ww/+8r64IPXjcyfCEueIpWnDC3DV8eLC9y/+tQMejzpOaU9DO57bdAilaIMVTgAGcbFW6dhIjVFUCSELGyVj1Au1ocZRNe4Sd/Bb89S7pWMRTcaGzNcYMjE5RsoohY3GyF4/wCgq6RsLRiPbIq6VBIyhkkafJLYHPw7/Z1b3udgWjARySiJbYyin3SnuMD/314BZg47dYPkC/pQxVOfE/16DYeyZ4u+1vRY4tCHyr0t0cHgy0/KcQv43KFihTBY7iuP471QiGAz9C3z+4eF6G3YcMGIeMOebydPlw8KGNkpLS2EymVBfXx/wfH19PcrLy4N+TUVFBSZMmACTyaQ8N3nyZNTV1cHpdEZ0zPLycjidTrS0tET8vgBgs9mQn58f8EgGUYeHA+pdGSxsEBER6aOnB5g3Tzx6evReDRERpYFH3tqFbpcbs0cVYtHU0Oe20fj+ORORazPj8yOt+H+b1fPHB17fBY8XuGyM767q/GHiQm0KhYcnjBxFVTJOBDZb7OLiec3m/q/1H3EUz1iiaMZNJ0u+hpTjGxMVacdGmFFUAFBot+LO8yZhckU+rpobpCuluMo3mskL/PeZgd9PizFU0qj5wPe2AlMujv9YgF9ho7r/57qagcMbxf74JM/XkMw2YJIvd2T7C5F/nSzsFGZgx4aW5xTFA4yiStaODaB/zkYyZWxYsoAb3gQufFjvlajKp6n7HEUVO6vVijlz5mDdunXKcx6PB+vWrcOCBQuCfs1JJ52EPXv2wOPXkrZr1y5UVFTAarVGdMw5c+bAYrEEvGbnzp04ePBgyPdNZlGHhwN+wWLJ0XVCREREREREgQ42daHXHdk4lj0N7Vj7iTi/W37+ZBg0uhN/SJ4NS88cBwC47/Wd6HD0YsuhFry2vQ5GA/DNqb5LCvIc08ZRVMrYopJxgNUOTDhXfBxsHFXNFrGN96K5/PPvPqaOagpFdmzona8h2X1dEJF2bIQZRSVdd2Il/v29UzC8MMQIptnXie1/nwY8A9woqhQ2ZkW2vsEkCxvBRpDtWQd4PcDQqWrhKxVMvUxsd/xz4L8Xf5ncsaGlUKOoPG71ZyyezrJE6fvvIJk6NpLRkMliNBaQFn9Guo6iWrZsGf7yl7/gySefxBdffIGbb74ZnZ2dWLJkCQBg8eLFWL58ufL6m2++Gc3Nzfje976HXbt24ZVXXsGvf/1r3HLLLREfs6CgANdffz2WLVuGt99+G5s2bcKSJUuwYMECnHDCCYP7B6ABhocTERERERGll5e21uC0B97GxSs/RGuXK+zr7/33Tni8wDlTyjC3sljTtSw5qRKjS+w42u7AH9/eg9/4wsQvmz0Cw7y+C0hyFJI1R2wzNTy8q1kNwZZ3Nk/zXajd/mL/cVRadQNk5QPZRWI/3Hl+snZsdEU7iqogvveddKH4M2s7DOz9T+jXadmxoTX/ETx9f7Z2p9gYKmnM6UBWgbjr/uD6yL5GueiegR0bWpL/zTq2PzDjpK0GcDsBo0UdbZ9MlH8HB8S/A6VjI/W7ERLCahdj37KLgaFJ8v+BOOha2LjqqqvwwAMP4K677sKsWbOwZcsWvPbaa0r498GDB1FbW6u8fuTIkXj99dfxySefYMaMGbjtttvwve99D3feeWfExwSAhx9+GBdeeCEuv/xynHrqqSgvL8cLL0TR5pZElFFUjhgyNnpaMnv2KRERERERUZJp73Hhnn/tgNcLbK9pw3WPb0SHI3SH/sb9zXjri3qYjAb86Fzt78K3mU34yfni4sdj7+7F+n1NsJqMuH3hePUiulLYkB0bGXqeKce15A1TizzjFoo/l9ZDwJFN6ms9bjW/QYuL5spkhgEyI3qd6qisZOnYiCY83OOJaBRVRCxZwIyrxf6mJ4K/xtkpclCAJC1s+P7dOTtEUU1y9wK73xT7qTKGSjJbgUlfEfvBupz6cveq00jYsRGfgpGAwQT09gAdderz8r9rRaMBoyn41+rJfyRbT6vILQJY2BjI154Dln2hFsRTmO7h4UuXLsWBAwfgcDiwYcMGzJ8/X/ncO++8gyeeeCLg9QsWLMDHH3+Mnp4e7N27Fz/5yU8CMjfCHRMAsrKysHLlSjQ3N6OzsxMvvPDCgPkaycxu83VsuKIYRWXLA7IKxT5zNoiIiIiIiILyeLxY/cF+vLD5MLzBwp8T4Ldv7UZjhwMjirJRaLdgy6EWfOvxT4KOH/Z6vfj1q2K00FVzR2Lc0NyErOmcKWU4cWwJZH74NxaMxogiu3oRXU4FkBebM7VjQwkOH6s+Z8kGJp4n9re9EPhaV6fI4CgdH/97KwHiA3RsNO8FPL0ioDl/ePzvqQUlYyOCjg1nBwDfD2GYUVQRmb1YbHe9BrTX9/983TYxzim3HMhLwpEtliwgr0Ls++dsHP5E3MiaXQSMmKvHyuIz9VKxjWQcVdsRwOsGTDbx90SxM1nU/47452wc842mSsYxVIDaqdNyQB1DZSsQ/+2l4IzG5Akzj5PuhQ2Kj93iK2xE07EBMECciIiIiIgojNe21+Gel3dg2d+34jtPb0Jrd/ixUPHYVd+Oxz+qBgD86pJpePr6+cjLMmNjdTNufOpT9LgCz/v+va0OWw61wG41iQ6KBDEYDLjrK1NgNhqQl2XGd0/3XbhXCht9OzYytbAhg8PHBj6vXKh9UR3xUrtFbMuna3MXdKHfxb1QZL7GkImARjkscYsmY0OOoTJaALMGF+XKpogL/55eYOuz/T8vx1ANmxX/eyWK8vderT4nx1CNWwiYzIO+pLiNOU2Mo+o8Koo0A5EFncJR4mItxSdYzkYyB4cD6r+B7mNA026xz26NjMF/9Skux+YbRRVNxgagjqMaqE2ViIiIiIgoQ3k8Xvz2rd3Kx69vr8eFv38fWw+1JOT9vF4vfv7Sdrg9Xpw9pQynTxyKacML8OS35iHHasKHe5pw89Ob4OwVF8Zdbg/ue03kJdxwyhgMzUvs3ZeTyvPxr1tPxktLT0ZJrk3MMpfdAfLCkhIe3pnQtSQtpbAxLvD5sWcB1jxxd7m8UKt1doPSsTHAOb6Sr5EkY6iA6DI25BiqrHztCjOya2PzU4nLQEkkZQyPX0Frl6+wkWpjqCSTRRRlAPV7CYX5GtqSxQv/jg1Z5ChO0o4NWy5g9420O7RRbNMgFJsiw8JGisv2hYd3BmlLHlAhOzaIiIh0Y7EAd98tHhaL3qshIqIgXtteh5317cjLMuPp6+djZHE2DjV344rHPsITH+7XfDTVq5/X4aO9TbCajbjrwinK87NHFWH1N+ciy2LE2zuP4ta/bYbL7cHfNh5EdVMXSnOtuOnUwbmTdnJFPqpKfdkRXc1ilBKg3jgnOzYydRRVsxxF1aewYckCJp0v9mVugOaFDXmOP8AoqoYdYptMgbFKxkZjYGBxMD0yODzOfA1/Uy8TP7fN+4ADHwZ+LiUKG34B4oAoNjbsAAxGYNxZui0rbhPOFdtwhQ35fWdqvobW5xRy3NQx/44NWdhI0o4NQP13oBQ22LGRKVjYSHE5vvDwbqc7ul+s5S+eA/3SQ0RERIlhtQI//7l4WK16r4aIiPrweLz43TrRrfGtk6pw8vhSvHzrKThvWjlcbi9+/q8duPnpzZqNpupy9uJXr4iLzjefNhYji+0Bn58/pgR/WXw8rGYjXt9ej9vXbFG6Sb63cAJybTqMm5F3SueWA2ab2M/k8HCvV83YKB7b//MB46jc+nRsNCRhx4a809rrFrkQA5GjqGwa5GtItlxg2uVif9OT6vOuHuCob3RXUhc2KsVW/nuUY6hGzgfsxbosSRPjForiTMP2gXNjZKdKYYZ2bGh9TtF3FJXXm/wZG4D676Bms9iyYyNjsLCR4mTHRq/HC6c7zN0N/pixQUREREREFNTr2+vwZV078mxmfOskcTGnINuCP359Nn7+lSmwmAx4bXsdLvz9+9h04BiaOhw40tKNvUc7sKOmDZsPHsNHexvx7q6jaO50hn2/lW/vQW1rD0YUZePm04NcFAdwyvghePTrs2E2GvDK57Vo6nRiTGkOrp47UtPvPWJ98zUAdRRVJnZsdNSLbBGDMfjd42PPFBfk22uBz9aKi/Qmm3ZFBnmO39UU/M+/16GOl0mmjg2zVQT9AuFzNnpaxTarQNs1zLlObHf8U8zpB8QFdU+vKLwkS9B6MIV9OjaUMVTn6LIczdiL1eDz3W+Efl2md2xoTRlFtV8UNTqP+jKTDMk97kv+O+jtEds8FjYyRQqmCJE/u1UNGet2umEzRxg6xsIGERGRfjwe4AvfXYCTJzPskIgoiXg8XvzW162x5OQqFNjV8R4GgwHfPKkKx40qwtK/bcah5m5c/uhHAx4vz2bGDxZNxLUnjIbJ2D8XoLqxE395T9wR+7MLpyDLEvqc7qzJZfj9Ncfhlmc3w+MFfrhoIiwmnf4fIrv//QsbqRYeXvuZuJA95rT4jyW7NQpHi4v1fZltwKQLgK1/A97+tXiubKrIE9BCdqEoEDhagXfvBbL73K3f3Sy6IrIKgLwKbd5TKzmlYt1djQAmhH6dzNjQchQVAAybDZRNA+q3AZ/9HZj/7cCOmmQJWg9GXtBvPSz+fPa/Jz6Wo5xS2YRFwKENolgz9/rgr8n0jA2tzynkz5OjVfy3UXZuFIxQO/OSUd/CFjs2MgYLGynOYjLCajLC6fag0+lGoT381wBQR1G11QDuXsDEHwUiIqJB090NTJsm9js6gJwcfddDREQK/26N608KPnpj5shCvHzrKfjJC5/j1W218HoBq8kIm8WILIsJNrPY9rjcOHysG3e/tB3PbzqM/710GmaMKAw41j0v74DT7cGpE4bgnCnhL8acN70CT18/H0daunHutHItvuXYKB0bfh0j8oJzb0/yn2d6vcAzVwAdDcB3PwaGxtk5oQSHB++4ASDGUW39m1oU0nrEUXEVULsF+Oj3oV9TNi35LtTnlIp8ks6jA78uEaOoAPHnMXsx8O8fiXFU825KjXwNQBSpTFbA7QS2rhH/9gpGJldXTqzGLwLW3SOKNa5uwJId+HlHh/ozk6kdG1qfU1iygbxhQHuN6PCSXV7JGhwu9S1sMWMjYyTxbxkUKbvNBGeXB93RBIjnlgFGC+BxiVbYQp3al4mIiIiIiJLEQN0afRVkW7Dy67Ph6HXDbDQG7cZwe7x4dsMB3Pf6Tnx+pBUXr/wQi08Yje8vmoj8LAvWfVGP/3zZAIvJgLu/MgWGCC84nziuNLZvUEvBRlHJjg1AdG1kFw7qkqLSXivGRwHA9heAoT+J73hKYWNc6NeMOUPtqgC0v2h+3n3AlmdEZ0YwRjMw+zpt31MLOUPENuwoKl9hI0vjwgYAzPgq8MbPxAiqms2pU9gwGsW/waY9wMY/i+fGn5N8xatYlE0VY8DajgD73wcm9BmvJf8blFWo/XiyTFZc5Sts7E+NfA2AHRsZjIWNNGC3mNACFzodIX55CcZoBAqGi3mErYdY2CAiIiIiooz3xo7w3Rp9DTQO2GQ04BsLKrFoWjl+/coXeHFLDZ5cfwCvbqvD8vMm4RFfAPi3Tq7C2CG5IY+TlFqCjKIyW9Ub6JK9sHF0p7q//R/A6cvjuxis3Nk8QMeG2QpMvlAUHwDtL5qPmi8eqSbHV6gLV9hI1CgqAMguAqZcDHz+d+CTVUD9dvF8shc2ADH+rGkP0LhLfJwOY6gA8e9xwiLg09UiFL1vYUPJ18jQMVSJUlwFHPiwT8fGGH3XFE7+CMBgUou6LGxkDA50TgN2m6hPdTmjKGwAzNkgIiIiIiLy8Xi8SqFhyUmVA3ZrRGtoXhYeufo4PHPDfIwpzcHRdgeW/X0rDjZ3oSzfhlvPHK/Zew0Kr9evY6PPRcVUCRBv3O23vwto2BHf8SIZRQWIcVSA6J4YOiW+90wXdl9hoytcYSNBo6gkGSK+5Vkx2imrIDVGHPmv0ZwNVJ2i21I0N36R2O56Xfx3x5+Sr1E5qEtKe7I749h+NWMj2UdRmczqyH2DEbCX6LseGjQsbKQBGSDeFc0oKsCvsHFI4xURERERERGlFv9ujW+dnJiLOCeNK8W/bz8Fy86eAKtZnI7/9IIpyLWl2DCF7mOA03f3vLyYJFl9d9Mne4C4vLtd2v6P2I/lcat3Ng80igoAxp4JnPBd4Nx7AUtW7O+ZTpRRVGEyNhI5igoARp/kuzPddwE92YPDJf+OhapT+2dRpLKqUwFzlrhu1fBF4Odkx0bf4irFR3Zn+I+iSvaODUD9d5AzBDCG7qSk9MLCRhpQCxvRdmz4fgFtYWGDiIiIiIgyl8jWEHfcLzmpEoV2a8Ley2Y24bazxuPtH5yO57+zABfNHJaw90oYeXNcztD+F1GVjo32wV1TtGRhY+yZYrv9H/3vCI9U62Fxh7/J2r/Q05fRBJy7Aph3Y2zvlY4iHkWV4I4NGSIupcIYKiCwY6HvuKZUZ7WL4gYgxlH5O8aOjYSQ3Rn124GuJrGfCn/Gco0MDs8oLGykAbtVjqKKsmOjkKOoiIiIiIiI3thRjy9q2xLardHX8MJsHF9ZPCjvpblgweGSDBB3dg7eemIhR1GdeKu4I7xpD1D3eWzHkmOoisfwTuFYJEthAwBmfk2MCQOAilmJex8t+XcsyNFN6WS8r1izq29ho1psmbGhLTmKSnbl5QxJTK6N1uS/A+ZrZJQU63elYOLu2OAoKiIiosFlsQA/+IG6T0REuhHdGuIi9zcT3K2RNpTCxsj+n5MdG8k8isrRDrTXiP1hs4HxZwNf/Et0bVTMiP54TXvFNtwYKgou0oyNRI+iAoC8MuCU7wN71gHjFibufbRUNlVc/C8YEfzfZKqbsAh49QfAoQ1AVzNgL/bl/MiOjSTPf0ikRJxTZBcC2cVAd7P4OBXGUAHApAuBrWuA6V/VeyU0iFjYSAOxFzZ8d9e0Hhb/U0iF2ZFERETpwGoF7r9f71UQERGAVz6vxRe1bci1mXH9IHVrpLwBOzZyxDaZR1HJMVS5ZeIi3tRL1cLGWXdFf27c7CtspMoFwGQjMza6mgCPBzCGGC4if6YS2bEBAGf8RDxShckCfP05vVeROIWjgKFTgIYdwN7/ANOvEHksri4AhvDj39JZos4piquAI77CRqoUjoZOAm79VO9V0CDjKKo0EPMoqoLhYuvsAHpatF0UERERERFRkntzRz2+/9xWAInP1kgrMqcxaGEjBcLD5Riq0gliO34RYM4WQbm1W6M/nhxFxY6N2Nh9I9m8HhFMH4oyiioFxuKQtvqOo5L5GvnDAbNNnzWlM/8iLQu2lMRY2EgDsmOj0xFlx4YlW70zggHiREREg8fjAaqrxcPj0Xs1REQZ6YXNh/GdpzfB2evBOVPKsPRMXpSOmNKxEWS2vRIensyFDV/HRul4sbXlqqHL2/8R/fFY2IiPyQJkF4n9zqPBX+PqEQHtQGJHUVFymuDLDtnzJuBxM19DStQ5hX+XRnGKdGxQRmJhIw3k2ETHRne0o6gAv5wNBogTERENmu5uoKpKPLq79V4NEVHGeeLD/Vj2961we7y4bPZw/PHrs2EzM/Q5YrKwURBknr81BTI2lMLGBPW5qZeK7fZ/iFHNkep1qn8eJWO1WV8mkjkboQobslsDULuCKHOMmAdkFYqOnsOfAC3V4vmiSh0XlQQSdU7Bjg1KESxspIFsi69jI9pRVAADxImIiIiIKGN4vV78bt1u/PxfOwAA3zyxEg9cMRNmE0+NI9bdAjhaxX6qhocro6jGq8+NPwew2EUgcc1/Iz/WsWoxQsmaKzI7KDZKzkaIAHGZr2HNC53BQenLZFbD3He9ro6iCtY1RvHz79JIlYwNykj8v0EayLGJwkZsHRsyQJyFDSIiIiIiSl9erxe/euULPPSmuFv/9oXjcfdXpsBojDIoOtPJc0d7qRoU7s+a5KOo3L1Aky/s279jw5qjjruJZhyVMoZqbPSh46TKKRHbzhCFjR5fMY1jqDKX/Pe563W/UVSVeq0mvQ2ZBFhyxJ+vzMAhSkIsbKSBbF94eHwdGxxFRURERERE6anX7cGPnv8Mqz7YDwC468IpuH3hBBh4ITp6Sr5GkG4NIPlHUR2rBjwu0Z2RPyLwc1MvE9vtL0Y+jqrZVyQp5hiquMiOjVCFDSU4nIWNjDVuIWAwAg3bgdqt4rlMz9hIlOxC4JaPgRvWsWBLSY2FjTSQY42jY0P+MsrwcCIiIiIiSkNerxe3r92C5zYdhslowINXzsS3TuZojZjJc8fCUcE/r3V4eFcz8PavgUOfaHM8ma9RMq7/SKPxZ4u7lFsPAkc2R3Y8BodrI2zGhm8UFTs2Mpe9WGRtAGqhix0biVM4Csgp1XsVRANiYSMNZFtlxgbDw4mIiIiIiPx9Un0ML39WC4vJgD9+fTYunzMi/BdRaErHRojChpYdG017gVVnA+/+BljzNcClQThusOBwyZINTDxP7G9/IfI1AixsxCtcxkaP7NhgcHhGm3COum/OYq4NUYZjYSMN2H2jqGLL2PB1bHTUAb0ODVdFRERERESkv6fWVwMALp89Aoumluu7mHTQEia0V154jrewUf0h8Nez1I6IzgZgyzPxHRPwCw4PUtgAgKmXim2k46iUwgZHUcUlXMYGR1ERAIxfpO4XjuaYJKIMx8JGGpCjqLpiydiwlwDmbLHfdkTDVREREVFIZjPw3e+Kh9ms92qIiNJWQ1sPXttWBwD4xgLOYteE7NgoCJOxEc8oqi3PAk9dDHQfA4bPAU79oXj+w9+J8O94KB0b44N/ftxC8T20HQYOfzrwsZydQHuN2C8eE9+6Ml3YjA2OoiIAZVPVbBzma/CcgjIeCxtpIK5RVAYDx1ERERENNpsNWLlSPGw2vVdDRJS2/rbxEHo9Xhw/ughThxXovZz00BomY8OaI7axdGx4PMC6XwIv3iwCvqdcAnzzFeDkZSKDoeUAsP0fMS0bgOjAaNwp9odMDP4aSxYw8XyxH24cVfM+sc0uFvP/KXbhMjZ6WsWWo6gym8EATDxX7JeEKE5mEp5TUIZjYSMN5PhGUTl7Peh1e6I/AAPEiYiIiIgozbjcHjy7UYxNYreGRnraRBcFoJ5H9iUvPPf2RNdd4eoGnl8CvP+A+PiUHwBXPC5yL6x24ITviOc/eDiyEVHBdB71XSA3AMUDjI7yH0flGeAcm8Hh2pEdG93Hgv/cKKOoWKDMeGf8FDh9OXDS9/ReCRHpjIWNNCA7NgCgy8UAcSIioqTn9QJHj4pHrBdniIhoQG/uqEd9mwOluTacN61C7+WkB9mtkV0U+s55OYoKAJztkR23owF44kJgx4uA0QJc8ihw1s8Ao98li7k3iGM3bAd2vxHT8pUxVEWjRWdGKGPPFFkO7TXA4Y2hX8fChnbsxQAMALxAd3P/z3MUFUn2YuD0O4E8BofznIIyHQsbacBmNsJkFIFJcQWItx7UcFVEREQUUlcXMHSoeHR16b0aIqK09ORH1QCAa+aNhNXMU19NtIQZQwUAZitgsor9SHM2XlsOHPlUFEwWvwjM+lr/12QXAcd/S+x/8HDESw6g5GuECA6X/MdRffBw6K6NJt8oqhLma8TNaFLHeQXL2eiRHRscRUWk4DkFZTj+dpcGDAYD7BZfzoYjhiA1pbDBjg0iIiIiIkp9O+vasWF/M0xGA742f4CL8BQdGRw+UGEDULs2nJ2RHffol2J78Uqg8uTQrzvhu6JocnA9cGB9ZMf217hbbMMVNgBgge+9dr0GfBiikMKODW0NlLOhjKJixwYREQksbKQJu00UNrpi6tjgKCoiIiIiIkof//dxNQDg7MllqCjI1ncx6aRFZJagMExmiVLYiLBjo6tJbPOHD/y6/Aq1m+ODhyI7tj+lYyOC0OGKmcD594v9//wK2Puf/q9hYUNbMmeja4CODY6iIiIiHxY20oTdFyAeU2Gj0K9jgzP5iIiIiIgohbX3uPCPzUcAAIsZGq4tmbFRECI4XLL5ChuOCDI2vF61sGEvCf/6E28DDEaRs1G3Lfzr/R2VhY2Jkb1+zjeB474BeD3A89erHSsA0NWsZkEUcxSVJnJ8f//BRlHJnyV2bBARkQ8LG2nCbpUdGzGMosobBsAA9PYE/wWCiIiIiIgoRbyw+Qg6nW6MG5qLBWMjuFBOkYt6FFUEHRvODsDtFPuRFDZKxgJTLhH70WRtOLvUXMlIRlFJ5z8AVMwSRYy13wBcPeL5Zl++Rt4wwJoT+fEoNNmxEbSwwYwNIiIKxMJGmlALGzF0bJitQF6F2GeAOBERERERpSiv14v/+1iMS/rGCaNhMBh0XlGaibSwoXRsRFDYkN0a5mzAao9sHSffLrbbXwCa90f2NXJsVHax2hkQCUsWcNX/ia+r3QK8+n3RZaKMoRob+bFoYKEyNjxutUiWVTC4ayIioqTFwkaaiGsUFcCcDSIiIiIiSnnr9zZhT0MHcqwmXDY7TF4DRcfRoRYhCsOMooqmYyOaMVRSxUxg3EIxIuqj30X2NUq+RhTdGlLhKOCKVWIE1n+fBjY9ATTtFZ9jYUM7Ob7CRt+MDf+RZuzYICIiHxY20kRco6gAtbDRckijFREREVFIZjNw3XXiYTbrvRoiorTx1HrRrXHp7OHIy7LovJo0c+hjsc0bFv6ueXnxOaLChi+nwl4c3XpOvkNs//sM0F4f/vWNu8U2kuDwYMaeCZz5P2L/3z8Cdr4q9hkcrh1Z2Og7ikqOoTLZALNtcNdElMx4TkEZjj/1aSLujg3/AHEiIiJKLJsNeOIJvVdBRJRWalu78eYX4gL34gWV+i4mHe16Q2zHnx3+tTJzIppRVNF0bADA6JOAEfOAwxuBj/8InP2LgV8fT8eGdPIy4Mhm4MuXgXpfcDkLG9pRMjb6jKLq8RU2shgcThSA5xSU4dixkSaUjg1HrB0bsrDBjg0iIiIiIko9z244CLfHi/lVxZhQxnE1mvJ6gV2vif0J54Z/faJHUQGAwaB2bXyyCuhuGfj1srAxZGJ079P3PS95NLCYUcxRVJqxh+rY8I2isrGwQUREKhY20oTdFkd4OMDCBhER0WDyeoHOTvHwevVeDVHaW7lyJSorK5GVlYX58+dj48aNIV97+umnw2Aw9HtccMEFQV//ne98BwaDAY888kiCVk9SfVsPPtzTiM0Hj2FnXTsONXehudOJHpcbzl4P/rZRnMuwWyMBGncBLQfEKKAxp4V/fSzh4dEWNgBRZBkyGXC2A5+uCv06j1sN+451FJWUlQ9c9QxgzQNyy4CiyviORyrZsdHTArhd6vNyFBXzNYgC8ZyCMhxHUaUJu0X8VXYyPJyIiCj5dXUBub6LPh0dQE6OvushSmNr167FsmXL8Nhjj2H+/Pl45JFHsGjRIuzcuRNDhw7t9/oXXngBTqdT+bipqQkzZ87ElVde2e+1//jHP/Dxxx9j2LBhCf0eCGho78H5v30fTZ3OoJ83GMQ1nbJ8G86ZWjbIq8sAu14X28qT1TFTA7HKjI32gV8HqHfny3yFaBiNwMm3A//4NvDxo8AJ3wUs2f1f13oI6O0BTFagcHT079PX0EnArZvED57ZGv/xSMguEgHtXo8oeOWVi+c5ioooOJ5TUIZjx0aayPF1bHTHGx7e1QQ4OzVaFRERERGRvh566CHceOONWLJkCaZMmYLHHnsMdrsdq1evDvr64uJilJeXK48333wTdru9X2HjyJEjuPXWW/HMM8/AYgkfUu1wONDW1hbwoMh4vV788LnP0NTpREG2BSOKslGcY0WWxej3GrG98ZQxsJh4mqu53b58jUjGUAFqx0Yk55ZKx0aU4eHStMuBglEil+G/Twd/jQwOLxkHGE2xvU9feWVAbv/iKMXBaFQ7d/xzNpSODRY2iIhIxY6NNJHty9iIuWMju1D8kuBoA1qPAEPiCFQjIiIiIkoCTqcTmzZtwvLly5XnjEYjFi5ciPXr10d0jFWrVuHqq69Gjt9dkB6PB9/4xjfwwx/+EFOnTo3oOCtWrMAvfhEm3JiC+r+PD+DdXUdhNRvx3HcWBORnuD1edDl70e10w+Pr2CCNdbcABz4S+xPOiexrrNGMomoW21hGUQGAyQKceCvw7x8CH/0OmLMEMPW51KEEh8c5hooSz14qihr+ORssbBARURC8lSVN5FjFL27dsRY2AL9xVMzZICIiIqLU19jYCLfbjbKywNFEZWVlqKurC/v1GzduxLZt23DDDTcEPP+b3/wGZrMZt912W8RrWb58OVpbW5XHoUP8nTsSexra8b+vfAEAWH7epH6h4CajAXlZFgzNz0J5QRYMBoMey0xve/8DeN1A6cTI8yTkuKpEhof7O+5acUG85SCw/YX+n1cKG3EEh9PgyAkSIM5RVEREFAQLG2lC7diIcRQVwABxIiIiIiI/q1atwvTp0zFv3jzluU2bNuG3v/0tnnjiiaguottsNuTn5wc8aGDOXg9uX7sFjl4PThlfiusYCq4PZQxVhN0agBry7IggY0OLwobVDpzwHbH/wcP9Q3SPysIGJxMkPVnY6GLHBhERDYyFjTShbccGA8SJiIiIKPWVlpbCZDKhvr4+4Pn6+nqUl5cP+LWdnZ1Ys2YNrr/++oDn33//fTQ0NGDUqFEwm80wm804cOAAvv/976OyslLrbyGjPfLWLmw70oZCuwUPXDkTRiO7MQadxx19vgagjqIK17Hh8QDdcY6ikubeKELLG3aoYecSR1GljpwhYhuQseErkLFjg4iI/LCwkSa06djwFTZa2LFBRERERKnParVizpw5WLdunfKcx+PBunXrsGDBggG/9rnnnoPD4cC1114b8Pw3vvENfPbZZ9iyZYvyGDZsGH74wx/i9ddfD3E0itbG/c149N29AIBfXzodZflZOq8oQx3ZLDoqbAXAyPmRf50twoyNnhbA6xH72TGGh0vZhcDxS8T+Bw+rz3c1q3f/l4yL7z0o8ewDjKKy5fV/PRERZSyGh6eJHJsobMTVsVE4SmzZsUFERJRYJhNwxRXqPhElzLJly3Ddddfh+OOPx7x58/DII4+gs7MTS5aIC6CLFy/G8OHDsWLFioCvW7VqFS655BKUlATeRV5SUtLvOYvFgvLyckycyPn9WmjrceGOtVvg9QJXzBmB86dX6L2kzLXbV6wbd6YI6Y6U7NhwOwC3K/TXyuBwWz5gtsa+TmnBLcCGx4BDH4vA89EnAo27xefyR6gFF0pewTI2OIqKKDieU1CGY2EjTdgt4q+y08HwcCIioqSXlQU895zeqyDKCFdddRWOHj2Ku+66C3V1dZg1axZee+01JVD84MGDMBoDG9l37tyJDz74AG+88YYeS854P//ndhxp6cbI4mzc/ZUpei8ns+16TWyjGUMFqIUNQIyjyi4K/jolXyPObg0prxyY9TVg0xOia2P0iRxDlWrkKKpgGRscRUUUiOcUlOFY2EgTdtmx4XLD4/HGNn9Whoe3HRGzVI2s9hIRERFR6lu6dCmWLl0a9HPvvPNOv+cmTpwIb9/w4QFUV1fHuDLq6+XPavDCf4/AaAAe/uos5GVF0SVA2mqrAeo+B2AAxi2M7mvNVsBkBdxOMY4qbGEjznwNfyd9D9j8lMgGqfscaNwpnh/CjqqUoHRs+GVs9LBjg4iI+mPGRpqwW9UiRLcrxq6NvHLAaAY8vUBHffjXExERERERaaSutQc//cc2AMAtZ4zD8ZUa3cVPsZGh4SOOVy82RyOSAPFEFDaKxwBTLxX7HzyijqJix0ZqUMLDm9TnOIqKiIiCSIrCxsqVK1FZWYmsrCzMnz8fGzduDPnaJ554AgaDIeCRlRUYJNf38/Jx//33K6+prKzs9/l77703Yd9jomWZTTD4mjS6Ys3ZMJqA/GFinwHiREREidPZCRgM4tHZqfdqiIiSwqPv7EFrtwszRhTgtrN4EVp3u3z5GhMWxfb1kQSIJ6KwAQAn3S62218ADm0Q+6UTtH0PSgz5s+BoBXodgNcLONrFcxxFRRSI5xSU4XQvbKxduxbLli3D3Xffjc2bN2PmzJlYtGgRGhoaQn5Nfn4+amtrlceBAwcCPu//udraWqxevRoGgwGXX355wOvuueeegNfdeuutCfkeB4PRaEC2RXRtdDl7Yz+QHEfFnA0iIiIiIhokLV1O/P3TwwCAH587CRaT7qeqmc3VA+x7R+yPj7GwYc0T2wE7Nnw5CloXNipmAOPOBrweoPuYeI6FjdSQVSgmSQCi8OXqFlMlAMCWp9uyiIgo+eiesfHQQw/hxhtvxJIlSwAAjz32GF555RWsXr0ad955Z9CvMRgMKC8vD3nMvp/75z//iTPOOANjxowJeD4vL2/A4/hzOBxwOBzKx21tbRF93WCyW83ocrpj79gA/ALED2uzKCIiIiIiojCe2XAQ3S43Jlfk48SxGl/kpugd+ABwdQF5w4Dy6bEdwxbJKKpmsdW6sAEAJ98B7HnTt5Z8ILdM+/cg7RmN4ueho17kbBh8RU6DMTCUnoiIMp6ut8E4nU5s2rQJCxeqQWRGoxELFy7E+vXrQ35dR0cHRo8ejZEjR+Liiy/G9u3bQ762vr4er7zyCq6//vp+n7v33ntRUlKC4447Dvfffz96e0N3OqxYsQIFBQXKY+TIkRF+l4NH5mzEV9jwfV/H9muwIiIiIiIiooE5et144qNqAMBNp1bBIGfskn7kGKrxZwOx/n1Yc8RWj1FUADD6RGDkfLFfOiH274MGn5Kz0aiOobLl8e+QiIgC6FrYaGxshNvtRllZ4J0TZWVlqKurC/o1EydOxOrVq/HPf/4TTz/9NDweD0488UQcPhy8w+DJJ59EXl4eLrvssoDnb7vtNqxZswZvv/02vv3tb+PXv/41fvSjH4Vc6/Lly9Ha2qo8Dh1KvlFNamEjjlFUQyeLbd02DVZEREREREQ0sJe21OBouwPl+Vm4cMYwvZdDXq9fvsa5sR9Hr/BwyWAAzroLMGcDky7Q/viUOPLnobMR6JHB4QX6rYeIiJKS7qOoorVgwQIsWLBA+fjEE0/E5MmT8ac//Qm//OUv+71+9erV+PrXv94vYHzZsmXK/owZM2C1WvHtb38bK1asgM1m63ccm80W9PlkoknHRsVMsa3fDnjcIlCciIiIiIgoAbxeL/76vugW/+ZJlczWSAaNu4CWA4DJBow5LfbjyDwEecd9MIksbABA5cnA8sOAKeUufWQ22bHR1Qjk+vaZr0FERH3o+ltjaWkpTCYT6uvrA56vr6+POPvCYrHguOOOw549e/p97v3338fOnTtxww03hD3O/Pnz0dvbi+rq6ojeNxnZreKXtbg6NorHApYcoLcbaNyt0cqIiIiIiIj6e293I3bWtyPHasI180bpvRwCgF2viW3lyeo4qVjo3bEhsaiRenJKxbbzqNqxkZWv33qIiCgp6VrYsFqtmDNnDtatW6c85/F4sG7duoCujIG43W58/vnnqKio6Pe5VatWYc6cOZg5c2bY42zZsgVGoxFDhw6N/BtIMpp0bBiNQPk0sV/3mQarIiIion5MJuD888XDxO5IIspcf31/HwDgqrmjUJBt0Xk1BADY9YbYxjOGCvALD+8M/nm3C+hpFfuJLGxQ6vEvbCgZGyxsEPXDcwrKcLrfurBs2TJcd911OP744zFv3jw88sgj6OzsxJIlSwAAixcvxvDhw7FixQoAwD333IMTTjgB48aNQ0tLC+6//34cOHCgX1dGW1sbnnvuOTz44IP93nP9+vXYsGEDzjjjDOTl5WH9+vW44447cO2116KoqCjx33SCKIUNRxyFDQAonwEc2gDUbgVmfFWDlREREVGArCzglVf0XgURka521LTh/d2NMBqAJSdV6r0cAoDuFuDgerE/4Zz4jhUuPLz7mG/HAGQXxvdelF7ssrDRBDhkxgZHURH1w3MKynC6FzauuuoqHD16FHfddRfq6uowa9YsvPbaa0qg+MGDB2E0qo0lx44dw4033oi6ujoUFRVhzpw5+OijjzBlypSA465ZswZerxfXXHNNv/e02WxYs2YNfv7zn8PhcKCqqgp33HFHQO5GKrLb5CiqOAsbFTPElh0bRERERESUIH/9QHRrnDe9AiOL7TqvhgAAe9cBXjdQOhEoqozvWFbfhWhniIwNOYYqu4jZjhRIZmxwFBUREQ1A98IGACxduhRLly4N+rl33nkn4OOHH34YDz/8cNhj3nTTTbjpppuCfm727Nn4+OOPo15nsrNb5CiqODI2ANGxAQC1nwFeL2AwxLkyIiIiIiIiVV1rD/61tQYAcNMpY3ReDQEQHRTr7hH7E8+L/3hyFFWojo3ByNeg1CRHUXU1chQVERGFpGvGBmlLs46NoZMBoxnoaQFaD8W/MCIiIgrU2Qnk5IhHZ4jZ40REaeyJj6rhcnsxr7IYM0cW6r0c8niAF24CjlUDhaOAk74X/zHDhYezsEGhKB0bjYDDl8PCUVRE/fGcgjIcCxtpRGZsdMbbsWG2AUMmi/3aQRpHVbcNePNuwNU9OO9HRESkt64u8SAiyjCdjl48u+EAAOCGU6p0Xk0acnYCm54AWg9H/jXv3QfsfgMwZwFXPQ3Yi+NfR7iOjc5GsZV35xNJstjl7AA6jor9rAL91kOUzHhOQRmMhY00kuMrbHTH27EBDH7Oxqs/BD58BNj2/wbn/YiIiIiISBd///QQ2np6UVWag4WTy/ReTvr57zPAv74H/Ok04NDG8K/f9Qbwzr1i/8KHgYqZ2qxDydgI1bHRLLZaFFEovWQVAEaL2G8WWTwcRUVERH2xsJFGsq1iFFWnFoUN/5yNRHN2AYc/EfstHH1FRERERJSuet0erPpgPwDg+pOrYDQyz09zTbvFtqsReOJC4PPnQ7+2eT/wwg0AvMDx1wOzvqbdOqw5YstRVBQtg0Ht5GkR3V0MDycior5Y2EgjasdGnKOogMHt2Di8EfC4xH57beLfj4iIiIiIdPH69nocPtaNIrsFl88eofdy0pMcQZVbBrgdwP+7HnjnN4DXG/g6Zxew9htATyswYi5w7r3aroPh4RQPWdhwO8WWGRtERNQHCxtpJFtmbDg06Ngomya2bUeAzqb4jzeQ6g/U/fa6xL4XERERERHpor3Hhd+u2wUA+MaCSuX8hTTW6uuC/8rvgAVLxf47vwb+8W2g1yE+9nqBl+8A6j8XQc1XPgmYrdquQ4aHux2A29X/8yxs0EDsfbJXOIqKiIj6YGEjjeTYxCiqbpcGhY2sfKB4jNiv2xr/8QZS/aG6z44NIiIiIqK04+z14DtPb8Ku+g6U5lpx3YLRei8pfcmOjaLRwKL/BS58BDCYgM/WAk9dLG5c++SvwGdrxPNXPA4UDNd+Hf532Dva+3+ehQ0aSM6QwI85ioqIiPow670A0k62RXZsaDCKChA5G837RM7G2DO1OWZfzi7gyKfqxx31iXkfIiKiZGI0Aqedpu4TEaUxj8eLHz6/FR/uaYLdasLqb85FSa5N72WlJ0cH0H1M7Of7ihXHLwGKKoG/XwccXA/8+XSgvUZ87uxfAFWnJGYtJgtgsomODWdn/5BwJTychQ0KIocdG0Rh8ZyCMhwLG2lE6djQIjwcEDkbO15MbM7G4U/EzExrHuBsBzoaAHcvYOKPJhERpbHsbOCdd/ReBRHRoFjx7y/wzy01MBsNePTaOZgxolDvJaWvtiNim1UQeIf72DOAG94EnrlSDWOeeqk6qipRbLlAlyN4gLjSsVHc/3NE/QobzNgg6ofnFJThWM5LI3aZseHshbdvMFwsymeKbW0CCxsyX2PCItEGDS/Q2ZC49yMiIiIiokHz1/f34S/v7wcA3HfFDJw2YUiYr6C4tPjyNQpG9v/ckInAjf8BJl4AjDsbuOgPgMGQ2PVYc8S2b4C4qxtwdYp9dmxQMP4ZGxa76AAiIiLyw9vi04gsbHi8gKPXgyxLnGF8FTPEtmmP+EXUlhvnCoOQhY2qU0VbdNsRkbORP0z79yIiIiIiokHz0tYa/OqVLwAAd543CZfNHqHzijKADA4vCPFnnVMKXPPs4K3H6rvL3tknY0OOoTKaOWKIgvPP2GC3BhERBcGOjTRit6p1qi4txlHlDgVyywF4gfrt8R+vL/98jcqTgbxysd9ep/17ERERJZPOTmDIEPHo7NR7NUREmvtwTyO+//ctAIBvnliJb586Rt8FZQoZHB6qsDHY5M1xfTs2/IPDE901QqnJfxQVi19EwfGcgjIcCxtpxGQ0wGYWf6VdTo0CxGXXRiJyNmS+Rt4woHiMr4gC0bFBRESU7hobxYOIKM1sr2nFt/9vE1xuLy6YXoG7LpwCAy9eD45kK2xYfYWNvhkb/oUNomD8CxtZLGwQhcRzCspgLGykGTmOSpOODQAo9xU2ardqczx/Bz4U28qTxV06SsdGvfbvRURERERECdfY4cA3H/8EHY5enDCmGA9+dSaMRhY1Bo1S2AiSsaEH2bHh7HMnMQsbFI6dHRtERDQwFjbSjBxHpVlhI5EdGzJfo/Jksc2rEFt2bBARERERpaR/f16Lo+0OjCnNwZ++cXz8uX8UnXAZG4NNdmw4+mZssLBBYdjyAJNN3SciIuqDhY00o3RsODQaRSU7Nhq+ANwubY4JAK5uMYoK8CtsMGODiIiIiCiVbdgvQqEvOW44CrItOq8mw3jcQFuN2E+Wjg2OoqJYGQzqOCqOoiIioiBY2EgzdpvGHRtFlYCtQGRhHP1Sm2MCfvkaFSJfA/Dr2GBhg4iIiIgo1Xi9Xmz0FTbmVRXrvJoM1FEPeFyAwaTeNKa3SMLDiUKRhQ1bgb7rICKipMTCRpqx+1q9O7UKDzcYgPLpYr/uc22OCQSOoZJBgnkMDyciIiIiSlUHmrrQ0O6A1WTErJGFei8n88h8jfzhgDFJRoCxY4PiIXM2OIqKiIiCYGEjzeTYxC+w3Vp1bABqzkathjkbffM1ALWw0dUI9Dq1ey8iIqJkYzQCxx8vHkb+OkZE6UF2a8wcWcBsDT0kW74GoF6QZmGDYlEyVmwLk2S0GlGy4TkFZTiz3gsgbWX7wsM7tSxsKB0bGhU2AvI1TlGfzy4GjBbRPt3ZkFy/kBMREWkpOxv45BO9V0FEpCmZrzG3kmOodCE7NpLpPMoaahSV+FmBnT8rNIDTl4trBhMW6b0SouTEcwrKcCznpZkcq+zY0GgUFaAGiNd9Dng88R/v8Kf98zUAUV1mgDgRERERUUraWC3uwme+hk6SsrCRI7bs2KBY2IuBKRcBZpveKyEioiTEwkaayfYVNjQLDweAIRMBkw1wtAEt1fEfL1i+hsScDSIiIiKilFPb2o1Dzd0wGoA5o4v0Xk5mSsbCRrDwcK+XhQ0iIiKKGwsbacaeiMKGyQIMnSz2tcjZCJavIbFjg4iIMkFXF1BZKR5dXXqvhogobjJfY+qwAuRlWXReTYZSMjaSKI/AKjM22tXnnB2igx9gYYOIKB48p6AMx8JGmrH7Mja6tBxFBagB4vHmbLh6gudrSLns2CAiogzg9QIHDoiH16v3aoiI4iYLGxxDpRGvFzi4AehpjfxrZMdGMgUtB+vYkN0a5mzAah/8NRERpQueU1CGY2EjzciODU3DwwE1ZyPejo3DnwBuhyhg+OdrSOzYICIiIiJKOSxsaMjVA/y/G4DV5wAv3xHZ1zg6gO5jYj9/eOLWFi0ZHu7sVJ/r9BU2ckoHfz1ERESUNsx6L4C0lePr2OjWurBRMVNs4+3YGChfAxCB4gALG0REREREKaKpw4HdDeKO/LmVLGzEpbMRWPM14NAG8fHBjyP7OtmtkVUAZOUnZm2xkOHhbgfgdokxx0q+Bn9WiIiIKHbs2EgzMjy806HxKKqyqQAMQEc90F4f+3EGytcAMqNjw+MG/u9S4IWb9F4JEREREVHcPqkWnQITynJRnGPVeTUprOFL4C9niqJGVoF4ru0I0NUc/muV4PAkGkMFALY8dd/hy9lgcDgRERFpgIWNNJNjE4WNbpfGHRvWHKB0vNiPtWsjXL4G4NexEUXGxqFPgPceANwaF3MSpWkPsPc/wGdrgV6n3qshIiIiIooLx1BpYO9/gFVnAy0HgKIq4Pq3gMLR4nMNO8J/vRIcPiJxa4yFyQKYbGLf6cvZYGGDiIiINMDCRprJtohRVJp3bAB+ORtbY/v6I5+q+RolY4O/RnZsdDcDvY7IjvvKMuA/vwSq34ttXYOteZ+6H00YIBERERFREtpYLS5Uz6viheqYfLoaePoKwNEGjFoA3LAOGDIBKJsmPl+3LfwxlI6NJCtsAP0DxFnYICIiIg2wsJFmlI4NrTM2AKDCV9iItWMjXL4GAGQXqXf0RDKOyuMGju4U+201sa1rsAUUNlp0WwYREenIYACmTBGPUP9PJCJKAW09LuyoaQMAzGO+RnQ8buD1n4qAcK8bmHEVsPifQI7vgn/ZVLGtT/HChhIgzsIGEZGmeE5BGY7h4WnGLjM2ElHYUDo2NChshGIwAHllQMtBUdgoGj3wMVsOii4QAOg8Gtu6Bpt/YaO7RbdlEBGRjux2YPt2vVdBRBS3TQeOweMFRpfYUV6QpfdyUkOvE9jxT+DjPwI1m8VzZ/wUOPWHgRemyn0dG/UR/P8iWTM2ADVno19hg4UwIqK48JyCMhwLG2nGbhV/pYnp2Jgptsf2izZi2VIcCVcPcGij2A+VryHlVYiCRUcEHRuNu9X9zsbI16On5v3qPkdREREREVEKU/I12K0RXlstsOlx4NPHgc4G8Zw5C7h4JTD9iv6vl6OoGr4Q3R1GU+hjtx4U22QsbFhzxFYZReULQ2fHBhEREcWBhY00Izs2nG4PXG4PLCYNp43ZiwF7KdDVCDTvVQsdkWjYITor7KWh8zUkmbMRySiqxl3qfip2bHAUFRERERGlMAaHh+H1Aoc2ABv+BHzxEuDxZSHmVQDHfwuYfZ3oWA+mqBKw2AFXlziHKB0f/HUetzqWl6OoiIiIKEOwsJFmZMcGAHQ53SjI1jhGpWScKGw07YmusNG0V2yHTAw/9y+vQmzba8MfN9UKG26X6EaRuo/ptxYiItJPVxcwd67Y/+QT0UZORJRiup1ufHa4BQAwn8Hh/Tk7gWe+Chz4QH1u1AJg3k3A5K8AJsvAX280AUOnAEc+Beo+D13Y6KgXBRODSb1JLJkwPJyIKDF4TkEZjoWNNGM1G2E2GtDr8aLL2YuC7DC/LEerZBxw6GO1UBGpJt/IqHDdGkCUHRt+o6g6UqCw0XJQBANK7NggIspMXi+wY4e6T0SUgv576Bhcbi/K87Mwsjhb7+Uknx3/FEUNkw2YcaUoaERzcxggAsSPfCpyNqZdFvw1Ml8jf/jA46r0YpUZG+2AxwN0cxQVEZEmeE5BGY6FjTRkt5rQ1tOLrkTkbMjChH9BIRLy9SUh7jLylysLGxF0bDT5Z2ykQGHj2P7AjxkeTkREREQp6pP9ovt4XlUxDOG6sjPRvnfFdsEtwMK7YztGWQQB4q2HxDYZx1ABaseGs1Pc2OX1iI+zOb6MiIiIYqfxnCJKBnIcVZcjEYWNcWLbtCe6r5MFiFDt0/4i7djoag4sZnQ1ijuAkllzn8IGOzaIiIiIKEVtrBYjhZivEYTXC+z3FTbGnBb7ccplYWNb6NfIjo1kLWz4h4fLMVS2AsBs1W9NRERElPJY2EhDdptoP+5y9mp/cKWwsTfyNjevVx1dJb9+IErGRpjChiyu5AwRW09v8hcKZHC4DNBjxwYRERERpSBnrwebDoiOjfksbPTXuFt0oJtswMj5sR9n6BSxbT0U+twh6QsbfuHhSr4Gf2aIiIgoPixspCG7VRY2EtCxUVwFwAA4WoHOxsi+pq0GcHUBRjNQVBn+9bJjo6cFcHWHfp0MDi+bCmQViP1I16QXWdiomCW2Pa26LYWIiIiIKFbbalrR4/KgOMeKcUNz9V5O8pHdGqPmA5Y48keyC4GCkWK/YUfw1yR7YcPmy9hwtDM4nIiIiDTDwkYaUkZRJaKwYclWf7GOdByVHENVVAmYIggzzyoAzL5f/gfq2pCFjdIJatdGsudsyFFUw2aJbbJ3mBARERERBbFxvwiAnltZxHyNYPa9I7ZVp8Z/LJmzURdiHFWLL2OjcFT875UIQTs2WNggIiKi+LCwkYZkx0ZnIkZRAUBplDkb0QSHA4DBEFnOhjxu6QQgZ6jYT+bChsethocPny223ezYICLKSAYDMHq0ePCCIFHCrVy5EpWVlcjKysL8+fOxcePGkK89/fTTYTAY+j0uuOACAIDL5cKPf/xjTJ8+HTk5ORg2bBgWL16Mmpqawfp2koIsbMyr4gXqfjxuoPp9sV91evzHK5sqtqFyNlIlPNzBwgYRkaZ4TkEZjoWNNJTj69joTkTHBhB9gLiSrzE28vdQChu1oV+jdGyMB3JKxX4yFzbaagC3EzBa1Luu2LFBRJSZ7Hagulo87Ha9V0OU1tauXYtly5bh7rvvxubNmzFz5kwsWrQIDQ0NQV//wgsvoLa2Vnls27YNJpMJV155JQCgq6sLmzdvxs9+9jNs3rwZL7zwAnbu3ImLLrpoML8tXbk9XnxSLQobzNcIonarGDlryweGHRf/8ZTCxvb+n3O0q+cU+cPjf69EUDo2OpmxQUSkJZ5TUIYz670A0l52ojs2oi5syM6KCDs2gPAdG71OdaxTqoyikvkaRaPVO5QcbeKOLqNJv3URERERpbGHHnoIN954I5YsWQIAeOyxx/DKK69g9erVuPPOO/u9vrg48ILrmjVrYLfblcJGQUEB3nzzzYDX/OEPf8C8efNw8OBBjBqVpOOANPRlXRvae3qRazNjckW+3stJvKO7RE5EfkVkr5f5GqNPAkwanHKXTxfbhh39zx1aj4htVgGQlaR/F0phox3oEgUxdmwQERFRvNixkYZyfIWNxHVs+DovEjWKCgDyfCcNHSEKG8f2A163+CU5ryK1ChvFY9Swc4AB4kREREQJ4nQ6sWnTJixcuFB5zmg0YuHChVi/fn1Ex1i1ahWuvvpq5OTkhHxNa2srDAYDCgsLQ77G4XCgra0t4JGq5BiqOaOLYDKm+eiL9nrgT6cAqxcBbldkX7P/PbEdc5o2aygeA5izAFcXcKw68HNKcPhIbd4rETiKioiIiBKAhY00lO0bRdXpSPAoquZ94o6hgfQ6gJaDgV8XiXAdG/5jqAyG1BhFJfM1iseIEHV551L3Mf3WRERE+ujuBubOFY/ubr1XQ5S2Ghsb4Xa7UVZWFvB8WVkZ6uoGyHLz2bhxI7Zt24Ybbrgh5Gt6enrw4x//GNdccw3y80PfMb9ixQoUFBQoj5Ejk/hCdBhqvkYGjBM6+iXQ2wO0HAB2vxH+9b0O4ICvaFalUWHDaAKGThb7fXM2kj1fA2B4OBFRovCcgjIcCxtpSOnYcCVoFFXBSMBkFXkR8hfpUJr3AfCK+bK5QyN/D9mxESpjQxY2ZBeI0rHRGPl7DDZlFFWV2GYVii1zNoiIMo/HA3z6qXh4PHqvhohCWLVqFaZPn4558+YF/bzL5cJXv/pVeL1ePProowMea/ny5WhtbVUehw6F+T06iX1Z1w4AmDWyUN+FDIa2I+r+pifDv/7wJ0BvN5AzVC1GaEFm9NX1LWzIjo0kLmzIjg23U71xjYUNIqL48ZyCMhwLG2lIydhIVMeG0SS6DoDw46iUMVTjRGdFpMJ2bPjet3SC2KbEKCq/jg0AyC4U2+4WPVZDRERElPZKS0thMplQX18f8Hx9fT3Ky8sH/NrOzk6sWbMG119/fdDPy6LGgQMH8Oabbw7YrQEANpsN+fn5AY9U1Ov24FBzFwCgqjT0eK604V/Y2POmmmkRyj5fvkbVqdGd/4QjCxt9A8RTomMjT92Xf54sbBAREVGcWNhIQ/lZFgBAa3eEM2BjoQSI7x34dbEEhwNAbhSjqIDkL2x4vf0LGzJngxkbRERERAlhtVoxZ84crFu3TnnO4/Fg3bp1WLBgwYBf+9xzz8HhcODaa6/t9zlZ1Ni9ezfeeustlJRkzkXaw8e60evxwmY2ojw/S+/lJJ5/IcPrAbY8M/DrZXC4VvkaUrksbITq2Eji0WYms8gIAcSfIaCOEiYiIiKKEQsbaaiiUPzSWNOSwPl6SmEjTMeGLHxEk68BqB0bjjbA2Rn4Oa9X7QSRHRu5vsJGT6uYa5tsOhoAVydgMAKFo8RzHEVFRERElHDLli3DX/7yFzz55JP44osvcPPNN6OzsxNLliwBACxevBjLly/v93WrVq3CJZdc0q9o4XK5cMUVV+DTTz/FM888A7fbjbq6OtTV1cHpdA7K96Sn/U3id/Oq0hwYExEc7vVqf8x4yA6D0SeL7eb/Cz3uw9EOHNkk9rXK15CGThHblgNAj1/wvNKxkcSFDQCw+nX3GIzqTV5EREREMUqKwsbKlStRWVmJrKwszJ8/Hxs3bgz52ieeeAIGgyHgkZUVeKfQN7/5zX6vOffccwNe09zcjK9//evIz89HYWEhrr/+enR0dCTk+xtswwuzAYjChjdRJwaRFjb8R1FFw5YHWHy//Pbt2uhoAByt4hdipfuhEDCK0PSkzNmQ+RoFIwCzVexzFBURERFRwl111VV44IEHcNddd2HWrFnYsmULXnvtNSVQ/ODBg6itDcx127lzJz744IOgY6iOHDmCl156CYcPH8asWbNQUVGhPD766KNB+Z70tP+oKGxUliRgDFXtVuCBCcAnf9X+2LFqqxHbE24WF+NbDwL73g7+2gMfAZ5eoKgSKBqt7TrsxUD+cLHfsENsPW51fck8igpQA8QBILtIjDcmIiIiioNZ7wWsXbsWy5Ytw2OPPYb58+fjkUcewaJFi7Bz504MHRo8bDo/Px87d+5UPjYEmV167rnn4vHHH1c+ttlsAZ//+te/jtraWrz55ptwuVxYsmQJbrrpJjz77LMafWf6GeYrbHQ63Wjr7kWB3aL9m8hCRWO4jo0YR1EZDKJro3mvKGyUjFU/J8dQFY4GLFnq63OGiLDxzqNAwfDo3i/RZGFDFmIAdmwQERERDZKlS5di6dKlQT/3zjvv9Htu4sSJIW8QqqysTNzNQymg2texUZmIfI09bwGdDcCWvwFzb9D++LGQo55KxgIzrgI2/hnY/BQw7qz+r1XyNTTu1pDKpokOkvptwKgTgI56UUgxmNSO92Rl88vZYL4GERERaUD3jo2HHnoIN954I5YsWYIpU6bgscceg91ux+rVq0N+jcFgQHl5ufKQd1v5s9lsAa8pKipSPvfFF1/gtddew1//+lfMnz8fJ598Mn7/+99jzZo1qKmpScj3OZiyLCaU5IiugMMtXYl5E1nYaD0EuEKMvOpqBrqPiX3/C/qRyqsQ2/bAO+jUfI0Jgc/LOa3J3LHh/+fAjg0iosxWWioeREQpZH+jKGyMSURho833e3/9NsDdq/3xo+XsVG9Cyh8GzF4s9r98Jfg5R6LyNaSyqWJb58vZkEWX/OHJ3wHh37HBwgYRkXZ4TkEZTNfChtPpxKZNm7Bw4ULlOaPRiIULF2L9+vUhv66jowOjR4/GyJEjcfHFF2P79u39XvPOO+9g6NChmDhxIm6++WY0NTUpn1u/fj0KCwtx/PHHK88tXLgQRqMRGzZsCPqeDocDbW1tAY9kNrxIjqPqScwb5JQCtgIAfqHYfckxVPkjAmeqRiovRIB4Y4gukGQOEGfHBhER+cvJAY4eFY+cBFwcJCJKEFnYSEjHhryhqbdHvZlJT3LMkzVPjKEqnw4Mmw14XMDWvwW+tuOoGuydsI4NX2Gj3nf+q+RrJPkYKgCwsbBBRKQ5nlNQhtO1sNHY2Ai3292v46KsrAx1dXVBv2bixIlYvXo1/vnPf+Lpp5+Gx+PBiSeeiMOHDyuvOffcc/HUU09h3bp1+M1vfoN3330X5513HtxuNwCgrq6u35grs9mM4uLikO+7YsUKFBQUKI+RI5M7nG1YgZqzkRAGgzoeKlTOhjKGKsp8DUkpbETasZHEhY1jvuJPUZX6HDs2iIiIiCiFOHrdyvlFZald+zeQQd0AULtF++NHS3ZE+I+5lV0bm54MDDqvfk9sy6apneRaK58utg07RIC5sr4UKGz43+hmL9ZvHURERJQ2dB9FFa0FCxZg8eLFmDVrFk477TS88MILGDJkCP70pz8pr7n66qtx0UUXYfr06bjkkkvw8ssv45NPPgk6PzdSy5cvR2trq/I4dOiQBt9N4sicjSOJKmwA4QPEYw0Ol8J2bKRIYcPrBZqCdWwUiC07NoiIiIgoBRxq7oLHC+RYTRiSawv/BdFq87uhqXar9sePliy05A9Tn5t+BWDJETdxHfxYfT7R+RoAUDwWMNkAZwfQUg20pFDHhpUZG0RERKQtXQsbpaWlMJlMqK+vD3i+vr4e5eWRhZ9ZLBYcd9xx2LMndIj1mDFjUFpaqrymvLwcDQ0NAa/p7e1Fc3NzyPe12WzIz88PeCQzOYoqoYUNOQqqaW/wz8uCR0mUweGSzNjo8Pv5cHYBrQd97x8qYyPJChvdxwBHq9gvqlSfV0ZRtQ72ioiISG/d3cDpp4tHdwL/X02UoiorK3HPPffg4MGDei+F/OxvFPl9VUNyYDAYtD242xX4e39SFDZ8o6jy/To2bHnAtEvF/uYn1ecTna8BACYzMHSS2K/frnZsFCb3NAEAHEVFRJQIPKegDKdrYcNqtWLOnDlYt26d8pzH48G6deuwYMGCiI7hdrvx+eefo6KiIuRrDh8+jKamJuU1CxYsQEtLCzZt2qS85j//+Q88Hg/mz58f43eTXIYXZgFI4CgqIIJRVL7ntRxFJY+ZXQTk9PmFOMc3XizZChsyXyNvGGD1a9nnKCoioszl8QDvviseHo/eqyFKOrfffjteeOEFjBkzBmeffTbWrFkDh8Oh97Iy3v7GDgBAZUkC5nh31APwG+1U+5n+/30MNepp9nViu/1F8bv8sQPAsWrAaAZGn5jYNZX5xlH5FzYKUqCwwfBwIiLt8ZyCMpzuo6iWLVuGv/zlL3jyySfxxRdf4Oabb0ZnZyeWLFkCAFi8eDGWL1+uvP6ee+7BG2+8gX379mHz5s249tprceDAAdxwww0ARLD4D3/4Q3z88ceorq7GunXrcPHFF2PcuHFYtGgRAGDy5Mk499xzceONN2Ljxo348MMPsXTpUlx99dUYNmxY/0WmIGUU1TGdRlF53OoF/Xg7NvxHUTWFGEMFJO8oKhmu7j+GCgjs2OD/gIiIiIgUt99+O7Zs2YKNGzdi8uTJuPXWW1FRUYGlS5di8+bNei8vYykdG4kIDpdjqPKGAeZswNUJNIfoDB8syiiq4YHPj5gLDJkM9HYDnz+ndmsMnyM6OhJJBojXfc7wcCIiIspouhc2rrrqKjzwwAO46667MGvWLGzZsgWvvfaaEih+8OBB1Naqd+wfO3YMN954IyZPnozzzz8fbW1t+OijjzBlyhQAgMlkwmeffYaLLroIEyZMwPXXX485c+bg/fffh82mzoF95plnMGnSJJx11lk4//zzcfLJJ+PPf/7z4H7zCTTcV9hoaHfA0etOzJsU+zo2uhrFuCV/LQcBt1PMgI31F+1cX6i8swNwtIt9JV8jSLFEGUXVGNv7JYos8BRXBj4vOzbgBRxtg7ggIiIiotQwe/Zs/O53v0NNTQ3uvvtu/PWvf8XcuXMxa9YsrF69Gl7/8GZKuOrGTgCJKmz4iggFI9SQ7Jot2r9PNJRRVH1ufjMY1BDxzU8B+33B4YnM15BkYePwJ2pWX9/CSzJixwYRERFpzKz3AgBg6dKlWLp0adDP9Q38fvjhh/Hwww+HPFZ2djZef/31sO9ZXFyMZ599Nqp1ppLiHCtsZiMcvR7UtzowqsQe/ouiZcsVXRXttSJnY8Tx6ueUfI2xgNEU+/GteYCzXXRt2PKAxl3ic+E6NrxeccKRDJqDBIcDgNkm7kbr7RYnJUqhg4iIiIgAwOVy4R//+Acef/xxvPnmmzjhhBNw/fXX4/Dhw/jJT36Ct956K61/p082+32FjcpEFDbk+Nn8YeL3+sMbgdotwIwrtX+vSLX6FVv6mnk18NbdQN1n6jlKIvM1pLJpYivzSLIKgKzkzn8EwMIGERERaS4pChukPYPBgOGF2djX2InDLV2JKWwAYhxVe60oZPgXNmRnRUmM+RpSXjnQ1C7eo3R8mMKGr2PD7RQdEFkF8b23VkIVNgBRzGjvFrN5iwZzUURERETJa/PmzXj88cfxt7/9DUajEYsXL8bDDz+MSZMmKa+59NJLMXfuXB1XmVm6nW7UtfUAAKoSkbHh3x0xVHTj6xog7mgHHK3qmvqyFwOTvwJs+39Ab4+4YWnEIPw85pSoN5cBqZGvAXAUFREREWlO91FUlDjDi8Q4qpqWnsS9SagA8SYNCxsA0F4vcigaZSB5kMKGJVt0eADJNY5qoMKGkrPRMlirISIiIkp6c+fOxe7du/Hoo4/iyJEjeOCBBwKKGgBQVVWFq6++WqcVZp7qJtGtUZBtQVGOVfs38C9sVMwU+7WfiU5sPchuDVtB6NwMOY4KAEYvEB3Zg0GOowJSI18DUDs2jJbE55AQERFRRmDHRhobVjAYAeK+rIt+hQ1ZgIgxOFxSAsRrgbbDYmyT0QIUjg7++pxSMbqq86hadNFTT5vIIAGAoqr+n5ddJd0tg7YkIiJKEvYEdVMSpYF9+/Zh9OgQv+/55OTk4PHHHx+kFVFC8zUAtQMhrwIYOhkwWUXHxLFqoDjI79GJpmR+DJBfUXkqUFQp1jgY+RpS2TRgz1tiP1UKG/K8J2dI8owMJiJKBzynoAzGjo00NqxQdmwksrDh68joW9iQnRUl8RY2ZMdGnTqGqmQsYApRk5M5Gx0N8b2vVo7tF1t7afDZtzJXo6d10JZERERJICcH6OwUj5wEXSQkSmENDQ3YsGFDv+c3bNiATz/9VIcV0b5EFzZkISF/GGCyqF0JtVsS834Rr2eAwobRCFz0e2Dm14A53xyUZQFQczaA1ClsVMwEjr8eOOsuvVdCRJQ+eE5BGY6FjTSmjKJqHYzCxl61TdzRAbT7Wsnj7Zrw79iQuR0DdYHkDhXbzqPxva9WBhpDBXAUFREREVEQt9xyCw4dOtTv+SNHjuCWW27RYUUkOzYqE5Gv4fUCbX7h4YDfOCqdcjZa/QotA6k6Fbj0UfWGpcEQMIoqRTI2jCbgwoeAWdfovRIiIiJKEyxspLFhhVkAEjyKqmg0YDABri51Lq7s3rCXiFC9eOSVia1/x0awfA1JBognS8ZGuMKGPAHiKCoiIiIixY4dOzB79ux+zx933HHYsWOHDisimbFRNSQBhY3uY4DbIfbljU16FzaUUVRJ2BFROl6M6gKSc31EREREg4CFjTQ23DeK6khLN7yJCt0zWcRcWUAtaDRpNIYKCNGxMVBhwzeKKmk6NnyjqNixQURE/np6gAsuEI+eHr1XQ5R0bDYb6uvr+z1fW1sLs5kxgXrYL0dRJaJjQxYR7KVqALd/YUOPAPFIRlHpxWQBTvguUHkKMOw4vVdDRER64TkFZTieFaSx8oIsGAyAo9eD5k4nSnJtiXmjknFA815R0Bhzml9w+Lj4jy0zNjrqRVcIMHDBJGkLGyECD9mxQUSUmdxu4NVX1X0iCnDOOedg+fLl+Oc//4mCAhE63NLSgp/85Cc4++yzdV5d5mnvcaGxwwkAqCxNQEipMoaqQn1u6FTAaAa6mkSRYbA7EyIdRaWXs3+h9wqIiEhvPKegDMeOjTRmM5swxFfMODIoAeJ7xVZ2VpRoUNjI9RU2XF2iuAEMXDBJtVFU7NigdLbnLeDNuwB3r94rISKiFPPAAw/g0KFDGD16NM444wycccYZqKqqQl1dHR588EG9l5dxqhvFDUaluVbkZVm0fwPZHZHnV0SwZAFDJov9mi3av2c4cswuRz0RERERJSUWNtLcMN84qpqEFjZ8AeGJGEVltQNZBerHueWBH/eVTB0bzi41RD1kYcP3vbBjg9LRmz8HPvwtcOhjvVdCREQpZvjw4fjss89w3333YcqUKZgzZw5++9vf4vPPP8fIkSkSlpxG9st8jdIEjKECxNhZoH93hF45Gz2tgLM9+JqIiIiIKClwFFWaG16UjS2HWnCkJYGz9kp9BYymPWL+rTKKSoPCBiByNnpaIzumUtho0Oa943GsWmyzCoDsouCvkaOo2LFB6Uj+XMt/v0RERFHIycnBTTfdpPcyCMD+o6KwUZmIfA1A7Y4IVtjY8vTgFzbkGKqsQsCaoO+ZiIiIiOLCwkaaUwLEjw3CKKpj1UDrIcDZARiMaqh4vHLLgKNfiv2BgsMBIGeo2HYfA9wuEaynl2O+fI2iKsBgCP4aZRQVL/xSGnJ2+Lad+q6DiIhS1o4dO3Dw4EE4nc6A5y+66CKdVpSZqn0dG5WJ6tiQhY28isDn9erY4BgqIiIioqQXU2Hj0KFDMBgMGDFC/KK3ceNGPPvss5gyZQrvqkoywwqyACR4FFVeBWCxixyMPW+J5wpHA2aNwsr9T3DCFTayi0RRxesRQYMyfFwP4fI1gMDwcK83dAGEKBU5u3xbFjaIiCg6+/btw6WXXorPP/8cBoMBXq8XAGDw/a7kZkDmoNrfqNMoqvJp4nf7jjqgvW7wfrdvO+xbz/DBeT8iIiIiilpMGRtf+9rX8PbbbwMA6urqcPbZZ2Pjxo346U9/invuuUfTBVJ8hhfZAQA1rQksbBgMas7GztfEVqsxVEDgCUy44xqNgF0GiOucsxFJYUN2bHjd6t3tROnA3Qu4HWKfhQ0iIorS9773PVRVVaGhoQF2ux3bt2/He++9h+OPPx7vvPOO3svLOAkvbMjw8L6FDWuOemPTYHZtyFFUBSxsEBERESWrmAob27Ztw7x58wAAf//73zFt2jR89NFHeOaZZ/DEE09ouT6K07BC0bGR0FFUgDqOav+7vo+1LGxE0bEBJE+AeCSFDUs2YLKKfQaIUzpx+RUzXF36rYMoWeXkiE49r1fsE1GA9evX45577kFpaSmMRiOMRiNOPvlkrFixArfddpvey8soxzqdaO12AUhQxoazSx3LGiyoW49xVKEyP4iIiJIJzykow8VU2HC5XLDZxJiht956S5lxO2nSJNTW1mq3OoqbzNho6nSix5XAln1Z2Oj1hZTLDg4tyI4Niz2ydvAc2bHRqN0aYtHsy9gYqLBhMPjlbLQkekVEg8fpV8xgxwYREUXJ7XYjLy8PAFBaWoqaGnGhefTo0di5c6eeS8s4+335GuX5Wci2mrR/AzmGypID2PL7f16XwoYcRcWMDSIiIqJkFVNhY+rUqXjsscfw/vvv480338S5554LAKipqUFJSYmmC6T4FGRbkOM7AUlozoYsbEhajqIqmya2I+aKUVPhJEPHRq9TBKkDQHHVwK/1z9kgShf+xQwWNoiIKErTpk3D1q3iQvb8+fNx33334cMPP8Q999yDMWMGuGmENFc9aGOoKoLnzelR2OAoKiIiIqKkF1Nh4ze/+Q3+9Kc/4fTTT8c111yDmTPFL5svvfSSMqKKkoPBYMAwX9fGkYQWNsYP/HE8SscBSz8Frno6stfLwkZHg3ZriFbLQRFgbrEDuWUDvzarQGzZsUHphKOoiAbW0wNceaV49PTovRqipPM///M/8Hg8AIB77rkH+/fvxymnnIJXX30Vv/vd73ReXWaR+RqVCStshAgOl8pniG3rIaCzKTFr8Of1+o2iYmGDiIiSGM8pKMOZY/mi008/HY2NjWhra0NRUZHy/E033QS73a7Z4kgbw4uysbuhI8EdG353zllzAwO/tRBNB0gyjKLyz9cIdueZPzmKih0blE4COjY69FsHUbJyu4Hnnxf7zCcj6mfRokXK/rhx4/Dll1+iubkZRUVFMIT73Yo0pQaHJ+g8T3Zs5IUobGTlA8Vjgea9QO0WYNxZiVmH1NOi3qDBjA0iIkpmPKegDBdTx0Z3dzccDodS1Dhw4AAeeeQR7Ny5E0OHDtV0gRQ/tWMjgdXb7CLA7isolIwNfzE/kXJ9P4N6jqJSChthxlAB6igqGZpIlA4CMjbYsUFERJFzuVwwm83Ytm1bwPPFxcUsauig2pexkZDgcEDN2BioiDCY46jkGCp7CWDJTvz7EREREVFMYipsXHzxxXjqqacAAC0tLZg/fz4efPBBXHLJJXj00Uc1XSDFTwaIHzmWwI4NQM3Z0HIMVSySIWPjWLXYFlWGfy3DwykduZixQUREsbFYLBg1ahTcbrfeS8l4Xq8X+4+K/4+PGZKoUVRy7FOCCxvN+9Tf0eNdDxERERHpLqbCxubNm3HKKacAAJ5//nmUlZXhwIEDeOqppzjzNgnJwkZCR1EBwNBJgVu9KIUNHUdRtRwU28LR4V/L8HBKR/7FDBcLG0REFJ2f/vSn+MlPfoLm5ma9l5LRjnY40Ol0w2gARhYnahSVr5CQVxH6NfEWNlzdwF/OEo9wnaRth8U2f0Rs70VEREREgyKmjI2uri7k5eUBAN544w1cdtllMBqNOOGEE3DgwAFNF0jxk6OoaloTXNg49UdAURUw57rEvk84SsbGURH+p8fIglZZ2BgV/rWp0LHhcQO73wRGzAVySvReDaUCJzs2iIgodn/4wx+wZ88eDBs2DKNHj0ZOTmC3wObNm3VaWWapbhRFgGGF2bCZTYl5k2hGUR3bL24GkjcGRaqtBuj2FckOfQyMPTP0a+UoqgIGhxMREREls5gKG+PGjcOLL76ISy+9FK+//jruuOMOAEBDQwPy8/M1XSDFb1hhFgCgtqUHHo8XRmOCLvQXDAdOvj0xx46G7Njo7RYXVG25g7+GlkNiWzAy/GtToWNj57+BtV8HZn0duOSPeq+GUkFAYYMZG0REFJ1LLrlE7yUQgGolODxBY6jcvUBHvdgfqLBhLxY3DLUcBOo+A6pOje59/EfU7nt34MKGDDPnKCoiIiKipBZTYeOuu+7C1772Ndxxxx0488wzsWDBAgCie+O4447TdIEUv/L8LBgNgNPtQWOHA0Pzs/ReUmJZcwCLHXB1AZ0Ng1/Y6GlTuy8KIyhsZBX4vq4lUSuKX6uvJV+O2CIKx+VXzOAoKiIiitLdd9+t9xIIwL5EFzY66gGvBzCa1ZuTQqmYKX4Xrd0afWGjo0Hd3//uwK9VChscRUVERESUzGLK2Ljiiitw8OBBfPrpp3j99deV58866yw8/PDDmi2OtGE2GVHuK2YcTnTORrJQxlHpkLPR6uvWyC4CbHnhXy9HUSVzx4azQ2x7WvVdB6UOjqIiGpjdDnR0iIc9QXPriYjiJDs2KksSVNiQY6hyywFjmFFX8eRsdPoVNmq2AN3HQr+Wo6iIiChV8JyCMlxMhQ0AKC8vx3HHHYeamhocPizu5p43bx4mTdI5OJqCGjZYAeLJQgkQPzrw6xIhmjFUgDqKKpk7NuSFaUe7vuug1OFfzPD0Ar1O/dZClIwMBiAnRzz0yIIiSnJGoxEmkynkgwZHdVOCOzaU7ogBgsOlilliG0tho8P/nMALVH8Q/HVeL0dRERFR6uA5BWW4mEZReTwe/OpXv8KDDz6Ijg5xJ3deXh6+//3v46c//SmMxpjrJZQgw4uy8emBYxlU2BgqtnoUNmTHRiTB4YBfeHirfmHn4SiFjTZ910Gpw9UnV8PZAZiL9VkLERGlnH/84x8BH7tcLvz3v//Fk08+iV/84hc6rSqzeDxe7E/0KKq2CILDJdmx0bgbcHREN25W5ngYjGL01b53gclf6f+67mNAb49vTezYICIiIkpmMRU2fvrTn2LVqlW49957cdJJJwEAPvjgA/z85z9HT08P/vd//1fTRVL8ZMfGkWOZUtiQo6j06Njw5VBE27HhdgKubsCahO2D7NigaPUdP+XqAsDCBpHC4QC+/W2x/6c/ATabvushSjIXX3xxv+euuOIKTJ06FWvXrsX111+vw6oyS11bDxy9HpiNBowoyk7Mm7TXiG1eBIWN3KFi1Gv3MfH7dtmUyN9HnhNUnQbsexvY/17w18lcuZwhgJn/XSYioiTHcwrKcDEVNp588kn89a9/xUUXXaQ8N2PGDAwfPhzf/e53WdhIQkpho6VH55UMEmUUVZiMja5moH67yMLIKhAPWz5giumfhiALG5F2bFhzAYMJ8LrFOKqkLGz4MjbcTsDVA1jSPICe4te3sMGcDaJAvb3Ak0+K/ZUreRJCFKETTjgBN910k97LyAgyX2NksR1mU4I68tt8hY1IRlEBIouj+xjQURddYUOGh0+7DNj3DtC4U3SL9H1fjqEiIqJUwnMKynAxXb1tbm4OmqUxadIkNDc3x70o0t4IZmz05/UCT1wINGzv/zlrrihy2EuAc34JjDk98vdWRlFF2LFhMIiuja4mESCejCdS/helHe0sbFB4LGwQEZHGuru78bvf/Q7Dh3NE0GDY3ySDwxN4040yiirCv9O8MuDoF0B7XXTvI8PDSyeIkVa1W0TXxsyr+qxHFjZGRHd8IiIiIhp0Md16M3PmTPzhD3/o9/wf/vAHzJgxI+5FkfbUjo0MK2zIu7OCadghihoGk2h/t/jNDnZ2iBObus+ADX+K7r2jDQ8H/HI2WqJ7r8ESUNhgzgZFoF/GBgsbREQUuaKiIhQXFyuPoqIi5OXlYfXq1bj//vv1Xl5G2H9U5mtEkWURLVlIyIuwY0O+LtrChgwPzx0KjDlN7O9/t//rWn3rKWDxjIiIiCjZxdSxcd999+GCCy7AW2+9hQULFgAA1q9fj0OHDuHVV1/VdIGkjWGF4g771m4XOhy9yLXFMWopFSgZGwOMovryFbEdfw7wtTVi3+0CetpEgWH/e8DLtwNNeyJ/X1e3ekdYpKOoANEdAoiOjWQkR1EBLGxQZPx/ZoD+hQ4iIqIBPPzwwzAYDMrHRqMRQ4YMwfz581FUVKTjyjJHdZMsbCSoY8PrBdqjCA8HgNwysZVh4JFwdAAu3w0WOUNFzsaHvxUB4l6v6J6WlI4NFjaIiIiIkl1MV7dPO+007Nq1CytXrsSXX34JALjssstw00034Ve/+hVOOeUUTRdJ8cvLsiA/y4y2nl7UtnRjfFme3ktKrEhGUX35sthOukB9zmQBckrEw2QRzzXvB9y9keVuyMBBa64IN4yUDBBPhY6NHhY2KAJOXyEjq1D8XLNjg4iIovDNb35T7yVkvP2+jI3K0pwwr4xR9zGg15f/F3HHRrnYRtOxIW86stgBWy4wagFgsgJth4HmfUDJWPW1SuYHCxtEREREyS7m2/aHDRvWLyR869atWLVqFf785z/HvTDS3rDCbLTVteNwJhU2upoAjxswmgI/33IIqN0KGIzAxPOCHyN/BGCyAW4H0HoQKB4T/n1lcHjByMC7v8KRo6iStmOjT8YGUTiyQyN3KAsbREQUtccffxy5ubm493A2owABAABJREFU8sorA55/7rnn0NXVheuuu06nlWUGt8eLg83i/+VViSpsyCJCdnHk+W2xdGzIMVTy/MBqB0bMAw58IILE/Qsb8iYljqIiIiIiSnoxZWxQahqeSQHi9hIABgBeoCtIoP1O38i0kSeoY6v6MhrVE52mvZG9b7TB4ZLSsdEa3dcNFmZsUDS8XvVnJmeo2HIUFRERRWHFihUoLe3/O9rQoUPx61//WocVZZYjx7rhcnthNRsxrCA7MW/SHmVwOBBfx0buUPW5YDkbXi87NoiIiIhSCAsbGWR4UQYVNkxmwF4s9oONowo2hioYpbARYc5GLMHhQHKHh3u9fTI22LFBYbi6AXjFfq7v7si+mRtEmc5uBxoaxMOeoPn1RCns4MGDqKqq6vf86NGjcfDgQR1WlFka2sWIqPL8LBiNUXQhR0PJs4hwDBUQ2LHh9Ub2NR2+wkaOX2GjShY23gc8HrHf1SQ6tWGIfDQWERGRnnhOQRmOhY0MMszXsXHkWAYUNoDQORtdzUD1h2J/0vkDH6NknNhG2rEhR1FFExwOqB0byTiKyv8iNcCMDQrPv8PH7rvb1smODaIABgMwZIh4RDO6kChDDB06FJ999lm/57du3YqSkhIdVpRZul1uAIDdagrzyji0RRkcDqgdG66uyG+2kecC/h0bw2eLTLzuZqD+c/GcHEOVOxQwWyNfExERkV54TkEZLqqMjcsuu2zAz7e0tMSzFkqwYcooqh6dVzJIcoYAR7/sX9jY/QbgdQNDp4bPzVAKGxF2bMQ6iiqZOzb6ZiNwFBWF4/L9zJizRUgnwIwNIiKKyjXXXIPbbrsNeXl5OPXUUwEA7777Lr73ve/h6quv1nl16a/HJboYbJYEFjbafWOf8qIobFhzAGse4GwXXRtZ+eG/RuZx+Bc2TBZg9EnA7teBfe8CFTP9Okg4hoqIiIgoFURV2CgoKAj7+cWLF8e1IEocmbFxJBNGUQFqdkbfwkakY6iAGDo25CiqKDs2snz/tpKxY6PvCCEWNigcWcSw5ogHoBY7iEhwOIBly8T+Qw8BNpu+6yFKMr/85S9RXV2Ns846C2azOGXxeDxYvHgxMzYGQY+vYyPLnMAGfyXPIsqxT3llQFO7yNkoHR/+9cooqiGBz485TRQ29r8LnHSb33qiKLQQERHpiecUlOGiKmw8/vjjiVoHDQJZ2Khr60Gv2wOzKc0nkQUbReXqBvasE/vRFDZaD4mvtQwQnuh2qXeexRwe3hLd1w2Gfh0bzNigMOTYKasdsPgKG+zYIArU2wv88Y9i/777eBJC1IfVasXatWvxq1/9Clu2bEF2djamT5+O0aNH6720jKAUNhLZsRHLKCpA5F807Yk8QDzYKCpAzdk48BHQ61RHURWMiG49REREeuE5BWW4qAoblNqG5NlgNhrQ6/Giod2hjKZKW8EKG/veETN580eIlvNw7CWim6KnFWjeD5RNCf3athrA6wFMtsBwwkjIUVRJ2bHR54I0MzYoHNmdYc1VOzaYsUFERDEYP348xo+P4K580lRPrxhFlWVJZMeGb/RTNKOoAL8A8QgLG8HCwwFg6BSRBdbVCBz5lKOoiIiIiFJMmt+yT/5MRgMqCrMAADWZMI5KGUXVqD7nP4YqkmAlgyHynA0ZHF4wAjBG+U8rqTs2+o6iYscGhSGLYRa7X2GjI/TriYiI+rj88svxm9/8pt/z9913H6688kodVpRZepyiYyM7UR0brm71996oOzZ8AeLxdmwYjUCVyG/Bvnc5ioqIiIgoxbCwkWGGFWRQzoa8K0uezHjcwM5/i/1IxlBJkRY2Yg0OB9SOjd4ewJVk4e4MD6do+Y+iUjI22LFBRESRe++993D++ef3e/68887De++9p8OKMkvCR1HJIoLFrmbNRUrp2KgP/1pnp3pzRd/CBiByNgCRs8FRVEREREQphYWNDJNRAeJ9R1Ed2gB0NYkiwugTIz9OpAHiSnB4DIUNWz4AXwdJT2v0X59IsrAhiy/s2KBw5AUEa664YAFwFBUREUWlo6MDVqu13/MWiwVtbdHfZLFy5UpUVlYiKysL8+fPx8aNG0O+9vTTT4fBYOj3uOAC9cYYr9eLu+66CxUVFcjOzsbChQuxe/fuqNeVrHp6B6mwkVcRWRe1v2g6NuQYKnO2+L2kL5mzcfgTv44NjqIiIiIiSgUsbGSY4UWisJGRo6i+fEVsJ5wLmCyRH6dkrNiG7djwjaIqHBX5sSWjUb1bLdnGUcmL1LItnxkbFI7szrDY1YsIDA8nIqIoTJ8+HWvXru33/Jo1azBlygCZZ0GsXbsWy5Ytw913343Nmzdj5syZWLRoERoaGoK+/oUXXkBtba3y2LZtG0wmU8AIrPvuuw+/+93v8Nhjj2HDhg3IycnBokWL0NOTZJ23MepxiYwNW6IyNtpjDA4HouvYUMZQDQleQCmuEr+7e3oBjwuAQS2cEBEREVFSY3h4hpGB4UeOZUJhw9ex4ewQd4v752tEI9qMjVgKG4DI2ehpSb4AcXlBOq8caNghRlF5vdHfXUeZQ/7MWHPEOCpADRQnIiKKwM9+9jNcdtll2Lt3L84880wAwLp16/Dss8/i+eefj+pYDz30EG688UYsWbIEAPDYY4/hlVdewerVq3HnnXf2e31xcXHAx2vWrIHdblcKG16vF4888gj+53/+BxdffDEA4KmnnkJZWRlefPFFXH311UHX4XA44HA4lI9j6TwZLMooKnOiOjZkUHcMhQ2lYyOCwkao4HB/VacB//0/9djR3ABFRERERLphx0aGkYWNmpb0uJtsQLY8wGQT+/vfBY5VA+YsYNxZ0R2n2Nex0dUIdB8L/bp4RlEBSdyxIQsb8sTTyyBoGph/YUMZRcXCBlGA7Gxg/37xyM7WezVESecrX/kKXnzxRezZswff/e538f3vfx9HjhzBf/7zH4wbNy7i4zidTmzatAkLFy5UnjMajVi4cCHWr18f0TFWrVqFq6++Gjk5Ijdq//79qKurCzhmQUEB5s+fP+AxV6xYgYKCAuUxcmSMvzMOgm5fYSPbmqjChq9jI68i+q+VHRuOVhFCPpBOX2EjWL6GNOZ0dZ9jqIiIKJXwnIIyHAsbGcY/Y8Pr9eq8mgQzGNSujU1PiO2YM9Qw40jZctWTrqZ9wV/j8ah3nsUSHg6oGRbJ2rGRUwIYfCe3zNmggchRVNYcdRRVbw/gceu3JqJkYzQClZXiYeSvY0TBXHDBBfjwww/R2dmJffv24atf/Sp+8IMfYObMmREfo7GxEW63G2VlZQHPl5WVoa4ufEbDxo0bsW3bNtxwww3Kc/Lroj3m8uXL0draqjwOHToU8fcx2By+UVRZ5kSNooojzyKrQGRmAOFzNjp8o6jkOUEwlaeo+wUsbBARUQrhOQVlOP7UZ5hhhVkAgA5HL9q6e3VezSCQORu73xDbaMdQScVhcjY66gG3U1z4z4uhpR4Qo6iAJOzYkEHQeUBWvthnzgYNRBbDLHZ1FJX/80RERBF67733cN1112HYsGF48MEHceaZZ+Ljjz8etPdftWoVpk+fjnnz5sV9LJvNhvz8/IBHslJGUSU6PDw/ho4NgwHIizBnQ35+oI6NvDJgyGTfeljYICIiIkoVSVHYWLlyJSorK5GVlYX58+dj48aNIV/7xBNPwGAwBDyysrKUz7tcLvz4xz/G9OnTkZOTg2HDhmHx4sWoqakJOE5lZWW/49x7770J+x6Thd1qRmmuGM+0vykDLjLKkxivBzAYgYnnxXaccAHiMl8jfzhgijG6Jtk7Nqw5YrwXwI4NGpj/z4w5S/zbA9RODiICnE7ghz8UD6dT79UQJZW6ujrce++9GD9+PK688krk5+fD4XDgxRdfxL333ou5c+dGfKzS0lKYTCbU1wdeAK+vr0d5+cAh0Z2dnVizZg2uv/76gOfl18VyzFTR05vowkYc4eEAkCtzNmoHfp0yiqps4NfN8AXDjz4xtvUQERHpgecUlOF0L2ysXbsWy5Ytw913343Nmzdj5syZWLRoERoaGkJ+TX5+Pmpra5XHgQMHlM91dXVh8+bN+NnPfobNmzfjhRdewM6dO3HRRRf1O84999wTcJxbb701Id9jsplcIS5Of1mbAXfd+7edjzxB7eCIVrgA8VbfKIFYx1ABfh0brbEfIxECChu+HBBHkq2Rkov/z4zBAFhyAp8nIsDlAh54QDxcLr1XQ5Q0vvKVr2DixIn47LPP8Mgjj6Cmpga///3vYz6e1WrFnDlzsG7dOuU5j8eDdevWYcGCBQN+7XPPPQeHw4Frr7024PmqqiqUl5cHHLOtrQ0bNmwIe8xU0e1MYGHD3at2UsTa6Sw7NsIFiEcyigoATroDuH0bMOnC2NZDRESkB55TUIaL8dZy7Tz00EO48cYbsWTJEgDAY489hldeeQWrV6/GnXfeGfRrDAZDyLuhCgoK8OabbwY894c//AHz5s3DwYMHMWrUKOX5vLy8iO+qcjgccDgcysdtbalbFJhUnof3dzfiy7oMuOvev5AR6xgqIHxhQ3ZsxBocDqgdG0k7ioodGxQh2Zkhg8OtOYCznYUNIiIK69///jduu+023HzzzRg/frwmx1y2bBmuu+46HH/88Zg3bx4eeeQRdHZ2KucfixcvxvDhw7FixYqAr1u1ahUuueQSlJSUBDxvMBhw++2341e/+hXGjx+Pqqoq/OxnP8OwYcNwySWXaLJmvfXIjA1LAu6D62wAvG4xwnWgEVEDkR0bHWEyNiIJDwfEXPJ4blAiIiIiokGna8eG0+nEpk2bsHDhQuU5o9GIhQsXYv369SG/rqOjA6NHj8bIkSNx8cUXY/v27QO+T2trKwwGAwoLCwOev/fee1FSUoLjjjsO999/P3p7Q2dOrFixAgUFBcpj5MjU/cV3YrmY5/tFpnVsTDo/9uMohY29QLDQdS07NpJ2FFUuMzYoMv4/M4Cas8FRVEREFMYHH3yA9vZ2zJkzB/Pnz8cf/vAHNDY2xnXMq666Cg888ADuuusuzJo1C1u2bMFrr72mhH8fPHgQtbWBI4127tyJDz74oN8YKulHP/oRbr31Vtx0002YO3cuOjo68NprrwWMyE1lCR1FJcdQ5ZUDxhiPH3XHRowFFCIiIiJKWrp2bDQ2NsLtdisnFVJZWRm+/PLLoF8zceJErF69GjNmzEBrayseeOABnHjiidi+fTtGjBjR7/U9PT348Y9/jGuuuSYgoO+2227D7NmzUVxcjI8++gjLly9HbW0tHnrooaDvu3z5cixbtkz5uK2tLWWLG5PKfaOo6trh9XphMBh0XlECybm9Q6cCxWNiP05RpcgJcHUC7XX9gw5bZGFjVL8vjVjSdmwwY4OipPzM+HVsAGr3DxERUQgnnHACTjjhBDzyyCNYu3YtVq9ejWXLlsHj8eDNN9/EyJEjkZeXF/Vxly5diqVLlwb93DvvvNPvuYkTJ8Ib7GYWH4PBgHvuuQf33HNP1GtJBQ6lYyMRhY0jYpsXQ3C4FEnHhrNLdIwCQG6YUVRERERElHJ0H0UVrQULFgTMrj3xxBMxefJk/OlPf8Ivf/nLgNe6XC589atfhdfrxaOPPhrwOf8ixYwZM2C1WvHtb38bK1asgM1m6/e+Npst6POpaNzQXJiMBrR2u1DX1oOKgmy9l5Q4k74CnPIDYHKc83LNVqBwNHBsvxhH1a+wocUoKl9+RdJ2bOQANl9x0MGODRqA7MyQBQ0lY4MdG0REFJmcnBx861vfwre+9S3s3LkTq1atwr333os777wTZ599Nl566SW9l5jWelyyYyMBDf7tcQaHA5F1bMgxVCab+jssEREREaUNXUdRlZaWwmQyob4+8BfS+vr6iLMvLBYLjjvuOOzZE5h9IIsaBw4cwJtvvhnQrRHM/Pnz0dvbi+rq6qi+h1SUZTFhTKm40Jj2ORtmK3DWz4Bhx8V/rFA5G16v3yiqODo2lPDwltiPkQhKxkYuOzYoMvJnRhY0rAwPJyKi2E2cOBH33XcfDh8+jL/97W96LycjdPsKG9kJ6dioEdt4ChuRdGzIMVS5ZUA6d6gTERERZShdCxtWqxVz5szBunXrlOc8Hg/WrVsX0JUxELfbjc8//xwVFeod9LKosXv3brz11lv9Av+C2bJlC4xGI4YOzYz5q5MqRKHny1peoI5YqMJGV7N6h3r+8NiPL0dRJXPHBjM2KBKyM0MZRSUzNljYICKi2JlMJlxyySXs1kgwr9fr17GRwMJGPKOo5Nd2NQG9zuCvUYLDOYaKiIiIKB3pPopq2bJluO6663D88cdj3rx5eOSRR9DZ2YklS5YAABYvXozhw4djxYoVAIB77rkHJ5xwAsaNG4eWlhbcf//9OHDgAG644QYAoqhxxRVXYPPmzXj55ZfhdrtRVyfu5CkuLobVasX69euxYcMGnHHGGcjLy8P69etxxx134Nprr0VRUZE+fxCDbFJ5Hv61FfiyjheoI1YyVmyb9gY+3+obQ5VbDljiCIzM9v3suToBtwswWWI/llZ6nYDHJfatdo6iovACfmb6jqJiYYNIkZ0NbNum7hMRJQmX2wuPL14ky5yAwoYyiiqOG4LsxYDRIn7n6GwACvpnLaLDV9hgcDgREaUrnlNQhtO9sHHVVVfh6NGjuOuuu1BXV4dZs2bhtddeUwLFDx48CKNRbSw5duwYbrzxRtTV1aGoqAhz5szBRx99hClTpgAAjhw5otzFNWvWrID3evvtt3H66afDZrNhzZo1+PnPfw6Hw4GqqirccccdAbkb6W5yhS9AnB0bkQvVsSHzNQrjDJOXGRuA6NpIhrvL/MOeLf4ZG/y5oRD8uzL6jaJixgaRwmgEpk7VexVERP309LqVfZvWGRsej/q7dDyjqAwGMWKq7bDI2QhW2OiUo6iS4HdqIiKiROA5BWU43QsbALB06VIsXbo06OfeeeedgI8ffvhhPPzwwyGPVVlZCa/XO+D7zZ49Gx9//HHU60wnk8rFBeq9Rzvg6HXDloi7sdKNLGwc2w+4ewGT759Piy9fI57gcAAwmkThwNEG9LQmx0mYvMPeZBV5JUrGBjs2KARZvDBaxM8MoI6i8i+UERERUVKSY6gMBsBm1riwsf9d0bFhK4g/Ay9PFjZqg3++w5fjyI4NIiIiorSka8YG6aeiIAv5WWb0erzY28DxMBHJHw6YswBPL9ByQH1eCQ6Ps7ABqDkbsQaIf/Aw8OAkoHlf/GsBAvM1ADVjgx0bFIryM2NXn7Pmiq2LHRtECqcT+PnPxcMZYj48EZEOepweAGIMlUHr0O3NT4ntjCsDf1eIRbgAcTmKKpeFDSIiSlM8p6AMx8JGhjIYDGqAOHM2ImM0AsVBcjZkx0bhqPjfQ46jijVAfMvfxF1rOzQK1VQuUvsuTMuODYaHUyiuPj8zAGCRHRssbBApXC7gF78QD5dL79UQESnkKKosrcdQdTYBX74s9mcvjv94eWJ0MdrrQ7yfHEXFwgYREaUpnlNQhmNhI4NNLvflbNTx7vuIKQHifjkbMmOjQIPCRnah2MbSseF2Ac2+gkvt1vjXAqijg2THRiIyNlzdgIMjitKGLIZZ/Ds2ZMYG/56JiIiSnRxFlWXReFTtZ2sAtxOomCke8Yq0Y4OjqIiIiIjSEgsbGWyiL2fji1refR+xYAHirRqFhwN+HRvHov/a5v1iTBYA1G6Jfy1A/1FUsrDh6hQ5I/Fy9wKPnQz86RSg1xH/8Uh/sivDGqSwwVFURERESa/H5RtFpWVhw+tVx1DNvk6bY7Jjg4iIiCijsbCRwSZViI6NnezYiFzfwkaPL+gbiD88HIivY6Nxp7rfvE9dVzz6FTby/D6nwc9Ne634s2zeBxzZFP/xSH9Kl4/fKCqlY4N5PkRERMkuIR0bhzYCR78UHZ3Tr9DmmAN1bLi6AYfv5q2cIdq8HxERERElFRY2MtjEMnGRuqHdgaYO3i0fEVnYkOHcMjg8uxiw5Qb/mmjI8PBYMjaO7gz8uO7zeFfT/yK12SoC1AFtcjbaa9X96g/jPx7pT3Zl+I+iYsYGERFRyuh2JSBjQ3ZrTL1U7VCOV56vsBGsY0OOoTJZtXs/IiIiIkoqLGxksBybGaNLxAVHdm1ESBY2Wg+JO8FaNBxDBcTZsbEr8OOaLXEuBv07NgBtczbajqj7B1jYSAvKKCq/nxlmbBAREaUMpWPDrFHHRk8bsP0Fsa9FaLgkCxudDYDHHfg5OYYqZyhgMGj3nkRERESUNFjYyHCTfAHiX7CwERl7sdpV0bwPaPF1bGgxhgpQjx3LGCnZsSHDGLUIEA9a2PCNo3Jo0LHR5texcWijCECn1NY3cN5/nxkbRERESc+hZGxodKq47XnxO0DpRGDkfG2OCYgRUwYj4PUAnY2Bn5MdG8zXICIiIkpbLGxkuEm+APEvGSAeGYMBKBkr9pv2+AWHj9Lm+NlFYhvtKCqPB2jcLfZnXCW2WgSIB8tLyEpQx4arU5suE9KXK0jHhjKKihkbRIqsLGDjRvHIytJ7NUREip5ejTM2lNDwxdp2TxhNan5G35yNThY2iIgoA/CcgjIcCxsZbrIvQPxLdmxEzj9AXHZsaFXYkDOAox1F1XZEFAaMZmDKJeK5xt2AI87RPwN1bGiRsdFWE/gxx1GlPvkz45+xIQtjzk7A6x38NRElI5MJmDtXPEwaBvQSEcWp2ykKG9laFDZqPwNq/gsYLcDMq+M/Xl+5ZWLb3qew0SFHUTE4nIiI0hjPKSjDsbCR4WTHxq76dvS6PTqvJkUohY29ani41qOouqMcRdXoG0NVPBYoGA7kVQDwAvXb4ltPsLvvlYwNDcPDR8wVWxY2Ul+wYphVFjm8QG/PoC+JiIiIItfjG0Vl06KwIbs1Jl8I5JTGf7y+lADxvoUNX6A4OzaIiIiI0hYLGxluVLEd2RYTHL0eVDdx/n1E/EdRJUt4uBxDNWSC2MqcjXhHOwXLS9CysCFHUU2/UmwPftw//JFSS7DChn/3BsdREQlOJ3D//eLhdOq9GiIihTqKKs5TRWcX8Nnfxb6WoeH+ZMeGLGRIchRVDgsbRESUxnhOQRmOhY0MZzQaMLFcjqNizkZEZMdGwxdAp6/NXeuODUdbdBf4ZXB46USxrZgltvEGiCsXqROQseHxqHfXjT9HFEwcbUDd5/Edl/Qlu3z8ixlGE2DOFvssbBAJLhfwox+Jh8ul92qIiBQ9Lo0yNr54CXC0ipGtVafHva6gQnZs+H5Hz+UoKiIiSmM8p6AMx8IGYZIsbNQyZyMixb6ODdmxYM1VQ7/jJTs2AKAninFUjbvEdogsbPg6NuINEE9kxkZXE+B2AjAA+cOBUSeI5zmOKrUFK4YB6s8QCxtERERJTY6iyjLHWdiQY6iOWwwYE3TaKQsboTo2ZEcHEREREaUdFjZILWwwQDwytlxfhoVP4SjAYNDm2CYLYPFdAO4+FvnXKR0bvlFUw2b5nv9SjAGIVdDChkYdG+2+4PCcIYDZCow+SXxczcJGSlN+ZuyBz8uPXRx5R0RElMxkx0a2NY5Txcbd4mYVgxGY9TWNVhZEbpiODY6iIiIiIkpbLGwQJlWIC9UcRRUFOY4K0G4MlaTkbETYsdHVDHQ1iv3S8WKbVyEKBl4P0LAj9rUoGRt+d9/Ljo14MzbafIWN/GFiW3my2B78SIypotQULHAeUAt28meKiIiIkpImo6hkt8b4c4CC4RqsKoRgHRuuHjECC+AoKiIiIqI0xsIGKR0bh491o62HM/kiIgPEAe2Cw6WsArGNNEBcdmsUjFIvJhsMfgHi/419LcE6NrTK2JDB4bKwUTFTXPzuPgYc/SK+Y5N+ZOHC0qewoYyiYscGERFRMlMKG7GOoup1AlueFfuJCg2X/MPDvV6xL8dQmaxqfh0RERERpR0WNgiFdisqCrIAALs4jioyiezYkCdg3S2Rvb7RV9gYMiHweS0CxAcaRRVNBkgwbbViKwsbJgswcp7Y5ziq1CULF6FGUTFjg4iIKKnJjA2bJcZTxer3RTdxbhkwfpGGKwtCFjbcTnWMqzKGaoh242KJiIiIKOmwsEEA1K6NL1jYiIx/YaNwlLbHVkZRtUT2+qO+4PDSiYHPKwHiMRY2PG6/sUL+o6i06tjoM4oKACp9ORsHPojv2KSfYMUwQP0ZcrGwQURElMx6en0ZG7GOomreJ7Yj5wEms0arCsFsBbKLxb7M2ZAdGzkcQ0VERESUzhL8myalikkV+Xh751F8WcucjYgksrBRMEJsGyIcxxSqY0MGiDd8AfQ6ALMtunX4hzwHdGxolLEhw8Pz/AobMkD8wEdinADvskstHg/Q2y32+46issiODY6iIgIAZGUBb7+t7hMRJYluZ5wZG62HxFbrruZQ8sqB7magvRYomwJ0+AobspuDiIgoXfGcgjIcOzYIgNqx8SU7NiJTOFpcqDWYgKIqbY8tQ7T3vRvZ60N1bBSMBLKLAI8rtgBxeee9wQiY/f4HqVnGRpCOjeFzxHt1HgUad8d3fBp8oYph/h9zFBWRYDIBp58uHqY4AnqJiDTm6BWjqGIvbBwWW3mzTqL552wAascGg8OJiCjd8ZyCMhwLGwQAmFwhLlbvrGuHx+PVeTUpwGwFrlkDXPU0kFOi7bErTwFgEJ0YMociFGcn0HpQ7Jf26dgICBDfEv06lJFCuYGdE7Jjw+0EXD3RH1cKVtgw24ARc8U+x1GlHqVoYQAs2YGfk4UNjqIiIiJKakp4eKwZG4Nd2MgrF1s5ikp2bOQMHZz3JyIiIiJdsLBBAICq0hxYTUZ0OHpxpKVb7+WkhjGnAZPO1/649mKgYobY3//ewK+VXQ32kuAFlngCxJ0dYtvvzvs8dT/Wro2eNvX4eRWBnxt9otge+Ci2Y5N+XH75Gn3HiLFjgyiQywWsXCkeLpfeqyEiUqiFjRjv/GyRo6gGubAhOzaUUVQsbBARUZrjOQVlOBY2CABgMRkxbqgI9+U4qiRQdZrY7g8zjqoxxBgqKZ4A8VAh0EajWtyINWdDdmtkFQC23MDPyZyN6g9FzgalDvkzI/M0/DFjgyiQ0wksXSoeTqfeqyEiUnS74ggPd7tE1gUweBkbuX06NjqPii3Dw4mIKN3xnIIyHAsbpFByNhggrr8xvsLGvncHvrh/NERwuCQDxOu3ixPNaIQqbAB+ORsx/qwECw6XRswFjBbxmmP7Yzs+6UMWLaxBChtKx0bH4K2HiIiIouL1etHjEhkbtlhGUbXVAPACJhtgL9V2caHk9cnYYMcGERERUUZgYYMUkyoYIJ40Ri0QF/fbDgPN+0K/rtFX2AjVsVFUBdgKALcDOPpldGtQRlHl9v+czNnoibNjIz9IYcNqFyHiAMdRpZqBfmaUjA12bBARESUrGRwOxDiKSsnXGC66fAdDv44NZmwQERERZQIWNkgxqVzchf9FHTs2dGfNAUbOE/v73gn9uqO+UVShOjYMBjWvI9oA8YE6NmyyYyPGIpgMRc+vCP55mbNR/WFsxyd9yKLFgKOomLFBRESUrBwuv8KGOZ7CxiDlawCBHRuuHqCnVXzMjg0iIiKitMbCBilkx0Z1Yye6nW6dV0NhczbcLqB5r9gP1bEBxJ6zMWBhI96MjSNimz88+OcrfTkbBz6I7fikD2UUVZCfGdnFwcIGERFR0urpFecARgNgMRmiP0CrDA4fpeGqwpAdG64udYyp0QJkFw3eGoiIiIho0LGwQYohuTaU5Fjh8QK7GziOSndjThfb/e8DHk//zzfvBzy9gCVn4LviKmaJbdSFDTlWaKCMjVg7NmTGRoiOjZHzAYMJaDkItByK7T1o8A30MyNzNziKioiIKGnJm5uyLSYYDLEUNnTo2LDa1W7i2s/ENmeI6FwmIiIiorTFwgYpDAaDmrNRy8KG7obPFne5dzcD9Z/3/7ySrzF+4BM3GSBe9zng7o38/ZWOjQRkbMjw8FAdG7Y8tdOEORupwzVQx4YMD2fHBhERUbKSHRsx5WsA+hQ2ACDXN46qzlfYyB0yuO9PRERERIOOhQ0KIHM2Pj/SqvNKCCYLMNo3kmlfkHFUjTJfY4AxVABQPFYUJ3q7gabdkb9/RBkbCQgPlziOKvXIn5mgGRssbBAFsNmAl18WD5tN79UQEQEAenwZG7EXNuQoqkEubOT5xlHV+W4GYnA4ERFlAp5TUIZjYYMCnDCmBADwny8b4PV6dV4NYcwAORsyOLw0RHC4ZDQC5dPFfjQB4gONFYqnsOHqAbqaxP5AhY3RJ4stOzZSx0DFMHZsEAUym4ELLhAPs1nv1RARAQB6XKJjw2aJ4TTR6/Xr2Bip4aoioBQ2ZMcGCxtERJQBeE5BGY6FDQpw8rhSZFmMONLSjR21Md6NT9qRAeIHPgJ6nYGfk6OownVsALHlbAw0iiqejI32WrE1Zw0c6jjqBAAGoGkP0F4X/fvQ4BuwsOHr4vC4+v8sExERUVKQhY3sWDo2elrUG2MKQowbTRQ5iqr7mO9jFjaIiIiI0h0LGxQg22rCKePFTNo3d9TrvBrC0CmAvVRkFxz+RH3e6wUafWOlSiMpbPjyKmIqbATr2IgjY8M/OHygbJDsQqB8mtg/8GH070ODT2ZsDDSKCgBc7NoggssFPPGEeLhceq+GiAiAWtiIaRSV7NawlwKWbA1XFQHZsSFxFBUREWUCnlNQhmNhg/o5e4q444mFjSRgNAJVp4p9/3FUbUfEHXFGM1BcFf44SoD4Z4DHE9l7R5SxEUfHRqjgcH8j5opt/fbo34cG30A/M2YrYLT4Xtc1eGsiSlZOJ7BkiXg42cVERMlBzdiI4TRRr+BwAMjtU9hgxwYREWUCnlNQhmNhg/o5a9JQGA3A9po2HGnp1ns5JHM2/APEj/rGUBWPFSHj4ZSMB8zZohjSvDey91UyNoKMopIdG7FkbLQdEduB8jUkOVagqzn696HBN1BhA1DHUTFng4iIKCkpHRvmODo2Cgc5XwMA8soCP84ZMvhrICIiIqJBxcIG9VOSa8Oc0SL74C12behP5mwc+RRw+IoNjb7g8CFhgsMlk1kd6xTpOKqBLlLHk7HRJjs2KsK/1i7C7JWwcUpuchRVyMKGr0jGUVRERERJKb5RVIfEdrCDwwF2bBARERFlIBY2KCiOo0oixVVA4SjA0ytCxAG1YyOSfA1JBojX/Dey10cyiiqmjA3ZsRHBKCoZLs6OjdQgu3wsIQobFnZsEBERJbOeXjmKKo6ODT1GUfXr2GBhg4iIiCjdsbBBQZ09Rdz19PG+JrR2M4BId7JrQ+ZsKB0b0RQ2ogwQVwobwUZRyY6NNhFkHg2ZsZEXRcdGNwsbKUFmZ1iDhIcDapGMGRtERERJqdspOzZiOE1skR0bOhQ2bPli7CogMujkzTFERERElLZY2KCgqkpzMG5oLno9Xryzs0Hv5dCY08VW5mwoHRsRjqICgJKxYis7Jgbi9fplbATr2MiTL1RfF6m2GrGNpGODo6hSS9hRVL7nOYqKiIgoKfX0xjOKSseODYMByPONo8oZAhh5mktERESU7vgbH4XEcVRJpOpUsa3/HGjcDXQ1io9Lx0d+DNmS33E0/Gt7ewCvGEUQ9CK1JVvcDQdEl7PhcQPtdWI/kvBwe7HYdjVH3xlCg092+YQaRaV0bLCwQURElIwcLjmKKsrTRLdL7crVI2MDCCxsEBEREVHaY2GDQpKFjXd3HoXTN2+XdJI7FBg6Vex/8lexLRgZ+s74oMfwneQ52wFX98Cv9b/wbAkyVshgULs2osnZ6GgAvG7AYIos1DHbV9jwuGILKqfB4/UOnMsC+GVscBQVEWw24O9/Fw+bTe/VEBEB8AsPN0fZsdFWA8ALmGyAvVT7hUUi15ezweBwIiLKFDynoAxn1nsBlLxmjSjEkDwbjrY7sGF/E04Zz7ufdDXmNKBhO7DlWfFxNGOoADF72GQD3A5RYCgaHfq1Sgi0HTCGOLG15QPdx6IrOMgxVHnloY/rz2oXa3B1iXFUWfmRvxcNrl6HKFoBEWRsRDm+jCgdmc3AlVfqvQoiogDdvsJGtjXKwoYyhmq4fmOglI4NFjaIiChD8JyCMhw7Nigko9GAhZPFiQHHUSUBGSDu8HVIRBMcDoguC9ma3xlmHFW4O+8BvwDx1sjX0C4LGxEEh0uya4MB4snN5deFEW4UlYsdG0RERMlIdmzYos3YUAobOo2hAoBxC8Xvp+MX6rcGIiIiIho0LGzQgOQ4qrd21MPLjAN9jT5RjHCSou3YANRxVB1hAuEjKWzI7olYOjYiydeQ/HM2olG/A1j3S8DB7oBBIbswTDbAFKIZUBlFxYwNIvT2As89Jx69vXqvhogIANAjMzbMUZ4mth4SWz0LG+PPBn58AJh2uX5rICIiGkw8p6AMx1FUNKATx5bCbjWhprUH22vaMG14gd5LylxZ+cDwOcDhjeLjaDs2ALU1vzNcYcN3kdqaG/o1sWRstB0R2/zhkX+NUthoivxrAOCdFcAXL4kulRO+E93XUvRkbkaoMVSA+vPEwgYR4HAAX/2q2O/oEG3kREQ6UzI2ou7YkIWNERqvKEp6jcEiIiLSA88pKMPxNz8aUJbFhFN92RpvcByV/sacpu6XxlDYUDo2tBxFFU3HRq3Y5kcxispeIrbRdmzI7pDDn0T3dRQbl/yZGaAYZmXHBhER6WPlypWorKxEVlYW5s+fj40b/z975x3mVJm34TvJ9M4wld57ryIoKth7Lyj2CupadtX1U1fXtaxl7aIodgXFhooNFKX3Jn0Yhj6N6X1Svj/enCQzZDKpkwzzu68r1zmTnCRvkpNM8j7neZ5VLrcvKSlh2rRpZGZmEhkZSZ8+fZg/f77tcpPJxCOPPEL37t2Jjo6mZ8+e/Pvf/271Ducao3JsRHsdRRVkYUMQBEEQBEFoM4iwITSLFkclPRshQI+T1TIuHWLbe359tx0b7ggbVsdGrSeODS2KyhPHhiZseOjY0HpEDq717HqhTNlhCNUJE22fCXfl2JCODUEQBKHlmTNnDvfeey+PPfYY69atY+jQoZx++unk5zv/PlRXV8epp55KTk4Oc+fOZceOHcycOZOOHe3fX5599lnefPNNXnvtNbZt28azzz7Lf//7X1599dWWelgBoabOW8eGCBuCIAiCIAhCyyIeJaFZTumXhkGvY9vhMvYXVdE52cXEpRBYuh4PZz0PKb29u36cVdhotmNDi6Lyc8eGL+Xh3gobxXuU20OLtGqtrPsI5k1Xr/+Ym4M9mqOxRVG52Ge0UnFxbAiCIAgtyIsvvsjNN9/M9ddfD8CMGTP44YcfmDVrFg8++OBR28+aNYuioiKWLVtGeHg4AN26dWuwzbJlyzj//PM5++yzbZd/9tlnLp0gtbW11NbW2v4uK/Pg4JAWosaoCRseHP9msYRGebggCIIgCILQpggJx4Yn1vD3338fnU7X4BQVFdVgG4vFwqOPPkpmZibR0dFMnjyZXbt2NdimqKiIKVOmkJCQQFJSEjfeeCMVFVIy7Ix2sRGM6toOgAXbxLURVHQ6Nand4yTvrh9rjaKqdDeKyo8dGxaLl+XhVsdGtQdRVHWVDV0Bh9a5f91QRetW2f1bcMfRFO6IYREibAiCIAgtS11dHWvXrmXy5Mm28/R6PZMnT2b58uVOrzNv3jzGjRvHtGnTSE9PZ9CgQTz11FOYTCbbNscffzwLFy5k586dAGzcuJElS5Zw5plnNjmWp59+msTERNupc+fQEwG86tioKbF/D0j0wJUrCIIgCIIgCD4QdGHDU2s4QEJCAocPH7ad9u7d2+Dy//73v7zyyivMmDGDlStXEhsby+mnn05NTY1tmylTprBlyxZ+/fVXvv/+e/78809uueWWgD3O1o7EUR0juO3Y8KRjw01ho7oYjNb3oCeODVt5uAfCRmPh5uAxIGyU56pl7l/BHUdT1Lvh2NA6NiSKShAEQWghCgsLMZlMpKenNzg/PT2d3Nxcp9fJzs5m7ty5mEwm5s+fzyOPPMILL7zAk08+advmwQcf5IorrqBfv36Eh4czfPhw/va3vzFlypQmx/LQQw9RWlpqO+3fv98/D9KP1NSrjg2PHBuaWyMmBcKjAzAqQRAEQRAEQTiaoAsbjtbwAQMGMGPGDGJiYpg1a1aT19HpdGRkZNhOjj9ULBYLL730Ev/3f//H+eefz5AhQ/jwww85dOgQ33zzDQDbtm3jp59+4p133mHs2LFMmDCBV199ldmzZ3Po0KFAP+RWyWkDMgBYuaeI0qr6II9G8Bq/dmx4KGxobo2Y9hAe5XpbR7wSNgob/n0s9GyUW4vXS/dBdUlQh+IUdzo2bFFU4o4TBEEQQhez2UxaWhpvv/02I0eO5PLLL+fhhx9mxowZtm0+//xzPvnkEz799FPWrVvHBx98wPPPP88HH3zQ5O1GRkaSkJDQ4BRqeOXYkH4NQRAEQRAEIQgEVdjwxhoOUFFRQdeuXencuTPnn38+W7ZssV22Z88ecnNzG9xmYmIiY8eOtd3m8uXLSUpKYtSoUbZtJk+ejF6vZ+XKlU7vs7a2lrKysgantkSX9jH0TY/HZLbw+45mJsWF0EVzbNSUgrG26e1ssUIuoqg87djwJoYKvCsP1xwbhki1PLg2dEu33aXssH09b0vT2wULmxjmRnl4nTg2BIGICHjvPXWKiAj2aAThmCUlJQWDwUBeXkPXcV5eHhkZGU6vk5mZSZ8+fTAY7JP7/fv3Jzc3l7q6OgD+/ve/21wbgwcP5pprruGee+7h6aefDtyDCTBms4Vao+bY8ELYSAq9aC1BEARBOKaR3xRCGyeowoY31vC+ffsya9Ysvv32Wz7++GPMZjPHH388Bw6oL9Ta9VzdZm5uLmlpaQ0uDwsLIzk5ucn7bQ2ZuIFG4qiOAaKSQB+m1l31bLjl2PCwY8NWHO6DsOGuOKFFbXU5Tj3eygIoDb24B7cx1kGVgwslLwTjqGxRVC7EME30kI4NQYDwcLjuOnWylhMLguB/IiIiGDlyJAsXLrSdZzabWbhwIePGjXN6nfHjx5OVlYXZbLadt3PnTjIzM4mwThpUVVWh1zf8KWUwGBpcp7WhiRrgobBRsk8tpThcEARBEFoW+U0htHGCHkXlKePGjWPq1KkMGzaMiRMn8tVXX5Gamspbb70V0PttDZm4gWayVdhYtCOfWqOpma2FkESvtxeIu+rZ8CiKKsCOjWhrFJW53v0II020SewM6YPUemuOo6poJLiGorDhThSVJnoYq8EsnyGCIAhCy3Dvvfcyc+ZMPvjgA7Zt28btt99OZWUl119/PQBTp07loYcesm1/++23U1RUxN13383OnTv54YcfeOqpp5g2bZptm3PPPZf//Oc//PDDD+Tk5PD111/z4osvcuGFF7b44/MXWgwVQFSYFx0bEkUlCIIgCIIgtCBhwbxzb6zhjdHK+rKysgBs18vLyyMz015QnJeXx7Bhw2zbNC4nNxqNFBUVNXm/kZGRREZGujWmY5UhHRNJi48kv7yWldlFnNgnNdhDErwhNlX1Nbh0bLgRRaU5Njzt2PBU2IiIgbBoNRledcR+v67QOjZiU6DjSDi8QQkbA1vpZEN5I2EjFAvE3RHDHEWP+ir3XktBOFYxGuHnn9X66adDWFC/kgnCMc3ll19OQUEBjz76KLm5uQwbNoyffvrJ5vDet29fA/dF586d+fnnn7nnnnsYMmQIHTt25O677+aBBx6wbfPqq6/yyCOPcMcdd5Cfn0+HDh249dZbefTRR1v88fmLGuuBS2F6HWEGETYEQRAEIeSR3xRCGyeojg1vrOGNMZlMbN682SZidO/enYyMjAa3WVZWxsqVK223OW7cOEpKSli71n4E92+//YbZbGbs2LH+eGjHJHq9jkn9VYTXgm0SR9Vq0Xo23HFsuDr6PipRLeurwGRs/n69FTbAoUDczZ4NTbSJS1PCBsDBdZ7fb6igFYfHpKhl/rbQczy4JWxEAzrr9tKzIbRxamvhnHPUqdZF55EgCH5h+vTp7N27l9raWlauXNngO/+iRYt4//33G2w/btw4VqxYQU1NDbt37+af//xng86N+Ph4XnrpJfbu3Ut1dTW7d+/mySeftEVVtUaq69R3i2hPYqhAhA1BEARBCBbym0Jo4wQ9ispTa/gTTzzBL7/8QnZ2NuvWrePqq69m79693HTTTQDodDr+9re/8eSTTzJv3jw2b97M1KlT6dChAxdccAGgyv/OOOMMbr75ZlatWsXSpUuZPn06V1xxBR06eDHp2oaY1E8d2bZwWz6W1l7G3FaJtQoblb5GUTkcbe+Oa8Mvwkaxe9trwkZsql3YOLTePQEmFNGKw7uOU2KTsRqO7A7umBpj69hwsc/odPbL66VnQxAEQRBCiZp61bER6YmwYaq3H4AhHRuCIAiCIAhCCxJ0j5Kn1vDi4mJuvvlmcnNzadeuHSNHjmTZsmUMGDDAts0//vEPKisrueWWWygpKWHChAn89NNPREVF2bb55JNPmD59OpMmTUKv13PxxRfzyiuvtNwDb6WM75VCZJiegyXVbM8tp39mQrCHJHhKnNax4U55uIsoKkO4PSKqttwuPjSFt+Xh0LBA3B1swkYKpPSGiHioK4fCHZA+0PP7DzbahEFCJ0jrr2K18jZDap/gjssRd1w+oISNugopEBcEQRCEEEOLoooK9+DYt7JDgAUMkXZnqSAIgiAIgiC0AEEXNkBZw6dPn+70skWLFjX4+3//+x//+9//XN6eTqfjiSee4Iknnmhym+TkZD799FOPx9rWiY4wMKFXCgu357NwW54IG60Rm2PDnY4NF0ffg3JtGKubd2zUVUJNqVr3xrER7WUUVWwq6A3QYRjkLFaCQKsUNqwdG/EZqgz94FrVszHo4uCOyxF3XD5gFz4kikoQBEEQQgqtPDzKE8eGLYaqI+iDHgYgCIIgCIIgtCHk26fgMZP6KzfNgm0uooyE0CXOnSgqN2KFAKKswlZtuevttCiliDj7dTxBc2xUFzW/rdlkF0Bire4UW8/GWufXCXVsbpdMyBis1vNCrEDcnSgqx8s18UxonmWvwaeXQ31NsEciCIIgHMPUWqOoPOrYsAkbEkMlCIIgCIIgtCwibAgeoxWIbzxQQkG5lBO1OmKbiaIy1YPJ+rq649gAqGnGsVF2UC29cWuAZ1FU1cVgMVuvZ41EaPXChtWxkZCpHBugHBuhhC2Kyk1ho14cG25hNsGiZ2DnT3BgVbBHIwiCIBzDVNd7EUVVuk8tRdgQBEEQBEEQWhgRNgSPSU+IYkinRCwW+H27uDZaHc05Nhy7D1x1bABEuuvY8KE4HBzKw91wbGgxVNHJYLCm7WnCRt7W1hmBpDle4jPtUVrlh9x7PloKj6OopGPDLQp3qX4YsL+PBEEQBCEA+BZF1SkAIxIEQRAEQRCEphFhQ/CKSf20OKq8II9E8BitY6OqCEzGoy/XJpz14RAW4fq2NMdGbanr7XwpDgfPHBsVVsFGc6aAElTiMsBigtxN3o0hWNSW2ye24zNUlFdSV/V3KMVR2YQNN8rDHbcXXHNonX39WBA26mtg3Uew4HGJ1oqIgNdeU6eIZj5rBUEQWoAaaxRVZJgIG4IgCILQKpDfFEIbJyTKw4XWx6T+afxvwU4W7yqkpt7k2ZFdQnCJSQadXsU1VRWqyXJH3D3yHiAqUS1D0bHhKGzodMq1seMHFUfV5TjvxhEMyq3iYUS8XUjKGAwle1UcVfcTgzc2DZPRHl/mbhSVCBvu4Rif1pqFjaoiWP0urHrb7hZr1xVGXhfUYQWV8HCYNi3Yozj2sVhg42z1uZkxKNijEYSQpsarKCoRNgRBEAQhaMhvCqGNI44NwSsGdkggMzGK6noTy3e7cRS9EDroDfbuiQoncVRaqXNzMVTgQceGNUopIdO9MTYm2ipsuFMeXlmolrEpDc/vOEItW1vPhs3t4iBAaT0boeLYqHeML5OODb9y0MGxUX44eOPwlqJs+OF+eHEA/P6kEjV01q8e+duCOzahbXBoHXxzG3wrP/gEoTlqjErYcLs83GKR8nBBEARBEAQhaIiwIXiFTqfjlH4q0kjiqFohrno2PHFsuN2xoZWHd3RvfI1xjKKyWFxvqzk2tMeo0VoLxB2LwzW0o45zN7f8eJyh9Zbo9BAW6Xpb6dhwH2Ntw9dYex+1Bg6ugzlXwysjYPVMMFZDxhC46B0463m1TcH24I4x2JhMsGiROplMwR7NsUvJfrUs3R/ccQhCK6CmzsOOjZoS+wExiV5+xxMEQRAEwXvkN4XQxpEoKsFrJvdP55OV+/htez4WiwWdThfsIQnuosU0VRQcfZlHwobWsdGMY0M70tzXKCpTnfoBrd2vM5xFUQF0GK6WxTlQeQRi23s3lpam3KE4XENzbBRsB1M9GMJbflyOaO6LiDgV++UKzQkkwkbz5P0F5nr732WtxLFRngvvTFadNgC9T4Nx01Vsmk4H+1ep8wt2Bm+MoUBNDZx8slqvqIBYNz5zBc/Rupm0XimDfPUVhKaoMaqODbejqDS3RkwKhEcHaFSCIAiCIDSJ/KYQ2jji2BC8ZlzP9kSHGzhcWsOWQ81MbAuhhUvHhhZF5U7HhhuODWOdPfLK2/Lw8BgIi1LrzfVs2ISNRlFU0UnQvrdadyxkDnW0yWzHKKqkrkogMNVB4a7gjMsRbZ8Jb6Y4HOzl4hJF1TxaDFXGELWsyFNCVqhzJEuJGnHpcMcKmPIF9JhoF71S+qhl+SGoKQ3eOIW2gSZsYHEvzlAQ2jD2jg03HRuasJEkMVSCIAiCIAhCyyPChuA1UeEGJvRWk8cLtzmZIBdCF5tjw1UUlZ86NipyAQsYIuyRUp6i0zWMo3JFU44NcIijakXChs2x4SAK6fWQPlCth0LPhhZF5Y4YZouiqgjceI4VtP20z+mgDwMsStwIdbT4tJQ+kNb/6MujkyDOKtSFgjAnHNs4/s+odOJSFATBhsfChhb1JsXhgiAIgiAIQhAQYUPwiVP7pwOwcHsrmGwT7NgcG75GUSWqpasoKkfHgd6HjxytQNxtx4YrYaMV9WyUO3FsQGgViNv2GXccG1oUlTg2mkXbTzuNtkeRlR0K3njcpal91pHUvmrZ1ns2hMDTQNgoDN44BKEVUFOvRVG569jQhA1xbAiCIAiCIAgtjwgbgk+c3C8NnQ42HSglr6wm2MMR3CXWKmy4dGz4qWPD1+JwDa1no7koEW3iyqmwMUItD65tvoQ8VGiqn8RWIB4Cwka9dZ8Jd2OfiZDycLeoKYNCawdFhxH2179VCBtWx0ZcetPbpPZTSxE2AkNdFcy7C3b9GuyRBB9HMUMcG4LgkmqbY8PDjg1xbAiCIAiCIAhBQIQNwSdS4yMZ2ikJkDiqVkWcddLfqWND69hwI4rKnY4NTdhwLL/2BneiqOqq7ON3JmykDwJ9OFQVQsk+38bTElgs9knioxwbg9UypBwb7ggb1m3qRdhwyeENgAUSu6j3q/b+KW8FBeK2fdbFez7V2rPR1gvEA0XWAlj3Afz2ZLBHEnzEsSEIbmOLogrzsGNDhA1BEARBEAQhCIiwIfjM5P7q6P+F2ySOqtXgb8dGTVnTDoisBWqpdUJ4S4wbUVSaUGOItI/NkfAou9OhNcRRVRWpgnCwdxJopA8AdKpzoSLIRyF7EkWluTrEseEarV+j43C11BxPmlAYyjQlxjkijo3Aok02asu2jOP/jCoRNgTBFbUeR1GJsCEIgiAIgiAEDxE2BJ+ZZO3ZWJJVSHWdKcijEdxC69ioKgRzo9fMI2HD6tgw14Ox9ujLy/Ngz59qfdBF3o1Vwx3HhmMMlU7nfJvW1LOhHZ0fkwJhEQ0vi4iF5B5qPW9zy46rMfVaebgbLh9tv5KODddo+6e2vyZoHRutwbGhdWy4cGykWDs2Sva13X0hPBz++191Cg/3722XWyPLqgqhvg3HRFosDcUMiaISBJfUGNV3wugIN34imurtn/fSsSEIgiAIwSGQvykEoRUgwobgM/0y4umYFE2t0czSLDkaslUQkwLowGI+2gFhi6JyJ1YoTt0OOO/Z2PK1uo+Oo+yT8N7ilrChFYenNL2NTdhY59t4WoLmIn1CpWdDE8PC3SkP16Ko2uhktrscWq+WHay9MK2lY8NVfJojsSkQnQxY4MiuFhlayBERAX//uzpFRDS/vSc47iflIb7PBJL6KjA6CDsSRSUILtEOUHIriqrsEGBRLtkYF9+7BEEQBEEIHIH8TSEIrQARNgSf0el0TNLiqLZLHFWrwBBmj3aqbBRHZXNsuHH0vV7vUCDupGdj8xdqOfhS78bpSLQb5eGasKE5UpyhCRuHN4DJ6Pu4Aok2IdnUBHGo9Gx407FRV9F6Ctxbmop8KN0P6KDDMHVevFXYCPVJ6tpye3+KK2FDp3OIo9oR+HG1NRydPaEuhgWSxkK4CBuC4BLNsRGpRVGVHVZxo84o3a+WiR3V90FBEARBEARBaGHkW6jgF7Q4qoXb8jGbZbKyVdBUz4Ynk9Tg0LNR2vD8omw4uAZ0ehh4offj1PCkY8NZcbhG+94QEa+O5PU23z9vS8t0RGhHvic049jI2xL4sbjCk31Gc3VYzM7jy3zFYoHv7oZv7gCz2f+33xJobqLUvvb3l82xcTi0BSFtn41MbH5/sBWIt1Fhw2SC1avVyeTnGEdHAawtCxuNhQyJohIEl9TYOjb0UHoQXhoML/RV/1cbf9ew9WtIDJUgCIIgBI1A/qYQhFaACBuCXziuRzKxEQbyy2v561Bp81cQgo8W19R4osdjYcPas9HYsbH5S7XsPhHi070boyM2YcPHKCq93l7I7E3Pxt5l8ObxMO9Oz6/rKdqEZFNRVFohe8EOMNYFfjxNocVKeRJFBYERh7IXwdr3YcMnsH+l/2+/JdD2Sy2GCuz7gKnWtbgXbGz9Gi7cGhptvUC8pgbGjFGnGj/2YFgsDR0bbblAXHuvaJ9N4tgQBJfU1FujqMINKibQXK/+x699X333ef8c2PqtcrzaHBsibAiCIAhC0AjUbwpBaCWIsCH4hcgwAyf2UUfJv/ZbFpZQPqJYUMQ15djQOjbciKIChygqh6gCiwU2f67W/RFDBQ4dG0VNH7HujmMDfCsQ18rQD6z2/Lqe0lxXQWJniEpUEw+FQTzq3RMxTG+AsCi1Xh8AYWPFm/b1v770/+23BIesjo2ODsJGWIR9vy472PJjchd3+jU0UqyOjcKdgRtPW6SqSAlgGm3ZsaEJ4dq+VlvquVOsYCfUV/t3XIIQotRaHRvR4Qa7Eze5Bww4H3QGyFkMn0+Fl4fAX1+pyxM7BWm0giAIgiAIQltHhA3Bb0w7uRcRBj2/bM1j1tKcYA9HaA4tiqrJjg03HRtRThwbuZvVZKUhEvqf49s4NTRhw1Tb9JH+HgsbXhSIH96oliX7oT7AR0TYjn7v4PxynQ7SQ6BA3NN9Rjt62t+OjcIs2PWz/e+t34R+j0pjLBa74OYobIDdtVF+mJDFts824TJyRHNsHNkdXMfRsUbjHpY2LWxYHRrJPUAfZj3PheuvMXuXw+uj4bu/+X1oghBqmMwW6kxaFJWDsJHSBy77EP62CU64T30fKzsI+VvV5SJsCIIgCIIgCEFChA3BbwzqmMjDZ/cH4On521i3rzjIIxJcEmed/K/wNYpK69hwcGxopeF9TleOAn8QHqOEEmh6YkqLGXEVRQX2iJ/8rZ4fiXt4k3XFAsU5nl3XU9yJ9dGEjWAWiGtRVO7uM5obqK7Kv+NYOUMte01WEy+VBZDzp3/vI9AU50B1MRgi7K+tRkJHtTxWHBsJHVTfjcUERbsDO662RFkj4ausLUdRWf9XxKZCTBPxi67ItX7e713m33EJQgiixVCBtWOjusT6h/V7XGInmPQo3LMVLpihvksldIKeJ7f8YAVBEARBEAQBETYEPzN1XFfOHpyJ0Wzhzk/XU1IlR+GGLM4cG2azPR7I7SiqRo4Ns9keAeSvGCpQ7gTNtVHdRMeAzbGR5vq2EjqobSwmz5wOlUcaThIeyXL/up5iMtpjwhKacGyAvUA8d3PgxtIcmhjmTscGQITm2Kjw3xiqi1WvBsDxd6nYDGh9cVSaWyN9EIRFNrxMK5FvPHEdSnji2NDppEA8EGiODc3p1ZYdG45id1O9Uq7QnrvSfVDrx88rQQhBGggbYQ6OjaikhhuGR8GwK+GW3+HeLeLYEARBEARBEIKGCBuCX9HpdDxz8WC6tY/hYEk1932+EbNZ+jZCEmcdG/UOR9B76tiotf4A3r9CHVEemQC9T/N9nI7YejacODbMZodJrGaiqHQ66GAtED/kQRxV7saGfwfyKPPKfMCiMq1jXDhQHB0bweq2qfNQDNP2rXo/OjbWfaRuL20gdD8RBl2izt/2neeZ+sHk0Hq11OLSHEloBRPVnjg2wKFAXIQNv6HtH51GqWVlQet6D/gT7X9FTLKDsOFBFJW2P0Nwe4wEoQWoMaoYqgiDHr1e5yBs+Ml5KwiCIAiCIAh+RoQNwe/ER4Xz+pQRRITpWbg9n5mLs4M9JMEZ2uS/49Grts4DHYRHu3c72g9ezbGhxVD1P08d1edPYtqpZZWTmLPqYuXAALsA4gqtv0CbSHYHWwyVlUA6NsocYqj0Lj6q0/qDTq8m8Bwn4VoSm7DhpmPD3x0bJiOselutH3e7Eq66jFOugZpSyFron/tpCZrq1wD7EfiNOxRCiQoPhQ1bgbhMGvsNTdjIGAxhUQ3Pa2tUWd19Me2d/89rDsc+m/zt/huXIIQgmmMjKtz6nUOEDUEQBEEQBCHEEWFDCAgDOyTy2LkDAPjvzztYk9NEdJAQPDTHRmWBcjuAPRooIk5NDruDY8eGsQ62fK3+HnyJ/8aq4cqxoU1WRSVBWETzt2VzbHgibFgdG2lq3+ZIAEU7dyN9wqOhfW+1nrclcONxhea8cDuKSuvY8JOwsf07KN2vnC1a/JleDwMvUuutJY7KZLTvY63RsWGxiGPDE8LD4bHH1Ck83H+36/jZEer7TKDRysNjUrzr2HAUiwtE2BCObarrNGHDoM6oKVFLETYEQRAEIXQJ1G8KQWgliLAhBIyrxnTh/GEdMJktTP90PUWV0rcRUmhHr5qN9h+vnhaHQ8OOjezflXMiNk3FAfkbd4SN5mKoNDKHqWXBDvez07UiWW3CPJCODXeKwzW0no28IPRsWCxeRFFZBRB/RVGteFMtR9/Y0CU06GK13DHffyJKICnYrp6TiHi7WOWIrTw8RDs2akrAWKPW49wVNvqqZeEuMJtcb3usEREB//qXOkW4Ica6i7Z/JGQ67DNtVdjQoqjaO0RRFbp/fUfHhggbwjFOrbGxsGF1bEQnBWdAgiAIgiA0T6B+UwhCK0GEDSFg6HQ6nrpwMD1SY8ktq+GeORukbyOUCIu0H4Wn9Wx4JWxoHRtl9hiqQReD3uCfcToSnayWzsrDNWEjrpnicI34dOukn8UuWLiittwuZAy8UC0rcgNXKOtJCbPWs+FJEbq/qK8GrO9rd6OotP3LH+XhB9bC/pWgD4dRNza8rOMIaNdNiQU7f/b9vgKN1vfSYZjz+DGtPLy2NDSLjLWj26PbuR9Dl9RFxSWZaqE4J2BDa1OUHVTLhI4OwsaB4I0nWJhNSmiHhlFUVW4KG7UV6v+ahkRRCcc4NfXKvStRVIIgCIIgCEJrQYQNIaDERobxxpQRRIXr+WNnAS8v3IUlWAXHwtHEanFUPggbUVbHRnkubP9BrWtxQP7GLceGi6LtxngSR6WJBvEdIKWXfSyBKhDXJokT3BA2MgarZV4whA0H14W7UVThmrDhB8fGSqtbY/AlSqxyRKezuzZaQxyVq34NUCKi5pAqD0HXhidinIbeAClWd0pbi6Mym2HLFnXS4gB9pb7a7sBr61FU1SVgsT6vMcmed2xU5KmlPkwtS/eFpqAoCH5C69iI1hwb1SVqKcKGIAiCIIQugfhNIQitCBE2hIDTLyOBJ85XR5S/vHAX/5i7yfbjSQgymrvB5thw6NhwF82xUbJXTXK36970xKyvxFgdG/6IogJ1ZDzAwXXNb6t1H2QOVcv2vdTySICEDW0i0i3HxkC1LNwF9TWBGU9TaPtMWLT7Lp0IP5WHlx2yd7ocd7vzbTRhY9cv9qNPQxVtP3TWr6Gh7Q/aUfmhhKf9GhopWhxVGxM2qqth0CB1qq72z21qnxvhMWoysi0LG9r/iahEMIQ7RFG5KWxoQl27bvb/K6Gyjy58Apa9GuxRCMcY1dbv5pGNo6iikoIzIEEQBEEQmicQvykEoRUhwobQIlw2qjMPnNEPvQ6+WHuAC99Yxt4jrSDz/lin8RGsXkVRNTqSb/Cl7hePe4pN2Cg++jKvhA2rAOOWY8MaV5U5RC2Te6ploIQN2ySxG8JGfKZykFhMULAtMONpCs114ck+o21b7+NnwOp3VEdM1wl2wakxaQNUQbWpzu4oCkXqq+3l7x1cCIO2iepjxLEBbbtA3N84vgY6HSR2Un+XtsEoKsd+DXAQNpwI484oc3guQ2kfLdkPi1+AXx8FkzHYoxGOIexRVAYw1oLROjkijg1BEARBEAQhRBFhQ2gxbj+pJx/fOJb2sRFsO1zGOa8u4detecEeVtvmKMeGDx0bGoMv8X1cTeEyisqam+5NFFXRbnvkQlNojo0Mq7DRvqf9uoHAk0linc6hZ6OFC8Rt+4ybMVTgEEXlg7BRVwVrZqn1ptwaYI2jsu6Tm+d6f3+BJnezEqZi0+yT0c6wCRvHkGNDKxAPhUnj1o7mzND2kzbt2LD+T4ix/k/QRO/6Svc+e8qdCBv5LSwcO0N771vM9g4RQfADmps6Kkzv4HDU2SMQBUEQBEEQBCHEEGFDaFGO75XCD3edwIguSZTXGLn5wzX896ftGE2SBRgUjurY8CKKKsrhB2/GEPskZSBwLA9v3NVic2y4WR4OygGS1FWta8KFM4y1UGAtjrVFUWmOjSz3789dGuTkuzlJrPVstHSBuOa6CPfCseFLx8amOWpSL6kr9D3T9baDLlLL7EV2ASzUcOzXcOV40iaqj5WODWgobEgHk28cJWxYy8Mr88FYF5wxBYvGjo2IODBEqnV3Pgcchbo0zbERAgXiju4bd4vQBcENbMJGuMEubEQmgF5+LgqCIAiCIAihiXxTFVqcjMQoZt8yjuvHdwPgjUW7mTprFYUVtcEdWFskznoEa4UPUVRhUfZy1UCVhmtoE1TGmoal1WB3nXgSRQXuFYjnb1WRR9Ht7EfTB7JjQ5sg1nLy3cEmbLS0Y8ObKCqru6Pxa+guFgussJaGj72t+W6P9j0hc5hyRGz91rv7DDTu9GuAQ8dGCB6B761jI7mH+gyprwzNyCSLBdZ9CGs/CPZImqexuBTT3j6ZH4piWCBpLGzodPb/D+4IAs4cG6EgbDi+9525FwXBS2qN6iCjaEdhI1piqARBEARBEITQRYQNIShEhOl57NyBvHrlcGIiDCzbfYSzX1nMwRIpO2pRjnJseCFs6HTKxRCVGNgYKlDj0ibpGk/o2KKoAiBsOBaHa0fTJ/dQy+oiqCry7D6bw5btnuF+X4kmbOT91bJHvXsTRaU5gjSHkKdk/65KfCPiYfjV7l1HKxH/6yvv7jPQaI4NV/0aYD8CP6SFDQ8dG4Zwe2dNqJQza9SUwZyrYd6d8N3d7vczBIvGjg2dLrTjyxwp3AU/Pmjfj3xFe61i29vPs/VseCJsZEBqf7Vesg9qvfzc8hcibAgBorpOc2zo7a5R6dcQBEEQBEEQQhgRNoSgcu7QDsybPp7uKbHkldXyyYq9wR5S20Lr2NAmeWxRVB4IGwDXfAPTVtsn0AKFTudQIO4gJtRXQ125WvekYwMchI11TW9z2FocrvVrgHqO4q2Ptyjbs/tsDm8ifVL6gCECasugpAXfR1oUlSfxZeFWEcTbKKqcpWo58PyGUWiuGHihWu5dGnqiQHWxvatF2x+bIiFEHRsWi/eODQjNno2CnfDOJNj+vfUMC5SFoKPEkcbCBoS2GObI0pdg5ZuwcoZ/bq+xYwMchI2C5q+vfQ4ndFDiiCaaB1t8cxSoRNgQ/EiDKCqtdywqKWjjEQRBEARBEITmEGFDCDq90uL52+TeAPy0xU9HagruoU3UVOSrick6LyapQU0ux6f7d2xN4axAXBNmDBGeH13YYZhaluxr+mhsR8eGI4Hq2fDmyHdDuD0upSV7NrR9JtwTx4aP5eHaBK12lL87JHWGLuMAC2z52rv7DRSaW6hdt4ZHlzvD1plQEFqdCVVFYK5X63FefBbYon5CRNjY9h3MPAUKdyoBU3ve/eUmAAgPh/vvV6fwcP/cpk0UdRA2EjVhI8QdG0esArHmXvIVp8KG9X9ec8KGM6EuVPZRcWwIAaLGqISNSMcoKnFsCIIgCEJoE4jfFILQihBhQwgJTumXRoRBT3ZBJVn55cEeTttBc2yYatWR/t5EUbU0zhwbtuLwVPejmzSiEu19GYedxFGZjJC3Ra03KWz4uWfDMQLFE4LRs+FVx4Z123pvhQ3rBK022ewutjiqL72730BxaINaNufWAGtnQgRggYoQEoK1fTY2VYlsnhIqjg2zCRY+oeKn6sqh6wS49Q+7W8ufroeICHjuOXWKiPD99swm+2R8goMoqrk3SkNc2NCcZoc2gNns++1pPRoxDi4+d6OoakpUlxNAXCNhI3+b72PzhQbChp9jEIU2TU29k44NcWwIgiAIQmjj798UgtDKEGFDCAnio8I5vpc6qvLnLXlBHk0bIjxa9RSAKhBvDcJGtFXYqHYmbHgYQ6XhqmfjyC4wVisXS2OHQHKgHBsOESie4Niz0VJ4E19mi6LyUdhI9FDYGHA+6PTqiHB/x4f5wuENapk5rPltdTqHAvEQKoPWJtTjvIihAgdhY3vLdsQ4UlUEn1wCi19Qfx83DaZ+owRgTWT0p2PD31QWgMWk9nGtPwkcoqhCWNior7FP2NeW+ecz1aVjoxlhQ3tvRbeD8Ci1nhYCjg2TsaGgKY4NwY/Yo6ikY0MQBEEQBEFoHYiwIYQMpw9UE0c/SxxVyxKnTfTkO0xSexhF1ZI4jaJycGx4g03Y2HD0ZVq/Rvog0Df6yNScHkX+dmx42VWQPkgtczf5dzyuqLc6NryJojLVganes/uzWJz3CLhDXBp0P1Gtb53n2XUDic2xMcy97UOxDNpbl5FG+16ATk2mudN/4CtmExTnQNYCWPk2zP8HvHUi7P4NwqLh4nfhjKfs7hPtOS/3o2PDbIacHHXyh0NB2x/iMsAQZj+/NXRslO4HHAQtf8RRaW4Gx3i3GDc7NpxFetmiqILo2KjIBYvDviLChuBHGnRsSBSVIAiCILQO/P2bQhBaGWHNbyIILcPk/un8U7eZTQdKOVhSTcek6GAPqW0Qm6aOXq/Ibx2ODVsUVSCEDSeOjab6NaBhFJXF4nkMVlNoE5CedGwAZFiFjZJ9qvgzOsk/43GFL1FUoPY5T8ZZU2IXU+K9KKvvNRmyF/kvx99XqorsETzO9jFn2CbZQ9Cx4a2wER6tOkaK9yjXRlxas1fxmO0/wPpPlBugeI8S1hrTrhtc/on9vaQRCMdGdTV0767WKyog1sfPXc1lkNDocyMUhbDGFOc0/PvQOhh2pfe3V19jF+qdOTaqmnFsONufU/urZck+qK2AyCAcANBYnGrOeSIIHqBFUSnHhlXYaInvEYIgCIIgeI+/f1MIQitDHBtCyJAaH8moru0A+EVcGy1HnEOZaqsQNjTHhmMUlXVyx9soqowhKr6l7CCUN4pC09wPmUOOvl67bup6dRVKGPIHDUprPRQ2ottBYme1rvWCBBpvoqgMEaC36uqaSOEu2sReTHt7RIwnaOKBJlgFG20c7bqp188dbFFUIXQEvu0Idw/3WUcCWc5sscC302DHD1C4Q4kahkg1Wd3vHBh/N5z/Otz659GiBoRm/FdjmnoNNMdGRX5oFc47ogkbBmsusK/CoyZ868MhMsF+vrsdG86ey9j2dmGkcKdv4/MWTZwyRKqldGwIfsTm2AgTx4YgCIIgCILQOhBhQwgpJI4qCGhZ7A0cG601isrLo7wj4yDFmvHv6NqwWOxRVBlOhI2wSLuQ4K+ejZoS1ekB3h393tI9G/VeODZ0Ogi3bu9pz4a3MVQa2utYsjc0JgW1/c2dfg2NUIwW8tWxAZDaRy0DIWyU50J1sRIir/4S7t4EDx+GaSvgik/g1Cdg+NVNT+JpE9yh5JJpTFPvjdiU0Cycd0QTNnpNVsvczb6JMI79Go5OuliHKCpXXS5NRavZxLft3o/NF7TXOH2AWkoUleBHaoxWYSPCoFyfIMKGIAiCIAiCENKIsCGEFJqwsWpPEUWVIXpk6bGGFvnSoGMjhB0bzsrDNbeEt1FU4DyOqjgHakvVpKA2odUYf/dsaBPEUUkqnsdTWrpnQxMmPOnYAPs+5qmwUXpALRM8LA7XiE6Cdlarbkt2kTSFVhzubr8G2KOGQkrY8KdjIwCTxoVWsSS5h5o8b9cV9Ab3r689rqpCMNb6f3z+oClhQ6ezn1caonFUmrDR4yTlXDLV+SbOalFTjjFUYO/YMNVBbXnT19c+hxvHemn7aH6Qeja011gTaOsrob46OGMRjjlsUVQNHBtJwRuQIAiCIAiCIDSDCBtCSNE5OYYBmQmYLbBgW17zVxB8RxMDSvaDRR2tF9LChq1jw1kUlZ+FDW3iO60/hEU4v56tZ8NPjg1tgthrR4ImbLSQY8Nbl0+EVQjxNorKW2ED7HFUzsriWxptDN44NvxZZO0r/nBsaK6pQMT8aC6QpgTK5ohJtsckVYTo/yZtf3DWPWNz+YSqsGHtmWnXzeGzeJ33t6f9f9D+X2hExNg/q1wViDcl1KUFMC7NHbTXL7WfPc4vFJxnwjFBdZ1WHq6XKCpBEARBEAShVSDChhByaK4N6dloITTHRvEe+3khLWy4iqLysmMDGgobWkSJq+JwDc2xccRPjo2yJiJQ3EWLosrfBiajf8bkCpuw0UKODV+jqMDujgh2z4Y3xeHQsO/BbPb/uDzFbLJP9vvk2LBGUVXkqdgof6K5QFL6eHd9nS4wBeL+pKnycAjN+DINi8X+PmjXDTqOVOsHfRA2XPUuaf9DXPVsNPU5bHMVBdmxkdjR+f9CQfCBWi2KKkyvYjFBhA1BEARBEAQhpBFhQwg5Th+UDsCfuwqpqG2Bidm2jtZLUbJPLcOiPYtoaWm0I3CNNVBXpSZ2q/zg2MgYBDqDiuTSJo9c9WtoJGuODX9FUWkTal5O3Cd1U0ckm2rhyC7/jMkVmuPC0ygqrzs2rEcs+8OxocVABQtNWEnqevSR5a6IzwB0YK4PjUnNykLl9tLpfXsPRsZDQie1XuBn14avjg2wvydDVRwoc+XYCOGxVxdDbZlaT+oCHUaodV+EDceOjcZo+2hTjg1XQl1qf7Us2Qe1Fd6Pz1scHWsibAh+RouiitbVgdn6/VuEDUEQBEEQBCGEEWFDCDn6psfTrX0MdUYzf+xwERUh+Ic46ySP9iM2lN0aoCbttUiYqiPqqEJt7L5MqoZHQ5q1kFWLo7I5NoY1fT0tiqoo2z9Hz/sa6aPXO/RsbPZ9PM3haxRVMBwb2utZlG2P2wgG3vRrABjC7U6rUIgW0sS42DQwhPl2W7YCcT/3bNiEjb7e34a/HRthYXDHHeoU5uPzVlum+hagGcfGAd/uJxBobsH4TPU53NEqbBRsd92D4Qp3hI2qJhwbDYS6tEbXbW+/fiAi01xhNjX8/BNhQ/AzNfXKsRFjtop2+rDQ/04oCIIgCG0df/6mEIRWiAgbQsih0+lscVQ/SxxV4Gk8cRPqP2J1uoYTOtpRt1GJTfdguEtHh2z38lzl3tDpIX1g09dJ7Az6cOWQ8MekYbmPUVTg0LPRksKGl1FUwejYiEmGxC5q/XAQC8S96dfQ0IQdbX8JJv7o19BIDUCHQWWhfRI7pbf3t2N7zv3keoiMhNdfV6fISN9uS4tOikp0/hmeGMJRVFpxeFJXtYzPsL6/Ld7HxdnKw51EUWnxVE05NpoT6gJZcu+Kinyr4GKAuHSHvikRNgTfqTeZMZpVDGeUySooRiWq71yCIAiCIIQu/vxNIQitEBE2hJDkNKuw8fv2fOqMIZAhfywTGdcwRsjTI++DQbR1Qqe6yKFfwwe3hoZjz4Y2oZbSx/WkvSEMkrurdX/EUflaHg72no1ACxvGOhWHBJ4LYrYoKg/iXGpKoc464eLsqHRPyLTGi3kycVpTCrt/91+vhbeODXCIRQoBx0aFJmz4+JqAvQMj7y/fb0tDE0mSuvgm3IZyx4ar4nAI7Sgqx+JwDc21cXCtd7fZVHk4OAgbTTg2mhOXgyVs2KLGMlRcpCbaiLDhNq+//jrdunUjKiqKsWPHsmrVKpfbl5SUMG3aNDIzM4mMjKRPnz7Mnz+/wTYHDx7k6quvpn379kRHRzN48GDWrFkTyIcREDS3BkCk0UHYEARBEARBEIQQJiSEDU9/aGjMnj0bnU7HBRdc0OB8nU7n9PTcc8/ZtunWrdtRlz/zzDP+fFiCDwzvnERafCTltUaW7XZR8Cn4B0dRINQdG+BwpGoLCBuu+jU0bD0bWb6PwR9Hv6dbhQ1/Tg47o94hRircw/3GVh7ugWNDm9iLSvJ9P/WmQPzHB+CjC+CXh327b1C9AtqR6r44NsqOMcdGp9FquecPWDPL99sD+wS0L/0a4P+ODYsFCgrUyWLx7bZcFYeD3eFUngumet/uy99o7wNHYcPXng23OjaaETaaEpe1OLP8lhY2GvULSRSVR8yZM4d7772Xxx57jHXr1jF06FBOP/108vPznW5fV1fHqaeeSk5ODnPnzmXHjh3MnDmTjh3tbsHi4mLGjx9PeHg4P/74I1u3buWFF16gXbt2LfWw/IbWrwEQUW/tvIlKCs5gBEEQBEFwH3/+phCEVkjQhQ1Pf2ho5OTkcP/993PCCSccddnhw4cbnGbNmoVOp+Piiy9usN0TTzzRYLs777zTr49N8B69XsepA1SJuMRRtQBxDnFUrUrYOGKfnIp1EjniKWkDVH9HdTFsm6fO04qmXeHYs+ELZpPDJLEPR7+n9VcRWpUFUJ7n25hcoYkS+nDPY8C86djQJvYSO3l2X87QxAR3C8TNJtjxo1pf8Qb89ZVv9+9tcbiGNoEdCkfg245w94NjI2MQTHxQrf9wH2yf73p7d9C6EHzp1wD/OzaqqiAtTZ2qPIxka0xz3TMxKdZuIkvoOU6cCRsdR6qlt8KGq/8LzZWHNyfUpVkLxAu2eTc2b2n8Gouw4REvvvgiN998M9dffz0DBgxgxowZxMTEMGuWcwF11qxZFBUV8c033zB+/Hi6devGxIkTGTrU/p3g2WefpXPnzrz33nuMGTOG7t27c9ppp9GzZ8+Welh+Q3NsRIXr0dVowoY4NgRBEAQh5PHnbwpBaIUEXdjw9IcGgMlkYsqUKTz++OP06NHjqMszMjIanL799ltOPvnko7aNj49vsF1sbNMTurW1tZSVlTU4CYHljEFqUuHXrXmYzKI8B5TY1iZsaBM6jo6NtKa3d5ewSHufhhbjlOmGY6O9nxwbrkprPSEiBtr3UuuBjKPytl8D7JFn9Z4IG34oDtfQBKvCXVDrRhzWwXWqqF7j2+m+HbGt9Wt4E0MFDkfgh4KwoU0Ep/vn9k56EIZfAxYzzL0B9q/27fY0x0aKr8KGVbgJhV6TxjQXRaXX28cfCmKYIzZho6v9PO19UboPKpoQIJrCYnHt2NDOazaKqgmhLtUqbJTs80yY9RVxbHhNXV0da9euZfLkybbz9Ho9kydPZvny5U6vM2/ePMaNG8e0adNIT09n0KBBPPXUU5hMpgbbjBo1iksvvZS0tDSGDx/OzJkzXY4lVH9P1Bo1YcNg/18nwoYgCIIgCIIQ4gRV2PDmhwYop0VaWho33nhjs/eRl5fHDz/84HTbZ555hvbt2zN8+HCee+45jEZjk7fz9NNPk5iYaDt17ty52fsWfOO4Hu1JiAqjsKKOdfuKgz2cYxvHo1pbQ8eG44ROhdXd5Y8oKrDHUWlofRWusEVR+dixoU1ONlVa6wnauPMCKGxoooSnMVRg73XxJorKH8JGXJp1Etjinvize6Fa9jsHup+oHvvn10BtuXf3rzlFvImhgtCapPanYwNUWe05/4Pep4GxGj69DAp9EA21jg2fo6isR/DXVXj/ugeK5qKowD4hXnYg8ONxF5MRSq3jcXRsRCXa+1YOeejaqClVAjE0E0XVhGBS1kzHRmx7e7+FP0vum+Mox4ZDJKPgksLCQkwmE+npDcXX9PR0cnOdO5iys7OZO3cuJpOJ+fPn88gjj/DCCy/w5JNPNtjmzTffpHfv3vz888/cfvvt3HXXXXzwwQdNjiVUf09U16koqqgwg3oPgQgbgiAIgiAIQsgTVGHDmx8aS5Ys4d133232iCiNDz74gPj4eC666KIG5991113Mnj2b33//nVtvvZWnnnqKf/zjH03ezkMPPURpaanttH//frfuX/CecIOeSf2tcVR/hVh0xrFGa4uicloe7ocoKmgobCR1hWg3srI1d0Rxjm/59f7sKkgfpJaBdGzkbVVLb/YZW8eGB0c8axOgCR1db+cummvDnZ6N3b+pZe9T4eJZShQp3AnfTvMuy9Rfjo1jrWNDwxAOl7yn3o/VRfDxRXYR0xNqSu3CS2of38YUGQeRCWo9FJ53R5pzbAAkavtMCIhhGmUHlAhhiIS4RvuPtz0bmoMhIl658BqjCRtVR8BsPvpy2/7s4rm0xVG1YM9GU1FUTTlPBJ8wm82kpaXx9ttvM3LkSC6//HIefvhhZsyY0WCbESNG8NRTTzF8+HBuueUWbr755gbbNCZUf0/UGO1RVDZhIzopeAMSBEEQBEEQBDcIehSVJ5SXl3PNNdcwc+ZMUlLcm8ScNWsWU6ZMISoqqsH59957LyeddBJDhgzhtttu44UXXuDVV1+ltrbW6e1ERkaSkJDQ4CQEntMHWoWNrblYpAgpcDSIovIiVqilcXRs2LLU/eXYGGFfdyeGCtSR6mHRaoKuZJ/3991caa0naKXnuQEoED+4Fj68AL69Q/3tTeeF9np5EqXkT8cGOBSIb3C9XXUJHFij1ntOgrhUuOxD1S2y9VtY/rpn91tdAsV71Lq3jg3tyPy6cqgJYpSJyWgXHPzl2NCIjIOrvlBH8pfshU8udS82zJECa79GfAf/HH0cqnFU7rw3Evxcfu4PHGOo9I2+ktp6NtZ6dpu2GKomumu0/x8WU8N4OY3yZhwbYHf/tKiw0UjYdfw/KN+PXJKSkoLBYCAvr2HnVF5eHhkZzl/nzMxM+vTpg8FgsJ3Xv39/cnNzqaurs20zYMCABtfr378/+/Y1/T0gVH9P2Ds2JIpKEARBEARBaD0EVdjw9IfG7t27ycnJ4dxzzyUsLIywsDA+/PBD5s2bR1hYGLt3N4yBWbx4MTt27OCmm25qdixjx47FaDSSk5Pj02MS/MuJfVKJCtezv6iarYdDI4f4mCTOQRRobVFUNseGn4SN1H4QZhVC3SkOBzUh54+ejeYiUDwhw+rYOLIL6qt9vz2AvC3w2VUw8xTI/h30YTDqRrjIPQddA1J6q2XhLvcn5fwtbLjr2Njzh5oETekDSdbYkM6j4Yyn1fqvj0LOUvfv11Yc3sW74nBQjhdt0imYk+yV+YAFdAZ7PI8/iUuFq79S7/nDG+CL6zxzRWkTz766NTRsBeIhJGwY6+yfgy6FDeuEeGkIRVFpwkZS16Mv62gVmQ+t82zi3lW/BkBYhP290ziOylgHVVax3JVQpxXR+9Kz4wlms0PcWCPHhrk+9KLRQoyIiAhGjhzJwoULbeeZzWYWLlzIuHHjnF5n/PjxZGVlYXZw9ezcuZPMzEwiIiJs2+zY0TCObOfOnXTt6mR/DnFq6q1RVOEGJb6DCBuCIAiCIAhCyBNUYcPTHxr9+vVj8+bNbNiwwXY677zzOPnkk9mwYcNRObXvvvsuI0eOZOjQ5icnN2zYgF6vJy3NDwXEgt+IiQjjxN5qwnrO6v3kl9eIcyMQtLrycGs8VFWx/x0bhjDoNkGtd53g/vWSe6ilLz0btiOF/dEhka6eE4sZ8rf6dltHdsPcG+HN8bDjB1VuPvQquHMtnPNiQ2HMXdp1V5PhdRXuTxLbhA0vHCLO0NwSBdtdd31kWf9H9Tyl4fmjb4IhlyvR44vr3I8n8rVfQ0PbT7RS4WDgeHR74yPu/UX7nnDV58oVlfUrfPc39ye6bcKGj/0aGtqkcigJGxXW6CRDRNOT+RCijo29aunYr6GRPki5oqqOKMeOu9j+J7gQ2mw9G41inBo8ly5Ex5aOoqoqVAIGOru4FhFj7yqSAvFmuffee5k5cyYffPAB27Zt4/bbb6eyspLrr78egKlTp/LQQw/Ztr/99tspKiri7rvvZufOnfzwww889dRTTJs2zbbNPffcw4oVK3jqqafIysri008/5e23326wTWvB7thwiKKKSgregARBEARBEATBDXxsp/Wde++9l2uvvZZRo0YxZswYXnrppaN+aHTs2JGnn36aqKgoBg0a1OD6SUlJAEedX1ZWxhdffMELL7xw1H0uX76clStXcvLJJxMfH8/y5cu55557uPrqq2nXzo08faFFOX1gBr9szePD5Xv5cPle4iPD6JEaS/eUWHqkxtE9JZZBHRPpntIKJuRDldbWsaFN3lXkWSd78G5yvSkumAFF2dBlrPvX0Xo2fHFs+LOrQKdTE4PZv6ueDS3WxVPWfwzz7rKX8Q44H05+2H7EsreERUByd/V8Fe5s3oVRWw611skWVwXJnhCfoUS9ynzlRuk8+uhtLBbY/bta7zmp4WU6HZzzkor7yt+ixI3rvlf9EK7wtV9DI6EDFGwLbt9DIPo1nNFpFFz6Psy+EjZ8DEMvVyXuzVFojaLydX/VsDk2/ND7FBYG115rX/cWTaiIz1T7ZFMkhGDHhi2KqtvRl4VHQfpAJQQeXOd8G2c059gAJWwcyTraseG4P7t6LlOtwkbJXtUTFOj/m5p4GZ/R8PMlpj2UVqkC8eTugR1DK+fyyy+noKCARx99lNzcXIYNG8ZPP/1k6/nbt28fegdxtnPnzvz888/cc889DBkyhI4dO3L33XfzwAMP2LYZPXo0X3/9NQ899BBPPPEE3bt356WXXmLKlCkt/vh8pbpBFJUIG4IgCILQavDXbwpBaKUEfa/39IeGu8yePRuLxcKVV1551GWRkZHMnj2bf/3rX9TW1tK9e3fuuece7r33Xp8fj+B/zh6SyZ+7Cli/r4QDxVWU1xrZeKCUjQdKbdvodDDnlnGM6e5lrEtbJ7aVRlFpooY+zL8/wONSPRdKtCiqIn84Nvw0cZ+hCRte9mxYLLDoGSVq9DwFJv/L/Xgud0jpYxU2dkGPk1xvq03eRyZCZLx/7l+nU48n61c1eepM2DiSBaX71BHc3cYffXlEDFz+Ebx9EuxfAQv+Baf/x/X9+suxoQk8wZyo9vc+64q+Z8CQK2Djp5C1wD1hQzuiPsVfwoYfXQ+RkfD++77fjrsRbZqwUZGrulEMQf8K6FrYACXIHt6gejYGXeTebbojbNiKtxsLG27uz7HtVfRaVSEU7LDHZgWKpl7jmGQo3S+ODTeZPn0606dPd3rZokWLjjpv3LhxrFixwuVtnnPOOZxzzjn+GF5QqdWEjTADlJaoMyWKShAEQRBCH3/9phCEVkoI/Kr1/IeGI+838Qa+5ZZbuOWWW5xeNmLEiGZ/qAihQ1S4gZevGA5ArdHEviNV7C6oJLuwgj0FlazbV8zugkqe+XEbX95+PDpXR1kKzolKVBO3prrW4diIiFMRJZqwEZvq+ujalsDm2PBS2LBY7Efl+suRYCsQ3+zd9fP+UpNmYdFwxacQHu2fcWmk9IYd2I+qd4WtONdP/RoaHYbZhQ1naDFUXcY1/d5o3xMunAGzr4IVb8CIa5vudKgpVW4ggA7DfRm5faLakwJ2f9NSjg2NHicpYSP7j+a3rauEEmuJr7+iqPzp2PAXbk/Gp9o/NytyIdFPkW6+4Fge7oyOI2DNu3Bovfu36a5jw3FbDU/257T+kLM4yMKGQ9+UIPiAvWPDIYoqOil4AxIEQRAEQRAENwhqx4YgeEpkmIHe6fGcMSiDO07qxXOXDuWzm48jKlzPun0lLNiWH+whtk50OnvPRmsQNnS6hpNWrrLUW4pkq2Oj9IB3Zd3rPoTqYpWZ7qxI1xvSrRF9eVtU+ayn7PhRLXue7H9RA5RjA9wUNvxcHK7RXIH4bquw0WuS88s1+p0Nfc9SnSa/P9n0dtr9JPpQHK4RH0qOjRYSNjSXxuGN6v3iCm2/iklRR9j7A+0590fHhsUClZXq5Et3lLvvDb0+NFw+GjVlUF2k1pv6zNMi9A5tALPJvdv1RNho7NhwjPVqDk0sK9jm3rh8wSZ6d2x4vggbgp/QOjZiwnXqvQni2BAEQRCE1oC/flMIQitFhA2h1ZOWEMUN41W29PM/78Bklg9zrxh9A3Qc5X0XQ0vjOCnsr+JwX4hNUTFJWKBoj2fXLTsMvzyi1k9+GCL9FAeW0hsMkVBXDiU5nl9fEzb6nOGf8TTGJmy40UsSMGFjmFrmb4P6moaXGWshZ4lab1wc7oxTHgF0sPVbFZ3jDFu/hh8ivQLdmZD7lzoa3RXleWrZElFUoCbmU/oCFvtr0xQFWr+Gn9wa2v2DOrLfG7HQkaoqiItTpyoX5fXN4cl7w7bPBLFwXkMrBI9pD1EJzrdJ6QPhsVBf2fy+qKFN8rssD7de1mTHhjvChjXeLL8FCsRLNWGjKcdGoxJ0QfAQrWMjXl8LWL9HRzbxvhQEQRAEIXTw128KQWiliLAhHBPcemJPEqLC2JFXzryNITBh0xo54T64eaH/+gsCTQPHRlrT27UUOh2076HWPe3ZmH+/KsbuMAKOu91/YzKEQ5p1UtfTno2yw3BonVoPlLChxXeVHYDaimbGY31f+zs+J7ETRCeD2Qj5Wxtetm8F1FdBXLrd/eKK9AEw9Aq1vuBx59v4q18DAnv0/aYv4K0TYeYkVUzcFC0dRQXQY6JaNhdHpfVrNBUL5g1x6YBOxTmFylHynvScaBPjpSHwf7K5fg0AvcEe2daUWNiYSuskv0vHRkrDbTU8eS7TrAXiBS0gbNjEK3FsCIFBi6JK0lWqM8KiIDwqiCMSBEEQBEEQhOYRYUM4JkiMCee2k1QU0Iu/7qTO6OORtELo08CxEQJRVODQs+GGA0Fj67ew/XtVgH7eq2oiz59kDFZLT3s2dv2slh1HQXy6f8ekEZOsYoKg+ecsUI4NrUAcjo6j0mKoep7ifofLSQ+pvpo9f8Du346+3ObYGObNaBuiTXJWFSp3ib9Y/zF8dbMqja8rV383RUuWh2t0twobe5oTNqxH+PvTsWEItzvE3I2jqiiwZ9YHAq8cGyEQRaUJG81F73W0Chua0NocmhDnVhRVY2HDA6Eu1SpslOxVfS6BpKw5x4YL8VEQ3KDGqBwbCVj35aik4A1GEARBEARBENxEhA3hmOH647uTGh/J/qJqZq/eF+zhCIEmOsSiqMDes+FugXh1Mcz/u1qfcA9kuOEK8JR0q7CR56FjQ4uh6hsgt4aGLY5ql+vtAiVsgF1kaFwgnmUVJno206/hSLuuMOpGtb7g8YZxRTWldjdPpo/F4QDR7VTUGPin8wFgzSz4dhpgse87q99x3m9grLNH4MS1oGOj2wTQ6VWHhqsJeptjo69/799WIO7Gc15TBq+NhLdPDkzmrcXioWMjhKKo3HFsgD0e0R3Hhqleud/AtbAR01QUlQfPZWx7+/+eQLo2LBZxbAgBR+vYiMcaYSH9GoIgCIIgCEIrQIQN4ZghOsLAXZN6A/DKwiyq6oxBHpEQUBpEUYWIsGFzbLgpbPzyf1CRpyb3T/x7YMbkjWOjrgqyF6n1vmf5fUgNSFHv2WYLxEsPqGXjiT1/4MyxUZ4HedbnrOfJnt3eifdDRJwSSrZ+Yz//8Ca1TOzsnzJrnc4u9JT5QdhY8SZ8f49aH3s73PizOmq3ZC/s+vXo7Sus/Rr6cN+L0D0hOske5bXnT+fbGGuh2Np140/HBtifc3eEjcMb7IJWTYl/xwFqQttUp9Y9iaIKCWHD2rHRnLDRYYRa5m05ugenMdoEv07v+ohz7X9GdRGYrN8Vaiug1lqanOCmA0mLqNPe24GgqghMVkdW49dYhA3BT9Rao6jiLdZYSBE2BEEQBEEQhFaACBvCMcXlozrTJTmGwopa3luaE+zhCIEkJIUNDzo2shdZI350KoIqLDIwY0ofqJal+5VDxB2yF4GxBhK7QNqAwIxLw+bYcCFs1FXaJ4UD4djQJsnztigXAkD279bLhnoedRabAsffqdZ/e1IdRQ4O/Rp+KA7X8NdE9ZKX4KcH1fr4u+GMpyEiFkZco85b9dbR13EsWnY3qstfNNezcSQLLGaITLT2YvgRzbHhjpjk2G1Tst+/4wD7kfyxqRAW0fz2iSEYRdWcsJHURTkszMbmBVptgj86GfQuvuLGJAPWfbbaGuOkCXURce53TWnv5dwAChvaezs27ejXWIQNwU9o5eGxmrARnRS8wQiCIAiCIAiCm4iwIRxTRITpufdUNVE644/dlFTVBXlEQsBwPEI8LkSEDS2KqiLPdeZ5XRV8d7daH30TdDkucGOKTlITg+B+gfiO+WrZ98zAT1i7E0WlTSBHxEFkgv/H0K6bmgA31dkjZbK0fg0PYqgcGTdNTcYW7Yb1H6nz/NmvoeGJe8AZFgssehYWPKb+nvgATH7c/rqPuhHQqb6Qxq+RLbanBWOoNBx7NpxFPDnGUPl7H4734Dl3jIArDYCw4WnHieZ4Ks+1OxWCgdmsnECg4ttcodNBR6tro7meDW2CvzkxUm+wiwJaHJU3+3PmELVs3M/jT1zF8GmPobrYeVycILiJFkUVbdY6NsSxIQiCIAiCIIQ+ImwIxxznDe1Av4x4ymuMzPgjO9jDEQJFKDo2opPsR4e/OgJ+ecR+VLIji55S5yd0gsmPBX5cWldCU7E9jpjNsNNaHN73zMCNSUOLoira3fTEnK04t2NghBadzmGCcoN6DrTi715eChuR8fZ4sUXPKjHL5tjwQ7+Ghjah7c0R+BYL/PZvtT8CnPIInPzPhs9xcnfoc7paX/1Ow+t7UrTsbzqPVSXtZQedR7/ZisP93K8BnnVs5LlwbBgMcMkl6mQweDcWT7tnYlNBH6aK4TWHQjAoP6yERJ1BfQ42h7s9G1oZuKt+DY3YRj0bZR6KRAAZVsdG3pbACUWOn3+N0QR+ixmqSwJz/0KbwCZsmMrVGSJsCIIgCELrwB+/KQShFSPChnDModfr+PvpajLrvaV7yCtrJpNbaJ04OjZiPIwKCiRnPK0inKqLYdkr8PIw+PRy2LVATZgfXAfLX1fbnvM/9yNPfGHQRWq5coZrJwmoI6Ir85Uzouv4wI8tqYsqwDbWNH1EeyCLwzVsBeIbVaxMVaFyiHQa4/1tjrpePb6KXFj8vIpHcrwvf6BNdpbs8/y6mz6HxS+o9dP+o7pBnDHmZrXc8CnUltvP99Qt4E8iYpS4AbBn0dGX24QNP/drgPsuGZMR8h1KpRvv31FR8MUX6hQV5d1YPH1v6A12x0kw46g0t0ZSZzCENb+91rPRnLChOTbc6XzRBHFNDPFmf07uoT4njDVwxIXrzBdswoaT19gQrtxmIHFUgk/UWDs2okzSsSEIgiAIrQp//KYQhFaMCBvCMckp/dIY2bUdtUYzrywM0GSDEFwSO1uP9u0I4SH0D3zQxXD3BrjiM+h5CmCBnT/BJxfDayNh7g3q6NrBl0Kf01pmTAMvUq6N2jJY8qLrbbUYql6T3Mvs9xW9AdpbI7yaiqMqC2BxuIbWs3Fog92t0f1E356DsEg4+WG1vtj6vCd08ryzwxWaIyF/m+fXzVqglsdNg+OnN71dj1OgfS+1/2yaYz8/mI4NsMdROevZaBHHRq7r7Y7sspc+g3fiU3OUW8WJeA9Ev1AoEHe3X0Oj0yhAp8RBV8+7Tdhw4z1mc2xowoYX+7NeDxlWR1yg4qiaE69ipWdD8J0ao3JsRBo1x0ZS8AYjCIIgCIIgCG4iwoZwTKLT6fiH1bUxZ/V+cgorgzwiwe/EpcG138HVXwZ7JEejN0C/s+Car2H6Whh7uzqqtigbiveoYtsznmnB8ejtkVcr34ZSFxOaO35Syz4tEEOlocVRNVUg3hKODVuB+F+w6xe13vMU32938KXWAnZrD4Q/3Rpgn1QtylYl656gxSRpRdxNodfDaKtrY9VMe6dFMB0bYB93zmLlhtIwGe3umIAIG9bHW1lgL5t3hq3TxhrtVXrA/2PR4pMSPHgNQknYSGqmX0MjJtm+r7uK1LMJG25EUcU0iqLydn/O0GLsAlQg7iqKCqRAXPALNXVK2IgwShSVIAiCIAiC0HoQYUM4Zhnboz0T+6RiNFu4/4uNFFdKkfgxR7fxkNY/2KNwTUovOPMZuG8bnPMS9DkDLpnl36P23aHXZBUtZaqFP5oQVYr3Qv4W5YTpfWrLjc1WIB5EYcMxUmbfcnWeP4QNvQEmOfSoaAKKv4hNsfa6WDxzbRhr7c93+sDmtx92JYTHqlLunMXqvGA7NjqMgIh4FfuW6zCpXLwHzPVqvO70N3hKTHvQh6t1Vz0VeZvVstNotWwcRVVZqfpMdDq17g3eTMYnWifIgxlF5aljA6DHSWqZvajpbTwRNmxRVD6Uh4O9nyc3UMKG9XVKFGFDCBw1RiUOh9eVqTNE2BAEQRCE1oE/flMIQitGhA3hmOafZ/UnNsLAmr3FXPDGUrLyy5u/kiAEgohY1blw1RzoeXLL379OB5P/pdbXfwwFTkSEnVa3Rpdx7mXU+wubsNFUFFUzRyz7A73efuQ1qAlXLSLLV/qcrmKtIDCvvSZMOBZVN0fBDjAbVdyIO89rVCIMvUKtr3pbLSs0YSNIjg1DmBI3AfY4xFEVWHstUnqr19Xf6HT2x+yqZ0NzbPS1up8qC6C+2r9j8ea9oW0bVMeGtWPDW2FDcw01RouVckc41rbRBAHttfRUQM20Fogf3tT0uLzFYmle2BVhQ/ADWnl4WL1V2IhOCt5gBEEQBEEQBMFNRNgQjmn6ZsTz1R3j6dQumr1Hqrjw9WX8vj0/2MMShODQeQz0PVt1fPz276Mv1/o1+p7RsuMKhSgqaBgT1XOS/25Xp4OrPofpa6xdAX4mfZBa5nogbGgiSMZgNT530ErEt/8AhVnKKQHBc2yA854NTdgIRHG4RoIbwkbeFrXsOl45S8C/cVR1VVBT2nA87pAQAuXh3jg2uowDQ4QSZI7sdr5NVZFaulUe7hBFZbF470BK7afGVVtqf1z+oqYE6qus42pK2LA+VhE2BC+xWCw2YcNQK44NQRAEQRAEofUgwoZwzNM3I55vp41nTPdkymuN3PDBamb+mY3F30dWCkJrYNIjgA62zYODa+3n15RCzhK13veslh1Te6uwUVlgnyzXqK+xT9g1FcXiL7Qjr0GVp/uT8Gi7gONvNGFDm0h3B00EcSeGSiOtP3Q7QQlji55S54VFB3cCTOvZ2Lfc3ncRyOJwDW3yu6wJYaOy0O5oSR8ASZ3Vuj8LxDVRJTwWIhPcv54Wz9VU147mEnDsLfEndVX258YTYSMiBjqPVevZvzvfxtsoqpoSFUMHEOehsGEIt0ci+juOShOfYtpDeJTzbcSxIfhIvcmC2fqVWF9rFUtF2BAEQRAEQRBaASJsCG2C9nGRfHzjWK4c0xmLBf4zfxt/n7uJWqMp2EMThJYlrT8MvVKtL3jcfn7WQhVN1L63/yKY3CUyzh6PU5jV8DItLic8RsUmBZIOI9RSH64m8FsLtiiqLe5H4Wj9D5oo4i5jblHLv75Uy/gM9x0fgSBtgJqgrq+CA6vVeTZhI4CODe3o+aYcG7nW57ddd4iMh0RNTNjvfHtvsDmZMj17DRIcxm42qdPhTbBiBsy5Gp7rBS/2h69v8X+0EtjFncgEiG7n2XU1IcsxekzDYoEqaxRVjDtRVJqwccQuUEW3a1pAcIWtQHyj59d1hTtuNRE2BB+p1mKoMKKrt2ZzB/r/rSAIgiAIgiD4ARE2hDZDRJiepy4czL/OHYBeB3PXHuCqmSspKK/1+LaMJjMlVXUijAitk5MeVNEpe/6A3dYjn3f8qJZaH0BL076XWjaOo3Kc2Av0BHpqHzjrebh4JkR5cAR8sEnpo8SY2lL3Js4tFrtjI8NDYaPvWQ0LuYPVr6Gh09n7S/b8oSbptX2oJRwbTQkbeY2e30TNsREIYcPDiLa4NNCHgcUEH18E/+0Ob50APz0A276ziwObv4AVb/pvvBolWr9GV8/f091PUss9f6rX2pG6CjBZXTtuOTas4kdtqX1MTcU9NYdjz4Y/0aLLXHWoxDTqChEED6m1ChsJuir7mZ64wARBEARBEAQhSIQFewCC0JLodDquG9+dnmlxTPtkHWv3FjPh2d9IjA4nOsJAdLiBqHC1jIkwEBGmp6rORHlNPeU1Ruupnso69SMwNsLA2UMyuWxUZ0Z2bYcumEcuC4K7tOsKo26ElW/Cgn9Btwmw6xd1WUvHUGmk9FET066EjZZA65FoTYRFqEn8vL+UayOpi+vty3Ohugh0es9dDYYwGH0DLHxC/R2f7t2Y/Un3icpBkv2HciMZa8AQCUldA3efCc05NrSor8FqqUVR+dOxUW59b3g6Ga83qPGX7FNF3AARcdDlOOh6PHSdAAfXwM//hF8fgQ7Does4/43bm34NjQ7D1YRrTSkc3gAdR9ov0yb2w2NUbFVzRCUpgcdstL9e3vbFaMJGoKKoxLEhBJCaehU7lxZuPdAnIl591guCIAiCIAhCiCPfWoU2yQm9U/lm2nhu/nANuwsqyffCtQFQWWfi8zUH+HzNAXqkxHLJqE5cPKIT6QleRFkIQktywn2w/iM1OfjzP1XGfHSyKhgPBil91LJwV8PztSgqV0csCyqOKu8vdWrOdaO5Cdr3Vt0fnjLiWlj0jDo6PtiODbDHEx1cY++NSekd2Im55jo23HFsGAxw1ln2dU/R7tuT4nCNU/+tenY6jFBiRsaQhs9X5zFwcB38NRe+uA5uW6ycHv7AF2HDEKZi4nb8oIQsR2Gj0oN+DVBukZgU1fehRbN5uz+nDwR0UJGnhENvBZLG2IQNV44NTdgo8s99Cm2OGqv7OCWsGsxIv4YgCIIgtCZ8/U0hCK0cETaENkuP1Dh+uWcie49UUl1voqbeRHWdmep6k/q7zkSN0UR0uIH4qHASosKIjwonPiqM+Kgw4qLC2HSglC/W7Of7TYfJLqzkvz/t4PmfdzCxTyqXjerMqQPSCTNI4psQgsSlwrjp8MczsOptdV6f09XR3MFAK9YOtmOjtaL1bGhHnrui8aS7p8SmwNArYN2Hnnd0BIJ23ZQ7o2QvrH1fnRfIGCpw6NjIPfoyY52950N7fjQXjRYtBBAVBT/84P0YvHVsAAy8QJ2aQqeDc19W+0rBdph7A1zzjX/EIk3Y8NZR02OiVdhYBCfcaz/fVhye7P5txaYqYUOLkPJWkIiIVeJs4Q51W34TNtwQdrXHW1um9r2wCP/ct9BmqLa6kNsbqpSwEZ0U1PEIgiAIguABvv6mEIRWjggbQpvGoNfRIzXO6+uP7pbM6G7JPHbuQH7YfJgv1uxndU4xv+8o4PcdBQzITODJCwcxoouHBamC0BKMmwarZ9onBPucEbyxaI6N4j1gqgdDuPrbnSOWBfsEet6W5re1xST5IEqc9QIMukTFmIUCPSYqoSVnsfo7JdDChjWCq64castVQbhG4U4w16vIJE3Q0BwbZQfBZPRdIKivgX0r1HpyD99uqyki4+Cyj2Dmyep5/e3fcOrjvt9usdax0d276/c4SS33rYD6arvryCZsuFEcrhFrdTsU71FLb9wvGplDlLCRuxH6nOb97TjijrAblaRi5SxmFTHnL1FFaDPUWDs2kg01UI84NgRBEARBEIRWgxxKLgh+IDYyjMtGdeaL247nt/smcsdJPUmMDmfr4TIuemMZD365ieLKumAPUxAaEpUAJ9yv1g0R0GtS8MaS0AHCY1XefdEe+/llbpTnCnaRomg31FW53jbPD8JGWIQSE4Ll8GlM94kN/w60YyMyXuXQw9GuDdvzO9Bejh2Xrt5jFlPTvRye8NeXUFmgity1if5AkNoHzn9NrS99CbZ979vtWSy+RVGBEkHjMsBUC/tX2s/XSs/djaIC5dhwxJdotYwhaunPAnF3hF29XsUIAlQW+u++hTZDjVF1bLTTW/93iLAhCIIgCIIgtBJE2BAEP9MjNY5/nNGP3+6byKUjOwEwe/V+TnlhEbNX7cNstgR5hILgwOgbVZH4GU83POq8pdHpnMdRSRSVe8SlqSPVLWYo2Nb0dvU19h4Tb6OoQpHuJzb829NSdG/Qju5vLFTkWvsaHIUjvd4+Oa0ViFdWQmysOlVWun+/FgusfFOtj7kp8CW/Ay+E46ap9W9uhyO7vb+tykKorwR09kJ1T9Hp7GKOVn4ODo4NX4QNH9wOWoH44Y3e34YjNWXKEQTNO0mkQFzwAc2xkaSzfg6JsCEIgiAIrQdvf1MIwjGCCBuCECDax0Xy3KVD+eK2cfTLiKe4qp4Hv9rMxTOWseVQabCHJwiKsEg450UYfVOwR2KPozpinXg31qqj0kEcG82h09mFCldxVAXblWsgOjk0ir/9RVwapA1Q6/qwwMUzOdJUgXhTHSaJSuhuUCBeVaVOnrB3qRJPwqJVkXtLcOrj0GWc6nGYc03zrqCm0NwaCR3UZ4+32ISNP+znaZP6sR4IG41FEJ8cG4PVsmQvVJd4fzsaWr9GVJLq8HCFCBuCD2jCRqJOc2wkBW8wgiAIgiB4jje/KQThGEGEDUEIMKO7JfPdnRP4v7P7ExthYP2+Es59dQlPz9+GSdwbgmDH5tiwChvakfCGSM8Kgdsq7vRsOItJOlbQ4qiSe7RMgbKtQLyxsGF9/tMHNzzfViC+z7f7XWF1awy7suXeF4ZwuOQ9iE2D/C3ww73NX8cZJVq/RjffxtPD+lofWg/VxWq90kfHhk6vHp+3xCRDovU11lw7vuBOcbhGrAgbgvdowka8TqKoBEEQBEEQhNaFCBuC0AKEG/TcdEIPFt53EmcPycRsgbf+zObOz9ZRazQFe3iCEBo0jqJyjKE61ibhA0H6QLXUysGdoV2WMbjpbVorgy9Vbo0+p7fM/WmODUdhozxPuYx0ekjr33B7rUDc0bHhKUV7YPsPan3sbd7fjjckZMKl74HOABs/8y5ySSvp9lXYSOhgdXhZIGeJOs/XKKrYNN9jvTK1ng0/xFFpn3+JbggbNsdGke/3K7Q5aupVx0a8pUKdIcKGIAiCIAiC0EoQYUMQWpCMxChev2oEr145nAiDnvmbc7n+vdWU19QHe2iCEHy0KKrCnapHoNR6xLIW4SO4xubY+Es9f87wR3F4qNJpJDyQA5Mfb5n7S3Di2MizHqmf3BMiYhpur3VKlPogbKyaCVig56TAF6Q7o9sE6H+OWt881/Pr+1oc7kjjng2bsJHi/m04Chu+9GtoaD0buX4oEPekX0iiqAQf0BwbcRZrLnd0UvAGIwiCIAiCIAgeIMKGIASBc4d24P3rRxMbYWDZ7iNc8fYKCsprgz0sQQguyT0BHdSUqqPebVEsUhzuFql91dH0NSX2SVFHLJam+x+OFSLjQW9omfty1rGR6+L59dWxUVsO6z9S68fd7t1t+INBl6jllq/BbPbsusXWKKqkrr6PQ4seswkbhWrpkWPDYVt/dM5kaI4NfwgbHkRRibAh+IDm2Ii1SHm4IAiCIAiC0LoQYUMQgsTxvVKYc+s4UuIi2HKojEtmLGPfkcAWPpVU1WGWXg8hVAmPgnbWCc/CnZ4dsSyoMmbN9ZLnJI6q7JDqI9AZICUIR/sfa9g6NnLt5zl2mDTG5tg40LSjxhUbPlXl3e17K8dGsOh9KkTEK+fJgVWeXbfYTx0boNwjOj0cyVK3qxV2extFleAHYUOLoirc0XzButnsej8Qx4bQQtRYI1FjTOXqDBE2BEEQBEEQhFaCCBuCEEQGdUxk7m3H0zk5mr1HqrjozWVsOVQakPv6dsNBRv9nAVNnrZLSciF0cYyj8uSIZUGR4RBH1RjtvJQ+SkQSfMOxY0NzLmiOjcbF4QAJnQAdGKvVBLReDxMnqpO+ma9jZjOsnKHWj7ut+e0DSXi0d3FUtRVQdkCt+0PYiE6CDsPV+tZvAAugg+h27t9GRByEWd8L/nBsxGcqscRihvytTW9XXwPvnQmvDIcDa51v45WwUejZeAUBqK5TwkaUWevYSAreYARBEARB8AxPflMIwjGI7PWCEGS6pcTy5W3H0z8zgcKKWq54awXLd/v3qMs/dxZw/xcbqTdZWJJVyMzF2X69fUHwGzZhI0scG96gOQXythx92bEeQ9XSxKWrpbkeqovAWGsvvnf2HIdF2MWQkn0QHQ2LFqlTdLTr+9r1CxRlqyOph17pr0fgPVoc1dZvwGR07zobP1MT/sk9IS7NP+PQejb++lIto5M8KwDX6eydHP7o2NDpHOKoXBSIL3sF9q9QZervnQkbZx+9jUdRVMlqKeXhghfUWh0bUUYpDxcEQRCEVocnvykE4RhEhA1BCAHSEqKYc+txjO2eTHmtkWtnreLXrXl+ue2N+0u47eO11Jss9MuIB+DFX3ay7XCZX25fEPxK+15qKVFU3qGVguc6cWzkuohJEjwnLMIeZVR2CAq2g8WkjnZuajI6sZNaelogvuINtRxxLUTEejVcv9JjonIJVBbAnj+a395shpVvqfWxtykBwC/jOEktNRHBkxgqDc09ktzTHyOyx1E1JWwUZcOfz6v19MFgqoWvb4Vf/g/MaoKZ2grVNQRuOjas4kzVEe9izoQ2TU29mUjqCLPUqTNE2BAEQRAEQRBaCSJsCEKIkBAVzgc3jOH0genUmczc8clafvort/krumB3QQXXv7+aqjoTE3ql8O308Uzur27/njkbbEfpCULIoDk28rdChVXcS+gUvPG0NjTR4sguFXfjSJ6LmCTBO2xxVLkOxeGDm56496ZAPG+rEg90ehhzs/dj9SeGcBhwgVr/66vmt9+9UO2TkQkwzI+Ok05j7FFSYJ/g94TzXoGL3oGux/tnTJlD1TLXSYG4xQI/PqDEjO4T4dY/4IT71WXLXoVPL1NdIZqoG5kAkfHN36cm6BhroD6wXV3CsUdNvYkErMXhOr2KaBMEQRAEQRCEVoAIG4IQQkSFG3j9qhGcO7QD9SYL0z9dx/zNh726rbyyGqa+u4qiyjqGdEpkxjUjiQwz8PRFg2kfG8H23HJeXrDLz49AEHxEEzbKDgIWMER4dxR2WyU+E6KTVeRPwXb7+fXVqmQZJIrKn9gKxA85CEcunl9bgfh+qKyE1FR1qqxs+jor31TL/udCUhffx+wvBl2sltu+UzFcrrA5Tqa6N1HvLuFR0GWc/W9vPiva94Qhl/rPRaJFUeVtBVN9w8u2fadixQwRcPaLoDfApEfgklkQFg1ZC+CdyXYXjLv9QhGxYIhU61IgLnhIdb2JBJ1VEItKlHxuQRAEQWhNuPubQhCOUeSbqyCEGGEGPf+7bCgXDu+I0Wzhzs/W893GQx7dRmlVPVPfXcXBkmq6p8Ty3nWjiYtUueOp8ZH850J1xPaMP3azdq9kcgshRGxKw+LS+EyZZPEEnc6hZ8Mhjip/mxI7YlLs3RCC7zRwbGxW666Eo8aOjcJCdWqKyiOw6XO1PvZ238bqb7qMUxPvtaWw69emt8vfDrt/C5zjRIujAnvXRDBp1x0i4pUro2CH/fzaCvjpQbU+/m5I6WW/bNDFcMNP6vk8sgvmW10c7sbw6XQOBeIibAieUVNvIlFzbEgMlSAIgiC0Ppr7TSEIxzAyWyQIIUiYQc/zlw7l4hGdMJkt3D17Pd9uOOjWdWvqTdz04Wp25JWTFh/JhzeMoX1cZINtzhiUwcUjOmG2wL2fb6Sy1s3yV0EINDqd3bUB7h+xLNjRHAOOBeJ5Dv0a/joyXbBPPJcdavgcN4XmuCjd597tr31PxQtlDoMux3k9zICg18PAC9X6X3Ob3m7lDLXse5a9z8Kf9JhoX4/1IorK3+j1Ko4MGsZR/fGscqIldYUT7jv6eh2GwS2LoPNY+3me9AuJsCF4SU29mQSdCBuCIAiCIAhC60OEDUEIUQx6Hc9dMoTLR3XGbIF75mzgy7UHXF7HaDIz/dP1rM4pJj4qjA9uGEPn5Bin2z523gA6JEax90gVT83fFoiHIAje0UDYkOJwj9EcA46ODcf+B8F/aI6NQ+uguhh0Bkjt3/T2nnRsmOph9Ttq/bg7QlOQGnyJWu74STkSGlNVBBtnq/XjAuQ4yRgC0e3UeqjE1mk9G4etwkbeVnsc11nPQXi08+vFpcG136nILnTQ7QT371Nzq1SKsCF4hurY0KKokoI6FkEQBEEQBEHwBBE2BCGE0et1PH3RYK4a2wWzBe6fu5HP16gJMYvFwoHiKn7ZksvLC3Zx60drmPjcIhZsyyMiTM87U0fRPzOhydtOiArn+UvV5MsnK/fx+478FnlMgtAsKb3t6yJseI7mGMj9S5UVg9294ar/QfAcrWNDi6FK6a16H5pC69ioKYHacte3nbMYyg9DbKrdGRFqZA6D5J5grIYd84++fN0H6rKMwdB1fGDGoDcoNwhASt/A3IenZFp7Ng5vVO/BH+4DsxH6nQN9Tnd93bBIOO9V+OdBGHq5+/cpjg3BS2qN5oYdG4IgCIIgCILQSggL9gAEQXCNXq/jPxcMIkyv48Ple/nH3E3MWb2fXXnllNUcHSEVFa7n5SuGM7ZH80euHt8rhevHd+O9pTk8MHcTv9xzIkkxEYF4GILgPhJF5Rup/VSfQXWR6n6Iz4A868S7q5gkwXM0x4ZGc8JRZLw6IrqmBEqbiRfMXqSWvU+DsBD9XNbpVD/En/+Fv76EIZfZLzPVw6qZan3s7YF1nJz1nOrvyBwWuPvwBK1APHczbPgU9i2D8Bg44xn3byMi1rP71GK4RNgQPKS6Tjo2BEEQBEEQhNaJCBuC0ArQ6XQ8ft5ADHod7y3NYe3eYgDCDTp6pcUzIDOB/pnxDOiQwMAOiSRGh7t92w+c0Y8/dxawu6CSv8/dxI0TupMaH0lafCRxkWHoQjH+RDi2cXRsJIqw4THh0dC+NxTuUE4NsxFqSkEfBqkhckT7sUJjR5Gr4nCNxM5uCht/qKVjOXYoMvgSJWxkLVTRU1ok0rbvVKdEbKoSPwJJRCx0GB7Y+/CE1L5giIS6cpj/d3XexAfsjp1AII4NwUtqjCbp2BAEQRAEQRBaJSJsCEIrQafT8eg5AxjepR11RjMDMhPolRZHRJhviXJR4QZevGwYF725jF+35vHr1jyHy/RWkSOKjIQopo7r6pYTRBB8ol03NQlvNtqjfgTPSB9oFTY2g7lenZfSV8XcCP4jOhn04fbnON2NDpOkzup1KT8Ao0ap8/SNPserilSMEUD3iYQ0qX3V487bDNvmwcjr1PlaafioG13Hcx2LGMIhfQAcWg/1lcpFddwdgb1PETYEL2nQsRGdFNSxCIIgCILgIXp9078pBKENIMKGILQidDod5w31/0Tv0M5JvHrlcD5YlkNBeS0F5bWU1xqpqTezv6ia/UXVAPy6NY9XrhzGGYMy/T4GZ9QZzWQXVtA3PV6cI20JQziMvU3FuEjZtXekD4QtX9kdG+Cem0DwDL1exVGVWsvA3XVsANTkwerVzrfZ8ydgUUXk8el+GWpAGXyxEjY2z1XCxsG1sH+lEn1G3RDs0QWHjCFK2AA4+8XAx4lpTpmqosDej3BMYbFYqKk3kxCuOTaSgjoeQRAEQRA8JDq66d8UgtAGEGFDEAQAzhqcyVmD7YJFdZ1JiRwVNeSX1fL1+oP8sjWPOz5Zx3OXDOXikZ0CNpaaehOzV+3jrT+zOVxawwXDOvD8pUMJM7h/BMKWQ6Us2lHANeO6khDlfjSXECKc/p9gj6B1owlCeVtU1wFIv0agiM9UwkZMe4hzQ4TQ4og0McQZWr9GqMdQaQy8CBb8C3KWQNlhWGF1awy+pHUIM4Gg96mqPH3EVOgWoOJ0R8SxIXhBrdEMIB0bgiAIgiAIQqtEhA1BEJwSHWGgS/sYurSPAeC0gRk8+OUmvlh7gPu+2EhlnZGp47o1eztFlXUs2pFPx6RohnZOIirc0OS2FbVGPl6xl3cWZ1NYUWc7/5sNh6g3W3jp8mGEuyFu/Lo1jzs/W0dNvZmVe4p477rRGPTi+BDaEJqIUbgT6iqs54ljIyBoBeLpg9wryNYcGyUuhI09raRfQ6NdV+g0Bg6sgpVvKrcQKOdVW6XfOXDXekjq1jL3ZxM2Clvm/oRjgpp6EwAJOmsUlTg2BEEQBEEQhFaECBuCILiFQa/j2YuHEBsZxvvLcnj02y2U1xiZdnIvp9uXVtUzc3E27y3dQ2Wd+uEcYdAzpFMio7snM6ZbMiO7tSMhKpySqjreX5bDe0tzKK1WR5d3TIrmtpN60i4mnHvmbOCHTYcxmsy8euUIl70iH63Yy2Pf/oXZov7+c2cBz/+ygwfO6OffJ0QQQpmEjurI25pSKNmnzpNYr8DQrptadhjm3vaaY6NgL3SzXnfrVohRIjLFe6EoG3QG6Hq8HwcaYAZfooSNpS+rv7sc7/5zciyi00Fyj5a7P5uwUQRms2QsC25RU291bNiEDXFsCIIgCEKroqoKBgxQ646/KQShjSDChiAIbqPX63js3AEkRIXxym9ZPPfzDsprjDxwRl9bB0Z5TT2zluTwzpJsymtUtn+vtDhKq+spKK9lzd5i1uwt5k12o9NB3/R49hdV2cSPHimx3HFyL84f1sHmzoiNCOPWj9fy85Y8bvt4LW9MGXGU88NisfDczzt4Y9FuAK4Y3ZmxPZK5Z85G3ly0m0EdEjl7SMt0gxxLLN99hB82H+KeyX1oHyfF060GnU4VOu9dov6OTYW4tOCO6Vhl3DQ1GTjiWve2T+yiluV5sLdMrVss9ss1t0anURCV4L9xBpqBF8JPD4JFTZRyXBt2awQDTdiwmKC2FKLbBXc8QqtAc2xIFJUgCIIgtFIsFti7174uCG0METYEQfAInU7Hvaf1JS4qjKfmb2fGH7upqK3nwTP78+HyHN7+M5uSKuW66JcRzz2n9uG0ASpjfe+RKlblFLF6TxGrc4rIOVLF9txy27bTTu7FWYMzj4qNOrlfGu9MHcXNH67ht+353PzhGmZOHWUTN+qMZh78chNfrT8IwD2T+3DXpF7odDq2HS7n7T+z+fvcjfRKi6NvRnxLPVWtHovFwkNfbSLnSBV7j1TxwfVj0EukV+shfaBd2JAYqsARnwEn3u/+9rEpEBYFddXOL29t/RoacWnQ/UQ1/sQu0PfsYI+obREWCRHxUFeuXBsibAhuUGM0ARbixbEhCIIgCIIgtEJE2BAEwStuObEncZHhPPzNZj5esY8v1hywlVD2TI3lnlP7cNagzAYT4d1SYumWEstlo1QUS35ZDWv2FpMQFc74Xu1trg9nnNgnlfeuH82N769h8a5Cbnh/Ne9cOwqT2cLtH69jSVYhBr2Opy8abLt9gH+c3pcth0pZmnWEWz5aw7xpE0iMkTJxd1idU0zOETXZsXhXIW/+sbvJ6DF/U15TT2WtiYzEqBa5v2MSx7LwDBE2QgadDhI7QdWuoy8zmyHb6tjoPrFlx+UPxt8Nh9bDpEfBIF8xW5yYZKuwcQTa9wz2aIRWQE29mVhqMGB1WkUnBXU8giAIgiAIguAJIRHA+/rrr9OtWzeioqIYO3Ysq1atcut6s2fPRqfTccEFFzQ4/7rrrkOn0zU4nXHGGQ22KSoqYsqUKSQkJJCUlMSNN95IRUWFvx6SILQJrhrbhZcuH4ZBr6PWaKZr+xhevGwov9wzkXOGdGj26P60hCjOGpzJhN4pLkUNjeN7pvDBDWOIjTCwbPcRrp21isveWsGSrEJiIgy8e+2oBqIGQJhBz2tXjqBTu2j2HqnirtnrMZnFoukOn69R5cbdrAXyL/yyg1V7igJ+v79tz2P8M79x0vO/s8Pq6BG8wNGlkS79GiFFYmfn5+dvVeXP4THQaXTLjskf9DwFHtwHQy4N9kjaJraejSPBHYfQaqiuM5GA1a1hiFBuMkEQBEEQBEFoJQRd2JgzZw733nsvjz32GOvWrWPo0KGcfvrp5Ofnu7xeTk4O999/PyeccILTy8844wwOHz5sO3322WcNLp8yZQpbtmzh119/5fvvv+fPP//klltu8dvjEoS2wvnDOjL3tnG8ftUIFtw7kYtGdDoqSsqfjOmezEc3jSU+MozVOcVsO1xGSlwkc24Zx0l9nXcItIuN4K1rRhIVruePnQW88MuOgI3vWKGy1sj8zYcBeO7SoVw0vCNmC9z12XqKKusCcp8ms4Xnf97BDe+voazGSE29mSd/2IpFskK9I60/6Kz/5h3dG0LwSWpC2NBiqLqOh7CIgN29xWKxZesLxxAibAgeUmM0kahz6Ndw4yATQRAEQRAEQQgVgi5svPjii9x8881cf/31DBgwgBkzZhATE8OsWbOavI7JZGLKlCk8/vjj9OjRw+k2kZGRZGRk2E7t2tmzhrdt28ZPP/3EO++8w9ixY5kwYQKvvvoqs2fP5tChQ35/jIJwrDO8SzvOHpJpK/sONCO6tOOTm8eSGh9Jn/Q4vr7jeAZ3cp0LPbBDIs9ePASANxbttk3atxQms4UZf+xm1JMLeP7nHR5P1mcXVPDk91vZsL8kMANsxA+bD1NVZ6JHSiyjurbj3xcMomdqLLllNdz7+QbMfna9HKmoZeqslbz2exYAF4/oRIRBz+Jdhfy+w7XQLTRBRAyc/jSM/5sIG6GGViDeGK04vEfgYqhyS2u44PWljP7PAlbnBN6BJbQgImy4xFOHeElJCdOmTSMzM5PIyEj69OnD/PnznW77zDPPoNPp+Nvf/haAkQeO2noTCbbi8KSgjkUQBEEQBEEQPCWowkZdXR1r165l8uTJtvP0ej2TJ09m+fLlTV7viSeeIC0tjRtvvLHJbRYtWkRaWhp9+/bl9ttv58gR+4+85cuXk5SUxKhRo2znTZ48Gb1ez8qVK53eXm1tLWVlZQ1OgiAEjyGdklj6wCn8/LcT6Zwc49Z1zh/WkZsmdAfg/i82eh1z5I0occmMZTzz43YKK2p57fcs/u+bv9wWB9btK+aiN5fxzpI9XPjGUv41bwsVtUZvhu42X1hjqC4e2QmdTkdsZBivTxlBZJieRTsKeHtxtt/ua+3eYs55dQlLs44QHW7g5SuG8cJlQ7nB+lo9+f026k1mv91fm+K42+DUx+Uo3FAjqTPogA5xMGCAen2MdZCzVF0eoOLw7bllXPjGUjYeKKW8xsjNH64hu0BiOI8ZNGGjsjC44whBPHWI19XVceqpp5KTk8PcuXPZsWMHM2fOpGPHjkdtu3r1at566y2GDBkS6Ifhd2rqzSRIcbggCIIgtF50OvV7QvtNIQhtjKAKG4WFhZhMJtLT0xucn56eTm5urtPrLFmyhHfffZeZM2c2ebtnnHEGH374IQsXLuTZZ5/ljz/+4Mwzz8RkUrELubm5pKU1jKwJCwsjOTm5yft9+umnSUxMtJ06d24iRkIQhBYjIkzvVjeHIw+e2Y/je7anqs7ETR+upqC81qPrL80qZOjjv3Duq0v4fPV+quuajnMxmy28u2QPZ768mPX7SoiPDOPq47qg08EnK/dx/xcbMTYzYf/b9jyumrmCkqp6MhKisFjg/WU5nPriHyzYmufR2N0lu6CC1TnF6HXKOaHRLyOBf52njvx/7ucdrN3r29HeFouF95bu4fK3lnO4tIYeqbF8O3085w9TE0fTTu5JSlwE2YWVfLR8r0/3JQghRWJnCNfBP3rCli0QEwMH10B9JcSkQJr/HTaLdxVwyZvqvdYzNZYhnRIpqarn+vdXc6TCs89BIUSJSVbLKnHiNMZTh/isWbMoKirim2++Yfz48XTr1o2JEycydOjQBttVVFQwZcoUZs6c2cAd3lqorjeRiEMUlSAIgiAIrYuYGPV7QvtNIQhtjKBHUXlCeXk511xzDTNnziQlJaXJ7a644grOO+88Bg8ezAUXXMD333/P6tWrWbRokdf3/dBDD1FaWmo77d+/3+vbEgQheIQZ9Lx21Qi6JMewv6iamz5c41KccOSvg6Xc+tFaymqMbD5Yyj++3MTYpxbwxHdb2d3oqOd9R6q4YuYK/v39VmqNZk7oncJP95zIkxcMthWuf7X+IHd+tp46o3Nx44s1+7n5w7XU1Js5qW8qv90/kY9uHEOX5BgOl9Zw04drmPbJOvLLao66rsViYeuhMt7+czfXvLuSic/97nbszNy1BwA4sU8qGYkNi0SvGN2Z84Z2wGS2cOen6yn2sm+jotbIXbM38Ph3WzGaLZw9JJN50yfQJz3etk18VDj3ndYXgJcW7PT6vgQh5NA6NsoOgtn6/tf6NXpMBH3zX8+q6ozsyivH5Ibz6/PV+7n+vdVU1BoZ2z2Zr24fz7vXjqZzcjR7j1Rx04drpHPjWCDW+t1Yoqga4I1DfN68eYwbN45p06aRnp7OoEGDeOqpp2wHSWlMmzaNs88+u8FtuyLUHOA19SYSdCJsCIIgCIIgCK2TsGDeeUpKCgaDgby8hkcd5+XlkZGRcdT2u3fvJicnh3PPPdd2ntk6IRAWFsaOHTvo2bPnUdfr0aMHKSkpZGVlMWnSJDIyMo6ynhuNRoqKipzeL6jOjsjISI8foyAIoUdybATvXz+ai95cxsb9Jdw1ez0zrh7psvR8f1EV11knBsf1aM9JfVP5eOVe9hdVM2vpHmYt3cP4Xu25emxXCivreHr+NqrqTMREGHj47P5cNaaLzV1y/rCORIcbmP7pen78K5fqj9Yw4+qRRIUbACVKvPnHbv77kyo5v3hEJ565eDDhBj0n9E7l57+dyMsLdzFzcTY/bD7Mn7sKeOjM/pzSL40lWYUs2VXAkqxCCisaCgH3f7GRn/92ou1+nGEyW/hq3UEALh15tDNNp9PxnwsHselACTlHqvj73I3MnDrKI+fMhv0l3PXZevYVVRGm1/HPs/pz/fhuTm/jslGd+WBZDttzy3lpwU4eP3+Q2/cjCCFLfAdV7G6qg4o8SMiEbGu/Rvfm+zUWbM3jn19vJr+8lrT4SM4d2oHzh3VgcMfEBu8ji8XCi7/u5NXfVHfNBcM68OwlQ4gMU58B7103hovfXMb6fSXcM2cDr181Ar2Lz0EhNPh2w0Giwg2cPrDRd1bp2HCKK4f49u3bnV4nOzub3377jSlTpjB//nyysrK44447qK+v57HHHgNg9uzZrFu3jtWrV7s9lqeffprHH3/c+wfjZ2rqzSRgjaKKTgrqWARBEARBEATBU4Lq2IiIiGDkyJEsXLjQdp7ZbGbhwoWMGzfuqO379evH5s2b2bBhg+103nnncfLJJ7Nhw4Ym46EOHDjAkSNHyMzMBGDcuHGUlJSwdu1a2za//fYbZrOZsWPH+vlRCoIQivRIjWPm1FFEhOn5dWse//5+a5PdGarYehWFFbX0y4jnrakjuXViT/64/2Tev340k/unodfB0qwj3P7JOh755i+q6kyM7Z7Mz387kSljux41aX/awAzevW4UUeGqs+LaWauoqDViNlt4/LutNlHjtok9ef7SIQ2K2aMjDDx4Zj/mTR/PkE6JlNcY+efXmznu6YXc/8VGvtlwiMKKOqLDDZzcN5X/O7s/GQlR7D1Sxau/7XL5vCzeVUBuWQ1JMeFMHpDmdJv4qHBeu2oEEQY9C7bl8+QP2yirqW/2OTeZLbz+exaXvLmMfUVVdEyKZs6tx3HDhO5NCiMGvY5Hzx0AwMcr95GV710vSmumus7EgeKqYA9D8CeGMIjMgDcqYNR4KMqFA9bJURf9GiVVddw7ZwM3fbiG/PJa9DrIL6/l3SV7OO+1pUx64Q9eWrCTPYWV1BpN3DNng03UuPOUXvzv8mE2UQOgV1ocb18zkgiDnh//yuXpH7cF8lGHJBW1RrYeKvO4OylYrNtXzN2zN3Dbx2tZltWoS0OEDb9hNptJS0vj7bffZuTIkVx++eU8/PDDzJgxA4D9+/dz991388knnxAVFdXMrdkJNQe4cmxIx4YgCIIgtFqqqmDgQHWqkt+MQtsjqI4NgHvvvZdrr72WUaNGMWbMGF566SUqKyu5/vrrAZg6dSodO3bk6aefJioqikGDGh6tm5SUBGA7v6Kigscff5yLL76YjIwMdu/ezT/+8Q969erF6aefDkD//v0544wzuPnmm5kxYwb19fVMnz6dK664gg4dOrTcgxcEIaiM7pbM/y4bxrRP1/H+shw6tYvmphN6NNimqs7IDe+vZk9hJR2TovnghjEkRIUDoNfrOKlvGif1TeNgSTWfrdzH7NX7qKg18sAZ/bh2XDeXRz+f0DuVD28Yyw3vr2blniKufmclndpF8/2mwwA8cs4AbrQWaDtjYIdEvr5jPB8sy+H5X3ZQXW9iSMdEJvRO4YTeqYzo0o6IMCWIdE6O4daP1vLWH9mcO7QD/TISnN7mF2tUDNUFwzo2mABtzKCOiTxyTn8e+XYL7y7Zw+dr9nPtuG5cP74b7eOOdrcdKqnmnjkbWLlHxWGdMyST/1w4mMTo8CbvQ+P4nimcOiCdX7fm8eQP23j/+jHNXscb/jpYyudr9tM7LY5rxnULyH14Sn5ZDRe+sYz88ho+vGEs43q2D/aQmqXeZOY/P2yja/sYrh/f9P7b5knsCAXboWAP7F0BFhO06w7tujrd/FerS6PAKmjcdEIPpp/Si5XZRXy74SALtuWRXVjJSwt28dKCXaTERVBYUUeYXsdTFw7mstHOD/4Y26M9z106hLtnb2Dm4j10To5haojs/4GmzmjmshnL2Xq4jBN6p/Cv8wbSMzXOreuuySnivz/toKiqjveuG03n5JbJNH7j990AWCxw7+cb+fHuE2gXG6EuFGHDKZ46xAEyMzMJDw/HYLD/H+zfvz+5ubm2aKv8/HxGjBhhu9xkMvHnn3/y2muvUVtb2+C6GqHmAK8xmugsUVSCIAiC0HqxWGDrVvu6ILQxgi5sXH755RQUFPDoo4+Sm5vLsGHD+Omnn2x28X379qF3I2taw2AwsGnTJj744ANKSkro0KEDp512Gv/+978b/JD45JNPmD59OpMmTUKv13PxxRfzyiuv+P3xCYIQ2pw9JJODJf14av52/jN/Gx2TojlzsHJ31ZvMTPtkHRsPlJIUE86HN44hPcH5kZkdk6K5//S+/G1yb+pMZmIi3Pt4HdM9mU9vHsvUWavYsL+EDftLCDfoeP7SobYSbVcY9DpumNCdq8Z2odZoblIoOH1gBqcNSOeXrXn886vNzL3t+KNEl5KqOn61FpJfOqqTs5tpwNXHdSUhOpzXfstiV34Fr/2exTtLsrlyTBduPqEHHZKiAfhx82Ee/GozpdX1xEQYeOL8QVw8oqNH8VX/PKs/i3bks2hHAb/vyOfkvs7dJBaLhZV7iqioMTK6WzKJMa6FE5PZwq9b83hv6R6b6AIwpFMSQzsnuT0+Z7dbWFHLwZJqDpfUcKikmphIAxeP6OQyCsyRylojN3ywmoMl1QA89NUmfrz7RKIj3Ls+wMw/s9l2uIzhXZIY2TWZvhnxLiPX/ME36w/y/rIcAPpmxHN8z6Y7sfzJXwdLmfHHbs4d2uHoiJ5QJMHhPbZ3sVr2ODqGqriyjse/28I3Gw6pTVJjee6SoYzsqoqKTx2QzqkD0qmoNfLLlly+2XCIpdYourjIMN6YMoIT+6S6HMr5wzpyoLia537ewb/mbaFDYjSTB6S7vM6xwBuLsth6WHUcLN5VyBkv/cmNE3pw5ym9iI10/hm+p7CSZ3/czk9bcm3n3frRWr68/XiP3pvesD23jAXb8tDpoENiNAdLqnnoq828efUI9XmqCRs1JWAyKmeQ0MAhfsEFFwB2h/j06dOdXmf8+PF8+umnmM1m2++QnTt3kpmZSUREBJMmTWLz5s0NrnP99dfTr18/HnjgAaeiRihSU2ciwVYenhTUsQiCIAiCIAiCp+gsrcV7H2KUlZWRmJhIaWkpCQnOj3wWBKF1YLFYeGzeFj5cvpfIMD2f3jyWEV3a8fe5m5i79gBR4Xo+uek420RiINiRW841766kqs7Em1eP4ITericiveFwaTWnvvgnFbVG/n3BIK45ruGR4R8sy+GxeVsYkJnA/LtPcPt2zWYLv2zN441FWWw6UApAuEHHhcM7okPHnDUqamNIp0ReuWI43VJivRr/f37YyszFe+iVFsePd5/QIJ6rqs7Il+sO8v7SPewuUJM0ep1ylhzfM4XxvdozqmuybeKxrKaez1fv54PlOewvUsJBmF5Hh6Ro9hVVcVyPZD67+Ti3xZc6o5lXFu5i1Z4iDpZUk1dWg9FJqfO4Hu15e+pI4qOaF1xu+XANC7fnkxwbQbhBR15ZLbee2IOHzurv1pi+WneAez/f2OC8+MgwhnVJYlTXZEZ3a8ewLklui3DuYDJbOPV/f5BtfQ26to/hJw/FGE+pM5p5/fcsXv89C6PZQphex0c3tgJ3y/f/B+f+R62/OBpKd8Cl78PAC22b/Lwll4e//ovCCuXSuPnEHtwzuU+z4lhBeS2LduQzqlsy3d18v1ksFh76ajOzV+8nOtzAUxcNYnL/9Gb31dbKtsNlnPvqEoxmCw+d2Y8V2Uf4fUcBABkJUTx8dn/OGZJp+wwoqqzjlYW7+HjFXoxmC3odXDKyEwu35XOkso7zh3XgpcuHufWZUWc0K5ddnYnHzh1AmMG9A3junr2ebzcc4uwhmdx2Yk8uenMp9SYLz1w0mCvGdFFixr9TAAvcvwvinAvAgSYUvyPPmTOHa6+9lrfeesvmEP/888/Zvn076enpDRzioKKmBg4cyLXXXsudd97Jrl27uOGGG7jrrrt4+OGHnd7HSSedxLBhw3jppZfcHlewn6sH5m7iwk23cJx+G1zyHgy6qMXHIAiCIAiCD1RWQpzVcVxRAbHe/dYWhFDCk+/IciiXIAhtHp1Ox2PnDuRQSTULtuVz0wdrOGNQBnPXHsCg1/H6VSMCKmqAOrL9z3+cTL3JHLCJxMzEaP5+el8em7eF//64ndMGpDdwoHxuFSDccWs4otfrOGNQBqcPTGdJViGv/57FiuwiPrfGWul0qivknsl9bNFY3jD9lN58ue4gWfkVfLpyH9ce3439RVV8uDyHOav3U1ZjBCAuMoy0hEiyCyrZdKCUTQfUkfwRBj0juibRuV0MP/6VS0Wt2j4pJpwpY7twzXHdMFksnPz8IlZkF7FoRwEn93NvYvCNRVm89ntWg/MMeh3p8ZFkJkWTkRjFHzsKWJ59hCtnruD968eQ4iSyC9QE8xPfbWHh9nwiw/TMnDqK4so6bvpwDTMXZ3P2kEyGdEpyOZ6s/HIe/vovAE4fmE5VnYn1+0oorzWyeFchi3cV2sY4sms7TumXxin90uidFueRk6YxP2/JJbugkoSoMGIiwth7pIqXFux0W4zxlG2Hy7jv8422o+47Jqmj2G//ZC1f3zHe7Un9BVvzeOHXndw4oTuXjPRs//eaRIf7KdgOEXrodiIAB0uq+de8LTYHVa+0OJ67ZAjDu7j3OZQaH8mlo5xHTzWFTqfj3xcM4lBpDX/uLOCeORsJN+g4rkd7JvdPZ1L/NDq1a5m4pUBjNJn5x9xNGM0WThuQzi0n9uCWE3uwcFs+j3+/hf1F1dz52Xo+XbmPh8/uz9KsQl77PYty62fMyX1Teeis/vRJj2dl9hGmvLOSbzccYlCHRG4+sYfL+66pN3H7x2ttIkqX5JhmrwOQU1jJdxuVa+eOk3oysEMi953Wl2d+3M7j321ldPdkFaMVnQTVxSqOKkjCRijiqUO8c+fO/Pzzz9xzzz0MGTKEjh07cvfdd/PAAw8E6yEEhBqjiUQkikoQBEEQBEFonYhjw0uCfYSVIAj+p6rOyBVvr7C5DgD7kbDHCCazhYvfXMaG/SWcNTiDN6aMBGDLoVLOfmUJEQY9K/85yZ7Z7iVr9xbx5qJsDhRX8ei5A/wWR/TRir088s1fJMWEM7Z7Mr9uzUMzRnRtH8O147px6ahOxEeFk1taw7LdhSzNOsKy3YUcLq1pcFu90+K4YUJ3LhjWsYGj4On523jrz2z6pscz/+4Tmo1u2pVXzlmvLKbeZOH+0/owrmd7MhOjSYuPbHAk9uYDpVz73iqKKuvokRLLhzeOcTpR/O6SPfz7e5WT+saUEZxljUa767P1zNt4iH4Z8cybPqFJkai6zsQFry9lR145x/dsz0c3jsWg12EyW9ieW8bavcWsySlm7d5iW8yVRsekaJvIMa5ne7djs0AJMue+toS/DpZx16TeDOmYyE0frkGvg3nTJzCoY/OTZkaTmTlr9hMZZmBMt2Q6J0c7FVqMJjMz/tjNywt3UW+ykBQTzr/PH8SpA9K5/O0VbNxfQo+UWL6+Y3yzcWTfrD/IfV9sxGQ9Cv/da0e7LWj5xKbvYOh5av2heOgylPqb/+DdJXt4ecEuqutNhOl13HxiD+6e1Nuj18IXKmuNvP57Fj9ZRSpH+mXEc+qAdE4fmOHW6xmqvLloN8/+tJ2EqDAW3DuRNAeBt6bexFt/ZPPGoixqjeYG1+ufmcDDZ/VnQu+Gn2ea202vgw9vGHvU5RoVtUZu/mANy7OPoNeB2QLR4QZ+vffEZkWjh77axGer9nNy31Tes/YMmc0Wrn53Jct2H2Fwx0S+vP14It4cDUey4LofoNsEb54en5HvyO4T7Ofq1o/W8EjW5XTSFcJNv0GnkS0+BkEQBEEQfEAcG8IxiCffkUXY8JJg/xARBCEwFJTXcuEbSzlQXM29p/bhrkm9gz0kv7PtcBnnvLoEk9nCO1NHMXlAOv+at4X3l+U0EDtCEaPJzFmvLGZnXoXtvAm9Urh+fDdO7pvWZFm7xWJhT2ElS3cfIbugglP6pTGhV4rTSfPSqnpOfO53Sqvree6SIS6PfDebLVwyYxnr9pUwqV8a71w7yqXjYXdBBVPfXcXBkmoyEqL46MYx9E6Pt13+85Zcbvt4LRYL/POsftxyYk/bZUcqapn84h8UV9Vz36l9uLOJffOBuZuYs2Y/KXGRzL97AmnxznthAPYXVfH7jnx+257Pst1HqHOYyI0M03PZqM48ft7AJp9XR/7YWcC1s1YRHW5g2YOn0C42gumfruP7TYcZkJnAt9PHN4gPa0y9yczf5mzgh02HbeelJ0Qypnt7xnRrx+juyfRJi2d3QQX3fbHRJkBO7p/OUxcNsj3O/PIaLnhtKYdKaxjfqz3vXz+myfv9aMVeHv32LywW6NQumgPF1cRGGJh7+/H0zwzw//acDdB9uFp/KJ7Dw2/l2gPn2PbtMd2S+fcFg+ibEd/0bQSY7IIKFm7L59dteazJKcIxXW1o5ySmHteVs4dk+l10qTOa2VdURU5hJTlHKtlTWMn+4mrGdGvH7Sf18qknZndBBWe+vJg6o9nl+3t/URX//n4rv2zNIyMhivtP78uFwzs6vW+LxWKLLkyKCee76ROOKhMvra7nuvdWsX5fCXGRYbx77She+GUnq3KKOKVfGu+6+OzILa3hhP/+Rr3JwtzbxjGqW3KDy05/6U9Kq+u5bWJPHjx0N+xfAZd9CAPO9/p58gX5juw+wX6uduWV0/2dfoTVV8Cd66B9z+avJAiCIAhC6CDChnAMIsJGCxDsHyKCIASO0up6sgsqGNY5yadYnlDm6R+38dYf2XRIjGL+3Sdw8vOLKK6q573rWuhodR9Yv6+Yh77azPAu7bh+fDf6pPt/4vftP3fz1PztZCZG8fv9JzU5cfvh8hwe/XYLsREGfr13oq0w3RWHS6u55t1VZOVXkBQTznvXjWZ4l3Zs2F/CFW8vp6bezJSxXXjygkFH7X/fbjjI3bM3EGHQM//uCfRKa/jYv15/gHvmbESng49vHMv4Xu47ZarrTCzbXchv2/P5fXs+h6wOl0fPGcANE7o3e/3L3lrOqj1F3DihO4+cMwCAQqsYU1JVzz/O6MsdJ/Vyet06o5m7PlvPT1tyCTfoGNghkS2HSqk3NfyKkhgdTnW9iTqjmYSoMP513kDV5dLoedp6qIxLZiyjqs7ElWO68NSFRz+XbyzK4r8/7QDguuO78dBZ/bhu1mqWZx+hQ2IU30wb3+BIfr9TUgjdrO+1aXFcY3mIxeYhJMdG8NCZ/bhkZKeQ+vwprqzj9x35/Lo1j4Xb8qkzKRGsXUw4l43uzNVjux41me8Ja/cW8dpvWWQVVHCwuBonFTUAnD+sA89fOtSlSNYUJrOFy95aztq9xZzYJ5UPrh/d7HO8p7CSzMSoZsWbmnoTl7+1nI0HSumXEc9Xdxxv6685UlHLNe+uYuvhMpJiwvnwhjEM6ZREVn45Z76s3F6O7qzG/Pv7rby7ZA9juifz+a3jjrr8p78Oc9vH69DpYE3PWbQ/sADO+R+MusHNZ8a/yHdk9wn6c2U2wRNWoezvuyHWP+5KQRAEQRBaiKoqGKB+e7F1K8QcG9GxQttGhI0WIOg/RARBEHygus7EaS/9wf6iagZkJrD1cBnpCZEsfeAUt4tsj2Vq6k1MeuEPDpZU88AZ/bj9pKOPYj1UUs1p/1Nl7E+cP5Cp47q5ffvFlXVc//5qNuwvISbCwL/OHch/f95OYUUdJ/VN5Z2po5y+DhaLhRs/WMNv2/MZ0SWJL2473nYEeVZ+Bee9toSqOhN3T+rNPaf28frxWywW3l+Ww+PfbSUiTM8Pd05o4CxpzJqcIi6ZsZxwg47F/ziFjES7IPDl2gPc98VGIsL0/HT3CfRIjWtw3TqjmWmfruPXrXlEGPS8efUIJvVPp7rOxPr9xazeU8zqnCLW7Sumqs4EwEl9U3nmoiEN7qcxC7bmcfNHa7BY4JFzBnCjVZyxWCw8+9MOZvyxG4A7T+nFvaf2QafTUVpVz4VvLiW7oJLBHROZc+txfi1XdyQrv5wObw8ixlhCrSWMobUzuWB0Lx44o5/PUXCBprCiljmr9/Ppyn22ODOdDk7pm8Y147oysU+qR6LM7zvyue2jtQ2in2IjDHRLiVWn9jFEhhl4ZeEujGYLpw5I57WrhhMZ5plT5L2le3j8u63ERhj45d6JdHRDiPSEw6XVnPvqEgor6jh7SCavXTmc/PJapryzkqz8ClLiIvn4pjH0y7B/b3zxlx288lsWafGRLLhvIgmNOpaKKusY/8xvVNeb+OCGMUzsk+r0vh/8chOzV+/nlZh3Oc+8EE75Pzjx7359fO4i35HdJ+jPVVUR/NcqXD9SCIbAdHwJgiAIgiAIgruIsNECBP2HiCAIgo/8ubOAqbNW2f6+/aSePHBGvyCOKLT4at0B7v18I/FRYfz595MbTDZbLBZu+mANC60Cw9zbjncrrsmRylojt3281lbkDTAgM4HPbxtHXGTTk+mOgsq/zh3AdeO7N+jVGNejPR/fNNanuB5Qj/G691bzx84CBnZI4Os7xjfZ63HD+6v5bXs+V47pzNMXDTnqdqbOWsXiXYWM6Z7M7JuPsz1XtUYTd3y8joXb84kI0/PWNSM5ua9zx1C9yczWQ2UYzRZGdHHPTTXzz2z+M38bOh28e+0oTuqTxqPz/uLjFfuAo+O+APYeqeSC15dSXFXP6QPTeXPKSI9f26bYX1TFd5sOMW/DIbbnljMv4mGG6PewMWwwxmvmMbJrcvM3EkKYzBYWbsvjoxV7G+zHJ/ZJ5cXLhpISF9nsbfyw6TB/m7OeepOFU/qlcdvEnnRLiSE1LvKo13jhtjxu/2QddUYzJ/RO4a1rRrotPO07UsXpL/1Jdb2JJy8YxNXHdfXswbrJqj1FXDVzBUazhZtP6M7PW/LYV1RFZmIUn9w09ihhr6bexFkvLya7sJKrj+vCkxcMbnC5JnwM6pjAd9MnNLnfV9UZOeeVJZQWHmJSv1SevXoiurDgCGTyHdl9gv5cFe2BV4ZBeCw8fKjl718QBEEQBEEQGuHJd2Q5LFcQBKGNcmKfVM4f1sH296UjOwVxNKHHBcM60j8zgfIaI6/9ntXgsh82H2bh9nzCDTqevXiIVxPfsZFhvHPtKM4eouJnMhKimHXdaJeiBkCHpGgePFMJUP/9eQf7i6p4/Lst7MgrJyUukpevHOazqAGg0+l47pIhJMWEs+VQGS8v3Ol0uy2HSvltez56Hdx64tHOFp1Ox1MXDiY63MCqPUV8tlqJCjX1Jm79aC0Lt+cTGabnnamjmhQ1AMINeoZ2TmJk13ZuuwFuOqE7V4zujMUCd366nls+WsvHK/ah08HTFw0+StQA6No+lrenjiLCoOfnLXk8+9N2t+6rKQrKa3l/6R4uemMpJ/z3d/770w6255YTptdRFd8NgEEnnN/qRA0Ag17HaQMz+OjGsfx230RuGN+dyDA9f+4s4KyXF7Nsd6HL63++Zj93fraOepOFc4d24K1rRjKmezJp8VFOX+NJ/dN5/7rRxEQYWLyrkGveXUVpdX2z47RYLDzw5Saq600c1yOZq8Z08foxN8eY7sk8dt5AAGYu3sO+oiq6to/h81vHHSVqAESFG3jywkEAfLJyH2v3FtsuK6+p5/1lOQBMO6mXy/0+JiKMl68YTpkhic+31/H5+lw/PirhmKVGdRURlRjccQiCIAiCIAiCF4iwIQiC0IZ55JwBDOyQwGWjOjmddGvL6PU6HrIKCB8t38v+oioASqrq+Ne8LQDccVIvlxFNzREZZuCVK4bz7rWjmDd9vMtoJUeuGtOFMd2TqaozMeWdlcxevR+dDl6+YpjLsnBPSUuI4ukL1RHkby7azdq9RUdt8+YiFel09pAOdEtxXlbXOTmG+0/vC8Az87eTU1jJzR+uYdGOAqLC9cy6bjQnNhGx4ws6nY4nzh/EuB7tqawzsWBbHmF6HS9fMZwrXUxuj+6WzHOXKufJW39m89mqfR7fd25pDY99+xfjn/2Nf323lXX7StDpYFyP9jx90WDW3Dee4z7NhtkJGIbf6PVjDBV6pMbx6LkDmDd9Ar3T4mwRTC/+uhOTk8KMWUv28I+5mzBb4IrRnXnp8mFu9WYc3yuFj28aS0JUGGv3FnPVzBUcqah1eZ3PVu1nefYRosL1XguRnnD12C5cbi0l75UWx+e3jnPZP3J8zxQuHtEJiwX++dVm6q39JZ+s3EdZjZGeqbGcPjCj2fsd3CmR+07rS2QTzipBOIqaErUUYUMQBEEQWifV1TB6tDpVVwd7NILQ4kgUlZcE3TouCIIgtAhXv7OSJVmFnD+sAy9fMZx/zN3I52sO0Cstjh/umuBxzr+/yC6o4IyXF1Nn7SXwtVfDFffO2cBX6w/SJTmGH+8+gVirq2RPYSWTXliE2QI/3n0C/TOb/n9oMlu4+M1lbNhfQlS4npp6MzERBmZdN5rjerQPyLg1SqrquOyt5ewvqub1KcM5pV+6W9d7acFOXlqwC4Nep6KsXDhKNHJLa3hzURafrdpvK9ge0imR84d15JwhmaRrheSVlRBnFRMrKiDWuSjUGqmuM/GveVuYs2Y/oFwMr1wxnIzEKCwWC6/9lsULvyoH0E0TuvPw2f09LkrfcqiUqe+u4khlHb3S4vjkprGkxUdypLKOXXkVZOWXsyu/gqz8CtbuLabWaOb/zu7PTSf08PvjdYbJbGFF9hGGdk5q1oUFqktj0guLKK6q5x9n9OWG8d2Z8OzvFFbU8vylQ7nETUed2Wxhf3EVXdsHb3+S78juE/Tnauu38PlU6DIObvip5e9fEARBEATfOIZ/UwhtF+nYaAGC/kNEEARBaBH+OljKOa8uAVQnw1Pzt6PTwdzbxgU9PuitP3bz9I/bOb5nez660fdejaYoq6nnzJcWc7CkukGPhlZYPKlfGu9eN7rZ29mRW845ry6m3mQhNsLAe9ePYUz3lnkO601mao1mtyaZNSwWC/d+vpGv1x8EoGNSNKO7tWNUt2RGd0umd1qc7ej/w6XVvLloN7MdBI0x3ZL526m9Gdej/dET923gR8i3Gw7yz682U1lnol1MOC9cNpQV2UW8/Wc2APdM7sNdk1xHLLlid0EFV7+zksOlNbSLCccClFQ5j6aa0CuFD24YE7D3iD/4cu0B7vtiI5FheqaO68rMxXvomBTNor+f5JabJVSQ78juE/Tnat2HMO9O6HMGXDWn5e9fEARBEATfaAO/KYS2hyffkd3/dS8IgiAIbZBBHRM5f1gHvt1wiKfmq76Fq8d2DbqoAXDLiT0Y1S2ZgR0SAjphmxAVzvOXDuWqd1bw2ar/Z+++w5sqvziAf9O9yyht2WXvvZeAIGXK3sgeylAUFHCh8lMEFVEUUFkOlsieisjeq8yyy27LprSlM/f3x8lNGpq2SZs2DXw/z5MnaXJz86ZN2/ve855zbqBF+QBUKuyDlcduAgBGNk/dq8KUcoHe+F+nylh2+AY+bFchR7+Hzo4OFp8c1mg0+LJrFSQkabH5dDhuPXqKWyFPsSZEmuz6uDmhVvG8yOfpivUnbhsCGiXyYWzLNAIaL5CO1QujWpE8GL30GE7fisLgRUf0j1kje6JUASnz1HfeQVzXlYrTaICieT1Qxt8LpQO8ULqAF0r7e6FqkTy5OqgBAF1qFsbKYzex7/J9/LI7DAAwomlJuwpqkJ1hjw0iIiIismMMbBAREWVgfKty2HwqAgnJWgT6uOG91uVsPSQAcuK9VvG8OfJaDUrlx9DGJfDL7jBMXHUSL5UpgMRkBfVK5LMoQNGzTjH0rJN9zZutzdXJET/2rYno+CSEXH+EI9ce4MjVhzh2/SGi4pKw/fxd/bZ1S+TD2y3LokGp7C2tZU+C/Dyx8o2GmLrpHBbtuyqN2ztXQS8rNfAums8DG99sjMNXHyDAxw0l/bzg7mKb8nBZpdFo8HnnKgieuQsJSVr4ebmgh65XB1G2ePpIrhnYICIiIiI7xMAGERFRBorm88CYl0vjh+2XMK1bVXi7Odt6SDYxrlU57LpwD+cjn2CVrjzTqOalbTyqnOHl6oTGZfzQuIwfACApWYvQ8Cc4fPUBrj+IRXClQAY00uDq5IhPXq2EDtUKwdFBg+pF81h1/95uzmb3TcntSvh54r3gcvjfxlC81bIs3JztM0hDdkKfsZHHpsMgIiIiIsoMBjaIiIjMMKZFGYx+OfP9AJ4Hbs6O+LZndXT8cQ8SkxVUKeyLJroT/S8aJ0cHVCniiypFuNLZXDmVXWTvhjYpie61isLX48UMoFIOYikqIiIiIrJjLNpLRERkphc5qKGqWMgHkztUQn5PF0xqU57fk6zw85ML0TMY1KAckRwv1wxsEBER2S/OKegFxowNIiIiski/+sXRr35xWw/Dvnl6AnfvZrwdEVF26fEboE0GFK2tR0JERESZwTkFveAY2CAiIiIiInoROTgCYC8XIiIiIrI/LEVFRERERERERERERER2g4ENIiIiopz29CnQrJlcnj619WiIiIiIiMjecE5BLziWoiIiIiLKaVotsHOn4TYREREREZElOKegFxwzNoiIiIiIiIiIiIiIyG4wsEFERERERERERERERHaDgQ0iIiIiIiIiIiIiIrIbDGwQEREREREREREREZHdYGCDiIiIiIiIiIiIiIjshpOtB0BERET0QvLwsPUIiIiIiIjInnFOQS8wBjaIiIiIcpqnJxATY+tREBERERGRveKcgl5wLEVFRERERERERERERER2g4ENIiIiIiIiIiIiIiKyGwxsEBEREeW0uDigXTu5xMXZejRERERERGRvOKegFxx7bBARERHltORkYNMmw20iIiIiIiJLcE5BLzhmbBARERERERERERERkd1gYIOIiIiIiIiIiIiIiOwGAxtERERERERERERERGQ3GNggIiIiIiIiIiIiIiK7wcAGERERERERERERERHZDSdbD8BeKYoCAIiKirLxSIiIiMjuxMQYbkdFAcnJthsLkRWpx8bqsTKljfMJIiIiyhLOKeg5ZMl8goGNTHry5AkAoGjRojYeCREREdm1QoVsPQIiq3vy5Al8fX1tPYxcjfMJIiIishrOKeg5Y858QqNwOVWmaLVa3L59G97e3tBoNNnyGlFRUShatChu3LgBHx+fbHkNerHwM0XWxs8UWRs/U2Rt/EzlLEVR8OTJExQqVAgODqx6mx7OJ8ge8TNF1sbPFFkbP1NkbfxM5SxL5hPM2MgkBwcHFClSJEdey8fHh784ZFX8TJG18TNF1sbPFFkbP1M5h5ka5uF8guwZP1NkbfxMkbXxM0XWxs9UzjF3PsFlVEREREREREREREREZDcY2CAiIiIiIiIiIiIiIrvBwEYu5urqismTJ8PV1dXWQ6HnBD9TZG38TJG18TNF1sbPFL3I+Pkna+NniqyNnymyNn6myNr4mcq92DyciIiIiIiIiIiIiIjsBjM2iIiIiIiIiIiIiIjIbjCwQUREREREREREREREdoOBDSIiIiIiIiIiIiIishsMbBARERERERERERERkd1gYIOIiIiIiIiIiIiIiOwGAxu51I8//oigoCC4ubmhXr16OHTokK2HRHZi6tSpqFOnDry9veHv749OnTrh/PnzRtvExcVh1KhRyJ8/P7y8vNC1a1dERkbaaMRkb7788ktoNBqMHTtWfx8/U2SpW7duoV+/fsifPz/c3d1RpUoVHDlyRP+4oij4+OOPUbBgQbi7u6Nly5a4ePGiDUdMuVlycjI++ugjlChRAu7u7ihVqhSmTJkCRVH02/AzRS8azicoszifoOzG+QRZA+cTZE2cT9gnBjZyoeXLl+Odd97B5MmTcezYMVSrVg3BwcG4c+eOrYdGdmDnzp0YNWoUDhw4gK1btyIxMRGtWrVCTEyMfpu3334b69evx4oVK7Bz507cvn0bXbp0seGoyV4cPnwYP/30E6pWrWp0Pz9TZImHDx+iUaNGcHZ2xubNm3H27Fl88803yJs3r36b6dOn4/vvv8fcuXNx8OBBeHp6Ijg4GHFxcTYcOeVW06ZNw5w5c/DDDz8gNDQU06ZNw/Tp0zFr1iz9NvxM0YuE8wnKCs4nKDtxPkHWwPkEWRvnE3ZKoVynbt26yqhRo/RfJycnK4UKFVKmTp1qw1GRvbpz544CQNm5c6eiKIry6NEjxdnZWVmxYoV+m9DQUAWAsn//flsNk+zAkydPlDJlyihbt25VmjZtqrz11luKovAzRZabMGGC0rhx4zQf12q1SmBgoPLVV1/p73v06JHi6uqqLF26NCeGSHamXbt2yuDBg43u69Kli9K3b19FUfiZohcP5xNkTZxPkLVwPkHWwvkEWRvnE/aJGRu5TEJCAo4ePYqWLVvq73NwcEDLli2xf/9+G46M7NXjx48BAPny5QMAHD16FImJiUafsfLly6NYsWL8jFG6Ro0ahXbt2hl9dgB+pshy69atQ+3atdG9e3f4+/ujRo0a+OWXX/SPh4WFISIiwugz5evri3r16vEzRSY1bNgQ27Ztw4ULFwAAJ06cwJ49e9CmTRsA/EzRi4XzCbI2zifIWjifIGvhfIKsjfMJ++Rk6wGQsXv37iE5ORkBAQFG9wcEBODcuXM2GhXZK61Wi7Fjx6JRo0aoXLkyACAiIgIuLi7IkyeP0bYBAQGIiIiwwSjJHixbtgzHjh3D4cOHUz3GzxRZ6sqVK5gzZw7eeecdvP/++zh8+DDefPNNuLi4YMCAAfrPjan/hfxMkSkTJ05EVFQUypcvD0dHRyQnJ+Pzzz9H3759AYCfKXqhcD5B1sT5BFkL5xNkTZxPkLVxPmGfGNggeo6NGjUKp0+fxp49e2w9FLJjN27cwFtvvYWtW7fCzc3N1sOh54BWq0Xt2rXxxRdfAABq1KiB06dPY+7cuRgwYICNR0f26M8//8TixYuxZMkSVKpUCSEhIRg7diwKFSrEzxQRURZwPkHWwPkEWRvnE2RtnE/YJ5aiymX8/Pzg6OiIyMhIo/sjIyMRGBhoo1GRPRo9ejQ2bNiA7du3o0iRIvr7AwMDkZCQgEePHhltz88YpeXo0aO4c+cOatasCScnJzg5OWHnzp34/vvv4eTkhICAAH6myCIFCxZExYoVje6rUKECrl+/DgD6zw3/F5K53n33XUycOBG9evVClSpV8Nprr+Htt9/G1KlTAfAzRS8WzifIWjifIGvhfIKsjfMJsjbOJ+wTAxu5jIuLC2rVqoVt27bp79Nqtdi2bRsaNGhgw5GRvVAUBaNHj8bq1avx33//oUSJEkaP16pVC87OzkafsfPnz+P69ev8jJFJLVq0wKlTpxASEqK/1K5dG3379tXf5meKLNGoUSOcP3/e6L4LFy6gePHiAIASJUogMDDQ6DMVFRWFgwcP8jNFJsXGxsLBwfiw1tHREVqtFgA/U/Ri4XyCsorzCbI2zifI2jifIGvjfMJO2bp7OaW2bNkyxdXVVVm0aJFy9uxZZfjw4UqePHmUiIgIWw+N7MAbb7yh+Pr6Kjt27FDCw8P1l9jYWP02r7/+ulKsWDHlv//+U44cOaI0aNBAadCggQ1HTfamadOmyltvvaX/mp8pssShQ4cUJycn5fPPP1cuXryoLF68WPHw8FD++OMP/TZffvmlkidPHmXt2rXKyZMnlY4dOyolSpRQnj59asORU241YMAApXDhwsqGDRuUsLAwZdWqVYqfn5/y3nvv6bfhZ4peJJxPUFZwPkE5gfMJygrOJ8jaOJ+wTwxs5FKzZs1SihUrpri4uCh169ZVDhw4YOshkZ0AYPKycOFC/TZPnz5VRo4cqeTNm1fx8PBQOnfurISHh9tu0GR3np2I8DNFllq/fr1SuXJlxdXVVSlfvrzy888/Gz2u1WqVjz76SAkICFBcXV2VFi1aKOfPn7fRaCm3i4qKUt566y2lWLFiipubm1KyZEnlgw8+UOLj4/Xb8DNFLxrOJyizOJ+gnMD5BGUV5xNkTZxP2CeNoiiKbXJFiIiIiIiIiIiIiIiILMMeG0REREREREREREREZDcY2CAiIiIiIiIiIiIiIrvBwAYREREREREREREREdkNBjaIiIiIiIiIiIiIiMhuMLBBRERERERERERERER2g4ENIiIiIiIiIiIiIiKyGwxsEBERERERERERERGR3WBgg4iIiIiIiIiIiIiI7AYDG0RE9ELSaDRYs2aNrYdBRERERER2inMKIiLbYWCDiIhy3MCBA6HRaFJdWrdubeuhERERERGRHeCcgojoxeZk6wEQEdGLqXXr1li4cKHRfa6urjYaDRERERER2RvOKYiIXlzM2CAiIptwdXVFYGCg0SVv3rwAJKV7zpw5aNOmDdzd3VGyZEn89ddfRs8/deoUXn75Zbi7uyN//vwYPnw4oqOjjbZZsGABKlWqBFdXVxQsWBCjR482evzevXvo3LkzPDw8UKZMGaxbty573zQREREREVkN5xRERC8uBjaIiChX+uijj9C1a1ecOHECffv2Ra9evRAaGgoAiImJQXBwMPLmzYvDhw9jxYoV+Pfff40mGXPmzMGoUaMwfPhwnDp1CuvWrUPp0qWNXuPTTz9Fjx49cPLkSbRt2xZ9+/bFgwcPcvR9EhERERFR9uCcgojo+aVRFEWx9SCIiOjFMnDgQPzxxx9wc3Mzuv/999/H+++/D41Gg9dffx1z5szRP1a/fn3UrFkTs2fPxi+//IIJEybgxo0b8PT0BABs2rQJHTp0wO3btxEQEIDChQtj0KBB+N///mdyDBqNBh9++CGmTJkCQCY2Xl5e2Lx5M+vyEhERERHlcpxTEBG92Nhjg4iIbKJ58+ZGkwwAyJcvn/52gwYNjB5r0KABQkJCAAChoaGoVq2afgICAI0aNYJWq8X58+eh0Whw+/ZttGjRIt0xVK1aVX/b09MTPj4+uHPnTmbfEhERERER5SDOKYiIXlwMbBARkU14enqmSuO2Fnd3d7O2c3Z2Nvpao9FAq9Vmx5CIiIiIiMjKOKcgInpxsccGERHlSgcOHEj1dYUKFQAAFSpUwIkTJxATE6N/fO/evXBwcEC5cuXg7e2NoKAgbNu2LUfHTEREREREuQfnFEREzy9mbBARkU3Ex8cjIiLC6D4nJyf4+fkBAFasWIHatWujcePGWLx4MQ4dOoT58+cDAPr27YvJkydjwIAB+OSTT3D37l2MGTMGr732GgICAgAAn3zyCV5//XX4+/ujTZs2ePLkCfbu3YsxY8bk7BslIiIiIqJswTkFEdGLi4ENIiKyiS1btqBgwYJG95UrVw7nzp0DAHz66adYtmwZRo4ciYIFC2Lp0qWoWLEiAMDDwwN///033nrrLdSpUwceHh7o2rUrZsyYod/XgAEDEBcXh2+//Rbjx4+Hn58funXrlnNvkIiIiIiIshXnFERELy6NoiiKrQdBRESUkkajwerVq9GpUydbD4WIiIiIiOwQ5xRERM839tggIiIiIiIiIiIiIiK7wcAGERERERERERERERHZDZaiIiIiIiIiIiIiIiIiu8GMDSIiIiIiIiIiIiIishsMbBARERERERERERERkd1gYIOIiIiIiIiIiIiIiOwGAxtERERERERERERERGQ3GNggIiIiIiIiIiIiIiK7wcAGERERERERERERERHZDQY2iIiIiIiIiIiIiIjIbjCwQUREREREREREREREdoOBDSIiIiIiIiIiIiIishsMbBARERERERERERERkd1gYIOIiIiIiIiIiIiIiOwGAxtERERERERERERERGQ3GNggIiIiIiIiIiIiIiK7wcAGERERERERERERERHZDQY2iIheEJcvX8aIESNQsmRJuLm5wcfHB40aNcJ3332Hp0+fmr2fgQMHQqPRZHgZOHBgpvfp6uqKsmXL4uOPP0ZcXJzJ58TExGDKlCmoWrUqPDw84OvriyZNmuC3336DoigmnxMXF4dvv/0W9erVg6+vL9zc3FC2bFmMHj0aFy5cMHu8mzZtgkajQaFChaDVak1uo9FoMHr0aJOP/fXXX9BoNNixY0eqx3bs2IEuXbogMDAQLi4u8Pf3R4cOHbBq1Sqzx0dERERElF3saV6R8rJlyxb9dnPmzEH37t1RrFgxi18DAK5evYpBgwahVKlScHNzQ2BgIF566SVMnjzZov0QEVHmOdl6AERElP02btyI7t27w9XVFf3790flypWRkJCAPXv24N1338WZM2fw888/m7WvESNGoGXLlvqvw8LC8PHHH2P48OFo0qSJ/v5SpUpZNEZXV1fMmzcPAPD48WOsXbsWU6ZMweXLl7F48WKjbSMjI9GiRQuEhoaiV69eGD16NOLi4rBy5UoMGDAAmzZtwuLFi+Ho6Kh/zr1799C6dWscPXoU7du3R58+feDl5YXz589j2bJl+Pnnn5GQkGDWWBcvXoygoCBcvXoV//33n9H3IysmT56Mzz77DGXKlMGIESNQvHhx3L9/H5s2bULXrl2xePFi9OnTxyqvRURERERkKXubV6RUrVo1/e1p06bhyZMnqFu3LsLDwy3a/6VLl1CnTh24u7tj8ODBCAoKQnh4OI4dO4Zp06bh008/tWh/RESUSQoRET3Xrly5onh5eSnly5dXbt++nerxixcvKjNnzsz0/g8fPqwAUBYuXJjpfQwYMEDx9PQ0uk+r1Sr169dXNBqNEhERYfRYcHCw4uDgoKxduzbVvsaPH68AUL788kuj+9u1a6c4ODgof/31V6rnxMXFKePGjTNrrNHR0Yqnp6fy/fffKzVq1FAGDhxocjsAyqhRo0w+tmLFCgWAsn379lT3devWTUlISEj1nC1btijr1683a4xERERERNZmr/MKU65evapotVpFURTF09NTGTBggNmvMXLkSMXJyUm5evVqqsciIyPN3o81REdH5+jrERHlJixFRUT0nJs+fTqio6Mxf/58FCxYMNXjpUuXxltvvQUAqFy5Mpo3b55qG61Wi8KFC6Nbt25mv25sbCzOnTuHe/fuZWrcGo0GjRs3hqIouHLliv7+AwcO4O+//8bAgQPx6quvpnre1KlTUaZMGUybNk2fCn/w4EFs3LgRQ4YMQdeuXVM9x9XVFV9//bVZ41q9ejWePn2K7t27o1evXli1alWa5bIs8dFHHyFfvnxYsGABnJ2dUz0eHByM9u3bZ/l1iIiIiIgyw17nFaYUL14cGo0mU8+9fPkyihQpguLFi6d6zN/fP9V9mzdvRtOmTeHt7Q0fHx/UqVMHS5YsMdpmxYoVqFWrFtzd3eHn54d+/frh1q1bRtsMHDgQXl5euHz5Mtq2bQtvb2/07dsXgHxfZ86ciUqVKsHNzQ0BAQEYMWIEHj58mKn3SERkDxjYICJ6zq1fvx4lS5ZEw4YNM9y2Z8+e2LVrFyIiIozu37NnD27fvo1evXqZ/bqHDh1ChQoV8MMPP1g8ZtXVq1cBAHnz5tXft379egBA//79TT7HyckJffr0wcOHD7F3714AwLp16wAAr732WqbHolq8eDGaN2+OwMBA9OrVC0+ePNGPKbMuXryIc+fOoVOnTvD29s7yGImIiIiIrM2e5hX37t0zujx+/Njs52akePHiuHHjBv77778Mt120aBHatWuHBw8eYNKkSfjyyy9RvXp1o34fixYtQo8ePeDo6IipU6di2LBhWLVqFRo3boxHjx4Z7S8pKQnBwcHw9/fH119/rV+0NWLECLz77rv6XieDBg3C4sWLERwcjMTERKu9dyKi3IQ9NoiInmNRUVG4desWOnbsaNb2PXv2xMcff4y//vrLqPH18uXL4eXlhXbt2mXXUAFAvwrr8ePHWLNmDVauXInKlSujXLly+m3Onj0LwLhG7rPUx0JDQ9GyZUuEhoYCAKpUqZKl8d25cwf//vsv5syZAwAoVqwYGjRogMWLF6N79+6Z3q+1xkdERERElB3saV4RExODAgUKGN3XtGlT7Nixwyr7f/PNN/H777+jRYsWqF69Opo2bYrmzZvjlVdegYeHh367x48f480330TdunWxY8cOuLm56R9TFAUAkJiYiAkTJqBy5crYtWuXfpvGjRujffv2+Pbbb416dsTHx6N79+6YOnWq/r49e/Zg3rx5qfrxNW/eHK1bt8aKFSvYp4+InksMbBARPceioqIAwOwsgLJly6J69epYvny5fgKSnJyMv/76Cx06dIC7u7vZr92sWTP9Abs5TE1AGjdujF9//dUoTfzJkycA0n9P6mPq+7f0+5CWZcuWwcHBwaicVe/evTFu3Dg8fPjQKLPEEtYaHxERERFRdrCneYWbm1uqjOrMHqebUqlSJYSEhGDKlCnYsGEDQkJC8N1338HLywszZszAsGHDAABbt27FkydPMHHiRKOgBgD9/ObIkSO4c+cOPvnkE6Nt2rVrh/Lly2Pjxo2pmpG/8cYbRl+vWLECvr6+eOWVV4zKddWqVQteXl7Yvn07AxtE9FxiYIOI6Dnm4+MDwBAMMEfPnj3x/vvv49atWyhcuDB27NiBO3fuoGfPntk1TADGE5CbN29i+vTpuHPnTqpJjzqZevLkCfLkyWNyX88GP1J+H9J6jjn++OMP1K1bF/fv38f9+/cBADVq1EBCQgJWrFiB4cOHW7Q/dUKTmZ8TEREREVFOsad5haOjI1q2bJmtr1G2bFn8/vvvSE5OxtmzZ7FhwwZMnz4dw4cPR4kSJdCyZUtcvnwZgPQbScu1a9cAwChDXVW+fHns2bPH6D4nJycUKVLE6L6LFy/i8ePHJvt7AJJ1TkT0PGKPDSKi55iPjw8KFSqE06dPm/2cnj17QlEUrFixAgDw559/wtfXF61bt86uYQIwTEBatmyJgQMHYtu2bYiIiMCIESOMtqtQoQIA4OTJk2nuS32sYsWKAGRSAACnTp3K9PguXryIw4cPY8+ePShTpoz+0rhxYwDSeyMlV1dXffPyZ8XGxgKAflWWNcZHRERERJRd7GlekZMcHR1RpUoVTJo0CatXrwaQel5gTa6urnBwMD6Vp9Vq4e/vj61bt5q8fPbZZ9k2HiIiW2Jgg4joOde+fXtcvnwZ+/fvN2v7EiVKoG7duli+fDmSkpKwatUqdOrUCa6urtk8UmMFCxbE22+/jfXr1+PAgQP6+9u3bw8A+O2330w+Lzk5GUuWLEHevHnRqFEjAECHDh0ASMZFZi1evBjOzs5YtmwZVqxYYXR56623sHv3bly/fl2/ffHixXH+/HmT+1LvL168OABZ8VWuXDmsXbsW0dHRmR4jEREREVF2sdd5RU6pXbs2ACA8PBwAUKpUKQBINxikzgdMzRvOnz+vfzw9pUqVwv3799GoUSP9QrGUl/R6ExIR2TMGNoiInnPvvfcePD09MXToUERGRqZ6/PLly/juu++M7uvZsycOHDiABQsW4N69e5lKF4+NjcW5c+eM6rxaasyYMfDw8MCXX36pv69hw4Zo2bIlFi5ciA0bNqR6zgcffIALFy7gvffe05exatCgAVq3bo158+ZhzZo1qZ6TkJCA8ePHpzuWxYsXo0mTJujZsye6detmdHn33XcBAEuXLtVv37ZtWxw4cABHjx412s+jR4+wePFiVK9eHYGBgfr7P/30U9y/fx9Dhw5FUlJSqtf/559/TL5fIiIiIqKcYM/zCmvavXs3EhMTU92/adMmAIayUq1atYK3tzemTp2KuLg4o23VniG1a9eGv78/5s6di/j4eP3jmzdvRmhoqFlN1nv06IHk5GRMmTIl1WNJSUl49OiR2e+NiMieaBRLOjAREZFdWrduHXr27Al3d3f0798flStXRkJCAvbt24cVK1Zg4MCB+Omnn/Tb37x5E8WKFYOXlxecnZ0REREBZ2dnk/s+cuQI6tSpg4ULF2LgwIH6+3fs2IHmzZtj8uTJ+OSTT9Id38CBA/HXX3+ZzFYYPXo0Zs+ejTNnzujLUIWHh6NFixY4f/48+vTpgyZNmiA+Ph6rVq3Cjh070LNnTyxevBiOjo76/dy9exetWrXCiRMn0KFDB7Ro0QKenp64ePEili1bhvDwcKPJREoHDx5E/fr1MXPmTLz11lsmt6lduzYSEhL0ZbAiIyNRq1YtPHz4ECNGjED58uVx+/ZtLFq0COHh4diyZQuaN29utI8PP/wQn3/+OcqWLYvevXujePHiuH//PrZs2YJt27ZhyZIl6N27d7rfSyIiIiKi7GLP84qU1q9fjxMnTgAApkyZgkqVKqFLly4AgFdffRVVq1ZN87nt27fH0aNH0aVLF/12x44dw2+//QYPDw8cOXIEJUqUAADMnz8fQ4cOReXKldGnTx/kzZsXJ06cQGxsLH799VcAwKJFizBo0CDUq1cPvXv3RmRkJL777jv4+/vj+PHj+h6B6b23119/HT/99BPatGmDVq1awdnZGRcvXsSKFSvw3XffoVu3bul+P4iI7JJCREQvhAsXLijDhg1TgoKCFBcXF8Xb21tp1KiRMmvWLCUuLi7V9o0aNVIAKEOHDk13v4cPH1YAKAsXLjS6f/v27QoAZfLkyRmObcCAAYqnp6fJxy5fvqw4OjoqAwYMMLr/yZMnyieffKJUqlRJcXd317+fRYsWKVqt1uS+YmNjla+//lqpU6eO4uXlpbi4uChlypRRxowZo1y6dCnN8Y0ZM0YBoFy+fDnNbT755BMFgHLixAn9fTdv3lSGDh2qFC5cWHFyclLy5cuntG/fXjlw4ECa+9m2bZvSsWNHxd/fX3FyclIKFCigdOjQQVm7dm2azyEiIiIiyin2Oq94djsAJi/Pvv6z9u7dq4waNUqpXLmy4uvrqzg7OyvFihVTBg4caHK+sG7dOqVhw4aKu7u74uPjo9StW1dZunSp0TbLly9XatSoobi6uir58uVT+vbtq9y8edOi9/bzzz8rtWrV0s+NqlSporz33nvK7du3M/x+EBHZI2ZsEBERERERERERERGR3WCPDSIiIiIiIiIiIiIishsMbBARERERERERERERkd1gYIOIiIiIiIiIiIiIiOwGAxtERERERERERERERGQ3GNggIiIiIiIiIiIiIiK7wcAGERERERERERERERHZDSdbD8BeabVa3L59G97e3tBoNLYeDhERERGRzSmKgidPnqBQoUJwcOAaqvRwPkFEREREZMyS+QQDG5l0+/ZtFC1a1NbDICIiIiLKdW7cuIEiRYrYehi5GucTRERERESmmTOfYGAjk7y9vQHIN9nHx8fGoyEiIiK7EhMDFCokt2/fBjw9bTseIiuJiopC0aJF9cfKlDbOJ4iIiChLOKeg55Al8wkGNjJJTRf38fHhRISIiIgs4+houO3jw0kIPXdYWiljnE8QERFRlnBOQc8xc+YTLHxLRERERERERERERER2gxkbRERERDnNwwO4c8dwm4iIiIiIyBKcU9ALjoENIiIiopym0QAFCth6FEREREREZK84p6AXHAMb2Sw5ORmJiYm2HgblEBcXFzg4sMIbEREREVkH5xOUFc7OznBMWYOdiIiI6DnBwEY2URQFERERePToka2HQjnIwcEBJUqUgIuLi62HQkREuVl8PPDOO3J7xgzA1dW24yGiXIfzCbKWPHnyIDAw0KwmnEREZEc4p6AXnEZRFMXWg7BHUVFR8PX1xePHj+Hj45Pq8fDwcDx69Aj+/v7w8PDgQeQLQKvV4vbt23B2dkaxYsX4MyciorTFxABeXnI7Ohrw9LTteIisJKNjZFv58ccf8dVXXyEiIgLVqlXDrFmzULdu3TS3nzlzJubMmYPr16/Dz88P3bp1w9SpU+Hm5pbpfT6L8wnKboqiIDY2Fnfu3EGePHlQsGBBWw+JiIisiXMKeg5ZMp9gxkY2SE5O1k9C8ufPb+vhUA4qUKAAbt++jaSkJDg7O9t6OEREREQvvOXLl+Odd97B3LlzUa9ePcycORPBwcE4f/48/P39U22/ZMkSTJw4EQsWLEDDhg1x4cIFDBw4EBqNBjNmzMjUPi3F+QRZi7u7OwDgzp078Pf3Z1kqIiIiem6wGUA2UGvgenh42HgklNPUElTJyck2HgkRERERAcCMGTMwbNgwDBo0CBUrVsTcuXPh4eGBBQsWmNx+3759aNSoEfr06YOgoCC0atUKvXv3xqFDhzK9TwCIj49HVFSU0SUtnE+QNamfI/ZqISIioucJAxvZiOniLx7+zImIiIhyj4SEBBw9ehQtW7bU3+fg4ICWLVti//79Jp/TsGFDHD16VB/IuHLlCjZt2oS2bdtmep8AMHXqVPj6+uovRYsWzXD8PLYka+DniIiIiJ5HDGwQEREREdFz6d69e0hOTkZAQIDR/QEBAYiIiDD5nD59+uCzzz5D48aN4ezsjFKlSqFZs2Z4//33M71PAJg0aRIeP36sv9y4cSOL746IiIiI6MXFwAZlq6CgIMycOdPWwyAiIiIiMsuOHTvwxRdfYPbs2Th27BhWrVqFjRs3YsqUKVnar6urK3x8fIwulDHOJ4iIiIjIFAY2CICkJ6d3+eSTTzK138OHD2P48OFWGePSpUvh6OiIUaNGpXps0aJFyJMnj8nnaTQarFmzxui+lStXolmzZvD19YWXlxeqVq2Kzz77DA8ePLDKWImIiIjI9vz8/ODo6IjIyEij+yMjIxEYGGjyOR999BFee+01DB06FFWqVEHnzp3xxRdfYOrUqdBqtZna54sgN88nmjVrZnJMSUlJAIBVq1ahVatWyJ8/PzQaDUJCQjLcZ2xsLCZNmoRSpUrBzc0NBQoUQNOmTbF27dosjZWIiIiIzMPABgEAwsPD9ZeZM2fCx8fH6L7x48frt1UURT8JyEiBAgWs1vRw/vz5eO+997B06VLExcVlej8ffPABevbsiTp16mDz5s04ffo0vvnmG5w4cQK///67VcZKRESULnd3ICxMLu7uth4N0XPLxcUFtWrVwrZt2/T3abVabNu2DQ0aNDD5nNjYWDg4GE+THB0dAchxcGb2+SLI7fOJYcOGGY0nPDwcTk5OAICYmBg0btwY06ZNM3t/r7/+OlatWoVZs2bh3Llz2LJlC7p164b79+9neaxpSUhIyLZ9ExGRHeKcgl5wDGzkAEVREJuQZJOLoihmjTEwMFB/8fX1hUaj0X997tw5eHt7Y/PmzahVqxZcXV2xZ88eXL58GR07dkRAQAC8vLxQp04d/Pvvv0b7fTZ1XKPRYN68eejcuTM8PDxQpkwZrFu3LsPxhYWFYd++fZg4cSLKli2LVatWWfQzUB06dAhffPEFvvnmG3z11Vdo2LAhgoKC8Morr2DlypUYMGBApvZLRERkEQcHIChILg48HCPKTu+88w5++eUX/PrrrwgNDcUbb7yBmJgYDBo0CADQv39/TJo0Sb99hw4dMGfOHCxbtgxhYWHYunUrPvroI3To0EEf4Mhon9bG+cRM/deZnU94eHgYjTFlds1rr72Gjz/+2KghfEbWrVuH999/H23btkVQUBBq1aqFMWPGYPDgwfpt4uPjMWHCBBQtWhSurq4oXbo05s+fr398586dqFu3LlxdXVGwYEFMnDjRKODTrFkzjB49GmPHjoWfnx+Cg4MBAKdPn0abNm3g5eWFgIAAvPbaa7h3757ZYycioucE5xT0gnOy9QBeBE8Tk1Hx479t8tpnPwuGh4t1fswTJ07E119/jZIlSyJv3ry4ceMG2rZti88//xyurq747bff0KFDB5w/fx7FihVLcz+ffvoppk+fjq+++gqzZs1C3759ce3aNeTLly/N5yxcuBDt2rWDr68v+vXrh/nz56NPnz4Wv4fFixfDy8sLI0eONPl4WuWsiIiIiMg+9ezZE3fv3sXHH3+MiIgIVK9eHVu2bNE3/75+/bpRhsaHH34IjUaDDz/8ELdu3UKBAgXQoUMHfP7552bv09o4nzCWmfmEtQUGBmLTpk3o0qULvL29TW7Tv39/7N+/H99//z2qVauGsLAwfQDi1q1baNu2LQYOHIjffvsN586dw7Bhw+Dm5mZUtuvXX3/FG2+8gb179wIAHj16hJdffhlDhw7Ft99+i6dPn2LChAno0aMH/vvvv2x/30RERES5BQMbZLbPPvsMr7zyiv7rfPnyoVq1avqvp0yZgtWrV2PdunUYPXp0mvsZOHAgevfuDQD44osv8P333+PQoUNo3bq1ye21Wi0WLVqEWbNmAQB69eqFcePGISwsDCVKlLDoPVy8eBElS5aEs7OzRc8jIiKyqoQE4IMP5PbnnwMuLrYdD9FzbvTo0Wken+7YscPoaycnJ0yePBmTJ0/O9D7JNFvNJwBg9uzZmDdvnv7rESNG4Jtvvsn0e/n555/Rt29f5M+fH9WqVUPjxo3RrVs3NGrUCABw4cIF/Pnnn9i6das+E6RkyZJG4ylatCh++OEHaDQalC9fHrdv38aECRPw8ccf64NtZcqUwfTp0/XP+9///ocaNWrgiy++0N+3YMECFC1aFBcuXEDZsmUz/Z6IiMjOcE5BLzgGNnKAu7Mjzn4WbLPXtpbatWsbfR0dHY1PPvkEGzduRHh4OJKSkvD06VNcv3493f1UrVpVf9vT0xM+Pj64c+dOmttv3boVMTExaNu2LQBpAvnKK69gwYIFmDJlikXvwdxUeiIiomyVmAh8/bXc/uQTTkKIKF2cTxizdD4BAH379sUH6skfZD1T+6WXXsKVK1dw4MAB7Nu3D9u2bcN3332HTz/9FB999BFCQkLg6OiIpk2bmnx+aGgoGjRoAI1Go7+vUaNGiI6Oxs2bN/UZK7Vq1TJ63okTJ7B9+3Z4eXml2ufly5cZ2CAiepFwTkEvOAY2coBGo7Fa+rYteXp6Gn09fvx4bN26FV9//TVKly4Nd3d3dOvWLcOmds9mS2g0Gmi12jS3nz9/Ph48eAD3FI2QtFotTp48iU8//RQODg7w8fFBTEwMtFqtUSmBR48eAQB8fX0BAGXLlsWePXuQmJjIrA0iIiIisgucTxizdD4ByHygdOnSmRt4OuNo0qQJmjRpggkTJuB///sfPvvsM0yYMMFo7pIVz37PoqOj0aFDB5ONzgsWLGiV1yQiIiKyB+wsQ5m2d+9eDBw4EJ07d0aVKlUQGBiIq1evWvU17t+/j7Vr12LZsmUICQnRX44fP46HDx/in3/+AQCUK1cOSUlJCAkJMXr+sWPHAEC/cqlPnz6Ijo7G7NmzTb6eGgghIiIiIqLslRPziZxUsWJFJCUlIS4uDlWqVIFWq8XOnTtNbluhQgXs37/fKKN879698Pb2RpEiRdJ8jZo1a+LMmTMICgpC6dKljS7PBkGIiIiInmcMbFCmlSlTBqtWrUJISAhOnDiBPn36ZLhSylK///478ufPjx49eqBy5cr6S7Vq1dC2bVvMnz8fAFCpUiW0atUKgwcPxrZt2xAWFoYtW7Zg5MiR6NmzJwoXLgwAqFevHt577z2MGzcO7733Hvbv349r165h27Zt6N69O3799Verjp+IiCwQcx/4pQWwc3rG2xJRavcuARf+Aax8PEaUXXJiPmGOBw8eICQkBGfPngUAnD9/HiEhIYiIiEjzOc2aNcNPP/2Eo0eP4urVq9i0aRPef/99NG/eHD4+PggKCsKAAQMwePBgrFmzBmFhYdixYwf+/PNPAMDIkSNx48YNjBkzBufOncPatWsxefJkvPPOO0YZ6M8aNWoUHjx4gN69e+Pw4cO4fPky/v77bwwaNAjJycnW/cYQEVHuFnna1iOg501SPJCcaOtRmI2BDcq0GTNmIG/evGjYsCE6dOiA4OBg1KxZ06qvsWDBAnTu3Nmo9qyqa9euWLduHe7duwcAWL58OZo2bYoRI0agUqVKePPNN9GxY0ejJoEAMG3aNCxZsgQHDx5EcHAwKlWqhHfeeQdVq1bFgAEDrDp+IiKywOmVwK0jwK6vgbgoW4+GyP7s+w5Y0h3YMsHWIyEyS07MJ8yxbt061KhRA+3atQMA9OrVCzVq1MDcuXPTfE5wcDB+/fVXtGrVChUqVMCYMWMQHBysD1wAwJw5c9CtWzeMHDkS5cuXx7BhwxATEwMAKFy4MDZt2oRDhw6hWrVqeP311zFkyBB8+OGH6Y61UKFC2Lt3L5KTk9GqVStUqVIFY8eORZ48edINiBAR0XMoZKmtR0DPmzNrgC8KA+vG2HokZtEo7KacKVFRUfD19cXjx4/h4+Nj9FhcXBzCwsJQokQJuLm52WiEZAv82RMRZcEfXYFL/8rtTnOB6r1tO57sFBMDqI1fo6MBlg+hrIp9AMyoCCQ9BQZtBoo3tMkw0jtGJmOcT1BO4eeJiOg5NbsFMOo/uX39NFC0km3HQ/Zvy/vAgR+BuiOAtrappGDJfIJLOoiIiMj2EmKBsN2Gr0+vtN1Yclr4CVuPgJ4Hx3+XoEZAFaBYA1uPhoiIiIiykzbZuBTV+U22Gws9P8JD5LpQdVuOwmwMbBAREZHthe0CkuMBN1/5+sp26bnxvIoKA0b5Am94AsfmZbw9UXq0ycBh3eeo3nDARAlPIiIiInqO3LsA4KnMJ97wBC5vtvWIcre1o4FfX5UeEmSaVguEn5TbBavZdixmYmCDiIiIbO/i33JduZscRGmTgNC1th1TdtEmAxveBPwUwN8RuLAJiH9i61GRPbuwBXh0HXDPC1TpbuvREBEREVF2ux0ii1kqlAf8nYDwo8Djm7YeVe4UHy3ZzWE7gVtHbT2a3OvBFSDhCeDkBviVs/VozMLABhEREdmWogAXt8rtssFA5a5y+/Qq240pOx2cKwfUrj6Ab1EpH3Ruo61HRfbs4E9yXbM/4Oxu27EQERERUfZTSwaVeQUoVl9uh6632XDMdvs4sPsbIDkx517zwWXD7ZtHcu517Y36mQqoDDg62XQo5mJgg4iIKKuS4oEVA4F9s2w9Evt0JxR4fENWhgQ1ASp1kfuv7gGibtt2bNb2IAzYNgVIVoCwWsCJQLl98k9bj4zs1Z1zsvpM4wDUGWrr0RARERFRTrgdIvOINReBvY5y++w6W48qY+veBLZ9JhkUOeXeRcNtZmykzc76awAMbBAREWXd5f+AM6uBfz6U22SZi//IdVATwMUDyFMUKFofgAKcWWPLkVmXogDr35QMjSINgV/WAr9uA5IhPUWi79h6hNknOQlYMxJYN0a+D2Q9h36W63JtgTzFbDsWIiKinBIfDcxpBKwdZeuREOU8bTIQcVLmET+tBBZsktvX9wNPImw9urQ9fQhEnJLbOZmdfz9FxgYDG2m7HSLXBavbchQWYWCDiIgoq1IeHK0dA8RF2W4s9kgNbJQNNtynL0f1V86PxxKPrktAK/JMxtse+02apDu5A22/NtxfqCagaIHTK7NvnCnFPpCmcFptzrweABz4EQhZLN+DC1ty7nWfd3GPgRPL5Hbd4bYdCxERUU66dRSIPA0cXyzHNpQ9EmKBh1dtPQp61r0LQGIs4OJpuK9QDQBK7i5HdW0/AN0ip2t7gSeROfO691NkbDy+kXOva08Uxe4ahwMMbBAREWWdPrChAaJuAv98YNPh2JWnj4DrB+R2mVcM91fqJKV1bh2V8k251a6vpQTZz82APTNl9ZQpUbclAAIAL38I5CtheKyyrvRWTpSjUhTg987AT02A76sB/31uvIIpO9y7BGz/wvD1zunM2rCW44uBxBigQAWgxEu2Hg0REVHOeXRdd0MBru626VCea2tHAd/XAK7ssPVIKCV1ZX1AZcN95dvJdWguLkd1ba/htqIFzq7NmddNWYoKYNaGKQ/DgPjHgKML4F/B1qMxGwMbREREWaEowK1jcjv4CwAaWZV+8V+bDstuXP4PUJIBv3JA3iDD/V7+hhO1OZXJkBlX98h1cgLw72RgUTvgwRXjbRQF2DgOiI8CCtcC6r9h/HiFVwGNI3D7mAQBzHF6JbC8HxBz37LxXt9vqJ366DqwazowqyYwPxg4ukgyAKxJqwXWjQaS4oBiDSRb5fYx4PI2677Oi0irBQ7/IrfrDgM0GtuOh4iIKCc9vmG4zZPu2UNR5HuraGUxDBem5B7q8XzBqob7yukCG1f3ADH3cnxIZlHnToVryfWZHChHpSiGhVxF6sj1LTYQT0UfLKsEODrbdCiWYGCDrKpZs2YYO3asrYdBRJRzHlwB4h4Bjq7SuFc9ab1ujGQjPG/uX5aGb7MbGOqjZoVahipltoaqcje5zsn6q5Z4EgE8uAxAA7SeBrh4S+BgTmPgyNcOi6cAAQAASURBVELD5O/MauD8JsDBGXj1B8DB0Xg/XgWAUi/L7VNmZG08vgmsHS1p5vu+t2zMRxbKddWeQJd5QKkWkhlz4wCw/i3g67LAX4PND7Bk+Hrz5Xvi7Al0/gmoPUju3/kVJ8dZdelf+fvj6is/T6LnBOcTRGQWfcYGGNjILtGRwFNdma+bh4CwnbYdDxmoJ6EDUwQ28gXJ14oWOLfRFqNKX9xj6QsCAG2+kuvr+4HHt7L3daMjgYQnMuep0l3uY8ZGauEn5NqO+msADGyQTocOHdC6dWuTj+3evRsajQYnT5602us9ffoU+fLlg5+fH+Lj41M9rtFosGbNmlT3Dxw4EJ06dTK679KlSxg0aBCKFCkCV1dXlChRAr1798aRI4zAElEOULM1ClYFnFyAlz8C8pUCntwG/n6OSlJFngH+GgL8UBs49itw5yxw6Jes7VOrBS5uldsp+2uoKrSXYMCdM8Cd0Ky9VnZQU6kDKwP1Xwfe2AsUbyylgTaMBRZ3l+/bpndluybjgICKpvdVtYdcn/wz4xP+Wz+WmrqAZFkkxJg33pj7hnTveiOAqt2B11YBb58BWn4KFCgvmRWnVwK/vZr1ZuYPrwFbJ8vtVz4F8hYHGr4pQcAbBwwrtihzDv0k1zX6Aa5eth0LEXJuPrFo0SJoNJpUl3nz5gEAwsPD0adPH5QtWxYODg5mB0lWr16N+vXrw9fXF97e3qhUqRIDLESqqHBg7/fZfwLSEo9SZGw8uGIc6CDreLaH3M6vbDMOSyUlAIlxth5F9lEbhwPGgQ0AqNhRrnOqxJMlrh+UoEu+kkCRWkDR+nL/2TXZ+7r3dQu28hSTDHJA5vA52W/QHqhZQIWq23IUFmNggwAAQ4YMwdatW3Hz5s1Ujy1cuBC1a9dG1apVTTwzc1auXIlKlSqhfPnyJgMY5jpy5Ahq1aqFCxcu4KeffsLZs2exevVqlC9fHuPGjbPaeImI0qSu9lDTaV08gE6zAWiAkD+AC3/bbGhWceMwsKQXMKehNPJWtEBAFXksq/WMbx8HYu9JpoN6YJuSe15DJkduLEd1bZ9cF28s13mLAwPWS0kyR1fg0lb5vsXeA/wrSmAjLeXbSVbDwzDgZjqB+at75HuhcQA8/SVb6MRS88Z7YgmQHC8ToEI1Dff7FAIajwVGHgCG7wDylwaibgF/DgCSE83b97MURTJAEmOAYg2B2kN0r1UQqPma3N41PXP7JsmoufQvAA1Qd6itR0MEIGfnEz4+PggPDze69O3bFwAQHx+PAgUK4MMPP0S1auY1v9y2bRt69uyJrl274tChQzh69Cg+//xzJCZm8m+gGZKTk6HlSRXK7RRFFl3Mrg9s/Qj487Xck3GpBjKcdc2TrzCbwOrunJXrInWl7v61PYbj39wqMQ74oRYwtxEQH23r0RjcPg7s/xGIvpv1fd27KIucnD2B/KWMH1MDG2E7gacPs/5a1nRNt6ipeCO5VvsMZnd2vtpfI38ZmZM5uUuJ4PtWylB/HihKiowN+2kcDjCwkTMURVZT2uJi5kFH+/btUaBAASxatMjo/ujoaKxYsQJDhgzB/fv30bt3bxQuXBgeHh6oUqUKli4182TKM+bPn49+/fqhX79+mD9/fqb2oSgKBg4ciDJlymD37t1o164dSpUqherVq2Py5MlYuzYXRqiJ6PmjBjZSniguVh9oMEpur3vTdgeVJ5YBe77N3GqUa/uBRe2B+S2BC5sBaIBKnYERu4FBm6QnxIMrUhYps9QyVKWaS7aLKZW7yvWpv3LPRFqlD2w0NNzn4CA/+xG7DAeFGgcpQZXyPbq5AYcOycXNDXDxNDT8S6scVXISsHmC3K41yBAoOTA345+xokh2BwDUHmy6H4NGAxSqAfRaCrj6ANf3AVsmpr/ftIQsBq5sB5zcgFdnyfdF1egtwMEJCNslK7eeRw/CgN86ApeyqZeI2lujTCtZ9UbPP84njGg0GgQGBhpd3N3dAQBBQUH47rvv0L9/f/j6+pq1v/Xr16NRo0Z49913Ua5cOZQtWxadOnXCjz/+mGq7OnXqwM3NDX5+fujcubP+sYcPH6J///7ImzcvPDw80KZNG1y8aGhWumjRIuTJkwfr1q1DxYoV4erqiuvXryM+Ph7jx49H4cKF4enpiXr16mHHjh0Wf0+IrC76jvTzWjVMFlIActybG0rcJCfJIgwAqKz7PWQ5KuuL1AU2SreQDFEA2JnLF6bcOSNBr/uXZB6UG2iTgWV9gb/fB76rBmz7LGvzw5T9NTw8jecUfrqT99ok4Pxmqwzfaq7qst3VwEbFjgA00u/i4bXse101gJG/NODoZMhIYJ8Ng0fX5TPp4CyfHzviZOsBvBASY4EvCtnmtd+/LSdLMuDk5IT+/ftj0aJF+OCDD6DRnfBYsWIFkpOT0bt3b0RHR6NWrVqYMGECfHx8sHHjRrz22msoVaoU6tata/aQLl++jP3792PVqlVQFAVvv/02rl27huLFi1v01kJCQnDmzBksWbIEDg6pY3R58uSxaH9ERBZLTjSkAasZG6qXP5RsjfsXgc0TgS4/5ezY7p4HVr8OQJFeH698av5zL24FlvSUpt4OzkC1XkCjsYBfacM2harL5DZsN1C9d+bGeFGXzWKqDJWqbGtZVfMwTFY6Fa6Z9rY5KfaBYRVbysCGyr88MHQbcPx3wCtQ0q1TcnQE6tQxvq9qDwlqnF6py/p4pmnb0YVA5GnALY98vhydge2fy2fs8jbTfUpUV3fLQb2LF1ClW/rvrUBZoMsvwNJewOF5kuFRa0D6z0kpKlwmbgDQ/H3jzw0gaeDVesv3ZtdXQL+/zN+3td27KJ+rKt2t23x7/w9yguXuBeDN44Czm/X2Hf8EOL5Ybtcbbr39Uu7G+US2CgwMxJIlS3D69GlUrlzZ5DYbN25E586d8cEHH+C3335DQkICNm3apH984MCBuHjxItatWwcfHx9MmDABbdu2xdmzZ+HsLH/PY2NjMW3aNMybNw/58+eHv78/Ro8ejbNnz2LZsmUoVKgQVq9ejdatW+PUqVMoU6ZMjrx/olROrwI2jpP+Cg7OQNMJUqN+73fAf1OAcm1S9wzLSU9uG45Tq/YCjv8h/3e1WuPFFJQ1d3SlqPwrAtX7AMd+k4UrNw4DReuk/1xbSdkDcN8soGZ/yao2R/RdYGlPOfbtMNN6YwrbZQjEJcYAu7+RY+yGbwL1Xre8pKjaX6NgddNzioodZZ5ydp383HKD+Gg55gaAIF1gwzsQCGos85Sza2TxU3ZQAxvqnKRwLentceto7vn+2JoaLPOvADi52nQoluJffNIbPHgwLl++jJ07DSmcCxcuRNeuXeHr64vChQtj/PjxqF69OkqWLIkxY8agdevW+PNPMxqdprBgwQK0adMGefPmRb58+RAcHIyFCxdaPF51BVT58uUtfi4RkVXcOSs9Cdx8U6+adnYHOs2R1fonl+X86rYdXwLQrbLdO1MmfOYIPwGsGCiTxQodgLdCgI4/pD45XeIluc5sOaroO4aD29LpnJB39ZLJM5C7ylFd3y/XfuUATz/T2zg6S3ZE+bbm7bNkc8DDD4i9D1zebvxYzH3gv//J7Zc/BDzyAa7eMlkDJLU9PWrT8Crd5XkZKdcaaK7rEbNxHHDjkHnvQVFk+7jHkv1Rf5Tp7Zq8I78bl7YaPgc5LfEp8FsnWYl6/Hfr7VdRDCvkntyWBurWFLJUTi7lLw2UfNm6+ybKopyaTzx+/BheXl76S2BgYJbGPWbMGNSpUwdVqlRBUFAQevXqhQULFhj1Avz888/Rq1cvfPrpp6hQoQKqVauGSZMmAYA+oDFv3jw0adIE1apVw+LFi3Hr1i2jsruJiYmYPXs2GjZsiHLlyuHevXtYuHAhVqxYgSZNmqBUqVIYP348GjdunKn5EVGWxdyXUpR/DZKgRmAVYPh2oOm7QON3ZHHF3XPAqRW2Hadahsq3CFC0HuDsIaU/1UUnlHXaZFkoBQABlXQLU3rJ17m5nGh4il5OyfHAv5PNe55aRvXWUVlMlJWs9GedXC7XtQYCPRdLoCjusQQJv68O7J9tWU+QjHohVHhVri9vA+KiMjdma7txUOaXvsXks6SqpMu4ys5yVClLUQGGBYnplf990ahlqOysvwbAjI2c4ewhK51s9dpmKl++PBo2bIgFCxagWbNmuHTpEnbv3o3PPvsMgNSB/eKLL/Dnn3/i1q1bSEhIQHx8PDw8zH+N5ORk/Prrr/juu+/09/Xr1w/jx4/Hxx9/bDLzIi1KbitJQkQvnpRlqEz9/SpaB2g4Rla3rR8rk6+cqFkZeQY4ozs4rKLLAlg/FsgbJKti0vLoBrC4B5AQDZRoCnRdkHaJqKAmkt4dtksmApaudlebhhesDngHpL9t5a7yfs6sBl6ZkjtW4qmp1OqKI0slJADq/8K33gJcXCQ1unJXaQp96k+gbCvD9tv/J2UgAqpIsERVdxhwYLasnrsTKqtsnhV9FwhdL7drDzJ/jC+Nl4yk0HVSimL4TumRkZ4zq4DzG2UFZccf5T2Zkq+kBFlOLgd2fQ30Wmz+uJ51eqWsIGz/rWVlmQ7+BETpJq07pwNVe1pnhVJ4iGFVHiCr8mr2Ny+glJHkJODQz3K77vDc8btAOYPzCSPe3t44duyY/mtL5hCmeHp6YuPGjbh8+TK2b9+OAwcOYNy4cfjuu++wf/9+eHh4ICQkBMOGDTP5/NDQUDg5OaFevXr6+/Lnz49y5cohNDRUf5+Li4tRn5FTp04hOTkZZcuWNdpffHw88ufPn6X3RGSxy9sl2B9zV0pGNhkvZS/VY0H3PNKT699PgO1fAJW6pH2cmN3UxuF5iskYijeU3lNhO4FA01lXZKEHYbKAy8ld5hCABLdClkg52dvHZRFLbqNmbDQaK3OwM6uBuiOA4g3Sf96JpXIMqzqzBmg4OuvjSYiRzAlAMpaL1ZdFW6dXSeb1wzDg70mS7dvl5/TnaoAEnPQnoWuYnlP4V5CT+PcvSgWBqt2z/j6y6loac6eKHYFN78rx8/3LqXuGZFVSAvDwqtzOr1uoV6S2XEeeloVOzu7WfU17lDILyM5wNpQTNBpJ37bFxcITTUOGDMHKlSvx5MkTLFy4EKVKlULTpk0BAF999RW+++47TJgwAdu3b0dISAiCg4ORkJBg9v7//vtv3Lp1Cz179oSTkxOcnJzQq1cvXLt2Ddu2GepQe3t74/Hjx6me/+jRI32tXHUCcO7cOYveIxGR1TzbONyUZu8DBcoDMXeAn5oCa0ZKqZ7stGOqXFfsBHT+SVbCaBPl5PT9y6af8/QRsLg7EB0hq4h6/p7+ZLVYfTl5/fiG4WDREmoZqjKt0t8OkBJLrr5ysvjGActfKyNxj4GTKyxb0aQenKs1Yi2VmAi8955cUjanrdpDrs9tNDQ8DD9hyLhoM8249EPeIENvjgNzTL9WyGL5+ReqaVlgTaORrCP/ikB0pHx+0lpNptXK78Om9+TrJuNkdV96mowHoAHObQAiTps/rpTuXpDfqSs7gLVjzO/DEvsA2D1Dbquf46O/Zm4MzzqnK01Tri2Qr5Rk4ByYa519q6XHXH1kckwvDs4njDg4OKB06dL6S8mS1uk1U6pUKQwdOhTz5s3DsWPHcPbsWSxfLitt1R4eWeHu7q4v0QVI/xFHR0ccPXoUISEh+ktoaKjRQjCibKdNBlYOlaCGf0Upp9l8UupjwbojpMTmo2vAMSv938wMNWMjT1G5LtlMrtlnw3r0ZajKG44985eShSmALEzJbbTJssALkBJDambzlonp96N7dN3Qxy6gilyfsVIGwbmNUn4qb5BkFwHy/azaHRh9GOjwHeBTWOY5697M+FjWqHF4adNzCo0GqKjL2gjNJb1nn+2vofL0M1QCOLPa+q/76Jpkijh7Aj66kp6+RQHPAtKHJGXpsheVUePw6jYdSmYwsEFGevToAQcHByxZsgS//fYbBg8erD/43rt3Lzp27Ih+/fqhWrVqKFmyJC5cuGDR/ufPn49evXoZHbiHhISgV69eRk3Ey5Urh6NHjxo9Nzk5GSdOnNAHNKpXr46KFSvim2++gdbEP6lHjx5Z+O6JbEybnPPNkbVaOTEYlzqQSGa4pSuhk15gw9kNeG2NbhKgyEnmWTWBHdOAhNiMX0NRLPtchJ/Qrc7XAM0myYruTnOAwrWlIdji7nJSN6WkBDlpfTcU8C4I9F0h5bXS4+JpWO1iaTmq5ERDqaX0+muonFyBCu3l9ikr92MI2w3MbgisGgpseNu858RFGXqrFMtg9ZelCteSrIPEWJkIKYpuoqVINoepDBG13NPJ5VJCIiWtNkXTcAuyNVSuXpJN4ZZHGuxtGmf4PMY9Bs6uBdaMAmaUB355WcpA+Fc0NDZPT4GyQKVOcnv3N5aPLTkJWPO6rCYEgGt7ZBWhOXZ9BcQ/lslra10gcPfX5v1OZuS8LrBR4VXpMQJIjednf+8s3u9mYI8uGNP+W8DNJ2v7I8om2T2fyClBQUHw8PBATEwMAKBq1apGC7FSqlChApKSknDw4EH9fffv38f58+dRsWLaTThr1KiB5ORk3LlzxyhQU7p06SyX1yKyyM3D8j/cLQ8wbHva5UhcPKQsFSDZjgkxOTVCY4/VwIaud4Ia2Li6V45rKevUxuHPNhK2xsKU7PIgTIIITu5y0v/ljwAXb8kGOLHU9HO0WlkkEx8FFKkr8yCNgyzYyczirWedWCbXVXumXijg6CzlqUYekBPvDy4D1/alv7+UjcPT63NTsaNcX/w3e35Po+8AJ5bL8XhGEmINCwJNzWUqd5Hr7Ahs6MtQlTJ8/zUamRsDLEcFSFAt9h6gccx4YVouxMAGGfHy8kLPnj0xadIkhIeHY+DAgfrHypQpg61bt2Lfvn0IDQ3FiBEjEBkZafa+7969i/Xr12PAgAGoXLmy0aV///5Ys2YNHjyQSf8777yDefPmYfbs2bh48SJCQkIwfPhwPHz4EEOHDgUAaDQaLFy4EBcuXECTJk2wadMmXLlyBSdPnsTnn3+Ojh07WvV7Q5StEmKAeS2AWbUkHTK7JCfKP++93wFLegHTg4Af68gJyex83edRfLQEAoCMG1r7FAS6zpPVb0XqyknrHV/Iz/vEMuMVRFHhsuJ7+xcShPi6DPBNeUON24xs/0Kuq3STFVaApNf2XiqrUx5cBv7sb5j0KQqwbowEJ1y8gD5/SskscwQ1keswCwMb1w/I5MHDT7IIzFG5q1yfXSOf46xKjAP+/gD4tYOhHFHoeslcyciNQ4CilZVXvoWzPpaUNBopHwZIOapTf0k/D2cPKcNlSrH6sromKQ44usD4sbAdkuLu6mP4HloqX0mg2wKZ5B3/A1g7CljUHpheUj5LIX9IRoezJ1C+PdDzD/NLUzQZL9dnVkuQ1RJ7vpVJkqsvUO8Nue+fD1MHd571IAw49IvcbvUZUHOAlLKIjgQO/2LZGJ718KqktWscJWhXqQvgX0mCKPu+z/x+H4QBq0fI7brDM24AT2RD2TmfMJe6eCo6Ohp3795FSEgIzp5Nu/b+J598gvfeew87duxAWFgYjh8/jsGDByMxMRGvvCJ9oCZPnoylS5di8uTJCA0NxalTpzBt2jT9++rYsSOGDRuGPXv24MSJE+jXrx8KFy6c7pykbNmy6Nu3L/r3749Vq1YhLCwMhw4dwtSpU7FxYw735iL7oCjA4fnWPxl3YYtcl3lFFuWkp0Z/OQaKuQMctFJGoqX0GRu6Wv3+leS4MjFGFmJQ1qVsHJ5SyoUpu75K+/nx0dI7Ysc0805+W4O68Cigkpz09ypgCMRt+9SQDZ3SoZ9lHuTsAXSeK/M2tRzUmTVZG8+TCCkXC0hgIy1uPoaT+8d+S3+f5pYMCqwqgb+kp4YSwNa0ZSKwergcj2fk5mHJHvcuBOQtkfrx8u2l/F3kacvnAxlRG4erZahU6sLEW8YLql9I6mfKv0LGf/9zIQY2KJUhQ4bg4cOHCA4ORqFChfT3f/jhh6hZsyaCg4PRrFkzBAYGolOnTmbv97fffoOnpydatGiR6rEWLVrA3d0df/whzW179+6NefPmYcGCBahVqxZat26NiIgI7Nq1CwEBhlrsdevWxZEjR1C6dGkMGzYMFSpUwKuvvoozZ85g5syZmf4eEOW4rR9LndIHl63/zzUhRg46f+sIfFlMAihbPwYubDZkaty/ZPmK6acPZXWLNVfQJyfJ/n5uDnxTAVg1HDj5Z8YnKlOKjwaS4jPeLqvCT8jJbZ/CgLeZqyqL1AaG/CMniX2LSWPh1SOAX5pLoOnrcrLyfVlvYOc0qV8bc1fKQy3pmfGK75tHZWKqcQCaTjR+zMsf6LNcVi1d3Q1sfFsmx9u/kObmGkegx6+y+sdcJdTAxi7Lskou/iPXpVua3yOgRFNDY+2fm2et1EDEaQnm7f8BgCIrpfzKSYPBs2aka1/bI9fFM6iBm1lqOarL/wF/61b8NxmXdhBFowHqj5Tbh+YZr1RUS1hV7SlZNplVugXQ8lO5HbJYPkPaJJkk1B8lWUkTwiS7w5LauIGVgXLtACiW/Q0KPwHs/FJut/0KaDVFTmo8fSDBjfRs+0wmV6VelouTi+H3Zc/MrDVZVJuGF2sgDd4dHKTZOyA9PZ5k4gRuYpwEkOIey+qyVp9nfnxEOSS75hPmqlGjBmrUqIGjR49iyZIlqFGjBtq2bZvm9k2bNsWVK1fQv39/lC9fHm3atEFERAT++ecflCtXDgDQrFkzrFixAuvWrUP16tXx8ssv49ChQ/p9LFy4ELVq1UL79u3RoEEDKIqCTZs2wdnZOd2xLly4EP3798e4ceNQrlw5dOrUCYcPH0axYsXSfR69oM5tBDa+I829rZnpfUFXIrRs64y3dXKRUquALJZ6+tB64zCXvnm4rhSVg4OhnM2VnTk/ntwuOdHyZthqxkaAiayzl3TBgrNrUy++inssc8+ZVaR3xI4vcq5smRrYCKxiuK/e63IyPToy9Un4uxcMzcVbTTEcw1ZSMwiyWI7q1AqZLxapm/Hxcc0Bcn12TfoLrTJqHK7SaAxZG+bMbyyh1co8BQAOzsk44zllfw1T5S098skxOZD+9zzxqZTrmh9s/vH6fV3Ghl8Z4/uLqIENKwRCn0RIEMwai+9swY7LUAGARmEH5kyJioqCr68vHj9+DB8f41IAcXFxCAsLQ4kSJeDmZn/RLso8/uwpUy5uBRanWH3b8hOgsZklccyx/DVp/qtyzwsUayhN9oo3AB5ek8mRgzMwcn/qf/qmKArw12A58HDLA4y/kLWmuwkxwLHfgf0/GlLLjWikOVqZV+RkeOFakvVw9zxw95w0Tb57Tr5+fEMmOcN3SM3O7LL3e2DrR0CFDrJC3VKJcdL0efcMIOGJ4X6Ng/TkKFRDLgXKyQr5R9dlwtZvlaQtm/J7F+DyNqB6X6DTbNPbXNwKLOkhB9llWxtW6L06y1CH1pL38GUxCQiMPmLeZwcAfqwnP69uCyzLIghdL98LNSBXto1MQsx9XW2yBDP++x+QnCC1VV+dJQ38ds+QlVzFGwGDNqW/n/mtgBsHgY6zgRp9zR9/SjExgJeX3I6OBjyfCTr88rIhyJk3CBh5MP0VNEkJMoGMjgA6/wxU6ykn0b+tKAGIN/ZlPbVYUYD/pkjt4pLN5ffRGg3+bh8Hfm4mwbVRBzP+eSbFy/Z3zsrvX4/fZZJ045D8bKAAA9YbTnCkdPMoMO9lABrg9d2GiW9yEjC7vkx+mn8ANH0vc+9lUXsJ+gR/ATTQlQhTFAko3zoqk+s20yzb57oxsnrPIz8wYpf5GVU2kt4xMhnjfIJyCj9Pz5E/B8iJTwB464ShqXNWPLouxxAaB+Ddy3KSMSPaZGBuY/lf3Phtmb/kFG0y8L8AWaQw9rShz8bRX4H1bwJF6wND/s658diDvz+QY+B+q2SxSkYSYoEvCgFQgHEXAO+A1Nss6yvlqKr0ALr+IgGuA3PlRLd6rO6WB4h7JH1Z3grJ/ibNf3SVJvLtZgB1hhjuD90ALO8LOLpKX4u8xeUk9PxX5Di0VAug30rDSfeY+5I1ryQDY45l/nh3TmMg8hTQ7hugztD0t1UUYHYDqQjQ9mug7rDU22iTgalFJTNp5EHJzk9vTqEe92ocZe5fuqVcAipZ3D/LSOQZYE5Dw9dpjVe1sJ0sDGs/M+3SuCFLgDVvyGKzUQdTj+9JBLC0N3D7mHxt7jxyQRvg+j6gyy+GxWOABI+m6UrZvXsF8Myf8b6elZwk2d7/fS7z+UZjgVc+tXw/tra4uyw8zOjnmIMsmU8wY4OIyJZiH8iJWkAO+ADrppbfv6zrtwA50fbGfvnH3XsJ0HC0BAgqdZYGztpEYOM481Z/nfrLsJoi7pFhlbKlou/KSeZvKwFbJkhQw8MPaP6hrABvNBYIqAxAkYOYndPkAHRqEbnMayHfv/0/yEHs4xuy38c3gE3jMzcmc5nTODw9zm5Ak3eAN48BLT4GWn8JDP4bmHRTAkydZsuBRYmXgN7LpUxU2C5DY7tnXT8gQQ0HJ8MqKlPKvCKvBRiCGi+9a3lQQ30PRevK7bBd5j3n4TUJamgcDStzzFWhA/BmiJwcdnCSrKPZ9aVhdXrZLPFP5Pfq11clWyk5QRo7v7FfghqA7kBXIyuKHl5Le18JscAt3QF18YZpb5dVVVIceLf+MuO0YCcXoK5uwnTgR/k9Pv67BDWK1LVOvVSNRj6rfZYD9V+3TlADkABe6Vdk8rggWH6X07P9czmR4llAJkjqxKdoXaD2YLm94e3UmVuKIj9/QBpvp1zN5+gkTVKBzPfDiH1gqItcLsXKcPX7BgBHFgCPbpi/z+OLdSUJNFLOLpcHNYiIKBvFPzFkVgCGZrxZpe6zaH3zghqAlPl5+SO5fWBu5jISM+tJhMxbNI7SG06l9tm4eThr2Ze5VdhuOY6x9BhFUSQDHjC/h8HdcwAUWVTh5W96G3W+cfovmZ98W0WyaeMey8npLr8A74RKlnp0hKEMaHZSG0EHPpOBXr6dlNBNjjdkaOyeIUENN1+g4w/GJ9I98wMlm8rtzPZ9iDwjQQ0HZ0MGSHo0GsN8LK1yVPcvSVDD2dO8hV2Fa0rWu5IsC2/+nQzMbQTMqCBz6DOrM5dxdVWXve6oW9i4/4e0y40lxsnvJGAo8WVK+XaAowtw77wc56cUfkIWfalBDQC4tt+8saZViso9D5Bf9z3MTMWMG4eBX5pJSS51keKhXyyrNJFb6DM2qtl2HJnEwAYRka0oCrD+LUmL9SsLdJ4j9988bL3U8gNzACgSuGgwSlKJny39o9EAbaYDTm5A2E7g9Mr09/nohgRAADlQBcxv2KtKigc2vQvMrCypyk8fSh3/djOAt09LLdRSzWXFwxt7gXfOAa/+AFTsJPX0E3Xprl4BcrBW73VppjtoCzBgg0x0zqwGTmcxfTg96oFVZgMbKi9/KTNU/w3plWCqXFBARTmpCQ1wZL7picF2XXma6n2BfCZql6ZUb4R8zwCgWh9ZoZ5Z6qp4cwMbahmqovUke8hSHvlkxfvIA3LyWJsEHPoJ+L66ZNGcXSsTlbWjZIXOV2UMQbBre2Qi0OF7oNcSqbur8i1iKK116s+0X//WkRQ1YoMsH7+5qvaQxtY1+plXFgIAag2S3+PwE3KCXU37z0zT8JzW/lsJNMTeB/7oBmybYnqCdG2//JwBoMN3qbOyWnwsfxfuX0pdbuDCFvkMOLoCL5v4zFfsLIHU+CgJbljq4laZOPpXTP07WLKZbkKdIAFac0ScknIjANBskuWBQCIier6c3yz18lXXrBzYKNvKsueVayOLJ5Kept9rwdrUhUy+hWVhgipvcSk5pCRn3IDZnjy+BawYBPzaXkp/7Zhq2fMjz0g/FEBObptDPbHsXzHtlf2FqgNlgiUL/OBcObkbUBnovkiO06v2kGbzzdRynzMMmRzZ4UmkzKuhSV0+S6MBWk+VrKQzq2WOvGu6PNZuBuBTKNXuUKmzXGc2sKE2DS8bbH7AsGpPObkfcdLQ9yAl9b7AKuk3DldpNMCAdZJ10uYr+Xk5uQNPwqVv3oqBwFelpb+jJdTARsMxgHs+6TGXskJESreOSkDJ0z91cCElN1/JJgGM5/Ch64EFraXBtV9ZoIUuMHXdjMBG3GPDZ9/UaxepbRijuWIfyDmc+a/IsbpbHlloVbCaBJ0OpFE1IbeKCpffG42DbkGp/bF5YOPHH39EUFAQ3NzcUK9ePaM6pabMnDkT5cqVg7u7O4oWLYq3334bcXFx+seDgoKg0WhSXUaNGqXfplmzZqkef/3117PtPRIRmXRyuRwAODgBXX6WVVIOTvKPxdIaqKbEPpBa+ADQYHT62+YrYWji+/f7aR90arWSIhqvq/XeV3cC+NK/lq3U2ve9NGpLipPm0T1+k1JGdYaYTlH2KQjUfE16QLx3RQ6W3wuTElgD1smJ7tqDpbRWiSbAS7r3snEcEH3H/HGZK/qurravJudqUZZrY0jz3zzBuMdE2G4JLDg4G957RtpMk/T9TrOzloqsBjau7jEvIKc24SvzSuZfE5BVSr2XAv3XycF93GMpDfZnfykpdfwPSTtWD2Y9/KR01Rt7gFoDTL/nqr3k+sTytN+LujoyrRqx5nJzA7Zvl4upsiAe+WSsHX80/3U8/Qwp1mtel8+om69hYpab5SkKDPlXl3GhALu/lr5ATyIM28RHy/uCIgG88u1S78c9jyEjafc3wD1dXd3kJGCrbiJU/w3TmQ8ODoYg38G58ntuifO6Rr8pszVSUrM2QpYA9y6lv6+4x/JZToqTbJb0srCIiOjFoC4+Kqw7GaeeXMyKhBjD4hRzF1KoUmYkHl0kJzdT7vfmUVl5vnminEC9cy7r4wVSNA4vnvoxdZV92HPQZyMpXo5lfqht3Hfgwt+WLYJTeyEA8jMyJ3P0TqhcZ5Tx+/KHsuisYHWg52JgxG457ky5kK5qTzkh/fShlB3OLpG6bA2/MqYXigVWMWREbJkoi6MqdU67nFFWGlprk6W/BgBU62X+8zzzy+sCprM2TPXXyGhOAUiWdb3hMnefcBV4bbWcH8hbQr4PlvRAURRDULXMK7JgDpCgm6nPZUb9NVJK2dtE0fXfW95PFjWWehkYslXmAIAE7NLrRQIYsjW8AqRB+7P0DcTNqJihKJJJ/UNt+XsHRRYIjj4ii8jUY/VDP2c8rtxE/Uz5lZNApB2yaWBj+fLleOeddzB58mQcO3YM1apVQ3BwMO7cMX0SasmSJZg4cSImT56M0NBQzJ8/H8uXL8f777+v3+bw4cMIDw/XX7Zu3QoA6N69u9G+hg0bZrTd9OnTs++NEhE969F1yVgAZBVLoRryj0Q9eFTTNbPi6EI5CAioYrrW/LMavSnpmNGRUh7KlAOzZaWPs4cEY/wrAEXqyMqo9Fa5p5QUb8g4aPs1MOw/aWxmzqoTQFZm+VdIf+VLk/Hyvp8+kJI01m4npWZr+JU1fZCUXRq9JSfflWSpsXz/sqEBOCAn7PNY0Gw0T9GsnZwHJDDl7AHE3jNMgtJy45CsmHdwNq5xmhUlmwLDd0oAIKCKHKBW6SEr3LvMA4ZtByZcA967DPRZJplBaan4qqxiun/RONU5JfXgPKtlqBwdgWbN5OJo5mffHGoTcXXSX6139tczthZnN8nc6DpfSq9d2yP1uy9vl8e3fiQTct+isuouLZU6SzAgOcHw+x/yh6S2u+eTEnBpKddGPtOJsakzPtKTFA9c2ia3y6cR2ChaV04aKcnSSDMtigKsGQk8uCLvtcvPqTPtiIjoxRL7wPB/ps10yU5+dC3ri6HCdslq6jzFpMebpUo0kROO2kRg5TDpu/BddeCLwlLbf90Y6blwZrUh4zurnm0cnpJajirlAiB7dOEfKbe67TM5JilaX0rWOrrIz11duGGOlIENwLyAWOQZufY30Tg8pYJVgYnXgBE7gQrtTR+vODpJAASQwEbMvYxfPzPCTTQOf1bzDwEXb7ntFSDZGmnNhYwaWluYtRG2S7Ii3PJI5QRLqMGXUytSN+W+fVyuC9Uw3GfpnMLZTd5X8OdAz9/lvis7pWSUOe6ekwxrJ3c5Zq4zTG6Hh5jO4Fc/b8UbZbzvcq0l+/zBFeD3TvL5B4C6I4A+K2QBk3eAbj6nyNwyPepCIrXk1LP0gY2j6Z8vSE6UnqhrR8p7L1AeGLhJKm6oFQDKtZPfl/go4OBPGb/X3EItQ5VRM/pczKazpBkzZmDYsGEYNGgQKlasiLlz58LDwwMLFiwwuf2+ffvQqFEj9OnTB0FBQWjVqhV69+5tlOVRoEABBAYG6i8bNmxAqVKl0LRpU6N9eXh4GG3H5oZElGO0WmD1G/JPr0hdoFGKRuFF6sh1Zuo8ppSUABz8WW43HG3eyWsnV2lsBgCH5xkOnFSRZ2UlPCD9OtT6+tV6y3XIUvMCCKdXSfDEuyBQM42V81nl5CIHGg5O0tTu1F/W3X9W+2tklkYj5XeK1JHeJkt6SgPJ6/ukvE4TK00YLeHkIiW0gIzLUe2eIdfVelm3V4CDo5RsemOPBMq6/iIBw6rdpbasex7z9uPqbcgCUNPHU0pKMAQdzTk4twX/CtLYW1XLDspQPatKN2D4DkmHjrkL/N4ZWDVc+lMAEsRy8037+RoN0O5rmWRd3S1/z9TgX9P3Mn6uOvk+PE/KP5gjbBeQEC1/1wrWSHs7NSPk9Eog4rTcfvpIgje7v5ETQt9Wkr9bji6SpWZu+QIiInp+ha6T4EFAZaBILUMt9Kz22VD7rZUJzvwxudpr4+Yh+f/1MAyAIr2w1JKxji6yYMEafUH0GRsmFvMEvQRAI6WUcrLvh7U8CAOW9AKWdJeTu14BQOefgcFb5Hhb7VFw0czm6IlPU/T/0h3jmlOOSi1FZU6PNnM+NxVelayOhGjDfMDa9P010glseBWQrHWfIkDnnzI+xtKXo7KwvPHJ5XJduYvMsS1Roql8tuOjpMSuSptsCN5Yq2JAQGUpr5v01PwMMHW7onVlHuiZXyorAJK1kVJSgiH4kF5/DZWrtyEQdGWHBHDbfQO0nW5cdq6YboHZ9QxKzt3XBQD90iiBFVBZ5tBPH8rvW1oOzJYKFU7uQMtPgdf3SAZKSg4Ohrn4gdnSE8kS8U9kbhC6QQKAm94DFveQBvSWLLaylFreLKeqUGQDmwU2EhIScPToUbRs2dIwGAcHtGzZEvv3m66V1rBhQxw9elQfyLhy5Qo2bdqEtm1Nr4xLSEjAH3/8gcGDB0PzzB/bxYsXw8/PD5UrV8akSZMQGxtrch+q+Ph4REVFGV2IyIaSE4Glva238icnHfjRUOu/81zjf9JqYCOrGRun/5Imbd4FzWtWpirZFKjSXWqlbnhHDqAAWY28apisgC7bGqg10PCcyl3kgODOGakHmh5FMaQg1x0uB0PZJbAK0FTXaHvTeKkfmZ6HVyXgtMOM+vdq8+jCNbM0xExxdpNUb5/CcrC2QnfiuvZg0/Vhc0KQrjdFehOliNPS7FvjADR+O+3tbE1NFz+9Uv7OpHT7uJQG8sgv2TpZkZgI/PijXBITM97eEo3HAtAApVoA/plYfZkb+JUBhv4rwU8ohglivdcNZSbSkzfIUNN503gJpuYNAmoPyfi5pV6WwFVyvJTEMsc5tQxVm/SzKwpWNUyS/3wNmFULmFbcsCrt3AapIezoIvV6czp4SkREuZNahkotm6OeVLuWhXJUiiKZAYDlZahSKlxTVr7X7A8ETwX6rwXGXwLevWQoGVujn2yr9jXICn1gw0TGhmd++V8L2F85qsQ4YGFbOV52cJL+BaOPANV6GoIH6klftWddRq7tleMZn8JAncFyX1gGgY2Y+7peFchcFo8pGg3QQhcAOzzPOmWXn2VOYAMAavQF3jkj/RwzUq6tHJPdPZdxZroqIQY4q+s3oZa5tYSDA1DDRBPxtBqHZ2VOodEYygObGyxTAxvq/A+QXp4aB+DyNsPPAdDNnZ7K3Mncz1LVnnLt5gv0WwnUGZp6m+IN5DqjBuJpNQ5XObkY/l6ktbD04VVguy5TvN3XMs9ydDa9baXOkh0S90g+5+Y49Iv0OZlaRBq7L+8rpcEP/SQ/k8hTMkcw9/NnKbUUlZ02DgdsGNi4d+8ekpOTERAQYHR/QEAAIiIiTD6nT58++Oyzz9C4cWM4OzujVKlSaNasmVEpqpTWrFmDR48eYeDAgan288cff2D79u2YNGkSfv/9d/Tr1y/d8U6dOhW+vr76S9GiJv6JElHOuXkYOL9J/mFYo75sTok8Y0ipbJ0i60Gl1sy9HSIrHDIjq8GDVp8Drj5SiufoQrlv++dSX9QjP/DqLOOVOe55DaVXMmoiHrZL/jk7exgHR7JL47dl9UHcI2DDWNMZJclJ0ih4dgPgxBIpEXMlnYmQotguY0PlHSD9JZw9ACiyesSWwYISuhPNV/cYgmHPUleaVOyY+nOfm5RsLs3tYu/LypyU1JMHxRtmPdMoIQEYPVouCZn8XU9LyWbAqEOy2t+eObsDr34PdPlFSlMFVjU0DDRHg1GAf4qVhi0mm/f3UKMxZFYc+824ZrgpWq00dAUMqyHT0/wDmfw9uGKYcOUpLpOhVv+T1Pb3wmTiTURE9CTCcDJaDWwU161+zkoGRMQp4MltOZ40ZzV1euoMkTlCg5FyHKKWZ1E1fltO1l/ZkXH5mIyozcPTKr+qHpemdzyfG904ID8PDz/gjX1yTPBsyVs1sHFtHxBnxmJbtZxnqZcN/RwfXwceXkv7OXd0ZajyFAdcvSx/H2kp1UI+t8nxwE4rl4JPiDEcUwVWtd5+3fPIuAHjhtbpCd0gAYi8JSSrITOq95Fjxev7DGXH0mocntU5Rdlgub74T8bVF1L210j5NyNvkGHhzt7vDfdnZu5Uvh3Qaynw+t60g0/FdIGN28fSL6GVUSkqwHD+xVRgQ1FkIW3SUwnkVM/g2NzB0ZC1se8H+Vym5/RKWYAVo+vr555PyoxV7AQ0Gisleku9LItOt36c/r4y40mklEyDJuOAYC5mVwV7d+zYgS+++AKzZ8/GsWPHsGrVKmzcuBFTpkwxuf38+fPRpk0bFCpkvIJ1+PDhCA4ORpUqVdC3b1/89ttvWL16NS5fvpzma0+aNAmPHz/WX27cMKPhEhFlH3XFPGD9A6PskhAr5VTUrIeaA1Jvk7+U1OJMjpdAQmZc2SHPdfaURlaW8g4wpJT/+5nUFFUPUDp8D3j5p36O+k/+1Ir0AzIHZuu275Mz5VUcnYFOc2SlzYUtwImlxo+HnwDmtQD++VDq13rkl/v/+VBOVpry8Kr07nB0kfRVWylYTWrvO3sCTd+Vn5stx+LiLQGklKt0VPcvG1K4G6fT3yA3cHSSUkhA6nJUaip/8SxO/nNCgbKSzv08qNoDeO8KMHSbZU3tHJ0lMOLkJj8zS5qoBzXS1QxPArZMSvvvASCr0aIj5HegRJO0t1P5lZGsq5c/BPquBN69Aow9CXRfJKszgxpZ90QCERHZtzOrASiS2Z1X1zC7WH0AGuDBZQl8ZMYF3Qrtks0kIzg75SlmKF+blbmbVmtofp1WYCNlnw1r99nLTmoQonRLoEA509vkLwXkKyXHJ+b0EVH7a5R6WY4t1EVZ6WVZR1pQhsoSKbM2jv9hOOlsDZFnACiAV6DpuWpWVFYbWq827/N0Ujd/qNYr8wuhfAtLvzjAkLVhqnG4NZRoKvPah1cz7t1y74KchHdyS125oOGbcn16pSFwpgZeLZk7aTSyaNJURpYqX0kp05ackHamhVabccYGYPiduGmigfjplbLQzdFFggzm/DyrdJegYOw9XZPxNNw4JNUiAMlIn3gDmBAm5Xh7/Aq88qlUZGj7tQQkL/5j/d5Ban8NvzJ2PfewWWDDz88Pjo6OiIw0rnsYGRmJwMBAk8/56KOP8Nprr2Ho0KGoUqUKOnfujC+++AJTp06F9pkJ57Vr1/Dvv/9i6FATaUvPqFevHgDg0qW0/7C6urrCx8fH6EJENpTyH1jYzqyv/MlOiXHSQOr7GmlnPag0mhTlqEz8czXH/h/kukY/yabIjDpDJNMh/jGwYiAARfZXob3p7Us2l4OL2PvApa2mt7l3UVfHVwPUeyNz48qMgIrSSBoANk+UmvkJsbLq4efmcpDo5is/k5EH5eRkxMm0m6Grn73AKtlbSsscFToA79+yTW+NlBydDM20TU2U9n4nK03KtDKk++Zmagr0+c3S/wCQzJ7rB+V2VhuHk+WcXDP3+1akNvD2WUllt3Ry2WKyNLo/vwn454O0tzuvK0NVuoX5dZTLtwVeehco01LKZhAREaVFX4aqm+E+9zyGFbaZzV5XS8+oK7azW5N3pGb+pa3Gi9QsEXNXFoBpHKS8kinFGsiJyKibsrjG2p4+BDZPAG5ksXTws66o2RUZlEhKucI+PVHhul4ZGkOwRy0flF45KjVjI6PG4ZlRrL70c1GSJUveWtRyyNmx6rxcGym7fP9ixgsPn0QYTj5X7ZG111WbiJ9YKgsHs6sXgquXoXdgRp8pdZ5XtG7qY95C1eVzpiTLYsbkJOCGbu70bD+KrNJoDFkbafXZeHJbMi0cnAwBYVOK6AIbESeNF2g+fQhs0ZW1bTLeuPxXehyd5G8dIItDTWWUPLwqZdWT44GybaR/6bPZWar8pQyldNNbfJkZamDDjvtrADYMbLi4uKBWrVrYtm2b/j6tVott27ahQYMGJp8TGxsLh2fqFjs6SgqW8kzkdOHChfD390e7dhmXBAgJCQEAFCxY0JK3QC+AoKAgzJw509bDIFNu6w6G1bTCXV/ZbixpSYqXmonf1wA2vycren2LAt1/TX8lSVb6bNwJ1ZXP0QD1X8/UsAFIGmX7b2U/gKw6aP1l2ts7OhkO3tIqR3VgjlyXbZ12A6/s0vBNWY0R/xhYMQCY01B3sj1ZUj1HHZaDR68ChgORbVOk4d6z9P01cknt++xovp4ZJV6S62cnSlG3DZ8JWwdgzFWwmtSBTY43NO2LPAUkPAFcfa2/go2yl2f+zK1ELVRd+iABMkHb94Pp7c5tkuvyGR9zEtGLh/MJypKHV2VOoHEAKnUyfkwtBXMtE+Woou8aFlGp5Y2yW76ShvlCZuduan8N70Jp17l38QCKyuJVfbDAmv75EDg4F1g5JHU/tsyKuW9oDK0GIdKi74mwNf0MAvW9F6phyJRXPzNXd6f9XH3GRjYENgBD1sbplaYzvTPD3P4ameHqbfieZ1SO6tQKWcxVtJ583rOibLCUx425K4ts1OCNtTM21NcCMu6zkVEGRqO35PrYb/L5S4iWahT+2TB3UheapdVnQ80+yVsi7b8V6uPu+ST7IzLF53HrZPne+5XV9S+0QLU+0qA+OgI4/rvxY08fSVPw2HtSNq3rPOPSYqY0nSClwiNOGfoOWkN2ZQHlMJuWonrnnXfwyy+/4Ndff0VoaCjeeOMNxMTEYNAgKZ3Sv39/TJo0Sb99hw4dMGfOHCxbtgxhYWHYunUrPvroI3To0EEf4AAkQLJw4UIMGDAATk5ORq95+fJlTJkyBUePHsXVq1exbt069O/fHy+99BKqVrWDVaTZaODAgdBoNPpL/vz50bp1a5w8mUEzYAt88sknqF69ulnbpRyLeilf3k6boJJ1xT4w1Dzv8rMc6F/8R8qB5AZJ8dL74/saUjPxyW1ZUdT+W2DMsYxLlairBm5lImND7a1RoX3WD6YK1wReGg94FpB/uBmVtanWR64vbAFi7hk/FvvAcHK7waisjSszHJ10JalcZXL4MEx+Jr2XSapnyjJO9d+QA5Gom4ZgTEq3c1lgI7dQP9fX9skKHdW+HwBtoqwEKlbfNmOzlEZjaCKuHjyqB/LF6md88EnPjyrdgFd0fZH++QA49Zfx4w+uAHdDZQWqOukleoFxPkFkZeqJ1KDGgPczlS3UVdaZ6bNxaSsARU6s+RTKcHOraTIOgEZO1IZn4u/C43Qah6dUUu2zscPy10jP7RDg+GK5/egacDKNDG9Lhe0AoEiWxLM/52cVbySlaKMjDCe7TUlZhkpVtJ5ko0bdkvnQs7RaQ5Pi7DgZDUjwQe0Vs810WXmLZWdgAzC/HNUJ3bxBzf7OCkdnKd8MAP9NkSCBs4ecaLc2c3q3KEqKxuFpBDZKNpe/KYmxwPqxcl/xhtIQ3drUeeWNQ6Z7PJpThgqQeZ86r1cXMF7bBxzT9Srs8J35GdkqJxdDMGTPTEMmSHKiVMO4dx7wLgj0WW5eCSjP/IYFgv+lsfgyM/RZQPbbOBywcWCjZ8+e+Prrr/Hxxx+jevXqCAkJwZYtW/QNxa9fv47w8HD99h9++CHGjRuHDz/8EBUrVsSQIUMQHByMn376yWi///77L65fv47Bgwenek0XFxf8+++/aNWqFcqXL49x48aha9euWL9+ffa+WTvRunVrhIeHIzw8HNu2bYOTkxPat0+j9Ew2q1Spkn4s6mXPHjtqEk3ZRz2xnK+UnHyv0l2+3vW17cakurgVmFVLmkxF3ZLVRG2/Bt48LjUSzSmlov5jfXBFVu+YK/qO4SRsgzGWj92Ulz8E3r1kXuOzgIqSxqhNSn3y7+hCSQUNrJr15oSZVaAc0GaalJqqMwwYeUBSi5/l7A600DXn2j3DOEiTnGQ4AGBgw1hAFVmRk/DEsPoj5r6hAb2aCWMvqvQAoJFVkA+vGfprWDuVmnK/hm9K7VsAWPOGcVaSmq0R1Cjzpf+InjOcTxBZkakyVCp1xfK985KBYQm1v0bZ1pkfW2b4lTGcJM5M1oaasZFWfw1VSV05p6u7TZ/0zAxFAf7+AIAiDb4BeQ8pF/Rkltpfo2QGZagAOcmqZnVcSKN0kFZr3Dhc5eJhqA5gqhzV4+vS+NrRRUrgZJfmH8iikIt/A2G7srav5CRdjw1k3wnaMsGAk7sEg9R5jkpR5OT6X4Nlxb+ji2V93dKjlqPSN0avkj0LrMzp3XL/EhBzRxYKpjUP1mgMWRtRN+W6eDbNnQIqSxZDwpM0ejzqvmfmVIooomsgfvOILFJVgzI1+2e+BHGN16TnS9RNKSemKMCmdyWTxdlTghqWBJXrvS7VP6JuGfqWZiQhNu1AXMw9w88o0L4X+du8efjo0aNx7do1xMfH4+DBg/p+F4A0C1+0aJH+aycnJ0yePBmXLl3C06dPcf36dfz444/IkyeP0T5btWoFRVFQtmzqSGbRokWxc+dO3L9/H3Fxcbh48SKmT5+eMz0zYmLSvsTFmb/t06fmbZsJrq6uCAwMRGBgIKpXr46JEyfixo0buHvXcKB048YN9OjRA3ny5EG+fPnQsWNHXL16Vf/4jh07ULduXXh6eiJPnjxo1KgRrl27hkWLFuHTTz/FiRMn9CumUv58n+Xk5KQfi3rx8/PTPx4UFIQpU6agd+/e8PT0ROHChfHjjz8a7eP69evo2LEjvLy84OPjgx49eqTq67J+/XrUqVMHbm5u8PPzQ+fOxv+EYmNjMXjwYHh7e6NYsWL4+eefM/GdJavSlwLSNaxqMh6ABji3AYjIZMNta0iMA/4aAjy+If/E2kyXgEbdYZZF+d3zGlZiWJK1cXiepFAWrm1eICI7qE3ET6QoR5WUABzU/d40GGXb0km1BwGTbgDtvk67jiUgwbKC1eRAaUeKElx3QyVA4+ojB39k4OBgCFqpE5SDc2XFTsFqQKkWthtbZvgWNmShnPzTUL81uw7OKffSaKT2bYVX5W/ssr6GCfR5XWCjHMtQUQ7hfILzCXpx3DknNf0dnKWv2rM88hlW1VtSjio50bCaP6f6a6T00rtyHbrOUPbIXOYGNgpWl/KhcY+BS9vS39ZcoeuBa3ukcfKgTdI38WEYcPqvjJ+bHkUxnEzOqL+GqqxuhX1aPREiTkqpGxcvQyBDpR7fmuqLp/48/MqlX74nq/KXkv6NAPB7Zznh+2zGv7nuXwKS4uRkcd4S1htjSq5eht8VNYsqMU6yd35uCsx/xRCErD/SUPorq/KXMi77lJ29ENSsjbTKUaXsr5FeideKnYx/P7NrUZiDo+Gcx/UDqR9XS1GppcvTo8/YOCLlqu+dl6oVatZ2Zji7AY10DdX3zAD2ztQt+NMA3eZbHoRzdkux+PLb9IPZWq1kinxZDJhVUxYAP75lvI0aoMtXKv3zInbA5oGNF4qXV9qXrl2Nt/X3T3vbNs+sMA4KMr1dFkVHR+OPP/5A6dKlkT+/NLZMTExEcHAwvL29sXv3buzduxdeXl5o3bo1EhISkJSUhE6dOqFp06Y4efIk9u/fj+HDh0Oj0aBnz54YN26c0cqpnj2zlqL31VdfoVq1ajh+/DgmTpyIt956C1u3SuNirVaLjh074sGDB9i5cye2bt2KK1euGL3mxo0b0blzZ7Rt2xbHjx/Htm3bULeu8Qnhb775BrVr18bx48cxcuRIvPHGGzh//nyWxk1Z9GyPgwJlDTVnd9swa+PSv9LDwbsQ8FYIUG9E5uq6AxKcAMxvIJ74VAIbANBwtO2CB1W6yeQr/IThxN+Z1ZIq7RUIVOpim3GlZM73xsEBaPU/uX1kgeHASG0cXqhG9qTU2jt9n41dksZ8SJdR2WRc7ukFYomqunJU+2dJAzlnD+utBHN1BTZskIurhenNlPMcHIEuv0ijwvjHwB/dpITGdV1dX1PZX0TZgfMJzifoxaGeKC3dIu0TpepJQ0sCG9f3A/FRknVQqGbWxpgZ/hVksQBg+dzt0Q259s2gFJWjk6H31fK+WS8ZlRQPbNX1hmj4pmSCNxgtX+/6KmtZIfcvy8I4RxfzV4eX1pW/vHnYdIa/GrgKapK6YoB+IZKJPhtq4/Ds6q+RUstPJBNCmwQc+lnKOO+eYXmZHX0ZqsrZOz9LWY7q30+BbysCa0fKvNfRFajeDxixC3jlU+u+rpq1Acgc9FnWmlPog2Vp9G7R99fIIFDh6GSoHuHqk73ZAOk1EDe3FBVgOK90/5Ihk6z1l1nPxq41UBcAvQr8+4ncF/xF5ucNlbtJcCvhCbAzjf6nTx8Cy/oA/06WctAPrkj5qpmVgT+6yuc3Kd7QONzO+2sAgFPGm9CLZMOGDfDSTWJiYmJQsGBBbNiwQd+0ffny5dBqtZg3bx40upNUCxcuRJ48ebBjxw7Url0bjx8/Rvv27VGqlKxmrlChgn7/Xl5e+pVTGTl16pR+LKp+/fph7ty5+q8bNWqEiRMnAgDKli2LvXv34ttvv8Urr7yCbdu24dSpUwgLC0PRonLg89tvv6FSpUo4fPgw6tSpg88//xy9evXCp58a/vlUq2Z80qpt27YYOXIkAGDChAn49ttvsX37dpQrV86M7yhZnaKkOLmc4kC8yXj5I31mDdDsvBxs5jR1tU7lLlLOKCuK1JasB3MbiJ9YCsTel9UR5U2s6MopHvlkNcu5DdJTo9X/gP26hrt1h5lXiiu3KPESULYNcGGzNA/rvST3NQ7PbYJ0K8BuHAQO/iSr5PzK2vYzmRUVX5WycnGP5euida23es3JCWjHVf52xdkN6LUEWNBaVnItaC0NIgMqA3mL23p0RLkG5xOcT5AVKEqKuYWJMlSq4o3kpLAlfTbUMlRlWtluoc5L70rGxulVQNOJslDNHOZmbABA26/kGO78RmDVMODeBaDZ+5l7zwfnyslJr0BDqZ26w4B938vJ0NOrgKrdLd8vYGjyXbQe4OJp3nN8C0sZ2MhTwOVthqbsKjWwUdpExnSRunIiPjpCgiopS/WoGRv+ORDY8MgH9P0TuLJTGrJHnAS2fQocni/lkKv2NO9npfYZya7+GqrSr0hWyOMbsgIfkABbnSFAjf7SByE7VHwV2DJRTlibqspgrTmFvndLpJz0TnnC25z+GinV7A/cPSfnNLKzN2HKBuKKYlhIlxhn+FvhZ0bGhkc+yfZ5GCbZ2aVaGPrAZIWLpwRAt+mOD2oPkX6emaUuvvy1PXBkIVB3hPHfzlvHgBUD5L07ugKtv5CFecf/kOD3pX/l4p5XsrmA7M0CyiFcbpqToqPTvqxcabztnTtpb7t5s/G2V6+a3i4TmjdvjpCQEISEhODQoUMIDg5GmzZtcO3aNQDAiRMncOnSJXh7e8PLywteXl7Ily8f4uLicPnyZeTLlw8DBw5EcHAwOnTogO+++86oT4olypUrpx+LevnsM+NUsAYNGqT6OjRUml2FhoaiaNGi+kkIAFSsWBF58uTRbxMSEoIWLdIvj5KyqbxGo0FgYCDu3LmTqfdEVhB1S2o7ahyND14CK+tKgSjA7m9yflzx0cD5LXLbGv8E1ZThW0cllTA9Wi2wX1dnsd4bskrCltRyVCf/lLTqiJNSk7R26r5Hud4rn8pn7fxGOZhjYCN9/hVk9V9iLLBzmtzX+G37zW5x9Tas9gOMU8HpxeSRD+i3Uk5sJOrK9JRra9sx0YuF8wmLcD5Bdis8RFbaOrmnv7pXXT195wwQ+8C8fV/QzVlsUYZKVbCq7v+nBXM3RZGTyoB5gQ1XL6DnH4ZAxK6vgL8GSt15S0TfBXbqVnG3nGxo9uvqLWV21X1nNmtD31+jmWXPK6PL2lADVaqEGENpnpT9NVTOboYT5Fef6W9xRxfYCMimxuGmlGwKDN8JdP4J8Ckidf/XvC4lnswJ2GV343CVi4cheyKoiXy23gyRuU52BTUAWTA5cAPw2urs7XuSsnfLsyXOHlyRQJiji6EfRXqc3YD2MwzNz7NLoZoyppg7MkbVwzAAipSj8yxg3r7U9+XkLmO3VrWBusOAYg0lUNdmetb3W6KJ/O1Ukg1ZIIoi1TsWBEtQI09xYMg/QJ2h8jMYtAkYc0yqKHgXlCCZ+rfUzhuHAwxs5CxPz7Qvbm7mb+vubt62mRqiJ0qXLo3SpUujTp06mDdvHmJiYvDLL78AkHTyWrVqpZogXLhwAX36yB+thQsXYv/+/WjYsCGWL1+OsmXL4sABEzXvMuDi4qIfi3rx9/fP1PtKi/uz30sTnJ2NV+dqNBpoMzrRTNlHPbEcUFEOLlJqqqvXemqF8T+2nHB+k/ReyFfSdIqopfwrSnQ9Pgq4fzH9bS9slm1cfYGar2X9tbOqzCtycjvmDrBGVieiem/r1RrNSQXKSQopAGyeaDjYZ2DDNI3GULdXmyirmKpkcvVablGtl+F2ZpvHmZKYCCxaJJfEROvtl7JfnqJAv78AF2/5uuKrth0PvVg4n7AI5xNkt07psjXKtTacSDfFq4D0QwCAaybKsTzr/mXJMHBwMn3SOye9lGLudv9yxtvH3pfFMwDgW8S813BwkDr5HWdLudyza4FFbYEoC4Kl2z+X0i8FqxvKlKrqDgfcfCWT8+xa8/epSk4y9C4wt7+GSg1MXfrXOKhyda8ch+cpJnNTU9Qs65QNxJPiDeV3/Sukfk52cnCQY+4xR6RElauPLI777VXpNZMWRUkR2MiBBsjBnwMTb0igoUKHnFtQGFAp7c+HNecUafVuUT+jRepkvTKFNTm7GeblKf/+6ftrlDI/kFCluwQ1Wn8B5A2y3hhdvYHBm4EuP1vv89IyxeLLC39LRtrGcZJtUr69lER7tsRU/lLSo+PtM0Dfv6REeNWe1p3f2ggDG5QujUYDBwcHPNU1GKxZsyYuXrwIf3//VJMEX19f/fNq1KiBSZMmYd++fahcuTKWLJFGwi4uLkhOzkL9yWc8O8E5cOCAPlW9QoUKuHHjBm7cuKF//OzZs3j06BEqVpTUyqpVq2LbNis1E6OccVsX2DBVD7ZQDUkRVbRSnzMnnUqRKm6N6L6jkyFAkl45KkUB9nwrt+sMkX+ctubobEiHfnJbruuPtN14sqrZJDmBGXlKVkZ4FwR8Ctp6VLmXOlECZIVcdjYezAklm8tKlvxlrBvQSkgABg2SS0KC9fZLOSOwCjBiJzBgffavECSyc5xPEFlIq5USu4B5meCW9NlQV/cXb2j7hrGFa+rmbsmG0j7peSRZX/AuKKvLLVGjLzBgHeCeD7h9HPjlZeB2SMbPizwDHPtVbreemjoL2c0XqK/L2tg5PeNM+2fdOioL2dzyWF4SpnBteV7cI+P5olqGqtTLac9L1XJCV/cY+incuyA/C1dfwKewZWOxFmd3yYB4M0TKAmuTDGV8THkSLk3SNY45E4xxcLT9782zrDmn0PduOWLczN3c/hq2oO+zsd9wn7ow1JwyVKqywcD7t+2jykSBsobFl0t6SHBY4yhlqnr+AbjnSfu5Do6yELX7Ql2wxc7n6mBgg54RHx+PiIgIREREIDQ0FGPGjEF0dDQ6dJD66H379oWfnx86duyI3bt3IywsDDt27MCbb76JmzdvIiwsDJMmTcL+/ftx7do1/PPPP7h48aJ+chAUFISwsDCEhITg3r17iI+PT3MsSUlJ+rGol8jISKNt9u7di+nTp+PChQv48ccfsWLFCrz1lqSatmzZElWqVEHfvn1x7NgxHDp0CP3790fTpk1Ru7akmU2ePBlLly7F5MmTERoailOnTmHatGnZ8a0la1H7axROo9Fd0/fk+sRSQ13F7Bb7QGqbAtI821rUdMj0AhvX9snjjq5Zq9dobdV6G26XbW3ZQUVu41UAaDzW8DWzNdJXuoWsiPMuBNToZ+vRZJ2jEzBsOzD6sKwKIlLlLyWTbiIywvnECzyfSE4EIk6bbjxL5rtxQMrvuvoYTjSmRz3ZeHV3+tsBKcpQtc78+KxJP3dbDsQ/SX9bcxuHp6V4Q2DYf5Lh8uQ2sLANcOgXKSlsiqIAWybJormKHdNe2VxvhPys7oYC59ZbNia1v0bJppb3InB0MvTQSLnCPmVgIy1FagNObpJhf++C3Kf21wioaL0yPJnlmR9o+w2gcZDKCNf2m95OzdbwK5u7Mgnsldq7BQpwSXd+w9L+GjlN32cjRcaGmgFmTuPwlOypfLK6+BKQYO/AjUDDMbb/3bUBO/qpUU7YsmULChYsiIIFC6JevXo4fPgwVqxYgWbNmgEAPDw8sGvXLhQrVgxdunRBhQoVMGTIEMTFxcHHxwceHh44d+4cunbtirJly2L48OEYNWoURowYAQDo2rUrWrdujebNm6NAgQJYunRpmmM5c+aMfizqpXhx4+ac48aNw5EjR1CjRg3873//w4wZMxAcLCmZGo0Ga9euRd68efHSSy+hZcuWKFmyJJYvX65/frNmzbBixQqsW7cO1atXx8svv4xDhw5Z+bv6Ari0DTj2e/ZPYrRaw8qatE4uF60LlGgqqzv2zMze8ajOrpXXC6hi3ablap+Nm0fS3kbN1qjRF/CybmmFLClYVVYRQQM0fNPWo8m6+iMNK5fSCqqRyBsEDN8BDN36/EwwHBxfyINEIqLM4HziBZ5P/PMhMLeRnIikzDup+3xV6GDeogr1ZGPEaamdnpa4KMPJvzI27K+RUtG60rRXm2hcFskUSxqHpyVfCTlGLdVCylptGg/MqABsHA/cCTXe9sIWIGyn1PB/5TPT+wNkdXS91+W2pVkban+NzJYFU3+OF3SBjcc3pSyWxiH9xRdOrtKsHADCdH027pyR65xoHG6OAmWBGroyy1s/Nn2uIacah79I1N4tF3XZXQ/DJBDo4Gw4P5GbFKkDQKMbZ4Tcpy9FZWFgw554FQB6/i7nWkbsBoo3yPg5zykbd5il3GTRokVYtGhRhtsFBgbi119/NfmYj48PVq9eneZzXV1d8ddff2X4Gp988gk++eSTDLfz8fHBn3/+mebjxYoVw9q16de67NKlC7p06WLysatXr6a6LyQkJMNxvVBiHwDL+gBJcVL/tVLn7HutB5clVdfJHSiQTqpp0/fkIPT475KamhQv40tKkOvkBLkUbwg0/yDrAYHTumadlU1/jjKtsC5j485ZWUn0bH3diNPApa1y4NpwjHVf2xr6/CnpwYGVbT2SrHPxALotBI4uAmoNsvVocr/n4WdORM+VH3/8EV999RUiIiJQrVo1zJo1C3Xr1jW5bbNmzbBz585U97dt2xYbN24EIH0iJk6ciDVr1uD+/fsoUaIE3nzzTbz++uvZ+j5yO84nUnth5hPJSYYT8jcPA+Xb2XY89ir6DnBimdyu1iv9bVXegUC+UjJXun4g7Wbju7+RAEK+UoBfLjrhV7qFNL69vA0o3zbt7fSNwzOZsaFy85V5yuFfJGPjwWW5ffgXafJbZ4hktPzzoWxff2TGNffrvwEcmANEnpb+h+Z8/uOiDJn5JS3sr6Eq3QKARkrmRt02ZGsUrgW4503/uSWayJz56m5pcJwyYyO3aDYJOPkncPMQcE7X1yKlnGoc/iIpGyyl4S5t0/WA0WVrFKmdusdpbuCeBwioLL8D1/bJOZn7l+Qxe64aYY5SzS3vzfMcYsYGEWXNiaUSLACAvz8EEmKz77XUMlQFq6bfeCmosaRkJydINsWFLcCVHcD1fdKjI/K0pNweXQTMqgXsny2p85kRFW74Z29ODVxL+BQEfIpI+vPt46kf3ztTrit2SrsxnC155n++TnAXqwd0nmOfTdCJiF5gy5cvxzvvvIPJkyfj2LFjqFatGoKDg3Hnzh2T269atQrh4eH6y+nTp+Ho6Iju3bvrt3nnnXewZcsW/PHHHwgNDcXYsWMxevRorFu3LqfeFlHucm2vIVvg8U3bjsWe7f9B5lZF6hj3LcuI2mdDnZc8a+/3hrmD2rQ7tyilK6eklr5JizUyNlSOThKMGH0EeG21NNzVOMp8ceUQ4KvScnLUswDQZFzG+/PIB9QbLrd3fGleJYOre6SnRb6SQN7iGW9viqefoXzxxX/MK0OlUj9fV/dIlomaseJfKXNjyQ4+BYEGuh4m/34qJ9pTUgMbBXOgcfiL4tneLbm5v4ZKzVa4vl8W3j59IF/nxnMkZHUMbBBR5ikKcGSB3NY4AlE3DQfM2eFWOo3Dn9V1PtBmOtD2a+DVWUCXX4DuvwK9l8vBa6+l0qAtPgr4exIwtwlwJfXqzAydWQ1AAYrUzfwBaXrS6rPx8CpwepXcTtn/gbLNr/uuotGX/+Hglfu2HgoREVlgxowZGDZsGAYNGoSKFSti7ty58PDwwIIFC0xuny9fPgQGBuovW7duhYeHh1FgY9++fRgwYACaNWuGoKAgDB8+HNWqVXtxSxARndtguM3ARubEPgAOz5fbL71rWRnM4rpyVKYaiB/9Fdj6kdxu+QlQvXfqbWypRBPAwUlKyTy4kvZ2ao8NawQ2VA4OEgTotRh4+zTQdKLUq096Ko+//KH5zaLrjwKcPaU8ktqkPT36/hpZXHFdppVcn9ct5gMMwaL0FKoJOHsAsfeBGwdlLg/kTBNuSzR6U5q+378oFRlUcVGGz0sAMzasxtEJKN1Sbl/8O3f311ClbCCulqHyKQK4eNpuTJRjGNggu3X16lWMHTvW1sN4sYXtkpUsLt7Aq9/LfXtmykn37HBbF9gwp3mzT0Fp5FZ3GFCzP1C1B1CpE1CutRy8lm8rzeM6fCcHSndDgd9eBf7sbzhoNsdpXSkEazYNT0kNbKjZKqp9P8gKn1IvAwWrZc9rk975iCf438azuPXoKUYtOY47T+JsPSSbURQFP/x3ES9/vQN7L92z9XBsJiFJi7O3o7Dq2E388N9F7L10D4nJFtRUJkrD32ci0HrmLmw9G5nxxpShhIQEHD16FC1bttTf5+DggJYtW2L//jSakT5j/vz56NWrFzw9DRPkhg0bYt26dbh16xYURcH27dtx4cIFtGrVKs39xMfHIyoqyuhCtsX5hJUoCnBuo+FrBjYy5+BcICFayuqUSftviUlqxkb4CTnhqzqzBtgwVm43egto/LY1Rmpdrt5A0fpyO62sDUUxZGz4WjGwkZJPIaD5JGDsKaDnYqDjbKBGf/Of75lf5p4AsNOMrA19fw0rBTYubJGsKVcf8+bLTi5AMd33/dBPcu1TREr75CZuvoYm8zumAgkxcjtS1xPEp7B878l6yup6txxfLAEvB2fph5NbqQ3EI04bzhnlpnJ7lK0Y2CAiEXMPCD9p2XPUbI2qPYDqfSWdNTke+PsD648vKcEwPms1b3ZwBGoNBN48BtQdLr0qzq4FfqgD7PwK0Can//wHVyTgoHGQclDZQd9A/LDh4Dj6rmG1SqOx2fO6pJesVfDeypNITFag0QD3ouPx5tLjSHoBT2LHJyXjnT9P4Ot/LuDKvRi8tSwED2ISLNpH+OOn+OvoTTxNyOD3Kxd5EpeIHefvYO7Oyxi77Dhaz9yFih9vQdvvd+u/H33nHUTNKVsxZulxrA25hcexGZS3c3UF/vxTLq6uOfNGbOhi5BO8ufQ43vvrBGLikzJ+gpkexCTg7eUhqPP5v3jjj6NYf+K2Vfef00LDo/DWsuM4F/EEY5cdx9V7MbYekt27d+8ekpOTERAQYHR/QEAAIiIiMnz+oUOHcPr0aQwdOtTo/lmzZqFixYooUqQIXFxc0Lp1a/z444946aW0m7VOnToVvr6++kvRolmsE0+UW9w+BkTdklX3gNT6f7ZkDKUvLkoCGwDQZLxl2RoA4FtE+kAoWll9D0iQYOVQua/mAKDlp1YdslWV1pVOUkspPevpQyDhidzOao+NjDg6AxXaAzX6SkaHJRqOkSyI28eBXV+lvd3jm5KBoHGwrOSYKYFVAa8AALq5YomX0i/bnJK6Cv+sroxibuqvkVLtwUCe4kB0JHBgttzH/hoiO+YUpXS9W2J0JTsL18zd2Q/egUDeEgAUCcYAz3fjcDLCwEY2Usypq0jPFbv9mWuTgV9fBX5qknFtU9WTSEPKee3BcvDdZrqUpDq3Ie2D0sy6c1aCJm6+1q+V6J4XaPsVMGK31I5Megps/x+w+b30V9qoTcODmgDeAWlvlxUFq8kkMTrS0DDv0E9Se7dQTTlwpWy1cG8YTtx4BG83JyweWg+eLo44cOUBvv33gq2HhsRkLbaFRuKhhcGFzHgYk4DX5h3C6uO34OigQaCPG+5Fx+OD1afM/tv3ICYB3ebsx/gVJ9B59l6E2cFJ2zO3H6P51zswcOFhfLn5HNaE3Ma5iCdI0irwdnNC3RL50K5qQfh5ueBJXBLWn7iNt5aFoOb/tqL3zwcwf08Ybj96mnrHTk5A9+5ycTJz8mmH7kTFYdKqkwieuQvrTtzGn0duosdP+xEZlbWsJ0VRsOHkbbwyYydWH7+Fu0/isfl0BMYsPY5a/9uKkYuPYsPJ24hNsM2JtQuRTzBy8VFsCzU/6+Lx00S88cdRxCVq4eSgQUxCMkYvPYb4JPsJAj6P5s+fjypVqqRqND5r1iwcOHAA69atw9GjR/HNN99g1KhR+Pfff9Pc16RJk/D48WP95caNjDNE7fbYknKVbP8chermBOXayspeJRmIzjhwSCkcngfEPQb8ygEVXs3cPtRyVFf3ANcPAsv7SbPwSp2B9t9aHizJSWrppLBdsqDtWeo8yLMA4Oyec+OylKcf0Gaa3N7+uSyaM0XN1ihcK+sZEg4OQJlXDF+b019DFaSbSyq6Yw3/XBrYcHIFXtaVU9vznSzKjNAtegx8wftrZMecwjO/YYElkLvLUKnUrI1IXcAr/3PeOJz0GNjIBs7OzgCA2NhsbKJMuVJCghyEOTo62ngkFgpdB9zRpXJumWTeCqvjvwHaJKBoPUOD6ICKhvTbzRMz35DbFDWlsFDN7DsoD6wMDNwIdPgegEYmGLu/SXt7tcdFdpWhAuTAPUD3/b15BIh/Ahz6Rb5uPNYq3wutVuGJkzRcvReDr/85DwD4oG0FNCzlh6ld5eD5x+2Xsf286cazOSEuMRnDfzuCIb8eQftZe3D5bnS2vVbYvRh0mbMPh64+gLerExYNqoNf+teGk4MGm09HYG3I7Qz3kZSsxZilx3BLd5L/XMQTdJi1B5tOhWfbuLPq2PWH6P3zAdyLTkCgjxvaVS2Id4PLYf6A2tg78WWcnNwKf45ogB/71MSh91ti1ciGGNmsFMoGeCFZq2D/lfuYsuEsGk/7D2/8cRSHrz54YX7XouOTMOOf82j61Q4sPXQDWgVoUd4f+T1dcOZ2FDr/uBfnIjJXhufOkzi88ccxjF5yHPdjElAuwBtz+9XCG81KoVg+D8QlarHpVARGLzmOmlMkyHH02gMrv8O0RTyOQ//5h7DpVASG/y4BloxotQrG/XkCV+/HonAed6wb3Rh5PJxx+lYUpm0+nwOjfn75+fnB0dERkZHGQabIyEgEBgam+9yYmBgsW7YMQ4YMMbr/6dOneP/99zFjxgx06NABVatWxejRo9GzZ098/fXXae7P1dUVPj4+Rpe0cD5B1vR/9u46rqr7f+D4697LvXR3IyoIBmJgd24zZs3pNqfTuS5Xv/W+6+7QbermNnM6nd3doIiiYAAS0t3c+v1xCJEuQf08Hw8e53Dvic/FC95z3p/3+132Pip7XzW7sslO/hOlcj4gylE1REm+1DQcYNCChmcJlCkrR3V+AyyfBuoCqVb+pF+kTPW2zKkbmNhJpbjiq+lV1JyNw1taj1nQ90lpfd1jcC206jbN1V+jzPWlyxoS2HDpDiqziu/bamADoMsUadJfSa6UDSMyNlrW9e+pttw4vExZn40yImPjjnH7ThFsRQqFAisrK1JSpBteJiYmyNry7AihWeh0OlJTUzExMcHgVpp9q9fDgetu3qdFQsjSigBFdXRaqQkdSNka1xv6f3B2jXScE79CvyebZ5xljcObqwxVTWQy6PkwqAth26uw532pgVzgA5W3Sz4vZZHIleA3vmXH5NYbEkOlwEbONSjKkv6j7jSuyYeOSs1j+i/H8HU0Z9kjQcjl4m9VGb1ez/+tC6NIraN/e1um95bS3icEuHAyOoM/j13lhVWhbH52EK5WjZ85ptPpOXQ5DV8ncxwtjOq1T16xhnl/nORYlHSzNiGrkKk/H2HJ7N4Eelg3eizVOR6VzmN/hZBVoMbVypilc3rj42gOwLMjOvLVzou8teEcfbxtcLas+efw2fZIDl9Ox0Sl4JeHevHd7kuciMngyb9PMWeAF6/d5YfKoOXmW+h0ejQ6fb3PcfRKOvP+OEl+iZaentYsndMbC6OabwjJ5TJ6eFjTw8OaV8Z24mp6PrsupLD9XBInYjLYei6JreeS6OJqwZz+7RjX2R7DjaVp/5Mm3TZZG2qtjpUnYvl29yXS8qRgf6CHFa/f7UdvLxti0wuY/fsJolLzmfrzUX5+sAeDOtrX69h6vZ71oQn8b+N5sgrUGMhlPDmsA08P64DKQM7YLk68MsaX8Gs5bApLZMvZRGIzCthyNont4cm8O6EzD/X1bMmXT26Rmjm/nyQppwhjpYJCtZbnVoai00t/O2ry8/4r7LqQjEoh5+cHe+DvYsEXUwOYtyyYJYej6d/elpH+9csMjErNw9verO4N7xAqlYqePXuye/du7r33XkD6zLZ7926efvrpWvdds2YNxcXFPPjgg5UeV6vVqNVq5DfcfFQoFOh0zVOmUFxPCM1Br9dTUFBASkoKVlZWLTP5KvUipF2UPhN3HAXBSyHrqghsNETIH1IDZytP6NKECVNlNx8zo6Wle1+470+pl0JbV9bE++xqqYLAjTPEW6JxeEsa9b70e3F5F6yYAfP3SuVyAHS665p8N1Ngo/0IsPeTfj427eq/n0Ip3RC+vFP6vq2WogLpPTLyf/DnvXByccXjd3pgQ6OBf/+V1pvzmsJnjFTFQq6UJrO2dWUZG2VEj407xu1xFd0Glc0AK7sYEe4McrkcDw+PW+vC8+J2KV1PZSZlAOz5QEqb7TIFTGyq3+fSTikd2Ni6am8JY2sY8Q5sfFZq7tV1Kpg5NH2cCddlbLSwf0/Hsy+mD58GPYPRie/hv2ek13B9im9Z0/COo6TX3JLcesPJX+HqYcgr/ZvS/9kmz7zKK9Yw/88QUnOLSc0tZu2peKb1ar6atXsjUohMzmV2fy+MlG18llg1VpyI41hUBsZKBZ9M7lbp9/rNcX6ExmVxNiGbp5efYtX8fo26KR+fWcBLa85wLCoDM0MD3h7nz7RebrX+DckqKOHhpSc5E5eFmaEBX0wL4Od9lzkTn83MX4/z0wM9GNapGX7nkH4XXvlH6i8S4G7Fb7N6YW9eUbv1yaHt2R2Rwpm4LF5eE1ZjcOy/M9f45UAUAF9OC2BgRzv6etvw+Y5IFu2PYunhGELjsvhxZg9cmhAkqo5er2d7eBIfb40gPa+ERwd5M29QO0wNa/4ItDcyhcf/DKFYo2NAB1t+ndULE1XDPjJ52poyd2A75g5sR0RSDr8fjuHf0wmcS8jhxTVn+HqDjkPv3ydtnJd3ywY2corUXEzKJTI5l8ikXA5cTCUmXZoZ3M7OlFfG+DK2i1P5e9rD1oR1T/Rn/p8hnIjOYM7Sk3w0qSv39a79b09SdhFv/HuW3RHS38DOLhZ8NrUbnV0sK20nk8no4mpJF1dLXh3ry7mEHBYeuMLmsETeWn+Oi0m5vD3eH6Wi+YNoaq2Op5af5kJiDnZmKtY+0Z8f9lxmTUg8z688jV6vZ2J31yr7HbyUypelmWHvTexMNzcrAEb6O/LIgHYsORzNS/+cYetzg2oNHhaWaPl0WwR/HI3hjzlBDPapX8DoTrBgwQIefvhhevXqRVBQEN988w35+fnMmTMHgFmzZuHq6srHH39cab/Fixdz7733YmtbuSmphYUFQ4YM4eWXX8bY2BhPT0/279/PsmXL+Oqrr5pt3OJ6QmguVlZWdWYoNVrERmnpPUQqGWvpJn2fXXepNQHQFMOR76T1QQvq3xuhOtaeYOku/ewdu8LMVaAyaZ5x3gwdRkiBjSu7YeQ7lZ8rbxx+i/QmUhjA1CXw20gpwLFyplQZQGksXXsXpEvX39eX+2kKQzN46ljj9vUaKAU2ZAqw82me8bSU9sOkLJeyjBdDCykgeCcrLob7WuCawrkb3POllElleAtMmLHxlkrV5aeCwvDW+VshNNmteRV9C5DJZDg7O+Pg4IBa3YzleIQ2TaVSVZm916bp9XCwtGRC77kw4AWpvFLKedj/Gdz1SfX7lTUN7/4AKKuZYR74oLRNYijs/h9M/LFp4yzJh9QL0rprz6Ydqw77L6by4uoz6PSg6D6Zr7qlQNgqWD0LZm+Szq/XV/TX6DKlRccDgFsvaZkYKi3NnCDg/iYdUq/X89LqM1xOycNALkOj0/PptkjGdnHCvJZZ6fWRVVDCO/+Fl5cnOnw5jV9n9WrW4EZhiRZDA3mLZZgkZhfy8RbpPffSGF88bCtfFBoaKPjpgR7c891BTsdm8cnWCN4eX/8ZTnq9nrWnEvjff+HkljY6zivW8MraMLaeS+STKd2qzd5IzS3mocXHiUjKxcpEyR9zgghwt2JQRzue+PsUBy6mMm9ZMJ9M7tqoIJVWpyc2o4ALiTkcuZLGX8eki8i7ujjx1X3dMVZV/jc0UMj56r4A7v72IIcup/HX8avM6udVaZvz13J45Z8zgBQIuaurc/m+r93lRy9PGxasDuV0bBb3fHeQb+4PZEgz3ZANi8/ig00XOBFTUYbo610X+fNYDM8M78iMII8qAamtZxN5duVp1Fo9I/0c+GFmjya/dzs5WfDJlG68MrYTK07EsuxoDOlp2eXPP/n3Kcb2ac9IP4cGB1BupsTsQoJjMjl3LZvIpFwuJuVyLbtqrwxbUxXPj+zI/UEe1QYQrExU/Dk3iFf/CWN96DVeWRtGbEYBL472KQ+AJOcUcTImg+CYTIKvZnAhMRetTo9KIefZER14bEj7OoMTMpmMrm6W/DAjEH9nCz7fHsmfx64SlZbHjzN7YGXSfDNY9Xo9b60/x4GLqRgrFSx+uDeetqZ8OqUbcpmMVcFxvLAqFL0e7g2sCG4kZBXy7IrT6PQwvZc79wdVnon66l2+nIzJ4GxCNs+tCGX5o30wqOZ1n4nL4oXVoUSlSn1rgq9misDGdaZPn05qaipvv/02SUlJdO/enW3btpU3FI+Nja3y+S0yMpJDhw6xY8eOao+5cuVKXnvtNR544AEyMjLw9PTkww8/5PHHH2+2cYvrCaE5KJXKli2TW9Zfo9M90rI8sCEyNuol9G/ITQQLVwiY0fTjjf4AIrdIy6b2brjZykooJZ6BvFQwu+7/sVupFFUZI0uYsRJ+GwEJIbDhaZjyW0V/Da+BUsZEa/MZK01udO8j9bJo60b9DxaV/gwduzS+dJtQt97zWnsE9SeTSdlHF/6Tghxtvfye0Gxk+jul2HMzy8nJwdLSkuzs7Frr4wpCmxa1H5ZNAAMjeP6slJVwZQ/8OUlqWP3EUbC/YdZGVix80w3QwzOnwLZ99ceOOwGLSzMc5u0BtyYEJK4ehaVjpZJQL0Y0/jh1iE7LZ+IPh8gpqugx8vtDAQw99Yz0czGxg7k7oDBT+oCqNIGXL4PKtMXGBEiBlM+8obD05uyo92DAc0065I97L/P59khUCjl/zevDq2vDiE7L57HB3rx2t1+jj7v7QjL/t+4sqbnFyGWgVMgp1ujo523L4tkNn/Venc1hiTy94hRKuRwXKyNcrY1xszLBzdoYNxtj3KxNcDQ3wtJEibmhQYODH3q9nnl/BLM7IoVADyv+ebw/ihqOsfN8Mo8uCwZg4YM9GNvFuc7jp+cV8/q/Z9keLtV77+FhxefTAth1Ppkvd1ykRKvD0ljJ/yZ0ZmJ3l/IbvdeyCnnwt+NEpeVjZ2bI3/P64OtkXn5ctVbHq/+Ese50AgCvjPXliSHta8z+yCvWcP5aDhcSc4hIyuF8onSjulBduVHx40Pa88oY31p/jr8fjubdjecxUsrZ+txg2tlJvxNZBSWM/+EQcRmFDPaxZ+ns3tX+LGPTC3hyeQjnEnKQyaBPOxusTVRYmSixMFZiZazC0liJpbESe3NDfJ3MsTSu+UIwMbuQz7dHsu6U9LMwUsqZP7g97e1N+XrnxfKMAg8bE14c7cP4bi7I5TLWnYrnpTVSYHNcN2e+nt69xWb27zgZxT39pKZ2fi/8Q6HKCBOVgpF+jkwIcGGwj32Lluaqi1anJyIph5CrmQTHZBJyNbO8P8qNnC2N8HUyx9fRnE7O5oz0c6xXgFSv1/P1zot8t+cyAKP8HTEzNCD4agZxGVXP1cPDik+mdCsvhdZQO8KTeH5VKAUlWrxsTfjt4d50cGieGWhlf1PlMlj0UC9GXVc2SqfT8/q/Z1l5Mg65DL6YFsDkHm4UqbXct+goYfHZdHW1ZM3j/aoNosWk5TPu+0PkFWt4dkRHFoyq+H9ZrdXx497LfL/nMlqdHgdzQz6fFtBswcHGEJ+R60/8rIRbXnYCfO0PyODFSDB3lEpRbXpeulk6c1Vrj7Bt06rh+x7S9dXYT6Fv8wVGb1kLB0q9Eyb/Ct3uq/r4zNVSiZxbSfQB6fpap4Hhb0rN3aP2ta1/87RLYGJbc8WGtmbto1J2T/9nYfT7rT2a1pWfD2aln2fz8sC0he9NtGUnF8PmBdBtOkz+pbVHIzRBQz4ji8BGI4kLEeG28Md46YNW0Hy4+/OKx5ffDxe3Sg2jHlhTeZ/d70kNtb2HwqwNtR//38fhzApw7QVzdzZ+NsWRH2DHG+B7D8xY3rhj1CG3SM2kn45wOSWPHh5WdHW15I+jV3G2NGLHk4GYr7xXmj1k7QVuQdIHqS5TpBTjZqDX6/l5/xXS80p4bmTHqrX8/54Gl3aAoSW8cA6MGv93Z19kCnN+P4leDx9P7sqMIA/2RCTzyO/BKBUytj8/uMH12XOK1Ly38Tz/hEiz89rbm/Llfd1Ra3XMWXqSvGINQV42LJnTG7NaSgDVJa9Yw/Av9pGSW1yv7eUysDRWYmWiKl0qsTFVEeRlw1BfB5wsq2ZFbAhN4LmVoagUcjY/O5COddxE/XjLBRYdiMLc0IB/nuiPj6NZjcGEXeeT+b91YaTllaBUyHh+pA+PDfYun4F9KTmXF9ecISxems0/prMjH9zblYISDTN/PU5CViGuVsb8Na9PefDgejqdnk+3RbCotOzT7P5evD3OH7VOx4XEXMLiszgTl01YfBaXU/Oo7hOAoYEcXydz/JwsGOHnwOjOdZeu0On0zFpygkOX0wj0sGLNY/2QyWTMXnqCg5fS8LAx4b+nB9Q6Q75IreW9TedZfjy2zvMBuFkb4+dsgb+zBf4u0tLGVMWiA1H8cuAKRWqpzv2kQFdeHuNbXuJKrdWx8mQc3+66RFqe9D7q7GLBYB97ft53BYD7ernx8eRuNQa0msV1FyHfrA9hXWQ2sRkVTYItjAy4q4szE7u70MfbtmXHcp3IpFw+3RbBiegM8oo1lZ6Ty8DfxYLu7lZ0crLA18kcH8fag0z1sTo4jtfXnUWjq3hDymVSpktvL2t6etnQy9O6WcqUXUjMYd4fwSRkFWJuZMD3MwIZ6lu1dFuRWkt8ZgHXsopoZ2eKu03NpTzK/mYA/G9CZx7u71VlG51Ozxvrz7HiRCwyGXw+NYCQq5msOBGLlYmSjU8PrNc5ZDL4e14f+re343JKHi+uDuVM6d+Lcd2c+eDeLs2aidIY4jNy/YmflXDLO/4LbH1Zmuk9tzS76dIu+HuKNJP6icOtO76myk6Ak79Bz9lSmafmFroC1j8ulU95LuzWKhvVUna+A4e/gW73w+RFFY9/4gFF2fDkMXBo/CSsVhO8BDa9IK3LDaQgx1MnwN63dcd1qyrJlyoo+E249TKTmpsIbFTQaSFstVSyzLyFyi8KN4UIbNwE4kJEuOWVZVTIDeDZULC6rmxN+hX4sQ/o1PDAWug4UnpcUwJfd4b8FLhvGfhPrP0cuUnwfU8oyZM+nPZ9HFwCGz7Wfx6RPrgMfwsGv9Tw/eug0+l5dJk0Q9/Jwoj/nh6AuZGSMd8cIDajgAf7evDBCAfp55V1tWLH+1dAp7ubZQxfbI/kh73SrGVPWxN+nNmDLq7X1Y4vm30w/E0Y/HKjz3M1PZ/x30tZKTOCPPh4ckWztdlLT7AvMpXhnRxYMrv+9V4PXEzl1bVhJGYXIZPBo4O8WTDKp3zm8enYTGYtOUFukYZADyt+nxPU6Buhn22L4Kd9V/C0NWHZI0EkZRcRn1lY+lVAQlYhcZkFpOWWVMk8qE4nJ3OG+jow1Neenp7W5BSqGfnVfjIL1CwY5cOzIzrWeQy1VsfMX49xMiYTAGOlQsoesZayR8qWBy6msipYqjft42jG19O7V+kPUHa8hfuu8N2eS6i1emxMVSjkMlJzi2lnZ8pf8/rU2az8t4NRfLBZKqXlZm1Mck4Ram3V/+6dLY3o7GJBJycL/Jwt6ORsjpetaaNuol/LKmTMNwfILdLw8hhf8oo1/LzvCsZKBeue7I+fc/3+rzwTl0V0Wj7Zheryr6wCaZlTqCYhq7DGzAG5DMrujff2subNe/wJcLeqdtv8Yg1LDkWz6EBUpRv4ZcGglipzVjGAyhchehMTzsRn81/oNTaFXasUvHOyMGJidxfuDXSt8+eo1+tJyCrkYnIu/s6W1QbvarI6OI63N5wrDwqZGRoQ6GFFL08benlZ093dqtbeJE1x5Eoay45cxcfRjF5eNgR6WDW5LF5N0vKKeeKvEE7GZCKXwfzB7VEpZMRmFBCXWUhsRgGpNwRPve1NGeJjzxAfe/p625b/fTsWlc6sxSco0eqYN7Adb46ruSSdTqfn7f/OlZd4Aylrfuns3tUGV270yj9nWB0cj4O5IY8MbMfXOy9SrNFhYWTAB5O61tqc/GYSn5HrT/yshFte2SSpUe/DgGelx1Ii4Kc+Uhme/6vfZIU2KS8FloyFjCvSzdPpfzbv8XVa6Xor/ZLUEHng8817/FtV9AHpfWXqIGUByeVSQOOT0hJUryXcGvX+q7PlFThRGqwxd4EF56UPAoLQFCKwIdyGRGDjJhAXIsIt7+/74NJ2qR9GdT0wtr8BR38AO1944ojUAC38X1gzW+rx8MK5+tUEPbYQtr1a8b1TN+j5MHSdJl3w1Me33SEzGh76t6L2ajP6fHsEP+69gspAzprH+pXfCD1yJY2Zvx4HYNX8vvSxzJKCGwXp0thfutQsdUjLyviAVJs+Pb8ElULOW+P8eLCvpzT7X6eTfgY23o3+AFxQomHyT0eISMol0MOKlfP7YmhQUfbkSmoeY74+gEanZ+ns3nU2oL5xhr2XrQlfTAugl1fVFOaz8dk8tOQ4WQVqurpa8ufcoAbPKo5NL2DkV/sp0er4dVblUi81jS+nUE1W6Y3xrIISsgvVxGUWcuBiKmfisyplLJgbGmBnbkh0Wj6dnMz57+mB9S4FlJRdxGN/hRB2wzFvVF3gpybnr+WwYHUoEUm5APg6mvPnvCAczOt3o3pDaAIvrTlTHtCwMVXRzc2Sbm5WBJQur28E3hz+PR3PC6vOoJDL0JZGGL6bEdjsN1yzC9ScT5TKaJ1PzOH8tRwupeSi1upxtzHmtbv8uOu6htW1Sc8r5se9V/j3dDyz+nnx/MiO9dqvyWq5CNHq9ByPTmfjmWtsDkusVB7P19GcewNdmdjdBRcrY3KL1ITFZxMal8Xp2CxC47LKM1EMDeTMH+zN40Pa1xqQKCjR8Nb6cNaekjKuBvvY88oYX/ycLW5apsjNVqzR8ua/51gTUnMNeHNDA+wtDLmaXlD+fgZQGcjp086Gvt62LNp/hZwiDXd1ceLHmT3qDIjp9Xre+S+cZUelIHl9A6gg/TtN+OEwl1Pyyh8b1NGOz6cGNCiA1dLEZ+T6Ez8r4ZZWkAGfdwC9Fp49LX1GBSjOhY9L+2z8X1yTsoxbTVE2/H6PVPoIpEa0L1+q/7VLfZxbB//MASMr6brKsHFlFm87mhL41AvU+fDYQamBcdI5WDgAjG3g1ejWHmHjaTWwfJpU4rjHwzDhu9YekXA7EIEN4TYkAhs3gbgQEW5piWdg0WCQyeHp4Or7ZBRmSTVfC9Lhrs+hz3z4fRzEHITBr8DwN+p/vugDEPI7XNgI2hLpMaUJdJ4kfahzD6r5Zn1BBnzWTlp/NQaMrRvwQuu28cw1nllxGoCvpwcwKdCt0vOvrQtjxYk42tmZsvW5QRglh8K/j0GPh5rc56Ls/M+uPI1eDy+N9uHBvp68tCaMXRek/gt3d3Xikyndqpamuk56XjH7IlPR6fX09rLB09akyo1ZvV7PsytD2XjmGnZmhmx6ZmC1N8I+3HyeXw9G421nyrbnB9d4Yz8lt4j5y0IIjcsCpFnur4z1rbWHxvlrOTy4+DgZ+SX4OVvw19wgbM3qf2P98T9D2BaexMAOdvw5N6jJN58z8ks4eCmVfZGp7L+YSka+9N6Uy2D9UwPo5mbV4GMWa7QkZhURl1lQnkVSllGikMlYMNqHvt629T5eiUbHrwejiEnL5/W7/bA2bVgwKPxaNlfTC+jqaombtXGL37DX6/U8+fcptp5LAmD+YG9eb0LPloYo0ei4llWIi5Vxq/amqLd6XoQUa7TsjUhl/ekE9kSkUKKVsilkMikbJz6zsEowzUAuw9HCqDyzxcHckFfGdmJyoGuVG++XU3J54q9TXErJQy6DF0dLvVlaPGOlDdDr9aw4EceeiGQcLIxwtzbBw8YEdxtj3K1NsDJRIpPJyC5Uc+RyGgcupbI/MrVKw/QeHlYsf7RvvZvM6/V6fj8SQ0GJtsE/64ikHCb/dASdXs8bd18X/G5DxGfk+hM/K+GWFroc1j8BDp3hySOVn/vEE4qypH59jjVnsrVJ6kL4czLEHpFKRCmNpR4YE3+CwAcaf1xNMWRelTJAMqKkElcZUTD0NRj6f803/tvB8ulwcRuMfBcGvgCRW2HF/eDcHR7b39qja5qSfAhfD7533Tr9LIS2TQQ2hNuQCGzcBOJCRLilrZ4F5zdAl6kwdXHN25WVPzK2lhq1LR4lBUOeC6tcuqq+8tMhbCWE/AFpkRWPu/SQxlE20+t6l3fBX1Ok55493fBz1uJcQjZTFx6hSK2r8QZsdqGa0V/vJzmnmMeGePPaXTXfpFVrdaw4EUtcRgFzB3rXOYP20KU05vx+ArVWz6x+nvxvQmdkMhl6vZ7Fh6L5ZGsEGp0eDxsTfnqgcmmq2PQCdpxPYkd4MsFXM7huMjH25oYEtbMhyMuG3l42dHIyZ/GhaD7ccgEDuYzlj/YlqF31H6RzitQM/2IfaXklvH53J+YPrhr0ur5GvZWJkh9m9GBgR7taX2uZi8m5zPz1OGl5xfg4mvHXvD71ykAoy55RyGVseXZQpabZzUGn0xOWkM3hy2l0dDCrV18JoXoZ+SU89mcwnramfDK5a3n/EOEGajX8/be0/sADoKw7Ay67QM3Wc4n8ezqB49EZ5Y+7WhnT3cOKQHcrurtb0cXVEkMDOdvDk/loy4Xy3h3d3Cx5e5x/eVbVulPxvPHvOQrVWhzMDfluRmCDAm93Ir1ez5XUPPZFpnLgUhp6vZ5vpndvUJC2qZJzijCQy27qORtCfEauP/GzEm5pK2ZC5GYY8ioMe73yc+WNnteAz+iWHUdOopQdnnNNul5pys1irRpWPST1GjS0gNmbpB53ez4A72Ewa339j5V5Vcp+T7soBTCy40Gvq7yNyhyeDxM3uG9U1rvFa5D0b3B8EWx9BfzGw/S/Wnt0gtC2NOKaQhDaOhHYuAnEhYjQKvR6OLsGrNuBe/17IFSSGinVc0Vf9ywqrQYWDYKU81LqdVE2+NwFM1c27txl9Hqpx8epP6Q0bE2hdPzJv4LPmMrb7v8c9n4gla6a8lvTznudtLxiJnx/iGvZRQzxsWfJ7N41llzZeT6ZR5cF1zqT/9ClNN7dGF5eIsRIKWf+IG8eq6EEzLmEbKYvOkp+iZZ7ujrz3YzAKuc/HZvJ08tPk5BViEoh54VRPhSWaNhxPrm8PFGZLq4WGBkoCIvPLp/RXcbCyIC8Yg06fc2Nba+3+mQcr6wNw8zQgD0vDakUeNgTkcwzy0+TX6LF286UxbN7V9vEujZXUvOY+esxknOK8bYz5e9H++BsWXPPCI1Wx7jvDxGRlMusfp68N7FLg84nCLejhKxColLz8HUyrzU4WKzR8vvhGL7fc7m8l8i4bs6YqBSsDpbKMA3sYMfX07s3e2ky4c4kPiPXn/hZCbesknz4zBs0RRXlgq63YgZEboF7voLec1tuHGf/gc0vStkhAHd9Bn0ea9yxdDopAyVsJRgYSSVwPftDRjR8112a3LUgAsxrL4Varqzs7/VUZmDTDmzaS5O2Oo0Dt56NG+/tLP2KVDlArpQy9vd9LAWJ+j0NYz5s7dEJgiAILawhn5FbpgOkIAgt49JOWPeolBb9YiTI61f2opJDXwN68L2n7tRwhQGM+Qj+vFcKakDzXJzIZODRR/oa9oaUQZIQDMvvk2Z9DXm14rUlhEhLlx5NP2+p3CI1T/wVwrXsItrZmVYbVLjeKH9Hxge4sPHMNV75J4yNzwxEWToLPS6jgA83X2BbuFR6x8ZUhbuNCWfisvhuz2WWn4jjxdE+3NfLvfwcMWn5zF56gvwSLf3b2/LV9IBqzx/oYc3mZweWl6b6dFtE+XMKuYw+7WwY7e/IqM5O5c2ki9RazsRlcSI6gxMxGZy6mllen39yD1dm9fOs8+cztacbfx2/Slh8Np9vi+TzaQHo9XqWHI7hw83n0emhn7ctPz/Yo8F9MgDa25ux+rF+zPz1OFFp+dy36CjL5/XF3cak2u1XnowjIikXS2MlL4z0afD5BOF25GplXGcTeQBDAwWPDWnP5B5ufLXzIqtOxrIpLBGQ/hQ/P8KHp4d3uG17aQiCIAgt4PJuKahh5QFOXas+b1la2jW75j5GTZKfDltelPr/QcUErPMbGhfY0Oth++tSUEOmgGl/SEENkAIRbr0h/iSEr4O+T9R9vPQrFUGNe76UynXZeIOZg2gWXR823tJ7KysWYg5JS5AeEwRBEITriMCGINxKjv4gLfNT4Vpow2f4ZMZA2GppffCL9dun/TDwvVuadWXl0fzNuy1dYc4W6WLi5G+w/1OID5ayM4yt4dopaTvX5glshFzN4PlVocRlFGJuaMCvs3phaVx3uuY74/05dCmViKRcFu2/wrxB3vy87woL91+hWKNDIZfxUF9PXhjpg4WxAdvOJfHJtgiuphfw2rqz/H44htfv8cPP2ZxZS06QlleCv7MFix7qWamB942sTFT8Oqsniw9Fs+RQNN3crBjd2ZHhnRyqDSoYKRX08balT2k5GY1Wx/nEHBIyCxnp71ivWuxyuYx3xndmys9HWBMSz/1BHqw9FV/eJPz+3u68f2+X8uBOY3jamrLqsb488NtxrqYXSMGNR/tWyf7ILlDz5Q6pbNkLIzs2uMeEILRZGg1sL73pMWYMGLTsRzJ7c0M+ntyVh/p68vFWqTzVR5O6MqBD/crICYIgCEK5iE3SstP46m/Ut2RgI3Ir/Pcs5KeA3AAGvwzdpktZFVePQG5y/bMqyhz4HI7/LK3f+zP4jq38fNdpUmDj7Jr6BTaOL5SWHcdA73kNG4sgvafaj4CQpXBld0Vgw7IRpZAF4XZ3k68pBKGtEaWoGkmkjgs3XdJZqV5tmWFvwJBXGnaMjc9LHxDbD5fSq+srKw62/R/0mFW1VBRSGaaIpBzszQ2xNzfE0cIIRwsjzKopwXQ9vV5PkVqHykAuzRY+s1Iao6YQLD3grk9g5Uxp5tRr8aCqmNGv0+kJjc/CzNAAH8e6+y1otDq+33OZ7/dcQqeXZjt/PzOQHh71b0a+/nQCz68KRaWQY29uWN6Yt6+3De9O6Ewnp8p/C0o0Ov48dpXvdl8iu1ANSGWhcoo0eNiY8M8T/erVX6K1vLAqlH9PJ6BSyCnR6pDJ4PW7/Jg3qF2zNatNzili5q/HuJKaj725IX/P61Pp3/O9jedZcjiajg5mbHluUJOCKYLQpohGf8JtSnxGrj/xsxJuSVo1fN5eypCYs7Uis+F659bCP4+AR394ZGvznLcoB7a9BqGlPRbsO8GkheASKH3/6wgpA/yeLxsWTCjrKQgw9lPo+3jVbfJS4MtOoNfCM6fAtmoPunKFWfCVP6jzpeut5p4Udqe4sBFWPSiV7SrKgoJ0ePwwOImStIJQibimEG5DohSVINyOjv4kLQ0toThbSgFvSGAjJxFCS5tKDXqpYee2cof7/67ycHRaPu9tDGdvZGq1u5mqFDhYGGFnpkKt1VNYoqVArZGWJVoK1Vr0erAyUXJPV2cmBY6m57ydyFY9BJnRUlADwMG/PKiRklPEmpB4Vp2MK2+I293digf7ejKumzNGyqrZD7HpBTy/6jSnYrMAmBToyv8mdsbCqGGNtSZ2d2FDaAJ7I1NJyCrExdKIN+7x5+6uTtXe6FcZyJk7sB1Terjyw57L/HE0hpwiDXZmKpY9EtSmgxoA/3dXJ7aHJ1FQosVEpeDb+wMZ5d/AGXB1cLQwYtVj/Xjwt+NEJOVy/y/H+HNuEJ1dLLmckseyozEAvDXOXwQ1BEEQBEEQWlvMISmoYWIH7n2q36ZsZn1zZWxkxsDv4yE7FpBB/6dh2JugvO6ztP9EKbBxfkP9AxsFGVLWOEilcKsLaoBUQsp7qJQ9cG5t7ddgp/+Sghr2naSG40LjtBssTW7LuFLxmJXI2BAEQRAqE4ENQbgV5CZJqc8AE76FNbOldOiibKmmbH2ErwNtiVQj1mtAk4ZTUKLhhz2X+e1gNCVaHUqFjGG+DuQWaUjJLSIlp5jcYg35JVqi0/KJTsuv9XhZBWr+Ph7L38djcbM2ZnqX33gk9RNMY3YCoHMJZH9kCitPxLLrQgpanZRoZmZoQLFGS2hcFqFxWby3MZypPd2Z2ceDDg5m6PV61p1K4J3/wskr1mBuaMAHk7owsbtro163TCbjkyndeGv9OfycLXhsiDcmqrr/jFqZqHhznD8P9fPk39MJjOvmglcDG263BkcLI766L4B/QuJ5YZQPnV3q+V5rIDszQ1bO78usJScIi89mxi/HWDa3D9/suohGp2eknwODfexb5NyCIAiCIAhCA5SVofK9q+Z+f2WlqHISQKdtXF/AMpoSWDNHCmpYeUpZGtVlifhPgJ1vSYGXvFQwq8dnx9DlUq8Qp64w9LXat+06TQpshK2Wyl9Vl72s08KJRdJ6n8dFP42mMLIE9yCIPVrxfX2vewVBEIQ7hghsCMKt4MSvoFNLs6I6T4I9H0L6JYjaL32Ir4/z/0nLrtOqfToyKZeTMRl0dDDDz8Wi2mwGvV7PprBEPtpygcTsIgCG+Njzznh/vO3NKm2bX6whJbeY5Jwi0vNKUCpkmKgMMFYpMCn9MlYpMFYqOBOXzb+nE9h2LpH4zEK+PFjIVzzMuzbOjNfu5s1wX7YcPVl+7J6e1tzf2517ujmTX6xlTUgcy4/HEp9ZyJLD0Sw5HE1fbxssjJTsOJ8MQJCXDV9ND8DNuvoG1fXlaGHEL7N6NWpfT1tTnr/Fml+P7eLM2C7OLX4eKxMVf83rw5ylJwm5msn0RUcp1khBszfuqaPJvSAIgiAIgtDydDqI2Cyt+42veTszR6n/hU4jTdCybNykIgB2vSv13DOygtmba561b+0Fzt0hMVQKvvSaU/tx9XoIXiKt95pbdxCi0z1gYCRdgyWFgXNA1W0it0j9IIytpb4fQtO0H1ER2BCNwwVBEIRqiMCGILR1JQUVH7r7PSUtO4yQPlRf2V2/wEZuEsQdl9Y7javydGJ2IdN/OUpWgbr8MXcbY/ycLPB3scDf2QIrExVf7YzkWFRG+fNvj+vMSD+HasswmRoa0M7QoEoz6OoM7GjHwI52fHBvF3ZdSGb96QT2X0zlnYyxvIPUvM/SWMnkHq7MCPKo1IPBRGXAk0M78Pjg9hy4lMrfx2PZfSG5fJwGchkvjPLh8SHtpT4eQptlYaRk2SNBzPsjmKNR6QDMGdCuXu8hQRAEQRAEoYWd+wdyE8HQAtoNqXk7uQIsXKSb/NnxjQ9sRGyBYz9K6/f+XHcpIv+JUmDj/Ia6AxvR+6UyRyrzGid+VWJkAT5j4fx6KZO+usDGsdKm4T1nV+oNKDRSh+Gw9wNp3VIENgRBEISqRGBDENq6sJVQmCGlXncax7mEbAzNg+jIQvSXdyPT6+ueYRSxCdCDa68qFxZanZ7nVoaSVaDGycIIhVxGQlYhcRnSV1nGQxlDAzlPDevA/MHe1fazaApjlYLxAS6MD3AhI7+EzWcTCYvLYkAHO8Z2car1fHK5jKG+Dgz1deBaViErT8Zx/lo2Tw/vSHd3q2Ydp9ByTA0NWDqnN2+uP0dyThFPD+/Q2kMSBEEQBEEQ1IWw+z1pfcBzlftbVMfSvTSwEQfU0IujNlmxsP4Jab3vU9Dp7rr38Z8Iu/8H0Qek/hkmNjVvWzZxLGA6GJrVvN31uk4rDWyshZH/q1xiKzEMrh6S+kL0frR+xxNq59wdjG1Kr4VFYEMQBEGoSgQ2BKEt0+nKm4bH+TzMK7+d5GhUOsZAqKEBhtlxPPbtSpQOvnjZmuJlZ0pnFwv8nC0qH+fCRmlZTXbHD3sucyI6A1OVgpXz++JlZ0pWQQkXEnM5n5jDhcQczl/LITajgEEd7Xj9bj/cbVp+BpKNqYqH+npCX88G7+tiZcyCUbdWySehgpFSwRfTqpkFJwiCIAiCILSO4wulIIWFK/R9su7ty/psNKaBuFYN/zwCRVng0gNGvlu//WzbS/0yks5KJbN6PFT9drlJFSW1etaR2XG9jqOkPg+51+DqEWg3qOK546XZGv4Tm1Z6S6ggV4Dv3RD6Fzh2bu3RCIIgCG2QCGwIQlt2eSekX6JAZsLYA57kk45KIcfG3JqTBb4MlIXjknqYpUmVAxnPDu/AC6N8pBJRBRkQfVB64oZauCdjMvh290UAPpjUpbyhtZWJin7tbenX3rblX6MgCMKdSKWCH36oWBcEQRCEtio/DQ5+Ja0Pf6t+ZZaaEtjY/R7EnwRDS5i2FAwa8P+k/0QpsHF+Q82BjVN/Sv0/3PuAU5f6H9vAUDr+qWVSOaqywEZeivQ91C/oI9Tf2I+lgFI15ZQFQUBcUwh3PBHYEIQ26kpqHpp/P8YX+FM9jCK5CdN7uPHsyI64WhmjPjAN9oTzlPtVXPz9iEnP50pqHseiMvhuz2VyijS8Pc4feeRW0GvBsSvYeJcfP6ughOdWnEanh8mBrkwKdGu9FysIgnCnUSrhqadaexSCIAiCULf9n0JxjpQNUd+m2I0NbFzcDke+k9Yn/iA1BW8I/3thzwcQtQ8KM6VG3tfTaSHkd2m919yGHRukclSnlkmBk7s/l4IdwUtBWwKuPcG9d8OPKdTMyAI639vaoxCEtktcUwh3OBHYEIQ2JiW3iC+2RxJ+6hCbVafR6OUk+Mxi510D8bavqP+q9B0Ne97FLu0kj/ZzKa9zu+xoDG9vCOf3IzHkFWv4rGQDcqiUraHX6/m/tWe5ll2El60J793bgJlKgiAIgiAIgiDcGdIuVfSjGP0hyOX128+ytNF3QwIb2Qnw7+PSetD8asvo1smuIzj4Q8p5iNwG3WdUfv7SDsiJl3o3+E9s+PE9B4C5s9RE/fJu6DACghdLz/V5ouHHEwRBEASh0er5qUQQhJshPrOAqT8fZXVwPI8otgKQ32Ec780aWymoAUgf2M2dQVMIsUfLH57Vz4uv7gtAIZexLeQi2kt7pCeuuzD4+3gs28KTUCpkfD+jB2aGIsYpCIJwU2m1sG+f9KXVtvZoBEEQBKF6u96VyjZ1HAPeQ+q/X3nGRlz9ttdqYO1cqVG0cwCM/qDBQy1XFrA4v6Hqc2VBmsAH6m6AXh25ArpMkdbProHwfyEvWboua0ygRBAEoSnENYVwhxOBDUFoI2LTC5i+6BixGQUEWhcxSXkMAMthz1e/g0wG7YdL61d2V3pqcg83fnqgB6MMwlCiJtHAjQLLDgBEJuXy/qbzALw6thNd3Sxb5PUIgiAItSgqgmHDpK+iotYejSAIgiBUFXMYIjaBTA6j3mvYvmWBjaIsKM6te/tDX0mTtVTmMHWpVOKpscoCDFd2Q1F2xeOZMXBpp7TekKbhN+o6VVpGboXDpWWzes9tWC8QQRCE5iCuKYQ7nAhsCEIbEJ2Wz/RfjpKQVUg7O1OWdQ1DrlODRz9w61nzjmWBjct7qjw1prMTb3hfAmBdUQ9mLTlJSk4Rz6w4RbFGx1Bfex4Z0K4lXo4gCIIgCIIgCLcynQ52vCmt93gYHDo1bH9DczCyktbrU44qdLm0vOsTsG3fsHPdyMEP7HylvhcXt1c8HvIHoAfvYU07h3N3sO0oZc6nhIOBUdMCJYIgCIIgNIoIbAhCK7ucksf0RUdJzC6ig4MZq+Z0w/zsH9KT/epoAtV+OCCTPlDnJFZ+Tl2IXeJ+AA4a9CP4aiZDv9jHxeQ87M0N+WJaAHK5rPlfkCAIgiAIgiAIt7bwdXDtFKjMYOhrjTtGffts5CZDZjQgq9QXsEluLEelKYHTf0rrvR5p2rFlMqmJeJmu08DUrmnHFARBEAShwURgQxBaUWRSLvf/cpSU3GI6OZmzcn5fHKL+hcJMsPYC37trP4CJDbgESus3lKPi8m5QF4ClO28/+gB2ZioKSrTIZPD1fd2xM2tCercgCIIgCIIgCLcndRHs+p+0PuB5MHds3HHq22cjTirBi2NnMGqmMrllgY1LO6VSWBEbIT8VzJzA966mH7+sHBVAX9E0XBAEQRBagwhsCEIrCb+Wzf2/HCUtrwR/ZwuWP9pXCjZEbJY26D1Pak5Xlw4jpOXlGwIbFzZKS7/x+Ltasvqxfgz1tee9iV0Y2FHMKBIEQRAEQRAEoRonfoHsWKkhdl0Z5LUpD2zUkbERWxrY8Ojb+HPdyLEz2LQHbTFc2gHBS6XHez4MCmXTj2/bHu79GSb+JJ1LEARBEISbzqC1ByAId5oitZaw+GweXRZMdqGaADdLlj3SB0sTJej1kBAibeg1qH4HbD8CDnwOUXtBp5WCIZoSqZkdgN8EALztzfh9TlALvCJBEARBEARBEG4LBRlw4AtpffhboDJp/LEaGthwb8bAhkwmZW0c+goOfwuJZ6Qm6D1mNd85us9svmMJgiAIgtBgIrAhCC0gJbeI/0KvkZhdRGpuMam5xaTkSus5RZry7Xp4WPH7I0FYGJXOGsqIgqIsUBjWf+aPW28wtJTKV10LlZqNxxyA4mwwdQB3EcwQBEEQBEEQBKEOej1sfVW6jnDsCgH3N+149QlslORLQQdo3owNqAhslB3f566KMQmCIAiCcMsTgQ1BaEZFai2LD0Xz097L5Jdoa9xOpZAz1Neer6Z3x8zwul/DsmwN54D6p0grDMB7sFR66spuKbBx/j/pOb9x9StnJQiCINxcSiV89lnFuiAIgiC0thO/wNnVIFPA3Z83/TqivHl4LT02EkJArwULV7Byb9r5buQcAFaekHVV+r6pTcMFQRDaGnFNIdzhRGBDuGMUqbVcTsnjQmIOEUm55Uu1VsfADnYM6+TAUF97HMyNGnxsvV7PlrNJfLTlAglZhQB0c7Okn7ct9uaG5V8O5obYmxlhYWyATCareqCywIZbr4YNoP0IKbBxeTcMerGiT4ff+Aa/FkEQBOEmUKng5ZdbexSCIAiCILl6BLa/Lq2P/gA8+zX9mGXZETnXKkrm3qgl+muUKStHdeQ7KcDRfnjzn0MQBKE1iWsK4Q4nAhvCbS23SM2n2yI4HpVBVFo+Wp2+2u22nkti67kkALq6WjLM155hnRzo5maFQl5NAOI6YfFZvL/pPCdjMgFwsjDi/+7qxIQAF+R17FtFfLC0dO3ZsP3KGojHn4SL26EgDYys6t+nQxAEQRAEQRCEO1PONVj9MOg00GUq9H2ieY5r7iRlf+g0kJcMFi5Vt2mJ/hrX6/cUpF+RsjXk8pY5hyAIgiAIrUIENoTb2gebLrAquCL12dJYiZ+zOX7OFvg5WeDnbIFGp2NvZCr7IlMIi8/mbIL09d2ey1ibKPG0NcXOTIWdmSG2ZipsTaWltYmKDaHXWHtKqhlrpJTz+JD2zB/sjYmqEb9amhJICpPWXXs0bF8rD7DtCOmXKmZa+d5d/3JWgiAIws2l1cKpU9J6jx6gEGUDBUEQhFagKYbVsyA/BRw6w4TvpEyH5iBXSCWmsmOlPhs3BjZ0Wog7Ia23RMYGSMGVGctb5tiCIAitTVxTCHc4EdgQblsnojPKgxpfTAtgQAdbnCyMqi0BFehhzYJRPqTkFrE/MpW9kSkcvJhGZoGazIKsOs81KdCVV8b64mxp3PgBJ58FbQkY24B1u4bv32GEFNjIjJa+95/Q+LEIgiAILauoCIKCpPW8PDA1bd3xCIIgCHemba9JWd9GlnD/X6Bq5v+PLN1KAxtx4B5U+bmU81CSCypzcOzcvOcVBEG4E4hrCuEOJwIbwm2pRKPj9X/PAjAjyIOpPd3qtZ+DuRHTerkzrZc7aq2O8Gs5JOcUkZ5XQnpeMWl5xaTll62X4GxpxIJRPgR6WDd90AmlUXbXno2bJdV+BBxfKK2rzMB7WNPHJAiCIAiCIAjC7en0XxC8GJDBlMVg49385yjrs5EdX/W58jJUvZveqFwQBEEQhDuOCGwIt6VfDlzhckoedmYq/m9sp0YdQ6mQ093dqnkHVpvGNg4v4zUAFIagLYaOo0HZ8CbogiAIgiAIgiDcAa6dhk0LpPVhr0PHUS1znnoFNlqoDJUgtDHnErL538ZwXhjpQ/8Odq09HEEQhFue6J4l3HZi0vL5bs9lAN4a54+lyS3SZ6KxjcPLqEwrLki6TW+eMQmCIAiCIAiCcPPlJsNfUyH83+Y/dn4arHpImhDlcxcMeqn5z1GmPoGNluqvIdzyolLz+GRrBNmF6tYeSpNpdXpe/ieMkzGZfL3rYmsPRxAE4bYgMjaE24per+etDeco0egY1NGOCQEude/UFhRmSf0xAFwa2Dj8ehN/gAHPS+ncgiAIgiAIgiDcmk4sgss7IS0S/O9tekNvvV7qaXFpJ4Stknpe2LSHyYtA3oLzHS3dpWV2XOXHs+IgJx5kisZnrAu3vbc3hHPochrFGi3vjL+1+7CsOhnHhcQcAE7GZJKYXdi0Hp2CIAiCCGwIt5f/zlzj4KU0VAZy3p/YpdpG4W3StdL+GtbtwNS28ccxthZBDUEQBEEQBEG4len1cG6dtJ4VC0lh4BzQ8OMUZkLUPri8Cy7vhtzEiudU5jD9L6lpeEuyKgts3JCxEXdcWjp3a/6G5cJN982ui2Tml/D2+M4o5M1zDZ6SW8SRK2kArA2J59WxnTBS3pq9WHKK1Hy5IxIAQwM5xRodW84mMXdgu1YemSAIwq2t1UtR/fjjj3h5eWFkZESfPn04ceJErdt/8803+Pr6YmxsjLu7Oy+88AJFRUXlz7/77rvIZLJKX506Ve6xUFRUxFNPPYWtrS1mZmZMmTKF5OTkFnl9ws2TVVDC+5vOA/Ds8A542d1CH5DL+ms0tgyVIAiCIAiCIAi3h8RQyIyu+P7CpobtnxEFS+6Cz7xhzWypSXhuIhgYS7347voMnj4Bjv7NOerqWbhKy8JMKM6reFz017htnEvI5ptdl/jj6FX+PBrTbMfdEpaITi+t5xRp2ByWWPsObdj3uy+Rnl9Ce3tTXh7jC8CmsGutPCpBuLNotDqSc4pIyysmu0BNfrGGIrUWbdkfmtvMldQ8SjS61h5Gi2vVjI1Vq1axYMECFi5cSJ8+ffjmm28YM2YMkZGRODg4VNl++fLl/N///R9Lliyhf//+XLx4kdmzZyOTyfjqq6/Kt+vcuTO7du0q/97AoPLLfOGFF9i8eTNr1qzB0tKSp59+msmTJ3P48OGWe7FCi/t0WwRpeSV0cDBj/uD2rT2chkkozdgQgQ1BEIQ7g1IJ77xTsS4IgiAIZcr6ahhZQlE2RGyC4W/Uf/9D30DsEWndvhN0GAkdRoBHf1AaNftwa2VkUfE6chLAXrqpK/pr3D6WHKoIwn2x4yJ3dXXG0aLp77P/zkg3/j1tTbiaXsDyE7FM6enW5OPebFGpeSw9HAPAm+P86exswYdbLnA6Nov4zALcrE1ad4DCrU1cU9SLRqtj4o+HCb+WU+3zMhlYGSt5d0JnJnZ3vcmjq5leLwVdGlqNZuf5ZB5dFkxvL2v+mtcHQ4NbM9utPlo1Y+Orr77i0UcfZc6cOfj7+7Nw4UJMTExYsmRJtdsfOXKEAQMGMHPmTLy8vBg9ejQzZsyokuVhYGCAk5NT+ZednV35c9nZ2SxevJivvvqK4cOH07NnT5YuXcqRI0c4duxYi75eoeUEx2Sw4oRUt/WjSV1RGbR6MlL96fUVjcNFfVlBEIQ7g0oF774rfalUrT0aQRAEoa3Q6ysCG6PeA7mB1Bsj/Ur99lcXQfh6aX3mGnjqOIz5ENoPv/lBjTJlfTaySvtsFGVDSri0LgIbt7SUnCI2lmYeuNsYk1es4b2N55t83LiMAk7FZiGTwY8ze2AglxFyNZPIpNwmH/tm+3DzBTQ6PcN87Rnm64CDhRFBXjYAbDl762ahCG3EHXRNodPpeXH1GUZ9tZ+U3KK6d7jO5rOJNQY1QPqvN7NAzSv/hHExuW38nYlJyyfw/Z08vyq0QfvpdPry0ncnYzJ5499z5QGS21Gr3f0tKSkhJCSEkSNHVgxGLmfkyJEcPXq02n369+9PSEhIeSAjKiqKLVu2cPfdd1fa7tKlS7i4uODt7c0DDzxAbGxs+XMhISGo1epK5+3UqRMeHh41nheguLiYnJycSl9C21Ci0fH6v2cBmN7LnaB2Nq08ogbKjof8FOmixalra49GEARBEARBEITWkhAi9dVQmkLX+8BroPT4hY312//iVijOBgs3KVOjLbAsnWVf1kA8/iTodWDtBeZOrTYsoen+PHYVtVZPL09rFj3YC4VcxuazieyNTGnSccuCJX3b2dLF1ZKRfo4ArDgRW9tuzUKr0/PTvss8vOQEn2yNYOf5ZDLySxp1rAMXU9kdkYKBXMab4ypKv40LcAG4pctrCcLN9uvBKNaeiudSSh7f775c7/10Oj0/7JG2f3mML9Ef382lD+/iwntjCXt3NKfeGsWJ10cwxMeeYo2OZ5afpkitbamXUW8/7L1MVoGaDaHXOHolvd777TifTERSLsZKBXIZ/BMSz28Ho+ve8RbVaoGNtLQ0tFotjo6OlR53dHQkKSmp2n1mzpzJe++9x8CBA1EqlbRv356hQ4fy+uuvl2/Tp08ffv/9d7Zt28bPP/9MdHQ0gwYNIjdXirglJSWhUqmwsrKq93kBPv74YywtLcu/3N3dG/nKhabS6/Uk5xRx8FIqvx2M4om/QriYnIetqYrX7u5UdYfiXNDd5LpyRdkQuRW06rq3Leuv4dgZlMYtOy5BEAShbdDpIDxc+rrZ/0cJgiAIbVdZ03Dfu0BlAn7jpe/rG9g4s1JaBkwHeRvJYi8PbJQ2EI8tbRx+G/fX2H0hmRFf7iPkakZrD6XFFKm1/H1cCjQ8MrAd/i4WzOnvBcDbG85RWNL4G4Mbz0g3/Cd0lwIAM/t4ALD2VHyTjluX7AI1j/x+ks+2RbL/YioL91/h0WXB9Hh/J8O/2MdLa86w4kQsl5Jz65wBrdHqynuAzurnRXt7s/LnxnZ2Qi6DM/HZxKYXtNjruZ3pbrG+CEevpPPLgStkNiJIdjklj9OxmdU/eYdcUwTHZPDZ9sjy71eciK3378728CQupeRhbmTAQ/08kclkKBVyjFUKLIyU2JiqcLAw4otpAdiZGRKZnMuHmy+01Eupl4SsQtafTij//tNtEfXKutDr9Xy3+xIAcwe2463SgOpHWy+wJ+L27C3dRj7p1M++ffv46KOP+Omnnzh16hTr1q1j8+bNvP/+++Xb3HXXXUybNo1u3boxZswYtmzZQlZWFqtXr27SuV977TWys7PLv+Li4pr6coR60uv1rD+dwBv/nmXawiN0f28nfT7azUOLT/DB5gvsjpBmg7w5zg8rkxtS7xLPwCeesPHZmzfgq0fh54Gw4n7Y8Wbd2yeUlqFyFWWoBEEQ7hiFhdCli/RVWNjaoxEEQRDaAp2uogxVl8nS0vceaZkQDDl1NBvOS4XLpb0mu93fMmNsjCqBjdJKCbdxGapvdl3iSmo+H2y+cNuWANkQmkBGfgmuVsaM9pcmrL4wygdnSyPiMgr5Ye+lRh33ckouFxJzUCpk3NVFyugZ2MEOdxtjcos0LdZ0+2JyLhN+PMT+i6kYKeW8MNKH+3u709FBCkhEpeXzT0g8r607y6ivDzDppyOEXK3hZjPw9/FYLqXkYW2i5LkRHSs9Z29uSL/2toBUIkdomD+PXaXHBzv569jV1h5KnUo0Oj7acoEZvx7joy0RDPpsL1/vvEhuUd2TYMOvZfP4nyGM/Go/k346wvubzqPW3hC8uAOuKTLyS3h6+Wm0Oj0TAlwY7GOPRqfnm90X69xXr9fzfWm2xpz+XlgY1dyHxN7ckK/uCwCk99j28Jonv7e0Xw9EodHp6eZmiYlKQWhcFtvD6w5M7L6QwvnEHExVCuYObMfs/l7MCPJAr4dnV4S2mTJbzanVAht2dnYoFAqSkyv/wyQnJ+PkVH066ltvvcVDDz3EvHnz6Nq1K5MmTeKjjz7i448/RldDZNLKygofHx8uX5beyE5OTpSUlJCVlVXv8wIYGhpiYWFR6Uu4OfZEpPD8qlD+Ph7LyZhMsgvVyGXgbWfK2M5OPDu8A8sf7cOkwGoaiUVuA70WTv8pBTlaklYDez6E3++G7NIU2VPLoKCOWTqicbggCIIgCIIgCHHHIfcaGFpUlJGycAa3IGk9YnPt+59bCzoNuPQAe5+WHWtDlPXYyI6XMtrLMtZv08DGldQ8ziZkA3A6NovgWm5+36r0ej2LS5uGz+7vhYFCurVkamjAuxM6A/DLgSguNeIm2n+hUuBicEf78omLcrmM+3tLWRvLW6Ac1bZzidz742GuphfgamXM2if689zIjnwypRs7Fwwh9O1RLJ3dm6eHdaCfty2GBnJC47KY8vMRnl5+ivjMyjPHswpK+HqXdNN1wWhfLE2q3ky9p6uUjdJSgZq2rlijZdf5ZLIL6lHl4jpbzyby9oZzZBWoefe/8FqDS60tJi2fqQuP8MuBKADcrKU+NN/uvsSgz/aycP+VajOQzsZnM++PYO757hDbwpMo6xu9+FA0D/52nNTc4pv5MlqVTqfnhVWhJOUU4W1nykeTu/LyaF8A/j2dUOeN+r2RFTf65wxoV+f5BvvY89hgbwBe+SeMa1k3P1iUllfMypPS37lXxnRi7kBp3J9vj0BzY2DrOnq9nu/2SAHlWf29sDZVIZPJ+N+EzvRpZ0NesYZ5fwQ3urReW9VqgQ2VSkXPnj3ZvXt3+WM6nY7du3fTr1+/avcpKChAfkM6rUIhdXavaRZEXl4eV65cwdnZGYCePXuiVCornTcyMpLY2Ngazyu0rrIPTMN87flmenc2PzuQ8++NZc9LQ1n4UE8WjPalf3u76ne+Ppix58OWG2RGNCwdCwc+k+rFBswExy6gLoCQpTXvp9XAtdPSumgcLgiCIAiCIAi3l7iTkFfPfgPhpWWoOt0DBoYVj/uNk5Z1laM6s0JaBsxo2Bhb2vU9NpLCpGskIyuw823VYbWUDaGVb1Qv2l/Pxu/NICGrkB3hSS1epufw5XQuJudholJwX+/KZbpH+zsy0s8BtVbPG+sb1rRWr9fz3xnp51dWhqrMtF5uGMhlnI7N4kJi8/Q81er0fLE9ksf/OkVBiZb+7W3Z+MxAOrtYVtrOykTFsE4OvDTGlxXz+3LwlWHc18sNmQw2hSUy/Mv9fLYtgrxiDSBl7GQVqPF1NGdG7+rLmI/t4oRCLiP8Wg7RafnN8npuFSdjMrj724PMWxbMxB8PEZdRv5JCIVczeH5VKHo9OJgbotHpeWb5KbIK2t6N2n9Px3PPdwcJi8/G0ljJood6cuDlYfw4swft7U3JKlDzydYIBn++lz+OxFCs0RIal8Ujv59k/A+H2HUhGZkMJgS4sP35wSx8sAemKgXHozMY//2hmktT3WZ+3n+F/RdTMTSQ8+MDPTAzNKCrmyV3dXFCr4evdtSctSGVZZImuT/YzxNr0/o1V39xtC/d3CzJLlTz/KpQtDe57NnSw9EUqXV0c7NkQAdb5g/2xtpEyZXUfNaeiq9xv32RqYTFZ2OsVDBvYEUQR2Ug5+cHe+JuY0xsRgFP/BVCieb2KVvWqqWoFixYwK+//soff/zBhQsXeOKJJ8jPz2fOnDkAzJo1i9dee618+/Hjx/Pzzz+zcuVKoqOj2blzJ2+99Rbjx48vD3C89NJL7N+/n5iYGI4cOcKkSZNQKBTMmCF9uLO0tGTu3LksWLCAvXv3EhISwpw5c+jXrx99+96eM0ZuZRFJORy5ko5CLuODSV25N9CVzi6WGCkV9TtAYmjF+qXtEHei+Qd5ZhUsHCQ1wTO0hKlLYNLP0P8Z6fnjv4Cmhv9oUyOkD/Yqc7DtWP02giAIgiAIgiDceqL2w+KRsHg0lNRx41KnhfMbpPXOkys/16k0sBFzqOZs8JQI6dpHbgBdpjRp2M2uLLCRcw2uHpHW3fu0nR4gzUiv1/NfqFQX/dkRHZHJYNeFFC6ntHz5j2tZhUz84RDz/wzhoy0tWx9+yWFp8uG0nm5YGlfORpDJZLw7oTPGSgUnojP4J6TmG3E3OpuQTUx6AUZKeXnD8DIO5kaM7tx8TcSzC9XM++MkP+yVbnzOHdiOZY8EYVOPm58OFkZ8NjWAjU8PpK+3DSUaHT/tu8LQz/fxw55L/FlaIunt8f7l2Sw3sjFV0b+sHFUrZ21k5pfUOhO8ueQUqUtLjB/lSqr0NzEmvYApPx8hIqn2YFV0Wj7z/gimWKNjpJ8DO18YQjs7U65lF/Hi6jNtpuRbXrGGBatCeWHVGfJLtAS1s2Hrc4MY09kJuVzGPd2c2fHCEL6cFoC7jTGpucW88184QR/u5t4fD7MnIgW5DCYHurLzhSF8NyMQH0dzxnZxZsPTA2hvb0pSThHTFx2r1+9BiUZXtXzVLeJ4VDpf7pD6arw3sTN+zhWVcxaM8kEug23hSZyJy6p2/yNX0gmNy8LQQM68gd71Pq/KQM539wdiqpL+hv24t/6Nypsqp0jNsqPS348nh3ZAJpNhbqTkqWEdAPh656VqG5vr9Xq+Le2t8VA/T2zNDCs9b2OqYvHDvTEzNOB4dAbv/BfeZn5nmqpVP0lMnz6dL774grfffpvu3bsTGhrKtm3byhuKx8bGkphYUW/wzTff5MUXX+TNN9/E39+fuXPnMmbMGBYtWlS+TXx8PDNmzMDX15f77rsPW1tbjh07hr29ffk2X3/9NePGjWPKlCkMHjwYJycn1q1bd/NeuFBvSw/FAFJzLVerBjbWzkuFnNJmO50nScvd7zXf4AqzYO08+Hc+lOSCRz944lDFhUTnyWDmBHlJFbOvblSWhu0aeFt+sBcEQRAEQRCEO9bRH6RlZjTs/aj2ba8ehrxkKZPBe2jl52zbg0NnqcTuxe3V7x9W2jS842gwtW3KqJufmRPIFKBTw/n/pMdu0zJUYfHSjXljpYLHBnszqvTmfFkpmpZSWKJl/p/BpOVJE+p+OxTN76XBh+Z2JTWPPREpyGQwu4bSLm7WJjw/Upq499GWC/UufVJWhmqEnyOmhgZVnp8Z5AnAv6cSKCjRNGb4gNQkfNKPh9kbKc0E/3p6AG+NqzkIUZMurpaseLQvix7qiZetCWl5xXyx4yJanZ7R/o4M6FBDZYlS47uVlaNqvT4beyNS6PPxbu7+7iDpeS1X4mjbuSRGfbW/vOH89F7u7HhhML6O5qTkFnPfwqMEx1QfuE3PK2b20hNkFqgJcLPkuxmBWJoo+WFmICoDObsjUvjtYMu83+tDr9eTX6whOCaDcd8dZN3pBOQyeGGkDyse7YvLDfeyFHIZU3q6sXvBUD64twuOFoZkF6pRyGVM7enG7heH8tX07nRwMKu0XwcHc9Y/NYAxnR0p0ep4bd1Z3lp/ttI4YtML2BCawLv/hXPvj4fp8s52hn6+j6vpNy8rqESj4/vdl/jlwBViGpmNlJZXzDMrTqPTS0Ge+3pVznzq6GheXo7+ix2R1R2C70vLMs0I8sDe3LDabWriZWfKB5O6APDNros1vjeb21/HrpJbpKGDg1l57yKAB/t64mplTFJOEX8ciamy38FLaYTGZWGklPPooOqDOD6O5nw3ozsymRQc/r2a49yKZPrbJURzk+Xk5GBpaUl2drbot9FCMvJL6Pfxboo1Ov55vB+9vGwadoBLu+DvKWDbAR5aD9/3AG0JzPoPvIfU7xhFOZBxRSo1lRlduoyRljkJgF76kD70NRi0AOQ3ZJIc/FIKpjh2hccPUl4cscx/z0h9OAYugJHvNOz1CYIgCLeu/HwwK71YycsDU9PWHY8gNBPxGbn+xM/qNpd2CX64rtSsTA5zd9Zcfnbj81IJ28CHYOIPVZ/f+xHs/1RqJj5jeeXndFr4pqt0fXLfMvCf2Gwvo9l83UUqRVVmzlbw7N9642kh7208z5LD0UwIcOG7GYGEXM1kys9HUCpkHHp1OI4WRs1+Tr1ez/OrQtkQeg0bUxWTAl1ZfCgamQwWPdiT0Z1r7iXaGG+tP8efx64y0s+B3x7uXeN2aq2O8d8fIiIpl/t6ufHZ1IBaj6vT6en/yR6ScopY9FBPxlQzbp1Oz9Av9hGbUcBnU7pVKYNVX78fjubdjedxtDDkt1m96epmWfdOdSjR6Fh2NIbvdl9CD2x6ZiCetrV/vssqKKHXB7vQ6PTsWjCkyo3slhYal8WMX45RWDoD3N/ZghXz+1bJwmmK5Jwi3tkQzrbSRszt7Ez5aFLX8ubp2QVq5v5xkuCrmRgp5fz8QE+GdXIo37+wRMuMX48RGpeFu40x654YUOkm9d/Hr/LGv+cwkMtY9Vg/enpaN9vYr6fX69l5PpnNZxPJLFCTXagmt1BaZheq0VxXrsjF0ohvZwTSu573sIrUWnZfSKGrqyUetib1GstP+67wxY5IjIqLuPD1VAAGvLmBBHX11U3crI355/H+OFk2/9+gG8f24uozrDudUP6Yj6MZYzo7MdrfiS6uFshuvC92A61Oz8NLTnDochodHMz47+kBmKiqBjrjMgoY/uU+1Fo9yx/tU6lE/cmYDKYtPIpSIePAK8NwtmzgROlSC1aFsu50Aq5Wxmx5dhAWxgYk5RQRnZpPVFo+Uan5RKflkV2o5r2JXeji2vi/JUVqLQM/3UNaXglfTgtgSs/KfYT/CYnnpTVnsDRWcuCVYeW/p3q9nqkLjxJyNZO5A9vx1jj/Ws/zy4ErfLQlAoAhPvY8M7xDw++3trCGfEau+s4QhDZixYlYijU6urpaNu4/p7IyVM7dwcodes6GE7/Anveh3eCqQYYbha6Ajc+BtpZZC7Yd4d6fwb2GD3Q958CBLyD5LEQfqBpQEY3DBUEQBEEQBOH2c7y0qoDPXWBsJfW/2PAUPHagcv8MkPruXSjNZCjLNL+R33gpsHFlt1TWSnXdDdOYg1JQw8gSfMY2+0tpFpZuFYENhUpqcH6b0er0bCwtKTSxtD9ET09rentZczImk6WHY/i/uzo1+3kXHYhiQ+g1DOQyfnqgB33a2VBQomXFiVieXXmalfP70d3dqlnOlV2gLi8t9cjA2hvxKhVyPpzUhSk/H2V1cDwTu7vWmsFwIiaDpJwizI0MGOprX+02crmMGUEefLotgr9PxDY6sLE9PBmARwd5N0tQA6TyNfMGefNAH0+KNdryxue1sTJRMaijHXsjU9kclshzIxtXnrpIrWXB6lBMVAa8Pd4fC6O6AxNRqXk88vtJCtVa+nrbcDklj/OJOcxeeoK/5vapNmPmRnq9nqNR6STnFFFQoqWwREuRWkuhWktBiZaCYi1bziWSW6TBQC5j/mBvnh3RsVJpcUsTJX/O7cOTf4ewNzKVR5cF88W0AO4NdEWr0/P8qtOExmVhZaLk9zlBVWbezwzy4FhUBhvPXOOZ5afY8tygev3sGyI2vYB3N4azJ6L2fkkGchl3dXXm/YmdGzQGI6WCe7o513t7mUzGU8M60NXVkleWHS1/PCNfjdLYAH8XSwLdrQj0sMLL1pRnV57manoBDy4+zqr5fauUKWpOX+yIZN3pBBRyGb29rAmOyeRich4Xky/z/Z7LuFgaMbqzEwM72GFmZIBSIUelkKM0kJWvrw6O49DlNIyVCn56oEe1QQ0AdxsTZgR5sOzoVb7YHsnaJ2zLgybf75HKR03t6d7ooAbAe/d24VRsJjHpBYz8ej95RZryQOCNXv4njI1PD2hw5leZ1cFxpOWV4GplXKXHEMCkQFd+PRBFZHIuC/df4dWx0v8nR66kE3I1E5WBvLzxeW0eHeRNWl4Jiw9Fs/9iKvsvptLX24Znhnekf3vbOgNPbY0IbAhtklorzXYAmDPAq3G/WOWBjdKZIYNeglN/Sr0wLm4H31o+9F/cLl146LVgYielf1u3A5t2lZemdrUHSExsoPsDcPJXOPpj5cBGST6knJfWRWBDEAThzqJUwksvVawLgtCifvzxRz7//HOSkpIICAjg+++/JygoqNpthw4dyv79+6s8fvfdd7N58+by7y9cuMCrr77K/v370Wg0+Pv7s3btWjw8PFrsdQi3iMIsCC3Nquj7ODh1g8u7pP56B7+EYa9X3j56PxSkg4kttKshs9yxC1h5QtZVuLwb/CdUPHdmlbTsPLlq0KStsLxu5qlzd1C27Kzh1nD0SjqpucVYmSgZ1LHixvxjg9tzMiaYv49d5alh7TGvx03n+tobkcKn26SZt++M96evtzQL/v2JnUnKLmRvZCpzfz/Jv08OqNdM8LqsOBlLoVpLJydz+nnXXfKsp6cNM4I8WHEilsf+DGHZ3CB6eFQ/abGsafjYzk4YGtTcU3NaLze+2hnJmbgswq9lV2n0XZfM/BJOlJaVqS4rpKmMVQqMVfXsCQrc082FvZGpbAq71ujAxn+h19hyVsqIOHU1k19m9ao1+yMlt4iHl54gI7+Ebm6WLH64N7EZBdz/yzFOx2bx6LJglszuXWtv04SsQv5vbRgHL6XVOb4AN0s+mdKtUo+E6xmrFPwyqxev/BPGv6cTeH5VKBn5JcRlFrA9PBmVgZxfZ/WivX3V1ySTyfhoUhfOJWQTnZbPi6vP8NvDvZrl5myxRsui/VH8uPcyxRodSoWMWf286ORkjqWxEktjJRalS0tjJSYqxU29KTzYx541Tw/mZMQjGCoVLH9yIH6edlX+3f6a24f7Fh3lckoeDy89wfJH+9Yr+NVQfx27yo97rwDw8aSu3NfbnewCNXsik9kRnsy+yFSuZRfx+5GYepVBev/eLvg4mte6zdPDOrA6OI5TsVnsiUhhhJ8jZ+KyOHAxFYVcxhND2jfpNZkZGvDdjECm/HyE1Fxp0rNCLsPDxoR2dqZ425niaWvCFzsuciExh7+OXa2xRF9t1Fodi/ZLJQsfG+KNsprgiEIu4+UxvsxbFszSw9HM7u+Fo4VReW+NmUEeONQjK1Amk/H63X480MeDhfuv8E9IPMeiMjgWdZxADyueHtaB4Z0cbpkAhwhsCG3SlrOJJOcUY2dm2KDIdSWJZ6SlS3dpae4IfebD4W9hzwdS/dnq+lrEB8Pqh6WgRsAMKSOjKb/QfZ+Ak79JzctTI8HeV3r8WijodWDhChaNfI2CIAjCrUmlgs8/b+1RCMIdYdWqVSxYsICFCxfSp08fvvnmG8aMGUNkZCQODg5Vtl+3bh0lJRX14NPT0wkICGDatGnlj125coWBAwcyd+5c/ve//2FhYUF4eDhGRrffzVqhEU7/Cep8cPCXAhUyGdz9Bax5WAps+E0Apy4V25f14/ObAIoaLtFlMilr4+gPcGFjRWCjJL+i6XjAjJZ7TU11fWDjNu2vsaG0afjdXZ1RGVRcZw7v5EB7e1OupOaz4kQs8wc37UZbmSupeTy78jR6PcwIcufBvp7lzxko5PwwswfTfznKuQRpFv7aJ/pjXY/G2DVRa3Xltd0fGdiu3je93h7nT0xaPkej0nl48Qn+mteHgBsySNRaHVvPSn0mqpupfD07M0NGd3Zic1giy4/H8uGkrg16HbsuJKPV6fFztsDdpunBnqYa5e+ISiHnUkoeF5Nz67yReyO9Xl/ezF2lkBOVls+kHw/z7YzuDO/kWGX7vGINj/x+kriMQjxtTVgyuzemhgb4OVvwxyNBPPDrMY5cSeepv0+x8KGeVW6w6vV6Vp6M48PNF8gr1mBoIKe3lw3GKgUmKgXGSgVGyop1D1sTxnVzQSGv/f2iVMj5cloA1iYqlhyO5r1N58uf++q+gFrLOpkbSf02Jv10pLzfxqP1mLlem4OXUnl7QzjRpT0iBnSw5b2JXaoNrrQmdycr3P9ZXPs2Nib8ObcP0xdJfw/m/n6SZY/0aVAAri47wpN4e8M5AJ4f2bE8m8rSRMmkQDcmBbpRpNZy8FIa28OTOJeQjVqrQ63Vly51pY3O9Wh1emb28WDqDaWYquNgYcTs/u1YuP8Kn2+PZJivAz+UNvu+t7trswR0u7lZseGpgSRmF9LOzhR3G5OqgQeZjLfWn+PLnRe5p5tLg3t6bDxzjYSsQuzMVFX6iVxvhJ8DvTytCb6aybe7LzEhwIUT0RmoFHIeG9Kw97ynrSkfT+7GM8M78suBKFaciOV0bBZz/wjG39mCZ4Z34K6ubf9epehWLLRJSw/HAPBQX89aZ2vUqCADsqSmVDh1q3h8wPNgaCGVhrqwoep+aZfg72mgKYQOI2HC900LaoCU7dHpHmn92E8Vj5c3Dr/90rAFQRAEQRDaiq+++opHH32UOXPm4O/vz8KFCzExMWHJkiXVbm9jY4OTk1P5186dOzExMakU2HjjjTe4++67+eyzzwgMDKR9+/ZMmDCh2kBJmeLiYnJycip9CbchrQaO/yKt93m84lrCfyJ0Ggc6Dfz3tLQdgKZEClQAdJlc+7H9xkvLi9ul/QAubJKCKNbtwL36LKQ2wfK6GzW3YWCjSK1l2zlpxvzEgMo35uVyGY+VBjOWHIqhRKNr8vlyitQ8uiyY3CINvTyt+d+ELlUCDaaGBix5uDeuVsZEpeUz/89gimoooVIf28OTSMwuws5MxYSA2oMP1zNWKVg8uxdB7WzILdbw0OLjnEvIrrTNoctpZBaosTNT1SsT5IEgKTNuQ+g18osb1kS8rAzVmM5Vb/q3BktjJYN9pBJdm0qzVhri8OV0IpJyMVEp2Pb8IIK8pJ/z3D+C+XHvZa5vq1ui0fHEXyGcS8jB1lTFH3OCsLuuLFF3dysWz+6NYWlD7udXhaK9rndEQlYhs5ac4LV1Z8kr1tDT05otzw3ir3l9+HVWL769P5BPpnTj3QmdeWVsJ54Z0ZGJ3V3rDGqUkctlvDXOj5fH+JY/9vrdnRjXre73W2cXS94ZL/UW+HRbBCFXG9fsOTG7kKeWn+KhxSeITsvH3tyQ72YE8tfcPm0uqNEQHRzM+OORIMyNDDgZk8njf4U0y98igFOxmTy7Umr0fX9vd54bUX3mkZFSwSh/R76YFsC25wez+8WhHHhlGEdfG0Hwm6MIe3cMF94fy8UP7+LdCZ3rff7Hh3hjbmhARFIuX+yIZOf5ZGQyeHJY8wSRAfxdLBjh54i3vVm12RQzgzzo4mpBbpGGT7ZGNOjYOp3UMwWkoHFtmVIymYxXS0sarjoZx7v/hQMwvXfjS265WBnz7oTOHHp1OI8N8cZUpeB8Yg5rTyXUvXMbIAIbQptzOjaT0LgsVAo5M/s0MpW/LFvDup1U07aMiQ30e0pa3/uR1GivTE4i/DkZCjOkmq/T/gBFM6XnlZ3zzErIL03VTAiWlqIMlSAIwp1Hp4OYGOlL1zwXFYIgVFVSUkJISAgjR44sf0wulzNy5EiOHj1ay54VFi9ezP3334+pqdTTQKfTsXnzZnx8fBgzZgwODg706dOH9evX13qcjz/+GEtLy/Ivd/fG1YYX2rjILZAdC8Y20O2+isdlMrjnS6kPxrXTFROeovZCUTaYOYLngNqP7RYEpg5QnC311QAIWyktA2Y0fUJWS7o+sOHep/XG0UL2RaaQW6zBxdKo2pnlEwNdcDA3JCmnqLzkUmNpdXqeXxlKVGo+zpZG/Pxgz0oZItdzsDBi6Zze5TczX1xzBt11N6obYvEhKSvggT6etd54q46JyoCls3vTy9OanCIND/x2nPBrFcGNjaHSz+Sers71qk/fr70tXrYm5BVr2NiAn2d+sYaDl1KBlilD1VhlN+43nU2sFIioj7JsjWk93fC2N+OveX14sK8Hej18vj2Sp1ecpqBEg06n59XS0lHGSgVLZvfGy65qc/O+3rYseqgnSoWMzWGJ/N/aMHQ6PStOxDLm6wMcvJSGoYGcN+/xY/Vj/Zr9Zn9Z/4ilc3rz7f3deXRQ/WehzwzyYHyACxqdnik/H6XPR7uY8csx3lx/liWl/QTiMgoo0eiISs1j94Vkfj0QxWvrwpi+6Ci9P9xFv4/3sDksEblMKou++8UhTAhwabtleRpwTdHF1ZKls3tjrFSw/2IqL9wQuGqMqNQ85v5+kiK1jmG+9nxwb9Uga0uzMlExvzRDpyxAcE9X55saiFLIZbw3UcrEXHsqnuCY+gfWdl5I5nJKHuaGBpUy72rS28uGEZ0c0Or0RCTlolTIeHxo04M49uaGvHaXH4deHc6zIzry7IgOTT7mzSACG0KbU5atMT6g4elb5W7sr3G9vk+CsTWkXYSw0nq0Rdnw91TpIsSmPTywBgyb8Y+gRz9wCQRNEZwsTRMsbxzeq/nOIwiCINwaCguhXTvpq7CwtUcjCLettLQ0tFotjo6VZ+Y6OjqSlJRU5/4nTpzg3LlzzJs3r/yxlJQU8vLy+OSTTxg7diw7duxg0qRJTJ48udreHGVee+01srOzy7/i4uIa/8KEtuv4QmnZaw4ob5g9ae4EYz6S1vd+COlX4FxpGSr/iSCv42axXA6d7pbWL2yEnGsQtU/6/vogSlvk3A2UJuA5UOpTeJvZUHpjfnx3F+TVzE43NFCUN9v+5cCVBt+8vt6XOyLZE5GCoYGcRQ/1rPOa2cfRvNKN6gk/HuLd/8JZfzqBqNS8GgMdBSUaQq5msuxoDAtWh3I6Vpp8WJ8bb9UxNTTg90eCCPSwIrtQzYO/HSciKYcitZbt4dLf47rKUJWRyaQm4gB/Hb9a75/n/oupFGt0eNiY0MmpYSWfWtIIPwdUBnKiUvO5kJhb7/2upOaxJyIFmQzmlNb1VxnI+eDernw8uWv5v/mUn4/y1oZz/Fva1PmnB3tUKQd2vaG+Dnx3fyByGawJiWfoF/vKszR6eFix5blBzBvkXe9MjMYY5uvAxO6uDbpJXtZvI6g0uJicU8zRqHT+OhbLe5vO8/CSEwz6bC8+b25l+Jf7mftHMB9uucCKE3Ecj84o76HQy9Oajc8M5J3xnVukF0WzauA1RS8vGxY91BOVQs7ms1LgKi6jgLS8YgpLtA3625SaW8zDS0+QWaCmm5slP8zs0ejG2U01Z2A7bK8rtffUsJt/U76HhzXTS8tIvbUhHI227slrer2en0pLZ83q71nv99vLY33L5zJM7emOq1XjG6TfyNpUxYJRPnRzs2q2Y7Yk0WNDaFOSsovYUlpbc84Ar8Yf6Mb+GtczspBKUu16B/Z9IqV0r3wAks9JM6UeWtf8H7ZlMuj3NKydKzUS7z4DsuMAWfVjFARBEARBEFrd4sWL6dq1a6VG47rSGZETJ07khRdeAKB79+4cOXKEhQsXMmRI9c2fDQ0NMTRso42dhZqV5MPi0VJfvGlLQVV1hnO5xDNw9TDIDaD3vOq36f4AnP1HytTY8LR0DQJS4+/68BsPIb9DxGaw9pR69nn0A5uGNyu9qcyd4NnQqsGe20BOkZrdESkATAxwrXG7mX08+GHPZS4m57EvMpVhnWouXVcdvV7P1zsvls9I/nRKt3rfeOrf3o7Ppwbw4poznEvI4VxCRSk8CyMDurlZEeBuiaWxkvPXcjh3LUcKetxwj3NyD9fGTz5EasT7xyNBPPTbcc7EZ/PAr8eZ1c+L/BItrlbGBLpX31i8OtN6ufPlzoucS8gh+GpmrT0YypQFUMZ0dmxTM/DNjZQM87Vne3gym89ew9+l+ibbN1pamq0xopNjleyLGUEedHQw4/G/TnEhMYcLidK/+SeTuzLMt+733l1dnfliWgALVp8hNqMAQwM5L4325ZGB7Vo0oNFU5kZKVj/ej+xCNVGpeVxJzScqNY+o1HyupOZxNb2AEq0OY6WCdnamtLM3pb2dKd72ZuXft/lgRhMN9rHnuxndefLvU6wJiWdNSHz5czIZmCgVGKsMMDVUYGGkxNZMhY2pCjszQ2xNpXVbMxXf7LpEXEYhHjYVvVpai5mhAc+O6Mg7/4Vzd1enGhvVt7RXxvqyLTyp3o3Ej1xJ50x8NoYG8vLgZH10crLg6WEd2HUhhWeG3xqZFS1FBDaENuXPYzFodHqCvGzo4mrZ+ANdC5WW1WVsAATNl9K/s67CwkGQGQ0qcylTw9qr8eetjf9E2PkO5MTD1v+THnPwA8O2M1NEEARBEAThdmJnZ4dCoSA5ObnS48nJyTg51V6GJD8/n5UrV/Lee+9VOaaBgQH+/v6VHvfz8+PQoUPNM3Ch7bh6RAo+JJ+DFTNg5mpQ1tAk/lhptob/vWBRw8xzmQzGfws/9YPYI9Jj5i71L8/kNRgMLSE/BQ5+LT0WcH+9X87NllOk5mpaATHp+VxNzye3KAO1Nr6iWWxZ81iNDnMjA964xw8rk8Y3uL6eTic1Of7jSAwP9/dqfJnjOmw7l0SJRkdHBzP8nGu+trMwUjKzjwe/HIhi4f4rDQpsFKm1vPxPWHnZpRdG+nBvYM1BlOrcG+hKLy9rgmOk0s9h8Vmcu5ZDTpGGQ5fTOHQ5rco+DuaGdHaxoIurJZ1dLBnqa9+gc1bHwkjJsrl9eOC3Y5xLyOHrXRcBGBfgXG22S01sTFVM6eHKihNx/HYwqs7ARolGx57SANTYLm2nDFWZe7q5sD08mY1nEnlhpE+dM9+zCkpYGyLVwJ87sPobor28bNj4zAAe+zOEsPhsXh7jy7RaGhPfaHIPN5QKOXsjU3hqWIdbqseEpbGSQA9rAj0qB8s0Wh3ZhWqsTVQNer/dbsZ2ceab+wP5dGsEGfklFJb239HrIb9ES36JlrS8uo9jY6rij0cq92ppLbP6edLZxaLegcGWYGtmyEtjfOtsJK7X61kfmsC7/50HpEBkQ3+GL4725cXRvnVveJsTgQ2hzShSa1l+XGr43aRsjcIsKVAB4Ny9+m1UJjDoJdj6srStXAn3/11zIKQ5KJTQ5zHY+RZEbpYeE43DBUEQBEEQWoxKpaJnz57s3r2be++9F5AyLnbv3s3TTz9d675r1qyhuLiYBx98sMoxe/fuTWRkZKXHL168iKdn40q0CG1YfHDFevR+WD0Lpv8FBjfcfM9LgXP/SOt9n6z9mNaeMOJt2Paq9H3nSVKZqfowUIHPGDi7Wuq1oTCUAikNkJBVSGGJhg4OzTvBKim7iNXBcUSn5ZcGMgrIyC9p0DEyC9T8Oqtnk2fTRyTl8Pq6s5yKzQLg7Q3n6OZm2bTJczX4r7QM1cTuddfhnzPAi6WHozkenUFoXBbdaykHVCYtr5j5y4I5FZuFgVzGR5O7cl8Dbk5fz83aBDdrk/KgiFqrIzIplzPxWZyJyyK/WIufszmdXS3p7GKBg3kNQbwmsjRW8tfcPsz89TjnSzMJGtKQvMwjA9qx4kQcO84nczU9H0/bmjOqjkalk1ukwd7csEGZITfLiE4OmBsaEJtRwLe7L9V5w3L5iVgK1Vr8nS3o611zUMfZ0ph/nxxAYnYhbtYmDR7X+AAXxjfi36atMlDIsW0DN+HbggkBLuW/dzqdnkK1loISLQUlmvJlVoGa9PwS0vNKSM8rJiO/hLR8ad1IqeCtcf60q6ZXS2uQyWT0qkfmVkubGeTBqpOxnEvI4ZOtEXx5X+X7jMk5Rbzx71l2XZACrV1dLe/4rIumEIENoc3YEJpAZoEaVytjRvk71r1DTZLCpKWlh9QsvCY9H4ZjP0LmVZi8CLyrLxvQrHrMgv2fQklp6Fs0DhcEQRAEQWhRCxYs4OGHH6ZXr14EBQXxzTffkJ+fz5w5cwCYNWsWrq6ufPzxx5X2W7x4Mffeey+2trZVjvnyyy8zffp0Bg8ezLBhw9i2bRsbN25k3759N+MlCTdT/Elp2XUaXNgEl7ZL5WWnLgXFdZfTwUtAWwJuvcGtHp/xg+ZLk51ij0HgAw0bk984KbAB4HsXGFvVe9ed55N5dsVpCtVaurhacF8vdyYEuDQ5S0Kv1/P8qtMci6raMNXe3BAvWxM8bEyxMVWiVMhRKuSoDOQoFTKUCjlanZ7PtkWy60IySw/HlPejaKiCEg3f7rrEb4ei0er0mKoUeNubcTYhm+dXhbLpmYENbnxdm5ScIo5ckTIdJtRShqqMs6UxE7u78k9IPB9uPs9b4/zp6mpZY0DkYnIuj/x+kvjMQiyNlfz8YA/6t2++sslKhZwurlLA54E+Nzcwa2Wi4q95fXhu5WnszQzxb0TpmI6O5gzxsWf/xVSWHo7h3Qmda9y2rAzVKH/HNjlT39TQgA8mdeG5laF8v+cyPT2tGVpDySi1VseyI1cBKVujroCaQi5rVFBDuHPI5TJMDQ1Ky0mJwE9TKOQy3p/YhUk/HWHtqXhmBLnTy8sGvV7PulMJ/G9jODlFGpQKGc+P9GH+YG+UrdSb5HYgAhtCm6DX61lyKAaAh/t7Nq3hUHl/jTqyLwwMYe5OKMwE+5uUvmVsJQU3jv0kfS8ahwuCIAiCILSo6dOnk5qayttvv01SUhLdu3dn27Zt5Q3FY2Njkd8wWz4yMpJDhw6xY8eOao85adIkFi5cyMcff8yzzz6Lr68va9euZeDAgS3+eoSbSK+HhBBpve+TUsmnFTPgwn+w/gmYtFBq+K0phpOLS7d7on7HlsvhgbVQnNPw/n4dRoKBEWiKIGBGvXdbejia9zadp6w3rNRrIZwPNl9gtL8j9/VyZ0AHu0bVzz90OY1jURmoFHKeG9mRdnameNqa4GVrWu+660qFnHf+C+fjrRfo7WVDV7eGZVfsvpDM2xvCSciSGuiO7ezEOxP8MTRQMOabA1xOyePTbRG8M77mm98NtSksEZ0eAj2s8LCt343j+YO92RCawMmYTCb8cJiODmZM7enGpEBXHCwqMiQOXEzlqb9PkVuswdNWqmF/K5UCqg8bUxV/zq1nGbYazBvUjv0XU1kdHMcLo3ywNK7aH0Gn07PzvFSScEzntleGqszE7q6cjMngr2OxvLAqlM3PDsKlmqbAW84mkpRThJ2ZIeMCnFthpIIg1CbQw5r7e7uz8mQcb20I57eHe/HW+nPl5fC6uVny+dQAfJ1Eafqmkukb0vJeKJeTk4OlpSXZ2dlYWLRe/bbbQUGJhl0XUnh2xWmMlQqOvTYCS5MmNGv6Z66UBj78TRj8cvMNtLlkxsAPQVIT8wUXpBJVgiAIwp0lPx/MSm9O5OWBadtI4RaEphKfketP/KxuAWmX4YeeUhDh/+KkMlARW2D1Q6DTSBOWxn8HZ1bC+selXhnPh92cz/fn1kHaRRj8Sp1lrLQ6PR9sPs/SwzEAzAhy54VRPmwOS2TVyTgiknLLt3WxNGJqTzceH9oeE1X9AhJ6vZ6JPx4mLD6bOQO8Gh040Ov1PPZnCDvOJ+Nla8KmZwdhVo+gSFJ2Ee/+F8620hn5rlbGvDexMyP8KqoA7I1MYc5SKfvm73l9GNChebIeJv5wiDPx2fxvQmce7u9V7/1OxWbyx5EYtp1LolijA0Auk5r6Tu3pRmZ+Ce9uPI+2tP/kwod6YmPaPL1Hbjd6vZ6x3xwkMjmX1+7qxGND2lfZJuRqBlN+Poq5kQEhb45CZdB2Z0cXa7RM/fkoZxOyCfSwYtX8fpXGe/3v24JRPjw7omMrjlZodeKaos3KyC9h2Bf7yC5Uo1TIUGv1qBRynh/VkfmDvJs2ofs215DPyCJjQ7hpMvNLCEvIJio1j6jUfKLSpGVidlH5NlN6ujYtqAEVGRvOgU07Tkux9oLH9ksZIyKoIQiCcGcyMIAnn6xYFwRBENqesjJUzgEVPTU63Q2Tf5XKUZ1aBgbGEHdMei7o0Zv3+b7L5HptVlCi4bmVoeWz1V8d24nHh3gjk8mYM6Ads/t7EX4thzXBcawPvca17CK+23OZSyl5/Pxg/crm7jifTFh8NiYqBU8ObXydcJlMxmdTuxH+3SFi0gt449+zfDO9e61ldvZFpvD8qlCyCtQo5DLmDWrHcyM6VgnKDPN14IE+Hvx9PJaX1pxh23ODm3zdGZ2Wz5n4bBRyGXd3bdis+R4e1vTwsCanSM3msET+CYkn5Gom+yJT2ReZWr7d5B6ufDy5K4YGzVc+63Yjk8mYO7Adr6wN448jUhmzG8u6bDsnBb2Gd3Jo00ENAEMDBT/O7ME93x/kdGwWn26L4K1x/uXPB1/NJCw+G5WBnAf6eLTiSIU2QVxTtFk2pipeHuPLm+vPodbqCXCz5ItpAXR0FFkazUm864Wb4nhUOo/8fpL8Em21z1ubKPFztmjSB2EAinMh/bK03pKNwJvKwa+1RyAIgiC0JkND+PHH1h6FIAiCUJuE0sbhN5aP7TJZKj+1/nE4sUh6zMAYes6+qcOrS0puEfP+CC6/CfrltIAqTYBlMll5j4XX7vZjy9lEXvknjK3nktgclsg93Wq/Ya/V6flqx0VAaoxtb9602uxWJiq+m9Gd+xYdY0PoNQa0t+O+3lUbZWt1er7dfYnv91xCr5ear34+rRudnGqe2fnGPX4cvpxGTHoBb/93jm/vr30i3L7IFFaeiMPEUIG7tQnuNia4WxvjZmOCk4VRedPwAR3sGv26LYyUzAjyYEaQB1Gpeaw7lcDaU/Ek5RSxYKQPTw/v0ORG6neCCd1d+Gx7BNeyi9h6LqlSI3K9Xs/28LZfhup6HrYmfDktgPl/hrD4UDS9vWwY20Ua+5JD0QBMDnQVTbAFcU3Rxs0I8iC7UI25kQEzgzxElkYLEIENocWdis0sD2q4WRvT2cUCb3szvO1My5fWzZVWm3QW0IOFK5jZN88xBUEQBEEQBEG485RlbLhV0xev+wzQFMKmF6TvA6aDic3NG1sdLiXnMnvpSRKyCrE2UfLrrF708qp9fEZKBZN7uBGdls/3ey7z9oZz9PW2qfXm6aawa0Qm52JuZMD8QVVLADVGT08bFozy4fPtkbz93zl6eFrRwaFihmt6XjHPrwrl4CWpafeDfT14a5x/nVkNJioDvp7enakLj7Ih9Boj/RyrBHoAErMLeW/jebaWzvKvjlIhQ4YUcJhYzTEaw9vejJfG+PLCKB9yi9RNbuh+JzFSKniorxdf77rIbwejGN/NuTwgFJGUS2xGAYYGcob43Dr3CEZ3duLRQe349WA0L685g5+zOXKZrLwJ+iMD27XyCAVBqItCLuOpYU2cwC3USgQ2hBZ1LiGbh5ecIL9Ey4AOtix+uDdGyhZMoy0vQ9WGszUEQRAEQa+HNOmGDHZ2IGZjCoIgtC3qQkgOl9arC2wA9HoEZHIIWwODXrx5Y6vD+Ws5TP/lKLlFGtrZmbJ0dm+87Opfd/3p4R3YHp7ExeQ83t14nu9nVJ/ZoNbq+GqnlK3x2GDvppcUvs4TQ9pz9Eo6hy6n8dTfp9nw9ACMlApCrmbw1N+nScopwlip4OPJXbk30LXexw30sOapoe35bs9l3lx/jt5eNjhZGpW/nt8Px/D1rosUlGhRyGU81NcTe3ND4jMLiMsoJC6zgGtZhai1ekCPpbGS0Z0daz9pAynkMhHUaIQH+3rw477LhMVnE3w1k96lgbyyQMCgjvb1bmTfVrwythOnYrMIuZrJk3+fItDDCp0eBnW0w0eUsxFAXFMId7xb66+6cEuJSMrhwcXHyS3SEORlw6+zerVsUAPgWqi0dO7esucRBEEQhKYoKAAHB2ldNPoTBEFoexLPSA3CzRzBsmoppHI9Z7epElR6vZ53N4aTW6Shp6c1v83q1eDseEMDBZ9PDWDST4fZeOYa47o5V1vC55+QeK6mF2BrqmLOgOadPS6Xy/hqegB3fys1hX5v03na25vx8ZYLaHR6vO1NWfhgz0bd3H1mREf2RqZyNiGbl/85w7JHggi5msmb68+VN1Lv4WHFh5O64udctbSVVqcnOaeI+MxCXKyMMDcSfRPbAlszQyYHurLyZByLD0ZfF9goK0PVvAGom0GpkPPDzEDu+e4Q4ddyCL+WA8Bcka0hlBHXFMIdThT3ElrE5ZQ8Hvj1OFkFarq7W7F4dq8qDdxahMjYEARBEARBEAShqcrKULn2uqVmwO67mMqJ6AxUBnK+nxHY6JK/Ae5WzB8slZZ6c/05sgpKKj1fpNby3e5LADw5rEOLzIR3MDfi6+ndAVh+PJb3N51Ho9Mzrpsz/z09sNEz1pUKOV9P746hgZyDl9KYtvAoUxceJSIpFysTJZ9O6co/j/evNqgBUkaFi5UxQe1scLM2aezLE1pAWXmm7eeTuJqeT1xGARcSc1DIZYz0u/UCGwDOlsZ8M717+Z+hDg5mt1RJLUEQhJYkAhtCs7uans8Dvx0jPb+Ezi4W/DEn6ObMYinJh7RIad2le8ufTxAEQRAEQRCE21N8aeNwt55NOkxCViHFGm0zDKhuOp2ez7ZJ10MP9/PExcq4Scd7fmRH2tubkppbzHubzld6bvnxWBKzi3C2NOKBPh5NOk9tBnW054mhUoBFqZDxvwmd+X5GIGZNDKR0cDDjtbs6ARB8NROA6b3c2fPiUKb39kAuv3WCWUIFH0dzhvjYo9fD0sMx5WWogrxsmq+vZysY7GPPS6N9kcnghZE+oqG8IAhCKVGKSmhW8ZkFzPz1OMk5xfg6mvPn3D7NWmu1VsnhoNdJ6eLmVVOlBUEQBEEQBEEQ6iUhRFq69W70IfZfTGXu7ydxtjJi+by+uNu07Oz+jWHXuJCYg7mhAU8ObXqzUiOlgs+mBjB14RHWnUpgXDdnhndyJL9Yw497LwPwzPCOLV5u+MVRPnSwN8PP2QJ/l+qzKBpjVj8vIpNziU7L5+UxvvT0bDvN34XGmzeoHfsvprImOA5PW6ksz61YhupGTw3rwKODvFEZiPnJgiAIZcRfRKHZJOcUMfPX4yRkFeJtZ8pf8/pgczNnRYj+GoIgCIIgCIIgNFVuEmTHATJwqb5xdl1yitT839owNDo9cRmFTFt4lMspec07zuuUaHR8uaO0kfcQ72abnd7T05q5pf0zXl93jpwiNb8fiSE9vwRPWxOm9XJrlvPUxkAhZ0pPt2YNaoDUx+Pjyd1YOb+fCGrcRgZ2sMPX0Zz8Ei3nE6WeFKOr6RFzKxJBDUEQhMrEX0Wh2XyyNYLYjAI8bExY/mhf7M0Nb+4ARH8NQRAEQRAEQRCaqqwMlYMfGDauj8MHm86TmF2Ep60JHR3MSMopYvqio5wvbf7b3FadjCU2owA7M8Nmb+T94mhf2tmZkpRTxOvrzrJo/xVAKomjVIhbCkLbIpPJKjXXDnCzbHJZNkEQBKFtEp9ChGaRXaBm89lEAL6bEYiTpdHNH0RiqLQU/TUEQRAEQRAEQWisssbhbr3IL9bw/MrTfLYtAq1OX6/d90amsDo4HpkMPp8awKrH+tHZxYL0/BLu/+Uop2Mzm3W4BSUavt0tlYZ6dkTzN/I2Vin4bGo3ZDLYFJZITpEGH0czxge4NOt5BKG5TOjugp2ZlLV0u2RrCIIgCFWJwIbQLNaHJlCi0eHnbEGAm+XNH4C6CFIuSOsiY0MQBEFo6wwM4OGHpS8D0fJMEAShTSnrr+Hai/9tDGd96DV+2neFN/49i15fe3Aju1DNa2vPAjC7vxdB7WywMVWx/NG+9PS0JqdIw4O/HedYVHqzDXfp4RjS8orxsDHh/t4t08i7t5cND/fzKv/+xdG+KESDbaGNMlIq+GRyN8YHuLRoc3tBaHXimkK4w4l3vdBker2elSfjAJjeyw2ZrJk/4GqK4fB34NwNfMZUv01yOOi1YGIHFq7Ne35BEARBaG6GhvD77609CkEQBOFGOi0knAJgX4FneeaFDFh5Mg4jpYJ3xvvXeM3z4ebzJOUU4WVrwitjOpU/bmmsZNkjQTy6LJgjV9J5eMkJFj3Uk6G+Dk0abmZ+CQv3SaWhXhzt06I1+F8Z68uV1DxsTFWM9r/1mzELt7eR/o6MFO9T4XYnrimEO5zI2BCa7FxCDhcSc1AZyLk3sAWCCrvehb0fwPL7IHhp9duUlaFyDoDmDqwIgiAIgiAIgnBnSLkA6nx0SlOe21UIwNPDOvDZVCkr/PcjMXyyLaLazI1KJaimBWCsUlR63tTQgCWzezOikwPFGh2PLgtmQ2gC6XnFqLW6Rg335/1XyC3W0MnJnPHdWrY0lInKgD/n9uHb+wObfzKbIAiCIAhCA4mMDaHJVgXHAjC2sxNWJqrmPfjlXXDsp4rvNz0PWjX0mV95O9FfQxAEQbiV6PVQUCCtm5iIoLwgCAJIWdgr7ocuU2D4WyBX1L1Pc0uQGoeH057sYh09PKx4bkRHDBRyitRa3lx/jkX7ozBRGvDcyI7lu11fgmpO/3b09rKp9vBGSgULH+rJ86tC2RyWyHMrQ8ufM1EpsDBSYmmsxMLYAEtjFX29bZgU6IqtmWGVYyVmF/L7kRgAXh3bCbkoDSUIgnBnEdcUwh1OBDaEJiks0bLh9DUA7u/t3rwHz0+D9U9K670fBQNDOPoDbH0ZdGro91TFtolnpKXoryEIgiDcCgoKwMxMWs/LA1PT1h2PIAhCW3BpB2TFwqGvIe0STP4VVCY3dwzxUmDjQKEX5oYGfHt/IAYKqdDBg309KdboeH/Teb7edREjpZzHhrQH4INNUgmqdnamvDzGt9ZTKBVyvrs/EAdzQ/4JiSe3SANAQYmWghItSTlF5dvuupDMJ1sjGOHnwH293BniY18+nm93XaJEoyOonQ1Dfe2b/UchCIIgtHHimkK4w4nAhtAkW88lkluswd3GmL7ets13YL0eNjwNeclg3wlGvw8GRlJw4+CXsP11qffGoAXSMvm8tJ9z9+YbgyAIgiAIgiAIN09uUsV6xCb4YxzMWAlmTetDAUBOojST1dyp1s0Koo9jAoTqOvDRtK6421QOrMwd2I4itZbPt0fy8dYIjJQKPGxMWBNSWoJqarcqJaiqo5DLeGd8Z94Z3xmNVkdukYacIjXZhWpyCjVkF6pJzC5k45lrnInPZnt4MtvDk7E3N2RyD1f6tLNhdbDU5/DVsb6iNJQgCIIgCHccEdgQmqSsafh9Pd2bN/U5eAlc3AoKFUz5DZTG0uPD3wKFIez7CHb/TypL5TNGyuAwsgIrj+YbgyAIgiAIgiAIN0+OlAlO1/vg8k5ICIHfRsDMNeDQqfZ9a1OcBwsHgF4HTxwBi+p7UWRlpmORdQkA9y6DGB9Q/XZPDetAYYmWH/Ze5p3/wjE3ki6rHxnQjl41lKCqjYFCjrWpCmvTqmV95w3yJiIphzXB8aw/nUBqbjGL9kexaH8UACP9HOnp2fBzCoIgCIIg3OpE83Ch0aJS8zgRnYFcBlN7uTXfgVMjYfsb0vrId8Gpa8VzMhkMfRVGvC19v+8j2PictO7SXdQTFARBEARBEIRbVVnGht94mLcbbLyl0lSLR0PU/sYfN+44FKRDYSZsebnaTfR6PUtWr0OOniSZAy9OGVzrIV8c7cO8ge2kYRdpaGdnykujay9B1VidnCx4a5w/R18bwcIHezLSzwGFXIahgbzOsleCIAiCIAi3K5GxITTa6uB4AIb42ONsadw8B9UUw9q5oCmE9sOhzxPVbzfoRSlzY8cbFY3DRX8NQRAEQRAEQbh15SZKS3NnsG0Pc3fBypkQdwz+mgwTvofuMxt+3JhDFesRm+DCRil4cp3lJ2LRxJ4AJRi3C8LUsPZLZZlMxhv3+KFQyNh6Nomvp3evVwmqplAZyBnbxYmxXZxIyyumRKPDxaqZrsMEQRAEQRBuMSJjQ2gUtVbH2lNSYGN672Ys/7TnfUg6C8Y2cO/PIK/lLdr/abjr84rvRX8NQRAEQRAEQbg16XQVGRsWztLS1BZmbYAuU0CngfVPwL5PG37sssCGvZ+03PIyFGWXP33+Wg7vbTxPoPwKAJYd+9frsDKZjNfu8uPAK8Po7m7V8HE1gZ2ZoQhqCIIgCIJwRxOBDaFR9kakkJpbjJ2ZihF+zdDMD+DKXjjyvbQ+8cc6G/sB0Gc+TF0KvR6BTvc0zzgEQRAEQRAEQbi5CtKlvnkAZo4VjyuNYPJvUsY2SKVoUy/W/7gl+XDtlLR+3zKwaS9lhuz6HwDrTycwdeERijVagpRSYAPXXk18MYIgCIIgCEJLE6WohEZZHSw1DZ/Sww2lohniYwUZ0gwsKA1S3F3/fbtMlr4EQRAE4VahUMDUqRXrgiAId7qyMlSm9qBQVn5OLpd67CWcgqi9cGkH2PvU77hxx6VsD0sPaZ/x38If4yB4MT9n9ODT89YAjPfQYJmSBXIDcO7WfK9LEARBEFqKuKYQ7nAiY0NosOScIvZEpAAwrZd78xx09/+kixk7Hxj9YfMcUxAEQRDaKiMjWLNG+jIyau3RCIIgtL7r+2vUpONoaXl5Z/2PW1aGymuAtGw3iJxO0wEYcfkjDGVqnhvRkW8HaaXnnbqCUpR4EgRBEG4B4ppCuMOJwIbQYP+ExKPTQ28vazo4mDX9gHo9RGyR1sd+AiqTph9TEARBEARBEIRbR30CGx1GSsurR6QSU/URc1haeg0EYG1IPKPDR5Oqt8BHnsDO3qd5YZQP8oRgaTtRhkoQBEEQBOGWIAIbQoPo9fryMlT3NVe2Rsp5yE8BpUn5BYcgCIIgCIIgCHeQnNLAhkUtgQ27jmDlAdoSiD5Y9zFL8iEhBIBCl768vOYML645Q5LamJW2TwHgEf6T1LMjvjSw4da7Ka9CEARBEARBuElEYENokGP/396dh0dVn///f81MkslCEgghGwaCG4psCpJGbMUai0ptsVbBoiC1WBUUSatCK1C1ErUt5WulpvUX1H4+KhSL1opFMQqKImj4uKAYQBQQSNgkK5ksc35/TGbCmIUEJjlzZp6P6zrXnJw5c3KPTu3cuc/9vncc1s5DNerhjNC4oe0kHZ3xxZuex/4XSBHOwFwTAIBgVl0t2WyerbqDdx0DQCjrSMeGzSadfqlnvyPLUe3eKLnrZST01U+X7tXy4q9lt0l5l56p26bf7VnaqrFOeul2ad9HntecQscGAMAiyCkQ5ihsoFO83RpXDstQbFSAZs/vWON5PHVMYK4HAAAAwFo6UtiQmpej2rbas6Rte3Z6lqHaGjNcn+6rVFJclJ75xXd0xyVnyOGwS+P+JEXGSbvfkxpdUkwvKenUk3wjAAAA6A4UNtBhB6tceuUTT8Ix4fwALUPVUOdLOHTqxYG5JgAAAABr6WhhY8D3JEeUdGSndOiL9s9tGhz+TKknd7l33NnKOa138/M9+0nfv7f5574jPXe9AgAAIOhR2ECH/X9vfylXg1vDTknUsFMSA3PRrzdK9TVSXB8pZVBgrgkAAADAWjoyY0OSnD2kfjme/faWo6qr8c3NWFM3UMNOSdT44X1bnpf9SynjPM9+v+90MmgAAACYhcIGOuRwdZ3+sf4rSdIdl5whW6DuZDp2GSo7H0cAAAAg7DTUSTUHPfvH69iQ/JejasvX70vueu01krTLSNG8KwfJbm8lh7E7pOuek37woJR9S+djBwAAgCn4SzI6ZMm6L1VT16hzMhL0/bNSAndh7+Bw5msAAAAA4amq1PNoj5Rie7d/riSd0TRAfOc7Uv3RVk8xvnpbkrTBfbZ+ODRDI/ontX29+DTpghmebhAAAABYAoUNHFd5Tb2efvcrSdLt3w9gt8bRI9LeTZ59ChsAAABAeKpsKmzEp3dsxkWfs6SEU6SGWt8cjW/75jPPDVQf6BzNvvysQEUKAACAIBFhdgAIfk+++6UqXQ0amBqvHwxKDdyFv3pbMtxS7zOkxFMCd10AAIKdwyFdcUXzPgCEs4q9nsfjzdfwstmkM3Kl4qc8y1F5OziauI5WqcfBDyVJA0b8QKf0ig1crAAABAtyCoQ5ChtoV2VtvZas+1KSdPslp7e+Lu2JOna+BgAA4SQ6Wlq50uwoACA4+Do20jr+mtObChutDBB/7bWXdaUatF9Juu6yMQEJEQCAoENOgTDHUlRo1z/W71RFbYNOT+mhywd38A6qjvIWNk67OLDXBQAAAGAdlfs8j/EZHX/NgIske4R0eId06Avf4YNVLu3e5Cl2HM3IUVx0ZCAjBQAAQJCgsIE2Vbsa9P+9vUOSNOPi0+UIZLfGkd3Soe2SzSFlXRi46wIAAACwFl9hoxMdG9EJUr8cz/72It/hhau36jzjU0lS5rmXtvZKAAAAhAAKG2jT/763U9/U1GtAcpx+OLSLujX6jpCiEwN7bQAAgl11tRQX59mqq82OBgDM5S1sJHSiY0OSTr/E89i0HNXnpRVasXG7zrVtlyTZB3w3UBECABB8yCkQ5ihsoFVH6xr1RFO3xm1jTlOEI8AflR1veh6ZrwEACFc1NZ4NAMJdxQl0bEjS6U0dGV++LaP+qB54+TMN0xdy2uqlHmlS79MCGycAAMGGnAJhjMIGWvXsxl06WFWnzKQYjT+3b2Av7nZLO9Z69ilsAAAAAOHNNzy8kx0bqedI8elSw1E998+lemf7IY2O2OJ5Lmu0ZAvgUroAAAAIKhQ20EJtfaP+ttYzgO+2MacrMtDdGvs/lWoOSpFx0innB/baAAAAAKzDVSnVVXr2O9mxsbe8VpuiRkiSjm55VZJ0Va8vPU8yxw8AACCkRZgdAILPPz/Yrf2VLmUkRuvq804J/C/4omkZqqzRUkRU4K8PAAAAwBq83RrOBMnZo0Mv+fJgtQrWfKEV//e1co3T9HiUNNb5ifpdO1invOQZHK7+FDYAAABCmekdG4sXL1ZWVpaio6OVnZ2tjRs3tnv+okWLNHDgQMXExCgzM1OzZs1SbW2t7/n8/Hydf/75io+PV0pKisaPH6+SkhK/a4wZM0Y2m81vu+WWW7rk/VmNq6FRj6/xdGvcevHpiorogo+Id3D4qRcH/toAAAAArKNir+exA90a2/dX6fbn/k+X/GmNln2wW/WNhlz9vivD5tApjV/rUvc7sjXUSnEpUvIZXRw4AAAAzGRqx8ayZcuUl5engoICZWdna9GiRRo7dqxKSkqUkpLS4vxnn31Ws2fP1pIlS3TBBRdo69atuvHGG2Wz2bRw4UJJ0tq1azV9+nSdf/75amho0G9+8xv94Ac/0Geffaa4uDjftaZNm6b777/f93NsbGzXv2ELeOnDvdpXXqvUBKeuGdEF3Rr1tdLOdz37zNcAAAAAwptvvkZ6u6ftPFStq/76jiprGyRJ3z8rRdMvPk0j+idJS0ZJu9ZLb+Z7Ts66kPkaAAAAIc7UwsbChQs1bdo0TZ06VZJUUFCglStXasmSJZo9e3aL8999912NHj1aP/vZzyRJWVlZuu6667RhwwbfOatWrfJ7zVNPPaWUlBQVFxfre9/7nu94bGys0tI6voary+WSy+Xy/VxRUdHh11rJ2q0HJEnXjeqn6EhH4H/B1xulhqNSj1Qp5ezAXx8AACuw26WLLmreB4BwVent2Gi7sOFqaNT0ZzepsrZBQ/om6qGrh+icjMTmE07P9RQ2ynd5fs4a3YUBAwAQJMgpEOZM+9TX1dWpuLhYubm5zcHY7crNzdX69etbfc0FF1yg4uJi33JVO3bs0CuvvKIrrriizd9TXl4uSUpKSvI7/swzzyg5OVmDBw/WnDlzVFNT0268+fn5SkxM9G2ZmZkdep9Ws2nnN5KkUQOSjnPmCfLO1zh1DHdRAQDCV0yMtGaNZ4uJMTsaADCPt2Mjoe3CxoKVW7R5T4V6xkbqbzeM8C9qSNIZl/r/nPXdAAcJAEAQIqdAmDOtY+PgwYNqbGxUamqq3/HU1FR9/vnnrb7mZz/7mQ4ePKgLL7xQhmGooaFBt9xyi37zm9+0er7b7dadd96p0aNHa/DgwX7X6d+/vzIyMvTxxx/rnnvuUUlJiVasWNFmvHPmzFFeXp7v54qKipArbuw9clR7y2vlsNs0PLNn1/wS33yNMV1zfQAAAADWUdF+x8bKj/fp6fU7JUl/vna4Mnq28oeb1CGeuRrV+6W4PlLymV0VLQAAAIKEpfqU1qxZowULFuivf/2rNm3apBUrVmjlypV64IEHWj1/+vTp2rx5s5YuXep3/Oabb9bYsWM1ZMgQTZo0Sf/4xz/0wgsv6IsvvmjzdzudTiUkJPhtoaa4qVtjUHqCYqO6oOZ19Btp7/959ilsAAAAoJssXrxYWVlZio6OVnZ2tq8DvDVjxoyRzWZrsY0bN67V82+55RbZbDYtWrSoi6IPce3M2PjqYLXu+dfHkqRbLjpNF5/Vcg6jJM/yG6c3rQTQfzSd4QAAAGHAtI6N5ORkORwOlZWV+R0vKytrc/bF3LlzdcMNN+gXv/iFJGnIkCGqrq7WzTffrN/+9reyH7Oe3IwZM/Tyyy/rrbfe0imntD8EOzs7W5K0fft2nXbaaSfztizNW9gY0b9X1/yCL9+SZEjJA6WEjK75HQAAWEF1tZSV5dn/6ispLs7MaICQtmzZMuXl5amgoEDZ2dlatGiRxo4dq5KSEqWktPxD+YoVK1RXV+f7+dChQxo2bJiuueaaFue+8MILeu+995SRwXfbE1a5z/P4rcJGbb1nrkaVq0Ej+/fSr35wnC6M7/1aqquULrq7iwIFACDIkFMgzJnWsREVFaURI0aoqKjId8ztdquoqEg5OTmtvqampsaveCFJDodnwLVhGL7HGTNm6IUXXtAbb7yhAQMGHDeWDz/8UJKUnt72uq7hwFvYOK+rChveZahOu7hrrg8AgJUcPOjZAHSphQsXatq0aZo6daoGDRqkgoICxcbGasmSJa2en5SUpLS0NN+2evVqxcbGtihs7NmzR7fffrueeeYZRUZGdsdbCT1ud5szNha8skWf7q1Qr9hI/eVn5yrScZzUtfdp0oT/lVLP6aJgAQAIQuQUCGOmdWxIUl5enqZMmaKRI0dq1KhRWrRokaqrqzV16lRJ0uTJk9W3b1/l5+dLkq688kotXLhQ5557rrKzs7V9+3bNnTtXV155pa/AMX36dD377LP697//rfj4eJWWer4oJyYmKiYmRl988YWeffZZXXHFFerdu7c+/vhjzZo1S9/73vc0dOhQc/5BBIGaugZ9tq9CkjTyZAsb7kaprvqYrcrzuP11z/MsQwUAAIBuUFdXp+LiYs2ZM8d3zG63Kzc3V+vXr+/QNQoLCzVx4kTFHXMXpNvt1g033KC77rpL55zTsT+ku1wuuVwu388VFRUdfBchrOaQ5K737Pdonr348sd79Y+muRoLJwxXeiIDUQEAAODP1MLGhAkTdODAAc2bN0+lpaUaPny4Vq1a5RsovmvXLr8OjXvvvVc2m0333nuv9uzZoz59+ujKK6/Ugw8+6Dvn8ccfl+RZG/dYTz75pG688UZFRUXp9ddf9xVRMjMzdfXVV+vee+/t+jccxD7aXa5Gt6H0xOjWB/J1xJaXpX/fJtWWt32OzSFlXXhi1wcAAAA64eDBg2psbPTlF16pqan6/PPPj/v6jRs3avPmzSosLPQ7/vDDDysiIkJ33HFHh2PJz8/Xfffd1+Hzw4J3Gaq4PpLD0/Xy1cFqzf7XJ5KkW8ecposHtjFXAwAAAGHN1MKG5JmFMWPGjFafW7Nmjd/PERERmj9/vubPn9/m9bxLUrUlMzNTa9eu7XScoa5452FJJzlfY/O//IsaNrsUFS9FxUpRcVJkrDTkp5Iz/iSjBQAAALpeYWGhhgwZolGjRvmOFRcX6//9v/+nTZs2ydaJIdVz5sxRXl6e7+eKigplZmYGNF7L+dZ8jWPnapyf1Uu/uvQ4czUAAAAQtkwvbCA4BGRweMVez+OPF0uDfypFOKVOJHsAAABAICUnJ8vhcKisrMzveFlZmdLS0tp9bXV1tZYuXar777/f7/jbb7+t/fv3q1+/fr5jjY2N+tWvfqVFixbpq6++avV6TqdTTqfzxN5IqPpWYePPr2/Vp3srlBQXpUevO1cRx5urAQAAgLDFN0XI7TYCW9hIPlOKjKaoAQAAAFNFRUVpxIgRKioq8h1zu90qKipSTk5Ou69dvny5XC6Xrr/+er/jN9xwgz7++GN9+OGHvi0jI0N33XWXXn311S55HyGroqmwkZCuj78+oife2iFJevjqoczVAAAAQLvo2IC+OFClitoGxUQ6dHZ6woldxO2WKpsKGwl9AxccAAChyG6XRo5s3gfQZfLy8jRlyhSNHDlSo0aN8s3amzp1qiRp8uTJ6tu3r/Lz8/1eV1hYqPHjx6t3795+x3v37t3iWGRkpNLS0jRw4MCufTOhpqljozEuTXc//7HchnTlsAxdOij1OC8EAADkFAh3FDbg69YYlpmoyBNt967eL7kbPHM1epCIAADQrpgY6f33zY4CCAsTJkzQgQMHNG/ePJWWlmr48OFatWqVb6D4rl27ZP/WHwNKSkq0bt06vfbaa2aEHD6aChtr90Xo89JK9YqN1PwrB5kcFAAAFkFOgTBHYQP6ICDLUO3xPPZIkxx8rAAAABA8ZsyYoRkzZrT63Jo1a1ocGzhwoAzD6PD125qrgeNoKmw8t6VekjT/ynOU3IM5JAAAADg++pSgTU2FjZH9k078It75GgkZAYgIAAAAQKgzKkslSV839tTFA/vox8PJJQAAANAxFDbC3OHqOu04WC1JOrdfzxO/kLewkch8DQAAjqumRsrK8mw1NWZHAwDdr6FOtuoDkqTKyGQ9eNUQ2Ww2k4MCAMBCyCkQ5lgzKMx552ucntJDPWOjTvxC5V97HhkcDgDA8RmGtHNn8z4AhJl9e75SuqQ6w6FfXj5KGT1jzA4JAABrIadAmKNjI8wV+5ahOon5GhJLUQEAAADoEMMw9MQr70qSjjh6a1J2f5MjAgAAgNVQ2Ahz3vka5wWssEHHBgAAAIC2rdi0R3t3fylJSkjpJ7udJagAAADQORQ2wlhdg1sffX1EkjTipAsbLEUFAAAAoH0HKl26/+XPlGY7LEmKTiJ/AAAAQOdR2Ahjn+4tl6vBrV6xkTo1Oe7EL+R2SxX7PPssRQUAAACgDfe//JnKj9brnPimIafx5A8AAADoPAobYcw7X2NE/16y2U6i/bvmoOSul2ST4tMCExwAAACAkPLx10f0n4/2ymaTLj2l0XOQ/AEAAAAnIMLsAGCe4oDN19jjeYxPkxyRJxkVAABhwGaTBg1q3geAMPDH17ZKkq4a3lc9aw95DtLxDQDAiSGnQJijsBGmDMPQB02FjZH9k07uYuVNhQ2SEgAAOiY2Vvr0U7OjAIBus2HHIb219YAi7DbdmXum9GzTUrZ0bAAAcGLIKRDmWIoqTH39zVEdqHQpwm7T0FMST+5iFXs9jxQ2AAAAAHyLYRj642slkqQJ52eqX+9YqbLU8yQzNgAAAHACKGyEKe8yVOf0TVR0pOPkLuZdiiqh70lGBQAAACDUrN16QO9/9Y2cEXbd/v0zJFelVFfpeZKODQAAAJwAChthqti3DNVJzteQjunYoLABAECH1NRI55zj2WpqzI4GALrMsd0ak3P6Ky0xurlbw5kgOXuYGB0AABZGToEwx4yNMOWdrzEiIIUNZmwAANAphiF99lnzPgCEqFWbS7V5T4Xiohy6dczpnoPeG6Po1gAA4MSRUyDM0bERhipr61VSWiEp0IUNOjYAAAAAeDS6Df1p9VZJ0k3fPVVJcVGeJ3zzNdJNigwAAABWR2EjDH24+4jchnRKrxilJkSf3MUMg+HhAAAAAFp48f/2aPv+KiXGROoX3x3Q/ESlt2ODwgYAAABODIWNMFQcyGWoqg9KjXWSbCQmAAAAACRJdQ1uLSrydGvcOuY0JURHNj/p7dhIIH8AAADAiaGwEYYCOzi8aRmqHilSRNTJXw8AAACA5S37YLd2Hz6qPvFOTcnJ8n+ygo4NAAAAnBwKG2HGMAx9uPuIJOncfoEobLAMFQAAAIBmtfWN+kvRNknS7d8/XTFRDv8TmLEBAACAkxRhdgDoXoer61RZ2yCbTTo9pcfJX5DB4QAAdJ7NJvXv37wPACHkH+u/0v5Kl/r2jNHE8/u1PKFyn+eRwgYAACeOnAJhjsJGmNl5uEaSlJYQrehIx3HO7gAKGwAAdF5srPTVV2ZHAQABV1lbr8fXfCFJmpl7hqIivrVIgNvNjA0AAAKBnAJhjqWowsyuQ57CRmZSbGAuyFJUAAAAAJq8+H979E1NvU5NjtNPzm3l5qeaQ5K7XpJN6pHa7fEBAAAgNFDYCDM7mwob/QNe2KBjAwAAAAh3L23aqavtb2n6OXWKcLSSbnqXoYrrIzkiuzc4AAAAhAwKG2FmV9NSVP17B6qw0bQUVSKFDQAAOuzoUen88z3b0aNmRwMAAbHzQIVuKM3Xn6IK9JMPJkkb/iYZhv9Jvvkaad0fIAAAoYScAmGOGRthZtfhaklSv95xJ38xw2ApKgAAToTbLX3wQfM+AFid262q56frR471kiRbY53037ulL9+SfvyYFNPLcx6DwwEACAxyCoQ5OjbCTECXoqo5LDXUevZJTAAAAIDwZBgyVs3WOWUvqdGw6b2RC6XLHpbskdLnL0sF35O+bvrDC4PDAQAAEAAUNsLI0bpG7a90SZL6BaKw4V2GKq6PFOE8+esBAAAAsJ43fi/bxr9Jkn5r3Kohl06RvnOLdNNrUq8sqXyXtGSs9O5fmnMIbowCAADASaCwEUa88zXioyPUMzYAg/oYHA4AAACEt7f/JL39R0nSvfVTVTvoWsU5m1Y87nue9Mu3pEHjJXeD9Nq90ofPep6jsAEAAICTQGEjjBw7ONxms538BSu+9jxS2AAAAADCz4a/SUX3S5IW2W7Q/zZeqvHnfis3iE6UrnlKGrdQcjg9BQ6JwgYAAABOCoWNMLLzkGdweP+kAAwOlxgcDgAAAISr//tfz3BwSV+eM12Ljl6u5B5RuvD05Jbn2mzS+TdJv3hd6n26FBknpQ/t5oABAAAQSiLMDgDdx9ux0a93AOZrSM2FjUQ6NgAA6LTkVv74BwBWsOU/0ku3e/ZzZmjhoasl7dOVwzIU4Wjn3rn0odL0jVJ9jeSM75ZQAQAIaeQUCGMUNsLIzkNNhY1ADA6XpHKWogIA4ITExUkHDpgdBQB0nmFIq+dLhls6b4oqvzdfrz1YJEm66tvLULXG7qCoAQBAIJBTIMyxFFUY8c3YCFRhg6WoAAAAgPBycKt0+AvJESWNfVCvfrZfrga3Tu0TpyF9E82ODgAAAGGCwkaYaHQb+vqbAC5FZRgUNgAAAIBw8/lKz+OAiyRnvF78vz2SpKuG95XNZjMxMAAAAIQTChthYl/5UdU3Gop02JSeGHPyFzz6jdRw1LMfT2EDAIBOOXpUGjPGsx09anY0QFBqaGjQ66+/rr/97W+qrKyUJO3du1dVVVUmRxbmSl7xPA68XKXltXrni4OSpPEdWYYKAAAEDjkFwhwzNsLErqb5Gpm9YuWwB+BOqgrPnVmKTZYio0/+egAAhBO3W1q7tnkfgJ+dO3fqsssu065du+RyuXTppZcqPj5eDz/8sFwulwoKCswOMTxVlklff+DZH3iFXvpwjwxDOj+rlzIDtdwtAADoGHIKhDk6NsLEzqb5GgFLOFiGCgAAAF1k5syZGjlypL755hvFxDR3G1911VUqKioyMbIwt/W/kgwp4zwpIV0v/J8nJ6BbAwAAAN2Njo0wsbOpY6N/IOZrSM0dGwkkMQAAAAist99+W++++66ioqL8jmdlZWnPnj0mRQV93rQM1VlX6PPSCm3ZV6FIh03jhqSbGxcAAADCDh0bYWJ3U8dGv0B3bCRS2AAAAEBgud1uNTY2tjj+9ddfKz4+3oSIoLpqaccaz/7AcXqxqVvj4oEp6hkb1fbrAAAAgC5AYSNM7DxcLUnq3zsuMBcs93ZssBQVAAAAAusHP/iBFi1a5PvZZrOpqqpK8+fP1xVXXGFeYOHsizekRpfUK0vu5LP07w89+cBVLEMFAAAAE7AUVRgwDIOlqAAAAGAZf/zjH3XZZZdp0KBBqq2t1c9+9jNt27ZNycnJeu6558wOLzx5l6EaOE4bvvpG+8prFR8doYvPSjE3LgAAAIQlChth4EhNvSprGyRJmb0CPTycwgYAACckNkCB1j8OAABcnUlEQVT/nwyEoMzMTH300UdatmyZPvroI1VVVemmm27SpEmT/IaJo5s0NkhbV3n2z7pCL37guclp3JB0RUc6TAwMAIAwR06BMEZhIwzsbJqvkRLvVExUABIPwzimY4OlqAAA6LS4OKm62uwogKBUX1+vs846Sy+//LImTZqkSZMmmR0Sdm+Qjh6WYnpJmd/R+n++LUm6nKHhAACYh5wCYY4ZG2Fg1+EAL0NVe0Sq91yTwgYAAAACKTIyUrW1tWaHgWOVNC1DdcZYVdQbvvxi2CmJJgYFAACAcEZhIwzsOuSp3vZLCtDgcO8yVDFJUiRLAQAAACCwpk+frocfflgNDQ1mhwLDkD5f6dk/6wp9trdCktS3Z4x6xkaZGBgAAADCGUtRhYHADw5vKmwkMl8DAIATUlsrXX21Z/9f/5Kio82NBwgy77//voqKivTaa69pyJAhiovzv0FnxYoVJkUWhg6USN98KTmc0mmXaPPG/ZKkczISTA4MAIAwR06BMEdhIwx4Z2z0SwpQYaP8a88jg8MBADgxjY3SK6807wPw07NnT13tTdRhrpKmbo1TL5KcPfTZ3u2SpHMyWIYKAABTkVMgzFHYCAO7mjo2+gW6Y4P5GgAAAOgCTz75pNkhwOvzpj+YDLxCkrR5b7kkaXBfOjYAAABgHtNnbCxevFhZWVmKjo5Wdna2Nm7c2O75ixYt0sCBAxUTE6PMzEzNmjWrxXDB412ztrZW06dPV+/evdWjRw9dffXVKisrC/h7Cwa19Y0qrfD88+kfqI4NChsAAADoBgcOHNC6deu0bt06HThw4ISv05mcY8yYMbLZbC22cePGSZLq6+t1zz33+JbIysjI0OTJk7V3794Tji9oVZZKez7w7A+8XLX1jfrigGd+Hx0bAAAAMJOphY1ly5YpLy9P8+fP16ZNmzRs2DCNHTtW+/fvb/X8Z599VrNnz9b8+fO1ZcsWFRYWatmyZfrNb37TqWvOmjVL//nPf7R8+XKtXbtWe/fu1U9+8pMuf79m+PobT7dGD2eEkuICNNyvYo/nMeGUwFwPAAAAOEZ1dbV+/vOfKz09Xd/73vf0ve99TxkZGbrppptUU1PTqWt1NudYsWKF9u3b59s2b94sh8Oha665RpJUU1OjTZs2ae7cudq0aZNWrFihkpIS/ehHPzrp9x10Sv7reew7UopP0+ellWp0G0ruEaXUBKe5sQEAACCsdbiwsXfvXv36179WRUVFi+fKy8t11113dbrrYeHChZo2bZqmTp2qQYMGqaCgQLGxsVqyZEmr57/77rsaPXq0fvaznykrK0s/+MEPdN111/ndcXW8a5aXl6uwsFALFy7U97//fY0YMUJPPvmk3n33Xb333nudit8KvIPDM5NiZbPZAnNRX2GDjg0AAAAEXl5entauXav//Oc/OnLkiI4cOaJ///vfWrt2rX71q1916lqdzTmSkpKUlpbm21avXq3Y2FhfYSMxMVGrV6/Wtddeq4EDB+o73/mOHnvsMRUXF2vXrl1txuFyuVRRUeG3Bb0S7zJUl0uSNu/xLEM1KCMxcLkFAAAAcAI6XNhYuHChKioqlJDQci3VxMREVVZWauHChR3+xXV1dSouLlZubm5zMHa7cnNztX79+lZfc8EFF6i4uNhXyNixY4deeeUVXXHFFR2+ZnFxserr6/3OOeuss9SvX782f69k0UREzYWNgC1DZRhSubewwfBwAAAABN6//vUvFRYW6vLLL1dCQoISEhJ0xRVX6IknntDzzz/f4eucSM7xbYWFhZo4caLi4uLaPKe8vFw2m009e/Zs85z8/HwlJib6tszMzA6/D1O4qqQdaz37Z3mW4fp0rycHOieD+RoAAAAwV4cLG6tWrdLkyZPbfH7y5Ml6+eWXO/yLDx48qMbGRqWmpvodT01NVWlpaauv+dnPfqb7779fF154oSIjI3XaaadpzJgxvqWoOnLN0tJSRUVFtUg62vu9kgUTkSa7DjcVNgI1ONxVIdV71tWlYwMAAABdoaampsV3eklKSUnp1FJUJ5JzHGvjxo3avHmzfvGLX7R5Tm1tre655x5dd911rd4E5jVnzhyVl5f7tt27d3f4fZjiizekRpfUa4DU5yxJ0qfeweHM1wAAAIDJOlzY+PLLL9WvX782nz/llFP01VdfBSKmNq1Zs0YLFizQX//6V996titXrtQDDzzQpb9XsmAi0sRb2OgXqMKGt1sjppcUFaBrAgAQbuLiPF2QhuHZB+AnJydH8+fPV21tre/Y0aNHdd999yknJ6fb4igsLNSQIUM0atSoVp+vr6/XtddeK8Mw9Pjjj7d7LafT6es+8W5BzbsM1VnjJJtN9Y1ufV5aKYmODQAAggI5BcJcREdPjImJ0VdffdVmceOrr75STExMh39xcnKyHA5Hi7kcZWVlSktLa/U1c+fO1Q033OC7Y2rIkCGqrq7WzTffrN/+9rcdumZaWprq6up05MgRv66N9n6v5ElEnE7rDcjbecjTXdE/KUD/gavY63lkGSoAAAB0kf/3//6fxo4dq1NOOUXDhg2TJH300UeKjo7Wq6++2uHrnEjO4VVdXa2lS5fq/vvvb/V5b1Fj586deuONN4K/UNEZjQ3S1lWe/YGeZX+/OFCluga34p0R6heoZW4BAACAE9Thjo3s7Gz9z//8T5vP/+Mf/2jzTqbWREVFacSIESoqKvIdc7vdKioqavMurJqaGtnt/iE7HA5JkmEYHbrmiBEjFBkZ6XdOSUmJdu3a1a13f3UHt9vQ7m+OSlLgkg8GhwMAAKCLDR48WNu2bVN+fr6GDx+u4cOH66GHHtK2bdt0zjnndPg6J5JzeC1fvlwul0vXX399i+e8RY1t27bp9ddfV+/evTv+5qyg9GPp6DdSdE8pM1uStHmPZ77G2RkJstsZHA4AAABzdbhj49e//rUuvfRSJSYm6q677vKtU1tWVqZHHnlETz31lF577bVO/fK8vDxNmTJFI0eO1KhRo7Ro0SJVV1dr6tSpkjxzO/r27av8/HxJ0pVXXqmFCxfq3HPPVXZ2trZv3665c+fqyiuv9BU4jnfNxMRE3XTTTcrLy1NSUpISEhJ0++23KycnR9/5znc6FX+wK62oVV2DWxF2mzJ6RgfmonRsAABw8mprpRtu8Oz/z/9I0QH6/2kghMTGxmratGknfZ3O5hxehYWFGj9+fIuiRX19vX76059q06ZNevnll9XY2Oib15GUlKSoqKiTjtl03puZks+QHJ6UkfkaAAAEGXIKhLkOFzYuvvhiLV68WDNnztSf//xnJSQkyGazqby8XJGRkfrLX/6i73//+5365RMmTNCBAwc0b948lZaWavjw4Vq1apWvaLJr1y6/Do17771XNptN9957r/bs2aM+ffroyiuv1IMPPtjha0rSn//8Z9ntdl199dVyuVwaO3as/vrXv3YqdivYecgzX6NvrxhFODrcnNO+iq89jxQ2AAA4cY2N0vPPe/afesrUUIBglJ+fr9TUVP385z/3O75kyRIdOHBA99xzT4ev1dmcQ/J0dK9bt67VG7f27Nmjl156SZI0fPhwv+fefPNNjRkzpsOxBa3KpsHqPZpzqE+bOjaYrwEAQJAgp0CYsxmGYXTmBXv27NE///lPbd++XYZh6Mwzz9RPf/pTnXLKKV0VY1CqqKhQYmKiysvLg3Y93X++v1t3/+tjffeMZP3PTdmBuej/XCV98Yb0479K504KzDUBAAg31dVSjx6e/aoqhv0hZATqO3JWVpaeffZZXXDBBX7HN2zYoIkTJ+rLL7882VBNF9T5RNED0tt/lM6fJo37o9xuQ0Pve01VrgatuvO7OistyOIFACAckVMgBHXmO3KHOza8+vbtq1mzZp1wcOg+Ow83DQ7vHcDhfr6lqJixAQAAgK5RWlqq9PT0Fsf79Omjffv2mRBRmKlq6tiIb+pqOVyjKleDnBF2nd6nh4mBAQAAAB4dLmw8+uijrR5PTEzUmWeeGXKDt0OBdymqgA0Ol5oLG4nh1aEDAACA7pOZmal33nlHAwYM8Dv+zjvvKCODG2y6nHcpqnhPcWlz03yNs9LiA7fELQAAAHASOlzY+POf/9zq8SNHjqi8vFwXXHCBXnrpJSUlJQUsOJycXYe9hY0AtaJV7JNcnrV16dgAAABAV5k2bZruvPNO1dfX++b4FRUV6e6779avfvUrk6MLA5VlnsceaZKkT/c2zdfoy+BwAAAABIcOFzbaW8d2x44duv7663XvvfeG5BBuq/J2bARsKarPX/Y8njJKimLdPgAAAHSNu+66S4cOHdJtt92muro6SVJ0dLTuuecezZkzx+TowkBl03JfTUtRbd7j6dhgcDgAAACCRadnbLTm1FNP1UMPPaSf//zngbgcAqC8pl7lR+slBXApqs/+7Xkc9OPAXA8AAABohc1m08MPP6y5c+dqy5YtiomJ0RlnnCGn02l2aKGvsV6qOejZj0+XYRj6rKljY3AGHRsAAAAIDgFbILVfv34qLS0N1OVwkrzLUCX3cCrOGYD6VdV+aec7nv1BPzr56wEAEM5iY6WqKs8WG8BZWECI6dGjh84//3zFx8friy++kNvtNjuk0FfVtAyVPUKKSVJZhUuHquvksNs0MC3e3NgAAEAzcgqEuYAVNj755BP1798/UJfDSdp5uFqS1C8pJjAX/PxlyXBLGedKPfsF5poAAIQrm02Ki/NsNpvZ0QBBY8mSJVq4cKHfsZtvvlmnnnqqhgwZosGDB2v37t0mRRcmjp2vYbf7lqE6vU8PRUc6TAwMAAD4IadAmOtwYaOioqLVbffu3XrxxRd15513asKECV0ZKzqheb5GgGZhfPaS55FlqAAAANBF/v73v6tXr16+n1etWqUnn3xS//jHP/T++++rZ8+euu+++0yMMAxUNXXhN83XaB4cznwNAAAABI8Or1HUs2dP2dqo/tlsNv3iF7/Q7NmzAxYYTs6upsJGQOZr1ByWvnzLs382y1ABAHDSXC7pl7/07P/tbxJzAwBJ0rZt2zRy5Ejfz//+97/14x//WJMmTZIkLViwQFOnTjUrvPDgGxyeLknavNc7OJz5GgAABBVyCoS5Dhc23nzzzVaPJyQk6IwzzlCPHj20efNmDR48OGDB4cR5Z2z07x2AwsbnKyWjUUobIvU+7eSvBwBAuGtokJ5+2rO/eDFJCNDk6NGjSkho7gx49913ddNNN/l+PvXUU5nr19V8S1F5OjaaB4fTsQEAQFAhp0CY63Bh46KLLmr1eGVlpZ599lkVFhbqgw8+UGNjY8CCw4kLaGHjs397Hs9mGSoAAAB0nf79+6u4uFj9+/fXwYMH9emnn2r06NG+50tLS5WYSOdAl/J1bKTpm+o67TlyVJI0iMIGAAAAgkiHCxvf9tZbb6mwsFD/+te/lJGRoZ/85Cd67LHHAhkbTpCroVF7yz0JSObJLkV19Ii0Y41nn/kaAAAA6EJTpkzR9OnT9emnn+qNN97QWWedpREjRvief/fdd+kQ72pVTR0b8Wm++RpZvWMVHx1pYlAAAACAv04VNkpLS/XUU0+psLBQFRUVuvbaa+VyufTiiy9q0KBBXRUjOunrb47KMKTYKIf69DjJNrStqyR3vdTnbKnPmYEJEAAAAGjF3XffrZqaGq1YsUJpaWlavny53/PvvPOOrrvuOpOiCxPejo0eafqU+RoAAAAIUh0ubFx55ZV66623NG7cOC1atEiXXXaZHA6HCgoKujI+nIBjB4e3NfC9w7zLUA1iaDgAAAC6lt1u1/3336/777+/1ee/XehAF6hs7tjYXOzp2GAZKgAAAASbDhc2/vvf/+qOO+7QrbfeqjPOOKMrY8JJ8i5DdUqvmJO7kKtS2l7k2WcZKgAAACC0NTZI1Qc8+/Fp+nTvZ5KkwX3p2AAAAEBwsXf0xHXr1qmyslIjRoxQdna2HnvsMR08eLArY8MJOlrnGeAeG3XCI1Q8tr4qNbqk3qdLKSw1BgAAAIS06v2SDMnmUHVET315sFqSdA4dGwAAAAgyHS5sfOc739ETTzyhffv26Ze//KWWLl2qjIwMud1urV69WpWVlV0ZJzrB1eCWJEVHdvhfb+t8y1D9WDrZJa0AAECz2Fhp/37PFhtrdjQA4FFZ6nnskaotpVUyDCktIVrJJzu3DwAABB45BcJcp//yHRcXp5///Odat26dPvnkE/3qV7/SQw89pJSUFP3oR8xhCAauek/HRnSk48QvUlctbVvt2T+bf68AAASUzSb16ePZuHkAQLDwFjbiU/XpXs98Dbo1AAAIUuQUCHMndUv/wIED9cgjj+jrr7/Wc889F6iYcJJqmzo2nBEn8a9322qp4ajUs7+UPixAkQEAAAAIWlXewka6Nu8plySdw3wNAAAABKGTXKvIw+FwaPz48XrppZcCcTmcpNpAdGxsafp3yTJUAAAEnsslTZ/u2Vwus6MBLGP37t36+c9/bnYYoeuYpajo2AAAIMiRUyDMBaSwgeDiqvfO2DjBwkb9Uc/gcMlT2AAAAIHV0CD99a+eraHB7GgAyzh8+LCefvpps8MIXU2FjYa4VG3b75mhSGEDAIAgRU6BMBdhdgAIvNoGT8fGCS9F9cUbUl2VlHCK1HdEACMDAAAA2na8DvAdO3Z0UyRhqqpMknRAvVTfaCgxJlJ9e8aYHBQAAADQEoWNEORdisp5oh0bn/3b8zjoRyxDBQAAgG4zfvx42Ww2GYbR5jk2vp92ncp9kqTyiN6SpOQeUfzzBgAAQFBiKaoQ5GoaHh59Ih0bDS6pZJVn/+wfBTAqAAAAoH3p6elasWKF3G53q9umTZvMDjG0VXo6NqoikyWd5Mw+AAAAoAtR2AhBJ9WxsWOt5CqXeqRJmdkBjgwAAABo24gRI1RcXNzm88fr5sBJcDdK1fslSZVNHRsUNgAAABCsWIoqBJ1Ux0bJK57Hs8ZJdupeAAAA6D533XWXqqur23z+9NNP15tvvtmNEYWR6gOS4ZZsdlVE9JS0W9GR5AMAAAAIThQ2QlBtvaew0emODcOQthd59s8cG+CoAAAAgPZ997vfbff5uLg4XXTRRd0UTZhpmq+huBTVNnh2oyPo2AAAAEBworARglxNS1F1umPj4DapfJfkiJKyLuyCyAAAgCQpJkb68svmfQCSpB07dmjAgAEMrDZD03wNxaf5bpRiKSoAAIIYOQXCHL3FIci3FFVnE5Htr3se+18gRcUFOCoAAOBjt0tZWZ6NpR8BnzPOOEMHDhzw/TxhwgSVlZWZGFEYqSr1PManHTOzj/8+AQAQtMgpEOb41IegE05EvIWN03MDHBEAAABwfN8eDP7KK6+0O3MDAVR5bGGjaWlblqICAABAkKKwEYJqfUtRdSIRqT8q7XzHs09hAwCArlVXJ911l2erqzM7GgBoLmz0SFNtQ1M+QccGAADBi5wCYY5vqiHohJai+uodqaFWSugr9TmriyIDAACSpPp66Y9/9Gz19WZHAwQNm83WYr4G8za6SWXLpaiYsQEAQBAjp0CYY3h4iGlodKvB7Wnhd3ZmePgXRZ7H0y+RSB4BAABgAsMwdOONN8rpdEqSamtrdcsttyguzn/+24oVK8wIL7QdO2NjV9ONUixFBQAAgCBFYSPEeLs1pE7eYcV8DQAAAJhsypQpfj9ff/31JkUShnxLUaXKxVJUAAAACHIUNkKMt21c6kTHxjc7pYNbJZtDGnBRF0UGAAAAtO/JJ580O4Tw5G6UqvZ79uPT5arfJ4mlqAAAABC8uAUnxNQ2dWxEOeyy2zu4pJR3GarMUVJMz64JDAAAAEBwqjkkGY2SbFJcn2NmbJAuAgAAIDjxTTXEuJqSEGdnkpDtx8zXAAAAABBeKj0dGuqRIjkiVNvA8HAAAAAENwobIaa23tOx4ezooL+GOmnHWs/+aRQ2AAAAgLBTWeZ57JEq6QRyCgAAAKCbMWMjxNR2dtDf1xulukoptreUPrzrAgMAAM1iYqTNm5v3AcBM3o6N+HRJYikqAACsgJwCYY7CRohxNd1d1eG28e2vex5Pu0Syk7gAANAt7HbpnHPMjgIAPKqaOjbivR0bLEUFAEDQI6dAmOMv2SHG27HhjOjgv1pvYeP03C6KCAAAAEBQqyz1PPZIk9S8FBWFDQAAAAQrOjZCjKszd1dVlkqln3j2T/t+F0YFAAD81NVJCxZ49n/zGykqytx4AIQ3b2Ej3lPYcHV2eVsAAND9yCkQ5ihshBhXg/fuqg4kIV+84XlMHy716NN1QQEAAH/19dJ993n277qLJASAuar8CxsMDwcAwALIKRDmuAUnxHjXw+1QErK9yPPIMlQAAABA+Kr8dmGDjg0AAAAEN76phpgOd2y4G5s7NihsAAAAAOHJ7W4eHt4jTQ2NbjW4DUlSNB0bAAAACFIUNkJMhzs29n4oHT0sOROlU87v+sAAAAAABJ+aQ5K7QZJN6pGi2qYbpSSGhwMAACB4UdgIMd71cI/bsbH9dc/jqRdJDkatAAAAAGHJO18jLllyRMrVdKOUJDkjSBcBAAAQnPimGmJcDR3s2PAWNliGCgAAACFu8eLFysrKUnR0tLKzs7Vx48Y2zx0zZoxsNluLbdy4cb5zDMPQvHnzlJ6erpiYGOXm5mrbtm3d8VYCr7J5GSpJvo6NqAi77HabWVEBAAAA7aKwEWK8HRvO9jo2ag5Lez7w7J9+STdEBQAAAJhj2bJlysvL0/z587Vp0yYNGzZMY8eO1f79+1s9f8WKFdq3b59v27x5sxwOh6655hrfOY888ogeffRRFRQUaMOGDYqLi9PYsWNVW1vbXW8rcCr3eR6/PTicbg0AAAAEMb6thpjmRKSdjo0dayTDLfU5S0o8pXsCAwAAzaKjpY0bPVt0tNnRACFt4cKFmjZtmqZOnapBgwapoKBAsbGxWrJkSavnJyUlKS0tzbetXr1asbGxvsKGYRhatGiR7r33Xv34xz/W0KFD9Y9//EN79+7Viy++2I3vLEC8S1HFp0o6Jp9gvgYAAMGNnAJhjsJGiHE1eGdstJOIbC/yPLIMFQAA5nA4pPPP92wO/ngIdJW6ujoVFxcrN7f5e6/dbldubq7Wr1/foWsUFhZq4sSJiouLkyR9+eWXKi0t9btmYmKisrOz272my+VSRUWF3xYUKr2FjXRJx87s479NAAAENXIKhDkKGyHGe4dVu4P+drzpeWQZKgAAAISwgwcPqrGxUampqX7HU1NTVVpaetzXb9y4UZs3b9YvfvEL3zHv6zp7zfz8fCUmJvq2zMzMzryVruMtbPTwvB+Xr2ODVBEAAADBi2+rIea4HRuN9VLFHs9+2tBuigoAAPipq5P+8AfPVldndjQA2lBYWKghQ4Zo1KhRJ32tOXPmqLy83Lft3r07ABEGwLc7NhpYigoAAEsgp0CYo7ARYo7bsVFzuGnHJsX06p6gAACAv/p66e67PVt9vdnRACErOTlZDodDZWVlfsfLysqUlpbW7murq6u1dOlS3XTTTX7Hva/r7DWdTqcSEhL8tqBQ1fQ+fMPDm26Uam9mHwAAMB85BcJcUBQ2Fi9erKysLEVHRys7O1sbN25s89wxY8bIZrO12MaNG+c7p7XnbTab/vCHP/jOycrKavH8Qw891KXvszu4jrcmbs1Bz2NskmQnWQEAAEDoioqK0ogRI1RUVOQ75na7VVRUpJycnHZfu3z5crlcLl1//fV+xwcMGKC0tDS/a1ZUVGjDhg3HvWbQMYwWS1H5bpRiKSoAAAAEsQizA1i2bJny8vJUUFCg7OxsLVq0SGPHjlVJSYlSUlJanL9ixQrVHdNedejQIQ0bNkzXXHON79i+ffv8XvPf//5XN910k66++mq/4/fff7+mTZvm+zk+Pj5Qb8s0robjrIlb7S1sJHdTRAAAAIB58vLyNGXKFI0cOVKjRo3SokWLVF1dralTp0qSJk+erL59+yo/P9/vdYWFhRo/frx69+7td9xms+nOO+/U73//e51xxhkaMGCA5s6dq4yMDI0fP7673lZg1ByW3E13ePoKG54bpZx0bAAAACCImV7YWLhwoaZNm+ZLLAoKCrRy5UotWbJEs2fPbnF+UlKS389Lly5VbGysX2Hj2y3g//73v3XxxRfr1FNP9TseHx9/3BZ0qzluIuLt2IijsAEAAIDQN2HCBB04cEDz5s1TaWmphg8frlWrVvmGf+/atUt2u/9NQSUlJVq3bp1ee+21Vq959913q7q6WjfffLOOHDmiCy+8UKtWrVJ0dHSXv5+Aqmrq1ojtLUVESWru2GB4OAAAAIKZqYWNuro6FRcXa86cOb5jdrtdubm5Wr9+fYeuUVhYqIkTJyouLq7V58vKyrRy5Uo9/fTTLZ576KGH9MADD6hfv3762c9+plmzZikiovV/JC6XSy6Xy/dzRUVFh+LrbrXH7dg45HmM7d368wAAAECImTFjhmbMmNHqc2vWrGlxbODAgTIMo83r2Ww23X///br//vsDFaI5Kps63ZsGh0sMDwcAAIA1mFrYOHjwoBobG313S3mlpqbq888/P+7rN27cqM2bN6uwsLDNc55++mnFx8frJz/5id/xO+64Q+edd56SkpL07rvvas6cOdq3b58WLlzY6nXy8/N13333deBdmavDMzbo2AAAAADCW2XT4PAezfmYb3g4HRsAAAAIYqYvRXUyCgsLNWTIEI0aNarNc5YsWaJJkya1aAvPy8vz7Q8dOlRRUVH65S9/qfz8fDmdzhbXmTNnjt9rKioqlJmZGYB3EVjeO6ycEczYAAAAANCOVjo2XN6lqJixAQAAgCBmamEjOTlZDodDZWVlfsfLysqOO/uiurpaS5cubbf9++2331ZJSYmWLVt23Fiys7PV0NCgr776SgMHDmzxvNPpbLXgEWzo2AAAwAKio6U332zeBwAzVDXlYfHNHRuuhuPkEwAAIDiQUyDMmdpfHBUVpREjRqioqMh3zO12q6ioSDk5Oe2+dvny5XK5XLr++uvbPKewsFAjRozQsGHDjhvLhx9+KLvdrpSUlI6/gSBjGEZzxwYzNgAACF4OhzRmjGdz8MdDACapbBoe3qP5pjKGhwMAYBHkFAhzpi9FlZeXpylTpmjkyJEaNWqUFi1apOrqak2dOlWSNHnyZPXt21f5+fl+ryssLNT48ePVu3frf6CvqKjQ8uXL9ac//anFc+vXr9eGDRt08cUXKz4+XuvXr9esWbN0/fXXq1evXoF/k92krtEt74xDZ1ut43RsAAAAAJCaCxvxrRU2+AMJAAAAgpfphY0JEybowIEDmjdvnkpLSzV8+HCtWrXKN1B8165dstv97xYqKSnRunXr9Nprr7V53aVLl8owDF133XUtnnM6nVq6dKl+97vfyeVyacCAAZo1a5bfDA0r8raNS+3cYcWMDQAAzFdfL/397579m2+WIiPNjQdAeKpqrbDhySmcFDYAAAhu5BQIczbD8N7jj86oqKhQYmKiysvLlZCQYHY4kqT9lbUa9WCRbDZpx4IrZLPZ/E9wu6UHekuGW/pViV8CAwAAulF1tdSjh2e/qkqKizM3HiBAgvE7crAy/Z+VYUi/T5Ea66Q7P5F69pMk3fjkRq0pOaA//HSorhmZ2f1xAQCAjiGnQAjqzHdkFk4NId7B4c4Ie8uihiQd/cZT1JCYsQEAAACEs6PfeIoaktSjeXg4S1EBAADACihshBBXw3GSEO98jehEyUF7GgAAABC2vPM1YpKkCKfvsHcpKgobAAAACGYUNkJI7TEdG61ivgYAAAAAqdX5GtKxHRukigAAAAhefFsNIR3u2IijsAEAAACEtcoyz+O3ChuuBjo2AAAAEPwobIQQX9t4RBtJCB0bAAAAACSpcp/nsUfrHRttdoEDAAAAQYBvqyHEl4S01TZec8jzGMfgcAAAACCsVXk7NlL9DjM8HAAAAFYQYXYACBxf2zgdGwAABDenU3r55eZ9AOhu3o6N+HS/w8ftAgcAAMGBnAJhjsJGCDl+xwYzNgAACAoREdK4cWZHASCcnXaJ5IyX0ob6DhmGodoGhocDAGAJ5BQIcxQ2Qoj37ionHRsAAAAA2jNiimc7Rn2jIcPw7DtZigoAAABBjMJGCHEd7+4qZmwAABAc6uulZ57x7E+aJEVGmhsPAEi+bg2Jjg0AAIIeOQXCHIWNEELHBgAAFlFXJ02d6tm/5hqSEABBwbu0rc0mRTkobAAAENTIKRDm+LYaQryJSKt3VxnGMR0bFDYAAAAA+HMdMzjcZrOZHA0AAADQNgobIcTV0JSItLYebm255K737NOxAQAAAOBb2r1RCgAAAAgifGMNId5ExBnRyr9Wb7dGVA8pMrobowIAAABgBd6lbVu9UQoAAAAIIhQ2Qki7HRu++RoMDgcAAADQknd4OIUNAAAABDsKGyHE1W7HRlNhg/kaAAAAAFrRbgc4AAAAEET4xhpC2r3DytexQWEDAAAAQEssRQUAAACriDA7AASOy5eI0LEBAEBQczqlf/6zeR8AggAdGwAAWAg5BcIchY0Q4u3YcEa01rHRNDycGRsAAJgvIkK65hqzowAAP97CBh0bAABYADkFwhy34oSQ2o50bFDYAAAAANCK2oZ28gkAAAAgiNCxEUJc3o6N9mZssBQVAADma2iQXnjBs3/VVZ67rQDAZC46NgAAsA5yCoQ5PvEhxNux0eqauDUMDwcAIGi4XNK113r2q6pIQgAEBd9SVK0tbQsAAIILOQXCHD3GIcTbsdHqHVbeGRt0bAAAAABohYulqAAAAGARfGMNIb4ZG9++w8owmLEBAAAAoF0MDwcAAIBVUNgIId5ExPntO6zqqqWGWs8+HRsAAAAAWuFb2pbCBgAAAIIchY0Q0tw6/q1ExNut4XBKUT26OSoAAAAAVtDcsUGaCAAAgODGN9YQ4XYbqmtoY3j4sfM1bLZujgwAAACAFdQ2tLG0LQAAABBkKGyECG+3htROxwbzNQAAAAC0gRkbAAAAsIoIswNAYLgaGn370S06NpoKG8zXAAAgOERFSU8+2bwPAEGApagAALAQcgqEOQobIcI76M9htynC8a1ExNexQWEDAICgEBkp3Xij2VEAgB9XfRsz+wAAQPAhp0CY41acEOHt2GjRrSHRsQEAAADguGqbcooWM/sAAACAIEPHRoiobe/uqpqm4eHM2AAAIDg0NEivvurZHztWiuArGQDzMWMDAAALIadAmOMTHyK8SUird1fRsQEAQHBxuaQf/tCzX1VFEgIgKDTfLEXHBgAAQY+cAmGOb6whwtXQXscGMzYAAAAAtK/5Zik6NgAAABDcKGyECG8SEkXHBgAAAIATwFJUAAAAsAoKGyGi3STEN2ODwgYAAACA1jV3gZMmAgAAILjxjTVEtJmE1NdKdVWe/TiGhwMAAABoyTCM9pe3BQAAAIIIhY0Q0eZ6uN5uDXuEFN2ze4MCAAAAYAneooZEYQMAAADBj8JGiGizY8M3OLy3ZLN1c1QAAAAArMB7o5QkRbc2tw8AAAAIIhFmB4DAaHPGhndwOPM1AAAIHlFR0mOPNe8DgMlq6z03SkXYbYpwUNgAACDokVMgzFHYCBHejg3nt++u8i5FxXwNAACCR2SkNH262VEAgE+bN0oBAIDgRE6BMMetOCHCRccGAAAA0KrFixcrKytL0dHRys7O1saNG9s9/8iRI5o+fbrS09PldDp15pln6pVXXvE939jYqLlz52rAgAGKiYnRaaedpgceeECGYXT1W+kytQ3efIIUEQAAAMGPjo0QUeubsfHt4eFNhY04ChsAAASNxkbp7bc9+9/9ruTgDmmgqyxbtkx5eXkqKChQdna2Fi1apLFjx6qkpEQpKSktzq+rq9Oll16qlJQUPf/88+rbt6927typnj17+s55+OGH9fjjj+vpp5/WOeecow8++EBTp05VYmKi7rjjjm58d4HjXYrKGcF/jwAAsARyCoQ5Chshwts63mIpKjo2AAAIPrW10sUXe/arqqS4OHPjAULYwoULNW3aNE2dOlWSVFBQoJUrV2rJkiWaPXt2i/OXLFmiw4cP691331VkZKQkKSsry++cd999Vz/+8Y81btw43/PPPfdcu50gLpdLLpfL93NFRcXJvrWA8uUTdGwAAGAN5BQIc3xrDRGu+rY6NpixAQAAgPBUV1en4uJi5ebm+o7Z7Xbl5uZq/fr1rb7mpZdeUk5OjqZPn67U1FQNHjxYCxYsUGNjo++cCy64QEVFRdq6dask6aOPPtK6det0+eWXtxlLfn6+EhMTfVtmZmaA3mVg+GZs0LEBAAAAC6BjI0R418SlYwMAAADwOHjwoBobG5Wamup3PDU1VZ9//nmrr9mxY4feeOMNTZo0Sa+88oq2b9+u2267TfX19Zo/f74kafbs2aqoqNBZZ50lh8OhxsZGPfjgg5o0aVKbscyZM0d5eXm+nysqKoKquFHru1GKe98AAAAQ/ChshIjm1nFmbAAAAAAnyu12KyUlRX//+9/lcDg0YsQI7dmzR3/4wx98hY1//vOfeuaZZ/Tss8/qnHPO0Ycffqg777xTGRkZmjJlSqvXdTqdcjqd3flWOsXlGx5OxwYAAACCH4WNEOHyDg+nYwMAAACQJCUnJ8vhcKisrMzveFlZmdLS0lp9TXp6uiIjI+U4ZgDn2WefrdLSUtXV1SkqKkp33XWXZs+erYkTJ0qShgwZop07dyo/P7/Nwkaw8y1FRWEDAAAAFkCfcYhotWOjsV6qPeLZp2MDAAAAYSYqKkojRoxQUVGR75jb7VZRUZFycnJafc3o0aO1fft2ud1u37GtW7cqPT1dUVFRkqSamhrZ7f6plMPh8HuN1fhulGIpKgAAAFgA31pDRKsdGzWHm3ZsUkyv7g8KAAAAMFleXp6eeOIJPf3009qyZYtuvfVWVVdXa+rUqZKkyZMna86cOb7zb731Vh0+fFgzZ87U1q1btXLlSi1YsEDTp0/3nXPllVfqwQcf1MqVK/XVV1/phRde0MKFC3XVVVd1+/sLFIaHAwAAwEpYiipENA/7OyYR8c7XiE2S7CQoAAAEjchI6ZFHmvcBdJkJEybowIEDmjdvnkpLSzV8+HCtWrXKN1B8165dft0XmZmZevXVVzVr1iwNHTpUffv21cyZM3XPPff4zvnLX/6iuXPn6rbbbtP+/fuVkZGhX/7yl5o3b163v79A8eYTLWb2AQCA4EROgTBHYSNEuLxLUR3bscF8DQAAglNUlHTXXWZHAYSNGTNmaMaMGa0+t2bNmhbHcnJy9N5777V5vfj4eC1atEiLFi0KUITma56xQVM/AACWQE6BMMe31hDRvCZuKx0bzNcAAAAA0I5WO8ABAACAIEXHRohoHh5+bMfGIc9jbG8TIgIAAG1qbJQ2bfLsn3ee5OAPiQDMVdvAjA0AACyFnAJhLig6NhYvXqysrCxFR0crOztbGzdubPPcMWPGyGaztdjGjRvnO+fGG29s8fxll13md53Dhw9r0qRJSkhIUM+ePXXTTTepqqqqy95jV2t12B8dGwAABKfaWmnUKM9WW2t2NADAUlQAAFgNOQXCnOnfWpctW6a8vDzNnz9fmzZt0rBhwzR27Fjt37+/1fNXrFihffv2+bbNmzfL4XDommuu8Tvvsssu8zvvueee83t+0qRJ+vTTT7V69Wq9/PLLeuutt3TzzTd32fvsaq0uRcWMDQAAAAAd4GIpKgAAAFiI6UtRLVy4UNOmTdPUqVMlSQUFBVq5cqWWLFmi2bNntzg/KSnJ7+elS5cqNja2RWHD6XQqLS2t1d+5ZcsWrVq1Su+//75GjhwpSfrLX/6iK664Qn/84x+VkZHR4jUul0sul8v3c0VFRefeaBdqaHSrwW1I+tbwcDo2AAAAAHSAb2nbCNPvfQMAAACOy9RvrXV1dSouLlZubq7vmN1uV25urtavX9+haxQWFmrixImKi4vzO75mzRqlpKRo4MCBuvXWW3Xo0CHfc+vXr1fPnj19RQ1Jys3Nld1u14YNG1r9Pfn5+UpMTPRtmZmZnXmrXcrbrSF9u2ODGRsAAAAAjs83Y4OODQAAAFiAqYWNgwcPqrGxUampqX7HU1NTVVpaetzXb9y4UZs3b9YvfvELv+OXXXaZ/vGPf6ioqEgPP/yw1q5dq8svv1yNjZ4v66WlpUpJSfF7TUREhJKSktr8vXPmzFF5eblv2717d2feapfy3l0l0bEBAAAAoPNqfUtR0bEBAACA4Gf6UlQno7CwUEOGDNGoUaP8jk+cONG3P2TIEA0dOlSnnXaa1qxZo0suueSEfpfT6ZTT6TypeLtKbVPHRpTDLrvd1vwEMzYAAAAAdIBvKSo6NgAAAGABpt6Ok5ycLIfDobKyMr/jZWVlbc7H8KqurtbSpUt10003Hff3nHrqqUpOTtb27dslSWlpaS2Gkzc0NOjw4cPH/b3ByOVLQo751+l2S0cPe/bp2AAAAADQDm9hIzqCwgYAAACCn6mFjaioKI0YMUJFRUW+Y263W0VFRcrJyWn3tcuXL5fL5dL1119/3N/z9ddf69ChQ0pPT5ck5eTk6MiRIyouLvad88Ybb8jtdis7O/sE3415mtvGj0lCjn4jGU2zN5ixAQBAcImMlObP92yRkWZHAwAsRQUAgNWQUyDMmb4UVV5enqZMmaKRI0dq1KhRWrRokaqrqzV16lRJ0uTJk9W3b1/l5+f7va6wsFDjx49X797+f7SvqqrSfffdp6uvvlppaWn64osvdPfdd+v000/X2LFjJUlnn322LrvsMk2bNk0FBQWqr6/XjBkzNHHiRGVkZHTPGw8g76C/VudrRCdKDv7jBgBAUImKkn73O7OjAAAfV0MrN0sBAIDgRU6BMGd6YWPChAk6cOCA5s2bp9LSUg0fPlyrVq3yDRTftWuX7Hb/u4ZKSkq0bt06vfbaay2u53A49PHHH+vpp5/WkSNHlJGRoR/84Ad64IEH/GZkPPPMM5oxY4YuueQS2e12XX311Xr00Ue79s12EVdrHRvM1wAAAADQQd7lbSlsAAAAwApML2xI0owZMzRjxoxWn1uzZk2LYwMHDpRhGK2eHxMTo1dfffW4vzMpKUnPPvtsp+IMVu12bDBfAwCA4ON2S1u2ePbPPluys/QLAHN5cwqWogIAwCLIKRDmgqKwgZNDxwYAABZz9Kg0eLBnv6pKioszNx4AYa3Rbai+0XPjGMPDAQCwCHIKhDlKeSHA1drdVTWHPI9xDA4HAAAA0LbapmWoJJaiAgAAgDVQ2AgB3kTEGUHHBgAAAIDOObaw4be8LQAAABCk+NYaAlwN3qWomLEBAAAAoHNqm/KJqAi77HabydEAAAAAx0dhIwR477CKpmMDAAAAQCc1d4CTHgIAAMAa+OYaAmqbhoc7mbEBAAAAoJN8N0oxXwMAAAAWQWEjBHiHhzNjAwAAAEBneW+U8lvaFgAAAAhiEWYHgJPXomPDMI7p2KCwAQBA0ImMlH796+Z9ADCRq7WlbQEAQHAjp0CYo7ARAlrM2Kgtl9z1nn06NgAACD5RUdIf/mB2FAAgSaptYCkqAAAsh5wCYY5e4xDgavC2jjclIt5ujageUmS0SVEBAAAAsAKWogIAAIDV0LERArwdG86IpkTEN1+DweEAAAQlt1vatcuz36+fZOePiQDM46JjAwAA6yGnQJijsBECWnZsNBU2mK8BAEBwOnpUGjDAs19VJcXFmRsPgLDmm9nHjA0AAKyDnAJhjlJeCPDN2Ij8dscGhQ0AAAAA7WuRTwAAAABBjm+uIcD17Tusqvd7Hnv0MSkiAAAAAFbRPGODjg0AAABYA4WNENC8Jm7Tv84qb2EjzaSIAAAAAFgFHRsAAACwGr65hoAWa+JWlnoee6SaFBEAAAAAq6j13ijFjA0AAABYBIWNEFDbZsdGikkRAQAAALAKF0tRAQAAwGIobISAFolIVZnnMZ6lqAAAAAC0j6WoAAAAYDURZgeAk+ft2HBG2CXDaC5s0LEBAEBwioiQbruteR8ATOQtbDhZigoAAOsgp0CY41MfAvw6NuqqpPoazxNxFDYAAAhKTqe0eLHZUQCApOaZfXRsAABgIeQUCHN8c7U4wzCaOzYi7c3zNaJ6SM4eJkYGAAAAwAqa8wk6NgAAAGANdGxYXF2jW4bh2XdGOKTD3mWoUs0LCgAAtM8wpIMHPfvJyZLNZm48AMJa84wNChsAAFgGOQXCHIUNi3M1uH370ZF2qbLU8wOFDQAAgldNjZTStGRkVZUUF2duPADCmm8pqgga+gEAsAxyCoQ5vrlanPfuKptNinIcsxQVg8MBAAAAdAAdGwAAALAaChsW5x0c7oywy2azSVVNS1HFp5kYFQAAAACrqGvwDg+nsAEAAABroLBhca6Gb91d5S1s0LEBAAAAoAOaOzZIDwEAAGANfHO1uNpjOjYkHVPYYMYGAAAAgOOrpWMDAAAAFkNhw+La7tigsAEAAADg+HwdGxEUNgAAAGANFDYsztux4UtCKilsAAAAAOgYwzBYigoAAACWE2F2ADg53iTEGWmX3I1SzUHPExQ2AAAIXhER0pQpzfsAYJL6RkNuw7PvZCkqAACsg5wCYY5PvcW5Go7p2Kg+KBluyWaX4pJNjgwAALTJ6ZSeesrsKABAtU1L20p0bAAAYCnkFAhzfHO1OL+ODe98jbg+kp27rQAAAAC0z5tP2GxSlIP0EAAAANZAx4bFeWdsOCMcxwwOTzExIgAAcFyGIdXUePZjYz1/UQQAE7h8+YRdNv5bBACAdZBTIMxxS47FuRqOGfRXxeBwAAAsoaZG6tHDs3mTEQAwQfPgcDq+AQCwFHIKhDkKGxbXescGhQ0AAAAAx+fNJ6IjKGwAAADAOihsWJxfx0YlhQ0AAADg2xYvXqysrCxFR0crOztbGzdubPf8I0eOaPr06UpPT5fT6dSZZ56pV155xe+cPXv26Prrr1fv3r0VExOjIUOG6IMPPujKt9Elao/NJwAAAACLYMaGxfnusIqkYwMAAAD4tmXLlikvL08FBQXKzs7WokWLNHbsWJWUlCglpeVsurq6Ol166aVKSUnR888/r759+2rnzp3q2bOn75xvvvlGo0eP1sUXX6z//ve/6tOnj7Zt26ZevXp14zsLDJaiAgAAgBVR2LA4byLijLBLVfs9BxkeDgAAAEiSFi5cqGnTpmnq1KmSpIKCAq1cuVJLlizR7NmzW5y/ZMkSHT58WO+++64iIyMlSVlZWX7nPPzww8rMzNSTTz7pOzZgwIB243C5XHK5XL6fKyoqTvQtBZRveDiFDQAAAFgI/cYW52popWMjPs3EiAAAAIDgUFdXp+LiYuXm5vqO2e125ebmav369a2+5qWXXlJOTo6mT5+u1NRUDR48WAsWLFBjY6PfOSNHjtQ111yjlJQUnXvuuXriiSfajSU/P1+JiYm+LTMzMzBv8iT5lqKKIDUEAACAdfDt1eJc9cesictSVAAAAIDPwYMH1djYqNRU/+/HqampKi0tbfU1O3bs0PPPP6/Gxka98sormjt3rv70pz/p97//vd85jz/+uM444wy9+uqruvXWW3XHHXfo6aefbjOWOXPmqLy83Lft3r07MG/yJPktbQsAAABYBEtRWZz3Dqs4uaS6Ks9BlqICACC4ORzST3/avA8gaLjdbqWkpOjvf/+7HA6HRowYoT179ugPf/iD5s+f7ztn5MiRWrBggSTp3HPP1ebNm1VQUKApU6a0el2n0ymn09lt76OjausZHg4AgCWRUyDMUdiwOO+auInubzwHImOlqB4mRgQAAI4rOlpavtzsKICQl5ycLIfDobKyMr/jZWVlSktrffnW9PR0RUZGynHMHwjOPvtslZaWqq6uTlFRUUpPT9egQYP8Xnf22WfrX//6V+DfRBdjeDgAABZFToEwx205Fuft2EhsPOQ50CNVstlMjAgAAAAIDlFRURoxYoSKiop8x9xut4qKipSTk9Pqa0aPHq3t27fL7Xb7jm3dulXp6emKiorynVNSUuL3uq1bt6p///5d8C66lm9mXwSFDQAAAFgHhQ2L866J26P+mMIGAAAAAElSXl6ennjiCT399NPasmWLbr31VlVXV2vq1KmSpMmTJ2vOnDm+82+99VYdPnxYM2fO1NatW7Vy5UotWLBA06dP950za9Ysvffee1qwYIG2b9+uZ599Vn//+9/9zrEKlqICAACAFbEUlcW5vDM26g97DjBfAwCA4FddLfVoWjqyqkqKizM3HiCETZgwQQcOHNC8efNUWlqq4cOHa9WqVb6B4rt27ZLd3vxH/czMTL366quaNWuWhg4dqr59+2rmzJm65557fOecf/75euGFFzRnzhzdf//9GjBggBYtWqRJkyZ1+/s7Wd7ChpOlqAAAsBZyCoQ5ChsW5+3YiHEd9ByIb32tYAAAACBczZgxQzNmzGj1uTVr1rQ4lpOTo/fee6/da/7whz/UD3/4w0CEZypvPhEdQccGAAAArINvrxbn7djwFTbo2AAAAADQQXRsAAAAwIoobFic9w4rZ623sMGMDQAAAAAdU+sdHk5hAwAAABZCYcPivHdYRdUe8BygsAEAAACggxgeDgAAACvi26vFuZrusIqo2e85QGEDAAAAQAf5ChsRdGwAAADAOihsWJjbbaiuwS273LLXsBQVAAAAgM5xsRQVAAAALCjC7ABw4rxJSC9VymY0SrJJcX3MDQoAAByfwyFdcUXzPgCYxMVSVAAAWBM5BcIchQ0LczV4kpA+tnLPgbhkycG/UgAAgl50tLRypdlRAIBq6+nYAADAksgpEOaC4racxYsXKysrS9HR0crOztbGjRvbPHfMmDGy2WwttnHjxkmS6uvrdc8992jIkCGKi4tTRkaGJk+erL179/pdJysrq8U1HnrooS59n4HmTULS7Ec8B1iGCgAAAEAn1DbQsQEAAADrMf3b67Jly5SXl6f58+dr06ZNGjZsmMaOHav9+/e3ev6KFSu0b98+37Z582Y5HA5dc801kqSamhpt2rRJc+fO1aZNm7RixQqVlJToRz/6UYtr3X///X7Xuv3227v0vQaat2Mjw1HhOdAjxcRoAAAAAFiNd3i4k+HhAAAAsBDT1y1auHChpk2bpqlTp0qSCgoKtHLlSi1ZskSzZ89ucX5SUpLfz0uXLlVsbKyvsJGYmKjVq1f7nfPYY49p1KhR2rVrl/r16+c7Hh8fr7S0tEC/pW7j69hwlEuG6NgAAMAqqqullKYbEvbvl+LizI0HQNhiKSoAACyKnAJhztSOjbq6OhUXFys3N9d3zG63Kzc3V+vXr+/QNQoLCzVx4kTFtfM/3vLyctlsNvXs2dPv+EMPPaTevXvr3HPP1R/+8Ac1NDS0eQ2Xy6WKigq/zWzeu6tSWYoKAADrqanxbABgolqGhwMAYF3kFAhjpnZsHDx4UI2NjUpN9f+DfGpqqj7//PPjvn7jxo3avHmzCgsL2zyntrZW99xzj6677jolJCT4jt9xxx0677zzlJSUpHfffVdz5szRvn37tHDhwlavk5+fr/vuu6+D76x7uBo8d1f5hodT2AAAAADQQYZh+HIKlqICAACAlZi+FNXJKCws1JAhQzRq1KhWn6+vr9e1114rwzD0+OOP+z2Xl5fn2x86dKiioqL0y1/+Uvn5+XI6nS2uNWfOHL/XVFRUKDMzM0Dv5MR4765K1hHPAWZsAAAAAOggb1FDomMDAAAA1mLqt9fk5GQ5HA6VlZX5HS8rKzvu7Ivq6motXbpUN910U6vPe4saO3fu1OrVq/26NVqTnZ2thoYGffXVV60+73Q6lZCQ4LeZzVvY6G184zkQb915IQAAAAC6lzefkJixAQAAAGsxtbARFRWlESNGqKioyHfM7XarqKhIOTk57b52+fLlcrlcuv7661s85y1qbNu2Ta+//rp69+593Fg+/PBD2e12paRYp+vBe4dVL3dTYYOlqAAAAAB0kHdwuMNuU6SDjg0AAABYh+lLUeXl5WnKlCkaOXKkRo0apUWLFqm6ulpTp06VJE2ePFl9+/ZVfn6+3+sKCws1fvz4FkWL+vp6/fSnP9WmTZv08ssvq7GxUaWlpZKkpKQkRUVFaf369dqwYYMuvvhixcfHa/369Zo1a5auv/569erVq3veeADU1jcqWi7FGk1DgliKCgAAAEAH+QaHR1DUAAAAgLWYXtiYMGGCDhw4oHnz5qm0tFTDhw/XqlWrfAPFd+3aJbvd/4t2SUmJ1q1bp9dee63F9fbs2aOXXnpJkjR8+HC/5958802NGTNGTqdTS5cu1e9+9zu5XC4NGDBAs2bN8puhYQWuBreSvYPDI6Ilp/nLYwEAgA6w26WLLmreBwAT1DY0FTZYhgoAAOshp0CYM72wIUkzZszQjBkzWn1uzZo1LY4NHDhQhmG0en5WVlabz3mdd955eu+99zodZ7CprW9Uim9weKpks5kaDwAA6KCYGKmV7zgA0J28S1FR2AAAwILIKRDmKOdZmKvBrT62I54fmK8BAAAAoBNcTUtROSNJCwEAAGAtfIO1MFd9o/p4l6JivgYAAACATqhtaOrYiKBjAwAAANZCYcPCahvcSrF94/khPs3cYAAAQMdVV0t9+ni26mqzowEQpnzDw+nYAADAesgpEOa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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/CvT_metrics.csv\n", "Training completed at epoch 68 with best validation loss of 0.4444\n", "CvT training time: 2h 48m 30s\n" ] } ], "source": [ "# ============================ Train CvT Model ============================ #\n", "start_time_cvt = time.perf_counter() # Start timing for CvT model\n", "\n", "print(f'\\n=== Training CvT ===')\n", "model_name = 'CvT'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cvt = time.perf_counter()\n", "print(f\"CvT training time: {format_time(end_time_cvt - start_time_cvt)}\")\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Swin ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-24 04:52:37,485 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-02-24 04:52:37,825 INFO:[timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-24 04:52:37,867 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5808, Train Acc: 71.47%, Train AUC: 0.7957, Train F1: 0.7262\n", "Val Loss: 0.6819, Val Acc: 58.60%, Val AUC: 0.6300, Val F1: 0.6556\n", "Best model saved at epoch 1 with Val Loss: 0.6819\n", "Epoch 1 time: 2m 18.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4591, Train Acc: 80.09%, Train AUC: 0.8877, Train F1: 0.8076\n", "Val Loss: 0.6597, Val Acc: 61.60%, Val AUC: 0.6836, Val F1: 0.6746\n", "Best model saved at epoch 2 with Val Loss: 0.6597\n", "Epoch 2 time: 2m 24.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4154, Train Acc: 81.78%, Train AUC: 0.9057, Train F1: 0.8219\n", "Val Loss: 0.6313, Val Acc: 65.00%, Val AUC: 0.7263, Val F1: 0.6962\n", "Best model saved at epoch 3 with Val Loss: 0.6313\n", "Epoch 3 time: 2m 14.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3903, Train Acc: 83.03%, Train AUC: 0.9155, Train F1: 0.8333\n", "Val Loss: 0.6015, Val Acc: 68.80%, Val AUC: 0.7561, Val F1: 0.7189\n", "Best model saved at epoch 4 with Val Loss: 0.6015\n", "Epoch 4 time: 2m 13.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3712, Train Acc: 84.03%, Train AUC: 0.9236, Train F1: 0.8423\n", "Val Loss: 0.5891, Val Acc: 69.30%, Val AUC: 0.7787, Val F1: 0.7314\n", "Best model saved at epoch 5 with Val Loss: 0.5891\n", "Epoch 5 time: 2m 25.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3547, Train Acc: 84.94%, Train AUC: 0.9303, Train F1: 0.8510\n", "Val Loss: 0.5758, Val Acc: 71.30%, Val AUC: 0.7936, Val F1: 0.7485\n", "Best model saved at epoch 6 with Val Loss: 0.5758\n", "Epoch 6 time: 2m 22.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3473, Train Acc: 84.98%, Train AUC: 0.9323, Train F1: 0.8513\n", "Val Loss: 0.5514, Val Acc: 73.20%, Val AUC: 0.8078, Val F1: 0.7555\n", "Best model saved at epoch 7 with Val Loss: 0.5514\n", "Epoch 7 time: 2m 28.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3370, Train Acc: 85.52%, Train AUC: 0.9364, Train F1: 0.8566\n", "Val Loss: 0.5427, Val Acc: 74.20%, Val AUC: 0.8183, Val F1: 0.7663\n", "Best model saved at epoch 8 with Val Loss: 0.5427\n", "Epoch 8 time: 2m 15.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3306, Train Acc: 85.73%, Train AUC: 0.9385, Train F1: 0.8586\n", "Val Loss: 0.5453, Val Acc: 72.70%, Val AUC: 0.8278, Val F1: 0.7607\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 2m 14.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3230, Train Acc: 86.50%, Train AUC: 0.9417, Train F1: 0.8660\n", "Val Loss: 0.5279, Val Acc: 74.00%, Val AUC: 0.8369, Val F1: 0.7679\n", "Best model saved at epoch 10 with Val Loss: 0.5279\n", "Epoch 10 time: 2m 29.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3163, Train Acc: 86.54%, Train AUC: 0.9438, Train F1: 0.8663\n", "Val Loss: 0.5016, Val Acc: 77.50%, Val AUC: 0.8465, Val F1: 0.7871\n", "Best model saved at epoch 11 with Val Loss: 0.5016\n", "Epoch 11 time: 2m 17.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3112, Train Acc: 86.97%, Train AUC: 0.9457, Train F1: 0.8704\n", "Val Loss: 0.5137, Val Acc: 74.50%, Val AUC: 0.8524, Val F1: 0.7729\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 12 time: 2m 31.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3079, Train Acc: 86.93%, Train AUC: 0.9464, Train F1: 0.8700\n", "Val Loss: 0.5041, Val Acc: 75.40%, Val AUC: 0.8576, Val F1: 0.7792\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 13 time: 2m 20.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3001, Train Acc: 87.44%, Train AUC: 0.9495, Train F1: 0.8748\n", "Val Loss: 0.5069, Val Acc: 74.40%, Val AUC: 0.8618, Val F1: 0.7750\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 14 time: 2m 26.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2985, Train Acc: 87.60%, Train AUC: 0.9498, Train F1: 0.8767\n", "Val Loss: 0.4884, Val Acc: 76.20%, Val AUC: 0.8660, Val F1: 0.7852\n", "Best model saved at epoch 15 with Val Loss: 0.4884\n", "Epoch 15 time: 2m 17.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2930, Train Acc: 87.77%, Train AUC: 0.9520, Train F1: 0.8783\n", "Val Loss: 0.4794, Val Acc: 78.40%, Val AUC: 0.8694, Val F1: 0.8007\n", "Best model saved at epoch 16 with Val Loss: 0.4794\n", "Epoch 16 time: 2m 24.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2924, Train Acc: 87.63%, Train AUC: 0.9516, Train F1: 0.8769\n", "Val Loss: 0.4874, Val Acc: 76.30%, Val AUC: 0.8737, Val F1: 0.7897\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 17 time: 2m 20.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2886, Train Acc: 87.88%, Train AUC: 0.9527, Train F1: 0.8794\n", "Val Loss: 0.4743, Val Acc: 78.10%, Val AUC: 0.8772, Val F1: 0.8015\n", "Best model saved at epoch 18 with Val Loss: 0.4743\n", "Epoch 18 time: 2m 25.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2840, Train Acc: 88.06%, Train AUC: 0.9542, Train F1: 0.8811\n", "Val Loss: 0.4634, Val Acc: 79.20%, Val AUC: 0.8808, Val F1: 0.8078\n", "Best model saved at epoch 19 with Val Loss: 0.4634\n", "Epoch 19 time: 2m 17.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2822, Train Acc: 88.26%, Train AUC: 0.9550, Train F1: 0.8830\n", "Val Loss: 0.4562, Val Acc: 79.30%, Val AUC: 0.8841, Val F1: 0.8082\n", "Best model saved at epoch 20 with Val Loss: 0.4562\n", "Epoch 20 time: 2m 19.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2818, Train Acc: 88.13%, Train AUC: 0.9547, Train F1: 0.8817\n", "Val Loss: 0.4441, Val Acc: 81.10%, Val AUC: 0.8870, Val F1: 0.8202\n", "Best model saved at epoch 21 with Val Loss: 0.4441\n", "Epoch 21 time: 2m 23.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2788, Train Acc: 88.24%, Train AUC: 0.9558, Train F1: 0.8829\n", "Val Loss: 0.4512, Val Acc: 79.70%, Val AUC: 0.8885, Val F1: 0.8122\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 2m 24.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2741, Train Acc: 88.67%, Train AUC: 0.9577, Train F1: 0.8873\n", "Val Loss: 0.4366, Val Acc: 80.70%, Val AUC: 0.8923, Val F1: 0.8167\n", "Best model saved at epoch 23 with Val Loss: 0.4366\n", "Epoch 23 time: 2m 21.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2768, Train Acc: 88.35%, Train AUC: 0.9560, Train F1: 0.8840\n", "Val Loss: 0.4382, Val Acc: 80.50%, Val AUC: 0.8951, Val F1: 0.8189\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 2m 22.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2724, Train Acc: 88.66%, Train AUC: 0.9578, Train F1: 0.8871\n", "Val Loss: 0.4404, Val Acc: 80.50%, Val AUC: 0.8984, Val F1: 0.8216\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 25 time: 2m 18.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2714, Train Acc: 88.52%, Train AUC: 0.9581, Train F1: 0.8857\n", "Val Loss: 0.4440, Val Acc: 80.10%, Val AUC: 0.8988, Val F1: 0.8196\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 26 time: 2m 21.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2718, Train Acc: 88.80%, Train AUC: 0.9578, Train F1: 0.8884\n", "Val Loss: 0.4261, Val Acc: 81.70%, Val AUC: 0.9011, Val F1: 0.8295\n", "Best model saved at epoch 27 with Val Loss: 0.4261\n", "Epoch 27 time: 2m 17.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2668, Train Acc: 89.01%, Train AUC: 0.9596, Train F1: 0.8906\n", "Val Loss: 0.4233, Val Acc: 81.60%, Val AUC: 0.9017, Val F1: 0.8274\n", "Best model saved at epoch 28 with Val Loss: 0.4233\n", "Epoch 28 time: 2m 22.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2657, Train Acc: 89.08%, Train AUC: 0.9598, Train F1: 0.8912\n", "Val Loss: 0.4227, Val Acc: 81.30%, Val AUC: 0.9038, Val F1: 0.8270\n", "Best model saved at epoch 29 with Val Loss: 0.4227\n", "Epoch 29 time: 2m 31.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2654, Train Acc: 88.92%, Train AUC: 0.9597, Train F1: 0.8896\n", "Val Loss: 0.4197, Val Acc: 81.80%, Val AUC: 0.9054, Val F1: 0.8312\n", "Best model saved at epoch 30 with Val Loss: 0.4197\n", "Epoch 30 time: 2m 28.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2632, Train Acc: 89.09%, Train AUC: 0.9604, Train F1: 0.8911\n", "Val Loss: 0.4128, Val Acc: 82.10%, Val AUC: 0.9074, Val F1: 0.8322\n", "Best model saved at epoch 31 with Val Loss: 0.4128\n", "Epoch 31 time: 2m 13.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2621, Train Acc: 89.06%, Train AUC: 0.9609, Train F1: 0.8910\n", "Val Loss: 0.4183, Val Acc: 81.50%, Val AUC: 0.9078, Val F1: 0.8292\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 2m 19.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2616, Train Acc: 89.25%, Train AUC: 0.9607, Train F1: 0.8929\n", "Val Loss: 0.4072, Val Acc: 82.60%, Val AUC: 0.9088, Val F1: 0.8358\n", "Best model saved at epoch 33 with Val Loss: 0.4072\n", "Epoch 33 time: 2m 23.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2608, Train Acc: 89.14%, Train AUC: 0.9609, Train F1: 0.8918\n", "Val Loss: 0.4053, Val Acc: 82.70%, Val AUC: 0.9115, Val F1: 0.8373\n", "Best model saved at epoch 34 with Val Loss: 0.4053\n", "Epoch 34 time: 2m 13.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2580, Train Acc: 89.43%, Train AUC: 0.9620, Train F1: 0.8946\n", "Val Loss: 0.4098, Val Acc: 81.80%, Val AUC: 0.9123, Val F1: 0.8315\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 35 time: 2m 22.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2601, Train Acc: 89.07%, Train AUC: 0.9609, Train F1: 0.8911\n", "Val Loss: 0.4076, Val Acc: 81.90%, Val AUC: 0.9139, Val F1: 0.8329\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 36 time: 2m 17.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2571, Train Acc: 89.47%, Train AUC: 0.9619, Train F1: 0.8949\n", "Val Loss: 0.3984, Val Acc: 82.90%, Val AUC: 0.9142, Val F1: 0.8391\n", "Best model saved at epoch 37 with Val Loss: 0.3984\n", "Epoch 37 time: 2m 24.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2549, Train Acc: 89.46%, Train AUC: 0.9628, Train F1: 0.8950\n", "Val Loss: 0.4009, Val Acc: 82.50%, Val AUC: 0.9151, Val F1: 0.8363\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 38 time: 2m 17.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2545, Train Acc: 89.44%, Train AUC: 0.9628, Train F1: 0.8945\n", "Val Loss: 0.4042, Val Acc: 82.40%, Val AUC: 0.9162, Val F1: 0.8382\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 39 time: 2m 17.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2547, Train Acc: 89.43%, Train AUC: 0.9626, Train F1: 0.8949\n", "Val Loss: 0.3938, Val Acc: 82.90%, Val AUC: 0.9172, Val F1: 0.8391\n", "Best model saved at epoch 40 with Val Loss: 0.3938\n", "Epoch 40 time: 2m 15.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2540, Train Acc: 89.48%, Train AUC: 0.9628, Train F1: 0.8951\n", "Val Loss: 0.3961, Val Acc: 83.00%, Val AUC: 0.9184, Val F1: 0.8420\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 2m 13.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2478, Train Acc: 89.86%, Train AUC: 0.9650, Train F1: 0.8990\n", "Val Loss: 0.3936, Val Acc: 83.00%, Val AUC: 0.9189, Val F1: 0.8417\n", "Best model saved at epoch 42 with Val Loss: 0.3936\n", "Epoch 42 time: 2m 9.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2459, Train Acc: 89.76%, Train AUC: 0.9655, Train F1: 0.8979\n", "Val Loss: 0.3932, Val Acc: 83.20%, Val AUC: 0.9192, Val F1: 0.8436\n", "Best model saved at epoch 43 with Val Loss: 0.3932\n", "Epoch 43 time: 2m 11.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2494, Train Acc: 89.63%, Train AUC: 0.9640, Train F1: 0.8966\n", "Val Loss: 0.3912, Val Acc: 83.60%, Val AUC: 0.9205, Val F1: 0.8470\n", "Best model saved at epoch 44 with Val Loss: 0.3912\n", "Epoch 44 time: 2m 15.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2517, Train Acc: 89.34%, Train AUC: 0.9633, Train F1: 0.8936\n", "Val Loss: 0.3959, Val Acc: 82.60%, Val AUC: 0.9207, Val F1: 0.8395\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 45 time: 2m 13.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2499, Train Acc: 89.73%, Train AUC: 0.9641, Train F1: 0.8976\n", "Val Loss: 0.3785, Val Acc: 84.30%, Val AUC: 0.9217, Val F1: 0.8503\n", "Best model saved at epoch 46 with Val Loss: 0.3785\n", "Epoch 46 time: 2m 17.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2482, Train Acc: 89.68%, Train AUC: 0.9645, Train F1: 0.8971\n", "Val Loss: 0.3959, Val Acc: 82.40%, Val AUC: 0.9219, Val F1: 0.8385\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 47 time: 2m 17.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2447, Train Acc: 89.86%, Train AUC: 0.9657, Train F1: 0.8988\n", "Val Loss: 0.3861, Val Acc: 83.60%, Val AUC: 0.9227, Val F1: 0.8470\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 48 time: 2m 22.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2495, Train Acc: 89.58%, Train AUC: 0.9638, Train F1: 0.8962\n", "Val Loss: 0.3786, Val Acc: 84.10%, Val AUC: 0.9225, Val F1: 0.8496\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 49 time: 2m 14.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2460, Train Acc: 89.90%, Train AUC: 0.9650, Train F1: 0.8992\n", "Val Loss: 0.4030, Val Acc: 81.60%, Val AUC: 0.9242, Val F1: 0.8348\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 50 time: 2m 12.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2468, Train Acc: 89.84%, Train AUC: 0.9646, Train F1: 0.8987\n", "Val Loss: 0.3860, Val Acc: 83.40%, Val AUC: 0.9249, Val F1: 0.8463\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 51 time: 2m 14.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2441, Train Acc: 89.79%, Train AUC: 0.9655, Train F1: 0.8980\n", "Val Loss: 0.3807, Val Acc: 84.10%, Val AUC: 0.9261, Val F1: 0.8518\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 52 time: 2m 20.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2442, Train Acc: 89.90%, Train AUC: 0.9655, Train F1: 0.8992\n", "Val Loss: 0.3786, Val Acc: 84.50%, Val AUC: 0.9260, Val F1: 0.8550\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 53 time: 2m 18.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2422, Train Acc: 90.12%, Train AUC: 0.9661, Train F1: 0.9014\n", "Val Loss: 0.3776, Val Acc: 84.40%, Val AUC: 0.9262, Val F1: 0.8539\n", "Best model saved at epoch 54 with Val Loss: 0.3776\n", "Epoch 54 time: 2m 17.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2406, Train Acc: 90.13%, Train AUC: 0.9667, Train F1: 0.9015\n", "Val Loss: 0.3775, Val Acc: 84.40%, Val AUC: 0.9261, Val F1: 0.8539\n", "Best model saved at epoch 55 with Val Loss: 0.3775\n", "Epoch 55 time: 2m 14.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2415, Train Acc: 90.03%, Train AUC: 0.9665, Train F1: 0.9006\n", "Val Loss: 0.3753, Val Acc: 84.40%, Val AUC: 0.9261, Val F1: 0.8537\n", "Best model saved at epoch 56 with Val Loss: 0.3753\n", "Epoch 56 time: 2m 19.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2435, Train Acc: 90.04%, Train AUC: 0.9656, Train F1: 0.9007\n", "Val Loss: 0.3788, Val Acc: 84.20%, Val AUC: 0.9261, Val F1: 0.8526\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 57 time: 2m 12.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2411, Train Acc: 90.04%, Train AUC: 0.9667, Train F1: 0.9006\n", "Val Loss: 0.3790, Val Acc: 84.20%, Val AUC: 0.9263, Val F1: 0.8526\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 58 time: 2m 23.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2429, Train Acc: 90.06%, Train AUC: 0.9659, Train F1: 0.9007\n", "Val Loss: 0.3854, Val Acc: 83.30%, Val AUC: 0.9261, Val F1: 0.8461\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 59 time: 2m 11.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2441, Train Acc: 89.93%, Train AUC: 0.9655, Train F1: 0.8997\n", "Val Loss: 0.3783, Val Acc: 84.30%, Val AUC: 0.9263, Val F1: 0.8534\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 60 time: 2m 15.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2436, Train Acc: 90.09%, Train AUC: 0.9656, Train F1: 0.9010\n", "Val Loss: 0.3817, Val Acc: 83.90%, Val AUC: 0.9264, Val F1: 0.8505\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 61 time: 2m 14.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2439, Train Acc: 89.98%, Train AUC: 0.9656, Train F1: 0.9000\n", "Val Loss: 0.3791, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 62 time: 2m 23.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2407, Train Acc: 90.08%, Train AUC: 0.9667, Train F1: 0.9010\n", "Val Loss: 0.3795, Val Acc: 84.00%, Val AUC: 0.9263, Val F1: 0.8510\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 63 time: 2m 13.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2460, Train Acc: 89.71%, Train AUC: 0.9647, Train F1: 0.8975\n", "Val Loss: 0.3793, Val Acc: 84.00%, Val AUC: 0.9263, Val F1: 0.8510\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 64 time: 2m 20.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2415, Train Acc: 90.20%, Train AUC: 0.9664, Train F1: 0.9023\n", "Val Loss: 0.3792, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 65 time: 2m 17.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2394, Train Acc: 90.27%, Train AUC: 0.9671, Train F1: 0.9031\n", "Val Loss: 0.3792, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 66 time: 2m 21.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2433, Train Acc: 89.97%, Train AUC: 0.9659, Train F1: 0.8999\n", "Val Loss: 0.3791, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 67 time: 2m 17.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2444, Train Acc: 89.97%, Train AUC: 0.9655, Train F1: 0.8997\n", "Val Loss: 0.3794, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 68 time: 2m 16.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2402, Train Acc: 90.20%, Train AUC: 0.9669, Train F1: 0.9023\n", "Val Loss: 0.3795, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 69 time: 2m 14.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2433, Train Acc: 89.91%, Train AUC: 0.9657, Train F1: 0.8991\n", "Val Loss: 0.3797, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 70 time: 2m 22.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2426, Train Acc: 89.84%, Train AUC: 0.9661, Train F1: 0.8987\n", "Val Loss: 0.3797, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 71 time: 2m 10.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2415, Train Acc: 90.08%, Train AUC: 0.9664, Train F1: 0.9010\n", "Val Loss: 0.3793, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 72 time: 2m 26.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2433, Train Acc: 90.09%, Train AUC: 0.9658, Train F1: 0.9012\n", "Val Loss: 0.3791, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 73 time: 2m 16.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2434, Train Acc: 90.02%, Train AUC: 0.9656, Train F1: 0.9007\n", "Val Loss: 0.3789, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 74 time: 2m 22.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2445, Train Acc: 89.92%, Train AUC: 0.9654, Train F1: 0.8993\n", "Val Loss: 0.3792, Val Acc: 84.00%, Val AUC: 0.9264, Val F1: 0.8510\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 75 time: 2m 20.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2434, Train Acc: 89.76%, Train AUC: 0.9657, Train F1: 0.8979\n", "Val Loss: 0.3788, Val Acc: 84.00%, Val AUC: 0.9265, Val F1: 0.8510\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Swin: 2h 56m 17s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Swin_metrics.csv\n", "Training completed at epoch 56 with best validation loss of 0.3753\n", "Swin training time: 2h 56m 19s\n" ] } ], "source": [ "# ============================ Train Swin Model ============================ #\n", "start_time_swin = time.perf_counter() # Start timing for Swin model\n", "\n", "print(f'\\n=== Training Swin ===')\n", "model_name = 'Swin'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_swin = time.perf_counter()\n", "print(f\"Swin training time: {format_time(end_time_swin - start_time_swin)}\")\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CaiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-24 07:48:56,126 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-02-24 07:48:56,441 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.6205, Train Acc: 65.68%, Train AUC: 0.7174, Train F1: 0.6686\n", "Val Loss: 0.6571, Val Acc: 61.10%, Val AUC: 0.6600, Val F1: 0.6499\n", "Best model saved at epoch 1 with Val Loss: 0.6571\n", "Epoch 1 time: 2m 13.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.5081, Train Acc: 75.90%, Train AUC: 0.8452, Train F1: 0.7626\n", "Val Loss: 0.6504, Val Acc: 61.80%, Val AUC: 0.6805, Val F1: 0.6729\n", "Best model saved at epoch 2 with Val Loss: 0.6504\n", "Epoch 2 time: 2m 6.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4645, Train Acc: 78.05%, Train AUC: 0.8703, Train F1: 0.7836\n", "Val Loss: 0.6318, Val Acc: 64.00%, Val AUC: 0.6970, Val F1: 0.6558\n", "Best model saved at epoch 3 with Val Loss: 0.6318\n", "Epoch 3 time: 2m 16.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4390, Train Acc: 79.68%, Train AUC: 0.8849, Train F1: 0.7999\n", "Val Loss: 0.6177, Val Acc: 64.70%, Val AUC: 0.7165, Val F1: 0.6445\n", "Best model saved at epoch 4 with Val Loss: 0.6177\n", "Epoch 4 time: 2m 11.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4235, Train Acc: 80.53%, Train AUC: 0.8917, Train F1: 0.8081\n", "Val Loss: 0.6036, Val Acc: 67.30%, Val AUC: 0.7366, Val F1: 0.6847\n", "Best model saved at epoch 5 with Val Loss: 0.6036\n", "Epoch 5 time: 2m 11.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.4100, Train Acc: 81.15%, Train AUC: 0.8988, Train F1: 0.8141\n", "Val Loss: 0.5921, Val Acc: 68.60%, Val AUC: 0.7540, Val F1: 0.7071\n", "Best model saved at epoch 6 with Val Loss: 0.5921\n", "Epoch 6 time: 2m 6.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3993, Train Acc: 81.91%, Train AUC: 0.9043, Train F1: 0.8210\n", "Val Loss: 0.5780, Val Acc: 69.30%, Val AUC: 0.7673, Val F1: 0.7011\n", "Best model saved at epoch 7 with Val Loss: 0.5780\n", "Epoch 7 time: 2m 5.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3937, Train Acc: 82.10%, Train AUC: 0.9064, Train F1: 0.8229\n", "Val Loss: 0.5666, Val Acc: 70.80%, Val AUC: 0.7798, Val F1: 0.7109\n", "Best model saved at epoch 8 with Val Loss: 0.5666\n", "Epoch 8 time: 2m 14.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3891, Train Acc: 82.32%, Train AUC: 0.9084, Train F1: 0.8249\n", "Val Loss: 0.5592, Val Acc: 72.10%, Val AUC: 0.7901, Val F1: 0.7355\n", "Best model saved at epoch 9 with Val Loss: 0.5592\n", "Epoch 9 time: 1m 58.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3796, Train Acc: 82.93%, Train AUC: 0.9139, Train F1: 0.8310\n", "Val Loss: 0.5509, Val Acc: 73.40%, Val AUC: 0.7985, Val F1: 0.7467\n", "Best model saved at epoch 10 with Val Loss: 0.5509\n", "Epoch 10 time: 2m 16.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3742, Train Acc: 82.99%, Train AUC: 0.9160, Train F1: 0.8315\n", "Val Loss: 0.5413, Val Acc: 73.30%, Val AUC: 0.8070, Val F1: 0.7425\n", "Best model saved at epoch 11 with Val Loss: 0.5413\n", "Epoch 11 time: 2m 6.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3712, Train Acc: 83.35%, Train AUC: 0.9172, Train F1: 0.8351\n", "Val Loss: 0.5314, Val Acc: 73.50%, Val AUC: 0.8157, Val F1: 0.7363\n", "Best model saved at epoch 12 with Val Loss: 0.5314\n", "Epoch 12 time: 2m 16.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3695, Train Acc: 83.57%, Train AUC: 0.9181, Train F1: 0.8373\n", "Val Loss: 0.5249, Val Acc: 73.90%, Val AUC: 0.8216, Val F1: 0.7382\n", "Best 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Train Acc: 84.20%, Train AUC: 0.9240, Train F1: 0.8433\n", "Val Loss: 0.5062, Val Acc: 76.20%, Val AUC: 0.8386, Val F1: 0.7657\n", "Best model saved at epoch 16 with Val Loss: 0.5062\n", "Epoch 16 time: 2m 10.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3540, Train Acc: 84.41%, Train AUC: 0.9255, Train F1: 0.8457\n", "Val Loss: 0.5018, Val Acc: 76.40%, Val AUC: 0.8432, Val F1: 0.7709\n", "Best model saved at epoch 17 with Val Loss: 0.5018\n", "Epoch 17 time: 2m 5.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3540, Train Acc: 84.10%, Train AUC: 0.9246, Train F1: 0.8421\n", "Val Loss: 0.4955, Val Acc: 77.10%, Val AUC: 0.8484, Val F1: 0.7748\n", "Best model saved at epoch 18 with Val Loss: 0.4955\n", "Epoch 18 time: 2m 4.30s\n" ] }, { "name": "stderr", 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AUC: 0.8579, Val F1: 0.7715\n", "Best model saved at epoch 21 with Val Loss: 0.4842\n", "Epoch 21 time: 2m 9.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3417, Train Acc: 84.91%, Train AUC: 0.9301, Train F1: 0.8502\n", "Val Loss: 0.4787, Val Acc: 78.10%, Val AUC: 0.8620, Val F1: 0.7808\n", "Best model saved at epoch 22 with Val Loss: 0.4787\n", "Epoch 22 time: 2m 11.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3381, Train Acc: 85.29%, Train AUC: 0.9322, Train F1: 0.8537\n", "Val Loss: 0.4739, Val Acc: 78.70%, Val AUC: 0.8655, Val F1: 0.7820\n", "Best model saved at epoch 23 with Val Loss: 0.4739\n", "Epoch 23 time: 2m 0.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3411, Train Acc: 85.14%, Train AUC: 0.9302, Train F1: 0.8526\n", "Val Loss: 0.4706, Val Acc: 78.90%, Val AUC: 0.8679, Val F1: 0.7845\n", "Best model saved at epoch 24 with Val Loss: 0.4706\n", "Epoch 24 time: 2m 4.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3352, Train Acc: 85.53%, Train AUC: 0.9334, Train F1: 0.8559\n", "Val Loss: 0.4690, Val Acc: 79.60%, Val AUC: 0.8706, Val F1: 0.8038\n", "Best model saved at epoch 25 with Val Loss: 0.4690\n", "Epoch 25 time: 2m 7.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3338, Train Acc: 85.51%, Train AUC: 0.9340, Train F1: 0.8559\n", "Val Loss: 0.4642, Val Acc: 79.80%, Val AUC: 0.8726, Val F1: 0.7951\n", "Best model saved at epoch 26 with Val Loss: 0.4642\n", "Epoch 26 time: 2m 11.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3336, Train Acc: 85.45%, Train AUC: 0.9336, Train F1: 0.8555\n", "Val Loss: 0.4652, Val Acc: 79.80%, Val AUC: 0.8720, Val F1: 0.8043\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 2m 8.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3294, Train Acc: 85.79%, Train AUC: 0.9357, Train F1: 0.8586\n", "Val Loss: 0.4613, Val Acc: 79.60%, Val AUC: 0.8763, Val F1: 0.8042\n", "Best model saved at epoch 28 with Val Loss: 0.4613\n", "Epoch 28 time: 2m 14.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3302, Train Acc: 85.56%, Train AUC: 0.9350, Train F1: 0.8564\n", "Val Loss: 0.4581, Val Acc: 80.10%, Val AUC: 0.8767, Val F1: 0.8012\n", "Best model saved at epoch 29 with Val Loss: 0.4581\n", "Epoch 29 time: 2m 10.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.3292, Train Acc: 85.89%, Train AUC: 0.9356, Train F1: 0.8595\n", "Val Loss: 0.4555, Val Acc: 80.30%, Val AUC: 0.8807, Val F1: 0.8108\n", "Best model saved at epoch 30 with Val Loss: 0.4555\n", "Epoch 30 time: 1m 59.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.3268, Train Acc: 85.79%, Train AUC: 0.9362, Train F1: 0.8586\n", "Val Loss: 0.4516, Val Acc: 81.00%, Val AUC: 0.8815, Val F1: 0.8111\n", "Best model saved at epoch 31 with Val Loss: 0.4516\n", "Epoch 31 time: 2m 17.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": 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epoch 34 with Val Loss: 0.4449\n", "Epoch 34 time: 2m 13.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.3238, Train Acc: 86.07%, Train AUC: 0.9375, Train F1: 0.8617\n", "Val Loss: 0.4436, Val Acc: 80.90%, Val AUC: 0.8868, Val F1: 0.8096\n", "Best model saved at epoch 35 with Val Loss: 0.4436\n", "Epoch 35 time: 2m 10.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3226, Train Acc: 86.04%, Train AUC: 0.9380, Train F1: 0.8611\n", "Val Loss: 0.4414, Val Acc: 81.30%, Val AUC: 0.8882, Val F1: 0.8128\n", "Best model saved at epoch 36 with Val Loss: 0.4414\n", "Epoch 36 time: 2m 8.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.3203, Train Acc: 86.31%, Train AUC: 0.9390, Train F1: 0.8639\n", "Val Loss: 0.4386, Val Acc: 81.50%, Val AUC: 0.8905, Val F1: 0.8195\n", "Best model saved at epoch 37 with Val Loss: 0.4386\n", "Epoch 37 time: 2m 10.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.3199, Train Acc: 86.33%, Train AUC: 0.9391, Train F1: 0.8641\n", "Val Loss: 0.4375, Val Acc: 81.30%, Val AUC: 0.8913, Val F1: 0.8074\n", "Best model saved at epoch 38 with Val Loss: 0.4375\n", "Epoch 38 time: 2m 6.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.3216, Train Acc: 86.16%, Train AUC: 0.9382, Train F1: 0.8623\n", "Val Loss: 0.4362, Val Acc: 81.80%, Val AUC: 0.8922, Val F1: 0.8226\n", "Best model saved at epoch 39 with Val Loss: 0.4362\n", "Epoch 39 time: 2m 16.37s\n" ] }, { "name": "stderr", 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AUC: 0.8955, Val F1: 0.8216\n", "Best model saved at epoch 42 with Val Loss: 0.4305\n", "Epoch 42 time: 2m 6.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.3184, Train Acc: 86.39%, Train AUC: 0.9393, Train F1: 0.8643\n", "Val Loss: 0.4297, Val Acc: 81.70%, Val AUC: 0.8961, Val F1: 0.8215\n", "Best model saved at epoch 43 with Val Loss: 0.4297\n", "Epoch 43 time: 2m 13.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.3143, Train Acc: 86.47%, Train AUC: 0.9411, Train F1: 0.8657\n", "Val Loss: 0.4276, Val Acc: 82.60%, Val AUC: 0.8974, Val F1: 0.8235\n", "Best model saved at epoch 44 with Val Loss: 0.4276\n", "Epoch 44 time: 2m 15.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": 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47 time: 2m 6.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.3130, Train Acc: 86.40%, Train AUC: 0.9415, Train F1: 0.8645\n", "Val Loss: 0.4264, Val Acc: 81.80%, Val AUC: 0.8987, Val F1: 0.8240\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 48 time: 2m 8.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.3097, Train Acc: 86.85%, Train AUC: 0.9431, Train F1: 0.8690\n", "Val Loss: 0.4233, Val Acc: 83.10%, Val AUC: 0.9005, Val F1: 0.8281\n", "Best model saved at epoch 49 with Val Loss: 0.4233\n", "Epoch 49 time: 2m 18.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.3145, Train Acc: 86.35%, Train AUC: 0.9405, Train F1: 0.8641\n", "Val Loss: 0.4227, Val Acc: 81.70%, Val AUC: 0.9013, Val F1: 0.8228\n", "Best model saved at epoch 50 with Val Loss: 0.4227\n", "Epoch 50 time: 2m 10.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.3102, Train Acc: 86.74%, Train AUC: 0.9426, Train F1: 0.8678\n", "Val Loss: 0.4203, Val Acc: 82.70%, Val AUC: 0.9018, Val F1: 0.8289\n", "Best model saved at epoch 51 with Val Loss: 0.4203\n", "Epoch 51 time: 2m 6.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.3129, Train Acc: 86.60%, Train AUC: 0.9413, Train F1: 0.8667\n", "Val Loss: 0.4213, Val Acc: 82.00%, Val AUC: 0.9016, Val F1: 0.8266\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 52 time: 2m 11.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.3099, Train Acc: 86.72%, Train AUC: 0.9426, Train F1: 0.8682\n", "Val Loss: 0.4182, Val Acc: 83.30%, Val AUC: 0.9034, Val F1: 0.8280\n", "Best model saved at epoch 53 with Val Loss: 0.4182\n", "Epoch 53 time: 2m 16.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.3087, Train Acc: 86.95%, Train AUC: 0.9434, Train F1: 0.8701\n", "Val Loss: 0.4181, Val Acc: 83.50%, Val AUC: 0.9026, Val F1: 0.8325\n", "Best model saved at epoch 54 with Val Loss: 0.4181\n", "Epoch 54 time: 2m 26.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.3101, Train Acc: 86.58%, Train AUC: 0.9422, Train F1: 0.8660\n", "Val Loss: 0.4190, Val Acc: 82.10%, Val AUC: 0.9038, Val F1: 0.8277\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 2m 7.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.3044, Train Acc: 86.96%, Train AUC: 0.9448, Train F1: 0.8703\n", "Val Loss: 0.4151, Val Acc: 83.00%, Val AUC: 0.9047, Val F1: 0.8262\n", "Best model saved at epoch 56 with Val Loss: 0.4151\n", "Epoch 56 time: 2m 11.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.3091, Train Acc: 86.74%, Train AUC: 0.9427, Train F1: 0.8676\n", "Val Loss: 0.4176, Val Acc: 82.10%, Val AUC: 0.9035, Val F1: 0.8264\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 57 time: 2m 8.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.3059, Train Acc: 86.83%, Train AUC: 0.9443, Train F1: 0.8686\n", "Val Loss: 0.4178, Val Acc: 82.30%, Val AUC: 0.9043, Val F1: 0.8293\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 58 time: 2m 2.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.3083, Train Acc: 86.91%, Train AUC: 0.9432, Train F1: 0.8696\n", "Val Loss: 0.4134, Val Acc: 83.50%, Val AUC: 0.9054, Val F1: 0.8345\n", "Best model saved at epoch 59 with Val Loss: 0.4134\n", "Epoch 59 time: 2m 8.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.3064, Train Acc: 86.77%, Train AUC: 0.9439, Train F1: 0.8680\n", "Val Loss: 0.4116, Val Acc: 84.00%, Val AUC: 0.9068, Val F1: 0.8400\n", "Best model saved at epoch 60 with Val Loss: 0.4116\n", "Epoch 60 time: 2m 7.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.3088, Train Acc: 86.64%, Train AUC: 0.9430, Train F1: 0.8668\n", "Val Loss: 0.4114, Val Acc: 84.00%, Val AUC: 0.9069, Val F1: 0.8406\n", "Best model saved at epoch 61 with Val Loss: 0.4114\n", "Epoch 61 time: 2m 8.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.3039, Train Acc: 87.08%, Train AUC: 0.9451, Train F1: 0.8713\n", "Val Loss: 0.4109, Val Acc: 84.10%, Val AUC: 0.9070, Val F1: 0.8418\n", "Best model saved at epoch 62 with Val Loss: 0.4109\n", "Epoch 62 time: 2m 6.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.3056, Train Acc: 86.95%, Train AUC: 0.9440, Train F1: 0.8698\n", "Val Loss: 0.4117, Val Acc: 82.80%, Val AUC: 0.9075, Val F1: 0.8330\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 2m 1.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.3047, Train Acc: 86.88%, Train AUC: 0.9443, Train F1: 0.8694\n", "Val Loss: 0.4083, Val Acc: 84.10%, Val AUC: 0.9085, Val F1: 0.8392\n", "Best model saved at epoch 64 with Val Loss: 0.4083\n", "Epoch 64 time: 1m 57.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.3044, Train Acc: 87.02%, Train AUC: 0.9445, Train F1: 0.8706\n", "Val Loss: 0.4079, Val Acc: 84.00%, Val AUC: 0.9087, Val F1: 0.8394\n", "Best model saved at epoch 65 with Val Loss: 0.4079\n", "Epoch 65 time: 2m 11.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.3033, Train Acc: 86.93%, Train AUC: 0.9451, Train F1: 0.8698\n", "Val Loss: 0.4081, Val Acc: 84.30%, Val AUC: 0.9081, Val F1: 0.8419\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 66 time: 2m 4.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.3031, Train Acc: 87.03%, Train AUC: 0.9448, Train F1: 0.8709\n", "Val Loss: 0.4057, Val Acc: 84.20%, Val AUC: 0.9095, Val F1: 0.8404\n", "Best model saved at epoch 67 with Val Loss: 0.4057\n", "Epoch 67 time: 2m 14.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.3018, Train Acc: 87.31%, Train AUC: 0.9457, Train F1: 0.8734\n", "Val Loss: 0.4063, Val Acc: 84.20%, Val AUC: 0.9087, Val F1: 0.8410\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 2m 8.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.3040, Train Acc: 87.11%, Train AUC: 0.9446, Train F1: 0.8717\n", "Val Loss: 0.4048, Val Acc: 83.80%, Val AUC: 0.9099, Val F1: 0.8383\n", "Best model saved at epoch 69 with Val Loss: 0.4048\n", "Epoch 69 time: 2m 7.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.3021, Train Acc: 87.13%, Train AUC: 0.9454, Train F1: 0.8719\n", "Val Loss: 0.4043, Val Acc: 84.30%, Val AUC: 0.9100, Val F1: 0.8419\n", "Best model saved at epoch 70 with Val Loss: 0.4043\n", "Epoch 70 time: 2m 15.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.3041, Train Acc: 87.10%, Train AUC: 0.9444, Train F1: 0.8712\n", "Val Loss: 0.4041, Val Acc: 84.00%, Val AUC: 0.9117, Val F1: 0.8444\n", "Best model saved at epoch 71 with Val Loss: 0.4041\n", "Epoch 71 time: 2m 4.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.3002, Train Acc: 87.16%, Train AUC: 0.9459, Train F1: 0.8720\n", "Val Loss: 0.4020, Val Acc: 83.90%, Val AUC: 0.9121, Val F1: 0.8395\n", "Best model saved at epoch 72 with Val Loss: 0.4020\n", "Epoch 72 time: 2m 8.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2988, Train Acc: 87.33%, Train AUC: 0.9468, Train F1: 0.8736\n", "Val Loss: 0.4003, Val Acc: 84.00%, Val AUC: 0.9131, Val F1: 0.8406\n", "Best model saved at epoch 73 with Val Loss: 0.4003\n", "Epoch 73 time: 2m 5.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.3039, Train Acc: 87.04%, Train AUC: 0.9444, Train F1: 0.8711\n", "Val Loss: 0.4006, Val Acc: 84.60%, Val AUC: 0.9126, Val F1: 0.8451\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 74 time: 2m 11.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2998, Train Acc: 87.41%, Train AUC: 0.9463, Train F1: 0.8748\n", "Val Loss: 0.4003, Val Acc: 84.50%, Val AUC: 0.9126, Val F1: 0.8442\n", "Best model saved at epoch 75 with Val Loss: 0.4003\n", "Epoch 75 time: 2m 13.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.3028, Train Acc: 87.17%, Train AUC: 0.9448, Train F1: 0.8721\n", "Val Loss: 0.4025, Val Acc: 84.00%, Val AUC: 0.9114, Val F1: 0.8422\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 76 time: 2m 0.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2982, Train Acc: 87.33%, Train AUC: 0.9470, Train F1: 0.8738\n", "Val Loss: 0.4015, Val Acc: 83.90%, Val AUC: 0.9119, Val F1: 0.8395\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 77 time: 2m 1.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.3002, Train Acc: 87.08%, Train AUC: 0.9459, Train F1: 0.8712\n", "Val Loss: 0.4010, Val Acc: 84.10%, Val AUC: 0.9126, Val F1: 0.8412\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 78 time: 2m 19.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.3003, Train Acc: 87.24%, Train AUC: 0.9459, Train F1: 0.8728\n", "Val Loss: 0.3987, Val Acc: 84.50%, Val AUC: 0.9142, Val F1: 0.8464\n", "Best model saved at epoch 79 with Val Loss: 0.3987\n", "Epoch 79 time: 2m 4.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2989, Train Acc: 87.15%, Train AUC: 0.9465, Train F1: 0.8721\n", "Val Loss: 0.3987, Val Acc: 84.00%, Val AUC: 0.9141, Val F1: 0.8364\n", "Best model saved at epoch 80 with Val Loss: 0.3987\n", "Epoch 80 time: 2m 3.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.3009, Train Acc: 87.27%, Train AUC: 0.9457, Train F1: 0.8730\n", "Val Loss: 0.3988, Val Acc: 84.60%, Val AUC: 0.9132, Val F1: 0.8448\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 81 time: 2m 25.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2964, Train Acc: 87.41%, Train AUC: 0.9476, Train F1: 0.8746\n", "Val Loss: 0.3980, Val Acc: 84.30%, Val AUC: 0.9136, Val F1: 0.8425\n", "Best model saved at epoch 82 with Val Loss: 0.3980\n", "Epoch 82 time: 2m 6.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2985, Train Acc: 87.36%, Train AUC: 0.9464, Train F1: 0.8740\n", "Val Loss: 0.3968, Val Acc: 84.30%, Val AUC: 0.9146, Val F1: 0.8438\n", "Best model saved at epoch 83 with Val Loss: 0.3968\n", "Epoch 83 time: 2m 4.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2994, Train Acc: 87.24%, Train AUC: 0.9463, Train F1: 0.8729\n", "Val Loss: 0.3961, Val Acc: 84.30%, Val AUC: 0.9150, Val F1: 0.8435\n", "Best model saved at epoch 84 with Val Loss: 0.3961\n", "Epoch 84 time: 2m 15.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2985, Train Acc: 87.12%, Train AUC: 0.9467, Train F1: 0.8715\n", "Val Loss: 0.3957, Val Acc: 84.50%, Val AUC: 0.9152, Val F1: 0.8455\n", "Best model saved at epoch 85 with Val Loss: 0.3957\n", "Epoch 85 time: 2m 9.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2998, Train Acc: 87.12%, Train AUC: 0.9460, Train F1: 0.8716\n", "Val Loss: 0.3955, Val Acc: 84.80%, Val AUC: 0.9160, Val F1: 0.8501\n", "Best model saved at epoch 86 with Val Loss: 0.3955\n", "Epoch 86 time: 2m 23.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2974, Train Acc: 87.35%, Train AUC: 0.9470, Train F1: 0.8741\n", "Val Loss: 0.3940, Val Acc: 84.80%, Val AUC: 0.9160, Val F1: 0.8465\n", "Best model saved at epoch 87 with Val Loss: 0.3940\n", "Epoch 87 time: 2m 7.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2969, Train Acc: 87.40%, Train AUC: 0.9472, Train F1: 0.8746\n", "Val Loss: 0.3942, Val Acc: 84.40%, Val AUC: 0.9159, Val F1: 0.8408\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 88 time: 2m 22.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2978, Train Acc: 87.35%, Train AUC: 0.9469, Train F1: 0.8736\n", "Val Loss: 0.3930, Val Acc: 85.00%, Val AUC: 0.9175, Val F1: 0.8521\n", "Best model saved at epoch 89 with Val Loss: 0.3930\n", "Epoch 89 time: 2m 17.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2970, Train Acc: 87.36%, Train AUC: 0.9469, Train F1: 0.8743\n", "Val Loss: 0.3933, Val Acc: 84.60%, Val AUC: 0.9169, Val F1: 0.8438\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 2m 7.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2953, Train Acc: 87.58%, Train AUC: 0.9479, Train F1: 0.8761\n", "Val Loss: 0.3930, Val Acc: 84.90%, Val AUC: 0.9177, Val F1: 0.8518\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 91 time: 2m 9.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2952, Train Acc: 87.36%, Train AUC: 0.9478, Train F1: 0.8744\n", "Val Loss: 0.3921, Val Acc: 84.60%, Val AUC: 0.9168, Val F1: 0.8448\n", "Best model saved at epoch 92 with Val Loss: 0.3921\n", "Epoch 92 time: 2m 13.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2956, Train Acc: 87.38%, Train AUC: 0.9476, Train F1: 0.8740\n", "Val Loss: 0.3913, Val Acc: 84.80%, Val AUC: 0.9178, Val F1: 0.8455\n", "Best model saved at epoch 93 with Val Loss: 0.3913\n", "Epoch 93 time: 2m 10.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2960, Train Acc: 87.50%, Train AUC: 0.9475, Train F1: 0.8752\n", "Val Loss: 0.3923, Val Acc: 84.50%, Val AUC: 0.9170, Val F1: 0.8417\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 94 time: 2m 2.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2943, Train Acc: 87.57%, Train AUC: 0.9482, Train F1: 0.8760\n", "Val Loss: 0.3920, Val Acc: 84.40%, Val AUC: 0.9171, Val F1: 0.8434\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 95 time: 2m 13.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2960, Train Acc: 87.48%, Train AUC: 0.9472, Train F1: 0.8750\n", "Val Loss: 0.3931, Val Acc: 85.00%, Val AUC: 0.9175, Val F1: 0.8527\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 96 time: 2m 6.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2945, Train Acc: 87.77%, Train AUC: 0.9480, Train F1: 0.8780\n", "Val Loss: 0.3925, Val Acc: 84.10%, Val AUC: 0.9184, Val F1: 0.8359\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 97 time: 2m 15.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2956, Train Acc: 87.42%, Train AUC: 0.9476, Train F1: 0.8743\n", "Val Loss: 0.3911, Val Acc: 84.50%, Val AUC: 0.9182, Val F1: 0.8414\n", "Best model saved at epoch 98 with Val Loss: 0.3911\n", "Epoch 98 time: 2m 12.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2954, Train Acc: 87.27%, Train AUC: 0.9477, Train F1: 0.8731\n", "Val Loss: 0.3913, Val Acc: 84.50%, Val AUC: 0.9173, Val F1: 0.8455\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 99 time: 2m 10.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2892, Train Acc: 87.83%, Train AUC: 0.9502, Train F1: 0.8788\n", "Val Loss: 0.3902, Val Acc: 84.40%, Val AUC: 0.9176, Val F1: 0.8431\n", "Best model saved at epoch 100 with Val Loss: 0.3902\n", "Epoch 100 time: 2m 9.81s\n", "Total training time for CaiT: 3h 36m 29s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/CaiT_metrics.csv\n", "Training completed at epoch 100 with best validation loss of 0.3902\n", "CaiT training time: 3h 36m 30s\n" ] } ], "source": [ "# ============================ Train CaiT Model ============================ #\n", "start_time_cait = time.perf_counter() # Start timing for CaiT model\n", "\n", "print(f'\\n=== Training CaiT ===')\n", "model_name = 'CaiT'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cait = time.perf_counter()\n", "print(f\"CaiT training time: {format_time(end_time_cait - start_time_cait)}\")\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-24 11:25:26,465 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-02-24 11:25:26,762 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5569, Train Acc: 73.96%, Train AUC: 0.8248, Train F1: 0.7459\n", "Val Loss: 0.6427, Val Acc: 65.50%, Val AUC: 0.6959, Val F1: 0.6844\n", "Best model saved at epoch 1 with Val Loss: 0.6427\n", "Epoch 1 time: 2m 2.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4444, Train Acc: 81.27%, Train AUC: 0.8990, Train F1: 0.8151\n", "Val Loss: 0.6157, Val Acc: 68.10%, Val AUC: 0.7288, Val F1: 0.6832\n", "Best model saved at epoch 2 with Val Loss: 0.6157\n", "Epoch 2 time: 2m 9.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4004, Train Acc: 83.33%, Train AUC: 0.9165, Train F1: 0.8356\n", "Val Loss: 0.5913, Val Acc: 70.90%, Val AUC: 0.7592, Val F1: 0.7116\n", "Best model saved at epoch 3 with Val Loss: 0.5913\n", "Epoch 3 time: 2m 1.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3717, Train Acc: 84.78%, Train AUC: 0.9277, Train F1: 0.8493\n", "Val Loss: 0.5666, Val Acc: 73.50%, Val AUC: 0.7861, Val F1: 0.7326\n", "Best model saved at epoch 4 with Val Loss: 0.5666\n", "Epoch 4 time: 2m 5.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3537, Train Acc: 85.42%, Train AUC: 0.9341, Train F1: 0.8553\n", "Val Loss: 0.5449, Val Acc: 75.20%, Val AUC: 0.8081, Val F1: 0.7554\n", "Best model saved at epoch 5 with Val Loss: 0.5449\n", "Epoch 5 time: 2m 15.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3366, Train Acc: 86.30%, Train AUC: 0.9402, Train F1: 0.8641\n", "Val Loss: 0.5269, Val Acc: 75.70%, Val AUC: 0.8261, Val F1: 0.7648\n", "Best model saved at epoch 6 with Val Loss: 0.5269\n", "Epoch 6 time: 1m 58.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3254, Train Acc: 86.68%, Train AUC: 0.9436, Train F1: 0.8678\n", "Val Loss: 0.5086, Val Acc: 77.10%, Val AUC: 0.8418, Val F1: 0.7783\n", "Best model saved at epoch 7 with Val Loss: 0.5086\n", "Epoch 7 time: 2m 2.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3154, Train Acc: 87.44%, Train AUC: 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"Best model saved at epoch 13 with Val Loss: 0.4281\n", "Epoch 13 time: 2m 13.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2798, Train Acc: 89.15%, Train AUC: 0.9577, Train F1: 0.8921\n", "Val Loss: 0.4194, Val Acc: 83.10%, Val AUC: 0.9022, Val F1: 0.8284\n", "Best model saved at epoch 14 with Val Loss: 0.4194\n", "Epoch 14 time: 2m 12.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2740, Train Acc: 89.05%, Train AUC: 0.9596, Train F1: 0.8910\n", "Val Loss: 0.4125, Val Acc: 83.90%, Val AUC: 0.9059, Val F1: 0.8375\n", "Best model saved at epoch 15 with Val Loss: 0.4125\n", "Epoch 15 time: 2m 6.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train 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0.3586\n", "Epoch 26 time: 2m 11.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2430, Train Acc: 90.51%, Train AUC: 0.9671, Train F1: 0.9053\n", "Val Loss: 0.3554, Val Acc: 87.00%, Val AUC: 0.9326, Val F1: 0.8700\n", "Best model saved at epoch 27 with Val Loss: 0.3554\n", "Epoch 27 time: 2m 8.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2448, Train Acc: 90.44%, Train AUC: 0.9665, Train F1: 0.9048\n", "Val Loss: 0.3541, Val Acc: 87.20%, Val AUC: 0.9331, Val F1: 0.8720\n", "Best model saved at epoch 28 with Val Loss: 0.3541\n", "Epoch 28 time: 2m 6.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2412, Train Acc: 90.45%, Train AUC: 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0.8871\n", "Best model saved at epoch 34 with Val Loss: 0.3387\n", "Epoch 34 time: 2m 21.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2341, Train Acc: 90.78%, Train AUC: 0.9692, Train F1: 0.9081\n", "Val Loss: 0.3352, Val Acc: 87.70%, Val AUC: 0.9402, Val F1: 0.8741\n", "Best model saved at epoch 35 with Val Loss: 0.3352\n", "Epoch 35 time: 2m 7.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2341, Train Acc: 90.93%, Train AUC: 0.9692, Train F1: 0.9096\n", "Val Loss: 0.3316, Val Acc: 88.20%, Val AUC: 0.9414, Val F1: 0.8815\n", "Best model saved at epoch 36 with Val Loss: 0.3316\n", "Epoch 36 time: 2m 17.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", 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Val Acc: 88.80%, Val AUC: 0.9447, Val F1: 0.8891\n", "Best model saved at epoch 42 with Val Loss: 0.3229\n", "Epoch 42 time: 2m 14.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2235, Train Acc: 91.31%, Train AUC: 0.9718, Train F1: 0.9134\n", "Val Loss: 0.3209, Val Acc: 88.80%, Val AUC: 0.9452, Val F1: 0.8882\n", "Best model saved at epoch 43 with Val Loss: 0.3209\n", "Epoch 43 time: 2m 6.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2238, Train Acc: 91.36%, Train AUC: 0.9717, Train F1: 0.9137\n", "Val Loss: 0.3189, Val Acc: 89.00%, Val AUC: 0.9460, Val F1: 0.8909\n", "Best model saved at epoch 44 with Val Loss: 0.3189\n", "Epoch 44 time: 2m 4.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", 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Train AUC: 0.9717, Train F1: 0.9123\n", "Val Loss: 0.3121, Val Acc: 89.00%, Val AUC: 0.9478, Val F1: 0.8891\n", "Best model saved at epoch 50 with Val Loss: 0.3121\n", "Epoch 50 time: 2m 6.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2194, Train Acc: 91.43%, Train AUC: 0.9727, Train F1: 0.9145\n", "Val Loss: 0.3108, Val Acc: 89.10%, Val AUC: 0.9482, Val F1: 0.8911\n", "Best model saved at epoch 51 with Val Loss: 0.3108\n", "Epoch 51 time: 2m 3.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2170, Train Acc: 91.61%, Train AUC: 0.9732, Train F1: 0.9162\n", "Val Loss: 0.3104, Val Acc: 89.30%, Val AUC: 0.9481, Val F1: 0.8935\n", "Best model saved at epoch 52 with Val Loss: 0.3104\n", "Epoch 52 time: 2m 3.85s\n" ] }, { "name": "stderr", "output_type": 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Val F1: 0.8900\n", "Best model saved at epoch 55 with Val Loss: 0.3075\n", "Epoch 55 time: 2m 5.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2171, Train Acc: 91.60%, Train AUC: 0.9732, Train F1: 0.9161\n", "Val Loss: 0.3056, Val Acc: 89.50%, Val AUC: 0.9499, Val F1: 0.8945\n", "Best model saved at epoch 56 with Val Loss: 0.3056\n", "Epoch 56 time: 2m 9.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2167, Train Acc: 91.37%, Train AUC: 0.9730, Train F1: 0.9137\n", "Val Loss: 0.3055, Val Acc: 89.60%, Val AUC: 0.9498, Val F1: 0.8964\n", "Best model saved at epoch 57 with Val Loss: 0.3055\n", "Epoch 57 time: 2m 6.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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5.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2131, Train Acc: 91.74%, Train AUC: 0.9740, Train F1: 0.9176\n", "Val Loss: 0.2999, Val Acc: 90.00%, Val AUC: 0.9520, Val F1: 0.9002\n", "Best model saved at epoch 61 with Val Loss: 0.2999\n", "Epoch 61 time: 2m 1.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2107, Train Acc: 91.84%, Train AUC: 0.9746, Train F1: 0.9184\n", "Val Loss: 0.2995, Val Acc: 89.80%, Val AUC: 0.9520, Val F1: 0.8986\n", "Best model saved at epoch 62 with Val Loss: 0.2995\n", "Epoch 62 time: 2m 4.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2120, Train Acc: 91.80%, Train AUC: 0.9743, Train F1: 0.9181\n", "Val 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"output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2130, Train Acc: 91.70%, Train AUC: 0.9738, Train F1: 0.9170\n", "Val Loss: 0.2970, Val Acc: 89.90%, Val AUC: 0.9528, Val F1: 0.8997\n", "Best model saved at epoch 66 with Val Loss: 0.2970\n", "Epoch 66 time: 2m 10.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2131, Train Acc: 91.47%, Train AUC: 0.9737, Train F1: 0.9149\n", "Val Loss: 0.2956, Val Acc: 90.20%, Val AUC: 0.9531, Val F1: 0.9024\n", "Best model saved at epoch 67 with Val Loss: 0.2956\n", "Epoch 67 time: 2m 1.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2121, Train Acc: 91.78%, Train AUC: 0.9742, Train F1: 0.9179\n", "Val Loss: 0.2957, Val Acc: 89.90%, Val AUC: 0.9533, Val F1: 0.8999\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 2m 14.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2125, Train Acc: 91.72%, Train AUC: 0.9740, Train F1: 0.9173\n", "Val Loss: 0.2944, Val Acc: 90.10%, Val AUC: 0.9533, Val F1: 0.9015\n", "Best model saved at epoch 69 with Val Loss: 0.2944\n", "Epoch 69 time: 2m 13.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2125, Train Acc: 91.63%, Train AUC: 0.9740, Train F1: 0.9164\n", "Val Loss: 0.2940, Val Acc: 90.10%, Val AUC: 0.9535, Val F1: 0.9009\n", "Best model saved at epoch 70 with Val Loss: 0.2940\n", "Epoch 70 time: 2m 8.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2093, Train Acc: 91.79%, Train AUC: 0.9749, Train F1: 0.9179\n", "Val Loss: 0.2946, Val Acc: 90.10%, Val AUC: 0.9534, Val F1: 0.9017\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 71 time: 2m 17.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2086, Train Acc: 92.08%, Train AUC: 0.9747, Train F1: 0.9209\n", "Val Loss: 0.2937, Val Acc: 90.00%, Val AUC: 0.9535, Val F1: 0.9004\n", "Best model saved at epoch 72 with Val Loss: 0.2937\n", "Epoch 72 time: 2m 7.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2113, Train Acc: 91.84%, Train AUC: 0.9741, Train F1: 0.9186\n", "Val Loss: 0.2937, Val Acc: 89.90%, Val AUC: 0.9534, Val F1: 0.8981\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 73 time: 2m 12.14s\n" ] }, { "name": "stderr", "output_type": 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Val F1: 0.9011\n", "Best model saved at epoch 76 with Val Loss: 0.2921\n", "Epoch 76 time: 2m 6.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2098, Train Acc: 91.72%, Train AUC: 0.9745, Train F1: 0.9173\n", "Val Loss: 0.2915, Val Acc: 90.10%, Val AUC: 0.9543, Val F1: 0.9017\n", "Best model saved at epoch 77 with Val Loss: 0.2915\n", "Epoch 77 time: 2m 12.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2113, Train Acc: 91.71%, Train AUC: 0.9741, Train F1: 0.9172\n", "Val Loss: 0.2906, Val Acc: 90.20%, Val AUC: 0.9544, Val F1: 0.9026\n", "Best model saved at epoch 78 with Val Loss: 0.2906\n", "Epoch 78 time: 2m 13.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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3.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2054, Train Acc: 92.20%, Train AUC: 0.9756, Train F1: 0.9220\n", "Val Loss: 0.2886, Val Acc: 90.20%, Val AUC: 0.9551, Val F1: 0.9022\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 82 time: 2m 3.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2067, Train Acc: 92.03%, Train AUC: 0.9751, Train F1: 0.9204\n", "Val Loss: 0.2875, Val Acc: 90.20%, Val AUC: 0.9555, Val F1: 0.9024\n", "Best model saved at epoch 83 with Val Loss: 0.2875\n", "Epoch 83 time: 2m 13.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2049, Train Acc: 92.16%, Train AUC: 0.9757, Train F1: 0.9217\n", "Val Loss: 0.2863, Val Acc: 90.20%, Val AUC: 0.9557, Val F1: 0.9022\n", "Best model saved at epoch 84 with Val Loss: 0.2863\n", "Epoch 84 time: 2m 10.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2045, Train Acc: 92.04%, Train AUC: 0.9757, Train F1: 0.9206\n", "Val Loss: 0.2861, Val Acc: 90.30%, Val AUC: 0.9556, Val F1: 0.9033\n", "Best model saved at epoch 85 with Val Loss: 0.2861\n", "Epoch 85 time: 2m 13.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2037, Train Acc: 92.03%, Train AUC: 0.9759, Train F1: 0.9204\n", "Val Loss: 0.2861, Val Acc: 90.20%, Val AUC: 0.9560, Val F1: 0.9028\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 86 time: 2m 22.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2062, Train Acc: 91.88%, Train AUC: 0.9752, Train F1: 0.9189\n", "Val Loss: 0.2850, Val Acc: 90.40%, Val AUC: 0.9558, Val F1: 0.9042\n", "Best model saved at epoch 87 with Val Loss: 0.2850\n", "Epoch 87 time: 2m 7.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2055, Train Acc: 91.90%, Train AUC: 0.9753, Train F1: 0.9190\n", "Val Loss: 0.2839, Val Acc: 90.40%, Val AUC: 0.9563, Val F1: 0.9042\n", "Best model saved at epoch 88 with Val Loss: 0.2839\n", "Epoch 88 time: 2m 6.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2058, Train Acc: 92.08%, Train AUC: 0.9754, Train F1: 0.9210\n", "Val Loss: 0.2837, Val Acc: 90.20%, Val AUC: 0.9562, Val F1: 0.9016\n", "Best model saved at epoch 89 with Val Loss: 0.2837\n", "Epoch 89 time: 2m 2.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2031, Train Acc: 92.20%, Train AUC: 0.9761, Train F1: 0.9220\n", "Val Loss: 0.2834, Val Acc: 90.50%, Val AUC: 0.9564, Val F1: 0.9053\n", "Best model saved at epoch 90 with Val Loss: 0.2834\n", "Epoch 90 time: 2m 11.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2036, Train Acc: 91.99%, Train AUC: 0.9759, Train F1: 0.9200\n", "Val Loss: 0.2831, Val Acc: 90.30%, Val AUC: 0.9563, Val F1: 0.9031\n", "Best model saved at epoch 91 with Val Loss: 0.2831\n", "Epoch 91 time: 2m 23.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2059, Train Acc: 91.98%, Train AUC: 0.9753, Train F1: 0.9199\n", "Val Loss: 0.2820, Val Acc: 90.40%, Val AUC: 0.9567, Val F1: 0.9038\n", "Best model saved at epoch 92 with Val Loss: 0.2820\n", "Epoch 92 time: 2m 9.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2066, Train Acc: 91.97%, Train AUC: 0.9749, Train F1: 0.9199\n", "Val Loss: 0.2818, Val Acc: 90.50%, Val AUC: 0.9569, Val F1: 0.9055\n", "Best model saved at epoch 93 with Val Loss: 0.2818\n", "Epoch 93 time: 2m 18.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2001, Train Acc: 92.11%, Train AUC: 0.9768, Train F1: 0.9211\n", "Val Loss: 0.2815, Val Acc: 90.40%, Val AUC: 0.9569, Val F1: 0.9042\n", "Best model saved at epoch 94 with Val Loss: 0.2815\n", "Epoch 94 time: 2m 10.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2008, Train Acc: 92.26%, Train AUC: 0.9766, Train F1: 0.9227\n", "Val Loss: 0.2827, Val Acc: 90.30%, Val AUC: 0.9562, Val F1: 0.9031\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 2m 5.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2040, Train Acc: 91.99%, Train AUC: 0.9756, Train F1: 0.9200\n", "Val Loss: 0.2827, Val Acc: 90.30%, Val AUC: 0.9561, Val F1: 0.9031\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 96 time: 2m 6.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2059, Train Acc: 92.04%, Train AUC: 0.9751, Train F1: 0.9204\n", "Val Loss: 0.2837, Val Acc: 90.40%, Val AUC: 0.9561, Val F1: 0.9046\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 97 time: 2m 9.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2009, Train Acc: 92.18%, Train AUC: 0.9765, Train F1: 0.9219\n", "Val Loss: 0.2821, Val Acc: 90.20%, Val AUC: 0.9564, Val F1: 0.9018\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 98 time: 2m 7.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2019, Train Acc: 91.99%, Train AUC: 0.9763, Train F1: 0.9199\n", "Val Loss: 0.2826, Val Acc: 90.20%, Val AUC: 0.9562, Val F1: 0.9016\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 99 time: 2m 13.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2024, Train Acc: 92.11%, Train AUC: 0.9761, Train F1: 0.9212\n", "Val Loss: 0.2813, Val Acc: 90.00%, Val AUC: 0.9566, Val F1: 0.8996\n", "Best model saved at epoch 100 with Val Loss: 0.2813\n", "Epoch 100 time: 2m 11.29s\n", "Total training time for DeiT: 3h 35m 32s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/DeiT_metrics.csv\n", "Training completed at epoch 100 with best validation loss of 0.2813\n", "DeiT training time: 3h 35m 33s\n" ] } ], "source": [ "# ============================ Train DeiT Model ============================ #\n", "start_time_deit = time.perf_counter() # Start timing for DeiT model\n", "\n", "print(f'\\n=== Training DeiT ===')\n", "model_name = 'DeiT'\n", "# Using the same fine-tune mode template as before\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_deit = time.perf_counter()\n", "print(f\"DeiT training time: {format_time(end_time_deit - start_time_deit)}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT III ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-24 15:00:59,497 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-02-24 15:00:59,788 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.6163, Train Acc: 66.51%, Train AUC: 0.7305, Train F1: 0.6909\n", "Val Loss: 0.6633, Val Acc: 59.70%, Val AUC: 0.6588, Val F1: 0.6650\n", "Best model saved at epoch 1 with Val Loss: 0.6633\n", "Epoch 1 time: 2m 14.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4974, Train Acc: 76.84%, Train AUC: 0.8598, Train F1: 0.7738\n", "Val Loss: 0.6508, Val Acc: 60.10%, Val AUC: 0.7006, Val F1: 0.6753\n", "Best model saved at epoch 2 with Val Loss: 0.6508\n", "Epoch 2 time: 2m 23.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4533, Train Acc: 79.39%, Train AUC: 0.8832, Train F1: 0.7977\n", "Val Loss: 0.6246, Val Acc: 63.00%, Val AUC: 0.7241, Val F1: 0.6731\n", "Best model saved at epoch 3 with Val Loss: 0.6246\n", "Epoch 3 time: 2m 6.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4226, Train Acc: 80.85%, Train AUC: 0.8993, Train F1: 0.8113\n", "Val Loss: 0.6039, Val Acc: 66.50%, Val AUC: 0.7435, Val F1: 0.6866\n", "Best model saved at epoch 4 with Val Loss: 0.6039\n", "Epoch 4 time: 2m 10.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4043, Train Acc: 81.71%, Train AUC: 0.9074, Train F1: 0.8195\n", "Val Loss: 0.5937, Val Acc: 67.30%, Val AUC: 0.7638, Val F1: 0.7025\n", "Best model saved at epoch 5 with Val Loss: 0.5937\n", "Epoch 5 time: 2m 13.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3898, Train Acc: 82.66%, Train AUC: 0.9139, Train F1: 0.8287\n", "Val Loss: 0.5819, Val Acc: 69.00%, Val AUC: 0.7782, Val F1: 0.7187\n", "Best model saved at epoch 6 with Val Loss: 0.5819\n", "Epoch 6 time: 2m 6.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3778, Train Acc: 83.27%, Train AUC: 0.9194, Train F1: 0.8345\n", "Val Loss: 0.5641, Val Acc: 70.70%, Val AUC: 0.7912, Val F1: 0.7238\n", "Best model saved at epoch 7 with Val Loss: 0.5641\n", "Epoch 7 time: 2m 7.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3654, Train Acc: 84.00%, Train AUC: 0.9253, Train F1: 0.8416\n", "Val Loss: 0.5589, Val Acc: 69.90%, Val AUC: 0.8050, Val F1: 0.7300\n", "Best model saved at epoch 8 with Val Loss: 0.5589\n", "Epoch 8 time: 2m 13.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3557, Train Acc: 84.62%, Train AUC: 0.9295, Train F1: 0.8478\n", "Val Loss: 0.5350, Val Acc: 73.90%, Val AUC: 0.8149, Val F1: 0.7418\n", "Best model saved at epoch 9 with Val Loss: 0.5350\n", "Epoch 9 time: 2m 4.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3499, Train Acc: 84.83%, Train AUC: 0.9313, Train F1: 0.8499\n", "Val Loss: 0.5388, Val Acc: 72.10%, Val AUC: 0.8246, Val F1: 0.7489\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 2m 11.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3405, Train Acc: 85.41%, Train AUC: 0.9357, Train F1: 0.8554\n", "Val Loss: 0.5240, Val Acc: 74.70%, Val AUC: 0.8331, Val F1: 0.7655\n", "Best model saved at epoch 11 with Val Loss: 0.5240\n", "Epoch 11 time: 2m 7.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3354, Train Acc: 85.56%, Train AUC: 0.9375, Train F1: 0.8570\n", "Val Loss: 0.5151, Val Acc: 75.40%, Val AUC: 0.8375, Val F1: 0.7675\n", "Best model saved at epoch 12 with Val Loss: 0.5151\n", "Epoch 12 time: 2m 10.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3290, Train Acc: 85.98%, Train AUC: 0.9400, Train F1: 0.8608\n", "Val Loss: 0.5088, Val Acc: 76.40%, Val AUC: 0.8449, Val F1: 0.7794\n", "Best model saved at epoch 13 with Val Loss: 0.5088\n", "Epoch 13 time: 2m 13.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3243, Train Acc: 86.09%, Train AUC: 0.9415, Train F1: 0.8620\n", "Val Loss: 0.5043, Val Acc: 76.50%, Val AUC: 0.8495, Val F1: 0.7826\n", "Best model saved at epoch 14 with Val Loss: 0.5043\n", "Epoch 14 time: 2m 7.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3189, Train Acc: 86.52%, Train AUC: 0.9440, Train F1: 0.8662\n", "Val Loss: 0.4930, Val Acc: 77.40%, Val AUC: 0.8546, Val F1: 0.7860\n", "Best model saved at epoch 15 with Val Loss: 0.4930\n", "Epoch 15 time: 2m 4.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.3170, Train Acc: 86.66%, Train AUC: 0.9440, Train F1: 0.8675\n", "Val Loss: 0.4906, Val Acc: 77.00%, Val AUC: 0.8604, Val F1: 0.7858\n", "Best model saved at epoch 16 with Val Loss: 0.4906\n", "Epoch 16 time: 2m 13.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3123, Train Acc: 86.86%, Train AUC: 0.9460, Train F1: 0.8695\n", "Val Loss: 0.4834, Val Acc: 78.00%, Val AUC: 0.8644, Val F1: 0.7944\n", "Best model saved at epoch 17 with Val Loss: 0.4834\n", "Epoch 17 time: 2m 15.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3079, Train Acc: 87.11%, Train AUC: 0.9478, Train F1: 0.8719\n", "Val Loss: 0.4752, Val Acc: 79.30%, Val AUC: 0.8692, Val F1: 0.8042\n", "Best model saved at epoch 18 with Val Loss: 0.4752\n", "Epoch 18 time: 2m 8.62s\n" ] }, { "name": 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80.10%, Val AUC: 0.8782, Val F1: 0.8081\n", "Best model saved at epoch 21 with Val Loss: 0.4586\n", "Epoch 21 time: 2m 11.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2962, Train Acc: 87.64%, Train AUC: 0.9513, Train F1: 0.8770\n", "Val Loss: 0.4539, Val Acc: 80.90%, Val AUC: 0.8816, Val F1: 0.8155\n", "Best model saved at epoch 22 with Val Loss: 0.4539\n", "Epoch 22 time: 2m 11.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2903, Train Acc: 87.95%, Train AUC: 0.9538, Train F1: 0.8799\n", "Val Loss: 0.4523, Val Acc: 80.60%, Val AUC: 0.8839, Val F1: 0.8159\n", "Best model saved at epoch 23 with Val Loss: 0.4523\n", "Epoch 23 time: 2m 22.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2881, Train Acc: 88.14%, Train AUC: 0.9542, Train F1: 0.8819\n", "Val Loss: 0.4545, Val Acc: 80.40%, Val AUC: 0.8865, Val F1: 0.8172\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 2m 8.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2853, Train Acc: 88.23%, Train AUC: 0.9553, Train F1: 0.8829\n", "Val Loss: 0.4412, Val Acc: 81.80%, Val AUC: 0.8891, Val F1: 0.8243\n", "Best model saved at epoch 25 with Val Loss: 0.4412\n", "Epoch 25 time: 2m 9.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2849, Train Acc: 88.17%, Train AUC: 0.9549, Train F1: 0.8823\n", "Val Loss: 0.4407, Val Acc: 81.20%, Val AUC: 0.8912, Val F1: 0.8216\n", "Best model saved at epoch 26 with Val Loss: 0.4407\n", "Epoch 26 time: 2m 11.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2831, Train Acc: 88.10%, Train AUC: 0.9555, Train F1: 0.8815\n", "Val Loss: 0.4339, Val Acc: 82.30%, Val AUC: 0.8945, Val F1: 0.8303\n", "Best model saved at epoch 27 with Val Loss: 0.4339\n", "Epoch 27 time: 2m 13.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2817, Train Acc: 88.47%, Train AUC: 0.9561, Train F1: 0.8852\n", "Val Loss: 0.4333, Val Acc: 81.50%, Val AUC: 0.8957, Val F1: 0.8246\n", "Best model saved at epoch 28 with Val Loss: 0.4333\n", "Epoch 28 time: 2m 17.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2785, Train Acc: 88.44%, Train AUC: 0.9569, Train F1: 0.8848\n", "Val Loss: 0.4244, Val Acc: 83.00%, Val AUC: 0.8971, Val F1: 0.8313\n", "Best model saved at epoch 29 with Val Loss: 0.4244\n", "Epoch 29 time: 2m 19.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2745, Train Acc: 88.75%, Train AUC: 0.9586, Train F1: 0.8879\n", "Val Loss: 0.4260, Val Acc: 82.20%, Val AUC: 0.9002, Val F1: 0.8302\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 30 time: 2m 9.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2719, Train Acc: 88.99%, Train AUC: 0.9594, Train F1: 0.8904\n", "Val Loss: 0.4159, Val Acc: 83.80%, Val AUC: 0.9013, Val F1: 0.8360\n", "Best model saved at epoch 31 with Val Loss: 0.4159\n", "Epoch 31 time: 2m 6.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2727, Train Acc: 88.75%, Train AUC: 0.9588, Train F1: 0.8877\n", "Val Loss: 0.4161, Val Acc: 83.50%, Val AUC: 0.9029, Val F1: 0.8393\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 2m 9.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2705, Train Acc: 89.15%, Train AUC: 0.9596, Train F1: 0.8918\n", "Val Loss: 0.4164, Val Acc: 83.00%, Val AUC: 0.9045, Val F1: 0.8362\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 33 time: 2m 16.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2665, Train Acc: 89.21%, Train AUC: 0.9611, Train F1: 0.8925\n", "Val Loss: 0.4156, Val Acc: 83.30%, Val AUC: 0.9061, Val F1: 0.8399\n", "Best model saved at epoch 34 with Val Loss: 0.4156\n", "Epoch 34 time: 2m 7.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2679, Train Acc: 89.03%, Train AUC: 0.9603, Train F1: 0.8905\n", "Val Loss: 0.4183, Val Acc: 82.70%, Val AUC: 0.9070, Val F1: 0.8369\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 35 time: 2m 7.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2663, Train Acc: 89.11%, Train AUC: 0.9606, Train F1: 0.8915\n", "Val Loss: 0.4095, Val Acc: 83.40%, Val AUC: 0.9087, Val F1: 0.8401\n", "Best model saved at epoch 36 with Val Loss: 0.4095\n", "Epoch 36 time: 2m 9.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2650, Train Acc: 89.13%, Train AUC: 0.9612, Train F1: 0.8915\n", "Val Loss: 0.4095, Val Acc: 83.60%, Val AUC: 0.9097, Val F1: 0.8432\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 37 time: 2m 12.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2629, Train Acc: 89.35%, Train AUC: 0.9616, Train F1: 0.8937\n", "Val Loss: 0.4038, Val Acc: 84.10%, Val AUC: 0.9111, Val F1: 0.8464\n", "Best model saved at epoch 38 with Val Loss: 0.4038\n", "Epoch 38 time: 2m 8.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2622, Train Acc: 89.21%, Train AUC: 0.9617, Train F1: 0.8925\n", "Val Loss: 0.3969, Val Acc: 85.10%, Val AUC: 0.9119, Val F1: 0.8511\n", "Best model saved at epoch 39 with Val Loss: 0.3969\n", "Epoch 39 time: 2m 15.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2596, Train Acc: 89.55%, Train AUC: 0.9629, Train F1: 0.8960\n", "Val Loss: 0.3936, Val Acc: 84.80%, Val AUC: 0.9127, Val F1: 0.8471\n", "Best model saved at epoch 40 with Val Loss: 0.3936\n", "Epoch 40 time: 2m 7.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2583, Train Acc: 89.52%, Train AUC: 0.9631, Train F1: 0.8956\n", "Val Loss: 0.3935, Val Acc: 84.60%, Val AUC: 0.9152, Val F1: 0.8490\n", "Best model saved at epoch 41 with Val Loss: 0.3935\n", "Epoch 41 time: 2m 6.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2569, Train Acc: 89.68%, Train AUC: 0.9635, Train F1: 0.8971\n", "Val Loss: 0.3897, Val Acc: 85.10%, Val AUC: 0.9156, Val F1: 0.8514\n", "Best model saved at epoch 42 with Val Loss: 0.3897\n", "Epoch 42 time: 2m 3.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2600, Train Acc: 89.39%, Train AUC: 0.9621, Train F1: 0.8943\n", "Val Loss: 0.3883, Val Acc: 85.40%, Val AUC: 0.9169, Val F1: 0.8552\n", "Best model saved at epoch 43 with Val Loss: 0.3883\n", "Epoch 43 time: 2m 13.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2529, Train Acc: 89.99%, Train AUC: 0.9648, Train F1: 0.9002\n", "Val Loss: 0.3878, Val Acc: 85.40%, Val AUC: 0.9170, Val F1: 0.8552\n", "Best model saved at epoch 44 with Val Loss: 0.3878\n", "Epoch 44 time: 2m 9.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2532, Train Acc: 89.75%, Train AUC: 0.9645, Train F1: 0.8978\n", "Val Loss: 0.3967, Val Acc: 84.40%, Val AUC: 0.9177, Val F1: 0.8520\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 45 time: 2m 11.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2545, Train Acc: 89.82%, Train AUC: 0.9641, Train F1: 0.8984\n", "Val Loss: 0.3953, Val Acc: 84.30%, Val AUC: 0.9190, Val F1: 0.8515\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 46 time: 2m 1.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2515, Train Acc: 90.00%, Train AUC: 0.9650, Train F1: 0.9004\n", "Val Loss: 0.3815, Val Acc: 85.40%, Val AUC: 0.9200, Val F1: 0.8552\n", "Best model saved at epoch 47 with Val Loss: 0.3815\n", "Epoch 47 time: 2m 4.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2507, Train Acc: 89.80%, Train AUC: 0.9651, Train F1: 0.8982\n", "Val Loss: 0.3834, Val Acc: 85.60%, Val AUC: 0.9212, Val F1: 0.8602\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 48 time: 2m 12.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2503, Train Acc: 89.91%, Train AUC: 0.9651, Train F1: 0.8994\n", "Val Loss: 0.3795, Val Acc: 85.60%, Val AUC: 0.9222, Val F1: 0.8594\n", "Best model saved at epoch 49 with Val Loss: 0.3795\n", "Epoch 49 time: 2m 12.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2497, Train Acc: 89.99%, Train AUC: 0.9653, Train F1: 0.9001\n", "Val Loss: 0.3845, Val Acc: 85.40%, Val AUC: 0.9221, Val F1: 0.8599\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 2m 7.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2488, Train Acc: 89.92%, Train AUC: 0.9653, Train F1: 0.8994\n", "Val Loss: 0.3767, Val Acc: 86.20%, Val AUC: 0.9233, Val F1: 0.8650\n", "Best model saved at epoch 51 with Val Loss: 0.3767\n", "Epoch 51 time: 2m 11.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2480, Train Acc: 90.11%, Train AUC: 0.9656, Train F1: 0.9013\n", "Val Loss: 0.3755, Val Acc: 85.80%, Val AUC: 0.9243, Val F1: 0.8616\n", "Best model saved at epoch 52 with Val Loss: 0.3755\n", "Epoch 52 time: 2m 5.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2465, Train Acc: 90.11%, Train AUC: 0.9662, Train F1: 0.9013\n", "Val Loss: 0.3750, Val Acc: 85.80%, Val AUC: 0.9247, Val F1: 0.8619\n", "Best model saved at epoch 53 with Val Loss: 0.3750\n", "Epoch 53 time: 2m 6.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2486, Train Acc: 89.91%, Train AUC: 0.9654, Train F1: 0.8994\n", "Val Loss: 0.3692, Val Acc: 86.50%, Val AUC: 0.9252, Val F1: 0.8657\n", "Best model saved at epoch 54 with Val Loss: 0.3692\n", "Epoch 54 time: 2m 2.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2453, Train Acc: 90.00%, Train AUC: 0.9665, Train F1: 0.9002\n", "Val Loss: 0.3671, Val Acc: 86.60%, Val AUC: 0.9258, Val F1: 0.8660\n", "Best model saved at epoch 55 with Val Loss: 0.3671\n", "Epoch 55 time: 2m 1.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2460, Train Acc: 90.25%, Train AUC: 0.9661, Train F1: 0.9027\n", "Val Loss: 0.3699, Val Acc: 86.20%, Val AUC: 0.9268, Val F1: 0.8658\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 56 time: 2m 4.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2428, Train Acc: 90.31%, Train AUC: 0.9673, Train F1: 0.9033\n", "Val Loss: 0.3712, Val Acc: 86.20%, Val AUC: 0.9264, Val F1: 0.8663\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 57 time: 2m 10.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2428, Train Acc: 90.22%, Train AUC: 0.9669, Train F1: 0.9026\n", "Val Loss: 0.3637, Val Acc: 86.80%, Val AUC: 0.9280, Val F1: 0.8693\n", "Best model saved at epoch 58 with Val Loss: 0.3637\n", "Epoch 58 time: 2m 8.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2418, Train Acc: 90.37%, Train AUC: 0.9673, Train F1: 0.9040\n", "Val Loss: 0.3648, Val Acc: 86.60%, Val AUC: 0.9288, Val F1: 0.8694\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 59 time: 2m 13.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2433, Train Acc: 90.37%, Train AUC: 0.9669, Train F1: 0.9037\n", "Val Loss: 0.3622, Val Acc: 86.90%, Val AUC: 0.9293, Val F1: 0.8714\n", "Best model saved at epoch 60 with Val Loss: 0.3622\n", "Epoch 60 time: 2m 7.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2434, Train Acc: 90.24%, Train AUC: 0.9664, Train F1: 0.9025\n", "Val Loss: 0.3666, Val Acc: 86.60%, Val AUC: 0.9300, Val F1: 0.8707\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 61 time: 2m 0.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2420, Train Acc: 90.27%, Train AUC: 0.9670, Train F1: 0.9027\n", "Val Loss: 0.3659, Val Acc: 86.60%, Val AUC: 0.9300, Val F1: 0.8712\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 62 time: 2m 4.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2399, Train Acc: 90.43%, Train AUC: 0.9678, Train F1: 0.9045\n", "Val Loss: 0.3624, Val Acc: 86.50%, Val AUC: 0.9311, Val F1: 0.8696\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 63 time: 2m 2.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2386, Train Acc: 90.37%, Train AUC: 0.9683, Train F1: 0.9037\n", "Val Loss: 0.3576, Val Acc: 87.10%, Val AUC: 0.9313, Val F1: 0.8737\n", "Best model saved at epoch 64 with Val Loss: 0.3576\n", "Epoch 64 time: 2m 9.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2382, Train Acc: 90.46%, Train AUC: 0.9682, Train F1: 0.9046\n", "Val Loss: 0.3604, Val Acc: 86.80%, Val AUC: 0.9318, Val F1: 0.8721\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 2m 0.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2404, Train Acc: 90.42%, Train AUC: 0.9673, Train F1: 0.9044\n", "Val Loss: 0.3531, Val Acc: 87.20%, Val AUC: 0.9323, Val F1: 0.8735\n", "Best model saved at epoch 66 with Val Loss: 0.3531\n", "Epoch 66 time: 2m 6.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2379, Train Acc: 90.32%, Train AUC: 0.9682, Train F1: 0.9034\n", "Val Loss: 0.3546, Val Acc: 87.20%, Val AUC: 0.9322, Val F1: 0.8748\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 67 time: 2m 10.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2370, Train Acc: 90.37%, Train AUC: 0.9684, Train F1: 0.9038\n", "Val Loss: 0.3517, Val Acc: 87.50%, Val AUC: 0.9331, Val F1: 0.8773\n", "Best model saved at epoch 68 with Val Loss: 0.3517\n", "Epoch 68 time: 2m 7.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2361, Train Acc: 90.56%, Train AUC: 0.9687, Train F1: 0.9058\n", "Val Loss: 0.3533, Val Acc: 87.30%, Val AUC: 0.9337, Val F1: 0.8763\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 69 time: 2m 6.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2380, Train Acc: 90.59%, Train AUC: 0.9679, Train F1: 0.9060\n", "Val Loss: 0.3515, Val Acc: 87.20%, Val AUC: 0.9342, Val F1: 0.8750\n", "Best model saved at epoch 70 with Val Loss: 0.3515\n", "Epoch 70 time: 2m 7.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2359, Train Acc: 90.53%, Train AUC: 0.9687, Train F1: 0.9054\n", "Val Loss: 0.3492, Val Acc: 87.30%, Val AUC: 0.9348, Val F1: 0.8756\n", "Best model saved at epoch 71 with Val Loss: 0.3492\n", "Epoch 71 time: 2m 1.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2339, Train Acc: 90.82%, Train AUC: 0.9694, Train F1: 0.9081\n", "Val Loss: 0.3446, Val Acc: 88.20%, Val AUC: 0.9357, Val F1: 0.8825\n", "Best model saved at epoch 72 with Val Loss: 0.3446\n", "Epoch 72 time: 2m 0.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2332, Train Acc: 90.63%, Train AUC: 0.9696, Train F1: 0.9062\n", "Val Loss: 0.3478, Val Acc: 87.70%, Val AUC: 0.9359, Val F1: 0.8798\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 73 time: 2m 8.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2332, Train Acc: 90.83%, Train AUC: 0.9694, Train F1: 0.9084\n", "Val Loss: 0.3557, Val Acc: 86.90%, Val AUC: 0.9359, Val F1: 0.8744\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 74 time: 2m 4.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2326, Train Acc: 90.74%, Train AUC: 0.9696, Train F1: 0.9077\n", "Val Loss: 0.3487, Val Acc: 87.70%, Val AUC: 0.9361, Val F1: 0.8802\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 75 time: 2m 5.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2354, Train Acc: 90.41%, Train AUC: 0.9684, Train F1: 0.9042\n", "Val Loss: 0.3427, Val Acc: 88.10%, Val AUC: 0.9365, Val F1: 0.8823\n", "Best model saved at epoch 76 with Val Loss: 0.3427\n", "Epoch 76 time: 2m 2.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2291, Train Acc: 90.83%, Train AUC: 0.9706, Train F1: 0.9083\n", "Val Loss: 0.3482, Val Acc: 87.20%, Val AUC: 0.9373, Val F1: 0.8762\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 77 time: 2m 5.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2319, Train Acc: 90.62%, Train AUC: 0.9696, Train F1: 0.9063\n", "Val Loss: 0.3463, Val Acc: 87.50%, Val AUC: 0.9368, Val F1: 0.8785\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 78 time: 2m 9.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2314, Train Acc: 90.79%, Train AUC: 0.9697, Train F1: 0.9080\n", "Val Loss: 0.3415, Val Acc: 88.20%, Val AUC: 0.9372, Val F1: 0.8839\n", "Best model saved at epoch 79 with Val Loss: 0.3415\n", "Epoch 79 time: 2m 1.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2297, Train Acc: 90.97%, Train AUC: 0.9703, Train F1: 0.9099\n", "Val Loss: 0.3391, Val Acc: 88.40%, Val AUC: 0.9380, Val F1: 0.8854\n", "Best model saved at epoch 80 with Val Loss: 0.3391\n", "Epoch 80 time: 2m 5.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2311, Train Acc: 90.78%, Train AUC: 0.9697, Train F1: 0.9080\n", "Val Loss: 0.3402, Val Acc: 88.40%, Val AUC: 0.9380, Val F1: 0.8861\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 81 time: 2m 14.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2308, Train Acc: 90.72%, Train AUC: 0.9698, Train F1: 0.9073\n", "Val Loss: 0.3419, Val Acc: 88.20%, Val AUC: 0.9379, Val F1: 0.8845\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 82 time: 2m 8.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2301, Train Acc: 90.91%, Train AUC: 0.9700, Train F1: 0.9093\n", "Val Loss: 0.3358, Val Acc: 88.70%, Val AUC: 0.9390, Val F1: 0.8878\n", "Best model saved at epoch 83 with Val Loss: 0.3358\n", "Epoch 83 time: 1m 59.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2292, Train Acc: 90.83%, Train AUC: 0.9703, Train F1: 0.9083\n", "Val Loss: 0.3358, Val Acc: 88.30%, Val AUC: 0.9385, Val F1: 0.8831\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 84 time: 2m 9.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2295, Train Acc: 90.80%, Train AUC: 0.9700, Train F1: 0.9081\n", "Val Loss: 0.3361, Val Acc: 88.90%, Val AUC: 0.9390, Val F1: 0.8900\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 85 time: 2m 8.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2269, Train Acc: 90.86%, Train AUC: 0.9710, Train F1: 0.9086\n", "Val Loss: 0.3404, Val Acc: 87.60%, Val AUC: 0.9395, Val F1: 0.8798\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 86 time: 2m 8.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2289, Train Acc: 90.79%, Train AUC: 0.9702, Train F1: 0.9080\n", "Val Loss: 0.3358, Val Acc: 88.10%, Val AUC: 0.9394, Val F1: 0.8830\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 87 time: 2m 7.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2314, Train Acc: 90.65%, Train AUC: 0.9694, Train F1: 0.9067\n", "Val Loss: 0.3362, Val Acc: 88.10%, Val AUC: 0.9403, Val F1: 0.8839\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 88 time: 2m 7.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2262, Train Acc: 91.02%, Train AUC: 0.9711, Train F1: 0.9103\n", "Val Loss: 0.3322, Val Acc: 88.70%, Val AUC: 0.9405, Val F1: 0.8882\n", "Best model saved at epoch 89 with Val Loss: 0.3322\n", "Epoch 89 time: 2m 7.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2258, Train Acc: 90.91%, Train AUC: 0.9713, Train F1: 0.9093\n", "Val Loss: 0.3351, Val Acc: 88.20%, Val AUC: 0.9405, Val F1: 0.8848\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 2m 9.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2281, Train Acc: 90.87%, Train AUC: 0.9703, Train F1: 0.9088\n", "Val Loss: 0.3351, Val Acc: 88.20%, Val AUC: 0.9407, Val F1: 0.8850\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 91 time: 2m 1.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2256, Train Acc: 90.91%, Train AUC: 0.9712, Train F1: 0.9091\n", "Val Loss: 0.3337, Val Acc: 88.30%, Val AUC: 0.9411, Val F1: 0.8856\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 92 time: 2m 3.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2241, Train Acc: 91.12%, Train AUC: 0.9717, Train F1: 0.9113\n", "Val Loss: 0.3297, Val Acc: 88.70%, Val AUC: 0.9417, Val F1: 0.8882\n", "Best model saved at epoch 93 with Val Loss: 0.3297\n", "Epoch 93 time: 2m 11.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2255, Train Acc: 90.94%, Train AUC: 0.9711, Train F1: 0.9095\n", "Val Loss: 0.3276, Val Acc: 88.80%, Val AUC: 0.9420, Val F1: 0.8884\n", "Best model saved at epoch 94 with Val Loss: 0.3276\n", "Epoch 94 time: 2m 6.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2233, Train Acc: 91.03%, Train AUC: 0.9720, Train F1: 0.9104\n", "Val Loss: 0.3354, Val Acc: 87.80%, Val AUC: 0.9417, Val F1: 0.8818\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 2m 12.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2236, Train Acc: 91.15%, Train AUC: 0.9715, Train F1: 0.9118\n", "Val Loss: 0.3265, Val Acc: 88.90%, Val AUC: 0.9418, Val F1: 0.8889\n", "Best model saved at epoch 96 with Val Loss: 0.3265\n", "Epoch 96 time: 2m 4.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2253, Train Acc: 90.99%, Train AUC: 0.9711, Train F1: 0.9099\n", "Val Loss: 0.3269, Val Acc: 88.90%, Val AUC: 0.9423, Val F1: 0.8900\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 97 time: 2m 6.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2252, Train Acc: 91.11%, Train AUC: 0.9711, Train F1: 0.9111\n", "Val Loss: 0.3242, Val Acc: 89.30%, Val AUC: 0.9429, Val F1: 0.8933\n", "Best model saved at epoch 98 with Val Loss: 0.3242\n", "Epoch 98 time: 2m 5.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2236, Train Acc: 91.12%, Train AUC: 0.9717, Train F1: 0.9112\n", "Val Loss: 0.3243, Val Acc: 89.10%, Val AUC: 0.9432, Val F1: 0.8915\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 99 time: 2m 19.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2238, Train Acc: 91.10%, Train AUC: 0.9714, Train F1: 0.9111\n", "Val Loss: 0.3236, Val Acc: 89.50%, Val AUC: 0.9433, Val F1: 0.8955\n", "Best model saved at epoch 100 with Val Loss: 0.3236\n", "Epoch 100 time: 2m 6.97s\n", "Total training time for DeiT3: 3h 34m 27s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/DeiT3_metrics.csv\n", "Training completed at epoch 100 with best validation loss of 0.3236\n", "DeiT3 training time: 3h 34m 29s\n" ] } ], "source": [ "# ============================ Train DeiT III Model ============================ #\n", "start_time_deit3 = time.perf_counter() # Start timing for DeiT III model\n", "\n", "print(f'\\n=== Training DeiT III ===')\n", "model_name = 'DeiT3'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_deit3 = time.perf_counter()\n", "print(f\"DeiT3 training time: {format_time(end_time_deit3 - start_time_deit3)}\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-24 18:35:28,005 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-02-24 18:35:28,339 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.6014, Train Acc: 69.99%, Train AUC: 0.7776, Train F1: 0.7023\n", "Val Loss: 0.6357, Val Acc: 63.40%, Val AUC: 0.7011, Val F1: 0.6369\n", "Best model saved at epoch 1 with Val Loss: 0.6357\n", "Epoch 1 time: 2m 1.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4910, Train Acc: 78.60%, Train AUC: 0.8738, Train F1: 0.7885\n", "Val Loss: 0.6134, Val Acc: 66.60%, Val AUC: 0.7357, Val F1: 0.6980\n", "Best model saved at epoch 2 with Val Loss: 0.6134\n", "Epoch 2 time: 1m 58.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4458, Train Acc: 80.77%, Train AUC: 0.8940, Train F1: 0.8100\n", "Val Loss: 0.5888, Val Acc: 69.90%, Val AUC: 0.7683, Val F1: 0.7241\n", "Best model saved at epoch 3 with Val Loss: 0.5888\n", "Epoch 3 time: 2m 5.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4196, Train Acc: 81.92%, Train AUC: 0.9049, Train F1: 0.8215\n", "Val Loss: 0.5648, Val Acc: 71.90%, Val AUC: 0.7958, Val F1: 0.7386\n", "Best model saved at epoch 4 with Val Loss: 0.5648\n", "Epoch 4 time: 2m 5.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3998, Train Acc: 82.87%, Train AUC: 0.9129, Train F1: 0.8307\n", "Val Loss: 0.5456, Val Acc: 73.20%, Val AUC: 0.8161, Val F1: 0.7505\n", "Best model saved at epoch 5 with Val Loss: 0.5456\n", "Epoch 5 time: 2m 2.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3877, Train Acc: 83.59%, Train AUC: 0.9174, Train F1: 0.8370\n", "Val Loss: 0.5282, Val Acc: 75.10%, Val AUC: 0.8337, Val F1: 0.7684\n", "Best model saved at epoch 6 with Val Loss: 0.5282\n", "Epoch 6 time: 2m 4.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3747, Train Acc: 84.15%, Train AUC: 0.9228, Train F1: 0.8432\n", "Val Loss: 0.5152, Val Acc: 75.50%, Val AUC: 0.8478, Val F1: 0.7729\n", "Best model saved at epoch 7 with Val Loss: 0.5152\n", "Epoch 7 time: 1m 57.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3651, Train Acc: 84.65%, Train AUC: 0.9263, Train F1: 0.8477\n", "Val Loss: 0.4946, Val Acc: 77.90%, Val AUC: 0.8597, Val F1: 0.7856\n", "Best model saved at epoch 8 with Val Loss: 0.4946\n", "Epoch 8 time: 2m 1.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3553, Train Acc: 85.07%, Train AUC: 0.9306, Train F1: 0.8518\n", "Val Loss: 0.4831, Val Acc: 79.00%, Val AUC: 0.8697, Val F1: 0.7961\n", "Best model saved at epoch 9 with Val Loss: 0.4831\n", "Epoch 9 time: 1m 59.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3513, Train Acc: 85.21%, Train AUC: 0.9310, Train F1: 0.8528\n", "Val Loss: 0.4729, Val Acc: 79.90%, Val AUC: 0.8787, Val F1: 0.8065\n", "Best model saved at epoch 10 with Val Loss: 0.4729\n", "Epoch 10 time: 2m 1.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3445, Train Acc: 85.69%, Train AUC: 0.9340, Train F1: 0.8581\n", "Val Loss: 0.4626, Val Acc: 80.40%, Val AUC: 0.8830, Val F1: 0.8086\n", "Best model saved at epoch 11 with Val Loss: 0.4626\n", "Epoch 11 time: 1m 59.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3388, Train Acc: 85.69%, Train AUC: 0.9355, Train F1: 0.8581\n", "Val Loss: 0.4516, Val Acc: 80.70%, Val AUC: 0.8910, Val F1: 0.8099\n", "Best model saved at epoch 12 with Val Loss: 0.4516\n", "Epoch 12 time: 2m 4.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3338, Train Acc: 86.10%, Train AUC: 0.9379, Train F1: 0.8620\n", "Val Loss: 0.4491, Val Acc: 81.20%, Val AUC: 0.8938, Val F1: 0.8192\n", "Best model saved at epoch 13 with Val Loss: 0.4491\n", "Epoch 13 time: 2m 1.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3288, Train Acc: 86.60%, Train AUC: 0.9400, Train F1: 0.8670\n", "Val Loss: 0.4389, Val Acc: 82.10%, Val AUC: 0.9001, Val F1: 0.8267\n", "Best model saved at epoch 14 with Val Loss: 0.4389\n", "Epoch 14 time: 2m 2.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3233, Train Acc: 86.80%, Train AUC: 0.9415, Train F1: 0.8689\n", "Val Loss: 0.4362, Val Acc: 81.70%, Val AUC: 0.9015, Val F1: 0.8239\n", "Best model saved at epoch 15 with Val Loss: 0.4362\n", "Epoch 15 time: 2m 3.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.3212, Train Acc: 86.76%, Train AUC: 0.9423, Train F1: 0.8687\n", "Val Loss: 0.4226, Val Acc: 82.90%, Val AUC: 0.9084, Val F1: 0.8319\n", "Best model saved at epoch 16 with Val Loss: 0.4226\n", "Epoch 16 time: 2m 0.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3168, Train Acc: 86.97%, Train AUC: 0.9437, Train F1: 0.8706\n", "Val Loss: 0.4254, Val Acc: 82.80%, Val AUC: 0.9085, Val F1: 0.8359\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 17 time: 2m 4.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3128, Train Acc: 87.26%, Train AUC: 0.9455, Train F1: 0.8737\n", "Val Loss: 0.4155, Val Acc: 82.90%, Val AUC: 0.9116, Val F1: 0.8335\n", "Best model saved at epoch 18 with Val Loss: 0.4155\n", "Epoch 18 time: 2m 0.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.3097, Train Acc: 87.34%, Train AUC: 0.9463, Train F1: 0.8745\n", "Val Loss: 0.4085, Val Acc: 83.50%, Val AUC: 0.9154, Val F1: 0.8384\n", "Best model saved at epoch 19 with Val Loss: 0.4085\n", "Epoch 19 time: 2m 4.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.3066, Train Acc: 87.51%, Train AUC: 0.9473, Train F1: 0.8759\n", "Val Loss: 0.4034, Val Acc: 83.70%, Val AUC: 0.9181, Val F1: 0.8404\n", "Best model saved at epoch 20 with Val Loss: 0.4034\n", "Epoch 20 time: 2m 0.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.3052, Train Acc: 87.49%, Train AUC: 0.9479, Train F1: 0.8758\n", "Val Loss: 0.4029, Val Acc: 83.90%, Val AUC: 0.9186, Val F1: 0.8438\n", "Best model saved at epoch 21 with Val Loss: 0.4029\n", "Epoch 21 time: 2m 3.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3030, Train Acc: 87.65%, Train AUC: 0.9482, Train F1: 0.8773\n", "Val Loss: 0.4032, Val Acc: 84.00%, Val AUC: 0.9205, Val F1: 0.8476\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 2m 4.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2984, Train Acc: 87.86%, Train AUC: 0.9500, Train F1: 0.8795\n", "Val Loss: 0.3908, Val Acc: 84.70%, Val AUC: 0.9235, Val F1: 0.8493\n", "Best model saved at epoch 23 with Val Loss: 0.3908\n", "Epoch 23 time: 2m 6.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2986, Train Acc: 87.99%, Train AUC: 0.9497, Train F1: 0.8807\n", "Val Loss: 0.3898, Val Acc: 84.60%, Val AUC: 0.9250, Val F1: 0.8493\n", "Best model saved at epoch 24 with Val Loss: 0.3898\n", "Epoch 24 time: 2m 1.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2957, Train Acc: 87.93%, Train AUC: 0.9510, Train F1: 0.8801\n", "Val Loss: 0.3859, Val Acc: 84.70%, Val AUC: 0.9266, Val F1: 0.8504\n", "Best model saved at epoch 25 with Val Loss: 0.3859\n", "Epoch 25 time: 2m 6.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2926, Train Acc: 88.03%, Train AUC: 0.9518, Train F1: 0.8811\n", "Val Loss: 0.3817, Val Acc: 85.10%, Val AUC: 0.9288, Val F1: 0.8549\n", "Best model saved at epoch 26 with Val Loss: 0.3817\n", "Epoch 26 time: 2m 1.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2943, Train Acc: 87.82%, Train AUC: 0.9504, Train F1: 0.8788\n", "Val Loss: 0.3836, Val Acc: 85.00%, Val AUC: 0.9298, Val F1: 0.8560\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 1m 57.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2914, Train Acc: 88.24%, Train AUC: 0.9518, Train F1: 0.8833\n", "Val Loss: 0.3721, Val Acc: 86.60%, Val AUC: 0.9321, Val F1: 0.8655\n", "Best model saved at epoch 28 with Val Loss: 0.3721\n", "Epoch 28 time: 1m 57.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2885, Train Acc: 88.44%, Train AUC: 0.9530, Train F1: 0.8852\n", "Val Loss: 0.3700, Val Acc: 86.70%, Val AUC: 0.9329, Val F1: 0.8666\n", "Best model saved at epoch 29 with Val Loss: 0.3700\n", "Epoch 29 time: 1m 57.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2880, Train Acc: 88.25%, Train AUC: 0.9531, Train F1: 0.8834\n", "Val Loss: 0.3666, Val Acc: 86.90%, Val AUC: 0.9346, Val F1: 0.8689\n", "Best model saved at epoch 30 with Val Loss: 0.3666\n", "Epoch 30 time: 2m 0.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2861, Train Acc: 88.40%, Train AUC: 0.9534, Train F1: 0.8847\n", "Val Loss: 0.3738, Val Acc: 85.80%, Val AUC: 0.9340, Val F1: 0.8637\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 31 time: 2m 10.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2830, Train Acc: 88.62%, Train AUC: 0.9546, Train F1: 0.8871\n", "Val Loss: 0.3671, Val Acc: 86.50%, Val AUC: 0.9356, Val F1: 0.8688\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 32 time: 2m 5.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2817, Train Acc: 88.80%, Train AUC: 0.9552, Train F1: 0.8884\n", "Val Loss: 0.3652, Val Acc: 86.80%, Val AUC: 0.9363, Val F1: 0.8716\n", "Best model saved at epoch 33 with Val Loss: 0.3652\n", "Epoch 33 time: 2m 8.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2806, Train Acc: 88.59%, Train AUC: 0.9554, Train F1: 0.8867\n", "Val Loss: 0.3567, Val Acc: 87.00%, Val AUC: 0.9379, Val F1: 0.8687\n", "Best model saved at epoch 34 with Val Loss: 0.3567\n", "Epoch 34 time: 2m 5.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2838, Train Acc: 88.39%, Train AUC: 0.9538, Train F1: 0.8846\n", "Val Loss: 0.3549, Val Acc: 87.30%, Val AUC: 0.9400, Val F1: 0.8736\n", "Best model saved at epoch 35 with Val Loss: 0.3549\n", "Epoch 35 time: 2m 3.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2762, Train Acc: 88.93%, Train AUC: 0.9570, Train F1: 0.8900\n", "Val Loss: 0.3536, Val Acc: 87.60%, Val AUC: 0.9399, Val F1: 0.8758\n", "Best model saved at epoch 36 with Val Loss: 0.3536\n", "Epoch 36 time: 2m 3.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2764, Train Acc: 88.95%, Train AUC: 0.9569, Train F1: 0.8901\n", "Val Loss: 0.3505, Val Acc: 87.60%, Val AUC: 0.9415, Val F1: 0.8762\n", "Best model saved at epoch 37 with Val Loss: 0.3505\n", "Epoch 37 time: 2m 3.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2782, Train Acc: 88.74%, Train AUC: 0.9559, Train F1: 0.8879\n", "Val Loss: 0.3500, Val Acc: 87.40%, Val AUC: 0.9422, Val F1: 0.8750\n", "Best model saved at epoch 38 with Val Loss: 0.3500\n", "Epoch 38 time: 2m 7.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2740, Train Acc: 89.17%, Train AUC: 0.9577, Train F1: 0.8925\n", "Val Loss: 0.3477, Val Acc: 87.40%, Val AUC: 0.9418, Val F1: 0.8735\n", "Best model saved at epoch 39 with Val Loss: 0.3477\n", "Epoch 39 time: 2m 8.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2741, Train Acc: 88.96%, Train AUC: 0.9573, Train F1: 0.8903\n", "Val Loss: 0.3499, Val Acc: 87.80%, Val AUC: 0.9420, Val F1: 0.8794\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 2m 6.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2730, Train Acc: 89.03%, Train AUC: 0.9574, Train F1: 0.8911\n", "Val Loss: 0.3447, Val Acc: 87.80%, Val AUC: 0.9439, Val F1: 0.8785\n", "Best model saved at epoch 41 with Val Loss: 0.3447\n", "Epoch 41 time: 2m 11.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2720, Train Acc: 89.15%, Train AUC: 0.9579, Train F1: 0.8922\n", "Val Loss: 0.3404, Val Acc: 88.00%, Val AUC: 0.9445, Val F1: 0.8785\n", "Best model saved at epoch 42 with Val Loss: 0.3404\n", "Epoch 42 time: 2m 4.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2712, Train Acc: 89.15%, Train AUC: 0.9583, Train F1: 0.8921\n", "Val Loss: 0.3401, Val Acc: 87.50%, Val AUC: 0.9447, Val F1: 0.8744\n", "Best model saved at epoch 43 with Val Loss: 0.3401\n", "Epoch 43 time: 2m 5.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2703, Train Acc: 89.23%, Train AUC: 0.9584, Train F1: 0.8930\n", "Val Loss: 0.3412, Val Acc: 88.10%, Val AUC: 0.9452, Val F1: 0.8818\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 2m 12.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2662, Train Acc: 89.45%, Train AUC: 0.9600, Train F1: 0.8949\n", "Val Loss: 0.3372, Val Acc: 88.10%, Val AUC: 0.9466, Val F1: 0.8811\n", "Best model saved at epoch 45 with Val Loss: 0.3372\n", "Epoch 45 time: 2m 8.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2682, Train Acc: 89.31%, Train AUC: 0.9589, Train F1: 0.8937\n", "Val Loss: 0.3337, Val Acc: 88.30%, Val AUC: 0.9476, Val F1: 0.8824\n", "Best model saved at epoch 46 with Val Loss: 0.3337\n", "Epoch 46 time: 2m 1.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2677, Train Acc: 89.20%, Train AUC: 0.9591, Train F1: 0.8925\n", "Val Loss: 0.3366, Val Acc: 88.20%, Val AUC: 0.9465, Val F1: 0.8822\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 47 time: 2m 8.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2671, Train Acc: 89.27%, Train AUC: 0.9596, Train F1: 0.8933\n", "Val Loss: 0.3389, Val Acc: 88.40%, Val AUC: 0.9464, Val F1: 0.8856\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 48 time: 2m 10.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2647, Train Acc: 89.40%, Train AUC: 0.9602, Train F1: 0.8947\n", "Val Loss: 0.3282, Val Acc: 88.70%, Val AUC: 0.9493, Val F1: 0.8855\n", "Best model saved at epoch 49 with Val Loss: 0.3282\n", "Epoch 49 time: 2m 5.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2655, Train Acc: 89.33%, Train AUC: 0.9598, Train F1: 0.8940\n", "Val Loss: 0.3350, Val Acc: 88.20%, Val AUC: 0.9486, Val F1: 0.8843\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 2m 4.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2611, Train Acc: 89.43%, Train AUC: 0.9614, Train F1: 0.8948\n", "Val Loss: 0.3283, Val Acc: 88.60%, Val AUC: 0.9490, Val F1: 0.8853\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 51 time: 2m 6.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2624, Train Acc: 89.50%, Train AUC: 0.9607, Train F1: 0.8953\n", "Val Loss: 0.3295, Val Acc: 88.60%, Val AUC: 0.9489, Val F1: 0.8865\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 52 time: 2m 14.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2634, Train Acc: 89.61%, Train AUC: 0.9604, Train F1: 0.8967\n", "Val Loss: 0.3274, Val Acc: 88.80%, Val AUC: 0.9496, Val F1: 0.8882\n", "Best model saved at epoch 53 with Val Loss: 0.3274\n", "Epoch 53 time: 2m 6.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2616, Train Acc: 89.53%, Train AUC: 0.9609, Train F1: 0.8958\n", "Val Loss: 0.3298, Val Acc: 88.80%, Val AUC: 0.9506, Val F1: 0.8895\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 54 time: 2m 6.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2588, Train Acc: 89.79%, Train AUC: 0.9620, Train F1: 0.8984\n", "Val Loss: 0.3253, Val Acc: 88.90%, Val AUC: 0.9505, Val F1: 0.8898\n", "Best model saved at epoch 55 with Val Loss: 0.3253\n", "Epoch 55 time: 2m 17.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2586, Train Acc: 89.85%, Train AUC: 0.9620, Train F1: 0.8992\n", "Val Loss: 0.3232, Val Acc: 88.70%, Val AUC: 0.9506, Val F1: 0.8871\n", "Best model saved at epoch 56 with Val Loss: 0.3232\n", "Epoch 56 time: 2m 19.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2573, Train Acc: 89.90%, Train AUC: 0.9625, Train F1: 0.8993\n", "Val Loss: 0.3261, Val Acc: 88.70%, Val AUC: 0.9509, Val F1: 0.8882\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 57 time: 1m 58.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2577, Train Acc: 89.63%, Train AUC: 0.9620, Train F1: 0.8967\n", "Val Loss: 0.3232, Val Acc: 88.80%, Val AUC: 0.9513, Val F1: 0.8889\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 58 time: 2m 13.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2579, Train Acc: 89.93%, Train AUC: 0.9620, Train F1: 0.8997\n", "Val Loss: 0.3237, Val Acc: 89.00%, Val AUC: 0.9525, Val F1: 0.8917\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 59 time: 2m 12.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2567, Train Acc: 89.73%, Train AUC: 0.9627, Train F1: 0.8979\n", "Val Loss: 0.3218, Val Acc: 88.70%, Val AUC: 0.9518, Val F1: 0.8880\n", "Best model saved at epoch 60 with Val Loss: 0.3218\n", "Epoch 60 time: 1m 58.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2574, Train Acc: 89.76%, Train AUC: 0.9622, Train F1: 0.8980\n", "Val Loss: 0.3174, Val Acc: 89.20%, Val AUC: 0.9526, Val F1: 0.8918\n", "Best model saved at epoch 61 with Val Loss: 0.3174\n", "Epoch 61 time: 2m 3.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2582, Train Acc: 89.73%, Train AUC: 0.9616, Train F1: 0.8978\n", "Val Loss: 0.3198, Val Acc: 89.00%, Val AUC: 0.9520, Val F1: 0.8907\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 62 time: 2m 4.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2556, Train Acc: 89.97%, Train AUC: 0.9625, Train F1: 0.9001\n", "Val Loss: 0.3154, Val Acc: 89.20%, Val AUC: 0.9535, Val F1: 0.8918\n", "Best model saved at epoch 63 with Val Loss: 0.3154\n", "Epoch 63 time: 2m 13.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2570, Train Acc: 89.80%, Train AUC: 0.9620, Train F1: 0.8986\n", "Val Loss: 0.3135, Val Acc: 89.60%, Val AUC: 0.9533, Val F1: 0.8947\n", "Best model saved at epoch 64 with Val Loss: 0.3135\n", "Epoch 64 time: 2m 7.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2538, Train Acc: 89.98%, Train AUC: 0.9632, Train F1: 0.9003\n", "Val Loss: 0.3156, Val Acc: 89.20%, Val AUC: 0.9531, Val F1: 0.8924\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 2m 4.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2549, Train Acc: 89.96%, Train AUC: 0.9627, Train F1: 0.9000\n", "Val Loss: 0.3181, Val Acc: 89.20%, Val AUC: 0.9538, Val F1: 0.8935\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 66 time: 2m 13.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2532, Train Acc: 89.92%, Train AUC: 0.9632, Train F1: 0.8996\n", "Val Loss: 0.3127, Val Acc: 89.50%, Val AUC: 0.9546, Val F1: 0.8951\n", "Best model saved at epoch 67 with Val Loss: 0.3127\n", "Epoch 67 time: 2m 3.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2540, Train Acc: 89.79%, Train AUC: 0.9629, Train F1: 0.8983\n", "Val Loss: 0.3186, Val Acc: 89.20%, Val AUC: 0.9541, Val F1: 0.8939\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 2m 16.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2538, Train Acc: 89.71%, Train AUC: 0.9628, Train F1: 0.8974\n", "Val Loss: 0.3122, Val Acc: 89.30%, Val AUC: 0.9551, Val F1: 0.8935\n", "Best model saved at epoch 69 with Val Loss: 0.3122\n", "Epoch 69 time: 2m 1.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2512, Train Acc: 90.18%, Train AUC: 0.9638, Train F1: 0.9022\n", "Val Loss: 0.3104, Val Acc: 89.50%, Val AUC: 0.9551, Val F1: 0.8949\n", "Best model saved at epoch 70 with Val Loss: 0.3104\n", "Epoch 70 time: 2m 4.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2514, Train Acc: 90.10%, Train AUC: 0.9639, Train F1: 0.9014\n", "Val Loss: 0.3121, Val Acc: 89.40%, Val AUC: 0.9550, Val F1: 0.8946\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 71 time: 2m 11.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2503, Train Acc: 90.08%, Train AUC: 0.9641, Train F1: 0.9012\n", "Val Loss: 0.3113, Val Acc: 89.50%, Val AUC: 0.9562, Val F1: 0.8968\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 72 time: 2m 19.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2503, Train Acc: 90.27%, Train AUC: 0.9639, Train F1: 0.9032\n", "Val Loss: 0.3059, Val Acc: 89.80%, Val AUC: 0.9563, Val F1: 0.8976\n", "Best model saved at epoch 73 with Val Loss: 0.3059\n", "Epoch 73 time: 2m 11.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2495, Train Acc: 90.00%, Train AUC: 0.9643, Train F1: 0.9003\n", "Val Loss: 0.3050, Val Acc: 89.70%, Val AUC: 0.9565, Val F1: 0.8965\n", "Best model saved at epoch 74 with Val Loss: 0.3050\n", "Epoch 74 time: 2m 12.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2515, Train Acc: 90.05%, Train AUC: 0.9635, Train F1: 0.9010\n", "Val Loss: 0.3049, Val Acc: 89.80%, Val AUC: 0.9564, Val F1: 0.8976\n", "Best model saved at epoch 75 with Val Loss: 0.3049\n", "Epoch 75 time: 2m 9.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2513, Train Acc: 90.15%, Train AUC: 0.9636, Train F1: 0.9017\n", "Val Loss: 0.3100, Val Acc: 89.40%, Val AUC: 0.9561, Val F1: 0.8953\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 76 time: 2m 1.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2509, Train Acc: 89.97%, Train AUC: 0.9638, Train F1: 0.9000\n", "Val Loss: 0.3045, Val Acc: 89.70%, Val AUC: 0.9571, Val F1: 0.8971\n", "Best model saved at epoch 77 with Val Loss: 0.3045\n", "Epoch 77 time: 2m 2.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2475, Train Acc: 90.28%, Train AUC: 0.9649, Train F1: 0.9033\n", "Val Loss: 0.3019, Val Acc: 89.90%, Val AUC: 0.9572, Val F1: 0.8983\n", "Best model saved at epoch 78 with Val Loss: 0.3019\n", "Epoch 78 time: 1m 57.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2478, Train Acc: 90.10%, Train AUC: 0.9647, Train F1: 0.9016\n", "Val Loss: 0.3009, Val Acc: 90.00%, Val AUC: 0.9575, Val F1: 0.8994\n", "Best model saved at epoch 79 with Val Loss: 0.3009\n", "Epoch 79 time: 2m 10.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2457, Train Acc: 90.11%, Train AUC: 0.9653, Train F1: 0.9013\n", "Val Loss: 0.3017, Val Acc: 89.90%, Val AUC: 0.9575, Val F1: 0.8989\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 80 time: 2m 5.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2491, Train Acc: 90.25%, Train AUC: 0.9642, Train F1: 0.9028\n", "Val Loss: 0.3057, Val Acc: 89.70%, Val AUC: 0.9574, Val F1: 0.8981\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 81 time: 2m 2.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2443, Train Acc: 90.29%, Train AUC: 0.9659, Train F1: 0.9032\n", "Val Loss: 0.3005, Val Acc: 89.90%, Val AUC: 0.9577, Val F1: 0.8989\n", "Best model saved at epoch 82 with Val Loss: 0.3005\n", "Epoch 82 time: 2m 2.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2471, Train Acc: 90.21%, Train AUC: 0.9649, Train F1: 0.9026\n", "Val Loss: 0.2978, Val Acc: 90.10%, Val AUC: 0.9581, Val F1: 0.9003\n", "Best model saved at epoch 83 with Val Loss: 0.2978\n", "Epoch 83 time: 2m 13.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2475, Train Acc: 90.24%, Train AUC: 0.9646, Train F1: 0.9029\n", "Val Loss: 0.2999, Val Acc: 90.10%, Val AUC: 0.9579, Val F1: 0.9011\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 84 time: 2m 6.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2440, Train Acc: 90.31%, Train AUC: 0.9658, Train F1: 0.9033\n", "Val Loss: 0.2976, Val Acc: 89.80%, Val AUC: 0.9587, Val F1: 0.8980\n", "Best model saved at epoch 85 with Val Loss: 0.2976\n", "Epoch 85 time: 2m 5.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2463, Train Acc: 90.29%, Train AUC: 0.9649, Train F1: 0.9034\n", "Val Loss: 0.2953, Val Acc: 90.00%, Val AUC: 0.9590, Val F1: 0.8994\n", "Best model saved at epoch 86 with Val Loss: 0.2953\n", "Epoch 86 time: 2m 4.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2438, Train Acc: 90.23%, Train AUC: 0.9659, Train F1: 0.9024\n", "Val Loss: 0.3008, Val Acc: 89.70%, Val AUC: 0.9582, Val F1: 0.8979\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 87 time: 2m 6.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2429, Train Acc: 90.49%, Train AUC: 0.9662, Train F1: 0.9053\n", "Val Loss: 0.3000, Val Acc: 89.80%, Val AUC: 0.9585, Val F1: 0.8990\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 88 time: 2m 0.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2410, Train Acc: 90.47%, Train AUC: 0.9671, Train F1: 0.9050\n", "Val Loss: 0.2962, Val Acc: 90.20%, Val AUC: 0.9590, Val F1: 0.9020\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 89 time: 1m 58.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2438, Train Acc: 90.33%, Train AUC: 0.9659, Train F1: 0.9037\n", "Val Loss: 0.2967, Val Acc: 90.20%, Val AUC: 0.9585, Val F1: 0.9018\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 90 time: 2m 1.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2416, Train Acc: 90.61%, Train AUC: 0.9667, Train F1: 0.9064\n", "Val Loss: 0.2969, Val Acc: 90.00%, Val AUC: 0.9590, Val F1: 0.9004\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 91 time: 2m 0.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2399, Train Acc: 90.47%, Train AUC: 0.9671, Train F1: 0.9050\n", "Val Loss: 0.2956, Val Acc: 90.10%, Val AUC: 0.9594, Val F1: 0.9013\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 92 time: 1m 56.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2418, Train Acc: 90.39%, Train AUC: 0.9664, Train F1: 0.9042\n", "Val Loss: 0.2945, Val Acc: 90.40%, Val AUC: 0.9594, Val F1: 0.9040\n", "Best model saved at epoch 93 with Val Loss: 0.2945\n", "Epoch 93 time: 2m 5.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2418, Train Acc: 90.55%, Train AUC: 0.9663, Train F1: 0.9059\n", "Val Loss: 0.2934, Val Acc: 90.20%, Val AUC: 0.9595, Val F1: 0.9018\n", "Best model saved at epoch 94 with Val Loss: 0.2934\n", "Epoch 94 time: 1m 58.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2395, Train Acc: 90.74%, Train AUC: 0.9673, Train F1: 0.9078\n", "Val Loss: 0.2934, Val Acc: 90.30%, Val AUC: 0.9596, Val F1: 0.9029\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 2m 1.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2385, Train Acc: 90.57%, Train AUC: 0.9676, Train F1: 0.9059\n", "Val Loss: 0.2934, Val Acc: 90.30%, Val AUC: 0.9596, Val F1: 0.9029\n", "Best model saved at epoch 96 with Val Loss: 0.2934\n", "Epoch 96 time: 1m 59.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2438, Train Acc: 90.42%, Train AUC: 0.9658, Train F1: 0.9044\n", "Val Loss: 0.2933, Val Acc: 90.30%, Val AUC: 0.9596, Val F1: 0.9029\n", "Best model saved at epoch 97 with Val Loss: 0.2933\n", "Epoch 97 time: 2m 0.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2430, Train Acc: 90.51%, Train AUC: 0.9659, Train F1: 0.9054\n", "Val Loss: 0.2930, Val Acc: 90.30%, Val AUC: 0.9596, Val F1: 0.9029\n", "Best model saved at epoch 98 with Val Loss: 0.2930\n", "Epoch 98 time: 2m 2.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2403, Train Acc: 90.61%, Train AUC: 0.9668, Train F1: 0.9065\n", "Val Loss: 0.2925, Val Acc: 90.20%, Val AUC: 0.9596, Val F1: 0.9016\n", "Best model saved at epoch 99 with Val Loss: 0.2925\n", "Epoch 99 time: 2m 8.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2403, Train Acc: 90.37%, Train AUC: 0.9669, Train F1: 0.9040\n", "Val Loss: 0.2931, Val Acc: 90.20%, Val AUC: 0.9595, Val F1: 0.9018\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 100 time: 2m 2.07s\n", "Total training time for Twins_SVT: 3h 28m 21s\n" ] }, { "data": { "image/png": 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44w7atGmDu7s7hw8fZurUqWRmZjJu3LgCx3Tu3Jlq1arx888/4+Liwj333HNV8c+fP5+hQ4cybdq0YhUGPHXqFG+++WaB/eHh4QwaNIjRo0czfvx4evXqxR133MH+/fv57LPPaNmyZd6H/JUrVzJ8+HDuu+8+ateuTU5ODjNnzsTOzo5+/foB8Prrr7NmzRpuv/12QkNDiY+P57PPPqNatWp06NDhqq5VRERERG4OGhOUTHHHBLNmzaJSpUq0a9eu0NfvuOMOvvzySxYuXMg999zD559/Tt++fWnSpAlDhw6lSpUq7Nu3j927d7NkyRIAPv74Yzp06ECzZs144oknCA8PJzo6moULF7J9+3YA7r//fkaOHMndd9/Ns88+S3p6Op9//jm1a9fOV+T7cm6//XYmTpxIr169eOCBB4iPj2fy5MnUrFkzX7KkZs2avPrqq7zxxht07NiRe+65BycnJ7Zs2UJQUBATJkzIa+vn50evXr2YO3cu3t7eeTdxiYjcKEpqiIhUIBfuwLr0y+/AwEBq1qxJZGRkqQ5gnnzySWbNmsXEiRNJTU2lWrVqPPvss4wZM6bYffTr14+UlBSWLl3KypUrSUxMxMfHh1atWvHiiy/StWvXAseYzWYGDhzIe++9R9++fYs9WLpW8fHx/Oc//ymwv1u3bgwaNIhx48bh5+fHp59+ygsvvICvry9PPPEEb7/9Ng4ODgA0btyYnj178ssvvxAbG4urqyuNGzfmt99+o02bNoAxIIqOjmbq1KkkJCRQuXJlOnfuzPjx4/Hy8roh1yoiIiIi5ZfGBKUrPj6e5cuXM3DgwCLrjHTr1g1XV1e++eYb7rnnHnr27Mnvv//O+PHj+eCDD7BYLNSoUYPHH38875jGjRuzceNG/vOf//D555+TkZFBaGhovtoUlSpVYv78+YwYMYKXX36Z8PBwJkyYwMGDB4ud1LjllluYMmUK77zzDs8//zzh4eH83//9H9HR0fmSGmDcYBUeHs4nn3zCq6++iqurK40aNSq0CPjgwYP59ddf6d+/P05OTsWKRUSktJisV1MVSERERERERERERG5KP//8M3fddRdr1qwp1USZiEhxKKkhIiIiIiIiIiIixdanTx/27t1LZGRk3jJnIiI3ipafEhGRUpebm8upU6cu28bd3R13d/cbFJGIiIiIiNxIGhNUTN999x07d+5k4cKFfPTRR0poiIhNaKaGiIiUuujoaMLDwy/bZuzYsYUW/RMRERERkfJPY4KKyWQy4e7uzoABA/jiiy+wt9f90iJy4+lfHhERKXWBgYEsW7bssm2qV69+g6IREREREZEbTWOCikn3RotIWaCZGiIiIiIiIiIiIiIiUi5opkYhLBYLx48fx8PDQ2sDioiIiIgUwWq1kpKSQlBQEGaz2dbhlGkaY4iIiIiIXF5xxxdKahTi+PHjBAcH2zoMEREREZFy4ejRo1SrVs3WYZRpGmOIiIiIiBTPlcYXSmoUwsPDAzDePE9PTxtHIyIiIiI3pbQ0CAoyto8fBzc328ZTiOTkZIKDg/M+P0vRNMYQEREREZsr42OM4o4vlNQoxIXp4J6enhpwiIiIiIht2Nld3Pb0LHMDjktpOaUr0xhDRERERGyunIwxrjS+sPnCt5MnTyYsLAxnZ2dat27N5s2bL9v+7NmzDBs2jCpVquDk5ETt2rVZtGhR3uvjxo3DZDLle9SpU+d6X4aIiIiIiIiIiIiIiFxnNp2pMWfOHEaMGMEXX3xB69atmTRpEj179mT//v34+/sXaJ+VlUWPHj3w9/fnhx9+oGrVqhw5cgRvb+987erXr8/y5cvzntvba0KKiIiIiJQzrq4QH39xW0RERERE5FpUkDGGTb/tnzhxIo8//jhDhw4F4IsvvmDhwoVMnTqVUaNGFWg/depUEhMTWb9+PQ4ODgCEhYUVaGdvb09gYOB1jV1ERERE5LoymcDPz9ZRiIiIiIhIRVFBxhg2S2pkZWWxdetWRo8enbfPbDbTvXt3NmzYUOgxCxYsoG3btgwbNoyff/4ZPz8/HnjgAUaOHIndJeuBHTx4kKCgIJydnWnbti0TJkwgJCSkyFgyMzPJzMzMe56cnFwKVygiIiIiIlJ8ubm5ZGdn2zoMqSAcHBzyjZNFREREKgqbJTUSEhLIzc0lICAg3/6AgAD27dtX6DGHDx9m5cqVDBo0iEWLFhEZGcnTTz9NdnY2Y8eOBaB169ZMnz6diIgITpw4wfjx4+nYsSN///13kVXTJ0yYwPjx40v3AkVERERErkVmJowYYWxPnAhOTraNR64bq9VKXFwcZ8+etXUoUsF4e3sTGBh4xWKbIiIicpOoIGMMk9VqtdrixMePH6dq1aqsX7+etm3b5u1/+eWXWb16NZs2bSpwTO3atcnIyCAqKirvjpOJEyfy3nvvceLEiULPc/bsWUJDQ5k4cSKPPvpooW0Km6kRHBxMUlISnp6e13KZIiIiIiJXJy0N3N2N7dRUcHOzbTyFSE5OxsvLS5+bi+Fy79WJEyc4e/Ys/v7+uLq66gtouWZWq5X09HTi4+Px9vamSpUqtg5JREREyoIyPsYo7vjCZjM1KleujJ2dHSdPnsy3/+TJk0XWw6hSpUqBKbR169YlLi6OrKwsHB0dCxzj7e1N7dq1iYyMLDIWJycnnMppVkpERERERMqv3NzcvIRGpUqVbB2OVCAuLi4AxMfH4+/vr6WoREREpMIw2+rEjo6ONG/enBUrVuTts1gsrFixIt/MjUu1b9+eyMhILBZL3r4DBw5QpUqVQhMaAKmpqRw6dEh3poiIiIiISJlzoYaGq6urjSORiujC75VqtYiIiEhFYrOkBsCIESP48ssv+frrr9m7dy9PPfUUaWlpDB06FIDBgwfnKyT+1FNPkZiYyHPPPceBAwdYuHAhb7/9NsOGDctr89JLL7F69Wqio6NZv349d999N3Z2dgwcOPCGX5+IiIiIiEhxaMkpuR70eyUiIiIVkc2WnwIYMGAAp06d4rXXXiMuLo4mTZqwePHivOLhMTExmM0X8y7BwcEsWbKEF154gUaNGlG1alWee+45Ro4cmdfm2LFjDBw4kNOnT+Pn50eHDh3YuHEjfn5+N/z6RERERERERERERESk9NisUHhZpoKHIiIiImJzZbyIH+hzc0kU9V5lZGQQFRVFeHg4zs7ONoxQKiL9fomIiEg+ZXyMUdzxhU2XnxIRERERERG5ICwsjEmTJtk6DBEREREpw5TUEBEREREpi1xcICrKeLi42DoakXxMJtNlH+PGjbuqfrds2cITTzxRKjF+++232NnZ5avBKCIiInJTqyBjDJvW1BARERERkSKYzRAWZusoRAp14sSJvO05c+bw2muvsX///rx97heWNQCsViu5ubnY2195+FmatRCnTJnCyy+/zH//+18++OADmy6/lJWVhaOjo83OLyIiIgJUmDGGZmqIiIiIiIiUIVarlfSsHJs8iltyMTAwMO/h5eWFyWTKe75v3z48PDz47bffaN68OU5OTvzxxx8cOnSIO++8k4CAANzd3WnZsiXLly/P1+8/l58ymUx89dVX3H333bi6ulKrVi0WLFhwxfiioqJYv349o0aNonbt2sybN69Am6lTp1K/fn2cnJyoUqUKw4cPz3vt7NmzPPnkkwQEBODs7EyDBg349ddfARg3bhxNmjTJ19ekSZMIu+QLgiFDhnDXXXfx1ltvERQUREREBAAzZ86kRYsWeHh4EBgYyAMPPEB8fHy+vnbv3k2fPn3w9PTEw8ODjh07cujQIdasWYODgwNxcXH52j///PN07Njxiu+JiIiISEWhmRoiIiIiImVRVha8+qqx/dZboLu8bxrnsnOp99oSm5x7z+s9cXUsnWHiqFGjeP/996levTo+Pj4cPXqU3r1789Zbb+Hk5MSMGTPo27cv+/fvJyQkpMh+xo8fz7vvvst7773HJ598wqBBgzhy5Ai+vr5FHjNt2jRuv/12vLy8ePDBB5kyZQoPPPBA3uuff/45I0aM4J133uG2224jKSmJdevWAWCxWLjttttISUnhm2++oUaNGuzZswc7O7sSXf+KFSvw9PRk2bJlefuys7N54403iIiIID4+nhEjRjBkyBAWLVoEQGxsLJ06daJLly6sXLkST09P1q1bR05ODp06daJ69erMnDmTf//733n9zZo1i3fffbdEsYmIiMhNqoKMMZTUEBEREREpi7Kz4f33je1x48rtgENuXq+//jo9evTIe+7r60vjxo3znr/xxhvMnz+fBQsW5Jsl8U9Dhgxh4MCBALz99tt8/PHHbN68mV69ehXa3mKxMH36dD755BMA7r//fl588UWioqIIDw8H4M033+TFF1/kueeeyzuuZcuWACxfvpzNmzezd+9eateuDUD16tVLfP1ubm589dVX+ZadeuSRR/K2q1evzscff0zLli1JTU3F3d2dyZMn4+XlxXfffYeDgwNAXgwAjz76KNOmTctLavzyyy9kZGTQv3//EscnIiIiN6EKMsZQUkNERERERKQMcXGwY8/rPW127tLSokWLfM9TU1MZN24cCxcu5MSJE+Tk5HDu3DliYmIu20+jRo3ytt3c3PD09CywZNOlli1bRlpaGr179wagcuXK9OjRg6lTp/LGG28QHx/P8ePH6datW6HHb9++nWrVquVLJlyNhg0bFqijsXXrVsaNG8eOHTs4c+YMFosFgJiYGOrVq8f27dvp2LFjXkLjn4YMGcKYMWPYuHEjbdq0Yfr06fTv3x83N7drilVERESkPFFSQ0REREREpAwxmUyltgSULf3zi/aXXnqJZcuW8f7771OzZk1cXFy49957ycrKumw///yC32Qy5SUDCjNlyhQSExNxcXHJ22exWNi5cyfjx4/Pt78wV3rdbDYXqD2SnZ1doN0/rz8tLY2ePXvSs2dPZs2ahZ+fHzExMfTs2TPvPbjSuf39/enbty/Tpk0jPDyc3377jVWrVl32GBEREZGKpvx/Uq6IEiLh4BLwrQ4Rt9k6GhERERERkWu2bt06hgwZwt133w0YMzeio6NL9RynT5/m559/5rvvvqN+/fp5+3Nzc+nQoQNLly6lV69ehIWFsWLFCrp27Vqgj0aNGnHs2DEOHDhQ6GwNPz8/4uLisFqtmEwmwJjdcSX79u3j9OnTvPPOOwQHBwPw559/Fjj3119/TXZ2dpGzNR577DEGDhxItWrVqFGjBu3bt7/iuUVERKRsO3YmnW0xZ2ld3Rd/D2dbh1PmmW0dgBRi36+w5BX4a6atIxERERERESkVtWrVYt68eWzfvp0dO3bwwAMPXHbGxdWYOXMmlSpVon///jRo0CDv0bhxY3r37s2UKVMAGDduHB988AEff/wxBw8e5K+//sqrwdG5c2c6depEv379WLZsGVFRUfz2228sXrwYgC5dunDq1CneffddDh06xOTJk/ntt9+uGFtISAiOjo588sknHD58mAULFvDGG2/kazN8+HCSk5O5//77+fPPPzl48CAzZ85k//79eW169uyJp6cnb775JkOHDi2tt05ERERs4NiZdEbP20XX91fxzLfb6PDO74z8YSeR8Sm2Dq1MU1KjLArraPw8sg5K+UO+iIiIiIiILUycOBEfHx/atWtH37596dmzJ82aNSvVc0ydOpW77747bwbFpfr168eCBQtISEjg4YcfZtKkSXz22WfUr1+fPn36cPDgwby2P/74Iy1btmTgwIHUq1ePl19+mdzcXADq1q3LZ599xuTJk2ncuDGbN2/mpZdeumJsfn5+TJ8+nblz51KvXj3eeecd3r9QqPO8SpUqsXLlSlJTU+ncuTPNmzfnyy+/zDdrw2w2M2TIEHJzcxk8ePDVvlUiIiJSDFk5FtKzckq936OJ6Yyet5Mu763i280xZOdaqertQlauhTl/HqX7xDU89vUWNkclFlj2UsBk1btSQHJyMl5eXiQlJeHp6XnjA8jNgf8Lg6wUeHINVGl842MQEREREdtKSwN3d2M7NRXKYCFgm39uLkeKeq8yMjKIiooiPDwcZ2ctNSDF8+ijj3Lq1CkWLFhw2Xb6/RIREbl6W6ITeWHOdk4mZ9C5tj99G1ehR72Aa6p9djQxncm/R/LD1mPkWIyv5TvUrMxz3WvRMsyXrUcS+e/qwyzbe5IL39o3Cfbm0Q7h3Fo/ACd7uxKfMyE1k81RiWw8fJrte4+xYLRR7mDDjmjaNgq96mu5Hoo7vlBNjbLIzh5C28LBpRD9h5IaIiIiIjcjFxf4+++L2yJy00tKSmLXrl3Mnj37igkNERGRm1V6Vg52ZhOOduZCZ29eSU6uhY9XHOTT3yM5n3dg+d6TLN97EhcHO7rXC6Bvoyp0jvArVpLBarWyOSqR6eujWbI7Lq/PjrUq81y3WrQI881r2zzUl/8N9uXQqVS+WhvFj38dY/vRszzz7Ta8XR24q0lV7mtRjfpBXkWeLy4pgy3RiXmJjIPxqXmvmawWejwyGYDIWTvpszuRMbfXJcCzfN38oJkahSgTd5yt+wiWvQa1b4MHvrNNDCIiIiIil1EmPjeXE5qpIaWhS5cubN68mSeffJIPP/zwiu31+yUiIjeT42fPMXreLlYfOAWAyQTO9nY4O5hxOv+zdoAH9zSrStc6/oUmJI6cTuP5OdvZFnMWgH7NqjG4bSjL9pxkwY7jxCSm57X1cLanXY1KtAj1pVmoDw2qeubrMyM7lwXbjzNtfTR7TyTn7S8smVGUUymZzNwQzfd/HiMuOSNvf/0gT+5rXo07mlQlMS2TzVFn+DM6kS1HEjmaeK5AP3UCPWhTvRKtw32pF+TJtHXRzNgQjcUK7k72jOhRm8FtQ7G3s221iuKOL5TUKESZGJzF/gVfdgUnLxgZBeaSTy0SEREREbmeysTn5nJCSQ2xBf1+iYjIzcBqtTL3z2O88eseUjKLV//Cy8WBPo2qcE+zajQL8QZg3l+xvPbz36Rl5eLhbM/bdzekb+OgfOfZeSyJBTuO8+vO45xMzszXp6O9mUZVvbjT9wghKX/xVmxzDpzzAMDZwczdTasxpF0YEYEeJb7GXIuVtQdPMffPYyzbc5Ks3KLrMJtNULeKJy3DfGlT3ZdW4ZXwdXMs0O7v2CRe/elvdhw9CxjHvHlXA5qH+pQ4vtKipMY1KBODs9wceDccMpPhiVUQ1NQ2cYiIiIiIbWRlwdtvG9uvvAKOBQcitlYmPjeXE0pqiC3o90tERCq6uKQMRs3byar9xuyMpiHe/F+/RgR4OpOZnUtmjoWM7Fwysi2kZuaw5uAp5v8Vm2/WQ1glV0IqubHm/AyPVmG+fHh/E6p6F70ErMViZdvRM2yJPsOf0Wf4K+YMZ9IyeNpuAS/az8VsspJhdWCefW9y2j7LHe0a4e1aOp/nz6Rl8fP2WOZuPcbu48k4O5hpEuxNyzBfWob50jTEGw9nh8IP/scYw2LvwLdbYnh38X6SzmUD8EL32jzXvVapxFpSSmpcgzIzOJs9AA4shlvfhHbP2C4OEREREbnxVCi8QlFSQ2xBv18iIjdGckY2mw4n0r5mpWsqIn0tohLS+HXHcbrXC6BuldL5XJaelcOplEziUzKJT84kPiWDUymZJKRm4uvmRIOqnjQI8iLE1xWz+cq1KzJzcolOSCcyPtV4nErlUHwqRxPTjaWiHOxwdrDDyd58ftuMt6sjNf3dqR3gTi1/D2r4uePiaIfVauXHv2IZ/8tuUjJycLQ382KP2jzWsTp2V4gl12Jl4+HT/PjXMRb/HUd6Vi4AdmYTI3rU5l+da1yxj3+ypp8h/fvHcIteDkC8QxD+2ceNFx3coM1T0G44uFwyC8JqhcTDELUaotbA8e1gzS3ReXMtVswmE4WWDnHyhNB2EN4Zwtob5y5ijHE6NZN3ftvH3K3H+ObR1nSoVblEcZQWFQqvCMI6GEmNqLVKaoiIiIiIiIiIiJQhKRnZTFsXzVdrD5OckUNYJVcmDmhCs5Abu3zP7/viefbbbaRk5vDBsgN0qu3Hk52q065GpRIXyj52Jp0FO46zYPtx9sWlFOsYdyd76gUZCY5wPzdSM3I4nZpJYloWp9OyjJ+pmcQlZ+QVyS5MckbhS0ct23Myb9tkgmAfVzxd7Pk71qhT0biaF+/f15haAVdY1ikzBZKOYQe094T2XZx4s1011kUmsC02nVs7tqXJ1fzZndiBac5DuJ09AnZOcPv7+Dd9CCJXwMo34MR2WPs+bP7S+I7Xq6qRxIhaA8mxJT/fJa5YsODk37D5f4AJqjSGKm0uvha/D9xcAagEvNfZkWcaBhJS1bZ1NYpDSY2yLKyj8TNmg7EclZ3+uERERERERERERK5FfEoGr/20G2cHM42qedM42Jv6QZ44OxSvpm1qZg7T10Xx5dqovCV77M0mok+nc98XGxjWtSbP3FITh6soumyxWNl9PJmz57JoU73SZfuwWq18tuoQ7y/dj9UKwb4uxJ45x5oDp1hz4BT1gzx5olN1bm9Y5bIFoBPTsli46wQLtseyJfpMvtecHcz4ezjj7+GEv6cT/h7OVHJz5ERyBrtjk9gbl0JqZg6boxLZHJV4xevzcLKnhr87Nc8/avi5E17ZFTCRcX65qMzsXDJyjCWj4pMzOBifajxOpnAmPTuvWLejnZnne9TiiY7Vr1zgOmYTzLoPMpPy7XYFepx/kN4cbhkD1btS+NSHQvw1Exa+CLmZ4B0K/WdAUBPjtVrdoWY32LcQfn8L4vfA72/mP97OEaq1gvBOENIGHEtxdnZy7MXkScIBI7lyZNvF17/sCo75rzMEoNf/QZt/lV4c14G+JS/LAhuCsxdkJEHcDqja3NYRiYiIiIiUeZMnT+a9994jLi6Oxo0b88knn9CqVatC22ZnZzNhwgS+/vprYmNjiYiI4P/+7//o1avXVfcpIiIiZVdGdi5PzNjK9vPFkX/abiwRZG82UTvAg8bBXtSr4omXqyMeTva4O9vj7mSPh7M9jvZmftway//WHOJMupHMqOHnxnPda9OpVmXGLdjNT9uP8/GKg6zeH8+HA5pQ3c/9ijHFnj3HHwdPsfZgAusPnSYxLQuAaj4uPNm5Bvc1r1Yg4ZKelcPLP+zk150nAHigdQjj+tYnLimDKX8cZs6fR9l9PJnnvtvOu4v306NeABarlexcKzm5FrJzLWRbrJxNz2LT4URyzk+hMJmgTXgl7mwSRI96Afi6OV52tkd2roVDp1L5OzaZE4d2EhC3Cld7cHW0w9XR/vxPO1wc7XAJa4lP/e4lnj1yqYTUTA6eNJasahHmU6z3l9i/YNa9Ru1iJ08jkfBPmckQuxVm3g2h7Y3kRmi7wvuz5ELcTtj8FWz/xthXqyfc89/8y0uB8YbW7QMRvWH3PNj4GWAykhjhnSC4NTi6lug9KL4WUO9OYzP5BESvhb3LgS+Nfa6VwLGQZJBD2V+yUjU1ClGm1gb+diDsXwQ9Xof2z9k2FhERERG5cVRT46rMmTOHwYMH88UXX9C6dWsmTZrE3Llz2b9/P/7+/gXajxw5km+++YYvv/ySOnXqsGTJEkaMGMH69etp2rTpVfVZGNXUEFvQ75eISH5Wq5UXv9/BvG2xeLk48HC7MPYcT2L70SQSUjNL1Ff1ym48170WfRoF5au/8MuO47w6fxfJGTk4O5gZc3s9BrUOAeBsejbHzpzj2Jl0Ys+e43BCGhsPneZwQlq+vt0c7XC0N+clTvw8nHisQziD2oTi7mTP0cR0npi5lb0nkrE3mxh/Z30GtQ7N18eZtCxmbjzC1+ujOX0+SXI5Dap6cmfjqvRpXIUqXkUXyC5UYhSsfhd2fgdWy+Xbtn4Kbn0D7IooZF3a4nbB9D6QcRZCO8CguYUnEVLj4Y8PYcsUY9YFQI1ucMurENQMTu0/P+thNUT/YfQHgMlo0+FFMJf9ZZvK+hhDhcKvQZkanG2YDEtegZo94MEfbBuLiIiIiNw4ZXzAAWXsc/N5rVu3pmXLlnz66acAWCwWgoODeeaZZxg1alSB9kFBQbz66qsMGzYsb1+/fv1wcXHhm2++uao+ATIzM8nMvPjlSHJyMsHBwUpq/EOXLl1o0qQJkyZNsnUoFdLN/vslItef1WrlcEIa1XxccLIv3tJNKRnZ/LLjBGmZOXi62OPh7ICnswOeLvZ4Ojvg5eKAt6vDNd3NX5T/rj7EhN/2YWc2MeORVrSvWTnvOk4kZbDz2Fl2HEsiMj6V1IwcUjNzSMnIPv8zh8wcC+GV3Xjmlprc0TioyCWPTiSd48Xvd7D+0GkAqnq7cDY9i7SswotA25lNNK7mRYdafnSsVZkmwd7kWqzM2XKU/64+xPGkDAC8XBy4t3k15m+LJTEti8rujnz+YHNahvkW7PR8EersyFWc2L6U9Mwsjns1I9a3NSnu4Tja22FvNuHkYEfLMB9q+l+hHkVhkmJhzXuwbSZYztfDqHELeAQVbJuZBHt/MbaD28B908CzkHYXpMbDuo8g7ZRxs7dHYMnji98H03tD+mljiaeH5oHTFa4z6RiseT//Nbn4wrl/LK3l6GEU327zNFTvXPLYbKWMjzFUKLyiCOtg/FRdDRERERGRy8rKymLr1q2MHj06b5/ZbKZ79+5s2LCh0GMyMzMLfNnr4uLCH3/8cdV9AkyYMIHx48dfy+WUaX379iU7O5vFixcXeG3t2rV06tSJHTt20KhRo1I537lz56hatSpms5nY2FicnJxKpV8RkfLgwv3IJfmSf+Ph02w6nEj/ltVKftd9MUUnpPHagt2sOXAKPw8nHmwdyqA2IVR2L/zf6MS0LKavi2L6+ugiC0Jf4Ghnxt/TiUBPZwK8nAnwcCbQy4m6VTyvWGeiKCv2nuSdxfsAGNu3Xl5CA4z3NsjbhSBvF3o1qFJkH1k5FhzsTFf8s6ji5cI3j7Zm6roo3l2yn9iz5/Je8/NwopqPC9V8XKnq7ULTEG/a1qiEp3P+mQsOdvBwuzAGtgrhp+2xfLHqEIcT0pjyRxRgzKz430MtCPK+5M836djFGgrni1A7cL5OAlAncSVEAe4BF5c/Cu8EPiVMaBQ1q6Hrq1DtMsvn71sI85+Coxvhv53g3qnG+S+VnmgkMzb/D7KN2hkcXgX3TS96OajCJETCjDuMhEZQU+Nm8SslNAC8qkHfScaKOav/D3bOMRIa9s5GzYvwThDeGao00fe0NqR3vqwLaAjO3saUphM7Lv8Pg4iIiIhUHM7OsHnzxW25ooSEBHJzcwkICMi3PyAggH379hV6TM+ePZk4cSKdOnWiRo0arFixgnnz5pGbm3vVfQKMHj2aESNG5D2/MFOjonj00Ufp168fx44do1q1avlemzZtGi1atCi1hAbAjz/+SP369bFarfz0008MGDCg1PouKavVSm5uLvb2Gk6LSOmwWq3Ep2QSGZ9K7JlzxJ49x/Gz5ziedI7YM+c4npRBgKcTb9zZgC4Rl1/20GKx8tmqSD5YdgCrFSb/HsnAVsE83bUmAZ6l83kiIzuXz1cd4vPVh8jKMZYaOpWSyYfLDzD590juaBLE0PZh1A/yAiAuKYMv1x5m9qYYzmUb/7/W8HOjYVUvUjJySM7IJvnchZ/ZpGXlkpVrOb9M07kC5/dxdaBXgyr0bVSF1tUr5Vv6qSgHTqbw3HfbsVqN2hMPtQm94jGFcbQvfjLFbDbxWMfq9G5YhUOnUgnydqGqt0uxi5Ffes7+LYLp16wai/+O4+v10dQMcOe1PvUu9nV8u1GI+uDS/AfbORo1G8I6gtnOqKkQsxFST8KuucYDjC/qb/kPBF+hXlh6Iqz/GDb992LCIaSdUX8irP2VL6bO7fDE7/D9YDj5N8y4E7qNNRIImSlGvYkNk436FmDUF85Kh1N7jSWkerwObYdduYh3YhR83de4zoAG8OA8o25xSfiGw91fQJdRkHLSKP5tXwFuqqggYwx9CivrzGajOM3+hRC9RkkNERERkZuFnR20bGnrKCq8jz76iMcff5w6depgMpmoUaMGQ4cOZerUqdfUr5OT09XPJrBaL35RcKM5uF75iwKgT58++Pn5MX36dMaMGZO3PzU1lblz5/Lee+9x+vRphg8fzpo1azhz5gw1atTglVdeYeDAgSUOa8qUKTz44INYrVamTJlSIKmxe/duRo4cyZo1a7BarTRp0oTp06dTo0YNAKZOncoHH3xAZGQkvr6+9OvXj08//ZTo6GjCw8PZtm0bTZo0AeDs2bP4+Pjw+++/06VLF1atWkXXrl1ZtGgRY8aMYdeuXSxdupTg4GBGjBjBxo0bSUtLo27dukyYMIHu3bvnxZWZmclrr73G7NmziY+PJzg4mNGjR/PII49Qq1Yt/vWvf/HSSy/ltd++fTtNmzbl4MGD1KxZs8Tvk4iUfWmZOew+nsz+kykciEth/8kU9selkHQu+7LHHU08x5BpWxjcNpTRt9XFxbHgF+NJ57J58fvtLN8bDxg1Hw4npPH1hiN8u+Uog1qH8FTnGvhfQ3Jj1f54xi7YzZHTxv9THWtV5rU+9dgbl8LUP6LYfvQsP2w9xg9bj9Gmui8hvq78tO04WblG8qNBVU+GdalJz/qBmItIRmTm5BKfnEl8SgZxSZmcTM7gZHIGx5MyWB+ZwOm0LL7dHMO3m2Oo7O7IbQ2q0KdRFZqG+BSadDiTlsVjX/9JamYObar7Mv6O+qW/tFX2OTi6CbyCwbd6vv9LL8wAKSAlzihgHdIGXAtZPuof7Mwmbm9UhdsbXTKTJH6vkcy4sKyTyWwkAi4tQu1wybk7vQTZGRD758XZHMe2GD+n9IBatxoJiiqN8588Ixk2fg4bPr2YcAhqZrStcUuxPjvkqVQDHl0GC0fAjm9h+VgjGRO/B86dMdoENDTqVNTuZXwm+uU5IwGz9FXjfb5zMjgXsjSRxQIntsPchyHlOFSOgME/F+v9LZJPmPGoKCrIGENJjfIgvOP5pMYf0OEFW0cjIiIiIlImVa5cGTs7O06ePJlv/8mTJwkMLHwdZj8/P3766ScyMjI4ffo0QUFBjBo1iurVq191n9csOx3evswa09fTK8fB8cprK9vb2zN48GCmT5/Oq6++mvfl0Ny5c8nNzWXgwIGkpqbSvHlzRo4ciaenJwsXLuShhx6iRo0atGp1hTtBL3Ho0CE2bNjAvHnzsFqtvPDCCxw5coTQUOMu29jYWDp16kSXLl1YuXIlnp6erFu3jpwcY2mTzz//nBEjRvDOO+9w2223kZSUxLp160r81owaNYr333+f6tWr4+Pjw9GjR+nduzdvvfUWTk5OzJgxg759+7J//35CQoyFPgYPHsyGDRv4+OOPady4MVFRUSQkJGAymXjkkUeYNm1avqTGtGnT6NSpkxIaIhWQ1Wpl7p/HeOPXPaRkFlx6yWyCsEpuBPu6nr+j35mqPi4EebkQ4OnM9PXRTF8fzYwNR1gXmcCkAU1pWO3ined7TyTzr2+2cuR0Oo72Zt68swH9Wwaz/lACHy47wJboM0xbF83sTTE82CaUttUrkXQum7PnsklKz8rbTsvMxdPZHh83R3xcHc7/dMTD2Z7Zm2L47e84AAI8nXitT316NwzEZDJRK8CDOxoH8VeMcZ5Fu06w8XAiGw8bdQhahfsyrGtNOtWqfMWEgpO9HcG+rgT7FizmnJNrYePhRBbuOs5vf8eRkGoUw5658QiO9mbqVfGkcTUvGlXzpnGwF8G+rjw1aysxiekE+7rw2aDmV7V01WUlRML3DxlfyoOR2Lh0aacLdSPSE+HIOiOBcHg1JOw39vtWh6G/laxmxOlDsOqd8zMtrIAJGvWHziONpMHlODgby92HdYCur8DZo7DmXdg2y0guHFwKde8wXvMOgc1fwrpJlyQcGhivRfQuWTLjUo6ucNfnRtLlt5eN9wWgcm2j77p3Xiy67egG93xptF08GvYuMJI5A2aCXx04HWkU745aA1FrL9a+8K0ODy8At8qFxyDlmgqFF6LMFTyM2wVfdAAHNxh1BOwcrnyMiIiIiJRvWVnw0UfG9nPPgaOjbeMpRJn73IxR1LtVq1Z88skngFHUOyQkhOHDhxdZ1PtS2dnZ1K1bl/79+/P222+XSp9Q9HtVaCHnrLQyn9QA2LdvH3Xr1s2b0QDQqVMnQkNDmTlzZqHH9OnThzp16vD+++8DxSsU/uqrr7Jnzx7mz58PwF133UWTJk0YN26cEfIrr/Ddd9+xf/9+HBwKjpWqVq3K0KFDefPNNwu8VpKZGj/99BN33nnnZd+TBg0a8K9//Yvhw4dz4MABIiIiWLZsWb7ZGxccP36ckJAQ1q9fT6tWrcjOziYoKIj333+fhx9++LLnKS4VChcpG+KSMhg1byer9p8CjIRAvSqe1A70oE6gB7UDPKjh537FZYnWHDjFS3N3EJ+Sib3ZxPPda/FUl5os2BHL6Hm7yMi2UNXbhS8ebJ4v4WG1WlkXeZoPlx9g65Ez13QtdmYTQ9uF8XyP2rg7FX2v9Imkc8zaGEN8Sgb3tQguvJD1NcrOtbAuMoFfd55g+d6TnE0vONvF0c5MVq4FN0c75g9rT+2AqyiGfTl7f4GfnjZmLzh5GjM2LP+Io1JNYyZk3C6MBMQFJuP/3KxUY0bBkIXg7nf582WmwNIx8NdMsJ4vOl7vTujyCvjXubZrKSxR4uJ9MZlRqZaRcKh318WEQ2mI/ctYcqpmdyMxY77M34OjW4xZGMmxxnvq7G3MyLiUgxtU7wK93zXqY0h+ZXyMoULhFYl/fXDxMf4ROb4dgsv/FCERERERuYLsbHj5ZWP76afL3ICjrBoxYgQPP/wwLVq0oFWrVkyaNIm0tDSGDh0KGHfOV61alQkTJgCwadMmYmNjadKkCbGxsYwbNw6LxcLLF977YvRZ6hxcjeSCLTgUvCu2KHXq1KFdu3ZMnTqVLl26EBkZydq1a3n99dcByM3N5e233+b7778nNjaWrKwsMjMzcXUt/jlyc3P5+uuv+ejC4Bt48MEHeemll3jttdcwm81s376djh07FprQiI+P5/jx43Tr1q3Y5yxKixYt8j1PTU1l3LhxLFy4kBMnTpCTk8O5c+eIiYkBjKWk7Ozs6Ny5c6H9BQUFcfvttzN16lRatWrFL7/8QmZmJvfdd981xyoi15/VauVo4jm8XB3wcin85lOr1cqPf8Uy/pfdpGTk4Ghv5qVba/Noh+rFqgPxT51q+7Hk+U68+tMuFu2K4/2lB/j+z2PEJKbnvf7RgCb4uOX/zGAymehQqzLta1ZizcEEvlp7mORz2Xi6OODt6oi3iwPe56/D1dGelIxsEtOzOJt2/md6FolpWQT7ujLqtjrUCbzyjQxVvFx4qWdEia+xJBzszHSJ8KdLhD9Wq5WYxHS2Hz3LzmNJ7Dx2lr9jkzmXnYvJBB/d37R0Exq5ObBivFFfAoy6EvdNMwpRx2y8uLTTie3GTIIL/OpcnMER2t5IhkzrbczamHEnDPm16KWS4vcZM0ISDhjPa/U0kgxBTUrnmirVgH5fQscR8PvbxoyIc2fAO9SoK9Gw//UpjF21Gdw7pXhtg1vCk2vgx0eN4uHZ6WDnZNQCCe9svK9Vm+mG8MupIGMMJTXKgwt1Nfb9atTVUFJDRERERKRQAwYM4NSpU7z22mvExcXRpEkTFi9enFfoOyYmBvMldxdmZGQwZswYDh8+jLu7O71792bmzJl4e3sXu89SZzIVe7aErT366KM888wzTJ48mWnTplGjRo28L/Hfe+89PvroIyZNmkTDhg1xc3Pj+eefJysrq9j9L1myhNjY2AI1NHJzc1mxYgU9evTAxaWQdcrPu9xrQN7vwqULGGRnF76uvZtb/j+Tl156iWXLlvH+++9Ts2ZNXFxcuPfee/Ou70rnBnjsscd46KGH+PDDD5k2bRoDBgwoUdJHRG6sjOxcNh4+zcp98azYG0/s2XOYTFDb34PmYT40D/GhRZgPIb6unErJZPS8XazYZ9S3aBzszQf3NaKm/7V9se7j5sjkB5ox769Yxi7YnZfQePaWmjzXvfZlkyUmk4nOtf3oXPsKswFKQ24OLHoRjv1pLB0UUO+6ns5kMhFayY3QSm7c2aQqYCxVdTA+FQc70zW/7/mknIQfHoEjfxjP2z1jFLu+8EV6zW7GA+DcWTiyHnIyILRdwSWmXH3h4V9g2m0Qvxtm3m3UgHDxzt/u7x/h52cgOw08gozkQ1iH0rumS/nXNZZ2OrETEg9BxO1gX4a++HarbBT+jlxhxPXPuiFyU1BSo7wI73Q+qfEHdHzR1tGIiIiIiJRZw4cPZ/jw4YW+tmrVqnzPO3fuzJ49e66pz5tZ//79ee6555g9ezYzZszgqaeeylsrfd26ddx55508+OCDgLFs14EDB6hXr/hfbE2ZMoX777+fV199Nd/+t956iylTptCjRw8aNWrE119/TXZ2doHZGh4eHoSFhbFixQq6du1aoH8/P+OLvRMnTtC0aVPAmGFRHOvWrWPIkCHcfffdgDFzIzo6Ou/1hg0bYrFYWL16daHLTwH07t0bNzc3Pv/8cxYvXsyaNWuKdW4RuTFyLVaOnE5jc1QiK/bF88fBBM5l5+a9bm82kWOxGsW+T6Ywe5MxU6uyuxNZObkkZ+TgaGfm+R61eKJjdexLqZaDyWSiX/NqtAr3ZcofUXSJ8KNLhH+p9F0qLLnw07/OL2MEzLgDhiwCv9rX1m/yCWNpIvfiXau9nZm6VYqYVWK1QsJBo9h0cWtZWCxG7Yb5/4LUOHD0gLsmG8s/FcXFG+r0vny/lWrA4AUwvbcxs2PWvfDQfGPWR04WLHsNNn1utA3rCPdOu/IyVaWhSiPjURaZ7aD2rbaOQmxISY3y4kL2NWaj8Q9aWcqQioiIiIjITcnd3Z0BAwYwevRokpOTGTJkSN5rtWrV4ocffmD9+vX4+PgwceJETp48WeykxqlTp/jll19YsGABDRo0yPfa4MGDufvuu0lMTGT48OF88skn3H///YwePRovLy82btxIq1atiIiIYNy4cfzrX//C39+f2267jZSUFNatW8czzzyDi4sLbdq04Z133iE8PJz4+HjGjBlTrPhq1arFvHnz6Nu3LyaTif/85z9YLJa818PCwnj44Yd55JFH8gqFHzlyhPj4ePr37w+AnZ0dQ4YMYfTo0dSqVYu2bdsW69wi5dGR02mkZuZQr4rnFQtF32hWq5Xo0+nsj0vh4MkUDsancjA+lUOnUsnKseRrG+jpzC11/elWx592NSqTmpnD1iNn+CvmDH9GJ/J3bDIJqZkANKzqxfv3NSYisJTrOJwX7OvKuDvqX5e+r5rFAr88ayQ0zPbG0kWJh4zExtBFRvHmkrJa4a+vYdG/jT7v+AQa3nv1MR7ZACvfuKQ4dcTFJaHCOlxc/slqLboItV8dGPANVK519XFcyr+OMUNjeh84tgVmDzCu86en4Ogmo02HEdD11euzBJRIOaO/BeWFX11w8TX+8Ty+DUJa2zoiERERERERHn30UaZMmULv3r0JCrpY4PzCsl49e/bE1dWVJ554grvuuoukpKRi9Ttjxgzc3NwKrYfRrVs3XFxc+Oabb3j22WdZuXIl//73v+ncuTN2dnY0adKE9u3bA/Dwww+TkZHBhx9+yEsvvUTlypW5996LX4ZNnTqVRx99lObNmxMREcG7777Lrbde+e7PiRMn8sgjj9CuXTsqV67MyJEjSU5Oztfm888/55VXXuHpp5/m9OnThISE8MorrxR4/95+++3rV6NFxMaOnUnng6UHmL8tFoDQSq7c1aQqdzWtSnjl0l1qLzkjm+V7TrLneDLV/dypH+RJRKBHoQW4z6Rl8UdkAmsOnGLtwQTikjMK7dPZwbjbv2uEP7fU8ad+UP6kjIujHb0aBNKrgXG3f0Z2LruPJ5GckUOHmpVxKKXZGeWC1Qq//Ru2fQMmM/T7yphZML0PnNoLX59PbHiHFL/P7HOw8CXY/o3xPDfLqKdwdBPc+lbJbvqN3Qor34JDK4znZntjVknCfuOx5UvAZMxO8K0OMZsKL0LdsB/0nABO7sU/d3EENjRmaMy400i4fNIcsIKTF9z9OdS5vXTPJ1KOmayXLh4qQPGrrN9wcx4yivTcMgY6/dvW0YiIiIjI9ZSWBu7nB8upqeBW9moslNnPzWVQUe9VRkYGUVFRhIeH4+zsbMMIxVbWrl1Lt27dOHr0aKnXadHvl9hSUno2k1dFMn1dNFm5xmwHZwczGdkXZz40Cfbm7qZV6dOoCpXcna7qPBcSGQt3nmDtwYS8c11gZzZRy9+d+kFe1A/y5Ex6FmsOnGJnbBKXfiPmaG8mIsCDWv7u1Dr/s3aAB9V8XDBfRVHvm47VCktehY2TARPc/V9ofL4eUspJY2ml05HgE24kNjyDLtsdAImHYc5gOLnLSJLcMgay0mHt+8br1VrCfV+DV9XL93Nyt5HM2L/QeG62h6YPGt+tObgaCYQLhb1P7ct/rC2KUMdsMmprZKdBQAPoP8NYokqkNJTxMUZxxxdKahSizA7ONv3PyHhX72JMSRMRERGRiquMDzigDH9uLoOU1JB/yszM5NSpUzz88MMEBgYya9asUj+Hfr/EFjKyc5m54Qif/h5J0rlsANpWr8QrvetSw9+NZXtOMn9bLGsPJpBrMb6SsjebaBbiQ7ualWhfszJNgr2LnOGQkZ1LZHwqu48nsXT3yQKJjJr+7rStXono02nsPp5MYlpWkbFGBHjQsVZlOtX2o1W4b6EzOqSYVrwOaz8wtvt+DM0fzv96UqxRDPvsEahUy0hsXK42xv7fYN6TkJkErpXh3inG92EA+xfD/CcgIwlcK8G9Uy++BsbsixM7jCTF4VXGA6uRGGk0ADq/XPQyWCknIXotnIk2kibBrWxThDrub6PAeNMHwdH1xp9fKq4yPsZQUuMalNnBWfxe+KwN2LvAqCNgf3V3MYiIiIhIOZCbC2vXGtsdO4Jd2fuipcx+bi6DlNSQf5o+fTqPPvooTZo0YcGCBVSteoU7ja+Cfr/kRrBarcQkprPjWBI7j57lt7/jiD17DjCSBqN616FLbb8CdTROpWTy687j/LQtlh3H8i9L5+ZoR6twX9rXrEyIrysH41PZF5fCvhPJHE5Iy0uGXFDL353eDatwe6Mq1A64WL/CarUSl5zB37HJ7D6exO7jybg42NGhVmU61fIj0Et/LwpIT7xYU6K4Vr8Hv79pbPd+H1o9Xni7M0dgWm9IPgb+9eCeL8G+kD+DHbMvJkiqtYL7phecjZEYBd8/BHHnZ3F0HgnO3kYiI/oPIxlyqXp3QddXwC+iZNcmUtGU8TGGkhrXoMwOzqxWeK8mpCfA0MUQqiJyIiIiImI7ZfZzcxmkpIbYgn6/bi67jyfx1dooetYPpGf9gGsqxm21WjlwMpV9cckU9q2RxWrl8Kk0dhw7y67YJM6mZ+d7PdDTmRdvrc09zaphV4ylm44mpvNHZAJ/RCaw4dDpy86uAPB2daBOoAetwysVSGTINVjyKmz41Fhq6Zb/QHDLy7c/scNY1ungEuP5rW9Bu+GXP+b0ISOxkRp35XhaPQm3vll03Yx/1tu4lJOnUfQ7vBPU7F56Bb1F5Loq7vhChcLLE5PJSGTs/QWOblRSQ0RERERERESITkhj8JTNnE7LYv62WJqH+vBK7zo0Dy3+Hfe5Fit/xZxh6e44lu45yZHT6cU+1tHOTN0gTxpX86JJsDe3NaiCi2Px7/4N9nVlYKsQBrYKwWKxsi8uhXWRCaw7lMDJ5ExqB7hTJ9CTOlU8qBvoSYCn0zUlbaQQO783EhoAUathymqo1RNueRWqNM7fNn4f/P6WUfcVwGQH3V67ckIDjNoQD/8C8x4zlngqjLMXdBsLDe+9fF8OLnDXZAhpDRs+A49AqH6+9kVgY7DT154iFZX+dpc3wa2NpEbMJltHIiIiIiLXU3Y2/O9/xvYTT4DDdS5KKSIi5dLp1EyGTDMSGsG+LiSkZLH1yBn6fb6BXvUDeblXBNX93Ascd2Fppp3Hkli5N57le09y+pIZEo72ZppU88bRvvDaFlW8nGkU7E2Tat5EBHoU2a6kzGYT9YI8qRfkyeOdiqh7IKXr5B745Tlju9UTxgyI7bONGRgHl0C9O6HLK0aB7NX/ZyRAsAImaHgfdBlVskLWfrXhyTWlF3+zwcZDRK6sgowxlNQob4LbGD+PbjKWo9KdCSIiIiIVU1YWDD9/x+OQIeV2wCEiItfPuaxcHpvxJ9Gn06nq7cKP/2qHFfhw2QG+//Moi3fHsWzvSR5oFcIdTYI4dL42xd4TyeyLS8kr5H2Bp7M93eoG0KNeAJ1q++HupK+NyqXMFNj0X6M26y1jwDe86LYZyUZtiux0o9h2r3fAbAftn4fV78CuH2DPz7BngVG7wpprHFf3DqNGhX/dG3FFIlJaKsgYQ/87lTdVGoOdE5xLhNORWhNQREREREREpBzKzMllxvojHIxPISUjh9TMnEt+ZuNob+aR9uE82CYUB7uCsyByLVae/W4b22LO4uXiwNePtMTf06id8k6/RjzSIZz/+20fK/bFM3PjEWZuPFKgDzuzieqV3WhfszI96gXQKty30HNJKbqeN6hmpcOWr+CPD43vjQAil8Hd/4OIXoXH8vMw4/slz2rQb4qR0ACoXBP6fQUdXoDf34Z9vxoJjVq3GsmMoKbX5xpERIpBSY3yxt4RqjaDmA0Qs1FJDREREREREZFyaMKifUxfH33ZNuN/2cPMDUcYdVsdetS7WPzbarUy/pfdLNtzEkd7M18ObkFN//zFsmsHeDBlSEs2HDrNxGX7iUlMp3aAB3UCPfLqU9T0d8fJvvi1L+QqWHIhbidErTEeRzaAZxB0+rdRM8JcCu9/Tib8NQPWvH+xALdvDXD2hOPb4NsB0PElIxlx6fk2TDbqYpgdoP/X4Fa5YN8B9eH+WXByN1hyCtbXEBGxASU1yqPg1kZS4+gmaPaQraMRERERERERqfAsFiurD57Cyd5M2+qVrqlQ9e/74vMSGk91qUGQlzPuzva4Ozng7mSPh7M924+e5cNlBzickMYTM7fSprovY26vR4OqXvxvzWFmbDBmXnzYvwmtwosuCN62RiXm1mh31bFKESy5RkHt9MTCX09LgOi1xiMjKf9rpw/C/Cfgj4lGoqFOXzBfxQyZtASj7uraDyDpqLHPKwS6jIRG94PVAkvHwOb/wtr34dgWuHeqkbyIXgfLXjOO6TUBqrW4/LkC6pc8PhGR60RJjfIopA2sw0hqiIiIiIiISJkQFhbG888/z/PPP2/rUKQUZeda+GXHcT5bdYjI+FQA2tesxOjb6tKgqleJ+0tIzeTfP+wAYEi7MEb2qlNouwZVvbizSRCfrzrEV39EsfFwIn0//YPOtf1Ytf8UAGNur8vtjapc5ZXJVbFajUTC72/Dqb3FO8bJE0LbQ/XOxnc6h1bCuo/g1D74fjAENoJb/gO1elx+aaqMJDiy3pjxcXg1xO+++JpHFej0EjQdbKzycUHvdyG4FSx4xkjC/LcT9H4Pfn3BWE6qYX9o+djVvRciIjaipEZ5VK2V8TPhgHFHgGvRd2SIiIiIiIhcD0OGDOHrr7/Oe+7r60vLli159913adSoUamcY9y4cfz0009s3779iu3Gjx9fYH9ERAT79u0rlVjk5pORncvcrcf47+pDHDtzDgAPJ3sycyysizxNn0/+4K4mQbx4awTBvq7F6tNqtfLyDztJSM0iIsCDUbcVntC4wMPZgZd71eGB1iG8t2Q/P28/npfQGNo+jMc6Vr+2i6yIjmyAA4uh7XBw9yu9fq1WOLgMfn8TThhJKZy9jIREYRxcjQRGeOfz9VEv+QouqCm0eNRY/mnjZ8byVLPvg6BmUKlmYSeHxMPGUlJWS/6X/OtDkweg5aPg4FJ4LA3vNWZazHnQqJ/x3QPnj60HfSddvxofIiLXiZIa5ZFbJahUy5iueHRz4cWeRERERERErrNevXoxbdo0AOLi4hgzZgx9+vQhJibmhsdSv359li9fnm+fvb2GvFJyaZk5zNp0hC/XRnEqJROASm6OPNoxnIfahHI2PZsPlu7np+3H+Wn7cRbtiuPhdqEM61oTb1fHy/b9zcYjrNwXj6O9mY8GNsHZoXj1FKr5uPLR/U0Z0i6MT1dGEuzrypjb613ztVYoViusmwQrXje++D+6CR7+Bewcrr3vqDWw8s2LK2Y4ukObp6HtMHDxvro+Xbzhlleh9b+MuDd/Ccf/Mh6X41sDwjsZj7COxU/c+NeFx3+HBcNhz8/g6AH9Z4Kj29XFLyJiQ/qEV16FtD6f1NiopIaIiIhIReTkBL/+enFbbj5paUW/ZmcHzs7Fa2s2g4vLldu6lfyLLScnJwIDAwEIDAxk1KhRdOzYkVOnTuHnZ3zRdvToUV588UWWLl2K2WymY8eOfPTRR4SFhQGwatUqXn75ZXbv3o2DgwP169dn9uzZ/P7773mzLy7ULpg2bRpDhgwpNBZ7e/u8WAoTFhbGo48+yp49e1iwYAHe3t688sorDBs2LK9NTEwMzzzzDCtWrMBsNtOrVy8++eQTAgIC8tr88ssvvP766+zatQt3d3c6duzI/Pnz815PT0/nkUceYe7cufj4+DBmzBieeOKJEr+3cuPlWqz8uPUY7y/dT/z5ZEaQlzNPdKrOgJYhuDgaCQgPZwcm3d+UxzpWZ8Jve1kXeZov10YxZ8tRnu5akyHtwgpNVhw8mcKbC43likbfVoc6gZ4ljrFpiA9ThrS8hqusoDKS4KenYd/5/zdNdkYt0uXjoOdbVz5+7y+w+JWCtS8AsEJmsrFp7wKtHof2zxs3nJYGt0pw6xtGgmTvL5CbVXg710oQ1gG8ql39uZw94b6vjRknPqFQubBZISJSoVWQMYaSGuVVcGvY9o0xU0NEREREKh57e7j9dltHIbbk7l70a717w8KFF5/7+0N6euFtO3eGVasuPg8Lg4SEgu2s1quJMk9qairffPMNNWvWpFIl48u+7OxsevbsSdu2bVm7di329va8+eab9OrVi507d2I2m7nrrrt4/PHH+fbbb8nKymLz5s2YTCYGDBjA33//zeLFi/NmYHh5lbx+waXee+89XnnlFcaPH8+SJUt47rnnqF27Nj169MBisXDnnXfi7u7O6tWrycnJYdiwYQwYMIBV59+/hQsXcvfdd/Pqq68yY8YMsrKyWLRoUb5zfPDBB7zxxhu88sor/PDDDzz11FN07tyZiIiIa4pdrq91kQm88ese9sWlABDs68Izt9TiriZVcbQvvIBzg6pefPNoa9YcTGDCor3si0vhnd/2MW1dFM93r819zathb2ccm5mTy7PfbSczx0Ln2n4MaRd2oy6t4ov7G75/yFieyc4RbnvXKIQ950HY8ClUawn17yr6+P2/wdwhYMkpuo3ZAVoMhY4vgkfRydNr4hFoJEyuN5MJat96/c8jImVTBRljKKlRXgW3MX7GboWcrPxFoERERERERG6AX3/9FffzyZe0tDSqVKnCr7/+itlsfJE7Z84cLBYLX331Vb7ZFt7e3qxatYoWLVqQlJREnz59qFGjBgB169bN69/d3f2KMzAuuDBz4lIPPvggX3zxRd7z9u3bM2rUKABq167NunXr+PDDD+nRowcrVqxg165dREVFERwcDMCMGTOoX78+W7ZsoWXLlrz11lvcf//9+ep3NG7cON85e/fuzdNPPw3AyJEj+fDDD/n999+V1LjOktKzcXe2x85cstoAkfGpTFi0lxX74gHwcLbn2VtqMbhdKE72V14aymQy0bm2Hx1qVuanbbFMXHaA2LPnGD1vF1+uOcxLPSO4rUEg7y3ez94TyVRyc+S9+xrl/X2Qa7TjO/jlecg5B14h0P9rqNrMeK3ds7D+Y/h5mFFPonKtgsdHLjcKdVtyoOF90GV04edx9QUXn+t2GSIiUjKF325wA02ePJmwsDCcnZ1p3bo1mzdffubB2bNnGTZsGFWqVMHJyYnatWsXuDOmpH2WNadTM/kr5gwHT6YU3ahSTeM/1JwMo6CUiIiIiFQs2dkwfbrxyM62dTRiC6mpRT9+/DF/2/j4otv+9lv+ttHRhbe7Cl27dmX79u1s376dzZs307NnT2677TaOHDkCwI4dO4iMjMTDwwN3d3fc3d3x9fUlIyODQ4cO4evry5AhQ+jZsyd9+/blo48+4sSJE1cVS0RERF4sFx6vv/56vjZt27Yt8HzvXmM5oL179xIcHJyX0ACoV68e3t7eeW22b99Ot27dLhvHpUXSTSYTgYGBxMfHX9U1yZVtOnya+/+3gcavL+WWD1bx3eYYMnNyr3jcwZMpjPlpFz0nrWHFvnjszSaGtAtjzb+78nin6sVKaFzKzmyiX/NqrHypM6/1qYevmyOHE9J4etZf9Jq0lq/+iALg3Xsb4e/hfIXe5IrOnTGSGfOfNBIaNbrBk6svJjQAuo2F0PaQlWrM2sj8x79zUWvgu0HGck9174C7voBKNQp/KKEhIhVFBRlj2HSmxpw5cxgxYgRffPEFrVu3ZtKkSfTs2ZP9+/fj7+9foH1WVhY9evTA39+fH374gapVq3LkyBG8vb2vus+y6NedJxi7YDe9Gwby2aDmhTcym40lqA4sNgpVVWtxY4MUERERkesrKwuGDjW277sPHEqh0KmULyWpcXG92l6xKzdq1ry4JvtXX32Fl5cXX375JW+++Sapqak0b96cWbNmFTj2Qs2NadOm8eyzz7J48WLmzJnDmDFjWLZsGW3atClRLI6OjvliuR5cLq1NUgSHf/xdNZlMWCyW6xXSTevP6EQ+XH6AdZGn8/YdOZ3OqHm7mLT8II93qs7AVsG4Ol782iM1M4dfdxxnzp9H2RZzNm9/j3oBjL6tDtX9LrPkWzE52dvxSIdw+rcM5ss1h/lq7WH2n79h8aE2oXSrG3CFHuSyMlNg4xew/hPITAJM0GUUdPo3mP+RiLKzh3unwX87wql98Mtz0O8rY/mlmI0we4Bxo2jtXtBvitFeRKSiqyBjDJv+iz1x4kQef/xxhp5/I7/44gsWLlzI1KlT86YEX2rq1KkkJiayfv36vA+KF4rLXW2fAJmZmWRmZuY9T05OLo3Lu2puTsYfS2rmFe4uuZDUiNloFJQSERERERGxIZPJhNls5ty5cwA0a9aMOXPm4O/vj6dn0UWRmzZtStOmTRk9ejRt27Zl9uzZtGnTBkdHR3Jzr3zXfXFt3LixwPMLy13VrVuXo0ePcvTo0bzZGnv27OHs2bPUq1cPMGZhrFixIm+8KTfe1iNnmLT8AGsPGnVhHOxM3NcimEfah7P6wCn+t+YQcckZvPHrHj5deZBH2ofTPMyHn7bF8uvOE6RnGb9P9mYTt9TxZ2j7cNrWKKWCz5dwd7LnhR61eahtKP9bc5jkc9m80rvulQ+82eRmw/bZsHMOeFaF8E7Gwyc0f7usdNjyFfzxIZxLNPb514Oeb0ONrkX37xEA902H6X3g7x+M71GqNodv7oXsdKhxi1E4W0t6i4iUKzZLamRlZbF161ZGj764XqHZbKZ79+5s2LCh0GMWLFhA27ZtGTZsGD///DN+fn488MADjBw5Ejs7u6vqE2DChAn51kS1NXcn4+6CtMzLFKkC4z9jMGZqWK3G3QYiIiIiIiI3SGZmJnFxcQCcOXOGTz/9lNTUVPr27QvAoEGDeO+997jzzjt5/fXXqVatGkeOHGHevHm8/PLLZGdn87///Y877riDoKAg9u/fz8GDBxk8eDBg3MQWFRXF9u3bqVatGh4eHjg5ORUaS05OTl4sF5hMJgICLt4Zv27dOt59913uuusuli1bxty5c1l4vuB69+7dadiwIYMGDWLSpEnk5OTw9NNP07lzZ1q0MGbGjx07lm7dulGjRg3uv/9+cnJyWLRoESNHjizdN1YKyMzJZcScHSzcZSxPZm82cV+LagzrWpNqPq4A1PR358E2Icz7K5bPVx0iJjGdD5YdyNdP9cpuDGgZzD3NquHnUfjvUmmq7O6kZEZhLLmw6wdYNQHORF3cv+t746d36PkER2djqam1H0Dq+b/flWoatS/q32OsYnEloe3g1jdgySuwZDQ4uEFWCoR1hAGzwEHLgYmIlDc2S2okJCSQm5ub7wMmQEBAAPv27Sv0mMOHD7Ny5UoGDRrEokWLiIyM5OmnnyY7O5uxY8deVZ8Ao0ePZsSIEXnPk5OT862jeqNdmKlxxaRG1WZgdoDUk3D2CPiEXf/gREREREREzlu8eDFVqlQBwMPDgzp16jB37ly6dOkCgKurK2vWrGHkyJHcc889pKSkULVqVbp164anpyfnzp1j3759fP3115w+fZoqVaowbNgwnnzySQD69evHvHnz6Nq1K2fPnmXatGkMGTKk0Fh2796dF8sFTk5OZGRk5D1/8cUX+fPPPxk/fjyenp5MnDiRnj17AkYC5Oeff+aZZ56hU6dOmM1mevXqxSeffJJ3fJcuXZg7dy5vvPEG77zzDp6ennTq1Km03k4pQq7FmpfQsDObuLdZNYbfUpNgX9cCbZ3s7RjYKoT7mldj4a4TfL7qELFnztGzQSADWgbTItRHRbptyWKBfb/A728bS0IBuFY2Vp/ITjfqXMRuNb7j2DbTeFzgFQJdRkKj+0u+VFSbp40bQvf8bCxbFdwaBn4HjgV/h0REpOwrVwsGWiwW/P39+d///oednR3NmzcnNjaW9957j7Fjx151v05OTkXe7WMLF5efukJSw8EFqjSG2D8hZpOSGiIiIiIicsNMnz6d6dOnX7FdYGAgX3/9daGveXp6Mn/+/CKPdXJy4ocffrjiOcaNG8e4ceOu2M7T05Pvv/++yNdDQkL4+eefL9vHPffcwz333FPoa9HR0QX2bd++/YpxSdGsViuv/fw3C3edwMHOxLQhrehQq/IVj7O3M3Nnk6rc2aTqDYhS8qQnwu75xrJS/2TJMZaZittpPHf2gvbPQasnwemSeiaZKcYy21Gr4fBqyMmEVo9Ds4evfpkokwnunGz0becE9/w3/zlFRKRcsVlSo3LlytjZ2XHy5Ml8+0+ePElgYGChx1SpUgUHBwfs7C4Wf6pbty5xcXFkZWVdVZ9lkXtxZ2qAcXdB7J/GHQeNB1znyERERERERESuTVaOhX1xyQR6OePvcfmlfyYtP8isTTGYTPDhgCbFSmiIjVit8MNQOLzq8u0c3Y2ZE22HgYt3wdedPKBWD+NRmpw84KGik6giIlJ+2Cyp4ejoSPPmzVmxYgV33XUXYMzEWLFiBcOHDy/0mPbt2zN79mwsFgvm8+smHjhwgCpVquDoaGTrS9pnWXRx+aliFMQLaQ0bJxtJDREREREREZEbxGq18lfMWVbvj8fD2YGa/u7U9HenqrcLZrMpX7vI+FTWHkzgj8gENh0+TVpWLo72Zh5pH87TXWvg6exQoP8ZG6L5aMVBAF6/swF9GgXdsGu76WWlweYv4XQk9HgdXH2vfMz2WUZCw94ZInoXXvfTtwa0/he4lX5xdhERuXnYdPmpESNG8PDDD9OiRQtatWrFpEmTSEtLY+jQoQAMHjyYqlWrMmHCBACeeuopPv30U5577jmeeeYZDh48yNtvv82zzz5b7D7LA3dH448lK9dCVo4FR/vLFL66UCz85G7ISDKmb4qIiIhI+efkBBeWySlDS6WKlFeFLQ0lJWe1Wtl7IoUFO47zy47jxJ49V6CNk72Z6n5GgsPBbGL9odPEJWfka+PmaEdaVi5frD7E938e5dlbajKoTSgOdsb495cdxxm7YDcAz3evxUNtQq//xQlkZ8CfU+GPiZB2ytiXfBwGzQWzXdHHpZw0CnGDUcS7w/PXPVQREbkKFWSMYdOkxoABAzh16hSvvfYacXFxNGnShMWLF+cV+o6JicmbkQEQHBzMkiVLeOGFF2jUqBFVq1blueeeY+TIkcXuszxwc7r4QSEtMwfHy60Z6REI3qFGEa1jf0LNbjcgQhERERG57uzt4b77bB2FiAgARxPTmfdXLAt2xHLoVFrefjdHO26pG4DFYszGiEpIIzPHwt4Tyew9kZzXztHeTKswXzrUqkyHmpWpV8WT3/fH8/aivRw6lca4X/bw9YYjjOxVBzcnO0Z8vx2rFQa3DeW5brVscck3l5ws2P4NrH4PUo4b+3zCjGTFoRWw5j3oMqro43/7t3GjZZXG0Lb8rJQhInLTqSBjDJPVarXaOoiyJjk5GS8vL5KSkvD09LRJDBFjfiMzx8Lal7sS7Ot6+cbznjCKbXUeCV1fuTEBioiIiMhNryx8bi4vinqvMjIyiIqKIjQ0FFfXK3zuFymh9PR0jhw5Qnh4OM7Ol69dUZSTyRl8vOIgc7YcJcdifH3gaG/mlgh/7mgSRNcIf1wcL96Yl2uxcjQxncj4VCJPpZKemUPLcF9ahvni7FDwTv+cXAvfbTnKpOUHSEjNAoxVi6xW6NOoCh/f3zTfUlZylZJPwLHNhb+WGg/rPzFulgTwrAqdX4Ymg+DvH2H+k4AJBv0AtboXPH7vLzDnQTDZwROroEqj63UVIiJSwRV3fGHTmRpSNHcnezJzskjLKk6x8FZGUiNm4/UPTERERERujJwcmH++oOnddxt3VUmF4+joiNls5vjx4/j5+eHo6IipsHXoRUrAarWSlZXFqVOnMJvNeTUoS+JMWhZfrD7E9PXRZOZYAGhXoxL9mlXj1voBeBRSAwPAzmwirLIbYZXd6M6VV0ywtzPzYJtQ7mpalf+uPsSXaw+TkW2hY63KTOzfRAmN0nDsT5hxF2SlXL6dmz90fBGaDwGH80mwxvcbNTz/nArzHoMnVoPPJUuBnTsLC18ytts/p4SGiEhZV0HGGOUz6puAm5M9p9OySMssTlKjjfEzdivk5oCd/lhFREREyr3MTOjf39hOTS23Aw65PLPZTHh4OCdOnOD48eO2DkcqGFdXV0JCQvIt63wlaZk5TP0jiv+tOUzK+fFoi1Af/t0zgtbVr19xZ3cne168NYIHWoewOSqRW+sFXr6+pBTP8e0w8x4joeETDh5VCrYx20HN7tDqcXB0K/h6r3fg+Dbj8f1geGTJxaTHsv9AahxUqmmsHiEiImVbBRljlM+obwJuTsYfTWpm7pUb+9cFJ0/ITIb43cYaliIiIiIiUi44OjoSEhJCTk4OubnF+PwvUgx2dnbY29sXe+ZPfEoG320+ytfrozmdZiwDVbeKJy/3jKBLhN8Nm0FUxcuFO5tUvSHnqvBO7oGZd0NmknEz5IM/gpN7yfuxd4L+M+C/neDEdlg8CvpOgqg18NcMo03fjy8mOkRERK4zJTXKKPfzxcJTM4oxU8NsB9VawKGVcHSzkhoiIiIiIuWMyWTCwcEBB4fCl/QRuR6sVit/xZxlxoZoFu06QXauUTMjrJIrI26NoE/DKlr+6Xo6vAp+GwWpJwt/3dkTWj4OLR8FB5eS9X3qAMy4A84lQtXmMGju1SU0LvAOgX5fwTf3wtZpENjQqMMB0OIRCGt/9X2LiIiUkJIaZdSFmRrFWn4KjLsuDq006mq0evw6RiYiIiIiIiJl3fGz5/gr5gxO9na4Odnh5miPm5M9bk52ONnbsXzvSWZsiObv2OS8Y5qH+jC4bSi9G1bBwU5LP103Fgus+xBWvglWS9HtziXC0ldhw6fQ6SVoOhjsi1EfJfGwkdBIO2UkHx780UiQXKua3aHLaFj1NiwcYezzCILu46+9bxERkRJQUqOMurj8VDGTGiGtjZ8qFi4iIiIiInJTslqtbDh0mq83RLNsz0ks1isf42hv5s7GQTzcLowGVb2uf5A3u3Nn4aenYP8i43mTQdDuGaCQGTFHN8Ga9yDpKCx8EdZ9ZNStaHR/0bU0z8bA13dAygnwqwsP/QwuPqUXf6d/w7EtELnMeN5nYukkTEREREpASY0yyt2xhDM1qrYAkx0kH4OkY+BV7TpGJyIiIiIiImVFamYO8/86xtcbjhAZn5q3v0FVT+zMZtIyc0jPzCEtK5e0zBxyLFaqervwUNtQBrQIxsetGHf/y7WL2wVzHoIzUWDnBL3fg2aDoah6Jf51oPH9Rt2KNe8ZCYufh8EfH0LdO8BUyGyav38wkiCVasLgn8GtlIu7m81wz/9g3uMQ2Agibivd/kVERIpBSY0yKm+mRlYxkxpO7sa00hPbjdkaDe+9fsGJiIiIiIiITcWnZLA1+gzrDiXw87bjpJy/Ic7V0Y5+zaoxuG0otQI8ChxntVrJyrXgaGe+YcW/Bdg+G359AXIyjPoU/WdAUNMrH2fvZCwx3WQQbPnKSGicjoQ/JhZ9jE8YPPwLeASUWvj5uPoaS1qJiIjYiJIaZZS7cwlnagCEtFVSQ0RERKSicHSEadMubovITctisbL/ZAp/HjnDX0fO8OeRRI4mnsvXpnplNwa3DeWe5tXwdC664LzJZMLJ3u56hywX5GTCbyON4toANXsYMx1cfUvWj6MrtH8WWgw1Zm6cjSminbtRWNwz6NriFhGRiqmCjDGU1Cij3J2MD5lpmbnFPyikDWz6XHU1RERERCoCBwcYMsTWUYiIjUXGp/DMt9vZeyI5336TCSICPGge6kPP+oF0qFkZs1kzL8qUszHw/WA4vg0wQddXoONLxhJOV8vJA9oOK7UQRUTkJlNBxhhKapRRJS4UDkZSA+Dk35CRBM4q8iYiIiIiIlIeWa1W5v55jLELdnMuOxdXRzuahfjQLNSHFqE+NAnxvuyMDLGxg8th3mNw7oxRqLvfV1Czu62jEhERqRCU1Cij3J2uYvkpj0Bj7cwz0XB0C9TSByYRERGRcisnB5YsMbZ79gR7fXQXuVmkZGTz6vy/WbDjOAAdalZm4oDG+Hs42zgyuSKLBda8C6veAawQ1Az6f23U0RAREbG1CjLGKJ9R3wTcHK8iqQFGXY0z0XB0o5IaIiIiIuVZZib06WNsp6aW2wGHiJTMjqNneebbbcQkpmNnNvHirbX5V6caWlqqPEhPhHmPQ+Ry43mLR6DXO0axbxERkbKggowxymfUN4GrWn4KjCWodnyruhoiIiIiIiLliMViZcofUfzf4n3kWKxU9Xbh44FNaR7qY+vQ5EqsVjiwGBa9DEkxYO8MfSZBk4G2jkxERKRCUlKjjLq4/FQJCoWDMVMD4NifkJMF9uW3ir2IiIiIiMjNYP2hBN5etJe/Y41i4Lc1COSdfo3wclHNjDLNaoXDq2DlmxD7p7HPJxwGzITAhjYNTUREpCJTUqOMcnOyA65i+anKtcHFF84lQtxOqNbiOkQnIiIiIiIi1yoyPoUJi/axYl88YNzcNrp3HR5oFYLJpOWmronVClGrjdoW6afh4V/BI6D0+j+ywUhmHPnDeG7vAq2fhI4jwNmr9M4jIiIiBSipUUblzdTIysFqtRb/A63JBMGt4cBvELNBSQ0REREREZEbLD0rh93Hk/F2cSDAyxkPJ/t8Y7pTKZlMWn6A77YcJddixc5sYlDrEJ7tVovK7qq/cM1iNhoJh+i1F/dtn2UkHK7V8e2w4nU4tMJ4budo1M7oMKJ0kyYiIiJSJCU1yqgLNTUsVjiXnYurYwn+qELanE9qbIR2z1ynCEVERERERORSGdm5zNoUw+erIklIzcrb7+JgR6CXM/4eTlRyd2T1/lOkZRlLDd9aL4CRt9Whhp+7rcKuOGL/gt/fulio284RqrWEI+tg1w/XltSwWmH9J7B8HFhzwWwPTR+ETv8Gr2qlEr6IiIgUj5IaZZSrox0mk/G5KTUzp4RJjfN1NWI2Gh1o2rKIiIiIiMh1k51rYe6fx/hk5UFOJGUA4OvmSE6uheSMHM5l5xKVkEZUQlreMY2refFK77q0rl7JVmFXDMknjBkZu3+C/QuNfSY7I+HQ+WVwdIP3a0P8bji5GwLql/wcGcnw89Ow9xfjeb07ofs48K1eWlchIiIiJaCkRhllMplwc7QnNTPHKBbuUYKDg5qAnROkJ8DpQ1C55vUKU0RERESuF0dH+PTTi9siUubkWqws2BHLpOUHOXI6HYAqXs48c0st7mtRDQc7M+lZOcQnZ3IyOYO45AzikzMJreRK97oBmM26Aa3E0hMh+g+jXkbUGkg4cMmLJmg0wEhmVKpxcXetW2Hfr8ZsjZImNU7ugTkPQuIhMDtArwnQ8jHdPCgiIuVTBRljKKlRhrk52Z1PapSwWLi9E1RtDjHrjboaSmqIiIiIlD8ODjBsmK2jEJEixCdn8PC0Lew9kQxAJTdHnu5ak0GtQ3B2sMtr5+poT1hle8Iqu9kq1IrBaoUfhhozMrBe8oIJqjSG8I7Q5EHwr1Pw2Ib3XkxqdHut+AmJnXPhl2chOx08q0L/GapbKSIi5VsFGWMoqVGGGXU1MkktaVIDjLoaMeuNJaiaPVTqsYmIiIiIiNyssnMtDJv9F3tPJOPpbM+TnWswpF1YXm1EuQ7ORMHu+ca2Xx0I72Q8QtuDq+/lj63dCxzdISkGjm6GkNaXb5+TBUtfhc3/M55X7wL9poBb5Wu+DBEREbl2+sRVhrmf/0Bc4pkaYCQ1AI5uLMWIREREROSGyc2FtWuN7Y4dwc7u8u1F5IaZsGgfW6LP4OFkz0/D2lNdRb6vvyPrjZ/BbeDRJSU71sEF6vaFHd/Cru+vnNRYOAK2zTS2O/0buowGs/4NFhGRCqCCjDHMtg5AiuZ2vjj4Vc3UCG5l/DwdCamnSjEqEREREbkhMjKga1fjkZFh62hE5LwFO44zdV0UAB/0b6yExo1yIakR2u7qjm94r/Fz93zIzS663YmdsO0bY3vALLhljBIaIiJScVSQMYaSGmWYW95MjdySH+ziA/71jG3N1hAREREREblmB06mMPKHnQA83aUGt9YPtHFEN5Ej64yfoe2v7vjwLuDmB+mn4fCqwttYrbB0DGCFBv2gbp+rO5eIiIhcV0pqlGHuTsbdIFe1/BRcXIIqRkkNERERERGRa5Gckc2/Zm7lXHYuHWpW5sVbI2wd0s0jKRbORIPJfHFVgpKys4f69xjbu+YW3iZyOUStBjtHo6C4iIiIlElKapRhF2ZqXNXyUwAhbY2fMRtKKSIREREREZGbj9Vq5aXvd3A4IY0gL2c+ur8JdmaTrcO6eVwY0wY2AmfPq++n4X3Gz72/QlZ6/tdyc2Dpf4zt1k+CT9jVn0dERESuKyU1yrBrKhQOEHy++NmJHQU/sImIiIiIiEixfLH6MEv3nMTRzsxnDzankruTrUO6uVzr0lMXVGsB3qGQnQYHfsv/2vZZcGovOHtDxxev7TwiIiJyXSmpUYbl1dTIusqkhncIeASBJQdit5ZiZCIiIiIiIjeHdZEJvLdkHwDj7qhPk2Bv2wZ0M7rWIuEXmEwXZ2vs+uHi/sxU+P1tY7vzSKNGpYiIiJRZSmqUYReXn7qKQuFgfGBTXQ0REREREZGrsvt4Ek99sxWLFe5rXo2BrYJtHdLNJy0BThlJpbwllq/FhaTGwWWQnmhsb/gUUuOMJadaPnbt5xAREZHryt7WAUjRLhQKT83IvvpOQtrC7nmqqyEiIiJS3jg4wLvvXtwWkRvq0KlUBk/ZTHJGDi1CfXjjrgaYTKqjccNdGMv61QG3Stfen38dCGgIJ3fBnp8h4jZY97HxWvdxYO947ecQEREpqyrIGENJjTLM3cn4xUq72pkacHGmxtHNYMkFs10pRCYiIiIi152jI/z737aOQuSmdOxMOg9+tYnTaVk0qOrJ1KEtcXbQWMomSmvpqUs1vNdIauz6AY5vM2psVGsJ9e4qvXOIiIiURRVkjKHlp8owtwszNa62UDhAQH1w9ICsFIjfU0qRiYiIiIiIVEzxyRkM+moTJ5IyqOHnxtdDW+HpXH7vZCz38pIa11gk/FIN+p3v+w/YNtPYvvVNYwlnERERKfOU1CjD3K+1UDgYMzOCWxrb0etKISoRERERuSFyc2HLFuORew0zd0Wk2M6kZfHQlM0cOZ1OsK8Lsx5rQyV3J1uHdfPKSIa4ncZ2adTTuMA7GELOz/ywWqBu34urHIiIiFRkFWSMoaRGGXahUHjatczUAAjvbPyMXHaNEYmIiIjIDZORAa1aGY+MDFtHI1LhpWbmMGTaZvafTMHfw4lZj7Yh0MvZ1mHd3I5uNpIOPmHgVbV0+250vmC42R66jy/dvkVERMqqCjLGUE2NMuzCTI1rWn4KoHZPWD4WotZCVho4upVCdCIiIiIiIuXLn9GJbDh0GrPZhMkEZpMJE8bPpXvi2HEsCR9XB2Y91pqQSq62DleOnF9toDSXnrqg0QBjaavQ9lCpRun3LyIiIteNkhpl2IWZGhnZFnJyLdjbXeXEGr864BUCSTEQtQYibivFKEVERERERMq+VfvjGTp9C1Zr0W3cneyZ8UhragV43LjApGjXo0j4BY5u0O+r0u9XRERErjslNcqwC4XCAdKycvFyucqkhskEtW+FLV/BgSVKaoiIiIiIyE0lOiGNZ7/dhtUKbar7ElbJDYvVisUKFqsVqxUc7cw81DaUBlW9bB2uAGSfg9itxvb1SGqIiIhIuaWkRhnmZG+Hg52J7FwraZk5eLk4XH1ntXoaSY2DS8FqNRIdIiIiIiIiFVxqZg5PzPyT5IwcmoV48/UjrXCyt7vygWJbx/4ESzZ4VAGfcFtHIyIiImWICoWXcaVXLLwj2LtAciyc3F0KkYmIiIiIiJRtVquVl77fwYGTqfh7OPHFg82V0CgvLl16SjfliYiIyCWU1Cjj3BxLqVi4gwuEdzK2Dy65xqhERERERETKvsm/R7J4dxyOdma+eKg5/p7Otg5JiiuvSLiWnhIREZH8tPxUGeeeN1Mj99o7q32rkdA4sBQ6vnjt/YmIiIjI9ePgAGPHXtwWkRJZue8kHyw7AMDrd9anWYiPjSOSYsvJgqObje3Q9raNRUREpCKpIGMMJTXKuAvFwq95pgYYdTV4EY5thvREcPW99j5FRERE5PpwdIRx42wdhUi5dOhUKs99ux2rFR5sE8L9rUJsHZKUxIkdkHMOXHyhcoStoxEREak4KsgYQ8tPlXGlVlMDwDsY/OuB1QKRK669PxERERERkTImKT2bJ2b8SUpmDi3DfHitT31bhyQldenSU2Z9bSEiIiL5aaZGGZe3/FRWKSQ1AGr3hPg9xjJUje4rnT5FREREpPRZLLB3r7Fdt66+2BO5jOxcC38cTGDetliW7YkjI9tCoKczkwc1w9Fef3fKnUuLhIuIiEjpqSBjjPIZ9U3kwkyNUll+Cs4vQQVELgdLKdTpEBEREZHr49w5aNDAeJw7Z+toypXJkycTFhaGs7MzrVu3ZvPmzZdtP2nSJCIiInBxcSE4OJgXXniBjIyMvNfHjRuHyWTK96hTp871vgy5AqvVyvajZxm3YDdt3l7B0Olb+GXHcTKyLVT3c+Orh1vg76HC4GVW9DrjkZOZf78lF2I2GttKaoiIiJSuCjLG0EyNMs69NJefAqjWEpy94dwZOLYFQtqUTr8iIiIiImXAnDlzGDFiBF988QWtW7dm0qRJ9OzZk/379+Pv71+g/ezZsxk1ahRTp06lXbt2HDhwgCFDhmAymZg4cWJeu/r167N8+fK85/b2GkrZ0omkczw6/U/2nEjO21fJzZG+jYO4u2lVGlXzwmQy2TBCuaz1n8LSV41texdjXBreCcI7g8kEmUng6AEBDW0bp4iIiJRJ+iRexl0oFJ6WWUqzKuzsoWZ3+PsHOLBYSQ0RERERqVAmTpzI448/ztChQwH44osvWLhwIVOnTmXUqFEF2q9fv5727dvzwAMPABAWFsbAgQPZtGlTvnb29vYEBgYWO47MzEwyMy/egZ6cnHyZ1lISZ9KyeGjKZiLjU3F2MHNrvUDublqVDrUq42CnxQjKvM1fXkxouPgYN9wd/t14AJiMMTAhrY3xq4iIiMg/lIlPfCWZHj59+vQCU7+dnfNPKb5wZ9Wlj169el3vy7guSn35KTDqagAcWFp6fYqIiIiI2FhWVhZbt26le/fuefvMZjPdu3dnw4YNhR7Trl07tm7dmjcGOXz4MIsWLaJ379752h08eJCgoCCqV6/OoEGDiImJuWwsEyZMwMvLK+8RHBx8jVcnYMxgHzp9C5HxqQR6OrN8RGc+HtiUrnX8ldAoD/6aAYteMrY7vggvR8HTm+C296BOH3D2Auv5G/pq3GK7OEVERKRMs/ltDyWdHg7g6enJ/v37854XNq24V69eTJs2Le+5k5NT6Qd/A5T68lNgzNQwmSF+N5w9Ct4aYImIiIhI+ZeQkEBubi4BAQH59gcEBLBv375Cj3nggQdISEigQ4cOWK1WcnJy+Ne//sUrr7yS16Z169ZMnz6diIgITpw4wfjx4+nYsSN///03Hh4ehfY7evRoRowYkfc8OTlZiY1rlJmTy7++2cr2o2fxdnVg5qOtqObjauuwpLh2fg8LnjW22w6HW/5jLDXlX8d4tH7CqKcRtxPOxkBE78v3JyIiIjctm9/Kcun08Hr16vHFF1/g6urK1KlTizzGZDIRGBiY9/jnoAWMJMalbXx8fIrsLzMzk+Tk5HyPssLN8TrM1HD1NWprABzUbA0RERERuXmtWrWKt99+m88++4y//vqLefPmsXDhQt544428Nrfddhv33XcfjRo1omfPnixatIizZ8/y/fffF9mvk5MTnp6e+R5y9XItVkZ8v4O1BxNwdbRj2pCW1AooPKEkZdDu+TD/ScAKLR+DW980Ehr/ZLaDoKZQ706wc7jhYYqIiEj5YNOkxtVMDwdITU0lNDSU4OBg7rzzTnbv3l2gzapVq/D39yciIoKnnnqK06dPF9lfWZ4a7nY9ZmoA1LrV+KmkhoiIiIhUEJUrV8bOzo6TJ0/m23/y5Mki62H85z//4aGHHuKxxx6jYcOG3H333bz99ttMmDABi8VS6DHe3t7Url2byMjIUr8GKchqtfLaz3+zcOcJHOxMfPFgc5qGFH3TmpQx+xbBj4+B1QJNHzKWmlIRdxEREbkGNk1qXG56eFxcXKHHREREMHXqVH7++We++eYbLBYL7dq149ixY3ltevXqxYwZM1ixYgX/93//x+rVq7ntttvIzS282Pbo0aNJSkrKexw9erT0LvIaXVx+qpQKhV9woa7G4dWQfa50+xYRERGRa+fgAC+9ZDwcdMdycTg6OtK8eXNWrFiRt89isbBixQratm1b6DHp6emYzfmHRXZ2RqFiq9Va6DGpqakcOnSIKlWqlFLkcjkfLjvArE0xmEzw4YAmdKrtZ+uQbk4HlsCa9+HIesjJunxbqxUSImHDZJj7MFhyoGF/6PsRmG2+YISIiMjNq4KMMWxeU6Ok2rZtm29A0q5dO+rWrct///vfvCni999/f97rDRs2pFGjRtSoUYNVq1bRrVu3An06OTmV2Zobbk7GgKpUl58CCGgAnlUhORai/4BaPUq3fxERERG5No6O8N57to6i3BkxYgQPP/wwLVq0oFWrVkyaNIm0tDSGDh0KwODBg6latSoTJkwAoG/fvkycOJGmTZvSunVrIiMj+c9//kPfvn3zkhsvvfQSffv2JTQ0lOPHjzN27Fjs7OwYOHCgza7zZjFjQzQfrzRmxLx+ZwP6NAqycUQ3qYRI+O4BIzkB4OAKIW0gvJPxqNLEGFtGrYWoNcYj5fjF4+vdCXd9biwvJSIiIrZTQcYYNk1qXM308H9ycHCgadOml536Xb16dSpXrkxkZGShSY2yzMP5/EyNrFJOaphMRiJj63TjjhslNURERESkAhgwYACnTp3itddeIy4ujiZNmrB48eK82eExMTH5ZmaMGTMGk8nEmDFjiI2Nxc/Pj759+/LWW2/ltTl27BgDBw7k9OnT+Pn50aFDBzZu3Iifn2YMXE9bohMZ/8seAEb0qM1DbUJtHNFNbPlYI6HhHQJZ6ZCeAIdWGg8Ae2fIych/jJ0TBLcyVglo9STYlbt7KkVERKSMsumnikunh991113Axenhw4cPL1Yfubm57Nq1i969exfZ5tixY5w+fbpcTg+/bjU1AGr1NJIaB5eAVeuaioiIiJQpFgvExBjbISFasqUEhg8fXuR4YtWqVfme29vbM3bsWMaOHVtkf999911phifFkJCayfDZf5FrsXJH4yCeuaWmrUO6eR3ZAPt+BZMZHvge/OpA/N6LMzKi/4DMJDDZQdVm52dvdDYSGg4uto5eRERELlVBxhg2v1WipNPDX3/9ddq0aUPNmjU5e/Ys7733HkeOHOGxxx4DjPVtx48fT79+/QgMDOTQoUO8/PLL1KxZk549e9rsOq/WhaRGdq6VzJxcnOxLcbpu9c7GHTVnY+DkbghsUHp9i4iIiMi1OXcOwsON7dRUcHOzbTwiN0iuxcpz323jZHImNf3dmXBPQ0y6Acs2rFZYOsbYbjYY/Osa2wH1jEebf4ElFxIOgmcQOHvaLlYRERG5sgoyxrB5UqOk08PPnDnD448/TlxcHD4+PjRv3pz169dTr149wCjqt3PnTr7++mvOnj1LUFAQt956K2+88UaZrZtxOW6OF/+I0jJLOanh6AY1usH+hbB3gZIaIiIiIiJicx+tOMi6yNO4ONjx+aBmeTd6iQ3sng+xf4KDG3R5pfA2Zjvwr3Nj4xIREZGbmslqtVptHURZk5ycjJeXF0lJSXh62v5Ok7r/Wcy57FzW/LsrIZVcS7fz7d/CT/8Cv7owbGPp9i0iIiIiVy8tDdzdje0yehdVWfvcXJbpvSqeVfvjGTp9C1YrTBrQhLuaVrV1SDevnEz4tCWcPWIkNLqMtHVEIiIicq3K+BijuJ+Zy+eiWTeZC3cmpV6PuhoRvcBsD6f2GlOGRUREREREbOD42XO8MGc7VisMah2ihIatbfnKSGi4B0K74tW8FBEREbkRlNQoB9ydjCWn0rKuQ1LDxcco4gbGElQiIiIiIiI3WFaOhWGz/+JMejYNq3rxnz71bB3SzS09EVa/a2zf8qqxdLGIiIhIGaGkRjlwXWdqANTta/zco6SGiIiIiIjceBN+28u2mLN4Otvz2aBmODuUYi1BKbm1H0DGWfCvB00G2ToaERERkXyU1CgHLiQ10q5XUqNOHzCZ4cR2OBtzfc4hIiIiIiJSiCW745i2LhqAif2bEOxbynUEpWQSo2Dz/4ztHm8YhcD/n737Do+q2tc4/p2Z9ISEEkgCRHrvUiIKiBoBRYoVbCh21KMeLFcseCxHlGM/ongQBGxgwa6gRmlSIiBNeg8lgQBJSC8z94+VBCMBkpBkz0zez/PsZ1am7Hknh+udld9e6yciIiLiRnysDiCnF1LVRY2Q+nDWubB7MWz8BnrfUzXvIyIiIiJl5+MDd999fCzihQ4ey2bcnHUA3NGvObHtIyxOJMQ9AwW50PwCaHmR1WlERESkMnnJHMNzk9cgx7efKqi6N2k3xBQ1NnytooaIiIiIO/D3h0mTrE4hUmVcLhePfr6OIxm5tIsK5aEBbayOVHM5nXBwA2z9Ef6cA9hgwLNgs1mdTERERCqTl8wxVNTwAMWNwqtqpQaYosbc/4OE5XAsEWpFVt17iYiIiIhIjTfr9wR+2XQQP4ed10Z0xc9HuyNXG5cLjuyAnQtg50LYuQgyk48/3vU6iOxkXT4RERGRU1BRwwME+1Xx9lMAYY2gUQ/YtwI2fQs9b6u69xIRERGR03O5ILnwj4zh4bpiWrzKruQMnv12AwCPDGpDm8haFieqIZwFsO5TWPgfOLyt5GO+QXBWb2hxAfS6w5p8IiIiUrW8ZI6hooYHOL79VBUWNcCs1ti3wmxBpaKGiIiIiLUyM6FBAzNOT4fgYGvziFSS/AInYz9ZTWZuAb2b1+OW85pZHcn7OZ2w8Wv49XlI3mzuc/hB417QrJ85GnUHHz9rc4qIiEjV8pI5hooaHqDKG4UXaT8Ufn4Kdi2GzCMQVLdq309ERERERGqcyQu2s2pPCrX8fXjpmi7Y7Z55haBHcLlgyzz49TlINA3ZCagN590PvW4Hf62QEREREc+jooYHqJZG4QB1m0NEJ0haB5u/h243VO37iYiIiIhIjbJubyqv/bwVgGeGd6BR7UCLE3mxHfPhl+dg7+/mZ79a0Ptu6H0PBIRZGk1ERETkTKio4QGCq6NReJF2Q0xRY8PXKmqIiIiIiEilyc4r4IHZf5DvdDG4UxTDuzayOpJ32rPMFDN2LTI/+wRCzB1w3gNajS8iIiJeQUUND1C8/VRuNRQ12g+F+c/Djl8hOw0CQqv+PUVERERExOu9OHcT2w9l0KCWP88N74jNQxtTuq39f8Av/4ZtP5mfHX7Q4xboMxZqRVibTURERKQSqajhAaqtUThA/bZQrxUc3gpbf4ROV1X9e4qIiIiIiFfblJjG9CW7AJh4VWfqBKshdaVJ2mAuTNv4jfnZ5jCr7s9/BMIaW5tNREREpArYrQ4gp1dtjcIBbDazBRXAhq+q/v1ERERERMTrTZy7GZcLLu0USf82DayO4z12LoR3+hYWNGzQeSTc+zsMfUMFDREREfFaWqnhAYKLixpV3Ci8SPuhsPgV2PYz5GaCX1D1vK+IiIiIHOfjAzfddHws4qGW7TjML5sO4rDbeHhgW6vjeI/cDPj6H+DMh+YXwKAXoIF+vyIiInIKXjLH8NzkNUhxo/DcfFwuV9XvPRvVFcLOgtQ9sD3u+MoNEREREak+/v4wfbrVKUTOiMvl4oUfNgFwba9omoUHW5zIi/z6PBzdBaGNYcT74F/L6kQiIiLi7rxkjqHtpzxA0fZTLhdk5lbDao2/bkG19pOqfz8REREREfFKc9cnsjohhSA/B/dd1MrqON5j30pY9pYZX/aqChoiIiJSo6io4QECfR3YCxdnVEtfDYBu15vbTd9BSkL1vKeIiIiIHOdyQUaGOVwuq9OIlFtegZOJ8zYDcFvf5jSoFWBxIi+Rnwtf/QNcTuh0NbQeYHUiERER8RReMsdQUcMD2Gy24r4a6dVV1IjoAE37gqsAfp9SPe8pIiIiIsdlZkJIiDkyM61OI1Jus39PYGdyBvWC/bijX3Or43iP316Hg39CUD3TR0NERESkrLxkjqGihocIqe5m4QDnjDG3K2eYJnQiIiIiIiJlkJGTz2s/bwXgvotaFc9n5Awd2gwLJ5rxoBchONzaPCIiIiIWUFHDQ1T7Sg2A1oOgdhPITlFvDRERERERKbOpi3eSnJ5Dk3pBXNvrLKvjeAenE76+DwpyodUA6HSV1YlERERELKGihocILl6pUY1FDbsDYu404+XvePQ+ayIiIiIiUj2S03N4Z8F2AB4a0AY/H007K8WKqZCwDPxCTHNwm83qRCIiIiKW0LdLDxHi7wAgI7caixoA3W4A32A4tBF2zK/e9xYREREREY/z5i/byMgtoFOjMAZ3irI6jndISYCf/2XGsf+CsMZWphERERGxlDY29RDBfhZsPwUQEAZdrzPNwpdPhhYXVO/7i4iIiIiIx9h9OIMPl+8GYNwlbbHbtZqghIJ8mH09pOyBpn2gWT9och4E1T3xuTnHYPdS2LkANn0LuelwVm/ocWv15xYRERFxIypqeIgQK7afKhJzpylqbJkHh7dDvRbVn0FERERERNze2/O3k1fgol/r+pzbUk2sT7B7MWyZa8YHN0D8/wAbRHU2BY6GZ0PSn7BzIexbCa6C468NqA1D3gC7NlwQERGRmk1FDQ9xvFF4wWmeWQXCW0HLi2HbTxA/BS55ofoziIiIiNQ0DgdcddXxsYibS8vO46vV+wG4p78uhCrVxm/MbfP+EN4adiyA5M1wYI05/q5OM1PsaNYPml8AwfWqNa6IiIh4GS+ZY6io4SGKixrZFqzUADjnLlPU+OMDuOAxCAi1JoeIiIhITREQAJ9+anUKkTL78o99ZOUV0KpBCL2albKdUk3ndMLGb834nHug9QAzPpYIOxeZbaYS10L9tscLGbXPsi6viIiIeB8vmWOoqOEhihuFW7H9FECLi8yVRMlbYPVHpsghIiIiIiICuFwuPly2B4DrY87CZlMvjRPsjYf0RPAPhebnH7+/ViR0vtocIiIiInJa2ozTQxSv1Mi1qKhhs5neGgDx75irjERERERERICVu4+yOekYAb52Lj+7sdVx3FPR1lOtB4GPv7VZRERERDyYihoeItjKRuFFulwL/mFwZAds/dG6HCIiIiI1QUaGubDEZjNjETf2wbLdAAzt0pCwQF+L07ghlws2fG3G7YZYm0VERERqLi+ZY6io4SFC3KGo4RcMZ99oxsvfti6HiIiIiIi4jSMZuXy/LhGA62OaWJzGTR1YA6l7wCcQWsZanUZERETEo6mo4SGKt5/KKbA2SK87wGaHHfPh8HZrs4iIiIiIiOU+W5lAboGTTo3C6BJd2+o47mlj4SqNVrHgF2RtFhEREREPp6KGh7C8UXiROk2gaV8z1hZUIiIiIiI1mtPp4qPlxxuEy0kU9dNoN8zaHCIiIiJeQEUND+EWPTWKtLzI3G7/xdocIiIiIiJiqSXbD7PrcCa1/H0Y0qWh1XHc08FNkLwFHH7QeqDVaUREREQ8nooaHiLYr2j7KTcoarS40NzuWgz5OdZmERERERERy3y43DQIv/zsRsUXYsnfFG091bw/BIRaGkVERETEG6io4SGKGoXn5DvJL3BaGyaiIwQ3gLxMSFhubRYREREREbFEUlo2P25IAtQg/JSKihrthlqbQ0RERMRLqKjhIf561VOG1c3CbbbjqzW0BZWIiIhI1XA44NJLzeFwWJ1G5ASzf0+gwOmiZ9M6tImsZXUca+xbBRmHT/74kZ2QuA5sDmhzafXlEhERESmNl8wxVNTwEH4+dvwc5n+u9Fw32oJKRQ0RERGRqhEQAN99Z46AAKvTiJSQX+Dk4/iiBuE1dJXG7iUw5QKYfB4c2VH6c4oahDc9D4LrVV82ERERkdJ4yRxDRQ0PEuxvqmdu0Sy8eX9ze2ANpB+yNIqIiIiIiFSv+ZsPcSA1mzpBvgzqGGl1HGssnWRujx2AGUMhZc+Jz9HWUyIiIiKVTkUND1K0BZVbNAuvFQERncx4x3xLo4iIiIiISPUqahB+dY9oAnw9d+uCCju6CzZ/b8ZhZ0FqgilspO0//pzUfbD3dzNue1m1RxQRERHxVipqeJCiZuFusVIDoMUF5lZbUImIiIhUvowMCA42R0aG1WlEiu1PyWL+FrNa+9peZ1mcxiK/vwsuJzS/AG6dB3WawtGdprCRftA8Z9N35jY6BkKjLIsqIiIiUsxL5hgqangQ9ytq/KWvhstlbRYRERERb5SZaQ4RN/L9ugO4XNCraV2ahQdbHaf65WbAqplmHHMXhDaEm76B0MZweCvMHGaah2vrKREREXFHXjDHUFHDgxzffqrA4iSFzuoNPoGQnggHN1qdRkREREREqsF36w4AcFmXGrr6YO1syE6FOs2g1QBzX+2z4KavISQSDm6AmUNh92/msXbaekpERESkMqmo4UHcbqWGbwA0Pc+MtQWViIiIiIjX23s0kz/2pGCzUTMbhLtcsPwdM465E+x/mVLXa2FWbATXh6T1ZnuqqC5mayoRERERqTQqaniQYH/TgM8tGoUX+esWVCIiIiIi4tV+WJcIQEyzujSoFWBxGgvsXACHNoFfCHS97sTH67eGUV9BYB3zs7aeEhEREal0PlYHkLILdreVGnC8qLH7N8jLNqs3RERERETEK31buPXU4M4NLU5ikaJVGl2vg4Cw0p8T0QFumWd6apwzpvqyiYiIiNQQbrFSY9KkSTRt2pSAgABiYmKIj48/6XOnT5+OzWYrcQQElPxDusvlYvz48URFRREYGEhsbCxbt26t6o9R5dxu+ymA+m2hVhTkZ8OeJVanERERERGRKpJwJJM1CSnYbTCoQw3ceurIDtj8gxn3uuPUz63fBvo9DH41sJG6iIiISBWzvKgxe/Zsxo4dy1NPPcWqVavo0qULAwcO5ODBgyd9TWhoKAcOHCg+du/eXeLxiRMn8sYbbzB58mSWL19OcHAwAwcOJDs7u6o/TpVyu0bhADabtqASERERqQp2O5x/vjnsln9tFyluEH5O83rUr+VvcRoLxL8LuKBlLIS3sjqNiIiISPl5yRzD8uSvvPIKt99+O6NHj6Z9+/ZMnjyZoKAgpk2bdtLX2Gw2IiMji4+IiIjix1wuF6+99hpPPPEEw4YNo3PnzsycOZP9+/fz5ZdfVsMnqjpuuf0U/KWo8au1OURERES8SWAgzJ9vjsBAq9OI8N3aoq2noixOYoGcdPjjfTOO0ZZSIiIi4qG8ZI5haVEjNzeXlStXEhsbW3yf3W4nNjaWpUuXnvR16enpNGnShOjoaIYNG8aff/5Z/NjOnTtJTEwscc6wsDBiYmJOes6cnBzS0tJKHO4opLBReEaumxU1ml8A2CBpPRxLtDqNiIiIiIhUst2HM1i3L7Xmbj215mPISYN6LY9f1CUiIiIilrC0qJGcnExBQUGJlRYAERERJCaW/sfxNm3aMG3aNL766is++OADnE4n5557Lnv37gUofl15zjlhwgTCwsKKj+jo6DP9aFUi2K9o+yk3K2oE14OoLma8Y76lUUREREREpPIVbT11botw6oXUsK2nnE6I/58Z97rTo7dqEBEREfEGHvdtrHfv3owaNYquXbty/vnnM2fOHOrXr88777xT4XOOGzeO1NTU4iMhIaESE1cet2wUXkR9NUREREQqV0YG1K9vjowMq9NIDVejt57a8SskbwG/WtD1WqvTiIiIiFScl8wxLC1qhIeH43A4SEpKKnF/UlISkZFlW9Ls6+tLt27d2LZtG0Dx68pzTn9/f0JDQ0sc7uh4Tw03ahRe5K99NZxOa7OIiIiIeIvkZHOIWGhncgZ/7k/DYbcxsKZtPeV0wuJXzbjbDeBfy9o8IiIiImfKC+YYlhY1/Pz86N69O3FxccX3OZ1O4uLi6N27d5nOUVBQwLp164iKMlcMNWvWjMjIyBLnTEtLY/ny5WU+p7sqKmq43fZTANG9wDcYMg7CwT9P/3wREREREfEI3xdvPVWPusF+FqepZotfgV2LwOEPMXdYnUZEREREcIPtp8aOHcuUKVOYMWMGGzduZMyYMWRkZDB69GgARo0axbhx44qf/8wzz/Djjz+yY8cOVq1axQ033MDu3bu57bbbALDZbDzwwAM899xzfP3116xbt45Ro0bRsGFDhg8fbsVHrDQhfylquFwui9P8jY8/NO1jxtviTv1cERERERHxGN8Wbj11WU3bemr7r/Drv8148MtQt7m1eUREREQEAB+rA4wYMYJDhw4xfvx4EhMT6dq1K3Pnzi1u9L1nzx7sf2nEdvToUW6//XYSExOpU6cO3bt3Z8mSJbRv3774OY888ggZGRnccccdpKSk0KdPH+bOnUtAQEC1f77KFOzvAKDA6SIn30mAr8PiRH/T4kLYOg+2zIU+D1idRkREREREztD2Q+lsPJCGj93GgPY1aOup1L3w+a3gcsLZo+DsG61OJCIiIiKFbC63u+TfemlpaYSFhZGamupW/TWcThfNH/segBVPxBIe4m9xor9JSYA3uoIzH279GaJ7Wp1IRERExHNlZEBIiBmnp0NwsLV5SuGu35vdkaf+rv4bt5WXf9rC+a3rM+OWXlbHqR75ufDeJbBvBUR1gVt+BF/PvkBOREREBHD7OUZZvzNbvv2UlJ3dbiPIz6zOyHDHvhq1o6HzSDNe9JK1WURERERE5Ix9V9hPY3BN2nrqx8dNQSMgDK6ZqYKGiIiIiJtRUcPDuHWzcIA+/wSb3WxBdWCN1WlEREREPJfdDj16mMOur+1S/bYdPMamxGP4OmwMrClbT639FOL/Z8ZXTIE6TS2NIyIiIlKpvGSO4bnJa6iiZuEZOQUWJzmJ8JbQ4QozXqjVGiIiIiIVFhgIv/9ujsBAq9NIDfTd2kQA+rQMJyzI1+I01SBpA3xznxn3exhaD7Q2j4iIiEhl85I5hooaHqZ24WTicHqOxUlOod9D5nbj13Bwo7VZRERERESkQhZtPQTAJR1rwNZTWSnwyY2QlwnN+0P/cVYnEhEREZGTUFHDwzSuEwTAvpQsi5OcQoN20G6IGS96xdosIiIiIiJSbi6Xi82JxwDoEl3b2jBVLXE9TLkADm+D0EZw5VSwO6xOJSIiIiInoaKGh2lU2ywL2nvUjYsaAH0LV2us/wwOb7c2i4iIiIgnysyEpk3NkZlpdRqpYfalZHEsJx9fh43m9YOtjlN11syCd2PhyA4IOwuumw3B4VanEhEREakaXjLHUFHDwzSu4yFFjYZdodUAcDlhsVZriIiIiJSbywW7d5vD5bI6jdQwmw6YVRot6ofg6/DCaWN+Dnz7T/jiTsjPgpaxcOcCiOxkdTIRERGRquMlcwwv/Hbq3Y4XNTygktbvYXO7Zhak7LE2i4iIiIiIlNmmxDQA2kWFWpykCqQkwLRBsGIaYIP+j8F1n0JQXauTiYiIiEgZqKjhYYp7ahzNwuXu1bToXtDsfHDmw2+vW51GRERERETKaFNhP422kbUsTlLJtv8C7/SD/asgsA5c/xn0/z+wa2osIiIi4in0zc3DFK3UOJaTT1pWvsVpyqBotcaq9yHtgLVZRERERESkTIqKGm28qaixdyV8NAKyjkDDbnDnQmgVa3UqERERESknFTU8TICvg/AQfwASPGELqqZ9IPocKMiBpW9anUZERERERE4jO6+AnckZgBdtP5VxGD4ZBQW50PoSGD0Xap9ldSoRERERqQAVNTyQxzQLB7DZjq/WWDENMpKtzSMiIiIiIqe07WA6BU4XdYJ8aVDL3+o4Z85ZAHNug7S9ULcFXPEO+AZYnUpEREREKkhFDQ/kUc3CAVpeZJZ352XCopetTiMiIiLiGWw2aN/eHDab1WmkBvnr1lM2b/i3t+BF00vDJxBGvA8BYVYnEhEREbGGl8wxVNTwQI0Kixr7UjxgpQaY/wO58Ekzjp8CR3ZYm0dERETEEwQFwZ9/miMoyOo0HmXSpEk0bdqUgIAAYmJiiI+PP+XzX3vtNdq0aUNgYCDR0dH885//JDs7+4zO6ck2HUgDoG2kF2w9teVHU9QAGPoGRHSwNo+IiIiIlbxkjqGihgdqXMf8g/OI7aeKtLwIWlwIzjyIe8bqNCIiIiLipWbPns3YsWN56qmnWLVqFV26dGHgwIEcPHiw1Od/9NFHPProozz11FNs3LiRqVOnMnv2bB577LEKn9PTbU4yKzXaRXl4k/Cju2HO7Wbc8zbofI21eURERESkUqio4YE8qqfGX138LGCDP7+AhN+tTiMiIiIiXuiVV17h9ttvZ/To0bRv357JkycTFBTEtGnTSn3+kiVLOO+887juuuto2rQpAwYM4Nprry2xEqO85wTIyckhLS2txOEpNh4o2n7Kg1dq5GWbxuDZKdCoOwx83upEIiIiIlJJVNTwQNGe1lOjSGRH6Hq9Gf/4BLhc1uYRERERcWeZmdChgzkyPex7n0Vyc3NZuXIlsbGxxffZ7XZiY2NZunRpqa8599xzWblyZXERY8eOHXz//fdceumlFT4nwIQJEwgLCys+oqOjK+MjVrnk9ByS03Ow2aB1RIjVcSruh0fgwGoIrAtXzwAfL2h4LiIiInKmvGSOoaKGB2pU22w/dSw7n9SsPIvTlNOFj5sGfQnLYNO3VqcRERERcV8uF2zYYA5dDFImycnJFBQUEBERUeL+iIgIEhMTS33NddddxzPPPEOfPn3w9fWlRYsW9O/fv3j7qYqcE2DcuHGkpqYWHwkJCWf46arH5sIm4U3rBRPk52Nxmgpa+ymsmgHY4Mp3obZnFJREREREqpyXzDFU1PBAgX4OwkP8AA9crRHaEHrfY8Y/PQUFHlaUERERERGvMn/+fJ5//nneeustVq1axZw5c/juu+949tlnz+i8/v7+hIaGljg8wcbCJuFtIjy0n4bTCQteMON+D5vefiIiIiLiVVTU8FCNPLFZeJE+D0BwfTiyHVZOtzqNiIiIiHiJ8PBwHA4HSUlJJe5PSkoiMjKy1Nc8+eST3Hjjjdx222106tSJyy+/nOeff54JEybgdDordE5PtqlwpUZbT20Svv0XOLwN/EPhvPusTiMiIiIiVUBFDQ/VuLaHNgsH8K8F/R814/kTIDvV2jwiIiIi4hX8/Pzo3r07cXFxxfc5nU7i4uLo3bt3qa/JzMzEbi85LXI4HAC4XK4KndOTFW0/1dZTm4Qvn2xuu91g5h0iIiIi4nVU1PBQjQubhe/zxKIGwNk3Qb1WkHkYFr9mdRoRERER8RJjx45lypQpzJgxg40bNzJmzBgyMjIYPXo0AKNGjWLcuHHFzx8yZAhvv/02s2bNYufOnfz00088+eSTDBkypLi4cbpzeov8AidbkoqKGh5YEEjeBtt+AmzQ8zar04iIiIhIFfHQzm9SVNTwuJ4aRRy+cPHTMOs6WPYW9LwVwhpbnUpEREREPNyIESM4dOgQ48ePJzExka5duzJ37tziRt979uwpsTLjiSeewGaz8cQTT7Bv3z7q16/PkCFD+Pe//13mc3qLXYczycl3Eujr4Ky6QVbHKb/4/5nb1gOhXgtrs4iIiIhIlbG5XB7c5ryKpKWlERYWRmpqqts29Pt100FGT/+d9lGhfH9/X6vjVIzLBe9dCnuWQJfr4PK3rU4kIiIi4j4yM6F9ezPesAGC3O+PzJ7wvdldeMLv6ru1B7jno1V0ja7Nl/ecZ3Wc8slOg1faQW463PgFtLjQ6kQiIiIi7sfN5xhl/c6s7ac8lMev1ACw2WDAc2a85mNIXGdtHhERERF3EhQEu3aZw80mG+KdNiWmAR669dTqj0xBI7wNNL/A6jQiIiIi7slL5hgqanioRoVFjbTsfFKz8ixOcwYad4eOVwIu+Gm81WlERERERGqsjQc8tJ+G0wnx75hxzB3m4ikRERER8VoqanioID8f6gX7AR7cLLzIhU+C3Re2/wLb4qxOIyIiIiJSI21OKlypEeWe22Od1Laf4cgO8A+DziOtTiMiIiIiVUxFDQ/mFVtQAdRtBr1uN+OfnjJXWomIiIjUdFlZ0LOnObI8/CIWcXvHsvNIOGL+nXncSo3lk83t2TeCf4i1WURERETcmZfMMVTU8GCNiosanvsPsFi/h82VVUnrYO1sq9OIiIiIWM/phBUrzKGLPqSKbUkyW09FhgZQO8jP4jTlcGgLbI8DbMcvlBIRERGR0nnJHENFDQ/WuI5p5rIvxQuKGkF1oe9YM/7lOcjzgs8kIiIiIuIhivtpRHnYKo34/5nbNpdCnaaWRhERERGR6qGihgfzmu2nisTcCaGNIW0vLH/H6jQiIiIiIjXG5kRT1GjjSVtPZaXA6o/MOOZOS6OIiIiISPVRUcODNfam7acAfAPhwifMeNErkHnE2jwiIiIiIjXEpkTTJLxdpAc1CV/9IeRlQP120Kyf1WlEREREpJqoqOHBiraf8pqiBkDnayCiE+SkwsL/WJ1GRERERMTruVwuNiV62PZTzoLjW0/F3Ak2m7V5RERERKTaqKjhwRrVNis1UrPySMvOszhNJbE7YMAzZhw/BY7stDaPiIiIiIiX25+azbHsfHzsNpqHh1gdp2x2LoCjuyAgzFwYJSIiIiI1hooaHizY34e6wX4A7POm1RotLjSHMw9+edbqNCIiIiLWCQ83h0gV2nTAbD3VskEIfj4eMkVc95m57XgV+AVbm0VERETEk3jBHMNDvrHKyXhdX40isU8DNlj/OexbaXUaERERkeoXHAyHDpkjWH+0lapTvPWUpzQJz8uCDV+bcaerrc0iIiIi4km8ZI6hooaHK9qCau/RTIuTVLKoztBlpBnHPWNtFhERERERL1ZU1GjjKU3Ct/4IuccgLBqiY6xOIyIiIiLVTEUND1e0UsOrtp8q0n8c2H1gx3zY9ZvVaUREREREvFLR9lMe0yR83afmtuOVYNeUVkRERKSm0TdAD9e4ThDghdtPAdRpAt1uNONfnweXy9o8IiIiItUpKwv69zdHlhd+1/uLpk2b8swzz7Bnzx6ro9Q4OfkF7EjOAKCdJ6zUyEqBLT+asbaeEhERESkfL5ljqKjh4Yp7aqR42fZTRfo9BA4/2L0Ydi60Oo2IiIhI9XE6YcECczidVqepUg888ABz5syhefPmXHzxxcyaNYucnByrY9UI2w6mU+B0ERboS0Sov9VxTm/Tt1CQA/XbQUQHq9OIiIiIeBYvmWOoqOHhvHqlBkBYY+g+2ox//bdWa4iIiIh4oQceeIDVq1cTHx9Pu3bt+Mc//kFUVBT33nsvq1atsjqeV9tz2Fwc1aJ+MDabzeI0ZVC09VSnq8AT8oqIiIhIpVNRw8M1KlypkZKZx7HsPIvTVJG+Y8EnABKWw7Y4q9OIiIiISBU5++yzeeONN9i/fz9PPfUU7777Lj179qRr165MmzYNly5wqXQZuQUA1ArwtThJGRxLPL56u9NV1mYREREREcuoqOHhQvx9qBNkJiD7Urx0tUatSOh5mxlrtYaIiIiI18rLy+OTTz5h6NChPPjgg/To0YN3332XK6+8kscee4zrr7/e6oheJzM3H4AgP4fFScpg/RxwOaFxL6jT1Oo0IiIiImIRH6sDyJlrXCeIo5mp7D2SRVtPaO5XEec9ACumwf5VsGUutLnE6kQiIiIiUklWrVrFe++9x8cff4zdbmfUqFG8+uqrtG3btvg5l19+OT179rQwpXfKLFypEeTnAVPD4q2n1CBcREREpCbTSg0v0Kh2YbPwo17aLBwgpD70usOMtVpDRERExKv07NmTrVu38vbbb7Nv3z5eeumlEgUNgGbNmjFy5EiLEnqvzBwPWalxeLu5wMnmgA7DrU4jIiIiIhbygMtx5HQaF/bV8Nrtp4qcdz/8/i4kroON30D7oVYnEhEREalaQUFWJ6gWO3bsoEmTJqd8TnBwMO+99141Jao5ildq+Lt5UWPdZ+a2eX8IaWBpFBERERGP5gVzDK3U8AJFRY29R728qBFUF84ZY8bzJ4DTaW0eERERkaoUHAwZGeYIDrY6TZU6ePAgy5cvP+H+5cuXs2LFCgsS1RxFjcKDfN34ejeXS1tPiYiIiFQGL5ljqKjhBRrXMdU1ry9qAPS+B/zD4OAG2PCF1WlEREREpBLcc889JCQknHD/vn37uOeeeyxIVHNkFTYKD3bnlRoH1sDhreATAG0HW51GRERERCzmFkWNSZMm0bRpUwICAoiJiSE+Pr5Mr5s1axY2m43hw4eXuP/mm2/GZrOVOAYNGlQFyd1D47o1oKdGkcA6cO69ZvzLc3BgrbV5REREROSMbdiwgbPPPvuE+7t168aGDRssSFRzFK3UCHTnnhpFqzRaD4KAUGuziIiIiIjlLC9qzJ49m7Fjx/LUU0+xatUqunTpwsCBAzl48OApX7dr1y4eeugh+vbtW+rjgwYN4sCBA8XHxx9/XBXx3UJRo/CjmXmkFzb682oxd0FQPTiyA97pC9Mvg80/aDsqERER8S7Z2TB4sDmys61OU6X8/f1JSko64f4DBw7g4+PG2yJ5gazCokawn5v+np0FsP5zM9bWUyIiIiJnxkvmGJYXNV555RVuv/12Ro8eTfv27Zk8eTJBQUFMmzbtpK8pKCjg+uuv5+mnn6Z58+alPsff35/IyMjio06dOic9X05ODmlpaSUOT1IrwJfaQb4A7KsJW1AFhMLoH6DjlWBzwK5F8PFIeLMHxE+B3AyrE4qIiIicuYIC+P57cxQUWJ2mSg0YMIBx48aRmppafF9KSgqPPfYYF198sYXJvF9G4fZTbrtSY/cSOHYAAsKglf4tiIiIiJwRL5ljWFrUyM3NZeXKlcTGxhbfZ7fbiY2NZenSpSd93TPPPEODBg249dZbT/qc+fPn06BBA9q0acOYMWM4fPjwSZ87YcIEwsLCio/o6OiKfSALHW8WXgO2oAKo3waumgYPrIXz7jd9No5sh+8fglfaw/o5VicUERERkTJ66aWXSEhIoEmTJlxwwQVccMEFNGvWjMTERF5++WWr43k1t1+pUbT1VPth4ONvbRYRERERcQuWFjWSk5MpKCggIiKixP0REREkJiaW+prFixczdepUpkyZctLzDho0iJkzZxIXF8eLL77IggULuOSSSyg4SfWp6KqwoqO0JoXurmgLqhrRLPyvwhrDxc/A2A1wyX+gbnPIToGv74OMZKvTiYiIiEgZNGrUiLVr1zJx4kTat29P9+7def3111m3bp1HXnDkSdx/pcZv5rbdUGtziIiIiIjbcNPLcUp37NgxbrzxRqZMmUJ4ePhJnzdy5MjicadOnejcuTMtWrRg/vz5XHTRRSc839/fH39/z77qp3GdIAD2pdSwokYR/xCIuQN63gpTLoADa2DBRLh0otXJRERERKQMgoODueOOO6yOUeMUr9Twd8OiRn6O6aMHENHB2iwiIiIi4jYsLWqEh4fjcDhOaAqYlJREZGTkCc/fvn07u3btYsiQIcX3OQubQ/v4+LB582ZatGhxwuuaN29OeHg427ZtK7Wo4Q1q3PZTJ2N3wMXPwsyhsGIqxNwJ9U78NyEiIiIi7mfDhg3s2bOH3NzcEvcPHaqr9KtKRo4pagT5uuH1boe3g8sJ/qFQK8rqNCIiIiLiJir0zTUhIQGbzUbjxo0BiI+P56OPPqJ9+/blurrKz8+P7t27ExcXx/DhwwFTpIiLi+Pee+894flt27Zl3bp1Je574oknOHbsGK+//vpJl6bv3buXw4cPExXlvV+Ei1ZqJBypoSs1/qr5+dBqAGz9EX7+F4x43+pEIiIiInIKO3bs4PLLL2fdunXYbDZcLhcANpsN4KTbyMqZcTpdZOUVFjXccaVG8mZzG94aCv8tiIiIiIhUqKfGddddx6+//gpAYmIiF198MfHx8Tz++OM888wz5TrX2LFjmTJlCjNmzGDjxo2MGTOGjIwMRo8eDcCoUaMYN24cAAEBAXTs2LHEUbt2bWrVqkXHjh3x8/MjPT2dhx9+mGXLlrFr1y7i4uIYNmwYLVu2ZODAgRX5uB6hef1gALYePEZegdPiNG4g9mmw2WHj15AQb3UaERERETmF+++/n2bNmnHw4EGCgoL4888/WbhwIT169GD+/PlWx/NaRQUNgCB37KlxqLCoUb+NtTlERERExK1UqKixfv16evXqBcAnn3xCx44dWbJkCR9++CHTp08v17lGjBjBSy+9xPjx4+natSurV69m7ty5xc3D9+zZw4EDB8p8PofDwdq1axk6dCitW7fm1ltvpXv37ixatMjj+2acSrN6wdQK8CE7z8nmxGNWx7FeRHvoer0Z//gEFF7tJyIiIuIxgoPNdxiXy4y92NKlS3nmmWcIDw/Hbrdjt9vp06cPEyZM4L777rM6ntfKLOynYbNBgI+KGiIiIiJez0vmGBXafiovL6+4QPDzzz8X73Hbtm3bchUgitx7772lbjcFnPbKrL8XUQIDA5k3b165M3g6u91Gl8a1WbwtmTV7U+jYKMzqSNa74HFY9xkkLIeN30B77cUsIiIi4o4KCgqoVasWYPru7d+/nzZt2tCkSRM2b95scTrvlZmbD0CgrwO73Q23d0reYm7DVdQQERERkeMqtFKjQ4cOTJ48mUWLFvHTTz8xaNAgAPbv30+9evUqNaCUXdfo2gCs3pNiaQ63ERoF5xYWy37+FxTkWRpHRERERErXsWNH1qxZA0BMTAwTJ07kt99+45lnnqF58+YWp/NeRSs1gvzcsEm4swCSt5px/dbWZhERERERt1KhosaLL77IO++8Q//+/bn22mvp0qULAF9//XXxtlRS/YqLGgkpluZwK+fdD8H14ch2WDnd6jQiIiIiZZedDVdfbY7sbKvTVKknnngCp9P0hXvmmWfYuXMnffv25fvvv+eNN96wOJ33Klqp4Zb9NI7ugoIccPhD7SZWpxERERHxDl4yx6jQJTn9+/cnOTmZtLQ06tSpU3z/HXfcQVBQUKWFk/LpelZtALYdSudYdh61AnytDeQO/GtB/0fhuwdh/gvQeQQEhFqdSkREROT0Cgrgs8/MuJx96zzNwIEDi8ctW7Zk06ZNHDlyhDp16mCzueG2SF7i+EoNNyxqFG891RrsbphPRERExBN5yRyjQis1srKyyMnJKS5o7N69m9dee43NmzfToEGDSg0oZRce4k/jOoG4XLB2b6rVcdzH2TdBvZaQmQy/vW51GhERERH5i7y8PHx8fFi/fn2J++vWrauCRhXLyHHjokZxk3BtPSUiIiIiJVWoqDFs2DBmzpwJQEpKCjExMbz88ssMHz6ct99+u1IDSvloC6pSOHwh9mkzXjoJ1s8xe/SKiIiIiOV8fX0566yzKCjQ97PqlpVntp8K9nfDnhpFRQ01CRcRERGRv6lQUWPVqlX07dsXgM8++4yIiAh2797NzJkzteetxYqKGn+oWXhJbQdD076QnwWfjYY3e5geG/k5VicTERERqfEef/xxHnvsMY4cOWJ1lBqlaKVGoK8brtRILlqpoaKGiIiIiJRUoUtyMjMzqVWrFgA//vgjV1xxBXa7nXPOOYfdu3dXakApn26FfTVWJ6Tgcrm0ZL+IzQYjP4Jlb8HyyXBkB3xzP/w6AXrfAz1Gm/4bIiIiIlLt3nzzTbZt20bDhg1p0qQJwcHBJR5ftWqVRcm8W1ZhTw23W6nhcsGhwp4aKmqIiIiIyN9U6Ntry5Yt+fLLL7n88suZN28e//znPwE4ePAgoaFqwmylDg3D8LHbSE7PYV9KFo3rqHF7sYBQ0zT83H/Ayhmw9E1I2wc/PQmLXoIBz8HZo6xOKSIiIlLjDB8+3OoINVJGrtl+KtDdemocOwC5x8DmgLotrE4jIiIiIm6mQkWN8ePHc9111/HPf/6TCy+8kN69ewNm1Ua3bt0qNaCUT4Cvg3ZRoazbl8rqhBQVNUrjFwy974aet8G6T2Dxa3B4K3w7FloNhFoRVicUERERqVGeeuopqyPUSMUrNdytqHFok7mt2xx8/KzNIiIiIiJup0I9Na666ir27NnDihUrmDdvXvH9F110Ea+++mqlhZOK6RIdBsBq9dU4NR8/6HYD3BMPjXuCMw/+mGl1KhEREREjKAjS080RpAtVpPIdX6nhZttPaespERERkarhJXOMChU1ACIjI+nWrRv79+9n7969APTq1Yu2bdtWWjipmK7RdQDTV0PKwG6Hnreb8YrpUJBvaRwRERERwPQECw42h5f3SbPb7TgcjpMeUjUy3XWlRlGT8PDW1uYQERER8TZeMseo0CU5TqeT5557jpdffpn09HQAatWqxYMPPsjjjz+O3V7hWolUgq7RtQFYty+VvAInvg7973Fa7YfBvHGQthe2zoO2g61OJCIiIlJjfPHFFyV+zsvL448//mDGjBk8/fTTFqXyfpk5pqgR5G5FjUOFRQ2t1BARERGRUlSoqPH4448zdepUXnjhBc477zwAFi9ezL/+9S+ys7P597//XakhpXyahwdTK8CHY9n5bE48RsdGYVZHcn++AdDtRvjtNfj9XRU1RERExHo5OXDnnWb8zjvg729tnio0bNiwE+676qqr6NChA7Nnz+bWW2+1IJX3y8wrKmq42/ZTKmqIiIiIVAkvmWNU6BL+GTNm8O677zJmzBg6d+5M586dufvuu5kyZQrTp0+v5IhSXna7rXi1hragKoceowEbbP8FDm+3Oo2IiIjUdPn5MGOGOfJr5vaY55xzDnFxcVbH8FqZOebflVut1Mg8ApnJZqztp0REREQql5fMMSpU1Dhy5EipvTPatm3LkSNHzjiUnDkVNSqgTlNoNcCMV0yzNIqIiIhITZeVlcUbb7xBo0aNrI7itYp6agT5u9FKjaJVGmHR4BdsbRYRERERcUsVKmp06dKFN99884T733zzTTp37nzGoeTMqahRQT1vM7d/fAC5mdZmEREREakh6tSpQ926dYuPOnXqUKtWLaZNm8Z//vMfq+N5rcxcN1ypcWiTudXWUyIiIiJyEhW6JGfixIkMHjyYn3/+md69ewOwdOlSEhIS+P777ys1oFRMUVFj+6F00rLzCA3wtTaQp2h5EdRuAim74c850O0GqxOJiIiIeL1XX30Vm81W/LPdbqd+/frExMRQp04dC5N5t+KVGu5U1EjeYm7DVdQQERERkdJVqKhx/vnns2XLFiZNmsSmTeZKmiuuuII77riD5557jr59+1ZqSCm/eiH+RNcNJOFIFmsTUunTKtzqSJ7B7oAet8DPT5mG4SpqiIiIiFS5m2++2eoINdLxooYbbj9VX/00RERERKR0Fdp+CqBhw4b8+9//5vPPP+fzzz/nueee4+jRo0ydOrUy88kZ6BptrmpbnXDU4iQeptuN4PCH/X/AvpVWpxERERHxeu+99x6ffvrpCfd/+umnzJgxw4JE3s/lchVvPxXsTis1iosaJ/ZwFBERERGBMyhqiPvr0jgMUF+NcguuBx0uN+PfVaQTERERqWoTJkwgPPzElcUNGjTg+eeftyCR98vJd+J0mbHbNArPSYe0vWYcrpUaIiIiIlI6FTW8WLezagOmqOFyuawN42mKGoav/xwyj5R8LD8XVs2E/3aHt8+D7LTqzyciIiLeLygIDh40R1CQ1Wmq1J49e2jWrNkJ9zdp0oQ9e/ZYkMj7FW09BRDo6yYrNYr6aQTXh6C61mYRERER8UZeMsdQUcOLdWgYho/dRnJ6LnuPZlkdx7M07gGRnSE/G1Z/aO7Lz4UV00wx4+t/wOFtkLQeFr1sbVYRERHxTjYb1K9vjr800fZGDRo0YO3atSfcv2bNGurVq2dBIu+XkWO2ngrwteOwu8m/r6KihraeEhEREakaXjLHKNc64yuuuOKUj6ekpJxJFqlkAb4O2kWFsm5fKqsTUoiu67nVt2pns5nVGt/cZ7ag8gmAxa8dXw4fEgFtLoGV02HZW9D9Zqh74tWFIiIiInJ61157Lffddx+1atWiX79+ACxYsID777+fkSNHWpzOO2XluWOT8E3mVltPiYiIiMgplOsbbFhY2GkfHzVq1BkFksrVNbp2cVFjSJeGVsfxLJ2ugh+fhKM74fuHzH21ouC8B6D7TabQcXQX7JgPP42HEe9bGFZERES8Tk4OjB1rxq+8Av7+1uapQs8++yy7du3ioosuwsfHTFGcTiejRo1ST40qUrRSI8itmoQXrdRoY20OEREREW/lJXOMchU13nvvvarKIVWka3Rt3l+2mzVqFl5+fsHQ8xZY/CqENoI+/4RuN4JvwPHnDHweJveBjV/DrsXQtI91eUVERMS75OfDW2+Z8cSJHjvhKAs/Pz9mz57Nc889x+rVqwkMDKRTp040adLE6mheKyu3aKWGGxU1kjebW63UEBEREakaXjLHcKO1xlIVuhY2C1+3L5W8Aie+DrVRKZcLn4S2QyCyI/iU8n/kER3M1lMrpsHccXDHfLC70cRQRERExIO0atWKVq1aWR2jRsjIdbPtp/Jz4MgOM1ZPDRERERE5Bf2F28s1qxdMaIAPOflONiceszqO57E7oHH30gsaRS54HPxDIXEtrPm4+rKJiIiIeIkrr7ySF1988YT7J06cyNVXX21BIu+Xmetm208d3g4up/leXSvS6jQiIiIi4sZU1PBydruNLtG1AVi156i1YbxVcDic/4gZxz0DOSoeiYiIiJTHwoULufTSS0+4/5JLLmHhwoUWJPJ+me62UuOvW0/ZbNZmERERERG3pqJGDXBO83oALNySbHESL9brTqjbHNKTTA8OERERESmz9PR0/Pz8Trjf19eXtLQ0CxJ5v0x366lR3CRcW0+JiIiIyKmpqFEDnN+6PgBLtieTk19gcRov5eMHA54z4yVvwtHd1uYRERER8SCdOnVi9uzZJ9w/a9Ys2rdvb0Ei75eZY7afCvZ3l6LGJnNbX03CRUREROTU3GStsVSl9lGhhIf4k5yew4pdRzmvZbjVkbxTm0uhWT/YuRB+fgqunm51IhERERGP8OSTT3LFFVewfft2LrzwQgDi4uL46KOP+OyzzyxO550y88zFToG+bjIlTC5cqRHextocIiIiIuL2tFKjBrDbbcWrNeZvPmhxGi9ms8HA5wEb/PkF7F5qdSIRERHxZIGBsHOnOQIDrU5TpYYMGcKXX37Jtm3buPvuu3nwwQfZt28fv/zyCy1btrQ6nldyq5UazgJI3mrG9VXUEBEREakyXjLHUFGjhujfxhQ1Fmw5ZHESLxfZCc4eZcZf3Q1Zas4uIiIiFWS3Q9Om5rB7/9f2wYMH89tvv5GRkcGOHTu45ppreOihh+jSpYvV0bxSUU+NQHfoqXF0FxTkgE8A1D7L6jQiIiIi3stL5hiem1zKpW+rcOw22JKUzv6ULKvjeLfYf0FYNBzZAZ/fbq48ExEREZHTWrhwITfddBMNGzbk5Zdf5sILL2TZsmVWx/JKRUWNYD832H5q9xJzW68V2N2gyCIiIiIibk1FjRqidpAf3c6qA8D8zVqtUaWC6sKID8yVZtt+gl//bXUiERER8US5ufDww+bIzbU6TZVJTEzkhRdeoFWrVlx99dWEhoaSk5PDl19+yQsvvEDPnj2tjuiVMnPN9lOWr9TY/it896AZt7zI2iwiIiIi3s5L5hgqatQg6qtRjRp2haH/NeNFL8OGryyNIyIiIh4oLw9eeskceXlWp6kSQ4YMoU2bNqxdu5bXXnuN/fv389///tfqWDVChjus1Nj1G3x8rdl6qu1lcOET1mURERERqQm8ZI6hokYNUtRXY8n2w+TmOy1OUwN0vgZ632vGX4yBpA3W5hERERFxMz/88AO33norTz/9NIMHD8bh0NZD1SWrsKgRZNVKjYTf4aNrID8LWl4MV00Dh681WURERETEo6ioUYN0bBhGeIgf6Tn5rNytBtbVIvZpaHY+5GXArOvUOFxERETkLxYvXsyxY8fo3r07MTExvPnmmyQnJ1sdq0bIKNx+ypKixv4/4IMrITcdmvWDEe+Dj3/15xARERERj6SiRg1it9vo16pwC6ot2oKqWjh84Kr3IOwsOLoTPr9NjcNFRERECp1zzjlMmTKFAwcOcOeddzJr1iwaNmyI0+nkp59+4tixY1ZH9FrHV2pU8/ZTievh/cshJxXO6g3XzgLfwOrNICIiIiIeTUWNGub8wi2oFqhZePUJrgcjPwSfQNj2M/zyrNWJRERERNxKcHAwt9xyC4sXL2bdunU8+OCDvPDCCzRo0IChQ4eW+3yTJk2iadOmBAQEEBMTQ3x8/Emf279/f2w22wnH4MGDi59z8803n/D4oEGDKvRZ3UVGTuFKDf9qXKlxaDPMHGZWLzfqAdd9An7B1ff+IiIiIuIVVNSoYfq2qo/NBpsSj5GYmm11nJojqjMMe9OMF78Ki18Dl8vSSCIiIiLuqE2bNkycOJG9e/fy8ccfl/v1s2fPZuzYsTz11FOsWrWKLl26MHDgQA4eLH2l8pw5czhw4EDxsX79ehwOB1dffXWJ5w0aNKjE8yqSzZ1k5VVzTw2XC2ZdD5nJENkZbvgcAkKr571FRERExKuoqFHD1A32o0vj2gAs0BZU1avTVdDvYTP++SmY9xg41bBdREREpDQOh4Phw4fz9ddfl+t1r7zyCrfffjujR4+mffv2TJ48maCgIKZNm1bq8+vWrUtkZGTx8dNPPxEUFHRCUcPf37/E8+rUqVPhz2a13HwneQXmAptq234qdS8c3gp2H7jxCwisXT3vKyIiIiJeR0WNGqh/4RZU87UFVfW78AkY8JwZL3sL5twG+TnWZhIRERH3FBgI69ebI1A9B8oiNzeXlStXEhsbW3yf3W4nNjaWpUuXlukcU6dOZeTIkQQHl9wWaf78+TRo0IA2bdowZswYDh8+fMrz5OTkkJaWVuJwF0X9NKAaV2rs/8PcNmgHweHV854iIiIiUpKXzDFU1KiBzm9tihqLtyaTV6CVAtXu3H/AFVPMVWrrP4cPr4Zs95nkioiIiJuw26FDB3PY9bW9LJKTkykoKCAiIqLE/RERESQmJp729fHx8axfv57bbrutxP2DBg1i5syZxMXF8eKLL7JgwQIuueQSCgoKTnImmDBhAmFhYcVHdHR0xT5UFcjINf00/Bx2fB3V9G+rqKjRsFv1vJ+IiIiInMhL5hiem1wqrHPj2tQJ8uVYTj5/7EmxOk7N1Pka0xjRNxh2LoDpgyFd24GJiIiIWGnq1Kl06tSJXr16lbh/5MiRDB06lE6dOjF8+HC+/fZbfv/9d+bPn3/Sc40bN47U1NTiIyEhoYrTl11m4UqNwOpapQF/KWqcXX3vKSIiIiJeSUWNGshht9GvddEWVPpDumVaXgQ3fwtB4ZC4FqZeDNviIHmbWblxukbiLhfkHFNfDhEREW+Vmwv/+pc5cnOtTuMRwsPDcTgcJCUllbg/KSmJyMjIU742IyODWbNmceutt572fZo3b054eDjbtm076XP8/f0JDQ0tcbiLzMKVGsHV2SRcKzVERERErOclc4xq6gon7qZ/m/p8tXo/8zcf4pFBba2OU3M1Ohtu/RE+uAKO7jK3RXyDIKQBhESaRoq5GZCdevzISQOXE+q3hTsXgo+/VZ9CREREqkJeHjz9tBk//DD4+VmbxwP4+fnRvXt34uLiGD58OABOp5O4uDjuvffeU772008/JScnhxtuuOG077N3714OHz5MVFRUZcSudtW+UuPoTshOAYcfNGhfPe8pIiIiIifykjmGW6zUmDRpEk2bNiUgIICYmBji4+PL9LpZs2Zhs9mKJyxFXC4X48ePJyoqisDAQGJjY9m6dWsVJPdc/VrVx2aDDQfSOJiWbXWcmq1eC7jlR2g/HOq2AL9a5v68TFPoSFgGW+bCrkVmRUfKbjMpdBWu0Di0CdZ9alF4EREREfcyduxYpkyZwowZM9i4cSNjxowhIyOD0aNHAzBq1CjGjRt3wuumTp3K8OHDqVevXon709PTefjhh1m2bBm7du0iLi6OYcOG0bJlSwYOHFgtn6myFa/U8K+ma9yKVmlEdAQfz5w4i4iIiIj7sHylxuzZsxk7diyTJ08mJiaG1157jYEDB7J582YaNGhw0tft2rWLhx56iL59+57w2MSJE3njjTeYMWMGzZo148knn2TgwIFs2LCBgICAqvw4HqNeiD+dGoWxdm8qC7Yc4uoe7tO4sEaqFQHXzDj+c24GpCfBsSRzm3UU/GtBQJg5/EPN7eoP4JfnYOkk6Ho92GzWfQYRERERNzBixAgOHTrE+PHjSUxMpGvXrsydO7e4efiePXuw/60p4ubNm1m8eDE//vjjCedzOBysXbuWGTNmkJKSQsOGDRkwYADPPvss/v6euVK2eKWGbzWt1NDWUyIiIiJSiWwu1+k27q9aMTEx9OzZkzfffBMwy8Ojo6P5xz/+waOPPlrqawoKCujXrx+33HILixYtIiUlhS+//BIwqzQaNmzIgw8+yEMPPQRAamoqERERTJ8+nZEjR542U1paGmFhYaSmprrV3reV7ZUfN/PGL9sY3DmKSdepYZ9HykqBVztAbjrc8Dm0jLU6kYiIiFSWjAwICTHj9HQIDrY2TylqyvfmyuBOv6tPfk/gkc/XcmHbBky7uWfVv+H0y8yq46Fvwtk3Vv37iYiIiEjp3HyOUdbvzJZuP5Wbm8vKlSuJjT3+h1i73U5sbCxLly496eueeeYZGjRoUGoTv507d5KYmFjinGFhYcTExJz0nDk5OaSlpZU4aoLz25iVMIu2HCInv8DiNFIhgbWhW+HEcMmblkYREREREc9QtP1UtfTUcDph/2ozbqQLqURERETkzFla1EhOTqagoKB4KXiRiIgIEhMTS33N4sWLmTp1KlOmTCn18aLXleecEyZMICwsrPiIjq4ZWzF1ja5NVFgAadn5fLFqn9VxpKLOGQM2O+z4FRLXWZ1GRERERNxcRuH2U8HVUdQ4sh1yj4FPIIS3qfr3ExERERGv5xaNwsvq2LFj3HjjjUyZMoXw8PBKO++4ceNITU0tPhISEirt3O7MYbdxa59mAPxv4Q4KnJbuRCYVVacJtB9mxksnWZtFRERERNxeVmFRI8ivGlos7ltlbqM6g8Pylo4iIiIi4gUs/VYZHh6Ow+EgKSmpxP1JSUlERkae8Pzt27eza9cuhgwZUnyf0+kEwMfHh82bNxe/LikpiaioqBLn7Nq1a6k5/P39PbbJ35m6ttdZ/PeXbexIzuCnDYkM6hh1+heJ++n9D/jzC1j3GVz0FITqf0cRERGPFxAA8fHHxyKVJKNw+6mg6lipoSbhIiIiIu7DS+YYlq7U8PPzo3v37sTFxRXf53Q6iYuLo3fv3ic8v23btqxbt47Vq1cXH0OHDuWCCy5g9erVREdH06xZMyIjI0ucMy0tjeXLl5d6zpou2N+HUb2bAPD2gh1Y3DdeKqpxdzirNzjzIP4dq9OIiIhIZXA4oGdPcziq4Y/PUmMcX6mhooaIiIhIjeIlcwzLt58aO3YsU6ZMYcaMGWzcuJExY8aQkZHB6NGjARg1ahTjxo0DICAggI4dO5Y4ateuTa1atejYsSN+fn7YbDYeeOABnnvuOb7++mvWrVvHqFGjaNiwIcOHD7fwk7qvm85tir+PnTUJKSzbccTqOFJR5/7D3K6YBjnp1mYREREREbeVUV3bTxXkQ+JaM1ZRQ0REREQqieWbmo4YMYJDhw4xfvx4EhMT6dq1K3Pnzi1u9L1nzx7s9vLVXh555BEyMjK44447SElJoU+fPsydO5cAD15SU5XCQ/y5pkc07y/bzeQF2+ndop7VkaQiWl8CdVuYZox/fADn3GV1IhERETkTubnw+utmfP/94OdnbR7xGlnVtf1U8hbIywS/EKjXqmrfS0REREROz0vmGDaX9hs6QVpaGmFhYaSmphIaGmp1nGqx53Am/V/6FacLvr+vL+0b1ozP7XV+fxe+exBqN4H7/gC75y4jExERqfEyMiAkxIzT0yE42No8paiJ35sryp1+V9f+bxlLdxzmjWu7MbRLw6p7oz8+gK/ugSZ9YPR3Vfc+IiIiIlI2bj7HKOt3Zsu3nxL3cFa9IAZ3NhOadxZutziNVFiX6yCwLqTsho3fWJ1GRERERNxQZl7h9lO+VXwBTHE/ja5V+z4iIiIiUqOoqCHF7uzXHIBv1x4g4UimxWmkQvyCoOetZrzkv6CFWCIiIiLyN5k5hdtP+VdXUUP9NERERESk8qioIcU6Ngqjb6twCpwu3l20w+o4UlG97gCHH+xbASunw5Ed4HRanUpERERE3ERmdTQKz8+FxPVmrKKGiIiIiFQiyxuFi3sZc34LFm1NZvaKBO67qBX1QvytjiTlFdIAOo+AP96Hbx8w9/kEQv3WUL8dNGgL0THQ5FxLY4qIiIiINTILG4UHV2Wj8EMboSAHAsKgbvOqex8RERERqXFU1JASereoR+fGYazdm8qMpbsZe3FrqyNJRVz4BLiccGAtJG+B/Cw4sMYcRTpdDZf+BwLrWJdTRERERKpd0UqNwKosauxbZW4bdgObrereR0RERERqHBU1pASbzcZd57fg7g9XMXPpLu46v3nVLkuXqlErEoa/ZcYF+XB0FxzaZK6YS1xvmoiv+xR2/QbDJ0GLCy2NKyIiIiLVo8DpIiffbE0aXJXf89VPQ0RERESqiP5aLScY2CGSZuHB7EzOYFZ8Arf0aWZ1JDkTDh8Ib2mOdpeZ+/augC/uhMPb4P3LoeftcPHT4BdsbVYRERE5LiAAfv31+FikEhRtPQVVvFJDRQ0RERER9+Mlcww1CpcTOOw2butrChnTl+yiwOmyOJFUusY94M5Fpqk4wO9TYHJfU+wQERER9+BwQP/+5nBU4R+fpUYp2nrKYbfh71NF08G8bDi4wYxV1BARERFxH14yx1BRQ0p1RbfGhAX6sudIJr9uOmh1HKkKfkGmp8YNc6BWQziyHaZeDL9OAGeB1elEREREpAoUFTWCfB3YqqrXRdKf4MyHoHoQFl017yEiIiIiNZaKGlKqQD8HI3uZCch7S3ZanEaqVMuL4O4lpnG4ywkLXoCZw+BYotXJREREara8PJg0yRx5eVanES+RkWO2nwryr8qtp9QkXERERMQteckcQ0UNOalRvZtit8Fv2w6zJemY1XGkKgXWgSvfhSumgG8w7FpktqPaMd/qZCIiIjVXbi7ce685cnOtTiNeIiuvcKVGtTQJP7vq3kNEREREys9L5hgqashJNaodyMAOkYDprSE1QOdr4I750KA9ZByEmcPh1+dP3I4qPwc2z4Uv7oIXzoJpl2jLKhEREREPULxSQ03CRURERMRDqaghp3TzuU0BmLNqLymZnlu9k3Ko3xpui4OzRwEuWPCi2Y4qZc/xQsZ/WsHHI2DNx5CdCnuWwJ9fWJ1cRERERE4jq6inRlUVNXIz4NAmM1ZRQ0RERESqgIoackq9mtWlfVQo2XlOZv+eYHUcqS5+QTD0v3D5/45vR/Vap+OFjJxUCImEXncWFj+AhS+B02ltbhERERE5pYzcKt5+KnGd6dMWEgmhUVXzHiIiIiJSo6moIadks9m4+bymAMxcupv8Av3RukbpMuL4dlRwvJAx+gcYuxEunQgXPwv+oXBoI2z6xtK4IiIiInJqWblm+6ngqmoUvu8vTcJFRERERKqAihpyWkO7NKRusB/7UrL4eeNBq+NIdavfGu5YAGOWHi9kNDkX7IX/+QisDTF3mfHC/4DLZVlUERERETm1opUagb5VtFJj1yJz27hH1ZxfRERERGo8FTXktAJ8HVzbKxqA937baXEasYSPH0S0P17I+LtzxoBfiNluYMvc6s0mIiIiImWWWVjUqJKVGnlZsP1XM241oPLPLyIiIiKCihpSRjee0xSH3cbynUfYsD/N6jjiboLqQs/bzHjBi1qtISIiUhn8/eHbb83h7291GvESmTlm+6nAqmgUvnMR5GdBaCOI7FT55xcRERGRM+MlcwwVNaRMIsMCuKRjJAAzluyyNoy4p973gk8g7P8DtsVZnUZERMTz+fjA4MHm8KmirYKkxsnMK1ypURWNwotW7LYeCDZb5Z9fRERERM6Ml8wxVNSQMhtd2DD8y9X7OJKRa20YcT8h9aHnrWa8cKJWa4iIiIi4oaKVGkGVvVLD5YIt88y49aDKPbeIiIiIyF+oqCFldvZZdejUKIycfCcfx++xOo64o3P/AQ5/SFgOOxdanUZERMSz5eXB9OnmyMuzOo14iaKeGkGVvVIjaT2k7TUrd5v1q9xzi4iIiEjl8JI5hooaUmY2m614tcb7S3eTV+C0NpC4n1qR0P0mM174H2uziIiIeLrcXBg92hy5WiUrleN4UaOSV2oUbT3VvD/4BlbuuUVERESkcnjJHENFDSmXwZ2jCA/xJzEtW6s1pHTn3Q92X9i1CHYvqbzz7v8DFr0MOemVd04RERGRGiYzt4q2nyreempg5Z5XRERERORvVNSQcvH3cfBAbCsAXv5xi3pryInCGkO3G8x4wcTKOWfyNpgxFOKegTm3g7Ogcs4rIiIiUsNUyfZT6Ydg7wozVlFDRERERKqYihpSbtf2Oot2UaGkZuXx8o+brY4j7qjPP8HuAzt+hbWfQEF+xc+VmwGzb4CcNPPz5u8h7unKySkiIiJSwxQXNfwrcaXGtp8AF0R2htCGlXdeEREREZFSqKgh5eaw2/jXkPYAfBS/h/X7Ui1OJG6nThPoMtKM59wOr7aHH5+AgxvLdx6XC76+Dw5thJAIGPi8uf+312H1R5WbWURERKQGqJLtpzb/YG7bXFJ55xQREREROQkVNaRCYprXY0iXhrhc8PQ3f+JyuayOJO5m0Itwzj0QVA/Sk2DJf+Gtc+B//SF+CmQeOf05lr8D6z8zqz6ungG974G+D5nHvrkf9iyv0o8gIiIi4m2KVmoEV9b2U/m5sP0XM9bWUyIiIiJSDVTUkAobd0lbAn0d/L7rKF+v2W91HHE3/iEw6HkYuwlGfgRtLzPFif1/wPcPwasdYfFrZiJcmt1L4cfHzXjAc9Cktxlf8Lg5V0EuzLoOUtSwXkRERKQsnE5XcVEjsLJWauz+DXLTIbgBRHWrnHOKiIiIiJyCihpSYQ1rB3LPBS0AmPD9JjJyzqBvgngvHz9oOxhGfggPbjYrOCI6Ql4G/PwUTD4Ptv9a8jXHEuHTm8CZDx2vhJi7jj9mt8MV/4PITpCZDB9fCznp1fuZREREqoO/P3zyiTn8/a1OI14gO7+geFxpKzW2zDO3rQeY72kiIiIi4r68ZI6hb51yRm7r25zouoEkpmXz1vxtVscRdxccDufcBXcuguFvQ3B9SN4C7w+HT0ZB6l4oyINPR5stq+q3gyFvgM1W8jx+wXDtLHNFYNJ6mHMHOJ2WfCQREZEq4+MDV19tDp9K+gO01GgZOaaoYbNBgG8lTAVdLthS2E+jtfppiIiIiLg9L5ljqKghZyTA18GTg03T8CkLd7L7cIbFicQj2O3Q9Tq4d4VZhWGzw4av4M2e8P7lsGcJ+IfCiA/MNlalCWtstrVy+MPm7+CLO2HvCjO5FhEREZETZBVuPRXk68D294tGKiJ5CxzdBQ4/aN7/zM8nIiIiIlIGKmrIGbu4fQR9W4WTW+Dk2W83Wh1HPElgbbjkRbNy46zekJcJuxaZxy6fDOEtT/366J4w7E0zXvcJvHsRvNYJ5j0OCfFavSEiIp4tPx8+/dQc+drmU85cRq75dxRYaVtPzTW3Tfue/EIUEREREXEfXjLHUFFDzpjNZuOpIe3xsdv4eWMS8zcftDqSeJrIjjD6B7i8sFfGgH+bPhxl0fkauPEL03vDNxhSE2DpmzD1YnitoylwZKdWbX4REZGqkJMD11xjjpwcq9OIFyhqEh7sX0lNwov7aQyqnPOJiIiISNXykjmG526cJW6lZYNa3HxuU95dvJNnvt3AeS3D8XWoZiblYLNBlxHmKK8WF5ojLwu2xcGGL2HzD5C2zxQ4Dm+Haz8+sTeHiIiISA2SWbRSw7cSihqZR2DPMjNuPfDMzyciIiIiUkb6q7NUmvtiWxEe4seOQxnMXLrb6jhSE/kGQrvL4Mp34eHtcPV0sPuaBpbrP7c6nYiIiIiljq/UqIRr27bFgasAGrSHOk3O/HwiIiIiImWkooZUmtAAXx4c0AaA13/ewpGMXIsTSY3mGwAdLofzHzE/f/8wpB+yNpOIiIiIhYpWagT5VcJKjaJ+GlqlISIiIiLVTEUNqVTX9IimfVQoadn5vPLTZqvjiECff0JEJ8g6At8/ZHUaEREREcsUrdQ446JGQT5s+8mM1U9DRERERKqZihpSqRx20zQc4KPle9iUmGZxIqnxHL4wfBLYHKbXxoavrE4kIiIiYonMnKKixhluP5W0HrJTISAMGveshGQiIiIiImWnooZUupjm9bi0UyROFzzzzQZcLpfVkaSmi+piVmwAfPeQaWwpIiIiUsNU2kqNA2vMbVRXsFfCVlYiIiIiIuWgooZUiXGXtMPPx86S7Yf5cUOS1XFETG+N8DaQcRDmjrM6jYiIyOn5+cF775nDz8/qNOIFKq2nRuJacxvV5QwTiYiIiEi18pI5hooaUiWi6wZxR9/mADz//UZy8gssTiQ1no8/DH8LbHZYOwu2zLM6kYiIyKn5+sLNN5vD19fqNOIFjq/UOMPtp4pXaqioISIiIuJRvGSOoaKGVJkx/VvQoJY/uw9n8t5vu6yOIwKNe8A5d5vxNw+YvaBFREREaoiMylip4SyAxPVmrKKGiIiIiFhARQ2pMsH+PvzfoLYAvPnLNg4dy7E4kQhwweNQtzkc2w/fjoX0Q1YnEhERKV1+Pnz3nTny861OI16guFG4/xms1EjeCvlZ4BcCdVtUUjIRERERqRZeMsdQUUOq1OXdGtElujbpOfm8NG+z1XFEwC8Ihr5pxus/g5dbw3uXwrK3ISXB2mwiIiJ/lZMDl11mjhxdHCJnLjOvsKjhewYrNYq2noroCHZNJ0VEREQ8ipfMMfQtVKqU3W5j/GXtAfhkZQLfrt1vcSIRoOl5cMW70LAbuJyw+zeY+yi81hHeOR8W/gcSfod8z/2Pu4iIiMjfZeaYq/GC/c+gqKEm4SIiIiJisTPsECdyet2b1OHq7o35dOVe7v3oD37blsyTl7U/8waFImei89XmSNkDm76Djd/CniVwYLU5eA4cfhDZCRr3NEej7lCnKdhs1mYXERERqYCiRuGBZ/I9vLhJeOdKSCQiIiIiUn76q7JUi+ev6ESDUH/emr+dj+MTiN95hDeu7UaHhmFWR5OarvZZcM4Yc6Qfgs3fw5a5kBAPmcmwb6U5lk82zw9tDOc/At1uAPsZXOUoIiIiUs0yCxuFB1e0UbjLBQe0UkNERERErKXtp6Ra+DrsPDywLR/eGkNEqD/bD2Vw+aQlTF28E5fLZXU8ESOkPnS/Ca79GB7eBvevgSunQsxd0KgH2H0hbS98c5/ZpmrHAqsTi4iIiJTZ8ZUaFSxqHN0FOalmNWv9tpUXTERERESkHNyiqDFp0iSaNm1KQEAAMTExxMfHn/S5c+bMoUePHtSuXZvg4GC6du3K+++/X+I5N998MzabrcQxaNCgqv4YUgbntgznh/v7EdsugtwCJ89+u4HR038nOV29C8TN2Gxmq6lOV8ElL8LtcTBuLwx8HgLCIGkdzBwKH42E5G1WpxURERE5raKiRnBFt58q2nqqQXtw+FZSKhERERGR8rG8qDF79mzGjh3LU089xapVq+jSpQsDBw7k4MGDpT6/bt26PP744yxdupS1a9cyevRoRo8ezbx580o8b9CgQRw4cKD4+Pjjj6vj40gZ1A32Y8qo7jw7rAN+Pnbmbz7EsDd/49AxFTbEzfkGQO974L7V0OtOsDlgyw/wVgz88KjZjiF1H+RlWZ1UREREpASXy1W8/VRQRVdqFDcJVz8NEREREbGO5T01XnnlFW6//XZGjx4NwOTJk/nuu++YNm0ajz766AnP79+/f4mf77//fmbMmMHixYsZOHBg8f3+/v5ERkaWKUNOTg45Ocf/oJ6WllaBTyLlYbPZuLF3U3o1q8cd769g9+FM7nx/BR/dfg4BvupTIG4uqC5cOhF63gY/PgFb58Hyt81RxDcIAutCUB2oFQXth0PHK8A38NTndjph53zYFgddRppG5SIiUjP5+cGbbx4fi5yBnHwnzsJdX4P8z3ClhvppiIiIiHgmL5ljWLpSIzc3l5UrVxIbG1t8n91uJzY2lqVLl5729S6Xi7i4ODZv3ky/fv1KPDZ//nwaNGhAmzZtGDNmDIcPHz7peSZMmEBYWFjxER0dXfEPJeXSJrIW793ck9AAH1btSeGxOevUY0M8R/3WcP0ncOMXcFZvCK5vVm8A5GWa/huJ62Drj/DV3fByG5g7DpK3nniu1H2wYCK80QXevxyWvgnTLoGdi6r3M4mIiPvw9YV77jGHr7b6kTNTtPUUQGBFLiJyuY4XNSJV1BARERHxSF4yx7B0pUZycjIFBQVERESUuD8iIoJNmzad9HWpqak0atSInJwcHA4Hb731FhdffHHx44MGDeKKK66gWbNmbN++nccee4xLLrmEpUuX4nCc+AV+3LhxjB07tvjntLQ0FTaqUfP6Ibx1fXduei+eOX/so1VELcb0b2F1LJGya3GhOcBM+HPSIPMIZB2BzKOQuAZWToeUPbDsLXM06wc9bgG7D6yaCdt+BpfTnCMgDEIbwcEN8MGVcM0MaHOJZR9PREREPF9Gjtl6KsDXjsNuK/8JjiVCxiGw2SGiQyWnExEREREpO8u3n6qIWrVqsXr1atLT04mLi2Ps2LE0b968eGuqkSNHFj+3U6dOdO7cmRYtWjB//nwuuuiiE87n7++Pv79/dcWXUvRpFc5TQ9oz/qs/mThvEy0bhHBx+4jTv1DE3dhspigREAY0M/e1ioXzHoDtv8DvU812VTsXmuOvmvaFs0dBuyGADT67BTZ/B7Ouh8snQ+drqvnDiIiIpQoKYFHhir2+faGUi3NEyiorz6zUCKpok/CifhrhbcAvqJJSiYiIiEi18pI5hqVFjfDwcBwOB0lJSSXuT0pKOmU/DLvdTsuWLQHo2rUrGzduZMKECSf02yjSvHlzwsPD2bZtW6lFDXEPo3o3ZUvSMT5Ytof7Z/3B52POpV1UqNWxRCqH3QGtLjZHSoJZubH6Q7Oyo8tIU8yo97cVStfMhK/vhTUfw5zbITsVet1uSXwREbFAdjZccIEZp6dDcLC1ecSjFa3UqHCT8OJ+GmoSLiIiIuKxvGSOYWlPDT8/P7p3705cXFzxfU6nk7i4OHr37l3m8zidzhKNvv9u7969HD58mKioqDPKK1XvqSEdOK9lPTJzC7htxgoOHTv5/64iHqt2NFz0JDy4CR7aDBc/fWJBA8DhA8Pegl53mp+/fwgW/scUQkRERETKISu3aKXGmRY11E9DRERERKxlaVEDYOzYsUyZMoUZM2awceNGxowZQ0ZGBqNHjwZg1KhRjBs3rvj5EyZM4KeffmLHjh1s3LiRl19+mffff58bbrgBgPT0dB5++GGWLVvGrl27iIuLY9iwYbRs2ZKBAwda8hml7Hwddt66rjvNwoPZl5LFXR+sJCe/4PQvFPFWdjtc8iKc/6j5+Zfn4McnwOm0NpeIiIh4lIzcM9x+6kDh9lORWqkhIiIiItayvKfGiBEjOHToEOPHjycxMZGuXbsyd+7c4ubhe/bswW4/XnvJyMjg7rvvZu/evQQGBtK2bVs++OADRowYAYDD4WDt2rXMmDGDlJQUGjZsyIABA3j22WfVN8NDhAX58u5NPbh80m+s3H2UB2at5o1ru+HrsLwGJ2INmw0uGAeBtWHuo7D0TTi4Ea6YAsH1rE4nIiIiHiAz9wy2n8o8Aql7zDiyUyWmEhEREREpP5vLpX1M/i4tLY2wsDBSU1MJDVVPB6v8ti2Z0e/9Tm6BkyFdGvLqNV3wUWFDarq1n8LX/4D8LAhtDNfMgMY9rE4lIiJVISMDQkLM2E33u9X35rKz+nf1cfwexs1ZR2y7CN69qZzfHXbMh5nDoE5TuH9NVcQTERERkerg5nOMsn5n1l+IxW2d1zKct284G1+HjW/W7Ofhz9ZS4FQNTmq4zlfDbT9D3RaQthemDYLl76jPhoiIiJxS5pn01FA/DRERERFxIypqiFu7qF0Eb153Nj52G1/8sY9HP1+LU4UNqekiO8Id86H9MHDmwQ+PwGe3QM6xsp+jIB+SNpiVH/tWVVlUERERcQ+ZOWb7qWD/ihQ11E9DRERERNyH5T01RE5nYIdIXh/Zjftm/cGnK/fi47Dz7+EdsdttVkcTsU5AKFw9A5a9DT89CX/OgcR1cO694BcCvkHgGwh+wWbszDOPH1hjjsT1ZgurIr3vhYvGg496D4mIuA1fX5g48fhY5Axk5pmVGoG+FZgCFq/U6Fp5gURERESk+nnJHENFDfEIgztHke908s/Zq/k4fg8+dhvPDOuAzabChtRgNhv0vhsadYdPb4bDW+Gb+8v+et9gqNcCEtea5uM7F8CV06B+6yqLLCIi5eDnBw8/bHUK8RIVXqmRkw6Ht5lxlFZqiIiIiHg0L5ljqKghHmNY10bkF7h46LM1vL9sNz4OG+Mva6/ChshZMXDXIlgwEVL2QF4G5GZCXuGRmwm4oEE7sxd2VFdzW7cF2O2w6Xv46h6zkuN/58OgF+DsUaZoUhmOJcGqmZCyGwY8C4F1Kue8IiIiUmZFPTUCy9tTI2k94IJaURDSoPKDiYiIiIiUk4oa4lGu7N6YAqeLRz5fy3u/7SI1M48XruyMn4/aw0gNFxwOl06s2GvbXgoNl8CXd8GO+fDNfbDtZxjyOgTVrdg5XS7YsxTip8DGr8Fprg7FLxguebFi5xQRqWkKCmBVYd+js88GRwV6IYgUKipqBPuVcwqoJuEiIiIi3sNL5hj6S7B4nGt6RvOfqzrjsNuY88c+Rk+PJy07z+pYIp4tNApu+AIufhbsvqYQMbmPKW6UR046rJhmXvveJabXhzMfIjqZx1dMM6tJRETk9LKzoVcvc2RnW51GPFxmrrnAoNwrNdQkXERERMR7eMkcQ0UN8UhX94hm6k09CPZz8Nu2w1wzeSkHUrNO/0IROTm7Hc67D277yWxNlbYPPrjS9OtIO3Dq12anwvwX4JX28O0/zVYVPoFmG6s7F8GYxdCsHxTkwnyt1BARkao1adIkmjZtSkBAADExMcTHx5/0uf3798dms51wDB48uPg5LpeL8ePHExUVRWBgILGxsWzdurU6PkqlydBKDRERERHxEipqiMfq36YBs+/sTf1a/mxKPMYVby1hU2Ka1bFEPF/DbnDnQjjnHrA54M8v4M2esGwyOAtKPjfnGCz8D7zWCeZPgJxUUxAZOAEe3AhD/3u8qeiF483tmo/g0JayZcnNqLzPJSIiNcLs2bMZO3YsTz31FKtWraJLly4MHDiQgwcPlvr8OXPmcODAgeJj/fr1OBwOrr766uLnTJw4kTfeeIPJkyezfPlygoODGThwINkedHVbVmFRI6g8jcLzc+DQRjNWk3ARERERcRMqaohH69gojC/uPpeWDUI4kJrN1W8vZcm2ZKtjiXg+/xAY9DzcMR8a9YDcYzD3/2DKBbBvpdlmavGrppjxy3NmpUb9tnD1dLh3BfS++8SG4NE9oc2l4HLCr8+dPsPP/4IJ0bDo5Sr4gCIi4q1eeeUVbr/9dkaPHk379u2ZPHkyQUFBTJs2rdTn161bl8jIyOLjp59+IigoqLio4XK5eO2113jiiScYNmwYnTt3ZubMmezfv58vv/yyGj/Zmcko3H4qyLccRY2DG8w2koF1ICy6ipKJiIiIiJSPihri8RrXCeLzu86lV7O6HMvJ56b34vlq9T6rY4l4h6jOcOtPcNmrEBBmtqCYchG82sEUHbKOQr2WcOVUGLMEOlxutrE6mQufAGyw4SvY/8fJn7fqfVM0cRVA3DNmtYiIiMhp5ObmsnLlSmJjY4vvs9vtxMbGsnTp0jKdY+rUqYwcOZLg4GAAdu7cSWJiYolzhoWFERMTc8pz5uTkkJaWVuKwUtFKjWD/cmw/9dd+GjZbFaQSERERESk/FTXEK4QF+TLzll4M7hxFXoGL+2et5n8Lt+NyuayOJuL57HbocYtZgdF5BOCC7BSo0xSGT4a7l0Onq8Behis/IzpAp8LtPH45yWqN3UtNXw6ABh3M7RdjTl0EERERAZKTkykoKCAiIqLE/RERESQmJp729fHx8axfv57bbrut+L6i15X3nBMmTCAsLKz4iI62dqVDWKAvdYJ8CSpPo3D10xARERERN6SihniNAF8H/x3ZjVv7NAPg+e838ey3G3E6VdgQqRQhDeCK/8Et845vM9X1WnCUs+HoBePA7gPbfoZdv5V8LGUPzL4BnHnQfpjp7dHyYsjPgo+vPX3DchERkTMwdepUOnXqRK9evc74XOPGjSM1NbX4SEhIqISEFTf3gX78MX4AzeuHlP1FhzaZ28hOVRNKRERERKQCVNQQr2K323jysvY8fmk7AKb9tpN/zPqDnPyC07xSRMrsrHPMNlMO34q9vm5zOHuUGcc9A0UrqnLSTeEiM9lsczH8bVMwuWoqhLeBYwdg1rWQm1k5n0NExN35+sJTT5nDt4L/za1hwsPDcTgcJCUllbg/KSmJyMjIU742IyODWbNmceutt5a4v+h15T2nv78/oaGhJQ6Pk1pYiKndxNocIiIiIlI5vGSOoaKGeKXb+zXn9ZFd8XXY+G7tAW6aFk9adp7VsUSkSL+HwScAEpbB1h/B6YQv7oSk9RDcAK79GPzMXuYEhMF1syCwrtmC6qt7jhdCKovTWfnnFBE5U35+8K9/mcPPz+o0HsHPz4/u3bsTFxdXfJ/T6SQuLo7evXuf8rWffvopOTk53HDDDSXub9asGZGRkSXOmZaWxvLly097To/mLIC0/WYc1tjaLCIiIiJSObxkjqGihnitYV0bMX10L0L8fVi24wjXTF5KYmq21bFEBCC0IfS63YzjnoVfnoVN34LDH0Z+dOIfT+o2hxHvm22r/pwDCyaWfDw/1xQ8fp8K3z8Mf3wAOcdOn+Pwdvjh/+DFJjB9MBw7/X7rIiLi3saOHcuUKVOYMWMGGzduZMyYMWRkZDB69GgARo0axbhx40543dSpUxk+fDj16tUrcb/NZuOBBx7gueee4+uvv2bdunWMGjWKhg0bMnz48Or4SNZITwJnPtgcUOvUq1xERERERKpTOTdCF/Es57UMZ/ad53Dze7+zKfEYV769hPdv7VW+vYRFpGr0GQsrpkPSOnMADH0DonuW/vymfWDwK/DNfTD/eXAVQHYq7FsJB9ZCQU7J53/3ELQbYvp+NDv/eCNzlwt2zIflk2HLPKBwhcbu3+Cd8+GamXBWTBV8YBGRcnI6YeNGM27XDuy6HqksRowYwaFDhxg/fjyJiYl07dqVuXPnFjf63rNnD/a//S43b97M4sWL+fHHH0s95yOPPEJGRgZ33HEHKSkp9OnTh7lz5xIQEFDln8cyqXvNbWij4/8/VEREREQ8m5fMMWwul/bb+Lu0tDTCwsJITU31zL1v5QQJRzK5aVo8O5IzCA/x5+PbY2gVUcvqWCIy/0VToAA47364+JnTv2buY7Bs0on3B9SGRt0hvBVsi4PDW48/VqshdBlh/jDz+1Q4tPH4Y60GQOcRsPAlc7/dFy6dCD1uOaOPJiJyxjIyIKTwQoz0dAgOtjZPKfS9uew87ne1/nP47BY461y45Qer04iIiIhIZXDzOUZZvzNrpYbUCNF1g/jkrt7c8O5yNiUeY8T/lvHBrTG0b+gBE0oRb9b7brNCovZZcNFTZXvNgGchLwMOboKG3Uwho9HZZosqm808x+UyKzhWf2T+KHNsPyx+9fg5fIOh2/XQ604Ib2nuaz0IvrobNnwF3/4T9q+GS/8DPv6V+pFFREQ8QtFKDfXTEBERERE3o5UapfC4q6ikzI5m5HLjtOWs35dGWKAv79/ai86Na1sdS0SqUn4ObP4B1syC9ETodDV0u8E0IP87lwt+ew1+fhpwQaMeppdHaMOyv9/ORea9Wl4I7S/32KWcIuIG3PwqKtD35vLwuN/V9w9D/P/MdpGxZbzwQERERETcm5vPMcr6nVl/aZEapU6wHx/edg5do2uTmpXH9VOWs2rPUatjiUhV8vGHDsPhullwx3zofU/pBQ0wKz36/BNu+Mw8Z98K02dj6STISD71++xdCTOHwYzLYPUHZsuOd/qZgoquHxAREU+jlRoiIiIi4qZU1JAaJyzQlw9ui6FX07ocy8nnxneXE7/ziNWxRMSdtIw1BZAGHSDjIMx7DF5uC7NvhC0/grPg+HOT/oSPr4N3LzQNyO2+0G4o+IeaBugfj4R3Y81jIiIiniI1wdyGRVubQ0RERETkb9RTQ2qkEH8fpt/Sk9tmrGDJ9sPcNC2eV0d0ZUD7COx2m9XxRMQd1G0Ot/0Maz6CPz6A/X/Axq/NUashdL0WUvbAus8AF9js0OVaOP//oE4TyDwCv70Oy98xKz5mDoOmfU0D8twMSE+C9IPHbzOTIbw1dLzC9Pfwc68loCIiUsNopYaIiIiIuCn11CiFx+13KxWWnVfAne+vZMGWQwA0rhPI1d2jubJ7IxrXCbI4nYi4lcT1prixdhZk/W3buvbD4YLHoH6bE193LAkWvQwr34OC3LK9l28QtB4IHa6AVheDb+AZxxcRD+Tm+92CvjeXh0f9rnLSYUIjM340AQLcPK+IiIiIlI2bzzHK+p1ZRY1SeNSEQ85YTn4BL/6wmU9XJHAsJx8w2+qf1yKcq3s0ZmCHSAJ8HRanFBG3kZ8Dm7+HtZ+afh19HoCoLqd/XUqCKW4cWA3B9SGkAQQ3gJAIMw4Ig12L4c85cHTX8df5hUC7IXDhkxDWqIo+lIi4pdxcePxxM/73v8HPz9o8pdD35rLzqN/Voc0wqRf4h8G4PVanEREREZHK4uZzDBU1zoBHTTik0mTnFTDvz0Q+WZHAb9sOF98fGuDDE5e155oe2k9YRKqBy2W2uvpzDvz55fE9zYPC4app0Px8S+OJiPyVvjeXnUf9rrb9DB9caXpL3b3E6jQiIiIiUkOU9TuzGoWLFArwdTCsayM+vO0cFj1yAQ/EtqJR7UDSsvN55LO1jJuzjpz8gtOfSETkTNhs0OhsGPAc3L8WbpkHEZ1Mz433h8OiV8DpPPU5cjNgxwLIy66WyCIi4mXUT0NERERE3JiKGiKliK4bxAOxrVn0yAU8NKA1Nht8HL+HayYvZV9KltXxRKSmsNvhrHPg1h+hy3XgckLc0zD7eshKOfH5R3bA3Mfg5XYwcyhMjYUjO6s9tohUEqcTdu0yx+mKmSKVSUUNEREREe/kJXMMFTVETsFut3Hvha2YMboXtYN8WbM3lcveWMTirclWRxORmsQvCIa/BUNeB4ef6enxv/6QuM58Cdn6M3x4DbxxNiybBDmpYLObx/93PmyeW3XZkjaYZuhllZcNX4yBj68tvTAjIsdlZUGzZubI0kUVUo1U1BARERHxTl4yx1BRQ6QM+rWuzzf39qFTozCOZuYxatpyJv26DadTLWlEpJrYbND9ZrMdVdhZcHQnvBsLb3aHD6+ErfMAF7S8GK77FB5YB417QXYqfDwC4p4FZyVtoVeQD39+Ae9eDG/3hrdiYN+q078uPxc+GQVrPjKFmdk3mPtERMS9FBc11FNORERERNyPihoiZRRdN4hP7+rNyJ7ROF3wn3mbueP9lRzN0B/kRKQaNTob7lwALWMhP9tsOeUfCjFj4B+r4IbPoPUAc3Xtzd9BrzvN6xa9ZJq+Zhyu+Htnp8HSSfBGN/j0Ztgbb+7POgozhsLuUzSTLciHz281xRefQPALgV2L4Ot7TXN0ERFxH6kJ5lYrNURERETEDamoIVIOAb4OXriyMy9c0Qk/Hzs/b0xi0OsL+W2btqMSkWoUVNesxhjyujnGboRLXoB6LUo+z8cPLp0IV7wLvkGw41d4px/sXVG+9zu8HeY9Dq+0h3mPQeoeCKoH/R4xhZSmfSH3GLx/BWyLO/H1Tid8dTds/NpsnzXyQ7hmBtgcsHY2/PJsxX8XIiJSuZxOSN1nxipqiIiIiIgbsrlcujzy79LS0ggLCyM1NZXQ0FCr44ibWr8vlftn/cH2QxnYbHBH3+Y8OKANfj6qFYqIG0raAJ/cCIe3mZ8bng0dLjdH7VK2F8k8Aus/N0WHvb8fvz+8DfS+GzqPAN9Ac19eltlWauuPpmhx1XvQ7jLzmMsF3z4AK6eD3QeueR/aXmoe++MD+OoeM77sVehxS1V8chHPlZEBISFmnJ4OwcHW5imFvjeXncf8rtIOwCttTW+mJw6Bw8fqRCIiIiJSWdx8jlHW78wqapTCYyYcYrms3AKe/W4DHy3fA0DHRqG8PrIbLeqHWJxMRKQU2Wnw3VhTrHA5j9/fuJcpbrS9FA6sgTWzTYHCmWcet9mhxUUQc6e5tZdSvM3PhTm3wYavzAqMy9+BTleZlR3L3jLnuPJd6HhlydfNfwHmTzCPj/wY2gyqus8v4mncfMIB+t5cHh7zu0r4HabGQmhjGPun1WlEREREpDK5+RxDRY0z4DETDnEb8/5M5P8+X0tKZh6Bvg7GD2nPyJ7R2Gw2q6OJiJwo/RBs/ArWfwG7fwNO8lUgsjN0GQkdr4JaEac/b0G+6ZGx5mPABq0uNsURgGFvQbfrT3yNy2Ve88cHZousm7+FRt0r+slEvIubTzhA35vLw2N+V+vnwGejIfocuHWe1WlEREREpDK5+RyjrN+ZtZZYpBIM7BBJ1+jajP1kNb9tO8y4Oev4Zs1+/m9QW7pE17Y6nohISSH1oedt5kg7YFZX/DkHEpZDaCPodLUpZjRoV77zOnxM8cI3CFZMPV7QuPSl0gsaADYbXPaaybE9Dj68Bq6dBY17mMdOpyAf9v9hVnrUawGBtcuXWcSd+fjA3XcfH4tUh9S95ra0rQlFRERExLN5yRxDKzVK4TFXUYnbcTpdvLt4By/N20JugdnaZXCnKB4c0Jrm2pJKRNxdbgb4BJa+vVR5uFym+feyyXDh49D7ntO/JucYvHcJJK4zP9duAu2GQLuh0LhnyUzZaaYAsvkH2DIPslOOPxZcH+q1NAWOei0hoiO0uBDsjjP7TCJSKn1vLjuP+V19/wjEvwN9/gmx/7I6jYiIiIjUINp+6gx4zIRD3FbCkUxe/XkLX/yxD5cLHHYbI3pGc/9FrYgIDbA6nohI9XAWlK+YcCwR5j4Km+dCftbx+2tFQdvLTKFi64+wc9Hxfh8AgXXA4Q/piaWft91QuHIq+PhV7HOIyEnpe3PZeczv6uPrYPN3MPhls6JPRERERKSaqKhxBjxmwiFub1NiGv+Zu5m4TQcBCPC1c8t5zRjTvwW1AnwtTici4qZyM2BbHGz82qzEyEk78Tl1W5jG5m0uNY3OHT5mtcfh7XB4W+HtVrO1VkEutLwYRrwPvoGVnzdlD/z4BDQ5zzRTF6ksLhckJ5txeHjZtmSrZvreXHYe87ua3BcS18J1n0DrgVanEREREZHK5OZzDBU1zoDHTDjEY8TvPMILP2xk1Z4UAOoF+zF2QGtG9IjGx3GG27yIiHiz/BzYscA0Nk87AM3PN4WM8FZle/22OJh1vVn50aQPXDcL/GtVXr6kDfDBFXDsgPm538NwweNu98VQPJSbN/EDfW8uD4/5Xb3YDLKOwJglENHB6jQiIiIiUpncfI6hosYZ8JgJh3gUl8vFTxuSeGHuJnYcygCgdUQIjw9uz/mt61ucTkTEi+1eYhqQ5x6DRt3h+s8gqG4lnHcpfDwCslPNFllFhY3zHjD70KuwIWfKzSccoO/N5eERv6vcDHi+oRk/ugcCwqzNIyIiIiKVy83nGGX9zqxLxEWqic1mY0CHSOY90I9/DWlP7SBftiSlc9O0eG5+L56tScesjigi4p2anAs3fW16b+xbCTOGQPrBMzvn5h/g/eGmoBEdY65oHvSieey312De42ZZr4iIJ0ndZ279Q1XQEBERERG3paKGSDXzddi5+bxmLHjoAm7t0wxfh435mw8x6PVF3D5zBe8u2sHavSnkFzitjioi4j0anQ03fw8hEZC0Ht67BFL3Vuxcf3xQuKVVNrQaCDd+aVZ+nHOXaawLsGwS/PB/KmyIiGdJTTC3YY2tzSEiIiIicgo+VgcQqanCgnx58rL23HBOE174YSPz/kzipw3mAAj2c3B2kzr0alqXmOb16N6kDg67tjIREamwiPYw+geYOcw0E3+9C9RrCfXbQoN2x2/rNgeH74mvd7nMKoyf/2V+7nIdDH2j5HN73gZ2H/jmAYh/B5x5cOnLYK/i60gS18OCF6D1IOh2Q9W+l4h4r6Jir4oaIiIiIuLGVNQQsViz8GDeubEH6/elsnhbMvE7j7Bi1xHSsvNZtDWZRVuTAWhUO5CrezTm6h7RNKodaHFqEREPVa+FKWx8PNKs2Di0yRwbvjz+HLsP+AaBw6/w8DW3NhskbzHPOe9+iH269L4Z3W8Guy98dQ+smAYFeTD4FfDxq/zP43LB8snw03goyIWN35jtY85/RD09RKT8VNQQEREREQ+gooaIm+jYKIyOjcK46/wWOJ0uNicd4/ddR1i+8wiLtyazLyWL137eyutxW+nbqj4je0YT2y4CPx/tIiciUi61o+GuxWablUOb4eBGU9g4uNH8nJcBOWknf/2Af8O59576Pbpdb4ojX94Ff7wP236Gc+42BY+ASmoQnH4Qvhxjzg0Q0QmS1sH85yHrCAycUPUrRETEu6ioISIiIiIeQEUNETdkt9toFxVKu6hQRvVuSnZeAfP+TGT27wks2X6YhVsOsXDLIeoF+3Fj7ybce0FLfBz6w5WISJnZbFD7LHO0uvj4/U4npCdCXpZZ+VCQa1Za5OeYcVhjCG9VtvfoMgJ8A+H7h+HYAfjpSVj4H+hxC5wzBmpFVjz/lh9NQSMzGXwCYMBzZuur+P/BD4+Y1RtZKTDszdK30hLP4OMDN910fCxS1Yp7akRbm0NEREREqoaXzDHc4q+gkyZNomnTpgQEBBATE0N8fPxJnztnzhx69OhB7dq1CQ4OpmvXrrz//vslnuNyuRg/fjxRUVEEBgYSGxvL1q1bq/pjiFSZAF8Hw7o24qPbz2HBw/2554IWNKjlz+GMXF77eSujp/9Oamae1TFFRDyf3Q6hDc02VQ3aQVQXaNwDmp4HLS4oe0GjSPuh8MBaGPomhLc2K0B+ew1e6wRf3Qt7lkNOetnPl5dtGpB/dLUpaDToAHfMh163m0JNzJ1w+f/A5oC1s2D2jaZAI57J3x+mTzeHv7/VaaQm0EoNEREREe/mJXMMm8vlclkZYPbs2YwaNYrJkycTExPDa6+9xqeffsrmzZtp0KDBCc+fP38+R48epW3btvj5+fHtt9/y4IMP8t133zFw4EAAXnzxRSZMmMCMGTNo1qwZTz75JOvWrWPDhg0EBAScNlNaWhphYWGkpqYSGlpJW0SIVLL8Aidfr9nP41+sJyuvgKb1gnj3ph60bFDL6mgiIlIapxO2zoPFr0HCspKP1WkGER0goqNpaF6vJaQnwZEdcHiHuT2yA47uNCtGAGLGQOy/wLeU7zabf4BPb4b8bGjSB679uPK2vaqo/Bzw8dwvzVI6fW8uO7f/XTmd8O8I89+YB9aZlWwiIiIiItWorN+ZLS9qxMTE0LNnT958800AnE4n0dHR/OMf/+DRRx8t0znOPvtsBg8ezLPPPovL5aJhw4Y8+OCDPPTQQwCkpqYSERHB9OnTGTly5GnP5/YTDpG/2LA/jdtnrmBfShYh/j68cW1XLmwbYXUsERE5lT3LYNlbZqVGemL5XlsrCob+t+S2WaXZtRg+Ggm5x8yKk8tehUbdK565onIz4LNbYMtcCK4P9VqZFS/hrY6P6zRT/4/SuFyQmWnGQUFu2fxd35vLzu1/V8eS4OXWYLPDEwe1dZ2IiIiIN3LzOUZZvzNbunFWbm4uK1euZNy4ccX32e12YmNjWbp06Wlf73K5+OWXX9i8eTMvvvgiADt37iQxMZHY2Nji54WFhRETE8PSpUtLLWrk5OSQk5NT/HNa2imag4q4mfYNQ/n63vMY8+Eq4nce4dYZK3hkYFvuOr85Njf7D5OIiBQ66xxzAGQkQ9KffznWmxUZIZFQt7nZCqtuMzOu28JsC2N3nP49mvaBm7+FD66EA2tgyoXQ7Hzo809o3r/0L68Feabx+NrZsG8lNO1rmps37lmxL7s56fDRCNi9uPCzHjLHniUlnxfRyfT/aNi1/O/hzTIzISTEjNPTITjY2jzi3Yq2nqoVpYKGiIiIiLfykjmGpUWN5ORkCgoKiIgoeVV5REQEmzZtOunrUlNTadSoETk5OTgcDt566y0uvthcrZiYmFh8jr+fs+ixv5swYQJPP/30mXwUEUvVC/Hng1tj+Nc3f/LR8j28OHcTmxLTGNwpiqy8ArLzCsjKLSA730lWbgF1g/24sntjQvw9tyGQiIjXCA6H5uebo7I17Aq3x8H8F2DtJ7BzgTkadjPFjbaXmauy962ENbNg/eeQdeT461d/aI767aD7TdB5BATVLdt756TDh1ebAoZ/KIz8EPxrQfI2SN4Ch7ea8eGtkLQO3r0I+j4IfR8CH7/K/12IyKkVNwlXPw0RERERcW8e+RfNWrVqsXr1atLT04mLi2Ps2LE0b96c/v37V+h848aNY+zYscU/p6WlER0dXUlpRaqHn4+d5y/vRLuoUJ7++k++Wr2fr1bvP+nz34jbyt0XtOT6mLMI8C3DFb8iIuKZ6jSFyyfDBY/B0kmwcgbs/wM+GWV6d7hccGT78ecHN4BOV5vm6Ju+g/Vz4NBGmPso/PSUaX7efTQ0OffkqzdyjsEHV5neIf5hcOMX0Lhw66uG3Uo+NyMZvnsQNnwJC16ETd/D8LcgqnNV/DZE5GTUJFxEREREPISlRY3w8HAcDgdJSUkl7k9KSiIyMvKkr7Pb7bRs2RKArl27snHjRiZMmED//v2LX5eUlERUVFSJc3bt2rXU8/n7++Pvwd3eRf7qxnOa0LJ+CK/HbSEn30mgr4NAXwcBxYedJdsPszM5g2e/3cDURTt4ILY1V5zdCB+H9jMXEfFatc+CS16Efg/D8ncg/n9weJt5zDcI2g2BztdAs/7gKPyK2HYwDHwe1n0Kq2ZA4jozXvcpNGgPvW6HTteAf8jx98lOgw+vgoTlEBAGN34Jjc4+ea7gcLhmhimefPegWbUx5QKTs++DJbfByc+FzGRTCMk5Zhqh5+eUvHXmQ/225j39PHMptYglVNQQEREREQ9haVHDz8+P7t27ExcXx/DhwwHTKDwuLo577723zOdxOp3FPTGaNWtGZGQkcXFxxUWMtLQ0li9fzpgxYyr7I4i4pd4t6tG7Re+TPp5X4OSzlXt5/eet7E/N5pHP1zJ54XYevLgNl3SMxG5XLw4REa8VQUkWqAABAABJREFUHA4XPg7n3Qd/fvn/7N13eBTl2sfx7256752QAKF3aVIVpSsqygE5WFCPFVDkHMVKsaFi4RXbsR8VLKgoKhZEQaSLdBJqIIFUEtL77rx/LCzEBAgtm4Tf57rm2tnZZ2bv2R1l79zzPA84u0PLoZULE8fz8LcVL7r9y9bDY/0HtqJGxnb47n5YPB06j7W97hVsm8PjwDpw94ebvqn5PBntrrXN4fH9ZIhfCEtnwpYvbMNdFWZCYRaU5tb8PE1Ott4e0T2OLX5RNd9f5EJjH35KPdZFREREpG5z+PBTkydP5uabb6Zr1650796d2bNnU1hYyC233ALATTfdRFRUFDNnzgRs81907dqVZs2aUVpayqJFi/joo4944403ADCZTEyaNImnnnqK5s2b06RJEx5//HEiIyPthRORC52Lk5kx3RszonMUH63az+tLd7M3s5Dx8/6ifZQfDw9tRa+4YEeHKSIi55ObD1x0Y83bm0y23g9RF8HAJ2DjPFj3NmTvhdWv2xbvMChIB48AW0EjouPpxeQdAqM+tM3tsegB23wbWX+Pwwk8g8DdF5w9wNnNVpg5+ohhmxg976CtCJOyAda8advXNwoiOtniiuhoK7j4nLh3sMgFRT01RERERKSecHhRY/To0WRmZjJ16lTS0tLo1KkTP/74o32i76SkJMzmY0PiFBYWcs8993DgwAE8PDxo1aoVH3/8MaNHj7a3efDBByksLOSOO+4gJyeHPn368OOPP+Lu7l7r5ydSl7m7OHF7v6Zc3z2ad5Yn8s7yvWw5mMs/31nDJS1CmDKkFW0ifU+4f25xOav3ZhHs7UaXmIBajFxERBzKwx963gM97oI9v9qGstr185GCRiDcvBDC25/ZsU0maD8SmlwCe5aAiwd4hYBnsK0niLs/mGswXGJOsm0IrKNL2hZboSPvIOz4/lg77zBbgSO8A4S3sz0GNKnZe4g0JCpqiIiIiEg9YTIMw3B0EHVNXl4efn5+5Obm4ut74j/oijQ0hwpKmbNkF3PXJFFhNTCZYESnKCYPakGjAE8Mw2B3RgG/JmTwa0IGf+4/jMVq+1/IxU0D+feglnSLDXTwWYiIiENk74X476DlMAiOc3Q0VZUW2HpwHL8c2gGGtWpbFy8Ia2srcgS3APNJ7gMyOx9ZnI49mpyOPJqPLEfWzWYwu9jm+nD1BldP27qLFzi7Vj12SQnceKQ3zUcfwd9v0DEM29wi7o77varfzTVXpz+r8mJ4+kivpSn7bL2tRERERKThOVWO4WA1/c2sokY16nTCIVIL9h0q5IWfd/Dd5lQAXJ3MDGwTxuaDOSRnF1dq2yTYi4OHiymz2P4o1K9FCJMHtqBTtH9thy0iInJ6yoogfautwJG2GdK22uYKqSip/VjMLrZhtbxDbL1HvEKPrbt42uYVyU+z9YY5+liQbms3eVvtx3uEfjfXXJ3+rA7thle72IptDx+w9ZgSEREREallNf3N7PDhp0Sk7okN9uLVf17E7X1zePaHBFbtzeL7LccKHBc3C+KyliFc1iqMxkGeHMwp5tVfdzP/z2R+35nJ7zszGdA6lPsHtqBtpJ+Dz0ZEROQEXD0hurttOcpSAdl7bMNVpW+F7ETg+HuAjvtjr2G1LdaKI4vl2KNhBePIo9VyZN2AilIoL4KyAigrtLUHsJZDQZptYUvNz6Eww3Zc/RFazoZ9kvBGupZEREREpM5TT41q1Om7qERqmWEYLNuZybp92XSKDqB3XBCertXXQ5Oyivi/JbtYsOEAR0alYlj7cCYNaEGLMJ9ajFpERKSeqCiD8kLb8FhFh6Ag01aoKMiw9c4oSLf1KPEOAe9w8Ak78hhu68XhHWqbJN1B9Lu55ur0Z/XXR7BwAsQNhBu+cHQ0IiIiInKBUk8NETknTCYTl7YM5dKWoads2zjIkxdHdeSe/s2Y/csuvtucwqItafywNY0rO0Ry3+XNiQv1roWoRURE6glnV9viEQD+0ZVfKywE7yP/bhYUgJdX7ccnFwZNEi4iIiJyYWggOYbZ0QGISMPTLMSbOWM68+N9/RjaLhzDgG83pTDo5WVM/mwj+w4VOjpEERERETlKRQ0RERERqUfUU0NEzpuW4T68cUMXtqXkMvuXXSzens5XGw7yzaYULmsVSnSAJyE+bscWbzdCfd0I8nLFpPGcRURERGqHfU6N6JO3ExERERGpA1TUEJHzrm2kH2/f1JUtB3J5+Zed/JqQweLt6Sds3zTYiys7RnJVx0gNVyUiIiJyvqmnhoiIiIjUIypqiEitad/Ij/fGdWPzgRzWJmZzqKCMjPwSMvNLycwv5VBBKVmFZew9VMgrS3bxypJdtI7w5aqOkVzZIYLoQE9Hn4KIiIhIw2IYKmqIiIiISL2iooaI1LoOjfzp0Mi/2tcKSiv4ZXs6Czel8PvOTOJT84hPzeO5HxPoGhPAxMub0695sIanEhERETkXCg+BpRQwgW+ko6MRERERETklFTVEpE7xdnPmms5RXNM5ipyiMn7Ymsa3m1JYtTeLP/cf5ub31tI7LoiHhrSmfSM/R4crIiIiUr8dnU/DJwKcXBwbi4iIiIhIDaioISJ1lr+nK2O6N2ZM98ak55Xw1u97+WjVflbszmL4q38wvGMkDwxqSeOgczssVVmFFVdn8zk9poiIyGlzcoJhw46ti5wP9knCoxwbh4iIiIicfw0kx1BRQ0TqhTBfdx6/sg3jesXy0uKdfL3xIN9uSuHHramM7RHDnZc0JcLP46zeIz2vhJd+3skXfx3gxotjmH5V23MUvYiIyBlwd4fvv3d0FNLQ5RwtakQ7Ng4REREROf8aSI6hooaI1CvRgZ68PLoT/+rbhOd+3MHvOzP5YOU+Pli5j9ggT3o0CaJ7k0B6NA2kUUDNenAUlVXw1u97+e+yvRSXWwD4YOU+Okb7MaKzJswUERGRBuxoTw1/FTVEREREpH5QUeMsWCwWysvLHR2G1BIXFxec6nG3rIambaQfH97anRW7D/Hy4p2sTzrMvqwi9mUV8dmftuQ8yt+D7k0CaRvpS+sI2xLo5Wo/hsVq8OVfB3jx5x2k55UC0LmxPy3DfPh0XTKPLthK+yh/4kK9HXKOIiIiIuedemqIiIiISD2josYZMAyDtLQ0cnJyHB2K1DJ/f3/Cw8MxmUyODkWO6B0XTO+4YHKLy1m/P5s1idms2ZvNloO5HMwpZsGGgyzYcNDePtTHjVYRvrQM8+aP3VnEp+YBEB3owUNDWjOsfThWA/ZnFbFqbxYT5v3F1+N74+6igpaIiNSywkIIDbWtZ2SAl5dj45GGKTfJ9ujf2LFxiIiIiMj510ByDBU1zsDRgkZoaCienp76A/cFwDAMioqKyMjIACAiIsLBEcnf+Xm4cFmrMC5rFQZAYWkFfyUdZv3+wySk5pOQlsf+7CIy8kvJyM/k952ZAPi6OzPxsubc1CsGN2db4cLJBP83phPD/m85CWn5zPh2OzOvbe+wcxMRkQtYUZGjI5CGTj01RERERC4sDSDHUFHjNFksFntBIygoyNHhSC3y8LBNQp2RkUFoaKiGoqrjvNyc6ds8hL7NQ+zbCksr2JmeT0JaPgmpefh5unJLr1gCjhuS6qhQH3dmj+7Mje+t4ZO1SVzcNJCrO0XV5imIiIiInF+l+VCSY1vXnBoiIiIiUk+oqHGajs6h4elZswmIpWE5+r2Xl5erqFEPebk507lxAJ0bB9SofZ/mwUzsH8crv+7mka+20D7Kj6YhNZ9fI7eonCUJ6exIy+emXrFE+XucaegiIiIi597RXhru/uDm49BQRERERERqSkWNM6Qhpy5M+t4vPPcNaGGbpyMxm/HzNrDgnl4nnV/jUEEpP29L58dtaazcfYgKqwHAp+uSefEfHRnQJqy2QhcRERE5udwjRQ310hARERGRekRFDRGRk3Aym3hlTGeG/d9y4lPzeOSrLQxqG0ZphfXYUm6hsNTCij2H+HNfNkfqGAC0CPPGyWwmPjWPf334J//q04QHh7TC1dnsuJMSERERAcg5Mkm4nyYJFxEREZH6Q0UNEZFTCPN15+XRnbj5/bV8teEgX204eNL2HRr5MbhtOEPahdMsxJuyCivP/pDAeysSeeePRNbtP8yrYzoTHahh7ERERMSB1FNDREREROohFTXkjMXGxjJp0iQmTZrk6FBEzrt+LUKYdmUbFmw4iIuTGTcXM65OZtycnezrrSJ8Gdw2jEYBlYsVrs5mpg5vw8VNA/nP/E1sSs7hileWM+sfHRncNtxBZyQiInWe2QyXXHJsXeRcOzqnhp+KGiIiIiIXhAaSY6iocQE41TwQ06ZNY/r06ad93HXr1uHl5XWGUdlceumldOrUidmzZ5/VcURqw7jeTRjXu8kZ7z+obTiLIn2Z+MkGNiTlcOdH6+kTF4yrsxmL1ai0ADQJ9qJDtB8dovxpGe6jIatERC40Hh6wdKmjo5CGTD01RERERC4sDSTHUFHjApCammpf/+yzz5g6dSo7duywb/P29ravG4aBxWLB2fnUl0ZISMi5DVTkAtAowJPP7+zJrJ928Nbve/lj96ETtl27L5vP/rT9scHVyUzrCB/aN/KjfZQfLcN9aRHmjaer/jcuIiIiZ0g9NURERESkHtJfw84BwzAoLrfU+vt6uDidshcGQHj4seFt/Pz8MJlM9m1Lly6lf//+LFq0iMcee4wtW7bw888/Ex0dzeTJk1m9ejWFhYW0bt2amTNnMmDAAPux/j78lMlk4u233+b777/np59+IioqihdffJGrrrrqjM/xyy+/ZOrUqezevZuIiAgmTpzIv//9b/vrr7/+Oi+//DLJycn4+fnRt29fvvjiCwC++OILZsyYwe7du/H09KRz58588803Z927RORsuTiZeWRYa4a2Cyc+NR9nJxNOJhPOTibMJhPOZhMVVoOEtDw2H8hly8FccorK2XQgl00Hcu3HMZmgcaAnLcJ8aBXuQ8twH5qFeBMb5IWHq5MDz1BERETqvIpSKEizrftronARERERqT9U1DgHissttJn6U62/7/YnBp+zu7QfeughXnjhBZo2bUpAQADJyckMGzaMp59+Gjc3Nz788EOGDx/Ojh07aNz4xEnPjBkzeP7555k1axZz5sxh7Nix7N+/n8DAwNOOaf369YwaNYrp06czevRoVq5cyT333ENQUBDjxo3jzz//5N577+Wjjz6iV69eZGdns3z5csDWO2XMmDE8//zzjBgxgvz8fJYvX45hGGf8GYmca50bB9C5ccAJXx/eMRKwFU6Ts4vZfDCHzQdy2Z6SR0JaPocKStmfVcT+rCIWb0+vtG+4rzuxwZ7EBnkRG+xFk2AvmoV4ExPkiYuThrESEakXCgshNta2vm8f6MYMOZdyD9genT3AM8ixsYiIiIhI7WggOYaKGgLAE088wcCBA+3PAwMD6dixo/35k08+yYIFC1i4cCETJkw44XHGjRvHmDFjAHjmmWd45ZVXWLt2LUOGDDntmF566SUuv/xyHn/8cQBatGjB9u3bmTVrFuPGjSMpKQkvLy+uvPJKfHx8iImJoXPnzoCtqFFRUcG1115LTEwMAO3btz/tGETqApPJROMgTxoHeXJlh0j79qyCUnak5ZOQls+OtHx2pOeTeKiQ3OJy0vJKSMsrYfXe7ErHcnEyERPkRVyIN3GhtuXipkGE+7nX9mmJiEhNHDrxMIUiZ+X4+TRq0PtbRERERBqIBpBjqKhxDni4OLH9icEOed9zpWvXrpWeFxQUMH36dL7//nt7gaC4uJikpKSTHqdDhw72dS8vL3x9fcnIyDijmOLj47n66qsrbevduzezZ8/GYrEwcOBAYmJiaNq0KUOGDGHIkCGMGDECT09POnbsyOWXX0779u0ZPHgwgwYNYuTIkQQEnPiueJH6JsjbjV5xbvSKC660/XBhGfuyCtmXVUjioSL2ZxWyN7OQPZkFFJVZ2J1RwO6MAthma+/h4sTU4W24vlt0jYa0ExERkQZA82mIiIiISD2losY5YDKZ6v1kvX+fZ+I///kPixcv5oUXXiAuLg4PDw9GjhxJWVnZSY/j4uJS6bnJZMJqtZ7zeAF8fHz466+/WLp0KT///DNTp05l+vTprFu3Dn9/fxYvXszKlSv5+eefmTNnDo8++ihr1qyhSZMm5yUekboiwMuVAC/XKkNbWa0GqXkl9qLG7owCNibnEJ+ax8NfbWHpjgyevbYDAV6uDopcREREas3R4af8VdQQERERkfqlfv8lXs6bFStWMG7cOEaMGAHYem7s27evVmNo3bo1K1asqBJXixYtcHKy9VJxdnZmwIABDBgwgGnTpuHv78+vv/7Ktddei8lkonfv3vTu3ZupU6cSExPDggULmDx5cq2eh0hdYTabiPL3IMrfg0tahAC2Qsfby/fyws87+GlbOpuSl/PS6I70ahZcZf/c4nJ+3JrKwk0pHDhcTJCXK8HebgT7uBHs7UaIt+15uJ87UQEehHi7qeeHiIhIXXV0+Cm/Ro6NQ0RERETkNKmoIdVq3rw5X331FcOHD8dkMvH444+ftx4XmZmZbNy4sdK2iIgI/v3vf9OtWzeefPJJRo8ezapVq3j11Vd5/fXXAfjuu+/Yu3cv/fr1IyAggEWLFmG1WmnZsiVr1qxhyZIlDBo0iNDQUNasWUNmZiatW7c+L+cgUl+ZzSbuvKQZvZoFc9+nG9h7qJCx76zhzn7NmDywBVbDYOmODL7ekMKvOzIoqzj2/4H9WUUnPbars5kofw8i/d2J8vegaYg313SK0vwdIiIidUHOkWFl/Ro7Ng4RERERkdOkooZU66WXXuLWW2+lV69eBAcHM2XKFPLy8s7Le82bN4958+ZV2vbkk0/y2GOP8fnnnzN16lSefPJJIiIieOKJJxg3bhwA/v7+fPXVV0yfPp2SkhKaN2/OJ598Qtu2bYmPj+f3339n9uzZ5OXlERMTw4svvsjQoUPPyzmI1HftG/nx3b19ePK77XyyNpk3l+3h521pZBaUkl9SYW/XIsybqztF0SUmgJyiMjILyjiUX8qhglIy80vJLCglNaeE9PwSyiqsJB4qJPFQoX3/F37aweB24YzrFUvXmAD15BAREXGU4ycKFxERERGpR0yGYRiODqKuycvLw8/Pj9zcXHx9fSu9VlJSQmJiIk2aNMHdXXcbX2j0/cuF4MetqUz5cgu5xeUARPi5c1WnSK7pFEWrcJ8aFSLKLVbScks4cLiYlJxiDuYU88fuQ6xNzLa3aRPhy7hesVzVKRJ3FycMwyCrsIz9x01wXlhq4Z89GhMX6n3ezldEpM4qLoZ+/Wzrv/8OHh6OjacaJ/vdLJXVqc/KaoWnQsFaDpO2qrAhIiIicqGo4zlGTX8zq6eGiIhUMqRdBB2j/Vmw4SAXNQ6ge2wgZvPp9ahwcTITHehJdKCnfdu9lzdne0oeH67ax9cbD7I9NY8Hv9zMMz/EE+Xvwf6sIgpKK6oc69N1STw/sgNXdog863MTEalXPDxg3TpHRyENUUGaraBhcgKfCEdHIyIiIiK1pYHkGGZHByAiInVPhJ8H91wax8VNg067oHEybSJ9efa6Dqx++HIeHtqKKH8PcorK2ZaSR0FpBSYTRPl70DsuiH/2aEz3JoEUlVmYMG8DM77dVmlOj9NhGAYHDhexKz0fdVAUEWn4XnvtNWJjY3F3d6dHjx6sXbv2pO1zcnIYP348ERERuLm50aJFCxYtWmR/ffr06ZhMpkpLq1atzvdpnD85R4ae8o0CJ93nJiIiIiL1i37BiohIrfP3dOXOS5rxr75NWbnnEKXlVmKDvYgO9MDN2cnezmI1eGnxDl77bQ/vr9jH5gO5vPbPi0462XhxmYUd6fnEp+YRn5pHQmo+8Wl59rlBovw9GNounKHtw+kcHXBOizYiIuJ4n332GZMnT+bNN9+kR48ezJ49m8GDB7Njxw5CQ0OrtC8rK2PgwIGEhobyxRdfEBUVxf79+/H396/Urm3btvzyyy/2587O9TiV0nwaIiIiIlKP1eNf4iIiUt85mU30bR5y0tcfGNyKTtEBTP58I+v3H+bKOct55frO9IoLxjAMDuYUs37/YfsSn5qHtZrOGC5OJpzMJg7mFPPOH4m880ciYb5uDG0XwZB24XSLDcRJBQ4RqUuKiqBNG9v69u3g6Xny9gLASy+9xO23384tt9wCwJtvvsn333/Pe++9x0MPPVSl/XvvvUd2djYrV67ExcUFgNjY2CrtnJ2dCQ8PP6+x15qcJNujn4oaIiIiIheUBpJjqKghIiJ13sA2YXw3sQ93ffwX8al53PDuGvq1CCE+NY/0vNIq7YO9XWkd4Xtk8aF1hC9Ng72xGgbLdmbyw5ZUlsRnkJ5Xygcr9/HByn3EBHkyvn8cIzpH4eKk0RlFpA4wDNi//9i6nFJZWRnr16/n4Ycftm8zm80MGDCAVatWVbvPwoUL6dmzJ+PHj+ebb74hJCSEf/7zn0yZMgUnp2O9B3ft2kVkZCTu7u707NmTmTNn0rhx4xPGUlpaSmnpsX+j8vLyzsEZniPqqSEiIiJyYWogOYaKGiIiUi/EBHmx4J5ePPb1Vr5Yf4ClOzIBcDabaBvpy0UxAXQ5skT4eZzwOIPbhjO4bTilFRZW7D7Eoi1p/Lwtjf1ZRTz4xWZeWbKL8f3juO6iRrg6q7ghIlKfHDp0CIvFQlhYWKXtYWFhJCQkVLvP3r17+fXXXxk7diyLFi1i9+7d3HPPPZSXlzNt2jQAevTowQcffEDLli1JTU1lxowZ9O3bl61bt+Lj41PtcWfOnMmMGTPO7QmeK0fn1FBPDRERERGph1TUEBGResPdxYlZIzswpG04ezIL6BjtT8dG/ni4Op16579xc3bislZhXNYqjMKr2jJ3zX7e+n0vBw4X8/BXW5izZBd3949jVNdGleb5EBGRhsVqtRIaGspbb72Fk5MTXbp04eDBg8yaNcte1Bg6dKi9fYcOHejRowcxMTF8/vnn3HbbbdUe9+GHH2by5Mn253l5eURH15EignpqiIiIiEg9pqKGiIjUKyaTiQFtwhhA2Kkb15CXmzN39GvGjRfH8snaJN5ctoeU3BIe/3orLy/eSYSfOx4uTrgfWTxcnXB3NhPh585FMQF0bhyAn4fLOYvnbBWVVXAov4xGAR6aCF1ELijBwcE4OTmRnp5eaXt6evoJ58OIiIjAxcWl0lBTrVu3Ji0tjbKyMlxdXavs4+/vT4sWLdi9e/cJY3Fzc8PNze0Mz+Q8MozjemqcePgsEREREZG6SkUNERGRIzxcnbi1TxP+2aMxn/+ZzBtL95CaW0J2YdlJ9zOZoEWoj30IrE7RflgNOFxYxuGiMrILyzlcVMbhwjIKSisos1ipsBiUW6xHFoMKq5VIPw86NPKjQyN/WkX4nLSHSFmFlbTcEvZlFbI3s4A9mYXsPVTA3sxCUnNLAGge6s0d/ZpydacoDaUlIhcEV1dXunTpwpIlS7jmmmsAW0+MJUuWMGHChGr36d27N/PmzcNqtWI22/5fuXPnTiIiIqotaAAUFBSwZ88ebrzxxvNyHudV8WEoL7St+zVybCwiIiIiImdARQ2psUsvvZROnToxe/ZsR4ciInJeubs4cVPPWEZ3i2bzgVwKSisoLbdQXG6hpNxKcZltfU9mAX/tP8y+rCJ2pOezIz2fT9YmndV7z19/AAAXJxOtwn1p38iPpsFeZOaXcjCnmIM5xaTkFJORX3rSOb3MJtiVUcADX2zmhZ93cGvvJozp0Rhf98o9SorKKvhrfw6r92axLSWXrrGB3NanCe4uGnJLROqnyZMnc/PNN9O1a1e6d+/O7NmzKSws5JZbbgHgpptuIioqipkzZwJw99138+qrr3LfffcxceJEdu3axTPPPMO9995rP+Z//vMfhg8fTkxMDCkpKUybNg0nJyfGjBnjkHM8KzlH/p3yCgUXd8fGIiIiIiJyBlTUuAAMHz6c8vJyfvzxxyqvLV++nH79+rFp0yY6dOhwVu/zwQcfMGnSJHJycs7qOCIidYWbsxPdYgNP2S4zv5S/kg7z1/7D/Ln/MNtScnF3cSLQ05UAL1cCPF0IOLLu4+aMq7MZZyczrk4mXJzMuDiZMZthb2Yhmw/ksvlADoeLytlyMJctB3NPEp+Z6EBPmgZ70TTEm6YhXjQL8aJpsDdOTiY+WZPEeysSSc8rZeYPCbz6627+eXFjLm4SxJ/7s1m9N5vNB3Iotxyrjvy2I5N5a5J4eFgrrmgfgcmk4atEHMZkgjZtjq1LjYwePZrMzEymTp1KWloanTp14scff7RPHp6UlGTvkQEQHR3NTz/9xP3330+HDh2IiorivvvuY8qUKfY2Bw4cYMyYMWRlZRESEkKfPn1YvXo1ISEhtX5+Z03zaYiIiIhcuBpIjqGixgXgtttu47rrruPAgQM0alS5i/n7779P165dz7qgISJyIQvxcWNw23AGt61+vPbTZRgGBw4X2wocB3M4cLiYUB83ovw9bEuAB5H+HgR5uZ606HDnJc0Y1zuWbzam8Nbve9mdUcB/l+3lv8v2VmoX6efOxU2DaBbqzcer93Mwp5gJ8zbwYex+pg5vQ7sov2qPX1phYXdGAQGerkT6e5yTcxeR43h6wrZtjo6iXpowYcIJh5taunRplW09e/Zk9erVJzzep59+eq5Cczz7fBoqaoiIiIhccBpIjqGixrlgGFBeVPvv6+JZo4ralVdeSUhICB988AGPPfaYfXtBQQHz589n1qxZZGVlMWHCBH7//XcOHz5Ms2bNeOSRR85pl/qkpCQmTpzIkiVLMJvNDBkyhDlz5tjvmtu0aROTJk3izz//xGQy0bx5c/773//StWtX9u/fz4QJE/jjjz8oKysjNjaWWbNmMWzYsHMWn4hIXWEymYgO9CQ60JMrOkSc1bHcnJ0Y1TWakRc14rcdGbyzPJHU3GIuigng4qZB9GwaRKMAD3tx5NbeTfjv73t4c9ke1u7LZvirfzCqSzT39G9GWm4J21Lyjiy57M4ooMJq6+XRKtyH/q1CuaxVKJ2j/XF2qn4Oj9IKCwcOF1NUasHD1YyHqzOeRyZfd3M2q2eIiMj5pp4aIiIiIlLPqahxLpQXwTORtf++j6SAq9cpmzk7O3PTTTfxwQcf8Oijj9r/YDR//nwsFgtjxoyhoKCALl26MGXKFHx9ffn++++58cYbadasGd27dz/rUK1WK1dffTXe3t4sW7aMiooKxo8fz+jRo+13y40dO5bOnTvzxhtv4OTkxMaNG3FxsY39Pn78eMrKyvj999/x8vJi+/bteHt7n3VcIiIXCrPZxOWtw7i8ddhJ23m4OjFpQAtGdY3m2R8SWLgphc/+TOazP5Orbe/r7kxBaQUJafkkpOXzxtI9+Hm40K9FCBc3DSSnqJykrCL2ZxeSlFVEal7JCecCMZvAy82Zfi1CuL1vUzpF+5/lWYuISBVH59Twa+zYOEREREREzpCKGheIW2+9lVmzZrFs2TIuvfRSwDb01HXXXYefnx9+fn785z//sbefOHEiP/30E59//vk5KWosWbKELVu2kJiYSHS07a6wDz/8kLZt27Ju3Tq6detGUlISDzzwAK1atQKgefPm9v2TkpK47rrraN++PQBNmzY965hEROTEIv09eGVMZ27uFcMT325n04FcIv3caRPpR9tIX9sS5Ueknzs5ReX8viuTXxMyWLYzk5yicr7dlMK3m1KqPbanqxO+7i4UH5l8vazCCoDVgPySCr7fnMr3m1PpFhvAv/o2ZUDrMJzM6sEhF6CiIujWzba+bp2tq7jI2VJPDREREZELVwPJMepEUeO1115j1qxZpKWl0bFjR+bMmXPCP6S//fbbfPjhh2zduhWALl268Mwzz1RqP27cOP73v/9V2m/w4MHVTpR9Trh42npN1DaXml90rVq1olevXrz33ntceuml7N69m+XLl/PEE08AYLFYeOaZZ/j88885ePAgZWVllJaW4nmOLuz4+Hiio6PtBQ2ANm3a4O/vT3x8PN26dWPy5Mn861//4qOPPmLAgAH84x//oFmzZgDce++93H333fz8888MGDCA6667TvOAiIjUgi4xgXwzoQ8l5RbcXZyqbRPg5crVnaK4ulMUFRYrG5Nz+DUhgy0HcwnxdqNxkCcxQZ40DvSkcaAXwd6V5wKpsFjtBY6UnBI+WrWfhZsOsm7fYdbtW09skCe39WnCyC7RODuZKK2wUlpusT1WWCmtsBDm406Al+t5/SzS80rYm1mIu4sZD1cnPFyOLEfWTzTklsgZMwzYvv3Yusi5oDk1RERERC5cDSTHcHhR47PPPmPy5Mm8+eab9OjRg9mzZzN48GB27NhBaGholfZLly5lzJgx9OrVC3d3d5577jkGDRrEtm3biIqKsrcbMmQI77//vv25m5vb+TsJk6lGw0A52m233cbEiRN57bXXeP/992nWrBmXXHIJALNmzeL//u//mD17Nu3bt8fLy4tJkyZRVlZWa/FNnz6df/7zn3z//ff88MMPTJs2jU8//ZQRI0bwr3/9i8GDB/P999/z888/M3PmTF588UUmTpxYa/GJiFzITlTQ+DtnJzNdYwPpGhtY42M7O5nxcTLj4+5CqI87naL9eXBIS/63ch9z1ySxL6uIx7/ZxuPfnHwys+hADzpE+dO+kR8dGvnRLsoPX3eXGsdRndyicn7Ymso3G1NYnZh10t987i5mfN1d8PVwwcfd2b4e7uvGzb1iaRRQP++AEZEGpKwQirNt6+qpISIiIiL1lMOLGi+99BK33347t9xyCwBvvvkm33//Pe+99x4PPfRQlfZz586t9Pydd97hyy+/ZMmSJdx000327W5uboSHh5/f4OuZUaNGcd999zFv3jw+/PBD7r77bvudsitWrODqq6/mhhtuAGxzYOzcuZM2bdqck/du3bo1ycnJJCcn23trbN++nZycnErv0aJFC1q0aMH999/PmDFjeP/99xkxYgQA0dHR3HXXXdx11108/PDDvP322ypqiIg0UGG+7jw4pBXj+8fxxfoDvPtHIknZRZXauDqbcXM24+JkJruwjOTsYpKzi/l+S6q9TZS/B85OJixWA6vVwGIYWKxgNQy83ZxpEuxFk2AvYoM8aRLiTZMgLwK9Xfk1IYOFG1NYtjODcsuxSkZskCcVVoOScgvFZRaKyi32QkdJuZWS8lIy8kurnM/Hq5O4b0BzbuvTBBf16BARRznaS8PND9z9HBuLiIiIiMgZcmhRo6ysjPXr1/Pwww/bt5nNZgYMGMCqVatqdIyioiLKy8sJDKx8R+jSpUsJDQ0lICCAyy67jKeeeoqgoKBqj1FaWkpp6bE/QOTl5Z3B2dR93t7ejB49mocffpi8vDzGjRtnf6158+Z88cUXrFy5koCAAF566SXS09NPu6hhsVjYuHFjpW1ubm4MGDCA9u3bM3bsWGbPnk1FRQX33HMPl1xyCV27dqW4uJgHHniAkSNH0qRJEw4cOMC6deu47rrrAJg0aRJDhw6lRYsWHD58mN9++43WrVuf7UciIiJ1nJebMzf3iuXGi2PIKizD1cmMm4sZVycz5uPm2cgtLmfbwVw2Hchly8EcNh/I5cDhYg7mFJ/w2NmFZSRlF7FsZ+ZJY2gV7sPVnaIY3jGiSm8LwzAorbBSXGahoLSC3OJy8ksqyCspJ+/I+o9b01i7L5tnf0jgq78O8NQ17enepOY9WWoit7icL9YfoGfTINpE+p7TY4tIA6L5NERERESkAXBoUePQoUNYLBbCwsIqbQ8LCyMhIaFGx5gyZQqRkZEMGDDAvm3IkCFce+21NGnShD179vDII48wdOhQVq1ahZNT1eEzZs6cyYwZM87uZOqJ2267jXfffZdhw4YRGRlp3/7YY4+xd+9eBg8ejKenJ3fccQfXXHMNubm5p3X8goICOnfuXGlbs2bN2L17N9988w0TJ06kX79+mM1mhgwZwpw5cwBwcnIiKyuLm266ifT0dIKDg7n22mvt34vFYmH8+PEcOHAAX19fhgwZwssvv3yWn4aIiNQXZrOJEJ8TDyXp5+FCr7hgesUF27dlF5aReKjAtr/JhJPZZH90MpvILixj36FCEo8s+7IK2ZdVRFmFlehAD67uGMVVnSJpEeZzwvc1mUy4uzjh7uJEgJcr1f2Z8JbesXz510GeWRTPzvQCRv13Ff/o0oiHh7Um8CznATEMgwUbbMc+VFCGm7OZ2aM7MbR9xFkdV0QaqJwk26Pm0xARERGResxkGI6bESQlJYWoqChWrlxJz5497dsffPBBli1bxpo1a066/7PPPsvzzz/P0qVLTzpp9N69e2nWrBm//PILl19+eZXXq+upER0dTW5uLr6+le92LCkpITExkSZNmuDu7l7TU5UGQt+/iEjDZrEaHC4qI8ir8mTm58LhwjKe/ymBT9ba7pT293RhaLvwIz07bL088orLyS0up7TcQs9mwYzs0ojLWoXi6lx1yKpd6fk89vVW1iTaxsf3dnOmoLQCkwkeGdqaf/VtcspzyC0uJzm7iJyicg4XldmWQtu6xWowuls07aI0RI3DFBaCt7dtvaAAvOreHG55eXn4+flV+7tZKqsTn9Uv0+GPl6H7HTBslmNiEBERERHHqeM5Rk1/Mzu0p0ZwcDBOTk6kp6dX2p6enn7K+TBeeOEFnn32WX755ZeTFjQAmjZtSnBwMLt37662qOHm5nZ+JxIXERGResHJbCLY+/z8JgjwcmXmtR0Y2aURjy7YSkJavr3AUZ1f4tP5JT6dQC9Xru4UycgujWgb6UdRWQWvLNnNO8v3UmE1cHcxc+/lzbmlVxOeWRTPR6v38/SieJKyi5g2vA3O1czhkZ5XwhtL9zBvbRJlFdYTxjB3zX5u7d2E+we2wMvt5D8bDcMgJbeEYG9X3JxrNrG8nILJBDExx9ZFztbROTX8Gjk2DhERERFxjAaSYzi0qOHq6kqXLl1YsmQJ11xzDWCboHrJkiVMmDDhhPs9//zzPP300/z000907dr1lO9z4MABsrKyiIjQUAwiIiLiWF1iAvluYh++2nCQA4eL8fNwqbT4ejhTYTH4dnMKX/11kMz8Ut5fsY/3V+yjVbgP+SUV9rlCBrYJY+qVbYgOtM318cTVbYkJ8uTpI8WNgznFzBnT2V6QyMgr4Y1le5i3JonSI8WMYG9Xgrzc8Pd0IcDTlQAvF/w9Xdl3qJAftqbxzh+J/LA1jSevactlrcKqnE9+STlfbzjIx6uT2JGeT7C3Gzf3jOGGi2MIOMvhtS54np6wb5+jo5CG5OicGhp+SkREROTC1EByDIcOPwXw2WefcfPNN/Pf//6X7t27M3v2bD7//HMSEhIICwvjpptuIioqipkzZwLw3HPPMXXqVObNm0fv3r3tx/H29sbb25uCggJmzJjBddddR3h4OHv27OHBBx8kPz+fLVu21KhHxsm6uWj4oQubvn8REalNFRYry3cf4ov1B1i8LZ0yi60QEeXvwYyr2jKgTdUiA8CPW1O579ONlFZYaRvpy3PXdWDBhoN8vHq/vZjRNSaA+we2oFezoBMOU/Xbjgwe/3orBw7biijD2oczbXhbwnzdiU/N4+PV+/l6w0EKyyxV9nV3MTOySyNu69OUJsF1q0uznDt1YkileqJOfFYvtob8FPjXEmh06pvDRERERERqU70Yfgpg9OjRZGZmMnXqVNLS0ujUqRM//vijffLwpKQkzOZjwya88cYblJWVMXLkyErHmTZtGtOnT8fJyYnNmzfzv//9j5ycHCIjIxk0aBBPPvmkhpgSERGResXZyUz/lqH0bxlKTlEZi7akYTEMRl7UCA/XEw/xNKRdBJ/c4c7t//uTbSl5XDnnD/trFzX25/6BLegTF3zKOTf6twzl5/v78X+/7OKdPxJZtCWN5TsP0SzUm43JOfZ2zUK8uOHiGK7qGMnyXYd4e/letqXk8fHqJOauSWJA6zBu6hlD+yg//D3PvvdGel4J5RYrjQI8z/pYtam0wsL+rCIi/NzxcXdxdDhyoakog/xU27p6aoiIiIhIPebwnhp1kXpqyIno+xcRkfokKauIcR+sZW9mIZ2ibcWMfs1PXcyozvaUPB5esIVNR4oZzmYTg9uGc8PFMVzcNLDSMQ3DYNXeLN5ZnsivCRmVjhPs7UrTEG/iQr2JC/GmWag3naL98fM49R/592YWMOfX3Xyz8SBWw9bbZFS3aK5oH3HKOT8cbWd6Pje+u4b0vFLANlF8owAPogM8aRTgQeNATy5tGWofSgyA4mLo18+2/vvv4OHhgMhPrk70PqgnHP5ZZSfCK53AyQ0eTQNz1fl2RERERKSBq+M5Rk1/M6uoUQ0VNeRE9P2LiEh9U1xmIfFQIa0jfM6omHE8i9Xgi/XJHC4q59rOUYT6nvrfwt0ZBbz7RyLLdmSQkltSbRsXJxP9mocwvGMkA9qE4f23AkXioULmLNnF10eKGQBmE/Z1L1cnhneM5B9do7mosf9Zn+e5tiHpMLd8sI6conJcnc0nnJzdyWxiROcoxvePsw3ZVVgI3t62FwsKwKvuDePl8D/U1yMO/6wSf4f/DYfAZnDvX7X//iIiIiLieHU8x6g3w0+JiIiIyPnj4epEm8hz8wdUJ7OJ0d0an9Y+caHezLy2PQCFpRXsySxgd0aB/XFHWj77sopYkpDBkoQM3JxtQ24N7xhJs1Av3vp9L19vOFbMGNA6lPsub0GorxtfrD/A/D+T2ZdVxKfrkvl0XTLNQ725skMkl7cOpW2k7wkLHFarwZ/7D/Pd5hR+2Z5OfkkFJhOYTCbMJjCbTJhMJrzdnLiyQyRjejQmyv/072JasfsQt3/4J0VlFjo39uf9cd1wcTJz4HAxydlFHDhcRPLhYrYezGVNYjZfrD/AV38d4OpOUUzoHkGz035HkRPIOTJJuL+GnhIRERGR+k09NaqhnhpyIvr+RUREzr2d6fl8tymFbzenkniosNo2l7cKZdKAFrRv5Fdpu2EYrEnM5vN1ySzamkpJ+bFeEJF+7lzeOowBbcK4uGkgLmYzG5IP893mVBZtSbUPBVUTZhNc1iqMG3vG0DcuGLP51L1Bftyaxr2fbKDMYqVv82DevKHLSYfJ2picw5wlu1hyZMguz/IStr9km0cuMTENq5cXtl/uBoYBxpG44kJ9anwe55rDex/UIw7/rJY+C0tnQucb4epXa//9RURERMTx1FNDREREROTstQjzYfKgltw/sAXbUvL4bnMq321O4cDhYi5rFcqkAc3p0Mi/2n1NJhMXNw3i4qZBTL+6LT9uSWNxfDp/7DpESm4JH63ez0er9+Pl6oSPuwtpeceGwPJxd2ZQm3Cu7BBBbLAXhmFgNTj2iMHujALmrk5i1d4sfolP55f4dGKCPBnbozFXdogkws+92t4g8/9MZsqXm7EaMLRdOLOv74Sb84kndwfoFO3Pu+O6seVALnN+3cXyjfvtrw175Q+KXaveUOHn4cKmaYNq+EnLBc3eU+P0eluJiIiIiNQ1KmrIBSs2NpZJkyYxadIkR4ciIiIi2AoU7aL8aBflx5QhLSkut+DpWvOfq77uLozqFs2obtGUlFtYuecQi7dnsCQ+nYz8UgrLLHi5OjGwTRhXdoikb4vgUxYaWoX7cmWHSHZn5PPx6iS+XH+A/VlFPLMogWcWJeDj7kzzUG+ah/rQPMyb5mE+xKfm8ewPCQCM6tqIZ0a0x9mp5pMyt2/kx1s3dSW+VxS8bNvm4+aMs5szpiOfk+nIEFm+7vo5LzWUm2R79NPwUyIiIiJSvykLukCMGzeO//3vf/bngYGBdOvWjeeff54OHTqck/eYPn06X3/9NRs3bjxluxkzZlTZ3rJlSxISEs5JLCIiIlK/mUym0ypo/J27ixOXtQrjslZhWK3t2JqSS05ROd2bBOLucvJCRnXiQn2YflVbHhzSkoUbU/hkbRJbU/LIL6ngr6Qc/krKqbLP7X2b8Miw1mc8cXnriGPdrdc+NqDOdQ2XekZzaoiIiIhIA6GixgVkyJAhvP/++wCkpaXx2GOPceWVV5KUlFTrsbRt25Zffvml0jZnZ12OIiIicu6ZzaYTDl91ujxdnbm+e2Ou796Y0goL+w4VsTM9n10ZBew68phTVMa/+jblzn5Nz7igYRccfE7ilgucYUB5sW1dPTVERERELmwNIMeoeT94ObXCwhMvJSU1b1tcfOq2Z8DNzY3w8HDCw8Pp1KkTDz30EMnJyWRmZtrbJCcnM2rUKPz9/QkMDOTqq69m37599teXLl1K9+7d8fLywt/fn969e7N//34++OADZsyYwaZNm44MiWDigw8+OGEszs7O9liOLsHH/QcVGxvLk08+yZgxY/Dy8iIqKorXXnut0jGSkpK4+uqr8fb2xtfXl1GjRpGenl6pzbfffku3bt1wd3cnODiYESNGVHq9qKiIW2+9FR8fHxo3bsxbb711Bp+siIiIXIjcnJ1oGe7D8I6RTB7Ygjdu6MIvky/hz8cGctclzc6+oOHlBZmZtkW9NORsmEzwnx3w8AEVNUREREQuZA0kx1BR41zy9j7xct11lduGhp647dChldvGxlZtc5YKCgr4+OOPiYuLIygoCIDy8nIGDx6Mj48Py5cvZ8WKFXh7ezNkyBDKysqoqKjgmmuu4ZJLLmHz5s2sWrWKO+64A5PJxOjRo/n3v/9N27ZtSU1NJTU1ldGjR59VjLNmzaJjx45s2LCBhx56iPvuu4/FixcDYLVaufrqq8nOzmbZsmUsXryYvXv3VnrP77//nhEjRjBs2DA2bNjAkiVL6N69e6X3ePHFF+natSsbNmzgnnvu4e6772bHjh1nFbeIiIiISJ3k5gNmpYAiIiIiUr9pvJ8LyHfffYf3kYJIYWEhERERfPfdd5iPJDafffYZVquVd955x35n4fvvv4+/vz9Lly6la9eu5ObmcuWVV9KsWTMAWrdubT++t7e3vQfGqWzZssUey1E33HADb775pv157969eeihhwBo0aIFK1as4OWXX2bgwIEsWbKELVu2kJiYSHS07W6zDz/8kLZt27Ju3Tq6devG008/zfXXX19p/o6OHTtWes9hw4Zxzz33ADBlyhRefvllfvvtN1q2bFmDT1REREREREREREREapOKGudSQcGJX3P624SUGRknbvv3u6eOG/7pbPTv35833ngDgMOHD/P6668zdOhQ1q5dS0xMDJs2bWL37t34+PhU2q+kpIQ9e/YwaNAgxo0bx+DBgxk4cCADBgxg1KhRREREnHYsLVu2ZOHChZW2+fr6Vnres2fPKs9nz54NQHx8PNHR0faCBkCbNm3w9/cnPj6ebt26sXHjRm6//faTxnH8JOkmk4nw8HAyTvbdiIiIiNSW4uJjPXh/+AE8PBwbj4iIiIiI1G8NJMdQUeNcOp1xyM5X25Mexou4uDj783feeQc/Pz/efvttnnrqKQoKCujSpQtz586tsm9ISAhg67lx77338uOPP/LZZ5/x2GOPsXjxYi6++OLTisXV1bVSLOeDRw3+o3Rxcan03GQyYbVaz1dIIiIiIjVntcKyZcfWRUREREREzkYDyTE0oOoFzGQyYTabKT4yMflFF13Erl27CA0NJS4urtLi5+dn369z5848/PDDrFy5knbt2jFv3jzAVqiwWCznLL7Vq1dXeX50uKvWrVuTnJxMcnKy/fXt27eTk5NDmzZtAFsvjCVLlpyzeERERERERERERETEsVTUuICUlpaSlpZGWloa8fHxTJw4kYKCAoYPHw7A2LFjCQ4O5uqrr2b58uUkJiaydOlS7r33Xg4cOEBiYiIPP/wwq1atYv/+/fz888/s2rXLXmiIjY0lMTGRjRs3cujQIUpLS08YS0VFhT2Wo0t6enqlNitWrOD5559n586dvPbaa8yfP5/77rsPgAEDBtC+fXvGjh3LX3/9xdq1a7npppu45JJL6Nq1KwDTpk3jk08+Ydq0acTHx7Nlyxaee+658/HRioiIiIiIiIiIiEgtUFHjAvLjjz8SERFBREQEPXr0YN26dcyfP59LL70UAE9PT37//XcaN27MtddeS+vWrbntttsoKSnB19cXT09PEhISuO6662jRogV33HEH48eP58477wTguuuuY8iQIfTv35+QkBA++eSTE8aybds2eyxHl5iYmEpt/v3vf/Pnn3/SuXNnnnrqKV566SUGDx4M2HqZfPPNNwQEBNCvXz8GDBhA06ZN+eyzz+z7X3rppcyfP5+FCxfSqVMnLrvsMtauXXuOP1URERERERERERERqS0mwzAMRwdR1+Tl5eHn50dubm6VyatLSkpITEykSZMmuLu7OyjChi82NpZJkyYxadIkR4dSib5/ERERqTWFheDtbVsvKDhn86ydSyf73SyV6bMSEREREYer4zlGTX8zq6eGiIiIiIiIiIiIiIjUC86ODkBERERERE7A09PREYiIiIiISEPSAHIMFTWkTtq3b5+jQxARERFxLC8vW/dwERERERGRc6GB5BgafkpEREREREREREREROoFFTXOkNVqdXQI4gD63kVEREREREREREQcR8NPnSZXV1fMZjMpKSmEhITg6uqKyWRydFhynhmGQVlZGZmZmZjNZlxdXR0dkoiIiDR0JSVw3XW29S+/BHd3x8YjIiIiIiL1WwPJMVTUOE1ms5kmTZqQmppKSkqKo8ORWubp6Unjxo0xm9XJSURERM4ziwUWLTq2LiIiIiIicjYaSI6hosYZcHV1pXHjxlRUVGCpx1++nB4nJyecnZ3VM0dERERERERERETEQVTUOEMmkwkXFxdcXFwcHYqIiIiIiIiIiIiIyAVBY+iIiIiIiIiIiIiIiEi9oKKGiIiIiIiIiIiIiIjUCypqiIiIiIiIiIiIiIhIvaA5NaphGAYAeXl5Do5ERERERC5YhYXH1vPywGJxXCwncPT38tHfz3JiyjFERERExOHqeI5R0/xCRY1q5OfnAxAdHe3gSEREREREgMhIR0dwUvn5+fj5+Tk6jDpNOYaIiIiI1Cl1OMc4VX5hMnRbVRVWq5WUlBR8fHwwmUzn7X3y8vKIjo4mOTkZX1/f8/Y+Uj/oepDj6XqQo3QtyPF0Pcjx6sL1YBgG+fn5REZGYjZrZNuTUY4htU3XghxP14McT9eDHE/XgxxVF66FmuYX6qlRDbPZTKNGjWrt/Xx9ffU/DbHT9SDH0/UgR+lakOPpepDjOfp6UA+NmlGOIY6ia0GOp+tBjqfrQY6n60GOcvS1UJP8QrdTiYiIiIiIiIiIiIhIvaCihoiIiIiIiIiIiIiI1AsqajiQm5sb06ZNw83NzdGhSB2g60GOp+tBjtK1IMfT9SDH0/Ug1dF1IUfpWpDj6XqQ4+l6kOPpepCj6tO1oInCRURERERERERERESkXlBPDRERERERERERERERqRdU1BARERERERERERERkXpBRQ0REREREREREREREakXVNQQEREREREREREREZF6QUUNERERERERERERERGpF1TUcKDXXnuN2NhY3N3d6dGjB2vXrnV0SHKezZw5k27duuHj40NoaCjXXHMNO3bsqNSmpKSE8ePHExQUhLe3N9dddx3p6ekOilhq07PPPovJZGLSpEn2bboeLiwHDx7khhtuICgoCA8PD9q3b8+ff/5pf90wDKZOnUpERAQeHh4MGDCAXbt2OTBiOR8sFguPP/44TZo0wcPDg2bNmvHkk09iGIa9ja6Fhuv3339n+PDhREZGYjKZ+Prrryu9XpPvPjs7m7Fjx+Lr64u/vz+33XYbBQUFtXgW4ijKLy5MyjHkRJRfiPILOUo5xoWtIeYYKmo4yGeffcbkyZOZNm0af/31Fx07dmTw4MFkZGQ4OjQ5j5YtW8b48eNZvXo1ixcvpry8nEGDBlFYWGhvc//99/Ptt98yf/58li1bRkpKCtdee60Do5basG7dOv773//SoUOHStt1PVw4Dh8+TO/evXFxceGHH35g+/btvPjiiwQEBNjbPP/887zyyiu8+eabrFmzBi8vLwYPHkxJSYkDI5dz7bnnnuONN97g1VdfJT4+nueee47nn3+eOXPm2NvoWmi4CgsL6dixI6+99lq1r9fkux87dizbtm1j8eLFfPfdd/z+++/ccccdtXUK4iDKLy5cyjGkOsovRPmFHE85xoWtQeYYhjhE9+7djfHjx9ufWywWIzIy0pg5c6YDo5LalpGRYQDGsmXLDMMwjJycHMPFxcWYP3++vU18fLwBGKtWrXJUmHKe5efnG82bNzcWL15sXHLJJcZ9991nGIauhwvNlClTjD59+pzwdavVaoSHhxuzZs2yb8vJyTHc3NyMTz75pDZClFpyxRVXGLfeemulbddee60xduxYwzB0LVxIAGPBggX25zX57rdv324Axrp16+xtfvjhB8NkMhkHDx6stdil9im/kKOUY4jyCzEM5RdSmXIMOaqh5BjqqeEAZWVlrF+/ngEDBti3mc1mBgwYwKpVqxwYmdS23NxcAAIDAwFYv3495eXlla6NVq1a0bhxY10bDdj48eO54oorKn3voOvhQrNw4UK6du3KP/7xD0JDQ+ncuTNvv/22/fXExETS0tIqXQ9+fn706NFD10MD06tXL5YsWcLOnTsB2LRpE3/88QdDhw4FdC1cyGry3a9atQp/f3+6du1qbzNgwADMZjNr1qyp9Zildii/kOMpxxDlFwLKL6Qy5RhyIvU1x3B2yLte4A4dOoTFYiEsLKzS9rCwMBISEhwUldQ2q9XKpEmT6N27N+3atQMgLS0NV1dX/P39K7UNCwsjLS3NAVHK+fbpp5/y119/sW7duiqv6Xq4sOzdu5c33niDyZMn88gjj7Bu3TruvfdeXF1dufnmm+3feXX/duh6aFgeeugh8vLyaNWqFU5OTlgsFp5++mnGjh0LoGvhAlaT7z4tLY3Q0NBKrzs7OxMYGKjrowFTfiFHKccQ5RdylPILOZ5yDDmR+ppjqKgh4iDjx49n69at/PHHH44ORRwkOTmZ++67j8WLF+Pu7u7ocMTBrFYrXbt25ZlnngGgc+fObN26lTfffJObb77ZwdFJbfr888+ZO3cu8+bNo23btmzcuJFJkyYRGRmpa0FERE5KOcaFTfmFHE/5hRxPOYY0NBp+ygGCg4NxcnIiPT290vb09HTCw8MdFJXUpgkTJvDdd9/x22+/0ahRI/v28PBwysrKyMnJqdRe10bDtH79ejIyMrjoootwdnbG2dmZZcuW8corr+Ds7ExYWJiuhwtIREQEbdq0qbStdevWJCUlAdi/c/3b0fA98MADPPTQQ1x//fW0b9+eG2+8kfvvv5+ZM2cCuhYuZDX57sPDw6tMDF1RUUF2draujwZM+YWAcgxRfiGVKb+Q4ynHkBOprzmGihoO4OrqSpcuXViyZIl9m9VqZcmSJfTs2dOBkcn5ZhgGEyZMYMGCBfz66680adKk0utdunTBxcWl0rWxY8cOkpKSdG00QJdffjlbtmxh48aN9qVr166MHTvWvq7r4cLRu3dvduzYUWnbzp07iYmJAaBJkyaEh4dXuh7y8vJYs2aNrocGpqioCLO58k80JycnrFYroGvhQlaT775nz57k5OSwfv16e5tff/0Vq9VKjx49aj1mqR3KLy5syjHkKOUXcjzlF3I85RhyIvU2x3DI9ORifPrpp4abm5vxwQcfGNu3bzfuuOMOw9/f30hLS3N0aHIe3X333Yafn5+xdOlSIzU11b4UFRXZ29x1111G48aNjV9//dX4888/jZ49exo9e/Z0YNRSmy655BLjvvvusz/X9XDhWLt2reHs7Gw8/fTTxq5du4y5c+canp6exscff2xv8+yzzxr+/v7GN998Y2zevNm4+uqrjSZNmhjFxcUOjFzOtZtvvtmIiooyvvvuOyMxMdH46quvjODgYOPBBx+0t9G10HDl5+cbGzZsMDZs2GAAxksvvWRs2LDB2L9/v2EYNfvuhwwZYnTu3NlYs2aN8ccffxjNmzc3xowZ46hTklqi/OLCpRxDTkb5xYVL+YUcTznGha0h5hgqajjQnDlzjMaNGxuurq5G9+7djdWrVzs6JDnPgGqX999/396muLjYuOeee4yAgADD09PTGDFihJGamuq4oKVW/T3p0PVwYfn222+Ndu3aGW5ubkarVq2Mt956q9LrVqvVePzxx42wsDDDzc3NuPzyy40dO3Y4KFo5X/Ly8oz77rvPaNy4seHu7m40bdrUePTRR43S0lJ7G10LDddvv/1W7W+Fm2++2TCMmn33WVlZxpgxYwxvb2/D19fXuOWWW4z8/HwHnI3UNuUXFyblGHIyyi8ubMov5CjlGBe2hphjmAzDMGqvX4iIiIiIiIiIiIiIiMiZ0ZwaIiIiIiIiIiIiIiJSL6ioISIiIiIiIiIiIiIi9YKKGiIiIiIiIiIiIiIiUi+oqCEiIiIiIiIiIiIiIvWCihoiIiIiIiIiIiIiIlIvqKghIiIiIiIiIiIiIiL1gooaIiIiIiIiIiIiIiJSL6ioISIiIiIiIiIiIiIi9YKKGiIi0qCZTCa+/vprR4chIiIiIiINgPILERHHU1FDRETOm3HjxmEymaosQ4YMcXRoIiIiIiJSzyi/EBERAGdHByAiIg3bkCFDeP/99yttc3Nzc1A0IiIiIiJSnym/EBER9dQQEZHzys3NjfDw8EpLQEAAYOu6/cYbbzB06FA8PDxo2rQpX3zxRaX9t2zZwmWXXYaHhwdBQUHccccdFBQUVGrz3nvv0bZtW9zc3IiIiGDChAmVXj906BAjRozA09OT5s2bs3DhwvN70iIiIiIicl4ovxARERU1RETEoR5//HGuu+46Nm3axNixY7n++uuJj48HoLCwkMGDBxMQEMC6deuYP38+v/zyS6Wk4o033mD8+PHccccdbNmyhYULFxIXF1fpPWbMmMGoUaPYvHkzw4YNY+zYsWRnZ9fqeYqIiIiIyPmn/EJEpOEzGYZhODoIERFpmMaNG8fHH3+Mu7t7pe2PPPIIjzzyCCaTibvuuos33njD/trFF1/MRRddxOuvv87bb7/NlClTSE5OxsvLC4BFixYxfPhwUlJSCAsLIyoqiltuuYWnnnqq2hhMJhOPPfYYTz75JGBLZLy9vfnhhx809q6IiIiISD2i/EJEREBzaoiIyHnWv3//SkkFQGBgoH29Z8+elV7r2bMnGzduBCA+Pp6OHTvaEw6A3r17Y7Va2bFjByaTiZSUFC6//PKTxtChQwf7upeXF76+vmRkZJzpKYmIiIiIiIMovxARERU1RETkvPLy8qrSXftc8fDwqFE7FxeXSs9NJhNWq/V8hCQiIiIiIueR8gsREdGcGiIi4lCrV6+u8rx169YAtG7dmk2bNlFYWGh/fcWKFZjNZlq2bImPjw+xsbEsWbKkVmMWEREREZG6SfmFiEjDp54aIiJyXpWWlpKWllZpm7OzM8HBwQDMnz+frl270qdPH+bOncvatWt59913ARg7dizTpk3j5ptvZvr06WRmZjJx4kRuvPFGwsLCAJg+fTp33XUXoaGhDB06lPz8fFasWMHEiRNr90RFREREROS8U34hIiIqaoiIyHn1448/EhERUWlby5YtSUhIAGDGjBl8+umn3HPPPURERPDJJ5/Qpk0bADw9Pfnpp5+477776NatG56enlx33XW89NJL9mPdfPPNlJSU8PLLL/Of//yH4OBgRo4cWXsnKCIiIiIitUb5hYiImAzDMBwdhIiIXJhMJhMLFizgmmuucXQoIiIiIiJSzym/EBG5MGhODRERERERERERERERqRdU1BARERERERERERERkXpBw0+JiIiIiIiIiIiIiEi9oJ4aIiIiIiIiIiIiIiJSL6ioISIiIiIiIiIiIiIi9YKKGiIiIiIiIiIiIiIiUi+oqCEiIiIiIiIiIiIiIvWCihoiIiIiIiIiIiIiIlIvqKghIiIiIiIiIiIiIiL1gooaIiIiIiIiIiIiIiJSL6ioISIiIiIiIiIiIiIi9YKKGiIiIiIiIiIiIiIiUi+oqCEiIiIiIiIiIiIiIvWCihoiIiIiIiIiIiIiIlIvqKghIiIiIiIiIiIiIiL1gooaIiIiIiIiIiIiIiJSL6ioISIiIiIiIiIiIiIi9YKKGiIi9cjSpUsxmUwsXbrU0aGIiIiIiEgDolxDRETqCxU1RETOA5PJVKOlPiYMBQUFTJs2jXbt2uHl5UVQUBCdOnXivvvuIyUlBYAOHTrQuHFjDMM44XF69+5NWFgYffr0qdFnNX369BrHeOmll1ba18PDgw4dOjB79mysVmu1+2RlZfHAAw/QsmVL3N3dCQwMZPDgwXz33XcnfJ+8vDxmzJhBx44d8fb2xsPDg3bt2jFlyhT7Z1ETr7/+OiaTiR49elT7+r59+zCZTLzwwgvVvv7CCy9gMpnYt29fldcWLFjA0KFDCQ4OxtXVlcjISEaNGsWvv/5a4/hEREREpO5QrlG3co3jl4SEBHu7p59+mquuuoqwsLDTfg+ALVu2MHLkSGJiYnB3dycqKoqBAwcyZ86c0zqOiEhD5OzoAEREGqKPPvqo0vMPP/yQxYsXV9neunXr0zpuv379KC4uxtXV9axjPBPl5eX069ePhIQEbr75ZiZOnEhBQQHbtm1j3rx5jBgxgsjISMaOHctDDz3E8uXL6devX5Xj7Nu3j1WrVjFhwgSGDx9Oenq6/bV169bxyiuv8Mgjj1T6fDp06HBasTZq1IiZM2cCcOjQIebNm8f9999PZmYmTz/9dKW2O3bs4PLLLyczM5NbbrmFrl27kpOTw9y5cxk+fDj/+c9/mDVrVqV99u7dy4ABA0hKSuIf//gHd9xxB66urmzevJl3332XBQsWsHPnzhrFOnfuXGJjY1m7di27d+8mLi7utM61OoZhcOutt/LBBx/QuXNnJk+eTHh4OKmpqSxYsIDLL7+cFStW0KtXr7N+LxERERGpPco16laucbzIyEj7+mOPPUZ4eDidO3fmp59+Oq3jr1y5kv79+9O4cWNuv/12wsPDSU5OZvXq1fzf//0fEydOPK3jiYg0OIaIiJx348ePNxrC/3I///xzAzDmzp1b5bXi4mIjNzfXMAzDSEpKMkwmk3HnnXdWe5xnnnnGAIzVq1dXeW3+/PkGYPz2229nHOcll1xitG3btkp8MTExho+Pj1FRUWHfXlZWZrRr187w9PSsEk9FRYUxevRoAzA+/fRT+/by8nKjY8eOhqenp7F8+fIq75+bm2s88sgjNYp17969BmB89dVXRkhIiDF9+vQqbRITEw3AmDVrVrXHmDVrlgEYiYmJVbZNmjTJsFqtVfb58MMPjTVr1tQoRhERERGpu5RrVOaIXKM6R3+bZ2ZmGoAxbdq0Gr/HsGHDjJCQEOPw4cNVXktPT6/xcc6FwsLCWn0/EZGa0PBTIiIOcO2113LRRRdV2jZ8+HBMJhMLFy60b1uzZg0mk4kffvgBqH6c20svvZR27dqxfft2+vfvj6enJ1FRUTz//PNV3nfOnDm0bdsWT09PAgIC6Nq1K/Pmzatx3Hv27AFs3bn/zt3dHV9fXwCio6Pp168fX3zxBeXl5VXazps3j2bNmp1wuKXq5ObmkpCQQG5ubo33+Xt83bp1Iz8/n4yMDPv2L7/8kq1bt/LQQw9VicfJyYn//ve/+Pv7V+ou/uWXX7Jp0yYeffRR+vTpU+W9fH19q/QGOZG5c+cSEBDAFVdcwciRI5k7d+4Znd/xiouLmTlzJq1atbIPTfV3N954I927dz/r9xIRERGRukW5Ru3nGtWJjY0943337NlD27Zt8ff3r/JaaGholW0ff/wx3bt3t3/2/fr14+eff67U5vXXX6dt27a4ubkRGRnJ+PHjycnJqdTm6Pe9fv16+vXrh6enJ4888ggApaWlTJs2jbi4ONzc3IiOjubBBx+ktLT0jM9TRORMqaghIuIAffv2ZdOmTeTl5QG2oYJWrFiB2Wxm+fLl9nbLly/HbDZX+8P+eIcPH2bIkCF07NiRF198kVatWjFlyhR7ggLw9ttvc++999KmTRtmz57NjBkz6NSpE2vWrKlx3DExMYCti7txkjFsAcaOHUtWVlaVrtZbtmxh69atjB07tsbvC7a5IVq3bs2CBQtOa7/jHZ2b4vjk4NtvvwXgpptuqnYfPz8/rr76ahISEti9ezeAPRm88cYbzziWo+bOncu1116Lq6srY8aMYdeuXaxbt+6sjvnHH3+QnZ3NP//5T5ycnM46RhERERGpP5RrnP9cw2KxcOjQoUpLQUHBab3nycTExLB+/Xq2bt16yrYzZszgxhtvxMXFhSeeeIIZM2YQHR1daQ696dOnM378eCIjI3nxxRe57rrr+O9//8ugQYOqFIaysrIYOnQonTp1Yvbs2fTv3x+r1cpVV13FCy+8wPDhw5kzZw7XXHMNL7/8MqNHjz5n5y0iUlOaU0NExAH69u2L1WplxYoVDB06lK1bt3L48GH+8Y9/VEk0OnbsaL8r6URSUlL48MMP7X9kv+2224iJieHdd99l6NChAHz//fe0bduW+fPnn3Hc11xzDS1btmTq1Km8++679O/fn759+3LllVdWuWNo5MiRTJw4kXnz5nHllVfatx+9W+t0E43TdTTRANsP83fffZc///yTK664Ag8PD3u77du34+fnZ0+iqtOxY0cA4uPjiYuLIz4+Hj8/P6Kjo88qxvXr15OQkGCf7K9Pnz40atSIuXPn0q1btzM+bnx8PADt27c/q/hEREREpP5RrnH+c42EhARCQkIqbbv55pv54IMPzsnx//Of/9gLC927d6dv375cfvnl9O/fHxcXF3u73bt388QTTzBixAi++OILzOZj9y4fLQxlZmYyc+ZMBg0axA8//GBv06pVKyZMmMDHH3/MLbfcYt8vLS2NN998kzvvvNO+7eOPP+aXX35h2bJllXqqt2vXjrvuuouVK1dqrj4RqVXqqSEi4gCdO3fG29ub33//HbAlFI0aNeKmm27ir7/+oqioCMMw+OOPP+jbt+8pj+ft7c0NN9xgf+7q6kr37t3Zu3evfZu/vz8HDhw4q14AHh4erFmzhgceeACADz74gNtuu42IiAgmTpxYqetxQEAAw4YNY+HChRQWFgK2H9affvopXbt2pUWLFqf13uPGjcMwDMaNG1ej9kcTjZCQEFq1asWsWbO46qqrqiQa+fn5+Pj4nPRYR18/erdbXl7eKfepiblz5xIWFkb//v0BMJlMjB49mk8//RSLxXLGxz0a57mIUURERETqF+Ua5z/XiI2NZfHixZWWBx988LTe82QGDhzIqlWruOqqq9i0aRPPP/88gwcPJioqqtIQYl9//TVWq5WpU6dWKmgA9iFof/nlF8rKypg0aVKlNrfffju+vr58//33lfZzc3OrVOQAmD9/Pq1bt6ZVq1aVeqdcdtllAPz222/n7NxFRGpCRQ0REQdwcnKiZ8+e9julli9fTt++fenTpw8Wi4XVq1ezfft2srOza5RoNGrUqMq8CQEBARw+fNj+fMqUKXh7e9O9e3eaN2/O+PHjWbFixWnH7ufnx/PPP8++ffvYt28f7777Li1btuTVV1/lySefrNR27NixFBYW8s033wCwcuVK9u3bd97vnIJjicZPP/3E66+/TlRUFJmZmbi7u1dq5+PjQ35+/kmPdfT1o0UCX1/fU+5zKhaLhU8//ZT+/fuTmJjI7t272b17Nz169CA9PZ0lS5ac9jGPXgNH77Y72xhFREREpP5RrnH+cw0vLy8GDBhQaWnTps05fY9u3brx1VdfcfjwYdauXcvDDz9Mfn4+I0eOZPv27YBt7g2z2XzS996/fz8ALVu2rLTd1dWVpk2b2l8/KioqCldX10rbdu3axbZt2+w3jR1djhaPjp+zUESkNqioISLiIH369GHdunWUlJTYEw1/f3/atWvH8uXL7UlITRKNE82bcPxYtK1bt2bHjh18+umn9OnThy+//JI+ffowbdq0Mz6HmJgYbr31VlasWIG/v3+VSa6vvPJK/Pz87N3A582bh5OTE9dff/0Zv2dNHU00Bg0axN13382iRYtYu3atfaK7o1q3bk1ubi5JSUknPNbmzZsB7MlCq1atyM3NJTk5+Yzj+/XXX0lNTeXTTz+lefPm9mXUqFEAlT7Lo4WY4uLiao9VVFRUqV2rVq0A25jCIiIiInLhUa7RcLi6utKtWzeeeeYZ3njjDcrLy89qmK9TOX6o3qOsVivt27ev0jvl6HLPPfect3hERKqjooaIiIP07duXsrIyPvnkEw4ePGhPKPr162dPNFq0aEFYWNg5e08vLy9Gjx7N+++/T1JSEldccQVPP/00JSUlZ3XcgIAAmjVrRmpqaqXtbm5ujBw5kp9//pn09HTmz5/PZZddRnh4+Fm935no0KEDN9xwA//9738rFTCOjsH74YcfVrtfXl4e33zzDa1atSIuLg6A4cOHA7axZc/U3LlzCQ0NZf78+VWWMWPGsGDBAnsRIyQkBE9PT3bs2FHtsXbs2IGnpyfBwcGALYkNCAjgk08+OathrERERESkflKu0TB17doVwP5ZNGvWDKvVau+5UZ2jcwf+PZcoKysjMTHxpHMLHtWsWTOys7O5/PLLq/RQGTBgQJVeICIi55uKGiIiDtKjRw9cXFx47rnnCAwMpG3btoAtAVm9ejXLli2r0Z1TNZWVlVXpuaurK23atMEwDMrLy2t0jE2bNtkn3z7e/v372b59e7U/ZseOHUt5eTl33nknmZmZZ9wdPDc3l4SEBHJzc89of4AHH3yQ8vJyXnrpJfu2kSNH0qZNG5599ln+/PPPSu2tVit33303hw8frnSX2ciRI2nfvj1PP/00q1atqvI++fn5PProoyeMo7i4mK+++oorr7ySkSNHVlkmTJhAfn6+fbxcJycnBg0axLffflulR0lSUhLffvstgwYNst9F5+npyZQpU4iPj2fKlCmV7qI76uOPP2bt2rU1+NREREREpL5RrnF6zkWucS799ttv1f6GX7RoEXBsKKlrrrkGs9nME088gdVqrdT26P4DBgzA1dWVV155pdIx3333XXJzc7niiitOGc+oUaM4ePAgb7/9dpXXiouL7fOaiIjUFmdHByAicqHy9PSkS5curF69muHDh9vHqe3Xrx+FhYUUFhae00Rj0KBBhIeH07t3b8LCwoiPj+fVV1/liiuuqPGE0osXL2batGlcddVVXHzxxXh7e7N3717ee+89SktLmT59epV9LrnkEho1asQ333yDh4cH11577RnFv2DBAm655Rbef//9Gk/g93dt2rRh2LBhvPPOOzz++OMEBQXh6urKF198weWXX06fPn245ZZb6Nq1Kzk5OcybN4+//vqLf//735W6sbu4uPDVV18xYMAA+vXrx6hRo+jduzcuLi5s27aNefPmERAQwNNPP11tHAsXLiQ/P5+rrrqq2tcvvvhiQkJCmDt3LqNHjwbgmWee4eKLL+aiiy7ijjvuIDY2ln379vHWW29hMpl45plnKh3jgQceYNu2bbz44ov89ttvjBw5kvDwcNLS0vj6669Zu3YtK1euPKPPUURERETqNuUap+dc5Bp/99FHH7F//377ULG///47Tz31FAA33njjSXtITJw4kaKiIkaMGEGrVq0oKytj5cqVfPbZZ8TGxton8o6Li+PRRx/lySefpG/fvlx77bW4ubmxbt06IiMjmTlzJiEhITz88MPMmDGDIUOGcNVVV7Fjxw5ef/11unXrVmkS+BO58cYb+fzzz7nrrrv47bff6N27NxaLhYSEBD7//HN++ukney8SEZHaoKKGiIgDHb1Tqk+fPvZt4eHhxMXFsXv37nOaaNx5553MnTuXl156iYKCAho1asS9997LY489VuNjXHfddeTn5/Pzzz/z66+/kp2dTUBAAN27d+ff//43/fv3r7KP2WxmzJgxzJo1i+HDh9c4qTlfHnjgAb7//nvmzJljT4xat27Npk2bePbZZ1m4cCHvv/8+Hh4edO3alYULF9qHmzpeXFwcGzdu5OWXX2bBggV8/fXXWK1W4uLi+Ne//sW99957whjmzp2Lu7s7AwcOrPZ1s9nMFVdcwdy5c8nKyiIoKIjWrVuzZs0apk+fzrvvvkt2djaBgYEMHDiQadOm2efROP4YH374IVdffTVvvfUWL7zwAnl5eYSEhNCvXz+ef/55evbseeYfpIiIiIjUaco1HOvdd99l2bJl9ue//fYbv/32G2AbLvZkRY0XXniB+fPns2jRIt566y3Kyspo3Lgx99xzD4899hj+/v72tk888QRNmjRhzpw5PProo3h6etKhQwduvPFGe5vp06cTEhLCq6++yv33309gYCB33HEHzzzzDC4uLqc8F7PZzNdff83LL7/Mhx9+yIIFC/D09KRp06bcd9999gnDRURqi8morj+biIiIiIiIiIiIiIhIHaM5NUREREREREREREREpF7Q8FMiIoLFYiEzM/Okbby9vfH29q6liEREREREpCFQriEiIueaihoiIkJycjJNmjQ5aZtp06ZVOzmfiIiIiIjIiSjXEBGRc01FDRERITw8nMWLF5+0TdOmTWspGhERERERaSiUa4iIyLmmicJFRERERERERERERKReUE+NalitVlJSUvDx8cFkMjk6HBERERGROskwDPLz84mMjMRsNjs6nDpNOYaIiIiIyMnVNL9QUaMaKSkpREdHOzoMEREREZF6ITk5mUaNGjk6jDpNOYaIiIiISM2cKr9QUaMaPj4+gO3D8/X1dXA0IiIiInJBKiyEyEjbekoKeHk5Np5q5OXlER0dbf/9LCemHENEREREHK6O5xg1zS9U1KjG0e7gvr6+SjhERERExDGcnI6t+/rWuYTjeBpO6dSUY4iIiIiIw9WTHONU+YUGvhURERERERERERERkXpBPTVEREREROoiT0/IyDi2LiIiIiIicjYaSI6hooaIiIiISF1kMkFIiKOjEBERERGRhqKB5BgqaoiIiIiIiNQBFouF8vJyR4ch9Zirqytms0aZFhERkYZNRQ0RERERkbqotBQmT7atv/QSuLk5Nh45bwzDIC0tjZycHEeHIvWc2WymSZMmuLq6OjoUERERqYsaSI5hMgzDcHQQdU1eXh5+fn7k5ubi6+vr6HBERERE5EJUWAje3rb1ggLw8nJsPNXQ7+aaO9lnlZqaSk5ODqGhoXh6emIymRwUpdRnVquVlJQUXFxcaNy4sa4jERERqaqO5xg1zS/UU0NERERERMRBLBaLvaARFBTk6HCkngsJCSElJYWKigpcXFwcHY6IiIjIeaHBNkVERERERBzk6Bwanp6eDo5EGoKjw05ZLBYHRyIiIiJy/qioISIiIiIi4mAaKkjOBV1HIiIiciFQUUNEREREREREREREROoFFTVERERERESkToiNjWX27NmODkNERERE6jAVNUREREREROS0mEymky7Tp08/o+OuW7eOO+6446xiu/TSS6uNqaKiAoCvvvqKQYMGERQUhMlkYuPGjac8ZlFREQ8//DDNmjXD3d2dkJAQLrnkEr755puzilVERERETp+zowMQEREREZFqeHhAYuKxdZE6JDU11b7+2WefMXXqVHbs2GHf5u3tbV83DAOLxYKz86nTz5CQkHMS3+23384TTzxRadvR9y8sLKRPnz6MGjWK22+/vUbHu+uuu1izZg1z5syhTZs2ZGVlsXLlSrKyss5JvNUpKyuzT/wtIiIick40kBxDPTVEREREROoisxliY22LWT/bLySGYVBUVuGQxTCMGsUYHh5uX/z8/DCZTPbnCQkJ+Pj48MMPP9ClSxfc3Nz4448/2LNnD1dffTVhYWF4e3vTrVs3fvnll0rH/fvwUyaTiXfeeYcRI0bg6elJ8+bNWbhw4Snj8/T0rBRjeHi4/bUbb7yRqVOnMmDAgJp9IcDChQt55JFHGDZsGLGxsXTp0oWJEydy66232tuUlpYyZcoUoqOjcXNzIy4ujnfffdf++rJly+jevTtubm5ERETw0EMP2XuPgK2HyYQJE5g0aRLBwcEMHjwYgK1btzJ06FC8vb0JCwvjxhtv5NChQzWOXURERMSugeQY6qkhIiIiIiJShxSXW2gz9SeHvPf2Jwbj6Xpu0sSHHnqIF154gaZNmxIQEEBycjLDhg3j6aefxs3NjQ8//JDhw4ezY8cOGjdufMLjzJgxg+eff55Zs2YxZ84cxo4dy/79+wkMDDwncdZEeHg4ixYt4tprr8XHx6faNjfddBOrVq3ilVdeoWPHjiQmJtqLDwcPHmTYsGGMGzeODz/8kISEBG6//Xbc3d0rDdX1v//9j7vvvpsVK1YAkJOTw2WXXca//vUvXn75ZYqLi5kyZQqjRo3i119/Pe/nLSIiIlIXqaghIiIiIlIXlZXBo4/a1p9+GjQMjdQzTzzxBAMHDrQ/DwwMpGPHjvbnTz75JAsWLGDhwoVMmDDhhMcZN24cY8aMAeCZZ57hlVdeYe3atQwZMuSE+7z++uu888479ud33nknL7744hmfy1tvvcXYsWMJCgqiY8eO9OnTh5EjR9K7d28Adu7cyeeff87ixYvtPUCaNm1aKZ7o6GheffVVTCYTrVq1IiUlhSlTpjB16lTMR+6UbN68Oc8//7x9v6eeeorOnTvzzDPP2Le99957REdHs3PnTlq0aHHG5yQiIiIXoAaSY6ioISIiIiJSF5WXwwsv2NanT6+3CYecPg8XJ7Y/Mdhh732udO3atdLzgoICpk+fzvfff09qaioVFRUUFxeTlJR00uN06NDBvu7l5YWvry8ZGRkn3Wfs2LE8ejRhB/z9/U//BI7Tr18/9u7dy+rVq1m5ciVLlizh//7v/5gxYwaPP/44GzduxMnJiUsuuaTa/ePj4+nZsycmk8m+rXfv3hQUFHDgwAF7T5UuXbpU2m/Tpk389ttvleYoOWrPnj0qaoiIiMjpaSA5hooaIiIiIiIidYjJZDpnQ0A5kpeXV6Xn//nPf1i8eDEvvPACcXFxeHh4MHLkSMrKyk56HBcXl0rPTSYTVqv1pPv4+fkRFxd3ZoGfJI6+ffvSt29fpkyZwlNPPcUTTzzBlClT8DhHE23+/TMrKChg+PDhPPfcc1XaRkREnJP3FBEREalv6v8vZREREREREanzVqxYwbhx4xgxYgRg+4P9vn37HBvUWWjTpg0VFRWUlJTQvn17rFYry5Ytq3YC8tatW/Pll19iGIa9t8aKFSvw8fGhUaNGJ3yPiy66iC+//JLY2FicnZW+i4iIiICKGiIiIiJSB1msBtmFZQR7u1YaruVsjmexGrg6m8/6WJn5pazam0VydhHZhWUcLiwju+jYY0m5lUFtwrjrkmZEB3qe9fuJNBTNmzfnq6++Yvjw4ZhMJh5//PFT9rg4H7Kzs0lKSiIlJQWAHTt2ALbJwMPDw6vd59JLL2XMmDF07dqVoKAgtm/fziOPPEL//v3x9fXF19eXm2++mVtvvdU+Ufj+/fvJyMhg1KhR3HPPPcyePZuJEycyYcIEduzYwbRp05g8ebJ9Po3qjB8/nrfffpsxY8bw4IMPEhgYyO7du/n000955513cHI6d8OFiYiIiGMkZRXxxrLdrE3M5tKWodzetynhfu6ODqtOU1FDRERERByurMLKloM5rEnMZm1iNuv3HSa/tIJmIV5c0SGSK9pH0CLM+6QFjrTcEral5HIwp5iUnBJScopJzbWtp+eVYDUMmgR70TrCl9YRvrQ58hjm63bS4+aXlLNmbzYr9hxi5e4sdqTnn/J85q5J4tN1yVzdKZJ7Lo0jLrTqePin+jy2JWXT+cjzB+ZvosjFnXKLFYvVoNxqYLFa8XR15u2bup70WCJ1xUsvvcStt95Kr169CA4OZsqUKeTl5dV6HAsXLuSWW26xP7/++usBmDZtGtOnT692n8GDB/O///2PRx55hKKiIiIjI7nyyiuZOnWqvc0bb7zBI488wj333ENWVhaNGzfmkUceASAqKopFixbxwAMP0LFjRwIDA7ntttt47LHHThprZGQkK1asYMqUKQwaNIjS0lJiYmIYMmTISYshIiIiUvftySzgtd92883GFCxW48i2RD5ctY/rLmrEnZc0o0mw1ymOcmEyGYZhODqIuiYvLw8/Pz9yc3Px9fV1dDgiIiIi9V5JuYXswjKyCsrIKiwlu7CM7MIyMvNL2XQghw1JOZRWnPyO7bhQb4a1j+DKDhGEeLux+WAum5Nz2HQgl80HcsjILz2j2AK9XAn0csXFyYyrkwkXJ7NtcTaTV1zOloO59iTjqDYRvrSN9CXQ25VAT1cCvI49FpVV8PbyRH7fmQmAyQRD24Vzz6VxtIvyq/L+VqtBfkkFmw7ksG6fraizMTkHc1ER8S+PBKD1/V9Q7Fr1bi1fd2c2T3fMhNKg382n40SfVUlJCYmJiTRp0gR3d92RJ2dH15OIiMi5U2Gx8t6KRFJzSxjROYr2UX7npBf5jrR8Xv1tN99tTuHoX+b7tQjhyg4RfLH+AGsTswEwm2BY+wjuvrQZbSOr5hGnwzAM9mQWsnrzfm4Y2A6Aspw8XP18zuq451pN8wv11BARERGpJ47ei1KTH9KGYbB+/2HeX7mP+NQ82kf50aNJEBc3DaRJsNdp/xg/mFPMT1vT+Hl7GoWlFrrEBNCjSSDdmgQS7O1WpX12YRmr9mSxcs8hVu3JYu+hwlO+R5CXK91iA+nexLY0CvDg14QMFm1J5fedh9idUcArS3bxypJd1e5vNkHzUB9igz2J8PMg0t+dSH8P+7oJE/FpecSn5pGQmk98ah57DxXaCywnExvkSa+4YHo3C6ZnsyACvVxP2r5v8xA2Jefw2m+7+Xl7Oou2pLFoSxqtwn2osBoUl1koLrdQVFZBSXn1xZwor2OTIz80tBV4eeHsZMLZbMLZbMbZyYTbORhOS0REREREKkvKKmLSZxv4KykHgPdX7KN1hC+juzbims5R+HuePB+ozvr9h3nr9z38tC3dvm1A61AmXNacTtH+AIzqGs36/dm8/tseliRk8N3mVL7bnErf5sGM7dGYy1uH4eJUsxzgUEEpK3Yf4o9dh/hj9yFSc0vwKCvhhiOvj3xjJdP/2Z2LGgec9rk4mnpqVEN3nImIiMj5ZBgGuzIKyCkqx9PVCU9XJ7zcnPFwdcLTxQmTycTBw8Xsyshnd0YBuzIK2H1kMWG7i+fy1qFc2jK0yh/XSyssfL85lfdX7GPLwdxq3z/Ex42LmwbRo0kgLcN9bD0VPF3x83DBbD5W7Eg8VMiPW9P4cWsqmw5UfyyApiFedI8NpEMjf/ZkFrByTxbxqVWHlHE2mwj0ciXI242gI70jAr1caR7mTY8mQTQLOXGxJa+knF+2p9sLHGUWK7FBnnRo5E+HRn50jPanbaQvnq6nd89OSbmF3RkF5JdUUG6x2pcyi0F5hRVnJxNdYgJoFHDmc2PsSMvntSN3YllP8su7UYAH3WNthaJusYE0C/LAlJBge7F1a6iDQ83od3PNqaeG1AZdTyIicqH7fnMq321OwdvNmWAfW94R7O1GsLcbQd6uxAZ54eF64jmpDMPgi/UHmL5wG4VlFnzcnOkdF8yvOzIoO9Kz3NXZzJC24VzfLZoeTYNwMp/4hjGL1WDx9jTe+n2vvUBytCf3+P5xJ+2BEZ+axxtL91TKI4K93RjZpRHXd4sm9m9DUxWVVbA2MdtWyNhdNSdzdTbTvbEfl1qz+GlbGn96hoPZzI0Xx/DA4Jb4uLvgaDXNL1TUqIaSMxERkQtPaYWFjLxSDheVERPkhZ/Huf1BV1RWwcrdWfy6I4OlCRmk5JacsK3ZxEn/+H18u4saB3B56zAubhrIsp2ZfLw6iUMFtmGYXJ3NXNMpkgGtw9iaksfqvVlsTMqhzFJ9zwCzCfw9XQnwdMEA9mYe611hMkG3mECGtAsn2MeNP48Mk5SQduL5JVqG+dArLohezYLpEhNAgKfLOemuXVhaQYXVOOff0fmWnF3EzvR8W/HK1RlPVyc8XI4Vtdxd6t+Ev/rdXHMqakht0PUkIiIXquIyC9MXbuOzP5NP2s7dxcwlLUIY0i6cy1qFVcopcorKeGTBFhZtSQOge2wgL47qSHSgJzlFZXyzMYVP1yVXKhZ4uDjRLsrXfrNVh0b+xAR6UlJh4Yv1B3j3j0T2ZxUB4Opk5prOkdzetynNw2o+7FNSVhGfrEti/p8H7LkeQM+mQYy4KIq03BJW7D7EX0mHKbdUTiRbR/jSt3kwfeKC6RYbaC/oHC4s4+lF8Xyx/gAA4b7uPHlNOwa2CatxXOeDihpnQcmZiIhI3VFusbIhKYfdGQUYGPYxR+0/YAyDglILOUVlHC4q43BR+ZH1cgpLK/BwdcLbzRlvN2e8jjx6uzlTVmElLc82gXRGfmmV4YeahXjRuXEAnaL96dzYn5ZhPjhX083XajWODCNkoeTIY1FZBcVltvXkw0X8tiOT1Xuz7Hf2gO3HdKSfB0VlFgrLKigqs1Sat8HV2UzTYC+ah/kQF+JN8zBv4kK9KSyt4NeEDH6Jz6i2NwRAmK8bN14cw5jujQn629BQJeUWNiTlsCYxi7WJ2RzMKSa7sIz8kooqx3E2m+jZLIgh7cIZ1CacEJ+qw0zlFJXx577DrN2XzdaDucQEedKrWTAXNw2qtr00LPrdXHMqakht0PUkIiIXol3p+Yyf9xc70wswmeCWXk0I8nYlM7+UrMIysgpKOVRQSkZ+KTlF5fb9XJxM9GoWbLtxy9uNx7/eSlpeCc5mE/cPbMFdlzSr0gvDMAy2Hszj03VJLNyUUm0e1dk9hfbs5vOSHpTghp+HCzdeHMNNvWII9Tnzf5/LLVaWxGfw6boklu3MpLq/6kf5e9AnLpjezYPp1Syo2qGCj7di9yEeWbDFXngZ2i6cGVe1JdTXMb8jVNQ4C0rOREREjsnIL2FPRiGR/u5E+XtU+4f941msBml5JWTml+Lr7kyQlxu+Hs41vkP/6ARmf+zK5I/dh1i9N5uC0qo/FM8HVyczvh4ule5+OcrDxYmYIE9KK6z2+RBKyi2nnNz6eI0CPLisVSj9W4XSs2lQpTvzDcOgzGKlqNR2zBAft5N2YwbbPBe/JmSwJD6ddYnZtAz3YVzvJgxtF17jcVaPKquwklNcxuHCcrIKSykpt3BR44AzGitWzpGyMnjmGdv6I4+Aa937LvS7ueZU1JDaoOtJRMRxSsotDu15W2GxkpCWT6vw6m/GOlfyS8rJyC/F38Olyg1Up6Oswkr6cTeZFZdZKLNYKas4slislJZb8HZ3pkeTINpF+VVbYJi//gBTv9lKSbkth/q/0Z3oFRdc7XsahsH21Dx+2prGD1vT2JVRUKVN02AvZl/fiQ6N/E95Dharwd7MAjYfyGXzgRy2JGfTM30e95k/x9VkIcMUxI52/6HLlbfj6XZue5kfzCnm83XJ/JqQQXSgB73jbL0xGgd6njz3ribHKCm38H9LdvHW73uxWA1uuLgxT13T/pzGW1MqapwFJWciIlIX5JeUsyMtn7S8EsJ93YkO9CTE263SnAenyzAMrAan/GP5gcNF/Lg1zTbO5v7D9jtAnMwmovw9iAnypHGgJzFBnpRbDJKzi0g+XERydjEpOcVU/G3sJBcnEwGex+ZS8HZzxslswmSyHdNssi3lFit/7suuMjRToJcrHRv54eJk5ujvMxO2FZMJPF2dCfB0IcDLFX9PFwI8bY/ebs4Ul1koKK2wL4WlFRSUVODsZCbc151QXzfC/dwJ83HH/8jwSFkFpWw6kMOGpBw2JuewMSmH/BoUVjxcnPA4bkghT1cn/D1d6dUsiMtahRIX6n1Ohl+SC0RhIXh729YLCsDL6+TtHUC/m2tORQ2pDbqeRERq3/aUPGb9lMBvOzK5vls0069qW+vFjezCMu76aD1r92XTKMCDW3s3YVS3aLzdTm++uaOsVoPluw+xZm8WabklpOXZlvTcEgrLLPZ2AZ4uNA/1oVmoN81Dbb3Lo/w9KCitILvQ1pM+u7Ccw4VlZBeVkZFXSlpeMWm5pdXeSHYyvu7OXNw0iF7NgugdF0yEvwdTv97KVxsOAtC3eTAvjep0Wr3Fd2cU8NO2NH7cmsaujHyuvagRj13R+rTn6QMgJxkW3AX7/wCgwsUb5/IjRZNG3WDIc9CoS/X7Fh6C3Uvg4J9gtVTf5kx4+EPLKyDqIuyJ9ElyjO0pebzw8w5eGtXRYTe3qahxFpSciYgI2AoAqbkllFVYsRgGVqtBhdXAYjWwGgaHi8o5eNj2R/yUnGIOHHk8etdKhL8HkX7uRPh5EOlvewzydsXZbMJkMuFkNuFkMtnn/k3KKiI+LZ/41DwS0vJIzi6uEpOrs5lGAR5EB3gSHehBbJAXzUJswxJF+XtUKXiUW6xsS8ljXWI2a/dl8+e+bPJKKoj0d6dxoCeNA72OPHoS5uvGmsRsftqWxua/TQrdKMCDjPzSSsMnnYyLk4kQbzfySyuq7Y57Kq7OZrrFBtAnLoS+zYNpE+F7VsWcs2W1GuzJLCA1t8RetHA/roDh7mLG3dnJoTFKA6SiRoOioobUBl1PIiI1Y7UaLI5Px93FiU6N/PHzPP276PdnFfLS4p18szGl0vY2Eb68ccNFxATVzm+3PZkF3PrBOvvwQUf5ujvzzx4xjOsVS7hfzf5NyMwv5fM/k/l0XVK1+ehRXq5OlYobZ8rVyUyYnxthPu54uDrh5uyEm7MZV2czrk62x7S8ElbvzaqSV7o4mSi3GJhNMHlgC+65NO7U+ZhhgGEFc9Wik2EYZ34D2pYv4LvJUJoLLl4w9Flo/w9Y9RosfwnKj8xV2OF6GDANvMMgZQPsWgy7F8PBvzhugOVzz78xtB0Bba8F3zjwOTKfRx3MMVTUOAtKzkRE6raa9jY4E1kFpfyx+xDLdmby+85Dp333yLkW7utOVIAHabklpOYWn3TyaDdnM02PFDjCfd3YlpLHhqQcistP/8emyQTdYgMZ2i6cwW3DifT3wGo1SM8vYX9WEUlZRezPLiQpuxhXJzPRgUcLLbZiS6iPu/37Ka2wkF1YRlZBmX0808IyC4ZxtEBkSyqshoGBbSKz7sdNYCZywVJRo0FRUUNqg64nEZGa+b9fdvHyLzvtz5sGe9Ex2p9OR5bWEb64Olc/hFNGfglzluzmk7VJ9h7qwztGclmrEJ78Lp7swjJ83J154R8dGdw2/LTiyispZ+vBXLYcyKWwtIJrOkfRNMT7hO1X7cniro/Xk1tcTqMAD94Y24XNB3N4d3kiew/Z/pDu4mRieMdIrukURZC3q71Xu4eLEyaTCcMwWLU3i7lrkvh5W5p9omlfd2eGtosgJtiTcF93wn3dCfOzPXq5OVNUVsHezEJ2ZxSwKyP/yGMBabkl+HnYes8HerkS4OVK4JFe9cHebkT4uRPm606EnzuBXq41KiRUWKxsTclj5Z5DrNydxbp92ZRWWAn3deeVMZ3p3iTw1B/u/lWw4A7ISQJnD3DzATdvcPW2rXsEQNzltj/+ewTU7AsrzoFFD8CWz23Po7rCtW9BULNjbfLTYMkTsHGu7bmLJ7h4QFFW5WOFt4cml9hiOVcO7YQdPx4rqgB4xcCDW2zrv8wCcxmUFkBZ/pHHAuj2L2gx+NzFcRpU1DgLSs5EROqm1NxiPl2bzGfrkskqLKVZiDctw31oEeZDyzAfWob7VNtb4USO/pF+b2Yhq/dmsWxnJlsO5laabMvZbMLN2WzrVWE24WQ242QGJ5MJH3cXogI8jsw14WmfcyLUx52c4jJSckpIySkmNbeYlNwSUnOKySkux2o1jvT8AKtxrOdHhJ8HrcJ9aB3hS6sIH1qH+xLgdazLZ7nFSmpOCcmHizhwuIik7CISDxWyJ6OQxEOFlFmq70Xh5+FCt9gAusUG0q1JIBF+7hw4XGwrTmQXkZRVSFJ2ESk5JTQP8z7ppNAiUotU1Dhjr732GrNmzSItLY2OHTsyZ84cunfvXm3b8vJyZs6cyf/+9z8OHjxIy5Ytee655xgyZMgZH7M6KmpIbdD1JCJyakvi07ntf38CtkmVD+ZU7ZFgMoGPmzM+7i74erjg6+6Mr4cLbs5mlsRn2G8cu6RFCA8Mbkm7KD/AlrNOmLeB9fsPA3BHv6Y8MLhltfPdHR1u+Oh8DJsP5rI3s7BSG5MJLm8Vyr/6NqVHk8BKBYDP/0zmka+2UGE16NzYn7dv6mqfFNpqNViSkMHby/eyNjG72s/B1dmMv4cLJhOk5x27ma9zY3/G9ojhivYR5+ZGs4pSSN8KqZsgqDk06XvWhywpt7A7o4CmIV6nHirKMGD1G7D4cbDWYBQBJ1doOdTWqyJuADj/bRim3AOQtBqSVkHCIshPAZMZ+j0I/f4DTifo9XPwL/jxYUhebXvu5gfNLoW4gbb38Y04dWxnoqwIdv0M2xbAzp+gqAhm5ttee9gHXKv5+8ngmdDznvMTzymoqHEW6mpyJiLSEFmsBiY4YSHCajX4fVcmc9cksSQ+/aQ9FQA8XZ0I93UnyNuVIC83Ar1dCfayzeVgNptIzi5i36FC9h/paVBSXrUQ0DrCl34tgrmkeQhdYgNwc677PQYqLFYOHC5md0YBuzMLSM0ppnmYD91iA2ke6q1hkUTqIxU1zshnn33GTTfdxJtvvkmPHj2YPXs28+fPZ8eOHYSGhlZpP2XKFD7++GPefvttWrVqxU8//cTkyZNZuXIlnTt3PqNjVkdFjepdeumldOrUidmzZzs6lAbhQr+eRKT+yCspp7zCip+Hy3md1Prv9mYWcPWrK8gvreCmnjE8cXU7sgvL2JR8ZC695Bw2Hcghp6j8pMfp3NifBwe3omezoCqvlVusPPdDAu/8kQhA99hAHruyNQcPFxOflk9Cah7xJxhuGGyFlg6N/CitsPJrQoZ9e7soX27v25Qh7cKZ/csu3li6B4ArO0Twwj86nnAej03JOby/IpFtKXnkFJeTU1Rm741xlLebM9d0juSf3WNoE3kWv+kMAzITbH/AP7geUv6C9G1gKTvWpucEGDADnM5svo/TUloACyfCtq9sz9uNhEFP2uI52iuhNN+25OyHzfMhY9ux/T2D/p+9+w6Pqs7+OP6emfQe0hNCQg+9VykWEEURexfFvmtd3VVU1q6s666Lq+7PVdeKBbErCCKKgHSQ3msgkEp6m2Rmfn98U4gkECAwKZ/X89xn7szcmZyJCPc7555zoPtlEN4J9i0zyYzcfTV/RmgiXPomxNfjYheXC/YuNtmq1gPqToCcKqUFsPZrGHS9uf/hTRAUWlGxcljlSusBEJl0emOroKTGSWiMizMRkdOlpMzBF6tT+GVbOp2iAjmzcyS940NOutVTabmD3ZmFbE8zJak70vPZnlbA7oqS2MhAbyIrS1qDzH65w8Vnq/fVONkb1LYV1w1OoFfrYHakF7A1LZ+tqWbbmVFwxMnZsdisFuJDfenROoSRnSIY0TGcyCB9CSAip4nLRVV5mMVSPcAPlNQ4QYMGDWLAgAG8+uqrADidTuLj47nnnnuYNGnSEcfHxsby2GOPcdddd1U9dtlll+Hr68u0adNO6D0BSktLKS2tvuoxLy+P+Pj4ZpPUGDduHGVlZcyePfuI5xYuXMiIESNYu3YtPXv2POr7HCup8e677zJx4sQjHn/zzTe59dZbOXjwIA8++CArV65kx44d3HvvvfVKkHz55Ze88MILbN68GafTSZs2bRg9enSTT6401T9PItLwHE4XOUV2wgJOXfW1y+Xix83pfLpyH+3C/blyQDztj9IqCWB1cjbv/LqHWesP4qi4Yi3A24NgX8+qLdTfk6iKtWF0RbujmGBfIoO8T2oAd0FpOZe89ivb0wvonxDKR7cNrrXFlMvlIqOglLzicvJKysgvKSevuKxqv3N0IGd2ijhm26Tv1x/kL5+to6C07uqAqCBvesQF07N1CD1aB9MzLrjGf7OdGQW8vWg3n63aT2nFfMPD51ncc3YH/jSq03FdxOZyuSiyO6oSHIWlDrrGBp3wUHEADu2CtdNh3SeQvefI531DIbxzdZVCuzPh8nfArx5to05U5naYfr1Jslg94NznYNAdNc+3a5O6HtZ+AutnQEHakc9bbBDTE9oMgfhB0HE0eDW+8/Q6NfI1Rn3XF6chJSYiIk1Bel4J7y/Zy4fL9pJdcVXKnI1pvPLTDkL9PBnZKYKzkiIZ0TGiRkskMCdFZQ4XxXYHKTnFJB+qrISonr1wIKek6qS1NgdySziQW1Lrc4E+HlzerzXXDWpDh8jq/pIJYf6c0yWq6n6Zw0nyoSIy8ksr5jfUvC1zOIlv5UdimD+J4f4khvkRG+JbaymwiJwApxOsjeD/p3I7FKRC3kHIr9jyDkBJrhkMWNvmdJhy9KrbwzaHvWIrM7flFfddh82rqXGdUMUAQmfl+zvM+1b+rKMNAbTYzOBCqweUH/a7nNoDvGymtN1iMbdYwDcE/vBrw/7+mjC73c6qVat45JFHqh6zWq2MGjWKJUuW1Pqa0tLSI7789fX1ZdGiRSf8ngBTpkzhqaeeOpmP06jdcsstXHbZZezfv5/WrVvXeO6dd96hf//+x0xo1FdQUBBbt26t8VhwsGnzUVpaSkREBJMnT+Zf//pXvd5v3rx5XHXVVTz33HNcdNFFWCwWNm3axNy5cxsk3to4HA4sFgvWxvB3pIg0SiVlDnZmFFBY6qC4zEGx3UFJWfV+fCs/RnWJrNf8gX2Hirhz2io2Hsjj3K5R3HVWB3rFhzRovHuzCnnq2001Kgn+u2AXAxJDuWpAG8b2iK5qC1TmcPL9hlTeXrSbNftyjnivgtJyCkrLa20D9XvtI/wZ1yuWi3rFHnXWxO+5XC7+MmMt29MLiAry5j/X961zZobFYiEy0IfIkxxtcH6PGJJignjg0zVsPphHp6hAkqIDSYoOMi2HowOPWFv/XvuIAJ67pAcPntuZD5fu5b0le8ksKMXTZuFvl/bksn6tj/p6UzmxFXb8CCU5ENIGS2gi/iEJ+AfFERfie+IfsDjbtDRa+4mpYqjk4QuxfSCur9li+5pqBosFNn4FX/0Rds2HN8+Cqz+CqG51v/+mb8w5fNfxEJpQ/9g2fWN+jj0fAqLhyvegzeD6vTa6h9lGPWXiXDfdzL+IH2jeI66/qWgQt1KlRi0a4xVnIiKnyoaUXN5etJtv1x2oqnJoHerLZX1bszOjgAXbMsgrqb6yxGqB1qF+2MudlJY7KCkzt8dqCwWmJ2nHqAA6RgbSMcoMtO4QGYDNaiEtr5TU3BLS80tIzS0hLa+UwtJyzu4SybiesRoaLeJulQui5CXmSqyiLLMVZlbvl+ZBSIIpV249AOIHQFSPI/vQVnI6zeIqL8UM7MtJhuy91ftFmRAUB63aQqt2EFpx26otYDFxZO+GQ7srbneZK8MKM07jL+YUcrrgYEWLvBir+Qv493xD4eE9pzWswzW28+YDBw4QFxfH4sWLGTJkSNXjDz30EL/88gvLli074jXXXnsta9eu5auvvqJ9+/bMmzeP8ePH43A4KC0tPaH3hJOs1HC5oKzoZH8dJ8bT79hXMALl5eW0bt2au+++m8mTJ1c9XlBQQExMDC+++CJXXHEFd999NwsWLCA7O5v27dvz6KOPcs0111QdX59Kjfvvv5+cnJxjxlTfVlb3338/a9eu5eeffz7qcd9++y1PP/0069evJyAggOHDh/Pll18CkJ2dzX333ce3335LaWkpI0eO5N///jcdO3asEff777/PpEmT2LZtGzt27CAmJobHHnuMjz/+mJycHLp3784LL7zAmWeeeczPVx+q1BBpGpxOF7uzClmTXN3uaPPBvGNWnZ/VOYIXLut51MryhdszuOfj345onzS8Yzh3ndXhiLkMx6ukzMH/zd/J//2yE3u5E0+bhesGJZB8qIj5W9Or1oUB3h6M6xVLbLAPHy5LJjXPXMDmZbNyUe9YJp6RSOeoQPJKysmtqBjILS4jt7iM7EI7qXmlpOYWk5pn1oepeSVHtA7uERfM+N6xXNgzlujgo/+d95/5O/j77K142ix8cvsQ+iXUcxB0A3G5XCf1e69UUubgpy3pJIT50S02uPaD7IWwe6GZo7B9LuQm136c1cOca4cmQlR3k4iI7WPOt2tLwhdnw4E1cOA32L/CJEoq20pZrKb6otc1kHTB0SsX0jbCx9eYdk+e/nDJ/5mkBZiLh3b8aCo+ts4GR/W5FG1HQt8JkHQheNby3ztrp3nt9h/MLUDCGaYiJDDqyONbKocDVq82+337gq1xfdeiSg0RkRam3OEkq9BOWl4J6XmlpOWb2/T8Eg4V2rGXO7E7nJSVuyh1OCkrd1Jc5qhq/wTQPyGUW4a1ZXTXqKq+puUOJ6uTc/h5azo/b0lnS2o+yYfq/qIl1M+TNmH+JLTyo00rP9qE+ZHQyo/EcH8iA73rPJGLCfaF+Ib9nYhILUrzoSDdlFIXpFF1tb9PcMVWse90QOo60/M1eYnpH1tc+5DBGnL2mm3DZ+a+hw/E9IawDiaBUXSoOglSnF2z2qE2+QchZeXxf06rJwTGmIF7gRWbX5hZoFkqt8MqH6we1RUSVVvFfZvX7zZPc2v93an04X+/WWwV72ur/llWG1DZYspy5GsOrxiprO6ovE9lm6qKKhBXxa21cS1CmqKXX36Z2267jaSkJCwWC+3bt2fixIm8/fbbJ/W+3t7eeHufYMuPsiJ4Pvakfv4Je/RAvVooeHh4MGHCBN59910ee+yxqn/fZ8yYgcPh4JprrqGgoIB+/frx8MMPExQUxMyZM7nhhhto3779cQ1Zb2jR0dF89NFHbNiwge7du9d6zMyZM7nkkkt47LHHeP/997Hb7cyaNavq+Ztuuont27fzzTffEBQUxMMPP8zYsWPZtGkTnp6mP3ZRUREvvPACb731FmFhYURGRnL33XezadMmPvnkE2JjY/nyyy8577zzWL9+fVVCRESar5ScYp6ftZmFv7twrFKonyehfl74eNrw9bLh62nDx9OGp83CvM3p/Lw1g3OnLuC5i3twQc+aQ4VdLhdvLNjFC7O34HRBz9bBTDovic9W7+frNQdYuD2Thdsz6ZcQyt1ndeCMDuGUO52UOVyUO5yUO12UOZy4XODjacOv4ucf3tZo3uY0nvx2Y1V74GEdwnnyom50iDRXrafmlvD56v1MX7GP5ENFfLy8+sv08AAvrh+cwHWDEogIrP73sZW/F638vYCj/9vjcrk4VGjnl20ZfLPWfJ71KbmsT8nluVmbGZjYihGdIhiQ2IqerYNrtKn6ZVsGL84xFX9PXtTttCc0gAZJaID5bzO2Ry0DpXP3w9bvzbZnUc1kgM3bDOcOjq+4eKjiIiKHvfrcffcv1cd7B0NsL5Pg8G1lBnwf+M1cRPR7kd2g19XQ44r6D7qO6ga3z4cZN5mf++kEM2fDYYcNn5t1QqWILuAfDnsWmmN3/2LWKj2uhN7XmLXF9rmwY665wOlwQ+6GUU+e/rkVjZ3NBgMGuDuKk6ZKjVo0tivORKT52ZVRwP8W7SYtr4TYEF/iQnyJC/UlNsSX1iG+hAd4Y7FAabmTkjJTDVFcZsqPs4vs7M8uJiW7mP3ZxezPLmJ/trmC5WjtneriYbUwtkcMtwxrW6+S5IO55mf7eNrw9rBW3Xofdl9EjpO9yCQMirLMiXlJrnncctgX8FVfjlvNibnVs+LWZvatHiZpUJBuKhUKMyr206EgoyKJkQ5lhUcNpYrVo+LL9MN4+ELr/hDd0ywu/MKqb/3CTRl2+mbYvxL2LzdXcBVnH/tn+YVDSJvqLTTBVHz4tTILtEMVVRiVlRi5+83rqqo42lZUcVTcBrc2CzC1eTnlGtt5s91ux8/Pj88++4yLL7646vEbb7yRnJwcvv766zpfW1JSQlZWFrGxsUyaNInvvvuOjRs3ntR7Hu64BoXbCxt9UgNgy5YtdOnShZ9//rmq0mDEiBEkJCTwwQcf1PqaCy+8kKSkJP7xj38A9Z+p4X9Yv+eAgABSU1OPOLa+lRqFhYVceeWVzJo1i4SEBAYPHsy5557LddddV5WIGjp0KO3atauaq3K47du306lTJ3799VeGDh0KQFZWFvHx8bz33ntcccUVVXGvWbOGXr16AZCcnEy7du1ITk4mNrb6v++oUaMYOHAgzz///FHjrg9Vaog0Ti6Xi09W7OO5mZur5it4e1jpERdM7/gQercJoVfrEFqH+tb55ffW1Hz+NH0Nmw7mAXBx71ieuqg7wX6eFNnL+ctn65i57iAAV/RrzTMXd69am+07VMR/F+zk05X7sZc7a33/uvh52fDz8sDbw1rVHio6yIe/XtiVsT2ia43X6XSxdHcWM1buJ7OglIt7x3Fhrxi8PRpurZhVUMqs9Qf5Zu0BVuypeb7pZbPSPS6IAYmt6BITxBPfbCS3uIyrB8Qz5dIeDZZgqFKSawZjZ+2ornY41oUnlVXQKatMW6Pw40xsu1yQtgG2zIKtM03i4XDBbaDTudDxXEgcDl5+NZ93Os3FQzl7TYVD6jqTuEhdD+W1t4UGzLl2bG/zGdudZWZLnChHOfz4BCx5tebj/pHQ80roeZVpA2WxmGruNR/Bmg+PHNRdyeph5lx0GAWdznPboGs5OarUEBFpYPsOFbFgewYeVgteHla8bDZz62HFy2alfYT/MQdMb0vL59WfdvDdugNHbddks1pwulwcb9rZZrUQHuBFVJBP1eDtyEBvwgK8TeLBw4qnzWxeHlY8bRY6RAQc12DsmGBfU1UhIkeXm2KukkpdB/YCk7iwF5r9sor94hyTzDjawuFU8AqAgEgIiAIsJhlSkms2e4E5xlluWhu1GVK9xfSqu5VUpcBoaH+W2Xe5TCJi33LI228SDX5hJlnhF2Y231ZHf8+4fkc+Vlbx+6qt7Lw5sdvh5ZfN/n33gdcxfveCl5cX/fr1Y968eVUJCKfTybx587j77ruP+lofHx/i4uIoKyvj888/58orrzzp9zxhnn4mueAOnn7HPqZCUlISQ4cO5e233+bMM89kx44dLFy4kKeffhowcySef/55Pv30U1JSUrDb7ZSWluLnV/+fARAYGMjqyjYJcNJzKfz9/Zk5cyY7d+7k559/ZunSpTz44IO8/PLLLFmyBD8/P9asWcNtt91W6+s3b96Mh4cHgwYNqnosLCyMzp07s3nz5qrHvLy8aswVWb9+PQ6Hg06dOtV4v9LSUsLCwk7qM4lI45WSU8ykz9excHsmAP0SQnnsgi70iAs+rtl+naMD+equM/j3vO38Z/4OvlpzgKW7DvGXMZ15c+EutqTm42mz8Pi4blw/qE2NL+7jW/nx7MU9uPfsjry1aDfTlu6lyF6zWtZqAQ+bFauFGm2eiuyOqmM9rBZuGdaWe8/piP9RhkpbrRaGtg9naPvwen++4xUW4M0NQxK5YUgi+7OL+GFjGiv3HmLFnmwy8ktZnZzD6uScquN7xYfw1PhuJ5/QcDrMRTwpK80FPPtXmuTE4TPT/MLMF+sdz4X2Z1cPw66rLZTVw1QVjHzo2BcW5O6HZa/Dpq9NtUUVixlanTTWfKEf3uno7SStVgiOM1vC0OrHHWVmsPaB38xWnGMSC7F9zFqgIQd72zxgzHPmgqlf/mbO+3tebdpY2X735ys0Ac56xPyOdv8Cqz+ALd+ZBEjHUdBhNLQdAT7uv8im0WsmawwlNURE6uHHTWnc98lvFNqP3ialQ2QAQ9uHMbR9GIPbhRHiZ/5x2Hggl1d/2sH3G6qvKhzVJZIRnSJIzS0hJaeYAzmmAqK2igsPqwVfTxvenjaCfDyIC/WldagfrUN9q7a4ED8iAr2x1dZzXaQlcrnMrAaHvWJgs6Nma5+yYlNFUGPLMXMhbF7miz0vP9Pn1cvf7HsFgl+o+SLeN9Sc1HsHmQVD3gGTxNiz0Nz+vvz5WKye5v18W5l2UFgOG2R92JBpp8MsNpxlFUOsy6v3vYNMssI/0lRQHL4fGG2SGAFRRx9s5yiDkjwoL4bA2JOrdrBYIKy92RpSc09mVCorg4ceMvt//GOTXXCcbg888AA33ngj/fv3Z+DAgUydOpXCwkImTpwIwIQJE4iLi2PKlCkALFu2jJSUFHr37k1KSgpPPvkkTqeThyp/9/V4zwZnsdS7WsLdbrnlFu655x5ee+013nnnHdq3b8/IkSMBePHFF3n55ZeZOnUqPXr0wN/fn/vvvx+73X5cP8NqtdKhQ4cGj719+/a0b9+eW2+9lccee4xOnToxffp0Jk6ciK/vyV/A4etb84rrgoICbDYbq1atwva7/tUBARo4KtKUbE3N55u1Kfy0JYMQX0/6JYTSLyGUPm1CqtaAv6/O8Paw8pcxnZl4RtsTXrN5eVj585jOnN0lkgc/XcvuzEIenGGu0I8I9Ob/rutL/8S6v3SODPLh0bFdePDcTpTYnXjYLHjYLHharTXaTDmdLkrKHWZoud1Bob2cwtJy4kIb5wVurUP9uHlYW24e1haXy8W+Q8Ws2HOIlXsPsXJPNjarhdev73tylSKOclgzDX6eAgVHVgsSmmhmUexfaaqv1003m8VqZs15+cOeX49sCxXWAdI3wq9TTeul8/5mZlL8PiGRtRMW/csM5XZWzEvx8DUXE3WuSGQERJz456uKybN6UHbfCSf/fvXR6yqz1YfVZhJF7c+m6irQhq68ae6ayRpDSQ0RkaOo7Ev6t9lbcLmga0wQMcE+2B1OSsvNZq9oEbUnq5Ad6QXsSC/g/SV7sVigW2wQoX5eVVflAJzfPZq7z+5Q51CvcoeTzAI7NqsFH09rRQ9VtVARqRenw8x+2PytuXKnrtLkhmT1AO/AI9ssWaxmlkT8QJOo8KpMjgRUJ0m8g6qrFrwCGscJuc0T/HXFsDRdV111FRkZGTz++OOkpqbSu3dvZs+eTVSUGRCZnJxc40r/kpISJk+ezK5duwgICGDs2LF88MEHhISE1Ps9W7Irr7yS++67j48++oj333+fP/zhD1Vf5P/666+MHz+e66+/HjAVLtu2baNr167uDLlWiYmJ+Pn5UVhoWvT17NmTefPm1Zq46tKlC+Xl5SxbtqxG+6mtW7ce9bP16dMHh8NBeno6w4cPPzUfREROmb1ZhXy79gDfrj3I1rT8Gs8t2VU9A6BDZAD92oSSklPMoh3V1Rl/v7wn7SMaJoHZt00oM+8dxgvfb+G9JXvp2yaE/7u+H1H1rMD39rAd9Qt+q9WCn5cHfl5N72tDi8VCmzAz2/Gyfq1P/g1dLjN0+oe/QkZFNZ5XAMT1NcmK1gMgrn91QsFRZqqUK6sx0jfCvmXV71fZFqrDaDPnwsvftJD6/mFTuTH9OlPhcf7fTWvV9M2w8J8m4eGqqKBJHA6D7oD25xzZVqolaQxrJ3Gbpve3k4hIPbhcLjLyS9mTVcShQju5xXayi8rIKSoz+4VlhAd6cc3ANnUmF0rLHTz25QY+W2V6t183qA1PXtStzgRDblEZS3ZlsWRnJot3ZrE9vYANKabfqdUCF/aM5e6zO9ApKvCosXvYrEQHt5CrkEUO53SYUufykpqzJA4f6mzzrB7SXHmLxQyz3vwNbJkJRdVJRKweZlC1xVYxINpWPZ/C07e64uLwzSfIVHfYiyraRBVU75fmQVF2xfyLQ6aawVluEhoWqynJThxmFhptBpshdiJy2t199911toaaP39+jfsjR45k06ZNJ/WeLVlAQABXXXUVjzzyCHl5edx0001Vz3Xs2JHPPvuMxYsXExoayksvvURaWlqDJzXWrFkDmEqIjIwM1qxZg5eXV50/58knn6SoqIixY8eSkJBATk4O//73vykrK2P06NEAPPHEE5xzzjm0b9+eq6++mvLycmbNmsXDDz9Mx44dGT9+PLfddhv//e9/CQwMZNKkScTFxTF+/Pg64+zUqRPXXXcdEyZM4J///Cd9+vQhIyODefPm0bNnTy644IIG/b2IyIlxOF0cyClm36Eikg8VsfdQEYt3ZLJ2f27VMV42KyM7R3BBjxiKyxys2pvN6r3Z7MqsvtANaJDqjLr4eXnw1Pju3DeqEyG+njUqLZqt4myTZGjIFkhHc3Ad/DC5eoi2byiMeAgG3Fp3+1SbJySeYbbRT5l2UTt+NFXi7c+uvS1U0ljTcmnhP+DXf5uEyO4F5uKo3Quqj+t4Lgz/M7QZhEhLp6SGiDR5+7OL2HQgjx0ZBexML2RHRgG70gvILy0/5munLU2mf0IoNw5N5Lzu0VUJi6yCUu6ctooVe7KxWuCJcd2YMCThqP03g/08Oa97NOd1jwYgPa+EJbuy2J9dzPndo2nXQFfliDR6Lpfp75q1AwJjzBVGnnWUqeenwc6fzIn+zp9MsuBk+YSYEuwu40w5dl0/uyEc3sIqKK6ibZSISMtyyy238L///Y+xY8fWGIBdWQEzZswY/Pz8uP3227n44ovJzc09yrsdvz59+lTtr1q1io8++oiEhAT27NlT6/EjR47ktddeY8KECaSlpREaGkqfPn344Ycf6Ny5M2CGjs+YMYNnnnmGv/3tbwQFBTFixIiq93jnnXe47777uPDCC7Hb7YwYMYJZs2bh6el51Fjfeecdnn32WR588EFSUlIIDw9n8ODBXHjhhSf/ixBpxDYeyOXNBbvILynnrKRIzu0adVxz/eqrzOFk/tYM1u3PoV2EP91jg2kXEVBnQiGnyM5v+3L4bW8261Jy2ZNZSEpOMWWOI4cbWi1wRodwxvWKZUy3aIJ9q/9/v2ZgGwAOFdpZvTeb1cnZ5JeUc9MZiQ1WnVGXVv6NuHXMrl/MfLm+N574rAOXy1zAtPwNU43tcpqLhzqPNW2aTqTNaW4KbPjMVEhUzpHzDam4wKniNnWdafWEy1xINegOGP6gee54BLeGfjcd+zgvPzjncTNTYtafTSJl9wLAYtY1wx80A7pFBACLy3W8Y2ibv/pOWRcR93C5XKxPyWXupjTmbkpjS2p+rcdZLRAX6kt4gDehfl6E+HoS7OdJqJ8Xwb6erNybzffrD1JeMb8iMtCbawe1YWDbVjz02Tr2ZxcT6OPBq9f2ZWSnBuhNKdJcFR2ClNWQsqp6O7xaAov5wj+snekz26q9SQLs+NEsFg7nFWAWClWzJFyHzZIor5ghYTfb4QKiIOlCc8KfOMxcISXS1BUWQmWf/YIC8G98MxZ03lx/df2uSkpK2L17N23btsXHR5WacnL050kam00H8nh53jbmbEw74rk+bUIY0y2aMd2iaRt+cv/GbTyQy2er9vPNmgNkFdY8T/TzstE1JojuccH0iAumtNzJ6mSTeNiVUVjr+3naLMSHmhZGbVr50Tk6kDHdogkP8D6pOFsMpwN+fs60TQJzrn7uc9Dj8vq3DLIXwrpPYfmbpoVTXSK6mEqHzmMhorNpC1ub4hwzXHv9DDP/jnp+Hdr9cpNsCE2o3/ENweWCTV/BvhVmrkVk0un72dL8NfI1Rn3XF0pq1EKLM5HGxeF0cajQzuaDeczdlMaPm9M4mFtS9bzNaiEpOpAOkQG0jwiouk0M9zvmILC0vBI+WpbMR8uTycgvrfFcQpgf/7txAB0iVWEhzUjWTrN5B5qrpXyCzVwHr4BjD4R2OiFnL6RtgNQNFbfrzWO/Z/WA0LZQkGZaNh1NTG/oMMpsrfvXLyHhclUMzK5IcHgHndxAa5HGqJEvOEDnzcdDSQ05HfTnSRqLzQfzePnH7czeaAYqWyra8SZFBzJ3Uxpr9uXUOL5TVADndo1mdNcoerYOPmqFfKX0/BK+WXOAz1btr3GhW3iANyM6hpN8qIiNB/IoLnMc9X3ahvvTp00IfeJDaB8ZQEKYP9FBPg3eLqrFKEiHz2+pbpvkHwmF6WY/YRhc8A+I7FL7a50OOLDGzI/4bRqUVlT2efhCzyth4G3mAqit35v5eXsWmYueDufpD4FREBANgRVbTrJp6XT4hVEJZ0D3y8zzxTnmoquSitviHNOudtAdENev4X43Io1BI19jKKlxErQ4Ezl1yhxOlu06xK7MAuzlTsocLsocTsocTuwOM3Q7u9BOZoGdzIJSMgtKOVRox/m7v6n8vGyM7BTB6K5RnJ0USYjfyZXc2sudfL/hIO8v2cuqvdkMaRfGf67rS2hjLuUVqa/SAtj4pVkY7Ftax0EWkxjw9AVPHzOHwsO7+rasxAyps9deGUVYB3PCH9cPYvtCdA/zPi4XFGWZRMqhXXCoIqni4W16yrY7q3qonojU1MgXHKDz5uOhpIacDvrzJO6UllfCyj3ZfLfuAN9vqJnMuPfsDnQ8bLZgam4Jczen8cPGVJbszKqqngeIDvJhVNdIzu0azeB2YXh5WCktd7DpQB5r9uVUbXuziqpe42WzMrprFJf1i2NExwg8KtoKO5wudmUUsD4ll/UpuWw8kIeH1UKfNiH0bRNKnzahjbt9U1OTvBRm3AT5B01y4aJ/m0rqxa/Agn+YeXRWDxh0J5w5yVxolZti2tDunAe75pukQqXQtiaR0fva2ts+FWebYdxbvjOvLTlGe8PIbtDzClN9ERLfgB9cpAlp5GsMJTVOghZnIg2roLScX7Zm8MOmVH7akk5+ybFnXfyexWJObs/sbBIZQ9uH4+N59CqME5WeV0J4gHfLGLQm7udymWTB7l/Ayx+iukNkV5MQqE1xDuxfAclLYN9y8/rwjqbUOryTuQ2KM8fuWw6/vQ8bvoSyitJ6i9W8f1kRlOSZKorft3I6GpsXRCSZpEVUd4jubvaPt7esiBybwwELF5r94cPBdmr+3TsZOm+uPyU15HTQn6eWbVdGAe8t3sN53WMY0j7spN/P4XSRkV+K1QoeViseNgueVis2qwWb1cL29HxW7slm1d5sVu49xL5DxVWvtVjggh4x3HtORzpF1dEOqEJuURk/bTWthX/ZmkGhvbqyItDbg4RwP7alFmB3OI94bZ82IVzWtzXjesYS7Kf2o27jcsHS/8Dcx03lRHhnuOoDszaplJMMsx8xCQgwlRS+IZCxpeZ7eQdD+zOhzw3Q/pzjq8a2F0J+qtkKUs38voJUsHlD1/Fm7SLS0jXyNYaSGidBizORagWl5azdl0NaXgkjOkXUu4dodqGd7zek8sOmVBbvyKpxAhoe4EW/hFB8PW142Kx42qx42Sx42qx4elgJ8fUkPMCb8EBvwgO8iAj0ppWfV9XVNiJNXnmpKZXeNge2fW9O8A9nsZlERWXiICDSzKlIXgppGzlm/1dPf7NAyEupfqxVO+hzPfS6FoJiah5fVmKuairNg/ISc7+8xMRZXrFvsZoy8bAOmlchIlV03lx/SmrI6aA/Ty1XRn4pF7/2Kyk5JrFwbtcoHh3bhcTjnFWRnlfCL9symL8tg0XbM8ktLqv3a60WSIoOYkBiKNcNTjhmMqM2JWUOluzM4odNqczdlE5mQXWL4Fb+XvSOD6naerUOUSLjaHL3Q/oWUx1d38RAfips/KqiAruvacF0NE4nHFwDi/4Fm78xj3W/HMa9DN51tHHePhdm/QWyd5v7Fqup9O5wjklixPUDm0f94hWRZqfJJDVee+01XnzxRVJTU+nVqxevvPIKAwcOrPXYsrIypkyZwnvvvUdKSgqdO3fmhRde4Lzzzqs65sknn+Spp56q8brOnTuzZcuW379dnbQ4k5bK5XKxP7uY1ckVV9vsyWZLal5V6ycPq4WzkiK5sn88Z3aOwPN3SQZ7uZOft6bzxer9/LQlnTJH9V8vbcP9ObdbFOd2jaJ3fKj6k0rL4Cgzpde5KSbBkLvfJCd2/gT2gurjbN7Qdrg5Pm2Dadd0NK3aQZshED/ItIfK3AoZWyFzm2nxVNlX1tMPul5skhkJQ+s/lE9EpJ503lx/SmrI6aA/Ty1TSZmDa99cyurkHML8vcgpLsPhdOFps3DjkETuOacjwb61f/lfWFrO2v05LNyeyS9bM9h0sOYsNKvFXE5T2zdHfl42+rQJoV9CK/onhNKnTQiBPg2XZHA6XfxWcYFd99hg4lv51mvWhgDrP4Nv7zNrjr4T4MKXj53YyEmGdy+snpfnFwYdzzVb+7PNRVMApfmw82fYPsckKAoqhsBbPWHM86Zd1LH+O5WVmKHdNk9odyb4tTqZTysizUh91xduTX1Onz6dBx54gNdff51BgwYxdepUxowZw9atW4mMjDzi+MmTJzNt2jTefPNNkpKSmDNnDpdccgmLFy+mT58+Vcd169aNH3/8seq+h4cyvCJ1cblcrE/J5Zs1B5i1/iAHDhvAXSkuxJcgX8+qQd1zN6URHuDFJX3iuKJ/PMV2B1+s3s83aw+QXVR9JU+32CDG9ohhTLco2kcE6ARUGidHGRxcZ074bZ7mZNzmWb1vtZljKgdSV27ldjNfouiQ6eVaeVt8yCQl8g6YE3zXkWXyAAREQacx0Ok8cyLvVXEVnctlrpBKXQ9p681A7oI0iOkFbQZD/GAz+O5on+fQLvPz4/qZYeAi0jSVlcEbb5j9228HT12NKiIiNblcLh7+fB2rk3MI9vVkxp1DcDhdPDdrM/O3ZvDWot18vno/fxrdifG949iams/6lFw2pOSybn8OuzILayQsLBboGRfMyE4RjOwcQa/WIXjYrDidLsqcThxOF2UOFw6niyAfj1NaTW+1WuiXoBanx8VeBLMfhtXvVz+2+n2zRhj/Wt2VF9l74N1xkJts1illxWZNs/Zjs1ls5qIqmwfs+RWch1XweAWY9cywB6B1PYdqe/pAr6tO9FOKyMloJmsMt1ZqDBo0iAEDBvDqq68C4HQ6iY+P55577mHSpElHHB8bG8tjjz3GXXfdVfXYZZddhq+vL9OmTQNMpcZXX33FmjVrTjguXXEmTZ3T6WJLaj5eHlYiArwJ8vU4IqGwI72Ab9Ye4Nu1B9idWVj1uIfVQre4YPq1CaVfQih9E0KICfYFYGtqPp+t2seXv6WQWVB7D/7IQG8u6RPHJX3jSIrW/z/SCDnK4MAa2LPQtIBKXlo9b+JUsHpCUCwEtzazLsI6QMdRENPn+PrDikjL08iH+IHOm4+HKjXkdNCfp6Zn1d5DbE8roNDuoKi0nAJ7OUWlDgrt5Xh72Lj5jMQaA7Z/79/ztvPS3G14WC28f/NAhnYIr3rul20ZPPvdJranF9T5ejCzCwe3a8WZnSMZ3jGcsHq2HJYT5HSemnVA+hYzpDtjM2CBEX82M/e+vBNcDuh+GVzy3yNbyR7aZRIaefvNWuXGb8E/wqyTts8xLXMzt9V8Tat20HGMuUgrYSh46M+MSJPRyNcYjb5Sw263s2rVKh555JGqx6xWK6NGjWLJkiW1vqa0tPSIEzNfX18WLVpU47Ht27cTGxuLj48PQ4YMYcqUKbRp06bOWEpLSyktre7TmJeXV+exIo1ZmcPJt2sP8PovO9mWVn3i6mWzVs2mCA/w5mBuSY2yYh9PK6O6RHFRr1iGd4zA16v2qzc6Rwfy2AVdeei8JOZvzeDTlfv4eUs6NquFMd2iuaxfa85oH6bZF9K4FGaaJMaB32DfUnNybv/dws431Ayqc1ZWZJRX7zsdFZUb3uDhZQZlV+57+oNfKPi2MiXTvoftB8aYRIZfuJIXIiIiInKED5bu5a9fbTjqMZ+u3MeEIQncP6rTES2kvlt3gJfmmi+bnx7fvUZCA2BkpwjOuG84H6/Yx7/mbuNQoZ3oIB96tA6mR5zZuscFExGoL6QbVEG6aa2UvBRKcqAkz8yuq7y1F0BsH7jo1YYZXO1ywW/TzJyK8mLwj4TL3jTVEwCevjBjImz43KxvLnvbrGUAsnaallP5B0wC5MZvITDaPNd2uNnOfRYO7YYdP5q1UYdREN7h5OMWETkJbktqZGZm4nA4iIqq2UIjKiqqzvkXY8aM4aWXXmLEiBG0b9+eefPm8cUXX+BwOKqOGTRoEO+++y6dO3fm4MGDPPXUUwwfPpwNGzYQGFj71Q1Tpkw5Yg6HSFNSUubg05X7+O8vu6oGw5kh3BbyS8qxO5wcyC2p0VrKw2phRKcILuoVy+iuUfh71/+vA0+bldFdoxjdNYqC0nKsFvDzUps3OQH7lsN3D5i2TVFdIaobRHYz+2Edq0+2y0rMbIr8VHPCnXfQlER7eJuTdA+f6lurDdI3myTGgTWmhPr3fEMh4QxIrDhRj+iixIOIiIiInDbb0vJ59rtNAAxq24qoIB/8vT3w97LhV3G7cm82czel8c6ve/h6zQH+MqYzV/aPx2a1sHZfDg9+uhaAW4a15dpBtV/I6WGzcsPgBK7qH09BaTmt/L1O22dsUYqzYfN3JnGw+5e6W9BWOvAbvHkWnD0Zhtx97IHcv+coN4O20zeZwd4bvzCPtzsLLn0DAg5r6d5lHFw1DT69ATZ/a26veA9y95mERkEqRCTBhG/qbnPbqq2ZlSEi0kg0qW8hX375ZW677TaSkpKwWCy0b9+eiRMn8vbbb1cdc/7551ft9+zZk0GDBpGQkMCnn37KLbfcUuv7PvLIIzzwwANV9/Py8oiPjz91H0SkATidLjILS5mxcj/v/Lq7qh1UeIAXE89oyw1DEgjy8aSkzEFmQSmZBXYy8kvJLCjFw2rhnC5RDXJCG3AcyRCRKi4XLHkVfnyyeqh13n7Y/kP1MVZPCImH4hwzp+JkhHU0V0PF9YXEYSZxoiSGiIiINLDExETuv/9+7r//fneHIg3MXu5kwbYMvt+Qiq+XlRuHHL0t1NGUlDm49+PfKC13MrJTBO9OHFDr/ME7gAXbMnj6u03sSC/gkS/W8+Gyvdx9Vgce/3ojpeVOzk6K5NGxXY75M708rLTyUEKjQZXbYcu3Zij39rk150zE9YPOY031tk8QeAeCdxD4BJvnf5gMW2fB3Mdh62y45HUITaj95zjKTNVHykpz8VbaJsjcaqouKllscPZjcMafal/ndD4PrvkEPrkWts2GDy+HjK1QmA6RXU1CIyCi4X43IiKnmNu+jQwPD8dms5GWllbj8bS0NKKjo2t9TUREBF999RUlJSVkZWURGxvLpEmTaNeuXZ0/JyQkhE6dOrFjx446j/H29sbbW+WW0rjkFpWxM7OAXRmFJGcVklFQSnpeadVtZkEp5c7qkThxIb7cMbIdV/aPx8ez+ioPH08brUP9aB3q546PIXKk4mz46o/mJB6g26Uw4BbI2AJpG81JevomU5p9aFf16zx8zKIgKNaURHv5Q3mpqdgoLzFbWYk5uW/VziQxYvuYAdsali0iItLgbrrpJt57772q+61atWLAgAH8/e9/p2fPng3yM+o7M/HJJ5+stfq+c+fOdXYCEDkWp9PFij2H+HrtAWatP0hOUfWX1tOWJjOqSyR3jmxP/8RWx/W+L8zewpbUfMIDvPjHFb1qTWhUGtEpgu/vG877S/Yyde42NqTkcee01QB0jgrk5at7Y7PW/Xo5BUrzYdV7sPQ/kJdS/XhkN+h+qdla1f09FQBXfwS/fQCzH4HkxfB/Z8D5L0Dva8209vw02DHXzLPYNd+sjX7P089UWER2hX43QfyAo//MDufAdTPgo6vMfEGAqB4w4WvwDzue34CIiNu5Lanh5eVFv379mDdvHhdffDFgBoXPmzePu++++6iv9fHxIS4ujrKyMj7//HOuvPLKOo8tKChg586d3HDDDQ0ZvkiDcThdbD6Yx9JdWWxPK2BXRSIjq7D2Qdy/lxQdyO0j2jGuVyyemmUhp0p+mimj3vWLubUXmh6tHUebnqqHlzcfzf5VZnhdbrKZTXHeFOh/izlxTxxWfZzLZcqhs/eCX5hJYviGmuNERESk0TjvvPN45513AEhNTWXy5MlceOGFJCfX0v7xFOvWrRs//vhjjcc8PFRVLMfvYG4x7y3ey7drD1S19wWIDPTmwp6xpOQU8cOmNH7cnM6Pm9PplxDKnSPbc05SJNZjJBh+3prOO7/uAeDFy3vVa56Fp83KLcPaMr53LP+Ys5XpK/cR5u/NWzf2J9DH85ivlwaSnwbL/wsr3oKSXPOYfyT0nQA9LofIY1fMVLFYzOsSh8NXf4DkJfD1H2H9p6ZS/eCamsf7hUPbERXteruanxWScPzV521HwPVfwPTrTeLl2ulmHqCISBPj1jO8Bx54gBtvvJH+/fszcOBApk6dSmFhIRMnTgRgwoQJxMXFMWXKFACWLVtGSkoKvXv3JiUlhSeffBKn08lDDz1U9Z5//vOfGTduHAkJCRw4cIAnnngCm83GNddc45bPKPJ7hycxlu7KYtnuQ+SXlNd6bFSQN+3CA0gM9yc6yIeIQG8iA72JqNjCA7zx8lAiQ06BshJzRVDllrH5yGM2flHduzWmF3Q81yQ4gluD1cO0j7LaKvY9YOXbprzaWQahbeHK98zramOxQEgbs4mIiLRUhYV1P2ezgY9P/Y61WsHX99jH+vsfX3yYqvfKSvvo6GgmTZrE8OHDycjIICLCtDLZt28fDz74ID/88ANWq5Xhw4fz8ssvk5iYCMD8+fN56KGH2LhxI56ennTr1o2PPvqIn3/+uar6ovJK9nfeeYebbrqp1lg8PDzqrPoH0xrqlltuYdOmTXzzzTeEhITw6KOPctddd1Udk5yczD333MO8efOwWq2cd955vPLKKzVmQX777bc8/fTTrF+/noCAAIYPH86XX35Z9XxRURE333wzM2bMIDQ0lMmTJ3P77bcf9+9WTj+H08UHS/bw4pytFNrN7M5Abw/O6x7NxX3iGNwurKoqYmdGAW8u2MUXq1NYtTeb295fSYfIAO49pyMX9oipNbmRkV/KX2aYORg3DU3krKR6XhhUITzAm79d1pO7zuqAv7eH5mOcDi4XpK6Hlf+DNR+Do9Q8HtYBht4LPa8CT5+jv8fRtGoLN82Exf+Gn54za69KsX2g4xizzort03DtcxOGwINbzBpNF42JSBPl1qTGVVddRUZGBo8//jipqan07t2b2bNnV50wJicnYz3sL+2SkhImT57Mrl27CAgIYOzYsXzwwQeEhIRUHbN//36uueYasrKyiIiIYNiwYSxdurTqhFrkdCstd7AhJZcVe7JZuecQy3cfIu93SYwAbw8Gtm1F97hg2kf40y48gLYR/ppXIaeX02muEFr3CWz8GkpzD3vSAjE9TXVG25Gm9dOOH80MjINrq7cFLx7753QdDxe9Ut1PVkREauftDd99V70vLU9AQN3PjR0LM2dW34+MhKKi2o8dORLmz6++n5gImZlHHudyHfnYcSgoKGDatGl06NCBsDDTyqSsrIwxY8YwZMgQFi5ciIeHB88++yznnXce69atw2q1cvHFF3Pbbbfx8ccfY7fbWb58ORaLhauuuooNGzYwe/bsqgqM4OCTO3948cUXefTRR3nqqaeYM2cO9913H506dWL06NE4nU7Gjx9PQEAAv/zyC+Xl5dx1111cddVVzK/4/c2cOZNLLrmExx57jPfffx+73c6sWbNq/Ix//vOfPPPMMzz66KN89tln/OEPf2DkyJF07tz5pGKXU2tLah6TPl/Pmn05APRtE8Jtw9txVlJkjfa+ldpHBPC3y3rywOhOvP3rHj5cupcd6QXc+/FvvLlgF5POT+KMDuFVx7tcLh76bC2ZBXY6RwUy6fykE441vpVaC59SZSWwe4GZPbFtjpn9V6n1ADjjfjMvo6GSDFYbDPuTuUBswxcmYdJxdP2r4U+ETRU+Ii1WM1ljWFyukzxzbYby8vIIDg4mNzeXoCD1YZfj43C6WLQjk2W7sli5J5s1+3OwlztrHBPg7cGAxFAGtwtjSPswusYE4aHWUeIuGdtMImPdDNMWqlJQnLkqqN2Zpky5rrLk/DTYOc8kOHYvMD1mneXgqvnnHk8/GPUUDLxNVwSJiDQTOm+uv7p+VyUlJezevZu2bdvi4/O7q32P9u/l75Ma/v71T2pERDRIUuOmm25i2rRpVXEXFhYSExPDd999R9++fQGYNm0azz77LJs3b66qtrDb7YSEhPDVV1/Rv39/wsLCmD9/PiNHjjziZxzPTI1nnnkG38MrUoDrr7+e119/HTCVGl26dOH777+vev7qq68mLy+PWbNmMXfuXM4//3x2795NfHw8AJs2baJbt24sX76cAQMGMHToUNq1a8e0adNqjSMxMZHhw4fzwQcfAOaL7OjoaJ566inuvPPOY/1KT9pR/zw1Yy6Xi5yiMgJ9PI57XVVS5uCVn7bz3192Ue50EeDtwcPnJ3HdwDbHbCV1uPySMt75dQ9vLNhFQam5iG14x3AePi+J7nHBvPvrbp78dhNeHla+vXsYnaNPbMi4VMjcDjMfgLwDpq2tzbPitmLfO9CsYzqPNTP5jiV7L+z6uXqGRdlhf596+Jp5FEPuhjaDtZYRETmF6ru+0GXgIg2k2O5gxqp9vLVwN8mHai4ow/y96J8YyoDEVgxIbEW3WCUx5DQrt0NOMmTvNsO3D+02+1k7zFbJOwi6XmTKqBOG1e/qo8AoM9Cu97U1H3c6TXKjcvPwNpuIiIjUT0FB3c/ZfnfleHp63cf+/t/zPXtOOKTfO+uss/i///s/ALKzs/nPf/7D+eefz/Lly0lISGDt2rXs2LGDwMCaX+CWlJSwc+dOzj33XG666SbGjBnD6NGjGTVqFFdeeSUxMTHHHUvnzp355ptvajz2+8XwkCFDjrg/depUADZv3kx8fHxVQgOga9euhISEsHnzZgYMGMCaNWu47bbbjhrH4UPSLRYL0dHRpB/tv4+cMJfLxZKdWUydt53luw/RppUfd4xsx2V9W9daXfH71y7emcXkrzawO9O0ZDu3axRPj+9OdPDxJ4QCfTy595yOXDeoDa/8tIMPl+1l4fZMFm5fxNge0fy42fwZeGxsFyU0TlbyUvj4aijOPvpxm7+FmQ9CXD9IugCSLoTwTiYpUZBuLsiqnBuYs7fma4PioNMY6HQ+tB0Onr61/wwREXELJTVETlJmQSnvL97DB0v3kl1UBkConyejukQxILEV/RNDaRvuX3VlmkiDKsyEjC2QsdVcrVSUCSV5plqiNK9iP9fcUsfVl1YPU+rc8yrofH7DnbBbrWD1AtTrV0TkhJSVwYcfmv3rrgNPtYpocY5nxsWpOvaYb+VPhw4dqu6/9dZbBAcH8+abb/Lss89SUFBAv379+LDyz/JhKlsEv/POO9x7773Mnj2b6dOnM3nyZObOncvgwYOPKxYvL68asZwKv68EqY3n7/5ftVgsOJ3OOo6WE1GZkJj64zZW7Kn+Yjv5UBGPfbmBqT9u59ZhbblucEKNlr4ul4u1+3P5fv1BZm04yL5DZgh4ZKA3T4/vxnndjz+Z9nthAd48eVE3Jp6RyD9/2MY3aw8wa30qAGcnRTJhSMJJ/4wWbeNX8MXtZrZFXD8Y9aSpMnOUgcNesZVB7j7Y+j3sXwEpq8w272nT2snqeeTMQKuHeb+Oo6HTeRDVXRUZItI8NZM1hpIaIidoR3oBb/+6m89X7ae0or1Um1Z+3Dq8LVf0i8fX6+hXBokcN6cTtn1v2jxlbDVb8aH6v97D1wyia9UOQhOr96N7gX/YKQtbREROkN0OEyea/SuuaLILDmlZLBYLVquV4mLzZXHfvn2ZPn06kZGRR20h0KdPH/r06cMjjzzCkCFD+Oijjxg8eDBeXl44HI4Gi2/p0qVH3O/SpQsAXbp0Yd++fezbt69G+6mcnBy6du0KmCqMefPmMbHy/005rVwuF7/uMMmMlXtNMsPLZuWagfHcODSRX7Zl8OaCXRzILWHK91t47ecd3Dg0kSHtw/hpczrfb0glJae46v18PK1c0S+eP4/pTLBvw/4dmxDmz7+v6cPtI9rx0txt5BaX8ffLe+pit5Ox5DWY8xjggs4XwGVvgddR5osMfwDyU01yY8tMU5VxeJV6dA8zL7DtSDM821sVNCLSAjSTNYaSGiLHIafIzrfrDvL5qv1VA+QAerUO5vYR7TmvezS24+i7KlIvTidsnQnzX4C09b970gIhbSCisymlDow2LaR8gsxt5b5vKPhH6GojERERaVClpaWkppqr0LOzs3n11VcpKChg3LhxAFx33XW8+OKLjB8/nqeffprWrVuzd+9evvjiCx566CHKysp44403uOiii4iNjWXr1q1s376dCRMmAGZGxe7du1mzZg2tW7cmMDAQ7zqGWpaXl1fFUslisRAVFVV1/9dff+Xvf/87F198MXPnzmXGjBnMrJhNMmrUKHr06MF1113H1KlTKS8v549//CMjR46kf//+ADzxxBOcc845tG/fnquvvpry8nJmzZrFww8/3LC/WDlCSZmDO6etYv7WDAC8PKxcO7ANd45sX9Uuql1EANcNSuDrNSn83y872ZVRyCs/7eCVn6q/yPbzsnF2UiRje8RwZucI/LxO7dci3eOCefumAaf0ZzR7TodJZiwzre4YcBuc/4IZsH0sgdHQf6LZSvLMvAxcptWuLuwSEWmylNQQOYYyh5MF2zL4fPV+ftyUjt1hqjJsVgtndY7g1uHtGNS2la64kYZXWzLDKxD63gCxfSGiE4R1PPrVSSIiIiKn0OzZs6vmXwQGBpKUlMSMGTM488wzAfDz82PBggU8/PDDXHrppeTn5xMXF8c555xDUFAQxcXFbNmyhffee4+srCxiYmK46667uOOOOwC47LLL+OKLLzjrrLPIycnhnXfe4aabbqo1lo0bNx4xi8Pb25uSkpKq+w8++CArV67kqaeeIigoiJdeeokxY8YAJgHy9ddfc8899zBixAisVivnnXcer7zyStXrzzzzTGbMmMEzzzzD3/72N4KCghgxYkRD/TqlDk6niz/PWMv8rRlVyYw/nNmeqKAjZ194eVi5on88l/ZtzQ8bU3l9wS6SswoZ0SmCsT1iGNkp4pjzNuQ0K8ysSDYAXv6HbQFmJt+cx2DLd+b50c/A0HtO7GItn4r5gSIi0uRZXC5XHU3WW676TlmX5qnY7mB9Si5r9+WwZl8OS3dlkVVor3o+KTqQy/u15qLesUQGHv8AOWkhirMhfTOkbYTc/eAfDoExEBRrbgNjwPOwPz9Oh5mBUZpvriDK3AoL/1UzmTH4Thj8R/Br5Z7PJCIip1dhIQQEmP2Cggadg9BQdN5cf3X9rkpKSti9ezdt27bFx0fnlqdSYmIi999/P/fff7+7Qzllmuufp3/M2cqrP+/Aw2rh/VsGMrR9uLtDkrrYC2HHPAhuDZFd6p7XV3TIDPLe+AXsXgiuY7SZs3nBJa9D98saPmYRkZakka8x6ru+UKWGtHglZQ7mbExl6a5DrN2Xw9a0fBzOmrm+8AAvxveO47K+rekaqwW7/E65HbbOMsPn0jdB2ibIP3Ds1/m2MlceleaDvaD2Y5TMEBEREZFmKK+kDH8vj2O2752xch+v/mzaR025tIcSGo3dt/fD+k/NvsUG4R3N0O3o7hDVAwpSYeOXpjLDWV79uqge4BtikiL2QigrMmskeyEERJuERuIZbvhAIiLSGCmpIS3WvkNFfLgsmekrkskuKqvxXGSgN73jQ+jdJoQ+8aH0TwzF02Z1U6TSaOWnwap3YMX/oDD9yOeD4yGyK4QmmCuR8g9C3gFzW15S+5Bvm7cpi/YJga7jYchdSmaIiIiISKOVmlvCkl2ZBPl40iEygNahfrUmKortDpbvOcTCbRks2pHJltR8YoJ9mHxBV8b2iK61ne+SnVk8+qWpXL7rrPZc0T/+lH8eOQlpG2H9DLPv28qsdzK2mG3DZ0ceH90Dul0CXS+GsPZ1v6/LpdmAIiJSg5Ia0qI4nS4W7sjkgyV7mLclncrma7HBPlzYK5Y+FYmMmOA6SmRFwFRkLPsvbPgCnBUJscAYSLoAorpBZDeITAKf4Npf73KZ9lT5B8FRVjHUOxi8K3rGioiIiEiD27Nnj7tDaBZcLhc70gv4YVMaP2xMZe3+3BrPe3tYaRvuT4fIADpEBuBps7J4ZyYr9mRjL3fWOPZgbgl3fbSaMzqE8dRF3egQGVj13M6MAu6ctooyh4sLe8bw4OjOp+XzyUn4+XnAZZIUV7wL+amQut601E3dAGkbwMPHzLXoegmEd6jf+yqhISIiv6OkhrQI5Q4nM1bt540Fu9idWVj1+LAO4dwwJIFzkiLxUCWGOJ3myqLl/zUtpbz8wLNiq9xP3wz7l1e/Jn4QDLoDulwENs/6/RyLxVRfqAJDRESOxtsbPv20el9ExI02H8zjq99S+GFTWo01lcUCPeOCKS13siuzkNJyJ1tS89mSmn/Ee8QE+zC8YzjDOkbQPyGU6Sv28X+/7OTXHVmcN3Uhtwxryz3ndMRe7uTmd1eQW1xGnzYh/OOKXliP0aZKjiE/1VSNR/eo/7rleBz4rWKYtwXOfMT8wQiKMVuncxv+54mIyIlpJmsMJTWkWXO5XPy4OZ2/fb+ZnRnmxDvQ24PL+rXm+sEJdIgMcHOE0mjsXQJzHoUDq499rNXTDKgbdDvE9Tv1sYmISMvk4QFXXOHuKOQ0cblcxz5I5BhOxZ+jtLwSXpyzlc9X76+qdPeyWTmjQxjndovmnC6RRAaaoeQOp4v92UXsSC9gR3oB29MLKCwtZ2DbVgzvGEH7CP8abab+NLoTl/VtzdPfbeTHzen8d8EuvlqTQpi/N3uziohv5cubE/rj42lr8M/VohRmwevDTctcT39oMxgSh0HicIjt3TBJjp+fN7c9rzRV6yIi0jg1kzWGkhrSbP2WnM2UWVtYvsfMLQjx8+TuszpwzcA2+Hvrj75UOLQbfnwCNn1t7nsFwLA/QWyfiuF0RVBWWHFbbCo2ul8OgVHujVtERESaBU9P82ViUVERvr5qgSonx263A2CznXwSoNju4M2Fu3j9l50U2R0AnNctmnG9YhnZOYKAWtZUNquFhDB/EsL8OadL/c6X24T58daNA/hpSxpPfrOJ5ENFpOWVEujjwTs3DSA8oOleRdpozHmkegZgWSHsnGc2MOuf+IHgG2oGdzsdFVu52YLiYNSTEBBR9/snL4PtP5jB4CMfPuUfR0RERN/sSrOzJ7OQF+dsZeb6g4Dp6XrzsLbcObI9wb6noMxWmqbiHFj4T1j2OjjsYLFC3wlw1mMQEOnu6ERERKC8HL780uxfcom5qkqaHZvNRkhICOnp5gtHPz+/WgcmixyL0+kkIyMDPz8/PE7i7wun08XXa1P4++ytHMwtAaBvmxD+emFX+rQJbahwj3B2UhRD24fz5oJdzNuSzqTzk2rM2JATtP1HWDcdsMAtc8HTF/Ysgj0LYe+vZtbfzp+O/h6p6+CmmWYWYG1+ftbc9r726AO/RUTE/ZrJGsPiUp3zEfLy8ggODiY3N5egoDr+0ZZGp6TMwSs/bee/v+yi3OnCYoHL+7bmT6M7ERuiq96kQtZOWP4GrPkISvPMY+3OgjHPmSHfIiIijUVhIQRUtMosKAB/f/fGUwudN9ff0X5XLpeL1NRUcnJy3BOcNBtWq5W2bdvi5eV13K8tdzj5aUs6r83fydp9OQDEhfgy6fwkLuwZo2RbU1SaD/8ZArn7YPAf4bwpNZ93OiF9I+xbbi70snqA1WZuLTZwOeHHJ6EoExKGwfWfg6dPzffYvQDeG2da9N67GkLanLaPJyIiJ6CRrzHqu75omqkYkd9ZtD2Tx75az96sIgBGdopg0vlJdInR4lowJ+s758Gy/8KOudWPRyTB6Geg42gzyE5ERETEDSwWCzExMURGRlJWVubucKQJ8/Lywmq1HtdrDuYW88nyfUxfsY/UPFOZ4e9l449ndeCWYW01z6Ipm/eMSWiEtIGzJx/5vNVqBodH96j7PaJ7wLsXwt5F8PktcMV7YKv4Ksnlgp+eM/v9blJCQ0REThslNaRJyywo5bmZm/nytxQAooN8ePKibozpFqUriVo6pwMyt8Oun2H5m3BoZ8UTFuh4rhny3e5scyIvIiIi0gjYbLYGmYUgApBbVMbGg7n4eNoI8PbAz8uGv5cHft42PK1WFmzP4MNlyczbnIazon9DmL8Xl/dvzS3D2lYN/5bToDQfsvdCzt6at2VF0P4s6HLR8bd12rfcVKgDXDgVvE7wStzY3nDNxzDtMtjyHXx3H1z0qrkobOc82LcUPHxg+IMn9v4iIiInQEkNaZJcLhczVu7n+e83k1NUhsUCNw5J5MFzOxHoo7kZLU5ZMaRtNL1eD66D1PXmfnlx9THewdDnehhwi/q8ioiIiEiz5HS6WLwzi+kr9zFnYyr2cmetx1ktVCUyAAa1bcV1gxMY0y0Kbw8l1k4LRzmsfhcWTTXVFHXZ/YtpARXVA7peZBIckUlHf+/yUvjmHsAFva6FDuecXKxth8Plb8OnN8Bv08AvDEY9BT9VzNIYcCsExZzczxARETkOSmpIk1JQWs63aw/w4bK9bEgx8xC6xgTx/KU96B0f4t7g5PRL3wIr3oS1n4C94MjnPf0guif0vBJ6XgXeAac/RhERERGRU2x/dhGfrdrPjJX7ScmpvrAnLsQXqxWKSh0UlJZTWpHkcLogyMeDy/q15rpBbTSQ+3RyuWDr9/DjE5C5rfpx31YQmgAhCdW3LidsmWnmVqStN9vPz0F4Z+h+GfS5DoJbH/kzFr4EGVvAP8LMDmwIXS6Ecf+Gb+6GX182swoP/Aae/nDG/Q3zM0REROpJSQ1p9FwuF+v25/Lx8mS+XXuAQrsDAF9PGw+M7sTEMxLxsKmFULNgL4TtP5gT48gu5gT9923EHOWw7XtTSr17QfXjfuEQ09MkMSpvW7Uzg+5ERERERJqRzIJS1u7LYe3+XFbsPsTS3Vm4KiovAn08uLh3HFf2j6d7XFCNtrzlDidFZQ6KSh2E+nuqKuN0S1kFP/wV9v5q7vuFwZmPmAuwfOqYBznwNig6BFtnwaZvYOdPkLkV5j8P86dAh1HQ70bodB7YPCF9Myz8p3nt+X8Hv1YNF3/fG6AoyyRktnxnHht8JwRENNzPEBERqQclNaTRKilzMGPlPj5avo/NB/OqHm8X7s/VA+O5tG9rwgO83RihNJiCDFj+X1jxFhRnVz/uFWhKqyOSTJKjrBhWvVtdnm2xQuexMPB2aDtCw75FREREpFnam1XInI2prN2Xy5p9OTWqMSqd0SGMK/vHM6ZbdJ3DvT1sVoJsVoLUsvf0yt1vWkitn2Hue/jA4D/CsPvBJ/jYr/drZVrp9rkeSnJNpcdv02DPQtgx12z+kdD7WvOYs8ysk7pd0vCfZdj9UJQJi18B7yAYcnfD/wwREZFjUFJDGqWUnGL+MG0V6/bnAuDlYeWCHjFcPSCegW1baQh4c5G5A5a8Ams+BkepeSykDXgFmFJsez7sX2G2w/m2Mlcj9b/ZHC8iItIceXnBO+9U74tIi/TdugP8ZcY6isscVY9ZLNAhIoBe8SH0ah3MmZ0jiW/l58YopU75afDWKMg/CFig19Vw9uTa20bVh0+weY9eV5sWUKvfhzUfQWE6/DrVHOMVCGP/ceou+hr9DER2g7AODVsJIiIip14zWWNYXC6X69iHtSx5eXkEBweTm5tLUFAdJaByyizemcndH/3GoUI7oX6e3HtORy7t05pgP11N1CwUZpokxeoPTAk1FX8FxfWHM+6FpAtNyyhHmTlJT99k+sGmbzLtqXpcAd0uBU8ft34MERER0Xnz8dDvSo6Xw+nixTlbef2XnQD0bRPC6K7R9IoPpkdcMIGqtmj8HOXw/njYuwjCO8Flb0FMr1Pwc8pg2xxY/R7sXQwX/svMFRQREWli6nvOrEoNaTRcLhf/W7SbKd9vweF00S02iNev76crjpqy8lJIXV9RbbESUlZC9p6ax3QeC0PvgTZDal5JZPM0racik05ryCIiIiIi7pZbVMY9n/zGgm0ZANwxoh1/GdNZswSbmnlPmYSGVwBc/RGEdzw1P8fmaQZ5d7nw1Ly/iIhII6OkhjQKxXYHk75Yx9drDgBwaZ84nr+0R529YKWRsxfBgr/D0v+D8pIjnw/vDG2Hw8A7IKLT6Y9PRESkKSgvhzlzzP6YMeChU3eRlmBbWj63vb+SvVlF+HhaeeGynozvHefusARM1fncx81MjFFP1j3cG8xQ78X/NvvjXzt1CQ0REZHj0UzWGE0zamlW9mQW8ocPV7P5YB42q4W/XtCFG4cmam5GU7XtB5j1IOQkm/u+raD1AGjd32yxfcE3xK0hioiINAmlpXBhxVW3BQVNdsEhIvU3e8NBHvh0LUV2B3EhvrwxoR/dYusxSFpOvV3z4Ys7oCC1+v6V70F0jyOPzdwBX/3R7A+5G7pdfJqCFBEROYZmssZomlFLk1NS5mD+1nSSDxWRkl3M/uxiUnKKSckuJr+0HIDwAC9evbYvg9uFuTlaOSF5B2H2w7Dpa3M/qDWc/wIkXXDqBtSJiIiIiDQDGw/k8trPO5i13nxhPqRdGK9d15dW/k13gGez4SiDn5+HRf8CXKbq3F4Ih3aaAeBjX4Q+N1SveeyF8OkNYM+HNkNNRYeIiIg0KCU15JQrLC3n2jeXsnZ/bp3HDGzbipev7k1MsO9pjEwahNMBK96Cec+YE3eLDQb/Ac58BLwD3B2diIiIiEijtWpvNq/9vIOftqRXPXbzGW15dGyS5mc0Btl74LNbzGxAgH4TYczzpsXuF7fDjrnwzT2wdwlc8A/w9INv74f0TRAQBVe8Y+ZdiIiISINSUkNOqTKHk7s+Ws3a/bkE+3oyslMEcaG+tA71JS7E3MaG+OLnpT+KTUphJuz9FfYuhh3zIGu7eTyuH1w4FWJ6ujU8ERERERF3crlcZBeVYbNY8Pa04u1hrWqv63K5WLIri1d/2sHinVkAWC1wYc9Y7jqrA52jA90ZevPjcpkkhOdxXkC3/jP47k9Qmgc+wTDu39VtpLz84NpP4dd/wU/PwtqP4MBv0Pl8WP+pudDrinchMLqhP42IiIigpIacQi6Xi8e+XM/8rRn4eFp5d+IA+rQJdXdYciJKC2Db7OpERsaWms97B8E5j0P/m8Gq4e4iIiIi0jK5XC5+2pLOv+dtP6JS3dvDJDc8bVayCu0AeFgtXNo3jj+c2YG24f7uCLl52/4jzJ4EBWkw4StzEVZ9zP8bzJ9i9uMHw2VvQkibmsdYrTD8QYgfBJ/dDBmbzQYw+mlIGNpgH0NERERqUlJDTpmpP27n05X7sVrg1Wv6KqHRFDmd5kqjuU9UD8SrFNkVEs4wJ+vtzgS/Vm4JUURERETE3VwuFz9uNsmM9Sm1t90tLXdSWu4EwMvDytUD4rl9RDtah/qdzlBbhuw9MPtR2Dqz+rEZN8EdC8E35Oiv3T63OqEx/M+mra7tKF+dJA6DOxfB57fA7gXQ9WIYctfJxS8iIiJHpaSGnBKfLE/m5XmmJdEzF3dnVNcoN0ckxy1lFXz/MOxfYe6HtIGkC00So81Q8NdAdxERERFp2VwuFz9sSuPf87az8UAeAH5eNm4YksBtw9sR7OtJabmTkjIHJWWOqv3YYF9CNQS84dmL4NepsGgqOErB6gEDb4ctMyFnL3xzN1z5QfVQ79/L3Q9f3Gb2B9wG5/y1fj83IBJu+MrM0ojsVvf7i4iISINQUkMa3E9b0njsqw0A3HN2B64blODmiOS45KfBvKdgzYfmvqc/jPizudrIw9u9sYmIiLQkXl7w6qvV+yLSqGTkl3LLeytYV9Fmyt/LxoShidw2vB2tDktYeNqsBHhr6X1KOR2w+Vv4YTLk7jOPtR0J5/8dIpOgx+XwvzHmmBVvwcDbjnwPRxnMmAjF2RDTG8Y8d3wxWG0Q3eOkP4qIiMgp1UzWGDqzkga1dl8Od334Gw6ni8v7teaB0Z3cHZLUV2k+rPgfLPgH2PPNYz2vhlFPQlCMW0MTERFpkTw94S61MBFpjModTu7+aDXr9ucS4O3BTUMTuWVYW1VfnE7FObBzHmybY1pGFR8yjwe1NgmJruOrKybi+pk5F3MegTmPQusBENu75vvNewr2LwfvYDPkWxd0iYhIc9RM1hhKakiD2ZaWz83vrqC4zMGIThFMubQHFpXdNn6HdsHyN+G3aVBqSuaJ7Wuuaoof4N7YREREREQaob/P2cqy3YcI8Pbgq7vOoENkgLtDahnyU2H9DJPI2LsYXI7q53yCTaupYQ+AVy1zSgb/AfYsMnM2ZtwEdywAnyDz3NbvYfErZv/i16BV21P+UUREROTEKakhDWLtvhxufGc5OUVldI8L4j/X9cXTZnV3WFIXlwt2zYdl/4VtswGXeTysg1kE9LoGrPrvJyIi4lYOByxcaPaHDwebzb3xiAgAs9Yf5I0FuwB48fKeSmicLqUF8MZZkH+g+rGIJOg0BjqOgfhBRx/obbHA+Ffhv+sgezd8ex9c/rZpV/XlneaYwX+ELuNO7ecQERFxp2ayxlBSQ07akp1Z3PreCgrtDnrFh/DexAHqGdtYleTB+k9NZUbGlurHO4yCQX+A9mcrmSEiItJYlJTAWWeZ/YIC8Pd3bzwiwo70Av4yYy0Ad4xox/k91Kb1tNnwmUloBMbAsD9Bx3OPv6LCr5VJZLxzPmz8AtoMhnXToSTHtKga9dQpCV1ERKTRaCZrDH3zLCdl3uY0/vDhauzlToa2D+ONCf2V0GhsXC44sBpWvgMbPoeyIvO4pz/0vhYG3QHhHd0bo4iIiIhII1dQWs6d01ZRaHcwuF0r/jKms7tDajlcLjP/D2DIXWYNc6LiB8I5j8Pcx+H7h8xjPiEVczQ0E0VERKQp0LfPcsK+XpPCg5+updzpYlSXKF69tg8+nk2zZKlZqqzKWPUupK6vfjy8E/SbCH2uM31nRURERETkqFwuFw9/to4d6QVEBXnzyjV98VC73dPnwGpIXQc2b+h93cm/35B7zHyN7T+Y+5e8DiFtTv59RURE5LRQUkNOyAdL9/L41xtwueCSPnH8/fKemqHRmKx6D+Y8CvYCc9/mDd0uhn43QZshpp+siIiIiIjUy/8W7Wbm+oN42iz857p+RAR6uzuklmXF2+a22yWmhdTJslrh4tdh9iRIGAKdzz/59xQREZHTRkkNOW5vLdzFszM3AzBhSAJPjuuG1aovyRuFshKY9Wf47QNzv7Iqo9fVDXPyLyIiIiLSwizblcWU7808uskXdKVfQqibI2phirNNG12A/jc33Pv6h8Flbzbc+4mIiMhpo6SGHJeVew7x/CyT0Lj7rA48eG4nLLrqv3HI2Qef3gAHfgMscM5f4Yw/afC3iIiIiMgJ2nQgjzumrcLhdHFx71gmDElwd0gtz9rpUF4Mkd3MPAwRERFp8ZTUkHorKC3ngU/X4nTBpX3j+LMG4zUeO3+Gz26G4kPgGwqX/Q86nOPuqEREREREmqztafnc8L9l5BSV0Ts+hOcv7aELuk43lwtWVrSeGnCz2uiKiIgIoKSGHIdnvt1E8qEi4kJ8efKibu4OR8Cc5C/6F/z0DLicENMLrvwAQnUFmYiISJPn6Ql//3v1voicNrsyCrj2rWVkFdrpHhfEezcPxM9Ly+fTbu+vkLkVPP2hx5XujkZERKTpayZrDJ2VSb3M2ZjK9JX7sFjgpSt7EeTTdP/QNxsZW2Hu47Bttrnf+zq44J/g6eveuERERKRheHnBX/7i7ihEWpzkrCKufXMZGfmlJEUH8sHNgwj21frHLSqrNHpeAT5B7o1FRESkOWgmawwlNeSY0vNLeOSL9QDcPqIdg9qFuTmiFu7QLpj/Aqz/1FRnWD3h/BfM0DyVY4uIiIiInLCUnGKueXMpqXkldIgMYNqtgwj193J3WC1TQQZs+sbsN+SAcBEREWnylNSQo3K5XEz6fD2HCu10iQnigdGd3B1Sy5WzDxa8CL9NA5fDPNb5Ajj7MYhSOzAREZFmx+GA1avNft++YLO5Nx6RZi4tr4Rr31xKSk4xbcP9+ejWQYQHeLs7rJbrtw/AWQZx/UybXRERETl5zWSNoaSGHNVHy5P5aUs6Xh5Wpl7VG2+PpvkHvUlylEFOMhzaDdvnwKp3wWE3z3UYBWc9ak7wRUREpHkqKYGBA81+QQH4+7s3HpFm4MNle1m9NwcwRc6WqlsLy3ZnsTeriPhWvnx02yAig3zcGmuL5nTCqnfMfv9b3BuLiIhIc9JM1hhKakiddmcW8ux3mwF4aExnOkcHujmiZsxRDms+hAO/QfZuk8jI3WfaSx0ucTicPRnaDHZPnCIiIiIiTdSs9Qd57MsNRz0mNtiHj24dTEyw5tS51c6fzAVePsHQ7RJ3RyMiIiKNjJIaUqtyh5M/TV9DcZmDoe3DuPmMtu4OqfnK2glf3A4pK498zsMXWrWF8I7mCqV2I09/fCIiIiIiTVxKTjGTPl8HwIU9Y+gWG4wLFy6Xed7lcuHlYWV87ziiVKHhfiv/Z257XQtefu6NRURERBodJTWkVn+fs5U1+3II8vHgH1f0wmrVAOoG53LB6vdh9iNQVgjewTDgFgjrAK3amWRGQJSGf4uIiIiInASH08WfPllDXkk5veJD+NdVvfG0Wd0dltQldz9sm232+090bywiIiLSKCmpIUf4dOU+3liwC4Apl/YkNkSl1w2uMBO+uRe2zjT3E4fDxf8HIfHujUtEREREpJl59acdLN9ziABvD/59tRIajVK5Hfb+Ctt/gC3fmTa8icMhorO7IxMREZFGSEkNqWH57kM89uV6AO47pyMX9Ixxc0TN0Pa58NUfoTAdrJ5wzuMw5G6wanElIiIiItKQVu45xMvztgHwzMXdSAhrmsMwm6WCDFORsX0O7PwZ7AXVz3n6w5mPuC82ERERadSU1JAqyVlF3PHBSsocLi7oEcN953R0d0jNi8sF856CRf8y9yOS4NI3Iaane+MSEREREWmGcovLuO+TNThdcEmfOC7p09rdIUmlfcvhg0tqJjICoqDjaOh0HrQ7E7wD3RaeiIiING5KaggA+SVl3PLeCrKLyugRF6w5Gg3N5YIfJsOSV839QXfCqCfBU629REREpA6envDEE9X7IlJvLpeLR79cT0pOMW1a+fH0+G7uDkkqHdoNH19jEhoRSdDtEug0BqJ7qXpdRETkVGsmawwlNQSH08U9H//G9vQCooK8eXNCf3y9bO4Oq/lwuWDu49UJjQunauCdiIiIHJuXFzz5pLujEGmSZqzcz8x1B/GwWvj3NX0I9Gm6i/ZmpTgHProSijIhphfcNAu8A9wdlYiISMvRTNYYSmoIz8/azPytGfh4WnlzQn+ig33cHVLz4XLBj0/C4n+b+xe8pISGiIiIiMgpUlBazqLtmTzxzUYAHji3E73jQ9wblBjldvj0BsjcBkFxcM10JTRERETkhCip0cJ9sjyZ/y3aDcA/r+hNz9Yh7g2oOXG54Kdn4Nep5v7Yf8CAW9wakoiIiDQhTids3mz2u3RRWxaRWtjLnazZl8OvOzL5dUcma/blUO50ATC0fRh3jmjv5ggFMGujmX+C3QvAKwCunQ5BMe6OSkREpOVpJmsMJTVasIO5xTz+tbmC6U+jOnFBT51UNhiXC35+Dhb+09w//+8w8Db3xiQiIiJNS3ExdO9u9gsKwN/fvfGINCL5JWU89uUGftycRpHdUeO5hDA/RnaK4P5RnTQnsLFY9C/4bRpYrHD5OxDdw90RiYiItEzNZI3RNFMx0iD+t3A3doeTAYmh3HtOB3eH07zM/xsseNHsn/c3GHSHe+MRERERaUFee+01EhMT8fHxYdCgQSxfvvyox0+dOpXOnTvj6+tLfHw8f/rTnygpKal6/sknn8RisdTYkpKSTvXHkDoU2x3c8u5Kvll7gCK7gzB/L8b1iuVvl/Zg4UNn8ctfzuLp8d1p5e/l7lAFYOOXMO8ps3/+36HTue6NR0RERJo8VWq0UNmFdj5angzAXWd1wGLRFUwNwlEGsx+BFW+a+2Oeh8F/cG9MIiIiIi3I9OnTeeCBB3j99dcZNGgQU6dOZcyYMWzdupXIyMgjjv/oo4+YNGkSb7/9NkOHDmXbtm3cdNNNWCwWXnrpparjunXrxo8//lh138NDSyl3KC13cMe0VSzfc4hAHw/euKE/g9q2UkVGY1RWAtvnwJd3mvuD/qDqdREREWkQOhNvod5bsociu4OuMUGM7BTh7nCah8IsmHEj7Flo7o95Hobc5d6YRERERFqYl156idtuu42JEycC8PrrrzNz5kzefvttJk2adMTxixcv5owzzuDaa68FIDExkWuuuYZly5bVOM7Dw4Po6Oh6x1FaWkppaWnV/by8vBP5OHKYcoeT+z9Zw4JtGfh62njnpgH0T2zl7rDkcLkpsP0Hs+2aD2VF5vFO58OY59wamoiIiDQfSmq0QEX2ct5dvAeAP5zZXlUaDSFtI3x8NeQkm8F3l74JSWPdHZWIiIhIi2K321m1ahWPPPJI1WNWq5VRo0axZMmSWl8zdOhQpk2bxvLlyxk4cCC7du1i1qxZ3HDDDTWO2759O7Gxsfj4+DBkyBCmTJlCmzZt6oxlypQpPPXUUw3zwQSn08XDn6/n+w2peNmsvDGhnxIap5PLBbt/gfTN4Cyv2BwVWznYC80Q8LT1NV8XGANdLoJzHgerzT2xi4iISLOjpEYL9PHyfeQUlZEQ5sfYHhoOftI2fwtf3AFlhRDaFq75GCK7uDsqERERkRYnMzMTh8NBVFRUjcejoqLYsmVLra+59tpryczMZNiwYbhcLsrLy7nzzjt59NFHq44ZNGgQ7777Lp07d+bgwYM89dRTDB8+nA0bNhAYGFjr+z7yyCM88MADVffz8vKIj49vgE/Z8rhcLp76diOfr96PzWrhlWv7MLyjqs1Pi9ICWPsxLH8DMrfV4wUWaN0fOo4xszOie4IuohMREZEGpqRGC2Mvd/LWwl0A3DGiPTb1nj1xTics+DvMn2LutzsTLn8H/HTFmIiIiEhTMX/+fJ5//nn+85//MGjQIHbs2MF9993HM888w1//+lcAzj///Krje/bsyaBBg0hISODTTz/llltuqfV9vb298fb2Pi2fobn7xw9beW/JXiwW+McVPRnTrf5twOQEZe2EFW/Bb9OgtKJ1mlcgdDgbPHxN1YXVBhYbWD3A5mkSGB1Hg3+4e2MXERGRZk9JjRbmqzUpHMwtITLQm8v6xbk7nMavIANWvwfF2VCab8qq7QXmiqXC9OqrlQb/EUY/Azb9LyUiIiINxNMT/vzn6n05pvDwcGw2G2lpaTUeT0tLq3Mexl//+lduuOEGbr31VgB69OhBYWEht99+O4899hhWq/WI14SEhNCpUyd27NjR8B9CanhjwU5e+3knAM+M784lfVq7OaJmLmsnzH7EzMTAZR4L6wAD74BeV4NPkFvDExERkZPUTNYY+ga2BXE4Xbz+i1kQ3DKsLd4e6ml6TN/cDdtm1/28zQsu/Bf0uf70xSQiIiItg5cXvPiiu6NoUry8vOjXrx/z5s3j4osvBsDpdDJv3jzuvvvuWl9TVFR0ROLCZjPnyS6Xq9bXFBQUsHPnziPmbkjDmr3hIM/PMm3DJp2fxPWDE9wcUTOXsQ3euxAKKpKCHc81yYz2Z0MtyT0RERFpgprJGkNJjRZk7qZUdmUUEuTjwbWD6h5qKBV2LzQJDasHDLoTfILNEHDvAHPrFQBRXSFYV4uJiIiINBYPPPAAN954I/3792fgwIFMnTqVwsJCJk6cCMCECROIi4tjyhTTQnTcuHG89NJL9OnTp6r91F//+lfGjRtXldz485//zLhx40hISODAgQM88cQT2Gw2rrnmGrd9zuZu/f5c7p++BoCbhiZy58j27g2ouUvfAu+NM9Xokd3gyvchvIO7oxIRERGplZIaLYTL5eI/802VxoQhiQT6NN3yotPC6YS5pocy/SbCmOfcG4+IiIi0PE4nJCeb/TZtdKV0PV111VVkZGTw+OOPk5qaSu/evZk9e3bV8PDk5OQalRmTJ0/GYrEwefJkUlJSiIiIYNy4cTz3XPX53/79+7nmmmvIysoiIiKCYcOGsXTpUiIiNKz6VEjNLeHW91dQUuZkZKcIJl/Qxd0hNW9pm0xCoygTonvADV+Df5i7oxIREZFToZmsMSyuumqqW7C8vDyCg4PJzc0lKKh59Az9dUcm1721DB9PK78+fDZhARpaeFTrP4PPbzHVGPeugQAtWEVEROQ0KyyEgACzX1AA/v7ujacWzfG8+VTR76p+iuzlXPnfJWxIyaNjZACf/3EoQbog69RJXQ/vj4eiLIjpBTd8BX6t3B2ViIiInCqNfI1R33NmVWq0EP+Zb4YYXj2gjRIax1JeCvOeMvtn3K+EhoiIiIjIaeB0unhg+lo2pOTRyt+Lt28aoITGqXRwrUloFGdDbF+44QvwDXV3VCIiIiLHpKRGC7B2Xw6/7sjCw2rh1uFt3R1O47f8TchJhsAYGHKXu6MREREREWkR/vHDVmZvTMXLZuWNG/oR38rP3SE1Xymr4YOLoSQX4vrD9Z+Db4i7oxIRERGpl6bZNEuOyzu/7gbgot6xtA7VwuCoirNhwYtm/6xHwUu/LxERERGRU+3zVfurZgD+7bIe9E9UC6RTZu9ieP9ik9CIHwQ3fKmEhoiIiDQpqtRo5ors5fywKQ2AGwYnuDmaJmDhP6EkByK6QO/r3B2NiIiIiEizt25/DpO+WAfAXWe159K+rd0cUTO2ZSbMmAiOUmgzFK77FLwD3R2ViIiIyHFRpUYz9+PmdIrsDtq08qN3fIi7w2ncsvfCsv+a/dFPg9Xm3nhERERERJq5coeTSZ+vp8zh4tyuUTw4urO7Q2q+Vr0H0683CY3OY80MDSU0REREpAlSUqOZ+2bNAQDG9YrBYrG4OZpG7qdnwWGHtiOg42h3RyMiIiIi0uy9u3gPmw7mEezryfOX9sBq1ZqlwblcsOAf8O294HJCn+vhyg/A09fdkYmIiIicELWfasZyi8r4ZVs6ABf1inNzNI3cgTWw/lOzP/ppUAJIRERE3M3DA/74x+p9kWbmQE4xL83dBsCk85MID/B2c0TNkNMJcx6BZa+b+8MegHMe13pHRESkpWoma4ymG7kc0+yNBylzuEiKDqRztMqK61SYBXMeNfs9roTYPu6NR0RERATA2xtee83dUYicMk99u5Eiu4N+CaFc1T/e3eE0P+V2+OpO2PC5uX/e32DwH9wbk4iIiLhXM1ljuL391GuvvUZiYiI+Pj4MGjSI5cuX13lsWVkZTz/9NO3bt8fHx4devXoxe/bsk3rP5uybtZWtp2LdHEkjVFYCG7+Cj66Gf3aCvb+CzQvOnuzuyEREREREmr0fN6UxZ2MaHlYLz13SXW2nGpLTCZu+hv+OMAkNqwdc+pYSGiIiItJsuLVSY/r06TzwwAO8/vrrDBo0iKlTpzJmzBi2bt1KZGTkEcdPnjyZadOm8eabb5KUlMScOXO45JJLWLx4MX369Dmh92yu0vNKWLwzC4CLlNQwXC5IXgrrPoGNX0JJbvVzMb3hzEkQmuC28ERERERqcLkgM9Psh4erXYw0G0X2cp74ZiMAtwxvS1J0kJsjaiZcLtj6Pcx/HlLXm8d8guHyt6HDKPfGJiIiIo1DM1ljWFwul8tdP3zQoEEMGDCAV199FQCn00l8fDz33HMPkyZNOuL42NhYHnvsMe66666qxy677DJ8fX2ZNm3aCb0nQGlpKaWlpVX38/LyiI+PJzc3l6CgpnmC/fai3Tz93Sb6tAnhyz+e4e5wGodv7oXV71XfD4qDnldCz6shMsl9cYmIiIjUprAQAgLMfkEB+Pu7N55a5OXlERwc3KTPm08X/a6qTZm1mf8u2EVciC9zHxiBn5e6Ip8Ulwt2zIOfn4MDq81jXoGmMmPIXeAb4tbwREREpBFp5GuM+p4zu+3s0W63s2rVKh555JGqx6xWK6NGjWLJkiW1vqa0tBQfH58aj/n6+rJo0aITfk+AKVOm8NRTT53Mx2l0KltPqUqjwu4FJqFhsUKva6DnVZA4HKxu78AmIiIiItJibEnN461FuwF45uJuSmicrIIM+HQCJC829z39YNAdMPRe8Gvl3thEREREThG3faObmZmJw+EgKiqqxuNRUVGkpqbW+poxY8bw0ksvsX37dpxOJ3PnzuWLL77g4MGDJ/yeAI888gi5ublV2759+07y07lXclYRa/blYLXABT1j3B2O+znKYNZfzH7/W+Di/0C7kUpoiIiIiIicRk6ni0e/WI/D6eK8btGcnRR17BdJ3RzlMOMmk9Dw8IEhd8N962DUk0poiIiISLPWpC6Lefnll7nttttISkrCYrHQvn17Jk6cyNtvv31S7+vt7Y23t3cDRel+364zVRpD2ocRGehzjKNbgGWvQ8YW8AuHsx9zdzQiIiIiIi3S9JX7WJ2cg7+XjScu6urucJq+H5+AvYvAKwBunaeWuiIiItJiuO1S9fDwcGw2G2lpaTUeT0tLIzo6utbXRERE8NVXX1FYWMjevXvZsmULAQEBtGvX7oTfszn6Zo1JaozvFefmSBqBvIMw/29mf9ST4Bvq1nBERERERFqizIJS/vb9FgAePLczMcG+bo6oidv4JSwxcyS5+D9KaIiIiEiL4rakhpeXF/369WPevHlVjzmdTubNm8eQIUOO+lofHx/i4uIoLy/n888/Z/z48Sf9ns3FltQ8tqbl42WzMqZ7y0nk1GnuX8FeAHH9ofd17o5GRERERKRF+tv3W8gtLqNrTBAThiS4O5zGyV4E6z+D/LSjH5exFb66y+yfcR90HX/qYxMRERFpRNzafuqBBx7gxhtvpH///gwcOJCpU6dSWFjIxIkTAZgwYQJxcXFMmTIFgGXLlpGSkkLv3r1JSUnhySefxOl08tBDD9X7PZu7yiqNkZ0jCPb1dHM0brZnEayfAVhg7IuaoSEiIiIi4gYr9hzis1X7AXj2ku542HRefgR7EXx4hWkn5R0Eo56AfjcfuYYpyYNProOyQkgcDmc/7p54RURERNzIrUmNq666ioyMDB5//HFSU1Pp3bs3s2fPrhr0nZycjPWwk7iSkhImT57Mrl27CAgIYOzYsXzwwQeEhITU+z2bM5fLVTVP46JesW6Oxs0c5dXDwfvdBHF93RqOiIiIyHHz8IAbb6zeF2mCyhxOJn+5AYBrBsbTt43awR6hvBQ+vcEkNABK82Dmg7DmYxg3FaJ7mMddLvj6j5C1HYLi4PJ3wKa/G0REROQ4NJM1hsXlcrncHURjk5eXR3BwMLm5uQQFBbk7nHpbnZzNpf9ZjJ+XjVWTR+PrZXN3SO6z9P9g9iQzQ+Oe1eDXyt0RiYiIiDQ7TfW82R1a6u/qrYW7eHbmZkL9PPnpwTMJ9fdyd0iNi6McZtwIW74DTz+4/nNI3QDzngZ7PlhsMPgPcOYjsOItMxzc5gUTv4fW/d0dvYiIiEiDqu85c9NNx8gRKltPje4a1bITGvlp8PPzZv+cJ5TQEBERERFxg9TcEv41dxsAk85PUkLj95wO+OoPJqFh84ZrPoaEoWbrMs5cpLXpKzMQfMMXUJBqXnf+C0poiIiISIumZqbNhMPp4rt1BwG1nuLHJ0zJdmwf6DvB3dGIiIiInBiXCwoLzabiammCnpm5iUK7g75tQriiX7y7w2lcXC747k+w/lOwesCV70G7M6ufD4oxj107A0LaQP4BcDmh93XQr2XMixQREZFToJmsMVSp0Uys2ZdDZkEpwb6eDO8Y4e5w3MPlMm2n1n6MGQ7+T7C24IoVERERadqKiiAgwOwXFIC/v3vjETkOC7ZlMHPdQawWeObi7litFneH1Hi4XDDnUVj9HliscOkb0Pn82o/tdC4kLoPFr0BhOpz7LFj0uxQREZET1EzWGEpqNBMbD+QC0C8hFC+PFliAU5gJX/0Rts8x9wfdCa37uTcmEREREZEWqLTcwRPfbATgxqGJdIsNdnNEjczPz8PS/5j9i16F7pcd/XgvPzjz4VMfl4iIiEgToaRGM7H5YB4AXWIC3RyJG+yaD1/cDgVpphftmOdgwK3ujkpEREREpEV645dd7M4sJCLQmz+N7uTucBqXg2thwd/N/th/QJ/r3BuPiIiISBOkpEYzsemASWp0jWlBV0E5yuCnZ+HXlwEXRCTB5W9DVDd3RyYiIiIi0iIlZxXx6s87AJh8QReCfDzdHFEjs/Cf5rb7ZTDwNvfGIiIiItJEKanRDJQ7nGxJzQega2yQm6M5TQ7ths9vgZRV5n6/iTDmeVOaLSIiIiIibvHvn7ZTWu5kSLswLuoV6+5wGpeMrbDpG7M//M/ujUVERESkCVNSoxnYk1VIabkTPy8bCa1awJf65aXw3kWQmww+waYPbdeL3B2ViIiIiEiLll1o59u1BwD485hOWDTQuqZFUwEXdL4Aorq6OxoRERGRJktJjWZgY0XrqaToQKzWFrBwWPuJSWgERMOtP0JIvLsjEhERERFp8T5duY/ScifdYoPo2ybU3eE0Ltl7Yd10sz/iQffGIiIiItLEKanRDGyqGBLeIlpPOR0VMzSAofcooSEiIiLNl80Gl19evS/SiDmcLqYt2wvAhCEJqtL4vV9fBpcD2p0Fcf3cHY2IiIi0VM1kjaGkRjOw+aCZp9ElpgUkNTZ/A4d2gk8I9LvR3dGIiIiInDo+PjBjhrujEKmXX7als+9QMcG+nlzUK87d4TQu+anw2zSzP0KzNERERMSNmskaw+ruAOTkbapoP9W1uSc1XC5Y+JLZH3QHeAe6Nx4REREREQHgvcWmSuOKfq3x9Wq6V/2dEotfAUcpxA+GhDPcHY2IiIhIk6ekRhOXnl9CZkEpVgskRTfzpMbOnyB1HXj6wcA73B2NiIiIiIgAezIL+WVbBgDXD05wczSnUVkJzH0cVn9gLsCqTdEhWPmO2R/+IKgtl4iIiMhJU1Kjiaus0kgM92/+V0Qt+pe57Xsj+Ie5NxYRERGRU62w0HwBarGYfZFGatpSU6UxslMEieH+bo7mNFr2upmV8c3dMP16KM4+8pil/wdlhRDdEzqOPv0xioiIiByumawxlNRo4irnaTT71lP7VsCehWD1hKF3uzsaEREREREBiu0OPl25DzADwluMkjz4dWr1/S3fwesjzLrl8GOW/9fsq0pDREREpMEoqdHEbTpYMU8jtpknNSqrNHpeBcGt3RuLiIiIiIgA8M3aFPJKymkd6suZnSPdHc7ps+x1U5kR1hFu/QlC20JuMrxzHvz6b3A6YcVbUJIL4Z2gy0XujlhERESk2VBSo4nbdCAXgC7NuVIjfTNsnQlY4Iz73B2NiIiIiIgALpeL95eY1lM3DE7AZm0hlQjF2bD4VbN/5iRo3Q/uWADdLgVnOcz9K3x8FSx5zRwz7AGwauktIiIi0lB0ZtWEFdsd7M40vc+6NeekxqKp5rbLhRDRya2hiIiIiIiIsTo5h40H8vD2sHJl/3h3h3P6LHkNSnMhsqtJZAD4BMHlb8OFU8HDB7b/AEWZENIGelzu1nBFREREmhslNZqwrWn5OF0QHuBFRKC3u8M5NXKSYf0Msz/sAffGIiIiIiIiVT5YsgeAcb1iCfX3cm8wp0thlhn+DXDmIzUrMCwW6D8Rbp1nWk4BjJwENs/TH6eIiIhIM+bh7gDkxG06YOZpdIkJwtJch84tfgVcDmh3JsT1dXc0IiIiIiICZOSXMnP9QaCFDQhf/DLYCyC6J3QZV/sx0d3hjoXmAi1VmouIiIg0OCU1mrDNlUPCm2vrqYIMWP2+2R/2J/fGIiIiInK62Wwwdmz1vkgjMn1FMmUOF73iQ+jZOsTd4Zwe+Wmw7A2zf9ZjpjKjLp4+SmiIiIhI49NM1hhKajRhmyqTGrHNMKnhdML3D0F5CcT2hbYj3R2RiIiIyOnl4wMzZ7o7CpEjlDucfLQsGYAJg1tQlcaif0F5McT1h05j3B2NiIiIyPFrJmsMzdRoopxOV/Ou1Jj3FGz8AqwecO6zR78KSkRERERETpuluw5xILeEED9PLugZ4+5wTo/cFFj5ttk/+xhVGiIiIiJySimp0UQlHyqiyO7Ay8NK23B/d4fTsFa8Bb9ONfsXvQqJZ7g1HBERERERqTZz/QEAzu8ejY9n021bcFwW/hMcpdBmKLQ7y93RiIiIiLRoSmo0UZWtp5KiA/GwNaP/jFtmway/mP2zJkPva9wbj4iIiIi7FBaCv7/ZCgvdHY0IYFpPzd6QCsAFPWLdHM1pkpNcPetPVRoiIiLSlDWTNYZmajRRmw40w9ZT+1fBZzeDywl9J8CIP7s7IhERERH3KipydwQiNSzZlUV2URmt/L0Y3K6Vu8M5PRa8CM4yM+cvcZi7oxERERE5Oc1gjdGMLvFvWSrnaXRpLkmNQ7vgoyvN4L0Oo+CCl3QFlIiIiIhIIzNr/UEAxnSLbl4V43UpzIK1n5j9sx51bywiIiIiAiip0WRVtp/qGtsMkhqFWTDtcijKhOiecMW7YPN0d1QiIiIiInKYshqtp1rIgPA108Bhh5je0Gawu6MREREREZTUaJKyC+0czC0BzEyNJs3pgE+uhUM7ITgerpsB3k38M4mIiIiINENLW1rrKacTVr5j9vvf7N5YRERERKSKkhpNUGXrqTat/Aj0aeIVDdvmwL6l4BUI130GgdHujkhERERERGoxc51pPXVe9xbSemrXz5C9G7yDocfl7o5GRERERCq0gDPR5qeq9VRzmKex4i1z238iRCa5NxYREREREalVmcPJnI0trPXUyrfNba+rwcvfvbGIiIiISBUPdwcgx2/TgWYyTyNrJ+ycB1hUzi0iIiLye1YrjBxZvS/iRkt2mtZTYf5eDGrbAlpP5abA1llmv/9E98YiIiIi0lCayRpDSY0mqLJSo0tTr9SovPKp42ho1da9sYiIiIg0Nr6+MH++u6MQAWDWetN6akxLaT21+n1wOSHhDIjs4u5oRERERBpGM1ljtICz0ealtNzBjvQCoIlXatiL4LcPzP6AW90bi4iIiIiI1KnM4WR2ReupC1tC6ylHGax+z+yrolxERESk0VFSo4nZnlZAudNFsK8nscE+7g7nxG34HEpyISQBOoxydzQiIiIiIlKHJTuzyKloPTWwJbSe2vo95B8Ev3DoMs7d0YiIiIjI7yip0cRsrmo9FYjFYnFzNCfI5YIVb5r9/jeD1ebeeEREREQao8JCiIgwW2Ghu6ORFqyy9dR5LaX11Mr/mdu+N4CHt3tjEREREWlIzWSNoZkaTUzlPI2uMcFujuQkpKyCg2vB5g19bnB3NCIiIiKNV2amuyOQFu7w1lMXtITWU1k7Ydd8wAL9bnJzMCIiIiKnQDNYY7SAy2yal8pKjSY9T2N5RZVG90vBP8y9sYiIiIiISJ0qW0+FB7SQ1lMr3za3HUZBaKJbQxERERGR2imp0cRkFtgBiAvxdXMkJ6gwCzZ+YfYH3ObeWERERERE5KhmrjOtp8Z0awGtp8qKYc2HZn/ALe6NRURERETq1MzPSpufYrsDAD+vJjqH4rf3wWGHmN4Q19fd0YiIiIiISB3KHE7mbKpoPdWzBbSe2vQ1FGdDUGvoeK67oxERERGROiip0cSUlJmkhm9TTGo4HdXl3ANvg6Y66FxEREREpAVYfFjrqUFtW0Db2BUVA8L73QTWJrjeEhEREWkhNCi8iSmqqNTw9WyCJ9nb50JOMviEQLdL3R2NiIiIiIgcxffrTeup87pHY7M24wuS8lNh/WewfzlYPaDvBHdHJCIiIiJHoaRGE+JyuSiuqNTwaYpJjRVvmds+14OXn3tjEREREWnsrFbo3796X+Q0W52cDcDZSZFujuQUyE2Bzd+allPJSwCXebzbpRAY5dbQRERERE6ZZrLGUFKjCSktd1btN7n2U4d2wY4fzX7/m90bi4iIiEhT4OsLK1a4OwppoUrLHezMKASgS0yQm6NpIOV2+O0DWPuJqco4XFx/6HoRDLzdPbGJiIiInA7NZI2hpEYTUjkkHMDHo4ll0la+DbigwygIa+/uaERERERE5Ch2phficLoI9vUkOsjH3eGcHKcTNnwOPz8L2XuqH48fDF3HQ5dxEBLvtvBERERE5PgoqdGEVLae8rJZ8bA1oaSGo8xcDQWq0hARERERaQK2pOYBkBQdiMXSROdpuFymWvzHpyBtvXksIAqG3gvdL4WgWPfGJyIiIiInREmNJqR6nkYTSmgAbP8BCjPAPxI6jnF3NCIiIiJNQ1ERdO1q9jdtAj/NJJPTZ0tqPmCSGk3SvhXw45Owd5G57x0EZ9wHg/8AXv5uDU1ERETEbZrJGkNJjSaksv1Uk5un8duH5rbXVWDTHzkRERGRenG5YO/e6n2R06gqqdEU52msfh++ucfs27xh4G0w/EHwa+XeuERERETcrZmsMfQNcxNSUlGp4evZhJIaBRmwfY7Z732de2MREREREZF62XKwuv1Uk+JywcKXzH63S+HcZyC4tXtjEhEREZEGpaRGE1LdfqoJJTXWfwrOcojtC5Fd3B2NiIiIiIgcw6FCO+n5pQB0impiSY19yyF7N3j6w/hX1WpKREREpBlqYsMZWrYm137K5apuPdVHVRoiIiIiIk1B5ZDwhDA//L2b2HVwaz82t13HK6EhIiIi0kwpqdGEFDe19lMH10D6RtPHtvtl7o5GRERERETqYcvBJjokvKwENn5h9ntd7d5YREREROSUUVKjCWlyMzUqqzS6XAi+oe6NRURERERE6qWyUqNzdBMbEr7teyjJhaDWkDjc3dGIiIiIyCnSxGqJW7bK9lM+TaH9VFkJrJ9h9jUgXEREROT4WSzQtWv1vshpsiXVVGp0aWqVGms/Mbc9rwSrrt8TEREROUIzWWMoqdGEFJc5gSZSqbF1FpTkQFActDvT3dGIiIiIND1+frBxo7ujkBbG4XSxLa2i/VRME6rUKMiA7XPNfq9r3BuLiIiISGPVTNYYunylCWlSMzXWfGRue10N1iYQr4iIiIiIsDerkJIyJz6eVtq08nN3OPW34TNwOSCuH0R0cnc0IiIiInIKKanRhFTO1PBr7O2n8g7AznlmX62nREREROQ0e+2110hMTMTHx4dBgwaxfPnyox4/depUOnfujK+vL/Hx8fzpT3+ipKTkpN6zqapsPdU5KhCbtQm1JFj7sblVlYaIiIhIs6ekRhNSNVOjsVdqrP0EXE5oMwTC2rs7GhEREZGmqagIunUzW1GRu6NpMqZPn84DDzzAE088werVq+nVqxdjxowhPT291uM/+ugjJk2axBNPPMHmzZv53//+x/Tp03n00UdP+D2bssqkRlJTGhKetgkOrgWrJ3S71N3RiIiIiDRezWSNoaRGE1LVfqoxV2q4XLDmQ7OvKg0RERGRE+dywaZNZnO53B1Nk/HSSy9x2223MXHiRLp27crrr7+On58fb7/9dq3HL168mBkVMLkAAGyPSURBVDPOOINrr72WxMREzj33XK655poalRjH+54ApaWl5OXl1diagi0HTZydm9KQ8MoqjU5jwD/MvbGIiIiINGbNZI2hpEYT0iRmauxbDlk7wNMPul3s7mhEREREpAWx2+2sWrWKUaNGVT1mtVoZNWoUS5YsqfU1Q4cOZdWqVVVJjF27djFr1izGjh17wu8JMGXKFIKDg6u2+Pj4hviIp1xVpUZME0lqOB2w7lOz3+tq98YiIiIiIqeFkhpNSIm9CSQ11kwzt13Hg3cTWQiJiIjI/7d35/FR1Pcfx9+ba3NAEiCQBES5QW4FoahVrNEglh9Qq4AghwceYEG8QDk8qlStlNaitDagtiqUSq2KojQVFEFRUBQFBAE5JOEyCbmPnd8fy25YCRCS3Z2d2dfz8ZjHfHd2dvazZJR8+ez38wFs4dChQ6qqqlJqaqrP8dTUVOXk5NT4muuvv16PPPKILr74YkVHR6tt27bq37+/t/xUXa4pSdOmTVN+fr5327NnTz0/XeAVllVq9xF3GQLLlJ/asVIqzJHiGkntrzQ7GgAAAAQBSQ0L8azUiA3V8lPlxdKmf7vHlJ4CAACABaxcuVKPP/64nn32WW3YsEFLly7VsmXL9Oijj9bruk6nU4mJiT5bqPs2171KIzXRqcYJMSZHU0sbF7n3XX8tRTnNjQUAAABBEWV2AKi94lBfqfHtcqn8qJR8jnTORWZHAwAAgDCTkpKiyMhI5ebm+hzPzc1VWlpaja+ZMWOGbrjhBt18882SpG7duqmoqEjjx4/Xgw8+WKdrWtWW/e6kRkerrNIoOyptftM97jHC3FgAAAAQNKzUsJDSUO+p4ZlQdBkiRXBrAQAAILhiYmLUq1cvZWdne4+5XC5lZ2erX79+Nb6muLhYET/53TUy0v37tmEYdbqmVW3JcTcJP9cqTcK/eUOqLJGatJdanG92NAAAAAgSVmpYiLdReEwIJgwqy6RtK9zjToPMjQUAAMAOHA7pnHOqx6iVKVOmaMyYMerdu7f69OmjuXPnqqioSOPGjZMkjR49Wi1atNDs2bMlSYMGDdKcOXN03nnnqW/fvtq+fbtmzJihQYMGeZMbp7umXViuSfjGV937HsP5bwQAAKA2bDLHIKlhISXHyk/FhuJKjZ0fuEtPNUiTWvQyOxoAAADri4+Xdu0yOwrLGTZsmA4ePKiZM2cqJydHPXv21PLly72Nvnfv3u2zMmP69OlyOByaPn269u3bp6ZNm2rQoEF67LHHan1NOzAMQ1v2u1dqdEy1QPmpvN3Srg/d4+7DzI0FAADAKmwyxyCpYSEloVx+ylN6qtPVlJ4CAACAqSZOnKiJEyfW+NzKlSt9HkdFRWnWrFmaNWtWna9pB/vzS1VQWqmoCIfaNkswO5zT+3Kxe9/q51JyS3NjAQAAQFDxr88W4u2pERNiSQ1XlbT1bff43F+aGwsAAACAM7b1WOmptk0byBkVYvONnzIMaeOxpAYNwgEAAMIOSQ2LqKhyqaLKkBSCKzX2rJOKDkrOJPc3pQAAAFB/JSXSBRe4t5ISs6OBzW0+1iS8oxWahO/bIB3eJkXFSZ3/z+xoAAAArMMmcwzKT1mEZ5WGFII9Nba85d53yJQio82NBQAAwC5cLumzz6rHQABt2W+hJuGeBuHn/lJyWiBeAACAUGGTOQYrNSzC00/D4ZCcUSH0YzOM6qQGpacAAAAAS9pybKXGuWkh3iS8slza9Jp73GO4ubEAAADAFCH0r+M4ldJyd+YsLjpSDofD5GiOk/u19OMuKSpWapdhdjQAAAAAzlBZZZV2HCySZIHyU9tXSCVHpAZpUuv+ZkcDAAAAE5DUsAjPSo2Q66fhWaXR9hdSTIK5sQAAAAA4Y98dKFKly1BibJTSk2LNDufUPKWnul8rRVJNGQAAIByR1LAIT1Ij5PppbD6W1OhE6SkAAADAijylpzqlJ4bWqvCfKj4ibV3uHnen9BQAAEC4IqlhESXlx1ZqxIRQUuPHXVLuV5IjQuowwOxoAAAAANTB1pxjTcJDvfTU1/+WXBVSajcpravZ0QAAAMAkrNe1iNJQLD+1ZZl7f85FUkITc2MBAACwo5QUsyNAGNjsTWqEeJPwjYvcexqEAwAA1J0N5himr9SYN2+eWrVqpdjYWPXt21fr1q075flz585Vx44dFRcXp5YtW+quu+5SaWmp9/mHHnpIDofDZ+vUqVOgP0bAhWRPDUpPAQAABE5CgnTwoHtLoHcZAmfLfk/5qRBeqXH4O2nvOvcq8W7Xmh0NAACANdlkjmHqSo3FixdrypQpmj9/vvr27au5c+cqMzNTW7duVbNmzU44/5VXXtHUqVO1YMECXXjhhfr22281duxYORwOzZkzx3tely5d9N///tf7OCrK+gtSQq78VOFBafda97jT1ebGAgAAAKBOjhSV68DRMklSh9QQTmp4Vmm0/YXUMNXcWAAAAGAqU/+1f86cObrllls0btw4SdL8+fO1bNkyLViwQFOnTj3h/DVr1uiiiy7S9ddfL0lq1aqVRowYoU8++cTnvKioKKWlpdU6jrKyMpWVlXkfFxQU1OXjBFTIrdTY+rYkQ0rvKSW3NDsaAAAAAHXgaRJ+duN4NXCG6JfBXC7pS0/pqRHmxgIAAADTmVZ+qry8XOvXr1dGRkZ1MBERysjI0Nq1a2t8zYUXXqj169d7S1Tt2LFDb7/9tgYOHOhz3rZt29S8eXO1adNGI0eO1O7du08Zy+zZs5WUlOTdWrYMvX+k9/bUCJWVGluOlZ46l9JTAAAAAVFSIvXv795KSsyOJuAqKyv13//+V3/5y1909Ki7x8MPP/ygwsJCkyOzt0OF5ZKk5smxJkdyCns+lvJ2SzENpY4DT38+AAAAamaTOYZpX8U5dOiQqqqqlJrqu3Q4NTVVW7ZsqfE1119/vQ4dOqSLL75YhmGosrJSt912mx544AHvOX379tULL7ygjh07av/+/Xr44Yf185//XJs2bVLDhjUvp542bZqmTJnifVxQUBByiQ1P+anYUFipUXZU2rHSPaafBgAAQGC4XNKqVdVjG/v+++81YMAA7d69W2VlZbriiivUsGFDPfHEEyorK9P8+fPNDtG2SsorJUkJMSG6SkOSNr7q3ncZLMXEmxsLAACAldlkjmF6o/AzsXLlSj3++ON69tlntWHDBi1dulTLli3To48+6j3nqquu0rXXXqvu3bsrMzNTb7/9tvLy8vTPf/7zpNd1Op1KTEz02UJNSJWf2rZCqiqXGreVmlq/CTsAAADMNWnSJPXu3Vs//vij4uLivMeHDh2q7OxsEyOzv6KyEFsR/lMVJdLX/3GPuw83NxYAAACEBNO+jpOSkqLIyEjl5ub6HM/NzT1pP4wZM2bohhtu0M033yxJ6tatm4qKijR+/Hg9+OCDiog4MUeTnJysDh06aPv27f7/EEHkTWrEhEAe6vjSUw6HubEAAADA8j788EOtWbNGMTExPsdbtWqlffv2mRRVePDMM+JDNamx9R2pLF9Kaimdc5HZ0QAAACAEmPYv5DExMerVq5fPN69cLpeys7PVr1+/Gl9TXFx8QuIiMtL9y7dhGDW+prCwUN99953S09P9FLk5SkNlpUZVpbTtv+4xpacAAADgBy6XS1VVVScc37t370lLyMI/io+Vn4oP1fJTXy5277sPk2r4EhsAAADCj6m/FU6ZMkXPP/+8XnzxRW3evFm33367ioqKNG7cOEnS6NGjNW3aNO/5gwYN0nPPPadFixZp586dWrFihWbMmKFBgwZ5kxv33HOPVq1apV27dmnNmjUaOnSoIiMjNWLECFM+o78Uh0pPjf1fuL8pFZsktehlbiwAAACwhSuvvFJz5871PnY4HCosLNSsWbM0cCCNoQPJU34qJFdqlBdJ373vHne9xtxYAAAAEDJM/TrOsGHDdPDgQc2cOVM5OTnq2bOnli9f7m0evnv3bp+VGdOnT5fD4dD06dO1b98+NW3aVIMGDdJjjz3mPWfv3r0aMWKEDh8+rKZNm+riiy/Wxx9/rKZNmwb98/mTp1G46bVuPZOK1pdIESE48QEAAIDl/P73v9eAAQPUuXNnlZaW6vrrr9e2bduUkpKiV1991ezwbM0zz0hwhuBKje/el6rKpORzpGbnmh0NAAAAQoTpv7lOnDhREydOrPG5lStX+jyOiorSrFmzNGvWrJNeb9GiRf4ML2SETKPwHceSGm0uMzcOAACAcBAfb3YEQdGyZUtt3LhRixcv1saNG1VYWKibbrpJI0eO9GkcDv8rDpV5Rk2+fce97ziQXn4AAAD+YoM5hulJDdROSPTUKCuU9qxzj9v0Ny8OAACAcJCQIBUVmR1FwFVUVKhTp0566623NHLkSI0cOdLskMJKcZmnp0aIJTVcLunbd93jjgPMjQUAAMAubDLHoNOaRXhWasSaOdn4fo3kqpCSz5YatzEvDgAAANhGdHS0SktLzQ4jbHl698WHWvmpfeulooOSM1E6+0KzowEAAEAIIalhEd6eGmau1Di+9BTLvwEAAOAnEyZM0BNPPKHKykqzQwk7xeXHVmqEWvkpT+mpdpdLUTHmxgIAAICQEmJfx8HJlFa4JJmd1Fjp3relnwYAAEDAlZZK11zjHr/2mhQba248AfTpp58qOztb7733nrp166aEhASf55cuXWpSZPZXvVIjxJIaW5e79x0HmhsHAACAndhkjkFSwyK8jcLNKj91NEc68I0kh9T6UnNiAAAACCdVVdLbb1ePbSw5OVnXeCZXCCpvUiMmhKaGP34vHfhackRK7TLMjgYAAMA+bDLHCKHfXHEqppef8qzSSO8hxTc2JwYAAADY0sKFC80OIWx5y0+FUqPwb4+t0jj7Z8w9AAAAcAKSGhZgGEZ1o3CzkxqUngIAAECAHDx4UFu3bpUkdezYUU2bNjU5IvurXqkRQkmNrcf6aXQYYG4cAAAACEk0CreAskqXd2xK+SnDkL7zNAnvH/z3BwAAgK0VFRXpxhtvVHp6ui655BJdcsklat68uW666SYVFxebHZ5tVbkM71wjZMpPlRZIu1a7xx2vMjcWAAAAhKRaJzV++OEH3XPPPSooKDjhufz8fN17773Kzc31a3Bw85SekqTYKBPyUAe3SIU5UlSs1PJnwX9/AAAA2NqUKVO0atUqvfnmm8rLy1NeXp7+85//aNWqVbr77rvNDs+2PKWnpBBaqfFdtuSqkJq0k1Lamx0NAAAAQlCt/4V8zpw5KigoUGJi4gnPJSUl6ejRo5ozZ45fg4Obp/RUTGSEoiJNSGp4Sk+dc6EUHRv89wcAAICtvfbaa8rKytJVV12lxMREJSYmauDAgXr++ef1r3/9y+zwbMvz5akIh+Q048tTNdl6rJ8GpacAAABwErX+zXX58uUaPXr0SZ8fPXq03nrrLb8EBV/V/TRMmmhQegoAAAABVFxcrNTU1BOON2vWjPJTAVTk7acRJYfDYXI0kqoqpW3vuceUngIAAMBJ1PpfyXfu3Kmzzz77pM+fddZZ2rVrlz9iwk94vkFlSj+NyvLqmrZtaBIOAAAQNAkJ7t5mhuEe21i/fv00a9YslZaWeo+VlJTo4YcfVr9+/UyMzN485adCpvTU3nVSyREpNpmytwAAAIFgkzlGrbvBxcXFadeuXSdNbOzatUtxcXF+CwzVSiuqv0EVdPs+kyqKpPgUKbVr8N8fAAAAtvfHP/5RmZmZOuuss9SjRw9J0saNGxUbG6t3333X5Ojsq8S7UiNEkhpb33Hv218pRYZI43IAAACEnFr/pti3b1/9/e9/1yWXXFLj8y+99JL69Onjt8BQrbr8lAmTDW/pqUuliBCpswsAAABb6dq1q7Zt26aXX35ZW7ZskSSNGDFCI0eO5ItTAVTkXREeIgmEb4/10+hIPw0AAACcXK1/e73nnnt0xRVXKCkpSffee6+35m1ubq6efPJJvfDCC3rvvfcCFmg485afMqOnxg5PUoPSUwAAAEFVWirdcIN7/Pe/S7Gx5sYTYPHx8brlllvMDiOslBwrP5UQCis1Dn8nHfpWioiS2mWYHQ0AAIA92WSOUet/Jb/ssss0b948/fnPf1bz5s3VqFEjNW7cWM2bN9e8efP0zDPP6Be/+EUgYw1bnpUaQe+pUZov7VvvHrclqQEAABBUVVXSv/7l3qqqzI4moGbPnq0FCxaccHzBggV64oknTIgoPBSVmdi776c8pafOuVCKTTI3FgAAALuyyRzjjNYZ33rrrfrlL3+pf/7zn9q+fbsMw1CHDh3061//WmeddVagYgx7np4accEuP7XzQ8lwSU3aS0n8fAEAABAYf/nLX/TKK6+ccLxLly4aPny47r//fhOisr/iY/OMhFAoP+UtPTXQ3DgAAAAQ8s74t9cWLVrorrvuCkQsOAlP+amg99Twlp7qH9z3BQAAQFjJyclRenr6CcebNm2q/fv3mxBRePCUnzK9UXjJj9L3a9zjDvTTAAAAwKnVOqnxpz/9qcbjSUlJ6tChg/r16+e3oOCr2KyVGjtWuveUngIAAEAAtWzZUh999JFat27tc/yjjz5S8+bNTYrK/kKm/NTaZyWjSmraSWrc+vTnAwAAIKzVOqnxhz/8ocbjeXl5ys/P14UXXqg33nhDjRs39ltwcCstN2GykbdHOrxdckRKrS4O3vsCAAAg7Nxyyy2aPHmyKioqvH36srOzdd999+nuu+82OTr78vTuS3CaWH5q01Lpgyfd44smmRcHAAAALKPWv73u3LnzpM/t2LFDo0aN0vTp0/Xss8/6JTBUKzFjpYZnlUaLXjTqAwAAQEDde++9Onz4sO644w6Vl5dLkmJjY3X//fdr2rRpJkdnX0Vl7vJTQV8R7rF3vfT67e7xzyZIPa83Jw4AAABYil++ktOmTRv97ne/04033uiPy+EnPEmNoPbU2POJe88qDQAAAASYw+HQE088oRkzZmjz5s2Ki4tT+/bt5XQ6zQ7N1jy9+xKcJiQ18vdKi0ZIlaVS+0zpykeDHwMAAAAsKcJfFzr77LOVk5Pjr8vhOCXlLklBLj+1b717f1bv4L0nAAAAqsXHS4WF7i0+3uxogqJBgwa64IIL1LBhQ3333XdyuVxmh2Rrxd4yt0EuP1VWKL06XCrMlZp1lq75mxRhcl8PAACAcGCTOYbfkhpfffWVzjnnHH9dDscpDXb5qbKj0oHN7nELkhoAAACmcDikhAT35nCYHU1ALFiwQHPmzPE5Nn78eLVp00bdunVT165dtWfPHpOis7+icnf5qfhgrgh3uaR/3yrlfCXFp0gjFkmxicF7fwAAgHBmkzlGrZMaBQUFNW579uzR66+/rsmTJ2vYsGGBjDVsBb2nxg+fSzKkpJZSw9TgvCcAAADCzl//+lc1atTI+3j58uVauHChXnrpJX366adKTk7Www8/bGKE9mZK+an/PSJteUuKjJGGvyI14otxAAAAODO1XmecnJwsx0myNw6HQzfffLOmTp3qt8BQzTPZiA1W+am9n7n3LXoF5/0AAABworIy6dZb3eO//EWyYX+Jbdu2qXfv6pXB//nPfzR48GCNHDlSkvT4449r3LhxZoVne0EvP/XFq9LqP7jHg+dJZ/cNzvsCAADAzSZzjFr/9vr+++/XeDwxMVHt27dXgwYNtGnTJnXt2tVvwcEt6Cs16KcBAABgvspK6cUX3eN58yw74TiVkpISJSZWlx5as2aNbrrpJu/jNm3a0LcvgIqPlZ9KCMaXp6oqpXfud49/fo/U/brAvycAAAB82WSOUeukxqWXXlrj8aNHj+qVV15RVlaWPvvsM1VVVfktOLgFtaeGYRy3UoOkBgAAAALnnHPO0fr163XOOefo0KFD+vrrr3XRRRd5n8/JyVFSUpKJEdpb9UqNIMwzDm6WyvKlmIbSZQ8E/v0AAABgW3VeZ/zBBx8oKytLr732mpo3b65f/epX+vOf/+zP2HCMd6VGjN/6up9cwT6pMEdyRErpPQL/fgAAAAhbY8aM0YQJE/T111/rf//7nzp16qRevapLoK5Zs4aV4AHkSWrEB6P8lPeLU+dJEUHs4QEAAADbOaPfXnNycvTCCy8oKytLBQUFuu6661RWVqbXX39dnTt3DlSMYc/bUyMYKzU8k43ULlJMfODfDwAAAGHrvvvuU3FxsZYuXaq0tDQtWbLE5/mPPvpII0aMMCk6ezMMI7jlp/axGhwAAAD+UeukxqBBg/TBBx/o6quv1ty5czVgwABFRkZq/vz5gYwPCnJPDc9kg34aAAAACLCIiAg98sgjeuSRR2p8/qdJDvhPWaVLLsM9Dkr5qb307QMAAIB/1Dqp8c477+g3v/mNbr/9drVv3z6QMeEnvD01gjnZ4BtUAAAAgG15Sk9JQSg/VXZUOrjFPW7R69TnAgAAAKdR6yYNq1ev1tGjR9WrVy/17dtXf/7zn3Xo0KFAxgZJFVUuVVS5v0IV8JUaVZXS/i/cY75BBQAAANiWp/SUMypCkRGOwL7ZD59LMqTEs6SGaYF9LwAAANherZMaP/vZz/T8889r//79uvXWW7Vo0SI1b95cLpdLK1as0NGjRwMZZ9jyrNKQgtBT48A3UkWx5EySmrAaBwAAwFTx8dKBA+4tnl5n8K/qJuFB7Nt3Fqs0AAAATGWTOUatkxoeCQkJuvHGG7V69Wp99dVXuvvuu/W73/1OzZo10//93/8FIsaw5umnEeFwf4sqoLzN+86TIgL8XgAAADg1h0Nq2tS9OQL8TXqEneqkRoBLT0nSPkrcAgAAhASbzDHq9S/XHTt21JNPPqm9e/fq1Vdf9VdMOE5puUuSu/SUI9A3Gv00AAAAgLDgKT8V8JUahnHcSg3mGQAAAKg/v3wdPzIyUkOGDNEbb7zhj8vhOCXBbBK+j8kGAABAyCgrkyZMcG9lZWZHY4o9e/boxhtvNDsMWyouC1L5qYIfpMIcyREppfcM7HsBAADg1Gwyx6DGUIjzJDUC3k+jNF86uNU9ZqUGAACA+SorpWefdW+VlWZHY4ojR47oxRdfNDsMWyquCFL5Kc8Xp1I7SzHWrdsMAABgCzaZYwShgCrqo+RYrdu4QCc19m2QZEjJZ0sNmgb2vQAAAADptCu9d+zYEaRIwk9JsMpPeUpPtaBJOAAAAPyDpEaIK6lwTzYCXn7K2yScVRoAAAAIjiFDhsjhcMgwjJOeE/C+cmGqyFN+yhnolRr07QMAAIB/UX4qxJUcaxQe8PJTnibh9NMAAABAkKSnp2vp0qVyuVw1bhs2bDA7RNvylLmND+Q8o6pS+uFz95h5BgAAAPyEpEaI8zYKD+RkwzBYqQEAAICg69Wrl9avX3/S50+3igN1V1QWhBXhBzdLFcVSTEMppUPg3gcAAABhhfJTIS4oSY283VLRQSkiSkrvHrj3AQAAAI5z7733qqio6KTPt2vXTu+//34QIwofxcd69yU4AzjP8JaeOk+KCPDKcwAAAIQNkhohrtTTKDyQ36DyrNJI7SpFxwXufQAAAIDj/PznPz/l8wkJCbr00kuDFE14KTk2z4iPCeCUcC+rwQEAAOB/JDVCnGelRkB7atBPAwAAIPTExUk7d1aPbWjHjh1q3bo1zcBNUFTuLj8VH9AvT3lWavQK3HsAAACg9mwyx6CnRogLSvkp+mkAAACEnogIqVUr9xZhz1/b27dvr4MHD3ofDxs2TLm5uSZGFD6qV2oEaJ5RdlQ6sNk95stTAAAAocEmcwzrRh4mSrzlpwL0o6qqkPZvdI+ZbAAAACCIftoE/O233z5ljw34j2elRlygyk/98LkkQ0o8S2qYFpj3AAAAQFgiqRHiSgO9UiN3k1RZKsUmSY3bBuY9AAAAcObKy6V773Vv5eVmRwOb8Xx5KiFQKzU8/TTOovQUAABAyLDJHIOkRogLeE+N45v3WXjJEQAAgO1UVEi//717q6gwO5qAcDgcJ/TToL9GcBR7V4QHaJ7h7afBanAAAICQYZM5Bo3CQ1xJsCYblJ4CAABAkBmGobFjx8rpdEqSSktLddtttykhIcHnvKVLl5oRnq0Ve1dqBGhKyDwDAAAAAUJSI8QFvFH4XpqEAwAAwBxjxozxeTxq1CiTIgk/xcd6agSkUXj+PunofskRKaX38P/1AQAAENZIaoS4gPbUKM2XDm9zj1tQ6xYAAADBtXDhQrNDCFsBLT+179gXp5p1lmISTn0uAAAAcIZoohDivD01AjHZyP3avU88S0po4v/rAwAAAAg5VS5DZZUuSQEqP0WTcAAAAAQQSY0Q5+2pEYiVGjlfufdp3fx/bQAAAAAhyVN6SgrUSg2ahAMAACBwSGqEuNIK9zeoApvU6Or/awMAAAAISZ7SUxEOyRnl5ylhVaX0w+fuMU3CAQAAEAAkNUKct1F4QMpPbXLvWakBAAAQeuLipE2b3FtcnNnRWMq8efPUqlUrxcbGqm/fvlq3bt1Jz+3fv78cDscJ29VXX+09Z+zYsSc8P2DAgGB8lIDwJDUSYqLkcDj8e/GDW6SKYimmoZTSwb/XBgAAQP3YZI5Bo/AQF7DyU1WVUu437nEqKzUAAABCTkSE1KWL2VFYzuLFizVlyhTNnz9fffv21dy5c5WZmamtW7eqWbNmJ5y/dOlSlZeXex8fPnxYPXr00LXXXutz3oABA3wamzudzsB9iADzlJ8KaJPw5j2liABcHwAAAHVnkzkGSY0QZhhG4FZqHN4uVZVJMQ2kRq39e20AAADAJHPmzNEtt9yicePGSZLmz5+vZcuWacGCBZo6deoJ5zdu3Njn8aJFixQfH39CUsPpdCotLa3WcZSVlamsrMz7uKCg4Ew+RkB5V2o4AzAd3PmBe9+yj/+vDQAAAIjyUyGtrNLlHft9pYann0ZqF3eGDgAAAKGlvFx66CH3dtxKApxceXm51q9fr4yMDO+xiIgIZWRkaO3atbW6RlZWloYPH66EhASf4ytXrlSzZs3UsWNH3X777Tp8+PAprzN79mwlJSV5t5YtW575BwqQ4kCtBq8olb591z3uONC/1wYAAED92WSOwb9mhzBP6SlJivX3hCPXk9Sg9BQAAEBIqqiQHn7YvVVUmB2NJRw6dEhVVVVKTU31OZ6amqqcnJzTvn7dunXatGmTbr75Zp/jAwYM0EsvvaTs7Gw98cQTWrVqla666ipVVVWd5ErStGnTlJ+f79327NlTtw8VAMVl7vJT8f5eDb7jfam8UGrYXGp+vn+vDQAAgPqzyRyD8lMhrPhY6amYqAhFRvi5gZ9npQZNwgEAAABJ7lUa3bp1U58+vqWThg8f7h1369ZN3bt3V9u2bbVy5UpdfvnlNV7L6XSGbN8Nz0qNeH+Xn/rmDff+3EGsBgcAAEDA8JtmCAtYk3BJytnk3pPUAAAAgE2kpKQoMjJSubm5Psdzc3NP2w+jqKhIixYt0k033XTa92nTpo1SUlK0ffv2esVrFs+Xp+L9Oc+oqpC2vu0ed/4//10XAAAA+AmSGiGstCJASY2juVLRAUkOqdm5/r02AAAAYJKYmBj16tVL2dnZ3mMul0vZ2dnq16/fKV+7ZMkSlZWVadSoUad9n7179+rw4cNKT0+vd8xm8JafcvpxnrHrQ6k0T4pPkc4+9Z81AAAAUB8kNUJYiSep4e9at55+Gk3aSTEJpz4XAAAAsJApU6bo+eef14svvqjNmzfr9ttvV1FRkcaNGydJGj16tKZNm3bC67KysjRkyBA1adLE53hhYaHuvfdeffzxx9q1a5eys7M1ePBgtWvXTpmZmUH5TP7mLT/lz3mGp/RUp6uliACsNAcAAACOoadGCPOUn/J7k3Bv6SmahAMAAMBehg0bpoMHD2rmzJnKyclRz549tXz5cm/z8N27dyviJ/0etm7dqtWrV+u999474XqRkZH68ssv9eKLLyovL0/NmzfXlVdeqUcffTRke2acjufLU/ExfpoOuqqkLW+5x5SeAgAAQICR1Ahh3pUa0X5eUEOTcAAAANjYxIkTNXHixBqfW7ly5QnHOnbsKMMwajw/Li5O7777rj/DM12Rp/yUv1Zq7PlEKjooxSZJrS7xzzUBAACAkyCpEcJKA1Z+6thKjVSSGgAAACErNlZat656DPhJib/LT3lKT3UcKEXF+OeaAAAA8D+bzDFIaoQwz2TDr43CK0qkQ9+6x6zUAAAACF2RkdIFF5gdBWyoqNyzUsMP00HDkDa/6R6fO6j+1wMAAEDg2GSOQaPwEOYpP+XXnhoHNkuGS4pvIjVM8991AQAAAFiCXxuF79sgFeyVohOktr+o//UAAACA02ClRgir7qnhx6SGt/RUV8nh8N91AQAA4F/l5dIf/+geT5okxVDWB/7h1/JTm4+VnupwpRQdV//rAQAAIHBsMscgqRHCSssD0FODJuEAAADWUFEh3Xefe3zHHZadcCD0FHmTGvWcDhpGdVLj3P+rZ1QAAAAIOJvMMSg/FcICslIj59hKDZIaAAAAQFgq8fbUqOc8I/dr6cgOKdIptb/CD5EBAAAAp0dSI4T5vaeGYVSXnyKpAQAAAISlIn+tCPes0mh3ueRsWM+oAAAAgNohqRHCSspdkvxYfirve6msQIqMkVI6+OeaAAAAACzF01Mjob7lpza/6d5TegoAAABBRFIjhJX6u/yUp59G045SZLR/rgkAAADAMgzDULE/yk8d2i4d+EaKiJI6DvBTdAAAAMDpkdQIYX7vqeHtp9HdP9cDAAAAYClllS65DPc43lmPlRqb/+Pet75EimtU/8AAAACAWjI9qTFv3jy1atVKsbGx6tu3r9atW3fK8+fOnauOHTsqLi5OLVu21F133aXS0tJ6XTNUeZaFx/qr/JSnn0ZqV/9cDwAAAIClFB+bY0j1/PLUN8f6aVB6CgAAAEFmalJj8eLFmjJlimbNmqUNGzaoR48eyszM1IEDB2o8/5VXXtHUqVM1a9Ysbd68WVlZWVq8eLEeeOCBOl8zlHlWasT7baXGl+49TcIBAABCX2ys9P777i021uxoYBOe0lPOqAhFRjjqdpH8vdL+LyRHhNTpl/4LDgAAAIFlkzmGqUmNOXPm6JZbbtG4cePUuXNnzZ8/X/Hx8VqwYEGN569Zs0YXXXSRrr/+erVq1UpXXnmlRowY4bMS40yvGcq8PTX8sVKjJE/K2+0ep7FSAwAAIORFRkr9+7u3SD99yQVhz7NSI6E+pad2rHTvm58vNWha/6AAAAAQHDaZY5iW1CgvL9f69euVkZFRHUxEhDIyMrR27doaX3PhhRdq/fr13iTGjh079Pbbb2vgwIF1vqYklZWVqaCgwGcLBZ6VGrH+WKmR+7V7n9SSmrcAAABAmPIkNepVesqT1GjTv97xAAAAAGeqHl/PqZ9Dhw6pqqpKqampPsdTU1O1ZcuWGl9z/fXX69ChQ7r44otlGIYqKyt12223ectP1eWakjR79mw9/PDD9fxE/lfijwmHB/00AAAArKWiQvrrX93j8eOl6Ghz44EtFJe5y08lOOs4xzAMaccq95ikBgAAgLXYZI5heqPwM7Fy5Uo9/vjjevbZZ7VhwwYtXbpUy5Yt06OPPlqv606bNk35+fnebc+ePX6KuH68SQ1/lJ/y9tMgqQEAAGAJ5eXSxInurbzc7GhgE96VGjF1/H7bgc1S0QEpKk5q2cePkQEAACDgbDLHMG2lRkpKiiIjI5Wbm+tzPDc3V2lpaTW+ZsaMGbrhhht08803S5K6deumoqIijR8/Xg8++GCdrilJTqdTTqeznp/I/zzlp/yyUiPn2EoNmoQDAAAAYav42Bwjvq5zDE/pqXP6SVGhN4cCAACA/Zm2UiMmJka9evVSdna295jL5VJ2drb69etX42uKi4sVEeEbcuSxhiaGYdTpmqGqosqlSpchyQ9JjapK9zeqJMpPAQAAAGGs3uWn6KcBAAAAk5m2UkOSpkyZojFjxqh3797q06eP5s6dq6KiIo0bN06SNHr0aLVo0UKzZ8+WJA0aNEhz5szReeedp759+2r79u2aMWOGBg0a5E1unO6aVuFZpSFJsTH1zD0d3iZVlUkxDaRGresZGQAAAACrqlf5qaoK6fuP3GOSGgAAADCJqUmNYcOG6eDBg5o5c6ZycnLUs2dPLV++3Nvoe/fu3T4rM6ZPny6Hw6Hp06dr3759atq0qQYNGqTHHnus1te0itJjk40IhxQTWc+khqf0VGoXKcJSbVQAAAAA+FFx+bGVGnXp27dvvVReKMU1llIpawsAAABzmJrUkKSJEydq4sSJNT63cuVKn8dRUVGaNWuWZs2aVedrWsXx/TQcDkf9LuZpEk7pKQAAACCsVa/UqENSw1N6qvUlfFkKAAAApuE30RDlTWrUZbLxU4e+de9TO9f/WgAAAAAsy5PUiK9TUmOVe0/pKQAAAJjI9JUaqFnJsclGbH2bhEvSkZ3ufeM29b8WAAAAgsPplN56q3oM+IGn/FT8mfbUKCuU9q5zj0lqAAAAWJNN5hgkNULU8eWn6sXlkn7c5R7TJBwAAMA6oqKkq682OwrYTJ1Xany/RnJVSsnnSI2ZVwAAAFiSTeYYlJ8KUaX+Kj919AepqkyKiJKSWvohMgAAAABWVVLXpIann0abS/0bEAAAAHCGWKkRokrKXZL8UH7KU3oqqaUUyY8bAADAMioqpJdfdo9HjpSio82NB7ZQVNfyUzvppwEAAGB5Nplj8K/cIcpv5ad+9PTTYIk4AACApZSXS+PGucfXXmvZCQdCS51WahQekHI3ucetWakBAABgWTaZY1B+KkT5LalBk3AAAAAAxxR5kxpn8P22nR+496ndpISUAEQFAAAA1B5JjRBVWu6nnhqelRo0CQcAAADCXp1Waux4372nnwYAAABCAEmNEOVZqeG3nhqUnwIAAADCXrG3p0Yt5xmGIe3w9NO4LEBRAQAAALVHUiNE+aX8lGFUJzVYqQEAAACEPW/5KWcty08d2SHl75EioqVz+gUwMgAAAKB2SGqEqBJv+al6/IhKfpTK8t3jRq3qHxQAAAAAy6pyGSqvdEmS4mv75akdK937ln2kmITABAYAAACcAZIaIarUHys1PKs0GqZLMfF+iAoAAACAVXlKT0lSvLOW84ydntJT/f0fEAAAAFAHtVxzjGDzlp+KqcePiCbhAAAA1uV0Sv/8Z/UYqKfiY6vBIyMciomsxffbXFXSzg/cY5IaAAAA1meTOQZJjRDlLT/lj5UaNAkHAACwnqgo6dprzY4CNuJJasRHR8rhcJz+BTlfukvaxjSUmp8f4OgAAAAQcDaZY1B+KkRVr9Sox4+IlRoAAAAAjikqc5efqnXpKU8/jVYXS5F8Hw4AAAChgd9MQ5R/VmrscO9ZqQEAAGA9lZXSv//tHg8d6v5WFVAPni9Oxde2xO33a9z7NpcGKCIAAAAElU3mGNaMOgx4JhyxlJ8CAAAIT2Vl0nXXuceFhZadcCB0eMtPxdRyjnFwq3uf1j1AEQEAACCobDLHoPxUiPKWn6prUqO8WCrMcY8pPwUAAACEvWJP+anaJDUqy6T8Pe5xk7YBjAoAAAA4MyQ1QlSpp/xUbb9F9VM/7nLvY5Ok+Mb+CQoAAACAZRV75xi1+Ebej7skwyXFNJAapAY2MAAAAOAMkNQIUfVeqUGTcAAAAADHKS53r9RIqM0Xpw5vd++btJUcjgBGBQAAAJwZkhohqt49NWgSDgAAAOA4xWeyGvzwd+59Y0pPAQAAILSQ1AhBLpeh0gqXpHqUnzrCSg0AAAAA1c6oUbh3pUa7AEYEAAAAnDmSGiGorNLlHde7/FTjNn6ICAAAAIDVVZefqkVPDc9KDZIaAAAACDG1+G0WweYpPSXVp/yUJ6nBSg0AAABLiomRFi6sHgP1dEblp454khqUnwIAALANm8wxSGqEIE9SIyYqQpERdWjKV1Up5e9xjyk/BQAAYE3R0dLYsWZHARspOZbUOO1KjbJC6eh+95iV3wAAAPZhkzkG5adCkGeyUefSU/l7JFelFOmUGqb7MTIAAAAAVlV0rPzUaVdqHNnh3sc1luIbBzgqAAAA4MywUiMElVbUM6nhmYQ0aiVFkLcCAACwpMpK6d133ePMTCmKX91RP7VuFE6TcAAAAHuyyRzDmlHbnKf8VK1q3daEJuEAAADWV1Ym/fKX7nFhoWUnHAgd1UmN09xLNAkHAACwJ5vMMfgafwjylJ+iSTgAAAAAf6n1Sg1vk3C+JAUAAIDQQ1IjBHlXakTX8cfz4y73nibhAAAAAI4pOdZTI8FJ+SkAAABYF0mNEFRa3/JTrNQAAAAA8BNF5Z4vT1F+CgAAANZFUiMElZTXo1G4YVT31GClBgAAAIBjSmpTfqr4iFRyxD2mRx8AAABCEEmNEBQbHalWTeKVlhR75i8uzJUqiiVHhJR8tv+DAwAAAGA5hmGo6Fj5qfhTlZ/yrNJo2FyKSQhCZAAAAMCZsWZ7c5sbcl4LDTmvRd1e7Ck9lXSWFBXjv6AAAAAAWFZZpUuG4R7Hx5xiGuhtEt428EEBAAAAdUBSw24oPQUAAGAPMTHSn/9cPQbqofhY6SnpNGVuvU3CSWoAAADYjk3mGCQ17IYm4QAAAPYQHS1NmGB2FLCJojJ36anY6AhFRjhOfqI3qUGTcAAAANuxyRyDnhp2w0oNAAAAAD9RUuFpEn6a77V5emo0ZqUGAAAAQhMrNezmyA73npUaAAAA1lZVJX34oXv8859LkacoGQSchqf8VHzMKe4jw6hOarBSAwAAwH5sMscgqWE33vJTbcyNAwAAAPVTWipddpl7XFgoJSSYGw8srfhY+alTJjUKc6WKIskRITVqFZzAAAAAEDw2mWNQfspOSvOlkiPuMZMQAAAAAMd4VmrEnar8lKefRvLZUpR1G0cCAADA3khq2IlnlUZCU8nZ0NxYAAAAAISMonL3So2EU63UoEk4AAAALICkhp3QJBwAAABADUpq01ODJuEAAACwAJIaduLtp0FSAwAAAEC16kbhpyo/RZNwAAAAhD6SGnZyZId7z0oNAAAAAMcpLq9Fo/AjnqQGKzUAAAAQukhq2MmPu9z7xm1MDQMAAABAaKluFH6SpIarqvpLUiQ1AAAAEMJOsfYYlkP5KQAAAPuIjpaefLJ6DNSDJ6mRcLLyU/l7pKpyKTJGSmoZxMgAAAAQNDaZY5DUsIvKMqlgn3tM+SkAAADri4mR7r3X7ChgE57yUyddqeFtEt5GijhFiSoAAABYl03mGJSfsosfv5dkSDENpIQUs6MBAAAAEEKqV2qcLqlB6SkAAACENlZq2EXebvc++RzJ4TA3FgAAANRfVZW0YYN7fP75UiTfnkfdeZIa8ScrP0WTcAAAAPuzyRyDpIZd5O9x75OpfwsAAGALpaVSnz7ucWGhlJBgbjywtNOXn9ru3pPUAAAAsC+bzDEoP2UXnn4aiS3MjQMAAABAyCnxlJ9yni6p0S5IEQEAAAB1Q1LDLvL3uvdJZ5kbBwAAAICQU3QsqREXXcNi/cry6nK2JDUAAAAQ4khq2IU3qUH5KQAAAAC+TrlS48ddkuGSYhpIDVKDGxgAAABwhkhq2IU3qUH5KQAAAAC+io711IivqaeGp/RU4zaSwxHEqAAAAIAzR1LDDlyu6p4alJ8CAABAmJs3b55atWql2NhY9e3bV+vWrTvpuf3795fD4Thhu/rqq73nGIahmTNnKj09XXFxccrIyNC2bduC8VH8ZtW9l+njaZfrnCY1NIM88p17T+kpAAAAWABJDTsoOihVlUuOCKlhutnRAAAAAKZZvHixpkyZolmzZmnDhg3q0aOHMjMzdeDAgRrPX7p0qfbv3+/dNm3apMjISF177bXec5588kn96U9/0vz58/XJJ58oISFBmZmZKi0tDdbHqrekuGilJcUqOrKGKaC3SXjb4AYFAAAA1EENXeJgOQXHSk81SJMio82NBQAAAP4RHS3NmlU9Rq3MmTNHt9xyi8aNGydJmj9/vpYtW6YFCxZo6tSpJ5zfuHFjn8eLFi1SfHy8N6lhGIbmzp2r6dOna/DgwZKkl156SampqXr99dc1fPjwGuMoKytTWVmZ93FBQYFfPl9AHGalBgAAQFiwyRyDlRp24O2nQekpAAAA24iJkR56yL3FxJgdjSWUl5dr/fr1ysjI8B6LiIhQRkaG1q5dW6trZGVlafjw4UpIcJdp2rlzp3JycnyumZSUpL59+57ymrNnz1ZSUpJ3a9myZR0/VRB4khqNWakBAABgazaZY5DUsAOahAMAAAA6dOiQqqqqlJqa6nM8NTVVOTk5p339unXrtGnTJt18883eY57Xnek1p02bpvz8fO+2Z8+eM/kowVNeJB39wT2m/BQAAAAsgPJTdpBPk3AAAADbcbmkzZvd43PPlSL4PlKgZWVlqVu3burTp0+9r+V0OuV0Ov0QVYAd2eHexzWW4huf+lwAAABYm03mGNaMGr7yj33rKymEl7QDAADgzJSUSF27ureSErOjsYSUlBRFRkYqNzfX53hubq7S0tJO+dqioiItWrRIN910k89xz+vqck1L+HGXe9+4talhAAAAIAhsMscgqWEHnvJTiZSfAgAAQPiKiYlRr169lJ2d7T3mcrmUnZ2tfv36nfK1S5YsUVlZmUaNGuVzvHXr1kpLS/O5ZkFBgT755JPTXtMSSvLc+/gmpoYBAAAA1Bblp+yggPJTAAAAgCRNmTJFY8aMUe/evdWnTx/NnTtXRUVFGjdunCRp9OjRatGihWbPnu3zuqysLA0ZMkRNmvj+477D4dDkyZP129/+Vu3bt1fr1q01Y8YMNW/eXEOGDAnWxwqc0nz3PjbJ3DgAAACAWiKpYXWVZVLhsaXwlJ8CAABAmBs2bJgOHjyomTNnKicnRz179tTy5cu9jb53796tiJ/UDt66datWr16t9957r8Zr3nfffSoqKtL48eOVl5eniy++WMuXL1dsbGzAP0/AkdQAAACAxZDUsLqCH9z7qFga+wEAAACSJk6cqIkTJ9b43MqVK0841rFjRxmGcdLrORwOPfLII3rkkUf8FWLoIKkBAAAAi6GnhtV5+mkknSU5HObGAgAAAMBavEmNZFPDAAAAAGqLpIbVHZ/UAAAAAIAzwUoNAAAAWAzlp6yu4FhSI5GkBgAAgK1ER0v33FM9BgKBpAYAAED4sMkcg6SG1bFSAwAAwJ5iYqSnnjI7CtgdSQ0AAIDwYZM5BuWnrI6kBgAAAIC6IqkBAAAAi2GlhtXl73Pvk1qYGwcAAAD8y+WSdu92j88+W4rg+0gIAJIaAAAA4cMmcwySGlZmGFL+Hvc4qaW5sQAAAMC/Skqk1q3d48JCKSHB3HhgP1WVUvlR9zg22dRQAAAAEAQ2mWNYMxUDt9J8qbzQPU5kpQYAAACAM1BWUD2OTTQvDgAAAOAMkNSwsoJjpafiGksx8ebGAgAAAMBaSvPc++gEKTLa1FAAAACA2iKpYWU0CQcAAABQV/TTAAAAgAWR1LAybz8NkhoAAAAAzhBJDQAAAFgQSQ0ryz9WfoqkBgAAAIAzRVIDAAAAFhQSSY158+apVatWio2NVd++fbVu3bqTntu/f385HI4Ttquvvtp7ztixY094fsCAAcH4KMFF+SkAAAAAdUVSAwAAABYUZXYAixcv1pQpUzR//nz17dtXc+fOVWZmprZu3apmzZqdcP7SpUtVXl7ufXz48GH16NFD1157rc95AwYM0MKFC72PnU5n4D6EWTxJjcQW5sYBAAAA/4uKku64o3oM+BtJDQAAgPBikzmG6ZHPmTNHt9xyi8aNGydJmj9/vpYtW6YFCxZo6tSpJ5zfuHFjn8eLFi1SfHz8CUkNp9OptLS0WsVQVlamsrIy7+OCgoIz/RjmKPCs1GhpbhwAAADwP6dTmjfP7ChgZ56kRlyyqWEAAAAgSGwyxzC1/FR5ebnWr1+vjIwM77GIiAhlZGRo7dq1tbpGVlaWhg8froSEBJ/jK1euVLNmzdSxY0fdfvvtOnz48EmvMXv2bCUlJXm3li0tkCRwVUkFP7jHlJ8CAAAAcKZYqQEAAAALMjWpcejQIVVVVSk1NdXneGpqqnJyck77+nXr1mnTpk26+eabfY4PGDBAL730krKzs/XEE09o1apVuuqqq1RVVVXjdaZNm6b8/HzvtmfPnrp/qGApPCC5KiVHpNSwditSAAAAYCGGIR086N4Mw+xoYEckNQAAAMKLTeYYppefqo+srCx169ZNffr08Tk+fPhw77hbt27q3r272rZtq5UrV+ryyy8/4TpOp9N6PTe8/TSaSxGR5sYCAAAA/ysuljw95goLpZ+sTAbqjaQGAABAeLHJHMPUlRopKSmKjIxUbm6uz/Hc3NzT9sMoKirSokWLdNNNN532fdq0aaOUlBRt3769XvGGlPxjq0koPQUAAACgLkhqAAAAwIJMTWrExMSoV69eys7O9h5zuVzKzs5Wv379TvnaJUuWqKysTKNGjTrt++zdu1eHDx9Wenp6vWMOGQX73PvEFubGAQAAAMCaSGoAAADAgkxNakjSlClT9Pzzz+vFF1/U5s2bdfvtt6uoqEjjxo2TJI0ePVrTpk074XVZWVkaMmSImjRp4nO8sLBQ9957rz7++GPt2rVL2dnZGjx4sNq1a6fMzMygfKag8JSfYqUGAAAAgLogqQEAAAALMr2nxrBhw3Tw4EHNnDlTOTk56tmzp5YvX+5tHr57925FRPjmXrZu3arVq1frvffeO+F6kZGR+vLLL/Xiiy8qLy9PzZs315VXXqlHH33Uen0zToWkBgAAAID6IKkBAAAACzI9qSFJEydO1MSJE2t8buXKlScc69ixo4yTdGePi4vTu+++68/wQhNJDQAAAAB1VVUplRe6x7HJpoYCAAAAnAnTy0+hjkhqAAAAAKgrzyoNSXImmhcHAAAAcIZCYqUGzlBFiVR8yD2mUTgAAIA9RUVJY8ZUjwF/Ks1z72MaSJHcXwAAAGHBJnMM60Yezgp+cO+jE6S4RubGAgAAgMBwOqUXXjA7CtgV/TQAAADCj03mGJSfsqL8Pe590lmSw2FuLAAAAACsh6QGAAAALIqVGlbk7adB6SkAAADbMgypuNg9jo/nyyzwL5IaAAAA4ccmcwxWalhR/j73nibhAAAA9lVcLDVo4N48Ew/AX0hqAAAAhB+bzDFIaliRt/xUS3PjAAAAAGBN3qRGsqlhAAAAAGeKpIYVecpPJVJ+CgAAAEAdsFIDAAAAFkVSw4oKKD8FAAAAoB5IagAAAMCiSGpYjWEc1yicpAYAAACAOiCpAQAAAIsiqWE1JT9KFceauFB+CgAAAEBdkNQAAACARZHUsBrPKo2EplJ0rLmxAAAAALAmkhoAAACwqCizA8AZokk4AABAeIiMlH796+ox4E8kNQAAAMKPTeYYJDWshibhAAAA4SE2VlqyxOwoYFckNQAAAMKPTeYYlJ+ymvw97n1SS3PjAAAAAGBdJDUAAABgUSQ1rMZTfiqJ8lMAAAAA6qCqQqooco9JagAAAMBiSGpYTT7lpwAAAMJCUZHkcLi3oiKzo4GdeFZpSJIz0bw4AAAAEFw2mWOQ1LAaT08NGoUDAAAAqAtPUiOmoRRJm0UAAABYC0kNK3FVSUf3u8ckNQAAAADURWmee0/pKQAAAFgQSQ0rKToouSolR4TUINXsaAAAAABYEU3CAQAAYGEkNayk4Af3vkEay8QBAAAA1I0nqRGXbGoYAAAAQF2Q1LAST1Ijsbm5cQAAAACwLlZqAAAAwMJIalgJSQ0AAAAA9UVSAwAAABZGDSMrKdjn3pPUAAAAsL/ISGngwOox4C8kNQAAAMKTTeYYJDWshJUaAAAA4SM2Vlq2zOwoYEckNQAAAMKTTeYYlJ+yEm9So4W5cQAAAACwLpIaAAAAsDBWalgJ5acAHFNVVaWKigqzw0CQREdHK9LCy0IBACGGpAYAAAAsjKSGVRgG5acAyDAM5eTkKC8vz+xQEGTJyclKS0uTw+EwOxQAwVJUJDVr5h4fOCAlJJgbD+yDpAYAAEB4sskcg6SGVRQfkarK3OOG6ebGAsA0noRGs2bNFB8fzz9whwHDMFRcXKwDBw5IktLT+TsACCvFxWZHADsiqQEAABC+bDDHIKlhFUePrdJIaCpFOc2NBYApqqqqvAmNJk2amB0OgiguLk6SdODAATVr1oxSVACA+iGpAQAAAAujUbhVUHoKCHueHhrx8fEmRwIzeH7u9FIBANRbSZ57T1IDAAAAFkRSwyq8TcJbmBsHANNRcio88XMHAPhFZZlUWeIek9QAAACABZHUsApWagAAAACor9KC6rEz0bw4AAAAgDoiqWEVnqQGTcIBQK1atdLcuXPNDgMAAOvx9NNwJkoR9GgCAACA9ZDUsArKTwGwIIfDccrtoYceqtN1P/30U40fP94vMb766quKjIzUhAkTTnjuhRdeUHJyco2vczgcev31132Ovfbaa+rfv7+SkpLUoEEDde/eXY888oiOHDnil1gBhJmICOnSS91bBL+2w09oEg4AABC+bDLHsG7k4YbyUwAsaP/+/d5t7ty5SkxM9Dl2zz33eM81DEOVlZW1um7Tpk391jA9KytL9913n1599VWVlpbW+ToPPvighg0bpgsuuEDvvPOONm3apKefflobN27U3//+d7/ECiDMxMVJK1e6t7g4s6OBXZTmufexyWZGAQAAADPYZI5BUsMKDEPKZ6UGgBMZhqHi8sqgb4Zh1Cq+tLQ075aUlCSHw+F9vGXLFjVs2FDvvPOOevXqJafTqdWrV+u7777T4MGDlZqaqgYNGuiCCy7Qf//7X5/r/rT8lMPh0N/+9jcNHTpU8fHxat++vd54443Txrdz506tWbNGU6dOVYcOHbR06dIz+vP3WLdunR5//HE9/fTTeuqpp3ThhReqVatWuuKKK/Taa69pzJgxdbouAAB+x0oNAAAAWFyU2QGgFsoKpIoi9ziRnhoAqpVUVKnzzHeD/r7fPJKp+Bj//BUydepU/f73v1ebNm3UqFEj7dmzRwMHDtRjjz0mp9Opl156SYMGDdLWrVt19tlnn/Q6Dz/8sJ588kk99dRTeuaZZzRy5Eh9//33aty48Ulfs3DhQl199dVKSkrSqFGjlJWVpeuvv/6MP8PLL7+sBg0a6I477qjx+ZOVsAIAIOhIagAAAMDiWKlhBQX73fvYZCkmwdRQAMDfHnnkEV1xxRVq27atGjdurB49eujWW29V165d1b59ez366KNq27btaVdejB07ViNGjFC7du30+OOPq7CwUOvWrTvp+S6XSy+88IJGjRolSRo+fLhWr16tnTt3nvFn2LZtm9q0aaPo6Ogzfi0AnFRRkdS0qXsrKjI7GtgFSQ0AAIDwZZM5Bis1rIAm4QBOIi46Ut88kmnK+/pL7969fR4XFhbqoYce0rJly7R//35VVlaqpKREu3fvPuV1unfv7h0nJCQoMTFRBw4cOOn5K1asUFFRkQYOHChJSklJ0RVXXKEFCxbo0UcfPaPPUNtyXABwxg4dMjsC2A1JDQAAgPBmgzkGSQ0roEk4gJNwOBx+KwNlloQE3xVo99xzj1asWKHf//73ateuneLi4vTrX/9a5eXlp7zOT1dJOBwOuVyuk56flZWlI0eOKO64xlgul0tffvmlHn74YUVERCgxMVFFRUVyuVyKiKhe3JiXlydJSkpy/4NQhw4dtHr1alVUVLBaAwAQ2khqAAAAwOIoP2UFJDUAhJGPPvpIY8eO1dChQ9WtWzelpaVp165dfn2Pw4cP6z//+Y8WLVqkL774wrt9/vnn+vHHH/Xee+9Jkjp27KjKykp98cUXPq/fsGGDJHcyQ5Kuv/56FRYW6tlnn63x/TxJEAAATEdSAwAAABZn7a/3hgtv+SmSGgDsr3379lq6dKkGDRokh8OhGTNmnHLFRV38/e9/V5MmTXTdddfJ4XD4PDdw4EBlZWVpwIAB6tKli6688krdeOONevrpp9WmTRtt3bpVkydP1rBhw9SihbssYN++fXXffffp7rvv1r59+zR06FA1b95c27dv1/z583XxxRdr0qRJfv0MAADUCUkNAAAAWBwrNayAlRoAwsicOXPUqFEjXXjhhRo0aJAyMzN1/vnn+/U9FixYoKFDh56Q0JCka665Rm+88YYOHasxuXjxYl166aW69dZb1aVLF/3mN7/R4MGD9be//c3ndU888YReeeUVffLJJ8rMzFSXLl00ZcoUde/eXWPGjPFr/AAA1BlJDQAAAFicw6C76QkKCgqUlJSk/Px8JSYmmh2O9OyF0oGvpVGvSe0yzI4GgElKS0u1c+dOtW7dWrGxsWaHgyDj5w+EoaIiqUED97iwUPpJD6JQEHK/N4ewkPmz+nMf6dBWacxbUuufmxcHAAAAgi/E5xi1/Z2Z8lNW4C0/1cLcOAAAABA8ERFS797VY8AfSvPce1ZqAAAAhB+bzDFIaoS68uLqiQflpwAAAMJHXJz06admRwG7ofwUAABA+LLJHMO66ZhwcXS/ex/TQHKypB8AAABAHVWUSpWl7jFJDQAAAFgUSY1Q5y091VyqoaEtAAAAANRKWcGxgYMvTAEAAMCySGqEuoIf3HtKTwEAAISX4mKpVSv3VlxsdjSwA2/pqURL11AGAABAHdlkjkFPjVBHk3AAAIDwZBjS999Xj4H6op8GAABAeLPJHIOv54Q6z0qNhunmxgEAAABYxLx589SqVSvFxsaqb9++Wrdu3SnPz8vL04QJE5Seni6n06kOHTro7bff9j7/0EMPyeFw+GydOnUK9Mfwv9I8956kBgAAACyMlRqhjvJTAAAAQK0tXrxYU6ZM0fz589W3b1/NnTtXmZmZ2rp1q5o1a3bC+eXl5briiivUrFkz/etf/1KLFi30/fffKzk52ee8Ll266L///a/3cVSUBadS3pUayaaGAQAAANSHBX8TDzOUnwIAAABqbc6cObrllls0btw4SdL8+fO1bNkyLViwQFOnTj3h/AULFujIkSNas2aNoqOjJUmtWrU64byoqCilpaUFNPaAo/wUAAAAbIDyU6GOlRoAoP79+2vy5MlmhwEACHHl5eVav369MjIyvMciIiKUkZGhtWvX1viaN954Q/369dOECROUmpqqrl276vHHH1dVVZXPedu2bVPz5s3Vpk0bjRw5Urt37z5lLGVlZSooKPDZTEdSAwAAADZAUiOUVZZJRQfdY1ZqALCgQYMGacCAATU+9+GHH8rhcOjLL7/02/uVlJSocePGSklJUVlZ2QnPOxwOvf766yccHzt2rIYMGeJzbPv27Ro3bpzOOussOZ1OtW7dWiNGjNBnn33mt3gBAP516NAhVVVVKTU11ed4amqqcnJyanzNjh079K9//UtVVVV6++23NWPGDD399NP67W9/6z2nb9++euGFF7R8+XI999xz2rlzp37+85/r6NGjJ41l9uzZSkpK8m4tW7b0z4esD5IaAAAAsAGSGqHs6LGJV6RTim9sbiwAUAc33XSTVqxYob17957w3MKFC9W7d291797db+/32muvqUuXLurUqVONyYva+uyzz9SrVy99++23+stf/qJvvvlG//73v9WpUyfdfffdfosXAE7J4ZA6d3ZvDofZ0diWy+VSs2bN9Ne//lW9evXSsGHD9OCDD2r+/Pnec6666ipde+216t69uzIzM/X2228rLy9P//znP0963WnTpik/P9+77dmzJxgf59RIagAAAIQ3m8wx6KkRyo4vPWXhmwxAABmGVFEc/PeNjq/V/5d++ctfqmnTpnrhhRc0ffp07/HCwkItWbJETz31lA4fPqyJEyfqgw8+0I8//qi2bdvqgQce0IgRI844rKysLI0aNUqGYSgrK0vDhg0742sYhqGxY8eqffv2+vDDDxURUZ3/79mzpyZNmnTG1wSAOomPl77+2uwoLCUlJUWRkZHKzc31OZ6bm3vSfhjp6emKjo5WZGSk99i5556rnJwclZeXKyYm5oTXJCcnq0OHDtq+fftJY3E6nXI6nXX8JAFCUgMAACC82WSOQVIjlNEkHMDpVBRLj5vQc+eBH6SYhNOeFhUVpdGjR+uFF17Qgw8+KMexRMiSJUtUVVWlESNGqLCwUL169dL999+vxMRELVu2TDfccIPatm2rPn361Dqk7777TmvXrtXSpUtlGIbuuusuff/99zrnnHPO6KN98cUX+vrrr/XKK6/4JDQ8kpOTz+h6AIDgiYmJUa9evZSdne0tK+hyuZSdna2JEyfW+JqLLrpIr7zyilwul/f/+99++63S09NrTGhI7uT8d999pxtuuCEgnyNgSGoAAADABig/FcpoEg7ABm688UZ99913WrVqlffYwoULdc011ygpKUktWrTQPffco549e6pNmza68847NWDAgFOW9KjJggULdNVVV6lRo0Zq3LixMjMztXDhwjOOd9u2bZKkTp06nfFrAQDmmzJlip5//nm9+OKL2rx5s26//XYVFRVp3LhxkqTRo0dr2rRp3vNvv/12HTlyRJMmTdK3336rZcuW6fHHH9eECRO859xzzz1atWqVdu3apTVr1mjo0KGKjIys06pCU5HUAAAAgA2wUiOUkdQAcDrR8e5VE2a8by116tRJF154oRYsWKD+/ftr+/bt+vDDD/XII49IkqqqqvT444/rn//8p/bt26fy8nKVlZUpPr7271FVVaUXX3xRf/zjH73HRo0apXvuuUczZ86sccXFyRiGUetzASCgioulCy5wjz/91L1UHKc1bNgwHTx4UDNnzlROTo569uyp5cuXe5uH79692+fvhZYtW+rdd9/VXXfdpe7du6tFixaaNGmS7r//fu85e/fu1YgRI3T48GE1bdpUF198sT7++GM1bdo06J+vXkhqAAAAhDebzDFIaoQyb/kpkhoATsLhqFUZKLPddNNNuvPOOzVv3jwtXLhQbdu21aWXXipJeuqpp/THP/5Rc+fOVbdu3ZSQkKDJkyervLy81td/9913tW/fvhN6aFRVVSk7O1tXXHGFJKlhw4bKz88/4fV5eXlKSnL/A0+HDh0kSVu2bNF5551Xp88LAH5hGNI331SPUWsTJ048abmplStXnnCsX79++vjjj096vUWLFvkrNHOV5Ln3JDUAAADCk03mGJSfCmWs1ABgE9ddd50iIiL0yiuv6KWXXtKNN97o7a/x0UcfafDgwRo1apR69OihNm3a6Ntvvz2j62dlZWn48OH64osvfLbhw4crKyvLe17Hjh21fv16n9dWVVVp48aN3mRGz5491blzZz399NNyuVwnvFdeXt4ZfnoAAEIEKzUAAABgA6zUCGUkNQDYRIMGDTRs2DBNmzZNBQUFGjt2rPe59u3b61//+pfWrFmjRo0aac6cOcrNzVXnzp1rde2DBw/qzTff1BtvvKGuXbv6PDd69GgNHTpUR44cUePGjTVlyhTddNNN6tSpk6644goVFRXpmWee0Y8//qibb75ZkuRwOLRw4UJlZGTo5z//uR588EF16tRJhYWFevPNN/Xee+/59AcBAMASKkqlqjL3mKQGAAAALIyVGqGqqlIqzHGPE1uYGwsA+MFNN92kH3/8UZmZmWrevDpZO336dJ1//vnKzMxU//79lZaWpiFDhtT6ui+99JISEhJ0+eWXn/Dc5Zdfrri4OP3jH/+QJI0YMUJ/+9vftGDBAvXq1UsDBgxQTk6OPvjgA2+tdUnq06ePPvvsM7Vr10633HKLzj33XP3f//2fvv76a82dO7fOfwYAAJjGs0rDESHFNDQ3FgAAAKAeHAYdUU9QUFCgpKQk5efnKzEx0aQgfpDmnCtFREnTD0gRkebEASBklJaWaufOnWrdurViY2PNDgdBxs8fCENFRVKDBu5xYaGUEHo9lELi92aLMP3P6uC30rwLpNhkaer3wX9/AAAAmC/E5xi1/Z2ZlRqhylN6qmE6CQ0AAAAA9UM/DQAAANgEPTVCVcE+955+GgAAAOHJ4ZDOOad6DNQHSQ0AAADYZI5BUiNU0SQcAAAgvMXHS7t2mR0F7KI0z70nqQEAABC+bDLHoPxUqPKu1KBJOAAAAIB6YqUGAAAAbIKkRqg6vqcGAAAAANSHN6mRbGoYAAAAQH2R1AhVlJ8CAAAIbyUl0gUXuLeSErOjgdWxUgMAAAA2mWPQUyNUUX4KAAAgvLlc0mefVY+B+iCpAQAAAJvMMVipEYpcLulojnvMSg0AAAAA9UVSAwAAADZBUiMUFR+WqsolOaSGaWZHAwAAAMDqSGoAAADAJkhqhCJP6akGqVJktLmxAAD8rlWrVpo7d67ZYQAAwglJDQAAANhESCQ15s2bp1atWik2NlZ9+/bVunXrTnpu//795XA4Ttiuvvpq7zmGYWjmzJlKT09XXFycMjIytG3btmB8FP+gSTgAGxk7dqzP/6+bNGmiAQMG6Msvv/Tbezz00EPq2bNnrc6r6e+QTp06+S0WAABCUmmee09SAwAAABZnelJj8eLFmjJlimbNmqUNGzaoR48eyszM1IEDB2o8f+nSpdq/f79327RpkyIjI3Xttdd6z3nyySf1pz/9SfPnz9cnn3yihIQEZWZmqrS0NFgfq368TcJJagCwhwEDBnj/v52dna2oqCj98pe/NCWWLl26+Pw9sn//fq1evdqUWAAACBpWagAAAMAmTE9qzJkzR7fccovGjRunzp07a/78+YqPj9eCBQtqPL9x48ZKS0vzbitWrFB8fLw3qWEYhubOnavp06dr8ODB6t69u1566SX98MMPev3112u8ZllZmQoKCnw2U53VW7psutT1V+bGAcA6iopOvv00oXuqc0tKTn9uHTidTu//t3v27KmpU6dqz549OnjwoPecPXv26LrrrlNycrIaN26swYMHa9euXd7nV65cqT59+ighIUHJycm66KKL9P333+uFF17Qww8/rI0bN3pXXrzwwgsnjSUqKsrn75G0tDSlpKR4n2/VqpUeffRRjRgxQgkJCWrRooXmzZvnc43du3dr8ODBatCggRITE3XdddcpNzfX55w333xTF1xwgWJjY5WSkqKhQ4f6PF9cXKwbb7xRDRs21Nlnn62//vWvdfiTBWB7KSnuDaivi++Sfn43X5wCAAAIdzaYY5ia1CgvL9f69euVkZHhPRYREaGMjAytXbu2VtfIysrS8OHDlZCQIEnauXOncnJyfK6ZlJSkvn37nvSas2fPVlJSkndr2bJlPT6VHzQ/T7r0XqnrNebGAcA6GjQ4+XbNT/5f0qzZyc+96irfc1u1OvGceiosLNQ//vEPtWvXTk2aNJEkVVRUKDMzUw0bNtSHH36ojz76SA0aNNCAAQNUXl6uyspKDRkyRJdeeqm+/PJLrV27VuPHj5fD4dCwYcN09913+6zAGDZsWL1ifOqpp9SjRw99/vnnmjp1qiZNmqQVK1ZIklwulwYPHqwjR45o1apVWrFihXbs2OHznsuWLdPQoUM1cOBAff7558rOzlafPn183uPpp59W79699fnnn+uOO+7Q7bffrq1bt9YrbgA2k5AgHTzo3o79rgvUWb8J0uUzpfjGZkcCAAAAs9hkjhFl5psfOnRIVVVVSk1N9TmempqqLVu2nPb169at06ZNm5SVleU9lpOT473GT6/pee6npk2bpilTpngfFxQUmJ/YAAAbeeutt9TgWEKkqKhI6enpeuuttxQR4c6tL168WC6XS3/729/kcDgkSQsXLlRycrJWrlyp3r17Kz8/X7/85S/Vtm1bSdK5557rvX6DBg28KzBO56uvvvLG4jFq1CjNnz/f+/iiiy7S1KlTJUkdOnTQRx99pD/84Q+64oorlJ2dra+++ko7d+70/l3x0ksvqUuXLvr00091wQUX6LHHHtPw4cP18MMPe6/Zo0cPn/ccOHCg7rjjDknS/fffrz/84Q96//331bFjx1r8iQIAAAAAAIQnU5Ma9ZWVlaVu3bqd8O3XM+V0OuV0Ov0UFQCYoLDw5M9FRvo+PknPIklSxE8W8B1X/qk+LrvsMj333HOSpB9//FHPPvusrrrqKq1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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Twins_SVT_metrics.csv\n", "Training completed at epoch 99 with best validation loss of 0.2925\n", "Twins-SVT training time: 3h 28m 22s\n" ] } ], "source": [ "# ============================ Train Twins-SVT Model ============================ #\n", "start_time_twins_svt = time.perf_counter() # Start timing for Twins-SVT model\n", "\n", "print(f'\\n=== Training Twins-SVT ===')\n", "model_name = 'Twins_SVT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_twins_svt = time.perf_counter()\n", "print(f\"Twins-SVT training time: {format_time(end_time_twins_svt - start_time_twins_svt)}\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-24 22:03:50,426 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-02-24 22:03:50,710 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.6166, Train Acc: 67.44%, Train AUC: 0.7473, Train F1: 0.6807\n", "Val Loss: 0.6864, Val Acc: 56.50%, Val AUC: 0.5857, Val F1: 0.6227\n", "Best model saved at epoch 1 with Val Loss: 0.6864\n", "Epoch 1 time: 1m 52.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.5341, Train Acc: 75.20%, Train AUC: 0.8394, Train F1: 0.7578\n", "Val Loss: 0.6639, Val Acc: 61.00%, Val AUC: 0.6591, Val F1: 0.6655\n", "Best model saved at epoch 2 with Val Loss: 0.6639\n", "Epoch 2 time: 1m 53.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4940, Train Acc: 77.14%, Train AUC: 0.8616, Train F1: 0.7754\n", "Val Loss: 0.6449, Val Acc: 64.60%, Val AUC: 0.7021, Val F1: 0.6938\n", "Best model saved at epoch 3 with Val Loss: 0.6449\n", "Epoch 3 time: 1m 56.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4705, Train Acc: 78.41%, Train AUC: 0.8719, Train F1: 0.7885\n", "Val Loss: 0.6271, Val Acc: 66.10%, Val AUC: 0.7271, Val F1: 0.6976\n", "Best model saved at epoch 4 with Val Loss: 0.6271\n", "Epoch 4 time: 1m 51.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4533, Train Acc: 79.41%, Train AUC: 0.8801, Train F1: 0.7978\n", "Val Loss: 0.6055, Val Acc: 69.60%, Val AUC: 0.7495, Val F1: 0.7088\n", "Best model saved at epoch 5 with Val Loss: 0.6055\n", "Epoch 5 time: 1m 57.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.4418, Train Acc: 79.54%, Train AUC: 0.8847, Train F1: 0.7979\n", "Val Loss: 0.5955, Val Acc: 70.20%, Val AUC: 0.7653, Val F1: 0.7251\n", "Best model saved at epoch 6 with Val Loss: 0.5955\n", "Epoch 6 time: 1m 51.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.4309, Train Acc: 80.32%, Train AUC: 0.8907, Train F1: 0.8059\n", "Val Loss: 0.5804, Val Acc: 70.70%, Val AUC: 0.7797, Val F1: 0.7175\n", "Best model saved at epoch 7 with Val Loss: 0.5804\n", "Epoch 7 time: 1m 59.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.4212, Train Acc: 80.76%, Train AUC: 0.8960, Train F1: 0.8100\n", "Val Loss: 0.5702, Val Acc: 72.30%, Val AUC: 0.7910, Val F1: 0.7369\n", "Best model saved at epoch 8 with Val Loss: 0.5702\n", "Epoch 8 time: 1m 55.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.4142, Train Acc: 81.38%, Train AUC: 0.8991, Train F1: 0.8167\n", "Val Loss: 0.5584, Val Acc: 73.30%, Val AUC: 0.8056, Val F1: 0.7493\n", "Best model saved at epoch 9 with Val Loss: 0.5584\n", "Epoch 9 time: 1m 57.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.4073, Train Acc: 81.52%, Train AUC: 0.9028, Train F1: 0.8179\n", "Val Loss: 0.5509, Val Acc: 73.90%, Val AUC: 0.8124, Val F1: 0.7554\n", "Best model saved at epoch 10 with Val Loss: 0.5509\n", "Epoch 10 time: 2m 5.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.4019, Train Acc: 81.92%, Train AUC: 0.9054, Train F1: 0.8215\n", "Val Loss: 0.5427, Val Acc: 74.00%, Val AUC: 0.8236, Val F1: 0.7606\n", "Best model saved at epoch 11 with Val Loss: 0.5427\n", "Epoch 11 time: 2m 2.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3957, Train Acc: 82.11%, Train AUC: 0.9085, Train F1: 0.8240\n", "Val Loss: 0.5309, Val Acc: 75.70%, Val AUC: 0.8294, Val F1: 0.7611\n", "Best model saved at epoch 12 with Val Loss: 0.5309\n", "Epoch 12 time: 2m 1.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3891, Train Acc: 82.85%, Train AUC: 0.9124, Train F1: 0.8307\n", "Val Loss: 0.5267, Val Acc: 75.20%, Val AUC: 0.8345, Val F1: 0.7652\n", "Best model saved at epoch 13 with Val Loss: 0.5267\n", "Epoch 13 time: 1m 56.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3861, Train Acc: 83.01%, Train AUC: 0.9135, Train F1: 0.8322\n", "Val Loss: 0.5190, Val Acc: 75.80%, Val AUC: 0.8419, Val F1: 0.7713\n", "Best model saved at epoch 14 with Val Loss: 0.5190\n", "Epoch 14 time: 2m 5.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3805, Train Acc: 83.36%, Train AUC: 0.9164, Train F1: 0.8360\n", "Val Loss: 0.5093, Val Acc: 77.20%, Val AUC: 0.8484, Val F1: 0.7786\n", "Best model saved at epoch 15 with Val Loss: 0.5093\n", "Epoch 15 time: 2m 0.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train 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Acc: 79.10%, Val AUC: 0.8732, Val F1: 0.7992\n", "Best model saved at epoch 21 with Val Loss: 0.4778\n", "Epoch 21 time: 1m 59.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3571, Train Acc: 84.62%, Train AUC: 0.9270, Train F1: 0.8479\n", "Val Loss: 0.4759, Val Acc: 79.20%, Val AUC: 0.8763, Val F1: 0.8034\n", "Best model saved at epoch 22 with Val Loss: 0.4759\n", "Epoch 22 time: 1m 57.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3571, Train Acc: 84.65%, Train AUC: 0.9265, Train F1: 0.8487\n", "Val Loss: 0.4701, Val Acc: 80.70%, Val AUC: 0.8767, Val F1: 0.8102\n", "Best model saved at epoch 23 with Val Loss: 0.4701\n", "Epoch 23 time: 2m 2.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3541, Train Acc: 84.92%, Train AUC: 0.9281, Train F1: 0.8508\n", "Val Loss: 0.4653, Val Acc: 81.00%, Val AUC: 0.8799, Val F1: 0.8145\n", "Best model saved at epoch 24 with Val Loss: 0.4653\n", "Epoch 24 time: 1m 58.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3480, Train Acc: 85.08%, Train AUC: 0.9310, Train F1: 0.8528\n", "Val Loss: 0.4638, Val Acc: 79.70%, Val AUC: 0.8815, Val F1: 0.8054\n", "Best model saved at epoch 25 with Val Loss: 0.4638\n", "Epoch 25 time: 1m 57.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3495, Train Acc: 84.83%, Train AUC: 0.9299, Train F1: 0.8499\n", "Val Loss: 0.4640, Val Acc: 79.70%, Val AUC: 0.8831, Val F1: 0.8087\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 26 time: 1m 52.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3480, Train Acc: 84.91%, Train AUC: 0.9303, Train F1: 0.8512\n", "Val Loss: 0.4569, Val Acc: 80.90%, Val AUC: 0.8850, Val F1: 0.8147\n", "Best model saved at epoch 27 with Val Loss: 0.4569\n", "Epoch 27 time: 1m 51.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3445, Train Acc: 85.24%, Train AUC: 0.9320, Train F1: 0.8539\n", "Val Loss: 0.4532, Val Acc: 81.10%, Val AUC: 0.8876, Val F1: 0.8167\n", "Best model saved at epoch 28 with Val Loss: 0.4532\n", "Epoch 28 time: 2m 0.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3445, Train Acc: 85.40%, Train AUC: 0.9316, Train F1: 0.8557\n", "Val Loss: 0.4480, Val Acc: 81.50%, Val AUC: 0.8899, Val F1: 0.8188\n", "Best model saved at epoch 29 with Val Loss: 0.4480\n", "Epoch 29 time: 1m 53.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.3394, Train Acc: 85.47%, Train AUC: 0.9343, Train F1: 0.8561\n", "Val Loss: 0.4477, Val Acc: 81.10%, Val AUC: 0.8920, Val F1: 0.8191\n", "Best model saved at epoch 30 with Val Loss: 0.4477\n", "Epoch 30 time: 1m 51.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.3415, Train Acc: 85.36%, Train AUC: 0.9329, Train F1: 0.8552\n", "Val Loss: 0.4422, Val Acc: 82.00%, Val AUC: 0.8935, Val F1: 0.8235\n", "Best model saved at epoch 31 with Val Loss: 0.4422\n", "Epoch 31 time: 1m 57.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3389, Train Acc: 85.65%, Train AUC: 0.9342, Train F1: 0.8580\n", "Val Loss: 0.4375, Val Acc: 82.60%, Val AUC: 0.8960, Val F1: 0.8274\n", "Best model saved at epoch 32 with Val Loss: 0.4375\n", "Epoch 32 time: 1m 55.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.3369, Train Acc: 85.59%, Train AUC: 0.9348, Train F1: 0.8574\n", "Val Loss: 0.4369, Val Acc: 82.30%, Val AUC: 0.8964, Val F1: 0.8260\n", "Best model saved at epoch 33 with Val Loss: 0.4369\n", "Epoch 33 time: 1m 56.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.3360, Train Acc: 85.58%, Train AUC: 0.9354, Train F1: 0.8571\n", "Val Loss: 0.4366, Val Acc: 82.40%, Val AUC: 0.8978, Val F1: 0.8301\n", "Best model saved at epoch 34 with Val Loss: 0.4366\n", "Epoch 34 time: 1m 51.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.3324, Train Acc: 86.02%, Train AUC: 0.9370, Train F1: 0.8615\n", "Val Loss: 0.4321, Val Acc: 82.40%, Val AUC: 0.8993, Val F1: 0.8285\n", "Best model saved at epoch 35 with Val Loss: 0.4321\n", "Epoch 35 time: 2m 13.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3307, Train Acc: 86.03%, Train AUC: 0.9377, Train F1: 0.8614\n", "Val Loss: 0.4321, Val Acc: 82.50%, Val AUC: 0.9002, Val F1: 0.8312\n", "Best model saved at epoch 36 with Val Loss: 0.4321\n", "Epoch 36 time: 1m 47.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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1m 54.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.3250, Train Acc: 86.35%, Train AUC: 0.9397, Train F1: 0.8648\n", "Val Loss: 0.4219, Val Acc: 82.50%, Val AUC: 0.9048, Val F1: 0.8306\n", "Best model saved at epoch 40 with Val Loss: 0.4219\n", "Epoch 40 time: 1m 57.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.3228, Train Acc: 86.37%, Train AUC: 0.9406, Train F1: 0.8651\n", "Val Loss: 0.4197, Val Acc: 82.70%, Val AUC: 0.9061, Val F1: 0.8325\n", "Best model saved at epoch 41 with Val Loss: 0.4197\n", "Epoch 41 time: 2m 10.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.3255, Train Acc: 86.20%, Train AUC: 0.9389, Train F1: 0.8637\n", "Val Loss: 0.4177, Val Acc: 83.00%, Val AUC: 0.9079, Val F1: 0.8365\n", "Best model saved at epoch 42 with Val Loss: 0.4177\n", "Epoch 42 time: 1m 58.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.3225, Train Acc: 86.39%, Train AUC: 0.9405, Train F1: 0.8650\n", "Val Loss: 0.4145, Val Acc: 83.10%, Val AUC: 0.9083, Val F1: 0.8361\n", "Best model saved at epoch 43 with Val Loss: 0.4145\n", "Epoch 43 time: 1m 53.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.3218, Train Acc: 86.48%, Train AUC: 0.9407, Train F1: 0.8660\n", "Val Loss: 0.4172, Val Acc: 82.80%, Val AUC: 0.9081, Val F1: 0.8349\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 1m 59.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": 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validation loss for 1 epochs.\n", "Epoch 47 time: 2m 5.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.3205, Train Acc: 86.61%, Train AUC: 0.9410, Train F1: 0.8672\n", "Val Loss: 0.4065, Val Acc: 83.00%, Val AUC: 0.9119, Val F1: 0.8356\n", "Best model saved at epoch 48 with Val Loss: 0.4065\n", "Epoch 48 time: 1m 55.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.3191, Train Acc: 86.48%, Train AUC: 0.9415, Train F1: 0.8660\n", "Val Loss: 0.4040, Val Acc: 83.50%, Val AUC: 0.9128, Val F1: 0.8390\n", "Best model saved at epoch 49 with Val Loss: 0.4040\n", "Epoch 49 time: 1m 59.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.3150, Train Acc: 86.92%, Train AUC: 0.9432, Train F1: 0.8703\n", "Val Loss: 0.4028, Val Acc: 84.00%, Val AUC: 0.9134, Val F1: 0.8434\n", "Best model saved at epoch 50 with Val Loss: 0.4028\n", "Epoch 50 time: 1m 54.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.3161, Train Acc: 86.65%, Train AUC: 0.9425, Train F1: 0.8678\n", "Val Loss: 0.4023, Val Acc: 83.70%, Val AUC: 0.9143, Val F1: 0.8425\n", "Best model saved at epoch 51 with Val Loss: 0.4023\n", "Epoch 51 time: 1m 58.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.3157, Train Acc: 86.85%, Train AUC: 0.9425, Train F1: 0.8697\n", "Val Loss: 0.4020, Val Acc: 83.50%, Val AUC: 0.9156, Val F1: 0.8418\n", "Best model saved at epoch 52 with Val Loss: 0.4020\n", "Epoch 52 time: 1m 57.10s\n" ] }, { "name": "stderr", 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AUC: 0.9180, Val F1: 0.8480\n", "Best model saved at epoch 55 with Val Loss: 0.3946\n", "Epoch 55 time: 1m 59.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.3110, Train Acc: 87.14%, Train AUC: 0.9445, Train F1: 0.8725\n", "Val Loss: 0.3937, Val Acc: 84.50%, Val AUC: 0.9180, Val F1: 0.8485\n", "Best model saved at epoch 56 with Val Loss: 0.3937\n", "Epoch 56 time: 1m 51.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.3103, Train Acc: 87.03%, Train AUC: 0.9448, Train F1: 0.8714\n", "Val Loss: 0.3927, Val Acc: 84.50%, Val AUC: 0.9179, Val F1: 0.8491\n", "Best model saved at epoch 57 with Val Loss: 0.3927\n", "Epoch 57 time: 2m 2.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": 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time: 1m 51.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.3079, Train Acc: 87.05%, Train AUC: 0.9455, Train F1: 0.8714\n", "Val Loss: 0.3910, Val Acc: 84.00%, Val AUC: 0.9197, Val F1: 0.8464\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 61 time: 1m 58.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.3072, Train Acc: 87.02%, Train AUC: 0.9457, Train F1: 0.8709\n", "Val Loss: 0.3873, Val Acc: 85.00%, Val AUC: 0.9202, Val F1: 0.8535\n", "Best model saved at epoch 62 with Val Loss: 0.3873\n", "Epoch 62 time: 1m 53.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.3070, Train Acc: 87.15%, Train AUC: 0.9458, Train F1: 0.8726\n", "Val Loss: 0.3890, Val Acc: 84.00%, Val AUC: 0.9209, Val F1: 0.8467\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 1m 57.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.3073, Train Acc: 87.09%, Train AUC: 0.9453, Train F1: 0.8719\n", "Val Loss: 0.3861, Val Acc: 84.60%, Val AUC: 0.9212, Val F1: 0.8505\n", "Best model saved at epoch 64 with Val Loss: 0.3861\n", "Epoch 64 time: 1m 53.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.3057, Train Acc: 87.32%, Train AUC: 0.9460, Train F1: 0.8741\n", "Val Loss: 0.3862, Val Acc: 84.50%, Val AUC: 0.9224, Val F1: 0.8505\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 2m 0.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.3086, Train Acc: 87.00%, Train AUC: 0.9449, Train F1: 0.8709\n", "Val Loss: 0.3818, Val Acc: 85.20%, Val AUC: 0.9226, Val F1: 0.8549\n", "Best model saved at epoch 66 with Val Loss: 0.3818\n", "Epoch 66 time: 1m 53.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.3051, Train Acc: 87.26%, Train AUC: 0.9461, Train F1: 0.8735\n", "Val Loss: 0.3829, Val Acc: 84.70%, Val AUC: 0.9238, Val F1: 0.8519\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 67 time: 1m 49.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.3054, Train Acc: 87.28%, Train AUC: 0.9462, Train F1: 0.8742\n", "Val Loss: 0.3792, Val Acc: 85.90%, Val AUC: 0.9234, Val F1: 0.8605\n", "Best model saved at epoch 68 with Val Loss: 0.3792\n", "Epoch 68 time: 1m 54.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.3041, Train Acc: 87.30%, Train AUC: 0.9467, Train F1: 0.8741\n", "Val Loss: 0.3798, Val Acc: 85.30%, Val AUC: 0.9237, Val F1: 0.8560\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 69 time: 1m 56.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.3001, Train Acc: 87.41%, Train AUC: 0.9482, Train F1: 0.8750\n", "Val Loss: 0.3782, Val Acc: 85.80%, Val AUC: 0.9238, Val F1: 0.8602\n", "Best model saved at epoch 70 with Val Loss: 0.3782\n", "Epoch 70 time: 1m 56.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.3026, Train Acc: 87.37%, Train AUC: 0.9472, Train F1: 0.8744\n", "Val Loss: 0.3815, Val Acc: 84.40%, Val AUC: 0.9243, Val F1: 0.8500\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 71 time: 1m 57.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.3039, Train Acc: 87.34%, Train AUC: 0.9463, Train F1: 0.8745\n", "Val Loss: 0.3826, Val Acc: 84.30%, Val AUC: 0.9252, Val F1: 0.8506\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 72 time: 1m 59.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.3013, Train Acc: 87.50%, Train AUC: 0.9474, Train F1: 0.8761\n", "Val Loss: 0.3742, Val Acc: 85.60%, Val AUC: 0.9255, Val F1: 0.8583\n", "Best model saved at epoch 73 with Val Loss: 0.3742\n", "Epoch 73 time: 1m 56.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.3001, Train Acc: 87.39%, Train AUC: 0.9480, Train F1: 0.8747\n", "Val Loss: 0.3756, Val Acc: 85.30%, Val AUC: 0.9252, Val F1: 0.8563\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 74 time: 1m 53.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.3003, Train Acc: 87.49%, Train AUC: 0.9477, Train F1: 0.8758\n", "Val Loss: 0.3738, Val Acc: 85.70%, Val AUC: 0.9253, Val F1: 0.8597\n", "Best model saved at epoch 75 with Val Loss: 0.3738\n", "Epoch 75 time: 1m 52.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.3003, Train Acc: 87.48%, Train AUC: 0.9480, Train F1: 0.8759\n", "Val Loss: 0.3753, Val Acc: 85.30%, Val AUC: 0.9257, Val F1: 0.8574\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 76 time: 2m 0.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2983, Train Acc: 87.44%, Train AUC: 0.9487, Train F1: 0.8754\n", "Val Loss: 0.3697, Val Acc: 86.30%, Val AUC: 0.9269, Val F1: 0.8637\n", "Best model saved at epoch 77 with Val Loss: 0.3697\n", "Epoch 77 time: 1m 51.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.3007, Train Acc: 87.38%, Train AUC: 0.9473, Train F1: 0.8747\n", "Val Loss: 0.3672, Val Acc: 86.50%, Val AUC: 0.9281, Val F1: 0.8649\n", "Best model saved at epoch 78 with Val Loss: 0.3672\n", "Epoch 78 time: 1m 59.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2991, Train Acc: 87.58%, Train AUC: 0.9482, Train F1: 0.8767\n", "Val Loss: 0.3682, Val Acc: 87.00%, Val AUC: 0.9278, Val F1: 0.8687\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 79 time: 1m 53.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2983, Train Acc: 87.50%, Train AUC: 0.9486, Train F1: 0.8759\n", "Val Loss: 0.3728, Val Acc: 84.90%, Val AUC: 0.9281, Val F1: 0.8547\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 80 time: 1m 55.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2948, Train Acc: 87.79%, Train AUC: 0.9499, Train F1: 0.8787\n", "Val Loss: 0.3705, Val Acc: 85.30%, Val AUC: 0.9288, Val F1: 0.8582\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 81 time: 1m 59.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2966, Train Acc: 87.59%, Train AUC: 0.9489, Train F1: 0.8769\n", "Val Loss: 0.3709, Val Acc: 85.20%, Val AUC: 0.9282, Val F1: 0.8566\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 82 time: 1m 53.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2954, Train Acc: 87.69%, Train AUC: 0.9496, Train F1: 0.8779\n", "Val Loss: 0.3647, Val Acc: 86.60%, Val AUC: 0.9294, Val F1: 0.8673\n", "Best model saved at epoch 83 with Val Loss: 0.3647\n", "Epoch 83 time: 1m 54.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2990, Train Acc: 87.41%, Train AUC: 0.9479, Train F1: 0.8750\n", "Val Loss: 0.3666, Val Acc: 85.60%, Val AUC: 0.9289, Val F1: 0.8591\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 84 time: 1m 54.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2986, Train Acc: 87.49%, Train AUC: 0.9481, Train F1: 0.8759\n", "Val Loss: 0.3667, Val Acc: 85.70%, Val AUC: 0.9292, Val F1: 0.8605\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 85 time: 1m 58.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2959, Train Acc: 87.62%, Train AUC: 0.9491, Train F1: 0.8771\n", "Val Loss: 0.3693, Val Acc: 85.10%, Val AUC: 0.9295, Val F1: 0.8569\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 86 time: 1m 53.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2941, Train Acc: 87.66%, Train AUC: 0.9499, Train F1: 0.8777\n", "Val Loss: 0.3632, Val Acc: 85.80%, Val AUC: 0.9305, Val F1: 0.8611\n", "Best model saved at epoch 87 with Val Loss: 0.3632\n", "Epoch 87 time: 1m 55.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2930, Train Acc: 87.81%, Train AUC: 0.9504, Train F1: 0.8790\n", "Val Loss: 0.3614, Val Acc: 86.50%, Val AUC: 0.9306, Val F1: 0.8665\n", "Best model saved at epoch 88 with Val Loss: 0.3614\n", "Epoch 88 time: 1m 56.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2916, Train Acc: 87.93%, Train AUC: 0.9509, Train F1: 0.8802\n", "Val Loss: 0.3624, Val Acc: 86.40%, Val AUC: 0.9302, Val F1: 0.8661\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 89 time: 1m 57.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2934, Train Acc: 87.62%, Train AUC: 0.9498, Train F1: 0.8771\n", "Val Loss: 0.3621, Val Acc: 86.50%, Val AUC: 0.9304, Val F1: 0.8670\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 90 time: 1m 59.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2962, Train Acc: 87.85%, Train AUC: 0.9489, Train F1: 0.8794\n", "Val Loss: 0.3613, Val Acc: 86.30%, Val AUC: 0.9307, Val F1: 0.8653\n", "Best model saved at epoch 91 with Val Loss: 0.3613\n", "Epoch 91 time: 2m 7.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2926, Train Acc: 87.92%, Train AUC: 0.9504, Train F1: 0.8803\n", "Val Loss: 0.3645, Val Acc: 85.60%, Val AUC: 0.9311, Val F1: 0.8610\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 92 time: 1m 59.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2946, Train Acc: 87.73%, Train AUC: 0.9495, Train F1: 0.8784\n", "Val Loss: 0.3633, Val Acc: 85.60%, Val AUC: 0.9319, Val F1: 0.8613\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 93 time: 1m 49.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2903, Train Acc: 87.83%, Train AUC: 0.9512, Train F1: 0.8789\n", "Val Loss: 0.3585, Val Acc: 86.10%, Val AUC: 0.9326, Val F1: 0.8639\n", "Best model saved at epoch 94 with Val Loss: 0.3585\n", "Epoch 94 time: 1m 58.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2937, Train Acc: 87.69%, Train AUC: 0.9496, Train F1: 0.8777\n", "Val Loss: 0.3631, Val Acc: 85.60%, Val AUC: 0.9318, Val F1: 0.8613\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 2m 0.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2901, Train Acc: 87.94%, Train AUC: 0.9510, Train F1: 0.8802\n", "Val Loss: 0.3576, Val Acc: 85.80%, Val AUC: 0.9327, Val F1: 0.8616\n", "Best model saved at epoch 96 with Val Loss: 0.3576\n", "Epoch 96 time: 1m 51.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2921, Train Acc: 87.89%, Train AUC: 0.9503, Train F1: 0.8796\n", "Val Loss: 0.3546, Val Acc: 87.20%, Val AUC: 0.9328, Val F1: 0.8707\n", "Best model saved at epoch 97 with Val Loss: 0.3546\n", "Epoch 97 time: 1m 50.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2878, Train Acc: 88.13%, Train AUC: 0.9519, Train F1: 0.8821\n", "Val Loss: 0.3655, Val Acc: 84.70%, Val AUC: 0.9323, Val F1: 0.8544\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 98 time: 1m 49.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2909, Train Acc: 87.91%, Train AUC: 0.9508, Train F1: 0.8799\n", "Val Loss: 0.3551, Val Acc: 86.70%, Val AUC: 0.9329, Val F1: 0.8687\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 99 time: 1m 52.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2917, Train Acc: 87.85%, Train AUC: 0.9504, Train F1: 0.8792\n", "Val Loss: 0.3592, Val Acc: 86.20%, Val AUC: 0.9329, Val F1: 0.8663\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 100 time: 1m 57.94s\n", "Total training time for Twins_PCPVT: 3h 14m 44s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Twins_PCPVT_metrics.csv\n", "Training completed at epoch 97 with best validation loss of 0.3546\n", "Twins-PCPVT training time: 3h 14m 46s\n" ] } ], "source": [ "# ============================ Train Twins-PCPVT Model ============================ #\n", "start_time_twins_pcpvt = time.perf_counter() # Start timing for Twins-PCPVT model\n", "\n", "print(f'\\n=== Training Twins-PCPVT ===')\n", "model_name = 'Twins_PCPVT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_twins_pcpvt = time.perf_counter()\n", "print(f\"Twins-PCPVT training time: {format_time(end_time_twins_pcpvt - start_time_twins_pcpvt)}\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 01:18:35,827 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training PiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 01:18:36,016 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5563, Train Acc: 74.17%, Train AUC: 0.8266, Train F1: 0.7505\n", "Val Loss: 0.6357, Val Acc: 62.80%, Val AUC: 0.7061, Val F1: 0.6725\n", "Best model saved at epoch 1 with Val Loss: 0.6357\n", "Epoch 1 time: 1m 59.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4347, Train Acc: 81.50%, Train AUC: 0.9007, Train F1: 0.8205\n", "Val Loss: 0.5876, Val Acc: 68.60%, Val AUC: 0.7638, Val F1: 0.7032\n", "Best model saved at epoch 2 with Val Loss: 0.5876\n", "Epoch 2 time: 2m 0.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3925, Train Acc: 83.40%, Train AUC: 0.9166, Train F1: 0.8368\n", "Val Loss: 0.5508, Val Acc: 71.90%, Val AUC: 0.7999, Val F1: 0.7248\n", "Best model saved at epoch 3 with Val Loss: 0.5508\n", "Epoch 3 time: 2m 4.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3700, Train Acc: 84.50%, Train AUC: 0.9242, Train F1: 0.8470\n", "Val Loss: 0.5237, Val Acc: 74.80%, Val AUC: 0.8278, Val F1: 0.7568\n", "Best model saved at epoch 4 with Val Loss: 0.5237\n", "Epoch 4 time: 2m 3.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3560, Train Acc: 84.71%, Train AUC: 0.9287, Train F1: 0.8484\n", "Val Loss: 0.5029, Val Acc: 76.30%, Val AUC: 0.8454, Val F1: 0.7719\n", "Best model saved at epoch 5 with Val Loss: 0.5029\n", "Epoch 5 time: 2m 8.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3411, Train Acc: 85.51%, Train AUC: 0.9345, Train F1: 0.8564\n", "Val Loss: 0.4819, Val Acc: 77.30%, Val AUC: 0.8589, Val F1: 0.7755\n", "Best model saved at epoch 6 with Val Loss: 0.4819\n", "Epoch 6 time: 2m 3.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3323, Train Acc: 85.97%, Train AUC: 0.9377, Train F1: 0.8602\n", "Val Loss: 0.4680, Val Acc: 78.70%, Val AUC: 0.8703, Val F1: 0.7918\n", "Best model saved at epoch 7 with Val Loss: 0.4680\n", "Epoch 7 time: 1m 57.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3253, Train Acc: 86.17%, Train AUC: 0.9401, Train F1: 0.8622\n", "Val Loss: 0.4530, Val Acc: 79.20%, Val AUC: 0.8801, Val F1: 0.7957\n", "Best model saved at epoch 8 with Val Loss: 0.4530\n", "Epoch 8 time: 2m 1.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3180, Train Acc: 86.62%, Train AUC: 0.9425, Train F1: 0.8669\n", "Val Loss: 0.4407, Val Acc: 81.10%, Val AUC: 0.8869, Val F1: 0.8058\n", "Best model saved at epoch 9 with Val Loss: 0.4407\n", "Epoch 9 time: 1m 58.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3134, Train Acc: 86.96%, Train AUC: 0.9440, Train F1: 0.8700\n", "Val Loss: 0.4319, Val Acc: 81.10%, Val AUC: 0.8925, Val F1: 0.8101\n", "Best model saved at epoch 10 with Val Loss: 0.4319\n", "Epoch 10 time: 2m 1.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3052, Train Acc: 87.24%, Train AUC: 0.9471, Train F1: 0.8725\n", "Val Loss: 0.4226, Val Acc: 81.90%, Val AUC: 0.8991, Val F1: 0.8220\n", "Best model saved at epoch 11 with Val Loss: 0.4226\n", "Epoch 11 time: 2m 0.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3010, Train Acc: 87.52%, Train AUC: 0.9482, Train F1: 0.8756\n", "Val Loss: 0.4162, Val Acc: 82.00%, Val AUC: 0.9036, Val F1: 0.8239\n", "Best model saved at epoch 12 with Val Loss: 0.4162\n", "Epoch 12 time: 2m 6.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2983, Train Acc: 87.59%, Train AUC: 0.9491, Train F1: 0.8765\n", "Val Loss: 0.4044, Val Acc: 83.20%, Val AUC: 0.9091, Val F1: 0.8330\n", "Best model saved at epoch 13 with Val Loss: 0.4044\n", "Epoch 13 time: 2m 3.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2953, Train Acc: 87.71%, Train AUC: 0.9501, Train F1: 0.8773\n", "Val Loss: 0.4026, Val Acc: 82.60%, Val AUC: 0.9105, Val F1: 0.8294\n", "Best model saved at epoch 14 with Val Loss: 0.4026\n", "Epoch 14 time: 2m 4.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2922, Train Acc: 87.77%, Train AUC: 0.9511, Train F1: 0.8781\n", "Val Loss: 0.3944, Val Acc: 83.70%, Val AUC: 0.9136, Val F1: 0.8368\n", "Best model saved at epoch 15 with Val Loss: 0.3944\n", "Epoch 15 time: 2m 1.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 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85.00%, Val AUC: 0.9311, Val F1: 0.8541\n", "Best model saved at epoch 21 with Val Loss: 0.3655\n", "Epoch 21 time: 1m 58.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2710, Train Acc: 89.09%, Train AUC: 0.9583, Train F1: 0.8912\n", "Val Loss: 0.3597, Val Acc: 85.30%, Val AUC: 0.9312, Val F1: 0.8520\n", "Best model saved at epoch 22 with Val Loss: 0.3597\n", "Epoch 22 time: 2m 0.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2720, Train Acc: 88.85%, Train AUC: 0.9575, Train F1: 0.8887\n", "Val Loss: 0.3558, Val Acc: 85.80%, Val AUC: 0.9331, Val F1: 0.8554\n", "Best model saved at epoch 23 with Val Loss: 0.3558\n", "Epoch 23 time: 2m 9.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2687, Train Acc: 89.12%, Train AUC: 0.9588, Train F1: 0.8915\n", "Val Loss: 0.3528, Val Acc: 85.30%, Val AUC: 0.9346, Val F1: 0.8534\n", "Best model saved at epoch 24 with Val Loss: 0.3528\n", "Epoch 24 time: 2m 8.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2666, Train Acc: 89.13%, Train AUC: 0.9594, Train F1: 0.8914\n", "Val Loss: 0.3494, Val Acc: 85.70%, Val AUC: 0.9365, Val F1: 0.8586\n", "Best model saved at epoch 25 with Val Loss: 0.3494\n", "Epoch 25 time: 2m 2.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2680, Train Acc: 89.17%, Train AUC: 0.9584, Train F1: 0.8920\n", "Val Loss: 0.3480, Val Acc: 86.20%, Val AUC: 0.9365, Val F1: 0.8600\n", "Best model saved at epoch 26 with Val Loss: 0.3480\n", "Epoch 26 time: 2m 7.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2622, Train Acc: 89.28%, Train AUC: 0.9607, Train F1: 0.8931\n", "Val Loss: 0.3454, Val Acc: 86.30%, Val AUC: 0.9378, Val F1: 0.8598\n", "Best model saved at epoch 27 with Val Loss: 0.3454\n", "Epoch 27 time: 2m 5.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2633, Train Acc: 89.39%, Train AUC: 0.9602, Train F1: 0.8939\n", "Val Loss: 0.3411, Val Acc: 86.60%, Val AUC: 0.9395, Val F1: 0.8657\n", "Best model saved at epoch 28 with Val Loss: 0.3411\n", "Epoch 28 time: 2m 2.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2630, Train Acc: 89.32%, Train AUC: 0.9601, Train F1: 0.8933\n", "Val Loss: 0.3397, Val Acc: 86.00%, Val AUC: 0.9409, Val F1: 0.8622\n", "Best model saved at epoch 29 with Val Loss: 0.3397\n", "Epoch 29 time: 2m 3.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2600, Train Acc: 89.50%, Train AUC: 0.9612, Train F1: 0.8953\n", "Val Loss: 0.3374, Val Acc: 86.70%, Val AUC: 0.9406, Val F1: 0.8663\n", "Best model saved at epoch 30 with Val Loss: 0.3374\n", "Epoch 30 time: 1m 59.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2563, Train Acc: 89.58%, Train AUC: 0.9624, Train F1: 0.8960\n", "Val Loss: 0.3343, Val Acc: 86.80%, Val AUC: 0.9419, Val F1: 0.8677\n", "Best model saved at epoch 31 with Val Loss: 0.3343\n", "Epoch 31 time: 2m 0.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2575, Train Acc: 89.42%, Train AUC: 0.9617, Train F1: 0.8944\n", "Val Loss: 0.3327, Val Acc: 87.00%, Val AUC: 0.9423, Val F1: 0.8695\n", "Best model saved at epoch 32 with Val Loss: 0.3327\n", "Epoch 32 time: 2m 5.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2609, Train Acc: 89.49%, Train AUC: 0.9604, Train F1: 0.8952\n", "Val Loss: 0.3311, Val Acc: 87.00%, Val AUC: 0.9428, Val F1: 0.8697\n", "Best model saved at epoch 33 with Val Loss: 0.3311\n", "Epoch 33 time: 2m 5.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2572, Train Acc: 89.54%, Train AUC: 0.9618, Train F1: 0.8956\n", "Val Loss: 0.3284, Val Acc: 87.10%, Val AUC: 0.9449, Val F1: 0.8722\n", "Best model saved at epoch 34 with Val Loss: 0.3284\n", "Epoch 34 time: 2m 8.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2534, Train Acc: 89.83%, Train AUC: 0.9631, Train F1: 0.8986\n", "Val Loss: 0.3258, Val Acc: 87.40%, Val AUC: 0.9449, Val F1: 0.8727\n", "Best model saved at epoch 35 with Val Loss: 0.3258\n", "Epoch 35 time: 2m 8.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2550, Train Acc: 89.73%, Train AUC: 0.9624, Train F1: 0.8974\n", "Val Loss: 0.3229, Val Acc: 87.30%, Val AUC: 0.9464, Val F1: 0.8724\n", "Best model saved at epoch 36 with Val Loss: 0.3229\n", "Epoch 36 time: 2m 6.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2536, Train Acc: 89.74%, Train AUC: 0.9628, Train F1: 0.8978\n", "Val Loss: 0.3230, Val Acc: 87.40%, Val AUC: 0.9459, Val F1: 0.8725\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 37 time: 2m 5.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2510, Train Acc: 89.79%, Train AUC: 0.9637, Train F1: 0.8980\n", "Val Loss: 0.3209, Val Acc: 87.40%, Val AUC: 0.9466, Val F1: 0.8730\n", "Best model saved at epoch 38 with Val Loss: 0.3209\n", "Epoch 38 time: 1m 58.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2503, Train Acc: 89.75%, Train AUC: 0.9638, Train F1: 0.8978\n", "Val Loss: 0.3191, Val Acc: 87.60%, Val AUC: 0.9476, Val F1: 0.8755\n", "Best model saved at epoch 39 with Val Loss: 0.3191\n", "Epoch 39 time: 2m 4.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2487, Train Acc: 89.86%, Train AUC: 0.9644, Train F1: 0.8987\n", "Val Loss: 0.3158, Val Acc: 88.00%, Val AUC: 0.9490, Val F1: 0.8805\n", "Best model saved at epoch 40 with Val Loss: 0.3158\n", "Epoch 40 time: 2m 0.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2477, Train Acc: 90.08%, Train AUC: 0.9646, Train F1: 0.9010\n", "Val Loss: 0.3129, Val Acc: 88.00%, Val AUC: 0.9499, Val F1: 0.8788\n", "Best model saved at epoch 41 with Val Loss: 0.3129\n", "Epoch 41 time: 2m 4.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2481, Train Acc: 89.99%, Train AUC: 0.9645, Train F1: 0.8999\n", "Val Loss: 0.3142, Val Acc: 88.30%, Val AUC: 0.9493, Val F1: 0.8829\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 42 time: 2m 6.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2480, Train Acc: 90.02%, Train AUC: 0.9643, Train F1: 0.9003\n", "Val Loss: 0.3134, Val Acc: 88.00%, Val AUC: 0.9496, Val F1: 0.8805\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 43 time: 2m 1.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2477, Train Acc: 90.07%, Train AUC: 0.9645, Train F1: 0.9009\n", "Val Loss: 0.3103, Val Acc: 88.20%, Val AUC: 0.9510, Val F1: 0.8818\n", "Best model saved at epoch 44 with Val Loss: 0.3103\n", "Epoch 44 time: 2m 3.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2423, Train Acc: 90.21%, Train AUC: 0.9664, Train F1: 0.9021\n", "Val Loss: 0.3103, Val Acc: 88.30%, Val AUC: 0.9507, Val F1: 0.8810\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 45 time: 2m 0.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2437, Train Acc: 90.33%, Train AUC: 0.9658, Train F1: 0.9034\n", "Val Loss: 0.3095, Val Acc: 88.30%, Val AUC: 0.9506, Val F1: 0.8822\n", "Best model saved at epoch 46 with Val Loss: 0.3095\n", "Epoch 46 time: 2m 2.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2450, Train Acc: 90.02%, Train AUC: 0.9651, Train F1: 0.9004\n", "Val Loss: 0.3072, Val Acc: 88.40%, Val AUC: 0.9516, Val F1: 0.8831\n", "Best model saved at epoch 47 with Val Loss: 0.3072\n", "Epoch 47 time: 2m 6.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2420, Train Acc: 90.27%, Train AUC: 0.9661, Train F1: 0.9029\n", "Val Loss: 0.3074, Val Acc: 88.50%, Val AUC: 0.9520, Val F1: 0.8813\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 48 time: 1m 59.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2402, Train Acc: 90.35%, Train AUC: 0.9669, Train F1: 0.9036\n", "Val Loss: 0.3036, Val Acc: 89.10%, Val AUC: 0.9530, Val F1: 0.8882\n", "Best model saved at epoch 49 with Val Loss: 0.3036\n", "Epoch 49 time: 1m 59.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2410, Train Acc: 90.29%, Train AUC: 0.9664, Train F1: 0.9028\n", "Val Loss: 0.3035, Val Acc: 89.00%, Val AUC: 0.9525, Val F1: 0.8882\n", "Best model saved at epoch 50 with Val Loss: 0.3035\n", "Epoch 50 time: 2m 11.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2373, Train Acc: 90.48%, Train AUC: 0.9675, Train F1: 0.9050\n", "Val Loss: 0.3018, Val Acc: 88.90%, Val AUC: 0.9539, Val F1: 0.8900\n", "Best model saved at epoch 51 with Val Loss: 0.3018\n", "Epoch 51 time: 1m 56.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2407, Train Acc: 90.38%, Train AUC: 0.9665, Train F1: 0.9041\n", "Val Loss: 0.3017, Val Acc: 88.90%, Val AUC: 0.9531, Val F1: 0.8878\n", "Best model saved at epoch 52 with Val Loss: 0.3017\n", "Epoch 52 time: 2m 1.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2388, Train Acc: 90.46%, Train AUC: 0.9670, Train F1: 0.9049\n", "Val Loss: 0.2987, Val Acc: 89.00%, Val AUC: 0.9543, Val F1: 0.8891\n", "Best model saved at epoch 53 with Val Loss: 0.2987\n", "Epoch 53 time: 2m 3.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2385, Train Acc: 90.39%, Train AUC: 0.9670, Train F1: 0.9040\n", "Val Loss: 0.2978, Val Acc: 89.20%, Val AUC: 0.9548, Val F1: 0.8905\n", "Best model saved at epoch 54 with Val Loss: 0.2978\n", "Epoch 54 time: 2m 2.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2387, Train Acc: 90.35%, Train AUC: 0.9670, Train F1: 0.9036\n", "Val Loss: 0.2964, Val Acc: 88.90%, Val AUC: 0.9553, Val F1: 0.8882\n", "Best model 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Train Acc: 90.55%, Train AUC: 0.9688, Train F1: 0.9056\n", "Val Loss: 0.2947, Val Acc: 89.30%, Val AUC: 0.9554, Val F1: 0.8933\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 58 time: 2m 3.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2377, Train Acc: 90.43%, Train AUC: 0.9671, Train F1: 0.9045\n", "Val Loss: 0.2933, Val Acc: 89.10%, Val AUC: 0.9562, Val F1: 0.8889\n", "Best model saved at epoch 59 with Val Loss: 0.2933\n", "Epoch 59 time: 2m 9.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2329, Train Acc: 90.70%, Train AUC: 0.9689, Train F1: 0.9070\n", "Val Loss: 0.2919, Val Acc: 89.30%, Val AUC: 0.9564, Val F1: 0.8909\n", "Best model saved at epoch 60 with Val Loss: 0.2919\n", "Epoch 60 time: 1m 55.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2356, Train Acc: 90.52%, Train AUC: 0.9676, Train F1: 0.9053\n", "Val Loss: 0.2916, Val Acc: 89.30%, Val AUC: 0.9567, Val F1: 0.8907\n", "Best model saved at epoch 61 with Val Loss: 0.2916\n", "Epoch 61 time: 2m 4.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2329, Train Acc: 90.58%, Train AUC: 0.9686, Train F1: 0.9056\n", "Val Loss: 0.2893, Val Acc: 89.80%, Val AUC: 0.9575, Val F1: 0.8984\n", "Best model saved at epoch 62 with Val Loss: 0.2893\n", "Epoch 62 time: 1m 59.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2322, Train Acc: 90.71%, Train AUC: 0.9688, Train F1: 0.9073\n", "Val Loss: 0.2895, Val Acc: 89.80%, Val AUC: 0.9570, Val F1: 0.8978\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 1m 57.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2336, Train Acc: 90.61%, Train AUC: 0.9682, Train F1: 0.9060\n", "Val Loss: 0.2888, Val Acc: 89.40%, Val AUC: 0.9571, Val F1: 0.8927\n", "Best model saved at epoch 64 with Val Loss: 0.2888\n", "Epoch 64 time: 2m 5.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2322, Train Acc: 90.73%, Train AUC: 0.9688, Train F1: 0.9074\n", "Val Loss: 0.2888, Val Acc: 89.80%, Val AUC: 0.9577, Val F1: 0.8990\n", "Best model saved at epoch 65 with Val Loss: 0.2888\n", "Epoch 65 time: 2m 0.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2334, Train Acc: 90.84%, Train AUC: 0.9683, Train F1: 0.9085\n", "Val Loss: 0.2881, Val Acc: 89.70%, Val AUC: 0.9573, Val F1: 0.8967\n", "Best model saved at epoch 66 with Val Loss: 0.2881\n", "Epoch 66 time: 1m 56.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2299, Train Acc: 90.85%, Train AUC: 0.9694, Train F1: 0.9085\n", "Val Loss: 0.2840, Val Acc: 90.20%, Val AUC: 0.9591, Val F1: 0.9022\n", "Best model saved at epoch 67 with Val Loss: 0.2840\n", "Epoch 67 time: 2m 10.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2317, Train Acc: 90.84%, Train AUC: 0.9689, Train F1: 0.9084\n", "Val Loss: 0.2843, Val Acc: 90.30%, Val AUC: 0.9587, Val F1: 0.9031\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 2m 2.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2288, Train Acc: 90.81%, Train AUC: 0.9698, Train F1: 0.9083\n", "Val Loss: 0.2842, Val Acc: 89.70%, Val AUC: 0.9587, Val F1: 0.8954\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 69 time: 2m 5.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2304, Train Acc: 90.78%, Train AUC: 0.9690, Train F1: 0.9077\n", "Val Loss: 0.2829, Val Acc: 89.90%, Val AUC: 0.9591, Val F1: 0.8979\n", "Best model saved at epoch 70 with Val Loss: 0.2829\n", "Epoch 70 time: 1m 57.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2286, Train Acc: 90.91%, Train AUC: 0.9696, Train F1: 0.9092\n", "Val Loss: 0.2812, Val Acc: 90.20%, Val AUC: 0.9595, Val F1: 0.9018\n", "Best model saved at epoch 71 with Val Loss: 0.2812\n", "Epoch 71 time: 2m 1.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2305, Train Acc: 90.81%, Train AUC: 0.9690, Train F1: 0.9083\n", "Val Loss: 0.2826, Val Acc: 89.70%, Val AUC: 0.9590, Val F1: 0.8944\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 72 time: 2m 9.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2326, Train Acc: 90.67%, Train AUC: 0.9683, Train F1: 0.9067\n", "Val Loss: 0.2800, Val Acc: 90.20%, Val AUC: 0.9599, Val F1: 0.9020\n", "Best model saved at epoch 73 with Val Loss: 0.2800\n", "Epoch 73 time: 2m 0.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2313, Train Acc: 90.76%, Train AUC: 0.9688, Train F1: 0.9077\n", "Val Loss: 0.2796, Val Acc: 90.10%, Val AUC: 0.9598, Val F1: 0.9005\n", "Best model saved at epoch 74 with Val Loss: 0.2796\n", "Epoch 74 time: 2m 3.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2257, Train Acc: 91.07%, Train AUC: 0.9706, Train F1: 0.9107\n", "Val Loss: 0.2798, Val Acc: 89.80%, Val AUC: 0.9595, Val F1: 0.8970\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 75 time: 2m 4.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2275, Train Acc: 90.84%, Train AUC: 0.9698, Train F1: 0.9085\n", "Val Loss: 0.2799, Val Acc: 89.50%, Val AUC: 0.9595, Val F1: 0.8934\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 76 time: 2m 1.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2289, Train Acc: 90.87%, Train AUC: 0.9693, Train F1: 0.9088\n", "Val Loss: 0.2775, Val Acc: 90.20%, Val AUC: 0.9605, Val F1: 0.9022\n", "Best model saved at epoch 77 with Val Loss: 0.2775\n", "Epoch 77 time: 2m 0.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2299, Train Acc: 90.68%, Train AUC: 0.9690, Train F1: 0.9070\n", "Val Loss: 0.2781, Val Acc: 90.10%, Val AUC: 0.9599, Val F1: 0.9001\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 78 time: 1m 59.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2282, Train Acc: 90.78%, Train AUC: 0.9696, Train F1: 0.9079\n", "Val Loss: 0.2768, Val Acc: 90.20%, Val AUC: 0.9604, Val F1: 0.9020\n", "Best model saved at epoch 79 with Val Loss: 0.2768\n", "Epoch 79 time: 1m 59.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2286, Train Acc: 90.79%, Train AUC: 0.9694, Train F1: 0.9080\n", "Val Loss: 0.2778, Val Acc: 90.30%, Val AUC: 0.9601, Val F1: 0.9033\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 80 time: 2m 5.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2296, Train Acc: 90.74%, Train AUC: 0.9691, Train F1: 0.9075\n", "Val Loss: 0.2759, Val Acc: 90.30%, Val AUC: 0.9607, Val F1: 0.9015\n", "Best model saved at epoch 81 with Val Loss: 0.2759\n", "Epoch 81 time: 2m 1.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2296, Train Acc: 90.76%, Train AUC: 0.9691, Train F1: 0.9074\n", "Val Loss: 0.2744, Val Acc: 90.30%, Val AUC: 0.9612, Val F1: 0.9031\n", "Best model saved at epoch 82 with Val Loss: 0.2744\n", "Epoch 82 time: 1m 58.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2274, Train Acc: 91.05%, Train AUC: 0.9697, Train F1: 0.9106\n", "Val Loss: 0.2759, Val Acc: 90.40%, Val AUC: 0.9606, Val F1: 0.9042\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 83 time: 2m 2.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2248, Train Acc: 90.86%, Train AUC: 0.9706, Train F1: 0.9087\n", "Val Loss: 0.2741, Val Acc: 90.30%, Val AUC: 0.9612, Val F1: 0.9015\n", "Best model saved at epoch 84 with Val Loss: 0.2741\n", "Epoch 84 time: 1m 53.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2286, Train Acc: 90.65%, Train AUC: 0.9694, Train F1: 0.9064\n", "Val Loss: 0.2754, Val Acc: 91.10%, Val AUC: 0.9615, Val F1: 0.9123\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 85 time: 2m 0.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2243, Train Acc: 91.14%, Train AUC: 0.9708, Train F1: 0.9115\n", "Val Loss: 0.2727, Val Acc: 90.40%, Val AUC: 0.9615, Val F1: 0.9020\n", "Best model saved at epoch 86 with Val Loss: 0.2727\n", "Epoch 86 time: 1m 58.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2249, Train Acc: 91.06%, Train AUC: 0.9705, Train F1: 0.9104\n", "Val Loss: 0.2713, Val Acc: 90.70%, Val AUC: 0.9621, Val F1: 0.9073\n", "Best model saved at epoch 87 with Val Loss: 0.2713\n", "Epoch 87 time: 2m 11.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2245, Train Acc: 91.08%, Train AUC: 0.9706, Train F1: 0.9109\n", "Val Loss: 0.2711, Val Acc: 91.10%, Val AUC: 0.9622, Val F1: 0.9118\n", "Best model saved at epoch 88 with Val Loss: 0.2711\n", "Epoch 88 time: 1m 58.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2213, Train Acc: 91.25%, Train AUC: 0.9716, Train F1: 0.9125\n", "Val Loss: 0.2745, Val Acc: 90.50%, Val AUC: 0.9614, Val F1: 0.9018\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 89 time: 1m 54.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2223, Train Acc: 91.17%, Train AUC: 0.9712, Train F1: 0.9118\n", "Val Loss: 0.2700, Val Acc: 90.80%, Val AUC: 0.9622, Val F1: 0.9082\n", "Best model saved at epoch 90 with Val Loss: 0.2700\n", "Epoch 90 time: 1m 55.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2235, Train Acc: 91.00%, Train AUC: 0.9706, Train F1: 0.9101\n", "Val Loss: 0.2692, Val Acc: 90.70%, Val AUC: 0.9625, Val F1: 0.9052\n", "Best model saved at epoch 91 with Val Loss: 0.2692\n", "Epoch 91 time: 2m 6.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2221, Train Acc: 91.24%, Train AUC: 0.9712, Train F1: 0.9124\n", "Val Loss: 0.2686, Val Acc: 91.00%, Val AUC: 0.9626, Val F1: 0.9087\n", "Best model saved at epoch 92 with Val Loss: 0.2686\n", "Epoch 92 time: 2m 0.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2205, Train Acc: 91.36%, Train AUC: 0.9717, Train F1: 0.9137\n", "Val Loss: 0.2689, Val Acc: 91.20%, Val AUC: 0.9628, Val F1: 0.9130\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 93 time: 2m 5.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2218, Train Acc: 91.25%, Train AUC: 0.9712, Train F1: 0.9125\n", "Val Loss: 0.2658, Val Acc: 90.70%, Val AUC: 0.9635, Val F1: 0.9067\n", "Best model saved at epoch 94 with Val Loss: 0.2658\n", "Epoch 94 time: 2m 9.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2255, Train Acc: 91.10%, Train AUC: 0.9700, Train F1: 0.9111\n", "Val Loss: 0.2666, Val Acc: 91.20%, Val AUC: 0.9635, Val F1: 0.9113\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 1m 59.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2237, Train Acc: 91.12%, Train AUC: 0.9707, Train F1: 0.9111\n", "Val Loss: 0.2685, Val Acc: 91.10%, Val AUC: 0.9631, Val F1: 0.9120\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 96 time: 2m 2.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2220, Train Acc: 91.24%, Train AUC: 0.9710, Train F1: 0.9126\n", "Val Loss: 0.2676, Val Acc: 90.80%, Val AUC: 0.9630, Val F1: 0.9061\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 97 time: 2m 4.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2228, Train Acc: 91.30%, Train AUC: 0.9709, Train F1: 0.9129\n", "Val Loss: 0.2674, Val Acc: 91.00%, Val AUC: 0.9630, Val F1: 0.9084\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 98 time: 2m 13.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2206, Train Acc: 91.13%, Train AUC: 0.9715, Train F1: 0.9114\n", "Val Loss: 0.2685, Val Acc: 90.60%, Val AUC: 0.9630, Val F1: 0.9031\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 99 time: 2m 0.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2209, Train Acc: 91.15%, Train AUC: 0.9716, Train F1: 0.9115\n", "Val Loss: 0.2665, Val Acc: 91.30%, Val AUC: 0.9634, Val F1: 0.9138\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 100 time: 2m 8.79s\n", "Total training time for PiT: 3h 24m 54s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/PiT_metrics.csv\n", "Training completed at epoch 94 with best validation loss of 0.2658\n", "PiT training time: 3h 24m 55s\n" ] } ], "source": [ "# ============================ Train PiT Model ============================ #\n", "start_time_pit = time.perf_counter() # Start timing for PiT model\n", "\n", "print(f'\\n=== Training PiT ===')\n", "model_name = 'PiT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_pit = time.perf_counter()\n", "print(f\"PiT training time: {format_time(end_time_pit - start_time_pit)}\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 04:43:31,078 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-02-25 04:43:31,235 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.6545, Train Acc: 59.67%, Train AUC: 0.6457, Train F1: 0.6181\n", "Val Loss: 0.6243, Val Acc: 63.30%, Val AUC: 0.7436, Val F1: 0.6989\n", "Best model saved at epoch 1 with Val Loss: 0.6243\n", "Epoch 1 time: 2m 0.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.5774, Train Acc: 68.93%, Train AUC: 0.7725, Train F1: 0.6999\n", "Val Loss: 0.5947, Val Acc: 67.30%, Val AUC: 0.7795, Val F1: 0.7291\n", "Best model saved at epoch 2 with Val Loss: 0.5947\n", "Epoch 2 time: 2m 6.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.5472, Train Acc: 71.21%, Train AUC: 0.7995, Train F1: 0.7181\n", "Val Loss: 0.5677, Val Acc: 70.70%, Val AUC: 0.7936, Val F1: 0.7396\n", "Best model saved at epoch 3 with Val Loss: 0.5677\n", "Epoch 3 time: 1m 56.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.5244, Train Acc: 72.89%, Train AUC: 0.8201, Train F1: 0.7326\n", "Val Loss: 0.5560, Val Acc: 71.80%, Val AUC: 0.8033, Val F1: 0.7504\n", "Best model saved at epoch 4 with Val Loss: 0.5560\n", "Epoch 4 time: 2m 6.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.5127, Train Acc: 73.73%, Train AUC: 0.8273, Train F1: 0.7393\n", "Val Loss: 0.5444, Val Acc: 72.30%, Val AUC: 0.8138, Val F1: 0.7551\n", "Best model saved at epoch 5 with Val Loss: 0.5444\n", "Epoch 5 time: 2m 1.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.5043, Train Acc: 74.58%, Train AUC: 0.8334, Train F1: 0.7499\n", "Val Loss: 0.5301, Val Acc: 73.10%, Val AUC: 0.8186, Val F1: 0.7521\n", "Best model saved at epoch 6 with Val Loss: 0.5301\n", "Epoch 6 time: 1m 55.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.4912, Train Acc: 75.42%, Train AUC: 0.8437, Train F1: 0.7575\n", "Val Loss: 0.5206, Val Acc: 73.90%, Val AUC: 0.8270, Val F1: 0.7616\n", "Best model saved at epoch 7 with Val Loss: 0.5206\n", "Epoch 7 time: 1m 53.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.4869, Train Acc: 75.47%, Train AUC: 0.8457, Train F1: 0.7566\n", "Val Loss: 0.5181, Val Acc: 74.40%, Val AUC: 0.8324, Val F1: 0.7706\n", "Best model saved at epoch 8 with Val Loss: 0.5181\n", "Epoch 8 time: 2m 2.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.4862, Train Acc: 75.77%, Train AUC: 0.8453, Train F1: 0.7606\n", "Val Loss: 0.5115, Val Acc: 74.70%, Val AUC: 0.8394, Val F1: 0.7739\n", "Best model saved at epoch 9 with Val Loss: 0.5115\n", "Epoch 9 time: 2m 1.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.4815, Train Acc: 76.09%, Train AUC: 0.8489, Train F1: 0.7639\n", "Val Loss: 0.5020, Val Acc: 75.50%, Val AUC: 0.8406, Val F1: 0.7738\n", "Best model saved at epoch 10 with Val Loss: 0.5020\n", "Epoch 10 time: 2m 1.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.4761, Train Acc: 76.55%, Train AUC: 0.8526, Train F1: 0.7681\n", "Val Loss: 0.4951, Val Acc: 76.00%, Val AUC: 0.8448, Val F1: 0.7761\n", "Best model saved at epoch 11 with Val Loss: 0.4951\n", "Epoch 11 time: 1m 58.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.4692, Train Acc: 76.65%, Train AUC: 0.8573, Train F1: 0.7689\n", "Val Loss: 0.4944, Val Acc: 76.00%, Val AUC: 0.8487, Val F1: 0.7806\n", "Best model saved at epoch 12 with Val Loss: 0.4944\n", "Epoch 12 time: 2m 0.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.4708, Train Acc: 76.74%, Train AUC: 0.8564, Train F1: 0.7692\n", "Val Loss: 0.4903, Val Acc: 76.80%, Val AUC: 0.8521, Val F1: 0.7883\n", "Best model saved at epoch 13 with Val Loss: 0.4903\n", "Epoch 13 time: 2m 13.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.4661, Train Acc: 77.00%, Train AUC: 0.8587, Train F1: 0.7733\n", "Val Loss: 0.4804, Val Acc: 77.30%, Val AUC: 0.8532, Val F1: 0.7824\n", "Best model saved at epoch 14 with Val Loss: 0.4804\n", "Epoch 14 time: 2m 0.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.4651, Train Acc: 77.12%, Train AUC: 0.8592, Train F1: 0.7737\n", "Val Loss: 0.4761, Val Acc: 77.60%, Val AUC: 0.8592, Val F1: 0.7910\n", "Best model saved at epoch 15 with Val Loss: 0.4761\n", "Epoch 15 time: 2m 6.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train 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"name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.4595, Train Acc: 77.82%, Train AUC: 0.8638, Train F1: 0.7807\n", "Val Loss: 0.4614, Val Acc: 78.20%, Val AUC: 0.8716, Val F1: 0.7981\n", "Best model saved at epoch 19 with Val Loss: 0.4614\n", "Epoch 19 time: 2m 4.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.4556, Train Acc: 77.55%, Train AUC: 0.8658, Train F1: 0.7779\n", "Val Loss: 0.4584, Val Acc: 78.20%, Val AUC: 0.8741, Val F1: 0.7981\n", "Best model saved at epoch 20 with Val Loss: 0.4584\n", "Epoch 20 time: 1m 57.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.4576, Train Acc: 77.71%, Train AUC: 0.8639, Train F1: 0.7801\n", "Val Loss: 0.4487, Val Acc: 79.20%, Val AUC: 0.8756, Val F1: 0.8000\n", "Best model saved at epoch 21 with Val Loss: 0.4487\n", "Epoch 21 time: 1m 56.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.4537, Train Acc: 77.88%, Train AUC: 0.8664, Train F1: 0.7815\n", "Val Loss: 0.4551, Val Acc: 78.30%, Val AUC: 0.8795, Val F1: 0.8011\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 2m 3.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.4530, Train Acc: 78.15%, Train AUC: 0.8672, Train F1: 0.7839\n", "Val Loss: 0.4507, Val Acc: 78.50%, Val AUC: 0.8806, Val F1: 0.8015\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 23 time: 2m 3.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.4554, Train Acc: 77.74%, Train AUC: 0.8652, Train F1: 0.7802\n", "Val Loss: 0.4474, Val Acc: 79.00%, Val AUC: 0.8804, Val F1: 0.8052\n", "Best model saved at epoch 24 with Val Loss: 0.4474\n", "Epoch 24 time: 2m 1.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.4551, Train Acc: 78.02%, Train AUC: 0.8657, Train F1: 0.7827\n", "Val Loss: 0.4430, Val Acc: 79.20%, Val AUC: 0.8805, Val F1: 0.8034\n", "Best model saved at epoch 25 with Val Loss: 0.4430\n", "Epoch 25 time: 1m 54.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.4494, Train Acc: 78.32%, Train AUC: 0.8697, Train F1: 0.7859\n", "Val Loss: 0.4490, Val Acc: 78.80%, Val AUC: 0.8824, Val F1: 0.8051\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 26 time: 1m 59.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.4513, Train Acc: 78.24%, Train AUC: 0.8684, Train F1: 0.7845\n", "Val Loss: 0.4438, Val Acc: 79.10%, Val AUC: 0.8853, Val F1: 0.8074\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 27 time: 1m 56.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.4520, Train Acc: 78.17%, Train AUC: 0.8681, Train F1: 0.7845\n", "Val Loss: 0.4416, Val Acc: 78.90%, Val AUC: 0.8867, Val F1: 0.8052\n", "Best model saved at epoch 28 with Val Loss: 0.4416\n", "Epoch 28 time: 1m 54.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.4511, Train Acc: 78.20%, Train AUC: 0.8688, Train F1: 0.7839\n", "Val Loss: 0.4413, Val Acc: 78.70%, Val AUC: 0.8872, Val F1: 0.8033\n", "Best model saved at epoch 29 with Val Loss: 0.4413\n", "Epoch 29 time: 1m 54.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.4532, Train Acc: 78.04%, Train AUC: 0.8667, Train F1: 0.7832\n", "Val Loss: 0.4336, Val Acc: 79.90%, Val AUC: 0.8886, Val F1: 0.8113\n", "Best model saved at epoch 30 with Val Loss: 0.4336\n", "Epoch 30 time: 1m 58.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.4473, Train Acc: 78.23%, Train AUC: 0.8714, Train F1: 0.7847\n", "Val Loss: 0.4309, Val Acc: 79.80%, Val AUC: 0.8915, Val F1: 0.8109\n", "Best model saved at epoch 31 with Val Loss: 0.4309\n", "Epoch 31 time: 2m 0.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.4503, Train Acc: 78.19%, Train AUC: 0.8693, Train F1: 0.7840\n", "Val Loss: 0.4301, Val Acc: 79.80%, Val AUC: 0.8920, Val F1: 0.8109\n", "Best model saved at epoch 32 with Val Loss: 0.4301\n", "Epoch 32 time: 1m 49.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.4482, Train Acc: 78.35%, Train AUC: 0.8701, Train F1: 0.7860\n", "Val Loss: 0.4320, Val Acc: 79.60%, Val AUC: 0.8939, Val F1: 0.8122\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 1m 59.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.4467, Train Acc: 78.55%, Train AUC: 0.8717, Train F1: 0.7879\n", "Val Loss: 0.4286, Val Acc: 79.60%, Val AUC: 0.8942, Val F1: 0.8108\n", "Best model saved at epoch 34 with Val Loss: 0.4286\n", "Epoch 34 time: 1m 52.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.4431, Train Acc: 78.61%, Train AUC: 0.8731, Train F1: 0.7881\n", "Val Loss: 0.4251, Val Acc: 80.00%, Val AUC: 0.8962, Val F1: 0.8141\n", "Best model saved at epoch 35 with Val Loss: 0.4251\n", "Epoch 35 time: 1m 53.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.4457, Train Acc: 78.61%, Train AUC: 0.8720, Train F1: 0.7885\n", "Val Loss: 0.4267, Val Acc: 79.80%, Val AUC: 0.8967, Val F1: 0.8137\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 2m 5.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.4419, Train Acc: 78.64%, Train AUC: 0.8743, Train F1: 0.7888\n", "Val Loss: 0.4229, Val Acc: 80.30%, Val AUC: 0.8974, Val F1: 0.8167\n", "Best model saved at epoch 37 with Val Loss: 0.4229\n", "Epoch 37 time: 1m 51.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.4455, Train Acc: 78.63%, Train AUC: 0.8719, Train F1: 0.7889\n", "Val Loss: 0.4207, Val Acc: 80.70%, Val AUC: 0.8980, Val F1: 0.8198\n", "Best model saved at epoch 38 with Val Loss: 0.4207\n", "Epoch 38 time: 2m 2.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.4449, Train Acc: 78.49%, Train AUC: 0.8722, Train F1: 0.7875\n", "Val Loss: 0.4227, Val Acc: 80.20%, Val AUC: 0.8987, Val F1: 0.8163\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 39 time: 2m 2.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.4466, Train Acc: 78.56%, Train AUC: 0.8715, Train F1: 0.7883\n", "Val Loss: 0.4191, Val Acc: 80.60%, Val AUC: 0.9003, Val F1: 0.8190\n", "Best model saved at epoch 40 with Val Loss: 0.4191\n", "Epoch 40 time: 1m 57.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.4485, Train Acc: 78.45%, Train AUC: 0.8703, Train F1: 0.7868\n", "Val Loss: 0.4160, Val Acc: 81.30%, Val AUC: 0.9010, Val F1: 0.8244\n", "Best model saved at epoch 41 with Val Loss: 0.4160\n", "Epoch 41 time: 1m 54.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.4403, Train Acc: 78.98%, Train AUC: 0.8758, Train F1: 0.7925\n", "Val Loss: 0.4105, Val Acc: 81.50%, Val AUC: 0.9027, Val F1: 0.8240\n", "Best model saved at epoch 42 with Val Loss: 0.4105\n", "Epoch 42 time: 1m 55.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.4426, Train Acc: 79.12%, Train AUC: 0.8747, Train F1: 0.7933\n", "Val Loss: 0.4103, Val Acc: 81.10%, Val AUC: 0.9022, Val F1: 0.8202\n", "Best model saved at epoch 43 with Val Loss: 0.4103\n", "Epoch 43 time: 1m 51.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.4444, Train Acc: 78.90%, Train AUC: 0.8733, Train F1: 0.7915\n", "Val Loss: 0.4136, Val Acc: 81.20%, Val AUC: 0.9019, Val F1: 0.8236\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 1m 53.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.4458, Train Acc: 78.72%, Train AUC: 0.8718, Train F1: 0.7893\n", "Val Loss: 0.4180, Val Acc: 80.30%, Val AUC: 0.9027, Val F1: 0.8178\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 45 time: 2m 5.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.4455, Train Acc: 78.72%, Train AUC: 0.8724, Train F1: 0.7899\n", "Val Loss: 0.4159, Val Acc: 80.40%, Val AUC: 0.9036, Val F1: 0.8182\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 46 time: 2m 3.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.4420, Train Acc: 78.86%, Train AUC: 0.8749, Train F1: 0.7904\n", "Val Loss: 0.4116, Val Acc: 81.20%, Val AUC: 0.9032, Val F1: 0.8230\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 47 time: 2m 1.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.4459, Train Acc: 78.50%, Train AUC: 0.8714, Train F1: 0.7868\n", "Val Loss: 0.4104, Val Acc: 81.00%, Val AUC: 0.9055, Val F1: 0.8221\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 48 time: 1m 54.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.4430, Train Acc: 78.91%, Train AUC: 0.8739, Train F1: 0.7914\n", "Val Loss: 0.4071, Val Acc: 81.50%, Val AUC: 0.9045, Val F1: 0.8233\n", "Best model saved at epoch 49 with Val Loss: 0.4071\n", "Epoch 49 time: 1m 54.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.4390, Train Acc: 79.10%, Train AUC: 0.8766, Train F1: 0.7925\n", "Val Loss: 0.4082, Val Acc: 81.30%, Val AUC: 0.9058, Val F1: 0.8247\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 1m 51.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.4429, Train Acc: 78.92%, Train AUC: 0.8744, Train F1: 0.7915\n", "Val Loss: 0.4084, Val Acc: 81.60%, Val AUC: 0.9049, Val F1: 0.8261\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 51 time: 1m 52.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.4443, Train Acc: 78.72%, Train AUC: 0.8726, Train F1: 0.7890\n", "Val Loss: 0.4094, Val Acc: 80.60%, Val AUC: 0.9076, Val F1: 0.8197\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 52 time: 1m 56.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.4390, Train Acc: 79.28%, Train AUC: 0.8775, Train F1: 0.7955\n", "Val Loss: 0.4027, Val Acc: 82.20%, Val AUC: 0.9078, Val F1: 0.8302\n", "Best model saved at epoch 53 with Val Loss: 0.4027\n", "Epoch 53 time: 2m 1.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.4378, Train Acc: 79.12%, Train AUC: 0.8775, Train F1: 0.7930\n", "Val Loss: 0.4070, Val Acc: 81.10%, Val AUC: 0.9089, Val F1: 0.8239\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 54 time: 2m 3.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.4420, Train Acc: 78.75%, Train AUC: 0.8742, Train F1: 0.7900\n", "Val Loss: 0.4046, Val Acc: 81.30%, Val AUC: 0.9096, Val F1: 0.8254\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 55 time: 1m 57.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.4423, Train Acc: 79.14%, Train AUC: 0.8750, Train F1: 0.7936\n", "Val Loss: 0.4090, Val Acc: 80.10%, Val AUC: 0.9108, Val F1: 0.8173\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 56 time: 1m 58.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.4388, Train Acc: 79.48%, Train AUC: 0.8775, Train F1: 0.7968\n", "Val Loss: 0.4023, Val Acc: 81.50%, Val AUC: 0.9107, Val F1: 0.8266\n", "Best model saved at epoch 57 with Val Loss: 0.4023\n", "Epoch 57 time: 2m 6.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.4385, Train Acc: 79.32%, Train AUC: 0.8775, Train F1: 0.7959\n", "Val Loss: 0.4026, Val Acc: 81.40%, Val AUC: 0.9106, Val F1: 0.8262\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 58 time: 1m 55.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.4398, Train Acc: 79.15%, Train AUC: 0.8765, Train F1: 0.7932\n", "Val Loss: 0.4021, Val Acc: 81.20%, Val AUC: 0.9113, Val F1: 0.8250\n", "Best model saved at epoch 59 with Val Loss: 0.4021\n", "Epoch 59 time: 1m 58.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.4416, Train Acc: 78.78%, Train AUC: 0.8742, Train F1: 0.7906\n", "Val Loss: 0.3997, Val Acc: 82.10%, Val AUC: 0.9107, Val F1: 0.8307\n", "Best model saved at epoch 60 with Val Loss: 0.3997\n", "Epoch 60 time: 1m 52.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.4386, Train Acc: 79.16%, Train AUC: 0.8768, Train F1: 0.7933\n", "Val Loss: 0.3996, Val Acc: 81.80%, Val AUC: 0.9107, Val F1: 0.8283\n", "Best model saved at epoch 61 with Val Loss: 0.3996\n", "Epoch 61 time: 1m 55.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.4353, Train Acc: 79.52%, Train AUC: 0.8796, Train F1: 0.7966\n", "Val Loss: 0.4020, Val Acc: 80.90%, Val AUC: 0.9124, Val F1: 0.8227\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 62 time: 2m 9.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.4405, Train Acc: 79.08%, Train AUC: 0.8760, Train F1: 0.7926\n", "Val Loss: 0.4008, Val Acc: 81.00%, Val AUC: 0.9139, Val F1: 0.8237\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 63 time: 2m 11.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.4403, Train Acc: 79.19%, Train AUC: 0.8759, Train F1: 0.7941\n", "Val Loss: 0.3958, Val Acc: 81.80%, Val AUC: 0.9143, Val F1: 0.8293\n", "Best model saved at epoch 64 with Val Loss: 0.3958\n", "Epoch 64 time: 1m 58.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.4394, Train Acc: 78.89%, Train AUC: 0.8758, Train F1: 0.7904\n", "Val Loss: 0.3971, Val Acc: 81.60%, Val AUC: 0.9141, Val F1: 0.8280\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 1m 58.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.4357, Train Acc: 79.32%, Train AUC: 0.8786, Train F1: 0.7952\n", "Val Loss: 0.3959, Val Acc: 82.30%, Val AUC: 0.9130, Val F1: 0.8319\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 66 time: 2m 2.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.4431, Train Acc: 79.13%, Train AUC: 0.8747, Train F1: 0.7939\n", "Val Loss: 0.3942, Val Acc: 82.40%, Val AUC: 0.9138, Val F1: 0.8327\n", "Best model saved at epoch 67 with Val Loss: 0.3942\n", "Epoch 67 time: 2m 1.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.4403, Train Acc: 79.03%, Train AUC: 0.8758, Train F1: 0.7926\n", "Val Loss: 0.3955, Val Acc: 82.30%, Val AUC: 0.9144, Val F1: 0.8332\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 1m 59.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.4394, Train Acc: 79.12%, Train AUC: 0.8764, Train F1: 0.7937\n", "Val Loss: 0.3923, Val Acc: 82.90%, Val AUC: 0.9141, Val F1: 0.8364\n", "Best model saved at epoch 69 with Val Loss: 0.3923\n", "Epoch 69 time: 1m 56.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.4384, Train Acc: 79.25%, Train AUC: 0.8774, Train F1: 0.7949\n", "Val Loss: 0.3945, Val Acc: 82.50%, Val AUC: 0.9141, Val F1: 0.8344\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 70 time: 1m 57.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.4429, Train Acc: 79.01%, Train AUC: 0.8749, Train F1: 0.7922\n", "Val Loss: 0.3944, Val Acc: 82.60%, Val AUC: 0.9127, Val F1: 0.8337\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 71 time: 2m 2.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.4372, Train Acc: 79.53%, Train AUC: 0.8785, Train F1: 0.7973\n", "Val Loss: 0.3940, Val Acc: 82.50%, Val AUC: 0.9142, Val F1: 0.8338\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 72 time: 2m 7.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.4375, Train Acc: 79.54%, Train AUC: 0.8777, Train F1: 0.7979\n", "Val Loss: 0.3932, Val Acc: 82.70%, Val AUC: 0.9138, Val F1: 0.8354\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 73 time: 1m 53.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.4370, Train Acc: 79.38%, Train AUC: 0.8783, Train F1: 0.7954\n", "Val Loss: 0.3976, Val Acc: 81.40%, Val AUC: 0.9140, Val F1: 0.8265\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 74 time: 1m 52.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.4424, Train Acc: 79.02%, Train AUC: 0.8746, Train F1: 0.7922\n", "Val Loss: 0.3986, Val Acc: 81.10%, Val AUC: 0.9145, Val F1: 0.8245\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 75 time: 2m 5.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.4400, Train Acc: 79.12%, Train AUC: 0.8762, Train F1: 0.7949\n", "Val Loss: 0.3965, Val Acc: 81.70%, Val AUC: 0.9144, Val F1: 0.8285\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 76 time: 1m 59.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.4344, Train Acc: 79.36%, Train AUC: 0.8800, Train F1: 0.7962\n", "Val Loss: 0.3952, Val Acc: 82.10%, Val AUC: 0.9144, Val F1: 0.8316\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 77 time: 2m 7.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.4378, Train Acc: 79.50%, Train AUC: 0.8779, Train F1: 0.7972\n", "Val Loss: 0.3958, Val Acc: 81.90%, Val AUC: 0.9146, Val F1: 0.8300\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 78 time: 1m 58.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.4384, Train Acc: 79.31%, Train AUC: 0.8775, Train F1: 0.7952\n", "Val Loss: 0.3956, Val Acc: 81.90%, Val AUC: 0.9148, Val F1: 0.8300\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 79 time: 1m 57.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.4361, Train Acc: 79.30%, Train AUC: 0.8787, Train F1: 0.7951\n", "Val Loss: 0.3952, Val Acc: 82.10%, Val AUC: 0.9144, Val F1: 0.8316\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 80 time: 2m 0.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.4384, Train Acc: 79.63%, Train AUC: 0.8784, Train F1: 0.7986\n", "Val Loss: 0.3946, Val Acc: 82.50%, Val AUC: 0.9144, Val F1: 0.8347\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 81 time: 2m 2.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.4408, Train Acc: 79.23%, Train AUC: 0.8761, Train F1: 0.7940\n", "Val Loss: 0.3945, Val Acc: 82.30%, Val AUC: 0.9146, Val F1: 0.8332\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 82 time: 2m 11.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.4360, Train Acc: 79.46%, Train AUC: 0.8787, Train F1: 0.7964\n", "Val Loss: 0.3947, Val Acc: 82.30%, Val AUC: 0.9147, Val F1: 0.8332\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 83 time: 1m 50.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.4417, Train Acc: 79.16%, Train AUC: 0.8753, Train F1: 0.7937\n", "Val Loss: 0.3948, Val Acc: 82.10%, Val AUC: 0.9147, Val F1: 0.8316\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 84 time: 1m 58.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.4378, Train Acc: 79.35%, Train AUC: 0.8776, Train F1: 0.7951\n", "Val Loss: 0.3951, Val Acc: 82.10%, Val AUC: 0.9147, Val F1: 0.8316\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 85 time: 1m 57.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.4389, Train Acc: 79.30%, Train AUC: 0.8772, Train F1: 0.7947\n", "Val Loss: 0.3953, Val Acc: 82.00%, Val AUC: 0.9148, Val F1: 0.8308\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 86 time: 1m 58.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.4400, Train Acc: 79.05%, Train AUC: 0.8758, Train F1: 0.7925\n", "Val Loss: 0.3954, Val Acc: 82.00%, Val AUC: 0.9148, Val F1: 0.8308\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 87 time: 2m 8.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.4360, Train Acc: 79.28%, Train AUC: 0.8787, Train F1: 0.7950\n", "Val Loss: 0.3956, Val Acc: 82.00%, Val AUC: 0.9148, Val F1: 0.8308\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 88 time: 1m 50.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.4371, Train Acc: 79.36%, Train AUC: 0.8778, Train F1: 0.7966\n", "Val Loss: 0.3952, Val Acc: 82.00%, Val AUC: 0.9148, Val F1: 0.8308\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for MLP-Mixer: 2h 57m 2s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/MLP-Mixer_metrics.csv\n", "Training completed at epoch 69 with best validation loss of 0.3923\n", "MLP-Mixer training time: 2h 57m 3s\n" ] } ], "source": [ "# ============================ Train MLP-Mixer Model ============================ #\n", "start_time_mixer = time.perf_counter() # Start timing for MLP-Mixer model\n", "\n", "print(f'\\n=== Training MLP-Mixer ===')\n", "model_name = 'MLP-Mixer'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='classification_head', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_mixer = time.perf_counter()\n", "print(f\"MLP-Mixer training time: {format_time(end_time_mixer - start_time_mixer)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧐 Evaluation of models (from .pth files) on test datasets, including ensemble" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:40:34,015 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2025-02-25 07:40:34,015 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2025-02-25 07:40:34,017 INFO:Using device: cuda\n", "2025-02-25 07:40:34,017 INFO:Number of GPUs available: 2\n", "2025-02-25 07:40:34,454 INFO:Initialized model: ViT\n", "2025-02-25 07:40:34,743 INFO:Initialized model: MLP-Mixer\n", "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "2025-02-25 07:40:36,350 INFO:Initialized model: CvT\n", "2025-02-25 07:40:36,819 INFO:Initialized model: Swin\n", "2025-02-25 07:40:37,067 INFO:Initialized model: CaiT\n", "2025-02-25 07:40:37,547 INFO:Initialized model: DeiT\n", "2025-02-25 07:40:38,039 INFO:Initialized model: DeiT3\n", "2025-02-25 07:40:38,350 INFO:Initialized model: Twins_SVT\n", "2025-02-25 07:40:38,585 INFO:Initialized model: Twins_PCPVT\n", "2025-02-25 07:40:38,802 INFO:Initialized model: PiT\n", "2025-02-25 07:40:38,803 ERROR:Model Ensemble not recognized.\n", "2025-02-25 07:40:38,803 ERROR:Model Random not recognized.\n", "2025-02-25 07:40:38,803 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 07:40:38,922 INFO:Loaded model weights from ViT_best.pth\n", "2025-02-25 07:40:38,923 INFO: === Dataset: a ===\n", "2025-02-25 07:40:40,280 INFO:Total samples: 3181\n", "2025-02-25 07:40:48,880 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:40:48,952 INFO: === Dataset: b ===\n", "2025-02-25 07:40:50,283 INFO:Total samples: 3181\n", "2025-02-25 07:40:59,477 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:40:59,546 INFO: === Dataset: c ===\n", "2025-02-25 07:41:00,873 INFO:Total samples: 3181\n", "2025-02-25 07:41:10,736 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:41:10,805 INFO: === Dataset: d ===\n", "2025-02-25 07:41:12,136 INFO:Total samples: 3181\n", "2025-02-25 07:41:22,358 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:41:22,429 INFO: === Dataset: e ===\n", "2025-02-25 07:41:22,816 INFO:Total samples: 911\n", "2025-02-25 07:41:26,739 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:41:26,809 INFO: === Dataset: f ===\n", "2025-02-25 07:41:32,207 INFO:Total samples: 12911\n", "2025-02-25 07:42:16,006 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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fj91xub7n0D0VAFx8csqnc+t0SA0AWcf169e1f/9+SZKLi4tGjhypPXv2UAAAAAAAshqbS8YsqTR79mwVL15cnp6eql27tvbu3XvX/adPn66yZcvKy8tLgYGBGjRokG7cuJGqa9ITAACykIt93lTU6q0p3j/H4w3kP/uNFO1r83BnOCAA972KFStq4sSJ+uCDD7RkyRLVqVPH6kgAAAAAsokVK1Zo8ODBmjt3rmrXrq3p06erRYsWOnbsmPz9/ZPsv2zZMg0bNkwLFixQ3bp1dfz4cXXr1k02m03Tpk1L8XXpCQAAWUj0F9+man+3UkXlktM7RQsFAAD3oy+++EKxsbFObYMGDdLBgwcpAAAAAABZmc2WMUsqTJs2TT169FBQUJAqVKiguXPnytvbWwsWLEh2/127dqlevXrq0KGDihcvrubNm+uFF174194D/8QvPgCQyTiuRevqzGWKP/VXkm1G7M1hflx8cyvnU03ueh7Xgn7yCXo6XTICQFZ39epV9e3bV8uXL9frr7+ut956y9xmt9uVI0cOC9MBAAAA+M8y2cTAcXFx+umnnzR8+HCzzcXFRU2bNtXu3buTPaZu3bpaunSp9u7dq1q1aunUqVPauHGjOnfunKprUwQAgEwmctlGhb+35K77uAUWUP63B2dQIgDIXrZu3aqgoCCdO3dOkvT222+ra9euKl++vMXJAAAAAGQ1sbGxSXoXe3h4yMPDw6ktLCxMiYmJCggIcGoPCAjQ0aNHkz13hw4dFBYWpvr168swDCUkJKhXr14aMWJEqjJmrnIIANxnHNeiFf/Heacl7tjpux9ktytXu8cyJiAAZCMxMTHq37+/mjdvbhYA8uTJo6VLl6pcuXIWpwMAAACQpjJoOKDJkycrd+7cTsvkyZPT5C188803mjRpkubMmaP9+/drzZo12rBhg958881UnYeeAABgkegtuxT60igZN+LuuE/A/PHyeKiCU5tLTm/Z8+RK73gAkK3s27dPnTp10vHjx822Zs2aacGCBSpSpIiFyQAAAABkZcOHD9fgwc6jNfyzF4Ak+fn5yW63KzQ01Kk9NDRUBQoUSPbco0aNUufOndW9e3dJUqVKlRQdHa2ePXtq5MiRcnFJ2TP+9AQAAItErd121wKAJHlULiu3IgFOCwUAAEi5+Ph4jR07VnXq1DELAF5eXpo5c6Y2bdpEAQAAAADIrmwuGbJ4eHjIx8fHaUmuCODu7q7q1atr27ZtZpvD4dC2bdtUp06dZN9CTExMkh/67Xa7JMkwjBR/FPQEAIAMYsTGKWLROsX//ock6ca+X8xt3i3ry8XL8/bONpu8mz4st+KFMjomAGQrH374ocaNG2eu16xZU8HBwSpbtqyFqQAAAADcjwYPHqyuXbuqRo0aqlWrlqZPn67o6GgFBQVJkrp06aLChQubwwm1bt1a06ZNU7Vq1VS7dm2dOHFCo0aNUuvWrc1iQEpQBACADHLts226/Mb7yW7zn/aa7H55MzgRAGR/PXv21IIFC/Tzzz9r1KhRGjFihNzc3KyOBQAAACC92WxWJ0iiXbt2unTpkkaPHq2QkBBVrVpVmzZtMicLPnv2rNOT/2+88YZsNpveeOMNnTt3Tvnz51fr1q01ceLEVF3XZqSm30A2EBkZqdy5cysiIkI+Pj5WxwGQBTmuRctwOFJ9XPiMjxU+8+Mk7Z71qqnQZzNky4R/OQFAVnP9+nV5eXk5tR09elTXrl1TzZo1LUp1/7if7rW9qvWzOgIASJKu7ptldQQAkCR5ZrLHzb2emZ8h17m+5qUMuc5/kcn+1QBA5mUYhkK6jFDMpp3/+Vx+bw+WZ81KsrnZ5VamOAUAAPiPDMPQxx9/rMGDB2vLli2qWrWqua1cuXLWBQMAAABgCX5ruY2JgQEghRL+DEmTAoAkedasJI+KpeVetgR/KQHAf3T58mU9//zz6ty5sy5duqROnTrpxo0bVscCAAAAgEyBngAA8A/xf4YoauVmOWKuO7U7wq+Zr+0B+eT+YOl7Or934xryqHhvxwIAnG3cuFEvvfSSQkJCzLZq1aopPj5enp6edzkSAAAAQHbGQ5e3UQQAgH8IfXmcYvf9ctd9vBrVVMDskRmUCADwT1FRURoyZIg++OADs83X11cffPCBnn32WQuTAQAAAEDmQhEAAP4h/sTZf93Hu0mtDEgCAEjO7t271blzZ508edJsa9mypebPn6+CBQtamAwAAABApkFHABNFAAD3tZhtP+hi/0lKvHQlyTZ7AT8FzB2dpN21kL/cShTOiHgAgH+YNWuWBg4cKIfDIUny9vbWtGnT1LNnT7r7AgAAAEAyKAIAuK9FLFqbbAFAklwL+8urXrUMTgQAuJvatWubP/bXqVNHS5YsUenSzLMCAAAAwBkPCd1GEQBAtuC4Fq2otV8rMTwyVcfFHz9jvvaoUlZytUuSXHLlUN7BXdMyIgAgDdSsWVPjx4+XJL322mtydeV2FgAAAADuhm9NALKFsOHTdW3Fpv90jkKfzZBLrhxplAgA8F+dOXNG06ZN07Rp05x+7B8xYoSFqQAAAABkBfQEuI0iAIBsIfa3U//pePeKD8iW0zuN0gAA/gvDMLRo0SINHDhQ165dU/78+TVq1CirYwEAAABAlkQRAECWlxASprhDx2+u2O0KmD8+Vcfb3Ozyql+dCjEAZAIXL15Uz549tW7dOrNtyZIlGjp0qDw9PS1MBgAAACAr4Xee2ygCAMjyotZ+fXslMVE5WzW0LgwA4J6tX79ePXr00MWLF822oKAgTZ8+nQIAAAAAANwjigAAsjzH3yYDztmmiYVJAAD3IjIyUoMGDdKCBQvMtvz58+vDDz9UmzZtrAsGAAAAIMuiJ8BtFAEAZHnh/1tpvs75XHMLkwAAUmvHjh3q2rWrzpw5Y7Y9+eSTmjdvnvz9/a0LBgAAAADZhIvVAQDgv3IvU8x87VGpjIVJAACptW7dOrMAkDNnTs2fP19r166lAAAAAADgv7Fl0JIF0BMAQJYVPucTRS5Zr/g/Q8w214L5LUwEAEitiRMnatOmTcqXL58WL16sEiVKWB0JAAAAALIVigAAsiRHVIwuvzlXSkg021x8clqYCADwbxITE3XgwAHVqFHDbPP09NTWrVsVEBAgu91uYToAAAAA2QlzAtxGEQBApmcYhmJ/PKKEC5fMNkdk9O0CgJurXP19lad/R4sSAgD+zcmTJ9WlSxft379f+/fvV/ny5c1thQoVsjAZAAAAAGRvFAEAZHoR8z7V5ZEz7rjd+9GHVTB4cgYmAgCklGEYmjdvngYPHqzo6GhJUrdu3bRnzx6ezAEAAACQbvi+cRtFAACZ3o09P991u8eDpTIoCQAgNUJCQtS9e3dt2LDBbCtZsqSmTZvGDTkAAAAAZBCKAAAylfAPVyvq0y1SosNsiz9zznydd3BXueS+Pfa/PSCfcrRqmKEZAQD/7tNPP9XLL7+sy5cvm209e/bU1KlTlTMnc7gAAAAASF88eHQbRQAAmUZi2FVdHjVTcjjuuI9P97ZyzZ83A1MBAFIjPDxcAwYMUHBwsNkWEBCg+fPnq1WrVhYmAwAAAID7E0UAAJlCwrlQXd95wLkAYLebL22uduXq+AQFAADI5Nq0aaNvv/3WXG/btq3mzp0rPz8/C1MBAAAAuN/QE+A2igAALHdj72Gda93PqQCQ87nmCpgzysJUAIB78eabb6pRo0bKlSuXZs2apU6dOnHzDQAAAAAWoggAwHIx3/2UZAgg99LFLEoDAEgNh8MhFxcXc71BgwaaN2+emjVrpqJFi1qYDAAAAMB9jWeRTBQBAFji2opNurbmK8nhcJr4N2ebJvJqUF05n21uYToAwL9JSEjQpEmTtHPnTm3atMmpEPDSSy9ZmAwAAAAA8HcUAQBkuMQrEbr4yltSQmKSbbk6tZZ3oxoWpAIApNTx48fVuXNn7d27V5I0ffp0DR482OJUAAAAAHAbw5LeRhEAQJpLCL2sxJCwO28/fzHZAoBHtfLyerhyekYDAPwHhmFozpw5Gjp0qK5fvy5Jstvt5msAAAAAQOZDEQBAmorasEOhL42WEpP+yJ+cHE81kf/01yVJthxeVGkBIJM6d+6cXnzxRW3ZssVsK1OmjJYsWaLatWtbmAwAAAAAkuI3pttc/n0XAEi5mC+/S3EBQJLcHygql5zecsnpzf+cASCT+uSTT1SpUiWnAkDfvn114MABCgAAAAAAkMnREwBAqsUeOaGIeavliEo6/EPs/l/N1znbNpOLT847nse1SIB8uj2VLhkBAP9dYmKiOnXqpE8++cRsK1SokBYuXKjmzZnAHQAAAEDmxcOmt1EEAJBql4ZOVey+X/51P9/XX5JbicIZkAgAkB7sdrt8fHzM9fbt22v27Nny9fW1MBUAAAAAIDUoAgCQ4XAo4a9QyTBStH/CnyH/uo9nvWpyLV7ov0YDAFhs6tSpOnDggAYPHqz27dtbHQcAAAAAUoaOACaKAMB9zoiL15+PvqT4o6dTfayLXx4V2fpRknab3UX2An50uwKALGbPnj3666+/9Oyzz5ptOXPm1A8//MD/05Gl7d+/X25ubqpUqZIkad26dVq4cKEqVKigsWPHyt3d3eKEAAAAQPphYmDgPhd78Og9FQAkya1oQbkVCUiyuBbMz49FAJCFxMfHa9SoUapXr56CgoJ06tQpp+38Px1Z3csvv6zjx49Lkk6dOqX27dvL29tbq1at0muvvWZxOgAAAKQHm82WIUtWQE8A4D52bfUWRa3bbq67PVBMHpUeSNGxthxeyv3iM+kVDQCQQX799Vd17txZ+/fvlyRFRUVp2rRpmjVrlsXJgLRz/PhxVa1aVZK0atUqNWzYUMuWLdP333+v9u3ba/r06ZbmAwAAANITRQDgPhX78zFd7P2mU1uOx+or3+heFiUCAGQkh8Oh999/X8OGDVNsbKwkydXVVWPGjNGwYcMsTgekLcMw5HA4JElfffWVnnjiCUlSYGCgwsLCrIwGAACAdJJVntLPCBQBgPuAERsnx41Yp7a4fwwBZPNwl3fzuhkZCwBgkbNnz6pbt27avv12b7Dy5csrODhY1atXtzAZkD5q1KihCRMmqGnTpvr222/1v//9T5J0+vRpBQQEWJwOAAAASF8UAYBsLmrddl0cOFlG9PU77pO71/PKO7ir7Hl9MjAZACCjGYah4OBg9e/fX5GRkWb7K6+8okmTJsnLy8vCdED6mT59ujp27Ki1a9dq5MiRKl26tCRp9erVqluXhyAAAACyI3oC3EYRAMjmIj/+4q4FAEnyqFyGAgAA3AeioqI0fPhwswAQGBioRYsWqUmTJhYnA9JX5cqVdfjw4STt77zzjux2uwWJAAAAgIxDEQDIxq7/cEjXt+81170a15RcXJz28XiwlHI80TiDkwEArJArVy4tWLBAjz32mLp06aIZM2YoT548VscCMkxcXJwuXrxozg9wS9GiRS1KBAAAgPRCT4DbKAIA2VTi5XCdf+YVp7YCiyfJxdvTmkAAgAx37do13bhxQ/nz5zfbWrRooQMHDqhq1arWBQMy2PHjx/XSSy9p165dTu2GYchmsykxMdGiZAAAAED6owgAZFMJf4VKcfHmumfdqhQAAOA+snPnTnXp0kXlypXThg0bnJ6CoQCA+01QUJBcXV31xRdfqGDBgjwVBgAAcD/gls9EEQDIJq68s1Dh7y+VcSMuyTb3ig+o0KfvWZAKAJDRYmNjNWbMGL399tsyDEOnT5/WvHnz1LNnT6ujAZY5ePCgfvrpJ5UrV87qKAAAAECGowgAZBN3KgBIUo4WdWVz5T93AMjuDh8+rE6dOunQoUNmW7169dS0aVMLUwHWq1ChgsLCwqyOAQAAgAxE78/bXP59l/Q1e/ZsFS9eXJ6enqpdu7b27t171/2nT5+usmXLysvLS4GBgRo0aJBu3LiRQWmBzMGIT1DU+u26OvNjc7lVALB5e8mjegVzyflMU/l0a2NtYABAukpMTNQ777yjGjVqmAUANzc3vfXWW/r2229VsmRJixMC1poyZYpee+01ffPNN7p8+bIiIyOdFgAAACA7s/TR4BUrVmjw4MGaO3euateurenTp6tFixY6duyY/P39k+y/bNkyDRs2TAsWLFDdunV1/PhxdevWTTabTdOmTbPgHQDWiPz4C4UNnZrsNvfyJVRk0wcZnAgAYJXTp0+ra9eu+u6778y2SpUqKTg4WFWqVLEwGZB53OoN8+ijjzq1MzEwAABA9kVPgNssLQJMmzZNPXr0UFBQkCRp7ty52rBhgxYsWKBhw4Yl2X/Xrl2qV6+eOnToIEkqXry4XnjhBf3www8ZmhuwWtyvp+64zasOP/gAwP3i7Nmzqly5sqKioiTdvMkdMmSI3nzzTXl4eFicDsg8tm/fbnUEAAAAwDKWFQHi4uL0008/afjw4Wabi4uLmjZtqt27dyd7TN26dbV06VLt3btXtWrV0qlTp7Rx40Z17tw5o2IDloo9ckIX+01S3PEzZlu+sX3kWrywJMme10eeD1e2KB0AIKMVLVpUTz31lD7++GMVL15cS5YsUYMGDayOBWQ6jRo1sjoCAAAAMhg9AW6zrAgQFhamxMREBQQEOLUHBATo6NGjyR7ToUMHhYWFqX79+jIMQwkJCerVq5dGjBhxx+vExsYqNjbWXGfMT2RlkcGfK+6X353acjzeUG4lCluUCABgtVmzZqlAgQIaM2aMcuXKZXUcINP67rvv9MEHH+jUqVNatWqVChcurODgYJUoUUL169e3Oh4AAACQbiwdDii1vvnmG02aNElz5sxR7dq1deLECQ0cOFBvvvmmRo0alewxkydP1rhx4zI4KZA8wzB0Y/fPij959p6Ojzt03HztWqygcj7TjAIAANwnIiIiNHDgQD322GNq37692Z4nTx69++67FiYDMr9PP/1UnTt3VseOHbV//37zIaGIiAhNmjRJGzdutDghAAAA0hwdAUyWFQH8/Pxkt9sVGhrq1B4aGqoCBQoke8yoUaPUuXNnde/eXdLNSe+io6PVs2dPjRw5Ui4uLkmOGT58uAYPHmyuR0ZGKjAwMA3fCZBy0Rt2KDTojTQ5V8Flb8u9TPE0ORcAIHP75ptv1LVrV509e1br1q1TgwYNVLgwRWAgpSZMmKC5c+eqS5cu+uSTT8z2evXqacKECRYmAwAAANJf0l/NM4i7u7uqV6+ubdu2mW0Oh0Pbtm1TnTp1kj0mJiYmyQ/9drtd0s0nrJPj4eEhHx8fpwWwSuzB5Ie6Si0X39xyLVowTc4FAMi8bty4oVdffVWPPPKIzp692YssMTFRR44csTgZkLUcO3ZMDRs2TNKeO3duhYeHZ3wgAAAApDubzZYhS1Zg6XBAgwcPVteuXVWjRg3VqlVL06dPV3R0tIKCgiRJXbp0UeHChTV58mRJUuvWrTVt2jRVq1bNHA5o1KhRat26tVkMADIjR/R1XRz4lqLXfW225e7bXu4PFE/9yVxs8n6kllw8PdIuIAAg0zlw4IA6deqkX3/91Wxr3LixFi1apGLFilmYDMh6ChQooBMnTqh48eJO7Tt37lTJkiWtCQUAAABkEEuLAO3atdOlS5c0evRohYSEqGrVqtq0aZM5WfDZs2ednvx/4403ZLPZ9MYbb+jcuXPKnz+/WrdurYkTJ1r1FoAUid7yvVMBQJJyPtVEntXKW5QIAJBZJSQkaMqUKRo7dqwSEhIk3ezZOGnSJL3yyivJDn8I4O569OihgQMHasGCBbLZbDp//rx2796tIUOG3HFuMQAAAGRtmfUp/dmzZ+udd95RSEiIqlSpopkzZ6pWrVrJ7tu4cWN9++23Sdoff/xxbdiwIcXXtHxi4H79+qlfv37Jbvvmm2+c1l1dXTVmzBiNGTMmA5IB/03i5XBd33VQMgzd2HnAaVvO5x+TR9Vy1gQDAGRaf/zxh1544QXt3r3bbKtataqWLl2qBx980MJkQNY2bNgwORwOPfroo4qJiVHDhg3l4eGhIUOGqH///lbHQzbx8vMNNajrowrI56PDx89p8JRV+vHIH3fcv1+HxurxXAMFFsiry+HR+uyrAxo1c71i424WgHN6e2hMnyf0ZJMqyp83p34+9peGvL1aP/16NqPeEoAs6pNlH2vxwvkKC7ukMmXLadiIUapUuXKy+5448bvmzHxfv/16ROfPn9PQ14erU5duTvv89OM+LVowX7/9+osuXbqk996frSaPNs2AdwJkPytWrNDgwYM1d+5c1a5dW9OnT1eLFi107Ngx+fv7J9l/zZo1iouLM9cvX76sKlWq6LnnnkvVdXmUDEgHjujrOvtwB4W+OEqhL41W5JL15rb8M4YpYPbITFuNBABYx9PTU7///rskycXFRSNHjtQPP/xAAQD4j2w2m0aOHKkrV67ol19+0Z49e3Tp0iWNGTNG58+ftzoesoFnmz+kKa8+rYkffKk6Habo0PFzWj+nr/LnzZns/u0eq6E3BzylSR98qarPTFCvcR/r2RbVNb7/k+Y+/xvdQU0eLqcX31isGs9P0le7j2rD3P4qlD93Rr0tAFnQpi836t23J+vlPn31yarPVLZsOfV++SVdvnw52f1vXL+uIoFFNGDQq/Lzy5/sPtevx6hs2bIa/gYP5SJryYxzAkybNk09evRQUFCQKlSooLlz58rb21sLFixIdn9fX18VKFDAXLZu3Spvb2+KAEBmEHf8jBzh15Ld5vFg6QxOAwDIKgICAvThhx+qdOnS2rlzpyZMmCB3d3erYwHZhru7uypUqKBatWopZ86cOnLkiAIDA62OhWxgQKcmWrhml4LX79HRUyHqP/ETXb8Rp65t6iS7/8NVSmj3wVNaselHnb1wRdv2HNXKTT+qxoM353zx9HBTm0erauT0tfp+/0md+jNMEz/YqJN/XlKP5xpk5FsDkMUEL16oZ559Xm2ebqtSpUvrjTHj5OnpqbVrPk12/4qVKmvwkNfV8vFWd7zvrN+gkfoNHKRHmzZLz+hAmsuoIkBsbKwiIyOdltjY2CR54uLi9NNPP6lp09s9aVxcXNS0aVOn3uB3M3/+fLVv3145cuRI1WdBEQBIB7EHjpqvPWtVUr5xfZVvXF8VWj9LHlXKWpgMAJCZfPrppwoLC3Nqe/rpp/XLL7+oTp3kfzgCAGQubq52VSsfqK9/OGa2GYahr384plqVSyR7zJ6fT6tahUDzR//ihfOpRb0HtWnnEUmSq91Frq523YiLdzruRmy86lYrlU7vBEBWFx8Xp99+PaKH69Q121xcXPTww3V16OcDdzkSwH8xefJk5c6d22mZPHlykv3CwsKUmJhozod7S0BAgEJCQv71Onv37tUvv/yi7t27pzqj5XMCANnR34f/8axVUXn6tLcwDQAgs7l69ar69u2r5cuX69lnn9XKlSudupF6eHhYmA4AkBp+eXPK1dWui1ecewJfvBypssUDkj1mxaYflS9vDm1bOEg22eTmZteHq77TOwu2SJKiYmK15+dTGt6jpY6dDlXo5Ug9/1gN1a5cQif/vJTu7wlA1nQ1/KoSExOVL18+p/Z8+fLp9OlTFqUCLJRBI3EPHz5cgwcPdmpLj+908+fPV6VKle44ifDd0BMASGNGYqLijpww13O1a2lhGgBAZrN161ZVqlRJy5cvlyStXr1aO3bssDgVgLtJrou34Ui0OhaysAbVH9DQF1to4OQVqtNhitoN/lAt6z+oYT0eM/d58Y0lstmkU1smKuKH6er7QiOt3PSjHA7DwuQAAOCfPDw85OPj47QkVwTw8/OT3W5XaGioU3toaKgKFChw12tER0frk08+0UsvvXRPGekJAKSxkM7DndbdyyXfBRgAcH+JiYnR66+/rlmzZpltefLk0ezZs9WwYUMLkwHZ16FDh+66/dixY3fdfsvkyZM1btw4pzZ7QE25FUz9U1jIfsKuRikhIVH+vrmc2v3z+SjkcmSyx4zp00rLN+zVos9ujv975MR5eXt5aPYbL2jKR5tlGIZO/xWm5t1nyNvTXT45PRUSFqngt4J0+lxYsucEgLx58sputyeZBPjy5cvy8/OzKBVgndRO2pve3N3dVb16dW3btk1t2rSRJDkcDm3btk39+vW767GrVq1SbGysOnXqdE/XpggApLGY7XvN124PFLMwCQAgs9i3b586d+7s9INj06ZNtXDhQhUpUsTCZED2VrVqVdlsNhlG0ienb7Wn5Mthcl28/Ru8nmY5kbXFJyTqwG9/6pHaZfX5NzcLTzabTY/UKqO5K5Lv6eXl6Z7kiX6Hw/H/x0p//yMbcyNOMTfilCeXl5rWLa+R09elzxsBkOW5uburfIUH9cOe3Wry6M2JRx0Oh374Ybfav3BvPxwCSFuDBw9W165dVaNGDdWqVUvTp09XdHS0goKCJEldunRR4cKFk8wpMH/+fLVp0ybJcF8pRREASEPRm7+XEm53DS+49C0L0wAArBYfH6+JEydqwoQJSky8+feDp6en3n77bfXt21cuLozMCKSn06dPp8l5PDw8knTptrnY0+TcyB7eX/q15o3vrJ9+Pasffzmjfh0ekbeXh5as2yNJ+ujNzjp/MUKjZ96cO2zjjl80oNMj+vnYX9p7+IxKBebX6N5PaOOOw2ZxoGmd8rLZpONnLqpUYH5NGtRGx0+Hasn63Za9TwCZX+euQRo14nU9+GBFVaxUWUuDF+v69etq8/QzkqSRw1+Tv3+ABg56VdLNyYRPnjx583V8nC5eDNXR336Tt7e3iha7+WBjTHS0zp49a17j3F9/6ehvvyl37twqWKhQBr9DIOUyW08ASWrXrp0uXbqk0aNHKyQkRFWrVtWmTZvMyYLPnj2b5HvisWPHtHPnTm3ZsuWer0sRAEgjRmKiLvafZK571Kwot5I83QkA97MvvvjCaQiRmjVrasmSJSpXrpyFqYD7R7Fi9MpExli9Zb/88ubU6N6tFJAvlw4dO6en+s42JwsOLODr9OT/Wx9tkmEYGtPnCRXyz62wq1HasOMXjZ31ublP7pyeGt//SRUOyKMrETFat+2gxsz+XAkJjgx/fwCyjsdaPq6rV65ozqz3FRZ2SWXLldecDz5Svv8fDijkwgW52G7/wHjx0kW1e7aNub544QItXrhANWrW0vxFwZKkI0d+UfegLuY+77598wnlJ596Wm9O4uFHILX69et3x+F/vvnmmyRtZcuWTbZna2rYjP96hiwmMjJSuXPnVkREhHx8fKyOg2zEiIvXqcJNzPX8M0fIpz2TAgPA/cwwDD3zzDP6/PPPNWrUKI0YMUJubm5WxwLSTVa4165UqZI2btyowMDA/3Qer2p3H7cVADLK1X2z/n0nAMgAnpnscfPSQ77MkOuceDfz//6Xyf7VANmDR/UKFAAA4D4UHh6uPHnymOs2m00ffvihzpw5o5o1a1oXDIDpzJkzio+PtzoGAAAAkGEYiBZIBzZ3nvIEgPuJYRhaunSpihcvrs8//9xpW/78+SkAAAAAAEAGs9lsGbJkBRQBgDQSe+i41REAABa4fPmynn/+eXXu3FkRERHq3r27Ll26ZHUsAHfQoEEDeXl5WR0DAAAAyDAMBwSkkUuvvn17xW63LggAIMN8+eWXevHFFxUSEmK2NWvWjHH/gUxs48aNVkcAAABABsgiD+lnCIoAQBpIvByuuF9Pmeu5nmtuYRoAQHqLiorSkCFD9MEHH5htvr6+mjt3rp577jkLkwG4k99//13bt2/XxYsX5XA4nLaNHj3aolQAAABA+qMIAPxHV9//WFcm3P4RyCVPLvl0aGVhIgBAetq9e7c6d+6skydPmm0tW7bU/PnzVbBgQQuTAbiTefPmqXfv3vLz81OBAgWcxm612WwUAQAAALKhrDJef0agCAD8R9dWbZYMw1x3L1/SwjQAgPS0ZMkSBQUFmU8Re3t7a9q0aerZsyc3mEAmNmHCBE2cOFGvv/661VEAAACADEcRALhHMd/9pOjPv1Xi+duTP/p0fUq5u7e1MBUAID098sgjypUrlyIiIlSnTh0tWbJEpUuXtjoWgH9x9epVhuoCAAC4z/Cc1m0UAYB74IiKUUinYTJibphtLnlyKf+7QyxMBQBIb4GBgZozZ47OnDmj1157Ta6u3EoBWcFzzz2nLVu2qFevXlZHAQAAADIc31yBe5Bw/qJTAUCScj75iEVpAADp4cyZMxo5cqTmzJmj3Llzm+0dOnSwMBWAe1G6dGmNGjVKe/bsUaVKleTm5ua0fcCAARYlAwAAQHpxcaErwC0UAYBUit78vUI6DTPXvR99WPkmDpB7qUALUwEA0ophGFq0aJEGDhyoa9euyc3NTYsWLbI6FoD/4MMPP1TOnDn17bff6ttvv3XaZrPZKAIAAAAgW6MIAKTSteUbndbdyhSjAAAA2cTFixfVs2dPrVu3zmz75ptvdOXKFfn6+lqYDMB/cfr0aasjAAAAIIMxJ8BtLlYHALKa63t+Nl/neLyB8vRuZ2EaAEBaWb9+vSpVquRUAOjWrZsOHTpEAQDIRgzDkGEYVscAAAAAMgxFACAVEiOuyXE5wlzPP+01uRbMb2EiAMB/FRkZqZdeeklPPfWULl68KEny8/PTZ599poULF8rHx8fihADSwpIlS1SpUiV5eXnJy8tLlStXVnBwsNWxAAAAkE5sNluGLFkBwwEBqZBw7qLTuotv7jvsCQDICr777jt16dJFZ86cMdtat26tefPmKSAgwLpgANLUtGnTNGrUKPXr10/16tWTJO3cuVO9evVSWFiYBg0aZHFCAAAAIP1QBABSI9FhvszVoVWWqfYBAJJ36NAhswCQM2dOzZgxQ0FBQfz/HchmZs6cqf/973/q0qWL2fbkk0/qwQcf1NixYykCAAAAZEN8rbuNIgCQGo7bRQCbh7uFQQAAaaFPnz5av369rl+/rsWLF6tEiRJWRwKQDi5cuKC6desmaa9bt64uXLhgQSIAAAAg41AEAP6FIypGUeu2K/FKuBLPXzLbbXam1ACArCQxMVFff/21mjVrZrbZbDatWLFCuXLlkt1utzAdgPRUunRprVy5UiNGjHBqX7FihR544AGLUgEAACA90cP7NooAwL+4PG6OIhetS7rBhSIAAGQVJ0+eVJcuXbRr1y5t3bpVTZs2NbflyZPHumAAMsS4cePUrl077dixw5wT4Pvvv9e2bdu0cuVKi9MBAAAA6YtfMYF/EffrqWTbPetWzdggAIBUMwxDH374oapUqaJdu3ZJkrp37664uDiLkwHISG3bttUPP/ygfPnyae3atVq7dq38/Py0d+9ePf3001bHAwAAQDqw2WwZsmQF9AQAkpF4NVKhL41S7OHf5bgWY7YHzB8v2e1yK1FYHhVKWZgQAPBvLly4oO7du2vjxo1mW8mSJbVkyRK5uzOvC3C/qV69uj7++GOrYwAAAAAZjiIAkIzojd/p+nf7ndpsOb2V44lGsjEMEABkeqtXr1avXr10+fJls61Hjx6aOnWqcuXKZWEyABnJxcXlX5/OstlsSkhIyKBEAAAAyChZ5CH9DEERAEiGIzzSfG3395XdL49y93yeAgAAZHLh4eHq37+/li5darYFBAToo48+0hNPPGFhMgBW+Oyzz+64bffu3Xr//fflcDgyMBEAAACQ8SgCAMm4OvN2V/F84/spV9tmFqYBAKRUjx49tHr1anP9mWee0dy5c5U/f34LUwGwylNPPZWk7dixYxo2bJg+//xzdezYUePHj7cgGQAAANJbVhmvPyPwWDOQDLeihczXHlXLWpgEAJAakydPlre3t3x8fLRkyRKtXr2aAgAASdL58+fVo0cPVapUSQkJCTp48KAWL16sYsWKWR0NAAAASFf0BAD+X2L4NV165S3FHjmhhPOXzHb3UkUtTAUAuJu4uDinSX5Lly6tFStWqHLlyipalP9/A5AiIiI0adIkzZw5U1WrVtW2bdvUoEEDq2MBAAAgndER4DZ6AgD/L/rz7YresEMJZ85LcfGSJJdcOSxOBQBITkJCgsaPH6+HHnpIMTExTtueeOIJCgAAJElvv/22SpYsqS+++ELLly/Xrl27KAAAAADgvkNPAOD/JVy8Yr625fSWi09O5e3fwcJEAIDkHDt2TF26dNHevXslSa+99ppmzZplcSoAmdGwYcPk5eWl0qVLa/HixVq8eHGy+61ZsyaDkwEAACC9MSfAbRQBgP939a355mv/GcOU88lHLEwDAPgnwzA0Z84cDR06VNevX5ck2e125cuXT4ZhcIMHIIkuXbrw/wYAAADc9ygCAJKM/x/+5xb3CqUsSgIASM65c+cUFBSkrVu3mm1lypTRkiVLVLt2bQuTAcjMFi1aZHUEAAAAWIRnQW6jCID7VmTwekUu2yglJMpwOMx2m4e73EszljQAZBbLly9Xnz59FB4ebrb17dtXb7/9try9va0LBgAAAABAFkARAPclR1SMLg2bbk4A/HeedapkfCAAQBKGYahbt25asmSJ2VaoUCEtXLhQzZs3tzAZAAAAACCzY1jI2ygC4L4Qd/JPJZwLNdcd4decCwB2+81/5Mut3D2ezeh4AIBk2Gw2VahQwVxv3769Zs+eLV9fXwtTAQAAAACQtVAEQLZ37bOvdLHnuDtu925ZXwWXTM7ARACAlBoyZIh27dqlF154Qe3bt7c6DgAAAAAgi6AjwG0UAZDtXd++767b3UsXy6AkAIC72bNnj/bt26f+/fubbXa7XevWrbMwFQAAAAAAWRtFAGR715ZvNF/7dH1KLr65zXXXAn7K9XwLK2IBAP5fXFyc3nzzTU2aNEmSVL16ddWtW9fiVAAAAACArIw5AW6jCIBs7e/zAEhSnr4vyK1EYYvSAAD+6ddff1Xnzp21f/9+s23WrFkUAQAAAAAASCMUAZDtGIah+BNnZcTcUNyJs07bXIsXsigVAODvHA6H3n//fQ0bNkyxsbGSJFdXV40ZM0bDhg2zOB0AAAAAIKujI8BtFAGQ7Vwa+JbTEEC3+AS1oRsQAGQCZ8+eVbdu3bR9+3azrXz58goODlb16tUtTAYAAAAAQPbjYnUAIK1Ff/Ftsu1uxegFAABWMgxDS5YsUaVKlZwKAK+88op++uknCgAAAAAAgDRjs9kyZMkK6AmAbCUhJEyOa9GSJJfcOZXzmWaSJLfiheTT5UkrowHAfS8hIUHvvfeeIiMjJUmBgYFatGiRmjRpYnEyAAAAAACyL4oAyFauTg82X9sD8in/24MtTAMA+Ds3NzcFBwerRo0aev755/X+++8rT548VscCAAAAAGRDWeQh/QxBEQDZSsJfoebrHC3qW5gEAHDt2jVdunRJJUuWNNsqVqyoI0eOqFSpUhYmAwAAAADg/sGcAMhWjPgE83WeAR0tTAIA97edO3eqSpUqatOmjWJjY522UQAAAAAAAKQ35gS4jSIAspf4ePOlzY2OLgCQ0WJjYzVs2DA1bNhQp0+f1uHDhzV+/HirYwEAAAAAcN/iV1JkK9d3HjBfUwQAgIx1+PBhderUSYcOHTLb6tWrp5deesnCVAAAAACA+1EWeUg/Q9ATANmG40asZBi3GygCAECGSExM1DvvvKMaNWqYBQA3Nze99dZb+vbbb53mBAAAAAAAABmLX0mRLSRGRinx4hWntqwyJhcAZGWnT59W165d9d1335ltlSpVUnBwsKpUqWJhMgAAAADA/YzfBm+jCIAszUhM1Pk2A3Vjz89O7d4t61uUCADuH+Hh4XrooYcUHh4u6eYN1pAhQ/Tmm2/Kw8PD2nAAAAAAAEASwwEhi4s9/HuSAoAkuQbksyANANxf8uTJo/79+0uSihcvrm+++UZvv/02BQAAAAAAgOVsNluGLFkBPQGQpSVeuGS+dg0sILcHism1gJ/yDOhkYSoAyL4Mw3C6yRk1apTc3Nw0cOBA+fj4WJgMAAAAAAAkhyIAsrQrUxaYr3M80Uh+4/tZmAYAsq+IiAgNHDhQZcqU0YgRI8x2Nzc3jRo1ysJkAAAAAAAklUUe0s8QDAeELM3majdfezeuaWESAMi+vvnmG1WuXFmLFy/WmDFjdODAAasjAQAAAACQJc2ePVvFixeXp6enateurb179951//DwcPXt21cFCxaUh4eHypQpo40bN6bqmhQBkCVdW7VZp0u3VOzPx8w27ya1LUwEANnPjRs39Oqrr+qRRx7R2bNnJUleXl7mawAAAAAAMqvMOCfAihUrNHjwYI0ZM0b79+9XlSpV1KJFC128eDHZ/ePi4tSsWTOdOXNGq1ev1rFjxzRv3jwVLlw4VddlOCBkSREfrJIjIspct+f3tTANAGQ/Bw4cUKdOnfTrr7+abY0bN9aiRYtUrFgxC5MBAAAAAJA1TZs2TT169FBQUJAkae7cudqwYYMWLFigYcOGJdl/wYIFunLlinbt2iU3NzdJUvHixVN9XXoCIEsyewDYbPKsW1X5333V2kAAkE0kJCRo4sSJqlWrllkA8PDw0NSpU7Vt2zYKAAAAAACALMFmy5glpeLi4vTTTz+padOmZpuLi4uaNm2q3bt3J3vM+vXrVadOHfXt21cBAQGqWLGiJk2apMTExFR9FvQEQJYTf+a8+drm5anC62ZamAYAso/z58/r2Wefdbr5qFq1qoKDg1WxYkULkwEAAAAAkDnFxsYqNjbWqc3Dw0MeHh5ObWFhYUpMTFRAQIBTe0BAgI4ePZrsuU+dOqWvv/5aHTt21MaNG3XixAn16dNH8fHxGjNmTIoz0hMAWU7csdPmayPmuoVJACB7yZs3r65evSrp5tMII0aM0A8//EABAAAAAACQ5WTUnACTJ09W7ty5nZbJkyenyXtwOBzy9/fXhx9+qOrVq6tdu3YaOXKk5s6dm6rz0BMAWUbcsdMK7TNB8Sf+NNvyDulmXSAAyGa8vLwUHByszp07a/78+apbt67VkQAAAAAAuCepnLP3ng0fPlyDBw92avtnLwBJ8vPzk91uV2hoqFN7aGioChQokOy5CxYsKDc3N9ntdrOtfPnyCgkJUVxcnNzd3VOUkZ4AyDIiP96guEPHnZ7+t+fLY10gAMjiVq1apWPHjjm11ahRQ7/88gsFAAAAAAAAUsDDw0M+Pj5OS3JFAHd3d1WvXl3btm0z2xwOh7Zt26Y6deoke+569erpxIkTcjgcZtvx48dVsGDBFBcApP9YBLhx48Z/ORxIMSMhQVFrvzbXXYsEKEerhsr5TNO7HAUASM7Vq1fVsWNHPf/88+rSpYsSEhKctv/9CQMAAAAAALIiF5stQ5bUGDx4sObNm6fFixfrt99+U+/evRUdHa2goCBJUpcuXTR8+HBz/969e+vKlSsaOHCgjh8/rg0bNmjSpEnq27dvqq6b6uGAHA6HJk6cqLlz5yo0NFTHjx9XyZIlNWrUKBUvXlwvvfRSak8J/KvwGR8r8cIlc71A8FvyqFjawkQAkDV99dVX6tatm86dOydJ2rt3rz777DM999xzFicDAAAAACB7a9eunS5duqTRo0crJCREVatW1aZNm8zJgs+ePSsXl9vP7QcGBmrz5s0aNGiQKleurMKFC2vgwIF6/fXXU3XdVBcBJkyYoMWLF+vtt99Wjx49zPaKFStq+vTpFAGQLm787DxDtlvJIhYlAYCsKSYmRsOGDdPMmTPNtjx58mj27Nl69tlnLUwGAAAAAEDay6g5AVKrX79+6tevX7LbvvnmmyRtderU0Z49e/7TNVM9HNCSJUv04YcfqmPHjk7DBVSpUkVHjx69y5HAvYv5cqf5ushXH8nF29PCNACQtezbt08PPfSQUwGgadOmOnz4sDp06CBbZr0zAgAAAAAA/1mqiwDnzp1T6dJJh2FxOByKj49Pk1DA3zluxDqtu5YobFESAMha4uPjNXbsWNWpU8ecANjT01Pvv/++Nm/erCJF6FUFAAAAAMiebDZbhixZQaqHA6pQoYK+++47FStWzKl99erVqlatWpoFAwzDUOzPxxR/7IxTu90npzWBACCL+emnnzR+/HgZhiFJqlmzppYsWaJy5cpZnAwAAAAAAGSUVBcBRo8era5du+rcuXNyOBxas2aNjh07piVLluiLL75Ij4y4T1375EtdGjDZqc2rcU2L0gBA1vPwww9r0KBBmjFjhkaNGqURI0bIzc3N6lgAAAAAAKQ7l6zxkH6GSPVwQE899ZQ+//xzffXVV8qRI4dGjx6t3377TZ9//rmaNWuWHhlxn7rxw6Ekbe4PlrIgCQBkDSEhIXI4HE5tEydO1N69ezVmzBgKAAAAAAAA3IdS3RNAkho0aKCtW7emdRZAkhTz9Q+6+v7HivvtlNmWu297eTxYWjmeaGxdMADIpAzD0LJly9S3b1+NGzdOAwcONLd5enrqoYcesjAdAAAAAAAZL6uM158RUt0ToGTJkrp8+XKS9vDwcJUsWTJNQuH+FjZ6lm58f0COKxFmW+6ubZTruRZy8fKwMBkAZD6XL1/W888/r06dOikiIkLDhg3Tb7/9ZnUsAAAAAACQSaS6J8CZM2eUmJiYpD02Nlbnzp1Lk1C4vzlNBOzmqpxPN5VbicKW5QGAzGrjxo166aWXFBISYra1bdtWBQsWtDAVAAAAAADWoyPAbSkuAqxfv958vXnzZuXOndtcT0xM1LZt21S8ePFUB5g9e7beeecdhYSEqEqVKpo5c6Zq1ap1x/3Dw8M1cuRIrVmzRleuXFGxYsU0ffp0Pf7446m+NjKfiIWfma9dAwuo2P5VFqYBgMwpKipKQ4YM0QcffGC2+fr6au7cuXruuecsTAYAAAAAADKbFBcB2rRpI+nmWEpdu3Z12ubm5qbixYtr6tSpqbr4ihUrNHjwYM2dO1e1a9fW9OnT1aJFCx07dkz+/v5J9o+Li1OzZs3k7++v1atXq3Dhwvrjjz+UJ0+eVF0XmVfM9r3ma7tv7rvsCQD3p127dqlLly46efKk2dayZUvNnz+fHgAAAAAAAPw/m+gKcEuKiwAOh0OSVKJECe3bt09+fn7/+eLTpk1Tjx49FBQUJEmaO3euNmzYoAULFmjYsGFJ9l+wYIGuXLmiXbt2yc3NTZLuqfcBMq+YL3ear/NPHWphEgDIfNauXau2bduafyd7e3tr2rRp6tmzJxMeAQAAAACAZKV6YuDTp0+nSQEgLi5OP/30k5o2bXo7jIuLmjZtqt27dyd7zPr161WnTh317dtXAQEBqlixoiZNmpTsHAXIeoy4eKd118ACFiUBgMzp0UcfVbFixSRJderU0c8//6yXX36ZAgAAAAAAAP/gYsuYJStI9cTAkhQdHa1vv/1WZ8+eVVxcnNO2AQMGpOgcYWFhSkxMVEBAgFN7QECAjh49muwxp06d0tdff62OHTtq48aNOnHihPr06aP4+HiNGTMm2WNiY2MVGxtrrkdGRqYoHzJOQkiYEkMvyxFzw6md4YAAwFmuXLm0ePFifffdd3rttdfk6npPf40DAAAAAID7SKp/PThw4IAef/xxxcTEKDo6Wr6+vgoLC5O3t7f8/f1TXAS4Fw6HQ/7+/vrwww9lt9tVvXp1nTt3Tu+8884diwCTJ0/WuHHj0i0T/puotV8r9OVx0v8PbXGLV+OaFiUCgMzhzJkz6t+/v2bOnOk09F2DBg3UoEED64IBAAAAAJAF0Gv+tlQPBzRo0CC1bt1aV69elZeXl/bs2aM//vhD1atX17vvvpvi8/j5+clutys0NNSpPTQ0VAUKJD8MTMGCBVWmTBnZ7XazrXz58goJCUnSI+GW4cOHKyIiwlz+/PPPFGdE+ovetDNJAUCS3IoVsiANAFjPMAwtXLhQlStX1hdffKFu3bqZcwAAAAAAAACkVqqLAAcPHtSrr74qFxcX2e12xcbGKjAwUG+//bZGjBiR4vO4u7urevXq2rZtm9nmcDi0bds21alTJ9lj6tWrpxMnTjj9GHL8+HEVLFhQ7u7uyR7j4eEhHx8fpwXWi9nxo0L7vKkbe34223I+11w+QU8r7+svKu/rL1mYDgCscfHiRT399NN68cUXde3aNUk3ewRQwAYAAAAAIHVstoxZsoJUDwfk5uYmF5ebtQN/f3+dPXtW5cuXV+7cuVP9I8XgwYPVtWtX1ahRQ7Vq1dL06dMVHR2toKAgSVKXLl1UuHBhTZ48WZLUu3dvzZo1SwMHDlT//v31+++/a9KkSek6BBHSnpGQoNDuY+S46jw/g++InnIrEnCHowAge1u3bp169OihS5cumW3dunXTjBkzKGADAAAAAIB7luoiQLVq1bRv3z498MADatSokUaPHq2wsDAFBwerYsWKqTpXu3btdOnSJY0ePVohISGqWrWqNm3aZE4WfPbsWbPgIEmBgYHavHmzBg0apMqVK6tw4cIaOHCgXn/99dS+DVgo4c/QJAUAr8Y15VrY36JEAGCdyMhIDRo0SAsWLDDb/Pz8NG/ePLVp08a6YAAAAAAAZGEuWeUx/QxgMwzDSM0BP/74o65du6ZHHnlEFy9eVJcuXbRr1y498MADmj9/vqpWrZpOUdNGZGSkcufOrYiICJ6stEDY2NmKmP2Jue5Zq5ICPhonewE/JusAcN/5/vvv1alTJ505c8Zsa926tebNm2cWxAEgK7mf7rW9qvWzOgIASJKu7ptldQQAkCR5pvpx8/T1zPyfMuQ6a16qniHX+S9S/a+mRo0a5mt/f39t2rQpTQMhe7u2wvnPi1upQLkWzG9RGgCwVmRkpFkAyJkzp2bMmKGgoCCKogAAAAAA/Ed8tb4t1RMD38n+/fv1xBNPpNXpkF0l3p7UOffLz8n39RctDAMA1mrZsqVefvllNWjQQIcOHdKLL75IAQAAAAAAAKSpVBUBNm/erCFDhmjEiBE6deqUJOno0aNq06aNatasKYfD8S9nAG5yK1lEfhMGyLUww10AuD8kJiZqxYoV+ucofNOnT9f27dtVokQJi5IBAAAAAJD92Gy2DFmyghQXAebPn6+WLVtq0aJFmjJlih5++GEtXbpUderUUYECBfTLL79o48aN6ZkV2YAj+rrVEQAgw508eVINGzZU+/btNX/+fKdtnp6estvtFiUDAAAAAADZXYqLADNmzNCUKVMUFhamlStXKiwsTHPmzNHhw4c1d+5clS9fPj1zIhu4NOw9KS7e6hgAkGEMw9CHH36oKlWqaNeuXZKkV199VRERERYnAwAAAAAge7PZMmbJClJcBDh58qSee+45SdIzzzwjV1dXvfPOOypSpEi6hUP2YSQkKHLROnPd7p/PwjQAkP5CQkLUunVrvfzyy4qOjpYklSxZUhs3blTu3LktTgcAAAAAAO4Xrind8fr16/L29pZ0czwlDw8PFSxYMN2CIWuLO35GUZ9tk3HryX+HQ0pMNLf7TehvUTIASH+rV69Wr169dPnyZbOtR48emjZtmnLmzGlhMgAAAAAA7g8uWeUx/QyQ4iKAJH300UfmjxcJCQlatGiR/Pz8nPYZMGBA2qVDlmQ4HLrwwmtKOHsh2e2edarIo0rZDE4FAOkvPDxc/fv319KlS822gIAAzZ8/X61atbIwGQAAAAAAuF+luAhQtGhRzZs3z1wvUKCAgoODnfax2WwUASDFJ9yxACBJ3o8+nIFhACDjjB492qkA0LZtW82dOzdJwRwAAAAAAKQv+gHcluIiwJkzZ9IxBrKLxIhrOv/U7aF+3B8sLb+JtwtD9nx55F6uhBXRACDdjR07Vp9++qmioqI0a9YsderUSTa6HwIAAAAAAAulajgg4N/EfLVHcUdOmutuxQvLq141CxMBQPqJiopyGuPf19dXn376qQoVKqSiRYtamAwAAAAAgPsbD+Xd5mJ1AGQPRkKCoj7/RtEbdji15x3SzZI8AJCeEhISNH78eJUuXVoXLjgPf/bwww9TAAAAAAAAAJkGPQGQJq4t36hLg99xass/bag8Kpa2KBEApI/jx4+rc+fO2rt3ryTppZde0oYNG3jCAAAAAACATMSFr+kmegIgTcT9esq5wWaTZ+3K1oQBgHRgGIZmz56tqlWrmgUAu92uGjVqKDEx0eJ0AAAAAAAAyaMnAO5JQkiYQruPUdyx05IkR8wNc5vv6F7K+VQTuRUtaFU8AEhT586dU1BQkLZu3Wq2PfDAAwoODlbt2rUtTAYAAAAAAJJDj/3b7qknwMmTJ/XGG2/ohRde0MWLFyVJX375pY4cOZKm4ZB5Ra3dphs/HJIj/Joc4dekuHhzW47HG1AAAJBtLF++XBUrVnQqAPTt21cHDhygAAAAAAAAADK9VBcBvv32W1WqVEk//PCD1qxZo6ioKEnSzz//rDFjxqR5QGQ+RnyCoj79yly3B+STW8kicisVqDwDOsq9FBNiAsge+vbtqw4dOig8PFySVKhQIW3evFmzZs1Sjhw5rA0HAAAAAADuyGbLmCUrSHURYNiwYZowYYK2bt0qd3d3s71Jkybas2dPmoZD5nRl8keKPXjUXM8/7TUV/WG5iu5ZpnyjelmYDADSVpMmTczX7du31+HDh9W8eXMLEwEAAAAAAKROqucEOHz4sJYtW5ak3d/fX2FhYWkSCplb7M9HndY9KpexKAkApK+2bduqX79+qlevntq3b291HAAAAAAAkELMCXBbqnsC5MmTRxcuXEjSfuDAARUuXDhNQiFzu77jJ/N1ka8XyLWAn4VpACBt/PDDD3r99deTtM+cOZMCAAAAAAAAyLJS3ROgffv2ev3117Vq1SrZbDY5HA59//33GjJkiLp06ZIeGZHZuLlK8QmSJPcyxSwOAwD/TXx8vMaPH69JkybJ4XCoatWqeuGFF6yOBQD3nfXr16d43yeffDIdkwAAACA7cKEjgCnVRYBJkyapb9++CgwMVGJioipUqKDExER16NBBb7zxRnpkRCZj982txNDLkiSbh/u/7A0Amdevv/6qzp07a//+/WbbkiVL1L59e7oNAkAGa9OmTYr2s9lsSkxMTN8wAAAAQDaS6iKAu7u75s2bp1GjRumXX35RVFSUqlWrpgceeCA98iEzchiSJNeiBS0OAgD3xuFwaMaMGRo+fLhiY2MlSa6urhozZoyGDRtGAQAALOBwOKyOAAAAgGyE7/a3pboIsHPnTtWvX19FixZV0aJF0yMTMjnD+P8vaPx3BCALOnv2rLp166bt27ebbeXLl1dwcLCqV69uYTIAAAAAAIC0l+oiQJMmTVS4cGG98MIL6tSpkypUqJAeuZCZ/X9PANlSPa80AFjGMAwFBwerf//+ioyMNNtfeeUVTZo0SV5eXhamAwD8U3R0tL799ludPXtWcXFxTtsGDBhgUSoAAABkFTy/fFuqiwDnz5/XJ598ouXLl+utt95S5cqV1bFjR73wwgsqUqRIemREZvP/XbVtzK4BIIv59NNPzQJAYGCgFi1apCZNmlicCgDwTwcOHNDjjz+umJgYRUdHy9fXV2FhYfL29pa/vz9FAAAAACAVUv0ot5+fn/r166fvv/9eJ0+e1HPPPafFixerePHi/JByHzDiE+QIv3ZzxYWeAACyDpvNpg8//FD58+dX586ddejQIf7eAoBMatCgQWrdurWuXr0qLy8v7dmzR3/88YeqV6+ud9991+p4AAAAyAJcbLYMWbKC//QrbokSJTRs2DC99dZbqlSpkr799tu0yoVM6vzTA2+vZJE/5ADuT1FRUTpw4IBTW0BAgA4dOqQlS5YoT5481gQDAPyrgwcP6tVXX5WLi4vsdrtiY2MVGBiot99+WyNGjLA6HgAAAJCl3HMR4Pvvv1efPn1UsGBBdejQQRUrVtSGDRvSMhsyGUfMDd344ZC57l6mmIVpAODOdu7cqSpVqqhly5YKCwtz2lagQAGLUgEAUsrNzU0u/9/r1N/fX2fPnpUk5c6dW3/++aeV0QAAAJBF2GwZs2QFqS4CDB8+XCVKlFCTJk109uxZzZgxQyEhIQoODtZjjz2WHhmRCSSEXtalV992avN7+1WL0gBA8mJjYzVs2DA1bNhQp06dUmhoqAYNGmR1LABAKlWrVk379u2TJDVq1EijR4/Wxx9/rFdeeUUVK1a0OB0AAACQtaR6YuAdO3Zo6NChev755+Xn55cemZAJRS74TFGrt5rrXk1qy9Xf18JEAODs8OHD6tSpkw4dut1jqV69eho7dqx1oQAA92TSpEm6du3mPFQTJ05Uly5d1Lt3bz3wwANasGCBxekAAACQFdiyymP6GSDVRYDvv/8+PXIgk3HE3FD873+Y63HHTjtt9+n0REZHAoBkJSYmatq0aXrjjTcUFxcn6eYwEuPHj9fQoUNlt9stTggASK0aNWqYr/39/bVp0yYL0wAAAABZW4qKAOvXr1fLli3l5uam9evX33XfJ598Mk2CwToJF6/oz7od5YiISnZ7ka8+kkeVshmcCgCSOn36tLp27arvvvvObKtYsaKCg4NVtWpV64IBAAAAAABL0RHgthQVAdq0aaOQkBD5+/urTZs2d9zPZrMpMTExrbLBIte/33/HAoDc3eQayKSaAKwXFxenBg0a6Ny5c5Ju/h00ZMgQvfnmm/Lw8LA4HQDgvyhRosRdu2+fOnUqA9MAAAAAWVuKigAOhyPZ18ie4n45Yb72rF1Z7hVK3VxxsSlHyway++a2KBkA3Obu7q6JEyeqW7duKl68uBYvXqyGDRtaHQsAkAZeeeUVp/X4+HgdOHBAmzZt0tChQ60JBQAAgCzFha4AplTPCbBkyRK1a9cuyVOWcXFx+uSTT9SlS5c0CwdrRHz0qfk659OPKvdLz1iYBgBuS0xMdBrjv0uXLoqOjlanTp3k4+NjYTIAQFoaOHBgsu2zZ8/Wjz/+mMFpAAAAgLQze/ZsvfPOOwoJCVGVKlU0c+ZM1apVK9l9Fy1apKCgIKc2Dw8P3bhxI1XXdEltyKCgIEVERCRpv3btWpJAyJrs+fKYr72b17UuCAD8v4iICHXr1k09e/Z0arfZbOrTpw8FAAC4T7Rs2VKffvrpv+8IAACA+57NljFLaqx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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:42:16,076 INFO: === Dataset: g ===\n", "2025-02-25 07:42:18,613 INFO:Total samples: 6000\n", "2025-02-25 07:42:39,828 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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A7u7u+uCDD/Tjjz+qWLFiFicErDVy5Ei9/fbbWrdunc6dO6fo6GinBQAAAMjMLO0JMG/ePPXs2VOTJk1SxYoVNWbMGNWrV0979+6Vn59fou1nz56tPn36aNq0aapcubL27dundu3ayWazafTo0RZ8grTFUEAAAOBuDh06pLZt2+rnn38220JCQhQZGakyZcpYmAzIOG72hnnqqaec2pkYGAAAIPOiJ8AtlhYBRo8erQ4dOig8PFySNGnSJC1fvlzTpk1Tnz59Em2/ceNGValSRS1btpQkBQYGqkWLFvrll1/SNXd6YSggAABwJ0ePHtVjjz2mmJgYSTcucnv16qUhQ4bI09PT4nRAxrF27VqrIwAAAACWsawIEBcXp23btqlv375mm5ubm+rUqaNNmzYluU/lypU1a9YsbdmyRRUqVNDBgwe1YsUKtWnTJr1iW4KhgAAAQFIKFy6s559/Xl9++aUCAwMVERGhatWqWR0LyHBq1KhhdQQAAACkM3oC3GJZEeDs2bNKSEiQv7+/U7u/v7/27NmT5D4tW7bU2bNnVbVqVRmGofj4eHXs2FHvvvvubc8TGxur2NhY8z1jfgIAgMxk/PjxypcvnwYMGKDs2bNbHQfIsH7++Wd9/vnnOnjwoObPn6+CBQsqMjJSRYsWVdWqVa2OBwAAAKQZyycGTol169Zp+PDhmjhxorZv365FixZp+fLlGjJkyG33GTFihHLmzGkuAQEB6ZgYAAAgdURFRaldu3aaO3euU3uuXLn08ccfUwAA7mDhwoWqV6+evL29tX37dvMhoaioKA0fPtzidAAAAEgTtnRaXIBlRYA8efLIbrfr1KlTTu2nTp1Svnz5ktynX79+atOmjV599VWFhISoSZMmGj58uEaMGCGHw5HkPn379lVUVJS5/PPPP6n+WQAAANLSunXr9Nhjj2nmzJnq1KmTjh07ZnUkwKUMHTpUkyZN0pQpU+Tu7m62V6lSRdu3b7cwGQAAAJD2LCsCeHh4KDQ0VGvWrDHbHA6H1qxZo0qVKiW5z5UrV+Tm5hzZbrdLkgzDSHIfT09P5ciRw2lxBTFL1irhxBmrYwAAAAtdu3ZNb731lmrVqqWjR49KkhISEvTHH39YnAxwLXv37lX16tUTtefMmVMXL15M/0AAAABIczabLV0WV2DZnACS1LNnT7Vt21bly5dXhQoVNGbMGF2+fFnh4eGSpLCwMBUsWFAjRoyQJDVs2FCjR49WuXLlVLFiRe3fv1/9+vVTw4YNzWJAZnF+5FTztVs2HwuTAAAAK+zYsUOtW7fWn3/+abbVrFlTM2bMUJEiRSxMBriefPnyaf/+/QoMDHRqX79+vYoVK2ZNKAAAACCdWFoEaNasmc6cOaP+/fvr5MmTKlu2rFauXGlOFnz06FGnJ//ff/992Ww2vf/++zp27Jjy5s2rhg0batiwYVZ9hDTjiLlivvbt84qFSQAAQHqKj4/XyJEjNXDgQMXHx0u60bNx+PDh6t69e6JekQDurkOHDurWrZumTZsmm82m48ePa9OmTerVq5f69etndTwAAACkAVd5Sj892IzbjaOTSUVHRytnzpyKiorK0EMDHX7sBSWcOCN7/rwK3LXI6jgAACAdHDlyRC1atNCmTZvMtrJly2rWrFl69NFHLUwGJE9GvdY2DMOcS+zKlRsP23h6eqpXr14aMmTIPR3T+7nxqRkRmcDrDULU44Vy8s/to92Hzqrn5z/p132nb7t9l0Zl1OHZYAXkza5z0Vf19YYD6jdzk2KvJ0iS9kwNUxH/xP8dTVq2Sz0m/ZRmnwOu5+/IDlZHQAazeMFcfTVrhs6fP6viJUqp61t9FfRoSJLbHj64XzMmT9C+PX/p1MnjeqN7bzVt3sZpm6UL52npoq906sRxSVKRYsXVpv3rqli5Wpp/FriWQrk9rY7gpMib36TLeY582jBdznM/LO0JAAAAgFu8vLz0999/S5Lc3NzUt29f9e/fXx4eHhYnA1ybzWbTe++9p969e2v//v2KiYlR6dKl5eXlpePHj6tAgQJWR4SLe7FaCY18taq6TlinrXtPqsvzZbV0cCOVef1LnYm6mmj7ZjVKaUi7Suo49gdt+uuEShbMpSnd68iQ9M4X6yVJVXt8Jfu/en+VLuKrFcMaa9GGA+n1sQC4oLWrV2rS2I/U/Z1+Cno0RIvmztI73Ttqxrylyu37UKLtr127pvwFC6n6U0/rszEfJXnMPH7+6tC5uwoWKixDhr5bvlT93+6mzyO+UmCxEmn9kYB7Rk+AW+hPDgAAkEH4+/tr8uTJKlGihNavX6+hQ4dSAABSkYeHh0qXLq0KFSooW7Zs+uOPPxQQEGB1LGQCbzYuq+mr/lDk939pzz8X1HXCWl2NjVfbuo8kuf2Tj+TTpr9OaN6P+3T09CWt2fGPvvppn8qX9DO3ORt9TacuXjGXZysE6sDxi/p597H0+lgAXNCCORF69vmmeua5xgosWlzd3+knTy9vrVy2OMntg0oH6/Wub6l23fpyd0/6urNytZqqWLmaChUuooDCgXql05vy9vHRn7/vSsNPAtw/Jga+hSIAAACARRYuXKizZ886tTVp0kS///67KlWqZFEqAEBKuGdxU7kSfvph5z9mm2FIP+z8nyoE5Utyn81/nVS54n4qX+rGTf9A/xyqV76IVv565LbnaF7zYc1c/VfqfwAAmcb169e1b+9fevyJJ802Nzc3Pf5ERf25+7dUOUdCQoJ+WP2trl29qtIhZVLlmADSHsMBAQAApLMLFy6oc+fOmjNnjl588UV99dVXTk+QeHpmrLE0AQC3lyeHt7LY3XT6ovOwP6cvXtHDhXIluc+8H/fpoRxeWjOyqWw2yT2LXZNX7NZH87cluX2jJ4spVzZPzVqzJ7XjA8hEoi5ekCMhIdGwP7lzP6R/Dh+6r2Mf3L9PXTu0UVxcnLy9fTRo5BgFFi1+X8cE0pxrPKSfLigCAAAApKPVq1crPDxcx47dGM5hwYIF+umnn1SjRg2LkwG4ndjYWMXGxjq1GQnXZbO7W5QIrq5aSEH1fjlU3T77UVv3nlLxAjn1cYdqOtH8sj6Y+2ui7ds+XVqrth3RifOXLUgLAFJAkaKaHDFfly/H6KcfVmvk4Pc1+rNpFAIAF0ERIAOKWbJWCSfOWB0DAACkoitXruidd97R+PHjzbZcuXJpwoQJql69uoXJgMxr1647j1W8d+/eZB1nxIgRGjRokFObvWR9uZd69p6zIfM4G31V8QkO+eXydmr3y+WjkxeuJLnPgNYVNeeHvZrx3Z+SpD+OnJOPZxZN6FJLI+f9KsO4tW3hvNlVu0whNR/+bZp9BgCZQ85cueVmt+vC+XNO7RcunJPvQ3nu69ju7u4qGFBYklQqqLT2/vm7Fs37Uj379L+v4wJpyVXG608PFAEyoPMjp5qv3bL5WJgEAACkhq1bt6pNmzZONxzr1Kmj6dOnq1ChQhYmAzK3smXLymazyfj3HdX/d7M9OT8O+/btq549ezq1+TWbeput8aC5Hu/Qjv2nVatMgL7ZfGO4DZtNqlWmkCYtS7oQ5e2ZRY7//L10OIz/39f572ybuo/odNRVfbv1cNp8AACZhru7u0o9/Ih2bP1FVWvUliQ5HA7t2PqLGr/UIlXP5TAcuh4Xl6rHBJB2KAJkQI6YW0+L+PZ5xcIkAADgfly/fl3Dhg3T0KFDlZCQIEny8vLShx9+qM6dO8vNzc3ihEDmdujQ/Y1/fJOnp2eiuToYCgj/9uninZrSo462/X1av+47pS7Pl5GPVxZFfH9jIt8vetbR8XOX1X/mJknSii2H9Wbjsvrt4Flt2XtSxfPnUv/WFbViy2GzGCDdKCaE1QnSl2v2KMGRuJgFAP/1YoswjRzyvko9UlpBpUO0cN4sXbt2VfUaNJYkfTDoXeXJ669X3+gm6cb16pFDByRJ8fHXdfbMae3ft0fe3j7mk/9fTByrCpWqyM8/v65cuawfvvtWv23/VR+MmWTJZwSSi54At1AEyMDs+fMqW6NaVscAAAD3aNmyZU5DiDzxxBOKiIhQUFCQhamAB0eRIkWsjoAHxIKf9ytPTm/1b11B/rmzatfBM3q+/zfmZMEBebM73dz/YO5WGYahAa0rqsBD2XQ26qqWbzmkgZGbnY5bu2yACvvl0MzVf6Xr5wHgumrVfUZRFy9oxpSJunDurIqXfFgffPKZfB+6MVnw6ZMnZbPdehDl3JnTej3sZfP9V1/O1FdfzlSZcuU1+rNpkqQLF87rg0Hv6/y5M8qaLZuKFS+lD8ZMUvmKldL3wwG4ZzYjqb6xmVh0dLRy5sypqKgo5ciRw+o4STr82AtKOHFG9vx5FbhrkdVxAADAPTIMQy+88IK++eYb9evXT++++67c3Xl6GJmXK1xrh4SEaMWKFQoICLiv43g/N/7uGwFAOvg7soPVEQBAklQot+fdN0pHJXqlz3w6+z+uny7nuR/0BAAAAEglFy9eVK5cucz3NptNkydP1uHDh/XEE09YFwyA6fDhw7p+/brVMQAAAIB0w0C0AAAA98kwDM2aNUuBgYH65ptvnNblzZuXAgAAAAAApDObzZYuiyugCAAAAHAfzp07p5dffllt2rRRVFSUXn31VZ05c8bqWABuo1q1avL29rY6BgAAAJBuGA4IAADgHn377bdq3769Tp48abbVrVuXcf+BDGzFihVWRwAAAEA6cJGH9NMFRQAAAIAUiomJUa9evfT555+bbb6+vpo0aZJeeuklC5MBuJ2///5ba9eu1enTp+VwOJzW9e/f36JUAAAAQNqjCJDBxCxZq4QTDCEAAEBGtWnTJrVp00YHDhww2+rXr6+pU6cqf/78FiYDcDtTpkxRp06dlCdPHuXLl89p7FabzUYRAAAAIBNylfH60wNFgAzm/Mip5mu3bD4WJgEAAP8VERGh8PBw8yliHx8fjR49Wq+99hoXmEAGNnToUA0bNkzvvPOO1VEAAACAdEcRIAOJWbJW1/8+Yr737fOKhWkAAMB/1apVS9mzZ1dUVJQqVaqkiIgIlShRwupYAO7iwoULDNUFAADwgOE5rVvcrA6AW/7dC8C9ZBFla1TLwjQAAOC/AgICNHHiRA0bNkw//fQTBQDARbz00kv67rvvrI4BAAAAWIKeABmII+aK+ZpeAAAAWOvw4cN67733NHHiROXMmdNsb9mypYWpANyLEiVKqF+/ftq8ebNCQkLk7u7utP7NN9+0KBkAAADSipsbXQFuogiQAdnz56UXAAAAFjEMQzNmzFC3bt106dIlubu7a8aMGVbHAnAfJk+erGzZsunHH3/Ujz/+6LTOZrNRBAAAAECmRhEAAADg/50+fVqvvfaalixZYratW7dO58+fl6+vr4XJANyPQ4cOWR0BAAAA6Yw5AW5hTgAAAABJS5cuVUhIiFMBoF27dtq1axcFACATMQxDhmFYHQMAAABINxQBMoiYJWuVcOKM1TEAAHjgREdH65VXXtHzzz+v06dPS5Ly5Mmjr7/+WtOnT1eOHDksTgggNURERCgkJETe3t7y9vbWY489psjISKtjAQAAII3YbLZ0WVwBwwFlEOdHTjVfu2XzsTAJAAAPjp9//llhYWE6fPiw2dawYUNNmTJF/v7+1gUDkKpGjx6tfv36qUuXLqpSpYokaf369erYsaPOnj2rHj16WJwQAAAASDsUATIIR8wV87Vvn1csTAIAwINj165dZgEgW7ZsGjt2rMLDw13maQ4AyTNu3Dh99tlnCgsLM9saNWqkRx99VAMHDqQIAAAAkAnxs+4WigAZjD1/XmVrVMvqGAAAPBDeeOMNLV26VFevXtXMmTNVtGhRqyMBSAMnTpxQ5cqVE7VXrlxZJ06csCARAAAAkH6YEwAAADwQEhIStHr1aqc2m82mefPmae3atRQAgEysRIkS+uqrrxK1z5s3TyVLlrQgEQAAANIacwLcQk8AAACQ6R04cEBhYWHauHGjVq9erTp16pjrcuXKZV0wAOli0KBBatasmX766SdzToANGzZozZo1SRYHAAAAgMyEngAAACDTMgxDkydPVpkyZbRx40ZJ0quvvqq4uDiLkwFIT02bNtUvv/yihx56SIsXL9bixYuVJ08ebdmyRU2aNLE6HgAAANIAPQFuoScAAADIlE6cOKFXX31VK1asMNuKFSumiIgIeXh4WJgMgBVCQ0P15ZdfWh0DAAAASHcUAQAAQKazYMECdezYUefOnTPbOnTooFGjRil79uwWJgOQntzc3O76dJbNZlN8fHw6JQIAAEB6cZGH9NMFRQAAAJBpXLx4UV27dtWsWbPMNn9/f33xxRd67rnnLEwGwApff/31bddt2rRJn376qRwORzomAgAAANIfRQAAAJBpdOjQQQsWLDDfv/DCC5o0aZLy5s1rYSoAVnn++ecTte3du1d9+vTRN998o1atWmnw4MEWJAMAAEBac5Xx+tMDEwNnADFL1irhxBmrYwAA4PJGjBghHx8f5ciRQxEREVqwYAEFAACSpOPHj6tDhw4KCQlRfHy8du7cqZkzZ6pIkSJWRwMAAADSFD0BMoDzI6ear92y+ViYBAAA1xIXF+c0yW+JEiU0b948PfbYYypcuLCFyQBkFFFRURo+fLjGjRunsmXLas2aNapWrZrVsQAAAJDG6AhwCz0BMgBHzBXztW+fVyxMAgCAa4iPj9fgwYP1+OOP68qVK07rnnvuOQoAACRJH374oYoVK6Zly5Zpzpw52rhxIwUAAAAAPHDoCZCB2PPnVbZGtayOAQBAhrZ3716FhYVpy5YtkqS3335b48ePtzgVgIyoT58+8vb2VokSJTRz5kzNnDkzye0WLVqUzskAAACQ1pgT4BaKAAAAwCUYhqGJEyeqd+/eunr1qiTJbrfroYcekmEYXOABSCQsLIz/bQAAAMADjyIAAADI8I4dO6bw8HCtXr3abCtVqpQiIiJUsWJFC5MByMhmzJhhdQQAAABYhGdBbmFOAAAAkKHNmTNHwcHBTgWAzp07a8eOHRQAAAAAAAC4C3oCAACADMkwDLVr104RERFmW4ECBTR9+nQ9/fTTFiYDAAAAAGR0DAt5Cz0BAABAhmSz2VS6dGnzffPmzbV7924KAAAAAAAApAA9AQAAQIbVq1cvbdy4US1atFDz5s2tjgMAAAAAcBF0BLiFIgAAAMgQNm/erK1bt6pr165mm91u15IlSyxMBQAAAACAa6MIAAAALBUXF6chQ4Zo+PDhkqTQ0FBVrlzZ4lQAAAAAAFfGnAC3MCcAAACwzJ9//qlKlSpp6NChcjgccjgcGj9+vNWxAAAAAADINCgCAACAdOdwODRmzBg9/vjj2r59uyQpS5YsGjJkiCIiIixOBwAAAABwdTZb+iyugOGAAABAujp69KjatWuntWvXmm2PPPKIIiMjFRoaamEyAAAAAAAyH3oCAACAdGEYhiIiIhQSEuJUAOjevbu2bdtGAQAAAAAAkGpsNlu6LK6AngAAACBdxMfH65NPPlF0dLQkKSAgQDNmzFDt2rUtTgYAAAAAQOZFTwAAAJAu3N3dFRkZKU9PT7Vp00a7du2iAAAAAAAASBPMCXALPQEAAECauHTpks6cOaNixYqZbcHBwfrjjz9UvHhxC5MBAAAAAPDgoCcAAABIdevXr1eZMmXUuHFjxcbGOq2jAAAAAAAASGvMCXALRQAAAJBqYmNj1adPH1WvXl2HDh3S7t27NXjwYKtjAQAAAADwwGI4IIvFLFmrhBNnrI4BAMB92717t1q3bq1du3aZbVWqVNErr7xiYSoAAAAAwIPIRR7STxf0BLDY+ZFTzddu2XwsTAIAwL1JSEjQRx99pPLly5sFAHd3d33wwQf68ccfneYEAAAAAAAA6YueABZzxFwxX/v24UlJAIBrOXTokNq2bauff/7ZbAsJCVFkZKTKlCljYTIAAAAAwIPMVcbrTw8UATIIe/68ytaoltUxAABItosXL+rxxx/XxYsXJd24wOrVq5eGDBkiT09Pa8MBAAAAAABJDAcEAADuUa5cudS1a1dJUmBgoNatW6cPP/yQAgAAAAAAwHI2my1dFldATwAAAJBshmE4XeT069dP7u7u6tatm3LkyGFhMgAAAAAAkBR6AgAAgLuKiopSu3btNGLECKd2d3d39evXjwIAAAAAACBDsdnSZ3EF9AQAAAB3tG7dOrVt21ZHjx5VlixZVL9+fZUrV87qWAAAAAAAIBnoCQAAAJJ07do1vfXWW6pVq5aOHj0qSfL29jZfAwAAAACQUTEnwC30BAAAAIns2LFDrVu31p9//mm21axZUzNmzFCRIkUsTAYAAAAAAFKCngAAAMAUHx+vYcOGqUKFCmYBwNPTU6NGjdKaNWsoAAAAAAAAXAJzAtxCTwAAACBJOn78uF588UVt2rTJbCtbtqwiIyMVHBxsYTIAAAAAAHCv6AkAAAAkSblz59aFCxckSW5ubnr33Xf1yy+/UAAAAAAAALgc5gS4hSIAAACQdGPS38jISAUFBennn3/WsGHD5OHhYXUsAAAAAABSjOGAbmE4IAAAHlDz58/XY489pocffthsK1++vH7//XfZ7XYLkwEAAAAAgNRyXz0Brl27llo5AABAOrlw4YJatWqll19+WWFhYYqPj3daTwEAAAAAAODq3Gy2dFlcQYqLAA6HQ0OGDFHBggWVLVs2HTx4UJLUr18/TZ06NdUDAgCA1PP9998rJCREs2fPliRt2bJFX3/9tcWpAAAAAABAWklxEWDo0KGaMWOGPvzwQ6dxgoODg/XFF1+kajgAAJA6rly5ojfffFN169bVsWPHJEm5cuXSl19+qRdffNHidAAAAAAApC7mBLglxUWAiIgITZ48Wa1atXIaLqBMmTLas2dPqoYDAAD3b+vWrXr88cc1btw4s61OnTravXu3WrZsKZurXLUAAAAAAODiJkyYoMDAQHl5ealixYrasmXLHbe/ePGiOnfurPz588vT01OlSpXSihUrUnTOFBcBjh07phIlSiRqdzgcun79ekoPBwAA0sj169c1cOBAVapUSXv37pUkeXl56dNPP9WqVatUqFAhixMCAAAAAJA2bDZbuiwpMW/ePPXs2VMDBgzQ9u3bVaZMGdWrV0+nT59Ocvu4uDjVrVtXhw8f1oIFC7R3715NmTJFBQsWTNF5s6Roa0mlS5fWzz//rCJFiji1L1iwQOXKlUvp4QAAQBrZtm2bBg8eLMMwJElPPPGEIiIiFBQUZHEyAAAAAAAePKNHj1aHDh0UHh4uSZo0aZKWL1+uadOmqU+fPom2nzZtms6fP6+NGzfK3d1dkhQYGJji86a4CNC/f3+1bdtWx44dk8Ph0KJFi7R3715FRERo2bJlKQ4AAADSxpNPPqkePXpo7Nix6tevn959913zogEAAAAAgMzMLZ1Gvo2NjVVsbKxTm6enpzw9PZ3a4uLitG3bNvXt29dsc3NzU506dbRp06Ykj7106VJVqlRJnTt31pIlS5Q3b161bNlS77zzjtNQ/XeT4uGAnn/+eX3zzTf6/vvvlTVrVvXv319//fWXvvnmG9WtWzelh3ugxSxZq4QTZ6yOAQDIJE6ePCmHw+HUNmzYMG3ZskUDBgygAAAAAAAAQCobMWKEcubM6bSMGDEi0XZnz55VQkKC/P39ndr9/f118uTJJI998OBBLViwQAkJCVqxYoX69eunUaNGaejQoSnKmOKeAJJUrVo1rV69+l52xb+cHznVfO2WzcfCJAAAV2YYhmbPnq3OnTtr0KBB6tatm7nOy8tLjz/+uIXpAAAAAABIfykdr/9e9e3bVz179nRq+28vgHvlcDjk5+enyZMny263KzQ0VMeOHdNHH32kAQMGJPs4Ke4JUKxYMZ07dy5R+8WLF1WsWLGUHu6B5oi5Yr727fOKhUkAAK7q3Llzevnll9W6dWtFRUWpT58++uuvv6yOBQAAAADAA8HT01M5cuRwWpIqAuTJk0d2u12nTp1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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:42:39,895 INFO: === Dataset: h ===\n", "2025-02-25 07:42:42,407 INFO:Total samples: 6000\n", "2025-02-25 07:43:03,653 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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YWCMqKsrhWFevXjX8/f2Njh072tsuXrwY77Xddfdar1+/fgmu++/17759+ww3Nzfj9ddfN65evWrkyZPHqFChghETE/PA17hnzx5DkvH66687tPfp08eQZPz888/2tvz58xuSjI0bN9rbLly4YLi7uxvvvPPOA89z/PhxQ5KRPXt248qVK/b2u5///vs5CgDMQE8AAGmK1WpVixYttGXLFoeutHPnzpW/v7+eeeaZFM/QsWNH5ciRQ7lz59Zzzz2niIgIhYWFqWLFivZt7t6F8rA7+jNnzqzIyEhJsv//o/YCSK5jPEitWrVUqlQph7a6devK19dXCxYssLddvXpVa9ascbjDf9GiRSpZsqRKlCihS5cu2Ze6detKkkMX4f/asWOHLly4oK5duzqMi9qoUSOVKFHC4S73uzp37uzwvEaNGjp27FjSXvC/LFq0SDVq1FC2bNkc8terV09xcXHauHGjJClr1qy6ceNGvGFxHtXZs2e1Z88etW/fXlmyZLG3169fP97PQpLD3XZXr15VRESEatSo4XCH/oP8e/+YmBhdvnxZRYoUUdasWR2OkTVrVu3fv19//fVXgse5cuWKfv75Z7366qu6du2a/f26fPmyGjRooL/++iveUE5Jldw/YwAAkDRmXptHRkYm+pr3p59+UnR0tN5++225uNz7mqNTp07y9vaOdy2ZKVMmh7kJ3NzcVKlSpWS9zrg7l8D333+f6DvB4+Li9OOPP6pJkyYOcyrkypVLrVq10qZNm+yfB+564403HIYnqlGjhuLi4vT3338nOmurVq105MgRbd++3f7/CQ0FJN35nXBzc5N0pyfwlStXFBsbqwoVKiT6evSuLl26JGq7wMBADRkyRF9++aUaNGigS5cuafbs2Q+dUHnlypWS5NCrV5LeeecdSYr3e1GqVCn7ULDSnR4NxYsXT/TvRfPmzR16j989FtevANICigAA0py740He7ZL6zz//6JdfflGLFi3ijb2fEgYOHKg1a9bo22+/Vbt27RQREeHwYUK69yX83WLA/Vy7ds2+7d1hgx62z4MkxzEepGDBgvHaMmTIoGbNmmnZsmX2sTO/+eYbxcTEOBQB/vrrL+3fv185cuRwWIoVKyZJCY4le9fdDynFixePt65EiRLxPsR4eHjYxxm9K1u2bLp69WoiX2l8f/31l1atWhUvf7169Rzyd+3aVcWKFVPDhg2VN29edezYUatWrXrk8959bUWLFo23LqH34/vvv9fTTz8tDw8P+fj42LtbR0REJOp8t27d0sCBA+3zHvj6+ipHjhwKDw93OMbQoUMVHh6uYsWKKSgoSH379tXevXvt648cOSLDMDRgwIB479mgQYMkPfhn/jAp8TMGAABJZ9a1ube3d6Kvee93Lenm5qZChQrFu5bMmzdvvHH9k/s6o1atWmrWrJmGDBkiX19fvfTSS5o5c+YD58q6ePGibt68meA1YMmSJWWz2XTq1CmH9nz58jk8v/sldFJeS7ly5VSiRAnNnTtXX3/9tXLmzGm/kSchs2fPVunSpe3zRuXIkUMrVqxI9PWodOczxt15zBKjb9++KlOmjLZt26ZBgwYleLPMf/39999ycXFRkSJFHNpz5syprFmzxvu9+O97KSXt9yI5fhYAkFIeXDYFABMEBwerRIkSmjdvnt5//33NmzdPhmHYP4CktKCgIPsXv02aNNHNmzfVqVMnVa9eXQEBAZJkH8/831+K/tfff/+tyMhI+wXq3QnN9u3b98jZ/n2MsmXLPnT7hCYtk3TfyVXvN6ZrixYt9MUXX+iHH35QkyZNtHDhQpUoUcJhDE6bzaagoCCNGzcuwWPcfe+SQ0p84LTZbKpfv77efffdBNffLWb4+flpz549Wr16tX744Qf98MMPmjlzptq1a6fZs2cne65/++WXX/Tiiy+qZs2amjJlinLlyiVXV1fNnDnTYRzXB+nRo4dmzpypt99+W1WqVFGWLFlksVjUokULhwmQa9asqaNHj2rZsmX68ccf9eWXX+rTTz/V1KlT9frrr9u37dOnjxo0aJDguf77gSspUqPgBwAAHs6sa/MSJUpoz549io6Ott95nlzud51hGMZD903s9bXFYtHixYu1detWfffdd1q9erU6duyosWPHauvWrcqUKVPSgyfgcV7Lv7Vq1Uqff/65MmfOrObNm8e7CequOXPmqEOHDmrSpIn69u0rPz8/+5xeR48eTfT53N3d73uOhBw7dszeQzWpn6fu9zP7r8d9L5PrZwEAKYGeAADSpNatW+uPP/7Q3r17NXfuXBUtWtRhOJ7U9NFHH+n27dsaMWKEva1YsWIqVqyYli5det87lEJDQyVJL7zwgn2f4sWLa9myZbp+/fojZWnYsKGsVqvmzJmTqO2zZcsWb1JdSUnqHizd+UI4V65cWrBggS5duqSff/453mS/hQsX1pUrV/TMM8+oXr168ZaE7mi6K3/+/JKkQ4cOxVt36NAh+/rkcL8PAYULF9b169cTzF6vXj2HO3vc3NzUuHFjTZkyRUePHtWbb76p0NBQHTly5IHnSMjd15bQsDv/fT+WLFkiDw8P+4fIhg0b2gtWiX2dixcvVvv27TV27Fj7xGcJTb4sST4+PgoJCdG8efN06tQplS5dWoMHD5Ykexd1V1fX+75nd3vBJOX9AAAAaY8Z1+aNGzfWrVu3tGTJkodue79ryejoaB0/fjxZryXv3t3932un+11fP/300xoxYoR27Nihr7/+Wvv379f8+fMT3DZHjhzy8vJK8Jr44MGDcnFxSdYba/6tVatWOnv2rA4fPnzfoYCkO9eShQoV0jfffKO2bduqQYMGqlevnm7fvu2wXXJe/9lsNnXo0EHe3t72QtQ333zz0P3y588vm80W7zr7/PnzCg8PT9bfCwBI6ygCAEiT7t5ZNHDgQO3ZsyfVegEkpHDhwmrWrJlmzZqlc+fO2dsHDhyoq1evqnPnzvHu/Nm5c6dGjx6twMBANWvWzN4+ZMgQXb58Wa+//rpiY2PjnevHH3/U999/f98sAQEB6tSpk3788UdNnDgx3nqbzaaxY8fqn3/+sWePiIhw6LFw9uxZffvtt4l/AyS5uLjolVde0XfffaewsDDFxsbGKwK8+uqrOn36tKZPnx5v/1u3bunGjRv3PX6FChXk5+enqVOnOnSR/uGHH/Tnn3+qUaNGScr7IBkzZkzwC+9XX31VW7Zs0erVq+OtCw8Pt/+8Ll++7LDOxcVFpUuXliR79owZM9r3e5hcuXKpbNmymj17tkMX6jVr1ujAgQMO21qtVlksFofftxMnTmjp0qWJfp1WqzXe3UgTJ06M9zv839eZKVMmFSlSxP4a/fz8VLt2bX3xxRc6e/ZsvPNcvHjRIYuUuPcDAACkPWZcm3fu3Fm5cuXSO++8o8OHD8dbf+HCBQ0fPlySVK9ePbm5uemzzz5zuM756quvFBERkazXkoULF5Yk+3xRknTjxo14PUKvXr0a75rrbk/e+w0JZLVa9eyzz2rZsmUOczCcP39ec+fOVfXq1e3Dgya3woULa/z48Ro1apQqVap03+3u3u3+79f222+/acuWLQ7beXl5SUqe679x48Zp8+bNmjZtmoYNG6aqVauqS5cuunTp0gP3e/755yVJ48ePj3c8Scn6ewEAaR3DAQFIkwoWLKiqVatq2bJlkmRqEUC6MwblwoULNX78eH300Uf2TNu3b9eECRN04MABtW7dWtmyZdOuXbs0Y8YMZc+eXYsXL5arq6v9OM2bN9e+ffs0YsQI7d69Wy1btlT+/Pl1+fJlrVq1SmvXrn3osC5jx47V0aNH9dZbb+mbb77RCy+8oGzZsunkyZNatGiRDh48qBYtWki6M4zPe++9p6ZNm+qtt97SzZs39fnnn6tYsWJJnrirefPmmjhxogYNGqSgoCD7kEh3tW3bVgsXLlTnzp21bt06VatWTXFxcTp48KAWLlyo1atXq0KFCgke29XVVaNHj1ZISIhq1aqlli1b6vz585owYYIKFCigXr16JSnrgwQHB+vzzz/X8OHDVaRIEfn5+alu3brq27evli9frhdeeEEdOnRQcHCwbty4oX379mnx4sU6ceKEfH199frrr+vKlSuqW7eu8ubNq7///lsTJ05U2bJl7e9J2bJlZbVaNXr0aEVERMjd3V1169aVn59fgplGjRqlRo0aqXr16urYsaOuXLmiiRMn6qmnnnLoNdKoUSONGzdOzz33nFq1aqULFy5o8uTJKlKkSLyhqYKDg/XTTz9p3Lhxyp07twoWLKjKlSvrhRdeUFhYmLJkyaJSpUppy5Yt+umnn5Q9e3aH/UuVKqXatWsrODhYPj4+2rFjhxYvXqzu3bvbt5k8ebKqV6+uoKAgderUSYUKFdL58+e1ZcsW/fPPP/r9998f6f0AAABpixnX5tmyZdO3336r559/XmXLllWbNm0UHBwsSdq1a5fmzZunKlWqSLpzB33//v01ZMgQPffcc3rxxRd16NAhTZkyRRUrVnSYBPhxPfvss8qXL59ee+019e3bV1arVTNmzFCOHDl08uRJ+3azZ8/WlClT1LRpUxUuXFjXrl3T9OnT5e3tbf9yOiHDhw/XmjVrVL16dXXt2lUZMmTQF198oaioKI0ZMybZXkdCevbs+dBtXnjhBX3zzTdq2rSpGjVqpOPHj2vq1KkqVaqUw3Wrp6enSpUqpQULFqhYsWLy8fFRYGCgAgMDk5Tpzz//1IABA9ShQwc1btxYkjRr1iyVLVtWXbt21cKFC++7b5kyZdS+fXtNmzZN4eHhqlWrlrZt26bZs2erSZMmqlOnTpKyAIBTMwAgjZo8ebIhyahUqVKC62fOnGlIMo4fP57g+owZMxrt27dP9PnWrVtnSDIWLVqU4PratWsb3t7eRnh4uEP70qVLjfr16xvZsmUz3N3djSJFihjvvPOOcfHixfuea+3atcZLL71k+Pn5GRkyZDBy5MhhNG7c2Fi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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:43:03,720 INFO: === Dataset: i ===\n", "2025-02-25 07:43:06,226 INFO:Total samples: 6000\n", "2025-02-25 07:43:27,361 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:43:27,428 INFO: === Dataset: j ===\n", "2025-02-25 07:43:29,944 INFO:Total samples: 6000\n", "2025-02-25 07:43:50,882 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:43:50,952 INFO: === Dataset: k ===\n", "2025-02-25 07:43:53,457 INFO:Total samples: 6000\n", "2025-02-25 07:44:14,057 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:44:14,130 INFO: === Dataset: l ===\n", "2025-02-25 07:44:22,024 INFO:Total samples: 18911\n", "2025-02-25 07:45:25,837 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:45:25,908 INFO:Model ViT evaluation completed in 287.10 seconds.\n", "2025-02-25 07:45:25,908 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 07:45:26,038 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2025-02-25 07:45:26,038 INFO: === Dataset: a ===\n", "2025-02-25 07:45:27,362 INFO:Total samples: 3181\n", "2025-02-25 07:45:35,622 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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lHdkX1VaxhlSopOTkLFWsbl42AECqsnLlSr333nu6ceOGte3dd9/VpEmTlCFDBhOTAQAAAEgLuPEoCkUAIC059pu07QfbNu+XpaoNzMkDAEh1bt++rY8++kgBAQHWNg8PD82dO1fNmjUzMRkAAAAApE0UAYDU7m6w9M+5x89P/xHVbrFIBYtL5V42JxcAIFVq0aKFtm/fbl1u1aqVZs6cqWzZspmYCgAAAEBaQ0+AKBQBgNTsxjVpUJfHwwD9V8ceUm3uyAQAJKyRI0eqdu3aypgxo6ZNm6aOHTty8Q0AAAAAJqIIAKRmp47GXACQpJz5kjYLACBVioyMlJ2dnXW5Zs2amjNnjho2bKj8+fObmAwAAABAmsa9SFYUAYDU6O5taXWAdPpYVFupipJn0cfPCxSVipUxJRoAIHUIDw/XmDFjtHPnTm3YsMGmENClSxcTkwEAAAAA/o0iAJAabV8vbV9n21axhlSriTl5AACpyqlTp9SpUyft27dPkjR58mT17t3b5FQAAAAAEIVhSaPYPXsTACnOzeu2yx55pHJVzMkCAEg1DMPQ9OnT5e3tbS0A2Nvb68GDByYnAwAAAADEhp4AQGrzKEza8WPUcp9xj4f+saPmBwB4fpcuXdLbb7+tjRs3WtuKFSumRYsWqUoVCs0AAAAAkhd6AkThV0EgtblwynY5Vz4KAACAF7J06VKVKVPGpgDQvXt3HTp0iAIAAAAAACRz9AQAUoNTx6RfNjzuBXAvOKo9j6fknsW0WACAlC0iIkIdO3bU0qVLrW25c+fW/Pnz1ahRIxOTAQAAAMDT0RMgCkUAIDWYPVa6fSN6e9nKSZ8FAJBq2Nvby83Nzbrcrl07TZ8+XVmyUGAGAAAAgJSCIgCQ0oU+jLkA4JJeqlgj6fMAAFKVSZMm6dChQ+rdu7fatWtndhwAAAAAiBs6AlhRBABSsnMnJP+BUcv5Cks9hj5+ntFdcnQyJxcAIEXas2eP/vnnH7Vu3draliFDBu3du5eutEjRDh48KAcHB5UpU0aStGbNGs2fP19eXl4aNmyYHB0dTU4IAAAAJB5mCwVSsoO/Sg/vRy3nyCVlzfH4QQEAABBHjx490uDBg1W9enX5+fnp3LlzNuspACCle++993Tq1ClJ0rlz59SuXTu5urpq+fLl+vTTT01OBwAAgMRgsViS5JES0BMASCmuXZa2r7f90f/sn1HP8xeWWndJ+lwAgBTt+PHj6tSpkw4ePChJunfvnvz9/TVt2jSTkwEJ59SpU/L29pYkLV++XLVq1dKSJUv066+/ql27dpo8ebKp+QAAAIDERBEASCkCpkp/Hop9/Vvdpey5ki4PACBFi4yM1BdffKH+/fsrNDRUkpQuXToNHTpU/fv3NzkdkLAMw1BkZKQkafPmzXr11VclSfny5VNQUJCZ0QAAAJBIUspd+kmBIgCQ3D0Ke/y4fjn2bbLnkvIXSbpMAIAU7eLFi/L19dXWrVutbSVLllRAQIAqVqxoYjIgcVSqVEmjRo1SgwYNtH37dn355ZeSpPPnz8vDw8PkdAAAAEDioggAJGe//SLN95dCH0S1uaSXPp1gu12u/FI6/nUGADydYRgKCAjQhx9+qDt37ljbe/bsqTFjxsjFxcXEdEDimTx5st566y2tXr1agwYNUpEij2+eWLFihapVq2ZyOgAAACQGegJE4VdDIDnb+ZNtAUCSMmeT8hUyJw8AIEW7d++eBgwYYC0A5MuXTwsWLFC9evVMTgYkrrJly+ro0aPR2idMmCB7e3sTEgEAAABJhyIAkByFh0t7fpaO/RbVVrK85JpeatDCtFgAgJQtY8aMmjdvnl555RV17txZU6ZMUaZMmcyOBSSZsLAwXbt2zTo/wBP58+c3KREAAAASCz0BolAEAJKjvVulBf62bT2GSk7O5uQBAKRId+/e1cOHD5U9e3ZrW+PGjXXo0CF5e3ubFwxIYqdOnVKXLl20a9cum3bDMGSxWBQREWFSMgAAACDxUQQAkqOLZ2yXi5WhAAAAiJedO3eqc+fOKlGihNatW2dzFwwFAKQ1fn5+SpcunX744QflypWLu8IAAADSAi75rCgCAMnNhVPSljVRy136SJXrmpcHAJCihIaGaujQoRo/frwMw9D58+c1Z84cvfvuu2ZHA0xz+PBhHThwQCVKlDA7CgAAAJDkKAIAyc2vm2yXK9SQmLAOABAHR48eVceOHXXkyBFrW/Xq1dWgQQMTUwHm8/LyUlBQkNkxAAAAkITo/RnFzuwA06dPl6enp5ydnVWlShXt27fvqdtPnjxZxYsXl4uLi/Lly6devXrp4cOHSZQWSAQXTks/Lo96nD8Rte6VNgwDBAB4poiICE2YMEGVKlWyFgAcHBz0v//9T9u3b1ehQoVMTgiYa9y4cfr000+1bds23bhxQ3fu3LF5AAAAAKmZqT0Bli1bpt69e2vmzJmqUqWKJk+erMaNG+vkyZPKkSNHtO2XLFmi/v37a968eapWrZpOnTolX19fWSwW+fv7x3AGIJm7fUMa87EUGRnz+qr1kjYPACDFOX/+vHx8fPTLL79Y28qUKaOAgACVK1fOxGRA8vGkN0z9+vVt2pkYGAAAIPWiJ0AUU4sA/v7+6tq1q/z8/CRJM2fO1Lp16zRv3jz1798/2va7du1S9erV1aFDB0mSp6en2rdvr7179yZpbiDBXPk79gKAe2bJI0/S5gEApCgXL15U2bJlde/ePUmPL3L79OmjkSNHysnJyeR0QPKxdetWsyMAAAAApjGtCBAWFqYDBw5owIAB1jY7Ozs1aNBAu3fvjnGfatWqafHixdq3b58qV66sc+fOaf369erUqVNSxQYS1rezo55XrCFV+f8JgC12UvEyUjoHc3IBAFKE/Pnz6/XXX9fXX38tT09PLVq0SDVr1jQ7FpDs1K5d2+wIAAAASGL0BIhiWhEgKChIERER8vDwsGn38PDQiRMnYtynQ4cOCgoKUo0aNWQYhsLDw/X+++9r4MCBsZ4nNDRUoaGh1mXG/ESycStI+vtc1LJncalCdfPyAABSpGnTpilnzpwaOnSoMmbMaHYcINn65ZdfNGvWLJ07d07Lly9Xnjx5FBAQoIIFC6pGjRpmxwMAAAASjekTA8fHtm3bNGbMGM2YMUMHDx7UqlWrtG7dOo0cOTLWfcaOHSt3d3frI1++fEmYGHiKsFDb5Wr1Y94OAABJwcHB8vX11dKlS23aM2XKpIkTJ1IAAJ5i5cqVaty4sVxcXHTw4EHrTULBwcEaM2aMyekAAACQKCxJ9EgBTCsCZMuWTfb29rp69apN+9WrV5UzZ84Y9xk8eLA6deqkd955R2XKlNEbb7yhMWPGaOzYsYqMZVz1AQMGKDg42Pr4+++/E/y1AC+san3JPYvZKQAAydS2bdtUtmxZLVy4UN26ddOlS5fMjgSkKKNGjdLMmTM1Z84cOThEDbdYvXp1HTx40MRkAAAAQOIzrQjg6OioihUrasuWLda2yMhIbdmyRVWrVo1xn/v378vOzjayvb29JMkwjBj3cXJykpubm80DAAAgJXj48KE++eQT1a1bVxcvXpQkRURE6I8//jA5GZCynDx5UrVq1YrW7u7urtu3byd9IAAAACQ6i8WSJI+UwLQ5ASSpd+/e8vHxUaVKlVS5cmVNnjxZISEh8vPzkyR17txZefLk0dixYyVJzZs3l7+/v8qXL68qVarozJkzGjx4sJo3b24tBgApwm+/SHMnmJ0CAJCMHTp0SB07dtTx48etbXXq1NGCBQtUoEABE5MBKU/OnDl15swZeXp62rTv3LlThQoVMicUAAAAkERMLQK0bdtW169f15AhQxQYGChvb29t2LDBOlnwxYsXbe78/+yzz2SxWPTZZ5/p0qVLyp49u5o3b67Ro0eb9RKA57NynvQoLGrZycW8LACAZCU8PFzjxo3TsGHDFB4eLulxz8YxY8aoZ8+e0XpFAni2rl276uOPP9a8efNksVh0+fJl7d69W3369NHgwYPNjgcAAIBEkFLu0k8KFiO2cXRSqTt37sjd3V3BwcEMDYSkZxjS2T+l//WOastfRPLrLeXjLjQASOv++usvtW/fXrt377a2eXt7a/HixSpVqpSJyYC4Sa7X2oZhWOcSu3//vqTHxbU+ffpo5MiRz3VMl/I9EjIiUoH32tRSL5/68sjqpqOnLqn3uOX67Y+/Ytw2XTo79X27kTq+WkW5c2TSqb+u6rMpa7Rp158xbt/Hr6FGfvS6pn29VX0nrkzMl4EU6Nb+aWZHQDKzdMnXWjh/roKCrqtY8RLqP3CwypQtG+v2G3/6UdOnTtHlS5eUv4Cnevbuo5q1alvXlytVPMb9en3SV75vv5Pg+ZFyOZt6u3l0BT76PknO89cXzZPkPC+CW8mApLRxlW0BIHsuacg0CgAAAEmSs7OzTp8+LUmys7PToEGDtHfvXgoAwAuyWCwaNGiQbt68qWPHjmnPnj26fv26hg4dqsuXL5sdD6lA60YVNO6TNzR61o+q2mGcjpy6pLUzuit75gwxbj/sg+Z6p1UN9R6/XOVbjdJXK3Zq2aSuKlc8b7RtK3rlV5dW1XXk1D+J/TIApAIbflyviePH6r0Pumvp8u9UvHgJdXuvi27cuBHj9ocPHVT/vp/ojZattWzFatWtV189P+yu06dPWbfZsm2nzWP4qDGyWCxq0LBxUr0s4LkwJ0AUigBAUjrzn4kc8xY0JwcAIFny8PDQ7NmzVaRIEe3cuVOjRo2So6Oj2bGAVMPR0VFeXl6qXLmyMmTIoD/++EP58uUzOxZSgY861tP8VbsUsHaPTpwL1Iejl+rBwzD5tKga4/YdXq2s8XM36qedx3Xh0g3NWb5TP/16XB93qmezXXoXR80f46sPRn6j23ceJMVLAZDCBSycr5at26jFG61UuEgRfTZ0uJydnbV6Vcy9iL5evEjVatSU79vvqFDhwurxUU+V9PLS0iWLrdtky57d5rHt5y16qXIV5eX/oUjmKAJEoQgAJLbICOmbL6WRH0onfo9qf72T5NvLvFwAANOtXLlSQUFBNm1vvPGGjh07pqpVY/7hCACQvDiks1f5kvn0896T1jbDMPTz3pOqXDbmm34cHdLpYdgjm7YHD8NUrXxhm7bJA9pqwy/HtPVfxwaA2DwKC9Ofx//Qy1WrWdvs7Oz08svVdOT3QzHuc+TwYb38su11Z7XqNXTk8OEYt78RFKRfdmzXGy1bJ1huAImPIgCQ2P78XdqyRvrrtPQgJKq93mtS+ozm5QIAmObWrVvq0KGDWrdurW7duum/UzQ5OTmZlAwAEF/ZMmdQunT2unbzrk37tRt3lDNrzHNjbN79pz7qWE+F82eXxWJRvSol9Ho9b+XMFrX9m40ryrtEPg2eujZR8wNIPW7dvqWIiAhlzZrVpj1r1qzRbjx5IigoSFmzZou+/Y2Yt1+75ju5uqZX/YaNEiY0kJgsSfRIASgCAInpUZh0aFfUssUipXOQGrSgAAAAadSmTZtUpkwZffPNN5KkFStWaMeOHSanAvA0oaGhunPnjs3DiIwwOxZSsD4TVujsxWv6fdVg3dk3WZ/3f1OL1u5RZOTjonBej0ya0LeV/AYtUGhYuMlpASDK6u9WqumrzblpBUhhktmczUAqEhn5eAigy39FtbV5V2r4hnmZAACmuX//vvr166dp06ZZ2zJlyqTp06erVq1aJiYDUq8jR448df3Jk3EbYmXs2LEaPny4TZu9x0tyyFX5ubMh9Qi6dU/h4RHKkcX2Jp8cWd0UeONOrPu06T1HTo7plNU9vS5fD9aoj17X+UuPJ+4sXzK/PLK6afeSftZ90qWzV40KhfV+21pyr9LTWjAAgCcyZ8ose3v7aJMA37hxQ9myZYtxn2zZsunGf+76v3HjhrJljb79wQO/6cL58xo/cXKCZQYSU0oZrz8pUAQAEsvtG7YFAEnKxaQ5AJAW7d+/X506dbL5wbFBgwaaP3++8ubNa2IyIHXz9vaWxWKJNuSWJGt7XL4cDhgwQL1797Zpy1GzXyxbI615FB6hQ3/+rbpViuv7bY8LTxaLRXUrF9PMZU/v6RUaFq7L14OVLp2dWtT31spNByVJW/edVMXWo222nT28o06ev6pJCzZRAAAQIwdHR5X0KqW9e3arXv0GkqTIyEjt3btb7dp3jHGfst7e2rtnjzp29rW27dm9S2W9vaNt+93KFfIqVUrFS5RIjPgAEhFFACCx/LcA8P5AyauCOVkAAKZ49OiRRo8erVGjRiki4vHQIc7Ozho/fry6d+8uOztGZgQS0/nz5xPkOE5OTtGGPbDY2SfIsZE6fLH4Z80Z0UkHjl/Ub8cuqEeHunJ1cdKiNXskSV+N7KTL14I15P/H93+pdAHlzpFJv5/8R3lyZNKg95rKzs4i/wWbJUn37ofq+NkrNucIeRCmm8Eh0doB4N86+fhp8MB+KlWqtEqXKavFAQv14MEDtXijpSRp0IBPlSOHhz7u9Ykk6a2OndXFt5MWLpinWrVqa8OP6/XHsWMaPGyEzXHv3bunjRs36JO+FMGRctATIApFACCxrF8W9bxyHakSQz0AQFrzww8/2Awh8tJLL2nRokUqwd1TQJIoUKCA2RGQRqzYeFDZMmfQkG7N5JE1o46cvKTXu0+3ThacL2cWm7v3nZwcNLT7qyqYJ5vu3Q/VT7/+oS6DFyn43gOzXgKAVOKVJk116+ZNzZj2hYKCrqt4iZKaMesrZf3/4YACr1yRnSXqRhTv8hU0dvxETftisqZO9lf+Ap6aPHW6ihYtZnPcDevXSYahJk1fTdLXAyBhWIyY+samYnfu3JG7u7uCg4Pl5uZmdhykZmN7SWf/fPy812ipVEVz8wAAkpxhGGrZsqW+//57DR48WAMHDpSDg4PZsYBEkxKutcuUKaP169crX74XG6bRpXyPBEoEAC/m1v5pz94IAJKAczK73bxInx+T5DxnJjZJkvO8iGT2pwFSKYYBAoA04fbt28qUKZN12WKxaPbs2bpw4YJeeukl84IBsLpw4YIePXpkdgwAAAAgyTAQLQAAwAsyDEOLFy+Wp6envv/+e5t12bNnpwAAAAAAAEnMYrEkySO+pk+fLk9PTzk7O6tKlSrat29frNvWqVMnxnM2a9YsXuekCAAkhuCbUUMBAQBStRs3bqhNmzbq1KmTgoOD9c477+j69etmxwIQi5o1a8rFxcXsGAAAAEiDli1bpt69e2vo0KE6ePCgypUrp8aNG+vatWsxbr9q1SpduXLF+jh27Jjs7e315ptvxuu8FAGAxLBhhdkJAABJ4Mcff1Tp0qW1YkXUf/cbNmzIuP9AMrZ+/XrlypXL7BgAAABIZBZL0jziw9/fX127dpWfn5+8vLw0c+ZMubq6at68eTFunyVLFuXMmdP62LRpk1xdXeNdBGBOACChPQqTzvwRtexVIf7/RQAAJGv37t1Tnz59NGvWLGtblixZNHPmzHhfjAFIGqdPn9bWrVt17do1RUZG2qwbMmSISakAAACQVoSFhenAgQMaMGCAtc3Ozk4NGjTQ7t2743SMuXPnql27dkqfPn28zk0RAEhI1wOlMR9Ld4Oj2nw+Ni8PACDB7d69W506ddLZs2etbU2aNNHcuXO5uxhIpubMmaNu3bopW7Zsypkzp83YrRaLhSIAAABAKvQ84/U/j9DQUIWGhtq0OTk5ycnJyaYtKChIERER8vDwsGn38PDQiRMnnnmeffv26dixY5o7d268MzIcEJCQju6zLQA4OknpM5qXBwCQoBYtWqQaNWpYCwCurq6aOXOm1q1bRwEASMZGjRql0aNHKzAwUIcPH9ahQ4esj4MHD5odDwAAACnY2LFj5e7ubvMYO3Zsgp9n7ty5KlOmjCpXrhzvfekJACSUsFDpp3/NBWBnJ70/UHJ2NS8TACBB1a1bVxkzZlRwcLCqVq2qRYsWqUiRImbHAvAMt27dYqguAACANCapRuceMGCAevfubdP2314AkpQtWzbZ29vr6tWrNu1Xr15Vzpw5n3qOkJAQLV26VCNGjHiujPQEABLKrs3SjX/N5P1OP6lsFfPyAAASXL58+TRjxgyNHj1aO3bsoAAApBBvvvmmNm7caHYMAAAApEJOTk5yc3OzecRUBHB0dFTFihW1ZcsWa1tkZKS2bNmiqlWrPvUcy5cvV2hoqDp27PhcGekJACSUoEDb5RLlzMkBAEgQFy5c0KBBgzRjxgy5u7tb2zt06GBiKgDPo0iRIho8eLD27NmjMmXKyMHBwWb9Rx99ZFIyAAAAJBY7uyTqChAPvXv3lo+PjypVqqTKlStr8uTJCgkJkZ+fnySpc+fOypMnT7ThhObOnasWLVooa9asz3VeigBAYug5SnLLZHYKAMBzMAxDCxYs0Mcff6y7d+/KwcFBCxYsMDsWgBcwe/ZsZciQQdu3b9f27dtt1lksFooAAAAASBJt27bV9evXNWTIEAUGBsrb21sbNmywThZ88eJF2dnZDt5z8uRJ7dy584V6tlIEABKDY/QuPwCA5O/atWt69913tWbNGmvbtm3bdPPmTWXJksXEZABexPnz582OAAAAgCSWVHMCxFePHj3Uo0ePGNdt27YtWlvx4sVlGMYLnZMiABCboEBpz89S6MO4bX/qaOLmAQAkqrVr16pr1666di1qfhdfX19NmTJFbm5uJiYDkJCefIGyJNdvhQAAAEACowgAxGbOOOnsn8+5M18qASCluHPnjnr16qV58+ZZ27Jly6Y5c+aoRYsW5gUDkKAWLVqkCRMm6PTp05KkYsWKqW/fvurUqZPJyQAAAJAYuOkjCkUAIDaB/zzffhndpQJFEjYLACBR/PLLL+rcubMuXLhgbWvevLnmzJljHZMRQMrn7++vwYMHq0ePHqpevbokaefOnXr//fcVFBSkXr16mZwQAAAASDwUAYDYhNx9/M/M2aQufeO2j8UieRaTnJwTLxcAIMEcOXLEWgDIkCGDpkyZIj8/P+4YAVKZqVOn6ssvv1Tnzp2tba+99ppKlSqlYcOGUQQAAABIhfhaF4UiABCTG1HjQSvkrlSinHlZAACJ5oMPPtDatWv14MEDLVy4UAULFjQ7EoBEcOXKFVWrVi1ae7Vq1XTlyhUTEgEAAABJx87sAECyExYq/fJj1LJbZvOyAAASTEREhDZt2mTTZrFYtGzZMm3dupUCAJCKFSlSRN9++2209mXLlqlo0aImJAIAAEBis1gsSfJICegJAPzXD99I65dGLRctbV4WAECCOHv2rDp37qxdu3Zp06ZNatCggXVdpkyZzAsGIEkMHz5cbdu21Y4dO6xzAvz666/asmVLjMUBAAAAIDWhJwDwX5fO2y4XowgAACmVYRiaPXu2ypUrp127dkmS3nnnHYWFhZmcDEBSatWqlfbu3ausWbNq9erVWr16tbJly6Z9+/bpjTfeMDseAAAAEgE9AaLQEwCQpMC/pa/GS9euSKEPotp7jpJKVzIvFwDguV25ckXvvPOO1q9fb20rVKiQFi1aJEdHRxOTATBDxYoV9fXXX5sdAwAAAEhyFAEASdq5Sbpw2rbNPp1UpJQ5eQAAL2TFihV6//33dePGDWtb165dNWnSJGXMmNHEZACSkp2d3TPvzrJYLAoPD0+iRAAAAEgqKeQm/SRBEQCIiJB+2xG1nCWH5Owi1Wry+J8AgBTj9u3b+vDDD7V48WJrm4eHh7766iu9+uqrJiYDYIbvvvsu1nW7d+/WF198ocjIyCRMBAAAACQ9igDAhuVSUGDU8gefSZ7FzMsDAHhuXbt21YoVK6zLLVu21MyZM5U9e3YTUwEwy+uvvx6t7eTJk+rfv7++//57vfXWWxoxYoQJyQAAAJDYUsp4/UmBiYGBC6dsl3PmNScHAOCFjR07Vq6urnJzc9OiRYu0YsUKCgAAJEmXL19W165dVaZMGYWHh+vw4cNauHChChQoYHY0AAAAIFHREwBp244fpUO7opYHTpGcXc3LAwCIl7CwMJtJfosUKaJly5apbNmyyp8/v4nJACQXwcHBGjNmjKZOnSpvb29t2bJFNWvWNDsWAAAAEhkdAaLQEwBpl2FIy2ZHLVvsJI/c5uUBAMRZeHi4RowYoQoVKuj+/fs261599VUKAAAkSePHj1ehQoX0ww8/6JtvvtGuXbsoAAAAACDNoScA0pbAf6R/zj9+bhhS6IOoda+2l9JnNCcXACDOTp48qc6dO2vfvn2SpE8//VTTpk0zORWA5Kh///5ycXFRkSJFtHDhQi1cuDDG7VatWpXEyQAAAJDYmBMgCkUApB0XTkmjPop5XWEv6fVOSZsHABAvhmFoxowZ6tu3rx48eFzEtbe3V9asWWUYBhd4AKLp3Lkz/20AAABAmkcRAGnHmeOxr8tbMOlyAADi7dKlS/Lz89OmTZusbcWKFdOiRYtUpUoVE5MBSM4WLFhgdgQAAACYhHtBolAEQOp08ay0aoF073ZU251/Pa9SV8pf5PHzDG5SJcaGBYDk6ptvvtEHH3yg27dvW9u6d++u8ePHy9WVydwBAAAAAHgaigBIndZ9Ix3bH/v6SjWl8tWSLg8AIN4Mw5Cvr68WLVpkbcudO7fmz5+vRo0amZgMAAAAAJDcMSxkFDuzAwCJ4tyJqOcWO8nuX49iZSSvCuZlAwDEicVikZeXl3W5Xbt2Onr0KAUAAAAAAADigZ4ASH32/CzdCopanv6d5OhkXh4AwHPr06ePdu3apfbt26tdu3ZmxwEAAAAApBB0BIhCEQCpzx8Ho55bLFI6B/OyAADibM+ePdq/f78+/PBDa5u9vb3WrFljYioAAAAAAFI2igBIuSIipDUB0oVTtu2Xzkc97z708RBAAIBkKywsTCNHjtSYMWMkSRUrVlS1aszbAgAAAAB4fswJEIUiAFKuP36T1i99+jZ5PZMkCgDg+Rw/flydOnXSwYNRvbimTZtGEQAAAAAAgATCLdJImQxDOnn06duUryZl9UiaPACAeImMjNTkyZNVoUIFawEgXbp0GjlypBYtWmRyOgAAAABASmexJM0jJaAnAFKmgC+kHT9GLbfvJlVvGLVssZOcnJM+FwDgmS5evChfX19t3brV2layZEkFBASoYsWKJiYDAAAAACD1oQiAlOnATtvl3PklZ1dzsgAA4sQwDAUEBOjDDz/UnTt3rO09e/bUmDFj5OLiYmI6AAAAAEBqwpwAUSgCIGW5eV36aYUUcjeqzbe3VLyceZkAAHESHh6uzz//3FoAyJcvnxYsWKB69eqZnAwAAAAAgNSLOQGQsqz7RtqyJmo5V36pRiPJjo8yACR3Dg4OCggIkJOTkzp16qQjR45QAAAAAAAAJArmBIhCTwCkLLeCbJerNYx5OwCA6e7evavr16+rUKFC1rbSpUvrjz/+UOHChU1MBgAAAABA2kERACmHYUhH9kUtj/pKypnXvDwAgFjt3LlTnTt3VoYMGbR//345OTlZ11EAAAAAAAAkNuYEiMIYKkg5ggJtl7PmMCcHACBWoaGh6t+/v2rVqqXz58/r6NGjGjFihNmxAAAAAABIs+gJgJQjIiLquXsWycHRvCwAgGiOHj2qjh076siRI9a26tWrq0uXLiamAgAAAACkRXQEiEJPAKQcF89GPS9e1rwcAAAbERERmjBhgipVqmQtADg4OOh///uftm/fbjMnAAAAAAAASFr0BEDK8fB+1PMHIeblAABYnT9/Xj4+Pvrll1+sbWXKlFFAQIDKlStnYjIAAAAAQFrGnABRKAIgZfh9r7RoStRy2crmZQEASJJu376tChUq6Pbt25IeX2D16dNHI0eOtJkIGAAAAAAAmIfhgJAy7Npku+yW2ZwcAACrTJky6cMPP5QkeXp6atu2bRo/fjwFAAAAAACA6SwWS5I8UgJ6AiBliAiPel7zFalcFfOyAEAaZhiGzUXO4MGD5eDgoI8//lhubm4mJgMAAAAAADGhJwBSnjd8pXQOZqcAgDQlODhYvr6+Gjt2rE27g4ODBg8eTAEAAAAAAJCsWCxJ80gJ6AkAAACeatu2bfLx8dHFixeVLl06NWnSROXLlzc7FgAAAAAAiAN6AiB5O/G71Oct6fAes5MAQJrz8OFDffLJJ6pbt64uXrwoSXJxcbE+BwAAAAAguWJOgCj0BEDytmO9dPtG1HI6B8nJ2bw8AJBGHDp0SB07dtTx48etbXXq1NGCBQtUoEABE5MBAAAAAID4oCcAkrdHj6KeFywudfyQIgAAJKLw8HCNHj1alStXthYAnJycNGnSJG3ZsoUCAAAAAAAgRWBOgCj0BEDK0WOo5J7F7BQAkGpdvnxZrVu31u7du61t3t7eCggIUOnSpU1MBgAAAAAAnhc9AQAAgCQpc+bMunXrliTJzs5OAwcO1N69eykAAAAAAABSHOYEiEIRAMnXozDp0C6zUwBAmuHi4qKAgACVKFFCv/zyi0aPHi1HR0ezYwEAAAAAEG8MBxSFIgCSrz8O2C47OpmTAwBSqeXLl+vkyZM2bZUqVdKxY8dUrVo1k1IBAAAAAJB6TZ8+XZ6ennJ2dlaVKlW0b9++p25/+/Ztde/eXbly5ZKTk5OKFSum9evXx+ucLzQnwMOHD+XszCStSCQ3r0c9z+YhuaQ3LwsApCK3bt1Sjx49tGTJElWuXFm//vqr0qWLuiSwt7c3MR0AAAAAAC/OLhnepr9s2TL17t1bM2fOVJUqVTR58mQ1btxYJ0+eVI4cOaJtHxYWpoYNGypHjhxasWKF8uTJo7/++kuZMmWK13nj3RMgMjJSI0eOVJ48eZQhQwadO3dOkjR48GDNnTs3vocDYmYY0pIZUcsN3jAvCwCkIps3b1aZMmW0ZMkSSdK+ffv03XffmZwKAAAAAIDUz9/fX127dpWfn5+8vLw0c+ZMubq6at68eTFuP2/ePN28eVOrV69W9erV5enpqdq1a6tcuXLxOm+8iwCjRo3SggULNH78eJtxgkuXLq2vvvoqvocDYmZE2i4XLGZODgBIJe7fv6+PPvpIDRs21KVLlyRJmTJl0tdff63WrVubnA4AAAAAgISV3OYECAsL04EDB9SgQQNrm52dnRo0aKDdu3fHuM/atWtVtWpVde/eXR4eHipdurTGjBmjiIiIeL0X8R4OaNGiRZo9e7bq16+v999/39perlw5nThxIr6HA2IWci/quaOTVNjLvCwAkMLt379fnTp1shn/v0GDBpo/f77y5s1rYjIAAAAAAFK20NBQhYaG2rQ5OTnJycl2ftOgoCBFRETIw8PDpt3DwyPW39XPnTunn3/+WW+99ZbWr1+vM2fO6IMPPtCjR480dOjQOGeMd0+AS5cuqUiRItHaIyMj9ejRo/geDojZgZ1Rz7PnMi8HAKRgjx490rBhw1S1alVrAcDZ2VlffPGFfvrpJwoAAAAAAIBUy2KxJMlj7Nixcnd3t3mMHTs2QV5DZGSkcuTIodmzZ6tixYpq27atBg0apJkzZ8brOPHuCeDl5aVffvlFBQoUsGlfsWKFypcvH9/DAdGFPpT2bYtaLlLKtCgAkJIdOHBAI0aMkGEYkqSXXnpJixYtUokSJUxOBgAAAABA6jBgwAD17t3bpu2/vQAkKVu2bLK3t9fVq1dt2q9evaqcOXPGeOxcuXLJwcFB9vb21raSJUsqMDBQYWFhNsP1P028iwBDhgyRj4+PLl26pMjISK1atUonT57UokWL9MMPP8T3cEB0/gOls8ejlr0oLgHA83j55ZfVq1cvTZkyRYMHD9bAgQPl4OBgdiwAAAAAABKdXTzG638RMQ39ExNHR0dVrFhRW7ZsUYsWLSQ9vtN/y5Yt6tGjR4z7VK9eXUuWLFFkZKTs7B4P6nPq1CnlypUrzgUA6TmGA3r99df1/fffa/PmzUqfPr2GDBmiP//8U99//70aNmwY38MBtgzDtgAgSXk8TYkCAClNYGCgIiNtJ1YfPXq09u3bp6FDh1IAAAAAAADARL1799acOXO0cOFC/fnnn+rWrZtCQkLk5+cnSercubMGDBhg3b5bt266efOmPv74Y506dUrr1q3TmDFj1L1793idN949ASSpZs2a2rRp0/PsCsQu+Ka0dJZt28DJUk7GrAaApzEMQ0uWLFH37t01fPhwffzxx9Z1zs7OqlChgonpAAAAAABIehZLEnUFiIe2bdvq+vXrGjJkiAIDA+Xt7a0NGzZYJwu+ePGi9Y5/ScqXL59++ukn9erVS2XLllWePHn08ccfq1+/fvE6r8V4MlBwHBUqVEj79+9X1qxZbdpv376tChUq6Ny5c/EKkNTu3Lkjd3d3BQcHy83Nzew4+LcfvpFWL4xaLlFO6jPOvDwAkALcuHFD77//vlasWCHp8Y/+Bw8eVMmSJU1OBiAtSkvX2i7lY+6yDQBJ7db+aWZHAABJkvNz3W6eeJrO3Jck51n/fuUkOc+LiPef5sKFC4qIiIjWHhoaqkuXLiVIKKQxkRHS2RPS32dt2+u3MCUOAKQU69evV5cuXRQYGGhta9WqlXLlymViKgAAAAAAzJcMOwKYJs5FgLVr11qf//TTT3J3d7cuR0REaMuWLfL09Ix3gOnTp2vChAkKDAxUuXLlNHXqVFWuHHv15Pbt2xo0aJBWrVqlmzdvqkCBApo8ebKaNm0a73MjmZg6TDq637atv79UxMuUOACQ3N27d099+vTRrFlRQ6hlyZJFM2fO1JtvvmliMgAAAAAAkNzEuQjwZMZii8UiHx8fm3UODg7y9PTUpEmT4nXyZcuWqXfv3po5c6aqVKmiyZMnq3Hjxjp58qRy5MgRbfuwsDA1bNhQOXLk0IoVK5QnTx799ddfypQpU7zOi2Tm2AHbZXt7KXtOc7IAQDK3a9cude7cWWfPRvWeatKkiebOnUsPAAAAAAAA/p9FdAV4Is5FgMjISElSwYIFtX//fmXLlu2FT+7v76+uXbtaZz+eOXOm1q1bp3nz5ql///7Rtp83b55u3rypXbt2ycHBQZKeq/cBkpGb1yXj8WdL7pmlmq9IpSpJ7lnMzQUAydDq1avVqlUr6/+TXV1d5e/vr3fffTdZTngEAAAAAADMZ/fsTWydP38+QQoAYWFhOnDggBo0aBAVxs5ODRo00O7du2PcZ+3atapataq6d+8uDw8PlS5dWmPGjIlxjgKkEBtXRT13zyK18JGKljIvDwAkY/Xr11eBAgUkSVWrVtXvv/+u9957jwIAAAAAAAD/YWdJmkdK8FxzNoeEhGj79u26ePGiwsLCbNZ99NFHcTpGUFCQIiIi5OHhYdPu4eGhEydOxLjPuXPn9PPPP+utt97S+vXrdebMGX3wwQd69OiRhg4dGuM+oaGhCg0NtS7fuXMnTvmQBB6ESMf+NRdA+WrmZQGAFCBjxoxauHChfvnlF3366adKl+65/jcOAAAAAADSkHj/enDo0CE1bdpU9+/fV0hIiLJkyaKgoCC5uroqR44ccS4CPI/IyEjlyJFDs2fPlr29vSpWrKhLly5pwoQJsRYBxo4dq+HDhydaJjynq5ekEd2l0IdRbS/XNy8PACQzFy5c0IcffqipU6faDH1Xs2ZN1axZ07xgAAAAAACkAPSajxLv4YB69eql5s2b69atW3JxcdGePXv0119/qWLFipo4cWKcj5MtWzbZ29vr6tWrNu1Xr15VzpwxTwqbK1cuFStWTPb29ta2kiVLKjAwMFqPhCcGDBig4OBg6+Pvv/+Oc0Ykoj8O2BYAnFykjO7m5QGAZMIwDM2fP19ly5bVDz/8IF9fX+scAAAAAAAAAPEV754Ahw8f1qxZs2RnZyd7e3uFhoaqUKFCGj9+vHx8fNSyZcs4HcfR0VEVK1bUli1b1KJFC0mP7/TfsmWLevToEeM+1atX15IlSxQZGSk7u8f1i1OnTilXrlxydHSMcR8nJyc5OTnF92XieUVGSpu+k86ffPp21y5FPU+fUeo+RHJ2SdxsAJDMXbt2Te+++67WrFljbbtw4YL+/vtv61wAAAAAAADg2egIECXeRQAHBwfrD/A5cuTQxYsXVbJkSbm7u8f7LvvevXvLx8dHlSpVUuXKlTV58mSFhITIz89PktS5c2flyZNHY8eOlSR169ZN06ZN08cff6wPP/xQp0+f1pgxYxJ1CCLE05+HpOVz4rfPW92lYmUSJw8ApBBr1qxR165ddf36dWubr6+vpkyZIjc3NxOTAQAAAACAlCzeRYDy5ctr//79Klq0qGrXrq0hQ4YoKChIAQEBKl26dLyO1bZtW12/fl1DhgxRYGCgvL29tWHDButkwRcvXrQWHCQpX758+umnn9SrVy+VLVtWefLk0ccff6x+/frF92UgId0KksLDHz+/eC5++2bJLnlVSPhMAJBC3LlzR7169dK8efOsbdmyZdOcOXOsPeUAAAAAAED82NEVwMpiGIYRnx1+++033b17V3Xr1tW1a9fUuXNn7dq1S0WLFtXcuXPl7e2dSFETxp07d+Tu7q7g4GDurEwIX42X9vwc87qWvlKVek/fP1NW6V9zPABAWvLrr7+qY8eOunDhgrWtefPmmjNnjrUgDgApSVq61nYpH/MQpgCQ1G7tn2Z2BACQJDnH+3bzxNVy7oEkOc+qLhWT5DwvIt5/mkqVKlmf58iRQxs2bEjQQEhBwsOlvVtjX5+vsJQ1R9LlAYAU5s6dO9YCQIYMGTRlyhT5+fnJwt0KAAAAAAC8EL5aR0mw+szBgwc1ZMgQ/fDDDwl1SCR394KlJx1JMrpLJctHrStQVCrFMD8A8DRNmjTRe++9p+PHj2vhwoUqWLCg2ZEAAAAAAEAqE68iwE8//aRNmzbJ0dFR77zzjgoVKqQTJ06of//++v7779W4cePEyonkaN3SqOc580rv9jcvCwAkcxEREVqxYoXatGljc6f/5MmT5eDgIHuGRgMAAAAAIMHQyz6K3bM3eWzu3Llq0qSJFixYoHHjxunll1/W4sWLVbVqVeXMmVPHjh3T+vXrEzMrkptbQVHPi5c1LwcAJHNnz55VrVq11K5dO82dO9dmnbOzMwUAAAAAAACQaOJcBJgyZYrGjRunoKAgffvttwoKCtKMGTN09OhRzZw5UyVLlkzMnEju6r5mdgIASHYMw9Ds2bNVrlw57dq1S5L0ySefKDg42ORkAAAAAACkbhZL0jxSgjgXAc6ePas333xTktSyZUulS5dOEyZMUN68eRMtHAAAKVVgYKCaN2+u9957TyEhIZKkQoUKaf369XJ3dzc5HQAAAAAASCviPCfAgwcP5OrqKunxeEpOTk7KlStXogVDMvYgRNq1Wbr8l9lJACBZWrFihd5//33duHHD2ta1a1f5+/srQ4YMJiYDAAAAACBtsEspt+kngXhNDPzVV19Zf7wIDw/XggULlC1bNpttPvroo4RLh+Rp/TLpx29t2/iXCgB0+/Ztffjhh1q8eLG1zcPDQ3PnzlWzZs1MTAYAAAAAANKqOBcB8ufPrzlz5liXc+bMqYCAAJttLBYLRYC0IPAf2+X8RaSMDG0BAEOGDLEpALRq1UozZ86MVjAHAAAAAACJi1uWo8S5CHDhwoVEjIEU49IF6dCuqOUeQ6XSL9ETAAAkDRs2TCtXrtS9e/c0bdo0dezYURb++wgAAAAAAEwUr+GAAO3eYrtcopyUjo8RgLTp3r17NmP8Z8mSRStXrlTu3LmVP39+E5MBAAAAAJC2cVNeFDuzAyAFuXpJ2rA8arlWE8nZ1bw8AGCS8PBwjRgxQkWKFNGVK1ds1r388ssUAAAAAAAAQLLBLdyIm0dh0v9627bVeMWcLABgolOnTqlTp07at2+fJKlLly5at24ddxgAAAAAAJCM2PE13YqeAIibu8GPH0+4ZpDyFDAvDwAkMcMwNH36dHl7e1sLAPb29qpUqZIiIiJMTgcAAAAAABAzegLg2QxDmj8patk+nTRmnuTkbF4mAEhCly5dkp+fnzZt2mRtK1q0qAICAlSlShUTkwEAAAAAgJjQYz/Kc/UEOHv2rD777DO1b99e165dkyT9+OOP+uOPPxI0HJKJf85Lfx6OWq7WQMrgZlocAEhK33zzjUqXLm1TAOjevbsOHTpEAQAAAAAAACR78S4CbN++XWXKlNHevXu1atUq3bt3T5L0+++/a+jQoQkeECa5cEra8ePjx95ttusatDAjEQAkue7du6tDhw66ffu2JCl37tz66aefNG3aNKVPn97ccAAAAAAAIFYWS9I8UoJ4FwH69++vUaNGadOmTXJ0dLS216tXT3v27EnQcDDJ2ePSqI+kRVMePzZ8G7WuwRtSHk/TogFAUqpXr571ebt27XT06FE1atTIxEQAAAAAAADxE+85AY4ePaolS5ZEa8+RI4eCgoISJBRMduF07OsKFku6HABgslatWqlHjx6qXr262rVrZ3YcAAAAAAAQR8wJECXeRYBMmTLpypUrKliwoE37oUOHlCdPngQLBhNdvhj1vFYTqVCJx89z5JGKljInEwAksifD3I0bN86mferUqSYlAgAAAAAAeHHxLgK0a9dO/fr10/Lly2WxWBQZGalff/1Vffr0UefOnRMjI5Ja0JWo50VLS1Xrm5cFABLZo0ePNGLECI0ZM0aRkZHy9vZW+/btzY4FAGnO2rVr47zta6+9lohJAAAAkBrY0RHAKt5FgDFjxqh79+7Kly+fIiIi5OXlpYiICHXo0EGfffZZYmREYnt4X/rzdyki/PFyWGjUugJFzMkEAEng+PHj6tSpkw4ePGhtW7Rokdq1a0e3QQBIYi1atIjTdhaLRREREYkbBgAAAEhF4l0EcHR01Jw5czR48GAdO3ZM9+7dU/ny5VW0aNHEyIfEZhjSmJ62QwD9m4NjzO0AkIJFRkZqypQpGjBggEJDHxc+06VLp6FDh6p///4UAADABJGRkWZHAAAAQCrCd/so8S4C7Ny5UzVq1FD+/PmVP3/+xMiEpBRyL/YCQAY3KVPWpM0DAIns4sWL8vX11datW61tJUuWVEBAgCpWrGhiMgAAAAAAgIQX7yJAvXr1lCdPHrVv314dO3aUl5dXYuSCGXLmk2q+8vi5nZ1Utgo9AQCkGoZhKCAgQB9++KHu3Lljbe/Zs6fGjBkjFxcXE9MBAP4rJCRE27dv18WLFxUWFmaz7qOPPjIpFQAAAFIK+gFEiXcR4PLly1q6dKm++eYb/e9//1PZsmX11ltvqX379sqbN29iZERSyZ5TatzK7BQAkGhWrlxpLQDky5dPCxYsUL169UxOBQD4r0OHDqlp06a6f/++QkJClCVLFgUFBcnV1VU5cuSgCAAAAADEg118d8iWLZt69OihX3/9VWfPntWbb76phQsXytPTkx9SUhrDkP46ZXYKAEgSFotFs2fPVvbs2dWpUycdOXKE/28BQDLVq1cvNW/eXLdu3ZKLi4v27Nmjv/76SxUrVtTEiRPNjgcAAIAUwM5iSZJHShDvngD/VrBgQfXv31/lypXT4MGDtX379oTKhaSwbJa0ebXZKQAgUdy7d0+nT59W+fLlrW0eHh46cuSIcubMaWIyAMCzHD58WLNmzZKdnZ3s7e0VGhqqQoUKafz48fLx8VHLli3NjggAAACkGPHuCfDEr7/+qg8++EC5cuVShw4dVLp0aa1bty4hsyGxHfvNdjlnPnNyAEAC27lzp8qVK6cmTZooKCjIZh0FAABI/hwcHGRn9/irSo4cOXTx4kVJkru7u/7++28zowEAACCFsFiS5pESxLsnwIABA7R06VJdvnxZDRs21JQpU/T666/L1dU1MfIhIf20QvrjYNTyzetRzzt8IFWtn/SZACABhYaGaujQoRo/frwMw5D0eEiJgIAAk5MBAOKjfPny2r9/v4oWLaratWtryJAhCgoKUkBAgEqXLm12PAAAACBFiXcRYMeOHerbt6/atGmjbNmyJUYmJIa/z0nLv4p5XUZ3qd5rSZsHABLY0aNH1bFjRx05csTaVr16dQ0bNsy8UACA5zJmzBjdvXtXkjR69Gh17txZ3bp1U9GiRTVv3jyT0wEAACAlsKSU2/STQLyLAL/++mti5EBiCrkrnfkj5nX29lL915M2DwAkoIiICPn7++uzzz5TWFiYpMfDSIwYMUJ9+/aVvb29yQkBAPFVqVIl6/McOXJow4YNJqYBAAAAUrY4FQHWrl2rJk2ayMHBQWvXrn3qtq+9xh3lycrFM9LY3tKjsKi2xq2l5h0eP7dPJzk4mpMNAF7Q+fPn5ePjo19++cXaVrp0aQUEBMjb29u8YAAAAAAAwFR0BIgSpyJAixYtFBgYqBw5cqhFixaxbmexWBQREZFQ2ZAQjv5mWwCQpNz5JWfmcACQsoWFhalmzZq6dOmSpMf/D+rTp49GjhwpJycnk9MBAF5EwYIFn9p9+9y5c0mYBgAAAEjZ4lQEiIyMjPE5krnISGnjyqjlMi89flSuY1okAEgojo6OGj16tHx9feXp6amFCxeqVq1aZscCACSAnj172iw/evRIhw4d0oYNG9S3b19zQgEAACBFsaMrgFW85wRYtGiR2rZtG+0uy7CwMC1dulSdO3dOsHB4QSd/fzwfwBP1XntcBACAFCoiIsJmjP/OnTsrJCREHTt2lJubm4nJAAAJ6eOPP46xffr06frtt9+SOA0AAACQcKZPn64JEyYoMDBQ5cqV09SpU1W5cuUYt12wYIH8/Pxs2pycnPTw4cN4ndMuviH9/PwUHBwcrf3u3bvRAsFkt27YLhcrY04OAHhBwcHB8vX11bvvvmvTbrFY9MEHH1AAAIA0okmTJlq5cuWzNwQAAECaZ7EkzSM+li1bpt69e2vo0KE6ePCgypUrp8aNG+vatWux7uPm5qYrV65YH3/99Ve834t4FwEMw4hxfM5//vlH7u7u8Q6ARHTqaNTzDh9ITs7mZQGA57Rt2zaVLVtWCxcu1Lx587RmzRqzIwEATLJixQplyZLF7BgAAADAc/H391fXrl3l5+cnLy8vzZw5U66urpo3b16s+1gsFuXMmdP68PDwiPd54zwcUPny5WWxWGSxWFS/fn2lSxe1a0REhM6fP69XXnkl3gGQRAzD7AQAEC8PHz7UoEGD5O/vb23LmDFjvLu8AQBSniffPZ4wDEOBgYG6fv26ZsyYYWIyAAAApBQx3chuprCwMB04cEADBgywttnZ2alBgwbavXt3rPvdu3dPBQoUUGRkpCpUqKAxY8aoVKlS8Tp3nIsALVq0kCQdPnxYjRs3VoYMGazrHB0d5enpqVatWsXr5Ehkd25FPS9UwrwcABBPhw4dUseOHXX8+HFrW+3atbVgwQJ5enqaFwwAkCRef/11my9tdnZ2yp49u+rUqaMSJbiuBQAAQPIRGhqq0NBQmzYnJ6doc+oGBQUpIiIi2p38Hh4eOnHiRIzHLl68uObNm6eyZcsqODhYEydOVLVq1fTHH38ob968cc4Y5yLA0KFDJUmenp5q27atnJ0ZWibZO34o6nk6B/NyAEAchYeHa9y4cRo2bJjCw8MlPf4f55gxY9SzZ0/Z2cV7FDsAQAo0bNgwsyM804DxPc2OAACSpC7fHDY7AgBIkr7u5G12BBtJ9QvC2LFjNXz4cJu2oUOHJsg1bdWqVVW1alXrcrVq1VSyZEnNmjVLI0eOjPNx4lwEeMLHxye+u8As2XNJVy4+fp67gLlZAOAZbt68qWbNmmnPnj3WNm9vbwUEBKh06dImJgMAJDV7e3tduXJFOXLksGm/ceOGcuTIoYiICJOSAQAAIKVIquGABgwYoN69e9u0/bcXgCRly5ZN9vb2unr1qk371atXlTNnzjidy8HBQeXLl9eZM2filTFOBZEsWbIoKChIkpQ5c2ZlyZIl1geSid/3RhUA7Owke3tz8wDAM2TKlMk61JydnZ0GDhyovXv3UgAAgDTIiGU+q9DQUDk6OiZxGgAAACB2Tk5OcnNzs3nEVARwdHRUxYoVtWXLFmtbZGSktmzZYnO3/9NERETo6NGjypUrV7wyxqknwOeff66MGTNanye3SRUQg12bop47u5qXAwDiyM7OTvPmzVPLli01ZcoUVatWzexIAIAk9sUXX0h6fNfWV199ZTMPWUREhHbs2MGcAAAAAIgTu2T4E3bv3r3l4+OjSpUqqXLlypo8ebJCQkLk5+cnSercubPy5MmjsWPHSpJGjBihl19+WUWKFNHt27c1YcIE/fXXX3rnnXfidd44FQH+PQSQr69vvE4Ak5z9M+p5xx7m5QCAWCxfvlw5cuRQ7dq1rW358uXTvn37KDYDQBr1+eefS3rcE2DmzJmy/1dvVkdHR3l6emrmzJlmxQMAAABeSNu2bXX9+nUNGTJEgYGB8vb21oYNG6yTBV+8eNFmPsRbt26pa9euCgwMVObMmVWxYkXt2rVLXl5e8TpvvOcEOHjwoBwcHFSmTBlJ0po1azR//nx5eXlp2LBhdM9NDkIfSrdvRC2X9DYtCgD8161bt9SjRw8tWbJE+fLl09GjR+Xu7m5dTwEAANKu8+fPS5Lq1q2rVatWKXPmzCYnAgAAQEqVHHsCSFKPHj3Uo0fMN21v27bNZvnzzz+33ijzIuI9SfJ7772nU6dOSZLOnTuntm3bytXVVcuXL9enn376woGQAIJv2i5ncI95OwBIYps3b1aZMmW0ZMkSSdLff/+tr7/+2uRUAIDkZuvWrRQAAAAAgAQS7yLAqVOn5O3tLenxUA61a9fWkiVLtGDBAq1cuTKh8yG+IiOkL4ZGLVeqJXFXLQCT3b9/Xx999JEaNmyoS5cuSZLc3d21ePFidevWzeR0AIDkplWrVho3bly09vHjx+vNN980IREAAABSGovFkiSPlCDeRQDDMBQZGSnp8R2dTZs2lfR4HOegoKCETYf4u3BGCvw7atmdO6gAmGv//v2qUKGCpk6dam2rX7++jh49qrfeeivF/A8TAJB0duzYYf2e8W9NmjTRjh07TEgEAAAApFzxLgJUqlRJo0aNUkBAgLZv365mzZpJejx+55MJDGCisIe2yw3eMCcHgDTv0aNHGjZsmKpWraqTJ09KkpydnfXFF19o48aNypcvn8kJAQDJ1b1792Kca8zBwUF37twxIREAAABSGjtL0jxSgngXASZPnqyDBw+qR48eGjRokIoUKSJJWrFihapVq5bgARFPZ/6Iet64tZQ9p3lZAKRpf//9tyZMmKCIiAhJj4vIhw4d0ocffmgz0z0AAP9VpkwZLVu2LFr70qVL5eXlZUIiAAAAIOVKF98dypYtq6NHj0ZrnzBhguzt7RMkFF6A/b/+pGGh5uUAkOYVKlRIEyZM0EcffaTPPvtMgwYNkoODg9mxAAApwODBg9WyZUudPXtW9erVkyRt2bJFS5Ys0YoVK0xOBwAAgJSA0YejxLsI8MSBAwf0559/SpK8vLxUoUKFBAuFF7Brc9Rzr/Lm5QCQ5vzzzz/KkiWLXF1drW3dunVTnTp1uGsTABAvzZs31+rVqzVmzBitWLFCLi4uKleunH7++WdlyZLF7HgAAABAihLvIsC1a9fUtm1bbd++XZkyZZIk3b59W3Xr1tXSpUuVPXv2hM6I+Lh+Jeq5S3rzcgBIMwzD0JIlS9S9e3d17txZX3zxhXWdxWKhAAAAeC7NmjWzzj92584dffPNN+rTp48OHDhgHWoOAAAAiI0dXQGs4j0o84cffqh79+7pjz/+0M2bN3Xz5k0dO3ZMd+7c0UcffZQYGREf4Y+inhcrbV4OAGnCjRs31LZtW3Xs2FHBwcGaOnWqtmzZYnYsAEAqsWPHDvn4+Ch37tyaNGmS6tWrpz179pgdCwAAAEhR4t0TYMOGDdq8ebNKlixpbfPy8tL06dPVqFGjBA2HePp3ASCbh2THHA0AEs+PP/6ot99+W4GBgda2t956i+HhAAAvJDAwUAsWLNDcuXN1584dtWnTRqGhoVq9ejW9ywAAABBn8b77PRWL93sRGRkZ48SODg4OioyMTJBQ+L/27j0+5/r/4/jz2mYHNsMXM0xzPjQMixCSw3RQSOQ0RhKRLArJsUxOUeQUOUREKaUUywot5yGHyfmQ82GzzTbbrt8ffq65Mmzars+uedzdPrfb9Xlf78/n87wuH3Pten3e788DunIp7fHFc8blAJCrxcbG6rXXXtMzzzxjKQAUKlRIX331lb744gsVLFjQ4IQAAHvVsmVLVaxYUbt379aUKVP0zz//6JNPPjE6FgAAAGDXMj0S4KmnnlL//v315Zdfqnjx4pKk06dPa8CAAWrSpEmWB0QmXLrti/8a9YzLASDXioiIUJcuXXT48GFL29NPP63PPvvM8n8CAAAP6qefftIbb7yh3r17q3z58kbHAQAAgB3jlgBpMj0SYNq0aYqJiZGvr6/Kli2rsmXLqnTp0oqJieEqHaPt2GR0AgC52O+//64nnnjCUgDImzevZs6cqdWrV1MAAABkiY0bN+ratWuqVauW6tSpo2nTpunixYtGxwIAAADsWqZHAvj4+GjHjh0KCwvT/v37JUmVK1dW06ZNszwcMig1VTq4Rzr/T1qbX4BxeQDkSvXr11fdunW1adMm1a1bVwsXLlS5cuWMjgUAyEUef/xxPf7445oyZYqWLVumefPmKSQkRKmpqVq7dq18fHzk4eFhdEwAAADYAQeGAlhkqgiwbNkyrVq1SklJSWrSpIn69euXXbmQGSvmSr98bd1WqqwxWQDkWo6OjlqwYIGWL1+ugQMHyskp03VkAAAyJF++fOrevbu6d++uqKgozZ07V+PGjdPgwYPVrFkzrVq1yuiIAAAAgN3I8HRAM2bMUIcOHbRt2zb9/fffev311zVo0KDszIaMOrTXet3ZRSrK1BwAHtzx48fVtGlT/fnnn1btZcuW1eDBgykAAABspmLFiho/frxOnTqlL7/80ug4AAAAsBMmk20We5DhIsC0adM0YsQIRUVFKTIyUgsWLNCnn36andmQUUcOpD1u11N6d6qUj2HSADLPbDZr/vz5qlq1qsLCwtSlSxf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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:45:35,692 INFO: === Dataset: b ===\n", "2025-02-25 07:45:37,210 INFO:Total samples: 3181\n", "2025-02-25 07:45:45,262 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:45:45,332 INFO: === Dataset: c ===\n", "2025-02-25 07:45:46,695 INFO:Total samples: 3181\n", "2025-02-25 07:45:54,535 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:45:54,605 INFO: === Dataset: d ===\n", "2025-02-25 07:45:55,940 INFO:Total samples: 3181\n", "2025-02-25 07:46:03,911 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:46:03,982 INFO: === Dataset: e ===\n", "2025-02-25 07:46:04,357 INFO:Total samples: 911\n", "2025-02-25 07:46:06,918 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:46:06,988 INFO: === Dataset: f ===\n", "2025-02-25 07:46:12,395 INFO:Total samples: 12911\n", "2025-02-25 07:46:42,351 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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iAICUJTpaWjFX+vv3mLYcnlLd1yTXzFLFmuZlAwDE28qVK9WjRw9dvXrV2ta9e3dNmTJFrq6uJiYDAAAAkB5w41EMigAAUpYTR6QNK23bcuaWGrc2Jw8AIEFu3Lih999/X0FBQdY2T09PzZ07V82aNTMxGQAAAACkTxQBAJgnMvLBkD9R92PaThyJeW6xSJmzSPVbJncyAMAzatmypX766SfrcuvWrTVr1izlyJHDxFQAAAAA0ht6AsSgCADAPJM/sv3R/79e95Oatku2OACA5zd69GjVrl1bmTNn1vTp09WpUycuvgEAAADARBQBAJgj/N6TCwCSlDt/8mQBADyz6Oho2dnZWZdr1qypOXPmqGHDhnrhhRdMTAYAAAAgXeNeJCuKAACS17Ur0uog6eqlmLbsHtLL9Wy3y+sllauSrNEAAPEXGRmpcePGaceOHVq3bp1NIaBLly4mJgMAAAAAPIoiAIDktWGl9MsG27bcBR4M/QMASBWOHTumzp07a+/evZKkwMBA9e3b1+RUAAAAABCDYUlj2D19EwBIRCHBtssZXaRar5iTBQCQIIZhaMaMGfL29rYWAOzt7XX37l2TkwEAAAAAHoeeAACSz61Q6eDumOWRsyTPvFIGB/MyAQDi5fz583rrrbe0YUNMb66iRYtq0aJFqlKF4dsAAAAApCz0BIhBTwAAyefYYdvlHLkoAABAKrB06VKVKVPGpgDQs2dPHThwgAIAAAAAAKRw9AQAkHRCr0nrVkjXQx4sX78Ss877ZcnJ2ZxcAIB4iYqKUqdOnbR06VJrW548eTR//nw1atTIxGQAAAAA8GT0BIhBEQBA0lm3Qtq4Ku51xcolbxYAQILZ29vLzc3Nuty+fXvNmDFD2bJlMzEVAAAAACAhKAIASBrR0dLJI3Gvy5xFKsfwEQCQGkyZMkUHDhxQ37591b59e7PjAAAAAED80BHAiiIAgMQXGSmNeU/693RM28AAKWuOB8/dszIXAACkQLt379a///6rNm3aWNtcXV21Z88eutIiVdu/f78cHBxUpkwZSdLq1as1f/58lSxZUiNGjJCjo6PJCQEAAICkw8TAABLfuZO2BQBHJymfl5Td48GDAgAApCj379/X0KFDVb16dfn7++vUqVM26ykAILXr0aOHjh07Jkk6deqU2rdvLxcXFy1fvlwfffSRyekAAACQFCwWS7I8UgN6AgBIuAtnpZ/XSRHhca8PvW67/PbHkrNL0ucCACTYkSNH1LlzZ+3fv1+SdPv2bQUEBGj69OkmJwMSz7Fjx+Tt7S1JWr58uWrVqqUlS5bol19+Ufv27RUYGGhqPgAAACApUQQAkHBfTpLOnYjfto1aS2UZ/x8AUpro6Gh99tlnGjhwoMLDHxR1M2TIoOHDh2vgwIEmpwMSl2EYio6OliRt2rRJr776qiQpf/78CgkJMTMaAAAAkkhquUs/OVAEAPB00VHSvbsxy1cuxm+/DA5MAAwAKdC5c+fk5+enrVu3WttKlCihoKAgVaxY0cRkQNKoVKmSxowZowYNGuinn37S559/Lkk6ffq0PD09TU4HAAAAJC2KAACe7MpFadIA6drl2OuyeUjvjXj8vllzSK5uSRYNAJAwhmEoKChI7733nm7evGlt7927t8aNG6eMGTOamA5IOoGBgXrzzTf17bffavDgwSpSpIgkacWKFapWrZrJ6QAAAJAU6AkQgyIAgCfbvzPuAoAk5fCU8hdK3jwAgGd2+/ZtDRo0yFoAyJ8/vxYsWKB69eqZnAxIWmXLltXhw4djtU+aNEn29vYmJAIAAACSD0UAAHG7cE7a95N09FBM2wuFJbesD55nzCS90sacbACAZ5I5c2bNmzdPr7zyinx8fDR16lRlyZLF7FhAsomIiNDly5et8wM89MILL5iUCAAAAEmFngAxKAIAiC06WvpsqBRyyba9eSepfFVzMgEAEuzWrVu6d++ecubMaW1r3LixDhw4IG9vb/OCAcns2LFj6tKli3bu3GnTbhiGLBaLoqKiTEoGAAAAJD2KAABiux8RuwDg7CIVKWlOHgBAgu3YsUM+Pj4qXry41qxZY3MXDAUApDf+/v7KkCGDfvjhB+XOnZu7wgAAANIDLvmsKAIAsHXyiBQ4JGbZq6jUpov0QhHJJZN5uQAA8RIeHq7hw4dr4sSJMgxDp0+f1pw5c9S9e3ezowGmOXjwoH777TcVL17c7CgAAABAsqMIAMDWz+ulu3dilnPnl4qXMy8PACDeDh8+rE6dOunQoZj5XKpXr64GDRqYmAowX8mSJRUSEmJ2DAAAACQjen/GsDM7wIwZM+Tl5SVnZ2dVqVJFe/fufeL2gYGBKlasmDJmzKj8+fOrT58+unfvXjKlBdKomzekLd9JPy6Xzp6Iac9TQGrSzrRYAID4iYqK0qRJk1SpUiVrAcDBwUGffPKJfvrpJxUqVMjkhIC5JkyYoI8++kjbtm3T1atXdfPmTZsHAAAAkJaZ2hNg2bJl6tu3r2bNmqUqVaooMDBQjRs31tGjR+Xh4RFr+yVLlmjgwIGaN2+eqlWrpmPHjsnPz08Wi0UBAQEmvAIgjZg1Vjp2OHZ7z+GSZ57kzwMAiLfTp0/L19dXP//8s7WtTJkyCgoKUrly9OQCJFl7w9SvX9+mnYmBAQAA0i56AsQwtQgQEBCgbt26yd/fX5I0a9YsrVmzRvPmzdPAgQNjbb9z505Vr15dHTt2lCR5eXmpQ4cO2rNnT7LmBtKc82dit2XzkHJ4JnsUAED8nTt3TmXLltXt27clPbjI7devn0aPHi0nJyeT0wEpx9atW82OAAAAAJjGtCJARESEfvvtNw0aNMjaZmdnpwYNGmjXrl1x7lOtWjUtXrxYe/fuVeXKlXXq1CmtXbtWnTt3Tq7YQNqzeLoUduvBc/es0pu9JDs7qVhZyd7e3GwAgCd64YUX1KJFC3311Vfy8vLSokWLVLNmTbNjASlO7dq1zY4AAACAZEZPgBimFQFCQkIUFRUlT0/bO409PT31999/x7lPx44dFRISoho1asgwDEVGRurtt9/Wxx9//NjzhIeHKzw83LrMmJ/AIy5fkLb9ELOcNYdUobp5eQAACTZ9+nTlypVLw4cPV+bMmc2OA6RYP//8s7744gudOnVKy5cvV968eRUUFKSCBQuqRo0aZscDAAAAkozpEwMnxLZt2zRu3DjNnDlT+/fv16pVq7RmzRqNHj36sfuMHz9e7u7u1kf+/PmTMTGQwt27a7vc0tecHACApwoNDZWfn5+WLl1q054lSxZNnjyZAgDwBCtXrlTjxo2VMWNG7d+/33qTUGhoqMaNG2dyOgAAACQJSzI9UgHTigA5cuSQvb29Ll26ZNN+6dIl5cqVK859hg4dqs6dO6tr164qU6aMXn/9dY0bN07jx49XdHR0nPsMGjRIoaGh1sc///yT6K8FSLUe/XtT91WpdCXzsgAAHmvbtm0qW7asFi5cqHfeeUfnz583OxKQqowZM0azZs3SnDlz5ODgYG2vXr269u/fb2IyAAAAIOmZVgRwdHRUxYoVtXnzZmtbdHS0Nm/erKpVq8a5z507d2RnZxvZ/v/HLDcMI859nJyc5ObmZvMA8P8eLQJYUlXHIABIF+7du6cPP/xQdevW1blz5yRJUVFR+vPPP01OBqQuR48eVa1atWK1u7u768aNG8kfCAAAAEnOYrEkyyM1MG1OAEnq27evfH19ValSJVWuXFmBgYEKCwuTv7+/JMnHx0d58+bV+PHjJUnNmzdXQECAypcvrypVqujEiRMaOnSomjdvbi0GAIinw/ukqUNjlu34OwQAKcmBAwfUqVMnHTlyxNpWp04dLViwQAUKFDAxGZD65MqVSydOnJCXl5dN+44dO1SoUCFzQgEAAADJxNQiQLt27XTlyhUNGzZMwcHB8vb21rp166yTBZ87d87mzv8hQ4bIYrFoyJAhOn/+vHLmzKnmzZtr7NixZr0EIPVaHWS77JzRnBwAABuRkZGaMGGCRowYocjISEkPejaOGzdOvXv3jtUrEsDTdevWTR988IHmzZsni8WiCxcuaNeuXerXr5+GDh369AMAAAAg1Uktd+knB4vxuHF00qibN2/K3d1doaGhDA2E9Cv0mvRhx5jlwiWkrh9JOXOblwkAoLNnz6pDhw7atWuXtc3b21uLFy9WqVKlTEwGxE9KvdY2DMM6l9idO3ckPSiu9evXT6NHj36mY2Ys3ysxIyIN6NG2lvr41pdndjcdPnZefScs169/no1z2wwZ7NT/rUbq9GoV5fHIomNnL2nI1NXauPMv6zb93mqklvXKqaiXp+6G39ee309p8NTVOn72cnK9JKQS1/dNNzsCUpilS77SwvlzFRJyRUWLFdfAj4eqTNmyj91+w/ofNWPaVF04f14vFPBS7779VLNWbev6O2FhCvx0irZu2aTQGzeUN28+dejUWW3bdUiOl4NUxNnU281jK/D+98lynrOfNU+W8zwPbiUD0puwW9LHb8Usu7hKgz6lAAAAKYCzs7OOHz8uSbKzs9PgwYO1Z88eCgDAc7JYLBo8eLCuXbumP/74Q7t379aVK1c0fPhwXbhwwex4SAPaNKqgCR++rrFf/KiqHSfo0LHz+m5mT+XM6hrn9iPeba6urWuo78TlKt96jL5csUPLpnRTuWL5rNvUrFBEs5ZtV22fyXr1nenKkMFeP3zeSy7Ojsn1sgCkQut+XKvJE8erx7s9tXT5/1SsWHG906OLrl69Guf2Bw/s18D+H+r1Vm20bMW3qluvvnq/11PHjx+zbjN54ifaueNnjftkkv73/Vq92dlXn4wdrW1bNsd5TCClYE6AGBQBgPTmn1NS+L2Y5XwFzcsCALDh6emp2bNnq0iRItqxY4fGjBkjR0d+7AESi6Ojo0qWLKnKlSvL1dVVf/75p/Lnz292LKQB73eqp/mrdirou936+1Sw3hu7VHfvRci3ZdU4t+/4amVNnLtB63cc0ZnzVzVn+Q6t/+WIPuhcz7pNi14ztfj7PfrrVLAOHzuv7sMX64Xc2VS+JJ9ZAI8XtHC+WrVpq5avt1bhIkU0ZPhIOTs769tVK+Pc/qvFi1StRk35vdVVhQoXVq/3e6tEyZJaumSxdZuDBw+oeYuWeqlyFeXNm09t2rZT0WLF9cfhQ8n1soBnQhEgBkUAIK378zdpYn9p9HsPHkGfxaxzcZXeGWxeNgBI51auXKmQkBCbttdff11//PGHqlaN+4cjAEDK4pDBXuVL5NeWPUetbYZhaMueo6pcNu4bbhwdMuhexH2btrv3IlStfOHHnsfN1VmSdD30TiKkBpAW3Y+I0F9H/tTLVatZ2+zs7PTyy9V06PcDce5z6OBBvfyy7XVnteo1dOjgQeuyt3d5/bR1iy5duiTDMLR3z26dPXNaVavXSJLXASDxUQQA0rpv5kjHDktnjz94XDofs67h61LmLKZFA4D06vr16+rYsaPatGmjd955R/+dosnJycmkZACAhMqR1VUZMtjr8rVbNu2Xr95Uruxxz42xaddfer9TPRV+IacsFovqVSmuFvW8lStH3NtbLBZN6tdGOw+c1JGTFxP9NQBIG67fuK6oqChlz57dpj179uyxbjx5KCQkRNmz54i9/dWY7QcOHqpChYuoUb1aquRdWu/26KqPhwxXxUovJf6LABKTJZkeqUAKm64BQKIJvyedPirdeGTcP7tH6n658kuV6yZ/LgBI5zZu3Ch/f3+dP/+gKLtixQpt375dtWvXfsqeAMwSHh6u8PBwmzYjOkoWO3uTEiG16zdphWYO7aDfVw2VYRg69W+IFn23W74tXo5z+8BBbVWqSG7V9/80mZMCgPT1V0E6dOigpk7/XHny5NFvv/6qcWNGKqeHh02vAwApF0UAIC2KvC8N6Spdf6TSny2nNDHIvEwAkM7duXNHAwYM0PTp061tWbJk0YwZM1SrVi0TkwFp16FDTx6r+OjRo09c/9D48eM1cuRImzZ7z5fkkLvyM2dD2hFy/bYiI6PkkS2zTbtHdjcFX7352H3a9p0jJ8cMyu6eSReuhGrM+y10+nzsiTs/HfCGmtYsrQZdAnX+8o2keAkA0oisWbLK3t4+1iTAV69eVY4cOeLcJ0eOHLp6NST29v/fO+DevXv6LPBTffrZdNWqXUeSVLRYcR09+pcWzp9LEQApWmoZrz85MBwQkBZdOGdbAJAe3PkPADDFvn37VKFCBZsCQIMGDXT48GF17NiRi1MgiXh7e6t8+fLy9vaO9Shfvrzat28fr+MMGjRIoaGhNo8MnhWTOD1Si/uRUTrw1z+qW6WYtc1isahu5aLae+j0E/cNj4jUhSuhypDBTi3re+uHbbaFq08HvKHX6pXTKz0+09kLsQsEAPAoB0dHlShZSnt277K2RUdHa8+eXSpbrnyc+5T19tae3btt2nbv2qmy3t6SpMjISEVG3pedne31qp2dvaL/M6QlgPiZMWOGvLy85OzsrCpVqmjv3r2P3bZOnTpxTkbcrFmzBJ2TngBAWnTzeszzFwpLL9WWqtY3Lw8ApFP379/X2LFjNWbMGEVFRUmSnJ2dNXHiRPXs2VN2dtyPASSl06ef/ANsfDk5OcWaq4OhgPCozxZv0ZxRnfXbkXP69Y8z6tWxrlwyOmnR6gc/rH05urMuXA7VsGnfSZJeKl1AeTyy6Pej/yqvRxYN7tFUdnYWBSzYZD1m4KC2atekkt7oM1u3w+7JM/uDngaht+/pXvj92CEAQFJnX38N/XiASpUqrdJlympx0ELdvXtXLV9vJUkaPOgjeXh46oM+H0qS3uzkoy5+nbVwwTzVqlVb635cqz//+ENDR4ySJLm6uqrSS5UVMHmSnJyclTtPHv22b59++O5b9ftooGmvE4iPlHiz1bJly9S3b1/NmjVLVapUUWBgoBo3bqyjR4/Kw8Mj1varVq1SRESEdfnq1asqV66c3njjjQSdlyIAkBbt3Rbz/IXCUpO2pkUBgPTshx9+sBlC5KWXXtKiRYtUvHhxE1MB6UeBAgXMjoB0YsWG/cqR1VXD3mkmz+yZdejoebXoOcM6WXD+XNkUHR1zx6yTk4OG93xVBfPm0O074Vr/y5/qMnSRQm/ftW7To+2DoeI2ftnb5lzdhgVp8fd7kv5FAUiVXmnSVNevXdPM6Z8pJOSKihUvoZlffKns/z8cUPDFi7KzxNyI4l2+gsZPnKzpnwVqWmCAXijgpcBpM/Tii0Wt20yYFKCpgQEaNKCfboaGKneePOr1fh+90a5Dsr8+ILULCAhQt27d5O/vL0maNWuW1qxZo3nz5mngwNiFtWzZstksL126VC4uLgkuAlgMI3313bl586bc3d0VGhoqNzc3s+MASWPBp9KO9Q+e+/WRajQ2Nw8ApFOGYahVq1b6/vvvNXToUH388cdycHAwOxaQZFLDtXaZMmW0du1a5c//fEMlZizfK5ESAcDzub5v+tM3AoBk4JzCbjcv0u/HZDnPn2PrKTw83KYtrp6kERERcnFx0YoVK9SyZUtru6+vr27cuKHVq1c/9VxlypRR1apVNXv27ARlpA86kBY9LABIUsFij98OAJCobty4YbNssVg0e/Zs7dq1S8OHD6cAAKQAZ86c0f37DKUCAACAxDF+/Hi5u7vbPMaPHx9ru5CQEEVFRcnT09Om3dPTU8HBwU89z969e/XHH3+oa9euCc5IEQBIi+wfGaPWPbt5OQAgnTAMQ4sXL5aXl5e+//57m3U5c+bUSy+9ZFIyAAAAAEif4ppQNykegwYNUmhoqM1j0KBBif565s6dqzJlyqhy5coJ3pciAJDWHD0k/f/kk5Ik18zmZQGAdODq1atq27atOnfurNDQUHXt2lVXrlwxOxaAx6hZs6YyZsxodgwAAACkEU5OTnJzc7N5/HcoIEnKkSOH7O3tdenSJZv2S5cuKVeuXE88R1hYmJYuXaouXbo8U0aKAEBaYhjS7Ee6GxV40bwsAJAO/PjjjypdurRWrFhhbWvYsCHD/gAp2Nq1a5U7d26zYwAAACCJWSzJ84gvR0dHVaxYUZs3b7a2RUdHa/PmzapateoT912+fLnCw8PVqVOnZ3ovUth0DQCeWXSUdOWSFHo9pq1aA/PyAEAadvv2bfXr109ffPGFtS1btmyaNWuW3njjDROTAXic48ePa+vWrbp8+bKio6Nt1g0bNsykVAAAAEhP+vbtK19fX1WqVEmVK1dWYGCgwsLC5O/vL0ny8fFR3rx5Y80pMHfuXLVs2VLZsz/bsN8UAYC04N4dacQ7Usgj3YnyvCDVb2FeJgBIo3bt2qXOnTvr5MmT1rYmTZpo7ty53F0MpFBz5szRO++8oxw5cihXrlyyPHLLlsVioQgAAACQBlkScpt+MmnXrp2uXLmiYcOGKTg4WN7e3lq3bp11suBz587Jzs528J6jR49qx44d2rBhwzOflyIAkBYcPWxbAJCkfAXNyQIAadiiRYvk7+9vvYvYxcVFAQEB6t69e4q8wATwwJgxYzR27FgNGDDA7CgAAABI53r16qVevXrFuW7btm2x2ooVKybDMJ7rnBQBgNTu0gXpm9kxy/kKSkXLSI1amZcJANKounXrKnPmzAoNDVXVqlW1aNEiFSlSxOxYAJ7i+vXrDNUFAACQznCfVgwmBgZSu0WB0qXzMctV6kkd35VyPHlWcQBAwuXPn18zZ87U2LFjtX37dgoAQCrxxhtvPFf3aQAAACA1oycAkNpduRjz3MlZKlPJvCwAkIacOXNGgwcP1syZM+Xu7m5t79ixo4mpADyLIkWKaOjQodq9e7fKlCkjBwcHm/Xvv/++SckAAACQVOzs6ArwEEUAILX7/3GpJUmTvpJcMpmXBQDSAMMwtGDBAn3wwQe6deuWHBwctGDBArNjAXgOs2fPlqurq3766Sf99NNPNussFgtFAAAAAKRpFAGA1M74/yJAdg8KAADwnC5fvqzu3btr9erV1rZt27bp2rVrypYtm4nJADyP06dPmx0BAAAAyYw5AWJQBABSgivB0u7NUkR4wve9e+fBfy1M8QEAz+O7775Tt27ddPnyZWubn5+fpk6dKjc3NxOTAUhMhmFIetADAAAAAEgPKAIAKcEX46Qzx57vGPb2iZMFANKZmzdvqk+fPpo3b561LUeOHJozZ45atmxpXjAAiWrRokWaNGmSjh8/LkkqWrSo+vfvr86dO5ucDAAAAEmBmz5iUAQAUoJL/z7/MUozITAAJNTPP/8sHx8fnTlzxtrWvHlzzZkzR56enuYFA5CoAgICNHToUPXq1UvVq1eXJO3YsUNvv/22QkJC1KdPH5MTAgAAAEmHIgBgtn9Pxwzpk81DeuvDhB/DJZOUv3Di5gKAdODQoUPWAoCrq6umTp0qf39/7hgB0php06bp888/l4+Pj7XttddeU6lSpTRixAiKAAAAAGkQX+tiUAQAzLZrc8xzOzupeDnzsgBAOvPuu+/qu+++0927d7Vw4UIVLFjQ7EgAksDFixdVrVq1WO3VqlXTxYsXTUgEAAAAJB9mEgXMYhjSH79K61fEtNV7zbw8AJDGRUVFaePGjTZtFotFy5Yt09atWykAAGlYkSJF9M0338RqX7ZsmV588UUTEgEAACCpWSyWZHmkBvQEAMxy5IAUOMS2rUgpc7IAQBp38uRJ+fj4aOfOndq4caMaNGhgXZclSxbzggFIFiNHjlS7du20fft265wAv/zyizZv3hxncQAAAABIS+gJAJjl/Gnb5UyZpbwFzMkCAGmUYRiaPXu2ypUrp507d0qSunbtqoiICJOTAUhOrVu31p49e5Q9e3Z9++23+vbbb5UjRw7t3btXr7/+utnxAAAAkAToCRCDngBAcomMlL4YJx099GD5/iM/QFWpK3V4V3JyNicbAKRBFy9eVNeuXbV27VprW6FChbRo0SI5OjqamAyAGSpWrKivvvrK7BgAAABAsqMIACSX44elAzvjXletgeSaOXnzAEAatmLFCr399tu6evWqta1bt26aMmWKMmfm31sgvbCzs3vq3VkWi0WRkZHJlAgAAADJJZXcpJ8sKAIAyeHyBWnTtzHLrm4Phv+RpBdLScW9zUgFAGnOjRs39N5772nx4sXWNk9PT3355Zd69dVXTUwGwAz/+9//Hrtu165d+uyzzxQdHZ2MiQAAAIDkRxEASGq3b0nD37Yd/qdRK6lpe/MyAUAa1a1bN61YscK63KpVK82aNUs5c+Y0MRUAs7Ro0SJW29GjRzVw4EB9//33evPNNzVq1CgTkgEAACCppZbx+pMDEwMDSe3iWdsCgCR5FTUnCwCkcePHj5eLi4vc3Ny0aNEirVixggIAAEnShQsX1K1bN5UpU0aRkZE6ePCgFi5cqAIFCpgdDQAAAEhS9AQAktLaZdKq+THLmTJLH4yRChUzLxMApCERERE2k/wWKVJEy5YtU9myZfXCCy+YmAxAShEaGqpx48Zp2rRp8vb21ubNm1WzZk2zYwEAACCJ0REgBj0BgKRy+5b0v4W2bfVbUAAAgEQQGRmpUaNGqUKFCrpz547NuldffZUCAABJ0sSJE1WoUCH98MMP+vrrr7Vz504KAAAAAEh36AkAJJboKOnoISns9oPl2zcl45GJ5gqXlKo2MCcbAKQhR48elY+Pj/bu3StJ+uijjzR9+nSTUwFIiQYOHKiMGTOqSJEiWrhwoRYuXBjndqtWrUrmZAAAAEhqzAkQgyIAkFiWfiFt+S7udRVrSO8MSd48AJDGGIahmTNnqn///rp7964kyd7eXtmzZ5dhGFzgAYjFx8eHfxsAAACQ7lEEABLLiT8fvy5/oeTLAQBp0Pnz5+Xv76+NGzda24oWLapFixapSpUqJiYDkJItWLDA7AgAAAAwCfeCxKAIACTEscPS919Jd8Nirwv+98F/LXZSmy4x7VmzS+WrJU8+AEiDvv76a7377ru6ceOGta1nz56aOHGiXFxczAsGAAAAAEAqQBEASIiV86STfz15G2dnqXHr5MkDAGmYYRjy8/PTokWLrG158uTR/Pnz1ahRIxOTAQAAAABSOoaFjGFndgAgVTlzPOa5nV3sh1NGqWkH8/IBQBpisVhUsmRJ63L79u11+PBhCgAAAAAAACQAPQGA+Dq4S4qKfPDcxVX6bIW5eQAgHejXr5927typDh06qH379mbHAQAAAACkEnQEiEERAIivIwfMTgAAadru3bu1b98+vffee9Y2e3t7rV692sRUAAAAAACkbhQBgEcdPSRt+lYKvxd73cVzMc99eydXIgBI8yIiIjR69GiNGzdOklSxYkVVq8aE6gAAAACAZ8ecADEoAgCPCpomBf/z9O088iR9FgBIB44cOaLOnTtr//791rbp06dTBAAAAAAAIJEwMTAgSYYhnT8j3bj69G1LVpDyeiV1IgBI06KjoxUYGKgKFSpYCwAZMmTQ6NGjtWjRIpPTAQAAAABSO4sleR6pAT0BAEmaOVo6sDNmOWduafiMODa0SM4Zky0WAKRF586dk5+fn7Zu3WptK1GihIKCglSxYkUTkwEAAAAAkPZQBACio2wLAJLkmVdydjEnDwCkUYZhKCgoSO+9955u3rxpbe/du7fGjRunjBkpsgIAAAAAEgdzAsSgCID0KypK2rBSOnMsps09q1S9kVSriXm5ACCNioyM1KeffmotAOTPn18LFixQvXr1TE4GAAAAAEDaRREA6dehvdLKebZtnvmkVv7m5AGANM7BwUFBQUGqVKmS2rZtq88++0xZsmQxOxYAAAAAIA2iI0AMigBIv26E2C7bZ5CqNTAnCwCkQbdu3dKVK1dUqFAha1vp0qX1559/qnDhwiYmAwAAAAAg/aAIgPTr4O6Y5227SzUaSS6u5uUBgDRkx44d8vHxkaurq/bt2ycnJyfrOgoAAAAAAICkxpwAMezMDgCYJsMjNbBsOSkAAEAiCA8P18CBA1WrVi2dPn1ahw8f1qhRo8yOBQAAAABAukVPAKRfv++JeV6ouHk5ACCNOHz4sDp16qRDhw5Z26pXr64uXbqYmAoAAAAAkB7RESAGPQGQPv172nbZjr8KAPCsoqKiNGnSJFWqVMlaAHBwcNAnn3yin376yWZOAAAAAAAAkLzoCYD06fIF22X3bObkAIBU7vTp0/L19dXPP/9sbStTpoyCgoJUrlw5E5MBAAAAANIz5gSIQREA6c+5E9LM0THLLTrTPwgAnsGNGzdUoUIF3bhxQ9KDC6x+/fpp9OjRNhMBAwAAAAAA8zAGCtKfvdttl7NkNycHAKRyWbJk0XvvvSdJ8vLy0rZt2zRx4kQKAAAAAAAA01kslmR5pAb0BED6c/NazPPCJaXKdUyLAgCpjWEYNhc5Q4cOlYODgz744AO5ubmZmAwAAAAAAMSFngBIfw7ujnn+RlfJydm8LACQSoSGhsrPz0/jx4+3aXdwcNDQoUMpAAAAAAAAUhSLJXkeqQE9AZD+5PWSjv/x/88LmBoFAFKDbdu2ydfXV+fOnVOGDBnUpEkTlS9f3uxYAAAAAAAgHigCIH049bc0a5x07bJtuwPjVgPA49y7d0+DBw9WQECAtS1jxow6d+4cRQAAAAAAQIqWWsbrTw4UAZA+7FgfuwCQMZNkxz8GABCXAwcOqFOnTjpy5Ii1rU6dOlqwYIEKFKAXFQAAAAAAqQVFAKQPoY9MBpyvoOTiKtVtLtnZm5cJAFKgyMhITZgwQSNGjFBkZKQkycnJSePGjVPv3r1lZ8d0QgAAAACAlI+OADH4Jo/04fc9Mc/f/lj6aJL0Ui3z8gBACnThwgXVqlVLQ4YMsRYAvL299euvv6pv374UAAAAAAAAeE4zZsyQl5eXnJ2dVaVKFe3du/eJ29+4cUM9e/ZU7ty55eTkpKJFi2rt2rUJOiff5pE+5H4h5nmO3OblAIAULGvWrLp+/bokyc7OTh9//LH27Nmj0qVLm5wMAAAAAICEsVgsyfJIiGXLlqlv374aPny49u/fr3Llyqlx48a6fPlynNtHRESoYcOGOnPmjFasWKGjR49qzpw5yps3b4LOy3BASNuuXZG+GC9dPBfTloGPPQDEJWPGjAoKClLnzp01d+5cVatWzexIAAAAAAA8k5Q4HFBAQIC6desmf39/SdKsWbO0Zs0azZs3TwMHDoy1/bx583Tt2jXt3LlTDg4OkiQvL68En5eeAEjb9myTTsZMaqlsOU2LAgApzfLly3X06FGbtkqVKumPP/6gAAAAAAAAQCKKiIjQb7/9pgYNGljb7Ozs1KBBA+3atSvOfb777jtVrVpVPXv2lKenp0qXLq1x48YpKioqQed+rlui7927J2dn5+c5BJC0rv2nK80b3czJAQApyPXr19WrVy8tWbJElStX1i+//KIMj/SSsrdn0nQAAAAAQOpml0xdAcLDwxUeHm7T5uTkJCcnJ5u2kJAQRUVFydPT06bd09NTf//9d5zHPnXqlLZs2aI333xTa9eu1YkTJ/Tuu+/q/v37Gj58eLwzJrgnQHR0tEaPHq28efPK1dVVp06dkiQNHTpUc+fOTejhgKRjGNLW72OW+4xlMmAA6d6mTZtUpkwZLVmyRJK0d+9e/e9//zM5FQAAAAAAqdP48ePl7u5u8xg/fnyiHDs6OloeHh6aPXu2KlasqHbt2mnw4MGaNWtWgo6T4CLAmDFjtGDBAk2cOFGOjo7W9tKlS+vLL79M6OGApBN533Y5XyFzcgBACnDnzh29//77atiwoc6fPy9JypIli7766iu1adPG5HQAAAAAACQuiyV5HoMGDVJoaKjNY9CgQbHy5MiRQ/b29rp06ZJN+6VLl5QrV644X0Pu3LlVtGhRmx77JUqUUHBwsCIiIuL9XiS4CLBo0SLNnj1bb775ps3Jy5Ur99huC4Apvl0Y8zxrDsk9q3lZAMBE+/btU4UKFTRt2jRrW4MGDXT48GF17NhRlpQ4WxIAAAAAAKmAk5OT3NzcbB7/HQpIkhwdHVWxYkVt3rzZ2hYdHa3NmzeratWqcR67evXqOnHihKKjo61tx44dU+7cuW1u0H+aBBcBzp8/ryJFisRqj46O1v379+PYAzDB1UvS+pUxy/npBQAg/bl//75GjBihqlWrWicAdnZ21meffab169crX758JicEAAAAACBpWCyWZHkkRN++fTVnzhwtXLhQf/31l9555x2FhYXJ399fkuTj42PTi+Cdd97RtWvX9MEHH+jYsWNas2aNxo0bp549eybovAmeGLhkyZL6+eefVaBAAZv2FStWqHz58gk9HJA0/jltu9yotTk5AMBEv/32m0aNGiXDMCRJL730khYtWqTixYubnAwAAAAAgPSnXbt2unLlioYNG6bg4GB5e3tr3bp11smCz507Jzu7mPv28+fPr/Xr16tPnz4qW7as8ubNqw8++EADBgxI0HkTXAQYNmyYfH19df78eUVHR2vVqlU6evSoFi1apB9++CGhhwMSX/C/0vQRMcs1X5GKlzMtDgCY5eWXX1afPn00depUDR06VB9//LEcHBzMjgUAAAAAQJKzS6Ej3/bq1Uu9evWKc922bdtitVWtWlW7d+9+rnMmeDigFi1a6Pvvv9emTZuUKVMmDRs2TH/99Ze+//57NWzY8LnCAIni5F+2y/kKmpMDAJJZcHCwzTiBkjR27Fjt3btXw4cPpwAAAAAAAEA6lOCeAJJUs2ZNbdy4MbGzAM/nbpi09Avp6O8xbSXKS7WbmZcJAJKBYRhasmSJevbsqZEjR+qDDz6wrnN2dlaFChVMTAcAAAAAQPJL6Hj9aVmCewIUKlRIV69ejdV+48YNFSrE5Ksw0a8/S79skEIuxbS9XFfK8Ey1LgBIFa5evaq2bduqU6dOCg0N1cCBA/XXX389fUcAAAAAAJAuJPjX0TNnzigqKipWe3h4uM6fP58ooYAECwmWTh+NWbZYJK+iUrmq5mUCgCS2du1adenSRcHBwda21q1bK3fu3CamAgAAAADAfHQEiBH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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:46:42,423 INFO: === Dataset: g ===\n", "2025-02-25 07:46:44,939 INFO:Total samples: 6000\n", "2025-02-25 07:46:59,328 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:46:59,398 INFO: === Dataset: h ===\n", "2025-02-25 07:47:01,890 INFO:Total samples: 6000\n", "2025-02-25 07:47:16,285 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:47:16,356 INFO: === Dataset: i ===\n", "2025-02-25 07:47:18,861 INFO:Total samples: 6000\n", "2025-02-25 07:47:32,750 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:47:32,819 INFO: === Dataset: j ===\n", "2025-02-25 07:47:35,340 INFO:Total samples: 6000\n", "2025-02-25 07:47:49,636 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:47:49,705 INFO: === Dataset: k ===\n", "2025-02-25 07:47:52,260 INFO:Total samples: 6000\n", "2025-02-25 07:48:06,211 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:48:06,284 INFO: === Dataset: l ===\n", "2025-02-25 07:48:14,319 INFO:Total samples: 18911\n", "2025-02-25 07:48:57,121 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:48:57,193 INFO:Model MLP-Mixer evaluation completed in 211.29 seconds.\n", "2025-02-25 07:48:57,194 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 07:48:57,303 INFO:Loaded model weights from CvT_best.pth\n", "2025-02-25 07:48:57,304 INFO: === Dataset: a ===\n", "2025-02-25 07:48:58,635 INFO:Total samples: 3181\n", "2025-02-25 07:49:04,798 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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kdOvWLVHrf/PNN4YkY/jw4Xb1xo0bGzabzTh8+LBZk2S4urra1e4c7973dOf8eNGiRXb7/O959B3BwcFG3rx5zdfdunUzvLy8jJiYmPvmvnOM9evXG4ZhGNHR0Yafn59RsmRJ48aNG+Z63333nSHJGDhwoN3xJNmdAxrG7e8L5cuXv+8x730fJUqUMAzDMCpUqGC0bt3aMIzb54Gurq7G3LlzE/wMEvr7btmyxZBkzJs3z6wtWrTI7r3d6875/OrVqxNc9t/vL9OmTTMkGZ9//rmxdetWw9nZ2ejevftD3+OECRPM7e6Ijo42qlSpYnh6ehqRkZGGYdw+n5ZkZMuWze47z7JlywxJxrfffvvA4yT2HB0AHInbAQGwXGRkpCQlOKw3IU8//bTKlCmjBQsWmLXY2FgtXrxYDRs2VMaMGZM1X5EiReTr66t8+fLp7bffVqFChbRq1Sp5eHiY61y5cuWh7+HOsjvvN6nvOyGRkZGPtf3DBAcHx/s8mzZtqlu3bplX3kjS999/r0uXLqlp06aSbl99tWTJEjVs2FCGYSgiIsJ81KtXT5cvX9auXbvue9yVK1dKuj3Pwr169eolSfHuQVu8eHG7SeV8fX1VpEgRHT169BHe9e0hvD/++KPeeOMNXblyxcx+/vx51atXT3/99Zc5BDtLlizav3+//vrrr0c61n/98MMPio6OVpcuXexuk5PQyAk3NzdzjobY2FidP39enp6eKlKkyAM/33vd+/e9du2aIiIiVLVqVRmGod27d5vruLq6asOGDbp48WKC+1m7dq0uXbqk5s2b2/29nZ2dVblyZa1fvz6xH8EDM975e1SvXl3Xr1/Xn3/++cj7BQAA8aXGc/OkZlq5cqWcnZ3VtWtXu3qvXr1kGIZWrVplV69bt67dpMSlSpWSl5fXI59LJiRLliy6du2aecvIxNixY4fOnj2rjh072s0V0KBBAxUtWjTBeRnat29v97p69epJfh9vvvmmli5dqujoaC1evFjOzs7mKNj/uvfve+vWLZ0/f16FChVSlixZEn0+Kkn58+c3RxQ/TLt27VSvXj116dJFLVu2VMGCBTVy5MiHbrdy5UrlyJFDzZs3N2suLi7q2rWrrl69qo0bN9qt37RpU7vR33e+bzzs80yOc3QASG40AQBYzsvLS9LdH9ITo2nTptq8ebP5Q+yGDRt09uxZ80fo5LRkyRKtXbtW8+fP1zPPPKOzZ8/G+zJz5wvJg97DfxsFj/K+/8vLy+uxtn+Y/Pnzx6uVLl1aRYsWtfuit2DBAmXPnt0cMnzu3DldunRJ06dPl6+vr90jJCREkuzu4/lfJ06ckJOTkwoVKmRXz5Ejh7JkyaITJ07Y1RMaFp41a9b7/mD9MIcPH5ZhGBowYEC8/IMGDbLLP3ToUF26dElPP/20AgMD9e6772rv3r2PdFxJ5nsrXLiwXd3X19fuS4h0+167H330kQoXLiw3Nzdlz55dvr6+2rt3ry5fvpyo44WFhalVq1by8fEx7x175563d/bh5uam0aNHa9WqVfL391eNGjU0ZswYhYeHm/u50wSpU6dOvM/s+++/f+Df+2H279+vV199Vd7e3vLy8pKvr685iWBi3ycAAEic1HhuntRMJ06cUK5cueI1De7cfialzyUT0rFjRz399NOqX7++8uTJo7fffttu3oGE3MmZ0K1xihYtGu99uLu7m3Ne3fEo76NZs2a6fPmyVq1apS+++EIvv/zyfRswN27c0MCBA825F+6cj166dClJ52kJfe94kJkzZ+r69ev666+/NGfOnEQ1m06cOKHChQubP9Dfkdj/Lu6ciz/s80yOc3QASG7MCQDAcl5eXsqVK5d+//33RG/TtGlT9evXT4sWLVL37t21cOFCeXt768UXX0z2fDVq1FD27NklSQ0bNlRgYKDeeust7dy50zyBvHPiuHfvXpUpUybB/dz5Ybh48eKSbp+4S9K+ffvuu83DFC1aVLt379bff/+tgICAh65/vwlYY2Nj5ezsHK9+v5Pppk2basSIEYqIiFDmzJm1fPlyNW/eXBky3P5n5c5EYi1atIg3d8Add+69/yh5/yuh7JLiTfyWWHfy9+7d+75XJN1pUNSoUUNHjhzRsmXL9P333+uzzz7TRx99pKlTp6pNmzaPdPzEGjlypAYMGKC3335bw4YNk4+Pj5ycnNS9e3e7ydzuJzY2Vs8//7wuXLigPn36qGjRosqUKZNOnjypVq1a2e2je/fuatiwob755hutWbNGAwYM0KhRo/Tjjz+qbNmy5rqhoaF29wO+485/G0l16dIl1axZU15eXho6dKgKFiwod3d37dq1S3369EnU+wQAAImXGs/NCxUqpAwZMmjfvn3Jsr//epxzSZvNluB6/52M18/PT3v27NGaNWu0atUqrVq1SrNnz1ZQUFC8iWkf1f3eR1LlzJlTtWrV0rhx47R582YtWbLkvut26dJFs2fPVvfu3VWlShV5e3vLZrOpWbNmSTpPS+qIkQ0bNigqKkrS7e9TVapUSdL2ifGo/1087jk6AKQEmgAAUoWXX35Z06dP15YtWxJ1Apc/f35VqlRJCxYsUOfOnbV06VI1atRIbm5uKZrT09NTgwYNUkhIiBYuXGhOdFa/fn05OzsrNDT0vpMDz5s3TxkyZDC/DN3Z5vPPP3/kiX0bNmyoL7/8Up9//rn69ev30PWzZs2qS5cuxaufOHFCBQoUSPRxmzZtqiFDhmjJkiXy9/dXZGSk3aRvvr6+ypw5s2JjY1W3bt1E7/eOvHnzKi4uTn/99ZfdhGFnzpzRpUuXlDdv3iTvMyH3azLc+SxcXFwSld/Hx0chISEKCQnR1atXVaNGDQ0ePNhsAiS2mSHJfG9//fWX3d/k3Llz8a46Wrx4sWrXrq2ZM2fa1S9dumQ2rh50/H379unQoUOaO3eu3X+39xumXrBgQfXq1Uu9evXSX3/9pTJlymjcuHH6/PPPzSH0fn5+D/3MkvJ5bNiwQefPn9fSpUtVo0YNs37s2LFE7wMAACRNajs39/DwUJ06dfTjjz8m6uKXvHnz6ocfftCVK1fsrmC/cxvB5DqXlG6fXyd0e5j/XlUuSa6urmrYsKEaNmyouLg4dezYUdOmTdOAAQPijYC9N+fBgwfNEbd3HDx4MFnfx3+9+eabatOmjbJkyaKXXnrpvustXrxYwcHBGjdunFm7efNmvO8cSTn/e5jTp0+rS5cueuGFF+Tq6mpeuPOwzyNv3rzau3ev4uLi7EYDJPd/F4k9RwcAR+J2QABShffee0+ZMmVSmzZtdObMmXjLjxw5ookTJ9rVmjZtqq1bt2rWrFmKiIhIkVsBJeStt95Snjx5NHr0aLMWEBCgkJAQ/fDDD/r000/jbTN16lT9+OOPat26tfLkyWNu07ZtW33//feaNGlSvG3i4uI0btw4/fPPP/fN0rhxYwUGBmrEiBHasmVLvOVXrlzR+++/b74uWLCgtm7dqujoaLP23Xff6e+//07cm/9XsWLFFBgYqAULFmjBggXKmTOn3Q+0zs7Oev3117VkyZIEryI7d+7cA/d/54vGhAkT7Orjx4+XdPs+qMnhzrwO//2S4ufnp1q1amnatGk6ffp0vO3uzX/+/Hm7ZZ6enipUqJB5ZZIkZcqUKcHjJKRu3bpycXHRpEmT7K4y+u9nId3+nP97JdKiRYvMofgPO/6dq5vu3YdhGPH+t3b9+nXdvHnTrlawYEFlzpzZfJ/16tWTl5eXRo4cqVu3bsXLeu9nlpTPI6GM0dHR+uSTTx66LQAAeDSp8dx80KBBMgxDLVu21NWrV+Mt37lzp3lF/UsvvaTY2FhNnjzZbp2PPvpINptN9evXT7ZcBQsW1J9//ml3rvPbb79p8+bNduv995zRycnJHBl773njvSpUqCA/Pz9NnTrVbp1Vq1bpjz/+SLZz4oQ0btxYgwYN0ieffCJXV9f7rpfQ+eikSZPijYRIyvnfw7Rt21ZxcXGaOXOmpk+frgwZMqh169YPvUL/pZdeUnh4uN1tTWNiYjRp0iR5enqat8R8XIk9RwcAR2IkAIBUoWDBgpo/f76aNm2qYsWKKSgoSCVLllR0dLR++eUXLVq0SK1atbLb5o033lDv3r3Vu3dv+fj4PNIV54/CxcVF3bp107vvvqvVq1ebV/Z/9NFH+vPPP9WxY0e7+po1a7Rs2TLVrFnT7goZSRo3bpyOHDmirl27aunSpXr55ZeVNWtWhYWFadGiRfrzzz/trrBPKMvSpUtVt25d1ahRQ2+88YaqVasmFxcX7d+/X/Pnz1fWrFk1YsQISVKbNm20ePFivfjii3rjjTd05MgRu6u4k6Jp06YaOHCg3N3d1bp163j31vy///s/rV+/XpUrV1bbtm1VvHhxXbhwQbt27dIPP/ygCxcu3HffpUuXVnBwsKZPn27eDmbbtm2aO3euGjVqpNq1ayc5b0IyZsyo4sWLa8GCBXr66afl4+OjkiVLqmTJkpoyZYqeffZZBQYGqm3btipQoIDOnDmjLVu26J9//tFvv/0m6fbtnWrVqqXy5cvLx8dHO3bs0OLFi9W5c2fzOOXLl5ckde3aVfXq1ZOzs/N9/66+vr7q3bu3Ro0apZdfflkvvfSSdu/erVWrVsW7cujll1/W0KFDFRISoqpVq2rfvn364osv4o3qKFiwoLJkyaKpU6cqc+bMypQpkypXrqyiRYuqYMGC6t27t06ePCkvLy8tWbIk3oiDQ4cO6bnnntMbb7yh4sWLK0OGDPr666915swZ8314eXnp008/VcuWLVWuXDk1a9ZMvr6+CgsL04oVK1StWjXzi3hSPo+qVasqa9asCg4OVteuXWWz2RQaGvrIt3oCAAAPlxrPzatWraopU6aoY8eOKlq0qFq2bKnChQvrypUr2rBhg5YvX67hw4dLuj1atnbt2nr//fd1/PhxlS5dWt9//72WLVum7t27P9K57/28/fbbGj9+vOrVq6fWrVv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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:49:04,867 INFO: === Dataset: b ===\n", "2025-02-25 07:49:06,207 INFO:Total samples: 3181\n", "2025-02-25 07:49:12,306 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:49:12,377 INFO: === Dataset: c ===\n", "2025-02-25 07:49:13,717 INFO:Total samples: 3181\n", "2025-02-25 07:49:19,808 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:49:19,879 INFO: === Dataset: d ===\n", "2025-02-25 07:49:21,220 INFO:Total samples: 3181\n", "2025-02-25 07:49:27,261 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:49:27,331 INFO: === Dataset: e ===\n", "2025-02-25 07:49:27,716 INFO:Total samples: 911\n", "2025-02-25 07:49:30,131 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:49:30,202 INFO: === Dataset: f ===\n", "2025-02-25 07:49:35,565 INFO:Total samples: 12911\n", "2025-02-25 07:49:57,703 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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vvvjCrIWGhuqff/5RtWrVLEwGAAAA4JFSyf36kwNNAAAAgHgI2bo1QQ0Am4ODshYtmnSBkOR27NihNm3aaP/+/WatVq1amj17tgoUKGBhMgAAAACIP5oAAAAAj3Dl5EltHDxY53fvNmt5qldXvlq1Hrlefj8/Zc6fP4nTISlERUVp1KhRGjJkiKKioiRJLi4uGjlypHr27CmHRLzFEwAAAIAkwjMBTDQBAAAAHmHb559r35w5djXvevVUdeBAixIhKR09elStW7fW5s2bzVr58uUVFBSk0qVLW5gMAAAAAJ4MTQAAAJDmGIahiwcOKOrmzafe1sUDB+ymM+XLp2JvvPHU20XKdPPmTe3YsUOS5ODgoAEDBmjQoEFydna2OBkAAACABGEkgIkmAAAASHNWtm2r/XPnJvp2A/fvV9ZixeTg6Jjo20bK4OPjo+HDh2vq1KmaO3euqlatanUkAAAAAHgqtEMAAECac2jRokTfpnPmzMpcoAANgDTm559/VkREhF2td+/e2rVrFw0AAAAAIDWz2ZLnlUCTJk2St7e3XF1dVaVKFW3ZsuWhy9aqVUs2my3Wq2HDhgnaJyMBAABAinP7xg1t+ewzXfz33ydaP/rWLUmSq4eHSrRs+dR5HNKlU7E33pBThgxPvS2kDJcuXVLXrl313XffqV+/fvq///s/c56jo6MyZsxoYToAAAAATy0F3g5o/vz56tOnj6ZMmaIqVapo3Lhxqlevng4ePCgvL69Yyy9ZskSRkZHm9IULF1S2bFm9kcBb1NIEAAAAKc6/336rTZ988tTbyVyggPwmTUqEREhLVq9ercDAQJ05c0aS9NlnnykgIEAlS5a0OBkAAACAtGzs2LHq2LGjAgMDJUlTpkzR8uXLNXPmTPXv3z/W8h4eHnbT33//vTJkyEATAAAApCzXz53T7evXE7RO2N69T71fm6OjSgcEPPV2kHbcuHFD/fr108SJE81alixZNGnSJJUoUcLCZAAAAAAS3RPcqudJRERExLrFqIuLi1xcXOxqkZGR2r59uwYMGGDWHBwc5Ofnp02bNsVrXzNmzFDLli0TPHKZJgAAAEgy6wcO1OZhw55qG/XnzlW+mjUTvJ6Tm5vSP3DVBJ5dW7duVevWrXXo0CGzVrduXc2cOVN58+a1MBkAAACA1GzkyJH65IGR7IMHD9aQIUPsamFhYYqOjlaOHDns6jly5NCBAwceu58tW7Zo7969mjFjRoIz0gQAAABJZt/cuU+9jRwVKihz/vyJkAbPotu3b2v48OEaNmyYoqOjJUnp06fXZ599pi5dusjBIeXdJxQAAABAIkimZwIMGDBAffr0sas9OAogMcyYMUO+vr6qXLlygtelCQAAwDPq+KpVOrJsmRQTk2T7uBkWJklKlz69ijRpkuD1C/j5KXvp0omcCs+SadOm2V2V89xzzykoKEjFixe3MBUAAACAtCKuW//EJXv27HJ0dFRoaKhdPTQ0VDlz5nzkutevX9f333+vTz/99Iky0gQAAOAZdOP8ef3w6quKuX07WfaX3tNTjebNS5Z9Affr1KmTZs6cqX/++UcDBw7Uhx9+KCcnJ6tjAQAAAEhqyfRMgPhydnZWxYoVtWbNGjX530VyMTExWrNmjbp16/bIdRcuXKiIiAi1bt36ifZNEwAAgGfQlRMnkq0BIEnF33gj2faFZ9vNmzeVPn16c9rJyUnffvutrl69queee87CZAAAAACedX369FFAQIAqVaqkypUra9y4cbp+/boCAwMlSf7+/sqTJ49Gjhxpt96MGTPUpEkTZcuW7Yn2SxMAAIBnzMk1a7TQz8+cLtqsmaoOHJhk+3POlElZChVKsu0DkmQYhr799lv16dNHv/76q8qVK2fOK1GihHXBAAAAAFjClsJGAkhSixYtdP78eQ0aNEghISEqV66cVq1aZT4sODg4ONZzyw4ePKj169fr119/feL90gQAAOAZsz8oyG46u4+PvMqWtSgN8PQuXLigzp07a9GiRZKk1q1ba9u2bXJ1dbU4GQAAAADY69at20Nv/7Nu3bpYteLFi8swjKfaJ00AAADSKMMwdPiHHxSydatd/f5p73r1VK5Ll+SOBiSaFStWqH379goJCTFr5cuX1+3bt2kCAAAAAM+wlDgSwCo0AQAASKPObtqkZc2aPXIZv6++UkYvr2RKBCSea9euqW/fvpo6dapZ8/Dw0NSpU9W8eXMLkwEAAABAykITAACANOriwYOPnO9RooTcCxRIpjRA4tm0aZPatGmjo0ePmrX69etrxowZypUrl4XJAAAAAKQYDAQw0QQAACCN+qVdO/N9xT59VLhxY3PawdFROStXlu2BBw4BKd3EiRPVs2dPxcTESJIyZMigsWPHqlOnTgz3BQAAAIA40AQAACANunz8uN10nmrVlL9WLWvCAImoSpUq5o/9VatW1dy5c1WkSBGLUwEAAABIabhI6B6aAAAApCKGYejk6tU6t2vXI5e7HhpqN12oUaMkTAUkn+eee06ffvqpJOmDDz5QunSczgIAAADAo/CtCQCAVOTU2rVaVK9egtbxCQxUOheXJEoEJJ0TJ05o7NixGjt2rN2P/R9++KGFqQAAAACkBowEuIcmAAAAqcj5PXsSvE7emjWTIAmQdAzD0OzZs9WzZ09dvXpVnp6eGjhwoNWxAAAAACBVogkAAEAqceHAAa3t1cucrti7t/K++OIj18lcoIByVKiQxMmAxHPu3Dl16tRJS5cuNWtz587V+++/L1dXVwuTAQAAAEhNGAlwD00AAABSib0zZ9pNF6hbV4Xq17coDZD4li1bpo4dO+rcuXNmLTAwUOPGjaMBAAAAAABPiCYAAAApXOT16zr200/6b8sWs+ZZpowK+PlZmApIPOHh4erdu7dm3tfo8vT01LRp09SkSRPrggEAAABItRgJcA9NAAAAUriVAQE6vHixXe2VWbPk6ORkUSIg8fz5558KCAjQiRMnzNqrr76q6dOny8vLy7pgAAAAAJBG0AQAACCFC922zW7aOXNmZS1WzKI0QOJaunSp2QBwc3PT+PHjFRgYyFU7AAAAAJ4OXylMNAEAAEgh/hwwQIcWLZIRE2NXv3r6tKQ7P/7XGT9e+V96Sc5ublZEBBLd8OHDtWrVKmXLlk1z5sxRwYIFrY4EAAAAAGkKTQAAAFKAy0ePasv//d8jl8ng5SWftm2TJxCQBKKjo7Vz505VqlTJrLm6umr16tXKkSOHHB0dLUwHAAAAIC1hdPE9NAEAAEgBbl2+bL5P5+oqp0yZ7OY7u7mp2pAhyRsKSERHjx6Vv7+/duzYoR07dqhkyZLmvNy5c1uYDAAAAADSNpoAAACkAEZ0tPnet2NHvfTllxamARKPYRiaPn26+vTpo+vXr0uS2rZtq82bN3NlDgAAAIAkw/eNe2gCAACQAtz/HACbg4OFSYDEExISog4dOmj58uVmrVChQho7diwn5AAAAACQTPiVAQAAix3+8Ud9V726OW3jvuhIAxYvXiwfHx+7BkCnTp30zz//qPp9f98BAAAAICnYbLZkeaUGjAQAAMBia7p1sxsJ4JQxo4VpgKdz+fJl9ejRQ0FBQWYtR44cmjFjhho2bGhhMgAAAAB4NtEEAAAgnq79958u7N+f6Nu9ef68+d6jZEmVevvtRN8HkFyaNGmiP/74w5xu1qyZpkyZouzZs1uYCgAAAMCzJrVcpZ8caAIAABAP5/fsUVCFCoqJikqyfXiWKaOAf/5Jsu0DyWHo0KGqWbOmMmXKpIkTJ6p169acfAMAAACAhWgCAAAQD8G//56kDQBJ8ihRIkm3DySFmJgYOdz3MOsXX3xR06dPV926dZU/f34LkwEAAAB4pnEtkokmAAAAD7geEqINgwbpyokTZi385EnzfZEmTZS9dOlE3adL1qwq7e+fqNsEklJUVJRGjBih9evXa9WqVXaNgPbt21uYDAAAAABwP5oAAAA8YOfkydo9ffpD55dq00bFmjZNxkRAynLo0CG1adNGW7ZskSSNGzdOffr0sTgVAAAAANzDbUnvoQkAAEhRrp4+rRvnzlma4cLevQ+dl93XV9516yZjGiDlMAxDkydP1vvvv6+bN29KkhwdHc33AAAAAICUhyYAACDF2DNzpn7p0EEyDKujmN7auFHZfXzMaSc3N64mwDPpzJkzateunX799VezVqxYMc2dO1dVqlSxMBkAAAAAxMZ393scHr8IAADJ4/APP6SoBoCjs7OyFism50yZzBcnEXgWff/99/L19bVrAHTt2lU7d+6kAQAAAAAAKRwjAQAAljIMQ7u++kqn//hDodu2mXWfdu2UztXVslw2BwcVee01pc+WzbIMgNWio6PVunVrff/992Ytd+7cmjVrll5++WULkwEAAADAo3ER3z00AQAAlgrdvl1runaNVa81Zoxcs2RJ/kAATI6OjsqcObM53bJlS02aNEkeHh4WpgIAAAAAJARNAABAorl6+rSib99O0DqhO3bEqhVt1owGAJBCjBkzRjt37lSfPn3UsmVLq+MAAAAAQPwwEMBEEwAAkCiWNm16557+T6Fyv36q0LOn3HLlSqRUABJi8+bNOn36tJo3b27W3Nzc9PfffzOUFqnajh075OTkJF9fX0nS0qVLNWvWLJUqVUpDhgyRs7OzxQkBAACApMODgQEATy0iPPypGwCSlN3XlwYAYIHbt29r4MCBql69ugIDA3Xs2DG7+TQAkNq98847OnTokCTp2LFjatmypTJkyKCFCxfqgw8+sDgdAAAAkoLNZkuWV2rASAAAQIIFr12rQ4sWyYiOliRFRUSY8zLmyqV8tWoleJuevr4q1qxZYkUEEE/79+9XmzZttON/t+a6du2axo4dq4kTJ1qcDEg8hw4dUrly5SRJCxcuVI0aNTRv3jxt2LBBLVu21Lhx4yzNBwAAACQlmgAAgASJvHZNPzRurNvXr8c5P0eFCmo0b14ypwKQUDExMfryyy/Vv39/RfyvkZcuXToNHjxY/fv3tzgdkLgMw1BMTIwk6bffflOjRo0kSfny5VNYWJiV0QAAAJBEUstV+smBJgAApEGR164pJioqSbZ9NTj4oQ0Am4ODijZtmiT7BZB4goOD1bZtW61du9aslSxZUkFBQapYsaKFyYCkUalSJQ0bNkx+fn76448/9NVXX0mSjh8/rhw5clicDgAAAEhaNAEAII1Z26ePto8bJxlGku/Lu1491Rg1ypzO4Okpt9y5k3y/AJ6MYRgKCgpS9+7dFR4ebtZ79eqlESNGKH369BamA5LOuHHj9Pbbb+vHH3/URx99pCJFikiSFi1apGrVqlmcDgAAAEmBkQD30AQAgDRm54QJydIAkKRsJUvKq2zZZNkXgKd37do1DRgwwGwA5MuXT7Nnz1adOnUsTgYkrTJlymjPnj2x6qNHj5ajo6MFiQAAAIDkQxMAAFKZsP37dXD+fEVHRsY5/+5tgFzc3ZWratUky5Epb15Veu+9JNs+gMSXKVMmzZw5U6+88or8/f01fvx4ZcmSxepYQLKJjIzUuXPnzOcD3JU/f36LEgEAACCpMBLgHpoAAJCKGDExWtKggcJPnnzsstlKlVLzlSuTIRWAlOrq1au6deuWPD09zVq9evW0c+dOlStXzrpgQDI7dOiQ2rdvr40bN9rVDcOQzWZTdHS0RckAAACApEcTAABSkejIyHg1ACSpYP36SZwGQEq2fv16+fv7q0SJElq+fLndVTA0APCsCQwMVLp06fTzzz8rV65cXBUGAADwLOCUz0QTAABSiejbt7Wwbl1z2rNsWdUeNy7OZdNnyyZPX99kSgYgJYmIiNDgwYP12WefyTAMHT9+XNOnT1enTp2sjgZYZteuXdq+fbtKlChhdRQAAAAg2dEEAIBU4syGDTqzfr05naVIEeWvVcu6QABSnD179qh169bavXu3Watevbr8/PwsTAVYr1SpUgoLC7M6BgAAAJIRoz/vsbwJMGnSJI0ePVohISEqW7asJkyYoMqVKz90+XHjxumrr75ScHCwsmfPrubNm2vkyJFydXVNxtQAkDQiwsN1cMEC3bp4Mda8iwcP2k1XHTgwuWIBSOGio6M1duxYffzxx4r830PDnZycNHToUPXt21eOjo4WJwSsNWrUKH3wwQcaMWKEfH195eTkZDc/c+bMFiUDAAAAkp6lTYD58+erT58+mjJliqpUqaJx48apXr16OnjwoLy8vGItP2/ePPXv318zZ85UtWrVdOjQIbVt21Y2m01jx4614AgAIHGt7dVLe2fNeuxy1YYMkVfZssmQCEBKd/z4cQUEBOivv/4ya76+vgoKClJZ/n8CkCRzNMxLL71kV+fBwAAAAGkXIwHusbQJMHbsWHXs2FGBgYGSpClTpmj58uWaOXOm+vfvH2v5jRs3qnr16nrrrbckSd7e3mrVqpX+/vvvZM0NAEnl/J498Vou74svJnESAKlBcHCwypQpo2vXrkm6c5Lbt29fDR06VC4uLhanA1KOtWvXWh0BAAAAsIxlTYDIyEht375dAwYMMGsODg7y8/PTpk2b4lynWrVq+uabb7RlyxZVrlxZx44d04oVK9SmTZvkig0Aie6/rVv1S/v2unb6tCKuXLlTtNn02uLFcS7vUbKksvFgQwCS8ufPr9dee03ffvutvL29NXfuXL1IkxCIpWbNmlZHAAAAQDJjJMA9ljUBwsLCFB0drRw5ctjVc+TIoQMHDsS5zltvvaWwsDC98MILMgxDUVFR6ty5sz788MOH7iciIkIRERHmdHh4eOIcAAAkkn+++kphD4wAcM2aVUVff92iRABSk4kTJypnzpwaPHiwMmXKZHUcIMX666+/NHXqVB07dkwLFy5Unjx5FBQUpIIFC+qFF16wOh4AAACQZBysDpAQ69at04gRIzR58mTt2LFDS5Ys0fLlyzV06NCHrjNy5Ei5u7ubr3z58iVjYgC45+aFC9o7Z452T59u9zq/e7e5jHvBgvIsU0a1v/jCwqQAUqIrV66obdu2+v777+3qWbJk0eeff04DAHiExYsXq169ekqfPr127NhhXiR05coVjRgxwuJ0AAAASBK2ZHqlApaNBMiePbscHR0VGhpqVw8NDVXOnDnjXGfgwIFq06aNOnToIOnOQ++uX7+uTp066aOPPpKDQ+yexoABA9SnTx9zOjw8nEYAgGRnGIbm164d64r/B7VYt06Z8+dPplQAUot169YpICBAwcHBWrp0qV588UXlyZPH6lhAqjFs2DBNmTJF/v7+do206tWra9iwYRYmAwAAAJKeZSMBnJ2dVbFiRa1Zs8asxcTEaM2aNapatWqc69y4cSPWD/2Ojo6S7vzAFhcXFxdlzpzZ7gUAyS3m9u3HNgDccueWW+7cyZQIQGpw69Ytvffee6pdu7aCg4MlSdHR0dq3b5/FyYDU5eDBg6pRo0asuru7uy5fvpz8gQAAAJDkbDZbsrxSA8tGAkhSnz59FBAQoEqVKqly5coaN26crl+/rsDAQEmSv7+/8uTJo5EjR0qSGjdurLFjx6p8+fKqUqWKjhw5ooEDB6px48ZmMwAAUoLI69f1S7t2Ctm27U7hvkZl1qJFVbl/f7vlbY6OKvjKK3JIZ+n/LQNIQXbu3KnWrVtr//79Zq1WrVqaPXu2ChQoYGEyIPXJmTOnjhw5Im9vb7v6+vXrVahQIWtCAQAAAMnE0l+bWrRoofPnz2vQoEEKCQlRuXLltGrVKvNhwcHBwXZX/n/88cey2Wz6+OOPdebMGXl6eqpx48YaPny4VYcAAHE6umyZDi5YEOe8LEWLyrddu2ROBCC1iIqK0qhRozRkyBBFRUVJujOyccSIEerVq1ectz8E8GgdO3ZUz549NXPmTNlsNp09e1abNm1S3759NXDgQKvjAQAAIAmklqv0k4PNeNh9dNKo8PBwubu768qVK9waCMATuX3zpoLXrFHUrVsPXebkr79q9/TpkiQnNzelc3WVJKX39JTfxInKX6dOsmQFkLqcPHlSrVq10qZNm8xauXLl9M0336h06dIWJgPiJ6WeaxuGoREjRmjkyJG6ceOGpDvNtb59+2ro0KFPtM305bslZkSkAe+8WUO9A15SjmyZtefQGfUZtVDb9p2Mc9lfpvdUjUpFY9VX/rVXTXtMMaeLF8yhYT2b6MUKRZQunYMOHAtRq75f61TIpSQ7DqQ+l7ZOtDoCUpjv532rObNmKCzsvIoVL6H+Hw6Ub5kycS67eOEC/bTsRx05cliSVKpUaXXv2eehyw/9ZJAWLZiv9/sNUGv/tkl1CEilXFPYzQ0K9PgpWfZz8svGybKfp5HC/mgAIOVb9PLLOrN+fbyXf2nCBPm0bZt0gQCkGa6urjp8+M4XMAcHBw0YMECDBg2Ss7OzxcmA1M1ms+mjjz7S+++/ryNHjujatWsqVaqUXF1ddfbsWeXmmTx4Ss1frqBR772u7sPna+veE+r2Vm0tm9xVZZt8qvOXrsVavuV70+XsdO+Wth7uGbVl/gAtWb3TrBXMm11rZvbRnB83athXyxV+/ZZKFc6lWxG3k+WYAKROq1au0OefjdTHgz+Rr29ZfRs0R+++015Lf16lbNmyxVp+29a/Vb9BQ5UtV0EuLs6aOeNrvdupnRYvXW7eqeOuNb+t1p5//pGnl1dyHQ7wVBgJcA/jyQEggRLSAJAkz7JlkygJgLQmR44cmjZtmooUKaL169dr2LBhNACAROTs7KxSpUqpcuXKcnNz0759+5QvXz6rYyEN6NG6jmYt2aigZZt14FiIug//XjdvRSqgSdU4l78UfkOhF66ar5eeL6EbtyLtmgCfdGusX9bv00fjl+qfg6d1/HSYlv+xJ86mAgDcFTRnlpo2f1NNXm+mwkWK6OPBn8jV1VU/Llkc5/IjPxujFq3eVomSJVWwUGEN+XSYYmJitGXzJrvlQkND9X8jhmrEZ5/LKZ1TchwK8NR4MPA9jAQAgHiIvHpVv/fqpfP//GPWMuXLpwo9ez5yvVyVKytH+fJJHQ9AKrV48WLVrFlT2bNnN2uvv/66GjRoIBcXFwuTAQDiyymdo8qXzKfRM381a4Zh6Pe/D6pymYLx2kZAk2pa+MsO3bgVKenOjxavvFBaY+f8pmWTuqpsibw6eeaCRs/8VT+t250kxwEg9bsdGal/9+9T+47vmDUHBwc9/3w17f5n5yPWvOfWrZuKiopSZnd3sxYTE6OP+r+vtoHtVaRI7FuZAUj5aAIAQDwcXLRIe2fOtKu5Fyqk5957z6JEAFKzS5cuqWvXrvruu+/UvHlzLViwwO4KEhoAAJB6ZM/qpnTpHHXu4lW7+rkL4SruneMha91TqXQB+RTNrXc/+daseXm4KVNGV/UNrKtPJv2sj8f/qJerl9L3YzqoXqcvtX77kUQ/DgCp36XLlxQdHR3rtj/ZsmXT8ePH4rWNcWM+l6eXl56vWs2szZoxXY7p0umt1v6JmhdIcqnjIv1kQRMAAB7hwr//6trZswr5++97RZtNGTw9VbFXL8tyAUi9Vq9ercDAQJ05c0aStGjRIv3555+qWbOmxckAPExERIQiIiLsakZMtGwOjg9ZA4i/gCZVtefQGbuHCDs43Llz78/r9mjCt2slSbsPnVGVsoXUsfkLNAEAJIkZ06dp1coVmjF7rnlRyv59e/Vt0Fx9v2hJqrntCYDYaAIAwEP8M3WqVnfuHKveeMECFW/e3IJEAFKzGzduqF+/fpo4caJZy5IliyZNmqQaNWpYmAxIu3bvfvRtUw4ePBiv7YwcOVKffPKJXc0xx3NyylX5ibMh7Qi7dE1RUdHy8shkV/fKllkhF8IfuW4GV2e9Ua+ihn61PNY2b9+O1r/H/rOrHzwWomrlCyVOcABpTtYsWeXo6KgLFy7Y1S9cuGB3+8m4zJk1Q7NmTNPUr2epWPESZn3H9m26ePGCXvGrbdaio6M1ZvQofRs0VytX/564BwEkIhpX99AEAICHOPHLL3HWPUqUiLMOAA+zdetWtWnTxu4HRz8/P82aNUt58+a1MBmQtpUrV042m02GYcSad7ceny+HAwYMUJ8+fexqXi/2S7ScSN1uR0Vr57+nVLtKcfN+/TabTbUrF9OU+X8+ct2mdcvLxTmdvluxNdY2t+8/qWIF7G8nVLSAl4L/u5S4BwAgzXBydlbJUqX19+ZNqvOSn6Q79/P/++9Natmq9UPXmzVjur6eNkVfTZuh0j6+dvMavfqaqtx3ayBJerdTezVq/JqavN408Q8CQJKgCQAAcQjdsUOHf/jBnK7Qo4ecM2VSnhdekKePj4XJAKQmt2/f1vDhwzVs2DBFR0dLklxdXfXZZ5+pa9eu5u0eACSN48ePJ8p2XFxcYj2rg1sB4X5ffvO7pn/aRtv3B2vb3hPq9lZtZUjvorlLN0uSvh7aRmfPXdGgCcvs1mvbpKp+WrdbF69cj7XNL+b8pqBR7bR+xxH9se2QXq5WSg1q+Khex/HJckwAUqc2AYEa+GE/lS7tIx/fMvomaI5u3rxp/mD/0YAP5OWVQz1733m+3cyvp2nyxC/1f5+NUe7ceRR2/rwkKUOGDMqQMaOyZMmqLFmy2u3DKZ2TsmfPLu+CjExCysZIgHtoAgBAHNY98MDf5wcOVIbHDJ8EgAf9/PPPdrcQee655zR37lyVYEQRkCwKFChgdQQ8Ixb9ukPZs7pp0LsNlSNbJu0+eEavdZ1kPiw4X04PxcTYj0gpWsBL1SsUUcPOE+PapJat3a3uw7/X++1e1pgPmuvQyXNq9f7X2rgrfg/3BPBseqV+A126eFGTJ36psLDzKl6ipCZP/VrZ/vd9NuS//+Rgu3chysL53+v27dt6r3cPu+107tJN73btnqzZASQdmxHX2Ng0LDw8XO7u7rpy5YoyZ85sdRwAKdSM4sV16dAhSVIpf381mDPH4kQAUiPDMNS0aVP99NNPGjhwoD788EM5OTlZHQtIMqnhXNvX11crVqxQvnz5nmo76ct3S6REAPB0Lm2Nu5EEAMnNNYVdbl6k78pk2c+Rz+sny36eRgr7owGAlCE6MlKS5OTmRgMAQLxdvnxZWbJkMadtNpumTZumEydO6LnnnrMuGADTiRMndPv2batjAAAAAMmGG9ECQBxi/vfjgIu7u8VJAKQGhmHom2++kbe3t3766Se7eZ6enjQAAAAAACCZ2Wy2ZHmlBjQBAOABB+bP17UzZyRJDty2A8BjXLhwQW+++abatGmjK1euqEOHDjr/vweqAUh5XnzxRaVPn97qGAAAAECy4XZAAHCf6yEhWv722+Z0OldXC9MASOlWrlypdu3aKSQkxKzVrVuX+/4DKdiKFSusjgAAAIBkkEou0k8WNAEAPLNu37yp6/f9cCdJF//9V0Z0tDnt065dcscCkApcu3ZNffv21dSpU82ah4eHpkyZojfeeMPCZAAe5vDhw1q7dq3OnTunmJgYu3mDBg2yKBUAAACQ9GgCAHgmnd+zR9/XqKGIy5cfukyxN95Q5fffT75QAFKFTZs2qU2bNjp69KhZq1+/vmbMmKFcuXJZmAzAw0yfPl3vvvuusmfPrpw5c9rdu9Vms9EEAAAASINSy/36kwNNAADPpCNLlz6yASBJXmXLJk8YAKnG3LlzFRgYaF5FnCFDBo0dO1adOnXiBBNIwYYNG6bhw4erX79+VkcBAAAAkh1NAACp2u2bN/XPlCm6dPBggtYL2bbNfJ+3Zk255c5tN9+9YEGV69IlUTICSDtq166tTJky6cqVK6patarmzp2rIkWKWB0LwGNcunSJW3UBAAA8Y7hO6x6aAABStX+/+Ubr+vR5qm1UGTBABevVS6REANKyfPnyafLkyTpx4oQ++OADpUvHqRSQGrzxxhv69ddf1blzZ6ujAAAAAMmOb64AUrUrx48/1fpuuXMrT/XqiZQGQFpy4sQJffTRR5o8ebLc3d3N+ltvvWVhKgBPokiRIho4cKA2b94sX19fOTk52c3v0aOHRckAAACQVBwcGApwF00AAKna3yNHmu9fnjZNOStXTtD62UqWlKOzc2LHApCKGYah2bNnq2fPnrp69aqcnJw0e/Zsq2MBeArTpk2Tm5ub/vjjD/3xxx9282w2G00AAAAApGk0AQCkGbmrV1f2UqWsjgEgFTt37pw6deqkpUuXmrV169bp4sWL8vDwsDAZgKdx/ClHDgIAACD14ZkA99AEAJDi3bp8Wftmz9b10NBHLkcDAMDTWLZsmTp27Khz586ZtbZt22r8+PHKnDmzhckAJCbDMCTdGQEAAAAAPAtoAgBI8TYOHqwdX375yGVyVamSTGkApDXh4eHq3bu3Zs6cadayZ8+u6dOnq0mTJtYFA5Co5s6dq9GjR+vw4cOSpGLFiun9999XmzZtLE4GAACApMBFH/fQBACQ4l08ePCxyxSsXz8ZkgBIa/766y/5+/vrxIkTZq1x48aaPn26cuTIYV0wAIlq7NixGjhwoLp166bq1atLktavX6/OnTsrLCxMvXv3tjghAAAAkHRoAgBIcr9166bdU6cqJirqqbf1+k8/ycnNza6WPls2efr6PvW2ATx7du/ebTYA3NzcNH78eAUGBnLFCJDGTJgwQV999ZX8/f3N2quvvqrSpUtryJAhNAEAAADSIL7W3UMTAECSunnxonZNmpQo20qXIYMK1K2rdC4uibI9AOjSpYuWLVummzdvas6cOSpYsKDVkQAkgf/++0/VqlWLVa9WrZr+++8/CxIBAAAAyYcmAICncu6ff3Ti11+l/z1k70GRV6+a712yZJFH8eJPtB8HJyeV6dSJBgCAJxYdHa3ff/9ddevWNWs2m03z589XpkyZ5OjoaGE6AEmpSJEiWrBggT788EO7+vz581W0aFGLUgEAACApMcL7HpoAAJ7YjbAwfVuliqIjIuK1fL5atdTkhx+SOBUAxHb06FH5+/tr48aNWr16tfz8/Mx5WbJksS4YgGTxySefqEWLFvrzzz/NZwJs2LBBa9as0YIFCyxOBwAAACQtB6sDAEi9Lh85Eu8GgCTlrVEjCdMAQGyGYWjatGkqW7asNm7cKEnq0KGDIiMjLU4GIDk1a9ZMf//9t7Jly6Yff/xRP/74o7Jnz64tW7bo9ddftzoeAAAAkoDNZkuWV2rASAAAT+T2jRtaXL++OV2oUSP5tmv30OXdcudWzsqVkyMaAEi6cw/wDh06aMWKFWatUKFCmjt3rpydnS1MBsAKFStW1Lfffmt1DAAAACDZ0QQA8ESOr1ypiMuXzekcFSuqKFfSAUghFi1apM6dO+vChQtmrWPHjhozZowyZcpkYTIAycnBweGxV2fZbDZFRUUlUyIAAAAkl5R6kf6kSZM0evRohYSEqGzZspowYYIqP+LC2cuXL+ujjz7SkiVLdPHiRRUoUEDjxo1TgwYN4r1PmgAAnsi1//6zm/Zt396iJABwz+XLl9W9e3d98803Zi1Hjhz6+uuv1ahRIwuTAbDCD494FtGmTZv05ZdfKiYmJhkTAQAA4Fk2f/589enTR1OmTFGVKlU0btw41atXTwcPHpSXl1es5SMjI1W3bl15eXlp0aJFypMnj06ePJngZ9vRBADwRH7v3t187zd5sjLny2dhGgC4o2PHjlq0aJE53bRpU02ZMkWenp4WpgJglddeey1W7eDBg+rfv79++uknvf322/r0008tSAYAAICklhLv1z927Fh17NhRgYGBkqQpU6Zo+fLlmjlzpvr37x9r+ZkzZ+rixYvauHGjnJycJEne3t4J3i8PBgbwRJwzZzbf53zuOQuTAMA9I0eOVIYMGZQ5c2bNnTtXixYtogEAQJJ09uxZdezYUb6+voqKitKuXbs0Z84cFShQwOpoAAAASMUiIiIUHh5u94qIiIi1XGRkpLZv3y4/Pz+z5uDgID8/P23atCnObS9btkxVq1ZV165dlSNHDvn4+GjEiBGKjo5OUEaaAADiZe177+nrIkU0vXBhTS9cWJFXr5rzclaqZGEyAM+yyMhIu+kiRYpo/vz52rNnj9q0aZMir/wAkLyuXLmifv36qUiRItq3b5/WrFmjn376ST4+PlZHAwAAQBKy2ZLnNXLkSLm7u9u9Ro4cGStPWFiYoqOjlSNHDrt6jhw5FBISEucxHDt2TIsWLVJ0dLRWrFihgQMHasyYMRo2bFiCPgtuBwTgsS78+6+2jx0b57wcNAAAWCAqKkojRozQggULtGXLFmXIkMGcx73/Adz12WefadSoUcqZM6e+++67OG8PBAAAADyNAQMGqE+fPnY1FxeXRNl2TEyMvLy8NG3aNDk6OqpixYo6c+aMRo8ercGDB8d7OzQBgDTu0pEjOrdr11Nt4/Lhw+b7dK6ucnJzkyS5ZMmi5z/66Km2DQAJdfDgQfn7+2vLli2SpA8++EATJ060OBWAlKh///5Knz69ihQpojlz5mjOnDlxLrdkyZJkTgYAAICkllwjw11cXOL1o3/27Nnl6Oio0NBQu3poaKhy5swZ5zq5cuWSk5OTHB0dzVrJkiUVEhKiyMhIOTs7xysjTQAgDTu3a5fmli+fqNss8847qjNuXKJuEwDiwzAMTZ48We+//75u3rwpSXJ0dFS2bNlkGAa3/gEQi7+/P//fAAAAgBTB2dlZFStW1Jo1a9SkSRNJd670X7Nmjbp16xbnOtWrV9e8efMUExMjB4c7d/Y/dOiQcuXKFe8GgEQTAEjTzmzcmOjb9CxTJtG3CQCPc+bMGQUGBmr16tVmrVixYpo7d66qVKliYTIAKdns2bOtjgAAAACLpMRrQfr06aOAgABVqlRJlStX1rhx43T9+nUFBgZKunMRS548ecxnCrz77ruaOHGievbsqe7du+vw4cMaMWKEevTokaD90gQA0qCoW7e0tndvHVuxwqyVaNnyqe/fn7VIERVq2PBp4wFAgnz33Xfq0qWLLl++bNa6du2qzz77zO5ZAAAAAAAApGQtWrTQ+fPnNWjQIIWEhKhcuXJatWqV+bDg4OBg84p/ScqXL59++eUX9e7dW2XKlFGePHnUs2dP9evXL0H7pQkApEFHf/5Z/0yZYlcr2rSpir/xhkWJACDhDMNQ27ZtNXfuXLOWO3duzZo1Sy+//LKFyQAAAAAAKV1KvS1kt27dHnr7n3Xr1sWqVa1aVZs3b36qfTo8fhEAqc2tixfvTdhsylO9ugrWr29dIAB4AjabTaVKlTKnW7ZsqT179tAAAAAAAAAgARgJAKRx9b7+Wr7t2lkdAwCeSN++fbVx40a1atVKLVu2tDoOAAAAACCVSKEDASxBEwAAAKQImzdv1tatW9W9e3ez5ujoqKVLl1qYCgAAAACA1I0mAJAGREdGasOgQQrdsUOSdPX0aYsTAUD8RUZGaujQoRoxYoQkqWLFiqpWrZrFqQAAAAAAqVlKfSaAFWgCAGnA0Z9+0pZRo+Kc5+jsnMxpACD+9u/frzZt2mjH/5qYkjRx4kSaAAAAAAAAJBIeDAykAZePHYuz7lGihAo2aJDMaQDg8WJiYjRu3DhVqFDBbACkS5dOQ4cO1dy5cy1OBwAAAABI7Wy25HmlBowEAFK56yEh+vODD8zpulOmqORbb0mSnNzcGPoEIMUJDg5W27ZttXbtWrNWsmRJBQUFqWLFihYmAwAAAAAg7WEkAJDKBd/3I5okZffxkXOmTHLOlIkGAIAUxTAMzZ07V76+vnYNgF69emn79u00AAAAAAAAicZmsyXLKzVgJACQShmGoZ0TJujfefPMWs7nnlNu7qMNIIWKiorSF198ofDwcElSvnz5NHv2bNWpU8fiZAAAAAAApF00AYBU6uymTfq9Z0+7Wum2bVNNBxLAs8fJyUlBQUGqVKmS3nzzTX355ZfKkiWL1bEAAAAAAGkQP5HdQxMASEVioqMVHhwsSQr934M078qQI4cKNWxoRSwAiNPVq1d1/vx5FSpUyKz5+Pho3759Kly4sIXJAAAAAAB4dtAEAFKJyGvXNKdsWV05dizWvOc//lhVBw6Uo7OzBckAILb169fL399fbm5u2rp1q1xcXMx5NAAAAAAAAEmNu2Xcw4OBgVTi9F9/xdkAkCTPMmVoAABIESIiItS/f3/VqFFDx48f1549e/Tpp59aHQsAAAAAgGcWIwGAFOb6uXPaNXmyboSE2NWvnDxpvs/u66vsPj6SJM+yZVXktdeSNSMAxGXPnj1q3bq1du/ebdaqV6+u9u3bW5gKAAAAAPAsYiDAPTQBgBRm0yefaNfkyY9cpmSrVqoyYEAyJQKAR4uOjtbYsWP18ccfKzIyUtKdhwAPHTpUffv2laOjo8UJAQAAAAB4dtEEAFKYiwcPPnJ+ugwZVLBBg2RKAwCPdvz4cQUEBOivv/4ya76+vgoKClLZsmUtTAYAAAAAeJbxTIB7aAIAKcjJNWsUvGaNOd3yzz/lnDmz3TLu3t5ycXdP7mgAEMvly5dVoUIFXb58WdKdE6y+fftq6NChdg8CBgAAAAAA1qEJAKQg++bOtZvOWbmy0vFDGoAUKkuWLOrevbuGDh0qb29vzZkzRzVq1LA6FgAAAAAAjAS4D00AIAU5t2OH+b7WmDE0AACkOIZh2J1IDRw4UE5OTurZs6cyPzByCQAAAAAAWM/B6gAA7oiJilLY3r3mdNGmTS1MAwD2rly5orZt22rkyJF2dScnJw0cOJAGAAAAAAAgRbHZkueVGjASAEghIq9etZvOnD+/RUkAwN66desUEBCg4OBgpUuXTvXr11f58uWtjgUAAAAAAOKBkQBACnHyvgcC569TRzYH/vMEYK1bt27pvffeU+3atRUcHCxJSp8+vfkeAAAAAICUymazJcsrNWAkAJBC/PvNN+Z7Z26rAcBiO3fuVOvWrbV//36zVqtWLc2ePVsFChSwMBkAAAAAAEgImgCAhQzDUPDvvyt0+3ZdPHTIrFfo2dPCVACeZVFRURo1apSGDBmiqKgoSZKLi4tGjBihXr16yYFRSgAAAACAVCCVXKSfLGgCABY6u3GjFvr5xapnK1XKgjQAnnVnz55V8+bNtWnTJrNWrlw5BQUFycfHx8JkAAAAAADgSXE5H2Chc//8E6vmUaKEMnh6WpAGwLMua9asunTpkiTJwcFBH374of7++28aAAAAAACAVIdnAtzDSADAQkZMjPm+Qs+eKvDSS8pXu3aq+T8QAGlL+vTpFRQUpDZt2mjGjBmqVq2a1ZEAAAAAAHgi/Lx2D00AwEJGdLT5PleVKircuLGFaQA8axYuXKgyZcqoePHiZq1SpUrau3evHB0dLUwGAAAAAAASy1PdDujWrVuJlQN4Jl06fNh8b+MHNwDJ5NKlS3r77bf15ptvyt/f33wA8F00AAAAAAAAqZ2DzZYsr9QgwU2AmJgYDR06VHny5JGbm5uOHTsmSRo4cKBmzJiR6AGBtOrmxYvaNWmSOW1z4BEdAJLeb7/9Jl9fX82bN0+StGXLFv3www8WpwIAAAAAAEklwb86Dhs2TLNnz9Znn30mZ2dns+7j46Ovv/46UcMBadmFffvspnNUrGhREgDPghs3bqhHjx6qW7euzpw5I0nKkiWLvv32WzVv3tzidAAAAAAAJC6bLXleqUGCmwBz587VtGnT9Pbbb9vdLqBs2bI6cOBAooYD0qqrp09rcf365nThV19VloIFLUwEIC3bunWrKlSooAkTJpg1Pz8/7dmzR2+99RYPIwcAAAAAIA1LcBPgzJkzKlKkSKx6TEyMbt++nSihgLRu76xZun39ujnNKAAASeH27dsaMmSIqlatqoMHD0qSXF1d9eWXX+qXX35R3rx5LU4IAAAAAEDSsNlsyfJKDdIldIVSpUrpr7/+UoECBezqixYtUvny5RMtGJCWGIah0O3bdeXECUlSyNatdvNL+/tbkApAWrd9+3Z9+umnMgxDkvTcc89p7ty5KlGihMXJAAAAAABAcklwE2DQoEEKCAjQmTNnFBMToyVLlujgwYOaO3eufv7556TICKR6++bM0arAwDjntfzzT7l7eydvIADPhOeff169e/fW+PHjNXDgQH344YdycnKyOhYAAAAAAEnOIXVcpJ8sEnw7oNdee00//fSTfvvtN2XMmFGDBg3Sv//+q59++kl169ZNioxAqndm/fo4647OzvLgilwAiSQkJEQxMTF2teHDh2vLli0aPHgwDQAAAAAAAJ5BCR4JIEkvvviiVq9endhZgDTrzMaN5vtKffsqY86cstlsKuDnpwyenhYmA5AWGIahefPmqWvXrvrkk0/Us2dPc56rq6sqVKhgYToAAAAAAJJfarlff3JIcBOgUKFC2rp1q7Jly2ZXv3z5sipUqKBjx44lWjggrbh57pz5vlznzspSuLCFaQCkJRcuXFDnzp21aNEiSVL//v318ssvq2TJkhYnAwAAAAAAKUGCmwAnTpxQdHR0rHpERITOnDmTKKGAtCTq1i3dvHDBnKYBACCxrFixQu3bt1dISIhZa9asmXLlymVhKgAAAAAArMdAgHvi3QRYtmyZ+f6XX36Ru7u7OR0dHa01a9bI+wkebjpp0iSNHj1aISEhKlu2rCZMmKDKlSs/dPnLly/ro48+0pIlS3Tx4kUVKFBA48aNU4MGDRK8byCpGTExmlu+vDmdLn16C9MASCuuXbumvn37aurUqWbNw8NDU6ZM0RtvvGFhMgAAAAAAkNLEuwnQpEkTSXfupRQQEGA3z8nJSd7e3hozZkyCdj5//nz16dNHU6ZMUZUqVTRu3DjVq1dPBw8elJeXV6zlIyMjVbduXXl5eWnRokXKkyePTp48qSxZsiRov0ByCT91ShcPHDCneQgwgKe1ceNG+fv76+jRo2atfv36mjFjBiMAAAAAAAD4H5sYCnBXvJsAMTExkqSCBQtq69atyp49+1PvfOzYserYsaMCAwMlSVOmTNHy5cs1c+ZM9e/fP9byM2fO1MWLF7Vx40Y5OTlJ0hONPgCS2oH587VvzhxFXr1qV3918WKLEgFIC3788Uc1a9bM/Dc5Q4YMGjt2rDp16sQDjwAAAAAAQJwcErrC8ePHE6UBEBkZqe3bt8vPz+9eGAcH+fn5adOmTXGus2zZMlWtWlVdu3ZVjhw55OPjoxEjRsT5jALAKpHXr2tV27Y6vnKlzqxfb9ZLtWmjLAULWpgMQGr30ksvqUCBApKkqlWr6p9//tE777xDAwAAAAAAgAc42JLnlRok+MHAknT9+nX98ccfCg4OVmRkpN28Hj16xGsbYWFhio6OVo4cOezqOXLk0IH7bp9yv2PHjun333/X22+/rRUrVujIkSPq0qWLbt++rcGDB8e5TkREhCIiIszp8PDweOUDnkR0ZKTObtyoqFu37OquHh4q/cBttAAgoTJlyqQ5c+bor7/+0gcffKB06Z7on3EAAAAAAPAMSfCvBzt37lSDBg1048YNXb9+XR4eHgoLC1OGDBnk5eUV7ybAk4iJiZGXl5emTZsmR0dHVaxYUWfOnNHo0aMf2gQYOXKkPvnkkyTLBNwVdeuWZpYoofCTJ81aoYYN1ei77+To6irH/93CCgDi48SJE+revbsmTJhgd+u7F198US+++KJ1wQAAAAAASAUYNX9Pgm8H1Lt3bzVu3FiXLl1S+vTptXnzZp08eVIVK1bU559/Hu/tZM+eXY6OjgoNDbWrh4aGKmfOnHGukytXLhUrVkyOjo5mrWTJkgoJCYk1IuGuAQMG6MqVK+br1KlT8c4IJETojh12DQBJylq8uJwzZaIBACDeDMPQrFmzVKZMGf38889q27at+QwAAAAAAACAhErwSIBdu3Zp6tSpcnBwkKOjoyIiIlSoUCF99tlnCggIUNOmTeO1HWdnZ1WsWFFr1qxRkyZNJN250n/NmjXq1q1bnOtUr15d8+bNU0xMjBwc7vQvDh06pFy5csnZ2TnOdVxcXOTi4pLQwwQe68D8+Try448y/vfj3I3z5815nmXLqvgbb6hs585WxQOQCp07d06dOnXS0qVLzdqJEyd06tQp81kAAAAAAADg8RgIcE+CmwBOTk7mD/BeXl4KDg5WyZIl5e7unuCr7Pv06aOAgABVqlRJlStX1rhx43T9+nUFBgZKkvz9/ZUnTx6NHDlSkvTuu+9q4sSJ6tmzp7p3767Dhw9rxIgRSXoLIiAu10NCtPztt2U85KHU3vXq6fmPPkrmVABSs6VLl6pjx446f19DsW3btho/frwyZ85sYTIAAAAAAJCaJbgJUL58eW3dulVFixZVzZo1NWjQIIWFhSkoKEg+Pj4J2laLFi10/vx5DRo0SCEhISpXrpxWrVplPiw4ODjYbDhIUr58+fTLL7+od+/eKlOmjPLkyaOePXuqX79+CT0M4KlcDw19aAPAxd1dxZo1S+ZEAFKr8PBw9e7dWzNnzjRr2bNn1/Tp082RcgAAAAAAIGEcGApgshmGYSRkhW3btunq1auqXbu2zp07J39/f23cuFFFixbVjBkzVK5cuSSKmjjCw8Pl7u6uK1eucGUlntiyN97QoUWLJEkl33pLL/5vtIokpff0lFP69FZFA5CKbNiwQa1bt9aJEyfMWuPGjTV9+nSzIQ4AqcmzdK6dvnzctzAFgOR2aetEqyMAgCTJNcGXmyetpjO2J8t+lrSvmCz7eRoJ/qOpVKmS+d7Ly0urVq1K1EBAavDf33+b77OVKqXM+fNbmAZAahUeHm42ANzc3DR+/HgFBgbKxtUKAAAAAAA8Fb5a3+Pw+EXiZ8eOHWrUqFFibQ5IkU7+9ptWd+miiMuXzVq5Ll2sCwQgVatfv77eeecdvfjii9q9e7fatWtHAwAAAAAAACSqBI0E+OWXX7R69Wo5OzurQ4cOKlSokA4cOKD+/fvrp59+Ur169ZIqJ2C5W5cv64fGjRV165ZZy5Ajh1yzZrUwFYDUIjo6WosWLdKbb75p90P/uHHj5OTkJEdHRwvTAQAAAACQtnCR3T3xHgkwY8YM1a9fX7Nnz9aoUaP0/PPP65tvvlHVqlWVM2dO7d27VytWrEjKrIClrv/3n10DQJKKv/GGRWkApCZHjx5VjRo11LJlS82YMcNunqurKw0AAAAAAACQZOLdBBg/frxGjRqlsLAwLViwQGFhYZo8ebL27NmjKVOmqGTJkkmZE7DU7Rs3NLd8eXO68Kuvqv3hw3ppwgQLUwFI6QzD0LRp01S2bFlt3LhRkvTee+/pypUrFicDAAAAACBts9mS55UaxLsJcPToUb3xv6uemzZtqnTp0mn06NHKmzdvkoUDUopT69YpOiLCnM5WqpSyFiliYSIAKV1ISIgaN26sd955R9evX5ckFSpUSCtWrJC7u7vF6QAAAAAAwLMi3s8EuHnzpjJkyCDpzv2UXFxclCtXriQLBqQkD94GqEKPHhYlAZAaLFq0SJ07d9aFCxfMWseOHTV27Fi5ublZmAwAAAAAgGeDQ2q5TD8ZJOjBwF9//bX540VUVJRmz56t7Nmz2y3Tgx9HkQYZMTHm+5qffy43GmAA4nD58mV1795d33zzjVnLkSOHZsyYoYYNG1qYDAAAAAAAPKvi3QTInz+/pk+fbk7nzJlTQUFBdsvYbDaaAEiTjOho873NId530QLwjBk0aJBdA6BZs2aaMmVKrIY5AAAAAABIWowDuCfeTYATJ04kYQwg5Yq8fl0/t2xpTjs4OlqYBkBKNmTIEC1evFjXrl3TxIkT1bp1a9kYfggAAAAAACyUoNsBAc+ik7/+ajednit6AfzPtWvX7O7x7+HhocWLFyt37tzKnz+/hckAAAAAAHi2cVHePTQBgDjcCAvTwQULdPvaNZ3btctuXpHXX7cmFIAUIyoqSiNGjNDkyZO1c+dO5brvOSHPP/+8hckAAAAAAADs0QQA4rCidWud+OWXWPU648fLKX16CxIBSCkOHTqkNm3aaMuWLZKk9u3ba/ny5VxhAAAAAABACuLA13QTTzgF4hC2Z0/sos2mPC+8kPxhAKQIhmFo0qRJKleunNkAcHR0VKVKlRR938PDAQAAAAAAUhJGAgAPWNu7t66dPStJSp8tm16ePl2S5FmmjLIULmxlNAAWOXPmjAIDA7V69WqzVrRoUQUFBalKlSoWJgMAAAAAAHFhxP49TzQS4OjRo/r444/VqlUrnTt3TpK0cuVK7du3L1HDAcnt6pkz2j5unDmdMVcuFX39dRV9/XUaAMAz6rvvvpOPj49dA6Br167auXMnDQAAAAAAAJDiJbgJ8Mcff8jX11d///23lixZomvXrkmS/vnnHw0ePDjRAwLJ6crx43bTL44YYVESAClB165d9dZbb+ny5cuSpNy5c+uXX37RxIkTlTFjRmvDAQAAAACAh7LZkueVGiS4CdC/f38NGzZMq1evlrOzs1mvU6eONm/enKjhgOQUEx2t71980Zwu1aaNCjdubGEiAFarU6eO+b5ly5bas2ePXn75ZQsTAQAAAAAAJEyCnwmwZ88ezZs3L1bdy8tLYWFhiRIKsMLNCxfspnM+95xFSQCkFM2aNVO3bt1UvXp1tWzZ0uo4AAAAAAAgnngmwD0JHgmQJUsW/ffff7HqO3fuVJ48eRIlFJDc/h45Ut9Vq2ZOp0ufXuW7drUwEYDk9vfff6tfv36x6hMmTKABAAAAAAAAUq0EjwRo2bKl+vXrp4ULF8pmsykmJkYbNmxQ37595e/vnxQZgSR188IF/fXRR5JhmLUiTZrI5vBEz80GkMrcvn1bn376qUaMGKGYmBiVK1dOrVq1sjoWADxzli1bFu9lX3311SRMAgAAgLTAgYEApgQ3AUaMGKGuXbsqX758io6OVqlSpRQdHa233npLH3/8cVJkBJLU7evXzQaAo7OzshYvrgo9elicCkBy2L9/v9q0aaMdO3aYtblz56ply5YMGwSAZNakSZN4LWez2RQdHZ20YQAAAIA0JMFNAGdnZ02fPl0DBw7U3r17de3aNZUvX15FixZNinxAkju1bp35vkiTJmo8f751YQAki5iYGI0fP14DBgxQRESEJCldunQaPHiw+vfvTwMAACwQExNjdQQAAACkIXy3vyfBTYD169frhRdeUP78+ZU/f/6kyAQkq/CTJ833kVevWpgEQHIIDg5W27ZttXbtWrNWsmRJBQUFqWLFihYmAwAAAAAASHwJbgLUqVNHefLkUatWrdS6dWuVKlUqKXIByebIffef9e3QwcIkAJKSYRgKCgpS9+7dFR4ebtZ79eqlESNGKH369BamAwA86Pr16/rjjz8UHBysyMhIu3k9uHUjAAAAHoNxAPckuAlw9uxZff/99/ruu+/0f//3fypTpozefvtttWrVSnnz5k2KjECSCt22zXzv4u5uYRIASW3x4sVmAyBfvnyaPXu26tSpY3EqAMCDdu7cqQYNGujGjRu6fv26PDw8FBYWpgwZMsjLy4smAAAAAJAADgldIXv27OrWrZs2bNigo0eP6o033tCcOXPk7e3NDylI8WKionR6/XqdXLPGfDm6uJjz89aoYWE6AEnJZrNp2rRp8vT0VJs2bbR7927+3QKAFKp3795q3LixLl26pPTp02vz5s06efKkKlasqM8//9zqeAAAAEgFHGy2ZHmlBgkeCXC/ggULqn///ipbtqwGDhyoP/74I7FyAUli0SuvKHjNmjjnZffxkaOTUzInApBUrl27psOHD6t8+fJmLUeOHNq9e7dy5sxpYTIAwOPs2rVLU6dOlYODgxwdHRUREaFChQrps88+U0BAgJo2bWp1RAAAACDVSPBIgLs2bNigLl26KFeuXHrrrbfk4+Oj5cuXJ2Y2IFHFREc/tAEgSR4lSiRjGgBJaf369Spbtqzq16+vsLAwu3k0AAAg5XNycpKDw52vKl5eXgoODpYkubu769SpU1ZGAwAAQCphsyXPKzVI8EiAAQMG6Pvvv9fZs2dVt25djR8/Xq+99poyZMiQFPmARHNmwwbzfaa8eVU6IMCcdsmSRaX8/a2IBSARRUREaPDgwfrss89kGIakO7eUCAoKsjgZACAhypcvr61bt6po0aKqWbOmBg0apLCwMAUFBcnHx8fqeAAAAECqkuAmwJ9//qn3339fb775prJnz54UmYAk8Xv37ub7LEWL6oVhwyxMAyCx7dmzR61bt9bu3bvNWvXq1TVkyBDrQgEAnsiIESN09epVSdLw4cPl7++vd999V0WLFtXMmTMtTgcAAIDUwJZaLtNPBgluAmy472pqILW4dvaszt/3w2CZjh0tTAMgMUVHR2vs2LH6+OOPFRkZKenObSQ+/fRTvf/++3J0dLQ4IQAgoSpVqmS+9/Ly0qpVqyxMAwAAAKRu8WoCLFu2TPXr15eTk5OWLVv2yGVfffXVRAkGJJb9336rlffd6idjzpwq2aqVhYkAJJbjx48rICBAf/31l1nz8fFRUFCQypUrZ10wAAAAAABgKQYC3BOvJkCTJk0UEhIiLy8vNWnS5KHL2Ww2RUdHJ1Y2IFEc+fFHGTEx5jQPAAbShsjISL344os6c+aMpDv/BvXt21dDhw6Vi4uLxekAAE+jYMGCjxy+fezYsWRMAwAAAKRu8WoCxNz3A+r974GULvzUKR1atMicLvn226r+yScWJgKQWJydnTV8+HC1bdtW3t7emjNnjmrUqGF1LABAIujVq5fd9O3bt7Vz506tWrVK77//vjWhAAAAkKo4MBTAlOBnAsydO1ctWrSIdZVlZGSkvv/+e/nfd9sVwGqbHvjBv9bnnytjzpwWpQHwtKKjo+3u8e/v76/r16+rdevWypw5s4XJAACJqWfPnnHWJ02apG3btiVzGgAAACDxTJo0SaNHj1ZISIjKli2rCRMmqHLlynEuO3v2bAUGBtrVXFxcdOvWrQTt0yGhIQMDA3XlypVY9atXr8YKBFjpekiILh0+bE7nrlaNBgCQSl25ckVt27ZVp06d7Oo2m01dunShAQAAz4j69etr8eLFVscAAABAKmCzJc8rIebPn68+ffpo8ODB2rFjh8qWLat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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:49:57,772 INFO: === Dataset: g ===\n", "2025-02-25 07:50:00,354 INFO:Total samples: 6000\n", "2025-02-25 07:50:11,313 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:50:11,380 INFO: === Dataset: h ===\n", "2025-02-25 07:50:13,912 INFO:Total samples: 6000\n", "2025-02-25 07:50:24,571 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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3zmwrXry4AgMD9cILL1iYDAAAAEBqQxEAQLJyYds2Xdq5U2c2bFBUWJiO/vTTMx0vY8GCstlsKtu3r4q9956c06dPmKAAADwFwzAUGBiobt26KTg42Gzv1auXRowYITc3NwvTAQAAAKkIcwKYKAIAsERYcLDCg4N18/hx3Tp7Vsvfe++Zj5mtbFld2rFDL3TvrsqffionfkgBACQzFy5cUKdOnXTnzh1Jkq+vr+bOnavq1atbnAwAAABAakURAECCMwxDRnS0JCk8JES3zp+XERWlv0aN0qHvvnumY5fq1EkRISHK4Our9Nmzq3DDhvJ4aBJdAACSs5w5c+rzzz9X586d1aJFC02aNEleT5g0HgAAAMBTYE4AE0UAAM8s4u5dXdy+XaHXrmnpW28lyDHL9ukj7yJFlP3FF+WSMaO88uZNkOMCAJCUQkJC5OjoKHd3d7OtY8eOKl68uKpWrWphMgAAAABpBUUAAI9058oV3b54UZJkREfr7IYN2jtjhnxKltSlXbt0/dChZzq+k4eH0mfPrtyVKys6MlLFmzWT36uvJkR0AAAst3HjRrVo0UJ169bV5MmTzXabzUYBAAAAAEhszAlgoggAwBQZFqbzmzbph1deeex2V/fvj9PxclasKBmGLmzbpudatFBYUJAiQ0NVffx4eRcunBCRAQBIdsLCwjRo0CB99tlnMgxDU6ZM0f/+9z/VqlXL6mgAAAAA0iCKAEAaFnHnjnZPmaJrBw/qwNy5z3w8v9q1lcHXV3lfeUVFGzdOgIQAAKQse/fuVfPmzbV3716z7eWXX1aBAgUsTAUAAACkQcwJYKIIAKQxf3/1ldZ07BivfUq2aydJCr91S+EhISrevLmyPf+8HF1d5enrmxgxAQBIUaKiojR27FgNHDhQ4eHhkiQnJycNHz5cffr0kaOjo8UJAQAAAKRVFAGAVOrc5s3aN3OmJOnQd98p8u7dOO+b/cUXVb5fPxV6883EigcAQKpx4sQJtWjRQhs3bjTb/P39FRgYqFKlSlmYDAAAAEjDmBPARBEASEWuHjigvdOna9ekSfHaL3u5cirbp498q1VT+mzZEikdAACpz99//62XX35Zt27dknRv0t/3339fw4YNk4uLi8XpAAAAAIAiAJCiGYaho0uXamk87tj3zJtXwadOqcWePcrK3YkAADyTEiVKqFSpUtq0aZP8/Pw0b948Va5c2epYAAAAAJgTwEQRAEghosLDtaxhQx37+WflevllnXtoyIHHqT5+vLyLFlWmwoXllS+fbPwPIAAACcbR0VFz587V2LFjNXr0aGXIkMHqSAAAAABghyIAkMyNc3ZWdESEXduTCgBlevVSqY4d5V24cGJGAwAgTQkKClLPnj3Vvn17VahQwWwvUKCAvvjiCwuTAQAAAIiBOQFMFAGAZObCX3/pr08/1ak1axRx+3ac9nHNlEmVPvlEpTt1ks2B/4EDACChrVu3Tq1atdLp06e1ceNG7dmzR+nTp7c6FgAAAAA8EUUAwGKGYejfH3/UsrffjtP22V54QW+vXi0XLy85ODryoz8AAIkoNDRUAwYM0Pjx4822S5cu6e+//1bFihUtTAYAAADgsRgS20QRALBA0MmTWvzaa3LKkEGXdux44vbOnp7qcvWqHJ2ckiAdAACQpF27dql58+Y6ePCg2VatWjXNmTNHefPmtTAZAAAAAMQdRQAgCd06f14/1Kyp6//888Rta0ycqPz16jGZLwAASSwyMlKjR4/WkCFDFBkZKUlycXHRqFGj1KNHDznQCw8AAABI/pgTwEQRAEgkhmFofZ8+OvzDD7p17lyc9qn/ww8q8L//KZ2LSyKnAwAAsTl27JiaNWumrVu3mm3PP/+8AgMD9dxzz1mYDAAAAACeDkUAIIHcunBB57ds0Y0jR/TXqFEKDw5+4j6lu3RR2T595OXnx93+AAAkA3fv3tWuXbskSQ4ODurfv78GDRokZ2dni5MBAAAAiBd6ApgoAgDP6NymTfru5Zfjtc/zXbuq+oQJcnB0TKRUAADgaZQoUUIjRozQV199pXnz5qlChQpWRwIAAACAZ0IRAHgKhmFo48cf66+RI+O0ffNdu5S1VCnZGEMYAIBk5ZdfflGtWrXk8tBQfL169VKnTp2UPn16C5MBAAAAeCaMumGiCADE041//9XMwoUfub5Uhw7y9PNT1uefl1+tWvzwDwBAMnTjxg116dJF3333nT788EN9+umn5jpHR0cKAAAAAEBKx3BAJooAQBxd2rVLmwYN0vHly2Nd3/iPP5S7cuUkTgUAAOJrzZo1CggI0Llz5yRJY8aMUcuWLVWsWDGLkwEAAABAwqMIADxGxJ07+nfJEq1o3vyR27Q+dEjeRYokYSoAAPA07ty5ow8//FBTpkwx2zJmzKipU6eqaNGiFiYDAAAAkOAYDshEEQB4hPNbt2r+YyYDrD5+vMr07Jl0gQAAwFPbvn27mjVrpiNHjphttWrV0qxZs5Q7d24LkwEAAABA4qIIAPy/0Js3FR4crOl58z52u7rffquCDRrIyd09iZIBAICnFRERoREjRmj48OGKioqSJLm5uWnMmDHq3LmzHJi7BwAAAEidmBPARBEAaZphGPqjXz9tHzPmsdtlL1dOVT//XL5VqiRRMgAAkBCmT5+uoUOHmsvlypVTYGCgijCUHwAAAIA0giIA0qxr//yj2cWLP3YbTz8/VR0zRkXeeSeJUgEAgITUvn17zZo1S3///bcGDhyoAQMGyMnJyepYAAAAABIbcwKYKAIgzdkyfLg2DRz4yPX5Xn9d2cuVU6UhQ5IuFAAASBB3796Vm5ubuezk5KRvv/1WISEhKleunIXJAAAAAMAaFAGQpkz381PwqVOxrut+65ac06dP4kQAACAhGIahb7/9Vr1799avv/6q0qVLm+uKFi1qXTAAAAAAlrDRE8DE7AhIEwzD0JySJWMtALw6fbr6GgYFAAAAUqhr167p3XffVfPmzXXlyhU1a9ZMoaGhVscCAAAAgGSBngBItaIiIjQpQwZlKVFCl3bujLG+7bFjypg/vwXJAABAQlmxYoXatGmjixcvmm3PP/+8IiIi5OrqamEyAAAAAFaiJ8AD9ARAqrRx4ECNd3ZWVFhYrAWAbjdvUgAAACAFu3Xrljp27Ki6deuaBQBvb28tXLhQgYGBypAhg8UJAQAAACB5oCcAUpWdEyZoXa9ej92m7dGjcvHySqJEAAAgoW3ZskXNmzfXsWPHzLY6depo5syZypEjh4XJAAAAACQbdAQwUQRAqmAYhraOGKFNAwfGWOeUPr06XbwoR2dnOTo7W5AOAAAklClTpqhHjx6Kjo6WJLm7u2vcuHFq37493X0BAAAAIBYUAZAqfF+5ss5t2hSjvdOFC0qfPbsFiQAAQGIoX768+WN/hQoVNG/ePBUsWNDiVAAAAACSG24SeoAiAFK8/XPmxCgANPjpJxV84w2LEgEAgMRSrlw5DRs2TJL0wQcfKF06LmcBAAAA4HH41oQUyzAM7Rg7Vhvef9+uveP58/JgPGAAAFK8kydPaty4cRo3bpzdj/0DBgywMBUAAACAlICeAA9QBECKY0RHa2VAgA7OmxdjXbPt2ykAAACQwhmGoTlz5qhHjx4KCQmRj4+PBsYy7w8AAAAA4MkcrA4AxMfd69c11tEx1gJAsffeU/ayZS1IBQAAEsrly5f15ptvqnXr1goJCZEkzZs3T6GhoRYnAwAAAJCS2Gy2JHmkBPQEQIoRcfeupmbOHHOFzaZO588zATAAACncsmXL1K5dO12+fNlsCwgI0IQJE+Tq6mphMgAAAABIuSgCIFmLjopSVHi4bl+4oK8LFIixvufdu0rHjwIAAKRowcHB6tWrl2bNmmW2+fj4aPr06WrQoIF1wQAAAACkWCnlLv2kQBEAyda+WbO0uk2bWNc5e3qqe1BQEicCAAAJ7Y8//lDLli118uRJs+1///ufZsyYoaxZs1oXDAAAAABSCYoASJbO/vnnIwsAkigAAACQSixdutQsAHh4eGjixIkKCAjgrh0AAAAAz4avFCYmBkays6J5c31fpYpdW+6qVZWxQAHVnT9ffQ3DomQAACChjRgxQsWLF1flypW1d+9etW7dmgIAAAAAACQgegIgWbl1/rwOfvONXdtzLVuqzpw51gQCAAAJJioqSrt371bZsmXNNldXV61Zs0bZsmWTo6OjhekAAAAApCbcXPQAPQGQbIScO6dpuXLZtb27di0FAAAAUoFjx46pSpUqqly5sv755x+7dTlz5qQAAAAAAACJhCIAkoUVzZvrq9y57dqqjx+vPDVqWJQIAAAkBMMwNH36dJUqVUqbN29WaGioWrVqJYPh/QAAAAAkIpvNliSPlIDhgGC5Qz/8EGMIoLw1a6pMz57WBAIAAAni4sWLatu2rZYvX2625c+fX+PGjUsxF8sAAAAAkNLREwCWurhzp35p1Miurfr48XpnzRqLEgEAgISwePFilShRwq4A0L59e/3999+qVKmShckAAAAApAXJtSfA1KlT5efnJ1dXV5UvX17btm177PYTJkxQkSJF5ObmJl9fX/Xq1UuhoaHxOic9AWCJ6MhIrW7bVgfmzrVrf2vFCuWvU8eiVAAA4FndvHlT3bt3V2BgoNmWLVs2zZw5U3Xr1rUwGQAAAABYa8GCBerdu7emTZum8uXLa8KECapdu7YOHz6srFmzxth+/vz56tevn2bNmqWKFSvqyJEjatWqlWw2m8aNGxfn89ITAJb4vWfPGAWAKqNHUwAAACCFa9CggV0B4O2339b+/fspAAAAAABIUsmxJ8C4cePUrl07BQQEqHjx4po2bZrc3d01a9asWLffvHmzKlWqpKZNm8rPz0+vvvqqmjRp8sTeA/9FEQCW2DN1qt3yG0uW6MUPPrAoDQAASCiffPKJbDabPD09NW/ePC1cuFBZsmSxOhYAAAAAJIqwsDAFBwfbPcLCwmJsFx4erp07d6pmzZpmm4ODg2rWrKktW7bEeuyKFStq586d5o/+x48f14oVK/T666/HKyNFACS5E6tX2y13v3VLhd5806I0AADgWURHR9stV65cWTNmzNC+ffvUvHlzJgAGAAAAYA1b0jxGjRolLy8vu8eoUaNixLl69aqioqKULVs2u/Zs2bLp4sWLsb6Epk2batiwYXr55Zfl5OSkAgUKqFq1ahowYEC83gqKAEhShmFo8Wuv2bU5p09vURoAAPC0IiMjNWzYML322msxCgFt2rRRnjx5LEoGAAAAAEmnf//+CgoKsnv0798/QY69fv16jRw5Ul988YV27dqlJUuWaPny5frkk0/idRwmBkaS2TVpkn7v0cOureGvv1qUBgAAPK0jR46oefPmZpfUCRMmqHfv3hanAgAAAIAHkqpXsouLi1xcXJ64XZYsWeTo6KhLly7ZtV+6dEnZs2ePdZ+BAweqefPmatu2rSTJ399ft2/fVvv27fXRRx/JwSFu9/jTEwBJYnXbtjEKAJLkV6uWBWkAAMDTMAxDU6dOVenSpc0CgKOjo+7evWtxMgAAAABI3pydnVWmTBmtXbvWbIuOjtbatWtVoUKFWPe5c+dOjB/6HR0dJd37fhZX9ARAogo+c0bTHzEcQO+IiCROAwAAnta5c+fUunVr/fpQL77ChQtr3rx5Kl++vIXJAAAAACCm5Dg/We/evdWyZUuVLVtWL774oiZMmKDbt28rICBAktSiRQvlypXLnFOgfv36GjdunJ5//nmVL19eR48e1cCBA1W/fn2zGBAXFAGQKO5cuaKfGjTQ+c2bY6xrvnOnsr3wggWpAADA0/j+++/VuXNn3bhxw2zr0qWLxowZI3d3dwuTAQAAAEDK0ahRI125ckWDBg3SxYsXVbp0aa1atcqcLPj06dN2d/5//PHHstls+vjjj3Xu3Dn5+Piofv36GjFiRLzOazPi028gFQgODpaXl5eCgoLk6elpdZxU6cbRo5pZqFCs67oFBcmF9x0AgBQhKipKzZo10/fff2+25cyZU7Nnz9arr75qYTIkV2npWrvIh6utjgAAkqSvWpezOgIASJKqFfG2OoKdrK1/SJLzXJ71bpKc51kwJwAS1KEFC2ItAPjVrq2+hkEBAACAFMTR0dHuh9zGjRtr3759FAAAAAAAIAVhOCAkmKNLl+qXxo1jtPdNW51NAABIVcaOHavdu3erd+/eahzL33kAAAAASJaS35QAlqEIgGdmGIbGOsTsVFJ9/HiV6dkz6QMBAICnsnXrVp09e1YNGzY02zw8PPTXX38ly0m1gLjatWuXnJyc5O/vL0launSpZs+ereLFi2vIkCFydna2OCEAAACQeBgOCM9sTceOMdpyVqhAAQAAgBQiIiJCAwcOVKVKlRQQEKDjx4/bracAgJSuQ4cOOnLkiCTp+PHjaty4sdzd3bVw4UJ98MEHFqcDAABAYrDZbEnySAkoAuCZ7Z0+3W65xZ49arp5s0VpAABAfBw8eFAvvfSShg8frujoaN26dUvjxo2zOhaQoI4cOaLSpUtLkhYuXKgqVapo/vz5mjNnjhYvXmxtOAAAACCRMRwQnsmBwEC75e4hIXL28LAoDQAAiKvo6GhNmjRJ/fr1U1hYmCQpXbp0Gjx4sPr162dxOiBhGYah6OhoSdJvv/2mevXqSZJ8fX119epVK6MBAAAgkaSUu/STAkUAxNvN48f17UsvydHJSbfOn7dbRwEAAIDk7/Tp02rVqpXWrVtnthUrVkyBgYEqU6aMhcmAxFG2bFkNHz5cNWvW1IYNG/Tll19Kkk6cOKFs2bJZnA4AAABIXBQBEG9fFygQa/v/Fi1K4iQAACA+DMNQYGCgunXrpuDgYLO9Z8+eGjlypNzc3CxMBySeCRMm6L333tNPP/2kjz76SAULFpQkLVq0SBUrVrQ4HQAAABIDPQEeoAiAeNk3c2as7W+vXKl8r72WxGkAAEB83Lp1S/379zcLAL6+vpozZ45q1KhhcTIgcZUsWVL79u2L0f7ZZ5/J0dHRgkQAAABA0qEIgDg7uWaNVrdta9fWPSRETunTU1kDACAFyJAhg2bNmqXXXntNLVq00MSJE5UxY0arYwFJJjw8XJcvXzbnB7gvT548FiUCAABAYuH3ygcoAiBOQm/c0KJXX7Vra3v0KHMAAACQjIWEhCg0NFQ+Pj5mW+3atbV7926VLl3aumBAEjty5IjatGmjzZs327UbhiGbzaaoqCiLkgEAAACJjyIAnigyLExTvL3t2l7o0UMZHzE3AAAAsN7GjRvVokULFS1aVMuXL7e7C4YCANKagIAApUuXTr/88oty5MjBXWEAAABpAZd8JooAeKK906fbLZfq0EE1JkywJgwAAHissLAwDR48WGPGjJFhGDpx4oRmzJih9u3bWx0NsMyePXu0c+dOFS1a1OooAAAAQJKjCIBHMgxD03Ll0u0LF+zaa375pUWJAADA4+zbt0/NmjXT3r17zbZKlSqpZs2aFqYCrFe8eHFdvXrV6hgAAABIQvT+fMDB6gBTp06Vn5+fXF1dVb58eW3btu2x20+YMEFFihSRm5ubfH191atXL4WGhiZR2rTlx/r1YxQA2p8+zX9AAAAkM1FRUfrss89UtmxZswDg5OSkTz/9VBs2bFD+/PktTghYa/To0frggw+0fv16Xbt2TcHBwXYPAAAAIDWztCfAggUL1Lt3b02bNk3ly5fXhAkTVLt2bR0+fFhZs2aNsf38+fPVr18/zZo1SxUrVtSRI0fUqlUr2Ww2jRs3zoJXkLpdeeguQkmqNW2aPH19LUoDAABic+LECbVs2VJ//vmn2ebv76/AwECVKlXKwmRA8nG/N8wrr7xi187EwAAAAKkXNzI/YGkRYNy4cWrXrp0CAgIkSdOmTdPy5cs1a9Ys9evXL8b2mzdvVqVKldS0aVNJkp+fn5o0aaK//vorSXOnBVEREQo5c8Zc7nn3rtK5ulqYCAAA/Nfp06dVsmRJ3bp1S9K9i9y+ffvqk08+kYuLi8XpgORj3bp1VkcAAAAALGNZESA8PFw7d+5U//79zTYHBwfVrFlTW7ZsiXWfihUr6ptvvtG2bdv04osv6vjx41qxYoWaN2+eVLHTjMkZM9otUwAAACD5yZMnj9544w19++238vPz07x581S5cmWrYwHJTtWqVa2OAAAAgCRGT4AHLCsCXL16VVFRUcqWLZtde7Zs2XTo0KFY92natKmuXr2ql19+WYZhKDIyUh07dtSAAQMeeZ6wsDCFhYWZy4z5+WTHfvlFkXfumMtuPj4WpgEAAI8zZcoUZc+eXYMHD1aGDBmsjgMkW3/++ae++uorHT9+XAsXLlSuXLkUGBiofPny6eWXX7Y6HgAAAJBoLJ8YOD7Wr1+vkSNH6osvvtCuXbu0ZMkSLV++XJ988skj9xk1apS8vLzMhy9j2j/R1hEj7JY7/WdyYAAAkPSCgoLUqlUrff/993btGTNm1Oeff04BAHiMxYsXq3bt2nJzc9OuXbvMm4SCgoI0cuRIi9MBAAAgUdiS6JECWFYEyJIlixwdHXXp0iW79kuXLil79uyx7jNw4EA1b95cbdu2lb+/v958802NHDlSo0aNUnR0dKz79O/fX0FBQebjzEPj3CMmwzB0YetWc7nh6tVycHS0MBEAAFi/fr1KliypuXPnqlOnTjp37pzVkYAUZfjw4Zo2bZpmzJghJycns71SpUratWuXhckAAACAxGdZEcDZ2VllypTR2rVrzbbo6GitXbtWFSpUiHWfO3fuyMHBPrLj//9AbRhGrPu4uLjI09PT7oHYGYahsf95f3OUL29RGgAAEBoaqj59+qh69eo6ffq0JCkqKkoHDhywOBmQshw+fFhVqlSJ0e7l5aWbN28mfSAAAAAkOpvNliSPlMCyOQEkqXfv3mrZsqXKli2rF198URMmTNDt27cVEBAgSWrRooVy5cqlUaNGSZLq16+vcePG6fnnn1f58uV19OhRDRw4UPXr1zeLAXh6/8yfH6PNxcvLgiQAAGD37t1q1qyZDh48aLZVq1ZNc+bMUd68eS1MBqQ82bNn19GjR+Xn52fXvnHjRuXPn9+aUAAAAEASsbQI0KhRI125ckWDBg3SxYsXVbp0aa1atcqcLPj06dN2d/5//PHHstls+vjjj3Xu3Dn5+Piofv36GvGfMezxdFa3aWO33OuhCZUBAEDSiIyM1OjRozVkyBBFRkZKutezceTIkerZs2eMXpEAnqxdu3bq0aOHZs2aJZvNpvPnz2vLli3q27evBg4caHU8AAAAJIKUcpd+UrC0CCBJXbt2VdeuXWNdt379ervldOnSafDgwRo8eHASJEtbwm/dUtRDP/rXW7BAjs7OFiYCACDtOXXqlJo0aaItW7aYbaVLl9Y333yj5557zsJkQMrWr18/RUdH65VXXtGdO3dUpUoVubi4qG/fvurWrZvV8ZBKNK3gqzZV8skng7MOXQjRJ0sPad/ZoFi3nde+nMoX8I7Rvv6fK+ow5948FbWey6rGL/nquVyeypTeWW9M2KxDF0IS9TUASB3WLV+kNT9+q6Ab15U7X0E1bt9b+QrHfi355+ql2rpupc6fOi5JylOwiBo072i3ffCN61oyd6oO7tmmO7dCVOi50mrcoY+y5fRNktcD4NlxKxkkSds+/dRuuVCDBtYEAQAgDXN1ddW///4rSXJwcNBHH32kv/76iwIA8IxsNps++ugjXb9+Xfv379fWrVt15coVDR48WOfPn7c6HlKBOiWzq3+9opq69qjenLRFhy6EaGabMvJOH/uNVd0C96jSJ+vMR91xGxUZFa1V+y6a27g7O2rXyZv6fOWRpHoZAFKB7X/+pkUzJ6lu4zb6aPwc5fYrpEmDeyn45vVYtz+yf5fKVaml3iOm6MPPpitTlmyaOLinbly7LOne/JFfjPxQVy6eV+ePRuvjCXOVOWt2TRjYXWGhd5PypQHxxpwAD1AEgMJv39bWh4ZUylOjBr0AAACwQLZs2TR9+nQVLFhQGzdu1PDhw+XM32QgwTg7O6t48eJ68cUX5eHhoQMHDsjXl7sY8ewCKufVD9vOasmO8zp2+bYG/3hQoRFRertcrli3D7oboau3ws1HpUJZFBoRrVV7L5nbLN19QVPXHtOWo9eS6mUASAV+W/qdXn71f6pUs55y5smn9zp/IGcXF23+7ZdYt2/TZ6iqvf62fPMXVvbcfmrRtb+M6Ggd+nuHJOny+TM6cXi/3uv8vvwKFVf23HnVtNMHiggP0/Y/1iTlSwPijSLAAxQB0rjvq1bVJA8Pu7by/ftblAYAgLRl8eLFunr1ql3bm2++qf3796tChQoWpQIAxIeTo03P5fLU5n8f/FhvGNLmo9f0fJ6McTrG22VzafnfF3Q3IiqRUgJICyIjInT66GEVK13ObHNwcFDRUuV0/ND+OB0jPCxUUVGRSp/B8/+PGS5JcnJ6cGOKg4OD0jk56ejBvxMwPYDERBEgjTIMQ1/mzKmzf/wRY10OfnQAACBR3bhxQ02bNlXDhg3VqVMnGYZht97FxcWiZACA+Mrk7qx0jg66divMrv1aSLiyZHhyby7/3F4qkiODFm47l1gRAaQRt4JvKjo6Shky2s854pnRW0E349araMncL+Tl7aNipe4VErLn9pO3T3b9OO9L3b4VrMiICK1aHKgbVy8r6AY9lZDM2ZLokQJQBEiDDMPQWAcH3b5wwa49Z8WK6nHnjpzTp7coGQAAqd+aNWvk7++v7777TpK0aNEi/RFLUR5A8hEWFqbg4GC7R3RkuNWxkEo0fDGXDl8IeeQkwgCQVFYtmqftf65Rp/6fysn53k0pjunSqWP/Ubp0/ox6N62tbu9U1+G9O1WiTIUUMwwKACmd1QGQ9P6ZPz9GW5t//1WmggUtSAMAQNpw584dffjhh5oyZYrZljFjRk2dOlVVqlSxMBmQeu3du/ex6w8fPhyn44waNUpDhw61a/Ou+J6yvNz8qbMh9bhxJ1yRUdHK7GHfiytzBmddDXl8scjNyVF1S2XXpF+PJmZEAGmEh2dGOTg4KuQ/kwAH37wur4yZH7vvrz9+q1WLA9Vz2CTlzmf/+1DegkU1cOI83b19S5GREcrglUmj+rZR3oJFE/w1AAmJQtUDFAHSmPDbt7WiWTO7tt6RkXJwdLQoEQAAqd/27dvVvHlzux8ca9asqdmzZyt37twWJgNSt9KlS8tms8UYckuS2R6XL4f9+/dX79697drKDN2QYDmRskVEGTpwLlgVCnpr7cHLkiSbTapQMLO+2Xz6sfu+VjKbnB0dtGz3hcduBwBxkc7JSXkKFtE/f+9Q6ZeqSpKio6N1aO8OVa/b8JH7rV78jVYsnKMeQybIr1CxR27nlv7enJKXzp/RqaOH9MZ77RP2BQBINBQB0hDDMGJMAtzqwAEKAAAAJJKIiAiNGDFCw4cPV1TUvckeXV1dNWbMGHXp0kUODozMCCSmEydOJMhxXFxcYszV4ZDuyWO9I+2Y/ecpjX63hPafDdbes0Fq+XJeuTk5asmOe+P8j363hC4Fh2ncqn/t9mtYLrd+O3hZN+9ExDiml5uTcmR0VVbPe//28vncG7b1akiYrt5iOCoAsav5RhPNmfCJ/AoWlV/h57R22fcKDw1VxVfqSZJmjx+qjN4+erNlZ0nSqsWB+vnbGWrTd6gyZ8thjvPv4uomVzd3SdLOjWvl4ZVJ3j7ZdO7kMf3w9XiVLl9FxZ8vb82LBOKIngAPUARIQy7v3h2jLUvx4hYkAQAgbfjll1/shhApV66c5s2bp6JF6ToNJIW8efNaHQFpxMq9F+Wd3lndXy0onwwu+ud8sNrO2qlr//9jfY6Mbor+T4eUfFncVTZfJgV8vSPWY9Yo7qNP3/U3lye8V0qSNHnNUU357VjivBAAKV65yjV1K+iGls3/WsE3ril3/kLqPmS8PDPdmyz4+pVLstke3Ijyx8olioyM0FefDrA7Tr3GbVS/aVtJUtCNa1o4a9K9YYUyZdFL1V9T3Uatk+5FAXhmNiO2vrGpWHBwsLy8vBQUFCRPT0+r4ySpv7/6Sms6djSX+6atjx4AgCRnGIbeeust/fzzzxo4cKAGDBggJycnq2MBiSYlXGv7+/trxYoV8vX1fabjFPlwdQIlAoBn81XrclZHAABJUrUi3lZHsFOw78okOc/Rz+skyXmeBT0B0hCHh350KD9gwGO2BAAAT+PmzZvKmDGjuWyz2TR9+nSdPHlS5crxBR1IDk6ePKmIiJhDrwAAAACpFQPRplFefn5WRwAAINUwDEPffPON/Pz89PPPP9ut8/HxoQAAAAAAAEnMZrMlySMloAiQhvzWqZPVEQAASHWuXbumd999V82bN1dQUJDatm2rK1euWB0LwCNUrlxZbm5uVscAAAAAkgzDAaURhmEoKjzcXHbNnNnCNAAApA4rV65U69atdfHiRbOtVq1ajPsPJGMrVqywOgIAAACSQAq5ST9JUARII/4aNcpuudCbb1qUBACAlO/WrVvq27evvvrqK7PN29tb06ZN0zvvvGNhMgCP8u+//2rdunW6fPmyoqOj7dYNGjTIolQAAABA4qMIkAYY0dHa+NFH5rKDk1OKGa8KAIDkZsuWLWrevLmOHTtmttWpU0czZ85Ujhw5LEwG4FFmzJihTp06KUuWLMqePbvdtbDNZqMIAAAAkArx++cDFAFSuajwcI13cbFra3f8uEVpAABI2ebNm6eAgADzLmJ3d3eNGzdO7du35wITSMaGDx+uESNG6MMPP7Q6CgAAAJDkKAKkcn8+1APgvgy5c1uQBACAlK969erKkCGDgoKCVKFCBc2bN08FCxa0OhaAJ7hx4wZDdQEAAKQx3Kf1gIPVAZC4Tqxcabfc5z/jnwIAgLjz9fXVF198oREjRuiPP/6gAACkEO+8845+/fVXq2MAAAAAlqAnQCp2/cgRXTtwwFxuf+oUQxUAABBHJ0+e1EcffaQvvvhCXl5eZnvTpk0tTAXgaRQsWFADBw7U1q1b5e/vLycnJ7v13bt3tygZAAAAEouDA7+D3kcRIJWKDAvTrCJF7NrcsmSxKA0AACmHYRiaM2eOevTooZCQEDk5OWnOnDlWxwLwDKZPny4PDw9t2LBBGzZssFtns9koAgAAACBVowiQChmGoQmurnZtTh4ecnJ3tygRAAApw+XLl9W+fXstXbrUbFu/fr2uX78ub29vC5MBeBYnTpywOgIAAACSGAOiPMCcAKnQjrFj7ZY9cuZUj5AQi9IAAJAyLFu2TP7+/nYFgFatWmnv3r0UAIBUxDAMGYZhdQwAAAAgyVAESGWiIyO14f337do6nD1rURoAAJK/4OBgtWnTRm+88YYuX74sScqSJYt+/PFHzZ49W56enhYnBJAQ5s2bJ39/f7m5ucnNzU0lS5ZUYGCg1bEAAACQSGw2W5I8UgKGA0plljdrZrfc+vDhFPOPEQCApPbnn3+qRYsWOnnypNlWv359zZgxQ9myZbMuGIAENW7cOA0cOFBdu3ZVpUqVJEkbN25Ux44ddfXqVfXq1cvihAAAAEDioQiQyhxesMBu2btwYYuSAACQ/O3du9csAHh4eGjixIkKCAiggA6kMpMnT9aXX36pFi1amG3/+9//9Nxzz2nIkCEUAQAAAFIhvtY9QBEgFQm/fdtuuU9UlEVJAABIGTp37qxly5bp7t27mjt3rvLly2d1JACJ4MKFC6pYsWKM9ooVK+rChQsWJAIAAACSDnMCpCIhp0/bLdsc+HgBALgvKipKa9assWuz2WxasGCB1q1bRwEASMUKFiyoH374IUb7ggULVKhQIQsSAQAAILExJ8AD9ARIRWYXL24+96td28IkAAAkL8eOHVOLFi20efNmrVmzRjVr1jTXZcyY0bpgAJLE0KFD1ahRI/3xxx/mnACbNm3S2rVrYy0OAAAAAKkJt4qnJg9VnvI+9OMGAABplWEYmj59ukqVKqXNmzdLktq2bavw8HCLkwFISm+//bb++usvZc6cWT/99JN++uknZcmSRdu2bdObb75pdTwAAAAkAnoCPEBPgFTi6oEDkmGYy+X69rUwDQAA1rtw4YLatm2rFStWmG358+fXvHnz5OzsbGEyAFYoU6aMvv32W6tjAAAAAEmOIkAqMadECasjAACQbCxatEgdO3bUtWvXzLZ27dpp7NixypAhg4XJACQlBweHJ96dZbPZFBkZmUSJAAAAkFRSyE36SYIiQCpwZf9+u+W63OEEAEijbt68qW7duumbb74x27Jly6avv/5a9erVszAZACv8+OOPj1y3ZcsWTZo0SdHR0UmYCAAAAEh6FAFSgXmlS9stF2va1JogAABYrF27dlq0aJG5/NZbb2natGny8fGxMBUAq7zxxhsx2g4fPqx+/frp559/1nvvvadhw4ZZkAwAAACJLaWM158UmBg4hQsPCZERFWUuVxkzxsI0AABYa9SoUXJ3d5enp6fmzZunRYsWUQAAIEk6f/682rVrJ39/f0VGRmrPnj2aO3eu8ubNa3U0AAAAIFHREyCFu7J3r91y2V69LEoCAEDSCw8Pt5vkt2DBglqwYIFKliypPHnyWJgMQHIRFBSkkSNHavLkySpdurTWrl2rypUrWx0LAAAAiYyOAA/QEyCF+75qVfO5f9u2ckhHXQcAkPpFRkZq2LBheuGFF3Tnzh27dfXq1aMAAECSNGbMGOXPn1+//PKLvvvuO23evJkCAAAAANIcfjFOwf6ePt1uKCBXb28L0wAAkDQOHz6sFi1aaNu2bZKkDz74QFOmTLE4FYDkqF+/fnJzc1PBggU1d+5czZ07N9btlixZksTJAAAAkNiYE+ABigAp2JoOHeyWq3z6qUVJAABIfIZh6IsvvtD777+vu3fvSpIcHR2VOXNmGYbBBR6AGFq0aMH/NgAAACDNowiQSrz7++98wQEApFrnzp1TQECA1qxZY7YVLlxY8+bNU/ny5S1MBiA5mzNnjtURAAAAYBF+Kn2AOQFSqLvXr9st56le3aIkAAAkru+++04lSpSwKwB06dJFu3fvpgAAAAAAAMAT0BMgBQoLCtLUzJnN5Rz8AAIASIUMw1CrVq00b948sy1nzpyaPXu2Xn31VQuTAQAAAACSO0ZNeYCeACnQkUWL7JZzVqxoURIAABKPzWZT8eLFzeXGjRtr3759FAAAAAAAAIgHegKkQKvbtjWfu3p7q+pnn1mYBgCAxNO3b19t3rxZTZo0UePGja2OAwAAAABIIegI8ABFgBTIK18+BZ04IUl6c9kyOTg6WpwIAIBnt3XrVm3fvl3dunUz2xwdHbV06VILUwEAAAAAkLJRBEiB7hcAJCnHSy9ZmAQAgGcXHh6uTz75RCNHjpQklSlTRhUZ6g4AAAAA8AyYE+AB5gRI4egFAABIyQ4ePKgKFSpo+PDhio6OVnR0tKZMmWJ1LAAAAAAAUg2KAClMdGSk+TxLiRIWJgEA4OlFR0drwoQJeuGFF7Rr1y5JUrp06fTJJ59o3rx5FqcDAAAAAKR0NlvSPFIChgNKYbaOGGE+Dz51ysIkAAA8ndOnT6tVq1Zat26d2VasWDEFBgaqTJkyFiYDAAAAACD1oSdACrN5yBDzuXexYtYFAQAgngzD0Lx58+Tv729XAOjZs6d27txJAQAAAAAAkGBsNluSPFICegKkIFEREXbLdebOtSgJAADxFxkZqfHjxys4OFiS5Ovrqzlz5qhGjRoWJwMAAAAAIPWiJ0AK8nWBAnbLmYsWtSgJAADx5+TkpMDAQLm4uKh58+bau3cvBQAAAAAAQKJgToAH6AmQgmTw9VXImTNWxwAAIE5CQkJ05coV5c+f32wrUaKEDhw4oAL/KWwDAAAAAIDEQU+AFMTB0dF83is83MIkAAA83saNG1WqVCk1aNBAYWFhdusoAAAAAAAAEhtzAjxAESAFieKHfwBAMhcWFqZ+/fqpSpUqOnHihPbt26dhw4ZZHQsAAAAAgDSL4YBSiKjwcF346y+rYwAA8Ej79u1Ts2bNtHfvXrOtUqVKatOmjYWpAAAAAABpUQq5ST9J0BMghdg5YYLdskM66jcAgOQhKipKn332mcqWLWsWAJycnPTpp59qw4YNdnMCAAAAAACApMUvySnEHx9+aD73KVkyxYw3BQBI3U6cOKGWLVvqzz//NNv8/f0VGBioUqVKWZgMAAAAAJCW8fvpAxQBUoDw27ftluvOn29REgAAHrh586ZeeOEF3bx5U9K9C6y+ffvqk08+kYuLi7XhAAAAAACAJIYDShGO//yz3XKW556zKAkAAA9kzJhR3bp1kyT5+flp/fr1GjNmDAUAAAAAAIDlbDZbkjxSAnoCpAB/jRplPvdhaAUAgIUMw7C7yBk4cKCcnJzUo0cPeXp6WpgMAAAAAADEhp4AKUB4SIj5/LXZsy1MAgBIq4KCgtSqVSuNeqgwLd2bAHjgwIEUAAAAAAAAyYrNljSPlICeAMlc6I0bCjpxwlzOXLy4hWkAAGnR+vXr1bJlS50+fVrp0qVTnTp19Pzzz1sdCwAAAAAAxAE9AZK5n954w245HeMsAwCSSGhoqPr06aPq1avr9OnTkiQ3NzfzOQAAAAAAyRVzAjxAESCZ8/TzM58XbdLEuiAAgDRl9+7dKlOmjMaNG2e2VatWTfv27dMb/ylQAwAAAACA5IsiQDJ3MDDQfF5p6FALkwAA0oLIyEiNGDFCL774og4ePChJcnFx0dixY7V27VrlzZvX4oQAAAAAADwZcwI8wJwAKYhblixWRwAApGLnz59Xw4YNtWXLFrOtdOnSCgwMVIkSJSxMBgAAAAAAnhY9AZKxqwcO2C27ZspkURIAQFqQKVMm3bhxQ5Lk4OCgAQMG6K+//qIAAAAAAABIcZgT4AGKAMnYr+3bWx0BAJCGuLm5KTAwUEWLFtWff/6pESNGyNnZ2epYAAAAAADEG8MBPcBwQMnYrfPnzeeVPvnEwiQAgNRo4cKFKlmypIoUKWK2lS1bVvv375ejo6OFyQAAAAAAQEJ5pp4AoaGhCZUDsQg+edJ8/kK3btYFAQCkKjdu3NB7772nd999Vy1atFBkZKTdegoAAAAAAICUzsFmS5JHShDvIkB0dLQ++eQT5cqVSx4eHjp+/LgkaeDAgZo5c2aCB8Q9zp6eVkcAAKQCv/32m/z9/TV//nxJ0rZt2/Tjjz9anAoAAAAAACSWeBcBhg8frjlz5mjMmDF24wSXKFFCX3/9dYKGS8vuXrtmPk+fI0eKmWQCAJA83blzR927d1etWrV07tw5SVLGjBn17bffqmHDhhanAwAAAAAgYTEnwAPxLgLMmzdP06dP13vvvWc3XECpUqV06NChBA2XloWcPWs+v33hgoVJAAAp3fbt2/XCCy9o8uTJZlvNmjW1b98+NW3alEIzAAAAAABJZOrUqfLz85Orq6vKly+vbdu2PXb7mzdvqkuXLsqRI4dcXFxUuHBhrVixIl7njHcR4Ny5cypYsGCM9ujoaEVERMT3cIiDUh06WB0BAJACRUREaMiQIapQoYIOHz4sSXJ1ddWkSZO0evVq5c6d2+KEAAAAAAAkDpvNliSP+FiwYIF69+6twYMHa9euXSpVqpRq166ty5cvx7p9eHi4atWqpZMnT2rRokU6fPiwZsyYoVy5csXrvOnitbWk4sWL688//1TevHnt2hctWqTnn38+vocDAACJZOfOnRo2bJgMw5AklStXTvPmzVPRokUtTgYAAAAAQNozbtw4tWvXTgEBAZKkadOmafny5Zo1a5b69esXY/tZs2bp+vXr2rx5s5ycnCRJfn5+8T5vvIsAgwYNUsuWLXXu3DlFR0dryZIlOnz4sObNm6dffvkl3gHwCP//gw0AAE/rpZdeUq9evTRx4kQNHDhQAwYMMC8aAAAAAABIzRySaOTbsLAwhYWF2bW5uLjIxcXFri08PFw7d+5U//79zTYHBwfVrFlTW7ZsifXYy5YtU4UKFdSlSxctXbpUPj4+atq0qT788EO7ofqfJN7DAb3xxhv6+eef9dtvvyl9+vQaNGiQ/vnnH/3888+qVatWfA+HR9g5YYL53IiOti4IACDFuHjxoqL/8zdjxIgR2rZtmwYPHkwBAAAAAACABDZq1Ch5eXnZPUaNGhVju6tXryoqKkrZsmWza8+WLZsuXrwY67GPHz+uRYsWKSoqSitWrNDAgQM1duxYDR8+PF4Z490TQJIqV66sNWvWPM2uiKPjD/WqCL1507ogAIBkzzAMzZ8/X126dNHQoUPVo0cPc52rq6teeOEFC9MBAAAAAJD04jte/9Pq37+/evfubdf2314ATys6OlpZs2bV9OnT5ejoqDJlyujcuXP67LPPNHjw4DgfJ949AfLnz69r167FaL9586by588f38PhEaIemmS56pgxFiYBACRn165d07vvvqtmzZopKChI/fr10z///GN1LAAAAAAA0gQXFxd5enraPWIrAmTJkkWOjo66dOmSXfulS5eUPXv2WI+dI0cOFS5c2G7on2LFiunixYsKDw+Pc8Z4FwFOnjypqKioGO1hYWE6d+5cfA+HRwgPDjafez3FZA8AgNRvxYoVKlGihBYtWmS2vf3228qRI4eFqQAAAAAAsJ7NljSPuHJ2dlaZMmW0du1asy06Olpr165VhQoVYt2nUqVKOnr0qN3Qv0eOHFGOHDnk7Owc53PHuQiwbNkyLVu2TJK0evVqc3nZsmX68ccf9cknnzzVzMRTp06Vn5+fXF1dVb58eW3btu2x29+8eVNdunRRjhw55OLiosKFC2vFihXxPm9yFh0ZaT538fKyMAkAIDm6deuWOnbsqLp165rjBnp7e+uHH37QN998o4wZM1obEAAAAAAAxNC7d2/NmDFDc+fO1T///KNOnTrp9u3bCggIkCS1aNHCbuLgTp066fr16+rRo4eOHDmi5cuXa+TIkerSpUu8zhvnOQEaNGgg6d5YSi1btrRb5+TkJD8/P40dOzZeJ1+wYIF69+6tadOmqXz58powYYJq166tw4cPK2vWrDG2Dw8PV61atZQ1a1YtWrRIuXLl0qlTp1Ldjx1X9+83n4cFBVmYBACQ3GzevFktWrTQsWPHzLY6depo5syZ9AAAAAAAAOD/2ZQ0cwLER6NGjXTlyhUNGjRIFy9eVOnSpbVq1SpzsuDTp0/LweHBffu+vr5avXq1evXqpZIlSypXrlzq0aOHPvzww3idN85FgPtdDvLly6ft27crS5Ys8TpRbMaNG6d27dqZlY5p06Zp+fLlmjVrlvr16xdj+1mzZun69evavHmznJycJOmpeh8kd7fOnzefe6bC1wcAeDo//fST3n77bfNvsru7u8aNG6f27dsn2YRHAAAAAADg6XXt2lVdu3aNdd369etjtFWoUEFbt259pnPGe06AEydOJEgBIDw8XDt37lTNmjUfhHFwUM2aNbVly5ZY91m2bJkqVKigLl26KFu2bCpRooRGjhwZ6xwFqUWJ/y+QAADwyiuvKG/evJLuXQT8/fff6tChAwUAAAAAAAD+w8GWNI+UIM49AR52+/ZtbdiwQadPn44xC3H37t3jdIyrV68qKirK7OpwX7Zs2XTo0KFY9zl+/Lh+//13vffee1qxYoWOHj2qzp07KyIiQoMHD451n7CwMIWFhZnLwQ9NuJsS8MMOAOC+DBkyaO7cufrzzz/1wQcfKF26p/ozDgAAAAAA0pB4/3qwe/duvf7667pz545u374tb29vXb16Ve7u7sqaNWuciwBPIzo6WlmzZtX06dPl6OioMmXK6Ny5c/rss88eWQQYNWqUhg4dmmiZAABIDCdPnlS3bt00efJku6HvKleurMqVK1sXDAAAAACAFICbqx+I93BAvXr1Uv369XXjxg25ublp69atOnXqlMqUKaPPP/88zsfJkiWLHB0ddenSJbv2S5cuKXv27LHukyNHDhUuXFiOjo5mW7FixXTx4sUYPRLu69+/v4KCgszHmTNn4pwRAICkZhiGZs+erZIlS+qXX35Rq1atzDkAAAAAAAAA4iveRYA9e/aoT58+cnBwkKOjo8LCwuTr66sxY8ZowIABcT6Os7OzypQpo7Vr15pt0dHRWrt2rSpUqBDrPpUqVdLRo0ftfgw5cuSIcuTIIWdn51j3cXFxkaenp90DAIDk6PLly3rzzTfVunVrhYSESLrXI4ACNgAAAAAA8WOzJc0jJYh3EcDJyUkODvd2y5o1q06fPi1J8vLyivePFL1799aMGTM0d+5c/fPPP+rUqZNu376tgP+fDLdFixbq37+/uX2nTp10/fp19ejRQ0eOHNHy5cs1cuRIdenSJb4vI1m7vGeP1REAAEls6dKlKlGihJYuXWq2tWrVSnv37jUnAwYAAAAAAIiveM8J8Pzzz2v79u0qVKiQqlatqkGDBunq1asKDAxUiRIl4nWsRo0a6cqVKxo0aJAuXryo0qVLa9WqVeZkwadPnzYLDpLk6+ur1atXq1evXipZsqRy5cqlHj166MMPP4zvy0jWwoKCzOfh/38nKAAgdQoODlavXr00a9Yssy1LliyaMWOGGjRoYF0wAAAAAABSMIeUcpt+Eoh3EWDkyJHmEAUjRoxQixYt1KlTJxUqVEgzZ86Md4CuXbuqa9eusa5bv359jLYKFSpo69at8T5PSuL40NBGuZn8EQBSrU2bNqlZs2Y6efKk2Va/fn3NmDHDLIgDAAAAAAA8i3gXAcqWLWs+z5o1q1atWpWggSDtmjTJfJ7Ozc3CJACAxBQcHGwWADw8PDRx4kQFBATIxt0KAAAAAAA8E75aPxDvOQEeZdeuXapXr15CHS5NCw8ONp87pU9vYRIAQGKqU6eOOnTooMqVK2vv3r1q3bo1BQAAAAAAAJCg4lUEWL16tfr27asBAwbo+PHjkqRDhw6pQYMGKleunKKjoxMlZFpycedOu+UcL71kURIAQEKKiorSggULZBiGXfuECRO0bt065cuXz6JkAAAAAACkPjabLUkeKUGciwAzZ85UnTp1NGfOHI0ePVovvfSSvvnmG1WoUEHZs2fX/v37tWLFisTMmuoZhqFvHhpuSVKK+YcEAHi0Y8eOqUqVKmrcuHGM+XNcXV3l6OhoUTIAAAAAAJDaxbkIMHHiRI0ePVpXr17VDz/8oKtXr+qLL77Qvn37NG3aNBUrViwxc6YJW4cPt1uu/RQTLQMAkg/DMDR9+nSVKlVKmzdvliT16dNHQUFBFicDAAAAACB1s9mS5pESxLkIcOzYMb3zzjuSpLfeekvp0qXTZ599pty5cydauLRm06BBdsvFmze3KAkA4FldvHhR9evXV4cOHXT79m1JUv78+bVixQp5eXlZnA4AAAAAAKQV6eK64d27d+Xu7i7p3hA1Li4uypEjR6IFS+u6Xr8uRycnq2MAAJ7CokWL1LFjR127ds1sa9euncaNGycPDw8LkwEAAAAAkDY4pJTb9JNAnIsAkvT111+bP15ERkZqzpw5ypIli9023bt3T7h0aYxzhgwKDwmRJLlmymRxGgBAfN28eVPdunXTN998Y7Zly5ZNM2fOVN26dS1MBgAAAAAA0qo4FwHy5MmjGTNmmMvZs2dXYGCg3TY2m40iwFMyDMMsAGQuXtziNACApzFo0CC7AsDbb7+tadOmxSiYAwAAAACAxEU/gAfiXAQ4efJkIsbAyV9/NZ9HhYVZmAQA8LSGDBmixYsX69atW5oyZYqaNWsmG90PAQAAAACAheI1HBASz9GlS83nN48dszAJACCubt26ZTfGv7e3txYvXqycOXMqT548FiYDAAAAACBt46a8BxysDoB7Lu3YYT6vNW2ahUkAAE8SGRmpYcOGqWDBgrpw4YLdupdeeokCAAAAAAAASDboCZBMXNy+3Xye46WXLEwCAHicI0eOqHnz5tq2bZskqU2bNlq+fDl3GAAAAAAAkIw48DXdRE+AZCD49Gm7ZR9/f4uSAAAexTAMTZ06VaVLlzYLAI6OjipbtqyioqIsTgcAAAAAABA7egIkA8dXrLBbtjlQmwGA5OTcuXMKCAjQmjVrzLZChQopMDBQ5cuXtzAZAAAAAACIDT32H3iqX5uPHTumjz/+WE2aNNHly5clSStXrtSBAwcSNFxaEXzypPm8dJcu1gUBAMTw3XffqUSJEnYFgC5dumj37t0UAAAAAAAAQLIX7yLAhg0b5O/vr7/++ktLlizRrVu3JEl///23Bg8enOAB04J07u7m81wVK1qYBADwsC5duqhp06a6efOmJClnzpxavXq1pkyZovTp01sbDgAAAAAAPJLNljSPlCDeRYB+/fpp+PDhWrNmjZydnc32GjVqaOvWrQkaLi1yyZTJ6ggAgP9Xo0YN83njxo21b98+vfrqqxYmAgAAAAAAiJ94zwmwb98+zZ8/P0Z71qxZdfXq1QQJBQBAcvD222+ra9euqlSpkho3bmx1HAAAAAAAEEfMCfBAvHsCZMyYURcuXIjRvnv3buXKlStBQqU1V/7+2+oIAJDm/fXXX/rwww9jtE+ePJkCAAAAAAAASLHi3ROgcePG+vDDD7Vw4ULZbDZFR0dr06ZN6tu3r1q0aJEYGVO9Yz//bD53cHS0MAkApD0REREaNmyYRo4cqejoaJUuXVpNmjSxOhYApDnLli2L87b/+9//EjEJAAAAUgMHOgKY4l0EGDlypLp06SJfX19FRUWpePHiioqKUtOmTfXxxx8nRsZULzoiwnyerWxZC5MAQNpy8OBBNW/eXLt27TLb5s2bp8aNG9NtEACSWIMGDeK0nc1mU1RUVOKGAQAAAFKReBcBnJ2dNWPGDA0cOFD79+/XrVu39Pzzz6tQoUKJkS9NcPHyUlhQkCTJzdvb4jQAkPpFR0dr4sSJ6t+/v8LCwiRJ6dKl0+DBg9WvXz8KAABggejoaKsjAAAAIBXhu/0D8S4CbNy4US+//LLy5MmjPHnyJEamNOd+AcC7SBGLkwBA6nf69Gm1atVK69atM9uKFSumwMBAlSlTxsJkAAAAAAAACS/eRYAaNWooV65catKkiZo1a6bixYsnRq40487Vq+bzqPBwC5MAQOpmGIYCAwPVrVs3BQcHm+09e/bUyJEj5ebmZmE6AMB/3b59Wxs2bNDp06cV/p/r5O7du1uUCgAAACkF/QAeiHcR4Pz58/r+++/13Xff6dNPP1XJkiX13nvvqUmTJsqdO3diZEzV7j5UBAg6ccLCJACQ+i1evNgsAPj6+mrOnDmqUaOGxakAAP+1e/duvf7667pz545u374tb29vXb16Ve7u7sqaNStFAAAAACAeHOK7Q5YsWdS1a1dt2rRJx44d0zvvvKO5c+fKz8+PH1KeQsStW+bz51q1si4IAKRyNptN06dPl4+Pj5o3b669e/fydwsAkqlevXqpfv36unHjhtzc3LR161adOnVKZcqU0eeff251PAAAAKQADjZbkjxSgngXAR6WL18+9evXT59++qn8/f21YcOGhMqVZlzatct8/nCvAADAs7l165Z2795t15YtWzbt3btX8+bNU8aMGa0JBgB4oj179qhPnz5ycHCQo6OjwsLC5OvrqzFjxmjAgAFWxwMAAABSlKcuAmzatEmdO3dWjhw51LRpU5UoUULLly9PyGxpgoOTk/k8c7FiFiYBgNRj48aNKlWqlOrUqaOr/ymwZs+e3aJUAIC4cnJykoPDva8qWbNm1enTpyVJXl5eOnPmjJXRAAAAkELYbEnzSAniXQTo37+/8uXLpxo1auj06dOaOHGiLl68qMDAQL322muJkTHNyFiwoNURACBFCwsLU79+/VSlShUdP35cly5dUq9evayOBQCIp+eff17bt2+XJFWtWlWDBg3St99+q549e6pEiRIWpwMAAABSlnhPDPzHH3/o/fff17vvvqssWbIkRqa0xTCsTgAAqcK+ffvUrFkz7d2712yrVKmShgwZYl0oAMBTGTlypEJCQiRJI0aMUIsWLdSpUycVKlRIs2bNsjgdAAAAUgJbSrlNPwnEuwiwadOmxMiRZv37449WRwCAFC0qKkrjxo3Txx9/rPDwcEn3hpEYNmyY3n//fTk6OlqcEAAQX2XLljWfZ82aVatWrbIwDQAAAJCyxakIsGzZMtWpU0dOTk5atmzZY7f93//+lyDB0or0D41Nnc7V1cIkAJDynDhxQi1bttSff/5ptpUoUUKBgYEqXbq0dcEAAAAAAICl6AjwQJyKAA0aNNDFixeVNWtWNWjQ4JHb2Ww2RUVFJVS2NOHhbilZ+cEKAOIsPDxclStX1rlz5yTd+9/Tvn376pNPPpGLi4vF6QAAzyJfvnyP7b59/PjxJEwDAAAApGxxKgJER0fH+hwAAKs4OztrxIgRatWqlfz8/DR37lxVqVLF6lgAgATQs2dPu+WIiAjt3r1bq1at0vvvv29NKAAAAKQoDnQFMMV7ToB58+apUaNGMe6yDA8P1/fff68WLVokWLi04Ngvv1gdAQBSjKioKLsx/lu0aKHbt2+rWbNm8vT0tDAZACAh9ejRI9b2qVOnaseOHUmcBgAAAEjZHOK7Q0BAgIKCgmK0h4SEKCAgIEFCpSW3L1wwnzvzAxYAxCooKEitWrVS+/bt7dptNps6d+5MAQAA0og6depo8eLFVscAAABACmCzJc0jJYh3TwDDMGIdn/Ps2bPy8vJKkFBpRXRkpN2yl5+fNUEAIBlbv369WrZsqdOnT0u6NwH9G2+8YXEqAIAVFi1aJG9vb6tjAAAAAClKnIsAzz//vGw2m2w2m1555RWlS/dg16ioKJ04cUKvvfZaooRMrSLDwqyOAADJVmhoqD766CONGzfObMuQIYNCQ0MtTAUASAr3v3vcZxiGLl68qCtXruiLL76wMBkAAABSithuZE+r4lwEaNCggSRpz549ql27tjw8PMx1zs7O8vPz09tvv53gAdOKPK+8YnUEAEg2du/erWbNmungwYNmW9WqVTVnzhz50WsKAFK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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:50:24,638 INFO: === Dataset: i ===\n", "2025-02-25 07:50:27,196 INFO:Total samples: 6000\n", "2025-02-25 07:50:38,205 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:50:38,271 INFO: === Dataset: j ===\n", "2025-02-25 07:50:40,829 INFO:Total samples: 6000\n", "2025-02-25 07:50:51,535 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:50:51,606 INFO: === Dataset: k ===\n", "2025-02-25 07:50:54,127 INFO:Total samples: 6000\n", "2025-02-25 07:51:05,224 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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jhmEymYzRo0cn+HgAAJBwqfHe/I8//jAkGX379k1Q+zVr1hiSjDFjxljE3333XcNkMhmnT582xyQZjo6OFrFH/T1+TY/uj1euXGlxzv/eRz/Svn17o2DBgubPffv2NVxdXY3o6Oh4837Ux5YtWwzDMIzIyEgjZ86cRpkyZYwHDx6Y2/3www+GJGPYsGEW/UmyuAc0jIfPCxUrVoy3z8evo3Tp0oZhGEalSpWMjh07Gobx8D7Q0dHRWLp0qdXvwNrf7+7duw1JRkBAgDm2cuVKi2t73KP7+Q0bNljd99/nl7lz5xqSjGXLlhl79uwx7O3tjX79+j31GqdPn24+7pHIyEijWrVqRubMmY2wsDDDMB7eT0sysmXLZvHMs3btWkOS8f333z+xn8WLFxuSjH379hmXL182SpcubRQuXNg4f/78U3MEAFthOiAAKS4sLEySrA7rteaVV15RuXLltGLFCnMsJiZGQUFBatq0qVxcXJI0v+LFiytHjhzy8PDQBx98oKJFi+rHH39UxowZzW3u3Lnz1Gt4tO/R9Sb2uq0JCwt7ruOfpn379nG+z5YtWyoqKsr85o0k/fTTT7p9+7Zatmwp6eHbV6tWrVLTpk1lGIZCQkLMW4MGDRQaGqoDBw7E2+/69eslPVxn4XEDBgyQpDhz0JYqVcpiUbkcOXKoePHiOnv27DNc9cNpdn755Re99957unPnjjn3GzduqEGDBvrrr7/MQ7CzZs2qY8eO6a+//nqmvv7r559/VmRkpHr37m0xTY61kRNOTk7mNRpiYmJ048YNZc6cWcWLF3/i9/u4x/9+7927p5CQEFWvXl2GYejgwYPmNo6Ojtq6datu3bpl9TybNm3S7du31bp1a4u/b3t7e1WtWlVbtmxJ6FcQr4kTJ6pv376aMGGCPvnkk+c+HwAAiCs13psnNqf169fL3t5effr0sYgPGDBAhmHoxx9/tIh7e3tbvJ1dtmxZubq6PvO9pDVZs2bVvXv3zFNGJsTvv/+ua9euqUePHhZrBTRu3FglSpSwui5Dt27dLD7XrFkz0dfRpk0brV69WpGRkQoKCpK9vb15FOx/Pf73GxUVpRs3bqho0aLKmjVrgu9HJalQoULmEcVP06VLFzVo0EC9e/dWu3btVKRIEY0bN+6px61fv165c+dW69atzTEHBwf16dNHd+/e1bZt2yzat2zZ0mL096PnjYR+n//8849q166tqKgobd++XQULFkzQcQBgCxQBAKQ4V1dXSf/+kJ4QLVu21M6dO80/xG7dulXXrl0z/widlFatWqVNmzZp+fLlevXVV3Xt2rU4DzOPHkiedA3/LRQ8y3X/l6ur63Md/zSFChWKE/Py8lKJEiUsHvRWrFih7Nmzm4cMX79+Xbdv39a8efOUI0cOi83X11eSLObx/K8LFy7Izs5ORYsWtYjnzp1bWbNm1YULFyzi1oaFv/TSS/H+YP00p0+flmEYGjp0aJz8hw8fbpH/qFGjdPv2bb3yyivy9PTUhx9+qMOHDz9Tv5LM11asWDGLeI4cOSweQqSHc+1OmzZNxYoVk5OTk7Jnz64cOXLo8OHDCg0NTVB/wcHB6tChg9zd3c1zxz6a8/bROZycnDRhwgT9+OOPypUrl2rVqqWJEyfqypUr5vM8KoLUq1cvznf2008/PfHvOyG2bdumgQMHauDAgawDAACADaXGe/PE5nThwgXlzZs3TtHg0fQztr6XtKZHjx565ZVX1LBhQ+XPn18ffPCBxboD1jzK09rUOCVKlIhzHc7OzuY1rx55luto1aqVQkND9eOPP+rLL79UkyZN4i3APHjwQMOGDTOvvfDofvT27dsJvh+VrD93PMnChQt1//59/fXXX1qyZEmCik0XLlxQsWLFzC/RPJLQ/y4e3Ysn9Pts166drl27pm3btilfvnwJOgYAbIUiAIAU5+rqqrx58+ro0aMJPqZly5YyDMM8Z/k333wjNzc3vfnmm0meX61ateTt7a3WrVtr06ZNcnFx0fvvv2+xWNajG8cn/fj7aF+pUqUkPbxxl6QjR448c24lSpRQaGio/v777wS1j28B1vgWC4vvZrply5basmWLQkJCFBERoe+++07NmzdXhgwPl5p59N20bdtWmzZtsrrVqFHjmfP9L3t7e6tx4z8LvyXUo/z9/f3jzf9RgaJWrVo6c+aMFi1apDJlymjBggWqUKGCFixY8Ex9J8a4cePk5+enWrVqadmyZdq4caM2bdqk0qVLW/z3GZ+YmBjVr19f69at08CBA7VmzRpt2rTJvGjw4+fo16+fTp06pfHjx8vZ2VlDhw5VyZIlzaMFHrUNDAy0+n2tXbv2ua61dOnSKl68uAIDA3Xu3LnnOhcAAIhfarw3L1q0qDJkyPBc981P8jz3kgm9v86ZM6cOHTqk7777zrxeQcOGDeOss/U84ruOxMqTJ4/q1KmjKVOmaPv27WrTpk28bXv37q2xY8fqvffe0zfffKOffvpJmzZtUrZs2RJ0P/pIYkeMbN26VREREZKe73nqSZ73GeOdd97R7du3LRZ/BoCUQhEAQKrQpEkTnTlzRrt3705Q+0KFCqlKlSpasWKFoqOjtXr1ajVr1kxOTk42zTNz5swaPny4Dh06pG+++cYcb9iwoezt7Z+40GlAQIAyZMhgfhh6dMyyZcueOZ+mTZtKUoLP8dJLL+n27dtx4v996+VpWrZsqejoaK1atUo//vijwsLCLBZ9y5Ejh7JkyaKYmBh5e3tb3awtLPZIwYIFFRsbG2eKnatXr+r27dtJNpQ2voe2woULS3o4PDi+/B9/G8rd3V2+vr766quv9Pfff6ts2bIaMWLEU/ux5tG1/ffar1+/Hueto6CgINWtW1cLFy5Uq1at9MYbb8jb2zvO33F8/R85ckSnTp3SlClTNHDgQL311lvy9vZW3rx5rbYvUqSIBgwYoJ9++klHjx5VZGSkpkyZYt4nPXzAtfZ91alT55m+j0eyZ8+un3/+WQ4ODnr99dd16dKlRJ8DAAAkTGq7N8+YMaPq1aun7du3J+jll4IFC+rSpUtxRg6cOHHCvD+pJOb+2tHRUU2bNtXnn3+uM2fOqGvXrgoICNDp06etnvtRnidPnoyz7+TJkzadXqZNmzb69ddf5erqqkaNGsXbLigoSO3bt9eUKVP07rvvqn79+nrttdcSfD/6LC5fvqzevXvrjTfeUJMmTeTv75+g55mCBQvqr7/+ilOcsMV/F9LDAsmoUaP06aef6tNPP03ScwNAYlEEAJAqfPTRR8qUKZM6deqkq1evxtl/5syZOG9QtGzZUnv27NGiRYsUEhJik6mArHn//feVP39+TZgwwRwrUKCAfH199fPPP+uLL76Ic8ycOXP0yy+/qGPHjsqfP7/5mM6dO+unn37SzJkz4xwTGxurKVOm6J9//ok3l3fffVeenp4aO3as1Ye0O3fuaMiQIebPRYoU0Z49exQZGWmO/fDDDwkeSfBIyZIl5enpqRUrVmjFihXKkyePatWqZd5vb2+v5s2ba9WqVVbfIrt+/foTz//oQWP69OkW8alTp0p6OA9qUni0rsN/H1Jy5sypOnXqaO7cubp8+XKc4x7P/8aNGxb7MmfOrKJFi5rfTJKkTJkyWe3HGm9vbzk4OGjmzJkWbxn997uQHn7P/30TaeXKleah+E/r/9HbTY+fwzCMOP9bu3//vsLDwy1iRYoUUZYsWczX2aBBA7m6umrcuHGKioqKk+vj31livo/H5c+fXz///LMePHig+vXrx/nuAQBA0kiN9+bDhw+XYRhq166d7t69G2f//v37tXTpUkkP7yVjYmI0a9YsizbTpk2TyWRSw4YNkyyvIkWK6MSJExb3On/88Yd27txp0e6/9y12dnYqW7asJFncNz6uUqVKypkzp+bMmWPR5scff9Sff/6ZZPfE1rz77rsaPny4Pv/8czk6Osbbztr96MyZM+OMhHjW+z9rOnfurNjYWC1cuFDz5s1ThgwZ1LFjx6e+od+oUSNduXLFYlrT6OhozZw5U5kzZzZPiZmUhg4dKn9/fw0aNMjqcyIAJJcMKZ0AAEgPb56XL1+uli1bqmTJkvLx8VGZMmUUGRmpXbt2aeXKlerQoYPFMe+99578/f3l7+8vd3d3eXt7J0uuDg4O6tu3rz788ENt2LDB/Gb/tGnTdOLECfXo0cMivnHjRq1du1a1a9c2vzX9yJQpU3TmzBn16dNHq1evVpMmTfTSSy8pODhYK1eu1IkTJyzesLeWy+rVq+Xt7a1atWrpvffeU40aNeTg4KBjx45p+fLleumllzR27FhJUqdOnRQUFKQ333xT7733ns6cOaNly5ZZLISWUC1bttSwYcPk7Oysjh07xplb89NPP9WWLVtUtWpVde7cWaVKldLNmzd14MAB/fzzz7p582a85/by8lL79u01b9483b59W7Vr19bevXu1dOlSNWvWTHXr1k10vta4uLioVKlSWrFihV555RW5u7urTJkyKlOmjGbPnq3XXntNnp6e6ty5swoXLqyrV69q9+7d+ueff/THH39Ieji9U506dVSxYkW5u7vr999/V1BQkHr16mXup2LFipKkPn36qEGDBrK3t4/37zVHjhzy9/fX+PHj1aRJEzVq1EgHDx7Ujz/+qOzZs1u0bdKkiUaNGiVfX19Vr15dR44c0ZdffmkeyfBIkSJFlDVrVs2ZM0dZsmRRpkyZVLVqVZUoUUJFihSRv7+/Ll68KFdXV61atSrOiINTp07p9ddf13vvvadSpUopQ4YM+vbbb3X16lXzdbi6uuqLL75Qu3btVKFCBbVq1Uo5cuRQcHCw1q1bpxo1apgfxBPzffxX0aJF9dNPP6lOnTpq0KCBfvnlF/M8wQAAIGmkxnvz6tWra/bs2erRo4dKlCihdu3aqVixYrpz5462bt2q7777TmPGjJH0cLRs3bp1NWTIEJ0/f15eXl766aeftHbtWvXr1++Z7n3j88EHH2j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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:51:05,295 INFO: === Dataset: l ===\n", "2025-02-25 07:51:13,233 INFO:Total samples: 18911\n", "2025-02-25 07:51:45,362 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:51:45,430 INFO:Model CvT evaluation completed in 168.24 seconds.\n", "2025-02-25 07:51:45,430 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 07:51:45,604 INFO:Loaded model weights from Swin_best.pth\n", "2025-02-25 07:51:45,605 INFO: === Dataset: a ===\n", "2025-02-25 07:51:46,950 INFO:Total samples: 3181\n", "2025-02-25 07:51:58,485 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:51:58,554 INFO: === Dataset: b ===\n", "2025-02-25 07:51:59,887 INFO:Total samples: 3181\n", "2025-02-25 07:52:11,669 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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j7NixNuP79+83MmXKZB3fs2ePIckIDg5+5HEyZ85sdOjQ4ZHbxJkyZYohyfjuu++sY5GRkUbRokXj/fvdvHkz3v7jx483LBaLcerUKetYz549jYedAvz3NaKjo43SpUsbdevWtY599tlnhiTj0qVLD80dFBRkODg42PybGYZhBAYGGpKMLVu2WMfs+Tzi/o3z5s1rhIeHW8fj/uamTp2aqNcBAAD3pbVz8/79+xuSjD179iTq/TVr1sxwdnY2jh07Zh07d+6c4enpadSqVcs6NnfuXEOSUa9ePSM2NtbmeI6Ojsa1a9esYx06dDAyZ85sc5yEzqPjSDJGjBhhfezt7R3vO8R/dejQwShYsKD18ffff29IMsaMGWOzXfPmzQ2LxWIcPXrU5njOzs42Y3HfF6ZNm/bI48a9j0mTJhl//vmnzXn49OnTDQ8PDyMyMjLBzyCh89GuXbsa7u7uxu3bt61jjRs3tnlvceL+VgoXLhzvtRL6O4qJiTFq1Khh+Pr6GpcvXzZ69uxpZMqUydi5c+cj36NhGEb58uWNnDlzGleuXLGO/fHHH4aDg4Ph7+9vHRsxYoQhyXj77bdt9n/99deNbNmyPfY4cX/rn376qXUsKirKevz//u8MAJIDywEBMEX9+vW1bds2NW3aVH/88YcmTpyoBg0aKG/evDZTiZ977jl5eHho06ZNku5dVZQvXz75+/tr9+7dunnzpgzDUGhoqGrWrPnY43p4eNis6e/s7KzKlSvr+PHjicq9du1a5ciRQzly5FCZMmUUFBSkgIAA61UtcSIiIhJcjudBcc+Hh4db///H7fMoca/zNK/xON27d7d5bLFY1KJFC61evdqmIdiSJUuUN29e1ahRQ9K9pWOuXbumNm3a6PLly9abo6OjqlSpog0bNjzyuKtXr1blypWtryfd+7fs0qWLTp48qQMHDthsHxAQYHO1UNzfRmL/nf9r+fLlio2NVcuWLW3y58qVS8WKFbPm9/b2liT9/PPPdk0NfpTVq1crd+7cNjNE3N3drVfNP+jBK+AjIyN1+fJlVatWTYZhaM+ePYk63oOvcfXqVV2/fl01a9a0mZoet1TAihUrFBsbm+DrBAcHq2TJkipRooTNZ1a3bl1Jeuy/+eP4+/vb/K03b95cuXPn1urVq5/qdQEAyIjS2rm5Pee9MTExWrt2rZo1a6bChQtbx3Pnzq22bdsqNDTU+npxunTpYrNcYs2aNRUTE6NTp0499niJlSVLFv322286d+5covdZvXq1HB0d1adPH5vxd999V4ZhWJdfilOvXj2bGZZly5aVl5eXXefEzz77rMqWLatFixZJkr799lu99tprcnd3T3D7B88lIyIidPnyZdWsWVM3b97UoUOHEn3cDh06JGp2p4ODg+bNm6cbN26oYcOGmjFjhoYMGaJKlSo9cr/z589r79696tixo82yRmXLllX9+vUTPKfs1q2bzeOaNWvqypUr8f5+EpIpUyZ17drV+tjZ2Vldu3bVxYsXtWvXrsfuDwBPiyIAANM8//zzWr58ua5evaodO3ZoyJAhioiIUPPmza0/6jo6Oqpq1aravHmzpHtfNGrWrKkaNWooJiZG27dv14EDB/Tvv/8m6otGvnz5bE7oJSlr1qy6evVqojJXqVJF69at05o1a/TJJ58oS5Ysunr1arzpqZ6enoqIiHjka8U9H/flxcvL67H7PIqXl5fN6ya1TJky2ayrGqdVq1a6deuW9QvijRs3tHr1arVo0cL6Wf/999+SpLp161qLKHG3tWvXPrbh3KlTp/TMM8/EGy9ZsqT1+Qf9dzmkuOWaEvvv/F9///23DMNQsWLF4uU/ePCgNX+hQoU0YMAAff3118qePbsaNGig6dOnW/sBPIlTp06paNGi8f5uE/o8Tp8+bf0i4+HhoRw5cqh27dqSlOgMP/74o1544QW5urrKx8dHOXLk0Jdffmmzf6tWrVS9enV16tRJvr6+at26tb777jubgsDff/+tv/76K97nVbx4cUlP32SwWLFiNo8tFouKFi1q08MBAAAkXlo6N7fnvPfSpUu6efPmQ88lY2Nj4/UVSupzyYRMnDhRf/75p/Lnz6/KlStr5MiRj/1x/tSpU8qTJ0+84kdiz4kl+777xGnbtq2Cg4N19OhRbd26VW3btn3otn/99Zdef/11eXt7y8vLSzly5LAWeuw5Jy5UqFCity1SpIhGjhypnTt36tlnn9WwYcMeu0/cZ/Wwv4vLly8rMjLSZvxp/i7y5MmjzJkz24zFnRdz/gogJdATAIDpnJ2d9fzzz+v5559X8eLFFRAQoODgYI0YMUKSVKNGDY0dO1a3b9/W5s2bNXToUGXJkkWlS5fW5s2b5evrK0mJ+qIRtz79fxn/aaT1MNmzZ1e9evUkSQ0aNFCJEiX06quvaurUqRowYIB1u5IlS2rPnj2KioqSi4tLgq+1b98+OTk5WX/MLFGihPbu3avo6OgE17x8nKJFiypTpkzav39/orb/7xeuOA827XqQi4uLHBzi145feOEF+fn56bvvvlPbtm31ww8/6NatW2rVqpV1m7gfh4OCgpQrV654r5EpU9L+5+hp/53/KzY21trcLqHXfnAN008//VQdO3bUihUrtHbtWvXp00fjx4/X9u3bEyyiJJWYmBjVr19f//77r95//32VKFFCmTNn1tmzZ9WxY8eHXrH/oLi1fGvVqqUZM2Yod+7ccnJy0ty5c20awrm5uWnTpk3asGGDVq1apTVr1mjJkiWqW7eu1q5dK0dHR8XGxqpMmTKaPHlygsfKnz9/kr13AACQdNLCuXmJEiUkSfv371f58uXteHeJ86S57Dm/btmypWrWrKn//e9/Wrt2rSZNmqQJEyZo+fLlT9SrLCFJdU7cpk0bDRkyRJ07d1a2bNn08ssvJ7jdtWvXVLt2bXl5eWnUqFEqUqSIXF1dtXv3br3//vuJOh+NY2+Pp7Vr10qSzp07pytXriT4neNpJfV3DABISRQBAKQqcdM2z58/bx2rWbOmoqOjtWjRIp09e9b6haJWrVrWLxrFixe3fuFISY0bN1bt2rU1btw4de3a1Xp1x6uvvqpt27YpODjYZopznJMnT2rz5s2qV6+e9QS3SZMm2rZtm5YtW6Y2bdrYncXd3V1169bVr7/+qn/++eexP7LGXbly7do1m/EnmebcsmVLTZ06VeHh4VqyZIn8/Pz0wgsvWJ+Pm4acM2dOaxHFHgULFtThw4fjjcdNKS5YsKDdr5mQh31xK1KkiAzDUKFChaxX7DxKmTJlVKZMGX344YfaunWrqlevrsDAQI0ZM+aRx0lIwYIF9eeff8owDJv9/vt57N+/X0eOHNH8+fPl7+9vHV+3bl2813zY8ZctWyZXV1f9/PPPNsWruXPnxtvWwcFBL730kl566SVNnjxZ48aN09ChQ7Vhwwbr1PM//vhDL7300mPfrz2fR5y42SVxDMPQ0aNHVbZsWbtfCwAAJCy1nps3bNhQjo6OWrhw4WObA+fIkUPu7u4PPZd0cHBIsosT7D2/zp07t3r06KEePXro4sWLqlChgsaOHfvQIkDBggX1yy+/xFt6NKnPif+rQIECql69ukJCQtS9e/eHXsATEhKiK1euaPny5apVq5Z1/MSJE/G2fZLzv4cJDAzUunXrNHbsWI0fP15du3bVihUrHrlP3Gf1sL+L7Nmzx7ty/2mcO3dOkZGRNq955MgRSYrXgBgAkgPLAQEwxYYNGxK8YiJu7cUHp2VWqVJFTk5OmjBhgnx8fPTss89KuvcFZPv27dq4cWOirjRKLu+//76uXLmiWbNmWce6du2qnDlzatCgQfGm9d6+fVsBAQEyDEPDhw+3jnfr1k25c+fWu+++az0hfNDFixetPyI/zIgRI2QYhtq3b2+zRn+cXbt2af78+ZLunfg6Ojpa13SNM2PGjMe/6f9o1aqVoqKiNH/+fK1Zs0YtW7a0eb5Bgwby8vLSuHHjdOfOnXj7X7p06ZGv36hRI+3YsUPbtm2zjkVGRmrmzJny8/NTqVKl7M6ckLiT8v9+cXvjjTfk6Oiojz76KN7frWEYunLliqR769PevXvX5vkyZcrIwcFBUVFRNsf57zEeplGjRjp37pyWLl1qHbt586Zmzpxps13clUkP5jMMQ1OnTk30+3R0dJTFYrG5Wu3kyZP6/vvvbbb7999/471m3FV4ce+zZcuWOnv2rM3/LuLcunXLZnq1PZ9HnAULFtgsAbB06VKdP38+ya6cAwAgI0lr5+b58+dX586dtXbtWk2bNi3e87Gxsfr000915swZOTo66uWXX9aKFStsll25cOGCvv32W9WoUcO6vNDT8vLyUvbs2R97fh0TExNvaZycOXMqT548NueM/9WoUSPFxMToiy++sBn/7LPPZLFYkvU8aMyYMRoxYoR69+790G0SOh+Njo5O8PtF5syZn2rJzDgnTpzQoEGD9Oabb+qDDz7QJ598opUrV2rBggWP3C937twqX7685s+fb3Me+ueff2rt2rVq1KjRU2d70N27d/XVV19ZH0dHR+urr75Sjhw5VLFixSQ9FgAkhJkAAEzRu3dv3bx5U6+//rpKlCih6Ohobd261XoVeUBAgHVbd3d3VaxYUdu3b1eTJk2sV43UqlVLkZGRioyMNLUI0LBhQ5UuXVqTJ09Wz5495eTkpGzZsmnp0qVq3LixKlSooE6dOqlUqVIKCwvTvHnzdPToUU2dOlXVqlWzvk7WrFn1v//9T40aNVL58uXVrl076wnh7t27tWjRIlWtWvWRWapVq6bp06erR48eKlGihNq3b69ixYopIiJCISEhWrlypbWQ4O3trRYtWmjatGmyWCwqUqSIfvzxxydaq71ChQoqWrSohg4dqqioKJulgKR7X4i+/PJLtW/fXhUqVFDr1q2VI0cOnT59WqtWrVL16tXjfZl50ODBg7Vo0SI1bNhQffr0kY+Pj+bPn68TJ05o2bJlCS5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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:52:11,740 INFO: === Dataset: c ===\n", "2025-02-25 07:52:13,077 INFO:Total samples: 3181\n", "2025-02-25 07:52:24,674 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:52:24,743 INFO: === Dataset: d ===\n", "2025-02-25 07:52:26,076 INFO:Total samples: 3181\n", "2025-02-25 07:52:37,942 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:52:38,009 INFO: === Dataset: e ===\n", "2025-02-25 07:52:38,401 INFO:Total samples: 911\n", "2025-02-25 07:52:42,165 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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ECetY9+7djYddAjx4jJiYGKNUqVJG7dq1rWOff/65Icm4ePHiQ3OHhoYaDg4ONv9mhmEYISEhhiRj48aN1rHkfB7JOS4AAEgae7s279u3ryHJ2LlzZ5LeX9OmTQ1nZ2fjyJEj1rEzZ84Ynp6eRo0aNaxjs2bNMiQZdevWNeLi4mzO5+joaFy9etU61r59eyNz5sw250nsOjqeJGPo0KHW597e3gm+Qzyoffv2RoECBazPf/jhB0OSMXLkSJvtmjVrZlgsFuPw4cM253N2drYZi/++MGnSpEeeN/59jB8/3ti7d6/NdfiUKVMMDw8PIyoqKtHPILHr0ffee89wd3c3bt26ZR1r1KiRzXuLF/+7UqhQoQTHSuz3KDY21qhWrZrh5+dnXLp0yejevbuRKVMmY9u2bY98j4ZhGGXLljVy5MhhXL582Tr2559/Gg4ODkZAQIB1bOjQoYYk45133rHZ/4033jCyZs36yHPExcUZRYsWNerXr2/zO3Xjxg2jYMGCRr169R6bEwBSAssBATBFvXr1tHnzZjVp0kR//vmnxo0bp/r16ytPnjw2U4lffPFFeXh4aP369ZLu3lWUN29eBQQEaMeOHbpx44YMw1B4eLiqV6/+2PN6eHjYrOnv7OysihUr6ujRo0nKvWrVKmXPnl3Zs2dX6dKlFRoaqsDAQOtdLfEiIyMTXY7nfvGvR0REWP//x+3zKPHHeZpjPE7Xrl1tnlssFjVv3lwrVqywaQi2YMEC5cmTR9WqVZN0d+mYq1evqnXr1rp06ZL14ejoqEqVKmnt2rWPPO+KFStUsWJF6/Gku/+WnTt31vHjx7Vv3z6b7QMDA23uFor/3Ujqv/ODlixZori4OLVo0cImf86cOVW0aFFrfm9vb0nSL7/8kuSpwY+zYsUK5cqVy2aGiLu7u/Wu+fu5ublZf46KitKlS5dUpUoVGYahnTt3Jul89x/jypUrunbtmqpXr24zNT1+qYClS5cqLi4u0eMsXLhQJUqUUPHixW0+s9q1a0vSY//NHya1jgsAwLPM3q7Nk3PdGxsbq1WrVqlp06YqVKiQdTxXrlxq06aNwsPDrceL17lzZ5vlEqtXr67Y2FidOHHisedLKh8fH/3+++86c+ZMkvdZsWKFHB0d1atXL5vx//73vzIMw7r8Ury6devazLB84YUX5OXllaxr4ueff14vvPCCvvvuO0nSt99+q9dff13u7u6Jbn//tWRkZKQuXbqk6tWr68aNGzpw4ECSz9u+fXubYz2Mg4ODZs+erevXr6tBgwaaOnWqBg4cqAoVKjxyv7Nnz2rXrl3q0KGDzbJGL7zwgurVq6cVK1Yk2KdLly42z6tXr67Lly8n+P25365du/T333+rTZs2unz5svXaNSoqSnXq1NH69esfej0NACmJIgAA07z00ktasmSJrly5oq1bt2rgwIGKjIxUs2bNrH/UdXR0VOXKlbVhwwZJd79oVK9eXdWqVVNsbKy2bNmiffv26d9//03SF428efPaXNBLUpYsWXTlypUkZa5UqZJWr16tlStX6tNPP5WPj4+uXLmSYHqqp6enIiMjH3ms+Nfjv7x4eXk9dp9H8fLysjluSsuUKZPNuqrxWrZsqZs3b1q/IF6/fl0rVqxQ8+bNrZ/133//LUmqXbu2tYgS/1i1atVjG86dOHFCzz33XILxEiVKWF+/34PLIcUv15TUf+cH/f333zIMQ0WLFk2Qf//+/db8BQsWVFBQkL7++mtly5ZN9evX15QpU6z9AJ7EiRMnVKRIkQS/t4l9HidPnrR+kfHw8FD27NlVs2ZNSUpyhp9++kkvv/yyXF1d5evrq+zZs+vLL7+02b9ly5aqWrWqOnbsKD8/P7Vq1Urff/+9zReYv//+W3/99VeCz6tYsWKSnrzJYGodFwCAZ509XZsn57r34sWLunHjxkOvJePi4hL0eErpa8nEjBs3Tnv37lW+fPlUsWJFDRs27LF/nD9x4oRy586doPiR1GtiKXnffeK1adNGCxcu1OHDh7Vp0ya1adPmodv+9ddfeuONN+Tt7S0vLy9lz57dWuhJzjVxwYIFk7xt4cKFNWzYMG3btk3PP/+8Bg8e/Nh94j+rh/1exP+h/n5P8nsR/z2offv2Ca5fv/76a0VHRz/VdwUASCp6AgAwnbOzs1566SW99NJLKlasmAIDA7Vw4UINHTpUklStWjWNGjVKt27d0oYNGzRo0CD5+PioVKlS2rBhg/z8/CQpSV804tenf5DxQCOth8mWLZvq1q0rSapfv76KFy+u//znP5o4caKCgoKs25UoUUI7d+5UdHS0XFxcEj3W7t275eTkpKJFi0qSihcvrl27dikmJibRNS8fp0iRIsqUKZP27NmTpO0f/MIV7/6mXfdzcXGRg0PC2vHLL78sf39/ff/992rTpo1+/PFH3bx5Uy1btrRuE//H4dDQUOXMmTPBMTJlStn/HD3tv/OD4uLirM3tEjv2/WuYfvbZZ+rQoYOWLl2qVatWqVevXhozZoy2bNmSaBElpcTGxqpevXr6999/9cEHH6h48eLKnDmzTp8+rQ4dOiTpDqP4tXxr1KihqVOnKleuXHJyctKsWbNsGsK5ublp/fr1Wrt2rZYvX66VK1dqwYIFql27tlatWiVHR0fFxcWpdOnSCg4OTvRc+fLle6L3mVrHBQAAd9nDtXnx4sUlSXv27FHZsmWT8e6S5klzJef6ukWLFqpevbr+97//adWqVRo/frzGjh2rJUuWPFGvssSk1DVx69atNXDgQHXq1ElZs2bVq6++muh2V69eVc2aNeXl5aXhw4ercOHCcnV11Y4dO/TBBx8k6473pMwCuN+qVaskSWfOnNHly5cT/c7xtJ7k84x/z+PHj3/o7+qD/RAAIDVQBACQrsRP2zx79qx1rHr16oqJidF3332n06dPW79Q1KhRw/pFo1ixYtYvHGmpUaNGqlmzpkaPHq333ntPmTNnliT95z//0ebNm7Vw4UKbKc7xjh8/rg0bNqhu3brWC9zGjRtr8+bNWrx4sVq3bp3sLO7u7qpdu7Z+++03/fPPP4/9Y2j8nStXr161GX+Sac4tWrTQxIkTFRERoQULFsjf318vv/yy9fX4acg5cuSwFlGSo0CBAjp48GCC8fgpxQUKFEj2MRPzsC9uhQsXlmEYKliwoPWO80cpXbq0SpcurY8++kibNm1S1apVFRISopEjRz7yPIkpUKCA9u7dK8MwbPZ78PPYs2ePDh06pDlz5iggIMA6vnr16gTHfNj5Fy9eLFdXV/3yyy82xatZs2Yl2NbBwUF16tRRnTp1FBwcrNGjR2vQoEFau3atder5n3/+qTp16jz2/Sbn80jOcQEAwNNJr9fmDRo0kKOjo+bNm/fY5sDZs2eXu7v7Q68lHRwcUuwmguReX+fKlUvdunVTt27ddOHCBZUrV06jRo16aBGgQIEC+vXXXxMsPZrS18QPyp8/v6pWraqwsDB17dr1oTfwhIWF6fLly1qyZIlq1KhhHT927FiCbVPyOi4kJESrV6/WqFGjNGbMGL333ntaunTpI/eJ/6we9nuRLVs263e7pxH/PcjLy+uJvgcBQEphOSAApli7dm2id0zEr714/7TMSpUqycnJSWPHjpWvr6+ef/55SXe/gGzZskXr1q1L0p1GqeWDDz7Q5cuXNX36dOvYe++9pxw5cqh///4JpvXeunVLgYGBMgxDQ4YMsY536dJFuXLl0n//+18dOnQowXkuXLhg/SPywwwdOlSGYahdu3Y2a/TH2759u+bMmSPp7oWvo6OjdU3XeFOnTn38m35Ay5YtFR0drTlz5mjlypVq0aKFzev169eXl5eXRo8erdu3byfY/+LFi488fsOGDbV161Zt3rzZOhYVFaVp06bJ399fJUuWTHbmxMRf6D/4xe3NN9+Uo6OjPv744wS/t4Zh6PLly5Lurk97584dm9dLly4tBwcHRUdH25znwXM8TMOGDXXmzBktWrTIOnbjxg1NmzbNZrv4O5Puz2cYhiZOnJjk9+no6CiLxWJzt9rx48f1ww8/2Gz377//Jjhm/J1N8e+zRYsWOn36tM3/XcS7efOmzfTq5HweyTkuAABIGnu7Ns+XL586deqkVatWadKkSQlej4uL02effaZTp07J0dFRr776qpYuXarjx49btzl//ry+/fZbVatWzbq80NPy8vJStmzZHnt9HRsbm2AJmBw5cih37tw214wPatiwoWJjYzV58mSb8c8//1wWiyXFZhAkZuTIkRo6dKh69uz50G0Sux6NiYlJ9PtF5syZU2QZnGPHjql///5666239OGHH+rTTz/VsmXLNHfu3EfulytXLpUtW1Zz5syxuQ7du3evVq1apYYNGz51NkkqX768ChcurE8//TTR72eP+x4EACmFmQAATNGzZ0/duHFDb7zxhooXL66YmBht2rTJehd5YGCgdVt3d3eVL19eW7ZsUePGja13jdSoUUNRUVGKiooytQjQoEEDlSpVSsHBwerevbucnJyUNWtWLVq0SI0aNVK5cuXUsWNHlSxZUufOndPs2bN1+PBhTZw4UVWqVLEeJ0uWLPrf//6nhg0bqmzZsmrbtq3Kly8vSdqxY4e+++47Va5c+ZFZqlSpoilTpqhbt24qXry42rVrp6JFiyoyMlJhYWFatmyZtZDg7e2t5s2ba9KkSbJYLCpcuLB++umnJ1pTvVy5cipSpIgGDRqk6Ohom6WApLtfiL788ku1a9dO5cqVU6tWrZQ9e3adPHlSy5cvV9WqVRN8mbnfgAED9N1336lBgwbq1auXfH19NWfOHB07dkyLFy9OdJmiJxH/eQ8aNEitWrWSk5OTGjdurMKFC2vkyJEaOHCgjh8/rqZNm8rT01PHjh3T//73P3Xu3Fn9+vXTb7/9ph49eqh58+YqVqyY7ty5o9DQUDk6Ouqtt96yOc+vv/6q4OBg5c6dWwULFlSlSpUSzdSpUydNnjxZAQE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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:52:42,235 INFO: === Dataset: f ===\n", "2025-02-25 07:52:47,756 INFO:Total samples: 12911\n", "2025-02-25 07:53:33,240 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:53:33,310 INFO: === Dataset: g ===\n", "2025-02-25 07:53:35,867 INFO:Total samples: 6000\n", "2025-02-25 07:53:57,845 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:53:57,912 INFO: === Dataset: h ===\n", "2025-02-25 07:54:00,471 INFO:Total samples: 6000\n", "2025-02-25 07:54:22,239 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:54:22,306 INFO: === Dataset: i ===\n", "2025-02-25 07:54:24,847 INFO:Total samples: 6000\n", "2025-02-25 07:54:46,564 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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TAABkJFOnTlXevHk1bNgwZcmSxeo4QLq1ceNGffLJJzpy5IgWL16sAgUKKCwsTEWKFFH16tWtjgcAAACkGssnBk6O9evXa8yYMZo+fbp2796tr776SitWrNDIkSPvus/YsWPl6+trLn5+fmmYGAAAIGVcunRJnTp10sKFCx3as2bNqvfff58CAHAPS5cuVcOGDeXp6andu3ebDwldunRJY8aMsTgdAAAAUoUtjRYnYFkRIGfOnLLb7Tp9+rRD++nTp5U3b95E9xkyZIiCgoLUuXNnBQQE6IUXXtCYMWM0duxYxcfHJ7rPwIEDdenSJXP566+/Uvy9AAAApKb169erbNmymjt3rrp166bIyEirIwFOZdSoUZoxY4ZmzZolV1dXs71atWravXu3hckAAACA1GdZEcDNzU0VK1bU2rVrzbb4+HitXbtWgYGBie5z9epVubg4Rrbb7ZIkwzAS3cfd3V0+Pj4OCwAAgDO4fv263nzzTdWpU0cRERGSpLi4OP32228WJwOcy4EDB1SzZs0E7b6+vrp48WLaBwIAAECqs9lsabI4A8vmBJCkvn37qmPHjqpUqZIqV66sSZMm6cqVKwoJCZEkBQcHq0CBAho7dqwkqWnTppo4caKefPJJValSRYcOHdKQIUPUtGlTsxgAAACQEYSHh6tDhw7av3+/2Va7dm2FhoaqcOHCFiYDnE/evHl16NAh+fv7O7Rv2rRJRYsWtSYUAAAAkEYsLQK0adNGZ8+e1dChQ3Xq1CmVL19eq1atMicLjoiIcHjyf/DgwbLZbBo8eLAiIyOVK1cuNW3aVKNHj7bqLQAAAKSomzdvaty4cRo+fLhu3rwp6VbPxjFjxqh3794JekUCuL8uXbrojTfe0OzZs2Wz2XTixAlt3bpV/fr105AhQ6yOBwAAgFTgLE/ppwVLiwCS1KNHD/Xo0SPRdevXr3d4nSlTJg0bNkzDhg1Lg2QAAABp6/jx42rXrp22bt1qtpUvX17z58/XE088YWEywLkNGDBA8fHxqlevnq5evaqaNWvK3d1d/fr1U8+ePa2OhwzitRZPq89LtZQnu7f2HTqpvhOX6+f9fye6bSa7i/p3rKMOjSoofy4fHYw4p8HTv9OabQfNbQa9Ul+DO9d32O/A8TMq33Ziqr4PAM7vy4Wfa/7c2Tp/7pxKPFZS/QcM0hMBZe+6/Q+rV2nGtI908kSk/AoVVs/eb6pajVrm+uFDBmrF8q8d9nm6anVN+XhWar0FACnM8iIAAAAAbvHw8NCff/4pSXJxcdHAgQM1dOhQubm5WZwMcG42m02DBg1S//79dejQIV2+fFmlS5eWh4eHTpw4ofz581sdEU6uZb2yGtfrOfUc/z/t/O0v9WhTTcs/fEXl2r6vsxeuJNh++GvPqN2zT+r1sV/pwPGzalClhBa9F6Q6r36sXw6eMLf77fApNen1qfn6Zlx8mrwfAM5r9aqVmvT+OA0YPFxlAsrqi8/nqWe3LlqybKWy58iRYPtf9oRr8IB+6t6rj6rXrK1VK79Vv949FbZwiYqXeMzcLrBaDQ0dcWckDq5P4QzoCXAH/ckBAADSiTx58mjmzJkqXry4Nm3apFGjRvEFC0hBbm5uKl26tCpXrixvb2/99ttv8vPzszoWMoBe7aprzvIdCluxS38cO6Oe47/WtZhYdXyuUqLbt3+2gsbPXafvtx7QsRP/aNb/tuv7LQf0RrsaDtvdjIvX6X8um8v5S1fT4u0AcGILwuaq+Yut1Kz5iyparLgGDh4uDw8PLf/6q0S3X/j5PAVWra6gTq+oSNFi6tbjDZUsVUqLFy5w2M7NzU05c+YyFx8f37R4O8BDYWLgOygCAAAAWGTp0qU6d+6cQ9sLL7ygX3/9VYGBgRalAgAkh2smu558vIB+3HnIbDMMQz/uPKTKZRKfyN3Nza7rsTcd2q7F3FDVcv4ObcX9curI8ne0f0l/zRneRn55uOkG4O5u3IjVH7//pspP37mOdHFxUeWnA7Vv755E99m39xc99bTjdefTVasn2H7Xzzv0TO1qatGskd4bNVwXL15I6fgAUhFFAAAAgDR24cIFtW/fXi1btlS3bt1kGIbDend3d4uSAQCSK2dWL2XKZNeZfy47tJ/557Ly5vBOdJ8ftv+pXm1rqFjBHLLZbKr7VHE9X/sJ5c2Rxdxm528RenXUYjXrM1u9Jnwt//zZ9cPHXeXtRQ8xAIm7eOGi4uLiEgz7kz1HDp3/z4Mnt50/d045cuS85/ZVq1bX8FHvafqsOerZ+03t3vWz3nj9NcXFxaX8mwBSki2NFifAnAAAAABpaM2aNQoJCVFkZKQkacmSJdqwYYNq1ap1nz0BWCUmJkYxMTEObUb8Tdlc+DqFB9Pvw280fcCL+mXhmzIMQ0ci/9G8Fbschg9a/a9Jgn89fEo7f/tLB/43QC3qldXcb362IjaAR9QzjZqYPxcv8ZiKP/a4XmjyjHb9vEOVq9B7FXAGXLUCAACkgatXr+rtt9/W1KlTzbasWbNq2rRpqlmzpoXJgIxr796991x/4MCBJB1n7Nixevfddx3a7AWqydWv+gNnQ8Zx7uJV3bwZp9zZHZ/6z53dW6fOX77LPlfUekCY3N0yKYevl06cjdKo15/V0ch/7nqeS5ev61DEWRUrmHBiTwCQpKzZssput+uf8+cd2v85f145cuZMdJ8cOXPq/PlzSd5ekgoW9FPWbNn0d0QERQCka84yXn9aoAgAAACQynbu3KmgoCCHG47169fXnDlzVLBgQQuTARlb+fLlZbPZEgy5JclsT8qXw4EDB6pv374ObbkbjEixnHBuN27GKfxApOpUKq5vNuyXdOvvq06l4pqxZMs9942JvakTZ6OUye6i5nXKaOnafXfdNrOnm4oUzKFTq8JTND+AjMPV1U0lSz2hndu3qXbd+pKk+Ph47dy+Ta3avpToPgFly2nn9m1q36Gj2bZ92xYFlC1/1/OcPn1Kly5eVI5cuVI0P4DUQxEAAAAgldy4cUOjR4/WqFGjzDFTPTw8NH78eHXv3l0uLkzPBKSmo0ePpshx3N3dE8zVwVBA+LePvtikWUNaadcff+vn3/5Sj7bV5eXhpnnf7pIkfTq0tU6cvaShH38vSXqqtJ/y5/LRL3+eVIFcPhrUub5cbDZNnP+TecyxPRtrxabfFXHyovLnyqLBnRsoLi5eX675xZL3CMA5tA/qqHeHDFSpJ8roiTIB+mL+PF27dk1Nm78gSRo26G3lyp1HPd64Vdxu+1KwXnslWPPnzlH1mrW0etVK/f7bb3pnyK0ecFevXtGsGdNVt34D5ciRS3//HaEpH74vP79CCqxKjzikb/QEuIMrVwAAgFTy7bffOgwh8tRTT2nevHkqWbKkhamAR0fhwoWtjoBHxJK1e5UzW2YN7dxAeXJk0d4/T+j5PrN15sKt4YD88mRVfPydHinu7pk07LVnVCR/dl2+Fqvvtx7QK+8u0qXL181tCuTy1bx32ym7r5fOXbyiLb8cU60u03Xu4pU0f38AnMczzzbWxQsX9Mn0j3T+3Dk99ngpfTR9pjn576lTJ2X714Mo5co/qVFjJ+jjqZM1fcqH8itUWO9PmqLiJR6TJLm42HXo4AGtWP61oqOjlSt3LlUJrKau3XvJzY2JygFnYTMS6xubgUVFRcnX11eXLl2Sj4+PZTk6Fpyk85HRylEgi+b+3duyHAAAIPUYhqEXX3xR33zzjYYMGaJ33nlHrq6uVscCUk16uda+l4CAAK1cuVJ+fn4PdRzPwAEplAgAHs7pdWOsjgAAkiQfj/TV07l4v+/S5DyH3m+UJud5GPQEAAAASCEXL15U1qxZzdc2m00zZ87UsWPH9NRTT1kXDIDp2LFjunHjhtUxAAAAgDSTvsozAAAATsgwDM2fP1/+/v765ptvHNblypWLAgAAAAAApDGbzZYmizOgCAAAAPAQzp8/r9atWysoKEiXLl1S586ddfbsWatjAbiLGjVqyNPT0+oYAAAAQJphOCAAAIAH9N133+nll1/WqVOnzLYGDRow7j+Qjq1cudLqCAAAAEgDTvKQfpqgCAAAAJBMly9fVr9+/fTJJ5+YbdmzZ9eMGTPUqlUrC5MBuJs///xT69at05kzZxQfH++wbujQoRalAgAAAFIfRQAAAIBk2Lp1q4KCgnT48GGzrVGjRvrss8+UL18+C5MBuJtZs2apW7duypkzp/LmzeswdqvNZqMIAAAAkAE5y3j9aYEiAAAAQBLNmzdPISEh5lPEXl5emjhxol599VUuMIF0bNSoURo9erTefvttq6MAAAAAaY4iAAAAQBLVqVNHWbJk0aVLlxQYGKh58+apePHiVscCcB8XLlxgqC4AAIBHDM9p3eFidQAAAABn4efnp+nTp2v06NHasGEDBQDASbRq1UqrV6+2OgYAAABgCXoCAAAAJOLYsWMaNGiQpk+fLl9fX7O9ffv2FqYC8CCKFy+uIUOGaNu2bQoICJCrq6vD+l69elmUDAAAAKnFxYWuALdRBAAAAPgXwzAUGhqqN954Q9HR0XJ1dVVoaKjVsQA8hJkzZ8rb21s//fSTfvrpJ4d1NpuNIgAAAAAyNIoAAAAA/+/MmTN69dVXtWzZMrNt/fr1+ueff5Q9e3YLkwF4GEePHrU6AgAAANIYcwLcwZwAAAAAkpYvX66AgACHAkCnTp20d+9eCgBABmIYhgzDsDoGAAAAkGYoAgAAgEdaVFSUXnnlFT3//PM6c+aMJClnzpz63//+pzlz5sjHx8fihABSwrx58xQQECBPT095enqqbNmyCgsLszoWAAAAUonNZkuTxRkwHBAAAHhkbdy4UcHBwTp27JjZ1rRpU82aNUt58uSxLhiAFDVx4kQNGTJEPXr0ULVq1SRJmzZtUteuXXXu3Dn16dPH4oQAAABA6qEIAAAAHll79+41CwDe3t6aPHmyQkJCnOZpDgBJM2XKFH388ccKDg4225o1a6YnnnhCw4cPpwgAAACQAfG17g6KAAAA4JH1+uuva/ny5bp27Zrmzp2rIkWKWB0JQCo4efKkqlatmqC9atWqOnnypAWJAAAAgLTDnAAAAOCREBcXpzVr1ji02Ww2LVq0SOvWraMAAGRgxYsX15dffpmgfdGiRSpRooQFiQAAAJDamBPgDnoCAACADO/w4cMKDg7Wli1btGbNGtWvX99clzVrVuuCAUgT7777rtq0aaMNGzaYcwJs3rxZa9euTbQ4AAAAAGQk9AQAAAAZlmEYmjlzpsqVK6ctW7ZIkjp37qzY2FiLkwFISy1atND27duVI0cOff311/r666+VM2dO7dixQy+88ILV8QAAAJAK6AlwBz0BAABAhnTy5El17txZK1euNNuKFi2qefPmyc3NzcJkAKxQsWJFff7551bHAAAAANIcRQAAAJDhLFmyRF27dtX58+fNti5duuiDDz5QlixZLEwGIC25uLjc9+ksm82mmzdvplEiAAAApBUneUg/TVAEAAAAGcbFixfVs2dPzZ8/32zLkyePPv30Uz333HMWJgNghf/97393Xbd161Z99NFHio+PT8NEAAAAQNqjCAAAADKMLl26aMmSJebrF198UTNmzFCuXLksTAXAKs8//3yCtgMHDmjAgAH65ptv9NJLL2nEiBEWJAMAAEBqc5bx+tMCEwMDAIAMY+zYsfLy8pKPj4/mzZunJUuWUAAAIEk6ceKEunTpooCAAN28eVN79uzR3LlzVbhwYaujAQAAAKmKngAAAMBpxcbGOkzyW7x4cS1atEhly5ZVoUKFLEwGIL24dOmSxowZoylTpqh8+fJau3atatSoYXUsAAAApDI6AtxBTwAAAOB0bt68qREjRqhChQq6evWqw7rnnnuOAgAASdL48eNVtGhRffvtt/riiy+0ZcsWCgAAAAB45NATAAAAOJUDBw4oODhYO3bskCS99dZbmjp1qsWpAKRHAwYMkKenp4oXL665c+dq7ty5iW731VdfpXEyAAAApDbmBLiDIgAAAHAKhmFo+vTp6t+/v65duyZJstvtypEjhwzD4AIPQALBwcH8fwMAAAAeeRQBAABAuhcZGamQkBCtWbPGbHvsscc0b948ValSxcJkANKz0NBQqyMAAADAIjwLcgdzAgAAgHTtiy++UJkyZRwKAN27d1d4eDgFAAAAAAAA7oOeAAAAIF0yDEOdOnXSvHnzzLb8+fNrzpw5euaZZyxMBgAAAABI7xgW8g56AgAAgHTJZrOpdOnS5uu2bdtq3759FAAAAAAAAEgGegIAAIB0q1+/ftqyZYvatWuntm3bWh0HAAAAAOAk6AhwB0UAAACQLmzbtk07d+5Uz549zTa73a5ly5ZZmAoAAAAAAOdGEQAAAFgqNjZWI0eO1JgxYyRJFStWVNWqVS1OBQAAAABwZswJcAdzAgAAAMvs379fgYGBGjVqlOLj4xUfH6+pU6daHQsAAAAAgAyDIgAAAEhz8fHxmjRpkipUqKDdu3dLkjJlyqSRI0dq3rx5FqcDAAAAADg7my1tFmfAcEAAACBNRUREqFOnTlq3bp3ZVqpUKYWFhalixYoWJgMAAAAAIOOhJwAAAEgThmFo3rx5CggIcCgA9O7dW7t27aIAAAAAAABIMTabLU0WZ0BPAAAAkCZu3rypDz/8UFFRUZIkPz8/hYaGqm7duhYnAwAAAAAg46InAAAASBOurq4KCwuTu7u7goKCtHfvXgoAAAAAAIBUwZwAd9ATwAKbFu/X+choq2MAAJCqoqOjdfbsWRUtWtRsK1OmjH777TcVK1bMwmQAAAAAADw66AlggflD15s/e2Zxsy4IAACpZNOmTSpXrpyaN2+umJgYh3UUAAAAAAAAqY05Ae6gCGCBa9Gx5s8dRta2LggAACksJiZGAwYMUM2aNXX06FHt27dPI0aMsDoWAAAAAACPLIYDslCOAllUvWVpq2MAAJAi9u3bpw4dOmjv3r1mW7Vq1fTKK69YmAoAAAAA8Chykof00wQ9AQAAwEOJi4vThAkTVKlSJbMA4Orqqvfee08//fSTw5wAAAAAAAAgbdETAAAAPLCjR4+qY8eO2rhxo9kWEBCgsLAwlStXzsJkAAAAAIBHmbOM158WKAIAAIAHcvHiRVWoUEEXL16UdOsCq1+/fho5cqTc3d2tDQcAAAAAACQxHBAAAHhAWbNmVc+ePSVJ/v7+Wr9+vcaPH08BAAAAAABgOZvNliaLM6AnAAAASDLDMBwucoYMGSJXV1e98cYb8vHxsTAZAAAAAABIDD0BAADAfV26dEmdOnXS2LFjHdpdXV01ZMgQCgAAAAAAgHTFZkubxRnQEwAAANzT+vXr1bFjR0VERChTpkxq1KiRnnzySatjAQAAAACAJKAnAAAASNT169f15ptvqk6dOoqIiJAkeXp6mj8DAAAAAJBeMSfAHfQEAAAACYSHh6tDhw7av3+/2Va7dm2FhoaqcOHCFiYDAAAAAADJQU8AAABgunnzpkaPHq3KlSubBQB3d3d98MEHWrt2LQUAAAAAAIBTYE6AO+gJAAAAJEknTpxQy5YttXXrVrOtfPnyCgsLU5kyZSxMBgAAAAAAHhQ9AQAAgCQpW7ZsunDhgiTJxcVF77zzjrZv304BAAAAAADgdJgT4A6KAAAAQNKtSX/DwsJUsmRJbdy4UaNHj5abm5vVsQAAAAAASDaGA7qD4YAAAHhELV68WGXLltXjjz9utlWqVEm//vqr7Ha7hckAAAAAAEBKeaieANevX0+pHAAAII1cuHBBL730klq3bq3g4GDdvHnTYT0FAAAAAACAs3Ox2dJkcQbJLgLEx8dr5MiRKlCggLy9vXXkyBFJ0pAhQ/TZZ5+leEAAAJByfvjhBwUEBGjBggWSpB07duh///ufxakAAAAAAEBqSXYRYNSoUQoNDdX48eMdxgkuU6aMPv300xQNBwAAUsbVq1fVq1cvNWjQQJGRkZKkrFmz6vPPP1fLli0tTgcAAAAAQMpiToA7kl0EmDdvnmbOnKmXXnrJYbiAcuXK6Y8//kjRcAAA4OHt3LlTFSpU0JQpU8y2+vXra9++fWrfvr1sznLVAgAAAAAAki3ZRYDIyEgVL148QXt8fLxu3LiRIqEAAMDDu3HjhoYPH67AwEAdOHBAkuTh4aGPPvpI33//vQoWLGhxQgAAAAAAUofNZkuTxRkkuwhQunRpbdy4MUH7kiVL9OSTT6ZIKAAA8PB27dqlESNGKC4uTpL01FNPKTw8XD179pSLS7IvAQAAAAAAwEOaNm2a/P395eHhoSpVqmjHjh333P7ixYvq3r278uXLJ3d3dz322GNauXJlss6ZKbkhhw4dqo4dOyoyMlLx8fH66quvdODAAc2bN0/ffvttcg8HAABSydNPP60+ffpo8uTJGjJkiN555x25urpaHQsAAAAAgFTnkg4f0l+0aJH69u2rGTNmqEqVKpo0aZIaNmyoAwcOKHfu3Am2j42NVYMGDZQ7d24tWbJEBQoU0PHjx5U1a9ZknTfZjwE+//zz+uabb/TDDz8oc+bMGjp0qH7//Xd98803atCgQXIPBwAAUsipU6cUHx/v0DZ69Gjt2LFDw4YNowAAAAAAAICFJk6cqC5duigkJESlS5fWjBkz5OXlpdmzZye6/ezZs/XPP//o66+/VrVq1eTv769atWqpXLlyyTrvA40FUKNGDa1Zs0ZnzpzR1atXtWnTJj3zzDMPcigAAPCQDMPQ559/rpIlSzpM/ivdmgOgQoUKFiUDAAAAAMAaaTUnQExMjKKiohyWmJiYBHliY2O1a9cu1a9f32xzcXFR/fr1tXXr1kTfw/LlyxUYGKju3bsrT548KlOmjMaMGWMO+5tUyS4CFC1aVOfPn0/QfvHiRRUtWjS5hwMAAA/h/Pnzat26tTp06KBLly5pwIAB+v33362OBQAAAADAI2Hs2LHy9fV1WMaOHZtgu3PnzikuLk558uRxaM+TJ49OnTqV6LGPHDmiJUuWKC4uTitXrtSQIUP0wQcfaNSoUcnKmOw5AY4dO5ZopSEmJkaRkZHJPRwAAHhAK1eu1CuvvOJwsdCiRQvly5fPwlQAAAAAAFjPlkZzAgwcOFB9+/Z1aHN3d0+RY8fHxyt37tyaOXOm7Ha7KlasqMjISE2YMEHDhg1L8nGSXARYvny5+fP3338vX19f83VcXJzWrl0rf3//JJ/4tmnTpmnChAk6deqUypUrpylTpqhy5cp33f7ixYsaNGiQvvrqK/3zzz8qXLiwJk2apMaNGyf73AAAOKPLly+rX79++uSTT8y27Nmza8aMGWrVqpWFyQAAAAAAeLS4u7sn6aZ/zpw5Zbfbdfr0aYf206dPK2/evInuky9fPrm6usput5ttpUqV0qlTpxQbGys3N7ckZUxyEaB58+aSbo2l1LFjR4d1rq6u8vf31wcffJDUw0mybjZkAACc1ZYtWxQcHKzDhw+bbY0aNdJnn31GDwAAAAAAAP6fTWnUFSCJ3NzcVLFiRa1du9a81x4fH6+1a9eqR48eie5TrVo1LViwQPHx8XJxuTWy/8GDB5UvX74kFwCkZMwJEB8fr/j4eBUqVEhnzpwxX8fHxysmJkYHDhzQc889l+QTS9bNhgwAgDP6+uuvVaNGDbMA4OXlpRkzZmjFihUUAAAAAAAASOf69u2rWbNmae7cufr999/VrVs3XblyRSEhIZKk4OBgDRw40Ny+W7du+ueff/TGG2/o4MGDWrFihcaMGaPu3bsn67zJnhPg6NGjyd0lUbdnQ/73m0rObMjLli1Trly51L59e7399tsOXSIAAMiI6tWrp8KFC+vo0aMKDAzUvHnzVLx4catjAQAAAACQ7rikr44AkqQ2bdro7NmzGjp0qE6dOqXy5ctr1apV5mTBERER5hP/kuTn56fvv/9effr0UdmyZVWgQAG98cYbevvtt5N13mQXASTpypUr+umnnxQREaHY2FiHdb169UrSMe41G/Iff/yR6D5HjhzRjz/+qJdeekkrV67UoUOH9Prrr+vGjRt3nQghJiZGMTEx5uuoqKgk5QMAIL3JkiWL5s6dq40bN+qtt95SpkwP9M84AAAAAACwSI8ePe46/M/69esTtAUGBmrbtm0Pdc5k3z0IDw9X48aNdfXqVV25ckXZs2fXuXPn5OXlpdy5cye5CPAgHmQ25LFjx+rdd99NtUwAAKSGY8eOqWfPnpoyZYr8/f3N9ho1aqhGjRrWBQMAAAAAwAnYbOmwK4BFkjwnwG19+vRR06ZNdeHCBXl6emrbtm06fvy4KlasqPfffz/Jx3nQ2ZAfe+yxu86GnJiBAwfq0qVL5vLXX38lOSMAAGnNMAzNmTNHZcuW1bfffqtOnTopPj7e6lgAAAAAAMBJJbsIsGfPHr355ptycXGR3W5XTEyM/Pz8NH78eL3zzjtJPs6/Z0O+7fZsyIGBgYnuU61aNR06dMjhZsj9ZkN2d3eXj4+PwwIAQHp05swZvfDCC3r55ZcVHR0t6VaPAArYAAAAAAAkj82WNoszSHYRwNXV1ZycIHfu3IqIiJAk+fr6JvsmhVWzIQMAkN4sW7ZMZcqU0bJly8y2Tp06ae/evSpcuLCFyQAAAAAAgDNL9pwATz75pHbu3KkSJUqoVq1aGjp0qM6dO6ewsDCVKVMmWceyajZkAADSi6ioKPXp00ezZ88223LmzKlZs2apefPm1gUDAAAAAMCJuTjLY/ppINlFgDFjxphDFIwePVrBwcHq1q2bSpQooc8++yzZAayYDRkAgPRg8+bN6tChg44dO2a2NW3aVLNmzTIL4gAAAAAAAA8j2UWASpUqmT/nzp1bq1atStFAAAA8KqKioswCgLe3tyZPnqyQkBDZeFoBAAAAAICHwlfrO5I9J8Dd7N69W88991xKHQ4AgAyvUaNGeu2111SjRg3t3btXL7/8MgUAAAAAAACQopJVBPj+++/Vr18/vfPOOzpy5Igk6Y8//lDz5s311FNPKT4+PlVCAgDg7OLi4rRo0SIZhuHQPmnSJK1bt05FihSxKBkAAAAAABmPzWZLk8UZJLkI8Nlnn6lRo0YKDQ3VuHHj9PTTT2v+/PkKDAxU3rx59euvv2rlypWpmRUAAKd0+PBh1axZU23btk0wf46Hh4fsdrtFyQAAAAAAQEaX5CLA5MmTNW7cOJ07d05ffvmlzp07p+nTp2vfvn2aMWOGSpUqlZo5AQBwOoZhaObMmSpXrpy2bNkiSXrzzTd16dIli5MBAAAAAJCx2WxpsziDJBcBDh8+rFatWkmSXnzxRWXKlEkTJkxQwYIFUy0cAADO6tSpU2ratKlee+01XblyRZJUtGhRrVy5Ur6+vhanAwAAAAAAj4pMSd3w2rVr8vLyknRrPCV3d3fly5cv1YIBAOCslixZoq5du+r8+fNmW5cuXTRx4kR5e3tbmAwAAAAAgEeDi7M8pp8GklwEkKRPP/3UvHlx8+ZNhYaGKmfOnA7b9OrVK+XSAQDgRC5evKiePXtq/vz5ZluePHn02WefqUmTJhYmAwAAAAAAj6okFwEKFSqkWbNmma/z5s2rsLAwh21sNhtFAADAI2vo0KEOBYAWLVpoxowZCQrmAAAAAAAgddEP4I4kFwGOHTuWijEAAHB+w4cP19KlS3X58mVNnTpVHTp0kI3uhwAAAAAAwELJGg4IAADccfnyZYcx/rNnz66lS5cqf/78KlSokIXJAAAAAAB4tPFQ3h0uVgcAAMDZ3Lx5UyNGjFDx4sV18uRJh3VPP/00BQAAAAAAAJBu0BMAAIBkOHjwoIKCgrRjxw5J0iuvvKIVK1bwhAEAAAAAAOmIC1/TTfQEAAAgCQzD0LRp01S+fHmzAGC321WpUiXFxcVZnA4AAAAAACBx9AQAAOA+IiMjFRISojVr1phtJUqUUFhYmKpUqWJhMgAAAAAAkBh67N/xQD0BDh8+rMGDB6tdu3Y6c+aMJOm7777Tb7/9lqLhAACw2hdffKEyZco4FAC6d++u8PBwCgAAAAAAACDdS3YR4KefflJAQIC2b9+ur776SpcvX5Yk/fLLLxo2bFiKBwQAwCrdu3dX+/btdfHiRUlS/vz59f3332vq1KnKnDmzteEAAAAAAMBd2WxpsziDZBcBBgwYoFGjRmnNmjVyc3Mz2+vWratt27alaDgAAKxUt25d8+e2bdtq3759euaZZyxMBAAAAAAAkDzJnhNg3759WrBgQYL23Llz69y5cykSCgCA9KBFixbq0aOHqlWrprZt21odBwAAAAAAJBFzAtyR7J4AWbNm1cmTJxO0h4eHq0CBAikSCgCAtLZ9+3a9/fbbCdqnTJlCAQAAAAAAADitZPcEaNu2rd5++20tXrxYNptN8fHx2rx5s/r166fg4ODUyAgAQKq5ceOGRowYoTFjxig+Pl7ly5dXu3btrI4FAI+c5cuXJ3nbZs2apWISAAAAZAQudAQwJbsIMGbMGHXv3l1+fn6Ki4tT6dKlFRcXp/bt22vw4MGpkREAgFSxf/9+BQUFaffu3WbbvHnz1LZtW7oNAkAaa968eZK2s9lsiouLS90wAAAAQAaS7CKAm5ubZs2apSFDhujXX3/V5cuX9eSTT6pEiRKpkQ8AgBQXHx+vyZMna+DAgYqJiZEkZcqUScOGDdOAAQMoAACABeLj462OAAAAgAyE7/Z3JLsIsGnTJlWvXl2FChVSoUKFUiMTAACpJiIiQp06ddK6devMtlKlSiksLEwVK1a0MBkAAAAAAEDKS3YRoG7duipQoIDatWunDh06qHTp0qmRCwCAFGUYhsLCwtSzZ09FRUWZ7b1799aYMWPk6elpYToAwH9duXJFP/30kyIiIhQbG+uwrlevXhalAgAAgLOgH8AdyS4CnDhxQgsXLtQXX3yh9957T2XLltVLL72kdu3aqWDBgqmREQCAFLF06VKzAODn56fQ0FDVrVvX4lQAgP8KDw9X48aNdfXqVV25ckXZs2fXuXPn5OXlpdy5c1MEAAAAAJLBJbk75MyZUz169NDmzZt1+PBhtWrVSnPnzpW/vz83UgAA6ZbNZtPMmTOVK1cuBQUFae/evfy7BQDpVJ8+fdS0aVNduHBBnp6e2rZtm44fP66KFSvq/ffftzoeAAAAnICLzZYmizNIdhHg34oUKaIBAwbovffeU0BAgH766aeUygUAwEO5fPmywsPDHdry5MmjvXv3at68ecqaNas1wQAA97Vnzx69+eabcnFxkd1uV0xMjPz8/DR+/Hi98847VscDAAAAnMoDFwE2b96s119/Xfny5VP79u1VpkwZrVixIiWzAQDwQDZt2qRy5cqpUaNGOnfunMO6vHnzWpQKAJBUrq6ucnG59VUld+7cioiIkCT5+vrqr7/+sjIaAAAAnITNljaLM0h2EWDgwIEqUqSI6tatq4iICE2ePFmnTp1SWFiYnn322dTICABAksTExGjAgAGqWbOmjhw5otOnT6tPnz5WxwIAJNOTTz6pnTt3SpJq1aqloUOH6vPPP1fv3r1VpkwZi9MBAAAAziXZEwNv2LBB/fv3V+vWrZUzZ87UyAQAQLLt27dPHTp00N69e822atWqafjw4daFAgA8kDFjxig6OlqSNHr0aAUHB6tbt24qUaKEZs+ebXE6AAAAOAObszymnwaSXQTYvHlzauQAAOCBxMXFaeLEiRo8eLBiY2Ml3RpGYsSIEerfv7/sdrvFCQEAyVWpUiXz59y5c2vVqlUWpgEAAACcW5KKAMuXL1ejRo3k6uqq5cuX33PbZs2apUgwAADu5+jRo+rYsaM2btxotpUpU0ZhYWEqX768dcEAAAAAAICl6AhwR5KKAM2bN9epU6eUO3duNW/e/K7b2Ww2xcXFpVQ2AADuKjY2VjVq1FBkZKSkW/8G9evXTyNHjpS7u7vF6QAAD6NIkSL37L595MiRNEwDAAAAOLckFQHi4+MT/RkAAKu4ublp9OjR6tSpk/z9/TV37lzVrFnT6lgAgBTQu3dvh9c3btxQeHi4Vq1apf79+1sTCgAAAE7Fha4ApmTPCTBv3jy1adMmwVOWsbGxWrhwoYKDg1MsHAAA/xYXF+cwxn9wcLCuXLmiDh06yMfHx8JkAICU9MYbbyTaPm3aNP38889pnAYAAABwbi7J3SEkJESXLl1K0B4dHa2QkJAUCQUAwL9dunRJnTp10quvvurQbrPZ9Prrr1MAAIBHRKNGjbR06VKrYwAAAMAJ2GxpsziDZPcEMAwj0fE5//77b/n6+qZIKAAAblu/fr06duyoiIgISbcmoH/++ectTgUAsMKSJUuUPXt2q2MAAAAATiXJRYAnn3xSNptNNptN9erVU6ZMd3aNi4vT0aNH9eyzz6ZKSADAo+f69esaNGiQJk6caLZlyZJF169ftzAVACAt3P7ucZthGDp16pTOnj2r6dOnW5gMAAAAziKxB9kfVUkuAjRv3lyStGfPHjVs2FDe3t7mOjc3N/n7+6tFixYpHhAA8OgJDw9Xhw4dtH//frOtVq1aCg0Nlb+/v3XBAABp4vnnn3f40ubi4qJcuXKpdu3aKlmypIXJAAAAAOeT5CLAsGHDJEn+/v5q06aNPDw8Ui0UAODRdPPmTY0bN07Dhw/XzZs3JUnu7u4aM2aMevfuLReXZE9lAwBwQsOHD7c6wn1d2Pie1REAQJKU7akeVkcAAEnStfCpVkdwwB2EO5I9J0DHjh1TIwcA4BH3zz//qEmTJtq2bZvZVr58eYWFhalMmTIWJgMApDW73a6TJ08qd+7cDu3nz59X7ty5FRcXZ1EyAAAAOAuGA7ojSUWA7Nmz6+DBg8qZM6eyZct2zw/wn3/+SbFwAIBHR9asWc2h5lxcXDRgwAANGzZMbm5uFicDAKQ1wzASbY+JieHfBQAAACCZklQE+PDDD5UlSxbzZ6ooAICU5uLiotmzZ+vFF1/U5MmTVbVqVasjAQDS2EcffSTp1lNbn376qcM8ZHFxcdqwYQNzAgAAACBJXLiFbUpSEeDfQwB16tQptbIAAB4hixcvVu7cuVWrVi2zzc/PTzt27KDYDACPqA8//FDSrZ4AM2bMkN1uN9e5ubnJ399fM2bMsCoeAAAA4JSSPSfA7t275erqqoCAAEnSsmXLNGfOHJUuXVrDhw+ney4A4J4uXLigHj16aMGCBfLz89O+ffvk6+trrqcAAACPrqNHj0qS6tSpo6+++krZsmWzOBEAAACcFT0B7kj2JMmvvfaaDh48KEk6cuSI2rRpIy8vLy1evFhvvfVWigcEAGQcP/zwgwICArRgwQJJ0l9//aXPP//c4lQAgPRm3bp1FAAAAACAFJLsIsDBgwdVvnx5SbeGcqhVq5YWLFig0NBQLV26NKXzAQAygKtXr6pXr15q0KCBIiMjJUm+vr6aP3++unXrZnE6AEB606JFC40bNy5B+/jx49WqVSsLEgEAAMDZ2Gy2NFmcQbKLAIZhKD4+XtKtJzobN24s6dY4zufOnUvZdAAAp7dz505VqFBBU6ZMMdvq1aunffv26aWXXnKafzABAGlnw4YN5veMf2vUqJE2bNhgQSIAAADAeSW7CFCpUiWNGjVKYWFh+umnn9SkSRNJt8bvzJMnT4oHBAA4pxs3bmj48OEKDAzUgQMHJEkeHh766KOPtHr1avn5+VmcEACQXl2+fDnRucZcXV0VFRVlQSIAAAA4Gxdb2izOINlFgEmTJmn37t3q0aOHBg0apOLFi0uSlixZoqpVq6Z4QACAc/rrr780YcIExcXFSbpVRA4PD1fPnj3l4pLsf34AAI+QgIAALVq0KEH7woULVbp0aQsSAQAAAM4rU3J3KFu2rPbt25egfcKECbLb7SkSCgDg/IoWLaoJEyaoV69eGjx4sAYNGiRXV1erYwEAnMCQIUP04osv6vDhw6pbt64kae3atVqwYIGWLFlicToAAAA4A0YfviPZRYDbdu3apd9//12SVLp0aVWoUCHFQgEAnM/ff/+t7Nmzy8vLy2zr1q2bateuzVObAIBkadq0qb7++muNGTNGS5Yskaenp8qVK6cff/xR2bNntzoeAAAA4FSSXQQ4c+aM2rRpo59++klZs2aVJF28eFF16tTRwoULlStXrpTOCABIxwzD0IIFC9S9e3cFBwfro48+MtfZbDYKAACAB9KkSRNz/rGoqCh98cUX6tevn3bt2mUONQcAAADcjQtdAUzJHpS5Z8+eunz5sn777Tf9888/+ueff/Trr78qKipKvXr1So2MAIB06vz582rTpo06dOigS5cuacqUKVq7dq3VsQAAGcSGDRvUsWNH5c+fXx988IHq1q2rbdu2WR0LAAAAcCrJ7gmwatUq/fDDDypVqpTZVrp0aU2bNk3PPPNMioYDAKRf3333nV5++WWdOnXKbHvppZcYHg4A8FBOnTql0NBQffbZZ4qKilLr1q0VExOjr7/+mt5lAAAASLJkP/2egSX7s4iPj090YkdXV1fFx8enSCgAQPp1+fJlde3aVY0bNzYLANmzZ9eXX36p+fPnK1u2bBYnBAA4q6ZNm+rxxx/X3r17NWnSJJ04cUJTpkyxOhYAAADg1JLdE6Bu3bp644039MUXXyh//vySpMjISPXp00f16tVL8YAAgPRj69atCgoK0uHDh822Ro0a6dNPPzX/TQAA4EF999136tWrl7p166YSJUpYHQcAAABOjCkB7kh2T4CpU6cqKipK/v7+KlasmIoVK6YiRYooKiqKp3QAIAPbsGGDqlevbhYAvLy8NGPGDK1YsYICAAAgRWzatEnR0dGqWLGiqlSpoqlTp+rcuXNWxwIAAACcWrJ7Avj5+Wn37t1au3atfv/9d0lSqVKlVL9+/RQPBwBIP6pVq6bAwEBt3rxZgYGBmjdvnooXL251LABABvL000/r6aef1qRJk7Ro0SLNnj1bffv2VXx8vNasWSM/Pz9lyZLF6pgAAABwAi50BTAlqwiwaNEiLV++XLGxsapXr5569uyZWrkAAOmM3W7X3LlztXjxYvXr10+ZMiW7jgwAQJJkzpxZL7/8sl5++WUdOHBAn332md577z0NGDBADRo00PLly62OCAAAADiNJA8H9PHHH6tdu3b6+eef9eeff6p79+7q379/amYDAFjk+PHjql+/vrZt2+bQXqxYMQ0YMIACAAAgzTz++OMaP368/v77b33xxRdWxwEAAICTsNnSZnEGSS4CTJ06VcOGDdOBAwe0Z88ezZ07V9OnT0/NbACANGYYhkJDQxUQEKC1a9cqKChIV65csToWAACy2+1q3rw5vQAAAACAZEpyEeDIkSPq2LGj+bp9+/a6efOmTp48mSrBAABp68yZM3rxxRcVEhKi6OhoSVJsbKyOHz9ucTIAAAAAAIDkcbGlzeIMklwEiImJUebMme/s6OIiNzc3Xbt2LVWCAQDSzvLlyxUQEKCvv/7abOvUqZP27dun0qVLWxcMAAAAAAAADyVZgzoPGTJEXl5e5uvY2FiNHj1avr6+ZtvEiRNTLh0AIFVFRUWpT58+mj17ttmWM2dOzZw5Uy+88IKFyQAAAAAAAB6ci7MM2J8GklwEqFmzpg4cOODQVrVqVR05csR8beODBQCnsWPHDrVp00bHjh0z25o2bapZs2YpT5481gUDAAAAAABAiklyEWD9+vWpGAMAkNa8vLx04sQJSZK3t7cmT56skJAQCroAAAAAAMDpcXvjjiTPCQAAyFjKlCmj0aNHq0aNGtq7d69efvllCgAAAAAAAAAZDEUAAHgExMXFaebMmYqJiXFo79Onj9atW6ciRYpYlAwAAAAAACDludjSZnEGFAEAIIM7fPiwatWqpddee03Dhw93WGe322W3260JBgAAAAAAgFRHEQAAMijDMDRz5kyVK1dOmzdvliS9//77+uuvvyxOBgAAAAAAkLpsafQfZ0ARAAAyoFOnTqlp06Z67bXXdOXKFUlS0aJFtW7dOvn5+VmcDgAAAAAAAGnlgYoAGzduVIcOHRQYGKjIyEhJUlhYmDZt2pSi4QAAybd06VKVKVNGK1asMNu6dOmiPXv2qHr16hYmAwAAAAAASBvMCXBHsosAS5cuVcOGDeXp6anw8HBzkslLly5pzJgxKR4QAJA0Fy9eVHBwsFq2bKnz589LkvLkyaNvv/1WM2fOVJYsWSxOCAAAAAAAgLSW7CLAqFGjNGPGDM2aNUuurq5me7Vq1bR79+4UDQcASLpPPvlEYWFh5usWLVro119/VZMmTSxMBQAAAAAAkPboCXBHsosABw4cUM2aNRO0+/r66uLFiymRCQDwAPr06aMKFSrIx8dH8+bN0+LFi5UzZ06rYwEAAAAAAMBCmZK7Q968eXXo0CH5+/s7tG/atElFixZNqVwAgPs4d+6cw01+Nzc3LVy4UO7u7ipUqJCFyQAAAAAAAKxlsznJY/ppINk9Abp06aI33nhD27dvl81m04kTJ/T555+rX79+6tatW2pkBAD8y82bNzVy5EgVLlxYe/bscVhXokQJCgAAAAAAAAAwJbsnwIABAxQfH6969erp6tWrqlmzptzd3dWvXz/17NkzNTICAP7fwYMHFRwcrO3bt0uSgoKCtHPnTnl4eFicDAAAAAAAIP1wlvH600KyiwA2m02DBg1S//79dejQIV2+fFmlS5eWt7d3auQDAEgyDEMff/yx+vXrp2vXrkmS7Ha7XnjhBdntdovTAQAAAAAAIL1K9nBAt7m5ual06dKqXLnyQxcApk2bJn9/f3l4eKhKlSrasWNHkvZbuHChbDabmjdv/lDnB4D0LDIyUs8++6y6d+9uFgBKlCihzZs3a8SIEXJ1dbU4IQAAAAAAQPpis6XN4gyS3ROgTp0695xU4ccff0zW8RYtWqS+fftqxowZqlKliiZNmqSGDRvqwIEDyp079133O3bsmPr166caNWok63wA4EwWLlyo119/XRcuXDDbXn/9dY0fP16ZM2e2MBkAAAAAAACcQbJ7ApQvX17lypUzl9KlSys2Nla7d+9WQEBAsgNMnDhRXbp0UUhIiEqXLq0ZM2bIy8tLs2fPvus+cXFxeumll/Tuu++qaNGiyT4nADiDgQMHql27dmYBIH/+/Fq1apWmTZtGAQAAAAAAAOAeXGy2NFmcQbJ7Anz44YeJtg8fPlyXL19O1rFiY2O1a9cuDRw40GxzcXFR/fr1tXXr1rvuN2LECOXOnVuvvPKKNm7ceM9zxMTEKCYmxnwdFRWVrIwAYJUXX3xREyZMUFxcnNq2batp06Ype/bsVscCAAAAAACAE0l2EeBuOnTooMqVK+v9999P8j7nzp1TXFyc8uTJ49CeJ08e/fHHH4nus2nTJn322Wfas2dPks4xduxYvfvuu0nOBADpxVNPPaVx48apQIECatu2rdVxAAAAAAAAnIaLczyknyYeeGLg/9q6das8PDxS6nCJio6OVlBQkGbNmqWcOXMmaZ+BAwfq0qVL5vLXX3+lakYAeBDbt29Xhw4ddPPmTYf2N998kwIAAAAAAAAAHliyewK8+OKLDq8Nw9DJkyf1888/a8iQIck6Vs6cOWW323X69GmH9tOnTytv3rwJtj98+LCOHTumpk2bmm3x8fGSpEyZMunAgQMqVqyYwz7u7u5yd3dPVi4ASCs3btzQyJEjNWbMGMXFxalkyZIaPHiw1bEAAAAAAACcWnodrn/atGmaMGGCTp06pXLlymnKlCmqXLnyffdbuHCh2rVrp+eff15ff/11ss6Z7J4Avr6+Dkv27NlVu3ZtrVy5UsOGDUvWsdzc3FSxYkWtXbvWbIuPj9fatWsVGBiYYPuSJUtq37592rNnj7k0a9ZMderU0Z49e+Tn55fctwMAltm/f7+efvppjRw5UnFxcZKkVatWmT8DAAAAAAAg41i0aJH69u2rYcOGaffu3SpXrpwaNmyoM2fO3HO/Y8eOqV+/fqpRo8YDnTdZPQHi4uIUEhKigIAAZcuW7YFO+F99+/ZVx44dValSJVW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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:54:46,631 INFO: === Dataset: j ===\n", "2025-02-25 07:54:49,148 INFO:Total samples: 6000\n", "2025-02-25 07:55:10,886 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:55:10,957 INFO: === Dataset: k ===\n", "2025-02-25 07:55:13,485 INFO:Total samples: 6000\n", "2025-02-25 07:55:35,039 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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ra9euOnnypCpUqPBa+9k817IJMGRN07iIBwAAAAA0AQAAAICYuHfvnnx9fXXgwAGLeo4cOTRr1iylSJHitfYb9vip/vj1H/PzyQc7yJRIrigCAAAAEiyTnXUeiQD3BAAAAABeYceOHWrfvr0CAwO1d+9eHT9+XMmTJ4+TfTdyGW/x/J2SGeJkvwAAAAAgMRIAAAAAiNbjx4/Vt29fValSRYGBgZKk69ev68SJE2+8b8MwVMc02qJWoVleRgEAAAAAcYF7ApgxEgAAAACIwtGjR9WmTRudOXPGXHvvvfe0aNEiZc2a9Y33/+dvNyPVBi5v/Mb7BQAAAIB/YyQAAAAA8C9Pnz7V2LFjVapUKXMDwMnJSVOmTNH27dvjpAEgSd/22GTxfOX9gXGyXwAAAADingD/wkgAAAAA4P9dvHhRrVu31sGDB821IkWKyN/fX/ny5YuTYxiGobp2YyxqtbsVl4ubY5zsHwAAAAD+LXG0KgAAAAArePTokY4ePSpJsrOz05AhQ3Tw4ME4awBI0qJB2yPVmg4uF2f7BwAAACBGAvxL4kgJAAAAWEH+/Pk1duxY5cyZU3v37tWYMWPk6Bi3V+ivnnjA4vnUIx3lldE9To8BAAAAAM/RBAAAAMBba/369QoNDbWo9enTR8ePH1eZMmXi9FhPQp+qV9G5FrVVDwYqZ9H0cXocAAAAAJJMJus8EgGaAAAAAHjr3LlzR61atVLdunU1YsQIi2X29vZKnjx5nB7v6oXbaug8XhePXbOoOyfnPgAAAABAvGA6ILPEkRIAAACII1u3blWBAgW0dOlSSdLEiRN19uzZeDvek7BwfZxrZqT6lEMfxdsxAQAAAOC5ZLYOAAAAAFhDSEiIBg4cqBkzZphrnp6emjlzpnLnzh0vx3xw97FapJwUqb7qwUBGAQAAAADxKZFM1WMNNAEAAACQ5B0+fFitW7fW+fPnzbXq1atrwYIFypQpU7wd96Ns0yPV1hvD4u14AAAAAPBfTAcEAACAJOvJkycaOXKkypQpY24AuLi4aPr06dq0aVO8NgBCHz3Rw7uPLWo0AAAAAAAr4Z4AZowEAAAAQJI1Z84cff755+bnJUqUkL+/v9599914Pa5hGGrs+oVF7ceIofF6TAAAAACISuJoVQAAAACv4eOPP1bRokVlb2+vkSNHat++ffHeAJCkQZX8LJ4Xq5lTJuYkBQAAAKzHZLLOIxFgJAAAAACSjEePHsnFxcX83MHBQf/73/90//59lShRwioZQh890W97Ai1qIze0sMqxAQAAAOC/GAkAAACARM8wDH333XfKmjWrjh8/brEsd+7cVmsASNL2RScsnn8f+hmjAAAAAAArM5lMVnkkBjQBAAAAkKjdunVLzZo1U5s2bXTz5k21bt1ajx8/fvWG8WTxZzvMPxeulk0OjvY2ywIAAAAATAcEAACARGvjxo366KOPdO3aNXOtSJEievLkiZydna2exzAMPbz7ogFRs0sxq2cAAAAAoERzlb41MBIAAAAAic6DBw/UpUsX1a5d29wASJUqlVauXCl/f3+lSJHCJrmuB9y1eF62UW6b5AAAAACA5xgJAAAAgETlwIEDatOmjS5evGiu1axZU/Pnz1f69Oltlivs8VN1zDHD/DxT7tRcfQQAAADYCqfiZowEAAAAQKIxY8YMlS9f3twAcHV11ezZs7VhwwabNgAkqZHLeIvnJeu8Y6MkAAAAAPACIwEAAACQaJQqVcp8dX2ZMmXk5+ennDlz2jjVs1EA/5bp3dTynVjVRmkAAAAAMCr3BZoAAAAASDRKlCihUaNGSZIGDBigZMlsfzr7OOSJmiT/wqL2zdmufOgAAAAAkCDY/lMTAAAAEIXLly9rypQpmjJlisWX/Z999pkNU1m6dfW+2mWcalF778P8NAAAAAAAG+Oc/AWaAAAAAEhQDMPQokWL1KtXL92/f19p0qTRsGHDbB0rkq87/qgt849Hqvf7rqH1wwAAAABANLgxMAAAABKMGzduqGHDhurQoYPu378vSfLz89Pjx49tnCyyqBoAq0MGWT8IAAAAgEhMJpNVHokBTQAAAAAkCOvWrVOBAgW0du1ac83X11dHjhyRs7OzDZNF9udvNyyetx79ntYbw+Tk4mCjRAAAAAAQNaYDAgAAgE0FBwerT58+WrBggbmWJk0azZkzRw0aNLBdsGgc2XRBI2outai1GFrBRmkAAAAARCWxXKVvDTQBAAAAYDO7d+9Wu3btdPnyZXOtXr16mjt3rry9vW0XLApPwsLVOu0UPbxrOTXRoBWNbZQIAAAAAF6NJgAAAABsZu3ateYGgJubm6ZNmyZfX98Ed9XOnWsP1Cb9V5Hqnad/oPJN89ogEQAAAICXSlgfKWyKewIAAADAZsaOHau8efOqQoUKOnnypDp06JCgGgDhTyM0vumqKBsAH35eSXW7l7BBKgAAAACJ1cyZM+Xj4yNnZ2eVKlVKhw4deun6U6dO1bvvvisXFxdlzpxZffr00ePHj1+6zX8xEgAAAABWER4ermPHjql48eLmmrOzs7Zu3aq0adPK3t7ehuksPbj7WO0zTdXjh08iLbOzN+n70M9kb8/1NAAAAEBClZAuLnpu+fLl6tu3r2bPnq1SpUpp6tSpqlGjhs6dOxfldKhLlizRoEGDtGDBApUtW1bnz59X+/btZTKZNGXKlBgfl08uAAAAiHcXL15UxYoVVaFCBZ09e9ZiWYYMGRJUAyD8aYRapJwUZQOgQd/SWvd0KA0AAAAAALE2ZcoUderUSb6+vsqbN69mz54tV1dXLViwIMr19+/fr3LlyqlVq1by8fHR+++/r5YtW75y9MB/8ekFAAAA8cYwDM2ZM0eFChXS/v379fjxY7Vv316GYdg6WrTqO4yNVMuaP43mXuimjpOr2yARAAAAgNgymUxWecRUWFiYjhw5omrVqplrdnZ2qlatmg4cOBDlNmXLltWRI0fMX/pfunRJGzduVK1atWL1XjAdEAAAAOLFtWvX1LFjR23YsMFcy549u6ZMmZIgh+ZK0prJkU++f4wYmmDzAgAAALCt0NBQhYaGWtScnJzk5ORkUQsKClJ4eLjSpk1rUU+bNq1+//33KPfdqlUrBQUFqXz58jIMQ0+fPlWXLl302WefxSojIwEAAAAQ51avXq38+fNbNAA+/vhjnThxQuXKlbNhsuj9c/G2FvTbZlGjAQAAAAAkTtYaCTB+/Hh5eHhYPMaPHx8nr2Hnzp0aN26cZs2apaNHj2rNmjXasGGDRo8eHav9MBIAAAAAcebu3bvq2bOn/P39zbW0adNq/vz5ql27tg2TRc8wDAWcuK6eReZa1Jfd7kcDAAAAAMBLDR48WH379rWo/XcUgCR5eXnJ3t5e169ft6hfv35d6dKli3Lfw4YNU5s2bdSxY0dJUoECBfTw4UN9/PHHGjJkiOzsYnaNP00AAAAAxJkGDRpo165d5ueNGzfW7Nmz5eXlZcNU0bt47B/1KjovUr1so9xyS+lig0QAAAAA4oK1LuiJauqfqDg6OqpYsWLavn27GjRoIEmKiIjQ9u3b1b179yi3CQkJifRFv729vSTF6j5rTAcEAACAODN69GiZTCa5u7vLz89PK1euTLANgIgII8oGgHdWD322uqkNEgEAAABIyvr27au5c+dq8eLFOnv2rLp27aqHDx/K19dXktS2bVsNHjzYvH7dunX1zTffaNmyZQoICNDWrVs1bNgw1a1b19wMiAlGAgAAAOC1RUREWFyZUqFCBc2dO1fVq1dXlixZbJjs5UbXX65f1p2PVP94Wg3V7FzUBokAAAAAxKkEOLNn8+bNdfPmTQ0fPlzXrl1T4cKFtWnTJvPNggMDAy0+Xw0d+uweZUOHDtWVK1eUJk0a1a1bV2PHjo3VcU1GbMYNJAHBwcHy8PDQvXv35O7ubus4AAAAidLTp081btw47d27V5s2bYrxXJS2diPwnjZ+86tWfbE/0rL1xjAbJEpa3qZzbZciUQ/ZBgBru3N4hq0jAIAkyTmBXW6eut1Sqxzn1uKWVjnOm0hgvxoAAAAkdOfPn1ebNm106NAhSdLUqVMj3QgrIRrTcIUO/nAuUt2ngLemn/jYBokAAAAAxBdr3RMgMaAJAAAAgBgxDEOzZs1S//799ejRI0nPbkr1/OeE7PHDsCgbACM3tlTxmjltkAgAAAAArIMmAAAAAF7pypUr6tChg7Zs2WKuvfPOO/Lz81OpUqVsmCxmZnbZaPG8fNM8qtmlmApW9rFNIAAAAADxipEAL9AEAAAAwEstW7ZMn3zyie7cuWOudevWTRMnTpSrq6sNk8Xcju9OmX8uWiOHBq1oYsM0AAAAAGA9NAEAAAAQpfDwcLVu3VrLli0z1zJkyKCFCxfq/ffft2GymPvr7E31KTHfojZoRWMbpQEAAABgLYwEeIEmAAAAAKJkb28vd3d38/MWLVpo5syZSpUqlQ1TxYxhGKprNybKZa7uTlZOAwAAAAC2QxMAAAAA0Zo8ebKOHTumvn37qkWLFraOE2OLBm2Psv6/G32tnAQAAACATTAQwMzO1gEAAACQMBw8eFCrVq2yqLm5uemXX35JVA0ASTq+NcDiecsRFbXsdj95pEluo0SwpaNHj+rUqRf3hVi7dq0aNGigzz77TGFhYTZMBgAAAMQ/mgAAAABvuSdPnmjYsGEqV66cfH19denSJYvliWkuzfDwCNUxjdbFY9fMtWlHO+rDkZXkltLFhslgS507d9b58+clSZcuXVKLFi3k6uqqlStXasCAATZOBwAAgPhgMpms8kgMaAIAAAC8xc6cOaPSpUtrzJgxioiI0IMHDzRlyhRbx3ot1wLuqH6ysZHqmXJ72SANEpLz58+rcOHCkqSVK1eqYsWKWrJkiRYtWqTVq1fbNhwAAAAQz7gnAAAAwFsoIiJCX3/9tQYNGqTQ0FBJUrJkyTRixAgNGjTIxuliJ/xphHoXn6eAE9cjLfv23CdycnGwQSokJIZhKCIiQpK0bds21alTR5KUOXNmBQUF2TIaAAAA4kliuUrfGmgCAAAAvGUCAwPVvn177dixw1zLkyeP/P39VaxYMRsmi73b/9xX2wxTo1z2Y8RQTvwhSSpevLjGjBmjatWqadeuXfrmm28kSQEBAUqbNq2N0wEAAADxi+mAAAAA3hKGYcjPz08FChSwaAD07t1bR44cSVQNgJD7oVr39aEoGwA959XRemMYDQCYTZ06VUePHlX37t01ZMgQ5cyZU5K0atUqlS1b1sbpAAAAEB+4J8ALjAQAAAB4Szx48ECDBw9WcHCwpGdToSxatEhVqlSxcbLYa+Y+Mcr6mkeD5ejMKS4sFSxYUKdOnYpUnzRpkuzt7W2QCAAAALAePiEBAAC8JVKkSKEFCxbogw8+UNu2bTVt2jR5enraOlas3PjzrkbWWhqpntzTWcvv9LdBIiQmYWFhunHjhvn+AM9lyZLFRokAAAAQXxLLVfrWQBMAAAAgibp//74eP36sNGnSmGs1atTQsWPHVLhwYdsFew3715zVuMarolw283RnZc3nbeVESEzOnz+vjz76SPv377eoG4Yhk8mk8PBwGyUDAAAA4h9NAAAAgCRo7969atu2rXLnzq0NGzZYXAWTmBoAF4/9o15F50W7fPnd/kru4WzFREiMfH19lSxZMq1fv17p06fnqjAAAIC3Aad8ZjQBAAAAkpDQ0FCNGDFCEydOlGEYCggI0Ny5c/Xxxx/bOlqsfN3xR22Zfzza5Y36l1HtT4rTAECMHD9+XEeOHFHu3LltHQUAAACwOpoAAAAAScSpU6fUunVrnTx50lwrV66cqlWrZsNUsRN8K0StvCZHu3zGyY/lUyCtFRMhKcibN6+CgoJsHQMAAABWxOjPF+xsHWDmzJny8fGRs7OzSpUqpUOHDr10/alTp+rdd9+Vi4uLMmfOrD59+ujx48dWSgsAAJDwhIeHa9KkSSpevLi5AeDg4KAvvvhCu3btUvbs2W2cMGa+7rQ+2gbAgGWNtN4YRgMAr2XChAkaMGCAdu7cqVu3bik4ONjiAQAAACRlNh0JsHz5cvXt21ezZ89WqVKlNHXqVNWoUUPnzp2Tt3fkm7stWbJEgwYN0oIFC1S2bFmdP39e7du3l8lk0pQpU2zwCgAAAGwrICBA7dq10549e8y1AgUKyN/fX4UKFbJhstipYxodZf2bs12VObeXldMgqXk+GqZq1aoWdW4MDAAAkHQxEuAFmzYBpkyZok6dOsnX11eSNHv2bG3YsEELFizQoEGDIq2/f/9+lStXTq1atZIk+fj4qGXLlvrll1+smhsAACAhCAwMVMGCBfXgwQNJz05y+/Xrp9GjR8vJycnG6V4t+FaIZnbZqH2rzkZa1uHLamr0aRkbpEJStGPHDltHAAAAAGzGZk2AsLAwHTlyRIMHDzbX7OzsVK1aNR04cCDKbcqWLavvvvtOhw4dUsmSJXXp0iVt3LhRbdq0sVZsAACABCNLliyqX7++/ve//8nHx0d+fn6qUKGCrWPFyJPQp9FO/TPzdGdlzRd5VCjwuipVqmTrCAAAALAyRgK8YLMmQFBQkMLDw5U2reW8rmnTptXvv/8e5TatWrVSUFCQypcvL8Mw9PTpU3Xp0kWfffZZtMcJDQ1VaGio+TlzfgIAgKRkxowZSpcunUaMGKEUKVLYOk6MhD1+qkYu46NctvbpENnb2/y2VUiC9uzZo2+//VaXLl3SypUrlTFjRvn7+ytbtmwqX768reMBAAAA8SZRfcLauXOnxo0bp1mzZuno0aNas2aNNmzYoNGjo55DVpLGjx8vDw8P8yNz5sxWTAwAABA37t27p/bt22vZsmUWdU9PT3355ZeJpgFwevefUTYA1j4dovXGMBoAiBerV69WjRo15OLioqNHj5ovErp3757GjRtn43QAAACIFyYrPRIBm33K8vLykr29va5fv25Rv379utKlSxflNsOGDVObNm3UsWNHFShQQA0bNtS4ceM0fvx4RURERLnN4MGDde/ePfPjr7/+ivPXAgAAEJ927typggULavHixeratauuXLli60iv5e9zQRpUyS9SfV34UL78R7waM2aMZs+erblz58rBwcFcL1eunI4ePWrDZAAAAED8s9mnLUdHRxUrVkzbt2831yIiIrR9+3aVKRP1TeBCQkJkZ2cZ2d7eXpJkGEaU2zg5Ocnd3d3iAQAAkBg8fvxYn376qSpXrqzAwEBJUnh4uH777TcbJ4u949suqUvubyxqOYul13pjmOzsEsnlM0i0zp07p4oVK0aqe3h46O7du9YPBAAAgHhnMpms8kgMbHZPAEnq27ev2rVrp+LFi6tkyZKaOnWqHj58KF9fX0lS27ZtlTFjRo0f/2zIeN26dTVlyhQVKVJEpUqV0oULFzRs2DDVrVvX3AwAAABICo4dO6bWrVvrzJkz5tp7772nRYsWKWvWrDZMFnPb/U7o9K5AbV1wPNKyD0dVUsthkb+UBeJDunTpdOHCBfn4+FjU9+7dq+zZs9smFAAAAGAlNm0CNG/eXDdv3tTw4cN17do1FS5cWJs2bTLfLDgwMNDiyv+hQ4fKZDJp6NChunLlitKkSaO6detq7NixtnoJAAAAcerp06eaMGGCRo4cqadPn0p6NrJx3Lhx6t27d6RRkQnNk9Cn+ufiHS0ZuUt7V56Ncp0cRdLRAIBVderUSb169dKCBQtkMpl09epVHThwQP369dOwYcNsHQ8AAADxILFcpW8NJiO6eXSSqODgYHl4eOjevXtMDQQAABKUP//8Uy1bttSBAwfMtcKFC+u7775Tvnz5bJgsZjbOPqJZXTe+dJ0xWz9U4WpceZ1UJdRzbcMwzPcSCwkJkfSsudavXz+NHj36tfbpUqR7XEZEEtC5WUX1aVdVaVO769T5K+o7YaV+/e3PKNdNlsxO/Tu8r9Z1SimDt6fO/3ldQ6et1db9L5qnQzrX0tAutSy2OxdwTYUbjYnX14HE587hGbaOgARm2ZL/afHC+QoKuql33s2tQZ8NU4GCBaNdf8vmnzRz+jRdvXJFWbL6qHfffqpQsZJ5+bDPBmnd2u8ttilbrry+mTM/3l4DEidnm15uHlnWnj9a5Th/fl3XKsd5EwnsVwMAAPD2cnZ21h9//CFJsrOz0+DBgzV8+HA5OjraONmrHd92KdoGQI+5dVTk/ezyzuJh5VTAMyaTSUOGDFH//v114cIFPXjwQHnz5pWzs7OuXr2qDBky2DoiErkm7xfVhE8bqsfY5Tp8+rK6t6qsdbO6qVCDUbp550Gk9Ud+Ulcta5fQJ6OX6FzAdVUvm0fLJ3dS5fZTdOLc3+b1frtwVbW7TDc/fxoeYZXXAyDx2vTTRn05cbyGjvhcBQoU0v/8F6tr54+0dv0mpU6dOtL6x48d1aD+n6pn776qWKmyNm74Ub17dNOyVWuUK9c75vXKla+gUWPGm58nhvNTgJEALyTs8eQAAABvkbRp02rOnDnKmTOn9u7dqzFjxiT4D1iPHoRpTMMVGlr9fxb1QlWzqUj17JpxqrNqdCxCAwAJgqOjo/LmzauSJUvKzc1Nv/32mzJnzmzrWEgCerauooVr9st/3UH9fumaeoxdpkePw9SuQZko129Vp6Qmzt+izXvP6PKVW5q7cq827zujXm2qWKz3NDxC12/dNz9u3X1ojZcDIBHzX7xQjZo0U4OGjZUjZ04NHfG5nJ2d9cOa1VGu/7/v/FS2fAW179BR2XPkUPeevZUnb14tW/KdxXqOjo7ySpPG/HD34NwOCR83Bn6BkQAAAAA2snr1alWqVEleXl7mWsOGDVWrVi05OTnZMFnM/PnbDXXL/22kerfZtVSzczEbJAIA63NIZq8ieTJr0oIt5pphGPr5l3MqWTBblNs4OiTT47AnFrVHj8NUtkgOi1rOLGl0actYPQ59ol9OBmj49HX669qduH8RAJKEJ2FhOnvmN33UqbO5Zmdnp9Kly+rkiWNRbnPy+HG1adfeola2XHnt2L7Novbr4UN6r0IZubu7q2Sp0ures7c8PVPG+WsAED8YCQAAAGBld+7cUatWrdSkSRN17dpV/71FU0JvADy4+1h1TKOjbAC0HVeZBgCAt4pXSjclS2avG7fvW9Rv3ApWutRR3xtj24Gz6tm6inJkSSOTyaQqpXKrfpXCSuf1Yv3Dpy/r4+HfqV63meo5brl8MqbWtgV95OaasP+NAGA7d+7eUXh4eKRpf1KnTq2goKAotwkKClLq1F6R17/1Yv2y5StozLgJmjt/kXr37a8jhw/rk86dFB4eHvcvAohLJis9EgFGAgAAAFjR1q1b5evrqytXrkiSVq1apd27d6tSpUqv2DJhCDxzU5/kmx3lsmV3+svN09nKiYD4FxoaqtDQUIuaEREuk529jRIhses3aZVmDWupE2uGyTAMXfo7SH7rDqpd/dLmdbbsO2P++fQfV3X41GWd2zhKjd8vqsU/HIhqtwAQL2rWqm3+Odc77+qdd95V7Q+q6dfDh1SqdNTTngFIWGgCAAAAWEFISIgGDhyoGTNmmGuenp6aOXOmKlasaMNkMXf59A11LxD56v9+/2ug91oVsEEi4OVOnjz50uXnzp2L0X7Gjx+vzz//3KJmn7aEHNKXfO1sSDqC7jzQ06fh8k6VwqLundpd124FR7tNs75z5eSYTKk9kuvqzXsa07O+Aq7civY49x480oXAG8qROU2c5geQdKT0TCl7e3vdumX535Jbt25ZTD/5b15eXrp1Kyjy+qmjXl+SMmXOrJQpUyow8E+aAEjQEst8/dZAEwAAACCeHT58WG3atLH4wrFatWpauHChMmXKZMNkMRcSHBqpAZAmi4fmXewu+2TMMImEqXDhwjKZTJGm3JJkrsfkw+HgwYPVt29fi5p3hYFxlhOJ25On4Tp29i9VLvWuftz5rPFkMplUueQ7mr1890u3DQ17qqs37ylZMjs1qFpYq7cejXbd5C6OypbJS9c2HIrT/ACSDgdHR+XJm0+/HDygKlWrSZIiIiL0yy8H1KJl6yi3KVi4sH45eFCt27Y31w4e2K+ChQtHe5zr167p7t27SuNFUxJILGgCAAAAxJMnT55o7NixGjNmjHnOVGdnZ02cOFHdunWTnV3C//L82qU76phjRqR6zS7F9MmsmlxdgwQtICAgTvbj5OQU6V4dTAWEf/v6u581d1QbHTkTqF9PX1b3VpXl6uIkv7UHJUnzRrfR1Rv3NHz6OklSifxZlcHbUyfO/a2M3p4a0rmW7OxMmrLoxY04x/dpqA27Tynw6m1l8PbQ0C61FR4RoRWbjtjkNQJIHNq089WwzwYqX778yl+goL7zX6xHjx6pQcNGkqQhgwfI2zutevX5VJL0Yeu2+qh9Gy1etEAVK1bSpp826rfTpzVs5ChJUsjDh5r9zQxVq15Dqb289Pdff+mryZOUOUtWlS1fwWavE4gJPqu8QBMAAAAgnqxfv95iCpESJUrIz89PuXPntmGqV7tz7YH2rDijOb02R7k8a/406vZNLSunAmIva9asto6At8SqLUflldJNw7vWVtrUKXTy3BXV7zbTfLPgzOlSKSLixYgUJycHjehWR9kyeulBSKg27/tNHw3z070Hj8zrZEzrKb/xvkrl4aqgOw+0//glVWo7WUF3Hlj99QFIPD6oWUt3bt/WrBlfKyjopt7NnUezvp2n1P8/HdC1f/6RnenFhSiFixTV+IlfasbXUzV96hRlyeqjqdNnKleudyRJdvb2On/uvNat/UH3g+/L29tbZcqWU7ceveTo6GiT1wgg9kxGVGNjk7Dg4GB5eHjo3r17cnd3t3UcAACQhBmGoUaNGunHH3/UsGHD9Nlnn8nBwcHWsaIUfCtErbwmv3K9wtWyaczWqIeTA4nhXLtAgQLauHGjMmfO/Eb7cSnSPY4SAcCbuXM48og9ALAF5wR2uXnOfj9Z5TgXvqxpleO8iQT2qwEAAEi87t69K09PT/Nzk8mkOXPm6PLlyypRooTtgr3CsPf/p2NbL710nW6za6lm52JWSgTEn8uXL+vJkye2jgEAAABYTcKfiBYAACCBMwxD3333nXx8fPTjjz9aLEuTJk2CbgBcPnU92gZANd9C+vb8J1pvDKMBAAAAACBRMZlMVnkkBowEAAAAeAO3bt1Sly5dtGrVKklSx44ddfr0aaVJk8bGyV4t6O9gdS84x6JWtV1B9V5YL9GczAKxVaFCBbm4uNg6BgAAAGA1NAEAAABe008//aQOHTro2rVr5lr16tUT7Lz///b7wb/Vr8xCi9pna5qqbMOEfdNi4E1t3LjR1hEAAABgBVzX9AJNAAAAgFh68OCB+vXrp2+//dZcS5UqlWbPnq2mTZvaMNnLhYdH6Oimi/q8zrJIy/JXzEIDAEnaH3/8oR07dujGjRuKiIiwWDZ8+HAbpQIAAADiH00AAACAWDhw4IDatGmjixcvmms1a9bU/PnzlT59ehsme7lti05oqu+6aJd/saudFdMA1jV37lx17dpVXl5eSpcuncV0VyaTiSYAAABAEsQUpy/QBAAAAIghPz8/+fr6mq8idnV11ZQpU/Txxx8n6BPMo1suRtsA+GRWTX3ATX+RxI0ZM0Zjx47VwIEDbR0FAAAAsDqaAAAAADFUuXJlpUiRQvfu3VOZMmXk5+ennDlz2jrWS837dKt+mHLQouae2kV9FtdXidq5bJQKsK47d+4k6Km6AAAAEPcS8HVaVkcTAAAAIIYyZ86sWbNm6fLlyxowYICSJUu4p1LXL9/VR9mmR6o3H1pebUZXtkEiwHaaNm2qLVu2qEuXLraOAgAAAFhdwv3kCgAAYEOXL1/WkCFDNGvWLHl4eJjrrVq1smGql4uIMLRl3jHN6LwhyuX9lzZUpRb5rZwKsL2cOXNq2LBhOnjwoAoUKCAHBweL5T179rRRMgAAAMQXOzuGAjxHEwAAAOBfDMPQokWL1KtXL92/f18ODg5atGiRrWO90tMn4WrlNVkhwaFRLp97oZvS50hl5VRAwjBnzhy5ublp165d2rVrl8Uyk8lEEwAAAABJGk0AAACA/3fjxg19/PHHWrt2rbm2c+dO3b59W6lSJbwv0MOfRuj7KQe1esJ+3b/9KMp16vYooc5ff2DlZEDCEhAQYOsIAAAAsDLuCfACTQAAAABJ69atU6dOnXTjxg1zrX379po2bZrc3d1tmCxq924+1IfeU6Jd/vXxTspeKJ0VEwGJg2EYkp6NAAAAAADeBna2DgAAAGBLwcHB+uijj1S/fn1zA8DLy0vff/+9Fi5cmCAbANcv331pA+D70M9oAAD/4efnpwIFCsjFxUUuLi4qWLCg/P39bR0LAAAA8cRkMlnlkRgwEgAAALy19uzZo7Zt2+ry5cvmWt26dTV37lylTZvWdsFe4vCGP/R5nWWR6qO3fKhCVbNx8ysgClOmTNGwYcPUvXt3lStXTpK0d+9edenSRUFBQerTp4+NEwIAAADxhyYAAAB4a508edLcAHBzc9O0adPk6+ubIK/mOH/4qvqWnB+pnipDCvld6W39QEAiMn36dH3zzTdq27atuVavXj3ly5dPI0eOpAkAAACQBCXAj3U2QxMAAAC8tT755BOtW7dOjx490uLFi5UtWzZbR4rSp2UW6NzBK5HqFZrl1cDljW2QCEhc/vnnH5UtWzZSvWzZsvrnn39skAgAAACwHu4JAAAA3grh4eHaunWrRc1kMmn58uXasWNHgm0AdMkzK8oGwKR97WkAADGUM2dOrVixIlJ9+fLlypUrlw0SAQAAIL5xT4AXGAkAAACSvIsXL6pt27bav3+/tm7dqmrVqpmXeXp62i7YK8zpvVl//37Lojb0h2YqXf9dGyUCEqfPP/9czZs31+7du833BNi3b5+2b98eZXMAAAAASEpoAgAAgCTLMAzNnTtXffv21cOHDyVJHTt21Pnz5+Xo6GjjdNF7cOeRWqT6MlLd72pvpUqfwgaJgMStcePG+uWXXzRlyhT98MMPkqQ8efLo0KFDKlKkiG3DAQAAIF4klqv0rYEmAAAASJL++ecfdezYURs3bjTXsmfPLj8/vwTdAAgJDqUBAMSDYsWK6X//+5+tYwAAAABWRxMAAAAkOatWrVKXLl1069aLqXQ6deqkyZMnK0WKhPtF+q2r99Uu49RI9Un72tMAAF6DnZ3dK68AM5lMevr0qZUSAQAAwFoYCPACTQAAAJBk3L17Vz169NB3331nrqVNm1bz5s1TnTp1bJjs1Q788LvGNlwZqb7eGGaDNEDS8P3330e77MCBA/r6668VERFhxUQAAACA9dEEAAAASUanTp20atUq8/NGjRpp9uzZSpMmjQ1TvdymOUc1o/OGKJfRAADeTP369SPVzp07p0GDBunHH3/Uhx9+qFGjRtkgGQAAAOIb9wR4wc7WAQAAAOLK+PHj5erqKnd3d/n5+WnVqlUJtgFw6+p91TGNjrIBULRGDhoAQBy7evWqOnXqpAIFCujp06c6fvy4Fi9erKxZs9o6GgAAABCvGAkAAAASrbCwMIub/ObMmVPLly9XwYIFlSVLFhsme7mjWy5qeI0lUS776vBHylU8g5UTAUnXvXv3NG7cOE2fPl2FCxfW9u3bVaFCBVvHAgAAQDxjIMALNAEAAECi8/TpU40bN04rVqzQoUOH5Orqal6WkOf+fxzyRP3LLlTAieuRls272F3psqe0QSog6Zo4caImTJigdOnSaenSpVFODwQAAAAkdTQBAABAonLu3Dm1bdtWhw4dkiQNGDBAM2bMsHGqVwt99ERNkn8Rqd6gb2l1nFzdBomApG/QoEFycXFRzpw5tXjxYi1evDjK9dasWWPlZAAAAIhv3BPgBZoAAAAgUTAMQ7NmzVL//v316NEjSZK9vb1Sp04twzAS9Ane7B6btH7G4Uj1ztM/UN3uJWyQCHg7tG3bNkH/twEAAACwBpoAAAAgwbty5Yp8fX21detWc+2dd96Rn5+fSpUqZcNkL/f4YZiauE2IctmK4AFyTeFk5UTA22XRokW2jgAAAAAb4VqQF+xsHQAAAOBlli5dqvz581s0ALp166Zjx44l2AbAiZ8D1NR9QpQNgMLVsunHiKE0AAAAAAAAVsFIAAAAkCAZhqH27dvLz8/PXMuQIYMWLlyo999/34bJondk80WN+GBJtMu5+h8AAAAArINpIV9gJAAAAEiQTCaT8ubNa37eokULnTp1KsE2ALbMPxZtAyBbobRabwyjAQAAAAAAsDpGAgAAgASrX79+2r9/v1q2bKkWLVrYOk4khmGoe8Fv9efpm1Eu7zG3jqp3KCw7O65AAQAAAABrYiDACzQBAABAgnDw4EEdPnxYPXr0MNfs7e21du1aG6Z6uWkdfoyyAZAlXxrNOt3FBokAAAAAALBEEwAAANhUWFiYRo8erXHjxkmSihUrprJly9o41cuFPX6qiS1W6+Da85GWfXnAV++WymiDVAAAAACA57gnwAs0AQAAgM2cOXNGbdq00dGjR821GTNmJOgmwOndf2pQJb9I9ZX3B8rFzdEGiQAAAAAAiB5NAAAAYHURERH6+uuvNWjQIIWGhkqSkiVLphEjRmjQoEE2ThfZk9Cn8h+6U2u+PBDl8oaflqYBAAAAAAAJCAMBXqAJAAAArCowMFDt27fXjh07zLU8efLI399fxYoVs2GyyB6HPNHYhit0bMulaNf5/vFgOThxSgUAAAAASJj4xAoAAKzCMAz5+/urR48eCg4ONtd79+6tcePGycXFxYbpIrsXFKIP00yOdvnH02qoZpdicnC0t2IqAAAAAEBMcE+AF2gCAAAAq3j69Km++uorcwMgc+bMWrRokapUqWLjZJGd+DlAQ6p+F6meKXdqjdnWWl4Z3W2QCgAAAACA2KMJAAAArMLBwUH+/v4qXry4mjVrpq+//lqenp62jmUh6O9gfZJvtkKCQyMtWxc+VHZ2XEkCAAAAAIkBAwFeoAkAAADixf3793Xz5k1lz57dXMufP79+++035ciRw4bJXrh++a4+yjb9pes06l9GHSZWs1IiAAAAAADilp2tAwAAgKRn7969KlSokBo0aKDQUMur6hNKA+DI5ouvbAB8NLk6DQAAAAAASIRMJpNVHokBIwEAAECcCQ0N1YgRIzRx4kQZhiFJGjVqlMaOHWvjZM9uTHxk00WNrLX0leu2n1BV9XuX4qa/AAAAAIBEjyYAAACIE6dOnVLr1q118uRJc61cuXL66KOPbJjqGcMwVNduTLTLGw8oI98JXPEPAAAAAElFIrlI3yqYDggAALyR8PBwTZo0ScWLFzc3ABwcHPTFF19o165dFvcEsJWXNQB6zK1DAwAAAAAAkGQxEgAAALy2gIAAtWvXTnv27DHXChQoIH9/fxUqVMiGyZ75bvhOLRu9J1J9wLJGqtg8nw0SAQAAAACsIbHM128NNAEAAMBruXv3rooWLaq7d+9KenaC1a9fP40ePVpOTk62DSep87szdeX87Uj19cYwG6QBAAAAAMA2mA4IAAC8Fk9PT/Xo0UOS5OPjo507d2rixIk2bwD87H9SdUyjIzUA7OxMWna7n41SAQAAAACsyWQyWeWRGDASAAAAxJhhGBYnOcOGDZODg4N69eold3d3GyaTLp++oe4Fvo1y2dJb/ZQilYuVEwEAAAAAYHs0AQAAwCvdu3dPvXr10jvvvKPPPvvMXHdwcNCwYbadXifs8VM1cftCEeFGlMtXBA+QawrbT08EAAAAALCeRHKRvlXQBAAAAC+1c+dOtWvXToGBgUqWLJlq1qypIkWK2DqWWSOX8VHWvzzgq9ylM1k5DQAAAAAACQv3BAAAAFF6/PixPv30U1WuXFmBgYGSJBcXF/PPtvToQZhWTdinOqbRkZb1WlBXP0YMpQEAAAAAAG8x7gnwAiMBAABAJMeOHVPr1q115swZc+29997TokWLlDVrVhsmk37bG6iBFRZHuWy9YdupiQAAAAAASGgYCQAAAMyePn2qsWPHqmTJkuYGgJOTkyZPnqzt27fbrAEQEWHo2qU7+rbnpmgbAN9d72vlVAAAAACAhMpkss4jMWAkAAAAkCRdvXpVTZo00YEDB8y1woULy9/fX/nz57dZrmE1/qdjWy5Fuezd0hnV6av3mfoHAAAAAIBo0AQAAACSpJQpU+rOnTuSJDs7Ow0aNEgjRoyQo6Oj1bMEnLyuPw5f1baFJ3Rm319RrtNhUjU16lfGyskAAAAAAIlBYpmv3xpoAgAAAEnPbvrr7++vNm3aaP78+SpbtqzVM4QEh6qZx8Rol7undlGJOrn04eeV5J3V03rBAAAAAACJCj2AF2gCAADwllq5cqUKFiyod99911wrXry4Tp8+LXt7e6vlOL0nUH+euqFVX+zTzb+Co11vzh/dlCFnKqvlAgAAAAAgKXijJsDjx4/l7OwcV1kAAIAV3LlzR927d9eSJUtUsmRJ7du3T8mSvTglsFYDwDAMDX7PT6d3B0a7TuvR78k5uYOqtiukFKlcrJILAAAAAJD42TEUwMwuthtERERo9OjRypgxo9zc3HTp0rMb9Q0bNkzz58+P84AAACDubNu2TQUKFNCSJUskSYcOHdL3339v1QxPwsK1c8kp1bUbE20D4MNRlbTeGKYWQyuoQZ/SNAAAAAAAAEnCzJkz5ePjI2dnZ5UqVUqHDh166fp3795Vt27dlD59ejk5Oemdd97Rxo0bY3XMWI8EGDNmjBYvXqyJEyeqU6dO5nr+/Pk1depUffTRR7HdJQAAiGchISEaNGiQpk+fbq55enpq5syZatKkiVUybFt0QlN910W7vMuMD5Tc01nlm+aVg6P1piMCAAAAACQ9CXEgwPLly9W3b1/Nnj1bpUqV0tSpU1WjRg2dO3dO3t7ekdYPCwtT9erV5e3trVWrViljxoz6888/5enpGavjxroJ4Ofnpzlz5qhq1arq0qWLuV6oUCH9/vvvsd0dAACIZ4cPH1abNm107tw5c61atWpauHChMmXKFO/H/9n/pKa0XfvSdcbvbKsClbLGexYAAAAAAGxlypQp6tSpk3x9fSVJs2fP1oYNG7RgwQINGjQo0voLFizQ7du3tX//fjk4OEiSfHx8Yn3cWE8HdOXKFeXMmTNSPSIiQk+ePIl1AAAAED+ePHmikSNHqkyZMuYGgLOzs77++mtt3rzZKg0AvyE/R9sASOZgp4l722u9MYwGAAAAAAAgTplMJqs8YiosLExHjhxRtWrVzDU7OztVq1ZNBw4ciHKbdevWqUyZMurWrZvSpk2r/Pnza9y4cQoPD4/VexHrkQB58+bVnj17lDWr5Yf1VatWqUiRIrHdHQAAiCdHjhzRqFGjZBiGJKlEiRLy8/NT7ty54/W4WxYc17w+WxQSHBrl8qm/dlTOYunjNQMAAAAAANYQGhqq0FDLz79OTk5ycnKyqAUFBSk8PFxp06a1qKdNmzbaGXYuXbqkn3/+WR9++KE2btyoCxcu6JNPPtGTJ080YsSIGGeMdRNg+PDhateuna5cuaKIiAitWbNG586dk5+fn9avXx/b3QEAgHhSunRp9enTR9OmTdOwYcP02WefmYcPxodXTfvzxe52yl8hS7wdHwAAAACA5+ysdE+A8ePH6/PPP7eojRgxQiNHjnzjfUdERMjb21tz5syRvb29ihUrpitXrmjSpEnx2wSoX7++fvzxR40aNUrJkyfX8OHDVbRoUf3444+qXr16bHcHAADiyLVr1+Tt7S07uxez/Y0dO1YffvihihYtGi/HPHvgb/2y7pxWfbH/petN/qWD3i2ZMV4yAAAAAABgK4MHD1bfvn0tav8dBSBJXl5esre31/Xr1y3q169fV7p06aLcd/r06eXg4CB7e3tzLU+ePLp27ZrCwsLk6OgYo4yxbgJIUoUKFbR169bX2RQAAMQxwzC0ZMkSdevWTZ9//rl69eplXubs7BxnDYCICEN/nr6hkbWWymQyKejv4JeuP/VIR/kU8FYyB/uXrgcAAAAAQFyLzXz9byKqqX+i4ujoqGLFimn79u1q0KCBpGdX+m/fvl3du3ePcpty5cppyZIlioiIMF/wd/78eaVPnz7GDQDpNW4MnD17dt26dStS/e7du8qePXtsdwcAAN7ArVu31KxZM7Vu3Vr37t3ToEGDdPbs2Tg/zty+W1TPfox6FJqjW1fuv7QBMGpzK603hiln0fQ0AAAAAAAA+H99+/bV3LlztXjxYp09e1Zdu3bVw4cP5evrK0lq27atBg8ebF6/a9euun37tnr16qXz589rw4YNGjdunLp16xar48Z6JMDly5ejvPtwaGiorly5EtvdAQCA17Rx40Z99NFHunbtmrnWuHFjpU//5jfdNQxDK8fvk9+QHTFav27PknqvVX69W4opfwAAAAAAtmelgQCx0rx5c928eVPDhw/XtWvXVLhwYW3atMl8s+DAwECLKX4zZ86szZs3q0+fPipYsKAyZsyoXr16aeDAgbE6boybAOvWrTP/vHnzZnl4eJifh4eHa/v27fLx8YnVwSVp5syZmjRpkq5du6ZChQpp+vTpKlmyZLTr3717V0OGDNGaNWt0+/ZtZc2aVVOnTlWtWrVifWwAABKjBw8eqF+/fvr222/NtVSpUmn27Nlq2rTpa+/3t72BGlhhcYzWbTq4nOr1KqmUad1e+3gAAAAAALxtunfvHu30Pzt37oxUK1OmjA4ePPhGx4xxE+D5PEUmk0nt2rWzWObg4CAfHx9Nnjw5Vgdfvny5+vbtq9mzZ6tUqVKaOnWqatSooXPnzsnb2zvS+mFhYapevbq8vb21atUqZcyYUX/++ac8PT1jdVwAABKr/fv3q23btrp48aK5VrNmTc2fP/+1RgBcOn5Nk1p9r7/OBsVo/W/PfaKM76SO9XEAAAAAALAmkxLgUAAbiXETICIiQpKULVs2HT58WF5eXm988ClTpqhTp07mOY9mz56tDRs2aMGCBRo0aFCk9RcsWKDbt29r//79cnBwkKTXGn0AAEBi9MMPP6hx48bmf5NdXV01ZcoUffzxx7G64VFIcKgO/PC7Dv5wTge+P/fK9Wf91kVZ8qZ57dwAAAAAAMB2Yn1PgICAgDg5cFhYmI4cOWJxowM7OztVq1ZNBw4ciHKbdevWqUyZMurWrZvWrl2rNGnSqFWrVho4cKDs7bnxIAAgaatataqyZs2qgIAAlSlTRn5+fsqZM2eMt39477GWjNyttVN/eel6Xx7w1bulMsaqsQAAAAAAQEJix0das1g3ASTp4cOH2rVrlwIDAxUWFmaxrGfPnjHaR1BQkMLDw803PXgubdq0+v3336Pc5tKlS/r555/14YcfauPGjbpw4YI++eQTPXnyRCNGjIhym9DQUIWGhpqfBwcHxygfAAAJTYoUKbR48WLt2bNHAwYMULJksftnvLnnpGiXNR1cTi2GVZCTi8ObxgQAAAAAAAlIrJsAx44dU61atRQSEqKHDx8qVapUCgoKkqurq7y9vWPcBHgdERER8vb21pw5c2Rvb69ixYrpypUrmjRpUrRNgPHjx+vzzz+Pt0wAAMSHy5cvq0ePHpo+fbrF1HcVKlRQhQoVYryfc4eu6NNSC6JcVuC9rCryfnbV6FRUHl6ubxoZAAAAAIAEg9HtL8S6CdCnTx/VrVtXs2fPloeHhw4ePCgHBwe1bt1avXr1ivF+vLy8ZG9vr+vXr1vUr1+/rnTp0kW5Tfr06eXg4GAx9U+ePHl07do1hYWFydHRMdI2gwcPVt++fc3Pg4ODlTlz5hjnBADAmgzD0KJFi9SrVy/dv39f9+/f188//yw7O7sYbR9w8ro2zPpVm749+tL1Fv3dS14Z3eMiMgAAAAAASMBi9o3Cvxw/flyffvqp7OzsZG9vr9DQUGXOnFkTJ07UZ599FuP9ODo6qlixYtq+fbu5FhERoe3bt6tMmTJRblOuXDlduHDBfENESTp//rzSp08fZQNAkpycnOTu7m7xAAAgIbpx44YaNmyoDh066P79+5KejQj466+/XrlteHiE6phGq0ehOa9sACy7058GAAAAAAAgSTOZrPNIDGLdBHBwcDBfjejt7a3AwEBJkoeHR4y+pPi3vn37au7cuVq8eLHOnj2rrl276uHDh/L19ZUktW3b1uLGwV27dtXt27fVq1cvnT9/Xhs2bNC4cePUrVu32L4MAAASlLVr1yp//vxau3atuda+fXudPHlSWbNmfem2l45fU/1kY1+6zqAVjfV96GdabwyTm6dznGQGAAAAAAAJX6ynAypSpIgOHz6sXLlyqVKlSho+fLiCgoLk7++v/Pnzx2pfzZs3182bNzV8+HBdu3ZNhQsX1qZNm8w3Cw4MDLSY/iBz5szavHmz+vTpo4IFCypjxozq1auXBg4cGNuXAQBAghAcHKw+ffpowYIX8/Z7eXlp7ty5atCgQbTbPbj7WCM+WKJzv1yJcvmHoyrp/Y+KKHWGFHEdGQAAAACABM8usVymbwUmwzCM2Gzw66+/6v79+6pcubJu3Lihtm3bav/+/cqVK5fmz5+vwoULx1PUuBEcHCwPDw/du3ePqYEAADa1b98+tW7dWpcvXzbX6tatq7lz55ob4v91LyhE3w3bqZ9mH4l2v+uNYXEdFQBi5G0613Yp0t3WEQBAknTn8AxbRwAASZJzrC83j1+N5kf/uTkurfmomFWO8yZi/aspXry4+Wdvb29t2rQpTgMBAPC2CA4ONjcA3NzcNG3aNPn6+soUzdUKQX8Hq33madHur/2EqmoyoGx8RAUAAAAAIFFhIMALcdafOXr0qIYPH67169fH1S4BAEjSatasqc6dO+vMmTNavHixsmXLFuV6v+0N1MAKi6NcliVfGn11+CM5uTjEZ1QAAAAAAJBIxaoJsHnzZm3dulWOjo7q2LGjsmfPrt9//12DBg3Sjz/+qBo1asRXTgAAErXw8HCtWrVKzZo1s7jSf+rUqXJwcJC9vX2kbQzDUF27MVHuzzurh77Y1VbeWT3jKzIAAAAAAIlWdKPs30Z2r17lmfnz56tmzZpatGiRJkyYoNKlS+u7775TmTJllC5dOp0+fVobN26Mz6wAACRKFy9eVMWKFdWiRQvNnz/fYpmzs3OUDYB7QSHRNgDaf1FFCy73pAEAAAAAAABeKcZNgGnTpmnChAkKCgrSihUrFBQUpFmzZunUqVOaPXu28uTJE585AQBIdAzD0Jw5c1SoUCHt379fkvTpp5/q3r17L90u5H6oPkwzOVJ98i8dtN4YpiYDy8VLXgAAAAAAkgqTyTqPxCDG0wFdvHhRTZs2lSQ1atRIyZIl06RJk5QpU6Z4CwcAQGJ17do1dezYURs2bDDXsmfPLj8/P3l4eES5TUhwqFZ+sU8rx++LtGxd+FDZ2SWSswsAAAAAAJBgxLgJ8OjRI7m6ukp6Np+Sk5OT0qdPH2/BAABIrFatWqUuXbro1q1b5lqnTp00ZcoUubm5RbnNR9mn63rA3Uh176weWnC5Z3xFBQAAAAAgSbJLLJfpW0Gsbgw8b94885cXT58+1aJFi+Tl5WWxTs+efFEBAHg73b17Vz169NB3331nrqVNm1bz589X7dq1o9zmSVi4GjqNi3KZk0syzbvUI16yAgAAAACAt0OMmwBZsmTR3Llzzc/TpUsnf39/i3VMJhNNAADAW2v48OEWDYDGjRtr9uzZkRrm/xZVA6BYzZz6eNr7ypgrdbzkBAAAAAAgqWMcwAsxbgJcvnw5HmMAAJD4jRw5UqtXr9aDBw80Y8YMtW7dWqaXDD/sU2JepNrqkEFycnGIz5gAAAAAAOAtEqvpgAAAwAsPHjywmOM/VapUWr16tTJkyKAsWbJEuY1hGOqWf7YCzwRFWrbeGBZvWQEAAAAAeJu87KK8t42drQMAAJDYPH36VKNGjVLOnDn1zz//WCwrXbp0lA2A4Fshmuq7TnXtxkTZAJh5unO85QUAAAAAAG8vRgIAABAL58+fV5s2bXTo0CFJ0kcffaQNGzZEusLg/u1H+vWnCwp9+ESrJx3QPxduR7vPFcED5JrCKV5zAwAAAADwNrFjIIAZTQAAAGLAMAzNmjVL/fv316NHjyRJ9vb2Kl68uMLDw5Us2Yt/UuuYRr9yf47OybTq4SDZcVYCAAAAAADiEU0AAABe4cqVK/L19dXWrVvNtVy5csnf31+lSpUy127+dU++Wb5+6b4qtsinLjM+kHtq13jLCwAAAADA2457ArzwWk2AixcvauHChbp48aKmTZsmb29v/fTTT8qSJYvy5csX1xkBALCZpUuX6pNPPtHdu3fNtW7dumnChAlKnjy5pGejBM4fuqpPSy+ItH3pBu+qUBUfJXO0V5W2BeXk4mCt6AAAAAAAALFvAuzatUs1a9ZUuXLltHv3bo0dO1be3t46ceKE5s+fr1WrVsVHTgAArK5bt26aNWuW+XmGDBm0cOFCvf/++5Kk8PAI9S+7UOcPXY1ye+b6BwAAAADANhgI8IJdbDcYNGiQxowZo61bt8rR0dFcr1Klig4ePBin4QAAsKUqVaqYf27RooVOnTplbgBcvXBb9ZONjbIBUK5JHq03htEAAAAAAAAANhfrkQCnTp3SkiVLItW9vb0VFBQUJ6EAAEgIGjdurO7du6tcuXJq0aKFJOnHGYf1bY9NUa7vkcZVbcZU1gcfF7VmTAAAAAAA8B/cE+CFWDcBPD099c8//yhbtmwW9WPHjiljxoxxFgwAAGv65ZdftGbNGk2YMMGiPn36dEnSX78HqWueb6LdfsW9AXJ158p/AAAAAACQsMS6CdCiRQsNHDhQK1eulMlkUkREhPbt26d+/fqpbdu28ZERAIB48+TJE40aNUrjxo1TRESEChcurJYtW0ZaL7oGQM/5dfV+h8LxnBIAkr5169bFeN169erFYxIAAAAkBXYMBDCLdRNg3Lhx6tatmzJnzqzw8HDlzZtX4eHhatWqlYYOHRofGQEAiBdnzpxRmzZtdPToUXPNz89PLVq0kMlk0tMn4ZrYYo32r/k90rZzL3RT+hyprBkXAJK0Bg0axGg9k8mk8PDw+A0DAAAAJCGxbgI4Ojpq7ty5GjZsmE6fPq0HDx6oSJEiypUrV3zkAwAgzkVERGjatGkaPHiwQkNDJUnJkiXTiBEjNGjQIJlMJg17/386tvVSlNuvN4ZZMy4AvBUiIiJsHQEAAABJCPcEeCHWTYC9e/eqfPnyypIli7JkyRIfmQAAiDeBgYFq3769duzYYa7lyZNH/v7+KlasmO7dfKgPvcdHu/3XxzpZIyYAAAAAAECciHUToEqVKsqYMaNatmyp1q1bK2/evPGRCwCAOGUYhvz9/dWjRw8FBweb671799a4cePk6OikOqbRUW5bpuG76rWgntw8na0VFwDeeg8fPtSuXbsUGBiosLAwi2U9e/a0USoAAAAkFowDeCHWTYCrV69q2bJlWrp0qb744gsVLFhQH374oVq2bKlMmTLFR0YAAOLE6tWrzQ2AzJkza9GiRapSpYoMw1BduzFRbvP948FycIr1P5cAgDdw7Ngx1apVSyEhIXr48KFSpUqloKAgubq6ytvbmyYAAAAAEAt2sd3Ay8tL3bt31759+3Tx4kU1bdpUixcvlo+Pj6pUqRIfGQEAeGMmk0lz5sxRmjRp1KZNG508eVJVqlTRnesPomwA1O1ZUj9GDKUBAAA20KdPH9WtW1d37tyRi4uLDh48qD///FPFihXTl19+aet4AAAASATsTCarPBKDN/pmI1u2bBo0aJAKFSqkYcOGadeuXXGVCwCAN/LgwQP98ccfKlKkiLmWNm1anTx5UunSpXu2zp1HapPuq0jb/hgxlBsIAYANHT9+XN9++63s7Oxkb2+v0NBQZc+eXRMnTlS7du3UqFEjW0cEAAAAEo1YjwR4bt++ffrkk0+UPn16tWrVSvnz59eGDRviMhsAAK9l7969KlSokGrWrKmgoCCLZc8bAJNarVGLVJGvJv3+8WAaAABgYw4ODrKze/ZRxdvbW4GBgZIkDw8P/fXXX7aMBgAAgETCZLLOIzGI9UiAwYMHa9myZbp69aqqV6+uadOmqX79+nJ1dY2PfAAAxFhoaKhGjBihiRMnyjAMSc+mlPD39zev8/E7M3X1j9uRtk3mYKcfwoZYLSsAIHpFihTR4cOHlStXLlWqVEnDhw9XUFCQ/P39lT9/flvHAwAAABKVWDcBdu/erf79+6tZs2by8vKKj0wAAMTaqVOn1Lp1a508edJcK1eunEaOHClJevQgTE1TTIhy2/q9S6nTV+9bIyYAIAbGjRun+/fvS5LGjh2rtm3bqmvXrsqVK5cWLFhg43QAAABIDBjl/0KsmwD79u2LjxwAALyW8PBwTZkyRUOHDlVYWJikZ9NIjBo1Sn37fqqgwPsa13il9q/5Pcrt513qrnTZUlozMgDgFYoXL27+2dvbW5s2bbJhGgAAACBxi1ETYN26dapZs6YcHBy0bt26l65br169OAkGAMCrBAQEqF27dtqzZ4+5lj9/fk0YOU2zmuzT3sFfRLvt948Hy8Ep1r1wAAAAAACQCDAQ4IUYffvRoEEDXbt2Td7e3mrQoEG065lMJoWHh8dVNgAAohUWFqYKFSroypUrkp79G5TNKKtMp6tqVpOXj1pb+2SI7JPZWSMmAOA1ZMuW7aXDty9dumTFNAAAAEDiFqMmQERERJQ/AwBgK7evPFSZ9A206spMuchThYxGSi2fKNfNXjit3FK5qNf8ukrr42nVnACA2Ovdu7fF8ydPnujYsWPatGmT+vfvb5tQAAAASFTsGApgFut5EPz8/NS8eXM5OTlZ1MPCwrRs2TK1bds2zsIBAPBv4eHhOvLTRY2qu1ySZMhb+VRHGVVQDnKOtH77L6qoycBy1o4JAHhDvXr1irI+c+ZM/frrr1ZOAwAAACRuJsMwjNhsYG9vr3/++Ufe3t4W9Vu3bsnb2zvBTwcUHBwsDw8P3bt3T+7u7raOAwCIgXv37qlJzdYK/O2WcgXXfOm6U490VI4i6V46jQQAIH7E97n2pUuXVLhwYQUHB8f5vmPLpUh3W0cAAEnSncMzbB0BACRJzgnstnufrDljlePMapTXKsd5E7H+1RiGEeUXK3///bc8PDziJBQAAJIU/jRCX/T5VmNnDNYj3ZMkpZCP0imPeZ0POhdV3R4llDpDCrmldLFVVACAFaxatUqpUqWydQwAAAAgUYlxE6BIkSIymUwymUyqWrWqkiV7sWl4eLgCAgL0wQcfxEtIAMDb5e6Nh5rsu1r/2/itArTfXE8mJ0XoqSTpszVNVbZhbltFBADEo+efPZ4zDEPXrl3TzZs3NWvWLBsmAwAAQGLBDAEvxLgJ0KBBA0nS8ePHVaNGDbm5uZmXOTo6ysfHR40bN47zgACAt8vAiou1f88vOq5VeqCb5noq+aiQGmr6nt7KVTyDHBPaOEMAQJypX7++xYc2Ozs7pUmTRu+9955y56YBDAAAAMRGjL9BGTFihCTJx8dHzZs3l7Nz5BswAgDwuh7ee6ymnl/oovbqD+2QoQhJkp2SKW+y97Xu6HxlK5DOxikBANYwcuRIW0d4teQpbZ0AACRJj8IS9r0ZAbw9nJPZ2zqCBTtbB0hAYv1etGvXjgYAACBOrZ32ixp6fq4Dmq/z2m5uAGT2zqFDhw7p1JMNNAAA4C1ib2+vGzduRKrfunVL9vYJ68MlAAAAEqbnU9vH9yMxiNFIgFSpUun8+fPy8vJSypQpX/ribt++HWfhAABJn/+wHVo+Zq8c5Kxkcvz/qkn9+vTT2C/GyNHR8aXbAwCSHsMwoqyHhoby7wIAAAAQSzFqAnz11VdKkSKF+efE0uEAACRchmFo1ic/6afZRyRJJtmpoBrqhOMKrduxTGXLlrVxQgCAtX399deSnl21NW/ePIv7kIWHh2v37t3cEwAAAAAxYsdX2GYxagK0a9fO/HP79u3jKwsA4C1x4cg/al68txyVXKmVzVxf/PsgZXxnEs1mAHhLffXVV5KeNYpnz55tMfWPo6OjfHx8NHv2bFvFAwAAABKlGN8Y+LmjR4/KwcFBBQoUkCStXbtWCxcuVN68eTVy5EiG5wIAInkSFq7dS0/r7P6/9eOcfTqtDbqqk3KWhyqqmxzkrNFbPlSmd71sHRUAYEMBAQGSpMqVK2vNmjVKmZKb7wIAAOD1MBLghVg3ATp37qxBgwapQIECunTpkpo3b65GjRpp5cqVCgkJ0dSpU+MhJgAgMQo4eV09Cs0xPw/SRZ3Q93qsYEnSY93TFZ3U3uvL5Omd3FYxAQAJzI4dO2wdAQAAAEgy7GK7wfnz51W4cGFJ0sqVK1WpUiUtWbJEixYt0urVq+M6HwAgkQp/GmFuAIQrTL9pg37RYnMDIJmcNaL3RJ2KWEcDAABgoXHjxpowYUKk+sSJE9W0aVMbJAIAAEBiYzKZrPJIDGLdBDAMQxEREZKkbdu2qVatWpKkzJkzKygoKG7TAQASnadPwtW7+DzVdxgrSbqrK9qj2bqsX8zrVCxfSZcCz2vkV/0TzT+YAADr2b17t/lzxr/VrFlTu3fvtkEiAAAAIPGK9XRAxYsX15gxY1StWjXt2rVL33zzjaRn83emTZs2zgMCABKP1ZP2a+GA7ZKkCIXrgnbpgnbL0LPmsbOzsyZOnKhu3brJzi7WfWgAwFviwYMHUd5rzMHBQcHBwTZIBAAAgMSGewK8EOtvYKZOnaqjR4+qe/fuGjJkiHLmzClJWrVqlcqWLRvnAQEACV9EhKE6ptHmBoD0bL7/S9pnbgAUL15cx44dU48ePWgAAABeqkCBAlq+fHmk+rJly5Q3b14bJAIAAAASr1iPBChYsKBOnToVqT5p0iTZ29vHSSgAQOJwaP15bZpzVId+/CPSsmbda6hOlqwaMLifhg4dqiFDhsjBwcEGKQEAic2wYcPUqFEjXbx4UVWqVJEkbd++XUuWLNGqVatsnA4AAACJAbMPvxDrJsBzR44c0dmzZyVJefPmVdGiReMsFAAg4Vs79RfN7bPF/PyR7slRLrKXo6b+2lE5i6WXYdTQB7Xf56pNAECs1K1bVz/88IPGjRunVatWycXFRYUKFdLPP/+sVKlS2ToeAAAAkKjEuglw48YNNW/eXLt27ZKnp6ck6e7du6pcubKWLVumNGnSxHVGAEACs37mYXMDwJChqzqp09qgTCqkAOOgeT2TyUQDAADwWmrXrq3atWtLkoKDg7V06VL169dPR44cUXh4uI3TAQAAIKGzYyiAWawnZe7Ro4cePHig3377Tbdv39bt27d1+vRpBQcHq2fPnvGREQCQwMzuvkmSFKYQHdMKHddqPdVjXdYv2r59+yu2BgAgZnbv3q127dopQ4YMmjx5sqpUqaKDBw++ekMAAAAAZrEeCbBp0yZt27ZNefLkMdfy5s2rmTNn6v3334/TcACAhCXkfqiauU+UJN3QeZ3UDwrVA/PyDz/8kOnhAABv5Nq1a1q0aJHmz5+v4OBgNWvWTKGhofrhhx8YXQYAAIAYi/XV70lYrN+LiIiIKG/s6ODgoIiIiDgJBQBIeLYtOqFm7hP1VKE6pXU6rO/MDYBUqVJpxYoV+u6775QyZUobJwUAJFZ169bVu+++q5MnT2rq1Km6evWqpk+fbutYAAAAQKIW65EAVapUUa9evbR06VJlyJBBknTlyhX16dNHVatWjfOAAICEYarvOt1RoI5rjUJ021yvWbOm5s2bZ/43AQCA1/XTTz+pZ8+e6tq1q3LlymXrOAAAAEjEuCXAC7EeCTBjxgwFBwfLx8dHOXLkUI4cOZQtWzYFBwdzlQ4AJEGH1p9XHdNo3dJl7dd8cwPA1dVVs2fP1oYNG2gAAADixN69e3X//n0VK1ZMpUqV0owZMxQUFGTrWAAAAECiFuuRAJkzZ9bRo0e1fft2nT17VpKUJ08eVatWLc7DAQBs5/Y/9zWmwQqdP3RVkpRKWZRSmXVHgSpTpoz8/PyUM2dOG6cEACQlpUuXVunSpTV16lQtX75cCxYsUN++fRUREaGtW7cqc+bMSpEiha1jAgAAIBGwYyiAWayaAMuXL9e6desUFhamqlWrqkePHvGVCwBgQ48ehKlthqkWNZPsVEiNVG6Au0aOHaZkyWLdRwYAIEaSJ0+uDh06qEOHDjp37pzmz5+vL774QoMGDVL16tW1bt06W0cEAAAAEo0YTwf0zTffqGXLlvr111/1xx9/qFu3burfv398ZgMAWNnp3X+qjmm0aqcYrINapDv6y7ys57w62mF8pTETPqcBAACwmnfffVcTJ07U33//raVLl9o6DgAAABIJk8k6j8Qgxk2AGTNmaMSIETp37pyOHz+uxYsXa9asWfGZDQBgJecPX1WrNJM1sNJi/aVj+r/27jw+puv/4/h7sodEUBVB7HvtgtqrtPSnaqlSKmKpUrvY963EvrR87WovpaW2UmuLKorYRe2lqD2SkG3u748+OjpNokJmsng9+5jHo/dzzr3nM+mVjvncc85uzdAdXVCwvlGMorQudrDeblcmudMEALzEHB0d1bBhQ2YBAAAAAIn0zI9yXrhwQQEBAZbjFi1aqF27drp+/bp8fHxskhwAwDYehUUpeNsFnd57Vd9O3CdJilSYjmu9buq0pZ9LOgdNOvChHBxSSWkbAAAAAABAEl9lPPHMRYDIyEilT5/ecuzg4CAXFxc9evTIJokBAGwjOjJGH3iOs4rd1Bkd03eKUrglFhDQWp9/Pk0ZMmSwd4oAAAAAAABIIola1HnIkCFKly6d5TgqKkqjR4+Wl5eXJTZ58uSkyw4AkGTGN/9WP604aRWL1mOd0mZd1WFLLEuWLJozZ44aNWpk7xQBAAAAAACShENqWbDfDp65CFC9enWFhIRYxSpXrqwLFy5Yjk38YAEgxVn/xQHN7rYlTvy+ruqwvtYj3bfE6tevr7lz58rb29uOGQIAAAAAAMBWnrkIsGvXLhumAQCwhUsn/oy3ACBJJarm18EDEVKU5OHhoWnTpqlNmzYUdAEAAAAAQKrH1xtPJGo5IABAyvfw7iN1LztXf15+EG/7int95JHRTZKUf6KD1q1bp0WLFilv3rz2TBMAAAAAAAB24JDcCQAAks65Q9fV/JWJcQoAhswq8nGMvnnc11IAkKSePXtq586dFAAAAAAAAECa4mCyzys1YCYAAKQRMdGx6uE3L048XHd1LuMmbZp3Vs5ZohQUFGRpc3R0tGeKAAAAAAAAsDNmAgBAGhB2/7EauoyxiuUr7a36s7LqYPq5unr/rCRp4sSJ+v3335MjRQAAAAAAALsx2emf1IAiAACkcjHRsfow0wSrWIZcjrqQY506duyo8PBwSVK+fPm0c+dO+fr6JkeaAAAAAAAASAbPVQTYvXu3WrZsqUqVKunatWuSpCVLlmjPnj1JmhwA4OliY8xxZgBc10n9ED5ZGzdutMTat2+v4OBgVa1a1d4pAgAAAAAA2B17AjyR6CLAN998ozp16sjd3V1HjhxRZGSkJOnBgwcaM2bMf5wNAEgq7fJ9oQbOoy3H0XqkYH2jw1qpO3fuSJK8vb21YcMGzZkzR56ensmVKgAAAAAAAJJJoosAn332mWbNmqW5c+fK2dnZEq9SpYoOHz6cpMkBAKzFRMdq28Kjetc0Sjcv3rdqu6JfdU1HLcfvv/++Tpw4oXr16tk5SwAAAAAAgOTFTIAnnBJ7QkhIiKpXrx4n7uXlpfv37ydFTgCAf3nXNOqp7Zmze+rrs9+pWvWqOnfunKZPn66WLVvKZEol/zcCAAAAAACATSS6CJAtWzadO3dOefLksYrv2bNH+fLlS6q8AACSflxxQhOar4m3LUrhclF6rYkcKGcXR0nSihUr5Orqqly5ctkzTQAAAAAAgBSFByOfSHQRoH379urevbsWLFggk8mkP/74Q/v27VPv3r01ZMgQW+QIAC+dqyG31bHIzHjbzIrV1XS/6Jz5J/2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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:55:35,108 INFO: === Dataset: l ===\n", "2025-02-25 07:55:43,054 INFO:Total samples: 18911\n", "2025-02-25 07:56:50,471 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:56:50,541 INFO:Model Swin evaluation completed in 305.11 seconds.\n", "2025-02-25 07:56:50,542 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 07:56:50,663 INFO:Loaded model weights from CaiT_best.pth\n", "2025-02-25 07:56:50,663 INFO: === Dataset: a ===\n", "2025-02-25 07:56:51,988 INFO:Total samples: 3181\n", "2025-02-25 07:57:02,622 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:57:02,693 INFO: === Dataset: b ===\n", "2025-02-25 07:57:04,073 INFO:Total samples: 3181\n", "2025-02-25 07:57:14,677 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:57:14,745 INFO: === Dataset: c ===\n", "2025-02-25 07:57:16,117 INFO:Total samples: 3181\n", "2025-02-25 07:57:26,518 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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iJiYDAAAAACBrY1LeHU5mBwAAwNHcunVLo0aNUqlSpXT27Fm7255++mkKAAAAAAAAIMNgJQAAAClw5MgRdejQQbt375YkvfXWW1q3bh0zDAAAAAAAyECc+Jhuw0oAAACSwTAMzZgxQ1WqVLEVAKxWq2rUqKG4uDiT0wEAAAAAACSNlQBIUujeaAWvjdClSL7YAoDTp08rKChIGzdutI2VLl1aISEhqlWrlonJAAAAAABAUlixf8cjrQQ4duyYPvzwQ7Vt21YXLlyQJP3vf//T77//nqrhYJ7gtREKO39L8cbt6x5u/KUBkDUtWbJEFSpUsCsA9OjRQ/v27aMAAAAAAAAAMrwUFwF+/PFHVaxYUbt27dJXX32lq1evSpJ+/fVXDR8+PNUDwhzRMbe//XeySEX8nBUU4GVuIAAwQY8ePdSuXTtFRERIkgoUKKBvv/1W06dPV/bs2c0NBwAAAAAA7stiSZ+LI0hxEWDQoEEaM2aMNm7cKFdXV9v4888/r507d6ZqOKSf0L3R6jTyjFp9cFqtPjht2wbI29Oq4OEF5F/Nw+SEAJD+nn/+edvPbdq00cGDB/XCCy+YmAgAAAAAACBlUtwT4ODBg1q8eHGicV9fX4WHh6dKKKS/hO1/7sU2QACyshYtWqhnz56qW7eu2rRpY3YcAAAAAACQTPQEuCPFKwG8vLx09uzZROP79u1TwYIFUyUU0t/d2//4eFnl42VlGyAAWcquXbv0/vvvJxqfNm0aBQAAAAAAAOCwUrwSoE2bNnr//fe1YsUKWSwWxcfHa9u2bRowYIACAwPTIiPSWOjeaIVH3Nn+Z/k4ijkAso6bN29q1KhRGjdunOLj41WlShW1bdvW7FgAkOWsWbMm2ce+8soraZgEAAAAmYETCwFsUlwEGDdunHr06KHChQsrLi5O5cqVU1xcnNq1a6cPP/wwLTIijQWvjbD9zPY/ALKSQ4cOqUOHDtq7d69tbOHChWrTpg3LBgEgnTVr1ixZx1ksFsXFxaVtGAAAACATSXERwNXVVXPmzNHQoUP122+/6erVq6patapKly6dFvmQxkL3Rtv1AmD7HwBZQXx8vKZOnarBgwcrJiZGkuTs7Kzhw4dr0KBBFAAAwATx8fFmRwAAAEAmwmf7O1JcBNi6daueeeYZFSlSREWKFEmLTEhHd68CKOLnLP9qHuaFAYB0EBYWpk6dOmnz5s22sbJlyyokJETVq1c3MRkAAAAAAEDqS3ER4Pnnn1fBggXVtm1btW/fXuXKlUuLXEgnCQ2BJVYBAMjcDMNQSEiIevXqpaioKNt43759NW7cOGXLls3EdACAe127dk0//vijwsLCFBsba3db7969TUoFAAAAR8E6gDtSXAQ4c+aMli5dqiVLlug///mPKlWqpDfeeENt27ZVoUKF0iIj0oGPl5VVAAAyvVWrVtkKAIULF1ZwcLCef/55k1MBAO61b98+vfTSS4qOjta1a9fk7e2t8PBweXh4yNfXlyIAAAAAkAJOKb2Dj4+PevbsqW3btunYsWN6/fXXtWDBAhUrVowvUgAAGZbFYtHs2bOVN29edejQQQcOHOC/WwCQQfXr108BAQG6fPmysmXLpp07d+rUqVOqXr26Jk2aZHY8AAAAOAAniyVdLo4gxSsB7la8eHENGjRIlStX1tChQ/Xjjz+mVi6ksdC90QpeG6FLkXFmRwGANHH16lX99ddfqlq1qm3Mz89PBw4cUL58+UxMBgB4mP379+vzzz+Xk5OTrFarYmJiVKJECU2YMEEdO3ZU8+bNzY4IAAAAOIwUrwRIsG3bNnXv3l358+dXu3btVKFCBa1bty41syENBa+NUNj5W4r//5YAHm6OUbUCgOTYunWrKleurCZNmig8PNzuNgoAAJDxubi4yMnp9kcVX19fhYWFSZI8PT31999/mxkNAAAADsJiSZ+LI0hxEWDw4MEqXry4nn/+eYWFhWnq1Kk6d+6cQkJC9OKLL6ZFRqSBhIbAThapiJ8zTYEBZAoxMTEaNGiQ6tevr+PHj+v8+fPq16+f2bEAAClUtWpV7dmzR5Lk7++vYcOGadGiRerbt68qVKhgcjoAAADAsaR4O6AtW7Zo4MCBatWqlXx8fNIiE9KRt6dVwcMLmB0DAB7bwYMH1b59ex04cMA2VrduXY0YMcK8UACARzJu3DhduXJFkjR27FgFBgaqW7duKl26tObNm2dyOgAAADgCi6NM008HKS4CbNu2LS1yAADwSOLi4jR58mR9+OGHio2NlXR7G4lRo0Zp4MCBslqtJicEAKRUjRo1bD/7+vpqw4YNJqYBAAAAHFuyigBr1qxRkyZN5OLiojVr1jzw2FdeeSVVgiFt0BAYQGZy4sQJdezYUT/99JNtrEKFCgoJCVGVKlXMCwYAAAAAAEzFQoA7klUEaNasmc6dOydfX181a9bsvsdZLBbFxfHlckaW0BA4AQ2BATiq2NhY1atXT6dPn5Z0+79BAwYM0OjRo+Xm5mZyOgDA4yhevPgDl28fP348HdMAAAAAji1ZRYD4+Pgkf4bjubshcCFfGgIDcFyurq4aO3asOnXqpGLFimnBggWqX7++2bEAAKmgb9++dtdv3rypffv2acOGDRo4cKA5oQAAAOBQnFgKYJPingALFy5U69atE82yjI2N1dKlSxUYGJhq4ZB2aAgMwBHFxcXZ7fEfGBioa9euqX379sqVK5eJyQAAqalPnz5Jjs+YMUM///xzOqcBAAAAUs+MGTM0ceJEnTt3TpUrV9a0adNUs2bNJI8NDg5WUFCQ3Zibm5tu3LiRoud0SmnIoKAgRUZGJhq/cuVKokAAAKSGyMhIderUSV27drUbt1gs6t69OwUAAMgimjRpolWrVpkdAwAAAA7AYkmfS0osW7ZM/fv31/Dhw7V3715VrlxZjRs31oULF+57n1y5cuns2bO2y6lTp1L8XqS4CGAYRpL7c/7zzz/y9PRMcQAAAB4kNDRUlSpV0oIFCzRv3jytXr3a7EgAAJOsXLlS3t7eZscAAAAAHsnkyZPVpUsXBQUFqVy5cpo1a5Y8PDw0b968+97HYrEoX758toufn1+KnzfZ2wFVrVpVFotFFotFDRo0kLPznbvGxcXpxIkTevHFF1McAACApNy4cUNDhgzR5MmTbWM5c+ZM8ZI3AIDjSfjskcAwDJ07d07//vuvZs6caWIyAAAAOIqkJrKbKTY2Vr/88osGDx5sG3NyclLDhg21Y8eO+97v6tWrKlq0qOLj41WtWjWNGzdO5cuXT9FzJ7sI0KxZM0nS/v371bhxY+XIkcN2m6urq4oVK6YWLVqk6MkBAEjKvn371L59ex06dMg25u/vr+DgYBUrVsy8YACAdPHqq6/afWhzcnJS3rx59eyzz6pMmTImJgMAAADsxcTEKCYmxm7Mzc0tUU/d8PBwxcXFJZrJ7+fnpz///DPJx37yySc1b948VapUSZGRkZo0aZLq1Kmj33//XYUKFUp2xmQXAYYPHy5JKlasmFq3bi13d/dkPwkAAMlx69YtffTRRxoxYoRu3bol6fZ/OMeNG6e+ffvKySnFu9gBABzQiBEjzI7wUH98P8nsCAAgScrdcrbZEQBAknT9664PPygdpdc3COPHj9fIkSPtxoYPH54q57S1a9dW7dq1bdfr1KmjsmXL6vPPP9fo0aOT/TjJLgIk6NixY0rvAgDAQ126dElNmzbVzp07bWNVqlRRSEiIKlSoYGIyAEB6s1qtOnv2rHx9fe3GL168KF9fX8XFxZmUDAAAAI4ivbYDGjx4sPr37283du8qAEny8fGR1WrV+fPn7cbPnz+vfPnyJeu5XFxcVLVqVR09ejRFGZNVEPH29lZ4eLgkKXfu3PL29r7vBRlX6N5ohUfwgQlAxuTl5WXbas7JyUkffPCBdu3aRQEAALIgwzCSHI+JiZGrq2s6pwEAAADuz83NTbly5bK7JFUEcHV1VfXq1bVp0ybbWHx8vDZt2mQ32/9B4uLidPDgQeXPnz9FGZO1EuCTTz5Rzpw5bT9ntKYKSJ7gtRG2nz3c+DMEkLE4OTlp3rx5at68uaZOnao6deqYHQkAkM4+/fRTSbdnbX3xxRd2fcji4uK0ZcsWegIAAAAgWZwy4Nef/fv3V8eOHVWjRg3VrFlTU6ZM0bVr1xQUFCRJCgwMVMGCBTV+/HhJ0qhRo/T000+rVKlSioiI0MSJE3Xq1Cl17tw5Rc+brCLA3VsAderUKUVPgIwjOubOjKqgAC/zggCApBUrVsjX11f+/v62scKFC2v37t0UmwEgi/rkk08k3V4JMGvWLFmtVtttrq6uKlasmGbNmmVWPAAAAOCxtG7dWv/++6+GDRumc+fOqUqVKtqwYYOtWXBYWJhdP8TLly+rS5cuOnfunHLnzq3q1atr+/btKleuXIqeN8U9Afbu3SsXFxdVrFhRkrR69WrNnz9f5cqV04gRI1ie6wB8vKzyr+ZhdgwAWdTly5fVs2dPLV68WIULF9bBgwfl6elpu50CAABkXSdOnJAkPffcc/rqq6+UO3dukxMBAADAUWXElQCS1LNnT/Xs2TPJ20JDQ+2uf/LJJ7aJMo8jxU2S3377bR05ckSSdPz4cbVu3VoeHh5asWKF3nvvvccOBADIvL7//ntVrFhRixcvliT9/fffWrRokcmpAAAZzebNmykAAAAAAKkkxUWAI0eOqEqVKpJub+Xg7++vxYsXKzg4WKtWrUrtfEgFoXuj1WnkGV2KpCkwAHNER0erd+/eatSokU6fPi1J8vT01Jdffqlu3bqZnA4AkNG0aNFCH330UaLxCRMm6PXXXzchEQAAAByNxWJJl4sjSHERwDAMxcfHS7o9o/Oll16SdHsf5/Dw8NRNh1QRvDZCYedvKf7/WwLQFBhAetqzZ4+qVaumadOm2cYaNGiggwcP6o033nCY/2ACANLPli1bbJ8z7takSRNt2bLFhEQAAACA40pxEaBGjRoaM2aMQkJC9OO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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:57:26,590 INFO: === Dataset: d ===\n", "2025-02-25 07:57:27,966 INFO:Total samples: 3181\n", "2025-02-25 07:57:38,233 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:57:38,304 INFO: === Dataset: e ===\n", "2025-02-25 07:57:38,690 INFO:Total samples: 911\n", "2025-02-25 07:57:42,283 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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MBgAAAAAPhiIAAOCeQtZE6mR43F23e3k4x/x3AJAS165d0549eyRJLi4uGjx4sIYNGyZ3d3eTkwEAAABwiJP00k8PFAEAAEnc3vs/sce/i0Xy9bba7eflYVFQcx8TEgJA2ihfvrxGjx6tTz/9VKGhoapVq5bZkQAAAADgoVAEAAAkkVzv/0J+rgoJLmBSIgBIG1999ZUaN24sDw8PW1u/fv3UvXt3Zc+e3cRkAAAAAB6KhZkLEjEmAgCQROL8/y4WKY+PVY/6u9LjH0CmcvHiRXXo0EHNmzdXcHCw3Tar1UoBAAAAAHB2LAxsw0gAAMjC7rfor6+3VcvGFDQjGgCkmQ0bNigoKEinTp2SJI0fP15dunRRmTJlTE4GAAAAAKmPIgAAZGEs+gsgK4mOjta7776r6dOn29p8fHw0Y8YMlS5d2sRkAAAAAFId0wHZUAQAgEzqbr38b8eivwCyit27d6tjx446dOiQra1x48aaN2+eChUqZGIyAAAAAEhbFAEAIJO6Xy//27HoL4DM6saNGxo9erRGjRql+Pibhc9s2bJp/Pjx6tGjh1xcnGMOTwAAAAAOcpL5+tMDRQAAyKRuX9z3zl7+t6PHP4DMbPbs2RoxYoTtefXq1RUWFqZSpUqZmAoAAAAA0g9FAABwQo5M9cPivgCystdff13z5s3Tr7/+qqFDh+q9996Tm5ub2bEAAAAApDXWBLChCAAATsiRqX5Y3BdAVnLt2jVly5bN9tzNzU0LFy7U5cuXVb16dROTAQAAAIA5KAIAwENISY/8tHCvBX1vx1Q/ALIKwzC0cOFC9e/fX99++60qV65s21a6dGnzggEAAAAwhYWRADYUAQDgITjSIz8tsKAvAEjnz5/Xm2++qRUrVkiSOnbsqJ9//lmenp4mJwMAAAAA81EEAICHkNLFd9MCvfwBQFq3bp1ee+01nTlzxtb2+OOP68aNGxQBAAAAgCyMkQC3UAQAAD34tD4svgsA5rhy5YoGDBigTz/91Nbm6+urTz/9VK1btzYxGQAAAABkLBQBAEAPP60Pi+8CQPrZsWOHOnXqpCNHjtjamjZtqrlz5yp//vwmJgMAAACQYfBVjQ1FAABZyt16/Kd0od3kMC0PAKSf6dOn66233lJCQoIkycvLS5MmTdLrr7/OcF8AAAAASAZFAABZyv16/LPQLgBkbDVr1rR92V+rVi2FhoaqRIkSJqcCAAAAkNHQSegWigAAspR7LeRLj34AyPiqV6+ukSNHSpLeeecdubpyOwsAAAAA98KnJgBZEgv5AkDGd/z4cU2aNEmTJk2y+7L/vffeMzEVAAAAAGfASIBbKAIAAAAgQzEMQyEhIXrrrbd0+fJl5c2bV0OHDjU7FgAAAAA4JYoAADK8uy3m+yASFwAGAGRMZ8+e1euvv65Vq1bZ2kJDQzVw4EB5enqamAwAAACAM2EkwC0UAQBkePdbzPdBeHnwDwEAZDSrV69Wt27ddPbsWVtbUFCQJk+eTAEAAAAAAB4QRQAAGd69FvN9ECwADAAZy6VLl9SvXz/NmzfP1pY3b17Nnj1bLVq0MC8YAAAAAKfFSIBbKAIAyFCSm/oncQofFvMFgMxny5Yt6tKli44fP25re+GFFzRnzhz5+fmZFwwAAAAA0sCMGTM0YcIEnTlzRpUqVdK0adNUo0aNZPd96qmn9MMPPyRpf+6557R27doUX5MiAIAM5V5T/zCFDwBkPqtWrbIVAHLkyKEpU6YoKCiIXjsAAAAAHk4G/EixdOlS9e/fX7NmzVLNmjU1efJkNWnSRAcPHky2E9QXX3yh2NhY2/Pz58+rUqVKevnllx26rstDJweAVHT71D95fKy2x6P+rkzhAwCZ0OjRo1W2bFnVrVtX+/fv16uvvkoBAAAAAECmNGnSJHXr1k1BQUEqW7asZs2aJS8vL7upUW/n6+urfPny2R4bNmyQl5eXw0UARgIAyBASpwFi6h8AyLzi4+O1d+9eVatWzdbm6empDRs2yN/fX1brw6/7AgAAAABS+q0JEBMTo5iYGLs2Dw8PeXh42LXFxsbql19+0eDBg21tLi4uatSokXbs2JGia82dO1ft2rVT9uzZHcrISAAAGULiNEAJ/78UAFP/AEDmcuTIEdWrV09169bVn3/+abetQIECFAAAAAAAOKWxY8fK29vb7jF27Ngk+0VERCg+Pl7+/v527f7+/jpz5sx9r/PTTz/pt99+U9euXR3OyEgAABnC7dMAFfJj6h8AyCwMw9CcOXPUv39/Xb16VZIUGBionTt3Mu0PAAAAgDSTXp83Bg8erP79+9u13TkKIDXMnTtXFSpUuOsiwvdCEQBAhuLrbVVIcAGzYwAAUsGZM2fUtWtXrV271tZWrFgxTZo0iQIAAAAAgEwhual/kpMnTx5ZrVaFh4fbtYeHhytfvnz3PPbq1atasmSJRo4c+UAZmQ4IAAAAqW7lypUqX768XQHg9ddf16+//qo6deqYmAwAAABAVmCxWNLlkVLu7u6qWrWqNm7caGtLSEjQxo0bVatWrXseu3z5csXExKhjx44P9F4wEgBAukpcADhx+p9EiQsCAwCcW2RkpPr06aOwsDBbm7+/v+bOnatmzZqZmAwAAAAAzNW/f3916dJF1apVU40aNTR58mRdvXpVQUFBkqTOnTurYMGCSdYUmDt3rlq0aKFHHnnkga5LEQBAukpcAPhuWBAYAJxbixYt9MMPP9iet2rVSrNmzVKePHlMTAUAAAAgq8mIU5C2bdtW586d07Bhw3TmzBlVrlxZ69evty0WfPLkSbm42E/ec/DgQW3dulXffvvtA1+XIgCANHVnz//EHv8ulpvz/9/Oy8PCgsAA4OQ++OAD1a9fXzlz5tT06dPVsWPHDHnzDQAAAABm6NWrl3r16pXsts2bNydpK1WqlAzDSLqzAygCAEhTd+v5X8jPlQWAASATSEhIsOupUrduXc2ZM0eNGzfWo48+amIyAAAAAFkafZFsKAIASFOJIwBu7/lPj38AcH5xcXEaM2aMtm7dqvXr19sVAl577TUTkwEAAAAAbkcRAECa2bwnWhGRN6f/8fW2atmYgiYnAgCkhkOHDqlTp0766aefJEmTJ09W//79TU4FAAAAALcwLektLvffBQAeTMiaSNvPLPgLAM7PMAzNmDFDlStXthUArFarrl27ZnIyAAAAAMDdMBIAQJpJnApIEtP/AICTO3XqlF599VV9++23trbHHntMoaGhqlmzponJAAAAACApRgLcwkgAAGkuj49V9at4mR0DAPCAlixZogoVKtgVAHr27Km9e/dSAAAAAACADI6RAAAAAEhWfHy8OnbsqCVLltjaChQooPnz5+uZZ54xMRkAAAAA3BsjAW6hCAAgVWzeE62QNZF2UwBdiIo3MREA4GFZrVblypXL9rxdu3aaMWOGfH19TUwFAAAAAHAERQAAqSJkTaROhsclu41FgQHAeX300Ufau3ev+vfvr3bt2pkdBwAAAABShq+jbCgCAHgoiSMA/j17swDgYpF8va227V4eFhYFBgAnsXPnTv37779q3bq1rS1HjhzatWsXQ2nh1Pbs2SM3NzdVqFBBkrRq1SrNnz9fZcuW1fDhw+Xu7m5yQgAAACDtUAQA8FDuHAFQyM9VIcEFTEwEAHDUjRs3NHLkSI0ZM0ZeXl6qUqWKihUrZttOAQDO7o033tCgQYNUoUIFHT16VO3atdNLL72k5cuXKzo6WpMnTzY7IgAAAFIZn2NucTE7AADnlrgGgItFetTflV7/AOBk/vjjDz3xxBMaNWqUEhISdOXKFU2aNMnsWECqOnTokCpXrixJWr58uerVq6dFixYpJCREK1euNDccAAAAkMYYCQDgrpJb7PdOiYv/+npbGQEAAE4kISFBU6dO1aBBgxQTEyNJcnV1VXBwsAYNGmRyOiB1GYahhIQESdJ3332n559/XpIUEBCgiIgIM6MBAAAgjTAS4BaKAADu6l6L/d6JxX8BwHmcPHlSgYGB2rRpk62tTJkyCgsLU9WqVU1MBqSNatWqadSoUWrUqJF++OEHffLJJ5KkY8eOyd/f3+R0AAAAQNqiCABkQSnp4S/d6uV/52K/d2LxXwBwDoZhKCwsTL1799alS5ds7X379tWYMWOULVs2E9MBaWfy5Ml65ZVX9OWXX2rIkCEqUaKEJGnFihWqXbu2yekAAACQFhgJcAtFACALcqSHv8RivwCQWVy5ckWDBw+2FQACAgIUEhKip59+2uRkQNqqWLGiDhw4kKR9woQJslrv3tEBAAAAyAwoAgBZ0O2L+d6rh79EL38AyExy5sypefPm6dlnn1Xnzp01ZcoU+fj4mB0LSDexsbE6e/asbX2ARI8++qhJiQAAAJBWGAlwC0UAIBO727Q/ty/mu2xMQTOiAQDSweXLl3X9+nXlzZvX1takSRPt3btXlStXNi8YkM4OHTqk1157Tdu3b7drNwxDFotF8fHxJiUDAAAA0h5FACATu9+0PyzmCwCZ19atW9W5c2eVLl1aa9eutesFQwEAWU1QUJBcXV311VdfKX/+/PQKAwAAyAq45bOhCABkYvea9odpfgAgc4qJiVFwcLDGjx8vwzB07NgxzZkzR6+//rrZ0QDT7Nu3T7/88otKly5tdhQAAAAg3VEEALIApv0BgKzhwIED6tixo/bv329rq1Onjho1amRiKsB8ZcuWVUREhNkxAAAAkI4Y/XmLi9kBZsyYoSJFisjT01M1a9bUTz/9dM/9J0+erFKlSilbtmwKCAhQv379dP369XRKCwAAkPHEx8drwoQJqlatmq0A4Obmpg8//FA//PCDihUrZnJCwFzjxo3TO++8o82bN+v8+fO6dOmS3QMAAADIzEwdCbB06VL1799fs2bNUs2aNTV58mQ1adJEBw8elJ+fX5L9Fy1apEGDBmnevHmqXbu2Dh06pMDAQFksFk2aNMmEVwAAAGCuY8eOqUuXLvrxxx9tbRUqVFBYWJgqVapkYjIg40gcDdOwYUO7dhYGBgAAyLwYCXCLqUWASZMmqVu3bgoKCpIkzZo1S2vXrtW8efM0aNCgJPtv375dderUUYcOHSRJRYoUUfv27bVr1650zQ0AAJARnDx5UhUrVtSVK1ck3bzJHTBggD744AN5eHiYnA7IODZt2mR2BAAAAMA0phUBYmNj9csvv2jw4MG2NhcXFzVq1Eg7duxI9pjatWvr888/108//aQaNWro6NGjWrdunTp16pResQGnsXlPtCIi6dUGAJnZo48+qhdffFELFy5UkSJFFBoaqrp165odC8hw6tevb3YEAAAApDNGAtxiWhEgIiJC8fHx8vf3t2v39/fXX3/9lewxHTp0UEREhJ588kkZhqG4uDi9+eabeu+99+56nZiYGMXExNieM+cnsoqQNZG2n708+I8eAGRW06dPV758+RQcHKycOXOaHQfIsH788Ud9+umnOnr0qJYvX66CBQsqLCxMRYsW1ZNPPml2PAAAACDNmL4wsCM2b96sMWPGaObMmdqzZ4+++OILrV27Vh988MFdjxk7dqy8vb1tj4CAgHRMDJgnOsaw/RzU3Me8IACAVBEVFaXAwEAtWbLErt3Hx0cTJ06kAADcw8qVK9WkSRNly5ZNe/bssXUSioqK0pgxY0xOBwAAgDRhSaeHEzCtCJAnTx5ZrVaFh4fbtYeHhytfvnzJHjN06FB16tRJXbt2VYUKFfTSSy9pzJgxGjt2rBISEpI9ZvDgwYqKirI9/vnnn1R/LUBGsnlPtAJHnNaFqJtTAeXxsap+FS+TUwEAHsbmzZtVsWJFLViwQN27d9epU6fMjgQ4lVGjRmnWrFmaM2eO3NzcbO116tTRnj17TEwGAAAApD3TigDu7u6qWrWqNm7caGtLSEjQxo0bVatWrWSPiY6OlouLfWSr1SpJMgwjuUPk4eGhXLly2T2AzCxkTaROhscp4f//SjAVEAA4r+vXr+vtt99WgwYNdPLkSUlSfHy8fv/9d5OTAc7l4MGDqlevXpJ2b29vRUZGpn8gAAAApDmLxZIuD2dg2poAktS/f3916dJF1apVU40aNTR58mRdvXpVQUFBkqTOnTurYMGCGjt2rCSpefPmmjRpkh5//HHVrFlThw8f1tChQ9W8eXNbMQDI6hKnAXKxSIX8XJkKCACc1N69e9WxY0f98ccftrannnpKISEhKly4sInJAOeTL18+HT58WEWKFLFr37p1q4oVK2ZOKAAAACCdmFoEaNu2rc6dO6dhw4bpzJkzqly5stavX29bLPjkyZN2Pf/ff/99WSwWvf/++zp16pTy5s2r5s2ba/To0Wa9BCDD8vW2KiS4gNkxAAAOiouL07hx4zR8+HDFxcVJujmyccyYMerbt2+SUZEA7q9bt2566623NG/ePFksFp0+fVo7duzQgAEDNHToULPjAQAAIA04Sy/99GBqEUCSevXqpV69eiW7bfPmzXbPXV1dFRwcrODg4HRIBgAAkL5OnDih9u3ba8eOHba2ypUr6/PPP1e5cuVMTAY4t0GDBikhIUENGzZUdHS06tWrJw8PDw0YMEC9e/c2Ox4yiTfa1FO/Lg3l/0guHTh0Sv3HLdfPv5+46/69Ojylbi/XVUC+3DofeVX/+26vhk5brZjYuAc+JwBI0pJFC7Vg/lxFRJzTY6VKa9B7Q1WhYsVk9125fJnWrP5Shw//LUkqW7acer/V325/wzA0c/pUfbFiuS5fvqTKj1fRkGHDVbhwkfR4OQBSAV3JgExk855oRUTGmx0DAPCAPD099fffNz+Aubi4aMiQIdq1axcFAOAhWSwWDRkyRBcuXNBvv/2mnTt36ty5cwoODtbp06fNjodMoPUzVTTu7Zc0+tOvVavDOO0/dEqrZ/ZU3tw5kt2/7bPV9EGfFzXm069VueUovTlioVo3qaqRvV944HMCgCSt/3qdJo4fqzd69NSS5f9TqVKl1f2N13T+/Plk9/959y41fa6ZPpsXqrCFS+SfL7+6v/6qwsPDbfvMnztHixeG6f3g4fp88TJly5ZN3V9/TTExMen1soAHwpoAt1AEADKRkDWRtp9ZEBgAnI+/v79mz56tEiVKaOvWrRo1apTc3d3NjgVkGu7u7ipbtqxq1KihHDly6Pfff1dAQIDZsZAJ9On4tOZ/sV1hq3fqr6Nn1Hv0El27HqsuLWolu/8TlYpqx76jWrr+Z53874I27vxLy9b/rGrlCj/wOQFAksIWzFfL1m3U4qVWKl6ihN4PHiFPT099+cXKZPcfO/4jtW3/ikqXKaOixYpr+MhRSkhI0E87b45MNQxDC8NC1e2N7mrwdCM9Vqq0Ro0dr3Nnz+r7jd+l50sDHEYR4BaKAEAmkrgosCQWBAYAJ7By5UpFRETYtb300kv67bffVKsWX/IAgDNwc7Xq8TIB+n7XQVubYRj6ftdB1ahYNNljdv56TI+XDbB96V+k4CNqUqec1m/9/YHPCQA3YmP15x+/64latW1tLi4ueuKJ2tr/694UneP69WuKi4tTLm9vSdKpf/9VRMQ51Xzi1jlz5sypChUrpficAMxn+poAAFJfHh+r6lfxMjsGAOAuLl68qJ49e2rx4sVq3bq1li1bZteDxMPDw8R0AABH5MmdQ66uVp29cNmu/ez5SypVxD/ZY5au/1mP5M6ujfP7ySKL3Nysmr38R02Y9+0DnxMALkZeVHx8vB555BG79kceeUTHjh1N0TkmfzRRef38bIWEiIhzN8+RJ+k57+zMAmQ4ztFJP11QBAAAAEhHGzZsUFBQkE6dOiVJWrFihbZs2aL69eubnAzA3cTExCSZ99hIiJfFxWpSIji7ulVLauCrTfTW2KXafeCEigfk0cSBrfVft2f14Zz1ZscDkEXNnTNb679ep7khoXRKATIZigCAk9q8J1ohayLtpgC6EMWiwACQUUVHR+vdd9/V9OnTbW0+Pj6aMWOG6tWrZ2IyIPPav3//PbcfPHjwntsTjR07ViNGjLBrs/pXl1v+Gg+cDZlHxMUriouLl59vTrt2v0dy6cz5S8keE9yjmRav/Ukh/7s55/bvh0/LK5uHZrzfXuM+++aBzgkAuX1yy2q1JlkE+Pz588qTJ889j10wf67mz52tTz+br8dKlba158mT9+Y5Is4rb14/u3OWKl06yXmAjMRZ5utPDxQBACcVsiZSJ8Pjkt3GosAAkLHs3r1bnTp1svvCsVGjRpo/f74KFSpkYjIgc6tcubIsFosMw0iyLbE9JR8OBw8erP79+9u1+dV9N9VywrndiIvX3j//UYOapbRm883Ck8ViUYMaj2nW0i3JHpPN010JCfa/lwkJCf9/7IOdEwDc3N1Vpmw57dq5Q083bCTp5n9bdu3aoXbtO971uPlz5+iz2bP0yey5Kle+gt22goUKKU+evNq1a4dKlykjSbpy5YoO7P9VL7dtn3YvBkCqoggAOKnEEQAuFsnX+9ZQdC8PC4sCA0AGcePGDY0ePVqjRo1SfPzN0Vqenp4aP368evbsKRcXF5MTApnbsWPHUuU8Hh4eSaZFYCog3G7q599rzshO+uWPk/r5t+Pq1aGBvLJ5KHTVTknSZx900umzURo2bbUkad2W39SnYwP9evBf/XTguIoH5NWw7s9r3ZYDtuLA/c4JAMnp1CVIQ997V+XKlVf5ChX1edgCXbt2TS1eailJGjL4Hfn5+eutfm9LkuZ9Nlszp0/Vh+M/UoECBRVx7uYaAF5eXvLKnl0Wi0WvdOqsOZ9+osKPFlbBQoU0Y9oU5fXzsxUagIyKkQC3UAQAnMC9pv7x9bZq2ZiCZkUDANzDV199ZTeFSPXq1RUaGqrSDJ0G0kXhwoXNjoAsYsW3e5Qndw4N695M/o/k1P6Dp/Rizxm2hX0D8vna9fz/8LP1MgxDwT2eVwE/b0VcvKK1W37T8OlrUnxOAEjOs02f08ULFzRz+lRFRJxTqdJlNPPTz/TI/08HdOa//+RiudURZfnSJbpx44be7tfH7jxv9uil7j17S5KCXuuma9euaeTwYbp8+ZIer1JVMz/9jHUDACdiMZIbG5uJXbp0Sd7e3oqKilKuXLnMjgOkSOCI03ed+udRf1eFBBdI50QAgJQwDEMtW7bUmjVrNHToUL333ntyc3MzOxaQZpzhXrtChQpat26dAgICHuo82R7vlUqJAODhXNw9/f47AUA68Mxg3c1LDPg6Xa5zeGLTdLnOw8hgfzQAksPUPwDgHCIjI+Xj42N7brFYNHv2bB0/flzVq1c3LxgAm+PHj+vGjRtmxwAAAADSDUUAwIkw9Q8AZEyGYWjhwoXq1auXwsLC1Lx5c9u2vHnzKm/evCamAwAAAICshzUBbmE1OgAAgIdw/vx5tWnTRp06dVJUVJS6du2qc/+/oBqAjKdu3brKli2b2TEAAACAdMNIACCdJbfI7/0kLgIMAMhYvv76a7366qs6c+aMra1x48bM+w9kYOvWrTM7AgAAANIBAwFuoQgApLOQNZF3XeT3frw8+K8XAGQEV65c0YABA/Tpp5/a2nx9fTVr1iy9/PLLJiYDcDd///23Nm3apLNnzyohIcFu27Bhw0xKBQAAAKQ9igBAGkqu139ir/47F/m9HxYBBoCMYceOHerUqZOOHDlia2vatKnmzp2r/Pnzm5gMwN3MmTNH3bt3V548eZQvXz67+WEtFgtFAAAAgEyINQFuoQgApKF79fov5OeqkOAC6ZwIAPAwQkNDFRQUZOtF7OXlpUmTJun111/nBhPIwEaNGqXRo0fr3XffNTsKAAAAkO4oAgBpKHEEwJ29/unVDwDOqUGDBsqZM6eioqJUq1YthYaGqkSJEmbHAnAfFy9eZKouAACALIZ+WrdQBABS2e1TACVO/ePrbdWyMQVNTgYAeFgBAQGaOXOmjh8/rnfeeUeurtxKAc7g5Zdf1rfffqs333zT7CgAAABAuuOTK5DKkpsCiAV9AcD5HD9+XEOGDNHMmTPl7e1ta+/QoYOJqQA8iBIlSmjo0KHauXOnKlSoIDc3N7vtffr0MSkZAAAA0oqLC9/HJaIIAKSC5Hr/J04BxNQ/AOBcDMNQSEiI3nrrLV2+fFlubm4KCQkxOxaAhzB79mzlyJFDP/zwg3744Qe7bRaLhSIAAAAAMjWKAEAqSK73Pwv/AoDzOXv2rF5//XWtWrXK1rZ582ZduHBBvr6+JiYD8DCOHTtmdgQAAACkM9YEuMXF7ABAZnD7AsB5fKx61N+V3v8A4GRWr16tChUq2BUAAgMDtX//fgoAQCZiGIYMwzA7BgAAAJBuGAkAOOj2qX8SsQAwADivS5cuqV+/fpo3b56tLU+ePJozZ45atGhhXjAAqSo0NFQTJkzQ33//LUl67LHHNHDgQHXq1MnkZAAAAEgLFoYC2FAEAByU3NQ/iVgAGACcy48//qjOnTvr+PHjtrbmzZtrzpw58vf3Ny8YgFQ1adIkDR06VL169VKdOnUkSVu3btWbb76piIgI9evXz+SEAAAAQNqhCAA4YPOeaFsBIHHh30QsAAwAzmf//v22AkCOHDk0ZcoUBQUF0WMEyGSmTZumTz75RJ07d7a1vfDCCypXrpyGDx9OEQAAACAT4mPdLRQBAAeErIm0/czCvwDg/Hr06KHVq1fr2rVrWrBggYoWLWp2JABp4L///lPt2rWTtNeuXVv//fefCYkAAACA9MPCwIADbl8HgF7/AOBc4uPjtWHDBrs2i8WipUuXatOmTRQAgEysRIkSWrZsWZL2pUuXqmTJkiYkAgAAQFqzWCzp8nAGjAQAUmjznmhFRN5cADiPj1X1q3iZnAgAkFJHjhxR586dtX37dm3YsEGNGjWybfPx8TEvGIB0MWLECLVt21ZbtmyxrQmwbds2bdy4MdniAAAAAJCZMBIASKHbpwJiAWAAcA6GYWj27NmqVKmStm/fLknq2rWrYmNjTU4GID21atVKu3bt0iOPPKIvv/xSX375pfLkyaOffvpJL730ktnxAAAAkAYYCXALIwGAu9i8J1ohayJtUwBdiIq3bWMqIADI+P777z917dpV69ats7UVK1ZMoaGhcnd3NzEZADNUrVpVCxcuNDsGAAAAkO4oAgB3EbImUifD45K0P+rvylRAAJDBrVixQm+++abOnz9va+vWrZs++ugj5cyZ08RkANKTi4vLfXtnWSwWxcUlvecDAACAc3OSTvrpgiIAcBeJIwBcLJKvt1XSzWmAGAUAABlXZGSkevfurc8//9zW5u/vr88++0zPP/+8ickAmOF///vfXbft2LFDU6dOVUJCQjomAgAAANIfRQDgDonTACVO/+PrbdWyMQVNTgUASIlu3bppxYoVtuctW7bUrFmzlDdvXhNTATDLiy++mKTt4MGDGjRokNasWaNXXnlFI0eONCEZAAAA0pqzzNefHlgYGLhD4jRACTcHArAIMAA4kbFjx8rLy0u5cuVSaGioVqxYQQEAgCTp9OnT6tatmypUqKC4uDjt27dPCxYsUOHChc2OBgAAAKQpRgIAd7h9GqBCfq5M/wMAGVhsbKzdIr8lSpTQ0qVLVbFiRT366KMmJgOQUURFRWnMmDGaNm2aKleurI0bN6pu3bpmxwIAAEAaYyDALRQBgP+X3DRAIcEFTE4FAEhOXFycxowZo2XLlumnn36Sl9etBduZ+x9AovHjx2vcuHHKly+fFi9enOz0QAAAAEBmRxEA+H+J0wAlYhogAMiYDh48qM6dO+unn36SJL3zzjuaPn26yakAZESDBg1StmzZVKJECS1YsEALFixIdr8vvvginZMBAAAgrbEmwC0UAZAlJfb6T5z6R5JtBADTAAFAxmQYhmbOnKmBAwfq2rVrkiSr1apHHnlEhmFwgwcgic6dO/PfBgAAAGR5FAGQJd3Z6/92hfxcmQYIADKYU6dOKSgoSBs2bLC1PfbYYwoNDVXNmjVNTAYgIwsJCTE7AgAAAExCX5BbKAIgS7p98V9fb6ut3cvDwggAAMhgFi9erB49eigyMtLW1rNnT40fP95uLQAAAAAAAJAURQBkab7eVi0bU9DsGACAZBiGocDAQIWGhtraChQooPnz5+uZZ54xMRkAAAAAIKNjWshbXMwOAAAAkByLxaKyZcvanrdr104HDhygAAAAAAAAcFozZsxQkSJF5OnpqZo1a+qnn3665/6RkZHq2bOn8ufPLw8PDz322GNat26dQ9dkJAAAAMiwBgwYoO3bt6t9+/Zq166d2XEAAAAAAE4iIw4EWLp0qfr3769Zs2apZs2amjx5spo0aaKDBw/Kz88vyf6xsbFq3Lix/Pz8tGLFChUsWFAnTpyQj4+PQ9elCAAAADKEnTt3avfu3erdu7etzWq1atWqVSamAgAAAAAgdUyaNEndunVTUFCQJGnWrFlau3at5s2bp0GDBiXZf968ebpw4YK2b98uNzc3SVKRIkUcvi7TAQEAAFPFxsZq6NChqlOnjvr27avt27ebHQkAAAAA4OQsFku6PGJiYnTp0iW7R0xMTJI8sbGx+uWXX9SoUSNbm4uLixo1aqQdO3Yk+xpWr16tWrVqqWfPnvL391f58uU1ZswYxcfHO/ReUARAlrJ5T7QCR5zWhSjH/qIAANLGH3/8oVq1amnUqFFKSEhQQkKCpk+fbnYsAAAAAABSZOzYsfL29rZ7jB07Nsl+ERERio+Pl7+/v127v7+/zpw5k+y5jx49qhUrVig+Pl7r1q3T0KFD9dFHH2nUqFEOZWQ6IGQpIWsidTI8zvbcyyMDTg4GAFlAQkKCpk6dqkGDBtl6SLi6uio4ODjZIZAAAAAAADgivdYEGDx4sPr372/X5uHhkSrnTkhIkJ+fn2bPni2r1aqqVavq1KlTmjBhgoKDg1N8HooAyPQ274lWyJpIRccYthEALhapkJ+rgpr7mBsOALKgkydPKjAwUJs2bbK1lSlTRmFhYapataqJyQAAAAAAcIyHh0eKvvTPkyePrFarwsPD7drDw8OVL1++ZI/Jnz+/3NzcZLVabW1lypTRmTNnFBsbK3d39xRlZDogZHqJvf8jIuOVYNxsK+TnqpDgAqpfxcvccACQhRiGodDQUFWoUMGuANC3b1/98ssvFAAAAAAAAKkmvdYESCl3d3dVrVpVGzdutLUlJCRo48aNqlWrVrLH1KlTR4cPH1ZCQoKt7dChQ8qfP3+KCwASRQBkAdExN7/5d7FIeXysetSfEQAAYIa4uDh9/PHHunTpkiQpICBAGzdu1Mcff6xs2bKZnA4AAAAAgLTVv39/zZkzRwsWLNCff/6p7t276+rVqwoKCpIkde7cWYMHD7bt3717d124cEFvvfWWDh06pLVr12rMmDHq2bOnQ9dlOiBkGb7eVi0bU9DsGACQZbm5uSksLEzVqlVTmzZtNHXqVPn4+JgdCwAAAACQCaXXmgCOaNu2rc6dO6dhw4bpzJkzqly5stavX29bLPjkyZNycbnVbz8gIEDffPON+vXrp4oVK6pgwYJ666239O677zp0XYoAAAAgTVy+fFnnzp1TsWLFbG3ly5fX77//ruLFi5uYDAAAAAAAc/Tq1Uu9evVKdtvmzZuTtNWqVUs7d+58qGsyHRAAAEh1W7duVaVKldSiRQvFxMTYbaMAAAAAAABIaxltTQAzUQQAAACpJiYmRoMGDVK9evV07NgxHThwQCNHjjQ7FgAAAAAAWRbTAQEAgFRx4MABdezYUfv377e11alTR6+99pqJqQAAAAAAWZGTdNJPF4wEQKa1eU+0Akec1oWoeLOjAECmFh8frwkTJqhatWq2AoCbm5s+/PBD/fDDD3ZrAgAAAAAAgPTFSABkWiFrInUyPM723MuD8h8ApLZjx46pS5cu+vHHH21tFSpUUFhYmCpVqmRiMgAAAABAVuYs8/WnB4oAyLSiYwxJkotFKuTnqqDmPuYGAoBMJjIyUlWqVFFkZKSkmzdYAwYM0AcffCAPDw9zwwEAAAAAAElMB4QswNfbqpDgAqpfxcvsKACQqfj4+Kh3796SpCJFimjz5s0aP348BQAAAAAAgOksFku6PJwBIwEAAECKGYZhd5MzdOhQubm56a233lKuXLlMTAYAAAAAAJLDSAAAAHBfUVFRCgwM1NixY+3a3dzcNHToUAoAAAAAAIAMxWJJn4czYCQAAAC4p82bN6tLly46efKkXF1d1bRpUz3++ONmxwIAAAAAACnASAAAAJCs69ev6+2331aDBg108uRJSVK2bNlsPwMAAAAAkFGxJsAtjAQAAABJ7N27Vx07dtQff/xha3vqqacUEhKiwoULm5gMAAAAAAA4gpEAAADAJi4uTqNHj1aNGjVsBQAPDw999NFH2rhxIwUAAAAAAIBTYE2AWxgJAAAAJEmnT59W69attWPHDltb5cqVFRYWpvLly5uYDAAAAAAAPChGAgAAAElS7ty5dfHiRUmSi4uL3nvvPe3atYsCAAAAAADA6bAmwC0UAQAAgKSbi/6GhYWpdOnS+vHHHzV69Gi5u7ubHQsAAAAAAIcxHdAtTAcEAEAWtXz5clWsWFGlSpWytVWrVk2//fabrFarickAAAAAAEBqeaiRANevX0+tHAAAIJ1cvHhRr7zyitq0aaPOnTsrLi7ObjsFAAAAAACAs3OxWNLl4QwcLgIkJCTogw8+UMGCBZUjRw4dPXpUkjR06FDNnTs31QMCjtq8J1qBI07rQlS82VEAIMP57rvvVKFCBS1atEiS9NNPP+l///ufyakAAAAAAEBacbgIMGrUKIWEhGj8+PF28wSXL19en332WaqGAx5EyJpInQyPU4Jx87mXh3NU5AAgLUVHR6tPnz5q3LixTp06JUny8fHRwoUL1bp1a5PTAQAAAACQulgT4BaHiwChoaGaPXu2XnnlFbvpAipVqqS//vorVcMBDyI65ua3/y4W6VF/VwU19zE3EACYbPfu3apSpYqmTZtma2vUqJEOHDigDh06yOIsdy0AAAAAAMBhDi8MfOr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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:57:42,351 INFO: === Dataset: f ===\n", "2025-02-25 07:57:47,862 INFO:Total samples: 12911\n", "2025-02-25 07:58:27,594 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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cOAoAAAAAgNkslox5OGDJkiXq16+fhg8frj179qhChQpq2LChLly4kOL2ixYt0qBBgzR8+HAdPHhQc+bM0ZIlS/TWW285dF56AgBwaoZhaM6qSNtypVJeqlIm9ZVQSSpVyEMlHqEIAABwnKurqxYsWKAPPvhA48aNU7Zs2cyOBAAAACCTmjhxojp37qywsDBJ0syZM7V69WrNnTtXgwYNSrb9tm3bVLNmTbVp00bSrRuPWrdurZ9//tmh81IEAODUjvwTr0Mn42zLFUt4qkUDfxMTAQCyqsjISPXp00ddunRR9erVbe1FixbVjBkzTEwGAAAAIJlMNidAXFycdu/ercGDB9vaXFxc1KBBA23fvj3FfWrUqKFPP/1UO3fuVNWqVXXs2DGtWbNG7dq1c+jcFAEAOLVrMVa75XqVfU1KAgDIyjZs2KCOHTvq1KlT2rJli/bt2ydfX/6fAwAAADzsYmNjFRsba9fm6emZbIjQiIgIJSYmKjg42K49ODhYf/75Z4rHbtOmjSIiIvTEE0/IMAwlJCTojTfecHg4oMxVDgEAB/24O8b2/JVn/JU3F7VNAEDauXnzpvr166d69erp1KlTkqTz58/r119/NTkZAAAAgHvKoDkBxo4dq4CAALvH2LFj0+QlbNy4UWPGjNGMGTO0Z88erVixQqtXr9a7777r0HH4tgyAU4u/Y0JgT3fHJmMBAOBe9uzZo3bt2umPP/6wtdWtW1fz589XwYIFTUwGAAAAILMYPHiw+vXrZ9f2714AkpQrVy65urrq/Pnzdu3nz59Xnjx5Ujz20KFD1a5dO3Xq1EmSFBoaqpiYGHXp0kVDhgyRi0vq7vGnCADA6az7OUY/7IqR1SodP5M0H0DNCt4mpgIAZBUJCQkaN26cRowYoYSEBEm3LuLHjh2r3r17p/pCGwAAAICJMmhOgJSG/kmJh4eHKlWqpPXr16tp06aSJKvVqvXr16tHjx4p7nP9+vVknz9cXV0lSYZhpLRLiigCAHAq0detev+zS4pPSL7Oy4MvZQAAD+bo0aNq27atduzYYWt79NFHFR4errJly5qYDAAAAICz69evnzp06KDKlSuratWqmjRpkmJiYhQWFiZJat++vfLnz28bTqhJkyaaOHGiHn30UVWrVk1HjhzR0KFD1aRJE1sxIDUoAgBwCoZh6OS5BJ2LSEixAPBEBW/lyZn6f/wAAEjJjRs3tGfPHkmSi4uLBg8erGHDhsnDw8PkZAAAAAAckkE9ARzRsmVLXbx4UcOGDdO5c+dUsWJFrV271jZZ8KlTp+zu/H/77bdlsVj09ttv6/Tp08qdO7eaNGmi0aNHO3Rei+FIv4EsICoqSgEBAYqMjJS/v7/ZcQCk0shPIrRxz3W7tloVvTWwfU5ZLJK3Z+b7hx0A4Jzef/99ffzxx1q4cKGqV69udhyn8jBda3s/mnKXbQDIaFd2TTM7AgBIkrwy2e3m3k1mZMh5bnzdLUPO8yD41gyAU9i873qytpBgd/l4uVAAAADct2+++UaxsbF2bX379tW+ffsoAAAAAADOzGLJmIcTyGT1GQAPq417ruunfddlWFNeb/3/9kA/F9V5zEe5A13VpHa2jAsIAMhSrly5ou7du2vx4sUaOHCg3nvvPds6V1dX+fr6mpgOAAAAwAPLhMMBmYUiAADTXbmWqFFzI2xf9N9Lvtxu6t0qR/qHAgBkWevWrVNYWJhOnz4tSRo/frw6dOig0qVLm5wMAAAAANIeRQAAGS7RaujC5UTb8qnz8akqALi6SE9X485MAMD9uX79ugYOHKhp05LGTg4MDNT06dNVqlQpE5MBAAAASHNOMlRPRqAIACBD3YyzqtPoczpzMSHF9fUq+6hz08AU1/l4uSibD125AACO27Vrl9q2bavDhw/b2p566inNnTtXBQoUMDEZAAAAAKQvigAAMtSBI7F3LQBIUsE87grOwT9NAIC0ER8fr9GjR2vUqFFKTLzVC83b21vjx49Xt27d5OJCcRkAAADIkpgTwIZv2gCkqRs3rVq5OVpnI1L+ov/8laT2wvncVTifu205T043vVDHL90zAgAeHrNmzdI777xjW65SpYrCw8NVsmRJE1MBAAAAQMahCAAgTX29JVqzvrqaqm3rVvJRu0YB6RsIAPBQ69Kli+bOnatff/1VQ4cO1VtvvSV3d/f/3hEAAACAc2NOABuKAAAUc8Mqw0ibY506H5+q7TzdLapW1jttTgoAwP+7ceOGvL2T/v/i7u6uzz77TNeuXVOVKlVMTAYAAAAA5qAIADzEDMPQoOkXteuPm+ly/CFhOVUob8p3WwbncJMfk/wCANKIYRj67LPP1K9fP33//feqWLGibV2pUqXMCwYAAADAFBZ6AthQBAAeYn+fT0i3AoDFIoUW9VQQk/wCANLZpUuX9MYbb2jZsmWSpLZt2+qXX36Rl5eXyckAAAAAwHx8OwdkQZejEvX9jhhdu26953ZXryXanucOdLWbpPeBWKQnKvhQAAAApLs1a9botdde07lz52xtjz76qOLj4ykCAAAAAA8xegIk4Rs6IAua9sUVbdxz3aF9qpXzVr82OdIpEQAAaSs6Olr9+/fXxx9/bGvLkSOHPv74YzVv3tzEZAAAAACQuVAEALKgvy+kbnLeO1Uuzd2SAADnsH37drVr105Hjx61tTVq1Ehz5sxR3rx5TUwGAAAAINOgI4ANRQAgi4iLN/Tm1AvafyTW1ubmKo3vGfSf+wbncFPeXPxzAADI/KZNm6bevXvLar015J2Pj48mTpyoLl260N0XAAAAAFLAt35AFrH7z5t2BQBJCszmqooluMMfAJB1VKtWzfZlf/Xq1bVw4UIVK1bM5FQAAAAAMhtuEkpCEQDIIm7EJk0CHJTDVflyuuml+tlMTAQAQNqrUqWKRo4cKUl688035ebG5SwAAAAA3AufmoAsIiEx6Xmrp/zVtA4FAACAcztx4oQmTpyoiRMn2n3Z/9Zbb5mYCgAAAIAzoCdAEooAQBaRkGDYnru58o8cAMB5GYah+fPnq3fv3rp27Zpy586toUOHmh0LAAAAAJwSRQAgk/lw8WVt2nNdhvHf294pLv7OIkAahwIAIINcuHBBXbp00cqVK21tCxcu1IABA+TlxTw3AAAAAFKHngBJKAIAmcjpC/H6+qfoBz6Ov69LGqQBACBjrVq1Sp07d9aFCxdsbWFhYZo0aRIFAAAAAAC4TxQBAJOdOhev/UdiJUkRVxNs7b5eFmX3d/yW/jKFPVWljHea5QMAIL1FRUWpb9++mjt3rq0td+7cmjVrlpo2bWpeMAAAAABOi54ASSgCACa6eCVBr446K6s1+bonK/uqX5scGR8KAIAMtHnzZnXo0EEnTpywtT3//POaPXu2goKCzAsGAAAAAFkERQDAREf+iU+xACBJJQt6ZGwYAABMsHLlSlsBwM/PT5MnT1ZYWBh37QAAAAB4MHyksKEIAJjk028jNffrSNvyExW8VT301jA+eXK6qWIJT7OiAQCQYUaPHq21a9cqZ86cWrBggQoXLmx2JAAAAADIUigCACa4ci1R876JtGurUNxTjWr4mZQIAID0l5iYqL1796py5cq2Ni8vL61bt07BwcFydXV8LhwAAAAASAm9i5O4mB0AeBhFX7fKMJKWK5bw1JOVfM0LBABAOjt69Khq166tWrVq6eDBg3br8uXLRwEAAAAAANIJRQDABAmJSRWARtV9NbFPsHIE8OUHACDrMQxDs2bNUoUKFbRt2zbdvHlTHTt2lHFnNRwAAAAA0pjFYsmQhzNgOCDABImJSc/dXJ3jHwsAABx17tw5derUSatXr7a1FSlSRBMnTnSai2UAAAAAcHYUAYAMYBiGZn15VXsPx0qSbsZabesY/QAAkBUtX75cr7/+ui5dumRr69Kliz744AP5+TEHDgAAAID0xY1HSSgCABng92NxWvLDtRTX+XgxKhcAIOu4evWqevXqpfDwcFtbcHCw5syZo8aNG5uYDAAAAAAeThQBgHRy/nKCTl9IkCT9fjzW1m6x3HpIUoHcbnq6GhMCAwCyjqZNm2rTpk225ZdeekkzZ85Urly5TEwFAAAA4GFDT4AkFAGAdLD30E31n3JBKc15GPZcgNo2Csj4UAAAZIB3331XderUUbZs2TRt2jS1bduWi28AAAAAMBFFACAd7PnzZooFAEl6JI97xoYBACAdWa1WubgkDW1Xq1YtzZ49W0899ZQeeeQRE5MBAAAAeKhxL5INRQAgjRmGoc++i7ItN6jio+Cct/7UCuV1V80K3mZFAwAgzSQkJGjMmDHasmWL1q5da1cIeO2110xMBgAAAAC4E0UAII0dPBFnt9yklp9Ci3mZlAYAgLR3+PBhtWvXTjt37pQkTZo0Sf369TM5FQAAAAAkYVjSJC7/vQkAR0RcTbRbLlPY06QkAACkLcMwNH36dFWsWNFWAHB1ddWNGzdMTgYAAAAAuBt6AgBpLCExaTKAbs0D5epK1REA4PxOnz6tV199Vd9//72trUSJElq4cKGqVatmYjIAAAAASI6eAEnoCQCksYQ7OgK4UQAAAGQBn3/+uUJDQ+0KAN27d9fevXspAAAAAABAJkdPACANXLmWqM+/j9LFK4k6eynB1k4RAADgzBITE9W2bVt9/vnntrZ8+fJp3rx5evrpp01MBgAAAAD3Rk+AJBQBgDSw9IcoLV1/LVm7B39hAAAn5urqKn9/f9tyq1atNH36dOXIkcPEVAAAAAAAR/AVJfAAomISFXPD0N/nE5KtyxXoqqplvU1IBQBA2vnggw+0d+9e9evXT61atTI7DgAAAACkDh0BbCgCAPfp65+uafKSK7Ja7dsn9QtScA435QpwZVJgAIBT2bFjh/755x81b97c1ubn56eff/6ZrrRwanv27JG7u7tCQ0MlSStXrtS8efNUpkwZjRgxQh4eHiYnBAAAANIPEwMD92ndzuvJCgAe7hYVye+h4BxuFAAAAE4jPj5eQ4cOVc2aNRUWFqZjx47ZracAAGf3+uuv6/Dhw5KkY8eOqVWrVvLx8dHSpUv15ptvmpwOAAAA6cFisWTIwxnQEwC4i5txVq3aHK3TF5IP9SNJf5+PlyRZLNKTlXzk4iLVfcxHft7U1gAAzuOPP/5Qu3bttGfPHklSdHS0Jk6cqGnTppmcDEg7hw8fVsWKFSVJS5cuVe3atbVo0SJt3bpVrVq10qRJk0zNBwAAAKQnigDAXXy3I0YzV1z9z+083S16+9Vc6R8IAIA0ZLVaNWXKFA0aNEixsbGSJDc3Nw0fPlyDBg0yOR2QtgzDkPX/u3D+8MMPeu655yRJISEhioiIMDMaAAAA0omz3KWfESgCAP8vNs6q+Dtu+j91Lj5V+9Wt5JNOiQAASB+nTp1Sx44dtWHDBltb6dKlFR4erkqVKpmYDEgflStX1qhRo9SgQQNt2rRJH330kSTp+PHjCg4ONjkdAAAAkL4oAgCSVmy4po+/vGJXBLjTgHY5VCIk+YRxHu4WFQjizwgA4BwMw1B4eLh69uypqKgoW3ufPn00ZswYeXt7m5gOSD+TJk3SK6+8oq+++kpDhgxRsWLFJEnLli1TjRo1TE4HAACA9EBPgCR8ewlI+vqna3ctAEhSuSKeCgl2z7hAAACkg+joaA0ePNhWAAgJCdH8+fNVr149k5MB6at8+fI6cOBAsvYJEybI1dXVhEQAAABAxqEIgIfWwROx2rb/hqxW6VJkoiTJ1UWqVMoraSOLVK2sNwUAAECWkC1bNs2dO1fPPPOM2rdvr8mTJyswMNDsWECGiYuL04ULF2zzA9z2yCOPmJQIAAAA6YWeAEkoAuChdP2mVf0nX9CNWMOu3c/HRe/1CDIpFQAAaevatWu6efOmcufObWtr2LCh9u7dq4oVK5oXDMhghw8f1muvvaZt27bZtRuGIYvFosTERJOSAQAAAOmPIgAeShFXE5MVACSpahmvFLYGAMD5bNmyRe3bt1epUqW0evVqu7tgKADgYRMWFiY3Nzd98803yps3L3eFAQAAPAy45LOhCICHUnxCUgHg8XJeatHAX14eFpUsmHzyXwAAnElsbKyGDx+u8ePHyzAMHT9+XLNnz1aXLl3MjgaYZt++fdq9e7dKlSpldhQAAAAgw1EEwEMp8Y5hYINzuKliCXoAAACc34EDB9S2bVvt37/f1lazZk01aNDAxFSA+cqUKaOIiAizYwAAACAD0fsziYvZAaZPn65ChQrJy8tL1apV086dO++5/aRJk1SyZEl5e3srJCREffv21c2bNzMoLbKKuPikngBubvyDAABwbomJiZowYYIqV65sKwC4u7vrvffe06ZNm1SkSBGTEwLmGjdunN58801t3LhRly5dUlRUlN0DAAAAyMpM7QmwZMkS9evXTzNnzlS1atU0adIkNWzYUIcOHVJQUPLJWRctWqRBgwZp7ty5qlGjhg4fPqyOHTvKYrFo4sSJJrwCOKuff79he+5qeikMAID7d/z4cXXo0EE//fSTrS00NFTh4eGqUKGCicmAzON2b5j69evbtTMxMAAAQNZFT4AkphYBJk6cqM6dOyssLEySNHPmTK1evVpz587VoEGDkm2/bds21axZU23atJEkFSpUSK1bt9bPP/+cobnh/Fz4NwAAkAWcOnVK5cuXV3R0tKRbF7n9+/fXu+++K09PT5PTAZnHhg0bzI4AAAAAmMa0e6Dj4uK0e/duuzFqXVxc1KBBA23fvj3FfWrUqKHdu3fbhgw6duyY1qxZo2effTZDMiPr+HLjNdvzyqWZDwAA4JweeeQRvfDCC5Ju3RyxadMmjR8/ngIA8C916tS55wMAAABZj8ViyZCHoxwZHr9u3bopnrNx48YOndO0ngARERFKTExUcHCwXXtwcLD+/PPPFPdp06aNIiIi9MQTT8gwDCUkJOiNN97QW2+9ddfzxMbGKjY21rbMmJ+QpOgbSXMC+HozHhAAwHlNmzZNefLk0fDhw5UtWzaz4wCZ1k8//aSPP/5Yx44d09KlS5U/f36Fh4ercOHCeuKJJ8yOBwAAgIeAo8Pjr1ixQnFxcbblS5cuqUKFCnr55ZcdOq9Tffu5ceNGjRkzRjNmzNCePXu0YsUKrV69Wu++++5d9xk7dqwCAgJsj5CQkAxMjMzEajW058+b+mZLtN1wQKUKepgXCgCAVIqMjFTHjh31+eef27UHBgbq/fffpwAA3MPy5cvVsGFDeXt7a8+ePbabhCIjIzVmzBiT0wEAACBdWDLo4YA7h8cvU6aMZs6cKR8fH82dOzfF7XPkyKE8efLYHuvWrZOPj4/zFAFy5colV1dXnT9/3q79/PnzypMnT4r7DB06VO3atVOnTp0UGhqqF198UWPGjNHYsWNltVpT3Gfw4MGKjIy0Pf7+++80fy1wDt/tiFH/KRc0cdFlWf+/I0DxEHcmCQEAZHobN25U+fLltWDBAnXt2lWnT582OxLgVEaNGqWZM2dq9uzZcnd3t7XXrFlTe/bsMTEZAAAAnF1sbKyioqLsHneOTHPb/QyP/29z5sxRq1at5Ovr61BG04oAHh4eqlSpktavX29rs1qtWr9+vapXr57iPtevX5eLi31kV1dXSZJhGCntIk9PT/n7+9s98HA6dDIuWVupgoyZDADIvG7evKn//e9/evLJJ3Xq1ClJUmJion7//XeTkwHO5dChQ6pdu3ay9oCAAF29ejXjAwEAACDdZdScAP8eiSYgIEBjx45Nludew+OfO3fuP1/Pzp079dtvv6lTp04OvxemzQkgSf369VOHDh1UuXJlVa1aVZMmTVJMTIzCwsIkSe3bt1f+/Pltb1qTJk00ceJEPfroo6pWrZqOHDmioUOHqkmTJrZiAHA3u/64YXve/ll/FSvgoWrlvE1MBADA3e3du1dt27bVH3/8YWurW7eu5s+fr4IFC5qYDHA+efLk0ZEjR1SoUCG79i1btqhIkSLmhAIAAECWMHjwYPXr18+uzdMz7W88njNnjkJDQ1W1alWH9zW1CNCyZUtdvHhRw4YN07lz51SxYkWtXbvWVg05deqU3Z3/b7/9tiwWi95++22dPn1auXPnVpMmTTR69GizXgKcyJ2TAdev4quQYPd7bA0AgDkSEhI0btw4jRgxQgkJCZJuXUCOGTNGffr0SdYrEsB/69y5s3r37q25c+fKYrHozJkz2r59u/r376+hQ4eaHQ8AAADpIKOGAPf09EzVl/73Mzz+bTExMfr88881cuTI+8poahFAknr06KEePXqkuG7jxo12y25ubho+fLiGDx+eAcmQ1Vy7njRvBAUAAEBmdPLkSbVu3dpuPMiKFSvq008/VdmyZU1MBji3QYMGyWq1qn79+rp+/bpq164tT09P9e/fXz179jQ7HrKI11vUVt8O9RWc018HDp9Wv3FL9cvvJ++6fY82ddX55VoKyZNdl67G6Msf9mro1FWKjbtVAP5z9TsqmC9nsv1mLtmsvu99kW6vA4Dz+3zRZ1owb44iIi6qRMlSGvTWUIWWL5/itkeO/KUZU6fo4B+/68yZ0xowcLDatu9ot80Xny/SF0sW68z/z0tVtFhxvd61m56oVSe9XwqQpdw5PH7Tpk0lJQ2Pf7fvx29bunSpYmNj1bZt2/s6t+lFACAjbPglxvbcz5uJgAEAmZOXl5f++usvSbcmiBo8eLCGDRsmDw8Pk5MBzs1isWjIkCEaMGCAjhw5oujoaJUpU0ZeXl46c+aM8uXLZ3ZEOLnmTz+mcf97UT1HL9Gu306oR5sntWpGd1VoOlIXr0Qn277lM5X1bq8X9MaIz7T912MqXjBIs0e2kyFp4AcrJElPtJ0gV5ekzy5liuXTmpk9tWLd3ox6WQCc0Npv1+j98WP19vB3FBpaQZ+FL1DX11/Tym/WKmfO5IXFmzduqEBIAT3V8Bm9Py75GOaSFBScR7379tcjBQvKMAx9vfIr9e7RXUuWf6lixYqn90sC7ltG9QRwhKPD4982Z84cNW3aNMW/49SgCICHwoGjSTNyu7hkvn8AAACQbk0INWvWLL355ptauHChqlevbnYkIEvx8PBQmTJlbMu//vqrHnvsMSUmJpqYCllBr7b1NG/FNoWv2iFJ6jn6czWqVVYdmlbX+/PWJdv+8QqFtX3fMS1Z+4sk6dTZy/pi7S+qUq6QbZuIfxUP+oeV09FTF/XT7r/S74UAcHrhC+apWfMWavriS5Kkt4e/o82bN+qrFcv1WucuybYvF1pe5UJv9RKY8uEHKR6z7pP17JZ79u6rLz5frP2/7qMIgEwtMxYBHB0eX5IOHTqkLVu26Pvvv7/v8zKoLLK8mBtWfbUp6QJ6cMf7q5gBAJDWli9froiICLu2F198Ub/99hsFAABwEu5urnq0dIh+/PmQrc0wDP348yFVLV84xX12/Hpcj5YJUeWytyZ6L5Q/pxrWLKu1W36/6zlaPVtFC1ZuT3E9AEhSfFycDv7xux6vXsPW5uLioscfr6H9v6ZNL6LExER9u2a1bty4rgoVHk2TYwIPmx49eujkyZOKjY3Vzz//rGrVqtnWbdy4UfPnz7fbvmTJkjIMQ0899dR9n5OeAMjyNu65brcclN3VpCQAANxy5coVde/eXYsXL1bz5s31xRdf2N2lkppJpQAAmUOu7H5yc3PVhcvX7NovXIpSyULBKe6zZO0vypndV+vn9ZVFFrm7u2rW0p80YW7Kd/g9/2R5BWbz1qdf/5zm+QFkHVeuXlFiYmKy4UJy5syp48ePPdCx/zp8SO3atFJcXKx8fHz04ZTpKlqs2AMdE0h3ma8jgGnoCYAszTAM7frjhm3Z3U0qlJdJgQEA5lm3bp1CQ0O1ePFiSdKyZcu0efNmk1MBuJfY2FhFRUXZPQwrQwjh/tWqVFwDXm2o3mOXqHqbcWrZb5YaPVFWgzo/k+L2HZrW0Hdb/9DZi5EZnBQAbilUqLC+WP6VPl38hV5u2VpD3xqoo0eOmB0LQCrREwBZ2qTPr2jz3qQiwNuv5sqU44EBALK+69eva+DAgZo2bZqtLTAwUNOnT1ft2rVNTAZkXfv377/n+kOHDt1z/W1jx47VO++8Y9fmGlxF7nmr3nc2ZB0RV6KVkJCooBzZ7NqDcvrr3KWoFPcZ3q2xFq/eqflf3hre5/cjZ+Tj7anpb7fWuE++k2EYtm0fyZtd9aqVVKv+s9PvRQDIErIHZperq6suXbpk137p0iXlypXrgY7t7uGhRwreGsKsTNly+v23A/rs04UaNmLkAx0XSE98B5iEIgCytDt7AUhSSDC9AAAAGW/Xrl1q166d3ReODRo00Lx581SgQAETkwFZW8WKFWWxWOy+UL3tdntqPhwOHjxY/fr1s2sLqjUwzXLCucUnJGrvwb/1ZLWS+nrjrcKTxWLRk1VLaOaSlHt6eXt5yGq1/720Wq3/v690569su+er68Lla/r2p5TnCwCA29w9PFS6TFn9vGO76tVvIOnWvy0//7xdrVq3TdNzWa1WxcfFpekxAaQfigDIktbvitG6nTG6HGW1tY3rkZuhgAAAGSo+Pl6jR4/WqFGjlJh4a+gQLy8vjR8/Xt27d5eLCyMzAunp+PHjaXIcT0/PZHN1WFyYZwpJpnz6o2aPbKfdf5zSL7+dUI82T8rH21MLV+6QJH3ybjuduRCpYVNXSZLWbP5Nvdo+qV8P/aOdB06oaEhuDev6nNZsPmBXHLBYLGr/wuP67JuflZhoTfHcAHCndh3CNPStgSpbtpzKhZbXp+ELdOPGDTV9sZkkacjgNxUUFKzeff8n6dZkwkePHr31PD5OFy6c158HD8rHx8d25//kDz/QE7VqK0/evLoeE6M1q7/RL7t26qNZc8x5kUAq0RMgCUUAZDkxN6waH35J8QlJbbkDXVWljLd5oQAAD6VvvvnGbgiRKlWqaOHChSpVqpSJqYCHR8H///ICSG/Lvt+jXNn9NKxrYwXnzKb9h07rhe7TbZMFh+TJYffl/nufrJVhGBre7TnlCwpQxJVord78m0ZM+9ruuPWqldQjeXNowVc7MvT1AHBezzR6VlcuX9aMaVMUEXFRJUuV1oyPP1HO/x8O6NzZs3KxJN2IcuHiBbVs3tS2vGDeXC2YN1eVq1TVnPnhkqTLly/p7cEDdfHiBflly6YSJUrqo1lzVL1GzQx9bQDun8VIqW9sFhYVFaWAgABFRkbK39/f7DhIBxcuJ6jV22dsy+5uUthzgWr1ND9vAEDGMgxDzZo109dff62hQ4fqrbfekrs7vdKQdTnDtXZoaKjWrFmjkJCQBzqO96M90igRADyYK7um/fdGAJABvDLZ7ebF+n+bIec58n6jDDnPg8hkPxrgwU1besX2vGYFbw19NZc83On+AwBIf1evXlVgYKBt2WKxaNasWTpx4oSqVKliXjAANidOnFB8fLzZMQAAAIAMw0C0yHJ+Px5rex4S7E4BAACQ7gzD0KeffqpChQrp66/th3LInTs3BQAAAAAAyGAWiyVDHs6AngBwKjfjrPr8+yidOpdw121ibiSNcNWaIYAAAOns0qVLeuONN7Rs2TJJUqdOnfTbb78pd+7cJicDkJJatWrJ25u5ogAAAPDwoAgAp/LDzutauCYqVdvmyemqbD50dgEApJ9vv/1Wr776qs6dO2dre+qppxj3H8jE1qxZY3YEAAAAZAAnuUk/Q1AEgFO4cdOqq9FWnTgTl6rtLRbpmep+6ZwKAPCwio6OVv/+/fXxxx/b2nLkyKGZM2fq5ZdfNjEZgLv566+/tGHDBl24cEFWq9Vu3bBhw0xKBQAAAKQ/igDI9PYfuanB0y/qRqxh1z6ofQ5VKOGV4j5eHhYF+LlmRDwAwENm+/btateunY4ePWpra9SokebMmaO8efOamAzA3cyePVtdu3ZVrly5lCdPHruxWy0WC0UAAACALMhZxuvPCBQBkOlt3nsjWQFAkoo/4qHgHPwKAwAyzsKFCxUWFma7i9jHx0cTJ05Uly5duMAEMrFRo0Zp9OjRGjhwoNlRAAAAgAzHN6jIdC5FJmrl5muKvHbrC5YDR2Nt6yqX9pK/r4sqlfJS4XweZkUEADyknnzySWXLlk2RkZGqXr26Fi5cqGLFipkdC8B/uHLlCkN1AQAAPGS4TysJRQBkOnNWXdXa7TEpruv0QqBKPMKX/wAAc4SEhGjGjBk6ceKE3nzzTbm5cSkFOIOXX35Z33//vd544w2zowAAAAAZjk+uyHT+uZCQYnuBIDcVye+ewWkAAA+rEydOaMiQIZoxY4YCAgJs7W3atDExFYD7UaxYMQ0dOlQ7duxQaGio3N3tryl79eplUjIAAACkFxcXugLcRhEAmcrB47H67Y7hf6a/GSwPt1t/sIXyusvVlT9eAED6MgxD8+fPV+/evXXt2jW5u7tr/vz5ZscC8ABmzZolPz8/bdq0SZs2bbJbZ7FYKAIAAAAgS6MIgExl/S/X7ZZLPOIhV6p2AIAMcuHCBXXp0kUrV660tW3cuFGXL19Wjhw5TEwG4EEcP37c7AgAAADIYMwJkMTF7ABAotXQ+l0xmv3VVe0/ctPWHvZcAAUAAECGWbVqlUJDQ+0KAB07dtT+/fspAABZiGEYMgzD7BgAAABAhqEIANPt/P2mRs+7pMXfR+nI3/G29sdDvU1MBQB4WERFRem1117TCy+8oAsXLkiScuXKpS+//FLz5s2Tv7+/yQkBpIWFCxcqNDRU3t7e8vb2Vvny5RUeHm52LAAAAKQTi8WSIQ9nwHBAMN3f5+OTteUOdFWhvEwCDABIXz/99JPat2+vEydO2NqaNGmi2bNnKzg42LxgANLUxIkTNXToUPXo0UM1a9aUJG3ZskVvvPGGIiIi1LdvX5MTAgAAAOmHIgBMd/hUnO15h8YBqljCU6UKesjdzTkqaQAA57V//35bAcDPz0+TJ09WWFiY09zNASB1pk6dqo8++kjt27e3tT3//PMqW7asRowYQREAAAAgC+JjXRKKADDdnSOyhgS7qUJxL9OyAAAeLt26ddOqVat048YNLViwQIULFzY7EoB0cPbsWdWoUSNZe40aNXT27FkTEgEAAAAZhzkBYLrYuKQyQME8DAEEAEgfiYmJWrdunV2bxWLRkiVLtGHDBgoAQBZWrFgxffHFF8nalyxZouLFi5uQCAAAAOmNOQGS0BMAptu2/4btuQtlKQBAOjh69Kjat2+vbdu2ad26dWrQoIFtXWBgoHnBAGSId955Ry1bttTmzZttcwJs3bpV69evT7E4AAAAAGQlfOUK0wX4Jf0a5s9NTwAAQNoxDEOzZs1ShQoVtG3bNklSp06dFBcX9x97AshKXnrpJf3888/KmTOnvvrqK3311VfKlSuXdu7cqRdffNHseAAAAEgH9ARIQk8AmOLUuXiNmX9JZyMSdO26VZLk7+siD3fn+MMBAGR+Z8+eVadOnbRmzRpbW5EiRbRw4UJ5eHiYmAyAGSpVqqTPPvvM7BgAAABAhqMIAFOs3R6tw6fs78IMzuFqUhoAQFazbNkyvfHGG7p06ZKtrXPnzvrggw+ULVs2E5MByEguLi7/eXeWxWJRQkJCBiUCAABARnGSm/QzBEUAZDjDMLT7z5u25aAcrsqezVUdnwswMRUAICu4evWqevbsqU8//dTWFhwcrE8++UTPPfecickAmOHLL7+867rt27drypQpslqtGZgIAAAAyHgUAZDh9h6K1V9/x9uWR3bJrRKPMCwDAODBde7cWcuWLbMtN2vWTDNnzlTu3LlNTAXALC+88EKytkOHDmnQoEH6+uuv9corr2jkyJEmJAMAAEB6c5bx+jMCEwMjwx361zBAIUHUogAAaWPs2LHy8fGRv7+/Fi5cqGXLllEAACBJOnPmjDp37qzQ0FAlJCRo3759WrBggQoWLGh2NAAAACBd8e0rMtQXP0Rp9ldXbcs9Xs4uby9qUQCA+xMXF2c3yW+xYsW0ZMkSlS9fXo888oiJyQBkFpGRkRozZoymTp2qihUrav369apVq5bZsQAAAJDO6AiQhG9fkWGu37TaFQAkqWBed3PCAACcWkJCgkaOHKnHHntM169ft1v33HPPUQAAIEkaP368ihQpom+++UaLFy/Wtm3bKAAAAADgoUNPAKSruHhDew7dVGycoZgbViXeMe9a7Ue9VaG4p3nhAABO6dChQ2rfvr127twpSXrzzTc1bdo0k1MByIwGDRokb29vFStWTAsWLNCCBQtS3G7FihUZnAwAAADpjTkBklAEQLoaPuuifv79ZrL26qHeGtGZMZoBAKlnGIZmzJihAQMG6MaNG5IkV1dX5cyZU4ZhcIEHIJn27dvzbwMAAAAeehQBkK5+OxqbYnuR/AwDBABIvdOnTyssLEzr1q2ztZUoUUILFy5UtWrVTEwGIDObP3++2REAAABgEu4FSUIRAOkq5qYhScqezUUtn/KXJOUMcFWtij5mxgIAOJHFixerW7duunr1qq2te/fuGj9+vHx8+P8JAAAAAAD3QhEA6SbmRtIEAG6uFrVo4G9iGgCAszEMQx07dtTChQttbfny5dO8efP09NNPm5gMAAAAAJDZMSxkEhezAyDruhln2J5fvJpoYhIAgDOyWCwqU6aMbblVq1Y6cOAABQAAAAAAABxATwBkiCcqeJsdAQDghPr3769t27apdevWatWqldlxAAAAAABOgo4ASSgCAACATGHHjh3atWuXevbsaWtzdXXVypUrTUwFAAAAAIBzowiAdLFt/3UtWB1pdgwAgBOIi4vTu+++qzFjxkiSKlWqpBo1apicCgAAAADgzJgTIAlzAiDNJVoNjVt4WX/9HW9rc3fjjw4AkNwff/yh6tWra9SoUbJarbJarZo2bZrZsQAAAAAAyDIoAiDNxMZZdfhUnA6djNO161ZbezYfFz1T3dfEZACAzMZqtWrSpEl67LHHtGfPHkmSm5ub3n33XS1cuNDkdAAAAAAAZ2exZMzDGTAcENJEVEyiOrxzVpH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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:58:27,664 INFO: === Dataset: g ===\n", "2025-02-25 07:58:30,180 INFO:Total samples: 6000\n", "2025-02-25 07:58:49,119 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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Gfhptfc6CwAAAwF7Ozs7Kmzev9XmHDh10+PBhCgAAAAAA4EAYCZBN/XMaIIlRAAAA4P588MEHOnDggAYOHKgOHTqYHQcAAAAA0oaBAFaMBMiG/j0N0KhuXowCAAAA/2n37t1avXq1TVvu3Lm1Z88eCgBwaOHh4Tp8+LD1+bp169S6dWsNGzZMiYmJJiYDAAAAMh5FgGzon6MAmAYIAAD8lxs3bmjEiBGqX7++goKCdPLkSZvXmUsTjq5Hjx46duyYJOnkyZPq0KGDPDw8tGrVKr399tsmpwMAAEBGsFgsmfJwBBQBshkWAwYAAPY4cuSInnjiCY0fP17Jycm6cuWKpk2bZnYsIF0dO3ZMVatWlSStWrVKDRs21LJlyxQcHKw1a9aYGw4AAADIYBQBshlGAQAAgLRITk7W9OnTVb16dYWHh0uScuTIoXHjxmn69OnmhgPSmWEYSk5OliR99913atmypSSpWLFiio6ONjMaAAAAMggjAe5gYeBsJj7BsP7MKAAAAJCas2fPKjAwUFu3brW2VahQQSEhIapRo4aJyYCMUbNmTY0fP15NmzbVDz/8oI8//liSdOrUKfn4+JicDgAAAMhYjATIRsLC4xUdkyRJ8vJ0ZhQAAACwYRiGlixZIj8/P5sCQP/+/bV//34KAMi2pk+frvDwcPXp00fDhw9XmTJlJEmrV69WvXr1TE4HAACAjMBIgDsYCZCN/HMqIA83x/gFBAAAmefKlSsaOnSo4uLiJN2aCiU4OFhPP/20ycmAjFW5cmUdPnw4RfuUKVPk7OxsQiIAAAAg81AEyCZYEBgAAPyXPHnyaOHChXr22WcVEBCgGTNmyNPT0+xYQKZJTEzUuXPnrOsD3Fa8eHGTEgEAACCjOEov/cxAESCbYEFgAADwb5cvX9b169dVsGBBa1vz5s114MABVa1a1bxgQCY7duyYXnvtNe3cudOm3TAMWSwWJSUlmZQMAAAAyHgUAbIJFgQGAAD/tH37dgUEBKh8+fLauHGjTS8YCgB42AQFBSlHjhz66quvVLhwYXqFAQAAPAy45LOiCJDNsCAwAAAPt4SEBI0aNUqTJ0+WYRg6deqU5s+fr9dff93saIBpDh48qP3796t8+fJmRwEAAAAyHUUAAACAbOLw4cPq3LmzDh06ZG2rX7++mjZtamIqwHwVK1ZUdHS02TEAAACQiRj9eYeT2QFmz54tX19fubu7q06dOtq7d+89t58+fbrKlSunnDlzqlixYhowYICuX7+eSWmzprDweEXHMI8pAAAPq6SkJE2ZMkU1a9a0FgBcXFz03nvv6YcfflCpUqVMTgiY6/3339fbb7+tsLAwXbhwQXFxcTYPAAAAIDszdSTAypUrNXDgQM2dO1d16tTR9OnT1bx5cx09elTe3t4ptl+2bJmGDBmihQsXql69ejp27JgCAwNlsVg0bdo0E95B1vDPRYE93KhwAQDwMDl16pS6du2qH3/80drm5+enkJAQValSxcRkQNZxezRMkyZNbNpZGBgAACD7YiTAHaYWAaZNm6bu3bsrKChIkjR37lxt3LhRCxcu1JAhQ1Jsv3PnTtWvX1+dOnWSJPn6+qpjx47as2dPpubOalgUGACAh9PZs2dVuXJlXblyRdKti9xBgwZp3LhxcnNzMzkdkHVs3brV7AgAAACAaUwrAiQmJmr//v0aOnSotc3JyUlNmzbVrl27Ut2nXr16Wrp0qfbu3avatWvr5MmT2rRpk7p06ZJZsbOcf04FxKLAAAA8XIoXL64XXnhBn332mXx9fbVkyRI1aNDA7FhAltOoUSOzIwAAACCTMRLgDtOKANHR0UpKSpKPj49Nu4+Pj3777bdU9+nUqZOio6P15JNPyjAM3bx5U2+88YaGDRt21/MkJCQoISHB+jy7zfnJVEAAADzcZs2apUKFCmnUqFHKkyeP2XGALOvHH3/UJ598opMnT2rVqlUqWrSoQkJCVLJkST355JNmxwMAAAAyjOkLA9sjLCxMEydO1Jw5cxQeHq61a9dq48aNGjdu3F33mTRpkvLly2d9FCtWLBMTZ6yw8Hidjbppfc5UQAAAZF+xsbEKDAzUihUrbNo9PT01depUCgDAPaxZs0bNmzdXzpw5FR4ebu0kFBsbq4kTJ5qcDgAAABnCkkkPB2BaEcDLy0vOzs6KioqyaY+KilKhQoVS3WfEiBHq0qWLunXrJj8/P7344ouaOHGiJk2apOTk5FT3GTp0qGJjY62PP/74I93fi1n+OQqguE8OpgICACCbCgsLU+XKlbV48WL17NlTERERZkcCHMr48eM1d+5czZ8/Xy4uLtb2+vXrKzw83MRkAAAAQMYzrQjg6uqqGjVqKDQ01NqWnJys0NBQ1a1bN9V94uPj5eRkG9nZ2VmSZBhGarvIzc1NefPmtXlkB4wCAAAg+7t+/breeustPfXUUzp79qwkKSkpSb/88ovJyQDHcvToUTVs2DBFe758+RQTE5P5gQAAAJDhLBZLpjwcgWlrAkjSwIED1bVrV9WsWVO1a9fW9OnTdfXqVQUFBUmSAgICVLRoUU2aNEmS5O/vr2nTpqlatWqqU6eOjh8/rhEjRsjf399aDHhYMAoAAIDs7cCBA+rcubOOHDlibWvcuLGCg4NVokQJE5MBjqdQoUI6fvy4fH19bdq3b9+uUqVKmRMKAAAAyCSmFgHat2+v8+fPa+TIkYqMjFTVqlW1efNm62LBZ8+eten5/+6778pisejdd99VRESEChYsKH9/f02YMMGst2Ca+IQ7Ix8YBQAAQPZx8+ZNvf/++xo9erRu3rw16s/NzU0TJ05U//79U4yKBPDfunfvrjfffFMLFy6UxWLRX3/9pV27dmnQoEEaMWKE2fEAAACQARyll35mMLUIIEl9+vRRnz59Un0tLCzM5nmOHDk0atQojRo1KhOSOQYvT2dGAQAAkE2cOXNGHTt21K5du6xtVatW1dKlS/X444+bmAxwbEOGDFFycrKaNGmi+Ph4NWzYUG5ubho0aJD69u1rdjxkEz2eq6wBbWvIJ7+HDp+K1sCPw/S/Y1F33b7PC1XVvVVlFSuYRxfirumL7cc1IniHEm4kWbcp8kgujQ96Us/ULCEPNxed+DtGPT7covDfz2XGWwLgoL5ctVwrPwvWxQvRKl22nPq+NVQVHvdLddtTJ48r+JPZOnb0iKL+/ku9+r+tlzp2ueuxly3+VJ/OmaE27Turz8B3MuotAEhndCVzQGHh8YqOSfrvDQEAgENxd3fX77//LklycnLS8OHDtWfPHgoAwAOyWCwaPny4Ll68qJ9//lm7d+/W+fPnNWrUKP31119mx0M28FLDsnq/ewNNWLZHdfsu16GT57V+XGsVzJcz1e3bNy6ncUH1NXHZHlXtsURvTP9OLzUsq7GB9azbeOZ20/dT2+lGUrJaj1ynam+EaMj8H3XpckJmvS0ADmjrls36eMYUBbz2hj5Z/LlKl3lM77zZQ5cuXkh1+4Tr11W46KPq3qu/Cjzidc9j/3bkZ331xWqVKvNYRkQH0h1rAtxBEcAB/XM9AA83x/hFAwAA/83Hx0fz5s1TmTJltH37do0fP16urq5mxwKyDVdXV1WsWFG1a9dW7ty59csvv6hYsWJmx0I20O/F6lq0+ReFbDmi3/64qL6zvte1hJvq+kzqRdwnKhTWriN/a2XYUZ09d1mhB87q8x+OqeZjhazbvPVSTf15/rJ6fLhF/zsWpTNRcQo9cFanImMz620BcECrli9RyxfaqoX/i/ItVVoDhoyUm3tOfb3hi1S3L1+xkt7o95aefqaFXO5x3XktPl4TRw7RW8NGKU/evBkVH0hXFAHuoAjggFgPAACA7GHNmjWKjo62aXvxxRf1888/q27duialAgDYwyWHk6qV8db3B89a2wxD+v7gWdUuXyjVfXb/+reqlfFWzcdurYfnWyivmtf01eZ9p63btHqipMJ/P6fPhrbUmWXdtWtmRwU1Z2QYgLu7ceOGjv12RDVqP2Ftc3JyUo1aT+jI4Z8e6NgzpkxQnfoNVKM216iAIzJ9TQDcP9YDAADAMV26dEm9e/fW8uXL9dJLL+nzzz+36UHi5uZmYjoAgD288uZUDmcnnbsUb9N+LiZe5YoVSHWflWFH9Uhed4VOeVkWi+SSw1nzNh7SlM/3WbcpWSifurfy00dfHNDklftU4zEfffBGYyXeTNZnob9m6HsC4JhiYy4pOSlJ+Qs8YtOev8AjOnvm1H0f9/tvv9bvR4/o40UrHjQikLkco5N+pqAIAAAAkIm2bNmioKAgRURESJJWr16tbdu2qVGjRiYnA3A3CQkJSkiwnYfdSLopizNfp3B/GvgV1eB2tfTmnK3adzRSpQt7amqPRvq741W9t3yvJMnJYlH471EatXinJOmnk+f1eIlH1L2lH0UAAJnmXFSkZk97T5NnzpMrHVUAh8VVKwAAQCaIj4/XO++8o1mzZlnbPD09NXv2bDVs2NDEZED2dejQoXu+fvTo0TQdZ9KkSRozZoxNm3OZ5nIp2+K+syH7iI67pptJyfLObztK29vTQ5EXr6a6z6gudbX8+98U/M0vkqRfTl+Qh3sOze7bRO+v2CvDkCIvXdWvf1y02e+3Py6qdf0yGfNGADi8fJ755eTsnGIR4EsXL6jAv0YHpNWx337RpUsX1aNre2tbclKSDh3Yry9XL9c3P+6Xs7PzA+UGMoqjzNefGSgCOJiw8HhFxySZHQMAANhh37596tKli80Nx6ZNm2rRokV69NFHTUwGZG9Vq1aVxWKRYRgpXrvdnpYvh0OHDtXAgQNt2rxfnp9uOeHYbtxM1oHj5/RUlWLasOukJMlikZ6qWkxzN6ReiMrplkPJ//q9TE42/n/fW7+bu478rceK5rfZpmzR/Dp7Li4D3gWA7MDFxUWPla+o8H179GSjJpKk5ORkhe/brdYvd7yvY1av+YQWLFtr0zZ53AgVK1FSHQNepQAAOAiKAA4meEOM9WcPN6pZAABkZTdu3NCECRM0fvx4JSXdKuK7u7tr8uTJ6t27t5ycnExOCGRvp07d//zH/+Tm5pZirQ6mAsI/ffRFuOYPfEb7fz+n/x2LVJ8XqsnDzUVLthyRJH361jP668IVjQy+NbXPpr2n1O/FavrpxHntPRqp0kU8NbJLXW3ae8paDJj5xQFt/eBlDW5XS2t+PKZa5Qrp1RaV1OejUNPeJ4Cs7+WOAXpv7HCVq/C4ylf005oVIbp+/Zqefa61JGnS6GHyKuit7r37S7p1vXrm1AlJ0s0bNxR9/pyOH/tNOXN6qGix4vLIlUslS5e1OYd7zpzKm88zRTuQ1TAS4A6uXB1MfMKd3iJB/p7mBQEAAP/pq6++splCpFatWlqyZInKly9vYirg4VGiRAmzI+AhsXrb7/LKm1Mjuzwhn/weOnQyWi+M/FLnYm4tFlysYB7rzX1Jem/5rSl/RgXUVZFHcis69po27j2p0f8//78k7f89Su3Hb9TYwHoa1qm2TkfGafAnP2hFWNqmsQLwcHqq2bOKibmoRfNm69KFaJV+rLzenz5XBR7xkiSdi/pbTk53boxeOH9Or3d52fr888+C9flnwapSvaY+/HhRpucHkDEsRmpjY7OxuLg45cuXT7GxscqbN6/ZcewSFh6vsZ9GS5K8PJ31+cSiJicCAAD3YhiG2rRpow0bNmjEiBEaNmyYXFxczI4FZBhHuNb28/PTpk2bVKxYsQc6Ts6WM9IpEQA8mOPLepodAQAkSUU9Xc2OYKPMoK8z5TzHp2b9daIYCeBAmAoIAICsLSYmRp6entbnFotF8+bN0+nTp1WrVi3zggGwOn36tG7cuGF2DAAAACDTMBGtA2EqIAAAsibDMLR06VL5+vpqw4YNNq8VLFiQAgAAAAAAZDKLxZIpD0dAEcBBhIXHKzrm1oKCXp7OalTdw+REAABAki5cuKB27dqpS5cuio2NVbdu3XT+/HmzYwG4iwYNGihnzpxmxwAAAAAyDdMBOQimAgIAIOv5+uuv9eqrryoyMtLa1qxZM+b9B7KwTZs2mR0BAAAAmcBBOulnCooADiAsPF5no25anzMVEAAA5rpy5YoGDRqkTz75xNpWoEABzZ07Vy+//LKJyQDcze+//66tW7fq3LlzSk5Otnlt5MiRJqUCAAAAMh5FAAfwz1EAxX1yMBUQAAAm2rVrl7p06aITJ05Y21q0aKEFCxaocOHCJiYDcDfz589Xz5495eXlpUKFCtnM3WqxWCgCAAAAZENZdb7+2bNna8qUKYqMjFSVKlU0c+ZM1a5dO9VtGzdurB9++CFFe8uWLbVx48Y0n5MigANgQWAAALKGJUuWKCgoyNqL2MPDQ9OmTdPrr7+eZS8wAUjjx4/XhAkT9M4775gdBQAAAA+xlStXauDAgZo7d67q1Kmj6dOnq3nz5jp69Ki8vb1TbL927VolJiZan1+4cEFVqlSxewQ6CwM7EBYEBgDAXE899ZTy5MkjSapbt65++ukn9ejRgwIAkMVdunSJqboAAAAeMhZL5jzsMW3aNHXv3l1BQUGqWLGi5s6dKw8PDy1cuDDV7QsUKKBChQpZH1u2bJGHhwdFAAAAgIxSrFgxzZkzRxMmTNC2bdtUpkwZsyMBSIOXX35Z3377rdkxAAAAkA0lJCQoLi7O5pGQkJBiu8TERO3fv19Nmza1tjk5Oalp06batWtXms61YMECdejQQbly5bIrI9MBAQAApOL06dMaPny45syZo3z58lnbO3XqZGIqAPejTJkyGjFihHbv3i0/Pz+5uLjYvN6vXz+TkgEAACCjODllzojtSZMmacyYMTZto0aN0ujRo23aoqOjlZSUJB8fH5t2Hx8f/fbbb/95nr179+rnn3/WggUL7M5IESCLCwuPV3RMktkxAAB4aBiGoeDgYL355pu6fPmyXFxcFBwcbHYsAA9g3rx5yp07t3744YcUC6tZLBaKAAAAALhvQ4cO1cCBA23a3Nzc0v08CxYskJ+f310XEb4XigBZXPCGGOvPHm7MNwwAQEY6d+6cXn/9da1bt87aFhYWposXL6pAgQImJgPwIE6dOmV2BAAAAGSyzFq6zc3NLU03/b28vOTs7KyoqCib9qioKBUqVOie+169elUrVqzQ2LFj7ysjawJkcfEJhvXnIH9P84IAAJDNrV+/Xn5+fjYFgMDAQB06dIgCAJCNGIYhwzD+e0MAAAAgHbm6uqpGjRoKDQ21tiUnJys0NFR169a9576rVq1SQkKCOnfufF/npgjgILw8ndWouofZMQAAyHbi4uL02muv6YUXXtC5c+ck3eqh8cUXX2jRokXKmzevyQkBpIclS5bIz89POXPmVM6cOVW5cmWFhISYHQsAAAAZxGKxZMrDHgMHDtT8+fO1ePFi/frrr+rZs6euXr2qoKAgSVJAQICGDh2aYr8FCxaodevWeuSRR+7rs2A6oCyM9QAAAMhYP/74owICAnT69Glrm7+/v+bPn59isSYAjmvatGkaMWKE+vTpo/r160uStm/frjfeeEPR0dEaMGCAyQkBAADwMGjfvr3Onz+vkSNHKjIyUlWrVtXmzZut3z/Pnj0rJyfbfvtHjx7V9u3b9e233973eSkCZGGsBwAAQMY6dOiQtQCQO3duzZgxQ0FBQXb35gCQtc2cOVMff/yxAgICrG3PP/+8Hn/8cY0ePZoiAAAAQDaUVb/W9enTR3369En1tbCwsBRt5cqVe+DpLCkCZGGsBwAAQMbq1auX1q9fr2vXrmnx4sUqWbKk2ZEAZIC///5b9erVS9Fer149/f333yYkAgAAADIPawI4ANYDAADgwSUlJWnLli02bRaLRStXrtTWrVspAADZWJkyZfT555+naF+5cqXKli1rQiIAAABktKy4JoBZGAmQRbEeAAAA6efEiRMKCAjQzp07tWXLFjVt2tT6mqenp3nBAGSKMWPGqH379tq2bZt1TYAdO3YoNDQ01eIAAAAAkJ0wEiCLYj0AAAAenGEYmjdvnqpUqaKdO3dKkrp166bExESTkwHITG3bttWePXv0yCOP6Msvv9SXX34pLy8v7d27Vy+++KLZ8QAAAJABGAlwByMBsijWAwAA4MH8/fff6tatmzZt2mRtK1WqlJYsWSJXV1cTkwEwQ40aNfTZZ5+ZHQMAAADIdBQBsjjWAwAAwH6rV6/WG2+8oQsXLljbunfvrg8++EB58uQxMRmAzOTk5PSfvbMsFotu3ryZSYkAAACQWRykk36moAiQBbEeAAAA9ycmJkZ9+/bV0qVLrW0+Pj769NNP9dxzz5mYDIAZvvjii7u+tmvXLn300UdKTk7OxEQAAABA5qMIkAWxHgAAAPene/fuWr16tfV5mzZtNHfuXBUsWNDEVADM8sILL6RoO3r0qIYMGaINGzbolVde0dixY01IBgAAgIzmKPP1ZwYWBs6CWA8AAID7M2nSJHl4eChv3rxasmSJVq9eTQEAgCTpr7/+Uvfu3eXn56ebN2/q4MGDWrx4sUqUKGF2NAAAACBDMRIgC2M9AAAA7i0xMdFmkd8yZcpo5cqVqly5sooXL25iMgBZRWxsrCZOnKiZM2eqatWqCg0NVYMGDcyOBQAAgAzGQIA7GAkAAAAczs2bNzV27FhVr15d8fHxNq8999xzFAAASJImT56sUqVK6auvvtLy5cu1c+dOCgAAAAB46DASAAAAOJSjR48qICBAe/fulSS9/fbbmjVrlsmpAGRFQ4YMUc6cOVWmTBktXrxYixcvTnW7tWvXZnIyAAAAZDTWBLiDIgAAAHAIhmFozpw5Gjx4sK5duyZJcnZ21iOPPCLDMLjAA5BCQEAA/20AAADAQ48iAAAAyPIiIiIUFBSkLVu2WNsee+wxLVmyRHXq1DExGYCsLDg42OwIAAAAMAl9Qe5gTQAAAJClLV++XJUqVbIpAPTu3VsHDhygAAAAAAAAwH9gJAAAAMiSDMNQYGCglixZYm0rUqSIFi1apGeeecbEZAAAAACArI5pIe9gJEAWExYer+iYJLNjAABgOovFoooVK1qfd+jQQYcPH6YAAAAAAACAHRgJkMUEb4ix/uzhRrUKAPBwGzRokHbu3KmOHTuqQ4cOZscBAAAAADgIBgLcQREgi4lPMKw/B/l7mhcEAIBMtnv3bu3bt099+/a1tjk7O2vdunUmpgIAAAAAwLFRBMiivDyd1ai6h9kxAADIcImJiRo3bpwmTpwoSapRo4bq1atncioAAAAAgCNjTYA7WBMAAACY5siRI6pbt67Gjx+v5ORkJScna9asWWbHAgAAAAAg26AIAAAAMl1ycrKmT5+u6tWrKzw8XJKUI0cOjRs3TkuWLDE5HQAAAADA0VksmfNwBEwHBAAAMtXZs2cVGBiorVu3WtsqVKigkJAQ1ahRw8RkAAAAAABkP4wEAAAAmcIwDC1ZskR+fn42BYD+/ftr//79FAAAAAAAAOnGYrFkysMRMBIAAABkips3b+rDDz9UXFycJKlYsWIKDg7W008/bXIyAAAAAACyL0YCAACATOHi4qKQkBC5ubmpS5cuOnToEAUAAAAAAECGYE2AOxgJkIWEhccrOibJ7BgAAKSLy5cv6/z58ypVqpS1rVKlSvrll19UunRpE5MBAAAAAPDwYCRAFhK8Icb6s4ebg5SRAABIxfbt21WlShW1bt1aCQkJNq9RAAAAAAAAZDTWBLiDIkAWEp9gWH8O8vc0LwgAAPcpISFBQ4YMUcOGDXXq1CkdPnxYY8eONTsWAAAAAAAPLaYDyoK8PJ3VqLqH2TEAALDL4cOH1blzZx06dMjaVr9+fb322msmpgIAAAAAPIwcpJN+pmAkAAAAeCBJSUmaMmWKatasaS0AuLi46L333tMPP/xgsyYAAAAAAADIXIwEAAAA9+3UqVPq2rWrfvzxR2ubn5+fQkJCVKVKFROTAQAAAAAeZo4yX39moAgAAADuS0xMjKpXr66YmBhJty6wBg0apHHjxsnNzc3ccAAAAAAAQBLTAQEAgPvk6empvn37SpJ8fX0VFhamyZMnUwAAAAAAAJjOYrFkysMRMBIAAACkmWEYNhc5I0aMkIuLi958803lzZvXxGQAAAAAACA1jAQAAAD/KTY2VoGBgZo0aZJNu4uLi0aMGEEBAAAAAACQpVgsmfNwBIwEyCLCwuMVHZNkdgwAAFIICwtT165ddfbsWeXIkUMtWrRQtWrVzI4FAAAAAADSgJEAWUTwhhjrzx5uDlJCAgBka9evX9dbb72lp556SmfPnpUk5cyZ0/ozAAAAAABZFWsC3MFIgCwiPsGw/hzk72leEAAAJB04cECdO3fWkSNHrG2NGzdWcHCwSpQoYWIyAAAAAABgD0YCZDFens5qVN3D7BgAgIfUzZs3NWHCBNWuXdtaAHBzc9MHH3yg0NBQCgAAAAAAAIfAmgB3MBIAAABIkv766y+99NJL2rVrl7WtatWqCgkJUaVKlUxMBgAAAAAA7hcjAQAAgCQpf/78unTpkiTJyclJw4YN0549eygAAAAAAAAcDmsC3EERAAAASLq16G9ISIjKly+vH3/8URMmTJCrq6vZsQAAAAAAsBvTAd3BdEAAADykVq1apcqVK6tcuXLWtpo1a+rnn3+Ws7OzickAAAAAAEB6eaCRANevX0+vHAAAIJNcunRJr7zyitq1a6eAgADdvHnT5nUKAAAAAAAAR+dksWTKwxHYXQRITk7WuHHjVLRoUeXOnVsnT56UJI0YMUILFixI94AAACD9fPfdd/Lz89OyZcskSXv37tUXX3xhcioAAAAAAB4Os2fPlq+vr9zd3VWnTh3t3bv3ntvHxMSod+/eKly4sNzc3PTYY49p06ZNdp3T7iLA+PHjFRwcrMmTJ9vME1ypUiV9+umn9h4OAABkgvj4ePXr10/NmjVTRESEJMnT01OfffaZXnrpJZPTAQAAAACQvrLimgArV67UwIEDNWrUKIWHh6tKlSpq3ry5zp07l+r2iYmJatasmU6fPq3Vq1fr6NGjmj9/vooWLWrXee1eE2DJkiWaN2+emjRpojfeeMPaXqVKFf3222/2Hg4AAGSwffv2qUuXLjp69Ki1rWnTplq0aJEeffRRE5MBAAAAAPDwmDZtmrp3766goCBJ0ty5c7Vx40YtXLhQQ4YMSbH9woULdfHiRe3cuVMuLi6SJF9fX7vPa/dIgIiICJUpUyZFe3Jysm7cuGF3AAAAkDFu3Lih0aNHq27dutYCgLu7uz766CN98803FAAAAAAAANmWxWLJlEdCQoLi4uJsHgkJCSnyJCYmav/+/WratKm1zcnJSU2bNtWuXbtSfQ/r169X3bp11bt3b/n4+KhSpUqaOHGikpKS7Pos7C4CVKxYUT/++GOK9tWrV6tatWr2Hg4AAGSQ/fv3a+zYsdaLg1q1aunAgQPq27evnJzsvgQAAAAAAAD/MmnSJOXLl8/mMWnSpBTbRUdHKykpST4+PjbtPj4+ioyMTPXYJ0+e1OrVq5WUlKRNmzZpxIgR+uCDDzR+/Hi7Mto9HdDIkSPVtWtXRUREKDk5WWvXrtXRo0e1ZMkSffXVV/YeDgAAZJAnnnhCAwYM0IwZMzRixAgNGzbMOnwQAAAAAIDszMnO+frv19ChQzVw4ECbNjc3t3Q5dnJysry9vTVv3jw5OzurRo0aioiI0JQpUzRq1Kg0H8fuIsALL7ygDRs2aOzYscqVK5dGjhyp6tWra8OGDWrWrJm9hwMAAOkkMjJS3t7eNr38J0yYoFdeeUXVq1c3MRkAAAAAANmTm5tbmm76e3l5ydnZWVFRUTbtUVFRKlSoUKr7FC5cWC4uLnJ2dra2VahQQZGRkUpMTJSrq2uaMt7XXAANGjTQli1bdO7cOcXHx2v79u165pln7udQAADgARmGoc8++0zly5fXzJkzbV5zd3enAAAAAAAAeOhk1poAaeXq6qoaNWooNDTU2pacnKzQ0FDVrVs31X3q16+v48ePKzk52dp27NgxFS5cOM0FAOk+igClSpXShQsXUrTHxMSoVKlS9h4OAAA8gAsXLqhdu3bq3LmzYmNjNWTIEP36669mxwIAAAAAAP8ycOBAzZ8/X4sXL9avv/6qnj176urVqwoKCpIkBQQEaOjQodbte/bsqYsXL+rNN9/UsWPHtHHjRk2cOFG9e/e267x2Twd0+vTpVFcfTkhIUEREhL2HAwAA92nTpk167bXXbBYQatu2rQoXLmxiKgAAAAAAzGdHJ/1M0759e50/f14jR45UZGSkqlatqs2bN1sXCz579qzNFL/FihXTN998owEDBqhy5coqWrSo3nzzTb3zzjt2nTfNRYD169dbf/7mm2+UL18+6/OkpCSFhobK19fXrpNL0uzZszVlyhRFRkaqSpUqmjlzpmrXrn3X7WNiYjR8+HCtXbtWFy9eVIkSJTR9+nS1bNnS7nMDAOCIrly5okGDBumTTz6xthUoUEBz587Vyy+/bGIyAAAAAABwL3369FGfPn1SfS0sLCxFW926dbV79+4HOmeaiwCtW7eWdGsupa5du9q85uLiIl9fX33wwQd2nXzlypUaOHCg5s6dqzp16mj69Olq3ry5jh49Km9v7xTbJyYmqlmzZvL29tbq1atVtGhRnTlzRp6ennadFwAAR7Vz504FBAToxIkT1rYWLVpowYIFjAAAAAAAAOD/WZQFhwKYJM1FgNuLD5QsWVL79u2Tl5fXA5982rRp6t69u3XOo7lz52rjxo1auHChhgwZkmL7hQsX6uLFi9q5c6dcXFwk6b5GHwAA4Ii+/PJLtW3b1vpvsoeHh6ZNm6bXX3/drsWIAAAAAADAw8PuhYFPnTqVLgWAxMRE7d+/X02bNr0TxslJTZs21a5du1LdZ/369apbt6569+4tHx8fVapUSRMnTkx1jQIAALKbJk2aqESJEpJuDQf86aef1KNHDwoAAAAAAAD8i5Mlcx6OwO6FgSXp6tWr+uGHH3T27FklJibavNavX780HSM6OlpJSUnWRQ9u8/Hx0W+//ZbqPidPntT333+vV155RZs2bdLx48fVq1cv3bhxQ6NGjUp1n4SEBCUkJFifx8XFpSlfZgoLj1d0DIUMAMC95cmTR4sXL9aPP/6ot99+Wzly3Nc/4wAAAAAA4CFi992DAwcOqGXLloqPj9fVq1dVoEABRUdHy8PDQ97e3mkuAtyP5ORkeXt7a968eXJ2dlaNGjUUERGhKVOm3LUIMGnSJI0ZMybDMqWH4A0x1p893BykfAQAyFCnT59W3759NXPmTJup7xo0aKAGDRqYFwwAAAAAAAfAqPk77J4OaMCAAfL399elS5eUM2dO7d69W2fOnFGNGjU0derUNB/Hy8tLzs7OioqKsmmPiopSoUKFUt2ncOHCeuyxx+Ts7Gxtq1ChgiIjI1OMSLht6NChio2NtT7++OOPNGfMLPEJhvXnIH9P84IAAExnGIYWLVqkypUr66uvvlJgYKB1DQAAAAAAAAB72V0EOHjwoN566y05OTnJ2dlZCQkJKlasmCZPnqxhw4al+Tiurq6qUaOGQkNDrW3JyckKDQ1V3bp1U92nfv36On78uM3NkGPHjqlw4cJydXVNdR83NzflzZvX5pFVeXk6q1F1D7NjAABMcu7cOb344ot69dVXdfnyZUm3RgRkxQI2AAAAAABZmcWSOQ9HYHcRwMXFRU5Ot3bz9vbW2bNnJUn58uWz+ybFwIEDNX/+fC1evFi//vqrevbsqatXryooKEiSFBAQoKFDh1q379mzpy5evKg333xTx44d08aNGzVx4kT17t3b3rcBAECWsm7dOlWqVEnr1q2ztgUGBurQoUPWxYABAAAAAADsZfeaANWqVdO+fftUtmxZNWrUSCNHjlR0dLRCQkJUqVIlu47Vvn17nT9/XiNHjlRkZKSqVq2qzZs3WxcLPnv2rLXgIEnFihXTN998owEDBqhy5coqWrSo3nzzTb3zzjv2vg0AALKEuLg4DRgwQAsXLrS2eXl5af78+WrdurV5wQAAAAAAcGBOjtJNPxPYXQSYOHGidYqCCRMmKCAgQD179lTZsmW1YMECuwP06dNHffr0SfW1sLCwFG1169bV7t277T4PAABZzY4dO9S5c2edPn3a2ubv76/58+dbC+IAAAAAAAAPwu4iQM2aNa0/e3t7a/PmzekaCACAh0VcXJy1AJA7d27NmDFDQUFBstBbAQAAAACAB8JX6zvsXhPgbsLDw/Xcc8+l1+EAAMj2WrRooR49eqhBgwY6dOiQXn31VQoAAAAAAAAgXdlVBPjmm280aNAgDRs2TCdPnpQk/fbbb2rdurVq1aql5OTkDAkJAICjS0pK0sqVK2UYhk379OnTtXXrVpUsWdKkZAAAAAAAZD8WiyVTHo4gzUWABQsWqEWLFgoODtb777+vJ554QkuXLlXdunVVqFAh/fzzz9q0aVNGZgUAwCGdOHFCDRs2VIcOHVKsn+Pu7i5nZ2eTkgEAAAAAgOwuzUWAGTNm6P3331d0dLQ+//xzRUdHa86cOTp8+LDmzp2rChUqZGROAAAcjmEYmjdvnqpUqaKdO3dKkt566y3FxsaanAwAAAAAgOzNYsmchyNIcxHgxIkTevnllyVJbdq0UY4cOTRlyhQ9+uijGRYOAABHFRkZKX9/f/Xo0UNXr16VJJUqVUqbNm1Svnz5TE4HAAAAAAAeFjnSuuG1a9fk4eEh6dZ8Sm5ubipcuHCGBQMAwFGtXr1ab7zxhi5cuGBt6969u6ZNm6bcuXObmAwAAAAAgIeDk6N0088EaS4CSNKnn35qvXlx8+ZNBQcHy8vLy2abfv36pV86AAAcSExMjPr27aulS5da23x8fLRgwQK1atXKxGQAAAAAAOBhleYiQPHixTV//nzr80KFCikkJMRmG4vFQhEAAPDQGjlypE0BoG3btpo7d26KgjkAAAAAAMhYjAO4I81FgNOnT2dgDAAAHN/o0aO1Zs0aXblyRbNmzVLnzp1lYfghAAAAAAAwkV3TAQEAgDuuXLliM8d/gQIFtGbNGhUpUkTFixc3MRkAAAAAAA83OuXd4WR2AAAAHM3Nmzc1duxYlSlTRn///bfNa0888QQFAAAAAAAAkGUwEsBkYeHxio5JMjsGACCNjh07pi5dumjv3r2SpNdee00bN26khwEAAAAAAFmIE1/TrRgJYLLgDTHWnz3c+M0EgKzKMAzNnj1bVatWtRYAnJ2dVbNmTSUlUcwFAAAAAABZEyMBTBafYFh/DvL3NC8IAOCuIiIiFBQUpC1btljbypYtq5CQENWpU8fEZAAAAAAAIDWM2L/jvkYCnDhxQu+++646duyoc+fOSZK+/vpr/fLLL+ka7mHi5emsRtU9zI4BAPiX5cuXq1KlSjYFgN69e+vAgQMUAAAAAAAAQJZndxHghx9+kJ+fn/bs2aO1a9fqypUrkqSffvpJo0aNSveAAACYpXfv3urUqZNiYmIkSUWKFNE333yjWbNmKVeuXOaGAwAAAAAAd2WxZM7DEdhdBBgyZIjGjx+vLVu2yNXV1dr+9NNPa/fu3ekaDgAAMz399NPWnzt06KDDhw/rmWeeMTERAAAAAACAfexeE+Dw4cNatmxZinZvb29FR0enSygAALKCtm3bqk+fPqpfv746dOhgdhwAAAAAAJBGrAlwh90jATw9PfX333+naD9w4ICKFi2aLqEAAMhse/bs0TvvvJOifebMmRQAAAAAAACAw7J7JECHDh30zjvvaNWqVbJYLEpOTtaOHTs0aNAgBQQEZERGAAAyzI0bNzR27FhNnDhRycnJqlq1qjp27Gh2LAB46Kxfvz7N2z7//PMZmAQAAADZgRMDAazsLgJMnDhRvXv3VrFixZSUlKSKFSsqKSlJnTp10rvvvpsRGQEAyBBHjhxRly5dFB4ebm1bsmSJOnTowLBBAMhkrVu3TtN2FotFSUlJGRsGAAAAyEbsLgK4urpq/vz5GjFihH7++WdduXJF1apVU9myZTMiHwAA6S45OVkzZszQ0KFDlZCQIEnKkSOHRo0apSFDhlAAAAATJCcnmx0BAAAA2Qjf7e+wuwiwfft2PfnkkypevLiKFy+eEZkAAMgwZ8+eVWBgoLZu3Wptq1ChgkJCQlSjRg0TkwEAAAAAAKQ/u4sATz/9tIoWLaqOHTuqc+fOqlixYkbkAgAgXRmGoZCQEPXt21dxcXHW9v79+2vixInKmTOniekAAP929epV/fDDDzp79qwSExNtXuvXr59JqQAAAOAoGAdwh91FgL/++ksrVqzQ8uXL9d5776ly5cp65ZVX1LFjRz366KMZkREAgHSxZs0aawGgWLFiCg4O1tNPP21yKgDAvx04cEAtW7ZUfHy8rl69qgIFCig6OloeHh7y9vamCAAAAADYwcneHby8vNSnTx/t2LFDJ06c0Msvv6zFixfL19eXGykAgCzLYrFo3rx5KliwoLp06aJDhw7x7xYAZFEDBgyQv7+/Ll26pJw5c2r37t06c+aMatSooalTp5odDwAAAA7AyWLJlIcjsLsI8E8lS5bUkCFD9N5778nPz08//PBDeuUCAOCBXLlyRQcOHLBp8/Hx0aFDh7RkyRJ5enqaEwwA8J8OHjyot956S05OTnJ2dlZCQoKKFSumyZMna9iwYWbHAwAAABzKfRcBduzYoV69eqlw4cLq1KmTKlWqpI0bN6ZnNgAA7sv27dtVpUoVtWjRQtHR0TavFSpUyKRUAIC0cnFxkZPTra8q3t7eOnv2rCQpX758+uOPP8yMBgAAAAdhsWTOwxHYXQQYOnSoSpYsqaefflpnz57VjBkzFBkZqZCQED377LMZkREAgDRJSEjQkCFD1LBhQ508eVJRUVEaMGCA2bEAAHaqVq2a9u3bJ0lq1KiRRo4cqc8++0z9+/dXpUqVTE4HAAAAOBa7Fwbetm2bBg8erHbt2snLyysjMgEAYLfDhw+rc+fOOnTokLWtfv36Gj16tHmhAAD3ZeLEibp8+bIkacKECQoICFDPnj1VtmxZLVy40OR0AAAAcAQWR+mmnwnsLgLs2LEjI3IAAHBfkpKSNG3aNL377rtKTEyUdGsaibFjx2rw4MFydnY2OSEAwF41a9a0/uzt7a3NmzebmAYAAABwbGkqAqxfv14tWrSQi4uL1q9ff89tn3/++XQJBgDAfzl16pS6du2qH3/80dpWqVIlhYSEqGrVquYFAwAAAAAApmIgwB1pKgK0bt1akZGR8vb2VuvWre+6ncViUVJSUnply/bCwuMVHcPnBQD3IzExUQ0aNFBERISkW/8GDRo0SOPGjZObm5vJ6QAAD6JkyZL3HL598uTJTEwDAAAAOLY0FQGSk5NT/RkPJnhDjPVnDzdKUwBgD1dXV02YMEGBgYHy9fXV4sWL1bBhQ7NjAQDSQf/+/W2e37hxQwcOHNDmzZs1ePBgc0IBAADAoTgxFMDK7jUBlixZovbt26foZZmYmKgVK1YoICAg3cJld/EJhvXnIH9P84IAgINISkqymeM/ICBAV69eVefOnZU3b14TkwEA0tObb76Zavvs2bP1v//9L5PTAAAAAOln9uzZmjJliiIjI1WlShXNnDlTtWvXTnXb4OBgBQUF2bS5ubnp+vXrdp3Tyd6QQUFBio2NTdF++fLlFIGQNl6ezmpU3cPsGACQZcXGxiowMFCvv/66TbvFYlGvXr0oAADAQ6JFixZas2aN2TEAAADgACyWzHnYY+XKlRo4cKBGjRql8PBwValSRc2bN9e5c+fuuk/evHn1999/Wx9nzpyx+7OwuwhgGEaq83P++eefypcvn90BAAC4l7CwMFWuXFmLFy/WwoULtW7dOrMjAQBMsnr1ahUoUMDsGAAAAMB9mTZtmrp3766goCBVrFhRc+fOlYeHhxYuXHjXfSwWiwoVKmR9+Pj42H3eNE8HVK1aNVksFlksFjVp0kQ5ctzZNSkpSadOndKzzz5rdwAAAFJz/fp1DR8+XNOmTbO25cmTx+4hbwAAx3P7u8dthmEoMjJS58+f15w5c0xMBgAAAEeRWkd2MyUmJmr//v0aOnSotc3JyUlNmzbVrl277rrflStXVKJECSUnJ6t69eqaOHGiHn/8cbvOneYiQOvWrSVJBw8eVPPmzZU7d27ra66urvL19VXbtm3tOjkAAKk5cOCAOnfurCNHjljbGjVqpODgYPn6+poXDACQKV544QWbL21OTk4qWLCgGjdurPLly5uYDAAAALCVkJCghIQEmzY3N7cUa+pGR0crKSkpRU9+Hx8f/fbbb6keu1y5clq4cKEqV66s2NhYTZ06VfXq1dMvv/yiRx99NM0Z01wEGDVqlCTJ19dX7du3l7u7e5pPAgBAWty8eVPvv/++Ro8erZs3b0q69Q/nxIkT1b9/fzk52T2LHQDAAY0ePdrsCP/p0vrUFy8GgMyWv1YfsyMAgCTp2oFZZkewkVl3ECZNmqQxY8bYtI0aNSpdrmnr1q2runXrWp/Xq1dPFSpU0CeffKJx48al+ThpLgLc1rVrV3t3AQDgP128eFGtWrXS7t27rW1Vq1ZVSEiIKlWqZGIyAEBmc3Z21t9//y1vb2+b9gsXLsjb21tJSUkmJQMAAICjyKzpgIYOHaqBAwfatP17FIAkeXl5ydnZWVFRUTbtUVFRKlSoUJrO5eLiomrVqun48eN2ZUxTQaRAgQKKjo6WJOXPn18FChS46wMAgPvh6elpnWrOyclJw4YN0549eygAAMBDyDCMVNsTEhLk6uqayWkAAACAu3Nzc1PevHltHqkVAVxdXVWjRg2FhoZa25KTkxUaGmrT2/9ekpKSdPjwYRUuXNiujGkaCfDhhx8qT5481p+z2qIKAADH5+TkpIULF6pNmzaaMWOG6tWrZ3YkAEAm++ijjyTd6rX16aef2qxDlpSUpG3btrEmAAAAANLEKQvewh44cKC6du2qmjVrqnbt2po+fbquXr2qoKAgSVJAQICKFi2qSZMmSZLGjh2rJ554QmXKlFFMTIymTJmiM2fOqFu3bnadN01FgH9OARQYGGjXCQAASM2qVavk7e2tRo0aWduKFSumvXv3UmwGgIfUhx9+KOnWSIC5c+fK2dnZ+pqrq6t8fX01d+5cs+IBAAAAD6R9+/Y6f/68Ro4cqcjISFWtWlWbN2+2LhZ89uxZm/UQL126pO7duysyMlL58+dXjRo1tHPnTlWsWNGu89q9JkB4eLhcXFzk5+cnSVq3bp0WLVqkihUravTo0QzPBQDc06VLl9SnTx8tW7ZMxYoV0+HDh5UvXz7r6xQAAODhderUKUnSU089pbVr1yp//vwmJwIAAICjyoojASSpT58+6tMn9UXdw8LCbJ5/+OGH1o4yD8LuRZJ79OihY8eOSZJOnjyp9u3by8PDQ6tWrdLbb7/9wIEAANnXd999Jz8/Py1btkyS9Mcff+izzz4zORUAIKvZunUrBQAAAAAgndhdBDh27JiqVq0q6dZUDo0aNdKyZcsUHBysNWvWpHc+AEA2EB8fr379+qlZs2aKiIiQJOXLl09Lly5Vz549TU4HAMhq2rZtq/fffz9F++TJk/Xyyy+bkAgAAACOxmKxZMrDEdhdBDAMQ8nJyZJu9ehs2bKlpFvzOEdHR6dvOgCAw9u3b5+qV6+umTNnWtuaNGmiw4cP65VXXnGYfzABAJln27Zt1u8Z/9SiRQtt27bNhEQAAACA47K7CFCzZk2NHz9eISEh+uGHH9SqVStJt+bvvL2AAQAAN27c0OjRo1W3bl0dPXpUkuTu7q6PPvpI3377rYoVK2ZyQgBAVnXlypVU1xpzcXFRXFycCYkAAADgaJwsmfNwBHYXAaZPn67w8HD16dNHw4cPV5kyZSRJq1evVr169dI9IADAMf3xxx+aMmWKkpKSJN0qIh84cEB9+/a1WekeAIB/8/Pz08qVK1O0r1ixQhUrVjQhEQAAAOC4cti7Q+XKlXX48OEU7VOmTJG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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:58:49,190 INFO: === Dataset: h ===\n", "2025-02-25 07:58:51,719 INFO:Total samples: 6000\n", "2025-02-25 07:59:10,703 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:59:10,773 INFO: === Dataset: i ===\n", "2025-02-25 07:59:13,310 INFO:Total samples: 6000\n", "2025-02-25 07:59:32,219 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:59:32,289 INFO: === Dataset: j ===\n", "2025-02-25 07:59:34,804 INFO:Total samples: 6000\n", "2025-02-25 07:59:53,803 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 07:59:53,872 INFO: === Dataset: k ===\n", "2025-02-25 07:59:56,457 INFO:Total samples: 6000\n", "2025-02-25 08:00:15,290 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:00:15,363 INFO: === Dataset: l ===\n", "2025-02-25 08:00:23,609 INFO:Total samples: 18911\n", "2025-02-25 08:01:22,091 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:01:22,161 INFO:Model CaiT evaluation completed in 271.62 seconds.\n", "2025-02-25 08:01:22,161 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 08:01:22,321 INFO:Loaded model weights from DeiT_best.pth\n", "2025-02-25 08:01:22,321 INFO: === Dataset: a ===\n", "2025-02-25 08:01:23,717 INFO:Total samples: 3181\n", "2025-02-25 08:01:34,496 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:01:34,565 INFO: === Dataset: b ===\n", "2025-02-25 08:01:35,951 INFO:Total samples: 3181\n", "2025-02-25 08:01:46,137 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:01:46,208 INFO: === Dataset: c ===\n", "2025-02-25 08:01:47,582 INFO:Total samples: 3181\n", "2025-02-25 08:01:57,829 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:01:57,898 INFO: === Dataset: d ===\n", "2025-02-25 08:01:59,254 INFO:Total samples: 3181\n", "2025-02-25 08:02:09,420 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:02:09,487 INFO: === Dataset: e ===\n", "2025-02-25 08:02:09,872 INFO:Total samples: 911\n", "2025-02-25 08:02:13,143 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:02:13,213 INFO: === Dataset: f ===\n", "2025-02-25 08:02:18,620 INFO:Total samples: 12911\n", "2025-02-25 08:02:58,091 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:02:58,163 INFO: === Dataset: g ===\n", "2025-02-25 08:03:00,695 INFO:Total samples: 6000\n", "2025-02-25 08:03:19,573 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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HJUmnTp3Sb7/9ZnEyAAAAAPdks6XN4gToCeDkGAYIAAAgdezYsUNt2rTR3r17zbYnn3xS4eHhKliwoIXJAAAAACD56Ang5O7sBcAwQAAAAA/vxo0bGj58uKpUqWIWADw8PDRmzBitWrWKAgAAAADgDJgTwERPACf2314ADAMEAADwcA4ePKjWrVtry5YtZlu5cuUUERGhUqVKWZgMAAAAAB6Mc5QqkAiTAQMAAKS8q1evaseOHZIkFxcX9e3bV1u2bKEAAAAAADgbegKYnCMlEmEyYAAAgJRXunRpDR8+XEWLFtXGjRs1bNgwubu7Wx0LAAAAAB4YRQAnde36dfNnJgMGAAB4MD/88INiY2Pt2nr27Kldu3apatWqFqUCAAAA8NBstrRZnABFACe0NfKwzl+5IknK5e1NAQAAAMBB58+fV6tWrdS0aVMNHDjQbp2rq6uyZs1qUTIAAAAAKYLhgEzOkRJ27hwKyNPNzbogAAAATmjFihUKDg7WvHnzJEmjRo3Svn37LE4FAAAAAKmDIoCT2Rp5WCeio83XzAUAAACQPFeuXFG3bt3UoEEDHTt2TJKUM2dOzZ49W8WLF7c4HQAAAIAUxXBApixWB0DybY08rElr15mv8/r4MBQQAABAMmzbtk2tW7fWgQMHzLannnpK06dP16OPPmphMgAAAABIXfQEcBL/LQBI9AIAAAC4n+vXr2vQoEGqWrWqWQDw8vLS+PHjtWzZMgoAAAAAQEbFnAAmegI4iTvnAZCkLnVq0wsAAADgPqZMmaLBgwebrytVqqSIiAg9/vjjFqYCAAAAgLTjHKUK6Nr16+bPFAAAAACS54033lD58uXl6uqqQYMGadOmTRQAAAAAgMyAOQFM9ARwAlsjD+v8lSuSpFze3hQAAAAA7uLq1avy8vIyX7u5uWnOnDm6ePGiKlWqZGEyAAAAALAGPQGcwJ1DAXm6uVkXBAAAIJ0yDEOzZ89WwYIFtWvXLrt1xYsXpwAAAAAAZDI2my1NFmdAESCd2xp5WCeio83XTAYMAABg7+zZs3rllVfUpk0bnTlzRq1bt9a1a9esjgUAAAAA6QLDAaVjWyMPa9LadebrvD4+DAUEAABwh6VLl+q1117TyZMnzbZy5crp+vXr8vT0tDAZAAAAACs5y1P6aYGeAOnYncMASfQCAAAAuOXSpUt688031bhxY7MA4OvrqwULFigiIkLZs2e3OCEAAAAApA/0BEjHrl2/bv7cpU5tegEAAABI2rx5s9q0aaODBw+abY0aNdK0adOUN29eC5MBAAAASDfoCGCiJ4ATyOXtTQEAAABA0oQJE1SjRg2zAODt7a3JkydryZIlFAAAAAAAIAn0BAAAAIDTqFKlijm2Z9WqVTVr1iwVLVrU4lQAAAAA0hvmBLiNIgAAAACcRqVKlTRkyBBJ0nvvvacsWbicBQAAAIB74VsTAAAA0qXDhw9rzJgxGjNmjN3N/g8++MDCVAAAAACcAT0BbqMIAAAAgHTFMAyFh4fr7bff1sWLF5U7d27179/f6lgAAAAA4JSYGDid2hp5WOevXLE6BgAAQJo6ffq0nn/+eXXo0EEXL16UJM2aNUvXrl2zOBkAAAAAZ2Kz2dJkcQYUAdKpb3fuMn/2dHOzLggAAEAaWbx4sYKDg/X999+bbaGhodq+fbs8PT0tTAYAAAAAzovhgNKpa9evmz+/UD7EuiAAAACpLCYmRj179tT06dPNtty5c2vKlClq1qyZdcEAAAAAOC1neUo/LVAESOdyeXurUlCQ1TEAAABSxfr169WuXTsdPnzYbHv22Wc1depU+fv7WxcMAAAAADIIigAAAACwzPfff28WALJly6Zx48YpNDSUp3YAAAAAPBy+UpgoAgAAAMAyw4cP17Jly/TII49o5syZKlSokNWRAAAAACBDoQgAAACANBEfH6+dO3eqYsWKZpunp6dWrFihgIAAubq6WpgOAAAAQEZC7+LbXKwOgMS2Rh7W+StXrI4BAACQYg4ePKhatWqpZs2a2rdvn926fPnyUQAAAAAAgFRCESAd+nbnLvNnTzc364IAAAA8JMMwNGXKFJUtW1Y///yzrl27pvbt28swDKujAQAAAMjAbDZbmizOgOGA0qFr16+bP79QPsS6IAAAAA/h5MmTev3117VkyRKzrXDhwhozZozTXCwDAAAAgLOjCJCO5fL2VqWgIKtjAAAAOGzRokXq1KmTzp49a7a98cYbGj16tLJly2ZhMgAAAACZAQ8e3UYRIJ1hPgAAAODMLly4oO7duysiIsJsCwgI0LRp09S4cWMLkwEAAABA5kQRIB3ZGnlYk9auM18zHwAAAHA2zZo107p1t69nXnzxRU2ePFl+fn4WpgIAAACQ2dAT4DYmBk5H7pwQWGI+AAAA4HyGDh0qm82mHDlyaNasWVqwYAEFAAAAAACwED0B0pE7JwTuUqc28wEAAIB0LyEhQS4ut58rqVmzpqZOnaqnnnpKBQoUsDAZAAAAgEyNjgAmegKkQ0wIDAAA0rsbN25oyJAhevrpp5WQkGC37rXXXqMAAAAAAADpBD0BAAAA4JADBw6oTZs22rp1qyRp7Nix6tWrl8WpAAAAAOA25gS4jZ4AAAAASBbDMDRx4kSFhISYBQBXV1ddvXrV4mQAAAAA4BwmTpyooKAgeXp6qkqVKuZ3q7sZO3asHn/8cXl5eSkwMFA9e/bUtWvXHDonPQEAAABwX8eOHVOHDh30008/mW2PPfaYZs2apSpVqliYDAAAAAASS489AebPn69evXpp8uTJqlKlisaOHauGDRtq//798vf3T7T93Llz1adPH02fPl3VqlXTgQMH1L59e9lsNo0ZMybZ56UnAAAAAO7pq6++UnBwsF0BoEuXLtq5cycFAAAAAABIpjFjxqhjx44KDQ1VyZIlNXnyZHl7e2v69OlJbv/zzz+revXqatWqlYKCgtSgQQO1bNnyvr0H/osiAAAAAJIUHx+vli1bqmXLljp//rwkKV++fFq+fLkmTJggb29vixMCAAAAQNJsNluaLMkVFxen7du3q379+mabi4uL6tevr82bNye5T7Vq1bR9+3bzpv+hQ4e0dOlSPfPMMw59FgwHBAAAgCS5uroqR44c5usWLVpo4sSJ8vX1tTAVAAAAAKQfsbGxio2NtWvz8PCQh4eHXVtUVJTi4+MVEBBg1x4QEKA///wzyWO3atVKUVFRqlGjhgzD0I0bN/Tmm2/qgw8+cCgjPQHSia2Rh3X+yhWrYwAAANgZPXq0KlWqpHnz5mnevHkUAAAAAAA4B1vaLCNHjpSPj4/dMnLkyBR5C2vXrtWIESM0adIk7dixQ998842WLFmioUOHOnQcegKkE9/u3GX+7OnmZl0QAACQaW3ZskX//vuvXnrpJbMtW7Zs+uWXX9LlpFpAcu3YsUNubm4KDg6WJH3//feaMWOGSpYsqUGDBsnd3d3ihAAAAHBWYWFh6tWrl13bf3sBSJKfn59cXV116tQpu/ZTp04pT548SR67f//+atOmjV5//XVJUnBwsC5fvqw33nhDffv2lYtL8p7xpydAOnHt+nXz5xfKh1gXBAAAZDrXr19X//79Vb16dYWGhurQoUN26ykAwNl16tRJBw4ckHRzHNUWLVrI29tbCxYs0HvvvWdxOgAAAKSGtJoTwMPDQzly5LBbkioCuLu7q0KFClq1apXZlpCQoFWrVqlq1apJvocrV64kutHv6uoqSTIMI9mfBUWAdCaXt7cqBQVZHQMAAGQSe/fu1RNPPKFhw4YpISFBly5d0pgxY6yOBaSoAwcOKCQkRJK0YMEC1apVS3PnzlV4eLgWLVpkbTgAAABkGr169dLUqVM1c+ZM7du3T507d9bly5cVGhoqSWrbtq3CwsLM7Zs2barPP/9cX331lSIjI7VixQr1799fTZs2NYsBycFwQAAAAJlQQkKCPvvsM/Xp08ecxCpLliwaOHCg+vTpY3E6IGUZhqGEhARJ0sqVK9WkSRNJUmBgoKKioqyMBgAAgFSSHns0N2/eXGfOnNGAAQN08uRJhYSEaNmyZeZkwUePHrV78r9fv36y2Wzq16+fjh07pty5c6tp06YaPny4Q+elCAAAAJDJHD16VO3bt9eaNWvMthIlSigiIkIVKlSwMBmQOipWrKhhw4apfv36WrdunT7//HNJUmRkpPmFCwAAAEgLXbt2VdeuXZNct3btWrvXtx7UGjhw4EOdk+GAAAAAMgnDMDRr1iwFBwfbFQB69Oih7du3UwBAhjV27Fjt2LFDXbt2Vd++fVW0aFFJ0sKFC1WtWjWL0wEAACA1pNWcAM6AngAAAACZxKVLlxQWFqaYmBhJN4dCCQ8PV926dS1OBqSuMmXKaM+ePYnaP/74Y4fGUgUAAACcEUUAAACATCJ79uyaPn26nn76abVt21bjxo1Tzpw5rY4FpJm4uDidPn3anB/glgIFCliUCAAAAKnFWZ7STwsUAdKBrZGHdf7KFatjAACADObixYu6du2acufObbY1bNhQO3fuVEhIiHXBgDR24MABvfbaa/r555/t2g3DkM1mU3x8vEXJAAAAgNRHESAd+HbnLvNnTzc364IAAIAMY+PGjWrbtq2KFy+uJUuW2D0FQwEAmU1oaKiyZMmiH374QXnz5uWpMAAAgMyASz4TRYB04Nr16+bPL5QPsS4IAABwerGxsRo4cKBGjRolwzAUGRmpqVOn6o033rA6GmCZXbt2afv27SpevLjVUQAAAIA0RxEgHcnl7a1KQUFWxwAAAE5qz549at26tXbv3m22Va9eXfXr17cwFWC9kiVLKioqyuoYAAAASEP0/rzNxeoAEydOVFBQkDw9PVWlShVt3br1ntuPHTtWjz/+uLy8vBQYGKiePXvq2rVraZQWAAAg/YmPj9fHH3+sihUrmgUANzc3ffjhh1q3bp0KFy5scULAWh999JHee+89rV27VmfPnlVMTIzdAgAAAGRklvYEmD9/vnr16qXJkyerSpUqGjt2rBo2bKj9+/fL398/0fZz585Vnz59NH36dFWrVk0HDhxQ+/btZbPZNGbMGAveAQAAgLUiIyPVrl07bdiwwWwLDg5WRESEypYta2EyIP241RumXr16du1MDAwAAJBx0RPgNkuLAGPGjFHHjh0VGhoqSZo8ebKWLFmi6dOnq0+fPom2//nnn1W9enW1atVKkhQUFKSWLVvql19+SdPcAAAA6cHRo0dVpkwZXbp0SdLNi9zevXtr6NCh8vDwsDgdkH6sWbPG6ggAAACAZSwrAsTFxWn79u0KCwsz21xcXFS/fn1t3rw5yX2qVaum2bNna+vWrapcubIOHTqkpUuXqk2bNmkVGwAAIN0oUKCAnnvuOc2ZM0dBQUGaNWuWatasaXUsIN2pXbu21REAAACQxugJcJtlRYCoqCjFx8crICDArj0gIEB//vlnkvu0atVKUVFRqlGjhgzD0I0bN/Tmm2/qgw8+uOt5YmNjFRsba75mzE8AAJCRTJgwQXny5NHAgQOVPXt2q+MA6daGDRv0xRdf6NChQ1qwYIHy58+viIgIFSpUSDVq1LA6HgAAAJBqLJ8Y2BFr167ViBEjNGnSJO3YsUPffPONlixZoqFDh951n5EjR8rHx8dcAgMD0zAxAABAyoiOjlb79u311Vdf2bXnzJlTn3zyCQUA4B4WLVqkhg0bysvLSzt27DAfEoqOjtaIESMsTgcAAIBUYUujxQlYVgTw8/OTq6urTp06Zdd+6tQp5cmTJ8l9+vfvrzZt2uj1119XcHCwnn/+eY0YMUIjR45UQkJCkvuEhYUpOjraXP75558Ufy8AAACpae3atSpTpoxmzpypzp0769ixY1ZHApzKsGHDNHnyZE2dOlVubm5me/Xq1bVjxw4LkwEAAACpz7IigLu7uypUqKBVq1aZbQkJCVq1apWqVq2a5D5XrlyRi4t9ZFdXV0mSYRhJ7uPh4aEcOXLYLQAAAM7g2rVreuedd1SnTh0dPXpUkhQfH68//vjD4mSAc9m/f79q1aqVqN3Hx0cXLlxI+0AAAABIdTabLU0WZ2DZnACS1KtXL7Vr104VK1ZU5cqVNXbsWF2+fFmhoaGSpLZt2yp//vwaOXKkJKlp06YaM2aMypUrpypVqujvv/9W//791bRpU7MYAAAAkBHs3LlTrVu31t69e822J598UuHh4SpYsKCFyQDnkydPHv39998KCgqya9+4caMKFy5sTSgAAAAgjVhaBGjevLnOnDmjAQMG6OTJkwoJCdGyZcvMyYKPHj1q9+R/v379ZLPZ1K9fPx07dky5c+dW06ZNNXz4cKveAgAAQIq6ceOGPvroIw0aNEg3btyQdLNn44gRI9SjR49EvSIB3F/Hjh319ttva/r06bLZbDp+/Lg2b96s3r17q3///lbHAwAAQCpwlqf004KlRQBJ6tq1q7p27ZrkurVr19q9zpIliwYOHKiBAwemQTIAAIC0deTIEbVs2VKbN28220JCQjR79myVKlXKwmSAc+vTp48SEhJUr149XblyRbVq1ZKHh4d69+6tbt26WR0PGUSnpmXV86WKCsiVVXsOnVGvSWv064GTSW6bxdVF7zavrNb1SyqfXzYd+Pe8+k3boBXbDz/wMQHglm8XzNNXs8N17myUihZ7XN17h6lEqeAkt408+LdmTJmo/X/u1akTx9Wl53t6uWWbhzomgPSHR8kAAADSCU9PT/3111+SJBcXF/Xt21e//PILBQDgIdlsNvXt21fnzp3T77//ri1btujMmTMaOHCgjh8/bnU8ZAAv1XpMH3WsreGzt6hq19nafeiMFg9/Qbl9vJLcflC76nr9mTLq9fkalXtjpr5c8pvmD3hWZYvkfuBjAoAkrV6xTJPGfqz2r7+pqbO+VpFij+nd7p10/tzZJLePjb2mvPkf1Rtdesj3Eb8UOSaQXjAnwG0UAQAAANKJgIAATZkyRUWLFtXGjRs1bNgwubu7Wx0LyDDc3d1VsmRJVa5cWdmyZdMff/yhwMBAq2MhA+j+QgXNWPa7Ilb8oT+PnlO38St1NfaG2jUsneT2reqV0Kj5v2j5tkgdPhmtqUt2a/m2SL39YsUHPiYASNKCubPUuNmLatT0eQUVLqJefQbI09NLS//3bZLbFy9ZWp27v6N6DRrJ7S7XnY4eE0gvKALcRhEAAADAIosWLVJUVJRd2/PPP6/ff/9dVatWtSgVAMARbllcVK5YgFbvPGK2GYa0eucRVS6RN8l93N1cdS0u3q7tatwNVSuV74GPCQDXr1/X/j/3qkKlJ8w2FxcXVaj0hPbu+S3dHBNA2qMIAAAAkMbOnz+vVq1a6aWXXlLnzp1lGIbdeg8PD4uSAQAc5ZfDS1lcXXT6whW79tMXrihPrqxJ7rNy+xF1f6G8iuTLKZtNqluugJ6rVtTc/kGOCQDRF84rIT5evr6P2LXn8n1E584+2NA9qXFMIM3Y0mhxAhQBLLY18rDOX7ly/w0BAECGsGLFCgUHB2vevHmSpIULF2r9+vUWpwJwL7GxsYqJibFbjIQbVseCE+s9eY0OHrug36a2V8wPPfRpl7qateIPJRj33xcAAMBRWawOkNl9u3OX+bOnm5t1QQAAQKq6cuWK3n//fU2YMMFsy5kzpyZOnKhatWpZmAzIuHbv3n3P9fv370/WcUaOHKnBgwfbtbkWaSC3og0fOBsyjqiYq7oRnyD/nN527f45vXXy/OWk94m+qleGLJaHm6seyeGl42cvaViHmoo8eeGBjwkAPjlzycXVVef+M2Hv+XNn5fvII3fZK+2PCaQVZxmvPy3QE8Bi165fN39+oXyIdUEAAECq2bZtm8qXL29XAKhfv7727NmjVq1acXEKpJKQkBCVK1dOISEhiZZy5cqpRYsWyTpOWFiYoqOj7ZYsheulcno4i+s3ErTzr1OqE1LAbLPZpDohBbR134l77ht7PV7Hz15SFlcXNatRTD9sPvjQxwSQebm5uenx4iW1Y9svZltCQoK2/7pFJYPLpptjAkh79ARIJ3J5e6tSUJDVMQAAQAq6fv26hg8frmHDhik+/uYEkJ6enho1apS6dOkiFxeexwBSU2RkZIocx8PDI9FcHTYXvkrhts++2a6pvZ/W9r9O6df9J9X1+fLy9nTTrJ/+kCR92ftpHT97SQNmbJQkVXo8j/L5ZdNvB88o/yPZ1Ld1VbnYpDELfk32MQEgKS+3aquRg/vq8RKlVKJUsBZ+FaFrV6+qUZNmkqQRAz+Qn7+/3ujSQ9LN69XDkTcLkDeuX1fUmdP668Cf8vLy1qOBBZJ1TCC94mGr27hyBQAASCU//PCD3RAilSpV0qxZs1S8eHELUwGZR8GCBa2OgExi4foD8vPx1oA21RSQy1u7D53Rc/2+MSf2DfTProQ7JoH3cM+igW2rq1BeH126el3Lt0XqtY9/VPTl2GQfEwCSUvepp3Xh/DnNmDJR585GqehjxTVq3GT5PuInSTp16oRsLrdvjEadOa2OrV82X8+fHa75s8NVtnxFjZs8I1nHBJD+2QzDyFRTD8XExMjHx0fR0dHKkSOH1XHUc/4Cnb9yRbm8vfVp85fvvwMAAHAahmHohRde0P/+9z/1799fH3zwgdyYAwgZWHq71k5KcHCwli5dqsDAwIc6jtfTY1IoEQA8nEPzu1odAQAkSXl93K2OYKdo7x/T5Dx/f9IoTc7zMOgJAAAAkEIuXLignDlzmq9tNpumTJmiw4cPq1KlStYFA2A6fPiwrt8xLxcAAACQ0TEQLQAAwEMyDEOzZ89WUFCQ/ve//9mty507NwUAAAAAAEhjNpstTRZnQBEAAADgIZw9e1avvPKK2rRpo+joaL3++us6c+aM1bEA3EXNmjXl5eVldQwAAAAgzTAcEAAAwAP68ccf1aFDB508edJse+qppxj3H0jHli5danUEAAAApAEneUg/TVAEAAAAcNClS5fUu3dvffHFF2abr6+vJk+erJdfftnCZADu5q+//tKaNWt0+vRpJSQk2K0bMGCARakAAACA1EcRAAAAwAGbN29WmzZtdPDgQbOtUaNGmjZtmvLmzWthMgB3M3XqVHXu3Fl+fn7KkyeP3ditNpuNIgAAAEAG5Czj9acFigAAAADJNGvWLIWGhppPEXt7e2vMmDF64403uMAE0rFhw4Zp+PDhev/9962OAgAAAKQ5igAAAADJVKdOHWXPnl3R0dGqWrWqZs2apaJFi1odC8B9nD9/nqG6AAAAMhme07rNxeoAAAAAziIwMFCTJk3S8OHDtX79egoAgJN4+eWX9dNPP1kdAwAAALAEPQEAAACScPjwYfXt21eTJk2Sj4+P2d6qVSsLUwF4EEWLFlX//v21ZcsWBQcHy83NzW599+7dLUoGAACA1OLiQleAWygCAAAA3MEwDIWHh+vtt9/WxYsX5ebmpvDwcKtjAXgIU6ZMUbZs2bRu3TqtW7fObp3NZqMIAAAAgAyNIgAAAMD/O336tN544w19//33ZtvatWt17tw5+fr6WpgMwMOIjIy0OgIAAADSGHMC3MacAAAAAJIWL16s4OBguwJA+/bttXv3bgoAQAZiGIYMw7A6BgAAAJBmKAIAAIBMLSYmRq+99pqee+45nT59WpLk5+enb7/9VjNmzFCOHDksTgggJcyaNUvBwcHy8vKSl5eXypQpo4iICKtjAQAAIJXYbLY0WZwBwwEBAIBMa8OGDWrbtq0OHz5stjVt2lRTp05VQECAdcEApKgxY8aof//+6tq1q6pXry5J2rhxo958801FRUWpZ8+eFicEAAAAUg9FAAAAkGnt3r3bLABky5ZN48aNU2hoqNM8zQEgecaPH6/PP/9cbdu2NdueffZZlSpVSoMGDaIIAAAAkAHxte42igAAACDTeuutt7R48WJdvXpVM2fOVKFChayOBCAVnDhxQtWqVUvUXq1aNZ04ccKCRAAAAEDaYU4AAACQKcTHx2vFihV2bTabTfPnz9eaNWsoAAAZWNGiRfX1118nap8/f76KFStmQSIAAACkNuYEuI2eAAAAIMM7ePCg2rZtq59//lkrVqxQ/fr1zXU5c+a0LhiANDF48GA1b95c69evN+cE2LRpk1atWpVkcQAAAADISOgJAAAAMizDMDRlyhSVLVtWP//8syTp9ddfV1xcnMXJAKSlF198Ub/88oseeeQRfffdd/ruu+/k5+enrVu36vnnn7c6HgAAAFIBPQFuoycAAADIkE6cOKHXX39dS5cuNdsKFy6sWbNmyd3d3cJkAKxQoUIFzZkzx+oYAAAAQJqjCAAAADKchQsX6s0339TZs2fNto4dO2r06NHKnj27hckApCUXF5f7Pp1ls9l048aNNEoEAACAtOIkD+mnCYoAAAAgw7hw4YK6deum2bNnm20BAQH68ssv1aRJEwuTAbDCt99+e9d1mzdv1meffaaEhIQ0TAQAAACkPYoAAAAgw+jYsaMWLlxovn7hhRc0efJk5c6d28JUAKzy3HPPJWrbv3+/+vTpo//973969dVXNWTIEAuSAQAAILU5y3j9aYGJgQEAQIYxcuRIeXt7K0eOHJo1a5YWLlxIAQCAJOn48ePq2LGjgoODdePGDe3atUszZ85UwYIFrY4GAAAApCp6AgAAAKcVFxdnN8lv0aJFNX/+fJUpU0YFChSwMBmA9CI6OlojRozQ+PHjFRISolWrVqlmzZpWxwIAAEAqoyPAbfQEAAAATufGjRsaMmSIypcvrytXrtita9KkCQUAAJKkUaNGqXDhwvrhhx80b948/fzzzxQAAAAAkOnQEwAAADiV/fv3q23bttq6dask6b333tOECRMsTgUgPerTp4+8vLxUtGhRzZw5UzNnzkxyu2+++SaNkwEAACC1MSfAbRQBLLQ18rDO/+fpRQAAkDTDMDRp0iS9++67unr1qiTJ1dVVjzzyiAzD4AIPQCJt27blvw0AAADI9CgCWOjbnbvMnz3d3KwLAgBAOnfs2DGFhoZqxYoVZttjjz2mWbNmqUqVKhYmA5CehYeHWx0BAAAAFuFZkNuYE8BC165fN39+oXyIdUEAAEjH5s2bp9KlS9sVALp06aKdO3dSAAAAAAAA4D7oCZAO5PL2VqWgIKtjAACQrhiGofbt22vWrFlmW758+TRjxgw1aNDAwmQAAAAAgPSOYSFvoycAAABIl2w2m0qWLGm+btGihfbs2UMBAAAAAAAAB9ATAAAApFu9e/fWzz//rJYtW6pFixZWxwEAAAAAOAk6AtxGEQAAAKQLW7Zs0bZt29StWzezzdXVVd9//72FqQAAAAAAcG4UAQAAgKXi4uI0dOhQjRgxQpJUoUIFVatWzeJUAAAAAABnxpwAtzEnAAAAsMzevXtVtWpVDRs2TAkJCUpISNCECROsjgUAAAAAQIZBEQAAAKS5hIQEjR07VuXLl9eOHTskSVmyZNHQoUM1a9Ysi9MBAAAAAJydzZY2izNgOCAAAJCmjh49qvbt22vNmjVmW4kSJRQREaEKFSpYmAwAAAAAgIyHngAAACBNGIahWbNmKTg42K4A0KNHD23fvp0CAAAAAAAgxdhstjRZnAE9AQAAQJq4ceOGPv30U8XExEiSAgMDFR4errp161qcDAAAAACAjIueAAAAIE24ubkpIiJCHh4eatOmjXbv3k0BAAAAAACQKpgT4DZ6AgAAgFRx8eJFnTlzRoULFzbbSpcurT/++ENFihSxMBkAAAAAAJkHPQEAAECK27hxo8qWLatmzZopNjbWbh0FAAAAAABAamNOgNsoAgAAgBQTGxurPn36qFatWoqMjNSePXs0ZMgQq2MBAAAAAJBpMRwQAABIEXv27FHr1q21e/dus6169ep67bXXLEwFAAAAAMiMnOQh/TRBTwAAAPBQ4uPj9fHHH6tixYpmAcDNzU0ffvih1q1bZzcnAAAAAAAASFv0BAAAAA8sMjJS7dq104YNG8y24OBgRUREqGzZshYmAwAAAABkZs4yXn9aoAgAAAAeyIULF1S+fHlduHBB0s0LrN69e2vo0KHy8PCwNhwAAAAAAJDEcEAAAOAB5cyZU926dZMkBQUFae3atRo1ahQFAAAAAACA5Ww2W5oszoCeAAAAINkMw7C7yOnfv7/c3Nz09ttvK0eOHBYmAwAAAAAASaEnAAAAuK/o6Gi1b99eI0eOtGt3c3NT//79KQAAAAAAANIVmy1tFmdATwAAAHBPa9euVbt27XT06FFlyZJFjRo1Urly5ayOBQAAAAAAkoGeAAAAIEnXrl3TO++8ozp16ujo0aOSJC8vL/NnAAAAAADSK+YEuI2eAAAAIJGdO3eqdevW2rt3r9n25JNPKjw8XAULFrQwGQAAAAAAcAQ9AQAAgOnGjRsaPny4KleubBYAPDw8NHr0aK1atYoCAAAAAADAKTAnwG30BAAAAJKk48eP66WXXtLmzZvNtpCQEEVERKh06dIWJgMAAAAAAA+KngAAAECSlCtXLp0/f16S5OLiog8++EC//PILBQAAAAAAgNNhToDbKAIAAABJNyf9jYiIUPHixbVhwwYNHz5c7u7uVscCAAAAAMBhDAd0G8MBAQCQSS1YsEBlypTR448/brZVrFhRv//+u1xdXS1MBgAAAAAAUspD9QS4du1aSuUAAABp5Pz583r11Vf1yiuvqG3btrpx44bdegoAAAAAAABn52KzpcniDBwuAiQkJGjo0KHKnz+/smXLpkOHDkmS+vfvr2nTpqV4QAAAkHJWrlyp4OBgzZ07V5K0detWffvttxanAgAAAAAAqcXhIsCwYcMUHh6uUaNG2Y0TXLp0aX355ZcpGg4AAKSMK1euqHv37nrqqad07NgxSVLOnDk1Z84cvfTSSxanAwAAAAAgZTEnwG0OFwFmzZqlKVOm6NVXX7UbLqBs2bL6888/UzQcAAB4eNu2bVP58uU1fvx4s61+/fras2ePWrVqJZuzXLUAAAAAAACHOVwEOHbsmIoWLZqoPSEhQdevX0+RUAAA4OFdv35dgwYNUtWqVbV//35Jkqenpz777DMtX75cjz76qMUJAQAAAABIHTabLU0WZ+BwEaBkyZLasGFDovaFCxeqXLlyKRIKAAA8vO3bt2vIkCGKj4+XJFWqVEk7d+5Ut27d5OLi8CUAAAAAAAB4SBMnTlRQUJA8PT1VpUoVbd269Z7bX7hwQV26dFHevHnl4eGhxx57TEuXLnXonFkcDTlgwAC1a9dOx44dU0JCgr755hvt379fs2bN0g8//ODo4QAAQCp54okn1LNnT40bN079+/fXBx98IDc3N6tjAQAAAACQ6lzS4UP68+fPV69evTR58mRVqVJFY8eOVcOGDbV//375+/sn2j4uLk5PPfWU/P39tXDhQuXPn19HjhxRzpw5HTqvw48BPvfcc/rf//6nlStXKmvWrBowYID27dun//3vf3rqqaccPRwAAEghJ0+eVEJCgl3b8OHDtXXrVg0cOJACAAAAAAAAFhozZow6duyo0NBQlSxZUpMnT5a3t7emT5+e5PbTp0/XuXPn9N1336l69eoKCgpS7dq1VbZsWYfO+0BjAdSsWVMrVqzQ6dOndeXKFW3cuFENGjR4kEMBAICHZBiG5syZo+LFi9tN/ivdnAOgfPnyFiUDAAAAAMAa6W1OgLi4OG3fvl3169c321xcXFS/fn1t3rw5yX0WL16sqlWrqkuXLgoICFDp0qU1YsQIc9jf5HK4CFC4cGGdPXs2UfuFCxdUuHBhRw8HAAAewtmzZ/XKK6+odevWio6OVp8+fbRv3z6rYwEAAAAAkCnExsYqJibGbomNjU20XVRUlOLj4xUQEGDXHhAQoJMnTyZ57EOHDmnhwoWKj4/X0qVL1b9/f40ePVrDhg1zKKPDRYDDhw8nWWmIjY3VsWPHHD0cAAB4QEuXLlXp0qW1cOFCs+3FF19U3rx5LUwFAAAAAID1bLa0WUaOHCkfHx+7ZeTIkSnyHhISEuTv768pU6aoQoUKat68ufr27avJkyc7dJxkTwy8ePFi8+fly5fLx8fHfB0fH69Vq1YpKCjIoZNLN2dD/vjjj3Xy5EmVLVtW48ePV+XKle+6/YULF9S3b1998803OnfunAoWLKixY8fqmWeecfjcAAA4o0uXLql379764osvzDZfX19NnjxZL7/8soXJAAAAAADIXMLCwtSrVy+7Ng8Pj0Tb+fn5ydXVVadOnbJrP3XqlPLkyZPksfPmzSs3Nze5urqabSVKlNDJkycVFxcnd3f3ZGVMdhGgWbNmkm6OpdSuXTu7dW5ubgoKCtLo0aOTezhJ1s2GDACAs/r555/Vtm1bHTx40Gxr1KiRpk2bRg8AAAAAAAD+n03JH6//YXh4eCR50/+/3N3dVaFCBa1atcq8156QkKBVq1apa9euSe5TvXp1zZ07VwkJCXJxuTmoz4EDB5Q3b95kFwAkB4YDSkhIUEJCggoUKKDTp0+brxMSEhQbG6v9+/erSZMmyT6xZN1syAAAOKPvvvtONWvWNAsA3t7emjx5spYsWUIBAAAAAACAdK5Xr16aOnWqZs6cqX379qlz5866fPmyQkNDJUlt27ZVWFiYuX3nzp117tw5vf322zpw4ICWLFmiESNGqEuXLg6dN9k9AW6JjIx0dJck3ZoN+c435chsyN9//71y586tVq1a6f3337frEgEAQEZUr149FSxYUJGRkapatapmzZqlokWLWh0LAAAAAIB0xyVtOgI4pHnz5jpz5owGDBigkydPKiQkRMuWLTMnCz569Kj5xL8kBQYGavny5erZs6fKlCmj/Pnz6+2339b777/v0HkdLgJI0uXLl7Vu3TodPXpUcXFxduu6d++erGPcazbkP//8M8l9Dh06pNWrV+vVV1/V0qVL9ffff+utt97S9evXNXDgwCT3iY2NtZuNOSYmJln5AABIb7Jnz66ZM2dqw4YNeu+995QlywP9Mw4AAAAAACzStWvXuw7/s3bt2kRtVatW1ZYtWx7qnA7fPdi5c6eeeeYZXblyRZcvX5avr6+ioqLk7e0tf3//ZBcBHsSdsyG7urqqQoUKOnbsmD7++OO7FgFGjhypwYMHp1omAABSw+HDh9WtWzeNHz9eQUFBZnvNmjVVs2ZN64IBAAAAAOAEbLZ02BXAIsmeE+CWnj17qmnTpjp//ry8vLy0ZcsWHTlyRBUqVNAnn3yS7OM86GzIjz322F1nQ05KWFiYoqOjzeWff/5JdkYAANKaYRiaMWOGypQpox9++EHt27dXQkKC1bEAAAAAAICTcrgIsGvXLr3zzjtycXGRq6urYmNjFRgYqFGjRumDDz5I9nHunA35lluzIVetWjXJfapXr66///7b7mbI/WZD9vDwUI4cOewWAADSo9OnT+v5559Xhw4ddPHiRUk3ewRQwAYAAAAAwDE2W9oszsDhIoCbm5s5OYG/v7+OHj0qSfLx8XH4JoVVsyEDAJDefP/99ypdurS+//57s619+/bavXu3ChYsaGEyAAAAAADgzByeE6BcuXLatm2bihUrptq1a2vAgAGKiopSRESESpcu7dCxrJoNGQCA9CImJkY9e/bU9OnTzTY/Pz9NnTpVzZo1sy4YAAAAAABOzMVZHtNPAw4XAUaMGGEOUTB8+HC1bdtWnTt3VrFixTRt2jSHA1gxGzIAAOnBpk2b1Lp1ax0+fNhsa9q0qaZOnWoWxAEAAAAAAB6Gw0WAihUrmj/7+/tr2bJlKRoIAIDMIiYmxiwAZMuWTePGjVNoaKhsPK0AAAAAAMBD4av1bQ7PCXA3O3bsUJMmTVLqcAAAZHiNGjVSp06dVLNmTe3evVsdOnSgAAAAAAAAAFKUQ0WA5cuXq3fv3vrggw906NAhSdKff/6pZs2aqVKlSkpISEiVkAAAOLv4+HjNnz9fhmHYtY8dO1Zr1qxRoUKFLEoGAAAAAEDGY7PZ0mRxBskuAkybNk2NGjVSeHi4PvroIz3xxBOaPXu2qlatqjx58uj333/X0qVLUzMrAABO6eDBg6pVq5ZatGiRaP4cT09Pubq6WpQMAAAAAABkdMkuAowbN04fffSRoqKi9PXXXysqKkqTJk3Snj17NHnyZJUoUSI1cwIA4HQMw9CUKVNUtmxZ/fzzz5Kkd955R9HR0RYnAwAAAAAgY7PZ0mZxBskuAhw8eFAvv/yyJOmFF15QlixZ9PHHH+vRRx9NtXAAADirkydPqmnTpurUqZMuX74sSSpcuLCWLl0qHx8fi9MBAAAAAIDMIktyN7x69aq8vb0l3RxPycPDQ3nz5k21YAAAOKuFCxfqzTff1NmzZ822jh07asyYMcqWLZuFyQAAAAAAyBxcnOUx/TSQ7CKAJH355ZfmzYsbN24oPDxcfn5+dtt079495dIBAOBELly4oG7dumn27NlmW0BAgKZNm6bGjRtbmAwAAAAAAGRWyS4CFChQQFOnTjVf58mTRxEREXbb2Gw2igAAgExrwIABdgWAF198UZMnT05UMAcAAAAAAKmLfgC3JbsIcPjw4VSMAQCA8xs0aJAWLVqkS5cuacKECWrdurVsdD8EAAAAAAAWcmg4IAAAcNulS5fsxvj39fXVokWLlC9fPhUoUMDCZAAAAAAAZG48lHebi9UBAABwNjdu3NCQIUNUtGhRnThxwm7dE088QQEAAAAAAACkG/QEAADAAQcOHFCbNm20detWSdJrr72mJUuW8IQBAAAAAADpiAtf0030BAAAIBkMw9DEiRMVEhJiFgBcXV1VsWJFxcfHW5wOAAAAAAAgafQEAADgPo4dO6bQ0FCtWLHCbCtWrJgiIiJUpUoVC5MBAAAAAICk0GP/tgfqCXDw4EH169dPLVu21OnTpyVJP/74o/74448UDQcAgNXmzZun0qVL2xUAunTpop07d1IAAAAAAAAA6Z7DRYB169YpODhYv/zyi7755htdunRJkvTbb79p4MCBKR4QAACrdOnSRa1atdKFCxckSfny5dPy5cs1YcIEZc2a1dpwAAAAAADgrmy2tFmcgcNFgD59+mjYsGFasWKF3N3dzfa6detqy5YtKRoOAAAr1a1b1/y5RYsW2rNnjxo0aGBhIgAAAAAAAMc4PCfAnj17NHfu3ETt/v7+ioqKSpFQAACkBy+++KK6du2q6tWrq0WLFlbHAQAAAAAAycScALc53BMgZ86cOnHiRKL2nTt3Kn/+/CkSCgCAtPbLL7/o/fffT9Q+fvx4CgAAAAAAAMBpOdwToEWLFnr//fe1YMEC2Ww2JSQkaNOmTerdu7fatm2bGhkBAEg1169f15AhQzRixAglJCQoJCRELVu2tDoWAGQ6ixcvTva2zz77bComAQAAQEbgQkcAk8NFgBEjRqhLly4KDAxUfHy8SpYsqfj4eLVq1Ur9+vVLjYwAAKSKvXv3qk2bNtqxY4fZNmvWLLVo0YJugwCQxpo1a5as7Ww2m+Lj41M3DAAAAJCBOFwEcHd319SpU9W/f3/9/vvvunTpksqVK6dixYqlRj4AAFJcQkKCxo0bp7CwMMXGxkqSsmTJooEDB6pPnz4UAADAAgkJCVZHAAAAQAbCd/vbHC4CbNy4UTVq1FCBAgVUoECB1MgEAECqOXr0qNq3b681a9aYbSVKlFBERIQqVKhgYTIAAAAAAICU53ARoG7dusqfP79atmyp1q1bq2TJkqmRCwCAFGUYhiIiItStWzfFxMSY7T169NCIESPk5eVlYToAwH9dvnxZ69at09GjRxUXF2e3rnv37halAgAAgLOgH8BtDhcBjh8/rq+++krz5s3Thx9+qDJlyujVV19Vy5Yt9eijj6ZGRgAAUsSiRYvMAkBgYKDCw8NVt25di1MBAP5r586deuaZZ3TlyhVdvnxZvr6+ioqKkre3t/z9/SkCAAAAAA5wcXQHPz8/de3aVZs2bdLBgwf18ssva+bMmQoKCuJGCgAg3bLZbJoyZYpy586tNm3aaPfu3fy7BQDpVM+ePdW0aVOdP39eXl5e2rJli44cOaIKFSrok08+sToeAAAAnICLzZYmizNwuAhwp0KFCqlPnz768MMPFRwcrHXr1qVULgAAHsqlS5e0c+dOu7aAgADt3r1bs2bNUs6cOa0JBgC4r127dumdd96Ri4uLXF1dFRsbq8DAQI0aNUoffPCB1fEAAAAAp/LARYBNmzbprbfeUt68edWqVSuVLl1aS5YsSclsAAA8kI0bN6ps2bJq1KiRoqKi7NblyZPHolQAgORyc3OTi8vNryr+/v46evSoJMnHx0f//POPldEAAADgJGy2tFmcgcNFgLCwMBUqVEh169bV0aNHNW7cOJ08eVIRERF6+umnUyMjAADJEhsbqz59+qhWrVo6dOiQTp06pZ49e1odCwDgoHLlymnbtm2SpNq1a2vAgAGaM2eOevToodKlS1ucDgAAAHAuDk8MvH79er377rt65ZVX5OfnlxqZAABw2J49e9S6dWvt3r3bbKtevboGDRpkXSgAwAMZMWKELl68KEkaPny42rZtq86dO6tYsWKaPn26xekAAADgDGzO8ph+GnC4CLBp06bUyAEAwAOJj4/XmDFj1K9fP8XFxUm6OYzEkCFD9O6778rV1dXihAAAR1WsWNH82d/fX8uWLbMwDQAAAODcklUEWLx4sRo1aiQ3NzctXrz4nts+++yzKRIMAID7iYyMVLt27bRhwwazrXTp0oqIiFBISIh1wQAAAAAAgKXoCHBbsooAzZo108mTJ+Xv769mzZrddTubzab4+PiUygYAwF3FxcWpZs2aOnbsmKSb/wb17t1bQ4cOlYeHh8XpAAAPo1ChQvfsvn3o0KE0TAMAAAA4t2QVARISEpL8GQAAq7i7u2v48OFq3769goKCNHPmTNWqVcvqWACAFNCjRw+719evX9fOnTu1bNkyvfvuu9aEAgAAgFNxoSuAyeE5AWbNmqXmzZsnesoyLi5OX331ldq2bZti4QAAuFN8fLzdGP9t27bV5cuX1bp1a+XIkcPCZACAlPT2228n2T5x4kT9+uuvaZwGAAAAcG4uju4QGhqq6OjoRO0XL15UaGhoioQCAOBO0dHRat++vd544w27dpvNprfeeosCAABkEo0aNdKiRYusjgEAAAAnYLOlzeIMHO4JYBhGkuNz/vvvv/Lx8UmRUAAA3LJ27Vq1a9dOR48elXRzAvrnnnvO4lQAACssXLhQvr6+VscAAAAAnEqyiwDlypWTzWaTzWZTvXr1lCXL7V3j4+MVGRmpp59+OlVCAgAyn2vXrqlv374aM2aM2ZY9e3Zdu3bNwlQAgLRw67vHLYZh6OTJkzpz5owmTZpkYTIAAAA4i6QeZM+skl0EaNasmSRp165datiwobJly2auc3d3V1BQkF588cUUDwgAyHx27typ1q1ba+/evWZb7dq1FR4erqCgIOuCAQDSxHPPPWf3pc3FxUW5c+fWk08+qeLFi1uYDAAAAHA+yS4CDBw4UJIUFBSk5s2by9PTM9VCAQAypxs3buijjz7SoEGDdOPGDUmSh4eHRowYoR49esjFxeGpbAAATmjQoEFWR7iv8z/0sjoCAEiSclXqanUEAJAkXd05weoIdriDcJvDcwK0a9cuNXIAADK5c+fOqXHjxtqyZYvZFhISooiICJUuXdrCZACAtObq6qoTJ07I39/frv3s2bPy9/dXfHy8RckAAADgLBgO6LZkFQF8fX114MAB+fn5KVeuXPf8AM+dO5di4QAAmUfOnDnNoeZcXFzUp08fDRw4UO7u7hYnAwCkNcMwkmyPjY3l3wUAAADAQckqAnz66afKnj27+TNVFABASnNxcdH06dP1wgsvaNy4capWrZrVkQAAaeyzzz6TdPOprS+//NJuHrL4+HitX7+eOQEAAACQLC7cwjYlqwhw5xBA7du3T60sAIBMZMGCBfL391ft2rXNtsDAQG3dupViMwBkUp9++qmkmz0BJk+eLFdXV3Odu7u7goKCNHnyZKv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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:03:19,643 INFO: === Dataset: h ===\n", "2025-02-25 08:03:22,244 INFO:Total samples: 6000\n", "2025-02-25 08:03:41,161 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:03:41,231 INFO: === Dataset: i ===\n", "2025-02-25 08:03:43,835 INFO:Total samples: 6000\n", "2025-02-25 08:04:02,468 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:04:02,535 INFO: === Dataset: j ===\n", "2025-02-25 08:04:05,124 INFO:Total samples: 6000\n", "2025-02-25 08:04:23,961 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:04:24,032 INFO: === Dataset: k ===\n", "2025-02-25 08:04:26,645 INFO:Total samples: 6000\n", "2025-02-25 08:04:45,382 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:04:45,450 INFO: === Dataset: l ===\n", "2025-02-25 08:04:53,552 INFO:Total samples: 18911\n", "2025-02-25 08:05:51,503 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:05:51,573 INFO:Model DeiT evaluation completed in 269.41 seconds.\n", "2025-02-25 08:05:51,573 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 08:05:51,728 INFO:Loaded model weights from DeiT3_best.pth\n", "2025-02-25 08:05:51,729 INFO: === Dataset: a ===\n", "2025-02-25 08:05:53,071 INFO:Total samples: 3181\n", "2025-02-25 08:06:03,351 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:06:03,422 INFO: === Dataset: b ===\n", "2025-02-25 08:06:04,767 INFO:Total samples: 3181\n", "2025-02-25 08:06:15,092 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:06:15,161 INFO: === Dataset: c ===\n", "2025-02-25 08:06:16,497 INFO:Total samples: 3181\n", "2025-02-25 08:06:26,626 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:06:26,695 INFO: === Dataset: d ===\n", "2025-02-25 08:06:28,023 INFO:Total samples: 3181\n", "2025-02-25 08:06:38,209 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:06:38,278 INFO: === Dataset: e ===\n", "2025-02-25 08:06:38,678 INFO:Total samples: 911\n", "2025-02-25 08:06:41,955 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:06:42,024 INFO: === Dataset: f ===\n", "2025-02-25 08:06:47,703 INFO:Total samples: 12911\n", "2025-02-25 08:07:27,296 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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BgwcbkowffvjB5jVJMn788Udr24ULFww3Nzfj9ddfv+s5DOPewwGl9Xe0SpUqRvPmze95nvQMf3PhwgXD1dXVaN68uZGYmGhtHzZsmCHJ5ud369atFEM0nThxwnBzczPGjBljbbvXcECp/RwmTpxoWCwW49SpU4ZhGMbVq1fv26X52rVrRu7cuY3u3bvbtIeFhRk+Pj427ekdDqhTp04MBwQAQBplx2vz33//3ZBk9O/f/57b3fb1118bkoxx48bZtLdq1cqwWCzG0aNHrW2SDFdXV5u22+e7c5jP26/930Ph/Ps6+rZOnToZxYsXtz7v37+/4e3tbcTHx98197/f39jYWMPX19eoVKmScfPmTet23377rSHJGDFihM35JNlcAxpG0ueFatWq3fWcd76OihUrGoZhGNWrVze6du1qGEbSdaCrq6uxePHiVN+D1K4ld+zYYUgylixZYm2713BAt6/n169fn+q6f39+mTNnjiHJWLp0qbFz507D2dk5xRBGqZk2bZp1v9tiY2ONWrVqGV5eXtZhpk6cOGFIMvLly2fzu7lq1SpDkvHNN9/c8zy392c4IAD2wHBAALIULy8vXbt2TVLSECY//PCDXn75ZV27dk2XLl3SpUuXdPnyZTVt2lR///13iu6tD2PAgAHauHGjFi9erGbNmikhISHFHdX3UrZsWRUoUEABAQHq0qWLSpcurXXr1snT09O6ze3XllrX5Ntur4uKirL581773E9UVNRD7X8/nTp1koeHh01bmzZtFBcXZ73zRpK+++47RUREWO/iMgxDK1euVIsWLWQYhvVnfOnSJTVt2lSRkZHau3fvXc+7du1aSdKgQYNs2l9//XVJ0po1a2zaK1SoYL3DXUq6y79s2bI6fvz4A7zq9P2O5s6dWwcPHtTff//9QOf6t++//16xsbHq27evzTA5qfWccHNzs06UlpCQoMuXL8vLy0tly5a95/t7pzt/vtHR0bp06ZJq164twzC0b98+6zaurq7asmWLrl69mupxNm7cqIiICLVr187m5+3s7KyaNWtq8+bNaX0LAABAJnO0a/P0XjevXbtWzs7O6tevn03766+/LsMwtG7dOpv2Jk2aqFSpUtbnlStXlre39wNfS6Ymd+7cio6Otg4ZmRa//vqrLly4oF69esnd3d3a3rx5c5UrVy7FNbEkvfbaazbP69atm+7X0b59e3355ZeKjY3VihUr5OzsfNfeIHdeS8bFxeny5csqXbq0cufOnebrUUkqUaKEtUfx/fTo0UNNmzZV37591bFjR5UqVUoTJky4735r165VwYIF1a5dO2ubi4uL+vXrp+vXr2vr1q0227dp08am9/ftzxsZ+XsBAA+LIgCALOX69evWi/ajR4/KMAwNHz5cBQoUsHmMHDlSkmzGeHxY5cqVU5MmTRQcHKxvv/1W169ft345nRYrV67Uxo0b9emnn+rJJ5/UhQsXUnwxfvu13f4wlZp/Fwq8vb3vu8/9eHt7P9T+91OiRIkUbVWqVFG5cuW0bNkya9uyZcuUP39+a5fhixcvKiIiQnPnzk3xMw4JCZF075/xqVOn5OTkpNKlS9u0FyxYULlz59apU6ds2lPrFp4nT567fmF9P+n5HR0zZowiIiL02GOPKTAwUG+88Yb279//QOeVZH1tZcqUsWkvUKCAzYcQSUpMTNT777+vMmXKyM3NTfnz51eBAgW0f/9+RUZGpul8p0+fVufOnZU3b17r2LG3x7y9fQw3NzdNmjRJ69atk5+fn+rVq6d3331XYWFh1uPcLoI0atQoxXv23XffZejfaQAA8HAc7do8vdfNp06dUuHChVMUDW4PP5PZ15Kp6dWrlx577DE1a9ZMRYsWVZcuXWzmHUjN7ZypDY1Trly5FK/D3d3dOufVbQ/yOtq2bavIyEitW7dOn3zyiZ577rm7FmBu3rypESNGWOdeuH09GhERkebrUSn1zx33Mn/+fN24cUN///23Fi1alOLzWWpOnTqlMmXKWG+iuS2tvxe3r8Uz8vcCAB4WcwIAyDL++ecfRUZGWr/QvT3J1ODBg+96t8e/v/zNSK1atdKrr76qI0eOpHpB/W/16tVT/vz5JUktWrRQYGCgXnnlFe3Zs8d6AXn7wnH//v0KCgpK9Ti3vxiuUKGCpKQLd0k6cODAXfe5n3Llymnfvn06c+aM/P3977v93SZgTUhIkLOzc4r2u11Mt2nTRuPHj9elS5eUK1curV69Wu3atVOOHEn//dz+GXfo0CHF3AG33R57/0Hy/ltq2SWludDzb+n5Ha1Xr56OHTumVatW6bvvvtPHH3+s999/X7Nnz1a3bt0e6PxpNWHCBA0fPlxdunTR2LFjlTdvXjk5OWnAgAE2k7ndTUJCgp5++mlduXJFb731lsqVK6ecOXPq7Nmz6ty5s80xBgwYoBYtWujrr7/Whg0bNHz4cE2cOFE//PCDqlatat02NDRUBQsWTHGu278bAADAXI54bV66dGnlyJFDBw4cyJQMD3MtabFYUt3u35Px+vr66rffftOGDRu0bt06rVu3TgsXLlRwcHCKiWkf1N1eR3oVKlRIDRo00JQpU/Tzzz9r5cqVd922b9++WrhwoQYMGKBatWrJx8dHFotFbdu2TdP16G1p+RL/Tlu2bFFMTIykpM9TtWrVStf+aZHRnzEAIDPwSRtAlnF78s/bHypKliwpKanrZZMmTeye5+bNm5KUrjtTbvPy8tLIkSMVEhKiL774Qm3btpUkNWvWTM7OzgoNDb3r5MBLlixRjhw59J///Mdmn6VLlz7wxL4tWrTQZ599pqVLl2ro0KH33T5PnjyKiIhI0X7q1CnrzyUt2rRpo9GjR2vlypXy8/NTVFSU9b2Qku5az5UrlxISEh7oZ1y8eHElJibq77//tpkwLDw8XBERESpevHi6j5mauxUZ0vs7mjdvXoWEhCgkJETXr19XvXr1NGrUKGsRIK3FDEnW1/b333/b/EwuXryY4q6jFStWqGHDhpo/f75Ne0REhLVwda/zHzhwQEeOHNHixYttfm/v1k29VKlSev311/X666/r77//VlBQkKZMmaKlS5dau9D7+vre9z1Lz/sBAAAyliNem3t6eqpRo0b64Ycf0nTzS/HixfX999/r2rVrNnewHzp0yLo+o+TJkyfV4WH+fVe5JLm6uqpFixZq0aKFEhMT1atXL82ZM0fDhw9PtdByO+fhw4etPW5vO3z4cIa+jn9r3769unXrpty5c+vZZ5+963YrVqxQp06dNGXKFGvbrVu3UnzmyMjrv/Pnz6tv37565pln5Orqai1g3e/9KF68uPbv36/ExESb3gCZ8XsBAPbCcEAAsoQffvhBY8eOVYkSJfTKK69ISvqSsEGDBpozZ47Onz+fYp+LFy9myLlT67YcFxenJUuWyMPDw3pHfnq98sorKlq0qCZNmmRt8/f3V0hIiL7//nt99NFHKfaZPXu2fvjhB3Xt2lVFixa17tO9e3d99913mjFjRop9EhMTNWXKFP3zzz93zdKqVSsFBgZq/Pjx2rFjR4r1165d09tvv219XqpUKe3cudNm3NVvv/1WZ86cSduL/3/ly5dXYGCgli1bpmXLlqlQoUKqV6+edb2zs7NeeuklrVy5Un/88UeK/e/3M779QWPatGk27VOnTpWUNA5qRrg9r8O/P6Sk53f08uXLNuu8vLxUunRp651JkpQzZ85Uz5OaJk2ayMXFRTNmzLC5y+jf74WU9D7/+06k5cuXpxi3927nv313053HMAxD06dPt9nuxo0bunXrlk1bqVKllCtXLuvrbNq0qby9vTVhwgTFxcWlyHrne5ae9wMAAGQcR742HzlypAzDUMeOHXX9+vUU6/fs2WO9o/7ZZ59VQkKCZs6cabPN+++/L4vFombNmj3EK7FVqlQpHTp0yOZ9+v333/Xzzz/bbPfva0YnJydrz9g7rxvvVL16dfn6+mr27Nk226xbt05//fVXhl0Tp6ZVq1YaOXKkPvzwQ7m6ut51u9SuR2fMmJGiJ0RGXv91795diYmJmj9/vubOnascOXKoa9eu971D/9lnn1VYWJjNsKbx8fGaMWOGvLy8rENiAoAjoScAALtbt26dDh06pPj4eIWHh+uHH37Qxo0bVbx4ca1evdpmMqtZs2bpqaeeUmBgoLp3766SJUsqPDxcO3bs0D///KPff//9ofO8+uqrioqKUr169VSkSBGFhYXpk08+0aFDhzRlyhR5eXk90HFdXFzUv39/vfHGG1q/fr31zv73339fhw4dUq9evWzaN2zYoFWrVql+/fo2d8hI0pQpU3Ts2DH169dPX375pZ577jnlyZNHp0+f1vLly3Xo0CGbO+xTy/Lll1+qSZMmqlevnl5++WXVqVNHLi4uOnjwoD799FPlyZNH48ePlyR169ZNK1as0H/+8x+9/PLLOnbsmM1d3OnRpk0bjRgxQu7u7uratWuKsTX/97//afPmzapZs6a6d++uChUq6MqVK9q7d6++//57Xbly5a7HrlKlijp16qS5c+cqIiJC9evX165du7R48WK1bNlSDRs2THfe1Nz+wLls2TI99thjyps3rypVqqRKlSql+Xe0QoUKatCggapVq6a8efPq119/1YoVK9SnTx/reapVqyZJ6tevn5o2bSpnZ+e7/lwLFCigwYMHa+LEiXruuef07LPPat++fVq3bp3N3f2S9Nxzz2nMmDEKCQlR7dq1deDAAX3yyScpenWUKlVKuXPn1uzZs5UrVy7lzJlTNWvWVLly5VSqVCkNHjxYZ8+elbe3t1auXJmix8GRI0fUuHFjvfzyy6pQoYJy5Mihr776SuHh4dbX4e3trY8++kgdO3bU448/rrZt26pAgQI6ffq01qxZozp16lg/iKfn/QAAAA8mu12b165dW7NmzVKvXr1Urlw5dezYUWXKlNG1a9e0ZcsWrV69WuPGjZOU1Fu2YcOGevvtt3Xy5ElVqVJF333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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:07:27,365 INFO: === Dataset: g ===\n", "2025-02-25 08:07:29,956 INFO:Total samples: 6000\n", "2025-02-25 08:07:48,532 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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2e1QwLwcAAMh4vvjiC3Xv3l3Xr1+3tvXo0UOTJk2Su7u7ickAAAAAwH70799fbdu2Vfny5fXCCy9o2rRpunXrlgIDAyVJbdq0UZ48eaxzCjRu3FhTp05VmTJlVLFiRZ04cULDhg1T48aNrcWAxKAIYAfuRsWtZ3GWklBgAgAAeGLR0dFq1aqVvvjiC2tb7ty5tXDhQr300ksmJgMAAACAR0vKXfqppVmzZrpy5YqGDx+u4OBglS5dWhs3brROFnzu3DmbO/8/+OADWSwWffDBBzp//rxy5Mihxo0ba9y4cUk6L0UAO3AzMm79RuTD9wMAAEhOjo6Oypo1q3W7efPmmj17try9vU1MBQAAAAD2q2fPnurZs2eCj23bts1mO1OmTBoxYoRGjBjxVOekCGAHHhzeqV4B83IAAICMZ8qUKTpw4ID69++v5s2bmx0HAAAAABIn7XUEMA0TA9uB7/6OW79FTwAAAJBCdu/erVWrVtm0eXh46Ndff6UAALu2f/9+HT582Lq9Zs0aNWnSREOGDFFkJBfYAAAASN8oAtiBFX/GrTslfr4HAACARLl3756GDRumKlWqKDAwUKdOnbJ5PC2OpQkkRZcuXXT8+HFJ0qlTp9S8eXO5u7tr5cqVeu+990xOBwAAgJRgsVhSZbEHFAHswF8hcesfVDMvBwAASH+OHDmiF198UWPHjlVMTIxu3rypqVOnmh0LSFbHjx9X6dKlJUkrV65U9erVtWzZMi1atEirV682NxwAAACQwigCpHFnQm23C2QzJQYAAEhnYmJiNG3aNJUtW1b79++XFDvp1JgxYzRt2jRzwwHJzDAMxcTESJJ++OEHNWzYUJLk5+enkJCQRx0KAAAAO0VPgDhMDJzGBd+03c5E2QYAADylc+fOqV27dtq6dau1rVixYgoKClK5cuVMTAakjPLly2vs2LGqW7eutm/frk8++USSdPr0afn6+pqcDgAAAEhZ/KScxj04KfCrz5mXAwAA2D/DMLRkyRIFBATYFAD69u2rffv2UQBAujVt2jTt379fPXv21NChQ1WoUCFJ0qpVq1S5cmWT0wEAACAl0BMgDj0B0rhzYXHrfp7m5QAAAPbv5s2bGjx4sMLDwyXFDoWyaNEi1a5d2+RkQMoqWbKkDh8+HK998uTJcnR0NCERAAAAkHooAqRx28/GrTcqbF4OAABg/7JkyaIFCxbo5ZdfVps2bTR9+nR5eXmZHQtINZGRkbp8+bJ1foD7nn32WZMSAQAAIKXYy136qYEiQBp2L9p2O29Wc3IAAAD7dOPGDd29e1c5cuSwttWvX18HDhxQ6dKlzQsGpLLjx4+rQ4cO+uWXX2zaDcOQxWJRdHT0Q44EAAAA7B9FgDTsRqTttqeLOTkAAID92bFjh9q0aaOiRYtq3bp1NnfBUABARhMYGKhMmTLpu+++U65cubgrDAAAICPgks+KIkAaFvnADUk185mXAwAA2I+IiAiNGDFCkyZNkmEYOn36tObNm6fOnTubHQ0wzcGDB7Vv3z4VLVrU7CgAAABAqqMIkIbN2Re3fv2ueTkAAIB9OHz4sFq1aqVDhw5Z26pUqaK6deuamAowX/HixRUSEmJ2DAAAAKQien/GcTA7wOzZs+Xv7y9XV1dVrFhRe/bseeT+06ZNU5EiReTm5iY/Pz/169dPd++mz1/IFx6MW8+TxbQYAAAgjYuOjtbkyZNVvnx5awHAyclJ//vf/7R9+3YVKFDA5ISAuSZOnKj33ntP27Zt09WrVxUeHm6zAAAAAOmZqT0BVqxYof79+2vOnDmqWLGipk2bpvr16+vYsWPy8fGJt/+yZcs0aNAgLViwQJUrV9bx48fVrl07WSwWTZ061YRXkHrerWx2AgAAkBadPn1abdu21c8//2xtCwgIUFBQkEqVKmViMiDtuN8bpk6dOjbtTAwMAACQftETII6pRYCpU6eqU6dOCgwMlCTNmTNH69at04IFCzRo0KB4+//yyy+qUqWKWrZsKUny9/dXixYt9Ouvv6Zq7tTimkm6GxW7XiCbuVkAAEDac+7cOZUsWVI3b96UFHuRO3DgQI0ZM0YuLi4mpwPSjq1bt5odAQAAADCNaUWAyMhI7du3T4MHD7a2OTg4qG7dutq1a1eCx1SuXFlLly7Vnj179MILL+jUqVNav369WrdunVqxU5W1AOBlagwAAJBGPfvss3rttdf0+eefy9/fX0uWLFG1atXMjgWkOTVq1DA7AgAAAFIZPQHimFYECAkJUXR0tHx9fW3afX19dfTo0QSPadmypUJCQlS1alUZhqGoqCh17dpVQ4YMeeh5IiIiFBERYd22lzE/z4bGrRumpQAAAGndrFmzlDNnTo0YMUJZsjCJEPAwP//8sz799FOdOnVKK1euVJ48eRQUFKT8+fOratWqZscDAAAAUozpEwMnxbZt2zR+/Hh9/PHH2r9/v7766iutW7dOY8aMeegxEyZMkKenp3Xx8/NLxcRP7sczceunQ81KAQAA0oqwsDC1a9dOX3zxhU27l5eXPvzwQwoAwCOsXr1a9evXl5ubm/bv32+9SSgsLEzjx483OR0AAABShCWVFjtgWhEge/bscnR01KVLl2zaL126pJw5cyZ4zLBhw9S6dWt17NhRAQEBev311zV+/HhNmDBBMTExCR4zePBghYWFWZd//vkn2V9LSjgaErfeoYx5OQAAgPm2bdumkiVLavHixerWrZvOnz9vdiTArowdO1Zz5szRvHnz5OTkZG2vUqWK9u/fb2IyAAAAIOWZVgRwdnZWuXLltGXLFmtbTEyMtmzZokqVKiV4zO3bt+XgYBvZ0dFRkmQYCQ+a4+LioqxZs9os9uDQA7WRIs+YlwMAAJjn7t27GjBggGrVqqVz585JkqKjo/Xnn3+anAywL8eOHVP16tXjtXt6eio0NDT1AwEAACDFWSyWVFnsgWlzAkhS//791bZtW5UvX14vvPCCpk2bplu3bikwMFCS1KZNG+XJk0cTJkyQJDVu3FhTp05VmTJlVLFiRZ04cULDhg1T48aNrcWA9OLIAz0ByiTcMQIAAKRjBw4cUKtWrXTkyBFrW82aNbVo0SLly5fPxGSA/cmZM6dOnDghf39/m/YdO3aoQIEC5oQCAAAAUompRYBmzZrpypUrGj58uIKDg1W6dGlt3LjROlnwuXPnbO78/+CDD2SxWPTBBx/o/PnzypEjhxo3bqxx48aZ9RJSRMx/OjUU8jYnBwAASH1RUVGaOHGiRo4cqaioKEmxPRvHjx+vvn37xusVCeDxOnXqpD59+mjBggWyWCy6cOGCdu3apYEDB2rYsGFmxwMAAEAKsJe79FODxXjYODrpVHh4uDw9PRUWFpZmhwYKuyuV/DRu+2wf87IAAIDUc/bsWbVo0UK7du2ytpUuXVpLly7V888/b2IyIHHS6rW2YRjWucRu374tKba4NnDgQI0ZM+aJntOt3sTkjIh0oMurZdTvrYry9c6swycvq//sH/TbsYsP3b/n6+XVqXFp+flk1dWwO/r652MaNn+7Iu5FS5I83Jw1ol01vVqlsHJ4uev3E5c18OMftO94cGq9JNiJM6v7mx0BacxXXy7XF0sX6trVEBUsXER93h2i4s8HJLjv6ZMnNP/TWTp+9IiCL15Qz37v6+2WrW32Obj/N30RtFDHjh7R1ZArGjd5uqrVrJMaLwV2xjer0+N3SkX5en+bKuc5O6NxqpznaXArWRp0NypuvXwu83IAAIDU5erqqr///luS5ODgoKFDh+rXX3+lAAA8JYvFoqFDh+ratWv6448/tHv3bl25ckUjRozQhQsXzI6HdKBpjaKa2KW2xi3dqUrdFunQqctaO+Ft5fByT3D/ZrWKaUzHGhoftFOlO3ymrlM3qGnNohrdvoZ1n0/6v6zaZf3VfuJ3Kt95gX7Yd1rrJjVX7mc8UutlAbBDW77foNnTJqldx276LGilChUuooG9uuj6tasJ7n/37h3lzpNXXXr2lfcz2RPe584dFXyuiPq9NzQlowPJjjkB4lAESIO2nY1bD4swLwcAAEhdvr6+mjt3rgoVKqQdO3Zo7NixcnZ2NjsWkG44OzurePHieuGFF+Th4aE///xTfn5+ZsdCOtD7zQpauOF3BW06rKPnrqrX9E26E3FPbesnfOfti8/n0a4//9WKrX/p3KVwbdl3Rl9u/Uvli8beBebqnElNqhXR0HlbtfPwvzp1IVTjgnbq5Pnr6tS4TGq+NAB25stlS/RKk6Zq+Orr8i9QUAMGD5erq6vWrf06wf2LPR+g7n0Gqs5LDR963flilWrq1K23qteqm5LRgWRHESAORYA06K8HJgUumnARFgAApAOrV69WSEiITdvrr7+uP/74Q5UqVTIpFQAgKZwyOajMczn14/64u7kMQ/px/xm9UDxPgsfs/vO8yhTOqfJFYn/098/pqfovFNTGPSclSZkcHZTJ0UF3/39ooPvuRkapcom8KfRKANi7e/fu6fjRIyr/wovWNgcHB5V74UX9efh3E5MBMJupEwMjYR4PFF5r+5sWAwAApJDr16+rR48eWr58uZo2baovv/zS5g4SFxcXE9MBAJIiu6e7Mjk66PL1Wzbtl6/fVhG/ZxI8ZsXWv/SMp7u2fPSOLBbJKZOj5n57QJOX75Yk3bwTqd1/ntfgdyrr2LmrunT9lt6uVUwVi+XWyQvXU/w1AbBPYaHXFR0drWzetv/b4+39jM6dOW1SKsBE9nGTfqqgJ0Aa55PZ7AQAACA5bd68WQEBAVq+fLkkadWqVfrpp59MTgXgUSIiIhQeHm6zGDFRjz8QeIhqJf30bosX1Wfm96rUbZGajfxKDSoW1KB3Klv3aT/xO1ks0qkveihs/UD1aFJOX279SzGGicEBAIBdoicAAABAKrh9+7bef/99zZo1y9rm5eWl2bNnq3r16iYmA9KvQ4cOPfLxY8eOJep5JkyYoFGjRtm0OeavI6eC9Z44G9KPkLDbioqOkU822zu4fLK5K/g/vQPuG9Gumpb/8KcWbYj9G/3zTIjcXZ00u+/LmrjsFxmGdPpiqF4asFzurk7K6u6s4Gu3FDT0VZ2+GJrSLwmAnfL0yiZHR8d4kwBfu3b1oZP+AumZvYzXnxooAgAAAKSwvXv3qnXr1jY/ONatW1cLFy5U3ryM7QyklNKlS8tiscgw4t86fb89MV8OBw8erP79+9u0+bw+M9lywr7di4rRgePBqlUmn7795W9JksUi1Srjrzlr9iV4jJuLk2L+83cZ8/+3+P/3b/b23Xu6ffeevDxcVLd8fg2dty1lXggAu+fk5KTnihbXvr2/qlrNOpKkmJgY7d/7q15/q4XJ6QCYiSIAAABACrl3757GjRunsWPHKjo6dnJHV1dXTZo0ST169JCDAyMzAinp9OnkGf/YxcUl3lwdFge+SiHOjNV7Ne+9Rtp3PFi/Hbuonq+Xl7urk5ZsOixJ+uy9RroQckPDF8QO/7Z+9wn1frOCfj9xWXuOXlDB3Nk0vG01rd99wloMqFs+vyySjv97TQVzZ9P4zjV1/J9r1ucEgIS83bKNJowaqiLFnlex50to5fKlunPnjho2biJJGjdisLLn8FGXnv0kxV6vnjl10roecuWS/j52VG7u7srr96yk2B6t5/85Zz3HxQvn9fexo8rq6SnfnLlS9wUCSUBPgDhcuaZB3x03OwEAAEgO3333nc0QIhUqVNCSJUtUtGhRE1MBGUe+fPnMjoAMYtX2o8ru5a7hbavKN1tmHTp5Wa8N+VKXQ29Lkvx8strc+f+/z2OH/BnRrppyZ/dQSNgdrdt9QiMXxM0R4+nuotEdqitP9iy6duOu1uw4phELflJUdEyqvz4A9qPOSw0UGnpdCz6dpWtXQ1TouaL6cMYc63BAl4IvymKJuxEl5MpldWjV1Lr9xdJF+mLpIpUuW14zPl0kSTr21x/q07W9dZ9ZH02SJL3c6DUNGTkuFV4VgKdlMRLqG5uOhYeHy9PTU2FhYcqaNavZcRLUbJW0+3zs+vqW0vM5zM0DAACejGEYeuONN/Ttt99q2LBhGjJkiJycnMyOBaQYe7jWDggI0Pr16+Xn5/dUz+NWb2IyJQKAp3Nmdf/H7wQAqcA3a9r6rlNo4IZUOc+JDxukynmeBj0B0qB/b8St+3ualwMAACRNaGiovLy8rNsWi0Vz587VmTNnVKFCBfOCAbA6c+aM7t27Z3YMAAAAINUwEG0a9G943DpDVwEAkPYZhqGlS5fK399f3377rc1jOXLkoAAAAAAAAKnMYrGkymIPKAKkMf8d3tE9bfWiAQAA/3H16lW9/fbbat26tcLCwtSxY0dduXLF7FgAHqJatWpyc3MzOwYAAACQahgOKI05eMnsBAAAILE2bNig9u3bKzg42NpWr149xv0H0rD169ebHQEAAACpwE5u0k8VFAHSmD8ux60XZ0JgAADSpJs3b2rgwIH69NNPrW3e3t6aM2eO3nrrLROTAXiYv//+W1u3btXly5cVE2Pb/Xb48OEmpQIAAABSHkWANMbZMW69tr9pMQAAwEPs2rVLrVu31smTJ61tDRo00Pz585UrVy4TkwF4mHnz5qlbt27Knj27cubMaTN2q8VioQgAAACQDtnLeP2pgSJAGnPpZtz6s57m5QAAAPEtWbJEgYGB1ruI3d3dNXXqVHXu3JkLTCANGzt2rMaNG6f333/f7CgAAABAqqMIkMb8cDpuPSrm4fsBAIDUV6tWLWXJkkVhYWGqVKmSlixZokKFCpkdC8BjXL9+naG6AAAAMhju04rjYHYA2Dr8wJwARZ4xLwcAAIjPz89PH3/8scaNG6effvqJAgBgJ9566y19//33ZscAAAAATEFPgDSmYDbp5PXY9dI5zc0CAEBGdubMGQ0dOlQff/yxPD3jxuhr2bKliakAPIlChQpp2LBh2r17twICAuTk5GTzeO/evU1KBgAAgJTi4EBXgPsoAqRRmRxiFwAAkLoMw9CiRYvUp08f3bhxQ05OTlq0aJHZsQA8hblz58rDw0Pbt2/X9u3bbR6zWCwUAQAAAJCuUQRIo9z4ZAAASHWXL19W586dtWbNGmvbtm3bdO3aNXl7e5uYDMDTOH369ON3AgAAQLrCnABxuNccAABA0tq1axUQEGBTAGjXrp0OHTpEAQBIRwzDkGEYZscAAAAAUg1FAAAAkKGFh4erQ4cOeu2113T58mVJUvbs2fX1119r4cKFypo1q8kJASSHJUuWKCAgQG5ubnJzc1PJkiUVFBRkdiwAAACkEIvFkiqLPWDQGQAAkGH9/PPPatOmjc6cOWNta9y4sebNmydfX1/zggFIVlOnTtWwYcPUs2dPValSRZK0Y8cOde3aVSEhIerXr5/JCQEAAICUQxEAAABkWIcOHbIWADw8PDR9+nQFBgbazd0cABJn5syZ+uSTT9SmTRtr26uvvqrnn39eI0eOpAgAAACQDvG1Lg5FAAAAkGF1795da9eu1Z07d7R48WLlz5/f7EgAUsDFixdVuXLleO2VK1fWxYsXTUgEAAAApB7mBAAAABlCdHS0Nm/ebNNmsVi0YsUKbd26lQIAkI4VKlRIX375Zbz2FStWqHDhwiYkAgAAQEpjToA49AQAAADp3smTJ9WmTRv98ssv2rx5s+rWrWt9zMvLy7xgAFLFqFGj1KxZM/3000/WOQF27typLVu2JFgcAAAAANITegIAAIB0yzAMzZ07V6VKldIvv/wiSerYsaMiIyNNTgYgNb355pv69ddf9cwzz+ibb77RN998o+zZs2vPnj16/fXXzY4HAACAFEBPgDj0BAAAAOnSxYsX1bFjR61fv97aVqBAAS1ZskTOzs4mJgNghnLlyunzzz83OwYAAACQ6igCAACAdGfVqlXq2rWrrl69am3r1KmTpkyZoixZspiYDEBqcnBweOzdWRaLRVFRUamUCAAAAKnFTm7STxUUAQAAQLoRGhqqXr16aenSpdY2X19fffbZZ3rllVdMTAbADF9//fVDH9u1a5dmzJihmJiYVEwEAAAApD6KAAAAIN3o1KmTVq1aZd1+4403NGfOHOXIkcPEVADM8tprr8VrO3bsmAYNGqRvv/1W77zzjkaPHm1CMgAAAKQ0exmvPzUwMTAAAEg3JkyYIHd3d2XNmlVLlizRqlWrKAAAkCRduHBBnTp1UkBAgKKionTw4EEtXrxY+fLlMzsaAAAAkKLoCZDGnLxudgIAAOxHZGSkzSS/hQoV0ooVK1SyZEk9++yzJiYDkFaEhYVp/PjxmjlzpkqXLq0tW7aoWrVqZscCAABACqMjQBx6AqQhl27Grd+INC8HAABpXVRUlEaPHq2yZcvq9u3bNo+98sorFAAASJImTZqkAgUK6LvvvtPy5cv1yy+/UAAAAABAhkNPgDRk5l6zEwAAkPYdO3ZMbdq00Z49eyRJ7733nmbNmmVyKgBp0aBBg+Tm5qZChQpp8eLFWrx4cYL7ffXVV6mcDAAAACmNOQHiUARIQ344FbfesJB5OQAASIsMw9DHH3+sd999V3fu3JEkOTo66plnnpFhGFzgAYinTZs2/G8DAAAAMjyKAGnI7Xtx60PppQwAgNX58+cVGBiozZs3W9uee+45LVmyRBUrVjQxGYC0bNGiRWZHAAAAgEm4FyQOcwKkIWERcevZXM3LAQBAWrJ8+XKVKFHCpgDQo0cPHThwgAIAAAAAAACPQU+ANMTDWbr5/xMCZ3Y2NwsAAGYzDEPt2rXTkiVLrG25c+fWwoUL9dJLL5mYDAAAAACQ1jEsZBx6AqRBhb3NTgAAgPksFouKFy9u3W7evLkOHz5MAQAAAAAAgCSgJwAAAEizBg4cqF9++UUtWrRQ8+bNzY4DAAAAALATdASIQxEAAACkCbt379bevXvVq1cva5ujo6PWrFljYioAAAAAAOwbRQAAAGCqyMhIjRkzRuPHj5cklStXTpUrVzY5FQAAAADAnjEnQBzmBAAAAKY5cuSIKlWqpLFjxyomJkYxMTGaNWuW2bEAAAAAAEg3KAIAAIBUFxMTo2nTpqls2bLav3+/JClTpkwaM2aMlixZYnI6AAAAAIC9s1hSZ7EHDAcEAABS1blz59SuXTtt3brV2lasWDEFBQWpXLlyJiYDAAAAACD9oSdAGnIz0uwEAACkHMMwtGTJEgUEBNgUAPr27at9+/ZRAAAAAAAAJBuLxZIqiz2gJ0AacehS3HroXfNyAACQUqKiovTRRx8pPDxckuTn56dFixapdu3aJicDAAAAACD9oidAGnEgOG79ym3zcgAAkFKcnJwUFBQkFxcXtW7dWocOHaIAAAAAAABIEcwJEIeeAGnEltNx6+9XNi8HAADJ5caNG7py5YoKFChgbStRooT+/PNPFSxY0MRkAAAAAABkHPQESCNyesSt5/MyLQYAAMlix44dKlWqlJo0aaKIiAibxygAAAAAAABSGnMCxKEIkAYV9jY7AQAATyYiIkKDBg1S9erVdfr0aR0+fFijR482OxYAAAAAABkWwwEBAIBkcfjwYbVq1UqHDh2ytlWpUkUdOnQwMRUAAAAAICOyk5v0UwU9AQAAwFOJjo7W5MmTVb58eWsBwMnJSf/73/+0fft2mzkBAAAAAABA6qInAAAAeGKnT59W27Zt9fPPP1vbAgICFBQUpFKlSpmYDAAAAACQkdnLeP2pgSJAGnE0xOwEAAAkTWhoqMqWLavQ0FBJsRdYAwcO1JgxY+Ti4mJuOAAAAAAAIInhgNKMB4sAmfhUAAB2wMvLS7169ZIk+fv7a9u2bZo0aRIFAAAAAACA6SwWS6os9oCeAGlEPi/p+NXY9fxeZiYBAODhDMOwucgZNmyYnJyc1KdPH2XNmtXEZAAAAAAAICHcc55G3C8AZHZi5moAQNoTFhamdu3aacKECTbtTk5OGjZsGAUAAAAAAECaYrGkzmIP6AmQBty+F7d+697D9wMAwAzbtm1T27Ztde7cOWXKlEkNGjRQmTJlzI4FAAAAAAASgZ4AaUCMEbee2cm8HAAAPOju3bsaMGCAatWqpXPnzkmS3NzcrOsAAAAAAKRVzAkQh54AacDp0Lj1srlMiwEAgNWBAwfUqlUrHTlyxNpWs2ZNLVq0SPny5TMxGQAAAAAASAp6AqQBW07Frd+IMC8HAABRUVEaN26cXnjhBWsBwMXFRVOmTNGWLVsoAAAAAAAA7AJzAsShJ0Aa8GXcTZZ6rYh5OQAAGduFCxfUtGlT7dq1y9pWunRpBQUFqUSJEiYmAwAAAAAAT4qeAGlAIe+49arPmpcDAJCxZcuWTdevX5ckOTg4aMiQIfr1118pAAAAAAAA7A5zAsShCJDG+HqYnQAAkFG5ubkpKChIRYsW1c8//6xx48bJ2dnZ7FgAAAAAACQZwwHFYTggAAAyqJUrV6pkyZIqUiRuLLry5cvrjz/+kKOjo4nJAAAAAABAcnmqngB3795NrhwAACCVXL9+Xe+8847efvtttWnTRlFRUTaPUwAAAAAAANg7B4slVRZ7kOQiQExMjMaMGaM8efLIw8NDp06dkiQNGzZM8+fPT/aAGcH2s2YnAABkFD/88IMCAgK0bNkySdKePXv09ddfm5wKAAAAAACklCQXAcaOHatFixZp0qRJNuMElyhRQp999lmyhssoMj3wKbhw8yUAIAXcvn1bvXv3Vr169XT+/HlJkpeXlz7//HM1bdrU5HQAAAAAACQv5gSIk+QiwJIlSzR37ly98847NsMFlCpVSkePHk3WcBmF+wMzM7gySwMAIJnt3btXZcuW1cyZM61tdevW1eHDh9WyZUtZ7OWqBQAAAAAAOzd79mz5+/vL1dVVFStW1J49ex65f2hoqHr06KFcuXLJxcVFzz33nNavX5+kcya5CHD+/HkVKlQoXntMTIzu3buX1KfDAwpmMzsBACA9uXfvnkaOHKlKlSrp2LFjkiRXV1fNmDFDmzZtUt68eU1OCAAAAABAyrBYLKmyJMWKFSvUv39/jRgxQvv371epUqVUv359Xb58OcH9IyMjVa9ePZ05c0arVq3SsWPHNG/ePOXJkydJ503yfefFixfXzz//rHz58tm0r1q1SmXKlEnq0wEAgBSyb98+jR49WoZhSJIqVKigJUuWqGjRoiYnAwAAAAAg45k6dao6deqkwMBASdKcOXO0bt06LViwQIMGDYq3/4IFC3Tt2jX98ssvcnJykiT5+/sn+bxJLgIMHz5cbdu21fnz5xUTE6OvvvpKx44d05IlS/Tdd98lOQCk8EizEwAA0qMXX3xR/fr10/Tp0zVs2DANGTLEetEAAAAAAEB65pBKI99GREQoIiLCps3FxUUuLi42bZGRkdq3b58GDx5sbXNwcFDdunW1a9euBJ977dq1qlSpknr06KE1a9YoR44catmypd5//32bofofJ8nDAb322mv69ttv9cMPPyhz5swaPny4/vrrL3377beqV69eUp8uw7v5QAHg/2/UBADgiQQHBysmJsambdy4cdqzZ49GjBhBAQAAAAAAgGQ2YcIEeXp62iwTJkyIt19ISIiio6Pl6+tr0+7r66vg4OAEn/vUqVNatWqVoqOjtX79eg0bNkxTpkzR2LFjk5TxiaahrVatmjZv3vwkh+I/gm/GrZ8KNS0GAMCOGYahZcuWqUePHho1apT69OljfczV1VVly5Y1MR0AAAAAAKkvqeP1P6nBgwerf//+Nm3/7QXwpGJiYuTj46O5c+fK0dFR5cqV0/nz5zV58mSNGDEi0c+T5J4ABQoU0NWrV+O1h4aGqkCBAkl9OjygaTGzEwAA7M3Vq1f19ttvq1WrVgoLC9OgQYP0119/mR0LAAAAAIAMwcXFRVmzZrVZEioCZM+eXY6Ojrp06ZJN+6VLl5QzZ84EnztXrlx67rnnbIb+KVasmIKDgxUZmfgx5pNcBDhz5oyio6PjtUdEROj8+fNJfTo8IJWGqQIApBPr169XiRIltGrVKmvbm2++qVy5cpmYCgAAAAAA81ksqbMklrOzs8qVK6ctW7ZY22JiYrRlyxZVqlQpwWOqVKmiEydO2Az9e/z4ceXKlUvOzs6JPneiiwBr167V2rVrJUmbNm2ybq9du1Zff/21xowZ80QzE8+ePVv+/v5ydXVVxYoVtWfPnkfuHxoaqh49eihXrlxycXHRc889p/Xr1yf5vAAA2KubN2+qa9euatSokXXcQG9vb3355ZdaunSpvLy8zA0IAAAAAADi6d+/v+bNm6fFixfrr7/+Urdu3XTr1i0FBgZKktq0aWMzcXC3bt107do19enTR8ePH9e6des0fvx49ejRI0nnTfScAE2aNJEUO5ZS27ZtbR5zcnKSv7+/pkyZkqSTr1ixQv3799ecOXNUsWJFTZs2TfXr19exY8fk4+MTb//IyEjVq1dPPj4+WrVqlfLkyaOzZ8/yYwcAIMP45Zdf1KZNG508edLa1qBBA82fP58eAAAAAAAA/D9LGhx3pVmzZrpy5YqGDx+u4OBglS5dWhs3brROFnzu3Dk5OMTdt+/n56dNmzapX79+KlmypPLkyaM+ffro/fffT9J5E10EuN/lIH/+/Nq7d6+yZ8+epBMlZOrUqerUqZO10jFnzhytW7dOCxYs0KBBg+Ltv2DBAl27dk2//PKLnJycJOmJeh8AAGCPvvnmG7355pvWf5Pd3d01depUde7cOdUmPAIAAAAAAE+uZ8+e6tmzZ4KPbdu2LV5bpUqVtHv37qc6Z5LnBDh9+nSyFAAiIyO1b98+1a1bNy6Mg4Pq1q2rXbt2JXjM2rVrValSJfXo0UO+vr4qUaKExo8fn+AcBQAApDd16tRRvnz5JMVeBPz+++/q0qULBQAAAAAAAP7DwZI6iz1IdE+AB926dUvbt2/XuXPn4s1C3Lt370Q9R0hIiKKjo61dHe7z9fXV0aNHEzzm1KlT+vHHH/XOO+9o/fr1OnHihLp376579+5pxIgRCR4TERGhiIgI63Z4eHii8gEAkNZkyZJFixcv1s8//6z33ntPmTI90T/jAAAAAAAgA0nyrwcHDhxQw4YNdfv2bd26dUve3t4KCQmRu7u7fHx8El0EeBIxMTHy8fHR3Llz5ejoqHLlyun8+fOaPHnyQ4sAEyZM0KhRo1Is09MyzA4AAEiTzpw5o169emnmzJk2Q99Vq1ZN1apVMy8YAAAAAAB2gF7zcZI8HFC/fv3UuHFjXb9+XW5ubtq9e7fOnj2rcuXK6cMPP0z082TPnl2Ojo66dOmSTfulS5eUM2fOBI/JlSuXnnvuOTk6OlrbihUrpuDg4Hg9Eu4bPHiwwsLCrMs///yT6Iyp4fDluPVoKgIAkOEZhqGFCxeqZMmS+u6779SuXTvrHAAAAAAAAABJleQiwMGDBzVgwAA5ODjI0dFRERER8vPz06RJkzRkyJBEP4+zs7PKlSunLVu2WNtiYmK0ZcsWVapUKcFjqlSpohMnTtj8GHL8+HHlypVLzs7OCR7j4uKirFmz2ixpSdQD0xncTLiOAQDIIC5fvqzXX39d7du3140bNyTF9ghIawVsAAAAAADSOosldRZ7kOQigJOTkxwcYg/z8fHRuXPnJEmenp5J/pGif//+mjdvnhYvXqy//vpL3bp1061btxQYGChJatOmjQYPHmzdv1u3brp27Zr69Omj48ePa926dRo/frx69OiR1JeRJtXyNzsBAMAsa9asUYkSJbRmzRprW7t27XTo0CHrZMAAAAAAAABJleQ5AcqUKaO9e/eqcOHCqlGjhoYPH66QkBAFBQWpRIkSSXquZs2a6cqVKxo+fLiCg4NVunRpbdy40TpZ8Llz56wFB0ny8/PTpk2b1K9fP5UsWVJ58uRRnz599P777yf1ZQAAkCaEh4erX79+WrBggbUte/bsmjdvnpo0aWJeMAAAAAAA7JiDvdymnwqSXAQYP368dYiCcePGqU2bNurWrZsKFy6s+fPnJzlAz5491bNnzwQf27ZtW7y2SpUqaffu3Uk+T1r15xWzEwAAzLJz5061atVKZ86csbY1btxY8+bNsxbEAQAAAAAAnkaSiwDly5e3rvv4+Gjjxo3JGiijuXYnbv0e8z4CQIYSHh5uLQB4eHho+vTpCgwMlIW7FQAAAAAAeCp8tY6T5DkBHmb//v165ZVXkuvpMozMD8xnXJqbPgEgQ2nQoIG6dOmiatWq6dChQ2rfvj0FAAAAAAAAkKySVATYtGmTBg4cqCFDhujUqVOSpKNHj6pJkyaqUKGCYmK4lf1pODuanQAAkFKio6O1YsUKGYZh0z5t2jRt3bpV+fPnNykZAAAAAADpj8ViSZXFHiS6CDB//nw1aNBAixYt0sSJE/Xiiy9q6dKlqlSpknLmzKk//vhD69evT8msAADYpZMnT6p69epq3rx5vPlzXF1d5ehIFRgAAAAAAKSMRBcBpk+frokTJyokJERffvmlQkJC9PHHH+vw4cOaM2eOihUrlpI5AQCwO4ZhaO7cuSpVqpR++eUXSdKAAQMUFhZmcjIAAAAAANI3iyV1FnuQ6CLAyZMn9dZbb0mS3njjDWXKlEmTJ09W3rx5UywcAAD2Kjg4WI0bN1aXLl1069YtSVKBAgW0fv16eXp6mpwOAAAAAABkFJkSu+OdO3fk7u4uKXY8JRcXF+XKlSvFggEAYK9WrVqlrl276urVq9a2Tp06aerUqfLw8DAxGQAAAAAAGYODvdymnwoSXQSQpM8++8z640VUVJQWLVqk7Nmz2+zTu3fv5EuXASz/w+wEAIDkEhoaql69emnp0qXWNl9fX82fP1+NGjUyMRkAAAAAAMioEl0EePbZZzVv3jzrds6cORUUFGSzj8VioQjwFHJycygA2LXhw4fbFADefPNNzZkzJ17BHAAAAAAApCz6AcRJdBHgzJkzKRgjY7obZbudzc2cHACA5DFy5EitXr1aN2/e1KxZs9SqVStZ6H4IAAAAAABMlKThgJC8Yoy4dQ9n83IAAJ7MzZs3bcb49/b21urVq5U7d249++yzJiYDAAAAACBj46a8OA5mB0CsUr5mJwAAJFZUVJRGjx6tQoUK6eLFizaPvfjiixQAAAAAAABAmkFPAAAAkuD48eNq3bq19uzZI0nq0KGD1q1bxx0GAAAAAACkIQ58TbeiJ4CJ/g2PW39waCAAQNpjGIZmz56t0qVLWwsAjo6OKl++vKKjo01OBwAAAAAAkDB6Apjo8q249dOhpsUAADzG+fPnFRgYqM2bN1vbChcurKCgIFWsWNHEZAAAAAAAICH02I/zRD0BTp48qQ8++EAtWrTQ5cuXJUkbNmzQn3/+mazhMpKmxcxOAABIyPLly1WiRAmbAkCPHj104MABCgAAAAAAACDNS3IRYPv27QoICNCvv/6qr776Sjdv3pQk/f777xoxYkSyB0zPDIYAAoA0rUePHmrZsqVCQ0MlSblz59amTZs0a9YsZc6c2dxwAAAAAADgoSyW1FnsQZKLAIMGDdLYsWO1efNmOTs7W9tr166t3bt3J2u49G73+bh16gEAkPbUrl3but68eXMdPnxYL730komJAAAAAAAAkibJcwIcPnxYy5Yti9fu4+OjkJCQZAmVUbg88O5HRJmXAwCQsDfffFM9e/ZUlSpV1Lx5c7PjAAAAAACARGJOgDhJ7gng5eWlixcvxms/cOCA8uTJkyyhMqLKfmYnAICM7ddff9X7778fr33mzJkUAAAAAAAAgN1Kck+A5s2b6/3339fKlStlsVgUExOjnTt3auDAgWrTpk1KZAQAIMXcu3dPo0eP1vjx4xUTE6PSpUurRYsWZscCgAxn7dq1id731VdfTcEkAAAASA8c6AhgleQiwPjx49WjRw/5+fkpOjpaxYsXV3R0tFq2bKkPPvggJTKmWxtPmJ0AADK2I0eOqHXr1tq/f7+1bcmSJWrevDndBgEglTVp0iRR+1ksFkVHR6dsGAAAACAdSXIRwNnZWfPmzdOwYcP0xx9/6ObNmypTpowKFy6cEvnSNW+3uPWsLublAICMJiYmRtOnT9fgwYMVEREhScqUKZNGjBihQYMGUQAAABPExMSYHQEAAADpCN/t4yS5CLBjxw5VrVpVzz77rJ599tmUyJRhZHpgRobC3ublAICM5Ny5c2rXrp22bt1qbStWrJiCgoJUrlw5E5MBAAAAAAAkvyQXAWrXrq08efKoRYsWatWqlYoXL54SuQAASFaGYSgoKEi9evVSeHi4tb1v374aP3683NzcHnE0ACC13bp1S9u3b9e5c+cUGRlp81jv3r1NSgUAAAB7QT+AOEkuAly4cEFffPGFli9frv/9738qWbKk3nnnHbVo0UJ58+ZNiYwAACSL1atXWwsAfn5+WrRokWrXrm1yKgDAfx04cEANGzbU7du3devWLXl7eyskJETu7u7y8fGhCAAAAAAkgcPjd7GVPXt29ezZUzt37tTJkyf11ltvafHixfL39+eHFABAmmWxWDR37lzlyJFDrVu31qFDh/h3CwDSqH79+qlx48a6fv263NzctHv3bp09e1blypXThx9+aHY8AAAA2AEHiyVVFnuQ5CLAg/Lnz69Bgwbpf//7nwICArR9+/bkygUAwFO5efOmDhw4YNPm6+urQ4cOacmSJfLy8jInGADgsQ4ePKgBAwbIwcFBjo6OioiIkJ+fnyZNmqQhQ4aYHQ8AAACwK09cBNi5c6e6d++uXLlyqWXLlipRooTWrVuXnNkAAHgiO3bsUKlSpdSgQQOFhITYPJYzZ06TUgEAEsvJyUkODrFfVXx8fHTu3DlJkqenp/755x8zowEAAMBOWCyps9iDJBcBBg8erPz586t27do6d+6cpk+fruDgYAUFBenll19OiYwAACRKRESEBg0apOrVq+vUqVO6dOmS+vXrZ3YsAEASlSlTRnv37pUk1ahRQ8OHD9fnn3+uvn37qkSJEianAwAAAOxLkicG/umnn/Tuu+/q7bffVvbs2VMiEwAASXb48GG1atVKhw4dsrZVqVJFI0eONC8UAOCJjB8/Xjdu3JAkjRs3Tm3atFG3bt1UuHBhLViwwOR0AAAAsAcWe7lNPxUkuQiwc+fOlMgBAMATiY6O1tSpU/XBBx8oMjJSUuwwEqNHj9a7774rR0dHkxMCAJKqfPny1nUfHx9t3LjRxDQAAACAfUtUEWDt2rVq0KCBnJyctHbt2kfu++qrryZLMAAAHuf06dNq27atfv75Z2tbiRIlFBQUpNKlS5sXDAAAAAAAmIqOAHESVQRo0qSJgoOD5ePjoyZNmjx0P4vFoujo6OTKBgDAQ0VGRqpatWo6f/68pNh/gwYOHKgxY8bIxcXF5HQAgKeRP3/+R3bfPnXqVCqmAQAAAOxboooAMTExCa4DAGAWZ2dnjRs3Tu3atZO/v78WL16s6tWrmx0LAJAM+vbta7N97949HThwQBs3btS7775rTigAAADYFQe6AlgleU6AJUuWqFmzZvHusoyMjNQXX3yhNm3aJFs4AAAeFB0dbTPGf5s2bXTr1i21atVKWbNmNTEZACA59enTJ8H22bNn67fffkvlNAAAAIB9c0jqAYGBgQoLC4vXfuPGDQUGBiZLKAAAHhQWFqZ27dqpc+fONu0Wi0Xdu3enAAAAGUSDBg20evVqs2MAAADADlgsqbPYgyT3BDAMI8HxOf/99195enomSygAAO7btm2b2rZtq3PnzkmKnYD+tddeMzkVAMAMq1atkre3t9kxAAAAALuS6CJAmTJlZLFYZLFYVKdOHWXKFHdodHS0Tp8+rZdffjlFQgIAMp67d+9q6NChmjp1qrUtS5Ysunv3rompAACp4f53j/sMw1BwcLCuXLmijz/+2MRkAAAAsBcJ3cieUSW6CNCkSRNJ0sGDB1W/fn15eHhYH3N2dpa/v7/efPPNZA8IAMh4Dhw4oFatWunIkSPWtho1amjRokXy9/c3LxgAIFW89tprNl/aHBwclCNHDtWsWVNFixY1MRkAAABgfxJdBBgxYoQkyd/fX82aNZOrq2uKhQIAZExRUVGaOHGiRo4cqaioKEmSi4uLxo8fr759+8rBIclT2QAA7NDIkSPNjvBY1ze8b3YEAJAkZavQ0+wIACBJunNgltkRbPALQpwkzwnQtm3blMgBAMjgrl27pkaNGmn37t3WttKlSysoKEglSpQwMRkAILU5Ojrq4sWL8vHxsWm/evWqfHx8FB0dbVIyAAAA2AuGA4qTqCKAt7e3jh8/ruzZsytbtmyPfAOvXbuWbOEAABmHl5eXdag5BwcHDRo0SCNGjJCzs7PJyQAAqc0wjATbIyIi+HcBAAAASKJEFQE++ugjZcmSxbpOFSV5HLpkdgIASDscHBy0YMECvfHGG5o+fboqV65sdiQAQCqbMWOGpNi7tj777DObeciio6P1008/MScAAAAAEsWBn7CtElUEeHAIoHbt2qVUlgzn6p24df4oAWQ0K1eulI+Pj2rUqGFt8/Pz0549eyg2A0AG9dFHH0mK7QkwZ84cOTo6Wh9zdnaWv7+/5syZY1Y8AAAAwC4leU6A/fv3y8nJSQEBAZKkNWvWaOHChSpevLhGjhxJ99wk8HKVQu/Grmd1MTcLAKSW69evq2fPnlq2bJn8/Px0+PBheXp6Wh+nAAAAGdfp06clSbVq1dJXX32lbNmymZwIAAAA9oqbruMkeZLkLl266Pjx45KkU6dOqVmzZnJ3d9fKlSv13nvvJXvAjCC/l9kJACB1/PDDDwoICNCyZcskSf/8848+//xzk1MBANKarVu3UgAAAAAAkkmSiwDHjx9X6dKlJcUO5VCjRg0tW7ZMixYt0urVq5M7HwAgHbh9+7Z69+6tevXq6fz585IkT09PLV26VN26dTM5HQAgrXnzzTc1ceLEeO2TJk3SW2+9ZUIiAAAA2BuLxZIqiz1IchHAMAzFxMRIir2js2HDhpJix3EOCQlJ3nQAALu3d+9elS1bVjNnzrS21alTR4cPH9Y777xjN/9gAgBSz08//WT9nvGgBg0a6KeffjIhEQAAAGC/klwEKF++vMaOHaugoCBt375djRo1khQ7fqevr2+yBwQA2Kd79+5p5MiRqlSpko4dOyZJcnV11YwZM/T999/Lz8/P5IQAgLTq5s2bCc415uTkpPDwcBMSAQAAwN44WFJnsQdJLgJMmzZN+/fvV8+ePTV06FAVKlRIkrRq1SpVrlw52QMCAOzTP//8o8mTJys6OlpSbBH5wIED6tWrlxwckvzPDwAgAwkICNCKFSvitX/xxRcqXry4CYkAAAAA+5UpqQeULFlShw8fjtc+efJkOTo6JkuojCIiyuwEAJByChQooMmTJ6t379764IMPNHToUDk5OZkdCwBgB4YNG6Y33nhDJ0+eVO3atSVJW7Zs0bJly7Rq1SqT0wEAAMAeMPpwnCQXAe7bt2+f/vrrL0lS8eLFVbZs2WQLlRFEx0h3KAIASEf+/fdfeXt7y93d3drWrVs31axZk7s2AQBJ0rhxY33zzTcaP368Vq1aJTc3N5UqVUo//vijvL29zY4HAAAA2JUkFwEuX76sZs2aafv27fLy8pIkhYaGqlatWvriiy+UI0eO5M6YLp0Ni1s/HWpaDAB4aoZhaNmyZerRo4fatGmjGTNmWB+zWCwUAAAAT6RRo0bW+cfCw8O1fPlyDRw4UPv27bMONQcAAAA8jANdAaySPChzr169dPPmTf3555+6du2arl27pj/++EPh4eHq3bt3SmRM96o/a3YCAHgyV69eVbNmzdSqVSuFhYVp5syZ2rJli9mxAADpxE8//aS2bdsqd+7cmjJlimrXrq3du3ebHQsAAACwK0nuCbBx40b98MMPKlasmLWtePHimj17tl566aVkDZdR5MhsdgIASLoNGzaoffv2Cg4Otra98847DA8HAHgqwcHBWrRokebPn6/w8HC9/fbbioiI0DfffEPvMgAAACRaku9+T8eS/F7ExMQkOLGjk5OTYmJikiUUACD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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:07:48,599 INFO: === Dataset: h ===\n", "2025-02-25 08:07:51,177 INFO:Total samples: 6000\n", "2025-02-25 08:08:10,161 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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H+bzz3v87FM5/r6PvaNOmjVGwYEHr6169ehleXl5GXFzcfXP/9/ONiYkxfHx8jFKlShk3b960bvftt98akoxhw4bZnE+SzTWgYdz+vlChQoX7nvPe9/Hss88ahmEYFStWNNq3b28Yxu3rQFdXV2PRokVJfgZJXUtu27bNkGSEhoZa2x40HNCda71169Ylue6/318+/vhjQ5KxePFiY/v27Yazs3OiIYySMm3aNOt+d8TExBiBgYGGp6endZipEydOGJKMJ554wuZvc+XKlYYk45tvvnngee78N1ivXj2b6/k+ffoYzs7OxuXLlx+aFQDsRU8AAOmCp6enrl69Kun2ECY//vij3n77bV29elWRkZGKjIzUhQsX1KBBAx05ciRR99bH0bt3b61fv16LFi1Sw4YNFR8fr5iYmGTvX7x4ceXJk0f+/v5q166dihYtqrVr1ypr1qzWbe68t6S6Jt9xZ11UVJTN/3/QPg8TFRX1WPs/TJs2beTh4WHT1rRpU8XGxurLL7+0tn3//fe6fPmymjZtKun201crVqxQ48aNZRiG9XccGRmpBg0a6MqVK9Yn5ZOyZs0aSUr0pFa/fv0kSatXr7ZpL1mypHWYJun2U/7FixfX8ePHH+Fd2/c3miNHDv3xxx86cuTII53rv3744QfFxMSoR48eNsPkJDVklJubm3WitPj4eF24cEGenp4qXrz4Az/fe937+73zZF7VqlVlGIb27t1r3cbV1VWbNm3SpUuXkjzO+vXrdfnyZTVv3tzm9+3s7KwqVapo48aNyf0IkpTSv2MAADIzR7s2t/e6ec2aNXJ2drY+fX5Hv379ZBiG1q5da9Ner149FSlSxPq6dOnS8vLyStHrjBw5cuj69evWISOT49dff9W5c+fUtWtXubu7W9sbNWqkEiVKJLomlmTzhLx0eyhTe99HixYt9OWXXyomJkbLly+Xs7OzXnvttSS3vfdaMjY2VhcuXFDRokWVI0eOZF+PSlKhQoWsPYofpmPHjmrQoIF69Oih1q1bq0iRIho3btxD91uzZo3y5s2r5s2bW9tcXFzUs2dPXbt2TZs3b7bZvmnTpja9v+9ciyb38+zYsaPN9XyNGjUUHx+vU6dOJWt/ALAHRQAA6cK1a9esF+1Hjx6VYRgaOnSo8uTJY7MMHz5ckmzGeHxcJUqUUL169RQUFKRvv/1W165ds96cTo4VK1Zo/fr1+uyzz/Tcc8/p3LlziW6M33lvd75MJeW/hQIvL6+H7vMwXl5ej7X/wxQqVChRW5kyZVSiRAktXbrU2rZ06VLlzp1bdevWlSSdP39ely9f1ty5cxP9joODgyU9+Hd86tQpOTk5qWjRojbtefPmVY4cORJdOCfVLTxnzpz3vWH9MPb8jY4aNUqXL1/W008/rYCAAA0YMED79+9/pPNKsr63YsWK2bTnyZPH5kuIJCUkJGjq1KkqVqyY3NzclDt3buXJk0f79+/XlStXknW+8PBwtW3bVrly5bKOHXtnzNs7x3Bzc9OECRO0du1a+fr6qmbNmpo4caIiIiKsx7lTBKlbt26iz+z7779/7P+mU/p3DABAZuZo1+b2XjefOnVK+fPnT1Q0uDP8TGpfSyala9euevrpp9WwYUM9+eSTateunc28A0m5k7N48eKJ1pUoUSLR+3B3d7fOeXXHo7yPZs2a6cqVK1q7dq0+/fRTvfzyy/ctwNy8eVPDhg2zzr1w53r08uXLyb4elZL+3vEg8+fP140bN3TkyBGFhIQk+n6WlFOnTqlYsWLWh2juSO7fxZ1r8eR+no+7PwDYI4vZAQDgn3/+0ZUrV6w3dO9MMtW/f//7Pu3x35u/KenNN99Up06ddPjw4SQvqP+rZs2ayp07tySpcePGCggIUMuWLbV7927rBeSdC8f9+/cnOX7lnXXS7SeapdsX7pJ04MCB++7zMCVKlNDevXv1999/y8/P76Hb328C1vj4eDk7Oydqv9/FdNOmTTV27FhFRkYqe/bsWrVqlZo3b64sWW7/s3Pnd9yqVSu1adMmyWOULl36kfP+V1LZJSW70PNf9vyN1qxZU8eOHdPKlSv1/fff65NPPtHUqVM1Z84cvfPOO490/uQaN26chg4dqnbt2mn06NHKlSuXnJyc1Lt3b5vJ3O4nPj5e9evX18WLF/Xuu++qRIkSypYtm06fPq22bdvaHKN3795q3Lixvv76a3333XcaOnSoxo8frx9//FHlypWzbhsWFqa8efMmOtedv41HldK/YwAAMitHvDYvWrSosmTJogMHDqRKhse5zrBYLElu99/JeH18fLRv3z599913Wrt2rdauXauFCxcqKCgo0cS0j+p+78Ne+fLlU+3atTV58mRt3bpVK1asuO+2PXr00MKFC9W7d28FBgbK29tbFotFzZo1S9b16B3JuYl/r02bNik6OlrS7e9TgYGBdu2fHI97/cn1K4C0RBEAgOnuTPp550tF4cKFJd3uelmvXr00z3Pz5k1JsuvJlDs8PT01fPhwBQcH64svvrBOUtuwYUM5OzsrLCzsvpMDh4aGKkuWLHrxxRdt9lm8ePEjT+zbuHFjff7551q8eLEGDRr00O1z5syZaAIx6fZTL3d+L8nRtGlTjRw5UitWrJCvr6+ioqJsJuzNkyePsmfPrvj4+Ef6HRcsWFAJCQk6cuSIzYRhZ8+e1eXLl1WwYEG7j5mU+xUZ7P0bzZUrl4KDgxUcHKxr166pZs2aGjFihLUIkNxihiTrezty5IjN7+T8+fOJnhpavny56tSpo/nz59u0X7582Vq4etD5Dxw4oMOHD2vRokU2f7f366ZepEgR9evXT/369dORI0dUtmxZTZ48WYsXL7Z2offx8XnoZ2bP5wEAAFKWI16bZ82aVXXr1tWPP/6YrIdfChYsqB9++EFXr161eYL94MGD1vUpJWfOnEkOD5PUkC+urq5q3LixGjdurISEBHXt2lUff/yxhg4dmmSh5U7OQ4cOWXvc3nHo0KEUfR//1aJFC73zzjvKkSOHXnrppftut3z5crVp00aTJ0+2tt26dSvRd46UvP47c+aMevTooRdeeEGurq7WAtbDPo+CBQtq//79SkhIsOkNkBp/FwCQ1hgOCICpfvzxR40ePVqFChVSy5YtJd2+SVi7dm19/PHHOnPmTKJ9zp8/nyLnTqrbcmxsrEJDQ+Xh4WF9It9eLVu21JNPPqkJEyZY2/z8/BQcHKwffvhBH330UaJ95syZox9//FHt27fXk08+ad2nQ4cO+v777zVjxoxE+yQkJGjy5Mn6559/7pvlzTffVEBAgMaOHatt27YlWn/16lUNGTLE+rpIkSLavn27zbir3377rf7+++/kvfn/98wzzyggIEBLly7V0qVLlS9fPtWsWdO63tnZWW+88YZWrFih33//PdH+D/sd3/miMW3aNJv2KVOmSLo9DmpKuDOvw3+/pNjzN3rhwgWbdZ6enipatKj1ySRJypYtW5LnSUq9evXk4uKiGTNm2Dwl9N/PQrr9Of/3SaJly5YlGrf3fue/83TSvccwDEPTp0+32e7GjRu6deuWTVuRIkWUPXt26/ts0KCBvLy8NG7cOMXGxibKeu9nZs/nAQAAUo4jX5sPHz5chmGodevWunbtWqL1u3fvtj5R/9JLLyk+Pl4zZ8602Wbq1KmyWCxq2LDhY7wTW0WKFNHBgwdtPqfffvtNW7dutdnuv9eMTk5O1p6x91433qtixYry8fHRnDlzbLZZu3at/vrrrxS7Jk7Km2++qeHDh2v27NlydXW973ZJXY/OmDEjUU+IlLz+69ChgxISEjR//nzNnTtXWbJkUfv27R/6hP1LL72kiIgIm2FN4+LiNGPGDHl6elqHxAQAR0RPAABpZu3atTp48KDi4uJ09uxZ/fjjj1q/fr0KFiyoVatW2UxmNWvWLFWvXl0BAQHq0KGDChcurLNnz2rbtm36559/9Ntvvz12nk6dOikqKko1a9ZUgQIFFBERoU8//VQHDx7U5MmT5enp+UjHdXFxUa9evTRgwACtW7fO+mT/1KlTdfDgQXXt2tWm/bvvvtPKlStVq1YtmydkJGny5Mk6duyYevbsqS+//FIvv/yycubMqfDwcC1btkwHDx60ecI+qSxffvml6tWrp5o1a+rtt99WtWrV5OLioj/++EOfffaZcubMqbFjx0qS3nnnHS1fvlwvvvii3n77bR07dszmKW57NG3aVMOGDZO7u7vat2+faGzN999/Xxs3blSVKlXUoUMHlSxZUhcvXtSePXv0ww8/6OLFi/c9dpkyZdSmTRvNnTtXly9fVq1atbRz504tWrRITZo0UZ06dezOm5Q7XziXLl2qp59+Wrly5VKpUqVUqlSpZP+NlixZUrVr11aFChWUK1cu/frrr1q+fLm6d+9uPU+FChUkST179lSDBg3k7Ox8399rnjx51L9/f40fP14vv/yyXnrpJe3du1dr1661ebpfkl5++WWNGjVKwcHBqlq1qg4cOKBPP/00Ua+OIkWKKEeOHJozZ46yZ8+ubNmyqUqVKipRooSKFCmi/v376/Tp0/Ly8tKKFSsS9Tg4fPiwnn/+eb399tsqWbKksmTJoq+++kpnz561vg8vLy999NFHat26tcqXL69mzZopT548Cg8P1+rVq1WtWjXrF3F7Pg8AAPBoMtq1edWqVTVr1ix17dpVJUqUUOvWrVWsWDFdvXpVmzZt0qpVqzRmzBhJt3vL1qlTR0OGDNHJkydVpkwZff/991q5cqV69+79SNe+99OuXTtNmTJFDRo0UPv27XXu3DnNmTNHzz77rHVCY+n2dfjFixdVt25dPfnkkzp16pRmzJihsmXL2vR8vZeLi4smTJig4OBg1apVS82bN9fZs2c1ffp0+fv7q0+fPin2Pv7L29tbI0aMeOh2L7/8ssLCwuTt7a2SJUtq27Zt+uGHH/TEE0/YbFe2bFk5OztrwoQJunLlitzc3FS3bl35+PjYlWv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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:08:10,227 INFO: === Dataset: i ===\n", "2025-02-25 08:08:12,803 INFO:Total samples: 6000\n", "2025-02-25 08:08:31,548 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:08:31,618 INFO: === Dataset: j ===\n", "2025-02-25 08:08:34,165 INFO:Total samples: 6000\n", "2025-02-25 08:08:53,039 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:08:53,110 INFO: === Dataset: k ===\n", "2025-02-25 08:08:55,651 INFO:Total samples: 6000\n", "2025-02-25 08:09:14,325 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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j8Li4uKh///7atm2bwwsAkpTV88HPJXI4/PQAAACAc6MngJVzpAQAAAAcoFSpUhoxYoQKFy6szZs3a/jw4XJ3N3cm3iyekotzzDcGAAAAIBWiCAAAAIB064cfflBUVJRNW8+ePbV3715VqWLeIPyGIV29c+/nLB6mxQAAAACcl8XimFcSTZ06VQEBAfL09FTlypW1ffv2h24/ceJEFS1aVF5eXvL391fPnj11586dJJ2TIgAAAADSnatXr6ply5Zq3LixBg0aZLPO1dVVmTJlMinZPWevP/j5r0jzcgAAAABOKxUOB7Rw4UL16tVLgwYN0u7du1WmTBk1aNBAFy9etLv9ggUL1KdPHw0aNEh//vmnZs2apYULF6pfv35JOi9FAAAAAKQra9asUWBgoL766itJ0pgxY/Tnn3+anMrW7ZgHPwdkMS0GAAAAgGQ0fvx4dejQQSEhISpRooRCQ0OVMWNGzZ492+72W7ZsUbVq1dSyZUsFBATo+eefV4sWLR7Ze+C/KAIAAAAgXbh165a6du2q559/XmfPnpUkZcmSRV988YWKFStmcjpbK48++PmZp8zLAQAAADitVDYcUHR0tHbt2qWgoCBrm4uLi4KCgrR161a7+1StWlW7du2yful/4sQJrVy5Ui+++GKSPooMSdoaAAAAcEI7duxQq1atdOTIEWtb/fr1NXv2bOXLl8/EZPFFREnjtz1YZk5gAAAAIPWKioqKN8+Yh4eHPDxsJ/cKDw9XbGys/Pz8bNr9/Px06NAhu8du2bKlwsPDVb16dRmGoZiYGHXs2JHhgAAAAID77t69q8GDB6tKlSrWAoCXl5cmT56s1atXp7oCgCSVDrVd7vmcOTkAAAAAp+agOQFGjRolX19fm9eoUaOS5S1s2LBBI0eO1LRp07R7924tXbpUK1as0LBhw5J0HHoCAAAAIM2aMWOGhgwZYl1+9tlnFRYWpqJFi5qYKmH/2xy/jeGAAAAAgNSrb9++6tWrl03bf3sBSFL27Nnl6uqqCxcu2LRfuHBBuXLlsnvsAQMGqHXr1mrfvr0kKTAwUDdv3tQ777yj/v37y8Ulcc/40xMAAAAAadY777yj8uXLy9XVVYMHD9avv/6aagsAhiF9tsu27XR3c7IAAAAATs9BcwJ4eHjIx8fH5mWvCODu7q4KFSpo7dq11ra4uDitXbtWVapUsfsWbt26Fe+LfldXV0mSYRiJ/ijoCQAAAIA04/bt2/Ly8rIuu7m56csvv9T169f17LPPmpjs0WLibJe3tzMnBwAAAICU0atXL7Vp00YVK1ZUpUqVNHHiRN28eVMhISGSpODgYOXNm9c6nFDjxo01fvx4lStXTpUrV9axY8c0YMAANW7c2FoMSAyKAAAAAHB6hmHoyy+/VK9evfTTTz+pbNmy1nXFihUzL1gS7D3/4OdiT0l+3uZlAQAAAJydxWIxO0I8zZo106VLlzRw4ECdP39eZcuW1erVq62TBZ85c8bmyf+PP/5YFotFH3/8sc6ePascOXKocePGGjFiRJLOazGS0m8gDYiMjJSvr68iIiLk4+NjdhwAAAA8ocuXL6tjx45avHixJKlkyZLauXOnPD09TU6WeI2+kg5cfLAc4CttbGtanMeWnq61vcp1MTsCAEiSru6YYnYEAJAkeaayx80zvj7bIee5teRth5znSaSyXw0AAACQeCtXrlS7du10/vyDx+jLlSunu3fvOk0R4MBF2wKAJL1W3JwsAAAAQFqRGnsCmIUiAAAAAJzOjRs31Lt3b02fPt3ali1bNk2fPl1vvPGGicmS5uiVe70A/m3xG9Kzec3JAwAAACDtoQgAAAAAp7J161a1bt1ax48ft7Y1bNhQs2bNUu7cuU1MljSxcVJQmG3b9EYUAAAAAIBkQUcAK5dHbwIAAACkDlOmTFH16tWtBYCMGTMqNDRUK1ascKoCgCTN32e7XPNp6YXC5mQBAAAAkHbREwAAAABOo3LlytaxPatUqaL58+ercGHn++b8RrQ0eOODZXdXKexV8/IAAAAAaQ1zAjxAEQAAAABO49lnn9XQoUMlSR9++KEyZHDOy9nFf9ouf/umOTkAAAAApH3OedcEAACANO/UqVMaP368xo8fb/Nlf79+/UxMlTwGbbBdLpXTlBgAAABAmkVPgAcoAgAAACBVMQxDc+fOVffu3XX9+nXlyJFDAwYMMDtWsrkeZbu8rJk5OQAAAACkD0wMDAAAgFTj4sWLevXVV/X222/r+vXrkqT58+frzp07JidLPjN32y6XzWVODgAAACAts1gsDnk5A4oAAAAASBWWL1+uwMBALVu2zNoWEhKiXbt2ydPT08RkyWvS9gc/v1DIvBwAAAAA0geGAwIAAICpIiMj1bNnT82ePdvaliNHDs2YMUNNmjQxL1gK2HfBdrl/DXNyAAAAAGmdszyl7wgUAQAAAGCaTZs2qU2bNjp16pS17eWXX9bMmTOVM2famy134m+2y0/7mpMDAAAAQPpBEQAAAACmWbZsmbUA4O3trUmTJikkJCTNPrWz9uSDnwfXMi8HAAAAkOalzVuKx0IRAAAAAKYZMWKEVq9eraeeekrz5s1TgQIFzI6UYqJjbZdfL25ODgAAAADpC0UAAAAAOERsbKz27NmjihUrWts8PT21Zs0a+fn5ydXV1cR0KW/ZYdtlHw9zcgAAAADpQVrtXfw4XMwOAAAAgLTv+PHjqlmzpmrUqKE///zTZl2ePHnSfAEgNk7qvebBcsPC5mUBAAAAkL5QBAAAAECKMQxDM2bMUJkyZbRlyxbduXNHbdu2lWEYZkdzqEEbbZebMhQQAAAAkKIsFotDXs6A4YAAAACQIs6fP6/27dtrxYoV1raCBQtq/PjxTnOxnBx+Py+F7XuwnCOjVK+geXkAAAAApC8UAQAAAJDslixZonfffVeXL1+2tr3zzjsaN26cvL29TUzmWL+fl15eaNvWr4Y5WQAAAID0JD09ePQoFAEAAACQbK5du6Zu3bopLCzM2ubn56dZs2apUaNGJiZzvJe+kvZftG2b3kh6gfkAAAAAADgQRQAAAAAkmyZNmmjjxgcD4L/++usKDQ1V9uzZTUzleMevxi8ASBQAAAAAAEehJ8ADTAwMAACAZDNs2DBZLBb5+Pho/vz5WrRoUborAEhS3fm2y3Nelk53NycLAAAAgPSNngAAAAB4bHFxcXJxefBcSY0aNTRz5kzVr19fTz/9tInJzPNXpO3y+OelugXMyQIAAACkW3QEsKInAAAAAJIsJiZGQ4cO1QsvvKC4uDibde3atUu3BYCmi6Tqc2zbXi9uThYAAAAAkOgJAAAAgCQ6cuSIWrdure3bt0uSJk6cqF69epmcynxNFkp7ztu2TWxgThYAAAAgvWNOgAfoCQAAAIBEMQxDU6dOVdmyZa0FAFdXV92+fdvkZOZ7Y1H8AkCzktKrxczJAwAAAAD30RMAAAAAj3T27Fm9/fbb+umnn6xtzzzzjObPn6/KlSubmMx8W/+Wdvxj2/bHe5K3uzl5AAAAANAT4N/oCQAAAICH+vrrrxUYGGhTAOjcubP27NmT7gsAgzZIzZfYtv0aQgEAAAAAQOpBTwAAAADYFRsbq1atWunrr7+2tuXJk0dz5szR888/b2Iy80XFSM9Mjd8e2kjK5+P4PAAAAABs0RPgAXoCAAAAwC5XV1f5+Dz4Rrt58+bav39/ui8ASPYLAO9XkRoWdnwWAAAAAHgYegIAAAAgQePGjdOePXvUq1cvNW/e3Ow4pkuoB8CWECkvPQAAAACA1IOOAFYUAQAAACBJ2rZtm/7++2+98cYb1jZvb2/99ttvdKX9f/YKAKe7Oz4Hkmb37t1yc3NTYGCgJGnZsmWaM2eOSpQoocGDB8vdnUkcAAAAkHYxHBAAAEA6d/fuXQ0YMEDVqlVTSEiITpw4YbOeAoB07IqUf1L89hNdHZ8FSffuu+/qyJEjkqQTJ06oefPmypgxoxYtWqQPP/zQ5HQAAABICRaLxSEvZ0ARAAAAIB07ePCgnnvuOQ0fPlxxcXG6ceOGxo8fb3asVCU2TqoXFr/9dHfJlatpp3DkyBGVLVtWkrRo0SLVrFlTCxYs0Ny5c7VkyRJzwwEAAAApjNsWAACAdCguLk4TJ05U+fLltXv3bklShgwZNGzYME2cONHccKnI7btSwcnx2//s5PgseHyGYSguLk6S9PPPP+vFF1+UJPn7+ys8PNzMaAAAAEgh9AR4gDkBAAAA0pkzZ86obdu2Wr9+vbWtePHiCgsLU4UKFUxMlvoUmxa/jTkAnE/FihU1fPhwBQUFaePGjfrss88kSSdPnpSfn5/J6QAAAICURU8AAACAdMIwDM2fP1+BgYE2BYAePXpo165dFAD+Jc6QWtgZJYYCgHOaOHGidu/erS5duqh///4qXLiwJGnx4sWqWrWqyekAAACQEugJ8AA9AQAAANKJGzduqG/fvoqMjJR0byiUuXPnqm7duiYnS11u3ZWK0wMgTSldurT2798fr33s2LFydXU1IREAAADgOBQBAAAA0onMmTNr9uzZeuGFFxQcHKxJkyYpS5YsZsdKNQxDar5U2vZ3/HVrWzs+D5JfdHS0Ll68aJ0f4L6nn37apEQAAABIKc7ylL4jUAQAAABIo65fv647d+4oR44c1rYGDRpoz549Klu2rHnBUqHbd+2P/y9Jx7pIbjws7tSOHDmidu3aacuWLTbthmHIYrEoNjbWpGQAAABAyqMIAAAAkAZt3rxZwcHBKlasmFasWGHzFAwFgPgm74jfVjmv9M0bjs+C5BcSEqIMGTLohx9+UO7cuXkqDAAAID3gks+KIgAAAEAaEhUVpUGDBmnMmDEyDEMnT57UzJkz9c4775gdLVWb+p8iwNEukjtP/6cZe/fu1a5du1SsWDGzowAAAAAORxEAAAAgjdi/f79atWqlffv2WduqVaumoKAgE1Olft8fsV3+pS0FgLSmRIkSCg8PNzsGAAAAHIjenw+4mB1g6tSpCggIkKenpypXrqzt27c/dPuJEyeqaNGi8vLykr+/v3r27Kk7d+44KC0AAEDqExsbq7Fjx6pixYrWAoCbm5v+97//aePGjSpYsKDJCVOvOEPqssq27Wlfc7Ig5YwePVoffvihNmzYoMuXLysyMtLmBQAAAKRlpvYEWLhwoXr16qXQ0FBVrlxZEydOVIMGDXT48GHlzJkz3vYLFixQnz59NHv2bFWtWlVHjhxR27ZtZbFYNH78eBPeAQAAgLlOnjypNm3a6JdffrG2BQYGKiwsTGXKlDExWeq3YL/Ud51t28+tzcmClHW/N0y9evVs2pkYGAAAIO2iJ8ADphYBxo8frw4dOigkJESSFBoaqhUrVmj27Nnq06dPvO23bNmiatWqqWXLlpKkgIAAtWjRQr/99ptDcwMAAKQGZ86cUenSpXXjxg1J9y5ye/furWHDhsnDw8PkdKnblO3S2K3x24tkc3wWpLz169ebHQEAAAAwjWlFgOjoaO3atUt9+/a1trm4uCgoKEhbt9q5I5NUtWpVffHFF9q+fbsqVaqkEydOaOXKlWrdmke2AABA+vP000/rlVde0ZdffqmAgADNnz9fNWrUMDtWqhYVIz0zNX57jael0fXityNtqFWrltkRAAAA4GD0BHjAtCJAeHi4YmNj5efnZ9Pu5+enQ4cO2d2nZcuWCg8PV/Xq1WUYhmJiYtSxY0f169cvwfNERUUpKirKusyYnwAAIC2ZMmWKcuXKpUGDBilz5sxmx0nVxm6RpuyI396mjDS0tsPjwMF++eUXTZ8+XSdOnNCiRYuUN29ehYWFqUCBAqpevbrZ8QAAAIAUY/rEwEmxYcMGjRw5UtOmTdPu3bu1dOlSrVixQsOGDUtwn1GjRsnX19f68vf3d2BiAACA5BEREaG2bdvq66+/tmnPkiWLPvnkEwoAj9B8if0CwO/vUgBID5YsWaIGDRrIy8tLu3fvtj4kFBERoZEjR5qcDgAAACnC4qCXEzCtCJA9e3a5urrqwoULNu0XLlxQrly57O4zYMAAtW7dWu3bt1dgYKBeffVVjRw5UqNGjVJcXJzdffr27auIiAjr66+//kr29wIAAJCSNmzYoNKlS2vevHl67733dPbsWbMjOZXFB6Wtf9u2PZtHOtZFyuJpTiY41vDhwxUaGqqZM2fKzc3N2l6tWjXt3r3bxGQAAABAyjOtCODu7q4KFSpo7dq11ra4uDitXbtWVapUsbvPrVu35OJiG9nV1VWSZBiG3X08PDzk4+Nj8wIAAHAGd+7c0fvvv686derozJkzkqTY2Fj98ccfJidzDnGG9PUB6f01tu1rW0uLm0purubkguMdPnxYNWvWjNfu6+ura9euOT4QAAAAUpzFYnHIyxmYNieAJPXq1Utt2rRRxYoVValSJU2cOFE3b95USEiIJCk4OFh58+bVqFGjJEmNGzfW+PHjVa5cOVWuXFnHjh3TgAED1LhxY2sxAAAAIC3Ys2ePWrVqpYMHD1rbateurblz5yp//vwmJnMeBT6N37a2tVQ4m+OzwFy5cuXSsWPHFBAQYNO+efNmFSxY0JxQAAAAgIOYWgRo1qyZLl26pIEDB+r8+fMqW7asVq9ebZ0s+MyZMzZP/n/88ceyWCz6+OOPdfbsWeXIkUONGzfWiBEjzHoLAAAAySomJkajR4/W4MGDFRMTI+lez8aRI0eqR48e8XpFIr4/L0kvLIjf3rMyBYD0qkOHDurevbtmz54ti8Wif/75R1u3blXv3r01YMAAs+MBAAAgBTjLU/qOYDESGkcnjYqMjJSvr68iIiIYGggAAKQqp0+fVosWLbR161ZrW9myZfXFF1+oZMmSJiZzHnGG/R4Av7SVnvZ1eJx0J7VeaxuGYZ1L7NatW5LuFdd69+6tYcOGPdYxvcp1Sc6ISAPefbOmerapJ7+nfLT/yFn1Gr1IO/84neD2XVrWVoemNeSfK6suX7upb3/eowGTlysq+l4B2DujhwZ1ekkv1y2jHFm99fvhv9V7zGLtOnjGUW8JTuLqjilmR0Aq8/WCLzVvziyFh1/SM0WLqU+/AQosXdrutseOHdW0yZ/qz4N/6J9/zuqDj/qqVXBbm2127dyhubNn6c+DB3Tp0iVN+HSq6tYLcsA7gbPxNPVx8/jyd/veIec5/WnjJG0/depUjR07VufPn1eZMmU0efJkVapUye62tWvX1saNG+O1v/jii1qxYkWiz8mjZAAAAKmEp6enjh49KklycXFR//799dtvv1EASKS68+0XAP54jwJAemexWNS/f39duXJFBw4c0LZt23Tp0iUNGjRI//zzj9nxkAa88Xx5jX7/VY2YvkpVWo7WviNntXxaZ+XI6m13+2YvVNSwbq9o5PRVKvvacHUc8qXeaFBBQ7u+bN3ms4EtVfe5Ynr743mq+OZI/bz1kFaEdlWeHPwfGoCErV61Up+MGaV3O3XW14u+VdGixfTeu+10+fJlu9vfuX1b+fzzqVvP95U9ew6729y+fUtFixZV348HpWR0INmlxjkBFi5cqF69emnQoEHavXu3ypQpowYNGujixYt2t1+6dKnOnTtnfR04cECurq5q2rRpks5LEQAAACCV8PPz04wZM1S4cGFt3rxZw4cPl7u7u9mxUr1bd6X8k6TjV+OvO9lN8uYjxP9zd3dXiRIlVKlSJXl7e+uPP/6Qv7+/2bGQBnRrVVdzlm5R2PJtOnTivLqO+Fq370SrTZMqdrd/rkwBbd17QgtX79SZc1e0dtshfbN6pyqWvDfni6eHm5rUK6v+E7/Tr7uP68Rf4RoxfaWO/3VJHZrWcORbA+BkwubN0WtvvKkmr76uQoUL6+NBQ+Tp6anvli6xu32pwNLq1fsjNXyxUYLXndVr1FKX7j1VL6h+SkYHkl1qLAKMHz9eHTp0UEhIiEqUKKHQ0FBlzJhRs2fPtrt9tmzZlCtXLutrzZo1ypgxI0UAAAAAZ7FkyRKFh4fbtL366qs6cOCAqlSx/8URHoiIkpovkYpPi78uo5t0urvkwjCgAFKYWwZXlSvur3W/Hba2GYahdb8dVqXSBezus+33kypXwt/6pX9A3qfUoFpJrd78hyQpg6uLMmRw1Z3ouzb73Ym6q6rlCqXQOwHg7O5GR+vPg3/ouSpVrW0uLi567rmq2vf7HhOTAZCk6Oho7dq1S0FBD4bTcnFxUVBQkM2QsA8za9YsNW/eXJkyZUrSuVPZSE0AAABp39WrV9W5c2d99dVXeuONN/TNN9/YPEHi4eFhYjrnsO6kFLLc/rqjXSR3V8fmAZB+Zc/qrQwZXHXxynWb9ouXI1U0wM/uPgtX79RTWTNp7ZyessgiNzdXzVj0i8bO/kmSdONWlLb9fkJ9OzTU4ZMXdOFypN58oaIqly6g439dSvH3BMA5Xb12VbGxsXrqqads2p966imdPHnCpFSAiRz0QFBUVJSioqJs2jw8POLd14WHhys2NlZ+frbXB35+fjp06NAjz7N9+3YdOHBAs2bNSnJGegIAAAA40Jo1axQYGKivvvpKkrR48WJt2rTJ5FTO5Ua0/QJAg0LS8a4UAJD8oqKiFBkZafMy4mLNjgUnVqNCEX3wdgN1H7VQVVqOVrNeM9Swekn16fCCdZu3P54vi0U68dMIRfw2UZ1b1NI3q3cqLs4wMTkAAPivUaNGydfX1+Y1atSoZD/PrFmzFBgYmOAkwg9DTwAAAAAHuHXrlj766CNNmTLF2pYlSxZNnTpVNWvWNDGZc1mwX+q7zratZSlpVD1z8iB127dv30PXHz58+KHr7xs1apSGDBli0+bq96zccif9BgxpT/jVG4qJiVXObJlt2nM+5aPzlyPt7jOoUyN9tWK75n57r+v/H8f+UUYvD039uIVGf/6jDMPQyb/D9Xz7Scro6S4fb0+dD49U2P9CdPJsuN1jAkDWLFnl6uoabxLgy5cvK3v27CalAsyT1PH6H1ffvn3Vq1cvmzZ7vbuzZ88uV1dXXbhwwab9woULypUr10PPcfPmTX399dcaOnToY2WkCAAAAJDCduzYodatW9t84RgUFKQ5c+YoX758JiZzLqevxS8A1C9IAQAJK1u2rCwWiwwj/pPT99sTc3No78YuZ42Pki0nnNvdmFjt+fMv1alcVN9vuFd4slgsqlPpGYUutN/Ty8vTPd4T/XFxcf+/r/TvP9lbd6J16060smT2UlDV4uo/cVnKvBEATs/N3V3FS5TUb9u2qm69e2OOx8XF6bfftqp5i1YmpwPSLntD/9jj7u6uChUqaO3atWrSpImke/+Nrl27Vl26dHnovosWLVJUVJRatXq8/5YpAgAAAKSQu3fvasSIERo+fLhiY+8NHeLp6akxY8aoc+fOcnFhZMbEOBMhffiztPVv2/Z2ZaWBtUyJBCdx8uTJZDmOvRs7iwvjTuGBT79Yp5lDW2vXwTPaeeCUurSso4xeHpq/bJsk6fNhrfXPxQgNnHxvLLOVmw6oW6s6+v3w39q+/5QK+efQwPde0spN+63FgaAqxWWxSEdOXVQh/xwa2bOJjpy8oPnLEzdxIID0qXWbEA3o95FKliylUoGl9UXYPN2+fVtNXn1NktS/74fKmdNP3Xu+L+neZMLHjx+/9/PdaF28eEGH/vxTGTNm1NP5701efuvmTZ05c8Z6jrN//61Df/4pX19f5c6Tx8HvEEg8R/UESIpevXqpTZs2qlixoipVqqSJEyfq5s2bCgkJkSQFBwcrb9688YYTmjVrlpo0aRJvzo/EoggAAACQQn744QebIUSeffZZzZ8/X8WKFTMxlfNYf0pqm8ADrx0rSH2rOzQOnFD+///yAkhpi3/arexZvTXwvUbyeyqz9h0+q1c6T7VOFuyfK5vNk///+3y1DMPQoE4vKU9OX4VfvaEVmw5o8JTvrdv4entqaNeXldcvi65E3NKytXs1aOr3iomJc/j7A+A8Xmj4oq5euaJpUz5VePglFS1WXNOmf66n/n84oPPnzsnF8uBBlIuXLqrZG02sy/PmzNa8ObNV8dlKmjU3TJL0xx8H1D4k2LrNJ2PufTn58iuvatjI/zngXQFpR7NmzXTp0iUNHDhQ58+fV9myZbV69WrrZMFnzpyJ97DY4cOHtXnzZv3000+PfV6LYa9vbBoWGRkpX19fRUREyMfHx+w4AAAgDTMMQ6+99pq+//57DRgwQP369ZObm5vZsZxCTJxUaLL9dVXySWFNJDcexE51nOFaOzAwUCtXrpS/v/8THcer3MO7bAOAo1zdMeXRGwGAA3imssfNC/de5ZDzHPukoUPO8yRS2a8GAADAeV27dk1ZsmSxLlssFs2YMUOnTp3Ss88+a14wJ3IjWir5Wfz2zO7SmyWl/tUlV0ZRwhM4deqU7t69a3YMAAAAwGG4hQIAAHhChmHoiy++UEBAgL7//nubdTly5KAAkAjXo6T8k+wXAErnlA68Jw2sSQEAAAAAQOJYLBaHvJwBt1EAAABP4PLly3rzzTfVunVrRUREqH379rp06ZLZsZxOqVD77eVzS9+3cGwWpG01atSQl5eX2TEAAAAAh2E4IAAAgMe0atUqvf322zp//ry1rX79+oz7n0RHLsdvK5lDWtFCcpIHa+BEVq5caXYEAAAAOAD3Eg9QBAAAAEiiGzduqHfv3po+fbq1LVu2bAoNDVXTpk1NTOZc+q+Tvtgfv/10d8dnQdp39OhRrV+/XhcvXlRcXJzNuoEDB5qUCgAAAEh5FAEAAACSYOvWrWrdurWOHz9ubWvYsKFmzZql3Llzm5jMufxwxH4BYGBNx2dB2jdz5ky99957yp49u3LlymUzdqvFYqEIAAAAkAY5y3j9jkARAAAAIJHmz5+vkJAQ61PEGTNm1Pjx4/XOO+9wgZkEoTulUb/Gb+9fQ2pXzvF5kPYNHz5cI0aM0EcffWR2FAAAAMDhKAIAAAAkUp06dZQ5c2ZFRESoSpUqmj9/vgoXLmx2LKdx9bZUdkb89ikNpcbPOD4P0o+rV68yVBcAAEA6w3NaD7iYHQAAAMBZ+Pv7a9q0aRoxYoQ2bdpEASAJLt+yXwD4oAoFAKS8pk2b6qeffjI7BgAAAGAKegIAAADYcerUKfXv31/Tpk2Tr6+vtb1ly5YmpnJOF25IlWbFb9/2tpQ7s+PzIP0pXLiwBgwYoG3btikwMFBubm4267t162ZSMgAAAKQUFxe6AtxHEQAAAOBfDMPQ3Llz1b17d12/fl1ubm6aO3eu2bGc1uYz0lvf2rZldJP+7GROHqRPM2bMkLe3tzZu3KiNGzfarLNYLBQBAAAAkKZRBAAAAPh/Fy9e1DvvvKNly5ZZ2zZs2KArV64oW7ZsJiZzPpFRUs8fpZ9Pxl938D3H50H6dvKknT9EAAAApGnMCfAAcwIAAABIWr58uQIDA20KAG3bttW+ffsoADyGwND4BYC3y0qnu3MxDnMZhiHDMMyOAQAAADgMRQAAAJCuRUZGql27dnrllVd08eJFSVL27Nn17bffas6cOfLx8TE5ofMpMS1+W+eK0qBajs8C3Dd//nwFBgbKy8tLXl5eKl26tMLCwsyOBQAAgBRisVgc8nIGDAcEAADSrV9++UXBwcE6deqUta1x48aaOXOm/Pz8zAvmxLqtlm7etW073Fny5KoTJho/frwGDBigLl26qFq1apKkzZs3q2PHjgoPD1fPnj1NTggAAACkHG7HAABAurVv3z5rAcDb21uTJk1SSEiI0zzNkdr8fEJadti27VAnCgAw3+TJk/XZZ58pODjY2vbyyy+rZMmSGjx4MEUAAACANIjbuge4JQMAAOlWp06dtHz5ct2+fVvz5s1TgQIFzI7k1Dr8YLu8+A3Jy82cLMC/nTt3TlWrVo3XXrVqVZ07d86ERAAAAIDjMCcAAABIF2JjY7VmzRqbNovFooULF2r9+vUUAJJB3L/mWl0XLD2b17wswL8VLlxY33zzTbz2hQsXqkiRIiYkAgAAQEpjToAH6AkAAADSvOPHjys4OFhbtmzRmjVrFBQUZF2XJUsW84KlAXdipKJT47cXyur4LEBChgwZombNmmnTpk3WOQF+/fVXrV271m5xAAAAAEhL6AkAAADSLMMwNGPGDJUpU0ZbtmyRJLVv317R0dEmJ3N+hiEt2G+/AACkNq+//rp+++03PfXUU/ruu+/03XffKXv27Nq+fbteffVVs+MBAAAgBdAT4AF6AgAAgDTp3Llzat++vVauXGltK1iwoObPny93d3cTkzm/mbul4b8kvH57e8dlARKrQoUK+vLLL82OAQAAADgcRQAAAJDmLF68WB07dtTly5etbR06dNC4ceOUOXNmE5M5vzjDfgGgToA09xWHxwEeysXF5ZFPZ1ksFsXExDgoEQAAABzFSR7SdwiKAAAAIM24du2aunbtqi+++MLa5ufnp88//1wvvfSSicnSjgKfxm/b1EbKn8XhUYBH+vbbbxNct3XrVn366aeKi4tzYCIAAADA8SgCAACANKNDhw5avHixdfm1115TaGiocuTIYWKqtCP/JNvlRkWkaS+akwVIjFdeid895fDhw+rTp4++//57vfXWWxo6dKgJyQAAAJDSnGW8fkdgYmAAAJBmjBo1ShkzZpSPj4/mz5+vxYsXUwB4QjFx0qvfxC8ASNKkBo7PAzyuf/75Rx06dFBgYKBiYmK0d+9ezZs3T/nz5zc7GgAAAJCi6AkAAACcVnR0tM0kv4ULF9bChQtVunRpPf300yYmSzsKTbbffqCj5Obq2CzA44iIiNDIkSM1efJklS1bVmvXrlWNGjXMjgUAAIAURkeAB+gJAAAAnE5MTIyGDh2q8uXL69atWzbrXnrpJQoAySDOsP/0vyQd7SJl9nBsHuBxjBkzRgULFtQPP/ygr776Slu2bKEAAAAAgHSHngAAAMCpHD58WMHBwdq+fbsk6cMPP9SUKVNMTpW29F8nfbE/fvvv70pZPB2fB3hcffr0kZeXlwoXLqx58+Zp3rx5drdbunSpg5MBAAAgpTEnwAMUAQAAgFMwDEPTpk3TBx98oNu3b0uSXF1d9dRTT8kwDC7wkoFhSAGf2l93pLPkwZUjnExwcDD/3wAAAIB0j1s5AACQ6p09e1YhISFas2aNte2ZZ57R/PnzVblyZROTpR09f5SWHrK/7lQ3xtOEc5o7d67ZEQAAAGAS7mEeoAgAAABSta+++kqdOnXStWvXrG2dO3fWmDFjlDFjRvOCpRGnrkm17I+QosOdJU+uFgEAAADAqXFbBwAAUiXDMNS2bVvNnz/f2pYnTx7NmTNHzz//vInJ0o7YuIQLAMe7ShlcHJsHAAAAAJILw0I+QBEAAACkShaLRSVKlLAuN2/eXFOnTlW2bNlMTJV2zNgtjfglfjuT/wIAAABA2kIRAAAApFq9e/fWli1b1KJFCzVv3tzsOGnC5VtS+Znx2zO43Hv6HwAAAADSAjoCPEARAAAApArbtm3Tjh071LXrg2+iXV1dtWzZMhNTpS1Td0hjtthfd/A9x2YBAAAAADgGRQAAAGCq6OhoDRs2TCNHjpQkVahQQVWrVjU5VdphGNL+i1Ljr+2vXx8sFczq2EwAAAAAkNKYE+ABigAAAMA0Bw8eVOvWrbV7925r25QpUygCJJNlh6Vuq+2vK5VTWtHCsXkAAAAAAI5HEQAAADhcXFycPv30U/Xp00dRUVGSpAwZMmjQoEHq06ePyemc381o6Y3F0sFL9tfv6yj5ejg2EwAAAAA4Eh0BHqAIAAAAHOrMmTNq27at1q9fb20rXry4wsLCVKFCBROTpQ3Fpkq3Y+yvG/+89Hpxx+YBAAAAAJiLIgAAAHAIwzAUFhamrl27KjIy0treo0cPjRw5Ul5eXiamc267z0nNl0hRsfbX//iWVCy7YzMBAAAAgJmYE+ABigAAAMAhYmJiNGHCBGsBwN/fX3PnzlXdunVNTubcuqySvj9if13DwtKYIMmHoX8AAAAAIN2iCAAAABzCzc1NYWFhqlixot588019+umnypIli9mxnJZhSAGfJrz+eFcpg4vj8gAAAABAakJHgAcoAgAAgBRx/fp1Xbp0SQULFrS2lSpVSn/88YcKFSpkYjLnFx0rFZkSv31skNT4GcnLzfGZAAAAAACpE0UAAACQ7DZv3qzg4GB5e3trx44d8vB4MB4NBYAnExUjPTM1fvumNlL+LA6PAwAAAACpEnMCPEAncQAAkGyioqLUp08f1axZUydPntT+/fs1dOhQs2OlGc9MsV8AONaFAgAAAAAAwD56AgAAgGSxf/9+tWrVSvv27bO2VatWTe3atTMxVdpx7IoUFRu//XR3x2cBAAAAgNSOjgAP0BMAAAA8kdjYWI0dO1YVK1a0FgDc3Nz0v//9Txs3brSZEwCPr16Y7XKrQOlEV3OyAAAAAACcBz0BAADAYzt58qTatGmjX375xdoWGBiosLAwlSlTxsRkacvEbbbL3StJvaqYkwUAAAAAnAFzAjxAEQAAADyWa9euqXz58rp27ZqkexdYvXv31rBhw2wmAsbjG/6LNHN3/PaulRyfBQAAAADgnBgOCAAAPJYsWbKoa9d749EEBARow4YNGjNmDAWAZNJ/nf0CwOKmkpur4/MAAAAAgDOxWCwOeTkDegIAAIBEMwzD5iJnwIABcnNzU/fu3eXj42NisrQhNk7qu05a+If99b+0lZ72dWgkAAAAAICTowgAAAAeKSIiQt27d9czzzyjfv36Wdvd3Nw0YMAAE5OlHRduSpU+t79uVUupRA7H5gEAAAAAZ+YkD+k7BEUAAADwUBs2bFCbNm105swZZciQQQ0bNlS5cuXMjpWmrD8ltV1mf92mNlL+LI5MAwAAAABIS5gTAAAA2HXnzh29//77qlOnjs6cOSNJ8vLysv6M5PHeCvsFgGNdpNPdKQAAAAAAwONIrXMCTJ06VQEBAfL09FTlypW1ffv2h25/7do1de7cWblz55aHh4eeeeYZrVy5MknnpCcAAACIZ8+ePWrVqpUOHjxobatdu7bmzp2r/Pnzm5gs7VhxVOpk57rt+YLSzMaOzwMAAAAASFkLFy5Ur169FBoaqsqVK2vixIlq0KCBDh8+rJw5c8bbPjo6WvXr11fOnDm1ePFi5c2bV6dPn1aWLFmSdF6KAAAAwComJkajR4/W4MGDFRMTI0ny8PDQyJEj1aNHD7m40InwSVy7I9WeJ129Y3/9N29IlfM6NhMAAAAApEWpcU6A8ePHq0OHDgoJCZEkhYaGasWKFZo9e7b69OkTb/vZs2frypUr2rJli9zc3CRJAQEBST4vd/IAAECS9M8//6hmzZr6+OOPrQWAsmXLaufOnerVqxcFgCfU6yepzPSECwAH36MAAAAAAABpVXR0tHbt2qWgoCBrm4uLi4KCgrR161a7+yxfvlxVqlRR586d5efnp1KlSmnkyJGKjY1N0rnpCQAAACRJWbNm1dWrVyXduxDp06ePBg0aJHd3d5OTObejV6SgsITXL3pDqsSX/wAAAACQrB5nvP7HERUVpaioKJs2Dw8PeXh42LSFh4crNjZWfn5+Nu1+fn46dOiQ3WOfOHFC69at01tvvaWVK1fq2LFj6tSpk+7evatBgwYlOiOP9AEAAEn3Jv0NCwtTsWLF9Msvv2jEiBEUAJ7QOz/YLwC0CpROdbs38S8FAAAAAABIfhaLY16jRo2Sr6+vzWvUqFHJ8h7i4uKUM2dOzZgxQxUqVFCzZs3Uv39/hYaGJuk49AQAACCdWrRokUqXLq2iRYta2ypWrKgDBw7I1dXVxGTOLzZOClkubTwdf922t6XcmR2fCQAAAACQ/Pr27atevXrZtP23F4AkZc+eXa6urrpw4YJN+4ULF5QrVy67x86dO7fc3Nxs7tGLFy+u8+fPKzo6OtEP7j1RT4A7dxIY1BYAAKRaV69e1VtvvaU333xTwcHB1vH/76MA8GR+OCIVnBy/ADChwb0n/ykAAAAAAEDKc7FYHPLy8PCQj4+PzcteEcDd3V0VKlTQ2rVrrW1xcXFau3atqlSpYvc9VKtWTceOHVNcXJy17ciRI8qdO3eSeu4nuQgQFxenYcOGKW/evPL29taJEyckSQMGDNCsWbOSejgAAOBAP//8swIDA7VgwQJJ0vbt2/Xtt9+anCrtiIqROq+K3/5LW+m1Yg6PAwAAAABIRXr16qWZM2dq3rx5+vPPP/Xee+/p5s2bCgkJkSQFBwerb9++1u3fe+89XblyRd27d9eRI0e0YsUKjRw5Up07d07SeZNcBBg+fLjmzp2rMWPG2FQbSpUqpc8//zyphwMAAA5w69YtdevWTfXr19fZs2clSVmyZNGXX36pN954w+R0acPnu6VnpsZv39leetrX8XkAAAAAID1z1JwASdGsWTN98sknGjhwoMqWLau9e/dq9erV1smCz5w5o3Pnzlm39/f3148//qgdO3aodOnS6tatm7p3764+ffok7bMwDMNIyg6FCxfW9OnTVa9ePWXOnFm///67ChYsqEOHDqlKlSq6evVqkgI4WmRkpHx9fRURESEfHx+z4wAAkOJ27Nih1q1b6/Dhw9a2oKAgzZkzR/ny5TMxWdpw7IpUz87kv4WySuuCHZ8HMFN6utb2KtfF7AgAIEm6umOK2REAQJLkmcpmn31+6jaHnOenzs855DxPIsk9Ac6ePavChQvHa4+Li9Pdu3eTJRQAAHhyd+/e1eDBg1WlShVrAcDT01OffvqpfvzxRwoATygmTvpgjf0CwMvPUAAAAAAAADNZLBaHvJxBkuszJUqU0C+//KL8+fPbtC9evFjlypVLtmAAAODJ7Nq1S0OHDtX9Tn/PPvus5s+fr2LFGJz+ScTESYUmJ7x+TSvpmacclwcAAAAAgIdJchFg4MCBatOmjc6ePau4uDgtXbpUhw8f1vz58/XDDz+kREYAAPAYnnvuOfXs2VOTJk3SgAED1K9fP7m5uZkdy2ndiJbKz5CiYu2v71hB6lvdsZkAAAAAAPa5OMdD+g6R5CLAK6+8ou+//15Dhw5VpkyZNHDgQJUvX17ff/+96tevnxIZAQBAIpw/f145c+aUi8uD0f5GjBiht956S+XLlzcxWdpQZbb9AkAWT+mXtpKPh8MjAQAAAADwSI81XUONGjW0Zs2a5M4CAAAeg2EYWrBggTp37qwhQ4aoe/fu1nWenp4UAJLByatSZJRtW3V/6YtXJScZAhIAAAAA0hVnGa/fEZI8MXDBggV1+fLleO3Xrl1TwYIFkyUUAABInMuXL+vNN99Uq1atFBERoT59+ujPP/80O1aaYRjSzN1S7fm27ce7Sl++RgEAAAAAAJD6JbknwKlTpxQbG78vfFRUlM6ePZssoQAAwKOtXLlS7dq10/nz561tr7/+unLnzm1iqrTh+FWp7nz76/pWlzIk+TEKAAAAAIAj8dDWA4kuAixfvtz6848//ihfX1/rcmxsrNauXauAgIAkB5g6darGjh2r8+fPq0yZMpo8ebIqVaqU4PbXrl1T//79tXTpUl25ckX58+fXxIkT9eKLLyb53AAAOKMbN26od+/emj59urUtW7ZsCg0NVdOmTU1M5tzuxkqTtkuTtye8jYer9C6jKwEAAAAAnEiiiwBNmjSRdG8spTZt2tisc3NzU0BAgMaNG5ekky9cuFC9evVSaGioKleurIkTJ6pBgwY6fPiwcubMGW/76Oho1a9fXzlz5tTixYuVN29enT59WlmyZEnSeQEAcFZbtmxRcHCwjh8/bm1r2LChZs2aRQ+AJ3DgotToq4TXB/hKi5pKOTM5LhMAAAAA4PFZRFeA+xJdBIiLi5MkFShQQDt27FD27Nmf+OTjx49Xhw4dFBISIkkKDQ3VihUrNHv2bPXp0yfe9rNnz9aVK1e0ZcsWubm5SdJj9T4AAMAZfffdd3r99det/yZnzJhR48eP1zvvvMOER4/pcLj0/JcJr5/YQHq1mOPyAAAAAACQ3JI8ou3JkyeTpQAQHR2tXbt2KSgo6EEYFxcFBQVp69atdvdZvny5qlSpos6dO8vPz0+lSpXSyJEj7c5RAABAWlOvXj3lz59fklSlShX9/vvvevfddykAPKbd5xIuAPz0lnS6OwUAAAAAAHBWLhbHvJxBkicGlqSbN29q48aNOnPmjKKjo23WdevWLVHHCA8PV2xsrPz8/Gza/fz8dOjQIbv7nDhxQuvWrdNbb72llStX6tixY+rUqZPu3r2rQYMG2d0nKipKUVFR1uXIyMhE5QMAILXJnDmz5s2bp19++UUffvihMmR4rH/G063oWGnNCWnOXmnHP/a3GVVXahno0FgAAAAAAKSoJH97sGfPHr344ou6deuWbt68qWzZsik8PFwZM2ZUzpw5E10EeBxxcXHKmTOnZsyYIVdXV1WoUEFnz57V2LFjEywCjBo1SkOGDEmxTAAApIRTp06pa9eumjx5ss3QdzVq1FCNGjXMC+Zkfj4htfv+0ds1LSF9Uj/l8wAAAAAAHINe8w8keTignj17qnHjxrp69aq8vLy0bds2nT59WhUqVNAnn3yS6ONkz55drq6uunDhgk37hQsXlCtXLrv75M6dW88884xcXV2tbcWLF9f58+fj9Ui4r2/fvoqIiLC+/vrrr0RnBADA0QzD0Jw5c1S6dGn98MMPatu2rXUOACTehZtS/kmJKwBMbUgBAAAAAACQdiW5CLB37169//77cnFxkaurq6KiouTv768xY8aoX79+iT6Ou7u7KlSooLVr11rb4uLitHbtWlWpUsXuPtWqVdOxY8dsvgw5cuSIcufOLXd3d7v7eHh4yMfHx+YFAEBqdPHiRb366qt6++23df36dUn3egRQwE68iChp6Z9Spc8T3iYwp/RxDelol3vj/r/0jOPyAQAAAAAcw2JxzMsZJHk4IDc3N7m43Ksd5MyZU2fOnFHx4sXl6+ub5C8pevXqpTZt2qhixYqqVKmSJk6cqJs3byokJESSFBwcrLx582rUqFGSpPfee09TpkxR9+7d1bVrVx09elQjR45M0SGIAABwhGXLlqlDhw66dOmSta1t27aaNGkSBeyHiDOktsukjacfvt2C16RKeSQ314dvBwAAAABAWpPkIkC5cuW0Y8cOFSlSRLVq1dLAgQMVHh6usLAwlSpVKknHatasmS5duqSBAwfq/PnzKlu2rFavXm2dLPjMmTPWgoMk+fv768cff1TPnj1VunRp5c2bV927d9dHH32U1LcBAECqEBkZqZ49e2r27NnWtuzZs2vmzJlq0qSJecFSuaV/Sj1/evR2Lz8jTW6Y8nkAAAAAAKmLi7M8pu8AFsMwjKTssHPnTl2/fl116tTRxYsXFRwcrC1btqhIkSKaNWuWypYtm0JRk0dkZKR8fX0VERHBk5UAAFP9+uuvatWqlU6dOmVta9y4sWbOnGktiCO+/JMevj6Di1T0KWnC81LR7I7JBOCe9HSt7VWui9kRAECSdHXHFLMjAIAkyTPJj5unrNdm7XLIeZa2q+CQ8zyJJP9qKlasaP05Z86cWr16dbIGAgAgvYiMjLQWALy9vTVp0iSFhITIwtMKdr29XFp70v66jG7SjvaSt/0pggAAAAAA6Qy31g8kW31m9+7dGjhwoH744YfkOiQAAGlaw4YN9e677+rgwYOaN2+eChQoYHakVMcwpA/WSIv+tL9+dUupeA7HZgIAAAAAwJm4PHqTB3788Uf17t1b/fr104kTJyRJhw4dUpMmTfTss88qLi4uRUICAODsYmNjtXDhQv13FL6JEydq/fr1FAAS8N3hhAsAJ7tRAAAAAAAA2GexWBzycgaJ7gkwa9YsdejQQdmyZdPVq1f1+eefa/z48eratauaNWumAwcOqHjx4imZFQAAp3T8+HHrHDrXr19X+/btres8PT1NTJY63YyWpu6Qpu60v35fR8nXw7GZAAAAAABwVonuCTBp0iSNHj1a4eHh+uabbxQeHq5p06Zp//79Cg0NpQAAAMB/GIahGTNmqEyZMtqyZYsk6f3331dERITJyVIfw5AioqTpu6QSn9kvAKwLlk53pwAAAAAAAHg0i8UxL2eQ6J4Ax48fV9OmTSVJr732mjJkyKCxY8cqX758KRYOAABndf78ebVv314rVqywthUsWFDz58+Xr6+viclSn7FbpCk7Hr5Ni1JSoayOyQMAAAAAQFqS6CLA7du3lTFjRkn3xlPy8PBQ7ty5UywYAADOavHixerYsaMuX75sbevQoYPGjx8vb29vE5OlHjFx0uHL0oc/SwcuJrzdjvZSzkyOywUAAAAASBtcnOUxfQdIdBFAkj7//HPrlxcxMTGaO3eusmfPbrNNt27dki8dAABO5Nq1a+ratau++OILa5ufn59mzZqlRo0amZgsdbkTIxWdan+dv4+U1VP6X5BUkkl/AQAAAAB4YokuAjz99NOaOXOmdTlXrlwKCwuz2cZisVAEAACkWwMHDrQpALz++usKDQ2NVzBPr2LjpA2npLe/t79+ZUu++AcAAAAAJA/6ATyQ6CLAqVOnUjAGAADOb/DgwVqyZIlu3LihKVOmqFWrVrLQ/VA3oqWSnyW8vl05qX05KU9mx2UCAAAAACC9SNJwQAAA4IEbN27YjPGfLVs2LVmyRHny5NHTTz9tYjLz3Y2Vbt2VIqKkGnMT3u5IZ8mDqxEAAAAAQDLjobwHuO0GACCJYmJiNHLkSE2bNk179uxR7ty5reuee+45E5OlDjXnSqcjEl6fyU2a30SqmMdRiQAAAAAASL8oAgAAkARHjhxR69attX37dklSu3bttGLFCp4w0L0n/4tPS3i9m4t0tIvERwUAAAAASGku3HtaUQQAACARDMPQtGnT9MEHH+j27duSJFdXV1WsWFGxsbHKkCF9/pN6N1bq9ZO0/Ij99bXzS7vPS2+VknpVoQAAAAAAAICjpc9vLAAASIKzZ88qJCREa9assbYVKVJEYWFhqly5sonJzLX8sNR1dcLrD3WSvNwclwcAAAAAgPvosf+Ay+PsdPz4cX388cdq0aKFLl68KElatWqV/vjjj2QNBwCA2b766iuVKlXKpgDQuXNn7dmzJ10XADadTrgA8PIz0qluFAAAAAAAAEgNklwE2LhxowIDA/Xbb79p6dKlunHjhiTp999/16BBg5I9IAAAZuncubNatmypa9euSZLy5MmjH3/8UVOmTFGmTJnMDWeCOEP66oCUf5LU+jvbdW4u0u4O0unu0uSGDPsDAAAAADCXxeKYlzNIchGgT58+Gj58uNasWSN3d3dre926dbVt27ZkDQcAgJnq1q1r/bl58+bav3+/nn/+eRMTmScmTirwqdRnbfx1n70oHesqPZXR8bkAAAAAAMDDJXlOgP3792vBggXx2nPmzKnw8PBkCQUAQGrw+uuvq0uXLqpWrZqaN29udhzTDN0ozdprf90HVaQXizg0DgAAAAAAj8ScAA8kuQiQJUsWnTt3TgUKFLBp37Nnj/LmzZtswQAAcKT7w9yNHj3apn3y5MkmJTLX5VtS46+ls9ftr/+huRTo59hMAAAAAAAg6ZJcBGjevLk++ugjLVq0SBaLRXFxcfr111/Vu3dvBQcHp0RGAABSzN27dzV06FCNHDlScXFxKlu2rFq0aGF2LNPExkntv5fWnbK//uVnpE9fcJ5xDwE4j+XLlyd625dffjkFkwAAACAtcOG+1SrJRYCRI0eqc+fO8vf3V2xsrEqUKKHY2Fi1bNlSH3/8cUpkBAAgRRw8eFCtW7fW7t27rW3z589X8+bN0123wehYqdRnUlRswtusD5YKZnVcJgDpS5MmTRK1ncViUWzsQ/7PCgAAAICNJBcB3N3dNXPmTA0YMEAHDhzQjRs3VK5cORUpwoDAAADnEBcXp0mTJqlv376KioqSJGXIkEGDBg1Snz590l0BYNYeaegm++ualZTGBDk2D4D0KS4uzuwIAAAASEPS2739wyS5CLB582ZVr15dTz/9tJ5++umUyAQAQIo5c+aM2rZtq/Xr11vbihcvrrCwMFWoUMHEZI539IrUaIH9p/99PaQd7SWPJF8pAAAAAACA1CTJt/Z169ZV3rx51aJFC7Vq1UolSpRIiVwAACQrwzAUFhamrl27KjIy0treo0cPjRw5Ul5eXiamc5w7MdKvZ6RFf0qrjsVfX8ZP+vZNydXF8dkA4N9u3rypjRs36syZM4qOjrZZ161bN5NSAQAAwFnQD+CBJBcB/vnnH3399df66quv9L///U+lS5fWW2+9pRYtWihfvnwpkREAgGSxZMkSawHA399fc+fOVd26dU1O5RhRMdKM3dInWxPeZmID6dVijssEAAnZs2ePXnzxRd26dUs3b95UtmzZFB4erowZMypnzpwUAQAAAIAkSPJzftmzZ1eXLl3066+/6vjx42ratKnmzZungICAdPNFCgDA+VgsFs2YMUM5cuRQ69attW/fvnTx71ZsnNRiifTM1IQLAC1LSSe6UgAAkHr07NlTjRs31tWrV+Xl5aVt27bp9OnTqlChgj755BOz4wEAAMAJuFgsDnk5gyca6bdAgQLq06ePypQpowEDBmjjxo3JlQsAgCdy48YNHT16VOXKlbO2+fn5ad++fcqVK5eJyRxnzl5pcAL/NNcNkErllN4sKfn7ODIVADza3r17NX36dLm4uMjV1VVRUVEqWLCgxowZozZt2ui1114zOyIAAADgNB67CPDrr7/qyy+/1OLFi3Xnzh298sorGjVqVHJmAwDgsWzevFlt2rTRzZs3deDAAWXPnt26Lr0UACT7BYDnC0o9npNK5nB8HgBILDc3N7m43Ou0nDNnTp05c0bFixeXr6+v/vrrL5PTAQAAwBk4yUP6DpHkIkDfvn319ddf659//lH9+vU1adIkvfLKK8qYMWNK5AMAINGioqI0aNAgjRkzRoZhSLo3pERYWJjJyRyv39r4bVvflvJkdnwWAEiqcuXKaceOHSpSpIhq1aqlgQMHKjw8XGFhYSpVqpTZ8QAAAACnkuQiwKZNm/TBBx/ozTfftHmyEgAAM+3fv1+tWrXSvn37rG3VqlXT4MGDzQtlksu3pC8P2Lad7m5OFgB4HCNHjtT169clSSNGjFBwcLDee+89FSlSRLNnzzY5HQAAAJyBha4AVkkuAvz6668pkQMAgMcSGxur8ePH6+OPP1Z0dLSke8NIDB06VB988IFcXV1NTug4UTH3JgD+rz87OT4LADyJihUrWn/OmTOnVq9ebWIaAAAAwLklqgiwfPlyNWzYUG5ublq+fPlDt3355ZeTJRgAAI9y8uRJtWnTRr/88ou1rVSpUgoLC1PZsmXNC2aCm9FSic/itxfMImV0c3gcAAAAAABMRUeABxJVBGjSpInOnz+vnDlzqkmTJgluZ7FYFBsbm1zZAABIUHR0tGrUqKGzZ89KuvdvUO/evTVs2DB5eHiYnM6xhm6UZu2N3/5WKWloHYfHAYAnVqBAgYd23z5x4oQD0wAAAADOLVFFgLi4OLs/AwBgFnd3d40YMUJt27ZVQECA5s2bp5o1a5ody2GuR0l3YqSKn9tff6Kr5Ori2EwAkFx69Ohhs3z37l3t2bNHq1ev1gcffGBOKAAAADgVF7oCWCV5ToD58+erWbNm8Z6yjI6O1tdff63g4OBkCwcAwL/FxsbajPEfHBysmzdvqlWrVvLx8TExmePExkkFJz98GyYBBuDsune3/39kU6dO1c6dOx2cBgAAAEg+U6dO1dixY3X+/HmVKVNGkydPVqVKlexuO3fuXIWEhNi0eXh46M6dO0k6Z5KfEQwJCVFERES89uvXr8cLBABAcoiIiFDbtm31zjvv2LRbLBZ16tQpzRcA4gwpKEzKP+nhBYDdHSgAAEjbGjZsqCVLlpgdAwAAAE7AYnHMKykWLlyoXr16adCgQdq9e7fKlCmjBg0a6OLFiwnu4+Pjo3Pnzllfp0+fTvJnkeSeAIZh2B2f8++//5avr2+SAwAA8DAbNmxQmzZtdObMGUn3JqB/5ZVXTE7lGLvOSa998/BtCmWVqvlLQ2sz6RGAtG/x4sXKli2b2TEAAACAxzJ+/Hh16NDB+jB9aGioVqxYodmzZ6tPnz5297FYLMqVK9cTnTfRRYBy5crJYrHIYrGoXr16ypDhwa6xsbE6efKkXnjhhScKAwDAfXfu3FH//v01fvx4a1vmzJmT3OXNWV25/fACQBk/aXlzx+UBAEe6f+9xn2EYOn/+vC5duqRp06aZmAwAAADOwt6D7GaKjo7Wrl271LdvX2ubi4uLgoKCtHXr1gT3u3HjhvLnz6+4uDiVL19eI0eOVMmSJZN07kQXAZo0aSJJ2rt3rxo0aCBvb2/rOnd3dwUEBOj1119P0skBALBnz549atWqlQ4ePGhtq1WrlubOnauAgADzgjnImQipxtz47aVzSgtekzJ7xF8HAGnJK6+8YnPT5uLiohw5cqh27doqVqyYickAAAAAW1FRUYqKirJp8/DwiDenbnh4uGJjY+Xn52fT7ufnp0OHDtk9dtGiRTV79myVLl1aERER+uSTT1S1alX98ccfypcvX6IzJroIMGjQIElSQECAmjVrJk9Pz0SfBACAxIiJidHo0aM1ePBgxcTESLr3D+fIkSPVo0cPubgkeSobp/TfAkDJHNLKlqZEAQBTDB482OwIj5bB3ewEACBJio0zzI4AAP8vdT1576hvEEaNGqUhQ4bYtA0aNChZrmmrVKmiKlWqWJerVq2q4sWLa/r06Ro2bFiij5PkOQHatGmT1F0AAHikK1euqFGjRtq2bZu1rWzZsgoLC1OpUqVMTJYy4gzp1zPSocvS/H1SgK+06Uz87RoWlkIbOT4fAJjJ1dVV586dU86cOW3aL1++rJw5cyo2NtakZAAAAHAWjhoOqG/fvurVq5dN2397AUhS9uzZ5erqqgsXLti0X7hwIdFj/ru5ualcuXI6duxYkjImqgiQLVs2HTlyRNmzZ1fWrFkf+gFeuXIlSQE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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:09:14,394 INFO: === Dataset: l ===\n", "2025-02-25 08:09:22,396 INFO:Total samples: 18911\n", "2025-02-25 08:10:20,451 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:10:20,523 INFO:Model DeiT3 evaluation completed in 268.95 seconds.\n", "2025-02-25 08:10:20,523 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 08:10:20,647 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2025-02-25 08:10:20,647 INFO: === Dataset: a ===\n", "2025-02-25 08:10:21,987 INFO:Total samples: 3181\n", "2025-02-25 08:10:32,158 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:10:32,231 INFO: === Dataset: b ===\n", "2025-02-25 08:10:33,603 INFO:Total samples: 3181\n", "2025-02-25 08:10:43,600 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:10:43,669 INFO: === Dataset: c ===\n", "2025-02-25 08:10:45,070 INFO:Total samples: 3181\n", "2025-02-25 08:10:55,098 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:10:55,167 INFO: === Dataset: d ===\n", "2025-02-25 08:10:56,553 INFO:Total samples: 3181\n", "2025-02-25 08:11:06,486 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:11:06,553 INFO: === Dataset: e ===\n", "2025-02-25 08:11:06,943 INFO:Total samples: 911\n", "2025-02-25 08:11:10,463 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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ISDDq1atnlCtX7q45v//+e0OSMXbsWIfxl19+2bDZbMahQ4ccXpOLi4vD2O+//25IMqZPn37X46S0HFBCQoJRrlw5o3nz5g6/56tXrxqlSpUynnnmGXPM29vb6NWr112Pk5blb3bv3m1IMnr27Okw3qFDhyS/v6tXryZ5flhYWJJ/u3f7+09uH2+++abh4eFh/u527dplSDK++eabFHMfO3bMcHJyMsaNG+cwvnfvXiNPnjwO42l5P9KyXwAArMS5+S3pfW6+fPlyQ5LxySefpGr7qVOnGpKML7/80hyLi4sz6tata3h5eRmXL182DMMwjh49akgyHnroIePChQtJjnf78kKJ58d3LoVz53l0osaNGxuNGzc276fmd5N4jMQlc86ePWu4uLgYzZo1M+Lj483tZsyYYUgy5s+f73C81PyNpKREiRJGy5YtjRs3bhh+fn7mkqL79u0zJBkbNmxI9j1I7lxy8eLFhiRj48aN5tjdlgOSZNjtduPPP/9M9rE7P78MGTLEsNvtxsaNG82/pTuXMEpO//79DUnGpk2bzLErV64YpUqVMkqWLGm+x4n/BitWrGjExsaa206bNs2QZOzdu/eux+natatRpEgR49y5cw7j7dq1M7y9vZN9zwDkTswEAHBfHnvsMXl5eWnjxo2Sbl5VVLx4cQUGBmrnzp26evWqDMPQ5s2b1bBhw3vuz8vLSx07djTvu7i4qHbt2g7L4Pj4+Ojvv/92mC6bVu7u7vrtt9/MKaLBwcHq2rWrihQpoj59+ig2NtbcNn/+/Hruuee0YsUKRUdHS7p5VdVXX32lWrVq6ZFHHrnvHMmJjo5WoUKFVKhQIZUtW1aDBg1S/fr1tXz5ctlsNnO7K1euSNJdr0xKfCzxarDE/03N1UwpuXz58gM9/166deuW5Gqatm3b6uzZsw5T1JcuXaqEhAS1bdtW0s0pub/88oteffVVXblyRefOndO5c+d0/vx5NW/eXOHh4Tp16lSKx121apWcnJzMK9gTvf322zIMI8nVTE2bNlWZMmXM+1WrVlW+fPkc/lbTYvfu3QoPD1eHDh10/vx5M390dLSefvppbdy4UQkJCZJu/hv47bffdPr06fs61p1WrVolSUlee3JNdN3d3c2fr1+/rvPnz6ts2bLy8fExlyO6l9v3kfi7atiwoa5evaq//vpLkuTt7S1J+vHHH80ZBnf69ttvlZCQoFdffdV8v86dOyc/Pz+VK1dO69atS1WezNovAAAZjXPz9Ds3T+t586pVq+Tn52defS5Jzs7O6tu3r6KiopIsbdm2bVuHWb6Jv4/7PZdMzv38bn7++WfFxcWpf//+sttvfVXUrVs35cuXL8kyNqn5G7kXJycnvfrqq1q8eLGkmw2B/f39U/wbvf1c8tq1azp37pyeeOIJSUr1+agkNW7cWJUqVUrVtiNHjtSjjz6qzp07q2fPnmrcuHGSc+fkrFq1SrVr11aDBg3MMS8vL3Xv3l3Hjh3Tvn37HLYPCgpyaNCdmr8LwzC0bNkyBQQEyDAMh/PX5s2bKzIyMk3vC4CcjSIAgPvi5OSkunXrmtOLN23apIYNG6pBgwaKj4/X1q1btW/fPl24cCFVHzSKFy/u8EW3dPNE/+LFi+b99957T15eXqpdu7bKlSunXr16JVkzPTW8vb01ceJEHTt2TMeOHdO8efNUvnx5zZgxQ2PGjHHY9rXXXlN0dLSWL18uSdqyZYuOHTuWIUsBubm5ac2aNVqzZo2++OILVaxYUWfPnnU42ZVufSBJLAYk585CQeJ6qnd7zr3ky5fvgZ5/L6VKlUoylrhG/pIlS8yxJUuWqHr16uYHvUOHDskwDA0bNswsoiTeRowYIenmOq0pOX78uIoWLZrkg17iEjbHjx93GH/44YeT7OPOv9W0CA8PlyR17tw5Sf7PP/9csbGx5lr4EydO1B9//CF/f3/Vrl1bI0eOfKAPjMePH5fdbncoakhS+fLlk2wbExOj4cOHm30TChYsqEKFCunSpUtJ1upPyZ9//qmXXnpJ3t7eypcvnwoVKmR+eEzcR6lSpTRw4EB9/vnnKliwoJo3b66ZM2c6HCM8PFyGYahcuXJJ3rP9+/ff9fd9Nxm1XwAAMhrn5ul3bp7W8+bjx4+rXLlyDl+cS6k/l0wsCNzvuWRy7ud3k5jzzvNAFxcXlS5dOsnrSM3fSGp06NBB+/bt0++//65FixapXbt2Sfab6MKFC+rXr598fX3l7u6uQoUKmZ8hUns+KiX/uSMlLi4umj9/vo4ePaorV67oiy++SDHf7Y4fP57sOXV6/l38+++/unTpkubMmZPk3DUoKEjS3T8HAchd8lgdAED21aBBA3Ntw02bNmno0KHy8fFR5cqVtWnTJvn6+kpSqj5opLSeonHb2qAVK1bUgQMH9MMPP2j16tVatmyZZs2apeHDh2vUqFH39RpKlCih119/XS+99JJKly6thQsXauzYsebjzz//vLy9vbVo0SJ16NBBixYtkpOTk9q1a3dfx7sbJycnNW3a1LzfvHlzVahQQW+++aZDQ7eKFSvq+++/1549e8w15e+0Z88eSTKvcEls5Lt3795U/T6SU6FCBe3evVtxcXEOV6mkVUoNtO4sdkg3GxYnrus/a9YsnTlzRr/++qvGjx9vbpN4lfygQYOSbSAmSWXLlr3vvHdKzd9qWiTmnzRpkqpXr57sNl5eXpKkV199VQ0bNtR3332nn376SZMmTdJHH32kb7/9Vi1atLiv46dWnz599MUXX6h///6qW7euvL29ZbPZ1K5dO/M13M2lS5fUuHFj5cuXT6NHj1aZMmXk5uamnTt36r333nPYx+TJk9WlSxctX75cP/30k/r27asJEyZo69atKl68uBISEsymhsn9PhLfr7TKqP0CAJAZODdPH7efN2eEBzmXTOnL5/j4eIf9ZsTv5k7pdU5cp04dlSlTRv3799fRo0fVoUOHFLd99dVXtWXLFr3zzjuqXr26vLy8lJCQoGeffTZV56OJkvvccTeJfSiuXbum8PDwNBURUut+3s/E19yxY0ezmfSdqlat+uDhAOQIFAEA3LeGDRsqLi5Oixcv1qlTp8wPFI0aNTI/aDzyyCPmB4704OnpqbZt26pt27aKi4tT69atNW7cOA0ZMkRubm73vd/8+fOrTJky+uOPPxzGXV1d9fLLLyskJERnzpzRN998o6eeekp+fn4P+lLuqUiRIhowYIBGjRqlrVu3mlNdn3/+eU2YMEEhISHJFgHi4+O1aNEi5c+f32z6FhAQoAkTJujLL7+87yJAQECAwsLCtGzZMofpzinJnz9/kkaqcXFx+ueff9J03LZt22rBggVau3at9u/fL8MwzKWAJKl06dKSbk67vr2IklolSpTQzz//rCtXrjjMBkhcniaxYd2DSulDW+JV+Pny5UtV/iJFiqhnz57q2bOnzp49qxo1amjcuHFmESA1VyYlKlGihBISEnT48GGHK5UOHDiQZNulS5eqc+fOmjx5sjl27dq1JL/jlI6/fv16nT9/Xt9++63D3+3Ro0eT3b5KlSqqUqWKPvjgA23ZskX169fX7NmzNXbsWJUpU0aGYahUqVL3nPqflvcjLfsFACCr4dw8fTzyyCMqX768li9frmnTpt3zIoASJUpoz549SkhIcJgNkN7nklLy59fSzavKE8+JE6X1d5OY88CBAw77iouL09GjR+/rPDu12rdvr7Fjx6pixYopXhRz8eJFrV27VqNGjdLw4cPN8cRZtbdLy/nfvezZs0ejR49WUFCQdu/erTfeeEN79+41l7BMSYkSJZI9p07Pv4tChQopb968io+Pz9DfD4CcgeWAANy3OnXqyNnZWR999JEKFCigRx99VNLNDyBbt27Vhg0b7vsL5+ScP3/e4b6Li4sqVaokwzB0/fr1VO3j999/17lz55KMHz9+XPv27Ut2yuZrr72m69ev680339S///6bIUsBpaRPnz7y8PDQhx9+aI7Vq1dPTZs21RdffKEffvghyXOGDh2qgwcP6t133zWvcqlbt66effZZff755/r++++TPCcuLk6DBg26a5a33npLRYoU0dtvv62DBw8mefzs2bMOV2qVKVPGXJc20Zw5c1KcCZCSpk2bqkCBAlqyZImWLFmi2rVrO1x9U7hwYTVp0kSfffZZsgWGf//99677f+655xQfH68ZM2Y4jH/yySey2WzpdoW9p6enJCX54FazZk2VKVNGH3/8saKiopI8LzF/fHx8kmnOhQsXVtGiRR3Wy/X09Ez1dOjE1/bpp586jE+dOjXJtk5OTkmuRJo+fXqS32dKrzPx6qbb9xEXF6dZs2Y5bHf58mXduHHDYaxKlSqy2+3m62zdurWcnJw0atSoJJkMw3D4/4q0vB9p2S8AAFkN5+bpZ9SoUTp//rzeeOONJOclkvTTTz+Z5+HPPfecIiIiHJavvHHjhqZPny4vLy81btw43XKVKVNGW7duVVxcnDn2ww8/6OTJkw7b3c/vpmnTpnJxcdGnn37qcB40b948RUZGqmXLlun2Ou70xhtvaMSIEQ4Xm9wpuXNJKfnz1pTOR9Pq+vXr6tKli4oWLapp06YpODhYZ86c0YABA+753Oeee07btm1TWFiYORYdHa05c+aoZMmSqe5JcDdOTk5q06aNli1blqRgJt37cxCA3IWZAADum4eHh2rWrKmtW7cqICDAvOKiUaNGio6OVnR0dLp+0GjWrJn8/PxUv359+fr6av/+/ZoxY4ZatmyZ6sZda9as0YgRI/TCCy/oiSeekJeXl44cOaL58+crNjZWI0eOTPKcxo0bq3jx4lq+fLnc3d3VunXrdHtN9/LQQw8pKChIs2bN0v79+801JENCQvT000/rxRdfVIcOHdSwYUPFxsbq22+/1fr169W2bVuzwVqikJAQNWvWTK1bt1ZAQICefvppeXp6Kjw8XF999ZX++ecfffzxxylmyZ8/v7777js999xzql6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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:11:10,535 INFO: === Dataset: f ===\n", "2025-02-25 08:11:16,055 INFO:Total samples: 12911\n", "2025-02-25 08:11:53,858 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:11:53,927 INFO: === Dataset: g ===\n", "2025-02-25 08:11:56,481 INFO:Total samples: 6000\n", "2025-02-25 08:12:14,511 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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AAAB4XMeOHVNwcLBWrFhhtj377LMKDw9XuXLlLEwGpIzy5ctryJAhqlOnjlatWqWvvvpKknT48GHzqSsAAAAgvWJOAAAAgAzCMAyFhYXJ39/frgDQrVs3bd26lQIA0q0xY8Zo27Zt6ty5s/r06aMiRYpIkhYsWKDKlStbnA4AAAApIS3OCWAVegI4ACYFBgAAySEqKkq9e/dWZGSkpNtDoYSGhqpWrVoWJwNSVqlSpbRr16547SNHjkzShGoAAACAI6II4ACYFBgAACSHLFmyaNq0aXr55ZcVFBSksWPHKlu2bFbHAlJNTEyMzpw5Y84PcMdTTz1lUSIAAACkFEd5Sj81UARwAEwKDAAAHsWVK1d048YN5cqVy2yrW7eutm/frjJlylgXDEhl+/bt09tvv63169fbtRuGIZvNptjYWIuSAQAAACmPIoADYVJgAACQWGvXrlVQUJCKFSumJUuW2D0FQwEAGU1ISIgyZcqkH3/8UXnz5uWpMAAAgIyASz4TRQAAAIB0JDo6Wv3799eIESNkGIYOHz6sKVOmqF27dlZHAyyzY8cObd26VcWKFbM6CgAAAJDqKAKkcUwKDAAAEmvXrl1q1aqVdu7cabZVqVJFderUsTAVYL3ixYvr3LlzVscAAABAKqL3511OVgeYMGGC/Pz85O7urkqVKmnz5s0P3H7MmDF65pln5OHhIV9fX3Xv3l03btxIpbSpj0mBAQDAw8TGxmrkyJEqX768WQBwcXHRp59+qlWrVqlQoUIWJwSs9dlnn+nDDz/UypUrdf78eUVGRtotAAAAQHpmaU+AefPmqUePHpo0aZIqVaqkMWPGqG7dutq7d69y584db/vZs2erV69emjZtmipXrqx9+/YpODhYNptNo0ePtuAdpDwmBQYAAA9y+PBhtWnTRmvWrDHb/P39FR4ertKlS1uYDEg77vSGqV27tl07EwMDAACkX/QEuMvSIsDo0aPVtm1bhYSESJImTZqkJUuWaNq0aerVq1e87devX68qVaqoZcuWkiQ/Pz+1aNFCmzZtStXcVmBSYAAAcK9jx46pVKlSioq6PXSgzWZTz549NXjwYLm5uVmcDkg7VqxYYXUEAAAAwDKWFQFiYmK0detW9e7d22xzcnJSnTp1tGHDhgT3qVy5smbOnKnNmzerYsWKOnTokJYuXarWrVunVmwAAIA046mnntJrr72mWbNmyc/PT2FhYapWrZrVsYA0p0aNGlZHAAAAQCqjJ8BdlhUBzp07p9jYWPn4+Ni1+/j46O+//05wn5YtW+rcuXOqWrWqDMPQrVu31L59e3388cf3PU90dLSio6PN14z5CQAA0pPx48crT5486t+/v7JkyWJ1HCDNWrNmjb7++msdOnRI8+fPV/78+RUeHq6CBQuqatWqVscDAAAAUozlEwMnxcqVKzVs2DBNnDhR27Zt03fffaclS5Zo8ODB991n+PDh8vb2NhdfX99UTAwAAJA8Ll++rODgYM2dO9euPVu2bPr8888pAAAPsHDhQtWtW1ceHh7atm2b+ZDQ5cuXNWzYMIvTAQAAIEXYUmlxAJYVAXLmzClnZ2edPn3arv306dPKkydPgvv07dtXrVu31jvvvCN/f3+9/vrrGjZsmIYPH664uLgE9+ndu7cuX75sLsePH0/29wIAAJCSVq5cqVKlSmnGjBnq0KGDTpw4YXUkwKEMGTJEkyZN0pQpU+Ti4mK2V6lSRdu2bbMwGQAAAJDyLCsCuLq6qly5coqIiDDb4uLiFBERoYCAgAT3uXbtmpyc7CM7OztLkgzDSHAfNzc3Zc2a1W4BAABwBDdu3ND777+vmjVr6tixY5Kk2NhY/fXXXxYnAxzL3r17Vb169Xjt3t7eunTpUuoHAgAAQIqz2WypsjgCy+YEkKQePXqoTZs2Kl++vCpWrKgxY8bo6tWrCgkJkSQFBQUpf/78Gj58uCQpMDBQo0ePVtmyZVWpUiUdOHBAffv2VWBgoFkMAAAASA+2b9+uVq1aaffu3WbbCy+8oNDQUBUoUMDCZIDjyZMnjw4cOCA/Pz+79rVr16pQoULWhAIAAABSiaVFgGbNmuns2bPq16+fTp06pTJlymjZsmXmZMHHjh2ze/L/k08+kc1m0yeffKITJ04oV65cCgwM1NChQ616CwAAAMnq1q1b+uyzzzRgwADdunVL0u2ejcOGDVO3bt3i9YoE8HBt27bVe++9p2nTpslms+nkyZPasGGDevbsqb59+1odDwAAACnAUZ7STw2WFgEkqXPnzurcuXOC61auXGn3OlOmTOrfv7/69++fCsmstz9mv6KMKKtjAACAVHL06FG1aNFCGzZsMNvKlCmjmTNnqkSJEhYmAxxbr169FBcXp9q1a+vatWuqXr263Nzc1LNnT3Xp0sXqeEgn3qpdRJ3rPavc3u7669gl9Zq5VdsPX7jv9u++9LRCahZR/ic8deFKjH74/bgGL/hD0Tdvz3cX8HQuda5fTKUL5FCe7B5q/eUa/bSNOWEAPNxPi77V4nlhunThvPwKF9XbXT5U0WdLJrjtscMHNTd0kg7t26Ozp/9VSMf39UqTlnbbXL92VXOmfaVNa1co8tJFFSzyjN7q3FNFinF9CjgKHiVLwzZcv3sDwMXm8oAtAQBAeuDu7q79+/dLkpycnNSnTx9t2rSJAgDwmGw2m/r06aMLFy7ozz//1MaNG3X27Fn1799fJ0+etDoe0oGGFX01uHlZjVz0p2r1/1l/Hb+k+T1fUM4sbglu3/j5Aur7RmmNXPyXKn/8k96btlkNKz6lTxqXMrfxdMukP49d0ofhv6fW2wCQDqxb8YtCvxqtpkHtNPLrWSpQ+GkN/qizLl9MuCgZE31DPnnzq1XbLsqW44kEt5n4+WD9sXWTuvYerNFT56l0+ec18IMOOn/2TEq+FeCxMSfAXRQB0rCbxk3z5wCPhCdLBgAA6YePj48mT56sIkWKaO3atRoyZIhcXV2tjgWkG66uripevLgqVqwoLy8v/fXXX/L19bU6FtKBDnWLKXzVQc1Ze1j7Tkbq/RlbdD3mllpWT3jOiQpFntDm/ee0cONRHT93VSv/OqXvNh1V2UJ3b8BF7PpXw7/bpaU8/Q8gCX6YP1N16r+uWvVela9fIb3b/WO5ubkr4qfFCW5fpFgJtWnfTVVr1ZWLS/zrzujoG9q4+jcFvdtVJUo/p7z5fdUs+F3lyeern79fkNJvB3gsFAHuogjgALxsXirqWtTqGAAAIJktXLhQ586ds2t7/fXX9eeffyoggAcAAMARuDg7qbRfdq3afdpsMwxp1V+nVaFwwk/VbjlwXqX9sqtswRySpAK5MqtOqbz6dee/qZIZQPp08+ZNHdz3t0qVq2i2OTk5qVS5itq3e9cjHTMuNlZxcbFycbXv2eTq5qa//9zxOHEBpCLL5wQAAADIaC5evKhOnTppzpw5atKkib799lu7J0jc3BIePgIAkPY8kcVVmZyddPbyDbv2s5E3VDRv1gT3WbjxqHJ4uWpJn9qyySaXTE6a/tt+jflxd2pEBpBOXbl8SXFxscqW3b4A6Z39CZ04duSRjunhmVnPFC+lBeHf6MmnCso7ew6t/e1n7du9S3ny0ZsOaZxjPKSfKugJAAAAkIqWL18uf39/zZkzR5K0YMECrV692uJUAB4kOjpakZGRdosRe/PhOwL3UaVYbnULLK4Pw7aq1oCfFfTlGr1YOp/ef5U5YACkPV17D5JhGGrb9GU1rxugpd/NVdVadWVz4g4r4CjoCQAAAJAKrl27po8++kjjx48327Jly6YJEyaoevXqFiYD0q+dO3c+cP3evXsTdZzhw4dr4MCBdm0epRvLs0yTR86G9OP8lRjdio1TLm93u/ZcWd115vL1BPfp9bq/5q8/opmrD0mS9vxzWZndMmlUcAWN/uEvGUaKxwaQDmXxziYnJ2ddunjerv3yxfPKliPnIx83T35fDR4zRTeuX9f1a1HK/kQujRrUSz558z9uZCBFOcp4/amBIkAatT9mv6KMKKtjAACAZLBlyxa1bt3a7oZjnTp1NH36dD355JMWJgPStzJlyshms8lI4I7qnfbEfDns3bu3evToYddWsFPCEywi47kZG6c/jlxU9eI++un/J/G12aTqxX30TcT+BPfxdHNWXJx9W2zc7b9Tm2wyRBUAQNK5uLio8NPFtGvbFlWqWlOSFBcXp53btqhew6aPfXx3Dw+5e3go6kqkdmzZoNbvvvfYxwSQOigCpFEbrm8wf3axuViYBAAAPKqbN29q6NChGjJkiGJjYyVJ7u7uGjFihDp16iQnJ0ZmBFLS4cOHk+U4bm5u8ebqsDlzjY67vvr5b41v+7x2HL6gbYcuqP1LT8vTLZPmrLn9pP+EtpX078XrGrLgdu+Un3ecVIe6z2jXsYvaevC8Cvp4qVcjf/2y46Ti/r9oldktkwr6eJnnKJAzs0o+lU0Xo2J04sK11H+TABxC4ButNO7T/ir8zLMqWqykflw4W9E3rqvWy69Kkr4c3k85cuZSq7ZdJN2+Xv3n6O1/V926dVPnz53R4QN75e7hqbz5b4/5v33LesmQ8vkW0KkTxxX29Vjlf8pPtV4OtOZNAolET4C7KAKkUTeNu2OMBngEWJgEAAA8qh9//NFuCJEKFSooLCxMxYoVszAVkHEUKFDA6gjIIBZtPq4nsrir1+v+yu3trj+PXVLTUSt1NjJakvTkE5kV95+H+0d9/5cMw1DvRv7Km91D569E6+cdJzV04d0hrMoUzKHFvWqZr4e0fE6SNGftYXX5ZlPqvDEADqdKzZd0+dJFzZ0+SZcunlfBwk/rk8/GKVuO25MFnztzym4s/4vnz6pnu5bm6++/Ddf334arROlyGvTFZEnStatRmjVlvM6fOyOvLFn1fLXaavl2R2XKREEccBQ2I6G+selYZGSkvL29dfnyZWXNmtXqOPc19dJURRlR8rJ56e1sb1sdBwAAPALDMNSoUSP98MMP6tu3rz7++GO5uPBlCemXI1xr+/v7a+nSpfL19X2s4+QMnptMiQDg8awc+orVEQBAklQyv9fDN0pFRXr+lCrnOfB5vVQ5z+OgJ0AaxHwAAAA4pkuXLilbtmzma5vNpsmTJ+vIkSOqUKGCdcEAmI4cOaKbN28+fEMAAAAgnWAg2jSI+QAAAHAshmFo5syZ8vPz0w8//GC3LleuXBQAAAAAACCV2Wy2VFkcAUWANIj5AAAAcBznz59X06ZN1bp1a12+fFnvvPOOzp49a3UsAPdRrVo1eXh4WB0DAAAASDUMB5SGedm8VNS1qNUxAADAffz000966623dOrUKbPtxRdfZNx/IA1bunSp1REAAACQChzkIf1UQREAAAAgiaKiotSzZ099/fXXZluOHDk0adIkvfHGGxYmA3A/+/fv14oVK3TmzBnFxcXZrevXr59FqQAAAICURxEAAAAgCTZs2KDWrVvr4MGDZlu9evU0depU5c2b18JkAO5nypQp6tChg3LmzKk8efLYjd1qs9koAgAAAKRDjjJef2qgCAAAAJBIYWFhCgkJMZ8i9vT01OjRo9WuXTsuMIE0bMiQIRo6dKg++ugjq6MAAAAAqY4iAAAAQCLVrFlTWbJk0eXLlxUQEKCwsDAVKVLE6lgAHuLixYsM1QUAAJDB8JzWXU5WBwAAAHAUvr6+mjhxooYOHarVq1dTAAAcxBtvvKFffvnF6hgAAACAJegJAAAAkIAjR46oT58+mjhxory9vc32li1bWpgKwKMoUqSI+vbtq40bN8rf318uLi5267t27WpRMgAAAKQUJye6AtxBEQAAAOA/DMNQaGio3nvvPV25ckUuLi4KDQ21OhaAxzB58mR5eXlp1apVWrVqld06m81GEQAAAADpGkUAAACA/3fmzBm1a9dOixcvNttWrlypCxcuKEeOHBYmA/A4Dh8+bHUEAAAApDLmBLiLOQEAAAAkff/99/L397crAAQHB2vnzp0UAIB0xDAMGYZhdQwAAAAg1VAEAAAAGVpkZKTefvttvfbaazpz5owkKWfOnPrf//6n6dOnK2vWrBYnBJAcwsLC5O/vLw8PD3l4eKhUqVIKDw+3OhYAAABSiM1mS5XFETAcEAAAyLDWrFmjoKAgHTlyxGwLDAzUlClT5OPjY10wAMlq9OjR6tu3rzp37qwqVapIktauXav27dvr3Llz6t69u8UJAQAAgJRDEQAAAGRYO3fuNAsAXl5eGjt2rEJCQhzmaQ4AiTNu3Dh99dVXCgoKMtteffVVlShRQgMGDKAIAAAAkA7xte4uigAAACDD6tixo77//ntdv35dM2bMUMGCBa2OBCAF/Pvvv6pcuXK89sqVK+vff/+1IBEAAACQepgTAAAAZAixsbFavny5XZvNZtO8efO0YsUKCgBAOlakSBF9++238drnzZunokWLWpAIAAAAKY05Ae6iJwAAAEj3Dh48qKCgIK1fv17Lly9XnTp1zHXZsmWzLhiAVDFw4EA1a9ZMq1evNucEWLdunSIiIhIsDgAAAADpCT0BAABAumUYhiZPnqzSpUtr/fr1kqR33nlHMTExFicDkJoaN26sTZs26YknntCiRYu0aNEi5cyZU5s3b9brr79udTwAAACkAHoC3EVPAAAAkC79+++/euedd7R06VKzrVChQgoLC5Orq6uFyQBYoVy5cpo1a5bVMQAAAIBURxEgjdkfs19RRpTVMQAAcGgLFixQ+/btdf78ebOtbdu2GjVqlLJkyWJhMgCpycnJ6aFPZ9lsNt26dSuVEgEAACC1OMhD+qmCIkAas+H6BvNnF5uLhUkAAHA8ly5dUpcuXTRz5kyzzcfHR998841eeeUVC5MBsML//ve/+67bsGGDvvzyS8XFxaViIgAAACD1UQRIY24aN82fAzwCLEwCAIDjadu2rRYsWGC+btSokSZNmqRcuXJZmAqAVV577bV4bXv37lWvXr30ww8/6M0339SgQYMsSAYAAICU5ijj9acGJgZOo7xsXirqWtTqGAAAOJThw4fL09NTWbNmVVhYmBYsWEABAIAk6eTJk2rbtq38/f1169Yt7dixQzNmzFCBAgWsjgYAAACkKHoCAAAAhxUTE2M3yW+RIkU0b948lSpVSk899ZSFyQCkFZcvX9awYcM0btw4lSlTRhEREapWrZrVsQAAAJDC6AhwFz0BAACAw7l165YGDRqk5557TteuXbNb98orr1AAACBJGjFihAoVKqQff/xRc+bM0fr16ykAAAAAIMOhJwAAAHAoe/fuVVBQkDZv3ixJ+vDDDzV+/HiLUwFIi3r16iUPDw8VKVJEM2bM0IwZMxLc7rvvvkvlZAAAAEhpzAlwF0UAAADgEAzD0MSJE/XBBx/o+vXrkiRnZ2c98cQTMgyDCzwA8QQFBfHvBgAAAGR4FAHSkP0x+xVlRFkdAwCANOfEiRMKCQnR8uXLzbann35aYWFhqlSpkoXJAKRloaGhVkcAAACARXgW5C7mBEhDNlzfYP7sYnOxMAkAAGnHnDlzVLJkSbsCQKdOnbR9+3YKAAAAAAAAPAQ9AdKQm8ZN8+cAjwALkwAAYD3DMBQcHKywsDCzLV++fJo+fbpeeuklC5MBAAAAANI6hoW8i54AaZCXzUtFXYtaHQMAAEvZbDYVL17cfN28eXPt2rWLAgAAAAAAAElATwAAAJBm9ezZU+vXr1eLFi3UvHlzq+MAAAAAABwEHQHuoggAAADShI0bN2rLli3q0qWL2ebs7KzFixdbmAoAAAAAAMdGEQAAAFgqJiZGgwcP1rBhwyRJ5cqVU+XKlS1OBQAAAABwZMwJcBdzAgAAAMvs3r1bAQEBGjJkiOLi4hQXF6fx48dbHQsAAAAAgHSDIgAAAEh1cXFxGjNmjJ577jlt27ZNkpQpUyYNHjxYYWFhFqcDAAAAADg6my11FkfAcEAAACBVHTt2TMHBwVqxYoXZ9uyzzyo8PFzlypWzMBkAAAAAAOkPPQEAAECqMAxDYWFh8vf3tysAdOvWTVu3bqUAAAAAAABINjabLVUWR0BPAAAAkCpu3bqlL774QpGRkZIkX19fhYaGqlatWhYnAwAAAAAg/aInAAAASBUuLi4KDw+Xm5ubWrdurZ07d1IAAAAAAACkCOYEuIueAAAAIEVcuXJFZ8+eVaFChcy2kiVL6q+//lLhwoUtTAYAAAAAQMZBTwAAAJDs1q5dq9KlS6thw4aKjo62W0cBAAAAAACQ0pgT4C6KAAAAINlER0erV69eql69ug4fPqxdu3Zp0KBBVscCAAAAACDDYjggAACQLHbt2qVWrVpp586dZluVKlX09ttvW5gKAAAAAJAROchD+qmCngAAAOCxxMbGauTIkSpfvrxZAHBxcdGnn36qVatW2c0JAAAAAAAAUhc9AQAAwCM7fPiw2rRpozVr1pht/v7+Cg8PV+nSpS1MBgAAAADIyBxlvP7UQBEAAAA8kkuXLum5557TpUuXJN2+wOrZs6cGDx4sNzc3a8MBAAAAAABJDAcEAAAeUbZs2dSlSxdJkp+fn1auXKkRI0ZQAAAAAAAAWM5ms6XK4gjoCQAAABLNMAy7i5y+ffvKxcVF7733nrJmzWphMgAAAAAAkBB6AgAAgIe6fPmygoODNXz4cLt2FxcX9e3blwIAAAAAACBNsdlSZ3EE9AQAAAAPtHLlSrVp00bHjh1TpkyZVK9ePZUtW9bqWAAAAAAAIBHoCQAAABJ048YNvf/++6pZs6aOHTsmSfLw8DB/BgAAAAAgrWJOgLvoCQAAAOLZvn27WrVqpd27d5ttL7zwgkJDQ1WgQAELkwEAAAAAgKSgJwAAADDdunVLQ4cOVcWKFc0CgJubm0aNGqWIiAgKAAAAAAAAh8CcAHfREwAAAEiSTp48qSZNmmjDhg1mW5kyZRQeHq6SJUtamAwAAAAAADwqegKkEftj9ivKiLI6BgAgA8uePbsuXrwoSXJyctLHH3+sTZs2UQAAAAAAADgc5gS4iyJAGrHh+t2nLl1sLhYmAQBkVB4eHgoPD1exYsW0Zs0aDR06VK6urlbHAgAAAAAgyRgO6C6GA0ojbho3zZ8DPAIsTAIAyCjmz5+vUqVK6ZlnnjHbypcvrz///FPOzs4WJgMAAAAAAMnlsXoC3LhxI7ly4P952bxU1LWo1TEAAOnYxYsX9eabb6pp06YKCgrSrVu37NZTAAAAAAAAODonmy1VFkeQ5CJAXFycBg8erPz588vLy0uHDh2SJPXt21dTp05N9oAAACD5/Prrr/L399fs2bMlSZs3b9b//vc/i1MBAAAAAICUkuQiwJAhQxQaGqoRI0bYjRNcsmRJffPNN8kaDgAAJI9r166pa9euevHFF3XixAlJUrZs2TRr1iw1adLE4nQAAAAAACQv5gS4K8lFgLCwME2ePFlvvvmm3XABpUuX1t9//52s4QAAwOPbsmWLnnvuOY0bN85sq1Onjnbt2qWWLVvK5ihXLQAAAAAAIMmSXAQ4ceKEihQpEq89Li5ON2/eTGAPAABghZs3b2rAgAEKCAjQ3r17JUnu7u768ssv9fPPP+vJJ5+0OCEAAAAAACnDZrOlyuIIklwEKF68uNasWROvfcGCBSpbtmyyhAIAAI9v69atGjRokGJjYyVJFSpU0Pbt29WlSxc5OSX5EgAAAAAAADymCRMmyM/PT+7u7qpUqZI2b978wO0vXbqkTp06KW/evHJzc9PTTz+tpUuXJumcmZIasl+/fmrTpo1OnDihuLg4fffdd9q7d6/CwsL0448/JvVwAAAghTz//PPq3r27xo4dq759++rjjz+Wi4uL1bEAAAAAAEhxTmnwIf158+apR48emjRpkipVqqQxY8aobt262rt3r3Lnzh1v+5iYGL344ovKnTu3FixYoPz58+vo0aPKli1bks6b5McAX3vtNf3www/69ddflTlzZvXr10979uzRDz/8oBdffDGphwMAAMnk1KlTiouLs2sbOnS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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:12:14,578 INFO: === Dataset: h ===\n", "2025-02-25 08:12:17,098 INFO:Total samples: 6000\n", "2025-02-25 08:12:35,142 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:12:35,209 INFO: === Dataset: i ===\n", "2025-02-25 08:12:37,725 INFO:Total samples: 6000\n", "2025-02-25 08:12:55,763 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:12:55,829 INFO: === Dataset: j ===\n", "2025-02-25 08:12:58,322 INFO:Total samples: 6000\n", "2025-02-25 08:13:16,347 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:13:16,416 INFO: === Dataset: k ===\n", "2025-02-25 08:13:19,188 INFO:Total samples: 6000\n", "2025-02-25 08:13:37,208 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:13:37,276 INFO: === Dataset: l ===\n", "2025-02-25 08:13:45,551 INFO:Total samples: 18911\n", "2025-02-25 08:14:40,305 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:14:40,375 INFO:Model Twins_SVT evaluation completed in 259.85 seconds.\n", "2025-02-25 08:14:40,375 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 08:14:40,492 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2025-02-25 08:14:40,492 INFO: === Dataset: a ===\n", "2025-02-25 08:14:41,850 INFO:Total samples: 3181\n", "2025-02-25 08:14:47,671 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:14:47,740 INFO: === Dataset: b ===\n", "2025-02-25 08:14:49,124 INFO:Total samples: 3181\n", "2025-02-25 08:14:54,989 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:14:55,061 INFO: === Dataset: c ===\n", "2025-02-25 08:14:56,425 INFO:Total samples: 3181\n", "2025-02-25 08:15:02,201 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:15:02,272 INFO: === Dataset: d ===\n", "2025-02-25 08:15:03,628 INFO:Total samples: 3181\n", "2025-02-25 08:15:09,403 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:15:09,474 INFO: === Dataset: e ===\n", "2025-02-25 08:15:09,862 INFO:Total samples: 911\n", "2025-02-25 08:15:12,181 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:15:12,249 INFO: === Dataset: f ===\n", "2025-02-25 08:15:17,665 INFO:Total samples: 12911\n", "2025-02-25 08:15:38,375 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:15:38,445 INFO: === Dataset: g ===\n", "2025-02-25 08:15:40,959 INFO:Total samples: 6000\n", "2025-02-25 08:15:51,253 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:15:51,325 INFO: === Dataset: h ===\n", "2025-02-25 08:15:53,924 INFO:Total samples: 6000\n", "2025-02-25 08:16:04,043 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:16:04,113 INFO: === Dataset: i ===\n", "2025-02-25 08:16:06,714 INFO:Total samples: 6000\n", "2025-02-25 08:16:16,856 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:16:16,928 INFO: === Dataset: j ===\n", "2025-02-25 08:16:19,527 INFO:Total samples: 6000\n", "2025-02-25 08:16:29,684 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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DmDRpkiHJ+P7776Ps7+bNm4Yko3nz5oZhGMbkyZNfeM6LvP3224Yk49atW9FqH9VyMn5+fkauXLksz8+ePWtIMry8vIxr165Ztf3qq68MScbhw4et4kWKFDFq165teT5y5EgjderUxokTJ6za9e/f33B2djbOnz8fZZ7Xrl0zXF1djfr161v9nKdOnWpIMubMmWP1mqLz+x+VqJYD6tSpk5E1a1YjJCTEKt62bVvD29vbePDggWEY0fu7isnyN+Hh4UbmzJmNUqVKWS2/NHPmTEOS1c8vIiLCZommW7duGT4+PsZ7771niT3v9//p6/i3b7/91pBkbNmyxRLz9va2WWrg3yIjI40CBQoYDRo0sFra6sGDB0aePHmMevXqWWIxXQ7ov7+fAADEFdfmz5fUrs3v3LljSDLeeuutaLU/ePCgIcno3LmzVbxPnz6GJOPXX3+1xHLlymVz3XPt2jXDzc3NalnNp9fH/10KJ6rrlKFDh1r9jn3++eeGJOP69etR5v10jH8vmVOqVCkjc+bMxo0bNyyxP/74w3BycjJ8fX1txvv3NaBhPPm88Morr0Q55r9fR+rUqQ3DMIyWLVsaderUMQzDMMxms5ElSxZj+PDhdt+DR48eWf3sn74ONzc3Y8SIEZbY85YDevo3M2PGDLvH/vv5Ze3atYYkY9SoUZZlouwtYfRfP/zwg+W8f2vZsqVhMpmMU6dOWWKSDFdXV6vYH3/8YUgypkyZ8txx7P0cAaR8zAQAYFfp0qWVJk0abdmyRdKTu4py5MghX19f7d+/Xw8ePJBhGNq2bZtl+ZnnSZMmjdq3b2957urqqgoVKujMmTOWWLp06fTPP/9o7969cc5/9uzZypQpkzJnzqyKFStq+/btCggIsEwvfnoXVdq0aWPUb926dZUpUyblzJlTbdu2VZo0afT9998re/bsljbt27fXP//8Y3nvpCd3p7i6ulruQo9P/86pZcuWSp06tVauXGk1Xfru3buSnv96nx57+t7E9j36t/jo43latGhhc4d28+bNlSpVKi1ZssQSO3LkiI4ePao2bdpYYkuXLlW1atWUPn16hYSEWB5169aV2Wy2+vn914YNGxQeHq5evXrJyenZP6VdunSRl5eXVq1aZdU+Or//MWEYhpYvX66mTZvKMAyr/Bs0aKA7d+5Ypr3H59+VJP3++++6du2aPvzwQ6tNBjt27Chvb2+rts7OzpY2kZGRunnzpiIiIlSuXDm70/Lt8fDwsPz3o0ePFBISotdff12SrPpIly6ddu/eHeUU64MHD1qmid+4ccPyft2/f1916tTRli1b2NwXAJBkcW1uX1K5No9p/qtXr5Ykm7u7P/nkE0myuZYsUqSI1c81U6ZMKliwYKyvJe1Jly6dJOnHH3+M9jXR5cuXdfDgQXXs2FEZMmSwxEuUKKF69epZXue/ffjhh1bPq1Wrphs3bljew+ho166dNm/erCtXrujXX3/VlStX7C4FJD1ZfvTp9brZbNaNGzcsSx1F93r0aT/+/v7Ralu/fn198MEHGjFihJo3by53d3d99dVXLzxv9erVcnZ2Vo8ePazin3zyiQzDsJlFXLduXeXLl8/yvESJEvLy8orX3wsAKQdFAAB2OTs7q1KlSpbpxVu3blW1atVUtWpVmc1m7dq1S0ePHtXNmzej9UEjR44cNmtOpk+fXrdu3bI879evn9KkSaMKFSqoQIEC6tq16wunn0blrbfe0vr167Vhwwbt3r1bISEhmjhxouUC0MvLS9KzL8eja9q0aVq/fr02bdqko0eP6syZM2rQoIFVm7Zt28rZ2dky7fjRo0f6/vvv1ahRI6sleuLL05yWLVumN954QyEhIXJzc7Nq8/QDyfNe738LBbF9j/4tPvp4njx58tjEMmbMqDp16lgtCbRkyRKlSpXKssSMJJ08eVJr1qxRpkyZrB5169aVJF27di3Kcf/++29JUsGCBa3irq6uyps3r+X4U9H5/Y+J69ev6/bt25o5c6ZN/k8/nDzNPz7/rqRnr71AgQJWcRcXF+XNm9em/fz581WiRAm5u7vrlVdeUaZMmbRq1SrduXMnWuPdvHlTPXv2lI+Pjzw8PJQpUybLz/3ffYwbN05HjhxRzpw5VaFCBQ0bNszqA9DJkyclPVmn9b/v2ddff62wsLBo5wQAQELj2ty+pHJtHtP8//77bzk5OSl//vxW8SxZsihdunQ215L2liyKy7WkPW3atFGVKlXUuXNn+fj4qG3btvruu++eWxCI6ppYerLEztMbLv7tv6/l6c8gJq/ljTfeUNq0abVkyRJ98803Kl++vM17+VRkZKQ+//xzFShQQG5ubsqYMaMyZcqkQ4cOxejaL3v27FY3wLzIhAkTlCFDBh08eFBffPGFMmfO/MJz/v77b2XLls2mmFS4cGHL8X9LiN8LACkHRQAAUapatar27t2rR48eWT5opEuXTsWKFdPWrVstH0Ki80EjqjXljX+t6V24cGEdP35cixcvVtWqVbV8+XJVrVpVQ4cOjXHuOXLkUN26dVWnTh1VqFBBqVOntjpeqFAhSdLhw4dj1G+FChVUt25d1axZU4ULF7a6C/yppxuSLl++XI8fP9ZPP/2ku3fvWtYkjW9Pc2rRooVWrlypYsWKqV27drp3756lzdMLx0OHDkXZz9NjRYoUkRT79+jfYtqHvc2HJVnW0/yvf98l/m9t27bViRMnLOvOf/fdd6pTp44yZsxoaRMZGal69epp/fr1dh/2NjKOrej8/sfE0w9j7du3jzL/p2sBx+ffVUwtXLhQHTt2VL58+TR79mytWbNG69evV+3ataN9h1nr1q01a9Ysffjhh1qxYoXWrVtn2fDs3320bt1aZ86csay1On78eBUtWtRyx9TTtuPHj4/yPUuTJk08vwMAAMQfrs1tJZVrcy8vL2XLlk1HjhyJ0XlRXfv+V1yuJaN7fe3h4aEtW7Zow4YN6tChgw4dOqQ2bdqoXr16UV6Lx0Z8XBe7ubmpefPmmj9/vr7//vsoZwFIUmBgoAICAlS9enUtXLhQa9eu1fr161W0aNEYzQKN6nNHVA4cOGC5KScun6eeJ74/YwBI2SgCAIhStWrVFB4erm+//VYXL160fKCoXr265YPGa6+9Jh8fn3gbM3Xq1GrTpo3mzp2r8+fPq3Hjxho9erQePXoUb2NIUqNGjeTs7KyFCxfGa79Pvfvuu7p586Z++eUXLVq0SF5eXmratKlDxvo3Z2dnjRkzRpcuXdLUqVMt8apVqypdunRatGhRlBfxCxYskCQ1adLEck769On17bffxvrC/+lrju77nD59et2+fdsm/t+7Xl6kWbNmcnV11ZIlS3Tw4EGdOHHCZpO1fPny6d69e6pbt67dx/M2icuVK5ck6fjx41bx8PBwnT171nI8Ptj74JYpUyalTZtWZrM5yvz/fbfRi/6uovsBVHr22p/eWf/U48ePdfbsWavYsmXLlDdvXq1YsUIdOnRQgwYNVLduXZu/56jGv3XrljZu3Kj+/ftr+PDhevvtt1WvXj27Mw4kKWvWrPr444/1ww8/6OzZs3rllVc0evRoSbJMlfby8oryPXNxcYnx+wEAQELh2jz2EuLavEmTJjp9+rR27tz5wra5cuVSZGSkzfXU1atXdfv27Xi9lozJ9bWTk5Pq1KmjoKAgHT16VKNHj9avv/6qTZs22e07qmtiSTp27JgyZsxoU/CJL+3atdOBAwd09+5du5spP7Vs2TLVqlVLs2fPVtu2bVW/fn3VrVvX5j2Jz+u/+/fvy9/fX0WKFNH777+vcePGRWtZrVy5cunSpUs2M0qOHTtmOQ4AsUURAECUKlasKBcXF40dO1YZMmRQ0aJFJT35ALJr1y799ttv0brTKLpu3Lhh9dzV1VVFihSRYRh6/PhxvI0jSTlz5lSXLl20bt06TZkyxeZ4ZGSkJk6cqH/++SdW/Tdr1kyenp6aPn26fvnlF8takAmhZs2aqlChgiZNmmT5gObp6ak+ffro+PHjGjhwoM05q1at0rx589SgQQPLeuuenp7q16+f/vrrL/Xr18/uHSULFy7Unj17osylUqVKatiwob7++mv98MMPNsfDw8PVp08fy/N8+fLp2LFjun79uiX2xx9/xHjqebp06dSgQQN99913Wrx4sVxdXdWsWTOrNq1bt9bOnTu1du1am/Nv376tiIiIKPuvW7euXF1d9cUXX1i9L7Nnz9adO3fUuHHjGOX7PKlTp7b5kOLs7KwWLVpo+fLldu84+/f7F52/q6cfzux9QPyvcuXKKVOmTJoxY4bCw8Mt8Xnz5tnNU7K+G2n37t02H449PT3tjm/vfEmaNGmS1XOz2WwznTtz5szKli2bwsLCJElly5ZVvnz5NGHCBKtZMk/9+z2LyfsBAEBC4do8aV+bf/rpp0qdOrU6d+6sq1ev2hw/ffq0Jk+eLOnJcjaS7TVNUFCQJMXrtWS+fPl0584dqxnBly9f1vfff2/V7ubNmzbnlipVSpIs11P/lTVrVpUqVUrz58+3um46cuSI1q1bZ3mdjlCrVi2NHDlSU6dOVZYsWaJs5+zsbHMtuXTpUl28eNEqFp/Xf/369dP58+c1f/58BQUFKXfu3PLz84vyfXzqjTfekNlstrqZS5I+//xzmUwmNWrUKM65AXh5pUrsBAAkXZ6enipbtqx27dqlpk2bWu6OqF69uu7fv6/79+/H6weN+vXrK0uWLKpSpYp8fHz0119/aerUqWrcuLFDNpadOHGiTp8+rR49emjFihVq0qSJ0qdPr/Pnz2vp0qU6duzYc+8qeZ40adKoWbNmlrVHHbUUUFT69u2rVq1aad68eZbNt/r3768DBw5o7Nix2rlzp1q0aCEPDw9t27ZNCxcuVOHChTV//nybfv78809NnDhRmzZtUsuWLZUlSxZduXJFP/zwg/bs2aMdO3Y8N5cFCxaofv36at68uZo2bao6deooderUOnnypBYvXqz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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:16:29,754 INFO: === Dataset: k ===\n", "2025-02-25 08:16:32,351 INFO:Total samples: 6000\n", "2025-02-25 08:16:42,512 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:16:42,584 INFO: === Dataset: l ===\n", "2025-02-25 08:16:50,697 INFO:Total samples: 18911\n", "2025-02-25 08:17:20,702 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:17:20,773 INFO:Model Twins_PCPVT evaluation completed in 160.40 seconds.\n", "2025-02-25 08:17:20,773 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_1350690/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-02-25 08:17:20,908 INFO:Loaded model weights from PiT_best.pth\n", "2025-02-25 08:17:20,908 INFO: === Dataset: a ===\n", "2025-02-25 08:17:22,259 INFO:Total samples: 3181\n", "2025-02-25 08:17:30,279 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:17:30,348 INFO: === Dataset: b ===\n", "2025-02-25 08:17:31,679 INFO:Total samples: 3181\n", "2025-02-25 08:17:40,079 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:17:40,148 INFO: === Dataset: c ===\n", "2025-02-25 08:17:41,484 INFO:Total samples: 3181\n", "2025-02-25 08:17:49,554 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:17:49,621 INFO: === Dataset: d ===\n", "2025-02-25 08:17:50,947 INFO:Total samples: 3181\n", "2025-02-25 08:17:59,143 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:17:59,213 INFO: === Dataset: e ===\n", "2025-02-25 08:17:59,609 INFO:Total samples: 911\n", "2025-02-25 08:18:02,473 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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NOdL09+bGmACQHVy9elXDhw/XsGHDlJCQIEnKmTOnPvroI3Xu3FkuLkyMBQAAALIlJ1mvPzNQBACAbO7mpr9eXl6pbufh4UHTXwDZztSpUzVkyBDz98cee0zh4eEqW7ashakAAAAAIPNQBACAbOB2S/4kLfVD018A96O33npLM2bM0O+//66BAwdqwIABcnNzszoWAAAAgIzmJOv1ZwaKAACQDaRlyR+W+gFwP7h8+bJy5sxp/u7m5qYvvvhC58+f12OPPWZhMgAAAACwBkUAAHAyKd31n3S3f2pL/rDUD4DszjAMffHFF+rdu7d++OEHVa5c2XyuXLly1gUDAAAAYAkbMwFMFAEAwMnc7q5/Hx8fhYaGZnIiALDW6dOn1bFjRy1cuFCS1KpVK/3222/y9PS0OBkAAAAAWI8iAAA4mdQa/XK3P4D70bJly9SuXTsdP37cHKtSpYquXr1KEQAAAAC4jzET4AaKAACQBdyuse+taPQLANKFCxfUt29fTZkyxRwrUKCApkyZoldffdXCZAAAAACQtVAEAIAsIC2NfW9Fo18A96tNmzapdevW2r9/vznWpEkTTZ8+XUWLFrUwGQAAAIAsg4kAJooAAJCJUrvj/06NfW/F0j8A7lcTJ05Ujx49lJiYKEnKlSuXxowZo7feeovpvgAAAACQAooAAJCJ7nTHP419AeD2atasaX7ZHxgYqDlz5qh06dIWpwIAAACQ1XCT0A0UAQAgE6XW1Ffi7n4ASIvHHntMQ4cOlSS9++67ypGDy1kAAAAAuB0+NQFABrjTsj809QWAOzt06JDGjBmjMWPG2H3ZP2DAAAtTAQAAAHAGzAS4wcXqAACQHSUt+xMTE2P3MAxDEk19AeB2DMPQzJkz9eijj2rChAkaMWKE1ZEAAAAAIF1MmjRJ/v7+8vT0VM2aNbVly5ZUt61fv75sNluyR9OmTR06J0UAAEhHkZGRGjJkiE6cOCHpetXZ29vb7uHr68uyPwCQihMnTuill15S27Ztdf78eUnSnDlzdOXKFYuTAQAAAHAmKX15nhEPR8yfP1+9e/dWaGioIiMjValSJTVu3Nj8HulW33zzjY4dO2Y+/vjjD7m6uuq1115z6LwsBwQA6ejWxr80+gWAtFuyZIk6dOhgdwEcEhKicePGydPT08JkAAAAAHDvxowZow4dOigkJESSNHnyZC1dulQzZsxQv379km1foEABu9/nzZunXLlyOVwEYCYAAKSjmxv/csc/AKRNbGys2rVrpxdeeMEsABQuXFjffvutZsyYoXz58lmcEAAAAICzyWozAeLj47Vt2zY1atTIHHNxcVGjRo20adOmNB1j+vTpatGihXLnzu3Qe8FMAABIB0mNgG9u/MsMAAC4s59//lnBwcE6dOiQOfb8889r2rRp8vHxsS4YAAAAAKRBXFyceVNoEg8Pj2T9IE+dOqWEhAT5+vrajfv6+mr37t13PM+WLVv0xx9/aPr06Q5nZCYAAKSDpGWAaPwLAI5ZvHixWQDIkyePpk+fru+++44CAAAAAIB7Y8ucx4gRI+Tl5WX3GDFiRLq/nOnTpysgIEA1atRweF9mAgBAOrh5GSAfHx+WAQKANBo+fLhWrFihggULavbs2SpRooTVkQAAAAAgzfr376/evXvbjaV0c2ihQoXk6upq10tSkqKjo1WkSJHbnuPixYuaN2+ehg4delcZKQIAyNaSlum5dVpWemMZIAC4s4SEBG3fvl3Vq1c3xzw9PbVq1Sr5+vrK1dXVwnQAAAAAshNH1uu/Fykt/ZMSd3d3VatWTatXr9aLL74oSUpMTNTq1avVtWvX2+67YMECxcXFqVWrVneVkSIAgGwtaZmezMIyQACQsv379ysoKEiRkZGKjIxU+fLlzeceeOABC5MBAAAAQObo3bu3goODVb16ddWoUUPjxo3TxYsXFRISIkkKCgpSsWLFki0nNH36dL344osqWLDgXZ2XIgAAp3C3d/Qn3aFvs9nk5eWVEdFMHh4eLAMEALcwDEPTpk1T7969dfHiRUlSmzZttHnz5ky7MwcAAADA/Scrft5o3ry5Tp48qUGDBun48eOqXLmyVqxYYTYLjoqKkouLfRvfPXv2aP369frhhx/u+rwUAQA4hXu9o9/Hx4dlegAgkx0/flzt27fX0qVLzbGSJUtqzJgxWfKCHAAAAAAyWteuXVNd/mft2rXJxsqWLSvDMO7pnBQBADiFmxvvOnpHP3foA0DmW7Rokd5++22dPn3aHHvrrbc0evRo5cmTx8JkAAAAAO4H3Hh0A0UAAFnWzUsA3dx4NywszOJkAIDUxMTEqHv37goPDzfHfH19NX36dDVt2tTCZAAAAABwf6IIACDLSmkJIBrvAkDW9uKLL2rdunXm76+88oomT56sQoUKWZgKAAAAwP2GmQA3UAQAkGXc2vz31qa+LOsDAFnfhx9+qHr16ilv3ryaOHGiWrVqxcU3AAAAAFiIIgCALCO15r809QWArCsxMVEuLi7m73Xq1NG0adP01FNP6aGHHrIwGQAAAID7GvcimSgCAMgyUmr+y93/AJA1Xbt2TWFhYVq/fr1WrFhhVwho166dhckAAAAAADejCADAErcu/SOJ5r8A4CT27t2r1q1ba8uWLZKkcePGqXfv3hanAgAAAIAbWJb0BooAACyR2tI/Es1/ASCrMgxDn376qd555x1dvnxZkuTq6mr+DAAAAADIeigCAMhUSTMATpw4Icl+6R+J5X8AIKs6cuSI2rZtqx9++MEce/jhhzVnzhzVrFnTwmQAAAAAkBwzAW6gCAAgU906A4CmvwCQ9c2bN0+dO3fW2bNnzbEuXbroo48+Uq5cuSxMBgAAAAC4E4oAADLVzc1/fXx8uOsfALKwhIQEtWrVSvPmzTPHHnjgAc2cOVNPP/20hckAAAAA4PaYCXADRQAA6Sqlhr83u7n5LzMAACBrc3V1Vb58+czfW7RooUmTJqlAgQIWpgIAAAAAOIIiAIB0dbuGvzej+S8AOIfRo0dr+/bt6t27t1q0aGF1HAAAAABIGyYCmCgCALgnt975n3Sn/60Nf29G818AyJo2b96s//77T6+++qo5lidPHv36669MpYVTi4yMlJubmwICAiRJixcv1syZM1WhQgUNHjxY7u7uFicEAAAAMg5FAAD3JLU7/2n4CwDO4+rVqxo6dKjCwsKUK1cuVa1aVSVLljSfpwAAZ/f222+rX79+CggI0IEDB9SiRQu99NJLWrBggS5duqRx48ZZHREAAADpjM8xN7hYHQCAc7u50a+3t7e8vb3l6+vLnf4A4CT++usvPf744xo2bJgSExN14cIFjRkzxupYQLrau3evKleuLElasGCB6tatqy+//FKzZs3SokWLrA0HAAAAZDBmAgBw2M1LAN3c6DcsLMziZACAtEpMTNQnn3yifv36mQXdHDlyKDQ0VP369bM4HZC+DMNQYmKiJOnHH3/Uc889J0ny8/PTqVOnrIwGAACADMJMgBsoAgBwWEpLANHoFwCcR1RUlNq0aaM1a9aYY+XLl1d4eLiqVatmYTIgY1SvXl3Dhg1To0aNtG7dOn322WeSpIMHD8rX19fidAAAAEDGYjkgAA6JjIw0CwBJSwCx/A8AOAfDMDRnzhwFBATYFQB69uypbdu2UQBAtjVu3DhFRkaqa9euev/991W6dGlJ0sKFC1WrVi2L0wEAACAj2Gy2THk4A2YCAHBIRESE+TPNfwHAuVy4cEH9+/dXbGyspOtLocyaNUsNGza0OBmQsR599FHt2rUr2fioUaPk6upqQSIAAAAg81AEAOCQpHWjJXH3PwA4mbx582rGjBl65plnFBQUpPHjx8vb29vqWECmiY+P14kTJ8z+AEkeeughixIBAAAgozjLXfqZgSIAgDRJagac1AjY29tbVatWtTgVAOB2zp8/rytXrqhw4cLmWOPGjbV9+3ZVrlzZumBAJtu7d6/atWunjRs32o0bhiGbzaaEhASLkgEAAAAZjyIAgDS5tRkwjYABIGtbv369goKCVK5cOS1dutTuLhgKALjfhISEKEeOHPr+++9VtGhR7goDAAC4H3DJZ6IIACCZpLv+b176J2kGgM1mk4+PD0sBAUAWFRcXp9DQUH300UcyDEMHDx7UtGnT9NZbb1kdDbDMjh07tG3bNpUrV87qKAAAAECmowgAIJlb7/q/Gc2AASDr2rVrl1q1aqWdO3eaY7Vr11ajRo0sTAVYr0KFCjp16pTVMQAAAJCJmP15g4vVASZNmiR/f395enqqZs2a2rJly223HzdunMqWLaucOXPKz89PvXr10pUrVzIpLXB/SJoBYLPZ5O3tbT58fX2ZAQAAWVBCQoJGjRql6tWrmwUANzc3/e9//9O6detUsmRJixMC1ho5cqTeffddrV27VqdPn1ZsbKzdAwAAAMjOLJ0JMH/+fPXu3VuTJ09WzZo1NW7cODVu3Fh79uyRj49Psu2//PJL9evXTzNmzFCtWrW0d+9etWnTRjabTWPGjLHgFQDZy63Nf728vBQWFmZxKgDA7Rw8eFDBwcH65ZdfzLGAgACFh4erUqVKFiYDso6k2TBPPvmk3TiNgQEAALIvZgLcYGkRYMyYMerQoYNCQkIkSZMnT9bSpUs1Y8YM9evXL9n2GzduVO3atfXGG29Ikvz9/dWyZUv9+uuvmZobyK5o/gsAziUqKkqPPvqoLly4IOn6RW7fvn314Ycf8t9w4CZr1qyxOgIAAABgGcuKAPHx8dq2bZv69+9vjrm4uKhRo0batGlTivvUqlVLc+fO1ZYtW1SjRg0dOHBAy5YtU+vWrTMrNpCt3bwMEM1/ASDre+ihh/TCCy/oiy++kL+/v+bMmaM6depYHQvIcurVq2d1BAAAAGQyZgLcYFkR4NSpU0pISJCvr6/duK+vr3bv3p3iPm+88YZOnTqlJ554QoZh6Nq1a+rYsaMGDBiQ6nni4uLMLzYlseYnkAZeXl40/wUAJzFx4kQVKVJEoaGhyps3r9VxgCzrl19+0ZQpU3TgwAEtWLBAxYoVU3h4uEqUKKEnnnjC6ngAAABAhrG8MbAj1q5dq7CwMH366aeKjIzUN998o6VLl+rDDz9MdZ8RI0bIy8vLfPj5+WViYgAAgPRx7tw5tWnTRvPmzbMb9/b21scff0wBALiNRYsWqXHjxsqZM6ciIyPNm4TOnTtH/yMAAIDsypZJDydg2UyAQoUKydXV1W79cUmKjo5WkSJFUtxn4MCBat26tdq3by/petO7ixcv6q233tL7778vF5fkNY3+/furd+/e5u+xsbEUAoD/l9QI+OYPwgCArGft2rUKDg5WVFSUFi9erDp16qhYsWJWxwKcxrBhwzR58mQFBQXZFdJq166tYcOGWZgMAAAAyHiWzQRwd3dXtWrVtHr1anMsMTFRq1evVmBgYIr7XLp0KdkX/a6urpIkwzBS3MfDw0P58uWzewC4LqkRcExMjGJiYsz/HdFMEgCyhitXrqhPnz5q0KCBoqKiJEkJCQn6888/LU4GOJc9e/aobt26yca9vLwUExOT+YEAAACQ4Ww2W6Y8nIFlMwEkqXfv3goODlb16tVVo0YNjRs3ThcvXlRISIgkKSgoSMWKFdOIESMkSc2aNdOYMWNUpUoV1axZU/v27dPAgQPVrFkzsxgAIO1ubgTs5eUl6XoBgIbAAGC97du3q1WrVvrrr7/Msfr162vWrFkqXry4hckA51OkSBHt27dP/v7+duPr169XyZIlrQkFAAAAZBJLiwDNmzfXyZMnNWjQIB0/flyVK1fWihUrzGbBUVFRdnf+f/DBB7LZbPrggw905MgRFS5cWM2aNdPw4cOtegmAU7h12Z8kScv/eHl5sR4uAGQR165d08iRIzV48GBdu3ZN0vUCbVhYmHr27Jni8ocAbq9Dhw7q0aOHZsyYIZvNpqNHj2rTpk3q27evBg4caHU8AAAAZABnuUs/M1haBJCkrl27qmvXrik+t3btWrvfc+TIodDQUIWGhmZCMiD7SFr2JzUs/wMAWcPhw4fVsmVLbdq0yRyrXLmy5s6dq0ceecTCZIBz69evnxITE/Xkk0/q0qVLqlu3rjw8PNS3b19169bN6njIJt5+sbp6tagl3wJ5tGt/tHqPX67fdh9NcduV44JUt4p/svHlm/7Ry/2+Mn8vW7yQhr39pOpUKq4cri7affikWg5coH9PxGbUywCQDSya/6W+mDNTZ06fUumHy6r3uwNUoeKjKW67+JsFWvH9Eh3Yv0+SVLZ8BXXs2iPV7T8aPkTfLfpaPfq8p+ZvBmXYawCQviwvAgDIeCkt+5OE5X8AIOvw9PTUP//8I0lycXFR//79NWjQILm7u1ucDHBuNptN77//vt555x3t27dPFy5cUIUKFeTp6amjR4/qgQcesDoinNyrDSpoZJen1W3MUm3964i6vlZTSz5+U5VaTdLJmEvJtm8x8Gu5u91Y0rZAvlzaMv1tfbP2xhJwJR7Ir9UT2mj2sh0aNnOdYi/GqYJ/YV2Jv5YprwmAc/px5XJ9MuYjvTMgVI8EBGj+F+Hq1eVtffXt9ypQoGCy7bdv26pGzzyrgEqV5e7uobmzpqtn57f0xcLFKuzja7ftup9+1J+7flehwj6Z9XKAe8JMgBsoAgD3EZb9AYCszdfXV1OnTtW7776rOXPmKDAw0OpIQLbi7u6uChUqmL///vvvqlq1qhISEixMheyg++uBmvl9pMKX/y5J6jZ6qZo8XkbBz1bRx19uSLb92fNX7H5/rWFFXYq7alcEGNK+gVb+uk/vT/7RHDt49GwGvQIA2cW8L2br+Zde1XMvvCRJevf9UG1c/7O+X/yNgkI6JNt+8PCP7H7vP2io1v60Sr9t2awmz71gjp88Ea0xH4Vp7KSp6tu9U8a+CCCdUAS4gUVlAQAALLJo0SKdOnXKbuyll17SH3/8QQEAAJyEWw4XVXm4qH7adtAcMwzpp20HVeORB9N0jOCmlbXgpz906cpVSZLNJj0TWEb//HtaS0a9qcPf9dHPn7VTsyfKZshrAJA9XL0arz1//6XqNW9cR7q4uOixmo/rj52/p+kYV65c0bVr15Qv341VBBITEzXkg356IyhEJUuVTvfcADIeMwGAbORODYABAFnD2bNn1aVLF3311Vd69dVX9fXXX9vdpUKvFgBwHoW8cilHDhedOHvRbvzE2Ysq+1ChO+5fvdwDqljSV51GRphjPvlzK28uD/V9o7aGTF+jD6b8qKdrlNa8D19X455ztP73w+n+OgA4v5iYGCUkJCRb9qdAgYI6fOhgKnvZ+/ST0SpU2MeukDB31nS55sih11u2Ste8QIZjIoCJIgCQjdAAGACyvlWrVikkJERHjhyRJC1cuFA///yz6tWrZ3EyAKmJi4tLdpOFkXhNNhc+TuHeBTetol37o+2aCLv8f2H4+w17NGHBr5KknfuiVbPig+rwQjWKAAAyxJyZ0/TjyuWaNHWW+f3B7r/+1NdfhWvmlwtZWgVwYly1Ak7oTnf80wAYALKeS5cu6b333tPEiRPNMW9vb02aNEl169a1MBmQfe3cufO2z+/ZsydNxxkxYoSGDBliN+b6UH25+Te462zIPk6du6Rr1xLlkz+33bhP/tw6fubCbffN5emm1xo+og9nrE12zKvXEvT3Ifsl4/YcPqVaAQ+lS24A2Y+3t7dcXV115sxpu/EzZ06rQMHbz0z6cs5MzZ05XeMnf67SD99Yeuz37dt09swZvfxsI3MsISFBE8aO0vwvw/XN0lXp+yKAdETh6gaKAIATutMd/z4+PgoNDc3ERACA29m6datat25t94Vjo0aNNHPmTD34YNrWiwbguMqVK8tms8kwjGTPJY2n5cNh//791bt3b7sxn6Yfp1tOOLer1xK1fe8xNahWQhHrr/933maTGlQtocnfbr3tvi/XryAPtxz6atWuZMfctvuoHn7IfkmPMn4FFRUdk675AWQfbm7uKlu+grZt2ax6DZ6UdH09/9+2/KpXmrdMdb+5s6Zr9oypGjtxqspXqGj33DNNn7dbGkiSenV5S880baamz7+U/i8CQIagCAA4oaQZANzxDwBZ29WrVzV8+HANGzZMCQkJkiRPT0999NFH6tKli1xcXCxOCGRvBw+mbf3jO/Hw8Ei2rCJLAeFmn3y9SdP6v6htu4/qt91H1fXVmsqV001zlu+QJH0+4AUdPXleg6b9ZLdfm6ZVFLF+t87EXk52zLHzNio89FWt//2w1m0/pKdrlNazgQ+rcc/ZmfGSADipFm8Ga1joAJWr8IgqPBKg+V+G68rly3ru/7+wHzqwvwr7+KhTt16SpPBZn+vzzyZqcNhHKvrAAzp96qQkKWeuXMqVK7e8vL3l5e1td44cOXKoYMFCKu5fIlNfG+AoZgLcwJUrkIXdadkfLy8vhYWFWRENAJAG33//vd0SIo899pjmzJmjcuXKWZgKuH8UL17c6gi4Tyxc85cKeefWoLb15Vsgj3bui9YL73xpNgv28/FSYqL9jJQyfgVV+9GH1LTP3BSPueSXPeo2ZqneebO2Rnd/RnujTqvloK+1cde/Gf56ADivRo2bKObsGU37bKLOnD6lMmXLaczEKeZyQNHHj8nF5cYXo98umK+rV6/q/Xd62R2n7Vud1b5jl0zNDiDj2IyU5sZmY7GxsfLy8tK5c+eUL18+q+MAtzVkyJDbLvvj6+vLsj8AkIUZhqGXX35ZERERGjhwoAYMGCA3NzerYwEZxhmutQMCArRs2TL5+fnd03Fy1huaTokA4N78t2yA1REAQJJUMHfWut+8dN/lmXKefR83yZTz3Ius9ScDZHOp3dmfGhr9AoBziYmJkfdN06VtNpumTp2qQ4cO6bHHHrMuGADToUOHdPXqVatjAAAAAJmGIgCQie7U0Dc1NPoFgKzNMAx98cUX6tq1q8LDw+2KtIULF1bhwoUtTAcAAAAA9x96AtxAEQDIRLdr6Jsa7vgHgKzt9OnT6tixoxYuXChJat++vf744w+++AeyqDp16ihnzpxWxwAAAAAyDUUAIJNERkYqJiZGEg19ASC7WL58udq2bavjx4+bY0899RTr/gNZ2LJly6yOAAAAgEzARIAbKAIAmSQiIsL82cPDw8IkAIB7deHCBfXt21dTpkwxxwoUKKDJkyfrtddeszAZgNT8888/WrNmjU6cOKHExES75wYNGmRRKgAAACDjUQQAMlhSM+ATJ06YYyzvAwDOa9OmTWrdurX2799vjjVp0kTTp09X0aJFLUwGIDXTpk1Tp06dVKhQIRUpUsRufVibzUYRAAAAIBuiJ8ANFAGADHZrM2BfX19VrVrVwkQAgLs1Z84chYSEmHcR58qVS2PGjNFbb73FBSaQhQ0bNkzDhw/Xe++9Z3UUAAAAINNRBAAy2M3NgH18fJgFAABOrEGDBsqbN6/OnTunwMBAzZkzR6VLl7Y6FoA7OHv2LEt1AQAA3Ge4T+sGigBAOkta/ifpy/9z585Jut4MODQ01MpoAIB75Ofnp08//VSHDh3Su+++qxw5uJQCnMFrr72mH374QR07drQ6CgAAAJDp+OQKpLNbl/9JQjNgAHAuhw4d0vvvv69PP/1UXl5e5vgbb7xhYSoAd6N06dIaOHCgNm/erICAALm5udk93717d4uSAQAAIKO4uDAVIAlFACCd3bz8T9KXRh4eHiwDBABOwjAMzZo1Sz169ND58+fl5uamWbNmWR0LwD2YOnWq8uTJo3Xr1mndunV2z9lsNooAAAAAyNYoAgAZxMvLS2FhYVbHAAA44MSJE3rrrbe0ePFic2zt2rU6c+aMChQoYGEyAPfi4MGDVkcAAABAJqMnwA0uVgcAAADICpYsWaKAgAC7AkCbNm20c+dOCgBANmIYhgzDsDoGAAAAkGkoAgAAgPtabGys2rVrpxdeeEEnTpyQJBUqVEjffvutZs6cqXz58lmcEEB6mDNnjgICApQzZ07lzJlTjz76qMLDw62OBQAAgAxis9ky5eEMWA4IAADct3755RcFBQXp0KFD5lizZs00bdo0+fr6WhcMQLoaM2aMBg4cqK5du6p27dqSpPXr16tjx446deqUevXqZXFCAAAAIONQBADSUWRkpGJiYqyOAQBIo507d5oFgDx58mj8+PEKCQlxmrs5AKTNhAkT9NlnnykoKMgce/755/XII49o8ODBFAEAAACyIT7W3UARAEhHERER5s8eHh4WJgEApEXnzp21ZMkSXb58WbNnz1aJEiWsjgQgAxw7dky1atVKNl6rVi0dO3bMgkQAAABA5qEnAJCO4uLizJ+bNWtmYRIAwK0SEhK0atUquzGbzab58+drzZo1FACAbKx06dL6+uuvk43Pnz9fZcqUsSARAAAAMho9AW5gJgCQTm5eCsjb21tVq1a1NhAAwLR//34FBQVp48aNWrVqlRo1amQ+5+3tbV0wAJliyJAhat68uX7++WezJ8CGDRu0evXqFIsDAAAAQHbCTAAgnbAUEABkPYZhaOrUqapUqZI2btwoSWrfvr3i4+MtTgYgM73yyiv69ddfVbBgQX333Xf67rvvVKhQIW3ZskUvvfSS1fEAAACQAZgJcAMzAYB0wlJAAJC1HDt2TO3bt9eyZcvMsZIlS2rOnDlyd3e3MBkAK1SrVk1ffPGF1TEAAACATEcRAEhnLAUEANZbuHChOnbsqNOnT5tjHTp00OjRo5U3b14LkwHITC4uLne8O8tms+natWuZlAgAAACZxUlu0s8UFAEAAEC2ERMTo27dumnu3LnmmK+vrz7//HM999xzFiYDYIVvv/021ec2bdqkTz75RImJiZmYCAAAAMh8FAGAexQZGamIiAidO3fO6igAcN/r0KGDFi5caP7+8ssva/LkySpcuLCFqQBY5YUXXkg2tmfPHvXr108RERF68803NXToUAuSAQAAIKM5y3r9mYHGwMA9ioiIUHR0tAzDkERTYACw0ogRI5QrVy7ly5dPc+bM0cKFCykAAJAkHT16VB06dFBAQICuXbumHTt2aPbs2SpevLjV0QAAAIAMxUwA4B4lNQS22Wzy8fGhKTAAZKL4+Hi7Jr+lS5fW/Pnz9eijj+qhhx6yMBmArOLcuXMKCwvThAkTVLlyZa1evVp16tSxOhYAAAAyGBMBbqAIANylW5cB8vLyUmhoqMWpAOD+cO3aNYWFhenrr7/Wli1blCtXLvM51v4HkOSjjz7SyJEjVaRIEX311VcpLg8EAAAAZHcUAYC7lLQMUBKWAQKAzLFnzx4FBQVpy5YtkqR3331XEydOtDgVgKyoX79+ypkzp0qXLq3Zs2dr9uzZKW73zTffZHIyAAAAZDR6AtxAEQC4SywDBACZyzAMffrpp3rnnXd0+fJlSZKrq6sKFiwowzC4wAOQTFBQEP9tAAAAwH2PIgBwj1gGCAAy3pEjRxQSEqJVq1aZYw8//LDmzJmjmjVrWpgMQFY2a9YsqyMAAADAItwLcoOL1QEAAABu56uvvlLFihXtCgBdunTR9u3bKQAAAAAAAJzKpEmT5O/vL09PT9WsWdNc6jY1MTEx6tKli4oWLSoPDw89/PDDWrZsmUPnZCYA4ICkZsBxcXFmQ2AAQMYwDENt2rTRnDlzzLEHHnhAM2fO1NNPP21hMgAAAABAVpcVl4WcP3++evfurcmTJ6tmzZoaN26cGjdurD179sjHxyfZ9vHx8Xrqqafk4+OjhQsXqlixYjp8+LC8vb0dOi9FAMABtzYDlmgIDAAZxWazqUKFCubvLVq00KRJk1SgQAELUwEAAAAAcHfGjBmjDh06KCQkRJI0efJkLV26VDNmzFC/fv2SbT9jxgydOXNGGzdulJubmyTJ39/f4fNSBABu4+Y7/yWZd//bbDZ5eXnJw8ODhsAAkIH69u2rjRs3qmXLlmrRooXVcQAAAAAATiKrTQSIj4/Xtm3b1L9/f3PMxcVFjRo10qZNm1LcZ8mSJQoMDFSXLl20ePFiFS5cWG+88Ybee+89ubq6pvncFAGA20jpzn9J8vHxoRkwAKSzzZs3a+vWrerWrZs55urqqsWLF1uYCgAAAACA1MXFxZk3ECfx8PBItnrIqVOnlJCQIF9fX7txX19f7d69O8VjHzhwQD/99JPefPNNLVu2TPv27VPnzp119epVh76bpDEwcBtJ/wO22Wzy9vaWt7e3fH19ufsfANJRfHy8Bg4cqNq1a6tnz57auHGj1ZEAAAAAAE7OZrNlymPEiBHy8vKye4wYMSJdXkNiYqJ8fHw0depUVatWTc2bN9f777+vyZMnO3QcZgIA/+/WpX+kG8v/eHl5KSwszKpoAJBt/fXXX2rdurUiIyPNsYkTJ6pWrVoWpgIAAAAAIG369++v3r17242l1EO0UKFCcnV1TbbqSHR0tIoUKZLisYsWLSo3Nze7pX/Kly+v48ePKz4+Xu7u7mnKyEwA4P8lLf0TExNjPgzDkETzXwBIb4mJiRo3bpyqVq1qFgBy5MihDz/8UHPmzLE4HQAAAADA2dlsmfPw8PBQvnz57B4pfZfo7u6uatWqafXq1eZYYmKiVq9ercDAwBRfQ+3atbVv3z4lJiaaY3v37lXRokXTXACQmAmA+0RKd/nf6tamv0lo/gsA6SsqKkpt2rTRmjVrzLHy5csrPDxc1apVszAZAAAAAAAZp3fv3goODlb16tVVo0YNjRs3ThcvXlRISIgkKSgoSMWKFTOXE+rUqZMmTpyoHj16qFu3bvrnn38UFham7t27O3ReigC4L6TW4DclNP0FgIxhGIbCw8PVrVs3xcbGmuM9e/ZUWFiYcubMaWE6AAAAAEB2YrPZrI6QTPPmzXXy5EkNGjRIx48fV+XKlbVixQqzWXBUVJRcXG4s3uPn56eVK1eqV69eevTRR1WsWDH16NFD7733nkPnpQiA+8LNDX5vvsv/Vtz1DwAZ59q1axo7dqxZAPDz89OsWbPUsGFDi5MBAAAAAJA5unbtqq5du6b43Nq1a5ONBQYGavPmzfd0TooAuK/Q4BcArOPm5qbw8HBVr15dr7/+uj755BN5e3tbHQsAAAAAkA1lwYkAlqEIAAAAMsT58+d18uRJlSxZ0hyrWLGi/vzzT5UqVcrCZAAAAAAA3D9c7rwJ4NwiIyMVExNjdQwAuK+sX79elSpV0osvvpisKTsFAAAAAABARrPZbJnycAYUAZDtRUREmD97eHhYmAQAsr+4uDj169dPdevW1cGDB7Vr1y4NHTrU6lgAAAAAANy3WA4I2d7Nd6DS9BcAMs6uXbvUqlUr7dy50xyrXbu22rVrZ2EqAAAAAMD9yElu0s8UzATAfcPb21tVq1a1OgYAZDsJCQkaNWqUqlevbhYA3Nzc9L///U/r1q2z6wkAAAAAAAAyFzMBAADAXTt48KCCg4P1yy+/mGMBAQEKDw9XpUqVLEwGAAAAALifOct6/ZmBIgAAALgrMTExqlq1qtl83WazqW/fvvrwww/pwQIAAAAAQBbBckAAAOCueHt7q1u3bpIkf39/rV27Vh999BEFAAAAAACA5Ww2W6Y8nAEzAQAAQJoZhmF3kTNw4EC5ubmpR48eypcvn4XJAAAAAABASigCINuKjIxURESEzp07Z3UUAHB6586dU48ePfTwww9rwIAB5ribm5sGDhxoYTIAAAAAAJJzkpv0MwVFAGRbERERio6ONn9neQoAuDtr165VcHCwoqKilCNHDjVp0kRVqlSxOhYAAAAAAEgDegIg24mMjNSQIUN04sQJSdfX//L19VWzZs0sTgYAzuXKlSvq06ePGjRooKioKElSzpw5zZ8BAAAAAMiq6AlwAzMBkO3cOgPAx8dHoaGhFiYCAOezfft2tWrVSn/99Zc5Vr9+fc2aNUvFixe3MBkAAAAAAHAEMwGQ7cTFxUliBgAA3I1r165p+PDhqlGjhlkA8PDw0OjRo7V69WoKAAAAAAAAp2CzZc7DGTATAE4rqfFv0pf+SZIaAXt5eTEDAAAccPToUb366qvatGmTOVa5cmWFh4erYsWKFiYDAAAAAAB3iyIAnNaty/7cikbAAOCY/Pnz6+zZs5IkFxcX9evXT6GhoXJ3d7c4GQAAAAAAjnGW9fozA0UAOK2bl/3x8vKye87Dw4NlgADAQTlz5lR4eLhat26t6dOnq1atWlZHAgAAAADgrlADuIEiAJyel5eXwsLCrI4BAE5nwYIFevTRR1W2bFlzrHr16vrjjz/k6upqYTIAAAAAAJBe7qkx8JUrV9IrBwAAyCRnz57Vm2++qddff11BQUG6du2a3fMUAAAAAAAAzs7FZsuUhzNwuAiQmJioDz/8UMWKFVOePHl04MABSdLAgQM1ffr0dA8IpCQyMlIxMTFWxwAAp/Pjjz8qICBAX375pSRpy5Yt+vbbby1OBQAAAAAAMorDRYBhw4Zp1qxZ+uijj+waBVasWFGff/55uoYDUhMREWH+TANgALizS5cuqXv37nrqqad05MgRSZK3t7e++OILvfrqqxanAwAAAAAgfdlsmfNwBg4XAebMmaOpU6fqzTfftFsuoFKlStq9e3e6hgNSk9QUWBINgAHgDrZu3aqqVatqwoQJ5lijRo20a9cuvfHGG7I5y1ULAAAAAABwmMNFgCNHjqh06dLJxhMTE3X16tV0CQXczs1LAXl7e6tq1arWBgKALOrq1asaPHiwAgMDtWfPHkmSp6enPvnkE61cuVIPPvigxQkBAAAAAMgYNpstUx7OwOEiQIUKFfTLL78kG1+4cKGqVKmSLqGA22EpIABIm23btmno0KFKSEiQJD322GPavn27unXrJhcXhy8BAAAAAACAE8rh6A6DBg1ScHCwjhw5osTERH3zzTfas2eP5syZo++//z4jMuI+FxkZqYiICHMJoHPnzpnPsRQQAKTu8ccfV69evTR+/HgNHDhQAwYMkJubm9WxAAAAAADIcC7OcZN+pnD4NsAXXnhBERER+vHHH5U7d24NGjRIf//9tyIiIvTUU09lREbc5yIiIhQdHa2YmBjFxMTIMAxJkq+vL0sBAcBNjh8/rsTERLux4cOHa8uWLQoNDaUAAAAAAADAfcjhmQCSVKdOHa1atSq9swApSpoBYLPZ5OXlJen6MkDMAgCA6wzD0JdffqkuXbpoyJAh6tGjh/mcp6cnBVMAAAAAwH3HWdbrzwwOFwFKliyprVu3qmDBgnbjMTExqlq1qg4cOJBu4XB/Sm35Hy8vL4WFhVkZDQCynNOnT6tjx45auHChJKlfv356+umnVb58eYuTAQAAAACArMDhIsChQ4fMBoM3i4uL05EjR9IlFO5vScv/3IomwABgb9myZWrXrp2OHz9ujr3yyisqWrSohakAAAAAALAeEwFuSHMRYMmSJebPK1euNJdlkaSEhAStXr1a/v7+DgeYNGmSRo0apePHj6tSpUqaMGGCatSoker2MTExev/99/XNN9/ozJkzKl68uMaNG6dnn33W4XMja0maAXDixAlJLP8DAKm5cOGC+vbtqylTpphjBQoU0OTJk/Xaa69ZmAwAAAAAAGQ1aS4CvPjii5KufzEbHBxs95ybm5v8/f01evRoh04+f/589e7dW5MnT1bNmjU1btw4NW7cWHv27JGPj0+y7ePj4/XUU0/Jx8dHCxcuVLFixXT48GF5e3s7dF5kTbfOAPDx8VFoaKiFiQAg69m4caOCgoK0f/9+c6xJkyaaPn06MwAAAAAAAPh/NjEVIEmaiwCJiYmSpBIlSmjr1q0qVKjQPZ98zJgx6tChg0JCQiRJkydP1tKlSzVjxgz169cv2fYzZszQmTNntHHjRrm5uUnSXc0+QNZ0cwNgHx8f7vwHgFt89913euWVV8x/k3PlyqUxY8borbfeouERAAAAAABIkcM9AQ4ePJguJ46Pj9e2bdvUv39/c8zFxUWNGjXSpk2bUtxnyZIlCgwMVJcuXbR48WIVLlxYb7zxht577z25urqmSy5krpubAN/cAJgZAACQ3JNPPqnixYvr4MGDCgwM1Jw5c1S6dGmrYwEAAAAAkOW4cK+cyeEigCRdvHhR69atU1RUlOLj4+2e6969e5qOcerUKSUkJMjX19du3NfXV7t3705xnwMHDuinn37Sm2++qWXLlmnfvn3q3Lmzrl69muqXxnFxceYd5pIUGxubpnzIHCk1AaYBMACkLG/evJo9e7Z++eUXvfvuu8qR467+GQcAAAAAAPcRh7892L59u5599lldunRJFy9eVIECBXTq1CnlypVLPj4+aS4C3I3ExET5+Pho6tSpcnV1VbVq1XTkyBGNGjUq1SLAiBEjNGTIkAzLhLuTWhNgGgADwHWHDh1St27dNGHCBLul7+rUqaM6depYFwwAAAAAACfAsrk3OFwE6NWrl5o1a6bJkyfLy8tLmzdvlpubm1q1aqUePXqk+TiFChWSq6trsrvAo6OjVaRIkRT3KVq0qNzc3OyW/ilfvryOHz+u+Ph4ubu7J9unf//+6t27t/l7bGys/Pz80pwTGYMmwACQMsMwNGvWLPXo0UPnz5/X+fPn9dNPP8nFxcXqaAAAAAAAwAk5/I3Cjh071KdPH7m4uMjV1VVxcXHy8/PTRx99pAEDBqT5OO7u7qpWrZpWr15tjiUmJmr16tUKDAxMcZ/atWtr3759ZkNESdq7d6+KFi2aYgFAur60TL58+ewesN7NTYB9fX25+x8AJJ04cUIvvfSS2rZtq/Pnz0u6PiPg33//tTgZAAAAAADOxWbLnIczcLgI4ObmZt6N6OPjo6ioKEnXm7k6+iVF7969NW3aNM2ePVt///23OnXqpIsXLyokJESSFBQUZNc4uFOnTjpz5ox69OihvXv3aunSpQoLC1OXLl0cfRnIIpKaAFetWtXqKABgqcWLF6tixYpavHixOdamTRvt3LlTxYsXtzAZAAAAAABwZg4vB1SlShVt3bpVZcqUUb169TRo0CCdOnVK4eHhqlixokPHat68uU6ePKlBgwbp+PHjqly5slasWGE2C46KirJb/sDPz08rV65Ur1699Oijj6pYsWLq0aOH3nvvPUdfBgAAWUJsbKx69eqlGTNmmGOFChXStGnT9OKLL1oXDAAAAAAAJ+biLLfpZwKHiwBhYWHmEgXDhw9XUFCQOnXqpDJlymj69OkOB+jatau6du2a4nNr165NNhYYGKjNmzc7fB5kDUkNgc+dO2d1FACw3IYNG9SqVSsdOnTIHGvWrJmmTZtmFsQBAAAAAADuhcNFgOrVq5s/+/j4aMWKFekaCNnbrQ2BPTw8LEwDANaKjY01CwB58uTR+PHjFRISIht3KwAAAAAAcE/4aH2Dwz0BUhMZGannnnsuvQ6HbIqGwABwQ5MmTfT222+rTp062rlzp9q2bUsBAAAAAAAApCuHZgKsXLlSq1atkru7u9q3b6+SJUtq9+7d6tevnyIiItS4ceOMyolsJqkhMADcLxISErRw4UK9/vrrdl/0jxs3Tm5ubnJ1dbUwHQAAAAAA2Qs32d2Q5pkA06dPV5MmTTRr1iyNHDlSjz/+uObOnavAwEAVKVJEf/zxh5YtW5aRWQEAcEr79+9X3bp11aJFi2T9czw9PSkAAAAAAACADJPmIsD48eM1cuRInTp1Sl9//bVOnTqlTz/9VLt27dLkyZNVvnz5jMyJbCAyMlIxMTFWxwCATGMYhqZOnapKlSpp48aNkqQ+ffrQHB0AAAAAgAxms2XOwxmkuQiwf/9+vfbaa5Kkl19+WTly5NCoUaP04IMPZlg4ZC8RERHmzzQEBpDdHT9+XM2aNdPbb7+tixcvSpJKliypZcuWycvLy+J0AAAAAADgfpHmngCXL19Wrly5JF1fT8nDw0NFixbNsGDIfpKaAkuiITCAbG3hwoXq2LGjTp8+bY516NBBY8aMUZ48eSxMBgAAAADA/cHFWW7TzwQONQb+/PPPzS8vrl27plmzZqlQoUJ223Tv3j390iFb8vb2VtWqVa2OAQDpLiYmRt26ddPcuXPNMV9fX02fPl1Nmza1MBkAAAAAALhfpbkI8NBDD2natGnm70WKFFF4eLjdNjabjSIAAOC+NWjQILsCwCuvvKLJkycnK5gDAAAAAICMxTyAG9JcBDh06FAGxkB2FhkZqYiICBphAsj2Bg8erEWLFunChQuaOHGiWrVqJRvTDwEAAAAAgIUcWg4IuBsRERGKjo42f6cpMIDs4sKFC3Zr/BcoUECLFi3SAw88oIceesjCZAAAAAAA3N+4Ke8GF6sDIPtLaghss9nk6+tLU2AATu/atWsaOnSoSpcurWPHjtk99/jjj1MAAAAAAAAAWQYzAZBpvLy8FBoaanUMALgne/fuVevWrbVlyxZJUrt27bR06VLuMAAAAAAAIAtx4WO6iZkAAACkgWEYmjRpkipXrmwWAFxdXVW9enUlJCRYnA4AAAAAACBlzAQAAOAOjhw5opCQEK1atcocK1OmjMLDw1WzZk0LkwEAAAAAgJQwY/+Gu5oJsH//fn3wwQdq2bKlTpw4IUlavny5/vzzz3QNBwCA1b766itVrFjRrgDQpUsXbd++nQIAAAAAAADI8hwuAqxbt04BAQH69ddf9c033+jChQuSpN9//5313gEA2UqXLl30xhtvKCYmRpL0wAMPaOXKlZo4caJy585tbTgAAAAAAJAqmy1zHs7A4SJAv379NGzYMK1atUru7u7meMOGDbV58+Z0DQcAgJUaNmxo/tyiRQvt2rVLTz/9tIWJAAAAAAAAHONwT4Bdu3bpyy+/TDbu4+OjU6dOpUsoAACygldeeUVdu3ZV7dq11aJFC6vjAAAAAACANKInwA0OzwTw9vbWsWPHko1v375dxYoVS5dQAABktl9//VXvvfdesvEJEyZQAAAAAAAAAE7L4ZkALVq00HvvvacFCxbIZrMpMTFRGzZsUN++fRUUFJQRGQEAyDBXr17V0KFDFRYWpsTERFWuXFktW7a0OhYA3HeWLFmS5m2ff/75DEwCAACA7MCFiQAmh4sAYWFh6tKli/z8/JSQkKAKFSooISFBb7zxhj744IOMyAgAQIb466+/1Lp1a0VGRppjc+bMUYsWLZg2CACZ7MUXX0zTdjabTQkJCRkbBgAAAMhGHC4CuLu7a9q0aRo4cKD++OMPXbhwQVWqVFGZMmUyIh8AAOkuMTFR48ePV//+/RUXFydJypEjh0JDQ9WvXz8KAABggcTERKsjAAAAIBvhs/0NDhcB1q9fryeeeEIPPfSQHnrooYzIBABAhomKilKbNm20Zs0ac6x8+fIKDw9XtWrVLEwGAAAAAACQ/hwuAjRs2FDFihVTy5Yt1apVK1WoUCEjcgEAkK4Mw1B4eLi6deum2NhYc7xnz54KCwtTzpw5LUwHALjVxYsXtW7dOkVFRSk+Pt7uue7du1uUCgAAAM6CeQA3OFwEOHr0qObNm6evvvpK//vf//Too4/qzTffVMuWLfXggw9mREY4scjISMXExFgdAwAkSYsWLTILAH5+fpo1a5YaNmxocSoAwK22b9+uZ599VpcuXdLFixdVoEABnTp1Srly5ZKPjw9FAAAAAMABLo7uUKhQIXXt2lUbNmzQ/v379dprr2n27Nny9/fnixQkExERYf7s4eFhYRIA9zubzaapU6eqcOHCat26tXbu3Mm/WwCQRfXq1UvNmjXT2bNnlTNnTm3evFmHDx9WtWrV9PHHH1sdDwAAAE7AxWbLlIczcHgmwM1KlCihfv36qVKlSho4cKDWrVuXXrng5CIjIxUREaETJ06YY82aNbMwEYD7zYULF/TPP/+oSpUq5pivr6927typIkWKWJgMAHAnO3bs0JQpU+Ti4iJXV1fFxcWpZMmS+uijjxQcHKyXX37Z6ogAAACA03B4JkCSDRs2qHPnzipatKjeeOMNVaxYUUuXLk3PbHBiERERio6OlmEYkq5/8Va1alWLUwG4X6xfv16VKlVSkyZNdOrUKbvnKAAAQNbn5uYmF5frH1V8fHwUFRUlSfLy8tK///5rZTQAAAA4CZstcx7OwOEiQP/+/VWiRAk1bNhQUVFRGj9+vI4fP67w8HA988wzGZERTiguLk7S9eU3fH19mQUAIFPExcWpX79+qlu3rg4cOKDo6Gj16tXL6lgAAAdVqVJFW7dulSTVq1dPgwYN0hdffKGePXuqYsWKFqcDAAAAnIvDywH9/PPPeuedd/T666+rUKFCGZEJ2YiXl5dCQ0OtjgHgPrBr1y61atVKO3fuNMdq166twYMHWxcKAHBXwsLCdP78eUnS8OHDFRQUpE6dOqlMmTKaMWOGxekAAADgDGzOcpt+JnC4CLBhw4aMyAEAwF1JSEjQmDFj9MEHHyg+Pl7S9WUkhg4dqnfeeUeurq4WJwQAOKp69ermzz4+PlqxYoWFaQAAAADnlqYiwJIlS9SkSRO5ublpyZIlt932+eefT5dgcF6RkZGKiYmxOgaA+8DBgwcVHBysX375xRyrWLGiwsPDVblyZeuCAQAAAAAASzER4IY0FQFefPFFHT9+XD4+PnrxxRdT3c5msykhISG9ssFJRUREmD97eHhYmARAdhYfH686deroyJEjkq7/G9S3b199+OGH/LcHAJxciRIlbjt9+8CBA5mYBgAAAHBuaSoCJCYmpvgzkJKkpsCSaAgMIMO4u7tr+PDhatOmjfz9/TV79mzVrVvX6lgAgHTQs2dPu9+vXr2q7du3a8WKFXrnnXesCQUAAACn4sJUAJPDPQHmzJmj5s2bJ7vLMj4+XvPmzVNQUFC6hYNziYyMVEREhM6dOydJ8vb2VtWqVS1OBSA7SUhIsFvjPygoSBcvXlSrVq2UL18+C5MBANJTjx49UhyfNGmSfvvtt0xOAwAAAKSfSZMmadSoUTp+/LgqVaqkCRMmqEaNGiluO2vWLIWEhNiNeXh46MqVKw6d08XRkCEhIeaXvDc7f/58skC4v0RERCg6OlqGYUhiKSAA6efcuXNq06aN3nrrLbtxm82mzp07UwAAgPtEkyZNtGjRIqtjAAAAwAnYbJnzcMT8+fPVu3dvhYaGKjIyUpUqVVLjxo114sSJVPfJly+fjh07Zj4OHz7s8Hvh8EwAwzBSXJ/zv//+k5eXl8MB4JyS7vq/eemfpOKQzWaTj48PSwEBSBdr165VcHCwoqKiJF1vQP/CCy9YnAoAYIWFCxeqQIECVscAAAAA7sqYMWPUoUMH82b6yZMna+nSpZoxY4b69euX4j42m01FihS5p/OmuQhQpUoV2Ww22Ww2Pfnkk8qR48auCQkJOnjwoJ555pl7CgPnkXTXf0p8fHwUGhqayYkAZDdXrlzR+++/rzFjxphjefPmdXjKGwDA+SR99khiGIaOHz+ukydP6tNPP7UwGQAAAJxFSjeyWyk+Pl7btm1T//79zTEXFxc1atRImzZtSnW/CxcuqHjx4kpMTFTVqlUVFhamRx55xKFzp7kI8OKLL0qSduzYocaNGytPnjzmc+7u7vL399crr7zi0MnhvJJmANhsNrsZIB4eHswAAHDPtm/frlatWumvv/4yx+rVq6dZs2bJ39/fumAAgEzxwgsv2H1oc3FxUeHChVW/fn2VK1fOwmQAAACAvbi4OLvVUqTr35HeulT6qVOnlJCQIF9fX7txX19f7d69O8Vjly1bVjNmzNCjjz6qc+fO6eOPP1atWrX0559/6sEHH0xzxjQXAZLu7Pb391fz5s3l6emZ5pMg+/Ly8lJYWJjVMQBkE9euXdPIkSM1ePBgXbt2TdL1fzjDwsLUs2dPubg43MoGAOCEBg8ebHWEOzq7epDVEQBAkpT/sa5WRwAASdLl7ROtjmAns75BGDFihIYMGWI3Fhoami7XtIGBgQoMDDR/r1WrlsqXL68pU6boww8/TPNxHO4JEBwc7OguAADc0ZkzZ9S0aVNt3rzZHKtcubLCw8NVsWJFC5MBADKbq6urjh07Jh8fH7vx06dPy8fHRwkJCRYlAwAAgLPIrOWA+vfvr969e9uN3ToLQJIKFSokV1fXZEusR0dHp3nNfzc3N1WpUkX79u1zKGOaCiIFChTQqVOnJEn58+dXgQIFUn0AAHA3vL29zaXmXFxcNGDAAP36668UAADgPmQYRorjcXFxcnd3z+Q0AAAAQOo8PDyUL18+u0dKRQB3d3dVq1ZNq1evNscSExO1evVqu7v9bychIUG7du1S0aJFHcqYppkAY8eOVd68ec2fs1pTBQCA83NxcdGMGTP08ssva/z48apVq5bVkQAAmeyTTz6RdP2urc8//9yuD1lCQoJ+/vlnegIAAAAgTVyy4FfYvXv3VnBwsKpXr64aNWpo3LhxunjxokJCQiRJQUFBKlasmEaMGCFJGjp0qB5//HGVLl1aMTExGjVqlA4fPqz27ds7dN40FQFuXgKoTZs2Dp0AAICULFiwQD4+PqpXr5455ufnpy1btlBsBoD71NixYyVdnwkwefJkubq6ms+5u7vL399fkydPtioeAAAAcE+aN2+ukydPatCgQTp+/LgqV66sFStWmM2Co6Ki7Pohnj17Vh06dNDx48eVP39+VatWTRs3blSFChUcOq/DPQEiIyPl5uamgIAASdLixYs1c+ZMVahQQYMHD2Z6LgDgts6ePauuXbvqyy+/lJ+fn3bt2iUvLy/zeQoAAHD/OnjwoCSpQYMG+uabb5Q/f36LEwEAAMBZZcWZAJLUtWtXde2aclP3tWvX2v0+duxY80aZe+Fwk+S3335be/fulSQdOHBAzZs3V65cubRgwQK9++679xwIAJB9/fjjjwoICNCXX34pSfr333/1xRdfWJwKAJDVrFmzhgIAAAAAkE4cLgLs3btXlStXlnR9KYd69erpyy+/1KxZs7Ro0aL0zocsKDIyUjExMVbHAOBELl26pO7du+upp57SkSNHJEleXl6aO3euOnXqZHE6AEBW88orr2jkyJHJxj/66CO99tprFiQCAACAs7HZbJnycAYOFwEMw1BiYqKk63d0Pvvss5Kur+N86tSp9E2HLCkiIsL8OaVO1wBws61bt6pq1aqaMGGCOfbkk09q165devPNN53mH0wAQOb5+eefzc8ZN2vSpIl+/vlnCxIBAAAAzsvhIkD16tU1bNgwhYeHa926dWratKmk6+t3JjUwQPYWFxdn/tysWTMLkwDIyq5evarBgwcrMDBQe/bskSR5enrqk08+0Q8//CA/Pz+LEwIAsqoLFy6k2GvMzc1NsbGxFiQCAACAs3GxZc7DGThcBBg3bpwiIyPVtWtXvf/++ypdurQkaeHChapVq1a6B0TWcvNSQN7e3qpataq1gQBkWf/++69GjRqlhIQESdeLyNu3b1e3bt3sOt0DAHCrgIAAzZ8/P9n4vHnzVKFCBQsSAQAAAM4rh6M7PProo9q1a1ey8VGjRsnV1TVdQiHrYikgAGlVsmRJjRo1St27d9cHH3yg999/X25ublbHAgA4gYEDB+rll1/W/v371bBhQ0nS6tWr9eWXX2rhwoUWpwMAAIAzYPXhGxwuAiTZtm2b/v77b0lShQoVuCP8PsFSQABS899//6lAgQLKlSuXOdapUyfVr1+fuzYBAA5p1qyZvvvuO4WFhWnhwoXKmTOnKlWqpJ9++kkFChSwOh4AAADgVBwuApw4cULNmzfXunXr5O3tLUmKiYlRgwYNNG/ePBUuXDi9MyILYikgAEkMw9CXX36pLl26KCgoSJ988on5nM1mowAAALgrTZs2NfuPxcbG6quvvlLfvn21bds2c6k5AAAAIDUuTAUwObwoc7du3XThwgX9+eefOnPmjM6cOaM//vhDsbGx6t69e0ZkBABkUadPn1bz5s3VqlUrnTt3ThMmTNDq1autjgUAyCZ+/vlnBQcH64EHHtDo0aPVsGFDbd682epYAAAAgFNxeCbAihUr9OOPP6p8+fLmWIUKFTRp0iQ9/fTT6RoOAJB1LV++XG3bttXx48fNsTfffJNZQgCAe3L8+HHNmjVL06dPV2xsrF5//XXFxcXpu+++Y3YZAAAA0szhu9+zMYffi8TExBQbO7q5uSkxMTFdQgEAsq4LFy6oY8eOevbZZ80CQIECBfT1119r7ty5yp8/v8UJAQDOqlmzZipbtqx27typcePG6ejRo5owYYLVsQAAAACn5vBMgIYNG6pHjx766quv9MADD0iSjhw5ol69eunJJ59M94AAgKxj06ZNat26tfbv32+ONWnSRJ9//rn5bwIAAHdr+fLl6t69uzp16qQyZcpYHQcAAABOjJYANzhcBJg4caKef/55+fv7y8/PT5L077//qmLFipo7d266B4T1IiMjFRERobi4OJ07d87qOAAs8vPPP6tBgwbmrK9cuXJpzJgxeuutt2TjX1YAQDpYv369pk+frmrVqql8+fJq3bq1WrRoYXUsAAAAwKk5XATw8/NTZGSkVq9erb///luSVL58eTVq1CjdwyFriIiIUHR0tN2Yh4eHRWkAWKV27doKDAzUhg0bFBgYqDlz5qh06dJWxwIAZCOPP/64Hn/8cY0bN07z58/XjBkz1Lt3byUmJmrVqlXy8/NT3rx5rY4JAAAAJ+DCDYsmh4oA8+fP15IlSxQfH68nn3xS3bp1y6hcyAKSZgCcOHFCkmSz2eTl5SUPDw81a9bM4nQAMpurq6tmz56tBQsWqG/fvsqRw+E6MgAAaZI7d261bdtWbdu21Z49ezR9+nT973//U79+/fTUU09pyZIlVkcEAAAAnEaaGwN/9tlnatmypX777Tf9888/6tKli955552MzAaLJc0AMAxDkuTj46OwsDCFhoaqatWqFqcDkJEOHz6sRo0aafPmzXbjpUqVUr9+/SgAAAAyTdmyZfXRRx/pv//+01dffWV1HAAAADgJmy1zHs4gzUWAiRMnKjQ0VHv27NGOHTs0e/ZsffrppxmZDRaLi4uTdH0GgK+vL3f/A/cBwzA0a9YsBQQ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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:18:02,541 INFO: === Dataset: f ===\n", "2025-02-25 08:18:08,145 INFO:Total samples: 12911\n", "2025-02-25 08:18:38,868 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:18:38,937 INFO: === Dataset: g ===\n", "2025-02-25 08:18:41,523 INFO:Total samples: 6000\n", "2025-02-25 08:18:56,325 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:18:56,392 INFO: === Dataset: h ===\n", "2025-02-25 08:18:58,970 INFO:Total samples: 6000\n", "2025-02-25 08:19:13,909 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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B5uvKlSsrMjJSpUuXtjAVAAAAAGQcyiEO7vYJgG02m7y9veXr60sBAAAAQNLbb7+tChUqyNnZWQMHDtSGDRsoAAAAAADZAXMCmOgJ4MD+O/6/j4+PBgwYYGEiAAAAa129elU5c+Y0X7u4uGjWrFm6ePGiKleubGEyAAAAALAGPQEcFBMAAwAA3GIYhmbOnKmiRYtqx44dduvKlClDAQAAAADIZmw2W4YsjoAigINasmSJ3WuG/wEAANnV2bNn9eabbyo4OFinT59WixYtdO3aNatjAQAAAECmwHBADuj2eQAkCgAAACD7WrZsmdq0aaMTJ06YbU8++aSuX78ud3d3C5MBAAAAsJKjPKWfESgCOJCoqCgtWbLErgDg6+tLAQAAAGQ7ly5dUq9evfTFF1+Ybfny5dMXX3yh119/3cJkAAAAAJC5UARwEMnNASAxDwAAAMh+Nm3apODgYO3bt89sa9SokaZOnapChQpZmAwAAABApkFHABNzAjiI/84B4OvryzBAAAAg25k4caKefvppswCQK1cuhYWFaenSpRQAAAAAACAZ9ARwAMwBAAAAcEPVqlXNsT2rVaumiIgIlSxZ0uJUAAAAADIb5gS4hSKAA7i9FwBzAAAAgOyscuXKGjx4sCTp/fffV44cXM4CAAAAwN3wrckBxMbGmj8zBwAAAMguDh48qDFjxmjMmDF2N/v79u1rYSoAAAAAjoCeALdQBHAg3t7e9AIAAABZnmEYCg8PV9euXXXx4kUVKFBA/fr1szoWAAAAADgkJgYGAABApnHq1Cm98sorat26tS5evChJioiI0LVr1yxOBgAAAMCR2Gy2DFkcAUUAAAAAZAqLFy9WYGCgFi1aZLaFhoZq27Ztcnd3tzAZAAAAADguhgPK5KKiohQdHW11DAAAgHQTExOj7t27a9q0aWZbgQIFNHnyZDVu3Ni6YAAAAAAclqM8pZ8RKAJkYlFRUfryyy/N125ubhamAQAASHs///yzWrZsqYMHD5ptL730kqZMmSIfHx/rggEAAABAFkERIBNbsmSJ3eugoCCLkgAAAKSPRYsWmQUADw8PjRs3TqGhoTy1AwAAAODB8JXCRBEgE4uNjTV/btu2rSpUqGBhGgAAgLQ3bNgwrVixQg899JBmzJihYsWKWR0JAAAAALIUigAOwNvbmwIAAABweAkJCdq+fbsqVapktrm7u2vlypXy9fWVs7OzhekAAAAAZCX0Lr7FyeoAAAAAyPr27dunWrVqqWbNmvrzzz/t1j388MMUAAAAAAAgnVAEAAAAQLoxDEOTJ09WuXLltHHjRl27dk2tWrWSYRhWRwMAAACQhdlstgxZHAHDAQEAACBdnDhxQm3bttXSpUvNtuLFi2vMmDEOc7EMAAAAAI6OIgAAAADS3IIFC/TOO+/o7NmzZtvbb7+t0aNHy8PDw8JkAAAAALIDHjy6hSJAJhUVFaXo6GirYwAAAKRKdHS0unTposjISLPN19dXU6dO1QsvvGBhMgAAAADInigCZFJLliwxf3Zzc7MwCQAAQMo1btxYa9euNV+/9tprCgsLU/78+S1MBQAAACC7oSfALUwMnAlFRUXp5MmT5uugoCAL0wAAAKTckCFDZLPZ5OnpqYiICM2bN48CAAAAAABYiJ4AmdDtvQB8fX1VoUIFC9MAAADcWWJiopycbj1XUrNmTU2ZMkXPPPOMihQpYmEyAAAAANkaHQFM9ATIhGJjY82f6QUAAAAyo/j4eA0ePFjPPfecEhMT7da1adOGAgAAAAAAZBL0BMjEvL296QUAAAAynb179yo4OFhbtmyRJI0dO1Y9evSwOBUAAAAA3MKcALfQEwAAAAApYhiGJk2apPLly5sFAGdnZ129etXiZAAAAADgGCZNmiR/f3+5u7uratWq5nerOxk7dqxKly6tnDlzys/PT927d9e1a9dSdU56AgAAAOCejh49qtatW+uHH34w2x599FFFRESoatWqFiYDAAAAgKQyY0+AuXPnqkePHgoLC1PVqlU1duxYNWzYUHv27JGPj0+S7b/66iv17t1b06ZNU/Xq1bV37161atVKNptNY8aMSfF56QkAAACAu5ozZ44CAwPtCgAdO3bU9u3bKQAAAAAAQAqNGTNG7dq1U2hoqMqWLauwsDDlypVL06ZNS3b7jRs3qkaNGmrevLn8/f317LPPqlmzZvfsPfBfFAEAAACQrISEBDVr1kzNmjXT+fPnJUkPP/ywvv/+e02cOFG5cuWyOCEAAAAAJM9ms2XIklJxcXHatm2bGjRoYLY5OTmpQYMG2rRpU7L7VK9eXdu2bTNv+u/fv1/Lli3T888/n6rPguGAAAAAkCxnZ2d5enqar5s2bapJkyYpX758FqYCAAAAgMwjNjZWsbGxdm1ubm5yc3Ozaztz5owSEhLk6+tr1+7r66u//vor2WM3b95cZ86c0dNPPy3DMBQfH693331Xffv2TVVGegJkMlFRUYqOjrY6BgAAgCRp9OjRqly5smbPnq3Zs2dTAAAAAADgGGwZs4wYMUJeXl52y4gRI9LkLaxZs0bDhw/XZ599pqioKC1cuFBLly7VkCFDUnUcegJkMkuWLDF//m+1CAAAID1t3rxZ//77r15//XWzzcPDQ7/88kumnFQLSKmoqCi5uLgoMDBQkrRo0SJNnz5dZcuW1cCBA+Xq6mpxQgAAADiqPn36qEePHnZtyd3XzZ8/v5ydnXXy5Em79pMnT6pgwYLJHrtfv34KDg5W27ZtJUmBgYG6fPmy3n77bX344YdyckrZM/70BMhkbu86EhQUZGESAACQXVy/fl39+vVTjRo1FBoaqv3799utpwAAR/fOO+9o7969km6Mo9q0aVPlypVL8+bN0/vvv29xOgAAAKSHjJoTwM3NTZ6ennZLckUAV1dXVaxYUatWrTLbEhMTtWrVKlWrVi3Z93DlypUkN/qdnZ0lSYZhpPizoAiQSXl7e6tChQpWxwAAAFnc7t279dRTT2no0KFKTEzUpUuXNGbMGKtjAWlq7969Kl++vCRp3rx5qlWrlr766iuFh4drwYIF1oYDAABAttGjRw9NmTJFM2bM0J9//qn27dvr8uXLCg0NlSSFhISoT58+5vZBQUH6/PPPNWfOHB04cEArV65Uv379FBQUZBYDUoLhgAAAALKhxMREjR8/Xr179zZ7IubIkUMDBgxQ7969LU4HpC3DMJSYmChJ+vHHH/Xiiy9Kkvz8/HTmzBkrowEAACCdZMYezU2aNNHp06fVv39/nThxQuXLl9eKFSvMyYIPHz5s9+T/Rx99JJvNpo8++khHjx5VgQIFFBQUpGHDhqXqvBQBAAAAspnDhw+rVatWWr16tdn22GOPKTIyUhUrVrQwGZA+KlWqpKFDh6pBgwZau3atPv/8c0nSgQMHzC9cAAAAQEbo1KmTOnXqlOy6NWvW2L2++aDWgAEDHuicDAcEAACQTRiGoYiICAUGBtoVALp166Zt27ZRAECWNXbsWEVFRalTp0768MMPVbJkSUnS/PnzVb16dYvTAQAAID1k1JwAjoCeAAAAANnEpUuX1KdPH8XExEi6MRRKeHi46tWrZ3EyIH098cQT2rVrV5L2jz/+OFVjqQIAAACOiCJAJhIVFaXo6GirYwAAgCwqT548mjZtmp577jmFhIRo3Lhx8vb2tjoWkGHi4uJ06tQpc36Am4oUKWJRIgAAAKQXR3lKPyNQBMhElixZYv7s5uZmYRIAAJAVXLx4UdeuXVOBAgXMtoYNG2r79u0qX768dcGADLZ37161adNGGzdutGs3DEM2m00JCQkWJQMAAADSH0WATCQ2Ntb8OSgoyMIkAADA0a1fv14hISEqU6aMli5davcUDAUAZDehoaHKkSOHvvvuOxUqVIinwgAAALIDLvlMFAEyIW9vb1WoUMHqGAAAwAHFxsZqwIABGjVqlAzD0IEDBzRlyhS9/fbbVkcDLLNjxw5t27ZNZcqUsToKAAAAkOEoAgAAAGQRu3btUosWLbRz506zrUaNGmrQoIGFqQDrlS1bVmfOnLE6BgAAADIQvT9vcbI6wKRJk+Tv7y93d3dVrVpVW7Zsuev2Y8eOVenSpZUzZ075+fmpe/fuunbtWgalBQAAyHwSEhL08ccfq1KlSmYBwMXFRf/73/+0du1aFS9e3OKEgLVGjhyp999/X2vWrNHZs2cVExNjtwAAAABZmaU9AebOnasePXooLCxMVatW1dixY9WwYUPt2bNHPj4+Sbb/6quv1Lt3b02bNk3Vq1fX3r171apVK9lsNo0ZM8aCdwAAAGCtAwcOqGXLllq3bp3ZFhgYqMjISJUrV87CZEDmcbM3TP369e3amRgYAAAg66InwC2WFgHGjBmjdu3aKTQ0VJIUFhampUuXatq0aerdu3eS7Tdu3KgaNWqoefPmkiR/f381a9ZMv/zyS4bmBgAAyAwOHz6sJ554QpcuXZJ04yK3V69eGjJkiNzc3CxOB2Qeq1evtjoCAAAAYBnLigBxcXHatm2b+vTpY7Y5OTmpQYMG2rRpU7L7VK9eXTNnztSWLVtUpUoV7d+/X8uWLVNwcHBGxU43UVFRio6OtjoGAABwIEWKFNHLL7+sWbNmyd/fXxEREapZs6bVsYBMp3bt2lZHAAAAQAajJ8AtlhUBzpw5o4SEBPn6+tq1+/r66q+//kp2n+bNm+vMmTN6+umnZRiG4uPj9e6776pv3753PE9sbKxiY2PN15l1zM8lS5aYP/PkHgAASKmJEyeqYMGCGjBggPLkyWN1HCDTWrdunb744gvt379f8+bNU+HChRUZGalixYrp6aeftjoeAAAAkG4snxg4NdasWaPhw4frs88+U1RUlBYuXKilS5dqyJAhd9xnxIgR8vLyMhc/P78MTJxytxcqgoKCLEwCAAAyowsXLqhVq1aaM2eOXbu3t7c++eQTCgDAXSxYsEANGzZUzpw5FRUVZV57X7hwQcOHD7c4HQAAANKFLYMWB2BZESB//vxydnbWyZMn7dpPnjypggULJrtPv379FBwcrLZt2yowMFCvvPKKhg8frhEjRigxMTHZffr06aMLFy6Yy5EjR9L8vaQlb29vVahQweoYAAAgE1mzZo2eeOIJzZgxQ+3bt9fRo0etjgQ4lKFDhyosLExTpkyRi4uL2V6jRg1FRUVZmAwAAABIf5YVAVxdXVWxYkWtWrXKbEtMTNSqVatUrVq1ZPe5cuWKnJzsIzs7O0uSDMNIdh83Nzd5enraLQAAAI7g2rVr6tmzp+rWravDhw9LkhISEvTHH39YnAxwLHv27FGtWrWStHt5eTEvFwAAQBZls9kyZHEEls0JIEk9evRQy5YtValSJVWpUkVjx47V5cuXFRoaKkkKCQlR4cKFNWLECEk3hskZM2aMnnzySVWtWlX//POP+vXrp6CgILMYAAAAkBVs375dLVq00O7du822OnXqKDw8XEWLFrUwGeB4ChYsqH/++Uf+/v527evXr1fx4sWtCQUAAABkEEuLAE2aNNHp06fVv39/nThxQuXLl9eKFSvMyYIPHz5s9+T/Rx99JJvNpo8++khHjx5VgQIFFBQUpGHDhln1FgAAANJUfHy8Ro4cqYEDByo+Pl7SjZ6Nw4cPV7du3ZL0igRwb+3atVPXrl01bdo02Ww2HTt2TJs2bVKvXr3Ur18/q+MBAAAgHTjKU/oZwdIigCR16tRJnTp1SnbdmjVr7F7nyJFDAwYM0IABAzIgGQAAQMY6dOiQmjVrpk2bNplt5cuX18yZM/X4449bmAxwbL1791ZiYqLq16+vK1euqFatWnJzc1OvXr3UuXNnq+MhiwitW0IdGpaWj5e7dh+JVt/Z27X9wPk7bv92g1JqWaeECufLpXOXYvXdtn81bMEuxcYn3vcxAUCSViz6Wku+jlT0ubMqWqKUWnd6TyXLBCS77Y9Lv9HPK5fqyMF9kqTipR5TszYd7LY3DENfz/hCq5Z9o8uXLqnM4+XUtmtvFXqkSIa8HwAPjkfJMoGoqCjGIgUAAHJ3d9fff/8tSXJyctKHH36oX375hQIA8IBsNps+/PBDnTt3Tr///rs2b96s06dPa8CAATp27JjV8ZAFvFz5EQ16s5xGL9mtZwav1B9HLmhOt1rKn8ct2e1freKnD18L1OjFf6hmvxXqHv6rXq7sp76vBt73MQFAkjau/kERYZ/q9eB2Ghk2U0WLP6phvTvrwvlzyW6/+7dtqlG3oQZ8Eqah46frIR9fDf2gk86dOWVus2juDC3/Zo7ade2j4RPD5eburmG9OysuLjaj3hZwX5gT4BaKAJnAkiVLzJ/d3LigAwAgu/L19dXkyZNVsmRJrV+/XkOHDpWrq6vVsYAsw9XVVWXLllWVKlXk4eGhP/74Q35+flbHQhbw7jOPaua6A5qz4aD2Hr+o92Zu09W4BDV72j/Z7SuVzK+t/5zRwi1HdOTsFa3dfVLfbDmsJ4vlu+9jAoAkfbdgluo/31h1n3tJjxQtrnbd+sjVzV2rVyxOdvsufYeq4ctvyL9kaRUu4q93e3wkwzC0K2qLpBu9AJYtnK1X32qjyjXqqGjxUur0wWCdP3taWzesycB3BqQeRYBbKAJkArGxtyqnQUFBFiYBAAAZacGCBTpz5oxd2yuvvKLff/9d1apVsygVACA1XJxteqJoXq3bfdJsMwzp5z9PqlLxh5Ld59d/zuiJonn1ZLG8kqSi+XOrfmAhrdp1/L6PCQDx169r/96/FFihqtnm5OSkwApVtHf3zhQdIzb2muLj4+Xh6SVJOnX8qKLPndUTFaqY2+Ty8FDJxwK0d/eutH0DANKN5XMC4BZvb29VqFDB6hgAACCdnT9/Xh07dtTs2bP1+uuv6+uvv7Z7goSegQDgOPJ5uCmHs5NOx1yzaz8dc02lCuZJdp+FW44oXx43Lf6gnmySXHI4KXzNPo1b9td9HxMAYi5EKzExQd5589m1e+fNp2NHDqboGLOmTFC+h/Ir8P9v+kefPytJ8sprX4D08s6n6HNnHzw0kJ4c4yH9DEFPAAAAgAy0cuVKBQYGavbs2ZKk+fPn6+eff7Y4FYC7iY2NVUxMjN1iJFy3OhYcWPXSBdT1+cfUe1aUnhmyUq0mbVCDwELq/uJjVkcDkI19OztcG9b8oF6DPpGrKw+lAFkJPQEAAAAywJUrV/TBBx9o4sSJZpu3t7cmTZqkWrVqWZgMyLp27rz70Ad79uxJ0XFGjBihQYMG2bXlevJ1eVR4876zIes4dylW8QmJKuDpbtdewNNdpy5cS3afD15+XPM2HdKsdQckSX8ejVEutxz6JLiixi79876OCQCeXt5ycnJW9H8mAY4+f07eee8+lNjiryP17Zxw9Rv1mYoWL2W239zvwvmzyvtQfrP9QvQ5+Zd4NA3TA2nPUcbrzwgUAQAAANLZ1q1bFRwcbHfDsUGDBpo+fboeeeQRC5MBWVv58uVls9lkGEaSdTfbU/LlsE+fPurRo4ddW8mu36VZTji26wmGdh46r5qP+Wj5jmOSJJtNqlnGR9NW/5PsPjndcijxP3+XiYk3Xtvu85gAkMPFRcUfLaPfo7aoSo06kqTExET9vn2rnnv5zoXrRXNnaOGsafrwfxNVonRZu3U+hQrLO99D2rV9q/xLlpYkXbl8Sf/8+bueDXot3d4LgLRFEQAAACCdXL9+XcOGDdPQoUOVkJAgSXJ3d9eoUaPUsWNHOTkxMiOQng4cOJAmx3Fzc0syV4fN2SVNjo2sIWzlXo1vXUU7Dp3X9gPn9HaDUsrllkNzNhyUJE1oXVknoq9q2MLfJUk//HZM7z7zqH4/HK2oA2fl7+OhDxoHaOXO4/r/WsA9jwkAyXnxtbc0adRAFS9dViVLP65lC79S7LWrqvNckCRp4v/6K19+HzVv20mS9O2ccH094wt16TNUPgULKfrcGUmSe85ccs+ZSzabTc+/2kwLZ01VocJ+8ilYWHPCP1fehwqo8v8XGoDMip4At1AEAAAASCffffed3RAilStXVkREhMqUKWNhKiD7KFq0qNURkE0s2vqvHvJw0/svPy4fT3f9cSRazcau0+mYWElS4YdymTf3JenT7/6UYUi9XwlQQe+cOnsxVj/8dkwjvvk9xccEgORUr/usYi6c19fhYYo+f1b+JR5V3xETzGF9zpw6IdttD6KsXLJA8deva8zgD+yO83pwO73Z8h1J0stNWir22jV98elwXbl0UWUCyqvv/8YzbwDgQGxGcn1js7CYmBh5eXnpwoUL8vT0tDqOJKlv376Kjo6Wt7e3hg8fbnUcAACQRgzD0KuvvqolS5aoX79+6tu3r1xceHoYWVdmvNb+r8DAQC1btkx+fn4PdBzftvPSKBEAPJgfBjxndQQAkCSV88tjdQQ7JXstz5Dz/PNJoww5z4OgJwAAAEAauVnUv8lms2ny5Mk6ePCgKleubF0wAKaDBw/q+vXrVscAAAAAMgwD0QIAADwgwzA0c+ZM+fv7a8mSJXbrChQoQAEAAAAAADKYzWbLkMURUAQAAAB4AGfPntWbb76p4OBgXbhwQW3bttXp06etjgXgDmrWrKmcOXNaHQMAAADIMAwHBAAAcJ+WL1+u1q1b68SJE2bbM888w7j/QCa2bNkyqyMAAAAgAzjIQ/oZgiIAAABAKl26dEm9evXSF198Ybbly5dPYWFheuONNyxMBuBO/v77b61evVqnTp1SYmKi3br+/ftblAoAAABIfxQBAAAAUmHTpk0KDg7Wvn37zLZGjRpp6tSpKlSokIXJANzJlClT1L59e+XPn18FCxa0G7vVZrNRBAAAAMiCHGW8/oxAEQAAACCFIiIiFBoaaj5FnCtXLo0ZM0Zvv/02F5hAJjZ06FANGzZMH3zwgdVRAAAAgAxHEQAAACCF6tatqzx58ujChQuqVq2aIiIiVLJkSatjAbiH8+fPM1QXAABANsNzWrc4WR0AAADAUfj5+emzzz7TsGHD9PPPP1MAABzEG2+8oR9++MHqGAAAAIAl6AkAAACQjIMHD+rDDz/UZ599Ji8vL7O9efPmFqYCcD9Kliypfv36afPmzQoMDJSLi4vd+i5duliUDAAAAOnFyYmuADdRBAAAALiNYRgKDw9X165ddfHiRbm4uCg8PNzqWAAewOTJk+Xh4aG1a9dq7dq1dutsNhtFAAAAAGRpFAEAAAD+36lTp/T2229r0aJFZtuaNWt07tw55cuXz8JkAB7EgQMHrI4AAACADMacALcwJwAAAICkxYsXKzAw0K4A0KpVK+3cuZMCAJCFGIYhwzCsjgEAAABkGIoAAAAgW4uJiVGbNm308ssv69SpU5Kk/Pnz65tvvtH06dPl6elpcUIAaSEiIkKBgYHKmTOncubMqSeeeEKRkZFWxwIAAEA6sdlsGbI4AoYDAgAA2da6desUEhKigwcPmm1BQUGaMmWKfH19rQsGIE2NGTNG/fr1U6dOnVSjRg1J0vr16/Xuu+/qzJkz6t69u8UJAQAAgPRDEQAAAGRbO3fuNAsAHh4eGjdunEJDQx3maQ4AKTNhwgR9/vnnCgkJMdteeuklPf744xo4cCBFAAAAgCyIr3W3UAQAAADZVocOHbR48WJdvXpVM2bMULFixayOBCAdHD9+XNWrV0/SXr16dR0/ftyCRAAAAEDGYU4AAACQLSQkJGjlypV2bTabTXPnztXq1aspAABZWMmSJfX1118naZ87d65KlSplQSIAAACkN+YEuIWeAAAAIMvbt2+fQkJCtHHjRq1cuVINGjQw13l7e1sXDECGGDRokJo0aaKff/7ZnBNgw4YNWrVqVbLFAQAAACAroSeAxaKiohQdHW11DAAAsiTDMDR58mSVK1dOGzdulCS1bdtWcXFxFicDkJFee+01/fLLL3rooYf07bff6ttvv1X+/Pm1ZcsWvfLKK1bHAwAAQDqgJ8At9ASw2JIlS8yf3dzcLEwCAEDWcvz4cbVt21bLli0z24oXL66IiAi5urpamAyAFSpWrKhZs2ZZHQMAAADIcBQBLBYbG2v+HBQUZGESAACyjvnz5+vdd9/V2bNnzbZ27dpp9OjRypMnj4XJAGQkJyenez6dZbPZFB8fn0GJAAAAkFEc5CH9DEERIJPw9vZWhQoVrI4BAIBDi46OVufOnTVz5kyzzdfXV19++aVefPFFC5MBsMI333xzx3WbNm3S+PHjlZiYmIGJAAAAgIxHEQAAAGQZ7dq10/z5883Xr776qsLCwlSgQAELUwGwyssvv5ykbc+ePerdu7eWLFmit956S4MHD7YgGQAAANKbo4zXnxGYGBgAAGQZI0aMUK5cueTp6amIiAjNnz+fAgAASdKxY8fUrl07BQYGKj4+Xjt27NCMGTNUtGhRq6MBAAAA6YqeABaKiopSdHS01TEAAHBYcXFxdpP8lixZUnPnztUTTzyhIkWKWJgMQGZx4cIFDR8+XBMmTFD58uW1atUq1axZ0+pYAAAASGd0BLiFngAWWrJkifmzm5ubhUkAAHAs8fHxGjx4sCpUqKArV67YrXvxxRcpAACQJI0aNUrFixfXd999p9mzZ2vjxo0UAAAAAJDt0BPAQrGxsebPQUFBFiYBAMBx7NmzRyEhIdqyZYsk6f3339fEiRMtTgUgM+rdu7dy5sypkiVLasaMGZoxY0ay2y1cuDCDkwEAACC9MSfALRQBMgFvb29VqFDB6hgAAGRqhmHos88+03vvvaerV69KkpydnfXQQw/JMAwu8AAkERISwv9vAAAAQLZHEQAAAGR6R48eVWhoqFauXGm2Pfroo4qIiFDVqlUtTAYgMwsPD7c6AgAAACzCsyC3MCcAAADI1GbPnq2AgAC7AkDHjh21fft2CgAAAAAAANwDPQEAAECmZBiGWrVqpYiICLPt4Ycf1vTp0/Xss89amAwAAAAAkNkxLOQt9AQAAACZks1mU9myZc3XTZs21a5duygAAAAAAACQCvQEAAAAmVavXr20ceNGNWvWTE2bNrU6DgAAAADAQdAR4BaKAAAAIFPYvHmztm7dqs6dO5ttzs7OWrRokYWpAAAAAABwbBQBAACApeLi4jRkyBANHz5cklSxYkVVr17d4lQAAAAAAEfGnAC3MCcAAACwzO7du1WtWjUNHTpUiYmJSkxM1MSJE62OBQAAAABAlkERAAAAZLjExESNHTtWFSpUUFRUlCQpR44cGjJkiCIiIixOBwAAAABwdDZbxiyOgOGAAABAhjp8+LBatWql1atXm22PPfaYIiMjVbFiRQuTAQAAAACQ9dATAAAAZAjDMBQREaHAwEC7AkC3bt20bds2CgAAAAAAgDRjs9kyZHEE9AQAAAAZIj4+Xp9++qliYmIkSX5+fgoPD1e9evUsTgYAAAAAQNZFTwAAAJAhXFxcFBkZKTc3NwUHB2vnzp0UAAAAAAAA6YI5AW6hJwAAAEgXFy9e1OnTp1W8eHGzLSAgQH/88YdKlChhYTIAAAAAALIPegIAAIA0t379epUrV06NGzdWbGys3ToKAAAAAACA9MacALdQBAAAAGkmNjZWvXv3Vq1atXTgwAHt2rVLgwcPtjoWAAAAAADZFsMBAQCANLFr1y61aNFCO3fuNNtq1KihNm3aWJgKAAAAAJAdOchD+hmCngAAAOCBJCQk6OOPP1alSpXMAoCLi4v+97//ae3atXZzAgAAAAAAgIxFTwAAAHDfDhw4oJYtW2rdunVmW2BgoCIjI1WuXDkLkwEAAAAAsjNHGa8/I1AEAAAA9yU6OloVKlRQdHS0pBsXWL169dKQIUPk5uZmbTgAAAAAACCJ4YAAAMB98vb2VufOnSVJ/v7+WrNmjUaNGkUBAAAAAABgOZvNliGLI6AnAAAASDHDMOwucvr16ycXFxd17dpVnp6eFiYDAAAAAADJoSeARaKioszhEwAAyOwuXLigVq1aacSIEXbtLi4u6tevHwUAAAAAAECmYrNlzOII6AlgkSVLlpg/M2wCACAzW7NmjVq2bKnDhw8rR44catSokZ588kmrYwEAAAAAgBSgJ4BFYmNjzZ+DgoIsTAIAQPKuXbumnj17qm7dujp8+LAkKWfOnObPAAAAAABkVswJcAs9ASzm7e2tChUqWB0DAAA727dvV4sWLbR7926zrU6dOgoPD1fRokUtTAYAAAAAAFKDngAAAMAUHx+vYcOGqUqVKmYBwM3NTaNHj9aqVasoAAAAAAAAHAJzAtxCTwAAACBJOnbsmF5//XVt2rTJbCtfvrwiIyMVEBBgYTIAAAAAAHC/6AkAAAAkSXnz5tX58+clSU5OTurbt69++eUXCgAAAAAAAIfDnAC3UAQAAACSbkz6GxkZqTJlymjdunUaNmyYXF1drY4FAAAAAECqMRzQLQwHBABANjVv3jw98cQTKl26tNlWqVIl/f7773J2drYwGQAAAAAASCsP1BPg2rVraZUDAABkkPPnz+utt97Sm2++qZCQEMXHx9utpwAAAAAAAHB0TjZbhiyOINVFgMTERA0ZMkSFCxeWh4eH9u/fL0nq16+fpk6dmuYBAQBA2vnxxx8VGBior776SpK0ZcsWffPNNxanAgAAAAAA6SXVRYChQ4cqPDxco0aNshsnOCAgQF9++WWahgMAAGnjypUr6tKli5555hkdPXpUkuTt7a1Zs2bp9ddftzgdAAAAAABpizkBbkl1ESAiIkKTJ0/WW2+9ZTdcQLly5fTXX3+laTgAAPDgtm7dqgoVKmjChAlmW4MGDbRr1y41b95cNke5agEAAAAAAKmW6iLA0aNHVbJkySTtiYmJun79epqEAgAAD+769esaOHCgqlWrpj179kiS3N3dNX78eH3//fd65JFHLE4IAAAAAED6sNlsGbI4glQXAcqWLat169YlaZ8/f76efPLJNAkFAAAe3LZt2zR48GAlJCRIkipXrqzt27erc+fOcnJK9SUAAAAAAAB4QJMmTZK/v7/c3d1VtWpVbdmy5a7bR0dHq2PHjipUqJDc3Nz06KOPatmyZak6Z47Uhuzfv79atmypo0ePKjExUQsXLtSePXsUERGh7777LrWHAwAA6eSpp55S9+7dNW7cOPXr1099+/aVi4uL1bEAAAAAAEh3TpnwIf25c+eqR48eCgsLU9WqVTV27Fg1bNhQe/bskY+PT5Lt4+Li9Mwzz8jHx0fz589X4cKFdejQIXl7e6fqvKl+DPDll1/WkiVL9OOPPyp37tzq37+//vzzTy1ZskTPPPNMag8HAADSyIkTJ5SYmGjXNmzYMG3ZskUDBgygAAAAAAAAgIXGjBmjdu3aKTQ0VGXLllVYWJhy5cqladOmJbv9tGnTdO7cOX377beqUaOG/P39Vbt2bZUrVy5V572vsQBq1qyplStX6tSpU7py5YrWr1+vZ5999n4OBQAAHpBhGJo1a5bKlCljN/mvdGMOgAoVKliUDAAAAAAAa2S2OQHi4uK0bds2NWjQwGxzcnJSgwYNtGnTpmT3Wbx4sapVq6aOHTvK19dXAQEBGj58uDnsb0qlughQvHhxnT17Nkl7dHS0ihcvntrDAQCAB3D27Fm9+eabatGihS5cuKDevXvrzz//tDoWAAAAAADZQmxsrGJiYuyW2NjYJNudOXNGCQkJ8vX1tWv39fXViRMnkj32/v37NX/+fCUkJGjZsmXq16+fRo8eraFDh6YqY6qLAAcPHky20hAbG6ujR4+m9nAAAOA+LVu2TAEBAZo/f77Z9tprr6lQoUIWpgIAAAAAwHo2W8YsI0aMkJeXl90yYsSINHkPiYmJ8vHx0eTJk1WxYkU1adJEH374ocLCwlJ1nBRPDLx48WLz5++//15eXl7m64SEBK1atUr+/v6pOrl0Yzbkjz/+WCdOnFC5cuU0YcIEValS5Y7bR0dH68MPP9TChQt17tw5FS1aVGPHjtXzzz+f6nMDAOCILl26pF69eumLL74w2/Lly6ewsDC98cYbFiYDAAAAACB76dOnj3r06GHX5ubmlmS7/Pnzy9nZWSdPnrRrP3nypAoWLJjssQsVKiQXFxc5OzubbY899phOnDihuLg4ubq6pihjiosAjRs3lnRjLKWWLVvarXNxcZG/v79Gjx6d0sNJsm42ZAAAHNXGjRsVEhKiffv2mW2NGjXS1KlT6QEAAAAAAMD/synl4/U/CDc3t2Rv+v+Xq6urKlasqFWrVpn32hMTE7Vq1Sp16tQp2X1q1Kihr776SomJiXJyujGoz969e1WoUKEUFwCkVAwHlJiYqMTERBUpUkSnTp0yXycmJio2NlZ79uzRiy++mOITS9bNhgwAgCP69ttvVbNmTbMAkCtXLoWFhWnp0qUUAAAAAAAAyOR69OihKVOmaMaMGfrzzz/Vvn17Xb58WaGhoZKkkJAQ9enTx9y+ffv2OnfunLp27aq9e/dq6dKlGj58uDp27Jiq86a4J8BNBw4cSO0uybo5G/Ltbyo1syEvWrRIBQoUUPPmzfXBBx/YdYkAACArql+/vooWLaoDBw6oWrVqioiIUMmSJa2OBQAAAABApuOUMR0BUqVJkyY6ffq0+vfvrxMnTqh8+fJasWKFOVnw4cOHzSf+JcnPz0/ff/+9unfvrieeeEKFCxdW165d9cEHH6TqvKkuAkjS5cuXtXbtWh0+fFhxcXF267p06ZKiY9xtNuS//vor2X3279+vn376SW+99ZaWLVumf/75Rx06dND169c1YMCAZPeJjY21m405JiYmRfkAAMhs8uTJoxkzZmjdunV6//33lSPHff0zDgAAAAAALNKpU6c7Dv+zZs2aJG3VqlXT5s2bH+icqb57sH37dj3//PO6cuWKLl++rHz58unMmTPKlSuXfHx8UlwEuB+3z4bs7OysihUr6ujRo/r444/vWAQYMWKEBg0alG6ZAABIDwcPHlTnzp01YcIE+fv7m+01a9ZUzZo1rQsGAAAAAIADsNkyYVcAi6R4ToCbunfvrqCgIJ0/f145c+bU5s2bdejQIVWsWFGffPJJio9zv7MhP/roo3ecDTk5ffr00YULF8zlyJEjKc4IAEBGMwxD06dP1xNPPKHvvvtOrVq1UmJiotWxAAAAAACAg0p1EWDHjh3q2bOnnJyc5OzsrNjYWPn5+WnUqFHq27dvio9z+2zIN92cDblatWrJ7lOjRg39888/djdD7jUbspubmzw9Pe0WAAAyo1OnTumVV15R69atdfHiRUk3egRQwAYAAAAAIHVstoxZHEGqiwAuLi7m5AQ+Pj46fPiwJMnLyyvVNymsmg0ZAIDMZtGiRQoICNCiRYvMtlatWmnnzp0qWrSohckAAAAAAIAjS/WcAE8++aS2bt2qUqVKqXbt2urfv7/OnDmjyMhIBQQEpOpYVs2GDABAZhETE6Pu3btr2rRpZlv+/Pk1ZcoUNW7c2LpgAAAAAAA4MCdHeUw/A6S6CDB8+HBziIJhw4YpJCRE7du3V6lSpTR16tRUB7BiNmQAADKDDRs2qEWLFjp48KDZFhQUpClTppgFcQAAAAAAgAeR6iJApUqVzJ99fHy0YsWKNA0EAEB2ERMTYxYAPDw8NG7cOIWGhsrG0woAAAAAADwQvlrfkuo5Ae4kKipKL774YlodDgCALK9Ro0Z65513VLNmTe3cuVOtW7emAAAAAAAAANJUqooA33//vXr16qW+fftq//79kqS//vpLjRs3VuXKlZWYmJguIQEAcHQJCQmaO3euDMOwax87dqxWr16tYsWKWZQMAAAAAICsx2azZcjiCFJcBJg6daoaNWqk8PBwjRw5Uk899ZRmzpypatWqqWDBgvr999+1bNmy9MwKAIBD2rdvn2rVqqWmTZsmmT/H3d1dzs7OFiUDAAAAAABZXYqLAOPGjdPIkSN15swZff311zpz5ow+++wz7dq1S2FhYXrsscfSMycAAA7HMAxNnjxZ5cqV08aNGyVJPXv21IULFyxOBgAAAABA1mazZcziCFJcBNi3b5/eeOMNSdKrr76qHDly6OOPP9YjjzySbuEAAHBUJ06cUFBQkN555x1dvnxZklS8eHEtW7ZMXl5eFqcDAAAAAADZRY6Ubnj16lXlypVL0o3xlNzc3FSoUKF0CwYAgKOaP3++3n33XZ09e9Zsa9euncaMGSMPDw8LkwEAAAAAkD04Ocpj+hkgxUUASfryyy/Nmxfx8fEKDw9X/vz57bbp0qVL2qUDAMCBREdHq3Pnzpo5c6bZ5uvrq6lTp+qFF16wMBkAAAAAAMiuUlwEKFKkiKZMmWK+LliwoCIjI+22sdlsFAEAANlW//797QoAr732msLCwpIUzAEAAAAAQPqiH8AtKS4CHDx4MB1jAADg+AYOHKgFCxbo0qVLmjhxolq0aCEb3Q8BAAAAAICFUjUcEAAAuOXSpUt2Y/zny5dPCxYs0MMPP6wiRYpYmAwAAAAAgOyNh/JucbI6AAAAjiY+Pl6DBw9WyZIldfz4cbt1Tz31FAUAAAAAAACQadATAACAVNi7d6+Cg4O1ZcsWSVKbNm20dOlSnjAAAAAAACATceJruomeAAAApIBhGJo0aZLKly9vFgCcnZ1VqVIlJSQkWJwOAAAAAAAgefQEAADgHo4eParQ0FCtXLnSbCtVqpQiIyNVtWpVC5MBAAAAAIDk0GP/lvvqCbBv3z599NFHatasmU6dOiVJWr58uf744480DQcAgNVmz56tgIAAuwJAx44dtX37dgoAAAAAAAAg00t1EWDt2rUKDAzUL7/8ooULF+rSpUuSpN9++00DBgxI84AAAFilY8eOat68uaKjoyVJDz/8sL7//ntNnDhRuXPntjYcAAAAAAC4I5stYxZHkOoiQO/evTV06FCtXLlSrq6uZnu9evW0efPmNA0HAICV6tWrZ/7ctGlT7dq1S88++6yFiQAAAAAAAFIn1XMC7Nq1S1999VWSdh8fH505cyZNQgEAkBm89tpr6tSpk2rUqKGmTZtaHQcAAAAAAKQQcwLckuqeAN7e3jp+/HiS9u3bt6tw4cJpEgoAgIz2yy+/6IMPPkjSPmHCBAoAAAAAAADAYaW6J0DTpk31wQcfaN68ebLZbEpMTNSGDRvUq1cvhYSEpEdGAADSzfXr1zV48GANHz5ciYmJKl++vJo1a2Z1LADIdhYvXpzibV966aV0TAIAAICswImOAKZUFwGGDx+ujh07ys/PTwkJCSpbtqwSEhLUvHlzffTRR+mREQCAdLF7924FBwcrKirKbIuIiFDTpk3pNggAGaxx48Yp2s5msykhISF9wwAAAABZSKqLAK6urpoyZYr69eun33//XZcuXdKTTz6pUqVKpUc+AADSXGJiosaNG6c+ffooNjZWkpQjRw4NGDBAvXv3pgAAABZITEy0OgIAAACyEL7b35LqIsD69ev19NNPq0iRIipSpEh6ZAIAIN0cPnxYrVq10urVq822xx57TJGRkapYsaKFyQAAAAAAANJeqosA9erVU+HChdWsWTO1aNFCZcuWTY9cAACkKcMwFBkZqc6dOysmJsZs79atm4YPH66cOXNamA4A8F+XL1/W2rVrdfjwYcXFxdmt69Kli0WpAAAA4CjoB3BLqosAx44d05w5czR79mz973//0xNPPKG33npLzZo10yOPPJIeGQEASBMLFiwwCwB+fn4KDw9XvXr1LE4FAPiv7du36/nnn9eVK1d0+fJl5cuXT2fOnFGuXLnk4+NDEQAAAABIBafU7pA/f3516tRJGzZs0L59+/TGG29oxowZ8vf350YKACDTstlsmjx5sgoUKKDg4GDt3LmTf7cAIJPq3r27goKCdP78eeXMmVObN2/WoUOHVLFiRX3yySdWxwMAAIADcLLZMmRxBKkuAtyuWLFi6t27t/73v/8pMDBQa9euTatcAAA8kEuXLmn79u12bb6+vtq5c6ciIiLk7e1tTTAAwD3t2LFDPXv2lJOTk5ydnRUbGys/Pz+NGjVKffv2tToeAAAA4FDuuwiwYcMGdejQQYUKFVLz5s0VEBCgpUuXpmU2AADuy/r161WuXDk1atRIZ86csVtXsGBBi1IBAFLKxcVFTk43vqr4+Pjo8OHDkiQvLy8dOXLEymgAAABwEDZbxiyOINVFgD59+qhYsWKqV6+eDh8+rHHjxunEiROKjIzUc889lx4ZAQBIkdjYWPXu3Vu1atXS/v37dfLkSXXv3t3qWACAVHryySe1detWSVLt2rXVv39/zZo1S926dVNAQIDF6QAAAADHkuqJgX/++We99957evPNN5U/f/70yAQAQKrt2rVLLVq00M6dO822GjVqaODAgdaFAgDcl+HDh+vixYuSpGHDhikkJETt27dXqVKlNG3aNIvTAQAAwBHYHOUx/QyQ6iLAhg0b0iMHAAD3JSEhQWPGjNFHH32kuLg4STeGkRg8eLDee+89OTs7W5wQAJBalSpVMn/28fHRihUrLEwDAAAAOLYUFQEWL16sRo0aycXFRYsXL77rti+99FKaBAMA4F4OHDigli1bat26dWZbQECAIiMjVb58eeuCAQAAAAAAS9ER4JYUFQEaN26sEydOyMfHR40bN77jdjabTQkJCWmVDQCAO4qLi1PNmjV19OhRSTf+DerVq5eGDBkiNzc3i9MBAB5EsWLF7tp9e//+/RmYBgAAAHBsKSoCJCYmJvszAABWcXV11bBhw9SqVSv5+/trxowZqlWrltWxAABpoFu3bnavr1+/ru3bt2vFihV67733rAkFAAAAh+JEVwBTqucEiIiIUJMmTZI8ZRkXF6c5c+YoJCQkzcIBAHC7hIQEuzH+Q0JCdPnyZbVo0UKenp4WJgMApKWuXbsm2z5p0iT9+uuvGZwGAAAAcGxOqd0hNDRUFy5cSNJ+8eJFhYaGpkkoAABud+HCBbVq1Upvv/22XbvNZlOHDh0oAABANtGoUSMtWLDA6hgAAABwADZbxiyOINU9AQzDSHZ8zn///VdeXl5pEgoAgJvWrFmjli1b6vDhw5JuTED/8ssvW5wKAGCF+fPnK1++fFbHAAAAABxKiosATz75pGw2m2w2m+rXr68cOW7tmpCQoAMHDui5555Ll5AAgOzn2rVr+vDDDzVmzBizLU+ePLp27ZqFqQAAGeHmd4+bDMPQiRMndPr0aX322WcWJgMAAICjSO5B9uwqxUWAxo0bS5J27Nihhg0bysPDw1zn6uoqf39/vfbaa2keEACQ/Wzfvl0tWrTQ7t27zbbatWsrPDxc/v7+1gUDAGSIl19+2e5Lm5OTkwoUKKA6deqoTJkyFiYDAAAAHE+KiwADBgyQJPn7+6tJkyZyd3dPt1AAgOwpPj5eI0eO1MCBAxUfHy9JcnNz0/Dhw9WtWzc5OaV6KhsAgAMaOHCg1RHu6VDYG1ZHAABJUt7KnayOAACSpKvbJ1odwQ53EG5J9ZwALVu2TI8cAIBs7ty5c3rhhRe0efNms618+fKKjIxUQECAhckAABnN2dlZx48fl4+Pj1372bNn5ePjo4SEBIuSAQAAwFEwHNAtKSoC5MuXT3v37lX+/PmVN2/eu36A586dS7NwAIDsw9vb2xxqzsnJSb1799aAAQPk6upqcTIAQEYzDCPZ9tjYWP5dAAAAAFIpRUWATz/9VHny5DF/pooCAEhrTk5OmjZtml599VWNGzdO1atXtzoSACCDjR8/XtKNp7a+/PJLu3nIEhIS9PPPPzMnAAAAAFLEiVvYphQVAW4fAqhVq1bplQUAkI3MmzdPPj4+ql27ttnm5+enLVu2UGwGgGzq008/lXSjJ0BYWJicnZ3Nda6urvL391dYWJhV8QAAAACHlOo5AaKiouTi4qLAwEBJ0qJFizR9+nSVLVtWAwcOpHsuAOCuzp8/r06dOumrr76Sn5+fdu3aJS8vL3M9BQAAyL4OHDggSapbt64WLlyovHnzWpwIAAAAjoqeALekepLkd955R3v37pUk7d+/X02aNFGuXLk0b948vf/++2keEACQdfz4448KDAzUV199JUk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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:19:13,978 INFO: === Dataset: i ===\n", "2025-02-25 08:19:16,536 INFO:Total samples: 6000\n", "2025-02-25 08:19:31,210 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:19:31,277 INFO: === Dataset: j ===\n", "2025-02-25 08:19:33,809 INFO:Total samples: 6000\n", "2025-02-25 08:19:48,768 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:19:48,838 INFO: === Dataset: k ===\n", "2025-02-25 08:19:51,364 INFO:Total samples: 6000\n", "2025-02-25 08:20:06,306 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:20:06,373 INFO: === Dataset: l ===\n", "2025-02-25 08:20:14,312 INFO:Total samples: 18911\n", "2025-02-25 08:21:00,382 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:00,451 INFO:Model PiT evaluation completed in 219.68 seconds.\n", "2025-02-25 08:21:00,451 INFO:Overall evaluation for all models completed in 2421.65 seconds.\n", "2025-02-25 08:21:00,455 INFO:Ensemble on Dataset a - Loss: , Acc: 90.91%, AUCROC: 0.9356988950276244, F1 Score: 0.4956\n", "2025-02-25 08:21:00,613 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:00,685 INFO:Ensemble on Dataset b - Loss: , Acc: 88.27%, AUCROC: 0.9258600368324126, F1 Score: 0.4323\n", "2025-02-25 08:21:01,018 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:01,090 INFO:Ensemble on Dataset c - Loss: , Acc: 88.43%, AUCROC: 0.9218287292817678, F1 Score: 0.4356\n", "2025-02-25 08:21:01,243 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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AANIKzqmT55w69n359NNPH7jNvSZOnGhIMr788ktzLDIy0qhSpYrh5eVlhIWFGYaR8O/Dva99165ddse6//w31v2v//XXXzdKliz50Nyxxzh+/LhhGIZx/vx5w9XV1XjxxRftzhunTp1qSDLmzJljdzxJxoIFC8yxiIgIw8/Pz2jatOlDjxv7Ol555RUjKirK8PPzM4YPH24YhmH89ddfhiTjp59+ivc9iO98dPHixYYk4+effzbHxo0bZ/fa7iXJcHJyMv788894H7v/c0f//v0NJycn4+effzaWLVtmSDImTpz4yNf43nvvGZLsfgavXbtmFChQwMifP7/5Hm/atMmQZBQvXtyIiIgwt500aZIhyThw4MBDjxMQEGA4OTnF+VkxDM6BAcSP5YAApLhp06Zpw4YNdrdvv/02znbNmze3u4I99grl2KVtPDw85Orqqs2bNz9wavCGDRt05coVtWzZUqGhoebN2dlZlStX1qZNm+Ls0759e/PrzJkzq2jRovL09FSzZs3M8aJFiypz5sx2y+zE6tixo90VLJ06dVKGDBm0bt26B74ny5YtU/HixVWsWDG7nM8//7wkxZvzfuHh4cqRI4dy5MihwoULq0+fPqpWrZpWr15td7XUtWvXJOmhVzjFPhYWFmb3/wm5KupBwsLCnmj/R+nQoUOcq3KaN2+u8+fPa/PmzebY8uXLFRMTo+bNm0u6M7X3xx9/VLNmzXTt2jXzvb948aLq16+vf/75R6dPn37gcdetWydnZ2d1797dbrx3794yDCPOz3a9evXsruoqXbq0vL294/1ZSiwvLy9Jd7/Hbm5ucnK68099dHS0Ll68KC8vLxUtWlS7d+9O0HN6eHiYX4eHhys0NFRVq1aVYRjas2ePuU1y/C4mxIYNG3Tt2jX169cvznquCVlGCAAAR8U5dVxPck6d2PPddevWyc/PTy1btjTHXFxc1L17d12/fj3OkpSP+j4khcyZM+u///6Ls9zTw/zwww+KjIzUe++9Z543SnfOrb29veMsY+Pl5WXXn8rV1VWVKlVK1OtwdnZWs2bNtHjxYkl3GgLnzZvXfE/ud+/56K1btxQaGqrnnntOkhJ8TitJtWrVUokSJRK07ZAhQ1SyZEm1bdtWnTt3Vq1ateKc78dn3bp1qlSpkqpXr26OeXl5qWPHjjpx4oT++usvu+2DgoLsrtpPyM9FTEyMVq1apYYNG8bbF4RzYADxYTkgACmuUqVKCWpi9vTTT9vdjz1pjv1w4ubmpjFjxqh3797y9fXVc889p1dffVUBAQHy8/OTdGdaryTzxP9+3t7edvfd3d3tpoxKko+Pj5566qk4J1M+Pj7xflAqUqSI3X0vLy/lypUrzrqb9/rnn3908ODBOMeOFdsk7GHc3d3NpX7+++8/jR07VufPn7c7aZbufrC5du3aA5uO3V8oiH2fHrbPo3h7e5vPmxzun0IuSS+99JJ8fHy0dOlS1a1bV9KdpYDKli2rZ555RpJ05MgRGYahgQMHauDAgfE+9/nz55UnT554Hzt58qRy584d5wNj8eLFzcfvdf/PtXTnZzsha9w+yvXr1yXd/b7FxMRo0qRJmj59uo4fP263fmlClx46deqUBg0apDVr1sTJePXqVUnJ87uYUEePHpUkc2knAADSC86p43qSc+p7z3cT4uTJkypSpIjdH86lhJ8D3v99SAoffPCBfvjhB1WqVEmFCxfWiy++qFatWqlatWoP3Cc2Z9GiRe3GXV1dVbBgwTivI77vYZYsWbR///5EZW3VqpUmT56sffv2adGiRWrRosUD/3h96dIlDR06VEuWLInzPYw9H02I+D4vPIirq6vmzJmjihUryt3dXXPnzk3QH9dPnjypypUrxxm/9+fi3vPWx/m5uHDhgsLCwjj/BZAoFAEApFoPWmvRuKfZ6nvvvaeGDRtq1apV+u677zRw4ECNHj1aP/74o5599lnFxMRIurOGaeyHmHtlyGD/n8EHHTMhWZ5ETEyM/P39zTUn75c3b95HPoezs7Pq1atn3q9fv76KFSumd955x67BbfHixbVq1Srt379fNWvWjPe5Yk/iY6+UiW3ke+DAgQdeofMoxYoV0969exUZGflEa1Q+qBHX/cUO6c6H2kaNGul///ufpk+frnPnzumXX37RqFGjzG1if0b69OkTbyMySSpcuPBj571fcv4s/fHHH8qZM6f5IXbUqFEaOHCg3n77bQ0fPlxZs2aVk5OT3nvvPfN1P0x0dLReeOEFXbp0SR988IGKFSsmT09PnT59WoGBgXbPkdS/iwAAIGlwTn3Xw86p7z3fTQ5P8tof9Mfn6Ohou+ctXry4Dh06pG+++Ubr16/XihUrNH36dA0aNEhDhw59vOD3SarvYeXKlVWoUCG99957On78+EN7FjRr1ky//vqr+vbtq7Jly8rLy0sxMTF66aWXEnROGyu+zwsP891330m6M/vgn3/+SVQRIaGS+3cCAGLxiRuAwytUqJB69+6t3r17659//lHZsmX1ySef6MsvvzSXXcmZM6fdH8iT0z///KM6deqY969fv66zZ8/q5ZdffuA+hQoV0r59+1S3bt0km76ZK1cu9ezZU0OHDtX27dvNKbOvvvqqRo8erQULFsRbBIiOjtaiRYuUJUsW86qhhg0bavTo0fryyy8fuwjQsGFDbdu2TStWrLCbNv0gWbJk0ZUrV+zGIiMjdfbs2UQdt3nz5po/f742btyogwcPyjAMcykgSSpYsKCkO9O3H+dnJF++fPrhhx907do1u9kAf//9t/l4Sti2bZuOHj1qNz17+fLlqlOnjmbPnm237ZUrV8xmadKDP1geOHBAhw8f1vz58+0aSd/bfPheSfW7mJjfgdjn/eOPP5K0WAMAQHqT3s+pn3nmGRUtWlSrV6/WpEmTzGUWHyRfvnzav3+/YmJi7GYDJMc5YHznxdKdq8pjz2VjeXp6qnnz5mrevLkiIyPVpEkTjRw5Uv3794+zdOK9OQ8dOmT3XJGRkTp+/Hiyfr9btmypESNGqHjx4ipbtmy821y+fFkbN27U0KFDNWjQIHM8dnbKvZJyGZz9+/dr2LBhCgoK0t69e9W+fXsdOHBAPj4+D90vX758OnToUJzxpPy5yJEjh7y9vfXHH3888XMBSD/oCQDAYd24cUO3bt2yGytUqJAyZcqkiIgISXeuhvf29taoUaN0+/btOM9x4cKFJM81c+ZMu2N99tlnioqKUoMGDR64T7NmzXT69GnNmjUrzmM3b95UeHj4Y2Xp1q2bMmbMqI8//tgcq1q1qurVq6e5c+fqm2++ibPPgAEDdPjwYb3//vvm1TJVqlTRSy+9pC+++EKrVq2Ks09kZKT69Onz0CzvvvuucuXKpd69e+vw4cNxHj9//rxGjBhh3i9UqJB+/vlnu21mzpz5wJkAD1KvXj1lzZpVS5cu1dKlS1WpUiW7q3hy5syp2rVr6/PPP4+3wPCon5GXX35Z0dHRmjp1qt34p59+KpvN9tDve1I5efKkAgMD5erqqr59+5rjzs7Oca4iWrZsWZweB56enpIU58Nl7JVJ9z6HYRiaNGmS3XZJ/bv4oDzxefHFF5UpUyaNHj06TgauoAIA4NE4p75r6NChunjxotq3b6+oqKg4j3///ffm+fPLL7+skJAQLV261Hw8KipKU6ZMkZeXl2rVqvXI15hQhQoV0vbt2xUZGWmOffPNN/r333/ttrt48aLdfVdXV5UoUUKGYcT7fZPunCu7urpq8uTJdudOs2fP1tWrV/XKK68k2eu4X/v27TV48GB98sknD9wmvvNRSZo4cWKcbRNzDvkwt2/fVmBgoHLnzq1JkyZp3rx5OnfunHr27PnIfV9++WXt3LlT27ZtM8fCw8M1c+ZM5c+fP8E9CR7GyclJjRo10tdff63ffvstzuOcAwOIDzMBAKS4b7/91rwS4l5Vq1aNcyXLwxw+fFh169ZVs2bNVKJECWXIkEH/+9//dO7cObVo0ULSnbU9P/vsM7Vp00blypVTixYtlCNHDp06dUpr165VtWrV4vzx9klFRkaauQ4dOqTp06erevXqeu211x64T5s2bfTVV1/p3Xff1aZNm1StWjVFR0fr77//1ldffaXvvvsuQWu+3i9btmwKCgrS9OnTdfDgQXMtygULFqhu3bp6/fXX1apVK9WoUUMRERFauXKlNm/erObNm9v9MTl2nxdffFFNmjRRw4YNVbduXXl6euqff/7RkiVLdPbsWY0fP/6BWbJkyaL//e9/evnll1W2bFm1bt1a5cuXl3SnodfixYtVpUoVc/v27dvr3XffVdOmTfXCCy9o3759+u677+yuYE8IFxcXNWnSREuWLFF4eHi8GadNm6bq1avL399fHTp0UMGCBXXu3Dlt27ZN//33n/bt2/fA52/YsKHq1KmjAQMG6MSJEypTpoy+//57rV69Wu+9955dE+CksHv3bn355ZeKiYnRlStXtGvXLq1YsUI2m03BwcEqXbq0ue2rr75qXsFUtWpVHThwQAsXLozze1aoUCFlzpxZM2bMUKZMmeTp6anKlSurWLFiKlSokPr06aPTp0/L29tbK1asiLNGaVL/Lsb+XHTv3l3169eXs7Oz+Tz38/b21qeffqr27durYsWKatWqlbJkyaJ9+/bpxo0bmj9/fpK99wAApCacU8f1pOfUzZs314EDBzRy5Ejt2bNHLVu2VL58+XTx4kWtX79eGzdu1KJFiyTdaVz8+eefKzAwUL///rvy58+v5cuX65dfftHEiRMT3GA4Idq3b6/ly5frpZdeUrNmzXT06FG7GRqxXnzxRfn5+alatWry9fXVwYMHNXXqVL3yyisPzJMjRw71799fQ4cO1UsvvaTXXnvNfL8rVqxoN8s0qeXLl09Dhgx56Dbe3t6qWbOmxo4dq9u3bytPnjz6/vvvdfz48Tjbxp5DDhgwQC1atJCLi4saNmxoFgcSasSIEdq7d682bty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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:01,315 INFO:Ensemble on Dataset d - Loss: , Acc: 96.98%, AUCROC: 0.9801325966850829, F1 Score: 0.7474\n", "2025-02-25 08:21:01,462 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:01,530 INFO:Ensemble on Dataset e - Loss: , Acc: 84.30%, AUCROC: 0.8939907666691894, F1 Score: 0.6651\n", "2025-02-25 08:21:01,682 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:01,757 INFO:Ensemble on Dataset f - Loss: , Acc: 91.38%, AUCROC: 0.93819120448933, F1 Score: 0.2033\n", "2025-02-25 08:21:01,918 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:01,996 INFO:Ensemble on Dataset g - Loss: , Acc: 93.90%, AUCROC: 0.9941475555555555, F1 Score: 0.9419\n", "2025-02-25 08:21:02,145 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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jAAAAIJXRE+Aey4oA58+fV1xcnPz9/R3a/f399fvvvye4TcuWLXX+/HlVrlxZhmEoNjZW7dq104cffnjf40RHRys6Otp8zJifAAAgPZkwYYJy586t/v37K3PmzFbHAdKsDRs26IsvvtDRo0e1YMEC5cuXTxERESpQoIAqV65sdTwAAAAgxVg+MXBSrF27VsOGDdOkSZO0a9cuLV68WMuWLdPgwYPvu83w4cPl5+dnLgEBAamYGAAAIHlcuXJFoaGhmjdvnkN71qxZ9cknn1AAAB5g0aJFqlu3rry9vbVr1y7zJqErV65o2LBhFqcDAABAirCl0uIELCsC5MiRQ66urjp79qxD+9mzZ5U7d+4Et+nbt69at26tt956S0FBQWrcuLGGDRum4cOHy263J7hN7969deXKFXP5888/k/21AAAApKS1a9eqZMmSmjFjhtq3b69Tp05ZHQlwKkOGDNHkyZM1depUubu7m+2VKlXSrl27LEwGAAAApDzLigAeHh4qU6aMVq9ebbbZ7XatXr1awcHBCW5z48YNubg4RnZ1dZUkGYaR4Daenp7KkiWLwwIAAOAMbt26pe7du6tGjRo6efKkJCkuLk6//fabxckA53Lw4EFVrVo1Xrufn58uX76c+oEAAACQ4mw2W6oszsCyOQEkqVu3bmrTpo3Kli2r8uXLa+zYsbp+/brCwsIkSSEhIcqXL5+GDx8uSWrYsKHGjBmjZ555RhUqVNDhw4fVt29fNWzY0CwGAAAApAe7d+9Wq1attH//frOtevXqCg8PV/78+S1MBjif3Llz6/DhwwoMDHRo37hxowoWLGhNKAAAACCVWFoEaNasmf7++2/169dPkZGRKl26tFasWGFOFnzy5EmHO/8/+ugj2Ww2ffTRRzp16pRy5syphg0baujQoVa9BAAAgGQVGxurESNGaMCAAYqNjZV0p2fjsGHD1KVLl3i9IgE8XNu2bfXee+9p+vTpstlsOn36tLZs2aIePXqob9++VscDAABACnCWu/RTg6VFAEnq2LGjOnbsmOBza9eudXjs5uam/v37q3///qmQDAAAIHWdOHFCLVq00JYtW8y20qVLa9asWXr66actTAY4t169eslut6tWrVq6ceOGqlatKk9PT/Xo0UOdOnWyOh7SiXdeCFLXJs/IP5uP9h07r25frNfPh87dd/2OL5VS2wYlFJAzsy5E3dQ3m46o74wtir4dJ0ny9XZX/1YV9FJwQeX089EvR/9WjykbtPOP++8TACRpycJ5+npWuC5ePK9ChZ9Up+69VfTpoATXPX70sMKnTNSh3w/obORpvdulp15p3tphnb27f9b8WeH64+ABXTj/twaOGKvK1WqmxksBkEy4lQwAACCN8PLy0h9//CFJcnFxUZ8+fbRt2zYKAMB/ZLPZ1KdPH128eFG//vqrtm7dqr///lv9+/fX6dOnrY6HdODVKoU14q3KGjp3h4Lfm6+9xy7o20EvKaefd4LrN6v2pAaHBmvY3B0q3X622n32k16tUkSD2tybH+/zTjVVs3SA3hj9o8p2nKsfd/+pZUNeVt7HMqXWywLghNasWqHJ40Yp5K12mjxjvgoVeUofdGmnSxcvJLj+rVu3lCff43qrw3vK/liOBNe5efOmChV5Sp17fJiS0YFkx5wA91AEAAAASCP8/f01ZcoUFS5cWBs3btSQIUPk4eFhdSwg3fDw8FDx4sVVvnx5+fr66rffflNAQIDVsZAOdG5UWl+t/E0RPx7Q739eUqeJa3QzOlZtni+W4PrPFcutLQfOaP66Qzp57qpW7/5TX68/pLJFckmSvDxc1ahSIfX5arM2/XZaR89c0dA523XkzBW1rV8iNV8aACezcO5MNXj5FdV7sZECCxRSlw/6ytPLWyu+W5Lg+kWLl9A7nbqr5vP15e6e8HlnhYpV9Ea7TqpcvVYKJgeSH0WAeygCAAAAWGTRokU6f/68Q1vjxo3166+/Kjg4+D5bAQDSEnc3Fz1TOJd+2vOn2WYY0k97/lL5orkT3GbrgUg9UyiXyj5556J/oH8W1S2bXyt+PiFJcnN1kZuri279/9BAd92KjlXFp/Om0CsB4Oxu376tQwcP6Nlyz5ltLi4uerZcBe3f94uFyQBYzfI5AQAAADKaS5cuqUOHDpo7d65effVVff311w53kHh6elqYDgCQFDmyeMvN1UXnLt90aD93+YaeejxrgtvMX3dIj2Xx0uoRr8hmk9zdXDVl+T6NWrBTknTt5m1tPXBGvZuX08E/L+ns5RtqWrWIKhTNrSNnrqT0SwLgpK5cviR7XJyyZX/MoT1btsf05/FjFqUCLOQcN+mnCooAAAAAqWjVqlUKCwvTqVOnJEkLFy7U+vXrVa1aNYuTAbif6OhoRUdHO7QZcbdlc3W3KBGcXZWgfOrZtIze+3yddhw8q0J5/fRJ2yo60/y6Pp73syTpjdGr9MV7tXR0Zphi4+zac+Rvfb3+Dz1TOKfF6QEAgLOhCAAAAJAKbty4oQ8++EATJkww27JmzaqJEyeqatWqFiYD0q+9e/c+8PmDBw8maj/Dhw/XwIEDHdpci9SX+5MNHjkb0o/zUTcVG2dXrqyOkwDnyuqjyEs3Etymf6sKmvvTQYX/sF+S9NuJC/LxdNPEjjU0Yv7PMgzpWGSU6vT+Rj6ebsri46HISzcU8X5dHYuMSvHXBMA5+WXNJhdX13iTAF+6dOG+k/4C6ZmzjNefGigCAAAApLAdO3aodevWDhcca9eura+++kqPP/64hcmA9K106dKy2WwyDCPec3fbE/PlsHfv3urWrZtDW65m05ItJ5zb7Vi7dh8+pxqlAvS/rXeG27DZpBqlHtfk7xIuRHl7usn+r8+l3W78/7aOn9kb0bG6ER2rrJk8VfvZJ9Tnq80p9EoAODt3d3c9+VQx7d6xTZWr1ZQk2e127d6xTY1ea2FxOgBWoggAAACQQm7fvq2hQ4dqyJAhiou7M7mjl5eXRo4cqQ4dOsjFxcXihED6duxY8ox/7OnpGW+uDoYCwj99tmSPpnatrZ1/nNPPh86q48ul5OPlppk/HpAkfdmttk5fuK5+M7ZIkpZvP67OjUrrl6Pntf1gpArlyap+rSpo+fbjZjGg9rNPyCbp0KlLKpQnq4a9UVGH/rpk7hMAEvJqixCNGPyRnixWXEWLB2nR/Fm6deum6r7QSJL08cAPlSOnv9569z1Jd85XTxw7IkmKjb2t83+f0+FDv8vb20f5Ap6QJN28cUOn/jppHiPy9CkdPvS7Mmfxk3/uPKn7AoEkoCfAPRQBAAAAUsh3333nMIRIuXLlNHPmTBUtWtTCVEDGkT9/fqsjIINYuOGwcvh5q1+r8vLPlkl7j/6tl/v9z5wsOCBnZvPiviR9PG+HDMNQ/1YVlPcxX52/clPLth/TgIit5jp+Ph4a1CZY+XL46uLVW1q6+Yj6z9yq2Dh7qr8+AM6jxvP1dOXyJYVPnaRLF86rUJGn9PGnnyv7Y3cmCz4XGSmb7d6NKBf+Pqd3Qpqaj7+ePUNfz56hUs+U1ZjPp0uSDh74Td07vGmu8/m4UZKkOg1e0gf9hqTGywLwH9mMhPrGpmNRUVHy8/PTlStXlCVLFqvjaO2EJxV99bQ8M+dV9Y6HrI4DAACSkWEYatKkif73v/+pb9+++vDDD+Xuzt3DSL/S2rl2QoKCgrR8+XIFBAT8p/14vzjh4SsBQCr4I6Kt1REAQJL0eDbPh6+Uigr3+D5VjnP4k/qpcpz/gp4AAAAAyeTy5cvKmjWr+dhms2nKlCk6fvy4ypUrZ10wAKbjx4/r9u3bVscAAAAAUg0D0QIAAPxHhmFo1qxZCgwM1P/+9z+H53LmzEkBAAAAAABSmc1mS5XFGVAEsFDkgcWKvnra6hgAAOA/uHDhgpo2barWrVvrypUreuutt/T3339bHQvAfVSpUkXe3t5WxwAAAABSDcMBWejwhnuTp7h5+FqYBAAAPIrvv/9eb7zxhiIjI822559/nnH/gTRs+fLlVkcAAABAKnCSm/RTBUUAC8XGXDN/Lly1r4VJAABAUly7dk09evTQF198YbZlz55dkydP1muvvWZhMgD388cff2jNmjU6d+6c7Ha7w3P9+vWzKBUAAACQ8igCpAGemfMqd9HGVscAAACJsGXLFrVu3VpHjhwx2+rXr69p06YpT548FiYDcD9Tp05V+/btlSNHDuXOndth7FabzUYRAAAAIB1ylvH6UwNFAAAAgESaOXOmwsLCzLuIfXx8NGbMGL399tucYAJp2JAhQzR06FB98MEHVkcBAAAAUh1FAAAAgESqUaOGMmfOrCtXrig4OFgzZ85U4cKFrY4F4CEuXbrEUF0AAAAZDPdp3eNidQAAAABnERAQoEmTJmno0KFav349BQDASbz22mv64YcfrI4BAAAAWIKeAAAAAAk4fvy4+vTpo0mTJsnPz89sb9mypYWpADyKwoULq2/fvtq6dauCgoLk7u7u8Hznzp0tSgYAAICU4uJCV4C7KAIAAAD8g2EYCg8P13vvvaerV6/K3d1d4eHhVscC8B9MmTJFvr6+WrdundatW+fwnM1mowgAAACAdI0iAAAAwP87d+6c3n77bS1dutRsW7t2rS5evKjs2bNbmAzAf3Hs2DGrIwAAACCVMSfAPcwJAAAAIOnbb79VUFCQQwEgNDRUe/fupQAApCOGYcgwDKtjAAAAAKmGIgAAAMjQoqKi9Oabb+rll1/WuXPnJEk5cuTQN998o6+++kpZsmSxOCGA5DBz5kwFBQXJ29tb3t7eKlmypCIiIqyOBQAAgBRis9lSZXEGDAcEAAAyrA0bNigkJETHjx832xo2bKipU6fK39/fumAAktWYMWPUt29fdezYUZUqVZIkbdy4Ue3atdP58+fVtWtXixMCAAAAKYciAAAAyLD27t1rFgB8fX01btw4hYWFOc3dHAASZ/z48fr8888VEhJitr300kt6+umnNWDAAIoAAAA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:02,218 INFO:Ensemble on Dataset h - Loss: , Acc: 93.98%, AUCROC: 0.9950692222222223, F1 Score: 0.9427\n", "2025-02-25 08:21:02,366 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:02,437 INFO:Ensemble on Dataset i - Loss: , Acc: 98.52%, AUCROC: 0.9989964444444445, F1 Score: 0.9852\n", "2025-02-25 08:21:02,584 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:02,655 INFO:Ensemble on Dataset j - Loss: , Acc: 46.65%, AUCROC: 0.3454607777777778, F1 Score: 0.0767\n", "2025-02-25 08:21:02,804 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:02,876 INFO:Ensemble on Dataset k - Loss: , Acc: 51.27%, AUCROC: 0.5158666666666667, F1 Score: 0.0834\n", "2025-02-25 08:21:03,027 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:03,106 INFO:Ensemble on Dataset l - Loss: , Acc: 78.78%, AUCROC: 0.6748540842988286, F1 Score: 0.6178\n", "2025-02-25 08:21:03,270 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:03,342 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2025-02-25 08:21:03,355 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:03,459 INFO:Saved aggregated ROC curve for a to results/roc_curves/Aggregated_ROC_a.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:03,538 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:03,639 INFO:Saved aggregated ROC curve for b to results/roc_curves/Aggregated_ROC_b.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:03,716 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:03,819 INFO:Saved aggregated ROC curve for c to results/roc_curves/Aggregated_ROC_c.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:03,899 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:04,001 INFO:Saved aggregated ROC curve for d to results/roc_curves/Aggregated_ROC_d.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:04,073 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:04,179 INFO:Saved aggregated ROC curve for e to results/roc_curves/Aggregated_ROC_e.png\n" ] }, { "data": { "image/png": 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8b+QizQIKdV9rHxfL/T/99BPgaagQPLDV+2vcuHEA7NmzJ+Y1RVrPCy+8QL9+/ZgwYQIzZ87kxRdfZO7cucydO9f3Bsy7ByhW3texefPmsK/DO28r1OsI1zwhPz8/ZMEZqwEDBjBhwgQmTJjAqFGj6Nu3LwDPPfcczz33XIvjvcNPIXTjiFB2794NeApoL+/H3vsSKZnnjkWk763s7GzGjh3r2zfotXv3bhYvXozNZuPiiy8OeIz3e+fEE08M+73j3bPn/d4ZMGAATz75JE6nk+uvv57evXvTv39/Lr744oQP/d2+fTsQ/ntU0zTffd5j/cU6eyyY9+ty9913h/26/P3vfwcC/04JIdKXNIcQQrQ7b1OIhoaGkC2cvW9e5syZw3333dfip+OhOs0l8z4g7JBVXdcBzyb14cOHRzxHqKtk4Z433O1fffUVV199NUajkUceeYQRI0aw3377kZmZiaZpPP/881x99dVxX0Xxvo5evXq1KGaDBTeUSKYTTjghoDuc2+1m6tSpzJw5k5tuuonhw4dzxBFH+O43m80cdthhfP3113zxxRcxNXZYtWoVQMCVNu/HW7ZsoaysjMLCwgS9Is+5f/3116S13ff+WYYT7nvZa9KkScyZM4e5c+dy1113ATBv3jxcLhdjxowhLy8v5PONGTOGrKysiOf2/zrecMMNjBs3jvfff5/ly5ezfPly3nzzTd58802mT5/Of/7zH4qKiiKerz1E+3qF4/26nHDCCQwYMCDisYceemirnkMI0b6kcBJCtKudO3fywQcfAJ642eeffx722B07drBkyRLOO+88AF8ULlwb5nD3tfZxsfBeATnooINCtkAPp7i4mA0bNoR93nC3L1iwAKUUN9xwA3/+859b3O+NQsXL+zoKCwvjfh0Qfr2VlZVUVVW1ak2heAvGL774gs8++4xbb721RQv2888/n6+//poFCxbw+OOPR4zzrVmzhu+++w4gYE7TqaeeSk5ODtXV1bzyyivcfPPNCXsN559/Pu+99x4fffQRpaWlITsDRuLt6FZdXR3y/p9//rlN6zvxxBMZOHAgGzdu5PPPP2f48OG+74ngmB54vnc2bdrEHXfcwTHHHBPXc/Xs2ZMpU6YwZcoUANavX8+kSZNYuXIld955py/S2xbe71HvFaBQtmzZEnBsInj/Tp1//vncdtttCTuvECJ1JKonhGhXc+bMwe12c/zxx6M8DWpC/vIWBf4znbxRoK+++oqNGze2OPf333/P119/3eL2o48+mszMTPbs2RNyztHevXv517/+1arXc9ppp2GxWFi2bFlc0Svv3gbvAOBgr7/+esjbvbNtQrUvbmho4J133gn5OO+b7VDzdMAzK6hbt258//33vkIiFt4rhvPnz28x1wcIiHsliqZpPPnkk2iaxieffMLSpUsD7r/++uvJzc1lz549TJ06Nex5GhsbueGGGwAYOnRowGye3Nxc/vSnPwFw3333+d5Yh1NTU8PatWtjWv/48ePp378/jY2N/PGPf4x6heirr76ivr7e97n3zf0PP/zQ4thdu3axZs2amNYRibfl/Jw5c/jqq6/45ptv6Nu3L6eddlqLY8855xzA8z3QVgcffDB33HEHAOvWrWvz+aB5b95bb71FQ0NDi/sXLlxIRUUFOTk5Yff3tYb36+L9YYcQouOTwkkI0a68+5aiNQ3wRqz++c9/+vL//fv3Z8SIEei6zh//+MeAn7hXVVXxxz/+MeQblMzMTK688koAbr755oC9Lw6Hg+uvv57a2tpWvZ6ePXtyww03UFtby4gRI/jmm29aHONwOHj//fdZv36977bJkyeTmZnJ8uXLeeaZZwKO//zzz317H4J551TNnTs34PU3NDRw7bXXhn2D36dPH8BzRSpUgWM2m5k+fTpKKUaNGsXy5ctbHON2u/n3v/8dMJtpzJgxFBcX88svvzB16tSAIuDbb7/lgQceCLmethoyZAhjx44F8A0/9erevTuzZ89G0zRmzZrFLbfcQl1dXcAx27dv5w9/+AMrVqwgLy+PV199tcVzTJs2jWHDhlFZWckJJ5xASUlJi2PcbjcLFy7k6KOPDhigG4nZbGb+/PnYbDYWLlzIyJEjQ/65lZeXc/fddzN8+HAcDofv9tNPPx2ARx55hMrKSt/te/bs4fLLL6empiamdUQyYcIEDAYD8+fP931/em8Ldvvtt5OXl8cTTzzB448/HnJ/0pYtW5g3b57v83//+9988MEHLb4XlVL885//BEL/cKA1xo4dy3777ecb0Ov/w4MtW7Zw6623Ap7oYCKajXidf/75HHvssaxatYqJEyeG3MdUUVHBc889F/YHGkKINNP+jfyEEF3VsmXLFKCsVqsqLy+PevyQIUMUoB577DHfbdu3b/fNXSksLFSjR49Wo0aNUgUFBWrQoEHqD3/4gwLUa6+9FnCu6upqdfTRRytAZWdnqz/84Q9q3Lhxqnfv3qpbt26+Vs0PPvhgwOMitTn2cjqd6pJLLlGAMhgM6qijjlIXXHCBuvDCC9Xw4cN9M5k+/PDDgMe9+uqrvplDhx9+uLr44ovVySefrAwGg68dudlsDnhMRUWFrx11YWGhGjlypLrgggtUjx49VE5OjrrxxhvDzj865phjFKAOOuggNX78eDV58mR1xx13BBxz++23+9p5H3rooer8889XF110kTrllFNUXl6eAtSzzz4b8Jhly5b52rkPGDBAXXTRReqMM85QZrNZjR49Omr77FAizXHy2rhxozKZTApQ/+///b8W98+fP1/l5OT4Wk2fffbZ6uKLL1YnnXSS73EDBgyI2Aq6urpajRs3zvc1KSoqUr///e/VJZdcos466yxVUFDg+55+7733Yn59Sim1atUq39dG0zQ1ZMgQNWbMGDVu3Dh1/PHHK6PR6JslVVdX53uc//dAjx491Pnnn69OP/10Zbfb1WGHHaZGjhwZsR158O3hnH322b7XrWlaxJbcn376qW9mV48ePdTvfvc7NX78ePX73/9eDRgwwDfnzMvbpj43N1edcsop6pJLLlGjRo3yvS673a7Wrl0b89cy2t/TVatW+f6s+vXrpy688EJ17rnn+lrDn3XWWcrhcAQ8xtuOPNL3YDTbt29XRx55pAJUVlaWGjZsmLrooovU6NGj1ZFHHun7Mw5uqy+ESE9SOAkh2s1ll12mADVmzJiYjp81a1aL+TpKeeYuXXfddapPnz7KYrGovn37quuuu06VlZX5hm2GmtdUXV2t7rrrLnXAAQcoi8WievXqpS677DL1888/q0mTJilA/eMf/wh4TCyFk9cHH3ygRo8erYqLi5XZbFZ5eXnqkEMOURdddJF6/fXXVW1tbYvHLFu2TJ1xxhkqNzdXZWZmqiFDhqjZs2erX375xfdGPdiePXvUtddeqwYMGKCsVqvq3bu3uvTSS9WmTZsivtn7+eef1SWXXKKKiop8hUO/fv1aHPf555+r8ePHq379+imr1apycnLUgQceqEaOHKlefPHFkEXvN998o0aPHq0KCgqU1WpVhxxyiHrooYeU0+lMWuGklFJXX311xHlYe/bsUffcc4867rjjVEFBgTKbzapHjx7qjDPOUM8++2yLN8vhrFy5Ul111VXqkEMOUbm5ucpkMqlu3bqpk046ST344INhZ3hF43A41IsvvqhGjBihiouLldVqVTabTe2///5qzJgx6o033gg5H2vbtm3q8ssvVz169FAWi0Xtv//+6vbbb1fV1dVR5zjFWjh5Zy0RZXCyV2lpqbr77rvVkCFDfMOS+/Tpo4YNG6amT5+u/ve///mO/fHHH9U999yjTjvtNLXffvspm82m8vPz1eGHH67uvPNO9euvv8a0Rq9Y/p7+8ssv6rrrrvP9/c/JyVFDhw5Vzz77bMg5S4konJTyzB977rnn1KmnnqoKCwuVyWRSPXr0UEceeaS67rrrQv5bJYRIT5pSErwVQnQOlZWVHHDAAVRVVVFaWhpz9zen08ngwYPZuHEjX331FUOGDEnySqN75ZVXmDBhAiNGjOD9999P9XKEEEKILk/2OAkhOhxv+2h/e/bsYcKECVRUVPD73/8+ZNH01VdftdiIX1NTw/XXX8/GjRs5/PDD27Vo+uWXX9i1a1eL2z///HNfFy7vJn0hhBBCpJZccRJCdDiaptGnTx8OOeQQCgsL2b59O2vXrqWmpob99tuP5cuX+1oB++vfvz91dXUcdthh9OjRg927d7Nu3TrKy8spKCjg448/5qijjmq31zFnzhwmT57MEUccwX777YfRaGTz5s2+zoATJ05sMQRYCCGEEKkhhZMQosO5++67+eSTT9i8eTMVFRVYLBYGDBjA73//e2655Zaww0qffvppFi5cyPr166moqMBgMNCvXz/OPPNMbrvttpDFVjKtX7+exx57jP/85z+UlpZSW1tLXl4eRx55JJMmTeLiiy9u1/UIIYQQIjwpnIQQQgghhBAiCtnjJIQQQgghhBBRSOEkhBBCCCGEEFGYUr2A9qbrOjt27CAnJwdN01K9HCGEEEIIIUSKKKWorq6md+/eGAyRryl1ucJpx44d7b4BXAghhBBCCJG+fv31V/r06RPxmC5XOOXk5ACeL05ubm6KVyOEEEIIIYRIlX379tG3b19fjRBJlyucvPG83NxcKZyEEEIIIYQQMW3hkeYQQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRhRROQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRhRROQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRhRROQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRhRROQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRhRROQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRhRROQgghhBBCCBGFFE5CCCGEEEIIEYUUTkIIIYQQQggRRUoLp88++4wRI0bQu3dvNE3jvffei/qYZcuWMWTIEKxWKwMHDmTOnDlJX6cQQgghhBCiazOl8slra2s54ogjmDRpEqNHj456/JYtWzjvvPO45ppreO211/jkk0+48sorKSoq4qyzzmqHFQshhBBCiHSm6y5cDRWpXoaIkTmjEE3rGCG4lBZO55xzDuecc07Mxz/33HPsv//+PP744wAccsghLF++nCeffFIKJyGEEEKILm7Ht2/yw/+7FZejKtVLERG4dYXRoAFw6o1bsGR2T/GKYpPSwileK1eu5PTTTw+47ayzzuKmm24K+xiHw4HD4fB9vm/fvmQtTwghhBCiw1u6Yx2zNy6hzuWIfnAa0ZTOhLV/w+ruWOvuaj5a7aTkvy5mTrGRYdVSvZy4dKjCadeuXfTs2TPgtp49e7Jv3z7q6+vJyMho8ZiHHnqIe++9t72WKIQQQgjRIXkjbvO+e4c9tXtTvZy4ZbgapGhKY06X4h+LG/nnFy4AFq9yMeZEc4pXFZ8OVTi1xtSpU7nlllt8n+/bt4++ffumcEVCCCGEEOnFP+I2LtWLEZ1O2T6dB1938P0vOpoGl55mZvTwjleGdKgV9+rVi9LS0oDbSktLyc3NDXm1CcBqtWK1WttjeUIIIYRIkVTHy6zbGsj5oQbNqVLy/G2hoXNe4RtYDM5ULyXhPt5zAQ7dFtOxBqPCaFKQ0PSY38nCfGtoBs8dStdoqEnie1ZNQwFK00ADi16DhqLBlMuGPtfx0e67Yj6V3uBAr6lj88+7WP3dVpxuF3X1jSgUWVkZXDHhPM+BVRWgFKd/+D++31aP3Z7LnJee5dyzz/Cdy5xRmOAXmjwdqnAaOnQoH3zwQcBt//rXvxg6dGiKViSEEEKIdDB74xJ+rtmdsucf9J0DU23HKZo0dMyGRgAshoZOWTQ5dTN1DRmoDjW21J28Uzd9e3pLOSeeIq2OfDS3FUt5dXznM5j48qutlFfVBtxsMhn8zuUpNf5+zklc+b/tvPrqqwwaNKiVLyD1Ulo41dTU8OOPP/o+37JlC+vWraOgoID99tuPqVOnsn37dl555RUArrnmGv72t7/x5z//mUmTJvHvf/+b+fPns3jx4lS9BCGEEEKkAe+VJgMahbbcdn9+s3sPoFCAbkvvN+p9rZs5Ivu/nbJY8mrULfxv31Dc5tiuNgGYbZ4YGYBKWA0c/YqT9/lcDhNupzFRT9xyJUrhMplQTd3sNF1HN1ipyhvOrbULIb9bzOdylZaB201jo2e/kqZBVlYGFouZ4cOPoCEnn5U79nDqfr3AmsHgkZez8ugT0LSO1QwiWEoLp9WrV3Pqqaf6PvfuRZowYQJz5sxh586d/PLLL777999/fxYvXszNN9/MU089RZ8+fXjxxRelFbkQQggRQapjbPFobeStEJ1CwICBQlv7v84qh6doys/LY8aMGVGPX7VlKwvXrqPBmdzixeFU1NXr6N6rDcrNERVvYVGRn7fEfh8OQ05S19YamsmBpoHbYWH3msMBcFutoGkYGxrotewTABodNpQKX4TsPnAQW08YisvS3Jzgiglvkp1dR01NJnNeTvxOL6U8UTmDpijISuKVpbAL0NltykfXjHSvLePtN6c03fENAFujPHxb1Xa+K/0el9uF0nUAGnTPVcus3sVcs20bAL/++isnXXABa9euZenSpZxwwglAghOQKZLSwumUU05BRSjp58yZE/Ixa9euTeKqhBBCiM4l1TG2eLQ28tb8FlmnsqEygSsK5B9x82fWAA2yrG4a6/ZEPc8/v/yM8ur2GZFi9bsAZtVrsaj6iMc3ahnU2vJQWvKufrSeBQAnmdRYentuUp5fWm0lOzbrTcfVRTzL5suPx1FYEHCbahrCqjQDjXZ7Ihfdwq6knj26jPpq3Dujf5/6+7biG2rcob93LDmeIvvTTz9l7Nix7Nmzh4KCAhobW/5d6cg61B4nIYQQQsQv1TG2eLQl8qZpGlkmG1Zjcloc9zCtZ5BtGSYt8pvBpU89E/VcwxO1qARr1DL4MusS3K7MVC8lLLdTo+qn3mg1tRiMnu8RzeXE/uN6Motju0qmMpuaMOg6llrPHh1N6b7fLVXJGaCraZBp0bGaUrAfTtdRSpFRX8fErxdgLIpv6Ky7snnNGSYbGDQMOVlYu3dj2H338fTTT3PLLbfgdrs54ogjWLhwIfvvv3+iX0VKSeEkhBBCpIFkxunKGjxXNgptufy1YAQlJSUBw+HTSbyRt9aINya3raEPG/YdxL01gzHRuX6CDvCA/hk1ej4oRR129Mb0fnuolIbKBYM9MPKWO9LJgCG1mM2uqOcYxFuAhhGdHu5KAGozzSg0ernK2fTLhZ49PzPnJelVJEbNoqWUPzIbvSbyFTYAd2kZ6DrGou70/9+7MZ1/w4IFfD5tGo3V1b5YXnZxcywPoL6+nquvvppXX30VgPHjx/P888+TmZm+xXdrpfffDCGEEKKLaI84XabJSklJSYvRHunIarX6BrImWrwxuS21Q8hw7yaT9onWtac67GzLOhxd65hvCf0jb2cN+Sf2vPj/jGqa4n9eZkdT4WUNPeomnZQ/Mhvnpp/jeowhO/aC5vNp0yhfvz7gNm8sz+uNN97g1VdfxWg08thjj3HjjTd2+CYQ4XTMvyVCCCFEJ5PsOF2mycrkA8/hX//vLcATa7MneR9Ha1mtVs442srSWf1wORIfmYo3JjeaOxO+hnRQr9lZ4H4AQ1UdRkDTOlA79RCRtwyz5++Qrms01EcvejQU2Xo9Gar5KqK50c3Qz3dBr74w8vLELzzBfFeaDAaMPaPPQzJkZ1Jw5+SYz99Y7WkrrhkMZBUVYcnJYfj99wccM3HiRL766ivGjh3LKaecEvO5OyIpnIQQQogU8Y/n+cfp3j19etKe8194Cie73R4QhWuvLm/h+Hd/05Sbsm9vitrEINXerv0Ah8pP2Pkq9rnRFRTajbz4l14JO+8X729kwcOf01DjBJcD6usBRWO9jZqaXzlEPUVhpoO5F69OaTxtU+MmVtavxBml4184taoeBeQas7i5T+zFQQttGDMUT3QuEdylZQAYexbGHL+Lxj+eV7tzJwBZRUW+eJ5SihdffJGLLrqI7OxsNE3jmWei7+vrDKRwEkIIIVIkVDwv02RNyVoWrl3Hzigb4jXlxqKS94bQ2/0tls5vqdag5/BTeR9UEt5KGSwmLJnxbdyP5LV7F7BtvXdPm7npV6AMc9NeoRTG01bWr6RCb3s006wlpzlILFoTnUuEeOJ30USK59XW1jJp0iTmz5/PRx99xPz58zttLC8UKZyEEEKIFAmO53njdKngvdKkaRp5GS3fPBdVr+A3ZfMw6+ld0LQHh8rhv467KcxLfJGbadWYOCIvoeesr/ZE0QwGjfzMRmiawYPBU6lmWHQuHV6R8nia90qThkaWltWqc5g1M0MzhiZyWXGJNzqXCPHG76IJF8/78ccfGTVqFN9++y1ms5nf/e53CXvOjkJTkQYpdUL79u3DbrdTVVVFbm56t2QVQgjReYTqmlfWsA8dRXebPanxPH933XUXlZWVOEy5LB80zXe79+2ApmnkBXXDcjoaubtqfzJJTovmWDxdsJo6Q/LfiO6tA11Bjyz4aHzoY0y2fAyGwJ89L1/wPfOmLfMVKa3idEB9HbTxrVneeRZ635KBIdtzJUBXnt8NmqIgoykGZzCAvSDcKeKmNzjQq2vxTdpthYZCCxg1bLsdnDX2vwlbW3tqTee6VPOP5gHU7tyJ0vWA7nkffvghl1xyCZWVlfTq1Yu3336b4cPTtal+fOKpDeSKkxBCCNEOInXNa694nq67MGt1WAwN6AYLJndtyONqqgNvz1ZlKS2a6rDzff3A9uv8pkFPK1jiSD/Nm7aMbevLEvDkbX+NB96ciW1Q6OG1NX6jglE1bX4uHytgtUQ9LBamakfcw1nTTSKjc8kWKpoHnnieruvMmDGDadOmoZRi6NChvP322/Tu3TsFK009KZyEEEKIdhCua157xfN2fPsmP/y/WxmWXQXZnttG1b+Y9Odtq3rNzgc5j9PD1n5vWbLMcGucaa+AOFxRduueuKq8RYyuNSxN3aKVW+Hc3TTU1b8LnaZBRiaYE1ewu0rLQHcDWpvWbqp3ccjcX+MezppOEh2dS7bgaB7gi+eVl5fzzDPPoJTimmuu4amnnsJiSUyB3BFJ4SSEEEK0QayDa9urax7AmjVrfENuG10uGpwOzu72KmZD4oa3Dp+yGktm8qNzJls+Iw0d5+1KflE2c7fdFN+DVn8G770KpdtB6VE720XrPleralEoslwWzrpyRbt0eEtoRO3/ErMmEd2GBQuo2b4dCOyc5++dd97hhx9+YPLkjlMMJkvH+ZdICCGESEPxDq5NdCwv1JDYD0veomJPc9Qp09CQ0KLJZLWTWTCwxT4f0UrvvQq7fm3+PEpnu1i7zxl272v3Dm8dKaImPDE9L2/nvEWLFuF0OhkzZgwAw4YNY9iwYSlZX7qRf/GEEEKINohncG2iY3ne+F3wkNhjLEBxwp4mgMlq55AzH5eiKZEcTZ0KNQP0LI7a2S6W7nNmzczAF77zfNJOHd46WkRNNMf0AIbeey/Tpk3j/vvvJzMzk8MOO4yDDjoohatLP9JVTwghhIgiUhyvtZ3xQg2c3dbQhx+qDyW/6jsO2PMRRj18/E9DZ2TPF7C08kpSpOGtkQaxhuooly5aM3x0TVUei0uLcLhD78vJH2Gh+I5MjNmRZ9XoNHWuQ5FrckU8VjMoDEbA75QaoAB3Y/SZOLF2n+uIHd5EYgR3ygvH20FPKyri30cdxQcffADAjTfeyMyZMzGbUzcTq71IVz0hhBAiQXTdxbzv3mFP7d6Q99uafs9XWTTWxd4J7J9ffkZ59b6A27bUDkHpDg7e+x5ZrsjnshgaWl001ZEb0/DWRA9iTbbWDB9dXDGIUrct7P2H3JFFxoGhO9SF00B8x7dWrN3nJD7X9YTrlBfKLuDVvXvZ/cEH2Gw2XnjhBS699NLkLrCDksJJCCGECMMbhRvniK0V99LVT8Z87lATUEZzp+eDHjGfJm515PJv171Rh7cmYxBrsrVm+Kij0tMhTENhN7VstmDJ9kThlFvhLNWjni/D6MasRQ7zGC3Kd4XJR3ma0ik9+hUniL37nMTnuqZQnfJC+aqujlcqK2l0OunXrx/vvvsuQ4YMaa9ldjhSOAkhhOjUlq2pY05JJXWO0G9m6ws3UN13BcoYePVGUzo3b34WW4S4XLqJpdOdyZbPqHaI2rUmNtda3rhdg/MQ4BA0gwGjObbCaZ9eAygKinNDdsObXTmbGlVDjimHyfWDPI0cvHuSWquyPKbueVFJ9zkRQiyd8rxuv/12Gh97jNNOO40333yTbt26tdcyOyQpnIQQQnRqc0oq+aU0/J4T5+GfQ2bLDmWZrvoOVTSlW6e71sTmWqtF3E4Htkfe2xEsIyeG2TTB3e/aKkr3PCFaI1SnvHAeeughBg4cyOTJkzGZ0uPfjnQmXyEhhBCdmvdKk0GDAnvz3hMNF1ZtH3u0KnRXPSgNQ2PzXpCMMM0C0lE6drprTWyutQLidhYXhpwsNFvsbd8zcixcev8pMTyRX/e7vIJWrNSPNSNq9zwhWsO/IcTw++8PuG/t2rXMnDmTOXPmYLFYMJlMXH311e29xA4rff6FFUIIIZKowG5k/gxPj+6ANt4/xX4ObxTurNdgdy3YDPUck/U+9owMHhj5h4St9cEHH6Sqah92ey5/+ctfoh6fzp3ujD0Lk97RzdhnFmyvDhu3S7i8grZF7IRoB9nFxRzUNIsJYN68eUyZMoWGhgYGDhzIfffdl8LVdUzp+a+sEEKILil4P1K4/Ufx0IcACnYaNU583wC6zm0b/taqGN6lL+8gf+db7O9y0B/PFQ5Nq6NGM3DPt5tbvcZgVVVOlLLhVJlp2dUulv1L7tKyiOdYvuB75k1bRn112wfzVuysad0DV3/WYs/SpoPzWXlSMU6L5+pkbbbZc7myqtyzN0mINOTffrx2586A+5xOJ7fffjtPPfUUAOeccw4333xzKpbZ4UnhJIQQIm0E70cKt/+oNTSlk+F2kOFqaFXRVIcd+/ZPyWgM3f65sjHx+6Gs1tjjZu0pnv1L4Vphz5u2jG3rIxdX8Yppn5K/EHuWVg4/hIpuLfcemesbPQ0dQPYmibQTqv24JSeH3bt3M27cOD799FMA/vKXv3DvvfdiNLZPy/zORgonIYQQaSN4P1Kp2YkOTfuPslp93sH7vufM3Utb3eyhXrPzQc7jmHf9DwCFRqMpB6PmxICLbKsVS4I3VlutVkaMGJHQcyZKrPuXIrXC9l5pMhg08ouy27ymmPcp+QuxZ8mZ0bRfSldk1Xjak5sb3Qz9fJenC57sTRJpKLj9uCUnh7yJEzn66KPZtm0b2dnZvPLKK4waNSrFK+3YNKVU5GEDnUw804GFEEK0n6U71nHv8n/i1hoxGKDQbqSsYR86iu42O++ePj2u8y3eBI+vhPpGF3fs7UeGCj+L6cvaS3GqlkNQG11uGpxOGnUrCgN4rypZrNQfeRRKKfIzM3nywrFxra2jCY7muUvLQNcxFnUP2L8UT/yuYmcNuq4oLM4J2Je0qXETK+tX4lQtZyqF5HRAfR205u2M3nQFyWAAu6dwqlW1KBTZWjaT82T+kUg9/xheOLU7d6J0neziYl/78U2bNnHsscfSq1cvFi5cyCGHHNJeS+5Q4qkN5IqTEEKImOi6C1dDYmJzocz77h2slr2+z2trwFvK5KssGutCR+TC+ftyKK2CbFUWsWhy6mZ2loMi3Jt9AxD4Jl43aHh/7mgzm+NaV0cULpoXHMNrTfwuOF63sn4lFXoc32cmICcBfwYqcJ+UWev8f66iYwgVwwvHnN189XbQoEEsWbKEQw45BLvdnqzldSlSOAkhhIgqoAtdkoyLcv/S1U/Gdb4/xXCMUzfzo+NU7GFaS1fW1aMrHQ0NTdMA0ExGLP33JyMzE5vZzOghR8a1ro4oVDQvVAwv3vhdqHid90qThkaWFkM8s6o88MpRvDQNMjLB3LyfzKyZGZoxNP5zCZEEwTG8cOoyMnjOYKDfxx9z+umnA/Db3/62XdbYVUhUTwghRES67mLprH5JLZra2793nY/DbcVpysEy9ISwx1XW13fqOF6ssThXaRnobjAYMfUsxFHvpG6fg+C3ELq7aY+aUaOgV+TBm+HEHJXzdsQr3e5p2pDfTVqEiw4tXCQvVAwv2IoVKxgzZgw7d+5kwIABrF+/XgbaxkiiekIIIVolVByvsa6sUxVNTt1MjTMHhQHdYKSiLnxLba/OGseLORbXw6+7n/JkKM02AC3owObPa1QrW4Q3iRqVC+6IJ53uRAcXLZJnyWn5wwilFM899xw33ngjTqeTQw89lIULF0rRlCTyVRVCCAG0Txwv1bzRPGXJQDdoOPv0JT8zdLtsr84cx4s1Fhd8xal8V3XA1SV/mqaRmWvFmtH6YjOmqJx/R7yexdLpTnR4kSJ5lpwcht9/f8BtDQ0NXHfddbz00ksAjBkzhpdffpns7LZ3qRShSeEkhBACXXfFVTQNn7IaS2b4NtThLN/1LS989wmV9Q2gIHtPI91/rkdzuz0XK5QBGjM97chzDTS4oKYxtoZpTbtc0ACr1hB4p9Oz98YbzatPQQQv7m5xMdIbHOjVtaDHnrx3Ko16txFzTwOaUcOxw8WqI7eGPV417SHSDAaMPS1hO+K1C29EzzuMNq8AHnihfdcgRBJlFRWFjeR5VVdXc9ppp/Hll19iMBh46KGHuP322317MUVySOEkhBDtINkd6doqnjieyWons2AgBkP8/4W89MsXbNPqoOkiT9FqN9SaUfhfnXDhBvbE+eXybwvQSHCTAE9/vuBoXntG8OLuFhcrK2CNc/Ar4P+IxhqodMVwDh3Y3rz/Iu6Bs4kgET0hyM7O5je/+Q2bN2/mzTff5Iwzzkj1kroEKZyEECLJOlMEzmS1c8iZj7eqaAKoczXNQVIaOLIwuhoBhQJcFgOa24pBmciyGbBaNHbXglt5riIZovwgVVcKUJg0JyZNb3G/fzc8aP8IXtzd4mLki9GhxdxVbp/LhN60H0nV6Ox6uI48U5TZSwYNQ04Wms2z36lVA2cTQSJ6ootSSuFwOLDZbGiaxrPPPsu9995Lv379Ur20LkMKJyGESKJ4I3DpJFQcz2TLD1s0Ld2xjtkbl1DncmDd1kDODzVoTk98TOGJ2xWiU9gUyTM0mjD5iqY8/nfYDAAaXS7qnU6UUjToGYCGzVDHuT0WR1yvtwNeVgo64PnH8MJF5xoKLWDUsO5u4LSxyxL23OGG0UYyoc8syrZXN0XtboWFCVtOcnjjeY56ieiJtBbLsNpwanfuDHtfXV0dV111FRUVFZSUlGAwGMjIyJCiqZ1J4SSEEG0UKYbXUTvStSaON3vjEn6u2Q3AoO8cmGoj7bnRgWq8RziwssvXhM1E8H9PBhpj6n4HqemAFxDDixKdM1U7cO+Mb5hvLIKH0XYqwfE8kIieSEvxDKsNJ7h73tatWxk1ahTr1q3DaDTyxRdfMHSozBlLBSmchBCiDTpTDM+rtXE8bwzPgIbZreGN4Ok2Q+DFFwUG3Uq2xYLVorGzwcqGghEYNOiRBZV1db75QJqmYdZc/Cbne/Jt0QuDVHXA84/hWXc3hI3OmepdHDL3V4xF3RP6/KGG0XYq/vG8vAJP0SQRPZGGYh1WG05w97yPP/6YCy+8kPLycrp37878+fOlaEohKZyEEKKVWhvDa21HuvYSKY4XC60xCxwmoBpdy+Gnnlfzq60b7qb/coK34fjieFodw7IXU2kM1fFuWKvXkyg1i5ZS/shs9JqWV75cC34LPaxYdzdw+kmLI0fn/q8dFutn+YLvmTdtGfXVzXuYKnZGmbHkH41LB/7xPBlyK9pJa2J33rhdLJ3xIlFK8dhjj3HnnXei6zrHHnss77zzDn379m31OUXbSeEkhBBN4u1815oYXls60nUUbrdne48Rz++/2rpRj9809pZ9G4CWcbx0Gzpb/shsnJt+Dn2n7m7+val1d7pE5+ZNW8a29WUh7wvbFS9UNC4dSDxPtKO2xO5CDauNx6233sqTTz4JwKRJk3jmmWew2WxtOqdou877P7cQQsShPSJ3be1I1xEZNHxXmkDHZmgIeVxwHC8dh876rjQZDBh7Bl0xNBh9vxuLuqdVdM57pclg0Mgvah6MGbErXnA0Lh1IPE+0s9bG7kINq43X+PHjmT17No888ghXX321zGdKE13nf28hhAgjkZ3vIsXw2hqBS7bFm+DxlVAbYj6rZl2HIetD0BzYdzVQtLkWgyuw+UNBU8c8pRoxNbV9cBoNNDbNULIZGthwQ6SrMImL48UybDbuwbFvHYdng5YRU1Dh5FC1gMLUszDmznb+QsXp4uJ0QH1dyEnBFbUmQCM/s5G5F68OvPOLFfBFiPNJNE50YrFG8BIVu4vVrl276NWrFwBHH300W7duJT8/P+nPK2KXvv+DCyFEknmjeYnqfNfRY3iPr4TNYZKKRflLMJo9neCKNjuwRe2Y5+Ey2PCOprUY3AlaaXQxDZtt5eBYAFToPUJmrXXxwkhxuthF/r7LMDqhYm98p5RonOiE4o3gtTV2F42u6zz00EM8+OCDfPbZZxxzzDEAUjSloY75v7sQQrRRoqN5nSGG573S5O1u589k9HTMU0rD4GrumOe0Bg9c1VC6FaXMuA1WtnQ/E5uhDovBzZSj6oHkvgHximXYbGsGx3qHwBqahsD6M2tmhma0rttVuDhdzKrKfXurQr2WDIvOpcMrIL9b7OeUaJzopOKJ4CUidhfJvn37mDBhAu+99x4AJSUlvsJJpJ+O+z+8EEK0UizRvHg736V7DA9g1ZatLFy7jh+re/JD9aE4VfN6lQKH8lwd6ueYz4BfPwuK4inQAKVhcnhuz8/LY8aMGXGsILaiKZaYXTS1qhYA614Hp12wLOQxrRkcm0j+8Txvl7v8omzmbrspthMED4VVuqcwkmid6ITaMlg2WHtH8MJZv349o0aNYv369VgsFp599lkmTZqUsvWI6NL7f3khhEigWKN5HT1yF87CtevYWVXFtzWnUKfnhj3ugNLlWOvCtL6juZiyWltedUmEmGJ2MTJVNUQdNpuq7neh4nlhu9yFIkNhRReSiMGywZIdwYtk0aJFXHbZZVRXV9OnTx/eeecdjjvuuJStR8Smc70rEEKIMGKN5nWGyF04DU7PFRy38u7DUdgM9b6EF4BJc2J0u5vuBZc1sJOTQZmwGa0U5GYxYsSIpKwzlphdTLaWcuCs70J3wWuSyu53wfG8iF3uQpGhsKILaetg2WDJjuBFsnTpUkaOHAnASSedxIIFC+jRo0dK1iLi0/neGQghRJB4onmpiNwtW1PHnJJK6poicPWFG6juuwJljK3DmqbpYHThfzUoFN1mxGU1U5j/mOdxCgp31tH95zqMbs9jDRoYmtah2wy88MTfWvmqPCINjQ3Hf5jsaWOXtfq5ExHFa3O3uwjCxvNiHT4rne9EF+CN6KVLvC4RTj75ZEaMGMEBBxzAzJkzMafZzDoRnhROQohOI9wA23SP5s0pqeSXUpfvc+fhn0NmYqJqgZwYCZyj1H2LA1tdmILLHGPDhAgiDo0Nx2+YbLSYXSzaEsVLTLe7yFrE8+IdPivxPNGJBUf0Uhmva4v169fTr18/MjIyMBgMvPPOO1IwdUBSOAkhOoXWdslLh2ie90qTQYMCu5FSs9PT0FtpGBqjR9U0kyOm52lUGSg80TtNKYxKYXQ14u2Q57YZ8AXzzAZOOPPUeF9KCxGHxoYTNEy2LdoaxWtzt7soQsbz4hk+K/E80cn5R/TyDzwwZfG6tliwYAETJ07kggsuYM6cOWiaJkVTByWFkxCiw2vNANtER/OC43bx2JPxA67DV2IwO3HZjdDg6QjXPSOXOwdPYOHadb79SaFUVtejlCI/M5PLBg2gpKQEh6O5mGpwQXUjuPVGFGD0azde1egpmqJ1yGtN5A6a4nKAMcJg2OAuerEMk405QlcOXPu151crtKrbXWsEd8gDieCJLsu/g55/RG/SDz+keGXxcblc/OUvf+HRRx8FYPv27dTX15OZmZqGNKLtpHASQnR4roaKuIqmZETzguN28XAdvhKyK9CBPX5JukyT1dcJLxY2s5mSkhJKS0tb3Gdu+uVVWRl4f7QOea2K3PmJFJcL10Uv0jDZ9ojQ+Yur211rSIc8IXxCddDraBG9srIyLrroIj7++GMAbr/9dmbMmIHJJG+9OzL50xNCdDjBe5ka62J/A52saF5w3C4e3miehkY3m6dNeKbJyuQDz+H9/2wEQNM08jLCv5G2mc2MHnIkC1ev8h1vt9sB2F0L7qYxTEYD5FjA5vfyrVZr1A55rYrcNYkWlwvVRS/aMNlkR+j8xd3trjWkQ54QPsEd9FLZAa811q5dy+jRo9m6dSuZmZm8/PLLjBs3LtXLEgkghZMQokOJdS9TuAG2ye6aV2A3Mn9GcVyPGf2xkT0N0M2Wy7unTw+47308hVNeRgZPXjg26rkWNv1ut9t90bvjZ8OuGuiVDV+0sfN2pMhdW2VpWUzOi2+BSY/QtTeJ5wnh0xE76DU2NnL++efz66+/MmDAABYuXMhhhx2W6mWJBJHCSQjRYcSzl8mSWYgls22NBUIJt5epvMod8XGrtmzlhXX/YqtxK24Cj3VqjaBBZV09N7+1IOC+yvrQLanXrFnTYi8TQJVfrG/xJnh8peeKU1vULFqakO52/vz3KA3+GCw9Ncp3VTNh8KyYHu/de9RhBbcc9+5rEkJ0aBaLhTlz5jBr1izmzp1Lfn5+qpckEkgKJyFEuwrXMjwW0dqKe5msdky25PxnFW0vU2bQwFivhWvXsdnwE05DhA54ukZFXejmC7agDkzh9jJ5Wa1WHl8Jm/2+1FmtbOJU/shs38dtae3tz3+Pku7OBjR0t6Jse3wFUdL3HiVLuJbjsq9JiA6ntLSUDRs2cNJJJwHwu9/9jt/97ncpXpVIBimchBDtprUtw+OR7PbikfYyZVo1Jo7IC/m4BqcT3aZ7PlFgVoFv+I0Y6e3qS36Ibkve/Uv+vFea/PcyeXn3LH2wFt9a98+DW8NvGYrIv5NeW1p7+/Pfo2QweopNg1GjsDj2DeDtsvcoWUK1HJd9TUJ0OKtWrWL06NFUV1ezatUqDjrooFQvSSSRFE5CiHbRmpbhsQjey5TsPUxese5lemHdv1jw6zIabS7cBk8ThO4Z9hZ7mUJZs2YN77/xFvUVVSxY/CH+Ib5aiwE0jawGF4N+zeeloy+m3tx8taJkCZRluMFgpLCmjJdenALA1nheZBNfS/Gi7mT/Ifxsp5JPl/JD7v/QMqK3ZP/NRwrIxmDUsPY0oFAU9Mph7rbEFGZpIziS5yUtx0UX5N9mPBJvC/J0N3v2bK699loaGxs56KCDUCr+cRSiY5HCSQiRVN5oXqwxu3gko614oi34dRn1Wj34XZzKNEVu/e1VUlLC7tpqsBjCHmNxOHnpiLH8ktcn7DEZ9dUJ2aMULab3Q+7/sPYHCB1XDNR8jGeSVOT24x1WuEiel0TzRBcSqs14JOnagryxsZEbb7yR5557DoDzzz+fV155hdzc3BSvTCRb+r7bEEJ0eMmM5iU7kpcoLuX21AgKLFjIs2Ux+cBzYnqsL46nFFn1Lk8vcT8Wt+LE7fUs+Y3nzYVBd1NYXxlwTIaznslfL8BY1LZGGdFaigNNV5o0lFvh3Bv9nJqmkZlrxZphjtp+vMMKFcnzkmie6GKC24xHkq4tyHfs2MHYsWNZsWIFmqZx77338pe//AWDIfwPuETnkd7vOIQQHVYs0bxwLcNjEWskL1wXvHgYs0sxF24GzY2lH/Tu59k3dPNb0ec16bamqynKwid/eDjisd4ueObda+i9owRbQxUa4DDm8sWBfw45P+lfJ0JZLaCgR66RL24O9fW8PeAzb0c769BGel8HhqyoL6PJ17D+67D3mrt5fnfuhdsPvinWk3YOEskTIixvRM8bweuIbca9/va3v7FixQrsdjuvvfYa5513XqqXJNqRFE5CiKRwNVRELJraK2YXrQteLIr6bMZg8TRI8P+ZYkXoBniBbJ7ftBjSa94ueCdvKyGjsbljXqMpkz1ZhRCl4VysXfO8He2GzsnCdkB8w3pjoepjiep1MhLJEyKs4IheukbwYnHPPfewe/du7rjjDgYNGpTq5Yh2JoWTECIpdnz7Vtj72jNmF6kLXqyMJs/cJaVAuawYNMjMMGA1Ry8QftE03ECGOXpVU+vpHYFJ90T0FBoNpkJ2Zp5E99qykFecvLLMsXfN83a0M2V71h9rtC4Wql7jkOrDE3OyjkQieUKE5R/Ryz/wwLSM4IXT0NDAM888w4033ojJZMJisfDiiy+melkiRaRwEkIknK672PDJnS1u90bzktH5LtpgWm8XvFVbtrJw7ToanM6Yz11Z34hSUJCVyZMXjo1rXaM//p49DY1YTC1frzea5y2YDDvXcPLeEqwuz5W6/Dw7V/3zW9w7l7Lr4kPYfN0JOFX4de8CZldGX9Pgjz2zk6w9PYVTjimHyQd3sm52qSKRPCF8QkX0Jv3wQ4pXFbtff/2VCy64gC+//JKdO3fy2GOPpXpJIsWkcBJCJJyzLvTli2RG82IdTLtw7Tp2VrWuWUXwENq2Ch5Qe/LeErL9InpWa3P3vfWT+lOjt25wcDBLTw3/rnadspudECLlOnJE79NPP2Xs2LHs2bOHgoICzjrrrFQvSaQBKZyEEAm149s3+abkyha3H3Taw0mN5sU6mNZ7pUnTNPIyYt93EmoIbVv5rjRp0CMLLMoT0UPT6NmjByNGjIB3PM0YXBmer52GRpYWczeHkMp3VaO7FQajRs+igs7ZzU4IkXIdMaKnlOLpp5/m1ltvxe12c+SRR/Luu++y//77p3ppIg1oqotN69q3bx92u52qqirpty9Egum6i6Wz+oVsCnHqjVuwZLatJXYo3ojett0urHm7KdxvC4V54Y+vrK9HKUV+ZvTY3Zo1aygpKWFfXQ21roZWDTfU0QEwYKDQ1vxvToMLKho8HxubCqeqqiqUUuQ06vxx1W62n9KN9Zf3xZVloqF7Bhg1srVsJudFj9V5O+d59zP5q9hZg64rCotzmLvtprhfU5cRrlNeKJXloHTI7yZRPdFlBQ+4rd25E6XrZBcXd4guenV1dVx11VW89tprAIwfP57nn3+ezMzIM+xExxZPbSBXnIQQCaHrLurKfwxZNJmsdky2/KQ8r39EL694CwZLXUzd7mKJ3ZWUlFBa6onOtXZCR/O1L53KhsqA+/yvd1X63WVuaMS9cw/rLz+KmgGB/4jHGqvzds6LJCPHEtO5uqxonfJCke55ogsLN+C2o0T0fv75Z9577z2MRiOPP/44f/rTn9BiaYkqugwpnIQQbRZt0G0yO+j5R/TMZk8jiGgxvFhjd94BtApwNbUVN7SihNI0jSyTDauxuejZXQvupgtY+TawNX15DDv2MvzbUjAYcOU07XFyKzJdFqwZ2THH6rxXmgwGjfyi7Bb3Z+RYuPT+U+J+LV1KpE55oUj3PNHFhRpwm66DbEM55JBDmDdvHnl5eZxyyimpXo5IQxLVE0K0SaR4HsApN/yINbtXXOeMp/NdWZUbXXkKJ6OlMWQMzxu58xZC0TjcTmpdDWj1bjTAaYP1v7PR3Wbn3dOnx3QO/455qr6BPt1/4Mhj12Eye66O6ZqnQYNB6RTW+TV90HVAgcGIo4cNhYoazwsVy5M4Xht4I3ql2yV+J0QcnuvTh5rt2ztMNE8pxWOPPcbQoUM54YQTUr0ckSIS1RNCxEXXXbgaWtexrbGuLGzRZLLaMWd2i/uc8XS+M5ibY3TeHwMFx/D8I3ex8r+u5DZ6ohqZJmvog0MI7Jhn4+zjvsGety/ksQ3Z4c7reUHR4nmRYnkSx2uF4IiexO+E6HRqamqYNGkSCxYsoGfPnvzwww/k5ycnUi46DymchOjiosXsWqstQ27j6Xznf8Wp0G4MGcPzXmnSNA273R71+csa9vmaOmhmI/W/yaZftp3JB54T82vw75hXWFOGzeTpBKHrGvV1ntekochqrMPqCmrgYNAw5GRhsFkxa+ao8bxwsTyJ47WSf0SvZ7HE74ToZH788UdGjhzJd999h9lsZvr06eTl5aV6WaIDkMJJiC5M111JKZqGT1kd08ymcJG8ynrPG9e8jAxf5C7SgFtdQbc8I0/OKPbd7h/Pq2q6emW325kxYwZLd6xj9sYl1LlCR/fKGqzoqLiiecFUfQOD+v3KSYcvp6ejlIYMG6CRa8zi5r7JGTabX5QtsbzWCO6eV1nu+T2vAB54IXXrEqKDCB50m84WL17M+PHjqaqqolevXrzzzjsMGzYs1csSHYQUTkJ0Yc66vUm50hTroNtokTz/yF2sA269QsXzvANlZ29cws81u6OuL55oXjC9uo5hR6zEnrePBr/+eTJsNg2F654nET0hYtIRBt3qus6MGTOYNm0aSimGDRvG22+/TVFTEwshYiGFkxBdVLhBtW0RbzwvUiQvOHIX64Bbr+B4ntVq9QyUBd+VJgNawGylgHOarHFF81pQCou56UqaW2GrcGLNzGFodxk2m3ZCdc+TDnlCxKwjDLrVNI3//e9/KKX44x//yKxZs7BYZA+oiI8UTkJ0Qd6IXijDp6zGklnYqvOabPmt2tPkH8mD5ljezNUK2A54InngKZrm+0XywBvLe4GP3m6O3oWK5z2xcQl1H5dQ1uBp0lBoy211FK9m0VLKH5mNXtM8NGpp/6G8dPTF1JszKMvI892ebcph8qC2x/PCDbWt2FnT5nN3SPEMqI3EP5on3fNEJxM8lDYZvBG9rKIiJv3wQ9Kepy00TeOll15izJgxjBs3LtXLER2UFE5CdDHRBtXGGrNLpkixvOBIHkTumhcpnteWKF75I7Nxbvo54LaXzh/LL3l9Wn3OaKINte1yHfRaM6A2EonmiU4o3FDaZEi3iN57773H+++/z+zZs9E0jezsbCmaRJtI4SREF5LKQbXxCBfLCxXJg/Bd8yLF89oaxfNdaTIYMPb0XKGrz/C8aTDobgrrKzEqd6vPH0qkobZdsoNevANqI5FonuikQg2lTYZ0GnTrdru55557eOCBBwA49dRTueyyy1K8KtEZpP4dkhCiXUTroNeaQbXJsGxNHXsrI8fy7r03cJhtcCzPq63xvFBxPC93qefKz2fH/55Xx9xOrRPKagEFPXKNzLuunA9qWx8hCzfUFrpw97xI3e8kYidEyFief4yuIwylbauKigrGjx/Phx9+CMBNN93ERRddlOJVic5CCichuohIHfRaO6g2GeaUVPo+bm0sz6ut8bxQcbxgLx97CT8HzQ7OMsPK+pW+z1vTSU+G2oYg3e+EiChSLC/dYnTJ8O233zJy5Eg2b96MzWbjhRde4NJLL031skQnIoWTEF1ApA56bRlUmwz+c5paG8vznauN8bxQcTx/huxMGvILwe2JFfbI8hRNtw6FXap5NlW0AbahyFDbEKT7nRARhYvlpVOMLlkWLVrE+PHjqa2tpV+/fixcuJCjjjoq1csSnUx6vFMSQiRNtA567dkMInjgrXfQbSjd8oycPCTT97l3oG2kYbZfl5fAxyUA6PUOylU9GDTsVU6euOtr7yrYGuN6vXE8Y89C+v/v3ZDHaLNhUOEmTjpqJcV2z+vaBdSqWgCytWwGWQbF+IwtddlYXrDVn0HFXs/HEs0TaaA9utXFq6vF8vx1796dxsZGTj/9dN544w26dUuPFIXoXKRwEqKT0XUXrobm7FhjXVnadNALN/DWf9BtOMERvajDbDVA80T9bLVO3Dv3tG7ReK4sRTLsiJXYcyuoUS3vk4G3CfLeq80fSzRPpIH27FYXr64QywPPUFuDwQDAsGHD+PTTTzn22GMxmeTtrUgO+c4SohOJ1jXPXyrieaEG3gYPug3HP6LXo0ePqMNsXaVl4NaxNbgZs6waY1H3Vq3ZkJ1JwZ2RZzB5B91qaGRpWb7bzZq5VTE9EYL/rCaJ5ok00F7d6uLVFWJ5AGvXruWyyy7jjTfe4LDDDgNg6FD591Ykl6aUCvEz0s5r37592O12qqqqyM3Njf4AIToIXXexdFa/mIqmZHTQC47hhVJZX49SivzMTN/A22Vr6nh1wQqM1Z+iqUb0pn+RDBoU+rUir6qqQilFXl4eZ1w/jhe+epea6ioqsw0og0Z+lYunH2mOprhLy0DXMRZ1DxuzC2XxJnh8JdSGfxk+fYs3cejBK8nLqcRgUGRr2UzOC11khRteG07Fzhp0XVFYnNO1onrhhtpWloPSIb+bxPRESgRH82p37kTpOtnFxV0uFpdq8+bNY8qUKTQ0NHDmmWfy0UcfpXpJogOLpzaQK05CdBKuhoqYiqZkddALF8MLxT+aN6ekEmPVp5ho2k/kvUNBZWXLx1qtVmZvXMKvWg3kNhdW4eJ40WJ2wR5fCZsroh8HcNZBKymwNx8cKZYXbXhtOF2ug160obYS0xMpEi6a11VicenA6XRy++2389RTTwFwzjnn8Nprr6V4VaIrkcJJiA4geN9SKI110d+UJ7ODXqgYXijB0bw6h8KO5yqMQkPXstE0yLIZsFoC25F7O+c9UO5pAKHpirxKJxkuuCBEHC+WmF0w75Umb5e8SDKsnoOV0rC48xhqDx8TiTS8Nuz5u2IHvUhDbaWDnkihUNG8rhKLSwe7d+9m3LhxfPrppwD89a9/5Z577sFoNEZ5pBCJI4WTEGkunn1LwYZPWY0ls7mNtsmWn/R9TXkZGb4YXrzy8wIH2IbV1Dkvr9LJ04/t8ETxJrXqKcPqkQVfRKm5ZldCjYIcQxaTC2J7Qy9d8mIknfNEmuqKHetSbevWrZx44ols27aNnJwcXnnlFUaOHJnqZYkuSAonIdKYt5V4a4omAEtmIZbM1jVFiJV3b5N/a/GaRUspf2R28xykIIv7H8T/egOaCzsaJs3TuttVWsbWw0dHfU7XHX3Anrh/vvz3Ne2uDbxvU+MmVtavxKlabnrythwPFmo/U8XOmoStt9MItZ+psjx16xGdRjJahXtbfYv216dPHw4++GCysrJ47733OPjgg1O9JNFFSeEkRBqLdd9SKCarHZMtP8Erail4b5PNbKb8kdk4N/0c9jH/G3ogRsM+wG9PE2BxxNg23N3b92G8e5hCCbWvKatpu9LK+pVU6JFjksF7myLtZ+pye5YiibSfSfYyiTZIZqtw2dPUPhobPT94slgsmEwm3nrrLUwmkzT2EiklhZMQnVAy9zIF89/b1Cs3l9FDjkSvecVzp8GAsWdhywcZ3IBnb5BOJppSZDsdnLi9Pra24UbP3A5Mxrj3MIUSvK8pywy3Nm1X8l5pCm417hWq5Xi4/Uxdcs9SJOH2M8leJtFGyWoVLnua2seOHTsYO3Yshx9+OM8++ywABQUFUR4lRPJJO3Ih0lhj3R6WPrV/wG3B+5ZCScRepljai0Ngi/HzB53HS2/soGaPJ5amGZsLJ0vjD2Q2eFqOG1QNGgq3lsM/nnkk7LmX7ljH7I1LfLOavMoa9qGj6G6z8+7p01v9Gt/6eRObtJVg8LxGowF6BF3AqlW1KEK3Gg/XYlxaiddHPxakxbhok0hxPGkV3nF9/vnnjBkzhl27dmG32/n222/p06dPqpclOjFpRy5EB+ftoheqU1577FuC+NqLgyeiN6ekkm21Fsj0+8lgpefq0v40txz30gyRY2uzNy7h55rdYe/PNFljXl8om7SV5OQExvBqwvwoKVSr8WgtxrtcLC9aK/FwJJYnWiGWOJ7E6joOpRTPPfccN954I06nk8GDB7Nw4UIpmkRakcJJiDTTli56iRRre3FobjE+c7Wn6tCUjr2+EmN+LlqGp7gxVTWC8ms5brBwwinnRjyv90qTAY1CW+BPgTJNViYfeE6rXpuX0eR5jbqu4XBkkW2BjBD/KoaK40HkFuNdMpYXqZV4OBLLE60ULY4nsbqOo6GhgWuvvZaXX34ZgLFjx/LSSy+RnR3b6AYh2osUTkKkkbZ20UuUVVu2UlHn6YiXl5Hhi+DVVtRDmHTvw4v3UWnJBc2Avb6SJ9bc52kTDqxZs4YXX/S8yQluOR4ujgeeSB5AoS23TZG8YN4uer/7nefzBkcWU3tH3iu1fMH3PD7t7yE75XWZFuPRonjejnjSSrzTSka3utbydrmT9uAdm1KKP/zhD/zrX//CYDDw8MMPc9ttt6FpWvQHC9HOpHASIgXCDbRtrCuLWDS1Z6c8r4AIniW26JnNVR/Q7a6kpMT3sdUaGK+LFseDtkfygnm76DXVTcTy37N0yiP2KJ5E7zqtZHaray2J43VsmqZx4403snbtWl5//XXOOOOMVC9JiLCkcBKinbU2ipeKTnlAyAie5u1qF4LN7WB02acB3e4cjuarSSNGjAg4PlIcDxITyQtWG9TvIjuGukc65RFbFE+id51asrrVtZbE8TompRS//PIL/fr1A+C8887jp59+IkeKYJHmpKueEO1I110sndUvrqLJ20UvEZ3yIlm1ZSuvrVxDVW0jyuhA00BvtFD75WAqzTkozUBeXXlABC+aNWvWUFJSwu7du1FKoWcY2X1Ot4BjEtUhL5zgAbb1Lqhs8NyXlVmLQVM4d8M3p0X+p7BTdsqTLngiBOlWJ5Kprq6OKVOmsGTJElavXs3+++8f/UFCJJF01RMizfh3yYunaDJZ7WQWDGyXq0wL166jylENpubomtttosJi9x0THMGLpqSkhNLSUt/njQadPQ2hX3+i43heLQbYGiEnaByTo9JN2fbamM7XqWJ50gVPhCDd6kSybNmyhdGjR7Nu3TqMRiMrV66Uwkl0KFI4CZFkHSGaB83xPKXA7bRiwIhraw/y6jwb/jNwtojgReON6GmahjPbQOlAQ9I65IUTPMB2dx24dc99eTao/bmazTMcITvjBet0sTzpgidCkG51Ihn+9a9/cdFFF1FeXk737t2ZP38+p5xySqqXJURcpHASIoli6ZIXbqBtsqJ53sG29ftq0Ktr8aZ1a7JsYNBwO63Ur/oNj395D+7SMtB1jEXdm+J5x4Y8pzeS57+XCaCqaQ6ULTuT/53omefUPcEd8kLxj+fVKs+VpCwti4P+NZRHNu6HIzsbS3U1w56b3TkjeOEER/OkC57w443oSbc6kUhKKWbOnMnUqVPRdZ1jjjmGd999l759+6Z6aULETQonIRKgLV3y2iuK5xUw2Dbb1uJ+5Tai3DrunXt8t0WL5wVH8oLV4MD7z02yInn+WsTz8MximjdtGe6LLgVAdyvKtjfv4ehUEbxwwkXzJHonaBnRkzieSIR//OMf3HHHHQBMnDiRv//979hsLf/vEaIjkMJJiDbqKFE8L99gW12Rva/Os6HJ4OmSV2nMo3LH/tiMBoxF3QFP0RQtnucfybPb7QH3Wa1W1vdvADzHJCuS5y84nucdYPtJ9WLfMQajRmGx541hp4vghRMqmifRO9HEP6KXf+CBEscTCXHFFVfwyiuvcNlll3HNNdfIfCbRoUnhJEQbtGZgbXt0yfPG8RqcTlS9I2QkL7u6jptmvOEXw4Nxd22nvtJNVk9jTJ3zvBE9byTPbg893HZHjWeQbXebnVN7H5Hol+vjjej5x/Mm53mKvuULvuenbn1w5Xn2VxUUdYFonpc3oifRvC4rlsG1/hG9ST/80F5LE53Qf//7X4477jgMBgM2m43//Oc/GI3GVC9LiDYLP4ylnTzzzDP0798fm83G8ccfz6pVqyIeP2vWLA466CAyMjLo27cvN998Mw0NDe20WtGV6bqLxro9Ab/qyn9sVZc8S2b3pF5p8sbxKurqqFRu9mXbqM7JoDonA2Xw/LTP0uC5KhNPl7xg3oietygLN9xWx3N/smN63oieano+s2b23Tdv2jJKzz3F93mWOfjRnZg3oqeaumJINK/L8cbwarZvD/tL6Z7vD4noidbSdZ3777+fYcOGcc899/hul6JJdBYpveL01ltvccstt/Dcc89x/PHHM2vWLM466yw2bNhAjx49Whz/+uuvc+edd/LSSy8xbNgwNm7cyBVXXIGmaTzxxBMpeAWiq2htHM9fKgbYaprmieO59YBInrXRxalfbsQ8qF9cXfKC+Uf0evToEXG4bd/s7kmP6flH9PIMeQzNGOq7r766Ebe1eR/TrUNbPLzz8o/o9SyWaF4XFOvgWumYJ1qrqqqKyy+/nPfffx+AvXv3opSSaJ7oVFJaOD3xxBNMmTKFiRMnAvDcc8+xePFiXnrpJe68884Wx69YsYLhw4dzySWXANC/f38uvvhivvjii3Zdt+ha4o3jtUeXPP8onj9vLK860+qJ4+2r46YH3wjqjBfasjV17K10t2o9drud6dMDO+Ut3bHON7Op0JbLvFNa/p1OpE2Nm6hRNYAnone5/XIWb4KrV0KtE8qvmYwryzPAqVc2nDcoqctJH6s/g4q9no/zCuCBF1K7HpFU4SJ50ilPJNMPP/zAqFGj2LBhAxaLhWeffZZJkyalellCJFzKCqfGxka++uorpk6d6rvNYDBw+umns3LlypCPGTZsGPPmzWPVqlUcd9xx/PTTT3zwwQdcdtllYZ/H4XAEtEjet29f4l6E6BJcDRUxF03t1SUvoDNeML9OeZY6BzTFb6JF8uaUVPo+zrS2/SeEszcuaT5fO3XS8/JG9B5fCZu9zfX84kddLqbnJRG9Ti/a8FqJ4YlEW7hwIZdffjk1NTX06dOHd955h+OOOy7VyxIiKVJWOO3duxe3203Pnj0Dbu/Zsyfrw/yjf8kll7B3715OOOEElFK4XC6uueYa7rrrrrDP89BDD3HvvfcmdO1ChJKqKF5eRvObYVdpmS+WZ3XpnPrlRoxF3WPqjFfnUL6PJ47Ia/MavTE9aN9OeoAvolfbdJNBA9O+anS3wuJ2ceu5MQ577Qy8MT2QiF4XECmSJzE8kWi7du1i/Pjx1NfXc/LJJzN//vyQWy2E6Cw6VFe9ZcuWMWPGDP7+979z/PHH8+OPP3LjjTdy//33c/fdd4d8zNSpU7nlllt8n+/bt0+Grok2CxXHa0sUr2bRUsofmY1eUxfy/u8G9Wbp0INxWDzn93XG21fHjU+85zuu5cDa6JatqWNOSSXlVZ6YXrc8IycPCX11KnjQbVW4q15+kt1JD6Dk06XUHO6J6TWWKh443dN2vPyayZCTg2lfNYdMf8o36Pa8+25K6nrSUn43OObEVK9CtFIsXfFAInmiffXq1Ytnn32WtWvXMnPmTMzmrnQ5X3RFKSucunXrhtFobDE0s7S0lF69eoV8zN13381ll13GlVdeCcBhhx1GbW0tV111FX/5y18wGFo2CbRarS06fQkRD6W33PdjySzEktk9Yc9R/shsnJt+Dnv/vy85mbLClhEbS50jYFCtVzyd8uaUVPJLqcv3eaSYXrhBt6n+O/ZD7v/wrqCxSqdsu6cdue5Wvt913fNxlxh0KzqdaBG8YBLJE8nyzTff4HQ6GTJkCAATJkxgwoQJKV6VEO0jZYWTxWLh6KOP5pNPPmHkyJGAp43lJ598wvXXXx/yMXV1dS2KI2+LS287ZCESace3b/JNyZVJfx7flSaDAWPPlo0lGjM9ZYGmK7JrPe33vZ3xvINqvWKJ5fnzRvQMGvTpYYoY0ws16NZqtbboptfetAyFp20g7H7O4BtsazBqvt8Li3O6zqBb0enE2hUPJJInkmf+/PlMnDiRwsJCVq9eLbE80eWkNKp3yy23MGHCBI455hiOO+44Zs2aRW1tra/L3uWXX05xcTEPPfQQACNGjOCJJ57gqKOO8kX17r77bkaMGCEzAkTCebvptSdjz8KQETvTWwugro687CyenHxFUp67wG5kzvTeQMtInle4Qbf+vENvyxqS04hl+YLvmTdtGfXVjeSdCb2vA2s/z32NpYqnXr7Jd+zxs2FXTRcbdis6nHiH00oET7Q3l8vFXXfdxcyZMwFPsy553yW6opQWThdeeCF79uxh2rRp7Nq1iyOPPJIlS5b4Gkb88ssvAVeY/vrXv6JpGn/961/Zvn073bt3Z8SIETz44IOpegmiA9J1F66GiqjHNdaVheymZ7LaMdnyk7G0tBEukucVKZrnHXrrleiOevOmLWPb+jIADrw6C9sBzf95q3qZFyI6nnhieBLBE+2trKyMiy66iI8//hiAO+64gwcffFAKJ9Elpbw5xPXXXx82mrds2bKAz00mE9OnT28xL0aIWCVikG17dc5LpVCRPK9o0bxkD72tr270nN+gYbF7frCi3IrGXzUOqT48oc8lRHuQ4bQiXa1du5bRo0ezdetWsrKyeOmllxg3blyqlyVEynTud39C+Il3kG0op9zwI9bs0M1LYhWqg567tIzvD9ufT889DvdbC1o8prK+vsVtbRXcTS+USJG8UBI99HZT4yZW1q8MaDU++GPQ3dkYjBrWngYUiobGHBau8ezremBT8+N317bp6YUIK9Yud7GQGJ5IVw8//DBbt25l4MCBLFy4kMGDB6d6SUKklBROokvQdRd15T+2qWgyWe2YM7u1eS3hOugtO/NoT+e8utAtyQFsCWz1Gk83vVgleujtyvqVVOiBsUpLTw1vIwiFp7FFncPMrprw5+lSA29Fu4i3y10sJIYn0s3zzz9PYWEhM2bMIC8vL9XLESLlpHASnV4i4nmJHG4broOeM8sGtBxq62Uzmxk95Mg2P79XPN30Yj5ngofeeq80aWhkaVkAlO/yDLI1GDUKeuWwvcrMinVDMWjQI6vlObLMcOvQNi9FiADxdLmLhcTwRDooLS3llVde4bbbbvNFtf/+97+nellCpA0pnESnFi2eF2qQbShtGW7rr2bRUt/cpeAOekZv57yMDJ68cGybnysWOaynp/YfujncfPQ2fPS25/ZYBttGEs/Q28Wb4PGVUOsMvL1v8SZOPN5zGam2PouX3rmcun0OdJeOwtNivKAoh921oCvolQ1fxN6FvfNY/Rm89yo4wsQ5K8vbdz2dnDeiJ/E60dmsWrWK0aNHs337djIzM7nuuutSvSQh0o4UTqJTczVUhC2aTFY7mQUD27XRQ/kjs30fxzOkNlm68R9MehmVlaHvb4/Bto+vhM0hmhyeddBK38f1DjMVuhmyAzN3/vG8LhvHe+9V2PVr9OOsLa9iivgFR/QkXic6g9mzZ3PttdfS2NjIwQcfzGmnnZbqJQmRlqRwEp2a0kM3Pkhk9C4e/g0h4hlSmywGPB3qWtM9L1G8V5qCo3YZ1uZLUN+vH4ql2hPR0wCDyUBmrhVrpqda6tJxPO+VJs0AeQWhj7FmwMjL229NnZh/RC//wAMlXic6tMbGRm688Uaee+45AEaOHMncuXPJzc1N8cqESE9SOIlOa8e3b/JNyZUtbh8+ZXW7X2kKZizqTvYfTk3Z8weLt3teMvTICozaza6EGgXZWjZvnzOICVNmUba9msJiGWYbUl4BzJyX6lV0GVlFRUz64YdUL0OIVtuxYwdjx45lxYoVaJrG/fffz9SpUwPmZwohAknhJDol796mUCyZhe1eNHlbkLtLy9r1eQHWrFnDWwvep6q6HqWab7crMBGhFZ2fpTvWMXvjkoDmD6GUNezzfRxu71KwaC3DHfVOrhn6dyp2xrbWTi3UfibZw5QU4dqNe/c2CdHRbdiwgf/+97/Y7XZef/11zj333FQvSYi0J4WT6HQitR43We2YbPntvqbgFuTtub+ppKSE6qrdBP8M0X/me7S9TLM3LuHnmt0xP2emyRp271I44fYo1e1zsG19c0GWkWOJ/aSdTaT9TLKHKaGitRuXvU2iozv11FOZM2cOQ4cOZeDAgalejhAdghROolOJ1no8FfuaILAFuXlA33bd3+RweK4SKTRcZGPwG9ekaWDPyYi6l8l7pcmARqEtcvY902Rl8oHncOdmz+fh2oT7i7RHSTVdJjMYNHofWMCl958S+WSdWbj9TLKHKeEitRuX1uGiI2poaOD222/n+uuv56CDDgLgsssuS/GqhOhYpHASnUa01uOn3PAj1uxe7byqQMaehex67QGeXbuOhrcWBNxXWR+mnXQM1qxZQ0lJCQ6HA0ejorZB98XyDKoGDXCRTVXen5g/ozjq+YKjed4IXqEtl3dPnx5wbKhI3p2bmyN4wXuXgm1q3MTK+pXsUk5mVzbfXqPXgAa62/NC8ouyee6Ha6OuvVPyRvS8sTzZz9RupN246Ax+/fVXLrjgAr788kuWLVvGunXrMBqN0R8ohAgghZPoNJx1eyO2HjdndmvnFYW2cO06dkaYk2Qzx99Xu6SkhNLSUt/nobb26ljItGoh7mkpXDQv09Qy0hctkhetTfjK+pVU6CFO0LRUV42ncJKInl9ET2J5QogYffrpp4wdO5Y9e/ZQUFDAE088IUWTEK0khZPoFMJ10IPUtR4Pp8HpuTSjaRp5GYFvgG1mM6OHHBn3Ob1xPE3zxPF079WmpuJDaRbIOYWJI/JiOl+oaJ43ghcsXDtxiK1NuFM1fT3QyNKaT1C+q5rGKp0tDzXS5+BCieiBJ6LXs1hieUKIqJRSPP3009x666243W6OPPJIFi5cSP/+/VO9NCE6rPR4JylEG0TqoJcOrcfDycvI4MkLx4a8zz96F4uqpitYdrudH7mOvZVuuuUZY4rlRZJlyqVyx3RfceTdt+Qv1kheKJsaN1GjPN3ysrQsJudNZvmC75k3bRk7Ntag64rC4hxe3NZFI3rB8grggRdSvQohRJqrr69nypQpvPbaawBceuml/OMf/yAzM/WD14XoyNLv3aQQcXI1VITtoJeuRVM0wdG7WFmtVoit1opJdSP8EmNnvGiRvFBW1q/0fWzWPCeYN20Z29Y3t23v0hE9IYRoBaPRyNatWzEajTzxxBPccMMNaFpsUW0hRHgd7x2lEEF2fPtWyNvTKZ4XL//ond1uj+kxVquVESNG8N3biVuH8ov8ReqMF0skLxRvTA9gaIbnBPXVjZ7nlC56QgjRKhaLhbfffpuNGzdy0kknpXo5QnQaHfNdpRBNdN3Fhk/ubHF7OnTQA/hswWLe/3UrjkmngwKMBmqidM9bs2YNlZWVALi1bH7kutiezAHfvQ3lVe641xmui56XXXNy1GMv+IqaUOY3/QqWdyb0vg4MIQovczfQjBqNpYoHTl8M4Bt026W76Plb/RlU7E31KrqUDQsWULN9e6qXIUTMlFLMnDmTvXv38uijjwLQq1cvevVK/f+DQnQmUjiJtKbrLlwN4bNijXVlIW9Plw567/+6lb352YE3Nl3GCdc9r6SkxPexU7ewtzL+QgiIuYMeRBhwqzxd9DxDaEN/raM58OosbAdE7uDUWKVTtr024DaJ6DV579Xmj6WbXrv4fNo038cy6Faku5qaGiZNmsSCBZ4RF6NHj+a3v/1tilclROckhZNIW9GG2YZz0GkPp01Ez2HyFAyarpNT14ghNwvNZo3YPc+/IcReTsSgQYE9vtaxmVYt5g56EL6L3o/bPF30/IfQ5hdlhz5JGJampKFyK5whLpzotbD7OQOFxc1vUDNyLBLR83L4XaGUbnrtwjv8FpBBtyKtbdq0iVGjRvHdd99hNpt5+umnOf7441O9LCE6rfR4dylEkGjDbCPpPfjCJKwodjWLllL+yGy+Kcqj+vfHApBd6+DpP10T9jHL1tTx6oIVGKs/xahXoQFOcqjmYLrZ294dz19wLA8CB9xO7jedx1fCdmdzxzyv/KJs5m67Ka7nm105mxpVQ44ph8kHh2m793Jcp+wagofe5neDY05M7Zo6gQ0LFvD5tGkBxVGw2p07AcguLuagMWPaa2lCxGXx4sWMHz+eqqoqevXqxTvvvMOwYcNSvSwhOjUpnETa0XUXdeU/tqpoMlntmGz5SVhV7MofmY1z08/8+w/H+m6zuiLH7eaUVGKs+hQTzXE4HU9ULZ7IXSzCxvLwXGUKNdDW1OgMebxIIhl6mxSfT5tG+fr1MR0rMT2RrmbOnMkdd9yBUophw4bx9ttvU1RUlOplCdHpSeEk0kpr43mQPoNu9Zo6ABptzXuYzu/bP+Jj6hwKO57GCwoNt6EAh+1k9ssxxRW5i0WoWB40D7j1zmrydtLLMoN10YqErkHEQIbeJoX3SpNmMJAV4Y2mJSdHYnoibe2///4opfjjH//IrFmzsFhkT6gQ7UEKJ5E2osXzhk9ZjSWzMOzjTbb8diuaVm3ZysK162hwNl+JUfUO9OpaVFMHvZocz6DB/MxMThx7XsDjX317JZ9/+gFK9xRLdgUmmrrJ5dmZMSNxb9i8A2X3DKqkYkQlzp4uMIBWYaD+5WPYesJQXBZPkffFcmjM0sFgwLSvmoMfnQ14Ot3prXhu/wG3IgbeeJ6jvjmiJ0NvfWKJ2UXjjeFlFRVxzbZtiVqaEEnncrkwmTz/x40ZM4Yvv/ySY445JsWrEqJrkcJJpI1wg2wh/YbZLly7jp1VIdaabWtxU6jueZ9/+gEGd3Msz7/1g9VqTcQSfbwDZav/VIVe1Fz+qBrF5t8ej6OwIOTjtDoHZdsD36DG2+ku1IBbEUFwPA8koucnnphdNBLDEx3JwoULueOOO1i6dCnFxZ49r1I0CdH+0uNdqBARpEsEz5/3SpOmaeRleN7YukrLwK2DBprRiCE3i4yc7JDd87xXmhQaupbddC6w52QwYsSIhK7VO3tJZTRNs9XBXGoi/8M8dhzXVKTpOpba5k4QpkYn/f/73zZ3ugs14FZE4B/PyyvwFE0S0fOJNWYXjcTwREfhdruZPn06Dz74IODZ2zRr1qzULkqILix93okKEcLwKavT6koTeGJ6FXWefUx2DNz81CL0mjrcpWWg6xiLutP/f++2eNyyNXXMKan07GdSnqtMupbNP555JK7nD9UVL5Lyh2rQ3TqqoKlwwk6tYTq154OrFlDQK9fAFzcH/wT+93Gty9+mxk2srF9JrfIUY9laNoMsg1p9vi4nrwBmzkv1KtKWxOxEV1BRUcH48eP58MMPAbjpppt8w22FEKmRPu9GhQjBklmYVkUTeGJ6XqbyKpybfg6435CdGfJxc0oq+aXUBUDTaCO0VjTMi9QVL6SgJoNOl5VdQduOshKcoltZv5IKvbk1n8T0hBAidt988w2jRo1i8+bNZGRk8MILLzB+/PhUL0uILi+93pEK0QH4N4Q49fPvPR8YDBh7FmLIzqTgztCziuocTUNkNTAAKMiyGeJ+/nBd8cIp3+m54mQwGnDlFFJZfo6vYx54iqZbE5yi80b0NDTyDHkS0xNCiBgtX76cs846i7q6Ovr378/ChQs58sgjU70sIQRSOAnRavmZmRy6aSduwNizMCCe5x/L8yqv8sxyKrAbKcRIZSVYLeEvOYWL5PkPq3339OkhH+vtpPdzUT92/PZ43FYLBqOGKzcHXUGvbPgizCzatgiO6GVpWVxu7wR7dPy73SWTt5NeF9CaDnnejnhCdGZHHXUUBxxwAL169eLNN9+ksDB8N1khRPuSwkmknK67cDVU0FhXFv3gDsI/lhcs06pBDNuTokXyMk3hu+95O+ltHjUOR89uzXc01XGJjuZ5ddqIXqhud8nUBTrptaVDnnTEE51NZWUldrsdTdPIysri448/prCw0Nd+XAiRHuRvpEiptgy8TWf+sbwCe3Oz8UyrxsQReXz0dgzniBDJ8w6rDcfbSU+3NrUP13XyTW6smeakRPO8Om1EL7jbXTJ1kU56re2QJx3xRGezZs0aRo8ezTXXXMOdd94JQM+ePVO8KiFEKFI4iZSJNvC2I/JG9PxjefNnFAccs2bNGiorKyOeZ+mOdexp8HxdQkXyli/4nnl/XMac6qUhH1+x09P9QTN6ooC9cg18MTn+/VSheON4/q3GvTpdRC9YJ+12l4jBsvGSQbRCwKuvvspVV11FQ0MDL7/8MjfddBM2W8t5gEKI9CCFk0iZSANvwTO/yWTLD3t/OgqO6GVaW+5hKikp8X0cbtjt7I1Lms8RIpLnjeJFo7WmbV8UwXG8UDpNRK+LSORg2XhJ7E50RU6nk9tuu42nn34agHPPPZd58+ZJ0SREmpPCSaSldBx6Gwv/iF6fHiYmjshrcYzD0bzBKdywW/+GEKEied4onsGgkV+UHfIcGTkWtuVacegxLz8m/nG8LC2rxf1mzdx5InpdRKIGy8ZLYneiKyotLWXcuHF89tlnANx9993cc889GAyJSQUIIZKnY70rFZ3e8CmrsWQWYrLlp2XR9NmCxb7ht67SMs/Q2ybL1tSxt7I5ojdneu8Wj/eP6eXl5TFkyBCgZQe9vfX7QANjhZE5xy1lDoGRPG8UL78om7nbbmrxPIs3weMroaqyda8z1jje5LwktOZLJ95ueh2o211butVJbE6I5HI4HAwbNoyffvqJnJwcXnnlFUaOHJnqZQkhYpR+70xFl2bJLMSS2T3Vywjr/V+3Qr7nCo+lzgG653KOITuTOSWVvuNCRfQgfEyvRQe9poerGkXZ9vBvgDNyLCFvf3wlbPZL08XbRU/ieE2Cu+l1gG530q1OiPRltVq5/fbbmTVrFu+99x4HH3xwqpckhIiDFE5CxMFhau6Q97svN2Is6u4belv33+aZTaEiehA+phfcQa98Zw2qRpHxeiaFxaHfzGbkWLj0/lNC3lfbdKHIoMH+efF30ZM4XhP/bno9iztEtzvpVidEenE4HOzcuZP+/fsDcPXVVzNhwgQyMtL/BzFCiEBSOAnRCjnV9Zz3zjOBN/53OwDd8oycPCQz4uP9Y3r+vB30JvSZRdn2agqLc0JG8WLVIwv+3Yb3+l0ijheLvAJ44IVUryIuErsTIvV27NjBmDFjKC0tZfXq1eTn56NpmhRNQnRQUjgJEUbNoqWUPzIbvaau+cZJp/s+9LYe9zaE8LYgb6vlC76PGM8L5t3PVOu3HWl3bUKW0vV49zR5rzR1wL1N3v1KQojU+vzzzxkzZgy7du0iLy+PDRs28Nvf/jbVyxJCtIEUTkKEUf7IbJybfg68sSmNp2lai9bjXuH2N8Vq3rRlvo/D7WHyF7yfyV+8e5u6vOA9TV4dcG+T7FcSIjWUUjz77LPceOONuFwuBg8ezMKFCxk4cGCqlyaEaCMpnIQIw3elyWDA2LPQ87HR0y7WkJtF3c7m1uMFds/ep0yrFnZ/U6y8rcaBsHuY/PnvZ+rhtx0pyxz/3qYuz39PU16B52NrRofb25R/4IGyX0mIFGhoaODaa6/l5ZdfBmDcuHHMnj2b7OzQYyOEEB2LFE5ChFCzaCnunXsAMPYspP//3mXVlq1UL/sUgEajJaD1+PwZxRHPt2bNGkpKSqiqChz4621DXtawD4CKXTW4dnqKsMLiHE4Y85uI5128CXZ5OpPTIwu+aOV2pOD2496W451acCwPmqN5eQUwc15q1tVGWUVFTPrhh1QvQ4guaerUqbz88ssYDAYefvhhbrvttqQMIhdCpIYUTiIldN1FY11Z9ANTpPyR2b6PDdmeRg8L167z3VZX1zyoMJZoXklJCaWlpb7Pva3Ig9uQ69UKXfdcyYo1pufVllheuPbjnbrleLhYHnSIaJ4QIv389a9/5T//+Q8PP/wwp59+evQHCCE6FCmcRLvb8e2b/PD/bsXlqIp+cIr4N4QouNNzGafB2dx9wbH3AN/HsUTzvG3INU2jR48evlbk/m3IjTuNmOdZMRg0eh9YEFdMD9oWywvVfrzTtxwPFcuDDhPNE0KknlKKf//735x22mkAFBYW8uWXX8pVJiE6KSmcRLvSdVfaFU2huue5Sz1Xw4xF3fn+sP1Z+O57VNY3vdF2WdmzvRsQvfX468+8z39WLYVMB5oG7jojP71g56kXPgM+o/yhGsgHrcJA9jW56Loivzib5364Nuq6/WN6vbLhvEGte/3+ukT7cW9Er4PF8rxd87x7mYJJNz0h2lddXR1Tpkzh9ddf54UXXuDKK68EkKJJiE5MCifRrlwNFWGLJpPVjsmW384rCtM9r4khO5OFa9ex029vktNppClNFzWm959VS9GymofeuhtUQKtx3a37fo8nogeJi+l1OcERvQ4SywvumheOdNMTIvm2bNnC6NGjWbduHUajMWC4uRCi85LCSaQFk9XOIWc+jsHQ/t+SIbvn4SmaCu6cTEP9XsDzU0S3I4PK7ftj0KBPD1PUmJ4yuNEApYOqteD+sZDC4uY3tjXGfbhxYzAaKCzOISPHElNEDxIX0+ty/CN6PYs7TCzPv2teVlFRyGMsOTnSTU+IJPvXv/7FRRddRHl5Od27d2fBggWcfPLJqV6WEKIdSOEkUm74lNVkFgxMSdEUqnseNA+3dXy7C2vRLwC4Gy3s+N/x6MoT0ZszvXeL8y1f8D3zpi3ztRS3/k7HACiHiedendXi+NEf38uehioKirIZt/QmHl8Jt1YBs1sc2oJ3yG1rY3r+nfQ6dBe9UN3xIvGP6D3wQqueMlpsLhm8UbysoiKu2bat3Z5XCOGhlGLmzJlMnToVXdc59thjeeedd+jbt2+qlyaEaCdSOIl2oesuXA0VITvpWTILU1I0QejueYBvuG3R4M2+29yu6BG9edOWsW1982v0llaxRN4jDbKNpLUxvVCd9DpkF71I3fEiaUNEL9bYXDJIFE+I1Pjqq6+48847UUoxefJk/va3v2Gz2VK9LCFEO5LCSSRdOnfRC9U9D6DO4amQNKO7+djKAXTLM0Yccuu90mQwaOQXZWMw7gF0Mu3WqGsJN8g2krYMuQ3upNdhu+iF644XSRs758USm0sGieIJkTrHHHMMM2bMID8/n6uuukqaQAjRBUnhJJIq3broBXfQ8++el/2HU1scb2j6fzE/M5Mn7xoS9fzGomqKTtyN0aZRUFRHVZUbpcCa0fJKzuJNsKcOMHhid97oXVsG2cZqU+MmapSnJV9adNKLN27nrx264wVH8yQ2J0TX8OGHH3LwwQez//77A3DnnXemeEVCiFSSwkkkVaQuetD+nfTCddDzj+m1heXgMgw5nqtUlZWVvtu9A2/9Pb4SXLlgMoBb4YsBtkeHvJX1zS350iKe19q4nb8kdscLF82T2JwQnZOu6zz44INMnz6dI444gs8//5zMzMT8PyGE6LikcBJJtePbt8Lel4pOeqE66Hm75yWEydNeXCnIz88DPEWTd+Ctv1onGJo+NmqeJg9tid7FwxvTA9IjnteauJ2/JA+tDRXNk9icEJ3Tvn37uPzyy1m0aBEAw4YNw2SSt0tCCCmcRBLpuosNn7SMNQyfshpLZiEmW35SiqZQA229fNG8pg56q7ZsZeHadZ6W428t8B1n6++mtwLNFHk2x5o1aygpKfHN8NBsLgBUg4kZM2b4jlu8CX73SmAL8d210Kup+3mPLHj3/Fa93DbJ1rIZZEnA5Ny2WP0ZVHhavqf7MFqJ5gnRuf3www+MGjWKDRs2YLVaefbZZ5k4cWKqlyWESBNSOImkcdbtDXl7sluPRxpo6+WN5gUPt/Xdb26+GgRgM4eOs5WUlFBaWur73LdX2GUIOK61HfO6hPdebf64gwyjFUJ0PgsXLuTyyy+npqaGPn368O6773LsscemellCiDQihZNIih3fvsk3JVe2uP2g0x5OejQv3EBbL/9oXoOzqbOcppGX0fymvazKja48zSGKu9kYPeTIkM/lu9Kkadjtdsp31uBuULh/DHzecB3zTIH1Vdfk3xCigwyjFUJ0Lm63m4ceeoiamhpOPvlk5s+fT48ePVK9LCFEmpHCSSSct5NeKL0HX5jU5w430DaavIwMnrxwrG/w7Y7dLt+g24euKvYdFxzNq2q6WmW325kxYwYT+syibHs1hcXNTQMWb4JdngZ29CxYx8A+S6hzeR5f1rAPvc2vOjZJH3jb2s543q54+d3gmBMTv64grRle6+2iJ4TonIxGI++88w7/+Mc/mD59OuYwKQMhRNcmhZNIOGfd3pCd9Nqjg164gbax8g6+9QoedBsczfMK1TXP6/HmBnaYc5bwc83uFsdkmqLPeWqrpA+8bWtnvHaK6bVleK100ROi8/jmm29YtmwZN9xwAwB9+/blgQceSPGqhBDpTAonkVDhInpAu3TQCzfQNlbewbcGDfr0MLUYdBsczYPwXfO8/BtC5FgdVLvAgEahLRfwFE2TDzwn7rXGK+kDb9vSGS/JXfH8tXZ4rXTRE6LzmD9/PhMnTqSuro4DDjiA8847L9VLEkJ0AJpSSqV6Ee1p37592O12qqqqyM3NTfVyOhVdd7F0Vr+QV5tOueFHrNm9Ev6cIQfa6jrGou4xxfRufmsBFXV1GPfsw/jLbpTeCHgKp0K7scXxVVVVKKXQM4zsPqeb73ZHvZO6Kgdulyd4ZzAaKCjKpsEFFQ2eY4waGI370FF0t9l59/TpbX35UQXH8xSKbC07sQNvvRG90u2gdE/kLk07421YsICSceMAyC4ulg55QnQxLpeLqVOn8thjjwFw+umn8+abb1JY2HI/rBCia4inNpArTiJhwg27NVntmDO7hXhE2yVqoK1p51aMut/eHAV+82tbaDTo7Gnwe60akNf8qRu3737/8R/e/UztEc2DdojnQcuIXhp3xvt82jTfxxK7E6Jr2bt3LxdddBGffPIJAHfccQcPPvggRmPLH5IJIUQoUjiJpEtmRC9RA2013Q2AQkMZssmyGbBatJDH7nVXUzrQEBC3K99Zg+72lEVGk4FMuxVrhpndteBuuqabbwObqf2iedAO8TwIjOj1LE7rznj+DSEkdidE17FmzRpGjx7Nzz//TFZWFi+//DJjx45N9bKEEB2MFE4iqZIV0YPWd9DzDb11OqmsD+wAl59nDxhcG2zpjnVMW/MKAN1tudxSMZZ505bh2mik4rCD2fuH35Hbr4C6pv4Pu2tBV9ArGz5IYDouGm9Ez9s9L0vLSk48z1Hf3BUvrwAeeCFxz5FgGxYsoGb7dsAT0ztozJgUr0gI0V6+++47fv75ZwYOHMjChQsZPHhwqpckhOiApHASSaUZkheBaG0HvZBDb1Xoq0vBZm9c4vs402Rl3rRlbFtfBkDpuafgKCygrqbl47LaubNtcEQv6fE8SOuIHkhMT4iu7LLLLsPhcDBmzBjy8vJSvRwhRAcl4zdFwuz49q12fb7WdtDzH3qbn5mJ3piJ7o6twPPOXwKYfOA51Fc3NZMwaJBl83ysea4weX8NyIdbE5yOi8Y/opdvyE9uPC+/G/Tqm9YRPZCYnhBdSWlpKRdffDG7dzePf7jyyiulaBJCtIlccRIJoesuNnxyZ0qe21jUnew/nBrxmFDxPO/Q20tv+xiTqov4+GDdbXZO7X0Ejx64jc2XH4/KtOLKyQYFPbLgi3aM5fkLFdG73J7EgiavIK066EUabusdYisxPSE6ty+++IILLriA7du3U1tby/vvv5/qJQkhOgkpnERCuBoqQt6e7IG3sQoVz7M1TYbPbPjUd1ukQbahbD1hKI7CpplFTU0g2juW5y/pEb00F8twW4npCdF5vfjii1x33XU0NjZy8MEH8+ijj6Z6SUKITkQKJ5E0B532cNIH3sbKP56Xl5GBzWxm9JAjPbepRt9xkQbZhuKyNBUmuk6vXANZ5vaP5fnzj+jlGfISH9FLc9GG28oQWyE6J4fDwZ/+9Ceef/55AEaOHMncuXNlXqMQIqHS412t6JR6D74w1UvwRfSC43kAy9bUccXcHZgVGAG3lsOQIUPCnmvpjnW+2Ux76uDI/3PSmJUFgKW2li9uTt2VjHaN6K3+DCr2JufcQSJF70LxxvGyiopkuK0QXcSuXbsYNWoU//3vf9E0jfvvv5+pU6diMMg2biFEYknhJDq14IieN54HMKekkl9KXQxo+lyL0ljPv6Oe02WlQjf72quYXa5ELblV2jWi996rzR8nuZNeLNG7UCSOJ0TXkZGRQXl5OXl5ebz++uucc077zMkTQnQ9UjiJhFBNA2TTjX9Er1duri+eB1DnUAHHZtki/3TSv6NeZfk5oOuY9tVgdDQy+ZB6IHX7udo1oufwm32V5E560aJ3oUgcT4jOTynPv9+apmG321m0aBEmk4mBAwemeGVCiM5MCifRZju+fZNvSq5M9TIiysvI4KHRI0PeZ9AABVZLbLOclNtOfe0RWGqrOeiepygszuHWbTclbK1tkfQuev7yu8ExJ7bLU0n0Tgjh1dDQwB//+EeGDBnCDTfcAMDBBx+c4lUJIboCKZxEm+i6ix/+361Jf56aRUspf2R2wOwmd2lZyGNDtR5PhIamNJ5bRT6uPQXvbUqa1Z95InqOeqgsT+5zNdmwYAE127e3y3MJITqGX375hQsuuIDVq1fzxhtvMGbMGIpivBothBBtJYWTaBNXQwUuR1WL201We0JbkZc/Mhvnpp9D3mfIzgz4PFLr8baobiRgZLSp0dnmc7ZVu+1teu9V2PVr4G3tsL/JS/YsCSGWLl3KuHHj2Lt3LwUFBbz11ltSNAkh2pUUTqJNdnz7VsjbDznz8YS2IvddaTIYMPYs9N1uyM6k4M7AabORWo+3hVLgDfMNyAfrohVtPmdbtdveJu++Js3gGXprzWi3/U2A7FkSogtTSjFr1ixuv/123G43Rx55JAsXLqR///6pXpoQoouRwkm0mq672PDJnS1uP+WGH7Fm90rY89QsWop75x4AjD0L6f+/d0MeF6n1eLA1a9aQt28hdhoxqBrAE8X73StQG+JCkmZdhznPcxVL0xV975pFxc4a9La+uARpt71NeQUwc15Sn8LbgtzbWjy7uJiDxoxJ6nMKIdKTUoqJEycyd+5cAC699FL+8Y9/kJmZGeWRQgiReFI4iVZzNVSEvN2c2S2hz1P+yGzfx8GxPH+RWo8HKykpwaQH7pGqclnZHPolUZTf3IpcucyUbW++GpKRYwn7PCJ+wS3IJaYnRNelaRqHHXYYRqORJ598kuuvvx4t2uwIIYRIEimcREIddNrDCY3oAQENIYJjef4itR4P5nB4WosrNHQtm949MlmRNQLwdNnrkRV4vMnY3Irc9H4hhcUNgKdouvT+U+J5OSIK/xbk+QceKDE9Ibogh8OB1WoF4JZbbuHss8/m0EMPTfGqhBBdnRROIqF6D74woecLiOkVdSf7D6e2OCZURC9c6/E1a9ZQUlJCVdOVKRfZVNn/xD+mF3P8bKDGUzQ9fM46Zm9c4pvdVNawDx3Q9mrsv6yBuWnSfjyh/DvnBWuHTnrBEb2soiIm/fBD0p9XCJE+lFI8+uijzJs3jxUrVpCTk4OmaVI0CSHSghROIq3FEtOLN6JXWlrq+1wndMxu9sYl/Fyzu8XtWn0njoiE6pwXLImd9CSiJ0TXVlNTw8SJE3n77bcBeP3117n66qtTvCohhGgmhZNIa7HE9FoT0dM0DadWwF79RKwhjvNeaTKgUWjLBaBySy3meaGO7iSCO+cFS3InPYnoCdF1bdq0iVGjRvHdd99hNpv5v//7P6666qpUL0sIIQJI4SQ6hHAxPX/+ET1vJM9bKHl5I3p2u50fuYYq2w9w8Mucu8SNoRB6F4JR80TzAAptubx7+nQAJvSZ5WkKUZzgF9dKmxo3UdPUETCh2rFznn/LcYnoCdE1LV68mPHjx1NVVUVRURHvvPMOQ4cmabSCEEK0gRROolMKjuQFs1qt4AD3gSshs4JqF5j8/jZ424xnmtL3CtPK+pW+j5M2+DZJgmN5/iSiJ0TX8eqrrzJhwgSUUgwbNoy3335bhtoKIdKWFE6i1cINv00H/pE8u90ecJ/VamXEiBF89zZg9MT8lNJwuz2RvHwb2Eyeomnygee067rj4R1+CyRv8G2S+MfysvzeJFlyciSiJ0QXcsYZZ1BUVMTIkSN58sknsVhkvIMQIn1J4SRaJdzw23Rjt9uZMWMGAIs3weMrPQNuP1gLZd3c9DAZMQJudy47fp5Or2z4IMRWquULvg+Y3ZROsrVsBlkGxf/A4C567dA5L1hWURHXbNvW7s8rhEidPXv20L17dwB69erF119/TbduiZ3/J4QQyWBI9QJExxRu+K3Jlt/OK4nd4ythcwXsqvH8chqNqKAmeVlhEm/zpi3zfdxpBt56u+hV7PX8Uk0BxSR2zhNCdG0LFy5kwIABvP76677bpGgSQnQUUjiJVgkV00vG8NtEqm1Kthk06JUNZrcbTXluM2owIB9uDZN4q69u9H3caQbe+nfRy+/m+dWrb1I75wkhuia3281f//pXRo8eTXV1Na+99hpKqVQvSwgh4pK+73JF2goX00vm8Nt4rFmzhsrKyrD3m91u+m3eRU6VG0dfN5g9Q2/fPT/6uQuLczhhzG/iXlOiJbSjXjt00fMKHnIrhOj8KioqGD9+PB9++CEAN998M48++iia1onn4gkhOiUpnETc2iumF8vw21BKSkp8H1utLbviudyKvZXuti0uxTpqRz0ZcitE1/LNN98watQoNm/eTEZGBi+++CKXXHJJqpclhBCtIoWTiFt7xfRiGX4biv/sphEjRoQ8xqBBgd3IbiN0xBKqo3bUkyG3QnQdO3fuZOjQodTW1tK/f38WLlzIkUcemeplCSFEq0nhJOLSXjE9f8HDb1dt2crCtetocHqKh8p6z14d957d3Hvvvb4ht3l5eezjYK64dwe/YmVXXiEAtpz/4Tr5A1wFblRDbdLWnUibGjexsn6lr2CqVZ51x9xRL7iDHrRrF73giJ4MuRWi8ysqKuKGG27gq6++4o033qCwsDDVSxJCiDaRwknEJR266S1cu46dTcWRP33rVkrrmgshq9XKnJJKfil18Uv/7r7b7d0+wm0tZ09D82PTedAteKJ5FXrLr33MMT1vB71Q2qGLnkT0hOga9u7di9Pp9A2xfeCBBwAwGo2pXJYQQiSEFE6izdq7m573SpOmaeRleN7028xmnAaNuqbbe/TowYgRI3j4bU/XJmVo3oRs1hpQgAGNQltu2g+6heZonoZGlpYFeIqmmGN6/h308gqab7dmtEsXPYnoCdH5rVmzhtGjR9OrVy8+/fRTrFarFExCiE5FCifRZsmM6UWSl5HBZYMGUFJSgsPhoL7Wc7XJbrdz8ojb+euSBjbm5aAXaFjs39K9cAkmowPNWIMCCm25vHv69JSsvbWytCwm58W+3wvwxPQq9no+TnAHPW8Ez1sYhSMRPSE6t1dffZWrrrqKhoYGzGYzu3btol+/fqlelhBCJJQUTiJmuu6isa4s1csIUFJSQmlpacBt3ojexozuOK2eKFte4RLMlt0ANI15Tft4XsK892rzxwmO5QVH8KKRiJ4QnYvT6eS2227j6aefBuDcc8/ltddeIy8vL7ULE0KIJJDCScRkx7dv8sP/uxWXo+XeolTydtDTNA273Y7VavVF9PSspnieUhgNTceh0a2DxPMSxr8hRIJjef4RvKymPQ3hWHJyJKInRCdSWlrKuHHj+OyzzwCYNm0a06dPx2AwpHhlQgiRHFI4iah03dVuRVPNoqWUPzIbvaYOd2nLq1vzlyyh/ouV2NxuHJqBRmcj4InnzZgxA4DFm+DrQifupmx9rxyNntmwpwG6dbB4nrebnreLXkShOudBc/e8/G5wzImJXySeCN4127Yl5dxCiPQ0ceJEPvvsM3Jycnj11Vc5//wYpogLIUQHJoWTCEnXXb4Oeo11ZWGLJpPVntCOeuWPzMa56eeA2/yH33728ScYGprb4amm3/0H3T6+EhpMzd3msjrOfNgWgrvpReyiF6lzHrRL9zwhRNfx9NNPc/nll/PSSy9x8MEHp3o5QgiRdFI4iRZijeWZrHYOOfPxhHbU8w29NRgw9izEkJ0ZMPxWd7kAT8GUlZ2NxWTyxfO8ar2zYZXC5nZx61AzswNrsQ7Dv5teniEvche9cJ3zoN265wkhOi+Hw8GyZcs466yzABg4cCCff/45mqZFeaQQQnQOUjiJALHG8oZPWU1mwcCktSE39iyk///e9X2+Zs0aSkpKoLFpr5LFymOPPuq7f9mauhaDbo0uN0eU7+a8QcUdpnAKN+g2S8vicntQ4RMczfNG8hLcOc9fcBc9b7c8IUTntmPHDi644AK++OILPvzwQ1/xJEWTEKIradO73oaGBmw2W6LWItKAq6EipitNySyaQgnunqeZAmeDhBp0a9AVmdaO9Z96XINuw0XzkhjJC9dFT7rlCdF5LV++nDFjxlBaWird8oQQXVrcrW90Xef++++nuLiY7OxsfvrpJwDuvvtuZs+eHfcCnnnmGfr374/NZuP4449n1apVEY+vrKzkuuuuo6ioCKvVyoEHHsgHH3wQ9/OK0HZ8+1bE+5MRz4uFt3segG6zYey/f8D9dY6Wg24PdFUzcUReu6wvUfyjedlaNtlaNvmG/NARPf9oXn43z69efZMayfPvopddXEx2cTEFBx8s3fKE6ISUUvz973/n1FNPpbS0lMMOO4zVq1f7rjYJIURXE/e73wceeIC5c+fy6KOPMmXKFN/tgwcPZtasWUyeHPtwzrfeeotbbrmF5557juOPP55Zs2Zx1llnsWHDBnr06NHi+MbGRs444wx69OjB22+/TXFxMT///LP8BCxBdN3Fhk/ubHH78CmrsWR64m8mW37SiqaaRUtx79wDwPpCK3PvvddXMFVVea6C6WYzDYcdQUZmc8OIRz9ysCavB3qBhrvpSlSvbPjgxqB9PnFYvuB75k1bRn21p2tfxc6aVp8rkkjRvJgH3aYgmidd9ITo3Orr67n22muZM2cOABdeeCGzZ88mKysrtQsTQogUivsd8CuvvMLzzz/PaaedxjXXXOO7/YgjjmB9HIMwAZ544gmmTJnCxIkTAXjuuedYvHgxL730Enfe2fIN/EsvvUR5eTkrVqzAbPZEl/r37x/vSxBheLvoBWuvWF75I81XLD/fP5eyoMG2ADS1GLeZm6NrL39n8A269WprJ71505axbX3LdugZOZa2nThIXNG8FJBonhBd0/vvv8+cOXMwGAw88sgj3HrrrbKfSQjR5cX9bnj79u0MHDiwxe26ruN0OkM8IrTGxka++uorpk6d6rvNYDBw+umns3LlypCPef/99xk6dCjXXXcdixYtonv37lxyySXccccdGI3GkI9xOBwBMa99+/bFvEYBB532cLvF8nwd9QCXPRsc9b7BtgBVjY04i3oDMHrIkb5jnd7EqVLkWxUFWQZujdB8LhbeK00Gg0Z+UTbgKZouvf+Utp04iH80L0vz/CTXrJkjd89rR6EG3MogWyE6v3HjxvHll19y9tlnc/rpp6d6OUIIkRbifkf8m9/8hv/85z/069cv4Pa3336bo446Kubz7N27F7fbTc+ePQNu79mzZ9grVz/99BP//ve/GT9+PB988AE//vgj1157LU6nk+nTQw81feihh7j33ntjXpcI1Hvwhe3+nMai7mgZVnDUBwy2vfmtBdTW1ZGfmcmxIa40mnWddX8MXUC3Vn5RNnO33ZTQc4YSVzQvBSSaJ0TnppTihRdeYMyYMRQUFKBpGo899liqlyWEEGkl7sJp2rRpTJgwge3bt6PrOu+++y4bNmzglVde4Z///Gcy1uij6zo9evTg+eefx2g0cvTRR7N9+3ZmzpwZtnCaOnUqt9xyi+/zffv20bdv36SuU8SnZtFSyh+Zjbu0jA19cllxRDffnqZIFm/yDLt1GuLucZIy4fY0RRXcehya248ngXdvk7QbF6Lzq6ur48orr+SNN95g4cKFLF68GEMH+ndVCCHaS9yF0/nnn09JSQn33XcfWVlZTJs2jSFDhlBSUsIZZ5wR83m6deuG0WgMaDENUFpaSq9evf4/e/cd3mT5NXD8+yTdLV2U0ZbRIqPs6QBUplTkRUEUFJAtoDjZy6IIIqgIAj9xlL0rQ1FkiGzKXrIrU6BlddCdNsn7R5qnDR00HbSF87muXibPPEkRcnKf+9xZnuPt7Y2tra1FWV7NmjWJiIhAp9NhZ5d5/om9vT329va5jutxZjToi+S+kVODSQkzLbS0t3Y5Ip1swGjqkpfT7+6bULgQBaTV3WuNBqBgR5wKWp7nNGXXehwKpf34/XObZE6TEI+mixcv0rlzZ06cOIFWq+Wll16SuUxCCJGNPE1eee6559iyZUu+bmxnZ0fjxo3ZunUrnTp1AkwjSlu3buW9997L8pzmzZuzbNkyDAaD+m3Y+fPn8fb2zjJpErl34+QK/lk/oEjurc5t0mhIcTD9HhVFoWzZsnTs2DHb8+LNU+qMRmx1qVRIvAeULtxg8ynPc5oyth53z9At0N6xUNqPZ5zb5FG9usxpEuIRtHnzZt544w2ioqIoW7Ysq1atokWLFkUdlhBCFFtWJ05VqlTh4MGDlC5t+QE1OjqaRo0aqes65cbQoUPp3bs3TZo04amnnmLGjBnEx8erXfZ69eqFr68vU6ZMAeCdd95h9uzZfPjhh7z//vuEhYXxxRdf8MEHH1j7MkQGBkMqZzYPK5J7Z2xBri1XGm1ZT4iOxs3NzaL88sCly0QlJHArpTKHbjfi6WC4lVblpk3VUyFpB/qa+3j1r6xHze4m5a4piLkNeWG0Hw/ThRFnNF3X+V4y/WdnXLNsc84nm8vy8tl6/P724tnJ2Ha835kzeb6fEKL4MRqNTJs2jbFjx2IwGHjqqadYvXo1FSpUKOrQhBCiWLM6cbp8+TJ6feYPp8nJyVy/ft2qa3Xr1o3bt28TFBREREQEDRo0YOPGjWrDiKtXr1rUWVesWJFNmzbx8ccfU69ePXx9ffnwww8ZNWqUtS9DZJCaFEVqcuY5RTb2btg4eBTqvTO2INe4OGV73NqjxwC4lNyABIMrsRnyGo3BiL56KDhFcTsp5/s52eRctnl/G/KCbD8empjeLdI2UQdRd6y/SD7L8rJrL54dKdET4tFz79495s6di8FgoH///syePRsHB4eiDksIIYq9XCdOv/32m/p406ZNaotoAL1ez9atW/O0ptJ7772XbWne9u3bM21r2rQp+/bts/o+wno1231T6K3IM7Yg9xzdH/ZlXQKalNbqXm80zQXSKFDWGaKjU3C7Ew3+pv0aFEo7uGZ5DScbe/pXb59jPBnbkPtU9yzQ9uPmMj2Appv/BQ8v6y5QAGV5WbUXz460HRfi0eTm5saaNWs4cOAAAwcOlDlNQgiRS7n+VGyeh6QoCr1797bYZ2tri5+fH998802BBieKTsv3/8XeJesmHQUhYyc9gLA6FVhydGeW3fT+CIMttwPRGbQkG02jUm62Bmpei+CK5jSpjULBwVS3V9rBlTVtTSV+5rI7czIEsIBtLGBbtnGZS/Q8vF2Ye+bd3L+grLre3e+9+uBqh0t0EtX+S8lXyV1enAsJIS5tVFjaiwvxePnjjz+4e/cuvXqZvnxp2LChVUuICCGEsCJxMhgMAPj7+3Pw4EG8vKz8tlyUKIqmcLvTZeykB7DH35W7GTosZuym900oxOotR5GSE/VcvZlK6vOh4JLepS5jKd79ZXfWsLpEL6eud2Zp/w8BhdIJ70H2BAWpj6UET4jHg8FgYNKkSXz66afY2tpSv3596tevX9RhCSFEiWR1HdalS5cKIw7xmMnYSc/2iYqkurlAcmKW3fTU7nkYcNAk4evmhHLpHkYAm/QudZVcyliU4mUsu/Pwdsl1bI6l7Kwv0cuu611G5vl6Wm2hdMJ7kIwNIaQET4hHX0xMDL169VJL7QcMGEDNmjWLOCohhCi58jSBJT4+nh07dnD16lV0Op3FPulwJ6yhLVeaSnuXoIwdC8mJWXbTi0ksBzhiryTyUtkNfNvtdbqOTeIOprlOBsDLwZUlLUer5+0OOc3d66ZEwcPbhYXXPno4LyinrnfRwWCMA1cPqPRcoYdyfwc9c6c8F19farz2WqHfXwhRdM6cOUOnTp04f/489vb2fP/992rHWiGEEHljdeJ09OhRXnrpJRISEoiPj8fT05M7d+7g5ORE2bJlJXESBWrt0WMYDOkLKzvYPmCh2DRLgrarjwuyM15Jkl0HPSnTE+LRtnbtWnr16kVcXBwVKlRgzZo1PPnkk0UdlhBClHiaBx9i6eOPP6Zjx45ERUXh6OjIvn37uHLlCo0bN+brr78ujBjFY8zcTQ9Ao9HwaqMGuTovY0OIguyMV5Jk7KDn4uuLi68vngEBUqYnxCPu1KlTxMXF0aJFCw4fPixJkxBCFBCrR5yOHTvGDz/8gEajQavVkpycTJUqVZg2bRq9e/fm1VdfLYw4RQln7qJnnttk7qYHcOTIEaKjozOdY1701sxBa8+chXbcdfmbmHp7MGpTwM7UTS8yPI7eFWaox5q745X2LcWzr9UqhFdknYyL3z5s0kFPiMfL2LFj8fb2plevXtjmcpReCCHEg1k94mRra6suSlu2bFmuXr0KmNaF+O+/B3QVE48tcxc9ffht9OG31Q5zGhcn1q9frx6XsZueedFbs4QkI1dvphLtuwejSxQ4xoFiBMAYZ+Tu9Vj1x2AwbS8uZXoWi98q8kFGCFFw/vnnH7p06UJC2hdNGo2G/v37S9IkhBAFzOoRp4YNG3Lw4EGqVatGixYtCAoK4s6dOyxevJg6deoURoziEZCxi562XGnTQxcnPEf3JznDorcZu+llLNMDSMuF1E56GBSUezYosXq8/vTExdfJ4vg8dccrJBaL3zo2LcJIhBCPkpUrV9KvXz8SEhKoXLky06dPL+qQhBDikWV14vTFF18QmzZ3YvLkyfTq1Yt33nmHatWqERwcXOABipLh/lK8+5lL87TlSuN3Yo3FvqTdpsRJZ+tOvz11SfgzDqPRCC4voWgg2eAICtg5Hyfl+T/A3lSep0SCa18XSvuWenhd87JyaCdE3bHYFKYLIzQxVE2Y4o2mmF0UF6rZVXvoIQohHi2pqamMGTNGnVv8wgsvMG7cuCKOSgghHm1WJ05NmjRRH5ctW5aNGzcWaECiZLp/QdvsaFycMm2L1YEtoDdClMEWXDKUlxgBxfTQzWsT2KcvdqskmnYUeTneusXpj9MWtg1NDCXKEJXpUCnTE0Lk1507d3jjjTfYunUrAKNGjWLy5MlotYW7cLkQQjzu8rSOU1aOHDlCUFAQv//+e0FdUpQgWZXi3c9cmnc/Y1oJngLYxcZi0BtRAMVNi6IBowFItkFLUtrNwPamDR5/ulMmwL3oy/HMi9+CurCteaRJQcFZcQZMSZOU6Qkh8uOff/6hY8eOXLlyBWdnZ+bPn8/rr79e1GEJIcRjwarEadOmTWzZsgU7OzsGDBhAlSpVOHv2LKNHj2b9+vUEBgYWVpyihMiqFC8rR44cYf369SQnJ2ObEmPaaDBQ77cfcXzFDa2zFo27lljbKGJK3UKXosWQ1kGvjJMba96eAG8X5ivJhUM7TaNN0ZGm5x5e0OQ5iw56zooz/d0zJ4uFIbsFb4UQjw53d3cSEhKoWrUqa9eulbnFQgjxEOU6cQoODubtt9/G09OTqKgofv75Z6ZPn877779Pt27dOHnyJDVr1izMWEUhMRr0D/2e69ev5+bNm4BaiUeqYo/jK27Y+JjK2YxGI5HOEaRokiG92R5ONvYUC+sWQ0SGTpIZyvTMHmZpnix4K8SjyWg0oiimvykrVqzIxo0bqVKlCu7u7kUbmBBCPGZy3Y585syZTJ06lTt37rBq1Sru3LnD//73P/755x/mzp0rSVMJdePkCrbPqvrQ75ucnAyAoigkaVyJsyvHBZd2aJ1NNfoK4OHkhKJNq+MzKpDogjbBk/7V2z/0eLNkLtFTNFC+YqYyPXi4HfRkwVshHj03b96kVatWrFu3Tt3WqFEjSZqEEKII5HrE6cKFC2od9auvvoqNjQ1fffUVFSpUKLTgROEyGFI5s3lYvq8T9+s209pMuXTg0mViEk1JR6qNI1urfAmAnTGe6u4XMBqNuDs58W2313n1r9PcTtJBkjO22wbg5a6lVVfffMecL/eX6Ll7wqSfAMuFbguyg979ZXhZMZfmyYK3Qjwa9u/fT5cuXbh+/Tr//vsv7du3t1jrTgghxMOV68QpMTERJydTRzRFUbC3t8fb27vQAhOFLzUpitTkmEzbbezdsHHwyPV1Iqemt6HPqmve/dYePYbeYEADpBjT/wjaaFNMbcgBh2wWbnSyV7Lc/lBlU6IHhVeml10ZXlakNE+Iku/nn39myJAh6HQ6AgICWLdunSRNQghRxKxqDvHzzz/j4uICmNaQWLBgAV5eXhbHfPDBBwUXnSgSNdt9g0aT+z8aGdduyqpr3v0sF7ZNT4T89EfwcHLCwdaWVxs1yPLcvh3dcx1XoclYolfOVy3Rg8Ir08tYhuecwxcWdqVKSWmeECVYcnIyH3zwAT/++CMAnTt3ZsGCBbi6uhZxZEIIIXL96bhSpUr89NNP6vPy5cuzePFii2MURZHEqYRr+f6/2LuUz9Wx5kVv1cVtvcvg8nKrbI8/cOkya48eIzoxEVts0JCCMS1xsom+R9mfTvBthoVstx9JIPKeHtKWafJy19Ki0YNHtAqcuTTPnDBlU6IXmhhaKAvdngsJIe76dUDK8IR4lCUlJdGqVSv27duHoihMmjSJ0aNHo9HkejqyEEKIQpTrxOny5cuFGIZ4WAyGVFKTTAuz6hLuZtqvaHK/gOL9i94+qExv7dFjhMeYSgNTjbbYkL7+kTZZl2kh2wXro9HXSn9eZGV695fmmd1XopdxwduCLtMzkzI8IR5dDg4OPPXUU5w9e5Zly5bRvn0xaYQjhBACKMAFcEXxd+PkCs5sHpblvKa8yLjore0TFR9Ypmcu0TO11U1Pguxv3qHchu2ZFrJNSDaqj7XaIizTy1ia5+5pemzvmGWJnoKCu8a9UMr0ACnDE+IRYzQaLeYQf/311wwdOpTKlSsXcWRCCCHuJ4nTY8LcQS+/SZO5PM8Ql5BeoleuNJX2Lsn2nIwlegCO2JCUlhMpRiMVr91G07Au3x1x4bsj19XzbjueAUdThzpP10Iu07u/HC+jjKV5X5lep7k0LyX6PIBaouesONPLrVfma+SBuZOeuVuei68vNV57rUCuLYQoeklJSbzzzjtcunSJLVu2YGtri62trSRNQghRTEni9JjIroNeRrnppnd/eR5YV6IHkHgnmYxFd0YXZ/TAnWjLhXhT66V3qCv0RW+zK8fLKIfSPLPC7KQnZXpCPDquXr1Kly5dOHToEBqNhl27dtG6deuiDksIIUQOJHESgClpyk03vYzledpypdG4OFlVolfe1ZUbK66jrZ7h3kmJOLnZY+domXTctE3BkPa40Be9zaocL6McSvOcFWfAlDQVVic9j+rVpUxPiEfEtm3b6Nq1K3fu3KF06dKsWLFCkiYhhCgBJHF6jDV/+xB2TqUBsHHwsKoFubZcafxOrLHqfu6Ojkx5tRO9P5gBauKksHlejSyPf/UvLbeToIyDG6186lt1rzzLUI6XG86KM/3dH9yCPT+cvb3pd+ZMod5DCFH4jEYjM2bMYMSIEej1eho2bMiaNWvw8/Mr6tCEEELkQp56nF64cIHx48fz5ptvcuvWLQD+/PNPTp06VaDBicJl51QaO6cy2DmVsSppyq3dIacZXPN/RIab5imdDfeiZlAke97uh1EpBgvZWilMF8aimEUERwerc5oK0rmQEObVrMncChWYW6GCOrdJCPFoGDduHEOHDkWv19OrVy/27NkjSZMQQpQgVidOO3bsoG7duuzfv581a9YQF2f6UHz8+HEmTJhQ4AGKkmtJ0Haunb2LQW8quLtEQxJKe5LinnEhR2PWJxdD5nlNccY4jGlxF8acprjr14m7fh2jwfS+ydwmIR4NPXv2xMPDg++++44FCxbg6Oj44JOEEEIUG1YPM4wePZpJkyYxdOhQSmX4QNe6dWtmz55doMGJki0xVgekNx7Xk5ZkGAwoRlPioTWWnMTp/nlNhTmnydnbGzAlTTK3SYiS69q1a1SoUAGAWrVqcenSJdzc3Io4KiGEEHlhdeL0zz//sGzZskzby5Yty507dwokKFE8xf26DX34bavOsWviSEL5OCKdIyjj8RVGFBQjaK/Ggh6wjePVvz7L8ty7SfcKIOps3N9+3NxyPBthujDijKbR1cKY13QuJIS466ZW7M7e3gy+dq1Ary+EeLiMRiNffvkln376KZs3b6ZFixYAkjQJIUQJZnXi5O7uTnh4OP7+/hbbjx49iq+vb4EFJoqfyKnB6uMHtSA3c+rkzg3nC6TYJKMlOX2HYlD/ezsp5zbphdKKPLv24/ZZl86EJqa3Ri/I8jyzPUFB6mMpzROiZIuNjaVv376sXr0agA0bNqiJkxBCiJLL6sTpjTfeYNSoUYSEhKAoCgaDgT179jB8+HB69SqYhT9F8aS2IocHtiA3UxwUDGlJktGooNe7ohgBow4woKChjEP238A62dgXTivyrNqP39dyPCNzmR5QoOV5ZuYyPUBK84Qowc6fP0/nzp05ffo0tra2zJ49m4EDBxZ1WEIIIQqA1YnTF198wZAhQ6hYsSJ6vZ5atWqh1+vp3r0748ePL4wYRTGj9S6Dy8utrD5Pr3flxpUJ+EQdxDZ5PgBeDq782LYIm4pY2X7cRXGhml21QgvHxdeXGq+9VmjXF0IUnt9//50ePXpw7949vL29Wb16NU2bFvwXLUIIIYqG1YmTnZ0dP/30E5988gknT54kLi6Ohg0bUq1a4X2YFI+WalEb1Mf29oVQhieEEA/Zvn376NixIwDNmzcnJCQE77QmL0IIIR4NVidOu3fv5tlnn6VSpUpUqlSpMGISheDGyZVFHYLKLjVRfWz+oCGEECXZ008/zRtvvEHp0qWZPn06dnZ2RR2SEEKIAmZ14tS6dWt8fX1588036dmzJ7Vq1SqMuEQBMhhSObd1dJ7Pj/t1G5FTg9HfvPvAY3eHnGZJ0HYSY3XcaRNHXJVI9JpUFMA9IolqFz/D1miaz+Pu7k6jRo3yHFeeHdoJUbnvAJmxo15enQsJYU9QkMVcpoxksVshSp6zZ8/i4+ODq6sriqKwePFibGwKfjFxIYQQxYPVC+DeuHGDYcOGsWPHDurUqUODBg346quvuCbtk4ut1KSoLLfbOHjk6vzIqcGkhF2BtAVZc+qoZ1709u71WBI6xmGwjUNRTGs1ef8bj0vKTZS0xWOLrExv3eL0x9l00cuoIDrq3b+47f0/stitECXLmjVrePLJJ+nTpw+GtP9/JWkSQohHm9WJk5eXF++99x579uzhwoULvP766yxcuBA/Pz9at25dGDGKQlCjzZdoNLn7R17tpqfRYFutco4d9cyL3mo0Ckab9G56KbqyaFNNiZIRhVRN6aIr00tOLxXMroteRgXRUS/j4rYuvr5Z/ngGBEhHPSGKOb1ez9ixY+nSpQtxcXFERUURHx9f1GEJIYR4CPL19Zi/vz+jR4+mfv36fPLJJ+zYsaOg4hKFzKdOt1wdl3HRW2250lTam3UHOnOJXlS4qaTNw9uFGCURSEWvdyXp5ki0qWMASMWFGNfBNGqUz3W/7l/ENrfMi916eEGT53J9Wl476snitkI8GiIjI+nevTubNm0C4OOPP2batGky0iSEEI+JPP9tv2fPHpYuXcovv/xCUlISr7zyClOmTCnI2EQxkNtFb80lemaOpexINdqoQ5rJiXr0hvQhTid7Jf/BZbeIbW7lokyvIMjitkKUfCdOnKBz585cvHgRR0dHfv75Z7p3717UYQkhhHiIrE6cxowZw4oVK7hx4wYvvPACM2fO5JVXXsHJKfsP1aLkyu2itxlL9Hyqe9Lz85aMZJW63yf2nvpYq4GeHd3zH1xWi9jmVg6L3RY0WdxWiJJNr9fz+uuvc/HiRfz9/Vm7di3169cv6rCEEEI8ZFYnTjt37mTEiBF07doVLy+vwohJFAFz57yMiRKgdtJ70KK3cY0SiB0Xg+KiYOOtZzohaBLT5vVgxDv2KLaYnnu6amnRyMpEO6uyPHPJnZWL2GYlTBdGaGKoxXwms3hjwcxfkMVthSiZtFotCxcuZPLkySxYsIDSpUsXdUhCCCGKgNWJ0549ewojDlHE1M552cipTA8gqmM0Bm9TM4jbSTEAKGnVeEaDPU5J6fPf8tRNL6eyvAIouQtNDCXKkHX3QbO8dtQTQpQ8d+7c4ejRo7zwwgsAPPPMM6xfv76IoxJCCFGUcpU4/fbbb7Rv3x5bW1t+++23HI99+eWXCyQw8XBl7JynLWf5barGxSnHMj0Ag4Mx7QGUcXIDICLOiMHgQEJUaxTjavXYPHXTy64sr4BK7swjTQoKzopzpv22im2eO+oJIUqWI0eO0LlzZ27fvk1oaKiU5QkhhABymTh16tSJiIgIypYtS6dOnbI9TlEU9Hp9QcUmHpL7O+f5nViT4/EZF7k1M0wyjTZpY7SseXkCM/fcYvqpspSPPULDO7+hSVtAVq+Usm7RW3OJXgGW5eXEWXGmv3vOSaI1MnbUE0IUf4sWLWLQoEEkJSVRtWpV6ZgnhBBClat/EcyL+93/WDwacts5z+z+DnoZmcvzfj5mKp+rcWc9zrpb6n6jYmddcPeX6D2kTngFRTrqCVEypKSkMGzYMGbNmgVAhw4dWLJkCe7u7kUbmBBCiGLD6gVwFy1aRHJycqbtOp2ORYsWFUhQ4uHKbec8s4wd9Er7lqK0byk0WtMfJSc30/wlnUELgNZg+rNiRCGZ0iQ4tLAuuIwleuUrPrROeAVFOuoJUfzdvHmTNm3aqElTUFAQv/32myRNQgghLFhdg9C3b19efPFFypYta7E9NjaWvn370qtXyfpg+7izKNN7QOe8+3l4u7Dw2kdsu3GMoCOLcA3XU+58DP3/GkMzo2noySHV1CjCoLhwyfg2Xnba3Ad3aCdE3TE9dveEST/l/twicC4khD1BQRbJUnx4OCAd9YQozoKDg9m1axelSpViyZIlMldXCCFElqxOnIxGI4qSefHSa9eu4ebmViBBiYfH2jK9rASf3whAufOpOMQbgZhMxxgVOzBaeeF1i9Mfl4ASvT1BQUSePZvlPinTE6L4GjVqFNevX+f9998nICCgqMMRQghRTOU6cWrYsCGKoqAoCm3atLGYMKvX67l06RIvvvhioQQpCo+1ZXpZSUg1leNp9abMyIhCso0rYMTFzkjpUk6ExTaHhBwukpWMazaVgBI980iTotHg7O2tbrcrVUrK9IQoRpKTk5kxYwYfffQR9vb2aLVa5syZU9RhCSGEKOZynTiZu+kdO3aMwMBAXFxc1H12dnb4+fnRpUuXAg9QFJ78lOmZbbtxTF23yWjUAAaMtjYYGgTg4eTEt91eB6Dr2OuQkMeOix5e0OS5vJ37EJhL9Mxlec7e3gy+dq2IoxJCZOXGjRt06dKFffv2cfHiRX744YeiDkkIIUQJkevEacKECQD4+fnRrVs3HBwcCi0o8XAUZJmeiWUJp4Pt47Fg7P0lelKWJ0TxtHv3bl577TVu3ryJu7t7jstrCCGEEPezuqte7969JWl6RBRkmR6AwWD55+LVRg3ydM2SJmOJnmdAgJTlCVHMGI1G/ve//9GqVStu3rxJ3bp1OXToEO3bty/q0IQQQpQguRpx8vT05Pz583h5eeHh4ZFlcwizyMjIAgtOPBy5LdMzL3wbFW5azDauUYJappea6obRmJ5EeTg58aSfH9uPJLBgfTSRMbks0zMveJucmL7obSEK04URmhhKvDHeqvMydtDLWKLX78yZwghTCJFHiYmJvPvuuyxYsACAbt26ERwcjLOzc9EGJoQQosTJVeL07bffUiqt/Ojbb7/NMXESj677F76NfiW9e57RYA+kJ07mMr0F66O5ejNV3e5k/4A/O/cveAuF2lEvNDGUKEOU+txWyV15YVYd9KRET4jiJyIignXr1qHRaJg6dSrDhg2Tf8OEEELkSa4Sp969e6uP+/TpU1ixiGIu48K3PtU9+a9sMjpSAIiObA+sBECr0ahlegnJpk57GgUqlLWhb0f3nG+SccFbd09T0lSIHfVSjKb4FRTcNe40dWyaq/Pu76AnnfOEKJ78/f1ZuXIlWq2WNm3aFHU4QgghSjCr13E6cuQItra21K1bF4Bff/2V+fPnU6tWLT799FPs7OwKPEhR8K699C7Gm3cffCCZS/Q8vF2Ye+ZdXv3rM0gCfaorifH1UVgBgJujI0/6+Vlcw9NNy4IJPrkP0N0TvlqS++PzIEwXRpzR9JqcFWd6uVmfoEkHPSGKF6PRyIwZM6hZs6a6REa7du2KOCohhBCPAqubQwwaNIjz588DcPHiRbp164aTkxMhISGMHDmywAMUhSP14n9gMAAP7qhnLtEzGEyjR46lHo3kODQxVH2c2xI9IUTxlZCQQI8ePRg6dChvvvkmERERRR2SEEKIR4jVidP58+dp0KABACEhIbRo0YJly5axYMECVq9eXdDxicKk0WBbrfIDO+plLNGrEFCanp+3fAjBFT5zmR6Q6xI9IUTxdPHiRZo2bcry5cuxsbFh4sSJlCtXrqjDEkII8QixulTPaDRiSBup+Ouvv/i///s/ACpWrMidO3cKNjpRqLTlSlNpb+7L4cwletnRlNAJ1y6KC9XsqhV1GEKIPNq8eTNvvPEGUVFRlC1blpCQEJ5//vmiDksIIcQjxurEqUmTJkyaNIm2bduyY8cOvv/+ewAuXbok3+49powolI89gl1KtMX27UcSuBOdTRvyjG3HMyrGLciFEMWL0Whk6tSpjBs3DoPBwFNPPcXq1aupUKFCUYcmhBDiEWR14jRjxgx69OjBunXrGDduHFWrVgXgl19+oVmzZgUeoCgZatxZrz62t7cHTK3IzTK1Ic+q7XhGxbAFuRCi+Pn3338xGAwMGDCA2bNnq3//CCGEEAXN6sSpXr16/PPPP5m2f/XVV2i12gIJSpQ8WkP6Gk4dO3YE0luRA5nbkN/fdjyjYtqCXAhRvCiKwuzZswkMDOT1118v6nCEEEI84qxOnMwOHz7MmTNnAKhVqxaNGjUqsKBE8bE75DR3r8fmeIx7RBKOqabFcA2aUnz5Szn45TqRMaYyPS93LS0aZdO57yG0HYf08rwUY4paomdNC/JzISHsCQpS12+KDw8vtFiFENn7/fffWbJkCUuXLkWr1eLg4CBJkxBCiIfC6sTp1q1bdOvWjR07duDu7g5AdHQ0rVq1YsWKFZQpU6agYxSF5EFtyMHUitwsuzbk3hfi1McpBrtM85oylekVgfvL88C6Er09QUFEnj2babtdqVL5jk0I8WAGg4FJkyYxYcIEAFq2bMngwYOLOCohhBCPE6vbkb///vvExcVx6tQpIiMjiYyM5OTJk9y7d48PPvigMGIUheRBbcghvRU5kG0bck1qekneHZ5Do5hGmbzctVQqZ5O5TK8IZCzPc1Fc8NB4WFWiZx5pUjQaXHx9cfH1xTMggOaff14o8Qoh0sXExNC5c2c1aRoyZAj9+vUr4qiEEEI8bqwecdq4cSN//fUXNWvWVLfVqlWLOXPmyOrsJYimnBcuL7fKct/ukNMsCdpOYqyOqHDTaFJp31I8+1ot9ZhtN45xOynG4rwUShFLAF5uWlZ94Zv5whk76RVC97yM5Xj3y1ie1989PWG8vwQvO+bSPGdvbwZfu1aAUQshcnL69Gk6d+7M+fPnsbe3Z+7cufTp06eowxJCCPEYsjpxMhgM2NpmLnGytbVV13cSxZ/GOfuudUuCtnPt7F2LbfeX6QWf35jhmWUpXraleVl10ivA7nlZlePd7/7yvOxK8LIjpXlCPDwbNmygW7duxMXFUbFiRdasWUOTJk2KOiwhhBCPKasTp9atW/Phhx+yfPlyfHx8ALh+/Toff/wxbdq0KfAAReHw+KBHtvvM5XkajYKHtwuOpewyleklpKZ30TMYHID0NZGyLc27v5NeAXfPy1iO56w4Z9pvq9hmKs/LWILn7O2d4/XtSpWS0jwhHiIfHx/0ej0tW7Zk1apVModWCCFEkbI6cZo9ezYvv/wyfn5+VKxYEYD//vuPOnXqsGRJ4XdHEwXD+cXmDzzGw9uFhdc+yrT9p2Nb1DK91FQ3jMb0JCrHDnpm+eikl5dyvOycCwkh7vp10zlSgidEsaDX69WlLRo0aMDOnTtp0KABNjZ5bgIrhBBCFAir/yWqWLEiR44cYevWrWo78po1a9K2bdsCD04UTyH/bVer84wGeyA9cSrsDnp5KcfLzp6gIPWxlOAJUfSOHz/Om2++yfz583n66acBpDRPCCFEsWFV4rRy5Up+++03dDodbdq04f333y+suEQxlmrUq4lTdGQgCisB0GqgZyF30MtLOV52MjaEkBI8IYrW8uXL6d+/P4mJiYwYMYIdO3agKEW/lIEQQghhluvE6fvvv2fIkCFUq1YNR0dH1qxZw4ULF/jqq68KMz5RzCz4+xwGoxHXcD3lzhuolrQKe70pAfF0zUWZnpXuL82zthzvfhm76Jk75bn4+lLjtdcKLmghRK6lpqYyatQopk+fDkC7du1Yvny5JE1CCCGKnVyv4zR79mwmTJjAuXPnOHbsGAsXLuR///tfYcYmiqHt//4DQLnzqTjE63HQx6BgWsfJ3t6+wO9nLs2LM8YRZ4zDmHYvaxavzcjcRS/u+nWMaV0gpUxPiKJx+/ZtAgMD1aRp9OjRbNiwAU9PzyKOTAghhMgs14nTxYsX6d27t/q8e/fupKamEp72rb14PBhIBUCrNyUwRhQMmlKUcitLx44dC/x+9y9cm5fFazO6fyFbWcRWiKJx/fp1mjRpwt9//42zszMhISFMmTJFbQwhhBBCFDe5LtVLTk7G2Tl9TolGo8HOzo7ExMRCCUw8fOaFb6PC44ipX5MLL7fm6eD0/brUVJxvV6J62B5skkzbUmzd+HnmFw+++KGdEHUn17GYS/TyW5qXHemiJ0TR8vb2pmHDhtjb27N27Vpq165d1CEJIYQQObKqOcQnn3yCk1P6HBadTsfkyZNxc3NTt5lLLkTxYTToc3VcxoVvb77UkuTSniTEZTzChrp3tuCgS7+eUZvL8rx1i9Mf52LR2/u75+W1NE8IUXykpKSQmpqKo6MjGo2GRYsWYTAYcHd3L+rQhBBCiAfKdeL0/PPPc+7cOYttzZo14+LFi+pzmcxb/Nw4uYJ/1g/I1bEZF77F2cH0WIGyaQON0QkJ2BhMQ01GINlZS7OWuSzPS84wMpmLRW8zlui5a9zzXJonhCgeIiIi6Nq1KxUrVmTJkiUoioKrq2tRhyWEEELkWq4Tp+3btxdiGKIgxf26jcipwejj4/j31e1g9+Bzdoec5qJXBW72aonRyZ7UUi5gNCVN+/ubuun9Hr4RrfYepEKqA0QHejGgbSPrgvPwgibP5fpwZ8WZXm4PTrSEEMXXvn376NKlCzdu3MDV1ZWLFy/yxBNPFHVYQgghhFVy3RxClByRU4NJCbtCSlQEBrvUTPtt7N2wcfCw2LYkaLupPK+cF7pSpTCYej/gnFYht/3ff4h0jgDFqJ7jZFPwXfSEEI+Wn376iRYtWnDjxg0CAgI4cOCAJE1CCCFKJEmcHkGGuATTA03Wv96a7b5Bo7EcbEyM1aG3Nw1NKRgp7wJPeMCwtAo5A6kYFIN6vAYt/au3L/jghRCPhOTkZAYNGsTAgQPR6XR07tyZ/fv3U6NGjaIOTQghhMgTq5pDiJJFUybzWigt3/8Xe5fy6vOMnfTMyrkozGp9mbVHj/HXkRT+OgLxzjdxvpWEbVo3vdIOpWjlU//BQRzaaWoMER2Z67jDdGHEGeMefKAQotjq2rUrv/32G4qiMGnSJEaPHo0mmy9zhBBCiJJAEqfHjKKxXCMlYye9jNYePUZ4TIz6PMojAr9j6WV/uV7sdt1iiPgv/XkuO+qZSTc9IUqmoUOHEhoaysKFC2nfXkanhRBClHySOD3mMnbS09poMKdGSSlpXe0UBXdHRy4rBnXRWyD3i92au+kpGijna1VHPUC66QlRQhiNRi5dukSVKlUAaNGiBZcuXbJY/08IIYQoyfKUOO3atYsffviBCxcu8Msvv+Dr68vixYvx9/fn2WefLegYRS6p3fRuZh5ByklM/Zrceb01OhfTB5zohASitaaER+cYz3HNVfSa9NEmd3d3GjXKopueuSwvY+txc4meuydM+inL+5sXuzUnTOZFb10UF6rZVbPqteTkXEgIcdevF9j1hBAmiYmJvPPOO6xevZoDBw5Qs2ZNAEmahBBCPFKsLjhfvXo1gYGBODo6cvToUZKTkwGIiYnhiy++KPAARe6Zu+lhMDVx0Dg/uCwOTIvdJrh4YsS0DpcGHUajaXQp3O4aKY6RFt30smUuy4u6k/5jTGsokUOJnnmx2zhjHHHGOIyY7lXQZXp7goLUx3alShXotYV4XF29epXnnnuOhQsXkpCQwL59+4o6JCGEEKJQWJ04TZo0iblz5/LTTz9ha5v+wbZ58+YcOXKkQIMT1snYTc+2WmVSevnk6jxzNz0w4KSJpq7raTycnPB2c8NgTFvU2KiA8QF/XDKW5Xl4pf+Ur5hjiV7GxW5dFBdcFBc8NB4FXqani41VHzf//PMCvbYQj6Nt27bRuHFjDh8+TOnSpdm0aRN9+/Yt6rCEEEKIQmF1qd65c+d4/vnnM213c3MjOjq6IGIS+aQtV5oKuxewZaq7VefZK4m8WHYL33Z7HYDZew6gjzIlYxqdM2Uc7YlOjs765EM7TSNMYCrL+2qJ1XE7K870d+9v9XnWcvH1pcZrrxX6fYR4VBmNRr799ltGjhyJXq+nYcOGrFmzBj8/v6IOTQghhCg0Vo84lS9fnn///TfT9t27d6uTgkXRS02KynL7/Qvf5mTNjc3qY63BLocjMZXpmeWic54QouRavHgxw4YNQ6/X89Zbb7Fnzx5JmoQQQjzyrE6c3n77bT788EP279+PoijcuHGDpUuXMnz4cN55553CiFEUkBptvsy08G1O9Bqd+riLT7ucD87YECIXnfOEECXXm2++SZs2bfjuu+9YuHAhjo7yZYkQQohHn9WleqNHj8ZgMNCmTRsSEhJ4/vnnsbe3Z/jw4bz//vuFEaMoID51umXeWNsWjavl2k7bjySwYH00htqm55pkF4Y0f4qxf6x78E08vKDJc/kPVghRrOzdu5cnn3wSW1tbbG1t2bx5syxoK4QQ4rFi9b96iqIwbtw4IiMjOXnyJPv27eP27dt8LpPtS6Y2jigZ8iYHW1sWrI/m6s1U0prboShFE5oQougZjUamTJnCs88+y4gRI9TtkjQJIYR43OR5AVw7Oztq1apVkLGIomCXnhVpNBpebdSArw6ZMybTf5wd5AOSEI+j2NhY+vbty+rVqwFISEjAYDBI0iSEEOKxZHXi1KpVK5QchiD+/vvvfAUkCsaNkyutPsfN0ZEn/fwA0yKxGgUMgL2dDDkJ8bg5f/48nTt35vTp09ja2jJ79mwGDhxY1GEJIYQQRcbqxKlBgwYWz1NSUjh27BgnT56kd+/eBRWXyEHcr9uInBqcvm5TGv3NuwAYFQPnt47O9vzdIadZuHQXuma2UFoD8en7th9J4E60PneBHNpp6qaXnAjRkVa/DoAwXRhxxrg8nWuNcyEhxF2/Xuj3EeJR8Pvvv9OjRw/u3buHj48Pv/zyC02bFuy6akIUJ3q9npSUlKIOQwhRSOzs7AqkWsLqxOnbb7/Ncvunn35KXFzhfwAWEDk1mJSwK9nuN3rYZrnd3Ip8SdB2EnvaYVNGm+mYBeuj1ccPnNu0bjFE/Ge5zcpW5KGJoepjWyXruAvCnqAg9bFdqVKFdh8hSrqoqCg1aXr22WcJCQmhfPnyRR2WEIXCaDQSEREh61AK8YjTaDT4+/tjZ/eA5XUeIM9znO7Xs2dPnnrqKb7++uuCuqTIhjrSpNGgLVfaYp/GxYnEXqXhpuU5GVuRJ8bqUBzsATAajKZ6vLQkKSHZqJ7j7KDhniGHQMwtyBWNadFbe0erW5GnGNO/4WvqWHjfaOtiY9XHzaWRiRDZ8vDwYMGCBWzdupXp06fn+x8ZIYozc9JUtmxZnJyccpyKIIQomQwGAzdu3CA8PJxKlSrl6//zAkucQkNDcXBwKKjLiVzQliuN34k1FtsMhlS2THXPdKxPnW4sWr6bbdfDMH5cCo27llsplbmqa0SKxhmMkKwzqGV6zk/8S7ThXvY3P7QTou6YHrt7wldL8vVaXBQXqtlVy9c17ncuJIQ9QUHoYmOJDw833cfXlxqvvVag9xGipDt9+jTR0dE0a9YMgM6dO9O5c+cijkqIwqXX69WkqXTp0g8+QQhRYpUpU4YbN26QmpqKrW3eK5ysTpxeffVVi+dGo5Hw8HAOHTrEJ598kudARMFITYrKcruNg4cpaSqtQZPWhf5SQgMSDK7qMcmJ6XOb4ivtVR872dhnvuC6xemPrSzPe1j2BAURefasxTYp0xPC0po1a+jduzeOjo4cPnyYihUrFnVIQjwU5jlNTk5ORRyJEKKwmasn9Hr9w02c3NzcLJ5rNBpq1KjBxIkTadeuXZ4DEYXHXKZnsDFV5BkNRpR4IwZMf4g0Cvi7g3LpnnnpJhydU0lJK9PrX7195ouay/TA6vK8h8VcnqdoNDh7e2NXqpSU6QmRRq/X88knnzBlyhQAnnzySakaEI8lKc8T4tFXUP+fW5U46fV6+vbtS926dfHw8CiQAETh86nTzXJDrJEFH/Xl6WCIiIOyzvB3L+g6Nok7gJe7llQ7BZKgjIMbrXzqW56vS4botDI9Dy9o8lye4npYHfWcvb0ZfO1aod9HiJIiMjKS7t27s2nTJgCGDRvGl19+iY1NgVVvCyGEEI8cq/ryabVa2rVrJ91nHneJGdqg56NM72F11BNCpDtx4gRPPvkkmzZtwtHRkWXLlvH1119L0iSEEEI8gNUNzevUqcPFixcLNIg5c+bg5+eHg4MDTz/9NAcOHMjVeStWrEBRFDp16lSg8YgHSe+8l58yvYfVUU8IkW7mzJlcvHgRf39/QkNDefPNN4s6JCFEIfj0008zrb2ZF3fv3qVs2bJcvnw539cSBUen0+Hn58ehQ4eKOpTHitWJ06RJkxg+fDi///474eHh3Lt3z+LHWitXrmTo0KFMmDCBI0eOUL9+fQIDA7l161aO512+fJnhw4fz3HN5KxN73By4dBnFTcOtlMocoDNPB8Ot+KyPTSx9jttJMRbbjhw5kj7SaEib/JSPMr2MCrqj3rmQEObVrKl20hNCpJs1axbvv/8+hw4don79+g8+QQhRrHTs2JEXX3wxy327du1CURROnDjB8OHD2bp1KwB+fn4oipLtT58+fbK93+TJk3nllVfw8/PLtC8wMBCtVsvBgwcz7WvZsiUfffRRpu0LFizA3d3dYtu9e/cYN24cAQEBODg4UL58edq2bcuaNWswGo2ZrlFQtm/fTqNGjbC3t6dq1aosWLDggeds2rSJZ555hlKlSlGmTBm6dOlikVRu3749y/c4IiJCPcY8x9Tf3x9HR0eeeOIJPv/8c4vXevPmTfr06YOPjw9OTk68+OKLhIWFqfvt7OwYPnw4o0aNKpD3QuROrhOniRMnEh8fz0svvcTx48d5+eWXqVChAh4eHnh4eODu7p6neU/Tp0/n7bffpm/fvtSqVYu5c+fi5OTEvHnzsj1Hr9fTo0cPPvvsM6pUqWL1PR9VBkMquoS7We5be/QYAJeSG5CguBMRB4a0/z+d76uSi62YuaPe+vXr1W32pCVOxbybnjEtwZNOeuJxdvv2bT7//HMMaf8/ODk58d133+Hp6VnEkQkh8qJ///5s2bKFa1nM3Z0/fz5NmjShXr16uLi4qG3WDx48SHh4OOHh4axevRqAc+fOqdtmzpyZ5b0SEhIIDg6mf//+mfZdvXqVvXv38t577+X4me1BzEshLFq0iDFjxnDkyBF27txJt27dGDlyJDExMQ++SB5cunSJDh060KpVK44dO8ZHH33EgAED1Lmf2Z3zyiuv0Lp1a44dO8amTZu4c+dOpo7TYPn+hoeHU7ZsWXXf1KlT+f7775k9ezZnzpxh6tSpTJs2jVmzZgGmjtWdOnXi4sWL/Prrrxw9epTKlSvTtm1b4uPTv/Xu0aMHu3fv5tSpUwX4zoic5Lqo/bPPPmPw4MFs27atwG6u0+k4fPgwY8aMUbdpNBratm1LaGhotudNnDiRsmXL0r9/f3bt2pXjPZKTk0lOTlaf52VUrCS4cXIFZzYPIzU5679gktLaruqNpixJo5iaQjjbwrD7quSMWp362NxRL+N72DE1reV5Ceim51G9unTSE4+tw4cP8+qrr3L16lVsbW0ZPXp0UYckhMin//u//6NMmTIsWLCA8ePHq9vj4uIICQnhq6++AkyleuvWrePYsWOUKVNGPc78pUnZsmUzjfzcb8OGDdjb2/PMM89k2jd//nz+7//+j3feeYdnnnmG6dOn4+ho/ReqY8eO5fLly5w/fx4fHx91e/Xq1XnzzTcLrdvn3Llz8ff355tvvgGgZs2a7N69m2+//ZbAwMAszzl8+DB6vZ5Jkyah0ZjGHoYPH84rr7xCSkqKRZvrnN7fvXv38sorr9ChQwfANCK4fPlydapKWFgY+/bt4+TJk9SuXRuA77//nvLly7N8+XIGDBgAmBYsb968OStWrOBz+azzUOQ6cTIPH7Zo0aLAbn7nzh30ej3lypWz2F6uXDnO3rf+jtnu3bsJDg7m2LFjubrHlClT+Oyzz/IbarFmMKTmmDRlZDQAaUnT/rQvkLYfSaDPZ9HcdjxDar1QsDN9m1HGwQ23CD2f/fSZ+o2Pu2KgkTHe6jK9MF0YoYmhFvOa4o3Z1AoWEGdvb/qdOVOo9xCiuFq4cCGDBg0iOTmZatWq0bFjx6IOSYgS4VrbAaTeinyo97Qp60mFv37O3bE2NvTq1YsFCxYwbtw4tc1ySEgIer2+QOct7tq1i8aNG2fabjQamT9/PnPmzCEgIICqVavyyy+/8NZbb1l1fYPBwIoVK+jRo4dF0mTm4uKSY2zt22exXEoGP/zwAz169MhyX2hoKG3btrXYFhgYmGV5oVnjxo3RaDTMnz+fPn36EBcXx+LFi2nbtm2mtYEaNGhAcnIyderU4dNPP6V58+bqvmbNmvHjjz9y/vx5qlevzvHjx9m9ezfTp08H0r+szpg0ajQa7O3t2b17t5o4ATz11FMPHEQQBceqNkpFvdZBbGwsb731Fj/99BNeXl65OmfMmDEMHTpUfX7v3r1HboHH1KSobJMmG3s3bBxyLqFcsD6aqzdTSX0+FFzSF9B1srFn/fr13Lx5U91mT95qjUMTQ4kyZL04r3TUE6LgpKSkMHToUGbPng2Yvp1evHjxA79ZFkKYpN6KRB9+u6jDyFG/fv346quv2LFjBy1btgRMI0BdunTJtN5mfly5ciXLhOavv/4iISFBHZnp2bMnwcHBVidOd+7cISoqioCAAKtja9KkyQO/RL//i/mMIiIisvzi/t69eyQmJmY5eubv78/mzZvp2rUrgwYNQq/X07RpUzZs2KAe4+3tzdy5c2nSpAnJycn8/PPPtGzZkv3799OoUSMARo8ezb179wgICECr1aLX65k8ebKa5AUEBFCpUiXGjBnDDz/8gLOzM99++y3Xrl0j/L752z4+Ply5ciXH90EUHKsSp+rVqz8weYqMzP23NF5eXmi1WosP5mCaEFe+fPlMx1+4cIHLly9bfHNqrtu3sbHh3LlzPPHEExbn2NvbY29vn+uYHiU29m7UbPcNGk3Ov+aE5LRkyMY0GqSgUMmlDP2rt2fL5pWmbYpC2bJl6Rh9CZKzu1L2zCNNCgrOirO63VaxlY56QhSQiIgIunbtqn77OGHCBIKCgtSSEiHEg9mUffjz/6y9Z0BAAM2aNWPevHm0bNmSf//9l127djFx4sQCjSsxMTHLUrl58+bRrVs3dRmDN998kxEjRnDhwoVMn8Nykp/GD46OjlStWjXP5+dFREQEb7/9Nr179+bNN98kNjaWoKAgXnvtNbZs2YKiKNSoUYMaNWqo5zRr1owLFy7w7bffsnjxYgBWrVrF0qVLWbZsGbVr11bnWPn4+NC7d29sbW1Zs2YN/fv3x9PTE61WS9u2bWnfvn2m98zR0ZGEhATEw2FV4vTZZ58V6DcZdnZ2NG7cmK1bt6otxQ0GA1u3buW9997LdHxAQAD//POPxbbx48cTGxvLzJkzH7mRpKzE/botV9+ENX/7EE6eVdm7+jwTX/8fiYMcUdxy/vCkUcAAeDm4sqTlaDi0ky0xUYCCG3omxIVBXP7KF5wVZ/q7Z55kKoTIvytXrrBv3z5cXV1ZvHgxL7/8clGHJESJk9uSuaLWv39/3n//febMmcP8+fN54oknCnQ6BZi+4I6KsqwWiYyMZO3ataSkpPD999+r2/V6PfPmzWPy5MkAuLq6ZtnYITo6Wv0sWaZMGdzd3bOdnpGT/JbqlS9fPssv7l1dXbOdqzVnzhzc3NyYNm2aum3JkiVUrFiR/fv3ZzkXDEzldLt371afjxgxgtGjR/PGG28AULduXa5cucKUKVPo3bs3YCoLPHbsGDExMeh0OsqUKcPTTz9NkyZNLK4dGRlpMYdNFC6rEqc33njDoitIQRg6dCi9e/emSZMmPPXUU8yYMYP4+Hj69u0LQK9evfD19WXKlCk4ODhQp04di/PN5Sf3b39URU4NVh9rXJyyPc7OqTQajQ1LgrZz7exdPPQ+aK3tPr9uMRgUUGxMLcij7qTvK6Yd9YR4nD399NMsXbqUevXqWXzjKYR49HTt2pUPP/yQZcuWsWjRIt55550Cn1LRsGFDlixZYrFt6dKlVKhQgXXr1lls37x5M9988w0TJ05Eq9VSo0YNNm/enOmaR44coXr16oBp3s4bb7zB4sWLmTBhQqaywLi4OBwcHLJcoDu/pXr3l9gBbNmyhaZNs6+CSUhIyDSCr9VqgfQKqKwcO3YMb2/vB14nq2uYk8ywsDAOHTqUqQnEyZMnadiwYbb3FgUr14lTYc1v6tatG7dv3yYoKIiIiAgaNGjAxo0b1T/sV69elTKTDAxx6cOxnqNNIzc3Tq7M9vjEWFOHPPNvz6pfY3IikJacaTSmhhBgSpqKaUc9IR4nycnJDBs2jAEDBqgLXb7++utFG5QQ4qFwcXGhW7dujBkzhnv37uW4FlNeBQYGMmbMGKKiotQlZ4KDg3nttdcyfWFdsWJFxowZw8aNG+nQoQPvvPMOs2fP5oMPPmDAgAHY29vzxx9/sHz5coslTiZPnsz27dt5+umnmTx5Mk2aNMHW1pZdu3YxZcoUDh48mOUczfyW6g0ePJjZs2czcuRI+vXrx99//82qVav4448/1GNmz57N2rVr1fWwOnTowLfffsvEiRPVUr2xY8dSuXJlNXmZMWMG/v7+1K5dm6SkJH7++Wf+/vtviySyY8eOTJ48mUqVKlG7dm2OHj3K9OnT6devn3pMSEgIZcqUoVKlSvzzzz98+OGHdOrUiXbt2lm8jl27dklHvYfI6q56heG9997LsjQPTAuJ5SQ3i5U9irTeZXB5uRUGQyrntmbdYnh3yGnuXo/FrokjGk/Tr1pJq8eLuqen61jTYmyRMXoM5c9jsI9Tzz1y5AjrE5yJMY9SuXnCF3PzFGuYLow4Y9yDDxRC5Nr169fp0qUL+/fvZ+PGjZw+fRo7O7uiDksI8RD179+f4OBgXnrppSybOORX3bp1adSoEatWrWLQoEEcPnyY48eP89NPP2U61s3NjTZt2hAcHEyHDh2oUqUKO3fuZNy4cbRt2xadTkdAQAAhISEWC/h6enqyb98+vvzySyZNmsSVK1fw8PCgbt26fPXVVwU6RSQjf39//vjjDz7++GNmzpxJhQoV+Pnnny1akd+5c4cLFy6oz1u3bs2yZcuYNm0a06ZNw8nJiaZNm7Jx40a1vE+n0zFs2DCuX7+Ok5MT9erV46+//qJVq1bqdWbNmsUnn3zCu+++y61bt/Dx8WHQoEEEBQWpx4SHhzN06FBu3ryJt7c3vXr14pNPPrF4DaGhocTExPDaa68VynskMlOMhZkRFUP37t3Dzc2NmJgYXF1dizocq12u9yr68Ntovcvgd2INuoTbbJvpn+m4F0ZF827tH7l29i7uk7yx8TF1rtsX35VEvSPalFT8Lt5Qj095fqHaUa+yS1mq7Ui2qP0tV64cEyZMyFPMi2IWqR31PDQe9HIr3NGquRUqEHf9Oi6+vgzOYoFAIUq6Xbt28frrr3Pz5k3c3d1Zvny5xQcRIcSDJSUlcenSJfz9/QttraBHwR9//MGIESM4efKkVAAVM926daN+/fqMHTu2qEMp9nL6/92a3ED+D3gE1WjzJRqNTXqZnkN6fZ5jhnUGNAp4uWvxcteitUtfX6l/9fbqGgKK0Ug5RZ+vNWAyrt0kHfSEyDuj0cjs2bNp3bo1N2/epG7duhw6dEiSJiFEoenQoQMDBw7k+vXrRR2KyECn01G3bl0+/vjjog7lsWJVcwhRtHLbUc+nTjeL5xqtKT+O11QnMin9V+7ppmXVF75su3GMoCOmUroKd+zZ+dM6tROOG3omOCVA2toD1spYpueiuFDNrlqeriPE4y45OZlBgwaxcOFCwNSs5+eff8bZ2fkBZwohRP7ktCisKBp2dnaMHz++qMN47MiIUwmS24562TkTWzv9fEN6hWbw+Y3qY9cz8dy8eVOd02aPIV8d9EITQ9XHstCtEHlnY2NDREQEGo2Gr7/+mmXLlknSJIQQQjxEMuJUgmTVUc8aKcYMo013otXffkJq+oq2LtiTSCoKRsoaU+iYGgWdPspryFKmJ0Q+GY1GFEVBq9WybNkyTpw4QcuWLYs6LCGEEOKxIyNOJUDcr9u42qwn+pt3gfSOeg9U2xb3Sd5QSuFWSmWSDKZRKlu9Hpe4RAC23TjG7SRTWV4ZBzfstaZRITfFyISUazRyd4Qmz+UpbinTEyLvjEYj06dP591331W3eXp6StIkhBBCFBEZcSoBIqcGkxJ2RX2esUzPaNBnf2IbR2zKmBZmu5TQQN2sNaYvsJaxTM/Jxh5IH33KLynTEyJv4uPjGTBgACtWrABMazO1bt26iKMSQgghHm8y4lQCqCV6Gg221SpnWPh2Bdtn5bD4m52pm57RYMSo2KubK8TdUx9nLNPrX719AUYtZXpC5MXFixdp1qwZK1aswMbGhlmzZlms/yGEEEKIoiEjTsVY3K/biJwanF6iV640lfYuAcBgSOXM5mG5u1CsEbdSjiTGQXkXKH0ziTtpu+yvJVHtVDK2eoUte1eq3fQwGLK93IOE6cIITQwl3hgPPLwyvXMhIewJCiI+PLzQ7yVEYdi0aRNvvvkmUVFRlC1bll9++YXnnstbqawQQgghCpaMOBVjaoleWhKTsUQvNSmK1OSYTOfY2Lth4+CR63uUOhOHQ7wRbZKB6Ohoy256kKeOeqGJoUQZojBiutbDKtPbExRE5NmzGNPeL7tSpR7KfYUoCN999x3t27cnKiqKp59+miNHjkjSJIQQQhQjkjgVY9mV6OWkZrtv0GhyP5CopJiSGyPg7u6Ou2KgnFFHR300lK8InXpZHbe5RE9BwUPj8dDK9HSxsab7ajR4BgTQ/PPPH8p9hSgI1atXB2DAgAHs2LEDX1/fIo5ICCEKjqIorFu3rkjurdPpqFq1Knv37i2S+4us6XQ6/Pz8OHToUFGHkmuSOJUA5hK9B3XSa/n+v/jUeSNP9zA4aPjiiy/4winO1E3PzQEm/ZTnjnoAzoozvdx6PfRues7e3vQ7c4Yar732UO8rhLVSUtLnAb744oscOXKEn376CXt7+xzOEkI87vr06YOiKAwePDjTviFDhqAoCn369LE4vlOnTtlez8/PD0VRUBQFZ2dnGjVqREhISI4xmM8xN7HJqHbt2iiKwoIFC9Rt4eHhtG9fsHOpc2vu3Ln4+/vTrFmzTPsGDRqEVqvN8vVm975t374dRVGIjo5Wt+l0OqZNm0b9+vVxcnLCy8uL5s2bM3/+fIu/6wvaiRMneO6553BwcKBixYpMmzYtx+MXLFig/q7v/7l165Z63NKlS9XX4u3tTb9+/bh79666PyUlhYkTJ/LEE0/g4OBA/fr12bhxY1a3BODLL79EURSLxZTt7OwYPnw4o0aNyvsb8JBJ4vQIUTRa9fHukNMY9AZupVTmAJ25ZZpuRNQ9PbroU/jzEx4x36FJyvtcpqxkbEEuhMje77//TvXq1blw4YK6rUGDBkUXkBCiRKlYsSIrVqwgMTFR3ZaUlMSyZcuoVKmS1debOHEi4eHhHD16lCeffJJu3bo9cISmYsWKzJ8/32Lbvn37iIiIyLRAd/ny5Qv1SyGdTpfldqPRyOzZs+nfP3PVTkJCAitWrGDkyJHMmzcvX/cODAzkyy+/ZODAgezdu5cDBw4wZMgQZs2axalTp/J87Zzcu3ePdu3aUblyZQ4fPsxXX33Fp59+yo8//pjtOd26dSM8PNziJzAwkBYtWlC2bFkA9uzZQ69evejfvz+nTp0iJCSEAwcO8Pbbb6vXGT9+PD/88AOzZs3i9OnTDB48mM6dO3P06NFM9zx48CA//PAD9erVy7SvR48e7N69u9Deo4ImidMjaknQdgAuJTcgQXHHYKrIw5BioDS7sOcuWmMsStrxRlsly+tYS1qQC5Ezg8HAZ599RseOHbl8+TJTp04t6pCEECVQo0aNqFixImvWrFG3rVmzhkqVKtGwYUOrr1eqVCnKly9P9erVmTNnDo6Ojqxfvz7Hc3r06MGOHTv477//1G3z5s2jR48e2NhYThvIWKq3aNEiXFxcCAsLU/e/++67BAQEkJBgmqZw8uRJ2rdvj4uLC+XKleOtt97izp076vEtW7bkvffe46OPPsLLy4vAwMAsYzx8+DAXLlygQ4cOmfaFhIRQq1YtRo8ezc6dOy1ehzVmzJjBzp072bp1K0OGDKFBgwZUqVKF7t27s3//fqpVK5zKm6VLl6LT6Zg3bx61a9fmjTfe4IMPPmD69OnZnuPo6Ej58uXVH61Wy99//22RWIaGhuLn58cHH3yAv78/zz77LIMGDeLAgQPqMYsXL2bs2LG89NJLVKlShXfeeYeXXnqJb775xuJ+cXFx9OjRg59++gkPj8xz8D08PGjevHmWI5fFkXTVe0QlxuoAe/RGU/KiUcAuJQW3O9FoMH0roygKqfYKKVojibVcCuS+0oJciOzFxMTw1ltvqR9GhgwZkuM/cEKIIvD5+3Av6uHe09UDPpll9Wn9+vVj/vz59OjRAzAlLX379mX79u35CsfGxgZbW9tsR3HMypUrR2BgIAsXLmT8+PEkJCSwcuVKduzYwaJFi7I9r1evXvz+++/06NGDvXv3smnTJn7++WdCQ0NxcnIiOjqa1q1bM2DAAL799lsSExMZNWoUXbt25e+//1avs3DhQt555x327NmT7b127dpF9erVKZVFw6jg4GB69uyJm5sb7du3Z8GCBXzyySe5eIcsLV26lLZt22aZsNra2mJrm/UXyVevXqVWrVo5Xnvs2LGMHTs2y32hoaE8//zz2NnZqdsCAwOZOnUqUVFRWSYq91u0aBFOTk68lmF6Q9OmTRk7diwbNmygffv23Lp1i19++YWXXnpJPSY5ORkHBweLazk6OrJ7926LbUOGDKFDhw60bduWSZMmZRnDU089xa5dux4Ya3EgiVMxFffrNvThtwvsemWdofKFW9yJ06NRACO4ublxtrU9t5NiKOPgAId2QtSdB14rNx5WC3IhSorTp0/TqVMnwsLCsLe3Z+7cuRZzEIQQxcS9qAL7t7Cw9ezZkzFjxnDlyhXAVGK1YsWKfCVOOp2Ob775hpiYmFwtvN2vXz+GDRvGuHHj+OWXX3jiiSdyVXZsLt364IMPWLNmDZ9++imNGzcGYPbs2TRs2JAvvvhCPX7evHlUrFiR8+fPq810qlWr9sA5PVeuXMHHxyfT9rCwMPbt26eO2PXs2ZOhQ4cyfvx4FMW6KpywsDBatmxp1TkAPj4+HDt2LMdjPD09s90XERGBv7+/xbZy5cqp+3KTOAUHB9O9e3ccHdO7KDdv3pylS5fSrVs3kpKSSE1NpWPHjsyZM0c9JjAwkOnTp/P888/zxBNPsHXrVtasWYNer1ePWbFiBUeOHOHgwYM5xuDj46P+GS7uJHEqpiKnBquPM7YhL1TrFqc/zkMbciFE1g4ePEjr1q2Ji4tTS2uaNGlS1GEJIbLimvslPYr6nmXKlKFDhw4sWLAAo9FIhw4d8PLyytO1Ro0axfjx40lKSsLFxYUvv/ySDh06mBpHZUhgTp8+bTGHqkOHDgwaNIidO3cyb948+vXrl6v7eXh4EBwcTGBgIM2aNWP06NHqvuPHj7Nt2zZcXDJXw1y4cEFNnMyJVk4SExMzjYyAKRELDAxU36+XXnqJ/v378/fff9OmTZtcvQYz81Iu1rKxsaFq1ap5OrcghIaGcubMGRYvXmyx/fTp03z44YcEBQURGBhIeHg4I0aMYPDgwQQHmz6fzpw5k7fffpuAgAAUReGJJ56gb9++6lyx//77jw8//JAtW7Zk+f5n5OjoqJZoFneSOBVTaityyFUb8gKRnD7BNC9tyIUQWatXrx61atXCycmJVatWUaZMmaIOSQiRnTyUzBWlfv368d577wFYjAhYa8SIEfTp00edU2QedRk8eDBdu3ZVj7t/9MbGxoa33nqLCRMmsH//ftauXZvre+7cuROtVkt4eDjx8fFqOV1cXBwdO3bMcg6ot7e3+vj+BhRZ8fLy4p9//rHYptfrWbhwIRERERZzsfR6PfPmzVMTJ1dX1yxHQqKjo9Fqter9q1evztmzZ3Pxii3lt1SvfPny3Lx502Kb+Xn58uUfeP+ff/6ZBg0aZEpAp0yZQvPmzRkxYgRg+jfM2dmZ5557jkmTJuHt7U2ZMmVYt24dSUlJ3L17Fx8fH0aPHk2VKlUA09yyW7du0ahRI/W6er2enTt3Mnv2bJKTk9FqTU3NIiMjS8y/i5I4FXNa7zIPbEOeG8k6A3ei9Zl36JJN/42JhOhI02MPrzy1IZeOekKki46OplSpUmi1Wuzt7fnjjz9wd3fPNGFaCCHy48UXX0Sn06EoSrYNEnLDy8sry9EPT0/PHMvFwJS8ff3113Tr1i1X5WEAe/fuZerUqaxfv55Ro0bx3nvvsXDhQsDU+GL16tX4+fnl++/Mhg0b8v3332M0GtVkcMOGDcTGxnL06FH1wzuYGlL07duX6Oho3N3dqVGjBitWrCA5OdmiI+CRI0fw9/dX5y51796dsWPHcvTo0UzznFJSUtDpdFkmefkt1WvatCnjxo0jJSVFjWXLli3UqFHjgb+HuLg4Vq1axZQpUzLtS0hIyPS+m9+n+0fXHBwc8PX1JSUlhdWrV6tJdps2bTIlrH379iUgIIBRo0Zlet/z0tCkKEhXvcdEQlL6H3SL0t3EtJEtgwGMaa3J81imJx31hDA5fvw4jRo1sphk7OXlJUmTEKLAabVazpw5w+nTpy0+jN4vJiaGY8eOWfzktYvc/WrWrMmdO3cytSbPTmxsLG+99RYffPAB7du3Z+nSpaxcuZJffvkFMDUUiIyM5M033+TgwYNcuHCBTZs20bdvX4s5NLnRqlUr4uLiLNpdBwcH06FDB+rXr0+dOnXUn65du+Lu7s7SpUsBU9dARVHo1asXhw8f5t9//2XevHnMmDGDYcOGqdf76KOPaN68OW3atGHOnDkcP36cixcvsmrVKp555hmL7oEZmUv1cvrJKXHq3r07dnZ2atvwlStXMnPmTIYOHaoes3btWgICAjKdu3LlSlJTU+nZs2emfR07dmTNmjV8//33XLx4kT179vDBBx/w1FNPqSOO+/fvZ82aNVy8eJFdu3bx4osvYjAYGDlyJGDq0pjxva1Tpw7Ozs6ULl2aOnXqWNxv165dtGvXLtvXWZxI4vSYMGT4gsDZIeOvPcMODy8oXzHPZXrSUU8IWL58OU2bNuXSpUusXLmS2NjYog5JCPGIc3V1xdXVNcdjtm/fTsOGDS1+PvvsswKLoXTp0hYNBnLy4Ycf4uzsrM6dqlu3Ll988QWDBg3i+vXr+Pj4sGfPHvR6Pe3ataNu3bp89NFHuLu7o9FY99G1dOnSdO7cWU2Gbt68yR9//EGXLl0yHavRaOjcubM6j8fd3Z1du3aRkpLCyy+/TIMGDfjuu++YPn06gwYNUs+zt7dny5YtjBw5kh9++IFnnnmGJ598ku+++44PPvggU6JQUNzc3Ni8eTOXLl2icePGDBs2jKCgIAYOHKgeExMTw7lz5zKdGxwczKuvvoq7u3umfX369GH69OnMnj2bOnXq8Prrr1OjRg2L1vdJSUmMHz+eWrVq0blzZ3x9fdm9e3eW18tJaGgoMTExFl39ijPFmNcZbSXUvXv3cHNzIyYm5oF/yRSly/VeRR9+G613GfxOrMm0X5dwm20zLTuptPrwEnZOphrR3oFzUN5wYW/sayQbndGmpOJ38QY+dqdw1ZlaIbsrBs62tOW2oy1lkvWs6TIzz/GG6cLYEL8BMHXU6+9euPOyzoWEsCcoCF2GD6Xx4eEYDQZcfH0ZfO1aod5fiPulpqYyatQotb14u3btWL58+QNLXIQQRSMpKYlLly7h7+//wMnromQ7ceIEL7zwAhcuXMiy4YQoOt26daN+/frZzuMqKDn9/25NbiB1I4+qNll/6+Oi26k+tjekAuaSuvwtgPuwy/T2BAURmc1ETLss1moQojDdvn2bN954Q11fZMyYMXz++ec5ls0IIYR4OOrVq8fUqVO5dOkSdevWLepwRBqdTkfdunX5+OOPizqUXJPEqYS6cXJlzgfYZZ0IOROHuXdeR4dUjpuHvB3z1/L8YZfpmUeaFI0G5wwdduxKlaL5558X+v2FMEtNTeX555/n7NmzuLi4sGDBgixLQIQQQhQdWTev+LGzs2P8+PFFHYZVJHEqgQyGVM5tHZ3t/j/C4ACd0cfakmxwVAeTvNy12MekkGjU4K4YaPTtAvjrM0iKATv7bK9njcJe+NZcohcfHg6As7e3lOWJImVjY8Mnn3zCZ599xtq1ax/YWlYIIYQQJZM0hyiBUpOistxu42BqPflNKCQo7iQbnUEx/Yo1hkdjKpu5RM9oMHUAlLI8URRSUlL4999/1efdu3fn+PHjkjQJIYQQjzBJnEqgrMr0arT5Eo3GNIAYr1bNGbAzxuOQmoLnneiHFl9hylii5xkQIGV54qGLiIigTZs2tGzZkoiICHW7TC4XQgghHm1SqlfCZFem51OnW6Zt9koiz2hWc+18SwDsnM4TbTTlypG2Gl796zPuJt0r1HgL0rmQEOKuXwdMJXr9zpwp4ojE42bfvn106dKFGzdu4Orqyvnz53O1OrsQQgghSj4ZcSphHlSmdz9jhgU3XZJ3qI91tgq3k2IwpK3j5GRTMHOcCtOeoCD1sZToiYftxx9/pEWLFty4cYOaNWty8OBBnn/++aIOSwghhBAPiSROj4CMZXqZKOnd9ZztU9XHN6vboEGhjIMblV3K0r96+8IOM98yrtkkJXriYUlOTmbgwIEMGjQInU7Hq6++yv79+6levXpRhyaEEEKIh0hK9R4BWZXpmRnT8iYfp/MkJsQAoLeHe95ayji4sqbthHzdO0wXRmhiKPHG+HxdJ6OsFrcF1E56Lr6+1CghK0yLkm/ixIn89NNPKIrC5MmTGT16NIqSv3XPhBBCCFHyyIjTI8/0AS9jmZ6xANfkDE0MJcoQhTGt5K8gFr81d86Lu37d4kc66YmiMGrUKJo1a8aGDRsYM2aMJE1CiMfeuXPnKF++PLH3fcEpitbcuXPp2LFjUYfxSJPE6ZFnpFI5G4syvVj/gvu1mxe+VVDw0HgUyOK3GTvnufj6WvxIJz1R2IxGI5s2bcJoNH0Z4Orqyu7du3nxxReLODIhhEgXERHB+++/T5UqVbC3t6dixYp07NiRrVu35up8RVFy/Pn000+zPXfMmDG8//77lMrii8yAgADs7e0tuo6a+fn5MWPGjEzbP/30Uxo0aFCgry+vQkJCCAgIwMHBgbp167Jhw4Ycj+/Tp0+W71/t2rUtjpszZw5+fn44ODjw9NNPc+DAAYv9gwYN4oknnsDR0ZEyZcrwyiuvcPbsWYtjrl69SocOHXBycqJs2bKMGDGC1NT0z3f9+vXjyJEj7Nq1K5/vgsiOJE6PoGSdQX2sGGHBBB/s7Uzfkhvs4Eal/I8K3c9ZcaaXW688L357LiSEeTVrMrdChUyL22b86XfmjJTpiUKTmJhInz59ePHFF5k5c6a6XUaZhBDFyeXLl2ncuDF///03X331Ff/88w8bN26kVatWDBkyJFfXCA8PV39mzJiBq6urxbbhw4dned7Vq1f5/fff6dOnT6Z9u3fvJjExkddee42FCxcW6evLi7179/Lmm2/Sv39/jh49SqdOnejUqRMnT57M9pyZM2davG///fcfnp6evP766+oxK1euZOjQoUyYMIEjR45Qv359AgMDuXXrlnpM48aNmT9/PmfOnFG/vGvXrh16vR4AvV5Phw4d0Ol07N27l4ULF7JgwQKCMjbOsrOje/fufPfdd4Xw7giQOU6PpIQkY3pKbLRc+FavAUPah8Di1EnPXJ6XkZTkiYfp6tWrdO7cmSNHjqDRyHdKQoji691330VRFA4cOICzs7O6vXbt2vTr1w8wLcyt1+tZuTJ97ceUlBS8vb2ZPn06vXr1Ure7ubmhKEqulldYtWoV9evXx9fXN9O+4OBgunfvTosWLfjwww8ZNWpUob2+wjBz5kxefPFFRowYAcDnn3/Oli1bmD17NnPnzs3yHDc3N9zc3NTn69atIyoqir59+6rbpk+fzttvv61umzt3Ln/88Qfz5s1j9GjTEjMDBw5Uj/fz82PSpEnUr1+fy5cv88QTT7B582ZOnz7NX3/9Rbly5WjQoAGff/45o0aN4tNPP8XOzg6Ajh078sILL5CYmIijo2PBvkFCEqdHkSFDrqSkpmTarzEaqViqXLHqpJexPM/Z2xu7UqWkJE88NNu2baNr167cuXMHLy8vVq5cSevWrYs6LCFEEVjcpAnxWZSZFSbn8uV569ChXB0bGRnJxo0bmTx5skVSYebu7g5Ajx49eP3114mLi8PFxQWATZs2kZCQQOfOnfMc665du2jSpEmm7bGxsYSEhLB//34CAgKIiYlh165dPPfcc1ZdP7evLytLly5l0KBBOV7/zz//zDam0NBQhg4darEtMDCQdevWPTBus+DgYNq2bUvlypUB0Ol0HD58mDFjxqjHaDQa2rZtS2hoaJbXiI+PZ/78+fj7+1OxYkU1trp161KuXDmL2N555x1OnTpFw4YNAWjSpAmpqans37+fli1b5jpukTuSOD1C/giDz7cZSMnwbbmiN5XtJevTE6jSOgNLWmZeRLeo3L+w7eBr14o4IvG4MBqNfPvtt4wcORK9Xk/jxo1ZvXq1+g+eEOLxEx8Rof6bVBz9+++/GI1GAgICcjwuMDAQZ2dn1q5dy1tvvQXAsmXLePnll7Ocm5RbV65cyTJxWrFiBdWqVVPn9rzxxhsEBwdbnTjl9vVl5eWXX+bpp5/O8ZisRsrMIiIiLBITgHLlymU5XysrN27c4M8//2TZsmXqtjt37qDX67O87v1zmP73v/8xcuRI4uPjqVGjBlu2bFFHkrKLzbzPzMnJCTc3N65cuZKrmIV1JHF6hHwTCuGJGnMjPbRKCkpaDhWfmqRW7zmlGrM8v6jIwraiqJw+fVpNmnr37s33338vpQ1CPOacc1GuVpT3NBpz92+4jY0NXbt2ZenSpbz11lvEx8fz66+/smLFiryGCZjmgjo4OGTaPm/ePHr27Kk+79mzJy1atGDWrFlWJWq5fX1ZKVWqVL6SwvxauHAh7u7udOrUKU/n9+jRgxdeeIHw8HC+/vprunbtyp49e7J8v3Pi6OhIQkJCnmIQOZPE6RESbx5UMhpx1NzD3/4YTnb2aZvS/yLqf7ng1lwqCLKwrSgqtWvXZsaMGSiKotbUCyEeb7ktmSsq1apVQ1GUTKMVWenRowctWrTg1q1bbNmyBUdHx3x3CPXy8iIqKspi2+nTp9m3bx8HDhywmNek1+tZsWIFb7/9NmDqUhoTE5PpmtHR0eo8IWte3/3yW6pXvnx5bt68abHt5s2buZr7ZTQamTdvHm+99ZY6SgSm90ur1ebquub5UtWqVeOZZ57Bw8ODtWvX8uabb1K+fPlMnfjM17z/OpGRkZQpU+aBMQvrSeJUDMX9ug19+G2rz0tOSAFs0abqaeL8Bza2KdjExfHZZ5+hSTKV7GmM0OpOcp5jMy94a25Dnt+FbzOW6cnCtuJh2LRpExUrVqRWrVoAvPfee0UckRBC5J6npyeBgYHMmTOHDz74INM8oOjoaHUeULNmzahYsSIrV67kzz//5PXXX8fWNn+ddRs2bMjp06cttgUHB/P8888zZ84ci+3z588nODhYTZxq1KjB4cOHM13zyJEj1KhRw+rXd7/8luo1bdqUrVu38tFHH6nbtmzZQtOmD15qZceOHfz777/079/fYrudnR2NGzdm69at6kiUwWBg69atOf77YzQaMRqNJCcnq7FNnjyZW7duUbZsWTU2V1dX9d8zgAsXLpCUlKTOeRIFSxKnYihyarD6WOPilOvzEu4lg4vlX4j6y5e4mZBgrt7L9+K35gVv75fXhW+lTE88LEajkSlTpjB+/HiqVavGgQMHLDohCSFESTFnzhyaN2/OU089xcSJE6lXrx6pqals2bKF77//njNnzqjHdu/enblz53L+/Hm2bduW73sHBgYyYMAA9Ho9Wq2WlJQUFi9ezMSJE6lTp47FsQMGDGD69OmcOnWK2rVr8/HHH/Pcc88xefJkXn31VfR6PcuXLyc0NJT//e9/eXp9GeW3VO/DDz+kRYsWfPPNN3To0IEVK1Zw6NAhfvzxR/WYMWPGcP36dRYtWmRxbnBwME8//XSm9wBg6NCh9O7dmyZNmvDUU08xY8YM4uPj1S57Fy9eZOXKlbRr144yZcpw7do1vvzySxwdHXnppZcAaNeuHbVq1eKtt95i2rRpREREMH78eIYMGYK9fXqX5F27dlGlShWeeOKJPL8PInvSc7cYMsSl16V6ju6fw5GWMpbjmUuOjKmm/v9GIMlZyffitxkXvHVRXHBRXPK18K2U6YmHITY2ltdee41x48ZhNBpp2bKl1TXjQghRXFSpUoUjR47QqlUrhg0bRp06dXjhhRfYunUr33//vcWxPXr04PTp0/j6+tK8efN837t9+/bY2Njw119/AfDbb79x9+7dLDv11axZk5o1axIcbPpCuFmzZvz555/8+eefNG/enJYtW7J37162bt1qkXBY8/oKUrNmzVi2bBk//vgj9evX55dffmHdunUWsYWHh3P16lWL82JiYli9enWm0Sazbt268fXXXxMUFESDBg04duwYGzduVJs7ODg4sGvXLl566SWqVq1Kt27dKFWqFHv37lVHl7RaLb///jtarZamTZvSs2dPevXqxcSJEy3utXz5cnWETxQ8xZifWXgl0L1793BzcyMmJgZXV9eiDidLl+u9ij78NlrvMvidWGOxT5dwm20z/S22tfrwEnZOZag2KRZdqVLY6HU857EcAKfjx0CXjN5Bw+nWdpRJTGHNgSj4akmeYguODibOGIeL4kJ/99wndRmdCwlhT1AQuthY4sPDMRoMuPj6Sjc9USjOnTtH586dOXPmDHZ2dsyePVv+URFCkJSUxKVLl/D395cvUqw0Z84cfvvtNzZt2lTUoYgMTp06RevWrTl//rxUVNwnp//frckNpFTvEaTRpqqPFcU02lScyGK34mFZv349PXv25N69e/j4+LB69WqeeeaZog5LCCFKtEGDBhEdHU1sbGyRdrETlsLDw1m0aJEkTYVIEqcSxmjQW3W8o60tCcl5bwZRGGSxW/EwGI1Gpk+fzr1793j22WcJCQnJVWckIYQQObOxsWHcuHFFHYa4T9u2bYs6hEeeJE4lyI2TK/hn/YBcH+/h5ISdjQ3FtZO/LHYrCpOiKKxcuZLvvvuOoKAgi/awQgghhBDWkuYQJYTBkMqZzcOy3Nd5JdSZmYLOxQUARUkrztMlQ0xaBzyjId8xhOnCiDPG5fs6QhSW06dPM3XqVPV52bJlmTRpkiRNQgghhMg3GXEqIVKTokhNzrxoXJLixukYDwyKDeae41rF1PnOISEWDHpQ7vs12zvmKYbQxFD1cV7bjwtRWFavXk2fPn2Ii4vDz8+Pbt26FXVIQgghhHiEyIhTCfd7qW9MSZPRiDYlFUclBn/7YwC8ejMs8wkaLXTqlad7mVuRA3luPy5EQdPr9YwdO5bXXnuNuLg4WrZsSevWrYs6LCGEEEI8YmTEqQRr+f6/BK0sD3GgTdXjd/EGlSutw/7yZTQGA2uTE4ghbcVbJS1HdvOAJs/l+h5hujBCE0NJMaYQb4wHwEVxoZpdtTzFfC4khLjr1/N0rhD3i4yMpHv37mpL3KFDhzJ16lRsbOSvNiGEEEIULPl0UYIpGm2mbXY3r6BJTgIgOkOJntFWydM9QhNDiTJEWWzLT5nenqAg9bG0IBf5cfz4cTp37sylS5dwdHTk559/pnv37kUdlhBCCCEeUVKq94jRZGhX7m5Mxd2YSjk3V2JrueTpeubyPAUFF8UFD41Hvsr0zK3IAWlBLvLl0qVL6mJ2oaGhkjQJIUQe9enTh06dOuX7OjqdjqpVq7J37978ByUKjE6nw8/Pj0OHDhV1KCWeJE4lnC7VtNit1laHb7096Ttsbfki5SpfuCTw/PtvcK209Ws5Zeyi56w409+9P73ceuWpTO9cSAjzatYkPjwcABdfX2q89prV1xHCrFOnTixatIhDhw5Rv379og5HCCEemtu3b/POO+9QqVIl7O3tKV++PIGBgezZs+fBJ2dh5syZLFiwIN9xzZ07F39/f5o1a5Zp36BBg9BqtYSEhGTal13itn37dhRFITo6Wt2m0+mYNm0a9evXx8nJCS8vL5o3b878+fNJSUnJdI2CcuLECZ577jkcHByoWLEi06ZNe+A5Bw8epE2bNri7u+Ph4UFgYCDHjx9X9587d45WrVpRrlw5HBwcqFKlCuPHj7d4HWvWrKFJkya4u7vj7OxMgwYNWLx4scV94uLieO+996hQoQKOjo7UqlWLuXPnqvvt7OwYPnw4o0aNKoB34vEmiVMJkd3Ct4lp/3MpihGtvQ4jplbkStp/AYLPb1QfO9nY5/qeBdlFb09QEJFnz2I0mNqiS5mesNbt27fp2rUr//33n7rtrbfewtPTswijEkKIh69Lly4cPXqUhQsXcv78eX777TdatmzJ3bt383Q9Nzc33N3d8xWT0Whk9uzZ9O/fP9O+hIQEVqxYwciRI5k3b16e76HT6QgMDOTLL79k4MCB7N27lwMHDjBkyBBmzZrFqVOn8vMSsnXv3j3atWtH5cqVOXz4MF999RWffvopP/74Y7bnxMXF8eKLL1KpUiX279/P7t27KVWqFIGBgWpiZGtrS69evdi8eTPnzp1jxowZ/PTTT0yYMEG9jqenJ+PGjSM0NJQTJ07Qt29f+vbtq87tBdP83o0bN7JkyRLOnDnDRx99xHvvvcdvv/2mHtOjRw92795daO/R40LmOJUAOS18azSaEiQjoE+2Q5PWBMJRn6oek5CaPtrUv3r7XN+3ILvomUv0FI0Gj+rVpUxPWOXw4cN07tyZ//77jzt37vD3338XdUhCCFEkoqOj2bVrF9u3b6dFixYAVK5cmaeeeko9Zvjw4Zw9e5bff/8dgBkzZvDxxx/z559/8uKLLwJQtWpVRo8ezYABA+jTpw/R0dGsW7cOgJYtW1KvXj0cHBz4+eefsbOzY/DgwXz66afZxnX48GEuXLhAhw4dMu0LCQmhVq1ajB49Gh8fH/777z8qVqxo9WufMWMGO3fu5NChQzRs2FDdXqVKFV5//XV0Op3V18yNpUuXotPpmDdvHnZ2dtSuXZtjx44xffp0Bg4cmOU5Z8+eJTIykokTJ6qvdcKECdSrV48rV65QtWpVqlSpQpUqVdRzKleuzPbt29m1a5e6rWXLlhbX/fDDD1m4cCG7d+8mMDAQgL1799K7d2/12IEDB/LDDz9w4MABXn75ZQA8PDxo3rw5K1as4HP5DJZnMuJUzD1o4dskQ9qaTEaFiP2NcHcyPbfLkDiZlXFwo5VP7kqaMpbp5bWLnrk8b26FCmqJnrO3N/3OnJEyPZFrCxYsoHnz5vz3339Uq1aNWbNmFXVIQghRZFxcXHBxcWHdunUkJ2ddht+iRQt2796NXm+qVtmxYwdeXl5s374dgOvXr3Ph7I93iwAAmvNJREFUwoVMH8ozWrhwIc7Ozuzfv59p06YxceJEtmzZku3xu3btonr16pTKoqIkODiYnj174ubmRvv27fNcFrh06VLatm1rkTSZ2dra4uzsnOV5V69eVd+37H6++OKLbO8bGhrK888/b7GYemBgIOfOnSMqKirLc2rUqEHp0qUJDg5Gp9ORmJhIcHAwNWvWxM/PL8tz/v33XzZu3KgmxPczGo1s3bqVc+fO8fzzz6vbmzVrxm+//cb169cxGo1s27aN8+fP065dO4vzn3rqKYukTFhPRpyKuQctfIti6pZnXvQ2kyJc7NZcnpeRlOiJ3NLpdAwdOpQ5c+YA8H//938sXrw43+UkQgiRk4+a/ExURNxDvadHeRdmHMq6suR+NjY2LFiwgLfffpu5c+fSqFEjWrRowRtvvEG9evUAeO6554iNjeXo0aM0btyYnTt3MmLECHVEafv27fj6+lK1atVs71OvXj21ZKxatWrMnj2brVu38sILL2R5/JUrV/Dx8cm0PSwsjH379rFmzRoAevbsydChQxk/fjyKYl3H37CwsByTvez4+Phw7NixHI/Jqew7IiICf39/i23lypVT93l4eGQ6p1SpUmzfvp1OnTqpIzzVqlVj06ZNmZbMaNasGUeOHCE5OZmBAwcyceJEi/0xMTH4+vqSnJyMVqvlf//7n8XvYdasWQwcOJAKFSpgY2ODRqPhp59+skiuzO/DlStXcnwfRM4kcSrmbpxcmeX230t9gyHVBjDipImhkvYkBspkPrBTL4i2vqypIMr0MpbnOXt7Y1eqlJToiVy5ffs2r776Krt37wZM5Q1BQUFoNDJILoQoXFERcdy9HvvgA4tQly5d6NChA7t27WLfvn38+eefTJs2jZ9//pk+ffrg7u5O/fr12b59O3Z2dtjZ2TFw4EAmTJhAXFwcO3bsyHZUw8ychJl5e3tz69atbI9PTEzEwcEh0/Z58+YRGBiIl5cXAC+99BL9+/fn77//pk2bNla9bvP0BGvZ2NjkmCQWhsTERPr370/z5s1Zvnw5er2er7/+mg4dOnDw4EEcHdO/2F65ciWxsbEcP36cESNG8PXXXzNy5Eh1f6lSpTh27BhxcXFs3bqVoUOHUqVKFTWJnDVrFvv27eO3336jcuXK7Ny5kyFDhuDj40Pbtm3V6zg6OpKQkPDQ3oNHkSROxZhRMXB+6+hM2zMufGtPAk+7/Aq37mFjH0FMTIbRKQ8v02K3f+V9Pkh+Frs1c/b2ZvC1a/m6hni8ODs7Exsbi6urK4sXL1ZrtIUQorB5lM/b8h0P+54ODg688MILvPDCC3zyyScMGDCACRMm0KdPH8A0N2b79u3Y29vTokULPD09qVmzJrt372bHjh0MG5b1NAAzW1vLahNFUTCkNXjKipeXF//884/FNr1ez8KFC4mIiLAYZdHr9cybN09NnFxdXbMcCYmOjkar1aoleNWrV+fsfZUsuXH16lVq1aqV4zFjx45l7NixWe4rX748N2/etNhmfl6+fPksz1m2bBmXL18mNDRU/dJv2bJleHh48Ouvv/LGG2+ox5rnQNWqVQu9Xs/AgQMZNmwYWq1pvU6NRqMmfg0aNODMmTNMmTKFli1bkpiYyNixY1m7dq06v6xevXocO3aMr7/+2iJxioyMpEyZLL5kF7kmiVMxZVSM6Epl/a2ArZNX+nFpX77YR1xGq0lMf072f7kJUVwZjUYURcHJyYm1a9ei0+moUaNGUYclhHiM5LZkrripVauWWooHpnlO8+bNw8bGRm0I0bJlS5YvX8758+fzVPKWk4YNG/L999+rf48DbNiwQS0ZNCcBACdPnqRv375ER0fj7u5OjRo1WLFiBcnJydjbp3f/PXLkCP7+/moS1717d8aOHcvRo0czzXNKSUlBp9NlOc8pv6V6TZs2Zdy4caSkpKixbNmyhRo1amRZpgemToIajcaiHNH8PKcE1GAwkJKSgsFgsHjP7j/GPL8tJSWFlJSUTBUZWq02031OnjyZ5fwwkXtS91IMxfjd4NI7/3C5Q+YF5Gq0+RKNJnO+q6S1K1cUhXKKno6pWU9WFKI4Mtd1Z5yc6+/vL0mTEELc5+7du7Ru3ZolS5Zw4sQJLl26REhICNOmTeOVV15Rj3v++eeJjY3l999/V5Okli1bsnTpUry9valevXqBxtWqVSvi4uIs2l0HBwfToUMH6tevT506ddSfrl274u7uztKlSwFTq2xFUejVqxeHDx/m33//Zd68ecyYMcNiZOyjjz6iefPmtGnThjlz5nD8+HEuXrzIqlWreOaZZwgLC8syNnOpXk4/OSVO3bt3x87Ojv79+3Pq1ClWrlzJzJkzGTp0qHrM2rVrCQgIUJ+/8MILREVFMWTIEM6cOcOpU6fo27cvNjY2tGrVCjA1u1i1ahVnzpxRX8eYMWPo1q2bmqBNmTKFLVu2cPHiRc6cOcM333zD4sWL6dmzJ2AarWvRogUjRoxg+/btXLp0iQULFrBo0SI6d+5s8Tp27dqVqWGEsI6MOBUzBkMqtxqfxWCX9bpNPnW6AZCckALYqs0hzNzc3JiQchWS44G8NYbI2FHPWudCQtgTFIQuNlbtpCdETq5fv06XLl3Yv38/NjY2dO/ePdMkXCGEECYuLi48/fTTfPvtt1y4cIGUlBQqVqzI22+/bVFq5uHhQd26dbl586b6gf7555/HYDA8cH5TXpQuXZrOnTuzdOlSpkyZws2bN/njjz9YtmxZpmM1Gg2dO3cmODiYIUOG4O7uzq5duxg9ejQvv/wyMTExVK1alenTp1usC2Vvb8+WLVv49ttv+eGHHxg+fDhOTk7UrFmTDz74gDp16hT46wLTZ6vNmzczZMgQGjdujJeXF0FBQRatyGNiYjh37pz6PCAggPXr1/PZZ5/RtGlTNBoNDRs2ZOPGjXh7ewOmhG7q1KmcP38eo9FI5cqVee+99/j444/V68THx/Puu+9y7do1HB0dCQgIYMmSJXTr1k09ZsWKFYwZM4YePXoQGRlJ5cqVmTx5MoMHD1aPCQ0NJSYmhtekq3G+KMa8zrQroe7du4ebmxsxMTG4uroWdTiZ6BJus21m1h8abezdaPXRFTQaG6pPjiPZxQU7EmjuGoLDsaNoUnS4u7vzRcpViLpjmuP01RJe/eszbifFUMbBjTVtJ2R57YwWxSwiymAasfLQeNDLrVeu459Xs2amTnqeAQH0O3Mm19cQj49du3bx+uuvc/PmTTw8PFi+fLm6LoUQQhSmpKQkLl26hL+/f5ZNDYT1Tpw4wQsvvMCFCxdwcXn4c8VE9rp160b9+vWzncf1qMvp/3drcgMp1SshbOzdqNnuG7VMrzDz3fx01MvYSc/F1xfPgADppCcyMa8w37p1a27evEm9evU4dOiQJE1CCFGC1atXj6lTp3Lp0qWiDkVkoNPpqFu3rsVIlsgbKdUrAZq/fQgnz6poNDbsDjnNkqDtGN8w1bYqihFt5F00KWmrZcdEgi7SquuH6cIITQxVE6Z4YzxgXUc9c4lexoVupZOeyM7gwYP58ccfAXjzzTf56aefsl24UAghRMlh7uonig87OzvGjx9f1GE8EmTEqQSwcyqtjjQtCdrOtbN3yTjeZHs9PUGxN6SCMa2LSi4Xvw1NDCXKEEWcMY44YxzGtKtbs/CtebFbY1oHF1noVuTkySefRKvVMn36dJYuXSpJkxBCCCGKPRlxKmESY00jSxYtIfTpjSQ6OqSCi5cpaeqUu7lJ5pEmBQVnxfQB1laxtapML2OJnkf16lKeJzJJSkpS64oHDBjAs88+a9GBSAghhBCiOJPEqQTZHXKau9djialfkxT3jJPXTGmUu2Kg0bcLLM7ZduMYt5NiyE7GDnrOijP93ftne2xuOHt7SyMIYcFoNDJ9+nTmzp3Lvn37KF26NIAkTUIIIYQoUaRUrwRZErQdgJsvtVS3aZWUrA9OE3x+o/rYycY+0/7QxFD1sTWleULkRnx8PN27d2f48OH8+++/LFq0qKhDEkIIIYTIExlxKkHMZXp6ezt1m7/9MTRk32EvITVZfdy/evtM+/PTQU+InFy8eJHOnTtz4sQJbGxsmDFjBu+++25RhyWEEEIIkSeSOBUz8X/uyXF/TP2apKaV6dkp8ZS1vQI5JE5mZRzcaOVTP9v91nTQE+JBNm3axJtvvklUVBTlypUjJCSE5557rqjDEkIIIYTIMynVK2aiZi3NcX/GMj2btDI9Rc2blEzHC/GwhYSE0L59e6Kionj66ac5fPiwJE1CCCGEKPEkcSpmDPGJOe7PWKbnZ3cMQ6I9jvq0cjtHp8IMTYhcadOmDf7+/gwcOJAdO3bg6+tb1CEJIYTIwoIFC3B3d8/3dXQ6HVWrVmXv3r35D0oUqGeeeYbVq1cXdRiPDEmciom4X7dxtVlPDLdzt3itvRJPaSJIOlUbO0NaO3K7zM0fhHgYIiIi1Meenp4cPHiQH374AXt7+TMphBCFISIigvfff58qVapgb29PxYoV6dixI1u3bs31Nbp168b58+cBaNmyJYqiZPvTsmXLbK8zd+5c/P39adasWaZ9gwYNQqvVEhISkmlfnz596NSpU6bt27dvR1EUoqOj1W06nY5p06ZRv359nJyc8PLyonnz5syfP5+UlJwbZeXHiRMneO6553BwcKBixYpMmzbtgeccPHiQNm3a4O7ujoeHB4GBgRw/flzdf/ny5Szf43379qnHpKSkMHHiRJ544gkcHByoX78+GzdutLiPXq/nk08+wd/fH0dHR5544gk+//xzjMb0KRzjx49n9OjRGNLW2RT5I4lTMRE5NZiUsCsgf7BFCbN+/Xpq1KjBjz/+qG7z9PQswoiEEOLRdvnyZRo3bszff//NV199xT///MPGjRtp1aoVQ4YMyfV1HB0dKVu2LABr1qwhPDyc8PBwDhw4AMBff/2lbluzZk2W1zAajcyePZv+/TMvZ5KQkMCKFSsYOXIk8+bNy8MrNdHpdAQGBvLll18ycOBA9u7dy4EDBxgyZAizZs3i1KlTeb52Tu7du0e7du2oXLkyhw8f5quvvuLTTz+1+PfufnFxcbz44otUqlSJ/fv3s3v3bkqVKkVgYGCmBC/j+xseHk7jxo3VfePHj+eHH35g1qxZnD59msGDB9O5c2eOHj2qHjN16lS+//57Zs+ezZkzZ5g6dSrTpk1j1qxZ6jHt27cnNjaWP//8swDfmceXNIcoJgxxCaYHGsllRclgMBiYOHEin332GQCrVq3i7bffRlFkrp0QQhSmd999F0VROHDgAM7Ozur22rVr069fP/X59OnTmT9/PhcvXsTT05OOHTsybdo0XFxcAFOp3kcffUR0dLTFF15JSUkAlC5dmvLly+cYy+HDh7lw4QIdOnTItC8kJIRatWoxevRofHx8+O+//6hYsaLVr3fGjBns3LmTQ4cO0bBhQ3V7lSpVeP3119HpdFZfMzeWLl2KTqdj3rx52NnZUbt2bY4dO8b06dMZOHBgluecPXuWyMhIJk6cqL7WCRMmUK9ePa5cuULVqlXVY3N6fxcvXsy4ceN46aWXAHjnnXf466+/+Oabb1iyZAkAe/fu5ZVXXlHfez8/P5YvX64mvgBarZaXXnqJFStWZPk7EtaRxKmY0ZR5wDf1NlrL5zmMUOW0+G2YLozQxFDijfHWhgjAuZAQ9gQFoYuNBSA+PDxP1xElU3R0NG+99Ra///47AO+//z7ffPONJE1CiBJv8JcRRN7TP9R7erpqmTs65wTFLDIyko0bNzJ58mSLpMks45wljUbDd999h7+/PxcvXuTdd99l5MiR/O9//yuo0Nm1axfVq1enVKlSmfYFBwfTs2dP3NzcaN++PQsWLOCTTz6x+h5Lly6lbdu2FkmTma2tLba2Wa9DefXqVWrVqpXjtceOHcvYsWOz3BcaGsrzzz+PnV36/PLAwECmTp1KVFQUHh4emc6pUaMGpUuXJjg4mLFjx6LX6wkODqZmzZr4+flZHPvyyy+TlJRE9erVGTlyJC+//LK6Lzk5GQcHB4vjHR0d2b17t/q8WbNm/Pjjj5w/f57q1atz/Phxdu/ezfTp0y3Oe+qpp/jyyy9zfB9E7kjiVMIY7/vLwYmkbI/NafHb0MRQogxR6nNrF7/dExRE5NmzmbbbZfEXp3i0nDp1is6dOxMWFoa9vT0//PADvXv3LuqwhBCiQETe03Mn+uEmTtb4999/MRqNBAQEPPDYjz76SH3s5+fHpEmTGDx4cIEmTleuXMHHxyfT9rCwMPbt26eW+PXs2ZOhQ4cyfvx4q79kCwsLy3GOVXZ8fHw4duxYjsfkVFoeERGBv7+/xbZy5cqp+7JKnEqVKsX27dvp1KkTn3/+OQDVqlVj06ZN2NiYPna7uLjwzTff0Lx5czQaDatXr6ZTp06sW7dOTZ4CAwOZPn06zz//PE888QRbt25lzZo16PXpfzZHjx7NvXv3CAgIQKvVotfrmTx5Mj169Mj0Pvz3338YDAY0UtmUL5I4lTQZ/rKxQU9fh21s0mmzXMopp8VvzQvfKii4a9ytXvzWPNKkaDQ4e3sDpqSpedpfEuLRdPfuXZo1a8a9e/eoVKkSa9assajJFkKIks7TVfvgg4rwnhkn/j/IX3/9xZQpUzh79iz37t0jNTWVpKQkEhIScHIqmE68iYmJmUZGAObNm0dgYCBeXl4AvPTSS/Tv35+///6bNm3aWHUPa15zRjY2NhalcQ9DYmIi/fv3p3nz5ixfvhy9Xs/XX39Nhw4dOHjwII6Ojnh5eTF06FD1nCeffJIbN27w1VdfqYnTzJkzefvttwkICEBRFJ544gn69u1rMVds1apVLF26lGXLlqllhB999BE+Pj4WX2g6OjpiMBhITk7G0dHx4b0ZjyBJnEowDyWOFt+OZtPYsZCh88z9clr81llxppdbrzzH4OztzeBr1/J8vihZSpcuzejRo9myZQsrV66kTJkyRR2SEEIUqNyWzBWVatWqoSgKZ7Oo+sjo8uXL/N///R/vvPMOkydPxtPTk927d9O/f390Ol2BJU5eXl78888/Ftv0ej0LFy4kIiJCHWUxb583b56aOLm6unLlypVM14yOjkar1aqliNWrV3/g681Kfkv1ypcvz82bNy22mZ9nNzdp2bJlXL58mdDQUHV0Z9myZXh4ePDrr7/yxhtvZHne008/zZYtW9TnZcqUYd26dSQlJXH37l18fHwYPXo0VapUUY8ZMWIEo0ePVq9Zt25drly5wpQpUywSp8jISJydnSVpKgCSOJUgCd6+KNq8fesiRF5FRkYSGxtL5cqVAVNpwIgRIyz+MRRCCPFweHp6EhgYyJw5c/jggw8yzXOKjo7G3d2dw4cPYzAY+Oabb9QP8KtWrSrweBo2bMj333+P0WhUS/A2bNhAbGwsR48eRatNH007efIkffv2VWOsUaMGK1asIDk52WL5iiNHjuDv76/OXerevTtjx47l6NGjmeY5paSkoNPpspzvld9SvaZNmzJu3DhSUlLUWLZs2UKNGjWyLNMDUydBjUZjUY5ofp5TS/Bjx47hnVbBk5GDgwO+vr6kpKSwevVqunbtmuleGWm12kz3OXnyZJbzw4T1pNCxBIkJqIlGm6o+dzCk5nC0EPl3/PhxmjRpQseOHYmPNzUSURRFkiYhhChCc+bMQa/X89RTT7F69WrCwsI4c+YM3333HU2bmkrvq1atSkpKCrNmzeLixYssXryYuXPnFngsrVq1Ii4uzqIleHBwMB06dKB+/frUqVNH/enatSvu7u4sXboUgB49eqAoCr169eLw4cP8+++/zJs3jxkzZjBs2DD1eh999BHNmzenTZs2zJkzh+PHj3Px4kVWrVrFM888Q1hYWJaxmUv1cvrJKXHq3r07dnZ29O/fn1OnTrFy5UpmzpxpUWa3du1ai/lmL7zwAlFRUQwZMoQzZ85w6tQp+vbti42NDa1atQJg4cKFLF++nLNnz3L27Fm++OIL5s2bx/vvv69eZ//+/axZs4aLFy+ya9cuXnzxRQwGAyNHjlSP6dixI5MnT+aPP/7g8uXLrF27lunTp9O5c2eL17Fr1y7atWuX4+9R5I4kTiWI0caygcOrty4UUSTicbBs2TKaNm3KpUuXiIuLI1w6JwohRLFQpUoVjhw5QqtWrRg2bBh16tThhRdeYOvWrXz//fcA1K9fn+nTpzN16lTq1KnD0qVLmTJlSoHHUrp0aTp37qwmQzdv3uSPP/6gS5cumY7VaDR07tyZ4OBgwNQBcNeuXaSkpPDyyy/ToEEDvvvuO6ZPn86gQYPU8+zt7dmyZQsjR47khx9+4JlnnuHJJ5/ku+++44MPPqBOnToF/roA3Nzc2Lx5M5cuXaJx48YMGzaMoKAgi1bkMTExnDt3Tn0eEBDA+vXrOXHiBE2bNuW5557jxo0bbNy40WJE6fPPP6dx48Y8/fTT/Prrr6xcuZK+ffuq+5OSkhg/fjy1atWic+fO+Pr6snv3bouuibNmzeK1117j3XffpWbNmgwfPpxBgwapTSkArl+/zt69ey2uLfJOMeZ1xl0Jde/ePdzc3IiJicHV1bWow1Fdrvcq+vDbGP3cuPDqdot9bp128uuZqxwN9+JM6rMAOBDHuWuDOfLmUH7++WfA9BfQF198wbYbxwg+v5H/4m5jwEgZBzfWtJ2gXi9MF8aG+A0AuCgu9HfPvGhddsxtyKPOn8doMODi6ytznB4xqampjBo1Sm1n2q5dO5YvXy6L2gohHilJSUlcunQJf3//LJsbiNw7ceIEL7zwAhcuXFDXiBLFw6hRo4iKispx0d7HQU7/v1uTG8iIUwmw4Z+ThMfEcMWQ/o2KHabF3tavX69uM9cHB5/fyJW4WxjSWu1l1YrcLK9tyI1p9bPSfvzRcvv2bdq1a6cmTWPGjGHDhg2SNAkhhMhWvXr1mDp1KpcuXSrqUMR9ypYtazECJfJHJioUM/f8MpdDJaWmADakGtOTnLcjVwKmBdLMOnbsCKS3IdegUNGlTLatyIF8tSH3qF5d2o8/Yt599122bduGs7MzCxcuzLLUQgghhLhfnz59ijoEkYWMc8VE/kniVIwYFSO3G53LtF2XYuRWSmV0RlPHGBtdCh9c/xU8vNRj3N3dadSoEdtuHON2UgwApR1cWdJydLb3c1FcqGZXLct95pI8c6JkFp82z8XZ25t+Z85Y9wJFsTdjxgxu3rzJ999/T+3atYs6HCGEEEKIYkMSp2LE4JB1l7yYZEcuJTdQn2vMq0bbO8J9nS2Dz29UH99fomcNc0ledqRE79Gg0+nYtGmTOlrp6+vLzp07izgqIYQQQojiR+Y4FXM12nyJHi36DGV6lXbtMT3olHnhWnOZHpCpRM8aGUvyXHx9LX48AwKkRO8REBERQZs2bXj55ZdZvXp1UYcjhBBCCFGsyYhTMedTpxu3D50j2VymF32PCtu3wbteHNE4Ex0dneV5ZRzcaOVTP9/3d/b2lq55j6DQ0FBee+01bty4gaurq8XCg0IIIYQQIjMZcSoBLqXWVR9rk3U42ppK9bLqqCfEg/z444+0aNGCGzduULNmTQ4ePMj//d//FXVYQgghhBDFmiROJUDGMr2aO7fQs/FVIOuOekJkJzk5mbfffptBgwaRkpLCq6++yv79+6levXpRhyaEEEIIUexJqV4JYkcCvzb9A6LuApk76j1ImC6M0MRQ4o3xhRilKK7++usvfv75ZxRFYfLkyYwePRpFUYo6LCGEEEKIEkFGnB4joYmhRBmiMKYtjGvt4reiZOvQoQNBQUFs2LCBMWPGSNIkhBCCTz/9lAYNGuT7Onfv3qVs2bJcvnw539cSBUen0+Hn58ehQ4eKOpRHgiROjxHzwrcKCh4aD6sXvxUli9Fo5McffyQiIkLd9tlnn/Hiiy8WYVRCCCHyq0+fPiiKgqIo2NraUq5cOV544QXmzZuHwWB48AUyGD58OFu3bgXAz89PvW5WPzktcjt58mReeeUV/Pz8Mu0LDAxEq9Vy8ODBTPtatmzJRx99lGn7ggULcHd3t9h27949xo0bR0BAAA4ODpQvX562bduyZs0ajEajNS/bKtu3b6dRo0bY29tTtWpVFixY8MBzNm3axDPPPEOpUqUoU6YMXbp0yZRUJicnM27cOCpXroy9vT1+fn7MmzdP3b9gwYJMvwMHBweLa8TFxfHee+9RoUIFHB0dqVWrFnPnzlX329nZMXz4cEaNGpWv90CYSKleMdc+WIeO0jkek6xPoef2L0lITeZu0r0HXtNZcaaXW+ZW5mbnQkKIu37d6lhF8ZGYmMjgwYNZtGgRixcv5u+//8bWVkYYhRDiUfHiiy8yf/589Ho9N2/eZOPGjXz44Yf88ssv/Pbbb9jY5O4jnouLCy4uLgAcPHgQfdpakXv37qVLly6cO3cOV1dXABwdHbO8RkJCAsHBwWzatCnTvqtXr7J3717ee+895s2bx5NPPpmXl0t0dDTPPvssMTExTJo0iSeffBIbGxt27NjByJEjad26daZEqyBcunSJDh06MHjwYJYuXcrWrVsZMGAA3t7eBAYGZnvOK6+8wtChQ1m6dCkxMTF8/PHHvPrqqxw5ckQ9rmvXrty8eZPg4GCqVq1KeHh4psTX1dWVc+fOqc/vrxYZOnQof//9N0uWLMHPz4/Nmzfz7rvv4uPjw8svvwxAjx49GDZsGKdOnZLF7fNJEqdiLkJvB4ppYFCrpGR5THxqElfibllsy+/it2ay0G3Jc+XKFfUvZ41GQ+fOnXP9D6gQQoiSwd7envLlywOmxcsbNWrEM888Q5s2bViwYAEDBgwATAnH8OHD+fXXX0lOTqZJkyZ8++231K9vWrLk008/Zd26dRw7dowyZcqo1/f09ASgbNmyD0xINmzYgL29Pc8880ymffPnz+f//u//eOedd3jmmWeYPn16tglYTsaOHcvly5c5f/48Pj4+6vbq1avz5ptvZhqJKShz587F39+fb775BoCaNWuye/duvv3222wTp8OHD6PX65k0aRIajekz3PDhw3nllVdISUnB1taWjRs3smPHDi5evKi+11mN1imKov6es7J371569+5Ny5YtARg4cCA//PADBw4cUBMnDw8PmjdvzooVK/hc1uHMF/k0VSIYcNLcw097Msu95uFpDQqlHVxxsrEvkMVvAVnotoT5+++/6dq1K3fv3sXLy4uVK1fSunXrog5LCCFKjE9/+52YxMSHek83R0c+fTn/y0K0/v/27jsqiqsN4PBvWToIqIiAvYIVUdRgLyjW2At2RRMTW9TYjRqNJfYSawRLQqyxxUKsKPaKsWKJJSpoLID0svP94cfGlSYWFvV9ztlz2Dt37rwzjLjv3jv31quHi4sLmzZt0iZO7dq1w8zMjF27dmFtbc3SpUupX78+165d035gf1uBgYFUqlQpRbmiKKxYsYKFCxfi7OxM8eLF2bhxI127ds1U+xqNhrVr19K5c2edpClZco9ZWrE1bpz+Z6KlS5fSuXPnVLcdO3YMDw8PnTJPT89Uhxcmq1SpEgYGBqxYsYIePXoQGRnJL7/8goeHh3b0x7Zt23Bzc2P69On88ssvWFhY8PnnnzNp0iSdxDIyMpJChQqh0WioWLEiU6ZM0ek1qlatGtu2baNXr144OjoSEBDAtWvXmDNnjk5MVapUITAwMN3rIDImidMHwFgVQ1XLrWgSjOHZYwDOJhoSFhUGgIYX3bq5Ta3Y5DH+rY718jA9y3z5cGrb9q3aE1lDURRmz57N8OHDtX9cN23aRKFChfQdmhBCfFDCY2J4Fh2t7zDemLOzM3/99RcAhw8f5uTJkzx69Ei73uPMmTPZsmULGzdu5Isvvngnx7xz506qCc3evXuJjo7W9sx06dIFHx+fTCdOjx8/5tmzZzg7O2c6Njc3N4KCgtKtkzdv3jS3hYaGptieN29eIiIiiImJSbX3rEiRIuzevZv27dvz5ZdfkpSUhLu7Ozt37tTW+fvvvzl8+DCmpqZs3ryZx48f8/XXX/PkyRNWrFgBgJOTE76+vpQvX57w8HBmzpxJtWrVuHTpEvnz5wdgwYIFfPHFF+TPnx9DQ0MMDAz4+eefqVWrlk5Mjo6O3LlzJ93rIDImidMHQDuaNfG/uTz+SPjvH2qS+kWNtxmel0yG6X2YoqOjWb58ORqNhm7durFkyZI3GgohhBCfOms9/O18l8dUFEX7HMz58+eJjIwkd27dZ6VjYmK4efPmOztmTExMqkPlfH196dChg3a4uJeXF8OGDePmzZsUK1bstdt/m4kfzMzMKF68+Bvv/yZCQ0Pp06cP3bt3x8vLi+fPnzNu3Djatm3Lnj17UKlUaDQaVCoVfn5+WFtbAzB79mzatm3LokWLMDMzw93dHXf3/ybyqlatGqVKlWLp0qXaIXcLFizg+PHjbNu2jUKFCnHo0CH69euHo6OjTk+ZmZkZ0R/wFwLZhSROHwAFSIgxR/Pgv2884kzNIfrFUIKHJV/8Gt9meF4yGab3YbKwsGDLli3s27ePr776SqYaF0KIN/Quhszp05UrVyhSpAjwYpiXg4MDAQEBKeq9y4kUbG1tefbsmU7Z06dP2bx5MwkJCSxevFhbnpSUhK+vL5MnTwZeTH4QHh6eos2wsDBtQpEnTx5sbGy4evVqpmN726F69vb2PHz4UKfs4cOHWFlZpfkF5cKFC7G2tmb69Onasl9//ZUCBQpw4sQJPvvsMxwcHMiXL5/2HOHF81OKonDv3j1KlCiRol0jIyNcXV25ceMG8CJhHT16NJs3b6Zp06YAlC9fnqCgIGbOnKmTOD19+lTnGTbxZrLFdOQLFy6kcOHCmJqaUrVqVU6ePJlm3Z9//pmaNWuSM2dOcubMiYeHR7r1PwqKipCLVUl68v9/XDltwfhF71KCKUQ4qMljak1dR5e3OowM0/uw+Pv76/xn5OTkxNdffy1JkxBCfKL279/PhQsXaNOmDQAVK1YkNDQUQ0NDihcvrvOytbV9Z8d1dXXl8uXLOmV+fn7kz5+f8+fPExQUpH3NmjWLlStXamfvc3Jy0plpLtnZs2cpWbIkAAYGBnTs2BE/Pz8ePHiQom5kZCSJiYmpxpY8VC+9V/IkCqlxd3fXTteebM+ePTo9Qa+Kjo7WTgqRTK1WA2hnzatevToPHjwgMjJSW+fatWsYGBhoh+G9KikpiQsXLuDg4ABAQkICCQkJqR7r1dn5Ll68iKura5oxi9ej98Rp3bp1DBkyhPHjx3P27FlcXFzw9PTk0aNHqdYPCAjAy8uLAwcOcOzYMQoUKEDDhg25/xFPn51iNj2TlN9wyDC9T4eiKEyZMoUmTZowYMAAjh07pu+QhBBCZLG4uDhCQ0O5f/8+Z8+eZcqUKbRo0YJmzZrRrduLJUc8PDxwd3enZcuW7N69m9u3b3P06FHGjBnzThdE9fT05NKlSzq9Tj4+PrRt25ayZcvqvLy9vXn8+DH+/v4AfPXVV1y7do2BAwfy119/ERwczOzZs1mzZg1Dhw7Vtjd58mQKFChA1apVWb16NZcvX+b69ev4+vri6uqqk4C8LHmoXnqvHOl85unbty9///03w4cP5+rVqyxatIj169czePBgbZ2ffvqJ+vXra983bdqUU6dOMXHiRK5fv87Zs2fp2bMnhQoV0iYvnTp1Infu3PTs2ZPLly9z6NAhhg0bRq9evbQ9WRMnTmT37t38/fffnD17li5dunDnzh3txB9WVlbUrl2bYcOGERAQwK1bt1i5ciWrV6+mVatWOucRGBhIw4YNX+v3KdKm98Rp9uzZ9OnTh549e2oX7TI3N9dZAOxlfn5+fP3111SoUAFnZ2ftcx2vfhvwIXpe6lmq5YXVf/33xr4AtEy5BpMM0/s0PH/+nDZt2jBmzBgURaF3795UrFhR32EJIYTIYv7+/jg4OFC4cGEaNWrEgQMHmD9/Plu3btX2bqhUKnbu3EmtWrXo2bMnJUuWpGPHjty5cyfdCREyq1y5clSsWJH169cDL6bjPn/+vLbn62XW1tbUr18fHx8fAIoWLcqhQ4e4evUqHh4eVK1alfXr17NhwwadBdtz5crF8ePH6dKlCz/88AOurq7UrFmTNWvWMGPGDJ0hb+9SkSJF2LFjB3v27MHFxYVZs2axfPlynanIHz9+rPPMWL169fjtt9/YsmULrq6uNGrUCBMTE/z9/bVJkaWlJXv27CEsLAw3Nzc6d+5M8+bNmT9/vradZ8+e0adPH0qVKkWTJk2IiIjg6NGjlC5dWltn7dq1VK5cmc6dO1O6dGmmTZvG5MmT6du3r7bOsWPHCA8Pp62MJHprKuV9LrWcgfj4eMzNzdm4cSMtW7bUlnfv3p2wsDC2bt2aYRvPnz/Hzs6ODRs20KxZynHJcXFxxMXFad9HRERQoEABwsPDtQu6ZQe3XFpyrePeFOWjzC9RxuQI9/+qga0qnPULywEv1jMICwsjwRSeNMn7WrPp+YT5EKlEYqmyxNvGW1sevGEDR8aN49m1aygaDZb58tH33r13d3LinQgODqZVq1ZcuXIFY2NjFi5cqP3WSQghRObExsZy69YtihQp8t7WAPqU7Nixg2HDhnHx4sUUQ8eEfnXo0AEXFxdGjx6t71D0Jr1/7xEREVhbW79WbqDXO/vx48ckJSWlOs1jaGjoa7UxYsSIFDOHvGzq1KlYW1trXwUKFHjruN+HJOPUx+ZGY4MmUf1ej31k3DieXr2K8v/xsDJML/vZtm0bVapU4cqVK+TLl49Dhw5J0iSEECLbaNq0KV988cVH/ejEhyg+Pp5y5crpDC0Ub+6D/kpg2rRprF27ls2bN6f5bdGoUaMIDw/Xvv75558sjvLNrTeahkZlSMTt1B8SfFeSh+ipDAzI5ewsw/SyoVu3bhEREUHNmjU5c+YMVatW1XdIQgghhI5vvvkm235B/akyNjZm7NixskTJO6LX6chtbW1Rq9WpTvNob2+f7r4zZ85k2rRp7N27l/Lly6dZz8TERLvo24fmuGEHFA3E/psLLP4rX713E2FhYe/8eBYODvS6cuWdtyve3sCBA8mVKxcdO3bUrjouhBBCCCGyjl57nIyNjalUqZLOxA7JEz2kN83j9OnTmTRpEv7+/ri5uWVFqHqjJiFF2ZE9Adqfk9SqdzKjnsheLl26RPPmzbVrW6hUKrp27SpJkxBCCCGEnuh9qN6QIUP4+eefWbVqFVeuXOGrr74iKiqKnj17AtCtWzdGjRqlrf/jjz/y3Xff4evrS+HChQkNDSU0NDTNaSg/dIU1Z1IWJvw3N7+mfO53MqOeyD42btxI1apV2b59O8OHD9d3OEIIIYQQAj0P1YMXM338+++/jBs3jtDQUCpUqIC/v792woi7d+/qzM6yePFi4uPjU0ypOH78eCZMmJCVob93Jqpo8ii3CcUx1e1Jpgas7Doxi6MS70tSUhJjx45l2rRpwIvpTH/44Qc9RyWEEEIIISAbJE4A/fv3p3///qluCwgI0Hl/+/bt9x/QR+R6/HWOxRwjQUkgSonS2ZY8DXlUSIieohPJnj59ipeXF7t37wbg22+/ZerUqRgaZot/okIIIYQQnzz5VPaROxZzjGca3YV1jVQvnpNJnoY8mUxDrh9XrlyhadOm3Lp1C3Nzc3x8fOjYsaO+wxJCCCGEEC+RxCmbiCj8fnp9EpQXk0uoUGGhssBIZYS72YuJN16ehjxnyZIyDbme5M6dm4SEBIoWLcrmzZvTnSVSCCGEEELoh94nhxDwfMte/q0YnOo2xdyMpP/PvR9jf4sev4xDHatJte7LrsdfZ3X4au3wPAuVBd423nSz7kYJ4xI6dZOnIXd65bkx8f5oNP/9Du3s7Ni1axenTp2SpEkIIUSWmjBhAhUqVMiSY+3bt49SpUqRlJSUJccTr8ff358KFSrofDYRqZPEKRv4d+7SVMujsUFRjOD/k2NElTiLwV9P/qtglPavL3mInoLyoqpKprHOLv799188PDz45ZdftGVly5YlV65ceoxKCCHEh6JHjx6oVCpUKhVGRkbkzZuXBg0a4Ovrm+kPv99++612WZjChQtr203t1aNHDwA+//xzChYsiKmpKQ4ODnTt2pUHDx5keKzhw4czduxY1Gq1TnlMTAy5cuXC1taWuLi4FPupVCq2bNmS6nVo2bKlTtmNGzfo2bMn+fPnx8TEhCJFiuDl5cXp06df74K8oYULF1K4cGFMTU2pWrUqJ0+ezHCfuXPn4uTkhJmZGQUKFGDw4MHExsamWnfatGmoVCq++eYbbdnt27fT/F1t2LBBW2/gwIFUqlQJExOTVJPkRo0aYWRkhJ+fX6bP+1MjiVM2oImKSVG23mgaGpUhYfeLoFI0FFRCMDOMRJ2kaOvUaFg3zTZfHqKX0yCndnie0K8zZ85QqVIlDhw4wNChQ4mKisp4JyGEEOIVjRo1IiQkhNu3b7Nr1y7q1q3LoEGDaNasGYmJia/djqWlJblz5wbg1KlThISEEBISwu+//w5AcHCwtmzevHkA1K1bl/Xr1xMcHMzvv//OzZs3U8x2/KrDhw9z8+ZN2rRpk2Lb77//TpkyZXB2dk41QXpdp0+fplKlSly7do2lS5dy+fJlNm/ejLOzM0OHDn3jdjOybt06hgwZwvjx4zl79iwuLi54enry6NGjNPf57bffGDlyJOPHj+fKlSv4+Piwbt06Ro8enaLuqVOnWLp0aYpRKQUKFND+bpJf33//PZaWljRurLtUTa9evejQoUOa8fTo0YP58+dn8sw/PfKMUzZ13LADiqIi5pkdtjxjZcJ4WquctNttbGzoWr9Vqvtej79OpPJiXSsLlQXdrLtlScwifStXrqRv377ExcVRsmRJNm/ejIWFhb7DEkII8QEyMTHB3t4egHz58lGxYkU+++wz6tevz8qVK+nduzcAYWFhfPvtt2zdupW4uDjc3NyYM2cOLi4uwIuhelu2bCEoKIg8efJo208eBWFnZ4eNjY3OsQcPHqz9uVChQowcOZKWLVuSkJCQ5kLta9eupUGDBpiamqbY5uPjQ5cuXVAUBR8fn3Q/4KdFURR69OhBiRIlCAwM1FnKpkKFCgwaNCjTbb6u2bNn06dPH+0apEuWLGHHjh34+voycuTIVPc5evQo1atXp1OnTsCL3j4vLy9OnDihUy8yMpLOnTvz888/p1iiRK1Wa++BZJs3b6Z9+/ZYWlpqy5ITon///Ze//vor1XiaN29O//79uXnzJsWKFcvE2X9aJHH6oKheq9axmGPan2WInv7Fx8czZMgQFi5cCLz44/TLL79gbW2t58iEEEK8qtka+Dc6a4+Zxxy2e719O/Xq1cPFxYVNmzZpE6d27dphZmbGrl27sLa2ZunSpdSvX59r1669kyHiT58+xc/Pj2rVqqWZNAEEBgZqk4SX3bx5k2PHjrFp0yYURWHw4MHcuXOHQoUKZSqOoKAgLl26xG+//aaTNCV7Nfl72ZQpU5gyZUq67V++fJmCBQumKI+Pj+fMmTOMGjVKW2ZgYICHhwfHjh1LUT9ZtWrV+PXXXzl58iRVqlTh77//ZufOnXTt2lWnXr9+/WjatCkeHh4Zru145swZgoKCtJ83MqNgwYLkzZuXwMBASZzSIYlTNqZJ1B0DjJk5EJ/hfsnD9AAZoqdnCQkJeHh4EBgYCMD333/P2LFjU/2jLoQQQv/+jYbQSH1H8eacnZ21vQqHDx/m5MmTPHr0CBMTEwBmzpzJli1b2LhxI1988cUbH2fEiBH89NNPREdH89lnn7F9+/Z069+5cwdHR8cU5b6+vjRu3JicOXMC4OnpyYoVK5gwYUKm4rl+/Trw4vwzq2/fvrRv3z7dOqnFDvD48WOSkpLImzevTnnevHm5+tKSL6/q1KkTjx8/pkaNGiiKQmJiIn379tUZqrd27VrOnj3LqVOnXus8fHx8KFWqFNWqVXut+q9ydHTkzp07b7Tvp0ISp2xM0bz04TqnLSaPFIxSf2YwVZYqyxQz6ImsZWRkRO3atTl//jy//vorzZs313dIQggh0pHH/MM+pqIoqFQvRqicP3+eyMhI7TNMyWJiYrh58+ZbHWfYsGF4e3tz584dvv/+e7p168b27du1x35VTExMimF6SUlJrFq1SvvsFECXLl349ttvGTduXKa+ZFQUJeNKaciVK1eWT9AUEBDAlClTWLRoEVWrVuXGjRsMGjSISZMm8d133/HPP/8waNAg9uzZk+rwxlfFxMTw22+/8d13371xTGZmZkRHZ3F36wdGEqcPSI4r/30FlvzNkcieIiMjteOLJ0yYQO/evTM97EAIIUTWexdD5vTpypUrFClSBHjxf5GDgwMBAQEp6qU3dO112NraYmtrS8mSJSlVqhQFChTg+PHjuLunPtLF1taWZ8+e6ZT9+eef3L9/P8UzTUlJSezbt48GDRoAkCNHDsLDw1O0GRYWph32XrJkSQCuXr2Kq6trps7lbYbq2draolarefjwoU75w4cPUzx/9LLvvvuOrl27aodUlitXjqioKL744gvGjBnDmTNnePToERUrVtTuk5SUxKFDh/jpp5+Ii4vTmZ1w48aNREdH063bmz/X/vTpU53n3ERKkjh9QFQJ/32bIj0X2VNcXBz9+/cnKCiIwMBATE1NUavVkjQJIYR47/bv38+FCxe0kzdUrFiR0NBQDA0NKVy48Hs7bvIU6KlNJZ7M1dWVy5cv65T5+PjQsWNHxowZo1M+efJkfHx8tImTk5MTZ86coXv37to6SUlJnD9/Xpt4VKhQgdKlSzNr1iw6dOiQorcqLCwszWTxbYbqGRsbU6lSJfbt26edGl2j0bBv3z769++fZnvR0dEpYkxOhBRFoX79+ly4cEFne8+ePXF2dmbEiBEppnT38fHh888/f+PEJzY2lps3b2Y66fzUSOKUjb3c2X020RB13Is/TEmmBjrfQCS7Hn+dYzHHtIvepid4wwYi799/V6EK4N69e7Rt25YTJ06gUqnYv38/TZo00XdYQgghPkJxcXGEhoaSlJTEw4cP8ff3Z+rUqTRr1kzb6+Dh4YG7uzstW7Zk+vTplCxZkgcPHrBjxw5atWqFm5tbpo974sQJTp06RY0aNciZMyc3b97ku+++o1ixYmn2NsGLZ5dWrVqlff/vv//yxx9/sG3bNsqWLatTt1u3brRq1YqnT5+SK1cuhgwZgre3N87OzjRo0ICoqCgWLFjAs2fPtImTSqVixYoVeHh4ULNmTcaMGYOzszORkZH88ccf7N69m4MHD6Ya29sO1RsyZAjdu3fHzc2NKlWqMHfuXKKiorSz7CWfU758+Zg6dSrw4gvw2bNn4+rqqh2q991339G8eXPUajU5cuRIcV0sLCzInTt3ivIbN25w6NAhdu7cmWp8N27cIDIyktDQUGJiYggKCgKgdOnSGBsbA3D8+HFMTEzS/R0KSZw+GH8kmGl/VoxSHz+cvOhtsvRm1Dsybpz2Z+McOd5BhJ+2Q4cO0a5dOx49ekTOnDlZs2YNnp6e+g5LCCHER8rf3x8HBwcMDQ3JmTMnLi4uzJ8/n+7du2t7MlQqFTt37mTMmDH07NmTf//9F3t7e2rVqpViMoPXZW5uzqZNmxg/fjxRUVE4ODjQqFEjxo4dm+5jBJ07d2b48OEEBwfj5OTE6tWrsbCwoH79+inq1q9fHzMzM3799VcGDhyIl5cXiqIwe/ZsRo4cibm5OZUqVeLQoUM651GlShVOnz7N5MmT6dOnD48fP8bBwYFq1aoxd+7cNzrf19GhQwf+/fdfxo0bR2hoKBUqVMDf318ntrt37+r0MI0dOxaVSsXYsWO5f/8+efLkoXnz5kyePDnTx/f19SV//vw0bNgw1e29e/fWSRqTe5Vu3bql7Ylcs2YNnTt3xtxcDw/5fUBUyts8TfcBioiIwNramvDwcKysrPQdDgBn21Xi34rBOmVDzG4Rm2BDoVsh2KoiKG62grDoFwvlPqtqzZruU1O04xPmQ6QSiQoVNgY2uJu5pzk5xJL8+bU9Ts03bMApg4XrROoURWHBggUMHTqUxMREypcvz+bNmylatKi+QxNCCJGO2NhYbt26RZEiRV7r4Xvx9oYNG0ZERARLly7VdyjiJY8fP8bJyYnTp09rn4/72KT37z0zuYHMiaxnGk1iiqTpVcZmodqkKcEU4vKl/wc+edHb1JKm4A0b8C1ViqiQEAAs8+WTpOktTJo0iUGDBpGYmIiXlxdHjx6VpEkIIYRIxZgxYyhUqJD2mSiRPdy+fZtFixZ9tEnTuySJk54lxj5LtTyanNqfzWP/615NUr/eIrhpOTJuHE+vXkX5/x8tGab3drp27YqdnR2zZ8/Gz88PCwsLfYckhBBCZEs2NjaMHj1a1jLMZtzc3FLMbChSJ884ZUObjL9HozLEgBcL2aqU/xa9fVjSkLeZiDz++fMXbRoYkLNkSapPmvQ2oX6S7t69q52StEiRIly/fj3bDPsUQgghhBDvh6T82dApwxdD55RXFpFLMjUgwkGd2i6ZZuHgQK8rV2SYXiYoisLMmTMpVqyYzsw1kjQJIYQQQnz8JHH6AKSxCLfIQlFRUXh5eTFs2DASExPx9/fXd0hCCCGEECILyVA9PXtwcV2GdSxMDYiJzoJgRKpu3rxJq1atuHDhAoaGhsydO5evv/5a32EJIYQQQogsJImTHmk0iQTvG5miPE4x065+a2ujxgRVhonT9fjrRCqR6daRRW8zz9/fHy8vL8LCwsibNy8bNmygZs2a+g5LCCGEEEJkMUmc9CjtGfVerF5toFEwN1FBXMZtHYs5pv05rYVvZdHbzDl//jxNmjRBURSqVq3K77//Tr58+fQdlhBCCCGE0ANJnLKZ9UbT0KDGKC6BXI/D6NnRhj83ZrxfgpKg/dndzD3VOskz6gEym95rcHFxoU+fPgDMnz8/3RXRhRBCCCHEx00Sp2zmuGEHDBMSKXg7BHVMDDn4h7CwMAA06C4Ydz3+OsdijpGgJBClRAFgqbLULnwbvGEDR8aN0yZMsuhtxoKDg7G1tSV37twALFq0CLX63cxkKIQQQmQXt2/fpkiRIpw7d44KFSroO5z37rvvvuPhw4csW7ZM36GIlyxZsoQdO3bwxx9/6DuU1yKz6mVzL99IyYvfmhu+6Pk4FnOMZ5pnRCqRKCiA7jC95MVuI+/fJ/L+fVn0NgPbtm2jSpUqeHl5kZSUBCBJkxBCiGxFpVKl+5owYcJrtVOgQAFCQkIoW7bs+w34/37++WdcXFywtLTExsYGV1dXpk6dCsCAAQMoVapUqvvdvXsXtVrN/PnzMzz327dvp9pGaGgo8+bNY8yYMSm2HTt2DLVaTdOmTVNsCwgIQKVSab/AflnhwoWZO3euTtmBAwdo0qQJuXPnxtzcnNKlSzN06FDuv8fny2NjY+nXrx+5c+fG0tKSNm3a8PDhw3T3iYyMpH///uTPnx8zMzNKly7NkiVL3qjdlStXUr58eUxNTbGzs6Nfv34629evX0+FChUwNzenUKFCzJgxQ2d7r169OHv2LIGBgW94BbKWJE7ZXFzcfw84PSz5ooPQu2Rj4L/heSpUWKosyWmQU2eY3suL3Vrmy4dlvnzkcnaWYXqv0Gg0jB8/nhYtWhAREUFsbCzPXxrWKIQQQmQXISEh2tfcuXOxsrLSKfv2229fqx21Wo29vT2Ghu9/8JGvry/ffPMNAwcOJCgoiCNHjjB8+HAiI19MauXt7c3Vq1c5evRoin1XrlyJnZ0dPXv21DlPd3d3+vTpo1NWoECBVI+/fPlyqlWrRqFChVJs8/HxYcCAARw6dIgHDx688TkuXboUDw8P7O3t+f3337l8+TJLliwhPDycWbNmvXG7GRk8eDB//PEHGzZs4ODBgzx48IDWrVunu8+QIUPw9/fn119/5cqVK3zzzTf079+fbdu2Zard2bNnM2bMGEaOHMmlS5fYu3cvnp6e2u27du2ic+fO9O3bl4sXL7Jo0SLmzJnDTz/9pK1jbGxMp06dmD9//ju6Iu+Z8okJDw9XACU8PFzfoShxUY8U/ykWOq/Scx4pRafHK3W/uqN49LiqjBo1Svnqq6+ULwb3U2r8MVhptWeCdv/lz5Yrc5/OVZY/W64oiqJcXb9e8XF2Vhbny6cszpdPmWlgoMwAZXG+fPo6xWzv2bNnSrNmzRRAAZQBAwYo8fHx+g5LCCHEexYTE6NcvnxZiYmJ0Xcob2zFihWKtbW1oiiKEhYWphgYGCinTp1SFEVRkpKSlJw5cypVq1bV1v/ll1+U/PnzK4qiKLdu3VIA5dy5c4qiKMqBAwcUQNm7d69SqVIlxczMTHF3d1euXr2q3T8oKEipU6eOYmlpqeTIkUOpWLGi9njpadGihdKjR49061SsWFHx9vbWKdNoNEqRIkWUESNGpKhfu3ZtZdCgQRkeW1EUpUyZMspPP/2Uovz58+eKpaWlcvXqVaVDhw7K5MmTdbYnX5Nnz56l2LdQoULKnDlzFEVRlH/++UcxNjZWvvnmm1SPn9r+70JYWJhiZGSkbNiwQVt25coVBVCOHTuW5n5lypRRJk6cqFNWsWJFZcyYMa/d7tOnTxUzMzNl7969aR7Hy8tLadu2rU7Z/Pnzlfz58ysajUZbdvDgQcXY2FiJjo5+jbN+M+n9e89MbiDPOH1EkofmvUqG5qXu0qVLtGrViuvXr2NqasrSpUvp1q2bvsMSQgihR2si1hCtydrFE80NzPGy8nqrNqytralQoQIBAQG4ublx4cIFVCoV586dIzIyEktLSw4ePEjt2rXTbWfMmDHMmjWLPHny0LdvX3r16sWRI0cA6Ny5M66urixevBi1Wk1QUBBGRqnP5Psye3t7Dh48yJ07d1Lt9YEXvU4jR45k3rx5WFhYAC+Gyt26dYtevXpl8mr85+nTp1y+fBk3N7cU29avX4+zszNOTk506dKFb775hlGjRqFSqTJ1jA0bNhAfH8/w4cNT3W5jY5Pmvo0bN053mFqhQoW4dOlSqtvOnDlDQkICHh4e2jJnZ2cKFizIsWPH+Oyzz1Ldr1q1amzbto1evXrh6OhIQEAA165dY86cOa/d7p49e9BoNNy/f59SpUrx/PlzqlWrxqxZs7Q9f3FxcZibm+sc28zMjHv37nHnzh0KFy4MgJubG4mJiZw4cYI6deqkeS2yAxmqp0evs/htZsjQvNen0Wjo3Lkz169fp2DBghw5ckSSJiGEEERroolUIrP09a4StTp16hAQEAC8SDoaNGhAqVKlOHz4sLYso8Rp8uTJ1K5dm9KlSzNy5EiOHj1KbGws8OJ5Iw8PD5ydnSlRogTt2rXDxcUlw7jGjx+PjY0NhQsXxsnJiR49erB+/Xo0mv8mverUqRMJCQls2LBBW7ZixQpq1KhByZIlM3sptO7evYuiKDg6OqbY5uPjQ5cuXQBo1KgR4eHhHDx4MNPHuH79OlZWVjg4OGR63+XLlxMUFJTma+fOnWnuGxoairGxcYrELG/evISGhqa534IFCyhdujT58+fH2NiYRo0asXDhQmrVqvXa7f79999oNBqmTJnC3Llz2bhxI0+fPqVBgwbEx8cD4OnpyaZNm9i3bx8ajYZr165phy2G/H/CMgBzc3Osra25c+fOa183fZEeJz1Ja/HbjCQqiawOX60zk96rLBwc6Hvv3tuG+FEzMDBg9erVfPfdd/j4+GBra6vvkIQQQmQD5gbmvDKJbdYc8x2oXbs2Pj4+JCUlcfDgQRo2bIi9vT0BAQGUL1+eGzduZPiNfvny5bU/JycCjx49omDBggwZMoTevXvzyy+/4OHhQbt27ShWrFiGcTk4OHDs2DEuXrzIoUOHOHr0KN27d2f58uX4+/tjYGCAjY0NrVu3xtfXlx49ehAREcHvv//OwoUL3+qaxMTEAGBqaqpTHhwczMmTJ9m8eTMAhoaGdOjQAR8fn0z3eiiKkuleqmT6WB9ywYIFHD9+nG3btlGoUCEOHTpEv379cHR01OllSo9GoyEhIYH58+fTsGFDANasWYO9vT0HDhzA09OTPn36cPPmTZo1a0ZCQgJWVlYMGjSICRMmYGCg23djZmZGdHTW9vS+CUmc9CTtxW9zYvD/GfJSE6/E80yju29aC94KXU+ePOH48ePamXPKly/P1q1b9RyVEEKI7ORth8zpU61atXj+/Dlnz57l0KFDTJkyBXt7e6ZNm4aLiwuOjo6UKFEi3TZeHnqXnAwk9wxNmDCBTp06sWPHDnbt2sX48eNZu3YtrVq1eq34ypYtS9myZfn666/p27cvNWvW5ODBg9StWxd4MVyvfv363LhxgwMHDqBWq2nXrt2bXAqt5C9Gnz17Rp48ebTlPj4+JCYm6vREKYqCiYkJP/30E9bW1lhZWQEQHh6eovclLCwMa2trAEqWLEl4eDghISGZ7nV6m6F69vb2xMfHExYWphPfw4cPsbe3T3WfmJgYRo8ezebNm3U+DwUFBTFz5kztBBcZtZt8nqVLl9Zuz5MnD7a2tty9exd4cf/8+OOPTJkyhdDQUPLkycO+ffsAKFq0qE5cT58+1fn9ZFcyVC8b2WT8PRpV+rls8rTjac2kJ1J3/vx5KleuTKtWrTh27Ji+wxFCCCHeORsbG8qXL89PP/2EkZERzs7O1KpVi3PnzrF9+/YMh+m9jpIlSzJ48GB2795N69atWbFixRu1k/yBOyrqv9EzdevWpUiRIqxYsYIVK1bQsWNH7fNOb6pYsWJYWVlx+fJlbVliYiKrV69m1qxZOsPizp8/j6OjI2vWrAGgRIkSGBgYcObMGZ02//77b8LDw7VDCNu2bYuxsTHTp09PNYbUpjNP9jZD9SpVqoSRkZE2GYEXPWl3797F3T31z4YJCQkkJCSk6PFRq9XaBPl12q1evbq2PNnTp095/PhxiufY1Go1+fLlw9jYmDVr1uDu7q6TJN28eZPY2FhcXV3TPNfsQnqcspFThq+/KK2FygJvG+/3GM3H47fffqN3797ExMRQtGjRt/4jLIQQQmRXderUYcGCBbT9/0L3uXLlolSpUqxbt+6thr3FxMQwbNgw2rZtS5EiRbh37x6nTp2iTZs2Ge771Vdf4ejoSL169cifPz8hISH88MMP5MmTR+cDvkqlolevXsyePZtnz55pJyt4GwYGBnh4eHD48GFatmwJwPbt23n27Bne3t7aXqNkbdq0wcfHh759+5IjRw569+7N0KFDMTQ0pFy5cvzzzz+MGDGCzz77jGrVqgEv1sSaM2cO/fv3JyIigm7dulG4cGHu3bvH6tWrsbS0THNK8rcZqmdtbY23tzdDhgwhV65cWFlZMWDAANzd3XUmhnB2dmbq1Km0atUKKysrateuzbBhwzAzM6NQoUIcPHiQ1atXM3v27Ndut2TJkrRo0YJBgwaxbNkyrKysGDVqFM7OztoexMePH7Nx40bq1KlDbGwsK1as0E5v/rLAwECKFi36WsM+9U16nLIhJZ1xsko6w/iErsTERIYOHUrnzp2JiYmhUaNGnDp1Smf8thBCCPExqV27NklJSTrP6dSpUydFWWap1WqePHlCt27dKFmyJO3bt6dx48Z8//33Ge7r4eHB8ePHadeuHSVLlqRNmzaYmpqyb98+cufOrVO3R48ehIeHU6ZMGapWrfrG8b6sd+/erF27Vtuj4uPjg4eHR4qkCV4kTqdPn+avv/4CYN68eXTv3p0RI0ZQpkwZevToQfny5fnjjz90nmv6+uuv2b17N/fv36dVq1Y4OzvTu3dvrKysXnttrTcxZ84cmjVrRps2bahVqxb29vZs2rRJp05wcDDh4eHa92vXrqVy5cp07tyZ0qVLM23aNCZPnkzfvn0z1e7q1aupWrUqTZs2pXbt2hgZGeHv768z3HPVqlW4ublRvXp1Ll26REBAAFWqVNFpZ82aNfTp0+ddXpb3RqUoyif1STwiIgJra2vCw8O1Y1f1IT76Xw7MK6JTNsr8Ek8ohDohkcJ/P8DweQRuBX4jLCyMJFMDLtczxsxYTdPK+clpkJNu1rqzwC3Jn5/I+/exzJfvk58c4t9//6VDhw4cOHAAgNGjRzNx4kTUarWeIxNCCJEdxMbGcuvWLYoUKZJi4gDxcVEUhapVqzJ48GC8vD7cZ9g+RpcuXaJevXpcu3Yt1UT2XUnv33tmcgPpccrGrK9eTnObPNeUvjVr1nDgwAEsLS3ZtGkTkydPlqRJCCGE+ASpVCqWLVtGYmKivkMRrwgJCWH16tXvNWl6l+QZp2xKFRmFecgD4pISANC8NDeqpcqSEsb/zYoTvGEDR8aNI+qlOfE/dQMGDODu3bt4e3tTqlQpfYcjhBBCfLTSmxlu9OjRjB49OosjSqlChQpUqFBB32GIV7zu9OfZhSRO2VxUYqxOt6ChOuXzT0fGjePp1ava98Y5cmRBZNlLfHw8M2fOZNCgQVhYWKBSqZg5c6a+wxJCCCE+esuXL9eul/SqXLlyZXE0Qrw/kjhlcy8/gmZtZkypginHXsY/fw6AysCAnCVLUn3SpCyLLzsIDQ2lXbt2HD58mIsXL/Lbb7/pOyQhhBDik6GPRVyF0AdJnLKROMUcXupQUjs8Rx37YoieAQa0qlSCSCVSZ5/gDRuIvH8fAAsHB3pduZJl8WYHx48fp02bNjx48ABra2s6d+6s75CEEEIIIcRHSCaHyIYMNC96mUxKP9WWKUapT1F+ZNw47c+f2hC9ZcuWUatWLR48eEDp0qU5deqUdhVsIYQQQggh3iVJnLKhXI/DUBsomOf6r0PweWnLVOsmD9MDPpkhenFxcfTp04cvv/yShIQE2rRpw/HjxylRokTGOwshhBBCCPEGJHHKZoyJxjIyBjvza8TERQGQYApx+XTnnA/esAHfUqW0M+lZ5suH0/9XCf/YPXnyRLvw3NSpU9mwYQM5PrHeNiGEEEIIkbXkGadsypIT2p+TZCY9HY6OjmzcuJGoqCg8PT31HY4QQgghhPgESI9TNmXBf5NAPCyZMr99eSa9XM7OH/UwPUVRWLBgAb///ru2rEaNGpI0CSGEEG/o9u3bqFQqgoKC9B3KB6VWrVoye2829Nlnn+l8TnxfJHHKZuyen6eoZimxvFjdOsnUgAgHNYkxMUQ9DAUgMjREO0QveSa9j3WYXkxMDD169GDgwIF0796du3fv6jskIYQQQm9UKlW6rwkTJrxWOwUKFCAkJISyZcu+34CBgIAAnRjz5s1LmzZt+Pvvv3XqnTt3jnbt2pE3b15MTU0pUaIEffr04dq1a8B/yV7yK3fu3DRs2JBz584BUK5cOfr27ZtqDL/88gsmJiY0a9Ys3etXuHDhNM9j27ZtPHz4kI4dO6bYNnXqVNRqNTNmzEixbcKECakuvpta8qooCsuWLaNq1apYWlpiY2ODm5sbc+fOJTo6Os3Y3tbdu3dp2rQp5ubm2NnZMWzYMBITE9Pd59q1a7Ro0QJbW1usrKyoUaMGBw4c0KmT2jVeu3atdvur90byKzQ0VFvn0KFDNG/eHEdHR1QqFVu2bEkRy9ixYxk5ciQajebtLkQGJHHKZoo/9sfY4BnK/+clT55NLy48As3/b2AlKQnl/zfGxzxE786dO9SoUYPVq1ejVquZNGkSBQoU0HdYQgghhN6EhIRoX3PnzsXKykqn7Ntvv32tdtRqNfb29hgaZt1TG8HBwTx48IANGzZw6dIlmjdvTlJSEgDbt2/ns88+Iy4uDj8/P65cucKvv/6KtbU13333nU47e/fuJSQkhD///JPIyEgaN25MWFgY3t7erF27NtXFeFesWMHnn3+On5+fzvVK3pb8/tSpU2nGP3/+fHr27ImBQcqPz76+vgwfPhxfX9+3uUR07dqVb775hhYtWnDgwAGCgoL47rvv2Lp1K7t3736rttOSlJRE06ZNiY+P5+jRo6xatYqVK1cy7qWZm1PTrFkzEhMT2b9/P2fOnMHFxYVmzZrpJD2ge31DQkJo2bJliraCg4N16tjZ2Wm3RUVF4eLiwsKFC9OMpXHjxjx//pxdu3Zl7uQzSRKnbMZE82KIngqFvHnzamfTU5T/MmiVWo1lvnwf9RC9ffv2UalSJc6ePYutrS179uxh8ODBqFSpT8suhBBCfArs7e21L2tra1QqFfb29piZmZEvXz6u/v/5Z41GQ65cufjss8+0+/7666/aLyBf7e1I/uZ/3759uLm5YW5uTrVq1QgODtbuf/78eerWrUuOHDmwsrKiUqVKnD59+rVjt7Ozw8HBgVq1ajFu3DguX77MjRs3iI6OpmfPnjRp0oRt27bh4eFBkSJFqFq1KjNnzmTp0qU67eTOnRt7e3vc3NyYOXMmDx8+5MSJE3Tp0oWYmJgUQ7Zu3bpFQEAA3t7eWFtb61xDABsbG+37PHnypBr7v//+y/79+2nevHmKbQcPHiQmJoaJEycSERHB0aNHX/uavGz9+vX4+fmxZs0aRo8eTeXKlSlcuDAtWrRg//791K1b943azcju3bu5fPkyv/76KxUqVKBx48ZMmjSJhQsXEh8fn+o+jx8/5vr164wcOZLy5ctTokQJpk2bRnR0NBcvXtSp+/L1tbe3x9TUNEV7dnZ2OnVeTk4bN27MDz/8QKtWrdI8B7VaTZMmTXR6s94HmRwiGzFRRWOgevHNi7VKYfz48bTe+z3ExqH8/xsZAEt7B7zv3dNXmO/dzJkzGTFiBBqNhkqVKrFp0yYKFiyo77CEEEJ8AnoHzuZp3POMK75DuUxysLzmkLdqw9ramgoVKhAQEICbmxsXLlxApVJx7tw5IiMjsbS05ODBg9SuXTvddsaMGcOsWbPIkycPffv2pVevXhw5cgSAzp074+rqyuLFi1Gr1QQFBWFkZPRG8ZqZmQEQHx/Pn3/+yePHjxk+fHiqdW1sbF6rHVtbW1q0aIGvry9dunTR1lm5ciX58+enYcOGbxQrwOHDhzE3N6dUqVIptvn4+ODl5YWRkRFeXl74+PhQrVq1TB/Dz88PJycnWrRokWKbSqXC2to6zX0tLVNftiZZly5dWLJkSarbjh07Rrly5cibN6+2zNPTk6+++opLly7h6uqaYp/cuXPj5OTE6tWrqVixIiYmJixduhQ7OzsqVaqkU7dfv3707t2bokWL0rdvX3r27Jnii/AKFSoQFxdH2bJlmTBhAtWrV0/3fFJTpUoVpk2blun9MkMSp2zr0+1ZCQkJQaPR0KNHDxYtWqT9oyiEEEK8b0/jnvNvbLi+w3gjderUISAggG+//ZaAgAAaNGjA1atXOXz4MI0aNSIgICDN5CTZ5MmTtcnVyJEjadq0KbGxsZiamnL37l2GDRuGs7MzwBuvnxgSEsLMmTPJly8fTk5O2uFVye2+rrCwMCZNmoSlpSVVqlQBwNvbm8aNG3Pr1i2KFCmCoiisWrWK7t27pzrE7nXduXOHvHnzpmgjIiKCjRs3cuzYMeBFglKzZk3mzZuXYTLzquvXr+Pk5PRG8WU0yYeVlVWa20JDQ3WSJkD7/tVhd8lUKhV79+6lZcuW5MiRAwMDA+zs7PD39ydnzpzaehMnTqRevXqYm5uze/duvv76ayIjIxk4cCAADg4OLFmyBDc3N+Li4li+fDl16tThxIkTVKxY8XVOXcvR0ZF//vkHjUbzVr/r9EjilF2Zmes7Ar358ccfqVatGq1bt5aheUIIIbJULpOsf3b4XR2zdu3a+Pj4kJSUxMGDB2nYsCH29vYEBARQvnx5bty4QZ06ddJto3z58tqfHRwcAHj06BEFCxZkyJAh9O7dm19++QUPDw/atWtHsWLFXju+/PnzoygK0dHRuLi48Pvvv2NsbIyiKJk6z2rVqmFgYEBUVBRFixZl3bp12g/6DRo0IH/+/KxYsYKJEyeyb98+7t69S8+ePTN1jFfFxMSkOsRszZo1FCtWDBcXF+BFz0mhQoVYt24d3t7emTpGZq/Dy4oXL/7G+74JRVHo168fdnZ2BAYGYmZmxvLly2nevDmnTp3S3jsvP5/m6upKVFQUM2bM0CZOTk5OOslitWrVuHnzJnPmzOGXX37JVExmZmZoNBri4uLe25fukjhlV8YmACTGxGg7n1RqtR4Den927drF4sWL2bhxI8bGxhgaGtKmTRt9hyWEEOIT9LZD5vSpVq1aPH/+nLNnz3Lo0CGmTJmCvb0906ZNw8XFBUdHxwx7iV4eepf85WXyTGUTJkygU6dO7Nixg127djF+/HjWrl2b7rMnLwsMDMTKygo7OzudhetLliwJwNWrV3F3d8+wnXXr1lG6dGly586dYhifgYEBPXr0YNWqVUyYMIEVK1ZQt25dihYt+loxpsXW1pZnz56lKPfx8eHSpUs6k2xoNBp8fX21iZOVlRXh4Sl7McPCwgC0Q/BKliypfUYts95mqJ69vT0nT57UKXv48KF2W2r279/P9u3befbsmbY3a9GiRezZs4dVq1YxcuTIVPerWrUqkyZNIi4uDhMTk1TrVKlShcOHD6d7Pql5+vQpFhYW73WkkkwOkc3FhUdof/7Yel80Gg2TJ0+madOm/PHHH8yfP1/fIQkhhBAfLBsbG8qXL89PP/2EkZERzs7O1KpVi3PnzrF9+/YMn296HSVLlmTw4MHs3r2b1q1bs2LFitfet0iRIhQrVkwnaQJo2LAhtra2TJ8+PdX9khOMZAUKFKBYsWJpPvvUs2dP/vnnHzZt2sTmzZsz3fOTGldXV0JDQ3WSpwsXLnD69GkCAgIICgrSvgICAjh27Jg2CXJycuLevXvaZCTZ2bNnMTU11T7H3alTJ65du8bWrVtTHF9RlFSTr2QvHz+118SJE9Pc193dnQsXLvDo0SNt2Z49e7CysqJ06dKp7pM8NfqrQ+IMDAzSnRI8KCiInDlzppk0JddJ7rHKjIsXL6b6PNa7JD1O2dzLs+kZW1kRx/udnz6rRERE0L17d+1c/F9++SUDBgzQb1BCCCHEB65OnTosWLCAtv9f3zFXrlyUKlWKdevWpTudc0ZiYmIYNmwYbdu2pUiRIty7d49Tp069kxEiFhYWLF++nHbt2vH5558zcOBAihcvzuPHj1m/fj13797N1GxpRYoUoV69enzxxReYmJjQunXrt47R1dUVW1tbjhw5QrNmzYAXvU1VqlShVq1aKepXrlwZHx8fZsyYgaenJ05OTnh5efHDDz9gb2/P2bNnGTt2LIMGDUL9/xFF7du3Z/PmzXh5eTF27FgaNmxInjx5uHDhAnPmzGHAgAGpTuUNbzdUr2HDhpQuXZquXbsyffp0QkNDGTt2LP369dMmOCdPnqRbt27s27ePfPny4e7uTs6cOenevTvjxo3DzMyMn3/+mVu3btG0aVMA/vjjDx4+fMhnn32Gqakpe/bsYcqUKTpT5s+dO5ciRYpQpkwZYmNjWb58Ofv379eZej0yMpIbN25o39+6dYugoCBy5cqlM3lYYGDgW00A8jqkxykbO/AgiJicL551UtlZEW/65mNfs5Pg4GCqVq3Kli1bMDY25ueff2bJkiXpfvsghBBCiIzVrl2bpKQknWeZ6tSpk6Iss9RqNU+ePKFbt26ULFmS9u3b07hxY77//vu3Dxpo0aIFR48excjIiE6dOuHs7IyXlxfh4eH88MMPmW7P29ubZ8+e0alTp1SfTcostVpNz5498fPzA17M4vfrr7+mmTi2adOG1atXk5CQgKGhIbt376ZgwYJ4eXlRtmxZxo8fz6BBg5j00rIyKpWK3377jdmzZ7NlyxZq165N+fLlmTBhAi1atMDT0/OtzyOtc9u+fTtqtRp3d3e6dOlCt27ddHqpoqOjCQ4OJiEhAXgxdNHf35/IyEjq1auHm5sbhw8fZuvWrdrnvYyMjFi4cCHu7u5UqFCBpUuXMnv2bMaPH69tNz4+nqFDh1KuXDlq167N+fPn2bt3L/Xr19fWOX36NK6urtrepCFDhuDq6qqzztT9+/c5evToWz/LlhGV8jZPon2AIiIisLa2Jjw8PN0ZRt63+Oh/OTCviE7ZKPNLVPl7DgYJ8djY2HC3oRV3Il90m+YwM8SzYj4AchrkpJt1tyyP+V3Ys2cPbdq04fnz5+TLl4/ff/+dqlWr6jssIYQQn5jY2FjtzGvv4oO1+PiFhoZSpkwZzp49S6FChfQdjnjJiBEjePbsGcuWLUt1e3r/3jOTG0iPUzYWnRin/blMQRtUqMhpkBN3s4wfnMyuChYsiEqlombNmpw5c0aSJiGEEEJ8EOzt7fHx8eHu3bv6DkW8ws7OTqf37n2RZ5yyqcSYGKJCw8DGFDNjNfltLbBQWXyQPU2JiYna2WacnJw4ePAgZcqUeeNF84QQQgiRfTRu3JjAwMBUt40ePZrRo0dncUTvT1rPGAn9Gjp0aJYcRxKn7Ob/AyfjwsPRJKqB/7oTjVQfXqJx6dIl2rZty8KFC6lXrx7wYo0DIYQQQnwcli9fTkxMTKrbcuXKlcXRCPH+SOKU3ST9f62mVB49+9CG6G3cuJEePXoQFRXF8OHDOXXq1Ec3pboQQgjxqcuXL5++QxAiS8gzTtmIoqhQNC9+JZqkJDD7r4fJUmVJCeP0F63LLpKSkhg5ciTt2rUjKiqKevXqsWvXLkmahBBCCCHEB0t6nLIxVQ5Tkpdt+lCG6T158oROnTpp598fOnQo06ZN01lRWwghhBBCiA+NfJrNRjRJr/w6VCqSH3r6EIbp/fvvv1SpUoXbt29jbm6Oj48PHTt21HdYQgghhBBCvDVJnLKR5GF6r1Kh+iCG6dna2lKjRg0MDAzYvHkz5cuX13dIQgghhBBCvBOSOGUjeaIuoFZF6TuMTElISCAuLg5LS0tUKhVLly4lNjZWZtERQgghhBAfFZkcIhspGrZX+7NBQsL/h+plX48ePaJBgwZ06tQJjebFw1jm5uaSNAkhhBB61KNHj3ey3lBwcDD29vY8f/787YMS74y/vz8VKlTQfvYSWUcSp2zEUInT/pzz5MlsnTidOnWKSpUqcfDgQQ4cOMDVq1f1HZIQQgjxSejRowcqlQqVSoWxsTHFixdn4sSJJCYmAjBv3jxWrlwJoK2X1mvChAlpHmfUqFEMGDCAHDlypNjm7OyMiYkJoaGhKbYVLlyYuXPnpiifMGFCirUcQ0NDGTBgAEWLFsXExIQCBQrQvHlz9u3b99rX401s2LABZ2dnTE1NKVeuHDt37sxwHz8/P1xcXDA3N8fBwYFevXrx5MkT7faVK1emuL6mpqY6baT1e5gxY4a2ztOnT+ncuTNWVlbY2Njg7e1NZGSkdnujRo0wMjLCz8/vHVwJkRmSOGUjJkkRAKgjI7GPi8u203evWLGCmjVrcu/ePUqWLMmJEycoXbq0vsMSQgghPhmNGjUiJCSE69evM3ToUCZMmKD98G1tbY2NjQ0AISEh2tfcuXOxsrLSKfv2229Tbf/u3bts376dHj16pNh2+PBhYmJiaNu2LatWrXrjc7h9+zaVKlVi//79zJgxgwsXLuDv70/dunXp16/fG7ebkaNHj+Ll5YW3tzfnzp2jZcuWtGzZkosXL6a5z5EjR+jWrRve3t5cunSJDRs2cPLkSfr06aNT79Xre+fOHZ3tL28LCQnB19cXlUpFmzZttHU6d+7MpUuX2LNnD9u3b+fQoUN88cUXOu306NGD+fPnv4OrITJDnnHKhgwSEvQdQqri4+MZPHgwixYtAuDzzz9n9erVWFtb6zkyIYQQ4tNiYmKCvb09AF999RWbN29m27ZtjBo1ih49ehAWFsaWLVu0deBFQqVSqXTK0rJ+/XpcXFxSXdzWx8eHTp06Ubt2bQYNGsSIESPe6By+/vprVCoVJ0+exMLCQltepkwZevXq9UZtvo558+bRqFEjhg0bBsCkSZPYs2cPP/30E0uWLEl1n2PHjlG4cGEGDhwIQJEiRfjyyy/58ccfdepldH1f3bZ161bq1q1L0aJFAbhy5Qr+/v6cOnUKNzc3ABYsWECTJk2YOXMmjo6OADRv3pz+/ftz8+ZNihUr9gZXQbwJSZyyoZwnT+o7hFR169aNdevWoVKp+P777xkzZgwGBtJpKYQQ4uMxbdo0IiIisvSYVlZWjBw58q3aMDMz0xk29rYCAwO1H9xf9vz5czZs2MCJEydwdnYmPDycwMBAatasman2nz59ir+/P5MnT9ZJmpIl95ilxs/Pjy+//DLd9nft2pVmTMeOHWPIkCE6ZZ6enmzZsiXN9tzd3Rk9ejQ7d+6kcePGPHr0iI0bN9KkSROdepGRkRQqVAiNRkPFihWZMmUKZcqUSbXNhw8fsmPHDp1eu2PHjmFjY6Nz7T08PDAwMODEiRO0atUKgIIFC5I3b14CAwMlccpCkjhlM4kac8Id1Jz6+nOi4xP1HY6OoUOHEhAQgI+PD02bNtV3OEIIIcQ7FxERQVhYmL7DeG2KorBv3z7+/PNPBgwY8M7avXPnTqqJ09q1aylRooQ2GejYsSM+Pj6ZTpxu3LiBoig4OztnOrbPP/+cqlWrplsntZ6yZKGhoeTNm1enLG/evKk+r5WsevXq+Pn50aFDB2JjY0lMTKR58+YsXLhQW8fJyQlfX1/Kly9PeHg4M2fOpFq1aly6dIn8+fOnaHPVqlXkyJGD1q1b68RmZ2enU8/Q0JBcuXKliM/R0THFUEDxfknilO0oXO3sTqTVfw8TGqvV+olEUbhx4wYlSrxYQ6py5crcunULMzMzvcQjhBBCvG9WVlYfxDG3b9+OpaUlCQkJaDQaOnXqlO5ED5kVExOTYmIDAF9fX7p06aJ936VLF2rXrs2CBQtSnUQiLYqivHFsOXLkyNSx3oXLly8zaNAgxo0bh6enJyEhIQwbNoy+ffvi4+MDvOiVcnd31+5TrVo1SpUqxdKlS5k0aVKKNn19fencuXOq1/l1mJmZER0d/WYnJN6IJE7ZjGH8cxLNjLXvc5gZ0qlE7SyPIzY2lv79++Pn58eRI0eoWLEigCRNQgghPmpvO2Quq9StW5fFixdjbGyMo6Mjhobv9iOdra0tz5490ym7fPkyx48f5+TJkzrPNSUlJbF27VrtRAlWVlaEh4enaDMsLEz7XHSJEiVQqVRvNCvv2w7Vs7e35+HDhzplDx8+TPfZpKlTp1K9enXtc1Hly5fHwsKCmjVr8sMPP+Dg4JBiHyMjI1xdXblx40aKbYGBgQQHB7Nu3boUsT169EinLDExkadPn6aI7+nTp+TJkyfNmMW7J4lTdmOQSKytDQBmxmraVHLCy6ZRloZw79492rRpw8mTJzEwMODUqVPaxEkIIYQQ+mdhYUHx4sXfW/uurq5cvnxZp8zHx4datWrpDE+DF7Pt+vj4aBMnJycnzpw5k6LNs2fP4uTkBECuXLnw9PRk4cKFDBw4MMVzTmFhYWk+5/S2Q/Xc3d3Zt28f33zzjbZsz549Or1Fr4qOjk6RnKr/PyIord6zpKQkLly4kOI5KHhxLStVqoSLi0uK2MLCwjhz5gyVKlUCYP/+/Wg0Gp1zjo2N5ebNm7i6uqYZs3j3JHHKZuJz/NfbZKhWYaQyytLjHzp0iHbt2vHo0SNy5crF2rVradCgQZbGIIQQQgj98vT0pHfv3iQlJaFWq0lISOCXX35h4sSJlC1bVqdu7969mT17NpcuXaJMmTIMHjyYmjVrMnnyZFq3bk1SUhJr1qzh2LFj2pl5ARYuXEj16tWpUqUKEydOpHz58iQmJrJnzx4WL17MlStXUo3tbYfqDRo0iNq1azNr1iyaNm3K2rVrOX36NMuWLdPWGTVqFPfv32f16tXAi1ns+vTpw+LFi7VD9b755huqVKminelu4sSJfPbZZxQvXpywsDBmzJjBnTt36N27t87xIyIi2LBhA7NmzUoRW6lSpWjUqBF9+vRhyZIlJCQk0L9/fzp27Kg9DsDx48cxMTFJN9kT755MiZbNPCnw3yrQZQra4G6WNf8gFEVhwYIF1K9fn0ePHuHi4sLp06claRJCCCE+QY0bN8bQ0JC9e/cCsG3bNp48eaKd1e1lpUqVolSpUtpnfapVq8auXbvYtWsX1atXp06dOhw9epR9+/bpJF1Fixbl7Nmz1K1bl6FDh1K2bFkaNGjAvn37WLx48Xs7t2rVqvHbb7+xbNkyXFxc2LhxI1u2bNGJLSQkhLt372rf9+jRg9mzZ/PTTz9RtmxZ2rVrh5OTE5s2bdLWefbsGX369KFUqVI0adKEiIgIjh49mmKty7Vr16IoCl5eXqnG5+fnh7OzM/Xr16dJkybUqFFDJ6kDWLNmDZ07d8bc3PxdXBLxmlTK2zyd9wGKiIjA2tqa8PBwvTwAmiw++l8OzCuiU7b1YXcueJgAL4bpdajijLeNd5bE8/vvv9O2bVvgxcJry5Ytk3+MQgghPlqxsbHcunWLIkWKvPHD+R+7hQsXsm3bNv788099hyJe8vjxY5ycnDh9+jRFihTJeAeR7r/3zOQGMlQvOzGIB14kToZqVZYeumXLlnz++efUrVuXQYMGoVJl7fGFEEIIkb18+eWXhIWF8fz58yyfxU6k7fbt2yxatEiSJj2QxClb+a/zr0xBm/d+tKNHj1KxYkVMTU1Rq9Vs2bJFEiYhhBBCAC/WDxozZoy+wxCvcHNzS3WNLfH+yTNO2ZC5sSH5bVOuov2uKIrCzJkzqVmzJl9//bV2NhhJmoQQQgghhEid9Dh9YqKiovD29tZZNyApKemdr/8ghBBCCCHEx0Q+LX9Cbt68SatWrbhw4QKGhobMnz+fvn37Sk+TEEIIIYQQGZDEKRtRqTQZV3pD/v7+eHl5ERYWhr29PRs2bKBGjRrv7XhCCCGEEEJ8TCRxyoaM1O/20bPIyEi6detGWFgY7u7ubNy4UWcRNSGEEEIIIUT6ZHKIbMi1kN07bc/S0hI/Pz/69u3LgQMHJGkSQgghhBAik6THKZvJaWKBbW71W7cTHBzM/fv3qVevHgANGjSgQYMGb92uEEIIIYQQnyLpccpGNGoV8Uq89r2RyuiN2tm2bRtVqlShdevWXL9+/V2FJ4QQQgjxxm7fvo1KpSIoKCjNOgEBAahUKsLCwt76eLVq1eK3335763bEu/XZZ5/x+++/6zuMNyKJUzbybzE1ykuL4LqbuWdqf41Gw7hx42jRogURERGUL18eKyurdx2mEEIIIfSoR48eqFSqFK9GjRrpO7RsY9u2bTx8+JCOHTum2DZ16lTUajUzZsxIsW3ChAlUqFAhRXlqSZ+iKCxbtoyqVatiaWmJjY0Nbm5uzJ07l+jo6Hd5Ojru3r1L06ZNMTc3x87OjmHDhpGYmJjuPteuXaNFixbY2tpiZWVFjRo1OHDggE6dffv2Ua1aNXLkyIG9vT0jRoxIs90bN26QI0cObGxsUmzbsGEDzs7OmJqaUq5cOXbu3KmzfezYsYwcORKN5v1Niva+SOKUjTzP+1/iZKmypIRxidfeNywsjM8//5xJkyYBMHDgQPbt20fevHnfS6xCCCHEx0RRNMRH/6u3l6Jk7kNko0aNCAkJ0XmtWbPmPV2dD8/8+fPp2bMnBgYpP+r6+voyfPhwfH193+oYXbt25ZtvvqFFixYcOHCAoKAgvvvuO7Zu3cru3bvfqu20JCUl0bRpU+Lj4zl69CirVq1i5cqVjBs3Lt39mjVrRmJiIvv37+fMmTO4uLjQrFkzQkNDATh//jxNmjShUaNGnDt3jnXr1rFt2zZGjhyZoq2EhAS8vLyoWbNmim1Hjx7Fy8sLb29vzp07R8uWLWnZsiUXL17U1mncuDHPnz9n165db3k1sp4845RNZWaY3sWLF2nVqhU3btzA1NSUZcuW0bVr1/cYnRBCCPFxSYh5woF5RfR2/LqDbmFsnue165uYmGBvb5/mdpVKxc8//8yOHTv4888/yZcvH7NmzeLzzz8H4NmzZ/Tv35/du3cTGRlJ/vz5GT16ND179gTgn3/+YejQoezevRsDAwNq1qzJvHnzKFy4MPCi1yssLIwqVaowb9484uLiGDJkCKNHj2bUqFH4+Phgbm7OpEmTtG0mu3r1Kl9//TVnz56lePHiLFy4kNq1a6d5LocPH2bUqFGcPn0aW1tbWrVqxdSpU7GwsEi1/r///sv+/fuZN29eim0HDx4kJiaGiRMnsnr1ao4ePUq1atXSvdapWb9+PX5+fmzZsoUWLVpoywsXLsznn39OREREptt8Hbt37+by5cvs3buXvHnzUqFCBSZNmsSIESOYMGECxsbGKfZ5/Pgx169fx8fHh/LlywMwbdo0Fi1axMWLF7G3t2fdunWUL19em4AVL16c6dOn0759e8aPH0+OHDm07Y0dOxZnZ2fq16/P0aNHdY41b948GjVqxLBhwwCYNGkSe/bs4aeffmLJkiUAqNVqmjRpwtq1a2natOl7uU7vi/Q4ZVOZGab3888/c+PGDQoWLMiRI0ckaRJCCCEE33//Pe3bt+evv/6iSZMmdO7cmadPnwLw3XffcfnyZXbt2sWVK1dYvHgxtra2wIseBU9PT3LkyEFgYCBHjhzB0tKSRo0aER//37PY+/fv58GDBxw6dIjZs2czfvx4mjVrRs6cOTlx4gR9+/blyy+/5N69ezpxDRs2jKFDh3Lu3Dnc3d1p3rw5T548SfUcbt68SaNGjWjTpg1//fUX69at4/Dhw/Tv3z/N8z58+DDm5uaUKlUqxTYfHx+8vLwwMjLCy8sLHx+fTF9XAD8/P5ycnHSSpmQqlQpra+s097W0tEz31bdv3zT3PXbsGOXKldMZUeTp6UlERASXLl1KdZ/cuXPj5OTE6tWriYqKIjExkaVLl2JnZ0elSpUAiIuLw9TUVGc/MzMzYmNjOXPmjLZs//79bNiwgYULF6YZn4eHh06Zp6cnx44d0ymrUqUKgYGBaZ5ndiU9TtlQZofpTZ8+HUNDQ0aNGqX9oyeEEEKIj9f27duxtLTUKRs9ejSjR4/Wvu/RowdeXl4ATJkyhfnz53Py5EkaNWrE3bt3cXV1xc3NDUDbkwSwbt06NBoNy5cvR6VSAbBixQpsbGwICAigYcOGAOTKlYv58+djYGCAk5MT06dPJzo6WhvDqFGjmDZtGocPH9Z51qh///60adMGgMWLF+Pv74+Pjw/Dhw9PcZ5Tp06lc+fOfPPNNwCUKFGC+fPnU7t2bRYvXpziwz7AnTt3yJs3b4phehEREWzcuFH7Ib5Lly7anrRXr2VGrl+/jpOTU6b2SZbe5BhAus+nh4aGpngMI/l98rC7V6lUKvbu3UvLli3JkSMHBgYG2NnZ4e/vT86cOYEXyc3cuXNZs2YN7du3JzQ0lIkTJwIQEhICwJMnT+jRowe//vprmjGmFd+rsTk6OvLPP/+g0WhSHU6ZXUnilM0YqlUZDtN78uQJc+bMYcKECRgaGmJiYsKsWbOyKEIhhBBC6FvdunVZvHixTlmuXLl03icPywKwsLDAysqKR48eAfDVV1/Rpk0bzp49S8OGDWnZsqV2yNr58+e1D/+/LDY2lps3b2rflylTRudDb968eSlbtqz2vVqtJnfu3NpjJnN3/29UjaGhIW5ubly5ciXV8zx//jx//fUXfn5+2jJFUdBoNNy6dSvVXqWYmJhUE6o1a9ZQrFgxXFxcAKhQoQKFChVi3bp1eHt7p3r8tCiKknGlNBQvXvyN930TiqLQr18/7OzsCAwMxMzMjOXLl9O8eXNOnTqFg4MDDRs2ZMaMGfTt25euXbtiYmLCd999R2BgoPZ33KdPHzp16kStWrXeOiYzMzM0Gg1xcXGYmZm9dXtZRRKnbMTS1JCiBW3SHaYXFBREq1atuH37NoqiMHny5CyMUAghhPg4GZnlpu6gW3o9fmZYWFhk+AHcyEj3i1iVSqWdyaxx48bcuXOHnTt3smfPHurXr0+/fv2YOXMmkZGRVKpUSSdZSZYnz3/PYaXWfnrHfBORkZF8+eWXDBw4MMW2ggULprqPra0tz549S1Hu4+PDpUuXMDT87+OvRqPB19dXmzhZWVkRHh6eYt/k6dGTh+CVLFmSq1evZvp8gAx7t7p06aJ9HuhV9vb2nDx5Uqfs4cOH2m2p2b9/P9u3b+fZs2fanqJFixaxZ88eVq1apZ0AYsiQIQwePJiQkBBy5szJ7du3GTVqFEWLFtW2s23bNmbOnAn8l8AaGhqybNkyevXqhb29vTael+N7NbanT59iYWHxQSVNIIlTtlK3vANm5nnTHKbn5+dHnz59iImJoWjRonTo0CGLIxRCCCE+TiqVQaYmZ/gY5MmTh+7du9O9e3dq1qzJsGHDmDlzJhUrVmTdunXY2dm9l2VNjh8/ru21SExM5MyZM2k+s1SxYkUuX76cqV4aV1dXQkNDefbsmXYo2oULFzh9+jQBAQE6PXNPnz6lTp06XL16FWdnZ5ycnLh37x4PHz7UGXJ29uxZTE1Ntclap06d6NixI1u3bk3xnJOiKERERKT5nNPbDNVzd3dn8uTJPHr0CDs7OwD27NmDlZUVpUuXTnWf5KnRXx0SZ2BgkCKpValUODo6Ai966AoUKEDFihWBF88vJSUlaetu3bqVH3/8kaNHj5IvXz5tfPv27dMOrUyO7+VeRngxsZmrq2ua55ldSeL0AUhISGD48OHMnTsXeDEFqZ+fX4oueSGEEEJ8GuLi4lI8N2JoaPjazzqPGzeOSpUqUaZMGeLi4ti+fbt22Fvnzp2ZMWMGLVq0YOLEieTPn587d+6wadMmhg8fTv78+d8q9oULF1KiRAlKlSrFnDlzePbsGb169Uq17ogRI/jss8/o378/vXv3xsLCgsuXL2tnakuNq6srtra2HDlyhGbNmgEvepuqVKmS6jCzypUr4+Pjw4wZM/D09MTJyQkvLy9++OEH7O3tOXv2LGPHjmXQoEGo1WoA2rdvz+bNm/Hy8mLs2LE0bNiQPHnycOHCBebMmcOAAQNo2bJlqvG9zVC9hg0bUrp0abp27cr06dMJDQ1l7Nix9OvXDxMTEwBOnjxJt27d2LdvH/ny5cPd3Z2cOXPSvXt3xo0bh5mZGT///DO3bt3SmdVuxowZNGrUCAMDAzZt2sS0adNYv3699pxfHRZ5+vRpDAwMdIZnDho0iNq1azNr1iyaNm3K2rVrOX36NMuWLdPZNzAwUPus3Ifkw3ka6xP16NEjGjRooE2aRo8ezfbt2yVpEkIIIT5h/v7+ODg46Lxq1Kjx2vsbGxszatQoypcvT61atVCr1axduxYAc3NzDh06RMGCBWndujWlSpXC29ub2NjYd9IDNW3aNKZNm4aLiwuHDx9m27ZtaSZ85cuX5+DBg1y7do2aNWvi6urKuHHjtL0iqVGr1fTs2VM71DA+Pp5ff/1VOyHFq9q0acPq1atJSEjA0NCQ3bt3U7BgQby8vChbtizjx49n0KBB2rUy4UXPzG+//cbs2bPZsmULtWvXpnz58kyYMIEWLVrg6en5FlcobWq1mu3bt6NWq3F3d6dLly5069ZNO5EDvOhhCg4OJiEhAXgxdNHf35/IyEjq1auHm5sbhw8fZuvWrdrnvQB27dpFzZo1cXNzY8eOHWzdujXN5C8t1apV47fffmPZsmW4uLiwceNGtmzZopNc3b9/n6NHj6aYpv5DoFLe5um2D1By12l4ePh76X5+XfHR/6ZYL+J699GYmefF2+a/BxQvXLjAZ599hoGBAatWraJ169ZZHaoQQgjx0YmNjeXWrVsUKVIk1YkExIctNDSUMmXKcPbsWQoVKqTvcMRLRowYwbNnz1L0Qr1P6f17z0xuIEP1srly5cqxbt06ihYtmubYVSGEEEII8R97e3t8fHy4e/euJE7ZjJ2dHUOGDNF3GG9EEqdsJjE+kYEDB9KxY0fttKDJ43OFEEIIIcTryewwM5E1hg4dqu8Q3pgkTtlI+MMIVn61ghsnbvD7779z/fp1zM3N9R2WEEIIIYQQn7xsMTnEwoULKVy4MKamplStWjXF/PSv2rBhA87OzpiamlKuXDl27tyZRZG+P5fvJDG98SJunLiBtbU1y5Ytk6RJCCGEEEKIbELvidO6desYMmQI48eP5+zZs7i4uODp6ZlilelkR48excvLC29vb86dO0fLli1p2bIlFy9ezOLI3w1FUdhxIoHhy2OJePgcR2dHTp06pTM9pBBCCCGEEEK/9J44zZ49mz59+tCzZ09Kly7NkiVLMDc3x9fXN9X68+bNo1GjRgwbNoxSpUoxadIkKlasmOZc/tlZYpLC3M3xLNgaT2ISVGhalh1HdlCiROoL4AohhBBCCCH0Q6+JU3x8PGfOnMHDw0NbZmBggIeHB8eOHUt1n2PHjunUB/D09EyzflxcHBERETqv7EJtAFExCgYq6OVpxIBl3lTIVUHfYQkhhBBCCCFeodfE6fHjxyQlJZE3b16d8rx586ZYDTtZaGhopupPnToVa2tr7atAgQLvJvh3QKVSMaStCVO9TWlf2xgjAyN9hySEEEIIIYRIhd6H6r1vo0aNIjw8XPv6559/9B2SDnMTFS5F1QBUNnXTczRCCCGEEEKI1Oh1OnJbW1vUajUPHz7UKX/48CH29vap7mNvb5+p+iYmJpiYmLybgN8hI7Pc1B10K0WZEEIIIUR2plKp2Lx5s17WSXry5AmlSpXi5MmTFC5cOMuP/6EZOXIkUVFRLFiwQN+hfBT02uNkbGxMpUqV2Ldvn7ZMo9Gwb98+3N3dU93H3d1dpz7Anj170qyfXalUBhib59F5qVQffQegEEIIId5Sjx49UKlUqFQqjIyMKFKkCMOHDyc2Nlbfob13kydPpkWLFqkmTZ6enqjVak6dOpViW506dfjmm29SlK9cuRIbGxudsoiICMaMGaNd+sbe3h4PDw82bdqEoijv6ExSCggIoGLFipiYmFC8eHFWrlyZbv3bt29r74OXX8ePH9fW+fbbb1m1ahV///33e4v7U6L3BXCHDBlC9+7dcXNzo0qVKsydO5eoqCh69uwJQLdu3ciXLx9Tp04FYNCgQdSuXZtZs2bRtGlT1q5dy+nTp1m2bJk+T0MIIYQQIss0atSIFStWkJCQwJkzZ+jevTsqlYoff/xR36G9N9HR0fj4+PDnn3+m2Hb37l2OHj1K//798fX1pXLlym90jLCwMGrUqEF4eDg//PADlStXxtDQkIMHDzJ8+HDq1auXItF6F27dukXTpk3p27cvfn5+7Nu3j969e+Pg4ICnp2e6++7du5cyZcpo3+fO/d8IJltbWzw9PVm8eDEzZsx453F/avTexdGhQwdmzpzJuHHjqFChAkFBQfj7+2sngLh79y4hISHa+tWqVeO3335j2bJluLi4sHHjRrZs2ULZsmX1dQpCCCGE+IhERUWl+Xq1Vye9ujExMRnWfVMmJibY29tToEABWrZsiYeHB3v27NFuf/LkCV5eXuTLlw9zc3PKlSvHmjVrdNqoU6cOAwcOZPjw4eTKlQt7e3smTJigU+f69evUqlULU1NTSpcurXOMZBcuXKBevXqYmZmRO3duvvjiCyIjI7Xbe/ToQcuWLZkyZQp58+bFxsaGiRMnkpiYyLBhw8iVKxf58+dnxYoV6Z7zzp07MTEx4bPPPkuxbcWKFTRr1oyvvvqKNWvWpLj2r2v06NHcvn2bEydO0L17d0qXLk3JkiXp06cPQUFBWFpavlG7GVmyZAlFihRh1qxZlCpViv79+9O2bVvmzJmT4b65c+fG3t5e+zIy0p1srHnz5qxdu/a9xP2p0XviBNC/f3/u3LlDXFwcJ06coGrVqtptAQEBKboq27VrR3BwMHFxcVy8eJEmTZpkccRCCCGE+FhZWlqm+WrTpo1OXTs7uzTrNm7cWKdu4cKFU9R5Fy5evMjRo0cxNjbWlsXGxlKpUiV27NjBxYsX+eKLL+jatSsnT57U2XfVqlVYWFhw4sQJpk+fzsSJE7XJkUajoXXr1hgbG3PixAmWLFnCiBEjdPaPiorC09OTnDlzcurUKTZs2MDevXvp37+/Tr39+/fz4MEDDh06xOzZsxk/fjzNmjUjZ86cnDhxgr59+/Lll19y7969NM8zMDCQSpUqpShXFIUVK1bQpUsXnJ2dKV68OBs3bsz0ddRoNKxdu5bOnTvj6OiYYrulpSWGhqkP1goMDEz3vrG0tMTPzy/NY2d2uZ2Xff7559jZ2VGjRg22bduWYnuVKlW4d+8et2/fzrAtkT69D9UTQgghhBCZs337diwtLUlMTCQuLg4DAwN++ukn7fZ8+fLx7bffat8PGDCAP//8k/Xr11OlShVtefny5Rk/fjwAJUqU4KeffmLfvn00aNCAvXv3cvXqVf78809tIjFlyhSdhPC3334jNjaW1atXY2FhAcBPP/1E8+bN+fHHH7UjiHLlysX8+fMxMDDAycmJ6dOnEx0dzejRo4EXsyBPmzaNw4cP07Fjx1TP+c6dO6kmNHv37iU6Olo7pK1Lly74+PjQtWvXTF3Tx48f8+zZM5ydnTO1H4CbmxtBQUHp1nl1OZ2XpbXcTkREBDExMZiZmaXYx9LSklmzZlG9enUMDAz4/fffadmyJVu2bOHzzz/X1ku+Znfu3JEJNd6SJE5CCCGEEC95eZjZq9Rqtc77R48epVnXwEB3YM+7/Ma/bt26LF68mKioKObMmYOhoaFOb1hSUhJTpkxh/fr13L9/n/j4eOLi4jA3N9dpp3z58jrvHRwctOd05coVChQooJOsvDoZ15UrV3BxcdEmTQDVq1dHo9EQHBysTQbKlCmjcz3y5s2r85iFWq0md+7c6V7PmJgYTE1NU5T7+vrSoUMHbW+Ql5cXw4YN4+bNmxQrVizN9l71NhM/mJmZUbx48Tfe/03Y2toyZMgQ7fvKlSvz4MEDZsyYoZM4JSdd0dHRWRrfxyhbDNUTQgghhMguLCws0ny9+sE9vbqv9hKkVudtYixevDguLi74+vpy4sQJfHx8tNtnzJjBvHnzGDFiBAcOHCAoKAhPT0/i4+N12nn1eRiVSoVGo3njuNKS2nEye2xbW1uePXumU/b06VM2b97MokWLMDQ0xNDQkHz58pGYmIivr6+2npWVFeHh4SnaDAsLw9raGoA8efJgY2PD1atXM31+bztUL63ldqysrFLtbUpL1apVuXHjhk7Z06dPgRfnJ96O9DgJIYQQQnzADAwMGD16NEOGDKFTp06YmZlx5MgRWrRoQZcuXYAXz+9cu3aN0qVLv3a7pUqV4p9//iEkJAQHBwcAnamuk+usXLmSqKgobSJ45MgR7ZC8d8nV1ZVff/1Vp8zPz4/8+fOzZcsWnfLdu3cza9YsJk6ciFqtxsnJid27d6do8+zZs5QsWRJ4cR07duzIL7/8wvjx41MMC4yMjMTU1DTV55zedqieu7s7O3fu1Cl7k+V2goKCtL+rZBcvXsTIyEhn5j3xZqTHSQghhBDiA9euXTvUajULFy4EXjyvtGfPHo4ePcqVK1f48ssvU/RoZMTDw4OSJUvSvXt3zp8/T2BgIGPGjNGp07lzZ0xNTenevTsXL17kwIEDDBgwgK5du6abKLwJT09PLl26pNPr5OPjQ9u2bSlbtqzOy9vbm8ePH+Pv7w/AV199xbVr1xg4cCB//fUXwcHBzJ49mzVr1jB06FBte5MnT6ZAgQJUrVqV1atXc/nyZa5fv46vry+urq5pDuNMHqqX3itHjhxpnlvfvn35+++/GT58OFevXmXRokWsX7+ewYMHa+v89NNP1K9fX/t+1apVrFmzhqtXr3L16lWmTJmCr68vAwYM0Gk7MDCQmjVrZqrnSqROEichhBBCiA+coaEh/fv3Z/r06URFRTF27FgqVqyIp6cnderUwd7enpYtW2aqTQMDAzZv3kxMTAxVqlShd+/eTJ48WaeOubk5f/75J0+fPqVy5cq0bduW+vXr60xU8a6UK1eOihUrsn79egDOnDnD+fPnU8x0CGBtbU39+vW1wxeLFi3KoUOHuHr1Kh4eHlStWpX169ezYcMGGjVqpN0vV65cHD9+nC5duvDDDz/g6upKzZo1WbNmDTNmzNAO63vXihQpwo4dO9izZw8uLi7MmjWL5cuX66zh9PjxY27evKmz36RJk6hUqRJVq1Zl69atrFu3TrsWarK1a9fSp0+f9xL3p0alvM8lkLOhiIgIrK2tCQ8Px8rKSt/hCCGEEEIPYmNjuXXrFkWKFEl1wgGRPe3YsYNhw4Zx8eLFFJNviJR27drF0KFD+euvv9KcSv1TkN6/98zkBp/uFRRCCCGEEB+Upk2bcv36de7fv0+BAgX0HU62FxUVxYoVKz7ppOldkqsohBBCCCE+GN98842+Q/hgtG3bVt8hfFSkj1MIIYQQQgghMiCJkxBCCCGEEEJkQBInIYQQQnyyPrE5soT4JL2rf+eSOAkhhBDik2NkZARAdHS0niMRQrxv8fHxAKjV6rdqRyaHEEIIIcQnR61WY2Njw6NHj4AX6xGpVCo9RyWEeNc0Gg3//vsv5ubmbz27oCROQgghhPgk2dvbA2iTJyHEx8nAwICCBQu+9ZcjkjgJIYQQ4pOkUqlwcHDAzs6OhIQEfYcjhHhPjI2N38mCyZI4CSGEEOKTplar3/rZByHEx08mhxBCCCGEEEKIDEjiJIQQQgghhBAZkMRJCCGEEEIIITLwyT3jlLwAVkREhJ4jEUIIIYQQQuhTck7wOovkfnKJ0/PnzwEoUKCAniMRQgghhBBCZAfPnz/H2to63Toq5XXSq4+IRqPhwYMH5MiRI1ssdBcREUGBAgX4559/sLKy0nc4IpuT+0VkltwzIrPknhGZJfeMyKzsdM8oisLz589xdHTMcMryT67HycDAgPz58+s7jBSsrKz0fuOID4fcLyKz5J4RmSX3jMgsuWdEZmWXeyajnqZkMjmEEEIIIYQQQmRAEichhBBCCCGEyIAkTnpmYmLC+PHjMTEx0Xco4gMg94vILLlnRGbJPSMyS+4ZkVkf6j3zyU0OIYQQQgghhBCZJT1OQgghhBBCCJEBSZyEEEIIIYQQIgOSOAkhhBBCCCFEBiRxEkIIIYQQQogMSOL0ni1cuJDChQtjampK1apVOXnyZLr1N2zYgLOzM6amppQrV46dO3dmUaQiu8jMPfPzzz9Ts2ZNcubMSc6cOfHw8MjwHhMfn8z+nUm2du1aVCoVLVu2fL8Bimwns/dMWFgY/fr1w8HBARMTE0qWLCn/P31iMnvPzJ07FycnJ8zMzChQoACDBw8mNjY2i6IV+nbo0CGaN2+Oo6MjKpWKLVu2ZLhPQEAAFStWxMTEhOLFi7Ny5cr3HmdmSeL0Hq1bt44hQ4Ywfvx4zp49i4uLC56enjx69CjV+kePHsXLywtvb2/OnTtHy5YtadmyJRcvXsziyIW+ZPaeCQgIwMvLiwMHDnDs2DEKFChAw4YNuX//fhZHLvQls/dMstu3b/Ptt99Ss2bNLIpUZBeZvWfi4+Np0KABt2/fZuPGjQQHB/Pzzz+TL1++LI5c6Etm75nffvuNkSNHMn78eK5cuYKPjw/r1q1j9OjRWRy50JeoqChcXFxYuHDha9W/desWTZs2pW7dugQFBfHNN9/Qu3dv/vzzz/ccaSYp4r2pUqWK0q9fP+37pKQkxdHRUZk6dWqq9du3b680bdpUp6xq1arKl19++V7jFNlHZu+ZVyUmJio5cuRQVq1a9b5CFNnMm9wziYmJSrVq1ZTly5cr3bt3V1q0aJEFkYrsIrP3zOLFi5WiRYsq8fHxWRWiyGYye8/069dPqVevnk7ZkCFDlOrVq7/XOEX2BCibN29Ot87w4cOVMmXK6JR16NBB8fT0fI+RZZ70OL0n8fHxnDlzBg8PD22ZgYEBHh4eHDt2LNV9jh07plMfwNPTM8364uPyJvfMq6Kjo0lISCBXrlzvK0yRjbzpPTNx4kTs7Ozw9vbOijBFNvIm98y2bdtwd3enX79+5M2bl7JlyzJlyhSSkpKyKmyhR29yz1SrVo0zZ85oh/P9/fff7Ny5kyZNmmRJzOLD86F8BjbUdwAfq8ePH5OUlETevHl1yvPmzcvVq1dT3Sc0NDTV+qGhoe8tTpF9vMk986oRI0bg6OiY4o+P+Di9yT1z+PBhfHx8CAoKyoIIRXbzJvfM33//zf79++ncuTM7d+7kxo0bfP311yQkJDB+/PisCFvo0ZvcM506deLx48fUqFEDRVFITEykb9++MlRPpCmtz8ARERHExMRgZmamp8h0SY+TEB+JadOmsXbtWjZv3oypqam+wxHZ0PPnz+natSs///wztra2+g5HfCA0Gg12dnYsW7aMSpUq0aFDB8aMGcOSJUv0HZrIpgICApgyZQqLFi3i7NmzbNq0iR07djBp0iR9hybEW5Eep/fE1tYWtVrNw4cPdcofPnyIvb19qvvY29tnqr74uLzJPZNs5syZTJs2jb1791K+fPn3GabIRjJ7z9y8eZPbt2/TvHlzbZlGowHA0NCQ4OBgihUr9n6DFnr1Jn9nHBwcMDIyQq1Wa8tKlSpFaGgo8fHxGBsbv9eYhX69yT3z3Xff0bVrV3r37g1AuXLliIqK4osvvmDMmDEYGMj39kJXWp+Brayssk1vE0iP03tjbGxMpUqV2Ldvn7ZMo9Gwb98+3N3dU93H3d1dpz7Anj170qwvPi5vcs8ATJ8+nUmTJuHv74+bm1tWhCqyiczeM87Ozly4cIGgoCDt6/PPP9fOYlSgQIGsDF/owZv8nalevTo3btzQJtkA165dw8HBQZKmT8Cb3DPR0dEpkqPkxFtRlPcXrPhgfTCfgfU9O8XHbO3atYqJiYmycuVK5fLly8oXX3yh2NjYKKGhoYqiKErXrl2VkSNHausfOXJEMTQ0VGbOnKlcuXJFGT9+vGJkZKRcuHBBX6cgslhm75lp06YpxsbGysaNG5WQkBDt6/nz5/o6BZHFMnvPvEpm1fv0ZPaeuXv3rpIjRw6lf//+SnBwsLJ9+3bFzs5O+eGHH/R1CiKLZfaeGT9+vJIjRw5lzZo1yt9//63s3r1bKVasmNK+fXt9nYLIYs+fP1fOnTunnDt3TgGU2bNnK+fOnVPu3LmjKIqijBw5Uunatau2/t9//62Ym5srw4YNU65cuaIsXLhQUavVir+/v75OIVWSOL1nCxYsUAoWLKgYGxsrVapUUY4fP67dVrt2baV79+469devX6+ULFlSMTY2VsqUKaPs2LEjiyMW+paZe6ZQoUIKkOI1fvz4rA9c6E1m/868TBKnT1Nm75mjR48qVatWVUxMTJSiRYsqkydPVhITE7M4aqFPmblnEhISlAkTJijFihVTTE1NlQIFCihff/218uzZs6wPXOjFgQMHUv18knyfdO/eXaldu3aKfSpUqKAYGxsrRYsWVVasWJHlcWdEpSjSZyqEEEIIIYQQ6ZFnnIQQQgghhBAiA5I4CSGEEEIIIUQGJHESQgghhBBCiAxI4iSEEEIIIYQQGZDESQghhBBCCCEyIImTEEIIIYQQQmRAEichhBBCCCGEyIAkTkIIIYQQQgiRAUmchBBCvJGVK1diY2Oj7zDemEqlYsuWLenW6dGjBy1btsySeIQQQmRvkjgJIcQnrEePHqhUqhSvGzdu6Ds0Vq5cqY3HwMCA/Pnz07NnTx49evRO2g8JCaFx48YA3L59G5VKRVBQkE6defPmsXLlyndyvLRMmDBBe55qtZoCBQrwxRdf8PTp00y1I0meEEK8X4b6DkAIIYR+NWrUiBUrVuiU5cmTR0/R6LKysiI4OBiNRsP58+fp2bMnDx484M8//3zrtu3t7TOsY21t/dbHeR1lypRh7969JCUlceXKFXr16kV4eDjr1q3LkuMLIYTImPQ4CSHEJ87ExAR7e3udl1qtZvbs2ZQrVw4LCwsKFCjA119/TWRkZJrtnD9/nrp165IjRw6srKyoVKkSp0+f1m4/fPgwNWvWxMzMjAIFCjBw4ECioqLSjU2lUmFvb4+joyONGzdm4MCB7N27l5iYGDQaDRMnTiR//vyYmJhQoUIF/P39tfvGx8fTv39/HBwcMDU1pVChQkydOlWn7eShekWKFAHA1dUVlUpFnTp1AN1enGXLluHo6IhGo9GJsUWLFvTq1Uv7fuvWrVSsWBFTU1OKFi3K999/T2JiYrrnaWhoiL29Pfny5cPDw4N27dqxZ88e7fakpCS8vb0pUqQIZmZmODk5MW/ePO32CRMmsGrVKrZu3artvQoICADgn3/+oX379tjY2JArVy5atGjB7du3041HCCFESpI4CSGESJWBgQHz58/n0qVLrFq1iv379zN8+PA063fu3Jn8+fNz6tQpzpw5w8iRIzEyMgLg5s2bNGrUiDZt2vDXX3+xbt06Dh8+TP/+/TMVk5mZGRqNhsTERObNm8esWbOYOXMmf/31F56ennz++edcv34dgPnz57Nt2zbWr19PcHAwfn5+FC5cONV2T548CcDevXsJCQlh06ZNKeq0a9eOJ0+ecODAAW3Z06dP8ff3p3PnzgAEBgbSrVs3Bg0axOXLl1m6dCkrV65k8uTJr32Ot2/f5s8//8TY2FhbptFoyJ8/Pxs2bODy5cuMGzeO0aNHs379egC+/fZb2rdvT6NGjQgJCSEkJIRq1aqRkJCAp6cnOXLkIDAwkCNHjmBpaUmjRo2Ij49/7ZiEEEIAihBCiE9W9+7dFbVarVhYWGhfbdu2TbXuhg0blNy5c2vfr1ixQrG2tta+z5Ejh7Jy5cpU9/X29la++OILnbLAwEDFwMBAiYmJSXWfV9u/du2aUrJkScXNzU1RFEVxdHRUJk+erLNP5cqVla+//lpRFEUZMGCAUq9ePUWj0aTaPqBs3rxZURRFuXXrlgIo586d06nTvXt3pUWLFtr3LVq0UHr16qV9v3TpUsXR0VFJSkpSFEVR6tevr0yZMkWnjV9++UVxcHBINQZFUZTx48crBgYGioWFhWJqaqoACqDMnj07zX0URVH69euntGnTJs1Yk4/t5OSkcw3i4uIUMzMz5c8//0y3fSGEELrkGSchhPjE1a1bl8WLF2vfW1hYAC96X6ZOncrVq1eJiIggMTGR2NhYoqOjMTc3T9HOkCFD6N27N7/88ot2uFmxYsWAF8P4/vrrL/z8/LT1FUVBo9Fw69YtSpUqlWps4eHhWFpaotFoiI2NpUaNGixfvpyIiAgePHhA9erVdepXr16d8+fPAy+G2TVo0AAnJycaNWpEs2bNaNiw4Vtdq86dO9OnTx8WLVqEiYkJfn5+dOzYEQMDA+15HjlyRKeHKSkpKd3rBuDk5MS2bduIjY3l119/JSgoiAEDBujUWbhwIb6+vty9e5eYmBji4+OpUKFCuvGeP3+eGzdukCNHDp3y2NhYbt68+QZXQAghPl2SOAkhxCfOwsKC4sWL65Tdvn2bZs2a8dVXXzF58mRy5crF4cOH8fb2Jj4+PtUEYMKECXTq1IkdO3awa9cuxo8fz9q1a2nVqhWRkZF8+eWXDBw4MMV+BQsWTDO2HDlycPbsWQwMDHBwcMDMzAyAiIiIDM+rYsWK3Lp1i127drF3717at2+Ph4cHGzduzHDftDRv3hxFUdixYweVK1cmMDCQOXPmaLdHRkby/fff07p16xT7mpqaptmusbGx9ncwbdo0mjZtyvfff8+kSZMAWLt2Ld9++y2zZs3C3d2dHDlyMGPGDE6cOJFuvJGRkVSqVEknYU2WXSYAEUKID4UkTkIIIVI4c+YMGo2GWbNmaXtTkp+nSU/JkiUpWbIkgwcPxsvLixUrVtCqVSsqVqzI5cuXUyRoGTEwMEh1HysrKxwdHTly5Ai1a9fWlh85coQqVaro1OvQoQMdOnSgbdu2NGrUiKdPn5IrVy6d9pKfJ0pKSko3HlNTU1q3bo2fnx83btzAycmJihUrardXrFiR4ODgTJ/nq8aOHUu9evX46quvtOdZrVo1vv76a22dV3uMjI2NU8RfsWJF1q1bh52dHVZWVm8VkxBCfOpkcgghhBApFC9enISEBBYsWMDff//NL7/8wpIlS9KsHxMTQ//+/QkICODOnTscOXKEU6dOaYfgjRgxgqNHj9K/f3+CgoK4fv06W7duzfTkEC8bNmwYP/74I+vWrSM4OJiRI0cSFBTEoEGDAJg9ezZr1qzh6tWrXLt2jQ0bNmBvb5/qor12dnaYmZnh7+/Pw4cPCQ8PT/O4nTt3ZseOHfj6+monhUg2btw4Vq9ezffff8+lS5e4cuUKa9euZezYsZk6N3d3d8qXL8+UKVMAKFGiBKdPn+bPP//k2rVrfPfdd5w6dUpnn8KFC/PXX38RHBzM48ePSUhIoHPnztja2tKiRQsCAwO5desWAQEBDBw4kHv37mUqJiGE+NRJ4iSEECIFFxcXZs+ezY8//kjZsmXx8/PTmcr7VWq1midPntCtWzdKlixJ+/btady4Md9//z0A5cuX5+DBg1y7do2aNWvi6urKuHHjcHR0fOMYBw4cyJAhQxg6dCjlypXD39+fbdu2UaJECeDFML/p06fj5uZG5cqVuX37Njt37tT2oL3M0NCQ+fPns3TpUhwdHWnRokWax61Xrx65cuUiODiYTp066Wzz9PRk+/bt7N69m8qVK/PZZ58xZ84cChUqlOnzGzx4MMuXL+eff/7hyy+/pHXr1nTo0IGqVavy5MkTnd4ngD59+uDk5ISbmxt58uThyJEjmJubc+jQIQoWLEjr1q0pVaoU3t7exMbGSg+UEEJkkkpRFEXfQQghhBBCCCFEdiY9TkIIIYQQQgiRAUmchBBCCCGEECIDkjgJIYQQQgghRAYkcRJCCCGEEEKIDEjiJIQQQgghhBAZkMRJCCGEEEIIITIgiZMQQgghhBBCZEASJyGEEEIIIYTIgCROQgghhBBCCJEBSZyEEEIIIYQQIgOSOAkhhBBCCCFEBv4HfLpPrS1NcEkAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:04,273 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:04,381 INFO:Saved aggregated ROC curve for f to results/roc_curves/Aggregated_ROC_f.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:04,463 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:04,566 INFO:Saved aggregated ROC curve for g to results/roc_curves/Aggregated_ROC_g.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:04,646 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:04,748 INFO:Saved aggregated ROC curve for h to results/roc_curves/Aggregated_ROC_h.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:04,828 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:04,929 INFO:Saved aggregated ROC curve for i to results/roc_curves/Aggregated_ROC_i.png\n" ] }, { "data": { "image/png": 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dAQBLly7F0qVLdc5P3/wU0L9whD7Pnj0DAK2ez/TH6cfyUn7eOyey+t6ysLBAly5dNPMG0z179gz79u2DiYkJevTooXVN+vdOo0aNMv3eSZ+zl/69U6FCBSxYsADJycn4/PPPUbJkSbi5uaFHjx55vulvcHAwgMy/R2UymeZY+rkZcf8louKLi0MQkeTSh+ElJCToXcI5/cOLv78/pk2bpvPbcX3D8fLzGIBMN1lNHxbm7u4OLy+vLO+hr5css9fNrD0wMBBDhgyBQqHAjz/+iPbt26NMmTIwMzODTCbDsmXLMGTIkFz3oqS/D2dnZ50w+6Y3F5TITx9++KHW6nCpqamYMGEC5syZgy+//BJeXl6oXr265rhSqUS1atXw999/49y5czla2OH8+fMAoNXTlv743r17ePHiRZ4NG0u/96NHj/Jt2f30/5eZyex7Od2AAQPg7++PNWvWYOLEiQCA33//HSkpKejcuTNsbGz0vl7nzp1hbm6e5b0zfh1HjBiBrl27Yvfu3Th58iROnjyJTZs2YdOmTZgyZQpOnDihd0hqQcvu60VERReDExFJ6unTp9i/fz+AtOFmp06dyvTcJ0+e4MCBA2jXrh0AaIbCZbW0r75jb3tdTqT3gFSqVEnvEuiZKVWqFG7dupXp62bWHhAQACEERowYga+//lrnePpQqNxKfx8lSpTI9fsAMq/35cuXiIyMfKua9EkPjOfOncPx48cxevRonSXYO3TogL///hsBAQGYN29elsP5Ll26hH///RcAtPZpatasGSwtLREdHY21a9fiq6++yrP30KFDB+zcuRMHDx5EaGhojudipUtf0S06Olrv8QcPHrxTfY0aNYK7uztu376NU6dOwcvLS/M98eYwPSDte+fOnTsYN24cateunavXcnJywuDBgzF48GAAwM2bNzFgwACcOXMG48eP1wzpfRfp36PpPWP63Lt3T+tcIiKAQ/WISGL+/v5ITU1FvXr1IITI9E96KMi4SET6UKDAwEDcvn1b597Xr1/H33//rdPu6ekJMzMzPH/+XO8+R2FhYTh06NBbvZ8WLVpApVLh6NGjuRp61bhxYwDQbAD8pg0bNuhtT9/bpmzZsjrHEhISsG3bNr3XpX/Y1refDpC2V5C9vT2uX7+uCRI5kd5juGXLFp19fQBoDffKKzKZDAsWLIBMJsPhw4dx5MgRreOff/45rKys8Pz5c0yYMCHT+yQlJWHEiBEA0hbWyLg3j5WVlWbRjmnTpmk+WGcmJiYGly9fzlH9vXr1gpubG5KSkjBs2LBse4gCAwMRHx+veZ7+4f7GjRs654aEhODSpUs5qiMr6UvO+/v7IzAwEFevXoWrqytatGihc26bNm0ApH0PvCsPDw+MGzcOAHDlypV3vh/wem7e5s2b9S7+sGPHDkRERMDS0jLT+X1EVDwxOBGRpNLnLWW3aED6EKu9e/dq5kW4ubmhffv2UKvVGDZsmNZv3CMjIzFs2DC9Q9TMzMwwaNAgAMBXX32lNfclMTERn3/+OWJjY9/q/Tg5OWHEiBGIjY1F+/btcfXqVZ1zEhMTsXv3bty8eVPTNnDgQJiZmeHkyZNYtGiR1vmnTp3C4sWL9b5e+j5Va9as0Xr/CQkJ+OyzzzL9gF+6dGkAaT1S+gKOUqnElClTIISAr68vTp48qXNOamoq/vrrL629mTp37oxSpUrh4cOHmDBhglYIuHbtGqZPn663nndVq1YtdOnSBQA0m5+mc3BwwMqVKyGTyfDTTz9h1KhRiIuL0zonODgYn3zyCU6fPg0bGxusW7dO5zUmT56Mhg0b4uXLl/jwww+xZ88enXNSU1OxY8cOeHp6am2gmxWlUoktW7bAxMQEO3bsgI+Pj97/b+Hh4Zg0aRK8vLyQmJioaW/ZsiUA4Mcff8TLly817c+fP0ffvn0RExOTozqy0q9fP8jlcmzZskXz/Zne9qaxY8fCxsYG8+fPx7x58/TOT7p3757WqpJ//fUX9u/fr/O9KITA3r17Aej/5cDb6NKlC8qUKaPZoDfjLw/u3buH0aNHA0gbOpgXi40QURFS8CugExGlOXr0qAAgjI2NRXh4eLbn16pVSwAQc+fO1bQFBwdr9l0pUaKE6Nixo/D19RV2dnaiYsWK4pNPPhEAxPr167XuFR0dLTw9PQUAYWFhIT755BPRtWtXUbJkSWFvb6/Z42bGjBla12W1P0y65ORk0bNnTwFAyOVyUbNmTdGpUyfRrVs34eXlpdmT6Y8//tC6bt26dZo9hz744APRo0cP0aRJEyGXy8WYMWM0+1xlFBERodkbpkSJEsLHx0d06tRJODo6CktLSzFy5MhM9z+qXbu2ACAqVaokevXqJQYOHCjGjRundc7YsWM1e9e8//77okOHDqJ79+6iadOmwsbGRgAQS5Ys0brm6NGjwszMTAAQFSpUEN27dxetWrUSSqVSdOzY8a32sslqH6d0t2/fFkZGRgKA+N///qdzfMuWLcLS0lIAEJaWlqJ169aiR48eonHjxprrKlSooLUn0Zuio6NF165dNV8TFxcX8fHHH4uePXsKb29vYWdnp/me3rlzZ47fnxBCnD9/XvO1kclkolatWqJz586ia9euol69ekKhUGj2koqLi9Ncl/F7wNHRUXTo0EG0bNlSWFtbi2rVqgkfH58s93F6sz0zrVu31rxvmUwmgoKCMj332LFjmj27HB0dRfPmzUWvXr3Exx9/LCpUqKDZ5yzdggULBABhZWUlmjZtKnr27Cl8fX0178va2lpcvnw5x1/L7H5Oz58/r/l/VbZsWdGtWzfRtm1bYWJiIgAIb29vkZiYqHVN+j5OWX0PZof7OBEVbgxORCSZPn36CACic+fOOTr/p59+EgBE5cqVtdqfPXsmhg8fLkqXLi1UKpVwdXUVw4cPFy9evNBstnnw4EGd+0VHR4uJEyeK8uXLC5VKJZydnUWfPn3EgwcPxIABAwQA8dtvv2ldk5PglG7//v2iY8eOolSpUkKpVAobGxtRuXJl0b17d7FhwwYRGxurc83Ro0dFq1athJWVlTAzMxO1atUSK1euFA8fPtR8UH/T8+fPxWeffSYqVKggjI2NRcmSJUXv3r3FnTt3svyw9+DBA9GzZ0/h4uKiCQ5ly5bVOe/UqVOiV69eomzZssLY2FhYWlqK9957T/j4+IgVK1boDb1Xr14VHTt2FHZ2dsLY2FhUrlxZzJo1SyQnJ+dbcBJCiCFDhggAokGDBnqPP3/+XEydOlXUrVtX2NnZCaVSKRwdHUWrVq3EkiVLdD4sZ+bMmTPi008/FZUrVxZWVlbCyMhI2Nvbi8aNG4sZM2bobDicU4mJiWLFihWiffv2olSpUsLY2FiYmJiIcuXKic6dO4uNGzdqbdia7vHjx6Jv377C0dFRqFQqUa5cOTF27FgRHR2d7Qa4OQ1OW7Zs0QSnrDZOThcaGiomTZokatWqpdksuXTp0qJhw4ZiypQp4p9//tGc+99//4mpU6eKFi1aiDJlyggTExNha2srPvjgAzF+/Hjx6NGjHNWYLic/pw8fPhTDhw/X/PxbWlqKBg0aiCVLlojk5GSd8xmciEgmRDHbsIKIio2XL1+ifPnyiIyMRGhoaI5Xf0tOTkbVqlVx+/ZtBAYGolatWvlcafbWrl2Lfv36oX379ti9e7fU5RARERU7nONERIVe+vLRGT1//hz9+vVDREQEPv74Y72hKTAwUGcifkxMDD7//HPcvn0bH3zwQYGGpocPHyIkJESn/dSpUxgzZgyA15P0iYiIqGCxx4mICj2ZTIbSpUujcuXKKFGiBIKDg3H58mXExMSgTJkyOHnypGZ57Yzc3NwQFxeHatWqwdHREc+ePcOVK1cQHh4OOzs7/Pnnn6hZs2aBvQ9/f38MHDgQ1atXR5kyZaBQKBAUFKRZGdDPz09nE2AiIiIqGAxORFToTZo0CYcPH0ZQUBAiIiKgUqlQoUIFfPzxxxg1alSmm5X+/PPP2LFjB27evImIiAjI5XKULVsWH330EcaMGaM3bOWnmzdvYu7cuThx4gRCQ0MRGxsLGxsb1KhRAwMGDECPHj0KtB4iIiJ6jcGJiIiIiIgoG5zjRERERERElA0GJyIiIiIiomwYSV1AQVOr1Xjy5AksLS0hk8mkLoeIiIiIiCQihEB0dDRKliwJuTzrPqViF5yePHlS4BO+iYiIiIjIcD169AilS5fO8pxiF5wsLS0BpH1xrKysJK6GiIiIiIikEhUVBVdXV01GyEqxC07pw/OsrKwYnIiIiIiIKEdTeLg4BBERERERUTYYnIiIiIiIiLLB4ERERERERJQNBiciIiIiIqJsMDgRERERERFlg8GJiIiIiIgoGwxORERERERE2WBwIiIiIiIiygaDExERERERUTYYnIiIiIiIiLLB4ERERERERJQNBiciIiIiIqJsMDgRERERERFlg8GJiIiIiIgoGwxORERERERE2WBwIiIiIiIiygaDExERERERUTYYnIiIiIiIiLLB4ERERERERJQNBiciIiIiIqJsMDgRERERERFlQ9LgdPz4cbRv3x4lS5aETCbDzp07s73m6NGjqFWrFoyNjeHu7g5/f/98r5OIiIiIiIo3IylfPDY2FtWrV8eAAQPQsWPHbM+/d+8e2rVrh6FDh2L9+vU4fPgwBg0aBBcXF3h7exdAxZTf1OoUpCRESF0GERERERUApWkJyGSFYxCcpMGpTZs2aNOmTY7PX7p0KcqVK4d58+YBACpXroyTJ09iwYIFDE4FJD+DzZNrm3Hr8Ph8uTcRERERGYZUtYBCLgMANBt5DyozB4kryhlJg1NunTlzBi1bttRq8/b2xpdffpnpNYmJiUhMTNQ8j4qKyq/yDFZehR0GGyIiIiJ6FwcvJmPP2RTMGWwCU2OZ1OXkSqEKTiEhIXByctJqc3JyQlRUFOLj42FqaqpzzaxZs/Ddd98VVIkFKieBiGGHiIiIiKSWnCLw274k7D2XAgDYdz4FnRspJa4qdwpVcHobEyZMwKhRozTPo6Ki4OrqKmFFeSP4n/W4tm+I1GUQEREREWXpRZQaMzYk4vpDNWQyoHcLJTp6Fb4YUqgqdnZ2RmhoqFZbaGgorKys9PY2AYCxsTGMjY0LorwC8/jvNfh3/3Cpy8hXT2q3RUSFGvoPqgu0FN2XTwZC/jHGy0f58+MjV2TSbS0EILK/XijkEEqVzqkiVYHoh85IeGH7VnXFWFsgwskeasW7TeBMe3fZv5EUVeH6LVQ6RXKq3naZkPgbN4dkOR41UbiGV+QFhToVLhHPYRcbrdUe7/gQMeWvAopkaQqTyZBv/z9kgLmJHNHq6OzPLUAljK2kLqHYMTVSoVeFFvjQ+X2pS6FCqKV3B1x/eAbW1lbwX7UEbVu30hxTmpaQsLLcKVTBqUGDBti/f79W26FDh9CgQQOJKip4hhKa/o2vi6eiIqy9SsDsPYssz1WnyPDstgkiQ/V/ELZ+I/TGJqoQeyMF4t8M90hVQyQIxO14iaTA+HeuP6MSpSzf8socpJic3ikhEcq4aHzs8AQ1rV9q2i+UqI6dZdsiQWEMkZqzD94vzeyyPB7jYIpwexuo5bn7oJWqlO6vC0Vyik7b2waRnAcDnSuzPKpQp6L0i1CUiNGeR2mGRPip/kQTo2tv+8KGxdgU8OkL1G70Trc58uQKVt4+gLiUxOxPNjAxbzx/nhApSR2vCeTl30dvioEakL/+e9rBxDrfXis7ZkbGGPheGzQrWV2yGogo9xYvWYZBgwZh3bp1qFixotTlvDWZECL//rbNRkxMDP777z8AQM2aNTF//nw0a9YMdnZ2KFOmDCZMmIDg4GCsXbsWQNpy5FWrVsXw4cMxYMAA/PXXX/jiiy+wb9++HK+qFxUVBWtra0RGRsLKqnD9xupdQ9P1+LoITnbHm//L5Uo5bLzsYV7JAmo93w5vBp8kmRmETAFbM7O3riUxPhnxYYlQH4oD/tX+Le2L4Kx/s/n2QUebqaUKvb9vig87V8mT+2Xl6KU4+O95idiXCVBHx6b1HmWQWSjKLgRlFGOhG4jkerrnkpWqHN8zM0ZJSe98j4zSwoxuMNEXRgo8iORRUJCaoQUV6cNG/pAyVOQ3hhYiyqmEhAScOXMGzZo107QJISB7+99e5pvcZANJe5wuXryo9QVNn4vUr18/+Pv74+nTp3j48KHmeLly5bBv3z589dVXWLhwIUqXLo0VK1YUi6XIswpN7zWfgReiGvYd2IuIsJc6x1UllLBqUQrxajeE3dOfk58/BfBUu+3NYGT2qmPJTqlEx1o1UMfNLdu6TwZcx++TjyI+WvuDdnbhKF3GkFSQQSczMbuOIPzHlVDHxGV6TsZeonQRxjavHhkBqrf7YGUaE5KWLWQyQAhE2tjiWcnSSJUrAAApKt1ApH/Q2GvmLx/rbZdn8hebcVIMhob8jsG297K+cZ6FDSWAsnraa7/jfQuOoQQWQw4qRSFsMFQQEaV59OgROnXqhMuXL+PIkSP48MMPAcAgQ1NuSdrjJIXC1OOUvmpe8NUNuP3XN3rPiSszDIcvA+q4WJ1jKgcVbBrbw7SiNZ7eMMHLJ9ofrDPrMTLJRTACMg9HQM4Ckr4epPwMSTkJP5k5pyiHXe93RoKR/jl1QPa9RCYxITrDxbL6MVQkx+K98/MQY2mGc22nIck47esVa1M602syC0TpVInRqL9/Etz/3gYLi9fvRWWsgtfY0ag0blKW1xcVBRFqDDGwGEpQYdggIipajh07hi5duuD58+ews7NDQEAAmjdvLnVZWSo0PU6UuZysmhfu1hcnTugPTFZeDogSjrj/UAXbMDPIANi+ykm5DUbp8rL3CMj/HqTMAlLq0+d6z79Yum6moShVpCJFpCLewjlXNZjGhgBIC0bRlmaIsLeB2qlkltfom3p0r/JviLbOPChZRgYDSAtEjQ9Pg8e/O9N6pkzNgUyG5qksLeEVEIBKnTvn7M0YqHcJPwUdaqQOLAwqRESUH4QQ+OWXXzBq1CikpqaievXq2LFjB8qVKyd1aXmKwckA5WQu0z9xjXDvhHabykEF+5b2iE8tg+hQU5gqlejVLG96jgDD7D3K6M2glFlAyuhS1ZYIcG2FWJkR4s1zF4pMYrTHNkba2OFZydJQKxSQCTWMkmMgT3kdkrLqIcot59QIwNQM5ubGGN0AaFex1OuDMzbk2etIIbdBKK/CT36GGgYWIiIqquLj4zFkyBCsW7cOANCrVy8sW7YMZu8wF95QMTgZmJyEpsvhDfAwVjvBl+lWFiVruKCBaQNUVOV8tZKMYSmnPUdAwfce6ZNdUMrYgyR7tYR2qjoVyepXi1HIZIg3095QOZ1JzFOtIJSRDALKpGgoUrWDULR1Ka3nycYmmdbunBL+qkfIDFDlfLl8cyVeBaW3W1L8XRTUXJ13CUJvE34YaoiIiN7exo0bsW7dOigUCsydOxcjR44sEvOZ9GFwMiDB/6zPNjRdeuGFR3EVABlgZGkEKOWo3rgeBjbpkavXSg9Mj2++0Hs8s5XrpFygISdBaVsVX8Qq0oam5XZYXaJRIp6XLAWFOgEKdRlEW7pkem5yNmHHOSU87cEb4eh18Mn5ankFJbtgJMVcnZwGIYYfIiIiafj5+SEwMBBdunRB06ZNpS4nXzE4GQi1OiXTOU0R9TogzON9BP0WgsS4tP1sVPYq2LSsg3auXrmaq5RVYCpRytIgVq4D9M9Penj/Bq7HPUCK0F0rLrhCW5xrMDLT+2Xbg5QShzizMq9adLuWnZMzGfYn076XORIx+v2XaNe6cqa15Jd37RHKTTDK77k6DEJERESGSQiBlStXonv37rCwsIBMJsOiRYukLqtAMDgZiIcXl+ptt/9oCm6WVyH6ajQSn7/eBLTah/UwsFHOe5myCkylPUpIGpb0haT03qTgxDBNWEpQp829elq+LW7XHY1Upbnm/AQL7d4hk5inkCkUMEqJQ9WbyxFjaYadnr9lWsObPUjpQck8NR6jQ9eiXdTJtAO29mn/zXK57cx7qt5FQfYIZRaMGGiIiIiKr9jYWAwYMABbtmzBwYMHsWXLliI7LE8fBicDoFan4Nbh8Trtdo2/wsnyacPOwg6HadqdnJwwsFX2oSm7+UtSBqaMYenNIXf6whLwOjDF2rpnee9G175H6cEDsFHUQ2wyENK0MUJitM9xtsjwJCkRiI8D1CnaQSk9JCkAOLsWyCaoWYWjgugRYjAiIiIiff777z/4+vri2rVrUCqVBr/MeH5gcDIAKQkRettvVCkPIArRV6OR9Px1gGjfvn2m98rJYg8FHZiy6lHK6H9OlXHggx5INtK/CsubvUoAYG+jwAtjEzy2sIKQy2FmIsMBz+UICc+8nsVtgXaRx4Gd64DEeCAiTPekod/ke0jKKD0wPYh5lqPz2SNEREREBeWPP/5Az5498fLlSzg7O2Pr1q3w8vKSuqwCx+BkoCq1+AGX/3mGkL+eaoUmJycn1KpVS+81JwOu44eu2/Qek2L+UnpgSr7zIMvznpol4YBZGZxu/G2O713GyQh+7W3QpJYZmq8F0rNnYhKAN1ZTd1al9SiZq+MwOmor2i27oD8sAfnes5RZj5K+3iR94YjBiIiIiAqKWq3GzJkzMXnyZAgh0KBBA2zduhUlS2a9J2VRxeBkoBLeq4OQBRu1QhOQeW+TvtAk5WIPMbuOIHTQZJ32p2ZJ+Df0OlJSUwC5DMGVO+Bq5cE6w+/MEp5DZW0NI1PtzWjNjGV4v34J/PEgFV8fTQSOJOCZwgaQySEXajimvtScay7i04LSkz+yLtbWPps5SzmXF/OQylo4MhwRERGR5MLDw7Fo0SIIITB06FAsXLgQKpVK6rIkw+BkoPZdOPA6NMkAa1s7dOnYUae3KbNFH8YHdDKooXjKimUR0agCzs6eBiDr+UqDq95Bj89aaLXtuwPMOwPExibiyM1XCzkotIf0lUt8jL/ufJp1senzloA8CUtvBqV3mYfE3iQiIiIyJPb29ti2bRtu3LiBgQMHSl2O5BicDNSjXQ8ApG2gqrA0xazp0/WeJ2VoyulQvJN9BmDHi4pIeqoE+rQFoH++krNZPIb0dEWTWq+WBb94HPv2X8c8s/YIUqZvLqtn9TuZIq13KXaHdjDK6B1C0tsu2MB5SERERFTY7Nq1C8nJyejcuTMAoGHDhmjYsKHEVRkGBicD8OTa5iyPN272kd72kwHXNaFJLpeh5Ht2+TosL7sNaAFA4eIAAHgcGYwDZmVw1fNzRCeUA8x1TtUwKW2BcHsbBCnk+PpcInA0AhACEJURYt1Y53zn5Odpq98l7kO7tlUzhKHM93HKKX0hKae9SOlBicGIiIiIChu1Wo2pU6fi+++/h5mZGapVq4ZKlSpJXZZBYXCSWGZLkaez8qqELt7eOu1vzmkq+Z4dlt74LM/ry2rZ8IyUFcvCbvxABCeG4dTkyfjXqDwuN5unc55ZwnPEupTEEzt7zSp4EUlyID79DGNAYaxzHQBUSA5Om7Okvvaq92hYHrxD7bCUXUjigg1ERERU1ERERKB3797Yv38/AGDw4MEoX768xFUZHgYniWW2FHmyWgWYKNHJq4NWe2Zzmnp/3zRP6slJrxLwumdJbmGGiEYVELh7C5I+O4o7xtVxu+4inblLVrEPUbmONc5ZeeJuhrec+OYKeMkZXk+mAGQymFsYY3QzM7SrWApv26v0NsPtMoYkhiMiIiIqiq5duwYfHx8EBQXBxMQEy5cvR+/evaUuyyAxOBmgqxG1ISCHTK5EHTc3rWP5Macpp71KChcHyC3MYDd+ICw+aYZbAQE4NXkywmevB5C24MNl7yU6100ZZI8YyzL4bD+AN3JielDS2ngWeOd9lN520QYHE2uGJCIiIioWtmzZAj8/P8TFxaFs2bLYvn17ptveEIOTQXocl9Y1alpBu9cmv+Y0ZbbAQ8ZepfSwBCAtMFWujPCbN9NWx+u+CKlKc50FH9L3WoqxNEsLTRlUSHioHZSAtIUdcrmPUm72RUrH4XZEREREwIULFxAXF4cWLVpg06ZNsLfPZJEtAsDgJLnMFoZQWBqhW5vWmuf5NacpZteR16FJLofCqYROUMroVkAA9nTtqglM+pYTB9J7mczw3ZE4BMVrH1v8YPrrwJTDPZTeJiCl46INRERERLpmzZoFd3d3DBw4EEZGjAXZ4VdIQtktDJE+TE/f5rZ5Nacp/MeVmsfKCq4oc/p3vefdCgjAhl8O4VKp7kjtc1bvcuL2NgqYGcve6GXS3mtJE5qy6Fl625XtuC8SERERUeYuX76MOXPmwN/fHyqVCkZGRhgyZIjUZRUaDE4SymphCPmrx/pCU17t06TV2wTAbrzuxmbp85j+TSqvd/4SoD0kb94Z4OvLQEiM9jkVEh5idOwOtDN7APTUP38pPTA9iHmWZd0MSERERES58/vvv2Pw4MFISEiAu7s7pk2bJnVJhQ6Dk4FJXxhCrkqLTr9PPqp1PC83t9XqbapYVmdoXsZheW+GJhvjJCQ42CHc3gY3FHK9YSnd4gfT0a5nE6C27op42S0FzpXtiIiIiN5ecnIyxo4di4ULFwIA2rRpg6+++kriqgonBicDk74wRKmWpQEA8dGv1+vOi9CktYJe6OvV+d7sbcoqNKXPX/psPzLsv6RNs0lt6Nq0XqY3epiy610qa+HIkERERET0Dp49e4auXbvi2LFjAIBvvvkG3333HRQKhcSVFU4MTgbIyMoIvg064GTAdbwIjgYAlChlmSehKXTQZJ32N3ubsgtNTWqZofla7XvoXVbc1h4we7XwwytZBSYuBU5ERESUNy5duoQOHTrg8ePHsLCwwNq1a+Hr6yt1WYUag5MBEgKoqKqIeZMXa9pMLVXvdE99oSnjvkzpc5mSoqMRExycZU9T87XAvQgBQAbgjVXygLSFH3p+gyMlLdOG4b38C/jzLwD6F3lg7xIRERFR3rK0tER0dDQqVaqEHTt2oHLlylKXVOgxOBmwjMP03mUVPX2hyWnlNK19mfZ07ao5lmloenYfn51I7/VKC00VEh6+Dk0ZVso78uQKJl96o1vqDQxMRERERHlHCAGZLO0zWsWKFXHgwAFUrlwZ1ta6e1hS7jE4GSC5Sp5nw/TyIjS1sQ3Ed3/VRZBSu4b0TWzTA5Omh+nPv3R6lrjIAxEREVH+efr0Kbp164bJkyejZcuWAID69etLXFXRwuBkgOyaOuD3z49qnr/tML2sQlP60Lzwmzc1x/SGJtOT+NWxp869F79YiHbqa0DP14HpwSX9Cz1Mq9WPIYmIiIgon5w+fRqdO3fG06dPMXToUNy8eZMb2uYDfkUl9OTaZp02I0sFzCtb4fHN1yvevc0wvex6mt4MTQDwtMUkredtTE/i1zLaoalCylOMfv8l2rV+vbT4yqM/6Cz2wIUeiIiIiPKXEAJLly7FyJEjkZycjPfffx87duxgaMon/KpKRK1Owa3D4/UeE2qheVzao0Suh+llF5oAICk6bRigTC6HbZnS8Cpvi/MKU8RYmCLc3gYW8jj8qtQOTYvbAu0qugBw0bQdeXJFE5rkkMHVwoFhiYiIiCifJSQkYPjw4Vi1ahUAoHPnzli9ejUsLCwkrqzoYnCSSEpChN72ZGEMJLwOTrnpbUrfoyn5zgOt9jdD062AAMQEBwMAzO1LYECLyjgq80SYzBbh9jZINlYiAtqTCNNCk/brvbkAhKuFA35vqj8MEhEREVHeiI6ORosWLXDhwgXI5XLMmjULY8eO1SwMQfmDwcmAXI2oDSGXAylpwSk3i0JktkfTmwtBvDlET5WatnKfv9EniLEwRbKxEgAglwGO5oC5EhjdIPvQBAAD32uTszdKRERERG/NwsICVapUQVBQEDZt2oRWrVpJXVKxwOBkQB7HlQcsAHWqyP7kDPSFJmXFsrAbPzDT1fPSmXj1Qn9lX9ywLIfQUg6a9nI2wF+v963VbFwbl5IIQHc/Ji4AQURERJR/hBBITEyEiYkJZDIZlixZgu+++w5ly5aVurRig8HJwMiN5UiJSQtOOVlNLyfzmfSFJju3MvAqb4tZJfviumV5rdAEpPUyZbTy9gGdBSDSMTQRERER5Z+4uDh8+umniIiIwJ49eyCXy2FqasrQVMAYnAyMfUt7BM1M69XJbn7T24am9gEBqHTlIBDyCI8snXRCU/p8poy9TC8SogCkLQBRwsQKAPdjIiIiIspv9+/fh6+vL65cuQKFQoFz586hQYMG2V9IeY7ByYAYWSpgXM4Kz3ZHZju/6a1D0w/fpYWm0GDMtu6H/0q5aR3PuAiEvl4mLgBBREREVDD+/PNPdOvWDeHh4XBwcMCWLVsYmiTE4FQI5SQ0AWl7NWXU/ofvUOnOaQDAUZknljl11jqeMTS9ucx4CRMrTQ8TEREREeUfIQTmzp2L8ePHQ61Wo06dOti2bRtcXV2lLq1YY3AyUFnNbwr/caXWc32hCXi9VxOgHZr2WTXCGOdRSFa9/t//uUci2lU0BsBlxomIiIikNHr0aCxYsAAAMGDAACxatAgmJiYSV0VyqQsg/bKa36SOidM8ziw0ZdyryaJUKVSKfgQgLTR9VvYbxBmbAq/W+ncxVWOst/7QBHCZcSIiIqKC1KtXL1hZWWHJkiVYsWIFQ5OBYI+TAcrp/k0KFwe9oQnQHqanUiqAkLTgNM+pj9Z5ZqnJmNQsbe8mfaGJK+YRERER5b+QkBA4OzsDADw9PXH//n3Y2tpKXBVlxB6nIuhWQIDWJrde5V//0IUrXz92Cn6OpU2TNSvoMTQRERERFSy1Wo0ZM2agfPnyuHjxoqadocnwMDgVMjG7jiD16fMsz8nY22RnbY5K5dJ+e3FU5okotSkAQJGcgirmyWhSywxA2gp6GTE0EREREeWvqKgodOrUCd9++y3i4+OxZ88eqUuiLDA4GZjU5KyPZ1wYQm5hpnXsVkAAVlWujIjbtzVtXp7umsf+9gO0zvdrbwNAewU9gKGJiIiIKL/dvHkT9erVw86dO6FSqbBy5Up89913UpdFWWBwMjBPLhlneixm1xEk33mgeW43fqDW8VOTJyP85k0ItTrteIbeJgz9Bo9MbJCqTJvWZmUu19vbVNbCkaGJiIiIKB/t2rULdevWxc2bN1G6dGmcOHECAwYMyP5CkhQXhzAgQgAR940yTbMZe5uUFcvqLAyRvvy4TCaDrZXZ696mod/gqNwTD0yVmnPtzOU48uQKVt4+gEcxr4f+cQU9IiIiovxz5MgR+Pj4AAAaN26MgIAAODo6SlsU5QiDUyGScRnyN3ubMjI3N8GAzh+mPRn6DVC7Efy/ewK1+esfynZVdReDYG8TERERUf5q0qQJ2rdvj/Lly2POnDlQKpXZX0QGgcGpkMi4KIS+Zcgz7tukYWsP1G6Eo5ficD1WiVQbI5iaX4FdiQPY+eSZ1qllLRzZ20RERESUD27evImyZcvC1NQUcrkc27ZtY2AqhDjHyQCZWqp02rJaFAJ4Y98mhfb/Vv89LxFubwMAsLE7AIVSOzRNq9UPvzcdz94mIiIiojwWEBCA2rVrY+jQoRBCAABDUyHF4GSAen/fVOt5dotCAK/nNwEZVtIzNsW+O8AZCwckq9J6m5SqtNAkhwxlLRy5gh4RERFRPkhJScG4cePQtWtXxMbGIjg4GPHx8VKXRe+AQ/UMjFwhx4edq2i1ZbcoRMZhehZmxq9X0vPpi3lngASjtN9q2Ni9Xj3P1cIBvzcdnx9vgYiIiKhYe/HiBbp3744///wTADB27FjMnDkTRkb86F2Y8f+egcuut+lWQAD2dO2qea56tdw4nF2B2o0Qd/MKXFwPQCZPhEIRpTmP85mIiIiI8t7ly5fRsWNH3L9/H2ZmZli9ejW6ZvisRoUXg5OhSRKahzG7jiB00Ou5S/p6mzLObQIyDNPz6Yt9dwCYHdAMz0vH1fOIiIiI8l5SUhI6dOiAR48eoUKFCtixYweqVasmdVmURzjHydAcfj32NeMQPSD7uU3tm1dPG6b3qrdp3hlAJk8EAAghgzzRgqvnEREREeUTlUoFf39/tG/fHhcuXGBoKmLY42Ro/k3WPMy4b5PTymk6vU0ZvTm3ad8dICgCKGn16oQkC5S7NgT+U0rmR9VERERExVJoaChu3bqFxo0bAwCaN2+O5s2bS1wV5Qf2OBUC+vZtytSrDW/nnQFMza/AyCgSACBTC/i1t8m/IomIiIiKmfPnz8PT0xPt27fHrVu3pC6H8hmDk4HKuOFtjr3a8BYAotSX4eC8VnPIwdIUTWrp7v9ERERERLm3cuVKNGrUCMHBwXBxcdHs0URFF4OTgcpuw1uN5CSdptkHE2FkdVCrbcQHbfOsNiIiIqLiKikpCcOGDcOgQYM0i0GcP38eHh4eUpdG+YzByUBlnN+kb1EI4NX+Tc8y9Eq92vB21aMbWivpdbftzlX0iIiIiN7RkydP0KxZMyxduhQymQzTpk3D9u3bYWVllf3FVOhxcQgDlHGYXlbzmzIuRa5SGmk2vM240a0FHDDcq27+FkxERERUDPz66684ffo0rK2tsX79erRr107qkqgAMTgZoJwO00sKf6F57NW4FvZZN3q1kl6ipv3rWhyiR0RERJQXpk6dimfPnmHcuHGoWLGi1OVQAeNQPQOUk2F6uHgciIkC8Gop8g8q6aykp0iy4BA9IiIioreUkJCAefPmISUlBUDaPk0rVqxgaCqm2ONkSARgaqnSPM1yGfKd67Se7vtwFJ48vqK1kp6dmWm+lElERERU1D169AidOnXChQsX8PTpU8ydO1fqkkhi7HEyJALo/X3TnJ2bGP/6sYUV5j2rrDW3CeBKekRERERv49ixY/D09MSFCxdgZ2cHb29vqUsiA8DgZGBqKEOz37/p4nHcunQNMXGv5jIpVYiTX9FaSc/mVnsO0yMiIiLKBSEEFi5ciBYtWuD58+eoUaMGLl68iFatWkldGhkABicDk6OFIXauw6nA/zRP71TvDJhl6G2KsUWJmEr5VSIRERFRkRMXF4c+ffrgyy+/RGpqKnr16oVTp06hXLlyUpdGBoLBycDkaGGIxHgkJadonp7r3E2rt0lxuyH82tvkV4lERERERc6DBw+wc+dOKBQK/PTTT1i3bh3MzDJf3ZiKHy4OYaAyXRji4nEgIkzz9FGzT5FifQzKV8/VcSXgkuCBJrX4g05ERESUU5UrV8bvv/8OGxsbNG3aVOpyyACxx8mAyJU5+N/xxmp6p9v7avU2KW/Wz+uyiIiIiIocIQTmzJmDkydPatp8fHwYmihT7HEyINa17YA9WSwMcfE4EPJI8/RO9c5QlL3y+nh8CchDKgI2+VYiERERUaEXExODAQMGICAgAE5OTrhx4wZsbW2lLosMHHucDIhZOYvMV9S7eBxYOhMAcOteCGLiEnGu7TTI5ImaUxQ32NtERERElJX//vsP9evXR0BAAJRKJaZMmQIbGxupy6JCgD1OhkSt1jzUWVEvwxA9zYp6Tk9hZBQJAJAlWab1NgEwM5blb51EREREhdC+ffvQq1cvREZGwtnZGdu2bUPDhg2lLosKCfY4GSidFfUybHibZJwWqkxLnta0iaTXGZgr6hERERG9plarMX36dLRv3x6RkZFo2LAhLl26xNBEucLgZIB0VtTLuJKerT2gVAEA5Iqk19fcTvvBL+NkxBX1iIiIiDKQyWT4559/IITAsGHDcOTIEbi4uEhdFhUyHKpXGGRcSc/YFEDawhBquQJyAKnJ1lC+GqbH3iYiIiIibTKZDKtWrULnzp3RtWtXqcuhQoo9ToVBhmF68OkLAAjs018zvwkQAAB7GwV7m4iIiIgA7Ny5EwMGDIAQaZ+TLCwsGJronTA4GSCdhSHS2doDtRvhxnvtYFTuqqZZkaLUfz4RERFRMZOamopJkybB19cXq1evxu+//y51SVREcKieAdJZGOINJz4cA2P5Bs1zLkNOREREBERERKBXr174448/AABffvklunfvLnFVVFQwOBmYLBeGAHArIADqEiW4DDkRERFRBteuXYOPjw+CgoJgYmKC5cuXo3fv3lKXRUUIh+oZujcWhljmfwomruc1TfIMw/S4MAQREREVR7t27UL9+vURFBSEsmXL4vTp0wxNlOfY42To3lgY4niJWJio/qdpsnzkhVhwYQgiIiIqvhwcHJCUlISWLVti48aNsLe3l7okKoIYnAyIOlZoN7y5f1PtRlDen645XELlCNWL9xCL1AKskoiIiEh6arUacnna4KmGDRvi2LFjqFOnDoyM+PGW8geH6hmQJwvjtBv07N8kk7/e9HZk1TYFURYRERGRQbl8+TI++OADXL36epXhBg0aMDRRvmJwMiAvDyZqN7wxTO/IkyuQq2IAAOokC8hCKiLsJXubiIiIqPj4/fff0bBhQ/z7778YM2aM1OVQMcLgVBi8GqY378IOTZNQq+C/56XmOVfUIyIioqIsOTkZX375Jfr06YOEhAS0adMGmzZtkrosKkYYnAyMZvPbN5YhB4CIVLXmcUpwHcQlvp4TxRX1iIiIqKh69uwZWrVqhYULFwIAvv32W+zZswe2trYSV0bFCQeCGhjN5rd65jcBab1KKSnWaKEoiXOvhulxRT0iIiIqqu7fv49GjRrh8ePHsLS0xNq1a+Hj4yN1WVQMMTgZEIWN5evNb9+Y37TvDqCWKyAHIFen4umLEgBSAHCYHhERERVdpUuXhoeHB8zNzbFz5054eHhIXRIVUwxOBkRmbKzbmD6/aS0Aq/RGwWF6REREVGQlJaWtIqxSqWBkZITNmzfDyMgIVlZW2VxJlH84x6mQiE1+/dg4MVrzmMP0iIiIqCh58uQJmjVrhpEjR2ra7OzsGJpIcgxOhURK3Os9noxSEiSshIiIiCh/nDp1Cp6enjh9+jQ2btyIx48fS10SkQaDkyHSs6JeYlSU5rHayIT7NxEREVGRIYTAkiVL0KxZM4SEhKBq1aq4ePEiSpcuLXVpRBoMToZI34p64vWcphSVpeYxF4YgIiKiwiwhIQEDBw7EZ599huTkZHTp0gVnzpyBu7u71KURaeHiEIbm4nEg5NHr569W1Iu2dEF6XBJ4HZa4MAQREREVVkIIfPLJJzh06BDkcjl++OEHjBkzBjIZfzFMhoc9ToYmY2+Ts2vainpn9J/KhSGIiIioMJPJZBg5ciTs7e1x4MABjB07lqGJDBZ7nAyIiYVSZ/8mAIiMjIOp+W0YGUUCANRqQCFFgURERETvSAiBhw8fomzZsgCAdu3a4e7du7C0tMzmSiJpscfJgHQZ7/X6yav9m/bdAcLUZrCxO/D6WKoSAOc3ERERUeESFxeH3r17o1atWrh3756mnaGJCgMGJwNS75P3dNrSh+nJ5ImaNsXthgA4v4mIiIgKj3v37sHLywsbNmxAZGQkzpzJZC4CkYHiUD0Dl3HjWwCQJ1pAHlKR85uIiIio0Dh06BC6d++O8PBwODg4YMuWLWjatKnUZRHlCnucCgFT8yua+U1EREREhYUQArNnz0br1q0RHh6O2rVrIzAwkKGJCiUGJwOXEhenNb9JlqqSsBoiIiKinPvtt98wbtw4qNVq+Pn54cSJE3B1dZW6LKK3wuBk4BKjorTmN1k+8sribCIiIiLD0b9/fzRo0ACLFy/GypUrYWJiInVJRG+Nc5wMnRCah7ZCBZMX7yEWqRIWRERERJS5s2fPom7dupDL5TAxMcGJEyegUHAjFSr8JO9xWrRoEdzc3GBiYoJ69erh/PnzWZ7/008/oVKlSjA1NYWrqyu++uorJCQkFFC1BU9pfUszv8nI1FTiaoiIiIj0U6vV+P7779GwYUNMnTpV087QREWFpD1OmzdvxqhRo7B06VLUq1cPP/30E7y9vXHr1i04OjrqnL9hwwaMHz8eq1atQsOGDXH79m30798fMpkM8+fPl+Ad5K99dwDjUmc1z82MjJEkYT1ERERE+kRGRqJv377YvXs3ACAsLAxCCMhk3HOSig5Je5zmz5+PwYMHw8/PD1WqVMHSpUthZmaGVatW6T3/9OnT8PLyQs+ePeHm5oaPPvoIPXr0yLaXqrCad0Z7/6b6yuYIe8lhekRERGQ4bty4gXr16mH37t1QqVRYuXIlFi9ezNBERY5kwSkpKQmBgYFo2bLl62LkcrRs2TLTDdEaNmyIwMBATVC6e/cu9u/fj7Zt22b6OomJiYiKitL6U1hk3MNJGa3GxT9La56bGfMvIyIiIpLWjh07ULduXdy6dQulS5fGiRMnMGDAAKnLIsoXkg3VCwsLQ2pqKpycnLTanZyccPPmTb3X9OzZE2FhYfjwww8hhEBKSgqGDh2KiRMnZvo6s2bNwnfffZentUvBKCUBcYmvF4rwa28jXTFERERU7IWEhKBXr16Ij49HkyZNsGXLFr1TLYiKCskXh8iNo0ePYubMmVi8eDEuXbqE7du3Y9++ffj+++8zvWbChAmIjIzU/Hn06FEBVpxLV84CEWHZnmZvo0CTWmYFUBARERGRfs7OzliyZAlGjhyJQ4cOMTRRkSdZj5O9vT0UCgVCQ0O12kNDQ+Hs7Kz3mkmTJqFPnz4YNGgQAKBatWqIjY3Fp59+im+++QZyuW4ONDY2hrGxcd6/gfywf8vrx8amSImLg6qEdOUQERERZXT16lUkJyejVq1aAIB+/fqhX79+EldFVDAk63FSqVTw9PTE4cOHNW1qtRqHDx9GgwYN9F4TFxenE47Sl7gUGfY7KrSSMiyr7tMXiRnmY8lkhapzkIiIiIqYLVu2oH79+vDx8cGzZ8+kLoeowEn6aXzUqFFYvnw51qxZgxs3bmDYsGGIjY2Fn58fAKBv376YMGGC5vz27dtjyZIl2LRpE+7du4dDhw5h0qRJaN++fdHaI8DWHqjdCEqrm5o9nIytrSQuioiIiIqjlJQUfP311+jWrRvi4uJQqVKlovW5iyiHJN3HqVu3bnj+/DkmT56MkJAQ1KhRAwcOHNAsGPHw4UOtHqZvv/0WMpkM3377LYKDg+Hg4ID27dtjxowZUr2FfGXqclLzWKG05lLkREREVKBevHiB7t27488//wQAjBs3DjNmzGBwomJJ0uAEAJ9//jk+//xzvceOHj2q9dzIyAhTpkzBlClTCqAyae27Awij10FJcau+5jGXIiciIqL8dvnyZXTs2BH379+Hubk5Vq1aha5du0pdFpFkJA9OpN+8MwBejc5TJ5lDHvoegLQgxaXIiYiIKL/98MMPuH//Ptzd3bFjxw5UrVpV6pKIJMXgZKDi5FegTJ/flBitaedS5ERERFQQli1bhhIlSmDmzJmwsbGRuhwiyXGpNgNlZHFA89g0JkbCSoiIiKg4CA0NxZw5czQrFVtbW2Px4sUMTUSvsMfJUMkSNQ+r77mG/9g7TkRERPnk/Pnz6NixI4KDg2FmZobhw4dLXRKRwWGPk4FLTbKA7GlFrqhHRERE+WLlypVo1KgRgoOD4eHhgRYtWkhdEpFBYnAqBK55DNY85op6RERElBeSkpIwbNgwDBo0CElJSfDx8cG5c+fg4eEhdWlEBonBqRBIMXq9GARX1CMiIqJ39eTJEzRr1gxLly6FTCbD9OnTsW3bNlhZWUldGpHB4hynQoQr6hEREVFeuHXrFs6ePQtra2ts2LABbdu2lbokIoPH4GTwZIg3dZS6CCIiIipCmjVrBn9/fzRo0ADu7u5Sl0NUKHConiF5Ga7bJns9p4nzm4iIiOhtJCQkYMSIEbh165amrU+fPgxNRLnAHidDZGwKIQTejEmc30RERES59ejRI3Tq1AkXLlzA0aNHceXKFSgUCqnLIip02ONkiHz6Amq1VhPnNxEREVFuHTt2DJ6enrhw4QLs7Owwf/58hiait8TgZGhs7YHajaSugoiIiAoxIQQWLlyIFi1a4Pnz56hRowYCAwPRqlUrqUsjKrQYnIiIiIiKkPj4ePTp0wdffvklUlNT0bt3b5w6dQpubm5Sl0ZUqDE4GaB5l65AroqRugwiIiIqhBQKBe7fvw+FQoGFCxdi7dq1MDPjcH+id8XFIQzQzkcHgFfDj4XaWNpiiIiIqFBRqVTYunUrbt++jcaNG0tdDlGRweBkgAQSNSvqKW7VkrQWIiIiMmxCCMyZMwdhYWGYPXs2AMDZ2RnOzs4SV0ZUtDA4GbDUJAvY3imBeFOpKyEiIiJDFBMTgwEDBiAgIAAA0LFjR9SvX1/iqoiKJgYnIiIiokLozp078PX1xb///gulUomff/4Z9erVk7osoiKLwYmIiIiokNm3bx969eqFyMhIODs7Y9u2bWjYsKHUZREVaVxVj4iIiKgQmTNnDtq3b4/IyEg0bNgQly5dYmgiKgAMTgZNhnhTR6mLICIiIgNSrlw5CCEwbNgwHDlyBC4uLlKXRFQscKieIZPJNA/NjGVZnEhERERFWUpKCoyM0j62de7cGRcuXEDt2rUlroqoeGGPUyHh195G6hKIiIhIAjt27ECVKlUQHBysaWNoIip4DE4GSAih9dzeRoEmtbjjNxERUXGSmpqKb7/9Fh07dsSdO3cwZ84cqUsiKtY4VM8QqdVSV0BEREQSioiIQK9evfDHH38AAL788kvN5rZEJA0GJwOzz7Qu1PIIdgUSEREVU1evXoWvry+CgoJgamqK5cuXo1evXlKXRVTs8fO5gZln1UnqEoiIiEgiJ0+eRP369REUFAQ3NzecPn2aoYnIQLDHycDEykw1aVauFlmeS0REREVLzZo1Ub58eTg7O2PTpk0oUaKE1CUR0SsMTgZGZnEdRkaRaY9fBScuRU5ERFR0vXz5EtbW1pDJZDA3N8eff/6JEiVKaJYfJyLDwKF6BsbI/tjrJ6lKAFyKnIiIqKi6dOkSatSogR9//FHT5uTkxNBEZIAYnAyNPEnzUHG7IZciJyIiKqLWrVsHLy8vPHjwAKtXr0ZCQoLUJRFRFhicDFRqshXkIRWlLoOIiIjyWHJyMkaOHIm+ffsiISEBbdu2xdmzZ2FiYiJ1aUSUBQYnIiIiogISGhqKli1b4ueffwYATJo0CXv27IGtra3ElRFRdjiAloiIiKgAJCYmomHDhrh79y4sLS2xdu1a+Pj4SF0WEeUQe5yIiIiICoCxsTHGjh2LSpUq4fz58wxNRIUMgxMRERFRPklMTMT9+/c1z4cMGYLLly/Dw8NDuqKI6K0wOBERERHlgydPnqBZs2Zo0aIFIiIiAAAymQympqYSV0ZEb4PBiYiIiCiPnTp1Cp6enjhz5gzCw8Nx69YtqUsionfE4GRoZDKpKyAiIqK3JITA4sWL0bRpU4SEhKBq1aq4cOEC6tevL3VpRPSOGJwMiY0dgxMREVEhlZCQgIEDB2L48OFISUlB165dcebMGbi7u0tdGhHlAQYnAyOEkLoEIiIiegsTJkzA6tWrIZfLMXv2bGzatAkWFhZSl0VEeYTBydCo1VJXQERERG/h22+/haenJw4ePIixY8dCxlEkREUKN8A1WPzLloiIyJAJIfDXX3+hRYsWAIASJUrgwoULDExERRR7nAycmTH/8iUiIjI0cXFx6N27N1q2bIkVK1Zo2hmaiIou9jgZOL/2NlKXQERERBncu3cPHTt2xJUrV6BQKJCYmCh1SURUABicDJi9jQJNaplJXQYRERG9cujQIXTv3h3h4eFwcHBAQEAAmjRpInVZRFQAOFSPiIiIKBtCCMyePRutW7dGeHg46tSpg8DAQIYmomKEwcmAnLRTQa6KkboMIiIiekNgYCDGjx8PtVqNgQMH4vjx43B1dZW6LCIqQByqZ0DWl3k9LE+tNpawEiIiIsqodu3amDlzJmxtbfHpp59yEQiiYojByYDEK17/JRwV9pGElRAREdEff/wBDw8PlCtXDgAwfvx4iSsiIilxqJ4BSkmxRkL0B1KXQUREVCyp1Wp8//33aNeuHTp27Ii4uDipSyIiA8AeJyIiIqJXoqKi0LdvX+zatQsA0LBhQxgZ8eMSETE4GZSUFLXUJRARERVbN27cgK+vL27dugVjY2MsWbIEfn5+UpdFRAaCwcmAxKo5cpKIiEgKO3bsQN++fRETE4PSpUtj+/btqFOnjtRlEZEB4Sd1A5KkstQ8lquFhJUQEREVH6mpqZg1axZiYmLQpEkTBAYGMjQRkQ4GJ0OSYWlTu7CX0tVBRERUjCgUCmzbtg3ffPMNDh06BEdHR6lLIiIDxOBkgGRCwCImXuoyiIiIiqyrV6/il19+0Tx3dXXF9OnToVQqJayKiAwZ5zgRERFRsbJlyxb4+fkhLi4O5cuXR7t27aQuiYgKAfY4ERERUbGQkpKCsWPHolu3boiLi0PLli1Rv359qcsiokKCwYmIiIiKvLCwMLRu3Rpz584FAIwbNw4HDhxAiRIlJK6MiAoLDtUjIiKiIu3SpUvo2LEjHjx4AHNzc6xevRpdunSRuiwiKmQYnIiIiKhI+/fff/HgwQO4u7tjx44dqFq1qtQlEVEhxOBERERERVqfPn2QmJiIzp07w8bGRupyiKiQ4hwnIiIiKlJCQ0PRo0cPPHv2TNM2aNAghiYieifscTJIsuxPISIiIh3nzp1Dp06dEBwcjNjYWOzevVvqkoioiGCPkwEzM2aAIiIiyqkVK1agcePGCA4OhoeHB2bPni11SURUhDA4GTC/9jZSl0BERGTwEhMTMWTIEAwePBhJSUnw8fHBuXPn4OHhIXVpRFSEcKiegbK3UaBJLTOpyyAiIjJoISEh8PX1xdmzZyGTyfD9999jwoQJkMv5u2EiylsMTkRERFRomZqaIjw8HDY2NtiwYQPatGkjdUlEVEQxOBEREVGhIoQAAMhkMlhbW2PXrl0wMjKCu7u7xJURUVHGfmwiIiIqNBISEjBgwAD8+uuvmjYPDw+GJiLKdwxOREREVCg8fPgQjRo1gr+/P8aOHYunT59KXRIRFSMMTgZEcP8mIiIivY4cOQJPT09cvHgRdnZ22Lt3L1xcXKQui4iKEQYnQyJ7HZy4hxMREVHafKYFCxagVatWCAsLQ40aNRAYGIiWLVtKXRoRFTMMTgZEZAhO3MOJiIiKOyEE/Pz8MGrUKKSmpqJ37944deoU3NzcpC6NiIohBicDYmQU9eqR4B5ORERU7MlkMlSrVg0KhQI///wz1q5dCzMz/vtIRNLgcuQGSJ6kkLoEIiIiySQmJsLY2BgAMGrUKLRu3Rrvv/++xFURUXHHHicDZHaV/zgQEVHxI4TAjz/+iNq1ayM6OhpAWq8TQxMRGQIGJwOTmmwNZXAZqcsgIiIqUDExMejatSvGjx+Pa9euYcOGDVKXRESkhUP1iIiISFJ37tyBr68v/v33XyiVSvzyyy/49NNPpS6LiEgLgxMRERFJZt++fejVqxciIyPh4uKCbdu2oUGDBlKXRUSkg0P1iIiISBLr1q1D+/btERkZiYYNGyIwMJChiYgMFoMTERERSaJVq1ZwcXHBZ599hiNHjsDFxUXqkoiIMsWhekRERFRgnj9/DgcHBwCAs7Mz/v77b9jb20tcFRFR9tjjRERERAVix44dqFChgtaKeQxNRFRYMDgRERFRvkpNTcW3336Ljh07Ijo6GuvXr4cQQuqyiIhyhcGJiIiI8k1ERATat2+PGTNmAAC++uor7Nq1CzKZTOLKiIhyh3OciIiIKF9cvXoVvr6+CAoKgqmpKVasWIGePXtKXRYR0VthcCIiIqI89/TpUzRo0ACxsbFwc3PDjh07UKNGDanLIiJ6awxORERElOdcXFwwYsQIBAYGYuPGjShRooTUJRERvRMGJwNklBIndQlERES5FhYWhuTkZM1+TNOnTwcAKBQKKcsiIsoTXBzCANV4sE7qEoiIiHLl0qVLqF27Nnx9fZGYmAggLTAxNBFRUcHgZHAEen7hLXURREREObZu3Tp4eXnhwYMHePHiBUJCQqQuiYgozzE4GaBKnTtLXQIREVG2kpOTMXLkSPTt2xcJCQlo27YtLly4gLJly0pdGhFRnmNwIiIiolwLDQ1Fy5Yt8fPPPwMAJk+ejD179sDGxkbawoiI8gkXhyAiIqJc8/Pzw/Hjx2FpaYl169ahQ4cOUpdERJSv2ONEREREufbzzz+jQYMGOH/+PEMTERULDE5ERESUrcTERBw8eFDz3N3dHadOnYKHh4eEVRERFRwGJyIiIsrSkydP0LRpU7Rp00YrPMlkMgmrIiIqWO8UnBISEvKqDiIiIjJAJ0+eRK1atXD27FlYW1tLXQ4RkWRyHZzUajW+//57lCpVChYWFrh79y4AYNKkSVi5cmWuC1i0aBHc3NxgYmKCevXq4fz581me//LlSwwfPhwuLi4wNjbGe++9h/379+f6dYmIiChzQggsXrwYzZo1Q2hoKKpVq4aLFy/C25t7DRJR8ZTr4DR9+nT4+/tj9uzZUKlUmvaqVatixYoVubrX5s2bMWrUKEyZMgWXLl1C9erV4e3tjWfPnuk9PykpCa1atcL9+/exdetW3Lp1C8uXL0epUqVy+zaIiIgoE/Hx8RgwYACGDx+OlJQUdOvWDWfOnEGFChWkLo2ISDK5Dk5r167FsmXL0KtXLygUCk179erVcfPmzVzda/78+Rg8eDD8/PxQpUoVLF26FGZmZli1apXe81etWoXw8HDs3LkTXl5ecHNzQ5MmTVC9evXcvg0iIiLKxO7du+Hv7w+5XI45c+Zg48aNMDc3l7osIiJJ5To4BQcHw93dXaddrVYjOTk5x/dJSkpCYGAgWrZs+boYuRwtW7bEmTNn9F6ze/duNGjQAMOHD4eTkxOqVq2KmTNnIjU1NdPXSUxMRFRUlNYfQ6ZWG0tdAhERFXNdu3bF6NGjcfDgQYwZM4aLQBAR4S2CU5UqVXDixAmd9q1bt6JmzZo5vk9YWBhSU1Ph5OSk1e7k5ISQkBC919y9exdbt25Famoq9u/fj0mTJmHevHmYPn16pq8za9YsWFtba/64urrmuEYpRD//SOoSiIiomBFCYNmyZQgPDweQtlre3LlztX65SURU3Bnl9oLJkyejX79+CA4Ohlqtxvbt23Hr1i2sXbsWe/fuzY8aNdRqNRwdHbFs2TIoFAp4enoiODgYc+bMwZQpU/ReM2HCBIwaNUrzPCoqymDDU0qKFRKiq0ldBhERFSNxcXEYNGgQNm7ciB07dmDfvn2Qy7lbCRHRm3IdnDp06IA9e/Zg2rRpMDc3x+TJk1GrVi3s2bMHrVq1yvF97O3toVAoEBoaqtUeGhoKZ2dnvde4uLhAqVRqza2qXLkyQkJCkJSUpLVYRTpjY2MYG3P4GxER0Zvu3r0LX19f/PPPP1AoFGjbti2H5RERZeKtfqXUqFEjHDp0CM+ePUNcXBxOnjyJjz7K3RAzlUoFT09PHD58WNOmVqtx+PBhNGjQQO81Xl5e+O+//6BWqzVtt2/fhouLi97QRERERPr973//Q+3atfHPP//A0dERhw8fxogRIxiciIgykevgVL58ebx48UKn/eXLlyhfvnyu7jVq1CgsX74ca9aswY0bNzBs2DDExsbCz88PANC3b19MmDBBc/6wYcMQHh6OkSNH4vbt29i3bx9mzpyJ4cOH5/ZtEBERFUtCCPz4449o06YNIiIiULduXQQGBqJJkyZSl0ZEZNByPVTv/v37elexS0xMRHBwcK7u1a1bNzx//hyTJ09GSEgIatSogQMHDmgWjHj48KHWOGtXV1ccPHgQX331FT744AOUKlUKI0eOxLhx43L7NgyWjOPKiYgoH0VFRWHp0qVQq9UYOHAgfv31V5iYmEhdFhGRwctxcNq9e7fm8cGDB2Ftba15npqaisOHD8PNzS3XBXz++ef4/PPP9R47evSoTluDBg1w9uzZXL9OocEhEkRElI+sra2xfft2nD9/Hp9++imH5hER5VCOg5OPjw+AtCVK+/Xrp3VMqVTCzc0N8+bNy9PiiiM5//0iIqI8tm/fPrx48QJ9+/YFANSsWTNXW4gQEVEuglP6ggzlypXDhQsXYG9vn29FFWdmJkxORESUN9RqNaZPn46pU6dCqVSievXqqF69utRlEREVSrme43Tv3r38qINeMVZxjhMREb27yMhI9O3bVzPUftCgQahcubLEVRERFV65Dk4AEBsbi2PHjuHhw4dISkrSOvbFF1/kSWFERET0dm7cuAEfHx/cvn0bxsbGWLJkiWbFWiIieju5Dk6XL19G27ZtERcXh9jYWNjZ2SEsLAxmZmZwdHRkcCIiIpLQjh070LdvX8TExKB06dLYvn076tSpI3VZRESFXq7HhX311Vdo3749IiIiYGpqirNnz+LBgwfw9PTE3Llz86NGIiIiyqF///0XMTExaNKkCQIDAxmaiIjySK57nK5cuYLffvsNcrkcCoUCiYmJKF++PGbPno1+/fqhY8eO+VEnERER5cDEiRPh4uKCvn37QqlUSl0OEVGRkeseJ6VSqdmU1tHREQ8fPgSQti/Eo0eP8rY6IiIiytLVq1fRqVMnxMXFAQDkcjkGDhzI0ERElMdy3eNUs2ZNXLhwARUrVkSTJk0wefJkhIWFYd26dahatWp+1EhERER6bN68GQMGDEBcXBzKli2L+fPnS10SEVGRlesep5kzZ8LFxQUAMGPGDNja2mLYsGF4/vw5fvvttzwvsLgx5y8IiYgoGykpKRg7diy6d++OuLg4tGrVCt98843UZRERFWm57nGqXbu25rGjoyMOHDiQpwUVd6MbSF0BEREZsrCwMHTv3h2HDx8GAIwbNw4zZsyAQqGQuDIioqItz3ZbvXTpEj7++OO8ul2xJBMC7SpKXQURERmqq1evonbt2jh8+DDMzc2xZcsW/PDDDwxNREQFIFfB6eDBgxgzZgwmTpyIu3fvAgBu3rwJHx8f1KlTB2q1Ol+KJCIiIsDGxgZxcXFwd3fH2bNn0aVLF6lLIiIqNnI8VG/lypUYPHgw7OzsEBERgRUrVmD+/PkYMWIEunXrhmvXrqFy5cr5WSsREVGxI4SATCYDALi6uuLAgQMoX748bGxspC2MiKiYyXGP08KFC/Hjjz8iLCwMW7ZsQVhYGBYvXoyrV69i6dKlDE1ERER5LDQ0FM2aNcPOnTs1bbVq1WJoIiKSQI57nIKCgjRDAjp27AgjIyPMmTMHpUuXzrfiiIiIiqtz586hU6dOCA4Oxn///Yc2bdrA2NhY6rKIiIqtHPc4xcfHw8zMDAAgk8lgbGysWZaciIiI8s6KFSvQuHFjBAcHw8PDA4cPH2ZoIiKSWK6WI1+xYgUsLCwApO0h4e/vD3t7e61zvvjii7yrjoiIqBhJTEzEF198gWXLlgEAfH194e/vDysrK4krIyKiHAenMmXKYPny5Zrnzs7OWLdundY5MpmMwYmIiOgtJCQkoFmzZjh79ixkMhmmT5+O8ePHQy7Ps51DiIjoHeQ4ON2/fz8fyyAAUKtVUpdAREQSMTExQd26dXHz5k1s2LABbdq0kbokIiLKgL/GMiAxL5pJXQIRERUgIQTi4uI0z+fOnYsrV64wNBERGSAGJwOSFPe+1CUQEVEBSUhIwIABA9C2bVskJycDAJRKJcqWLStxZUREpE+uFoegfPZqg0MiIiraHj58iE6dOuHixYuQy+U4ceIEmjdvLnVZRESUBfY4ERERFaAjR47A09MTFy9eRIkSJXDw4EGGJiKiQoDBiYiIqAAIIbBgwQK0atUKYWFhqFmzJi5evIiWLVtKXRoREeXAWwWnoKAgfPvtt+jRoweePXsGAPjjjz/w77//5mlxRERERcU333yDUaNGITU1FX379sWpU6fg5uYmdVlERJRDuQ5Ox44dQ7Vq1XDu3Dls374dMTExAIC///4bU6ZMyfMCiYiIioLevXvD1tYWP//8M/z9/WFqaip1SURElAu5Dk7jx4/H9OnTcejQIahUr/cdat68Oc6ePZunxRERERVmjx8/1jyuUqUK7t27hxEjRkDGxYCIiAqdXAenq1evwtfXV6fd0dERYWFheVIUERFRYSaEwKxZs1ChQgUcO3ZM025tbS1hVURE9C5yHZxsbGzw9OlTnfbLly+jVKlSeVIUERFRYRUdHY0uXbpg4sSJSEpKwv79+6UuiYiI8kCug1P37t0xbtw4hISEQCaTQa1W49SpUxgzZgz69u2bHzUSEREVCrdv30b9+vWxbds2KJVK/Pbbb/jxxx+lLouIiPJAroPTzJkz4eHhAVdXV8TExKBKlSpo3LgxGjZsiG+//TY/aiQiIjJ4e/fuRZ06dXD9+nW4uLjg2LFj+PTTT6Uui4iI8ohRbi9QqVRYvnw5Jk2ahGvXriEmJgY1a9ZExYoV86M+IiIig3f27Fm0b98eAODl5YWAgAC4uLhIXBUREeWlXAenkydP4sMPP0SZMmVQpkyZ/KiJiIioUKlXrx66d++OEiVKYP78+VqrzhIRUdGQ6+DUvHlzlCpVCj169EDv3r1RpUqV/KiLiIjIoN28eRMlS5aElZUVZDIZ1q1bByOjXP+zSkREhUSu5zg9efIEo0ePxrFjx1C1alXUqFEDc+bM0dqrgoiIqCjbvn076tSpg/79+0OtVgMAQxMRURGX6+Bkb2+Pzz//HKdOnUJQUBC6dOmCNWvWwM3NDc2bN8+PGomIiAxCamoqJk6ciE6dOiEmJgYRERGIjY2VuiwiIioAuQ5OGZUrVw7jx4/HDz/8gGrVqmlt8kdERFSUhIeHo127dpg1axYA4KuvvsKhQ4dgaWkpcWVERFQQ3jo4nTp1Cp999hlcXFzQs2dPVK1aFfv27cvL2ooduUzqCoiISJ9//vkHderUwcGDB2Fqaor169dj/vz5HJ5HRFSM5Ppv/AkTJmDTpk148uQJWrVqhYULF6JDhw4wMzPLj/qKFVNjJiciIkOTmpqKLl264O7duyhXrhx27NiB6tWrS10WEREVsFwHp+PHj2Ps2LHo2rUr7O3t86OmYkulYnAiIjI0CoUCa9aswYwZM+Dv748SJUpIXRIREUkg18Hp1KlT+VEHERGRwQgLC8Ply5fRqlUrAED9+vWxZ88eiasiIiIp5Sg47d69G23atIFSqcTu3buzPPeTTz7Jk8KKIzMOlSciktylS5fg6+uL58+f48yZMxyWR0REAHIYnHx8fBASEgJHR0f4+Phkep5MJkNqampe1VbsfFZH6gqIiIq3tWvXYsiQIUhISIC7uzsXfyAiIo0c/YuQvrnfm48pb7UqL3UFRETFU3JyMkaPHo1ffvkFANCuXTv8/vvvsLGxkbYwIiIyGLlejnzt2rVITEzUaU9KSsLatWvzpCgiIqKCEhoaihYtWmhC0+TJk7F7926GJiIi0pLr4OTn54fIyEid9ujoaPj5+eVJUURERAVl5cqVOHHiBCwtLbFr1y589913kMvfaX94IiIqgnI9eFsIAZlMd9nsx48fw9raOk+KIiIiKijjxo1DcHAwRowYAQ8PD6nLISIiA5Xj4FSzZk3IZDLIZDK0aNFCa8Jsamoq7t27h9atW+dLkURERHklMTERP/30E7788ksYGxtDoVBg0aJFUpdFREQGLsfBKX01vStXrsDb2xsWFhaaYyqVCm5ubujUqVOeF0hERJRXnjx5gk6dOuHs2bO4e/cufvvtN6lLIiKiQiLHwWnKlCkAADc3N3Tr1g0mJib5VhQREVFeO3nyJDp37ozQ0FDY2Nhkub0GERHRm3I9+7Vfv34MTUREVGgIIbB48WI0a9YMoaGhqFatGi5evIg2bdpIXRoRERUiOepxsrOzw+3bt2Fvbw9bW1u9i0OkCw8Pz7PiiIiI3kV8fDw+++wz+Pv7AwC6deuGlStXwtzcXNrCiIio0MlRcFqwYAEsLS01j7MKTkRERIYiJCQEO3fuhFwux48//ojRo0fz3zAiInorOQpO/fr10zzu379/ftVCRESUp8qVK4fNmzdDoVCgRYsWUpdDRESFWK7nOF26dAlXr17VPN+1axd8fHwwceJEJCUl5WlxREREuSGEwIIFC3DgwAFN20cffcTQRERE7yzXwWnIkCG4ffs2AODu3bvo1q0bzMzMEBAQgK+//jrPCyQiIsqJuLg49OrVC6NGjUKPHj0QEhIidUlERFSE5Do43b59GzVq1AAABAQEoEmTJtiwYQP8/f2xbdu2vK6PiIgoW3fv3kWDBg2wceNGGBkZYdq0aXBycpK6LCIiKkJyvI9TOiEE1Go1AODPP//Exx9/DABwdXVFWFhY3lZHRESUjf/973/o3r07IiIi4OjoiICAADRu3FjqsoiIqIjJdY9T7dq1MX36dKxbtw7Hjh1Du3btAAD37t3jb/eIiKjACCHwww8/oE2bNoiIiEDdunURGBjI0ERERPki18Hpp59+wqVLl/D555/jm2++gbu7OwBg69ataNiwYZ4XSERElJn//vsParUagwYNwvHjx1G6dGmpSyIioiJKJoQQeXGjhIQEKBQKKJXKvLhdvomKioK1tTUiIyNhZWUlWR1Jcc9xZGE5rbZmI+9BZeYgUUVERIVPQkIC9uzZgy5dukhdChERFUK5yQa5nuOULjAwEDdu3AAAVKlSBbVq1XrbWxEREeXI3r178fvvv2P9+vVQKBQwMTFhaCIiogKR6+D07NkzdOvWDceOHYONjQ0A4OXLl2jWrBk2bdoEBwf2mBARUd5Sq9WYPn06pkyZAgBo2rQphg4dKnFVRERUnOR6jtOIESMQExODf//9F+Hh4QgPD8e1a9cQFRWFL774Ij9qJCKiYiwyMhK+vr6a0DR8+HAMGDBA4qqIiKi4yXWP04EDB/Dnn3+icuXKmrYqVapg0aJF+Oijj/K0OCIiKt6uX78OX19f3L59G8bGxli6dCn69+8vdVlERFQM5To4qdVqvQtAKJVKzf5ORERE72r//v3o1q0bYmJi4Orqiu3bt6N27dpSl0VERMVUrofqNW/eHCNHjsSTJ080bcHBwfjqq6/QokWLPC2OiIiKr5IlSyI1NRVNmzZFYGAgQxMREUkq1z1Ov/76Kz755BO4ubnB1dUVAPDo0SNUrVoVv//+e54XSERExUdqaioUCgUAoEaNGjh+/Dhq1KgBI6O3XgSWiIgoT+T6XyJXV1dcunQJhw8f1ixHXrlyZbRs2TLPiyMiouLj77//Ro8ePbB69WrUq1cPANjLREREBiNXwWnz5s3YvXs3kpKS0KJFC4wYMSK/6iIiomJk48aNGDhwIOLj4zF27FgcO3YMMplM6rKIiIg0cjzHacmSJejRowcuXryIO3fuYPjw4Rg7dmx+1kZEREVcSkoKRo8ejZ49eyI+Ph4fffQRdu7cydBEREQGJ8fB6ddff8WUKVNw69YtXLlyBWvWrMHixYvzszYiIirCnj9/Dm9vb8yfPx8AMH78eOzfvx92dnYSV0ZERKQrx8Hp7t276Nevn+Z5z549kZKSgqdPn+ZLYUREVHQFBwejdu3a+Ouvv2Bubo6AgADMmjVLszAEERGRocnxHKfExESYm5trnsvlcqhUKsTHx+dLYUREVHS5uLigZs2aMDY2xo4dO/D+++9LXRIREVGWcrU4xKRJk2BmZqZ5npSUhBkzZsDa2lrTlj7kgoiIKKPk5GSkpKTA1NQUcrkca9euhVqtho2NjdSlERERZSvHwalx48a4deuWVlvDhg1x9+5dzXNO5iUiIn1CQkLQtWtXuLq64vfff4dMJoOVlZXUZREREeVYjoPT0aNH87EMIiIqqs6ePYtOnTrhyZMnsLKywt27d1GhQgWpyyIiIsqVHC8OQURElFvLly9HkyZN8OTJE3h4eOD8+fMMTUREVCgxOBERUZ5LTEzEkCFD8OmnnyIpKQm+vr44d+4cKlWqJHVpREREb4XBiYiI8lzXrl2xbNkyyGQyzJgxA1u3buWcJiIiKtQYnIiIKM+NGjUKDg4O2LdvHyZOnAi5nP/cEBFR4Zar5ciJiIj0EULg3r17KF++PACgSZMmuHfvntb+f0RERIXZW/0K8MSJE+jduzcaNGiA4OBgAMC6detw8uTJPC2OiIgMX3x8PPz8/FC9enXcuHFD087QRERERUmug9O2bdvg7e0NU1NTXL58GYmJiQCAyMhIzJw5M88LJCIiw/Xw4UM0atQIa9asQVxcHM6ePSt1SURERPki18Fp+vTpWLp0KZYvXw6lUqlp9/LywqVLl/K0OCIiMlxHjhyBp6cnAgMDUaJECRw8eBB+fn5Sl0VERJQvch2cbt26hcaNG+u0W1tb4+XLl3lRExERGTAhBObPn49WrVohLCwMNWvWxMWLF9GyZUupSyMiIso3uQ5Ozs7O+O+//3TaT548qZkUTERERde6deswevRopKamok+fPjh16hTc3NykLouIiChf5To4DR48GCNHjsS5c+cgk8nw5MkTrF+/HmPGjMGwYcPyo0YiIjIgPXr0QIsWLfDzzz9jzZo1MDU1lbokIiKifJfr5cjHjx8PtVqNFi1aIC4uDo0bN4axsTHGjBmDESNG5EeNREQksdOnT6NOnTpQKpVQKpX43//+x72ZiIioWMn1v3oymQzffPMNwsPDce3aNZw9exbPnz/H999/nx/1ERGRhIQQmDVrFj788EOMHTtW087QRERExc1bb4CrUqlQpUqVvKyFiIgMSHR0NPz8/LBt2zYAQFxcHNRqNUMTEREVS7kOTs2aNYNMJsv0+F9//fVOBRERkfRu374NX19fXL9+HUqlEr/++is+/fRTqcsiIiKSTK6DU40aNbSeJycn48qVK7h27Rr69euXV3UREZFE9u7di169eiEqKgolS5bE1q1b0aBBA6nLIso3qampSE5OlroMIsonKpUqT0ZL5Do4LViwQG/71KlTERMT884FERGRdCIiIjSh6cMPP0RAQACcnZ2lLosoXwghEBISwn0oiYo4uVyOcuXKQaVSvdN93nqO05t69+6NunXrYu7cuXl1SyIiKmC2trbw9/fH4cOHMX/+/Hf+R4bIkKWHJkdHR5iZmWU5FYGICie1Wo0nT57g6dOnKFOmzDv9nOdZcDpz5gxMTEzy6nZERFRArl+/jpcvX6Jhw4YAAF9fX/j6+kpcFVH+Sk1N1YSmEiVKSF0OEeUjBwcHPHnyBCkpKVAqlW99n1wHp44dO2o9F0Lg6dOnuHjxIiZNmvTWhRARUcHbvn07+vXrB1NTUwQGBsLV1VXqkogKRPqcJjMzM4krIaL8lj56IjU1tWCDk7W1tdZzuVyOSpUqYdq0afjoo4/euhAiIio4qampmDRpEmbNmgUAqFOnDkcNULHE4XlERV9e/ZznKjilpqbCz88P1apVg62tbZ4UQEREBSs8PBw9e/bEwYMHAQCjR4/GDz/8ACOjPBu9TUREVOTkal0+hUKBjz76iKvPEBEVUv/88w/q1KmDgwcPwtTUFBs2bMDcuXMZmoiIiLKR6wXNq1atirt37+ZpEYsWLYKbmxtMTExQr149nD9/PkfXbdq0CTKZDD4+PnlaDxFRUbVw4ULcvXsX5cqVw5kzZ9CjRw+pSyKifDB16lSdvTffxosXL+Do6Ij79++/870o74SFhcHR0RGPHz+WupRiJdfBafr06RgzZgz27t2Lp0+fIioqSutPbm3evBmjRo3ClClTcOnSJVSvXh3e3t549uxZltfdv38fY8aMQaNGjXL9mkRExdUvv/yCESNG4OLFi6hevbrU5RBRLrVv3x6tW7fWe+zEiROQyWT4559/MGbMGBw+fBgA4ObmBplMlumf/v37Z/p6M2bMQIcOHeDm5qZzzNvbGwqFAhcuXNA51rRpU3z55Zc67f7+/rCxsdFqi4qKwjfffAMPDw+YmJjA2dkZLVu2xPbt2yGEyLS2d3X06FHUqlULxsbGcHd3h7+/f7bXbNmyBTVq1ICZmRnKli2LOXPm6JyzaNEiVK5cGaampqhUqRLWrl2rdXz58uVo1KgRbG1tYWtri5YtW+p0GkydOhUeHh4wNzfXnHPu3DnNcXt7e/Tt2xdTpkx5uzdPb0fk0HfffSdiYmKETCbT/JHL5Zo/6c9zq27dumL48OGa56mpqaJkyZJi1qxZmV6TkpIiGjZsKFasWCH69esnOnTokOPXi4yMFABEZGRkrmvNS4mxz8SBmeZafxJjn0laExEVPc+ePRPTpk0TqampUpdCZFDi4+PF9evXRXx8vNSl5MqOHTuEXC4Xjx490jnm5+cnateurdP+7Nkz8fTpU/H06VOxbds2AUDcunVL0/by5Uu9rxUbGyusrKzEmTNndI49ePBAWFhYiC+++EIMHTpU53iTJk3EyJEjddpXr14trK2tNc8jIiLE+++/L0qXLi38/f3Fv//+K27duiWWLVsmKlSoICIiIjL/YryDu3fvCjMzMzFq1Chx/fp18csvvwiFQiEOHDiQ6TX79+8XRkZGYsmSJSIoKEjs3btXuLi4iF9++UVzzuLFi4WlpaXYtGmTCAoKEhs3bhQWFhZi9+7dmnN69uwpFi1aJC5fvixu3Lgh+vfvL6ytrcXjx48156xfv14cOnRIBAUFiWvXromBAwcKKysr8ezZ68+K165dE8bGxuLFixd5/NUperL6ec9NNshxcJLL5SI0NFQcPXo0yz+5kZiYKBQKhdixY4dWe9++fcUnn3yS6XWTJ08WPj4+QgiRbXBKSEgQkZGRmj+PHj1icCKiYuHixYuiTJkyAkCWv4wiKo4Ka3BKTk4WTk5O4vvvv9dqj46OFhYWFmLJkiVCCCGmTJkiqlevrnP9kSNHBIAcBZKAgADh4OCg99jUqVNF9+7dxY0bN4S1tbWIi4vTOp7T4DRs2DBhbm4ugoODdc6Njo4WycnJ2db5Nr7++mvx/vvva7V169ZNeHt7Z3pNjx49ROfOnbXafv75Z1G6dGmhVquFEEI0aNBAjBkzRuucUaNGCS8vr0zvm5KSIiwtLcWaNWsyPSf9w/2ff/6p1V6uXDmxYsWKTK+jNHkVnHI8G1i86ipt0qRJnvV2hYWFITU1FU5OTlrtTk5OuHnzpt5rTp48iZUrV+LKlSs5eo1Zs2bhu+++e9dSiYgKlTVr1mDIkCFITExExYoV0b59e6lLIioUHrcchJRn4QX6mkaOdij954qcnWtkhL59+8Lf3x/ffPONZpnlgIAApKam5um8xRMnTsDT01OnXQiB1atXY9GiRfDw8IC7uzu2bt2KPn365Or+arUamzZtQq9evVCyZEmd4xYWFlnW1qZNmyzv/9tvv6FXr156j505cwYtW7bUavP29tY7vDBdYmKizr5fpqamePz4MR48eAA3NzckJibqbO1gamqK8+fPIzk5We8eQnFxcUhOToadnZ3e101KSsKyZctgbW2tM8S6bt26OHHiBAYOHJhp3ZR3crWMktR7HURHR6NPnz5Yvnw57O3tc3TNhAkTMGrUKM3zqKgobvBIREVWcnIyRo0ahV9//RUA8PHHH2PdunU6cwqISL+UZ+FIffpc6jKyNGDAAMyZMwfHjh1D06ZNAQCrV69Gp06ddPbbfBcPHjzQG2j+/PNPxMXFwdvbGwDQu3dvrFy5MtfBKSwsDBEREfDw8Mh1bbVr1872l+hv/mI+o5CQEL2/uI+KikJ8fDxMTU11rvH29sZXX32F/v37o1mzZvjvv/8wb948AMDTp0/h5uYGb29vrFixAj4+PqhVqxYCAwOxYsUKJCcnIywsDC4uLjr3HTduHEqWLKkT5Pbu3Yvu3bsjLi4OLi4uOHTokM7n35IlS+Ly5ctZfh0o7+QqOL333nvZhqfw8Jz/lsbe3h4KhQKhoaFa7aGhoXB2dtY5PygoCPfv39f6zalarQaQ9huYW7duoUKFClrXGBsbw9jYOMc1EREVViEhIejatStOnDgBAJgyZQomT54MuTzX6wARFVtGjvp/629Ir+nh4YGGDRti1apVaNq0Kf777z+cOHEC06ZNy9O64uPj9W6MvWrVKnTr1k2zjUGPHj0wduxYBAUF6XwOy4p4h4UfTE1N4e7u/tbXv43BgwcjKCgIH3/8MZKTk2FlZYWRI0di6tSpmr9nJ02ahJCQENSvXx9CCDg5OaFfv36YPXu23r+Lf/jhB2zatAlHjx7V+Vo3a9YMV65cQVhYGJYvX46uXbvi3LlzcHR01JxjamqKuLi4/H3jpJGr4PTdd9/l6W8yVCoVPD09cfjwYc2S4mq1GocPH8bnn3+uc76HhweuXr2q1fbtt98iOjoaCxcuZE8SERVrDx48wNmzZ2FlZYV169bhk08+kbokokInp0PmpDZw4ECMGDECixYtwurVq1GhQoU8nU4BpP2COyIiQqstPDwcO3bsQHJyMpYsWaJpT01NxapVqzBjxgwAgJWVFSIjI3Xu+fLlS81nSQcHB9jY2GQ6PSMr7zpUz9nZWe8v7q2srPT2NgFpI69+/PFHzJw5EyEhIXBwcNCsXFi+fHkAaUFm1apV+O233xAaGgoXFxcsW7YMlpaWcHBw0Lrf3Llz8cMPP+DPP//EBx98oPN65ubmcHd3h7u7O+rXr4+KFSti5cqVmDBhguac8PBwnftS/slVcOrevbtWys0Lo0aNQr9+/VC7dm3UrVsXP/30E2JjY+Hn5wcA6Nu3L0qVKoVZs2bBxMQEVatW1bo+ffjJm+1ERMVNvXr1sH79enzwwQeoVKmS1OUQUT7q2rUrRo4ciQ0bNmDt2rUYNmxYnk+pqFmzJn7//XettvXr16N06dLYuXOnVvv//vc/zJs3D9OmTYNCoUClSpXwv//9T+eely5dwnvvvQcAkMvl6N69O9atW4cpU6boDAuMiYmBiYmJ3g2633WoXoMGDbB//36ttkOHDqFBgwZZ3hMAFAoFSpUqBQDYuHEjGjRooBNelEolSpcuDSBt39GPP/5Yq8dp9uzZmDFjBg4ePIjatWtn+5pAWudCYmKiVtu1a9c0wzWpAOR0NYr0VfXywy+//CLKlCkjVCqVqFu3rjh79qzmWJMmTUS/fv0yvZbLkRNRcZWQkCCGDx8uLl++LHUpRIVOYV1VL6OBAwcKW1tboVAodFaly4tV9f755x9hZGQkwsPDNW3Vq1cX48aN0zn35cuXQqVSib179wohhAgKChImJiZixIgR4u+//xY3b94U8+bNE0ZGRuKPP/7QXPfixQvh4eEhSpcuLdasWSP+/fdfcfv2bbFy5Urh7u6e78uRjx07Vty4cUMsWrRIZznyX375RTRv3lzz/Pnz52LJkiXixo0b4vLly+KLL74QJiYm4ty5c5pzbt26JdatWydu374tzp07J7p16ybs7OzEvXv3NOf88MMPQqVSia1bt2qWhH/69KmIjo4WQggRExMjJkyYIM6cOSPu378vLl68KPz8/ISxsbG4du2a5j6xsbHC1NRUHD9+PF++RkVJgS9HLpPJ8i04FSQGJyIqCh4/fizq1asnAIgKFSqIxMREqUsiKlSKQnA6ffq0ACDatm2rcywvgpMQafttLl26VAiRtsUBAHH+/Hm957Zp00b4+vpqnp8/f160atVKODg4CGtra1GvXj2dLWiESAtd48ePFxUrVhQqlUo4OTmJli1bih07dmiW+c4PR44cETVq1BAqlUqUL19erF69Wuv4lClTRNmyZTXPnz9/LurXry/Mzc2FmZmZaNGihdYv+4UQ4vr166JGjRrC1NRUWFlZiQ4dOoibN29qnVO2bFkBQOfPlClThBBp35u+vr6iZMmSQqVSCRcXF/HJJ5/ofN03bNggKlWqlGdfj6Isr4KTTIh83JLZAEVFRcHa2hqRkZGwsrKSrI6kuOc4srCcVluzkfegMuM4VSLK2okTJ9ClSxeEhobCxsYGGzduROvWraUui6hQSUhIwL1791CuXDm9CyBQmn379mHs2LG4du0aF5oxMPXr18cXX3yBnj17Sl2Kwcvq5z032SBXc5yIiEg6QggsWrQIX331FVJSUlCtWjXs2LEjV6tYERHlRrt27XDnzh0EBwdzES4DEhYWho4dO+bpvl2UPQYnIqJCIDExEUOGDMGaNWsApC3Ws2LFCpibm0tcGREVdVltCkvSsLe3x9dffy11GcUO+1yJiAoBIyMjhISEQC6XY+7cudiwYQNDExERUQFijxMRkQETQkAmk0GhUGDDhg34559/uPQsERGRBNjjRERkgIQQmD9/Pj777DNNm52dHUMTERGRRNjjRERkYGJjYzFo0CBs2rQJANClSxc0b95c4qqIiIiKNwYnIiIDcvfuXfj6+uKff/6BkZERFixYgGbNmkldFhERUbHH4EREZCAOHjyIHj16ICIiAo6Ojti6dSsaNWokdVlEREQEznEiIjIIP//8M9q0aYOIiAjUq1cPly5dYmgiIiIyIAxOREQG4L333gMADBo0CMeOHUOpUqUkroiIKO/IZDLs3LlTktdOSkqCu7s7Tp8+Lcnrk35JSUlwc3PDxYsXpS4lxxiciIgkkpycrHncunVrXLp0CcuXL4exsbGEVRGRoevfvz9kMhmGDh2qc2z48OGQyWTo37+/1vk+Pj6Z3s/NzQ0ymQwymQzm5uaoVasWAgICsqwh/Zr0RWwyev/99yGTyeDv769pe/r0Kdq0aZPte8sPS5cuRbly5dCwYUOdY0OGDIFCodD7fjP7uh09ehQymQwvX77UtCUlJWH27NmoXr06zMzMYG9vDy8vL6xevVrr7/q89s8//6BRo0YwMTGBq6srZs+ene01hw8fRsOGDWFpaQlnZ2eMGzcOKSkpWuccPHgQ9evXh6WlJRwcHNCpUyfcv39fczz9e/DNP++//77WfRYtWgQ3NzeYmJigXr16OH/+vOaYSqXCmDFjMG7cuHf7IhQgBiciIgns3bsX7733HoKCgjRtNWrUkK4gIipUXF1dsWnTJsTHx2vaEhISsGHDBpQpUybX95s2bRqePn2Ky5cvo06dOujWrVu2PTSurq5YvXq1VtvZs2cREhKis0G3s7Nzvv5SKCkpSW+7EAK//vorBg4cqHMsLi4OmzZtwtdff41Vq1a902t7e3vjhx9+wKefforTp0/j/PnzGD58OH755Rf8+++/b33vrERFReGjjz5C2bJlERgYiDlz5mDq1KlYtmxZptf8/fffaNu2LVq3bo3Lly9j8+bN2L17N8aPH6855969e+jQoQOaN2+OK1eu4ODBgwgLC0PHjh015yxcuBBPnz7V/Hn06BHs7OzQpUsXzTmbN2/GqFGjMGXKFFy6dAnVq1eHt7c3nj17pjmnV69eOHnyZL59jfIagxMRUQFSq9X47rvv0L59e9y/fx8//vij1CURUSFUq1YtuLq6Yvv27Zq27du3o0yZMqhZs2au75fe+/Dee+9h0aJFMDU1xZ49e7K8plevXjh27BgePXqkaVu1ahV69eoFIyPt9ccyDtVbu3YtLCwscOfOHc3xzz77DB4eHoiLiwMAXLt2DW3atIGFhQWcnJzQp08fhIWFac5v2rQpPv/8c3z55Zewt7eHt7e33hoDAwMRFBSEdu3a6RwLCAhAlSpVMH78eBw/flzrfeTGTz/9hOPHj+Pw4cMYPnw4atSogfLly6Nnz544d+4cKlas+Fb3zc769euRlJSEVatW4f3330f37t3xxRdfYP78+Zles3nzZnzwwQeYPHky3N3d0aRJE8yePRuLFi1CdHQ0gLSvWWpqKqZPn44KFSqgVq1aGDNmDK5cuaLpPbO2toazs7Pmz8WLFxEREQE/Pz/Na82fPx+DBw+Gn58fqlSpgqVLl8LMzEwrpNra2sLLy0tvz6Uh4qp6REQFJDIyEn369NF8GBk+fHiW/8ARkQS+HwFERRTsa1rZApN+yfVlAwYMwOrVq9GrVy8AaaHFz88PR48efadyjIyMoFQqM+3FSefk5ARvb2+sWbMG3377LeLi4rB582YcO3YMa9euzfS6vn37Yu/evejVqxdOnz6NgwcPYsWKFThz5gzMzMzw8uVLNG/eHIMGDcKCBQsQHx+PcePGoWvXrvjrr78091mzZg2GDRuGU6dOZfpaJ06cwHvvvQdLS0udYytXrkTv3r1hbW2NNm3awN/fH5MmTcrBV0jb+vXr0bJlS72BValUQqlU6r3u4cOHqFKlSpb3njhxIiZOnKj32JkzZ9C4cWOoVCpNm7e3N3788UdERETA1tZW55rExESYmJhotZmamiIhIQGBgYFo2rQpPD09IZfLsXr1avTv3x8xMTFYt24dWrZsmel7WblyJVq2bImyZcsCSOuFCwwMxIQJEzTnyOVytGzZEmfOnNG6tm7dujhx4kSWXwdDweBERFQArl+/Dh8fH9y5cwfGxsZYunSp1hwEIjIQURFARFj25xmA3r17Y8KECXjw4AEA4NSpU9i0adM7BaekpCTMmzcPkZGROdp4e8CAARg9ejS++eYbbN26FRUqVMjRsOPffvsNH3zwAb744gts374dU6dOhaenJwDg119/Rc2aNTFz5kzN+atWrYKrqytu376tWUynYsWK2c7pefDgAUqWLKnTfufOHZw9e1bTY9e7d2+MGjUK3377LWQyWbb1v3mvpk2b5uoaAChZsiSuXLmS5Tl2dnaZHgsJCUG5cuW02pycnDTH9AUnb29v/PTTT9i4cSO6du2KkJAQTJs2DUDaPDQAKFeuHP73v/+ha9euGDJkCFJTU9GgQQPs379fbx1PnjzBH3/8gQ0bNmjawsLCkJqaqqknY303b97UaitZsqTme9jQMTgREeWzCxcuoHnz5oiJidEMraldu7bUZRGRPla6HzYN9TUdHBzQrl07+Pv7QwiBdu3awd7e/q3uNW7cOHz77bdISEiAhYUFfvjhB7Rr1w4zZ87UCjDXr1/XmkPVrl07DBkyBMePH8eqVaswYMCAHL2era0tVq5cCW9vbzRs2FBrjs3ff/+NI0eOwMLCQue6oKAgTXBKD1pZiY+P1+lhAdKCmLe3t+br1bZtWwwcOBB//fUXWrRokaP3kE4Ikavz0xkZGcHd3f2trn1bH330EebMmYOhQ4eiT58+MDY2xqRJk3DixAnI5WkzeEJCQjB48GD069cPPXr0QHR0NCZPnozOnTvj0KFDOsFyzZo1sLGxyXIBkqyYmppqhmgaOgYnIqJ89sEHH6BKlSowMzPDli1b4ODgIHVJ/2fvzuNqTP//gb9O+17SJksLWmylfCiGilLGkuxFimwzhsgaGQ1jX0OTrbJMyD7GyBaZskULKmuiQWVr1X66fn/06/46ziltHMv7+Xicx8O5ruu+7vd9VzrvruUmhFSnHlPmxGn8+PH45ZdfAFTuYFZfc+bMgaenJ7emqOrD8ZQpUzBixAiu3YejN1JSUnB3d8fixYtx/fp1HDt2rNbn/PfffyEpKYmMjAy8e/eOm05XUFCAgQMHilwD2qxZM+7fH25AIYqGhgbu3LkjUMbn87F7925kZmYKrMXi8/kICQnhEicVFRWRIyE5OTmQlJTkzm9kZCQ0ilIbDZ2qp6Ojg6ysLIGyqvc6OjrV9unj44OZM2ciIyMDTZo0wZMnT+Dr6wtDQ0MAld9HqqqqAqN5f/75J1q2bInr16/DysqKK2eMISQkBO7u7gJTBjU0NCApKSkyvg9je/v27Vfze5ESJ0II+QRycnKgrKwMSUlJyMrK4p9//oGamprQgmlCCGkIJycnlJaWgsfjVbtBQm1oaGiIHP1QV1evcboYUJm8rV27FiNHjhQ5PUyUK1euYNWqVfj7778xb948/PLLL9i9ezeAyo0vjhw5An19/Qb/n9m5c2cEBQWBMcYlg6dOnUJ+fj4SEhIgKSnJtU1KSsK4ceOQk5MDNTU1GBsb48CBAygpKRHYETA+Ph4GBgbceh83NzcsWLAACQkJQuucysrKUFpaKjLJa+hUPWtrayxcuBBlZWVcLOfOnYOxsfFHvw48Ho9Lgvfv34+WLVvCwsICQOVug1WjT1Wq7lNFRYVA+aVLl/Do0SOhXQtlZGRgaWmJyMhIbiSqoqICkZGRXKJfJSkpqV4bmogD7apHCCGN7NatW7CwsBBYZKyhoUFJEyGk0UlKSuLu3btISUkRSAI+lJubi8TERIFXfXeR+5CpqSlev34ttDV5dfLz8+Hu7o7p06ejX79+CAsLQ3h4OA4fPgygcuOct2/fwtXVFTdu3EBqairOnDmDcePGgc/n1yk2Ozs7FBQUCGx3HRwcjP79+8PMzAwdOnTgXiNGjICamhrCwsIAVO4ayOPxMHbsWMTFxeHRo0cICQnBxo0bMWvWLK6/GTNmoEePHujTpw8CAwNx69YtPH78GAcPHoSVlZXA7oHvq5qqV9OrpsTJzc0NMjIy8PLyQnJyMsLDwxEQEAAfHx+uzbFjx2BiYiJw3Jo1a3Dnzh0kJydj6dKlWLlyJTZt2sR9//Tv3x83btzAkiVL8PDhQ8THx2PcuHHQ09MTSnCCg4PRrVs3dOjQQSg+Hx8f7NixA7t378bdu3fx008/4d27dwI77wGVG3j07du32uv8klDiRAghjWj//v2wtrZGWloawsPDue1dCSHkU1FRUYGKikqNbaKiotC5c2eB12+//dZoMTRt2hTy8vK1auvt7Q1FRUVu7VTHjh2xfPlyTJ48Gc+fP4euri4uX74MPp+Pvn37omPHjpgxYwbU1NSERkJqE5eLiwuXDGVlZeGff/7B0KFDhdpKSEjAxcUFwcHBAAA1NTVER0ejrKwMgwYNgrm5OTZt2oT169dj8uTJ3HGysrI4d+4c5s6di23btsHKygr/+9//sGnTJkyfPl1kUtEYVFVVcfbsWaSlpcHS0hKzZs3Cr7/+ikmTJnFtcnNzcf/+fYHjIiIi0LNnT3Tp0gX//PMP/vrrL4H1Sb1798a+fftw/PhxdO7cGU5OTpCVlcXp06cFvsa5ubk4cuSIyGdkAcDIkSOxdu1a/PrrrzA3N0diYiJOnz4tsGHE1atXkZubi2HDhjXSXfm0eKy+K9q+Unl5eVBVVUVubu5H/5P5lEoLX+FigOBOKHbeaZBR+DrmeBJCBJWXl2PevHnc9uJ9+/bF/v37PzrFhRAiHsXFxUhLS4OBgYHIzQPIt+P27dtwcHBAamqqyA0niPiMHDkSZmZm1a7jaiw1/bzXJTegESdCCGmgV69ewdHRkUuafH19cerUKUqaCCHkC9CpUyesWrUKaWlp4g6FvKe0tBQdO3bEzJkzxR1KrdGEe0IIaYDy8nL06tUL9+7dg5KSEnbt2iVyCgghhBDxoefmfXlkZGTg5+cn7jDqhEacCCGkAaSkpLBo0SIYGRnh+vXrlDQRQggh3yhKnAghpI7Kysrw6NEj7r2bmxtu3br10edxEEIIIeTrRYkTIYTUQWZmJvr06QNbW1tkZmZy5bS4nBBCCPm2UeJECCG1dO3aNVhaWiI6Ohr5+fl48OCBuEMihBBCyGdCiRMhhNTC9u3bYWNjgxcvXsDU1BQ3btxAr169xB0WIYQQQj4TSpwIIaQGJSUlmDRpEiZPnozS0lIMGTIE169fh5GRkbhDI4QQQshnRIkTIYTUYMmSJdixYwd4PB6WL1+Ow4cPQ1lZWdxhEUIIIeQzo8SJEEJqMG/ePHTv3h2nTp2Cr68veDyeuEMihBCxun//PnR0dJCfny/uUMh7UlJS0KJFC7x7907coXyzKHEihJD3MMZw5swZMMYAACoqKoiJiYGTk5OYIyOEkP+TmZmJadOmwdDQELKysmjZsiUGDhyIyMjIWh3P4/FqfPn7+1d7rK+vL6ZNmyZy9N3ExASysrICu45W0dfXx8aNG4XK/f39YW5u3qjXV1+HDh2CiYkJ5OTk0LFjR5w6deqjxwQGBsLU1BTy8vIwNjbGnj17hNps3LgRxsbGkJeXR8uWLTFz5kwUFxdz9fr6+iK/DlOnThXqizGGfv36gcfj4fjx41x5u3btYGVlhfXr19fv4slHUeJECCH/X1FRETw9PeHk5ISAgACunEaZCCFfkidPnsDS0hIXLlzAmjVrcOfOHZw+fRp2dnYiP2iLkpGRwb02btwIFRUVgbLZs2eLPC49PR0nT56Ep6enUF1MTAyKioowbNgw7N69W6zXVx9XrlyBq6srvLy8kJCQgMGDB2Pw4MFISkqq9pigoCD4+vrC398fycnJ+O233zB16lT8/fffXJt9+/Zh/vz5WLx4Me7evYvg4GCEh4djwYIFXJsbN24I3P9z584BAIYPHy50zo0bN1b7e2ncuHEICgpCeXl5fW8DqYGUuAMghJAvQXp6OlxcXBAfHw8JCfqbEiHky/Xzzz+Dx+MhNjYWioqKXHn79u0xfvx4AJUP5ubz+QgPD+fqy8rK0KxZM6xfvx5jx47lylVVVcHj8aCjo/PRcx88eBBmZmZo3ry5UF1wcDDc3NxgY2MDb29vzJs375Nd36cQEBAAJycnzJkzBwCwdOlSnDt3Dlu2bMHWrVtFHrN3715MnjwZI0eOBAAYGhrixo0bWLVqFQYOHAigMiHr0aMH3NzcAFSOLrm6uuL69etcP5qamgL9rly5Eq1bt4aNjY1AeWJiItatW4ebN2+iWbNmQvE4ODjg7du3uHTpEvr06VPPO0GqQ4kTIeS7d/HiRYwYMQKvX7+GhoYGwsPD0bt3b3GHRQgRg71duuCdiGlmn5Kijg7cb96sVdu3b9/i9OnTWLZsmUBSUUVNTQ0AMHr0aAwfPhwFBQVQUlICAJw5cwaFhYVwcXGpd6zR0dHo0qWLUHl+fj4OHTqE69evw8TEBLm5uYiOjkbPnj3r1H9tr0+UsLAwTJ48ucb+IyIiqo3p6tWr8PHxEShzdHQUmA73oZKSEqEHoMvLyyM2NhZlZWWQlpZG9+7d8eeffyI2NhZdu3bF48ePcerUKbi7u4vss7S0FH/++Sd8fHwERpYKCwvh5uaGwMDAapNcGRkZmJubIzo6mhKnT4ASJ0LId4sxhg0bNmDu3Lng8/mwtLTEkSNHoKenJ+7QCCFi8i4zEwXPn4s7jGo9evQIjDGYmJjU2M7R0RGKioo4duwY9wF93759GDRoUIN2Bn369KnIxOnAgQNo27Yt2rdvDwAYNWoUgoOD65w41fb6RBk0aBC6detWYxtRI2VVMjMzoa2tLVCmra0tcr1WFUdHR+zcuRODBw+GhYUF4uLisHPnTpSVleH169do1qwZ3Nzc8Pr1a/zwww9gjKG8vBxTpkwRmKr3vuPHjyMnJ0doOuTMmTPRvXt3ODs713iNurq6ePr0aY1tSP1Q4kQI+W6lpKRwSZOHhweCgoIgLy8v7rAIIWKkWIvpauI8Z9XGNR8jJSWFESNGICwsDO7u7nj37h3++usvHDhwoL5hAqhcC/rhCAsAhISEYMyYMdz7MWPGwMbGBps3b65Tolbb6xNFWVn5sz8uYtGiRcjMzISVlRUYY9DW1oaHhwdWr17NTfuOiorC8uXL8ccff6Bbt2549OgRvL29sXTpUixatEioz+DgYPTr1w+6urpc2YkTJ3DhwgUkJCR8NCZ5eXkUFhY23kUSDiVOhJDvVvv27blFtlVz6gkh37faTpkTl7Zt24LH4+HevXsfbTt69GjY2Njg5cuXOHfuHOTl5Ru8Q6iGhgays7MFylJSUnDt2jXExsYKrGvi8/k4cOAAJk6cCKByl9Lc3FyhPnNycqCqqgqgbtf3oYZO1dPR0UFWVpZAWVZWVo1rv+Tl5RESEoJt27YhKysLzZo1w/bt26GsrMytW1q0aBHc3d0xYcIEAEDHjh3x7t07TJo0CQsXLhRYV/v06VOcP38eR48eFTjPhQsXkJqaKjRVcejQoejZsyeioqK4srdv36J169Y13gdSP5Q4EUK+K2fOnEHLli3Rrl07AMAvv/wi5ogIIaT21NXV4ejoiMDAQEyfPl1oHVBOTg734bp79+5o2bIlwsPDERERgeHDh0NaWrpB5+/cuTNSUlIEyoKDg9GrVy8EBgYKlIeGhiI4OJhLnIyNjREXFyfUZ3x8PIyNjet8fR9q6FQ9a2trREZGYsaMGVzZuXPnYG1tXWOfACAtLY0WLVoAqJy2OGDAAC4hKiwsFNp0SFJSEoDwCFtoaCi0tLTQv39/gfL58+dziVeVjh07YsOGDdwmFFWSkpIwbNiwj8ZM6oF9Z3JzcxkAlpubK9Y4St69ZKeXKwq8St69FGtMhHzLKioq2LJlyxiPx2NGRkYsJydH3CERQsSoqKiIpaSksKKiInGHUmepqalMR0eHtWvXjh0+fJg9ePCApaSksICAAGZiYiLQduHChaxdu3ZMSkqKRUdHi+wvNDSUqaqq1urcJ06cYFpaWqy8vJwxxlhpaSnT1NRkQUFBQm1TUlIYAJaUlMQYY+zy5ctMQkKC/f777ywlJYXduXOHLViwgElJSbE7d+7U6/oa0+XLl5mUlBRbu3Ytu3v3Llu8eDGTlpYWiG3+/PnM3d2de3///n22d+9e9uDBA3b9+nU2cuRIpq6uztLS0rg2ixcvZsrKymz//v3s8ePH7OzZs6x169ZsxIgRAufn8/msVatWbN68ebWKFwA7duyYQFlaWhrj8XjsyZMndb8B37Caft7rkhvQnruEkG9efn4+hg0bhoULF4IxBltbW5Fz9Akh5GtgaGiI+Ph42NnZYdasWejQoQMcHBwQGRmJoKAggbajR49GSkoKmjdvjh49ejT43P369YOUlBTOnz8PoHLtzZs3b0Tu1GdqagpTU1MEBwcDqBwBi4iIQEREBHr06AFbW1tcuXIFkZGR6NChQ72urzF1794d+/btw/bt22FmZobDhw/j+PHjArFlZGQgPT2de8/n87Fu3TqYmZnBwcEBxcXFuHLlCvT19bk2fn5+mDVrFvz8/NCuXTt4eXnB0dER27ZtEzj/+fPnkZ6e3qAt1/fv34++ffvSJkefCI+xBqzC+wrl5eVBVVUVubm5UFFREVscpYWvcDHAQKDMzjsNMgqa1RxBCKmP+/fvw8XFBXfv3oWMjAy2bNnCTRshhHy/iouLkZaWBgMDA/pDSh0FBgbixIkTOHPmjLhDIe8pLS1F27ZtsW/fvkZJkr8lNf281yU3oDVOhJBv1t9//40xY8YgLy8Purq6OHLkCKysrMQdFiGEfNUmT56MnJwc5Ofnf/Zd7Ej10tPTsWDBAkqaPiFKnAgh3yTGGNavX4+8vDz88MMPOHToUI07IxFCCKkdKSkpLFy4UNxhkA+0adMGbdq0EXcY3zRa40QI+SbxeDyEh4dj4cKFiIyMpKSJEEIIIQ1CiRMh5JuRkpKCVatWce+1tLTw+++/Q0ZGRoxREUIIIeRbQFP1CCHfhCNHjsDT0xMFBQXQ19fHyJEjxR0SIYQQQr4hNOJECPmq8fl8LFiwAMOGDUNBQQFsbW3Ru3dvcYdFCCGEkG8MjTgRQr5ab9++hZubG7clro+PD1atWgUpKfqvjRBCCCGNiz5dEEK+Srdu3YKLiwvS0tIgLy+PnTt3ws3NTdxhEUIIIeQbRVP1CCFfpbS0NO5hdlevXqWkiRBC6snT0xODBw9ucD+lpaVo06YNrly50vCgSKOysrLCkSNHxB3GV48SJ0LIV2nw4MHYs2cPbt68CTMzM3GHQwghn82rV6/w008/oVWrVpCVlYWOjg4cHR1x+fLlevUXEBCAXbt2NTiurVu3wsDAAN27dxeqmzx5MiQlJXHo0CGhuuoSt6ioKPB4POTk5HBlpaWlWL16NczMzKCgoAANDQ306NEDoaGhKCsra/A1VOf27dvo2bMn5OTk0LJlS6xevfqjx0RGRqJ79+5QVlaGjo4O5s2bh/LycoE2Bw8ehLm5ORQUFKCnp4c1a9YI9VNSUoKFCxdCT08PsrKy0NfXR0hICFe/Y8cO9OzZE02aNEGTJk1gb2+P2NhYgT78/Pwwf/58VFRU1PMOEIASJ0LIV+LVq1cYMWIE/vvvP67M3d0d6urqYoyKEEI+v6FDhyIhIQG7d+/GgwcPcOLECdja2uLNmzf16k9VVRVqamoNiokxhi1btsDLy0uorrCwEAcOHMDcuXMFPvDXVWlpKRwdHbFy5UpMmjQJV65cQWxsLKZOnYrNmzcjOTm5IZdQrby8PPTt2xd6enqIi4vDmjVr4O/vj+3bt1d7zK1bt/Djjz/CyckJCQkJCA8Px4kTJzB//nyuTUREBEaPHo0pU6YgKSkJf/zxBzZs2IAtW7YI9DVixAhERkYiODgY9+/fx/79+2FsbMzVR0VFwdXVFRcvXsTVq1fRsmVL9O3bF8+fP+fa9OvXD/n5+YiIiGjEO/MdYt+Z3NxcBoDl5uaKNY6Sdy/Z6eWKAq+Sdy/FGhMhX6qbN2+yli1bMgDMzs5O3OEQQr4BRUVFLCUlhRUVFYk7lDrJzs5mAFhUVFS1bWbNmsX69+/Pvd+wYQMDwCIiIriy1q1bsx07djDGGPPw8GDOzs5cnY2NDZs2bRqbM2cOa9KkCdPW1maLFy+uMa4bN24wCQkJlpeXJ1S3a9cuZmVlxXJycpiCggJLT08XqP/w/FUuXrzIALDs7GzGGGOrVq1iEhISLD4+XqhtaWkpKygoqDHG+vrjjz9YkyZNWElJCVc2b948ZmxsXO0xvr6+rEuXLgJlJ06cYHJyctw9cnV1ZcOGDRNos2nTJtaiRQtWUVHBGGMsIiKCqaqqsjdv3tQ63vLycqasrMx2794tUD5u3Dg2ZsyYWvfzLanp570uuQGNOBFCvmi7du1Cjx498N9//6Ft27bYvHmzuEMihBCxUVJSgpKSEo4fP46SkhKRbWxsbBATEwM+nw8AuHTpEjQ0NBAVFQUAeP78OVJTU2Fra1vteXbv3g1FRUVcv34dq1evxpIlS3Du3Llq20dHR8PIyAjKyspCdcHBwRgzZgxUVVXRr1+/ek8LDAsLg729PTp37ixUJy0tDUVFRZHHpaenc/etutfy5curPe/Vq1fRq1cvgYepOzo64v79+8jOzhZ5TElJCeTk5ATK5OXlUVxcjLi4uBrbPHv2DE+fPgUAnDhxAl26dMHq1avRvHlzGBkZYfbs2SgqKqo23sLCQpSVlQnNyOjatSuio6OrPY58HO2qRwj5IpWWlsLHxweBgYEAgAEDBmDv3r0Nnk5CCCE1mdFlJ7IzCz7rOZvoKGHjzQm1aislJYVdu3Zh4sSJ2Lp1KywsLGBjY4NRo0ahU6dOAICePXsiPz8fCQkJsLS0xL///os5c+bg+PHjACqndjVv3hxt2rSp9jydOnXC4sWLAQBt27bFli1bEBkZCQcHB5Htnz59Cl1dXaHyhw8f4tq1azh69CgAYMyYMfDx8YGfnx94PF6trvn9vmpK9qqjq6uLxMTEGtvUNO07MzMTBgYGAmXa2tpcXZMmTYSOcXR0xMaNG7F//36MGDECmZmZWLJkCQAgIyODazNz5kx4enrCzs4Ojx49wrp167g2+vr6ePz4MWJiYiAnJ4djx47h9evX+Pnnn/HmzRuEhoaKjHfevHnQ1dWFvb290H3477//UFFRAQkJGjupD0qcCCFfnFevXmHIkCGIiYkBACxevBi//vor/UdPCPnksjML8OZ5vrjDqNHQoUPRv39/REdH49q1a4iIiMDq1auxc+dOeHp6Qk1NDWZmZoiKioKMjAxkZGQwadIkLF68GAUFBbh06RJsbGxqPEdVElalWbNmePnyZbXti4qKhEZPACAkJASOjo7Q0NAAAPz444/w8vLChQsX0KdPnzpdN2OsTu2rSElJ1Zgkfgp9+/bFmjVrMGXKFLi7u0NWVhaLFi1CdHQ097ts4sSJSE1NxYABA1BWVgYVFRV4e3vD39+fa1NRUQEej4ewsDCoqqoCANavX49hw4bhjz/+gLy8vMB5V65ciQMHDiAqKkrkaFZFRQVKSkqEjiO1Q4kTIeSLo6ioiPz8fKioqGDv3r0YNGiQuEMihHwnmugofRXnlJOTg4ODAxwcHLBo0SJMmDABixcvhqenJwDA1tYWUVFRkJWVhY2NDdTV1WFqaoqYmBhcunQJs2bNqrF/aWlpgfc8Hq/GHdk0NDRw584dgTI+n4/du3cjMzNT4MHkfD4fISEhXOKkoqLCTU17X05ODiQlJbkpeEZGRrh3716NcYuSnp6Odu3a1dhmwYIFWLBggcg6HR0dZGVlCZRVvdfR0am2Tx8fH8ycORMZGRlo0qQJnjx5Al9fXxgaGgKovKerVq3C8uXLkZmZCU1NTURGRgIA16ZZs2Zo3rw5lzQBgKmpKRhjePbsGdq2bcuVr127FitXrsT58+eFEl+g8qHxioqKlDQ1ACVOhJAvBmMMPB4PCgoKOHbsGEpLSwV2DiKEkE+ttlPmvjTt2rXjpuIBleucQkJCICUlBScnJwCVydT+/fvx4MGDek15q0nnzp0RFBTE/T8OAKdOneKmDEpKSnJtk5KSMG7cOOTk5EBNTQ3GxsY4cOAASkpKICsry7WLj4+HgYEBl8S5ublhwYIFSEhIEFrnVFZWhtLSUpHrnBo6Vc/a2hoLFy5EWVkZF8u5c+dgbGwscpre+3g8HjeFcf/+/WjZsiUsLCwE2khKSqJ58+ZcG2tra2hqagIAevTogUOHDqGgoABKSpUJ9oMHDyAhIYEWLVpwfaxevRrLli3DmTNn0KVLF5GxJCUliVwfRmqP5r0QQsSupKQEkyZNElica2BgQEkTIYR84M2bN+jduzf+/PNP3L59G2lpaTh06BBWr14NZ2dnrl2vXr2Qn5+PkydPckmSra0twsLC0KxZMxgZGTVqXHZ2digoKBDYEjw4OBj9+/eHmZkZOnTowL1GjBgBNTU1hIWFAQBGjx4NHo+HsWPHIi4uDo8ePUJISAg2btwoMDI2Y8YM9OjRA3369EFgYCBu3bqFx48f4+DBg7CyssLDhw9FxlY1Va+mV02Jk5ubG2RkZODl5YXk5GSEh4cjICAAPj4+XJtjx47BxMRE4Lg1a9bgzp07SE5OxtKlS7Fy5Ups2rSJSyJfv36NrVu34t69e0hMTIS3tzcOHTqEjRs3Cpy7adOmGDduHFJSUrj1auPHj+dGjlatWoVFixYhJCQE+vr6yMzMRGZmJgoKBNfqRUdHo2/fvjV9GcnHNPZ2f1862o6ckC/Ls2fPWLdu3RgAJiUlxR4/fizukAgh34GvdTvy4uJiNn/+fGZhYcFUVVWZgoICMzY2Zn5+fqywsFCgrZmZGdPR0eHev3nzhvF4PDZq1CiBdqK2I/f29hZo4+zszDw8PGqMbcSIEWz+/PmMMcYyMzOZlJQUO3jwoMi2P/30E+vcuTP3/v79+8zFxYXp6uoyRUVFZmZmxnbs2MFty/3+9a9YsYJ17NiRycnJMXV1ddajRw+2a9cuVlZWVmN8DXHr1i32ww8/MFlZWda8eXO2cuVKgfrQ0FD24cdqOzs7pqqqyuTk5Fi3bt3YqVOnBOpfvXrFrKysmKKiIlNQUGB9+vRh165dEzr33bt3mb29PZOXl2ctWrRgPj4+Al9rPT09BkDo9f4W8s+ePWPS0tLsv//+a4S78fVprO3IeYzVc6XdVyovLw+qqqrIzc2FioqK2OIoLXyFiwGCO7TYeadBRkFTTBER8vlFR0dj+PDhyMrKQpMmTbB//344OjqKOyxCyHeguLgYaWlpMDAwELmpAam727dvw8HBAampqdy0MvJlmDdvHrKzs2t8aO+3rKaf97rkBjRVjxDy2bH//4T53r17IysrC506dcLNmzcpaSKEkK9Yp06dsGrVKqSlpYk7FPIBLS0tLF26VNxhfPVocwhCyGc3ZcoU7q9erq6u2LFjR7UPLiSEEPL1qNrVj3xZPraLIqkdGnEihHx2//vf/yApKYn169cjLCyMkiZCCCGEfPFoxIkQ8lkUFxdz84onTJiAH374QWgHIkIIIYSQLxWNOBFCPinGGNatW4eOHTvizZs3XDklTYQQQgj5mlDiRAj5ZN69ewc3NzfMnj0bjx49wp49e8QdEiGEEEJIvdBUPULIJ/H48WO4uLjg9u3bkJKSwsaNG/Hzzz+LOyxCCCGEkHqhxIkQ0ujOnDkDV1dXZGdnQ1tbG4cOHULPnj3FHRYhhBBCSL1R4kQIaVSHDh3CyJEjwRhDt27dcOTIETRv3lzcYRFCCCGENAitcSKENKo+ffrAwMAAkyZNwqVLlyhpIoSQL9SuXbugpqbW4H5KS0vRpk0bXLlypeFBkUZTWloKfX193Lx5U9yhfDMocSKENFhmZib3b3V1ddy4cQPbtm2DrKysGKMihJBvV2ZmJqZNmwZDQ0PIysqiZcuWGDhwICIjI2vdx8iRI/HgwQMAgK2tLXg8XrUvW1vbavvZunUrDAwM0L17d6G6yZMnQ1JSEocOHRKq8/T0xODBg4XKo6KiwOPxkJOTw5WVlpZi9erVMDMzg4KCAjQ0NNCjRw+EhoairKys1tdcV7dv30bPnj0hJyeHli1bYvXq1R89JjIyEt27d4eysjJ0dHQwb948lJeXC7Q5c+YMrKysoKysDE1NTQwdOhRPnjzh6qvuwYev93/fvm/lypXg8XiYMWMGVyYjI4PZs2dj3rx59bp2IowSJ0JIg/z9998wNjbG9u3buTJ1dXUxRkQIId+2J0+ewNLSEhcuXMCaNWtw584dnD59GnZ2dpg6dWqt+5GXl4eWlhYA4OjRo8jIyEBGRgZiY2MBAOfPn+fKjh49KrIPxhi2bNkCLy8vobrCwkIcOHAAc+fORUhISD2utFJpaSkcHR2xcuVKTJo0CVeuXEFsbCymTp2KzZs3Izk5ud591yQvLw99+/aFnp4e4uLisGbNGvj7+wv8vvvQrVu38OOPP8LJyQkJCQkIDw/HiRMnMH/+fK5NWloanJ2d0bt3byQmJuLMmTN4/fo1hgwZItTf/fv3ua9BRkYG9/V6X9UfKzt16iRUN3r0aMTExHyye/TdYd+Z3NxcBoDl5uaKNY6Sdy/Z6eWKAq+Sdy/FGhMhdcHn89nixYsZAAaA9enTh1VUVIg7LEIIqZWioiKWkpLCioqKxB1KnfXr1481b96cFRQUCNVlZ2dz/163bh3r0KEDU1BQYC1atGA//fQTy8/P5+pDQ0OZqqqqUB9paWkMAEtISPhoLDdu3GASEhIsLy9PqG7Xrl3MysqK5eTkMAUFBZaeni5Q7+HhwZydnYWOu3jxIgPAXcuqVauYhIQEi4+PF2pbWloq8j40hj/++IM1adKElZSUcGXz5s1jxsbG1R7j6+vLunTpIlB24sQJJicnx92jQ4cOMSkpKcbn8wXa8Hg8VlpayhgTvgfVyc/PZ23btmXnzp1jNjY2zNvbW6iNnZ0d8/Pz+9jlftNq+nmvS25Am0MQQuosJycH7u7uOHnyJABg2rRpWLduHXg8npgjI4SQhpmyMhNv8/if9ZzqKpLYOl+nVm3fvn2L06dPY9myZVBUVBSqf3/NkoSEBDZt2gQDAwM8fvwYP//8M+bOnYs//vijsUJHdHQ0jIyMoKysLFQXHByMMWPGQFVVFf369cOuXbuwaNGiOp8jLCwM9vb26Ny5s1CdtLQ0pKWlRR6Xnp6Odu3a1dj3ggULsGDBApF1V69eRa9evSAjI8OVOTo6YtWqVcjOzkaTJk2EjikpKYGcnJxAmby8PIqLixEXFwdbW1tYWlpCQkICoaGh8PT0REFBAfbu3Qt7e3uhazE3N0dJSQk6dOgAf39/9OjRQ6B+6tSp6N+/P+zt7fH777+LvI6uXbsiOjq6xvtAaocSJ0JInSQnJ8PFxQUPHz6ErKwstm3bBg8PD3GHRQghjeJtHh+vcz5v4lQXjx49AmMMJiYmH237/noXfX19/P7775gyZUqjJk5Pnz6Frq6uUPnDhw9x7do1borfmDFj4OPjAz8/vzr/ke3hw4c1rrGqjq6uLhITE2tsU9PU8szMTBgYGAiUaWtrc3WiEidHR0ds3LgR+/fvx4gRI5CZmYklS5YAADIyMgAABgYGOHv2LEaMGIHJkyeDz+fD2toap06d4vpp1qwZtm7dii5duqCkpAQ7d+6Era0trl+/DgsLCwDAgQMHEB8fjxs3bnz0Pjx9+rTGNqR2KHEihNTamzdv0L17d+Tl5aFVq1Y4evQoLC0txR0WIYQ0GnUVyS/6nIyxWrc9f/48VqxYgXv37iEvLw/l5eUoLi5GYWEhFBQU6hOqkKKiIqERFgAICQmBo6MjNDQ0AAA//vgjvLy8cOHCBfTp06dO56jLNb9PSkoKbdq0qdex9dW3b1+sWbMGU6ZMgbu7O2RlZbFo0SJER0dDQqJya4HMzExMnDgRHh4ecHV1RX5+Pn799VcMGzYM586dA4/Hg7GxMYyNjbl+u3fvjtTUVGzYsAF79+7Ff//9B29vb5w7d07k/X+fvLw8CgsLP+l1fy8ocSKE1FrTpk0xf/58nDt3DuHh4dDU1BR3SIQQ0qhqO2VOXNq2bQsej4d79+7V2O7JkycYMGAAfvrpJyxbtgzq6uqIiYmBl5cXSktLGy1x0tDQwJ07dwTK+Hw+du/ejczMTEhJSQmUh4SEcImTioqKyJGQnJwcSEpKclMRjYyMPnq9ojR0qp6Ojg6ysrIEyqre6+hU/33i4+ODmTNnIiMjA02aNMGTJ0/g6+sLQ0NDAEBgYCBUVVUFduj7888/0bJlS1y/fh1WVlYi++3atStiYmIAAHFxcXj58iU3+gRU3t9///0XW7ZsQUlJCSQlKxPyt2/f0u/rRkKJEyGkRm/fvkV+fj709PQAAPPnz8ecOXMEfhkSQgj5PNTV1eHo6IjAwEBMnz5daJ1TTk4O1NTUEBcXh4qKCqxbt44b6Th48GCjx9O5c2cEBQWBMcZNwTt16hTy8/ORkJDAfXgHgKSkJIwbN46L0djYGAcOHEBJSYnA4yvi4+NhYGDArfdxc3PDggULkJCQILTOqaysDKWlpSLXezV0qp61tTUWLlyIsrIyLpZz587B2NhY5DS99/F4PG4K4/79+9GyZUsuySksLOS+JlWq7lNFRUW1fSYmJqJZs2YAKp+Z+GHCOm7cOJiYmGDevHlC913U+jBSD429a8WXjnbVI6T2EhMTmYGBAevYseMn27WIEELE4WveVS81NZXp6Oiwdu3ascOHD7MHDx6wlJQUFhAQwExMTBhjlf9/A2AbN25kqampbM+ePax58+YCO7U1xq56r1+/ZtLS0uzOnTtcmbOzMxs5cqRQWz6fz3R0dNiWLVsYY5U7AGppabERI0awmzdvsocPH7Lg4GCmrKzMgoKCuOOKi4tZz549WZMmTdiWLVtYYmIiS01NZeHh4czCwqJWcdZHTk4O09bWZu7u7iwpKYkdOHCAKSgosG3btnFtjh49KrTL3urVq9nt27dZUlISW7JkCZOWlmbHjh3j6iMjIxmPx2O//fYbe/DgAYuLi2OOjo5MT0+PFRYWMsYY27BhAzt+/Dh7+PAhu3PnDvP29mYSEhLs/Pnz1cZb3a56enp6bM+ePQ27GV+5xtpVj57jRAgRad++fbC2tkZaWhoKCgq4Ra2EEELEy9DQEPHx8bCzs8OsWbPQoUMHODg4IDIyEkFBQQAAMzMzrF+/HqtWrUKHDh0QFhaGFStWNHosTZs2hYuLC8LCwgBUTmX7559/MHToUKG2EhIScHFxQXBwMIDKHQCjo6NRVlaGQYMGwdzcHJs2bcL69esxefJk7jhZWVmcO3cOc+fOxbZt22BlZYX//e9/2LRpE6ZPn44OHTo0+nUBgKqqKs6ePYu0tDRYWlpi1qxZ+PXXXzFp0iSuTW5uLu7fvy9wXEREBHr27IkuXbrgn3/+wV9//SXwoN/evXtj3759OH78ODp37gwnJyfIysri9OnTkJeXB1D57KpZs2ahY8eOsLGxwa1bt3D+/Pk6rw+7evUqcnNzMWzYsPrfCMLhMVbPFXdfqby8PKiqqiI3NxcqKipii6O08BUuBgju1GLnnQYZBZqDSsSrvLwc8+bNw/r16wFULnTdv38/PdSWEPJNKS4uRlpaGgwMDD66uJ7U7Pbt23BwcEBqaiqUlJTEHQ55z8iRI2FmZlbtOq7vRU0/73XJDWjEiRDCefXqFfr27cslTb6+vjh16hQlTYQQQqrVqVMnrFq1CmlpaeIOhbyntLQUHTt2xMyZM8UdyjeDVncTQjg///wzLl68CEVFRezevVvkVAtCCCHkQ56enuIOgXxARkYGfn5+4g7jm0KJEyGEs3HjRmRlZSEoKAjt27cXdziEEEIIIV8MmqpHyHestLQUf//9N/e+efPm+PfffylpIoQQQgj5ACVOhHynMjMz0adPHwwaNAhHjhwRdziEEEIIIV80mqpHyHfo6tWrGDZsGF68eAEVFRWBBw8SQgghhBBhNOJEyHdm+/btsLGxwYsXL2BqaoobN25gwIAB4g6LEEIIIeSLRokTId+JkpISTJw4EZMnT0ZZWRmGDBmC69evw8jISNyhEUIIIYR88ShxIuQ7cf78eezcuRM8Hg/Lly/H4cOHoaysLO6wCCGEEEK+CpQ4EfKd6N+/P3799VecOnUKvr6+4PF44g6JEEKImPn7+8Pc3LzB/bx58wZaWlp48uRJg/sijae0tBT6+vq4efOmuEP5JlDiRMg3ijGG7du3IzMzkyv77bff4OTkJMaoCCGENJSnpyd4PB54PB6kpaWhra0NBwcHhISEoKKiok59zZ49G5GRkQAAfX19rl9Rr5oecrts2TI4OztDX19fqM7R0RGSkpK4ceOGUJ2trS1mzJghVL5r1y6oqakJlOXl5WHhwoUwMTGBnJwcdHR0YG9vj6NHj4IxVpfLrpOoqChYWFhAVlYWbdq0wa5duz56zMGDB2Fubg4FBQXo6elhzZo1Qm0CAwNhamoKeXl5GBsbY8+ePQL1tra2Ir8O/fv359pkZWXB09MTurq6UFBQgJOTEx4+fMjVy8jIYPbs2Zg3b179bwDhUOJEyDeoqKgInp6emDx5MoYPH46ysjJxh0QIIaQROTk5ISMjA0+ePEFERATs7Ozg7e2NAQMGoLy8vNb9KCkpoWnTpgCAGzduICMjAxkZGdxjKu7fv8+VBQQEiOyjsLAQwcHB8PLyEqpLT0/HlStX8MsvvyAkJKQeV1opJycH3bt3x549e+Dr64v4+Hj8+++/GDlyJObOnYvc3Nx6912TtLQ09O/fH3Z2dkhMTMSMGTMwYcIEnDlzptpjIiIiMHr0aEyZMgVJSUn4448/sGHDBmzZsoVrExQUBF9fX/j7+yM5ORm//fYbpk6dKvBsxaNHj3L3PiMjA0lJSZCUlMTw4cMBVP6BdPDgwXj8+DH++usvJCQkQE9PD/b29nj37h3Xz+jRoxETE4Pk5ORPcIe+M+w7k5ubywCw3NxcscZR8u4lO71cUeBV8u6lWGMi34YnT54wCwsLBoBJSEiwdevWsYqKCnGHRQghX5SioiKWkpLCioqKxB1KnXl4eDBnZ2eh8sjISAaA7dixgyvLzs5mXl5eTENDgykrKzM7OzuWmJjI1S9evJiZmZkJ9XXx4kUGgGVnZ380nkOHDjFNTU2Rdf7+/mzUqFHs7t27TFVVlRUWFgrU29jYMG9vb6HjQkNDmaqqKvf+p59+YoqKiuz58+dCbfPz81lZWdlH46yPuXPnsvbt2wuUjRw5kjk6OlZ7jKurKxs2bJhA2aZNm1iLFi2438fW1tZs9uzZAm18fHxYjx49qu13w4YNTFlZmRUUFDDGGLt//z4DwJKSkrg2fD6faWpqCnwPMMaYnZ0d8/Pzq+FKv201/bzXJTeg5zgR8g25cOECRowYgTdv3kBDQwPh4eHo3bu3uMMihJCvhv+Jk8gtKvqs51SVl4f/oIY/FqJ3794wMzPD0aNHMWHCBADA8OHDIS8vj4iICKiqqmLbtm3o06cPHjx4AHV19QafEwCio6NhaWkpVM4YQ2hoKAIDA2FiYoI2bdrg8OHDcHd3r1P/FRUVOHDgAEaPHg1dXV2heiUlpRpj69evX439b9u2DaNHjxZZd/XqVdjb2wuUOTo6ipxeWKWkpAQKCgoCZfLy8nj27BmePn0KfX19lJSUQE5OTqhNbGwsysrKIC0tLdRvcHAwRo0aBUVFRe48AAT6kZCQgKysLGJiYrjvAQDo2rUroqOjq42Z1A4lToR8AxhjWL9+PebOnYuKigpYWFjg6NGj0NPTE3dohBDyVcktKkJ2YaG4w6g3ExMT3L59GwAQExOD2NhYvHz5knvQ+dq1a3H8+HEcPnwYkyZNapRzPn36VGRCc/78eRQWFsLR0REAMGbMGAQHB9c5cXr9+jWys7NhYmJS59i6dOmCxMTEGttoa2tXW5eZmSlUr62tjby8PBQVFUFeXl7oGEdHR8ycOROenp6ws7PDo0ePsG7dOgBARkYG9PX14ejoiJ07d2Lw4MGwsLBAXFwcdu7cibKyMrx+/RrNmjUT6DM2NhZJSUkIDg7mykxMTNCqVSv4+vpi27ZtUFRUxIYNG/Ds2TNkZGQIHK+rq4unT5/WeB/Ix1HiRMg3oLCwEDt37kRFRQXGjh2LrVu3ivzPnBBCSM1UxfB/Z2OekzHG7Zp669YtFBQUcGuYqhQVFSE1NbXRzllUVCQ0egIAISEhGDlyJKSkKj9uurq6Ys6cOUhNTUXr1q1r3T9rwMYP8vLyaNOmTb2Pr4+JEyciNTUVAwYMQFlZGVRUVODt7Q1/f39ISFRuL7Bo0SJkZmbCysoKjDFoa2vDw8MDq1ev5tq8Lzg4GB07dkTXrl25MmlpaRw9ehReXl5QV1eHpKQk7O3t0a9fP6F7Ji8vj8Kv+A8CXwpKnAj5BigqKuL48eOIjIzETz/9RFuNE0JIPTXGlDlxunv3LgwMDAAABQUFaNasGaKiooTafbhjXUNoaGggOztboOzt27c4duwYysrKEBQUxJXz+XyEhIRg2bJlAAAVFRWRGzvk5ORAVVUVAKCpqQk1NTXcu3evzrE1dKqejo4OsrKyBMqysrKgoqJS7R8oeTweVq1aheXLlyMzMxOamprczoWGhoYAKhOZkJAQbNu2DVlZWWjWrBm2b98OZWVlaGpqCvT37t07HDhwAEuWLBE6l6WlJRITE5Gbm4vS0lJoamqiW7du6NKli0C7t2/fCvVL6u6L2FUvMDAQ+vr6kJOTQ7du3RAbG1tt2x07dqBnz55o0qQJmjRpAnt7+xrbE/KtOn36tMAvI2NjY/z888+UNBFCyHfqwoULuHPnDoYOHQoAsLCwQGZmJqSkpNCmTRuBl4aGRqOdt3PnzkhJSREoCwsLQ4sWLXDr1i0kJiZyr3Xr1mHXrl3g8/kAKn93xcfHC/UZHx8PIyMjAJXrdkaNGoWwsDC8ePFCqG1BQUG1OwlWTdWr6TVo0KBqr83a2ppLeqqcO3cO1tbWNd8UAJKSkmjevDlkZGSwf/9+WFtbCyUv0tLSaNGiBSQlJXHgwAEMGDBAaMTp0KFDKCkpwZgxY6o9l6qqKjQ1NfHw4UPcvHkTzs7OAvVJSUno3LnzR2MmH9G4e1bU3YEDB5iMjAwLCQlhycnJbOLEiUxNTY1lZWWJbO/m5sYCAwNZQkICu3v3LvP09GSqqqrs2bNntTof7apHvnYVFRVs2bJljMfjMUlJSXblyhVxh0QIIV+dr31XPScnJ5aRkcGePXvG4uLi2LJly5iSkhIbMGAAKy8vZ4xV/r744YcfmJmZGTtz5gxLS0tjly9fZgsWLGA3btxgjDXOrnq3b99mUlJS7O3bt1yZmZkZmzdvnlDbnJwcJiMjw06ePMkYYyw1NZXJycmxadOmsVu3brF79+6xdevWMSkpKRYREcEd9+bNG2ZiYsJatGjBdu/ezZKTk9mDBw9YcHAwa9OmTa3irI/Hjx8zBQUFNmfOHHb37l0WGBjIJCUl2enTp7k2mzdvZr179+bev3r1igUFBbG7d++yhIQENn36dCYnJ8euX7/Otbl//z7bu3cve/DgAbt+/TobOXIkU1dXZ2lpaUIx/PDDD2zkyJEi4zt48CC7ePEiS01NZcePH2d6enpsyJAhQu309PTYnj17GnAnvm6Ntaue2BOnrl27sqlTp3Lv+Xw+09XVZStWrKjV8eXl5UxZWZnt3r27Vu0pcSJfs7y8PObi4sIAMABs8uTJrLi4WNxhEULIV+drT5yqfg9ISUkxTU1NZm9vz0JCQhifzxdom5eXx6ZNm8Z0dXWZtLQ0a9myJRs9ejRLT09njDVO4sRY5ee5rVu3MsYYu3nzJgPAYmNjRbbt168fc3Fx4d7HxsYyBwcHpqmpyVRVVVm3bt3YsWPHhI7Lyclh8+fPZ23btmUyMjJMW1ub2dvbs2PHjn3Sx25cvHiRmZubMxkZGWZoaMhCQ0MF6hcvXsz09PS4969evWJWVlZMUVGRKSgosD59+rBr164JHJOSksLMzc2ZvLw8U1FRYc7OzuzevXtC57537x4DwM6ePSsytoCAANaiRQsmLS3NWrVqxfz8/FhJSYlAmytXrjA1NTWhreC/J42VOPEY+4SPWv6I0tJSKCgo4PDhwxg8eDBX7uHhgZycHPz1118f7SM/Px9aWlo4dOgQBgwQnpdcUlLCbdcIVD51umXLlsjNzYWKikqjXEd9lBa+wsUAA4EyO+80yCjQ/FMi2v379+Hi4oK7d+9CRkYGgYGBAluNEkIIqb3i4mKkpaXBwMBA5MYGpG7++ecfzJkzB0lJSSI3NyDiM3LkSJiZmWHBggXiDkVsavp5z8vLg6qqaq1yA7F+Z79+/Rp8Pl/kNo+ZmZm16mPevHnQ1dUV2mO/yooVK6Cqqsq9WrZs2eC4CfncTpw4ga5du+Lu3bto3rw5/v33X0qaCCGEfDH69++PSZMm4fnz5+IOhbyntLQUHTt2xMyZM8Udyjfhq/6TwMqVK3HgwAEcO3as2r8W+fr6Ijc3l3v9999/nzlKQhouLS0NeXl56NmzJ+Li4tCtWzdxh0QIIYQImDFjBv2B+gsjIyMDPz8/ekRJIxHrduQaGhqQlJQUuc2jjo5OjceuXbsWK1euxPnz59GpU6dq28nKynIPfSPkazV9+nSoq6tj1KhRIp8mTgghhBBCPi2xjjjJyMjA0tJSYJvHiooKREZG1rjN4+rVq7F06VKcPn1aaJ96Qr4FycnJGDhwIPdsCx6PB3d3d0qaCCGEEELEROxT9Xx8fLBjxw7s3r0bd+/exU8//YR3795h3LhxAICxY8fC19eXa79q1SosWrQIISEh0NfXR2ZmJjIzM1FQUCCuSyCkUR0+fBjdunXDyZMnMXfuXHGHQwghhBBCIOapekDlTh+vXr3Cr7/+iszMTJibm+P06dPchhHp6ekCu7MEBQWhtLQUw4YNE+hn8eLF8Pf3/5yhE9Ko+Hw+/Pz8sHLlSgBA79698fvvv4s5KkIIIYQQAnwBiRMA/PLLL/jll19E1kVFRQm8f/LkyacPiJDP7O3bt3B1dcXZs2cBALNnz8aKFSsgJfVF/IgSQgghhHz36FMZIWJ29+5d9O/fH2lpaVBQUEBwcDBGjRol7rAIIYQQQsh7KHEiRMyaNm2KsrIyGBoa4tixYzXuEkkIIYQQQsRD7JtDEPI9qqio4P6tpaWFiIgI3Lhxg5ImQgghn5W/vz/Mzc0/y7kiIyNhamoKPp//Wc5Hauf06dMwNzcX+GxCRKPEiZDP7NWrV7C3t8fevXu5sg4dOkBdXV2MURFCCPlaeHp6gsfjgcfjQVpaGtra2nBwcEBISEidP/zOnj2beyyMvr4+16+ol6enJwBg0KBBaNWqFeTk5NCsWTO4u7vjxYsXHz3X3Llz4efnB0lJSYHyoqIiqKurQ0NDAyUlJULH8Xg8HD9+XOR9GDx4sEDZo0ePMG7cOLRo0QKysrIwMDCAq6srbt68WbsbUk+BgYHQ19eHnJwcunXrhtjY2Brbl5WVYcmSJWjdujXk5ORgZmaG06dPC7Th8/lYtGgRDAwMIC8vj9atW2Pp0qVgjHFt3v9eqHo5OTmJPGdJSQnMzc3B4/GQmJjIlTs5OUFaWhphYWH1vwHfCUqcCPmM4uLiYGlpiYsXL2LWrFl49+6duEMihBDyFXJyckJGRgaePHmCiIgI2NnZwdvbGwMGDEB5eXmt+1FSUkLTpk0BADdu3EBGRgYyMjJw5MgRAMD9+/e5soCAAACAnZ0dDh48iPv37+PIkSNITU0V2u34QzExMUhNTcXQoUOF6o4cOYL27dvDxMREZIJUWzdv3oSlpSUePHiAbdu2ISUlBceOHYOJiQlmzZpV734/Jjw8HD4+Pli8eDHi4+NhZmYGR0dHvHz5stpj/Pz8sG3bNmzevBkpKSmYMmUKXFxckJCQwLVZtWoVgoKCsGXLFty9exerVq3C6tWrsXnzZoG+qr4Xql779+8Xec65c+dCV1dXZJ2npyc2bdpUj6v/zrDvTG5uLgPAcnNzxRpHybuX7PRyRYFXybuXYo2JfFqhoaFMVlaWAWBGRkYsOTlZ3CERQsh3q6ioiKWkpLCioiJxh1JnHh4ezNnZWag8MjKSAWA7duzgyrKzs5mXlxfT0NBgysrKzM7OjiUmJnL1ixcvZmZmZkJ9Xbx4kQFg2dnZH43nr7/+Yjwej5WWllbbZurUqWzYsGEi62xtbdnWrVtZUFAQc3BwEKoHwI4dOyZU/v59qKioYO3bt2eWlpaMz+cLta3NddRX165d2dSpU7n3fD6f6erqshUrVlR7TLNmzdiWLVsEyoYMGcJGjx7Nve/fvz8bP358jW2q+1740KlTp5iJiQlLTk5mAFhCQoJA/dOnTxkA9ujRo4/29TWq6ee9LrkBbQ5ByCdWWloKHx8fBAYGAgAGDhyIvXv3QlVVVcyREUII+dCA/cCrws97Tk0F4KRrw/vp3bs3zMzMcPToUUyYMAEAMHz4cMjLyyMiIgKqqqrYtm0b+vTpgwcPHjTKFPG3b98iLCwM3bt3h7S0dLXtoqOj4ebmJlSempqKq1ev4ujRo2CMYebMmXj69Cn09PTqFEdiYiKSk5Oxb98+ged/VlFTU6v22OXLl2P58uU19p+SkoJWrVoJlZeWliIuLg6+vr5cmYSEBOzt7XH16tVq+yspKYGcnJxAmby8PGJiYrj33bt3x/bt2/HgwQMYGRnh1q1biImJwfr16wWOi4qKgpaWFpo0acI9A7JqFBEAsrKyMHHiRBw/fhwKCgoi42nVqhW0tbURHR2N1q1b13gvvmeUOBHyCZWVlcHe3h7R0dEAgN9++w1+fn4i/1MnhBAifq8KgcwCcUdRfyYmJrh9+zaAyulxsbGxePnyJWRlZQEAa9euxfHjx3H48GFMmjSp3ueZN28etmzZgsLCQlhZWeHkyZM1tn/69KnIaWIhISHo168fmjRpAgBwdHREaGgo/P396xTPw4cPAVRef11NmTIFI0aMqLFNdVPcXr9+DT6fD21tbYFybW1t3Lt3r9r+HB0dsX79evTq1QutW7dGZGQkjh49KrBxxvz585GXlwcTExNISkqCz+dj2bJlGD16NNfGyckJQ4YMgYGBAVJTU7FgwQL069cPV69ehaSkJBhj8PT0xJQpU9ClS5can4eqq6uLp0+f1ngfvneUOBHyCUlLS8PGxga3bt3Cn3/+iYEDB4o7JEIIITXQFP0H+a/mnIwx8Hg8AMCtW7dQUFAgMPoAVG7GkJqa2qDzzJkzB15eXnj69Cl+++03jB07FidPnuTO/aGioiKhERY+n4/du3dza6cAYMyYMZg9ezZ+/fXXOv2Rkb23YUJdqaurf/YNmgICAjBx4kSYmJiAx+OhdevWGDduHEJCQrg2Bw8eRFhYGPbt24f27dsjMTERM2bMgK6uLjw8PABA4LmPHTt2RKdOndC6dWtERUWhT58+2Lx5M/Lz8wVGxKojLy+PwsLPPNz6laHEiZBPoKCgAEpKSgAqt3qdMGFCnacdEEII+fwaY8qcON29excGBgYAKn8XNWvWDFFRUULtapq6VhsaGhrQ0NCAkZERTE1N0bJlS1y7dg3W1tbVts/OzhYoO3PmDJ4/f46RI0cKlPP5fERGRsLBwQEAoKysjNzcXKE+c3JyuGnvRkZGAIB79+6hc+fOdbqWhkzV09DQgKSkJLKysgTKs7KyoKOjU21/mpqaOH78OIqLi/HmzRvo6upi/vz5MDQ05NrMmTMH8+fP55Kjjh074unTp1ixYgWXOH3I0NAQGhoaePToEfr06YMLFy7g6tWr3IhjlS5dumD06NHYvXs3V/b27VtoamrWeB++dzRfiJBGVFJSgokTJ8LOzg7FxcUAAElJSUqaCCGEfHIXLlzAnTt3uJ3rLCwskJmZCSkpKbRp00bgpaGh0WjnrdoCXdRW4lU6d+6MlJQUgbLg4GCMGjUKiYmJAq9Ro0YhODiYa2dsbIy4uDiBY/l8Pm7dusUlTObm5mjXrh3WrVsnckv2nJycamObMmWKUAwfvqqbqicjIwNLS0tuS/eq+xEZGVltEvk+OTk5NG/eHOXl5Thy5AicnZ25usLCQqFRN0lJyRq3nH/27BnevHmDZs2aAQA2bdqEW7ducddx6tQpAJU7AS5btow7rri4GKmpqXVOOr83NOJESCN59uwZhg0bhuvXr4PH4+HChQv48ccfxR0WIYSQb1BJSQkyMzPB5/ORlZWF06dPY8WKFRgwYADGjh0LALC3t4e1tTUGDx6M1atXw8jICC9evMA///wDFxcXdOnSpc7nvX79Om7cuIEffvgBTZo0QWpqKhYtWoTWrVvXmCg4OjoKjG68evUKf//9N06cOIEOHToItB07dixcXFzw9u1bqKurw8fHB15eXjAxMYGDgwPevXuHzZs3Izs7m9sEg8fjITQ0FPb29ujZsycWLlwIExMTFBQU4O+//8bZs2dx6dIlkbE1dKqej48PPDw80KVLF3Tt2hUbN27Eu3fvMG7cOIFrat68OVasWMHdx+fPn8Pc3BzPnz+Hv78/KioqMHfuXO6YgQMHYtmyZWjVqhXat2+PhIQErF+/HuPHjwdQOaL422+/YejQodDR0UFqairmzp2LNm3awNHREQCERsmqZsO0bt0aLVq04MqvXbsGWVnZWiV737XG3u7vS0fbkZNP4dKlS0xLS4sBYE2aNGGnT58Wd0iEEEJq8LVvRw6AAWBSUlJMU1OT2dvbs5CQEKGtuPPy8ti0adOYrq4uk5aWZi1btmSjR49m6enpjLG6b0d++/ZtZmdnx9TV1ZmsrCzT19dnU6ZMYc+ePasx5jdv3jA5OTl27949xhhja9euZWpqaiK3MC8pKWFqamosICCAKwsLC2OWlpZMWVmZaWtrsx9//JHdunVL6Nj79++zsWPHMl1dXSYjI8P09PSYq6sri4+PrzG+htq8eTNr1aoVk5GRYV27dmXXrl0TqLexsWEeHh7c+6ioKGZqaspkZWVZ06ZNmbu7O3v+/LnAMXl5eczb25u1atWKycnJMUNDQ7Zw4UJWUlLCGGOssLCQ9e3bl2lqajJpaWmmp6fHJk6cyDIzM6uNMy0tTeR25JMmTWKTJ09u2E34gjXWduQ8xhqwmu4rlJeXB1VVVeTm5kJFRUVscZQWvsLFAAOBMjvvNMgo0NzSrwljDJs3b8asWbNQXl6OTp064dixYwJzlAkhhHx5iouLkZaWBgMDA6FNC8inMWfOHOTl5WHbtm3iDoW85/Xr1zA2NsbNmze59XHfmpp+3uuSG9AaJ0IaYOnSpfD29kZ5eTlcXV1x5coVSpoIIYQQERYuXAg9Pb0a1+iQz+/Jkyf4448/vtmkqTFR4kRIA7i7u0NLSwvr169HWFgYFBUVxR0SIYQQ8kVSU1PDggUL6FmGX5guXboI7WxIRKPNIQipo/T0dG6xpYGBAR4+fCjWaZ+EEEIIIeTTo5SfkFpijGHt2rVo3bo1t50nAEqaCCGEEEK+A5Q4EVIL7969g6urK+bMmYPy8nKcPn1a3CERQgghhJDPiKbqEfIRqampcHFxwZ07dyAlJYWNGzfi559/FndYhBBCCCHkM6LEiZAanD59Gq6ursjJyYG2tjYOHTqEnj17ijssQgghhBDymVHiREg1bt26hR9//BGMMXTr1g1HjhxB8+bNxR0WIYQQQggRA0qcCKmGmZkZJk6cCADYtGkTZGVlxRwRIYQQQggRF9ocgpD33L9/H2/evOHe//HHH9i2bRslTYQQQr4pT548AY/HQ2JiorhD+SwWLVqESZMmiTsM8oGtW7di4MCB4g6j1ihxIuT/O3HiBLp27QpXV1fw+XwAgKSkpJijIoQQQv4Pj8er8eXv71+rflq2bImMjAx06NDh0wb8/+3YsQNmZmZQUlKCmpoaOnfujBUrVgAApk2bBlNTU5HHpaenQ1JSEps2bfrotT958kRkH5mZmQgICMDChQuF6q5evQpJSUn0799fqC4qKgo8Hg85OTlCdfr6+ti4caNA2cWLF/Hjjz+iadOmUFBQQLt27TBr1iw8f/685pvTAMXFxZg6dSqaNm0KJSUlDB06FFlZWTUek5WVBU9PT+jq6kJBQQFOTk54+PChQJuqjbE0NTWhoqKCESNGCPX74MEDODs7Q0NDAyoqKvjhhx9w8eJFrv7WrVtwdXVFy5YtIS8vD1NTUwQEBAj0MX78eMTHxyM6OrqBd+LzoMSJfPcqKiqwePFiODs7Iy8vD8XFxcjPzxd3WIQQQoiQjIwM7rVx40aoqKgIlM2ePbtW/UhKSkJHRwdSUp9+1UZISAhmzJiB6dOnIzExEZcvX8bcuXNRUFAAAPDy8sK9e/dw5coVoWN37doFLS0tjBs3TuA6ra2tMXHiRIGyli1bijz/zp070b17d+jp6QnVBQcHY9q0afj333/x4sWLel/jtm3bYG9vDx0dHRw5cgQpKSnYunUrcnNzsW7dunr3+zEzZ87E33//jUOHDuHSpUt48eIFhgwZUm17xhgGDx6Mx48f46+//kJCQgL09PRgb2+Pd+/eAah8BEvfvn3B4/Fw4cIFXL58GaWlpRg4cCAqKiq4vgYMGIDy8nJcuHABcXFxMDMzw4ABA5CZmQkAiIuLg5aWFv78808kJydj4cKF8PX1xZYtW7g+ZGRk4Obmhk2bNn2iO9TI2HcmNzeXAWC5ublijaPk3Ut2ermiwKvk3UuxxvQ9ys7OZgMGDGAAGAA2bdo0VlpaKu6wCCGEfGJFRUUsJSWFFRUViTuUegsNDWWqqqqMMcZycnKYhIQEu3HjBmOMMT6fz5o0acK6devGtd+7dy9r0aIFY4yxtLQ0BoAlJCQwxhi7ePEiA8DOnz/PLC0tmby8PLO2tmb37t3jjk9MTGS2trZMSUmJKSsrMwsLC+58NXF2dmaenp41trGwsGBeXl4CZRUVFczAwIDNmzdPqL2NjQ3z9vb+6LkZY6x9+/Zsy5YtQuX5+flMSUmJ3bt3j40cOZItW7ZMoL7qnmRnZwsdq6enxzZs2MAYY+y///5jMjIybMaMGSLPL+r4xpCTk8OkpaXZoUOHuLK7d+8yAOzq1asij7l//z4DwJKSkrgyPp/PNDU12Y4dOxhjjJ05c4ZJSEgIfFbOyclhPB6PnTt3jjHG2KtXrxgA9u+//3Jt8vLyGACujSg///wzs7OzEyi7dOkSk5GRYYWFhXW4+rqp6ee9LrkBbQ5BvlvJyclwcXHBw4cPIScnh23btmHs2LHiDosQQogY7c/bj8KKws96TgUJBbiquDaoD1VVVZibmyMqKgpdunTBnTt3wOPxkJCQgIKCAigpKeHSpUuwsbGpsZ+FCxdi3bp10NTUxJQpUzB+/HhcvnwZADB69Gh07twZQUFBkJSURGJiIqSlpT8am46ODi5duoSnT5+KHPUBKked5s+fj4CAACgqKgKonCqXlpaG8ePH1/Fu/J+3b98iJSUFXbp0Eao7ePAgTExMYGxsjDFjxmDGjBnw9fUFj8er0zkOHTqE0tJSzJ07V2S9mppatcf269evxmlqenp6SE5OFlkXFxeHsrIy2Nvbc2UmJiZo1aoVrl69CisrK6FjSkpKAABycnJcmYSEBGRlZRETE4MJEyagpKQEPB5PYH23nJwcJCQkEBMTA3t7ezRt2hTGxsbYs2cPLCwsICsri23btkFLSwuWlpbVXk9ubi7U1dUFyrp06YLy8nJcv34dtra21R77JaDEiXyXKioqMHr0aDx8+BCtWrXCsWPHYGFhIe6wCCGEiFlhRSEKWMHnPWnFx5vUhq2tLaKiojB79mxERUXBwcEB9+7dQ0xMDJycnBAVFVXth/sqy5Yt45Kr+fPno3///iguLoacnBzS09MxZ84cmJiYAADatm1bq7gWL16MIUOGQF9fH0ZGRrC2tsaPP/6IYcOGQUKictWIm5sbZs2ahUOHDsHT0xMAEBoaih9++AFGRkb1vCOVa6QYY9DV1RWqCw4OxpgxYwAATk5OyM3NxaVLl+r84f3hw4dQUVFBs2bN6hzfzp07UVRUVG19TYlpZmYmZGRkhBIzbW1tbrrch6oSK19fX2zbtg2KiorYsGEDnj17hoyMDACAlZUVFBUVMW/ePCxfvhyMMcyfPx98Pp9rw+PxcP78eQwePBjKysqQkJCAlpYWTp8+jSZNmog895UrVxAeHo5//vlHoFxBQQGqqqp4+vRptdf6paA1TuS7JCEhgT179mDQoEGIi4ujpIkQQgiAytEfJZ7SZ30pSCg0Suw2NjaIiYkBn8/nEoCqZOrFixd49OjRR5OCTp06cf+uSgRevnwJAPDx8cGECRNgb2+PlStXIjU1tVZxNWvWDFevXsWdO3fg7e2N8vJyeHh4wMnJiVszo6amhiFDhiAkJAQAkJeXhyNHjsDLy6uut0FAVVLy/ggLULmLbmxsLFxdK0f6pKSkMHLkSAQHB9f5HIyxOo9SVWnevDnatGlT7au6Ebr6kpaWxtGjR/HgwQOoq6tDQUEBFy9eRL9+/bgkVlNTE4cOHcLff/8NJSUlqKqqIicnBxYWFlwbxhimTp0KLS0tREdHIzY2FoMHD8bAgQO55Op9SUlJcHZ2xuLFi9G3b1+henl5eRQWft6R3vqgESfy3Xjz5g2uXbvG7ZzTqVMn/PXXX2KOihBCyJekoVPmxKlXr17Iz89HfHw8/v33Xyxfvhw6OjpYuXIlzMzMoKur+9FRovdHOKqSgarkxt/fH25ubvjnn38QERGBxYsX48CBA3BxcalVfB06dECHDh3w888/Y8qUKejZsycuXboEOzs7AJXT9fr06YNHjx7h4sWLkJSUxPDhw+tzKzgaGhoAgOzsbGhqanLlwcHBKC8vFxiJYoxBVlYWW7ZsgaqqKlRUVABUTi/7cFQnJycHqqqqAAAjIyPk5uYiIyOjzqNODZmqp6Ojg9LSUuTk5AjEl5WVBR0dnWr7tLS0RGJiInJzc1FaWgpNTU1069ZNYDpj3759kZqaitevX0NKSgpqamrQ0dGBoaEhAODChQs4efIksrOzufv0xx9/4Ny5c9i9ezfmz5/P9ZWSkoI+ffpg0qRJ8PPzExnT27dvBb4+XyoacSLfhVu3buF///sfXFxccPXqVXGHQwghhDQ6NTU1dOrUCVu2bIG0tDRMTEzQq1cvJCQk4OTJkx9d31QbRkZGmDlzJs6ePYshQ4YgNDS0Xv20a9cOALid3ADAzs4OBgYGCA0NRWhoKEaNGsWtd6qv1q1bQ0VFBSkpKVxZeXk59uzZg3Xr1iExMZF73bp1C7q6uti/fz+AyqmIEhISiIuLE+jz8ePHyM3N5aYQDhs2DDIyMli9erXIGERtZ15l586dAjF8+Dp16lS1x1paWkJaWhqRkZFc2f3795Geng5ra+uP3htVVVVoamri4cOHuHnzJpydnYXaaGhoQE1NDRcuXMDLly8xaNAgAOBGh6pGoKpISEgI7LyXnJwMOzs7eHh4YNmyZSLjSE1NRXFxMTp37vzRmMWNRpzIN2/fvn2YMGECioqKYGho2OD/hAkhhJAvla2tLTZv3oxhw4YBANTV1WFqaorw8HAEBgbWu9+ioiLMmTMHw4YNg4GBAZ49e4YbN25g6NChHz32p59+gq6uLnr37o0WLVogIyMDv//+OzQ1NQU+4PN4PIwfPx7r169HdnY2NmzYUO94q0hISMDe3h4xMTEYPHgwAHAjJV5eXtyoUZWhQ4ciODgYU6ZMgbKyMiZMmIBZs2ZBSkoKHTt2xH///Yd58+bBysoK3bt3B1D5TKwNGzbgl19+QV5eHsaOHQt9fX08e/YMe/bsgZKSUrVbkjdv3rze16aqqgovLy/4+PhAXV0dKioqmDZtGqytrQU2hjAxMcGKFSu4kcFDhw5BU1MTrVq14qZPDh48WGAKXWhoKExNTaGpqYmrV6/C29sbM2fOhLGxMQDA2toaTZo0gYeHB3799VfIy8tjx44dSEtL42b2JCUloXfv3nB0dISPjw+37kpSUlJgdCk6OhqGhoZo3bp1ve/F50IjTuSbVV5ejlmzZmH06NEoKiqCk5MTbty4ITB/mxBCCPmW2NjYgM/nC6xlsrW1FSqrK0lJSbx58wZjx46FkZERRowYgX79+uG333776LH29va4du0ahg8fDiMjIwwdOhRycnKIjIxE06ZNBdp6enoiNzcX7du3R7du3eod7/smTJiAAwcOcCMhwcHBsLe3F0qagMrE6ebNm7h9+zYAICAgAB4eHpg3bx7at28PT09PdOrUCX///bfAuqaff/4ZZ8+exfPnz+Hi4gITExNMmDABKioqtX62Vn1s2LABAwYMwNChQ9GrVy/o6Ojg6NGjAm3u37+P3Nxc7n1GRgbc3d1hYmKC6dOnw93dnRtle/+YwYMHw9TUFEuWLMHChQuxdu1arl5DQwOnT59GQUEBevfujS5duiAmJgZ//fUXzMzMAACHDx/Gq1ev8Oeff6JZs2bc63//+5/Aufbv34+JEyc29q35JHiMMSbuID6nvLw8qKqqIjc3l5uTKQ6lha9wMcBAoMzOOw0yCl/+/M6vwatXrzBy5EjuCdYLFizAkiVLICkpKebICCGEfAmKi4uRlpYGAwMDoY0DyLeFMYZu3bph5syZ3GYQ5MuQnJyM3r1748GDByIT2cZS0897XXIDGnEi36T9+/fj4sWLUFJSwtGjR7Fs2TJKmgghhJDvEI/Hw/bt21FeXi7uUMgHMjIysGfPnk+aNDUmWuNEvknTpk1Deno6vLy8YGpqKu5wCCGEkG9WTTvDLViwAAsWLPjMEQkzNzeHubm5uMMgH3j/4b1fA0qcyDehtLQUa9euhbe3NxQVFcHj8QTm4hJCCCHk06jpIa7q6uqfORpCPh1KnMhXLzMzE8OHD0dMTAySkpKwb98+cYdECCGEfDcasjMcIV8TSpzIV+3atWsYOnQoXrx4AVVVVYwePVrcIRFCCCGEkG8QbQ5Bvlrbt29Hr1698OLFC7Rr1w43btzgnh1ACCGEEEJIY6LEiXx1SkpKMHHiREyePBllZWUYOnQorl27hrZt24o7NEIIIYQQ8o2ixIl8dd68ecM9eG7FihU4dOgQlJWVxR0WIYQQQgj5htEaJ/LV0dXVxeHDh/Hu3Ts4OjqKOxxCCCGEEPIdoBEn8sVjjGHz5s04cuQIV/bDDz9Q0kQIIYTU05MnT8Dj8ZCYmCjuUL4qvXr1ot17v0BWVlYCnxM/FUqcyBetqKgInp6emD59Ojw8PJCeni7ukAghhBCx4fF4Nb78/f1r1U/Lli2RkZGBDh06fNqAAURFRQnEqK2tjaFDh+Lx48cC7RISEjB8+HBoa2tDTk4Obdu2xcSJE/HgwQMA/5fsVb2aNm2Kvn37IiEhAQDQsWNHTJkyRWQMe/fuhaysLAYMGFDj/dPX16/2Ok6cOIGsrCyMGjVKqG7FihWQlJTEmjVrhOr8/f1FPnxXVPLKGMP27dvRrVs3KCkpQU1NDV26dMHGjRtRWFhYbWwNlZ6ejv79+0NBQQFaWlqYM2cOysvLazwmPj4eDg4OUFNTQ9OmTTFp0iQUFBRw9bt27ar2Pr98+ZJrFxgYCFNTU8jLy8PY2Bh79uyp9pwHDhwAj8fD4MGDBcr9/Pwwf/58VFRU1O8G1BIlTuSL9fTpU/zwww/Ys2cPJCUlsXTpUrRs2VLcYRFCCCFik5GRwb02btwIFRUVgbLZs2fXqh9JSUno6OhASurzrdq4f/8+Xrx4gUOHDiE5ORkDBw4En88HAJw8eRJWVlYoKSlBWFgY7t69iz///BOqqqpYtGiRQD/nz59HRkYGzpw5g4KCAvTr1w85OTnw8vLCgQMHRD6MNzQ0FIMGDUJYWJjA/aqqq3p/48aNauPftGkTxo0bBwkJ4Y/PISEhmDt3LkJCQhpyi+Du7o4ZM2bA2dkZFy9eRGJiIhYtWoS//voLZ8+ebVDf1eHz+ejfvz9KS0tx5coV7N69G7t27cKvv/5a7TEvXryAvb092rRpg+vXr+P06dNITk6Gp6cn12bkyJEC9zojIwOOjo6wsbGBlpYWACAoKAi+vr7w9/dHcnIyfvvtN0ydOhV///230DmfPHmC2bNno2fPnkJ1/fr1Q35+PiIiIhp+Q2rCvjO5ubkMAMvNzRVrHCXvXrLTyxUFXiXvXoo1pi/J+fPnWdOmTRkApqGhwS5cuCDukAghhHxDioqKWEpKCisqKhJ3KPUWGhrKVFVVGWOM5eTkMAkJCXbjxg3GGGN8Pp81adKEdevWjWu/d+9e1qJFC8YYY2lpaQwAS0hIYIwxdvHiRQaAnT9/nllaWjJ5eXlmbW3N7t27xx2fmJjIbG1tmZKSElNWVmYWFhbc+WpS1Xd2djZXFhYWxgCwe/fusXfv3jENDQ02ePBgkcdXHfdhzIwxdvnyZQaAnT59mr169YrJyMiwvXv3Chz/+PFjxuPxWEREhFDfANixY8c+eg0vX75kPB6PJSUlCdVFRUWx5s2bs9LSUqarq8suX74sUL948WJmZmYmdNyH1xMeHs4AsOPHjwu1raioYDk5OR+Nsz5OnTrFJCQkWGZmJlcWFBTEVFRUWElJichjtm3bxrS0tBifz+fKbt++zQCwhw8fijzm5cuXTFpamu3Zs4crs7a2ZrNnzxZo5+Pjw3r06CFQVl5ezrp378527tzJPDw8mLOzs1D/48aNY2PGjBF57pp+3uuSG9DmEOSLs3btWsybNw8VFRWwtLTE0aNH0apVK3GHRQgh5DswIXo93pbkf9ZzqssqY2dPnwb1oaqqCnNzc0RFRaFLly64c+cOeDweEhISUFBQACUlJVy6dAk2NjY19rNw4UKsW7cOmpqamDJlCsaPH4/Lly8DAEaPHo3OnTsjKCgIkpKSSExMhLS0dL3ilZeXBwCUlpbizJkzeP36NebOnSuyrZqaWq360dDQgLOzM0JCQjBmzBiuza5du9CiRQv07du3XrECQExMDBQUFGBqaipUFxwcDFdXV0hLS8PV1RXBwcHo3r17nc8RFhYGY2NjODs7C9XxeDyoqqpWe6ySklKNfY8ZMwZbt24VWXf16lV07NgR2traXJmjoyN++uknJCcno3PnzkLHlJSUQEZGRmD0reprERMTgzZt2ggds2fPHigoKGDYsGEC/cjJyQm0k5eXR2xsLMrKyrjvryVLlkBLSwteXl6Ijo4WeR1du3bFypUrq7sFjYISJ/LFycjIQEVFBTw9PfHHH39wP4iEEELIp/a2JB+vinPFHUa92NraIioqCrNnz0ZUVBQcHBxw7949xMTEwMnJCVFRUdUmJ1WWLVvGJVfz589H//79UVxcDDk5OaSnp2POnDkwMTEBgHo/PzEjIwNr165F8+bNYWxszE2vquq3tnJycrB06VIoKSmha9euAAAvLy/069cPaWlpMDAwAGMMu3fvhoeHh8gpdrX19OlTaGtrC/WRl5eHw4cP4+rVqwAqE5SePXsiICDgo8nMhx4+fAhjY+N6xfexTT5UVFSqrcvMzBRImgBw7zMzM0Ue07t3b/j4+GDNmjXw9vbGu3fvMH/+fADgpkB+KDg4GG5ubgKf6xwdHbFz504MHjwYFhYWiIuLw86dO1FWVobXr1+jWbNmiImJQXBw8EevUVdXF//99x8qKioa9LWuCSVO5IuzatUqdO/eHUOGDAGPxxN3OIQQQr4j6rKf/7mAjXVOGxsbBAcHg8/n49KlS+jbty90dHQQFRWFTp064dGjR7C1ta2xj06dOnH/btasGQDg5cuXaNWqFXx8fDBhwgTs3bsX9vb2GD58OFq3bl3r+Fq0aAHGGAoLC2FmZoYjR45ARkYGjLE6XWf37t0hISGBd+/ewdDQEOHh4dwHfQcHB7Ro0QKhoaFYsmQJIiMjkZ6ejnHjxtXpHB8qKioSGhkBgP3796N169YwMzMDAJibm0NPTw/h4eHw8vKq0znqeh/eJ2qE51Nq3749du/eDR8fH/j6+kJSUhLTp08XmVwClaNad+/exd69ewXKFy1ahMzMTFhZWYExBm1tbXh4eGD16tWQkJBAfn4+3N3dsWPHDmhoaNQYk7y8PCoqKlBSUvLJ/uhOiRMRu4iICAQFBeHw4cOQkZGBlJQUhg4dKu6wCCGEfIcaOmVOnHr16oX8/HzEx8fj33//xfLly6Gjo4OVK1fCzMwMurq6Hx0len/qXdUfL6t2KvP394ebmxv++ecfREREYPHixThw4ABcXFxqFV90dDRUVFSgpaUl8OB6IyMjAMC9e/dgbW390X7Cw8PRrl07NG3aVGgan4SEBDw9PbF79274+/sjNDQUdnZ2MDQ0rFWM1dHQ0EB2drZQeXBwMJKTkwU22aioqEBISAiXOKmoqCA3V3gUMycnBwC4KXhGRka4d+9eveJryFQ9HR0dxMbGCpRlZWVxddVxc3ODm5sbsrKyoKioCB6Ph/Xr14u81zt37oS5uTksLS0FyuXl5RESEoJt27YhKysLzZo1w/bt26GsrAxNTU3cvn0bT548wcCBA7ljqr4fpaSkcP/+fS55f/v2LRQVFT/pTCVKnIjYVFRUYMWKFVi0aBEYY9i0aVOtdwMihBBCiCA1NTV06tQJW7ZsgbS0NExMTKClpYWRI0fi5MmTH13fVBtGRkYwMjLCzJkz4erqitDQ0FonTgYGBiLXK/Xt2xcaGhpYvXo1jh07JlSfk5MjcFzLli1rHOkaN24cfv/9dxw9ehTHjh3Dzp07axVfTTp37ozMzExkZ2ejSZMmAIA7d+7g5s2biIqKgrq6Otf27du3sLW1xb1792BiYgJjY2M8e/YMWVlZAlPi4uPjIScnx63jdnNzw6hRo/DXX38JrXNijCEvL6/adU4NmapnbW2NZcuW4eXLl9xud+fOnYOKigratWtXY7/A/03rCwkJgZycHBwcHATqCwoKcPDgQaxYsaLaPqSlpdGiRQsAlVuODxgwABISEjAxMcGdO3cE2vr5+SE/Px8BAQECuy0nJSWJXI/VmChxImKRl5cHDw8PHD9+HAAwefJkTJs2TbxBEUIIIV85W1tbbN68mVuAr66uDlNTU4SHhyMwMLDe/RYVFWHOnDkYNmwYDAwM8OzZM9y4caNRZogoKipi586dGD58OAYNGoTp06ejTZs2eP36NQ4ePIj09HQcOHCg1v0ZGBigd+/emDRpEmRlZTFkyJAGx9i5c2doaGjg8uXLGDBgAIDK0aauXbuiV69eQu3/97//ITg4GGvWrIGjoyOMjY3h6uqK33//HTo6OoiPj4efnx+8vb0hKSkJABgxYgSOHTsGV1dX+Pn5oW/fvtDU1MSdO3ewYcMGTJs2Tej5RVUaMlWvb9++aNeuHdzd3bF69WpkZmbCz88PU6dOhaysLAAgNjYWY8eORWRkJJo3bw4A2LJlC7p37w4lJSWcO3cOc+bMwcqVK4WS4/DwcJSXlwts2FHlwYMHiI2NRbdu3ZCdnY3169cjKSkJu3fvBgDIyckJPWusqv8Py6Ojoxu0AUht0HOcyGd3//59dOvWDcePH4eMjAx27NiBrVu3cj+chBBCCKkfGxsb8Pl8gbVMtra2QmV1JSkpiTdv3mDs2LEwMjLCiBEj0K9fP/z2228NDxqAs7Mzrly5Amlpabi5ucHExASurq7Izc3F77//Xuf+vLy8kJ2dDTc3N5Frk+pKUlIS48aNQ1hYGIDKXfz+/PPPahPHoUOHYs+ePSgrK4OUlBTOnj2LVq1awdXVFR06dMDixYvh7e2NpUuXcsfweDzs27cP69evx/Hjx2FjY4NOnTrB398fzs7OcHR0bPB1VHdtJ0+ehKSkJKytrTFmzBiMHTsWS5Ys4doUFhbi/v37KCsr48piY2Ph4OCAjh07Yvv27di2bRumT58u1H9wcDCGDBkicrSRz+dj3bp1MDMzg4ODA4qLi3HlypUaH0QsyvPnz3HlypUGr2X7GB5ryEq0r1DVMGdubm6Nw5afWmnhK1wMMBAos/NOg4yCppgi+jzOnTuHoUOHIj8/H82bN8eRI0fQrVs3cYdFCCHkO1NcXMztvNYYH6zJty8zMxPt27dHfHw89PT0xB0Oec+8efOQnZ2N7du3i6yv6ee9LrkBjTiRz6pVq1bg8Xjo2bMn4uLiKGkihBBCyFdBR0cHwcHBSE9PF3co5ANaWloCo3efCq1xIp9ceXk5t9uMsbExLl26hPbt29f7oXmEEEII+XL069ev2oeSLliwAAsWLPjMEX061a0xIuI1a9asz3IeSpzIJ5WcnIxhw4YhMDAQvXv3BlD5jANCCCGEfBt27tyJoqIikXXv7zZHyNeOEifyyRw+fBienp549+4d5s6dixs3btADbQkhhJBvTNUua4R862iNE2l0fD4f8+fPx/Dhw/Hu3Tv07t0bERERlDQRQgghhJCvFo04kUb15s0buLm54ezZswAq55yuXLlS4InahBBCCCGEfG3o0yxpNK9evULXrl3x5MkTKCgoIDg4GKNGjRJ3WIQQQgghhDQYJU6k0WhoaOCHH36AhIQEjh07hk6dOok7JEIIIYQQQhoFJU6kQcrKylBSUgIlJSXweDxs27YNxcXFtIsOIYQQQgj5ptDmEKTeXr58CQcHB7i5uaGiogIAoKCgQEkTIYQQIkaenp6N8ryh+/fvQ0dHB/n5+Q0PijSa169fQ0tLC8+ePRN3KN8dSpxIvdy4cQOWlpa4dOkSLl68iHv37ok7JEIIIeS74OnpCR6PBx6PBxkZGbRp0wZLlixBeXk5ACAgIAC7du0CAK5ddS9/f/9qz+Pr64tp06ZBWVlZqM7ExASysrLIzMwUqtPX18fGjRuFyv39/YWe5ZiZmYlp06bB0NAQsrKyaNmyJQYOHIjIyMha34/6OHToEExMTCAnJ4eOHTvi1KlTHz0mMDAQpqamkJeXh7GxMfbs2SNQX1ZWhiVLlqB169aQk5ODmZkZTp8+LdCGz+dj0aJFMDAwgLy8PFq3bo2lS5eCMSbynFOmTAGPxxO4nxoaGhg7diwWL15c9wsnDUKJE6mz0NBQ9OzZE8+ePYORkRGuX7+Odu3aiTssQggh5Lvh5OSEjIwMPHz4ELNmzYK/vz/WrFkDAFBVVYWamhoAICMjg3tt3LgRKioqAmWzZ88W2X96ejpOnjwJT09PobqYmBgUFRVh2LBh2L17d72v4cmTJ7C0tMSFCxewZs0a3LlzB6dPn4adnR2mTp1a734/5sqVK3B1dYWXlxcSEhIwePBgDB48GElJSdUeExQUBF9fX/j7+yM5ORm//fYbpk6dir///ptr4+fnh23btmHz5s1ISUnBlClT4OLigoSEBK7NqlWrEBQUhC1btuDu3btYtWoVVq9ejc2bNwud89ixY7h27Rp0dXWF6saNG4ewsDC8ffu2gXeD1AUlTqTWSktLMXXqVIwfPx4lJSUYNGgQYmNjKWkihBBCPjNZWVno6OhAT08PP/30E+zt7XHixAkAglP1dHR0uJeqqip4PJ5AmZKSksj+Dx48CDMzM5EPtw0ODoabmxvc3d0REhJS72v4+eefwePxEBsbi6FDh8LIyAjt27eHj48Prl27Vu9+PyYgIABOTk6YM2cOTE1NsXTpUlhYWGDLli3VHrN3715MnjwZI0eOhKGhIUaNGoVJkyZh1apVAm0WLFiAH3/8EYaGhvjpp5/w448/Yt26dVybK1euwNnZGf3794e+vj6GDRuGvn37IjY2VuB8z58/x7Rp0xAWFgZpaWmheNq3bw9dXV0cO3asEe4IqS3aHILU2tixYxEeHg4ej4fffvsNCxcuhIQE5d6EEEK+HStXrkReXt5nPaeKigrmz5/foD7k5eXx5s2bRooIiI6ORpcuXYTK8/PzcejQIVy/fh0mJibIzc1FdHQ0evbsWaf+3759i9OnT2PZsmVQVFQUqq8aMRMlLCwMkydPrrH/iIiIamO6evUqfHx8BMocHR1x/PjxavsrKSmBnJycQJm8vDxiY2NRVlYGaWnpatvExMRw77t3747t27fjwYMHMDIywq1btxATE4P169dzbSoqKuDu7o45c+agffv21cbUtWtXREdHw8vLq9o2pHFR4kRqbdasWYiKikJwcDD69+8v7nAIIYSQRpeXl4ecnBxxh1FrjDFERkbizJkzmDZtWqP1+/TpU5GJ04EDB9C2bVvuA/2oUaMQHBxc58Tp0aNHYIzBxMSkzrENGjQI3bp1q7GNqJGyKpmZmdDW1hYo09bWFrleq4qjoyN27tyJwYMHw8LCAnFxcdi5cyfKysrw+vVrNGvWDI6Ojli/fj169eqF1q1bIzIyEkePHgWfz+f6mT9/PvLy8mBiYgJJSUnw+XwsW7YMo0eP5tqsWrUKUlJSmD59eo3XqKurKzANkHx6lDiRajHG8OjRI7Rt2xYA8L///Q9paWmQl5cXc2SEEELIp6GiovJVnPPkyZNQUlJCWVkZKioq4ObmVuNGD3VVVFQkNHoCACEhIRgzZgz3fsyYMbCxscHmzZtFbiJRneo2Q6gNZWXlOp2rMSxatAiZmZmwsrICYwza2trw8PDA6tWrudk3AQEBmDhxIkxMTMDj8dC6dWuMGzdOYDrjwYMHERYWhn379qF9+/ZITEzEjBkzoKurCw8PD8TFxSEgIADx8fHg8Xg1xiQvL4/CwsJPet1EECVORKTi4mL88ssvCAsLw+XLl2FhYQEAlDQRQgj5pjV0ytznYmdnh6CgIMjIyEBXVxdSUo37kU5DQwPZ2dkCZSkpKbh27RpiY2Mxb948rpzP5+PAgQOYOHEigMpEMDc3V6jPnJwcqKqqAgDatm0LHo9Xr115GzpVT0dHB1lZWQJlWVlZ0NHRqbY/eXl5hISEYNu2bcjKykKzZs2wfft2KCsrQ1NTEwCgqamJ48ePo7i4GG/evIGuri7mz58PQ0NDrp85c+Zg/vz5GDVqFACgY8eOePr0KVasWAEPDw9ER0fj5cuXaNWqFXcMn8/HrFmzsHHjRjx58oQrf/v2LXdu8nlQ4kSEPHv2DEOHDkVsbCwkJCRw48YNLnEihBBCiPgpKiqiTZs2n6z/zp07IyUlRaAsODgYvXr1QmBgoEB5aGgogoODucTJ2NgYcXFxQn3Gx8fD2NgYAKCurg5HR0cEBgZi+vTpQuuccnJyql3n1NCpetbW1oiMjMSMGTO4snPnzsHa2rrGPgFAWloaLVq0AFA5bXHAgAFC673l5OTQvHlzlJWV4ciRIxgxYgRXV1hYKNReUlKSex6mu7s77O3tBeodHR3h7u6OcePGCZQnJSXB1tb2ozGTxkOJExHw77//Yvjw4Xj58iXU1dVx4MABODg4iDssQgghhHxGjo6OmDBhAvh8PiQlJVFWVoa9e/diyZIl6NChg0DbCRMmYP369UhOTkb79u0xc+ZM9OzZE8uWLcOQIUPA5/Oxf/9+XL16FX/88Qd3XGBgIHr06IGuXbtiyZIl6NSpE8rLy3Hu3DkEBQXh7t27ImNr6FQ9b29v2NjYYN26dejfvz8OHDiAmzdvYvv27VwbX19fPH/+nHtW04MHDxAbG4tu3bohOzsb69evR1JSksB27NevX8fz589hbm6O58+fw9/fHxUVFZg7dy7XZuDAgVi2bBlatWqF9u3bIyEhAevXr8f48eMBAE2bNkXTpk0F4pWWloaOjg6XdAKVCVhcXByWL19e7/tA6o62RCMAKucab968GX369MHLly9hZmaGmzdvUtJECCGEfIf69esHKSkpnD9/HgBw4sQJvHnzBi4uLkJtTU1NYWpqiuDgYACVO8dFREQgIiICPXr0gK2tLa5cuYLIyEiBpMvQ0BDx8fGws7PDrFmz0KFDBzg4OCAyMhJBQUGf7Nq6d++Offv2Yfv27TAzM8Phw4dx/PhxgdgyMjKQnp7Ovefz+Vi3bh3MzMzg4OCA4uJiXLlyBfr6+lyb4uJi+Pn5oV27dnBxcUHz5s0RExMjMHK2efNmDBs2DD///DNMTU0xe/ZsTJ48GUuXLq3TNfz1119o1apVnTflIA3DYw1ZnfcVysvLg6qqKnJzc8WyALRKaeErXAwwECiz806DjIJ45qoeOXIEw4YNAwCMHj0a27dvh4KCglhiIYQQQj614uJipKWlwcDAQOQmCKRyROjEiRM4c+aMuEMhH7CyssL06dPh5uYm7lC+CjX9vNclN6CpegQAMHjwYAwaNAh2dnbw9vb+6E4uhBBCCPm2TZ48GTk5OcjPz//su9iR6r1+/RpDhgyBq6uruEP57lDi9B27cuUKLCwsICcnB0lJSRw/fpwSJkIIIYQAAKSkpLBw4UJxh0E+oKGhIbBuinw+tMbpO8QYw9q1a9GzZ0/8/PPP3LMUKGkihBBCCCFENBpx+s68e/cOXl5eCA8P58r4fH6jP/+BEEIIIYSQbwl9Wv6OpKamwsXFBXfu3IGUlBQ2bdqEKVOm0EgTIYQQQgghH0GJ03fi9OnTcHV1RU5ODnR0dHDo0CH88MMP4g6LEEIIIYSQrwIlTt+BgoICjB07Fjk5ObC2tsbhw4ehq6sr7rAIIYQQQgj5atDmEN8BJSUlhIWFYcqUKbh48SIlTYQQQgghhNQRjTh9o+7fv4/nz5+jd+/eAAAHBwc4ODiIOSpCCCGEEEK+TjTi9A06ceIEunbtiiFDhuDhw4fiDocQQgghBE+ePAGPx0NiYmK1baKiosDj8ZCTk9Pg8/Xq1Qv79u1rcD+kcY0aNQrr1q0Tdxj1QonTN6SiogK//vornJ2dkZeXh06dOkFFRUXcYRFCCCGkEXl6eoLH4wm9nJycxB3aF+PEiRPIysrCqFGjhOpWrFgBSUlJrFmzRqjO398f5ubmQuWikj7GGLZv345u3bpBSUkJampq6NKlCzZu3IjCwsLGvBwB6enp6N+/PxQUFKClpYU5c+agvLy8xmPi4+Ph4OAANTU1NG3aFJMmTUJBQYFAm8jISHTv3h3KysrQ0dHBvHnzhPo9ePAgzM3NoaCgAD09PZH3MCoqChYWFpCVlUWbNm2wa9cugXo/Pz8sW7YMubm59bsBYkSJ0zciJycHgwYNwtKlSwEA06dPR2RkJLS1tcUcGSGEEPLlY6wCpYWvxPZirKJO8To5OSEjI0PgtX///k90d74+mzZtwrhx4yAhIfxRNyQkBHPnzkVISEiDzuHu7o4ZM2bA2dkZFy9eRGJiIhYtWoS//voLZ8+ebVDf1eHz+ejfvz9KS0tx5coV7N69G7t27cKvv/5a7TEvXryAvb092rRpg+vXr+P06dNITk6Gp6cn1+bWrVv48ccf4eTkhISEBISHh+PEiROYP38+1yYiIgKjR4/GlClTkJSUhD/++AMbNmzAli1buDZpaWno378/7OzskJiYiBkzZmDChAk4c+YM16ZDhw5o3bo1/vzzz8a9OZ8BrXH6BiQlJcHFxQWPHj2CnJwctm/fDnd3d3GHRQghhHw1yore4GKAgdjOb+edBhkFzVq3l5WVhY6OTrX1PB4PO3bswD///IMzZ86gefPmWLduHQYNGgQAyM7Oxi+//IKzZ8+ioKAALVq0wIIFCzBu3DgAwH///YdZs2bh7NmzkJCQQM+ePREQEAB9fX0AlaNeOTk56Nq1KwICAlBSUgIfHx8sWLAAvr6+CA4OhoKCApYuXcr1WeXevXv4+eefER8fjzZt2iAwMBA2NjbVXktMTAx8fX1x8+ZNaGhowMXFBStWrICioqLI9q9evcKFCxcQEBAgVHfp0iUUFRVhyZIl2LNnD65cuYLu3bvXeK9FOXjwIMLCwnD8+HE4Oztz5fr6+hg0aBDy8vLq3GdtnD17FikpKTh//jy0tbVhbm6OpUuXYt68efD394eMjIzQMSdPnoS0tDQCAwO5RHLr1q3o1KkTHj16hDZt2iA8PBydOnXiErA2bdpg9erVGDFiBBYvXgxlZWXs3bsXgwcPxpQpUwAAhoaG8PX1xapVqzB16lTweDxs3boVBgYG3FQ8U1NTxMTEYMOGDXB0dORiGjhwIA4cOICpU6d+kvv0qdCI0zdgx44dePToEVq1aoXLly9T0kQIIYQQ/PbbbxgxYgRu376NH3/8EaNHj8bbt28BAIsWLUJKSgoiIiJw9+5dBAUFQUNDAwBQVlYGR0dHKCsrIzo6GpcvX4aSkhKcnJxQWlrK9X/hwgW8ePEC//77L9avX4/Fb6Uz6AAAKltJREFUixdjwIABaNKkCa5fv44pU6Zg8uTJePbsmUBcc+bMwaxZs5CQkABra2sMHDgQb968EXkNqampcHJywtChQ3H79m2Eh4cjJiYGv/zyS7XXHRMTAwUFBZiamgrVBQcHw9XVFdLS0nB1dUVwcHCd7ysAhIWFwdjYWCBpqsLj8aCqqlrtsUpKSjW+qhITUa5evYqOHTsKzChydHREXl4ekpOTRR5TUlICGRkZgdE3eXl5AJX3qqqNnJycwHHy8vIoLi5GXFxcjW2ePXuGp0+fcvHZ29sLtHF0dMTVq1cFyrp27YrY2FiUlJRUe61fIkqcvgGrV6+Gj48P4uLiYGFhIe5wCCGEEPKJnTx5UugD9/LlywXaeHp6wtXVFW3atMHy5ctRUFCA2NhYAJXrZDp37owuXbpAX18f9vb2GDhwIAAgPDwcFRUV2LlzJzp27AhTU1OEhoYiPT0dUVFRXP/q6urYtGkTjI2NMX78eBgbG6OwsBALFixA27Zt4evrCxkZGe7DeZVffvkFQ4cOhampKYKCgqCqqlptArNixQqMHj0aM2bMQNu2bdG9e3ds2rQJe/bsQXFxschjnj59Cm1tbaFpenl5eTh8+DDGjBkDABgzZgwOHjwotNanNh4+fAhjY+M6HwcAiYmJNb6WLFlS7bGZmZlCyzCq3mdmZoo8pnfv3sjMzMSaNWtQWlqK7OxsbgpeRkYGgMrk5sqVK9i/fz/4fD6eP3/OxfF+m6NHjyIyMhIVFRV48OABN7JU1aa6+PLy8lBUVMSV6erqorS0tNqYv1SUOH2F3rx5Az8/P27BnqysLNatW8f9pYgQQggh37aqNSTvvz4cqejUqRP3b0VFRaioqODly5cAgJ9++gkHDhyAubk55s6diytXrnBtb926hUePHkFZWZlLytTV1VFcXIzU1FSuXfv27QWSE21tbXTs2JF7LykpiaZNm3LnrGJtbc39W0pKCl26dMHdu3dFXuetW7ewa9cugQTR0dERFRUVSEtLE3lMUVGR0MgIAOzfvx+tW7eGmZkZAMDc3Bx6enoIDw8X2U9NGGN1PqZKmzZtanxpaWnVu29R2rdvj927d2PdunVQUFCAjo4ODAwMBJLLvn37Ys2aNZgyZQpkZWVhZGSEH3/8EQC4NhMnTsQvv/yCAQMGQEZGBlZWVtzmG6LWktWkasTrU26i8SnQGqevTGJiIlxcXPDkyRMwxrBs2TJxh0QIIYR89aTlm8LOW/QH8c91/rpQVFREmzZtau5TWlrgPY/HQ0VF5SYU/fr1w9OnT3Hq1CmcO3cOffr0wdSpU7F27VoUFBTA0tISYWFhQn1qav7fOixR/dd0zvooKCjA5MmTMX36dKG6Vq1aiTxGQ0MD2dnZQuXBwcFITk6GlNT/ffytqKhASEgIvLy8AAAqKioid3ur2h69agqekZER7t27V+frASqn6tVkzJgx2Lp1q8g6HR0dbtSwSlZWFldXHTc3N7i5uSErKwuKiorg8XhYv349DA0NuTY+Pj6YOXMmMjIy0KRJEzx58gS+vr5cGx6Ph1WrVmH58uXIzMyEpqYmIiMjAYBro6Ojw8XzfnwqKipcsgSAmzL6/vfT14ASp69IWFgYJk6ciKKiIhgaGmLkyJHiDokQQgj5JvB4EnXanOFboKmpCQ8PD3h4eKBnz56YM2cO1q5dCwsLC4SHh0NLS+uTPNbk2rVr6NWrFwCgvLwccXFx1a5ZsrCwQEpKykeTxPd17twZmZmZyM7ORpMmTQAAd+7cwc2bNxEVFQV1dXWu7du3b2Fra4t79+7BxMQExsbGePbsGbKysgSmnMXHx0NOTo5L1tzc3DBq1Cj89ddfQuucGGPIy8urdp1TTc+xAlDjPbe2tsayZcvw8uVLbmTq3LlzUFFRQbt27WrsF/i/aX0hISGQk5ODg4ODQD2Px4Ouri6AyhG6li1bCi0DkZSURPPmzbk21tbWXAJkbW2NU6dOCbQ/d+6cwCgjULmxWYsWLb662VKUOH0FysrKMHfuXGzcuBFA5RakYWFhAj/4hBBCCPl+lJSUCK0PkZKSqvUH0V9//RWWlpZo3749SkpKcPLkSW4zhdGjR2PNmjVwdnbGkiVL0KJFCzx9+hRHjx7F3Llz0aJFiwbFHhgYiLZt28LU1BQbNmxAdnY2xo8fL7LtvHnzYGVlhV9++QUTJkyAoqIiUlJScO7cOYFtsN/XuXNnaGho4PLlyxgwYACAytGmrl27cgnb+/73v/8hODgYa9asgaOjI4yNjeHq6orff/8dOjo6iI+Ph5+fH7y9vSEpKQkAGDFiBI4dOwZXV1f4+fmhb9++0NTUxJ07d7BhwwZMmzYNgwcPFhlfXZLAD/Xt2xft2rWDu7s7Vq9ejczMTPj5+WHq1KmQlZUFAMTGxmLs2LGIjIzkEpwtW7age/fuUFJSwrlz5zBnzhysXLkSampqXN9r1qyBk5MTJCQkcPToUaxcuRIHDx7krvn169c4fPgwbG1tUVxcjNDQUBw6dAiXLl3i+pgyZQq2bNmCuXPnYvz48bhw4QIOHjyIf/75R+A6oqOj0bdv33rfB7Fh35nc3FwGgOXm5oo1jpJ3L9np5YoCr5J3L4XaZWVlMRsbGwaAAWALFixg5eXlYoiYEEII+XYUFRWxlJQUVlRUJO5Q6szDw4P7XPD+y9jYmGsDgB07dkzgOFVVVRYaGsoYY2zp0qXM1NSUycvLM3V1debs7MweP37Mtc3IyGBjx45lGhoaTFZWlhkaGrKJEydyn588PDyYs7OzQP82NjbM29tboExPT49t2LCBMcZYWloaA8D27dvHunbtymRkZFi7du3YhQsXuPYXL15kAFh2djZXFhsbyxwcHJiSkhJTVFRknTp1YsuWLavxHs2dO5eNGjWKMcZYSUkJa9q0KVu9erXItqtWrWJaWlqstLSUMcbY8+fPmYeHB2vVqhWTl5dn7dq1YytXruTqq/D5fBYUFMT+97//MQUFBaaiosIsLS1ZQEAAKywsrDG+hnjy5Anr168fk5eXZxoaGmzWrFmsrKyMq6+6h2lpaVyZu7s7U1dXZzIyMqxTp05sz549Qv3a2dkxVVVVJicnx7p168ZOnTolUP/q1StmZWXFFBUVmYKCAuvTpw+7du2aUD8XL15k5ubmTEZGhhkaGnLfc1WKioqYqqoqu3r1asNuRB3U9PNel9yAx1gDVrd9haqGTnNzcz/J8HNtlRa+EnpehKhnONy5cwdWVlaQkJDA7t27MWTIkM8ZJiGEEPJNKi4uRlpaGgwMDERuJEC+bpmZmWjfvj3i4+Ohp6cn7nDIe4KCgnDs2LFP9pBgUWr6ea9LbkBT9b5wHTt2RHh4OAwNDWs1d5UQQggh5Huno6OD4OBgpKenU+L0hZGWlsbmzZvFHUa9UOL0hSktLcXs2bMxatQo7knWVfNzCSGEEEJI7VS3xoiI14QJE8QdQr3Rc5y+IBkZWejduzc2b96M4cOHf3V72xNCCCGEEPKt+iISp8DAQOjr60NOTg7dunUT2p/+Q4cOHYKJiQnk5OTQsWNHoW0Pv0YpT/mw/sEely9fhqqqKrZv3w4FBQVxh0UIIYQQQgjBF5A4hYeHw8fHB4sXL0Z8fDzMzMzg6Ogo9JTpKleuXIGrqyu8vLyQkJCAwYMHY/DgwUhKSvrMkTcOxhj+uV6GuTuLkZGZhXbt2uHGjRvo37+/uEMjhBBCCCGE/H9iT5zWr1+PiRMnYty4cWjXrh22/r/27jwsqvL9H/h7ZoBhV9FgQDFX0FxQEAiXrxs1mAtkLikaFu6iJbl9tMQlcUXT3DIFzAhEP7lcYaCYJKKhoWgm4AKo5fZRC5RFlnl+f3Qxv0aWaVAYlPfrus4f85z7Oec+x0fk9jnznK1bYWpqitDQ0Arj169fDy8vL8yePRvt27fH0qVL4ezsXOla/nVZSanA5/uK8MWBIpSUAkPfHozk5GS0bdtW36kREREREdE/6LVwKioqQkpKCjw9PdVtUqkUnp6eOHXqVIV9Tp06pREPAEqlstL4J0+eIDc3V2OrK2RSIK9AQCoBPlAa4ttd22Fubq7vtIiIiIiI6Cl6LZzu37+P0tJS2NjYaLTb2NiUext2mTt37ugUv3z5cjRo0EC92dvbP5/knwOJRILAYXIs9zfGiN5GkEgk+k6JiIiIiIgqoPdH9Wraf/7zH+Tk5Ki3mzdv6jslDaZyCZxayfSdBhERERERVUGv73Fq0qQJZDIZ7t69q9F+9+5dKBSKCvsoFAqd4uVyOeRy+fNJ+DkyNGmMvh9mlWsjIiIiqsskEgn27dunl/ckPXjwAO3bt8fp06fRokWLWj//i2bevHnIy8t7YV84W9fodcbJyMgILi4uOHr0qLpNpVLh6NGj8PDwqLCPh4eHRjwAHDlypNL4ukoikcLI9BWNTSJ56ScAiYiI6BmNGzcOEokEEokEhoaGaNmyJebMmYPCwkJ9p1bjli1bBm9v7wqLJqVSCZlMhjNnzpTb16dPH3z00Ufl2sPDw9GwYUONttzcXCxYsED96huFQgFPT0989913EEI8pyspLyEhAc7OzpDL5WjTpg3Cw8OrjM/OzlaPg39uP//8szpm1qxZ2LlzJzIzM2ss7/pErzNOABAYGAg/Pz9069YNbm5u+Pzzz5GXl4f3338fAPDee++hadOmWL58OQDgww8/RO/evRESEoKBAwciKioKv/zyC7Zt26bPyyAiIiKqNV5eXggLC0NxcTFSUlLg5+cHiUSClStX6ju1GpOfn48dO3YgLi6u3L4bN27g5MmTCAgIQGhoKFxdXat1jr/++gs9e/ZETk4OPvvsM7i6usLAwAA//fQT5syZg379+pUrtJ6HrKwsDBw4EJMnT0ZERASOHj2K8ePHw9bWFkqlssq+8fHx6NChg/pz48b//wmmJk2aQKlUYsuWLVi9evVzz7u+0fsUx8iRI7FmzRosXLgQXbp0QWpqKmJjY9ULQNy4cQO3b99Wx3fv3h3ffvsttm3bBicnJ+zduxf79+9Hx44d9XUJRERE9BLJy8urdHt6Vqeq2IKCAq2x1SWXy6FQKGBvbw8fHx94enriyJEj6v0PHjzAqFGj0LRpU5iamqJTp06IjIzUOEafPn0wY8YMzJkzB1ZWVlAoFFi0aJFGzJUrV/B///d/MDY2xmuvvaZxjjK//vor+vXrBxMTEzRu3BgTJ07E48eP1fvHjRsHHx8fBAcHw8bGBg0bNsSSJUtQUlKC2bNnw8rKCs2aNUNYWFiV13zo0CHI5XK8/vrr5faFhYVh0KBBmDJlCiIjI8vd+39r/vz5yM7ORnJyMvz8/PDaa6/BwcEBEyZMQGpqao2tfrx161a0bNkSISEhaN++PQICAjBs2DCsW7dOa9/GjRtDoVCoN0NDQ439gwcPRlRUVI3kXd/ovXACgICAAFy/fh1PnjxBcnIy3N3d1fsSEhLKTVUOHz4cGRkZePLkCS5evIi33nqrljMmIiKil5W5uXml2zvvvKMRa21tXWnsgAEDNGJbtGhRLuZ5uHjxIk6ePAkjIyN1W2FhIVxcXBATE4OLFy9i4sSJGDt2LE6fPq3Rd+fOnTAzM0NycjJWrVqFJUuWqIsjlUqFoUOHwsjICMnJydi6dSvmzp2r0T8vLw9KpRKNGjXCmTNnsGfPHsTHxyMgIEAj7scff8StW7dw/PhxrF27FkFBQRg0aBAaNWqE5ORkTJ48GZMmTcLvv/9e6XUmJibCxcWlXLsQAmFhYRgzZgzatWuHNm3aYO/evTrfR5VKhaioKPj6+sLOzq7cfnNzcxgYVPywVmJiYpXjxtzcHBEREZWeW9fX7fzTkCFDYG1tjZ49e+LgwYPl9ru5ueH3339Hdna21mNR1fT+qB4RERER6eb777+Hubk5SkpK8OTJE0ilUmzcuFG9v2nTppg1a5b68/Tp0xEXF4fo6Gi4ubmp2zt37oygoCAAQNu2bbFx40YcPXoUb7zxBuLj45Geno64uDh1IREcHKxREH777bcoLCzE119/DTMzMwDAxo0bMXjwYKxcuVL9BJGVlRU2bNgAqVQKR0dHrFq1Cvn5+Zg/fz6Av1dBXrFiBU6cOIF33323wmu+fv16hQVNfHw88vPz1Y+0jRkzBjt27MDYsWN1uqf379/Hn3/+iXbt2unUDwC6deuG1NTUKmOefp3OP1X2up3c3FwUFBTAxMSkXB9zc3OEhISgR48ekEql+O9//wsfHx/s378fQ4YMUceV3bPr169zQY1nxMKJiIiI6B/++ZjZ02QyzVeI3Lt3r9JYqVTzwZ7n+T/+ffv2xZYtW5CXl4d169bBwMBAYzastLQUwcHBiI6Oxh9//IGioiI8efIEpqamGsfp3LmzxmdbW1v1NaWlpcHe3l6jWHl6Ma60tDQ4OTmpiyYA6NGjB1QqFTIyMtTFQIcOHTTuh42NjcbXLGQyGRo3blzl/SwoKICxsXG59tDQUIwcOVI9GzRq1CjMnj0b165dQ+vWrSs93tOeZeEHExMTtGnTptr9q6NJkyYIDAxUf3Z1dcWtW7ewevVqjcKprOjKz8+v1fxeRnXiUT0iIiKiusLMzKzS7elf3KuKfXqWoKKYZ8mxTZs2cHJyQmhoKJKTk7Fjxw71/tWrV2P9+vWYO3cujh07htTUVCiVShQVFWkc5+nvw0gkEqhUqmrnVZmKzqPruZs0aYI///xTo+3hw4fYt28fNm/eDAMDAxgYGKBp06YoKSlBaGioOs7S0hI5OTnljvnXX3+hQYMGAIBXXnkFDRs2RHp6us7X96yP6lX2uh1LS8sKZ5sq4+7ujqtXr2q0PXz4EMDf10fPhjNORERERC8wqVSK+fPnIzAwEKNHj4aJiQmSkpLg7e2NMWPGAPj7+zuXL1/Ga6+99q+P2759e9y8eRO3b9+Gra0tAGgsdV0WEx4ejry8PHUhmJSUpH4k73nq2rUrvvnmG422iIgINGvWDPv379doP3z4MEJCQrBkyRLIZDI4Ojri8OHD5Y559uxZODg4APj7Pr777rvYtWsXgoKCyj0W+PjxYxgbG1f4PadnfVTPw8MDhw4d0mirzut2UlNT1X9WZS5evAhDQ0ONlfeoejjjRERERPSCGz58OGQyGTZt2gTg7+8rHTlyBCdPnkRaWhomTZpUbkZDG09PTzg4OMDPzw/nz59HYmIiFixYoBHj6+sLY2Nj+Pn54eLFizh27BimT5+OsWPHVlkoVIdSqcRvv/2mMeu0Y8cODBs2DB07dtTY/P39cf/+fcTGxgIApkyZgsuXL2PGjBm4cOECMjIysHbtWkRGRuLjjz9WH2/ZsmWwt7eHu7s7vv76a1y6dAlXrlxBaGgounbtWuljnGWP6lW1WVhYVHptkydPRmZmJubMmYP09HRs3rwZ0dHRmDlzpjpm48aN6N+/v/rzzp07ERkZifT0dKSnpyM4OBihoaGYPn26xrETExPRq1cvnWauqGIsnIiIiIhecAYGBggICMCqVauQl5eHTz75BM7OzlAqlejTpw8UCgV8fHx0OqZUKsW+fftQUFAANzc3jB8/HsuWLdOIMTU1RVxcHB4+fAhXV1cMGzYM/fv311io4nnp1KkTnJ2dER0dDQBISUnB+fPny610CAANGjRA//791Y8vtmrVCsePH0d6ejo8PT3h7u6O6Oho7NmzB15eXup+VlZW+PnnnzFmzBh89tln6Nq1K3r16oXIyEisXr1a/Vjf89ayZUvExMTgyJEjcHJyQkhICLZv367xDqf79+/j2rVrGv2WLl0KFxcXuLu748CBA9i9e7f6XahloqKiMGHChBrJu76RiJp8BXIdlJubiwYNGiAnJweWlpb6ToeIiIj0oLCwEFlZWWjZsmWFCw5Q3RQTE4PZs2fj4sWL5RbfoPJ++OEHfPzxx7hw4UKlS6nXB1X9fdelNqi/d5CIiIiIXigDBw7ElStX8Mcff8De3l7f6dR5eXl5CAsLq9dF0/PEu0hEREREL4yPPvpI3ym8MIYNG6bvFF4qnOMkIiIiIiLSgoUTERERERGRFiyciIiIqN6qZ2tkEdVLz+vvOQsnIiIiqncMDQ0BAPn5+XrOhIhqWlFREQBAJpM903G4OAQRERHVOzKZDA0bNsS9e/cA/P0+IolEouesiOh5U6lU+N///gdTU9NnXl2QhRMRERHVSwqFAgDUxRMRvZykUimaN2/+zP85wsKJiIiI6iWJRAJbW1tYW1ujuLhY3+kQUQ0xMjJ6Li9MZuFERERE9ZpMJnvm7z4Q0cuPi0MQERERERFpwcKJiIiIiIhICxZOREREREREWtS77ziVvQArNzdXz5kQEREREZE+ldUE/+YlufWucHr06BEAwN7eXs+ZEBERERFRXfDo0SM0aNCgyhiJ+Dfl1UtEpVLh1q1bsLCwqBMvusvNzYW9vT1u3rwJS0tLfadDdRzHC+mKY4Z0xTFDuuKYIV3VpTEjhMCjR49gZ2endcnyejfjJJVK0axZM32nUY6lpaXeBw69ODheSFccM6QrjhnSFccM6aqujBltM01luDgEERERERGRFiyciIiIiIiItGDhpGdyuRxBQUGQy+X6ToVeABwvpCuOGdIVxwzpimOGdPWijpl6tzgEERERERGRrjjjREREREREpAULJyIiIiIiIi1YOBEREREREWnBwomIiIiIiEgLFk41bNOmTWjRogWMjY3h7u6O06dPVxm/Z88etGvXDsbGxujUqRMOHTpUS5lSXaHLmPnqq6/Qq1cvNGrUCI0aNYKnp6fWMUYvH11/zpSJioqCRCKBj49PzSZIdY6uY+avv/7CtGnTYGtrC7lcDgcHB/77VM/oOmY+//xzODo6wsTEBPb29pg5cyYKCwtrKVvSt+PHj2Pw4MGws7ODRCLB/v37tfZJSEiAs7Mz5HI52rRpg/Dw8BrPU1csnGrQ7t27ERgYiKCgIJw9exZOTk5QKpW4d+9ehfEnT57EqFGj4O/vj3PnzsHHxwc+Pj64ePFiLWdO+qLrmElISMCoUaNw7NgxnDp1Cvb29njzzTfxxx9/1HLmpC+6jpky2dnZmDVrFnr16lVLmVJdoeuYKSoqwhtvvIHs7Gzs3bsXGRkZ+Oqrr9C0adNazpz0Rdcx8+2332LevHkICgpCWloaduzYgd27d2P+/Pm1nDnpS15eHpycnLBp06Z/FZ+VlYWBAweib9++SE1NxUcffYTx48cjLi6uhjPVkaAa4+bmJqZNm6b+XFpaKuzs7MTy5csrjB8xYoQYOHCgRpu7u7uYNGlSjeZJdYeuY+ZpJSUlwsLCQuzcubOmUqQ6pjpjpqSkRHTv3l1s375d+Pn5CW9v71rIlOoKXcfMli1bRKtWrURRUVFtpUh1jK5jZtq0aaJfv34abYGBgaJHjx41mifVTQDEvn37qoyZM2eO6NChg0bbyJEjhVKprMHMdMcZpxpSVFSElJQUeHp6qtukUik8PT1x6tSpCvucOnVKIx4AlEplpfH0cqnOmHlafn4+iouLYWVlVVNpUh1S3TGzZMkSWFtbw9/fvzbSpDqkOmPm4MGD8PDwwLRp02BjY4OOHTsiODgYpaWltZU26VF1xkz37t2RkpKifpwvMzMThw4dwltvvVUrOdOL50X5HdhA3wm8rO7fv4/S0lLY2NhotNvY2CA9Pb3CPnfu3Kkw/s6dOzWWJ9Ud1RkzT5s7dy7s7OzK/fChl1N1xsyJEyewY8cOpKam1kKGVNdUZ8xkZmbixx9/hK+vLw4dOoSrV69i6tSpKC4uRlBQUG2kTXpUnTEzevRo3L9/Hz179oQQAiUlJZg8eTIf1aNKVfY7cG5uLgoKCmBiYqKnzDRxxonoJbFixQpERUVh3759MDY21nc6VAc9evQIY8eOxVdffYUmTZroOx16QahUKlhbW2Pbtm1wcXHByJEjsWDBAmzdulXfqVEdlZCQgODgYGzevBlnz57Fd999h5iYGCxdulTfqRE9E8441ZAmTZpAJpPh7t27Gu13796FQqGosI9CodApnl4u1RkzZdasWYMVK1YgPj4enTt3rsk0qQ7Rdcxcu3YN2dnZGDx4sLpNpVIBAAwMDJCRkYHWrVvXbNKkV9X5OWNrawtDQ0PIZDJ1W/v27XHnzh0UFRXByMioRnMm/arOmPn0008xduxYjB8/HgDQqVMn5OXlYeLEiViwYAGkUv6/PWmq7HdgS0vLOjPbBHDGqcYYGRnBxcUFR48eVbepVCocPXoUHh4eFfbx8PDQiAeAI0eOVBpPL5fqjBkAWLVqFZYuXYrY2Fh069atNlKlOkLXMdOuXTv8+uuvSE1NVW9DhgxRr2Jkb29fm+mTHlTn50yPHj1w9epVdZENAJcvX4atrS2LpnqgOmMmPz+/XHFUVngLIWouWXphvTC/A+t7dYqXWVRUlJDL5SI8PFxcunRJTJw4UTRs2FDcuXNHCCHE2LFjxbx589TxSUlJwsDAQKxZs0akpaWJoKAgYWhoKH799Vd9XQLVMl3HzIoVK4SRkZHYu3evuH37tnp79OiRvi6BapmuY+ZpXFWv/tF1zNy4cUNYWFiIgIAAkZGRIb7//nthbW0tPvvsM31dAtUyXcdMUFCQsLCwEJGRkSIzM1McPnxYtG7dWowYMUJfl0C17NGjR+LcuXPi3LlzAoBYu3atOHfunLh+/boQQoh58+aJsWPHquMzMzOFqampmD17tkhLSxObNm0SMplMxMbG6usSKsTCqYZ98cUXonnz5sLIyEi4ubmJn3/+Wb2vd+/ews/PTyM+OjpaODg4CCMjI9GhQwcRExNTyxmTvukyZl599VUBoNwWFBRU+4mT3uj6c+afWDjVT7qOmZMnTwp3d3chl8tFq1atxLJly0RJSUktZ036pMuYKS4uFosWLRKtW7cWxsbGwt7eXkydOlX8+eeftZ846cWxY8cq/P2kbJz4+fmJ3r17l+vTpUsXYWRkJFq1aiXCwsJqPW9tJEJwzpSIiIiIiKgq/I4TERERERGRFiyciIiIiIiItGDhREREREREpAULJyIiIiIiIi1YOBEREREREWnBwomIiIiIiEgLFk5ERERERERasHAiIiIiIiLSgoUTERFVS3h4OBo2bKjvNKpNIpFg//79VcaMGzcOPj4+tZIPERHVbSyciIjqsXHjxkEikZTbrl69qu/UEB4ers5HKpWiWbNmeP/993Hv3r3ncvzbt29jwIABAIDs7GxIJBKkpqZqxKxfvx7h4eHP5XyVWbRokfo6ZTIZ7O3tMXHiRDx8+FCn47DIIyKqWQb6ToCIiPTLy8sLYWFhGm2vvPKKnrLRZGlpiYyMDKhUKpw/fx7vv/8+bt26hbi4uGc+tkKh0BrToEGDZz7Pv9GhQwfEx8ejtLQUaWlp+OCDD5CTk4Pdu3fXyvmJiEg7zjgREdVzcrkcCoVCY5PJZFi7di06deoEMzMz2NvbY+rUqXj8+HGlxzl//jz69u0LCwsLWFpawsXFBb/88ot6/4kTJ9CrVy+YmJjA3t4eM2bMQF5eXpW5SSQSKBQK2NnZYcCAAZgxYwbi4+NRUFAAlUqFJUuWoFmzZpDL5ejSpQtiY2PVfYuKihAQEABbW1sYGxvj1VdfxfLlyzWOXfaoXsuWLQEAXbt2hUQiQZ8+fQBozuJs27YNdnZ2UKlUGjl6e3vjgw8+UH8+cOAAnJ2dYWxsjFatWmHx4sUoKSmp8joNDAygUCjQtGlTeHp6Yvjw4Thy5Ih6f2lpKfz9/dGyZUuYmJjA0dER69evV+9ftGgRdu7ciQMHDqhnrxISEgAAN2/exIgRI9CwYUNYWVnB29sb2dnZVeZDRETlsXAiIqIKSaVSbNiwAb/99ht27tyJH3/8EXPmzKk03tfXF82aNcOZM2eQkpKCefPmwdDQEABw7do1eHl54Z133sGFCxewe/dunDhxAgEBATrlZGJiApVKhZKSEqxfvx4hISFYs2YNLly4AKVSiSFDhuDKlSsAgA0bNuDgwYOIjo5GRkYGIiIi0KJFiwqPe/r0aQBAfHw8bt++je+++65czPDhw/HgwQMcO3ZM3fbw4UPExsbC19cXAJCYmIj33nsPH374IS5duoQvv/wS4eHhWLZs2b++xuzsbMTFxcHIyEjdplKp0KxZM+zZsweXLl3CwoULMX/+fERHRwMAZs2ahREjRsDLywu3b9/G7du30b17dxQXF0OpVMLCwgKJiYlISkqCubk5vLy8UFRU9K9zIiIiAIKIiOotPz8/IZPJhJmZmXobNmxYhbF79uwRjRs3Vn8OCwsTDRo0UH+2sLAQ4eHhFfb19/cXEydO1GhLTEwUUqlUFBQUVNjn6eNfvnxZODg4iG7dugkhhLCzsxPLli3T6OPq6iqmTp0qhBBi+vTpol+/fkKlUlV4fABi3759QgghsrKyBABx7tw5jRg/Pz/h7e2t/uzt7S0++OAD9ecvv/xS2NnZidLSUiGEEP379xfBwcEax9i1a5ewtbWtMAchhAgKChJSqVSYmZkJY2NjAUAAEGvXrq20jxBCTJs2TbzzzjuV5lp2bkdHR4178OTJE2FiYiLi4uKqPD4REWnid5yIiOq5vn37YsuWLerPZmZmAP6efVm+fDnS09ORm5uLkpISFBYWIj8/H6ampuWOExgYiPHjx2PXrl3qx81at24N4O/H+C5cuICIiAh1vBACKpUKWVlZaN++fYW55eTkwNzcHCqVCoWFhejZsye2b9+O3Nxc3Lp1Cz169NCI79GjB86fPw/g78fs3njjDTg6OsLLywuDBg3Cm2+++Uz3ytfXFxMmTMDmzZshl8sRERGBd999F1KpVH2dSUlJGjNMpaWlVd43AHB0dMTBgwdRWFiIb775BqmpqZg+fbpGzKZNmxAaGoobN26goKAARUVF6NKlS5X5nj9/HlevXoWFhYVGe2FhIa5du1aNO0BEVH+xcCIiqufMzMzQpk0bjbbs7GwMGjQIU6ZMwbJly2BlZYUTJ07A398fRUVFFRYAixYtwujRoxETE4MffvgBQUFBiIqKwttvv43Hjx9j0qRJmDFjRrl+zZs3rzQ3CwsLnD17FlKpFLa2tjAxMQEA5Obmar0uZ2dnZGVl4YcffkB8fDxGjBgBT09P7N27V2vfygwePBhCCMTExMDV1RWJiYlYt26dev/jx4+xePFiDB06tFxfY2PjSo9rZGSk/jNYsWIFBg4ciMWLF2Pp0qUAgKioKMyaNQshISHw8PCAhYUFVq9ejeTk5Crzffz4MVxcXDQK1jJ1ZQEQIqIXBQsnIiIqJyUlBSqVCiEhIerZlLLv01TFwcEBDg4OmDlzJkaNGoWwsDC8/fbbcHZ2xqVLl8oVaNpIpdIK+1haWsLOzg5JSUno3bu3uj0pKQlubm4acSNHjsTIkSMxbNgweHl54eHDh7CystI4Xtn3iUpLS6vMx9jYGEOHDkVERASuXr0KR0dHODs7q/c7OzsjIyND5+t82ieffIJ+/fphypQp6uvs3r07pk6dqo55esbIyMioXP7Ozs7YvXs3rK2tYWlp+Uw5ERHVd1wcgoiIymnTpg2Ki4vxxRdfIDMzE7t27cLWrVsrjS8oKEBAQAASEhJw/fp1JCUl4cyZM+pH8ObOnYuTJ08iICAAqampuHLlCg4cOKDz4hD/NHv2bKxcuRK7d+9GRkYG5s2bh9TUVHz44YcAgLVr1yIyMhLp6em4fPky9uzZA4VCUeFLe62trWFiYoLY2FjcvXsXOTk5lZ7X19cXMTExCA0NVS8KUWbhwoX4+uuvsXjxYvz2229IS0tDVFQUPvnkE52uzcPDA507d0ZwcDAAoG3btvjll18QFxeHy5cv49NPP8WZM2c0+rRo0QIXLlxARkYG7t+/j+LiYvj6+qJJkybw9vZGYmIisrKykJCQgBkzZuD333/XKSciovqOhRMREZXj5OSEtWvXYuXKlejYsSMiIiI0lvJ+mkwmw4MHD/Dee+/BwcEBI0aMwIABA7B48WIAQOfOnfHTTz/h8uXL6NWrF7p27YqFCxfCzs6u2jnOmDEDgYGB+Pjjj9GpUyfExsbi4MGDaNu2LYC/H/NbtWoVunXrBldXV2RnZ+PQoUPqGbR/MjAwwIYNG/Dll1/Czs4O3t7elZ63X79+sLKyQkZGBkaPHq2xT6lU4vvvv8fhw4fh6uqK119/HevWrcOrr76q8/XNnDkT27dvx82bNzFp0iQMHToUI0eOhLu7Ox48eKAx+wQAEyZMgKOjI7p164ZXXnkFSUlJMDU1xfHjx9G8eXMMHToU7du3h7+/PwoLCzkDRUSkI4kQQug7CSIiIiIiorqMM05ERERERERasHAiIiIiIiLSgoUTERERERGRFiyciIiIiIiItGDhREREREREpAULJyIiIiIiIi1YOBEREREREWnBwomIiIiIiEgLFk5ERERERERasHAiIiIiIiLSgoUTERERERGRFv8PAPyOxagLRzsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:05,008 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:05,131 INFO:Saved aggregated ROC curve for j to results/roc_curves/Aggregated_ROC_j.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:05,222 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:05,346 INFO:Saved aggregated ROC curve for k to results/roc_curves/Aggregated_ROC_k.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:05,458 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2025-02-25 08:21:05,584 INFO:Saved aggregated ROC curve for l to results/roc_curves/Aggregated_ROC_l.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-25 08:21:05,657 INFO:\n", "=== Evaluation Results ===\n", "2025-02-25 08:21:05,659 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.26316 0.881484 0.880205 0.370618\n", "1 ViT b 0.308215 0.853505 0.858573 0.322674\n", "2 ViT c 0.321548 0.844074 0.849230 0.309192\n", "3 ViT d 0.195033 0.915435 0.909624 0.452138\n", "4 ViT e 0.36123 0.843030 0.858919 0.608219\n", ".. ... ... ... ... ... ...\n", "127 Ensemble h 0.939833 0.995069 0.942671\n", "128 Ensemble i 0.985167 0.998996 0.985228\n", "129 Ensemble j 0.466500 0.345461 0.076723\n", "130 Ensemble k 0.512667 0.515867 0.083386\n", "131 Ensemble l 0.787848 0.674854 0.617832\n", "\n", "[132 rows x 6 columns]\n", "2025-02-25 08:21:05,660 INFO:\n", "Evaluation results saved to 'results/evaluation_ensemble.csv'\n" ] } ], "source": [ "import os\n", "import time\n", "import numpy as np\n", "import torch\n", "from torch.utils.data import DataLoader, Dataset\n", "from torchvision import transforms\n", "from sklearn.metrics import roc_auc_score, f1_score, roc_curve, confusion_matrix\n", "from tqdm import tqdm\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import logging\n", "from astropy.io import fits\n", "from PIL import Image\n", "\n", "# Import necessary libraries for model initialization\n", "import timm\n", "from transformers import AutoProcessor, AutoModelForImageClassification\n", "import torch.nn as nn\n", "\n", "# ============================ Set Logging ============================ #\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "logger = logging.getLogger(__name__)\n", "\n", "# ============================ Define Directories ============================ #\n", "ROC_CURVES_DIR = 'results/roc_curves'\n", "SEABORN_DIR = 'results/confusion_matrices'\n", "os.makedirs(ROC_CURVES_DIR, exist_ok=True)\n", "os.makedirs(SEABORN_DIR, exist_ok=True)\n", "logger.info(f\"ROC curves will be saved to the directory: '{ROC_CURVES_DIR}'\")\n", "logger.info(f\"Seaborn confusion matrices will be saved to the directory: '{SEABORN_DIR}'\")\n", "\n", "# ============================ Define Colors for Models ============================ #\n", "colors = {\n", " 'ViT': 'crimson',\n", " 'MLP-Mixer': 'tomato',\n", " 'CvT': 'darkred',\n", " 'Swin': 'indigo',\n", " 'CaiT': 'royalblue',\n", " 'DeiT': 'cadetblue',\n", " 'DeiT3': 'dodgerblue',\n", " 'Twins_SVT': 'lightgreen',\n", " 'Twins_PCPVT': 'mediumseagreen',\n", " 'PiT': 'dimgrey',\n", " 'Ensemble': 'darkgoldenrod',\n", " 'Random': 'black'\n", "}\n", "\n", "# ============================ Define FITSImageDataset ============================ #\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map r β†’ Red, g β†’ Green, i β†’ Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red channel\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green channel\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue channel\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensor\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Utility Functions ============================ #\n", "def check_fits_files(file_paths, labels):\n", " \"\"\"\n", " Checks FITS files for corruption.\n", "\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for each file.\n", "\n", " Returns:\n", " tuple: (valid_file_paths, valid_labels)\n", " \"\"\"\n", " valid_files = []\n", " valid_labels = []\n", " for idx, file_path in enumerate(file_paths):\n", " try:\n", " with fits.open(file_path, memmap=False) as hdul:\n", " hdul.verify('silentfix')\n", " valid_files.append(file_path)\n", " valid_labels.append(labels[idx])\n", " except Exception as e:\n", " logger.warning(f\"Corrupted file detected: {file_path}, Error: {e}\")\n", " return valid_files, valid_labels\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"\n", " Loads FITS files from a directory and assigns a label to each file.\n", "\n", " Args:\n", " directory (str): Path to the directory containing FITS files.\n", " label (int): Label to assign to all files in this directory (e.g., 0 for non-lens, 1 for lens).\n", "\n", " Returns:\n", " tuple: (list of file paths, list of labels)\n", " \"\"\"\n", " try:\n", " # Get all FITS files in the directory\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " # Create corresponding labels\n", " labels = [label] * len(files)\n", " return files, labels\n", " except Exception as e:\n", " logger.error(f\"Error accessing directory {directory}: {e}\")\n", " return [], []\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"\n", " Combines lens and non-lens directories into file paths and labels.\n", "\n", " Args:\n", " lens_dirs (list): List of directories containing lens FITS files.\n", " nonlens_dirs (list): List of directories containing non-lens FITS files.\n", "\n", " Returns:\n", " tuple: (file_paths, labels)\n", " \"\"\"\n", " file_paths = []\n", " labels = []\n", "\n", " # Load files and labels for each lens directory\n", " for lens_dir in lens_dirs:\n", " lens_files, lens_labels = load_files_and_labels(lens_dir, label=1)\n", " file_paths.extend(lens_files)\n", " labels.extend(lens_labels)\n", "\n", " # Load files and labels for each non-lens directory\n", " for nonlens_dir in nonlens_dirs:\n", " nonlens_files, nonlens_labels = load_files_and_labels(nonlens_dir, label=0)\n", " file_paths.extend(nonlens_files)\n", " labels.extend(nonlens_labels)\n", "\n", " return file_paths, labels\n", " \n", "# ============================ Model Initialization ============================ #\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = None\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = 'layers'\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'head_only', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", " \n", "# ============================ Evaluation Function ============================ #\n", "def evaluate_on_test_datasets(models, datasets, transform, num_classes, device, ensemble_probs_dict, ensemble_labels_dict, colors):\n", " results = {}\n", " overall_start_time = time.time()\n", "\n", " for model_name, model in models.items():\n", " start_time = time.time()\n", " logger.info(f'\\n=== Evaluating {model_name} on Test Datasets ===')\n", " model.eval()\n", " model = model.to(device)\n", "\n", " # Modify weight loading to support both single GPU and DataParallel\n", " model_save_path = f'{model_name}_best.pth'\n", " if os.path.exists(model_save_path):\n", " try:\n", " state_dict = torch.load(model_save_path, map_location=device)\n", " \n", " # Check if the model was wrapped in DataParallel\n", " if list(state_dict.keys())[0].startswith(\"module.\"):\n", " # DataParallel saved weights need to be loaded using model.module\n", " from collections import OrderedDict\n", " new_state_dict = OrderedDict()\n", " for k, v in state_dict.items():\n", " name = k[7:] # remove `module.`\n", " new_state_dict[name] = v\n", " model.load_state_dict(new_state_dict)\n", " else:\n", " model.load_state_dict(state_dict)\n", " \n", " logger.info(f\"Loaded model weights from {model_save_path}\")\n", " except Exception as e:\n", " logger.error(f\"Error loading weights for {model_name}: {e}\")\n", " continue\n", " else:\n", " logger.warning(f\"No saved model found for {model_name}. Skipping evaluation.\")\n", " continue\n", "\n", " results[model_name] = {}\n", "\n", " for dataset_key, (lens_dirs, nonlens_dirs) in datasets.items():\n", " logger.info(f' === Dataset: {dataset_key} ===')\n", " file_paths, labels = combine_datasets(lens_dirs, nonlens_dirs)\n", " file_paths, labels = check_fits_files(file_paths, labels)\n", "\n", " test_dataset = FITSImageDataset(file_paths, labels, transform=transform)\n", " test_loader = DataLoader(test_dataset, batch_size=192, shuffle=False, num_workers=4, pin_memory=True if device.type == 'cuda' else False)\n", "\n", " all_labels, all_preds, all_probs, running_loss = [], [], [], 0.0\n", " criterion = torch.nn.CrossEntropyLoss()\n", "\n", " if dataset_key not in ensemble_probs_dict:\n", " ensemble_probs_dict[dataset_key] = np.zeros(len(file_paths))\n", " ensemble_labels_dict[dataset_key] = labels\n", "\n", " current_index = 0\n", " with torch.no_grad():\n", " for images, batch_labels in tqdm(test_loader, desc=f'Evaluating {model_name} on {dataset_key}', leave=False):\n", " images = images.to(device, non_blocking=True)\n", " batch_labels = batch_labels.to(device, non_blocking=True)\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", " _, predicted = torch.max(logits.data, 1)\n", "\n", " loss = criterion(logits, batch_labels)\n", " running_loss += loss.item() * images.size(0)\n", "\n", " all_labels.extend(batch_labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " batch_size = probs.size(0)\n", " ensemble_probs_dict[dataset_key][current_index:current_index + batch_size] += probs.detach().cpu().numpy()[:, 1]\n", " current_index += batch_size\n", "\n", " epoch_loss = running_loss / len(test_loader.dataset)\n", " epoch_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " aucroc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else None\n", " f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " results[model_name][dataset_key] = {\n", " 'AUCROC': aucroc,\n", " 'F1': f1,\n", " 'Loss': epoch_loss,\n", " 'Accuracy': epoch_accuracy,\n", " 'Probs': all_probs\n", " }\n", "\n", " if aucroc is not None:\n", " # Save individual ROC curve\n", " plt.figure(figsize=(8, 6))\n", " fpr, tpr, _ = roc_curve(all_labels, all_probs)\n", " plt.plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " plt.legend(loc=\"lower right\")\n", " roc_filename = os.path.join(ROC_CURVES_DIR, f\"{model_name}_ROC_{dataset_key}.png\")\n", " plt.savefig(roc_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Save individual Confusion Matrix\n", " plt.figure(figsize=(8, 6))\n", " cm = confusion_matrix(all_labels, all_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'])\n", " plt.xlabel('Predicted')\n", " plt.ylabel('Actual')\n", " plt.title(f'{model_name} Confusion Matrix on {dataset_key}')\n", " confusion_filename = os.path.join(SEABORN_DIR, f\"{model_name}_Confusion_Matrix_{dataset_key}.png\")\n", " plt.savefig(confusion_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Combined Plot with ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Plot ROC Curve in subplot\n", " axes[0].plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", "\n", " # Confusion Matrix in subplot\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'{model_name} Confusion Matrix on {dataset_key}')\n", "\n", " # Save combined image to 'roc_confusion_matrix'\n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"{model_name}_roc_confusion_matrix_{dataset_key}.png\")\n", " plt.tight_layout()\n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved combined ROC and Confusion Matrix to '{combined_filename}'\")\n", " plt.show()\n", " plt.close()\n", "\n", " # Log time taken for the current model\n", " model_eval_time = time.time() - start_time\n", " logger.info(f\"Model {model_name} evaluation completed in {model_eval_time:.2f} seconds.\")\n", "\n", " # Log the overall evaluation time\n", " total_eval_time = time.time() - overall_start_time\n", " logger.info(f\"Overall evaluation for all models completed in {total_eval_time:.2f} seconds.\")\n", " return results\n", "\n", "\n", "# ============================ Ensemble Metrics Function ============================ #\n", "def compute_ensemble_metrics(results, ensemble_probs_dict, ensemble_labels_dict, num_models):\n", " \"\"\"\n", " Computes ensemble metrics by averaging the predicted probabilities and saves confusion matrices.\n", "\n", " Args:\n", " results (dict): Dictionary containing individual model results.\n", " ensemble_probs_dict (dict): Dictionary containing summed probabilities for ensemble.\n", " ensemble_labels_dict (dict): Dictionary containing labels for each dataset.\n", " num_models (int): Number of models in the ensemble.\n", "\n", " Returns:\n", " dict: Updated results dictionary with ensemble metrics.\n", " \"\"\"\n", " for dataset_key in ensemble_probs_dict.keys():\n", " # Average the summed probabilities\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / num_models\n", " labels = ensemble_labels_dict[dataset_key]\n", "\n", " # Compute Ensemble Metrics\n", " try:\n", " ensemble_aucroc = roc_auc_score(labels, ensemble_probs)\n", " except ValueError as e:\n", " logger.error(f\"Cannot compute Ensemble AUCROC for Dataset {dataset_key}: {e}\")\n", " ensemble_aucroc = None\n", "\n", " ensemble_preds = (ensemble_probs >= 0.5).astype(int) # Threshold at 0.5\n", " ensemble_f1 = f1_score(labels, ensemble_preds, zero_division=0)\n", " ensemble_accuracy = (ensemble_preds == np.array(labels)).mean()\n", " ensemble_loss = ''\n", "\n", " # Initialize Ensemble in Results\n", " if 'Ensemble' not in results:\n", " results['Ensemble'] = {}\n", " results['Ensemble'][dataset_key] = {\n", " 'AUCROC': ensemble_aucroc,\n", " 'F1': ensemble_f1,\n", " 'Loss': ensemble_loss,\n", " 'Accuracy': ensemble_accuracy\n", " }\n", "\n", " logger.info(f'Ensemble on Dataset {dataset_key} - Loss: {ensemble_loss}, '\n", " f'Acc: {ensemble_accuracy*100:.2f}%, AUCROC: {ensemble_aucroc}, F1 Score: {ensemble_f1:.4f}')\n", "\n", " # Plot Ensemble ROC Curve\n", " if ensemble_aucroc is not None:\n", " fpr, tpr, thresholds = roc_curve(labels, ensemble_probs)\n", "\n", " # Combined plot for ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Left: ROC Curve\n", " axes[0].plot(fpr, tpr, color=colors['Ensemble'], lw=2, label=f'ROC curve (AUC = {ensemble_aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'Ensemble ROC Curve on Dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", " \n", " # Right: Confusion Matrix\n", " cm = confusion_matrix(labels, ensemble_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues',\n", " xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'Ensemble Confusion Matrix on {dataset_key}')\n", " \n", " plt.tight_layout()\n", " \n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"Ensemble_roc_confusion_matrix_{dataset_key}.png\")\n", " \n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved Ensemble ROC and Confusion Matrix to '{combined_filename}'\")\n", " \n", " plt.show()\n", " plt.close()\n", "\n", " return results\n", "\n", " \n", "# ============================ Define Plotting Function for Aggregated ROC Curves ============================ #\n", "def plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors):\n", " logger.info(f'\\n=== Plotting Aggregated ROC Curves for Each Dataset ===')\n", "\n", " for dataset_key in datasets.keys():\n", " plt.figure(figsize=(10, 8))\n", " plt.title(f'Aggregated ROC Curves for {dataset_key}', fontsize=16)\n", " \n", " # Plot each model's ROC curve\n", " for model_name, model_scores in evaluation_results.items():\n", " if dataset_key in model_scores and 'Probs' in model_scores[dataset_key]:\n", " # Use the model-specific probabilities and labels for the ROC curve\n", " model_probs = model_scores[dataset_key]['Probs'] # Retrieve stored probabilities\n", " model_labels = ensemble_labels_dict[dataset_key] # Use shared labels\n", " fpr, tpr, _ = roc_curve(model_labels, model_probs)\n", " auc = evaluation_results[model_name][dataset_key]['AUCROC']\n", " plt.plot(fpr, tpr, color=colors[model_name], lw=2, label=f'{model_name} (AUC = {auc:.4f})')\n", " else:\n", " logger.warning(f\"Missing probabilities for model {model_name} on dataset {dataset_key}. Skipping this model in the ROC plot.\")\n", "\n", " # Plot the Ensemble ROC curve\n", " if dataset_key in ensemble_probs_dict:\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / len(models_dict) # Average probabilities\n", " fpr, tpr, _ = roc_curve(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " auc = roc_auc_score(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " plt.plot(fpr, tpr, color=colors['Ensemble'], lw=3, label=f'Ensemble (AUC = {auc:.4f})')\n", "\n", " # Plot Random baseline\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], linestyle='--', label='Random (AUC = 0.5)')\n", " \n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.legend(loc='lower right')\n", " \n", " # Save and show the plot\n", " roc_curve_path = os.path.join(ROC_CURVES_DIR, f'Aggregated_ROC_{dataset_key}.png')\n", " plt.savefig(roc_curve_path, bbox_inches='tight')\n", " logger.info(f'Saved aggregated ROC curve for {dataset_key} to {roc_curve_path}')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "\n", "# ============================ Main Execution ============================ #\n", "if __name__ == '__main__':\n", " # ============================ Configuration ============================ #\n", " # Device configuration\n", " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", " logger.info(f'Using device: {device}')\n", "\n", " # Check for multiple GPUs\n", " if torch.cuda.device_count() > 1:\n", " logger.info(f'Number of GPUs available: {torch.cuda.device_count()}')\n", " else:\n", " logger.info('Single GPU or CPU available.')\n", "\n", " # Define the number of classes\n", " num_classes = 2 # Binary classification: lens vs non-lens\n", "\n", " # Define transformations with ImageNet normalization\n", " transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", " ])\n", "\n", " # ============================ Define Models ============================ #\n", " # List of model names to evaluate\n", " model_names = ['ViT', 'MLP-Mixer', 'CvT', 'Swin', 'CaiT', 'DeiT', 'DeiT3', 'Twins_SVT', 'Twins_PCPVT', 'PiT', 'Ensemble', 'Random']\n", "\n", " # Initialize models using the initialize_model function\n", " models_dict = {}\n", " for name in model_names:\n", " try:\n", " model = initialize_model(model_name=name, num_classes=num_classes, pretrained=False)\n", " models_dict[name] = model\n", " logger.info(f'Initialized model: {name}')\n", " except ValueError as ve:\n", " logger.error(ve)\n", "\n", " # ============================ Initialize Ensemble Dictionaries ============================ #\n", " # These dictionaries will store the summed probabilities and labels for each dataset\n", " ensemble_probs_dict = {}\n", " ensemble_labels_dict = {}\n", "\n", " if not datasets:\n", " logger.error(\"No datasets defined. Please define the 'datasets' dictionary with your dataset paths.\")\n", " exit(1)\n", "\n", " # ============================ Evaluate Models ============================ #\n", " evaluation_results = evaluate_on_test_datasets(\n", " models=models_dict,\n", " datasets=datasets,\n", " transform=transform,\n", " num_classes=num_classes,\n", " device=device,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " colors=colors\n", " )\n", "\n", " # ============================ Compute Ensemble Metrics ============================ #\n", " # Number of models successfully evaluated\n", " num_models_evaluated = len(models_dict)\n", " if num_models_evaluated == 0:\n", " logger.error(\"No models were evaluated. Exiting.\")\n", " exit(1)\n", "\n", " evaluation_results = compute_ensemble_metrics(\n", " results=evaluation_results,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " num_models=num_models_evaluated\n", " )\n", "\n", " # ============================ Call Aggregated ROC Curves ============================ #\n", " plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors)\n", "\n", " # ============================ Display Evaluation Results ============================ #\n", " # Prepare data for DataFrame\n", " rows = []\n", "\n", " # Iterate through the evaluation results to collect model and dataset scores\n", " for model_name, datasets_scores in evaluation_results.items():\n", " for dataset_key, scores in datasets_scores.items():\n", " rows.append({\n", " 'Model': model_name,\n", " 'Dataset': dataset_key,\n", " 'Loss': scores.get('Loss', 'N/A'),\n", " 'Accuracy': scores.get('Accuracy', 'N/A'),\n", " 'AUCROC': scores.get('AUCROC', 'N/A'),\n", " 'F1': scores.get('F1', 'N/A')\n", " })\n", " \n", " # Create a DataFrame from the collected evaluation results\n", " results_df = pd.DataFrame(rows)\n", " \n", " # Display the evaluation results\n", " logger.info(\"\\n=== Evaluation Results ===\")\n", " logger.info(f\"\\n{results_df}\")\n", " \n", " # Save the evaluation results to a CSV file\n", " results_csv_path = 'results/evaluation_ensemble.csv'\n", " results_df.to_csv(results_csv_path, index=False)\n", " logger.info(f\"\\nEvaluation results saved to '{results_csv_path}'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ“ˆ Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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NtddeS35+PrNmzfLK+i2/A/vZ9u3v7+8Zx58dT0Xnsg+n08myZcu4/vrradSokae9Tp06jB07lvXr13v2V27ixIlema5XX301qqoyceJET5tWq+Wqq67i6NGjlY55/fXXU7duXc9yly5duPrqq4mPj/e0VayjabFYyMrKomvXrgBel+uXu++++856rkFBQYD7UnWXy1Vln/j4eKKiorj11ls9bXq9nsmTJ1NUVMSaNWu8+t98881e2dXlZTKqOu8zzZs3D41Gw4033uhpu/XWW1myZInXJd7ff/89YWFhnhtFVXRmxvGNN97oyWoEOHXqFDt37mTChAmEhIR42tu2bcvAgQO9XvOgoCA2b95MampqleMtz6T99ddfKSkpOev5VWfs2LGsXr2atLQ0Vq5cSVpaWrWlEeLj4+nSpYun5AWA2Wzm3nvv5fjx457yD/Hx8dSpU8erzrSvry/33nuv1/527tzpKcWQnZ1NVlYWWVlZFBcX079/f9auXVvte6P8/bNo0aKz1pQ+U8X3c2FhIVlZWfTs2ZOSkhIOHDjg1ddsNnP77bd7lg0GA126dPF6T9X2fM+H2Wz2/Aw78xxq8z1ZlYr7yM/PJysri969e3P06FFPiY3avM7z588nMDCQgQMHeuYwKyuLTp06YTabWbVq1VnHEhQUxN69e0lMTKzV2IUQQghRNQnaCiGEEFcwp9PJvHnz6Nu3L8eOHePw4cMcPnyYq6++mvT0dFasWHHO+ywPdpWXLagYnKiNKVOm8Ntvv7Fw4ULGjx9Pfn4+Go33ryzlQdOz7buwsNDT98+Op6Jz2UdmZiYlJSU0a9as0roWLVrgcrlITk72aq9Xr57XcnkwLzY2tlJ7xeBjuSZNmlRqa9q0qafEBEBOTg6PPPIIkZGR+Pj4EB4eTsOGDQGqrJ9avq4mN998M927d+fuu+8mMjKSW265he+++84rSJeUlESTJk0qzWWLFi086ys687UoD+BWdd5n+uabb+jSpQvZ2dme93SHDh2w2WzMnz/f0+/IkSM0a9asVjdVO/N1KB9vdfNbHrAEeO2119izZw+xsbF06dKFadOmeQUKGzZsyGOPPcann35KWFgYgwcP5r333qt1PdtyQ4cOxd/fn2+//ZbZs2fTuXNn4uLiquyblJRU7dgrnl9SUhJxcXGVgthnblseoLvjjjsIDw/3enz66adYrdZqz6d3797ceOONTJ8+nbCwMEaOHMkXX3xRqzqye/fu5YYbbiAwMJCAgADCw8M9gdkzjxcTE1PpPIKDg73eU7U93/NRVFTk9cHPuX5PVuX3339nwIABntrK4eHhnprS5fuozeucmJhIfn4+ERERleaxqKiIjIyMs47l+eefJy8vj6ZNm9KmTRueeOIJdu/eXevXRwghhBBuUtNWCCGEuIKtXLmSU6dOMW/ePObNm1dp/ezZsxk0aBAAJpMJcNd8rEp5hmB5v+bNmwPwxx9/cP3119d6TG3atGHAgAGAO3O0pKSEe+65hx49eniCl+WBpZoCAUlJSRQUFNCyZctK4/mzKu6jffv2f3o/1amu9m9V7Wo19WXP5qabbmLDhg088cQTtG/fHrPZjMvl4tprr60yE7I2d7j38fFh7dq1rFq1isWLF7N06VK+/fZb+vXrx7Jly/5UTePqtjnbeScmJnpuWFZVEHv27Nl/KmuyNq9DdW666SZ69uzJwoULWbZsGa+//jqvvvoqP/zwg6eW6htvvMGECRP46aefWLZsGZMnT+bll19m06ZNXje2q4nRaGTUqFF89dVXHD16lGnTpv3pMZ+r8vfO66+/Xu33htlsrrJdURQWLFjApk2b+OWXX/j111+56667eOONN9i0aVO12+Xl5dG7d28CAgJ4/vnnady4MSaTiR07dvDUU09Vej//2ffUhZSSkkJ+fr5XMP1cvyfPdOTIEfr370/z5s158803iY2NxWAwEB8fz1tvveXZR21eZ5fLRURERLU3o6yYbV6dXr16ceTIEc97+dNPP+Wtt97iww8/5O67767lKyWEEEIICdoKIYQQV7DZs2cTERHBe++9V2ndDz/8wMKFC/nwww892V++vr4cPHiwyn0dPHgQX19fzw1yevToQXBwMHPnzuXpp5/+0zcje+WVV1i4cCEvvvgiH374IeDOHm3atCk//vgjM2fOrLJcwddffw3A8OHDPds0a9aMn376iZkzZ1YbCKrJkCFD0Gq1fPPNN2e9GVlNr9eBAwfQaDSVMmjPV1WXIx86dMhzQ6zc3FxWrFjB9OnTmTJlSo3bnSuNRkP//v3p378/b775Ji+99BLPPPMMq1atYsCAAdSvX5/du3fjcrm8sm3LL2GvX7/+eY8B3O9pvV7PrFmzKr3n1q9fz//+9z9OnDhBvXr1aNy4MZs3b8Zut9fq5mYVlY+3uvkNCwvDz8/P01anTh0eeOABHnjgATIyMujYsSMvvviiJ2gL7g8s2rRpw7PPPsuGDRvo3r07H374IS+88EKtxzV27Fg+//xzNBoNt9xyS43jr27sFc+vfv367NmzB1VVvbJPz9y2/KZtAQEBng9dzlXXrl3p2rUrL774InPmzOG2225j3rx51Qb6Vq9eTXZ2Nj/88AO9evXytB87duxPHR9qf75/1qxZswAYPHgwcG7fk2dm/5b75ZdfsFqt/Pzzz14Z6tWVMqjpdW7cuDHLly+ne/fuZ/2gorrxAISEhHDnnXdy5513UlRURK9evZg2bZoEbYUQQohzIOURhBBCiCtUaWkpP/zwA8OHD2f06NGVHg899BCFhYX8/PPPgDtLbdCgQfzyyy+cOHHCa18nTpzgl19+YdCgQZ5Ama+vL0899RT79+/nqaeeqjKb7ZtvvmHLli01jrNx48bceOONfPnll6SlpXnap0yZQm5uLvfdd1+l2rvbt2/n1VdfpXXr1l51TadPn052djZ33303Doej0rGWLVvGokWLqh1LbGws99xzD8uWLeOdd96ptN7lcvHGG2+QkpLieb1++uknr/IE6enpzJkzhx49enjKLVwoP/74IydPnvQsb9myhc2bN3sCg+Vzc+ZcvP322+d13JycnEpt5dmW5ZdeDx06lLS0NL799ltPH4fDwTvvvIPZbKZ3797nNYZys2fPpmfPntx8882V3tNPPPEEAHPnzgXcdWqzsrJ49913K+3nbNmXderUoX379nz11Vfk5eV52vfs2cOyZcsYOnQo4C5BcuYl7hEREURHR3tem4KCgkrvxzZt2qDRaGpVIqCivn37MmPGDN59912ioqKq7Td06FC2bNnCxo0bPW3FxcV8/PHHNGjQwJOhPnToUFJTU1mwYIGnX0lJCR9//LHX/jp16kTjxo3573//S1FRUaXjZWZmVjuW3NzcSq/3me+fqlT1frbZbLz//vvVbnM2tT3fP2PlypXMmDGDhg0bcttttwHn9j1Z/iFAxfdbdfvIz8/niy++8OpXm9f5pptuwul0MmPGjErHdzgcXsf28/OrNBaA7Oxsr2Wz2UxcXNw5v5eFEEKIK51k2gohhBBXqJ9//pnCwkKuu+66Ktd37dqV8PBwZs+ezc033wzASy+9RNeuXenYsSP33nsvDRo04Pjx43z88ccoisJLL73ktY8nnniCvXv38sYbb7Bq1SpGjx5NVFQUaWlp/Pjjj2zZsoUNGzacdaxPPPEE3333HW+//TavvPIKALfddhtbt25l5syZ7Nu3j9tuu43g4GB27NjB559/TmhoKAsWLPDKoLz55pv5448/ePHFF0lISODWW2+lfv36ZGdns3TpUlasWMGcOXNqHMsbb7zBkSNHmDx5sifoHRwczIkTJ5g/fz4HDhzwZDi+8MIL/Pbbb/To0YMHHngAnU7HRx99hNVq5bXXXjvreZ+ruLg4evTowf3334/VauXtt98mNDSUJ598EnBnQfbq1YvXXnsNu91O3bp1WbZs2XllJoK7huXatWsZNmwY9evXJyMjg/fff5+YmBjPja7uvfdePvroIyZMmMD27dtp0KABCxYs4Pfff+ftt98+rxvEldu8eTOHDx/moYceqnJ93bp16dixI7Nnz+app55i/PjxfP311zz22GNs2bKFnj17UlxczPLly3nggQcYOXJkjcd7/fXXGTJkCN26dWPixImUlpbyzjvvEBgY6ClNUFhYSExMDKNHj6Zdu3aYzWaWL1/O1q1beeONNwB3MO+hhx5izJgxNG3aFIfD4ckUrvihQ21oNBqeffbZs/b7z3/+w9y5cxkyZAiTJ08mJCSEr776imPHjvH99997sqHvuece3n33XcaPH8/27dupU6cOs2bNwtfXt9JxP/30U4YMGUKrVq248847qVu3LidPnmTVqlUEBATwyy+/VDmWr776ivfff58bbriBxo0bU1hYyCeffEJAQIAn+F2Va665huDgYO644w4mT56MoijMmjXrvMod1PZ8z2bJkiUcOHAAh8NBeno6K1eu5LfffqN+/fr8/PPPnjIy5/I92alTJwCeeeYZbrnlFvR6PSNGjGDQoEEYDAZGjBjBpEmTKCoq4pNPPiEiIoJTp055tq/N69y7d28mTZrEyy+/zM6dOxk0aBB6vZ7ExETmz5/PzJkzPTdp69SpEx988AEvvPACcXFxRERE0K9fP1q2bEmfPn3o1KkTISEhbNu2jQULFlT7fSmEEEKIaqhCCCGEuCKNGDFCNZlManFxcbV9JkyYoOr1ejUrK8vTtn//fvXmm29WIyIiVJ1Op0ZERKi33HKLun///mr3s2DBAnXQoEFqSEiIqtPp1Dp16qg333yzunr1ak+fVatWqYA6f/78KvfRp08fNSAgQM3Ly/Nq//HHH9WBAweqwcHBqtFoVOPi4tR///vfamZmZrXjWbFihTpy5EjPOYSHh6sjRoxQf/rpp2q3qcjhcKiffvqp2rNnTzUwMFDV6/Vq/fr11TvvvFNNSEjw6rtjxw518ODBqtlsVn19fdW+ffuqGzZs8OrzxRdfqIC6detWr/apU6eqQKVzueOOO1Q/Pz/P8rFjx1RAff3119U33nhDjY2NVY1Go9qzZ091165dXtumpKSoN9xwgxoUFKQGBgaqY8aMUVNTU1VAnTp16lmPXXHdma9ndHS0ajAY1OjoaPXWW29VDx065LVdenq6euedd6phYWGqwWBQ27Rpo37xxRdefSqey5nOHOOZHn74YRVQjxw5Um2fadOmqYDndSkpKVGfeeYZtWHDhqper1ejoqLU0aNHe/ZR03hUVVWXL1+udu/eXfXx8VEDAgLUESNGqPv27fOst1qt6hNPPKG2a9dO9ff3V/38/NR27dqp77//vqfP0aNH1bvuuktt3LixajKZ1JCQELVv377q8uXLqz2Pcme+F6pS3TkcOXJEHT16tBoUFKSaTCa1S5cu6qJFiyptn5SUpF533XWqr6+vGhYWpj7yyCPq0qVLVUBdtWqVV9+EhAR11KhRamhoqGo0GtX69eurN910k7pixQpPn/L3+7Fjx1RVdX+P3HrrrWq9evVUo9GoRkREqMOHD1e3bdt21vP//fff1a5du6o+Pj5qdHS0+uSTT6q//vprpbH17t1bbdWqVaXt77jjDrV+/fp/+nzPVH5u5Q+DwaBGRUWpAwcOVGfOnKkWFBRU2qa235OqqqozZsxQ69atq2o0Gq/X8Oeff1bbtm2rmkwmtUGDBuqrr76qfv7553/6df7444/VTp06qT4+Pqq/v7/apk0b9cknn1RTU1M9fdLS0tRhw4ap/v7+KqD27t1bVVVVfeGFF9QuXbqoQUFBqo+Pj9q8eXP1xRdfVG02W42vnRBCCCG8Kar6N1beF0IIIYQQF9zx48dp2LAhr7/+Oo8//vjFHo4QQgghhBDiPElNWyGEEEIIIYQQQgghhLiESNBWCCGEEEIIIYQQQgghLiEStBVCCCGEEEIIIYQQQohLiNS0FUIIIYQQQgghhBBCiEuIZNoKIYQQQgghhBBCCCHEJUSCtkIIIYQQQgghhBBCCHEJ0V3sAfzdXC4Xqamp+Pv7oyjKxR6OEEIIIYQQQgghhBDiCqGqKoWFhURHR6PRVJ9Pe8UFbVNTU4mNjb3YwxBCCCGEEEIIIYQQQlyhkpOTiYmJqXb9FRe09ff3B9wvTEBAwEUezV/PbrezbNkyBg0ahF6vv9jDEbUgc3b5kTm7/MicXX5kzi4/MmeXH5mzy4/M2eVH5uzyI3N2+ZE5u/xcaXNWUFBAbGysJ0ZZnSsuaFteEiEgIOCKCdr6+voSEBBwRbzx/wlkzi4/MmeXH5mzy4/M2eVH5uzyI3N2+ZE5u/zInF1+ZM4uPzJnl58rdc7OVrZVbkQmhBBCCCGEEEIIIYQQlxAJ2gohhBBCCCGEEEIIIcQlRIK2QgghhBBCCCGEEEIIcQmRoK0QQgghhBBCCCGEEEJcQiRoK4QQQgghhBBCCCGEEJcQCdoKIYQQQgghhBBCCCHEJUSCtkIIIYQQQgghhBBCCHEJkaCtEEIIIYQQQgghhBBCXEIkaCuEEEIIIYQQQgghhBCXEAnaCiGEEEIIIYQQQgghxCVEgrZCCCGEEEIIIYQQQghxCZGgrRBCCCGEEEIIIYQQQlxCJGgrhBBCCCGEEEIIIYQQlxAJ2gohhBBCCCGEEEIIIcQlRIK2QgghhBBCCCGEEEIIcQmRoK0QQgghhBBCCCGEEEJcQiRoK4QQQgghhBBCCCGEEJcQCdoKIYQQQgghhBBCCCHEJUSCtkIIIYQQQgghhBBCCHEJkaCtEEIIIYQQQgghhBBCXEIkaCuEEEIIIYQQQgghhBCXEAnaCiGEEEIIIYQQQgghxCVEgrZCCCGEEEIIIYQQQghxCZGgrRBCCCGEEEIIIYQQQlxCJGgrhBBCCCGEEEIIIYQQl5CLGrRdu3YtI0aMIDo6GkVR+PHHH8+6zerVq+nYsSNGo5G4uDi+/PLLv3ycQgghhBBC/BNNmzaNGTNmVLluxowZTJs27e8dkDgrmbPLT/mcqS4nuSfWo8nfQO6J9agup8yZEEKIal3UoG1xcTHt2rXjvffeq1X/Y8eOMWzYMPr27cvOnTt59NFHufvuu/n111//4pEKIYQQQgjxz6PVapkyZUqlIOCMGTOYMmUKWq32Io1MVEfm7PJTPmcTR0SQ8N0IDCffI+G7EUwcESFzJoQQolq6i3nwIUOGMGTIkFr3//DDD2nYsCFvvPEGAC1atGD9+vW89dZbDB48+K8aphBCCCGEEP9Izz33HABTpkzB6XTSoUMHXnzxRaZPn87zzz/vWS8uHTJnl597b2pL4lo9X8Tn4LDpua2fgdkrbcxaXsy4AXruvantxR6iEEKIS9BFDdqeq40bNzJgwACvtsGDB/Poo49Wu43VasVqtXqWCwoKALDb7djt9r9knJeS8nO8Es71n0Lm7PIjc3b5kTm7/MicXX5kzi4f//nPf3A6nUyfPh2tVovT6aRp06Zs2bKFESNGePV95ZVXaNq0KQA//vgjX3/9dbX7nT59Om3atAFgyZIlfPLJJ9X2ffrpp7nqqqsAWLVqFe+88061ff/973/TvXt3ADZs2MB///vfavs++OCD9O/fH4Dt27fz4osvVtv37rvvZujQoQDs2bOHKVOmVNt33Lhx3HDDDQAcPnyYJ598stq+Y8aM4dZbbwXgxIkTNf7tMnLkSO644w4AMjIyuO+++6rtO2zYUKZPn45Op8XhqH7OAPr06cPkyZMB999H5eOpSrdu3XjiiSc8y6NGjaq2b8eOHXn22Wc9y2PHjsVisVTZt2XLlrzwwgue5TvvvJP8/Pwq+zZu3JjXX3/ds3zfffeRkZFRZd/Y2FhmzpzpWX700Uc5ceJElX3Dw8P56KOPPMtPPfUUiYmJVfb19/fnq6++8iw/99xz7N27t8q+BoOBefPmeZZffPFFtm/f7lnOPLocxeUiJkxh1nI7c1fZcThh3AA9Y/sa2PbLQwxsMBhFIxm3lyL5/+zyI3N2+bnS5qy253lZBW3T0tKIjIz0aouMjKSgoIDS0lJ8fHwqbfPyyy8zffr0Su3Lli3D19f3Lxvrpea333672EMQ50jm7PIjc3b5kTm7/MicXX5kzi5N2dnZ7Nixg23btjFp0iQ6tG/nCf4BHDp0iEOHDlXarlevXhw+fBiA+Ph4Fi1aVO0xrr76apKTk2vVt127dp6g3MqVK2vs27x5c0+wb8OGDTX2bdiwoSeBY9u2bTX2rVOnjuf5nj17auwbEhKC0WgE3EHbmvr6+fkRGBgIQHJyco19tVot4eHhgDtoW1PfYd380GvB7nCi01Y/Z+AuSxcXFwe4g7Y17Tc7O5tWrVp5lmvqm5qaSseOHb36Vhe0PXbsGNdcc41X35qCtn379vXqW13QNiYmxuuqy0WLFtUYtI2PjwdVBdXBol9+IvHw0Sr7+pt9Wfrdy+Cyg2on/qc5/HEgucq+Rr2WZZ/eiKLaQXUQv2AHW/fmVNkXwOEEvRZu62cAQGfPJX7+Gyj+ravdRlx88v/Z5Ufm7PJzpcxZSUlJrfpdVkHbP+P//u//eOyxxzzLBQUFxMbGMmjQIAICAi7iyP4edrud3377jYEDB6LX6y/2cEQtyJxdfmTOLj8yZ5cfmbPLj8zZpcXpdLJ582aWLFnCkiVL2L17t2fdTcOvYt2CuTgcTnQacLjgmtZ+jBw9joDIdl77GTFiBBEREYA7WHb11VdXe8whQ4YQHR0NQIMGDejQoUO1fQcOHEi9evUAiIuLo0WLFtX27du3L40aNQLcAdyGDRtW27dHjx40a9YMgNatW1O3bt1q+3bt2tUTrOzQoQOhoaHV9r3qqqto18792mRmZuLn51dt3w4dOngCm7m5ueh01f8J1rp1a89rWlhYiNPprNSnIH0Xqbu+4ECyFXtZ8M/uhK4ttFzdXEd0uzsrzVtcXBy9e/cGwOFw8MEHH1Q7hgYNGniyk4Ea+54ZMH3nnXdwOBxV9o2IiODaQf1xOa24HFZee3kKlpJiXKoD1ekAlx2Xy4nqshMc6EunRhZcDisup5WnHx5KUVExqtOB6rKjlm3jcjkw+2qo51yAy2lDdVq57/oQCgp8UF0Oz77d2zgx6mz4HrwLl9MdyL+1q4P8NoYqx6vXOjCceM2zPLqLg34tqu6rUUCXt9KzPLKzg2uaVu67+YCTTfvdQXa7E2avtHkCt6pfEcPKMr3FpUX+P7v8yJxdfq60OSuvAnA2l1XQNioqivT0dK+29PR0AgICqsyyBTAajZ5PwSvS6/VXxBuh3JV2vv8EMmeXH5mzy4/M2eVH5uzyI3N28a1fv56RI0eSk3M6809RFLp06UKvLo1Yu+RjftpgZ9wA71qbjaM+5/V3vyOy2cgq99upUyc6depUqzG0a9fOE+Q8m1atWnlletakWbNmnqDs2TRu3JjGjRvXqm+9evVqLE1QUXR0dK37RkRE1LpvSEhIpb6qy8ma91vyeaGLX7c5zpgzO03qarkhdBW97n0XRaNFVVVUpw2nw4LLlovLacPlsHLbjT1xOWxlAVSLu738uSObtD2zPO0D21g9wdNKX61Wdv/wWVmbjVZaKy71jP2VHdOVa2X1wdPnUr+qk9aUPYphb4UE3+ZaILD61yqjwn47RgFR1fd1OU8Hla9p6f5zWNEYULR6UNwPF1qcqgarS4PdBQ6nQuM4qO9QcLoUXKoWp6rFpWo8z/fnn17WhWmJDNXgQoufroAWgbuYvdLGpv3O03O2wj1nTheMH2AgPdclPysvcfL/2eVH5uzyc6XMWW3P8bIK2nbr1s19OUsFv/32G926dbtIIxJCCCGEEOLSoKoqCQkJxMfH06hRI8aOHQu4s1Fzc3MJDg5m8ODBDB06lGuvvZaw0BAmXhfpFbCF05dsz1puQ/fYXbw/9w9QFEBFVV2gukB1P/csV1inonrWo7pQVbXs6xn9zlh2b1bTPl1V7FOtvP7MY1QYi3tddX3POAYVjnHWfZ55TupZ9lnVsc/+OtlLc/n8p2PMWl79nMFRbJY6qC4HqtP2d7z1/hRFa0CjNaLVGdFojShaIxqdAa3OVLZ8+rlGZ0CjNZV9NaLRmdBoy58bvb4qGgM2h4rF5sRidT+KS20UFFvJL7JQUGShsKSUwmILlhIbNqsTUM5t8FrQ+erQmrVo/dwPjY8OxaADrR6XS4fDosGWr0HRWNiycCdzV3rPWWa+CsCclXZc6LlmvJRGEEII4e2iBm2Lioo8NbHAXedo586dhISEUK9ePf7v//6PkydPem5wcN999/Huu+/y5JNPctddd7Fy5Uq+++47Fi9efLFOQQghhBBCiIumoKCA5cuXs3jxYpYsWcKpU6cAd+3Z8qBtWFgYO3bsoHXr1l6X5uckrcVWWuAVSCpXvmyzFLLmvaZ/09mI2nC5qHHOXC5w2auulXc6EGrwBEq1usqBT+9gaFWB0rLnOmPVwdQa92dEozWgKJpana+qqpSWllJYWOj1yM3LIyc/n/yCAgoLCyguLsZSXIzNanUHwGtNAQW0vlq0Zi06P507EFv2XGPSoujdGbiqXY+tUEvpKRclSQ4sf7iwJjkpPeLEmeP+4MH9z+kbzPiE6MluFcO4/scY2/f0nF3dXMvSbe6s34NZITweXX2pESGEEFemixq03bZtm1eB+fLas3fccQdffvklp06d8ioi37BhQxYvXsy//vUvZs6cSUxMDJ9++qlXHSUhhBBCCCH+6VRVZeTIkSxZssSrhqifnx8DBgzguuuu8+rfvn37SttnHVvJuAFV1+gEvIKCiqIFRQOKgqJo3AE3RQMonucKimc9igZFUcq+ntHPs6x47bPmvuX9KuzTc8xqtlOoxT4rjlOpvM8KfcvHUL5OURSo8fhnvjanj1H9PjXe+1Q07hzQsuWirAOM46WzzlnrEZ8QUq+nJ8iq1ZlQtIayMV9cqqpitVo9wdeioiJ3EDY/n5y8PPLzCygoC8KWFhdjKy0ty3Y+NxofDTqzzpMJq/M7nRmr89Oh8dG5g80YUa16HJlQmuKkINFK3l4LlmNOrKdcOIsAnGUP75us+QYYCYsNIrxzAGGx7kd4bCChET6EBCgE+7hwbN7JlAO3EKnfhsW5FR+dO6DeraWOfh1gZYKVI8eLqevMAOQDEiGEEKdd1KBtnz59avwP+Msvv6xym4SEhL9wVEIIIYQQQlw6SktLWbVqFVu2bGHatGkAnuCbw+GgadOmDB06lKFDh9KrV68q7+dQzlaSTeqeOSQnfE5JTmKtjt/4+u8Jq98LvVZb9tBcEsG/K5HqcpKy6yushamUpXWeQcHkX5foljehaLR/27hsNlulIGx+QQE5eXnklWXDlgdhLaWlqFXcYO1sNEaNV9C1YjZs+XOtnxadjx69zgeNVY9aoMWZpWBJcVKUaCdnXylZ+0uwprpwFNpxZ8QWV3k8o6+eqLpBhEb6EBpqICRIS4gZQkxOgnQ2gpUSDKVFuPKSceYW4DpYgHNjAa68AlSLDQeQWbavftYIfr2jCxlFDQmypdIpZB0+ulK69unPlsO/U1CQyzNvvcJn1y6qcixCCCGuTJdVTVshhBBCCCGuBMePHyc+Pp7FixezcuVKLBZ3ht/48eNp1KgRAC+++CJvvvkmcXFxNe5LVVXyTm4mJeEz0vb/gMtpda/Q+mJ3OtBhq7KipwqUaIJ5cWMq6qbvvNaVB3ANnkCuFr2uwnOtFoNWV8O6Cs/PWKevsN2Z63SaKztgrGi0tBj4Ggk/3AZqWanhMqoKKCrNB7563gFbh8PhCb6WPwoKCsjJzyc3L5+CwgKKioooKS7GWlKCs0K2d63PRa+g9dOhq1AX1isz1qzzlCzQ+mnRaLUYnCZ0NgPaIj1qrhbbKZXiww7yD1vI2ltCxh9FWLNsVBeILafTKUSE693ZsL4qIQY7QVorQWoxgfYCAktzMRbkouTaIbfqfVjLHtXSatEE+6MYDIQd20fQu/s5ZBhGzuTB1HccJVZ3mBDFxrDCQL4ln8+XLebG+HiGDh16zq+lEEKIfyYJ2gohhBBCCHGJWLBgAVOnTmXfvn1e7TExMZWCOW3atKlxXw5rAal75pGc8BlFmXs97f6RbYntcDcpvp1Z8vNMrrHPQ6WKACCwUzMYjUaLS1W98jrtTid2p5OqK6f+dRQ45yCxV2C5UiBYV+26M7fTXiIB43VbstmX1Zu2QacvtQcodfryR15nirZkM7qZ9zZOp5Pi4mKvQGxBYSE5eXnk5uVRUNZWUlyMpaQEh+1P3MBMo5yuC2suC7qemRlbITCrMbhr2iqqgknxwcfli95igHwt9iyF0iNOio7ZyTlUStaeYtL3FmK35NdiGCqBRhfBehtBSilBzkKCKCVIYyFYYyFIa8Gs2NCoQH7ZoyY6LdrgQDTB/miDAtAEB6AN8nd/PbM9OABN2TqNvx+KouC02Yj3DyRpwNPsHvQkDoORTtZF4DxMYEQhDLibvqums8rp5J577uHIkSOYTKZzf/2FEEL840jQVgghhBBCiIvg1KlTLFmyhO7du9OsmTvKptFo2LdvH1qtlmuuuYahQ4cybNgwWrduXeuAYUHaLpITPuHU3vk47e6MQ43ORFSL0cR2mEhg9FWowOqNm8lIMbNFV30AMMNp5rGxA2gZXQeny4WtLFhb/rA5Ki47ql3ntZ3jjH1U3K7SOvfXcipgK2vnT8QVz0nFMm6qiqIonmxfT0BXo0GndS/rtBp0GndbeT+9puyrzv214qN8W51Gg7Z8uey5TuPen7asTYM7Y9pht7Fy605w1CetNJZQYwYmbSkWpw/Z1ghAQ9rmHZzILaKouJiS4mJKS0qwWyzVnGQNFFBMOrS+7iCrzl+L3t8dkPUKxpZnwhorB7V9FV/8NH6YXD5oi/U4czTYjrgoPmYh/2AJOXuLydhfQnZ6IVarqxZDUvHX2AjWWgjWWQjWWgjSWt3PdRZCdBYCtVY0Gs8GZTWBAb0ebYAfSkAEWn8/NAG+aMx+aAL80Pj7ojGXPfx90PiVL/ugGA0oqO73Q1UPVPfd37CCPQMy0iFdBdV9Pie3bGdtr6fZOOxZz3lkmptB/ioiXEfYOPQZOjvt9C35lWmvvS4BWyGEEB4StBVCCHFFcakuTjpOUhRexEnHSerp6qGp5R2shRDifDidTrZu3eope7Bjxw4Apk6d6qlVO3DgQL799lsGDhxIcHBw7fdtLyFt//ck7/iM/FPbPO1+oU2J7TCR6NZj0fu495dRWMjn6zdw6NAhTHYbafbqA4AabCye/Q2r/fw896JQVdXzOJ/lM9fpAK2qYqxinQq4XC6vNlf5fs5cruaYZx6b8uzhM4KztWHjr48Zn52GbGtU5WaXi8MHDlS9iUGHxqRFUx6INbsDsYZADboA7zqxGpMGRVP1BwU+xXb8Cq34FZZiOmpFyXTgzHBiOeWiKEUlL1khO0XLoXwDWcVGim21+7MzwGQn3M9KmJ+VMD+b+7n59PMQXxt6bU1zpAV8a1hfPnNlNQ+suAvPZla/xZ+hqiq5BSWcTM9l1+F0tv4rxb2iLKid4tcRZ54Go1JKmHqchGufYaHGTNtevS7sQIQQQlzWJGgrhBDiinHYdpjVBSspTdiBJj+fX4rX4dOhI30C+hFnqLkmpBBC/FnZ2dk8+uijLF26lKysLK91V111FbGxsZ5lf39/brrpplrvuyhrP8kJn5P6xxwcVvd13opGT2SzkcR2nEhwbA9P9qNLVVl54CDzt23H6nBgcFbMbKwmAIi7vq64cJQK/3jCjxUyVNXy56c7er7gUlFqcRMvvxYBmJv4oQ/SogsqC8b6aFG0NWdrG0tsmAus+KUU4ldgwSfPClkO7GkuStKgMAVyU7Sk5RnIKnIHZAusfrU6bz+DoywYayXcz+b+WhaQLQ/SGnXVZ9u6XxcFdxqt4n7NKj5QQKOcsU7jfu28vrrXOdFg0RqxKEYsigGLxkippuy5YsCqcX8t9aw3eNaVlvdBj0XRU6rqKbBDgQ0KnHpKMGJr4ItD74PD4INLq/c6l3RtcwpsIQQbs2jo2spWYyNW29rTtmx9YmIivr6+1K1bt1avrRBCiH8mCdoKIYS4Ihy2HebX+OnU3fsrPpoKlwBv+YFfWw2GoVMlcCuEOG+qqrJ7927S0tIYPHgwAIGBgSxatIi8vDwCAwMZNGgQw4YN49prryUyMvKcj+FyWEk/+BPJCZ+Rm/y7p90nqAEx7e+ibtvbMfpFeG2TWVjIZ+s3cCAtDYBmUZEE+8ew+/DBsx7P2aA/oRF10GoVdBoFbdlDp1HQaUCrUdBry9twt2sVtGXP9WXb6bSgL99O672s1YBGo3gCzIqieB5nLqsOO6rDhuqwgsOGy2EDuw3VaUV1lq1z2lGdNlSHA9VlL1u2o7ocuMq+qqoD1elExY7L5URVnaguJy5coAGXVoOqAZdWQdUoqFoNqlbBVfbcpVFQdQouTdlzreLuq9Xg8nquQdUoOLUKqkaDs7yvpryfe3tX2b5d2uqv/ig5WkLyZ8lnnbOQawLxbXQ641RvVfHNceKTZ8eUY8UnsxRDWjGupFIsyVZKTqkUpGrIKzZy0m4ix2Ek12Gi0OmPWuVt6rwZNU6CfZyE+KmEBGoIC9UTGm4krI4fYbEBRDQKxjcq2F0LNsgfTaA/Gh8TFQOtLhRKnQoWl4LFqVDq0GBxgsWpweJUsDig1AFWB1gqPErPWK7qUbGP1QEWJ9jOHvs+N3pqTvIFwIXRdJRsisl1hhFMFk0da9mqv5nCOi0A+OGHHxg3bhw9evRg6dKll0QdZSGEEBeHBG2FEEL847lUFyvjX6LxvoWc+benSSmh8b6FrERPo5GfSqkEIcQ5KyoqYvny5cTHxxMfH8/JkyepX78+x44dQ1EUdDod7777LrGxsXTr1g29Xn/2nVahJPcYyTs/5+Sur7GXZrsbFQ0RTYYS2+FuQhv2QznjZ1il7FqdjpEtW5B38AC/r19/1mNqA/Qcb9GEk1oNGo0TjaKi0bjQKC7313N97mlTK+1Pq3GiUZxoq+ivaFTP1z8fw9KXPXz+7A4uKsWp4htjRBegw1HgqLafLlBH03UnCXk2A8spleI0yC8ykO0ykec0kesykecyUeAKw0X1/+epgKrTovXR4x/uQ2CEH/5R/pjrBGCODsanbjA+0cGYwvxRDXpPYNXigEwHJJ8ZUC0Aa071QVbrhQ6ingOjFow6MOlU9ApoUdGoKrhUXA4XdqsTW6kDu939wmhUFcWloqgqisvlXi5r06ouAo1OIoMNRATryHZoWFEagI/fboLDFqLTuTPi0zRhNALicH8f1msUDkDLli1xuVwsW7aMDz/8kPvvv/8ivSpCCCEuNgnaCiGE+MdLtiQRsXeR54rJihTFXcIwYu9ikgcnUd+n4cUZpBDisjNr1iy+/vpr1q5di812usKpj48Pbdq0obCwkICAAABuu+22P3UMl8tB5uElJO/4jOxjyz3tRnMdYtpPIKbdBEwBVV9CnVlWu3Z/WXZt0/BwWikqK+fMprS0FABTPROWE9XfpCpyeDhxrVb9qbH/nVwuBZeqweUqe5Q/VxVcLq17vUtbtqypum9tnpftT3WqKE7AqYLDHVBVHCqKU0XjcKE4yr+60NpdKE4XGrsLjcOJ1u5Ca3eitTvQ2F1o7Q60Dhc6m8P93OZAY3egWF1obE6UsgdOF2pLhYgJEaTOSa32tYgYFsGsr5uQVhSAGqLHFaVD1etx6XW49HrUil+NerS+RhRfIxj1qHo9Dp0Oh6LBrio1Z9kWlD3+AnoNmHTVP3zKvhqraKvpYVBUSkudFBQ6yM93kJvvJCvHQUaOg/R0Bxm5TpxnVGjQ4p1Eqzjt+BSlYrZlEh6gEhPjT+PWscS1rU+dcANhgVq0FcpQ2BwqHT9LIChyltd+U30iQIVI9TiBxq3c3OUqAJo3b86rr77KI488wuOPP86AAQNo0qTJX/NCCyGEuKRJ0FYIIcQ/3sHNP3qVRDiTooCPUszBzT9Sv8+//saRCSEuFxaLhbVr19K3b19PpuyWLVtYvtwdSG3UqBHDhg1j6NCh9OnT57zvAG8pOEnKri9J2fkl1qJTnvbQhgOI7TiR8LghaDRV/yrvUlVWHTjIdxWya3uGhXB0yxZ+TU8HoE50DNn1W1J/eBKFewvJWJThlb2pC9QRMSwC/1b+hJ0sICC3FI1LReN0lX1V0bi8nytOFa3LnW2ocapoFA0atO6vihZF0aJVtCgaHYqiQ1X0uDQGVI0Rp8aASzHg1BhwKkacGiNORY9DY8SlGHBgwKExur8qBuwYcKg67C4NDqcWh6pgc4LdpeBS3V9tLgW7y/3c4QK7qpS1u9vK19lVBYdLwa6CzXV6P+Xr7Kr70v3zpit7nMdbQ1Fc3N3gC+rcCpmLK89Z+NAI1AZ12Nl6DGqr87hy5Ix7fWkV8NGDSXs6WFpx+WyP2gRUK/aroUJEjZxOlcw8J2nZDtJzHKRllz3PdpCW4w7KuqovmwuAxmXHVHgSn8IUfApT8C1IwacohcggDY3b1qd5j3bE9upJYIMetSpdoNWq1Kn7M6Wq9wfH6QGB2HP16DV2WoV8jlbbifLLgR566CF++uknVq5cyfjx41m3bh06nfzpLoQQVxr5yS+EEOIfL//QQQJq0S/vSDL0+atHI4S4XJw4cYIlS5awePFiVqxYQUlJCatWraJPnz4AjBs3jkaNGjF06FCaNm163rUnVdVF1tEVpCR8RsbheFDd0SW9Tygx7e4gpv0EfIMb1biPM7NrG/n5Yj6VysaN7tq3ZrOZZt2vY05JU7p0dgec/Vv5Y25hpvR4KY5CBzp/HT4NfFA07vPptU8h1rcNGE1gMIKP8fRzgwmMZV8NFdr1hsqXNpz1/FX3ZegWB3aLA7vVgc3iKFsua7c6sFus2CzFnnbvfg5sZW12i/f25f1OtztxnLGtw151RE9VQNVoUXVaVG2Fr17PNdWv02kqbe/y6qOpYn9a0GnBoAO9DnRarH6+rNramxG9F2NuYcaSdHrOTPXdc/bLmt7UdZXQNs4XH4PmdGBVXyFAWtbmo/de9upXoU2vPaep/Ms4nCqZue5AbFqOOxibnlO2nO0gM+/sQVmdFkJ9HfjbszBkHYGjCegzEj1BWlNJBhqNQmTHjtTt0YOYnn2p26MHvuHhtRpjkb2UpKIMkorSOVGUwa6co1jIr/TtYAnQkpseRoTpFOGlx9idfZQOYe7a+hqNhi+++II2bdqwadMmXnvtNZ5++uk/85IJIYS4jEnQVgghxD+Sqqrkn9zCod/fwZz9c6220RZXfed0IcSV49ixY3z00UfEx8fzxx9/eK2rU6cOmZmZnuUuXbrQpUuX8z6mtTiDk7tnkbLzC0rzjnvag2O7E9thIpHNRqLRGWvch0tVWX3wIN9uLcuuBZrZrBzbvpU0lwutVkuPXn34I7g/a312Mbz5PDQaFbUso1LRKF43rgJ3zNh2ykmh6xr2BMa5g50Fp4Oe7gBrKXZLYYVAq/OMAGp5oNW73R1AdXoFVh0X/M5Q50dRwGDSoTfpvL8atZ7n5e16o9arT1X9dEYdBpP2jH2V70NbYV+nt9HqvFNOZy9K4+kjcfyyZhh9O6/Bv9HpSGBBsZnVW3tz+EQcL8Wlcdtw89/9kp03u6NCpmxZINYdoHWSnuMgK9eJS615H3odRIboiAzRERWqJdzsxJB1FNfhbVi2rSD/92U4S72vvtH5+hLdtSt1e04ipkcP6nTtisFc/eunqiqZlnxOFGVwvCw4m1SUTlJRBtnW2tWMsPgr5NrcQduYosxK29WrV493332X8ePHM3XqVK677jpat25dq30LIYT4Z5CgrRBCiH8Up8PCqb3zObT2HexF+wDQAE5VgwZXjYlfgep88k8NJLBOh79nsEKIiy4jI4PS0lLq168PQE5ODq+++irgznbr2rWrp+xBu3btLtid3FVVJTd5Pck7PiP94E+oLjsAOmMg0W3GEtvhLsxhLWq1L6/sWlWlrtWC9egRjhQXA9C6dWta9xnF5+lZNGv2HR193PVsg7fk8Ps8H1r81wcV78TY8mDugf+zsnbR78DvF+S8z0WlIKhJWyHIWd7ubtNXEUA930CrVqe5YPN9oYwZHMH0Vws5nNSYI8mNqBuRip9PMcWlfpzMiEZ1KRgLCxkzOOJiD7VKdofqrh+bczpb1h2gdS9n59cuKBsVqnM/QnREhmiJLF8O1WEozeTU77+Tsm4dJ79eT0ZCAuoZ6bc+oaHU7dGDuj17EtOzJxEdOqCt4gaBDpeTkyVZJBWmk1ScQVJhBieK3M9LHNZqxxhmDKCeOZIG5ggUReH745Vv+qdqFTI1YTQDoksyCDJUDhLffvvtLFq0iGbNmtGsWbOaXxghhBD/OBK0FUII8Y9Qmp/M8S0fcWL7F6C678zs0uhI18dxMKkxvroiOoeuQVWrDkw4VB2U7GfTV72pf9X9xPV6Dl0Vf0AJIS5vLpeL7du3s3jxYuLj49m6dSsTJkzgiy++AKBDhw5MmjSJ3r17M2jQIEJDQy/o8e2luaTumUNywmcUZx/ytAfWuYrYjhOJanEjWr1vDXuocC5nZNcai4sJyUgjNysLgMjISEbdOJo1rhCWGlbRoX0GALqTdrp+t49ls8wkKY0omtuU1kN3UaTJx2JzYjJo8XMFsTe+Ldl7DxESlklAqC+6M4KhVQc9vbNGT2eTVpV1erq9Ynap3qRDp7/0AqaXAoNewwMN8nkry4zqUkhJjzm9suw/tAca5mPQ+1+U8dnsKhm5ZYHYnIr1ZE8HZdWzBGUNeoWoEC1RoTpPMDaybDkqREeQvwZNWekOVVXJO3KEk+vXk7xuHZvWrSM3MbHSPgMaNCCmQpA2pHlzr/dXicNCUt4pT7ZsUmE6J4ozSCnOwqlWXW9Bq2io6xtGPXME9c0R1DdHUt8cQT1zBGa9j6efU3WxNu0PMi35lfaRanKXXAh15OFvrRw0VhSFefPmyfeCEEJcoSRo+w80bdo0tFotzz33XKV1M2bMwOl0Mm3atL9/YKJaMmeXH5mzS4OqquQkrSFx3bvkJS9DUdx/WJWqAeS17cy+HXUoSnL/4R8U04/f1Sg62hbhqy327KPU5ccB9Roy0oNoHbSVGL/jJG19j/SDP9Fi0BtENBl2sU5PCHGBqKrK/PnziY+PZ8mSJWRkZHitTyur/wru7NoPP/zwgh8/P3UbyQmfkbZ/AS6HBQCt3o86rW4itsNEAqLan9M+MwuL+Pz339l/Kg3FaiE0I4PStFPkAz4+PgwfPpyotp2YlbaJyNjlRAIOiwafj9I49JGdJWkNURUF++1dOJmdyontqeBTdPoApcVos+PQdu/Ck3f60L5fgwv1cojz9OjtMfBNCu8fD8Tqfzo4ayws4oGG+e71fxGbXS27wVeFoGxOeRkDJ9n5Zy9xYdQrRIWWZceGlGfIupcjQ3QE+1cfsHc5nWTu2snJ9evdmbTr11N86pR3J0UhrHVrYnr2LKtJ2xP/mBhUVSXbWsjxonTWJm3wKmtQVUC1nI/WUBaYjawQnI2krl8o+mpuBliRVtHwSKsbeHb7l5XW5QaYKS3wxUdXwuGEX2kWc1+lPhVfC5vNxokTJ4iLizvrcYUQQlz+JGj7D6TVapkyZQoA//nPfzztM2bMYMqUKTz//PMXa2iiGjJnlx+Zs4vLYSvi5B9zSVz7Lk7LEcCdPXvyRH1K+3Ynt04MaT9k4LK68Pf3Z8KECXy8ew+5Jb1IcXUnIv8PfBy5lOqCyQhsg9HsIqjOEbbv6MWJksZ0jd6NpSCFhAU3E9F0BC0G/hdTQN2LfNZCiNpSVZXk5GTq1asHuIMezz//PHv37gXA39+fgQMHMmzYMK699lqio6P/knE4rIWc2vcdyQmfUZi+29NuDm9FbIeJ1Gl1M3pT4Dnt0yu71mrFlJ6GLu0UpU4niqLQo0cPhgwbysLcw2xzziYy2gbAqWVGDk3OxJZhAkxoNNBgeFt2Nz6Fs+PiygcyFZW1D2dVWjuOrylEr1PQ65Sy+2IpXg+DXkF/RrtBd7qtPDNSXBgdW4XQbl8uKbklOHRadA4nMUYHHVuFnNd+rTYX6bnOCvVknV43/KpNUNZkVMqCsVp3bVlPKQN3tmygufZZ1A6LhVNbtnBy3TpS1q8ndcMGbAXetV81ej1RnTu7g7Q9exLVrSvZBidJRRnsKErnh6x1nDjuDtAWlX1gUpUQo79Xxmx9cyT1zBFEmILOO9O1d522vNBpAjP3LvQKEFsCtORmheGjO0HWsY1A5aBtuePHjzNq1Chyc3PZvXs3/v4XJ5taCCHE30eCtv9A5Zl/U6ZMwel00qFDB1588UWmT5/O888/X2VmoLi4ZM4uPzJnF0dxzmGObvyAk7u/QcGdLWuz6jmQ0Bo1bih+zwWRujqF3LnurLnGjRszceJETpVayC1x33RE1WhJD27vtV9LiZbSmIaEBieTuQLij0XSp3kW/iUryTj0C9nHV9Gk1xTqdZqEorlEbqEthPBSXFzMypUriY+PJz4+nszMTLKzs/HxcV+mfM8995CcnMywYcPo3r07BoPhLxtLYcYeknd8Sureb3HaCgHQaI1EtRhFTIeJBNW9+k8FgTzZtamn0GZnYU5NxWW14AKaNm3KmDFjyA2083H+jxgD8jAA6SnBJE7Oo3S1+wZqLSML6HVzK3o8M4atx10kJL3u3vmZw1EAFZwtV/PzqkYoaDgfWg3o9eWB3JoDvHqdUm3fSm1e/U63e7WVBZQrtum0XLaXnK9NKGHaJ+4SGD6cDqJml8K0T7KYdk8YvTpUXWLDYnORnu08nR2bUyFAm+Mgt6DqUgAV+RgVr5IFkRWyZaNCdQT4/fnSFpbcXE5u2OAO0q5bR/q2bThtNq8+Bn9/oq+5hvDePaBrW0oahJNizWVZUQZJRXtI2bgah1p1cFmDQrRvKPX9I6nnF0F9f3fd2Xp+EfgbaleW5M/qXactPaJasyPjEF9t/oVdmlNY/YPIs4US7XsCp/UIqqpW+9qFhISQk5NDUlISjz32GJ988slfOl4hhBAXnwRt/6EqBpQURUFVVUwmE2+99RZvvfWWp19QUBBHjx71LF9//fWsXbu2yn0ajUZOVbj8aOzYsSxdurTaMWRmZqLVuoMbEydOZOHChdX2PX78OAEBAQBMnjyZb775ptq++/fvJzIyEnBnOH788cfV9t2+fTsNGzYEYPr06cycObPavuvWraNVq1YAvP7667z88svV9v3111/p3LkzAO+//z7PPvtstX0XLlxI7969Afjiiy/497//XW3f22+/nenTp6PT6XA4HFXOWblPP/2UUaNGAfDLL79wxx13VLvfmTNnMm7cOABWrFjBmDFjqu378ssvM2nSJAA2btzIsGHVXxo+ZcoUHn30UQB27dpF3759q+37+OOP8/TTTwNw6NAhunbtWm3f+++/nxdffBGAkydP0qZNm2r7TpgwgTfffBOA3NxcGjduXG3fm266yXPJq8ViqTGzavjw4Xz99dee5bCwMFyuyn/ImEwmrzl7/vnnGTlyJCUlJfj6/rW//F8pVNVF1pHfOLjmfxRnrAHcsYS8rGD2J3Qmus1YOr4TwU51K0dnHaY0yX2Dnf79+3P99dej1Wo5kHO0hiO45Z8yEuwfTeQNOtJ/TGfF/ijaN3uINoG/U3BqKweWP0nqnnm0GvIOAVHt/spTFkLU0okTJ/jxxx+Jj49n9erVWK2nbwxkMpnYs2eP5//rRx555C8di9NeStqBhaQkfEbeyc2edt/gOGI7TiS69VgMvn+uPq6qqqw6eIjvtm7DlpeHT3ISSlERLiA0NJQbb7yRus1i+fbECpy+pzD6QnGpD7u/CKFwygEaBhbR56pMerW1EvHUU9C0DRk5Dhbt3wmhRdUfWAF8itD3n4PZFYrO4YfW7ofW5odi8wWrL6rFF5fFD4ddg92hVnic8fq4wGlVsVjPUtD0b6IooNNSRXC3coC3yjZ9DVnHZwSfqwxKl7dVyFDW1iIb2elSeW9+bo19/vdtDjotZOaWB2dPZ8vmFp49KOtrcmfKRlYIxJYHZiNDtOcVlD1TYUqKp8xByrp1ZO3ZQ8WityqgbdIAw+AeuDo2o7hBBKk+LtYUZZBhyYHi1bC38n6NGj31zBE0KMuWLc+ejfELx6C9eH8CaxUN7UMac0itzy5OYTXkkae4bxoX6EwiPTObqIiwKrcNCAjgq6++om/fvnz66aeMHDmS4cOH/53DF0II8TeToO0/2HPPPccLL7yArezTaYvFgsVS/SVBAIWFheTmVv2LoNFo9FouKiqqtu+ZiouLL1hftcIvciUlJTX2rRhkKy0trbGv03n6E3mLxXLB+jocp/9qsVqtNfYdM2YM3333HTabDZ1OV+Oc2SpkHdjt9hr3ey59K/7B63A4auxbcWxOp7PGvqWlpZ7nLpfrgvUtKcuehLI7cdfQt7i42Gu5pr5FRd5/xObm5lYZtAV3po7D4cBgMPB///d/BAUFYbFYaNeuHV27dqVr165cffXVNGnS5LLN6rkY7JY8knd+zeH176PaUwBQXZB0qBGpJ/vS5YbbeGRqc37XrGXLwd9JnZeKs9iJyWRi3LhxdOjQwbOvQJ/aBdCvaz+EZUm/UPd2HalzU9l5MIec2EGM6n0jyZtepiBtBxu/7En9zg8S1/MZuVGZEH8zq9Xq+SAa4LvvvuOJJ57wrK9fvz7Dhg1j6NCh9O3b92/58Kw4+xDJCZ9z8o/ZOCzu/1cUjY6IpiOI7TCRkPq9z+tnf3l27YGkE+hTkjFluzMsjUYjgwdfS6ixPquPbsUVvRZthIrTpeGP7U0p+tdBBuTGc+31edQPLoF6cfDgyxyzBvHtV9ms2FqMPTIHahFHLjVmUUpWjX389T6EGAMINfoTYvQn2OhPoM6fQL2ZAK0/Zo0ZP40ZH8UPp1NxB3btKrYKQd7ygG+lNq9+p9srtdnP3N57v84K/42rKp517tDgxafRUHN2sV7BYnORmVdziYKcAhfPflj9fPmZFK+SBZ7nZQ+zj/KX/L6iqio5Bw54BWkLjh93r9MoFEcGUHRVA5wdmmJvE0dB3SAyjU6KXOW/m+ZAcQ5U+HUuyGAuK2XgXdYgwicIjXJ+2eF/JTNGwqy+ZBlLyA+MQlXBTC57160k6sabqt2ud+/e/Otf/+LNN9/k7rvvZs+ePYSFVR3kFUIIcflTVPVs9+/8ZykoKCAwMJD8/HxPZuc/VXltzfIMwMmTJ/PAAw949dFoNDRp0sSznJyc7BUEq0hRFJo2bepZTklJqRQEq6hp06aeX/hSU1MpLCystm9cXJwnKzctLY38/OpvBtC4cWN0OvfnDenp6eTl5VXbt2HDhp7LHzMzM8nJyam2b/369T1/BGZlZZGdnV1t33r16nkut8zJySEzM7PavjExMfj5+QGQl5dHenp6tX2/+eYbXnjhhRrnrFydOnU87+HCwkJSU1Or3W9kZCRBQUGAO3CZkpJSbd+IiAiCg4MBd0A0OTm52r5hYWGeu2pbLBaSkpKq7RsaGur5pdJqtXK87Jf0qgQHBxMR4c46sNvtXtngZwoMDCQqKgpwB44PHz5cbd+AgADq1KkDuIPBiVXcXbic2Wymbt3TNUwPHjxYZb/333+f//3vf545e+yxx5g7d65XVnq5kJAQHnroIaZPn17tcYX7suLDv79P+oFvUXD/oWYtNbJ/e1u0AaMYeM9w2vZtQJYzi0WFizi25hhZv2WBCnXr1uWee+7xvH/AXf/xx4Sd/Lxrd3WHBNwJZU9cO4hQnZ5ZWbNx2EtJ+ewkLruTsLAwJt11E1k7Xydt//cAmAJiaTHoTSKaDPnLXgtxmt1uJz4+nqFDh6LXV77Dtrj0XKg5O3nypKfkwfLly3nvvfcYP3484L765sEHH2To0KEMHTqUFi1a/C0fjrmcNjIOLSI54TNyktZ42k0BscS0v5OYdndgNEee1zE82bWbt+BISUZ/KhWl7MPDlnFt0aTU4WDBMeo8rsEn0v3r/PHUeqR+6ceErz7kmvZFBNZzB63ULn3Z3eN+5q2ysHmv+wNXVWvDv/tycs2HzjqWO5sMJtDgS461sMpHdZeiV0WDQpDRTLDBTIjJO8jrfh5ASFlbgN73gs6n06XiKAvkegd2y9rsZ7ap2CoEfb0DyJzR74y2agLSZ/b9q/4SiwzREhdrKMuQ1Va44ZcOs+/fE8x02u1kJCS4g7RlgdrConyK6gZTFBNCYWwIRTEhlDaJpiDcD2c1mcYKCnV8QyoEZSOoV/Y80OD3t5zLhVT+s3GPbzpLrQeIO65hWM5c/PX5nDLczYR/v13j9haLhU6dOrFv3z5uvPFG5s+fL0kBfzH5HeTyI3N2+bnS5qy2sUnJtP2HKg/YTp06lQ4dOpCQkMD06dMJCwursdZmbGxsrY8RE1P7O9Oeyw0+oqKiPEG4s4mMjPSUSjib8PBwwsPDa9U3LCys1p9ah4SEEBJSu5s+BAUFeYKnZ5oxYwYvvPDCOc8ZuG+o0qxZs1qNwc/Pr9Z9fX19a93XZDLVuq/RaKx1X71eX+u+Wq221n01Gk2t+wJV9p0xYwb/+9//Ks3Z9OnTufPOO9m0aZPnsX37dnJycjwfOID7w4wBAwZw9dVXezJyW7Vq5dXnSuFyOcg4tIiDq9/Bkuu+rFgBstLCOLS7K426juPO97sTUT8IgL3WvSzPXk7K/BSKD7o/POrWrRs333yzV51Kq93OJ+t+Z1sNHyiUU4HXf/2N0R07MDxsOEs0i6j/UD2S3kkhKyuLme9/zQMPTCe6zW3s//VflOYnkbBgDJHNRtJ84OuY/P+aGxkJcaVxOp1s2rSJ+Ph4Fi9ezK5du7zWr1271hO0bdGiBStXrvzbxlaal0TKri9I2fU1tuKMslaF8Lhrie0wkbBGAy9I3eusoiI+W/c7h/btQ598AoPN/QGWvy6U3A0BrF+bTfNXi2l0jQ5QyS8MYOvWrtzyv1l0P7KeqH5mTGYNTkXL79c8xreZrdj/bl7ZcFWad00mOXw5uY6CasdQLsIUxB1NB6KtJmtRVVUK7SVklwVwc62FZc8LKgV3c61FuFA9y0cKK3/AWZFO0XoCuMFlX8uDvCEVAryhJn98tMazBq60GgWtQcH415UzPieq6s7+rVXGcVmfw8k2vll69nl7anwo7Zua/oazOM1WVMSpTZtIWb+ew9s2kHjqCHnhfhTFBFPYIYTCESMpjaz+xnsGjY565ohKZQ1i/cIwai+RSbuA+jS7mqW7D5BrdJFrC8Nfn0+p49hZtzOZTMyaNYurr76a77//njlz5nDbbbf9DSMWQgjxd7vyIgNXgIp3r//Pf/5DfHw8zzzzjNfd7uUmSZcWmbPLz9nmTFEUnnvuOU/9YJvNxu7du70+ONi0aRP79+9n//79fPnll4A7qH7VVVfRtWtXbr31Vtq1+2fXTrWVZJK07XOObvoInO4AiMupcHR/E7KzB3HNLbcw5tXWGEzu/64cqoNVJavYcWwHqXNTsefa0el13HLzLVxzzTVe+84uKmLmilWcyMlBp9FwxzVd8dEbmL15i+emZAAhfr6M6dSJP06eZMORo8zfvoMOsbF0bNqFnWFbaPDvWI6/coqioiLefvttJk6cSPd7tnJ4/cskbf4f6Qd/IuvYSpr0nkq9jvfIjcqE+BMcDofnA6vs7Gx69OjhWacoCl26dPGUPahY+uTvoLqcZB75leSEz8g6sozyS+kNfpHEtLuDmPYT8Amsd2GOpaqsPniIb1evQT12BGP5VUpWPVnr/DiVZaDx09ByghlFC3aHji1/dMZvdwjT33yUCGMhdQb649QqLDL147uAUaRs1QE29Dro1c1BRuwKduTtBwfU9Q1lQN2OfJX4W7Vjmtzq+moDtuCenwCDHwEGPxr61/yhu1N1kW8rJsdaQLblzIxd7yBvgb0Eh+okw5JHhiXvrK+dUaMnxORPaFkgN9grwBtAiNHs+XqpBAAVxX1DNJ1WwaeW23Rv58Ovm4prLJEQHqylTZyx2vUXSmFGOrt/X8Gefds4nH6MUxRTGBNMUdMQbFe1BlpXuV2g3o/6/hGeG4HVL/sa6RNc43vtn6Z9RBMUh0KR2UmuLZR6fkcw6U6Rd+g4QU0b1Lhtx44dmTp1KkuWLOHqq6/+ewYshBDibydB238gp9PpuXu93W73tJcH/SrWYxWXBpmzy8+5zpnBYOCqq67yauvXrx+LFi3yZONu3ryZwsJC1qxZw5o1a2jbtq0naLtv3z5+/fVXunbtSocOHTylPC5X+anbObTuXbKPLERR3HWfS4t92Le9A+aomxk8+Vqadon2yprKc+axuGgxhzcdJmNRBqpTJSwsjHvuuafSVQKJ6Rm8s3IVBRYLASYTD/frS5NId8mEjvVi2XcyldUbN9KnWzda1o1Go9HQtVFDmkZG8s2mzSQkJ5OSa6Zj53pkBJ6g3iN1SflvBjYK+Oijjxg7dizX9J1BdKub2bvkYfJTt3Lgt8c5tWceLYf8j4DItn/fi/kPNm3aNLRabZUfWs2YMQOn08m0adP+/oGJatV2zlwuFzt37mTx4sXEx8djNpv57Td34DAiIoLBgwcTHBzMsGHDGDx4cK2vlLmQLIWnOLnrK1J2fYml4HRZodAGfYnpMJGIJsPQaC/c5XtZRUV8smIVR3dsR5eZgQZQnQoFCX4U7PIjdryJJs/5oPF3B40PHm/Ctp09uHt7PP2+/Tf+sTp8O4bxraYnP+gHkuPyhzww+yiM6OWLEreTb0/8hiXPhk7RcltcP8bF9ceoNdAkoC4z9y4k03K6PFWEKYjJra6nd50L9/NMq2g8WbJxZ6lSZnM6yLW5s3Ozq8jazbEWkGMpJMdWSInDitVl51RJDqdKqi+FVc6sM1XI3A0guCyg653F6w786i6xD+K0GoUHxwQz7ZPqa9Y+ODq4Vjc1qy2r00ZyUSb7j+1h36FdHM1JJk1TSl6oLy6jDtoBNKy0XYTOTMPgutQ3R3lqzdYzRxBslHrwAAatnrAsA5kRFvLs7iv8Qu3H2bt2M93PErQF9w2Z/+///s9TYk4IIcQ/jwRt/4Fq+gNWsjUvTTJnl58LMWdBQUEMGzaMYcOGAe5A74EDBzxB3O7du3v6xsfHe262o9fr6dChg6ekQteuXWnQoMElX8/M5bByav8PHFz9DvYid31ZRYH0lCiOHuhO877juf/LqwmOrPzH3BHbEZbmLSX5x2QKdrovC23bti3jx4+vdKOhdYmJfLlhE06Xi3ohITzSvy+h5tP71Gg0NIuK5IjRQLOoSDQaTdlYFPo0a0qD0FDeW7WazKIiVq5X6NDbDJFFhN0WTu5XRqy+mXzzzTfk5eUxZMgQrh63nOSEz0hcM438U9vY9EVP6nd5iMY9nkZ3Gdbau5RUvNrgP//5j6e9Yqa7uLScbc5uvvlmJk6cSHx8PGlpaZ71er2e4uJiTw34pUuX/r0DL6OqLnKOryE54VMyDi1CLavVqjeFULft7cR0uAu/kLgLfEyVpQl/sPDXJWhTU9CXfehXfNhE3kZ/2t1ejzrzVGzBxYBKZm4oq7b0IcISysyvnyRi706UTnVYWH8gizS9KFF8QIXwIC2j+/vTqHU27xz4nCPH3KUI2oU04vE2Y2jgf7q8VO86bekR1ZodGYdYsXkd/a/uSceIphc169Gg1RHpE0ykT/BZ+5Y6rJ7g7unyDOXZu0VeWbw2l4Mih4Uih4Xk4urvSVAu0ODnFcitLsgbaPD722581auDL9PuCePd+dlkaE6AsRisfkSo9XhodCi9Ovy5G/AV2Io5XpRBUlE6SYVpJJ46QlJhOtk6u/s/bABfwFcPuD+w0NqdhJYqxJpCaRrTlKZ1m7hLGpjDMV0iGc2XstbOAFZprGT7huFUNRgp4Ujybrpz81m3PbOcVnp6eq3LxgkhhLg8SNBWCCEuEVqtllatWtGqVSsmTpzota5x48Zcd911bNy4kczMTLZs2cKWLVv43//+B7hLLZRfHpeWloavr+8lc7NFS2EqxzZ/RNK2z1FU953VnQ4NiX+0oNg6lF7jxjD27Wbo9JUzRVyqiw2lG9iYspGTc09iS7eh0WgYOXIkAwYM8ApUO10uvtu2nV/37gPgqvr1uadnd4znWMi+QVgo064bzifr1rMzOYWE9Rpa9dMS2B6K9vth2OxDod8JFi1aRF5eHjfffDP1Ot1LRNMRHFj+JOkHFnJ880zSDiyk5aC3CI8b/OdfvCtc+QcgU6ZMwel00qFDB1588UWmT5/OtGnTePrpp6u8EqFi1tHZrlT4q/pqNBrP+9PlclHTfV//SX2ffvppXC4XU6ZMwW6307FjR8+cNWvWjG+//dbT18/PjwEDBjBs2DCGDBniCdheDLaSLE7+MZuUhM8pyT3iaQ+K6UZsh4lENr8ere7CXuFgtzpYtWgvP+5Ziyv/GDqL+wZhtjw9PqkNGHZTRwzf5JOkP4YNsNqMrE/oxr7DbbjPfJSRU0eSYQrh2+EPstrYBYfi/rW+QR0dtwwMoHM7DZ8djuedrRtRUQnU+3F/yxEMjelc5Yd8WkVD+5DGpKoHaR/S+LK6TN1HZ8RHZyTaL7TGfqqqUuywkGMt9GTvegV5LQXk2IrIsRSQayvylHPItxVzrDCtxn1rFQ1BBrNXgPd0kLesVIPJXarBrDOd9wetatRhHP0W4qyQHe0wBaJG3QBUnx3tUl1klOa5A7PlAdqiDJIK08mzV3GDYT2Agr7Ign9KLhEWLfX9I2nesBXtO/akYd3L671yqRlQrymrnJkUmLUUWEMINmaRp0vGZbGiMdWuxIXdbuepp57i448/Zvv27ed0zwYhhBCXNgnaCiHEZeCGG27ghhtuQFVVjh8/7nWTs3379tG+fXtP3+nTp/PRRx/RqlUrr2zcFi1aeLJK/2qqqpKXsoGDq/9HXvISFMWFAhTlm9mf0InQxmMZ+dwAGrSpPiOk2FXMkuIlHEg4QNrCNFxWFwEBAUycOJEmTZp497Xa+GDNGvacTAVgZPt2jGzfDs2f/KPYz2hkcv9+LPljDwt2JHB4i4m4a4qpe6uRAwmlRNhakGU8wPr16ykoKOCuu+7C5F+H9jfMIiNxCfuXPYYl/wQ75t9IZPMbaD7gNUz+df7UWK40+fn5JCYmkpiYyKFDh0hMTKRz585Mnz4dnU6Hw+EgIiKCadOmVZnxXrduXVJSTl/K3qNHDzZt2lTlsYKDg8nJOX0p9eDBg1mxYkWVfQ0GA1ar1bN8ww038Msvv1R7Hna73ZMFddtttzFv3rwaz7n8Q5Z7772Xzz77rNq+qamp1Knjfi89+uijvPPOO9X2TUxMJC7OnRX6zDPP8Morr1Tbd9euXbRt6w70vPTSSzVeMbBhwwa6desGwNtvv82///3vKvvNmDHDM2fPP/88oaGhzJw501ObtmfPnhiNf33dzeq4f05tJDnhM9IOLER12gDQGvyJbn0rsR3uwj+i6pqcf5bT6eKPVcdZPXcP2zIP4dsiG11hvrsUgktHXGA7Rj08lMwGyWy1bMWBA1WF3Yda8/vOa4j2MfF59nxK3v2VDzo/wM6Ijp59t42ycMsNsXRpZWTlqZ1MWP8TOVZ3TdwhMZ15oOUIggxX9mXpiqJg1vtg1vtQzxxRY1+X6iLfVkJuWUC32hIN1iLyygK82dYCsq1nv0mYXqM9fRM1r5usVa7H66Or/D2y5tRunt3+ZaX2TEs+z27/khc6TaBbREtSijMrBWeTizOxlL3Xq+KTWYA5OQf/5BwCs0poGBRNq6YdaHb1cKKv64re989l8YqqdWx/DZo1Wyk1O8gtDCXYmIVizqFw0y4C+3Sp1T60Wi179uyhuLiY8ePH8/vvv1+RN7UVQoh/IvlpLoQQlxFFUWjYsCENGzbk1ltvBdzBIX2FbNITJ06gqip79uxhz549fPrppwAEBATQpUsXFi1a9JcFSpz2Ek7u+ZZDq9/BaTlUNmY4eSyWE0d70n7oeB6d1wlzcM23XEmxp7A4fzEnlp4gd4M7O7dJkybcddddBAZ633k6LT+ft1esJC2/AINWy909e9ClYYPzPheNojCsbRsahYfzwZo1nNzrJKaNhaYvmdg+opA2V3XipHYnu3fvZubMmdx///2YzWYimgwhpH4vjqx/iaQt75J+YCHZx1bQpPc0YjtMlBuVAcXFxaSlpdG4cWNP24033si6devIzKx8uXJUVBQGgwGbzYbBYCAyMpKMjIy/c8jiT3I4HBgMBp577jmcTicPPPDAxR4Sdks+qXvmkpLwGUVZ+z3tAVHtie1wN1EtR6O7gMFNVVU5tCWV1XP2sP67fRRQTOgYG/6mbJRCFVBo1aIjE+66hXR9OmtKfyW/LHsyJ6cOizf0ITMngrFxFjrO/oBZjqYc6TcVAEV10V1/gFtua0bLq5tysjiLx7d+zdbMgwDU84vg8Taj6RB2YUs6XAk0ioZgo5lgo5lG1Pyhm8PlJM9WRLZX5u7pmrs5ltNB3iKHBbvLSXppLumluWcdh4/WWOEmav6EGMwsS93uvh9eVZ9LqjB1x9e4VBfV5ctrHC78UnPdwdmUHM/XMKuWhl26EdOzF3Xv60lEu3ZoJPj3lzLXqUPAcRVLHYXcpDDgIMHOEyT+vo2rahm01Wg0fP7557Ru3ZotW7bwyiuv8Oyzz/61AxdCCPG3UNSarn/7ByooKCAwMNArq+WfzG63Ex8fz9ChQ72COuLSJXN2+bkU5ywtLY3Nmzd7snG3bt1KcXExjRo14siR05f+Tpw4EYvF4snGbdeuHQbDudegK8k9xpGNH3Jy19couDO77DYdB3e2wqkfSb87R9FxcGM0Z7kxiqqqbLduZ03aGk7OO4nlhPty4UGDBjFixIhKN9vYc/Ik769eS4nNRoifH4/070v90Jovj3W6VBIOFLNy7Q769epIh+Z+Z71hS15JCR+sXoM19hjBMXZs+bCpeyH9xjXjqH0TpaWlREZG8tBDDxFa4fgF6bvZu+RhCk5tByAwujOthrxzwbP3LlWHDh1i3759lTJnU1NTK2XE9u3bl9WrVwMQGRlJkyZNaNq0KU2aNGHXrl3MmzfPk7X59NNP89hjj1V5TI1GQ3Dw6RqY+fn5OByOKvsqikJISIhnuaCgwOvGgmfymtuz9A0JCfFc/lxYWIjNVn1mW3BwsCcLvqioyCujt6a+xcXFWMouqa9KUFCQ53vmbH0DAwM9mVklJSWUlpZW2zcgIMDzs660tJSSkpJKff773//yyiuveGXaXuwa7fmnEtxZtfu+w2l3j1mj86FOyzHEdphIYHSnC3q8pL0ZrJ27lzVz95J2NBcUlaDrnPjH5qI43e/JyPoNuHf8OEwRJtaUrCHJkeTe2OHHss092HOkGWE+MNqYyp5VqZzydV+doFftDHJtZEyDFOo9/AB2X1/mHlnFV4m/YXM5MGh0jIsbwNjG/TBoax90uxT/P/unsTrtXiUZcqvJ4s22FGB1Vf8zpjZMLg0huTZ8Dqdi3J/kCc76puWjcakENW5M3R49iOnZk7o9exLcpMklXx//n+DM77NH//VvEnq5uHpVBv3r/IQDPflJkxj7YfVXR1Rl9uzZ3H777eh0OjZv3kzHjh3PvpGoFfnZePmRObv8XGlzVtvYpHx0KoQQ/0BRUVGMHDmSkSNHAu5st71795KVdfpu0y6Xi++//578/HzmzJkDgNFopFOnTnTt2pU+ffowYsSIao+hqi6yj63iwKqZFKWvQlFUFCA/J5CDO7sQ3fZ2bn29L9FxIdXuoyKry8qykmX8sf8PTn17CmeJEx8fH+644w7PZdunj63y2779zN26DVVViQsP5+H+fQn0qTmDd21CCe/NzyUzzwk0YOnuHMKD8nlwTHCNN24J8vXlyWsH892OrSTlb8En0EWHXwNZ1i+RUZP7c8j0O+np6bz++us8+OCDxMbGAhAQ2Zau41dyYscnJK6ZTn7qVjZ+3p36V08mrsf/odVf3peZ2u12jh075gnIZmZm8tJLL3nW33333axbt67KbS0WC1ar1ZP1/dprr6HVaomLi/P6xWXGjBnMmzePqVOn0qFDBxISEpg+fTomk6lWQcAzM7Nrci4f5p5LX39//1r3NZvNmM21y/L08/OrdR3Yc+nr6+tb6QZ/1fHx8cHnjO+7GTNm8Morr3jNWfnNyf7uwK3DVkza/gUk7/iMgrQdnna/sObEdphIdOtb0ZuCLtjx0o/nsXbeXtbM2cPxP05ngwe0cxHUpxBsJeAEnZ+Zm8aMoXPntmwp3cLOgp24cKFBy4njHVi4oTN2h4GW/nYMe1L4zaIF30h8XaWMVFczyrmS0IH9YPQT7Mw7zn+3LSCpKB2Aq8Ka8ljrG4k1h1+w8xIXjlGrJ8o3hCjfmv9vVFWVUqe1QhDXnam7PfMQ6zL2nvU4bd9fQYMlu08n4yoKEe3aUffGYe5AbY8emKOjz/+ExHnrbvBhu66EHF0AdpcevcZOVmgh9pR09DG1v7HY2LFj+fHHH1mwYAHjxo1j+/btmEwXtha3EEKIv5cEbYUQ4gqg0+lo166dV5uqqnz33Xde9XFzc3PZsGEDGzZsYPfu3V5B2w8++IBWrVrRrnUTchIXkrjuXVT7CcBdAiHpUAPSTvWnyw2388S0dpj8ap+xm+HIYHHhYo6uPEr2ymxQITY2lnvuuYewsDCvvg6nk683bmZtYiIAPeIac8c13dBray47sDahhGmfZFVqz8xzMu2TLKbdE1Zj4Far0XDrVVez/oQ/W+zL8a/rovVPQfx49x5uv28w+33WkpqayltvvcW9995L8+bN3a+NRkv9q+4jstl1HPjtCdIP/sTxTW+Rvv8HWgx+m/DGA2v9Ol0MLpfLqxbyzJkzWbp0KYmJiRw/ftzrhlyKojBlyhTPH4kdO3akpKSEJk2aeGXONmnSxCvDFaBz586Vjj1jxgymTJnC888/z3/+8x/i4+N55pln0Gq1Fy0IKGp2qcxZYeZeUhI+J3XPXBxlNUYVrYGoZtcT23EiQTHXXLCMwtz0ItbP38/auXvYv+F09rhOr6Ht8LrYW6WSn30KbKBqtbTp1o27R4/msHqYr/O/pkR1Z/36WBvy1W89SckJRq+oxGTnYDlYhBUtQZYcRmvXMlJdiZ/OCXc9Qv5V3Xh/z3zik7cAEGww83CrkQyI7ijZkpchh9WKraAAW0EB1vx8rBWeOwsK8MnPJ7yggKi8YzC87ln3F3CqgNiyDNqYnj2J7tYN4zl8iCX+Pi1bN0NfdBRLgI1cWxgRplNYwospWbGJwDtG1no/iqLwwQcfsG7dOvbt28ezzz7Lf//7379w5EIIIf5qErQVQogrlFarZdCgQQwaNAhwB3EPHz7sCeBWzG7Nysry1KLUaKBhpIbmsRri6hjQ57ckqu7tDL73elr1rHfOwYI91j0sz1rOye9OUpzovnN19+7duemmmypdGlNQWsq7q1ZzKD0DRVG4+apODG7V8qzHdLpU3ptfc+3A9xbk0r2dz1lLJfSo1xK/fJW1ruVENLdT8nYQ376TwF03DGK/3+8kJiby3nvvMW7cOLp0OV2PzuQfTftRs8lIjGf/sscozU9ix3c3ENXiRpoPeA2jufbZNBeay+UiJSXFU8agYjmDEydOkJeX5ymbsXPnTpYuXerZ1tfX1ysoa7VaPUHbt99++7zG5XQ6PZfVVyxFUB70qxgwFpeGizlnToeF9AM/kZzwKXkpGz3tPkGNiO1wF3Xb3obB98JknxbnW9i48CBr5u5h1/JjuFzuamOKAm36NqD7Tc3I8TvKpk3rUbPdtUX96tXngfHj8IvQsrBkIWnONAAClCAO7O/FvC0NATBZrESkZqO3O4gqOMmI1HhGxf2B0WWBoFDU+59jqaGQ91a/Qr7N/TNzZL1uTGo+DH/D5Z29fzlyORxeAVZbQYF7uSzwWt7mtb5Cv/LnzhrKolSkahRMV0/EEmqGqv6/cqn4ZBdy67+m0Xb8HRf4bMVfIaJdO3wXHqM0QCEv0x20NZPKiU0JtDmHoC1AWFgYn376KbfffnulD+uFEEJcfiRoK4QQAnBnaJQH38aNGweA6nKSkRjPqvmv0aOVlgPJLrIKVI6ccnHklAtwANt4+OFutO5VH3CXYigoKKiUSXkmu2pndclqth/ZTurcVBz5DvR6Pbfeeitdu3at1D85J4e3V6wku6gYH72e+/v0om1MTK3O7Y/D1rKSCNXLzHXyx2Er7Zue/VLCDoGtKCnOZ5ttK/U6lGKZYObr9Tu465q++Pv7s2PHDr788kvy8/MZMGCAV1A5oslQQur34vC6F0na+h5p+78n6+hymvZ9npj2d6IomhqO/OepqkpaWponIDt+/HhPUHzixIl8+eWX1W579OhRT+bwuHHjuOaaazxZs3Xq1PnLsvqmTZtW7TrJsL00XYw5K845QsrOzzm5exb20hwAFEVLeNNhxHa4m9AGfS7I95W11M7WxYmsnbuXrYsTsVtP/0xp0jmaPmNbc82Y5hxNOcB3C+ZTWuwOqLoCAug3ZChDu3dkk3UTewvdl7br0RNh7cKrv7Qno0QHqkpwdj7B2QU0yT/C4D9+pHfIIUKbgOJSoXELku64jzeSlpOQ7a5N3sg/isfbjKFNSMPzPj+X00nKmjUUrl1Lip8f9fv2RXOWKxguZ6rLha2wsMbAaqVg7Bn9rAUFOKqo6Xw+9H5+GAICMAYGen8te16ak8OpT1az9f+Gg0v1Dty6VFCg9SdrCHrp9gs6LvHXCWnenLCENDKH6clNcddOD7Uf50h2Y1rb7CiGc6vtOHz4cI4dO+ZV310IIcTlSYK2QgghKrGVZJO0/UuObvwAnGkEa+HpW304fiCOY6e64dcqjgLtSbZs3cK2bdu8bnaxfft2unbtSrNmzbj66qs9Nzlr06aN50ZHec48FhUt4vCGw2TEZ4ATIiIiuPvuu4mpIhC7PSmJj9eux+pwEOnvzyMD+hEdFFTr8zmQVP1NoCrKzq99FuA1vt3IVrM4xjEadSnmQIk/Xx/fzi3NryKoXxArV65k4cKF5OfnM2rUKK8SAzqDmeb9Xya61c3sXTKZgrQd7Fv6CKl/zKHlkP/hH96q1uOoztq1a/n11189QdrDhw9TVFTkWd+rVy+aNGkCQMOGDdHpdDRq1MgTuK9YzqC8Ri9Av3796Nev33mPT4jz4XLayTwcT/KOz8g+vtLTbvKvS932E4hpdwcm//Ov1+l0uNi54hhr5uxh48IDlBae/lkS2yKM3mNb0+uWVkTHhXDs2DE+mfUBKSfcZWNcRiOhrVtz/6gbyPRJYlbRLGyqe/smuuYsWXM1rx4JAkBvsxNxKpuepgz6rX2XJpn7iewdgl+ACipYewxiVpemzNn5KXaXE6NGz51NB3Nzo97oNOcfWD30ww+sfOQRispuDvj9m29ijomh38yZNB016rz3fyGpqoq9uLjajNWqsl1tVQRgbYWFF3RcOpOpymBr+XNjQACG8q9nBGM97f7+aHQ1/3nmcjo50aABvLKIP+7ugyX8dM1sn+xCWn+6hmYpVmJ69ryg5yf+OlqDgRa5OZwMrEuezV0SKsBxiuMNzFi27sGne4dz3mfFgG1JSUmt65QLIYS4tEjQVgghhEdB2i4Orvkf2UcWoiju4EJpiYkDCe3xr3Mrgx4ZQpOrvAMhdrvd65Lnffv2AXDw4EEOHjzI119/Dbgvo+/UqROTnptEbptckn9MpnC3+4/mDh06cPvtt1e6oZGqqvyyazc/JOwEoFV0He7v0xtz2c2rzuZYqo1vlhSwanvtMqFMhtpnjCqKwmDfwcwtnEu+Xz6NOpaQuNmPb0/tZFB0M2644QYWLlzIypUrycvL44477qhU7iEgqj1d71jFie0fkbj2efJObmbj591pcPUjNO7+VLU3KsvLy+PQoUOVyhl89913NGjQAIAVK1Z43RQMQKPR0KBBA5o0aeJ16fq///1vnn76aU9QXYhLVWlBCik7v+Dkrq+wFqWVtSqENRpIbMeJhDUejEZzfu9jl0vlwMYU1szdw/rv9pGfefrnR3i9QHrd0pLeY1vTsG0kiqKQl5fHV199xebNmwFQNRpcdWO4bsgQWrcMYlXpYnLKMoDDNeEUHejKE7/HUqR1/zwIzC/kpthShp34noBZ89D5KEQPD0evlIBWy7bRN/GG7iQpR93B6a4RLXis9Y3UOcuNrGrr0A8/8PPo0aCqXu1FJ0/y8+jRXLdgwQUJ3KqqisNiqTZjtarAalVBWVtBAarLdd7jKafR66sOoNaQ7VopKBsQgNZQ+zru5zVerZZ+M2dSNHo0dTYfJbtFNJYQP0w5xYTuT0VxqfRdsOAfnSX9T9S8gR9rjSEUK6WUOnzx0ZWQV8dByYrNfypoW27p0qVMnDiRDz74gOuuu+4CjlgIIcTfQf46E0KIK5zLaSftwI8cWPk/7EUJgLsuY2ZqBEcP9qBlvwnc/2VXAsOqDiDq9XqvYOSdd97Jddddx5YtWzz1cTdv3kx+fj7r1q2jZXpLTOtN2DJtnDhxgsLCQho1asSOHTvo2LGjJ3BrdTj4bP3vbDl2HIABLZpza5fOaDVnv8z5WKqNWfEFrEko8cQhDHqw2Wve7s052SgKXNO2dhkpRo2R4ebhfFvwLeY6DmLrWkk+aeK3jEO0Cori9vHjmTt7Njt27KCwsJBJkyZVynZRNFrqd36AyGYj2f/b42Qc+oVjG9/gaMJ8DHGT6dL3dsxmMwAfffQRzz77LFlZlW+oBu5AeXnQtlevXtx3331eWbMNGzb01KatyM/Pr1bnK8TFoLqcZB1dTnLCZ2QeWQqqO2Bn8A2nbrs7iGk/Ad+gBud3DFXl2O501s7dy9p5e8lIyvesCwjzpedNLel1aytaXBOLpuxydLvdzooVK1i6dCk2m/tDLkdoGHXbtee2AV04oNvJj8WrATBhwpDUkQ8Xx5HkGwRaBZ3TyQ2RpTw+qBjH5Oew7jyAKUxHnd6BaBwl5AYH886w7vxWtAusEGYMYHKrG+hTp+0FK0nicjpZ+cgjlQK2ZS8KKAqrHn2UhkOGuLNbaxlYrbLcQEEBLvtZfgifA0WjqZTN6pXVWstsV63ReNnduK3pqFFct2ABKx95BGXP6Zvf+cfG0vftty+57GhxdnXbtcI3Q4slQCHXFoaP7gSKPousDYWEnsd+V65cSWpqKvfccw/dunUjPPzC1PUWQgjx95CgrRBCXKGsRekc3fwxSVs/RVGzAXA6NRzZ04wS+zB6jbuFW99uilZ77rUgQ0NDGTJkCEOGDAGgwFHAZzs/Y92Cdbg2urCpNgIDAwkLC2Px4sWsXbsWAJ1OR/v27WnXsSM5fmZMcU3w8fVlXLeu9GnW9KzHPZZq4+v4AtbsOJ0Z17O9D+OHBnIy08G0T6oOdgKEB2nIzHPx7IdZDO7qx4NjgjH7nP3cw7RhDPAbwNLipYR1tmA7oCHNR8/evDQyrEXccscdfD9nDomJibz55ps8+OCDXpctnjp1ik2bNpVlzvqxb3cDDh08QHbBfuB+Ppy+kAn//hqjXyQmk8kTsK1Tp45XKYMmTZp4lano378//fv3P+v4hbhUWYvTOblrFik7v6A0P8nTHlK/F7EdJhLRdAQa7fllN546ksOauXtZO3cPJ/ad/vngYzbQbVRzet/ainb9G6LTn85aVFWVnTt38sMPP5CdXfaz08+M2rAhI3t3J6RhMUutP+K0O1FQ0J5szs/fNeWIKYpSs7tmdguznY+u1xJxIJG0UVNwZeUR2NJMaFMF1WHh5w5N+KCRmaKioygojGrQnXuaDcVPf/aa2+ciZd06T0mEKqkqhcnJzLzAl1Z7slrPo5yA3tf3sgu2XkhNR40ibuRIklat4vclS+g+ZMg/vg7xP1l427YE/LCRonoa8nJDifY9QYg9iZOm+jROy0IXFfan9vv888+zZMkS9uzZw6RJk/j++++v6O8bIYS43EjQVgghriCqqpJ/cgsHVs0kLzkeRXGgAMUFfhzc1YnQuNu4fuogYltcuEyMFHsKi/MXk7k3k6iCKACaNWvGXXfdRWJiIi1atGDTpk1s3LiR9PR0tm3bxrZt2wCY8M57PHntIJpFRbF+/XpKS0vp0qULgYGBXsc4etLG1/H5rE0o9bT16uDDuCGBNI5xB3UaxxiYdk8Y783P9bopWXiwlgdHB9O1tQ9f/JLHdysK+XVTMTsOWHj89hA6t/Qu2VCVZoZmpDvSSbAmUH+cHduTkNVCQyZFfL5rD126dGHZ/PmeQM8rr7zCoEGDAFiyZAkTJ06scr+BfgopB9ew/uNONO07g6FDh7Fjxw7i4uLw9/evchshLmeqqpJzYi0pCZ+RfvBnVJcDAJ0piLptbiOmw12YQ5ud1zFyThWy7tt9rJm7h0NbUj3tOoOWzsPi6D22NZ2HNcHoU/nmPykpKcyfP5/ExEQAXHo99th6NGjWjME9Y9mjbOOw1V32Rc2OZN28ViQV1iErMgSXVoNBozKlF9zWRkfBx9+ROu0DcDmJ7BOOObCEo2YDr/doxh6jA5xWmgbG8ESbMTQPiq00lguh+NSpc+rvuUlWxYBqLcsJeNrNZpRaXDEhzk6j1RLTuzf+xcXE9O4tAdvLWHi7dgT860MKHo4lN90doA21JXGyydWUrNxMwNhhf2q/JpOJWbNm0aVLFxYuXMisWbMYP378hRy6EEKIv5AEbYUQ4grgdFhI3TOfg6tm4rQcANwlEE4lRZOS1Jt2Q+/kkf/rhG9A7WrF1oaqqmyzbmNt6lpOzjuJJcUCwJAhQxg2bBgajYaOHTt6skNVVeWHtet477tvST98BHtuLq/dMZ5wf3dpgFdffZVFixahKAotWrSga9euNGp2FSnFLTiQXh+l7GY8ZwZrK+rVwZfu7XxIOFDMyrU76NerIx2a+6Etu9x50qhgurfz5dWvszmZ6eCpdzMZ0cPMpFFB+JqqDzI4HA46azqTqcskxZGC76hU1oz9gRw1k5KCbD4/49Lj119/nUaNGhEXF0erVq3o3LlzpZt/NWnSBKX0GPuWPkxB2k72LXmYoJg5tLp2JmYJ2Ip/GFtpDql/zCE54TNKchI97YHRXYjtMJGoFqPQ6s/+AUp1inJL2fDDAVbP2cOe1Um4XO7vSY1GoV3/hvS6tRXdbmiOOajqTNbCwkIWLVrE+vXrUVUVVaPBEVUH6sYwoltznNEpbHSuBhWcxb7s+Lk1yfvqkhUZSlG0u/xI+0iVtwcr1DdayHzgNYq+/w2tEaKH1MGlKeTD5hHMaxKOEwc+WiN3N7uWUQ16XJAbjVXHr06dWvW7/uefaTRkyFlvkiWE+HN8w8OpY/1/9s46PI5q/eOfWd+4b7RJG6um7u4GLS11gSKFi8Pl4vIrcJELXChc3FsKpYLU3VN3jzdJ4y7rNr8/Nk2bNvVUmc/z5MnOzJkzZ3Z0v+c93zeHksBmVBz0RxTBw1lKSoj7VYm2AG3atGHGjBm88sorPPHEE/Tp04dGjRo1YOslJCQkJK4V0puXhISExG2MqTKbtG1fkXPgJ2RUAWC3yUk91AyHahT97x/Lvf0bN/hQObPTzGrjao4cPULe/DycJidubm5MmzaNli1bnlPe6XSyYO8+VmScoFGHTowcfTcP9eqJ9gyv3MjISJo0aUJGRgbHjh2rSXj2AwAqbSAvzjzCvcN9aBKmwmAwAHVF2xkzZiCXy3nttddoHasmN7Wc1rFq5DKBt956C4fDwYwZM2gZreabl4P5blEFf27UsyRRz+7jJv412Rd/bXFt0q8zE4FlZGTw9ddfM2HaBOZWzSXVnsrJiuO121ao1XjpggkJDyNQrcbb25tPP/2U++67j86dO7Nr1676v0iftnS+dyPZe74mbfObVORsZ9sP3Wjc5WmadHvhqkQsCYlrieh0UJ6diKxyG+XZXgQ27lXbsVJbpiby/+T+7ylI+gOn3dWxI1d5ENpiPOFtH8BLl3DFbTAbbexaksLmuUfYszwNu+108qqmXcPpPbEFPcY1x1fncd46HA4HmzZtYtmyZZhMrkh+u68ftohGREeG0K6LmjR2IjpEnHY5KZtiSdsSi17hTkVsAEbkyAWRJzsJPN5JQMzOI3fay1iPpqP2VxDaz4+dvk4+bh1LvpsCEOkV3IqnWowiSOtzxft+qYT37IlHaCj6vLz6CwgCnuHhNBk2TIrilJC4xjSO9iNNG4RNLEVv98ZTWYlBU435wHFEux3hKjpNnn/+eZYsWcKOHTu47777WLNmDTIp4l1CQkLipkcSbSUkJCRuM0RRpCxrE8fXfYK+cC2CICIDqsq9SDncifDW9zDxw37oonyuyfaL7EUsrV7KibUnKN1YCiI0atSI6dOn4+9/bjoNk9XKV5u2cLDGV/HOhFaMatcW2VlC8meffUZ6jpUvf0tj9fodVBXuo6pwP8bSQ7Rp04w3HgqqLduxY0dMJhNdunShS5cudO7cGVEUef311wF48cUXa8u+9dZbvP7667z55puIokheXh6pqaloKlN5oF9zlh6IoqDUwf3P/8XBJZPPu9+pqam4ydwY7jGc0palTPhkAp3Du7H1sTJsAVp8Hw1C1Ai4KRRElRaTmZLCd999x9ixY+nTp89565XJFER1egxd05EcX/0sxanLyNj2IfnH/qD5kJkENO53ScdFQuJ6UZi8iONrnsdSnYsK2D//c9SeYTQb+D66+JHYLdXkH53Hyf3fU110uHY9z6BWRLR9gJAW41Goryya3G5zsH91BpvmHmHHX8mYDacTX0W1CqLXxBb0mtCC4Ma+F6jFxdGjR1m4cCGFhYUAiO7uWCIaIffxYXAPHZW+J0jFJTTnHQnlyIqWmKvd8WgRSKpFg4hAlDfMHCLQNhiM63dS+PAbOCuq8WrmBW0UzGjhw4Ywl92LTuvLMy1H013X4or2/UoQBAGP8PD6Rduae3DfmTMlwVZC4jqga52AW76candXMjJPZSU+9mxKG3kSvO84mk6trrhuhULB7NmzadOmDSEhIZjN5nMSo0pISEhI3HxIou1tzKVEuUhISNw+2K16Th74hdTNnyHaTgCu39wn0yMpKuhPh9H38K83Wtfr09gQiKLIUetR1havJWd+DsY0VzKwnj17MmbMGJTKc7dbWFXFJ2vXk1dZiVIu54Ee3enSpPE55dJOujxrEw+aAA8CGw9gzOgRTB3mRSOdnLKystqy1dXVpKSk4HA4yMzM5LfffgNApVIRHh7O66+/jsPhoG3btrz44ot89NFHNG/enIULF/Lee+9hNJ5OYvbKK6/w/atv8tUfFSxc0RhBpsTTtxFtW8fTvk3TOknAwsPDAQhWBDM0dCjqqWoERF5IHMVHXdZQ+loeQc+HYgy0c8zLh9imzchNOs78+fOpqKhg5MiRF4x41nqF027MPApTlnB89bOYKjLY+9sIQlqMJ77/u6jdg867roTE9aIweREH/pgC1LUEsVTnceCPyfg37kdF7i4cVj0AMoWG4GZ3E9H2AbxDO15R1L/TKXJ0Szab5h5h28LjVJWe9rbWRfnQe1ILek1sSVTLS7tGCgsLWbhwIUePHnW1UaXGFBqKIyCQuGhPQluaKJS5Iumrizw5vDQBfY6Ozp292Gz14kC5ax8mtoTXeoKbUqR85hzK3vkWRBH//iGsayXn2+ZBGJRy5IKMsY17cV/cYNwUDWdRcyns+s9/KNi1C5lCgcbPD2NRUe0yz/Bw+s6cSdzo0de1TRISf1cCW7dGsfcoTn8F5eX+NHJPx8+WTW5MFxqv23lVoi1AbGwsR44coXHjc9+zJCQkJCRuTiTR9jblYlEuEhIStw+GsjRSNn9GwbFfkQkuwdFqUZJysCVKn3EMfGgUTbuEXdNswTbRxgbjBval7iPvtzzsVXZUKhWTJk2iU6dO9a5zLC+fzzduwmCx4OOm5an+/WgcUDc7ctpJK7OWV7L1oEuEEQTo086NKUO9aBx62v4gMPB04jRPT0/KysrYvXs3O3bsqP0rKSkhJyeHtm3b8sYbb6BQKLDbXUmOXFYLLuRyOVFRUcTFxRETE4ObRsY/J/nRPaE1H4SlUlYlIBMgvocn0+7wQaU893ttqWpJob2Qo9aj7PXfzkvrR/Lvnn9Q8MpJop6LQh/rJNXDk9CmzahIOs7q1aupqKhg6tSpyC8S0aaLuxP/yN6kbn6L7D1fkX90HsXpq4nv+xZhre9BEKThjhI3BtHp4Pia5zlbsK1ZCkDpifUAuPvFEt72QUJbTUSl9bv8bYki6fsL2PTrEbbMO0ZJTlXtMh+dOz3HNaf3pJbEd770e5/RaGTFihVs2LABp9OJTCbDERyCXheMxktBl64ajJ45VAI2s4Kkdc2oOBrDyF7eVPfwZOZuGRYH+GvhPwNgYBNw6o0UPvQOhmWbkCnBMLkxzye4c9zXZW3S3KcRzyWMJcYr7LK/g6slc80aEl99FYABX3xBy/vvJ2vDBrauWEH3oUOJ7NtXirCVkLiOBCYkoPrmN9T3xlNRUJOMzJZFRtCddFi7DV568Kq3caZgK4oiTqfzou8dEhISEhI3Dkm0vQ25cJTLFNqMniMJtxIStzii6KQ4fTXH1s7EUp4IgEyA8hJf0o91Jbrrfdz3RQ/8Qq59wqpyRznL9MtI3ZJK8cpicIJOp2P69OmEhobWu86640n8snMXTlGkSUAAT/bvi88Zw/RST1qZvaySrYfOEGvbuzF1qDdRIRePFPby8qJ///70798fcP0wOXHiBDt27CAyMpJ+/fphtVpRqVQ8+OCDxMTE1CYAa9y4cb1RwZ1buvHT6xF8tqCc1TsN/Lammu1HzLx0rz9xjer65wqCQB+3PhQ7iilyFHEkcjevLh/HjIG/kfluJi2fiKGsg4M8Ty+84pviSElm165dVFdXM336dDSa+pMhnUKh9qLZwA8IbTGBoyufoLrwEEdXPE7ekV9pPuQTPAKaXfQ7kpBoaMpPbsVSnXvRcvH93yOy42NX1JGUm1LKprlH2PTrEXJTTkfYu3ur6Tq6Kb0ntiShbxRyxaV3XjidTrZt28bixYvR610RwG66YEqDgkCrIa6lHLfIKoyKCkQnZO+LpHxvAqO7B5Iw3IOXNghs3eGqq18UvD8AAt3BmpZNwb0vY0vJwhGsYdnDUfwe6YFTEPAQFDzUYiQjIrsivwEdLZVZWSybOBHR6aTVAw+QMH06AOG9e+NpMBDeu7ck2EpIXGf84uPxOrQHR0Q7Knf54hBlaNCT5y5DXnwCe3E5isCLW7tcCoWFhTz00EO0b9++1jpKQkJCQuLmQxJtbzMuHuUikLTmBYJi75CsEiQkbkFspnIy984iY+uX4HSJI6ITMlOiqaweTNfxUxnzXnMUyutzfadZ01hZupKTf56k+kg1AO3bt2fy5Mn1Co92p5NfduxkQ3IKAF2jm3Bft26oFK72pmS7bBC2nSHW9q0RayMvQaw9H4Ig0KRJE5o0acJbb72F1WpFoVBgtVoJDg7mmWeeuaR6PNxkvHivPz3bavno1zKy8m08+n4Bkwd7MWWoN0rFaRFKISgY7jGc36p+o8hRRH7rFF75ayxv3jGPI/9Lo/sjLagaICMfUMbGoclI5/jx43z88cc8+uijeHt7X7Q93qHt6TJtM9l7viRt81uUn9zGtu+70bjLMzTp/jxyxYXFXwmJhsJhN1OUtvKSyqrdgy5LsC3JqWLzvKNsnnuUtL35tfNVGgWd7oyl18SWdBgag0pz+a+1KSkpLFy4kJwaT20vXz8qg0Mo8fDAJ9hOeAsLSk+Xb21Zti9Ve9szqm1juj+vZUWawJ3zoNICGoXLCmFyK9d9y7AykaJH/42z2sCxO8P5cWggxVpX+/r5xPJEh8kEaLwuu70Ngd1sZvHdd2MqLUXXvj39P/vshrRDQkKiLjKFgrCoYMzuflRTSKXNDz9VCVoxH32sL24bd+E5dnCDbGvjxo0sXryY5cuXM2zYMDp06NAg9UpISEhINCySaHubcfEoFxFzdQ4pG17DJ7wzSo0vSq2f60/jK2Uil5C4SakuOkLShv9Rkr4QmWABwGxSk3KgDZ7hExn0zzto0jr4urXHITrYatrKjqwd5M7NxVZiQy6Xc/fdd9O7d+96BZlqs5nPN2wiqaAAARjboT1DW7ZAEIR6xdp+HdyYMuTqxNqzOZV07P/+7/9o27Yt+/fvr40wee211y65nu4JbrRsoubTeeVs2Gvk5xVVbD9s4oV7/IkOPx116yXzYqj7UP7U/8lx63H69grmhXmjeXfMQrZ+eZShyvY0GhXFzhOZOGLjcc9I4+TJk3z44Yc8/vjj6HS6i7bFlajsCXTxNYnK0laQse19Co7/TvMhM/GP6nv5X5SExCVgt1RTkrGawuRFFKevrvWpvRhqj4vfq6pKjWxdeJxNc49ydHMWYk1ftEwu0HZQNL0ntqDLyHjcvK7MA7a0tJQ//viD/fv3A6DRanGPieWkSo3KUyS6hQWvUNf9yFytxny4DXfFtqbNfRqqrQLProE/k1x1JQTBzCEQ7Qui00nZ+z9S/uFPlPqpmP9mK3ZGuDpPQq3wz/aT6RzZ/ora3FCse/xxCvfuRevvz4jff0dxkch+CQmJ60dg69akFDlwqgUqLP74qUrwtWVzMioUj7XbG0y0HTduHH/88Qfz589n6tSp7Nu3D61W+h0oISEhcbMhiba3GRZ9wSWVy9z1Kew6d75MoUWp9T1DzPVFqXH9V9UIu0qtb63Ie0rwlaK5JCQaHqfTTmHyUo6tnYldvwdwWSCUFASQmdqT5v3v55FZXfDwvb4v2XqnnhWGFRzffZzCRYWINhFfX18efPDB8ya3yC0vZ+ba9RTr9WgUCv7RpxdtIiJIybYya1kl2w+7xBHZKbF2qDeNghs2YdopwfbNN9/kxRdfZPny5bzyyivI5fIrEm69PeS89kAAPdsYmPlbOWk5Nh75TwH3DPNm4iAv5HKXcB2hjKC7tjuJpkQ2GTdx9x1388xPI/jonkWs+HQvYz26MWVyJ+bu3oM+riluaSmUlpby3//+l0ceeeSSE4ZovRvRdsx8CpMXkbTmXxjL09kz905CW04kvv87qNwCL16JhMRFsJrKKE5dTmHyYkpPrMPpsNQuU3mE4LBU4bAZzrO2gMYzDN+I7vUuNemt7FiUzOa5R9m3Kh2H3Vm7rHmPCPpMakn3Mc3wDnS/4vabzWZWr17N2rVrsdvtCIJAdKtWpKq1VMhFQuIsBMVYkMlFnA4Be0ZTRoZ2o+lwDwB25sIzqyC32nW/erwjPNkJlHJwVFZT9MhbVK/bzpqhOv4aHYFZISB3ikyy+XHvHf9Crb6xosihb7/l8PffI8hkDJ87F+/IyBvaHgkJiboEtm4NSfnIg1SUlwYAyXhbc0nzaUPTjbsQHQ6EBrAuEQSBL774gi1btpCUlMTLL7/Mxx9/fPU7ICEhISHRoEii7W3GpUSvAHiHdkIQZNjMZdhMZdhM5YiiA6fdhKXahKU677K2Wyv2ninsavxcQu85IrAvSq0/Sq2vJPZKSNSDxVDEiZ3fk7nrGwSxGACnQyD9WBwW5x30nDKZCR/FIJdffx/Ek7aTLKtYRtbSLCp3VwLQrFkz7rvvPjw8POpdZ3/2Sb7etBmz3U6gpwdP9++HvsqNl78oYscR17BjmQD9OtaItbqGFWtP4XA4ePPNN3nttdew2Wy1808JtQ6H44rq7dPenYRYDR//WsbWQyZ+WOLy4n3xHv/aKOF26nYU2gtJtaWyXL+ciZMm8oh+GF88spwF72zjXs9+vPzAED7fsIkyeTO0qcno9XpmzpzJgw8+SKtWl5YxWhAEgpvehX9UX9I2v0n23m/IOzKX4rRVxPX7N2EJU69pQjqJ2xOLvoDClCUUJS+mLGszonj6WnHzjUYXP5Kg+BF4h7SjKGVJja8+1LVqcp13TQf+p449k81iZ9+qdDb+eoRdi1OwmOy1y5q00dF7Ukt6jm9BUKOL24VcCKfTye7du/nrr7+orHTduxpHR2ONiOSQQY9vuJUmzS2o3Gr2rSSU4X59iOvk6uywOuCj7fDVXtdeNfKGmYOhfUjNd3Q8g8J7XyGZcma90ZKscJc4m1Bq4l9RA2jc++6ran9DkL9rF+sefxyAHv/+N1EDB97gFklISJxNYOvWKL9Zh8eQFlTku5KRBdpPkOjli9bNguVQCpq2DeNb7+/vz/fff8+wYcOYOXMmI0aMoG9faXSOhISExM2EJNreZvhGdEftGVYjutbna+uKcuk8dU2dH02iKOKwVmOtEXBt5vIaMbes5nP5WZ9Laz9frdir0vqhqBVzT0X0+p0rAp8xXxJ7JW5HKvP2cmzdJ1SeXIwg2BEAo96NlIPtCIy/h1FvDCYs1v+GtE0URXabd7M5bzO5c3Ox5FkQBIFhw4YxdOhQZLJzBWRRFFl2+Ai/792HCDQNDmZwTFc+n2tmx5FC4PqItaeYMWPGeZddToRtffh5yXnz4QDW7DLyv/llJGdZeejdfB4Y4cPd/TyRywQGuA+gtKqUMmcZyw3LGf3waIxVFn56YR2zXlqPm5eaN++/g683J3JYJkOdngqVlXz99ddMnDiR7t3rj06sD6XGm2aD/ktITaIyfdERji5/lLzDv9B86Kd4+Mdf1f5K3P4YKzIpSllCYdIiKnJ3cuY7hUdQS3RxI9DFj8AjsEWdjgBd/Eg0oe9RmvI27h5VtfMN1V74x7+MLn4kDoeTI5uy2PTrEbb+noShwlxbLiTGj94TW9B7YgsimjVMdHhmZiYLFizgxIkTgEuoaNKhK4llZagUlcT2MOMR4BKLZWZP+rj3omVMdO1+pZTCU6vgmKsPjfEt4PVe4FHjhKL/az2ZL7zPgmH+bOjXDFEQ8LLaeSTDwLC7nkUW07xB9uNqMBYXs3jMGBxWKzF33UWnF1+80U2SkJCoh8CEBDS79sCDHSjY4YVVVKISLJiVeuwRbjjWbm8w0RZg6NChPPzww3z99ddMmzaNQ4cOXZKnvoSEhITE9UESbW8zBJmcZgPfr4lyEbiUKBdwRWcp1F4o1F7gE3XJ26tf7C09S/gtv6DYa67OhUvINn0mcqUbSo1vrdirqmPlUF90ryvqV6a4Mu+764XodFCenYischvl2V4ENu4lJYy7zXHaLeQd/Z3j6z/FaT4CuPxcC0+GkHOyD22H38eTL3VA66G6SE3XDrPTzGrjag4fPkz+gnycZifu7u7cd999NG9evxhhtdv5cet2tmdkANA2NIb8tGieXVIBuMTa/jVibcQ1FmuvF4IgMKizO23j1fx3Thm7jpn56o8KEg+aeGGqH2FBKu7wuIPfqn4jz55HoimRMc/3xlRlYd7biXz52Aq0niqemdKfJQcP8ZcgoMw6gaKkhF9++YXKykqGDh16WZGyPmEd6TptC1l7viB9y9uUn9zKtu+60KTrszTu9i+pA0yiDvqSJAqTF1GYvJjqwoN1lnmHdnRF1Mbdibtf9Hnr2PbHcT64rwyBhwmNysHNU4+x2oO8rHBEZxkbF/5G+t58yvJP+9/6hXjQc0ILek9sSWyHkAaLBq+oqGDRokXs3LkTALVaTfuufdlpkJGoLySktZmASCuCDASngg7qDnTyaY9CcL0eO0WYdRDeTQSLA3w18J8BMLhm90W7ndJ3vmH1zlX8+loMlT6u+/SQ7AoerfbC9+H3wefGdLSdidNuZ+mECVSfPIlvXBxDZ82SIu4lJG5StH5+eNkUOPw1gEC5NQCdOh9faw6ZOh1hW7bCc/c36DY//PBD1qxZgyiK5OTkSKKthISExE2EJNrehujiR9Jm9ByOr3muTuSr2jOUZgPfRxc/ssG2dTVir91SdVYU79lRvvVH/IqiA4fNiMNmvCqxt65Hr389fr2+qGrmXw+xtzB5EcfXPI+lOhcVsH/+56g9wxr8mEncHJircknd+hU5+39EJlQA4LDLSTvSFKd6NP3uH8/U3pE3/Id1ob2QZVXLyFiTQdmmMgAaN27MAw88gJ+fX73rlBuNfLpuPSdKShEQ8LQ2Y9EiHWBFJsCATu5MGepFeNDtIdaeTaCPgncfC2T5NgNf/l7OkXQL098pYPpdPozs5cNg98EsMSzhgOUAOrmOKW/1wVhlYcn/djPzvsVoPFSMHNWa6MBAvtq4CYsyHWV+HkuXLqW8vJwJEyYgvww/O5lcSePOTxEcfxfHVv+TkvRVpG99j/xTicoie1/Db0PiZkYURaoKDlCU4hJqDaUppxcKMvwa9SAobgS6uDvReIVdtD6Hw8k3T60CEURk5J5odE6Z3UtTAfDw1dDt7mb0mdSSFr0aNajdi81mY926daxatQqLxeW526xlR7JksayuyiQoxkhUMzMKlatjO1YRR0/3HnjKPGvrKNTDs2tgS7Zruk8kvD8QdDV2uo7SCg49+wbfxlVy+BGXihtRbeHZg/m0j+8B0x8H5Y3rbDuTLa+8Qvb69Sjd3Rn555+ovbxudJMkJCQuQFCrBMpMMpBBpcUl2npaC0j1akpUyW4c5VXIfRvuOvbw8GDp0qWEh4fj6el58RUkJCQkJK4bkmh7m5J+NI5Z7/8DleJ4bZSL1d6M6aFx6G6CUbGCIKDUeKPUeDec2FuvlUPDir3nRvH6nTNfdcb8SxV7C5MX1URH17W0sFTnceCPKbQZPUcSbm8DRFGk/ORWjq35BH3hKgTBiUwAfaUHqUc6Ed5mGhM/7E9gxI2PcBBFkSPWI6wrWkfOvByMGUYA+vTpw+jRo1Eo6n98ZBSX8On69VQYTQiikoLkFmRV+yKTwcBO7kwecvuKtWciCALDu3vQvqmGD+aUsj/Zwv/ml5N40MhzUxrRya0Tu8y7WGdch7/cn+kzB2OqtrL2p4O8P+EPXl8ynnaDonnzrhF8sWETmSoVyqxMtm7dSmVlJQ8++CAq1eUJQlqfSNqNXUhh0p8cX/McxrJU9vw6nNBWk4nv9zYqt4Br9G1I3EyITgcVuTspTF5MYcpizJXZtcsEmRL/xv3QxY8gKHbYZSevO7olm5Kc6ouWm/p2X0b/qytKVcOOJBFFkQMHDvDHH39QWloKQFBwJJXa3iRaigmMTqZ5ghGttyvBWYAsgD5ufQhT1hWkl6XCy+uhwgwaBbzSA6YmuEZBAOgPHufHHz7gzxFe2FQ+KJ0iU5OLmZxejmrsQ9BvxOnCN5iU339n9/vvAzDkxx8JOM/oCAkJiZuHwNatOZ5WgipIRXmFK1o/wJ5GqmdPRupkmDbuxmNU/wbdZrNmDWe5ICEhISHRcEii7W3Itj+O886YhTX63xlRLoKBd8Ys5OWFY+g2+tZ8MF+52OvEbqk+K4q3rJ6I3tOfrTWCL6KzVuw1X7bY636GyOt7lsjr+qzQeHN85VPU70EsAgJJa14gKPYOySrhJuRSLC0cNiMnD8wledP/wJYGuH7P556IoLi4Px1G3c+zbySgVN8ct2SbaGO9cT37UvaR91sejmoHarWayZMn06FDh/OutyMjg++2bMPudGA1uVGSmoDTpmVwF3emDPEi7G8g1p5NsL+CD54IYvEWPd/8WcH+ZAsPvp3PP+5uQWRCIVn2LJYaljLRcyJPfHsHJr2VrQuP8/Zd83lz9WRa9GjEi0MHMz8wgHVbt6JKT+PIkSP89+OPeeKxx86b/O18CIJAcLPR+DfuT+qmGZzc9x15h3+hOG0F8f3eJbTVpBse3S3R8DgdNsqyt1CY/BdFKUuxGopql8mVbgQ0GUhQ/EgCowe7nq9XSPkZlgcXIrixT4MLtjk5OSxcuJCUFFe0sNbNG72mD3ut3gQ1SaFZaz2+4a4EhGpBQzdtV1qqWiITTkf4VltgxiZYeNw13SrIlWws5oxBBTsWzmVm2WZyB/oA0K7UzLP7cmgkaOCpt6FZmwbdr6uhNCmJFdOmAdDh2WeJHzv2xjZIQkLikghs3Rr57t/QxMVRXlSTjMyRxVY3N2QBSvRrtzS4aHsKp9PJl19+ydatW/nll1+kdwIJCQmJG8zNoRBINBhnDk08B5f+xzdPr6bzyPgbknn+RiEIsqsTe8+ThO1ssdd6hpWDS+w14LAZMFflXEXrRczVOWz+ujUqrT9yhRqZXI1MoUEmV9X8VyOrnX/mfw0yhQq5QoMgV5+x7oXrcJVXSS9qF8FlaeGyITltaRFKs4EfoIsfibH8BMmbPqPg2BxkggEAm1VB6uGWqPzGMeDBu4nvdPEhx9eTckc5S6uXkrY5jeLVxeCEkJAQpk+fTnBwcL3rOEWRb9bvYUf2MQBMFf6UnWjOwI7eTB7iRVjgzSXWOkQnB8rSOS4UEVqWTrugOOTCtbsfymQCd/X2pGMzDf/5uYwj6RY++qWCzsfaEzOmnCpnFSsNKxnhMYJ//TIKs97K3pXpvDH8N97ZMJWYdiFM6tyJWF0Q3y9fCcePcjIri3fe+w//fPopAgIuP0JWqfGm+eCPCW05kaMrnkBffJQjyx4m9/AcWgz5BHf/uGvwTUhcTxw2E6Un1lGYvJiitOXYzRW1yxRqb4JihxEUP4KAxv2RK90aZJtK9aUJsb4hl9fZcCH0ej1LliwhMTERURSRyRUYVV1Is7bBr1EqzdtnooszI1cACLRSt6SrpitambZOPbty4ZnVkFPl8tx+tAM81RlOacuVhipm/vYha3V6CNXibXbyxLFCBmWXI4Q3hsf+DwLrv0feCKzV1SwaNQqbXk9Enz70eu+9G90kCQmJSySodWsU385A3bsVVfvdMIhuuAtG3OzFZHr647dnD6LTiVBPEtirJT09nWeeeQabzcagQYOYVtPxIyEhISFxY5BE29uMiw5NFKHkZBWb5h6hy8h4tB6SMHch6oi9NL7k9Vxib9V5k7BZTWXYaz7rS1MxVaRftE5zRSbmiswr35kr4HwisOv/uUKx/LxC8vnF4Tr1nVpWZz31TXmOuiwtJiOKdUfBmqvyOPDHZBTuzbHpjyMIIjIBKsu8yUjqRnS3+7n/y154B7rfuMafh1RrKqtKV5G9MBv9cVfEXMeOHZk0aRJqdf1WH/uS9Xy1eQtWhStyr7qgEZ3CWjFlivdNJ9YCbMo/xCdH/6TYXAkyWLb7OIEab55qMYreIQnXdNthQUo+fiaI39dX8/3iCnbuF8kq60CXBzeRZc9ip3knXbVdeen3scwY+itHNmfz+qBfeG/zvTRqHkjHqCgiJk/kk8VLKd+7m4qyUt5+7z2efvJJIhud6x16KfiEdaLrfYlk7f6MtC3vUJ69ha3fd6FJt+do0uWfN33yRom62C1VFKevojB5MSXpq3HYDLXLVG6BBMXdgS5+JH6RvZDJG9ZvddufSfzvoWUXLiRAQLgXLXpe2fl6Jg6Hg02bNrFs2TJMJhMAJkUzcu29UbsZadplB+GtDajdXVYIofJQ+rj1IVBR1/LB6oCZO+CLPa6+7Qgv+HgwdAx1LRdFkRXHN/H50UVU6Vw3+6F5dh7fn4aXzQkdesJ9z4L65knqJ4oiK+67j7KkJDzCwrjjt9+QncfSRkJC4ubDJyYGxYly1MGuZ3C5NQB3dTbu1iJSPQPp7ZaP9Wg66laxDb7t2NhY3nzzTV566SWefPJJ+vbtS2RkZINvR0JCQkLi0pDe4G4zLnVo4kdTFwGg1irw0Xngo3M/688D37Om3b1vTvHsZsQl9vqg1PhwMbG3LGszu38ddtE64/q+g0dAHA67GafDitNuxumw4LRbav6fMb92ngWHw4xot+Jw1Mw/Y9k56zksdbbpdFjOmXcjEOSqGpH3UqOM64rB8lox+NJE5Xq3o1Aj1ERjik4HBxc/c45gC6en7YZjCAJkpTSmyjCUruPv4e53myNX3HwR7g7RwVbTVrZnbifv1zxsZTbkCjljx4ylZ8+e9V73R9It/LA8nwLZHlRuBkSnjHBFAo9Nb0FowM35aNmUf4hX9/50zvxicyWv7v2Jf7efds2FW7lMYNwALzq30PLe7FKSs7zZs7At7cftYZd5Fzq5jiZuTXh9yQRe6f8zqXvyeXXgL7yfeC/BjX0J9vZmxsTxfB8UyKHVq7EYjbz/4Yc8+OCDtE24srbL5Eoad3kGXdNRHF/1DCUZa0jf8jYFR+fTfOin+DXq2cDfgkRDYjWWUpy2nMKkRZRkrkd0WGuXabzCXYnE4kfgG971mljsGCrNfP3kKtbPPgRAYKQXxdlVroVnjvqpuY08NHPQVY/0OXr0KAsXLqSwsBAAi6CjQOyPVdAR1eUIjTrl4aWzA6DFjd7uvYhTxp1zL0stg6dXwZEat4ixzeH/eoFnTV9Ftr6ID7bN4oA1H7QCYflmXih20jYj03WzHzUNho2/afxrT7H7ww9J/f13ZEolIxYuxF2nu9FNkpCQuAxkcjn+fhHYvFyda1Umf1Bn4+dIIdWrD0OD5FSt3XZNRFuA5557jiVLlrBt2zamTZvGunXrkF2DqF4JCQkJiYtzc/6ylrhiLnXIoVIjx2Z2YDHZKcysoDCz4uLrqOX4BJ0Wcc8Wen2DTwm9Hnj4aiSB9xLxjeiO2jMMS3Ue9ftaCGg8w4jq9Ng197QVRRHRYcXpsLjE4fMIu6fmO+wWxNqyVpyOuoLx+dc7c379AnSddjmsOBxWHNaLJ7i5lggyZU3koQzRXnXR3+kFxY8x+F/PEtki6Lq070rQO/Us1y8naVcShYsLEe0ifn5+PPjgg0RFRZ1T/ki6hVnLKjmSm09A9FFUShsK1Ezv1YfOsTfP0OCzcYhOPjn65wXLfHr0L3oEt7ymVgmniAxR8tm/dPy2popZyyA9vJzobuksq17JFJ+J+Hr58sbKSbzYezbZR4t5pf8c/rPlXgLCvFArFDwyaCBrQkL449dfkFVV8e3XXzN89GiG979yjzs3nyjajfuDguO/k7T2eQxlqez+ZShhCVOJ6/tvVG7+DfgNSFwN5up8ilKWUJi8iPLsRETRUbvMzTcGXdOR6OJH4hXc9po+iw+sO8En9y2m+GQVMpnA6Oe7MnlGb3YvS+Wbp1bVGfkTEO7FQzMHXZWnfmFhIb///jtHjhwBwI4bxfSiUmxFdPNCgjtvwL+JCUEGiALtNe3ppO2ISqgbVSyKMPsQvL0FLA7w0cB7/WFojGu51WHnl/R1zE5ejV0QUVkcjNll4AG7AVVlOWjcYPoL0LrzFe/LtSJ7/Xq2vPgiAP0++YTQLl1ucIskJCSuhKDWrSnIq0LhraDc7LJBCrUns8V3LIJKwJ64GZ6595psWy6XM3v2bFq3bs3GjRv59NNPefrpp6/JtiQkJCQkLowk2t5mtOjZiIBwT0pyq8+n/xEQ7sX3J57AZrZTUWigvNBARaGeikJD7V/5WdPGKgs2i4Pik1UUn6y6aDsUShneQeeL2j0t+vrq3PH0d0Mm+/sKvIJMTrOB73Pgjym4QpHODU1qOvA/1yUJmSAICDX2BAq11zXf3vkQRRHRaasVcx21EcJnicPnEZUdF4kmPrWuzWrCbjFht5px2E4LzohWRNGKgA1BOH08RKcNh9V2yfvRtFvkTS3YZtuyWV6xnKzFWVTurQSgRYsWTJs2DXf3uvYNh9PMzFpWyb5kC+6BeQTFpyAIImHefjw7uB9+7jef3cOZHCrNcFkiXIAicwWHSjNoGxBzXdoklwtMHuJNl5Za/jNHTklIBQGNS/kxZxH3+I0nwN+Nf6+ZzAs9Z5GfXs5rA11WCd4BbgiCwKCEVjQJeoZPvvoKR1Ehy37/nZMFhTw0ccIVR8QIgkBI8zEENBlA6sb/4+T+78k99DNFqctp2v89QlpOkDrkbhDG8hMUpiymKHkxFbk76yzz1CWgq4modQ9ods2PkdloY9ZL61ny6S4AQqJ9eWbWSJp3jwCg2+hmdB4Zz6ENGaxfkUi/oT1I6NvkiiNsjUYjy5cvZ8PGjYhOJyIyyuhAKd1o1VRFQMddqKMKUGpc9+sQwhnk3R8fuc85dRUa4Lk1sCnLNd07Ej4YALqaPu99Jal8eGgBJ40lIECrQxU8mach3lGEYLOCLgwenwEhEVe0L9eSqpMnWTJ+PKLTSYt776X1P/5xo5skISFxhQS2bo3s8E7UwcFUpPgjAr6OUkxAvtYLt/QsHFV65F4N5xF+JtHR0fz3v//lH//4By+++CKDBg2iefPm12RbEhISEhLnRxJtbzPkchkPfTKYd8YsPJ/+Vzs0Ue6uIriJiuAmvhet12KynSHi6muE3tPTp8VeA4YKM3abk9LcakpzLx4ZKZMLeAeeFbWr88An2L02cvfUfK8At9sygZoufiRtRs/h+JrnsVTn1s7XeIbRdOB/0MWPvIGtu/4IglBjiXBxz0WH3Ym+3ER1mQmD0Ux1mQl9mYnqMnPNfDP6MhP68jOXuaYddudFaheRyZzIFXbkCkft/9Cokwwcs+KibTNU3ZxCpiiK7DbvZnPuZnLn5mLJtyAIAnfccQeDBw+uI/gdSjMzu0asBSd+kWl4BLnO0c6No7i/R3fUt4BXYtEZSZguRKnl4p1SDU10uIrP/xXK7LX9KfFfjMarkplHljHEfSg9Ejz599opPN/jJ04eL+H1wb/wzvqpuHu7/DNjgnW888LzvPflV5SnpXJoayJvFBfx4qOPolVduWepUuND8yGfENJyIsdWPom++BiHl04n9/Acmg/5BHe/6yNs/50RRRFDyXEKkxdTmLKY6sJDdZb7hHUmKH4Eurg7cfNtct3albI7j4+m/kVOcikAQ//Rnvs/GIDWo+75JpfLaNk7kmzDUVr2jryiZ7fT6SQxcSt//rUYi9nlz6snmmL606VdGLEd08n22ovWx2WFoLS5McS7P03U9X8fK9LgpXVQbga1HF7uCfcmuNwNyi16Pj+2mFW5ewDwrrAyee5J7moVjdbsSrJIy47w0Avgdm1EkqvBbrGweMwYTCUlBLVty4Avv5Q6WCQkbmGCWrdG+GUB6n6RGJJVVOCNL5WorMWkegXSLbAC0+a9eNzR+5q14aGHHuKvv/5izZo1bN++XRJtJSQkJG4AN/8vbYnLptvoZry8cEyDDk1Ua5XoonzQRflctKzNYqeiyFBHyK0o1FNecG5Eb3WZCadDpLxAT3nBxf14ZTIBrwC380btnjnPO9ANhfLaR6c2FLr4kQRED+PA/sUcPrSNVgndaNN2BHLFzZfMqaERRRGL0Ub1GYLqKeHVNW1CX/vZXCu8VpeZMFVbL76BC6BQyfH00+Lpp8HDT4unnxYP37qfPf20daazjxaQsy0RD+/qei0SRBH0lZ7EdulxVW27FpidZlYZVnH40GEKfi/AaXbi4eHB/fffT9OmTWvLHUw1M3t5JfuTXZ7GCqWNuLZJ6MUSAEa3a8udCa1uelHA6rCzImcXPySvuqTyq3L2EOcdTiOP6xshrVQIPDAkhB05Q9juWExg01xmrdhB4v42PD7Wl3+vncKLvWaRvq+AN4b/xpurJqFxd4lknlotbz3zNJ/P+YXj27dRnJLCi++8y3OPP0Z4QMBVtcs3vAtd79tK5q5PSU98l7KsTWz7rjNNuj1H4y7PSInKGhhRFKkq2E9h8mKKkhdhKEutXSYIcnwb9UAXP4KguDvReIZe17bZbQ7m/XsL895OxOkQ8Qvx4Mnv76TD0Gsj4B87nsKsn+dRXZEPgAV/yuT96d0tgT49rWw0Lqc4sAItINoFEhTt6B3YFblw7nNfb4UZm2BBjfbaIhA+GQKxfuAUnSzL3sUXx5dQbTMhOEX6bShi/MYK4u5ojDy/ZqWh42DUvXAdRr1cCeuffJKCXbvQ+Poy4vffUWq1N7pJEhISV0FgQgLiawVoJrk6acstQfiqK/FzJpHi1YQ+XulUrdlwTUVbQRD4/vvvycnJoVOnTtdsOxISEhIS50cSbW9TGnpo4uWgVCsIjPAmMML7omVtVgeVxYY6Qu75InmrSow4naJLEC4ywOGLt8XLX3vaoiH4XC9e35pp7yB3lKob+0NsT2YWv+zcRbnRCLIENh7R45vxF5M7d6JD1K2RtdXhcGKoOBXRaq6NgD072rW6zIThjM/6MhN228WiXi+Mu7caD18tHn6aGhFWi7vv6c9nCrGefpqaslrUWsVlC4+6xj4s/egOegyee04yMrEmuv3AjjsZ9c6Fk9BdbwrthSytWkrGygzKE8sB1/C3Bx54AB8fHwAOppiZtbySAyk1Yq0c+nQWKVUdpNRQjVqh4KFePWkfefXZ368lFoeVJdk7+DV9Q60tgoCAWK9vzGl2FCexa+N/6BPamqkx/YnxCrseza2lS3gkKmMvtlg20mLwEbb96MP9/zbz3BQ/3lo9mZf6zObY1pO8PXoBry8ej1LteozLBIEnpk5hUXAwq/76E1tRIW9/+CGTp02jxxli/JUgkytp0vVZgpuO5tiqpyk9sY60Lf8m/9gCWgz9FN+I7g2x639bRKeDitwdFCQtoihlCeaqk7XLBLmKgMb90cWPIDBmKCq3qxPhr5STx4v579RFpO11Cai9JrTgkc+H4unX8MJgVk4x3/20kNI810PegZpqZS/69+vFyD4ebKraxHpVEnJ317XsYQhmbPAwvBSe9da3Jw+eWQ3Zla4BR492gKe7gEoOJ6oL+PDwAg6VnQCgUbaRaT9l0tI7gOCBAQj5aaBSw7R/QqdrJ4xcLYd/+IFD33wDgsDwuXPxaXxzPXskJCQuH7W3Nx56Bc4QV+doldEf1KmEOI6T5uN67grH9iGK4jXtQA8NDSU09Pp2EkpISEhInEYSbW9jGmJo4rVGqZITEOZFQNjF/VMddmetwFufD++ZXrxVxS6Bt6rURFWpiexjJRet38NXcx4PXo8zRF7XtErTsJfOnswsPtuwkbMVwHKDgc82bOTxvn2um3AriiIWk70muvVcm4Gzo13PtB0wVFquatsKpQyPs6JbPc4UXs+ZrhFffTTIFdfv/JbLZQx76p/Me91EzzvW4el9OqJdX+nJlmX9Gf/mMzfNNSeKIoeth1lXsI6ceTmYMk0A9O/fn7vuugu5XO4Sa5dVciD1tFg7tKsH7dpU89u+rZgMNvw93Hm6fz8i/Pxu5O5cEKPdwqKsbfyWsZEyi+u4BGq8mRTdF2+VB2/un3PedR9uOowj5VlsLTzK+rwDrM87QNeg5twTO4CWvlHXaQ+grTaBErGQ49bjdJq4iw2f9eWFzxwM7+7Oi4sn8vawX9i/OoP3J/7Bi/PH1Dn3Rw4cQLguiB+++w6qqpjz7bekDr+DqX16o7jKzM9uvo1pP/4vCo4vJGnN8xhKk9k1ZzBhre8lru9bqLQ373lxs+F0WCnL2kxh8iKKUpZiNRbXLpMr3QmIHuQSaqMH31B/cadTZPEnO5n10npsFgcevhoe+WIovSe0bPBt5RQY+Hb2MooytyDgQETAom7LwEHDuauvjgx7OnOqFiB4WJAD9mo1Az37kRAeV299NgfM3Alf7AGnCOGe8PFg6BQGZoeVr5PWMDd9Aw7RicYOdy3IZuDaQgJHtsNHmY1QZgL/IHjs/6BRdIPvb0NRsHcvax99FIDub75J48GDb3CLJCQkGoqg8FgMggNBJVBpcT1jw60nSPTwoUKpQavVY006gbrZ9bHIOXLkCG+99RY//vgjbm5u12WbEhISEn93JNFW4pZBrpDhF+KJX0j90TRn4nA4qS411Qq75WdF7daxaigy4HSILiGy3ExOUulF63fzUrtE3OD6I3fPFHw1bhe2N3A6nfy4cVv9PeWCgOgU+XHjNtrdE3FZyYUcDifGSkut4Hq2zcA50a5nCLE2i+PiG7gAWk/VJdkMnCm8evpp0bgrb/rh9qdw2Yy8wrdPt0OlOI6bpx5jtQdWR3OmfzzkqjKkNyQ20cZ643r2Je0jb14eDr0DtUbNPVPvoW3bthxIMTNrWQkHzxRru3kwcZAn+/NT+GnXXkRRJE4XxOP9+uKl0dzgPaofvc3EH5mJzM/YTKXN5X0ZrPVlckx/hoV3QiV3Pe5UMgWfHP2zTlKyII0PT7a4i94hCQCkVeXxS9o61ucdYHvRMbYXHaOtfzRTYwbQISDump+jgiDQz60fpY5SityKGPTwHpZ81J1lWw3s9Zcz/tvx/DJtLtv/TGbm/Yt55qeRdZI5tk9IIOBf/+LjTz7FajKyc9FfZBYV8tSdd151wjhXorKxBDQeQMrG18g58BO5B2dRnLqM+P7/IaTFuFvmGr7eOGxGSk6soyh5MUVpK7Cf4bOs0PgQFDMMXdOR+Ef1Q6688UPbi7Iq+HjaYg5vdGXsaj8kmie/vxP/0Is/gy+HjFwLP/62lYL0VSipRgCcqigGDBnNXQOj0YuVzC9ZQIW6AEELdotAiCGecVEDUMjrHyGTXg5Pr4RDRa7pu5vBjN7gpYadRcf575HfyTeWufYrzcakL4/hX+kg9OEeaPIPIFhEiGsFj7wCnj4Nur8Niam0lMV3343DYiH6zjvp8vLLN7pJEhISDUhgQgKZyXmodWoqT/riQIabw4zDWU2qVwAdzCYq1yReF9HWbrczYsQITpw4QXBwMJ988sk136aEhISEhCTaStymyOUyfILc8Qlyh1YXLut0ilSXmc6J3C2vJ5K3olCP3ebEWGXBWGUhL7Xsom3Reqgu6MFb4W7BIFrPK3QIMgGDaGXT9iQCnR7nTap1avrUZ0OFuXao/pUgkwv12ApcSIitiXr11dxSXsJXw420IbkUyh3lLK1aSuqmVErWlIDoGuY2ffp08iq8eebjwjpi7bBuHkwc7IWft8BP27azNS0dgF5xsdzTpfN5BZIbSZXVwIITW1iYuQW9zRVBHO4WwJTYAQwOa4/iLP/J9nvL+fDVgxzzMFPpo8S7wkZzvYagf/eGO1xlYrxC+b92U7k/bgi/pq9nZc4e9pems780nWbeEUyJHUAPXQtkwrU7zgpBwXD34cytnovZu5TpLyaz+MuW5Jc6+HKLnK5vTODQjPls+Pkwbl5q/vG/IXXuIZGNGvHayy/x35kzqSgtpWjrVl4vr+AfI0bQMuzqhzkqtb60GPoZoS0ncXTlkxhKkji85AHyDs+h2eCZuPvdvJGJ1xO7pYritJUUpiymJH01DpuxdpnKPQhd3J0ExY/Er1FPZPKbw79cFEXWzTrE10+uxFRtRe2m5MGPBjLkoXaXJcg7nCIHUy0k5/sSlmqhbVMF8prOBVEUOZxuYc5fxyjOWI6WPJSAoPCh98C7GDO8Aw7BwZbqLRy0HUBQi4hOsOZ7MzZsKI2DdedpO8w5DP/eAmY7eKvh3f4wPBZKzFX8376/WJ93AIAAwY3JP6TSdnMe8kAvIh5rijxrv6uifiNg3ENwEydZdDocLJ04kaqsLHxiYhg6ezbCVUbTS0hI3FwEtW6NeGwu6uBYzCfNlDiD0MkK8BWPkeITRsfSHJzbNsGT91zztigUCr744guGDh3Kp59+yogRI+jfv/81366EhITE352b921UQuI6IZMJeAe44R3gRmSLC5cVRRFDhdmVOK0e392z59ksDkx6Kya9lfz08nPqE7QCbuN90Pa6eOTSZ6+uxLLRcNn7p3FXnuvverbNQK0QWyPC+mrReqqkiLlL4Ga1IUm1prKyZCXZC7MxJLnOm86dO9O8/Sje/cXEoTRXCJpSUSPWDvIiyE9BhdHEf1ZsIK24GJkgMLFTRwY0a3rTnQvllmrmZWzij8ytmBwu4TnSQ8c9MQPoF9rmHLEWQL90E4X3vwoinBkHLQrVrvk//LtOQo8Ij0BeaD2eaXGDmJexkcVZOzheeZJX9vxIY89gpkT3P++2GgIvuRdD3IewSL+IAm0y/3whlM2Lw1mSqGd7tgK/R8djnLuKZZ/vwc1Lzb3v9Kuzvr+/P6+8+CKffvYZJ7OycBw5zMdGIyP69+fO1gnIGuCY+kZ0o9v928jc+Qnpie9RmrmBbd91okn3F2jc5WlkctVVb+NWw2osoSh1GYXJiynN3IDoOJ0sUePdCF3cCHTxI/AJ64xwkyW1qigy8NlDS9mxKAWAZt3CeWbWSEJjLs/6YvN+I5/PL8VQmYkcI5sP7cfdO4pHx/ohkwn8tiKXipNr8OYIWkCQqejSYyAT7h6EQqEg1ZrKuuoNWOVmBBnoixU0s7djZPPOyM8jTBYZ4Pm1sCHTNd2zEXw4EALdnfyZuZ2vk5ZhsJuRIXBnZRBDXl6J1mjHrUMMwW3lCFlHQa6AKY9DzyFX8S1eH7a+/jpZa9agcHNj5B9/oKnxJZeQkLh9CGzdGpZ9jGZcKyqppNykQ+deQKjjKGlBYyF9J4rybJx6IzKPa29XMGTIEP7xj3/w1VdfMW3aNA4fPlybE0FCQkJC4togibYSEpeBIAg10aRaIpoFXrCsKIoYqyznePCWF+o5aaogz0OPPsQByksTTjwm++HVyRuPNAFfoxpPP7fz2gx4+mlqhFntDU+wJnF9cYgOEk2J7MjYQd7cPGzlNhQKBV16j2ZHZlNmfVEB1Ii13T2YNMiLQF/XoyCrtJRP1q6nzGjETaXi0T69GyQqsyEpMVcyN30ji7K2YXHaAFdk7D0xA+kd0uq80a+iw0HJK59Qbx4yERCg5NVPcR/aA+GsiGKd1pcnW4xiasxAFp7YzO+ZiZyoLuCtA7/wXcoKJkf3Y0h4R9TXIFIyUhlJN203tpq2ss22iQnjxtCjTSAfzimjuAIYNRTFgaPMf387Wk8V417qUWd9d3d3nn3mGX744QcOHTqEKj2NJTYbaUXFPNyrBx4NYHchk6to0u05dE1Hc3zV05RmbiBt85vkH5tPiyGf4hvR7aq3cbNjrs6jMHkxRSmLKctOBPF0YkV3v1h0TUeii78LT13rm64D5BTb/kzi84eXUVlsRKGUMeWtPoz6V9fL7ojavN/Ih99uRcda/Dnt922r9OSj7/qipJIAtuGN6/pt1boTE8ffhY+PDyWOEtZWrqdQzAc5WIwC9qwg7mk2iAjf8wvHq9PhhXVQZgK1HF7sDtPaQHpVLq9vXcDximwAmnqGcf/icoJmLwXAb1xXfOQnEIqqwdsXHn0Noptf5jd3/UlbtIid77wDwODvviOw1UWGFElISNyS+DRpgjyrEvWpZGQmP3CHCFs6a7VeWGRy3AKdmBL34T6kx0Vqaxg++OAD1qxZQ3p6Ok899RSzZs26LtuVkJCQ+Lsiiba3MRcamihx7REEAXdvDe7eGsLi/CkzGEhMS+dw6kmKqk/9kBXwVWgprTIgaIV6f8yLogh2EJQCYlMF1U1B66mlS3wsPWKi8dLeeO9DiZuDamc1y6uXk7QjiaJlRYh2EU8vP0xeY/hunR9gRamA4d1dkbWnxFqAXScy+W5LIlaHg2BvL57u349gb+8btzNnUWgq55e09Sw7uROr0w5AU+8I7o0dSHddi4sKYeYdh3DkFZ+/gAiO3CLMOw6h7d623iK+ag+mNx3GxOi+/Jm1lfkZm8k3lvHh4YX8mLKaCdF9GNGoK24K9RXvZ320V7en0F5Imi2N5frlTGg6ge9fDeHzheWs2mHA3qYljkbh/PhxIm5eau54rGOd9VUqFQ899BDz589n8+bNqLKzSLJaea28nCf69aFJ4IU7oC4Vd79o2k9YTP7R+SSvewFDSRK75gwivM004vq8hVLr2yDbuVkwlmdQmLyYwuTFVObtqrPMU9caXfxIdPEj8AhoeoNaeGkYKs1889Qq1s06BEBUqyD++fNImrQOvuy6HE6Rb3/ZThh/nrNMQTWhLObUlRoREcXEieOIiorC7DSz0bCRg5ZDIIg4HVCcqqWLRyeGd0k4b3StwQpvbIZ5R13TzQPhk8EQ7m3hy+OrWHBiMw7RiZtCzYMB3en07ALsxzJAqSD0sb5osnYgWJwQFQePvQ6+AZe9z9ebspQUlt/jGgrd7qmnaDZx4g1ukYSExLVCkMnwV/hTrFODANU2V2LKYFMxZV5O0j0Cae4soHr16usm2np4eDB79mx69uzJ7NmzGTlyJKNHj74u25aQkJD4OyKJtrcpm/cb+XxBOcUVDiCKlYfKCPSp5LGxvvRqK2X7vF7YHA4OnDzJ5pQ0juTluQRYQKNU0rlxFD1jY4ny8+PBYV8hTvDAKYpYVAbsMhsKpxK11R0BAeF3A2/8Mp7NqalsS8+gqLqa+Xv28vu+/bSPbETf+DiaBgfftBFcEteebFs2y8uXk7kok6r9VQAIbvHsrRqKs0pzXrHWKYosOnCQRQcOAtAqLIx/9O6Fu/rmGNaeayjh57R1rMzZjaMmerGVb2PujR1Ip8D4Sz7nzfuP1352CDION0qg1MMff30prbIPIa+p27T9IJpubS5Yr4dSy9SYAYxt3Iul2TuYm76RInMFnx9bzJzUdYxp3JO7o3rgqWqYe60gCAx0H0hpVSnlznJWGFYw2mM0L9zjT882Wj76tYwyfLCMHsans4+gcjvIoPta16lDJpMxfvx4fHx8WLx4McqCfAw2K28bjUzs0pn+TS/9u7xYW0NbjicgeiApG14n9+BP5Bz4iaKUZTQd8B+Cm4+9Ze9ToiiiLzlGYdIiClMWoy86csZSAZ/wLujiRxAUdyduPlE3qpmXxcH1J5g5bTHFJ6uQyQRGP9eVyW/0Rqm+stfDgykmNMbVAJx9lE9Niwj0HTyBsSN6ICJy2HKYrcatWLCAAOW5SmS5ITzaqQ/hvucX+vfmwzOrIKvSVfc/2sMzXWB3yRFe2vgHRTWJ3vqGtObBknAc4z/EXqVHofMlbGorFKnbXBV1GwBTnwTlzXHPuxBWvZ5Fo0ZhraoivGdPen/wwY1ukoSExDVG16QZJWXVKP2U6Eu9MItqNFhwF1JJCY+n+bEChOQD9Sc0vkZ069aNF154gXfffZfZs2dLoq2EhITENUQSbW9DNu83MuPbknPmF1c4mPFtCTOmB0jC7TXmZFkZm1PT2J6egd5iqZ0fr9PRMzaGjlGRqJWnh1J3Hz2QBWVHscbsxKE47X8ot6tQpXVm7KiuRAb4MzXAn3Ed2rPzRCYbk1PIKClh14lMdp3IJNjbiz5xcfSIiW6QIc8StwaiKLLLvIvNOZvJ/TUXa6EVECiiN2XGzigVAiN7eDBhkBeBPnVv+RabjW+3bGVPlis7/OAWzRnfoT2ymyCZTZa+kJ9T17E2b1+tWNvOP5Z7YwfQ1j/mkn6YiKKIaf0uKr6ej2mDKxJyc3wvPh/8FMVeQbXlAquKeGzVJ/RK3kz5f75Hv2AVnuOG4DFuMMqI80cbauQqxjTuxcjIbqzK2cMvaevJMZbwfcpKfk3fwKioboxv0gc/9cU9qy+GSlBxh8cdzKuaR649l0RTIr3cetEtwY0WTdT8b3456/cYsbdP4P0VZVQJyYyZFl+nDkEQGDJkCN7e3vzyyy8oSksRbDbmOBykFhZyX/duaJQNY/Gg0vrRcthnhLacwLGVT2IoTeHQ4vvJPfwLzQd/jJvvtc903RCIokhl/l6KaiJqjeVptcsEQY5fZC+C4kegi7sTtcflR6beKCwmG7NeWs/iT1zXRXATX/45eyTNu0dcUX0Op8jBFAs//X4Y5RmWCPUhIOIUvMl35LPRuJFihysC3lQlI++IOwPDOzBsYMvzRtfaHPC/XfC/3eAUIcwTPhoEjf3LeWP/n2wpdInpIVo/nmkxivhfdlP+nzdAFHHr3JTgDiqE1L0gk8HY6TDgLrgFOhJEUWTVAw9QeuwY7iEh3Dl/PvIGul4lJCRuXgITEhCTD6MO8cBWaqPYEkaEJoMw5yFSg0fBMdBoTNjST6KKaXTd2jVjxgyioqJ44IEHrts2JSQkJP6OSKLtbYbDKfL5gnMTXp3J5wvL6d5aK1klNDAGi5WdJzLYkprGiZLS2vk+blp6xMTQIyaGYG+vc9ZzOEWW6PMwxW85d5nciil+C0tSfLnfGYtcJqBWKukVF0uvuFiySkvZkJzCjvQMCiqr+G33Hhbu20fHyCj6xMcRpwu6ZaPaJC6OyWlilWEVRw4coeCPApwWJ3bcyOUu7IpGjK4RawN8zr3Vl+j1fLJuPSfLylHIZNzbrSs9Y2NuwF7UJb0qj9mpa9mQfxCxxoC2c2BT7o0dSCu/xpdUh9NopnrBKiq/WYAtJat2/pZW/ZgxYgZnG9sWewYwY8y/eWPxm/RMS8SWkUPZe99R9t53aLq3xXP8EDzu7HPeJB9KmYI7GnVhaEQnNuYf5OfUtaRX5/Nr+gYWntjCHRGdmRjdl2C3y0vmdDZ+cj8Gug9kmWEZ+y370Sl0xKvi8faQ8+r9AfRobeC97wqxBvjxxXYH6VUn+NdjUcjlde8BXbt2xcvLi2+//RZrVRWapGPsdDrILivn8X59CGvApCJ+jXrQ7f7tnNg5k4yt71N6Yh1bv+tEdPcXier85E2ZqEx0OijP2ebyqE1ejLk6t3aZTK7Gv3F/dPEjCYwdikp7dcf0RpCyO4+P7vmLnCTXc2rIw+144MOBaD0u71iIokhKtpV1u41s2GuktNKOH5kEXXxVCrU7WVBtBMBug4LjWtyrQni+R48LRtdmlMPTq+BgoWt6VFP4v14O1uQn8vrGlZgcFuSCjAlN+jA1uBtVT35A+cpEAPym9MFHSEPIKQd3T/jHy9CsfiuUm5G9H39M8vz5yBQKRixciHvwrdNJICEhceUEtm6NuHE1mqat0B/RU64PIUKTQbg1g71KOU5A4yuncsUGVE/ce93adcp6SUJCQkLi2nLDRdvPP/+cDz74gIKCAlq3bs3//vc/OnXqVG9Zm83Gu+++y6xZs8jNzSU+Pp7//Oc/DBly82f5vV4cTrPUWCKcn+JyB1Nez0OjroliEc/NzFPPrPrz99Q3syHrOmvmpa5Xb7POmtkw+ygi05aj9M5D7lGEIHPWrCNg1wdgqwyl2uDH3P0y5lIFYtU5NVhsDiq7rndN1DeeVITyRutZvbMdAzp6olScLhTp78+0bl0Z37EDOzNOsCEpmayyMrZnZLA9I4NQH2/6xsfTLboJ7uqG9dmUuLEU2AtYWrmUEytPUL7V1VFjJIJixV0M7RnMhIGe9Yq1AKmFRXy6fgPVZjNeGg1P9OtLrO5SpJZrR3LFSWalrqmNkgPooWvJvbEDaepzadF/9vxiKr/7naqfl+Asr7GI8HDDa8odeNx/N18s8wO7CGcnKxNkIDr5cvQLTL7nOcwrNlM9bwWmxP2Yt7r+Sl74CPfhvfAcNwRtr/bnJCsDkAsy+oe2pV9IG7YVHePn1LUcrcjij6ytLMrezsCw9kyJ6Uekh+6Kv6cYVQwdHB3YY97DWsNa/OX+BMhdPpx92rvTMjqCx589SpHaj1VJcPz/TjLjsRCiQupG5LVo0YJnnnmGL774gurqatySjlMQ4+CNJcu4r1tXukY3XCSsTKEmuvsLBDe7m2Mrn6IsaxOpm2aQf2w+zYd8im94lwbb1pXidFgpzdxEUcoiilKWYjWeHq0iV3kQGD0YXfwIApoMQtEAkdM3ArvNwby3E5n37y04HSJ+IR48+f2ddBh6eZ01OUU21u02sm63gZwiOwqq8OIY0cJRlOIFfKPPwOhXglZ0ozRLRWGSG3c2b8uwnuePrhVF+PUIvLUZTHbwUsM7/SAmKJtndy8gtcolrLf0jeK5VmMJL7BQMPRxbOknEdQqQp4egjZts0shDouCx/8PAkMua79vJCc3bWLT888D0Ofjjwnrdvsn95OQkHAR2KoV4pf5qPt2AKDK4Q9AqKmYVe52sv2iiCrLRNyxCa6jaHsmZrOZGTNm8PDDD9O48aV1sEtISEhIXBo3VLSdN28e//znP/nqq6/o3LkzM2fOZPDgwSQnJxMUdK6A8OqrrzJnzhy+/fZbmjZtyqpVqxg1ahTbtm2jbdtbJ1riWlJaeWHB9hSFZQ7g0spKnItcZcY9IB+PgAIUanPtfKvRHUNJCIZSHU77mVFLznMrAUSlGWejA6DVn39jAqDV859lh/nvnAh0fnLCdUrCAhWEBykJD1IQFqSgZ0wsveNiOVFSysbkFHacOEFeRSW/7NzF/D176dQ4ir7xcUQHBkrRt7cwoihyyHKItfnryJ2Xgznbdf5VyLrQrdcwJg72xd/7XEHxFJtTUpm1fQcOp5NGfn481b8v/h4e16v553CkPJNZKavZUZwEgIBAn5AE7okdSIxX6CXVYd5/nMqv5qNfvAHsrvuaIioU7wfH4DVpGDJPd5anQqGDcztGTiHIKHBo2FMFXccPwXP8EGw5hegXrqZ63kpsadnoF65Bv3AN8uAAPMcOwnPcEFRNz/1xIggC3XUt6BbUnP2lafycto49JSmszNnNqpw99A5JYGpMf+K8w6/kK6OrpitF9iKy7dks1S9loudE1DJXp0yAj5LZX7TkqSkbSfaKJLtMzUPv5HP/CB/G9vesM8IiMjKSf/3rX3z22WcUFxfjnpKEMTqGrzdvIbWoiImdOqKsR5y+Utz9YugwcSn5R34jad2L6IuPsevnAYS3vZ+4Pm+i1Pg02LYuBYfNSEnGGgqTF1OcthK7pbJ2mULjS1DscHTxI/Bv3A+54ta2nDl5vJj/Tl1E2t58AHqOb84jnw/Fy//SrJLKKh1s2Gtg7W4jyVlWZFjwJJlI4ShaMRsQQQS5XI4IOB3nf79QeCtweHqQvNENnULH60O6XzC6ttgAL6yDdSdc090j4K2+JhbnruCDxK2IiHgqtfyj6R3c0agzxmVbyHn8bUSDCXlYIOH3tUNxeJ1r5fY94L5nQXPrJPCszs1lybhxiA4HzadMoe1jj93oJklISFxHVJ6eeFTLEYNdz/lqu+t5FGgux6koJK1pW6K2ZaKsysFpsiDTXv8gjUcffZQff/yR7du3s2HDhpvCZktCQkLidkEQxUuJlbw2dO7cmY4dO/LZZ58B4HQ6iYiI4IknnuDFF188p3xoaCivvPIKj53xwnr33Xej1WqZM2fOJW2zqqoKb29vKisr8fI6d6j6rc6BFDP/nFl00XKP3O1DTPhpUfFsDa9eXaOemZey3qUIhOfUU9+2LqFN9W//8ttT33oOh4Pk4hwO5GVwoqygdr5aoaRlcCRtQpsQ4uV3Tv1nTlocVlKMmRyrSuOYPp0sY17tEPCLtqc8BFlaJ4SSSATx3JchhRyC/RWEB7nE3CB/kWohl+TSDAqqKmrLRfj60ic+jm7RTdCqbr6hybciNpuN5cuXM2zYMJTX0GPQ6rSyIH8NWXkHyZ+fj8PgwImaqFZjmD6pywXFWofTyfw9e1l19BgAHaIimd6jex1v5euFKIocKE1nVtoa9pakAiBDYEBYO6bGDCDK8+KRqKLdjmHZFiq/no959+noXE23Nvg8PBZn3+7sypeTeBIST0JK6QUqO4PnusLjZw32EEURy/7jVM9bhf7PtbVRvADq1vF4jBuC5+j+yAPOLzwdK8/i57R1JJ4RSdwlsClTYweQ4Hf5Ua0mp4m51XOpdlYTpYxihPuIOvcei8nGS3f+ziF1I5yRLnG4RRMVL9zjT3hQ3WNeXV3N559/TnZ2NjK5HFOTaBw+vjQO8Oexvn0IuAaivtVYSsqG18g9NBsAlXsQTQe8T3Czu897j26I68xmrqQ4bSWFKYsoSV+D026qXaZy16GLuxNd05H4RvRAJr/1/UKdTpEl/9vFrBfXYzXb8fDV8MgXQ+k9oeVF1zWYnGw5YGTdbiP7k804RQfunMCbo3gJqSDaa8vGxsbSqVMnWrdpzWd7Pyf7t6zz1qsbF0Z2Vjgj27RlWKuWKC7w435tBjy/FkpNoJbDc11FokMO8enRPym1uK7DQWHtebz5CHwUbpS9+x0Vn7jeB916tELXUYMsw3XPY+RUGD7R5WV7i+CwWvmtd2/yd+wgMCGBSdu3o3S7tjkJrtfzTKLhkI7ZrcflHrM/J48j63/dSHs7DafJSV/dYrxUFfwUeTc9vMbw2F+f47SLmCe9jtug7tdhD+qSkZFBQkICBoOB//73v/zzn/+87m241kjX2a2HdMxuPf5ux+xStckbFmlrtVrZu3cvL730Uu08mUzGgAED2L59e73rWCwWNGclWNJqtSQmJl7Ttt5KtIpRE+gjv6BFQqCvnNF9PSVP20skq7SUzalp7EjPwGA9nSSsWXAwPeNiaB8ZiVpR/6Vkc9o5Vp7NvtJU9pakcrQ8C7tY99gEaXwpMl/YhxhA9M3H0XERnnIPmipaEWhoibHQn7xiB7nFdqw2kZwiOzlFduBU9K830AZ372r8w/IR3Ao4WV7Ozzt2MnfXHto3aszglnE0CQy8wm9H4nogiiKbUgrYqViB4WAmJetKQASNRwiP/GM6sU0u7G1osFj5ctMmjuTmAXBXm9aMaNMa2XWOuBZFkd0lKcxKXc2hMlfYnFyQMSS8A1Ni+hPufvHz0FFZTfWcpVR+9zv2nBpjS6UC7ehBnBg3mV2qRiRmw4HvwF5/gPsF+WA7rM6AKa3gzjjQKl0dPZp2zdG0a07AW49jWLMd/fyVGFZvw3IwGcvBZEr/7zPcBnTFc9xg3Ad1Q1DX7RBp7hvJux3vJ6Mqnznp61iXu58dxUnsKE6itV8TpsYMoFNg/CV3KmllWu5wv4P51fPJtGWy07yTLtrTNgNqrZJ//zGKlwfMISkjC1uPThzNgOlvFzD9Lh/u6u2BrOYZ4OnpydNPP83333/P0aNH0aSlIkbHcAL4v0VLeKhXT1pHXFlU8PlQufnTcvgXhLaayLEVT2IoS+XQomnkHf6FZoM/xs0nqsG2ZTUWU5SyjMLkxZRmbkB02mqXab0j0cWPJCh+BD5hnRDOts64hSnKqmDmfUs4tCETgHaDo3ny+zsICDv/S6HVJrLrqIl1e4xsP2zCanOiIZ9AjuArSwKny4cWEYKDg+nUqRMdO3bE3981XDfbmo22lYZQWShFS4uwV50WdhXeCoKGB+HZwoM7EjrS3q/5edthsMK/t7gsEQCa+sNrfcpYlPc7s/cdByDcPZBnW95Nh8A4HOVV5D/8fG3CQb8HBuPjTEHIyACNGzz4HLTpeqVf5Q1jwzPPkL9jB2ofH0b+8cc1F2wlJCRuTnTxLck6WY4mRIMxw0hJVQReARWEW3LYbjDyD0GFXGHFtmoF3ADRtkmTJnz88cc89NBDvPzyywwePJgWLVpc93ZISEhI3I7cMNG2pKQEh8OBTlc3okqn05GUlFTvOoMHD+ajjz6iV69eREdHs27dOv744w8cFxiGZ7FYsFgstdNVVa7IDJvNhs1mO99qtzT/GO3JWz9UAE7cOIkcAw7cMRIByPjHKE+cDjtOyR3hvBgsFnZmZrI1LYPs8tOCqq+bG92aNKZ7dDSBnjXRZ6JYey45RCfpVXnsK0tnf2kahytOYHbUPc+CND4k+MYQ6xFDmDqao0Ve/Kx/B7m8st4IY1EEp8OD7oEJHNcfpNKmZ7djOyi2ExkXxMA+7egX3AaZxYvcIju5xXZya4Tc3GI7BaUODJVeGCq9EORN8AgowCMwD7RGdmamsTMzDaye+MkaERfQiEZBakIDFYQFyvF2l0lWCpfAqePf0PcUURTZfczCotTjBLTfTsniHAwpBgDatu/MpAljUKlUF9xuQVUVn2/cTEFVFSq5nPu7daV9ZCMcdvt1M0gRRZHtxceZk7GepMqTACgFOUPDOzKhcR+Cta4I1Qvthy0jh+rv/8AwbyWi0YwIZMUmcOSuKeyPaseuEhWG/XXP1Qgvke7hTrqFi3QMERm1UEGhAcR6Y/JFNAqXu8LBQoGDhfDWFpHR8U4mtXDS5FQQrQDqQV1RD+qKT2klxkXrMSxcjfVAMsaViRhXJiLz8cRtZF/cxwxC1a5ZnWsoQhvASy3Hc0+TAcw7sZFVuXs5WJbBwV3fEOcVxqQm/egR1BzZJYiHvvjSW92b9Zb17DTvxB9/ohRRtcuVWhmvLR7LawN+JfO3RTC0F+aAID5bUM6WAwb+OdGbYH/Xa4BcLueBBx5g3rx57Ny5E9JSCYiOocTXj4/XrmNYyxaMTGjV4EMePUO60PGeLWTt+oTMnf+lJGMNW7/tSONuLxDR/tHaaFfR6aAkawuyym0Un3AjILInguz8keXmqhyK05ZRnLKEitztIJ5W8N39mxIYeweBsXfiEdSq9vjY7beHbZAoimz4+TDfPbMWU7UVtZuSae/3Y/D0NgiCcM515nSKHE63sn6vicQDZvQmESUVeHEEf/kxZI6ymoIugb9du3Z07NiR8PDw2u/uVJ0ppbmgAc8Wnng088CUacJebUfhqUAbpUWo6Sgot1Se93o/UCjw7Fo5WZUCAiL3tbYREbyJGYfWYnHaUApyJjbpw6TGfVHJlRgOJFH8wOs4svMRNGp0/7oTt6R1CDYrYmAI9kdehZBGcIu98x3/+WcOfPEFAIN/+gn3Ro2uy3vrtXqeSVw7pGN263G5x8yvRQvEpFWogwMxZhgpd4YChwk1FbNbrackqiW6E/sQ0g/fsPPg3nvv5c8//2TFihVMmTKFxMREVLfRiD7pOrv1kI7Zrcff7Zhd6n7eMHuEvLw8wsLC2LZtG127no5+eP7559m0aZPrR+NZFBcXM336dJYsWYIgCERHRzNgwAB++OEHTCbTOeUBZsyYwRtvvHHO/F9//RW32zhi4UByNbmZh1Bw2ivVjgdhUQm0ib81k6hca0RRpNhuJ9NiJd9qq3WhlQEhKiWRKhVBSkXdIchOgXzRxgkqyZOVUSwvwS5Y69QrONzAEonNFI3RFE+1RYfjrP4SrfshAnQ/ucqfoSedujpLCqfRRvCil1caJlU2x4VC0oQSHEJNAREi8Ka5qCNODER9Rv1OJ1SbVZQb1FQYXX/lRjV60YrgXYSbbzGCzFWP0yHHUKpDXxSKzeSJWmHHx82Cj7vF9b/ms6+bBbXy1hc3blZEETJLvNiVEURA9xOERhwh77c87BV2ZDIZzZs3Jyws7KL1FNps7NYbsYkiWplAFw93fM4TFX4tEBFJpYQdsmyKBNe9SCHKaC2G0EGMwJOL+K6JIu5JJ/FfswfPwxmUeASyr3F7djXvzr7G7amU172XucssxGlKiNcWE6cpJkBprLP8oCGE74s71kydKdy6zv8HAnfTRFPKjupItuojKbO715aI0xTT3fMECW4FyIVzH5vqvBJ8th/DZ8cxlOWn77sWnS8VXVtQ0bUZNn/vc9arxsIe4SQHhXzsguuu4ye60VmMoKkYhJyLi6Sl0aVUh1Uj2AVC94WiNNcdTmQss7HklXQq862ourfA0KYtdqccpdxBz/hcWoaX1t53RFEkLS2NjIwMADQ6HWURkSAIBCoUdPRwQ32NhpcLljwU+T8iN7qGszvVEdhCHkCwV6AsmI1gL6stKyr8sAXfg9Or4xnrFyCr3o28ajcyc3qdup2axjg8O+L06oiovjSv5FsRU4WdLV/mkLXT1UEdFO9Gn6cj8A6pe62JIhRXa0nO9yUl3xe9RYUME14k4SscRi3m1ZaVy+UEBQUREhKCv79/vcK9QxQptdsoiizHI6b+97Ezke3xp5Gx7vXrEAVWV8axqiIOJzJ85UaGBq0lSbubEsHVWRUhejPQGYcfrvc3753HCZu1CpnVjjXAC/WoGJoUJQNQGBjB3nYDsaluvSSc5owMcl58EdFqxW/8ePwnTrzRTZKQkLiB2AoLyc5bir5nBwp+L8BD5aC/7hcqlB58EvUsjxepmbRvOTaDkzX9JmELOr9d07WkrKyMp556iurqasaOHcvkyZNvSDskJCQkbgWMRiOTJk26qD3CDRNtrVYrbm5uLFy4kLvuuqt2/r333ktFRQWLFi0677pms5nS0lJCQ0N58cUXWbp0KUePHq23bH2RthEREZSUlNyWnrYABw8e5IcffsAlRJwtTAjcf//9tG7d+sY07iakWK9nc+oJNqfnUGwQsYkqbKIaTzdfQnxC8HH3w2BXUGGGCjOUWyuoJhWHPA2FJhWFoqpOfU6nGrMpBospBrMpFps1GOoRXpQyER8NqOSQWy2gdT+Eb8CfKBSnk+HYbT6Ul96FyZBQO89bLdIuWKSVzohcc4hUwz4OVWTULlfJFHQPas7A0HZ08I9DcYFoNJtdJCPfyObUDI4UZWC0G2qXWfSe6IvDMJYFITrPrcPbQ0ZYoJywQEXNn+tzaKAcrfr2GWJ8KdhsNtasWcPAgQOvyn9HFEV2HrXwy0o92VWVdBi/E1n+CYqWF4EDAgICuP/++y8q2IqiyLrkZObv3Y8oikQHBPBo7554aa9P8h2H6GRj/kHmZKwny+Dy2NbIVdwV0ZUxUT3xU1+440g0WzH8uY78n5azx+LL3sYd2Ne4PdkBUXXKqeUiHUNFuoeLdAt30iwALub6sipd4K1EOQWG0wVDPERe7e5gcPTpx6HDCVtOCvxyRMbGLKE2OjfITWRccyfjmzsJqcfqVXQ4sGw7iH7BKkzLtiCaTicqVHdrg/vYQbgN74XMo26nYaXVwO9ZifyZvQ2D3bVOsNaX8VG9GRrWAdUF/FUdooNFpkUUOAvwk/lxt/ZulELd8kVZlbzcdw6lOdWEdY5COao/x7JcQ9fbN1XzzERvAn1OX+dbt25lwYIFiKJIaOPGZAcEYQV8tFoe7tmDmKBrY6kiiiIFR38jbdOr2ExlFyjpOh4xfd7CbqmmOHUJhpJjdZZ7h3chKPZOAmKGo/VudE3aezOxc3EKXzyykqpiIwqljAn/15O7nu2MXH76fpxfYmfDXhMb9prJLrQjYMeddPxlR9GK6VBj3yMIAnFxcXTs2JGEhATU6rrCp9FqJb24mNSiYlKKisjRlxCaoMcnxHVOiWL93vSiCDaTwBDnKJoGn7Z1yayEZ9fKOVjoauuwGD2hwUtZne+yO/BWuvNI/HAGhrZDEAREu4OKt7+h+usFAGh7t0XX2Q158gEAHANH47zrHrjA8+9mxVxWxtyuXak6cYKooUMZ8eefCNfRh7ehnmcS1w/pmN16XO4xE0WRLx8agPm54WR9noUgyLgzbBaCIPLfpvcwxm8M02d/gCCIVLS6G/dHp137nTgPCxcuZNKkSfj5+ZGcnIy397kd1rci0nV26yEds1uPv9sxq6qqIiAg4OYVbcGViKxTp07873//A1yJyBo1asTjjz9ebyKys7HZbDRr1oxx48bxzjvvXNI2b/dEZE6nk1dfeJ4KveG8v5h83N34v7ffQaVS3XZD3+1OqDRDeY3AWiu0njVdZnKSV2WjxOjEZFfg4Pw3BZlMj0abhlqbgsYtFaWybkYj0anAaWuM0hGLlyyWQFU4vho5Phrw0YBvzf+zp92UrkPkcEL3H6FAD6JoJ9ixBY2zBLMsgAJ5TxAUeKigZSAcLASTvW77lDJoHlxOgM9eysW9lFgLa5f5qDwYENqWweEdiPcOv+DxFkWRpIICNiSnsDcrG4fTFfWnkikJ1kagsoRTUuxGTpGNsqoLm4X6e8sJD1IQFqQgPFBZ+zksUIlKeXudc3D1pumiKLLjiJlZyypJybYSGF1Eu1E7KFtzkuqD1QC0adOGqVOnor2I8Gp3OJi9fSebU10JvnrERHNvt64o5ddevLA7HazO3cvPaevIMRQD4KHQcHfjnoxt3AtvlfsF1zfklbJ1zg42H6lmr64lSaHNcJ4husgESAiC7o2gRwS0CwHNFQQOO5ywLdvOmq0HGNi9Dd0aKZBfQBPJqXJ5a847AiWm020Z0BimJEDPRvWLxU69Ef3STejnr8SUuL82dF5w0+A+vBee44ag7dkO4YxjY7CZ+StrK/MyNlFudUXs+qk9Gd+kN3dFdsNNoTl3Q4DeqWdu1VyMopE4ZRxD3Iecc73nJJfwQs9ZVBYbadotnPav3sWslXqsNhF3rcDjY30Z1Nm9dr1THYA2m43QiAiqG0dTaDIhFwTGdWzPoObNr9kzxGosIWndy+Qf+fWS1xFkCvwie6OLH0FQ3B2o3S+e0O52wFBp5tunV7P2p4MARLUK4p8/j6RJa5coWl7tYONeI+t2Gzh2wgqIaMnBRziKjywJ0XG6YyE8PJxOnTrRoUMHfHx8audXmkykFBaSXFBISmERJ8vKalNoeodaiWhtQqkWwSlQmafCK8zVWV7fyJHiQ7681WsKMpkMUYTfjsKbm8FoAy+VyKQO+9hevqj2/B8e0YlHmt1Ze/9wlJRTMH0G5sR9APg9MhIfx3GEwlxQqmDaM9C5bwN/y9cHp8PBH3fcQebKlXg3acLUPXvQ+F7fiLm/WxKQ2wHpmN16XMkxm33vnZR+2I/UN1LBCT29V+PnVcBvkUOwq+/mhy1rUOrzqLKF4DXrx2u8Bxfmgw8+YMKECURERNzQdjQk0nV26yEds1uPv9sxu1Rt8oaKtvPmzePee+/l66+/plOnTsycOZP58+eTlJSETqfjnnvuISwsjHfffReAnTt3kpubS5s2bcjNzWXGjBmcOHGCffv21flxcSFud9E2JSmJmZ9+esnlFQoFSqXykv9fTpkLrXNmmfp+9DucUG2FchNUWE7/rzDVL8KWm11ibZW1np28RAREvNXg42bB3S0dmSoVqywVE/l1ysmQEekeQYJfLJ2DYukYGIVGcXU3lRVpMOO3/TQvWoDWXlE736Tw4VjQWGZMaMvQGLA54Fgx7MmHPXmwOw+K64wAF1GqcggN2INCux/bGfYYkR5BDArrwKCwdgS7+V2wPVUmE1tS09iYkkJx9ek6YoIC6RsfT4vgCIrLIafQRk6xndwiOzlFNnKK7FQZzi/oCoIrEV5EkNIVnRukcH0OUhASoEAhvzUF3St9wIiiyPbDJmYvryIl2wqCSIv+yUQ0P0Deb3lYi6zIZDJGjRpFv379LiqQVZlMfLZhIymFRQiCwPgO7Rnc4toJa6ewOuysyNnFL2nrya+JjvRSujGuSW9GR/XAU1m/0OwUIakENu4qZvPBKvYrQzGr6pZt7OWkR5SMHhHQNRy869csL5srOWZWB6xKhzmHYEfu6fmR3jC5FYxrDr7n0dRtOYXoF6yiev4qbGnZtfPlwQF4jh2E5/ghqOIb1863OKwszd7Jr+kbKDJXAOCp1DImqidjGvfEqx4BPNeeyx/Vf+DESU9tT9pp2p1TJuNgAS/1+RlDhZm2A5sw7bvRfPRbJcczXTfPrq20PDvJDz9vl5Ccnp7OV199hcFgIDAwEL+OndhfXAJA+8hGPNCjO27XyLOuLGszu38ddtFyPmFdiGj7AIExQ1Bqb8yQ0BvFoQ2ZfDxtMcXZLk/0u5/vxuQ3emMTZSQeNLF+t4E9SWacTlBRijdHCVAeQ7RV1Nbh4+NDp06d6NSpE6GhoYiiSIleT0phUY1IW0hBVdU52w72dSeitQm7j+uaD5AFMMh9EFk5Rn5OWk14ggmV9vQrptUokHNYy9Smg+gQFUmJEV5cB2tqBop0jCgmKOh3DlekABDpoeO5VmNp7d+ktg7zgSQKp72CPbcIwV1LyKvj0R5cBiYj+AXCo69DVOw1+KavD4mvv86Ot95CodUyaft2gm7AqKi/2w+m2wHpmN16XMkxW/30Exx7rQmZn2VhLbQSr0qhqW4Hm4PakegxnqVWDZ6bFmAqF9H8uuSchKgSV4d0nd16SMfs1uPvdswuVZu8YYnIAMaPH09xcTGvv/46BQUFtGnThpUrV9YmJ8vOzq7jnWY2m3n11VfJyMjAw8ODYcOG8fPPP1+yYPt3oDK5fpuI82G327Hb7RcveC2RKRBlSpyCEoegwCEosKHEIShxCoqaPyUOmbL2s1NQuJbXzFMKCnwFJd41y9QqJVq1Aje1Eq1Kht1po9pqwGI3IZc5kMsceLsr6BAZTLeYECyKEpIqU9lfmkpS5UmqxbrCY7RnCO0CYmkfEEsbv2jclQ2kHNUQXL2f9nnfcnYPisZeQfu8bwmung60RSmH1sGuvwfauiKXTladFnD35AuklEaQlRcBjEDjloy7x17cPA6TpS/i2+TlfJu8nATfaIZEtKdvSGs86hHUvLRahie0YmirlhzLy2NDcgr7s0+SVlRMWlEx7ioV3WOi6RMfT98OdYc9VRud5BTZ6gi5pz4bzCJFZQ6KyhzsPSvfoEwGwf4KwoMUhAcqCAtyReiGBykJ8pMjv9i491sIURTZdtjE7GWVpJ50GZB7+lgZ8MB+KnKSyPqqANEq4uXtxYMPPEhMTMxF68wuK+OTdesp1RvQKpU80qcXCeHh13Q/LA4rS7J3MvcMYdFX5cGE6D7njQrNqYLEbEjMdrI1w06ZQwUEgrtruL2vpYpufkZ6dw6kR6ScMK+bx2pDJYc741x/KaXwy2H4/ThkVcI7ifDf7TA81hV92y64bpShMlyH7zP34PP0VCz7j1M9bxX6P9fiKCih4n+/UvG/X1G3jsdj3BA8R/dHHeDL3Y17MiKyK6tz9/FL2jpOGor5MXU1v2VsZGRkN8Y36UOA5vQDPkwRRi9tLzaaNpJoSiRIHkS4su450KR1MDOWT+S1gXPYvyYD9VNL+Pi3u1m4Uc9PSyvZftjE/f/O56nxvvTt4E50dDTPPvssn332GcXFxZi3bGb4sOGszMxib1Y2OWXlPN6vDxF+F+4IuhIs+oJLKteo/UOEtBjX4Nu/mbGYbMx+eQOLZrr8/4Ob+PLEDyMw+Abw3pwKth0yYbGJyDHgzTGCVMcRrC6fWtEGGo2Gtm3b0qlTJ6JjYiisqiKpsJDFqWkkFxRSbqzrBy0A4b6+xOmCiA8Oxj3Qyg77FvSiHgGBDpoOdNZ0Ri7ICYwCGMQvW3Zic6tCqRaxWQRUJi+mdupMh6hI1p2A59e4ItdVcjuDW63nuGEthRV2VDIF98YOYmJ0H5Sy06+pVb8uo+T5jxAtVpTR4YQ+0hNF4kLXgzC2JTzyKnj5XJfv/1qQvnQpO956C4BB33xzQwRbCQmJm5fgFgkcy8hEE6LBWmillAhgB6HGYuz+xWS1vJuWmxag8QbTph24Dep1o5sMwIoVK9BoNPTte2uOgJCQkJC40dzQSNsbwW0fabtoHjNXbbpouUfiQoia+CA2pRq73Y7NZsNms9WKuKemT82z2ewYLDb0Jht6sx2jxYbRYsdksWG22rFabVhtrvUcdhsOhx2n3Y7otCFz2pCJduTi6f83G04ZiLKa/3KQKxRoVWrc1W54az3QqjQNHn18ap5MJuONN96goqLivO3z9fXlrbfeuqTM7RVm2JsPe/NcEbkHCsDqNOPmcQh3zz2oNekINYmUZCho6tWCuxt3oF9Y0wv631YYjWxOTWNTSgql+tPet/HBOvrGx9E+MvKCQ/BFUaRC76wj5uYU2citidQ1W89/K1IqIMRfQbjOFaHrsltQEhGkwN9bjuwGC7qX2isoiiLbDpmYtbyStBqxVqMWGHGHGVnCRjJXnKBiRwUA8fHx3HfffZd0n9qblcU3mxOx2O3oPD15akB/Qn2unYeY0W5hUdY2fsvYSJnFZd8QoPZiUnQ/7ozsgkZ+OrqjwgzbTsLWky6xNrOybl0aq4mEkwfp6l5Jv6HRtO4ZU6+zS0PTUD25RhssSoY5h+FI0en5zQNc4u1d8eB+nmAX0WLFsHYH1fNWYFyzHew1yf0UctwGdMVz3GDcB3VDUKtwiE425x/i57R1pFa5wnxVMgVDIzoxKbovoW7+rjpFkdXG1SRZk9AKWiZ6TcRTdq6H8IF1J3hj+FxsFgd9p7TimVkjycy38d7s0tpzs3c7N56e4Iu3h5yKigq++OILcnJyUKvV3DFuHMtO5lJmMKCUy7mnaxd6xl68c+FyuNRI246TluMXeXP8OL0epO7J479T/yInqRQR6PhwD9y7tmTrEQtVBicCNjxIRac6isJ2Amo6IU8lMezQsSPeYeFklJWRUuiyOzCc4f0PIBcEogICakRaHbFBQbir1dhEG4mmRA5ZDgHgI/NhkPsgQhQh57TTZney4FApWw+n071VNGMT/LGJMt7e4rpeAGJ0afgGLKTQ7Lp4OgbG82zLuwlzD6itR7TaKHn1U6p+/AsA98FdCOriiezANleBPnfAhIfhKke83EjK09KY06EDlspK2j7+OP1rbMNuBH+3KJfbAemY3XpcyTHL37WL35K/psInnOIVxSiU7gwP/hKjXM1Hze7hXt0opn07E4VopMq3HV4fXJp14LVk3rx5TJgwgbCwMA4fPozvdbZ7aUik6+zWQzpmtx5/t2N2S9gj3Ahud9HWdnQ/j3w1D6Wjivp0DxGwyb143ZaLXu1DRUxHyuM6UqmLpdymqGM1cLYFge3CNqYXRKs47efqrRbxVTvwVtrwVtrxUNjwVNhwl9txl9vQyuxoZTbUMjuio34x+dTns+cZTCaKq6oo1+ux2+0IThFEJ3JEBEScTgdOuwPZVezLjWL06NEkJCTg6+t7WTcxq8MlJu3OqxFzC8qxKPfh7rkXleqMSDanOyHKtvTSteeOxo2I9BHqFc+cTieHc/PYmJzCgZwcTt1CPNVqusfG0CcujmDvy7u2RFGkpNJRI+jaT0fqFtvJK7Zhu0AwuFop1FothAed9s8ND1Li6ym7Lr7NF3vAiKLI1oMmZq84LdZq1QIje3uQ0DeTbWUbyPktB/NJl7fk4MGDufPOOy8q0ouiyJKDh/hj/wEAWoSG8Gif3rirr022dL3NxB+ZW5mfsYlKm0u4D9b6MjmmP8PCO6GSKzDbXeeZK5oWDhdRJ4Jc5nTQNPcY7TP30qH4GF0GxBDwwF0oQoOuSZvPR0O/FIiiy3N6ziFYnAKWGv3VQwWjmsLUVhAfcP71HaUV6P9cR/W8lVgOnA5Dl/l44jGqP57jhqBu3xyAHUXHmZ22liPlmQDIBRkDQtsxOaYfjT2DsYk2FlQvoNhRjE6uY4znGBTCuQNrdi5J4e1R83E6RIY90p5HPh+KwwlzVlTyy8oqHE7w9ZTxzEQ/erRxw2Qy8c0335CcnIxMJmPshAnsMZo5nOsSkXvFxTKlcydUioYZxCM6HWz6ojmW6jw4ZxwCgIDGM4xejx5FuAUTTl0udpuD+e8k8ttbW7B7+6BoG488IY5KswA4cSObQOVR3J3JOB2nvYIiIyOJatYMWWAQmVVVpBUVYzlrhI1KLic6KJB4nY44nY7owADUZ10XefY8VhtWU+l09by0Vremu7b7OUnvwGX588YmyD/troO/FhQCFBpdXvGd4paQZ9sNuHybn2h+F/1D29S5Z9sLSii8/zXMu4+AIOD/9Di8rccQcjJAroBJj0Lviwv7NzNWg4Ffu3al5PBhQrt1Y/yGDcivkeXIpfB3+8F0OyAds1uPK7JoMhj47J1xmO/qTs6POdjw4q7QL1HIHXweNwEvRW9+OJaGKn0nhio17vPPn9T7emEwGGjbti2pqalMmTKFn3/++UY36YqRrrNbD+mY3Xr83Y6ZJNqeh9tdtN2e7eDp2Ydol/fteUXbfaHTKfBse0X1q+QXTq519rSvxuVBeSXJgi4Vi93OnswstqSmkVRQgIiIXWbF4WZG4+2k2FlClb3uUE9PhYa2vtG09mlCS+9IdErvOkLwhQTi8/2/nLKn/l8pnp6e+Pr64ufnV/t35rSHh8d5xUpRhBMVsDtXZHNeLkeq9mJT7EOuqK4tY7MGgqUDzTzb0z3Ujw6h0CIQlGfpImUGA5tTUtmckkrZGcNpm4eE0Cc+jnaNIlBcZQIsh1OkuNxRK+SeLLKTWxOhm19ix3EBAd5NI9RE5ipro3PDgxSEBSrw9mgYkcfhFNmfZGD95n3069WOtk3da60cnE6RrYdM/Ly8krSc02LtqD6e3NVPzW5hI/uP7Sd/fj4OowM3NzfuvfdeWrVqddHtWux2vk/cyq4TmQAMbNaMCZ06IL8GWcarrAYWnNjCwswt6G2uTFxhbv5MjRnAwLAOJJfK2ZoNiSdhV+5pwfIUUaYi2h7ZQruM3bTOPoBvhD/eD4/Fc+xgZO4XTqx2LXDarGTN+YljWzbRvGdvIqdMQ6ZsOJGkwgwLj7nsEzIqTs/vGApTWsHQGFBf4J5oTT5B9fxVVC9YjSO/uHa+MjoCz3FD8Bg7CEW4jgNl6fycto7dxckACAj0Cm7J1JgBBHt6Mbd6LhbRQktVS/q79693W5vmHuHDyX8iinD3812Z9l5/BEEgJdvKe7NKycx3nbcDOrnxxDg/tConP//8M7t3u8S2kSNHYgrSsejAQUSgkZ8fj/ftTVADPV8Lkxdx4I8pNVNnvq64rrE2o+egix/ZINu6mTmZVMJ7D6wkzeSOPbYJor8rWklNEf7yo/jKjuGwnb6He/r44BcVhcnbh5NmS21iyVO4qVTE6oJqRdoof7/z3qvtop0dph3ss+xDRMRD8GCg+0AaKRvVW35FGjyyDEScqDUZyBVVOOxeWMxNAIFAv934ByzB6DAgIDAysisPNR1+jve1eddhCu5/DUdhKTIvD4LfmIp2z1+grwIvX5cdQmyLK/9SbwJEUWT5lCkc//VX3HQ67tm3D4/Q0Bvapr/bD6bbAemY3Xpc6TH76rHhGF7qR/o76YhAZ7dEQvwz+DOiH8c1vVnbuAfKL/8Ph1VE/PePKBrd2PsJwI4dO+jevTtOp5MFCxYwZsyYG92kK0K6zm49pGN26/F3O2aSaHsebnfRdlEyfHosjT4Bv1G8rAh71eloGoW3gsBhQWwsmUDGyRj8VA58HFX4GIrwtZThY692Tauc+DYKxSc+Fp9wXR0RVqvgugxdvhiiKHKipITNKWnsPHGCaocRk1KPSVmNXWvChLlOeY1cRYJfY9oHxNI+II4Yr1Dkwo31yhRFEbvdTlJSEl9++eVFy/v5+WEwGLCcNYy1PpRK5QVFXR8fnzo3wmKDg4XpKWzI30u+9TAIpwVls6kxhuoOOC2taR3kRocQ6BAK7ULAuyag0+F0cignhw3JKRzOya2VVrw0GnrGxtA7Po4gz3OHaF8tdodIQam9xjf3lOWCndxiG4VlDi50d/Nyl50ToRtekyDNXXtp58bm/UY+X1BOccVplTLQR86jY3yQyQRmL68k/QyxdnQfT8b098ShrWRp1VJS16ZSurEURGjUqBHTp0/H39//otstMxj4dN0GMktLkctkTO3SmT7xcZfU5suh3FLNvIxN/JG5FZPDdd5FeugYHjYAh6kN23LkbDvpiso/kyA3kc5iHq23raTV5qUEVrsSV2n7dMTnH+PR9u2IcA3E5Ush5YO3Wf/mO+j1pzsZPDzc6Pf6y8Q990qDbksUXbYQcw7D6nRw1JyP/lpX0rJJraDRBVwsRIcDU+J+quevxLB0E6Lx9Bet6dEOz3GD8bizDyn2UuakrWVTweHa5R0D4xkc1Yrjyl0IgkB/t/60VLesdzsrv93HZw8tA+Cet/sy7uUeAFhtIrOWVTJvTRVOEfy95fxrih8dm6n566+/WLt2LQC9e/emeffufLM5kWqLhf9n77zjo6jTP/6e7ZvspveEFJIAoUPoLRTpiIogds+upz89Pa94epazneU89dTTs3cUFAtI7733kgrpvWyym+0zvz8mJEQCBCWEhHnnNa/szn5n5tmd/pnn+3mMOi13jhrFwLiWRb1zpTT9B46s+DPOuqbqbwZzDD0mvtjpBdvqWg9vvnqE9QeceMPlbHQNtQSqjhCmO4zXUdrYVqPToQkPx+JrxmsyNTtZBxiNdIuQBdru4eFEBwagasXJvNxTzrL6ZVR6KwFI0aWQ5pOGXmg5m98rwsiPoEbaT2DIQjSaJj8Ur8eM1+uDTi/HnGiO5E9959ArML7ZPCRJovbj76l47A1we9D2iCfq/gloVn0DoigXGvv9E3LhsQ7O7jfeYPWDDyKo1VyzejVdxrS/zceldsPUGVDWWcfj166zBX/4HYVPDiDrn9l46zzEa4rpF7mCbcG9WR4xho+HPkTXR29HpRKx9b8K3/vvbsNv0Xoef/xxnnvuOYKDgzlw4ACRkada6lzsKPtZx0NZZx2PS22dKaLtaejsou3mApHVfITJxwqShP24HU+dB41ZgzHeCIKA3WmknzSJPqFqBAQECVT5xxAO7UY4tAeV3YYgSggiqMKiEPoOQ+g3DCEwBBUqeZqGPxVy9/Nm7xHarEt6rd3O5uwcVmceIae+CLuuDrvWilvTXMjUCGp6BcaRGpLMwOBkegbGNitocjEhiiJ/ffyvWGusp21jDjDzwrMvIAgC9fX1VFVVUV1dTVVVVeNw4n1tbS2t2a39/PxOEXQDAwPx9Texz1nMkpKDZFizOJHdJklq7LZe2OoGYa/vgYCG7sGygHtiiDFDpc3KuobsW4tdzsoUgF7RUYzr3o1+XbqguQCCncstUVTRJOYWlnsoKHVTUO6hosZ7xmkD/VTEhGplQTe0yUs3OkyDQSfHvn5PPU+9V3HWOHwMcmbt7PFm/E1q0l3pLCtbRt43edRnycLh6NGjmT17dqtOTlll5fxn9RosdjtmvZ77x4+le0REK36R1lPhqOWr7DX8kLsZpyiLzmH6KAKliRwt7EN+bfP1Z9LBsGgYEVxPv20rCP7wI8RSWeQRDDrM10zB/87Z6HoknNc4z5WMl5/jxz8/ftrPZ7707HkXbk9QYoV5B+GrQ/JrkPeLtDi4qS+Miwf1GXYL0VqPddE6rN8sxb5xDyeeSAg+Bnynj8F8zRRK+0fzxbG1rCzajbfBZS7NUwABAABJREFUxzTeP4ToaBXRAb7M8ZtDhKblbWXhq1v54I8rALj7jclc/n9DGj87fMzJPz+ppKBMfgg4baQv984KZNuWtXz77bdIksSAAQOYOWcO723cTFa5nB08tXcvZqcOPC/Z35LopfzYerZtWsrQkVMITRjTaS0R7E6Rzfvt/Lzewt4sF5KgQoUTs5ROpPEwOI43NRYEPAEBeIND8PoHyBUdgTCzme4R4bInbXg4oWbzOZ2XRUlkp2Mn2xzbEBExCkYm+EwgUZd4xunW5cLdK/YTEv7xifAakST5vShquDxmKo/0H3OKj7rocFLx51ep++pnAHxnphE+zB9h2yq5wbDxcPODoGsbC5gLScHGjXwzbhyix8O4f/+b1D/8ob1DAi69G6bOgLLOOh6/dp1tfuE5tt9upPDLYmwZNvx0OsaFv0+eMYpPk2ZwQ8QMbv3ya/S1uVjFcEwfftKG36L1uFwuhg4dyt69e5k+fTo//fTTBbEvO58o+1nHQ1lnHY9LbZ0pou1p6Oyiba6rgO9t37Z3GADNBN4zibtnawcCtXYHORVVFNTUUlVvp7aFbNMIk5mEoGASAoKJDQhCr9bK8xBUZ11ua2M5X+1OHi8h8d6W9zj25bHT/pZdr+/KwyMfRtWK7GC3243FYmlR0D0xtMaaQafT4Rfgj8dHRbmqnkqNHbdBwG0UcOl9qHYPwGobjMsZx4muyuG+chfwQVHQP0LEVZ/PhswMDhYVNc43wGhkdLdkxnZLJthkOmscbYHdKVJUflKG7kmvq+vObHgcGqAmKlRNeq77jMXTBOC6KWaumeCHn68ar+Rlg30DWzO3UjSvCI/Fg1an5frrrmfo0KGtintTVjYfbd6MxysSExjIgxPGE2o+f79hqb2aL7JWsyh/G25RFuhU3i6Ulk3EXt+LE+tZo4KBETAqFkZ2gZSaY9je+wbrguVIDtlLUx0ejP/ts/C7eSbq4IDzFuOvRXS7+F9QYLMM219iNvtwZ2X1ebVK+CUeEVbmyNm3G/Kaxkeb4breMLcXhPmeeR7uglKs85dR9/VS3Nn5jePVkaGYZ0+ibtYwFkhZ/Jy/DbcoP6AI8NXSv0s4f064C7O65W3miyfX8tU/NgDw0MczmXBLU/V6h0vkwx8tfLumDkmCsCA1f74pGMl6iE8++QSPx0NSUhJ33HUXiw4dZvnhIwB0Dw/n3rFjCPDx+TU/V/Pv3Ykv5DxeiZ1HHKzaYWPTPnvDscWLL8cI9O7EpMkHqelhk9dkxhMcgjcoCEGjISYwsKFoWATJ4WEE/obfu9pbzXLbckq8sud5ojaR8T7j8VG1PM/8WlhzDFYfhw25ImGxz6BWW1rslSNJ4PX68eceT3BVj+bnM09hKSW/e1z2dFapCP7rTfjbDyLkHAVBBXNuh4mzLo7uPr8Ra3Exnw0ciK2khB7XXsv0L7+8aASMzryfdVaUddbx+LXrLHvRIn4K2khFvoaqdVV4NVHMivwnbkHLy71uIVroy8f1enTLP8NlldB+thhBe3EkrRw8eJDU1FRcLherVq1i/Pjx7R3SOaHsZx0PZZ11PC61ddZabfLiOIornDcc2FrVziyY0Qk6RESkhj8REUk6+bWI5HUjeT3ye0FAUgmIggCqs99ciPxC/GpJ3zqN5iWKEpV1TsotDsosDirrnKd0dTcbtYT5GwgLMBDqp0enVQMSLirI8lbAmZMpLyp0vXREXR9F2aJTLS3Cpoeh7aXl69qv8Vf7oxf0TYNK3/y9oEev1hMQHEBISMtVjyRJwmaztSjqnpyt63K5qCiTM+a0QPP8PBcSa/Do1+D10eHWhVLpTcBaHcX20iDWHQjCrg1Cp49lQGQcKV2dqNy5FJQeoMZu5ad9+1m0/wB9o6MZ270b/WKiz1p063xi1KtIjNGRGHOqOGe1i82zc0+8LvNQVy9SXuNtZodwOiRgUA8jfr5qasVafq77maMbj1K2pAxECA8P58477ySqFf6Foigyf9dulhw8BMCA2C7cPWY0hvN0Msu3VvKfgyvZVrETsWHHcdrjsVRPxGHvAQj0CIaRsTCqCwyJBl+NSP2qbVgenE/J2h2N89L3647/PddgmjkOQdeGJ1u3C2x1UGeRPS6ttWBteH1inK0W6uTPCo5mnlGwBairq6fgq0+JvfmONgtbo4IpSfJwrBq+OAjzD0NhHbyyBV7bBlMS4ca+cvZySzqONiacwIduJuAPN+HcfZi6r5dhXbgSb3E5Nf/5Av7zBdf2686s68azuL+GH8t2U2NzsfZoAftyX+Du5JlMjhl0Spbj9U+lUV/r4ofXtvH6bT9hMOkYeXUKAAadit/PDmRkPyMvfVpJcaWXR14v44q0BO68+/d8/OF7ZGVl8fq//819991HcngYH2zcTHppKU/8+BP3pqWREnl+M8I7OpIkcSjHxaodNtbursdiFQEvZkMOIbq9+LjzUElukE9tiAYDnuAQpJAQ4qNjGkTacJLDws5L8UFJktjn3Mcm+yY8eNAJOsYax9JD16OZoOj2ws5iWH0M1hyHzCq5sJjOkIdfyJ5mlgi/RBBAo6nFJuUASY3j7Zv2UHLHE4gVNagC/Yh8/nYMW7+FmkrwMcHdf4NeA3/zd7wY8Lpc/DRnDraSEkJ692bS++9fNIKtgoLCxU1ov35IKxagT5R7Pbg8Eg6nEYPeTqijikJNMdqp9yMt+wydScCxah2GKS172l9oevfuzeuvv05ISEiHE2wVFBQU2hNFtO1k+ApnSdFqYJLvJGK0Ma2fcVU5bFsLW1dB4XEkkAVcH1+k1JFIQ8YgJfVEFDi9CHxivNT0+sRnXtHLsdoy9lUcZ0dJFnnWcry/EH19NQZ6BEXRPyyO5MBw/A0+TXORpDML0BdxOy9eJCTMvcyYUkynWFoIDQJ5mVhGmVjW6lWmRt0o5BoEAzpB1yj0GtQG9GF69OF6ughdSBKSmgm/Ko8KS42lRQuGyqpKKquqED1etE7QOl0YKMRM4SkxeAQ99swg9mmDsGsCcWgD8fWLRKsXcQm1bMutYF9BAUG+vqR1S2ZMchKBvq3bhtsKk1FF9zg93eNOFUEsVi8FZR5WbLPy44azPyCptHjJdeeyuGoxud/lUndALhQ0cOBAbrzxRgwGw1nnYXe5eGfdBvYVFABwed8+XDVwQKv8KE/HiWJ0i7JLWV6yihppN4Ig728OexKWqokEaZK4PEFgVBcY0aUp+1O02an7Yin5/1uAO6shVVSlwnfaaPzvvgbD0D7nLkB4PLIAa/2FAFv3CzHWagFrnfzacWYB9pfY6lrX3pZ7/Nxi/w0kBMLjo+GR4bA4Ez7bD3tKYFGmPCQFyYXLZqU0+UefjCAIGFJ7YUjtRcgz92NbsYW6b5ZSv2ILzn3psC+daRo1k6cNY/GcRBZxjGq7nX/u/5qPMpdzXdexzIgdil6ta5zfHa9OxF7nZPkHe3n5uu8w/DiX1ClN4lq/ZAPvPxbJuwtr+HGDlR/WWdlx2I87Zt/Hsh/fo7i4mFdeeYX77ruPpy6fzptr1lFQXc1Ly5Zz9cABTOvT+zdtu52BY0UuVu+oZ9VOG6VVLnSmWnyMhcQZ0tHX5aNyNHkXSxoNUkgoUd2S6d2tOz0iIkgMDUF/nrMPasVaVthWUOCRjzNdNF2Y6DsRs0r2Ii+zwdrjski7Ic+DUyhEZ8hFr88jKjYXjbbynJYXZq4FZKHY8u43VD71X/B60fVOJvKhqWh+/gg8boiKg/ufhLD2L6Zzvlj7yCMUbtqEzs+PK777Dl07n/MUFBQ6DuaYGNTHa9CPki8K9FRQWptEXOgBouvLKA0OIcftoIvKD51Ui3fVMrhIRFuAe+65p71DUFBQUOhwKKJtJyNSCMdQ5sARom85G1aUMJY7iTSHn9uMg0Jh6hx5yM9B2LYGYdsaVNUVsG6ZPASGwNBx8tCl6xlnJ0kSebYydlVksbM8k90Vmdi8zasZqUUNEZpQRkSkcEXSYGLNYZ0yG6XAXcC3VtnSQlAJ+HRtuQvqIP0gfFW+OCXnWQcAL17qpXrqpXMTt06g1WrRh+vRR8hCr7/gT5gQhl7Qo0OHZJOoq6znSG4umQX5VFZWobFLaO0SOoeExgUayYnZVYzZVdw045NsYCUEnBp/ynW+zN+bw0L9CuIi/RnULZn+iYmEhIRgNBpPDa6d8Dep8TepcXuks4u2gkRd5B6+zt5M0ZdFuCpcqFQqrr76asaOHduqbbm0tpbXV66myGJBq1Zz+6iRDOv663xhy21yUayN+bCpqAinbiU+pn0IgoQggNvegyTjRCZ2S2BULHQNaJ7l6SksxfLBQmo/+xGxRhafVWZfzDfOwP+Oq9HGNhSVEL2ysHpCcLXVtpwNe3JGrL11PQROQaUCXz8w+4HJH0x+DcPJr+X3vkt/hrUPn3WWvjFdfl0svwGDBq5OkYdD5fD5fvg+HbKq4Kl18OImmNkdbuoDfU5z6Bb0Okwz0jDNSMNbUY114SrqvlmGc+9R1D9uYuaP0G9OEgvuTSCjqJZSezWvHVrIJ5krmNs1jSvjRuKrNSAIAve9Ox17nYsN3xzm+VnzeXrp9fQeE9e4LKNBxR+uC2L0AB9e/qySonIPz3yuYeaIuzBkf0ZpSQmvvvoqd999N3+fMY1PN29lU3Y2C3btJqusjDtHjzovmaEdibIqD6t31rNyVw1FtZXozTUYgiqI9z2OpqoCdXldY1tJUOETFkHv1AGMSE0lMSwUjbpt/HslSeKI6wjr6tfhwoUGDaOMo+it68v+MoHVORIr8yo5bpMFWp0hl4CYQgTh1N4GcaYwwgyB7KhIP+tyQw1+iPUOyh96Eet3ckE70+yJhI0IQvjxA7nRgBFw+yNg+O3WGhcLhz//nD3/+Q8A0z//nMDk5HaOSEFBoSMhCAJ+TiNisA5BI6DyuCn1dCeOA4Rb6yEYFh/bw93J/SBjA6rCsx+P24vS0lK2bNnClVde2d6hKCgoKFzUKKJtJ8O17SC93t7NrjeGgyg1F25F2V+g5zO7cd61D5+0Qb9uIV26ysOsWyHjAGxbAzs3QHUFLJ0vD9HxcsGQoeMaKzyX2qvZWSELtLsrMqlw1jabrSCqMLpNhKmCGRfTlytSBhJsMv+6GDsQUZooTIIJq3T6QmQmwcRw4/BWedpKkoRLcjUKuA7JcXahV2x67Ub2u3Xjxi255bhasnnVAOGgCofuQ4KwO/3Ir6gnt9yKxeZG8MoCrq9bRYzalzB80NQLWKsc1FfbcdfZEEQRg6cGg6cGGrTl8lJYsncPSxoWozcYCD6pYFpwcHCzwmkBAQEX1FoBoE+SntAAtWyTIEgEx1dgMDtw1BmoPB6Czuhi2PW72J+ZQen3pUhuiYCAAO644w66dj3zA40THC4q5q01a7G5XAT6+PDAhHEknMbyoiVsLtheBBvzZLH2SAVodfn4B67AJ/hg48E/Steb6xIvY0ZCLJpf/oyiiGPLLqwfzcexaQdqjYSvn4A2ORif1G7oYkMRnBXwxctNYmy9lVO8TFqDIMgCrMn8C+HVv0GU/cU4kxmMvo2Fl85GzJ0JGB95FLv9VD/sE5h9DcRk74S8yyD2zAWX2opeofDCBHh0FCw8KnvfZlTC14fkoV+4nH17eTcwnibZUh0SiP+ds/G/czau9GPUfb2MugXLiZufxbQ4I0m3J5NbWEfecRsVLivvHF3M59mruTp+FLMTRhOgM/HwZ1fisLnZsTiTp2fM4/nVN5E8qHm2Y2oPA+8/Hsl/F1SzZIuNHzapiQ29gcSY7yguOMabb77JLbfcwh2jR5IcHsbn27axN7+Ap35cxH3jxhIfEtz2P2g7UmvzsnxHNasPFFJqq0BvqkEbWkukvgZ1ZQXqwhoE6UShR3DXG4kL784Df7sO/4C2P/fZRBur61eT484BIFQVCaWjeT27lkPVK/CqZZFWbbIR8gsbZH+dLz0D4ugZEEuvwDh6BMRi1hrxSiJzVj1DueP0FglhhgBS6gwUzr4H16Fs0KgJ/fsdmOsPIKzbLDeaeSPMuL7V+3dHoHz/fpbfdRcAwx5/nMTLL2/niBQUFDoi4b7RWFQC+nA9jkIHFSr5YX60XbY021CSw33TZ0LGBgx6B57cAjRx59C78gKQm5vLoEGDqK2tZefOnfTp06e9Q1JQUFC4aFFE206Gp7SSyOVFpD6whUOP9ccR2ZShYiix0+v5vUQuL6J45cNoE2PRJceiTY5DlxyHNjkWbVIsar9WFjZSqaBHP3m4/vewfztsXQ0HdkDhcap/+oTdWxewO6kLu4IMFEr2ZpMLkoDB7YvRbcLPG8ComB6M7daNbuHhnTKj9nSoBBVpPmksti0+bZs0n7RWCbYgP4XXC3r0/LpMNq/kbSb6tjQ4JEej0HuircPgwBStp1u0Hxabi9xyG3nlNqpdXqqxATZ8wzTEDvYlLjQUX30kXpsXd40bT40Ht8Xd9LrGjbvGg2j34nQ4KCoqouikYmbNvq9KwC/Aj4DAAIKCgggJDCEkOKRR1A0KCmqVDcG5oFYJ3DcnkHc37aP3tH1QXd1oaaEK8Ze7/K4pwLJDFi569OjBrbfeitncOiFm1ZGjfLFtO6Ik0TUkhAcmjDtrISePCPtKm0Ta3cXgbhDbdfrjhEaswOgrF4cSgFHGLtymiSXJAexdCRtrGzNgpToLUlUlgrMegwAGgJEnb08OKN4PxZweHxOYT8p4PSUjtuH/iXE+vqBqm2xCgOLtO3C6z+xFPGpYL1Ql+fDcg3DFjTBlTpvGdCb89HBLP7i5L+wokq0TlmTJ63hfKTyzAeakwA19ITHw9PPRdU8g+Il7CHrsTuwb9+AzfwmWHZWoh4XSyyOgeWkvyy6PpSjAzieZK/g6Zx0zY4dzbdc0/jr/ap6a9hUH1ubyxOQveWHdzcT3Dms2f5NRxZ9uCmZ0fx9e+aKSvHIthVzN4LAl1JQd4sMPP8RisTB+/Hjig4N5a81ayq1Wnv35Z24cOpS0bsmd5ngvSRKF1XUs3VXAntwSatyVaA314CvhL1lRl1egqapE8DZth64aLbYjBnwc4Tz83mx6jYq9ILFmujJZaVtNqbWWqjoXeUV+lNTmoNVtBUB3Ui0EFWoS/aLpFxRHz8BYegXEE+kT1OJ6UwsqHux1FY/v+vi0y75b7EXxpLsQa+pQhwYS8dK9GDZ+DRUloDfCHX+Ss2w7EY6aGn6YNQuP3U785MmMeOqp9g5JQUGhgxIdk0K6oxp9pCza1njkB6Bh7kK0XjelQiGqlF54PGo0Gi+uHxaieeD/2jnq5sTGxjJs2DAWLVrETTfdxPbt29Hp2q4IrIKCgkJHRhFtOxmacPnEHbm8iIiVRVQOCsUZakBf7iB4ZznCiYxJUcKdmYs7MxfY0Gwe6ogQWcxNimsSdbvFoY4MPf3NtVaHre8g9sYEsmtkD3YXHSRbPJE5KoFkR5DA6DGic5kxuk0Y3L4kh4YzulcSQxPiMV7CJ+skXRLTmc66+nXNMm5Ngok0nzSSdElnmPr8ohbUGAUjRn6dLYFH8uD0d+KMdGIX7eypzGZ94WF2leVgc3g4km/hSL6FKD9/eoSFkBAdhhAnNgrCJxewE10ibkuTkHuKuGtxI4kSlioLlioLudm5LcakMWrwCfDBN9AXc6AZ/0B/AoICCAoMIjgomGD/YIxqo2z9IOhQC2cX6qJ6FZFiXUXx/5oXj1ObihC0Ap5qD4IgMHXqVKZNm9aqbGCPKPLF1m2sSc8AYHhiV24dMQKd5hfxSBKSw05WoY2NeRKbirVsrTZT521+SI/R7yEwYCkWk5x9oZIkLiuwcGNGBQl1h08bh9Aw0LC7i6gR/AMRgoJPFVx9G0RZ80lirK8Z2qg796+h/MABvpsxA9HjIax7N+oL87Famx4iCYKAJElk+UTSs/8ghL1b4LuPYd92uXt2O/ppCoJc+G1INFTUwzeH5OJlBbXwwV55GNlFzr6d2BW0p/nZBbUan7RB+KQN4sq6Sr6qm4etqx/hs5N45v7N7B4QyKKZ0eTGwjfH1rHw+EamdhnM7V9fxtuXLyFjexF/n/gFL228hcjEoFPmP6yPkQ//Hsl/vqlm1Y56tpZNJ9nHiLp+JwsWLKCmpoYrr7ySp2bO4L0NG9mbX8DHm7eQUVrKLcOHnXeP1guBJEkUWSwcLSpha1YxxyrL8NBg86MGnduOpqACbVU1OJu2N18fM9ajekq2gLtKy5S7BnLbK5fhY247ywhJkihz1LCjPJvFpZspthdTY3XhFU9kxVeibTgF+6iC6eYfx6iIWHoHxZHsF41O3frLxbTIvjyb+jteP7SwWcZtmMGf244FkfjY64iShD61J5F/vBz1wnfA5YTQSNm/Njr+/H3xiwBJFPn5ppuoyc7GLz6e6V9+ieoiOj4qKCh0LML69Yf0r9BHykk2kuikzhaI2bea8PoaCsxaDlXnkxScgMaSJSfVXGQIgsB7771H79692bdvH08//TTPPfdce4eloKCgcFEiSNKv6cfacamtrcXf3x+LxYKfn9/ZJ+hgSF4vuQPn4C0ul8vX/xIB1JFhRP/0H9w5hbgycnFn5eLKzMOdmYu39PTFRARfI7qkWLTJseiS45GSo8mM1rJPb2F3dQ5HLfl4peb96CM0AeitWpxOE0a3LypJjZ/LwYjqAkZHhBI9fCwk9+5UXSB/C6IkkufIY9OeTYwcMJJYQ2yrM2wvduweJxtKDrKscCc7yzMQGzZQjaBmWFgKk2NSGR7aE5WaZhm9B8uq2JRfSX6dG7dGi6BRYdA50euc6DQOdJ46tHYrGrsNsc5+iqgr2lvydvgFatD6adEEaND6a9EH6DEGGvENkEVevyA/fPW+jYXadOhYuWMZufMKTjtLlU7FPXfcQ+/evc++fKeDusoK3ty2g/SaWgRgToCBqYITwVbb6A9baoNN3jg2qrux0bcfpdrmdgn+njpG2PYQr91CVnQB6UGyEKYWJabk13BjRgUxHvUpvq9erwrHoVzqd2fgrXPhdUlIvmZ8r56K+ZbZaKLP0QP7IqLm2DG+GjkSW3ExUSNGMGfFCtRaDbmff8zhDevoOToNXfdefDNuPF6Xi7H/+heDhvaBr/4rFzvTG2Du3TB6SnOT33bEK8K6XNk6YfWxpkN9mC9c1wuu6w2RZ0nqLvWUMr9uPl689N9tIOGxdbiy8znQ249FM6LI6C7PQIVAWkhfCv9uoXSlhfD4AF7ccAshMac/f67fU89rX1VRY/USImwlRFoHwODBg7nppptQqdUsOXCQBbv3IEkSMQEB3Dd+LJH+/meM2e128/PPPzNt2jS07SDyekWRvKoq0ktKySgt5UhRKXaPq1kbyelBU27Dx1qOt67pfKrX6+nXrx/1mT4sezkDr1siMMLEAx/MYPC08+9rWu9xkl6Tz+GaXHaU5XK4Jg+7WHtKO1E04CvE0sM/jsu6xDE6KpZAfSt725wB66J1lD3+OodNDiwBWvxr3PTIcyLY5d/LfOMMQkeGIiz9Rp6g50C461HZ9qSTsfkf/2Dzk0+iMRi4btMmwgcObO+Qzkh772cK546yzjoev2WdeRwO/vPJnTiG9iT/f/m4MdNXt5tu4VtYEjSTXdERXB6Rxh/yPOh+fg+PE9Qf/oRwEW4b3377LbNnz0alUrFx40aGDx/e3iGdFmU/63go66zjcamts9Zqk0qmbSdDUKsJee5BSm97XM6SO1m4bdAbQp57AG1sFNrYKHzGDm42vddShzsrr1HEdWXm4s7Mw32sEI/dTmZdAUfstRz25JHpMeEpai4oRjq0JAjBqNXBlNap8Hrkz3WCQN/gQEZby+h3eCOa6nLIAjb+LHveDhkHw8ZBzK8rstRZUAkqojXRmMpNRGuiO41gC2DU6JkUk8qkmFQqHLWsKtrDsoKdZNYWsrH0IBtLD2LSGhkf2Y/JMYPoE5iAIAhER0UzOQqcbjfbjh1n+ZEc9pepqPF0weINo04MxSudOJRJ6LQuTCYnPROd9I5wEm+uI1CowGWtpqa6Bku1hbqqOmw1Nuw1dhwWB3jBXe3GXe3Gjr3F+NU+ajT+GrQBWtT+aur21rXY7gSCXsBPWwLbK5sX32qhIFeBxsDrKWMoN5gweNzck7GZ/tVF1Kl82Obbh42mAWw0DSAzIK7ZMvSii8GuDEZJWYzU5mEJqeazJAeL1U5AixYV0/ySuCF6GJGjY2SRtiGdTpIk7Ot3YXn3G+pXbGmcp65XIv53zcE06zJUho5dLMpWWsqCiROxFRcT0rs3sxYtQttgMxFz463sDwonpuGiYOyrr7Lq/vtZ/5e/ELV+PVFPvQ0f/kv27f70ddi7FW75A/ifwYvgAqFWwfgEeSiohS8PwtcHocwGr2+HN3fAZV3l7NtRsS3XpAzXhDPOZxwr61eyd6CD2PXPEXOgHv+vl9H/nZUcCZVYNCOSA30DWFOxDx4E01gfCj+p4PGJn/PPdbcQENZy1fsxA3zok6Tn9XlVrN8zHBcmIlnCjh07qK2t5a677mJ63z50DQ3lv+vWUVBTw9M/Lea2kSMYkhDftj/eOeDyeMipqCCjpJT00lKyy8pxeDzN2oheFa46X3TVNoK9JbhqcpEkES+gUqlISUlhyJAhBBui+c/tS8jcIReFGTUnhd//dxp+wb+9yJZXEsmtK+VwjSzOHqzK5bi1BOkXT24FwN9Xh9lgxuwawoSIvszoGoqP9vyeZ6yL1snXIBKktPC5/y3TCYmrhxOC7aSr4erbLqrs/PNFzpIlbG6wQrjsv/+96AVbBQWFix+NwYCx0gsRsvWXljpKxN50Ywsx9kp2EcHmsmz+NO33iD+9h0YPzhUr0U+b2s6Rn8rVV1/NTTfdxGeffcbNN9/M3r178fVt+dpCQUFB4VJFybTtpFgXraPisdfxFpU3jlNHhxHy7AOYZqS1ah6iJHKsroRdFZnsKstgb1U29WLzrKIAi5uUQxa65jgQDaFk9exOVWhTtlRwVR2DimoYovUhOD5G9s5NjEFTX4awfS3s2gD2+qYZxiTA0PEwdGxjAbNLjUvtCdOxuhKWFexkReFuyhw1jeMjfYKYFJ3K5OhBdDE13xZyKytZk57B1uwc6t1erGIQVjEcQR9PmSOIKsepN/8JATAoElKjYHCU7AMqCCCKIjU1NVRXV1NZVUl5VTkVlRVUVVdRU1VDbXUtTsfpi1ediavjnEzILDxjmz1B0bzbbTgOtZYgp4MJ1S7S9Sls1HRnrxSNlyZBRUCiT4CTUdFeRiZoGRSnQ6cWWV9ygE8zV5JZKy9Lp9JwRdxwrus6jlBjQLPliXYn1gXLqfnffNxHjzXMWMBn0ggC7rkGw8gBncJj1GmxMC8tjfJ9+/CLj+f6TZswRTXZHPxyP5MkiUXXXkv6N99gjonhpj178AkKghULYeHH4HHL2ck3PwADR7bfFzsNLi8sy4bP98PWkza5OH+4oQ9c0xMCW3A8WW1bzQHXAfSCnmvN1xKgDkByurCt2ELdN0s5nL6XRVPC2ZUaiNSg/mr2aIjfHckbH96DuaWZNiBJEqt31vPG19WI9VlEsxAVbqKjo7n//vvx9/enpr6e/65dT3ppKQATe6Ywd1AqmhYEvLY+Nta7XGSVlZFRWkZ6SSnHKirwiM0z9UWPBqfVH0etHzpbPXGGPNyWI7jdTceI2NhYhg4dSmpqKiaTmUVv7uDjv6zC5fDgG2Dg929PZcy1vX71flbpqOVwTZ4s0lbncdSSR73n1GOUxx2AijC6x9YRHSIS4KsjUTWAaQEj0ana5tzitdaTP/Q6vGVVABiCVWgMAh6HhKNSROsrEDHSF51RAo1WfhAyfEKbxNLe1OTk8FlqKs6aGvrdcw8T//vf9g6pVVxq1yCdAWWddTx+6zr7+rl7Kfl9D469lIPL4sarT2FW2KPUaaJ4PWUGSCpWTHse7r4FA9XUB/XE56VX2+Cb/HZqamro06cPBQUFPPbYYzz77LPtHVKLKPtZx0NZZx2Dp556CrVazd///vdT1tkzzzyD1+vlqU5aC0DJtL3EMc1IwzBlBNvWLWPXvp2k9hvE0LTJaDSnP2BJkkRRfaUs0lZmsrsiixqXtVkbs9bIwOAkBoYk0z8wkcoqJxv8j7A9uazRiVTn8dLraAH91u0nJrf0RIIvJxsvCEa9XAgtqTc+URqM3jLU5ccQCo5BwQfw3YfQrQ8MGw+po+SiRgqdkgRzBPekzODOHtPYW5nNsoKdrC3eT3F9FZ9kruCTzBX0DIhlUnQqE6IHEKAzERcczO9GDGfu4EFszc5hbXoGuVWHQTxMhBb8gyIJCepFnRjBvlI1GZVwrEYe5su1uAg0QGokDI5SkRoVRN+4IBITE1uM0V5XS9WRA1RlHKE67zi7qivItLXCo9atk7fjkwtyNdgSSL5mFlVa+TS7jipPJG7i2eoN5Vufhj2m4XFanD+M6gIjY2FkF4GAhqJqXklkTdFuPs1aybG6EgCMah1XxY9kbtexBOmbdzP2lFRQ+9H3WD75HrFS9pkUfIz4XT8NvzuuRpfY5dxW3EWM225n4cyZlO/bh09YGHNWrGgm2LaEIAhMfv99yvbupTojg59vvJGrf/4ZYfLV0GsgfPAy5OfA28/AiMvg2nvl4mkXCTo1XN5NHjIq4YsD8O0RyLXA8xvhX1tgejLc2BcGRjQ5PYzxGUO5t5wSbwmLbYu5xnwNWr0O04w0TDPSCKuoZtDCVRz9fAULu9rZMjwYzwAPWQPymfPpkzzcZwyXjW3Zs1kQBCYM9qVfsp5Xv9Sx56APXfiGwsJC/vnPl3nwwfuJiIjgz1Mm8e2uPfx88CArDh/hWHkFvx+XRlAbZ9vU2u2kl5aR0WB3kFddzS+fYwuiHluNP446f5x1AWgc9XQLTkdVvwl7vYX6hlNkUFAQQ4YMYciQIURERABQlmfhn1d9zv7VxwEYMKkrD354OSHRrX9g7PS6SLcUcrgmlyPVslBbYq8+pZ0o6nA5u+B0xOFyxuKnjubyoUfwi9gNgg6TYGKi70Ritb+u0JkkSYhVFjxF5XiKy/GWVOApLm8YKvA2vBZr5B4IvpFqQvro0BibtguvUwI1qDUSoo8/qoefgfhuvyqeix13fT0/zJqFs6aGyKFDGffaa+0dkoKCQiciwj+eEkAXpcNlcWNxBSBJAmZPEXq7DqfRxe7yTAakDIQjq9AUZ7V3yKclICCAjz/+mK+//pq//OUv7R2OgoLCBUatVvPEE08A8Ne//rVx/DPPPMMTTzzBP/7xj/YK7aJBybTtpKwr3n9KEZBQgz8P9rqKtMi+jeMqHBZ2VWSyuzKLXRWZlP7iZtCg1tEvqCsDQ5JIDelGkl8UJZZaNmRksik7hzqHo7FtclgYo5OTGJwQj1GrRbTW487Ox5VxvMluISsPd3Y+uJt3MQVQacE3WoNfog8GU1N1bUmtgZSBCGMmQ5/Bjd27OyvKU0FweF1sLDnIsoKd7KjIaPRKVgsq2f82OpUR4b3Qq+XfR5IkjlVUsjY9g63HjuFq6MKsU6sZkhBPakIPqt3B7CwW2FkEe0vA6W2+TJ0a+obBoCiJQaYaUm2HCco/CDlHIC9bzrRs4KjKwBuasxenemDWDHpcNq3ZuKI6WHfcy2d7Ksis8cMlNc9UDDLKhaVODLG/sPn0iF6WF+7is6xVFNjkTHpfjYHZCaOZkzAGf11zocu5L52a/83HunBV436niQnH/87ZmG+Yjtq/c3lIih4PP8yaRfZPP6Hz8+PadesI69//lHan28/KDxzgiyFD8DgcjHr2WYY99ljDBC748XNYugAkEYLC5CJl3fueMu+LhXo3/JAOn+2HQ02dLugZIou3V3YHXx1YRStf1n6JXbLTXdedyT6TW8wCdR09Rtb3i/io5iBbh/hCw6G4S4mba8UkJk29BkOXyBZjkSSJpVttvPt1DiGur9FRjUbnwwP330tSkvywZHduHu9t3Ijd5cas13N32hh6R58+O/pckCSJCquNjFLZ6iCjtJQSy6ker2adL6I9gMICM/UWfzxOIxqsdAvOwNd7kLqa4sa2RqOR1NRUhgwZQteuXRuFa0mSWPP5Ad65fyn1tU70Plpuf+Uypt6TesbsWkmSyLeVN2bQHq7JJau26BSveBDwusOx2+NwOmJxOePwuCLoH6FiXDwMTignR7+MSlF+VJqiSyHNJw290LLdieRy42kQYb3FFXhKyvEUlTcIsfJ7b0klktPV4vS/xDdSTfhgeVknf19JkhAEAWedF/eV92O67opWza+jIUkSS265hcOffYZPWBg37dqFOSamvcNqNco1SMdDWWcdj9+6zrKX/MxPvQ5QucNK5apKLPRmuv9rBPsV8XHoAxREOBgfNoS/B6aiefH/APD87b9oul7aNnS/BWU/63go66zjcEKgffLJJxkwYAB79uzh6aef5h//+Ad///vf2zu8NqO12qQi2nZC1hXv5/FdH5/28+u7jsPhdbGrMotca2mzzzSCml6BcaSGJJMakkxKQCxalYZ6l4vtx46zPjOTnPKKxvb+RiMjkxIZnZx01iIyJ5A8Hty5xQ3eubm4MxrE3IzjiBY5bUljFDDFaDDHaND5NWXqiKIKpy4cT3xfVAOGoOsWjyY2AqETeeEpJ5jmVDnrWFW4h2WFO0m3NBX+MmkMjG3wv+0blNDo/1vvcrG5Ifu2oLrpIUSXwEDGdu/GiMSuqNU6DpXDjiLYme9hV5FEhevU3zrRkceg+sMMth1ikHSc+C4BCIk9ELsk8tePPsXqPmWSRsxaeOFfr1Pn1bK1ADbmwaZ8yP5FkpxOJTK8i4qRXWT/0ZSQlj1IXV4PSwq280XWaortctdjP60P13RNY1b8KMzaJvFX8nqxLd2E5d1vcGzZ1zjeMKQP/nfPwXfaaARN5+toIYkiS2+7jUOffILGYODqZcvoMmZMi23PtJ8d+Ogjlt12G4JKxZyVK4kdN67pw8xD8OErUF4sp6tOnAVX3XJRP0ySJNhbKlsn/JTR9MDCpIOresBNfcDkX8i31m+RkEgzptHf0P/08/N62fjeEp7dsYn6yU5osGUNL3FwRaaOaf0vI/Dy8ahMp/q1llZ5ePnjfCqzPsdIMQgarrnuVsaOGgBAWW0tb65ZR15VFQJw5YD+XN6vL0gShwuLWLtlC2OHD6dndFSL2b1N31miyGJp9KPNKC2jymZr1kYAogMDCNSFUFXmx4HDRqxWeT2qcNI1IJsQ7WFqKrLlHxE5G6B3794MGTKE3r17n7LtWMptvHn3YrYslL1ruw+L5uFPryA6OfiUGC0uG0dq8jhUnStn0tbkUec+1VPboDIjuuIor43F4YjD5eiCJBnw08PYOBgXD2lxEGgU2enYyTbHNkREjIKRcYwgrsQXT1FZkwBbfHKWbDliRc1pf8dfog4NRB0RgiYyFE1kKOrIEDQRoWii5Peu4wUYPnsGtUFoUaCWJAmPXcJz7wsYR6e2erkdiT1vvcWq++9HUKvl48fYse0d0jmhXIN0PJR11vH4revMWlTEe4dept43hMLPC3EQRi/dPnqHr2CV701s6WrEpApiybTHcd14OTqDG3vvSRj/8HAbfJvziyiKLF++nClTprR3KM1Q9rOOh7LOOhYnhFuNRoPH4+n0gi0oou1p6eyirVcSmbPqmWYZtmdCQKCbfzSpIckMDE6mb1ACRo2cISNJEumlpWzIyGLH8eO4vPKdvloQ6NclhtHJyfSNiUZ9hhvnc0GSJLwVNbgzjssibkMhNAqOYdTUYI7RNOtq6a4XsRZ6sJYKEBaDNjkOXXKs/D8pFm1SLCrf0/stXqwoJ5jTc6yuhOWFu1hesKuZ/22EMVD2v40ZRKwpDJC3p+zyctakZ7D92HHcDduvTqVimK+OcXUlJBw7DMV5SJLEcV0UO316sdO3Jzt8e5OtP9UuIMQoe+IOioLKHcvJ2/c9LeXNSYDUfS4lEWnsKwWx2VFWxE9dSZi+jDuHRHBVr2D0Z9BPnV4XP+Vt46vsNY3fOVBnYm7XsVwVPwIfjaFpznU2ar9YjOX9BXhyGzICNWpMV4zH/+45GAa0VBaocyBJEmsfeYRdr76KoFZzxXffkTRz5mnbn20/W3rbbRz86CN8wsO5ec8eTJEnZZA66uHr/8GGpfL76Hi4/U8Q27K9xsVEjQPmH5btE47VNI0fHAUzh+yh2m89KlTMMs0iWht9xnntX3Ocv8/5HNvEesQrHLgbXGyCqlxMXVXBNHNPQuZMwzhqQLMHa5IksXBNFT9+9zE+YjYSAr0GXcl9t16GIAi4PB6+2LaddRmZAHQJCqTO7qDG3iRoBvr4cMPQIQyKl4vzeUWRvKoq0husDjJLy6hzNvd5VQsCcSHBdA8Px0cIIueYLxt2uamqPZHJKhJtyiXWdJS6isN4TsquT0xMZPDgwaSmpp62SMq2H9P5z52LqSmzodGquP7pNK7+0wjUGhVu0UNWbRGHq3M51GB1UFBfcco8dCoNYfoYvK44civjKLfE4vUEcqKSaEqILNKO6+Khr6oKSuVs2Kq6Ijb0L6ciQj7YRG6qos/jO9EVnppN3CI6LZoTAmxkCOqosMb36sgGkTY8GEF/5ocT0uE9CK8+etbFSQ+/gNBzQOti60AUbt7M12lpiB4Paa+8wuA//rG9QzpnlGuQjoeyzjoev3WdSZLEf967Dddlvch5JQcJFT66MCaFv0SBcTQfJfZEECQWTPg75sefxsdyFIcQhOG9L9vg25w/RFFkxowZLFmyhHnz5jF37tz2DqkRZT/reCjrrGOxePFiZsyYAYBOp8Pp/HU1ZToSiqftJcr+ypxWCbajw3szJWYQA4KTMOuaZ0NV2WxszMpmY2YWZXV1jeOj/P0ZnZzEiKRE/I3nXwwVBAFNaCCa0ECMI5vfzIn1DlnE3b4J9ZEdaGvz0PpAYLKOwGRwWoqwHs6ndrkHr6NJIdPEhKNNipULoCXHousWjzYpFnVYUKcotnSpkWCO4O4e07mz+1T2VeawrFD2vy2xV/Np1ko+zVpJD/8uTI5JZULUAJJ0apJ8Ba43uthUUsZatS9FRj/W1zlYTwBxoT0Y59UwTLSTEJ9MQkICcxLjIDacag/sKm7Ixi2C/WVQYZeLPS3LBphERFQoPcvmY/TUNMZo1wRwOGwOJQwA2WqWxEBI8rdQWr4Hk6qIuEAf/jBhPGFnODjXe5z8kLuZeTlrqXLK+2GI3o/rE8dzedwwDOom8cR9vAjLewuo/XIxklUu7KcK9MPv5pn43z4LTWTnL+q3/cUX2fWqXGRj8gcfnFGwbQ0T3nyTkp07qThwgEXXXss1q1ahOpGdbPCRCyj1GwafvAaFx+G5B+GKG2HKHFBdvJn/AQa4cyDcPgA258vWCSty5O18x/f9uTKtlK5x6fxk/Zkb/a/DpDq9n3jfcfE89vE1PHfVfDzfG+j5mD95vQupCoIv5kTxY205kz96iYmPeAm/fCLmuZPRdU9AEARmjQ9mSK/7+ee/P0Ws3cPhnQv5w7FK/vaHqwkP1nLryBEkh4Xx8eYt5Fed6uFaXV/Pm2vWMjQhHptTLiDm8DS33dGp1SSGhdItPJzu4eEYCGD9bieLF9dTUOYBnIBEsKGM5KCjOGsOYLdaqW7wqQ0LC2v0qQ0JCTnt71Bf6+S9h5az4sO9AMT2DuGWj8ZRF2nnrfQfOVydS2ZtIS7xVFugLr6hdPGJw+OKI7cilr0FUWSJTduPUfAwVCpghCWdYfm7CM7Llm0MyqooFEUkAY7fmMiRR/ogGjVoal30fmYv0T/kNT5QUgWY0USFom4QZBuzZCNC0DSIs6og//NyThTqas5ru46EraSEn+bMQfR46H7NNQx6+OLPaFNQUOiYCIKAyaalNkCDWqfC6xKpkLoCEOk+gMsxGb0xj+1l6UxMuwx+PIrOXYXkdCLoW7bKuRhQqVQMGjSIJUuW8Pvf/57Ro0cTdZaaBAoKCh0fm83GDTfcAMjHAZfLxTPPPNPpM21bi5Jp28lYWbibp/d8ftZ2Tw64kcuiBza+d3u97M3PZ0NGFgeKihqLsRi0WoYmxDM6OZnE0JCLR+h0OWH/dqStq2H/dgRRzqKUAJfLSG2uE2tGHS3cIwOg8jPJIm5yXLMMXW1cFIK2fZ9lKE8Fzw2n18XG0kMsy9vO9ooMvA0VvNSSxJBSK5PzLYwqrkMvSkhARkgMa+P7skPvh6dB1jBotQzvmsDY7t2JCw5qcTkODxwog11FsDxHFnQBkESC7FkYPBYcGn+qjEnQYNVwTyrc1Fdia+YeFu0/AEC/LjHcM2Y0Rl3LGWtWt53vjm/im5x1WNxyd+5wYyA3JI5nWpchzXx8HZv3YvnffGxLNjZ239Z2iyPg7mswzZ6EysfQ4jI6G/vfe4/ld90F0OrsttbsZ1UZGXyWmorbamXoo48y+vnnT21UVwOfvgF7Nsvvk3rKWbehLXu7XoyUWGHeQfjqEFQ43Fw35RtCgyqwWiIZIl7N+Hg16jN0qFj/9SFevu47JAlm/nkIoff48uXR5ZR4ZfXTWO/hslVlTFxRSmhiEuZrJmO6agLqkEC8XpFX317IsSOrALCq+3LttdcxdYQfkiTxh6/nU3uSd/qZ8NHpSA4Po3t4ON3Cw4kPDsJihTW7bKzaXk96XpMnq6/GQs/wDATbAWpryhrHm0wmUlNTGTp0KHFxcWc95x1Yl8srdy+k1FCFt7uH0Gl+1EXYqHHbTmnrp/UhxSeSJDEQb2UQx8q7sKW+CwWq5tci0VX5DM3cwtDsrfTL3YvO27IPi72LiX0vD6ViYCAAEcdh5O5A/AMi0TRYGKgjQi7cccBuk/eFHevO3vaRF6FHv7aP6QLhdbuZf9llFKxfT1BKCjdu347O1DELqCrXIB0PZZ11PM7HOvvxzcc4dkMYBf/NxVbgoITJ3B51Cxq1h3+Gv4knbD9DgnvzysAb8d4xE40eXDPvQTfzyvP7Zc4zLpeL4cOHs3v3bqZOncrixYsvivtPZT/reCjrrOMwZswYNmzYgL+/P++++y5HjhxRPG1PQsm07WQE61snRJ9ol19VzYbMTDZn52A9KQW9e3i4XFQsPg79xXiQ0+lh0GiEQaPBWge7NsDW1QiZB9Hr7IQmQ0hKAGKXHjh9ulBfDe6sAlyZeXjyihFrrTh3Hca563Dz+Wo1aBOiZTE3KRZdt7hGuwWV+eKpFH/JI4pQVgg56eiPHWVC9lEmFB6jWg2rYvxY3iWAI4FGtkSY2RJhxlcUGKuPYnLcUPolD6W7Wsv1Dgcbs7JZl55BSW0ta9IzWJOeQdeQEMb16MaQhAT0J/m+GjRyF/LBURBpPkm0FVRU+bRcAT0pyMO3O9azJy8fgGl9ejN74IAWvThrXTbmH9vAguMbsDb4Wkb7BHNT0mVMiklFq5JjkZwurN+vpubdb3AdyGyc3jh+KAF3z8E4djDCebIs6QhkfPcdK+65B4Ahf/3ree2OHNStG5M/+IBFc+ey7YUXiBo5ksTp05s3MgfA7/8Om1fCV/+FrMPw1L0w924YPUX2vb3IiTDBH4bB/UNgZY6W+RnTMQ+Yh8m/mC+PruepteO4rjfM7QWhLRwGx8zthb3OxX/uXMSPL23nJr+xfPXok6wq2sPnmSs5Thk/XR7FskkRpK0rY+rLbxP0xJv4TByO+ZopPHLX5fy0KoSli77B5N3PvC9sbNgzlyunCK0SbC9LSSGtWxLRgYGoBAGrXWTD3nrenVfJnnRHoz2JRnDQOyIbX/EglaXHqCuUx2u1Wvr27cuQIUPo2bMn6jN4pHtEL8fqSthffoxFa7aR4y5GfEmEhl0uHwe4QSMJxNu0JJWKdD1Wj3+Wl6PeaLZ17c+PCak4tQ1Cqgq0Hhd98/YyNGsrwzK3EFNdgGDykTNiR/VDExGCuiE7VhMZgioyhKyoWjZqd+PChQYNo4yj6Nu/L8KAdtjeRBG2rITvPgLLqVnRpxAYCt16t31cF5D1f/kLBevXozObuXLhwg4r2CooKHQcokOSOEYt2hgDFDjQUUVZbQJRgZnE11eRBeypykLUaXBpQ9BQgbhhNVzkoq1Op+Ozzz5j4MCBLFmyhPfee4+7Gh7MKygodD6eeeYZNmzYQPfu3XnxxRcBeOyxx1Cr1TzxxBMAnVq4bQ2KaNvJ6BvclVCD/xktEkL1/lSWu3h6yyKOVVQ2jg/wMTIqKYlRSUlE+HegLGSTGdKmyUNlKWxbIwu4RXmojx3AhwP4+Jhgymh46ibEmCTcx4twZ+bhysqV/2fm4s7KQ6p34M6Qi6P9EnVESENGbnyTd25yLOrI0PP2BFjyenFs3ov/tiM4AqLQjBrYqYqs/WqstXAsHXKOysOxdKi3ntIs0BTIbP8UZgd3JzcmkuWqapaXyvYJi92FLM76jvDCNUyMHsik6FSm9u7FlF49OVpSwpqjGezKyyOnooKcjRV8uX0HIxITGde9GzGBgc2WE9ZK/X7Zvq14HPlo1CpuGzmCEYmnep5WO+v4OmcdC3M3Ue+RH5zEmcK4KekyJkQNQNPQ1d5TXk3tpz9Q++FCvGVyITLBqMd8zRT877waXfdLryJw3urVLL7uOiRRpM8dd7ScCfsb6XHNNRRu2MCeN99kyU03cdOePfjHxTVvJAgwciJ07wMf/gsyDsCnr8PerbKNgn9gi/O+2NCoYEoSTEkKYGv1ZLZKP9K/x35KKsN5eUtPXtsmf35jHxga3VyPnnzHAOx1Tt5/eAWfPb4Wo1nPzAeGMDF6IBtLDvJp1krSLQWsmBTB6gnhjNxYwfSfdxC+ZCOqQD+GXzmByAlT+WTtCkzebEoOf8QrFWPxjTt9vCdICgsh3BzIpn12Vu2wseWAHXdjLwsvPcPzCNEeorL4KI5iDw7krqXJyckMHTqU/v37YzyN5U+ZvYaDBUc4VJzJkboCMsQqnEKDB+5JydQhZU4Sc6x0zbGRmGMlOt9JRkQvtiUN592kYRyb2HzfD7VXM8KayWhVMSMCbfiNCEJ99Qg0kVegiQxtsYgbgE20sbJ+NTnuHDkEdSQTfScSqG6nbSz7iPyw4niG/D48GlJHw8/zTj/NtXdf1BYi58rRefPY9e9/AzD1k08I6t69nSNSUFC4FIjp0R+pegmGSPkhoJ4yil19iCKT3kIOGV4/3GoH6TX5xPcZBIeWoinPkXtmXeQPlHv27MkLL7zAww8/zMMPP8yECRNIbOEaWkFBoePj9XobM2pPZEdDk1DrbahLcymj2CN0Qj7ct4qP8hbLb04+Jzes6UhrAj4O+burVSoGdOnC6OQkekdHnbeiYu2OJEF+DmxbDdvWQk2TOE1QGAwdC8PGywWETkwiiniKyhsKoOXhzjze8D+3USRrCcHX2OSZmxSHtluD3UJCDIKu9VnK1kXrqHjsdbxF5Y3j1FGhhDz3IKYZaefw5Ts4HjcUHGsu0JYWntpOq4O4JEjoAYk95P9BoadciIqSyP6qYywr2Mna4n1YPU2Ze938Y5gcncpl0QMJ0puptdvZkJnF2owMyuuaROHksDDGdu/G4Pg4dBoNXhFGfiR3K2/5ACphUNUzzPdbAnwMPDBhHImhzX1lKxy1fJW9hh9yN+MU5e7PieZIbkmeyJjIvqgbLBach7OxvDsf67crkJxy9251RAj+t8/C7+aZqIP8z/037gSU7NzJ1+PG4bZaSZ41i8u//rrJc7YVnEuXKY/TybzRoynZsYOIIUO4bsMG1Kext0AUYcVCWPixvC2b/OHmB2DgyHP4dhcH2+zb2OrYCpKaHVuvYUNmWONnyUFwQx+4OgX8TrLH+/LpdXz51HoAHvzwcibe2h+Q7Tx2VGTwWeZK9lZlA6CSYMh+K9MXHKdLgZxdXtY3gfkpgThEN27BD0/vBCTDmbv3x6uHsWufDzb7ib1RIiG4lDjzESylB7Db6xvbRkZGMnToUAYNGkSgyYyntBJvsVzMy1pSwtG6QtLFSjIMdjJDJKr9WhAXbaDJ0GDMgMvyCxiXV4xfnYeaoHB29p/AtsShbAvpiVXdFLcKiQHBbsYnqRmfqCYl5NzvmTNdmaypX4NdsqNCxTDjMFL1qaiEdjhv11TCgg9g62r5vcEHLr8BJswEjRZ2bYR570D1ScXWAkNlwTZ11IWPt40oP3iQL4YOxVNfz5C//pUxL7zQ3iH9ZpTupB0PZZ11PM7HOvM4nby56s84Y6PIfTsXD0Z0+jguD/sbdr9Ungn+HT6mA9zebQo3arqjfuYuBLWA90//Rt394i9MK4oi48ePZ926daSlpbFmzZp2tUlQ9rOOh7LOLn5KSkqIiIhofH+prbPWapOKaNvJEEWRP87/lnxPERWmIrzqJi88tVdLiDUKkyuAKH9/0ronMzwxEb+z3BB3eEQvpB+Qby53b4STbuDp0lUWb4eMhcDTF5rxWuqaMnJPZOhm5OI+XgSne/qjVqONi0TbrSEzN6nJQ1cdYG7W1LpoHaW3PX6qAthwbRL+4bOdU7iVJDk7OicdjjWItLlZstj1S8KjoWsPeUjoATEJcA4iHYDT62Zz6SGWFe5ia9kRvJKcMacWVAwO6cbkmEGMiuiNTqXlcFERa9Iz2JOXj9hwmPTV6RiZlMjY7t3ZV+HPPYtPrLBTn470Nq5lcISNByaMI+ikavOl9mq+zFrNovxtjYWJevh34ZbkiYwI74lKUCGJIvUrt2B5dz729bsap9UPSMH/nmswXT623b2X25Oq9HS+GjUKe0UFsePHM2vxYjTneBw714sCy/HjfDZwII7qagY+8ADjX3/9zBMUHIMPXpYfHgGMuAyuvRd8Oo7NiiRJ/GT7iWPuY5hVZvo7r2P+ASPfp0N9wy5q1MAV3eHGvtAnTJ7mg0dW8v2rW1GpBP48bxaj5vRsNt/9Vcf4LGslW8uONI4bVKpl6idHSDxSTZVJx7djEqj11SFqtDiTuyH5+qKqq0Nwu5C0OkSzGQkBr0tP0f7hgEC42UKPkKM4qvdjOelBnVmnp58xkN5ONSFltXiLK3CXlFOgsZOdaCKnqy/ZXU0URhsR1c1vCAVRIqbATnSel8JDQVTvM6IqUDGkjw+33p1EcZckNghRrLf4s79ChXTSsSDQAGPjYVw8pMXJReB+DU7RyVr7Wo66jgIQog5hks8kQjXtUGDQ7YLl38mZtE5HQ5b5JLjqd6dmlItePEf2sXfdavqnjUeT0q9TZdg6LRY+HzyY6sxM4i67jKuXLkXVCXrGXGo3TJ0BZZ11PM7XOvvvR/fgmN6drKcz5UtqzQxui7wGQW3gjyHfERD2Pd394nl/zAPYr5uJ0deFs0ca+kcePY/fpu04fvw4c+fO5a233mLQoEHtGouyn3U8lHV2cVNUVERKSgpXXnklb731FiaT6ZJbZ4qn7SVKemkZ1fX1mAjAt8ofh9aGR+VGI2oxuH0RGm4obxo2lJSojlMo5zehUkNKf3m44T7Yvw22roEDO2RBJT9Hzhjq3g+GjYOBo04RVtT+ZtSDemEY1KvZeMnlxn28UM7IzTiOKyuvUdyVrPW4cwpw5xRQv7R5SOrQoMZCaJrELtS89lnLKZsSIEDF42/gO3VUx7dKcNTDsYwmgTYnHWpb8ED0MTUJtF17QHx32QbjN6JXaxkX1Z9xUf2pdlpZU7yXZQU7OVyTx9byo2wtP4qPRk9aRF8mxwzivnFp1NodrM/MYl1GBpVWG8sPH2H54SNEBfjT2+hPpmMITqlpe9EL9SQbtjMi2s6fJk9B1yAsF9kq+SxrJUsLduKRZKG/d2A8v0ueyJDQHgiCgGitx/L1Uiz/m487p0CeoUqF7/QxBNxzDfrBvS+KYgztSV1BAfMnTsReUUF4aipXfv/9OQu2vwb/+HimfvopCy+/nN1vvEH0qFF0nzPn9BPEJMDfXoMfPodl82XP2/T9cNsj0L1vm8d7PhAEgck+k/mq7issooXjxiU8N/5KHh2lYuFR+Gw/ZFbBvEPy0D8cbuwrcMM/L6O+1sny9/fwyg0LMZh0DJqa1DjfvkEJvDzkTjIthXyetYo1xfvYGe5m55+T6OcJZMbyCq79aT/zxvag1uzGcPQwklqNytNUWVLU6nDFxlFVMYQ+6rWYvQeoqquntE7+XOvxklxQS0puDbFlVqxmDRldfVmSaCJnki/HEuKx+5x6CRTsUtPN40eKPpyeQfF0j+rG+uxiPnljLU67B59wP4Z+cCUl0bFcdVygIqf59L3DZJF2fDz0C+eMBdxaQ647l5W2lVglKwICgwyDGGoYilq4wOcCSZKL7X3zHlSUyOMSe8J190J8csvTqNRI3fpQmJVPv259OpVgK4kiP998M9WZmZhjY5n+1VedQrBVUFDoWPi7fXBpVRgCtNir3dR7dDhcRgw6OzF2K1YgozZXrpUQ1Q0sBxEy9rZ32K0mPj6erVu3XvLXvgoKnZEHH3yQ2tpa0tPTT2tTpiCjiLadDMtJWaQCAkZ3y8UwLA77hQrp4kKnh0Fj5MFa21jAjMxDcHSvPHz+JvQbCsMmQJ9BclfP0yDotOi6xaPrFg/TxzSOlyQJb0lFU2ZuZm6j7YK3uBxveRXe8iocm/eePWYJvIVlVP/rEwzD+6H2N6MKMKMO9EMw+Vy8FzKiF4rymtscFOXKN/8no1ZDTNcGgbY7dE2BsKg299sK1JuYFT+KWfGjyLOWsbxwF8sLd1FcX8WSgh0sKdhBmCGAidEDmdx1EDP69OZAYRFr0zPYk59PUY2FUK2FYE0eFWotLhXoRAjxulEJUGn1QaNSkWst5fOsVawo3N2Y2TswOIlbkicyIDgJQRBwF5RS+8G31H72E6JFtmVQ+Zkw3zQD/9uvRtsl4kxf5ZLBXlnJ/EmTqMvPJ7BbN65esgSd+beL+a0lccYMhvzlL2x/8UWW3X47of36EdSt5SJ0gGzhMfs26DcEPnhFFrte+QtMnAVX3SJ/fpGjV+mZYZrB17Vfk+/JZ4tjCyONI7mlH9zcF7YXwef7YUkW7C2FvSvgmfUCV98wnb4eHfs/3sbzs+bz9NLr6ZPW3KA22T+ap1Nv5nZrGV9kr2ZZwU72aarZN01Nj9nTSF5voLSsAqNUDicJtgCC24U+O5MYsnAjUQUIkkRciZVuBTVotR7yUgJZOq4r2TF6ylvYTAwqLd0DutAzII6egbH0DIgjzBjQ+Hl5voWXbv2J7Yes1A0bjDSqDxUhYeysFaBWbmPSwaguslA7Lh7Cz1P9KbfkZoN9AwecBwAIUAUwyXcSkZp2eNhaeFy2OjiyV34fGAKzb5d7qFys5582ZtsLL5D944+o9Xqu+PZbfEJO31NHQUFBoa0I84mmHNCF67BXuzFQQUldd+KD9zJIc4QVrlC0unJ2V2YxePwkWHgQrdeCZK1FMHWMHqcn3+ccPnyYxMRE9Hr9GaZQUFC42Fm0aBELFixArVbz7rvvnrEIsIIi2nY6/I0tFy/5te06NSY/SJsuDxUlsvft1tVQnCf78e3aKGd8Dh4DQ8dDUk9opeevIAgNlb5DYUzz7jyitb4hIzcXV0Yu9rU7ce49cpo5NVH98kenjlSrUQWYGoVcVYAf6gAzKn9Z1FUFmJqNUwU2vA7wQ2U8zxc8lqrmAu2xDHC28HAgOEy2Nzgh0MYmymJ6OxJrCuOO7lO5vdsUDlTL/reri/dR5qjhi+zVfJG9mmS/aCbFpHLjqEEML07g7bXrsepqmtmQOIH6BhsSp9POH7e8z67qdKSGNOohod25JXkSfYMSkCQJ585D1Lw7H9uidY02G9qEGPzvmo352qmnLUZ0KeKyWvl22jSqjhzBFB3NnBUr8Am98N3DRz37LEWbN1OwYQM/zZnD9Vu3oj3b0+Hk3vDU2/D1/2DDUlj+LRzaBbf/Sd7+L3JC1CFM9J3IEtsSdjp2EqYOI1mXjCDIBcmGRkO5Db45DF8egII6+HCfAP0nEfn3vmh/2MBTV3zDCytuoNvgqFPmH2sK49F+13Jbt8l8mb2GRXlbOVpfzNFUie6r3Eiu5gYkcPJ7CV9JS3RsIPVdTaT7OVnircaD+Iv2AnGmMHoGxtEzQBZoE8wRjYX+TqbeJfHuZ8f5anUNVSNn4L48oOlDCRIDG7JpE2BwFOjO83VmkaeI5bblWES5oGg/fT9GGkeiFS5wNzFrHfz4GaxdJHs1a7QwZTZMnQv6Tm6rdAaOLVvGxobiGJe99RYR7dxlV0FB4dKlS1QKh8hEF+8DR21yMTJvP+LZSy/tfn6yX4FWV8728nRGXzYT12f/QmcScC/9Ge3sa9s7/HPinXfe4cEHH+Thhx/mhU7gH66gcKlis9m47777AHj44Yfp169fO0d08aOItp2M7uFhBPr4UF1ff9o2Qb4+dA8PO+3nlyQhETD9Wpg2F/KzZfuEbWtkIXLdz/IQHAZDx8keuFGtKGl+GlQmHwz9e2Do3wMA+9jBFF35wFmn0/ZIAElCrK5FtFjlolReL2KlBbHScs5xCHodKn+TLOT+UvQNNJ867qTXguSVvWePNVgc5ByFqrJTF6I3QkI3SGgQaLt2B/+gc471QiEIAn2DutI3qCsP9LqKLWWHWVYg+99m1haSebiQ/x7+iSTfLpT71lNrrDhlHl6Vm1K/XBCgoMH5YVR4L25OnkhKQCyS20PddyuxvPsNzt1NYr1x9ED8774Gn4nDETpLQcDzhMfp5IdZsyjZvh1DUBCzly/HLza2XWJRaTTMmDePTwcMoHz/flb/3/8x+f33zz6hwQdu+QP0GwafvCZnLz73IFxxkyyEXeRdx7vpulHqKWW3czcrbCsIVgcTpG7al0N94b7BcE8qrM2Vs2/XHIfi4Ai4bQ5FljpufeEA//6bjiGDWs5KDDcG8lDvWdySPJFvctbx8/bV6Fxii21P5sAw2BpcC9RCg8V4gM5Er5ME2h4BXTBpTy+u51lg9XFYke5hS4GAV50AQ+TPdCqJ4V0ExifItgexbVT7zyN52Grfym7nbiQkTIKJib4TidVe4G3d64X1P8P3n4KtwW8idRTMuUM+V17CWI4fZ/H114Mk0ffOO+lz++3tHZKCgsIlTEyvVKTSXegj5OQHPWUUCYOATwhzHcLhfQSz/0a2lKYj9NHhMoSjowxx6zroYKJteHg4LpeLl156iRkzZjByZMcr8KqgoABPPfUUeXl5xMXF8eSTT7Z3OB0CRbTtZKhUKm4YOoQ316w9bZvrhwxBpYhCLSMIEJskD7Nvkz0ot6yG3Zugsgx+/loeuiQ2FDBLO2MBs9ZgGNYXdVQo3uLyln1tBVBHhdFl7UfNPG1FuxOxphZvTV2DkFsnv66pRayxNr5uGleH11KHWGMFrxfJ6cJbVoW3rIoWyn41Q+sroA9UYwhSoQ9UofdTIaia575JgFdjxmsKwxsSA5EJEBOPKjhAFoAD/VCZfU/JmLtY0au1jI3sx9jIflhcNlYXyf63h2pyybDlgQ+NnsPNOPFeggEB3Xig3+Uk+UXjra6l+vXPsXzwnbyuAXRazFdPxP/uOeh7JaFwKqLXy5KbbyZ3xQq0vr5c/fPPhPTsefYJ2xBTVBTTv/yS+RMncuCDD4gePZret9zSuon7D4PEd+DTN2SP0O8+kn22b/8ThF7cPuMjjSMp85ZR4ClgkXURc/3moheaZ8mrVTAhQR7ya+GrAzDvoEQlZgrSRjBng8iYLBd3DtcxKhZULRwQgvRm7kmZgSnfyWZWnTUuvVMgPiCuIYtWtjqINAad0TrG5YUdRbKwvPoYZDdaa2tADdpqC4NM9dx2ZTij41QY2zjJtdxTzrL6ZVR65QJqKboU0nzSTvl925wje2UrhMLj8vvoeNm3toeSBeG22/nx6qtxVFURMXgw4//zn/YOSUFB4RLHNzwc1a5K9H26AKCjikLXdADcNRmYzEYkSU2Zo5ICWzkB/YbCoZ/QVuXKNmYX+QPjk7nqqqu45ZZb+OSTT7j55pvZt28fJtN58iRSUFC4IOzdu5d///vfALz99tv4+nacAs3tiSLadkIGxcdx/7ixfLFte7OM2yBfH64fMoRB8b8+S/SSQqWGlAHycOP9sG8bbFvdUMAsWx4WvC/fzA4dDwNH/qrK8IJaTchzD1J62+Oy4HeycNugOYQ8+8ApRchURj0qY4MFwzkgSRKStb5R7PVamou+UkUlquoiNLYyNB4LWlU9avWparLHIeKsFnFUizirvThqRCSPDSgB9p/mywqo/Hxbzu5tGNQn2zic9FrwNbabf6+/zper4kdyVfxICmzlfJy+nGVFu04VbE9GgFt6jCe21EP5M69Q9/VSJLsTAHVoIH63XoXfLVegCbt4M4/bG0mSWHX//aR/8w0qrZYrvvuOyKFD2zssAOImTGDk00+z6YknWHnvvYQPHEhonz6tm9gcAL//O2xeAV+9A1mH4al7Ye7dMHrKResTqhJUTPWdyle1X1EtVrPCtoLpvtNPu1928YM/j4Q/DBNYuNfFP+dXUBUZxfpSHeu/h3h/uL4PXNMTAltIglWbWidYzuk1nhtHzjxru1IbrD0ui7Qb88HqavpMkER8svMwH86im6uSJ18fQ9LAthfRRUlkp2Mn2xzbEBExCkYm+EwgUXeBbTPKS2D+e/IDSgBfM1x5C4yZKvuOX+JIksSq++6jdPdujCEhzFywAI3iqaigoHAR4FMNNpMGnVGDy+7BI0JdfRBmnyqG6vex3RGPwZjNjvIMZlwxE++eH1HrRLwH9qDu17HsXV5//XVWr15NTk4OjzzyCO+88057h6SgoHAOlJeXExoaypgxY5g2bVp7h9NhUETbTsqg+DgGxnbhcGERa7dsYezw4fSMjlIybH8tOr3sbTu4oYDZzg2wdZUsthzZKw9fNBQwGzr+rAXMfolpRhp8+CwVj72Ot6i8cbw6KoyQZx+QPz9PCIKAYPZFZfaFyBAoOAbuQihPh5KjUFrY0BA48RU0WohLRorvhhQehzcwCq+oQbBY0Vnq0FTXYTyRyXtCAG4Ugq2INbVI9Q7Z3sFiRbRY8ZwuwNOhUTcXdf1lGweVv7nJpzeg6fXJQrDKcP5urmN8QxkWniKLtmch51/vEvDB9sb3ul5J+N9zDearJiDoL/4iVO3NpiefZN8774AgMO3zz4mfNKm9Q2rGsMceo3DTJo4vW8ZPc+Zw444drS+MJggwchJ07wsf/gsyDsCnr8PerbKNgn9gm8b+a/FR+TDdNJ0FdQvIdmez07GTwcbBZ5xGp4a5qTomxfhx3xVfcTQ6EcvQfhy36Hl+I/xrC0xPhpv6woCIJs26W1I3Vhl+Ruto+fmIBLgNkJLco8XlekXYVyrbHqw5Dgd/4eASYoR+Bitln2/Au/EAGoeTqx4Zzo3/uBqdoe0vj6q91Sy3LafEWwJAojaR8T7j8VFdQC9rpwN+ngfLvgWPW/ZtHzsDZt4EpgtX5O9iZ////sfBjz5CUKmYMW9eu9mzKCgoKPySIAKwAYZANS67BwNlFNf3xOyzkVTjftbXj8ZgzGZ7+VGuGjwSW70eX50L79LFHU609ff35+OPP2bChAm8++67XHHFFUydOrW9w1JQUGglEydO5MiRI7jdZ+vnq3AyimjbiVGpVHSPCCdbr6N7RLgi2J4vTH4wdro8lJfI3rfb1sgFzHZukAdfMwwaLVsoJLaugJlpRhq+U0dh3bibXctWkTp5AqZRA0/JsP3VSBJUlTcVC8s5CnlZ4Had2jY8usGHtoc8xCSARouALJ6oaNJzW714p0vO7rXUyVYNJywbGkTdk8fJr5va4faAx4tYUYNYUXPOX10w6JpE3UbRV/bzPXmcXMDtpIzfADOC5tTDZLC+dRV3jRuPgCDgM2UkAXdfg2FE/3bLFu5o7H7jDbY+8wwgF/vpcc017RzRqQgqFdM++4xPBwygKj2d5XfdxfQvvzy3dRwSAY/8E1YshIWfyFYJT94DNz8gZ+9fhERoIhjrM5ZV9avY7NhMmCaMOO3Ze3AEhpt47Ztp/GX0J5QsWo32ihG4Lh/FkSoV3x2F745Cz1C4qQ9c0R36hyZh6+dPwDbLKU4kJ3L/6/sF0D+0yVqkxgHrc2Whdl0uVP2iFmK/cNmXdlSUh71vrOGHV7eCBFEJATz0ybX0Ht32YpwkSexz7mOTfRMePOgEHWONY+mh63Hhjg+SJJ+3vv0Qqhu8uVMGwLV3y5YICo0Ub9vGqv/7PwBGPf88cRMmtHNECgoKCk1EBMSTjwVtlA6KnLKvLQPpxka6cgRH/e0Q/DM7K7Jwix7E2BSo3Ycq+zS94i5yxo8fz4MPPsjrr7/O7bffzsGDBwkKUnqtKSh0FAICAto7hA6HItoqKPwWQiNgxnVyEbP8bNn/dvvaFgqYjYdh485awExQqzGM6I+lpkgW+H6LYOuoh+OZTQLtsaNgqT61nY+puUCb0F0Wps8zgl6HJjwYwoPPaTpJkpDqHU3Zuw3Cr7e67hc+vieye61NArDFCqKI5HDhLanAW1JxVv/eU+I2+ZySyRvu50vgIBfV/tqWTTlFiaBqF4NGTST40zlou8ac41IvbQ5/8QWrH3wQgJH/+Af97723nSM6PT6hoVz+zTd8nZbG0XnziB49mgG///25zUSlhsmzoVcqfPAy5OfA28/AiIlw3T1gvPj8nnrre1PqKeWg6yBLbUu51nwt/uqzV+gKi/Xn2ZU38JfRn1Azfx29CrJ56vMbmZ+l5acMOFwOj66G5zbCrB4qkpOvY6frA6KOuNE5mubjNkBRipaJfa4lo0LVmE27qxjEk9xc/HQwJg7GxUNanFwwLWt3Ma9O/Z68w7JYOfnOAdz+r4n4mNu+u3utWMsK2woKPAUAdNF0YaLvRMyqC5jVejwDvvovZDcUQgyNhGvukv2WlYdKzbCVlfHD1Vcjut0kz5rFkD//ub1DUlBQUGhGfHx/drAOXVcT7KzDQCnF4gAAhJoDGCU9Xq8JB1YOVefS7bIpSN/uRSPakCpKEDpggckXXniBtWvXcv311+Pv30bVQRUUFM4bd999N6NHj+aGG25QEph+BYpoq6BwPji5gNmc2+HoPti6GnZvbihgNk8eYhNlAXfoWAhoQbwUvQgZB4guzETIOAAp/VpXJED0QnF+8yzaojyQflF5Xa2G6ARI7AEJPaBrdwiLblUmcHshCAKCrxGVrxFNVNg5TSuJImKd7ZTs3Wb2DS0IwWJNHWKdTZ6HtR6PtR4KSpvN+4b0QN68L1FWiE4WbkUJBLj+q3z8/36HItieIzk//8zS3/0OgIEPPMCwxx9v34BaQfSIEYx58UXW/vGPrH3oISKHDCFi0K/ochiTAH97DX74HJbNlz1v0/fBbY/INgoXGWk+aZR7yyn1lrLYtpg55jlohbPn4EcnB/Psihv4a9qnpG8p4Ke7vuaFRdfy9zEa5h+GLw7AsRr4dD9AX4y+t1M9+jv8a6vROMGjB4s5iOqqq3hjY19e+4XldrdgOZt2fAIMjABtwyHU6xGZ9+wmvnp6PV6PSEC4Lw+8P4MhM7qd51/mVCRJ4ojrCOvq1+HChQYNo4yj6Kvve+EuXi1V8N3H8nYlSaA3yA8cJ84CrWLX8ktEj4dFc+diLSwkqEcPpnz0kXKjoaCgcNER3q0X0tHv0UfK1joGoZxjrquQJAFHbT4p4cfJrO+Gr3k328vT6TtuAo4PJIyBAt4VS9Fc97v2/QK/AqPRyM6dO9G00BtOQUHh4uLHH3/kf//7Hx9++CFDhw4lOTm5vUPqcChHOgWF841KDT0HysMNjqYCZgd3Ql62PJwoYDasoYCZ0Rd2bYR576CprmAQwO6VEBgC194DqaOaL8NSBTnpcvZsTrqcOeWoPzWWoNCG7NkGgTY2Sb5Rv0QQVCrU/rLVAedYf0/yeBAt1pMsG5pe2zfvYdCPa7n/rWy+uL4L1UFNGXpB1S6u/yqfQbuq8ZRWnudv1Lkp3LSJH2fPRvR4SLnhBsb9+98dRiRJfeghCjZsIOv77/lxzhxu3r0bQ+Cv8KXV6mD2bdBvCHzwClSUwCt/gUmz5MJQF5G4phE0TDdN56varyj3lrOmfg0TfSa2ap3F9wnn6SXX8/hln7Nv1TFenPstjy6YzZ0D1dw+ADbnw2vbYEcR2G19sdt6U2nIQa2pxevww1nTFdmoBbQqOZt2fDyMjYeYFjoKFKRX8OrNP5CxvQiAkbNT+P1/p+Ef0vb+sTbRxur61eS4cwCIVEcy0XcigeoL5FvsccPK72HRV03nieGXwdW3tvzwUAGA9Y8+Sv7atWhNJq747jv0fue/B4qCgoLCb0Wt1aIttMGgAFRqAdHrRsJDlTWaYHMBo8z7OVDXH1/zbnaUp3NXj2m4fSIxUoq0YwN0QNEWaCbY2u12bDYbISEh7RiRgoLCL7Fardx///0A/PGPf1QE21+JItoqKLQlegMMSZOHOktDAbPVkH1SAbPP35TF1OzDp05fXQH/fRau+p0s1pywOagsO7Wt3gDx3WSBNrHB5kC5If/VCBoN6uAA1MEBp3ym65GA7ce1DNpVzcDd1aR3M2MJ0OJf46Z7Rh2qhsw/zTlaQVzKlB84wHczZuCx20mYOlXOaruIM8B/iSAITPnoIz7bvx9LTg5Lfvc7rvz++18vOif3hqfehnnvwsZlcqGog7vgjj9Dl67nN/jfgFllZqrvVBZaF3LEdYRwdTj9DP1aNW33odH8/ae5PDX1K7b9mMG/f/cjD396BWq1ilGxUGmXRVsZFU5HUovz+ecEmN2z5WWIosTit3fy8Z9X4rR78A0wcO9bU0i7rvcFeSCQ6cpkTf0a7JIdFSqGGYeRqk9FJVyAbVuSYP92+OZ/TQUmE7rLDwITU9p++R2Y9Pnz2fnKKwBM+egjglOU30tBQeHixWzTUq0W8PHTYq12yRYJzt4EmwvorcvAUT8bgHRLATUuK6rUkXDwOzSWIrkgZQdO6Ni3bx/XXnstcXFxLFmypMM87FdQuBR48sknyc/PJz4+nieeeKK9w+mwKKKtgsKFwuwP42bIw4kCZltXQ0l+y4LtySz8uPl7QYDIWDl7tmuKfCMeHdc6KwWF34xhWF/UUaF4i8tRSZCSXte8gQDqqDAMwy6+Lu0XIzU5OSyYPBlnTQ3RI0cyc8EC1NpzLXXX/hgCApg5fz5fjhhB9o8/suOVVxjypz/9hhn6wO8ekr1GP3kdCo/Dsw/AFTfBlNkXzf7eRduFUcZRbLBvYL19PaGaUKI0Ua2atu/YeB5dMJtnr/yGdV8exGjScd870xAEgbBWWvlGnyYBsjzfwuu3/cTelccA6H9ZAn/4aCYhLaXinmccooO19rWku9IBCFGHMMlnEqGa0DZfNiDb5Xz9rtzDA8A/EGbdBsMnXNR2OBcDlUeOsPTWWwEY/Kc/0X327HaOSEFBQeHMhGhDqQZ0wSqoRi5GJgyiN0sx2o5iwonLGYlOX8zO8kzGzJiMe9sCtL4qxD1bUQ0b295f4Vej0+k4fvw4R48e5d133+Wee+5p75AUFBSAPXv28NprrwHw9ttv4+PT9r3bOivKlbuCQntwooDZM/+DGx9o3TSJKXLG7R9fgDcWwD/ehd89DGOmypl3F4mAcykgqNWEPPdgw5tffij/C3n2gd9WSO4SwVZSwoJJk7AVFxPSpw9X/fQT2g58Ug8fOJDxr78OwIZHH6Vg48bfPtP+w+Ef78CAEeD1wHcfwUt/gvLi3z7v88QA/QCStcmIiPxs/RmbaGv1tIOnJ/PIF1eiUgks/d9uPvzTSiRJYkgURJpO3cVOICB/PuQX+rAkSaz5fD/393mXvSuPoTdquOfNKfxj2Q0XRLDNdefyRe0XpLvSERAYbBjMteZrL4xgW2+Vxdqn7pEFW40WplwDz30AIycqgu1ZcNbW8sNVV+G22egybhyjn3++vUNSUFBQOCvRobI3uyZWzpj1FcoodsuJA/Wl++jiU4XD3h2A7eVH0SbGYq+Xrb28q5e3Q8Tnj5SUFP75z38CcvfrrKysdo5IQUHB6/Vy1113IYoic+fOZerUqe0dUodGuXpXUGhPBAGMxta1HT9TLhqTMuCirCZ/qWGakUb4h8+ijmwuxKijwgj/8FlMM9LaKbKOg6OmhgVTplCTnY1/QgKzly79dT6wFxl977qLlOuvR/J6WTR3LrayFuxMzhVzAPz+73Drw3IGbtZheOpeWL9E7gbfzgiCwGW+lxGsCsYm2VhsXYxX8rZ6+tHX9OL+92YAsPBfW5n37AbUKniyYTc6zbMRnkwD9UlXMpaKel6Ys4B/3fQDNouT7kOjeWPvXcy4bzAqVdt2mXRLblbXr+Z76/dYJSsBqgDmmOcwwjgCtdDGD3BEr7wtPHY7rFgIXq+cof30u7JHsqHjPgi5UEiSxNJbb6UqPR1zTAwz5s1DpRS5UVBQ6AAkJKciiSL6RDMAPuoyytzd8Hg1uB1VjAg8jqNeFm13lMs9QMSEPgCojh26KK4jfgv/93//x7hx46ivr+fmm2/G4/G0d0gKCpc0a9euZefOnfj7+/Pvf/+7vcPp8CiirYJCe+MfdH7bKVwwTDPSiNs9n7AFr5J/53TCFrxK3K5vFMG2Fbjtdr6fOZPyffvwCQ9n9vLlmKJa16X+YkcQBCa++y5BKSlYi4r4+YYbEL2tFzDPMGMYOUn2uu3WR/ah+/R1ePMpsFT/9vn/RnSCjumm6ejQUewtZoN9wzlNP+m2/tz570kAfPHEOn54fRtTk+C/0yHC1LxthEkeP/Ukm9vtizK4r/c7bP72KGqNipueHctLG39HdLe295Yu8hTxRe0XHHAeAKCfvh/X+11PpCayzZdNxkF45gF5W6izyNY5Dz0H9z8F4Z1jn7oQbH/pJTK/+w61TsfMBQvwDQtr75AUFBQUWoVfSARCgQV9hJw9K3lqAS9l1kQABpuycDliEUUNFc5ajtWVoJ00GdEjoZacSHkdOztVpVLx8ccf4+fnx5YtW3j55ZfbOyQFhUuaCRMmsH79et577z0iIy/AtXAnRxFtFRTam269IfAs1U4DQ+V2ChcdglqNYUR/LENTMIzor1gitALR42HR3LkUbNiAzs+P2UuXEpjUcpGpjorOZGLmggVofHzIXbmSLc88c/5mHhIBj/wT5twhd3/ftw2evAd2bzp/y/iVBKoDmew7GYB9zn0ccR45p+mv+MNQbviH/NDjvT8sZ/mHe5maBJtuhc+v8HBLyE4+v8LDplubBNv6Oidv3LmIf1z+NTWlNmJ7hfLq9tuY+9ho1Jq2vczxSB421m9kQd0CLKIFk2DiKtNVjPUZi1ZoY1/myjJ49wV46RHIzwYfk1xk7Mm3oVdq2y67k5G7ahUb//Y3AMa/8QaRQ4e2c0QKCgoK54ahzIXaoMboI597DJRR7JELgwa5cvBXVeN0yCLu9op0jGMGY6+UM2y9a1e0T9DnkdjYWN544w1ALn60d+/e9g1IQeESZ/To0cyZM6e9w+gUKKKtgkJ7o1LLN9pn4tq7Fc9ahU6BJIosu+MOsn/6CY3BwFU//URY//7tHVabENKzJ5PefReALf/4B8dXnMebIpUaJs+Gx9+QPa2tFnj7GfjwX2BvvZ9sW9BV15UhhiEArKpfRZnn3Owhrn18NFf9cRgAb965iA3fHAJJxJR1HP/dBzFlHQdJBODg+lz+r+//WP7+HgQBZj0ynNd23kHigLZ/ql/uKWde7Tx2OXchIZGiS+FG/xuJ1ca27YKdDvjxc/j7nbBjHQgqSJsOz70Pl10JSpf+c6I2L49F116LJIr0vvVW+t51V3uHpKCgoHDO+Ltk6zSDn2wFpKeUIgYC4K08QLi+Akd9DwC2l6ejMvngNjX0xti95cIH3AbcfPPNXHnllaSlpREc3Pa9bBQUFJqzefNmjh071t5hdDqUK3sFhYuB1FFw7+Mw7x2ormgaHxgqC7apo9ovNgWF84QkSaz905849MknCGo1M77+mi5jxrR3WG1KzxtvpGD9eva/9x6Lb7iBm/fswRwdff4WEJMAf3sNfvgcls2HzSsgfR/c9gh073v+lnOODDMMo8xTxnHPcRbbFnOd+ToMKkOrphUEgdtevoz6WifL3tvDy9ctxBS0hNoKOwBrXv2K4GgziamR7PgpA0mC8PgAHvpkJr3HxLXl1wJAlER2OnayzbENERGjYGSCzwQSdYltu2BJgp0bYP77UNUghHfrIz/0i23jZXdSPA4HP1x9NfaKCsIHDmTCW28hCG3rfaygoKDQFoT7RlFKLZpQFZRAgKaMYpd8HVBbuo/+3WxkF8q+tvsqs3F6XQhDR8PB+ait5bLNkn/HrisgCAKfffYZPj4+qJTCmwoKF5S6ujrmzp1LZWUlS5YsIS1NsQs8XyhHMwWFi4XUUfDiJ3geep6dAy/D89Dz8OLHimCr0GnY/uKL7Hr1VQAmf/ABSTNntnNEF4bxb7xBWP/+2MvLWTR3Ll63+/wuQKuTi039+WXZOqGyDF75C8x/D9yu87usViIIApN9J+Ov8qdWrGWpbSliQ3Zsa6f//X+n0XNUF0RRahRsT1BZWMf2H2XBdtIdA/jP/rsuiGBb7a1mft18tji2ICKSqE3kRr8b216wzcuGl/8M7z4vC7ZBYXDP3+BPLymC7W9g1f/9H6U7d2IICmLmt9+ibW1hUAUFBYWLjC7RvQDQJskm8CZtBdWeWBwuX0SPg1EBhYjuIDwef1yih31VxzBOGY+zxosggNhJsm1NJlMzwba2trYdo1FQuHR48sknKSgoICIigsGDB7d3OJ0KRbRVULiYUKmRuvWhMDoZqVsfxRJBodOw/7332PDoowCM/de/6H3LLe0c0YVDYzBw+fz56Pz8KNy0iQ0N3pnnneTecpGyUZPlrMxl38KzD0B+Ttss7ywYVAam+05Hg4ZcTy5bHVvPeR6lx2rO+LlfiJH73pmGj1n/K6NsHZIksdexly9rv6TEW4JO0DHJZxLTfafjo/JpuwXX1cgFxp65HzIOgE4PV9wEz74Hg8bIxekUfhX733+fA++/D4LAjK++wj8+vr1DUlBQUPjVxMX3Q3J70Xc1A+B1lgMSJfVydm0UBfhrynA0vN9Rno62ezx2m9wLRly/sl3ibiusVit33303AwYMoK6urr3DUVDo1OzevZvXX38dgLfffhsfnza8Nr4EUURbBQUFBYU2JeO771hxj+zbPOSvf2XQww+3c0QXnsCkJKZ89BEAO195hawffmibBRl84HcPwf1PgjkACo/Lwu3PX4PobZtlnoFQTSgTfCcAsMOxg2xXdqunPbQhj8rCM99o1VbYObQh7zfFeDZqxVq+s37HOvs6PHjoounCjX43kqJPabuu9B4PrFgIf7sd1i+RRfghY+HZ9+HyG2TxVuFXU7xjB6vuuw+AUc8+S/ykSe0ckYKCgsJvQ6vVoy6qQxuoRatRI4pe9FRSJA6QP687SrCmtFG03V5+FEEQELvJxcpUBengOc89gdoRURRZtmwZOTk5/PGPf2zvcBQUOi1er5e77roLURS59tprmTJlSnuH1OlQRFsFBQUFhTYjb/VqFl93HZIo0ueOOxj9/PPtHVK70W3WLFL/8AcAlvzud9S0pVF//+Hw9Dvyf68HvvsIXvoTlBe33TJPQw9dD/rr+wOw3Lacam91q6arLrae13bniiRJHHYe5gvLFxR4CtCgYaxxLFeZrsKsMrfJMgE4uBOeuhe+flcuKhebCH95Be76KwSFtt1yLxHqKyr4cfZsvC4XSVdcwdC//rW9Q1JQUFA4L/jWyPZCvia5p56RUoq9/QGoK9lNrxA7Dns3JEkgp66ECocF3WWX4XGIqCSv3KOjk+Dn58fHH38MwHvvvcfixYvbNyAFhU7KW2+9xa5du/D39+ff//53e4fTKVFEWwUFBQWFNqFk504WXnEFXpeL5FmzmPjOO5d8kZ8xL75I5LBhOGtq+GnOHDwOR9stzC8A7nsCfvewnIGbdRie+n1T5uYFZJRxFNGaaFy4WGRdhEs6u9duYKSpVfNubbtzwSbaWGRbxIr6FbhwEamO5Hq/6+ln6Nd223BpIfznSXjtcSjJB7M/3PwgPP6GbH2h8JsRvV4WX3cddXl5BCYnM/WTTxCUYjUKCgqdhEApAACtn3yODzWWNxYjs1YcZXikhErU4HLGALC9PB1j2iDqy2XPee/GNRc+6DZk7NixPPTQQwDcfvvtVFRUnGUKBQWFc6GgoIDHHnsMgBdffJGIiIh2jqhzolypKigoKCicdyqPHuXbqVNxW63Ejh/P9C++QKVWPJrVOh2Xf/MNxuBgSnftYm1bd9kTBBg1Sfa67dYHnHbZI/XNp+RK0RcItaBmqu9UfAVfqsQqVthWIJ1FOO41OpaQGDOcTiMVIKSLH71Gx57XWDNdmXxR+wU57hxUqBhhHMFs82wC1W1UVdtugwUfwBN3w75toFbDxFnw3IcwZqribX4e2fj44+SuXInGx4eZ332H3t+/vUNSUFBQOG9EBsQDoI7QAOCnr8QmhlJnDwZJJEFbToCmFIe9yddW7WfC7SeLuOzfdsEf6rY1zz//PD179qS0tJR77733rNceCgoKrSckJISHH36YsWPHcuedd7Z3OJ0WRbRVUFBQUDiv1Obns2DSJOwVFYQPGsSV33+PxmBo77AuGvy6dGHqZ58BsPfttzk6b17bLzQkAh75J8y5AzRaWRx88h7Yvantl92Ar8qX6abpqFCR5c5il3PXGdur1Sruen2y/OaXwm3D+7tem4RafX4uZRyig6W2pfxs+xm7ZCdEHcK15msZbBiMSmiDyyVRhI3L4bE7YOl82cai92DZ1mLuXeDje/6XeQmTuXAh2//5TwCmfPghob2V7GUFBYXORXy87E+r6xUAgMdRAkgUOeXjnb8zhwB1CY76HgDsqMhAlERUw9OQRAm1oxZKC9oj9DbDYDDw6aefotFoWLBgAV999VV7h6Sg0GkwGAw8/fTTrFq1CpXSc6nNUH5ZBQUFBYXzhr2ykgWTJ1OXn09Q9+5c/fPP6Mxt6P/ZQek6dSrDGroTLbvjDiqPHm37harUMHk2PPY6xCSA1QJvPwMf/kvO9rwARGoiGeszFoDN9s3kuc9cRGzErBT+tmA2IdHNt6GQGD/+tmA2I2alnJe4ct25fFH7BemudAQEBhsGc635WkI1beQhm30Env8DfPwq1FZDeDQ88A/4wzMQ0aVtlnkJU3n0KEtuuQWA1Iceosfcue0ckYKCgsL5JywgFpwe9HEmBAGcDhsarBRLAwFwlO8jKaAOpyMOUdRjcdnItBTiM3EU9grZIkHatbk9v0KbkJqayhNPPEFwcDC+vsoDUQWF34rdbsfj8TS+VwTbtkX5dRUUFBQUzgsuq5Vvp02j6sgRzDExzF6+HJ9QpXDS6Rjx9NN0GTcOt83Gj7Nn47JdGOGULl1l4XbKNbJ9wuYVcuGr9P0XZPG9db3pqeuJhMQS2xJqvbVnbD9iVgofHH+AZ1Zcx7iHu/DMiuv44Nj/nRfB1i25WV2/mu+t32OVrASoAphjnsMI4wjUQhvYElRXwPsvwQsPwfEM2Wt4zp1ydm3fIed/eQq46ur4YdYsXHV1xIwZw5gXX2zvkBQUFBTaBJWgQltiR6VVYfLRARCgKqHYLfvaWop3MSTaiFZw47AnA7CtPB1d7yTsNrm9uHltu8Te1jz66KMcOnSIK664or1DUVDo8Pztb39jyJAh7N69u71DuSRQRFsFBQUFhd+Mx+nkh1mzKNm+HUNQELOXL8cv9vx6jXY2VGo1M778Et+ICCoPHWLl739/4bzWtDqYfRv8+WXZOqGyDF75C8x/D9xnLxL2WxAEgXE+4whTh+GQHCy2LcYjec44jVqtondaHEljAumdFndeLBGKPEV8UfsFB5xytex++n5c73c9kZrI3zzvU3C7YPE8ePwO2Lq6wWt4Mjz3AUy+WrasUDjvSJLE0ttuo+rIEUxRUVz+zTeotcpvraCg0Hkx2+RjnMFHvp6I8KugxNULSRJwWPJIDlA1WCTIvrbby4/KBTZ7yNm4qtLjUG9tl9jbEo1GQ3h4eON7t9vdjtEoKHRcdu3axRtvvMGePXsoLy9v73AuCRTRVkFBQUHhNyF6vSy5+WZyV6xA6+vL1T//THDK+em23tnxjYhg+ldfIahUHP70Uw5++OGFDSC5t1ykbNRkufjIsm/h2QcgP6dNF6sRNEz3nY5BMFDmLWNN/ZoLJlh7JA8b6zeyoG4BFtGCSTBxlekqxvqMRSucZ0FPkmTf4L/fBQs/BqcDEnvCY2/A7x4C/zYqbqYAwM5//YuMBQtQabXMXLAA35Nu2BUUFBQ6IyFauYeT2k+2OwjwqcIlmaisl613IsQCAjVNou3B6uPUexzoLxuLq05EQIJDnTt77ttvvyUpKYmMjIz2DkVBoUPh8Xi46667EEWR6667jsmTJ7d3SJcEimiroKCgoPCrkSSJVfffT/o336DSarli4UIihw5t77A6FLFjxzLq2WcBWHX//ZTt23dhAzD4yALi/U+C2R8Kj8vC7ZJvQPS22WL91H5M9Z2KgMBh12EOug622bJOUO4pZ17tPHY5dyEhkaJL4Ub/G4nVtkFWeOFx+Nejsm9wRQkEhsCdf4G//gvik8//8hSakbdmDev/8hcAxr32GlHDh7dzRAoKCgptT1SYfH5Rx+oB8NhLASh29wFAqDlCtE8VHk8IHncwXklkd0UWxrGDqS+Vz/ni1rUXPvALhCRJ/Pe//yUvL4+bb765mS+ngoLCmXnrrbfYvXs3AQEBvPrqq+0dziWDItoqKCgoKPxqNj35JPveeQcEgWmff078xIntHVKHZMhf/kLCtGl4HA5+nD0bp8Vy4YPoPxyeflf+7/XAtx/Cy3+G8uI2W2SsNpYRxhEArK1fS7GnbZYlSiLb7duZVzePSrESo2Bkhu8MJvlOQi/oz+/CrHXwxVvw1O/h6F7Z+mDGdfDs+zB0nGyNoNCm1BUU8NPcuUiiSM+bb6b/vfe2d0gKCgoKF4TY6N4A6AfIGbeWmnIEydVYjMzy/+zddZhU5fvH8feZ2Jjt3oWll27pUBApBVQQEBFRFCmbnwlICH5tBBUBRQwUlTIIBSxAurtzuzsmz++PsywgIeqyZ+N+XReX7OyZmfvhuDGfec59x++keYQHbkoe+YW7bbcnH8UY4IvNv3AQ5sFdN/RNWz0pisKnn36Kn58fW7du5Q3pcy7EdYmOjmbChAkAvPHGG4SHh+tcUcUhoa0QQoh/Zdd777Fl6lQAun74IfUGDtS5orJLMRi444sv8KlalYwTJ1g9fHjJ9be9mK8/PDYRHhqr7cA9flALH9f/pF3qfwO0cG9BlDkKFy5W5qwk11W8A9nSnekszl7M5oLNuHBRy1yLIb5DqOVWq1ifB6cTfvsRxj8Mvy8H1QUtOsK0j+HuB8Hdo3ifT1yRw2rlx/79yU9OJrRZM7rNmaP1axRCiArA3+QP+XbMQR54uJlRVZVwj0TirdpO28z4ndQJDSnsa1sPgG3JRwEwdbwFp03F4CiAU0f1WsINV6VKFd5//30AJk+ezO7du3WuSIjS78knnyQnJ4f27dszfPhwvcupUCS0FUII8Y8d+uorfnvqKQA6TJ1Ks1GjdK6o7PMMCuLOwjYTx5YsYXfhC4oSpyjQsTtM+lDreWvNhy9mwgeTITP9BjydQjevbgQaAslVc/kp9yec6n/f4aOqKnsK9rAwayEJzgTcFDe6W7rTy6sXFoOlGCq/yOE98MpjsPBDyM2GytXh2Tdg9ARt0JsoMb8//TTxW7fiERDAnUuXYvb01LskIYQoMYqi4JGiXfLv5aG9YRUZkEaSvQ5OlwlHQTrVLflaX9v8KFANxOSlEJebiuW2duQlaT9/1T1bdFtDSRgyZAj9+vXD4XDwwAMPUFBQoHdJQpRaOTk5JCcnYzKZmDt3LgaDxIglSf61hRBC/COnVq3i54ceAuCmJ5+k7fjx+hZUjkS0aUPnt98G4I9nnyV+61b9igkJh+fegP6PaJf4790Kk0bB7k3F/lRuihu9vXvjhhuxjlj+zP/zPz1eljOLZTnLWJe/DgcOqpiqMMR3CPXd6xfvrsvkBK1n7Tsvaj1svXzg/sdh4iyo17T4nkdclwOffXahXctXX+Ffs6beJQkhRInzs2tvTJo97QAE+mTgwo3EXK3frXf+KULcklBVD6zW6gBsSzmKe9O65Oe6AaBuXV/yhZcgRVGYM2cOYWFhHDx4kJdfflnvkoQotby9vVm/fj2bNm2iUaNGepdT4UhoK4QQ4rrFbtzIj/3743I4qH///dz67rty6XExa/7EE9Tp3x+X3c6PAweSn5qqXzEGI/QcAONnQmQNyMmEWa/A/Hcgv3jbGAQYA+ju1R2APdY9HLEd+cePoaoqB60H+SrrK2IcMZgw0dmzM329++Jj8Cm+YgvyYdln8PKjsGsjGAzQ5U54dT7c2huMxuJ7LnFdEnftYm3hjv/2kydT8/bbda5ICCH0EWqpDIAhQGtr5MhPACDO1QyA3MTdNAh1x13JIT/3Ql9bxWCAhi1QVRVDegKkJpV88SUoJCSEjz/+GIDc3Fx92lIJUUYYDAZatWqldxkVkoS2Qgghrkvy/v0s690bR34+Ne64g56ffqr9gi+KlaIo9Jg3D/+oKLLPnWPV0KGoLpe+RVWpqQW3PQdq7RM2rYXJo+HovmJ9mlputWjlof1C+GvuryQ7kq/7vrmuXFbkruCXvF+wYSPCGMFg38E09WhafG8sqCps/hUmDIdV34DDDvWba60kBo8B72IMhsV1y09N5Yd+/XBardTs3Zt2hYMyhBCiIqpaqQEA5jraz6TUlHhMOIh3aFeAZMbtpE5YaGGLBC203ZlyHIfLiedtHSlIK/ydY9+2ki++hPXp04e9e/fy4YcfyiYEIf5i586dPPvss+Tk5OhdSoUmr7aFEEL8rYxTp1jSowfWjAwqd+jAnYsXYzSb9S6r3HL38+POJUsweXhwetUqtpWG6cZmN+j/MDz3FgSHaTtw3n4BFn8MdluxPU1bj7ZUM1XDgYOVuSspcP19n7njtuN8lfUVp+ynMGCgvWd7+vv0J8AYUGx1cfoovD4WPnkLMlIhJAIemwRj/6f1sBW6cDmdrBw8mKyzZ/GvVYs7FiyQN5OEEBVauE8VANyahWI0GCgoKKCKTzrxtiYAZCXuISokAH9jAjZrJIpqIddRwKGMc1hubU1eotbX1rV9g25rKElNmjQp+rvsthVC43A4GDFiBO+88w4vvfSS3uVUaPJbrRBCiGvKTUhgSffu5MbHE9y4MX2XL8dsKeZBTuIyoU2bctsHHwDw54QJnPvjD30LOq9OI5g8Gzr20Haerl4K056E6FPF8vAGxUBPr574GnzJdGXyc+7POF1OYh2x5ITkEOuIxaVqu4AKXAX8nPszq3JXka/mE2wMZpDPIFp5tMKgFNOvOJlp8Ol0ePUpOHkY3D2g30Pwylxo3k7beSx0s2nSJM6sWYPJ05O7li3Dw99f75KEEEJXXooXhlw7BncTvh7aG+zVQzNJd1SlwO6Fy1FAhCGVAFMCYCA3tw4A25KPYAwOwO6vhb7KiQNgrTgDuqKjo+nevTvLly/XuxQhdPfBBx+wa9cu/P39GS/zS3Qloa0QQoirKsjIYEnPnmScPIlfjRr0X70aj4Bi3L0orqnRww/ToLA9wsr77iM3IUHvkjQeFnjoGXh8Evj4aUO4pj0JPy0Cl/O/P7zBg95evTFi5KzjLB9lfsQPBT+QUj+FHwp+4NPMT9mcv5mvsr7iqO0oCgqtPFoxyGcQIaaQ/74+0HYP/7wYxg+HjWu029p1hVc/gTsGaTuPha5O/PADW159FYAe8+YRctFuKSGEqKgURcGSqb2h6G7WhpEF+WUCBuILtNYJ9pR91Aw04alkkZ93oa8tgNvNHbHnuVBcTjiyt+QXoJM5c+bwyy+/MHz4cJKTr789kxDlTXR0NBMKW0298cYbhIeH61xRxSahrRBCiCuy5+fz/Z13krx3L5awMPqvWYN3RITeZVUoiqLQ9cMPCWrYkNyEBFYMHozL+d9D0WLTrB1Mmav91+mApfPhrechOf4/P3SIKYTGbo0BsHFp+4UcNYdtBdvIUXPwN/gzwGcA7T3bY1SKYQCYqsLerTBpFCz5BAryoEZdeOldeORZ8A/6788h/rP048dZNXQoADc9+ST1Bw/WuSIhhCg9AvAHwOCh/fx0Fmhv+sa7mgNaX9vaoaH4mxIoKAxtj2REk2XLxXJb26IWCeqezSVcuX5efvllGjZsSFJSEqNGjZJWCaLCeuKJJ8jNzaVDhw4MHz5c73IqPAlthRBCXMblcLDi3nuJ2bABN19f+v/8MwFRUXqXVSG5eXlx55IlmL29if79dzZNmqR3SZfy9YfHJsJDY8HdE44fhMljYMPPWgD6L7lUFyfsJ655jBkzg3wGEWEqpjcT4s7BjAnw/iRIigO/ABj2f1pgW6t+8TyH+M9subn80K8ftqwsKnfsSKe339a7JCGEKFUi/KoBYAjVPk5MiMVLsRNv094MzYzfQZ2wMAJMCTid/hicYbhQ2ZlyHPeb6pOfU3g1ya7N/+lneVni4eHBggULMJlMLFu2jC+//FLvkoQocd9//z0//PADJpOJuXPnYpA5AbqTMyCEEOISqsvF6uHDObl8OSYPD/ouX05os2Z6l1WhBdWrR/ePPgJgy6uvcuqnn3Su6C8UBTp213rd1m4E1nz4fAZ8MBky0//VQ8Y54shRrz2t1o6dZGcxXMKYlwPfzIUpo+HgTjCZoedArRVCh24gv7CWGqqqsmb4cFIOHMArPJw+ixbJUEQhhPiLyqFan1r3ZlrLoLS0NKoHFhQNI8tJPkxNf0/8jdoO3Mxsbbft1uSjKCYTNG6Jy6Gi5GYWW8/6sqB58+ZMnjwZgMcff5zo6Gh9CxKiBKmqWtS/9vnnn6dhw4Y6VyRAQlshhBAXUVWVP557joOff45iNNJn0SKq3HKL3mUJoP5999F09GgAVg0ZQlZpfCEREg7PvQH9H9GCz71bYfIo2L3pHz9UrppbrMddkcsJ61bBuEfgl+/A6YRmbbWWD/0f1nr3ilJl18yZHPnmGwwmE30WL5aWLUIIcQXBpmAAjHWC8XF3ByCqSi65rhCyrcGAilvuSUK8VCyGjEv62qqqiqVLW/KTC9sx7dumxxJ088ILL9CmTRuysrIYNmwYLpdL75KEKBGKorBmzRoef/zxop62Qn+6h7azZs2ievXqeHh40KZNG7Ztu/YPhRkzZlC3bl08PT2pUqUKzzzzDAUFFWeqpRBC3Ejb3niDndOnA9Bz/nxq9emjc0XiYre++y5hLVpQkJbG8oEDcdpsf3+nkmYwQs8BMH4mVK4O2Zkw6xWY/w7kX3/A6qV4Fetxlzm2H6Y+CQveg5xMiKgKz7wKj0+GsEr/7jHFDRW9fj1/PPssAJ3feYfIjh11rkgIIUoni8GCMceBYjBgMWmhY0hABgBxhbtts+IL+9oaE7AW1MKAiaSCDM7mJGHp0obc831td/3zN17LMpPJxBdffIGnpyexsbEkJSXpXZIQJaZy5cq8//77eHp66l2KKKRraPvtt98yduxYJk2axK5du2jatCk9evS46jfGhQsX8uKLLzJp0iQOHz7MJ598wrfffsu4ceNKuHIhhCh/9n38MRteegnQApGGhUN+ROlhcnenz+LFuPv7E79lC+tfeEHvkq6uSk2Y8J4W4CoKbFoLk0drYel1qGSqhLfifc1jvBVvKpn+YcCamgRz/gdvPgfRJ8HiDYNGwaQPoWGLf/ZYosTkxMWxfOBAVKeT+oMH0/yJJ/QuSQghSjWfXK0vrcmQD4A9LxFFdRHvbAZAZvxO6oSFEmBKQFXdwF4T0HbbmsKDcfhV0R7o3HHIyijp8nVVp04d7r33XgYMGEB4ePhln586dWpRGwUhyjqHw8G6dev0LkNcha6h7fTp03n00UcZNmwYDRo0YM6cOVgsFubPn3/F4zdt2kSHDh0YPHgw1atXp3v37tx3331/uztXCCHEtR1bupS1o0YB0Oall2g5dqzOFYmr8a9Rg9s//xyAnTNmcGzZMp0rugazm9Yq4bm3IDhMC0zfeh4Wfwz2a+8SNigGOlk6XfOYTpZOGJTr/FXGWgA/fgkvPwo71oNigE694NV50PVuMJmuc1GipDltNn7s35+8xESCGzem20cfoSiK3mUJIUSpFuym9bPFYgUgPj6WQJPtomFkF3baAqRmai0StiUfAcC9c3usGU4UgP3bS7T20qBmzZpMnTqVqVOnXnL71KlTmThxIkajUafKhChe77//Pp07d2Z0YRs2UbroFtrabDZ27txJ165dLxRjMNC1a1c2b958xfu0b9+enTt3FoW0p06dYtWqVdxxxx0lUrMQQpRH5377jZWDB6O6XDR59FE6vvqq3iWJvxF15520LLxM/Odhw0g/cULniv5GnUbakLKOPbQp1KuXwrQn/3a4SZRbFL28el2249Zb8aaXVy+i3KL+/rlVFbat08LaH78EmxXqNIaX34cHngAf//+wMFESfh87lrjNm3H38+OuZctw8/qXLTGEEKICqRys/Yw01dAuc46Li6NWhEKCrSGqqlCQeY4wDyfeZgdehjQK8rXQdnfqSWxOx6UtEvZu1WcROnr55Zd55ZVXmDhxInfccQdLly7l1VdfZeLEibzyyiu8/PLLepcoxH927ty5ov+XW7SQK85KI922laSkpOB0OgkLC7vk9rCwMI4cOXLF+wwePJiUlBQ6duyIqqo4HA5GjRp1zfYIVqsVq9Va9HFWVhYAdrsdu91eDCsp3c6vsSKstbyQc1b2lOVzlrhzJ9/ddRdOm41ad99Np/few+Fw6F3WDVeWz9l5badMIW7zZuI2buTH/v0ZuH49ptLcf8pohvsfR2nUEuOXH6DEnkGd9iSuPvfj6tZX64V7BdWUagyxDCHaFs3WfVtp06QNVdyqYFAMf3/+ok9iXPQxhhMHAVADQ3D2exj1pg5ay4YyfP7LguL4Ojv85ZfsmTULgO6ffYZ3tWpl+uu2tCsP3xsrGjlnZU9JnbNAt1DIB7fmYZi3p2F3OKhXs4BtMX6kFlQj2PMMWbHbqR4UxMHcBGJs9THjg9WVze7k4zRvXo/8LLP2YAd2YM/P04aMViAvvvgiR44cYeHChUW3TZo0iRdffFG+5ko5+d7491RVZfTo0eTm5tKhQwceeOABXf+9Kto5u951Kqqqqje4liuKi4ujcuXKbNq0iXbt2hXd/vzzz7Nu3Tq2br383bw//viDQYMGMW3aNNq0acOJEyd46qmnePTRR6/6TtfkyZOZMmXKZbcvXLgQi0WmQgshKi5bTAwx48bhzMrCs3FjKk2ciMFcsX4ZL+scqamce+YZnFlZ+HbrRthjj+ld0nVxs+bRbO86IhLPAJAaGM6uZreR5+VbTI+fT/0j26h27hAK4DCYOF67OSdqNcNllDYIZYX11CmiX3wR1WYj8N57CbrvPr1LEkKIMsNpdBLdIRqA2HGHyVEM1KxzE6uOdecO/5do7PMDjuC+7PPuxZ/ZoRzI70LlsC8weu+hlSuSTmotqsz6niahcZg8FDa260NKcKTOqyp5qqrSr18/zscmr732GvXr19e5KiH+u82bN/PGG29gMpl49913qVKlit4lVSh5eXkMHjyYzMxMfH2v/hpIt1cuwcHBGI1GEhMTL7k9MTHxis2+QbtE4YEHHmD48OEANG7cmNzcXEaMGMH48eMxGC7v9vDSSy8x9qLejFlZWVSpUoXu3btf8x+mvLDb7axdu5Zu3bphljCmTJBzVvaUxXOWHR3NoieewJmVRWiLFtyzZg1uPj56l1ViyuI5u5qzERF836sXWWvX0va++6g/ZIjeJV2fu+/BsflXjIs+Iigtga4bl+EcMBy1fTdtF+xfXNc5czow/LESwy+LUfJzAXC1vAW170NEBYZwHc0URDH6L19nBenpfP3MM6g2G9V69uSuzz9HucLveaJ4lafvjRWFnLOypyTP2cfxH2D3MeDnoZBjheqR/pgO24mzN6UxPxDqnUWPdu048NtGFFTScxsS7L2HND8nd7S/g5x0F3kLP8C3qpm2FgOuCtiW8NVXX0VVVRRFQVVVpkyZwsaNG2ncuLHepYlrkO+N15aVlcWYMWMAePbZZxk5cqTOFVW8c3a+C8Df0S20dXNzo0WLFvz666/cfffdALhcLn799Vcef/zxK94nLy/vsmD2fAPwq20Ydnd3x93d/bLbzWZzhfgf4byKtt7yQM5Z2VNWzll+airf9+5NTnQ0gXXr0v+nn7AEBupdli7Kyjm7lqjbb6fdxIlsnjKF3x5/nEqtWxPcsKHeZV2fTrdDg+Yw/22U4wcwffk+7N8GQ58Gv4Ar3uWq5+zADvhmLiRou4qoWgvuG42hdiN9p66Kf/x1prpcrBk2jKzTp/GrUYPeX32F2xV+lxM3Tnn43ljRyDkre0rinPnbvUgmH8WYA/gQHx9PuKUxCbZGAGQl7KJNeDhuih1vQyq5eVpf25PZ8WQ58/Ht2p7U6TPxrWrGsHcbxvsq1qCiqVOnMmXKFCZNmkSDBg149tlniY6OplOnTuzfv5/q1avrXaL4G/K98cqmTJlCXFwcUVFRTJw4sVT9G1WUc3a9a9T1dczYsWP5+OOP+fzzzzl8+HBRP41hw4YBMHToUF566aWi4/v06cPs2bP55ptvOH36NGvXruXll1+mT58+Mr1RCCGugy0nh6V33EHa4cP4REbSf80aLCEhepcl/qN2L79Mta5dceTl8eOAAdhycvQu6fqFhMNzb8A9j2i98vZuhcmjYPemC8e4nCjH9lM59jjKsf3gcl74XGIsvDcJZkzQAlsfPxj6FEx4D2o3Kvn1iP9s0yuvcHrVKkweHty5dCmeFfRNJSGE+K9CvSoDoPhpvRNjYmKoV82NJHsdnC4zjoJ0lLwYKgcE4G9KwOXyxkvRWiBsTzmGOTIMu39lVJeKkhIPCTG6raWkTZ06tWjo2Pjx43F3d2fHjh2EhoaSk5NDy5YtKSgo0LtMIf6VLl26EBkZyezZs/EszTMxhH47bQHuvfdekpOTmThxIgkJCTRr1oyff/65aDjZuXPnLtlZO2HCBBRFYcKECcTGxhISEkKfPn14VSadCyHE33JYrfzQrx8J27bhGRRE/zVr8K1aVe+yRDEwGI3c8dVXLGjenLTDh1k7ciR3fPklyhXaDJRKBiPcPgAatYB5b0LsGZj1CnToDvWawrJPMaWn0BJg1y8QEAz9hkHMafjle3A6wGiELndBn/vB4qXvesS/dnLlSjYXziLoNncuYc2b61yREEKUXRH+1TmYfwK3BoEoCQrZ2dl06mbkl2NGEgvqUMlykMz4ndQOrcLepASiaURObl0USwzbko/QM7Ilnre2J3/391hCjbBvG4RXjL62TqeTV155hZdffrloYFBAQAC7d++mcePG3HzzzXh4eOhcpRD/zt13303Pnj3l/+EyQPdpHI8//vhV2yH88ccfl3xsMpmYNGkSkyZNKoHKhBCi/HA5nfw0dChn167F7OVFv1WrCJIhCuWKV2govb/9lm87d+bwwoVE3nILTUtBf6p/pEpNbYfsDwtg9RLYuEb781fpKfDJWxc+btQKBo2AcBmgUJZlnDzJqsKezM3GjKHh0KE6VySEEGVbkCkIAGOjSvhvSic9P5+QgCzAlzhnMypxkMy4HdSu2QK/I1tQcJGUXpcwy6/sSD6GS3Vh6dKGvJ+XYAk1ou7bitK9n76LKiGTJ0++4u2VKlUiLi7uii0YhSjtHA4HJpMWA0pgWzZImzchhCjnVFXl18ce4+iiRRjMZu767jsiWrfWuyxxA0R27MjNr70GwG9PPknirl06V/QvmN2g/yPwf6/D3w2eMhjh8cnw9FQJbMs4e14eP/TrhzUjg0rt2nHru+/qXZIQQpR5QUYttFVCffByartF01Pj8HQUEG/TBmllxe+idmgoJsWBrzEVa0F1zIob6bYcTmTF4dm2CXmZhXu9ju2HvFxd1lKaXBzYJiQk8MILL+BwOHSsSIi/d/bsWWrVqsWnn3561ZlQovSR0FYIIcq5jRMnsnfuXFAUen31FdW7ddO7JHEDtXr2WWrdeSdOm40f+/enICND75L+PZfrbz7vBA/pw1XWqarKmhEjSN63D0toKH0WL8bo5qZ3WUIIUeaZFTMeOVqrJINDm1QeExNDpJ+TeFsTALIS9xDo6Y6/xRN/YzxgwkIUANuTj6K4u2FucRO2bBeKywWHduqyltLI4XBw22238eabbzJq1CgJwkSppaoqjz/+OOfOnWP+/Pny/2oZIqGtEEKUYztnzmTLtGkAdP3wQ+oOGKBzReJGUxSF2z/7DN/q1ck8fZqfhw0rm7+YZaYV73Gi1Nr9wQcc/uorFKORPosW4VO5st4lCSFEuRGo+AOgGrIBiI2NpVFtT9IdVSlweONyFJCbcpjaoaH4mxIASMusC8C25KMAWG5rS15i4RDQvdtKdgGlmMlkYtq0aRgMBj755BPGjRund0lCXNF3333HihUrMJvNzJ0795LZUaJ0kzMlhBDl1KEvv+T3p58GoMPUqTQbNUrfgkSJ8QgI4M7C3Yonvv+enWXxUnO/wOI9TpRKMX/+yR9jxwLQ6a23qNKpk84VCSFE+RLuWw0AY2UzoF3O37a1L2Ag3toIgMz4HdQODcXPmIQBF4kZWmi7L+00+Q4rli5tyE3QLv9X92/TrnQRAPTt25e5c+cC8PrrrzN9+nSdKxLiUllZWTzxxBMAvPDCCzRo0EDnisQ/IaGtEEKUQydXruTnYcMAuOmpp2g7frzOFYmSFt6yJZ0Lw9r1L7xA7KZNOlf0D9VpBAHB1z4mIEQ7TpRJOfHxLB8wAJfDQd1776VF4ZtMQgghik+IRxgApkYheLq5oaoqAT5ZKC4n8Y6mAGTG7aR2WChGxYm/KQWHPQQfYyAO1cnu1JOYq1fC6V8Jp11FycmC08f0XFKpM3z4cF4rnCnwf//3f3zxxRc6VyTEBePHjycuLo6oqCjZDV4GSWgrhBDlTOzGjUVBSIMhQ7h1+nQURdG7LKGDZqNHU2/QIFwOB8sHDiQvOVnvkq6fwQiD/mZ3+KCR2nGizHHa7ay4915yExIIatiQHvPmyfcpIYS4AYIM2jAyQ4NK+BdeEp2YEIufK79oGFlm/A6qBgbibjLha4gDFNxcdQCtry2ApUtb8pMKd9ju21qyiygDXnjhBcYWXjny8MMP89NPP+lckRCwbds2Zs2aBcDs2bPx9JRZEGWNhLZCCFGOJO/bx7LevXHk51OzVy96zJ+PIj2LKixFUej+0UcE1q1LTmwsq4YMQf274V6lSYuOMHrC5TtuA0K021t01Kcu8Z+te+45YjZswM3Xl7uWLcPN21vvkoQQolwKMAaAS0Xxt+BeoPW1jYmJoXqwUhTa5iQfRrXnUjMkuKivbVxaPeBCX1vPLm3ITdBCW1X62l5GURTeeusthg4dSlRUFA0bNtS7JCFYv349AEOGDKFr1646VyP+DXklL4QQ5UTGqVMs6dEDa0YGlTt0oM+iRRjNZr3LEjpz8/Ghz5IlmDw9ObNmDVtefVXvkv6ZFh3hjc9xPPM/dtzUFccz/4M3PpPAtgw7/PXX7Jo5E4A7vviCwDp1dK5ICCHKL5NiwrvADQDVpg3vjI2NpVlDL3JdIWTbQgGVrMQ9hX1tkzEpTpIyamPAwLncJBLy0vDs0Jz8TAOqqqLEnIK0MnT1TgkxGAzMmzePTZs2UbVqVb3LEYJnn32WjRs38s477+hdyrW5nCjH9lM59jjKsf3SN/siEtoKIUQ5kJuQwJLu3clNSCC4cWP6Ll+O2WLRuyxRSoQ0akTX2bMB2DhpEmd//VXniv4hgxG1TmNiK9dGrdNYWiKUYcn797N6+HAA2owbR9Rdd+lckRBClH/BbqEAuNzzAG2nbcebtatY4uxNAK2vbZ2wUAyKi0BzKqrLk2A3LXjclnwUg6c7bi2bUZBWeMXOftlteyVms5nAwAtDUn/44QdOnTqlY0WiomvXrh2hoaF6l3F1O/+EFx7E9O44Wu76BdO74+CFB7XbhYS2QghR1hVkZLCkZ08yTp7Er0YN+q9ejUdAgN5liVKm0YMP0viRR0BVWTl4MDlxcXqXJCqYgowMfujbF0deHtW7d6fDK6/oXZIQQlQIoV6VAXCv64/RYKCgoAAfz1yMdhvx50Pb+B3UCglBURS8lBgAVFtdALanaIPHLLe1JS+xcAectEj4W0uWLKFfv350796dhIQEvcsRFYSqqkyePJnjx4/rXcrf2/knzJ4G6SmX3p6eot0uwa2EtkIIUZbZ8/P5/s47Sd67F0tYGAPWrsU7IkLvskQp1eX99wlp0oS8pCRWFA4oE6IkqC4Xqx54gIyTJ/GtVo1eCxdiMMqOaSGEKAnBJm1XrdIgggAPD0BrkRBsuGgYWdxOPN3ciAzwJ8CoBYxnkrTQdkfKMRwuJ5bb2pCXqP3uoB7eDdaCkl5KmdKhQweqVavGyZMn6dmzJ5mZmXqXJCqApUuXMmXKFFq2bFm6/59zOeGbOdc+5pu5Fb5VgoS2QghRRrkcDlbcey8xGzbg7udH/9Wr8a9VS++yRClm9vTkziVLcPPxIWbDBv6cMEHvkkQ55XI6iVm3juz164lZt47NU6dyasUKjO7u3LVsGZ5BQXqXKIQQFUaQUfueq9QNx6tAC1pjY2OJqmQkwdYQVVUoyIrGmptI7dBQfIwpuBmcpGZXwWL0JMeez9HMaMy1quAKCMOe50Kx2+DoXj2XVepFRESwZs0awsLC2Lt3L3feeSf5+fl6lyXKsczMTJ588kkAnnrqKfz8/HSu6BqOHbh8h+1fpSdrx1VgEtqWY399weRyVux3KIQoT1SXi9XDh3Ny+XJMHh70Xb6c0KZN9S5LlAEBtWvT45NPANj2xhucXLFC54pEeXNs2TI+ql6dpd26kTB9Oku7dWPT5MkAdJ09m7CbbtK3QCGEqGD8DH4oTlC83TFkpwJaX9uWzXyxqd6k2qoDkBm3q7CvrUqIeypgJMSsDYvclnwURVGwdJEWCf9EVFQUP//8M76+vqxfv55BgwbhkCudxA0yfvx44uPjiYqKYty4cXqXc22ZacV7XDkloW05daUXTB9Vr86xZcv0Lk0I8R+pqsofzz3Hwc8/RzEa6bNoEZE336x3WaIMqTtgAM2feAKAn4YOJfPMGX0LEuXGsWXL+LF/f3JiYq74effSvONDCCHKKaNixM/hBYDTlgxooe0tnbThRPEO7Y3/zPgd1C4cWOSpRgOQn3chtIXCvrYJWmir7t8GqlpCqyi7mjVrxo8//oi7uzs//vgjI0aMQJV/N1HMtm7dyocffgjAnDlz8ChshVJq+QX+/TH/5LhySkLbcuhqL5hyYmP5sX9/CW6FKOO2vfEGO6dPB6Dn/PnU6tNH54pEWdT57bcJb92agvR0lg8ciMNq1bskUca5nE5+e+qpq7+AVxR+f/ppufJHCCF0EGLRZh4YQ7UIIDU1FQ93J+75OcRZC4eRxe0kyNubQIsFP2M8AMcTtL62hzPOkW3Px7NDc/IzFVwOFSUtGWJO67CasqdTp058++23GAwGfHx8JLQVxcputxe9GTB06FBuu+02vUv6e7Ubgtnt2scEhECdRiVTTykloW05c80XTIW3yQsmIcqufR9/zIaXXgKg8/TpNBw6VOeKRFlldHOjz6JFeAQEkLB9O+uefVbvkkQZF7Nhw1V32AKgqmRHRxOzYUPJFSWEEAKAYHMIAKYGYfhcNIws3NN+YRhZ/E5UVSUqLBQfQxqeRieZ+YGEeYTiVF3sTDmGwduCR+sm5KcUvp7cJy0Srtddd93Fzp07mTFjBgaDRDGi+Hz66afs27ePwMBA3n77bb3LuT5rloHddu1jBo0EQ8UeXCvfKcoZecEkRPl1bOlS1o4aBUCbl16i5TPP6FyRKOv8qlXj9gULANj9wQcc+fZbnSsSZVlufHyxHieEEKL4BBuDAVDqhXO+UU1MTAz1qrqRbK+N02XGUZBOXvop6oSGoigq4Z5a/1t/g7bbdvsVWiSwb2uJrqOsa9asGYqiAGCz2fj99991rkiUBw899BDTpk1jxowZhISE6F3O3zuwA5Z9qv395tshIPjSzweEwOgJ0KJjyddWykhoW85c7wuhzFOnbnAlQojidPbXX1k5eDCqy0WTRx+l46uv6l2SKCdq9epF6xdfBGD18OGkHTumc0WiLEo9coT98+df17FeERE3uBohhBB/FWgs7AtZJwz3dG2wT2xsLG1b++PCjURbPUDbbVs7TOtr6+HS+tpmZGuh7bbko6iqimeXNuQWDiNTTx2B7IwSXEn5kJ+fT+/evenWrRvLly/XuxxRxrm5uTF+/HgeeOABvUv5e0lx8NHr2pXgHXvA0Cfhjc9xPPM/dtzUFccz/4M3PpPAtpCEtuXM9b4Q+uWxx1g7ahRJe/fe4IqEEP9Vwo4dfH/33ThtNmrfcw9dZ88ueodeiOLQcepUIjt1wp6Tw4/9+2PPy9O7JFFGpB45wsr77+fTBg0498sv1z5YUfCpUkUGJwohhA78DH4YnQqKhxlXZgIA0dHRtOsQCg4HcfbzfW13EBkQgIfJhLcSC8DBuFqYFSMJ+elE5ybjVq8GBIZgzXCiqKq2a078Ix4eHlSqVAmn08nAgQNZv3693iWJMujw4cPY7Xa9y7h+Bfkw6xXIy4Ga9eD+x0BRUFXIT3GSE+MgP8Up8w0vIqFtORN58814R0bCNQIdxWTCWVDA3rlz+aJZMxa2b8/BBQtwFBSUYKVCiOuReuQIS2+/HXtODlVvu41eX32FwVix+/qI4mcwmej99ddYwsJI2b+fXx9/XO+SRCmXevgwKwYP5tMGDTi8cCGoKlF33UWnt97Sfgf56+8hhR/fOmOGfA8TQggdKIpCgOIPgJMMAOLj4zGawNuaU9TXNit+J0aDgVqhIXgZ0vE2O8izuVPduyag7bZVFAVLl9bkFe62Za/0tf2nFEVh3rx59OnTh4KCAvr06cNe2VAl/oHMzEy6dOlCixYtOH26DAwEVFX4bDrEngHfAK39gdmNnBXrOHvTAJL6j6XKxytJ6j+WszcNIGfFOr0rLhUktC1nDEYjXWbO1D640gsmRaHPN98w8PffqTtwIAaTibjNm/lp6FDmVK7MH88+S/qJEyVfuBDiMlnR0Szp3p38lBTCWrbk7u++w+TurndZopzyjoig99dfoxgMHPj0U/Z/+qneJYlSqCisbdiQI19/rYW1d9/NA7t2cff339Pq2We5c8kSvCtXvuR+PpGR3LlkCXX69dOpciGEECEe4QCYa/ljNpmw2+0kJSVR2cdJvE3baZuVuBeX007t0FAUBSpb0gHwcNUBLu1re75FAgd3gMNRwqsp+0wmE99++y0333wzWVlZ9OjRg5MnT+pdligjxo0bR0JCAgUFBUSUhdZTPy+GHRvAaITR4yEgmJwV60h8eALOuORLDnXGJ5P48AQJbpHQtlyq06/ftV8w3XMPVTt3ps+33zIyOpqO06bhU7UqBWlp7HjnHT6pXZvF3btz/LvvcMkPXyF0kZeSwpLu3cmOjiawbl3uWbUKNx8fvcsS5VzVW2+l/ZQpAPw6ZgzJ+/bpXJEoLVIOHWLFffddOaz97jvCmjcvOrZOv36MOHOGe9auJXzsWO5Zu5ZHT5+WwFYIIXQWZAwCwNAgnMDCjQAxMTE0qu1BuqMqBU4fXI4CcpIPFfW1taD1tU1M13re7k49gd3lwPOWFlizFJxWFfLz4MRBHVZU9nl6evLjjz/StGlTEhMT6d69O/EysFP8jS1btjB79mwA5syZg4eHh84V/Y2LB48NGg21G6E6naSMnwlXaoVQeFvKhPdQnc4SK7M0ktC2nLreF0xe4eG0HT+eR0+dou/y5dS44w5QFM6uXcsP/frxUbVqbJw8mezYWJ1WIkTFY8vJYVmvXqQdOYJPZCT916zBUhamgIpyoe24cVTv2RNHQQE/DhiANStL75KEjs6HtZ81asSRb74BVaV2374M3b37srD2YgajkchOnfC55RYiO3WSlghCCFEKnA9tlXrhWAr718fGxnJzx2DAQLytEQCZ8TuoGRKCoiiYHecA2B8Xgb+bN/lOGwfSzmD09cajVSNyEws3+ezdWuLrKS/8/f35+eefqVmzJikpKZw9e1bvkkQpZrfbGTlyJKqqMnToULp06aJ3Sdf218FjnXsBULBl32U7bC+hgjM2iYItFXsTiYS25dg/ecFkMBqp1bs396xcyfCTJ2n94ot4hoSQExfH5ilT+KhaNX7o148za9eiulwluAohKhaH1coP/fqRsG0bnkFB9F+zBt+qVfUuS1QgisHAHQsW4BMZSfqxY6x59FFUmQZQ4aQcPMjyQYOuGNbetWwZoc2a6V2iEEKIf+h8aEutUIzx2qacmJgYGjYLwpCXX9QiITNuJ55mM1UDA7AYMvF3d2B1GqjpVReArclHALDc1oa8hMJdcPulr+1/ER4ezpo1a1i3bh1t27bVuxxRis2YMYN9+/YRFBTE22+/rXc513aVwWMAjsTU63qI6z2uvJLQVlzGv0YNbnntNUZGR9P766+JvOUWVKeT4999x5Lu3fmkbl22v/02+akV+4tHiOLmcjpZ9cADnF27FrOXF/1WrSKofn29yxIVkCU4mD6LFmEwmTi6aBG7Z83SuyRRQorC2saNOfrtt1pY268fQ/fskbBWCCHKOG/FG7PLiGI2Ys+IAbTQ1mg04OfMLRpGlhm/A6Cor21V7wwAFLsW2m5POQaApUsb8pKdqC4VEmIgUa7O/C9q1apFs4t+zp48eRKHtCsUFzlz5gyTJk0C4O233yakNF+Nqarw6TuXDR47zxQWdF0Pc73HlVcS2oqrMrm7U2/QIAatW8dDBw7Q/PHHcfP1JePECdY99xxzKldm1dChxG3eLLuwhPiPVFXl18ce49jixRjMZu7+/nsiWrfWuyxRgVVq145b3nwTgD/GjiV++3adKxI3UvKBAyy/994rh7VLlxLatKneJQohhPiPFEUhyKSFPIYAUICsrCyys7OpHqQWhbY5yYdxWLOpHar1tfVGC2PPJWvDyI5lxpBuzcatcW0MgYHkpxZeiblPdtsWl02bNtGyZUselSuexEWcTietWrWiU6dOPPjgg3qXc20/L4adf14yeOxihgBfMChXv78CxsqheLRtcoMLLd0ktBXXJbhhQ257/31GxcXR/eOPCbvpJpxWK4cWLGBh+/Z80bw5e+bMwZadrXepQpRJGydOZO/cuaAo9PrqK6p17ap3SULQ4umnqd2vHy67neUDBpCflqZ3SaKYJR84wI8DB/J548YcXbRIC2vvuYcH9+6VsFYIIcqhYJMWnBjrheFvsQDabtumDb3JdYWQbQ8DVLIS9xQNI3NZTwGwL8GXmj6VANiRcgxFUbDc2pq8hMLdoPukr21xSU1NJTs7m88++4znn39e73JEKVGrVi3++OMPvvvuOxTlGoGn3q4weOxitpPniB8wFlyFb0j8dSmFHwdPexKlgs9FkNBW/CNuXl40GT6cITt2cP/WrTR86CFMHh4k793LL6NHM6dyZdaOGUPy/v16lypEmbFz5ky2TJsGQLfZs6k7YIDOFQmhURSFnvPn41ezJllnz/LTgw9KX/Ny4uKw9tjixQDU6d9fC2uXLCGkScXe1SCEEOVV0TCy+hH4Fv5Mj4mJ4ZZbQsHlIs5+oa9toJcXQd5eeChZhHg6sLsg0l1rkbAt+SgAltvakpdY2Nf22H7Izy3hFZVPffr0Yd68eYB2GfybhVc/iYrp4t3WiqIQEBCgYzV/4yqDx86zn44lru/TOJPScGtQk5D3x2GMuLTNg7FSKGHzp+Hdu1NJVl4qSWgr/hVFUYho3ZrbP/2UkbGx3PruuwTWrYstO5u9s2fzeZMmLOzQgUNffomjoEDvcoUotQ59+SW/P/00AB2nTaPpyJH6FiTEX7j7+XHnkiUY3d05tWIF20v7wANxTcn79/PjgAGXh7X79nHn4sUS1gohRDlXFNrWC8eckgJooW21Ov6YsrKu2te2uk8WALaCC6Gtqqp4dm6FPV/BluMCpxMO7S7pJZVbDz30EG+99RYAL7zwAvPnz9e5IqGXJ598kieffJKsrCy9S7m2awweA7Cfiyeu31M445Mx161OxJIZ+A66nWq7FhO6ZDrRj/YidMl0qu1cJIFtIQltxX/mGRhIi6efZtjhwwz89Vfq9O+PwWQibtMmVj3wAHMjI1n3/PNknDypd6lClConV67k52HDALjpqadoM26czhUJcWVhzZvT5b33ANgwbhzR69frXJH4p4rC2iZNOLZkCQB1Bgy4ENY2bqxzhUIIIUrC+dCWGkG4zmhtD2JjY1EUhWBjwYXQNm4nQFFfW19DHADHEmvibjCTZs3mZHY8xgBf3Fs0IC+hcLftXmmRUJyeffbZovYIjz76KN9//72+BYkSt3nzZmbNmsX777/Prl279C7n6i4ePOZ3+eAxR2wicf2ewhGTiLlWFSotnYEpRNsxrBiNeLRvRmab+ni0b1bhWyJcTEJbUWwURaFqly7cuXgxI86do8PUqfhUqUJ+airb33qLeVFRLOnZk+Pff49LpmCKCi5240aWDxiAy+GgwZAh3Dp9eunuSyQqvCaPPkqDIUNQnU5WDBpEbmKi3iWJ65C8bx8/9O9/5bB20SIJa4UQooKxGCx4qO4oBgMOaxIACQkJ2O12akUYSbA1RFUVCrKiseYmUqewr60z/wQA+xNNNA6sBcD28y0SurQmL7Hw9d3+bSCtlIrV66+/zrBhw3C5XHz00UcymKwCsdvtjBw5ElVVefDBB+ncubPeJV3dxYPHRk24ZPCYIyGFuL5P4zgbj6l6ZSp9NxNTWJCOxZYdEtqKG8I7IoJ2Eybw6KlT3P3DD1Tv2RMUhTOrV/ND3758XKMGm155hZy4OL1LFaLEJe/bx7LevXHk51OzVy96zJ+PYpBvx6J0UxSFrrNnE1i/Prnx8awcPBiX06l3WeIqisLapk05vnQpKAp1Bw7kwf37JawVQogKLtis9Y801fDH080Nl8tFfHw8LZv5YlO9SbXXBCAzbheV/f3xNJtR1EwqeTtxqhBsqgdc1Ne2SxvyU124HEB2Jpw5psu6yitFUfjoo4946623WLZsmWz0qEDeffdd9u/fT1BQEG+X5hZllw0ea1j0KUdSGnF9n8J+OgZT1QgtsP1LD1txdZISiBvKYDIRdeed9P/pJ4afOEHrF17AMziY7JgYNk2axNyqVfnhnns4+8svMtxGVAgZp06xpEcPrBkZVO7QgT6LFmE0m/UuS4jr4ubtzZ1LlmCyWDj3229sfuUVvUsSf5G0dy8/3HPP5WHtvn30+fZbQho1+vsHEUIIUa6db5FgqB9OgJt2+XJsbCztO4WBzU68/UJfW4PBQK1QLWCp5ZsNQHaO1td2X9opCpw23JvVwxDod2G37T5pkVDcTCYTzz77LB4eHkW3ZWRk6FeQuOFOnz7N5MmTAXjnnXcIDg6+9h30co3BY86UdOLueRr7iXOYKodSadkMzJFhOhZb9khoK0qMf82a3PL664yMiaHXV19RuWNHVKeT48uWsbhbN+bXq8eO6dPJT0vTu1QhbojchAQWd+tGbkICwY0b03fFCswWi95lCfGPBDdoQPePPgJg89SpnFmzRueKBEDSnj380K8fXzRrxvFly7Sw9t57eWj/fglrhRBCXCLQGAiAUj8Cz5wcAKKjowmp7It7ZjpxVm0o5V/72vqb4gHYFx9KqIc/NpeDvaknUQwGLJ1bk5tYeAXOvm0luZwKR1VVnnvuOW666Sbi4+P1LkfcAKqqMmbMGPLz8+ncuTNDhw7Vu6Qru8bgMWdaJnH9n8F+5DTG8GAqLZuJuVolnQsueyS0FSXO5O5O/cGDuW/DBh7ct49mY8bg5uND+vHj/PF//8ecSpVY9eCDxG3ZIv16RLlRkJHBkp49yTx1Cr8aNei/ejUe/v56lyXEv9Lg/vtpOnIkqCor77+f7JgYvUuqsIrC2ubNOf7dd6Ao1Bs0iIcOHKDPN98Q3LDh3z+IEEKICuX8TlulXjiGc+cAbactQLiH/cIwsvidqKp6WV/bQ0kKTQO13bbbkrVWCJbb2pCX6EBVgXMnIT2lxNZT0WRkZPDdd99x+vRpevToQXp6ut4liWJ29uxZtmzZgpubG3PmzCmdLTGuMXjMmZlN3ICx2A6exBgSSKXvZmKuGalvvWWUhLZCVyGNG9N11ixGxcXRbe5cQps1w2m1cuiLL1jYrh0LbrqJvR99hK3wHWAhyiJ7fj7f33knyXv3YgkLY8DatXhHROhdlhD/ya0zZhDavDn5KSksv/denHa73iVVKEl79vB9375XDGt7f/01wQ0a6F2iEEKIUirIUBjaVgnEdvwwADExMaiqSt1qZpLttXGobjgK0slLP0XN4GAMikK+NY3qfi5UwEc5H9oeAcCzc2tcNrCmy27bGy0gIIA1a9YQHh7O/v376dOnD3l5eXqXJYpR9erVOXz4MF9//TV169bVu5wr+2lR4eAx0yWDx1zZucQP/D9s+45hCPan0nczcIuqqnOxZZeEtqJUcPP2pumIETywaxeDN2+mwdChGN3dSdqzh7UjRzKnUiV+efxxkg8c0LtUIf4Rp93OinvvJWbDBtz9/Oi/ejX+tWrpXZYQ/5nJw4M7Fy/G3c+PuE2b2PDSS3qXVCEk7t5dFNae+P57Lay97z4Ja4UQQlw3D4MHXooXAEZ/FaPBQH5+PmlpabRpFYALNxJt9QFtt6272Uy1IK2lQm1/ra9tSmZtDCicyUkkKT8DU0gA7s3qXdQiQfra3kg1a9Zk9erV+Pn5sXHjRgYOHIhd3kAvV8LDw+nXr5/eZVzZgR3w3Wfa3++7MHjMlZNH/L3PYt11GEOAL5WWvItb3Rr61VkOSGgrShVFUajUti13fP45o+Li6PzOOwTUro0tO5s9s2bxeePGfH3zzRxeuBCH1ap3uUJck+pysXr4cE4uX47Jw4O+y5cT2rSp3mUJUWz8a9Wi56fapNgd77zD8e+/17egcixx926+v/tuFtx00yVh7bCDB+m9cKGEtUIIIf6RohYJdcMIKJyxEBsbS4uOESjZOcTbtF7omXE7AIgq7GsbaE4EYHuMF/X8q2h/Tz4KgKVLG/ISCkPbw3vAJq/XbqQmTZqwYsUKPDw8WLlyJY888gguGe5dpm3fvp0VK1boXca1/XXwWKc7AHDl5hM/+HkKth/A4OdNpcXTcW8YpXOxZZ+EtqLU8gwMpOXYsTx85AgD1q6ldr9+KEYjsX/+ycr772duZCTrXniBjFOn9C5ViMuoqsofzz7LoS++QDEa6bN4MZE336x3WUIUu9p9+9Ji7FgAfn7oIfmeXMwuCWt/+AEUhfqDBxeFtUH16+tdohBCiDKoKLStH4GPwwFoLRJ8gyxYcrOK+tpmxWvDyM73tVWt2s/5o6nQyP98i4TC0Pa2NtiyXDgK0ALbo/tKbD0VVceOHVm8eDFGo5Evv/ySTZs26V2S+JfsdjuPPPIIffr0YdasWXqXc2VXGTzmyreSMPQlCjbvxeDjRcTi6bg3LaVtHcoYCW1FqacYDFTr2pW7li5lxNmztJ8yBe/KlclPSWH7m28yLyqKJbffzokff8TldOpdrhAAbHv9dXa++y4APefPp1bv3jpXJMSNc8vrr1OpXTusmZksHzAAR0GB3iWVeYm7dvHdXXcVhbWKwVAU1vb66isJa4UQQvwnFw8jMyclAVpoCxDp4yDe1gSArIQ9uJx2ahfutE3JSqJOoLab081ZD4AdKcdwqi7cb6qPwc+b3PjCy/SlRUKJ6N27N59++ilfffUVHTt21Lsc8S9Nnz6d/fv3ExQUxL333qt3OZe7yuAxV4GVhAfHkb9+J4qXJxHfvIVHc/k9tbhIaCvKFJ/KlWk/cSIjzpzhru++o3r37qCqnPn5Z76/6y4+rlGDzVOnkhMfr3epogLb9/HHbBg3DoDO06fTcOhQnSsS4sYyms30/vZbPIOCSNy1i9+feUbvksqshJ07+e7OO1nQogUnf/xRC2vvv5+HJKwVQghRjC4ObV1HtGFisbGxADSs7Um6oyoFTh9cTis5yQfxt1gI8fbWhpUFakOvzqZUxcvkQZY9j6MZ0SgmE56dWpF3vq/t3m1a0CNuuAceeID77ruv6GNH4e5pUTacOnWKKVOmAPDOO+8QHBysc0VXcIXBY6rNTuIjE8n/fRuKxYOIhW/i0bqx3pWWKxLaijLJYDJR++676b96NY8cP06r557DMyiI7OhoNk6cyEdVq/LjgAGc++03VPlFQdxALqeTmHXryF6/nph16zi6aBFrR40CoM24cbSU8EpUEL5VqnDHl1+CorB3zhwOL1yod0llyvmw9suWLTm5fDmKwUCDIUMYdugQvb78kqB69fQuUQghRDkSaNQGiynhfthjTwOQnJxMQUEBbdsGgQvi7Vr4cr6vbe3CFgkhbtrO3C2xRloE1wZge8oxQGuRkJ/iRHUpkJak7coTJSo2NpYWLVqwbNkyvUsR10FVVcaMGUN+fj633norQ0vjhp8rDB5T7Q4SR0wmb80mFA83wr98Hc/2zfSsslyS0FaUeQFRUXR6801GxsRwx4IFVGrfHpfDwbElS1h0223Mr1ePHe++S0F6ut6linLm2LJlfFS9Oku7dSNh+nSWduvG8nvvRXW5aDJiBB2nTdO7RCFKVI2ePWk7fjwAa0aMIPXwYZ0rKv0SduxgWZ8+Vwxr71iwgMC60g9MCCFE8XNT3PA1+AJgqhmAj6cnoAV+DVpHYEhNJ95aGNrG7wIoapGA7TQKcDId6vme72ur7da1dGmD6oS8pMKdntIiocR9+OGH7Nu3j/vuu4/ff/9d73LE31i0aBGrV6/Gzc2NOXPmoCiK3iVd6uLBYzf3hE53oDocJI6eSu7K9eBmJvyL17Dc3ELvSsslCW1FuWHy8KDBkCEM3riRB/fupeno0Zi9vUk/dow/xo5lTqVK/DRsGPHbtsnuW/GfHVu2jB/79yensPfXX1Xr1q30/cAVogS0nzyZql26YM/N5cf+/bHl5updUqlUFNa2asWpFSu0sPaBBxh2+LCEtUIIIUrExS0S/I1GQOtra/F1x8eWXTSMLDP+0p22cWkJNAjRXk85rdrPq4PpZ8m1F2AKD8atYRR5iedD220lth6hmTJlCn379sVms3HXXXexa9cuvUsSV5Gbm8tTTz0FwPjx46lTp47OFf3FXwePDR6D6nKR9MT/yP3hNzCbCP90GpZbW+tdabkloa0ol0KaNKHbhx8yOi6OrrNnE9KkCY6CAg5+9hlftWnDly1bsu/jjyVMEP+Ky+nkt6eeunqPLkXhj7FjZTCeqJAMRiO9Fi7EKyKC1EOH+GX0aHmj7CLx27ezrHfvK4e1X3xBYGn7ZV0IIUS5dT60pX4EnllZwIW+ttWCKAptc5IP47BmU8nfH4ubG1aHg0bB+QAcSgwi0isEp+piZ+pxQNttm5tQ+HvwySOQnVmCqxImk4mFCxfSuXNnsrOz6dmzJ8eOHdO7LHEFXl5efPzxx3Tv3p0XXnhB73IudYXBY6rRRPLTb5CzZC2YjIR/8gpe3dvrXWm5JqGtKNfcfHxoNmoUQ/fs4b6NG2kwZAhGd3cSd+1izYgRzKlUiV+feIKUgwf1LlWUYrbcXJL27uXokiVs+d//WNar11V32AKgqmRHRxOzYUPJFSlEKeIVFkbvb75BMRg4tGAB++fN07sk3Z0Pa79q3ZpTK1dqYe3QoRLWCiGE0E2QoXCnbf0IlDNnAG2nLUDzBl7kukLIcoQDKlmJezAoClGhIQCEuacAsDkGWgdrP8O2Jx8FtL62zgIVay6gurR+mKJEeXh48MMPP9C8eXOSk5Pp3r07cXFxepclrqBPnz6sXr0ad3d3vUu51F8Gj6l+gSQ/+zbZ3/wERiNhcyfhdfvNeldZ7kloKyoERVGo3L49dyxYwMiYGDq99Rb+tWphy8pi9wcf8FmjRnzTqROHv/4ah9Wqd7lCB46CAlIOHuT499+z7a23WP3oo3zTuTNzKlfmPW9vvmjWjOUDBvDn+PGcWb36uh4zNz7+BlctROlV5ZZb6PjqqwD8+sQTJO7erXNF+ojfto2lvXpdFtY+fOQId3z+uYS1QgghdHNxewTr3r2AttPW5XLRsn0oWG3E25oAkBm3E7jQ11axn8WowLlMqOmtDcvcVhjaerRujOJtIS/Wpj2RtEjQha+vLz/99BNRUVGcPXuWESNG6F2SKGS320lMTNS7jKv7y+AxNaoBKS/NJHvBcjAYCJ01Hu87b9W1xIrCpHcBQpQ0S3AwrZ59lpZjx3L2l1/YO2cOJ378kZj164lZvx7PkBAaP/IITUaMwL9GDb3LFcXIabORefo06cePX/hz7Bjpx4+THR199XYHgGdQEP61axNQuzYGk4kDn376t8/nFRFRnOULUea0fv55Yjdu5NSKFSwfMIAHdu7E3c9P77JKRPy2bWyaMoXTq1YBoBiNNBgyhLbjxxNQu7bO1QkhhBAQYAxAQYFALxQ1H7PJhN1uJzk5majm4RiTdxIf3Ii6ljWX9bU9lxpPkzCV3QkKObm1MCoG4vJSic1NobJXMJZOLcnd9CcBddACIIcDTBI/lLSwsDDWrl3LiBEjmDNnjt7liELvvPMOr7/+Oh988AFDhgzRu5xL/WXwmHrL7aS+/D5Z85eBohAy80V87ummd5UVhnzXFBWWYjBQvXt3qnfvTnZMDPvmzWP/xx+TExfHttdfZ9sbb1CjZ0+ajR5NjTvuwFDYnF+Ubi6Hg6yzZy8NZo8fJ+P4cTLPnEG9Rp9ZN19fAurUIaAwnD3/x792bTwDAy88h9PJmbVryYmNvXLQqyj4REYSebNcLiIqNsVg4PbPP2fBTTeRcfIkPz/8MHcuWVKuh/TFb92qhbU//QQUhrUPPKCFtVFROlcnhBBCXGBSTPgZ/MhwZWCoH0aQxUJCVhbR0dGEtQwjQM27MIyscKdtjeBgjIpCRl4+zarb2J3gzs44DxoH1GBP2km2JR+lr1cwli5tSF65HqfTgDE/F04egrpN9FxuhVW9enXWrFmjdxmi0KlTp5gyZQoFBQWlb+7DXwaPqfeNJm3aXDLnLgYg5J3n8B10u85FViwS2goB+ERG0mHyZNqOH8/J5cvZO3s2Z3/5hdM//cTpn37Cp2pVmo4YQeNHHsErPFzvcis81eUiKzqajCsEsxmnTuGy2696X5PFooWxfwln/WvXxhIScl1hksFopMvMmfzYvz8oyqXBbeH9b50xQ4J+IQDPwED6LFrE1x07cnzZMnbNnEmLp5/Wu6xiF7dlC5umTOHMzz8DEtYKIYQoG4KMQWS4MlDqReBd2CYuNjaWli1bEhVhZJetIaqqUJAVjTUnEXfvMKoFB3EqOYVwz1SgEpuiYcwtdS+EttU74NmlDQB5cTZ8qphg31YJbUuJb7/9ltWrVzNv3jwMBumYWZJUVWXMmDEUFBTQpUuX0rXL9gqDx9KnLyDj/YUABL85Ft8H+uhbYwUkoa0QFzGazdTp1486/fqRfvw4e+fO5cCnn5J97hx/TpjApsmTqd2vH01HjaJK587lereY3lRVJTc+/pIWBuf/ZJ48iaOg4Kr3Nbq74x8VdSGUvSig9YqIKJbzVqdfP+5csoTfnnrqkqFkPpGR3DpjBnX69fvPzyFEeRHRujWd33mH3558knXPPUdE27ZUattW77KKxZXC2oZDh9J2/Hj8a9XSuTohhBDi2oKMQZy0n0SpH45xUzwEBhYNI2vR1IctB71JddQk2HySzPidhNa+g9qhoZxKTsFoj8ZsqER8DlTxrAusYlfqcRwuJ+bIMMx1q5ObEK2Ftnu3wYBH9V2sICYmhqFDh2Kz2fD19eXdd9+V17Ql6Hxg7u7uzuzZs0vXv/1fBo+lzV9B+jufAxA07Un8hvXVucCKSUJbIa4ioHZtOr/9Nh2mTuXY4sXsmT2b+C1bOLpoEUcXLSKwXj2ajhpFwwcfxMPfX+9yyyRVVclLTr6wY/aicDbjxAnsublXva/BbMa/Zs2iPrMXh7M+kZEoJfCucZ1+/Yi66y7O/v47G3/6iQ633061W2+VHbZCXEHzxx8nZsMGji1ezPKBAxm6ezeeQUF6l/WvxW3erIW1hYMJJawVQghRFp0fRkb9CBzzf4f27YtC26btIlA2pREf2FgLbeN2FIW2qw8e4mxKAs3DYVscxKdXxs/Ni0xbLgfTz9I0qCaWLm3I/vgMKgpKQjQkxkFYJR1XKyIjI/nkk0944IEHmDlzJiEhIYwfP17vsiqE9PR0nnrqKQDGjx9PndI0jPYvg8fSf9pD+uufABA0eQz+IwfoV1sFJ6GtEH/D7OlJw6FDaTh0KEl79rB3zhwOffklaUeO8PvTT7PhpZeod999NB01iohWrfQut1TKT0u7tJXBReGsLSvrqvdTDAb8atS4NJgtDGd9q1bFUAqGGRiMRiI7dcInN5fITp0ksBXiKhRFoce8eSTv2UP68eOseuAB+q1YUSJvsBSnK4a1Dz5I23HjJKwVQghR5pwPbZW64dgPHYL27cnMzCQnJ4dqjUIxpRwjrlITGnt9T2b8LuDCMLLYjAxa1HayLc7I5hgDrcLq8EvcbrYlH9FC29vakjn7WwoyFTz9VNi/DcLu1mupotCQIUNISUnhmWeeYcKECYSEhDBixAi9yyr3XnzxRZKSkqhfvz7PP/+83uVckHjp4LGMw9mkTdWG1gWOexT/x+7TucCKTf/EQ4gyJLRZM7rNmcMtb77JoS+/ZO/s2aQcOMCB+fM5MH8+YS1a0Gz0aOoOGoSbl5fe5ZYoa1ZWUV/Zv4azBWlpV7+jouBTpcoV+8z61aiB0c2t5BYhhLih3H19uXPJEr5q04bTP/3E1tdeo20Z2d0Rt3kzmyZP5kzhII+isHb8ePxr1tS5OiGEEOLf8Tf4Y8CAy8cDQ5g3Ad7epOfkEBMTQ7169Qh1s14YRha/E1VV8fP0JMzHh8TsbKp4pQKhbI6BVxrW5Ze43WxPPsqj9e7As20TFIsHudH5ePq5w75t0PVuXdcrNE8//TTJycn873//Y/To0QQFBXHPPffoXVa5paoqFosFo9HInDlzcHd317skTUE+fHhh8FimrTKpE98DIOC5YQQ8M1TnAoWEtkL8C+6+vjQfM4Zmo0cTu3Eje+fM4djixSTu3Mnq4cP54//+jwZDh9Js9GiC6tfXu9xiY8vNJePEiSuGs3lJSde8r3elShd2zF4UzvrXqoXJw6OEViCE0FtIkybcNmsWqx95hI0TJ1KpfXuq3nqr3mVdVeymTWyeMqUorDWYTDR88EHajBsnYa0QQogyz6gYCTAEkOpKRakfgZ+ikA5FoW3dqm78YY/EobpBQTp56afwCqxFVFgoidnZmByxuBtDSc6DYLe6ABzJjCHDloO/uzeeHW8ib+NmaAQc3QcFeeBh0XXNQjNt2jRSUlL46KOPGDx4MDt37qRRo0Z6l1UuKYrCu+++y9NPP021atX0Lkfzl8Fj2SGtSRmnBbb+Tw0h4Llh+tYnAAlthfhPFEUhsmNHIjt25NZ33+XAp5+yd+5cMk+dYvf777P7/feJ7NSJZqNHU7tv3zKxa9RRUEDGyZMXesteFM7mxMZe876W0FAtiP1LOOsfFVXhdh4LIa6u8cMPE7NhAwc/+4wV993H0N278Y6I0LusS8Ru2sSmyZM5u3YtUBjWPvSQFtbWqKFzdUIIIUTxCTIGaaFtvXDc09PBZCrqa9uyRQC/bTWSaKtPZfe9ZMbvxCuwFrVDQ9l44iSnUhJpEQGbYuBwoh81fcI5lZ3AzpTj3FapOZYubUhZswmHw4wJOxzcBS066rxiAdpr2Q8//JDU1FSqV69OgwYN9C6p3Cs1gS1cMngst1YXksbNBsBvzCACx48oXUPSKjAJbYUoJpaQEFo//zytnn2WM2vWsHfOHE4uX07MunXErFuHJTSUxo88QpMRI/CrXl3XWp12O5mnT186+Kvwv1nnzmnvul2FR0DAhTD2L71m3f38SnAVQoiyrOusWSTu2EHKgQOsuO8+Bv7yS6noUx27caMW1v7yCyBhrRBCiPIvyBgEdlDqR8DSU1CnDrGFmzXqt4nAsDKa+KDGWmgbt4NKDQdSp7Cv7enkFNrWdbEpxsDmGGhdox6nshPYlnxUC21vawtAzrl8/GuatBYJEtqWGkajkW+++QZTKfgdrDw6efIkjz32GDNmzKBevXp6l3PBRYPHCureQsLkBQD4Db+HoMljJLAtReQrU4hiphgM1OjZkxo9e5IVHc2+jz9m/8cfk5uQwNbXXmPr669T8447aDp6NDV69rxkcJXL6SRm3Tqy168nxsuLarfe+q8HW7mcTrLOnr1s8FfG8eNknjmD6nRe9b5uPj5FO2X/GsyW5WnvQojSw2yxcOeSJSxo2ZKYdevYOHEiN//vf7rVE/Pnn2yeMuWSsLbRsGG0GTdO9zfahBBCiBupaBhZ/XBse36GOnWIj4/HbrcTWS8Yc9pe4m3aZfNZ8TsBCPfzw8vdnVyrlRo+mUAAm2NgWKu6fHPqD7YnH0VVVczVK2GuGUlefNyF0NblgjI2iLQ8uziwLSgo4Nlnn+XFF18kMjJSx6rKPlVVGTNmDGvWrGHs2LGsWrVK75I0Fw0es1dpQuwbK0FV8X3oLoL+95QEtqWMhLZC3EC+VarQ8ZVXaPfyy5z44Qf2zpnDuV9/5dTKlZxauRLfatVoOnIkjR5+mNiNG/ntqafIKbwUaen06XhHRtJl5kzq9Ot3xcdXXS6yY2Iu9JYtDGgzjh8n49QpXHb7VWszWSwEREXhX7s2gX8JZy2hofLNWghxwwXWrUuPefNYMWgQW197jcodO1LzjjtKtIaYP/9k0+TJnPv1V0DCWiGEEBVPUWhbNxzS0/Bwd6fAaiUhIYEqVapQ2dtJvK0JAFkJe3A57RiMZqJCQ9gbHYPRGYfFHEBGAbirNXAzmEguyORMTiI1fMKxdGlD5idLcWHEkJ0BZ49Djbo6rlhczRNPPMG8efP4/fffWb9+PUGyYedf++abb1izZg3u7u7MnDlT73I0Fw0ecwZU5txc7U0Un8G9CH5jrGQApZCEtkKUAKPZTN3+/anbvz9pR4+yd+5cDn72GVlnz7Jh3Dj+fPnlK+58zYmN5cf+/en+0UcE1K59yW7ZtGPHyDx5EkdBwdWf190d/1q1rthn1rtSJfmmLITQXb177yVmwwb2zJrFqgceYOju3fhWrXrDnzdmwwY2TZlyaVj78MO0eeklCWuFEEJUKL4GX0yYcHiAUj2IIA8PYq1WYmNjqVKlCg2jPFhurUqByxcPsshJPohveDNqh4ayNzqGU8lJtKrUkHVnYWecG02DarE9+Shbk49Qwyccz9vakjlvKfnp4BWAtttWQttSacKECaxatYpDhw7Ru3dvfvnlF7xkNsk/lp6eztNPPw1o/6a1a9fWtyC4ZPCYy8Ob6CWnwO7Ee2APQqY/hyK730slCW2FKGGBdety6/TpdHz1VY5++y27P/yQxO3br3xwYW/ZNY8+etXHM5hM+NWsWbRL9uJw1icy8l+3VxBCiJLS+Z13iN+6lcQdO1g+cCCD1q+/YYMbYzZs0HbW/vYbAAazWdtZK2GtEEKICsqgGAg0BpLkTEKpH4FXfj5A0TCy5q2CWb7WRrytETU8NpEZtwPf8GZFfW2PJyXRLkpl3VmFTdHQrVFdticfZXvyUQbV7Ixn+2Yo7m7kns7DK8Ad9m6Fux7Qbb3i6qpVq8aaNWu4+eab2bJlC/fccw8//vgjbmVgoHZp8uKLL5KUlET9+vV57rnn9C5HUzh4TDUYif89HWeOA+++txH63ksokhmUWhLaCqETs6cnjR56CN/q1Vl0661/e7xXeDghTZteFs76Va9eKob3CCHEv2Vyd6fPokUsuOkm4rduZd3zz9NlxoxifY7o9evZPGXKJWFt44cfpvVLL+FXmib5CiGEEDoIMgZpoW29cIzn4iA4uCi0rdO6EoavjhAf1lgLbeN3UoXhVA8KxmQwkJVfQL2AXMCbbbHwYidtF+2e1JNYnTbcLR54tG9G3qZtqLijnDsB6SkQEKzjisXVNGzYkJUrV9K1a1dWr17NQw89xJdffolBdmJelz///JOPPvoIgLlz5+Lu7q5zRVwyeCxlv42CJBtevTsROmuCBLalnHzVCaGz3Pj46zqu8/Tp9P/5Z257/31uevJJat5+OwFRURLYCiHKBf8aNbjjiy8A2DVzJkeXLCmWx41ev55vu3Th206dOPfbbxjMZpqOGsXwEyfoNmeOBLZCCCEEFw8ji8Bx4AAAsbGxqKpKRK0APDLTibc1BiAzbgcAbiYj1Qt7nhqdifi6QZYN8vLDCfHww+ZysC/tNACWLm1wWsHu8NCecP9VrjQUpUK7du1YunQpJpOJr7/+mueff17vksqM999/H4Dhw4dz880361wNlwwey4pxkXWiAEvPjoTNnYRiliyhtJPQVgideUVEFOtxQghRVtXq04dWhS8KVj/8MOnHj//rx4pet45vb72Vbzt1Ivr33y8Na2fPLpG+uUIIIURZEWgMBApD26NHMRgM5Obmkp6ejqIoVAuiKLTNSTmCw5oNQO3CFgknkxNpXVl7rM0xCq1CtN2225KPAmDp2haA7FM52kH7tpXIusS/17NnTz7//HMCAwPp27ev3uWUGV9++SXvvPMOb7zxht6laIPHZk2BvBwKMlSSd+djua0t4fOmoLiZ9a5OXAcJbYXQWeTNN+MdGQlXGwqmKPhUqUJkaXiXTgghbrCO06ZRuWNHbNnZ/Ni/P/bCvnrX69wff2hhbefORP/xhxbWjh4tYa0QQghxDUU7bWuHohgVgry9AW23LUCT+hZyXSFkOcIBlazEPQDUDr3Q17Z9Fe2xNsVAq+BLQ1tzrSqYqkaQF2vXDjq0C+y2EliZ+C8GDx7MyZMn6dChg96llBlms5mxY8cSGBiobyHnB4/FncVhVUnYmo/nLa0I+2wairv0KC4rJLQVQmcGo5EuM2dqH/w1uC38+NYZM2SgmBCiQjCazfT+5hs8Q0JI3reP35588rrud+6PP/imc2cW3Xrr5WHthx9KWCuEEEJcg4/igxtuYDJCrRB8Cwcin+9r27h1OEpGJvG2JgBkxu0EIKpwp21cRiZNQ7UQdnscNAusjYLCqex4UgoyURQFy21tsGW5cBrcwWaFo/tKepniX/D39y/6+969e/nuu+/0K6aUUlWVBQsWYLVa9S7lgvODx1yQuK0Ac4tmhH/+PwwepaDHrrhuEtoKUQrU6dePO5cswbty5Utu94mM5M4lS6jTr59OlQkhRMnzqVyZ3gsXgqKwf948Dnz2GTHr1pG9fj0x69bhcjqLjr04rI1Ztw6jmxvNxoxh+MmTEtYKIYQQ10lRlEtaJLinpgIXQtvarSphSEwh7nxf23itr62vhwfhvr4AGJyJBHhAnh3OpHtT1y8SgO3JxwCtry1AXrIWCLN3awmsTBSXo0eP0qlTJ+69917Wrl2rdzmlytdff83QoUNp164dzot+T9XNgR2oyz4DIGW/FWo3IuLL1zFYPPStS/xjEtoKUUrU6dePEWfOcM/atYSPHcs9a9fy6OnTEtgKISqkal270n7yZAB+HjaMpd26kTB9Oku7deOj6tXZNGUK33TqdFlY+8iJE3SdNQvfKlX0XYAQQghRxhS1SKgXjuvECeBCe4TgSF+88zJJsDUCLuy0hYv62iYl0VbLadkcA62L+toeAcCz401gNpFzPEs7aN9W7RJuUSZERUXRrVs37HY7ffv2Zft2GSYHkJaWxjPPPAPAPffcg1HvK2QT41Bnv4qCStYZO9bgOkR88xYGb4u+dYl/pVSEtrNmzaJ69ep4eHjQpk0btm27elPyzp07oyjKZX969epVghULcWMYjEYiO3XC55ZbiOzUSVoiCCEqtKAGDa54e05MDJsmTyZm/XotrH3sMYafPClhrRBCCPEfXBzaWnfvBiA5OZmCggIURaFWuJEEW0NUVaEgKxprTiJwaV/bdheFtueHkW1POYZLdWHwtuDZtgn5KU5UxQipSRB3toRXKf4to9HIl19+SdeuXcnNzeX222/nyJEjepeluxdeeIGkpCQaNGjAc889p28xBfm43p2AYs2nIM1JllKDiG/elsC2DNM9tP32228ZO3YskyZNYteuXTRt2pQePXqQlJR0xeOXLVtGfHx80Z8DBw5gNBoZMGBACVcuhBBCiBvF5XTye+Guhasxe3vz8LFjdP3gA3wiI0uoMiGEEKJ8Oh/aGhpWRsnKwsdiQVVV4uLiAGjaxBeb3YNUR00AMuO13bbnd9qeTkmlVSXt0vAdcVDbpzqeRncybbkcz9R27Hp2aYPqBKu9METad/UNW6L0cXd3Z9myZbRq1YrU1FS6d+9OdHS03mXpZsOGDcybNw+AuXPn4uam44AvVcX1wTQMKXE4ClykZlUiYtF0jH4++tV0nZyqiz1pJzmsJLEn7SRO1aV3SaWG7qHt9OnTefTRRxk2bBgNGjRgzpw5WCwW5s+ff8XjAwMDCQ8PL/qzdu1aLBaLhLZCCCFEORKzYQM5hX30rsaek0Pm6dMlVJEQQghRvp0PbakWBB5mAgoDqPN9beu1roQhOY34831t47S+tuG+vvi4u2N3OjG7UgmxgNUJ+5OMtAiOAmBbylEALLe1BSDneIb2XPukr21Z4+Pjw6pVq6hbty7R0dH06NGD1MIeyBWJzWZj5MiRADz66KN07NhR13qcC+dhOLIT1aWSmhRE+LczMQb46lrT9VgXv48Bv05l7PaPWGk4zNjtHzHg16msi5dBhaBzaGuz2di5cyddu3Ytus1gMNC1a1c2b958XY/xySefMGjQILy8vG5UmUIIIYQoYbnx8cV6nBBCCCGuzaJY8FA8wKhA7VC8cnOBC31to1pGYEhKJs7aBLiw01ZRFKIKd9ue+EuLhNYh9QDYlqSFtm71amCMCCE32qoddOIw5GSVyPpE8QkODmbNmjVERkZSuXJlfXeY6uStt97i8OHDhIaG8vrrr+tai+P3NRh+WwpAeqI3QV99iDHIX9earse6+H1M2PkZyQWZl9yeXJDJhJ2fSXALmPR88pSUFJxOJ2FhYZfcHhYWdl29UbZt28aBAwf45JNPrnqM1WrFarUWfZyVpf1AsNvt2O32f1l52XF+jRVhreWFnLOyR85Z2SPnrPTzCAm57uPkPJZO8nVW9sg5K3vknJU9pf2cBSqBxKlxKPUjIDoawsOJjo7GbrfjHeiOnyP3wk7b+J3YbDat321QELvPRXM0MZHWEfX48ZiJjedc9K2ntVI4kH6GzPwcLCZ3PG5tRe7CVTiM3picOTj2bkVt3VnHVV9baT9neomIiOC3334jIiICd3f3UvXvUxLnrF+/fvz22288+OCD+Pj46LZ+54EDmD+fjmKC7DQ3LHM+QPX3LlXn40qcqouZB7675jEzD35Hm6C6GBXdmwQUu+s9P4qq6jeuMS4ujsqVK7Np0ybatWtXdPvzzz/PunXr2Lr12pdKjBw5ks2bN7Nv39XT98mTJzNlypTLbl+4cCEWizRjFkIIIUoj1enkzIgROK5xuZ0pOJjqc+eiyNBGIYQQolikRqWSXSkb54xfsH+2j7O9emE0GrnttttQFIWV7yRyqlEXnolsjUmxYY16B9UtnFS7g/XZObgpCq28IpgW1w0jLt6ouorPTZvIVAro62xILYLx3XmMqrN/xK+lL8GVncRUjmLnTd30Xrr4j1RVZevWrbRu3RqDofyFbFdyPk5TFEWX53dPTafzL9/iYVHJy4Z13e/DFuyvSy3/1DkyWGTc+7fHDXQ2pSr+N76gEpaXl8fgwYPJzMzE1/fqbSx03WkbHByM0WgkMTHxktsTExMJDw+/5n1zc3P55ptveOWVV6553EsvvcTYsWOLPs7KyqJKlSp07979mv8w5YXdbmft2rV069YNs9msdzniOsg5K3vknJU9cs7KhhMffsjKQYO0Dy5+j7nwF+Mes2YR1aePDpWJ6yFfZ2WPnLOyR85Z2VPaz9kB+wHWW9ej1I/AEL0Ss8mE3eGgVatWhIaGkrdvMydOOkm01aey+16a1/UhvP4d2J1ONn27GJvLRY9bb2Le9yoJuQZCmvbkluw8lkdvQa3hxx3178DV4RZiPlpBwckcqOxJ5bR4wnr0gFL6JmxpP2elxYsvvsj06dMZM2YM7777rm5BJtzYc5aZmYmfn1+xPua/4UxKxfn0CDz8VBx2BWX8m3StX0/vsq7b2tg9cODvQ9taTRvQrXKzG15PSTvfBeDv6Braurm50aJFC3799VfuvvtuAFwuF7/++iuPP/74Ne+7ePFirFYrQ4YMueZx7u7uuLu7X3a72WyuUN9wK9p6ywM5Z2WPnLOyR85Z6VZ/4ECMJhO/PfXUJUPJfCIjuXXGDOr066djdeJ6yddZ2SPnrOyRc1b2lNZzFkooWMHYpApOVSXI25uEjAwSExOpXLky9dtFYtwUR3ylxlR230tO4h7MTQZjNpupGRLMscQkzqan0b5KEMuOwLZ4E21r1Wd59BZ2pB7X1hwcgEerxhRs2YvL5IEhPxfzueNQp7Hey7+m0nrOSotWrVqhKAoffvghYWFhTJw4Ue+Siv2cpaWl0ahRI/r27ctbb72Ft7d3sT32P+FMzSB3zOP4h9hQXcDwl/BsUrq/fv4qLT/guo8rj19317sm3fesjx07lo8//pjPP/+cw4cPM3r0aHJzcxk2bBgAQ4cO5aWXXrrsfp988gl33303QUFBJV2yEEIIIUpInX79GHHmDPesXUv42LHcs3Ytj54+LYGtEEIIcQMEGgMBUCN8wdsdH4cDgJjCN0+jWkRgSEop6mubVTiMDCAqVBtGdjwxmfZVtNs2xcBNQVEYFQMxucnE5WltjyxdWgNQYPXUDtx77daIovQbNGgQ77//PgCTJk1i9uzZOldU/F544QUSExPZsGGDbsPXnOlZpD0wBr/gbABcdzyA6eZbdKnlv/BSauJw+HG1hq2qCg67P15KzZItrJTRPbS99957efvtt5k4cSLNmjVjz549/Pzzz0XDyc6dO0f8XyZDHz16lD///JNHHnlEj5KFEEIIUYIMRiORnTrhc8stRHbqhKGUXj4phBBClHWeBk+8FC8AlLrhuKekABdCW+8AT4JN1guhbcIeXE5toE7twtD2WFIi7SK1x9uXCKieNAyoBsD25KMAWG5rC0D2wcLe9fu23diFiRLx2GOPMWnSpKK/L1q0SOeKis+GDRuYN28eAHPnztUltHVmZpN035MEBqeiKArOph0x9r+/xOsoDuHeBtJT7rri584HuempdxPurXtsqatSsfrHH3+cs2fPYrVa2bp1K23atCn63B9//MFnn312yfF169ZFVVW6dZNm5UIIIYQQQgghRHE5v9uW+uE4jx0DLoS2AA1rupNur0KByxeX00pO8kEAaoeGAJCQmYWfWwFVfMGpwrZYaBVcF7gQ2ro1isIYEkhedD6qYoD4c5B86WYtUTZNmjSJMWPGoKoqQ4YMYc2aNXqX9J9ZrVZGjhwJwIgRI+jQoUOJ1+DKziXhvv8jyDcOo5uCK6IGxlHPl3gdxaV1JQi0ZKMooKqX9j92OvxJTXwIf6UJrSvpVGApUSpCWyGEEEIIIYQQQugvyKi1IFTqRWDdtQuAjIwMcnNzAajfKhwlPYt4WyMAMuN2AODt4UGlwgFNJ5KSilokbI6B1iFaaLsz5TgOlxPFYMDSpTUuBzjcCntbym7bckFRFN577z3uvfdenE4n0dHRepf0n7311lscPnyY0NBQXn/99RJ/fldOHvH3PYefego3XwOqxRfD/00Dsz4tGopDniMPTz8t0E9P6Udi7BhSEoeQGDuG+HMTyM9twqROYKzgqWUFX74QQgghhBBCCCHOOx/aGhtXgfx8Anx8gAu7bWu3qoQhMYV4q9YiIfPivrZhF/ranm+RsCkG6vpXwddsIcdRwKGMcwB43qZdYZsbY9UO3Cd9bcsLo9HIF198wS+//FLm21oeP36cadOmATBjxgwCAq5vgFZxceUVED/kRTzSjuBd2YRqMKI8ORn8y/Z8p8+P/4JNzcVmC8OZ1xZrQRR5OTdhLYgi3NvA7F5we5TeVepPQlshhBBCCCGEEEIAF0JbQ0PtumR/kwm4ENrWah6OKfnCMLLzO23h0r627QtD24NJkGM10DK4DnBRX9tOrcBgIGtfknbg0f1QkHcDVyZKkpubG7feemvRxykpKZe02SgrTp06hZeXFz169GDQoEEl+tyuAisJQ19COb6PwPpmAJT7x0BUgxKto7jF5aay5MwGAHLT72T1YIXXbk6mt/8WXrs5mQ0PuiSwLSShrRBCCCGEEEIIIYALPW1dgZ7gb8EzW5tSHxsbC4CntxsRXo6i0DYn5QgOq3ZMncKdtmdSUgnwcFIrAFRgayy0CtFC223JRwAwBvrhflN97DkqLg8/cNjh0O4SW6coOefOnaNjx45069aNlMLhdmVFjx49OHLkCPPmzUNRlL+/QzFRrTYSH5qAfcdOwlq6a899y+3QqVeJ1XCjzD6yAqfqJD+vDp3DIpixZilr9q4i13WUNXtX8fzSpew4c1bvMksFCW2FEEIIIYQQQggBgLvijo9Ba4mg1AvHcFYLTy4ZRlbfm1yrP1mOcEAlK3EPAKE+Pvh6eOBwuTibmnpJi4TWIfUAOJIRTZZN649r6aK1SMjPc9cOlL625ZKiKOTl5XHkyBF69epFTk6O3iX9IyEhIURGRpbY86k2OwmPTCT/jy1EtPXEaFagZj24b3SJ1XCj7E87zR/xe1FVhYKM3qQn/UR63qU77NPz8vjg9z8kuEVCWyGEEEIIIYQQQlwkyFA4jKx+BNY9ewCIj4/H4XAAULdVJQzJqcTbmgCQGaf1tVUUpahFwvGLh5FFQ6inP9W9w3ChsjPlOACWwr62WXsLWyTs3wYu1w1fnyhZVapUYc2aNQQFBbFt2zb69euH1WrVu6xrGjduHMuWLUNV1RJ9XtXuIHHEFPJWbyS0pSdu3gr4BcCYl8v04DEAVVV5/+CPAORmt6aqMQ2zYrvq8Qu3bcNVwb8fSGgrhBBCCCGEEEKIIuf72ir1I3CcO4eHuztOp5OEhAQAareshCExmbjzfW3jL+prW9gi4VhiIm0ra7cdSYXUPGgVUheAbYV9bd2b1sUQ6EdedC6q2Q0y0+HciRJZoyhZ9erVY9WqVXh5ebF27VqGDh2K0+nUu6wrWr9+Pa+99hr33HMPhw4dKrHnVR0Okh6bRu7KdfjXc8c73ABGE4x+ucwPHgP4LX4PhzPP4nK5YcjrTpCy75rHp+XmcTQxqYSqK50ktBVCCCGEEEIIIUSR86Gt+aaaKECwlxdwoa9tjaZhmFJSLxpGtrPovudD2xNJyQR6qtQtzJq2xEKbi0JbVVVRjEYst7YGFWzmYO3AvVtv9PKETlq3bs13332H2Wxm0aJFPPHEEyW+k/XvWK1WRo4cCcDIkSNp2LBhiTyv6nSS9NTr5Hz3K54RZgLragMAGTy6zA8eA7A67cw+tBKArIxb6VvLgVH5+9A+M79iDyeU0FYIIYQQQgghhBBFzoe2ap0QALxt2iXM5/vaunmYqB4IibaGWm/KrGisOYkAVAsMxGw0kmO1Ep+ZVdQiYVM0NA2qhZvBRFJBBudytR10li6tAcg9UxjOSF/bcq1bt258+eWXKIrC6tWrSUtL07ukS7z55pscOXKEsLAwXnvttRJ5TtXlInnsW+QsWo3J10REB18UKDeDxwCWnN5AYkEaDocvQWpn7q5zfbus/TwtN7iy0k1CWyGEEEIIIYQQQhQJNAYC4PI2Q4g35kQtkL14GFmDZkHYsyHVUROAzHhtt63JaKRmsLZr9nhSYtEwss0x4GF0o0mgdvy2JK1FguethX1td2m7eDl7HDJSb+DqhN4GDhzIwoUL+fPPPwkKKj2X/R87doxXX30VgBkzZhAQEHDDn1NVVVKen072wpUoZgORd1ZGsReUm8FjAOnWHL44/gsAmWm9eL69Ow6Xvejziuoi1HqMavk7CLUeQ1G1PraBXhbqFu7cr6gktBVCCCGEEEIIIUQRk2LC3+APFPa1PXwY0NojnL+cvXarShiSUi5qkXB5X9vjiUm0rQwKcDIdEnOgVUgdALalaKGtKSQA96Z1cVrB6RumPcD+7Td6iUJngwYNIiIioujjpCR9e5eqqsro0aOxWq306NGDe++9t0SeM3XcTLI+/wEUhSoPN8WYnVJuBo+d99mx1eQ5C7BZK1PLchNq/gFm/vIbAJEFe+iT/DK3pc+kfean3JY+kz7JLxNZsIfBrVtjMFTs2LJir14IIYQQQgghhBCXuXgYWcGePRgMBnJycsjMzASgdssIbRiZtQlwYactQO3QwtA2KRk/D2hYuFlucwy0DqkHwJ7Uk9icDgAst7UFID/brB0oLRIqlAULFlC9enVWr16tWw0bNmzgt99+w9PTkw8//BBFUW7o86mqSuqkWWTOWwqKQuVnumJOOFauBo8BnM1J5PuzmwFIT7mTRt4HWLxzJyrQMzCRmzPmYXFlXHIfiyuDmzPmUcW6p8TrLW0ktBVCCCGEEEIIIcQlzoe2pqbVUex2gnx9gQstEqo2DME9Pf3CTtv4nUW7cKNCtV64iVlZZOXnX9IioZZPBIHuPhQ4bexPPw2AZ2Ff28ydcdqBh3aB3XbjFyl0p6oqq1evJj8/n379+rFlyxZd6rjlllv4+eefee+996hZs+YNfS5VVUmbNpfM2d8CED5+IB6ntGCzvAweO2/24RW4cJGX25AgxY/45D0YFYUH2rYkPPoTQOWv8bj2scqRtS+guq6v9215JaGtEEIIIYQQQgghLlEU2javDoB/4WXK50Nbk9lIzcpGkq1ROFQ3HAUZ5KWfBMDL3Z3K/v4AHE9KKgptN8WAoii0DqkLwLbkIwB4tGiAwc+bguhsVIsvWAvg6L6SWKbQmaIozJ8/nx49epCXl0evXr04dOiQLrX06NGD4cOH3/DnSX/rUzLe+wqA0MmP4HXyD1DVcjV4DGBXynE2Jh5EVQ1kpPamkmELPu7uPNezO80tqVizY695/4LsGNKjN5ZQtaWThLZCCCGEEEIIIYS4xPlhZM5q/gB4ZGQAlw4jq98iHDUtl0RbfQAy4y5qkXBRX9vWlcCowLlMiM2CVsFaaLs9+RgAismEZ6dWAFjN2hAzaZFQcbi5ubF06VLatGlDWloa3bt35+zZsyXy3Hv37iU29trhYXFKn/4F6W99CkDQ5FH4JG6GvByoVb/cDB4DcKouPjj0IwA5We0IUnNpEAKT7uxNvfBw8rPir+txrve48kpCWyGEEEIIIYQQQlwiwBCAAQMuDwNU9kc9rbUyuDjgimoZgTEx+ZIWCedd3NfWxx2aFM4Y2xxzYRjZ8axY0qzZAFi6tAEg50SWduC+bdruQ1EheHl5sXLlSurXr09sbCzdu3cnOTn5hj6n1Wpl0KBB1K9fn99///2GPhdA+gcLSXvtYwACJ47C33Aa4s5qg8dGTyg3g8cAforezvGsWFxOD7LSunJ3rWQm3HE7wd7eAMSdur6ewdd7XHkloa0QQgghhBBCCCEuYVSMBBgCAG0YmXXXLgCSkpKwWq0A1GlVCUNSSlFomxV/+U7bM6mp2ByOS1okBLj7UNu3MgDbk48CYLlNC22ztp1DNZkhJQHiz93gVYrSJCgoiDVr1lClShWOHTvG/Pnzb+jzvfHGGxw5cgSLxULz5s1v6HNlzF1M2pTZAAS+9CgBtYyw889yN3gMICk3ixn7vgcgM6MrHSPsvNSjNe5mc9ExOTl1sFnNV3kE7f2a7AwfcnPr3uhySzUJbYUQQgghhBBCCHGZ8y0SDA0r40xIwNvLC1VViYvTBoZVrhuMZ3bGhdA2YQ8upx2AEG9v/D09cbpcnE5Jof35YWTRWiBzoa+tFtqawoNxa1gL1aHi9NcCXfZKi4SKJjIykjVr1jB16lSef/75G/Y8x44d49VXXwVg5syZ+Bf2YL4RMud/R+qE9wAIePYhArrVh+8+1z5ZzgaPnU1N48nVn2DFisMeiD2nA+/cHoyiXLpj1p2luLnbUdXLN9Sf/3jDytsIrORXQpWXThLaCiGEEEIIIYQQ4jLnh5G5t9baGQR5egIXWiQYDAp1orxIz42gwOWLy2klJ/kgoA2Yigq70CKhZSUwGyAuR+ttez603ZFyDJfqAsDSpS0AeRmFUcW+rSWwSlHa1KtXjwkTJhQFfQ6HA6fTWWyPr6oqo0aNwmaz0bNnTwYOHFhsj/1XWQuWk/LCdAD8n7yfgId6wsdvlMvBY9tOn2Hyqh+IM2nfHzJSezGqhTshXpceF39oCdnn3gXgwNF2ZDtCL/l8tiOMFb8+SmZWKxreXLVEai+tJLQVQgghhBBCCCHEZc6HtoaG2s5X74IC4NJhZHVbVcKQnEq8rREAmXE7ij5X1Nc2MQlPMzQL127fFAONAmrgaXQjzZrNycJhQ+dbJGRuKWyLcPIQ5GTfoNWJsiA/P59+/frx2GOPoRZTj+MFCxbw+++/4+npyYcffnjZLtDikvXNTyT/31sA+I2+l8Bnh6LMeqXcDR5zqSpLdu7iwz/WkegRi2pwYS2ohqerGY/edOmx6TGbObBiJAAHjndjlWUec+J/YWHSZ/yY+hYLkz5jTvxaDtV5mg7jbsdorNixZcVevRBCCCGEEEIIIa7ofGhrr2QBg4IxXgtXLw5to1pGYEhMId56rWFkSbhUtahFwqZocDOaaBYUBVxokeDRqhGKtwVbbCauoAhwueDghRBYVDwbN25kxYoVzJ07l4kTJ/7nx0tJSWHs2LEATJ48mRo1avznx7yS7KVrSX7yNVBVfB/pR9DkMSifTS93g8fybDZm/vobK/btx2rMJ9szDYD0lDt5orWC90VLzE07ye4l9+JyWsnMasFPjqkAqIqJaGtrDuf1ItraGlUxgQK/RHvhdFXsYYQS2gohhBBCCCGEEOIyfgY/jBhxmRSoFoTjoNb6IDY2FpdLa2nw12FkF++0rRoUiJvJRJ7NRnxGBu2qaLdvjrlyX1vFzYzllhYA2NCGoLFP+tpWZF27dmXOnDkATJs2jffee+8/PZ6npyfDhg2jefPmPPPMM8VR4mVyfvidpMde1QLbB+8i+LWnUX5eVO4GjyVkZjJ1xSr2RsdgNCp4VMkDIDenKaHuNRjc6MKxtrwUdi3qhz0/DdVUjwUL++Py9oWr7nJWSE53sv+E9cYvpBST0FYIIYQQQgghhBCXMSiGomFkSr1w8vfuxWQyYbVaSU1NBSCshj++1uyi0DYn5QgOq9bSwGQwUCs4GND62jYPB3cjJOfBifQLoe3+9FPkO7RwxrOL1iIh+2iGVsT+7VCM/UxF2TNixAimTZsGwFNPPcVXX331rx/Ly8uLt956iy1btmA2m4urxCK5q9aTOGoKOJ343HcHwW+ORTmwo9wNHtsXE8uUFSuJz8wkwGKhT7s6nMiNQVWNZKT25tl24G7SjnU6Cti99D7y0k9i8qjMF693x+4WcF3Pk5pZsb/2JbQVQgghhBBCCCHEFZ1vkeDWqjaKy0WInzbN/XyLBEVRqNs4kLwMD7Ic4YBKVsLuovsXDSNLTMLDBC0itNs3R0MVrxDCPQOwu5zsST0JgKUwtM3achLV4q31/zx5uCSWKkqxcePG8eSTTwLw0EMP8dNPP/2j+9vt9qLd4QBubsXfmiB3zSYShk8ChxPvAd0Jefd5lOSEcjV4TFVVVu0/wLu//Eq+zU5UaAgTet3Okth1AGRn3kxd/yDuqnv+eBcHVowkI2YzRjdfVn41kKw0T+o3Dbyu5wvyM96opZQJEtoKIYQQQgghhBDiis6Htu6ttP6zfoXDoC7ua1unVSWtr62tCXDlvrbHkhIBilokbIrRAt9Wf2mRYK4SjrlONXC6cAQUTo6XFgkVnqIovPvuu9x///04HA4efPBBcnNzr/v+//vf/+jYsSMHDhy4IfXl/baVhGETwO7A++4uhL73EordBrOmlJvBYzaHg4/W/8miHTtRVZVbatfmhZ492JC6j7M5ibicXmSmd+P5DmAo7HpwfN0rJBxeimIwc3j/SI7tdCO0mh+T5nTG4nHtAXAhAUYaR7mXwMpKLwlthRBCCCGEEEIIcUXnQ1u1dggA7unpgNbX9ryolhEYklKIs10+jCwqNAQFSM7OISMvn3aFw8i2xIDror6221OOFt3HcltbAPJSCocQ7dta/AsTZY7BYODTTz9lyJAhLF++HC8vr+u639GjR/nf//7H5s2bOXToULHXlbdhJwkPjgObHa9enQj98GUUoxE+fafcDB5Ly83lf6t+ZvOpUxgUhSFt2zCsQztsLjufHP0ZgIy07rSJ8KRzNe0+0Xs+5fTmtwGwGp9h9ecGTGYDLyy6h52nVfIKrj1k7LH+ARgN1w52yzsJbYUQQgghhBBCCHFFQQYttLUGu4HJgHriBHDpTtvarSphSEy+aBjZhdDW4uZGZIDWv/J4UhJNw8BihvQCOJoCLYLrYEDhbE4SiflaIHy+RULmxtOoBoMWfCUn3PjFilLPbDazYMEC2rRpU3Sbql49/FNVlVGjRmGz2bj99tsZMGBAsdaTv2kPCUNeRC2wYenRgbCPJqGYTfDTt+Vm8NjxxCQmL1/BmdRUvN3dea5Hd7rWr4eiKHx58lcybDnYbSHkZLXnxY7abLGUU79y+OenAfCt9hjzXtLaHDzyTjdsgUG8uUDrid2usQch/pe2QAgJMDL50WBuaW4p0XWWRhLaCiGEEEIIIYQQ4op8DD6YMaMagFoh5O/UAtm0tDTy8rRp8UGVfAgyWknMr4+qKhRkRWPNSSx6jNqFfW1PJCXhZoRWlbTbN8WAj9mTBgHa1rzzLRI82jZBsXhgj01FjaipHbxfWiSIy+3cuZObb76ZpKSkK37+iy++4I8//sDT05NZs2ahKMW3c7Ng237i73seNa8Azy5tCP/kFRQ3szY8r2jw2JgyPXhs3bFjvP7zarLyC6gSEMCkPr2pHxEOQGJ+OotOab1sM1L70LOWkebhkJ10gD3fDUFVnQRHDWDuCxE4HS46DqhPs4HNeHluCnYHdGzqydSRISycVok3Hw+kZ5MzvPl4IAunVpLAtpCEtkIIIYQQQgghhLgiRVGKWiQYG0XiTE0l4ArDyOq0CMORYiXFUQu4Sl/bRC3IbV/YImFz4Wbd1n/pa2vwcMezQ3MACpy+2kF7pUWCuJTL5WLYsGFs3LiR22+/naysrEs+n5KSwv/93/8BMHnyZGrUqFFsz12w6xDxg55DzcvHs1NLwj97FcXdDRLj/jJ47I5ie86S5HC5WLB5C59u3IzT5aJl9WpM6HU7IT7eRcfMPbISm8tBQX4trPkNea49FGTHs2vRPTht2QRUvZnln3UhJSabSrUDeWhmL8Z9mEJWrou61dwYNywIg0HBaFBoWtuduhHpNK3tXuFbIlxMQlshhBBCCCGEEEJc1fnQ1tJRa38Q6Kb15rykRUJLbRhZgq0RAJlxOy58rnCn7bnUNKwOR1Ff260x/D97dx0d1bX2cfx7xpKJuxI8uBO8lKIVqHup39u3Qr3U3Xt7W+q9dVegtEiLW4tLcAtBAvGJy0zGznn/OMmEkCBtEyD0+azV1XLOnrP3ngl3rftkz+/Bq+JrRrauIA2vpupzVefalu/Qv0bNrs1Q5WiK7YlmymAwMHXqVKKjo0lNTeWiiy6iqqrKd//hhx+msLCQHj16cN999zXavM5Nu8i54gHU8kr8h/Qm7quXMVj99J/P06DxWFlVFa/Nnc/CnfovUS7p3YsJZw3Dz2z2jdlRcoD5WakAFBdcwBVdFFoHlpM65VKqyrMIjOzA/v13se63/Vj8TUz84VJe/q6MLJuH2AgjL94ejb9FSpLHIu+QEEIIIYQQQgghjijCGAGAsZceYxBQHYtwaDOy5H4JGPJtZDt7AHVP2kYGBhIeEIBX09hrK6BrDARboMwF22zQKTSJILOVCreDnSUH9Dmqc20rVuxCi4wFjxt2bGzyvYrmpUOHDsyePRuLxcLixYsZP348Xq8Xp9PJ1q1bURSFAQMG8OKLLzbKfM5t6WRffj9qaQX+/bsT/80rGAL89ZO1p0HjsQNFRTw7cxY7c3PxN5m4e8RwLujVs06shKZpvLt9OgAV5SkYvEnc29/Dpuk3Up63GUtANAFJb/PNU3pR99Z3z2XyRhNb9jgJtCq8PCGGiBBjg/OLuqRoK4QQQgghhBBCiCOqOWmrtgoDwFhdrK170jYeQ15BnWZkNQ2iFEXxRSTszsvDZIABifrrVmSCyWCkb2QyUBuRYG6TiLlNC/B48YQl6YM3S0SCqK9v376MHz8egGnTpnHnnXdisVhYvnw5N9xwAx9//DFG498vErp27iP70ntRi8vw69uF+B/+iyGoOnv1NGg8tmbffl74dTaFFZXEBAfz5Ljz6NOqZb1xv+duYXPRPtDMlBaex809NYpXTKRgz1wMJivthn/JpJvWoKoao27sSVZMaxats2M0wLO3RNM63tzA7KIhUrQVQgghhBBCCCHEEUUZowBwhCrgZ8K9ZQsAOTk5eL1eAEKjA4kNU7CVt8KjWfA4S7AX7/E9oyYiYXe+DcAXkbDyoP7vw3NtAQJG6qdtK3P1Odi8BlS1CXYomrvPPvuMq666CoBPP/2UuXPn8p///IcvvviC5557jieffPJvPd+VfoDsS+5FLSzFr2dH4n98DUNwoH6zmTceUzWNn1I38P6Spbg8HromxPPU+WNJDA+vN9atevhgxywASovPItAUxoWGdzi44RNAodvYT3j/7v2U5FXSqls0bW8Yxjez9azh+8dH0KeT/4ncWrMnRVshhBBCCCGEEEIcUYASgJ/iBwqQHIt961b8/PzweDzkVTcXA+jQLwHyS8lzdQb007Y1ak7aptvyUTWNQdWHZ9dkg9tbW7TdUXKAcreeXWutjkgo/SMNzc8fSovgQG0hWIhDff/991xwwQUAfPLJJzz77LONUrB1780k++J78NqKsHRtT/yUSRhDg/WbzbzxmMPl4u2Fi5i5aTMA53Ttwv2jRxHk59fg+J/3LyfTXoDmDaasZDgPJv3Cgd8fB6DjyJeZ/20wW5dmYA2ycOEbF/PO1FIAxp8TwrmDghp8pjgyKdoKIYQQQgghhBDiiBRF8UUkWAd1RgFiQkKAhiISbLURCTm1zciSIsLxM5lwuNxkFZfQOQrC/MHuhs35EBcQQcvAGLyaSmrBbn2uIb1R/Cx4DuajteykP2jLmhOwY9FcTZ8+HYvFgsfjwWKx/P2CbUY22Zfcgze3AEvntiT89AbGcP1nv7k3HsstLeP5Wb+x8WAmJqOBW4aewVX9+2E0NFwqLHNV8sXueQAUFZ5DX8tm4rf/G9BI6vN/5NvGMPml5QBc+dYFvDPbhVeF4SkB3DQu9ERt67QiRVshhBBCCCGEEEIcla9oO0T/6ndwdSxCnaJtvwSM+bW5tmU5qb57RoOB9jHRAOzOz8OgwMDqXNuaiIR+0R0AWFsdkWAI8Md/UE8AqlzVX0XfJLm24sief/55XC4XJpMJl8vF888//5ef5c7MI/uSe/Fk5WNObkX81DcwRobpN5t547GtWVk8N+tXsktLCQuw8ti55zKkfbujvubL3QsodzvwuuOwlsbw78orUD1VRLc/l8iOj/PG9TMAGHnHAKbtC6HSodGtnR8PXxeJwaAc9dmiYVK0FUIIIYQQQgghxFFFGvSirdIlAQBLQQFQt2jbrs9hzchyN6J63b777X3NyKpzbasjElZUP6J/tH6ado1tl6+JWcDIgQCUbdFfw/40PSZBiMM8//zzPPXUUzz99NNMnTqVp59+mqeeeuovFW49OTayL74Hz4EczG1bkDDtTUwxEbUDmmnjMU3TmLN1G6/PX4jd5aJ9dDTPnD+OttFRR31dZqWNafuXAeDIG8YDnsswuAoIietF53M/4dWrplNe5KBd/0TSkrqTW+glMdrE87dGYTFLwfavkqKtEEIIIYQQQgghjqrmpK07IQAAbbceYZCZmekrsAaF+dOiVSAlBeFUqSFoXicVtm2+Z9Tk2u7OzwdgcHUzsnXZ4PRAr8h2mBQjOY4iMiv1orCvGdnyrWhJ7fUXbFnbhDsVzVFNwfa5557j8cf1jNXHH3+c55577k8Xbj15hXrBdn8WptYJJPz8Fqa4Q4qazbTxmMvj4eM/lvHD2nVomsbQ5PY8fO7ZhAUEHPO1H+yYhUfz4rW35+bSp4j07MY/pAV9Lp/K10+sYtfqLALC/PG/6hx2HXATEmjg5QnRhAYZT8DOTl9StBVCCCGEEEIIIcRR1RRtHQEqBFqwr1uHoihUVFRQVlbmG5fcLwFDfgE5zurTttm1ubbtYqJRFIWCigqKKytJjoDoAHB6YWMeBJj86BHRBoA1tp0AmNu3xNQyHlxu3CHVeQoSkSAO4/V6G2w69uSTT/Lcc8/hrY7zOBaPrZjsS+/FvecgphaxJEx7C1NCTO2AZtp4rLiykpdnz2HFnr0YFIXxA/pz85DBmI3HLqpuKtzL0twtoMG5B5bRQV2OyS+EPpdPZe2cIma8pedMd370Etbu9mA2wXO3RtEixnxca1NVld27d5OTk8Pu3btRVfVv7fV0YjrZCxBCCCGEEEIIIcSpzWqwEqAEYNfsGLsl4V29h6jwcGxFRWRmZhIaqjcaSk5JYP6nB8hxdaONdTmlOetJ4t/6M8xmWoaHk1FUxO58G/3bBDKwBcxMgxUHYUAi9IvuSGphOmsL0ri0zVAURSFgRH/KvphOZZYTC8D2DeB2NasMUdG0nnnmmSPeO95mZN6iUnIuuxf3rv0Y46NJ+PltzElxtQOq7M2y8Vh6fj7vLFpCqcNBoJ8fE84aRpeE+ON6raqpvLd9OgCDDubQ3z0TFBM9L/6G8rIE3rr5YwC63XsOf+zXi7QPXRdJj/b+x/X8DRs2MGXKFEpKSgDYvHkzYWFhXH755fTu3ftP7vT0IydthRBCCCGEEEIIcUw1p22DR/YFINysF2mysrJ8Y5L7JWDIs/lybUsOOWkL0D62Jte2bkTCSl+ubUcAUgvScaseAAJG6BEJZUt3QGgEOB2QtrVR9yb+2bwl5WRfdh+u7XsxxkaS8PNbmFsn1A7QNPh8UrNrPCW2Om8AAQAASURBVPZ72m5emT2XUoeDFuHhPH3+2OMu2AIszN7AjtKD9Czey8jSmQB0PfctguOG8vJlU3GUu0g8pyfrXLEA3HR+KCP7BR7Xszds2MDHH39MSXFxneslxcV8/PHHbNiw4bjXebqSoq0QQgghhBBCCCGOqaZoa+mXDIC1vByo24ysba9YTMUl5Dj0nM/Kgp14nOW++4fn2g6qLtpuyAWHG9qHJBBmCcLhdbK1eL8+z9C+YDbh2Z+N2qar/oLNEpEgGoe3rIKcKx7AtWU3xuhwEqa9iaVdUt1BzazxmEdV+WbVaj5bvgKPqtK3VUueGHsuMcHBx/0Mp9fFhzt/o3VFFudlLgYgpOdEWvS8gQ/vnsu+TXkEtI/nYMdeqBqcPTCQa88JOa5nq6rK9199pRfDlcMalSkKaBrff/XVPz4qQYq2QgghhBBCCCGEOKaaoq2WHA2A4cABoG7R1j/QQqvOkTjyDJR54gCNstzaE3M1RdsDRUVUud20DoO4IHB5YX0OGBQD/aI7ALDGtkufJygA/wE9AHBU+ukP2rRaL/gI8TeoFXZyrnoQ54YdGCJCif/pTSwdWtcd1Mwaj5VXVfH63Pks2KHnQl/cuxcThp+Fv/n4MmZrTNn3B97iPVyWMR8jXrLDL2fguU+x8KtNzPtkA1pQAO7zR1Plgt4d/bj/mgiUwwuwR5CWlkaF01m/YFtDUahwOklLS/tTaz7dSNFWCCGEEEIIIYQQx1RTtK2K0os/rs2bAcjLy8PlcvnGtU+J15uRufRCa2nO+tpnBAUSGRiIqmnstRWgKLURCSsOi0ioKdoCBIzUIxLKN2aDyQwFuZBzsAl2Kf4p1EoHOVc/hHPtVgxhwSRMfQO/zm3rDmpmjccOFhXz7Mxf2ZGbi7/JxF0jhnNhr54YjrOYWqPYWc5PO6Zz9f45+Ksu0o2DGXHlBxzYXsD7t89GM5kIuOkCSqsUWsWZePaWaMym459j/5o1jTrudCVFWyGEEEIIIYQQQhxThDECgCqLG0Kt2HftIigwEE3TyM7O9o3r0C8BQ14B2dW5tqWH5domxzYckVCTa5sSpRdt00ozKXZWALW5tvblm9GSu+kDt/yzCzrir1PtVeRc+whVqzZhCAnSC7bdk+sOamaNx9buz+CFX3+joKKC6OAgnhh3Hn1btfxLz/ps+wwu2DODUHcFeUo7Svp8T4xZ4eXLplLl8OB/zTkUevwIDzbw0h0xBAX8ufKisbKyUcedrqRoK4QQQgghhBBCiGPyU/wIUoIACBzWEwWICtL/fPRmZOvrPKd9TN1mZIOq40M35UKFC6L8Q2gXrDdLWlegn7a1dG6LMT4azeHEHVjdIGqT5NqKP0+tcpJ7w2NULUtFCQogfvJr+PXsWHdQM2o8pmoaP2/YyHuLl+D0eOiaEM/T54+jRXj4X3re3tIsLMtfIsFRQLkSzqdB07h1UATv3vorB3cWYhgzhOLASCxmhRduiyY+yvSn51BCQo4eb6JpGMvLSe7Y8chj/gGkaCuEEEIIIYQQQojjUhOREDisJwDBHg9QN9e2dfcYzFV28krbomkKzvJMnBV5vvsdqk/apttsqKpKUggkhYBXg7XVB3b7R3cCYI1Nz7RUFIWAEf0BqMiw64PSt0FlbZMzIY5Fc7rIu+kJHEvWogRYif/+v/j37Vp/YDNpPOZwu3ln0WKmb9wEwJgunbl/9CiC/Pz+8jMXzvg3Hcoz8Cgm3rNM4ZJ+7VjzdSpLv9uKt2cXKtu2Q1HgsRsj6dzmz8+zYsUKflm50tdwrF7xtvrPLXbtouWwYX95H6cDKdoKIYQQQgghhBDiuEQZowAw9WoNgDlPL8YeWrQ1+5lo2zMWT66DAk87oG6ubYuwMKxmM1VuNweLS4DaiIQV1TG1Nbm2a2270KqLODURCRVLt0BCS1BV2Fb3FK8QR6K5PeTe8jT2BatQrH7Ef/cfrAN71B/YTBqP5ZeV8cKs39hw4CAmg4F/nTGEawb0x2j466W+PxY/Q8vMPwD43PomZUEDGaHk8tE9c/G0TsI1OAWA/7sojDN7B/ypZ2uaxuzZs/nmm29QVZXQPXuImT+/XgSCsaKC2HnzuPiRRzAYjX95L6cDKdoKIYQQQgghhBDiuNTk2npbher/3qXHF2RlZfmKqwDtUxIw5hWQ46yfa2swGGgXHQ0ckmtbHZFQk2vbPaINfgYzhc4y9pbnAGAdlgJGI+7dGXhbV5+OlIgEcRw0j4e8W5/FPnsZip+FuK9fwTqkd/2BzaTx2NasbJ6d+StZJSWEWa08et45DE1u/7eembNrJpWrXgNgXsRVrOVGbu3h5s2rpuAMDcNz9jBA4fwzgrhiVPCferaqqkyePJmZM2cCEH/gABHz5pHg8dBl0SLip08nZv584qdPp+vSpVz93//S4ZJL/tZ+TgfHXbRdv349w4cPp6ysrN690tJShg8fzqZNmxp1cUIIIYQQQgghhDh11MQjVIbpf7avW4fJZKKqqorCwkLfuOR+CRjya3NtDz1pC7XNyNKri7aDq0/abrNBaRX4Gc30jtRP6a6x6YVhY2gw/il6sdZRXp0vunUdqN7G3aQ4rWheL/kTXqRy5hKwmIn78iUChqXUH9gMGo9pmsbcbdt4ff4CKl0u2kZH8fQF43y/BPmrSrPXs2n6jSjAhohuTHO+ScsQjZxXp5Njc+MZNwrVYKR/F3/uvjIcRVGO+9lut5vPPvuMpUuXApBcWIj1118Jio/nqj/+4NaMDK798kvaX3AB1375Jf+3b58UbKsdd9H29ddfZ8SIEYSEhNS7FxoayujRo/nvf//bqIsTQgghhBBCCCHEqaPmpK3T4MLUIgqv3U50dcOjQyMSklPiMeQXHNKMbF2dk7jJ1c3I0qqbkcUFQdswUDVYXd3TrN8hEQk1AkbqEQnl6zMgIEjPtN2zswl2KpojzeulasVGQlfvoGrFRlS3m/y7X6Fi2gIwGYn77Hnfz1DdFx7aeCzilGw85vJ4+eSP5Xy/Rv+7NKR9Ox455xzCA/5cTMHhHCUZrJ9yOYrXSXpQEj8FvIiqBTGseDdrfk3HNW4UXn9/2iaaefJfURiNx1+wdTgcvPfee6SmpmI0GulvMOCdPBmT1crFM2YQkpSEwWikxbBhBJ95Ji2GDfvHRyIc6riLtqtXr+bCCy884v3zzz+fFStWNMqihBBCCCGEEEIIceoxK2ZCDXo0Qui5gwAIqy6yHFq0bdklGn+jRkF+DB7NgtdZir14j+9+u+goDIpCUWUlhRV6puXgwyISapqRbSraS5XXBdTm2jp+T0Xr2lcfuFkiEgRUzFpKRp/Lyb/sfpI+/pX8y+5nf/vzqJg8B4xGYj9+lsCzhzT84jqNx5445RqPFVdW8srsOSzfsweDonBN/378+4whWEx/r8Dpriph/eRLcNvzyfWP5LdWl5NfNIx2AS42PjIF55izUMPDiAw18tLt0QRajz9ltbS0lDfeeIO0tDT8/Pw4u0ULCt57D4DzvvmGuJQGTjuLOo773c7KyiI4+MiZFUFBQeTk5DTKooQQQgghhBBCCHFqqolIsA7WGzRZS0sBvW5Qw2gy0K5PPOSVkufqDOhfwa7hZzbTMkI/tevLta2OSKgp2rYKiiHGPwyX6mFT4V4ALN2TMUZHoFU6cFtj9YGb1zTBLkVzUjFrKXk3P4E321bnumavAiD0lksJGjes4Ref4o3H0vNtPDvzV/YWFBBosfDAmFGM6drlT0UUNET1utg4bTyVhbsoNwfyY+uzySi4FDAR8OUsnEMGoCYl4G9RePH2aGIiTMf97Pz8fF577TUyMzMJDg7mygED2PXYYwAMfflliT84TsddtI2OjmbXrl1HvL9z506ioqIaZVFCCCGEEEIIIYQ4NdUUbZUuCfqF/fuBuidtAdqnxGPIOzTXdl2d+zURCbvz8gAYWF203VEAhXZQFMUXkVCTa6sYDFiH9wegIr0MFANk7YfCvMbboGhWNK+XgsffAu3IYypmLkHzNpB9fIo3HvtjdzqvzJ5DicNBYlgYT58/lq4JCX/7uZqmsW32XRRlLMVr9OP7VuegWbpTXt6DuIJcXHYFb+cOGBR48l9RdGh5/FER+/fv57XXXqOwsJDo6GhuvuAC1vzf/6GpKl1vuIH+Dz/8t9f/T3HcRdtRo0bx4osvNnhP0zRefPFFRo0a1WgLE0IIIYQQQgghxKmnpmjrTtSzNJ0bNgBQWFiIw+HwjUvul4DxkFzb0uzDirbVzch25+unI6MCoGP1t9JXVR/a7V+Ta1twSK7tKD0ioXLphtpTkXLa9h+ratXmeidsD+fNyqdq1ebDXnjqNh7zqirfrl7Dp8uW41FV+rRM4olx5xHTQJ+pv2Lv8v+QveVbUIxMSRpBvjWSPQcvABT8F67HM1CPHplweTiDuluP+7nbt2/nrbfeoqKigqSkJG6//nqWjh+Pq7ycFmeeyZiPPvrbJ4T/SY67aPvEE0+wZcsWBgwYwOTJk9m0aRObNm3ixx9/ZMCAAWzdupXHH3+8KdcqhBBCCCGEEEKIk6ymaFseoOfMOvbtIzxUz7k9NCIhOSUepbCYHLteWC3L24xanU0LtUXbg8XFONxuoH5EQkpUMgoK+8pzyXeUABAwrB8oCq7te/G26aoP3CRF238qT17hnx93Cjceq6iq4vV5C5i/fQcAF/bqyZ0jhmM1mxvl+dlbfyD9jxcA2JJ8EenBSQRpvXE6WxGycw/Gbvrf10tHBHPxWUeOST3cmjVreP/993E6nXTq1Ik7b7uNhddeS1lGBmHt23PhtGkYLafGe9xcHHfRtl27dixYsIDKykquuuoq+vTpQ58+fbj66qux2+3Mnz+f9u3bN+VahRBCCCGEEEIIcZKFG8IxYMCFm+D+3QCIDAwE4ODBg75xCcmRBAZbKM0JpEoNQfM6qbBtr31OQABRQUFomsae6tO2NUXbFdWPCbEE0ilM71C2tiANAGNEKH599JxcR3F1I6adG8FZ1ST7Fac2U+zxNQ2rM+7QxmN3nDqNxzKLi3l21q9sz8nBz2TizuFncXHvXhga6XRqUcbvbP1VP1Fs7n4d0/0iMSkmdh0YC6pKqGYAk5EhPazcdknYcT934cKFfPHFF6iqSkpKCrfffjtL77iDnFWr8AsL45JZs7BGnhrvcXNy/G3fgJSUFLZu3cr69ev54Ycf+P7770lNTWXr1q3069evqdYohBBCCCGEEEKIU4RRMRJmCAMgZLReCwhyOoG6J20NBoX2feMx5BWQ4zxWRILejGxgC1CAPcWQV6mP6e/Ltd3pe13AyIEAVKxOg6hY8Lhhx4ZG3KVoLpSgQDAcpbylgDExBv+BPfQ/H954rN2p0XhsfUYGz8/6DVt5BdFBQTwx9jxSWrdqtOdXFOxkw7Rr0FQ3MR0v4rPAlgCYnUPxeiIIsRVjMRhJbmHmsZsiMRqOXShWVZVp06bx008/ATBixAhuvPFG1rz4Ijt/+AGDycSF06YR0bFjo+3jn+RPFW1r9O7dm+HDhzNixAh69erVyEsSQgghhBBCCCHEqawmIsHSLxkAU04OUL8ZWXK/6qKtrxnZ+rr3fc3I9KJtmD90idbvrap+VE3Rdp0tDa+mAhAwQm9G5li6Hq1b9SEyybX9x6mct5zsC+8EVW14QHXdMeqFu1GMxlOy8ZiqafyyYSPvLFqC0+Ohc3wcT58/lqSI8Eabw1mZT+qUy/BUlRCWOIB9PW4io9JGgDGQtKxRKF4v4eVVRAYrvDQhBqvfscuFXq+Xr776igULFgBw0UUXcemll7Lrhx9Y+eyzAIz+4ANaDh/eaPv4p/lTRduSkhImTJhAVFQUsbGxxMbGEhUVxZ133klJSUkTLVEIIYQQQgghhBCnkpqirZYcBYBnux57kJ2djdfr9Y1LTknAkGcjx6XHKBRnHXbStrpou8dmw1tdeDs8IqFLWCsCTf6Uue2kleqVXL9enTBEhKKWVeDyj9UHbl6jF+PEaU/TNEo++JHcax9Fq3RgPbMv0e8+jjEhus44Y0IMsZ+9QNC4Yadk4zGH2817i5bwy8ZNAIzu0pmJY0YT5O/faHN43XY2TL0SR8l+rGFt6XDhF3y2dwkAFbaRaKqV0JIKAvHw6j2xRIYaj/nMqqoq/ve//7FmzRoMBgPXX389Y8aMIXvlSubcdBMA/R58kO7/+lej7eOfyHS8A4uKihg0aBBZWVmMHz+ezp31/Jjt27fzxRdfsHDhQlasWEF4eOP9JkAIIYQQQgghhBCnnghjBABV0XpzpIrUVPwGDMDpdJKfn098fDwAyf0SUCrt5JYMgGiwF+7E4yzH5Kc3OEoMD8NqMeNwuTlYVEzrqEgGJ8EnG2qbkZkMRvpEtuePvK2ste2ic1hLFKORgLP6UTFtARU7CvDz84eSQji4B1pKv53Tmeb2UPDom5R9OR2AkOsvIOqV+1DMJoIvG03FslTWz11I37NHEnRGH/2E7SnYeCy/vJy3Fywis6QEk8HADYMHMjQ5uVHn0FQvm2f8i9LstZj9I+h7xU98lb2RUlcloYZothQPxeD1El5UynN3xNAm4djvSXl5Oe+//z4ZGRlYLBb+/e9/061bN0r27eOXiy7C63LR/qKLOPOVVxp1L/9Ex33S9rnnnsNisbBnzx4+/PBD7r33Xu69914++ugj0tPTMZvNPPfcc025ViGEEEIIIYQQQpwCooz6CdtSUyXm4GBUp5OY6kNch0YkxLQKJTQqAEc2lHniAI2y3NrsWYOikBxdN9e2fwIYFcgohawyfVz/mE4ArLHt8r02YOQAAOxL1kGXPvrFTasbf7PilOEtLSfn6gf1gq2iEPncBKJem4hi1s8kKkYj/oN7UTqgM/6De+kFW4DfTq3GY9uzc3h25q9klpQQarXyyLnnNHrBFmDX4ifIT5uJYrTQ+7LvKbNGMmXf7wDs33cOYCS8sIz7Lw+jXxfrMZ9XUFDA66+/TkZGBoGBgdxzzz1069YNZ2kpP48bh8NmI7ZPH8775huUo+UMi+Ny3O/gL7/8wmuvvUZsbGy9e3Fxcbz66qv8/PPPjbo4IYQQQgghhBBCnHpCDaEYMeLBQ8QovSlYWPW9Q4u2iqKQnBKPId9GjktvBHV4rm372Lq5tsF+0F2/5Dtt2z9Kz7XdWryfSncVANaz9Fxb1+Y0vK2qm0lJru1py70vi6xzb8exdB1KgJW4r14i7ParUJRjNMzashZ+OTUaj2maxrxt23lt3nwqnU7aRkXxzPljaR8TfewX/0kH1n9Ixpp3AOg+9gPCk4bw4c5fcateLKUtKPf0wuT2ML6DkwuGhRzzeZmZmbz22mvk5+cTERHBxIkTadOmDarHw8wrrqBw+3aCEhK4aMYMLIGBjb6ff6LjLtrm5OTQtWvXI97v1q0bubm5jbIoIYQQQgghhBBCnLoMioFwo36yNnBYTwD8qnvdZGVl1Rmb3E/Ptc2uaUaW3XCu7e78fLTqTNrBSfq9mqJtQmAkLQKi8GoqqYXpAJhiIvDrqRdzHYXVD9u3C0qLG2eT4pThWLmJzHNuxb07A2NCDImz3iPwnDOO/cJTqPGY2+vls+Ur+G7NWlRNY3C7tjxy7jmEN0GBM3/3bHbMfxCA5GFPE9/1CrYVZ7AwewNocLD4MkChh6eY+66rfzjzcGlpaUyaNImysjISEhKYOHEisbGxaJrGwrvvZv+8eZgCArh45kyCExMbfT//VMddtI2KimL//v1HvL9v3z4iIiIaY01CCCGEEEIIIYQ4xdU0IzP1agWAtncvUPekLVB90raQHGdNM7K6J23bRkdhVBSK7XYKKyuB2mZkKzNre4v1i9YLtGsPiUiwjtAjEipXbINW1V8v37q2MbYnThHlP84h+7L7UItK8evViRZzP8Sv+xGiBFQvStoWErN2o2xdC+8+c0o0Hiux23ll9lz+2J2Ooihc3T+FW4aegcV07KZff1ZZ7kY2T78RNJXEnjfQZtBENE3j3e16BrA7vwdOb0usTiff3huJwXD0k8qpqam8++67VFVV0b59e+6//37CwsL0e2+/zab//Q8UhbHffktsnz6Nvp9/suMu2p599tk8/vjjuFyuevecTidPPvkk55xzTqMuTgghhBBCCCGEEKemmqKtt1UYAFXr16MoCmVlZZSVlfnGtU9JQPF4yM9LRNMUXBWZOCtqv6nrZzLRKlJ/Vlp1REJKApgNkFUOB0r1cf2ri7ZrbDt9rw2oLtraF69B695PvygRCacFTVUpfOlj8u98EVxuAscNI2H6O5jiohp+wfpl8PANmN54jJTUBZjeew5yDkBA0EltPLbXZuOZmbPYY7MRaLHwwOhRnN2167FjHf4CR1kmqVMuw+uuJLL1CLqc/SaKorAkZzNbi/eDx4St8kIAXjrHSID/0cuCS5cu5dNPP8Xj8dCrVy/uuusuAgICANjz668suf9+AM78z39IvuiiRt/PP53peAc+99xzpKSkkJyczIQJE+jUqROaprFjxw7ef/99nE4nX3/9dVOuVQghhBBCCCGEEKeISINeaK0M1UBRcGRmEhURga2wkMzMTLp00bNDIxOCiUgIJifHTkHndkSb0ynNWU9M8ljfs5JjY9hbUEB6fj6D27UlwAy94mBtNqzIhFZh0DuyPUbFQJa9kKzKAhIDo/BP6YIhJAi1uAyXXwx+AFvXg8cNJvOJf1NEo1DtVeTf9RKVMxYDEHbPtUQ8dsuRm1utXwb/e6Hhe/YK2LMD+h5HnEIjW56+h89XrMDjVUkIC+WekSOIDTl2fuxf4a4qJXXyJTgrcgmK7kLPi7/GYDTj8nr4346ZAFTln4FHC6dLqIeLux+5JKhpGrNmzWL27NkADB06lCuvvBJD9ftv27yZWVddhaaqdP/Xv+g3cWKT7Omf7rhP2rZo0YKVK1fSpUsXHn30US666CIuvvhiHn/8cbp06cLy5ctJSkpqyrUKIYQQQgghhBDiFFFz0raEUkI7tNev+fsD9XNtO/SLx5hfQI6zJtf2sGZkMXWbkUHdiASAQLM/3cJbA7CmOiJBMZmwDksBoHJzFoSEg9MBaVsaY4viJPDkFZJ90d16wdZsIvrtR4l84tYjF2xVL/zwwdEf+sOH+rgTxKuqfL9mLR//sQyPV6V3yySeHDe2yQq2qtfNpp+vo8K2HUtgLH0u/wmzfygA0/YvI8dRhOYMxOYYA8Bzo00c6aCv1+vlu+++8xVsx40bx1VXXeUr2Fbk5DBt3DjcFRUkDR/OqPffb5JTw+JPFG0B2rRpw+zZsykoKGDVqlWsWrUKm83GnDlzaN++fVOtUQghhBBCCCGEEKeYEEMIZsx48RI2So8pCHA4gAZybaubkeVUNyMrOaxoW9OMLLO4mEqnHstYU7RdcbA217Y2IqE21zZg5EBAj0igh0QkNGfOrelknf1/ODfswBAeQsLUNwi5+hjNw9K2QnHB0ccU2/RxJ0CF08mk+QuYu207ABf07MFdI4ZjNTfNyW9N09g+914K9y/CaA6k7xU/YQ3VD1WWuir5ePtcACrzxqDhz8g20O8IvcJcLhcff/wxy5cvR1EUrrnmGs477zxfUdZtt/PLhRdSfvAg4R06cOFPP2G0/L3YCVVTyfJkURFdQZYnC1VT/9bzTid/qmhbIzw8nP79+9O/f/86zcemTp36p5/13nvv0bp1a/z9/RkwYABr1hz9f1hLSkqYMGEC8fHx+Pn50aFDB3777bc/Pa8QQgghhBBCCCH+OkVRiDDqNQHroM4AGLOzgfpF2/YpCSjFpeQ69MiEkux1aDWVWCAswEpMcDAasMdmA6BPPPgZwWaHPcX6uP7RnQBILdyNp/rkZMCI/gA4U3fgbaM3O2PT6tpKr2gWKuctJ2vcHXiy8jG3S6LFnA+xDu517BeWFB3fBKXHOe5vyCou5tmZs9iWnYPFZGLC8GFc0qc3hiY8ibpv5etkbfoSFAM9LvyCkLhevnsvLZuFS3GilUdT5B6CgsbDgxt+TmVlJW+//TabN2/GZDJxyy23cMYZtZESmqoy+4YbyF27Fv+ICC759Vf8w8P/1trTXel8Xvo506umU9C5gOlV0/m89HPSXel/67mniz9VtPV4PGzdupW0tLQ616dPn07Pnj0ZP378n5r8xx9/5P777+fpp58mNTWVnj17cvbZZ5Ofn9/geJfLxejRo9m/fz9Tp05l165dfPzxxyQmHuFXBEIIIYQQQgghhGgyNREJhi76/y/3bNVPM+bl5eF2u33jklPiUTSNgsxwPJoF1VWKvXhPnWfVnLbdXV0T8DfphVvQT9sCdAhNJNQciN3jZFtxBgCm+GgsXduBpmHP8+hZtrYcyKtbOBanJk3TKPlgMrnXPYZW6cA6tA+Jcz7E3LbFsV+clw0Lfj6+iUIjjj3mb1ifcYDnZ/2GrbyCqKAgnhx7Lv1at27SOXO2TWb30mcA6Dz6v8Qkn+u7tzw9kxUVawEozz4bMHBpZ4WODfRxKyoqYtKkSezduxer1crdd99Nr1696oxZ/tRTpE2disFs5sKffyb8b37jPt2Vzq+Vv1KhVdS5XqFV8Gvlr1K45U8Ubbdu3Ur79u3p2bMnnTt35pJLLiEvL49hw4Zx8803c+6557Jnz55jP+gQkyZN4pZbbuGmm26iS5cufPDBBwQEBPDZZ581OP6zzz6jqKiIX375hSFDhtC6dWuGDRtGz549/9S8QgghhBBCCCGE+PtqirauRL2jfNnGjQQGBqKqKjk5Ob5xIZEBxLYJg9wS8lz6qdzDc22TY/WibfpRcm0NioGU6A4ArC04JCJhhB7PYF+aCh31CAY2SUTCqU5zeyh46HUKn3wHVJXg684n/sfXMYYFH/2FLidM/xqevhX2px19LEB4NHTo1jiLPoyqaUzfuIl3Fi2myuOhU1wcT58/lqSIpi0SFx9cwZZfbwOgVf+7aNn3Vt+9wlIvT/7+CxhUtNyWlJj6YDHCfQPrPycnJ4fXXnuNnJwcQkNDeeCBB+pFoG776itWvfgiAGM+/pikM8/8W2tXNZWl9qVHHbPUvvQfH5Vw5FZxh3n44Ydp37497777Lt9//z3ff/89O3bs4F//+hdz5szBarX+qYldLhfr16/n0Ucf9V0zGAyMGjWKlStXNviaGTNmMGjQICZMmMD06dOJjo7mmmuu4eGHH8ZoNDb4GqfTidPp9P25rKwMALfbXee3fqermj3+E/Z6upDPrPmRz6z5kc+s+ZHPrPmRz6z5kc+s+ZHPrPk5HT+zUE1vdlRqsWMJDcVVWkp0SAiVlZVkZGQQHx/vG9u+bxxZ6/Rc20S/TRRnrSG64yW++22qi1x7bDYcTicmg4EB8QpgYmWmhtPlwaBA34j2LMzewKq8HdzQdhQAlmEp8M532BetwXP+9Zi2paJuWoV3xAV/a3+n42d2qlBLKyi49Vmqfl8PikLYk7cSfOvleNDgKO+3smUtxh8/RCnM05/TuTdq9/4YJ3+o3z9kbE1Ahvfyf6N5VfA2bhGwyu3m85WrSD2gHwUf3rEDV/Ttg8lgaNKfGXtROqlTr0TzuohOHkfboc/45qtyqtz+wXrcXfeCquBxXgjA+G5eYq1qnbd23759fPTRR9jtdmJjY7ntttuIiIios/asZcuY++9/A5Dy0EN0vOaav723LE9WvRO2h6vQKjhQdYBE0+n37frjff8UTTu+kJeYmBjmzZtHr169KC0tJTw8nC+//JLrrrvuLy0wOzubxMREVqxYwaBBg3zXH3roIZYuXcrq1avrvaZTp07s37+f8ePHc8cdd5Cens4dd9zB3XffzdNPP93gPM888wzPPvtsvevfffcdAQEBf2ntQgghhBBCCCGEAI/FQ+bATNDAMOITnJu24pgwgRxVpWXLlnTu3Nk3dtPP+ayeUkqb262cH/kwHv9kPG2f8d3XNI1fS8pwaxpnhQQRbjLh0RQeOXAeLs3EwwmLSbSUUY6TD42rQIMJ6mCsmFE8Xjrd8y5Gp5ushy7mzF3zUBWF2WffhMfsd+LfGHFUZlsJrd6ehn9OEV4/M5m3jKW819G/bm+1l9F963Li8/YD4PAPZEvXIeTEtwVFIT5nL923LsNaVel7jd0/iK3dqsc0skqvl1UVlZR5VRSgV4CV1v4n4GfNU4Zl3zMY3Hmo/u1wtX4cDPq8qgYz1rUivfMcCM3HsrsV6YZ78FfcPNViAUFGl+8x+fn5bNq0CVVVCQ0NpU+fPlgOayrmysnh4EMPoZaXEzR4MHETJ6IY/lJ7rDoqoiso6HyM5nFA1I4ogmxBf3u+U43dbueaa66htLSUkJCQI4477pO2BQUFJCQkABAaGkpgYCADBzZwrroJqapKTEwMH330EUajkb59+5KVlcV///vfIxZtH330Ue6//37fn8vKykhKSmLMmDFHfWNOF263m/nz5zN69GjMTdSpUDQu+cyaH/nMmh/5zJof+cyaH/nMmh/5zJof+cyan9PxM9M0jc8qP8OpOGl9ySh2bdpKC6ORHFXFbDZz3nnn+ca2DMxgzZffk1faAyLB5DrAqLNHYTDWFor2LF7ClqxsYpM7MKqz3nTs55kG/jgI5jZncl5P/aTkvOX72VeRS0Tv1gyP1yMTbT+vwTF3OV2UcLS4JAy5Bzm7RRRa36F/eX+n42d2slWt3kLBgx+hFpdhjI8i7osXadM9+cgvcLsxLPgZw+9TUNwuNIMRdcQFmMZeRW//AHofOla9naqdm9m6/He6DTkTc6ce9DYY645pBDtyc/noj+VUeFVC/P25fdhQ2kdHN/Is9XndDjZMuZAydx7+oa1IueY3LIExvvvv/1TKPv/1EJqP4jRQFXojlMMd/QxckTLKN27lypXMnz8fVVXp0qULN954I35+dQvOVcXFTB46FLW8nNiUFC797TfMjXT4McuTxfSq6cccN6T3kNPypG1NCsCxHHfRVlEUysvL8ff3R9M0FEXB4XDUm+h4C6FRUVEYjUby8vLqXM/LyyMuLq7B18THx2M2m+tEIXTu3Jnc3FxcLle93wgA+Pn51fvBAzCbzf+o/8H9p+33dCCfWfMjn1nzI59Z8yOfWfMjn1nzI59Z8yOfWfNzun1mEVUR5Hhz8B/QUb+Qng6tWpGdnY3JZEJR9C+sd+yfhKJASYYfVa1D8KeMquI0QuNrS2od4+LYkpXNnsJCzq1+j4a0hD8OwpocI7ek6PWA/jEd2VeRS2pxOmNapgAQOHoQjrnLcS5Zh3LDAMg9iGnbehg44m/v8XT7zE6W8slzyL/vVXC58evZkbhvXsEU10BnrBrbU+Hb9yAvS/9zh+4o4ydgTGxNwyGZZujSm6z9OfTs0rvRPzNN01iwYyffr1mLqmm0iYrkrhHDiQgMbNR5Gp5bZdusCZRlr8XkH0bfK34iMKy2oDltcTm/LCvFO2w5AJ38hjO3PJToALglxYjZbETTNObMmcPMmTMBGDhwIOPHj68XOep1u5l99dUUp6URnJTExTNmEBAa2mh7aWlqSZAz6KgRCUFKEC39W2JQ/v7J3lPN8f5cHvfONU2jQ4cOhIeHExERQUVFBb179yY8PJzw8HDCwsIIDw8/7gVaLBb69u3LwoULfddUVWXhwoV14hIONWTIENLT01HV2gyStLQ04uPjGyzYCiGEEEIIIYQQomnVNCPT2uvFt8r16zEajTgcDoqKinzjAkL8SOwYiSG/gByn3iysNGddnWclx+inBnfn5VOT5ljTjGxVZm0kaf9o/RTuGtsu37iaZmRV67bhbVfdjGzLWlC9jbld8RdoqkrhSx+TP+FFcLkJHDuMhBnvHrlgW1wAH7wEkx7TC7Yh4fDvh+DBVyGx9Qldew2318tny1fw7eo1qJrGoHZtefTcc05IwRZg95JnyNv5M4rBTO9LviMoqpPv3orNdt6bWozaZgNYKwj2BLI+ewwA9wyAALNec5s8ebKvYHv22Wdz3XXX1SvYaprGwgkTOLBoEeagIC6eOZOgQ7KpG4NBMdDR0vGoY4YFDDstC7Z/xnGftF28eHGjT37//fdzww03kJKSQv/+/XnzzTeprKzkpptuAuD6668nMTGRl19+GYDbb7+dd999l3vuuYe77rqL3bt389JLL3H33Xc3+tqEEEIIIYQQQghxbFFGvfDmiDKhGAxU5eURExVFTl4emZmZREZG+sYm90sgY34eOa7utLEupzR7PfS5xXe/TVQkRoOBUocDW0UFMcHBdIuBYAuUuWC7DbrHQs+INlgMJmxVpeyvyKNNcBzmpDjMHVrhTsvAcaCCoIAgqCiDvbugfZcT/r4Inepwkn/XS1ROXwRA2N3jiXj8/xrORvV4YOF0mPENOB2gGGDE+XDh9RBwYoqjDSmx23l30RLSbTYUReGKlL6c07WL7xR5Uzu44TP2rZoEQLex/yOi1Zm+e2kHXDz/aQGquRK1jd4fqlPYRWzLMNM6FK7qqsd8fPHFF2zYsAFFUbjssssYPnx4g3OtmzSJzR9/DIrCuO+/J6Znz0bfj0N1sN21HQAzZtzUNuYKUoIYFjCM9pajZxz/Exx30XbYsGGNPvmVV16JzWbjqaeeIjc3l169ejFnzhxiY2MBOHDgAIZD/hInJSUxd+5c7rvvPnr06EFiYiL33HMPDz/8cKOvTQghhBBCCCGEEMcWYYwAoJgSwpOTKdq1iwiLhRwgKyuLnocUfZJTElj0/XayXd0AKMpcX+dZFpOJ1pGR7LHZ2J2XT0xwMCYD9E+EhftgRaZetPUzWugZ2Y61tl2sse2iTbAesxgwYgClaRnYF68lqFtfWLMUNq+Wou1J4skrJPf6R3Gm7gCziejXJhJyzdiGB6dtgW/ehewM/c9tO8G1d0LLk1u822sr4J1Fiym22wmwWLj9rDPpnnjiclZte+azY+59ALQb+jgJ3a7y3csv8vDY+/k43aC2XggWL+0CWzBnux458uBg8LgcfPjhh6SlpWE0Gn2HJxuSPn06Sx98EICzXn+dduPGNcmeFtsX49AcRBoiuSL4CrKd2SzfsJwhvYectpEIf8VxvwvZ2dlMnDixwbDc0tJSHnzwwXr5tMfjzjvvJCMjA6fTyerVqxkwYIDv3pIlS/jiiy/qjB80aBCrVq2iqqqKPXv28Nhjj9U7yi2EEEIIIYQQQogToyYeoVQtJbKfXiwKqNCzKjMzM+uMTe6XgOLxUlDQEoCq4p14nOV1x8TWRiTUqIlIWHGwdlz/KP3r1Wttu3zXAkbqDdPti1ajde+vX9y85i/vTfx1zm3pZJ39fzhTd2AIDyFhyqSGC7alxfDpf+HVB/WCbVAI3HAvPDLppBdsl6fv4aXZsym220kIDeWpcWNPaMG2LG8Lm365Dk3zktB9PO2GPOK7V+lQeex9G0VlKpp3L2qnvQCEqRdR6TbQPQaGxJTyxhtvkJaWhr+/PxMmTDhiwTZvwwZmXXMNaBo9b72Vvvfe2yR7SnOlsdu9GwMGRgeOxmKwkGhKJMgWRKIpUQq2hzjud2LSpEmUlZU12GgsNDSU8vJyJk2a1KiLE0IIIYQQQgghxKktwBCAVbECEHimfqrWcFCvrh5etG3TMxaDUaFyv4cyTxygUZa7oc4YX65tfm3RdnCS/u+12eCujqjtH60XbTcW7sHp1b9e7T+wB0qAP97cAlyWKP3r9Zn7oLD2WaLpVc5bQdbYO/Bk5WNul0Ti7A+wDuldd5DqhUUz4Il/w8qFoCgw7Dx44RMYeg40FJ9wgnhVlR/WrOXjP5bh8ar0SmrBk+POIy60fk2sqVSVZ5M65VK8rgoiWp1J13Pf8cUxeL0az31awN5sN0qlHa3lXDBAv8gezNreFoA7Oucz6fXXyMzMJDg4mHvvvZdOnTo1OFd5VhY/n38+HrudVqNHM+Kdd5ok+qFSrWSxXY9f7effj1hTbKPPcTo57r8Bc+bM4frrrz/i/euvv55Zs2Y1yqKEEEIIIYQQQgjRfNSctjX1bAWAa/NmAAoKCnA4HL5x/gFmWnWL0ZuRuXoAUJpTNyIhOSYagKySEiqdTgA6R0GYP1S6YUt1/bVNcBxRfiE4VTdbivYBYPD38xUH7Su2QvvO+mA5bXtCaJpGyYdTyL3uUbRKB/5n9CFx9gdY2iXVHbhnB7xwN3z3Pjgq9RO1j74J192tn7Q9iSqdTt6Yv5A52/TM1fN7dOfukSOwWiwnbA0eZzmpky/FWZ5NYFQnel3yHQajPr+mabz9YzFrt1eheDwYD8zE29OJSTHiKB2HW4VhIftZ8t1rFBYWEh0dzcSJE2nZsmWDc7kqK/nlgguoyMoionNnzp88GaPZ3Oh70jSNhfaFVGlVxBhj6Offr9HnON0cd9F23759R/yAAVq0aMH+/fsbY01CCCGEEEIIIYRoRmqKtt5WoQCUbd1KWFgYoMctHiq5XwKGPBvZru4AFGetq3M/xGoltvpbvun5NgAMCgyo/lZ6TUSCoij0qz5tu9q20/f6gBF67KJ90RrwRSSs/rtbFMeguT0UPPQ6hU+8DapK8LXjSJj8OsbwQ4qwFWXw5Zvw8n1wYA8EBMH4CfDEW9C240lbe42skhKem/krW7OzsZhM3HHWMC7t2wfDCWo4BqCqHjb9cj3l+VuwBMbQ9/KfMPuH+e7/uKCcmcsqQNMwLViKdm0RAMNiz2D2riiiKrcTtvEtKioqSEpK4oEHHiA6OrrBuTRV5bdrryUvNRVrVBSXzJqFf1hYg2P/ru2u7exz78OIkTGBYzAqEnV6LMddtLVarUctyu7fvx+r1doYaxJCCCGEEEIIIUQzUlO0LQ9w4R8ejub1Eh0cDDSQa5sSj1JSRn6V3hysKLNu0RagQ+yRIxJWHvK4moiEOrm21UXbqtWbUZP107zs3ATOqr+6PXEM3tJycq55iLIvpoOiEPnsBKInPYRiNukDVBV+nw2P/wv+mKNfGzxKj0IYfj4YTn4Bb8OBgzw/6zfyysuJDArk8fPOpX+b1id0DZqmsXPeAxTsnY/BZKXPZVOwhrXy3V+aauejn0sAMC9fi7lHBlWxToLNVtIzRxFftoYBWe/jcTvp1KkT9913X4MxpzV+f/RR0n/5BaPFwkW//EJY27ZNsq8ytYzf7b8DMNA60Pe/F+LojrtoO2DAAL7++usj3v/qq6/o379/oyxKCCGEEEIIIYQQzUdNEabQW0h0Tz3XNtjjAY7QjAzIz4pF0xS89iycFbl1xrSPqd+MbHB1M7J1OeDUH01KdAcUFPaU51BQpTdON7dtgblNC3B7cOy2QWQMuF164VY0Ovf+bLLOux3HkrUoAf7EffkiYXdcVZuJmrEbXrkfvnoLKsshsTU8/BrcPBFCwk7m0gG9UDpj02beXriIKrebjnGxPH3+OFpFRpzwtexf/RYHN3wKKPS88HNCE/r67m3f5+TlLwsBMG3ZgTF9O95/6VnOw6PHkLlhJb1zvgBNJSUlhTvuuAN/f/8jzrXls89Y++qrAJz92WckDhnSJHvSNI0FlQtw4SLeGE8fvz5NMs/p6LiLthMnTuTzzz9n4sSJ5OXl+a7n5eXxwAMP8MUXXzBx4sQmWaQQQgghhBBCCCFOXZEGvWhboVUQ0b8XABabHm2QlZVVZ2yrbjGYLEZcB8op8LQDGsq11Yu2ewsK8Hj1zmPJERBlhSoPbKwuS4RZgugQqucmrCuoPW1rHaEfKrMvWgM99JO3EpHQ+ByrN5N5zv/hTsvAGB9N4sz3CDx3qH7TXgHfvgcv3AN7d4KfFa74P3jqPUjudnIXXs3pdvP+kqVMS92ABozs1JEHzx5DyFGKnU0ld8c00hY/AUCnUa8Q02Gc715OgYcn/mfD5dawZGVhXr6W1v+JpEJxkGiNZPMcG11s0wAYMWIEN954IyaT6YhzHViyhPm33grAwCefpMv48U22r83OzRz0HMSEidGBozEoJ6/BXHNz3O/U8OHDee+993j33XdJSEggPDyciIgIEhISeO+993jnnXcYMWJEU65VCCGEEEIIIYQQpyA/gx9BShAA1sF67IF3l15EzcrKQlVV31izxUjbXrEY82zkOPVc29LsuhEJ8aEhBPn54fZ6ySjSMzsVBQbVRCQcrB3bP7oTAGvyD4lIGDkQAPui1Wg9anJt14CmNcZ2BVA+ZS7Zl9yLWliKX8+OtJj3EX49Oujv8YoF8Pi/YfFM0FToPwxe/ATGXALGkx+FAGArr+CFX2ezdn8GRoOBGwcP4rpBAzEZTnxRsThzFVtm3gJAy7630arfBN+9crvKo+/lU1Kh4l9ZhvG3JbQZFUVauwOgarTaFEBw5iIARo+9mEsvvRTDUfZQlJbGjEsuQfV46HjllQx59tkm21eJt4RljmUAnGE9g3BjeJPNdTo6ctm9Abfeeivjxo1j8uTJpKeno2kaHTp04LLLLqNFixZNtUYhhBBCCCGEEEKc4iKNkVR4KlC6JABQsX49ls6dcblc5OfnExcX5xubnJLArs+2kOPqTg9+piiz7klbRVFIjolhw8GDpOXl0666kdKgFjAzTc+1vbd6bL/oDnydvoA1BbtQNRWDYsA6pDeKnwXPwVzcxjAsFj8oLoCDe6FluxPxdpy2NFWl+D+fUTzpSwACxw4j5r3HMQRaIWs/fPMu7N6qD45LgvF3QOfeJ2/BDdiRk8t7i5dQ4XQS4u/PXSOGk1ydo3yi2Yv3smHqlaheJ9Htz6PTqP/47rk9Gk9/ZONAngcrbrSpcwgNNRP2tD9um4vuW0yU5+xGxUDs4Gu5eOzAo87lKCri53HjqCouJn7gQM75/PPaGItGpmoq8yrn4cFDC1MLevj1aJJ5Tmd/qmgLkJiYyH333dcUaxFCCCGEEEIIIUQzFWmMJMOTgSvWH8VoxFlYSFx0NAeyssjMzKxbtO2XgPL+Ogoqu0OEHo+gaVqdAlJyrF60Tc/Lh25dAb1oC5Caq8ck+JugW3hrrEY/Sl2V7C7LpmNoCwwB/vgP6oljyVrsv6di6dIbNq7SIxKkaPuXqQ4n+Xe9ROV0/WRn2F3jiXji/1BcVfDjR7DwF73pmMUPxl2jn6w1mU/uog+haRoLd+7iu9VrUDWNVpER3D1iBJFBgSdlPS57IesnX4rbUUhIXG96XPg5SnVTNk3TmPRdERvTnFiMGtp3szHYHVwxdSRv5k6hzToXlDrxKBbSWt/Cfy/vetS5vC4X0y+5hOLduwlp1YqLfvkFs9XaZHvb4NxAjjcHCxZGB4xusuLw6ey4i7Zvv/12g9dDQ0Pp0KEDgwYNarRFCSGEEEIIIYQQonmpaUZWpJQQ0bEjhdu3E240cgC9GVlKSopvbHK/eAAK9ofgaWHB5C7FXryHwIj2tWNqmpHl5/sKum3CIC4IcitgXTac0RLMBhN9otqzPG8ba2w76RiqV3YDRg7Qi7YLVxN21+jqou0avZgo/jRPXiG51z+KM3UHmIxEv/4gIVefB2t/h8kfQYneJIveg+Gq2/QGcKcQt9fL16tW83vabgAGtm3DTUMG43eU7NempHqcbJx2Nfai3fiHJNHn8qmYLLXF429mlzF3VSUGBSxzl6AWFXPF40NYYFxNu5Uu/OwaHmMgqxPv4K6RbQj2O/JcmqYx/7bbyFy6FEtwMBfPmkVgbGyT7a3QW8hKx0oAhgYMJcQY0mRznc6O+yfzjTfeaPB6SUkJpaWlDB48mBkzZhARceK76wkhhBBCCCGEEOLkijDq9YBCbyEJPXtSuH07/uXlQP1mZC06ReEfaKY8s4g8V2cS/TZRmr2+TtG2dVQkJqOBsqoq8srKiQsN0XNtW8DPO/WIhDNa6mP7R3dked421tp2cV37UQAEjBhA4ZPvUrVyE+pbD+hNffbtgrISCAlr4nfj9OLclk7utY/gyczDEB5C3OcvYG0XBZMegx0b9EHR8XDNHdC938ldbANKHQ7eWbSY9HwbCnB5Sl/O7db1pJ3+1DSVLb/eRvHBFZj8Quh7xU/4BdUWUResqeTzWaUARKdtoXz3AXoMb03IpeD8ajd+TjAFhrEk5h7CImO59hjJA2tefZWtn3+OYjAw7scfie7WdI3gvJqXeZXz8OKltak1XS1HPwEsjuy405X37dvX4D/FxcWkp6ejqipPPPFEU65VCCGEEEIIIYQQp6iak7YOzUHYgJ4AKBkZgH7S9lBGo4F2feIx5NnIcTXcjMxsNNImMgrQT9vWqIlIWHHII/tFdQRgS9F+7B6n/vrkVpiS4tCcLhzbDkDL9nqTrC1rG2O7/xiV81eSNfYOPJl5mNu2IHHGW1jzNsLTt+sFW5MZLrgWnvvwpBdsVVVlV24eB50uduXmoaoq+woKeHbGLNLzbVgtZu4bPZLzunc7qV/XT//9eXK3T0ExmOh1ybcERXfx3ducXsV/v9FPLbd15VG+IJXwuCAueqEbcz//CbMT/CKCWd7yISotsTwwSI8JOZK0adP445FHABj+5pu0PffcJt3buqp15Hvz8VP8GBk4UmIR/oZGOQPetm1bXnnlFW6++ebGeJwQQgghhBBCCCGaGbNiJtQQSqlail9KMgDOjRtRhg2jtLSU8vJygoODfePbp8Szdflacl36qT/bwXV0PuyZyTEx7M7PZ3d+PkOT9VO4g5P0e5vzoMIFQRZoERhFfEAEOfYiNhSmMyRWP0UZMGIAZV9Ox75wFYED+8OBdD3XdsjoJn8/mjtN0yj9+CcKn3wHVBX/M3oTd/8FGD97Doqqi+jd+8HVt0NMwsldLLBufwbfrl5Dsd2u/3nBQgItFqo8HryqSlxoCPeOHEFcaOhJXWfmpq/Yu+K/AHQ99x0iWw/33TuY5+apDwtwe6BjmJMDL8/BaFC45NUufPn9pyheDWekiZizHqFgaxgdI+GijkeeK3fdOn679loAek2YQJ+77mrSveV78llTtQaA4QHDCTIENel8p7vjPml7LC1btiQ3N7exHieEEEIIIYQQQohmpiYiQUvWT8iW7dhBZKR+AvfwiIQO/RJQVJWikrYAOAo2o3pddcYkx0YD6M3IqiWFQIsQ8KiwNlu/pigK/aM7AbDGtss3NmDkAP3Zi9ZAD/2/2ZYKHvff3uvpTPN4KHh4EoWPvwWqSujVI0g4MwTjl6/pBduIGJjwFNz93ClTsH138RJfwbZGpcuFV1VpFRnJU+PGnvSCbcG+RWyfczcAbYc8TGKP63z3Siu8PPa+jbJKlbYxCrlv/4wCDH84gQWrZqB5VUpjDQy96nK+2xEOwMODwXiEyl55ZiY/X3ABHoeD1uecw4g332zSvXk0D/Mq56Gi0t7cng7mDk063z9BoxVtt2zZQqtWrRrrcUIIIYQQQgghhGhmaiISKgI9WKOj0VSV6CD9tN3BgwfrjG2fojcjK9xtpEoNAdVJef62umOqm5Fll5ZSUVXlu14TkbDykIiE/lF6kWjtIUVb69C+YDbh3peJW7NCcBhU2WF33XlELW9pOTlXP0TZ57+gGBUSbh1CpCsVZds6MJrgvCvh+Y/0hmOnwFffVVXl29Vrjjqm3OHA/yQ1HPOtwbaNTT9fi6Z6iO96Je2H1kaMutwaT3xgI8vmITbcgHfKHNyVVXS62sTuknVomkZhSyOGoS3Ynj0Ypxf6JcCINg3P5aqo4Ofzz6cyJ4fIrl05/4cfMDTx/ldXraZQLcSqWBkeMFxiERrBcRdty8rKGvzn4MGD/PLLL9x7771ceeWVTblWIYQQQgghhBBCnMJqiraFaiHRPfTuSMEu/fTs4SdtE9pHEBjmDzk2cpzVubY5dXNtg/39ia8+Hbk73+a7XhORsPKQOnCfqGSMioGDlTZy7EUAGIIC8B+gr8O+eC306K8P3rz67271tOTen03WebfjWLKWgCR/Wl+ZiDV3I4rHDZ17wTP/g0tuAj//k71Un115+fVO2B6uyG5n1yGntU+0qvIcUidfisdZRnjSELqd976vqKmqGv/5qpBte10EWhXa7tmIbUcOCWMd2MP0H3BbBzPZXU1c1OpCpuwwAvDIkIZr5qrXy6/XXEP+xo0ExMRwyaxZ+DXxCeMcTw7rq9YDMDJgJAGGgCad75/iuIu2YWFhhIeH1/undevWXHbZZYwePZpHqoONhRBCCCGEEEII8c8Taagu2noLieqpNyMzVkcpHt6MTFEUklPiMeQV+JqRFWfWLdqCnmsLdZuRDa4+abvVBqV63zGCzFa6hOnfAD70tG3ACL1Qa1+46pCi7dFPZv4TOVZvJvOc/0M7eIC4ocHE9zFiqCyGsEj4v0fh/pchPulkL7OeUsfRC7Z/dlxj87gq2DD1cqrKMgmMSKbXpd9jMPn57n8+s5TF6+0YDXBOVCGbf0ol+twSTC1LURSFoCFtyG1vpF90R+bs6ISqwZi2kHKEVIqlDz3EnpkzMfr5cdEvvxDaunWT7s+tuZlXOQ8NjU6WTrSztGvS+f5Jjrtou3jxYhYtWlTvn3Xr1lFSUsIHH3xAWlpaU65VCCGEEEIIIYQQp7BwYzgKCk7NSVh/vRDr3bEDgNzcXNzuulmy7VPiUcrKsbm6AFB4sIGibU2u7SFF27ggaBsGqgZrDjnA2z9a78q0xrbTdy1g5EAAHMs3oLbrqn/FPy8LcusWkf/JyqfOI/vSewkJt5M0KpDACBUMBhh9CbzwMfQfdkpEITQk1Hp8pzqPd1xj0lQvm6ffRFnuRiwBUfS5YhoWa4Tv/uwVFXw7twyA8YMUFrw0k5hxhVhbVWE2mzn76gtZGZqDgsLw6AuYt0fBoMCDgxueb9NHH7F+0iQAzv3iCxIGDWryPa5wrKBELSFICWKYdViTz/dPctyBFsOGNfzGl5eX89133/Hpp5+ybt06vF5voy1OCCGEEEIIIYQQzYdJMRFmCKNYLcbYSz/1WrZ+PQG9e2O328nNzSUpqfa0Zod+CShAka0FRIOrLA2PsxyTX7BvTHJMLAB7Cwpwe72YjfrXwwe1gL0lekTCaL2XGf2iO/Jp2hzWF+zGo3oxGYxYOrfFGBeFN7eAqo3pBHToDjs26BEJcS1OyPtyqtI0jeL/fIrjy69JGuKHJdgAaJDcFcbfCS2OEJp6CukYG0OgxUKly3XEMRGBAXSMjTmBq9Lf250LHsKWPhuDyZ/el00mILz2/Vy/s4pJ3+kxHlecZeX3J78icqwNS4QHq9XKbbfdxut5vwFwXlJ/vt6gH629tDN0iKw/X8bChSycMAGAwc8+S6errmriHcJB90E2OjcCMCpwFP6GUyc243TwlxuR/f7779xwww3Ex8fz2muvMXz4cFatWtWYaxNCCCGEEEIIIUQzU5Nr624RhMFsxlVaSlxUFFA/IqF99Xe8S3ZVUeqJR0GjLHdDnTGxIcEE+/vj8arsLyj0XR9UXftdccgjO4UlEWy2UuGpYkfJAUCPYQgYMQCojkjoqf83m9c2zoabKdXhpOCWxzAv+YHEIVYswQa04DC4eSI89FqzKNgC7C8sxOFxH3XMNf37YzD85RLYX5Kx9n0OrP8QUOh+/ieEJfb33duX7eKZj2x4VRiREsDB76ZjGrAPS4SH0JBQHnjgAQ4EVrCtJAOr0UJn67mszgI/I9w/sP5chTt3MuPSS1E9HjqPH8+gJ59s8v25NBfz7fMB6GbpRitzqyaf85/mT/3E5ubm8sorr5CcnMzll19OSEgITqeTX375hVdeeYV+/fo11TqFEEIIIYQQQgjRDNQUbYspIbJzZwDCqr9af3jRNjophLCYQJRcG7mummZk6+uMURSF5Bg9IuHQXNuBifq/dxRAkUP/b6NiICWqA3BYru3I6qLtotW1uba7t4C98m/ttbny5Ngou+5GIt2pBLcwoaHA8PNRXvwEBo86ZaMQDldst/P2wsWoqkbryEjCA+pGIEQEBnDn8LNIaX1iC4p5u2awa6He96njiBeJ63SR715RqZfH3rdRWaXRvZ0f0QeWURCxAVOQSkRYFA8+9CCRsdF8uONXAK5uN4L/rQ0B4IaekBBcdy57QQHTxo7FWVpKwuDBnP3JJ74mZ03pD/sflKvlhBhCGBowtMnn+yc67qLt+eefT8eOHdm8eTNvvvkm2dnZvPPOO025NiGEEEIIIYQQQjQzNUXbQm8h0dXNyPxLSoCGm5G1r25Gll1dtC04UP8EbHKsHpGwO6+2aBsdWPs18VWHPLY217a2aGsdlgJGI+60DNxOA8QlgdcL2+sWiP8JXPPnoT5wA2FhxRjMCmpUC5Qn34bxEyAg6GQv77i5PB7eXriIEoeDxLAwHj5nDK9ffikTR40kJTCAiaNG8tpll57wgm1J9jo2z/gXoJHU+9+06n+X716VS+XxD2zkFXlpEWPijKgtbMyeh9FfIzwwhkcee4iIiAh+2v8HOY4iov1DCfCcxY4CCLHAhMPOSnqcTqZffDGle/cS2qYNF/3yCyb/po8o2O/ez1bXVgBGB4zGoliafM5/ouMu2s6ePZt//etfPPvss4wdOxZjdYaMEEIIIYQQQgghRI2aom2Rt4ioHj30i/v3A5CVlYWmaXXGJ/dLQHG5KKnSi63FWfULqckxeh5pen5+ndcPqo6kPTQioV910XZHyQHKXXYAjKHB+Kd0BQ47bbtpzV/cZTNUVoL7hUew/DgJS4CK16PgOedaDC99BK2ST/bq/hRN0/h8xUr2FRQS6OfHPSOHY7VYMBgMdIyLJcnPQse42BMeiWAv2c+GKZejehxEtTubTmNe85169aoaL31eyK4MFyGBBi7otp1Fq6ahmCDAE81TLzxKUFAQxc4Kvtq9AICbks/j7dV6QfS2FAg7pB6raRrzbrmFrGXLsISEcPGsWQRERzf5HqvUKhZU6uvr5deLFuZ/di50Uzrun95ly5ZRXl5O3759GTBgAO+++y4FBQVNuTYhhBBCCCGEEEI0M2GGMIwYceMmqJ8ej+BITcVgMGC32ykuLq4zvkM/Pde2MCsGTVPQqrJwVuTWGdM6MgKz0Ui500luWZnv+uDqetHKQ4q2sdZwWgXFoqKxrmC373qdXNuaou2WtaCe5g3VVS/a4pmoD16Pef9GACqrQuCFjzFddi2c4MJmY5i9dRsr9+zFoChMOGsYMSEhJ3tJuB3FpE6+BJfdRnBsD3pe9CUGg8l3/6OfS1i2yYHZqHFhzw0sWjRNT6HIDefZ1x7Bz88PgC/S5lLpqSI5JJH8wr5klkFMINzcq+58q196ie1ff41iNHLBlClEdelyQva5xLGESq2ScEM4Q6xDTsic/1TH/Tdz4MCBfPzxx+Tk5HDrrbfyww8/kJCQgKqqzJ8/n/Ly8qZcpxBCCCGEEEIIIZoBg2Ig3BgOgNJFL8iW7t5NbPVp2frNyOIBKN9VRIGnnT7+sFxbk9FImyj9BO+hEQkDW4ACpBdB/iHxtP2jq3NtC+rn2jp+X4/WqgNYA6GiFPal/a39ntL27UJ78V6Ub9/D4HXhLPFS5N+bgM++xdiieZ6Q3Hgwkynr9J+Pawb0p0tC/EleEaheFxumXUNlYRr+wYn0uXwqJktt1MT0peVMWVgOqIzp8AdrV8wGoHJLCI+8eC+BIVYAMirymH5gJQA3J1/Au+v0st19A8Bqrp1v5+TJLHviCQBGvvMOrceMOQG7hHRXOrtcu1BQGBM4BpNiOvaLxF/2p3+dEhgYyM0338yyZcvYsmULDzzwAK+88goxMTFccMEFTbFGIYQQQgghhBBCNCM1EQkVwR4C4+JA04isbhKVlZVVZ2x4bBDRSSEYcm3kOPVc25LsdfWe2aEm1/aQZmRh/tC5+hvhK+vk2nYC9FzbmjgFS/dkjNHhaJUOqtbvgG4p+uDNq//mbk9BFeXw9dtoL92LkrEbr1vDttmFfdgNhL/zEorFfOxnnIKyS0r4YOnvaMBZHTowslPHk70kNE1j228TKD7wB0ZLMH2u+An/4ATf/VVbHbwzuRgFD0Pif2PPjhVoGhT9EcLNd1xLy861kQb/2zELr6YyJLYra/YnU+SAtmFwRdfa+XJWr2bODTcA0Oeee+h1++0nZJ921c4i+yIAUvxTiDPFnZB5/8n+1hn4jh078uqrr5KZmcn333/fWGsSQgghhBBCCCFEMxZhiAD0XNuaZmRBDgdQ/6Qt6KdtlaJi8tx60TZ/f/2ibfvqk7qHnrSFhiMSeka0xWwwkuco5mClDQDFYMA6vDoi4dBc282nUa6tqsKyufDEv2HpbyiaRvlBD5krVAKeeYbwu671Zaw2NxVOJ28tWESV202H2BiuHdj/lNjLnmUvk731exTFSK+LvyY4ppvvXvpBF89/WgBaFT1DfqIwZyuaFwrnh3Hm0DMZdnXt2NSC3SzP24ZRMXBlq3F8vEG/PnEwmKqrd6UZGfx84YV4qqpoO3YsZ73++gnZo6ZpLLIvwqE5iDJG0d+//wmZ95+uUYJLjEYjF110ETNmzGiMxwkhhBBCCCGEEKIZizJGAVDoLfQVbY05OUDDRdvkfgkoqkZZpR6PUJmfWq9hWfsY/URiblkZZVVVvuu+ou3B2rFWkx89ItoCsMa203e9JiLBvmi1ftJWUeDgXiiy/eW9njIO7IH/TIQv3oCKUlyVkLXMQWF2MHFT3yXwvDNP9gr/Mq+q8r8lS8krLycyKJA7RwzHZDSe7GWRtflb9ix7CYDO57xJVNtRvnu2Yg+Pvm/D5Syno9/3VJXtA6+B/F8jSAhryy1v1EYaqJrKu9v1mtqFrQbz8/ZY7G7oGQvntdfHOMvK+Pn887Hn5RHdowfjvv8ewwl6D3a5drHHvQcDBsYESCzCidL80qaFEEIIIYQQQghxSquJRyjyFhHVQz8969m2DYCCggKqDim6AiSnVDcj2x+CR7OApxR78Z46Y4L8/EgICwUg/ZDTtv0SwaDA/lLIPqTdTr8o/avzq22H5NoO0wu1rm178FS4oK3eKK1Zn7a1V8L3/4Pn74I929GMZgp2eji4sBI1oR0t5n2EX8+THyPwd/ywdh3bsnOwmEzcM3IEIf7+J3tJFGYsZdvsOwFoM+gBknrd5Ltnr1J57H82ykpttDN+g+bMw4QfOdMiMFWE8MjkSzH71RY+52auZ3dZFkEmf0bHjuHbLfr1R4bov1dQPR5mXX01BVu2EBAby8UzZ2IJDj4h+6xQK1jiWALAAP8BRJuij/4C0WikaCuEEEIIIYQQQohGFWIIwYQJL178++pNwUo3bCA0NBRN0+rl2iZXNyOr3JVDnquLPj67bjMygA4xeq5t2iG5tiF+0ENPTqgTkTAgRi9Ubizcg8vrAcAYGYZfH71Qa1+0Bno244gETYNVi+DJf8PC6aCpOINakPFbKaW7nASeO5TEme9him/eRbalabuZv30HALcMPYOWEREneUVQUbCDjT9dg6a6iet8KcnDnvbd83o1nv+0gKzMA7RRvsbgLSHYGkrGNyG4C8zc9+WFxLUN9413eJx8tPNXAK5LHsWH64LwqDCsFQxO0scseeAB9v32GyZ/fy6eMYOQli1PyD41TWNB5QKcmpNYYywp/iknZF6hk6KtEEIIIYQQQgghGpWiKEQY9eKat1UIRosFV3k5sdUFt8OLtkHhVuLbR2DIKyDHped8FmWurffc5Fi9Opt+WK7toAYiEtoGxxPhF0yV18WW4n2+6wEjqiMSFq6CHvp/s2MDOOue/j2lZWfAaw/DJ69CaTFadALFdCTz2114qzTC7rqG2M9fwBBoPdkr/Vt25+Xz1cpVAFzUqyf9Wrc6ySsCZ2UeqZMvw+MsJazFILqN+xBF0ctrmqbx7pRitm7bTku+w6A5iI9NYP/XIXjLTVwycRADL6x76vmHvUsocJYRb42gc+BQZqTp1x8arP97w/vvk/r22wCc+/XXxPc/cXmy21zbyPBkYMTImMAxGBQpI55I8m4LIYQQQgghhBCi0dVEJBRTSmTXrgCEVufUNphrmxKPUlFJoVsfm3+gfjOy5Opc232Fhbg8Ht/1QdUnEldk6gdQAQyKwReRsPbQiITqXFvH0nVosS0gIgbcLti16S/v9YSpcsCUT+DZO2DXZrD44R19BVkbzRRNTwWTkeg3HibyqdtRDM275FNYUcE7ixbjVVVSWrfigl49T/aS8LrtpE65AkdpBgHh7eh96fcYTbVRDVMXlbP499W0YCoG3HTs0BHbzCgqbR66DEni+peG13leQVUZ3+9ZDMCtncfyxiozABd0gG4xsG/uXBbdfTcAZ7z4Ih0vu+wE7RTKvGX8bv8dgMHWwb5fwogTp3n/DRZCCCGEEEIIIcQpqaZoe2gzMktREXCUZmRAWVlrAFxFW1C9rjpjooODCbVa8aoq+woKfdf7JYDJAFnlcLCsdny/aD2aYc0hRVu/Xp0wRISillVQtX4H9Kg+ubjpFI5I0DRY9wc8eQvMnQpeL/QaiPP6J8j8z2yc67ZjCAsmYcokQq4dd7JX+7c53W7eWriYsqoqkiLCueWMIRgU5aSuSVO9bJ5xM2U56zFbI+hzxU9YAqJ89//YaOfHn+aSwEwUVFJSUjDsaMve9TZCogJ46IdLMJnrNg77ZNdsHF4XXcNa4efpxdIMMBvgwcFQsG0bM6+4As3rpesNNzDg0UdP3F41jfn2+bhxk2BKoJdfrxM2t6glRVshhBBCCCGEEEI0ukOLtjHVRVvS0wHIzs5GVdU642tybQvTjFSpISiak/L8bXXGKIpCcowekbD7kFzbADP00uNuWXFIREL/aP2k7e6yLIqcepcyxWgk4Kx+ANgXra4t2m5eXXtM91SSlwVvPg4fvAjFBRAVC3c9S2Wnc8i6+gk8B3Mxt2lB4pwPsJ7R52Sv9m/TNI1Pli3nQFERwf7+3DNyBH5m88leFrsWPUZ+2iwMRj96X/YjgRHtffe273PwwSeTiUE/NTtixAham/sy96ONKApM/PYiolqE1Hleelk2vx3Uf1FwR+cLeHWFXpS+pjtEOvOZNm4crrIyWgwdyugPP0Q5gUXrTc5NZHoyMWNmdMBoiUU4SeRdF0IIIYQQQgghRKOrKdqWqCVE9OoOQGVqKmazGZfLhc1mqzO+XZ94FAWqdmeR49THl+Y0EJEQq0ckHFq0hboRCTXC/YJJDkkEDotIODTXtlNPsPjpBdHM2uzbk87lhF++gqdvg22pYDLDuGvguY8oXXOQ3PEPo1XY8R/ci8Q5H2Bpd2KaUzW1mZs2s3Z/BkaDgbtGnEVUUNDJXhIZ6/5Hxtr3AOg27kPCWwzy3cvKd/LfNz4nVNULsBdeeBH9Op/Je7fNBuCqJ4fSZ0y7Os/TNI33t89AQ2NEfC8OFrVhU57+y4c7elQx/aKLKNu/n7B27bhg2jRMfn4naKdQ7C1mmWMZAGcEnEGYMeyEzS3qkqKtEEIIIYQQQgghGl2QEoQFCyoqlu56A6myffuIj4sD6kckWIMsJHWOwpBf6GtGZstoKNe2uhlZvg31kJOxg2uakWXWPTBbc9p2rS2tdq7h+ula1+Y0PCWV0LmXfmPzKRKRsHEVPPV/MOs78Liha1949gO0cddge/J9Ch57C1SV4KvPI2HKJIwRoSd7xY1ifUYG0zZsBOD6QQPoEBt7chcE5O/+jZ0LHgYg+axnie9SmytbWOzguZffxerZiobCVVdfx5lDzuKVy3/CaXfTa1QbrnrqzHrPXG3bydqCNMwGI//qMJbXVujX/91bY92dN5O9ciV+YWFcPGsWAVFR9V7fVFRNZV7lPLx4aWlqSXdL9xM2t6hPirZCCCGEEEIIIYRodIqi+E7bVgR7CUrUT7xGVJ8aPGKurdtNmacLAEWZ9Yu2LSMjsRiNVDqd5JSW+q73iQc/I+RXwp7i2vG+om3BLlRNj2QwxURg6aHn3TqWrIEe+slbNq/+O1v++2y58M7T8O4zUJAH4VFw+xNw7wt4raHkXPMwZZ9NA0Uh4qnbiH7rERTLyY8OaAwHi4r46Hf9hOeozp0Y1qHDSV4RlOZsYPP0G0FTadHrRtoMvN93r7ikjKeffx2jcw8aZq67/laGnjGQ9277lYM7CoiID2LitxdjNNYtvXlUL+9unwHApa2H8sf+SPaWQKQVes57hZ3ff4/BZOKCqVOJ7NTpBO4W1jvXk+vNxYKFUYGjTmgkg6hPirZCCCGEEEIIIYRoEg01IwuorAQgKyur3vj2KQkAlBbqx2a9FWl4qrNoa5gMBtpGV0ck5NVGJPib9MIt6Kdta3QLb4O/0UKRs5y95Tm+67URCauhu55xy96dUF7yV7b697hdMOt7/XTtptVgNMI5l8PzH0PfM3AfyCHrvNtxLF6DYvUj9vMXCL9r/GlTVCurquLNhYtwejx0iY/n6v79TvaScJQeIHXKZXjddiLbjKTzmDd877fNZuPp5/6LWpWNFyvXXD+BwQN7MPfjDSz5disGo8JDP15KWExgvefOOriajIo8Qs2BXNF6NG9W/57gcuN6Nj7zGACj3n+fViNHnrC9AhR4C1jt0BczLGAYwYbgEzq/qE+KtkIIIYQQQgghhGgSDTUjM1afsG3opG2HfnrRtnh7JaWeeBQ0ynI31BuXHHOEXNtDIhJqWIwmekfqTaNW5x+SaztyIAD2JWvRQiMgqZ2eq7Cl/uneJrUtFZ65HX75Ui/eduwBT78Pl/0L/K1UrdlC5jm34t61H2NcFIkz3yNobP2v3DdXHq+X9xYtobCikpjgYO4460yMhpNbrnJXlZI6+VJclXkERXel18VfYzDqJ5oPHjzICy+9hqeqEDchXHL13Qwd2IH01Bw+vHsOANe/NIJuQ+tnDFe6q/h0lz7mxg5jmLzNSn4lxFuqMN09HICUBx6gxy23nKCd6rya1xeL0Nbcls6Wzid0ftEwKdoKIYQQQgghhBCiSTR00ta1ZQsAJSUlVFRU1BnfpmcsRpMB555sclx6nmZxdkPNyKpzbfPqFm0PzbVV6+Ta6l+1X1tQW7T1T+mCISQItagU58ad0FPPuT1hubZFNvjgRXjjMcjLgtBwuOVhmPgfSNAzgMt/mk/2JfeiFpRg6Z5Mi3kf4dez44lZ3wny7eo17MrLw99s5p6Rwwny9z+p61G9Ljb+PJ6Kgh34BcXT54qfMPmFAJCWlsZ/X3sDt7OcKqIZdcFdnD20FZWlVbxy+U+4nV76n5/MJRMHNfjsb/YspMRVQVJgNMNiBvNB9Y92nyn3o9jLaXfBBZz5n/+cqK36rKlag81rw1/xZ0TAiNPmBHdzJ0VbIYQQQgghhBBCNImaom2pWkp4T725WPGmTURVN1c6PCLB4m+idfcYlKIS8t160TZ339p6z20XHYMC5JWXU+pw+K73jAOrCYockFZYO75/tJ4NurloLw6PEwDFZMI6LAUA+6JDcm23rQOP52/u/Cg8HpgzBZ68Bdb9AYoBRl0Ez38CA4aDoqBpGkWvfkb+bc+hOV0EnHsGiTPexRQf3XTrOgkW7dzJ4l1pKMCtZw4lMTz8pK5H0zS2z7mHov1LMJoD6XP5VKwh+m8CUlNTefudd/C4q7CTRO+ht3LlOYlomsabN80gd28xMa1Cue+LCzEY6hc98xzFTN67FIDbO5/Ph6lGylwQW7iLNks+IKZXL8Z++y0Go/GE7jnPk8faKv3v2IiAEQQa6kc6iJNDirZCCCGEEEIIIYRoEgGGAKyKFQCtTTgmf388djuxYWHAUZqRaRp2dzIA5bmp9cYE+ll8Bb5Dc20tRqhOWKgTkZAUGE2sNRy36mVT0d7a9flybVdB6w4QHAoOO6Rv++ubPppdm+G5CTD1U3BWQbsu8NS7cNVtEKAXy9QqJ/m3Pkvxfz8HIOzOq4n7/AUMQQFNs6aTZEdODt+u0k81X9q3D71bJp3kFcHeFf8la/PXoBjoedFXhMTpp8OXLl3KJ598iur1UkZHWnS/gTuu1AOUp7+5mpU/78JkMfLIlMsIjrA2+OwPd/6KS/XQO7Idbaxd+XKTfhS8/9R7CY6P5+KZM7EEBZ2YjVbzaB7mVc5DQ6ODuQPJluQTOr84OinaCiGEEEIIIYQQosnUnLYtppTIbvpp22CvF2i4aNs+RS+GFefEomkKijMLZ0VuvXHHyrVdcbD2mqIo9I/WYwXW2Hb6rgeM1Iu2ztQdeEvKoXt1RMKm1X9qj8dUWgSfvAr/fQiyMyAoFG68Hx5+DZLa+oZ58ovIvvgeKn5eCCYj0ZMeIvLpO1BO8OnLppZfXs57i5fi1TQGtm3D2O7dTvaSyN42mfTfnwOg85jXiW5/NpqmMWPGDH788UdAo5jeBCddzuM3x2E0KOxYmcnnDy0E4N+TRvsymQ+3o+QA87NSUVCY0OVC3lwDLq9CYvoS2mX8zkUzZhDcosWJ2qrPSsdKitQiApQAzgo464TPL45OirZCCCGEEEIIIYRoMg01I7MUFAD14xGgthlZyWYbBZ52AJTmrK83Ljk2Fqh70hZgcPWBzVVZ4FVrr/eLqinapvmumeKjsXRpC5qGfela6FGTa9tIRVuvFxZOhyf+DasWgaLAsLHwwidwxhg4pOGWc8dess65Fee6bRhCg4if/Doh153fOOs4hTjcbt5esIgKp5M2UZHcPGTwSc9QLTqwjK2/3gZA6wH30LLPLXi9Xr799lvmzNEbh9kYCuHn8uIdsVj9DJQW2PnPFT/h9agMvbILY+9IafDZmqbx7vbpAJzdoi+KpwU/bddP2Q6e9SjjvvmGuL59T8Au68ryZJHq1E+xjwwYidXQ8AlhcfJI0VYIIYQQQgghhBBNJsIYAUCBt8DXjExN0wunOTk5eA7Lj23ZNRqLvwnX/hxynHqubcHB+rm2yTF6M7KMwkKchzyjWwwEWaDMCdsLasenRCVjQCGjIo88R7HvesDIgQDYF6yGrn3AaNQbg+XVLyj/KXt2wAt3w/f/0yMXWifDY2/CdXdBUHCdofaFq8k673Y8B3Mxt2lB4twPCRh64gt5TU3VND76/Q8yS0oItVq5e8RwLCbTSV1TZWEaG366Gs3rIrbjhXQY/jwul4uPP/6YFStWAAo5nEOV/xm8NCGGiFAjqqrx+rW/UJBZRmKHCO76eNwRC8+/525hc9E+/Axmbul4Hs/8nIuKgbabpnHF7ReTfPHFJ3bDgFtzM79yPgBdLF1oa2l7jFeIk0GKtkIIIYQQQgghhGgyNSdti9QiX9G2LDUVq9WK1+slN7du9IHJbKRNr1gMlXaKVf1r83n71tV7blRQIGEBVryaxr6C2uqsyQD9q7+lfmhEQrAlgM5hLQFYa9vlu16Ta+tYvAbNzwod9EIxm9f8tQ2Xl8IXb8DL98HBPRAQBNfepRds23SsN7z0k5/IueYhtAo7/oN7kTjnAyztWv61uU9xP2/YyIYDBzEZDdw9cjjhgSe36ZXLbmP95EvxVBUTmtCf7ud/gt3u4O2332bz5s0oBhOZXEyFoRfP/F80bRIsAEx5eRmpc/fgZzXx6NTLCAj2a/D5btXDBztmAXBVu7PYtK6Q5ZVxKKqXG/zX0+/BB0/YXg+1zLGMUrWUICWIMwPOPClrEMcmRVshhBBCCCGEEEI0mUiDXrQtV8sJ7d4JgIoDB4ivjjdoKNe2JiLBXqXHI1QVbkDT1DpjFEXxnbY9UkTCysMeXZtrW1u09e/fHSXQitdWhGvLbuihF3H/dESCqsLS3/QohGVz9WtDxsCLn8BZY8FQN5dW83iwPfwGBY++CapK8FXnkjBlEsaI0D83bzOxeu8+Zm7aDMBNgwfTLjr6pK7H63aQOuVKHCX7sIa1ofdlP1Ba7mDSpEns3bsXs8XKfvVKKujAfVdH0LeTPwCbF+/n26eWAnD7++fRunvsEef4ef9yMu0FRPgFc0FgF56ZUQhAvwOzue7Np09KLMQB9wE2O/XPYXTgaPyUhgvO4uSToq0QQgghhBBCCCGajL/Bn0BFP1FZGewlpFUrACLMZuAYzcgyQvBoFgzeUuxFe+qN63CEXNuaZmRrssDtrb3er7pou64gDW91EVixmLGeqUcR2Betri3apm3RYw2Ox/7d+snar9+GynJo0QYefh1uuh+Cw+oN95ZVkDP+Eco+mwZAxJO3Ef32oygW8/HN18zsLyjk02XLATinW1eGtG93UtejaSpbZv6b0uw1mPzD6XvFTxSVeXnttdfIyckhMCiUPZ5rcJDENWeHcN6QIACKcsp59eppqKrGqJt6MurGnkeco8xVyRe75wFwY5uRvHP322S26I/JU8V/HxiC0WI5IXs9lFNz+mIRevj1oKX59DzRfbqQoq0QQgghhBBCCCGa1KHNyKJ79ADAWlEBHL0ZWfHGg+S5ugBHaEZWfdI23WZD1TTf9S7REOoHlW7Yckg9t3NYS4JM/pS7Hewsqc1OqIlIsC9cDbEJEJsIXi/Kjg1H31hlOXz7Lrx4N+zbBf4BcNVt8OS7kNy1wZe4D+SQNfYOHItWo1j9iP38BcLvHn/Sm3E1lRK7g7cXLsLl9dI9MZEr+vY52UsibfFT5O2ajmK00PvS78ktMfL6669TUlJCZFQs6e7x2NVohvcN4Obz9ZPPXo/Kq1f/TEleJa27x3Dbu+cedY4vdy+g3O2gbXA8PPE+vybfCMC1Hey0bhHe1Fts0O/236nQKgg1hHKG9YyTsgZx/KRoK4QQQgghhBBCiCZVp2hbnWtrOHAA0E/aaocUXAESOkRiDbLgPZhPjkvPmM3dX78ZWVJEOH4mE3aXi+ySEt91gwIDq0/bHhqRYDIY6RuVDMAa207f9ZqibdW6bXhLy32nbQ1b688JgKbB8vl6FMLiWfqfBwyHFz6GURfpzcwaULV2K5ln/x/unfswxkaSMONdgsYNa3iO04Db6+XdRYspstuJCw3htmFnYjCc3FLUwdRP2L/6TQC6nfc/MktCePvtt7Hb7bRs2YZ93msodYbQta2Fh6+PxGDQi+nfPLWErUszsAZZeHTqZfgHHPlUdGaljWn7lwEwbG0Rs/b6UZjQnSCjm/tHRzT5Hhuy17WX7a7tgB6LYFZOz1PdpxMp2gohhBBCCCGEEKJJNVS0rdq0CYPBQGVlJSWHFFwBjEYD7frGo3g8VKKftC04UL8ZmdFgoG10FHDkiIT6ubZ6ru5aW5rvmrllPObkVuD14li6DnrqRVtlwyoSM9NQ0raAWp2zkLkPXp0In7+uNx2LbwkT/wO3PAxhkUd8D8qnLSD74ntQC0qwdEumxbyP8O/V6YjjmztN0/hyxUrSbTasFjP3jhxBoN+JjwQ4lC19Ltvn3Q9A+zOfZF9pCz788EPcbjddunbjAFeRXexHQrSJF26LxmLWC7Zrf93NlJf1eIe7Px1HYocjf84AH+yYhUfz0tUdTP6jb7D63OcAuGugmVD/JtzgEThUBwvtCwHo49eHRFPiiV+E+NNMJ3sBQgghhBBCCCGEOL0dWrSN6XkWAMVbthB7/vnk5OSQmZlJeHjdr4wnp8SzdWkG9orWEAxq2VZUrwuDsW7hr0NsLDtycknLz2d4p46+64Ori7Zrs8HpAb/qCkhNru32kgwq3A6CzFYAAkYOoHR3BvZFqwmKHwwoKFWVpGxYCBsW6gXZlu1g6zq96ZjFD84fD6MvBtORTy1qmkbxa19Q/Opn+jznnEHs/57EEBTwV97KZmPe9h0sS9+DoijccdYw4kJPboO1srzNbJp+A2gqCd3Hk1banZmzvgVg0KBBpDtGs/OAi+AAAy/fEU1okH5aOj+jhNev+wWAcXf2Y+gVDcde1NhUuJeluVtQgPgHP2LLkNspj2hFXBDc2KsJN3gUS+xLsGt2IgwRDLIOOjmLEH+anLQVQgghhBBCCCFEk4ow6l8Jt2t2/NokYA4MxFNVRXRwMNBwrm1yTa7tbiNVagiK5qQ8f1v9cTHRAKQfdtK2QyREWqHKA5vyaq/HB0SQFBiNV1NJLdjtu14TkcCGFWgfvgTUjWygpBA2r9ELtn3PgOc/hnOvOGrBVq1ykn/bc76CbeiEq4j74oXTvmC7NSuLH9bqJ6Ov6teX7okn92RnVVkWqZMvxeuqIKLVWWyvOJOZs2YBcPbZZ1MZMJY/Nrowm+C5W6NIitU/U7fLy3+unEZFcRXJ/RL412ujjjqPqqm8t306AG0Xp2HKsrNh3LMA3DsA/E/C0ck0Vxpp7jQUFMYEjsGkyPnN5kKKtkIIIYQQQgghhGhSFsVCiCEEgCKtmKjuek5tsNsN6Lm2h6tpRlaUuo8cpz6+JKt+REK76GgURcFWUUGJ3e67rihHjkioOW27xrbLd81/UE8Uqx8RLaqOvpmgULj1UYiMOeowT34R2ZfcS8W0BWAyEj3pIaKemYByhLzb00VuaSnvL/kdTdMYmtyeMV26nNT1eJxlrJ9yKc6KHAIjO7GpfAxLf1+OoihcfvnlGCJGMHmh3hTvwWsj6Zlcm1/w2YML2LU6i6Bwfx6ZfClmv6MXPBdmb2BH6UFMVR7af7aYXeMnUWkOoV04XH4S3oZKtZLF9sUA9PPvR6wp9sQvQvxlUrQVQgghhBBCCCFEk6uTa9ujBwDmfP10bENF29g2YQRHWFHzi8j36kXbrL1r6o2zWiwkVUcr7M5vONd2xcG6r+l/SNG2pgmawd+P0KHJmKwGlKNtpKIU0rYebQTOHXvJOudWnGu3YggNIn7y64Rcd/5RX3M6sLtcvLlwEXaXi/bR0Vw/aCCKctR3s0mpXjcbf76eivytWAJi2FgxltRNOzGZTNx8880ExgzkrR+LAbhxXCij+gf6Xrts6nZmvq3/vN3/1YXEtg476lxOr4sPd/wKQPspq7HGdmJNr5sAeGgwmE5wBU7TNBbZF1GlVRFtjKa/f/8TuwDxt0nRVgghhBBCCCGEEE3OV7RVa5uReXbuBMBms+F0OuuMVxSF9inxKEAVnQEoy1nf4LNrIhLSDotIGJyk/zs1V49JqNE7sj0mxUiOo4jMygLfdWu31se3mdKiI96yL1xN1nm34zmYi6l1IolzPiRgaN/je24zpqoqHyz5ndzSMiICArhzxHDMJ/hUsaZ6KT6wDEPpCooO/MH2ufdQuG8BBpOVTZVj2Z5uw9/fnwkTJhAW253nPi1AVeHsgYFcd26I7zlZuwt56+aZAFz28GD6j+twzLkn7/2dvKoSrLYyOs/bSdbzc3F4DfSOg7PbNdmWj2iHawd73XsxYGBM4BiMyul9wvt0JEVbIYQQQgghhBBCNLlIw6HNyPSibdmGDYSEhKBpGtnZ2fVek5wSD0BlcfWRWftuPM6y+uNi9aiC9MNO2rYJg9hAcHlhfU7t9QCTH90jWgOwtqA2IsEy8DiLq6ERDV4u/eQncq55CK3Cjv+gnrSY+yGW9i2P75nN3JT1qWzOysJiNHL3yBGEBVhP6Px5u6az9P3ObJh8Ppas99g4+QKyNn0FwNbK0aRlegkJCeG+++4jMrYdj71vw16l0SvZj/uvifCdCHY63Lx82VQc5S66Dm3JdS8MP+bcxc5yvtw+G4DOX68g5dNpTM+NAuCRIXpUx4lUrpaz1L4UgIHWgUQZo07sAkSjkKKtEEIIIYQQQgghmlzNSdsib5Ev07YiK4v4GL3g2lBEQk0zspLtdko98SholOZuqD+u+hkZhUU4q3NyoW6ubf2IhE5A3Vxb07DheFyKLzKhQeHR0KFbnUuax4PtkTcoePRNUFWCrzqXhKlvYIwIPfJzTiPL0/cwe6veJO5fZwyhdVTkCZ0/b9d0Nk4bT1VZ/cK/pkFFeSnR0dFMnDiRqOhEHvufDVuJl5axJp69NRqzqbaq+uHdc9m/OZ+wmEAe+uESjMeRa/DmvA9xGjXCducyfty/mGwdiUeFs1rBwBaNutVj0jSNBZULcOEizhhHX7/T/5T36UqKtkIIIYQQQgghhGhy4cZwFBSqtCo8QUZC27YFIMyglyYaLNqm6EXbwnV7yHHphd6CjPrNyCKDgogIDETVNPbYCurcq4lIOFIzstSCdNxqdXaCwUhlpH4K+Ihl26tuBUPtV83V8kpyr32Usk+nARDxxK1Ev/0oisV8pCecVvbYbHy+YgUA5/fozoC2bU7o/JrqZfOv96JpRz7R2jMilQfuv4/wiEie/6yA9INuwoIMvDQhhuCA2tLYwq82Me+TDSgKTPzuYiITgo85//q1S1ik6T9cF+SH4j/+fmamgQI8PKQxdvjnbHFt4YDnACZMjAkcg0GR0l9zJZ+cEEIIIYQQQgghmpxJMRFq0E+eFngLfBEJ/mV63EFDRdvIxGDC44Kg0sH/s3ff4VFV+R/H33dqZtJ7QhJqQif03qsFEcWCir131NWfaxfdta/Krq5dcde17CIqRZHeQWpoARICgfTeJsn0+/tjkkBIBRIC+n09Tx42d86559y5Q1w+Ofd7SvCEtplH64a2cKKubUObke3OgXL7Se392hFg8KHSZWNfUeqJeV5yOTnbbLjspySAgaFw37MwcFTNIcfxLNIvvY+KlVtQTEbCP3+ZwNk3tunmW+dSUXk5f1+5GqfLTf/2MVw5oP85n0PB8Q24bXkNBraKAkZNGfai3fxzfhFb9lkx6BX+cl8o7UJ0Ne1S9+Xyz3t/BuCGF8fSb2LT4bMlK4s3VnwEGg2dD5dw+0t/5/WNnolc0R16hp799Z2OYlcxGyo2ADDSNJJAbeC5nYBoURLaCiGEEEIIIYQQ4pw4uURC9WZkytGjAGRmZuJ2u2u1VxSFuMGeurY2l2dlbGVeQ5uReUoknBratveHaD9wumHbSU/PaxQNg0M8G0xty0uqOW4a2Z+KQi3HfrFgvWY22wdMwvnoK/D6vFqBrXXbPjIuvgfHwaNow4Jot/A9fKaNO52344Jmdzr5+6rVlFRWEhUQwN1jRqNpg7D6eMruZrVbtnIrP6yxAPDULcH07GSsea3SYue1q+djq3TSf0pnZj47usnzOSoq+Mfsm8nsE4nicvPctU+xOUvPhjTQa+CxYWd2PWfKrbpZXrEcBw6iddH0NfY9txMQLU5CWyGEEEIIIYQQQpwT1aFtgauA0Ph4ACp370av12Oz2cjPz6/Tp7pEQllOGKqqoHVkYrNk121XtRlZSm5enfC3erXtqSUShoR5guCteQdrjmm8TXgN9wRe5SnFZETFoXbtU6skQtkPK8i8cjauvCIMveOIXvYxXv26N/t9uNCpqsrnGzdxNL8Ab6OR2ZMmYNK3TTkIq7N5G55t2OcJlO++MoCxA8w1x1VV5b27F5N+qIDgKF8e/+oKNJrGw2fV7WbxzTexYXQEANNC+tE5MpbXNnpevzHe88uCcynBlkCmMxM9eiabJ/9hVnv/nkloK4QQQgghhBBCiHOiVmhbtdK2cP9+IiM84Vdjm5GV7Msj39kFgOLMuiUSogMD8dLrqXQ4SC8urvXaiAY2IxsU4gltk0oyKLJZao6bJwwBwLpqa632qqpS+OYX5N49B9Vmx3zRSKIWvYcuKrzJa/89+XnvPrYcOYpGUXhw/FjCfJuu/dpagjuOwuFuODBWVahwmkmzDeKyUT7MnFR7rr98uIO13+xHo1V48rur8A/1bnLM9c88w6qSQ5R2CsUbPfcMvoYlybA3F3wM8NDgs76s01LoKmRTpaeu8BjzGPy0fud2AqJVSGgrhBBCCCGEEEKIc+Lk0NavQwcMvr647HZCfHwAyMjIqNMnbpCnPELBzqPkOKrq2h6pG9pqNRq6hIYAkJxTf13bfXlQajtxPMTLjy6+kaio7Mg/USLBPNHzbLt10y78N+7DuikBV3kFufe9TNEbnwPgf/91RHz5VzQ+J1Zt/hEkpKUxf8dOAGYNHUKPyMg2nU+g9jg6xQF4AtqTVX+fUDyGHj26M3tmYK0VqId3ZPHxI8sAuPX1ifQcGdPkeHu/+IJN7/6NAzeO8PTreQkmrTdveTJT7h4AwefwI+FW3SwrX4YLFx10Hehl6HXuBhetSkJbIYQQQgghhBBCnBMBmgA0aHDgwEJ5TYkEH5snSa1vpa1/qDdhHfzB6aJC4wlt845tq/f8DdW1jfSFTgHgVmHrKbnw4NDqEgmHao7ZD6WCVgMOFzFfLCX36sdIjZuK5fvloNMS+vYThMx5AEWr5Y8ko7iYD9euRwXGd+vKxB5tWxKivPAwexfejqJAbmUkVlfttLTSZWZrwVgyve7nhTvD0GpPBLaWokpevWY+TruLYdO7cmUzitCmrV3L8nvu4fCVA7EF+9DOHMyMDqP4dj+klkCICe48x3uxbbduJ8eVg1ExMsl7kpRF+B3RNd1ECCGEEEIIIYQQ4uxpFS2BmkAK3AUUuD0lEjI2bkSXlQXUH9oCxA6KJPdYCXZHLHiBszgBVXWjKLXXonUN95QpODW0Bc9q26PFnhIJkzqfOD40tDvfHlnDtrxDqKpK+ZJ15NzxHJyyahOHE4CAR2/G76bLz+wNuIBZbDbmrliF1eGgW0Q4s4YOadP5OG1l7Jo/E6etBKe5N7+l9cWFQogxFy9tJVaXiWxbF3KYwt1XDMbbdOKzoqoq7962kJyjxYR3CuCRedObDDuLkpP5acYMyn0NpFw7FIB7u1+Gw6Vj7m+eNg8NBW9Dq11yHXnOPH6zegYfZxqHj8bn3A0uWp2stBVCCCGEEEIIIcQ5U19dW2diIgBFRUWUl5fX6dO1qq5taZovTtWA1l1CRWFKnXadQ0PQKAoFlnIKTznPiKon30/djKxPUCeMGj35tlKOlGSS/8zcuoHtScq+XoLqcjXrWn8vXG43/1y9ltyyMkJ8fHhg/Dh0bbjKWFXd7F10F+UFhzD6RPLrkbG40VLEIHbZHmVrxWx22R4lhQew0I1/Ly3F5T5xU394ewtbfkpCZ9Dy1P+uxifAq9HxKgsLWTB1KtbCQlIfnY5Tp6FPYCfGRcbzWQLkVXg2Hruhdytf+EmcqpNlFctw46aLvgvdDN3O3eDinJDQVgghhBBCCCGEEOdMrdC2qjxCUUICwcGe4/XWta0KbYt2pZFj7wlAYXrdurZeej0xQYFA3bq2w6I8fybmQ1HlieNGrZ5+wZ4NzjbtWIMrM6/R+bsycrFu2dNom9+bb7duJzErC6NOx+yJ4/HzajzkbG0pG14lN3kxGq2RkshncTrKcKOngJFU0IEyelJBB6pjr7wiF3sPe0pwJG5MY96TKwG4e+5FxA5svCavy25n4VVXUZScjGNEH5L7eVZzP9DzcoqsCh/t8LR7fDgYzmGOvdW6lXxXPibFxATzBCmL8Dt0XoS277//Ph07dsTLy4uhQ4eydevWBtvOmzcPRVFqfXm18Q8LIYQQQgghhBBCNM/JoW1Inz6gKJRnZxMRGgrUXyKhy4Cqzcj2Z5Dv9tS1TTtcf3bQUF3bUG+IC/L871NX21bXtd1efqxZ1+DMKWhWu9+DtUlJLD9wAIC7x4wiJiioTeeTc2ghKRteBaD7lHfYtOMoAIUMxoV3g/0KSlyU5JXz+szvcbtUxt7Qm0vuGdDoWKqqsvy++0hbswadjw9pL96ECkxq159egR14bxtY7NArFKZ1bbFLbFK2M5vtVs8vLSaYJ2DW/LE2w/ujaPPQ9rvvvuOxxx7jhRdeYOfOnfTt25eLLrqI3Hrqz1Tz8/MjKyur5uvYseb9UBVCCCGEEEIIIUTbqg5tC12F6MwmAmNjAfCver2+0NYnwIuorkEogEPneQa9JHNHveevqWubUzdXaKhEwpCq0Hafpgi7vukVi7rw4Cbb/B4k5eTwr82emqlX9u/HwA4d2nQ+lrxE9i6+G4D2g+4jrSKWspJcnJgopPEau4G+Cm/d+CMFGWVEdw/mwY+mNrk6ddtbb7Hv889RNBraf/see21ZGDQ67uk+lfRS+HfVgusnR4LmHC10dapOlpUvQ0Wlm6EbsYbYczOwOOfaPLR9++23ueuuu7jtttvo2bMnH374IWazmc8//7zBPoqiEBERUfMVXvUDWQghhBBCCCGEEOc3P40fOnS4cFHiLqmpa+tVVATUXx4BIHaQp0SCtaKT54BlH26XvU67uDDPit3jRUVUOhy1Xhse7fnz1NC2o084oV7+2HGRPDwaGgrgFNBGheE1LL6py7zg5Vss/GPVGlxuN4M7duDyvm17zY7KInZ9fz0uu4WgDmPoPHoOS5YsAaDSOAI3DT+FHRqo5cB329m17AhGs56n5l+NyafxHcOSf/yRdU8+CcCYd95mgbdns7xrOo0hwhzE21vA7vJ8psa0b6GLbIZNlZsochfhrXgzzjTu3A0szjldWw5ut9vZsWMHTz31VM0xjUbDpEmT2Lx5c4P9LBYLHTp0wO12M2DAAF555RV69epVb1ubzYbNZqv5vrS0FACHw4HjlB/ev0fV1/hHuNbfC7lnFx65ZxceuWcXHrlnFx65ZxceuWcXHrlnFx65ZycEagLJc+eRa88luHdvmD8fd3Iy+PmRmZmJ1WpFe8pGV10GhLP2632UpEBlXz9M2lKKMnfjF9GvVjsfg4Fgb28KystJysqmZ2REzWsDw0FBR3KhQmaJg9CTniofFBzHLxnbSb5lOL3Wp3mC25M3JKsKcgPn3I/T7Qa3u2XflPOIzenk3RUrKbNaiQkM5JZhQ3E6nW02H9XtYvePt1BRlIKXXww9p37O2nUbKCoqws8vgGzXQLA13P/iLla+vXMtAPe+dxHtugY2+vcwd9culsyaBapKn3vuIfXSfhw7+BP+em9mdhjDvmwHCw7oAIUnhjpxOhvZua4FZbgy2GXbBcA44zi0Li0O14X/8+SP9rOxudepqKp6bj5Z9cjMzCQqKopNmzYxfPjwmuP/93//x9q1a/ntt9/q9Nm8eTPJycnEx8dTUlLCW2+9xbp169i/fz/R0dF12r/44ovMmTOnzvGvv/4as1lqfgghhBBCCCGEEOdaXrc8ysPLCUgNQDc/iaxXXkHfoQMpl1+O0+lkxIgR+Pr61uqTnVjOoqdT8IowM+muZXQybaQi9HY0oRPrnH+bpZx0u4PuJi96mGqvwHw9cywZ9gBuCdnOQJ8Tq3oPKrks1hwgWDUze5s/Ed+uwlBkqXndHuhL9nXjKR14DouXtgFVVdlqqSDT4cCgKIz388WsbdsHtXU536ArWIyqGLB3egGHLpp169bhcDioME3geOUQzAYHiqJSbjuxgtbHy87QqGPsevk3rCUuuk0OYswDdbOjkzkLCjj+xBO4Cgsx9+tH8HNP8Zl+B5WKg4nuWPqrUXyUM5T9lRH0M2dwe1jdDfFag1vrJnNAJk6TE58sH0KSQ87JuKLlVVRUcMMNN1BSUoKfn1+D7dp0pe2ZGD58eK2Ad8SIEfTo0YOPPvqIl19+uU77p556iscee6zm+9LSUmJiYpgyZUqjb8zvhcPhYPny5UyePBm9Xt/W0xHNIPfswiP37MIj9+zCI/fswiP37MIj9+zCI/fswiP37IRd9l1stm8mJDaEYbeP4otXXsGVkUH7mBiOHD1K586dGTx4cK0+1rF2ljz7DtbsCkq1fYCN+BnLGXPppXXOb05K5j9bt6H4B3DppAm1x96o4YvdYAvrz6Xj+tYcH2kvZ8nqlylQKuj2xCOEPP0Q5Rt3sXvlWvpOHIv3yP7EnrL69/do0Z69ZO7Zi1aj4ZFJE2o2dmsr2Qfmk5i4GIDeUz8gvPsMfvnlFxwOBxpjMMcrB+FrVnjnkXa0C9WScKiCdZv2MGZEPH26eDHn4vVYS1x06hvGnPk3YTQ1/HfPbrEwf8IEXIWFBPXowbXLl/Nl9kYqUx209w7lzyNuZ1eOjv0/6NAqKm9eEUangLqfv9awxroGp9OJr+LLzNiZGOIaL+9wIfmj/WysrgLQlDYNbUNCQtBqteTk5NQ6npOTQ0RERAO9atPr9fTv35/Dhw/X+7rRaMRoNNbb74/wQaj2R7ve3wO5ZxceuWcXHrlnFx65ZxceuWcXHrlnFx65ZxceuWcQSijYochdRFDnzhgDArAVFxNiNnMEyMrKqvMe6QP0tO8VSureXFzangBU5u2q973sXlUS4Wh+PhqtFq3mxErRUe3hi92wJUOLXn8ihA3RB9DdP5oDJWnsKj7C1JghKGMGUWLJxWfMoD/EPdueeoyFe/YCcPPwYfSMimrT+ZRm7+bgrw8D0Gn4n4juM5OysjJWr14NQJptNHqdhpfvDaVztBculxtjbj7a5CMYY9vx3b+PkrghHZOvgafmX4OPX8NPXLtdLpbfdht5CQmYQkOZsWQJZWYN3x/fAMD9PS/HaPDizS2e9jN7KXQNPTefiWOOYyQ6EwGY7D0Zb733ORn3XPuj/Gxs7jW26fp2g8HAwIEDWblyZc0xt9vNypUra62mbYzL5WLv3r1ERka21jSFEEIIIYQQQgjRgoK1wYAntHXjJjTes8mVd2Ul0NhmZJ5/+1tLPI+462zJOG11V61FBQRg0uuxOp2kV21wVm1IFGgUSC2BrLLa/YaEdQdgW96hM7yyC9fxwkI+Xu8JKCf37MHYrnFtOh9beS67vr8Ot7OSkM5TiBvzPABLly7FZrNRSQRldOPPNwcTH+vFpgUHuKPj33lu8jesfjuN5yZ/w4K3PAnrI19cTrvYoEbHW/fnP3P4p5/QGo1c8eOPBHTqxEcHl+BwuxgYEseIsJ4sPwI7ssBLB48MbfW3AACr28qK8hUA9DP2I0Yfc24GFm2ubYuSAI899hiffPIJX375JQcOHOC+++6jvLyc2267DYCbb7651kZlL730EsuWLePIkSPs3LmTG2+8kWPHjnHnnXe21SUIIYQQQgghhBDiNPgqvhgw4MZNsbuY0L6eMgWaqrA2PT2d+rbg6Tq4HQBlSVZKnJEoqJRk7arTTqPREFv1WH9yTm6t1/yM0Kfqif/N6bX7DQ7pBsD2vCRc6u93o7FTlVqtzF25CrvTSa92kVw3eFCbzsftcrD7x5uxlqZhDowlfvrnKBotBQUFrF27DoA8xnHXFYGMH+TNpgUHeOXq+eSnl9V7PkVpfLw9n37K9rfeAuDizz8nasQI9hcdY2XmLhQUHux5OW5V4Y1NnvZ39INwn5a62satrVyLRbUQoAlghGnEuRlUnBfaPLSdOXMmb731Fs8//zz9+vUjISGBpUuXEh4eDsDx48fJysqqaV9UVMRdd91Fjx49uPTSSyktLWXTpk307NmzrS5BCCGEEEIIIYQQp0FRFIK0npWPBa4CwqpCW/u+fSiKgsVioaSkpE6/2EGe0DZr82FyHH0ASEveWu8YcWGhACTl5tZ5bXjVXlSb0mof7xXYAbPOSImjnOSS+lf7/t44XS7eX7WGAks54b6+3DdubK1yEm3h0Mo/U3R8A1qDL/2v/ha9VwAAX3+3CLfbRTkdmDi6N9dN9sXlcvPx7F+hbsbvocDHjyzD5ao/hD+2ciUr7rsPgOEvvECPG25AVVXeS/wJgEtiBhPrF8X3ByC5EPyNcM85yrRT7CkctB9EQWGK9xT0yu+/dIA4oc1DW4AHH3yQY8eOYbPZ+O233xg69MQa8zVr1jBv3rya7995552attnZ2SxZsoT+/fu3wayFEEIIIYQQQghxpqpLJBS4CmpW2hYmJNQs4qqvREKn+DB0eg1leeXYDJ4+Oce213v+uHDPctrDOXVD2xFVT5ifutJWp9EyMNhTFmBr3sHTvKILj6qqfLVlK4dycvDS65k9aQI+9ewLdC6l7/4Xx3d8BED85Z/iE+IpWZGw/ziJ+7YBEN55Mg9fG4iiKOxff7zBFbYAqJCfVsr+9cfrvFRw8CALr74at9NJ9+uvZ8QLLwCwJmsP+4pS8dIauKvbJVid8HZVLdsHBnuC29ZW4a5gZYWnnOhAr4FE6qQs6B/NeRHaCiGEEEIIIYQQ4o/l5NA2uFcvFI2Gyvx8IoI9x9PT0+v00Rt1dIz3hLoujaeUgaNwZ73n7xwSgkZRKKyooMBiqfXaoEjQaSC9DI6fsqB3cKjnvFv/AHVtVx08xJqkJBTg3rFjaBcQ0KbzKc7YSuKvjwAQO/pZwuKmAlBicfHPT35AQUU1dWfOg/3Qaj01D4qyLA2drpZT21Xk5/PDZZdhKy6m3fDhXPz55yiKgt3l5IODiwC4vvM4Qrz8+XI3ZFmgnQ/c0reFLrYRqqqyumI1lWolwZpghnqdowK64rwioa0QQgghhBBCCCHOuZNDW73JRGDXrgD4uT2PsdcX2gLEVdW1rcyPwK1q0LuysFmy67Qz6vV0CPaUYEg6ZbWttwH6erLfOiUShoZ6VnbuK0ql3Gk9gyu7MCRmZvGf3zylJa4ZNJB+MdFtOh9rWRYJC25AddkJ6zqNziP/DwC7Q+XZuQno7IdQUXj43qsweZ2IswIjm1dc9uR2TpuNhTNmUJySgl/Hjkz/8Ud0Xl4ALEjdQFZFIcFGP67vMp4SG7zvWeDLo8M8m5C1tiRHEocdh9GgYYr3FHTKORhUnHcktBVCCCGEEEIIIcQ5Vx3alrhLcKrOmhIJhoICoOnQtnR/HgXOzgAUpDVQIqF6M7J66to2VCKhnXcwUeZgXKqbhMIjp3FFF47c0lLeX7MWt6oyvHNnLundq03n43baSFgwC5slG5+QHvS57GMURYPbrfLal/mUZiwHoE/fwfSIi6rVt9fo9gRGeDd8cgVCYvzoNbo94FnFuuzuu0lfvx6Dnx8zFi/Gu+pzUmIv58vDnrHu6nYJJp2Rj7ZDiQ3iguCqHq1w8aewuC2srlgNwBCvIYTpwlp/UHFektBWCCGEEEIIIYQQ55xZMeOleKGiUugqrNmMTE1OBiA3Nxe73V6nX9wgT23PtC1HKXDHA3AsqYHNyMIbDm1rNiNLB/WUTayGVK223Z6fdJpXdf6rtNt5d+Uqym02OoUEc9vI4SiK0mbzUVWVxF8fpSRzKzqvAPpf/R06oy8Any4sYevORLw5jkar5bprLq/T32qxo9E2EG9VXdbd705BW9Vm62uvkfivf6FoNEz7738J6XUisJ6XtAyLo5JYv3ZcHDOYHAt8luB57f9GQEPDtBRVVVlZvhKbaiNMG8Ygr3O045k4L0loK4QQQgghhBBCiHNOUZR6NyMrTUjA19cXVVXJzMys0699z1CMJh2VpTZcJk9oW5je+Erb9KJiKk4JgAdGglELueVwpLh2v+q6thtz93NAySWhMAWX6j7jaz1fuFWVj9atJ7O4hACTiYcnjMega9tH79N2fkzGnn+BoqHv9C8xB3pWTy9aX8a3y0oIYw0A48aOJSgoqFZfl9PN6zMXUJBRhm+wiaBTSiWERPvx9PyrGTHDs0T20Pz5rH/6aQAm/P3vdLroopq2xy25/HBsIwAP9LwcraLh3d/A6vR8ViZ3bpXLryXRnkiqMxUtWqZ4T0GraFt/UHHektBWCCGEEEIIIYQQbaK+0Lbw0CHaRXpW09ZXIkGr09C5fwQAbnes52BZAmo9oWqA2Uyorw+qqpKSl1frNS8d9PcMw+ZT6tpWVNWyzbeVskRzgMe2fcw1K19mbdaeM7vQ88SCnbtISEtHp9Xw0MTxBHo3UlbgHCg8vp6DK54EoOv4lwnpPBGALfsqmfttEb4cwoscvLy8uOikgLXaZ48vZ+evKRjNev6yfBZfpM3m5eXXM/6xGF5efj2fHX2oJrDN2raNX266CYD+Dz1E/wceqHWuDw8sxqW6GR7Wk0EhXUkpgu/2e17780ho7cXIpa5S1lWsA2C4aXjN3w3xxyWVjBvgcrlwOBxtPY2z5nA40Ol0WK1WXC5XW0/nD0uv16PVym/IhBBCCCGEEOJkNaGtuwCfdiMxBQdTWVBAkNEIQEZGRr394ga348CmdCoy/XFGGtBRSkVhCt7BcXXbhoWRV2YhOSeXPlG166GOiIYt6Z4SCTd6Fu2yNmsPf0n4us558qwlPLtjHn8ZeCtjI+PP5rLbxJYjR1i8Zy8At48cQZfQ0DadT2XJcRIW3IjqdhLZayYdhzwMQNJxOy99lo9bddHBaz1OK0ycOBFfX99a/Zd+vJOFcz1lMf707+l0qUrge4/twPHy/fQe26GmJELp8eP8ePnlOK1WOl1yCePffrvWuXYVHGZ9zj60iob7e0wD4K1N4FJhYicYUvtj0+JUVWV5xXLs2InURtLf2L91BxQXBAltT6GqKtnZ2RQXF7f1VFqEqqpERESQlpbWpjVqBAQEBBARESH3QQghhBBCCCGqBGtOrLRVFIXQvn05vmoVZosFaGQzsqq6tsUJaeQE9yTKmEDW0W3ENhDabko5Uv9mZNHwNp7gVlXBjZu5+39odM5/3/8joyJ6o1UunIeXU/ML+GzDJgAu7d2bEV26tOl8XI4Kdn1/PY7KAvwi+tHrkvdQFIWcQidP/zMXq00lPuIg9uwCfHx8mDhxYq3+e1an8sEDvwBw48vjalbT1sdeVsYP06ZRnp1NSO/eXPbtt2hOKgnhVt28l7gQgGnth9HRN5yEbPj5sKck7v+NaPnrP9Ue2x7Sneno0DHFewqaC+izJVqPhLanqA5sw8LCMJvNF3zA5na7sVgs+Pj4oNHIX/q2oKoqFRUV5Fb9H4TIqsd8hBBCCCGEEOKPLkjrqVFa5i7DrtoJjY/n+KpVaNI89QoyMjJwu911/j0bN7gdAMd2ZNDxor5AAmnJW4kddEOdMbpWbUZ2JC8fp9uN7qRz9Y0Akw4KKiGpACo4Qp61pNE551qL2VNwhP4hsWd83edScUUlc1euwuFyER8dxdUD23YVp6qq7Pv5AcpydmMwh9Bvxjdo9SYsFW6eej+PwlI3nSPBVLEeO3DxxRfj5eVV0z/zcCGvXj0fl9PN2Ot7MfOZUQ2O5Xa5WHz99eTt2YM5PJwrFy/G6OdXq82yjJ0klaRj1hm5vetFqCq85ilty4we0D2kNd6FE4pcRWyo3ADAKNMoArQBrTuguGBIaHsSl8tVE9gGB/8+aoe43W7sdjteXl4S2rYhk8kEeHY/DQsLk1IJQgghhBBCCAGYNCa8FW/K1XIKXYU1dW2te/ei69MHq9VKYWEhISG1k7N2ccGY/YxUlNrA1BvsYMnZUe8YkQEBmA0GKux20goL6XTSuQxaGNQO1h/3lEiICS1t1rz/vv9HRkb0opt/DN39ownx8j8vF305XC7+sWo1RRUVRPr7c+/YMW2eDaT+NpfsxP+haHT0vfIrTP4xOJwqL3ySR2qWg2B/LVP77mP50mKCgoIYPXp0TV9LsZWXpn1LWWElXYe04+HPptV6390uF+lr11K2bh3p3t4cXbSII0uWoPPy4sqffsK/Q4dac7G67Hxy8GcAboqdRKDRl7XHYHO657Px2LDWfS/cqpvl5ctx4iRGF0O88cIruyFaj4S2J6muYWs2m9t4JuL3qPpz5XA4JLQVQgghhBBCiCpB2iDKneXku/JrQtuC3buJnDKFtLQ00tLS6oS2Go1C7MBI9qxOxWXvDICucj9ulx2N1lC7raIQGxbKnvQMknNya4W24CmRsP64J6jrF117FWZDDpdlcrgs88Q1GH3p7h9D94AYuvnH0M0/mmCv5p2rtaiqypebNpOSl4fZYGD2xAmYDYamO7ai/CMrSFrzPADdJ71BUPtRqKrK3/5TyK5DNkxGhRdv92HexysAmDp1Knq9HgCX080b1y0g/WABIdF+PPvjtRhN+ppzJy1YwKrZs7FUldT4/qS6tRd/+SWRQ4fWmc9/j6wl11pMhCmQazqNwX3SKtub4qGZH4czttO2kyxXFgYMTPKedF4G/6LtSGhbD/lLIlqDfK6EEEIIIYQQoq5gbTBpzjQKXYV07zkUjU6HtaiIsMBA0tLSyMjIoH//uo/0xw32hLYVx3VURvlh0pZSmrOPgHYD6rYNC/OEtrm5TOnVs9Zrw2M8f25Jh/cCOxPq5d9oiYRAgw+3xE0hqTSdg8VpHLPkUGgrY1NuIptyE2vahXr5e1biBnhW43b1jyHQ6HOG79LpW5aYyIbDKSiKwv3jxhLh37YhcnlhCrt/uhVUN1F9byFmwF0AfLmkhGW/laPRwIt3hXDk4ArKy8uJjIxk6ElB66d/Ws7OX1MwmvU8t/BagiJPbEyWtGABC6++2lOYuB4n17CtVmAt5avDqwC4p/tUjFo9Px2CxDzwNcCDg1vw4utR4CpgS+UWAMaYx+Cnadv7I84/EtoKIYQQQgghhBCizQRrT2xGpjMbCerenfx9+/BzOoHGNiPz1LXN3ZZKSHg8HbUbSD20lX71hLbVdW2Tc3JRVbXWopo+YeBjgBIbHCrQMLvXlTy7Y16D8/1Tn6sZG3niMXary87h0kwOFqdxqCStKsjNJc9aQp61hA05+2rahpsC6e4fTbeAGLpXrcj1M3g3851qvr0ZGXy7zVMu4vrBg+gd1a7FxzgdTlsZu76fidNaTEDUUHpOeRtFUfhls4V//ewpSfHo9UF0i3bwn49XAjBt2rSaUg5LP97Jor9vBeBP/55Ol/4n9opxu1ysmj27wcAWRWH1I48QO306mpOeev08aSmVLhs9AtozsV1/7C54a7PntbsHQpCppd+FE1yqi2Xly3DhopO+Ez0NPZvuJP5wJLT9g5gzZw4//fQTCQkJbT0VIYQQQgghhBCixsmhLUBo377k79uHvmoz5wZD2+rNyPZkE3dNX3BvIDt1G3BvnbadQkLQajQUV1aSb7EQ6ntilaZOA0PawapUT4mEuwfE85eBtzJ3/w+1VtyGeQXwcK8ragW2AF5aA70DO9I7sGPNsQqnjeSSDE+IW5LGoeJ0jpfnklNZRE5lEWuz99a0bWcOprt/DF39o+ke4PnTV3/miWFWSQn/XLMWVVUZHRfL5J49zvhcLUFV3exdfBfl+Qcx+kTSb8Z/0OiM7Dho5e3/FAIw6yI/po704bvvvsNut9OxY0f6VpXK2LM6lQ8e+AWAm/4yjhEzal9P+vr1NSURGpgAZWlppK9fT/tx4wA4UprF4uO/AfBgz+koisLX++B4CYSa4c5W3qttm3Ubua5cvBQvJponypO5ol4S2rYS1eXCumUPzpwCdOHBeA2LR2mlOqbTpk3D4XCwdOnSOq+tX7+ecePGsWvXLh5++GEAOnbsyLFjxxo83y233MK8efNaZa5CCCGEEEIIIcTJgrRBAJSr5VjdVkLj4znwn//gTkqCoCAKCwupqKios/9MWAd//IJNlBZUovHqBRVgK9hZ7xgGnY4OwUEcycsnOTe3VmgLnhIJq1JhcxrcPQDGRsYzKqI3O3OTWPnbeiYOHc2AsK5oleZt4mXWGekb3Jm+wZ1rjlkclSSXZHhC3JJ0DhWnkV6RT2ZFAZkVBazKSqhpG+0d6lmR6x9Dt4BouvlHY9Z5NTluuc3O3BWrqLQ7iA0L5ebhw9o8EEzZ8Bq5SYtRtAb6zfgao08ERzLsvPhxHi43TBxs5vbL/cnPz2fDhg0ATJ/uCVIzDxfyylX/w+V0M/aG3lz79Kg65y/PymrWPE5u988Di3CjMjYinvigTpTb4R+eDJfZQ8Gsb+AkLSDHmcM26zYAxpvH461p+ZXW4vdBQttWYFm8lvxn5uLKzKs5pm0XSshfZ+Nz2dgWH++OO+7gqquuIj09nejo6FqvzZs3j/79+xMfH1/zWMG2bdtwuVwAbNq0iauuuopDhw7h5+epn2IyteIzAEIIIYQQQgghxEmMihFfjS9l7jIKXAU1m5EVJyQQdPXVFBYWkpGRQVxcXK1+iqIQN7gdO5am4Kxo7zmX4zBOWyk6Y936oF3DwjyhbU4uI7p0qfXa8Kp/Sm/NBKfbs/pWq2joF9SFTPUQ/YK6NDuwbYiP3kT/kFj6h8TWHCuzV3Co1BPgHixJ51BJGlkVhaSX55FenseKzF2ea0WhvU+op0ZuVZAb5xeFSWesOZfb7eaDtWvJLi0lyGzmoQnj0bfxJti5SYtJ2fAKAL0unktA1GDyip089X4e5VaVvnFGnrgxGEVRWLx4MS6Xix49etCtWzcsxVZemvYtliIr3YZG8fCnl9UbQHtHRtY5Vp/qdr/lHuS3vIPoFC339bgMgE93QX4ldPSH63q10MXXw6k6WV6+HDdu4vRxdDV0bb3BxAVPQtsWZlm8lpzbn4VTSqm4svI8xz//S4sHt5dddhmhoaHMmzePZ5999sRcLBbmz5/PnDlzapVHCA0NrWkTFOT5jWZYWBgBAQEtOi8hhBBCCCGEEKI5grXBntDWXUCXqtC2KDmZdpGRFBYWkp6eXie0BYgdFMmOpSmUJ1dS0ikSf10WeWk7iYwdV6dtXHgYS/cnkpyTW+e1niHgb/TUtd2bC/0jWvwS6+VrMDMopCuDQk6EdyX2cg6VpNfUyD1Ukk5OZRHHLLkcs+SyLMNTq1aDQgff8KogN5q0TAt7MrLx0up5eOIE/Nt4QZYl/wB7Ft0JQPuB9xIVfxMVVjdP/zOPvGIX7cN1vHRPKAa9QkZGBtu2eVafTp8+HZfTzeszvyf9YAEh0X48++O1GE31L3+NHj0an+johkskKAq+0dFEjx6NS3XzzwMLAZjRcRRR3iEUVMBHnreUx0eAvhVz7i2VWyhwF2BSTIw3j2+9gcTvgoS2TVBVFbXC2ry2Lhf5T79bJ7D1vAgokP/0XExjBjarVIJi9mrWYww6nY6bb76ZefPm8cwzz9T0+d///ofL5eKqq67i888/b9Y1CCGEEEIIIYQQ51qwJphUUilwFRAfEY85LIyK3FwCdZ7YoqG6tl2r6tqmbTtGQMd4/Mni6MGt9Ya2sWGezcgyiospt9nxNhpqXtNqYFg0/JriKZFwrkLb+vgbvBkS2o0hod1qjhXZymoFuQeL08i3lXK0LJujZdksTfcEnoRApFcI32Ysp5slhu4BMXTxbYdBe27jH0dlEbvmX4fLbiGowxi6TXwVp0vlpU/zSUl3EOir4dUHwvA1e1YvL1y4EFVVGTBgAO3bt+ej2b+ya9kRjGY9zy28lsAInwbH0mi19H/oIdY/+WTdF6vykfHvvotGq2Xhsc0cKcvGT2/m1rjJAPxjG5Q7oHcYTK37e4EWk+nMZIfNkw5PMk/CpJGnnEXjJLRtglph5WjHKS10Ms+K29QulzSreafUZSjezftLfPvtt/Pmm2+ydu1axlUV1v7iiy+YMWMG/v7+ZzpjIYQQQgghhBCi1dW3Gdmx5csxlZYCkJGRUW+/2EGe0DY9MZ8+vv3A+isFadvrbetvMhHu60tOWRkpebnEn1JecHhVaLspHe4f3BJX1XICjb4MC+vBsLATm3DlW0s5VJLG5oxDrEjdg1VXgUvjJMuWz5K0fJakbQVAp2jp5BtB94Dq0goxdPaNQK9pnUhIdbvYs/B2KopS8PJvT98rvkTR6Jj7dSFbE614GRT+el8okSGe8VNSUti7dy8ajYZp06bxy0c7WPR3z9z/9O/pdOnfePkDVVVJ+fFHz7WazTgrKmpe842OZvy779J1xgwqnFY+S/LsBXRr3BR8DWaOl8BXezxtnxoJmlYq/+tQHSwrXwZAD0MPOhs6N9FDCAltfze6d+/OiBEj+Pzzzxk3bhyHDx9m/fr1rFy5sq2nJoQQQgghhBBCNOrk0FZV1ZrQltRUADIzM3G5XGhPeWo1uJ0vQe18KcwsQ2voCVZQS3c1OE5ceBg5ZWUk59QNbUdUfbs9E+wuMLRtOdgmhXj5oXF15L9J+4mo7ET/mGhmjhhAcmlGzWrcgyVplNjLSS7NILk0g0VsAUCv0RLr245uATF084+me0AMHX0i0GnO/qKT184h/8hyNDoT/a/6FoM5lK+XlrBkYzkaBZ65PZjuHT21eFVV5aeffgJg+PDh5CRW8uGDnmD15r+OZ8SMHg2OU+3gN9+QuXkzem9vbk1MpDApiY2//MLISy6hw/jxaKo+M1+nrKbQVka0OYQrOo4A4O0t4HDDqBgY1f6sL71BGys3UuIuwUfxYayp5fc6Er9PEto2QTF70Sl1WbPaVm7eTfb1TzTZLuKbNzEN79ussU/HHXfcwUMPPcT777/PF198QZcuXRg7dixlZWWndR4hhBBCCCGEEOJcCtIGoaBgVa1UqBWEVdW1rdizB+OgQdhsNnJycmjXrl2dvl0HR7LlpzIcxeG4FQ1GdxbWsiy8fOuu0IwLD2PD4RSScuvWte0aDMEmKKiE3dkwOKrlr7Ml2Z1O/r5yNSWVlUQHBnLP2DF46fVEmAMZHdEb8ISiOZVFHKyqjXuoKsgtc1RyoCSNAyVpNeczaHTE+UWdCHL9Y+jgG35aG7BlJf6Po1veBqD31A/wC49n5bZyPl1YAsAD1wQyMt5c0z4xMZHDhw+j0+kY0GM4cyb9D5fTzbhZvbnmqZFNvwfl5ayrKosw9Omn8W/fHnNkJL7l5USPHVsT2OZWFvNtyhoA7utxGXqNjsQ8+PGg5zx/bnqoM5bmSGO3bTcAk7wnYdQYm+ghhIeEtk1QFKXZJQrM4wejbReKKyuv/rq2CmjbhWEeP7hZNW1P17XXXsvs2bP5+uuv+de//sV9993XrJq4QgghhBBCCCFEW9IpOvw1/hS7iylwFRAaHw9A/p49RE2fzpEjR8jIyKg3tI0d1I4tPyVRmlhAQbcuhOqTSU/ZRmy/y+u0jauqa3s0Lx+n241OcyKQVBRPXdslyZ4SCedzaKuqKp9v3ERqQQE+RiOzJ47HS193oy5FUYgwBxFhDmJcZN+avlkVhRysWo17qCSdQyVplDut7C8+xv7iYzX9vbQG4vyi6B4Q7dnwLCCGGO9QNPUEuaXZu9m35H4AOg17jMieV7M72cob//aUvLhmoi9XjvOtae92u2tW2Y4YPoq5NyzFUmSl29AoHv50WrPyjG1vvEFZejp+HTsy6LHHGmz3yaGfsbkd9A3qzOiIPgC8vtET3VwWB33CmxzqjNhUG8srlgPQx9CHDvoOrTOQ+F2S0LYFKVotIX+dTc7tz4JC7eC26mdNyF8ebpXAFsDHx4eZM2fy1FNPUVpayq233toq4wghhBBCCCGEEC0tWBtcE9rGd++FRq/HXlpKmL8/R4C0tDQGD65bbDauajOyo9vSCezZl1CSOZ5Uf2gb4e+Pt9FIuc3G8YICOoeG1np9xEmh7eyhrXKZLWLJ3n1sOXIUraLwwPhxhPr6NtmnmqIotPMOpp13MBPa9QPArbrJKC/wlFWoCnOTSjKodNnYW3SUvUVHa/qbtEa6+kedqJHrH0OoorLr++twOysJ6TyZuLEvcDzbwfMf5eNwwpj+Ju65MqDWPHbu3El6ejpeXl7s/VcF6YcKCI3x49kfr8Xg1XRcVXLsGNveeAOAcW+9hc6r/qeVDxWnsTTdU+f4wZ7TURSFLemw5hjoNPD48Ga/dadtfcV6ytxl+Gn8GGUe1XoDid8lCW1bmM9lY+Hzv5D/zFxcmXk1x7Xtwgj5y8Oe11vRHXfcwWeffcall15Ku3btcLvdrTqeEEIIIYQQQgjREoK1waQ4Uih0FaL1MhDcsyd5u3fjY7MBjWxGNtBTBiEzuZDB/n2hbD6l2TvqbatRFOLCQklISycpJ7dOaDs8xvPnriywOuF8LGu763ga3+/YCcCsYUPpERlx1ufUKBpifEKJ8QllUtQAwBPkppXnVa3GTeNgcTrJpZ4gd3fhEXYXHvH0Vd3clPoLMZYM7N4RFA95lAN5Bbz8vp2yCjc9Oxl46pZgNCft8uVyuVi0aBEAAfaObF2ahtGs57mFMwmM8GnWnNc9+SROq5XosWOJmzGj3jaqqvJe4kIAJkcNoHtADKoKr230vH5dL+gUeEZvWZOOOo6y374fgCnmKRgUQ+sMJH63JLRtBT6XjcX7klFYt+zBmVOALjwYr2HxrbbC9mTDhw9HVevWZnjhhReYM2dOnePjxo2rt70QQgghhBBCCHEunbwZGUBo377k7d6NLjsbaDi09Q8xE94pgJyjxWi13QDQlSegqm6Ueh7jjwsLIyEtneTcXC6mV63XOgdAmDfklsOOLBhy9nloi8ooKuKjtetQgQnduzGhe7dWG0ujaOjgE04Hn3Auih4EgEt1c9ySW7PJ2aHiNNof+JYYSwY2jZ4v2o0mf/+PnhP0N+JVGUFcn85sLmhPd/8Ywk2BKIrCxo0bycvLw6DzYtsHRYCGP311BZ37Ne8NT1+/nkPffYei0TDh3XcbLKWwIWc/CYUpGDQ67uk+FYBfU2BXNph0rbea2uq2srLcszF8f2N/ovTnca0Ncd6S0LaVKFotppH923oaQgghhBBCCCHEBeHk0FZVVcL69iURcB44gBIRQWlpKSUlJfj7+9fp23VwO3KOFuPID8CpNaBXSikrOIxfSNc6bePCPXVtk3NzUVW1VuCnKJ4SCT8egs3p51doa7FaeXflKqxOJ90jIrhh6JBzPgetoqGTbwSdfCO4JGYwGXv+zb78vQDoRj3HSN/2rEo+SpkuFww2rIZjzD9+jPnHPf39Dd50847CuegQANnb9bidCrf8dTwjruzerDm4XS5WzZ4NQPxddxHWr1+97ZxuFx8c8Kzmndl5HOGmQJxueGOT5/U7+nsC+tawpnIN5Wo5gZpARphGtM4g4nev+VsACiGEEEIIIYQQQrSSAE0AGjTYsWNRLYT29WycVbh7N2FVG4g1WCJhkKdEQv7uDPKcPQE4cmBrvW07Boeg02gorbSSV1ZW5/Xh0Z4/N6Wd1eW0KKfbzfur15JXZiHEx4cHxo+ttYlaWyjO2Mb+pZ7wtMuop7lkxKMYDkzAunImplX381THB3mizzVc3n4YXf2j0SoaSuzlHNmeiKPcht2kkPlnO7b/lrN90gE+P7SUjTn7ybeWNjru/nnzyN21C6O/PyNffrnWay7VTUJhCgeUXP55cDFp5XkEGny4MXYCAP9LhJQiCPSCewa2zvuSbE/mkP0QCgpTvKegU2S9pDgz8skRQgghhBBCCCFEm9MqWgI1gRS4CyhwFRAWHw9AcUoK7SIiyMnJIT09nZ49e9bpW70Z2eFtWYQO6QeuBLKObKPf6BvrtDXotHQMCeZwbh5JObmE+fnVen1EVV3b3TlQ7mjZazxT32zdxoHsbIw6HbMnTsC3gU23zhWbJZuEBTeguuyEdb2MLqP+zPxVZfy41oKiwDO3hDO2txnoDHh2+rK5HCTmHuWLle/jBHID9Kgo2EwONuceYHPugZrzhxj96B7g2eTM82c0gUZfbKWlrH/6aQCGv/AC5pNqEq/N2sPc/T+QZy3xLFGsCt1HR/TBrPPC6oR3f/Mce3Aw+Blb/n0pd5ezumI1AIO9BhOhO4+WaosLjoS2QgghhBBCCCGEOC8Ea4NrQtuOoR3xjoykPCuLgKoSBunp6fX2ix0QiaJA3vESjIF9IR+s+TsbHCcuLIzDuXkk5+YyKi621mvt/SHaF9LLYEdW/bVSz6U1h5JYeeAgAHePGU1MUCvtnNVMbqeNXd/fgM2ShXdId/pc9gnrE6x8uKAYgHuuDGDsAHOdfkatntTN+3HaHNgLdAQv7sjHW26hwFRSVSM3naSSNFLLcsi3lbIhZz8bcvbX9A/zCiAkvQR1bAeiK2PpfNetNa+tzdrDszvm1Tvfhcc3MyS0Gwcy4sm2QJQv3Bjfku+Ih6qqrK5YTaVaSYg2hCFe5758hfh9kdBWCCGEEEIIIYQQ54UgbRA4am9GVp6VhbG4GGi4PILZz0hUt2DSDxagUT0hrNG2D7fLjkZrqNM+LiyMX9hPcm5uvecbHg3/OwBbMhR6t8B1nalD2dn8e/MWAGYM6M/ADu3bcDaeYDJx2WOUZG5F5xVA/6u+41CGgVfm5aKqMH2sD9dM9K23b0lJCStWrAKgPCGAvy68joh2gUQQSK/AjjXtKp02kkszOVS92VlJGscteeRai8kNAW4exQFg+ZqXiTQF0dU/mu35SY3O+919P3I4pTeg4bFh4NUKadhB+0FSHClo0DDFPAWt0vqb0YvfNwlthRBCCCGEEEIIcV44eTMygLC+fUlduhSOHgVFIScnB7vdjsFQTxA7qB3pBwuwZ+ip1Pth0paSl7aH8I6D6rSNrdqMLLO4BIvNho+x9rPyI2JOCm3rLho9J/ItFt5btQaXqjKkU0emxfdpm4mcJG3nJ2Ts/hIUDX2nz6PY2Z5nP8zB7lAZ3sfEg9cE1trY7WQfvvUlKi5s2XoefPV6Overv3SASWckPqgT8UGdao5VOK189sAt7M85jHNMP8r7x5JenkdWZSFZlYVNzjvfVoxNOUK34Fiaud/ZaSlzl7Gmcg0AQ72GEqoLbbyDEM0gG5EJIYQQQgghhBDivFAd2ha6ClFVtWYzsrLdu/Hx8cHtdpOVlVVv3+q6tuk70ylQPc+/H06sfzMyPy8vIvw9tWwP17Patnozsr25CpvL2rMlQ8HlPvPrOl1Wh4O5K1ZRZrPRISiIO0aNbDAMPVcKj2/g4Ir/A6DruJfQh43nz+/nUWJx0629gWdvD0arqX+O6xbuJDXPU+JhaJ+xjJzR47TGzl21DtvH/6Xrkj28fukTfDP+KX6+6K+8O+w+JrXr36xzaHWlPDkCtC2chKmqysryldhVO+HacAZ51f0lgRBnQkJbIYQQQgghhBBCnBf8Nf5o0eLESYm7pCa0zd+zh6ioKKDhurY1m5FtzwJfT5CXn7a9wbHiwjyrbZNz6oa2CTmgVUBF4ZuC/tz4k46RX8Avh8/82prLrap8un4jaUVF+Hl58fDECRh1bfugdGVJGrt/uBHV7SSi5zVE9n+IZz/MIyPPSXiQlr/eF4rJWH/ElJFcwJcffoOiAbMzhLtevPK0xnY7nax+9FEA+j/4IMHdPUtlffUmBobEcXn74c06T1yAHxM6Nd3udO2z7+OY8xhatEzxnoJGkahNtAz5JIk2oSgKP/74Y1tPQwghhBBCCCHEeUSjaDx1bfGUSAjq2hWt0YijvJxQHx+g4bq2nfqGo9EqFGVbMAV6Vtq6SnY1OFZNaHvKSttfDsN9S8Cl1m6fbfEcb+3gdmHCbrYfO4ZWo+GhCeMJ9vFu3QGb4HJUsOv767BX5OMb3peeF7/H6/8uYv8ROz4mhdceCCPIv/76rZaiSl667guMHcsBuP//bjvtFcMJH35IQWIipuBghj//fJ3X44M7E+rl32B/VQWnI4Bnh3WmpRcrl7hKWF+xHoCRppE1n10hWoKEtr8Tt956K4qicO+999Z57fHHH0er1XLrrbfWtL3iiisaPFfHjh1RFAVFUfD29mbAgAH873//a3T86j7ffvttndd69eqFoijMmzev5lhWVhaXXHJJs65NCCGEEEIIIcQfx8l1bTU6HSG9egHgbbUCDa+09TLr6dDbE8Qq9g4AmJ2HcVhL6m3ftaqu7ZH8fBwuFwAuN8xZC2o97auPzVlLq5VK2JZ6jB8TdgNwy/BhxFXNsa2oqsr+nx+kLGc3elMw/a/6hs+W2Fm7swKdFl6+J5QOkfp6+7qcbl679nvsEZ6QPb53XzrHnt5S18qCAjZVBbUj//IXvAID67TRKhpm92p89W573RUMiWrZCExVVZZXLMeBgyhdFP2M/Vr0/ELIRmStxe2CpH1QUgj+QdC1N2had+fAmJgYvv32W9555x1MJhMAVquV+fPn07796e0w+dJLL3HXXXdRWlrK3/72N2bOnElUVBQjRoxodPwvvviC6667rubYli1byM7Oxtu79m8GIyLqLzjeUhoqTC+EEEIIIYQQ4vx26mZkoX37krNzJ9rMTMCz0lZV1XpXbMYNiuTo7hwqj9ooNUXip8viWPIOYvtMqNM23M8PXy8vyqxWjhUUEBsWxtZMyLI0PDcVz+v9PgI/L/DWg1nv+dPb4PnfZh2YDbVfM5/8vw11j3npIK2okE/WbwBgSs8ejOkad5bv5NlL3fp3shL/i6LR0W/GVyxLCOS/K4oAePLmYPp29Wqw7yePLuPA/kOEX2FDo9Ew4+rTK4sAsOnFF7EWFREaH0/8XXc12G5sZDx/GXgrc/f/QN5JIb3TEUBxwRV8fmX8aY/dlARbAhnODPTomWye3OY1h8Xvj4S2rWHHBvj2QyjKP3EsMASuuxcGjmq1YQcMGEBKSgoLFixg1qxZACxYsIDo6Gi6dOlyWufy9fUlIiKCiIgI3n//fb766isWLVrUaGg7a9Ys3nnnHdLS0oiJiQHg888/Z9asWfzrX/+q1VZRFH744QeuuOIK/vWvf3H//feza9cu4uI8/1G6//77WbVqFTt37sRsNrNv3z6eeOIJ1q9fj7e3N1OmTOGdd94hJCQEgHHjxtG7d290Oh1fffUVffr0YfXq1ad1zUIIIYQQQggh2l5NaOs+EdoC2PfvR9e+PZWVlRQWFhIcHFynb9zgdiz7LIGj2zPpOL4vfmSRemhrvaGtoijEhoWy63gayTm5xIaFkVvevDmW2j1fLUVBRav4ouFKTDqVnMNmFhw/JextJPSt/tN0SoBsOIu1Y/lHVpC0+jkAuk96nYPFA/nHfz05xx2X+zNxcMNlG37+YDuL39tK2BWlAIwcOZKwsNNbNZy3bx8JH3wAwPh330WjbfxixkbGMzysN98cSGZj4l6OuOM5nhPLNT01dK37UTkrRa4iNlZuBGC0eTT+2obLMwhxpiS0bWk7NsAHf6l7vCjfc/y+Z1s1uL399tv54osvakLbefPmMWvWLLZs2XLG59TpdOj1euz2xv+LFB4ezkUXXcSXX37Js88+S0VFBd999x1r166tE9qe7Oabb2bx4sXMmjWLTZs28euvv/Lpp5+yefNmzGYzxcXFTJgwgTvvvJN33nmHyspKnnzySa699lpWrVpVc54vv/yS++67j40bN57xtQohhBBCCCGEaFvBGk/CVuQqwqW6TmxGtns3EUOGkJ6eTlpaWv2h7SDPZmTJ2zOJm9EfipZSmrWjwbG6hoV5QtvcXC4BwppZPvbNSRAbBBUOz1f5yX/aocIJ5fbar1Wc0qbcAZVOz/lUFJyqHtBjd0BJfqPDN5tecyLIPTn0NetOBLsnB8A1q4btKehW3gqqG3PXm0ky3srrX+TjVBQuHW7mhov8GhwzYeVRPnxoKV4dbHhFOtDr9addHlFVVdY8+iiqy0XcjBm0Hz++yT6/HIY5azVkWboB3WqOD2jhB33dqptl5ctw4aK9rj29Db1bdgAhqkho2xRVBbuteW3dLvjmg8bbfPsh9OzfvFIJBiOnWyX7xhtv5KmnnuLYsWMAbNy4kY8++uiMQ1u73c7f/vY3SkpKmDCh7m8mT3X77bfzpz/9iWeeeYb58+fTpUsX+vXr12S/jz76iPj4eB5++GEWLFjAiy++yMCBAwF477336N+/P6+88kpN+88//5yYmBiSkpLo2rUrAHFxcbzxxhtndJ1CCCGEEEIIIc4Pvhpf9Ohx4KDEXUJYVWhbmppKZFgY6enpZGRk1PtvzQ59wtAZtFiKrJj9+0IRaCyNbEYWXr0ZWR6qqjKknUKkj2fTsfrq2ipAhA9c1QO0LVAi1eVW+WTDb6xNPoZeZ+L20ePx9vL1hLsnhb6VVX/WhMN2T+DbUDBs85ToxeEGhw1KmxlrABjVMv5svY4otZgUzRD+lvYOznQjtI8C4P0C+PT9+kNfjc3OgRWVuGdczKCwheCGgB7jWXQ8AO+sesJhw4nvTboTEUjKokUcW7ECrcHA2DffbHLO1ZvH1XfPnl4FgSa4JLb570Fjdlh3kO3KxqAYmOQ9ScoiiFYjoW1T7DZ44IqWO19RPjx0VfPavv8jGBuuD1Of0NBQpk6dyrx581BVlUsvvbTe3z425cknn+TZZ5/FarXi4+PDa6+9xtSpU3nllVdqhaeJiYm16uVOnTqVe+65h3Xr1vH5559z++23N2u8wMBAPvvsMy666CJGjBjBn//855rXdu/ezerVq/Gp2in0ZCkpKTWhbXXIK4QQQgghhBDiwqUoCsHaYLJd2RS4CggKjMM3JoaytDT8VU8s19BmZHqDls79wknamolSEYVb1WBSsikvzsQ7oF2d9h2Cg9FpNZRZreSUlhLh788LYz0BoELtELA6mnthbMsEtgCrDx5kS8ohvDTwyISR9I3xbZHzOlye1b7Vq36rV/bWWfV7auhrd9P/6N1EqQewaCP4OfgrtKU63G43qkZBrQoobS6wVUJh5akjGyC+J+1Kt6LPysehMfFVxRSczaheqFAd4Kq4MuPRPL6ToLBAdu3piPlAAyuCDZ56wA1tHldtzlqY0vns71ueM48tVs+iuHGmcfhqWuZ+CVEfCW1/h26//XYefPBBAP7xj3+c0TmeeOIJbr31Vnx8fAgPD6/5zdG9997LtddeW9OuXbva/9HT6XTcdNNNvPDCC/z222/88MMPzR5z3bp1aLVasrKyKC8vx9fX88PPYrEwbdo0Xn/99Tp9IiMja/73qZudCSGEEEIIIYS4MFWHtvmufOKIIzQ+nrK0NIxFnk2wGgptwVMiIWlrJkWJhdgCuhCsSyZp/1b6j7yiTlu9VkvnkBCScnJJzs0lwt+fS2Lhg6meoO/kTckifDyBbUut2EzMzOLrrdsAuGbQQPrGRLfMiQG9Fvy14G88vX4pG97gcNkiFK2BMTP/w4YFWiqSMwgN0PKPJ8Lx89XVrPqtDnvL7WCxuvj3XzdzNLkYU7g3PbusxAX49ZzM9FhzTThcbzkJh2dslepgWYGAjhDQkXwg6djZvRfVm8dtzYThZ/EWu1QXyyqW4cZNF30Xuhu6n93EhGiChLZNMRg9K16bI2kvzH2u6XazX4aufZo39hm4+OKLsdvtKIrCRRddRHl5MyupnyQkJITY2Lr/JQoKCiIoKKjRvrfffjtvvfUWM2fOJDAwsFnjbdq0iddff51Fixbx5JNP8uCDD/Lll18Cng3Wvv/+ezp27IhOJx9ZIYQQQgghhPi9C9J6/t1Z6CoEPJuRHVmyBPXwYdDpKCgooLKyEpPJVKdv3GDP4qLD2zPpdlk/cCaTeaT+0BYgLizME9rm5DG6anPsS2I9KzM3HXeyfGMCk0f2Y0R7XYutsM0tLeX91WtwqyojunTmkt69WubEZzOn5CUcXu/Zo6fnlHf4ZFUXdidXYPZSeOX+UMICPf8e99J5yg2c7IMHl1Hyr+2089Zz/Ue9WLmxED8/P+bcMR5jE9GGWwVrVamH/Kw8/nPpdCod0PeZOYSOm3xiRfBJK4ZPLhuRWgxJhc24vtOPRmrZat1KvisfL8WL8ebxUhZBtDpJwJqiKM0vUdBrAASGeEogNCQw1NOuOTVtz5BWq+XAgQM1/7s+JSUlJCQk1DoWHBxMTEzMWY/fo0cP8vPzMZvNzWpfVlbGTTfdxMMPP8wll1xCdHQ0gwcPZtq0aVx99dU88MADfPLJJ1x//fX83//9H0FBQRw+fJhvv/2WTz/9tMFrFEIIIYQQQghxYQrWesr8FbgKAGo2IyvevZvASZMoKioiIyOj3sVGsYM8T2Sm7Mym320DIOt/VOQ1Udd2LyTl5tQ6rtXAsCiVQp8MhkX1bbHAttJu592Vqyi32+kcEsKtI0a0eQBoyT/InoV3AtB+4D38enw6K7aVotXAi3eF0CXa0GDfJf/czpL3t6Mo8PC8qfy8/T8AXHrppRibSmwBjXKi5MGOV/9MQPJmug8ezKzbJ6I04z3fnA7Xfd90u+ZuMlefbGc226yeVdETzBPw1siTvqL1tdCPHAF4gtjr7m28zXX3tGpgW83Pzw8/v4Z3c1yzZg39+/ev9TVnzpwWGz84OLje33jWZ/bs2Xh7e9fUyu3Tpw+vvPIK99xzDxkZGbRr146NGzficrmYMmUKffr04ZFHHiEgIACNRj7CQgghhBBCCPF7E6INAaDYXYxTddZsRpa/dy9RUZ4NsRoqkRDTIwSjWU+lxY63Tw8AvKy7UVV3ve1jwzybkWWXlFJmtbbodZzK7Xbz4br1ZBaXEGA28dDE8Rh0bbsQyWEtZtf863DZywhsP4ojpmf5z9JSAB6bFcSgHg3/2z5hxRE+engpADe/MoEKnwxKS0sJDQ1l5MiRpzWP7B072PfFFwBMmDsXpZn/3h/SDiJ9TtQcPpWC5/UhdUsaN4tTdbKsfBkqKl31XYkzxJ3ZiYQ4TbLStqUNHAX3PQvfflh7xW1gqCewHTiqVYadN29eo6//8MMPNQHnvHnzGm2fmpp62uM31ae4uLjW96p6okT4559/Xqf9Y489xmOPPVbzfVxcHAsWLGjw/GvWrGnWPIUQQgghhBBCnP/MihmjYsSm2ihyFREcG4vOZMJZWUlk1QKhjIyMevtqtRq6DIggcUMaanEQTtWAQSklPzOZ0Khuddr7GI208/cns6SEw7m59D9ps+2WtmBXArvT0tFpNTw8YQKBzXxCtbWobhd7frqdiqLDePnFoPb8hHc+KwPgpkv8uGR43Q3Bq2UkFfDqNd/jdqmMv6kPFz8QzwsvvADAZZdddlpPxaqqyurZs0FV6TFrFu2GD292X62GVt08bnPlZorcRZgVM+PN48/sJEKcAVmm2BoGjoLXv4THX4e7nvT8+fq8VgtshRBCCCGEEEKI3xNFUWqVSNBotYT08ewNY67at6XRzciq6tpm7s6l0O2pF5u0/7eG24d7Vtsm5eSe/eQbsOXIERbv2QvA7SNH0jk0pNXGaq7kdS+Rf2QZGp2J0NH/5qV/gdsNk4eYufUy/wb7WYoqeWnat5QXW+k+PJqHPr6M5cuXY7VaiYqKYuDAgac1j0P//S8ZGzeiM5sZ89prp30d1ZvHRZySMUf4eI6f6eZxGY4Mdtp2AjDJexJemmaWzxSiBUho21o0WujeF4aO9/x5DkoiCCGEEEIIIYQQvxc1oa27qq5tfDwA2qqwNjMzE5fLVW/frlWhbfL2TFTffgDkHtve4FhxVSUSknNbJ7Q9mp/PZxs2AXBpn96M6NK5VcY5HVmJ8zm6+W8AtB/7D178NpJKm0q/rkYevzG4wTq7ToeL1679noykQkLb+/PMD9dQYbWwdu1aAKZPn35apQwdFRWsfeIJAIb++c/4Rkef0fVcEgsbb4Ovpju5JWQ7X013svG2Mw9s7aqd5RXLAehl6EUnfaczO5EQZ0hCWyGEEEIIIYQQQpx3gjX1b0ZWuX8/RqMRh8NBbgMha/VmZEcTcvCN8Kz6dBbtbHCs6pW2qfkF2J31B8Fnqriigr+vXI3D5aJvdDRXD+jfouc/E6U5e9i35D4AogbO5s3lY8kvdtEhUs9Ld4ei1zW8Mdonjy4jYcVRvLz1PLfwWgLDffj5559xOBx06dKFXr16ndZctr35JmVpafi2b8+gxx8/q+uq3jxuoE8Gw6LUs9o8bkPlBkrcJfhqfBltHn1W8xLiTEhoK4QQQgghhBBCiPPOyeURgBObke3eTbt2npW0DdW1bRcbhLe/EbvViY/JU8fW27kfl9NWb/swX1/8TF443W6OFRS02DXYnS7+vmo1RRUVtPP3596xo9t8Q217RT67vr8Ot7OSoE6T+PLAgxzJcBDkp+HV+0PxMTc8vyX/3M6S97ejKPD4f66kc98IcnJy2LTJs4p4+vTpDa7QrU9pWhpbX38dgLFvvom+mRuat7ZjjmPstXlKWUwyT8KoGNt4RuKPSEJbIYQQQgghhBBCnHeqQ9tSdyl21V5THqEsLY2I0FCg4bq2iqIQO8gT7NoyDVjdfmgVB0eT9zTYvrpEQlJOTovMX1VV5m3axJG8fLwNBmZPmoDJYGiRc58pt8vB7h9vxlpyHHNgF9bb3mbHIQdeRoVX7g8jIrjh/eoTVhzho4eXAnDLqxMYNt0Thi9atAi3203v3r2JjT29WgTrnnwSZ2Ul0aNH0+2aa878wlqQzW1jRfkKAPoa+9Je33ob0wnRGAlthRBCCCGEEEIIcd4xaUyYFTMAha5CjP7++HXsCICf0wk0tRlZVYmEnVmUaDyrdI8eaGQzshaua7t0fyKbUo6gURTuHz+WcD+/Fjnv2Ti06mkKj61Da/AhLewTFv+mQ6PA83eE0LV9w4FyRlIBr17zPW6XyoSb47nq/0YAcPz4cXbu3ImiKFx++eWnNZeMjRs5+M03oCiMnzv3tFbotqa1lWuxqBb8Nf6MNI1s6+mIPzAJbYUQQgghhBBCCHFeaqhEgiE/H2i4PAJAXNVK28Pbs9AFDgCgOLORzciq6toezs1DVdWzmvee9HT+u30HANcPGUyvqnIObSljz1cc3/4BAK5u/+DTFREAPDwzkGG9Gy5LYCmqZM5l31JebKX78Gge/GhqTcC6cOFCAAYNGkT0aWwgprrdrJo9G4A+d9xBeP+2r/MLcMR+hAP2AygoTPGegl7Rt/WUxB+YhLZCCCGEEEIIIYQ4L50a2lZvRuZKSkJRFEpKSigrK6u3b9xgT1CaujeX4Hae0FYp29XgWB2CgjBotVhsNrJKSs94zpnFJXywZh2qqjKmaxyTenQ/43O1lOLM7SQu9YSk5u5P8LdfhwJw3WRfLh/j22A/p8PFq9d8T2ZyIaHt/Xnmh2sweHlKKCQlJZGYmIhGo2HatGmnNZ99X35Jzo4dGPz8GPWXv5zhVbWsSnclKytWAjDAOIB2urYP2sUfm4S2QgghhBBCCCGEOC/VCW2r6toW7dlDaBN1bUNj/AgI88bldGPWdQHARz1ChaWk3vY6rZZOoSEAJOeeWV3bcpuNv69cRaXDQdfwMG4eNrTNH/u3WbJJ+P563C4b3jFTeWPDrThdMH6gmTunBzTa95NHlrF75VG8vPU8v2gmgeE+gKde708//QTA6NGjCQkJaf58SktZ/9RTAAx/7jm8w8PP7MJa2OqK1VSoFQRrghlmGtbW0xFCQlshhBBCCCGEEEKcn6pD20JXIXBipW3+vn1EVZUcaHwzMk9d26IUB2WudiiKyqH92xocr6aubc7p17V1ud18sHYd2aWlBHl78+D4cei02tM+T0tyO20kLJiFzZKFV2B3Pjz4EuWVCn26GHny5mA0moYD5cXvb2PJP7ejKPDE11fSKf5EuLpnzx6OHj2KwWDg4osvPq05/fbKK1Tk5BAYF8eAhx8+42trSUn2JJIdySgoTPaejE5peEM2Ic4VCW1/R7Kzs3nooYfo3LkzRqORmJgYLr/8ctauXdtkX0VRGv168cUXW/8ChBBCCCGEEEKIkwRpgwCwqBasbisBnTuj9/HBZbMR5OUFNLUZmSfYTdmRSaXRE/imJzcjtM3NO+25/nf7DvZlZGLQ6Zg9cQJ+pobrxJ4LqqqSuOxPFGf8hs4YwE9F/yCz0ER0mI6X7gnBoG84sN21/Agfz/4VgFtencDQy7vVvOZ2u2tq2Y4fPx5/f/9mz6k4JYUd77wDwLi330ZraHjzs3Ol3F3O6orVAAzxGkK47vxY+SuE/OqglbhdLtLXr6c8KwvvyEiiR49G04q/YUtNTWXkyJEEBATw5ptv0qdPHxwOB0uXLuWJJ55osr5MVlZWzf/+7rvveP755zl06FDNMR8fn1abuxBCCCGEEEIIUR+jYsRH8cGiWihwFxCliyK0Tx8yN2/GVOqpO9v4ZmSelbbJ2zKJGTcQsn6hPHdHg+1jw0JRgJzSUkorKzHpmhebrE8+zK/7EwG4c9RIOgQHNfMKW0/ark/J2D0PFA07te+QkBZFgI+GVx8Ixd+n4Xwi/VA+r137PW6XyoSb47nq/0bUen3r1q1kZWVhNpuZPHnyac1pzeOP47Lb6ThlCp2nTj2Ty2pRqqqysmIlVtVKqDaUwV6D23pKQtSQ0LYVJC1YwKrZs7Gc9Ns+n+hoJsydS9cZM1plzPvvvx9FUdi6dSve3t41x3v06MHVV1/NrFmzcLvdfPfddzWvORwOIiMjefvtt7n55ptrjvv7+6MoChEREa0yVyGEEEIIIYQQormCtcFYnBYKXYWe0LZvXzI3b0Zz/DjgeerU4XCg1+vr9I0b5Flpm3Ygn5B2Q7BlgcGa0OBY3kYjUQEBpBcXk5ybS3y7pjejOpyby5ebNgMwvV9fhnTqePoX2cIKj2/g4PInAMgJeJJf9gzFoFf4y32hRIXWfZ+qlRVW8tK07ygvttJjRDQPfTy1Vk1eh8PB4sWLAZgyZQpms7nZczq2ciWHf/wRRatl3DvvtHmtX4AD9gMcdRxFi5Yp3lPQKm1bzkKIk0l5hBaWtGABC6++ulZgC2DJyGDh1VeTtGBBi49ZWFjI0qVLeeCBB2oFttX8/f254YYbWLRoERaLpeb4r7/+SkVFBVdeeWWLz0kIIYQQQgghhGgJIVrPJlc1m5FV1bUt27sXb29v3G53radHTxYY4UNItB+qCiY1BreqwVvJJi+74ZIKseHNr2tbWF7O31etxul2M7B9e6b363ta19YaKkvT2f3DjahuJ/ag6czbcyOKAs/cFkzPTsYG+zkdLl679nsykwsJbe/PMz9ci95Ye63fhg0bKCwsxN/fn3HjxjV7Tm6nk9WPPAJAv/vvJ6RnzzO5tBZV6i5lbYWnnOQw07Caz5kQ5wsJbZugqir28vJmfVlLS1n18MOgqvWdCIBVs2djLS1t1vnU+s5Tj8OHD6OqKt27d2+wzUUXXYS3tzc//PBDzbGvv/6ayy+/HF9f39N7U4QQQgghhBBCiHOkuq5tTWgbHw9A/u7dREVFAU2USBjsKZGQsa+EUjUWgIP7tjbYvmt48+ra2pxO5q5cRWmllejAQO4aMwpNG68edTkqSfj+OuwV+Si+vfnHnucBhfuvCmB0v8ZXxX48+1d2rzyKl7ee5xfNJCCs9qIwq9XKL7/8AsDUqVMxnEY92t0ff0z+vn14BQUx4jzYM0dVVVaUr8COnUhtJAOMA9p6SkLUIeURmuCoqODvLVXPVVWxpKfzXjOLdD9ssWCoZ+Vs3dM2He7qdDquvfZa/vOf/3DTTTdRXl7OTz/9xLffftusuQghhBBCCCGEEG0hWBsMnBTa9ukDQHlWFtHBwSTR9GZkm384xOHtWUQP6wcVSeSmbgPqL19YvRlZakEBdqez3jaqqvLZho0cKyjE12hk9sQJeNVTnuFcUlWV/b88SGl2AhpjMB+lvINTNTFjvC9XTfBrtO/i97fx8wc7UBR44usr6RRfdzOuVatWYbFYCAsLY/jw4c2eV2VhIZuefx6AkS+/jCmo7ev97rHtIc2Zhg4dk70no1FkTaM4/8in8ncgLi4ORVE4ePBgo+1mzZrFypUryc3N5ccff8RkMnHxxRefo1kKIYQQQgghhBCnr3qlbaVaSYW7AoOvLwFdugDg43AATYS2VXVtk7dl4hcxEAB74c4G24f4+BBgMuFyu0ktKKy3zeI9e9l6NBWtovDAhHGE+rb95t3Htv6DrP3fgaLlh7y3KbRFMaqvifuuCmi0367lR/h49q8A3PLaRIZe3q1OG4vFwooVKwC47LLL0J7GRuub58yhsqCAkN696Xv33c2/oFZS7CpmQ+UGAEaaRhKoDWzjGQlRP1lp2wS92czDJ9WBbUz6unUsuPTSJtvN+PlnoseMadbYzREUFMRFF13E+++/z8MPP1ynrm1JSQl+fn6MGDGCmJgYvvvuO3755Reuueaaegu1CyGEEEIIIYQQ5wu9osdf40+Ju4QCVwFmjZnQvn0pTklBn5MDeEJbVVXr3dwqbpCnPEJWShHh0RMoPALejj24XK56w0dFUYgND2N76jEO59UtkbDz2HG+37kLgBuHDaX7ebCJd/7RVRxa/SwAW21PcbBkMD06Gnj6tmC0moZLNqQfyue1a+bjdqlMuDmeq56ofwXtr7/+itVqJSYmhgEDml9KID8xkV3vvw/A+HffRaNr2xjKrbpZVr4MJ06iddH0NbZ9DWIhGiIrbZugKAoGb+9mfXWcMgWf6GhoqIaNouAbE0PHKVOadb7T2Unx/fffx+VyMWTIEL7//nuSk5M5cOAA//jHP5gyZUpNuxtuuIEPP/yQ5cuXM2vWrLN9e4QQQgghhBBCiFZXp0RC1WZkjoMH0Wq1VFZWUlRUVG9fn0ATkV2qVlOWheBUjRg1ZRxJSWpwvK5VJRJODW3Ti4r4eN16ACZ278b47nVXpZ5rFUVH2P3jLaC6Oa5czeqc64kM0fGX+0LxMjQc+5QVVvLStO8oL7HRc2QMD308td4corCwkLVrPRt2TZ8+HY2meVGSqqqsefRRVJeL2OnT6TBx4pldYAvaZdtFlisLAwYmmyefVu4ixLkmoW0L0mi1TJg71/PNqX/xq74f/+67aE7jMYLm6ty5Mzt37mT8+PH86U9/onfv3kyePJmVK1fyt7/9rabdrFmzSExMJCoqipEjR7b4PIQQQgghhBBCiJZ2amgbVhXaFuzeTUTVStem6toCHN2ZR5mmJwBHEn9ruH3VZmQpeXk1+8hYrFbmrliF1emkR0QE1w8dcjaX1CKcdgu7vr8Op7WIMm0//nv8Gfy8tbz6QCiBvg1nD06Hi1evmU9mciFhHfx5esE16I31r4L9+eefcTqdxMXF0aNHj2bP7ciSJaQuW4bWYGDsW2+d9rW1tAJXAZsrNwMw2jwaP23jdX6FaGsS2rawrjNmcPn8+fhU7WBZzTc6msvnz6frjPoLnbeEyMhI3nvvPVJTU7HZbKSnp/Pjjz8yatSomjY9evRAVVVSU1Mb/I3SrbfeSnFxcavNUwghhBBCCCGEOB0NrbQtSEykXaSn/EFjoW1sVYmE5O2ZaPw9j/cXZmxvsH1MUBB6rZYKu4Nkq43ErCzeW7WGPIuFUB8fHhg/Fl0zV5y2FlV1s3fx3VjyEnFqw/jX8XfR6Iy8dE8I7cMbLoWoqiofPfwre1alYvIx8NzCmQSE1b8JenZ2Nps3e4LO6dOnN3tlqstuZ81jjwEw8NFHCYyNPc2ra1ku1cWy8mW4cNFR15Fehl5tOh8hmkNq2raCrjNmEDt9Ounr11OelYV3ZCTRo0e3ygpbIYQQQgghhBDi964mtHUXoKoqfh06YPDzw15aSpDBAEBGRkaD/bsOrt6MLIthtw/EWfwZlO5qsH3C8bSaFbb7K63sX7kaAL1Gw+xJE/Dx8mqR6zobRza9Se6hhaiKgW8y38XiDuO5W4OJj218bovf384vH+5AUeDxr6+kU3x4g20XLVqEqqrEx8fTuXPnZs9t5z/+QVFyMubwcIY980yz+7WW7dbt5LpyMSpGJnpPlLII4oIgoW0r0Wi1tB83rq2nIYQQQgghhBBCXPACNYFo0GBX7VhUC74aX0Lj48nYsAGvqidFG1tp27l/BIoC+emlhEeMJWMv+KmJVFZaMZlqh5zbU4/x3uo19Z7H4XaTXVJKdGBgS13aGclN/pnD614GYGnBc2Ta+3HXFQGMH1T/itlqO5el8MkjvwJwy2sTGTqta4NtU1NT2bVrF4qicPnllzd7buW5uWx+6SUARr/6KgZf32b3bQ25zly2WrcCMM48Dh+NT5vOR4jmOi/KI7z//vt07NgRLy8vhg4dytatW5vV79tvv0VRFK644orWnaAQQgghhBBCCCHajFbREqAJAOqWSCA1FYC8vDysVmu9/c2+RmJ6hABgyTRhdfujUxwc2JdQq53b7eY/vzWeSXy9dStut/vMLqQFWPIPsmfhHQAklN/AnvKrmDbKh+smNx6Oph3M5/Vrv8ftUpl4SzxXPTG80fYLFy4EYMiQIbRr167Z89v47LPYS0sJHziQ3rfc0ux+rcGpOllWvgw3bmL1sXTTt/3GcUI0V5uHtt999x2PPfYYL7zwAjt37qRv375cdNFF5ObmNtovNTWVxx9/nNGjR5+jmQohhBBCCCGEEKKtVJdIKHQVAic2Iyvds4eAgACg8RIJ1ZuRpezMptLg6Xs8uXZAeygnl6KKikbnUVhewaGcxjOL1uKwFrNr/nW47GVkOgaxvPBJhvby4uGZgY0+8l9WWMlL076jvMRGz5ExPPjR1EbbHzx4kIMHD6LVarnsssuaPb+cXbvY8+mnAEyYOxeljev+/mb9jQJ3ASbFxHjzeCmLIC4obR7avv3229x1113cdttt9OzZkw8//BCz2cznn3/eYB+Xy8WsWbOYM2fOadVUEUIIIYQQQgghxIWpOrTNd+UDJ1ba5u3eTVTVZuCNb0ZWXdc2E2OIZzMyS/aOWm1KKhsPbE+3XUtS3S72LLyDiqLDlKuRfJ/7Dp1jzDx/RwhabcNhpNPh4tVr5pN1uJCwDv48veAa9MaGq2WqqspPP/0EwOjRowkODm7e/FSV1Y88AqpK9+uvJ2rkyNO6vpbgVt1kODOwhFrYa9/Ldqtns7mJ5omYNeZzPh8hzkabhrZ2u50dO3YwadKkmmMajYZJkybV7E5Yn5deeomwsDDuuOOOczFNIYQQQgghhBBCtLEgbRBwojxCSO/eoChU5OYS3oyVtic2I8skouNgAPSVCbXa+JuaF+w1t11LSl73Mvkpv+LCi//l/AOfgDBeuS8Uk1fD0Y6qqnz08K/sWZWKycfA84tmEhDWeN3bhIQEjh07htFo5JJLLmn2/JLmzyd93Tp0JhNjXn+92f1aymH7Yb4o+YKfrD+R3yOf9fb1AETpouhi6HLO5yPE2WrTjcjy8/NxuVyEh9feqTA8PJyDBw/W22fDhg189tlnJCQkNGsMm82GzWar+b60tBQAh8OBw+Go1dbhcKCqKm63u03r07Sk6t0uq69LtB23242qqjgcDrRabYPtqj+Xp34+xflL7tmFR+7ZhUfu2YVH7tmFR+7ZhUfu2YVH7tnZ8Vf9AU95BLvdjqLXExAbS3FyMqaqkgZpaWkNvr/RPYPQ6jSU5FUQ6B9HKeCvHCErK5eQEM/GYp2DAgk0mxstkRBoNtM5KPCc3secgz9wdPNbACwpeAmLrhdv3x2Iv7fa6Dx+/ucOfvlwB4oCj/5rGlHdgxpt73K5amrZjhs3Di8vr2Zdp7OykjWPPw7AwMcfxxQRcU7fnxRnCr9af633tQxnBgcrD9JFJ8Ht+eqP9rOxudfZpqHt6SorK+Omm27ik08+ISQkpFl9Xn31VebMmVPn+LJlyzCba/9mTKfTERERgcViwW63t8iczxdlZWVtPYU/PLvdTmVlJevWrcPpdDbZfvny5edgVqIlyT278Mg9u/DIPbvwyD278Mg9u/DIPbvwyD07MyoqjAKnxsnC1QvRW/U4Q0MhOZnjmzaByURaWhpLlixpsHZpQHsDBUesLP1uO9G+kfhqs1i44GsiojvVtInTQGNbkcVpYOnSpS18dQ1TrMcwHJ2DAvxWehuHKi/lioFJJO6ykLir4X7pu8pY+vJRAAbfHEGeJpmff05udKz09HRycnLQ6/U4HA5+/vnnZs2x8L//pez4cXQhIeT37t3sfi1BRSV9aDoYgPpuuworildwcOtBlHobiPPFH+VnY0UTdbOrtWloGxISglarJScnp9bxnJwcIiIi6rRPSUkhNTWVadOm1RyrXj2q0+k4dOgQXbrU/s3JU089xWOPPVbzfWlpKTExMUyZMgU/P79aba1WK2lpafj4+ODl5XXW13c+UFWVsrIyfH19peB2G7NarZhMJsaMGdPo58vhcLB8+XImT56MXq8/hzMUZ0ru2YVH7tmFR+7ZhUfu2YVH7tmFR+7ZhUfu2dn7ruI7CtwFxI+Jp5OuE1t372bzpk1E2Wwc9PPD4XAwaNCgOk/0VktdpLD8yG781Ehc3v3AmoW/0cKll15aq93A42l8u31HrRW3gWYz1w0ayID2Ma15ibXYKwrY/tVTWFUbRytHsrbkMf40K5DJQ8Y02i/9YAH/ueVfqG4Yf1NvHvq48Y3HwPP5/Mtf/gLApZdeyoQJE5o1R0tGBl/ecAMAk955h25XXtmsfi0lw5nBMeuxhhso4PJy0W9KP6J0UeduYqLZ/mg/G6urADSlTUNbg8HAwIEDWblyJVdccQXgCWFXrlzJgw8+WKd99+7d2bt3b61jzz77LGVlZcydO5eYmLo/OI1GI0ajsc5xvV5f54PgcrlQFAWNRoOmjXc4bCnVoXb1dTXXrbfeSnFxMT/++GMrzeyPR6PRoChKvZ+9+jS3nTh/yD278Mg9u/DIPbvwyD278Mg9u/DIPbvwyD07cyG6EArsBZRQgl6vJ2KAZ0Oxwr17ibrpJlJTU8nJySE6Orre/t2GRrP8s92k7Mxh5J2D4Ogv2At31bkfQ7t0ZnCnjiRmZLJm82bGDR9Oz6h25zQrcLudJC65A2vpcYqcMSwsfJNbLgvi0pH+jfYrK6zklRnfU1Fio+fIGB7+ZBp6Q9Pxz7p16yguLiYgIIDx48c3+zO6+bnncFZUEDVyJL1mzTrnC8Zsqq3pRoBNa5O/d+e5P8rPxuZeY5snk4899hiffPIJX375JQcOHOC+++6jvLyc2267DYCbb76Zp556CgAvLy969+5d6ysgIABfX1969+6NwWBoy0tpc3l5edx33320b98eo9FIREQEF198MVu2bDntc82dO5d58+a1/CSFEEIIIYQQQogzFKwNBqDA7dmMLLRvXwAKDx6kXWQk4HnEvyHVm5Ed3p5JTJxnMzKzfTcut1qnrUajoVtEODFGA90iws/54q6kVc9QeGwtdreZBfnvMXZIFDdd4tdoH6fDxatXzyfrcCFhHfx5esE16I1NB7aVlZU1JR+mTp3a7Hwlc/NmEr/6ChSF8XPntskTvt5K4xurnW47Ic4XbV7TdubMmeTl5fH888+TnZ1Nv379WLp0ac2jDMePH78gV726XG72rz9OUZaFwEgfeo1uj1bbutdx1VVXYbfb+fLLL+ncuTM5OTmsWLGCwsLC0z6Xv3/jv7kTQgghhBBCCCHOtWBNVWjr8oS2vtHReAUGYi0qIqAqO2gstG3fKxSDl47yEht+Xl1IVzX4arM5cuQ4cbEdWv8Cmilj79cc2/Y+AIsLX6NDlz78aVZQo6Goqqp8+NBS9qxOxeRj4PlFMwkIa15QuXLlSsrLywkPD2fYsGHN6qO63ayaPRuA3rfdRsTAgc3q19La6drhrXhTrpY32MZH8aGdrt05nJUQZ6/NQ1uABx98sN5yCABr1qxptO/5uBp004IDfDz7V/LTT2z+FRLty91zL2LEjB6tMmZxcTHr169nzZo1jB07FoAOHTowaNAgSktLeeKJJzh06BCLFy8G4N133+XRRx/ll19+4eKLLwYgNjaWP//5z9x55511yiOMGzeO+Ph4vLy8+PTTTzEYDNx77728+OKLrXI9QgghhBBCCCHEqapX2ha5inCrbjSKhtC+fUlbswZj1YKljIyMBvvr9Fo69Qvn0JYMju4upVwTi6+axOHEbedNaFucuZ39vzwEwMaS+3AFXsILd4Wg0za+inXxe9tY+tFOFAWe+OZKOvapv67vqcrKyli5ciUA06ZNQ6vVNqtf4ldfkb1tGwZfX0b/9a/N6tMaNIqGIG0Q5c6GQ9ux5rFolAtvQaD4Y5NPbAvbtOAAr1w9v1ZgC5CfUcYrV89n04IDrTKuj48PPj4+/Pjjj9hsdeu5jBkzhg0bNuByuQBYu3YtISEhNaF4RkYGKSkpjBs3rsExvvzyS7y9vfntt9944403eOmll/4wO/sJIYQQQgghhGh7fho/9Ohx4aLYXQxAaHw8AOqRI4BnUZPFYmnwHHGDPCsuk7dnofj1B6AgbXsrzrr5bJYcEr6/AdVlI7lyPAeUh3nl/lB8TI3HNzuXpfDJI8sAuO2NSQy5rGuzx1y6dCk2m4327dvTv3//ZvWxWyys+/OfARj27LN417OZ/LlyzHGMNGcaACbFVOs1H8WHqd5TiTXEtsXUhDgrEto2QVVVrOX2Zn2Vl1r56OFfoW4pnJpjH83+lfJSa7POp6r1nah+Op2OefPm8eWXXxIQEMDIkSN5+umn2bNnDwCjR4+mrKyMXbt2oaoq69at409/+lNNaLtmzRqioqKIjW34B1l8fDwvvPACcXFx3HzzzQwaNKjmt3FCCCGEEEIIIURrUxSFIG0QcKJEQnVd2+I9ewgNDQUaL5EQN9hT+zZ5WyaBUYMAcJfsbLU5N5fbZSdhwQ3YLJnkOzqz0vIGr94fTlhQ4w9Jpx3M5/Vrv8ftVpl0W1+u/FPzyhsAFBQUsH79egCuuOKKZtek/e3VVynPyiKgSxcGVJVIaAs21caK8hUA9DX25U7/O5nuNZ2QAyFM95rObf63SWArLljnRXmE85mtwsHVPq+3zMlUKEgvY6b/m81qPt/yJF7ezd9c7aqrrmLq1KmsX7+eLVu28Msvv/DGG2/w97//nXvvvZe+ffuyZs0aDAYDBoOBu+++mxdeeAGLxcLatWtryio0JL7qt5fVIiMjyc3Nbfb8hBBCCCGEEEKIsxWsDSbHlUOBq4A44mpC27zdu4mq2jcnIyOD7t2719u/eqVtys5sOvWYTFIi+Kt7qah0Yja1XUxyYNmfKM74Davblx8L3+OpuzoSG9N4JlBaUMFLl31LeYmNnqNieOCDS09rM7AlS5bgdDrp1q1bg+/XqYqPHGH73/4GwLi//Q2d0djs8Vra+or1WFQL/hp/RppGolE0ROmi8MnzIUoXJSURxAVNPr2/M15eXkyePJnnnnuOTZs2ccstt/Dqq68Cnrq0a9asqQlog4KC6NGjBxs2bGhWaKvX62t9rygKbre71a5FCCGEEEIIIYQ4VXVd2+qVtiG9eqFotVQWFBDq5wdAWlpag/2jugVj8jFgq3CANQKnasRLU8aBxNYpZ9gcaTs/JT3hC1RVYVHBm9xy9QCG9DI12sfpcPHq1fPJSikivGMAzyy4Br2x+aFzZmYmv/32GwDTp09vdr+1TzyBy2ajw6RJdLn88mb3a2mpjlT22/cDMNk8Gb2ib6KHEBcWWWnbBKNZz3zLk81qu2/dcV689Jsm27348/X0HtO+WWOfrZ49e9ZsJjZ27Fg+//xzdDpdzeZj48aN45tvviEpKanRerZCCCGEEEIIIcT54NTQVuflRVC3bhQkJuJdUQE0vhmZVquhy8BI9q09RsrOfCr0vfFz7uBY0jYGDuzT+hdwiqK0jSQuexyAtSWPMHzsZVw2yqfRPqqq8uGDS9m75hgmHwPPLZqJf6j3aY27aNEiVFWlX79+dOzYsVl9jq9eTfKCBSgaDePeeee0VvW2JJtqY2W5p1xjP2M/ovRRbTIPIVqTrLRtgqIoeHkbmvXVf0pnQqJ9oaGfWQqExPjRf0rnZp3vdH74FRQUMGHCBL766iv27NnD0aNH+d///sebb77JpZdeCng2IysrK2Px4sU1Ae24ceP4z3/+Q2RkJF27Nr9QuRBCCCGEEEII0RaqQ9tidzFO1QmcqGurrQprs7OzcTqdDZ4jbtCJuraGIM/mW6XZO1ptzg2pLE1nx/wbQXVyoOISfLo9zO2X+zfZb9E/trH0450oCjzxzZV07B12WuMePXqU3bt3oygK06ZNa1Yft8vF6kceAaDvffcR2rv3aY3ZktZVrKspizDCNKLN5iFEa5LQtgVptRrunnuR55tT89aq7+9+dwpabcu/7T4+PgwdOpR33nmHMWPG0Lt3b5577jnuvPNO3njjDQACAwPp06cPoaGhNbVqxowZg9vtbrI0ghBCCCGEEEIIcT7wVrwxKkZUVIpcRQCEVu3BUr5/PyaTCZfLRVZWVoPniBvsqWubtC2T8I6ezci05QmtO/FTuByVbP/vdbiseeTYu5Ee+AZP3BTS5AKuHb+m8OmjywC47Y1JDLns9BZgqapa80TusGHDiIyMbFa/vZ9+St6ePXgFBjJyzpzTGrMlHXUcJdGeCMBkbymLIH6/pDxCCxsxowdPz7+aj2f/Sn56Wc3xkGg/7n53CiNm9GiVcY1GI6+++mpN/dpqbreb0tLSmu8TEhJqvR4UFFRvXdp58+bV+n7NmjV12lT/kBdCCCGEEEIIIc4VRVEI0gSR5cqiwF1AKKE1K23z9+wheuhQkpOTycjIICYmpt5zVK+0Pbo7h85dr2LXVgjSJJKTX0F4iLnVr0FVVfYsfpCKvAQqXAH8xge8dm8HDPrGA9u0A3m8MfN73G6VSbf15co/DTvtsQ8cOEBycjI6nY6pU6c2q4+1qIgNzzwDwIg5czAFB5/2uC3B5j5RFqG/sT9ROimLIH6/JLRtBSNm9GDo9G7sX3+coiwLgZE+9BrdvlVW2AohhBBCCCGEEH80wdpgslxZFLoKAQirCm2LDh0iOiKC5ORk0tPTG+wf0TkQn0AvLEVWSnJ8sav+GJQSDuxLIHxc6z9uf/S398g9+B1uVcvKynd59tEB+JobzwxKCyp4adp3lJfY6Dkqhgc+uPS0a8q63W5++uknwPPkbVBQULP6bX7pJSoLCgju2ZO+9957WmO2pLWVaylXywnQBDDcNLzN5iHEuSApYivRajXEj+vI2Ot7Ez+uowS2QgghhBBCCCFECwnRhgAnNiPzjozEFBKC6nbjr6oAjYa2iqIQN8hTIuHwjizspn4AZKZsbcVZe+QfXUXSas+q1XVlT/LgXdOIDGl8TZ3D7uLVq+eTlVJEeMcAnllwDXrj6a/DS0hIIC0tDaPRyEUXXdSsPgUHD7LrvfcAGP/OO2j1bVOO4KjjKAfsBwApiyD+GCRJFEIIIYQQQgghxAUlSOtZIVod2iqKUlMiwVDgOZaRkYFaFeDWJ27wic3IvMMHAFCZv7PV5gxQUXSUbf+7GQU3e8uvYOp1s+ne0dhoH1VV+eihpexdcwyTj4HnFs3EP9T7tMd2uVwsXLgQgEmTJuHr69usfmseewy300mXadPoOGXKaY/bEqxua01ZhAHGAbTTtWuTeQhxLkloK4QQQgghhBBCiAtKsNZTU7XEXYJDdQDUhLbOpCQ0Gg3l5eUUFxc3eI7qzciSt2cRHTsEAJN9Ny5Xw0Hv2XDaLaz/9zVoXMVk2vrQZcI7jOrbdPi66B/bWPrxThQFnvjmSjr2Djuj8Tdv3kxubi4+Pj5MnDixWX2O/PwzR3/5BY1ez7i//e2Mxm0J6yrXUa6WE6gJlLII4g9DQlshhBBCCCGEEEJcUMwaMybFBFCnrm3hnj1EREQAjZdIqC6PcGxfLtEd+wMQpD1CyrGCFp+vqqps+PYuKD+IxRWCo/tnXDkhtMl+O5Ye5tNHlwFw25uTGHJZ1zMa32638/PPPwNw8cUX4+Xl1WQfl93OmsceA2DA7NkExsWd0dhn64j9CAfsB1BQmOw9GZ0i2zOJPwYJbYUQQgghhBBCCHHBqV5tW10iITQ+HoC8PXuIiooCGg9tg6N8CYzwwe1SyTqsUqlEoSgqSfu3tfhcdy17DVvGIlyqjqNBH3LntT2a7JN2II/XZy7A7VaZdFtfrnxs2BmPv3btWoqLiwkKCmL06NHNm/P771N46BDmsDCGP/vsGY99NqxuKysrTpRFiNRFtsk8hGgLEtoKIYQQQgghhBDignNqaBvUowcanQ5bcTGhPj6Ap65tQxRFIXZQVV3b7Vmovp7VtvnHt7foPI/sWULujlcA2Kedw0N3TkGjURrtU1pQwUvTvqOi1Eav0e154INLUZTG+zSkoqKCX3/9FYCpU6eib8ZGYhV5eWyeMweAUX/9K0Z//zMa+2ytqVxDhVpBoCaQYaYzD62FuBBJaCuEEEIIIYQQQogLzqmhrc5oJKiHZwWryWIBGl9pC9C1uq7ttkwC23k2I3MW72qxORZkHSRxye0oisoh5w3cff+DGA2NRzEOu4tXr55PVkoR4R0DePr7q9Ebz7wkwIoVK6ioqCAyMpKhQ4c2q8/G557DVlJCWP/+9L7ttjMe+2yk2FM4ZD+EgsIU7ylSFkH84UhoK4QQQgghhBBCiAvOqaEtnKhrqxw/DkBeXh42m63Bc5xYaZtJpx6eQNPfvYfySvdZz89WWcy6f12DnnIyHYO44s53CPDVNtpHVVU+fPAX9q45hsnXwHOLZuIf2vRmZQ0pLS1l1apVAEybNg2NpukYKHf3bvZ88gkAE+bORaNtfM6todJdyaoKz7wHGAcQoYs453MQoq1JaCtqzJs3j4CAgLaehhBCCCGEEEII0aRgjSe0tagWbKonmA2tCm0t+/bh7++PqqpkZmY2eI7qlbYZhwoICumNW9Xgp8sm8eCxs5qb2+Vk8cc3Y3YfpdQVwYCrvqJ9ZNPh68K/b+XXT3ahKPB/38ygY++ws5rHL7/8gt1up2PHjvStem8ao6oqqx95BNXtptu11xLdzPq3LW1NhacsQpAmSMoiiD8sCW1bicutkpBkZeW2chKSrLjcaquPmZ2dzUMPPUTnzp0xGo3ExMRw+eWXs3bt2mb1nzlzJklJSQCMGzcORVEa/Bo3blwrXokQQgghhBBCCNE4o8aIj+KpXVuzGVlVMJm3e3fNZmRpaWkNnsM/1JuwDv6oKhzdV4ZVFwdA6qGz24xs8b+fx6diFQ7VSMjIf9O3V3STfXYsPcxnjy0H4LY3JzF4atxZzSE/P58NGzYAMH369GbVxE1esIC0NWvQeXkx5o03zmr8M3XYfpgkRxIKCpO9J0tZBPGHJZ/8VrBuVwXv/6+IvGJXzbHQAC0PXBPImP7mVhkzNTWVkSNHEhAQwJtvvkmfPn1wOBwsXbqUJ554gmnTpjV5DpPJhMlkAmDBggXY7XbA8x+4IUOGsGLFCnr16gWAwWBolesQQgghhBBCCCGaK1gbjMVpocBVQDtdO0Lj4wEoOnyYTuHhJCYmNroZGXhKJOQeKyF5WyaGoP6Qd4jizO3AtWc0p9W/fIsx6+8AOLr8jfHjhzfZJ+1AHq/PXIDbrTL59n5c+djZry5dvHgxLpeL7t27061btybbO61W1jz+OACDnngC/w4dznoOp+vksggDvQZKWQTxhyYrbVvYul0VvPhJfq3AFiCv2MWLn+SzbldFq4x7//33oygKW7du5aqrrqJr16706tWLRx99lOXLPb+pe/vtt+nTpw/e3t7ExMRw//33Y6kqzg61yyMEBQURERFBREQEoaGhAAQHB9ccCwoKapXrEEIIIYQQQgghmqu6rm2hqxAA7/BwzOHhoKr4uTz/Lj+dzcjC2g8GQGNJQFVP/4nZXTt3Ur7zIQAK/O/mimtvabJPaUEFcy77jopSG71Gt+f+Dy5t1qrYxmRkZLBtm2e18PTp05vVZ/vbb1OamopPVBRDnnzyrMY/U2sq1lCpVhKsCWaoV/M2TRPi90pC2yaoqkqlzd2sL0uli/f+W9To+d77XxGWSlezztfc/0AUFhaydOlSHnjgAby969bI8ff3B0Cj+f/27js8yirt4/j3mUnvlSSEQIDQpEMEQXoHRVBQV9nFIOpaWBUUBF0BFQURFFnbvrqCu+qKigpKkRoElN6k95rQQkhIn8zM+0fILJE0IEMS+H2uK5eZM+c5537mJMHcOXMfE9OnT2fHjh189tlnLFu2jFGjRl35iyIiIiIiIiJSAeQnbc9azzra8g8jcz19GoCEhARstqIPFouJvZi03ZBIzC15icIQ8++cTLJcUSxHjp5i//wHcTVlkuzSjnsfe7PE5Kslx8obA77l5MFkwmoG8OLsgbi6XfvBX3PnzsVut9OiRQtqlGLHbFpCAmvfeAOAjpMn41ZIbsHZ9uXsU1kEkUvoO6AEWTl27hhe/F/lrsTZ81bueq74t2bkm/dONTzdS/7r2v79+7Hb7dSvX7/Yfs8++6zj8+joaCZMmMDjjz/OBx98UKp4RERERERERCqS/KRtfk1byKtre3jRInJ278bV1ZXs7GzOnj1LlSqFH+oV0zICgFOHzmNyq4kVdzxMF9i1Yxft295SqjjOp2YT/59BhJuPk04UfR79HFcX12KvsdvtfDRsAdtXHMHT142xP96Pf+i1J0sPHDjA77//jslkKlWpRIBfxozBkp5O1TZtqP/AA9ccw5XKsGWwPGM5ALEesYS5hF33GEQqGu20vQGUdkfukiVL6Nq1K5GRkfj6+vKXv/yFpKQkMjKcU7JBRERERERExJmCzHml+zLtmWTY8n63zT+MLGnbNqpWzdtFW1yJBJ8AD6rWyRvn4OazZLs3yrvmQOkOI8vOsfHfD58n3LQGi92LVvd/jV9ASInXzZ2+jp8/3ozJZDDqq3uo0bDwpPKVsNvtzJkzB4A2bdoQFlZy8jNx3Tp2/vvfAHR+991rLs1wNRxlEczBtPJodd3nF6mItNO2BB5uBvPeKfmUR4Bt+7MY8/7ZEvtNfCqEJjEepZq7NOrUqYNhGOzevbvIPocPH+bOO+/kiSee4PXXXycoKIhVq1YxdOhQcnJy8PJyzgFpIiIiIiIiIs7iarjib/InxZbCOes5vExejqTtmW3biHz8cY4cOcLx48dp0aJFkePUubUqCfvOsW99AoHRLeHYRjJObwSKr0lrs9n55P8+JsY2A4DoLh9RrVbjEuPesGA//xqRd/7MkLe6cWufOqW84+Lt3LmT/fv34+LiQp8+fUrsb7fZWPb00wA0fOghIm69tUziuBJ7c/ayz7IPA4MeXj1UFkHkIu20LYFhGHi6m0r1EdvAk9CA4mvPhAaaiW3gWarxSvvXraCgIHr27Mn7779Penr6Zc+npKSwceNGbDYbU6dO5bbbbqNu3bokJCRc1WsiIiIiIiIiUlH8sURCUL16mN3cyLlwgWCPvA1TpT2MbP+GBCJrxwLgkb0FS27x72yd+d94olPHAOBd/zka3XZPifEe3XmGyX/6DpvNTveHm9F/eNkcuGWz2Ry7bDt16kRgYGCJ1+z68ksS167F1ceH9hMnlkkcVyLDlkF8RjwAt3rcShWXa99tLHKjUNK2DJlNBk/dW/wPxacGBmI2lf1bDd5//32sViutWrVi9uzZ7Nu3j127dvGPf/yDHj16EBMTg8Vi4R//+AcHDx7kP//5Dx999FGZxyEiIiIiIiJyPeWXSMhP2ppdXQm+Ja8WreeFCwCcOFH82TIxsXl1bfeuT6Rmvby354e67ubgscs3RuWbs/ggfgcfwcXIgZAe3N5/XImxppzN4NW+s8hIzaZRh+o8+WGfMitHsGnTJo4fP46Hhwc9evQosX9OWhq/vPACALe99BI+ERFlEkdp2e12lmcsJ9OeSYg5RGURRP5ASdsy1qG5F+MfDblsx21ooJnxj4bQoblzyhDUqlWLTZs20blzZ5577jkaNWpE9+7dWbp0KVOnTqVp06a8/fbbvPnmmzRq1IgvvviCieXwVzQRERERERGRsuTYaWsreBgZAIcPA5CcnFzoO1Pz1W4ejslkcC7hApmZVbDgj4thYd/ubYX2X73lPGdXx+Hrcopc9xi6Dp6JYRSfYrHkWJk48FtOHkwmrGYAY2bfi6tb8e/WLS2r1cqPP/4IQPfu3fHx8SnxmnVvvklaQgL+NWvS8pKDy6+XfZZ97Lfsx4SJHl49MBtl81qI3ChUKMQJOjT34vamnvy+P5ukFCvB/mYax7g7ZYftpSIiInjvvfd47733HG02m43U1FQAhg8fzvDhwwtc85e//MXxeVxcHHFxcZeNGx0dXerDzkRERERERESup2DT/8oj2O12DMNwJG1Tfv+d4IYNSUpK4vjx49SrV6/QMTy83Yi6JYQj289wYGMiVp9muKat4MyxjYRVq12g754j2fw2+zkae23CavjR8aGvcXH3KzZGu93Oh08tYPuKI3j6ujH2x/vxDym7TV2rV6/mzJkz+Pr60rlz5xL7pxw+zIYpUwDoNHUqLh4ln7tTltJt6SzPWA7klUUIdQm9rvOLVAbaaeskZpNBs7oedL3Vm2Z1PZyesBURERERERG5GQWaAzEwyLZnk27P201b5WLS9vTWrVSrlne4eEklEupcrGu7d30C/lXz6trmJm8u0OdkUi7/+dc/aOw1CzsGLe75FJ/guiXGOPfddSz6ZDMmk8Gor+6hRsOyq92ak5PDggULAOjduzcepUjArhg1itysLKI6dyamf/8yi6U08ssiZNmzCDWHcqvH9T/8TKQyUNJWRERERERERCotF8OFAFMA8L+6to6dtgcPEh6at4uzpMPI6sTmH0aWSHTdvPqq/ratZOXkvW3/QoaNqR/Mp63HBABq3j6W8Lq9Soxvw4L9/Ou5xQA8PKUbt/apcyW3V6L4+HhSUlIIDg6mXbt2JfY/tmIFe7/5BsNkosu0aWVWU7e09lr2csByABMmunt1V1kEkSIoaSsiIiIiIiIilZqjru3FpK1ncDA+kZEA+ObkAKVI2l7cabtvfQLhNfN22ga7HGLzQS827s7i9Q+3cpvxN8xGLgG176Zu++dLjOvozjNM/tN32Gx2egxtRr9nW1/dDRYhIyODn3/+GYA777wTF5fiq2DarFaWX6xf2+SvfyW0SZMyjack6bZ04jPiAWjl0UplEUSKoaStiIiIiIiIiFRqf0zaAo6EpMvJkwAkJiaSm5tb5Bg1m1TBxdVEalImi381kWqNwDDsuCf/xP/N+JH6aY/jY07CLbAhLft/VOIO1ZSzGbzadxYZqdk06lCdJz7oU+a7WhctWkRmZiZVq1bl1ltLLjOw/dNPOb1lC+4BAdz+6qtlGktJ7HY7yzKWkWXPooq5CrEesdd1fpHKRklbEREREREREanUCk3aXiyRkLV7N56enlitVk5eTOAWxtXdhegmYeTWrM68n+fgaZwDoK3//3F/6GNEuO0g2+qF0XgmLm7excZjybEyccA3nDyYTHitQMbMvhdXt7ItA5CSksLy5XmHed11112YTMWneLJTUlj50ksAtB0/Hq+QkDKNpyR7cvZw0HIwryyCt8oiiJRESVsRERERERERqdTyk7bnrOew2+3A/w4jO7N1K5EXSyWUdBhZzK1Vie6dRv/g4bgY2QWes9vBzZTB/J/XYLXZixzDbrfz4ZPz2f7LUTx93Xh57n34h3hd9b0VZf78+VgsFmrWrEnjxo1L7P/ba6+ReeYMQfXr0+zJJ8s8nuKk29KJz4wHoLVHa0LM1zdhLFIZKWkrIiIiIiIiIpVagCkAM2YsWLhguwD8b6ft2d9/dyRtS6pr6163Kl3D3wbs/LGSQd5jg1tdX2fbvowix5gzbS2L/rUFk8nghVkDqNGwytXeVpHOnDnD6tWrAejfv3+JZRfO7d3LpnffBaDzO+9gdnUt85iKYrfbWZqxlGx7tsoiiFwBJW1FREREREREpFIzGSYCzYEAnLWeBSCwTh1cPDywpKcT5OYGlJy0DQw5hJ/LqcsStvkMw46fy0nOHl5d6PPr5+/j0+eXAPDwlG7E9o65mtsp0U8//YTNZqNhw4bUqVOnxP7xzz2HLTeXWnfcQc1evZwSU1F25+zmkOUQZsx09+6OyVAqSqQ09J0iIiIiIiIiIpWeo66tLa+urcnFheBGjQBwT04G8soj5JdPKEzV8PRSzeXjcuaytiM7TjP5T99hs9np8Uhz+j3b+oriL61jx46xfv16IK+WbUkO/fwzB3/6CZOLC52mTnVKTEVJs6WxInMFoLIIIldKSVspYPz48TRr1qy8wxARERERERG5IkGmICCvrm2+/Lq2toMHMZlMpKWlkZKSUuQYdepUL9VcMbWjCjxOOZvBq31nkXkhh0Yda/DE+71LLFlwtebOnQtAbGwsUVFRxfa1WiwsHz4cgOZPP01QvXpOiakwl5ZFCDOH0dKj5XWbW+RGoKStk9hsNnYlnmTNwYPsSjyJzWZz6nxxcXEYhoFhGLi6uhIWFkb37t359NNPr2ju559/nqVLlwIQHR3tGLOwj7i4OCfdjYiIiIiIiMiVyd/FmWRNcrSFNmkCQPLvvxMWFgYUXyIhpPrtZFtDsNsLT7ja7QZ4VCWk+u2ONkuOlYkDvuHUofOE1wpkzLcDcXUzX/P9FGb//v3s2LEDk8nEnXfeWWL/rR9+yLldu/AMCaHNyy87Jaai7MrZxWHLYZVFELlKLuUdwI1ow+EjfLF2HckZ/ytMHujlxaDWrYiNruG0eXv16sWMGTOwWq2cOnWKhQsXMnz4cGbNmsW8efNwu1jDpzg+Pj74+PgAsH79eqxWKwC//vorAwYMYM+ePfj5+QHg6enptHsRERERERERuRL55RHOWc9hs9swGSbHYWRntm4lsl8/EhMTOX78OI0ulk34I8NkxrvKCCxnX8RuNzCM/5VSyHsMzfq8hWEyX2yz8+GT89n+y1G8/NwZ++P9+Id4OeX+7HY7c+bMAaBt27ZUqVL8AWcZZ8+yetw4ANq9/joeAQFOiaswl5ZFuM3zNsfaiEjp6c8cZWzD4SO8tzy+QMIWIDkjg/eWx7Ph8BGnze3u7k54eDiRkZG0aNGCF198ke+//54lS5Ywc+ZMAM6fP88jjzxCaGgofn5+dOnSha1btzrGuLQ8QmhoKOHh4YSHhxMUlPc2kypVqjja/P39nXYvIiIiIiIiIlfCz+SHCy5YsZJiyyuBkL/TNvXIEcJD8nbilnQYWb2OD7Lgy/6kX/Ap0O7hV5Vm93xOWL1+jrY509ay6F9bMJkMRn11D9VvCS3LWypg+/btHDhwAFdXV/r06VNi/1/HjSP7/HlCmzal8dChTovrj+x2O0vSl5BjzyHMHEYL9xbXbW6RG4mStiWw2+1kWyyl+sjMzuaLteuKHe+LtevIzM4u1XjFFUcvrS5dutCoUSO+//57AO69915Onz7NggUL2LhxIy1atKBr166cO3euhJFEREREREREKi7DMAgy5204yi+R4BEYiG/1vDq13pmZQN5hZMWpWieYxGNNmPnm40TE/pucyKdoft+PdHxyZ4GE7fr5+/j0+SUADJ3andjeMWV+T/lsNptjl23nzp0JKGHX7Jnff2frRx8B0OXddzGZnVOuoTA7c3ZyJPcIZsz08O6hsggiV0nlEUqQk5vLXz//sszGS87I4IkvvypV33/++UHcXV2vec46deqwe/duVq1axbp16zh9+jTu7u4ATJkyhR9++IFvv/2Wxx577JrnEhERERERESkvweZgTltPk2RNIoa8JGqVpk25cPQo5oQEAE6fPk12drbj9+I/MpkMYlpGsG35YU4cqo4tzExg9XaOkggAR3acZvKfvsNms9Pjkebc9Uwrp97Xhg0bSEhIwNPTkx49ehTb1263s/zZZ7HbbNQdOJCojh2dGtulLtgu8EvGLwC08WzjSKKLyJXTnztuEoZhsHXrVtLS0ggODnbUrvXx8eHQoUMcOHCgvEMUERERERERuSb5tVMLHEZ2sa5t+o4d+Pn5YbfbSbiYwC1KTGwEAPs3nrzsuZSzGbzadxaZF3Jo1LEGT7zfG8Mo/OCyspCbm8uPP/4IQPfu3fHyKr5m7v45czi6bBlmd3c6vvWW0+L6I7vdztL0peSQQ7g5nObuza/b3CI3Iu20LYGbiwv//PODpeq75+Qp3l6ytMR+I7p1pV54WKnmLgt79uwhOjqatLQ0IiIiiI+Pv6xPSW+tEBEREREREanoCk3aXqxre3rrViIHDyY1NZUTJ05Qs2bNIsepe2tVAPZvSKR6n/8d+GXJsfLGPd9w6tB5wmsF8uLsgbi6Obf0wOrVq0lKSsLPz4/OnTsX2zc3O5v4554D4Nbnn8c/OtqpsV1qR84OlUUQKUNK2pbAMIxSlyhoFFmVQC+vyw4hu1SQtxeNIqtiMl2fH17Lli1j586djBgxgurVq3Py5ElcXFyIvo4/uEVERERERESuh/yk7Xnbeax2K2bD7Nhpm7R9O9WrVmXXrl0lHkbAeKHMAABbzklEQVSWv9P2yO+nsVryDjCz2+188MR8dqw8ipefO2N/vB+/4OJ3vV6r7OxsFixYAECfPn2KLOmQb+O0aaQcPIhP1aq0Gj3aqbFdKtWWysqMlQC09WxLoDnwus0tcqNS0rYMmUwmBrVuxXvL44vs82CrVk5L2GZnZ3Py5EmsViunTp1i4cKFTJw4kZ49ezJ48GBcXFxo06YN/fv3Z/LkydStW5eEhATmzZvH3XffTWxsrFPiEhEREREREbkefAwf3HAjhxySbcmEmEMIqF0bFy8vcjMyCLj4jtaSkrZh0QH4Bnlw4VwW274/Q82AIxzccobFn27BZDJ4YdY9VL8l1On3s3z5clJTUwkJCaFt27bF9k1LTGTNhAkAtJ80CTcfH6fHBwXLIkSYI2jm3uy6zCtyo1PStozFRtdgWOdOfLF2XYEdt0HeXjzYqhWx0TWcNvfChQuJiIjAxcWFwMBAmjZtyrRp07j77rsxm80YhsH8+fN56aWXGDJkCGfOnCE8PJwOHToQFlZyuQYRERERERGRiswwDILNwSRaE0myJhFiDsFkNhPauDGJa9finpRXNuHEiRPYbLYiN1X99v1ustItAGz48hQbvvyv47mhU7vTsleM0+8lLS2NRYsWAdC3b19cSiihuOqll7CkpRHRujW3DBrk9Pjybc/ZztHco5gx0927u8oiiJQRJW2dIDa6Bi2qR7Hn1GlSMjPw9/SiXlgVp5ZEmDlzJjNnzrys3WazkZqa6njs6+vL9OnTmT59eqHjjB8/nvHjx1/W3qlTJ+x2e1mFKyIiIiIiIuIUlyZt84U2bUri2rXk7tuHi4sL2dnZJCUlERp6+W7ZX7/bxRsDv4UifgUOifJzVugFLFq0iKysLCIjI2nZsmWxfRPXr2f7jBkAdHn3XYzrVJIx1aqyCCLOoj9/OInJZKJBRDi31apFg4jw61bDVkRERERERORmll/X9pz1nKMtv67t2W3bqFo175CxwkokWK02/u+Zn4tM2GLAx8MXYbXayjboPzh//jwrVqwA4K677io2p2C321n+7LMA3PKXvxDRurVTY7t03iUZS7BgUVkEESdQJlFEREREREREbhj5Sduz1rOOtioXk7Zntm4lMjISKDxpu2PlUc4ev1D04HY4eyyVHSuPlmHEl5s/fz4Wi4XatWvTqFGjYvvu/uorEn79FVdvb9pPnOjUuC71e87vHMs9hgsuKosg4gT6jhIRERERERGRG0Z+0jbFloLFnleXNqRxYwDSTpwgLDDvLfwnTpy47NrkxLRSzVHaflfj1KlT/PrrrwD069cPwzCK7JuTns4vo0YB0HrMGHwvJqSdLcWawqqMVYDKIog4i5K2IiIiIiIiInLD8DJ54Wl4ApBsTQbA3c8P/5o1856/eGh4YTttAyN8SjVHaftdjR9//BGbzUajRo2IiSn+wLP1b73FhePH8YuOpuWIEU6L6VKXlkWo6lJVZRFEnERJWxERERERERG5oeTvtv3jYWQApmPHADh37hwZFxO4+Rq2r05INV8oanOrkXcQWcP21cs+aODo0aNs2rQJwzC46667iu2bevQo6998E4COb72Fq6enU2L6o23Z2zieezyvLIJX92J3AovI1VPSVkRERERERERuKMUlbVO2bycoKAi4fLet2WzisXd75j34Yy7y4uPHpvXAbHZOOmXu3LkAxMbGUq1atWL7rhg1itysLKp17EjdAQOcEs8fpVhTWJWZVxbhds/bCTAHXJd5RW5GStqKiIiIiIiIyA0lyJyXlC3qMLL8hGhhJRLa3tOAF78dSEikb4H2kGp+vPjtQNre08ApMe/du5edO3diMpno27dvsX2Pr1zJnlmzMEwmukybdl12u9rtdhZnLCaXXCJdImnq3tTpc4rczFzKOwARERERERERkbKUv9P2nO2coy1/p23Sjh3Ujohg27ZthR5GBnmJ29b96rFt+UGWLVhFl97taNK5ltN22NrtdubMmQNAu3btCAkJKbqvzcbyZ58FoPEjj1ClWTOnxPRH27K3cSL3BK64qiyCyHWgpK2IiIiIiIiI3FCCTXlJ2wu2C2Tbs3E33PGPjsbVxwdLWhr+F/sVttM2n9lsolHHGhxN30GjjjWclrAF2LZtG4cOHcLNzY3evXsX23f7zJmc2rQJd39/2k2Y4LSYLnXeer5AWQR/s38JV4jItVJ5BClg/PjxNLtOf6UTERERERERcQYPkwfehjcA56x5u20Nk4nQJk0AcE/Kq3WbmJiI1WotnyAvstlsjlq2nTt3xt+/6IRodmoqK8eMAaDN2LF4hYY6PT673c6SjCXkkks1l2o0cW/i9DlFRElbp7Ha4LfjMGdP3n+tNufOFxcXh2EYGIaBq6srYWFhdO/enU8//RSbrfSTP//88yxduhSA6Ohox5iFfcTFxQFw1113Ub16dTw8PIiIiOAvf/kLCQkJzrhNERERERERkVIp7jCyrN278fDwIDc3l1OnTpVLfPnWrVtHYmIiXl5edO/evdi+ayZMIOP0aQLr1qX5sGHXJb6t2VsdZRG6eXVTWQSR60RJWydYsB9unwF/mg1PL8z77+0z8tqdqVevXiQmJnL48GEWLFhA586dGT58OPfffz+5ubmlGsPHx4fg4Lx/2NavX09iYiKJiYnMnj0bgD179jja3n33XSDvL4Fff/01e/bsYfbs2Rw4cICBAwc65yZFRERERERESqGwpG3+YWRnt20jMjISKL5EgrNZLBZ++uknAHr06IGXl1eRfZP37WPjtGkAdH7nHcxubk6PL9mazOrM1QC082qnsggi15GStmVswX54Yh4kphVsP5mW1+7MxK27uzvh4eFERkbSokULXnzxRb7//nuWLFnCzJkzATh//jyPPPIIoaGh+Pn50aVLF7Zu3eoY49LyCKGhoYSHhxMeHk5QUN7Jm1WqVHG05b9lY/jw4dx2223UqFGDtm3bMnr0aNasWYPFYnHezYqIiIiIiIgUo7idtme2bqVatWpA+SZtV61axblz5/D396dTp07F9o1//nlsFgvRvXpRq08fp8dms9tYnL6YXHKJcomisVtjp88pIv+jpG0J7HbIsJTu40I2jI8He2HjXPzv+BV5/Uoznr2wga5Qly5daNSoEd9//z0A9957L6dPn2bBggVs3LiRFi1a0LVrV86dO1fCSKVz7tw5vvjiC9q2bYurq2uZjCkiIiIiIiJypQpL2oY0bgyGQfrJk4T6+QHll7TNyspiwYIFANxxxx24FbNz9vDixRyYOxeTiwud3377usS3JXsLidZElUUQKScu5R1ARZeZCw0+KJux7OTtuG30Uen673oSvMog71mnTh12797NqlWrWLduHadPn8bd3R2AKVOm8MMPP/Dtt9/y2GOPXfUcL7zwAu+99x4ZGRncdtttjrd3iIiIiIiIiJSHIHPeO0Yz7Blk2jLxNHni5u1NYEwMyfv24ZmaCuQlbe12+3VPSi5btoy0tDRCQ0Np06ZNkf1subksf/ZZAJo99RTBDRo4PbZkazK/Zv4KQHuv9viZ/Zw+p4gUpJ22NwnDMNi6dStpaWkEBwfj4+Pj+Dh06BAHDhy4pvFHjhzJ5s2bWbRoEWazmcGDB2Mvi63CIiIiIiIiIlfBzXDDz5SXbCyw27ZJk7xPjh7FMAzS0tJIvZjAvV7S0tJYsmQJAH379sVsNhfZd8tHH5G0cyeewcG0HTfO6bHll0WwYqW6S3UauTVy+pwicjnttC2Bp0vejtfSWHcCHppTcr/P+kGryNLNXRb27NlDdHQ0aWlpREREEB8ff1mfgICAa5ojJCSEkJAQ6tatS4MGDYiKimLNmjXF/rVQRERERERExJmCzcGk2lJJsiZRzTWvhm2Vpk3ZN3s2yb//TpXatTl16hTHjx93nNtyPfz8889kZWURFRVFixYtiuyXmZTEr2PHAnD7hAl4BAY6Pbb8sghuuNHVu6vKIoiUEyVtS2AYpS9R0L46RPjklUAobI+pAYT75PUzX6c9zsuWLWPnzp2MGDGC6tWrc/LkSVxcXIiOjnbanDabDYDs7GynzSEiIiIiIiJSkmBzMIcsh0iyFXEYWceOnDp1ihMnTtCwYcPrEtO5c+dYsWIFAHfddRcmU9EJgl/HjycrOZmQxo1p8sgjTo/tsrIIJpVFECkvFaI8wvvvv090dDQeHh60bt2adevWFdn3u+++IzY2loCAALy9vWnWrBn/+c9/rmO0RTObYFzHvM//+Heo/MfjOjovYZudnc3Jkyc5ceIEmzZt4o033uDuu++mZ8+eDB48mG7dutGmTRv69+/PokWLOHz4ML/++isvvfQSGzZsuKo5165dy3vvvceWLVs4cuQIy5Yt44EHHqB27draZSsiIiIiIiLlKth0+WFk+UnbpF27qBoRAVzfw8jmz59Pbm4uderU4ZZbbimy39kdO9jy4YcAdJk2DZOLc/fd2ew2FqUvwoqVGi41aOh2fZLYIlK4ck/azpo1ixEjRjBu3Dg2bdpE06ZN6dmzJ6dPny60f1BQEC+99BK//fYb27ZtY8iQIQwZMoSff/75OkdeuN4x8OEdeTtqLxXuk9feO8Z5cy9cuJCIiAiio6Pp1asXy5cvZ9q0aXz55ZeYzWYMw2D+/Pl06NCBIUOGULduXf70pz9x5MgRwsLCrmpOLy8vvvvuO7p27Uq9evUYOnQoTZo0YcWKFY7DzkRERERERETKQ7A5L2l7znrOce6KX/XquAcEYLNY8LNageuXtD158iS//fYbAP369Suy9IDdbmf58OHYrVbq3H031bt0cXpsm7M3c9J6UmURRCqIci+P8Pbbb/Poo48yZMgQAD766CPmzZvHp59+yujRoy/r36lTpwKPn3nmGT777DNWrVpFz549r0fIJeodAz1qwboEOJ0OVbyhVVXnlkSYOXMmM2fOvKzdZrMVKKju6+vL9OnTmT59eqHjjB8/nvHjx1/W3qlTp0IPFmvcuDHLli276rhFREREREREnCXQHIiBQZY9iwx7Bt6GN4ZhENqkCcd/+QXXU6cAOHXqFDk5Obi5uTk1nh9//BG73U6TJk2oVatWkf0O/PgjRxYvxuzmRscpU5waE+QltX/LzEsmd/DqgK/J1+lzikjxynWnbU5ODhs3bqRbt26ONpPJRLdu3Rx/eSqO3W5n6dKl7Nmzhw4dOjgz1CtmNkGbatCvXt5/r1cNWxERERERERHJ42K44G/KO2DsrPWsoz20SRMA0nbuxMfHB7vdTkJCglNjOXz4MJs3b8YwDO66664i++VmZxP/3HMAxD73HAHFJHfLwh/LItziVnTJBhG5fsp1p+3Zs2exWq2XvTU/LCyM3bt3F3ldSkoKkZGRZGdnYzab+eCDD+jevXuhfbOzswsciJW/69RisWCxWAr0tVgs2O12bDab4zCtyi5/d2z+fUn5sdls2O12LBYLZrO5yH75X5d//PqUiktrVvlozSofrVnlozWrfLRmlY/WrPLRmpWPICOI85znTM4ZqlI1r61RIwDObNtG1TvvZO/evRw9epTIyMgC15blmv3www8AxMbGEhoaWuSYG995h/P79+MVHk6L5593+tfLppxNnLKewg03Orp1JDc316nzOZu+zyqfm23NSnufhr2w97xfJwkJCURGRvLrr78WOLRq1KhRrFixgrVr1xZ6nc1m4+DBg6SlpbF06VJee+01fvjhh8tKJ0De2/1feeWVy9q//PJLvLy8CrS5uLgQHh5OVFSU098SITefnJwcjh07xsmTJyv9P4IiIiIiIiKVRXKNZFJqpOCT6EPIvhAAsvbt49jIkZj9/ckZM4YjR45QvXp1GjRo4JQYkpKS2LBhA4Zh0L59ezw9PQvtl3v+PEeeeAJbZiZhTz+Nn5Nr2eZ45ZDQIgFMELwnGN9TKosg4mwZGRk8+OCDpKSk4OfnV2S/ct1pGxISgtls5tTFGjL5Tp06RXh4eJHXmUwmYmLyTvRq1qwZu3btYuLEiYUmbceMGcOIESMcj1NTU4mKiqJHjx6XvTBZWVkcO3YMHx8fPDw8ruHOKg673c6FCxfw9fVVEfFylpWVhaenJx06dCj268tisbB48WK6d++Oq6vrdYxQrpbWrPLRmlU+WrPKR2tW+WjNKh+tWeWjNSsf+y37WZS9CO9Ib/rU6QNAbmYmH7zwAtaUFFo1bsyRI0dwcXGhT58+Ba4tizWz2+28/fbbALRv354BAwYU2XfJX/+al7CNjeX+yZMxTM6rtWiz25idORtsUMNcgz4t+twQeQN9n1U+N9uaXXr2VHHKNWnr5uZGy5YtWbp0Kf379wfydtEuXbqUYcOGlXocm81WoATCpdzd3XF3d7+s3dXV9bIvBKvVimEYmEwmTE78wXg95ZdEyL8vKT8mkwnDMAr92itMaftJxaE1q3y0ZpWP1qzy0ZpVPlqzykdrVvloza6vKqYqkA3nbOdwcXFx/F4WWLcu53bvxjstDch7N3D+8390LWu2efNmjh49iru7O3369ClynFObNrHj4gHjXadPx62QXEZZWp+5njO2M7gb7nTz6Yab6cZ6x7G+zyqfm2XNSnuP5Zq0BRgxYgQPPfQQsbGxtGrVimnTppGens6QIUMAGDx4MJGRkUycOBGAiRMnEhsbS+3atcnOzmb+/Pn85z//4cMPPyzP2xARERERERGRCijAFIAJExYsXLBdwM+c967b0KZNObd7N9aDB3FxcSErK4ukpCRCQkLKbG6r1crcuXMB6NKlS5Fvhbbb7Sx75hmw22kwaBBVLykh6QxnrWdZm5VXkrKjZ0d8TD5OnU9Erly5J23vv/9+zpw5w9ixYzl58iTNmjVj4cKFjsPJjh49WmCHaHp6Ok8++STHjx/H09OT+vXr8/nnn3P//feX1y2IiIiIiIiISAVlNswEmgJJsiWRZEtyJG2rNG3KnlmzSNq2jYjGjTl27BjHjx8v06Tt2rVrOXXqFN7e3nTr1q3Ifnu+/poTq1bh4uVFh0mTymz+wljtVhanL8aKlZquNanvVt+p84nI1Sn3pC3AsGHDiiyHEB8fX+DxhAkTmDBhwnWISkRERERERERuBMHm4LykrTWJmq41AQhp0gSAM9u2EdmrlyNp26xZszKZ02KxMG/ePAB69uxZ5OFjlowMVowaBUDr0aPxrVatTOYvysasjZy2nsbdcKeLV5cboo6tyI1IRU5FRERERERE5IYWbA4GIMma5Gir0rQpAOd27ybi4rt9T5w4UWZz/vLLLyQnJxMQEECHDh2K7Ld+yhQuHD2Kb/XqxD7/fJnNX5hLyyJ08uyksggiFZiStuJw+PBhDMNgy5Yt5R2KiIiIiIiISJkpLGnrExmJR1AQdqsVP4sFgOPHj5fJfJmZmSxcuBCAO+64Aze3wg/5Sj12jHUXyyF0fOstXIvYjVsWrHYri9IXYcNGLdda1HOr57S5ROTaKWnrJDa7jeOW4+zJ2cNxy3FsdpvT5jIMo8gPs9nMpFLWw4mKiiIxMZFGjRo5LdZLffzxxzRt2hQfHx8CAgJo3ry548C5v/3tbzRo0KDQ644ePYrZbGb69OnF3rthGBw+fPi63IuIiIiIiIhUXPlJ23PWc47fzw3DIPTibltzYiIASUlJZGZmXvN8S5cuJT09nbCwMG677bYi+60cPZrczEyqtW9PvXvvveZ5i7MhawNnrGfwMDxUFkGkEqgQNW1vNPtz9rMiYwVp9jRHm4/hQ0evjsS4xZT5fIkX/3EBmDVrFmPHjmXPnj0A2Gw2bLbSJYzNZjPh4eFlHl9hPv30U5599lmmT59Ox44dyc7OZtu2bWzfvh2AoUOH8t577/Hrr7/Stm3bAtfOnDmTKlWqMGTIEO677z5H+z333EOjRo149dVXHW2hoaHX5X5ERERERESk4vIz+eGCC7nkkmJLIdAcCOSVSDi2fDmpO3YQGBhIcnIyJ06cICbm6n93v3DhAkuXLgWgb9++mM3mQvud+PVXdn35JRgGnd9916lJ1DO5Z1iXtQ6Ajl4d8TZ5O20uESkb2mlbxvbn7Gde+rwCCVuANHsa89LnsT9nf5nPGR4e7vjw9/fHMAzCw8Px9PQkKiqKffv2AXkJ3KCgoAJ/5fv888+JiooCLi+PEB8fj2EYLF26lNjYWLy8vGjbtq0jIQywdetWOnfujK+vL35+frRs2ZINGzaUGPPcuXO57777GDp0KDExMTRs2JAHHniA119/HYBmzZrRokULPv300wLX2e12Zs6cyUMPPYSvr2+Be3dzc8PLy6tAW1H/OIqIiIiIiMjNw2SYCDIHAQVLJOTvtD2zdSvVLh4AduzYsWuaa+HChWRnZ1O9enWaN29eaB+7zcayZ54BoPHQoYQV0a8sWO1WFmcsxoaN2q61qeeqsggilYGStiWw2+1Y7JZSfWTbsonPiC92vBUZK8i2ZZdqPLvdfk2x+/v706xZM1atWgXA77//jmEYbN68mbS0vKTyihUr6NixY7HjvPTSS0ydOpUNGzbg4uLCww8/7Hhu0KBBVKtWjfXr17Nx40ZGjx6Nq6tribGFh4ezZs0ajhw5UmSfoUOH8vXXX5Oenu5oi4+P59ChQwViEBERERERESnJpSUS8oU2aQLkJW0jIyOBazuMLCkpiZUrVwLQv3//InfP7vj3vzm1YQNuvr60mzDhqucrjfVZ6x1lETp7dVZZBJFKQuURSpBLLh+c/6DMxkuzp/FRykel6vtkwJO4UnICtDgdO3Z0JG3j4+Pp3r07u3fvZtWqVfTq1Yv4+HhGjRpV7Bivv/66I7E7evRo7rjjDrKysvDw8ODo0aOMHDmS+vXrA1CnTp1SxTVu3DjuueceoqOjqVu3Lm3atKFPnz4MHDgQkynvbwkPPvggzz33HN988w1xcXEAzJgxg3bt2lG3bt2reTlERERERETkJlXYYWTBt9yCYTaTlZxM8MVDwK7lMLJ58+aRm5tLvXr1HL8n/1HOhQusHDMGgDZjx+IdFnbV85XkTO4Z1metB6CTVyeVRRCpRLTT9gbXoUMH1qxZg9VqZcWKFXTq1IlOnToRHx9PQkIC+/fvp1OnTsWO0eTiXx4BIiIiADh9+jQAI0aM4JFHHqFbt25MmjSJAwcOlCquiIgIfvvtN37//XeeeeYZcnNzeeihh+jVq5ejBm9AQAD33HOPo0RCamoqs2fPZujQoVf6MoiIiIiIiMhNrrDyCC4eHgRdTK66JycDkJCQgNVqveLxExISWLt2LQD9+vUrst+aN94g/eRJAuvUocXTT1/xPKVltVtZlLEIGzZiXGOo66rNTyKViXbalsAFF54MeLJUfU9YTjAnfU6J/fp59yPSNbJUc1+rDh06kJaWxqZNm/jll1944403CA8PZ9KkSTRt2pSqVauWuDv20nIH+W+jyE+sjh8/ngcffJB58+axYMECxo0bx1dffcXdd99dqvgaNWpEo0aNePLJJ3n88cdp3749K1asoHPnzkBeiYSuXbuyf/9+li9fjtls5l4nn6gpIiIiIiIiN578nbbJtmSsditmI+8MlCpNm5K0YweWfftwd3cnOzub06dPOzYtldaPP/6I3W6nWbNmREdHF9rn/IEDbHz7bQA6TZ2K2c3t6m+oBOuy1nHWehZPw1NlEUQqIe20LYFhGLgarqX6qO5aHR/Dp9jxfAwfqrtWL9V4ZfEDNSAggIYNG/L+++/j6upK/fr16dChA5s3b+ann34qsZ5tadStW5fhw4ezaNEi7rnnHmbMmHFV49xyyy0ABWrYdu7cmZo1azJjxgxmzJjBn/70J7y99XYOERERERERuTK+hi9uuGHDxnnbeUd7/mFkZ7dto2rVqsCVl0g4dOgQW7duxTAM+vbtW2S/FSNHYs3JIbpHD2rdeeeV30Qpnc49XaAsgpfJy2lziYhzKGlbhkyGiY5exSdBO3p1xGRc35e9Xbt2fPnll44EbVBQEA0aNGDWrFnXlLTNzMxk2LBhxMfHc+TIEVavXs369etp0KBBidc+8cQTvPbaa6xevZojR46wZs0aBg8eTGhoKG3atHH0MwyDhx9+mA8//JDffvtNpRFERERERETkqhiGUWiJhPyk7ZmtW6lWrRpwZUlbu93ODz/8AMBtt91W5A7dI0uXsu/77zHMZjq9847Tdr7ml0WwY6eOax3quqksgkhlpKRtGYtxi+EO7zsu23HrY/hwh/cdxLjFXPeYbr/9dqxWa4HatZ06dbqs7UqZzWaSkpIYPHgwdevW5b777qN379688sorJV7brVs31qxZw7333kvdunUZMGAAHh4eLF26lODg4AJ94+LiSElJoWHDhrRu3fqq4xUREREREZGbW2GHkVW5mLRN3rePiCpVADhx4kSpx9y1axf79u3DxcWFO+64o9A+ttxclj/7LADNnnySkIvvNHWGdVnrSLIm4Wl40smrk9PmERHnUk1bJ4hxi6GWay0SchNIt6fjbXhT1aXqddlhGxcXR1xcXIG2O+64A6vVisn0v/mnTZvGtGnTCvSLjo7Gbrc7Hnfq1KnAY4BmzZoVaPvvf/97VXEOGDCAAQMGlKpvtWrVSlUEPj4+/qpiERERERERkZtDYUlbr7AwPENDyTxzBu+sLKD0O21tNhtz5uSdbdOhQweCgoIK7bft4485u307HkFBtB0//hruoHinck85yiJ09uqssggilZh22jqJyTBRzbUa9dzqUc212nUviSAiIiIiIiIiBRWWtDUMw7Hb1nT8OIZhkJqaSmpqaonjbdmyhWPHjuHu7k7Pnj0L7ZOVnMzql18G4PZXX8WziMTutcq157I4fTF27NR1rUsdt+IPHReRik2ZRHGK3r174+PjU+jHG2+8Ud7hiYiIiIiIyE0oP2mbYksh157raM+va3t++3ZCQ0OBknfbWq1W5s6dC+SVAPT19S2036+vvEJmUhLBDRvS9K9/veZ7KMq6rHUk2VQWQeRGofII4hSffPIJmZmZhT5X1NtFRERERERERJzJy/DCw/Agy57FOes5qrjk1bAtcBjZ4MGcPn2aEydOUKdO0btVf/vtN06fPo2Pjw9du3YttM/ZnTvZ/N57AHSZNg2Ti3PSMCdzT7Iha0PePF5d8DR5OmUeEbl+lLQVp4iMjCzvEEREREREREQKMAyDYHMwJ3JPkGRNciRt88sjnNm2jZjISDZt2lTsTtucnBzmz58PQK9evfDw8Lisj91uJ37ECOxWKzH9+lGjWzcn3NHlZRHK4wB0ESl7Ko8gIiIiIiIiIjeNwuraBtWvj8nVleyUFILc3IDiyyOsWLGC8+fPExQURPv27Qvtc3D+fA7//DNmNzc6TplShndQ0JrMNZyzncPL8FJZBJEbiJK2IiIiIiIiInLTcCRtbf9L2prd3Ahu0AAAt7NnATh16hQWi+Wy6zMyMvj5558BuOOOO3B1db2sjzUnh/jhwwFo8eyzBMY4Z/frydyTbMreBKgsgsiNRklbEREREREREblpBJsu32kL/6trm7lnD97e3thsNk6ePHnZ9UuWLCEjI4Pw8HBat25d6Byb33uP5H378AoL47aXXirjO8iTa89lUfoi7Nip51aP2m61nTKPiJQPJW1FRERERERE5KaRv9P2gu0COfYcR3voJXVtq1WrBsCJEycKXJuamsqyZcsAuOuuuzCZLk+rpJ8+za+vvAJA+zfewN3Pr+xvgryyCMm25LyyCJ6dnDKHiJQfJW1FRERERERE5KbhYfLA2/AG4Jz1nKPdcRjZ1q2Ow7X/mLRdsGABOTk5REdH0/Ri/z9a/fe/k5OaSljLljSKi3PCHUBibqKjLEJXr654mC4/CE1EKjclbcXh8OHDGIbBli1byjsUEREREREREafJ32171nrW0Za/0/b8gQOEh4YCBZO2Z8+eZdWqVQD069cPwzAuG/f0li1s++QTALq8+y5GITtxr1WuPZfF6YuxY6e+W31qudUq8zlEpPwpaeskVruNzWf3s+TEJjaf3Y/VbnPaXIZhFPlhNpuZNGlSqcaJiooiMTGRRo0aOS3WfPHx8QXiDAsLY8CAARw8eLBAv82bN3PvvfcSFhaGh4cHderU4dFHH2Xv3r3A/xLN+R/BwcH06NGDzZs3A9C4cWMef/zxQmP4z3/+g7u7O3feeWexr2F0dLRTXwsRERERERG5voLMQUDBnbZeoaF4R0SA3Y53WhoACQkJ2O12AH766SesViv169enXr16l41pt9tZ9swzYLdT/09/IvL2250S+2+Zv5FsS8bb8KajZ0enzCEi5U9JWydYkbiNe5e+xtNrPuCVzZ/z9JoPuHfpa6xI3OaU+RITEx0f06ZNw8/Pz/H4xIkTDBs2rFTjmM1mwsPDcXFxcUqchdmzZw8JCQl888037Nixg759+2K1WoG8fxBvu+02srOz+eKLL9i1axeff/45/v7+vPzyywXGWbJkCYmJifz888+kpaXRu3dvzp8/z9ChQ/nqq6/IzMy8bO4ZM2Zw11138cUXXxR4DfOfy3+8fv16578QIiIiIiIict3k77Qt6jAy25EjmM1mMjMzycrKIiEhwfG7Yb9+/Qodc+/s2Rz/5RdcPD3p8OabTok7ITfBURahi1cXlUUQuYEpaVvGViRu4+8bZ3ImK6VA+5msFP6+caZTErfh4eGOD39/fwzDIDw8HE9PT6Kioti3bx8ANpuNoKAgbrvtNse1n3/+OVFRUcDl5RHyd8MuXbqU2NhYvLy8aNu2LXv27HFcv3XrVjp37oyvry9+fn60bNmSDRs2lDr2KlWqEBERQYcOHRg7diw7d+5k//79ZGRkMGTIEPr06cPcuXPp1q0bNWvWpHXr1kyZMoV//vOfBcYJDg4mPDyc2NhYpkyZwqlTp1i7di1//vOfyczMZPbs2QX6Hzp0iPj4eIYOHYq/v3+B1xAgICDA8Tj04ttiRERERERE5MYQYg4BCknaNmkCwLnt2x2/Hx45coRZs2Zht9tp0aIFNWrUuGw8S2YmK55/HoBbR43Cr3r1Mo/ZYrewOH0xAA3cGqgsgsgNTknbEtjtdjJzs0v1kWbJZNr274sd790d35NmySzVePlvwbha/v7+NGvWzFFz5/fff8cwDDZv3kzaxbd6rFixgo4di387xUsvvcTUqVPZsGEDLi4uPPzww47nBg0aRLVq1Vi/fj0bN25k9OjRuLq6XlW8np6eAOTk5PDzzz9z9uxZRo0aVWjfgICAUo0TEhJCv379+PTTTwv0mTlzJtWqVaNHjx5XFauIiIiIiIhUXvnlEdLt6WTZshzt+YeR7Tp8mDNnzgB5SdvDhw8DEBMTU+h4G6ZOJfXIEXyrVaNVEb/HXqvfMn/jvO28yiKI3CSu3/vgK6ksaw49Fo4ps/HOZKXQ++eXStV3Ua+JeLq4X9N8HTt2dCRt4+Pj6d69O7t372bVqlX06tWL+Pj4IhOj+V5//XVHYnf06NHccccdZGVl4eHhwdGjRxk5ciT169cHoE6dOlcVZ2JiIlOmTCEyMpJ69eqxYMECAMe4pXX+/Hlee+01fHx8aNWqFQBDhw6ld+/eHDp0iJo1a2K32/nss8946KGHMDmhKLyIiIiIiIhUbG6GG74mXy7YLpBkTSLSFAnklUdIr1mTgzVqQE7OZdd9/fXX+Pv707x5c0fbhRMnWDtxIgAd33oLVy+vMo/3RO4JNmfnnd3S1bsr7qZryxWISMWnjNUNrkOHDqxZswar1cqKFSvo1KkTnTp1Ij4+noSEBPbv30+nTp2KHaPJxbeHAERERABw+vRpAEaMGMEjjzxCt27dmDRpEgcOHLii+KpVq4a3tzdVq1YlPT2d2bNn4+bmdsW7jNu2bYuPjw+BgYFs3bqVWbNmERYWBkD37t2pVq0aM2bMAGDp0qUcPXqUIUOGXNEcIiIiIiIicuNw1LW1/a9EQkCdOiS1a1fsdd9++y022/8OG185ejS5GRlE3n479e6/v8zjvLQswi1ut1DTtWaZzyEiFY922pbAw+zGol4TS9V3a9JBRq7/uMR+b936KE2DS64942F2K9W8xenQoQNpaWls2rSJX375hTfeeIPw8HAmTZpE06ZNqVq1aom7Yy8td2AYBoDjH6jx48fz4IMPMm/ePBYsWMC4ceP46quvuPvuu0sV38qVK/Hz86NKlSr4+vo62uvWrQvA7t27adOmTYnjzJo1i1tuuYXg4ODLSieYTCbi4uL47LPPGD9+PDNmzKBz587UqqX6PyIiIiIiIjerYFMwhzlcoK7twcOHyfXxKfa65ORk9u/fT926dUlYs4adn38OhkHnd991/M5cln7N/JUUWwo+hg8dPDuU+fgiUjFpp20JDMPA08W9VB+3VqlHqId/seNV8Qjg1ir1SjVeWfywDwgIoGHDhrz//vu4urpSv359OnTowObNm/npp59KrGdbGnXr1mX48OEsWrSIe+65x7GjtTRq1qxJ7dq1CyRsAXr06EFISAiTJ08u9Lrz588XeBwVFUXt2rWLrHU7ZMgQjh07xnfffcf333/P0KFDSx2jiIiIiIiI3HgcO20vSdqmpKQU1b2AlJQU7DYby555BoBGcXGEt2xZ5jGesJxgS/YWQGURRG42StqWIbNh4pmGxe8wfbphf8zG9X3Z27Vrx5dffulI0AYFBdGgQQNmzZp1TUnbzMxMhg0bRnx8PEeOHGH16tWsX7+eBg0aXHPM3t7efPLJJ8ybN4+77rqLJUuWcPjwYTZs2MCoUaN4/PHHr2i8mjVr0qVLFx577DHc3d255557rjlGERERERERqbwuTdrml+jz9y9+I1Y+f39/dn7+OSfXrcPVx4f2b7xR5vFZ7BYWZ+SVRWjo1pBo1+gyn0NEKi4lbctYx4gmTGgZd9mO2yoeAUxoGUfHiCZFXOk8t99+O1artUDt2k6dOl3WdqXMZjNJSUkMHjyYunXrct9999G7d29eeeWVaw8a6NevH7/++iuurq48+OCD1K9fnwceeICUlBQmTJhwxeMNHTqU5ORkHnzwQTw8PMokRhEREREREamcgsxBGBhk2bPIsGcAEBMTg6+nJxRzzkpgYCDVw8P5ZfRoANq8/DLe4eFlHt/qzNWOsgjtvdqX+fgiUrGppq0TdIxoQrvwRmxLOkhSdirB7n40Ca51XXbYxsXFERcXV6DtjjvuwGq1YjL9b/5p06Yxbdq0Av2io6MLHADWqVOnyw4Ea9asWYG2//73v1cVZ2FjFyY2NpbZs2cX+fwfYy7OAw88wAMPPFBivys9BE1EREREREQqHxfDBX+TP+dt50myJuFt8sZkMnFP//589uWXeYnbQsoWDhw4kPVvvkl6YiIBtWvT4mKJhLJ03HKcrdlbAejm3Q13Q2URRG422mnrJGbDRPOQGLpFtqB5SMx1L4kgIiIiIiIiIsUrrK5t6/btqbFhA+b09AJ9AwMDefTRR6kZEMCGqVMB6DR1Ki7uZZtQzbHnOMoiNHJrRA3XGmU6vohUDtppK07Ru3dvVq5cWehzL774Ii+++OJ1jkhERERERESkoGBzMAcsBzhnPVegvU5YGKbPP6f+669zIjCQDh06UL9+fUwmE3MGDsSanU31rl2pfdddZR7T6szVpNpS8TX50s6rXZmPLyKVg5K24hSffPIJmZmZhT4XFBR0naMRERERERERuVxhO20BQps25eC8ebgeOEBE377UqVMHk8nE0fh49s2ejWEy0XnaNIxCyidci2OWY2zL3gZANy+VRRC5mSlpK04RGRlZ3iGIiIiIiIiIFOvSpK3dbnckYUObNgXgzLZt+PXtC4DNamX5xfq1TZ94gtBGjco0lhx7DksylgB5ZRGqu1Yv0/FFpHJRoVURERERERERuSkFmAIwYSKHHNLsaY720CZNAEjasQO71QrA7598wplt2/AIDOT2V14p81hWZa5ylEVo79W+zMcXkcpFSVsRERERERERuSmZDTOBpkCgYImEwDp1cPH0JDcjA8vJk2SfP8+qv/8dgLavvIJncHCZxnHUcpTfs38HoLtXd9wMtzIdX0QqHyVtRUREREREROSmVVhdW5PZTHDDhgCcX7CAJU88QebZswQ1aEDTxx8v0/kvLYvQ2L0xUa5RZTq+iFROqmkrIiIiIiIiIjetIHMQWAombfd+9x3ndu0CIOWnn0i52F53wADMrq5lOv/KjJVcsF3Az+RHO892ZTq2iFRe2mkrIiIiIiIiIjetP+603fvdd8wdOBBLevplfde8/jp7v/uuzOY+YjnC9pztgMoiiEhBStreBJ588knuvvvu8g5DREREREREpMLJT9qes57DmpvLsmeeAbu9yP7Ln30W28XDya5Ftj2bJel5ZRGaujelmmu1ax5TRG4cSto6ic1mY+/evaxfv569e/dis9mcOl9cXByGYWAYBm5ubsTExPDqq6+Sm5vLxIkTmTFjBoCjT1Ef48ePd2qcIiIiIiIiIhWJv8kfM2ZyyWXPuqWkHT9edGe7nQvHjnF85cprnndVxirS7Gn4m/y53fP2ax5PRG4sqmnrBJs3b+abb77h/PnzjraAgADuvfdemjdv7rR5e/XqxYwZM8jOzmb+/Pk89dRTuLi48OSTT+Ln5wdAYmKio/+sWbMYO3Yse/bscbT5+Pg4LT4RERERERGRisZkmAgyB3HGeoYzmYklXwCkJ5auX1EuLYvQzasbrkbZ1skVkcpPSdsytnnzZj7++OPL2s+fP8/HH3/Mo48+6rTErbu7O+Hh4QA88cQTfP/99/z4449s376d9PR05syZ43gewN/fH8MwCrSJiIiIiIiI3GyCzcGcsZ4hJ8KzVP29IyKueq5LyyI0c2+msggiUiglbUtgt9vJyckpVV+bzcbXX39dbJ9vvvmG+vXrYzKVXJnCzc0NwzBKNXdhPD09SUpKKrmjiIiIiIiIyE0sv65tbpQvPtWqkXbiROF1bQ0D32rVqNa+/VXP9UvGL46yCG092171OCJyY1PStgQ5OTkMHz68zMY7f/48zz33XKn6vvPOO7i7u1/xHHa7naVLl/Lzzz8zbNgwEhISrngMERERERERkZtFftI2yX6OLu++y9yBA8EwCiZuL26q6jxtGiaz+armOWw5zM6cnQB09+qusggiUiQdRHYD+emnn/Dx8cHDw4PevXtz//33M27cuPIOS0RERERERKRCCzblJW2TrcnUvrsfd337LT6RkQX6+Farxl3ffkvde+65qjmybdksTV8K5JVFiHSNLOEKEbmZaadtCdzc3HjnnXdK1Xf//v28//77JfZ76qmniImJKdXcV6Jz5858+OGHuLm5UbVqVVxcXLDZbFc0hoiIiIiIiMjNxtfkiyuuWLCQYkuh7j33ENOvH0eWL2f1ggXc3rs3NTp3vuodtgArMleQZk8jwBSgsggiUiIlbUtgGEapSxQ0aNCAgIAAzp8/X2SfwMBAGjRoUKqatlfK29u7VMlgEREREREREfkfwzAINgdz0nqSJGsSQeYgTGYz1Tp2xDc9nWodO15TwvaQ5RC7cnYB0N1bZRFEpGQqj1CGTCYT9957b7F9Bg4c6JSErYiIiIiIiIhcvfy6tmetZ8t03CxblqMsQnP35lR1qVqm44vIjUnZwzLWvHlzHn30UQICAgq0BwYG8uijj9K8efPyCUxEREREREREihRkDgLgnPVcmY77S+YvpNvTVRZBRK6IyiM4QfPmzWnatCn79+8nJSUFf39/YmJinLrDdubMmUU+98EHH+Dn53dZe1xcHHFxcU6LSURERERERKSyyN9pm2RNKrMxD+YcZFfOLgwMenj3wMVQGkZESkc/LZzEZDJRt27d8g5DREREREREREohxBwCwHnbeXLtudecYM2yZbEsYxmQVxYhwiXimmMUkZuHyiOIiIiIiIiIyE3Py/DC3XDHjp1ka/I1j7cicwXp9nQCTYG08WxTBhGKyM1ESVsRERERERERuekZhlFmJRIO5Bxgd85uDAy6e3dXWQQRuWJK2oqIiIiIiIiIcEldW9vVJ20zbZmOsggt3FuoLIKIXBUlbUVEREREREREgGDTte+0XZG5ggx7BkGmIG7zvK2sQhORm4yStiIiIiIiIiIicM3lEfbn7GdPzh6VRRCRa6akrYiIiIiIiIgI/0vaptpSybHnXNG1l5ZFaOnRknCX8DKPT0RuHkraioiIiIiIiIgAniZPvAwvAM5Zz13RtfEZ8WTaMwkyBdHao7UzwhORm4iStiIiIiIiIiIiF11NiYR9OfvYa9mrsggiUmaUtJVyc/jwYQzDYMuWLUX2iY+PxzAMzp8/f93iEhERERERkZvXlSZtM2wZLM9YDkCsR6zKIohImVDS1knsNivnjvxC4o6vOXfkF+w2q1Pni4uLwzCMyz569+7t1HlFREREREREbiRXmrTNL4sQbAqmlUcrZ4YmIjcR7dd3glN75rBr8SiyL5xwtLn7RtKg+2TC6vVz2ry9evVixowZBdpcXV2dNp+IiIiIiIjIjSY/aVuamrb7cvaxz7JPZRFEpMxpp20ZO7VnDlu++3OBhC1A9oUEtnz3Z07tmeO0ud3d3QkPDy/wERgYCIDZbOaTTz7h7rvvxsvLizp16jB37lzHtcnJyQwaNIjQ0FA8PT2pU6dOgQTwsWPHuO+++wgICCAoKIh+/fpx+PBhx/NxcXH079+fN954g7CwMAICAnj11VfJzc1l5MiRBAUFUa1atcuSygC7d++mbdu2eHh40KhRI1asWFHsfa5atYr27dvj6elJVFQUTz/9NOnp6df46omIiIiIiIhAkDkIgDR7Gln2rCL7XVoW4VaPWwlzCbsu8YnIzaFCJG3ff/99oqOj8fDwoHXr1qxbt67Ivh9//DHt27cnMDCQwMBAunXrVmz/a2W328nNSS/VhyUrlV2LngfshY0EwK7FI7FkpZZqPLu9sHGu3iuvvMJ9993Htm3b6NOnD4MGDeLcuby/HL788svs3LmTBQsWsGvXLj788ENCQkIAsFgs9OzZE19fX1auXMnq1avx8fGhV69e5OTkOMZftmwZCQkJ/PLLL7z99tuMGzeOO++8k8DAQNauXcvjjz/OX//6V44fP14grpEjR/Lcc8+xefNm2rRpQ9++fUlKKvxtKAcOHKBXr14MGDCAbdu2MWvWLFatWsWwYcPK9LUSERERERGRm5O74Y6P4QNAsi250D52u53lGcvJtGcSYg5RWQQRKXPlvm9/1qxZjBgxgo8++ojWrVszbdo0evbsyZ49e6hSpcpl/ePj43nggQccOzPffPNNevTowY4dO4iMjCzz+KyWDJZOLau/ltnJvpDAsneqlqp31+dO4eLmXerRf/rpJ3x8fAq0jRkzhqeeegrI2w37wAMPAPDGG28wffp01q1bR69evTh69CjNmzcnNjYWgOjoaMcYs2bNwmaz8cknn2AYBgAzZswgICCA+Ph4evToAUBQUBDTp0/HZDJRr149Jk+eTEZGBi+++KIjlkmTJrFq1Sr+9Kc/OcYfNmwYAwYMAODDDz9k4cKF/Otf/2LUqFGX3ePEiRMZNGgQzz77LAB16tRh+vTpdOzYkQ8//BAPD49Sv14iIiIiIiIihQk2B5OWm8Y5W+ElEvZZ9rHfsh8TJrp7dcdsmK9zhCJyoyv3pO3bb7/No48+ypAhQwD46KOPmDdvHp9++imjR4++rP8XX3xR4PEnn3zC7NmzWbp0KYMHD74uMVdUnTt35sMPPyzQFhAQ4Pi8SZMmjs+9vb3x8/Pj9OnTADzxxBMMGDCATZs20aNHD/r370/btm0B2Lp1K/v378fX17fA2FlZWRw4cMDxuGHDhphM/9u8HRYWRqNGjRyPzWYzwcHBjjnztWnTxvG5i4sLsbGx7Nq1q9B73Lp1K9u2bSvwdWC327HZbBw6dIgGDRoU/uKIiIiIiIiIlFKIOYQjuUcKTdqm29IdZRFiPWKp4nL5hjMRkWtVrknbnJwcNm7cyJgxYxxtJpOJbt268dtvv5VqjIyMDCwWC0FBQU6J0ezqRdfnTpWqb/Kx1Wz6+p4S+7W47zsCo24v1dxXwtvbm5iYmAJtNpuN1NRU4PJDyQzDwGazAdC7d2+OHDnC/PnzWbx4MV27duWpp55iypQppKWl0bJly8sS5gChoaGOzwsbv7g5r0ZaWhp//etfefrppy97rnr16lc9roiIiIiIiEi+/Lq2SbYk3HBztOeXRciyZ6ksgog4Vbkmbc+ePYvVaiUsrGD5gbCwMHbv3l2qMV544QWqVq1Kt27dCn0+Ozub7Oxsx+P8BKbFYsFisRToa7FYHLs2L00smlw8SxVLUI3OuPtWJftCIoXXtTVw961KUI3OGKaS3zpht9tLXdc2v+8fE6KXXv/H+/pjW3BwMH/5y1/4y1/+wu23384LL7zA5MmTadasGbNmzSIkJAQ/P7/L5rbZbMXOX1Rbfvtvv/1Gu3btAMjNzWXjxo089dRTBfrkf968eXN27txJrVq1Cn0driUh7Gz5r5PFYsFsLnr9878u//j1KRWX1qzy0ZpVPlqzykdrVvlozSofrVnlozWrPPzt/gCcs54jnHDHmu2z7OOA5QAmTHRx64It14aNivt76M1I32eVz822ZqW9z3Ivj3AtJk2axFdffUV8fHyRtUwnTpzIK6+8cln7okWL8PIquJPVxcWF8PBw0tLSChywdSWqtx3Pvp//ChgUTNwaF58fx4W09KsauzgWi4X09HT27dtXoN3FxYXg4GAAMjMzHUlryEueZmVlkZqayhtvvEGzZs2oX78+2dnZzJkzh7p165Kamkrfvn1566236Nu3L2PGjCEyMpJjx47x448/8vTTTxMZGYnFYiE3N7fA+Lm5ueTk5BRos9lsjjnT0tIAeO+994iMjKRu3bp88MEHJCcnM3DgQFJTU8nIyADgwoULmEwmnnzySXr06MFf//pXBg8ejJeXF3v27GH58uW89dZbZf66lqWcnBwyMzP55ZdfyM3NLbH/4sWLr0NUUpa0ZpWP1qzy0ZpVPlqzykdrVvlozSofrVnFZzPZ4HbIMrKwulpZvHgxua65JMQmgCv4HfZj3VHnHYou107fZ5XPzbJm+bmukpRr0jYkJASz2cypUwXLD5w6dYrw8PBir50yZQqTJk1iyZIlBWq1/tGYMWMYMWKE43FqaipRUVH06NHjsl2jWVlZHDt2DB8fn6s+0Mqv2Z/w9PRiz9JRZF9IcLS7+1alXtc3Cat311WNWxJXV1eWLl1K/fr1C7TXq1ePNWvWAODp6Vngng3DwMPDAz8/P3x9fZkwYQKHDx/G09OTdu3aMWvWLPz8/PDz8+OXX35h9OjRPPTQQ1y4cIHIyEi6dOlCZGQkfn5+uLq64uLiUmB8FxcX3NzcCrSZTCbHnPmHpk2aNInp06ezZcsWYmJi+OGHH6hZsyaAI7Hu6+uLn58fbdu2Zfny5fz973+nT58+2O12ateuzX333VfoLuCKJCsrC09PTzp06FDs15fFYmHx4sV07979svISUjFpzSofrVnlozWrfLRmlY/WrPLRmlU+WrPK5fP0z0m1p5LjnUPf2L4stS7FZrURYgphQMMBmBvp8LGKSN9nlc/NtmaXbm4sTrkmbd3c3GjZsiVLly6lf//+QN5OzKVLlzJs2LAir5s8eTKvv/46P//8M7GxscXO4e7ujru7+2Xtrq6ul30hWK1WDMPAZDIVOFDrSkU06E94vb4kH1tNdtpJ3H3CCYy6vVQlEa7WZ599xmeffXZZe35NW6vVetk9nT9/3vH5yy+/zMsvv1zk+FWrVuXf//53sfP/UXx8/GVthw8fdnxeq1YtR/mGQYMGFTpuly5dLisR0bp160r51xeTyeSo81uaH0Kl7ScVh9as8tGaVT5as8pHa1b5aM0qH61Z5aM1qxyCzcGk5qaSViWNTfZNHLIewoSJHt498HC5uo1ecv3o+6zyuVnWrLT3WO7lEUaMGMFDDz1EbGwsrVq1Ytq0aaSnpzNkyBAABg8eTGRkJBMnTgTgzTffZOzYsXz55ZdER0dz8uRJAHx8fBw7NysCw2QmqEaH8g5DRERERERERK7Q/pz9HM89DkB6eDqbLJsAiHGNIdQltLhLRUTKRLknbe+//37OnDnD2LFjOXnyJM2aNWPhwoWOw8mOHj1aYIfohx9+SE5ODgMHDiwwzrhx4xg/fvz1DF1EREREREREbjD7c/YzL31eoc/tteylTk4dYtxirnNUInKzKfekLcCwYcOKLIfwx7fYX/r2ehERERERERGRsmKz21iRsaLYPisyVlDLtRYm4+rLKoqIlEQ/YUREREREREREgITcBNLsacX2SbOnkZCbUGwfEZFrpaStiIiIiIiIiAiQbk8v034iIldLSVsREREREREREcDb8C7TfiIiV0tJWxERERERERERoKpLVXwMn2L7+Bg+VHWpep0iEpGblZK2IiIiIiIiIiKAyTDR0atjsX06enXUIWQi4nT6KSMiIiIiIiIiclGMWwx3eN9x2Y5bH8OHO7zvIMYtppwiE5GbiZK2UqH83//9H1FRUZhMJqZNm1be4YiIiIiIiMhNKMYthiH+Q+jn0Y+QXSH08+jHEP8hStiKyHWjpO0N5OTJk/ztb3+jVq1auLu7ExUVxV133cWKFSsAOHfuHH/729+oV68enp6eVK9enaeffpqUlJQC4zz99NO0bNkSd3d3mjVrVqq5o6OjMQwDwzDw8vKicePGfPLJJ1cUf2pqKsOGDeOFF17gxIkTPPbYY1d0vYiIiIiIiEhZMRkmIl0i8TnjQ6RLpEoiiMh1pZ84ZWz8+PG89tprhT732muvMX78eKfMe/jwYVq2bMmyZct46623+P3331m4cCGdO3dm5MiRACQkJJCQkMCUKVPYvn07M2fOZOHChQwdOvSy8R5++GHuv//+K4rh1VdfJTExke3bt/PnP/+ZRx99lAULFpT6+qNHj2KxWLjjjjuIiIjAy8vriubPZ7FYruo6ERERERERERGRikBJ2zJmNpsZO3bsZYnb1157jbFjx2I2m50y75NPPolhGKxbt44BAwZQt25dGjZsyPDhw1m8eDEAjRo1Yvbs2fTt25fatWvTpUsXXn/9dX788Udyc3MdY02fPp2nnnqKWrVqXVEMvr6+hIeHU6tWLV544QWCgoIccwOcP3+eRx55hNDQUPz8/OjSpQtbt24FYObMmTRu3BiAWrVqYRgGhw8fBmDOnDm0aNECDw8PatWqxSuvvFIgXsMw+PDDD7nrrrvw9vbm9ddfL/V1n3zyCXfffTdeXl7UqVOHuXPnFrinHTt2cOedd+Ln54evry/t27fnwIEDjuc/+eQTGjRogIeHB/Xr1+eDDz64otdMRERERERERETkj1zKO4DKIj09vcjnzGYzHh4eALz88svk5OQwduxYcnJyGD16NJMmTWLChAn8/e9/5/nnny/VuN7e3qWO7dy5cyxcuJDXX3+90Ov8/f2LvDYlJQU/Pz9cXMruS8Fms/H999+TnJyMm5ubo/3ee+/F09OTBQsW4O/vzz//+U+6du3K3r17uf/++4mKiqJbt26sW7eOqKgoQkNDWblyJYMHD2b69OmOhGl+2YRx48Y5xh4/fjyTJk1i2rRpuLi4lPq6V155hcmTJ/PWW2/xj3/8g0GDBnHkyBGCgoI4ceIEHTp0oFOnTixbtgw/Pz9Wr17tSPx+8cUXjB07lvfee4/mzZuzefNmHn30Uby9vXnooYfK7PUUEREREREREZGbi5K2peTj41Pkc3369GHevHmOx2+//TYAEyZMYMKECY72CRMmsHLlSuLj4x1t0dHRnD179rIx7XZ7qWPbv38/drud+vXrl/oagLNnz/Laa6+VWe3YF154gb///e9kZ2eTm5tLUFAQjzzyCACrVq1i3bp1nD59Gnd3dwCmTJnCDz/8wLfffstjjz1GcHAwAKGhoYSHhwN5SdXRo0c7kqC1atXitddeY9SoUQWSrw8++CBDhgxxPH744YdLdV1cXBwPPPAAAG+88QbTp09n3bp19OrVi/fffx9/f3+++uorXF1dAahbt67j2nHjxjF16lTuueceAGrWrMnOnTv55z//qaStiIiIiIiIiIhcNSVtbwBXkuDNl5qayh133MEtt9xSZnV2R44cSVxcHImJiYwcOZInn3ySmJi8kzW3bt1KWlqaIzGbLzMzs0C5gT/aunUrq1evdpQ8ALBarWRlZZGRkeGoexsbG3tV1zVp0sTxvLe3N35+fpw+fRqALVu20L59e0fC9lLp6ekcOHCAoUOH8uijjzrac3Nzi93ZLCIiIiIiIiIiUhIlbUspLS2tyOf+WKf29OnTjpIIbm5u5OTk8Pe//53Ro0djMhUsI5xft/Va1KlTB8Mw2L17d6n6X7hwgV69euHr68v3339faFLyaoSEhBATE0NMTAzffPMNjRs3JjY2lltuuYW0tDQiIiIK7DLOFxAQUOSYaWlpvPLKK47drJfKL0kBl5eTKO11f7x3wzCw2WwAeHp6FhsXwMcff0zr1q0LPOesusUiIiIiIiIiInJzUNK2lK6kxuzbb7/NhAkTePXVV3n55Zcdh5C5ubnx8ssvX/W4RQkKCqJnz568//77PP3005eNmV+3FvJ22Pbs2RN3d3fmzp1bIIFZlqKiorj//vsZM2aM40CwkydP4uLiQnR0dKnHadGiBXv27HHs2HX2dZdq0qQJn332GRaL5bLkblhYGFWrVuXgwYMMGjToqucQERERERERERH5IyVty1h+gjY/YQs4/jt27NgCj8vS+++/z+23306rVq149dVXadKkCbm5uSxatIgPPviAXbt2kZqaSo8ePcjIyODzzz8nNTWV1NRUIK+ObP4O0f3795OWlsbJkyfJzMxky5YtANxyyy0FDhYryTPPPEOjRo3YsGED3bp1o02bNvTv35/JkydTt25dEhISmDdvHnffffdl5Q3yjR07ljvvvJPq1aszcOBATCYTW7duZfv27QXqBZfVdZcaNmwY//jHP/jTn/7EmDFj8Pf3Z82aNbRq1Yp69erxyiuv8PTTT+Pv70+vXr3Izs5mw4YNJCcnM2LEiFK/TiIiIiIiIiIiIpdS0raMWa3WAgnbfPmPrVarU+atVasWmzZt4vXXX+e5554jMTGR0NBQWrRowdSpUwHYtGkTa9euBbhsB+qhQ4ccO2AfeeQRVqxY4XiuefPml/UpjVtuuYUePXowduxY5s+fz/z583nppZcYMmQIZ86cITw8nA4dOhAWFlbkGD179uSnn37i1Vdf5c0338TV1ZX69es7Djgr6+suFRwczLJlyxg5ciQdO3bEbDbTrFkzbr/9diDvdfLy8uKtt95i5MiReHt707hxY5599tlSzyEiIiIiIiIiIvJHStqWseIO9XLGDttLRURE8N577/Hee+852mw2m2M3badOnUp1aFlhdWdLUlRt3oULFzo+9/X1Zfr06UyfPr3Qvs2aNSs0vp49e9KzZ88i5y7qnq7muvPnzxd43KRJE37++ecix3jwwQd58MEHi3xeRERERERERETkSplK7iIiIiIiIiIiIiIi14uStiIiIiIiIiIiIiIViJK2IiIiIiIiIiIiIhWIkrYiIiIiIiIiIiIiFYiStiIiIiIiIiIiIiIViJK2hbDb7eUdgtyA9HUlIiIiIiIiIiKloaTtJVxdXQHIyMgo50jkRpT/dZX/dSYiIiIiIiIiIlIYl/IOoCIxm80EBARw+vRpALy8vDAMo5yjujY2m42cnByysrIwmZSjLw92u52MjAxOnz5NQEAAZrO5vEMSEREREREREZEKTEnbPwgPDwdwJG4rO7vdTmZmJp6enpU+AV3ZBQQEOL6+REREREREREREiqKk7R8YhkFERARVqlTBYrGUdzjXzGKx8Msvv9ChQwe9Lb8cubq6aoetiIiIiIiIiIiUipK2RTCbzTdEks1sNpObm4uHh4eStiIiIiIiIiIiIpWAipyKiIiIiIiIiIiIVCBK2oqIiIiIiIiIiIhUIEraioiIiIiIiIiIiFQgN11NW7vdDkBqamo5R3J9WCwWMjIySE1NVU3bSkJrVvlozSofrVnlozWrfLRmlY/WrPLRmlU+WrPKR2tW+WjNKp+bbc3yc5L5Ocqi3HRJ2wsXLgAQFRVVzpGIiIiIiIiIiIjIzejChQv4+/sX+bxhLymte4Ox2WwkJCTg6+uLYRjlHY7TpaamEhUVxbFjx/Dz8yvvcKQUtGaVj9as8tGaVT5as8pHa1b5aM0qH61Z5aM1q3y0ZpWP1qzyudnWzG63c+HCBapWrYrJVHTl2ptup63JZKJatWrlHcZ15+fnd1N84d9ItGaVj9as8tGaVT5as8pHa1b5aM0qH61Z5aM1q3y0ZpWP1qzyuZnWrLgdtvl0EJmIiIiIiIiIiIhIBaKkrYiIiIiIiIiIiEgFoqTtDc7d3Z1x48bh7u5e3qFIKWnNKh+tWeWjNat8tGaVj9as8tGaVT5as8pHa1b5aM0qH61Z5aM1K9xNdxCZiIiIiIiIiIiISEWmnbYiIiIiIiIiIiIiFYiStiIiIiIiIiIiIiIViJK2IhVEp06dePbZZ8s7DJGbjr73RJzDbrfz2GOPERQUhGEYbNmypbxDErlh6N+uyktrVznFxcXRv3//8g5DSqDvr8pLa1c4l/IOQERERERuPAsXLmTmzJnEx8dTq1YtQkJCyjskEZFy99133+Hq6lreYcgVevfdd9FxQCJyvSlpKyIiIiJl7sCBA0RERNC2bdvyDkVEpMIICgoq7xDkKvj7+5d3CCJyE1J5hBvYwoULadeuHQEBAQQHB3PnnXdy4MCB8g5LipGbm8uwYcPw9/cnJCSEl19+WX/RreBsNhuTJ08mJiYGd3d3qlevzuuvv17eYUkR0tPTGTx4MD4+PkRERDB16tTyDklKwWazMXHiRGrWrImnpydNmzbl22+/Le+wpBhxcXH87W9/4+jRoxiGQXR0dHmHJMW4cOECgwYNwtvbm4iICN555x29TbESsNlsjBo1iqCgIMLDwxk/fnx5hySloO+tyknlESqnefPm4e/vzxdffFHeoYhcFSVtb2Dp6emMGDGCDRs2sHTpUkwmE3fffTc2m628Q5MifPbZZ7i4uLBu3Treffdd3n77bT755JPyDkuKMWbMGCZNmsTLL7/Mzp07+fLLLwkLCyvvsKQII0eOZMWKFcyZM4dFixYRHx/Ppk2byjssKcHEiRP597//zUcffcSOHTsYPnw4f/7zn1mxYkV5hyZFePfdd3n11VepVq0aiYmJrF+/vrxDkmKMGDGC1atXM3fuXBYvXszKlSv1s7ES+Oyzz/D29mbt2rVMnjyZV199lcWLF5d3WCIiFcKXX37JAw88wBdffMGgQYPKOxyRq6LyCDewAQMGFHj86aefEhoays6dO2nUqFE5RSXFiYqK4p133sEwDOrVq8fvv//OO++8w6OPPlreoUkhLly4wLvvvst7773HQw89BEDt2rVp165dOUcmhUlLS+Nf//oXn3/+OV27dgXyfuGtVq1aOUcmxcnOzuaNN95gyZIltGnTBoBatWqxatUq/vnPf9KxY8dyjlAK4+/vj6+vL2azmfDw8PIOR4px4cIFPvvsM7788kvHz8YZM2ZQtWrVco5MStKkSRPGjRsHQJ06dXjvvfdYunQp3bt3L+fIRETK1/vvv89LL73Ejz/+qP9XlEpNSdsb2L59+xg7dixr167l7Nmzjh22R48eVdK2grrtttswDMPxuE2bNkydOhWr1YrZbC7HyKQwu3btIjs72/FLrlRsBw4cICcnh9atWzvagoKCqFevXjlGJSXZv38/GRkZlyUhcnJyaN68eTlFJXLjOHjwIBaLhVatWjna/P399bOxEmjSpEmBxxEREZw+fbqcohERqRi+/fZbTp8+zerVq7n11lvLOxyRa6Kk7Q2sb9++1KhRg48//piqVatis9lo1KgROTk55R2ayA3B09OzvEMQueGlpaUBeTXJIiMjCzzn7u5eHiGJiFQIrq6uBR4bhqEyaCJy02vevDmbNm3i008/JTY2tsCmKJHKRjVtb1BJSUns2bOHv//973Tt2pUGDRqQnJxc3mFJCdauXVvg8Zo1a6hTp4522VZQderUwdPTk6VLl5Z3KFIKtWvXxtXVtcD3WXJyMnv37i3HqKQkt9xyC+7u7hw9epSYmJgCH1FRUeUdnkilV6tWLVxdXQvUHU5JSdHPRhERqZRq167N8uXLmTNnDn/729/KOxyRa6KdtjeowMBAgoOD+b//+z8iIiI4evQoo0ePLu+wpARHjx5lxIgR/PWvf2XTpk384x//0On2FZiHhwcvvPACo0aNws3Njdtvv50zZ86wY8cOhg4dWt7hyR/4+PgwdOhQRo4cSXBwMFWqVOGll17CZNLfLysyX19fnn/+eYYPH47NZqNdu3akpKSwevVq/Pz8HPWkReTq+Pr68tBDDzFy5EiCgoKoUqUK48aNw2QyaXeSiIhUSnXr1mX58uV06tQJFxcXpk2bVt4hiVwVJW1vUCaTia+++oqnn36aRo0aUa9ePaZPn06nTp3KOzQpxuDBg8nMzKRVq1aYzWaeeeYZHnvssfIOS4rx8ssv4+LiwtixY0lISCAiIoLHH3+8vMOSIrz11lukpaXRt29ffH19ee6550hJSSnvsKQEr732GqGhoUycOJGDBw8SEBBAixYtePHFF8s7NJEbwttvv83jjz/OnXfeiZ+fH6NGjeLYsWN4eHiUd2giIiJXpV69eixbtoxOnTphNpu1GUoqJcNut9vLOwgREREREakY0tPTiYyMZOrUqXrniIgI8MADD2A2m/n888/LOxQRuYnoPaEiIiIiIjexzZs389///pcDBw6wadMmBg0aBEC/fv3KOTIRkfKVm5vLzp07+e2332jYsGF5hyMiNxmVRxARERERuclNmTKFPXv24ObmRsuWLVm5ciUhISHlHZaISLnavn07bdu2pXPnziqBJiLXncojiIiIiIiIiIiIiFQgKo8gIiIiIiIiIiIiUoEoaSsiIiIiIiIiIiJSgShpKyIiIiIiIiIiIlKBKGkrIiIiIiIiIiIiUoEoaSsiIiIiIiIiIiJSgShpKyIiIiIiIiIiIlKBKGkrIiIiIpVWXFwchmFgGAaurq6EhYXRvXt3Pv30U2w2W6nHmTlzJgEBAc4LtAhxcXH079//us8rIiIiIhWbkrYiIiIiUqn16tWLxMREDh8+zIIFC+jcuTPPPPMMd955J7m5ueUdnoiIiIjIFVPSVkREREQqNXd3d8LDw4mMjKRFixa8+OKLzJkzhwULFjBz5kwA3n77bRo3boy3tzdRUVE8+eSTpKWlARAfH8+QIUNISUlx7NodP348AP/5z3+IjY3F19eX8PBwHnzwQU6fPu2YOzk5mUGDBhEaGoqnpyd16tRhxowZjuePHTvGfffdR0BAAEFBQfTr14/Dhw8DMH78eD777DPmzJnjmDc+Pp6cnByGDRtGREQEHh4e1KhRg4kTJ16X11JEREREKgYlbUVERETkhtOlSxeaNm3Kd999B4DJZGL69Ons2LGDzz77jGXLljFq1CgA2rZty7Rp0/Dz8yMxMZHExESef/55ACwWC6+99hpbt27lhx9+4PDhw8TFxTnmefnll9m5cycLFixg165dfPjhh4SEhDiu7dmzJ76+vqxcuZLVq1fj4+NDr169yMnJ4fnnn+e+++5z7BROTEykbdu2TJ8+nblz5/L111+zZ88evvjiC6Kjo6/r6yciIiIi5culvAMQEREREXGG+vXrs23bNgCeffZZR3t0dDQTJkzg8ccf54MPPsDNzQ1/f38MwyA8PLzAGA8//LDj81q1ajF9+nRuvfVW0tLS8PHx4ejRozRv3pzY2FjH2PlmzZqFzWbjk08+wTAMAGbMmEFAQADx8fH06NEDT09PsrOzC8x79OhR6tSpQ7t27TAMgxo1apT1SyMiIiIiFZx22oqIiIjIDclutzuSpUuWLKFr165ERkbi6+vLX/7yF5KSksjIyCh2jI0bN9K3b1+qV6+Or68vHTt2BPISqwBPPPEEX331Fc2aNWPUqFH8+uuvjmu3bt3K/v378fX1xcfHBx8fH4KCgsjKyuLAgQNFzhkXF8eWLVuoV68eTz/9NIsWLbrWl0JEREREKhklbUVERETkhrRr1y5q1qzJ4cOHufPOO2nSpAmzZ89m48aNvP/++wDk5OQUeX16ejo9e/bEz8+PL774gvXr1/P9998XuK53794cOXKE4cOHk5CQQNeuXR2lFdLS0mjZsiVbtmwp8LF3714efPDBIudt0aIFhw4d4rXXXiMzM5P77ruPgQMHltXLIiIiIiKVgMojiIiIiMgNZ9myZfz+++8MHz6cjRs3YrPZmDp1KiZT3p6Fr7/+ukB/Nzc3rFZrgbbdu3eTlJTEpEmTiIqKAmDDhg2XzRUaGspDDz3EQw89RPv27Rk5ciRTpkyhRYsWzJo1iypVquDn51donIXNC+Dn58f999/P/fffz8CBA+nVqxfnzp0jKCjoql4PEREREalctNNWRERERCq17OxsTp48yYkTJ9i0aRNvvPEG/fr1484772Tw4MHExMRgsVj4xz/+wcGDB/nPf/7DRx99VGCM6Oho0tLSWLp0KWfPniUjI4Pq1avj5ubmuG7u3Lm89tprBa4bO3Ysc+bMYf/+/ezYsYOffvqJBg0aADBo0CBCQkLo168fK1eu5NChQ8THx/P0009z/Phxx7zbtm1jz549nD17FovFwttvv81///tfdu/ezd69e/nmm28IDw8nICDguryeIiIiIlL+lLQVERERkUpt4cKFREREEB0dTa9evVi+fDnTp09nzpw5mM1mmjZtyttvv82bb75Jo0aN+OKLL5g4cWKBMdq2bcvjjz/O/fffT2hoKJMnTyY0NJSZM2fyzTffcMsttzBp0iSmTJlS4Do3NzfGjBlDkyZN6NChA2azma+++goALy8vfvnlF6pXr84999xDgwYNGDp0KFlZWY6dt48++ij16tUjNjaW0NBQVq9eja+vL5MnTyY2NpZbb72Vw4cPM3/+fMcuYRERERG58Rl2u91e3kGIiIiIiIiIiIiISB79uV5ERERERERERESkAlHSVkRERERERERERKQCUdJWREREREREREREpAJR0lZERERERERERESkAlHSVkRERERERERERKQCUdJWREREREREREREpAJR0lZERERERERERESkAlHSVkRERERERERERKQCUdJWREREREREREREpAJR0lZERERERERERESkAlHSVkRERERERERERKQCUdJWREREREREREREpAL5f5aKoVV8KChrAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract unique models and datasets from the DataFrame\n", "models = results_df['Model'].unique()\n", "datasets = results_df['Dataset'].unique()\n", "\n", "# Initialize dictionaries to store AUCROC and F1 scores\n", "aucroc_data = {model: [] for model in models}\n", "f1_data = {model: [] for model in models}\n", "\n", "# Populate AUCROC and F1 dictionaries with data\n", "for model in models:\n", " for dataset in datasets:\n", " subset = results_df[(results_df['Model'] == model) & (results_df['Dataset'] == dataset)]\n", " if not subset.empty:\n", " aucroc_data[model].append(subset['AUCROC'].values[0])\n", " f1_data[model].append(subset['F1'].values[0])\n", " else:\n", " # If no data is available for a model-dataset pair, append NaN\n", " aucroc_data[model].append(float('nan'))\n", " f1_data[model].append(float('nan'))\n", "\n", "# Reference Data: resnet18 (timm) and resnet18 (C21)\n", "c21_aucroc = [0.97, 0.97, 0.97, 0.94, 0.96, 0.96, 1.00, 1.00, 1.00, 0.80, 0.65, 0.87]\n", "c21_f1 = [0.77, 0.74, 0.78, 0.68, 0.77, 0.59, 0.99, 1.00, 0.99, 0.18, 0.17, 0.70]\n", "\n", "output_dir = \"./results/comparison\"\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Plot AUCROC Comparison with References\n", "plt.figure(figsize=(14, 8))\n", "for model in models:\n", " plt.plot(datasets, aucroc_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_aucroc, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"AUCROC Comparison Across Models and Datasets\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"AUCROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/automated_aucroc_comparison_with_references.png\") # Save the plot\n", "plt.show()\n", "\n", "# Plot F1 Score Comparison with References\n", "plt.figure(figsize=(14, 8))\n", "for model in models:\n", " plt.plot(datasets, f1_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_f1, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"F1 Score Comparison Across Models and Datasets\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"F1 Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/automated_f1_score_comparison_with_references.png\") # Save the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ₯‡πŸ₯ˆπŸ₯‰πŸŽ–οΈπŸŽ–οΈ Top 5" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute mean AUCROC and F1 for each model\n", "model_means = {\n", " model: {\n", " 'Mean AUCROC': np.mean(aucroc_data[model]),\n", " 'Mean F1': np.mean(f1_data[model])\n", " }\n", " for model in models\n", "}\n", "\n", "# Convert to a DataFrame for easier processing\n", "model_means_df = pd.DataFrame.from_dict(model_means, orient='index').reset_index()\n", "model_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "# Identify top 5 models for AUCROC and F1\n", "top_5_aucroc_models = model_means_df.sort_values(by='Mean AUCROC', ascending=False).head(5)['Model'].values\n", "top_5_f1_models = model_means_df.sort_values(by='Mean F1', ascending=False).head(5)['Model'].values\n", "\n", "# Plot AUCROC Comparison for top 5 models\n", "plt.figure(figsize=(14, 8))\n", "for model in top_5_aucroc_models:\n", " plt.plot(datasets, aucroc_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_aucroc, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"AUCROC Comparison (Top 5 Models)\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"AUCROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/top5_aucroc_comparison_with_references.png\")\n", "plt.show()\n", "\n", "# Plot F1 Score Comparison for top 5 models\n", "plt.figure(figsize=(14, 8))\n", "for model in top_5_f1_models:\n", " plt.plot(datasets, f1_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_f1, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"F1 Score Comparison (Top 5 Models)\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"F1 Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/top5_f1_score_comparison_with_references.png\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ† Rank models by AUCROC and F1 score" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Ranked Models by Mean AUCROC with Standard Deviation (variability across 12 test datasets):\n", "\n", " Model Mean AUCROC Std AUCROC Mean F1 Std F1\n", "1 C21 0.924167 0.099955 0.696667 0.264523\n", "2 Ensemble 0.843341 0.205199 0.552251 0.309003\n", "3 ViT 0.839950 0.140536 0.494444 0.290255\n", "4 MLP-Mixer 0.834480 0.138933 0.499657 0.281383\n", "5 DeiT 0.833379 0.178748 0.517349 0.309230\n", "6 Swin 0.828445 0.208430 0.481442 0.295523\n", "7 CaiT 0.821357 0.196866 0.505748 0.280697\n", "8 DeiT3 0.818736 0.183603 0.502006 0.280153\n", "9 Twins_PCPVT 0.818683 0.172951 0.488698 0.279497\n", "10 PiT 0.814991 0.220189 0.491909 0.318557\n", "11 Twins_SVT 0.790624 0.248553 0.487534 0.324602\n", "12 CvT 0.734407 0.206276 0.419208 0.301121\n", "\n", "Ranked Models by Mean F1 with Standard Deviation (variability across 12 test datasets):\n", "\n", " Model Mean AUCROC Std AUCROC Mean F1 Std F1\n", "1 C21 0.924167 0.099955 0.696667 0.264523\n", "2 Ensemble 0.843341 0.205199 0.552251 0.309003\n", "3 DeiT 0.833379 0.178748 0.517349 0.309230\n", "4 CaiT 0.821357 0.196866 0.505748 0.280697\n", "5 DeiT3 0.818736 0.183603 0.502006 0.280153\n", "6 MLP-Mixer 0.834480 0.138933 0.499657 0.281383\n", "7 ViT 0.839950 0.140536 0.494444 0.290255\n", "8 PiT 0.814991 0.220189 0.491909 0.318557\n", "9 Twins_PCPVT 0.818683 0.172951 0.488698 0.279497\n", "10 Twins_SVT 0.790624 0.248553 0.487534 0.324602\n", "11 Swin 0.828445 0.208430 0.481442 0.295523\n", "12 CvT 0.734407 0.206276 0.419208 0.301121\n" ] } ], "source": [ "model_means = {}\n", "model_stds = {}\n", "\n", "expected_models = [\n", " 'ViT', 'MLP-Mixer', 'CvT', 'Swin', 'CaiT', \n", " 'DeiT', 'DeiT3', 'Twins_SVT', 'Twins_PCPVT', 'PiT', 'Ensemble'\n", "]\n", "\n", "for model in expected_models:\n", " model_aucroc_values = aucroc_data.get(model, [np.nan])\n", " model_f1_values = f1_data.get(model, [np.nan])\n", " \n", " # Compute mean and std for AUCROC\n", " model_means.setdefault(model, {})['AUCROC'] = np.mean(model_aucroc_values)\n", " model_stds.setdefault(model, {})['AUCROC'] = np.std(model_aucroc_values)\n", " \n", " # Compute mean and std for F1\n", " model_means[model]['F1'] = np.mean(model_f1_values)\n", " model_stds[model]['F1'] = np.std(model_f1_values)\n", "\n", "# Do the same for reference results if applicable\n", "reference_results = {\n", " 'C21': {\n", " 'AUCROC': np.mean(c21_aucroc),\n", " 'F1': np.mean(c21_f1)\n", " }\n", "}\n", "reference_stds = {\n", " 'C21': {\n", " 'AUCROC': np.std(c21_aucroc),\n", " 'F1': np.std(c21_f1)\n", " }\n", "}\n", "\n", "# Convert model results to a DataFrame (with std)\n", "model_means_df = pd.DataFrame.from_dict(model_means, orient='index').reset_index()\n", "model_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "model_stds_df = pd.DataFrame.from_dict(model_stds, orient='index').reset_index()\n", "model_stds_df.columns = ['Model', 'Std AUCROC', 'Std F1']\n", "\n", "# Merge means and stds\n", "model_results_df = pd.merge(model_means_df, model_stds_df, on='Model')\n", "\n", "# Convert reference results to a DataFrame\n", "reference_means_df = pd.DataFrame.from_dict(reference_results, orient='index').reset_index()\n", "reference_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "reference_stds_df = pd.DataFrame.from_dict(reference_stds, orient='index').reset_index()\n", "reference_stds_df.columns = ['Model', 'Std AUCROC', 'Std F1']\n", "\n", "# Merge reference means and stds\n", "reference_results_df = pd.merge(reference_means_df, reference_stds_df, on='Model')\n", "\n", "# Combine all results\n", "all_results_df = pd.concat([model_results_df, reference_results_df], ignore_index=True)\n", "\n", "# Sort by AUCROC and rank\n", "ranked_by_aucroc = all_results_df.sort_values(by='Mean AUCROC', ascending=False).reset_index(drop=True)\n", "ranked_by_aucroc.index = ranked_by_aucroc.index + 1\n", "\n", "print(\"\\nRanked Models by Mean AUCROC with Standard Deviation (variability across 12 test datasets):\\n\")\n", "print(ranked_by_aucroc[['Model', 'Mean AUCROC', 'Std AUCROC', 'Mean F1', 'Std F1']])\n", "\n", "# Sort by F1 and rank\n", "ranked_by_f1 = all_results_df.sort_values(by='Mean F1', ascending=False).reset_index(drop=True)\n", "ranked_by_f1.index = ranked_by_f1.index + 1\n", "\n", "print(\"\\nRanked Models by Mean F1 with Standard Deviation (variability across 12 test datasets):\\n\")\n", "print(ranked_by_f1[['Model', 'Mean AUCROC', 'Std AUCROC', 'Mean F1', 'Std F1']])\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot saved to: results/comparison/ranked_models_by_aucroc.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot saved to: results/comparison/ranked_models_by_f1.png\n" ] } ], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "\n", "# Define color mapping for each model\n", "colors = {\n", " 'ViT': 'crimson',\n", " 'MLP-Mixer': 'tomato',\n", " 'CvT': 'darkred',\n", " 'Swin': 'indigo',\n", " 'CaiT': 'royalblue',\n", " 'DeiT': 'cadetblue',\n", " 'DeiT3': 'dodgerblue',\n", " 'Twins_SVT': 'lightgreen',\n", " 'Twins_PCPVT': 'mediumseagreen',\n", " 'PiT': 'dimgrey',\n", " 'Ensemble': 'darkgoldenrod',\n", " 'C21': 'black' # Reference model\n", "}\n", "\n", "# Define the output directory\n", "output_dir = 'results/comparison'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Plot function with error bars\n", "def plot_ranked_results(df, metric, std_metric, title, ylabel, output_filename):\n", " plt.figure(figsize=(14, 8))\n", " \n", " # Extract models, means, and stds\n", " models = df['Model']\n", " means = df[metric]\n", " stds = df[std_metric]\n", "\n", " # Ensure error bars stay within [0, 1]\n", " lower_errors = np.clip(means - stds, 0, 1)\n", " upper_errors = np.clip(means + stds, 0, 1)\n", " yerr = [means - lower_errors, upper_errors - means]\n", "\n", " # Get colors for each model\n", " bar_colors = [colors.get(model, 'gray') for model in models]\n", "\n", " # Create bar plot with error bars\n", " bars = plt.bar(models, means, yerr=yerr, capsize=5, color=bar_colors, edgecolor='black')\n", " \n", " # Add annotations to the bars\n", " for bar, mean_value in zip(bars, means):\n", " height = bar.get_height()\n", " plt.text(bar.get_x() + bar.get_width() / 2, height + 0.01, f'{mean_value:.3f}',\n", " ha='center', va='bottom', fontsize=10)\n", "\n", " # Set plot labels and title\n", " plt.xlabel('Model', fontsize=12)\n", " plt.ylabel(ylabel, fontsize=12)\n", " plt.title(title, fontsize=14)\n", " plt.xticks(rotation=45, ha='right', fontsize=10)\n", " plt.ylim(0, 1.05) # Ensuring y-axis stays within 0 to 1.05\n", " plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", " # Save the plot\n", " output_path = os.path.join(output_dir, output_filename)\n", " plt.tight_layout()\n", " plt.savefig(output_path, dpi=300)\n", " plt.show()\n", " print(f\"Plot saved to: {output_path}\")\n", "\n", "# Plot Ranked Models by Mean AUCROC\n", "plot_ranked_results(\n", " ranked_by_aucroc,\n", " metric='Mean AUCROC',\n", " std_metric='Std AUCROC',\n", " title='Ranked Models by Mean AUCROC with Standard Deviation',\n", " ylabel='Mean AUCROC',\n", " output_filename='ranked_models_by_aucroc.png'\n", ")\n", "\n", "# Plot Ranked Models by Mean F1\n", "plot_ranked_results(\n", " ranked_by_f1,\n", " metric='Mean F1',\n", " std_metric='Std F1',\n", " title='Ranked Models by Mean F1 with Standard Deviation',\n", " ylabel='Mean F1 Score',\n", " output_filename='ranked_models_by_f1.png'\n", ")\n" ] } ], "metadata": { "accelerator": "GPU", "colab": { "authorship_tag": "ABX9TyO5Mx7Sr/OXUckYvMxnOoH+", "collapsed_sections": [ "9R0WNVY09x6J", "DZ-9W8SzIoPe", "GSY64MkTIMcl", "hFqbYQqyJ6u4", "bmeku7_D0b83", "F-HQ5rCj0rJp", "PyHf9kgo0wqf", "Z1P01Fym10-5", "Ct1egKIG4sTp", "voFYPBDw4ntk" ], "gpuType": "A100", "include_colab_link": true, "machine_shape": "hm", "mount_file_id": "1uKH8FARHAXdqLXeh0VLAbHygNdnUlLcW", "provenance": [] }, "kernelspec": { "display_name": "vit", "language": "python", "name": "vit" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 4 }