{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GraViT: Assessing the Effect of Transfer Learning on Vision Transformers and MLP-Mixer for Gravitational Lens Discovery\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": [ "Mon Mar 24 02:38:02 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% 49C P8 46W / 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% 44C P8 25W / 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 3292 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 3292 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": "markdown", "metadata": {}, "source": [ "## πŸ—ƒοΈ Load common test sample (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 40000 nonlenses FITS files.\n", "Found 40000 mocklenses FITS files.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_34877.fits\n", "\n", "=== Inspecting FITS File: nonlens_34877.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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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", 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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/nonlenses/nonlens_35263.fits\n", "\n", "=== Inspecting FITS File: nonlens_35263.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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/nonlenses/nonlens_22151.fits\n", "\n", "=== Inspecting FITS File: nonlens_22151.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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/mocklenses/lens_12267.fits\n", "\n", "=== Inspecting FITS File: lens_12267.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_12267.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/mocklenses/lens_9900.fits\n", "\n", "=== Inspecting FITS File: lens_9900.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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 3: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_461.fits\n", "\n", "=== Inspecting FITS File: lens_461.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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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"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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", 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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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", "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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", 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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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"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": 8, "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": 9, "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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", "text/plain": [ "
" ] }, "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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znvcooCGEkYB4e3tbzzzzzBulLR/+8IcV0IsvvnjfdpZC7c9+9rM6n88V0Pe85z1fdvnf+Z3fqYD+xE/8xNr3D33oQxXQH/mRHxk9/0orIf7kT/7kBuX9H//jf1RAf/VXf3Vt3qdSQqwThP7jP/6jArqxsaGLxWL07nRKiEc96lFr6/jgBz9YAX3lK1+Zn508eVKPHj2qgL7hDW9Y+eZzn/ucbm9vf9lKCFXVpz/96Vm4nrCfEuKGrplUroisKM5UVd/1rncpoLe5zW0O3JaEwyghktLtW7/1W3W5XK687/tev+VbvkUB/eAHP5ifp/l+5MiRtQqvV73qVQropZdeOnp+GFrR972ef/75p1zbz3ve8xTQJz3pSfnZQx7yEAVWFBo3BO9+97sV0AsuuGDt+9ROQHd3d7/s8hKuv/763O/lPDwVDquE+PVf/3UF9JGPfOSXU9WKioqKioqKioobgBqOqaKioqKiouJrHtMLqtPP011I/ba3vQ2ABz/4wdzylrdceX/3u9+du9zlLsQYefvb356f3/Oe9+Taa6/lh3/4h7nqqquIMZ62jn3f8+Y3v5lnP/vZPOEJT+Cxj30sV1xxBT/3cz8HwIc//OHTNxR461vfymKx4O53vzt3v/vdD/TNfui6jj/7sz8D4Iorrlib5t/+23+by/1q4dxzzz1tXPkvfvGLvPKVr+QpT3kKP/IjP8IVV1zBFVdckcftoP2b0Lbt2kt5zzvvPM4++2z29vbW3h1wKjzsYQ9b+/ybvumbAEZ3Clx11VUcP36cc845Z+2dJre4xS14wAMecKjy98NP/uRPcs455/CGN7zhtON8Q9dMwgUXXMBd7nKXlefr+uCmwB/+4R8C8H3f9320bbvyPoTAt3/7twPwzne+c+X9Pe5xj7Whgvar/2Foxfve9z4+/elPc9vb3nbftZ3uMCnrds973hOAH/3RH+UNb3jDvnfMHAQpjNvNb37zG5zHYbFcLvn+7/9+/vqv/5rb3OY2ay+lvjGQ2nSYUHUVFRUVFRUVFRU3DlY574qKioqKioqKrzHc//7356KLLuJ3f/d3+eVf/mVe+cpXcuzYMS677LJTfpcEhhdddNG+aW5729vyV3/1VyPh4otf/GIe+tCH8pu/+Zv85m/+JmeccQYXX3wxl156KT/0Qz/EBRdcMMrjox/9KI985CP5m7/5m33Lue666w7S1Byr/g53uMOB0p8KX/ziF7PAcr8+uO1tbwvc9MLhU6G8hHod/ut//a/8+I//OCdOnNg3zUH7N+FWt7oVs9ls7btjx47xpS996dDC3um8KPMDRvl98pOfBE7d9tP1y0Fx7Ngxnv70p/NjP/Zj/NRP/dQp77u4oWsm4XR9ML0bZZ1y7JxzzuEFL3jBvuWfCh/72McAuwflGc94xinTfv7zn195dpgxhMPRilS3v/u7vzvtJe9l3X7yJ3+SP/3TP+VNb3oTD37wg5nNZtzlLnfh27/923n0ox/NxRdffMq8SqQ7LVJ7prjFLW6Rf//c5z7HN3zDNxw473Xouo5HP/rRvP71r+fCCy/kLW95y6iMGxOpTfvdV1JRUVFRUVFRUXHToSohKioqKioqKr7mISJcccUVPPOZz+Tyyy/nM5/5DP/+3/97tra2bpLyvumbvokPf/jD/PEf/zFvectbeOc738k73vEO3vKWt/CzP/uz/MZv/AY/+IM/mNNfdtll/M3f/A0PfehDecpTnsI3f/M3c+zYMWazGYvFgo2NjZuknv9ccKpxvOqqq3j84x9P0zQ897nP5WEPexgXXHAB29vbiAgvfelLefzjH4+qHqrMU11mfkNxQ/I8lTD6dILqw+BHf/RH+eVf/mXe/e5387u/+7v863/9r2+0vEsctg9e8YpXrDy78MILb7ASInki3Oc+98kKtv1wxzveceXZYet/GFqR6nbeeefxoAc96JT5nnPOOfn37e1t3vjGN/Lud7+b17/+9bzzne/kne98J+95z3t44QtfyBOe8AR+9Vd/9UD1Peuss4D9lXZ3vetdCSEQY+Td7373l6WE6PuexzzmMfze7/0e3/AN38Bb3/pWLrzwwhuc3+mQFCxnn332TVZGRUVFRUVFRUXFelQlREVFRUVFRcU/C1xxxRX8zM/8DP/jf/wP4PShmAC+7uu+DhgskNchvUtpE9q25SEPeQgPechDABPavfCFL+RnfuZnePzjH88jH/lIjhw5woc+9CE+8IEPcO655/Ka17xmJQTMRz/60YM3ksES+0Mf+tChvluHm9/85mxsbLC3t8fHPvYx7nznO6+k2a/9/1Tw3/7bf0NV+T//z/+TpzzlKSvvD9u//1SQ+vsTn/jEvmlO9e6wmM/nPPvZz+aHfuiHeNrTnsYf//Efn7JeN2TN3BAcVnl0OiSh+fd+7/fy5Cc/+UbNez8clFakut385jfn5S9/+aHLufjii7PXQ9d1vPa1r+WHf/iHefGLX8xll13G/e9//9Pmce655wLsG2rs7LPP5r73vS9vf/vbecUrXsGjHvWoQ9cTTAHxgz/4g7z61a/OCohTedfcGEhtWhdGrKKioqKioqKi4qZFvROioqKioqKi4p8FLrjgAr73e7+Xm9/85tzrXvfikksuOe03Kb7661//+rVxwt/3vvfx/ve/fxQnfj8cO3aMZz3rWZx11lmcPHmSj3zkIwBcffXVAJx//vlrY9D/1m/91mnrWeLSSy9lPp9z1VVX8d73vvdQ307Rti33uc99APYVeqb7NQ4iwPxqIPXvOgvq3d1d/vt//+9f6SrdKLj73e/O9vY2n//853nTm9608v4LX/gCb3zjG2/UMh/zmMdwl7vchY9+9KP81//6X9emuTHXzFcD3/3d3w0MyquvBvajFRdffDHnnHMOf/u3f3vK0G0HQdu2XHbZZdmj4v3vf/+BvrvjHe/IfD7nk5/8JNdff/3aNE972tMAeN3rXsdrXvOaU+anqvzpn/7p6FmMkR/+4R/mVa96VVZAnM4r5cbAX//1XwN82XfpVFRUVFRUVFRUHB5VCVFRUVFRUVHxzwa/93u/xxe+8AX+/M///EDp73Of+3DJJZews7PD4x//eE6ePJnffeELX+Dxj388AI9+9KOzlfLJkyd54QtfuDZe/Dve8Q6uueYamqbh67/+6wH4xm/8Rpqm4YMf/GC+1Dfhf/yP/8Ev/dIvHaqN5557Lj/6oz8KkC9zLaGqvOUtb8mhR06HJz3pSQD82q/9Gm9+85tH717+8pfzute9jtlsxhOf+MRD1fMrhXQh8Cte8YqR0HR3d5cnPOEJfPzjH/9qVe3Lwvb2Nv/u3/07AH78x398JPDf29vjyiuvPOUdGDcEIsIv/MIvAPDLv/zLa9PckDXzTwnf+73fy8UXX8xf/uVf8tjHPnbtOv7Sl77ES17yErqu+7LKOiytmM1mPPOZz0RVeeQjH7kivAfzIHjLW97Cu971rvzsxS9+8dqL1z/zmc/wnve8B1ivpFuHra0t7nWvexFj3PdukAc84AGZbjz60Y/mhS984cpdHmCh0h70oAeNQmfFGHnsYx/Lb//2b39FFRAwXOZ96aWXfkXKq6ioqKioqKioGFDDMVVUVFRUVFT8i8Zv//Zvc+mll/L7v//7XHTRRXz7t387y+WSt771rVx33XXc7W5347/8l/+S0y8WC570pCfxkz/5k9zpTnfi9re/PbPZjE984hNZMPi0pz0tX656zjnncOWVV/KiF72I7/zO7+S+970v559/Ph/+8Id573vfy9Of/nSe85znHKrOz3ve8/j4xz/O6173Ou5yl7twySWXcNFFF/GFL3yBv/mbv+FTn/oUH//4xznzzDNPm9d3f/d35zo84AEP4N73vjcXXHABH/rQh3jve99L0zS85CUvWRsf/58CHvvYx/KiF72I973vfVx00UXc9773pWka3vGOd7Czs8MTn/hEXvSiF321q3mD8HM/93P82Z/9GVdddRW3u93tuPTSS9nc3ORP//RPWSwWXH755bziFa9gPp/faGV+93d/N/e73/1WFGYlDrtmvlJ49rOfzUte8pJ937/4xS/mbne7G6997Wv5nu/5Hl7xilfwu7/7u9zlLnfhggsuYLFY8LGPfYwPfvCD9H3PFVdcsdZ76aA4LK0AuPLKK/n7v/97nv/853Pf+96XO97xjtzudrdja2uLz3zmM7z//e/nmmuu4dd+7de4173uBcBLX/pS/o//4//goosu4lu+5Vs4duwYn//85/MauPTSS3n4wx9+4Ho/4hGP4E/+5E944xvfyHd913etTfOCF7yAm93sZjzrWc/iSU96Es961rO45JJLOPfcczl+/Dgf+MAHcriwn/qpn8rf/Zf/8l945StfCdgF5s9+9rPX5n+HO9yBpz71qaNn733ve3nCE56Q//67v/s7AH7913+dP/iDP8jPX/Oa13CrW91q9O3nP/95PvCBD3D++ecf6qLuioqKioqKioqKGwdVCVFRUVFRUVHxLxq3uc1teO9738sLXvACXvva1/IHf/AHhBD4V//qX/EDP/AD/If/8B9GFyMfPXqUl7zkJbz97W/nfe97H2984xtZLBacf/75POpRj+IJT3jCiqXtL/3SL3HnO9+ZF7/4xVx11VW8//3v5053uhOvetWr+IEf+IFDKyHm8zmvfe1redWrXsXLX/5yrrrqKt7znvdw85vfnNvf/vb82I/9GOedd96B83v2s5/Nve99b/7zf/7P/MVf/AXvete7OOecc/j+7/9+nvzkJ3PPe97zUPX7SuKss87iPe95D8985jN5wxvewB/90R9x85vfnAc+8IE885nPXGtN/rWCo0eP8ra3vY1f+IVf4FWvehWvf/3rudnNbsYDHvAAnvOc5/AzP/MzwPiS4hsDz33uc08Zzuywa+YrhY997GOnvKsiXbZ8/vnn8653vYuXv/zl/M7v/A4f+MAH+Mu//EtudrObcf755/O//+//Ow9/+MPZ3Nz8supzQ2gFmJLxEY94BC9+8Yv50z/9U17/+tczn8+51a1uxf3udz8e+tCHju5i+Lmf+zn+8A//kHe96128613v4tprr+Xcc8/lkksu4bGPfSz/2//2vx1KmfLYxz6WZzzjGfzWb/0WP//zP0/TNGvT/fRP/zSPecxj+PVf/3Xe9KY38b73vY9rr72WI0eOcJvb3Ibv/d7v5fLLL+eud71r/iaFTwNOqej6ju/4jhUlxHXXXbfWO+OTn/wkn/zkJ/Pf67wyfuu3fouu63j84x//ZSmWKioqKioqKioqbhhEv1rBUCsqKioqKioqKioqbhCWyyXf8i3fwkc+8hGuuuoq7na3u321q1TxzwhXXnklv/qrv8rrXvc6Hvawh321q/NlQVW5y13uwv/7//6/fOxjHzuUgraioqKioqKiouLGQb0ToqKioqKioqKiouKfKK666ipijKNnx48f58orr+QjH/kId77znasCouJGxzOf+UzOOussfvZnf/arXZUvG7/7u7/LBz/4QX7qp36qKiAqKioqKioqKr5KqJ4QFRUVFRUVFRUVFf9Ecetb35qTJ09ypzvdiXPPPZfPfe5zvP/97+fqq6/mZje7GW9605tG4W4qKm4svOhFL+LHfuzH+G//7b9x2WWXfbWrc4PQ9z13vOMd2dnZ4UMf+tBXJUxYRUVFRUVFRUVFVUJUVFRUVFRUVFRU/JPFr/zKr/Ca17yGD33oQ3zpS18ihMCFF17IAx/4QJ785CfzDd/wDV/tKlZUVFRUVFRUVFRUVJwSVQlRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUXGToN4JUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFxk6AqISoqKioqKioqKioqKioqKioqKioqKioqbhJUJURFRUVFRUVFRUVFRUVFRUVFRUVFRUVFxU2CqoSoqKioqKioqKioqKioqKioqKioqKioqLhJUJUQFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRU3CaoSoqKioqKioqKioqKioqKioqKioqKioqLiJkFVQlRUVFRUVFRUVFRUVFRUVFRUVFRUVFRU3CSoSoiKioqKioqKioqKioqKioqKioqKioqKipsEVQlRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUXGToCohKioqKioqKioqKioqKioqKioqKioqKipuElQlREVFRUVFRUVFRUVFRUVFRUVFRUVFRUXFTYKqhKioqKioqKioqKioqKioqKioqKioqKiouElQlRAVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFTcJqhKioqKioqKioqKioqKioqKioqKioqKiouImQVVCVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFTcJKhKiIqKioqKioqKioqKioqKioqKioqKioqKmwRVCVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRcZOgKiEqKioqKioqKioqKioqKioqKioqKioqKm4SVCVERUVFRUVFRUVFRUVFRUVFRUVFRUVFRcVNgvagCS+49BtRhS4qEYhRUSAqqEIEFBAUGP6Oij/JCVB/IoilVUZQ0SF9AbGP8/dltvZ29bkCIlhJRV3STxlnYn/Lajqm6f139QdSJFSZ/D3qgOEjDeO/g6eIRf5ledOKqo7+tPZ6AzR/XzasrJdQtm74TVaeTPugTDWumY2oeN2Gcbb/S9HpAiz+4mNrcvEksq6EioobDtV1MxlC2PwK16Tinzti3N333dHz7vkVrEnFvwQc/8xf7vsuNM1XsCYV/xIQ+37fdxLqfKu4caFx/XyTphkdlMR5vMzqifipxA9L+VghfljSyRmu5BEnZ6H85+oZaVypdc9k/at8zpHxO50cSIcXa+um5f8mZ7zcF+lQGHQ4HA/JGJ0JV4qctHnUTTJKKrmvi+c6aePo+FkeZEP5weT7UZao+kFSFKIf2mU6Jjq0uzywjxroJ+50Lo+R/dBungO0aLgZ0ADXo/RIPBuYQ9uhIcLieuh2EQkgAZ0JzIAuIF0AadEwB3aReC1ID7L0PLetr6JVPDIDGkRn1oT2WpAO4jZoC9J4v/Xeljkm2tkF9kzAEkG19ToqzCPEDro9z3sLVKxPiUjY8z6buVCis0FovTOXc4gN2vbQKGgAFUQ7hA5CC01r4xIDSkTpbHykt+mhCkFg7mtxKS4wMumRtHsgisomEFBdWt1mZ0KziextQjcDdoAFNAsIS9C5/aOxftAdNF4HoUVmW2hcQncd0KDxTKBFmpn1Xdyxn+JyjDRvenyKdlYHtkDnKDsge2gMoAGRHQgnQbYhnAUEiI2P7wKjN6XcR4jXfXjf+Tbfvvm+7yoqbggWJ7+477v59jd9BWtS8S8Bi5P/65TvD6yEALJwXhWiCKqa+ZNSuJ2Fz1Js9bomIwb+oEwy5ZEGqJflonUphdxKqbso+auS/xjxdmXZsqaa4xobPyPD31OeTzSVMVayrPJv6n0jQ9kutNfyO4ylyPUvFQOJnxZPPWLait8L/nvczqGzBh5eRgqQlJPqeCyVaUcOb7QoZKywSUxpwTRXVFRUVFRUVFRUVFQcAuIHsBVjsSTLRu08JuPziCUazqljAfb00OSPRNYfXNbpJLLAW/LZ0QSw6z8dFCRrhOT5eTqATgT0sCK0z8Z+pWIlxT1Q8eKG8ztlHqnpI43BpIHi6gZNZ7tB0VBUYFrJbKhmiWVo20hTMj5Tw1j5MFS1VIho7qJRD40OruX4jkoZPz4FVIOlaxcm/I8NogF0F3RhAuagEGYu2F4CHRIbdNmANhCC/Ywt6AZwBtCjYWEncN015YIetUq1rlyIHSBod8SGZ9ZD6P3ULibspnWBdwca0diC7CFhgbCB0iAE6Frrj9SeZs/q1M0RGq8Tlo9E6C29xOCKgQWECP0GdC3SYvNLBKXJi0qIID2iPWhnigoEpUM5afL+pQIzpD8TaFBpUOmBPavjsjEBPyeADmTTFVAdNN6Wfm79GaLpHhq1/uo7bN4dQVTRfgkaEd2wuasnQBpUrK+lcZGYitOOHaC3PkNAF9aOtoUmIOoSk+gai9DYP51BnIMuIV5n30prP4NrNXR3dd1WVFRU/AvCgZUQ60ilJu1DYlgyM7iOK2O8ya/yUqOX+7BaX9OY8mRS8mGstnB9n++HkSboIPzUmIfbrxYlb7hOo+TWKCttG9dsfd6HwkFadEoV0iSdnOLvf+o4XX0P2s/75TFl1g+Cg/bhykltn+9Oddo7VZp16Q6Lg7Z/5eh7E5Z12Dyn87vEQcs6yHc34do55R5xUKzr35ugz29wXZVkiSc0+fAzZCqDaliKN+nAnyUosaDDYgdjYKzGTn/73r2m/YPAJP2S/gUUO4Bm77r8o2y8ZoW2fTOUOfwMox1+OIfZNyKDJaKu/Ba9T0xwkXskNyWM/8zK8sE6O4k5pGyfhuIrHYQ46W+VoV2layUTS9PUfgGlZTR+DN/YCdjKzAIVUe9fyfsq6XeKcS7aWTBd/4xwUDq/Ln3BjN7gsvfbe77WOno/zvKrg/1G9SA7VZn2MNzNlzOSp6vv6XbH06U/XXnr8jjd8/2+vyE4XTtPlfepVvCNyi2sy6zY2pJhWKrDvmXnSVEI0WUNbR2IO6edXafpqJHvw2k7ZX0m+8kwVx4fhHVLVT8QSyfj7lpb2GFm38FPiafPdb8GnIrSHAyZu5HofEDan+PwTzGBcwjD5AOIwfm1JNBOdXLhNBEzuV/63PDniR+SaMJ3nXmGyfPBeQER42OkA+mHcBRW+MBbCDZxVBjxEUTjVaQBaZCC37R54fkDZtUfvQwBjUO3Z3YlGVVO5RLG/6m6kkIjSTFm3ybe0WJDSJqTXkdV/wb1MWisHYopA0LJb/bezgYlujLE+D3RiCYXB+0yP1bW1NpezpVinEt5S+orEVQaJBMd9TqEzNOl/lDN7hVfJsqOz501bsPK3wcod0XzV65rnSzzya66sgSnu26ZoHznvw9Wtqer5CTPU73fr+yEqQnuNJ+yb0+V/6nqs0/9Vox6T/GtsqZvDlu3g2K/PNbUrzwISUkIJvNmlIcM82rqxZafT74vz4vFOWzIsixTxt9kYmLPh1mXxmFSFxUUQVY87Mo2p7Ery11TrxKjZOllmLRpknhUllNWTZ+kNB5PZ2RQUZYlxePJOlAh7ymjfpq2q6zXOrpTNP8AOLASotQ1BMxrLoUPSvtH+pnHfGK1sY4xSvvhqO5FPw283pDX4DEwyionWemughGVcgzWlJ0e6MR9No/pdG4UtDK337cZnVQyW4FM5umU5OxHNpOwZ2Akhncjr5N17VOZFDReHMlFUCavpxtJWrajkFNFO9NUDIzZmy8PgoTGXFtzPdxlMwloJDEHBcHKrilh1DDJgxD8Se9/N8O3RaOkzBOGSVT0peZB8LBgWm5oqaw0WXSoayIa5i/LSDiYmdsSicB4OhXG08z6YRjNNHMmhEQwqx5gGKnoxDYxSQWBkiGv0WCXG4MTw7XjnbIqY6+N5qMUj91lNR8CxZ/KMN6ZGSw+XZPX4aEg0Wf6jLIP0ULcmus2WbkyjMsY43HUJNRM7aRkgIs2rN28hg1yICDlYkxj1GBjb8+ypVoIQ9KiCCk3Lk117otquSVXei/FZqWp7WkNJcG6r7GcdfT6DMLUPOfd0lBI9CjN3bQu/KCRLBuF4fnQs0WbjUZofp4OhYn598NLuXkwbO6yZgCGupVPAAnpJYdDJM6uRqVntncrQneEvt8jag+6Bcxo2h1Cs0ffRmLTI70gnRBkTiMbxLBLbE8QA+hMkDinWZxpa60/acM128aUGMd9MLZAG+8JO+6JQuhbJAazRJMe4SSiO/TNWWh7NiI7hHDc6FZsiCrEGFB6BLPka0IHOkf7s60vw/UoS1RPAJEmnIkwIzhT1S17+qhIPAa6RbuxQzPfo++F2IuFN2giIntWn36GdBugHRqP2xDOA6oztDuGEAiNHTZ1bwEakI0zoZm7rkFBrkd0QehPIHGBLs9EuyOEtkOanigLenZRsUACoQ+ErkXbGWxu20F3tmNTbNFDVGJnDFyQDqRFmwtANpH+OkSX6FwhKLJ7DbLcRWc3Q5uj0Hdo3yEbu7CxS4hzmrhpFnXNDPo5ujiCskvUL4C0hNkZiEK7WOYQJDcMU+5jhT3JT0q+dcweDIqYHEYxHcpL/sOfrytpvGo8V99LV2s41E3KylgFJnvf9Iv0jb1frY3vNfkQkkopN5lij5vySYnN0vV9qtOWTiyArewJc5cy3ZdpLTMs+jSFF5mSpETbRltMGkAG9iSVSzk+h59ryVJ6rEyj4CaHxg00d9p/Q0XK7U58zyh6bzT0ZWn5vfNDmR/P/IQyPkiON8jcB773y2jfWdfucT4mr0we27J+HGWcZy5Tx30i019WeJ9xewceSkf7Z856Ta1T5w2zfTrZ07O0f6d2Jh6o4A2h4LvX5SOjJ3kcDzjfVnj0YtKfdkee9l063IwO7JOqlAsIXAg5Tj9OMswlKebYipxvpZxpX6XVOmXexrnkaAG5kGEeJH5KywmgDPzkAW6KTKNeTo18Lp00OU+Psj3Tvp18klHSqHXLJdPH0mRg3W5CsTcUfbd+O9oXMk+hj8THsoFGnKVUWB5HZQ/CHG1b7BwYkRiQKPZtCKCK6NLz2QTcc4EGYROVGYQzvVrHQTp0tsxjJSrIYg9YQnMUZA6hQULw0EkR7SMSXejOHMIcmjmwQDiJSgNh095HCzNEe73VqdmyOdKl7zvrv3g2MLOwTOJeBf0exGhKhRZoxBQFUcw7IW6ARAgtSkAIqM4R5pgy40tAR+Qkog3EOUGwMEyi6NzKMe8QM9Sh77GzieXLbAN0D9FdNG7CchM4AVwPsgF61Ma6V+ubuLQBDY2NT/dFb/dRTCxmip4QA2iLtK21a7lnVYkKXcFpxB6N1keEbYiCxOt91swsT92EENGw5+Mvp9zK186/mRPu3vlb0vjYWUGbkyC7iLQIQzgsC2dVnAclosHnHy05TBYgvaUPMwslZv0u0DUmpgi7mBdKdG+YFjsPdBCX5n2jLYQemm7oz9hDV3gLEWwOIKbUU1ANxjvpDmgkzDcgBLTvSEotkwM0QIM0MyS0aL8L/e6InxANmDJt7mNtjI2qeRQJc6u3zkAiUa6z+SQzLIwWmHzFPHEIewjLQrnXDDxASWPV6bNEaJZWm0xrY24DGryvIGhv8ygECGKhxzRCcIVdmgB9dBowB5kXe8wC5aSdhRoFbVCdAXrK8HKnmW1GI5KitRD6iS4R7X0PCU7LOu/bDpijYQPwteeeP1KEJRPpLaRbt2XjMdv1MDje32ruVVHmqASCHkd0gdK4R1qwNSR7wF6qMTAH2UI8HJuqj7n0IDs2RtHGI/qcb5gheJ9pgLAL0qNxG9UZ0nRIk5TAqXdA2YF4wsZCtnxON6h0aLMA7ZF+aeMdG/sZfJ40PhO6PRcH3gLYtPZI59NYkNggsUU5iarVS+iI2qC0CAEJLcQZGrf82+MggcAWgwQoIHHD+josnGexUH/0m6g2iH4W4XoIxyHsonIEwpbRwNj6PqxWpgRUNolyBrAg6HUjnu+gtO0Q4Zisy0tlBJDZ+SJJEV5o5fPhd5gkGCcZPZswIpkhWc/HrC+iKHtd+rJNp0Kqo+SKlMxeUU75c03Ga8uSoY9HdT/9l+VRYP9v1tRln6FYk2afRqx0sP2uK+/XfnRgiAREkkiiJMtJe5gY7OmkGDhgxTaDQWw/tRZOguCewfVaikPDRLFQCqLTbiABcatk6wrJz+3T8cFsFAPVdqGijNS+cX+ZPinVad2ox6EfGNphbfH64szMqB90sj5SL4fieZGfjMc85SmpOUW1kmBlVH7qHhgsR1LJRfWtu3xsSw17jgmbspysgsNPs6ItKRvJ1HR1Baxp/4GoSPnFukrK6Pfxsj0VpdqvwVOiNC0jHc3KdbV+nY6VTFPKUBxs0wzUaYryt4KJl2J+jvYJzcurLHecz3jND9NSp5mteT59N8V+9EqLd+VkPfj4p080dCCd/+GHrAi2Lk3pkxVJDHMmidFEjKGTADQp7QwhHVQgaalFIypueSbmqTCKt6weXkA8VrYqQu+xjecQFm6FkLIUVMK4blmJ13rN3eJf+vyh0FhatYOBHQwbROcgSyQs3ajQaWfu4mj5K24R1/nzhqxUIh3yBws78YOQGf8p4iEDpE/WcWDWcYFA9NakOOTeQX20MxnBQy7YO2PmIqi1T2Tp9Z2jbCK6Y8Jmsb4XVUQ7XHtiZamXFaLPomAChSDGHMqc6G01XXfrLe1Ww2AfaN4VjNqB0jNZh9MHg0g3fVD69KzP8FSrpVxLU0XEKt2xHzr6cy0zOXleVH+yjBPdn9QwHyb3p4/rCy++LfaUEXwPG2jspFITr2PGv+a9d7Vx+1Rjku3w0TSToT2HpG7jLA4x3W4wDl3BNZVb2RpPNXEKPmiy15WJbY8rCK0WPymer61fWmen6MDRViSTZOvGdL/Fkf4s1tS+Y7amv0bfD8JwmczlsQJqyEZG37O/BeK+OMgEOMBEnF7sd6p8yim0rhrF9Bk9XlPV/Yd5H3pR/j4dwvVfnR5TRcFKseV68ILLuce6OTPpz5z1lG8ef3jK6zemh4xJJ4wMaKfjcUPpUCi9GBiOToWQEV1ayJ3CoMvWwsBpm9FcTxK0DVb4ieeb2T+JJGMilaXlk+ofk0W+uLAymf4JqFj4ocwDNZO+is5XOTMXU3397CtumKeuXJDCmh/ntaRnMKJyHk5CwcNb3VXF+UcbZ808mjCcqS0PRQhqZZswD+yujGjC9BTiTL3cwVrIQyN1ZM8KUYyvTiGWUj2LeZs+jgsfB83/hPIeS2uDprFX3JNDJ3m3FhYr86aBwdMl/RvW1w3aroIW3Zb638cYf1+ml1SWjJ5lpXAasPRdtg8zQWNSYtiY4/NGBktTxe7EKIrMNCLFVk+Hhlwd7zsNwygI2ThPs1dOnjbOJyeam9ricz/a+3JLHfo2UBaSwpeJJoWin7HE9+hUYJbNtGT5Q25BHoziidVNfd/LZygpqFsyZBSvpFdMklFtoaDOfSQFR+j9IOkPMfmU5k3DGy7FHGGlQw6OkYyoKAMYeFVfL65wVe3diA2jGVnMHHxcC/qXO6Okl94uxL83z6xsTDwyyHAjRz9XmewrxYZLZSetUeHFNPHSF8HoZUETsvFj4SUvhYfWkNfSy5RcrhCc37N2mudXOidb/c3jX8ln2NSeNH7ZED6NcapvUvQo+V6kTFOm42R1Uj/vpXB8kg0xXQnBBqZUE6/vEtSV6bIx7LVaztkGpYEwG9PcQ3rpHyock/HY+SaDod2J7KRHI147EfJhEeRtOfVVej4R9uWlp+PvkhckOd1QyVHeZeVT2oK/WhOic7JRr2LIf2hMbsI+6zwXnzfL8d/jP2Xyd1G18qemMdG13wzEuCRo++S1Uoeh/6R8WrYvZzCeZWl6ymgwyvGY2qkcFNEW/6gzh9LGmzwMwvzy1zxz7XdpvT5lRUvGtlQQlO30CahOHHIe4v+ljS0R2wAavA/WeDZAJvapLYqPWSa4ifNJA+t18MkwWLxhhCERycLlNh/ohKIflSwAk9Ibo+ix5A6cu2mN21j5u2/glpMT+fxN8jrxlLkeyRLRXuvwS04vmYD73y5ELczs/f+lh4RwuBknwKxYO0N5w0oTbGN0t+DRgk7jnuoVR72pDBvaMKZOuEUwSwktxsqFwik5zviX03HlpDb2QdJsrTEhpLlW6XsvOzMEzWgdgVsIj+hcMzRdgjMLiSHB+8jGyop2BqP0aCn2gETwh3kxhNGxZZk8J1LfqjE8SmH5K16H8jsXFEvZP6nAcrxSLYtNppAKWPVs3kk6tGVGZU3nngZCw6w9DwJ0S0H1JE1zkoaOuLlA25Zu0dMtI7q3gS7n6MaCuLmHykl6riWoELqGEBsCLRqP0PVnI7qHNFejLOm748YA9wubT2ETIRD6ObjngISINku6Bnpp6KUlhBkiMxqJNLJL7JXl3gYWZ/g4dgniUYIoTWgQVUKnoLs0fAqNDXFvG2SOHjFLsL5viBqYxW2CBprmU0hzHXRuTTXfpdvcQ/d6QuyQfpOw2CKGljjb8CmzB9Ij7cxoTb8JOqfpt2wspLcx2tjysT8O8TihMWYxxp5IIMS5Df9WjzQn0b6n73ui7KIsCGGLJhz1db4E7dD+Wju0L+3A3WLxkWMDEAkbdgGj7h5HYySyCbKFxBPAAm22gBadnwWzsxG9GoknIc6RxQYxzOjCBkGupeGTIBvo/ExQJdAjCk08Dhrp5Poi/MDBocWcnlD7gooXIvXsIZrepBf+d1orEcbeCH648o+nHqYDM5PowcDVZAVaZpyGH4pvyxR787qlN2IgizISHStfTfe0UT4TV31JB+phvx7XYUKT015dbpGaFH0yYl1G5ZfupnGVgxvVNFs/F98gmS6uGA0UbsHDHuO7XJh+knK+IdybNzzxMoW34LCfpnFhYHfWubfnM0KizcXYj/iacelDpuXzaeJJnvlvxuOTX2vxMpVfbmaT8l1oYJaeU+/Uoi4FzzPKJM0VGMauHOs8dyd1KvfLfGgdvre3Yz5n4IMnnhFFkTKyGCj71/gYRmxK4uWKPXYytKN6afnwVHvqmn6aVlbWJhgTEmuQ/9TxGKyEiZj+naarjttQeiVR9GU57CKj7Mfc9zA6q0hrJWc06bPxmJbtHi50lrXzdfXvybop50FWqKXPUl9O66yFvPjU+ackJTkcwi6Wa3JKr8frdSDF5ZyioLcl33dAuhbnlj7u2P6UrMU9/JKGbZBNJC6RpRszOJ+ozRJYOsvYQViCzIEjvjxn2NllQboAWQmINCAz6Mw6WqPzzMwR/G6CRoE56MyslxuzhtW4QGLjZe6B7GAXKp9h9Qq9e074PRRyC+uv6IJ/9tzIxS2E6Yx+RTXhtMy9D3YH44sIwi40e4hsWFtkwzwb6M3KOOkCRL0PWpBjRp9i8hDZQILATED6sc2gKsQj1ubQ+jgGu58iLMxYRvbMizYukP5663vZwZQ7x+ybxu6pQM9AaRA9ExMimjWytLtWZ2YQWzS06Czx/AraobqAIEgbnE+wPDV7tS0hGbqIehpB2DzYnCuxNEVUsmBONFii1SXKBqo+R10waB44XnaIaOuKK/Xyk8Cz0VxHiQp7ibdJYb9cQRXVBKoxDs7pRCR5BgQ/hwSIWQnWWV3nW0AkhCX0Ad2boRLRjT1nCUwxIDK3M2QvaCckJZ15QAS0VfPEiLvQ7bhCzs+njZrOSiNCR8AuXzfvARkuV+99snIc3JMbVTQbJZmVucYeQZFuibAkC26lsfWHWaZr9H1dcFoQsPtLlNi5LCcp+xrji4PTB23szCDucRDcGCyGjpjDs4nrJ8VoQd+ZALiZWx/HOUgguoFXINo4BfME0XDY8F+Krd0AbGLi4h17Fnpfk0uQiPYtGrdMAaE90CK9e9hw0uefG6PhCjpZAI2tUdwjBVDMWj+wh7BA3AMqBvea0WsRPQF6M1uvTQftEvoF9LumBOwjhBnablo9G2wN9nsMhnAtcBZmwGaeB9K6PMH7KUT3SohOe+VsVI5BuB4N10Nc2thrC91ZNpbBDQq7TdAejTNbhz4O6Z4dib43hC2SjEHZQdmztdZvIToz5XPYszrLUbTfJfa7IC2haQsObQlyne+dHtrZFddIhykzekQD0pniLbaKhog0FiFBOQ7sQt8g/RGIG9kbxuSRwfcBN7AjErjaacMS84oxDxxh70Dz7ZB3Qkhm0BL/kzw598OIX0n5rOONykymfP0otyHm8vSstm89ZOCJchodV2O/eufk6xIWfN/pmnQqTFiofSGT38tAIwf5MO2B5eMV/lxX/143BmWDdU368oUeukf2w3qmelzh8vd8ymDQrKb3rinNmruyTZNDxOjwNElD0tzL+FCVlXUpbtvgBj0cvIuY5mvbULY7/RuXPTD9ni4rHUrBVOEBMcp+tCrJGtqJ+r4UbeQwQiuTZb/VZM+n57p92yjFfCk+kLKMbMUrK7UY/irbdsADRoa3P417QXC0fI/AijAgj/rkeRh/N3o7Vj6Nx3pd3ZLnzinqTtnyKRU+HXSwrlijlB0/kiLLYt543yXrlOGgn/6XLLZSW4c65p7WIs8VwjSu7ziJ1TsfenWSbp1VR5nXaN6U4w6D4EgYK6BuKASRLVOoyS59WNCwNKZhFmHeEXuMEe8DLGforEMaRemIsgPdjCaaJUPoZ8Q4R+MmihKCp4u7qCsIlIag0ZiKXoxB8mGLbSQGC67UE9AgFgoPaJzRjsvGePCwh6ggGt0wwAWequZdwAK0hX6LFGeYRtA+oCruLtwgEgmyZ4wWM2JYGFMelogskNga39aKufdrcsVXJATs7gU7gEt25fUGNQISobsetEN0jhCIJCFZwA7ywEYHe7251ou7+kugkQ00LIl0zkAvMHfnDWtz64eU5DHWqFvmLNDYumCiGRg4mZnHSjNHmxkSxNIzI/QtnczoU5gAPQ6yxA5mDcIMUUW6DrQjsudM88FxsBm7lgFbk2a6J6V9dHg3XoP71KZgK1byTOS+KKVcuklhOyzzCX3IW3uZSTrwlZlO6zWmZbbmZbzmR+5+5c+CGRqT/KHyaR8b8RPTfQNWrcbHP6eqh3EzEu+zz3sh76VrOyPzFes+PgxKPqPImrEqQFZ+G9d8XMOhXrLysmhHOQFX2lFclpv2Ixm9XqnDCvLQae7PsVehrg7vukxuUB+vy/gUe2UZZmiSahB4T+fBpIyV7phUfGTIUyReQyrGYyPDcpiOw2EwIUvq/My42sU6HtVjSmiGDKdLeB9HgeIbBvYodUm2fpuUNe2bopzVtVOeqPb78IDIiohUyTV57cvj7LcuxvzSWn+46aN1ZGdt4hUKMGw1p6vmmM2cOJkfkDdWFzRH50E0MHhpgykjxML+9Es3pvbwsiFCdGNN6YCFVV6iycXcUlbosSCQe8YzsW08mgoafbwUSBdAi7clBhOGJaGyNMkp1Cmcl5k9LfwCa3rnqVpg0ye2C+Ly3pW8TN2CN4WqaRpXAixB0n0L6rxT4ltaVGbYpdzOWwVcqa5ebouk8LfJKM49H6RNQrA0TikE0Qx0w8cy7c+mKBGWqFsLm8bDFUDiHg/MvH3mraDJk1Y9RI+HjEF6RDrXqSbPkWz+j2o0Ybk0SJpPahbK6l4mw51gZX2EwUPioFATrqLuaZPmi3MH2lvIlBCwUKU+FSJFGNKyr5ohQcGj5Br1qb+xNMH4W00G4ODtVDdytYkorkgY37GhqAgSWtJl5SQvi9JjKBk/BA/724uHgEqda4oOlQ4N6uHGUn+mNRh9fvlczOG2vXXJmymm9lkooWxooqYwHRxK1MsojA6FiZzExkHVBdxO31Uaq0evPlec9ofJ/hZ8HKINluQ1C8lyXwANYmeaGI3GSOo/we49CSgzUL+wXjycFIz7+cAojW+aoS9CaocrI9TXtwbULerVPZ0kuHA6ex9YPTTJMfz8Yl4Htm6s7cmLwMZRJRClcUOsPcQVXxZWrvGq+pqM3v/uvZMultc0eZPyjhkkmkl0W1DNJFakRyQaLdHe+lfMcA+x8OW2pQejRUl5rA1o68/T4poVxwWrh8nFknIG8p0MagyGxgZp9lBcYR1aO1OqhacXCQULpZm+Ca1zCdH7eUlSvEgyLi1DwZPCVfla6Bs7a9PaHAu+jysETXuBecMJu0U5wlgmdvr5dvA7IQQ0xWQrykgMgC/BkpZZV6f9csqMFN8WpfiPNFVtIqVkpX3dJKvBQHyKCZ+5P9s0qsEKa7+O1Z8qNtY1ZW2e/kvyVJt6Za81XJvkPzj1lM+KWqa9A8aGO5MyRnywTvpJ7c3a2F7lIKePMl1doygacYs3DMbDx6LyxXxfmXnkDpRRB5eeE6nO084YN27o6UHhgLjrnG8qwiQf7wBJFu5lCRryWAmxcLPyOmcBe6qjDAwEaR0MfTm4rA9W46M+yWtDhnUnMHYlLGZ6QUSkzCeXHW3DzK65cbKwkiW/5n7XkdutMliOp3YnTjopi4wYq7tKjvov/aJl/3idclOk6KlDzrmRJWRS6KT+LxiD0oJOGm/a0rvZ58AovFZieCg8A1IeaX41RR18sJIrnRRtyR2RGC0h39eQmdOu6A+sjqM1kibUwGgUfm75/6JD2sFiuCRSQnKVlHRhXMpvYlI7vqQ35SPFd+65khWARX6pnSNCOhCtYvp5H7sbey6zZKjK3aCgD7nq4w1FdKirrfdkHZTqVs7vg0NVicd3faodR9olfa9259JJkB2ldWY6tkIMEZEF7CxRbVA9RpSGJY0x9N0M9Uv3ELMQEY20cRM0EGQTaOhlA0Ro+CJCj8oZaJjbobKJyM7VyN4JZHODMJ8TJbInHRKVZol5X7Rzs/RfXAuhIc7mSOiRzT00Rvpd648wP04QcwG181qERtG4pNdI3BO0n0HYMQu2GGDReFvm2IH8GjS0yHyOdAtYLjyKwQykJYZNOyPoNQC00iA0RN32ebJEWBDpbFnpLo120B6j56gdZnaiMXvNHiINbThK0DlBI7329NKBNGhzBkIgSIPoHl2/RDTQcBYgxH6G0qPNF0Guhlkwy6h4C9BtQujNujB+ARZfJLIL7R5NuJYmLAmzM2g2z4KFIDtnm7JGN0ECsfXYnMstlA5tnXk8BEZBAHxfLrfmKT8j02/SehHNPF9GmOQgjF2GC2+lko8b6M34W0s7lGvLdBDKr662KQ1jRDJk8rzkf9L6HxSgJbUM+YGWlZrwajr+yD+YiOHSHoxMeL+BxwC36iPtEauKhHSfxMrNFrlqsqbBqbKJ7nofZu+0cj9KewsFPebQ0JK5XZOHeBuG+VAM2GQ2Dl07rtdUGLvGN9h/FPtlroCOB06L56ku0zEtf5YHIm/rqJ5FWyTtb+v24cxrwugcV66LUT1GlS3+Tv0n69OM+PCCtxpN4smcKvbZcdGTfkwv1jlnTUmIwvRwkndkr+P0bpVT5mmNWHk+3FMjkx7xvTyszKpJnloO7cAGrORV1qlUbUnx2udDCL4P+Td+yM/enNOaTP/U6bsxbzTMsTUtGrtejHmeUbrp+2lG0zmZGpRou6y8Hn5ZX7fVtAz5pTkzqYiufuAvZKBj08/WrucDoHPrzuCCcd0DjSYcZMYg1Jq7wPCkGVekUDnMMGOJXTTx57JrdejtLKWNWwajJkBZeroYvDlGw6Tx/l7uogsxD0sRaBpv0QzROWBGETCHuOX07CQQoe/cWX9uddRd769dK8O9FKQ5E0KDki6k7n2Ml2Yprp3xd0nYHwKEM0wxki7k9jBCtrSTJFtN2CUzaAU0oLoJGhFOWN013TngAuc+7Vu7mFLFQqRoMtyRpd27kPgNbc3aGLF2SwdyPUOIZJCZzRPp3WqeBpgT1T2VxLwzUigfjTvmQRJnboEuNt7R+tTi0ptHgrrCStgB8fcagKOMvbJPB8lW7VZ1C2djnt+deRSIWl+qn4dFicGMaQhOU7vynAw0nR+/TQElPlbKLooS1L2Hk4F4UI9njxkhYTH3k5GNiisZ6JBo9dAmgLZo5/WVmdE690rQuOnz0vmcflaSE2DD2iBLRDy6QB+hbyytiL3XiPQmJJdWh/WCh6EVMj1P51ppXXjfJ8XHEfe42LFx8wvEAw0i2z5/9kwBk8LKAtoEtG18H41WTzXhb5y7V4Wke2IW2Jl+2wfB15VYes1GgC2ChcE1C/uZWZpLD01vSklXTAVJsjo7EyhJIO3uKnsDX3sgqBI697wJYPKDBUhH0BnCpl0lA0g3s7tBQk8IScF6wvoXAZrBI0OTJ4n3U3ON1cu98iXRw9boqNmbRdctBYKcSZAtlC0iEY0zdHEUiXPziKdBZwr0dteedJ5nD80RXz9prPdA90gnGWFmBpiCrZ+QQvM6LyLXISxtH1j2xjvIhofONQ82lV1EG7Q/w3a6YAoMu+dEkSaFWLb5lZRMcAxlA9EzMMWE9bWqh7XUCLFDdEaQmY1v3LP+jBu+NhbWZ+Go8ZqyROjNgE5xBWFLwMaiideh2mUeXWQHZAF6lChbIBsQ3PAtKklhbGvjszb/lmZUaF4+ve9fNncPsrUe4k4IWDmo7sfjJJ5VV5Os5SlPtTAK/mG/ZDr5uZ6RGVgfKesh+zGep67blJ8pzzX78WynasPa4vb9YPpwKHzK3p1qDkzPFONjjIz7CUjC0LXWLdPMblKUwvF0yDMGJoeBklHgHv9KR3+PIUVq8XmRJrsWX5XiGC0E+ozf5mdhXJom3jiQhQuueS2rYvukMBxw180QYRCEprRleKnpgcb/ljLeZWLUizLS5pxPIOWBRow4o5AVBEPZ+x8wtPg3hTKKiZotccp2prKH7wcjrvUHri/LA0e9TiueDuvyS+W7y2oOO+KMEWW1S6XLSqGMmdJyYtnE0ZRXsnbSlKdrpjFHTLOCKJkOKfIu6j8ilmWddPzcifkw+8feNhZ2L3F2yfthCIWlvk5XLmIt70RJ7RgtKn+u1rLBaHdoz5T+5oYl06TsbbEOxfqahuEAUgzPPMYSoFBAaNFCQ2TdyO4LVb/8L8LWHhIWaG8Xb4UuIFFNsB8UGrvsSmIHXcwHoNgEtHWFT58UedFdfs1aQ2gRbQmyjdISJcXnPElgQc8WytwOKo3YhdaLq5H2Zshs02d2TxuFpofQCA0NMfZ2KZzO0KY1i/62NyUEdlhsXKhvBqDBDghuDaVRiSpoF5CZW6rFDaQLaDRrEnQXZQfCFqHZcgu5NFfM/VuDhUfr4567ONtlgNpr7o98J4UqQU8iuqQPx9CwgXZ7SOcCgLZDpEXCBhIbQoxENUsPlZkxeRKM6Y9LYrQwJ41uAAHtl+YGK8fdVdisvlRvhsQZ6QJJiScsVAAKQQlhhyAnzPOkPYIuhdhv24EozswarAnE2BrDHoK5Y4ew//w61ZSPMnlg83GifxvTqikZTPts3oPXJBzxjWk80qM1e8VaBm6gBys7i46XflqvZcoxd8TqXzotb1yhvM1McRr+MLex6BeZpMw9oNNtYbL3SEHrJs/3a0MilaNtwHmOFW9CwQ47OUzJ/u26YZCi08djse43wzrufl3F0gSTUdbDV9N9/AAM67DZrnm5z5pY81BH5ZX81LoMJpMgs5NDS3T0jU4T+uNpnVfbMOoRWdPz69ZynmOrKy7zdzpt23Qe67CeVvpuXX+fin8r00++SzQJLRQRw48pJRpXaUIE08ITGddwTCiLX3V4X/atMNQlP5Ni7VEwM2W/p3boMAT+s5xpkvIb1ccTTb24pvzOftO8VLKdas3ItMMKZEOZNWnF+cd147xSRVk3o9aUN32U5t4p6n9q1xZD9FAbjfOCySszFIZZ2jif0GLWpX1hCJe8EDrM+1VNeE5wIc7EmEXVvS6Sl6kwWGMb38CiM2UF0Y2VxdqZ47Enr43GhFWhc69T88wwL36Po65+QXW+NHvD6itHrD1YWKMcVSBZXEfjq4QOZYldlLyZQ9TktqQziWIWxorVS4L1qQp0VmcTovYM4aosL3GBl4h5FkRt0BhsbWTeMoVZShEPZiQDMLN4LjwiBOOVvT32M51LkgeGCdVtCom3cdfSxfmw70TcQh1TVKUQPEQf5x67fyLFqj/MjmqW9bbG3Ugv35cW0XRRd5ob6h65wc8qYm4xGn08okBwTw4EkrLH+8jC9/SWToOzzq78Cmp8OGJzQGIe1zx/s+eAlUMfhyYHE1za8c/Lzu3CFHIqHqoHLERySwgKKcSMe5zkux3S/SbunSKhH+aNlOF4bQ5mepO8LGJwA64N99A4gYVfSmHVNhFtbW6JeyvFmJ2RTOmY6mCTQeis34NbpofGFDe9QPJayBuE5vU/WMenUGVLVyQafbG0zgn0fsZr0p7hcohMS5wu9aPN4mAzTt1LKlid0l0Cwhxhhnif0QckuqdMNtpckDhMFbeoz/UXsiJCdvKUQRvEFTGEozY20edStLkiYQMJc8zrQ83rIDoNiB7eqXGaFKPPTwuBRNjwhrU2/mqXxCt2aXSITtcbU0wh3TCPUBAPlaTRLqZvgl1aLxbqSNN9DdoY7RScbi4gnvBGzvJcF7VQbYMZc4uqXTKPXmvfoYXBhiI0iJgnW1S/Vyg2SOhM4SGuAGWQLWYphTiNzXKpPe+DdJ+M0ajoSljSPqbRDPXSHSqyBK4BbdG4jV2ybp536dJ50p5yGhzcE8K5xsQE2SY0WLzbGhqituPP8/6TWLuCt8p2qfucK4xWTJn5nPXoZ+Y5yrwmPBjF+3VGH6O6rF2sg3XLuFLOQk0Yn3U8bCY2njA/n9RjJYNJbadNHHNdq4z1KqOppyyi7PV8YPCSV4/RQ/ryZ7YAWmHU1zrongYpxzAeJEmtk2ECZGucNPk8TWnNJ8YE+QsmjSzy18JgIrliMm5UsiRNjKLAukNvtvBW27CGsfeysrBUi7yiVy21O/p3qa6h+GZiETtyt/KyU7+slJvyguFuCO8MTS6lhaIg9XcSHkvPICFOnajFGixnbMoDBiqgk78tjXWXFt8N1uea83fivObgbcNyGEbP65DrLWTX5FxvnfxL/TK0S3L/TpUOvgFlxVbZXzJmHEZIngZD24Y5mzwgrM8luf1mz4Hkjjm5vyDP/2QZUxDKMkyISK5/dj3P8Lk6oivD2kllDXNuui6KMvzwJJCtgK2+ra+DyJCDu1Br2r6HdTMoxBIzVNCBPC4UY5LWUvomMYDKeEMIxbeWX76QKsd/DesV7ftAwBQMQNAzoVcix0EWMN9G2bLwmRFkprQzTNHQzYmyJMoJYpjRhy0kRhpXaMT4OUQW7nncENi0fvT6Bt1F6S0rAqo7qPawmEEXzLZsDkE2kP4YRGe4o8JGRBuhZ5s+LFjMFwgLgi4JGgjdEUQDszCzcek7F2w2dpZpjgMB6cUY/nbT+BU6hIj2m8R+jnRLQrdnfRvMaiz2S4i7KMetXWEDWNp1DRqQuI0CHWqH/BC8rGMQO3R5HJUlM/WV2rSozAmtW8Q2Au5VETtTXGizQ5SGpj2CSkNslKCdKYPiwnVkPb18EWiJcdss7zaOusfDAtWINLsQvgDLFl1sERsLQaXtHJqWrmuJ3QbSHYVdC6sV50eRuKCJOyDq9WmJGxbKQZpEew6Bkt6XJDS9Lv5v+8Cw/o2plZW1k/ajFQrsazGt52xtr2nPnvAhaxUeA++opZBZJkK3vMyH/WDKl4yZw0K5sMpSjFoz8BIMpHclv4EOrZo7jHmRsuMHfiq1bcpIlt50BdL+q+N3I+o8MBmMeKVyr5bhGx3lV46Plo0+FDK9zmWdKqPpu/R3KP5M++TQhuTqn7as/HxlaSS+xbPztCafLcey2E/yHj6pnq78coD2FPvnmrqt7q3T9ZEepzxklG5VkFou7FU6MWLZchlymrFerePQNVNPpHK/PwWdGvEPJHk/5Riv/67sy0LZME2TJEVrWzHQpLQsh6HVwpZjMqcSe8X4Z0okxc+S1qWE60idjLym/JvUdT7uozNY0FF9h9ki5PPEaCzX9c9pxiZX8nTjN50X5fvJnJ+sJdkn/NaYujKiVfm5lu1mnylTErl1dV/3Yk19ZNP6K7iwtz9mn8cZ5g3tISb1JDketzYmyI0mDNd2jrg3gdXVaVnj/KS6ZXfyKox7lF7AycBIkxJBNt2zRpHevQN0iYV+mhdyhx6Ju05CW6uvzDHB4o4nmlt9kpLCLbRVrgYaiCcxwfIWNNuI7GHWv5uWb1CQDpoNaM4A3UH1hHdzOgvMUV0Sews3JcmDQxbeRiEL+pznIbjgtm/MizLIQLs0mGA3mHU4cW4hQOlQWZA8otEZ9MfM0CaYUFRdGCn9wut20p57HCub8n7RNBZWxs4jLYTW+k4sPrt5dJgRiwn0e0vfmMIhXzosfq9BCoV0CEgIns/S+iiYYiQ2cwgeHnSQ9IO2SG/eCSn2vkjrfEPv3gQWAsdC2Q/nJgkbgDoPDUhHunyYFO5GxLxtXMFpYzLeY0eEVZIHTbSdorF3cRrNoe0YzsiAHLd2x+Sl0rqBmLjiqTfvHO9iVdBlIHkkkJQS+e6BpLzB7jPAhKxCRMNJo9v5XsM0bgz1FNDOFF0x19+9ZNQs6tEOiSnyge8CSQHUmejV7hwR6DeBOTR7IBENyfsnINE8xSUKuNJC/Z4ERJG297Ew4yxduueLbCISLASWAO3h5pqN3NKE63EDZQbNzPnwDevHrvF6dURZWJv7zunXERsn2TRlRr9wBR7ehjl2r81Rp0VbTls/D7JAdde8rKJ5+Seloyl21eY2goVeS95GHSb/sHsUNKRQuSboj5gSIqQ7Hui9PhYCKofhzYo67FwZNj3y1QLYRXHDN4y2S1DEPT/snCvQuIIhHreMWqNt2lo7GjVDOQhulCyodISQvBFsvqpGo5dxE2VG0MZNmzdNGSFKdMVYdCWseLgn5ARIJPSCqqJ6vTVLj/skFtBNNDr/rGeYoiZsQBNQdm3NBg+npeRL6FU3UOaoHLGs2ujLxLwEJa+JU+PgSggK/r/giEchktLiT39T/KJr/8zIcqN1zMyEvxZKJrXIcB8eSb1e6xiZsh6jOq/wIwOblxUOE6ywYEWdBj6yZBfHFS55of3YocH6+3SY5J3qMeZWh2SJDx/zyfuO07Srp4ywTF8Wzw5PCku4MF6HXKZ1sY1x3MCx/4L/fzIhyhQ21/2AVaQrD5DD2d6IS3a/lrK0NOqDrc/gkl88c6Gv5riE6X9DyrEAfMh7+FkMXrKaKTooM0FT5qBo3bC0I4M1SFItSv5nWnHNfWQErxTGj9s/1DMxNGE0kdeMTt78B5JgbVKPQU+qbxJGjS7uLDPdhzDshyy0LtqGYswo4zZPZ/vUBXylQs2ab8s+8z7VZBFh36Uo0+PuLMeynHM9IzVfPgB6ma71HgRm+xCFUQiiYj6lOeSPJH86pQLrfhb5T/tIJj/TH1Oip2k9TN9N8pve2TB6XfZ9+jP1vY4aNnhDaPF1CseWFBZD8IVDTTfBGBhAdAvRhp6TLmyeoWHL5nUHEjpCawchsyLqnGkV+iCEPvq9DeZ+KaHLSghzf04Xjaszx0s6MX8Ius4PrYL0M1PDNGJMjm4i3QLp9szCpO3R0KBs0IfIUiBozywujLGMRxFmNGIH2qjXm/VV2mNkDxUl9Efs4DZr7SDaLyH2aL+Bxg2kd4Y2zJF2g+gH96gdUfaQdDGfRqQTSAwRgah7oMHukSAAW6A9UXewkAFpIN1iQ9zbJDRoUIgLtLe7KbTZQ8IWgQ1bMQJEd7VWv4SQSJTjwIyox0A3CO3cDsuLHSR2SDgJYQf2zkK7OSrBHXoaaDfMAybOCN0GIZiVnrYbJhPoj2OqlQ6VpTN8DeJeGYfDlDbsx1AUdCwdMtO+qcW6KSd8XsMpJMeavDPvNjCLg9+C5PxN/qZDNWGFNJS/ZG+r/FgH6+IRU1Vm5vuzMChIGHsHrDJBjHnP6ct1zOi6LtaCpJJ4gLT/JQK70upJe2Vt/dZuwbllUrTQEuu0naUSesInHAay8v9pJYc2j6Zb5rsmdDolnPA2w/6n4+f7bDXDppX4yVOtAXwopiZIk/1ypW1Fu6aCXinT7l9uMdLjb0/9YMgjz32B6ZjvW37BZ5xi7FeDohVjMpq3470/vRKdjNUoraye8da3cJim5ZiPlJUMdiLlGKqaZWAudqBtI2WAFrzXdF2VvwqZLx09K/pFRl+sa/8aTBUR5TdTT92h0sOPNeRotQ0lMVozV9dNg+kaW4dygIRhrWdmYJK2dIzdd14nmjHUOY9Xmu/FOOy3xErblNO2IyG0/s0SRAn5wmb34NbGM9wDTpI9CWIwAWpj8ctVZ0jcYLBa9m3cL/0EhWCCeAupoca/ATkeu1/+jpiVuBn6mJGGsDDFiM7AY4cTd7CLVBs0uAAwbGNKC7dGFr9oNxkta/L69c5JCpFwBqSLpon2nQaQHb8oewbtJsoC1d72YfVLZuOcZLFuVrUzX5/pHganx2mMk7A+pvOXDGs6gPRiYUEEpIlonEPcxpQDLnjH+1a3BgM+9x43AbQweEj4OPqk0NLrO/HQEiwEC4opBPybFMIlJmt4MD4tGREWxCgcfl81obIJFFO8fLtvZBPVpFBy5RYBoUHUw4Pq0hQQzEF7t4I2T2QheSWoK9jA7vLwKZlpo7qF+WBYotIg2g4C3Lyegi9xF4ii2fBTMK+uIGmvt7WcxybYN+Jnegszo2g8gmprY6LNcNeFKiFr2/xkq0l2EF1Z6xbqI7Gn+FHbvJpMpmFr26zoJdPwXBY+3KIYT85kq0v3i8Q8bZJyXJyWq9+FIfhl7jqzKe8XVGu6Q88FvhLNUn+4oNvlRuJeWOkcmjweJECYoUEIbsxp+p3DzDdbd3ZRd8og3YEzQ6Nb4PdCDJ0J/LUH7dy7ZMP/HcWs7Ze+RnFa2WJ3fGxb3rIN9Gj4AmbU6mGCUkhm9RBXTnMkefZg9w+K01JhibCLJg80AskrzELbRlBXrpbSSMHmMMU8zIaLrZdnZz4V9+4A0MZ4GTWFp8rc5517c8WTTh48bJtfSk7fet4bWBgztTkobhDncog+KUsiKI0pmxCQuRnasQA5aV5PaT2lcMxiYelEZ17WLkokuuIDPeJzLxnRb9qZvJ2ZspYl6C7IDAkzV1a0uU+UGSob5qUTnA5mo9iD0bcDKyFC5unMXTvx1JmlsFU/8Lxl8fsxL1O+KX2bebbB02L62fTsdUqevuB7pvzYvnVMn+Rvh69iKjB/U+Sowx45NRyRgiFVMn1aYdWz0U7ZPxN+6nT8UkoXKUPvFPvDlD/zQqaH/ZWzHuMXgzX6gNFYjLvG3x+E25vCCUkSEnojCnbfm1DOGfHSnFlIk1bGB9bBwVfyd+Kb+FDjgnlI34W0sQwblWkAU5mpDOeuFdKoB6JpJknClpJBgamFhGShtTNvOb6/M2hTLdvoRzOeUHkhaG69d91kXaU+SW0u2p69LtIk9UvSVsZ2GKuV50LicIoydVLXZqhvZninN6JM66lDXuX7AyN1XCJyhQW8X+RiQrN0YvJyM+MMwzhSpBnm18iqvkwHzvNbnjK6E6NcxH4IyW2zdluKhlE/KOO/6YvcigFXv/xqMgbq4ZBSWQMzRCG4m8yHtDJHc1IHhnNy10dyPy2fZK8ETVYrw5oScEahmPeJNhReG9a+1EdTr5viZz7Uel1LRWIppHLFhiSFVEEgbUkdUsWqphAQVWR5Bugc2jNAZh4jeGkWFdsdsdkiylHoFdlRtJlBcwbSQruBMYALYwQbdoAGXZ7pgm6z9Equ/Rb/NDhDo6DbwAyJdqmYhE1EttBGTGkw30Hak9jFVi2qkagLiB2zaFYS4nlp8DshnMlSWuyCrz07eDSgEpDFnjHMwZm+bsPPKkeBLVSWdM21NKFFghBoCTojEuhbD2mkrSsEFggdoTmO0rjFi1h4I3wJS0TCwixq5IjRXtkl9J+hYU6gJYZADAFthDhTJLaw54ce2TNrxZnF1ez0bIhLQicgkdAEu3h7tgehI0RB+pbYHbGwUP0uEndBFygBDUpsAyEqsliiMRCbDTvA7l4PMqORJRJ2YHbCLiTrz3BSHyH0yOw6hjuBDooxnRxCpa1LmULLlXOW0R48PCyU2DoJhzhi1iTLuLObcWmp7M/y0vKDQIoglL2kknAwUbJCwDWUrbns0a6f/pe8JgtebtQNQ+KileMesueJmu6z10jR62sYOiNvSZA2Zc6Y/D1l5iZpRl5kq0lG/FGy1Pb9RptU9tDH++l4D4IJhzGtxUqWSfEw9ZbItt9TO4wpDuT1OEw0KebHqH4FLzOEwFk/rp4Va8c9Py4SlgYyKzzLGANfmMaj5E1gxd199L7k21Ilh8GcnqFWajDiXQqeIHs9DfuxFs+nJcpkotq6V6dj/p0MJjrj8Tj1pBs8oL3J6X6HxH4lL4hsH7OPIikKKdzLsJK9PqmjpsMrox9ZATEYzk7K8rOBlsMwSjD2+0/Uuaxp4gqHh6fon0TbJuOcMxrxZuMf5XiO8ysrvQ+dSq+k4M20+Dctd1o3Es3QtUsOnCYViu5RulOtxdWiTvFgFZIELXE2XrvRQ08EIV/8i1npmlDOhYp0Foc87T0SkH4DtEOxexpErzG+TDYtDzVLep3vWauiXZ4sTeezxOPJ68J4Gl2gZrWCxWK3fxKCR2aJxssQM49pF6+qWfpmIWggeVFLdCvvsIUJIjsspjnYXRgmDLQiA8gS4nFQN8BQP/9qh/YeoqpJZfhF093C0sRNnyd+AWrnIWkidtRtdz0+fjpTz024rpZWoill0GZw8k6XFSfPUfUQI4kvDhvWhhQahjOs7+KXMEtrq4tkQrINbDAKwxXF+8aEq7b2IoRd0N7mDK0L2MWF3Ic7L2h0uunCVY0WLkgkKUJcAWK+zAiKhM4FshYeKNHxZBckwa2Wm95nc1JCaC7Hxt77NZiVtvjF4RqTUW4E9fA1ElFaV3Z10HnYrmAGQFmtlc4MMTF36U5EP+tHD1cU/PLgaBdIh6B2z4QrGOyuclt7EvpC1iag89x3iECjiPoF6SrEpOhIglh1L4x0j0YS+ka78DwKmOGSQtsjJC8YzNMhiI8xVrYo5jFkAmpQNCxsvfW+rjD6oJ3LaoLaGlG1/g9u3W6m6MUeoDYngxs0achliJ/btXNZhWykXj8gBBVTolrYqGTEJrb+Q4fOgq+pBtGjwPVm+a8baNxGZANh0/vVQgjZHBRXKkbgpOXd2FgLdn+heVs43RIlskBZ2t2AEuw8FOeIzhDdJt2TYZfNL2wH940hoqYM7a8r2oZ7M5Q8jUe90IUbBG9goZvsuSKozqz/pfN50BrtY2nn4t73flmC9E5vGztPAyxP2NhIY+Quyfb87hXtF+ahFIw+KmcAZ9oZWnvzhJANVDuUpLhNfeaXdavdP2NeEWKKEQHY87XlayOYskLUZRBsI2yj7GEKiAYLD+WeNqGx+c62j+cGIkctX67BCbj3uRxouh3qYmoY+Iope5g9IhKvPHqvK+lZk0dO7Qe/iaftOL2QvS72RXkAm3ZGydPrvq9H7NYKH1WeDTxdVsxS8ChFRqnvkm543RhN+d3MRE4YupE7b9LYysCXDmMwVGLFojCdiZKmdqU2QyPyb5OBK9u+jrErlUppazgsRN0N0QW9WQBcCvulGKHknZA8AoTM1kvBPI558Xx6KP5OZZSKhcJNr+y3QgExuIAOh75BgWKutMZQJivqFE4ghS1IsTmLQU+hjyara6hA+VjIUps8YJkjG9JoypvBiD93igzfC7numXEalWkMYYrxOD0bpV4azt9pcZamTzo8H00wMWajVMTkXMv2JYVGuVJhpEQ4KPI0GDok5zsyofKyRxcTF7Nq8OUvmjVYog5hh8ZdPG5fGOZ27vM0h9IYQb6HIl9QPhW6p9/LeVCuxlIBlixayjmc6hSG7zIBjeOsdOUXa3eyhElM9GguSu5bc58cq2nzZbZebl55o3UPWTmTPX98bqY+z4xGualFVqdIOcHTt6uBVoZ1Us7NQyB2diBZCugMYQttWrc46mB7Fzb2iGyison0EdnrXQkxR1jSbJy04pfmjh3aHTRuELtzQJTYmnWJdVUwazE1xsJadwSzkPLxbuZIO/coAktgD5EdpN9AOnNfNguZSNOJKSAamz9RzOIlxohGQcQua2vEXHtD2DCGRpdYmKcNlBbpzb2XsI1wlBiuQUNEgtq5Vhok+uWPzaaTL3GPBFMuhHASlRnoFsaeH0foiWLMfWiXZmEYjgAb0F2LxB0CZ9Fw1EbblRCqatYqizlIj4YFQoPMzTqu12OILmlj5+2bmTXQ/DqQBWGxaRZM3aa5E+8K9D3MloPHRROgj4Suo5cNYpgTuh3i8gQhzGmCwmwHbXeg30a7bUz4fhKhR5rjw4HnoFihwVNuJ/1qc3q83Y/TZmonuHWewJRclMh76qol9oStGHLP2/W0vrYiBw+CIkctLa7L6gwM0thD4qBcSbJAG9cybzU6oQ7OMJf8lrVnyEAS3ZIi/yHnYQ9Zt4VNqi1ZQT8kSHnJ5BtZw78Mm5B9MwiKiywPuZXuNyGGMF/T97omuSu1ivkzxv7jJ6MemdJ0/31kJMBqX0GxVyU+smzHuLxpl5XfnbrekzW0olTJi+EUOZV9vK4cXfv3UGSxxkdM4YTvyzyA0+Eiv/F0sfZkL4GCn8j6xxXlyZi+7IvRePn/E0ESXCkhbrMjo7WY/JC1PDBRzBeVNYXvVyN7npaUjNZVUVkZe3ittmey1lN3+bCvCOVznUd/5t8kKSIYxiG/YzKLikz2fcf0xT4oh3GavujC0fRSCn7Six21d7K3KIwuLi/LmvbLiF0b5u1IYHGQtokJv0W3UHXDBNR5zNYu7A2p78UElxpdqN+aJ0IfzJM0uIBV5wzhfhYox7E48Ga9a4JMgdYttBemhEiCSjxMiRJNaNl7mB16MxgNWNjGdIbG7w9QdSGvWTFb//tNsyn8qzR+hvZQKGHb6hQXbllvCgD12Pm25oKljychLlyB4XWL0ZQQATfmMC9SCw20hOzBLySJgnQzzEAmGdv10Czcu0Swxd2Yp0iEZGENwYUs3jdBYC4QG3TZYpbxFn9ewqa3e9fngAvZYroDwxU6ec90ga54HPbe2mh7hPc1gnkluOdt7wLmJMeIC1YOyqeBRlMMqNM1E95bWCbzdnEvBbDzYL6s2oXYYop3iw5i9C1H9GzMkCx6KJomt9U8P8j3T7hsosO8UCAbxlifmrBeZQulMcOsXq3s1gTomeS6TMTaMdzpKekMGrG5nvgE7W1NNS0SPP6/qFtyCxLsLgsRl3VpS3RFhmQZg1nASwp1rY31RbqrICmHWlfg4WF/YmdGXAGiBIL0dt9GFLRvndxZGXbfiYVNspBdKbzZ3Kd4Z3Ojd0O7xneE5O3T9j5mnmfy0o+Jtxj4ILtbxo2F0j+NEJeWNhk1Nh6G6qAQp02iozUlKhD2Mi3UJkA8YucTPQGYR7xdQD33f34nTbq0XAVVvzNFd/2MaGGZNG5YWXFm37TBQxZ3KHtuONdiIalmhNgQNJgSrUmeQE6PdAkSiclDKFrYOQ1JsJ76K/VmWsc7qHaY8iDJ8nof0yaPsbFIrX2nS+yeEJtG5vyUxk5ANpw+Hx/mF4EUEkrShd29hZOyOxpb4Cgq24heD1xvgaP8cnLVJenycqtbot8L0t0oFjouKaYKkb9QeD3t2vrtj2FGgBYpwS69nuV1BuJeLi2i217uERs/rnW+xtd4IuWnwaGVELYeMktTpmC6g5e811pam3gBf5e9LdIhMec65D3iJTJnNjxbd9xZS+ZzWeNvV/qs4FfSn6OWFrzzGt58xERlPiv9LeP8yjP22rpMGlfybpOOGVn2lVZlo3zLRuVHq/08LXrdU5n8tE1wKGCow+qdEgdC2rwzc13UQeynTEZpONjYvxyKICsbkiWNC4XznQgy6c9JfpNBl9TGIVtG3hWY9be5BzbeA3agG+TjknUGWTyTzUUp6pPc+AbCqdn6O028YoaW7cjM3WgxM8RjTY1pjPhr9LoMHiA66vy0qReTcWVSDeWNv82VKpI7wzM6pVAsjNQzyZpFijKN4SoKYmSBd6gpF5yslGsh9YP9rmu8EDJGfT71ePDcBi7Mn6cQSr5pje55KPMT3J/RlXJFH+R5UArvh3U3Hvv0rKybp0nu5VlVGoqc0pxPaYu8EgOeCNBIyZG0/dYuTZ48LjzMF2nnPm5IVkfJEtvIiY7/ZQVC2gfKdZD+14+rWiouR9+t2wzSh5FMY0Z0YLyW9JCHCgjEeMymbrODsJMtPcRdXBE1990uQr9A+yXM7U4A489dWcESbXdsHond/9D03j/BDg7S+/iqMT5BdojSI9ohtIS2M4up5qRZ33RCWDTIbI7M7MIs1QaRSMBjVoa5Mf3hTJCe0JnLp2zuoDQImxircQJFCcsthBmx93WgxvCIT+0YdogSkdASwi2xWJdmTSexQaU3izWNyNIviGsFaNC4ZW0PDYLagUqjM06CYEL8yMwsmlSgD/Qt0ChRFe3ULlrr5zY+jR3uUohn2yZ6aHZc4ODuqX3jujijRbo8jsYdYtiFEMxoRrbRdhuaOUEsdrO0oLOI9Js03c0QvkSQHaTp0fa4HUiYO2N3nGR1pwRYOlN/aBTzVvNvxbOBXow8IfYR1mrJbU7elX/lJTVRKEhioDSVMeKUMrlf2wYpfsf6f7Q1FGlLz81MNtMfaRvJf6/SbW/tSi1yldcpdGDgeWR4MmWq8pdTEqKT3KT4RRnzQsWul3klz2C0AySDicTblF+50Ebd6KFkJ9Y07bRY7ZFCAaVFHUc8Q1lYsQ/v02ejNKMEwpjfnOx5o2KGmo7YGZkqntZVYlhPq2M9LUuLuTYVR6/rg2FOrK6B8b6u004q9+eJNdO43EKNUEq9D4h1a31UidwsHc/nXN+ygdO1c4CCE48Q/PfG+fHGBK/SmlVrVrw5X6lRzXI4eox9NcGehfcpCGOeHxMPSRgE/U47hnU1aad7dE17d/RTCxI46oQ1dGXK2o3eyuh5WQWmaUaZTcpYh2LrmD6bks21H69uFasf505yWp6NtyYzzc+EmdWb5JpXh67pU2CVuJ0GauEe4Yjxp25JSr+HRrO+HcbFhOd2pElWxH7fQFIEuFBOYk8KTWTWx8GEvARoN70v3PAjpJjbmzb3/BLf4d7APbc47xHdBd2DzuoaG8G8ALwMX3/iwnqCh4eJ0Z8lxaPzGGr3eRkPKZjXBEM/RLF7xWhQGswK3Y3DogvG6LBQHlve/271nsO0pJHb9ectxncmIzSBfsPWb/aGLNatC1+RrugrLK+lgisfjEcwwax2iX5uWhl6vZWT7xFwwXSOR+8x8QU0XTwbLDSn4BeSc73tJL3V2ayuxfpIYSV88OknH0I3GBL5BbTWjug0y+eBaRkgGUR6meKyDlUlhfXSkMK4+LmyoHvG0thl7JIJHD7X/J6JEFBtCCIEEZTWz3eNjXX0M4wEVOeIKqFzDiB7rvkCTYybC01tefYuO3FetMH4zRQpDLMaT6FXxeP0R9/rNHnpOw2Rzi3BY+vzz0OsNZ233/syumFaUlbE3hQUoSUkBWEEieJ9RFFO9H0nqyUAELu8juRppn4/hYrNn6woAesz+whN/RhTiCZP01ibiWpKkoDdkSFiZ54017wdh6N1QvIiIfSuOHFjELvcj+jeIxL2LJRU6NDo5z3tgZMgO2RPJILXvyfIdd62I6i0KAsrM/V7tDBfMLNx1z1Eh9Bpyp55REljCglZ2roeGTnYGgihdYH9CW9aV/ABgl207QpRfLzpsVDG0ZQ8BMzra4aGJXbnjxno2TtTDmvf2DjYoR5k28rojqOohbGSgMakwN4CGj9XRlQD0e+5IYKEHRpZutHfzHmUzueMX5SNk37Ztj6IO07aZ3a/iHjfd9vYJZMnvZ2u+CC15SRGH3vUw/mZsqdDtMOUzdeDBqJ7m9k3vn/R+D4bCXHnQPPt4EoIj1GVtuwpq1wWNWaLDeX0X/dNejE+LhTic0mazPRdYpiFtMTXsGkrx499se5jCl6oeD1lWyTVPTGQq80alZHzKo34OfW3ozJXytIi8cANjhjSlYPTCpfLWhSDNeJpJxbc6z5LotAwPe4cWlDHRPZRcrEDwZbMpJazz92R86HAN6rEmZI8HJIiIm20kvNOLt+jSzHBtfUeRz2V5prP4RjbkP1IBdtEnJkYhbLykDODFV3S5OtQn2JlaTIhyiHQhjYXJNjr70xQ3ggZp0tW4CneYFY6LDDiYgqYpCDR/N6Fv+WQaNlnwxjkw0NiMEcWSFOK4m2V4f1ozXsaIdiGLv04zxFtKBp8YKT2JRe83FH2T916YaT4KaqXitTBHTCtzfQ8UtY1zZeYx5Ts0ltQhWKMcoG5jwYPGRn1V9GX05U6CvlVzh1XQqQYjskahlUmJosuNLWvofiT7CGTv0v1T8oKt6rJSoriHUMTh3lS/L/0gCjGaXW0u6EueU0K2eW3zF/K/k51SekyN+ff+2VNDLRAVySIp4YiaDzDLOXbf0TCDhLOtgOmX/JnfHZAFhHdM8ZDZzvYQcctuVRQXaKNhWGKum1um1FBIhqtDaETRIMpN+jp5SRBLIamaCC0S6RJFyYKshDYa2lkTpiZi2X0Q2VDtIOFzBCZE8IxRBZI/zmzRtrYNa8Ejpmup28gRvMQ6DfQ3hgrYRehswvUaIhhFw0LQpgTmnNArqMPXyL0M0LfON3cMWaqW0AIxLldvK3dNkhDaI3uxt7WU3BrFGEL0UBHRMUYWumDRVNojAGkA/pAiDOiCjGIpeuM/oso2kR0bpfKaWjtku0d6xeJbt3SnbA5sXHczM2abVdCbLoSYoegC2LbE+cR2dlCljdDWBDki2hYEud+MTdzm3KcwBh8uytEl2ntHAKSzDemHmUU9Mf6K1nPTsgb6cl+vNx0Jxq8CNMDFyDI6AOvV7munbvLdEALBiqV4tROJzRjUttSkpuL9X3NAyOutEhUyR5mJW1YR21k/eOVvSHXx1/6fp9pkKb2Sn4/0PCh3aKj3HIhue8HwjlBstj2FktguDTU+LMIqCh9aRGj493w4JjOhlzQKq2W6S+pTRO/4enEm/Z7oUQbnhe8iq7LYB2fUOyh5V6cvxrKSP9f7aPVySAT/jkbnDCp96iO6fXq+xUv3bVtWTd2xbOR1+Z+u+mw7nPAtcyOlPtm+rrojZX2DfvpyMOwMHIpd/y1GLOEmXWRxvKRNtjdRm2DNB4yMLjFsCraR7QTtDceON3/lO05FBNuril4MDoaRt62TRlVqeQ/TZi2/ypadzQyA6ai65Ah4b4ZTX7mZaCrUz+1Z79zmUzSjjxlyr+n6U9FBIu5Msp/PNdX9NGTYsb7hv+Wi5n20WS+jnNaX8gUMQmMjoAENOyYgE79rJSsqVUwBUSLhpBD15jAscHuK0ihNPYwL1/3YJa55dGb0FXmfnGzKnbZsgl17eJgF0D2QDMnGShpjp2+zMJTnc3QxoXnvd1HocHWgR0FFG3NGyFfoJv6JV1qGxc2h+MmJuDy/gvR6tYJ9HYPBR4mRsIMVbto1u4iSB4PMyvTw0kNCkQwob9fet24gDHRtn7TPFRxa/K0vqKiXcRiyUe7v8yVkGlRa78s9vEkIAwWpRRBZAM7Dx/HQqm4MD2mc8qul8swxnj9pHfBtgn1JOz40d/H3L0XTDCsN0AJAXbxLigWokpljnkbnEDcSlxFLGRrdC8YdWF0JP+UJtqY2oVjZC+HtOBUzdhI1S4HBhP0JxqL2DwM0Xh8J9shCDE2xCwoT4o2tbnPzPRKSw/91Ih5BLfOr0TnwVwJAXs2lrH1KNQ+lq4Twj23ZQ7M3PPF7zSPvfNsjXvhqNN8OuzcZrH4zcpf7X49ehd0Y2smKgQ/16l5D0kyBIz+T5dY2DVfosHbHdIl4HjIJ8XuK1DfagXNQv4FBCWFFdMi5EwE85jQzmlhsemph8mJPdJ17onlwu+wYWs53S8ZJzzUgeBKknACwtIs7VWh97sEonuxzPag8XXR+L0CfQRZoHISZIY2JozX3rz1Ra6zORzOwDwgFrb/uhJCYuNj4/fexbldHq62V8Wwl43AlBnonoW7JbjgPKDRPBlE5z5tFFOIdSh+LwKmOBRaYrpPU9Nl8uY5H91bpqHF7n3AaecO6ElgG8Tvb0zrO6jRuHAG6BL6L3jvH0UJqF5nNVLzLjOeXOmihecSMIUdu+bhoxumtOoxhQpLEL8LQ01BgriHh17nc+MIaDOcYeIWor3dT5hCpukM89TpsXP1SewOxbkrImx9mPfcEtElkeAKtIQG2ITsPbWkiUl+eGocWAkxwwUQkoNZAJm2+x9poU15JCMGwR+M+Jn0Ov2uNiWmPNTA1OjofWJmtEhSGnbns8jwY5RvfiaT8gq+ZIU1mZwTSj6s8OwZ57cOa3i30R/TsnX119y/xcOybclKh9RnOc/0/4GglXYm06PCqGrOHJ6OZZuydoffctflOLGUd6JSlpPmSFIe5LKT1Z9PjmwFKM3o7/xNSAuo+G7ES7tXghbvRRlfTO0z0zd49bUwFOJ9PmqD12PCKCdVmyQmSlObwuSb6M+TEDtZNQ7Q3B8Y01Ry9PiGzZB3mjuZhx8tlOm4lAeB6cJKk3R6spjODhlNHMleEAONSZr98boeFubQy4cU0uXM0hiV3wdWDuv5Yro4jGNpuZYIG+sE5SFnk8ZAJaxa/efFq+Pn+eMh1yFmelHvpLQCBstpKf7Z38N6V0xYmbwifIyVgakf9VVSysSiJp7baC4UmtfcHhi8kJKXS0pWtDPR82Je5rbliTmlS0q+UHw0L9NkDsMmMXJbSyGbpoJaXxf5LpMxUV4Rth4AOu8svxAwc3mzoNPsBrq0S5rDEpl9wQ6fchTRXYIao9wvsHY2m7aedYaqou21GLMhQEsvzkQu3cKBY6Z0aKMx22Fu+2fa1KRFZj06a4nt3BhF9tDobtcakRjNLbk/gkqDzs519/5dRCOhvx60J4brUIkoZ1vD20RZltDvGbMYekJjHh5Btk3FE5do5wpBMQaNuAnSoRsCKsjCaTjm2htkZusgAFEI/Uk/O52BXZrdEzVCmNnhRQO61yMzgTaA7tF3OxBnNHEDaSLhKJjgwTw/mmDxac0NV+hbD2cVfE+ZmYKgCUaDZbaB6pY9b07a2SxuQLeL0iG6gzTXEmRJSO7+XU8MM7pw1NqZ4te2Ng9Ftib06YBzbt+/hnWU/hyIPwx0Po2dTPIqUe6ChZBRx28zeSxytv8PIZXyuywZLBi99D7lO2WapoxIWStxqpcUE/ljp4Kl19/ahiqJbpZFDPR/3KLc4ryHyLTCkzqId9l+3FO5K05fpbZPSpdi15YwstwejHqM9g3PdbSF3HDoiMyWu/R6JCVx2ovH45HbnR+XFSz2jjyfiz1ntPdlojf+pOSLSr5NC9o/2lNGD/ZFXjmjLVLS0zVz4iA5rvt9molOkk336DIbGbd/hV9ImeiQfk1ZK91TJin4HwU/P/n6nmoo92nRUC0xD4iAKR+CEDZapA008xnStoTGhQgxQozEZUe/7NCuJy46U0poX2z9WqyBoVDJ/NFQu5A9IyzR+rUyDpc2nJN1zRCOecbxc/Yf5n0xphWDqcqkn0+3yFe83gquUUcvRuWuqcqYDq6pQ95d0jSVpC5ezXPgmWXFGETLeTxa/4frRA1meJB5ThfsibYgDRaGaOCBNVpaC/+C32Xgwt/s0R3sTJeEeKl+Mzd+UV8PySlhFKpXMSFRsn7HeEjmZiXbLE3hIDOQOcQNSJfHqtpPIswsHrlIEiwlwy6/eDfdyxac73WliLALcYEJ5xeY8NMNlnxstVd7zpY1t/X2eWgUtPVFk0JEuSeDpxc9Zt/LSczKd2mev2IxyTX0SNhNG5p5Hnj4nxSOKVPY7CGQDG3SWgrDxljMk3S2J58PtvzvNhEr+xfc21haxEPY5FAvmKBb4hzNoY1c4HfIs6l6uTEpuyQSkgxBizsrkjFkELsDIYXBEVAZ+J7E+9gdPV2ej9bGmc8v8zpOyofscZPub4gWVkeDexKPQvl6/3RWb3FBurqSWBu/tyJ7uaS76+YjWfsQVs7KNk8Io/emu4sWxkZ7LPyRK5yFoT4pggTJO8fniKShz7/ky7iT94UpRjDr9jaYUVHE6i0WDisvPz/HmZLBOyCY4iEL2BO/2fbDPhjVpnlQkBmaeTF/r345dUjyHVzp0NuaDuq2kT7H1CzyaawOIjuHo3YC0Nks6THlQYiI2J0uYJcoa4pgoFtWjppCknDS6hk8FC6LYjcLxLiJ3a0oPgZpLbSWKiyw+1hMCSW6h931kOimt4sUxku9Xh2mkGuw8FcLlF0f661cRhpTo9/R5o6a8N/ovIVysmXmXhqa6IiTcDWDMJWW6F5FFmXP243TSHo/bysqfiF8dOVXiFYWPjdkA6RBwkmEPSsoRqfzGyhLU46ki9Y1yTCSBq7DLpO20MaJHFhZu87f+FoIO0ju0y1vs3s1aGt7jZiyRxu1SAp+B6Sti6SYCO411iDRlejxTMb8+HocSgmR1r14c5O7U3Ibsj8Lj4VE3xUXzKZYdOO8k9imNLDwLckzKH+YsNdISFEuDNbupZV14mnGWeVLeUJibvyd7pM+P4gwYiJTnYo0WRGR9lrN29goz3V/CwMvMXVWWGHr1vB5pQGDiI7KsDbq2nYl4V7JmOrwYgVlvzs/PpSr47oP/GZJVA+LogdHVmP+bzJ3Rt9kpUDacOy5OPFPSogQJgLE0DN4NJTvRp2cN+1Sh7GqRpPxl4W1FOjKWA8T0Rm5xLwQSXHXBuFTKbjVYVPDLzRLm3BaFoViKldYy/GMRT7N+Eyy1qdZSB4f4yOTeDYjnyZrb2lVL+ITV8rqlN0GiWHKJfjmX3qAlFwLkNwok0PkgVEynpmGlH0WyCGAAN/pweNhZuYmuzun75VBqJ0O3+NxThfBZcsnjUUe3u7EWMuktxMDJepj5veOuIVV9p7JAvbEjPk4pUUsDJtUqk+icTS5bKt2Wks+NhKL6hZrNk211Leawk+lA5vNb50oFLKXhDAQmZxHQXAR3xiVlUuy41QxMJ3/aX44Y8+S4RL04aBIuW7yXCs9KRItOAREiXOzFmq0wXbaGcocZQ7aEnSXoEuQf4T5Z4HzELkFTS+0/R5dr/TLiDYNsjnDLEDMUkybq62W8YhZ+UtnioDFluUdtmx9bO5A21n81NgUyoUGmfXQbqHtNrG/jsj1qHbE5YKGnpkujbmOS7TdpG/PBekJfBGJu8wWnwfdpdu41s7SGokqdi4WkOXCLm1ugbAgNMaMB40EFbTfIy4781RozQJD+y2kXcKmwBLCCe/3jR1EAiFsWlkhoETaxQmCdmjYsHkmHqu5maNtA3sduuwIrRDahq7bRfvrkLhlMUfbaAYtGoh+kG9kB2KHcgIVoW/s0kYjvw1sGoPZLJdIVGKzhcoZ6OxqtDkJOzOk3wRdmiWunESaqwnS04hfzrhcou0WcXamMcixRWRBmF2L0ZftYZ4fGNP0iT4Xc1fEp7gOS6RYz0NAnYKGk8nCKtuQSGlW+KXHJa9Y5j/8XNs6YdXoO+1jaetaMU4gVWIlO4sGUOzZmbdNzJjTu6QEGdG/VAcd2l2aG4tzPVKkz31QmH4UDJWRO+dvtdxHJk1JzZHUZ5M9oeCBrf75t6x8sPVitEtFyDGRJZDDRkraotbt/6fGvv4yme7KhKcrW1jSaq9IyVvJeI5kbms0EUvmp+yPob9K9fuUZ1vt/CmTUtZ33Xc6/tMfJc/S/FIBSa1ZDQY5zmL8fKSBGxlJCKv1n7amyGv0LaxTBoiuadeI6S8nXEo2GccRDzqsJx0PECWtOFULUqglafz3WTDlw3ZLmLW0W5uE2YymmVtohs4ucO33FnR7e/QL85bUZTRWNKYDvQuSfGxgmFslu2TrdVDmjaqc2JA0plp0iWrudy3Tj7z+J32pkzcF+RiE9rIyPwdSpcXSmhKHNdRWy/drkmTaXczSPEV0ffqVJTLMn2HeazEzZZAbTjKczpjsYZX2g5Qi89RFmVBsWqenbSongSRMDRADqoMnmVnhd7mPzeK6sZjvAZAFyC4W1sMvXGaOhdK0+Sa91UnnLlzssKOey+gtZFLyAEiWwjPfDwUzZMEuv52pCbW6Y1Ze3ABOgl6DhbnpTAgy83jxceZnMbUCU/ghzOsiCY+t3SD9LhItNIpV1BUeiaJ6NlanLQgN2rYQd5Du85gQ79hgAIi6UkOAI1js8WOYgmeJWeMuzOtBNoBNpL3eQ2O2KA2ytJA86mNa2IYVc7jLdMteJU8Vn7t+Sb390ZBip1sIqZkrgvz8GfH3vQuAzcvEvrVQRdCa94gEtA0gewgLslfFgSDm+SCB6OWGxmQUpu9IIb+sXeJCabOw7xHpTFHQKxAQDwVkYb4U7f2+E3GPGvU48vGE9z32PHvp+9koKvQRbaIpIQLmhaJ+Do0B7VoQvwhcAtr6PSd+j1zosPnInpOmma2rqUGntLamoloXt2KKCI12+bVYSCChRcKsmMd4NJfWLoJHzJIdzcf0xoc/ukxXksGCy4di4uOaBpoG6Sxkk7R+z5t4d+ocC5ujRLrxnpyuVol+kfTclRC9jZ3M/Kzb2TmMYPfoGa1p3fMkQghoEBPcB7X2N6Z0kpDkEe413hrxUHYzP3cwKBJcIdgpEgMy700AHjoXqqcLs4/YRdR02MXTuxCuQWUDDcdsjrJrvJorSFS3UQ/PJIC0pqjtxULPipz0c5oOSgjdQ9TChRt/bMJ5oxwRTeWHBWhrd0SkcWCGyNngXgYA2nh/9BZ6PESTiWizhHASu2Te5pf0aoJ26UE3Cf0Git19oY3QY8Z4oYne9zNrd9yx9RXtLkWChSmKvv5C63lGU9BJcybItkVFkF2k75EYibpp/aVL4Li1Q2euf0i8inm/iZzEPCOcR44A0b1SOg8CEcxbKwB6Jum+EmPDLZyzyA4iJ4lhZndQRkH61nisgHlVqCmAo9MUiWK0I57NQeQhB1ZCbIvQq12X4fpSIK27sYNpOidktqTgh7R8XuRD8WwViekbkaOV9KWt9MqRYl2BDHxIejdlw1bYMuduZJJPzmsNHzdNu+ZIs4K1fVQ8HBVT8qNFZkOQqhF7uhYj5rWEFnxiTjxm8ozhKEormPO1LbsB5nSS66iTDpFhkhVlmgA1jJKKa/AHJYT/9E1IQjqKWh1FTFOZlBRMDl/Dn8JQ/mjWscLgiv+uyVJKi55L3+k4bSYMcfyeIc8sxMmHQddGo4yZ60n9yv4ZHQLG78o+Hn+UshtxerkMGXdZ8d6tvKVsaynimNZ5qLeU35VpR0JpY7T2XfinQo5/Ov3MN/vy4uZMXJLlkM+T0eJUxh0hxc/ErMro6chaS8d9lAlczklzHll5MELKK1m4lIoOht8zpoqPsm9SnfznhN6ZbCFVUIp8S0WtDmnzJdqpzcU69rQlVV/1givncxzWb9EPq7NyoInrd6DUR8UuV87tlbm8z5o6EISmdyshFKGH1hh1lj10wVvWoO0GNEeNCYt7RO3pYuOKZzVhosfPjE1AYot2Z5MuKRPp7FBKwNz0QZoGCUJcCNoFVC2+o1nYb1COh4AfWBu7giLpesIm6AYWAzjC4lpUIr0sEe3pJSAyQ+MxO7M1SzScsIMR0RhK3QDsLgcz1FO/d7CnDBMhia7p3uCCnO6WkOBWGIFk1BWigAbihl9+3VlfhK4Fae3MnUIJyJIowQ5tsznt9hmw3ED25uaFEpYW/mnvWptFXreQLpFszdJNo7mnBzeXUfkSyBKiXZKNzND+bCK70C5QhaafEUKwC7hRd/VtsBjUDU3vDPF8yw68Kcxnf+p9/XRzz1aLTGhdoqfp77KEU5SmJY+wWo79Ot6nB653+L3cAxQneevo0T7PhmZM92SKpsna52szluKZ018t9vz8HBg89oo2pSd5r5iqVqYUKtGtlOc41bSWQxeOQweOyzBavLKljd4zzIO016wUeENm26TU1A9lv061JVmTdICsKazV17AoYx6oaKBA9oAZ1bHkI4bxy/zRpKhskDwpeFDUjSo7LqMsV9blUJQ/bfYKJrzm+s5YzcGtywceb8K7Tkspq76Wv9LVR2sHc91s1fHrqUXTFMl6ORkAB1NEhI2G0AZmRzdpNuZsnnEGs81N5rNN2mZOvzTPh72dHfZOnGC5u8uCSAydXZybrG1jMbfyOJQUikHxsM8UzF9mfh/MOn6Y4+vnSMptzTpc0+0DTd2nqwriXC69/T4cze/V3Cb0oeRRWcM7M3lY0NPcFs3rccWYaUQ+VlXTJYs8KrcgawPPquvrt6arVyAzW+sKuNDJHIDdolddaGW39jJYp4p3ZANiBiAWjqgHToD0SBH+1tajeziw6waWC8vT77cyYaeFHQF1AVkK9BogbsHCYqqbRa9ZElvd3HPU24EuSJ7O9nkywgGzqg7Od7a+jySPfLfmFRcludArKWOQxu90MN5WJZrAjD0TFOKW06IuTFUsTFUANmyahZMm9DKpradNzKcrzJNHCq3XaYbQmdWxtCAbGFOY7otwCxh2PH06G/nZrnFBbi/F5FFEk4GS3UVm6f3yZRV/t/D+trs81PvZQnY1zlt7mJZD3+eVLkZP88lVm3lum4xAglvCC+7lIHYeEIWZrbN0zwLMnedM4X7U+jQ4ryN+UbCHpJEY8hxIZzBJxpJx8J7PIYUCyGzKa1l/SXL+ifg35olj7JUOczKFyxNxi38fMz+LKxZ+zEJTifHh7uWewvfkc0SivZqUE7bioofISt4L6b4G/ASWLiKG3u9LScuosXsQgs0vcUWZDUkysvP1kW4B7837SWNSUpD3YSNL6Tu37E9e3UF9bg0RPVLooEzPepwOuFdJnh5JcXRQiNMosEuH93x+pDN7NJla8DtQ5ITRCRqUTdCzsPs5vH4aXR8TbE566Kl892MqNQxhkswYKoJ0oBsI7TA3pM+s6rDpgBnyuTcBc+svXQJNVjxJH/LaMBbRaI/d0yc23TRdSp213zZGQUnC9aQQgQChQbRH1e96kF0bGzni5+aI+Jyz8myvCJLofrp7JHlI9WbMpq74pPG8+zzWmuRHbqAs4pfd6zGyQRw9qjtexq4tNkkyh9bXQ2qP1c1C51koKmtXg3S+FpM4VAV0g+AGyOJhrzXsGq0VUwqfDgdWQpwBdAJ7mKtjsPVqPxMvlflFGXkjaPFzwh+MUF5k7J/ksV+LdOAbCS/Th0MaNIn6NPO0hZd5TlbWSyZZTf+e2sUr+3wwyXM/3qfM5xQsN/mwpqt1GiWTSb0KFr9s36kL1JyRet+R9j4YMeNlPoNY1RB0WsdTtvDUyIJHWxAy+MD5ICZhuF9QJEqKJyySLqlyR0R3lxS/yEfcmkpT6/Lhwhdz1upZ50dvpSalwhCo0Jmpcg2k2NM+C1Y4+zQ7PN5nYY0/fDNs+uMulEKePJwCjGGSbEmZXAvzBUUjt+R1fZ0p3Sj/0fJK3yZLthVp0bDxj79KxCkFd1sn+C7akkNMOYMwnd2amK5hvHMeZVii00IZrFPGbn9k7w0rY6A6zkgm19vcbB9P/PBRtlNyouFnDsME48BNMmJU8mJzJnRF2FQIvoytSYvTrX3y+vU8V5RUMdPi0byX4dtERCXVrTyQKmYpMiYWw8v8e+oXobhljGR2m+MXa9kuX5eaDgDpUD/Mh2lIpJFLPwxrNF+OnV4q+b4Pn0tjKposnQdqPihd4qSdB4OoEOLMy4sgS3S+hzYKu4rsQZSjwBbSHLEwPH2A/iRRlb73eI8SCNLSinkAdCGaAqM7yyzL4megWRKO9BYnd7YwS6peIQbinsfFba5Dw3GkPR9pz8j9bNcp+uFmPgcicTmHEJCZW+0sW7t7YvcLgNI1ZqkT2pYgDX08YrOrXaCyi3R2mAraQpwZnQ0Ce2LGbjMhzjoajQRcJCfucaEnzXplLx1AO8z64gzQBl2aNWKLgDTEzS1iiITjEekWtHGDwAbLsAehI2JhpmJo0SbSNFu0m0fQnWBWSsntOe4hJy38koYGCS3tfBtCS2wtZmfXuQWf2MV8UY4TZY/QfQn0OrS/DVFuhrafRmbHaZZC6OY0tEYlghKbHvoZEo8iukfTX4uGOf1WA9ITPJazHXBv2H4q6f9paxntIxQ822B0kSziV/gGTekHA4Xkaajpw1xoyRAkRsVrU9CRkqqlZSfg67/cXyc0JtHK9CCT0gm/MmmAFN+s46lySsUOuEXK0tLS+jB13pgGamqjjE0PUvWScmMISVPuZJp5ibJ5K1bUQ47+LJSZZA8Xzf8vu2QSAit7m6TD+eGRLf7TcCWFTdm4XINi7yoGfQgruq6dJWRtkjzXJR0oyw5JKbTY44Ryvkg5RydF2RY67BFT2X05o0ZrQSdtygUVmecypzzMJJ0UfTp6m/4W9itrqG7eIIuGrfbi8DOO3+XP1wxO4jsy3zO0PYXBGC6D1vF3p1qNfrFpCkEvrZgHxGZL2GiZn3WE2ZEtjt3sHLaOnsH2xjYb802WO0uWO0tOXncd11/zJfZOHEfp6XYF7TqL9uJhdbInRCI5OvRrniqpJVOaOF1hiU76oVknh6PRWIy6fs2k0vILmb4YP7aGMBqnlVJlMnZpHozHPZPw/FmRbkrfRxrU1HkD/1QeQWRN0aNweNMGjbtuSCXTlGv2xzLbMuvTbqUbXvDS29Ibb9DPXRFhsccJbsVLxC70DG7ZPMM8BSxkJhwHvc7Wt1/Aq25pLtFjoZeXqar63VkB7TYHAR8RbTz8UtwwXqibm1l32/ldD0vALYTZsLoJIAui7pDu2AMLuzIaq9ggtHYfgwQIe5jlvxlgCHMTKjYnTQjVd9CfhLDhgrSIxKVPjwjsWjqJZhxDIhH2Dg0oR6385lqLiR6PImyaR6y4AkWjKQBi6RmyCbINcr3/m6FhC3TXDEFUbBylh3CcdPmtnd38forWBekxTI6mJmDMl4q7tzLRBbL0wEnri3AEu0zbFRbxJBI2EI6AbKDt2QeYbyWUdDYNfjG4urxDPSyLSPQw0nb3h9ITtbd5EBu7e2ED8ySJQAyE3kKXiredzsPQaLR5y9ZA+FyhgYK2fq9aMkpVwd0gTDgbsBAujYXwSXRUk5JDQboeRYjmBm2hZpMhv6jF9NcA/R506R6JAGGGNDPUaYgk73U1C3QLze/qkN7C7dg9nL6TivWloEhjcpK4bCx8mnsuiN8XIc0eIv1whYeHXAsEpEme2ZsIO0izAO3Q2KMiaCMmwE0XUM9NWRmCrTULVaZ+PwcgweqX7ivUJUJnc6uxuokrISxsc/JY6X2r9Pv/pDOPKfXY/WJeNIeD2NgrCJ9C5DpUz0R1y0l9j4YZwgZwAnQH5Ahwhs1xjnpfLEz4Hu3i9kbMS6lvPASc+sXgLkdpXMFkIcci0ZWr6DamhFxgl1Dv2elCQTT5GQoqGwhnuHwv+NpbGo8Wej8eWIjmHEzE52bwsE0WNcsM1URcKSKBGGxMk1Gf9C3CFkiLhjnEPb+IfoGE64EjqBwzmtnaHJVoXjJ01r7AHkF6+qSQ7K9H9KTTxQb0bOBM0C8B15HCqiVloXpoJEIksDSa1d0M4/o6VBeorw/hpM03OeJtmyM0ducFksWnyo578WxAmBP6lrBsbA7OAtpD7JWGBvOcWoBeD7JEG/PS0KScOQ0OrIQInSkeWlWiksKXsVRydBDF+j8H5NAxC1ay41PW2L4dH9byp8XPdeftlUfl4SA9KjicEZu2zyawjvXeD9mDecrjr0vLarPKQ83KmQwYn52LPlx3htm3jqWoshgV0bXf6LrfynNEkUuOmTeqIaPvDrnbrsHkwJN+pD4oDm+SaimQBcNJ4eBCAvvnwnlXPgS/OEok5DTpb0oGXYaSNG+q40kw4qcFdHTwLN8mTbtO/i6aWjLqxSQZj1H5MAkpZOAj8/elIHXKwo+7d2UWpLqPLExT2Xkg8hfjbEaNGPqyPJikdLk5k75Sa9N4JacxK2f1KQ5iB0EWghfVL/IcW9BOB6OYI+sOdKuF5XzKO1mKAhjGdh3lSPNBJuWRvxv6JTGS6fU4v0yNRUYjuVLXpCDz8RgXZ2tlUKKV8zqV6db4MpRsad3CR8bjJyJF09J8GQq1y2PL/olF2qH9q/c1KMkiZ6iqDEWXSr9pHzAIW4vGs/847wNRaM16RvsG2HBLI9BG0Tl++RdGn1yIproAadDZhrnmtq3ZTmi0A0e3aVYC2TV/5tZKjV2yHI3BNSspDxkgbs0RBI1KXHTkezy1h37XXLbdIsIOFwUtngVTCCwjSE9o9jyaVeuKElNMmbuweW6gYq7bQjYokRBoGlfzdUssZuUuxnHsYodHc3W17l4gM4svrM1gJSQS7DAIfoGzu/I3kdjuEqVDG7POk0bMi0SxdosQaOwQ2bp77e4ZaL9LnO+6wGEG0mR1pGChnpp2x6ZO75fr9Q3ohg93IES3elRB+xkWz9WsqFR7YrTLv4U9pDkOGs0SLPZ2kJcIjStvD6NfnaCk3BRLupicwxz11CvTvbTmkIKk+KMpEZlsoSM+ZJW5m9amoAujik8hQ+Pyl5PY6lKmK3eO9VR4mv863iu3o8y+aPCgsB9KKjNJIZvMqGY16OeQz4Rz3Jfk7NOOPPDqwgcLj2boyeEZkkVguQ+Lrm4zB0K5f67x3pls3eUeP+7rgv6PyHLJ6AxZjX/TlTcrnXcqD4xSQTBKU+ax365Z7KnOD444RVnz7eqEXfv3qufj+tRa9ptM35W/reM3ZLVvhHH6lb5kaNeoQtOR0cmYF3md1ms6jbsrAIIZE4V5Q7PRsnF0m80zjnLzW9yCY2edzdnbZ3F08wg7x3fYObHL1fM5qhbbem/3JNpH+sZCkErweeoxbtM8HCkgwHmWdV0wrBWd/PO3JKGeMn25H/9a9Pe6OQOs8qTlu/S/6ZzVVf7xFORjzIMxmQvFRjAl+JNc9uUx1zWLsu/WJEkJ9p0y+/Tpfv24BpIu2fV7ngDns8QUYlmGERiMXHyfTsLXmCzO3dAlGO9LMqTSORYaz8Ph6MLPmJ6O1pTgEo1vcKMa4+8s1KQJnPyS5KxEc2MNQELrdZp53nPLvzce2S7PxtqggujM96eF59X7/uFx59PdErpE4hKlxS/RwhQFanypiFuxb4CchQkDk5Ec1j7ZxoRvfnFw73wle5gwTe19PsjPsHj0gikRTGA49IGicQ+L25nmQPKgUGsLu8V4CdmKnKMgjdEIF5yjPgwejmQwEHMvXILnv4cQUPdKEJn78eh6q19M3hiHQKoDweaNmMeBZGNRfLwUU37Yv2yUqSbL0+Q9kpXc6uHAfJw0DPvurDMBbsw7mLddLUQNwWllMsIMib3Il0QTo7U5tCaL6pMxgCkC1BUBdi+e2DxWEJKiwzwz7JX1r7JEdUkOgZzGXRtSiCorI50Pm6Fd3k8A9L3VtXN+0O8wSELrgaQlORAFqZNh7gbP04m5IKbUSNUA86whWZ7bOVjzhCIbuZtRZfA51TpX6oaYSR5FGscUhcEFyTkShl/Cnu1lDjnXUAS//FkblA2/70LJ3gaaxsLXqzSZpzS60+d7MNTvSolN6pBkxb9MXeQ/9wr5QfL0Ehtn95qSbExrXkeqPfneBBXMa0OK9eVcp6ayos+FmY+jGV6qzyXNCzxdzL3wsjacFjZujJQUtp2FpcueUoUnTVz6mNm9D6YMgxzCGnGZuYWhonE67ZYVpmhbOv2dObvT5/7Na1I9hK5EtFkgku6OaVHZxOih7VtJaamh8ba6glgs1pEG6wPBQwZHn7Nqc1rpCGGB3VHhykAC6MwV46CyHOp2ChxcCbGrOXqh6zqxCG62rSWb1CXBm5oKN01p2uiz7aoODnCN2F6QbKJH0PGvI95MMn0gLbsV6JCuRFYcTIqaPpPy5bp3Zf1k9V2iU2XSwkB+nF/iBacvvQ2J7pWMbfZ+LOta8KjZwrF4l5neYpScjS+K1HVNtnRa1MUblITsOcdRIw9L/NaVm1RbiYiXzK4ztOLMCY0t8OBtElcs+OYoom516zEHsxKi8b/9Zw7fVLjYmjQQxWJNqmJaVmcsleQZgVtBDExDct/MSgvsuX3lxM9d3URSLDvv1YJRFtIWJwwED1c0TbjrVdOsYUMcPyVxHUMpbhGfrdFMMJGO0yKFJTrGIEtyDc4l6PhnvoB4VPJQ18RQl++yNakU34iNdVFMqWgcpb0h069YzKNDvsRxFQTf9NzlU/qhP/Y7QOvQa4ku5mZkr4KC4cv18TblRVvMIS029fIgpOmwZHWDVYH+MH7pX4qZOMzTcYztkOdfFqUkLiz4t2nOZGXO2HI4H27EL2Ty+aNF/UshneWWvA00p0+KsdH7sqOt8j5GucP9t0Q7fEPOCsLiX7qTY7phiDHwSbGh+f+HlAqLIvMdo1e7M7vArTeGqZ8pcabEhfFOGgIhNCi7EHeQ5ijMt00BsbmJLBfoyeuhCzR7R0AC0oK2weJJSkNwhjD0PcSeLi6N4eUoIjO0aaFpibsRXS4IGw06a4j9HtLtmPfCwhQVzdw9C6O7jbYtdBF2eyTs0W5cbbSyOxdlbq7IIsbY4My0APM9lN4uZpRIMwvmOdEtiIslhBPQHMdifprlXQib5ENzOIlsfh6ktwuxEQvDRKBvjthcPYl5hMz3YLakmy9M6eEHrtDOCe0WfVT63QWC0NOaVdl8iXZbxOM3Q5tr0K0vIH1AdjdRhF56gigt23ZQCp8GXSI7R9C+8di0DeKxottuAfEkqkJkG9nYgVlPVLvkMbJJjEcIzXGYfQq6TXTvbOiF0O25EmJhjNM8Xep4CGT6kOKR++O8jnwNlsxBnt/pua9LKZeFFjzMCsflfI2vj5DySOtqwqQlwcmaaojvSfkOsNystFcNHrK5KGRkLJL1nJP9cRQ/fA0HpCUzp8XnycI+U5kw0Hkp+ayBro/oUbI4TfR61B3jekx31vX8pO9J02FITKPXTVRdieaWr4orINJdUnEYIsbz5eAo9zF1GlD0QbkfrXhnTltb0NfpEI0UEeMeH/jEMBqrIaSEOD0vMkyVcyZ76mUwbuGgvNLi6biisrKFrySdFHC6YGuDYmvYM23/LfuxnJvlxBrqNbR8n4rkfAtZlBZfuIJCJzmkLEpyMm6wz6wRz5MW16nbXuaSKIE0gswC7daMdnuTozc/iyM3O5sLbnsbbnXL8/m6Y7fkFkfO5kvXXMO1113H33/q79FGaVphd+d6BOh396wtnXvEukwx8+CSWIKClyjm8Ii9woMs+NROLIYJPOxB7sUp61E2sOQXT9ktBe1KBC+5r42IQbkm12QsAw0fRqp8X/BDq6TezyLjlVDuE2s2lyFfin0lO5hO0hVGdYLTfl9YyeBuX/1HXjOpvIKmn4a4SXAheOuHvyRkTJfBSqppEq24RXMMzh66wUESAIeINBbmhs4t8uMRq0cUoEOxi4FVPSwOG9ZBjQu1YiGYpkHkJMgCkRm4l6n2FvpJWViZQYB5ztOUBNGsShHn1QKwjd3VZgJmCdeCWwBDILaNpe33kL4zHoslEs5Aw1FET0A8jpumm/GIzLBQRWcbP6C7DMK04MqLGdJt2xguT6B0EI6bUJgzIMxJYZI1boNugx5HOAHakbwrrI2K9Neb4cYsLS4fgz21MQpmvYucYXlicdtFbg5hC7qlKyJ8EeejpxuFyBb50ltR0CX0u8AcmjMQmSFyBJWTqPw9aAP9LWx8DgrF542is5kJ7JMQTdQd1u1MojFCXKAh8cT/P29/+uNIsix6Yj9zD5K5VHWf7d4370kYPQgzAiRI//9fIQiQPgygETAYzLzlnnuW7q6qTJIR7qYPZuZLkJmVde5I0Z1FMsLDF3Nzc3NbD8BCKkqqFaVQ1Phc0mbb4tH5qnqw+P/Oj+jpiuSKvh6N3w5dTXHcywcLuaUWpkoiUW6wFNWs8yUn5ODGUSXRYvdLgUNY97sCrth+rMlxPBnsNZvcRnU1C2+NZNTuqePKP9vXTaJveQHEhaOuhFAxi3EqupWGEpAgmweSHjY0rRZWFSGVTKqZWovBd7F1YgJxh12ce53Qp9oVBqhaDmIRaktavCBUNwTDrLgVJHJu6AnVhKSzCXXF2jMlWRgyiZ2/kuVGIFluBFXbx1L2Nb1+PzTOHuEkfTGZhizAp2EsT6h+Bl6tHQ4oD64nrYiulsy5+phYqHoyT/7jBUFJZTU08di5inuR1W8+f0/ACdHkuodvoFdEHpB0dHi8mjxTE5QHdHvCktd/Ba8VWZD8hGnEXn0qjqCZVM1wrGbz/hG9uGfVJ++PGZpZSLgviCZEjxQ9UCM5/VJJupJWC8GnbL7XWtg93c4GzuxKobwRXhoYKqKSUZ5AMin/auuifoJ6sjwr+uL5Pp4M5rIiVKRE+L4TEaZL0wbHM6oHC8fMEZVneg7V1UCB+BgSIl8RVjRtKIWaD9R0IK9PyPrJ1olauKiKyW1SfkF1YVPLhRhKF62fTK6T/sxHct58mALKZq4ijeYRRFj9uDMc4BrL0A8bJsSqgy1qP0QG49FY5ZHJkpkXvceDveexKwIUNQJje3Tj98Y6x88bRnp4OFn67Z6/yb7sK5TdGPftxFlh4LLuH3zufB/4qaYN3vGv+3v7jur+1vTzDkuq8Va3VZSbSmT69aOXtro79o2MqR2ExK0D8PlwpjSEFXE/kti5EsIsjIff+cDkGRHxBwktsNVXq5qVsqi53g0WJ1or5ikRiOOay4ZsMak6jUskwlfYIaJZee+wM4QZs7BndyrQt6HdZ2us+/aaEmkGDFsdnQp0iqDt6Zv9+l5fp/HuPjUOzDrNxT+GVfcuZ4TvUIH5SBWf85jaYXqWzjGNbQ+aG7CM9d6BXbzz3UNT3ZUb/3SHA3eum/rjIGsMoi+6XmesOWLNxf2AKbQYmREiRNJUvdE67W0wrJldSK/5uw4w3xHrySLCacLdtRN/d9qZ6GUf143M7HvhI/aXRlxQEDIkMauO4hZ3AokV0oqm1RhqSZjV/QmSJaJOlwqlGPMHiJztkHIUwBIjA+3QXOuDJZBqTK8isnngpaMpYpNb3WkXoKsKtYRgz5menNxiyFxeqzwAgqxH1zP4XI8u8+oWY+GtRUHL1UMOWMiCKhs1b278Z20o3xCOftBJg2AokumZe37ajCGqrnhrbss1exsx3e594zFvqRWptm+mZIcN82SrkC5I2kiSsTBUfsriTNVK0eJCk4J4kj3D7wsmijpgDPGKyDdzhdcDyhkivqocsQOjICwkfaByQKV65rxHkM1cyN1t/L65wDvXPuTL8H77JsPHRGaV4EfiWcf492jR4Dm0X2atgk6TtDV8r6odXd53ulXZ6dy+L/vy87234Xk7Qnmjxj3P0wW9d3vVmCYdfu/mp1X51r5028t5ZvfW94Y7dggeX+j90OBR9A2++IPXG13fcTVv9X+Ayw9dfbQTJJWJj+nF923MczE/fYfvuPvoHbySez+GfRUd9tsoNUzYTrjcxzvzYiIMwv6xvD/X/dK6NxDpNOHOHizs7t9bYsP9GSL39t4PznvbkoO3z6Qlczg9cHp84udPP/PHn/7If/jdP/HvP/2RR8mcRPj11088PD5wPB1JSyaForztK37yGIT4MhLA3dIM/NqzfgpdAXFv7Q9f+r/3YPGBFbj3tn5LmfPWYfaNJm5mY0+fYvaVfcl7nbytfVRsBNsn92oaeb29qmP4tsexxsPpPEey+3zv2hujhBLCvTnbQ89R0IuG1a8LITzPQjtXqmAW90KP+R3emy7IEQsPYnzKMKiY7rDlce9X5GgC4pTtnidnbbkOUBAz/DDPhzQYcrmnQUiSRQl+z+6bUNv2josLx+N5hDYCiwl+xHJhjXHCpXdacRgc7X5STGHiXhsRPjgs5FG6wjnisBeH52iN7TwiBY1QJyEU1vh+GtaL8cqA8caIhVdRGpxmvrVgVupmWBNkuuNKnCNN0G72eRf3NhG6Bf8Hr9gOpJ/atIUhCYl/4GfME6AmR4jcGyarcAOqce+oft8NRVSKJbcOS3sF87Kg4brxD8Xnz9+rHoJIZDh6VYTFPYhjToEIkY0rAjwputRxHBBh98hi55qymReKhtrdGxLFwoTFT4FILhwwk3G+g+f2ULNtAg1OLQpGTEAYiaR+PnMQT5NkY441DiSDVTdAtb8wVG1nUS1EfHsJ495xO63hmTHMCREuPM4jbvzaQl5v1o+09P586HIfWBVfmzCFPecMeka4ovJgawD3/huNacRNNKQ22mtGf0+NzttsCKGUl8kg0A2Qxb29WDuucUI18sBkk9nVxVdVeBRAeECInJpXPuGJjyBOkxRX1kr0JcLYKeZlobSEgyR6PKcVlYsrFJqZLpaI+ryDaxDqgXlo85awEG8Z6tG8pTTgE6G3lZ4HCEwJ92JVNQNoVy4D5gFxAQ9ZJSRID3Ym3vMV7nUiupB18XOzyz2T9TOFIZlG4vdv2Lnb25SjwzKU5u9fH1fDnk24EZHNt2BcG2AGAIHFS3OBRuWAxWwz97QsiSqJkg6Q3D1HTM6gNO/XbrDXGFxtII2pb2gqbfkTC6HR1wvwFcuz+USErfN+9opGVqqt+w8wKLZoZnoe98cfwTc12jri4NBo4GQafo/sZxTd8422AOKFIGRMb7c6xrABQxsdDg2SrYWZ5QyCzMDwjW+OwRNGBdXQ0A9eZqEZRHBnUa/uAeGDDrfZ5gEh6prE2PcSKVm8t5RNmJVztt/LIyKZ7EnHJB1tM0qAiAmmXNGgtVC3hVoqFXXvzivI1VzxSsJWS/X5l+ZqZjCJxFSxWEPAF9hucUW7JbwTkgb0EVvdxYxMuMs25hGhJRSSmBWZ64gNoW1w0nvkG08/w6rNgeRhKl2g0SY5mBRuF0cjwL7oR2Y36g5B9YgqsWmIW2oyFAni2LRNA4r80BUM9B2ry8ZVjbjsTFVjAoQmXNeRUvW6+vlPBgJw7xrgMXoT7AXrra5YG8Ecgk4HgrEtdevh3u0YZxcHSmuhuaLH+AbmXaJNKUNFgxeRjDlAaGOxmLI6wK7vIZFsicCiGObEmMU6GelBT5w1toW7co/KN3eatbLjAYzwjDA6JxOu3aE/rc8jfD926XpBqSzpCUkLZftGLVc0LSCZLK+kXCiHM+VwQdYH4DPIAyyPpOuG/HZB5IwsLwiJtGzoIVE+JQQlX6uB46pozej2M9QDsq4krejhFU1XVA6ofCLlB3c7PVG3AywXRC7Umtm2haSFhQ09CPrgVj36Sq0LNf8erSvyzUIf5YdsdLd4PN1qDKNmGx/1C9QLtX5FOZPSI0lOlGWz3AiLIssRc73+ipRnY5BYnC5nVD4be1U2pAj5bNYZVc9UEaQ+moVk/Wa0cVGfSVcw14MxVasiWyUtSlquVBVqdXfc44WUrixyhCzIcqXWle36C1of2fh3CJmFjcTVeJ5UgRdjANO/A46k/A2RDbn+ES2fUPmKsprFXXowfk+VzCNL+ROrFspiidXk+AeSrEiyBJPqcW1/7LrH6XSqHbvT9EbsBTfWE77nS7y15xKGdTGSKdgZrgfjMVi4zs4FfS/ZHcx0qGJef0rfZycWxa/ayw7siQ3F+qO7OvfyvMmrTGhCqb7DBkzcuABPoqgj7KOsDu+OX4Z9uG/LQ+MDPW8/w/2cTuP9WRtfq2beZLXV1L8F1ftHdtNukrznZP3ZBIa5fhn60Z6PPG0rPkzM3b1xYiLaX7cVGFTSDR59n5iGM0HC+KLe13gezBQ7uO36vR9vm9/UincBRbw68xLz5h341/erVvGw97U+7vs2DjsOujOrM/Z2frAzWOnrZvBs1XbLy8SPMceWY+8OVd69QvkgQpJEXg4shxNPzz/x089/4H/3T/8t//2//+/5v/3pf8//8Xd/4n/963/mP3165nL5yn/6+3/m9fU3locD5XolJUtquqdpcjssn36fd93BNfioYLGagHBYVeH1OWoB7+H0Hq4ju+GUMajdO6jb671X9Q7esn9GkEWdC2jniqblNlagu/GMbmnxgtCBPHjGjBR1+mz9CkXRrt1GW/ZA0EC5uc2PIlu0456YChaSI8KDUNHiAtfQL1BNoCsnt/aOUEnZ+aGEJQBWSJZ8VNIFtPh5MiPLA3CkhXZawhMCM7SM7qdH80CVI3I4tv0HMSMXihornBWWV99oPYxJwEvCf/BqOLUEMUuYAsK8FSh/QfTFxlozpKMJO4lktMZXqXxDlhcsIbQns1ZLompyvAz1GUXR/I1mQSvqRhsRQmQxvYxGguYD6rIly4HwCMtmXrVutYxe3CgkwWYwlsi/oY8+mWfsnP1q7VYLG8T2q8H7qDaXPAAHtK4unH/EBEtXRK8dLyNhLxX4zVaoqCk+Lh6GaXn9OM7FtcS8GA5oNSZF0+oW6IkWHsxzWaaqSC0kT4obQtikFp1Bk+cTKH6mKyaw5bjZFrCZskQ2MZgm96CU6pbTjo9uhCN1QesJspCWBKzWJz2g6wHzULj6IB5AlMSGotTN4JpcGGrLLJmSbwE5ZBemv7qniSvVJFNTRmSzRL8u30EXpJ5QLVSfnxaMQV0BktxoynOuVPdeShJexp6DRS92BkkbkbAXMdod4RWN6wqBv1gy31TN0r5angNRoEQEixWVih4UkiD1ah4m2ZQIlksjoiwIlCuqV1u7GSwBexhfOe2hWn95AN3Q8tXWXDZL+49f4iHyE6l4cuSDh+vVb8BX93awnBUqT7TQsZgAXyQhSygrVyMtBdAjWn6P0aVI5v2KsvVju1aTRYWyJ/l3fbGcGzyi/Aw8IfKMyJmcX6hyoNYncE8JtKD1BVOG/gFBkBxKLxM+J/dIqoh5DlXxPr+iuplnkDy6R9gLIkeSHFFPHI6c0fQVlSNVnkmaTJcqGypfbJz65Pu0e+u3c0AlvIhMQfgZ0QXdTFmsaUVTQaSQZDUD55pN3pvde6O+oByo+oyF1vvkU2gJ25Nasusqnrw9/xPCCa1faaGdRUwmUISsRqe1uMdHUsgFqQWplltF6yejvfJfEH0klX+2s3g+AAdUf0abvOft6+NKiBzJQ8a/kfE1wUIjChT/uyBcfIP2+FQcMPcxF8w26/XZRmSWW3ZO6IYZ1t6L2zBL2rsVOaHGSuTuz49f0tu+96xVLm+3sQ/V9t0+BD8gN3zjOy/cv24PFvMZ4SN9ulf+3Rbef+H9y5mkG8HLTQcHxtLV4iL2pv2XSO3QIhZHNmVTPmT/XBZ7ng7mJZHiwFAtZrq75VXZKKmY9r4as6Qe71NbiKM0HULeZsj3h+UYg/2W3as3Y3YN7owZ3e3Lmgu2fgTaHUwamPx2qylHhBtEnF/6+HWzzvdfx4NHmtoaezN7jPxbr3uLN+bhzqFmf8UcTCe5oewNzOLzPdjdoyATxdzN/9jEeEJTbuq6B/Z79RsXu3vX7wv0JKjSDvGj0kb27cVr/csMmklY1xDYn71Fvfb93pfruD6PdYa//fqe8E2n0v8Y/mVMibNhSscNkUpqydDcKqwU80gsGONZgfWKlCsi35zpUttr5QIkpLh1iscH1XzAknVtUJXMalZseUOSt63FPtMGkskkRKvlVaiLJUZM1Q6cOP8EHpJOYTmasLo8INRuLRhCrSY4MGa/hYIRTChTrcct7mh1Jq1e0ap+eHArQQGVDdViLs2aSGTq4odI9UN0Cquig72r2r1DFBBBJSOpkhKQNjtg1d1OUz2+roCIxwl2pZXUsHY8DO+YtKMpxVltLjT4I1eUp8XXQmlroUpmk2eqXl34b4chC49wNLyRMAv5kUv2qN7uv0/ZOrx2xtd9L7nHnN29P5R/i+zdkLtOO+6O+K3ta39zpIVvLds9+fjesn73udz5fvvCbV+HEdzwtd+7Yp8Ztqwg39AUNpMiiJn/vhGq/v/katR//Dn24p139xMz7i3zs/2vWT45qdq5nRv5Dg6MnR5507fW2TuV3eEvOoR2Qc7e/vFOP8c+3C+h3ykzI9D32nxr/d+2fAfqfH9c99aRmmKgKLpV6lop18J62bher1yuFy7rhet2ZasrVc1IaFwzbR4k+Jj9GN6AUniKBd/ctrthHX8gzNTN8MaJ0fHRaCa2/8LbbP2e7r2H39/p7pvzdJf4Djdnt+o3+jBX8i41+t6mEPR0aucH+TUtwzwMQvtmr+T3NJtFrggmdfOwTO3Tk/+yYnxfplWi0Ve3QG1Z193CueFW8PiOo62cW6C7/KXLZux9ixAwrkud9gfjSULgVxzDXPgd/Lhs/b2m4MjtfeNvfFJbqKyT9SWMjiJccfKEwmk8lyi40BIO5qmhI7KCCe1cESNYSBa3xg6mtCljxS16nQdtnhHeZg9/Y4L4rlDuG4U0C/AV8TBARNJcNof1Acv/tRJeFeEx0hQryT0+Rprz0UvDyj5wQWiGZwqjtbP4fQ2LZzXeUsVCLWm8V9XP9bY+NIS9YtEcwltYPZrJfWZkXNc+p0OIMsthotgZpfZ6/C+s54VQpgUvHbht7YvaucXo7KCQcYFuRL9Axb1ZgJZE3NfOTjnZDC7C4yZw3ENKNU+ciimRUqIZR4h74FRoOS9IqHpoJAkGzI1nk/fdvZvU+XnxOoS994Unj08Fkofy9mT02vDUQlVJDTjH2GJOIhdG4f6Z+b0r+hHeO674mtoowBWzxg9jSbW+oJiyMWGhx1JTupqHgXtfSYRjyoDlJQhvj86exhoVpx0nW2tp8Z4KU64YMibwPfiaW9BGx5TRuLDt0WJeFuIeToGDbR6144tEaO7mieFtYfl1mhdxeKs3HiA8c2I9hdLGYer8lcjmw6keEixhnhq1ryMxo19JptAW97Ibo5S4D47hmSvsLPx74LmHxsbxMXk0BD3YPPCVZvzcPPPMkj8Mq9vaproXYBhEf39//Xg4pufPQN9GC4lKomLhAuCfUT4Bf0R5Bn4BviD8DyT+31ROKI/AI/CJygvwd9P8sEw8yMh3QSdVI8MQdGSUR0n8DbyxCnCi4YY8OJ69eL3dI2cG1453ftOj9c69G6YwjWOYxziWn5jLHX8vbzzf19XLzIxzR3Fp41GgymBBw+AZMrTc3nW6PEackanWsc+dOd6DbqD/H756yK94d9zEguikNo/dIyINOR7sd+LQLKYkCTmb+/ZyeCClzHI4klImHx9J2ZQSSZLnrZJmfVC3Sq2VbT2zbVfKtrGthep9sbAfK1oz1V2XTMikfUKDsEWis9oh2Q4LXujGOnVk8IIoqK3QKaRN4FI7OA4W9TJbYE7WZ1G8CQlzr7PNQyBcELx4VqN6q0boBzOgu/3W1sfWcGM2Y4PwMWo1ZjK5y1iz+K/devDOOm0hsT56hdC89TcIxM6NeFzVjbFxaxL1pDyNoXBhYTC/4dETglC3WtEmeNpRkcY8hCfQjA/dOj/6Fq9EH3wsOnqr5B283K1znJveA4yhtY1FnBkWn4vu+RFWaU4ZUlCooBSpDd9+iy8DnzsZDi/g1kqGc6NXl2r3shFnkAK/mvY9ULExlwPD0Qo0itin28fewtkRODTuUva987NR14+4uwYEnnwp/QXkTEpiyaBTIUmiFqWUgpxXlnWlFlA9kC4b6eUb5G/o8e92CMxmraH6AprJ355BKuX41fbaw59QFqp+xZKGmSdETLlsr0hZjZXMFouVtFG3jXIpkE8sp0dIR3Q5Qd3QV7fKr2fIifysZhX3+ns74KwvRveWI52oFVK9IklRsTjF1ISwwCrIpiT5jMjv0LqhrFBfzXIjgS6eyDlVtG6U9RvoEZXfU+UEz08ISrr8huhGySdUFpI8gzyRizq/9IJyRY8LHBYyhSRCyRfW5RUtpgAREaQaM18vCykV8nLxGfwMHJFinjaaPtOYWiDlUCq9AF/RslFUSXoFvZrS+/BsVk7lG6SFmg+U9MAlPSP6itS/Izx4PsyFsv0MouSlIj8i1PIeQ1thbRWMfIj6lmKkedj02/4QIfHGuvD1j+/DPVRUU3wPa7iFNVGaYC72+anOoCW+7u7yE9PVNx1pJYJhjIqlrW3a3hRD6NymO5KPw279nPmzaEO9qb4fBt3Soe2ZYYpxxSF65Mj6XtvlRo5XAft2v+8VMnfWWaQ+h121OuzfQt+wY18a69AOmx+6Go6MzMXwuCnNU+9DXGq/A2Nm7Zf2wd9YM497qN03FK5DOWlo0bvl+6tCCELi4NpRKNqcV1CvS5kgvOty8E1NoKfxzuBJtANzm7sQVLY65/KTAmR33c7cnTlmxG2di928qn08E/+mTC+OANh3q3VB3mjn/f10AGfDT1VFrwW9bKxfr1wfzvz219/46+lv/Bcyeb3wX3/7F/7825/55dsvnK8vrOvFPZzV10oX7OrYwNxqH5P6uLXT1RCsdXCEMGLHyetY2w31mwu16d/hyT7Eng5b7TBHbZ+Hie3Woe5bFJrxoNG2nUdag4zvFaNt1e3U7tfrrq3h/ggPGZ50UjrwbgONl2nfGPqQdh36EZK2XfwdFyRlPxNsYlFPsgvBygnK0T0h3RuSF++zhyaRCBN0NaFlCI3x2NqSMQ+K4LEjfI/3v8QZxK1Yk8cvzytIQesr6AZyQuQBuCDVvVGzh/4oZvyQFjeYS4YI5oVh51sDovVJLKssmr+iqWKC1wckLwjZPBTUBXlaQYrlYtBHlD/4unKlTL2aFbh7eYYHcxsmr75WfjZ4x76kLyS9oukVlTPEGT8EPBVaCCEXtql44uqarYEQ4iUz1qE+2PiKn9Pybyibhf9RjN9FrE+4UUhRe74I8BXVL6B/BP0Z+ALyBTgg+glLiv0VOMLyk/ftG4P26kOXqIdYEQvxKXp0ZZeF3FK+oXIm14Tog+1dskDd3BMgmYe1upd6Fc/vIRbUIFXqyY2ZqgsSq8MuVZSrexTjW2Wcifs+qGkDXpBkHsMmy3e452+u3/BFmixOvXoyW7J7J3qOkAjtYrH2Fd0s9AsckXyi5aGIpLJZiaTOUrPhaH6l86LqoW7F1ioQYbGqRMj5wIUNCyPmBlz1ANUEzC3EbFqhHGwdZVOWiYp5mQTvEmGIxJcRxc5NIpANtnKtUJUkByQHzymW+00KLBczjJJPboFuuVdUK0lfEA5IPRnPvuCGspvzTM8ISt5eY2F9HN/GZOSilGprO0kymqKRGPo30C8IzyT5hEo1C3o9U+sXhAXRR7SeqPoZpJL5xWilPIEsJP0dAFUq6BnkFVu/EUbq2YyvQgnFyfBfiuXq0QgB5AoCOWAhi4+Y59ZG1V9Bi3nMUzGPHM/HR3EJiIB+QjhSU0LFjeYbb64kKbbN6BHqCcuYvFif5BNKpbIicjEPFwWlICxUfD3pGfNkN28YO9hmG7OuyKHYPqHmVaccqXqwOvlqupgkQDbvCRZyPaJkoyoq1j9X4CFCklDSfnHe5DPoCSkWRUaXxcZbP6H1AeVfUP4CPIA+uCF1RXVx2CZSPtm65zffl7BxBN34zvVhJUSViLMVBCeyalvyEOWPKL8D/j3wO5Q/I/wN+J8wF0XfWDkCn+meEl2bObJ5e759fzWjBhkLdKao8V7BP4XH4eNc6b5umR9/AIQMAtbbeu5VsGe/WptD4/t+vFXHXdgMBfT2yXT/+yRp0KndKbxjx5H7xf7N13TWuT2h7VoeISv9+XC4MI1zV0xYeKZMSgt5WUg5cziaMuJwOJBSsqR3yZQQWqFsG7UUepga/JCeSFWoavVrKEiMi2KSzHv/pcU23I16z3HvjyhjPcOsSvw7nS932HDvcHAX4eX257TwdNczHSqWaTbujXJC2HbdwSK5V2YnlPrfDAHfW3kf7dtQdIz3/QZV+b6uRHe/xlXxPYoZtzsVfxdMbY7nm20upf0zrL8AQw8pFhYU3ZpQOpkWBoPKbqFg7qR9ZgVhEuD5YG6p2b2RvQX3Pc24B4MZx/etji3MqtyP7BrD+2Ftnw5mrRL31QRgYeEvYXHmTIX9OR8nYeVkVlBaLMEbtRhDWJIpIULJIxdEzMVTAOrJDmiqoBYqSVMIBS1BvYWU2yCdnXiIM+QWnk7ULfrEEh9qCs+t0DhZ28ndUcOqRmVxwYBgcSZlAGFBMI+DKgnJB7cUWjBl69k9zx6BAxZ2r6DZ4nBqwqyXpFvGCYrqgSHDqiXXrpu528Zc6mIH5qzOCD5Yn0WxRGImsJR0MJhVRSKOMTSrJHHMsD0ndwdVESS5JUtNFr6vesjApMZcs5mVk5qFlYRlolhQSmFtWPdjSHeLpXtWChjqnjaSN+scf7y9FmT+qgyWdt+7ZqOIm6Uf/Zg3ne/2fa7q+y/d7+mO+dy9/vbwbhUr91qbw9Xsn79xp9HpPVCGr/vt4/bnv+lq0zLBJJj3fWt73u69efi39bJDZA8faze2y/cE++/35t74vvNiw52hPx/hyW6u3R54iyLvNX6/yJuHjbFNuXNvKCjjvL/R3ZvK3xlr2561sdcUtfCoa2E9X7i8vPLly6/87Ze/8i9ZkXLmL1//wl+//o1fv/7K+fWF6/VC3QpaqhtaqdOlgWMSfWcN09leDYWjTuPS6dt9fvEef9FgcO/8dUMEh6p3YdZazX5LZnS/of0fv8Y2drRl/K730fud6sZX/zegSW/A6c6jj9Zl43WL73Y/ehzGMC4ZrMcm5Fdx70hoXo2RC2qkSk2qKELE6+5tHYZ23NJeyrBDVmg8mXlfdoOyMIYK/j2QIqxyxUfn/EnwRS2WTfU/t05urcYiFIhQl2oRMFrC4uksxICIkTh1oBUxLhXCkvo+vMNTxJULmmjeFuP+lsb+2TjCcK/DFBNkSze0aGYI7QziiaFbeTE+s1lumEGNnWvcsyDgkcwT1ySF/wBWRx9khFPQXeeNJQz0wigk8KaPRQeDkTYPAs2QquGbG4I1bwLne0fOs+GH9HfELafFjJk0EkUjzFIBoXkVDbc1hgYQOSbCe9jfudkjArX8HGlE2f6keb/QYBPrpJmaCIyGCkrq70U+hObV4W2IdzTWhFqdcUQyQ6sAVMBJG7xjb/Gs1W1uGo1p5+jwOAqPnZAvtY3HZltl4lsC2gbPH8S3Fpq7z7vJcaPWUxtXhIHqSJW8rCuFyH52G2HdJy1Cy5o3jL0fuRpsbgMmUTdt/UpoxTgisoJ4Pr4W+i1wP8InhXJ4Ny/uYaN46LcYu3TDHutF9A2rj2p0TvBzcMDAcxES66rjvoVlVffyMiWsYopnVff6kfCY8X/7gZ8BwWi5gkKZ29ZuwFqHeYHuqbb53Dm91vCk6K2afNLhoeG9T8N3cZrQeBGJM+q1z9M714eVEKs8D44jllW7kFH+hPBM5f9K4T+g/J8R/gPwP1L5X1H+PyimEVYSys8o/xHlf0H5n7BQFCf69HbUGLeZAF9sbQE+hWbZEDyfO5vZfkPfFvUR6r8D+RvIX5yGLXPdce3bfJP/DloI3Sgrno/00fecxEB7YpxDPxvNHdvw323PGeqUsTCdaIt0R59gJ8Y2a+t8f76ratfWwHQ1eu/ETTqOjwxmkItxDP3zRzdfQ/Jmldl2J8/5AIhUF7QZAFLbMFIn5JJMM5kSKS9IsvixKS8cjo+kvHB6fCAvCw9Pn1mWAw+PT+QlsxwXUhJqMeum9Xxhu145n79yOb9wuZy5XoRtBaRQtmybVEnOpBjjKUBJmw0h5QYz20vEx1d8vsN6OzHFbtaRmXLhYQj3mgXQfOwZaEq7Z/Orw2x6GwMiaLjijbMYxG2I6TxZG4AvjAgX4lb1oySioVK47slQ35iXIhQ4vjkJmMscva7WHg03RGXuz4evsP4Z4aC7v7HpgQhMZXt95gEDTSDbwjXNfWuufjcayVA5zDCfNmSfO9nF29WR6Y5yjXAMFsEam1z0LfW6NeoeqxCQpYFAoIUsCzwUP6RIOzT0EDTRN+tFHGTENn1KZyzExtzzV3h4s4Cz5zyZKdy4TmJLzW0cDVwEOEcqP9BCx7W+1na7UiPK+13rY5eqh1ytguTfG8OazqhshgNVzMqmZsgH5FSgZOp28WcnhCtZQ8mg1HpCz3/C3Nn/jEpl00fbO8s3RArp8RvkSmKxeJjnf0bXz3Cw5Nd1qehirpWqbs0mBc2/wvI3qM/I+nuEjZQu1hYXjJFyr6988UP30efpBaGSdUVUWcsDhQVOj5bcuiSDg3xD8ivKBZUzSSCrwGFBHz6j2wN6+Ql4QfVfqHVhq78jSeEh/Q3yC9vyd5uLw2eoB+pqln3kzVBi/SPURyR/hVSo6wtle0F1ocahWR6QvJKPV3T9jL7+CU0XyvFXkmSz+MkCJ0XqBt++WuxdzHOCfLI1UC3GcZInRJaeE3JZSFh/tmtCyhFKQpbK4bhZvqHyanN/fQAyKX9DKdRkCeEO/EokEvw40vmnk/sxVH/s57HnTzJgHdbFSIPUvczbz1tx+RxJQZ08aPe8U0hhWTvQo+mwKtKEg+Ntdl8bfyH9o5EDfxb3TBGvvp+N+58M6z/2rYH3uVH8x1d7QdMMgclIZRcztPWpHTA6JBvEtR+Z9x4RxBg6YzbDyAv1rdfbcWZUpPsUGqmNQ/PglTIP/8eucexN8LFX2Abc7zUkLmcZPFLGsUyN9N9Ch2B/IsPTzvXMne0dFrkLTIKn6XvXvi99XIMIa34s81qxvc9nYlqU3aNo8ogcr2ZRMvZ/XNQD3kQC2Wkvi/elzf20sd+7dCwXt+oAZ23PZSihMldxH8R39vI71ygc1Aq6VmqF7eUKFb785S+slwv/I4l//df/wv/80zOfnx95uXzh5fqVv/71r/z5X/+Vb7984/LtwnZe0bWgm3Z5UWvM5kIGcmsgGL0w/XNwlB3pSKcrw7rqkHh7vAHKmMM2/Q2ResFosNHSENr5YzXC15xrBnZoarl1R+bf8Xjn5dGE2VHR+NoU/ufOkNu9e+vsDgpqP3sOflLTO7f1OBwqw1od+/Y2nvXLBU81eE4L+aHZQy+5UEfSFerZeIDlANdHdHuG5QXNFt6ipgr6iOrPVo8bVoiYxbK0XCNPxuvpESRBdoOUevQz4Z+BF8IwQXlCOGG8teeMqiEo8xBCeQOOkE2YqdWlKSkE/g82Ds5mGFPcK+yYXM7lYWJKhnrwcZc2fuQJlSfHOzOGkbrSQoMkNS+SlMwiXdW8TDQhPNqcpPCY+AKaUf0dJmRcfM5diIfl1ZB0gfQV4QjpBNsV3a5uwV8hKbKYsFDLiQg7aji7AosbsyQUT0KbLM6+7UHJz/JHSH+C/BOkF5Cz5ZpYqyUCz4qFZfoJ5IrmLza39ZP34ZtVed57on/gUt8nPK64Jj8rJTdO4tEszhc3OHLeRavlCJDkY25rV+Fga1fTYiQuvBI0GwcgblAkq8+xJ84lucx9xay8XSieMiqL490ZYUPyBZUFs1QXqloYnpB91UY7bD40aGWpfiZw74QlG44WMYv4FgIMQOy8UovB2Su38EEF8pU4s1IF2UwZVJOF/Wo5INIVE9c8AguphZDyfBQL5gEjpoAwfrmisiKcQZQk1XHblVliOK6b0SFLz6mkanjM4Wyf9YSFzzK8E/dwoS7Gl+UjNSek2B8ebsuUFlcTFm+L8w+WWNwitgpajgPf+pGrIvJic65maGV5V0ymY2Zv/4TJds8oFzMCC0UVAvXB+dqMhWMTsrqBmJjSVT1yhPBXg4GHARN9dhx3bxCNMLYWWglZEbna2DYhpQdS/gzp75B/wzzEjuYVtT2hegX18WTbJ6t7tycWmvBcE1WfbC2VL0i9kJxl1pScbz5ReDD4yG+gB0RPiK4kDNermGEc9feYL9DV9l1XgtWyUbVCfQYWND0BC7VeEN2oXBB9QfUB5Ugik/Rgnkzp0VlQxc6qviaLGfvXdEBQy49CcTqmHqVOSDVydf5ielNdUP1sIqAComujK4mf7by/PYGc0fyC8ahXhAL1gvKA6iegoukrsEL+mOfNxz0hUhfn2V9wYiZ4sPBLR+C/OmP4F5TfrDMtO725HpprYmhJLL5aE2jfazxuugI59rmmYA5Dgk9YmLAXLB+Jt+qhtq2rF5qsduRs3lqasvvcH3X2JdvRav9inC3lTp13+rGHw53q+nFjDziZf4685v0j2ceut/r0/7/rHtRjIofeNYaYSeEzWmnbZmTCUUnZFlvKpJxZDgt5OXA8nVgORx6fHlkOC8fTgbQkdLNDxjln1sVcUGst1Fop24bWSkmbb9wJSdWEUkHI1NofA1bJIGSYD23j2N5YIbr/cQ9OgxD7Blk6vO7Vb30VZn/t3cG6HRbCgnBcYOP3Xf0Cc3/3GN7XlN4rpvsbcxtWy78BUwWaYGRSft1t7o3+fJzXnGf4nUPpnTamcq2iCPKhN6/dQEXmOprCUXdz0vCzC/7bNLa6B61/CL2iTvpvIgRUwzG5P+SR0Wx0NNzw61DoO2vljWsfPK4Jp6b5fIvqMyy7Hz1VWC2WCPNgDH/ECdZQAi3O/G3UZqUQLuzG4NX05IJPKy9ywiz1TyDFlVohjEh+cKzU6oL/OJCINq24WYP1TaspL9UPyOpwC2uIAEV1CIp7OrZQO/48qzPkG8210xlVkWQHOS2gV4dFcPqeEwHPuRM5I1gQP/RY3NPN+iZiXhayEHkgNNZw+3MmH5oS2HDB5sMwbHVBme8cSXd7SQgJKy1RGdC9VsxSUeMwkjykmQgiSlWFqu1wafGGR27Lp8Yt/USUnjTVDzH/0NVDxny/6PfLdB7jnbV3Q+93L/eufaxfDHg53Xx7T5Pdl9tS4wOd+qZ3Sk+vvbf8d1vzj1Goe/XpfXi+tS28C84IBeUFGyvykfBXP3L1yXp//HeY2o/W3Wj1vBfciR6z79I7reyB2LjIO9X1lbDvmRHSe/v0G9f9TfrtstOB4I0BD7c/Bv9YD3rnhZEDvFfb94B7b+H/IIapoipIVbQYXdetULeN9Xwh5YWvv/2KAHV75eX1xGX9xmV95ctvX7i8vLKeL9S1mDdEVRjzBfmXN0BJC7vk5YdXpu+3/d7X9FbB4flbrhj38Oj7hO5+NR8Fv7zdnbnJ71A5Hct8v/EbDLnr0j0WfINn/wA8bt9rhJFOUIKXiOc63Is/YQxZOvVbI643xvdE+NBxPQ/extbiAC8JXsj5Gxe6ig5nMYlmnUd0q9mWC2CIxzXaIXVaOhgkjdD35NomPC7D88ErQJPzcyHwd2txVVOuVPeQ0I1u8KODl3RYohfCKnnoAE0YpKv/Rejb6H7Azz0lwPoWz1o9BreJ72reGDammUeIdj3kEwen/R4b3a2KOzwiV2oYuQXcf+Bq3e0n+nigw/dxDCFfexvhB5yGZgDXDEQGOmLsgfbx+diEzpO2DUaVHh8+2nScaLg0nt38eVNk17m+Vm6/z/sIQ1nfloYM7TJ4FLhnfjuX9DkyOUyZQGRJpx2mUz4LsFwLe96xG3H0cpUuExmJ9UArULfmqf3VVjz5PfNOktZWeAVF/b3qbhAYypJ7+/ePXZ2eF9/z4qQc+RfiTBflXEnWNou4Z4bBsXcGbFXCQDHoEuAGh32ebD2bJ39FyaZ88TZsmgePKRXw8FVmvDjMoVTivNevOLOOuOm0p3kaGD1v4VbVzn7Sxhd0SnZ1a6fLkb+izablppKgpSKom9ybd8UKcnVa6UpSj7yiEjgq/r8ZvtqYa/esEVMyW6g/cfj1OiK/Yc9jlIATQu68gfR51YikMGCHrcZiff0Awn1cCXF8CZLr0xcuTP/qDf0/MReVZ0wLH4lA/hPCnwBIfEF5pfKfvdZPjr6GzEOqjOlq6973mPoX0DPw1WAq/xH4I/B/Af47Rf8fUP8He1fBwvP9GeQXkG++GE4dZECzHm7H+R29nvs0cl+7ECUD9zUZW4x/jfjNgtxuqaadn4Gbs3TD2z2f7M+m39yW2d+XN+63SzvZjbAS3k1GChyjosFht02Kk6x/lBBqLIJxwY2bcB9QF7aHS6J7TIhYaKWUEPHwS/mBlBeW45HlcODx+TOH44mf//h7jg8P/OH3P3M6nXh+fuR4XCiek+rLr7/y+u0bv/7ywJffHvj29RuiB67ySi0J4Wphm8qG1o3q3gPmxBCM0tUtivoGr9jveXJkBsSd2RrQxz5TMCqlFQuRtPFoTuwbLu2Zr/ApUrcENSzozE4y4en4XseOXnfbpOZy81935xQRC00yMm2S6ElYh905rGn9XvMUGMAjJKbF+KOXaBu1uc8NdTWC0bDfvoWlv8Za2TEdDc6RZ6NbHXfR5sBsBeyCkZmshn3MGo+SgzLa9PBGI5M4jC1a7PxwGnCvE50WJ5lQLrgSL9ajgAmkww1yoInJNj2zdFK35JMGF63GPNQaMDQX4FFp1/xavM82zlExNngGoZjb5TiwoAfjlEljSrrHj/dp9P4a52JsK5ItB+EN192PXiLI8WAC7/QZJCPVrC+ER0Qzqp9QnlG1RJqqX0B+BT1CeaAcHigP/ydEzyzlbyR5QB6eALBcTBdS+TNm2fITkKhXs57Z9AvKxoO8shxWZDmTlo1an9FyIh0SckgkNwaq5WChnarF5rSYlcZsSFpQMtvFcCGli+fcCcsWg996SKhU+PYbuhW4/g6VR9IC6bQg8oTIM3X9O2U9N1xIm5KvrgTeNpADkv4DicJxeUH0TF5fPG/WZzSdqPIJ0sKSjkBh5ReqruTDFRGh6AOqD91/Qy5UuZKXB5b8GfRX9PoLsiVEfwHZyMsFYXWFB+RXC+O0ygVSMes7UeCMSnKrJ6H4QTQfH0lpAb2grFA2tFwhPaH1GeWCXM5+blUzZFFzIZbl6uP+CfTIej2D/iDOGXbT13bsC7vHsac2iq6dN5lwuL3ghzg6fdozJ7bxOMmKle6VTNtZp2fizFCED+iep7Fn7oa2Y2KUXo/EnRjf0KwTl6Eap/Xads07jNTAPw71aPMqm/sSNc88I7SD2K6cDjPTnK68jOv6OnVqdDEANPxBd8ONm5pm2Ad9j777AccaCXf1WxC8d0nvaWunvR/elDf09ZYv7Xv5DqlGQeB4jZ4sw7Pu7+It3zwfW4/eBSINvIvQJ0Tnt63NNODLGGJgnP3hfmPCzEJqtliU6d9xTc4TPPRpeDxDTHftx/4680x3fljpgRUZuxhw6oIDuakrLPB7+Vi/I07S6FHvwdsYF9u/FBP86KpQK9vrSt0KL/Ir16+vbN9e+fvDicPjwnJcKGWllJXr64Xztwvb+cr15Updi+WTKOYFiA6eDx2h/PfI09Hm+gZdoPPBw7lxoiehUGzlRsj6p+wgoTAdptq0mnJ7aq4VCGEhg2f5XOSWZOnuwQ65hrbb6PbjCpjIXX/VD17dt7uF7huQsAn+WreG/QZfd8NabQ4QuzG8d2lZrc18IIR/FgqzeHMmgNYUXhLY/ryoWfbXzSywc4K8+O+/NVk9ggsP3fgE8/q1s5aH2SghSDehmPGNn2H7hpYL4Ba/GSRHqEg7f5mcQ9DSQ8uIJrQcQCq6ON2vnvcgPDTSo7VVa8dzweKG1wXSKxar/IRZyuPWtMl4WM6YUap5Z1AX8+KVA7I9YqE1Lc8B7glC5KPItv8kvdg+5IoC9fBSolcv67xUEkgHE+geXNCXEvANi4X+hMgffM5rr1OB/NXWTwlBYCSA/YTFRcdzQn4B/RsmgNpAnmH5jLIh+nda+C092Nx4SBo8lLOoQrp8COf6ZeMQEepqxo6kA+284xbW4rCzUEHRgJ/dNRQCxhApTkMFJMciTn7OjbmOnJqeWNiVLFKfQBckZz+qh3GSGs6XCuvm3kqetFds3Yif7W3OXfAsmEESFcHzhciG5kQ+JDtfbN6nFGd6M0iS5WIW85pctuKKNqkIG2YQdLB3q3vVH03IKvXZ15WfMOuLGVAlj16weXictEK6upC4Qjma97KG52LGks6697gquvqBVor1Rx8MxsXyTEiyPHJtfvPVvm1ODJIJs6Uslq9EFa2rb0WLnatTRqoim8kS7FkyTyNRkhjvXLn+CLIZndAjaDXaI0KWgshG1Vf3LHhCOUE6WFjaotRt9X5XRM6k/KvBPhVUBS228ycPMVure0QsYYT2YL+L5WkwnDlADWWDRzdJK5IvSPmElidDifRqIpXlJ4QF5BFkRfUvFva4PIEWtPyKygrLFyPR9Webm2oGcZrPqLwSebssn8rZvDOqeRskMO8ebwP5autDj7Z2siVwFo2QbaYAqAUfw8+IKCl9BV7R+qvh1eIht+oD6GdEf0X0q3vofAU9IusnwvNMRaiCGactILqx6AumEHqxDa58svVyfAVRtJpXilQL8VvTi23a+k8kfQb+BvIFqb8zDy69gLyAXD3ni+f+EYuK1BOfm3BUWKnpNz4iD/m4EsLDidifEtaPykpoXIzQ/Z3ulvAIXIwQe2xncw/cMM39A9JrvLMI5s8hssbE/zTF1qik3B+WxJ9d6eEXxzb27Q4818xL9197fn1k9kPeN51x4uzSuaLO1zl/3q0V2HOQ719D47tj2nQNXen9vHf+mCre1SBmuX/fAKUf2O/V9/aTj177WQnOXXclBq44mPVpTgeBqiRSSqRsf3lZ3PPhyMPDkefnBx4fH/jp8zOn04G6Qi2K1JUsyvVy4Xq5cr2sLMuBsq2klFFnGCQIRAt7xE2f+xWToXdv9x993Hfnus3N7oQR96bJmzB3qH/36sDA387DDWYN/w6WGDLXP9uX9QNSa3Dqxr2RznC87Xm0+SPX98rvW/kITo9w0hto/WP9coIh9+b4O12ACS5tHgRmof29SuyQ1IXz4kykgit8ulWMTr8lwk3s+yMYoxdoqXRLiZu+7NfOW2up49qbqI5yI0z43tzeWGLdL/bhK/kcpuhSIixsQhAoLMbEVBtNhJBRwb0nLDFgU1KlGIfnmQjLhrDOKIvvkc4gSVgvrAgrUk/OgCoeu8/H7hZdHqqrxcYcrT6KWN8ixmmTmsaBL7rpngNqzJR4zF9xyzVJydytoSmEqOaCL6400prsjIlZ/hEMXz1gLrsRazOZwiS8PlIcZk1xImrBIqtsrqAOOAejt1qIBdkwN/7B8qgG0xFhWUZlqbXRhJKikCqSqx9I+56g4uuIbMxw7BeReC0Fz+XzqYpGnOEfut7d8OfrjaX13qv3X5HpI2B335bc3xe+08f3OB14b5wfW64jJ/MDvNjQ9IcvYaBDsn8wVDowmncH8L2R9ecmgJR5aoSuSJIo8+PD+eFrt+98nJTqO0N+b1+4t5s2NfebZe7V8ybv2bpwfzXc4wRtDoJz63PdLTHvVfmdPf8HUfjGc3J3HvpYY7tbUz+/s3ePod4+2unYhlXNKLRUaoJyNYHtJSXKtrGumXRM1FLQurFeNtbXK2U1zwndasv51gw77vVhXJI6ffmhbv/D1w/S5A8R+zdY+qDRd3moH6j/wyD5IVyd6/8u2uxf+OGraQqIuPvdIMUrDeWtRKgRD1GS1LwUGqoIk3V+MyxyPqp5wvpG2AzBQrATHgIeRqaVawxWozOz05zQNB7texhDRV4wH8tkuDRsyJo6LKU0pVfjAdX716x+w8NjFNKMRj87miDeRsBWYrwDcjaL/J3gB49PP2lLXZnT1modYCHGswVhbZa+A087hqIUwSxdLsM89rZ7DothnAoSeVAbbAeL+g9d1oa27x1cNpbAPd+3h11FRq+cVsLVwE34FM2EB42fxzVqS40/6GUDZ0eaPfal1y9e3pZHnel8sLAtf5xVadb7rlBpIZq1r5OJ9sZ8s7s/XuPeFN76yffiweK+0T6v4ybk6bw3tP28xckb2m5fk7fVaWpDwYno3hnDiGdtPx/e0di3h3E2D4mhzz94KX4OafOiPtLAxfD8Dlo1znnUEmfFuEaDP/tt7yxtHnr45vCkARPahveN0KyKBFPchjJRwBKaZ3qY50Iz+BzoWD9/OA2MMyhXmvVB8xYzJbAZM3caYVPh61nd812ge1W5J5ijq+X1w+prMkjvv269vTgLTvCrvgTCiHnctH0/EUU0DCt93Bq4HfgV/g/dIwQ8t4bab2keHdgc6xkLwjVyrr2POvTCaEvkxHn/+nhOiIvF8ytiQwsrpizh2mEbbVX7Q75gMZsrRTOiC0l3R85kiYhKs56bBarhEdvsqATz+PkjLb+QqMtIXkH/78D/S8wA1q3mUOBn/xMn4UHgiALuwUin0Z1U7y+d7jeUjn2zMRFBYEayMNyPzUS9bemf/YDh0zl0ptEz7d/bkprGRd+7+95k5SWIa6dtLQZ98BhBhP0zBb0fLa12sNpfjXmNQ9W/gRiKiFuI9J73OM1BnNUEVxHLfiLSA3GXLiiVJEgW0pJYjpnDceHx6cjD44k//uEzz5+e+I//7R/46fMT//SH3/H8+EBdV7RU/sufT/zt7y88HDM5m6V3WU0pt20XVikUj9tXi+NZSlCrb3dKHSyp1ZnM0YujG/XH72HGBzwz3inmRvuYm0tXFO/Ec+Ak/CPe97inGmFGwtWxz2pHyehPnutqC0SHcvFNWl/38u7b83pYAimwocGYS9jGB7Hs4Xw0QvxMViA/cOm4QQat633vjGp8xqL1JExSCbe3yYVwXIgNRrV9H3ia3n6bs9R6tOusM0hpt8nG/QEO0dXBE+vGFNiZGVsfPr6mUbU2ZGgriVvJpNgUK+GeaWepeN/LZ+9bcsucILzuAqE11gO2npsF7q1Cwmhd1K20RGTtSj6kmL3a62YQtEif3dbWCO0J8M54OKG9Edb8IwLh5QxyJeuGaKZcT+j2J2q+IGm1eJRLspiS22/UtFHyEeSE5gfQilz/FdiofqgV+c3nIINeUPkbsEIyAwDZPiG6kPUIHNBa2LQiupK2V1I5Ql2oVdGkTQ+hR4EHizuq10cSC0kMz7Me0G1DXr9CqqaEyMaoKFDLBa0FKQsZYd0WigpL3khyhlJgy5CNJuclwcMfkO0M6yvCRqoWj3LJD2z1ynn9RqJyYEVYIP1HW4OrMXNyMpfTTUzZsWzCoSZULM6oymckLSRVFq2oHA0fSkHL39H8C3r4BV0e0EMlVThcLHzCmjwHhjwDmSonP7QlzOjiL4iuKA/AgiyKpAtyfEEWRV8WdF2Qmkh6orvyZ5RPKBvKFcln0umvmHXdJ5AN1f8CsiCHn38c5yZ8py+JeDxhpw7foR0mp5vDS25pea8uW153OCrBFUh0OjiQsT1NlJGeDbtRD1Aw8zLMxbpXPJ11IGKMs6eZXkB2Nvj7fSrc5RtN6R2futlJzNBHmccYChoZ6hvoWDeomGHZyfjOMEH6l+BxZRAeiFZEPESYmndIysaPaO1elHbAmibku1fMzNRf3ZfQW9wYmd6p+A3g/WNXrsHX5214Tx1HZz5mbHZH+1syxWjRsSzCnPSmpg7E1N5cI0KM3hHDPiwyetrBPnxF96CZOkpLlDk0bN1sXPPwO+AwKh1GT5EBOqMFmIaX524umkfkfk+MQ/XY1x3D1zwJa4cdA41663L+oXWlmiCgXAtSFMqZLV/ZXi5mZLQkxK29VSt1qy0hdV0rWtTidqv1rVv0908ZbjT+eCjSaZZ6CZneH4c9/RgqmG2EZC67o9fscEGls2ztfjMS6N9l//7Y/7HZ8bUYs+zLy1h07k/8KwPsxkUj+CFeeyM3dNHea63s3XCmYsNYWx063eovjmeR79M1ST/t2t5QjKexfrl1o5onjWDGBuTquQI8nj0gsplhyXIxA4x6MplIegXEw1UeQT/7mvOY/PlC20RUUTkbvZAzIiukT6icEM6gF2u/WnhgdfhIVYhQlSkjhwQ1Idfc9nkzGP07FnbDwmdLWKDLCTQh6TeEi/WXBfyv8S6xkafNzgiaSFVAjqg82XjSrwYPBQs7+tneWb4gHuJEfZyqCuURdDGYpuJeY4v3Lc5AnstBKqjxWCILyE8+cX/FtJQZJKPLk9OgFQsn40K58glITldeLLpAEoOrXm1uyjOUM1L+1mHKhnJxviAbPmyeI83PQDpZwX/s0s3341SQrJaTTOKcDmkrpFpgET8WZTtTiSK5dFkMAnVBJZE8WTrbxahVrGcPcaPJBaDFQw/VR99vPQyTrsBqxlDZvfhcrmIGSh5ipqoZT7Oi+urr6GC4dvBoENejTVsuIFtXbtWzRSkq2aIkZIWWp6LCVi1HQvJnTVjqOICaFw8Zy0vh84JCsXCrJYcy7xOWJ8u9mmT1dZkNx1igHgyW+erGU4sv+3FfEEIAnKonkZfN8zQkJyOLbxPelgb9XpFU0eL0Kwm6pGE/2lBWqGL5IRA764lYjhUUk4NsZsWvLhW5x4+8hWuSUPlkOFJNnqbqoWXVc/yKgIcPjtwPsiwd/voJrb/3OTCPMRWjb1UfrZ/5Vxtj/YlQBKlUy2cgF7S+orqR5N8h8mS0QBWVBfKJlBTh1TotinKE+mzGd/WCqlJwDxTx8ETpgOiCbo99nsiIPIBa7gVKATljspyfUF3M+Fpt/ZG/Ieox/iWhckJ1hfoFZLFw7I2DEaQuTuNeEFVqNeM4TQ9YvhabLzYLC1YXpeYV4TPIT5Z3sG4Ge12QtJk3CAupHFEqVS5IVc9xLujRPNm0HJ32n+iK4BXl7HMXm/VvUM+QNpQDpBeEV7R8QesXVJ+w3A8nRJ+cBlgOGM1HGycZ4QD8N8gHzqYfVkKoizdUY3m5SxPSGFlBnJmotOzb6pu8JhcgdsbNnnvoGZjp8Y42B1uhwz7fFtQVU0x/9d+H3cgWvzcag+6qiB7d8CnR7htw2XtNR+z/VkfTTuzrds45imtvZ/zc9yGUFB/aunTg7d8Zw4cu3Y21D2Qqc+9RHGj+TX2Q/deZEd7Da3opHo6MuX+X8S8JKQk5J5acOR4XHk4Lz49HPj0f+d3nBz49PaBbpm6Fby8PXK+Fx4cTx+ORw2Eh50xO2TwrQtEhu+YH5cFk7T0dGt4C1g6Z3gTWvZPKPSi9Ny/jXZn6dB/W+/r3q+qtd+ehvzmEN6/Y8IcKRkv8H75GJHljMqZh3Vsc79V757bq/sYb/Rna3ONNe9RWyB3I36v3jecdYf1nLJoe2szoXWrwjuIhVGkeEZNFVdCETs8mQoWvC4kD984yc4eHb87wmw9GYhJwnDGwU6y4Fy2FNQG7Z//g1Yh/Bb3apq0LWg9IvvoeW5zZ3hB112AdQ3YUpFytX05stCkzNyyOpFmimStlMmWE4p4pyff1rrgPDBI/kKla6DXrc3g0DPjgFiKQSNUPRVpoQlzEDhHV4dfmeYSDxxJ14Y9wICXzumiWM2ENKB4jU1fE58SMtk7WT1cU2iEWY37xsFCE105xup+Ran1tjLxeoRbIxZQpGmFTMF4G/KBqSs/I/9DDKNinWZKbBU9Tk0pYD1l5kYyQbS4EulWZCcoENR65JrQsoJvVoRGiLhTAP4J3P8IVzITm/i4ylPg3MxvD5XV9tLq7K1Fun8229vc6/Ma6fmts+k6xd7aR96/vFP6H6vs+rZosn4d9+N/Gu32ERo79e4sb/1Bjb/ziLi68243xxb2Fkn+/zwvd/h53Md2Xu9Mvg3nwNm/wIG+2eVPRUOzebH5vhvtx+qbZd/fZ+w/v91buP3lnaDdTFc0VM0qoUlqIEM1C3ZKFHXGlSi3u+VAULdWOrc1a3aHfJi2IUeDBfQ7hzV5Ok//9tdjre4fi7vlOubPcJj71zU7eNj5/eefFHR7/ELEeEVOwWDVDRT9EeO4Q4fHHZJ17pzsf2WdkCKEQEsPxe4pxKAQfEhtYI6gydbdHlBt4ZKV7UbSzgXtANsOc8OaM2NyDAr0J40f46vDHfD/4ueC3JQT6YU0dBjzCjBtu+c8BcY/ThoSNpwziNuZqyAYe1I1RMT5JjP+1Mha/3Z1nLXfWZGgUYwlr3BjOMG5faxLW1BKCoEgsGsYD4UVcvHzMg/NXdaXlE2sVy9x2i6EecAnjt+RGFvGXO593x0vuzWucOhn/xnqGQpMmc+x7dH/cXztNvA3N2emXqiAaMfGjrT4nvQXfs1Lg11jWvRrCcEP6PmchNkfYOgwD/0YPHt9Rm6Fac5TZU+M+tr5h93VmnhaBR6Fk60as4v2T8b6HvOtGGTvYtrUSHgKZZjWN+tFpMGSo4/kmxrGbLv939HiQmJ9mPd/Xpzg8TVBc71X7/SvOF4Nha4eV9awpeyZUDizKWIi2Ai2cmgy0TvucaZlhQBi/Oo3DzmdKaWcvSKgo4rkDo1X1nAlxXtaGS4FHkXzd+xE4oTa/4pr87o26IBznOsIA1nNFqFgosV7lNEttTC1nYNzxCBAN/3RnQO0h8UypU4b+9rUnMRc6rsPYBxItVCEy1d28I9oaj6hG456jfd8ZjELtXDvseROuZ0zh8b+lEuI54sdpMwROCpu6/Wkx4Fnssb6bi7r8X5XNnjRFRsOHYcgNgtpp5LBttxuxzmPv4tACvsx1uZBXV8w7YrfG92iycwjo3XmPeQl6JuJxyWS3STB5whmzoy3MRXIcSD6oCIU4juPeVrWHy36PGq/e/0DSGQL7cff3Z4Zl3DNbnNN42g5pOt/3iZrv/uDVBjYwIQKjJXlsyGYV4gAXD8UxMn6Tu2nfGBOJJJklnzgsJ56PRz4/HPmnn5754++e+T/80yd+/vTAVgqlVkoxJP3t1xd+/e2Vl4cTh9OBdbPE1qV6aI9k8QwFd1ulkpzA9fisFmbEGC8r0+A77qmT8GiPFfvZC3ewTrDnWZhYhlscb0xL6vjSXt1jZ2Vqf9zo22bo89M2HpBx/nQUf2i71xNDuThaasMpg0QXjk5n9dgN7i2e9y7ZhvdGmMY4h2Hv4dLGHExx4L7nzhgtH6OSwXK1Wb82Ze/osjxbOQoh1gziH0+q1xy4pE6DYgOKxdhh75TI/nyOpNVtG5mkTPJNLRQQFromhKGYtVH0bkLH+BFu0h56ZvATlxBCgzEWAtpcgR2WRCiecQ5iyw0ld+0PB3RvG/N4xRy2CjtVnROddeKtu3K3lO0HqJxiVnQVkp4RLaT8BBzMOigLwp8R/ivwSK0PUM4kvaBJYbFEYCkVt5B4QjggegJegf8Z2NDymTgUaFJ0+QqaLGcCC7IdoB7RshmDtpyMgUkbKV0p2yfq9gm5vpLrF8LlXHWl1K9UEYtxjIJuZh2lvyAkJB+tb9dny+dw/AJ55Xg0q6Dt+kwtD816K60v5PVs++OW0O2Ibg/UJbMeD2i5Ust/JmnmUR5AMuXgViV6NQuU4ysihQVL8nwlGct4OoAcYXmFtJJTYpEjaTNXU/JnSM9o/RXdfkGXZ4s1y08k/W9AKiVtZhFUVmMYywFJG4eHfzEe4+yxctPvWjgpwKzuKlT9DURJuZKfruj2OyifTdkhishXRH6FTZFXRZYT6fTfUSWxkYGNrB6f+Co7WvyBq1nD0WlkvzNgsNBynkwH8JmmWj0jH7E/xgrBlI9LqbEJscRib5s8t9QPGb3NtgJ3293sWh3l9tbM3TBghonBcfI+GF7sLE3n7caiez5qP/bhl4/XDwBNAjVzXNKA0mG+93yYaVZMge0xsis4cwwxl6k9De65K3w12KkBRdS3jB/k4t4K76cjTxJX83se/trg+hUb/Y7X7O/GaGUof1tExuJt3uc9vfe+8zDRJZlKDEODAWf7fjKyJ31dDC8N9c/dHtYejtujV4oOQob9MtWxG2H5PTQs1ZTajUcZKrl38Jlu3YP/cD/CL05hQIa5bPxs0BlvIGD8HVTrHiHaptxYnApFzAM5CboKNdn+Z+vDCofSe5Sz4vdavioHZBO0DEqIQCIZbjfZ3xi2ZA+bAff0noKpYVadQRxL4u68DHi/C7PWvT4HoE2HuaGZvZfBjs5MwsxWSG7vT+vndj+YJ2x4NrYpuzb34x7WbRu+TAMfC+7AfAvD71K2erJKymZ7kwtZw8tWN+OhpVlVX1Fdke0BtgeQVzi8ANVi+nPArOeT8U96hOuzCZM89CT8gkhFPZ43PGMW1GH9a6FHNJsFt9YV9Fc0XSBdID8h+gnLUfUCmtF0dFi7d4VeaRaeEU8evK2K6DcrJwmVheYlvZ7MoyAtaPOSFkxI6wqFauOzkJjF4t7LhqZffE7sPakmtKomrCGSXWv1MCghtE64EU21vAP1wcKHps29CzwagodPAY+lLguIxYQXPVvTi1uxlzB0OYDk5rGtNdbwg8GnvmChWh4gPdm60i9Owh6JnA2EoJ7ksfpB8slobbV8B8hxpoXfvcT6h0BeIVdkzQ7/FRMUZjT48KIu9/awWGrUtyaXkSxXW35VGi0z3igUbRffZyJEqkcgSGGsdKUpXsoBxVj2pIpsiuZs/PZ2hSsIBTm8Gu3bjuY5IQDVrM4Bls35EbdMV7PSlhpe7S6L0GR4kSIZcOyHDDgVYWISFgrrYriZnNgXy2VXU3Ho+q4tnkg5Oc+VTojnuLWcExfP6SAtmbxQYVFkMQ8otmpzsYQi0nOMeB4QlcX5Aw9zXx8wLvdiaz0t1FRJkkia0FrRekE8xKx5Nbjh0yKoLNR0BLf+NxjEVvFsngX6sUTB06Uus0o2Rq1uCCdH8NwHSqXlAtAvCF+BnxD+yeZRbG+Ivazy4NvQq+FA+slwYPvFvbb+CBxdn5dBLOeE8kTlGeU3VK423VtG9YWir0g6IekJNEL2FuCKhSSKpM/FaNL2s+GSGB1P6l439QpaqWm1Narm9SI1u3zOEj5bztYM9UhSoeqDeQbIZnSARKqLvc+jwYe/olo8sUEyWoSQ+GIGb/VgeB3C9ciBUcT47rwhhzORaFqaEZ4pDpQjyCeQSs3uCea5Z21OPK+OgpYH78MRZPGcFyabkaRoKB08n5CkPyLLP4O+2l5QE7odLO/F8gpyIqUnpB6Ry0+G6/nXO7zC7fXxnBB54s9aAveKaaiHaFP9yNP42WDmdLLiv/FCbYg//9wfYW7K784rNwrm4HWGut7ip8afMpR7uzfDfWfwJOSGqTfSXODxQ3HTJM/90uH+mx17pyfz67oreefahcUZed3bZntPb+DUvs1vvF/fP3INzPS+XyNz/Ybbhk7v9O8hdG3/SSInYUmJw5I5LgsPh8zjMbNV2GrieMwcD5llSeYBkc21UdIgpG3W4tI3cw0hyK6PDXw7J/RmLv4WLEL7ywCH8QC0n637s9F4eH92fyZhh7H03U65xbXvsvW95OgVcrdXb6yNVnI8Bep+in/gCkoWWtw78NKxT+Mzv39H8OIszlDndMK76UMHqSCj8oM9nO/MjQ7PIrTDWGRod6aJ/YDerHqal0NqhwwJ74fhz9bNHZz2L02oD618i3biIx6tPIKe6q6/7dmE39JutuVyF//vXLFuxmrvCgbG+f84Xn/vasIqDQ/CwdMgJdAV5RXUkgwaI+zw1NVG3vbYNNCXAnxzhuUZ1WxMiyqqkXjP8SqsGYpb8guQqrkEJ7OGsDBq6geGDZEr6EqtlgC85uIoFLMZSq6wNjg6k2l1p6SkDEUy6MGYPs+PoVpcHinOnC3Wf7JFutQzogcyD6jA5ufTWjdrKxUklcZU2piSHdAkt3DLJpdyuiLVLADTAQst4EkZOSE8IHjSuXxxhsjnwQ85KVzD46AYyfjU+6R+gCruVbIIssTu4+7ZKebfrFGMb3gAMcZWJSG6YqEW1Cyo/pFNddhr5svWkrZCQUtm2qd337tXX9wemb1B6boPhfHusupr8n6x99ekuHSw17CnKYbfo6i4e2rNNPeWrxnGP+7X4us7lJf3tsiJ4I037vCYDDN0B+Tv7cDjiPssy4QHt/zej+zg713e+l3ebG7vQ1WNdU6j3tV9DyBxYwdugcGIVoYiu/1lB6tezS3k93sr4HSbjhtR29T2HRgNExg9eRdmDuqJFdjh2q0QTJgUQa2J9/hPHQHXP+8u6Td6fbMGPnbtp7fxCkq3i1GlqiDVx5M8pMLYi1BCRC8UdOBnu7XgUH98Dh0Yx3Z/ju7BW2dc/CAI7lOkucAtnfp4jT92vc3Htjq/s0X8cHPfreeNPrV3/8GOuBJPw/tBxu4EbhjvZjhle7/ogqZsSalD4TUYejVL0npwPskVBLiwV67GsARfJJvj5NLeNa/MC1qveFxqjGeP5KHqrOtgXOChOdre1TxFE3Ak4th3hBp5gfDc9T44HynSFdvNkEldMSPVhVyRuPpAtwJ2+jNarre2cn/eYO2KfBZbwDU3skUICkVoAnoyzUK7Waq7kVwM2eIR9jZidiMHiFb7LgeMN98cxnYm6vo/8T7EWSlbP9QtoT8goLu5xPhN7ZavzTbNnAS8nyGga94XEKEW23CaMn2EdZ9/daFrA8wkuzDYmHdxog/a5qepmkdZRFhUu+ew4YjPcFW6pa6gHGyeaozFabafNe0sMnR53DLbvuPz2nK3DIXC+HQ0AGz4VBzO7k3kieKlBo4CeF4DdcU9bhyXDD9EivHq0VzkQ5HicAzZgo1N414Y/cQ5uxkYmvA/cKZHJQhr/fBc8jINNmFE6N5NPxCaWgj+oLdLUzpUO681Qha0xJU9nvvEUGY0aAljGsMFC9d1wM69xRQwtWB5g6PN1GCmzarfNnepYl4RuhqNw/IaRK69WNY6GB7bRxhcOkycrjXPhrD6V2nwazgSjEWE8wrvpppdZHK0MUaunXqkt9wNKCW81dRpoR5m+a/CMABr2/FWxPopOvQHEBYioTvgtHHw/HISrlF37oastrwa8QwEsrGlk/3VAvrNKqjiJLu64i74rmRthiLkO9eHlRCvm4Fwc9nAVo1urL6Iq6rLF3qwJQSKu7aq3OnOjgaH3GfMg3n3uke7g4bF4zaPM+fTXtW+xEb6le4wN+OtIcJXqzbWuuUXmD97274R4JuG9vAOtk8o4WHU3Q97v0VwL2Eda7zpZOwDJniiMdvakLRtjzt49KqmuqXDqSNnIyMTk2v3ZILfOBfNQu9HLTe93tEasrXqCznqbbMzWni68NNC52v445iVdWwoWqmuxK7lSi2Zdb1wvS68vqy8HDe+fLmY8YdWiipfX6+8nFcu28bmGs7JkwoT1opkRBIJOwyF0Ckstp1tY4wgF4lkJiA2omh9noT+Ct0SPO7uPR/iGjZAhsfqHiOe0b4JiNpsj8DXzmAMa2GYmfmavGTaoHr/Wl3juIwgy04gLOLEpDHUY4PxXh+fNBfvj10dXYfDeBw8cIWAQHOdaxuT0sOszP2RPfVzb4PWlu7dp8Mt2MY5mPz1MoMXQXBkYSXSu9A33zbfQZd0GN9EEXw+nIEJpZy4Jb3hc/YiVi4FEyrFx+vWOC2JXrTkbTVa1j2bbAMMC5HN10dtgpSutBbMhXase6TkYdFZfWP1p52oARHf0hi+oGrNKnH0zW9Mo7t33sAM58Fjbj5O3wTIycIC6fWE1hNIQrIiPEFZXOi+kjWRK+hyQk8H0DPUr2hdqOVETYk1X0hcOaYzohfQI6SFsvwJJcPlC9QVqa+AWt6FJJZ0OVU0XVBW88ooleoWPDmdyce/UfVE5RNQEP0VNJFYUCkUeUXSQj5+QjlS9eR7muPKQ/ZwuSdYBX1QahJEfibzTN0uaF3N6idl6mGhLgusR4RH4IysX0hqeRMkJUryeMVybninZKo8GV4mC9d0kDOqsNQjUhc2ebTcVZqw2KorUq+Q/47IN7fwgKyPHC4nqhzZRJF0RvLf0HRC5U9IVRY5Y3k1/glQ0rPhjGZj/OrLhhZlyRbntaQFTZ8QH4MeLrD8Z2Q9kNaFmjKa/wlZzqTnLygrG1/Q+kBaf09SSPWCkmD5nc3rj1wDinbX946RfXsePAN8IcV62u/hewHsbDVuFvTB9xq52nkjSJpWzXA8bTSjKe6bQF9aE3NdrdjN2DqP1Ne3CrQwAI2Bir2v16XRr6GjM5/EwKOMhgG9W8MuNlKP3ulht2117iyXGwe3Z+L8sOcutdM2YY+ly5akj8eMg8a9ANRhbLCh8a4/Zrk5jl0nYDRY3nCR9rQ/pyONj/H+FXO3x6KB7457e17AuzDPpe2BPbEsDf8auMc5GL6CzN2UYe69DmnChJGjHz+dr5jdeJhbURcszLjQ2vJNMzwP9zkcVIf6mveM9n93hhT95505GL0yCNjsatQ4N+jQ34730Y9en/Bdd37dhQ8ZBTChUBSgBu3yeR37umdNe6ex9ajzLEWywjY1/qXOLzfwDnVFb1uPw/tqxL+x8pag8xbme4o73jcYj9RdGMHeBq69n6NCbJ6euXNT7rl41GiE/24OTruBTSglXrXMHWubzHjP6X6sG8UEBUGvJ7rsv+vwW/p4b65JQf7+pfzq3jQWy17yK1CaUYI0IwjDs+YBlM5m+CGrG4B4eA8pZsVOco8Bcfm4OussqGTDmu3ZnpcnhIwuxfgU532o2awx5BWRK1o/gz7RD6UCkgylloCPG53waHBwb0yy58YKC/n6CFpQ2RCK8ZUqIJZXwIRwbmSRpOVrQAqUDfXyTRioGapb4+rR0MQt82ULi1cByeihGl9+fYCyOFlUlCuW5yz4FM9DpxfgjHmIPJpXx/KzT3XFvEZ+jwHALINF3DNCPazL9mx9yxeQguQXGz8hoA7FiiD1gMoF0plQuNg6Lya4w7xn7LyR0GzeJaqXjyHdiKdypSImiBP1UHOYMYwucFhgyZbnYHNhcVVEFiQfQZSU/IxWF1tqyc5Zymr7vtMcCUXMwaIPsB6x5MGB055PzoXHyBHzonhFOZuA9GLhc1iqGRGVbOeNB6sjFVCt6HU13FlONo94jhVX2FheioFypo1JQZIqHNTWwLpAFqrnUJBisCopDyyCIMlzZeJGAR6CROrBDSKrre2DQlI0ZaN9R1dAbNKiStkRMZlcNpshsuiCFvecSldEPAqAJmqxnAqkat0/uEV+AWpGWdAaeCakdDFc9/BIqtXl/Nngms2DAxRtwm2fx+whdYv+oOhNkaYo/IwZVf3d5/dvoFekip390xOkB9CfUf3Z5ib9HeUE8snGUh5M+bhcrX9ysjkvq+PTH6zNvAJnzIOpouloY6pXRN0LH6O1iWL0Mf3kBnLhHXZAETb5jOXnO9v6VQurVpe/2LpPHmrq8IJSUf1sOH4Q46NL8v0+o7p4H842JnlGZaWmK5QN2X51UhvhnzLCSpJvbmCXUA5IMaO95Ao8yymosDyCZkRfQFdUE5GAWmUDPWB5M1bMY6ZYnXpC9RlkQeSAaLH8KFREXwyG2Txz0D+imqgRVipdzGCvPpkyWLrcyWTUj7B8hlrQSwV5IMmfQAqazQNMSrI29S+gSpUwuvsYsn08MbUzGUVN4bCpzY17fHW+b/iDQcQU3NB8Epv5kzd4hP21P3vdq0xunnsHbh/crftu/bvnb96Mc8HIP4eGS/2+n+4abBiej3zbnnH86OX8w71336vv/jPpjNqdsm/W9was/6Hx+IvdwFDmBwxtCQ5vmZ51hlzbGmkKIN+ItCq1VmrdKGVjKxvrWrhcC6+XjcOSWFGKKpfrxnXd2Eo1JVzbnqcjjv07WIbsD6/zl/HNPmAd6raPvsoMbd6C6r1ZionZH/6E+YR+uxruxgV+c9WMY9mrz/aI8RGsmCb45un9NX/b2w81E9yKH2BbLYObO9AERLeKmj3c933Yn8xkV/Z78BiskfcSj3feaWUakdE2phkVhbBOCsZPwtuB0bsn8NnHP1kMi4Ow37/B04bHIwzC+qMr6cbet18tLmSMaQeGYeOR4bW5C3rnZt/FpNXtFjmt8hEJ4q3Jj+PDV5KKiFDI3epaqiumzA1Yw+q+YgxZXsxSLhKhaXIjgMgFUTFLOXMx13xCa0brGSmKlIzgScSz+EGkdFdQXTFXaAsbILKRkqKa0bogzXouEvFVKpUk6lZkiapHg6OuaPJoTYiHJTIllVnGHICjWSCVYuOVgsrREoglC1kggNQLJhS0TbYmsy5SWWmWOLJgYQTE6zcY26HNLGXCSsVCcBQ8YQWiYUHo3my6kEsymCcFKYhcfNxHc01XS8xYebC5W1a3APJDIMXmKXluDg4oB2OeJYG8AN9gfYB6QuRoLsupEILfWs1SRtSSlkkkdE8B/x+5AqtjU+zrryVcv8c8KH2dv3XdfTSsr/1Sm2jpzLdO9GhPVm/oSAzhhpDR1rHs1/jumgjNnhb/GNM40Zs3mbh36p22jz0FnH/rvaL7V9713DJapyEkvlO0cQy7OfrINStuQjA8jP3Gg1J2zOtuT2n3dh18o/X3uJV2tSZ2+8gd5Nsrou5WOPR9NFjqj2UqqjfvyfBk4Ct2hW2+5rpiz510CDuwzbzYfXxqz6PSqT8M7+wUamHleQOX0YNKZ0TbT3GQiw95HO7qkk6/wus8rDG1A8iKzqjZKtj1dPiu83t32Lof5wCszZs52z2/j3TDPd2RuPHB2wvkTeoytfodUjV54Ld19AYwpgrllqa8RaZvULXzrvvHH5oE78L70Nm/c8GkhpG3wPIzNTyNUC+xD0kYKoXXqYXGsf5FjgShWe2D8xkM8AutcQi9M2hGluA2w9M04OFerppAT5h1t7Wj7Vw8A0I9gXALbyNmeGSW+0qzhGcd2vOdtcXJx9Za4yXEpczFrGPrgcndqEbOCbfgTvHM6UeDqToIwtq7r0PU+NWeVNy9OFzRYxad5t3aPI0F0KPDKOKfh0HS1sYg7i0hPs/xrEPN2mvoLGP/S69TMsYHbg4X45epg7X3By8dLVQjJAlAM2ITNAlSBuRWdZdfF7iKIp4we1SwNtoe61cdllJ8it3TA98Dm8dMIcwGJDx6pZpwsOi0BFpo5Wz9Eg93ZbnisNBQ4Y2DdHjHeTP2YHHFSGwW7VFCam6pIxw9fGT+bnNDjHdjTxs2II3z3gBjDz3V0lJUcXQSV944/AW36I+BV0+WXbshjTruu2eQJeJWW9tJhvmMUOLJDP60BY2y8XjIr85nalve2jTBdias+637Q1e8FIl1g25fUV5J6h4icnT4Hv3vBZUX+lpwIX5AWky5atW7V0M6+VyYwkXb2ox2N5pXWHgAqIWIs/6trmSM8EQLqief0aAp5hWgcnZYmWIufpM+uXI7dRosMBoidmtxU8ipFFKJXApeFnXDh4olfxY02TjEk3x3acjidNRD4UUy8li7fnaNKAc2Pj/Pihhs5Yhg3kXTu2wDRHhtkQABAABJREFUNyNO9zIWms8NVEStbY4Iq+1pwW6K1Y1ezUNFEpJONqZ0BkmmtNOC6Orj3XxJuiLxO9eHT6/X8HgQs08tGnaqw3gHDI97sTeNzMFI8uzTQDTbYs1X1HHLq2inm7vnY12ye7pvo/VxYGjiSjflOuMjQ5nYuqI/ozxu9Fa+20fRRixbu9rxCS8TP/bjHWWj6sxBMIdOm/y90auhf2nG0Y2YzYAI8do4jx1e0YsZyrd6ix+mgP3yzVeGjalvhrWNt7lute4HBD3urdMQUzoUaoVSLAbiejUN6/l8BeCXX76xrpX/5fHP/PLlK19fv/H0eHRFHPzL337jl99e+NdffuO3r6+8vFy5Xgrrai5lpkkPJsE2PQuDry4Ii4ORIMn6qaX0vsekasxAh2E/IvWNOeDQmShpJXScp0ZgtHUtYNSrlWHuG1Vr+B8C6XjaP70uiXva+h/12hzW3TgGJcWoPALHe51/SoeJtrkOwXUk7zGrmWnsH7ha8Z020Jqs/l0Jn5oY8vTyvMiGq3ufaGNGYszxbqy08X7rVP9Lw4YTNEl7G1344YedgHBoRydPLWiuyuJ5HnAPngQRE1TcjdZ4QgHxhLtNaHTwNvZA2Y3HGbxRXdfXaiBecjhpXysx51j/wA8gg1Ku49beijCsYId16XCblQfj8z6XQV9iVXVPjsGy8WaX+s6loK/ORMoVpUI1N0YLn7TYHiqW+KouR0QyizNEmlaqbJT0BfRA3p5IuqH11Q6UR2NitFxBFxZnIlJ6QhBKPhj90cWsHdLRvBr4RuWMrGLnLwoqFUlHFjmYlUa1nBEcLM6wrL+Dmp0pTYgcUK3I5WoCdfkGi1iCwZoRXWGtZNkst8UKlEw5VLZsHhFcNlLdyFqAr8CvoAsWoiho/0KVPzl6FZIkFl08pKUxXXlbkKpU/UblK7I9kzig+oKSyJJJPJFqRYqCHtB8AC5UXlA9GHmsxcIRSyblJ1PSyCsiQs6WQDwffgUt6OsJLdlgfgwmO5GWjKSK5FeLPXp9gesrdQVZE8JKSt+gKmV7oEqmysmW/PE3O6/LP0Mq1NMv9MPvR3HOd85JYG/7gRL0MvVl63gftKnR6Tt4Pq+N8fdY3UgHYq0boe7Px09u9oSRKjZPgUZCZS4zfRn6LWPv5u7MdanTGwamZu8TEHtF358nbugecxt7pLtaiwRfQmfBBnoeSoL9thLz1pqbh9d61GakdihU8V2zmkKyNqHLjhn1Q9Nbhi3vXWH5Ps8tA7xk+AwqPwxob5Uzfe4BGnucQ3/nLbpDnHZz3mUHvGgCkbH62DPeg4SPY1xfu1bGfnTL+Ht1Rh86797DmI1cntcr00d7JF6+Nz8L2sfWrO7dftzmZ6A3ztd2IXTnQ7rnxYRIVmYvbZ/Wecc90fHdO1djaUd649/a1j0oIJq7/ADnkd+axht92LFzk/FYb90DJnQMvcFZx4GGzn3sbRbvTUT7/jZvYY8H/Pf2m9BrX19v+E5zMUfz/RvaKEEb4cYjZcLv4eceJvvh3MH/oZUdTZ/hMWKUTDSDPoHTxHViZijwAcqWTAkhHLyva7Nwt4o8ZGY1wWzLkSAWv9towgiMhFSzMCdiiuP5FxazypewGN5SW2+m7Hiwd5N7L6YXszKWhHACvaL8HU0nyCcoJ7SczIDh7EL/ZQW5IvKbjSE9giyIXjHhqsG+nVe975ULsEE2IalWDw0lLjStoQB5QfSVCFtkISzDAt2tujkYKMqQLFYrUpwfvnioJ6lw2Iw/1mICWz4BgiaPl88C5RnZTpb7LHnIkgIttJUuHjJEXBGygXzDFC7V59IMRSxXjil9bON0OqFq48lm5W/r7ZEeUnUDPdt7UkFXpP4GKSP62aYxfQDfbvAvhI8GQc1iMA2moVbkLCZI1QUoyFJQKlWLn9nMCt88WAri8fxTNeMbHszT2ITJOI67cZOEYsV4QaPzrnDJZ5CrtV2foR6RcoJ6QFI2Y8/qnjYVm3s92Rxn93pntT412Fsy4FC+mCA70UOSeRgfDrQwsuFJVM3YqLqncGKBWkmeM6GR/Xz1bd5CQKleHJy+TovnI+GAajbPijA5PQz8WrH9SjDrdFQM97PAklzwbvOVglbnK0hBismckCdIC5ELo4VwbR4qK8gFLR5eqbrShYKqhciV/A30QNJnlIyuJ1/DnY5+7BLQB//8DcuFEP38GeQnjJ7ZGUxqRWWx3DQowqutHTwU2mL5Vro3W4zNeJskryArRc42p/WEaDa+VyvoF9CvFmY3q825HIjcD1IWpDyiotT8G2i2c5sWaj1DC4cFKVkIOFPoVss9KG4wljbYLpiR3iOWJ0YhbdR8wnLiJODF5z2bkvPhCZEr8GoKiDXyBhXrZ/2M0XPPzSGbKVqK7/vJaI+h9oLyFZEN5AQczctOi/MZB4v0tChmDCdGF7dfQDdUz87SGO2M0E+SXmwtpNUwIf3J6tYFM9ZwGli/Gv0qYHmNQmG6Wjt5Q3MxT5hNgANFjubxk15sEdafaLlR37k+rIQIPXHdfUJ86SKk2wODXTcs1MA13FsaNwzyTaE949nYp6m9fT1vkf6JD9G3y44sK8P38d6+r7fs4w2HdNPn9rl7+d2t6w0as+dn6wCYkfeateJzS+PYpnG2c838zk0N35uAd6/ArpFx3kNVdp/+ZuOpbVOaPCCqUqsxV7VUSqls68aaTRkhkvj1yze2WiAJD69HqgpV4W+/fuPLt1deXi+cLyvrWti2Si2WOKZ5WNxlyH0jDzMgwd2fvHMeUkbvjmmw0Cb0qeOKHCxJ5F7be2b+FllvZ3KHF15X9COswG+xZl/1fjzvrc7of3R8V+aORQ8NFkOYAh3e+cA1H7r21CWOmvF7sMYYi0219fI9FMEoPNi1EWOeYk2NtG6ICTpVHz9mAftY/3gold1IQqkUCb1aCKYmmBILNYcroVxAIxGjsHkwQMfRGSQdS4Z1cXO6tba61Za2aY2z5WhH0A8HsZEEkrtw/1aySMzbjbCwfR/7Ns551NNHYmVHhccPErgNYwAWZ5Jwi/m6GSPtVmCaPScAyZmGBeGApoJyhSIk95agrM7Yx4GhGFOMkCSR5REkU1KMwZW0KXmC5CvKSloTqWRjmGQz3Miucg/6smzmtlqM8Q6FkbnxYp4X1Q8aSex9kW7kIdWUFKpQLe24pooWMRhouCWvBhuflyYslWRuo0ASO1AsvnY2x4FUMlKUml5QVixx94LizBhPSFoQLaRajHmWA2bxs5kniivOpIi5lMti8+UHZItMpuY6rZtZtGwLKTvTKie0hTEDlSsqr2i5oNtmh5taybUgdUPLQt2OaMpo8jAK+YwxtJ8gXUn5FyL+5z929fXVMXf8l/asraVGd8cNZaZZY9Aa+1eGcj6Fd7iiaV+YtgLf60ZldPvX8fC2ien1mQzI0PTgATL0rhfuFbdXlbu9H6/9+EyZKkOVuxpuLId1+AgqJYPCd3h17PLugUTbSJu+cRr3MPWSfdzvDfKHrvv82Y9fA32Wuc438e6GxxmeT3DfqxZ2tF2gh6OZ67rZZ+5s7RMzL3Ifh3bb+vhAbvayfeH3sFKmr3ulwe17ev/nsCWPEJ/r3+Pyvb6E5b/SE7Tv6vnetQNHY63HAiqzkdbAP5twZmCKhz5rWLsMa73t+XfG9tFlYmAf1/YHLxle26HgZDHs9b4JxT3ZGV6/W/l98NxWNpLUG37p/estD6ubN4Msvbd1jOX2bN2uz9OtD10bFobHLeyDiYkzh3p+K4RI5GzlIq9DtFfaQESTCVfVLeTVwhhJdstrCWGZC18XfH15zio1Xlx5BanGl4RBlp49HNEJxZNE6+YCfqzvsgIvVld6wNZjoSk8gLCm7nukCWElRT6K4oJq408tx8Li+5IJsKwmV9JgnhZ2dzivBmlXzIhPC2wHSMnD4oT3ggk2zUhHMYHeYvyp56mwchZuieqhoTxUiOpqguXquQmSeTqIK1LCa0H1QHjd0nIfBP5YvjRNBakLwuLW26HMCO+J4L8voAeHpfwAzg1XWC63PcbpbwXzLDC5g63/ZPAKhbxlt23jUT+7GbDd+CZCMyXBYtmbNXfsEwYfm6DZaEwRNm/LkhZTF7fst75RI78Jw9nacT65VTzmiRM0Wcio50Roe3F4EZB8rdh9E0qHZ3QYCkLLzaC2fxqMvDr3/jFQmgGdNmlnGEzi0RDca0eNB9A8rGcVUwD5dzPoU8f9nqje9o6EZD99Z1fgbMV0M9nwy/xrXJHpnnxGLny9uidLkyGBz1MxRQR0nraGx1Xkr/gwsg2w/oatpeC3T5iAezNjN7VJVc+VYmsxdd5TIEKnm+IxrvBu8r57/gKlmtKIA6KbzYm6F1az4DcPDKNzHuJODyhXLNSZrWPRiiXrtnOleZUc6Dk4fH7FNlilWsgktSTT0nJpKORMTYslsq6rwacuTmMxfKzVwB3e6k3Od6AZMUpBORtNavgFLUeNiOG8vhpNszjGUK9oJElPPkduMCZsUF8dfmfDVXkmwpuZEjESUAf9fAIewdecmqWdva+ejHvwvOheJhXN9o7hZ0L9PCw5mJQjzbvvnevjfvx3Nv2Z9/Vfvkk1j0MdPAmCV1EnYQMRnliWmLuBqRnpdeeNeg/atz0zM/NIgxX1bZtTO9L7v78/9tlQpldonjrG5ur+5ba5ai8bG4bSCaPe9s360pb0TZn9gFqT0YU2PdMJYmctN8O7uQfvrFPGMr1fvdHuBDa3fa+fH73EzIFpwuWh77FhtAmmOizF17RNup3dFVV7bklMoWzGcF3XF6quvLxktm3j74cDr69XqsDDw5G//vLK4eBWBAhfX77xej7z5dcXvn155eXbNy7nM9frlW0rlFKpxRQd7b+GpDsEUzFBF9I2TPU5sFIB0WFCb3y3g9EbhVLO6E5wH4TUb8yFtDagz+iI68HYyOQFJSOD1MqNzEp4Kdz2vY1rWu1BPfo9bf96m+Fq3Bjaw66OH4uZ3sMc7bo4Pr97IotNe+xriLnjnglFpwTOk1Bpd5Jqrkz2rFs+hkui0P1DvXejpVUIa4EWW9ZP5MYcWN8SQgtB454QafotRC4Imz6/52O6F3ICr9Ma7wcNszYpfewBU2WCVVOSxJppRGx0e66NUdyvgtFic56qceMeNoRGP+IKBglfjyMe7xBAt3m8H70E6oMrFspP5kWQvgBXCplKIclC5slyFui/ovUJLZ9ALpDPqFaqPCD1kVyeIV3h6YymjbJYmJW0bp4Tzywt5HGFvFrsWCrJ47qKu12qW7eYJU6mpiO6JJKcjL2WgqQVTYWqFqO05l9IsqCPn7BDzS/GrPg8JJ9MSb6vJMPHTV+AKwmzONJ6gO13pJJNeSCVmiqSP1nMWz2T9YsdmBeLk5z0xdpcNzuenMzaKZ1XtCS27Z+xQ/4FEajJElQnjMG1mMArelyoxwW2FV0t3rDmT4guHOoJqlB0hXIglS9I3uA0WNGVwlaNwRU15UP12MhaP4E+kHUl6UY9X9HLC6wn2B5BPiOnz0j9il5+BblYXgg5sUTCxy0hVajrarhaHvlRT4i9RbYOT0aeJc4bdis8Eec3eoF5DY48USs2XSO9H57rTYlW12RRP24z4vT0HgkCwqOq3x8Kxtgwd/o5eTW7N26PcLKDRrsvrcfDWMZ9wOi06ji+uN9KDC0Gj+P0Z9jQRxlq/yaMyfja6xNw4n7s5eYZYfT53ua335t/8PI9TAhmd6iv8ZkD7Q+Bx8gn3fRj3x8dPoTR83BGex324PmzoZbczt48ll7X3UcyNiz9ox3kZSjm+1CzLt+P13mwMewIDLDsXNHYCWk8/zi62zFYq8NaBhdiDD0RncemuFWjjCjWC8h4c5zvcZ611T1dN7zqG1fYgAx9MgX3OOoBNg09BoViVDA0JbHOVNtZtutV7q2NvtonD4gdOzy0QFvHwXfsp3x/Kc0bSmRXcMeO0OjhSN29mt28BwVqUJoK9vcnmxjxgSoDnOfxTXy67Mp0y7BWaq4mYHmHqI/wvQOnhlPju8Ma1f2XCUffv8T7rmHFt3y2myGnSQJSPeRGNqvmCLMJwIaIGzUQoUCuoCvUb9jZ7ZvTghNEGMhUXJCGWb9LAn2EplgIQe0Brc6L5A3JYdiyIRHKJIEu6iTl4M9C2Oi0JiygUZCK6tWUDPkJZEHKwaywHSjCC8ZbeQgV+QR6RPWT120W3FanW7fjZYuHbakGD/IFE2hb6E2Vk89T9Tld7BySPYxN3dzqeDGYpQLHzS38/Z2avG6xe3zzvhgPin7G+KhXp88/YwLOL6BXg71uZi0v2SyDm9eEhckydLScZGZoo1Az2uLU/2T8gr440MZz28cuccWAwQMsue+g0MIVSOKGajl76KPsiqwC29l5i8X6mMzAsuGbHs3QRq9GJzcXipbky3brsJRkCpgKLVHxgnnYlGLKHU0O/zBEgn4eZCAPiuVHUaorFqhPto40vMUzTfmkeCjbiCphCc9rtlj5pIPxV2rhySRdfG57iCMk2bFAsDCxKogLTjWFkVqEU91sv0u+2NUNvnKCQwbd0LoavifDM8sLokhdfH5cQRjeLKGQOwiomgFUnNlTcjFPNUG8emgzfBnkiqRX0DOCDHzFT0S+CdViyhLcl/dH0E0VM4iDEDxb7phDX5/JPcHq0WmJYnTgjCk24/6K8Gq0SC4Gf428kWfHgweUo3lXeYg7mzsPs5RwPr/aPNQNre5VwGJyNjWjsSC4llM8A0/EPocqrIZnKibgV37n7NXBqd5mEJOj059fUV4QfSbXR/fMCOWc05hyxMT4j7YOszitFWtD1HAi2LXwIBJ1EZX1r7qnUpLPiDxZ2aogKyxnko9fULPLE4H0ajiZEkYfLd+OhieEKz81fXVvh5PvG9+wSk6W80TsLC4ttJQpeDSrJV0nI5yQ1HN21BS8qOGwbr+jKWemOEL3rx8KJhyHptizY18dv+vwfeIRBl5Td2/ut37ZfR/Zh8bw9JPCUPldTmWqMw58dSgzMnUje/nd9SpMLzSeR3HB81xp8rF3ZcP4vXf5DcOc1n+dDgb93e/2ue1dcrfs257PwSDf16Pu57vzm2F/d28k/+gVhHbXujBYOw0Yo+MRP8IDuZeCRkJqY9RKMcK0Xi5oVV5fLmxbhSVzeL3y8lrIiycUksT5/MJ1vfDy9YXz65nL5cy2rpStUKsrHxroxj7BjXuLDmNr44wH3dG7M/ZhYVP7xDuzPcWA87dlV9/YRuvJtHw67nYh74zws637/rrBrqn9SKY6K1nu1yNAJHHfl53s8AQgOYOvw8B+UDD8vTHIfKf/NOuSXqTP2a0HiPcx4k5OtMKI+c2yGXhPQkM9KiAUmjZTAguCywsvBWnvSxOCmGW6vPmX+h9iZcMjwmvolowdt5qSYyJW/vsu/vdSo2dNvx9WOSPCD/XfI4rtX78n0bYwCzju0Sg/YOyJswSc/T1VumfFjx8sjElJSH3ADgabMRNqyeuTZjJHVL9R9QVLbPaALBuSNlMEckA4IPXkeriMJqWkZJ79xZJVabHDSc2bWSzoGWpBwrpEL0jdLHkypoAQEpqO1HwkchIgSkob1b3LLFzT2XJPHD8ZTM6vWCLvsAx0MhgMuFvsVVkxN98DicWSc9cTUhJpy5BXS5idjqTDya0v/gJpQQ/GyEp5haok9bFkwwtZC7otFH1AeSBztCTckvygYKNELFyA5IQeE+gK24amA7qcyDWTOVC1UtTchHM9G4P2cMEEDwAVLRnVRPLDSJXVyakdnkQ3U8iUjVqvUB+R+gTLM5Kf3a1WYSlIulo43/Rggo0CWgu1uLVWObyxK38E8QJVx72BO3THacqbeC3D87musLJvOWQ6EcdPkTdV3XbQ6++68N5HGYXJd3rYhHEyjeONrQ7C6uytq7GawbtKbLsDbZnHo4OSPKzPe+CWHcx2JsHN8FBgDpc1emd1xtNk2cnfHevSRrv31pS7WlqvRk6hw/tt0Lx97fY+HWseubN9+Sh2ZxNs32W+PTKxe/Dur9aFPdc4jr7zSG2SJXghGlrtexd7WOBEUyfJXFJb8+PexFzpyBs2haPcgc1ejWB8023/dtzW9GPEAvXxfW/S7+DS4OEbuPo+vzhi3Y4efa9pGODV+YER3hNrMjw3YY/1dVRcaPuXdoaYDLpGUjai9b2+jah+BwRy8+Uj1w5PdH/f5iAMhBoWD95c83u3nbApDLo5PJK7L97Uc6Og3dOcd/eUuPZl7nT8HusWZdz6WCYifdvXxjt/72o8X/z25Mp1pRnHpNoVAxo5m1b/rpg1vikpLPyHCRdFV8z69WLvyCPGp1jDkjegojmbR2URb8OtenHFQb2aRX7Gcn2J58FiRUMRkM3ARppnQpr/NDwczEIZD1GqcoB0gu1kngQt5PDZFXd2lrYp8RjwKsArcPH5WEzIKBs9HFBGXQkhywqyujdGV9Tb2R3Ckt/4OIW6IWUz79nkY84bFLPuN/bc+Yck3t91WMgHlJ/c+NWNiXjE4qf/innOmmW0aISMsjmzMJ0Dj9I88BVL3Jw98a7Np8qGJdfF6v8hoyXx9hMRZcEEme5J0HcdzMjXjSpSdo8Pw1Ot5z63ggumDA7Bo1r/LCSNRsJ0ndeuSPJwXBlTNG0NnyVbCChq8WTip95W8wgYSEp8cXyt4km+1c9E7Uw/4qkL8Ns+G3tWN3Ky0DLuASNhHf7g+ONGfdnHWzxxdZtD80eQGrjvIaHEBcc1mbfzIsghWYik4ElTzJh56Xd7BsszghvHWuhaceWlWvLdWlwBIaZoEKXGOKrNVfMCx5VtNTu+LlQeHCeKh7+qDuMP0LfpUtAQ6LsXuCygRzsrsTlcN1sH4oo3VvsT9xTA3jclqK+9mDcKyjfD6foMLGakRsFyQxQ7Q2p4D/lci8nvpGzO75qSSp1WNU9fsZZIR7qhr4d0Q02hS8aSx7unDEph8XP14krHFVMOHxEezPDV8U1jQ63usSAHUxI0NDVaq6G0CNay4asbeKmHU7eF4niK7Qe62rpy2YCkZDrnooNdttDCL7G4V4rJEUTNeLRKMRh5TkRRi7rQlBVyBc6NA7LxmReEVSFIU9yaQqymzeFWseTdn4gQdu/zfHZ9WAmhk6XGEFAjYNrcp956v38XF0C9Fe/z1lMhuD//NfES2t/RnQN8m5iRxXVmeK6yfanT3dBW9iK1s3MDT+VfFHPBUSMyzc096p6YUsXDLE7M6q01TR+jtDL9GmVhO6B95xpD5/i/wjRRrYTgc+WsubQh3M4R4/F6nMhu1fejpBBwC/BgIGIzjA3IBb8TksXKtM3Tkrp4/EoX3NdqWj5JFodw28xC+3zJLNuKpMSyHFjLRj4cOB7P5Ly0Ma7bhbKtXM4X1suV6/nMdb2wbVe2cqWWFS2rWRZXiBBNDQLNs8MJkQYz4EjXmDq/r0vbUKwKc7Xs7H7gugwwGGfEX2zTEnDTBtEOvx0ONqv37okz1xuMxXw4moXvMX8jnQiskDbsacFphH0Jd7A9WZPd54jTzpDwo9fujXYIG+dt3yret9lyr238bQ0E8EOYvrP029PEpjbvjG4nSTKDrd0bFCEiTSglLZGztHKdROrg8eB7fXYFRMrNC0JSMGohfnNmKUUvyjx9EwxnetiVW+Oa6LBsbUiiuXTeWzNtPN5i87KY65osT9nP8jxPYd3U9oxmGRmMRNpVktjd+OClyNUsWVgEPS5ouoJYKKZUEimsHhSkWtLmTV7N01o/w7KxPFwQCilvvhc+YAc8czGuuoJU0icTvuvyDZViJKeCJXI+IPoCekWkGC6rUHOGeiBdToZDpSD5iiwvaE6wLJCOpOWTMT/r0eiqb1j16hZ8J1dqXc1NU7N5I2j6PZoOlONXaj6T0oWDmButWTdtICtan6nX39s45IrWI1rcTVVWpApSHqEo69erk8wHNGfq9oslvdMV2QSRM6Jrw/G0/WSxhI8b1A3SBscXIhcKcqDKA9XDZQmQ0iuaEgWDNdcvIAU9mUVKffwDwonl6pZyycJJZXkh6RnJkPMjqr9D9Q9mWZaCsS/IspAOz3aYSsnDNX1D0mJt1ISuS8fFD2NcrMNZQW9LbK/SGHilRsPiHWZdos6vtS9vMYX7+zqXlf1KbVt/8Cu7nWCkKzEOCRqsrf5x1+p9DCZxODCO1e/J09zxyf6lhV1qvRmMPvb84sDzDRvrsF+wgwlT3fSR2rdRIdNYiaCPdwYib9wa588httcbf/RqVTUgjNokKzELyg0wAp2Hbv2/T7175wYuZWRFbnBwmBMdA/SMdaeh7Ow5MY8p9nUd6nBBQdtvO36OivkksY7S2PPem53XRK9kRtLe8o6XG7VY7fbOLMj3zc6qeOtOVzTqmcr3ktoB0YqMuTjE51uQdk5rnWnDmHH69vsb110Piu8hafTNlYjuqezsFcHbjrXcnMf0zjNvuy1j2ZXZ1XHXZi6E/veut0hpWxo3hGIiw9OzWyJ4e4285tj2iEq7fvQHfY+Z9oeJRs8373Znv6fclRm8RZiG9eCDuKtP+wGaptU8Ly28ihlfoIWWwDGVPn81gVybEtpy1Cm6qfMUJqxnC4t0DzkjHt/ec4JRTkBCOVl75RvCBQvxlCA/2TvrCepn4720QPmKmw+DrFAVqR7ayM+xxiQd0e0PIAlZHq2tOHtWh2OO3HXOXy/WttYruLUyVUxIycHX0ytdgLkg8tlgkLPdd6G9Hh6sH3EUUkATKi6k1yeUQ59LjO9XPWHhdBbIBUkbyN8JS3nCkzlwXYOmJYdxgsVga8JVgfJHp7k+Jrm64M8UQloKUqrBLx07bulqYVhcQC56hPrP2MF/NVTMzlNHWKd6DxnfxT7jhRG0qIkG5BHztFkxK/MVXTwEEH5uqkAtpK1gwuNYhH4W937U7OeMCqJqFu5UwxtcocGY28BwStODzanL+lUNFObV7Z7kcgZ1DyFcmaKC1LONy0MbaQheMRwwktYjO0hyRVaciaqF/gmjPNsuE5YY2pQohp9gYWcSmhaDgdRGMk3G4EoHz88g+dHOvL4xiCiaFROugkj1OQU2MWWFgpARPSIerUAGw4+0nK3/KXIn+lnVvUqy57GkmExK62KhWHHUCjlWyLRq4OkB5AGkkOpq4/Fcpz2U1ZU9d//9y4yd1PODqBwQSaiHcBMeUH208EZioZDQb7ZS9Z9BjiCPmGLgijSPrIryBSUh6ZPB1D1WLKyVcxWK1+E7a1XQxaLh6aPlu9ENVcfrbGtbAo5bpSsucBnhAZXfAUpKFhLJrPwtjJzlbF2cbzlD9TmTz+YpUQbekmJKTzKK5Z9J9QisJPlmeKqKarL8KGqeCqZ4sjBIlTORvNtCIH2zs2/67HO6uqLhRCQbN88Q96DhaGsw9gu9ovKbrTcnqjVCPG+ujOQEuri8GhsfEe45lC+RJ+MMeiCtC+bpdgWBlJ6cphotty22wPIFC4v3MHLKb14fV0IYxAlH4ekv+IyR79Ddu0MdozWY9vmcztIK3ei03ZuZlfYsrB1GVnw/9rt8yu3NxoC3SnRmwILXuGEINQDUCPl4Vtx72w6KtHbQChgG7Ha8bR+zMMFtHE309UaW2YSxcgcObzGY7yNQ99jvnTNrorfe2x+gfuQaQtE0YSpGxMZD7Vh16haB4h1u9oOqaK3UBKluVBK1GHO0rhdq2SAt5LyxaSUvC8thI6cez66UK7UWtuuVbd0o64VtvVDKRq2FWjdq3WieK/sJvjsXyfHBhdRNgOJaTe97JEg2tAuFy35ljPDWAZF0fj4t2N6hfgAZ6hnxbgwNoWG7nnZlA+9iju5iLcNJYfc73gmYwG3/RyGcDm3F8JQ7gH7jCpgP/ZjMUaOqAWaD1KrTnlhBvrZ3RM603lavHYV3Qu2R4OxpEB2usrs79fOmsoCDh1RqIYki1IrBVEQ8v7sgrnVvCghZuhVACF8Et9wfYiPsrM5a7NEJsGZzMM/z8HOAqa3/gHvUW6e6IKx7tM/RsFN1WO2Etq7kE18fOikwGWA5rKNmPeuzMKH1D9A3pbmGclrQowndVQpcLNZmeKRoNcuZkpQiF7QeSPqI5DM5vyK1uuWbUjXici4olYpb6z+ckCwoZzu46NFcxvWE8OjK5oToBVjR5NZOW4btYHEwqwnqRS6IHEBOiBwQnkATupn1S0oYHqzOBB+dhm9HtCTkkNG0QPoM6Rldrmh+IVPJbKAepkAstq7qiVpOWHimn0ETtWaQQsoFY+COlmdsW9048GQKgfoVtKDFc2NYFmgSJ1O06RNSfgflizHDsiGLxRG15NNHqviapYBUEheqHKl8At1gcwXCIxY26vAJ5JlUnix5V/4XSBdSOSP11Qxw0pGqzyg/g5zR5C7LVNKykA+fICk1V1gLSV7RlOHBFENSwgryH7sapuogsGpPZFcw1ll/JrhwuvaCt6Rnv5b6233/6G3tKcd4STBfwzNbjqMYOXi4UeikhEDM+mxrvvdvHNqoiNgxbk2opjF6p4Od/7AtI/aG/d50Z6sb2tABAtJgfuelkXfwZ7MgnRl00Z29hkV7VeJjb9/HYt7HH6Bsd6+wah020l1Dvtfu4G5gl5vi09i8zs7J9IBWk2nMsHXf40juN7Lv74DDru25rScEN7KDXewXI98Qa2HwcNEY86iMCnyw8egQwmrqsuOoSFjM7sczruDppd1Y1AUeYIIDCMVIjKErL/bQHOqZvoy83ICHY7m7SHzneuvxtP/7933Z4O1aPX2GdIDXjZ5jpA3QaJfuDl0zRZ0RTobv+yJ3FRE7UtW6vx/WvuI9HEd0uW1ihMCuzvvlibUUP6J9vSk5V3KHX7LxDPiwJzYKt4jCHrRvDWhkKe/cvFfBnUtdSLq4BXMxoxsNQVcyQbM260zjo+DBPAiKdqt8iZAuGZJb8gtEgmUNC9btCCQPw1SQ8hUJr4ZQXqQTbA+gjzTreN2geOgcKaYUqWb4Yd4ZWLm6oNtno2P54NMY50vfv7LHd6/uGZHF+r+d0bL6mQBULdm00e9roxficcktvFSCavwskqxNx3nLC+ZdS5bIFvXErO3Ma6GQNOLzy+Kx9b+BvABPmFW4+P/KqPQwurSgsqDyZPw1ZtSBPllf1EKiSrI49JqPqByR7ZuFu8qLKT8iRE4t5g2DeQZY2JrfYYqiryAVySuooiXOgN/BtXvo50Jr9WlI6YiIJQC3cCsVTSsSig4sf2WqyYW71adUbf4QG3eSMCa3yKJtrUV+C8HC8Bi/Z8u0GCwOR7OSDocZRyvzxFjM+CZdTc5aXKgfwtTq3ixJCY/uztsMe0XbFxRJCsnDTW3ZErazOt+Od85CGPXP7AoOwUJVYaFYY9ulG+vRQm09Ip6rQlAPOuA4pBnkSsT0lxLCaxz2Ng7z5vFmc0Xy1YWH4uvCY7KkBVIiJRN+a109kkZ4JZmHt3l3uAJHEyrZjJE4IvKIckH0DDXb2QgFWYlcCz/KwUlYu4eXjITydcMSFltOATNWTGh9RfULop/tTIOdD+GCcLH5YENZUX0BOaLyJ6u3mqIqVefjJDi4Me+MEoaIKg+IPKB6MXqQTF4Rig+p1bzCRC15fIuKklEeHKavpji2wyo1PFOqefeovqJ4qLf0gGwWesw8erB17XTJzkEJqQdEPEk4luxaNKHFlBWkB5DsSgiwXBfQaFO9mKeGPDutjn01FNNG+0Wyn+UPmBGh5TFUfUH1t1YjKBXz1JOInCEmGzAPL9DmAReLO+jjqyk+SzalqZgni0T4tvDgC88sqeah1gycv7eh/ogSou736zmoUvAdnXfYeSX0F10BrI15mcIYjXW2d5wZfHM8YTE7NKjQw434b/9lJOr+1RQZ2vswsbIy8HEDvyTgApz9zYFpHWAwfe7u+xLsLLze8kejmHVm+5kVO62+Ww5cWone1mz9zu7HLQGTodPKfMC79+qINz90xdpohy7xMfgm1XfG1nFts2xQiPlRj8On1QSnhY2UEiUtZrwiGyUpcCallVLt+XK42KYUGF6LhedYN2oplG2llNU+15VaV6rH+FNPGNXXyGD/Hf+0MAkDVz0Watbzcc2z2+d4N9e6vxfryWNJ3hAKnUuOsJU+35PXRhin+/vNsmx3gulY1+/31kNoNBxKpnEG1vt8ikzQGA/LDJ+NwH7oGvs7EDVnXuzTGdob6z01nJsWaxzy40ZtJeP5jcUvDETRNyGNI34fPxIwicROkZdgP6ZOkRudbMyajcuqynTPB0veJJJ7bojoaQvL5AqUmcDetAtg7poKEWuwhZGKdRwwGUKO+abT4efjlGFuRIfDfwiJ3S10irMibfzdq2+Yg+byFn5FDu3RFc4ZzBljY4CRd+THqZtmS2Sf6pW0FWq4RmuBXCkirClhMXaBLOQMSRNSPYzT9eB58Nw9lhfMxfInRCAdXn2+DJeSnBAO1HqCklGpVF5ROaAcUM1muZISsiQ4iJXZ1AxvOJDk2WCgBbMwqkhJ5PVocFpObqVkDKy4wJ+Hiwn2qwvb+QvKL4h+Bb2S9AHhaPRSKupJ7sgPWB6MiixHswbb7JBY5YiglOUXO9NUAc2U6wOKkOVfIV3M60JPSC6kRT1G7QbHr2agsqxILUg6IemAlhezKNQNKWdETwi/B6ls6dUY33pBa0V5QqjItTiT81dUfqHqA0pG8oZkocSarWbtlGQjJT+slAWpj4j+DtkSqWzUdLR8GLqiy8GRzhWJDy8/jnIdaYcbO+ap4XyngXfDFAVjvwsL0i3yh7qGddM5DrnZnxrP7SUbKzUyXyN/NjJjiJP6gffzf+J7E4QPNLr19WbrlAk04ZGEzoYvrYzvi50PCpoyCF2HPa7Bl3Evk6HjugPt0MGxnmGPiXmapsvpWLNQn5TVmLXWBFdpdYyew//IpXe+zdc4JmX2uo6+795vsO08UDwIXmjenWOvo39qVx6N/NPgIzHU0D0h+n6kjHDvwNyPSr1JYa53GJv3pyP3ONt600TgTPPO2IF2xKU+tvHlcQ8LK7abl9uNPUxHvOvzdVtBU6LoG7N/1+3o/ki+e004s+/HsI5kWMfgipw7HRyNw+LFsaux9N/w6J8qHGnICP7x+4RSMzzu/TL2J/DlDk/SbnQf9A4W6aR3X7PeuUcf/s1c3zuYN7oija7cncsbGrx/tr9/D09uKON0P2DaFH3zVtW/vYWC0+XeDFrcKUAMMNnXbPEcWCoYv+oheURBzn6E8bWoAuoJShXQJ59PU0KQnkwwetx6N1UxBYWY8D6BrIs7B0Sopa8gF0tnllKzZyOLOwZUt6D2QYsgSygfgqaGN7H4/D7bffEEsS68Qi/mKRCeB0mxeO4hKI26QlhGs3gOLNbiwlFdB14+u7V8Atls/6wBM5/vmg0+4dlRr0QYKU3YGMtq8K+eR6KtdRNQx/mqpfJLm8/vFRMwPvqCzdaHmOeEG0Uqln/jBPnZ6q3mdUw6gxaX9ReoryAJyQ/eh8uEhR+5pCmFNu/D2RUTlgcCTuYdkIrlA9GQl4ZnhCm2FI8wAC5E9WnSimyWzFsPCfNqKQ5vS5RsslIBda/4Et4edl4BQfVIIpNIrv8xxYgs3nYsgaOf6Z0vScnwSEqsU0tSjGR/JzDU8dINy6mJVC18rQm5sRj3mAGdCX9Phm9sINWTkQtc3TMnkmZ72BnVFS3VrL/FQthYCLSIWrHaHObj3JYkf8dDMQmGOwnD6QKJamfqfLQxOUyb13s9oulAysarmW+AuBB+gy25UZorgmR17xS3qE9i3uJAcyGuj4xn1w8gmyv3qnnLqKK8UhEzftMj8AmVJywZtAmfxZWGtt6rnevkCukVpbjx9UKqn7CQbUYPVNwAqzil1jQYcQgkC9VE3UBXU7ZoBbnA8op5W0XOFK83v7bfBosLXbCvtmbU4UhF9JFY69J48wJ6MGVxTR52yfpjIaOuziMvQ1snkCcsosHV6djJ5ia7h4q+GiZXJWinhc7zpN9pQ9NXcyvyHCgAQrYcI3KiyiMWVv4Mmkh1M/yRz9aWPvrC/s3wSA7OkZlSQqNP2FoT2RBW8wyR1UhkMSW40cMNlTPIkcTR17YZ5VmeyAX0J0wW80KXwb59fVgJEaGEbF6m4xLjHfVfE6oHn9SeTy/P/Mz4fKjzjeK3x4VgrNwSYTxzjAxWd8OiFxqYmf43c5x7j9fOoA6w0LF+mcfbGInhxljJwKiOh/6RVxsPl62mkcmNquQ+XzXe0wFG+zrHS2WAxQ7oSZhmPPjNqX1xLNG57EevmcWW4Y5i2tVgMKKMH7hjAxiZdXdlq1XdglKpmqlrRZKwSiElYxIkJbayklIi5QspdfVPjKeWan/u+VDLStmuqBb7q3QlRPPG2HPC2v+ExiB0fAnc1LF1xgNzVyTFCYB5MoUBRtCF9ZnpagjkbY+eFtMpRfoho52s+hrSsehuFc9Wi06Eh3J91YwIKthc93mWHdGwIQ59R4b+/8gV/XMvBcUYIRIWNzSsQ5KDavTT6mPVG9iOlJI+H0NyWQNlzG7E5Xdtu7MjoUCI/CTdOwZCo97pS/TVsUUGAhVjEKHlfQglhLs1iqjndrUFndSYLYuNaYzczkCYwB+bumAKFI24kO1AIIPyaETWYZXEdIZyAW9skmzs1eI74tNWS+CxNjrc3ZNHeqzD+0qjWrpTfgVuhofLBzbd8VJRdwUtlrB4K2g9oZoxl0y4JmETIWK7LqmyLMaspZpMSL8eYbtCMQsu1VfgAa3PSE4WhikXiq7UquTl6IzeI1qz5VyQlSKfzGLIhfhZ1KbqIHAs6LVSLljC6M2s7pJeHRcsWGHezAqopiOoIvoJs6L6ySxVDn8GXtHripRKErPisvitSuIR0ROKxw2uj1Cf3RP5ari4mJJGi1tSlSOklZp/tT6UJ6iZcj2CQjq+IOmFIv+E8uwKgQrpxSzH8guWRM7wUeRISg9mvVK/UGtB6hWpD2R+pkphzYv378XR8tGsodYVKQXNf4dUqPWI6ELKn2E5oNXz1hSFsiHLRpauhEj64EqUFartOZo/oanA4ow9K6QNOX3jbZOKt66Zp2m32gLuNErGb40uDXUEiQ2KvSOzM7/UDU9adbvCO1F8LyMD3YrlumcMp3Ucw7hVkuzDOLUdS4Z9J5QM8dOtB7tQPvae/eZj7betx+HZ/FB9MBr80DiOeTCt6nFXnWGmQ0Gm6Zyvcb6d0qoQ3rETnHd96Kggd/r6I1djfnufJ97E9nYavOyd/VwFYEM53IRmE0PfxzArqPo3YfCsG/eqN3o+Qkl8z+9P955wzH2S+bbdcj5vfDf4vpGN3b84PtyN7f78j5UJXTmvDQfGUrPSbcervHcNQ9XpXbsbYQRi/mJN3tCMfZPfRbhxz+btSRy4A3QeZ1citEW768O+Kp3uzyjXadhNz4WZ/RvbCXxufHTwn7tpvqsIGfB7xwJ17J3no32Te7N7f+A3u4b3tdFEdFdQhjHvYTIAYxiDTDxdH+5dYAL9bDTCJeZwqKsRuqGf+43kbSvHoUOZlqyTasIgBZKFdtHqfAyCeRsYH2XCryvmCXBwTwkxK1LOmNHJE5BduL6g6dGE+vkF1Wp5olQxS+hsvFQC1mKx5JerG1X8HfIXyD+ZYLwIbA7vZDyWepgSsxxeYPHcUuKJXpuBmvrm9+ig+xWL9Y4rDNwaHD8bRYia4gK7lk8C7CxU+l/MUY17rozBQiWphvDLFSY1x0bs5cw7WyWZcoCDGXEEXNQEZqKWHFfdI6Pl3dCEJVcVt+wFlRfaZiCCJgt3ZGFIqgvntO0ddu4rpjBKn5DqvGxSCx3kMggLAX0GjpB/xmLdv9KUPR+8mmWxe9JUuRCJxS1Hx8lhdkHTxYXHTnEl2VqtBh+j/5brQMDCLlW1c4SAKcLABRhoS6rruBu5p6qiHu5VFrUwQNU8dCWJK8jMmjxytVnUcrHwOShpU69zMf67AjXgXYn49jfedknQJKRNLBwrHkZKknkMa+yvC8jRzhSsNoeLGwuVbEdST4pt+jMxZVLd0LyhUknu6UA1AbXqitar4XVShEySA2Etbsq9oOv4erJIAov6WeO0QPLcMLj3OArL0QRr2eBaK1QPFVSpUGyuIgm9KVYC14xGSb4iiBm1aUbr40BQP3glVxiqyRjUFTzoM8IJlUcsofRvttZIdp8jRtPOKC8IV/D1YAmnTZBuirFiMptsYYkEx1l5sHlzOYF6Hj+zvF+dbJuyT7Otc1GTZaiHUrOEzdlpT8XCgoWySGhyp3p1riQDB1vTIWtpFvgJNPn6ieTmnpjbc0dqGBCiWE6HzZUZCZFTx0vUEtar7SGqYkqIBOgB0YMpyeSKhU6yM7XxGguiRzQ9ofIz6Bdq/YuNvZpsxUJcWX4GWCF9Q6nmcSMgxUNf8QxiobaEgniuDxX3LKknxHP1mJLEEpL3PDCDtD8rJqv6yeHyC2MotbeuDyshxOdB8X0p9vedFchkGQb9pV6Am/wROwajs/vzjfvLZ2ayZPi3bXJjiR1j388JuwZGXugOf9UeDR1tLU2Mk9KEf2+4RHRDnF1Deq/00KcodgfG7dkNAz2PI7xG71RtfZKBf4vhRD1ecBKB6BvtDu3dukp84IrNz7lrmQ4C0TvXwo9zGpMuLtJU+maaDKkrCaFSytWsBFalJtM0p2RER5KQssVJ6wdes3pR91isdUVrhGKypEDVFRDNI8I3887EBTykL64Yb7s6w93hKn1syoR0Ey5LPwAaqLT9ntfJrq3pt8N28tIIu/jkG/8+VJK7794cXXT4i/p3fQeaO5eM78j0LK6WULAhqTPcmmjnkdtTzIcumb55LL6RkHi3ZisrGXC19bLXM3fWH6fejEDzkxHFBNuDF4zHrnSiglk/KA0u7WwVm7d1siV023+K/yWzFhJZPASTWyLEH6MnRdhFupJFzVJUJaxKoh/Rb7emicOKj68LgmofTwwL/JBsG07Ds4Zro2fMOFt7XOtzMu4PuvsUDUXP+FqvSwkFxK6dFj6tvf0DV0LlM5DYijE2NRdnap/NLTRtZA+zZInK7LuKUlJF0kpaLLFy9cOSeDI5zd/M1bl8RbT4YUuoq8WnVBQ9bMjiIYbqFfOIr6gmanmB9RVdn9CXJyw+5cVwIxtTmBJUXSjbQipKXb6Abmi5GDTyC8hCqQuyufVUWqhyQdPmjH0CV9qWrdphPtshRWVD61eUxfJJLBXNK1BIpysWZ/izzUN5At2o6TdEVg4ni+9Z6+/R8mh9FmfYqyDpRGJB5ZGaTqSckZwhLcaw5U+wbKQiSFmMkcwVs1iJNfcJy/79m/VhPRozlu3QJQmzXOOv9jwvSM6k7Rkpz+R0QNyihnRFiodhSMWS3kkBuWCH/c1wrGDjPn0ecPSD17CHiIZ3zK39d+eBYv0P+8qkTQg6ZWx7e5m+HiZq12jmQK6jzkYPBorfaE3b1KZy3UK9jWoaSLOm2o29ja6t6XH/6cVaP8Z+z24G0yvTmNodV1brNIphZ4sxjrOg/V8d69wzhjP9m7o2hXbpLd/wqN52e3WUTurAmcqPU7gZPnsaPQ2k9aVbeN/2vdcke9CPT75z7cN3+Z/ADJzhPsOzEf+GOZv4hWlB+bgGj7vb7o9Kl2nCZ9yOhnS+b/GH+zq1de28XyjOG88wDHM3F92wI+oa8XJotN2a+RyhQ/ddvitwc6i6wW1u4O06vrMW2texrXvYodG0Tq8BQ+SofVv3u/LW2WdAmTsPWkcnXBtDc03rdnpFvezcyAjSVod0z9vwOp6WmOIWtbv3xgqjzaEPTcE84odV1sY0g2seV/vdDpM7SnyDTvfor0z9m5bfXbjr7Rx+5xK50o1qYnEGBTfBvt3+BukbFo7kABxpoZLUE0VXSzZq+RbcmKiKpbhKBeQFs/R98ZaOXv+KSDFhWPWyi4IcMWvcRyeli71PxtwiqhlVqDoPOSQzFrMON09lpVlUl7CUVX+evF6j1RYL3gSJ4gl1w6jJvl9BzlAvUF/svRpeFm4sFXkDau2wbZ7S6omBFRVPfqvVaJ3n35BaLc+GG49YG6/2uz5ZNcvV2hEPbaVusV4d9uFh0YwNAmFWLM59N0STpKDJBY6etJkIB1WxhNQHtIbSJcblVtY1zkSRFPwHrobUppAR9/xoAtk4R1X3jKguOI0E4qHsD8UL4uF8vE5wbwY8h5pgAlDbiyM5cxhzSuSplNK3UTAYUSyAnyimBMrUUEJHSE0J4bDDpF6MC8uuSEoR3ss98asbAKqgFQtf5KHFlMUF93aOSoN1uSlRLGwP1ZI9J8d/XWKcvldGQnTBhN6O08IBZIHtgtYNS6L8bAqDbMZBiiX9luz8nlv123kOkyMlIaWD9fWwQSqkZHBNYl7k5tkTa6BSSCTdqNXFVkuQSut7UqWWUH7GNPgaVTtbIV+53UDev2w7EUywviC1kCSSTHuydi7YZP2MyAtJvlG5oPzdZAn8zP+Xtj9vkiNXEjzBnyrM3COCZGa+o6qne6dlRGZF5vt/ol2RnZbumq6qly+TZBzuBuj+oaoAzNyDSb6ascygu9sBw6HQ+/BiIY94/YaXmN822hcBnkgDXzogurZqBVaPOOca8BiKcTGQB0QeY4969I7XUpBu+JD6JfZPbKDSEFFMo9aFTdFJaSyMlE9IRFGJD1NWc5lawOnAJzyl0mfn3/RXxvSLjxvcUS+NyUnnRRxGfcNFOcsSUVZZwzbHdfU559T7LfYV7IpSfM70xcdfvS6FyL/ghh1PmWctgKPrID1FFmGc8PWpiC2hQ7hCecFy/U3dIVA+YvInjBfQq/dxO/l+Xl5ww+jJ9+QfHN9thOg8Q9Dteyl3gqeJbXOfvh95jv748ffxlnvP9H/G75lPYrp+LBLdYeBw380bZH+9v3PmoeYXyp3zR8+ZbH5i7nqUoUwK9jvHJBbtft/w7XN/uV0zf2YotVM4Tk+UzqjOzd5hAK0PYJ7CvSBwIxf8GB6MJpPBDEHNUmEweTdjgwFySgxoFEiyoThIpW1z5NeakLnvpG1upJCCFQ+Zq9UJh5Qo6iIR2pi5KSOywtoVqxeyALU1o1WHvWYtzrUwRGRqhEC14V3gobyTsDSFiu+hYlaoSlyfvfFlgoEEiNbvPS6CzHDaQ3DznTmX89v375YkG90ql57hsoMWL6wVivUeeixIrw3AWFODXpC6ezBl29kz71tPFSDT+GSepx84dvAq489yfNZh8Xg4aE7P9DZttLdDULmww7jle3KuleBz4LnpXYnfLY9pEU5P+d1aHfoQRC2ND+B7SaPjKiuiC6oljBDB+KUxYp7XKMQnNq9FrHdHOjPERp+iAKeHEMfODdAcXnB2aGOaB5rv3+7FkJRmgouOfGcEm/hLOox22Mx3YmToeMeqs+fcZNDbE4BpfDnt330oJj8BJ7Ytxls+g17Q9gGRJ0S/spRXTF3x3vPvSqNJRUujrBtGpUU4uTMQQPmCScW23xyGljOwUN+e3FvpdHEDxMkLbMnlAlulRWUG6hvY3708w+UMD1f48ILKCcojom68slqw60Kj0tbfoVXs7eJzulTSCAELqgIUqjTQK6UtSPPINLMKW8Ou5qkz14Kx0coLsj0glwWxC7Y8gzb0XJ3x0U9QF+yyYLxgy2+oXDmLoaa8vfyJVq/unKJXzBasKcXOKELVB9pyRpcVLQtN1GOuSphTTSmsjrlK4K/mEXjCB0xesfV/uPfWy5+RFvldC/AU3oH8Cu0NWf4Z9CNFHikpdMgFka/AV5QPSPvkyomzIDS0vYKEx1PD624UdU9H/SGA60CanvwjEulASzswD1y6v+ZH5w12jMnxnnxD0gUO+8TozhpTHxGL4Qn7+grQFT6SbY596o/EOyc83fkV3AvcRySJuIP3skPfpv4QefG7sXTP1HUl5uF5saRpbbonmT7r/enK2938xXVLmnyfP8yxyLR2AzMHb7RL5Dm9J+hWT8uUz93hGf8h/m1mROdPwA0bNt06A1KbxpGnv5emHxdh/nJIqtfRvExzGLMnE29xr+3gCZInys8xolAXiLDnh4BprQZPBcP7L/t63GAMUkbyftMJwkN9ClEcDh3R2772o+2dXlZyHHHdsp/Teu14STv00uKc9ufnOU+noDH3x2Pm+X702NP+gbpkanq0vR/zdOIW3f1Bd6b+pqK2Pze9+043d83K9Nnn/baP3WB0iG5NNnUHbelIspuSw+RL4LRsc2anen9ukMK9lvYPzqTjONBbVLfDBuPjyHONuZk6v0dv87zKYSzHd3wPapNr4NEnXHmd9Rdal99BkPIZV77/BPYBNwx8BHsFe3Zlql1crF1c0SomjiqqeIobeXG5VF4Zhg8FjWLQNfaVbBlojNmC2BPYirG5zOB5Jt2ruxIK2EpP0Sa4x7M0XJlmPi4D2hnPQx6pUtJwkYp0JVIUv2Bc3QggoWA1DSPLC9RKpoBy/jUiP6LWnOOCkNezdkQLjJLyevCNljy/bD4vLTzDVUDP3ld78QhaewS5YutLiAxRc1EyqsINHl05p8ljOH40+4IXy3W+WbU4Ca3xvCy48v6KyBewE8gDriWOqJmMKiE80dMIkwW8f+iwAGpfB7VQVksFicwL1iIqQH2+bMG9m125Lpl+N8RF2xL3R2Fm9U1o5kYxTUPJ8gZau1Nb1pPrtRE0ndqMdI6z7tgVyt5mkZgg9DhKjCcU/+3N7ytucNIwGkk4cYptrqNp7tyjJKhM9UbK6uiwQaaIstY87ZcZsjlPqeIykpWgtc0d6KQ6vNnS4gVRk6CsoCtwwa4bog/hlKQR0fFG480V7+Xk+qULOzKmaogqup683+sFiqGha3IjhLijUivRJ1eYNymeLWwTKhW00dLYt23o2xtmnjlh9hR3GlAdb/xo1HSiX3Pv+17nRd/ciJAp0OzPwC9oMWT5gvCK8AWRPyH6n6IvF7wWYUY+XcgUW16n4zRgHMPkBaNhrCgPmL1CveBOXw+BFy944esnBK9P4LD24GtX3Hgh9QuYuLFBBCmuQxB1hzGzNdb+fwCvmP1ML/gsONxRI+LKjaCOm1bgEeHviH0mnfSw1aMQ7IS1jw6M+uLDy8LWC47TMhtLbY7zioB6ZJOTs+J7USrCK8iKyTn2wlcwQ23BuND0xcOMKghXbPkfgKHm9MrCmOrpgw1PCVfxOhqh02QbKZHlN2z5DO2JZk9oLWj9APoTpn/G5DfQ3x0HXR9AN2z56msop+/yj/thI8Qg+rcMwQ2vdofoJ+OzC7ufmrrH5t/jGW75uCnFzTt93z0zN36H80jWVHqnDwzkgT8+iAej7xNveHS82L3WDp+3r/g+cjX4qd3R+aNd+3IHSGS3vHM/h1Nd3GDexm3aJ9lFiNzt4o/S3qknfSwAXUE6mb1CWTwU0wPxph7ZZE6KlJZ/c6FNlF7MWAWr6oaKFgS8K3GdAe2epO2KtRr4P9MvhdGhWTA10yf56aPawe9RGuwCbCCwoyDAQajeQaRNTc4+ahkhcZC0Zp4eBqGYF3QSPhJKfb/rYYFHGpv9/swxHUBhjiCI98oUxTKPx28RegRAKIwHnB930H/g6Hs41sndt8e7e5+E9BKZBjV14cgEyGE941mZnu1t6TTnDu8O3/Omd/gdSPLO+GXAU3osZb51v2TxJ91JIb1OOz4kEdse6qz7QqeyK5VuuTcluhChvKFUT2WJdY/NxhjnoBtjfHk2fts8t3t4zgLcQ+F3by1yLGV/blYUGgwjlE3PjLZG9NX3Hg2Tz4Ai5THe74WfvYaBuldXfXHGvDxgdkG4QPGCzKLNjZxCFCyusEUuVQ0BVp9cmba4sKESIZfXim2u3JbSoHoBL11OsCwu27TV712f0YhckCrYVT1iYD1hhOObRZi51QnywnhSv0Tos7/boxIeker0oqQxsaTXifdVtLjhookzeFyR7eoyR8Bgi0giXd/wwl1PztiZYNa8cLVWNxI03BhTTrC4N6IsBV1O7h1jAvWK1Cs93NZgiz3qEOCMIroh+t+BS3j7gaxvCAuszgirvSBNMf6zr7M8ASFsqLrDl4GJR6fIoujy5imwzl53Q6thdoH2m8/H8hOIucfRj9LSDsf50w5oYt47/Y7dNRHZvXdXUHT/8Df7sUPVc/d2t804ZsKNgZeGbji+6F5JPZ7ZK3p3qX7CGDMbPQf1CNxEprAh0NvAWwO/yI78zf64N1MU/T/O9owqd6lisuHdesvhw7q9e9+uTOsucU98H6c7z2SdLxivd6cV+XHeTe5+vXPLzATL4eYDvt2t+R7onCedgOTYRMxlOjrsmpKxTntjiD83IhFmKD32NaFsotvz+e7gMcFGp937vdjvNTm0MXDRPAtJJ9OY1P03etcEplRcu4HPDU0/bhxJ+kR1IB/338EjvjWsX77rwTY/P73rHz6yyQNI3Vun3Tx845XdkNrX6v07pwXcrdHNMzdtHDsud+S2Y4MTXB7w47ygxyiam9eL3J3+Izu766Htzw4u/7gv7xzvXLY7MPQukUu8u5sk213qTx7bsJsvfwxxJdIv2dtumd1Dt+KyoeLeDh5R6e+NFEBtc31rjxRIHB/e+Kh7gaOIra5gb1FPLRRW/ntEIPuObHju8a84f7zCFgrwtD1HmxLero78rtHfaE/X6K+nRPKUQgL6GahYnEeXQUutAQ+IuMdypg7xVCJAO0Gmn8lnvDiF96FtvlbuITImtUeBZ/rbt/HdLJTvTrPTKcT7svb+u2e1unFCFv9uYFHDwuUQQ/D88lavoURfgu6veFoojxIxM3dqxMj0oz4H5oYWLrheIKJWCLd1rsBzjCuiL8j89d9/dFkqi1iY+fu6wt+LT4tNMlGkXMIC1uyCO4PtHSrQjFAJGcBwWFLr43UcWsLIFLimhINmE6SJ23Y0oy5CsV/ccc6jQHIrNp8zw40ZmVIKJ1rW32mk4ckyZQ0pv3qdC3c+LUjMhY8niHnzPagt3lUcX/g+w583Yu3Mo/lxAwyN8JM0umKfSFVs5kWEZXG8gICuCIvvURqcthCxXcbWUlAFXRtShLKeEBVKWfz6GtEcWwErXsTcGjVmoF2sR5eIuCyWq+64RnZOkDmHhvWomB+Ctxbe+BHRZVGjw1ufomLaG9jvgQdPCFdEIuKrvgZ8XsDe0IxmyfUJOiVp4NQr3cnY3Omw4UXHTYq3KxfnYzjHumRhdt/vphXBkFoQVkQinZx6VJj0FN0FWCjyEH7On8DOSOBvsUh3Fk6T/i4FW1FZwxgRSnz7BccRr9528m4RsTV8JMPZya7QIuoqtrHj2hWv/3j1jAAtonqCUffzLxGVFH92df4cT/kk8uJGR/nQsUbis5hI70ca+SKdl0mkwpMzSMHsIUSiFTVPze2Z7y94xMcr3Ylr8f3YI3ja+l0w9v2FqbuX9PH8+BykfzAjMx90ZMaOPGy/Lv5rV1n7DneQW22on/cM38wkHRnAHUM2vWDP6nc42j3bx3XUP9455F4fZokBnwfBDVgdWIDMbT+TqcT7R37qyLr277c87e6mI0rqazH1zc/bYRIn5nYen43n8/fN+v5DssVBgthx4iXocR0QEPM7FKDJSQ+GfLDL7sXScOuoBXPiyqewkIsgkp4ak6fllKLIokiQxQT01EvNIyDAjRK+eG3M1azYTriYFaYWm7tvmularstNuIlbPb3P8w7JtY1RmNDztgWwDwHX205hvAufJOPrc7Bb59nby4KJiP4cxLEYTy5WtJFCco6xK7ozIiLnSPbtTJtdqNGO9pX+h47uEeZt+9TnmMIAkcKPjb7ut1jMpWQ/Ulm973+PgMnw3g4H9Latt9emtiamvc+LUztnPDu0TvhHwivTf2fUg0edmntrSGPUipAO8748Fka83mB40WQOxakPfRgZhZMtRW7CYISHN7Ye5mO6J+Ew56cjuKTuk2Fm9/Ygc3Jlr1xzfGFdIJoRusX4Q0hpMzM81jWvW/T6xzXCDeNXkIYu/4TIA1av0K5wenWC//wVe3uG8y/u+S6G2StaoCwuGFXD+amngtQGb+4tZ/IMcsLKf/V0W+vFFVQXZ4DqxQLVXD1EFS9sVU5PyHJGXgS2B6xUbPmMqLK0glwEe/Zw1nb6CZZKeXgGq+j2xb2xzItCS+T0lc0LXbUQTuX8Tx5NsV0Raw5/stDWEltPw2CisAhmG7a9InZFrhfUlFVPmCjXWLty8lBQ6kfMhGqCWEVPlcU2ttfNDcKnX+D06GmSSkXWgiwP4UVicL3A5YsLYGrUJtREcrHtbFkRfUGW/y9iG+31BCzowwsiZ9ryC8iCWkPrldr+N8w+IXp1AULekHJFW2OhYfZA4xOyfEXPn7H1A+38s4+3Pjsz//Y/UX1gXdxgtdXrN/mPe0eH06PSafqV3rASNHSg6dhTyYd0rLTjUjimSPL3xplZ+d/5Gxm4dLwRxy103GrdeOq4KtvsBlWI8PkDn5HIK7/2vklXsklLT3DH7w67YWxpGbU1KfAl8u0KTuvTYLljwiZ62D/nuZp+2XT/bnKit9LmFbppZzRyPLVnxnLciR2dL4lWO+lp3Zixa9XuvuG7jnvxC4OOTHwb7Piq/QMc5tCY50GmNX4Ptv32yVB/YEyTzgwaPXieXJPZsHWTemj2SB8v3PXT4TNfPvbT6HzCc6zTbMGaAGbICmMfhXjZey1xg3/3vTH44jYanMOix4ROszn6Oh+dk056PAPO7sj5mb4f5sb33KDR9gf0dBKv7zU38Yvs+blpOP13S6QxeLYdnps3Sedzxsh2gTLv7pJ7+7u3sOf7jjDBNHU7Xn3qZz4wiwtzA4ch9FPpmOLM2OFagnqs84EF2u1Fm/o4sAvdsnCEi3ttzEc21gNe4wWzMk0GzRjy33H+7wLkt958/9CoyXT9gqcFOmEqeD2DCjxAKL3AixqbmhsIKoO/KMCq06K5AtZE/bwtUCOtUo20leUFLw56jrlI1WSsS311pZn9BPYINYqinizY7YKwYFVC2Z4K/gKhvEJWh4Ua81uiuLL8iiu7/4wruiIqAwnZNtN5rN53XtwBpgH1AWTr6X/EygTu5g43UpAoxG25furR392JBbCo/ehlNyI9cgeOGhEaT3iu8wumb56epzzFSkctuubKOFd8bhhfgStSXwFDVo98wP7iRhT9Da+1Fqk2AY/eD8WuNbDNvc214d7ZikeRrD4G+ez9lEzRlU5H339YeGGrReSMpVI/cthLRRKnN4c904g6F/G53iJ9jq2+YzSQQfEoGKlOm7QG/SmhACaVxBFx0MTXaHH+XC5MOLT63GoZG6xVdHNHjnTQlObFjGlPsQ88VZK1MAaVqXYIDVtc9izN4cg81ykZUSNSEas+ppKGhJOn7EqYDg/0VhJ+HYaU8ArXk1PNqJcumoWpp+hnPUG9IPUCegoP9jB2teJ1McoVOV8RVYqcEVFKFFeW8xUtwrp+QHVhLU8eZfP05rn12wpNseq8WW1Ga3CVWOetonqhVoVaEBFqWaEZ2px3bbhM3nY1Vd7Hg3eAjZGqy73vyTRM6YQZUS3w6nvHIoWbCkUjMqd+cfhsr2AbStQciSLeSJKfyIpRIqVwTZ3Z1SOVVBzvlOq4q56hnVCeoT3TxA243QjRDK1hbNTiuLi4oTgjhXwvrx33VK0Yl7CNGNSviL2QWVSsFocXeaBHwMsLcELsnx3f8ozXpHilFwufjRCbp3GXFhFEzQ0MktFV5Qw8YfUr1i5o6EwyA0yzi/dHhaZuQBC9YLbQLCJC9DNIofGTz5U+u3GqnfBomTVEwBLz/8XXVp4wPuCRKeLRHO2xU3KkhlElxm14u1KCbtkYRw0c+AfH9xsh7pywb1w8ihDffD4OeedXZ4Q6p3u4du84MmVzWo14MvlP7ggSsy71+C6ZLnSeV4bv7zsD+uaRfOVQ4h1HOsbU27ZpjBNzuZMB7gmNMvHTh77enM9GvjGWmae/ua/3zfbGih8+/A17nn2soHdx+j0Jo7eIdygTBcHzQ9IZW2lO6JsoUsUNe0AWxhxqXdgJLa31CAffnFMkRHp2z6mY4h4/2v0JnAcshCf+PCbr144hKWMG7u20GYAngGCa5YPXYw/9niS4OQfxzW6JPTvvtNtjCuNOb9SdkkoC7ndmzWlk0ziCidmFGfc5+pHjfl/3hjid+in9fEdRd56e2x6y5jzXOa8pSI2x7ROV3FvT+XfOtx5mK7+mQChkerH8G5ElQfSOsHJQ1PSWxQ0QNgYW6+91B/Z4yXo7e5hPgSKYjwP89ZnpCG//d5OGpNfZsHGOMed778GBR/ZgnPvL3uHfcj6mffhD8CaU9sGf1oYX0ruAXcLTKwQAfXRPsyZIU/fwiGJ3znStSJOIFm1RG8K8RkKk/PG0q6/uIaGPsBZULo6bVvP3X8PgcmloWDbsdEZaFGaTGiGXBc4V9Iosb+nKD6y08pEs1Oj4yoXOUhSK0MoHLAufp8eTNU9/RHFjA41mC81OSK2IXBmF6gQX4gqtnTEKrb65Q04J7zRbwRyfOFZ4AF3Q1b1smnohRMGLgLEZVr+ChiJAxEN17UK9vnr4N4+D6Rbw/XUC/TPYhiyBw60BF8r2G8gStVY8LBgz2MLrcRHQgumJas5MFtkiBa57pGgIZVIE4YQsf0J5YOHPTsOWX5kj/X4E7rChqLyl27lngraNp/j2iXHsMdL8gE178M49E/6XxLcyqG6ipVnhfHvvuJA1b6aR7+7vvNfkYWdkKHSyBoOupzfU3gE38UfgiY67J7yym5kDjTseO1Iea3Ck+bvRTC9JUvIOye3RErOVpr/P9/Ht4/fX7IeOThzntRh0fVDGfW93DdzwGaOd/dP7vu7O35l+mR8bS7lrY5gU9nTRu3Scmx2XeGyIII597fcRFrct7fiEPqLR8T7+KRpnkGI7tDg1ZQ7re8PD9OUmenDccuQ4Duak3fjvB9Ac1rYT6Pdo7e1xz7C168TxNfde3zt8nHu7c//9Nb15xff0f4a7w4Dl3vNy5/sMd52NkQk8k08fz822L2x+l/XtMb/G9pcnUPlGJw97aLQ1tbib5nFuj1IPDeycnO6+eTw8t/UePNygm+9YOIOuXNEscJoDbri1IZXYcX8LL3nB9c4Fej580nku+B8RsA14wb17nx02m/PomavfIrrBXx3vTaV9l8ucx2Lbpi1muLEkj/DKtwk4Ii2T2YbQwkN2waM93vC0VILxEGONtFTgz4pgdur8oquaIm++uHe4O1JLjCecfdLQnhkDsPCOJ/BleB1rCTasdeC3PvbInS7xZwu2Bb2Ta7S9uWxiaXyJfFadXmd0SHUnGnvwOWLD2DDJWgx5fy6s0lMMpXOfRcRD9/LP7f4P8G2SMp3EXg15yTY8ddfUnbguLVLPmIAtPZKAlnAbzoot6zhmNE9cl9VhMuVCM6zV4cFNdVlEiqcQFUI2kZEKW53Ht8yTZMqIgA/+THJMONzQetSZyILJ4l1SL4orGTlkMZfqde2Gc2im7Q0YWeL80r2IfKJyHjR5vtANlTCWRVqqjlAaHiEgKywRuaSGRKpUwaMdKDVqQChSVhRFpfg0ncWNEOcFLQvnVSgq6NM5goROYErdKq01tq1SQ5d9NWiy0OTsUm9VmqRsFojdGrTiXEgJgLOpjs13Ho4vmu8BwnmMgnBiQmRjbkQxVUQbpq9udM36OZn+TB9wh5owjnUWY/PxGLgD2hmxFnVELngtnNnxchvjkTUMkr4nrV4RzIsrB2EUUUTPPieiAYMEzLzhqamvvmfwqCzhd2/eMnop0n6JO4t61NEVwYtsOx75CbjQzeJdZ5LOkDX2UdRZyPoTehn0wzbginDxubKoTRNpoBxPTmtpKbV4ZJvox5BjF0inXBn3WvcJ9bVp7YyIpz72aI6CG2k8000aawbTMKL8PH1ZjitkddTx/ncwct9thGj4u113OhjGZG66r/WB+TgyABIXO7/J4RqDP5rlrHsC7d777rYd3xczUzTYoFsGSHq/JZgdOdw2r2M/Fx0LtD0cNuJ+O95/+O1zGkAq+zslAGDwZ3bTn7y2C5edz+eoj4LX9PPIz70nBnahvy//aHA31qlxxy+hFj5OwA8drqJKDzFJD4Td4JJZyX+iUwel5Uhz4MVXcwCGE7kmLcbjO1VajFu3jtBycHIYpYV3govWs8GhBdy34K9mhdWYtBxOX/sd5x+z3sPtFPeGCY+M8MruEQO7IwW7wUyM9+bPWQhLwhJUd5q/cf/0xWxan9lrcO9ROHZ+5sWckcMENOI7NfkJb13ny53uWTIqJAM1M3f3MM0fHNHnNBR1KjmPOWFPCAI/GEzv7R5H3YvGsByzTThN0jg2/p12MdNLQ3kyr7UxW54HnCQOTAY2JlUFz7uZhahLMINRtC0igsZ2cmZytJsf7ncx1FTJaOb4HeZEjJ5LdoIlJ3YadzqT7/Pinhy3UydBiKYQyXwnEntadnvAZFq/ZJ57KLbShePJs3Csi3XmzmymIdNe6xqrH4AzQKxQ6s9ghevyN5p89fQ9dkXqBUGp/ALLT3hxLkGvhXJdMX3GymdsOdNOK6V6dqEmxlbe3Jum/hlhRduCyEZ7+x2Tij5+QNYzevL0RlWbx5tc3BCxXBqFSntcsYcFuTbKxVB5RvQVOyvtdEECV2KF1k4gZ2z5K8JG0c/QKvbsSq6yCBTl+vALVk7oc0OuPneNiqRHk72AXaj2J6p9YLGvrPUF0+ZFqcOAYbZQtyeaCbU9+3KefF21ncGEEoJU1Y+YwOnhglLZ9A2TN8T+irQP2OUztF+xhzN2XimloHxge7tyfX1GVVlUMRVscVjQZsAT6H8Frsjpd/c0u3yFeqG0Z4SCPvxviDyh9tmZ48tPIGfkSZF1pdkT1R44lb+z2N/deU6dKRRzwcIWRcsTqzwg7Yll+y8gL7Tzv4G8/QjE0f2nE1cNlDJopTDhasYePDILk9fseMPEDMzMyIRDZ+Ox2/ZtKNAIXqMj+TD8p0FapZOmQX+HILt7lhEKP9ir3Kt66B/9OafjTrcHtmojIK85jrfOv4VQbU6zOgXqNM2mqRqRG7uAxz7vB/yfBqGWY26HOUy+YKI5M8NlB065R2LGPCKDf0t6l32K+Ul6/q7S91tH8GcpN3QTRzYVc2Q22jfbw0NasAcdTV5gponZ3uG58QrGzA74837dGVeH1WwjHVAS6iZYjZfI7mGZ30QHHiTYJOFmOm+UrDN8jo0qh/6OvqRn9BQJMbEPwyBhnf9IR5Ie5bcznAlH1/ddVMaOL9r3aO519rDvtINxbsgItrtu8013XzPB+gHV3OvTzLfs5ZhbXDcPS8i9MPVZDvd1tuHQlwlmeh/mpTd2Xdu99N45JnjeGaXoSHH0Sfa3xfd9ZoMxrrkbOV4J4X9ebss2u9La5uHeOWQCFZ/8mzqNh90DEws3QP8wF9MNu2v7Tsju3kMbMQffY3/Iteo85uK8M0kvIu889hPwAVd0Ccbfgd/cg1zdM9cV+1d3OiHypEsoV8UwvoBseCokgfpXvOho9CW9zPWE44RnIAurXkDOwAPUq9f26kV6H4BPMfhU3IUSvlZgC+9eLzxrYog8BuC8+Z/UMNr/rxi/dJ4N3vBCzlEgW14Rvbqy3z6BvID8NhalqUcawKBLXamUfP0K0rDm6XLQJ/c45w2JOfO2Glbf/DdeVFXkzSMCNk8p6l7tzZ/Dvc29KOs5xheGHxbEllCoNWg/uxex/ptHeEQ0gFUL2p4KylDChoMQLQrkWkHaQsr/YHh9xD/2FJ4P7dEIGTFSMTa0XRDbwNYOFy6SempXSWWnrJ7nvjVkcwcnLV53wGUzwfSMiaApT0W++L4B2gvKNsTitiFaMXmAUsJI0bwumoVz05JhBc7EeFQG4VXuXtciEeUuDWlZ/86dikx/RuSE6AJiqASf1QiFau6fFnDuDlLU1BMpnItHqSwXaAvy4sWMu/5gWf05C2WweiS21aWnyjGxiK4osC7u/a1Xj4BpG1qvaFnR1aCE81Ap6HpGUUpTdIHlaaWsyvnhxFKUp0dhWWB9eELL4vUnRLlc3ti2jbc3uG4atSygljPb5eS4SARTrzHjvHSjBd5BMio5POx/IBLCxQHn/VR9zytRs6WtQS8yY0Hw0qGcNnVvfLPYs7Zi9gGRBcojxpXG74gZJXRw1a4B04rZwkLUFLCvjlPEUw/DEkXfwbNeFEQf6caFZhE9Jtji+E3DQKD6U9DHi3drM2AD/QoCxV4dxPkTXqz6b73/aTAQWbGIwPd0ea+IrCGXPCH2J4yXSJG84YZPCZnUaOqp/NzIoiA/O12wf8d4w+v+vQEviL5Ck24fdrVTRjxF5EFgBsxQXrwP5c8O01yAa0Q74Z8mUcpIcGNXcSOLbUj5n3htm5VmBSPqoNhC4+y4h4rI2VMC1w3Z3pxOyQsetebF2dGMlvv28f01ISbAfO+3MDEN7zxw9Lq7p7OZeRI7nussLV3W+HbE7lGkCyZ+1+kjH3S7UWfZYG5V5ud3jO3MzLGbh+TdhiPU3U7czN3x3feucbjnPcbwaKh4r62d8HaPAZyiNnb9mjow+OW895sL9s4xrPNjHee/W5OU3c7CbnSZmsURqTMOu1ZaDmAIvs58j3Z3Ql13P4gIiLyehggy9Ykd5n7M3G5mdkLq5C/YYUbijHAc19iMxjxHeyjKvs/vvgdJMJTlM3xLP3+EonnHceifr1UoEcyZTukbeYwvIy/Suy+vjYiM7FrOZz67j0m6P65vHJazfR9u+k/rN99rovft9v1zugG/1hVH9zDszR5MSCjj/LvDO0hxOy/jyQMFmYyvB5ialvHoBTpuiHRb0vrv7PuslBu5uqNIGi3tijG09ESe5l9iTx3ncTLgjGu38L3zFI/526/God0Jrw2jGgdCM90zv/cHUZsRMqUJXGPmSzDbtbmQQxB4qUh6GmiE3NqK1eL5f4N587y9n0DUU8d2LCM0Tc8H9yIpmevyWqI4tKdQQsMImoKiAVRaK9h1dQ8KLQGFYQhV9yJpzb1QRNw7xOQropVWBNPihtkqrrBv1YsKmhD5mIIBF6QKWq9IEVo5YRaF5aQgxXMPGytYQ+XVHxUDWWnlA7DQmheps809StpygtJArghbKA08JYHJg6dKuFxotgT2bqhK7GP3onMvm4Aiax6STcPq4pEX6sY8MxeG3WGrwiqwFGdY5ez5lrkCoGxoMHfpxOV7pzpMqNerKFbQdqawgK7o8sBNwebvPQ6hida/D9w7LuT3GeZzD9iNLn/cccChTkD3VDnfbwM9zZRpRn/j7XO0g4TuLSO49s4IInsjxCgpI/sXdjIpY7/bwCQW5/f1nKZUVbFfMsVQdyaIi7MyezdJvQP3kMfow+jqEVdNU3t4NNd4+rrHd30J79H9pMnz2R/n3e5HBEztdD5nQMWef4BbABuDuTFqxGD3Tb5P/3eOJQMI9nfIPI65v7fj7P/Ksa2kpxlxON7R61714e1Xcz+Ht2PZb1VJkjn6eiMk7efajt08fL+zvb/zuBdVc9uY7L7IwCv7q/eaf7fN2xdPo8g9Pj+YAtmEj2awGs0caP10Q5/Rab6PY3u3vbing40cn53uleOjzqfI8bl3JuhGFptIge2+5PcJwoQh5+7CxY4DO54+jvzO3jj0dtQesqljxzbuHdPiH/q2A4vjlvuDw+wahrK8eQUr0FLBF8aJ7vG90esAsnrR3+SRmytNTRrdqQ7wtD9CT9Vj5wCp5JljAJlTPT2NYQ9L4SGf8pVNHuJikcteDwYA9SgCkXCay+ZqjFkzSjTqArTmBoj2Fu/yVJMmmX7XnEeyzYsOyxWKF8UW0ohCEtiBtxGfWyCdfSS4ZZ8vV3Z52pMzIq609fEo7lUdkSG24YYZ5+fcqdAVaymfS4evc0zd6t7AkUMekVjayEE/OTxmakb3HimRzz+M/BkdQUZW5OaOKJhvoLZvHjaMuoLAspCpqlwOUOfbs5+WcwfI4grafBZzmA5DvxewFlqygOmv0H0XfQzJ1WAaZRhG4Vufk8wEYa60T2dGUSQKhHeynt7h6YSXCkyNaJIS3udhpOo1TcJRzh3kCBwY0Sh65DtiQBI1VdSgtfAvs1AvhZOOqdcAbdYLeGd0dzrjuWwU+FDUUzRlOrOAp7C5kCl5ZFF0FZZ1YVmF03llWZTHD8J6Up4+nFnWtQcYvD4rl4uylMLbxeC6hUwotCaUWrGyRWRKc8WyFTwZ0xZrVGKlth+CN5nWuvPKlmk6MwLHwtN/CfiP9EJyAvsrPVKHinv1L5isGAvw4Duy47R0LKkBslmfYKRN8tRn8S5pYewwjIob2lIn4nDmKdtafC6xPg4bYoYm46Ov7gDaHCGpbZhc/H4++HhYulOO75mG1wD5NPhDa1g3AocTs60x7S7rucFBwwggSERMWTiQSKa6kqypsDmeldnV/Qq2IM3hzeuYeLSEWIF2DTwd+8miLVuwnW7m4vfZC0gYCgM3YsWLt1uMWyJCw67+jvrm661uaJLm62/dQfz/ZiPEYExsOJIxlEs3PMjM1ARPNoQw9saHmembm5gY4N19h983Gyuf6dyGI4yZMcvUTqkAGyzWge0NIpNCb/d+SQ8rDh4UMsjMjv2TqU/TvHQhcHrv0WgxeCnZEZ/3js4TymFdbJr36GDyd0cnqJwJSwQU/IQbVW3HE+503Uz96+ke7ohQP0R8BQ9lSmrARBGPMz0a97FOSu7MYSl05qMPXhKugwAFI+nMW3UlVPOCNkNeb6TH93ivdoauM89kNMTw/rG+yBnCGt7YGRmRytjs47wZZuLQC1B1wARp7NIaTflTbfetTdd13N61FWGk6UDRtTfQ52eMfQ+TCRAj0mTv1uRrKaGM3m/yEMiD6DkyjzxzO4/2GG9ErAw4i/uiR98hWxyOfCKYpvSksHiHTN784SXmPb7D9ECs4/FaujMFt5FRLGxOXC28q/o4okBUCMpyT/Eoc7+nfZG1TDSVdNYNEPmn6u0r3Fyjj3cwJMOLM/GWU4OOxcQL3CVDkTUfYjdgLT2SnBmo2dXw2hDLYnS2A+/AuLF/a+9DqE13uG70Owuuae9p4qqsuzOQ4W5C6bBoMzQlzAVTMD33jyjpLgZmxvqmlLogHx6RorTXF9r1Ag8vcPqKyIOHshZ3/2lNudYPnvuybRgLW4QtN55AKnZ+Bttom+/1Jo/unbG9gVygXFAxeH5ErifQj17nYfkd0Wf39qiKtaj4sS1YfcKWFU4PqFRELqBX2vqMtcb1rYZnyF8RKlL+FbMLdRVMF2r9i8to1zekXtBtQdpCXTwVgZwekVWRt4a+PmPLSn34BJdX5K0h5UQ5fcTaQuUE9kqRr4hU1mKYPPJa/gvGI7z5/HD5V+BC/fBIE0F5cYxxfUM2wU6P2PoR2/4Or7/TlgWWFeFKUWf8jBesXWjXr75nFsf1dt0ctuoHENDTxaHGPjmzXQxZ3pBzQXVB2wfEnqB8Afk7asX/9CNFPrkH2SbAC7J8ppQTy/IJWKF89OiZbfUIidOf8OKSP3DIHR4DZuLfqXgq0nP7J0abFXEyfzmmFdl9s96Wo494MnEasAsbZjJCdFIfOIn8ZKRRCuVux43pnBWegZo0TnAhBNn3WXA6bzLRZy9mmBEPrbrwXKW5x1/dvM+pdNAxqRkx0T3o+iDmiZ+Z1TjfJh4uL+2YprK/P+9JXJXne7qE6ZY7fOXAbflSo3tLH9y9bce4//FxAw19rIej86axpjfoeOJvjM67jfZTUyLz3e+8c1bAxMtmehn3yMSXJP+41xdLNG8BO6ONvRF/ZlgMY9Dh0dhEwfYEbzfK8f504rB+lz+lfaR+b7td37x/3rvYrru9Czbfm0BwAKJkySe+ce5Rft/NcFdwTvshf+8MnT9yTPDaabodXjxtp/lLf+XURt4v87iFWV6bXsaevx1w3PHlzC/PFlegZ9XJx3X/BpnOO+zMFxI1yvRbDg9yQCgEHzlgaCdvzzAYThijblcMaUIzHf3npO6WdZYN4kK//701HnMpAZA7XDi/3O48xnSPpFF5rOMOt+SA5wDq9w579S6IAQVPR3TyPPrt6grckFGkvNHam3vw2wnsIyavUF6gmec814qtLXDCClaR9gJWMPnkbZs7Wlh98esl29fwxv+Ie8DHvGfqmLbhqY8WUFfGmYQBwrbgJYNPr5G6aP2KUBEiomOL9i6R+uRxgSWU/VLcAaO+QvXCyLJEjS11pbvV6tEVzYtyo1sYOjQUZ4Q+3tyRBusR2tgHsOL0XUPhaRdUriAXzH7HeEHkZ0w+uMeunPGUIhesVY8CaJvPqSrWFowztA+A+D1ae8oi+Nnp9TUA7hSpn0rgkvYJsU/AFzwCNTdMGCrqCtczRnUFn57cYYYNyyLlUgLuM4vB9x7DOSxrSzrJUe/nUmhvG3bdwrN5wZ2BSp87k9UjGxRsFQ8cuLpewklrC+Wr8/qZi9ptLOZGNEulcGyYusCmmC40XVBSLst6BAW2VAY7jfK+OTySKbpyKwpQIl2YeP57KWfQk9cfMaPXYEnlcjEozSMkxOUP0xL75RKGkOZzhUenSEkjUDAfi4BqRJu0yDhm3Qs962v2TDAZfKGK1xU4IfKAccHsqxsxNjyaY7kgS6GcF8pJeTifWU6FD5/OrCfhT382Hs7Kn/7yifP5hCyvCBuff1Vevyq/fT3x9XV12FdDo56FckHqC1KNZo3GSmsrrihO4+YJrw3hUT4/coiGVkBDB1KveJHpV+DqMqHhRth2xp2yKtgHmvy/kPZ34L/5mrBhPND4iEVdFLFKa15U2pXW4MbFRs2UQJqpj34CO8PmkRCy/g7rF4/glytqC2pRaFnd4a2Vk9sPIwWXhtKe1XHNIpEmr/zm46l/wtqK2EvslyeXpUvUQSnPmL4h1wqbgD1S5CeEF7R9wbhi9e+OS0tEINkHPOLtV6cd5aPviRpG0PYFuGIhx6k0lEaTR5CPGF+AF5ATygmvX/MM9RHZTlhZXB6XjWZfECpav3ga4DIZsk2wGqnhELy+0FeEK2K/gV0wPmA8ehRYU1S80HpdwJYrUt+Q7RnbNlptiAZstwXZHoPOOu5veuZ7at78WCTExCseRKBvfz/KHO/IMXcdTCZmZne+f7f+79zOPspg4jHZf3nvfH71P7lz3zvtxo932ehZHjmcumnjIEBKvNdmQ8Q0P3ffk1/nyTsu3nyMF3Ez8XdecRBH7l57dw5+4Miohd7FHPysbJ7m/Qh4s0A0jA9DcSzZaHxmGHsynNavh4vqYX6GH5vt27dxLnuz2x/9x7cWhD0w3Ny/n9C9/2gIQDuhM1uQDlN/DEjDz28IG3fu6/Cd7536u3vFESD33+/3ZhambFr7/V78jwPcEZKDC9lhAtt1sCciShg8es3vjtFn/zWlMZrfKXJ46ogQjnM+zsl8HmX2vt1HM0zKPIl/+mf2wY06+dxQvowXiUwKfpxxGYrO3Cc2HpLpUq5nIqadYiWjiaDXDxjJ/27mdycoR1/uC7q2n893KdpYk4T7oSyb4XG+60cOQ6V5CPeqHt6/NCTym2Z6LJHi4eD1jNmG2RahrD4fapE7EsEoqJ0xwnRl4kIWIGV1AUU83Nk98QxbKl4k6w2h4Xl/L+ERpt6X4rAgzQXIFjmNxbyuhFQXrrzv7gUl4Ap3TjHF6sIZHo5uYjQN+FEbjh6bCzuyAMXxvOiClidEI9pDFNXoE2cXsk0wO3l/2cC++OIsPl7j4kK1uGHbi5GBlWsUhDOMkxcDq3j9DVlpLDTzuTVOPle6DY8r8/pBYiDXR6cZuKDe8VTaNO2N3CPIoxeqizBbuCLF60joslL0iaJnFvFxs3ruZi1BbTQ8AH8A3uaPPZzf0gHZXWP6nCnqt2B+j0t3nrcdVw58MNq7bXPoeIcSzlFU4qWBw9z4EPdqGFq7ESLWX26VeT78NEK0YYxo0CKFoiUtN6NZOh147RvPEx14K5VRMd6BD8cc3sx2IsXEkx1n3nqFv8cxzM2Nm2YkdUtnb3i1P+QP/5897r/++OLs/S2tvP/sEa7z24C3Tp5swNVdfiLhcP45Ub/5tv3cTu9LwEgafFgE263RvbHDjZDAHf5M5q8y4HAO256PZNVm2NlP37ePGzgf3Ut8Yt8CpF2/vvelt+/bn5pWfGY8Ov/xfnfut37H6eR4/+5ylw7ugtPu+/H3TbsDec54cHzewmdv7GBk6Wm74pKjnAMPbnQfoh6xM83bgE+7Yzw8jOUePtoNdP+0zefscNvd6b8FVK9L9Qc0yuzeo3duTaeq5EEvDC/zKZWQXbGWUZadORxbPvnU3q0wQlD6QnhR5oZH6DdXtkohNJu+aFEfIv+GwcfTVvbo0uTjI/XokAe87zmG5I3Smc7TrErncSAV0+nV33BeSJyvDKN9Oo8JuDJY0mO9YBK5+AO4PKWSYZnjXSLfvKY13mI8OU8e4eBjjbz91E5gvQ7dErCfRWHDJV2jVpi+YKY+pz2ljJC1xIYnsztDjTS/2vvuskakAMo1wBBxRa1rqcNbmC3ul8mpT7gR6//gGOzA2GiGeVcruMJ4mZiNVJzHmpm6MUjS4zoBU2KdslF3xvTxJuM6c4lhJZ3D3AVX1Ad8d1i2pEgj8n3IcBYG14kO9ulJg32Mw7YB3/2+5u+cgj5SVsc8GiedUiSNW+Jr4BnIbPKtjP2WcNYjYEJO6pEmBI+XeyWc8jpd90gJ5y8XPM1xpDaOWt2lKEtRTiflfFZ++rDw9Fj4p59PPD6c0ZPLXGdeeF6vVLnSZOPytnK9nrEN6lWwbXMjSLPxjh7x4TJYn+sWi/RDAJdwFHsw59sClkhnwagbkY6abe3Gzh6doOr7kC8TSWoR7TKci3zv+p6yWS/QI2naMEwKSNRpECmOS0wRO4VByedDAvG6bBqwibkBEnXjkSxoRgqEAaThtRApGf3iMEwadEU98iThqJk7CQZOc7AOIyCnaSx1coB0vCo2cI7lXKSzgmS0m0fGm53okWS5H1gRnvCIkMA7mQ4uVf1JjzLdHhtTfr/ox+rv0xK0PjIQtIj+yPoXGT2V6LOvT4k5zGilbx/fHwkx6OiIbJgUbUOQmRhIm8/TOZkj/7BzNJmuJTkdoaPTnkjuZ/ra748LOwbMxnskuzL3It7dxfm4lBFdGcmYuKYzE4frJC06HP3UhPdbwtdxnqZ52fFFOT87j8X4NB//XVbOpojHePeNg9C0Bgn3vbVOeayPtZON6UV91jsTdezl3Rn5jsNi00+eACTyz2JEQVxyHW5mdDAJw1twwJePxfp1vzM2ZysBupuzZBmFkcVtss5D9NO9InsCmv1HevXsw2Do3uu9RoU/1PM8B4BlzmlfHaO7e0bP/UEdG3Xn5Zce4f6CThw60EQ4WCemeVn6M34i352/JZZ9xgJT1AqQESN97pKx6czxtNbJkMxrR45x2nC2434Y0QR5fo7c+JFj8rbHYp4yVFB2793htnkM0rFh4KdpHYH0hswaEP3mqMFgfd0mOO7tTLAyeV/2HTgjG0nPjuFpKRK592VxpqWHtHp7PX1JzGni0W6C6co7CwIfzLyATkWoDMPMPYddcY4XmTLrQo1F2HfWlOimge5NOY03BJBe0KrfdkSgGW6YE5FwbtO9NoHdHM0035eF5l2RGZu8r/tdvdc95P+tQ6AUD8fUp5N7rNmviL2ip4Umii5nRFe2149sbx8p+oyUr6hVSniXiXz1WhAC2ANa/9rHLs3g+gIoKx+DYf93kI2tXGna4FMBNvTLV+QNhBeQK+260q4fkUejPJh7B5mwLSfackbsimxf3BuqfkJ1Q0+ejontDdqK8l8QE2qt0Coq/47JG6YPbLZ0r7myVnSpLte/KHpa0fOKqWFSKcuZon+mYdRqqMBpNWDF5BesCdvljJmg7Qq8ofUzQqU+njBVuL5gl0YpCyIfqaXQFkFOX5HlDWsfqfUXpF0o9Q1hRXWlmnLB0yupntHyip7/1WlOeYJWKBWkFsrzXxwGHxVK1NGw6iEvDVr5G6iyLD+j5T8hxXN/Wt1o9e/I8oQuH1n1kQf5M2U5sapHh+gH8b20edRJ3Z4mfPSdx+7+pNdMDMyg8Z1GMrsB0OnSYByOcD/TvQl/S+LUiT+YmJBd1GQaJ8TphsNJ8mRhXMAjHJBBW2QJo0MaGyI9lna8Fp9hQOpC2+yBnVs9oxebF8irpWLN0NoiIkIiQqL6ZzBXZhEp0ZVVTJ71qcgbv3dKmWBQu7KiDeSUaSOStO9YnZxrzfEkJzPR7+6N3eNQmDmHzuAeV7PfsI/8+r7DOo/V13Vc+iZ1Hjzl/tnhSJ60f9/KAK0cf4TG9+EF/zjBZhpnJOhmr/s08zrZF5Ggm7CLaOi802Qoi7UZhdST9udGCyVG8jRCP9/fbaP149t8PmQaV0JY0kgZz8lQOjv9nVORMOCEibsJvnoQ3Lj/6AQx9yr4hTka2IcxA+0ExFkpsU9zRuke294f3VCTcNHx1bymdx8cjXcF9DSeaXyjhX1b3TmpA9vEf3XWzXbrEughejiAf18DZwdt0/uYUsntwJhhjM1tKvMrp3dLX458/VjaWNcmfcsMWJnG10HS+vTtxrhb4+Oxh96errTD34zrprvfa+p4PmEMJho1tTXD3jcF9XcOPeOKd0/BCL8B2oO0c0GsvUR0QOQSnxWkNfZ/RFj6OixgHwHDyoOnarJnX4QWyq7lUwDAC24wCEKQ8klTT3uj1etnlXNEOhR3JDHDLApVh9xobHi6pKtP/dXz83fFsLlSVtYwDDSvo2DBr4t6Gk7RR5BTpBCtuEPFJYLsz3h0c443FP9b5vCPArZS8boKH32cEs4q0Ucn9gXZrmAe+ete/oKnOjF/3lbgEXekMZwxa6Arop+AN8T+J2IF236iw6spVh/xvfkGUaTVYSaKrbbV9QGt4emVXjF5BntEePRn5JVMQeNGiK9gJ2g/u4f2Eriulvsw+N6RspMRBh9oEumproZs5p7Pp5XWrli74ClMEw4/QLsil5cI3HCDipin1mqP7igkEQWikQ7L2tUdlaKQs+DKfdNwNBNPBaTaXN969ToKpuJFm636e6XiKV+Ejj2K70XNaP1evDcKo2cKq3ZBuHqtNC0DVUoD8ZStuqjrS6vLsm5kAtHV0aFJh+0mHrQCAXbWPFqHhsgZrNCiILfpM2il1QVjobSK1uqpZUvAcgtlv1QoDVsbyAmVj0hRd6IvwrLCchLWdeF8Xvj48cSHp8J//U8/8fPHlf/9P3/k09NK+XiCRfgf//I7v/3+yulfPrP++gLyAfTs6W1D+1tfr91pQgRUveizlYoZ1Gpe/L3+YPZ9w2VHA5PqhhW9YFaR9gHaGQkvfYlC8GYt9vIbUl9x5XWkk1sBLgj/Z8jVroew8giyUsQNZVIfnXtpzd+lGx5JcQ08GP0rUSdCPqL8gugzqr/j9W4+Bv6viFa0ZMqji7+DDwiKLtfg4/4prke6KfGIilYj+r24oSP3k9fpa3i6sRp7TL02B2GEbC22rSv1Heo3zAJ/kzzpB8cD9gK2wfJGk80j6JqCrIg+QXvD7AU3MnwKfGghzxewJ8TOjrv0b2ALtv3Fn18efEHtC9gb6P/l/dQnjOKGFBbUnkAeaLpiUjD7jLUvKA2tBqwOgxaRfGa0wEWWe5YHx1Pt7Q/5N/jhmhD3vbkPt+w+5XB6vu14bQgO95u8e2F3bmJbDvfe40XvMvQTA3jDDAp3+e7x3PzwngHqZ+Klx/HfJUXv3HtsFwajOM/V0co+j/fI5L47x3fP/QDhvHf8qKLOH2Jil4FJJTKdln7iD5raMc1+shu37RBfk8IGITTuPLX3ntepfDgy4cMDdJrx8KD8Zn93Xot/NG/T9QS2HXAdgPcIH2kgyYtHwP2BZUsFgQ932pM3ofY789i4ksJJf2YWzmT64/D9ODT5jnm7dxzX7v4u9dUZ8/zem/ZTPfp7g77mm2+8HA8338E1x3nxbzqdFug50lOREt/jPNOfAHOkhAQSdIZnKGw8JBW6l565R3AT/DNygs5FVfvc9bmYPYNv13TAif8NAXXa/LaHJRgRTWN+jK786HN8DzPauG6H53f9+w5K++4RnlPSoEWuS1Y8b29Fo3idiSK6UfSCFk+j5PVUKpkagIiK8KNis8Ju1qc1xvqauIDaophf1GhBVh+VKiyJCxSkYnqNNW/BwIdXhgKiqDz4+lOAgtgDoEh9wSMqnNn0gmKTN0faX23zHMSNWFsNw9mK5+x1YcbEaN0r1NMReNi8TMROfO76S0JYsIKxhJJ4c4a3+ryJbj29ANJo5sKxaAmnOo9e8e3kKRl8DxkiLQSvEs6FhjQPW+3eQ1JB/XltiqobBFVBrVHU0KVSxCilsBRhLSBLcyMNzYtjN3dq+w+B35HBOF7Lb3L//He/A9hzIKH4nhmzA/68x1clphg6u8RVTHgpjQzxOwpTZ8o590xLIwRdaTgrpB2nB45p4VUaxpvWlY/udemCVnh9dlyZjg2yi9B0tuAOp9tvOHAwB8ZsN/O2n9EDOxP9sFhi2T99+Hnsx94h6MBn/QPHzvXovXe/ezFpyujRe7rld4+O1u/M+eE1o58TXWFQ00EX50YGTRjK4D1Aj1cPfqa33C/GjAc+uSFLuea7tvaswMwt+pQNiprrsAeVuXG5uzYTOn0fDu6A9c31wzqMPv1jx5G366P+JozdNMKu04fn7rHQu2eP7NdN2zetTO+0CTAOG7gjuQMsyXi84650BIqLaci8N7wZiHox+LDq7eAlQcFGm3ac0yS1ObyjIec4TztEyO0aHa8fnz8M473jdmvbkYi909AfAY3Q+el+f3NFronzSwgj3Wz+bpAOc72duMdKLMll6m0ybTaxvCWeCUOIRXom3YIFHm06rYo87Kz0+gpAt2ZJFCQVC4/geRomuUwgoxH8VOA5GO/LiItIs9MB08LhCWOkoI3z3cveU9D2d/QBh6GnE6NMXZtewTGvZO7xrOuI0+UYI0Z4YAPmNS92y7mD03R4CiWhHZmEiyv+ujHexlii6Ouw2gVzZkv0MesiXEb/fySKVfx93l0b7zGjp72NAfXtZsJwVpvm3ggjCN3HSzInbrLI/RFjOFc6TO62UuKJrhtJuIk1wPld73dEF3SrXTaUjp15Kq9PETfAcKSLF3dYhjT4SlRvdr4PVEM2MiFTQKkIpqecpHhHyD+JQ9WNFjd4T9QL/Pbo/97p0c9W3Gmm4Cmscn/gHvYiDZXGUpRlXTifCw8PhZ8eTvz8cGJ58LRnXx9PtGvl8bxwXgtraRRtFKmeCjfohLPB3q5Y8qfqSxfj+aPIvdtDMAsv/uaAYuhEC1vM6TIRpIiUkIyUAK8DkUY5N5bKLoPJg7dhlw4HAphuna9OoxspY034yOegxThPU3/i9aIID0TusWg/edpztBl7tfsA+75XlkABxeXItkIzTAuCy3ithbORZV0Oxw/COca+BQ4KI5tExFvHQ+kkGjVV8H2TfYjNGmOKdHKcHbfLm883dZItFOSBHrEwOw71uhNZbP4ceNVii1g4dofRxNJZOec/ovHMoyjGvphp1UTEvwPkvj8SIj14u4dq8CbJ9PbOdM5lx5MK4QVLD2obUWyMv4EqB6Lr7UyIoDObMzMTTNiMIGX+Yge8B915OvvYIx8mXirx6dyo2CQIZ1+9wk2UTPCBiQyC0KKtriOZ1sqm9erbs49pzM28pjunpMOCd5xgY47n8cyC8e6w8b4xfwcRNqc96ej+cRIGbtuX0e8fPfraJUMS4Y49ZHB4Z4/ZyjCoEY61MwZk39MzNBcliEtXPkcqE7pAj9+TjwWDYpEkcNaDduKcBZey+x0BB2D1yID9zCeh7YWjdpOnMdUzdCTFPCrfBxD31exeqXmLxBtbzNW8GeZ39FWOX8kIjWOvXBKs1wvIjdR6C/5c7QxGb18YSHk3JRLrNEdbdE6Ijh1kmpMfOnIsyRDnKFOg2I/Pl0zpSuC+ZzOtB2NMA9NM8zD8fy1xR8DaruexqTsj0Lkjm64H403ObMBzejeJ4IVxFdHVFata3Es4PIa7kg6ZPolw1lTyFVRS5srzY66dgJmn7sGgZUHiKOxXzWEiQ/cki+4Z0mFPOyHsXiaWoeMBA3g7QWEG4s7JnOe9W+yndTVi7yVVmib7sH06eJl2PLorej2A4QcOg/LZv739GeqZWn5G5CPF/juFv7PJRzYeWZaNkz7TyjNt+UJrSmsLpRWW7SMuDF8xK9R2xRCq+bovD66ALc8eWmkPEcpeF3Qz7PqE1QeEhqjRtGHasPOKaUVN0LrQ5Jl6+juUJxb1vJG0f0J0Y1meMVkQ+V98KuQKsmD8yYsBNvcQ0/XRBQBd3RtQ1edRHR9q+4xuz1CeoDzidSqevBbF9RO2XLD1C0bjGoKK8IRqY1lfMIMt8oaafUDMKLgQ1SJUunF2Zs5+Q3mmvhWaLehypayuDKjVwMLTrXxgXc6INUp9QfRKoWCcMfsLYoaWfwWt1NVh1l5dgF50c08c+wCcoDzDemWtsFbCQ29h1VfWAusC6+mNdVk4nYxVK4/lDV03yvkZiqDns69nnaPufuzY8xJJzO/Ab+cf7PZyJwvJgCaNsXEeQboQGY91Qpj1lxK92fQ7v6dxgcm4QMdPFMdvEmm9SuSQLcXxWClpjFjIiAgYRork05Vk/NnxkNaMVt0Y1eqV1hoU9fzEl8BzHY/QPYo9MiI4iea4yVpjLwxmeDedtFpzvD4ijbsb7bQgg2ZMaDcnN9bFciUY3vqDAd7T6/2S3hpfd3fzvUfnTftrZTp/e+f4dctzDn5m5i2yn3a4dJzj/a+Z8/B0LZOLORkxkXzI/r3dGI/PqwTdlZlPkfHcziix697gJ7wrbeLRxvhyDkdUQdwL7EOzwYKP2hn3bexHCbjM/vSIXJmibvNJO8JI8r/5zG5Sx9e+FK1zToN47qYy4BgObBKD5/wPHBKduWWixsumsAVnp+b1SP4pvk19Hn2cmoymRjQ2/Xnm8c2shXRIuunhHv/l7Ykb4zN1d2kYK/v79++K95v0IVgTV6okLznjIXIcse7iMLAP8p4GdBwbhxWUO8+F3Nbpxf4mhrIobp95tLsgYhPoBPQdcFh3trpx8rE77R2OFp7Piu+ZVChsiztylMXpUVtCbjSnC9ULekIq0ArYGene5Q2xf8edGs5uxF4iiqGa09VtBU6Yfgx88N+AV+TU0LJglzPuhfrqyrv6FXgDPuH1JVxB6Dz/AqzQzq63OL/6+OrJ3cQ3V+xbiTVfr96n7eRoqrsji48vfFhoD4g9eI2JuiE8ute0PIP85kuigK3QHjCpoM9gV0TeYhmCz9e/+3WeovGIxiirr1N7jjl9xDiBvSHtEnh2wQ0bNeY0iubWX3259UQ3DnS4EygRUdEuQIX6EVjd411Bln9D+ILxiEc3FGiPyLrCSSMi2L3/jVfEztD+KQa9gL0g8qv/1p+hK1e/77Ao6u3B4DH3YpheaXpBOaN1RVrzbDWmYCutCLZcHY7qk0ezbAUviuuRKKmPy4K5VnwzqzYk02xt6qVLAl1geNYilcjA1RxvlRbRWGvA+wVYMItIExV38onUpJjPL2vggRr7wlYfr25ehBhv30VRpcmC6YJHy1RE3SlcVkXOK2LmqWjNI3S8MPlX3Lv8J99fzXww24JZpS0XR3znAI2whUnQSc+/vyBbQ1tDcGOez8mGNEG3B2QRKBssnmpXtKD2iDZB5YoWOJ1XHs5nPn4s/Pxp4b/89IG/Pj1wevJUtPK68VgKf/984fV14/l346s0LrxQ2ldfP/X5XArUhufqbzh8YpRQTdSiP6R7c/3F2cnCNQrW68mdx+SClDeHX3vA0+OursyXDVe0ezpaW07AlWZfEStIVYQNKV8xOWHyn4Mm/X/w6KWffX6XZ1/T9lN4+LucaOUCuiGbuR6/XJHyFTgh/CVqIeBrKIZwQttP3q/lV5f/ZcMLO/8FQRD7V4QLtnoEj7Z0XPsAKBWhicB2hu2CtRO0E9W+Yu0zsPl+r1DMUy9t8hPGhpUvsWGi1oJFcfusKdPOPt/bCc8IcXaYCiOCyTMmb8ATJk8YP2H8jNq/ssjvmFS3ezTDasPkjOp/DVq8BVx6Kq00Nov8s7etJ99f9hWzK625cUHM97Tvv0/0mryJU+2KWdSMZAlGJIwpqVstgSD+4PixwtTvfb/znnuvnviU5IW+8b757n2Dt+waN8zPvUMO93Vn2AOfePNdjo3sol2dmQ/rsARfO4eopgCoychNw9nxs3t+694o747pJqT13rjny0Jnko9rcjz212TfznvHzQ37EfywF9ttE4NvmJjNPgnHwfRn95vivW5kzY3D2XgoFynbSmVBUuS+sjtB8KYdDLuZiPdW4d4tMuDr2Pq0vvfaHmtu81Px4LHP4+5c/X3T827M6IUuMfX25XDv7Vd5Z+iy+9i1bXvovH3uHwG04/MDZvr4QrCR3X3zk8cdzJ3ff3T+/vFtb4bZC3PuW/wJpIVdmA0NocSbvIhHW3neYcNToBRUSji6pMIm7t1hGwukl8Kap24yG4aasXejj7t0IAdK0yOMGIB+wFC2e86m6/77/vwdzhkMa7X3aQdhEkLhrv3v2LvvHenxJtfplemZMJnmNIyo6pEAIqsrVHt9hlCuGtDc40PVGQRR90yxFIoboYCNQqYpQGhGwzQP89aGyGt4onhhPWlCFvYVkQjTnVNpuYeVFwYUzEK4lEswRYLI4gwpwvBokcH8rOoRBUSBvXZCWN2bRL3As9GwFgYhbb0dX0OfSG/DgCtChoO754qrHq9gF7CzG8poDqvdUBVGQvNCg5IFAS3GWdUVV2ZYi3epG63dyTBqbkikLqBCCYV4W6CWEBgrKgWVB7QYpcCyGOtaOZXCeTlRTsr6uHl49zk8eFriwR8CON4hkIdf30mPdr9t/0jfS9/fsx0vJ7J/R5IoJpzUP+cICL2NhCiRM5f9eRKPoT2100yOWmv+XAtYFUHD6N5KgdZQ9YgidxYID7HYY+5kPHkddzqZ0xtrKOzPh3ey/NE6TOR79/t4j7z380fp5D+I56Zj/8bb9u736B5d/dY7OtNA5wt7CzMDEt/t4Fcvt3OUyt571/L6eM/gVaSfmfsy07q8tx2AILrG4Ct8S43n9rRpemB3enAv++OIByYK+S14uoMz9slgj7xl/rTDo9+Kg/hHaerhuR3YxI8jnrr7rndgTca12zvkuCL3Hz9+GaASn0e42N+XeLA7aEvScxnnozfHbdB9NgxPK8GYjuN4dtBxIDUps3ZnxB9eLhuNfNfelnfue++lxzUe7cxQJ0x9/6MuRHTk8JQPL/zE+z0SFVLBIKLuDcs24fPs97TfZY0OzE4F+S6Lz5HOhlBUjfzsApFiZ0fEJq/tfl9GZlikOmIyKnQcZvGY00anuS34m/Q8Di/ZDmM2PtWib+lJGznGc+6FsK+HJ66sdO/pvA4Mb8sWdHR4DoMy5OwZKSeeSSV/erzGDS2jJ7LGY3hpp1ORlgmw3TN4rE2mUsnNFHNlSbZD1skxpNNcX59sq5AOY997WM5tpjdWf4nlhFncZeHcgJApjYxhaPbGIj1R4ouc5j53cSJrKiTsTOkhe6cygnPCPTk/wyieMKxYzoGNKGWZN+Hs0Nb3pe7OOzxKn2OPdo20myX+zGHYWlKoKHQc8i8inT9Pbb3Mzn2CK93JNMaJXzO62Tro7UBwypZhO9yQO8D5wmZGM2MziT9jM6OEUcjtIzb6w16CldxEgu9zdfllREbJnhz/EX67ORKvJA6aGthF9MY+gQ4vPjcVi/Rxoj6gnnKLWPsOsy7T+SsyMspANjeMsvozRjgLlOColOERXAJ8shZMzpdna3AnuVCkR1clcLQX7DhFVofIaBKLKhKyga5QYk+Jw5W7WiwID4hFJAheFN5xpxfDFlv2RFSWGF+sb1fkG2a161h8v6TDbUYgpEHb504iEqrjAbxt07newwxDE03ojg1jKWMB6fqC7iDjdMO3fKTT0jXWQeKZdJDR74K370/HZHtYzs5K7+xA0Te0fDoxj7ENWtf3cL8JOmKTw+l7PEgy6IO8W2fk0lm3Pz7RqiTJR6eWDALr+6nf37d9N2J4m6OBuXudTNkYUvr6tonxSz6kw+T0e7zj9reJeQDG1Mfd1Mj9Czv6zpj/gTr9cPDbs00+xgkBzYzpzZfD++V2+b7viInpO8U/ZSaWOZtdQAvPaNHwVqyk11pusB2E9X5GaJM4kuuM03Q9F8NDqEIxJeARAUlwUnFHFxpvDW+5ALmB4+c0nI6kbwj0cZJzPKH0Ta/Um7CXtp/Gzkhlm+lJn8hkZrZil0UDFkRhEI4Rcutj0alfObDs8Q6jJEAPIOvhkxHWnHPUJaZYg1wazWej/z00/PCePzxi3fO57vqVO0HGiHJup1DUmU2QLp3Fyhxw2vB8vN+/AQJyQKzTPBH4JyMgYm7mWg8Z4eDE+BRKurL/lIWdx3GGBYqHlqo6IddQ4KkWShQzEwlmPoiltc1xXBtGOrOGNc8tmd420udk9gAVMpTZhyg7+8NAQhFOvCPAM6yG9w6Lz58cBYd8JsMWYxnFPWccvkq/0ST3tfiY40JSGf9W+aFDFJaPmAqif4P2Gt5CC1tVaB8xPftvPbGVM8ozRS4UHtD2M83wWhAUhAfgGan/HVWlrD9BObHpR8yExlfENsrFPDL2fAYVCm8Ib6j8guojVa80raz8ymq/U3mg8YBsxnJ5gtMTlCdMX6mPn2mtIpsL2dbMIwEu7n2m/P8Q2dDy7Pth+RPIiaWGonb7ClwxW0EL8vQI6xNsj7A9IPYJuf6ClkJ5VPeEWz/QNqVeVtAXdPkXMKNdTm4MMPdwa0+AbujL70h7w4ugQZUHmhjr9pmlfkbqL4i5p10rhmxXRF5QoMiC2QW7/E+wFasfaGVF8dy37fnNQf/hjGhD9Yszt49nEGFTaCLo8sWzWy2fUH3CLh+o1w+cXn9ltS8s558pD79wWl95enjmfBI+PD1zPj3w6em/cHpo/PSnN4p6ftnGwgs/0XYRPN8Bcp2G3MGKLe6wGf8x8XrQGaDjwzLd2PFcR853mMLxbeDqYUhNPjmNoBLc19GIkMZT1QVRoSxRA6IsjqsWx2+lZMTXeL4LrGG40I4vg0ew5pEQzXHXdi0O65drGCeuWGtsAtaay0omToqaoZuPv7UDg2kTzt/Now3+yhKXB2Y7uotPLNju9OFVKbTZLgx48OwGIeQZWUz0LpeWvNYPMnCDVuqh5WR2k3cZgPWH1Fr2vRxTsX9ypENJyuy0eG+g2O+JpOciGR0XCrhjRKbO8xnGfNzpyNmjGG9X9OTv4xQO4RNaVzoMeuY8peEw5ZEbQ3kl/pR/nxY/9SPZkuBGaJeDY86DZwWG4iLh7cDb9z5Jj+NlRFsOTtlhd4bRA8BMhNx6D2XXzjj+ANiOgDIHDe3BnaTbOwPEJADN22kfTX94STdaHbs482Sj3Rmu9nx3wt3+mj8ScJlK4DE9e7xYDjgy2ORumE1ID5g2EyIo0CNTQ0wwA222Z/X73EnAUyovrM+tiQwd+W5SjmjtHq7bz0UwWeOd7x2Tgu9uO3cu5y1GwL7cuSbfeGce7YvzkfYay/oJY3Xv6nZ13qPn+Uvv9wXkFcoX4AnPqR01H1KprR+w8p+AN6T+C2Y1snU00FfHPQfPfWmPYB/gKrQt8XcoS1mAM1735RGWJ2jiKXfaG9SvwCvGF8RWhF8cPqIgs548/Ycs+FjeHn1NHi5Q3oIXFqT8FZEP2MU8haa8gVyRpWDy4B7tm2CsNPmAWIXt6jB0fnGcpGe8gOqHGFsaep4QarAVFROva0aL6AQKXTlqma6keD0MefN7eUB4QyIFktljAPwKUrHyFaF57nsyPVXByk+x3r/iURp/8fmsgYMXi3oGUQDWPmDb4nJPvbjDSQlFIK94LvUz8ADbP3tfy7nTiB85HIdfkGLuWKGFVlesFkQqJhseubDR5Izp2WF+s9BVbA4fi2tgJT3kt9gXS6y9eSpYr3URBhozuFzAGrKaO9pUhaphjzJHQA1X1BNpY20BNkR+w+xEs58QU9ROO36j6yoirZnUrP+XMvmEBGkUwZXbq8JJKbZQWKEsaFldKa8NWqNtnuq26hkxRTbBWqXJxXHhyfGjvqrjyFCqVzxv/rJ4Win0AnL1Pm7ep4Y7vxQVj4CqG9bUI4fM06eaVC/bogtb+8ilrjxfrsib8OvLB2wR/tvzC1+48qGeWYry69cXPj+/8vz2xuvlwrZttJapdmMPJNLWhhRfF0mhsAm2aTi0pWL/+w6nQytIiWjjFjBxda/7Jj0TVmvPWHsDfQB98j1RN4xnqv6K6EpZPiB1RcoTbnC4gCnSfgMWmv2TwyNf8IiKMJ613zDb0PYzIo/QVkROCA+InEGumFwcLBQ3kpa3kAEE562uIILKR5CK8uJ8kD77O8oJ5IzoTwgLqn9H7C3WERZ9xHQFefAC7vYF+OIRblUx+4Tj9ivWnjHbKDxjnJD2vwR/0zDboH32XVwiAsK+eP+KYpxGhFf56Dhje4DtCeQLyN+AZ+A3jCsWKbhUn2m2+l61iNJOkoEg9RwRQRW4OgoUpRcF13AQ5AQsDtPSkPqK2AvGGnTMcbOJ0k4/gcR6tg3qq+NKvkQfPsF3yKY/EAlhxxOdtZ/PJfAebvX7ZfCFM58wiwN/LHzcOTU/mPyeyO7WI/OXzyU6mxnAvLULC9P5FGlmw4bN9x6O5IXnfqSg2lMoHW5IuXPmm+frg4c+CFwy8WdzHw488XEqdjybHE4e+v79KOzO8R083n+4sZu0EvOn7YSsPCu7X9NZ20cr7PnlIRwOTw0Oi/XeYnDnnoTCdxjr+yfuHHYYzxEw9xCZDID1X8dd8w4g7CWp6ba5jZsdeGgmxNab1+zbuJtqDLpKIRXClmO1aVWF+2P45nFvDEflxv0x+a02IaWjpPpNKex+c3efOGIVOXxPpYgGnprOpaKNVPg5YzciIaw/s/MoFvcy6cYILWjJHLDxjihETebhlLrr5/3R2r2PvTibU/nNpTxSln/kmNKATGA09se9J+YrP44lvWjgBK+2YHbCPfcNIqTYHZHSeyoMSumFTyqEwnM/KJWSgkfrikafxqjhkcY9qWSeTZu8vKRZt7s4egt4MYFa8SKIm+9B0ehFepUFZrErzgS2cEYThjYFMm2en6p4CHfkEtYQvMP7jRQExKHJ0xksfdotjV5ZyLAbhP269FwZkX/UIn0ezpwNr0IFWbrOKsNtg4KDuWLZ3/UabaXrwtVhXy3G22hanSHWMMpaeK9YhpiDqHhdiNhby7Kwnk6czmcenh54eDQ+figsCkvx9FHFHmn2x4zeXbj7wxPQJ/YfJv7TntltlCNjc3wsYYQdHzZfmyMhbv+0GxxUEl+N34g4/lKNwoEahoyIlkgjBDbSMUVBTqkanmotDA+C1urbxATPeds6k+j8YWDt5N9uPLFv521Q5fciuG6P2yYzz/vhrvfebcd771z7YTiYH9w3Hqyw32V0Wn/vNf60HYDheNzjPbh9Jn8LN/fvHGzis3trJpru9NEHsHdCStwnQVoneGXyVO/bKg0dMfZIxdXTKHXCmMhIJlppvYc2C1kTHXPlTTQvDCXsjmezvaBwc7x3fuY9DqcPMsf9Fu6t8rGhbx3Htbpz+Zvw8iPHf6yN49PyjWu3D0uf6oSfORL1/ueIwOnPtoGHWuikmkFoqUggGd7Q7GHlzjZOudMv/RGCODZ2PLIf7zzyPcfx/veRyQ+v6IwR9lsmZcAW/NJk/Ly7RZz+5/5O46CjZn8gPUqF4rJORmCkY5O400RPdxb82wCOMGymuy/C5HZJ8nijpgLA6u+ZU00hcY/gHsbRv06DHcdZb18D33ktMx97GmRA0sGoe08uYzHM8GhV74s/tzEiRjLi1cc5qGTKCDqIbMedQq+DkOPp3r33AMMGou+RDxvOp8Y7ep50r8lmudD9Lw1BaYwKa6FBd3HNGhc/dAR0dJSd6yPRr4MTlCSMzvMRdET7zAWKjHnLv/CetYxknyM8jB4BPOhj0sAJd3TO5bAJDqnQss3u99IjamIPdNCS/iPnofvflYhltRKOJX6/LOI8mTWXKzTXMZ1YU3ISp70l1yeym4gESMe+IvonOD8fcNX7iLiCnoiCDcfKEfngOLc1Y7s2rtfKy2vjtFZ+f70g0tiqsKjy+WXj69vG21vlemnUrWI1atjFGIbSr41J7ETX+nWRdFX4gUPC6UHU575t4QQxcPjQkc2tB36ztlvXfMYnK6PIvJC2R4I5vvPnEwdedvh0bOtYj4xgFcPlR2/PdR1LPLX1NRVAMwJptu6LRCR0ZoooWNsc9sMJyib9CShqK80UMVfSu+j4gNkFuCIWDo4mmGXK8VyapMsBOFICBUp3BkM0+MN0hrQYQ9LpSA+YuC02kvV6E1d/NvCdBO6yjGpKObnPlQYqPUZ8dYaTHhUhhXSs8T5FOvquMPg+aPt+I8TcBw6osyPEgVtmlBdrvw/l5P3veZ9OJ3O/zef3fRhpK2T+u4PjZ1Ksh4Y0GLeiA9knEnXgnXDh1GBvizH+XL4iAwmZjXR+GXmdnii7JZMMxZr7kHPqd7Z5TpOpkv1adaeWAZ99DnIfj3bvz1V+7ow9E/knxnPk+44pn/p7fhgTJiIP4tMJb387fcXF02N4+NzsTdamzSH7TsU9tseUHXnkL+tAnJ5xbbo/GPcsbNTTOmydPxqKqpna7t2OpEunk2IdCcScSDmZgdh0HBb3AC2z5OxQ3EhmNwvPdEE1n0t4mhF/Mp87qCAY6PCMkSV6kU82pgkgd8mAnezL1PcZeIBePA0bhJdpLLGu0r0Cctw+t99yqnrvMCBDRW9CiHudivTYmeY7QbGvUdvNWR/3jslltCF5T+70xFST1+E8bvFCV7OSwxXMShL1NDioTAVaQzGXxgTRgpRM0RRQp06INTw8NBR5pSyUZfVIiOLWcWFzT/vmiKC2UH5v4QnTNpoxMbNjjvp3yfms9LoNO8Qo/V/La7s2QpHT91QKQJGbuoeij0M6nLROw8b6JAaVQWw7QdtjNeth3T+oEDaDS4vV/QR8xK7/GdoHdPk/Kfo37BpeJqcTnB6Aj7QoWC32EiMNb1n7FWSB9Z+ARt1eQV6hZjG8R0wLW1kQhVU3VBpvC1Q1ij2jdoWtsbQGbyfa259pa6EtBQsvOWkX5PnfQCtyuoAusH50D/rtBRFheVg9PPVFoRVqeexeQybNoz9MUP0TKguL/juqX9iuyva6sJwKZV09x+5miF6w8wvuZeG5SBc7YVS25RHqldYusQdd0JA3ZyKlPkI7odtv0C6I/M1plp6o8hHkBeF32H5GXsKrpfwMG+jVqOUzbX1G7ALyGaOw2RmRV/TxV+CMlP83IgXqFaRiNfLEPnwBeUP0r4g+otcrur2ytA3VzyznwvL0geVcKedfWU4Ly3Lm4elnfvrzP/Pxwyf++tc/8/HB+Oc/v7HqiYflZ1prfPn6u9co+BGQCzwl95ijxDsy7bXgibqOKm/LT8k7kxHctzYzdUMtlnslGeq8kaBJw5gw3Hv905gMECrIMqdb8loQjqe89o0uYXxYHH9pGCh08WLjZSmByzzNVxomOr1rRq2V1jau1wu1VvTtjVYrl/LqkREqtFbhgv8mjBcL/ryHRiCbC/Wanu1Yn1dwPsc90I0sbt1pfmfWJqFrTNtYm1zlmUE9LLGEg0Xn2XcKp7GUtyzFjzNvySUczyDJ3wz2YrxOOpxZwsYMeD19Vc7BAe/2yNMcRLTYoxQsgbv3R6L9wV5m9IPueHCnp3Sam3RXOyvmYfddX5KG/OTluoJ4b5TvvKq5sgILGorRwpB8y/P7dZ8OoacJjOKNYpMiRMCsDdIleW1EMNiYiA4Xc8RObuWBHe70v0+g9Y9+tyWfnDDQAp6ntuZm/4h3m+Ey13MmzTM8v9fezC4zGfzkOM7cf/f4bJ9H/zKNPy/v+jQ1fuyPjWuum9hHQaThQYvjb4l6N5510dORIKC9Dk5sDZMug6eNvtXmOogos9Vw3GtY8HKtd7XLq5b7NAY1T8XNvExzkzLw3UUIJNTxjc2TP7U/5jDXZR9Nlsgsb4h9v1+m0fyhu3fJ4bGn+oiPPlJpsJEpFlHPxW/VcGeRk3vl6tUVBpzdEaRuiGygW+xPAd4w+RecJn7APZszX/7PvlfVlffSsojqJRZlmybHYCmgK2ZRaFcE95515xbniz94v7l435YNYUXsTzi//AWswtUdSmR5BIrXSKjuKIGIR5fKZ4wFWVIhtUIrERVisDaoBd0egDekvDk8qWK2IvWDg065Oo30HwgnoGH6t+hrRnq/+ZhFQU4+53aN+mTF69AJeG76V7ATwp/cC5kXXDH3e8DGyeEokbeabwi9xFynYu13PN1i86iN+gHhEbMXkDfE1kgN6rXOEKf7RJGCwe9sExz+A7S0hV5AXIHbs2kYCA2qIKZhiwl6J29ResJxbdINWTxCgGo0E/d2J6qutIhmNzx6RVxLAOK8UfJHibtFuiLWmeZt4vkKSsFYaL1w+2XMgSlaH/z8dg2P/uBfSkTpl0YWnDYRFl1RFYQNYUNPoCfxaOlyCnzpqZjKEpH0q6dT8r0B29WwauibI5e2pHS+QrUwfRnCK7Q3RM4IqyuTq9HkAZYHdNuQ6+Z7fd284Hd76JGFZp6qs9XC6+uZpSnL0xumG19+W7i+wv84fea3D4XtcuLDY+FRCwvCb6+Vl2vl3/5n5fe/G19/e+Xy9SvXVzdgtBq0vV1o2zOtecykR74QSsK3WNeZJ/yewxB5AVFMPmKyUOQNd8jyNXdnsQXRB5QFYwn+3SNGVM5I/a9hy0tdiUeYNvklXuNGPtUX57jsDPaIRWaGJm8gm9dkQFBrqL35UmpEypggXPA6hKnLe0T5GaFh7bfg4QTRBS0/4cr51VdZPiNSUbn4/XrCZEH5EvJiATljtmFcME6Y/JmiD8jyiLXPtPrvmBaa/tnlXvPaCWX7Cq3S6itZtNqDVyI2d/kY9O8F7Iq1NHg+Yu3se3hp0KKeBB8x/RmzSuMKLSNUDEr0T64IDblccN3hG1BQ+whAuzgg6PrVaYh+gmWF6jKutVd6/WddwB78jzfHQUUpIphcgVeEN0R/88ibdgpyHPTrD45/qCZEHu85c93wW/38e3lJ77ex+y37Nr85tImpuOHxDgzJrIRPnrBbVwneoYsPzmv0z6lxd3obJ4yRJib7buY8iMZ3FwrCAitDvbxj9O/xsu9N8Dz+P5rm9xepE7X51j60ewz+H7xmfux7uvbuYXybUQyh6nvbGt23O59HzvXw3WKNe8j+8d48NbWVfOL3MLvT58y4z/OYJ7rhbwZm6JM1XjfNfgek/BG7cwq13r1xkoTu7nuZv4Z1vCuJvzHAAOZu0pLjbftNPBvZdhvd5PYG2X38wHHENPv2+i3farhfvwdH9951XKsf2SWJnabffb12zdMVJ7MiROZc6Z4P0W9NI4WEgBtKvJIKu0JZ0qhUYtolnMBb4DVupy+7e8wb8gfjvsUdx3WSd+4eixViKft5t/1XmWnVcaFvKBM76fgfOVpGDrhgIXZy4czcK0Fa86iDVhGrrsS3ExYeKX1MBp2K6An38n8JJq+SCioRMNXYo6lZUPfcr4TRqIaAsmBtiSgK//PdGvfQwvlO6OnAJEI8xSanHFcQW7ynG34AL7i1dq85M4nifgWRyKMp1UPctUV+18wHOjzjXGF3JRfaEKhRk6EJPT+xhXBscwRVPrv5uGSJ3KAEMyb0dG+WBifX4EhxZkvU8aSoGwLDxTTmPDxwDLRWpG4Ib6gaoo+InlBtFK2oLBRZWMqJ0+mR88MDT48rT4+Nj0/Gupx5XD/SakWaK8H/7z+OGhr2IH64vDs3H/e8pHZ4cfp6OCWH6wOFBb2SO39hWB2REFMERP8sqLjAKsUNqRqfiy4eGbGkN5x6WqVaaa24QWbbaM2oslGWDaq35bdrCHsK0hiFZAOuc/8FSbWcmqDjtpuBvV/x3ght+7nfHYeF6CkBb6b5+4976/0fOToMvCdBfAen+Ie81Mw9yZ13WleO+rV5TicIPJJW6HQ04TAXMI1nw0AB9LRhQWPfMUKQ0lHXFJuj51QgMGgzMKJqgs52PHXcshNf2GuTpAHiRiL7jnk/HLu75fjjDyTE4+UfhK8bNutem99q++77BpfwDx/fhO8JLe66cIS30YcOYr3mw/SpdB5NSv5WNA0QwbNjmdbSIn23hCOtC6aiFnpKR1DpEGUiw1A1bZe9rHU7zlsM9ocTNpDge5P/I+B5FBbvs4Q/eKSRrzAcgbLd5A8YC4bPt69k1O06Erb0ZjYv3ts95HsdhzLun1Pq9dzm8VIbuCEsT3Q+xTZGvYXoy2yQ7Txw8FVhnDWLqMCgqRntmXyZpBFGJz5U4jlzGjiiambcWOL+Enht5gkTN4yoCm8gnb9gyNXJy+1XqfP4ls5M4TgogWUlvHl74u1Ys/xLFXSnnce5lTjvEQ89KqCzO9k39xjuIDE7Tt0TeP/gGE4czr+7wTAd1HLeom8d/tsQkRtjTiNv/uhGzpm3ZQFvFmmIM3racD4re0SnZLpfs2HtDrAVHL4z0t5cxujvt10/+lexmErBwiHf8VzUN5SCFqEU3NFkGc4tbgNKvBcOBVpoDVTDcUs9mqgH7ZSpdh54gV0hFN3ehpl7y1tmG2B2yfW928eIr7vjWaNV/6ubcH1zZfXz8xWzxm9PcNmUF5QCfLkYb5vx/Lzx+lq5vG1s20bdoFXDqtNza9X/Ak8PMIv91/mgH5RT5xo4NtI5dlCJdZfw5GfeB7G/hDVunlN1534O+JI8O3CMt6cI9RBNFvJsGEOGgS/nWxwOI6LBwWre4+6gKbIgLdJHq+ORjOVvKXfqJfqW0WIhv3bcc0LtkcZb1EosHv1gMZZm0TXrTgrWAse24WDqeCZTcnp0g6WzEVGfURQv9r2QGul0UjVTXEY2fJN7rR83WDc3hNNAHuiOKhmlIunsOuFCi/VSNzL1yC8TjI3kp90RekO4AhdMCp7SCUb9om8f318TYj4Cym187ac708SgDbvzU5/6c+8wkImE8tTdCAimd0iixP17ZgX6fH3uk8bF9F4qGqAd93XjQ5xfJA0P4x6ZxmLB8DXoxWWq+PdrjL3fY26IsGlus62JZHW61QlRvDQtVvO8HPyrs3eDRh5lgBjD0fix02snDzTNezIxR5a9r8FhPf8BuhuHExt/sSu4wn0CD1nKzRfIX9LD0EZo0+ylPMNhR2U6xnr4Nn4nUAfZSR5FEhkGokkDwK6JEf45vHBy3QfhH+0EgR9fSS+8znR0ZmOswLym/b3M60WsbXizZJ/JcLHcdEkM5v6we1eHjx3TcwsPPUy4965PALk2/vhsiot5iYJkYwPL4OE6Yx/zlqGCfaBTJ7/7mDzAduenvmcBM8kwJhvDSVgysON4d13xNeynJkvrEN4GA+QdyjHFuINsykTYU8Hh/4/0IxKewv5ZUF1dcI20JNprQ7hQkBESZSloKSxlpZTV08SshVKUZcmicu4Btl0rrTU2Wjg5Ck0CoiOscTDoOeZZkMPxX3iPzAW9brHanrrs9t+8cqZ9lvd7a4ddY679mnVhRwIOLPbsXEguxiIJD3Nb33sYyFc81dVfgUfk9AL2DO0zVl+Qakhb4foV2n8HPWPlA8ZGKxfPs7k9IWyYvgVTfgJ7o24vYA27nsGgyAWkUPWEqXK5ejojPRfW0qCtPu8vz3C5YqcTdn5AlsqyuAeQXAxUacuK0Fiu7unWzFN5afBS9uYGDikueKie3VNzvWDyBtdfYbu4QCPCtZx4k5/Q+ojYGdGf0fUXZPmKnP4Nygm2R0SekPIztAtW/kbjC/ryL5hdsXLFaqG+/tm9j4obSkwbKgbyBOUD7bxgRThdfmOtX6lypSkYb7T2GV2f0XXBUK6twLohpycXmqQiVM72CmyeI1QA+Qy6oufV8ejrK1hjKQ+onjhdLyx2Rd4qWhvlcaOclKUsrO0jp1Y5NXjgzEP5iQ/nT/zy00d+/nTmn/9kfPpQ+M//aeF0+sDHD3+lbfD5bx9o9cciIQZuje87IpVKltwH417JqCSZHh0Ia255ekXQuxnvGc4zTDRj5+Qw35cMZirzQ4gYqeMk8JagS0RALEtENqxRF8WNEWUpnrd3WcZ9pbCsJ5aysiz+WZaVsi7RfnHerTVq3Xi7vLFtV15fntmuV1QLddsQEWp1z8FavZBeay1wj9eVkMwJnHxD9yJMJiL5uMEj2Dw5Nk3MRN+6cLO/aWK2Jtw5txntjghmm1qRQT4ZIPJdedOnI7u55z6n6zZGnfRqdD87JhP8JPBlh4I+3o1EswGfHQ6T3+hNd5LUea+Eyfg3eSIJb9merz96OyIhHI+pvgOfGWXT4ZfeVp93wxUJFqm+2oZZi9RvrYc/N1rcOwylIT7ToyIwUmFmEcafyuWdAaKD4DC9jwka+3tECExzf1ztgzAXM7c7N5PvW557agsO7d07horX/znA/w1TnOcGn227ByYUNLOo84mbfbhnN+f39F09XUv5ZD8z8b2zRYPX7VtVZaRgWiRwmZ8ra0SsLm6IKMU/NWHMCJ7K63S1arRNqNWVb60aoD3a2xC3obeQtYhI8BzYjnXKqPOJA8u9NcF1n4+ZTZpAasYD+4bYP3xAAbuGduuc/bTdXccIsU6jvod1S+9+deWcpGKtrd1RQ7Cur0rZ0NrqnuIisEZh3hYhKDXbMJANKeGUYqG8E492lRLKIFtiP7rThJSzn9+2UOpKGJUIL8oL2BvYitk5ptdAKixvCCtyjTGdXoEG2xuIoaczSEFWELFQyAqC1ynzfm5YSfziOMCqYJsgvOLKqUbrITfnGMMTXog26kjY71MEtDvaAF4DTBbgwd/ZfS7SynZF1HlfT93ygOgaTjR4//jqkRbLs696e4xojUcHgyUjhR+cntZ/jX6fPXd7iwiScnFvY33F9OpREfYT2AWzr4FfE1eG4k4X31NydY/l7aufLxFd8t2H4EpI8VRWYiiuXBRxnhwtNCvQzFOpWqTT0eLzSHFYlCu0Z3//8uj75JpRqcErlKgFUTZMjHYtiCkiJ1dOVld09qirZmTkjcnqqplVoFWsXp3fsQdEGraGU9XF572uLpfosjq+ugIYKhuiIYuWJWpOGLo0tMCyPrIsC2WplFKR5YSsi/elBkwWpzOyuqNc3UBFKHgUv61fMWtUqx6BeHanplKfkbbR9Oz7uxaohqedXSJacQO9YCWUvNcWc+AOqopHZrfNwmhywWzh7esT25vB2yvrUqBWTmfl5auwngRtijS4Xhu1Nl6e33h7vfL88szr6yuXZ+XyrNStca0bbduwi6c/Mtvch8w8XY/x5DgzDXLffRjWvP4H7ep7TRdMzhHhZWgrITN6NNLIUHBC7RNWNqy8ObVtngaoNa/H4jUOLOrOeFSK4/WIBKDF57PvcXtEZEXLMyovNC5UK2hZ0WWlyBlpD9DOiHxAtDielQeQfwI1ZH0DXRB+QqSwLCDikTewBR+olPZnxwWnv3hftw2pjSYPuKnCUwy3qliteCKnD67vKD7XhTffN3wEq8hSXC6Qs9MROzu/xv/l+KOewE54dPQFaRewF5pUmjaK/kyRv2DtFdqvIA2VBvKI6Sefy7J5tH77HLg2ovHlFaTQWuBsvQCVFqmUaW8I6cjnBg0FvMbHI2YF2oK1XzH7F4SPqP3FOW5zGtqozoOq4zTtNY++ffy4EeIAwzfK7Dv3/ZDYcu9mef/yzM/cvSmZnEMbcjw33TdfT0NDCWYuIyBKXMuotCxY7f2x2ZkpMmuFGCb0ELqutgqeZcfISue39uH6+XU6d3jslt/mjrzw/+Cx68s7/fyx7si0WMlsTsLMbtTfkjzuCE275w7W1OP37+70fP/xvbd9CH+G+JXcukxrfrSyH951iAIYcJRClsy9mu59b2fa7v13NxTH/TNMGXtjQ3xPAfEAkN2ie6OFGvO/lxlSoT2EhmG42Y/7ppPfexzjtG/W70Y6HdduHjls3nuCz076uQN3N9fy+/zn5/pKyyyYT56XaWSYUpwMxYz2NnbRElIif/pCKSulFJYljRAa0Ks0GtpiXDK8nvZCJfSaAEf4u5nOnKv3jpRc/wirTA3v8MZxd+ba3sMVeVqm98bJ3VLdU7V9+5hzdfp0XUG2CIc23JukhJD6RnpDuPFDMUoIuMNjzlGBU5mehg4JhWVzhgPIehSCM+bNcGVFtQifJYQbZ6pFBDWj4d5x1gRtglHSBjxwR9RnsGIxruH5IeGdZ81TFyGNZoXGCeGEygkvOuYpjyTG6qH1J1QfQylSETak+pzRcxa7J4k1T+2lFtMXlTybLN17oNdkEKFZ5NMMet/EXO8ghkgJPBfpynLfaiGLJGYNFQT3SjFDKSiKtoq0Gsr8EPZKtG2GmqBWKBSKFBZRVhVOi3Be4XwWzg8r5/PK49OZtgnbq4UC6T9wdPiVO+fu/uQ+LT18vbuNvCWZvvebZxTeX3F4s0+847fEMR2vxbmMhihZ56G4Qq5EZEQpeyPEsrAsK8uysi4nyrKyrKeIpFhCcdfY6oaFUrluvtbbxYuSl6uz0lI8J3FTN+h3o0nSuE7ap3HfZfDuHHnthj5949h5Z37H7Tv8d7tK3/3e3d3v3G823WH0VDqH9d49/d4YYl5GiweaPbcz8Q7+e1Ke7t6/W6XdSAbHkfA3aGkaFzwFU8BcwGGmAxvF0fe0qRshWo30AxbOSt5hlfRGnGjVTAaTddvRxfncfEyA0WnbPKHzfe/Rw+86+YfHzeuPXXjvOcMj3WTGKdGi5O8D37Rr92B4ufuSI82fOn1o/ea8HGbkDprcA9nELx1hFgZ8DSdrVL0AZ085V4ZxQhMn4nS9NUObUbuxwQ1cTl4nHHRAyxbvtmnP3uCseaDCwD2Heduho8NyfZPXu3n4eP2P8FJukHde9F34Uca4hgAytZ8LJ/T8bLkXJ4cxv32KpuiNzEqbjGZoA7a79z54Sht/dm6WTOnH+J3tywzL4rzH6L/hkRXhLCe44UsEUcu04SFSCR6163UbTJsrxmdfnBLvjj0q6kZ5N8y784v01KteSDmNyW6ADsNyd1EPI0zgPusOaOHC2fOT59RlRxqdN8w+SBgHaqZHTie2nJ9wXgmvaafhET1MGOaS18wiuz0Pu+GR4dHeHP0QUbsDCH8UV+bg6sQKJIxM2QSEHonr/GY6VkW0Qnf+CtplwrGexMiBP+iyOxum9z+korjDZ44t18yRVjQo0SaxZsPBsolFmHCML/BHd6/r8qR1vCcFyqqU9UQpmzsIr8XTglVDzFO+egBQOLG2dEwQVHw8Wc+kJWpIcIsIE825i6F1Zz8D6wagAPw5sCNhJNpypfDmweOb/95wQ9nby0atgqzCsoJUQZpQt0qtjcvbhet143KpXK/N7Y0bkSa00aJGxKiJl9Dl+2I4E/0jsoLhnvWC12kJtXHuzy6nW3wmLEa9Aok9N7Xm/YgorkxvSfY7o7uyKHnFZatEWsaImkqcHjo0A6Egdpr6VkA9rZFH4XuEvaBhQDMvYi6uw/C5Wj0jQRHQ6lEOtuERYKX3X81TUHv9m8gGkbowc74ELWGACxlB1ZX6ujiMEumsWfFoiIg+aBewiklEfgh+HgO7djLTeXaBrAPaU5jafn6kf882vRHJ9NkzPur8SFjTk+Z1h8sJh5n3Yzw9re8fHN9vhLD9l5a4+g5s71+779bkTNeP92SqTo7vMTFikVt6PJb47oa5Y7xzjlrIOVY8sgFxfYsAq4aRoTgDt8TvNcLBVnUvk0U9OkLFvG6LgUVx1ixAszVoZtQmVIO35teukQkj+ZqWC6ljnmzu/DRfY/knpbNBeugf+eY5uchubmy0OR87YpbX2/76eEQ6abxpYzrk8Pn9R3aSO4vrhC/rM/gU1OizBSOgdwaYmysYjs5UCtKZvESSIaR2j3fvyK4o1GGU0pmZmKleO+Aw8RYhfb1/0wbP9vtjGSI9PN3nqfA1k2nRIyyxM6Herk0EQcaTjMiHfbtyGOPwiFLm8YyQ0GT8Yp4Tkc1HeOONcbUxroTWPtXzPNvomgyVyWAgGe/qoYE/Snhz/ifvUcsQ0iCCvfPaxz6n7+l4EZnmRfp8dAUmFSy8zGzM6fBknNZ1jJwBH9nfLKYEnaHG60WILqCK6CmUcpErvSwhYJRQksyEWShRsHVZXTG3rmfW9cRpXTidFrQIy1q612bdKsIbVSq1GdSKbBpj1d7dAXMz4vc5tT6iRDitr7pjulCq25jLLqzZxvyGwRGGgiI8VJJVGofGU/6mPZ/mRG6sfT56tPBnlNaPFv8SsEeHkeXvIH+nbZXMHYn+QpNHjBNir4i9gD2gzUl3q809P9ojVoy6PlDqK+Xl3xAuuOCl1I+Pjmu+1GA4viI05ORzohhaBbYH7LrQlldseUPliXIF0RU5PSDyFdUXT21cFtgUq2unF4Z41IYZVqKgX/ni43tzbwq94nv08gvSjHp+wk4Lel1ZqlCWj5TyhC6fUD6hpzPl/AvUFbZH4ITxCKw0qzRONPkdzyvqjJ+nbr7S2mewRrv+gtiKniIX8+Uzdtlo0th0pdmZ1oSmQisK9oRcPwIVXSPc9O0KbUWuP4E2995So5VPiCl6PTlfsnx2QenxJ4eLt8/wemWjUK1QxJVEbX1A1hVrDS6/YssnjI+oKqfllbUtLL//ndPDRx5PjzycFs6PHzifPnB6OFPrwvLLz9T2YxR1xy90OjR979/eZepu8JFlaofp3z3bMifmCLosuefyFpsYuKMXtfXGNOhghuRrccVupohb1hWJT/89cJWqoMuKlsK6PlCWldP5xLKunNYzp9MDp+XM+fSIqNe+SbJ/3Tae375yvVxYTr+xXd5QMa6XC5ixbVeabWzFjYdSnb+w1mi4Z5uj+fAa7DRBcbyWEWAx/t08zGuwX52kHYNOT4s18UuDXExYNvmFzudlVOk058Yk1PDDx63cO8PZoOD93okFwTRgq3fiZlyjRRlgMjtCOPM2qI3l9eQ1/KbxX/Qh025Eh9Jg0Oe5pzCUTkd3tUnUU7qVsqCSkTmF0iMPI9VhH4PLBdYqrV6H4as1Nt1o1iLaxj2VPWLCQic6CxPeS+vyQM5QRgcP3mLsy3kfzmsVSnpJA/Z+5ebtOb7Y/ruMfnW+Lu+QmwbGusqd03eOvjfkeDKft+naYJZnkXnAzHhm7Ltcb9u/59jmPT7TJqyYc3+vn8m3JViG3Nkzm4QyWCMaokQkxHJ2fm05+ed6UnQRllUpi+dtFg0jg7nyq25GvRqXUqmbj7Wpr1WrziaZpOyU9MF6CqeZbZO8r8+b76i7uq7dut+5nlOUrB9MdIZpofPlcfMtgty9b0z5EUimZo/vevfIwtCuLLJMHRIFOXv6SD2Dru7M0WrXPYttiFUM9ypmEc/FTQULr2MqcMLzf0MXvmvs1BqK5BKFm+2C8eqe4ksZk9sKsmko0k6eX1/fIFJn+JQ8gaxw8joGKm8Oh+cP/urSEGnoWhFtnj5SFNFXPGrjE6Jn0rGlcQ1P7IptFatn7FqQ1rwGCbg3uxlsnndc7OT1E1rgeDk51ikuY/fUT+ZRGlnQWvQjyAPgkRKiJ5CPPj67AK9gX0FXKGfAsBo19GxxL+mo7SHpFCLP/nn54Lhz+QVkAf0V5BXZPKqFEsrCdoK2IBR3ygnY7/WsbIHt7DBRnkAusIa+QV/vgeM3DnPFJPj7RJC2TPzD5iKDFPdKbxeHwXYCWxBb3eBT3nAFskc2pLHCltw/JzBD6isp11qncQLt1VGqvuDR1080zqRRTMoZWc8eJbTVoL1RfJwwzNdItXNawWAJEJeEy0iH6TpfReWKWPWIr1VZHkFXYz0pZV1YZGXJdHRFsK3RdKOpUIuEfPrqfcjUmXZFrLkBxEA3T6PT8OhV1SWi91896rqdaOn53xZEKkUqbTFsKY4aatYlA6R5HRcRGks4d1UH8+eLO8echWtpVNsoBd6+us5RQ4bf6pVmje3qaOR6Na6bsF02rrU6aqlCbXA1jzSo24rXVol6pFL9c8vaMd97iO8dQk+AQnvEyEiG2LP1AulRL5V0qstIVmnLxBVEXRaBzBco1SNu3EmnAV+BC9qjahSzE5m2zWzBOCN8oMij00UB4Yq1v4FcERawM2Yf3GN8fUWLUYpHxC/6jMqJtfzZZYgHQ7Ri9oBRkA2PDpBfgVds/QnKIzUMOq1VdxLkAZNPken3K9YE2xy3tM31OvXk81E3dy6hvWGqSHH6Ku0NsxcoRhONDHsFKS7rLvYM9oa1LzR7dUlBDOEJ4RNwQfjV1ysV8yxh3PXC1MKjGz9UfKNtnorJ7IPPVfUoWwmHu5GF59VDh0S9z/KAyP+ByILa6v2y4EXrCW/AYd7X6I+PHypMvWvwjrzD9FN2v25B/x47MPN0yTse23QEv2+ttyV32jzwMN0xN4Udmc7LcOTMSMb8K+JeJUsJmFYvOJ2/vXBrMHDNSXI1jwhUMaqJC88WGc1i/6bzaH5anJt5rOM87/jWnK+D4HAP2QT47dqY53Y+19u9aeX7jz0s3L7nH2tt/Bpy5gQo8g7M7QBuL/jCPH+zODYLVIcWbwSRewLI3MZxNqY+7Acz3ZcCcVzbvTOux3gHH27j+iT0WB/kEHqPitSA0KkfdheU9qemvtkYWxdOvsHY316aNuVReLxZTGAaySQBTf2SO8985yHHtT9c7lfvIMCDQOSnQljKPnXDkBzamRHruxhyd59EuyNNRF5OBBe5EcMLPMOYu/dwh7VUqJRI05Q51ReKLp4zfVko4TmsRSirM7GtOqOjquFo454LIwIjlWvvwMPdqbZvXZymIhBgbGLLfKU3ODG/HXHEsU/33iv3b5nS1tzA4nceXngdhGcn4IQ3C08IJ0weaDy6EwcpPCRW0VAcuveDqXpx8HYBuzp3L4otK6nQc6NreJfoFZEWnh6CWHhzaB2ebVGDgRC0UpvaJEOTdcIvkDknLcZCMsGteRHBDYfV9uAGUV2xUtBNUVNUT+hydsMHBdEzskb0R/U0AF6Yr2KcMc7AA858xr4tqZS7hvJMfPwE/1CvSLtgpdAykiGuOwO2RNi6RK7szRXHTcCcye9mx9QchTBIu4YDjucLdouNuCIaQRfBiuJ1MM5gm4c7p7AmgkrzqInrFdk2lOaMti6jgHwpsJ587X4I4KbPnWdrnptvvkfF88yEYw882y1uF6acG3c6tKco4+3pvSOj3URrnX8LBd2hDoSGUUJLQYu6UbV4QWqPgFgj6mFlPa2spxOn05nT+sD59IiWhbKc8NQQwrJdvaZXKVyvb6jA5dVTRizrgmH+jBm1hAGieAlqUQ1FR+DCTtdmXD/w941T+jdRypH+zhOZTgjv+3vf6oGl8xHudY97cmG37/iHj4le2/7sjKlvn9mfyxmbYW93VeZnktKGUlbk3WmdYbunxpn71HksmWAyBPWusFG0RxGOwudLKWGUiHol/hKapRFi8wis5g4pVTz6DMv8zy6Yt4hm241iB1f76d1xGsm2zfv2LuDNkzLgojcwo4cbvJF/d5jIu3N+780/QEt3fPT7eOuGpX8XpO9cPA5FDhffxXHfaFoG7xY/D/gzeShGOiaR8Ah2pZsunoKpnISyqCvnFqWoukLLQMyoap6WkEZp7pCkJVJ4hS+UCMys+7uBWjJffH+Nb8DiLk8/Nzpd7BaEA6B9H0j1Rwzu2Ii+wd+921Y+o/F45MmWSDc7RRgPZ6j5L/mv6bUZ8FDzpuRd0ggahg6zIZb0TSxkYVe0jLZyAdMTuHsARd0rrrgh5YywMKINXGmFrjGMi6fDKeaRNtElLe7hrMsayrKI/DN1t6ENmjQ6/4OP26mQ8zYmNZaxDPnAGHOniWvSgc0NNO55TiiIp+tS3K+wNbwQa0Z0tLFuTTvP7Os243qhV2ln8flpZzcWSVwjDD8ZldGBC9LZyXYLq556JaNi8JoEbky5fhfI9cNiDgw8V36sb/KdNCQjEdLDOucTDT4ATCPaJfuTtD73eyh73TDW4l3Zgfgz91AX2YhSyPH+DY8ciSVp1o3hHOioO1K6c5r02h2tz6UbbnJLGSrNaegilDVw3cnTbRbx6OGM2DHEI7FTeRdw1+VhMdDNjV+eT4Y5VaM7noWBSt5AGy1gZch6rogXdXosJrBlxEZuv9DsWc6cuby8VUyFWjxi+3ppVDWkCkUisk1ga5uniarqxoYoWVer0TJNY2RpbMGnWhPvS69dF06SVn8sEEJiHgmDWkbR2NiPZhvpANy3kVrAXw3UHfIguRe3WIeIZOre/8LQSTVgc9k264zk/CF4vcAV4cxw8gzjqo3o+t5/rcOgL6DSUG14kWpP6SSl4MWXC8IbtIrXOniLLbcg4Omlq+ORxoKxYpSYZfUaIw0QN/pZiTRZwfebbmQ0E0GXfb69poO1zE6RDqluLGy20eyKUWjiPKTIGY9SiXRyFpESAcN9jxORIbFfxzwvuDx7cSNEZz58f3qazxrrBtgTIh8mfHDxsRnxbsn/geW7SPQPpGM6eNLbhHv7uQOTe2zhnR7dsHoHHmPHliSCSvCaOjHT9RtjA2N/JN3K+xTpNLgEvVjUjQ4Z+XAqQlF4KG5weFhg6Z9uuC1RuNJzCLsR+FqNt03Ymn9eA7dnofjWHFG32J8NYVOPnCD71xEYu8gJR94SY3ZrdV+jadwdJndrdcvD3V2ebGz26LmzVscLEyTQw4Gn9fnhQwjr3xTWlS4zZgPxM8NZQlFYbXcjzLBBBlLtuenTg3rcP/LhZv9tajMpeG7uxHY7jvFwBDeXHqQ9tDfHNxkgBNIrL4sbJsOT99lMwPON/XeYFkLiNJn7PL0zipINAIuiNh2OvA87Z67wUkz4G17p6XmZkDAzkrDPhWk335NBGfM835V9z/XdA3tGVYy6HDss9R2Hhqw9NkmHK7HuzQoR8ikZ/hzzFvflc328Au6tn/M0ne/jiL6Typ99K2MTZfuudEuYc5jJgl0BL1LcI1OdAfYIiIKK5z3Pgq2d2QvDgxscCqfTmTU8hk/nM6fTyvnk+f1LEVqtbHJFKGxXJ7KqVy8GLDm+yzTG6WPaq+55l+mD5r0YEUndmzXnLmGjMcPJQG7ppTbNtc3wdAt3Cbfjymy2jXeJMwaWjC0TI/GDh6utFheK3gAqjTdgC8+JhraLewotBVt+QfUF0b856tvMDT4niZoGDdEL9eT7y1RAVpbqzBVnzzMs65OHELe/QXujhVDG4gKyckZ4Qu1PCH+i8UrjGdGKFPUUQFvFMOoJJ2TPG6gg57OPa4s0UuWvmBhtdcbS89gKtvyvmPxEQViuIMvVay+sDV1eKcsbZfkVOX+inH52A4sAdkXbK2YbulacjflnaG/Uy28Y1QUtM5brA2YNKZcY28k92Yi8o1tAgZ7wYmW4UGGNyt8prEhdMRpVvno9izPAA9r+4vv58jeHFHUmTF8jZYA940XwVrCVIlGjYNnQpSF1gRfFTo/Yg9KWR6opWy1cr4XrdeHtuvL2DC//+opuC5//LFxqBX7HgO1ydUc2/o/vB7rZo6QzWoMmuLAwPML30WQzHzDv532D3Zt/xl0HT3aZ8d7Upf7+8Ajp/03MseNIx3MaRac1BIqleKTDaY2Ih9MJKcq6LvF7Dbz2yLKceHg4czqfOD88cXp44Hx64vHhoxcGXx5d2DDlul14ePnC5e2FooXL5YXGxvXtjVo3yuWNtm1sWrDaqHoFax7232ImzP1FoWKtkanpBl6bCE7S0Znpnmb/OPd7DDQY9OPjIzR/BoCkOxNP0KP/mPp4+6ZvHUbnZA5nx0gsGXJ6ZbROX4dSORQI0x37Q7Kb8euW2xyQK52fnCMPZ57GcO+6BNT5uoRyUWPtMk2bC4VKidoPy7KioiynE6UU1vXstUdK1CApbogQnO6aCc2EWq9s11dq27hcXqmtcblcaK1yFSL1wuqKm6gZkTJCT9wiY2W9qPDgzfxXzEEqsCRpWOz1XVTiBG87i5UkCxvvTLp7u6f37bC/EL9vIhC/5zhaOxOmb9i9w7vfkVvmW8el+325y1HeNQROX7Ptm/OZslBmEB182eLfM+1SWfz7uiq6CuenwrIKD08Ly0k5nxeWVVm0uFwanm/bpXF5q1wu1fW8xdMgijRaRG41DShS6+yV85KhAuogcMesOTb0/tQOrx3mZiYjNt+3b2dETk9I7bjN78CQ7M4Pnt5263ygVe8diY8SzkPRJ7IiRbFIvkzmxydyousJ2hp6vAYWKTq4IvU5euB71HO4F7piSQXwaALDQJ/93RrphTaPoLDyAeycPkZQqjuCZH58u2J2ceWqnhE5IfIRUKiLK3CXUxgbzqCGrublC86PTltPjy5DPIAWQfXPqPwE5YLoRr0KbVPq9e/U62/UC9Q3oV2fsctvDl+hcB64evOxlMDsesJ594q0Bnb18crZnV5KKNxFQK640nsBuyJ2BaobPvQTdv5zwJePX3iOl7rydKS1c7nMWkSA2DPuYfzsa7U1jAXhhJQVxCNxvQ7Y38EewH72KNsSMl7m9ZEL8Ab1V39VpoBqGbn9nUfiSLGeCQc1KObzRHW+vF393KJIMWRpUCu2iY+zXXCnm0hRIxc8U03oj7Rgasga6XDqKYw3DZOKcsJrZT0xjBkbiqfTsrbR6hU1wVNueTRNp7nZbzOkXp226snPu0IMebh4VMcSsuvy6DLpw4myLpzPynJWlocnyumBomdKOft+tEarAou4I892odrmGSeomFxdHokMGbZ4LS+2xflfcWctu75g7YrrLk5OU8uGRrBRprly7/AzxhWTN9Ihrgk0i+wCEbleNYwWDYTG9e0FUajNUIUrK4J4fYvJI73WjVoN2yyMEQttW2ituUHianAJb/bN9V2tpJEsa7HUH0wKYZiE3N6ewArIK+gLnhZ4Q8qKyeqZFuTR97HUzj960faM9Hpx/Lk8xaASEb+QURQOT+441iKCx3Peg+gzaMOa1z3x6IeKsSLmUSuNipYVWxqoYQVUzVElBdVHikaWBzmh68kNEfoBpUbN34aez4icUa2oPGH8BPJEa1daq2zXM9u20Fqh2psXGr+c3UFkiTG3U0T1CdbcmNvkCub6pbYtWFOw/xWssvCC2ZWmv7m8bSfMis+vCKLPFHuN/pynuaue7cLANsMNzM8IBZaPwIrXrjFkeUUSTjGsPXkz+gy60eQX4BFpX8Be8do/YaSwS/C6K9ZeqNtnhFeUZ2BFlr+ChEMf7/BHd44fTsd01xHKYF8c753jyGh2piKZ5cHg5KX3HXP2oo3truz/ducdewTjT0/PRP7O+8LDqUzGiKKwFo9+OC/CWuBxEU4KywJLSQZF2Da4bsZF3XZ6be7pRINrE1DzGjvqFkwwMj2skGIRfcJEImouhJVbHlumSYNMA5OCyCws3EzlfOKm4Vmw2N/wDijsuwVkDr4jv/iPH31UTO4TdK3tjlOGNAYM5ftgPP+4R9OkTq/dGRhygrM/87WDZ5TEv9/2nJ4F4umcpEVaJqcC/60hSCa/ddfvMaepdykBLi9on58U+AfcjLka+3KSHnKWujdBzs1+jnNkw3s4r8/tGD1/5eBUYz9k3kvpBrh8duCKnPvwTvhBgNsrafZX3m9sj40GqOQz05zM52YPONvP61ijw3t34wRIyzmkwqQrTtIrc/qenkapPJH0Rsm/UOqVsvS/ZVlY1oV1XVjXlXU9BX4UKl6E1YsgLog2UpiWm7HnkofRYTeSoWAaUDGnuRrzsEsZguF5J9NvOvHNMOiN1wtYO9CxO1gr16G/JjfC2CvuXZJM+A9xd4e3uTKV5tEKyHUYDJshraJ2xUM/zyDPiERoMQWRDS2XMNJ60eRWBA9xXRFWZ4JFaemsEOHCbrkIDxrcQ0iKC8meV/MBeMS40LoXmnvbWBhrpbhCle3q3nhr0NealZJOLnScnjGpHpKK0soHTH6m2IbW6lEbS0MWQ0pFSkNLRcsjUtwDR0yw5mm/TJvfZ4rYk3sH1y8hLOH3N8+7KWsw5jw4Y2tRPNqimGPuB1LZfaHx5qle2ymYE49waOsFsRPt+oDYxb29iNoRiAt7AhKpU8zOzpjJ2ddZBVH38pFN4LRgy0LT4kkNzPOM1ibUpmxXuDxX1ofG5eKwflrc069uz30dfuiYUcqRnO72Ru6Fdof526dy2XMGt3vK+r/HjuyfTvLTvXHn1+4I495A0SO3ZErPVMr4jDRMy7pSlsRjK6fzmfP5xPnhzPnhgfP5kYfHR9Zy5rw84UaIwnW7YBhFldcQHk/nB8BYIq2Wp28ySlGg0Iq6g4l6LRBRzzGMSNYxTcI5sRF2nJKbubzleKfZy8eFjhPHAh/m8C5Jm3mAw/r8mBTbXzla2PML/VtnKr7d/o+9fU61ZL3vN1TnHo9wgLN++5HO4ngWnI6qRGFqLT0KopQSNNSLn5+WcxgiCkvxFIqq5ungmlDrggo9FYPUSquNKkJt7j2rqo62Oh/Vu9VtjHYXTm6Y0aDDgz7vlmI34e/BnR2u3t5z4BL31xOm/mNkdN/mjzgFzGOd8c1dYfcPmMl3tmU3Lhya6ii4f5k2ZMd/0o0Ru+LUGorgIiyrp2RaHwqnk3J+WFhXZS2FourG9s24qisWzYzLVb1GRMm81tLHn7xgl35k9HfPdo+Eo2P5ZDjQvLcOf7jW78zzPXwlf3zL7uK71/4YZpLSdXDp8rnje8/xnYN3hao7e9iY1HRcN3BDxYXuXS9CL/jcc3anF3Du6qm+QVqJmvNl7lXs500NtDndMcNsA3vDobHgSnSP9HOlId7fMKwi5lGXi6DripaVcn7waL+niizCoo+ofHAvTL2ibyv1snjaJ/0KCK0pYm/I5vyyWBv+fhDGLRvRAuqe0dIGU+JOWZ4+SSIVjKWjnwY/Xn0+O+6TE5SPzt/ViDroKYoNj6RNurDhqbXWAPAsqhoFhzM9hUa+dla8NlsDeQY7Q+ahP3rGSvV5b59jnt3QQU3nyO8/bPoiRvhZxQ8DrAY7GwbLIkiJec9UtoSSuBVMGqLXLjH1KE3BDRFmUN1b3eRCGh57fTcj4DQMSykTWcWs0KO8uxEi+5sQ7bKAg3i/weF2Ma/rpSDFned0cd6tLIVlUZZ1oawesVrK2WvAVY8KUlHYtjAgeR+cx7rE+9Po4vNpXTYOZ7X4s9SLCG6YzaU18ShkWTAewsbvjidW3Tu8RdSN3xcL2KTjxlojwlrDwz68/kupqHpNEkOoNeo+bC5fZGREa+4E6FMukNHm6rDukRcZZWI/RBf9zjAMZL+XDY9kyLRuDmtuICwdv1kLPZElPkuEJ7F/oOf+yz1mV9Kp1WHB0935UhnIhsgGnH2vWsj9gBsIV4wVkxIBatYN577nC5JGIdxpBC1QFGH187J55pviqTSX8uBwFOn1WjWnmeq8VzVBrFKvBq3QmtKiNqM0hSboNVKu69n5fL1g5qmX0ALtE+nwIyIu13KFuuARFpF6DUG0xU5dfM1tCxwUTkMhi/aaEcVxlTWnC2I11m/ra2AU0A3YMArCOfDVxqARte9NCWdHa2+QtXB0RfQxnk+n7u+DtX+gJsTt+W8S/XzUDvfY9Cn379uFgQ6+rB8ynT92Qqa/PJHscC62MIwQnm4J96oTNzh0o4O60WFR+HgSTgU+PnixyE8PwuMqnM+wrtL1VG8X4+3VeL0an1+E180or3CpgLhRwszcGNjC1zd4lF4PlAxyYygH0lodczO8pfdj13nu4utOxntPnpgOmx5699bpxxEO5vQwwjDwKN+Gl/tHKvuSQu4VIFmMZw8Ueb+RBLID2Cxg9YJsuXmm5x2THnpsfUOOKxlGmN7XA5FmGClIEDQG85FFotLjWucFCkWqDAFBdEqjI8EMiPax5R6y5qFyZk6ExvoNxD1gIJW1NYi0HN6fwxnj6oK7pAiSTQZRkNbhM7iQeFcg6KT8uyI3Y+6deIQymzKMFjLSD839GVM6Af3Y9If1+/bRoTYZu668mNumM2S7uUnlcfc2TgFidAlkTP2UEmsn88oYS4fGnEKjGxOccbQ93Cd+ywiHEGKTwdJMxaTar7nyxCMkPNWSepqSdeXh/MjpdObh8cT58Rw1ISJvK4JuG14H50rRawi0CUbGLn3ee1Zs+/+z9m9djuPIni/4M4CkJL9ERGbV3t3nTK85D/Mw8/2/0Kw150zfaldmZLi7xAsAmwczgKDcIzKjehhLIZdEgiBgMNj1b3W+oUJ/tCyQ7hrRshtdZedLqrvweEjt/WjeG83VNbiv5SMXC92g90XbPEURqJv/3Q0+eMaPD8skWBERg9XMSsqQsxAlE4fiWXaQuKFsFHkDuSLxEeQZjUoaNygrIb9Yf5NjrooLBbHY41wUgjIkQTJsy4WSBzRGg7FyhVXUcHU1PlLCGeRKyG9mhC+mqAUCFlk12xMPEcMNvplQF/8GCCV8s9TnUSxiZk1IKcTtfwBvBHk06KVaKC9MyHAiDJ8IwzNRR+IykYZAfoiwviGvM1JMGBYCsQyUEsgloZrIDgUVJscCZkHIRIkEndCcPSLtd0TezDkSziasLRHkBXhB5YEsCSlXQsponCBYVJDoH6DFhG8FzcmU5RqJ6ApIlNUEWR7IeoYkFA0EHUyYTIWcFmJUCJkkI7OOTCVyzS8M8xd++/2ZmQH5x1emc+T2fDLs33yyPeQ//2WS29nVPcmqrwLtv65rrBZwrC000b4xpbpc2006/nsPoXnwLtStkuPKCcjOgtn5Q02nr3xapBag9uK/w2jO02GPQA8xMp5OxCFyPp8ZxpHL5YFpOnF5OHM+nzhfHrhcLpxOj1wuz4zDidP4gKopG+u6MgwwzwM5bczzyLJcGeLANi8McSCtGzEEctoQCeSsQCJ46mtNnTcrjEXimeKm1Y9KP5BaJ+tDZ70cvqnjoXKcuf7cY1ahh0L0slD9tZse+6oc2/mJY79C77+gEd6P0qSr1Nho75CX8L5JXP7ozmt0fScPtFZcnukd+P5DG7MW+eHyV5XLgu91FcIwhMGcD05/03hh8H10nCbO04NBfp1GpsmyJaIMlJLJKbNtK/PyxrYtXOfIlixzLOeNguOtl4q97EanmjVa5dBuALV/9iqTKVSjhNDJh9LR4Dua0PYniGdYHM+r+3cnjPcTubdx1/RBuOmPPzPSvZ/4vifd9/sq2UmgYzyHNu450d2NDuPHQe46rpn+0u/oEPdRd7LLTlVPpaMvczpYQdYwCOM5MEyBy9PAdAo8f544nweeHkZOp8gYImMIpK2QtsLtmrh6FkVyI++6mhErVLtOo/Pax/s9YR+2gwNCnCYO53+w5vW+yZ222nC0df/R/N+N5eGUD4K7WsqDfnD+x3f43qGj63HF5CuTOQWDOdrc/i9oXJ13BIRHk8FUMIiOACEjesMMPy4wiLep1ehpEfVSDeC1EDNuFOLVzhnPFgWpvkcnDz+siraqQ20YzBJBLDsDgAo5Ke7gsr0USQQR4jARhsgYHwnDwPlxZJgGTp//xnA6cXr8G8P0hMgTSGa7Fra5MF8fma83tlsivCXS7YSkXyglmSM1ru6kwJ5LT5gQU2BYUTKSLhhE5gmh0DLa5YJ6dnc12tVCx4hl+jrmp495QIeaXTEgmqC8+R6c7L2sWHazZ8hGl+mCUYhWmBf9hORHVFe03MwoKhOov4pHglPnsxr9BzT8arx2UvdvnH6S+ATVkz9TQUUJmz2TDpOTx2p0iMOkKlakmWwBPRWiShUptnaLy91WiwMM1rRYrTd1h5XThVrKhDkvKgyTGCSNkFF1iJm8EqLVEjSYrAiakLKCCCWOZsSfirNCp3UFJBA4IwpRzgZdOD6aXDdeCNPIMEXGKTCdBsbTYMWpxzOqlomRkhJSIS+KZNN9kgSLTneDLCUhWgiSTV93iLG4OTzdMKIMlC1ZhokA0QO2VMwZFs04K2Wl2XgIlObQEJRC0oSoEDV6dkN2PrnYOKo7mrG9XEtCgpLzRFGfYwnoekPTSinq0O+DBUnlDTTZ89ci0h4MVbdV0fhT9GZbgDkQNBY0prZnin72tfQC+oLoCpwsqC14UJ2OSBBK9EwtJswQfvX9MyAUgtwApegJVa+V4Ol/ZtC2eiCSjWarb9dgklYogpQLxDMyOH9TELkhXAlhNGdkzMhgtd6Ik9Vdiq9usnPHlBrc7zA8E4eJ02VgGFemeGIIIyVf0CKs6Rtr/saaYU2wLZHl7ZmclS0pWlbCdqXISNbPxuMZzREyP1rmRFkseM/5V8nZbHVyArdDh4rvjwK/oPJv5jjIVlhaPLOCYjVHJARUHijyq7EMsst4ttcUfQXNBIedUmwNkK22BvF/Qvg/oZzA5148k0vV34vrvbGABkq52LgVjPeFm62D4E7ZPzl+Ao7Jj6PG85Fcv8uNHxB8L3zcixh3Tb+TNe6//57Md3/OR4fLe+291n5owQr+qs6IIdprinAa4DLBeRKeH4THk3A+myOi8vh5hluEcTEaCgJLAhFl9QJT0SMisncyyV2/ehm6l+u7gWoifo3I6JSugx7x0fUfHMcxNDxhpTKzCh10PPG+Sbl7P4w5bob+c9p83zFlF1YPDfeaUx2UjjoaHd0NQIuA0+6a9+pCbUS7NnfRW47Xu4ZnNuj6ew196XvuSnLrYtevyuj9/OpZNNpwRbeLaq/wADYM6kGrnprpgsI9VTQThex30sbs9vs1B0Ubv/5P6X7rnkLd4dOFs+7KhfgzHUf4OKtC8+b157cwv+Nc1Aaqw+NOJ/k5Qe9w1H5066z73x+I9nA9A1Q4KJlUujqaTxrG4T0TbZED9w8ix+/u+aN0Y1UNJe61b5kuVNqR7nxoEE2Oqd5HcI7jxDieOE0T4zgwjYNRkeeLhlgIuTSnR09X+/qoRou+07qvXd1PPdrcZJek2kDWDAkajezrrHMy+PzsmUcVQkmP7R9G0e+3W2va+XXO2rz1POBfOQTDjAy4Y44W4WJFtECGTBgCZPUsAIs+sPTgCY2ZEi0yJeQ30EgpFxNKnBZaxNegSISQ3ZmXRouukcEdfVZgMbAhrJa2GVZEVkQ3dzYNPprOJ9Qi+axWgRLF8IZVTj49lsZNEMto8IyNUF4JJUM0fF1xg6yEAQknJHwmhH8jqNFWGAJMAfKMwZptICtoJNQINndSabExJU7m0MxWBHEgeOG+0UkugyxY8cFgxa+LmjIX3lxWHqFsVlCbYDBKiCsQO7+0aDM1WAExujRnccKKnpkgWorX/XCjghWiTZYejnj8XWDTja0szFvm7TahJ7i83lhzRIdMkImYH5ADtN1fpDk+3uPendDWQd1BKv6v8+APsiP6lo884L2UcJD5uuUkh076amtwMfstGs+TGole60EEYjD+FVo210gcB8bpxDiOnE5nptOZ8+XM5XLicrlwuVw4n+x98ALVBpFjBQPTdgJVTtMZLYVpOoEWxmkCLZYRoYUYB1SLRawHN5g45ur+ggrHZA+z80CqSNMetH5xz/APW/Pxh/sd53tsqt2n7tfab1t2yjvh/K8d+yzLB9dK1x+9+31/1tb/Tv6zHzpC6J0YnTzyYYf7r3Tf//b9MHTXs8sy7bRGpEeaFTrnf60FYc6wYbD9cxonTqczp9MD5/PE+TwRZSDKSMmJtG1s24xIIcZAKubM2pJFCcZkjuIQarSd09JBqqhTqscFdhB/dX+nk/M/IpCD8HO/vjuZ6C4z9bBQD99/h8/8rxz9rVsXveH79isd3X9/H9HVL4J7Mro/9TtN9KrBR82+e4SOtOqXja6EPQui1oEYDBPdDHKRy2Xgchl5ehq5nAamGBhCYF0K22oGwrQVUlKGIZEGcTg76SA52VWjj57/o/l6N5bwXieDv5LtdBi8730n7KJj++lHne4/6+GtJ5M/7ZpHolpKqe3nduGCOSIGf8ZqJDphhvHauIPcO1RTi2Kl6nGhraMK9bnz5wqv4hCnDV/dInktEhoXf+skVuek37vWjRCvI+EwRFL5H4Pxf++nOVQHYhyJcWScIsM5cnl4Yrw8cvnyyHi5EFzWXk4r621D4kQRq5eUU0bTQIkXzOglWNFer1ngzgENZ+tX/M14bpkw7HeT66XWzZIKnelZpY7ZX2sXaM2Y7XiiBPH5cpgrnX3S3UlQatHeQgs+Eq915kGEQgKX4cg3KLMbrh3TXt0hVaoj2GRd06sDcEFDRobZnRA1YPGvHxYBHiB4/bMiZviNNl8aihnHS3R50+ZFtOxZMbjs73pTqXKFmHE+VPjbYs+jdTyCtC3XggyrI8KM9U23V3NGCOXg3KJYzYhaA4RG73WMQOpv2D4csP0xhMlw+4cTEkfCEL2uV2AcA3EaiJM5TbQIEjMlWAZLCU7yse7r7oRQj/CvyCK+toNmgxIeIhrEA/TNUWMyrzsKxeBnbZlWY28Dp/Y16s4sNh9LL1DttKZqGP0SK/9Ntva8vbRBLlUniqbH5OROCDWaq9nsNeOBYnpa8T70WSY/tc9WWahmx1RZAeAMegF9RXRp56PVIWXyuGUwJdctzSmnZXN1YHAe5llKbhivPLKiflAss6b1Sd1ZVby+QXFHEBGD1fVaFbohcgVOBvcVAlYbojpaBQmL0/TmXPIEREI4MQwnxtPGOAUuw8gUIloMzncpN8asDAnCBkECeRuQXMiS0CxIXhHEYbE8q6xE2B6MVqTWroDdWquY8wWEDaTY+lQFLiBPqL6h+obgWQ0MWHa/BR0iIxIfLUtCv2GOhA1zTm2m8/KEOZGy661nbC/77xB+g/DrDk1HNvol0eoPtWyw4PMdfQ/NwGprQOoe+ePj550Q9ehkuF5XqsEhsAtb98b0d/LMR7JBd15r545fV5m4D0Tp39v9ut/3l3bRT7ugVzMioljh6Ris5sM0mAPi4QTnUfj8KDychX/7NfDpUXj+Ijw87ULA9UV5+Vr49qqEoAwzbArzBmsxTL/RHdCp0KJ/RfdpCwg1iysoFFcq5G68+j/35KO7sbifrzrGP2BKUplP15YCNci770Y/9u0372s1fVaSnO5lxb902Ib14dPdE0yLQu8HqAoc0jbfylS1MVZpz30/Evbt/pTHYVPb0GQXKuRgXFWOkXz7PfTwLP0dnDa7qHWCNLzhECsWtm1O4hOsxTyqpQg52MZU6qZYqlArbYjssXcpvEEcNcGkf+JulpuBFo5wBtWAEZwwfLV1GQ52Tji21dWbqFRalf+6sbc5095I0mud+/xpP18/S2wt0r5+0c9Vn5Gz/yme+dGNwrFPHazacfV429p/gqMhxMZBD9d0AkUHp2WCec2WcQHeAIVpUZvB1oJIcaOd425Gex885XWazozjifPlkcvlwuPjiYfHE+MwMU0TpShbLmzL6pmVxaORA4GhoYy342A0ckapGTR3fMuFXnqoI6NfrY6pSkOUwzhrhaXS/rw6YjtP2GdT2nf26nO0ZJ+U7lBvvz2XHufxr2y6/WFZpmYA30TRqIh8YiBYxIgslDKx5ZHCgoaFIiMq/0bII5I2NEDKkaCRWCa0WOq9hkw8W5SFCaiCXA1nNFdP92UklIDmb5BXynBCZUCwqCnlxYTkVAjriJwKYUiWor2ZylK4mD5xtjFIeTTlKL8AhtNJEOLw7A5Ui5qS8AnkRJgeCMPJNtgpMJ7+zjB+Zpi+EMdfGoYnKGyQ8sAmN4q8ksMbpkRmJGbi6YGgs+HvktHhC0ggbAXJe/RWqxvBAFwocnLl1nCAVZIJtA5HBROqZ8hCXN4gnJDwC6AEmY0etArZ2eToywPEgOo/DBNUX43+9AnRL+R4ReJqsodGcz5tSg4TKX5iiYFvt0LWhWH6g/VtIP7HyHTJ5LIwDMJlNLitnzo+gJ8xZaHj6428j4xJXaDad4N75up7ahO6Oud7Vfakyok9H39vRt0dh53TtL9fVXBNQjIuIBCDOSBCrIqq8bPTdGIYBy7nC+M48fDwyHQ68/x04XI58fT8yOPTA+fTAw/nR1dEHkhZWVMmjMqWJ4iF83yGWLjMF0KA8/lCkMDpPCNB2NYVy4Tw6Li0F2e3caywmsmf1pQsi+z0+OK7ORCPFn+XFKG9VCTtb/Ed/sjF7LsmyzVjbL8/99NZZ+CntNcPjl4xqN+4gKg9L3W5p57cQ1vQzf5h/+/f5SiQ0l1wEG2cHuWeDr0tEaxGFsff6h4iUC22zQHmkblRzKg7jJFhGKzY+XTm8vDI+XTm+ekzDw/PPD2eeXw8M8aJ0zCRto11nZnnG9++nQ3yS4RlW0iaCVsk5w2R5HSFOSMEi5bU0oJQKv3YUresa+3m2Y6yj3k/nL0wotq20T7wQ/sLKjHVzMReIWzyy+Gibjz/V+mqEdP+Ue5/P/axTqj6/aUnjCafdZ/viO7P1sI730U/FB2Tk3r/GqQjcrhVczwcHGCVxwkxCIM7IC7ngfNl4MvziafHkb8/n3i+jExRGILwdku83TIBZdsCKTuEU5IG6VTrPtR7712pMg/d/OpxnPvx75TMtnqbOqTH848j9edcpvGj4+32Aarnfe8+xztqd86BbL93+/KG7TUZi+YwA7OW4sb/moV7MiNb7uhsUFROSDlDvpo9J2C6nWc1oSPkJ+zCF9s/G0yRFwJIgEa02HmC16LwqHuD7NizgAWvmRAGD/gIJqvUAr0VCqUa0cHqckWsGLAow+nCcDrz8OmJ08PE3/79f+Py+MTf//2Rh8eJKQzEEPj68sbr9cY/f8v89nvi7esNNLJqotxW2DJaFitaHR98UAOiFgClRKR8NoIZqpFrcpY8I2SLsA2jB5hElE/O6P6A8oKEJzR8tuyPjBvMq7EPLAL42cZKZzfWuexf5UxNoA7/0ugqImV2ot587AQzAG7AN6yw2+oLtdanWIARKU/ubxltzMP6oY7xA+ojBo9yd4eRBrEMpOoUKHiQUMQMwhvqBtZqP9EgaIgwWDsyuuNrM7qiXIBisEYoMhievWV/mMFSvABuEdyQu3qGhBqdhclMYeVK0IGhTDYPQWwthM3X0WT3UIOXDcF01Ui0rWFIlDEzjIEwZIbhZBn6DxPT48jp8ZHz5WKZEMNkYy4raUsMy8p2Gmwq1kR6XSiq6FAoouiw0XR9xBw5ATRupiPoYGvUYWFLsVRVxWFyxI2ynk0oVThrvDA2x5plLCjqMCeaEyJKqgGCm8kSFvyVGjmWvLkzwYsZF4O5IjsEblnQkizoqqROj6Y5IYzHuT78J/zteARU/h1kQMIbwuYQQAWRG4TZHQQXpAREC8Uz0LV6s9mQ8uYOiclV/smeZXC9RS2Ax3SvxTPUAxoMljtIhfuaMOgg3Nk2YfBsF1Qmg31brQ5KGEZUJygGgRsSiK6U8B+oTqQohHJC0idEAkWuCIU4WMF4DRmVQhwL0ynzcJo4jwNTVIa4kfJnUvnMvF25rW9c3wa+hRPLuvB6fSUn2PInSh4pOqAYhJMCOhjHHnIiSDL+XZSso8lYaXM9wWGsSnDH6kArFu+6q+gZkYwEC8ardXIN/hVKMQcv8oyQ/FXrnGBzi6CeySf6ANlgsFQywiPoE8qNguk2BpiwQr5hRbMnICP5nzY3Q0A4ofLMX3Ex/MtOiJ2Wj0pOJ3+YXFClkF6u9Yvvsjw/avwgV3xkfK8fq03lXTuyCy2dKfO9rOqfqgMi9K9gdSDGKEyjwTBdzsLjRfj8LHz5HPj8d3NEVAi111NhlIBI4XZTigpvi8U2jAkKBu+EQnDhvRVwrpAzsvONg/zajedBX3g/NO+u1f7LD4Zc+/M/OO8g6zcG130HDiPVCbHi/k21sR3kp011reWaUWB97J7snTLz/nNNS7+PdKs0vCsXXe9UGhSQ1IdpfboXdPU42NAmaI/svJPOdzF9b7a9ewRHi64LZlgJgSG6sXewKM/6fJozRZRcaxEhJpSqtsiTmnKt2mW2UI39FS9TfAOTfZzvlDFUujHb3SptJGvjuitXetfEvj5Du1dTKqgKorT3fgzftdWlCxljDYef//rRz1F9qn6FuZOjpqsfmFsdixoRsY+L1D72/O1uDdWrd3oo+5hINwbvR5TdiO5rRezdoks6CAkMIqn1sCtebQ6ugTiMRM+AmKYT59OZ8+XEw8PZnBDjmZQLYTOhOC4rIQ17JgSRCs3Vj1n9ZGvR6fIgiBu9HFav7uueem19Kb6hVg4PDZqiCl4Hq13HJRvd39FTb6g5dET281Xf/9R41M8cYtERGsixkIMyciFiGztkKxyZB0owwU/lEXi2aKOU0GC4u1YE3I1RZJv+SUHEClaZnAcK5YxtbqPXQbgtqL7ZuS1bQVG1rAPREyGd0UEx/Fy1aA/EjPdBkSlZrYg0WHROvtl0xoIVULcoJiEYj5EH8OJgYZhgnJBhII6fGca/Eadn4vhkxemGkbgVWMzIv/BMIZFDQchELJ02jBNaMkOZURIlPKEyEB0vE4f9Mvil7CnKEyojJQyEPLtCpF5oesRSdBXlRCgbIb1BiBaVJWqCpCpBLfo9qxUtJ0wWwZASFnk3Y5ikv4I+o2Ejh9lWSgmmzySsPkS+sKXCbbVCh+ftii4T55eBlGA4JcYxMzxYpOLPH/0aOzAfdt7SZ2P52j3sf/fHfTv7umvO7V4ArMvwsA/uP9VTW4Hg+roX4pqxrr66jIiuts3gdSCmcWKcjK+dTsbbHi5nHh4uPD0/cJnOPJzPiExIOLHljK6CSmY6DRQdmc6jvU9Gb9M4QbHaEEW9RoQatqyWQg7BCqsHg06UbGBmWqPF+t1TpAsi3nfD+ocAez2dnreF+1n4zjz5RiX7n/t2ojsNvGdw71r/Xz/ueH/b4//VNnRvAzfQcNdkI+m6X3Rj0c7tMyQ8pOGO9Nsl1RGBwRpKhXT1eiTDODKME6fpbLT28MjT0zOfnh/49PzAaZw4jyfStrLMV65Xp6UYmZcFCYHrYgVV1zigqoQKnVczbIKHfEqF27An6USSw3o7Bj3sct+72TVi8w+VvrQb8p2WtBvXtv/6GB7lum4i6iK/EzF7kfovHQfF5P662keXQ36oK8gH1390nrITBEfaOTzinXzfPt4ReFVgBVqmTfc8PelZto3ppXEQjwaOnKbI43ng+WHil6eJL5fR4YTtJcCyWc2IYQzE2GVBdA4PkTpb3xsIfTf99reiHwxtr+rcB9tUfnNPox/csr3vW9T9ftM3zC4ydtnK91kq7675s0MXakCcCVQu86la9LQ77URdblAr1ktUD4wfoTxYgE2ZTV5jxIqJ3jCD9pmKLd8yJQQazA/B+L+e/YFWzFrqzgfxmhEtYlvsHsEzITSgZTDDdciICx6iBVGLYmZQJChBCkGUOE4M05nTwycuj2c+ff6Fp+cn/vPfTnx6HjkPE2Mc+cdD5PfXQJEbS3kgJ1jeMmUNxMlhZ5bNfbyTfda6nwWPcH6wyYk2vqInmyQxWU/i6A4Vc0ZIPoOOoBsa3tB8Bh4QlgYVqhVyrgW8XaBG/HvkeftdsHoNpJ0kA+xZFIU9QDP4HCQf/40Ko2UXJ2B2CJm+5kdyw99P7KcC0mCfzUFTHHrGYG7cEVYs40Pac1XmGtAazCbRDV1OfllMN0BMHsaDaSgEL4CuXgCdUp1DviTwTN8aQBEGREaKJMONF7WoaNEdUUyyPUZw+BDnA5atMCDFnBAaFojFMwEgRDWedx4YHibGhyfGyzPDEIlDRMKKxMC2bga3E4QtFYoI8WprSqLrcIMb8rMxWQnRfAiymn6g0UYuFutvNfz7g1u2h2V8UOsmaA2Hwefn5JA7YnPhYyilWDjU5GOePQizJASlBJsrSt79JJ5BhIgn5yhaNkpZfAj7Dd4/9xvpXaDknx8BxALFrBZDaetIZEUkOVv12ihFMYhI9XPFxqfytQo3ly3oTqPD9aQTtn5mey/mfNAKaRYsYFJdVyNs/ixWv8CCxywTgOQBubEYT+Dk423G95JvCCeKfgYd0GxwYcqKSEYH1w/JqGRCrI4I4XIKXE6F85gp5ZlSnpm3P7guyhRGynImhsCWZvMThweyRmJdd8HDJt3IHKPxM6M50DzYvFOdwW7X0NGzkkLbEyQoBr93QmQhBMv0V5cBRczJF7BMPA0PzrfegJoNoex1iDZ31p6wYtSL8TEdAefHWKC1hgHKK8gLZtsLoBuiL6hEhAej3XBx5vLj4192Quy0fBc37kJrLyN86OzVtmb/4n14Z2euclyVYVsca/vveAcbRlMQavRTFfdaoB1VkLTnsowIz4oQGANM0epAPJyEp0fh07Pw5Vfh09/FeESxotXkQsqBby+QijINwlYgBPWC1+z40buNbe9P7Yta0epap6l33riuwUGP6rSu+4CQe5WvfS97W/15VWGxc+/m+l6gbOMnTVj0BEgrgyUwiPAYftZUpzRM9i7yWOv/B+9UL9HW73oHBDQPT4UeODxPJ/G3p6kjFbpBOtKVVKbRMOKPg/NeBav3b5qH/1Y7Wes+WJshmhNiGM2gMo17YaZh2LH+UspsWyKnDLJRciapR0LniEqNUq3R3J1C0ZwF0ghJDp32eZW+n/U8Z370UEn9QHrL8u4b60M37CYiBP+r1y7qeIXG/A7KkE+T3rX/MzqGD0T3vHUuu3tTDde7RtQXWe5ubgrIYdH1dEmnlEm7DQdaMSbRm8r76OHWr+4l7555f4Y+DbbBeXXwETFGg44YTg4Z8cDz8xPPz098+fzE589PXpx6YFkSb/PG9e3KuiyUkjyrIlLhkrSlRXv6a6eJanv++l3ZXw0arDIfWy8te6HNs1pKoXQOsf7aw3zejZvezV2L2q6bf99GvaY6oJwrVDzVxtE6Rv4XDlWlbCsA8RwNRuaUkTGhYhE7MX8jlM3mVgYs9TkixRSloDCou1blGQlKnNQEvXwyZ2TaEK1tCGyTjWX0osthQKaAxDMSHiEHM4zLGyo3SvyMTtGSanS0SJHTFdGRyIMJqcuM6kDRB0QCcRIISjlZKngob2aElwmJgSieqhsGspyJabI6CWOB8Q2RiTBciHEkhDMlGAZriRcm/UKmoPpAKTOpvJgwV0bPsra0WllsnvIwQVSGdLXoN1wGKBHJI1EzgZvhkYYHiCfCcLEslTyi4Up5+I1CJIrBBKCbcb5yNkOmR0Wivxo5LAlNK8oDGjwSjDckfjOherhRhkzy6Ja4nYg5EMqNWP6DFRjOStwC8xXQhZfTK1uZmB4/2zUPM7EWGftLh9zxmrudrGOodZ8AabLX/V6/N9uvkz1T6Lif1C9c6v5g2zbHl/NDd/LuAcmy30oxZUV2gMF9yzEeIoLhWodgRYDH0V7TxHQ6M51PnM4T54czl8cLz0+PfHl64uF04fH8SCFSiMyrspVMzsV0okEZBmUYhWka0DIynk4oyjjZexxGSlFiGNCgxGiOu1AsOqAEsWwZxGSHYk7z3VgLtbDXu6yrJo/pHY/yMW97z3GP2aPeu727OtGb3CeHn1urrc0P5v4Hh83pHW/UrpP3Z3/Ydkesx15RebVhVPfHgWKO9Cl1bCqOeD23vlfuUA5rRdVlMu///s/lviqrdQ4wy8SJjOPA6Xzmcnnk+dMzX74887dfP/HrL5+4nE88ns9s68p8m/n27YUwKNPrwHVbkFvgNF8RAku8gUKshWP9/mYU0/Y8LQOiPrU75Jv46nuqirb9T7v/92E+SKxHH9XhVHfSaAeTWC848IJjgNK+xwvv771f9d3jfms/8DB2OuscHa3VDzLCjtfet93T0fujE906fncUeD9qkv7RPYC9JQrvQpLNdeicBcFmPiAMMTAOgdMYeZgCz9PAp9PAGE3nSltmGQNjFC+qeYiZ3V/a/d346Qfy06407F/r8VHs8d+vyv78/bx3X707pJu//kwjsw+u/GCzkq7rP7rXd/tQIXTUjTiTGcqUM2YUWzFc7M3kgeIvFRcv31BuBgtyqtHrq+9fbpSLL1A2yItPhcFamp1TPQoWBDe8tTp7BYPMgD6rAVkR2QwLfzMDeJDk23CVax2HfACJFtltG+hkslAUqw0xfeF0fuaXTyd++SL8P/79kX//cuH59Mx5PPN//j7x379NBBLztlGWE7evJ8rpynIqRB7I6xco2TJkNUOe8dhgIFLkgsn1r/bQRIQBGc8uv7p8Hix4hMHlhvKA6r9ZPUQKSrDfHabTojwW+5yCf96w7AoPqEk+r1LhR84+licMnsmdvKFamzzDjMXaFoeEUcUKfppRHRnQ4LAzmwdf5eGnqfBQi04MWtVm2Q20Dv1pwrAVoA1idcs0uPNMfa8KXhg7mfNH4mJjoBOCEoLD3ahACQQ1KErbzhMtExBcTosUD3oLFWqJ6DvthgAhj7ZWQ3WNuBHfoZJKmDFYnUcsSvvijqmIlGDF0UeHyhnOjOeR6dGyXE/TRIwX4lhYl43bbWG+zpTySpCZ9W1Dt4KkmsFQh98CINUhuQwyVghe483GbUJIBHcCFakZrMYPege8NenMPq2IFiI2liruFIoumRR3MKq1U2o2VckuC1tNP21OANc/VanBeRKKkXiQJhdDQfIKIVLiyddTud+0/+QoKF+xiPsbsCK6Ejz7w7iRZ1bJGYknNBg+kTkMTOa1gvKeVa4ryO9Gu17ropTP2O72QHNIKVa7oTkNMRlZ1XiBDBjM79Xa3L4iciHybLZyFdCJlB4JISGsvlc+IDqQ8kZQhfBfESKxfEKYSLKiQ2JLNwiFNENmgtMzEp54fFQ+PSsP08DDFJjTr1zTr/z+x8J/+/zGHy8Z+ceZ5abAAyll8jyjZHIYCEUZNtPri3wilERcr5ScCNmfcyyUIRlsFcXrfTi8VkWQEBANzpegOj6DuBOjTL4NVKSJxXiOnEAjmq4Oj3YzOnM7qEFdCaoD5tidUf2fmNMw2/2KOdiDfAHJaJxd7Pps85WNjyMzDWrrB8e/VBOij9zqpYpdf5VGSN9vo/t4UHDfCzxNZqaTi+7ueQ8b1DsYDudWIUSqMtL/2sd1+x7sr4i9DyLmiBjgNBok0+Oj8PxZ+PyLUPHKNAnbVbjNVjti3pRxgCHj+JtqxWA7/KVaL7X1vf7d6Y19/+z0Plq8E+/vlATtL7w/pOPHH/3sbfV66/ccQn2b9W13QhhwxEVqdOPPHF60tuJi1vnq57AfIPUREdAPn0w/7LTpZr5BVBo+Sr/so1UFOCyio49gamPQC/n9EbqTerOxKxzVsOnKhnjEUhwicbBiTNMYmcbIODp2owopZUIIbCGRSyELZC+KWSOBpY2JC8dddsluqKiTXBXb/rdKqLS+N1zyCnnl87Q/VV3kPrYH5UWQ3kjQlM9emfVxak4bT1GrHRdo3vcWgVc1m5+NTu8VnGoWUid8j7K/11bvGVBtp0/3xOe0V/Zkf+bm7GrP219X+UA3Tm2qdqO47F9+8Dz7b+J96euKBHdEDHFkiBPTdOZ0uvDw8Mjz0wNfPn/m11++WBr/GLjdNiRacaWXaSAmK2xdFc9KPaqYsR6Hi6AaPmTvnvqYqCkQRjF15I+00eI7WxZK3sfu8L+2/eo4Nfv/1p06VmVnbBVPtV3Y9bXRlt7Ru6+pnzqUkmyjjpxs7EZLqzeHIbC8EsoL8AzhGc3B0iwV0GRqTsGi3HgAsUAxJVLyA6oZ3X6zcRoGRAJls/ETHV1XiGYEDSdEHtCtQFI0/u6vAcITEkaCDib0jJZCHTVCTqg7UxSLegmjQszoyaM39EYoA8IJCQMhKkEySQYKJ4biTohSgBsij8SQzagnJwgJjRtRzgw8I7qQOKFs5LK5H8sxmWUCDchq81YuIxqUgRnJtUhaNGW0jIguBDZzynCC+Nle2dOch0Q5fUX0YunqRWDbLEVWLphh2ZTpwJNN7fYPJK3odDY9FhPKNFqBbx02NGZysaKHQwpkPZF1JulCGIRNA2u+sM4AG+PtN1QurMszQ1CCLsRD0fS/dvSsxPYDoaXyys4vtRpdu+t6fqe9YNAa3oWPnhd8KHv0F0ovhfn6ruuzLrf6We3e94ZQ423uhPD9InhB1zhE4jgwjBPDODFOI+NpZDpPluV1OfP88MDD6YGnyyO5KGtRlMSwKFtQM9BEQ7UYBmEYBvI4Mk4jRTPDOJJLJg5WaDjEweqZhEgIBn+nwWvnVGxbf6be0Xwcq05g/khw7uem33vaWB7l2gZr1/iv73L9vrv/dLhtC0D4qaPfy6qj7nun1f6a/HHIdt1/vv+2e9K7o8Nj7cMj7p7q+K7eWi9c9HJRk2t2maTSWs04lFqXJAaGwRwR03RiOl94fLrw6dMDv/z6iX/7t194fDjx9HBhXTbm68x0GpiXGwS4fHulqDINJzSbU6sErzWi1QFRnRH+rC6LWnYD3d6lh6fen3nPLey+Oo65f9//JFKvrfsxdxfdyyDd7ttv3/1N7j//mGm8O61t3/di0IEB1Zv/oM2Pfm4LrD9B7m76/TYaTb3TO3ai3jWBHVBUdL8FLoK2zAX/Z/BMgWkInIbAZQo8TpExWOb5dQhMg2dE7Evi/ZR17/dk8KGj6P7o5q/qXx9eU8fnjugabRwZzh2vu9uQvvOTjXjdh46Pof38+N/yvoH3R/K9UausmJ2OJ8wgZFnGlo1QDTAW7GAy4ozIYtAvw2gR92lDGC3DVQqEK7CZ8QmxdtWfRfBgB7AsTS8C21aw1QOo+qU9t0XnSzEDFFKQaJGyyGB6lIVktzg6EYt6tULWFjQSYmCcnhlPX3h+FH75JPyXX8/8l1+f+PXyCw/TI+NQGCfl5XblP16uzN9sb0yTEKc3tChhfEbThpSbGUw127solg1hxkihwlc6zvnwZHKjukFWJouwDwZRV8oZ8gnkDfTNH2a0GdUEJZlzp4Bkd0LUbIToPD67kS+aAb9FX8ujOTS4AZtBaNV9VQDe7L48YMZWMySbl2Dw5e1G7uSwWmX46Z201QkRcyCEWp4sjyb7thbN+GiwYQVCRIcAJSApeqSyG3yz7cvBIZLU25Fg8KVWoFaohY01JC8G7gSjWJFrDRQdCES0Zgu57q2SEQ2Y46xmWYD4c4gY/A6yYggGjxis8GDXlezIZIMXvLbXcBoZL5HTaeLhfLGssElYlo0wzEiYWBalZCGMbwTNvl+GtmQaNI0aLUg0CKfCag5EMYjaANTCzyKZGgxWZ0br/iBAdQhko1UJNg+5M/JZAEpwldGymwxKF6IalJfI2PGZDaXW+vDgFcHXgltxPHkKzYSymQ4Zz3Z+n9j8l2hNUV4BQTU5LayIJqrTRNWch0EeUfkEYTb+lW2OpWbBMCBlYoctqzr7ROEBdMLqEqit0TpHuG2p6QL4vc3IrbKgajVdgnxGPdtCnI6znIkshGA2B/HgtFwyRROEPwgMxPQJGCnRMuhzmpFQyMtExrLXQnjmfBE+fYa/PWX+9pSYyydu+QtPX3+jTCvj74m3NLJ9+nUAAQAASURBVBHHwHIdkW1mLW8UzahENKtDLkOOjxTNBJ2N3rZgjpZBETLqxcYRW7cG/2U1IARHG2CEoFgxeYxWdAB9cB5xNWcNq80Xk/O0m2e+rU5n5oirwZ6iXiNCr4A5BkWiOSeKwagFiWh4o/BiPJJHo/9sMr7Isq+tHxw/5YTYGe4endZ+64SKJp453dwT/r1s+D2l4Hti6J0IaO/dyQqWWtz1R8GN/p1AchA+3vemfqP1+VzxLUUcOkFJK2w3ZXsT1le7QoBlsULUW1aSKlltny3e1lGm2h0Ie4TK3oFmn+P90RRX2dtpfYZd0H8nEO/P5zyxjdO9THc//u+NErybLGFPWvVYAEaBc4BPgzD8iW7x0fFehbLe7UbientTDI7ZB7VH/eV1Q69n1Pf+Ad9pMv2t/ZzQndeN/mHwqmTv590rRUjbmKi9Eajp0UEiMUSGODAOA+fTxPk0cJoGzqehpd4ta8LKRwgpmYE0hOL7nN+3VMil4OPUKQDv5kXaGmkKhXROh/ZM1RAWkW6sW/poFZQPRl4+uKe2U3diqtcdF3m7rCnDdSqrQ+RnnQ/dM/u73n9/D79Ue914zT3Xqs/Qt1WdLkfNaOep6o9Yo0z81F5zapGYgeZ4qJkQYc+iae8cX7VGBK7MmrM1WpHMYSDWyM2HBz59/sSvf/vEv//7r/ynf/+FYRDGMfDtZSbEV7Rs/PF1YIuhORf1kNWguxDRVmuNVqpZL/mO99S1oIfgPBO+KrW686zCbmk5rPijU0F8PqUf9UNk3N2O1r2qkLozNz2c5/f6WY3Cj0y0NbllN8CbgiSjWlYJn8jhgsoFOFtU0Gqpkipf0LCg4Q2hEDWhiEEC1XRTTQR5s7Ue/4bKSGjpziakSB4J+gmGCCF7RFwg699RPpswjK3zkr2eSJywYlaWolm8uNXgSovqDDlbQWcJFE9zDRgOdmqG1ytQ0OkzZYpw+QU5/40wPCI8YcW2VpCFwhtFb5TyQtZXNNxAk8PeYHuzClZ4OkA5oxItAp0CvEKwqDVFyOEzxCdku0FaCFNGxpVQfifwihYrEk5OSPoVcKzRHJFUQJLBZJHR9GITGue25uCMyubP/ggqBvM0ZBvDAqRASQNpLMTpBuOGjivCA9PtC9u48Rb+Qc6RaT4zxAFJN6JGHhyK42cP7d53mHQ50HjLftDjRQc4k3c/1st3Ga6Z1xVTfpvMdbfZ9JBN9STBlSHZ33072DlEk539EZwX1poRg0Wki9eICGMgjMIwRYZpYDyZM+J8OnEZzzxOZ56nE2suhLyRUrAi8aFGU5Ymj9nebK8oYc+6GCJaBmIM6GAZTqFYdLy294JKIAQ1W0xNdXVIjz2698CxaDKPyziHgJA7gbvf248BGR7xRN2zlB2G5f3R2wL/BdGte4bvCKQcv277Xi8DtI/VMSYfyA+9O7rSapV32PdV6XaCCtdSBYgqDN93rsJANpFQ94FxGUccQqDWY6rO/Rgj4xQ5nQcul4nHx5M7Ip54ejjz+fmB+bZyPUWKZn7/45ktKafT72xpYxgMx7/SkQQhFNnFTrFntHne5Uutz9fS++/nt879PhT0I9iLqB9h7bSLqnR+lNGOjby78rtf9PzjR8e9ZH7wLXx4kyor/aDx++7e6zvyoxNlv40Pey/TH1o6ZI/5W9D7m7QuA12SqFpwd1EohZIKORXWOTGPgespcRJhFLOvvt02bnNiWRPblkmbXaNZvZ6Xup658/FDkhVwVEK1ffVukPpnuqenfpHX3w50csdg+nX/A3r6cDIrIsNHP9/TW+vWj7mbjGcbm1Ktv3iGwxVk9sKnajKRBIjqyfHZMx4ctkfNUCu1Th/FMh+kYJiMWMAD4gZ6zxpAaYWPHZ5J9WTBJOKRs+JBH84X7BXMdqdWuLg6wvGgIa1Zh8mcm0EsaE0Hr52VoxnNS0Z1JYfoEIMRwgmR0QoIi2VCByYCFwKZIBkRk3ckZBgMosqCyaPDJwUkPACCRJOnKsqBiGUSiFzNPhLqLDn8KF5oumxuwDQHAmFDWdEyoDwAo+sOGyqzj4vLTjVwIiRbW/LoNOfFcuUFM8J68AoeGR4mgychgBqEoxUAL1gx1+pIP6H6K6Ynv9k8xn8heKQtI8fNT05PxeG3BBocbfAxKh6xngZfsFsLlBUnPXAYVsAw4/HnwnTGsndANJqRWcRlEIfXQYFsNNKgPD3c0eWS4AXCbW6Dzy0go0XqF0coGbMXaRajmyEgY0CGDYk3glyICKcQOQ8jnx6f+fzpC9Np4nSemOeZ17crL9Mr6yoII/PjjS1upNk6FLBC6bmsHiRngytZdzYkimav55Uzmosbb7M/W25zbPBNcd9zwXiBClqif+VzU0zWKnWNltXvbkW+rZJntGwa3RweLSBFLAAqg2ZBQ0Tj1FhplQ4hUKJnvzjbLjL9lPAmlbkJoBb0STghtSYGlv1CETTczEheige7DrTMh1KoeiIMqJxsrpN9FjW+VQOWytCFV1cnIGAZRQ7TRACdEM8+M0q2GoaljJT1BGElRNctdaJooOTB61eo85JAESFzo5AI+orkxLpBYWQeHhEm5u0PTjmBPDGOFkTyn/5tJOszqXzh4RTJGU7yxtvLxEtILG8zyzKy6mdKTpBOjiBgjpOQV1u3g1AkEJbgGUIn4484xF8ulFzs2WVEdDKHDgLhBpKRIObYk9XH6Gx7jVotD9E3UKHoE+Zk8FoRwems6sse+IzcEF7QHMypLcWdIGqOc8lG+5JdPz8h+gnVjSL/YaQfFvYs6O8ff9kJoXfv9e/eltY+3wmwH0XO1ws+2vffiSu9zlKFOzqT8p0sd39JUzc+0i9qVz+WzZvs7UG65khQc6rrBnlR0ixsV2V7870swLIqa4ItGx/Jujsgija2tXf7BzJ/kwXvBv8dLFPVNLElrIfvu/a1v6YyXGnPK7BDP9Um73XBD8fcGG6vlwmeCSHCJHAKwud/0QnRxPkO81bviadOctsE+9+r9FJhAZwAtWZX1IHqo9d78tJ2XZsnqR5bi4SWij3ZDm0v63ugj87DBa19A5HuSf1vwdP7u9T+08TlMvFwGng4mxOiaGEYQlMk19UyHTZP3y0h+SZfFYh6R91pwR7K+3ocW2mCTXUt6f59zSN3llKj5Co8U1PE7iFvGpOoEQLqY/GBwlbnfZdC7+an/h/v2vjJEIC9MQ6LR/cfBHbdvtKZqKULHvhVdz6dwnXwhPb31MN31pTcPWQ1cNYNo8uEqEJo54CoGQ87TfnYH65TN6I5fvo4MJ3PnB8MPuKXX3/h3//TL/zf/ve/MQ7COAj//O2NbSts62wQTTG2mVZ8k2oZELhxuIql2hTemmJax3cfZlcMqAx4H8fe2WoCiaKHdVtpss4N7BaK7zCfA71761LvXQX0A2fdz9YK3fGzjE0oKhSFYUsuAAs1wk5GE9pM4J9ARiRvyLpCPKHxAZUXNLwQNBF1oxBIalikmiZgI8Y3CEIZJkTOBM2EksnhBiRCmpByphallgFCDOj2dzQ/AK9IeEE1U0omxkDwSLQSAhoGF55GotdGMPzTTNxcuHQ8U3FDS/J5j9wILOjpjF7O7oT4PxAGy4xg8aiKG4VvFL2Ry4s5JKLhiIZhqNn14Omk2vCVB6RYwTeRDZWbC8aQw68U/URYLUIMeSWMK5RXgq6UMiJ6gnImpF9QgqWcZyt2TSzolFDdIP2BRT29ITIi/B2RESX5fm4RPyVmGAsxK5IV3QK6CnnMbGOijFfK8ErQXznPv7Dqipz/SUkPXOZ/4zREyDeGMvAwBKbx5xJa33NCuftyp2/R429VDjHjWr8O6p585Nw0Q7cclmAP09E7W2vxZVtKO49s4CE7K3jX38ZHegdEFCQGc0QM0V9CHANxiu6AGBjPI6fpxMN45nE88TieGIJBoq2DEKPhYxsv84wu1d0Jgb0PIVJCJMaBEjNxiGjJlgkRizuI3TjtWRGoQV+1MRFPO3enqrpRYd+JjnLJYa9qgqPLRtKdXdl/6R0QexMG9dG10e1dbR70e26Kj4+PuOHO9T/mlUYLd/tiY+P+NDW7sf3W0SvW9Zbx0W3h3YDs703sqY792sYH8s93nqxmQlD3XHdChGD0FwZzeE2n0eS2xxOfPl/48ssTn54ufHl+YL4tnMZAyoWnp08sa+Z0OrGtVoQ+Jq8JVgJBhNJj+XdrpMka/nDt2yaK1hnweZCaBeNZspUw7ubgQ8ib2lKji7p4uzHSg5S5j6LL39L6JDt/uJ+c7x0/3NI73qV9Vk0liHv94IPnqm10ZHN0lu5ic2OOHQ9719f+1R6+Xld/+86FXbe1RrSVgmYhJyVvhXXJLGPietsYxeoOmhMicZ035iWxrcWdEEpJaoHomRbI1LDE67rwCJuaedamtmh75uMQvJ+7xr3aM9zJWvXUuqybyH0vH/9gvnoZuZ/etv6l3atnCb3u/6e8bThb37MFZYjXblCuGAzTBGGwiFwGiAZ1wZao9QRUa8CKRT8HwQxIZfabeK0qr40gsoBkVFZs0h1KKWzGZ8oF9GT3kW13hIRi7zV6Wnw8qzMgROdV7oRA0ORGRYzGdDIITC0Dmt0JUTaKFHIYzFAtZ0RGApEg0TNXJ6KeDeLSHREhFCRmZPD6EwJIQIsb+ocziBLkm41lDZSLI1YD4StgEDNmXD1jGSgrcAW9WQ2Clgm2oHIFeQQ+Y3U3auDhi6tCk89nwBw0s9s7nmz+qFB//wS5IeXf7J5hQeUF5BEJFwyv/Yzh40esQLLh0FMW0C8Izz53jrce0l+huANxiutEWmG4suO7qzkhQpQDHK4VmQVypJQBYSPI6uuvZlPbHqKxct3Nn3sCCebrUhAPpVd3WlRdnRD93AXUovVL8SAb30eK2VBdzmF30lfIHXz8czKnw1SQkGw/JSAxwhCQmJA4W8F0hCkO7oR44m9f/s75cuH8+MjtduV0fiHGM69XW0/Xx1dEFuaXhGaIXCi6kvMbpm9Fy04tVcB1OSoVjz0ppjeUTNBMcRgkaQYyD/zCMtkRzDisoKnaZdzxVGxCS6zY/KvPxWjtYMXLtSQL5KqyRRLzYWax1xAp0Z1PztgMXgeD/Ax13w6UMN7x3T8/zHkIqiOKBT8Y8/EaBaVYbQpmSnwh6EgoE8pE5glz1i2+lpwnMlmftsnkprghsu37XnA5vrjTrEwIAxrFeZXRn3CCAkGCyTAUVF/RcqZsEYkLQa6IRAoTQQMlm9NVtFiB5WK2kqx+XnkjSGLbCkUH5kGAwrz9wSXNaBgYhgdzQvz7J4RnhE+cxolliUR94/ffByJvfHtdkXFkTp9JW6ZkD0g7/W7ZLmtGymbR2RIJUcxQLCe3IjoawpaQkmydxQjphJSzIQPIFcNXDF48fgFOlHCBspqTWzdE/zCekS+IWnYRRA8uVM+SG8ypRQD5A5HfoDyj+oiy2foum+9TGZWEyIAMZ1B3QsgrhRsiyQMo/5ze/rr22stdvkab7FCFtKoMOF/9HjDFR/rA4Sbdp3eP0AsM/neNBpKPTzPVVPa+1zOrLNTJW0bzmHwV1NcYlsmQVNgSrKLcFmUQ+PaiQEGjsCxSHdR8+6Z8/V3545tyvdn5S4IlQypWI6KokguUCitgsvyHWQ+tr7p/7pWzDy+4H8xesKx/NliF46W9MvJh83cTY1PQGxOO8nYAJoGzwNNgDomfOfbH7KX7sEe4UQXd2qG7Bz4oNdKdU3+1eYTKtOkUoaNQvVOPbZB27BAyXaPt7JpatkMD1ev3PqjTaR3EXR+pyqYbPIKlXw9BGKMZhFWhlECKgRgjIVgqXHv1So47EOoQ1Z5U/MZ9WPpn6aT5uuH1RxtW7XhF/4x3q/ne4NvGKlDTco/n1/OOhNP6q/W5YPcC9PP3MwQXdp5GnYmDmuXCfDd/XaTlR4d+8NfxAm3/t0wSs6RQje6tbzVNsTOamBHE8DirAUQa3BL7gvS71CwK2jnSip9bIdeRabTCrVaw9cKXz2d+/WVkiIEhBNZl4TzBNO4OYSuOpBapUZRSEqWYkdaiqJIZx4tHFJee4QkVHsneXWFUUwRocE53o9hC9u7Xqxz4/c4P6gr23z/ykHdrt85D5T7v+UpP4z+hVPgRw0hAIColZBOMNCKqBFf0RYSSV3RbkLQZpm9YkXGhsFF0QAmkEtEQkXAx2NfBMgXUC1fX6FnxLJEizvWGjJTszgNByuJCxpkQzIlEiTYPoab/WlQ3RZFSiHlzfuK4xFi9iVqiTNQwjK3O4oYODwbvZOorUSZiPCHjI0yfQE4gE6q/UfIruWykksgUilgEC6PT3JItawGhiKDlYsq+bMBGSEbnhUfQgVIW+z1sML4YdqsXAkczOUZKvEAeLTW1RDMkSMTSYzPIguBGAInoaM6wUixSaojVkPwNldkjqs7oEgzWoRZUCy/I9IbKSE4jIo/k8EgqDywqaFSmnNCYKeJGDQEkEcLNCgf+5aMTmnrhrR6N7u/3sX2NInCAz+uYpXTnfOfO7e99lXbMtt8L3MhvtNNd3Pp4fMnhBHHlJLoDYDADbhzsNURCGCxqU4Llk/kyP2Srat1bTV5LJZNzJuWNlBMlJ3JJOwtyHtpqAjjEXYNjCpESlVCKFWzXgNVSuhO0RLBaQOyCWNuJ+qyr93sT9Uzpv/Vxau0fhcwWFNOEvo8m8Gf30b31nu7ubn1sU2u+yx0P94sOkAd0j9N4+l2rcvjU7mGY3h/1c9+D937Y626l7PSKNqdUe1Y3NGoT2tWdV4Xi+17JBc2ZkuyVUyalQs5K7gy+NbNHfN31hbTtO5cXgD0jte/mMcOlOQ+b86GTQQ/Kx1E2eff3QQno6PCuzf6qw7z7+Gn397u2/uRoZ907SO4dSAe6+YGs1pP4R/zxw0MOb+2D6Ptl1N9a2CE1OjrdZcBK+t4H9dHSKltBTkqKyrpkQhBe32zvHQksayGKxY2+zJu9Xjeut8SyZNYts6VCzoVS1AOZKt3pTr9oF7C0/9YYfpcd3EtJ/UO309pY6f0pfrEcv3xHi3cXfaSIfu/079GU/PDXuxa8PoMryJa9psCFg/5ZDN7C6nAZJrkZnnWnQef7yogFZ23G88XgUyxNsrjsqyYrIIg8A8GcEjVzIq+788HhSdDBZDadQCeH9TU5EE4uu5nMImwYxIfBlahOqAZUI6UIOa2kbWa5vhJj5ttvJ6KO/F/TV9Kr8PvzyuP5zP/njz/4H69v/Pbtlbe3V5bbjbJtlK2gabCAi62gqYs8H82gqS3NB59XGwfNV+AGYhkSZIdGkoQ5Hyz7tyQoWc0xV9Qw1UtGdUH1DyxDwqCuhOzyf/FN3+cTsXuUN2casVuJAbPIJ6w48xNmUN1hbWGC8ug0MNOc0kRU3nAIDbvHuzpGf3L4+hFwyBPMQSKe8S2w1w6o15guYbpqNudPFR+qUwEveN4iziu9bY3WVbAxAqwGSkBipTeDEbLC55NnSuD9US8oXVyky/4cGTSiZdod6SIwjS5buq7QdmDTEkQnRM9oGCnDgI4jcj4Rzw9Mj5+s5tLTJ2I4kbOw3DZOA2yDEIdAHECmZMbfaLUhpEXzDyhC9j3WCs0Hq7mARfhboIbXL1GHySmbtafq5gvnC0JHY9mCP9Jkg19hv0i2v+exS6av84K1KUrJanqwQvG9fpc21KayCBTLbLNBjmbAXDdj1eFnasdZG1o8AK4sWHYSvo067FEcsaLjhndi8kpGQ0KCFzLPg60b+Y0KJ2TdMxQE4cRuYzE5Slz2ts8vPraPICczhGu2zJ0QPPz17E4L04PLUAgktFxBIpI8YK4Y1FYYzIlUwurQlgaFHHii2FQhRUhDZGVgnoW3q/LysvLH443fv8I/nzZOp43LuaCyMp0Kp3Ph4VFZsnJ+MN493kwOKNtEyVansajVm4NMVoepGr6CLFYzpgSEM0JE5YrGjGIZECIF4ps5AORke2sGtBjyQRCshkf2QLwT6LM52Fx/Vb2wZ2Uly3ZTRWWh2UF5BJlMp5GTjS+DORxxx29DG0lo+APYCPoAsqEsyHe9APvx1zMhesGsytXsG3fotuBm2O90y6Mot3/6UMRTDjazD2XBrg9NZ6o03HkcdhVib0xFm/Cn7EoneOYjuEAGuRgTTMWecUm2DbzNCgWGr4VlEeZFePgq5lyO8HpV/niF65vy8qZcF7htypLUIJqyZbWUilbSv7r+9LpNlfveByTt0U7iF7Xh6MayVwTKnZz/kZLwvayRNv51PDEVKPYT5vd1MycDcBLhIcCXQZj+V5Fy2qxWVlzpSVo/d8xa/+VOvt2zF2obXfFroQnN7+hTunuqG82lfDAxVXDvJeN90Xonu+eoCsmu1DT6dSNxCFZYbgg0B8Q0GARJUUhZiUMhRvOMGq7j7oywNmtBZxNedtWiQvu4EFLlZZG9T1Xx6GFutEvnDzXjw9/vsJSbE+aQUtMrE/XZj06IXsBv92rOlbpo7oh679QHa+ZHhxv5G13Ut7s+t7m9cz7Rnds+1v67MNYMTE6ve76rfWzFqIN/5/icuPOgzknzwLpyIebd7ouaSy2SdeibNgG5wTZFiziJcWKMJ6sJcb7w+PzA58+P/PrLmf/098lhmyLLfOVyUk6j7sUOPUpYMxYhockdDxuq2RWD4g4JjypuUAD2/LsschxDFVufu8Hnfqx7Oquf6WiuptDW4oL3bTTG0X0v7PUrnN7U13tbzz7+WjcPfuIQK3QcIzoY1mrZIujAoJmQK3YqlG2mLDNBMpFkRZSnQCgDaZtQtcw7kYEQn5GwEsd/oLqRFkunD4qloppXgZrdSzDMT10CmgUpM6IbcnlATgU2oeQIsRrDoxlQi0CCUDJDXlGUjdVocTh30ynEcrb1UhaIBRlGdLgQE0QVYjgT4wWZntHLLyAXkAtlmcnzaobfkshaSBLQGCwQLil6SxQV8mTpuqU8mqAa/kDIkCxarfAJpVDSi6VAP64w/oGsNRLdMF9zmMjDmZhORL0gJVn6bMDqauiGyCsiE7E8mg43RlPpZsOvHUQRKSi/o7xQNEO5oNcHYELPjzA+QfwKwx8oz5RtIvMM8pk1qEVlReUheV0K1DNKsHT1+EYI688QnJO37jyhl6O6lVAVjnaOHM/dr5XjF/eyG8fl2O/Vzbkq+9prO0FlU33m4GGbqBlh0q05W4uWaWB8KgwDYTDHaowjcRgJw2jfhUgIgeiKsKVD78a4mghlASOFlDNbTqS02Stv5JydV7kjN0ZiCJYR4ZkRFsFekDh4cIspvxZdaDKEBONJzVgXwi4QHoS13lBT3+75VzdZ2ktI3X4l+297tmKTlnwOjp//laPVnDoEfdj/+x2PjPMYbGIP2QzJ9aG6lrR7uuMfx570VxksU73+KG3U3b3euwVGinoUWT2vOivcqKBCy+o0Fut/m4HNIokLpRQ0ZcqWKJWWUmJLmZTLDt1aRaa2te0GJzzjR9SjRTFD0z6H+wrbt0ztXi7ltK+q7Ff2EdX6V28mqDTZ77P3ud1+9geOjvcOg3069XC3fsa+c+wh8/eTeKCu2tXdldTt1fWrHZfOLpH7NrVv6KMbHv64p8XDZfWTdH2hihDHsdrhtaCKH1pMxkrJ9pj5llGFb8PGlpS0KZcpEEQJotzWzG1NvF4zb2+J2y2xrpltMyeEOSJ2Omn00oiwGsF0H7PvHt2Pd33ftwo9OiM/WLj6TkbrxvIdX5T34yzd7we24atbukH/i4c6brnUWgIeRKM8gExYAdDkkfViclWwOgKEZLUgYrR9vTicEicMC/+GyAThAdRqaKlmk3sFDNJkAPkbZsj7J7CaISHfurHYQLw4LAOqZ9AHl7kSVgfCiidrSUhIhNEDSLLDn5Qn1CEDSxHStiBBmF+/gs78/j+eyLcT/+/1n3x9Wnj625Xz0wP/fP3G19sr//j6B68vX5mvN9K8UlZFtxG2AItFk4sWi3oeBzPQbrUQcl2pBkel+gfoak4ZAU3PqE5W1yIatImq7LBiOVmNMq1OiBuqi/HGYNm5VMN7hTHKpiOq84HAq/Frcdgjh74yPr9CmaCc3fiO2fkHBT3b2Kmi5Q3CQBgMborwDYrrRBTXx39KWaDWRJTkxqPRobUaz98oujqdWPS5VeLMtEyQZJuZBlvgKotlQJdHy1TQhOlKN5DihZnFAnE0UGskWFZChk2cTzg8VotscmSA0Wq/Geu0wsxBc9uXEKnB3ITTZDyjDL6f2U5gLojoWckPaDhR4oieTnA+Mzw+c3r6hcfHT3x5+sIQL5QUWG8Ll0nYJqtjuE3AtEJZYUie2RDNmaAnTxBZbY2XGoyYvPiz7yjBjN+6je48eDVjd7CsIbIgKTTV3iBUNoM0S15PLvkYy2JbwDa5nGGQtZbBVO0KBckCSR1iaWd06nIFWQjJ7UDZ9zExKC6y3UvGPzcI94fZlM6gAZE3o4catKhmzJYwQpxMXimKQebezMEzrJCVoCPKG8r/tD7JI4g4/Q2QHzGb1GbroaTGA4zH/oHqDPqfQUcoM1pmzzgbED0jekHKGckPIAvKlaKrO4cG4AFlpGyjNTuuSEyU8GLPwbPxxfwFZCLrGzpk1jCCDry9gQyFr38sXKY3Pj8sPJ9f+PR5JowbGgKnk3C5FB6flFWVy5OioXC6KkECZT2TJUO6UUqm8AlQUjmDzjD9A8qLFazPkaAX4EIJiRAXtExoeUTkGxJfEH0GfXa50up0aDY6CuHN15f1X8oZxRBVDEbr0eW4GdhQqYFUNwyObUAdClmiOZikBOAM4Qy8IZp3OV1WkN+MPsqT8RqsvsafHX/ZCbEzOVy27PFk7buP8DirvHykbrkTCu0Oh1OO8uCh7fft7W9NJemubzKTuodL97TfendXBdt3tU5Stn2PLQERls0697YY/woDrAnWDNebVn7GbYG3m3K7Ka+zcl3htpoTI2UzFifF6kU0mKcu+okqCB43qUPGQvfch6Ho5NqfLQB9VAW7gUOajVfuzm3ynXa6knR/t8/aHBI/XxG9n7D+rvdE1xPcgWq70+r1lSmXXmrtem3X7nAR9sRmQO4IvGoGsCsVd7LvTqS94KH7oDXvtkd9ymH0Gi0U97KXouSkbElZt+KysLKl0qLpesWzDVvXzWZYaMWTa79qel+NiJDu2Y5PJf69AD2kRMsQ8XGtn3c88dpmZE8jbD2t0mB3H9nngRotab+YMaHXdPrDFL2PAju/f1Sq6YzO/W8KuwdYea/D1L73ferp4+5ecv+7KV+9cUn637DxMOcBzeEgFYva/zVHUMue6LpW26C/1qJ33XdhTixxQZVCKZm0JUQzWYX1trDNK+uyktaVtK3knCjZHA6lOD5oya4ouIPCo12bE0JLE7c6iwh1nt0s2K19XzN6MDN019Ku7edz5/D3dPwRf7g/rzdzuRCGjb3uA9qt5792WFSGYrUWVrSsQMSC1LIpjqWYITYqMll6dVIQMiEvaA5IOgEZjbN1L1uxY42Wwi/jBGVA1xlKsqxPHxORgVJxZMUyIMJgipKldCtaInBGFGJJWGSSXaJFECI6nAAhyA0lQLTIIs3m9MlRPdtGQIIVuM4WzWEZAX8D+TvII7VQlmVGnyH8agK/FlDD4yUPyPwIa6CUGVNwXk28GExAD6xOC+40ksqNLmiZiCymkIgZB1QnwyoNEYZa5HqzKJnhbFn3MRs26/qEqrDla8dDd4eexpkSAqRHq7lRnqx9LOJEeaWQEF3N0SUDwoSKWETbYAZtzYG8RHKAjYWNE1v5xFJGZt587n7ieEfed18ojX98xE77S7T/vtuW+x36cC/ohDt93xf/cNiOW2v+6ozsR+evz2/lhyEQwsAQJntFe8VgryADBC/ypoMZW7Kyhcyybaw5M28by7KxzhvrvLLOK9uysm0L22Y8L6VEyZnsVjyTPTvnbvt7h8Vrnz2wQGs0psh3x17rwLth734rebcNdUJIy1CpI3UY+m6/Okzc3uIO2fjuJn96aP/HcWK7uIF7ueD9Vy6Fdn/fy34dv9auDbmTWO76ANJtrXdEDNQwbrkblyYfVBmt/9dlPZScyTmRtsS2bSzzzO165eXllT++nkjrRlozt3nj9W3lj5crb29v3G43p7HNjcT9/knbCvfkhX5R6mF5Hdeb0l/R/vL96xDSVL1wh+HowBDbPHU0dMcLDnv0h1/sX96H/Py58+ujPVzaN/uUdTKi0tZQd6N3RzU6vbuX3F9418fvRPk36mwy8v39ZT/xbikqeySsZdFY4E/eLJp6W8z5dB0COVuk+TIaTIWgLFtmSZnbrTDfEstcHJZJydnac6SR6i9rdPZh9mn/zXecSiof/NZtGIfaQh+M/6GxP+U7+4I/rPUPm7sHVvuOnvjhMSNYhqPt496COCwOXlDWDWxGQaPLi0rF32+ZzkQzaIPD6MABdgmlwQWLQbVQsyqKy6HVoOxGbakwOwJIQnQ2Y6XE1g+pED6s9vSlZmW6LMpMKIGyCaiQ198QRtY3hXLh5feZsk6cdeL6plwWZXpc+Pb2ldf5hd//4zfe/viN+eoO+22jpNUMpHoCNpSbkUcuNN+D0viP6tXpyLF8cp2hG1ak14ZJs+yGbxVrL1foKzFibpj7NWjI59sjgAmWebwHQzz4fCf21AFQzWakZ6LpvQW7LguwgHzFCr9uHfscIIzOcCPiELI/ezQVp/oFDrJfwbJXBqOV4AV9xZ6hqZbRiaM6F8LIXugWd7iUGp3UggcsoBEMenbfJ1rQr4J4vUkRpTrjxaI4MFz5bHysmPxjz6HN0d7GUpMvkwhBHLff6pWUAiUJJQVSUracWdaF6+2NQYRRAtfbzLwV1lzIQjU5msO+RMt+iAGGAqNCVq/1LdbXKmFI8Ij14AkzgjZHf3XWgOrZMiew600GUDSX1tZeDLwSbnEDo3rWk8uvqNeC2PdYDVTjpd0ziJdIqFmYGFwUahlRRIqMNm81U7L8JL2JFYe3AIwAmAPFlonYd0FNV9EdItqKQ2e0vCElUIrXXQkDMCLh0WhVrsaDZGHnh5WHWVAsCBqekVrwvVoQZXLe4Ty3roPgzgy8tovTXUnR14FBCAV9gBLJW6EEQQOOLvCKEJFsPDhtJxBhvhVCjHz9ujDGyMN0YpLApzfl9abM642X28JtXcgyo7IRJTIIDJLRoISwoSEjwWC/gpqdREK2NZNPCBeC8/NSav9HCBdEg9XXCYNlhZQIzEBEw2T0ESwFyZwSBXMcicEzIbZlkFE1aGVbFRff4yv/M2e3EMxx7tkrBgG3eeBUsn6J2PdSA3E6wVuf+Ct76s+DCTep9T1Iyfd0VukuO4qMH0uBR8FzF0CaGegD2aLqtUfBc2c+VahrCdZ3esZeE9BUi6xAMWeBFpvqlG3AkssG1wGWpJwH4fQC0yDkYHvRmpR1g3WF26LckvKyKFu2a1Ixx0VW3zO1OiJoxuMepqk+o/bv7M/kbO6HY0//dxVyP5Dh73St4wehMaF67vfmvI5zEO1R7BlFmf5cqjweihtqit+jp6Be+anMXFAJ+8O2dmoUsDkTkGqgAvEiVUeIJbvvTleucNZNrUHEKFY4pkJHuOEw9Lf3har6XgCvUe29M6NuHp65oGqKaMmZtClbVMPZxCLliyrzktlqmnXBCrX6czsH8tFSZ9wmdEJhN0aM9psk9nSqqiC9V7jEnTL7L4Eabb7TlysIVVCuUkdTyPr588W8q23gmQF4eJZorypXA+o+x10HP2YYPzwOjG7/SqrzI3j/C8242ZiUtL5XJd58XpXhe5ZF66MLDtJGobudPys7LfS44VQnRLA0uxBs42h1HtrLoyQbzaoLO9UgFhEZkGCvEIQQlRAsig4yRRNpW1nmBUkKqTC/XLm9zVaAab6yLTNpW8hppeSVUjZKTg7JlJsRxfhadUAkeqzhvaB1Xd9q6Z1tvmGfl/0JpdExnZBIJ7W7wudz0hjghxysXtM5b9r96L7TY1fe9e+vHXG0BNttnil5RqeAxkIais3DJsQiEAUZBkoOpBQJXInrDckn4nohDzN6XlGy1TcIKxpmiAE5fYYSKPObyRRcABfGGcihrvQbEm6UQZGolJzRTVGdUAaiBmLZjLf5pBV1bNfhAcJGDK8Y5Y5QAnmbUAJyng0fXZ8trqkMBJ2Q4ROEBzT8F4j/GxI+m3NHfR/mCeL/jqavzqoi6AuSR+T2BdYBLX9YNAd/QMjIJC6vK2iwgmCIBeKIQHhCsiD8TyTfKDJZZJU+wHYxYXEoGN7wjIwX4ukZlRUNb5BGJD2Ty8aS/oFSDFZLAtMopjPHV0QCcf1CKBENozmw4x/AjMpCkWhRUpZKgXBxAXVFZSJwhhRIbwOrCDM3Jh2Y8xdORXmRr0zy8wUOG5keRC37Ymejldf0px0vkn4ZSb1mh9/os9baLfw64+f1s7jvu/KqPUNxz2WkxXsL+zKuvH83CIk7VC3zYQwnpnjhNFyYhhNjfGAIJ0I4WSQXBldRSiQlZdFM0JV1S1yXlet15vY6c7stzG8z8zIzz1e2dWVdZ9KWLCMiZVfCMYAxGRyGKe/wTBKsCJ1EVJQi2QsO2j6KYJGNbjRVH6xm9FWnX2EXBGUfhj2joZ+vcJQtbELYMxqlzUUTl2Qf824XpufCf+U4Ustday3Vhf27/hCAXZ6rbRz2yPu79Ybj+oztRB/jfr+ubX8U8SR+tyqOsDu9+/tK29eN69W9LRfLZMspkbeNbVlYx4m3tyunceA0RgJwOZ/543Jl2QrXOfHt2ytfv/3B6+sr8zKzrispJ3K2PbSUbr/UOq0djfT70mFk3XlQLWMH8eYH81pp7d0zV/qstNPxhba0nR90+3l3U/u1TUeVnet5/Tx9r287D6Fm9TZe0ISK1n4btMrUDjKA7J97ce5+LO7+Vj3m4TTR9S6G5921dR37fdvPxQNrqpcfY6bqRokClKSmn0YzdM0xkZKdM46B6xgZhl0u33Ih5cK6FJY5s62FdbbaEHkrZK8PUbL6fehoRD+aPX/4NvQdSd2vu+7BG0xJP+6HwQTcYNcCOrrz7jtwv3/tbILd2X134V2f7hOof3y8+kXBHjE4PKPMZpxxL45loatDHhnEkRkCLaiEqDA4fAYPJssPV1vFwWpWCQlbE2fQiEqFgrKiypICFM++cCgmWw4e/R4SGldEV2e1j1A+YQWiDabSIlonKJ+bUVglUXQzo+o6WdO3f5ITRFnYrg+EcuL1MnJ7HTldCtPTjXgeWW7/ZF2/cn35nbeX31jmyLoObGshr4myKVoeUGZU3ixAafPI51LduvacZXsBFB09k2CLoIpM3+zZdIIS0fUEySCtFCAlNN1oGPS6QXkDRlSezNEiASvoesNgdQx/Xhw8VPmCZRF8BVZU3ahXkrOIEZFIjUSXLGZXjjcYviJSMw+wcQxY5rJD+Bh/uGcuf3JUXq+4X8oMtYrDSVLQEtAyWR0NRus7i8tU4vNr9C8yGJpACCZTb+4oGzxTJNnn4lBKYVAQxxMvHjjW5D8haPHoKCtE3vYENQOXhmzbZDE4MHMw+LKIvlQLbiPYUFE0ntHB6h8lCaQMkiBvgbxFts0crG+3N15efqdsK3ldWTblOheuqbAFyC5rmE4wmG49DEZfJ+u33LB5VMWcNiYXaKnGcNNdbaKTr5+CMqE8OQxxQUmoLiiW+a8SzAEVxI26QK2XmIrR7YT9XjePzY2Cg9pcu+9CQkFCMTknhkZ/uIO6rm2Di3J+4cWpTS3+6/KbUCB+AzKS/2b8I3UyBr4jhAVhch4VKDKArpBeDG6rPNpWpyeQExI+o2wobyAbwhWDKzsBwWqvKYg67FX8O9rZNQymN1r9l7KCLJYVLsmzpYohLlAoZIStZTgRHWI4f0J0RPVk+9GkSFhAF7N5JHN0EQeSZuLLiS2NxBCYFyUtwvXlxPOnwpdfstUBHP7By5JZJVOkMISBMQhTMMfQGmdEIYUJKZmgb1A2c05QCOViiyFc0bCRi9n0VE4GG6tGW1Z36ALMkF9QeUTDE0jECqaD5g2rz/IVy4p6QBlIuFNB/6vzhv878NDoUcKEceG6IL9BuLkzd0CwzAlr82RzXkaEDeQV2voYgL/x/9fC1Hey44d79v33H/FXPfzw3pTcX9vE0Dup/z7YtP7cB9jVRuq1nV6x31HZ06z9u+I/FL8guw6U3Ba7JNtDQrC6DiBsyTIcBssqJIs5L7bNHA3zqiyZVqg6OR/PngVhDgjdi153svNxyR/kwv37+2wJjvOgd6fcj91Hx51oaH+3CKj9t++yNN1PUGyci9qzrhmPFPnZ4/6aTlGpSofUyd4Nve/jq77Tuupu5AUTGIwb+hdVgd3vr3ejIPejovsv3J25v3cCuBx/a3NdrAhSyZkUAltKLFtApVDcEaIoy5pZt0RKVWndDbiNhprm16fn1Q2w9vIdwEEb40PkZOtv3SCOiuNuNO+fVdqU9Yaj/d7Snv1eh2nD2owNneJYie2d1vczkl5/HOn9+y19tLjuXYI9M97zONp41KiRxoz86QUTFKsBHaFCVe1UHTr695kW8J2fPc+rUkGl4527VKNfczoplJLJZWVdF263G99eAr+fBE0Z3TK/fX3h28sbb9cb67KyrivZsdKzOx5qjYhWlLpBVTRq3F+6fz4aK6yvu1HyeBznpOdclR/030l3iuy3r4T2QSZDp65+cJ963K2lnzkcPxg5QYBYRoSIjNGmOgi5Gf09mmhYkZIsrV8yZVrNcN6idorRjVgUns4jFKGopViHiv8q6sKxGSqFEZGLwUKFaoxYnLRMkNZo6X6SIzC68mqwM/Y8jnvqhf0YjLeInqxQXoyoSBPog/uMDJ5kNXohomSKOBawXi0FN22QVivIVxKGRbmh44plyzy6Aj+DZrRGFMURZDJhSQtWUFJduDeM0jA5NmbMFiGFGvpJDhALOdzMISYFkYyyIlIY4gVEkTi4r3DxyKaAaqbo190IwIQyUsLgEWEmnJsbbcJqp2CRqdtCClfCeCENX4haHDt+Zln+O/M8cLsOpPSTeYXvNneXv+6jgw/n1DO7XUG701W7k3f+fn/PfpuuJxx5vHYs3emm23H6jh0CTGxpHN4rTrPIQJTRimWKZUAYvnAwg18229G2KctqyrImWLaN6zJzvS3c5oV5nlnWmXWbWbeVbdvYUjIjc7aMr1K6OjdVwKx7q1QHyf5dq93TnNk4LdzncfV8bH8/ZB+3HeH9eceji0LucFbvDcR+ZrvmME0/cfSUcZRV/0wGfC8t/agnvQSxj8XxjENfutscxQblvQxhJx5kSd3fBI987F+lUDTbnpgC67oyzyu3643XYWAaRiKR62nldtlYtsy8bry8vvH2+sb1emVZZtZ1IadEytlqk/QZEY3OfG/UfY3ufd7/t2+kOS72PRf2bK7+yvpzlRdcpmjfdWPWffc+C7EbzjrYHvD18aT8xaP2vxP/vtte/6z3/fmw7T04hO5t/93lkgNBfMBD737eP34vav9uHTpPI+xTVMw7T872Q9os6jvIXnA61kKzAtmzo9fNHBFpcwfEwfnA+yyIxlw5vji+Hx650kH/pbCv/TYO+p3x/2gA5f1vHw3Z3Tb0veMAHfYTLElyPWHrnBeBGsi1b27BskcVLBApgxo2u4niAdkmd95YIc+Gla5AzUKtupFYsJD9XjMlHFpEHXZHrM4AQKsbpWBOiQAaTB4KxeWTjLgRuzmk1TMskgfo6WJQhLlAEFJKqKzM80ApkRBvrNsLcbsSp8C2/sGWXplfN+bXgXVRtjmR1uSZEE5OmoyWi6BlNKN2qUbd2cexCoaz9b14Zuq2QthQHYHBIsB1tU0c9UCI6Hvcau2IW7sbBEbdg0f6/bnWgNCKTcYGrM7eYgct4U6G7EGNNXtAgXzyhXraCVHFouJV9sLRIf+QRt8TX6U1o58W3NagoPuAtey7Xer4TJWnBs9usMA0rbJ/rLjw0GpJgBXFRXeacrgcqZH/mP6gLng1mKlgmTcqSqbspA8UzQTdTZStzhFhX8OqZkwT8foM9l6y8b2cEmkpbDdlPiXeppvVzV2FNWXmJXG73gz6vOC6J+YQcJQAATN2Ky2wVmsv1emvLu36vOp9Mwyi5rRVh3LFYa7tQXshtTg9+ryp13upHtwmAnZMTAXJxeyRimdbBJc3ivMVhxSj1qHxjCnNrS9WdyL+9D5bRaHGfSud16BQtGW54LXpLBNrgAoF5HK46YMBlRlIHsgWXPK0wA1p46SoGD9ocMrqAXZVHwgCjvxgRz2/zl1AZbDAL8mu33ggZzE9UDVD8EBixeptqPU1ECl5hqBsq8EeXl8jAeEU7f22BpZ1JAw3wpSY08ptnpnfhLx6VmJYLLBIEs0gLVbYWUOCsiCSECu17jqmObZtbRenXUccYKAwmMNBJ5CC6Defl83pwMaacnZ6NroUDB5b5AI6sUMQbzu/FfCUfwinbvLV1qAaHUlc7R6NT7u+T607UfewHx9/HY5JK7aotjUIO4G22FU90nmNSNljYT6Q5RB6k929uCF3H97JNhz51sFU7OdXM1yTEaq8WPYspyAGlxfwNeXnBe/A5kJgDGZIH4NBLI2O018ZqQpWNCwrazEIxFQsOyLr/l6dnZvW+hPO6/SYEVEH4yNZ8Efybn3vAuYO8plydI7K3TX1y8P436m5x2+P98ZollavAFgLvG3K9tNKxxFztm2s0lghvQPiIKvepb1ow3PfW6v/mw2ydi74fT31pUaz1CjN/kGdwg6Z2C2CsTLhPn2/jlrNQ9y/dtGT6t0GRUsmU0ibbdI3hJQKwxqJoxcEQskpsy6GL5zSapt1ZWI1stLnhZoV0qBY9u/RLrpWKtt3ijukqbd4+vZ3i7ZzI0s/+OJ1OA4LurYvde9WaqQR7qySykdatO5dSvXdItc2tt9fI989pP7XBop9Yg+rpPvm3iDUndPoEvbITjfYah/Fr50g1Pe8CsdGRxXKo45dqy9RMwCkzukenWmt1XnyTA5PAxWpdUM8C0FNkE9pZduuvL698PtXiGlle53J20peF/759ZX//j+/8vvXb7y+vXK7XVmXhW1dSGklpY2SiweHmQBZBSelM6T02Q8O20TNfNA6j3t2RFu57b97nlSNbHebhWffKGWnYaGtsyao+1o50OkdDznuZj2j/mnGhqaakfCEhAtDDhbldjL8zzQEsgikBSkLElYkfiOkQlwLJa6k8RUQQplcpHN8zfAAZaC8PpjAPPyGSCKoOTpKzJaeHUeDhhkuhPBomS8UJGWkvPh6vKBDJI8jIQ3EPEGwGiQlBHJQt+ZG30+jrd9zNnpdPPokJkoQcsnmSMiZgFKWGRneKKkQdaDIDDKjvKL6jZLfkPUN1hu6zajOFBZKmMmXqyn9279DKQT+OxQlLRZNyOWCNCxLj4wrm++zF+J5IZxWdBjR6P0vYqn+64AOiS1+9Rn2LCgpiAychy9oCJRBMOF6RshOEoWs/xfojVD+MyLPFPnPSPiE6gY5EbkQ5UzRN+AKOSE5kfLKlmY4/514eoYcSGtivf3B2+t/Q3jk6z//X4zT6UO6+vjopABXgBrFdgxMYXeISsdr6x6qXRtt5exroJnDvY2Db7XvTVPqfa0GGv/SDr6osbG2aOtl7iirimBnTLPMsUgMJ6KcGcKFGE4MTEQdkByQJJRNSCsswQCyIoWBjXmdeZuvvN2ufPv2xnW+cr2+WOr/9UraEss8W6HqbbECwzntjohS+7rzasvQiJaCXcwBETRQCL5N1PnpI9ul44V1THees9esqUdnTFbaHKvUuGj1fadKUn6vXsarQl9zhv/0Lno4evlzzwJ1A64epaLan15KOjrx67e9Q8DHQvZfm15xbKi7V78vVxmy0n2V2fC9SLvrqj7jI6hKoRDUHKulmIEvZzM6rusMFK7XN0qBGIRtzSy3jZdvN6bxxDRdSHllyTPzvPDtxfbT19dvrMvCspjTK6W8Y/jnI5xh3TO1PTuuXFdFtupu9SmEnVZqVufdrGn7q43qTh9OPy1LsZeN9jk5tHdopgmc7fefp7KuzT6oQI8/19Y/3J29uOqBCOu5vn72m+xjuxPMsddaxcV7pUj2Fva1fC8xHDpMhWmrgUMVlqMAWhQJhRLthiEKeVVCEOIohFoLTNypnSuEqzkqagZE3qyYaUlld0B4tk1lAao7R7Jn7N1MVc6qOprc+7N2HtQ+dlk0h/M+GIf+Y6+8H07rzi/a7Vnd93Jsvl/LH93yw2NTkILGpXu0aHs5xWo+hGAZDnoCD1qgzFCuFqkYB2S7IOsFDbNnRgYz+FSeVAsmo6Z2ggWUAFpeMCeIYJBPFpGKeEaEJAtUAW9jRLHCopIUHQwKyaJdJ4voD4pi1lohIHmyTL34hsRCWq2YKnEmJkWZiMPAbf2DOC1I3BAxGKeiK+k2ka8ngy1cZ8q6kJYrWgI5R6vbkCxyn3yyjIhsBjLkzfb10aNxy9UIMD+aI2K7AgslWGFoc1Ks0O37yIRhkr+ZAWeIUKLJ1armEJCIGcyweUOhwmVmz3zQK8ICckFkNDx+UQ9iSb6HC4XZso7LJ0jPHv1eM9fF+pe+2jyFyZxAcW767V8+HG1BUzRIo2H2ADKvWVFlprAikiwzQve9U7BiwqIGtkrAxwZkcCeQgBII5Wz0kyygh+I2BDWI08gJCQNlEEqMkDMluyE5KCpW76TuSoFCFMskyZpQFaJnaZqBFstIQVAdjH43zEA3WQ247DJbXjfSPLO8JuIIL8xQvjKFmT/CTMobW5pZ08K6ClsCLRuFggwnqwtuS9lrFuBuEnH4JWx+sUxwK7TtRlY30Gk2VAqtUIkkVBYEq5FoMmmdf7uDrTvfIIK6z0XcgbbzeYMcCgY3dFBlI6KD6XfqhbVJDpdbDf2jGfSz1xgcrE0t7nD7iSOo21p8sJQFJYGcgcGcmqXAkC3TpwSLjC8RyYOtvRhtfOXi/PAPRJXgdFmohb9rnZCMOHSXBa9hjhX9itUpeQI5E2KAYUJzQbMFnonONnVZ0HChhAcX5ZLJ3jqZHWLzwvNxg5DR0bLLSjmhYQD9hMqIpheCvrLoJ/JyoWyF62viel357eWNp/PCp8tGnDbGy4bqlVz+ybqOLNdntpTQ8IZGy2AxBDSzf5SwUtgQ+WZOCH1E9GTZJHGDvNjckjDny0RgJDOgOqIarE6DvBLkHzb/wYLctDxjGTqDM0UrOF0h4kR+cRuSAhsl3GxetTqXqsPoGeJnyG+IvBqdpcHqpoQ3oNr4JlSfjD6xDKMs7kz+k+OvF6b+QWP9Lx/IXe9Ev3v57H3rVaS9V67eX/y9Xh2Umk6QPphE9w6a4wDjDdUkRvee1PaNDZdxUM9YEJKoFdWp8oOIRyyZo2EtlvGwFfZ33WGYqpDXHBDFBT593//vPWunL7w/v5OT9f46PmZL8u79Hkfz47/7tuurYJkl5nCBa+FfcEIc7/b+cjn8edQLPnpS7QTg+9aOToq9DVfvqnR+uPfRMP8+1PNeO+qMoIcV0kczulQltM2sFFNAU7IoioISO+Uzp+w1IcqOKde8V9rdxVUK2b95NxK90N60quowuFM42/Po/nuL+rw/r1N+W1Ro2HXTprFVJUqP/XCLcaNJZTeY9W3qveHiLx5632cfjP477+z+7T0N3dPOnxG89bk5Chppfo+G6us+TvgIi/Xx913ftHu2Fk1pjoKSN/K2stxmbm8DL6qElMjJakB8/eON19c3rtcb62pGktyyIHYnQzWAVEbX14U49KP1pTLl43OaxOaf7xj4u/1pBwHt2q37Sm9SqnTfr/eOX/SYMuzt/XBr/RneVpe51igHwTGDICVkyVZwSwdzVIinmJfJ1vsgEAZCyCYglMHWS7SIpLha9Jf5X4QgZ6C4QT6CzpALodSi5idEBkK+ojXTwqy7mIE9u4fcU0NJGKYnZljQAtkwPks04V6KFXGMJSMakM1gmiwtfsOwOlcTFMmQFnS5QSyu3ESrK1FAMeG0UAueJw/QOFvmh14RNUXaFHRLrw86g1okiDShbLGxJJqjPIv3ZQYdTdALYpDOwR1FkpGwuoJpEexCQhCKWcMRMQeP1UEBkUdLcxUB8fT4MqPFoop0WNBY7CUTBgephHAiMxBkIsVsUJCrsgVhvj0Sw4m3lxvDuP0kwVUilSb73JPsQW5Tdv5/2BZ3p2m76O4u3z3a0uuEsOMPx9/kg062G1WeUpoRuJRCLhXvvMIYlmaMq9F0W7LMwRg2UJPbgu+p87Zwnd+4zjeu882gcZaFbV0Nxz8lUrZ6EMWzDuu9e37XeNi7TIb3j/yRvPzuml6w+3CkO6H23dXHPry/up/Eyls//PUvH/c6weH+h8fyedaP7vO9vbhKS9/rWSfjOR3/SHaU2inRY+fa/rzfcd+LLDJQPajDslYDpZhinXMmpcS6bYSwMs8zoQbPFGUcV8ZxJZeNNS0s69plQays27oXQW8ZhpnS11nq5ql3RfxwJaqN2/sMmEo/98N0/50eh+gdXcsHY/g9WejdzQ5v3zukknnfbH/NR+xJ+IAo39NXa/LwR9/ORzd8f/+Pn7hv6+OH7Nlu/VDh7oz0jF8B5KROfxBCMD4WpCm8pSiajR/mtDskGj9sWRBVZ8BktRr70UXA7UWhf3B8wJruJeJ3X37v5A9/6PcLfz/IhB+M6gdtvueLf3KEC7uFoAADWgOKagS0w8lUQqu90RqJX0z/0Sr7tIFNWPTqaOdVB317kKqXRudRNfNBaPqUVkNkNIO+Rw7bkQwORiwIR91obU7hGYuwnqgSsuAR1BLQEig5UDaFXNgkUeKK6kJcQaJBoViR45k8F/Ki5pxfF/I2U9JsBsDswUhlw2oY1M+eyeBGLIplehi0SHHjtxnkzGBixbzRFdHNshdKHRcvmurR1haZLVgWSTWceQZFC3SCBktSOapUE5nXV9Bhl88Rv89ec8EMp+Z8NvYQ7NpaFBqwIq6ADu+ddX9yVBKvu5HpC8HJpLdc6ZF2hE5H9oh1tzNJNXRr5UkOi6cerV51koYMYQFOVofEZd6GQa+u0lRdbaMGfIlW/tWJc8Xx/Att71c/F3CHaJ/Fb1BRxV+5WM2Rbd5Y4kAZhTyqZUlsC1s2+tMtUxxyS7FMopox2wxvJLTxdHOOaNWdmi7r/LHySCpW0gqyGS0glJa5UbOXaruDnS+1YG9d+4EaSECbRd8/D4GQvlsXw+Lf4cN8QqHNU9X5KrWEss/xXzsqTwWr4YLRLgl0RBlpJuSaqd96I6hU0HVz01Eqv6r0Vum2wiRXA3g2XikGC75ngFlNQK0pgaoWWEcEGS0ojOi/Bz/fJeriwWhi41R0RnAYVLCCzoDGE5YpNGBQQ4GCkKWAJsK6gBZuQzFWvd0oKTJMiTFtoAsUDB1nzqRcSIta8lAWNBUoK1WfNldgwLILinfRaLzqsHZu5Y3Fp9BllCrPqtmOWkBSDW4Vy4BQFhuHZhw2/mgQ9M4j8XobGm2OyUgZUPU+1KAqMQQE1QstAFkt6x8Rc8JTXM/+cwb3l50QfVNtTflahI6p9DqMr69eVNN67fHUg7j8Tkbs7lFPbqKGHM/tZefCMcgluiB5yAyodKm2VLTUdas1a5Ig5iUNArkoUSyiP4q9gr/XcSli96jwQ7XwdCp7BkRRK0rt68jYazl+1k4JrHtEqYOFbUKVb+nds9+/1+MdSehx3vaI4P6wh3vnyNCOx9XxZFfyilaWYixsKfY8/0wtuOOvH3Uv1LvveoN0w9Zywcxx+yujblJ9e0Df6O6hcu6iN+VAUdq917oHLsRIYFeigxt35Hhtu7czxy6SlLr5C8Zs69/FIiUDQtqSFWYqhbhZ4dIwDG2DNCOMGV5ycgx+33xa6n43w/Zp3yqoME3N6NS5n6Qyqp2Z1+v2oFkTXCtzkzppTmR7ZkQP34QzNjEjJ7rfpxsum95iQmhrwalO1VOM6zBXZonDu/zM5luPOs/VmN8ToRN/b4Rri0epziP7vt/Mj6trr7mxs2J1BcGcON4euMjptMwO3SSI87FubtWF03cRfnWNVsbROCG4QRXdKDmyLTeWkHn5atAwb+PIP8fB8K3Xldfrld+/vnC9Xnl9eTWokvXGltwZkbPVg9CC5mxFOks1nNQUw25e6uagFXegrhl1+8dAw9Kk7kG+HvuN+W4nqeO0R3qWRvGVxm28upTq1p5lHrXNHmiOiI5xijPgQ62Xv3rUwnqMNi/TRImBMP8H8vpCjH8nhEd0UNOlPMo6DxPpciayMOmbOXrTCYmZcM6EHBi/YRFJjxb5Fcuv/qwXo4L8O1pWxnQygYNPKGdk3ZDtDU3Fo8ZWlBnKhiTHNSZhhfheQQakPCMpo+srKiM5PiMqhC0RVBnSzQST7RPICXlaYJxheIOghLgSJcH8QskDXJ7h/IysiTCvlHSlyEaRlSyG36nzakW8T78i3Ij6XxFVBp5RPZM9ayHob86uLsabebF+6y/AQEkBciBMM0FfUT5ROKFR0UchhIlYLhDfkOEbEGGIHsx0c+fLFSQQhl+BQEl/oKoM8l8IIpThPyjhSii/o2lBtwhFkIdXJBZk/AU9fSGXxRwiOhHKBQ2RMFqE1fKmsD3zVf4PlhuMwz8Yhp+rCVEj6fcqTd8xNOv7Lxrv17t1212s1Vgp7EJv19TOCtV5dd2FKq/aI42lZdSxv/y3ytfVC1AWtaKHKSckRbY1ESSxrRsxrP45s02WxaJLIpaMZljmjXEIjIPznlJY08JtvTGvM9/eLCL99fUbaduY367knFm3mVIKKa1oVoPMyYWiyY3ExmNr1n1NcTVblckO0j2fHkaqG3c9DnM/ki1JS7srtZfE7qdJu2vk8Os+1U4XHwQR/Mzx4dmtqSox7nLJ9+CftAnmexhRlbcPd7qPrG7wDt2e5+30Z9Yxq/tNr7xU6Me+h3atOxFVLOqRaEFEwXhjTiuqhTVENCuBq0PgJObbzWpDnE4McWAYBkrJpGLOrXle2NLK9frGllbm9UpOm9VcyomcV3N6qe+vavGE2mSWtokdRQ+nw6L3UJM78Rmt9fPe7307nem90tEu7oWNw4rfMzDbgFr7e186WbzTLX503Bvq6Xrc5qru53dy0D101bHhKtJ1D1371b0f73Hfb2lDa2zT5RFx6NdKjupy8wcPvBciF+N5gkGhqMImBpuoxfTTYDpFCOJwFXYvLRi+tEPPleIwTKWrA5G8XletOZJdzulFxaaE+gP3Y3Ggm25OvO/GT/rP74fcDH/Uxt6N9aFdP+8djsKuuH18j675wwkH3fA7x/A3qEZwzahcgMH0OFGLDpUVwhXKDeFs0a0E0MkMqhpQEiac1cWUkbJZxG+eTHYfAoeiyGLR7uSzG3y+Aps7RhwDvgxoOIEMln2hqxkoghpMpMwQRzScMQjNCVhB/0B0QuTfjPdrtn18NAiinC26maSEkCi3GxI2wiAQF2QoSFQYXiHeKPNEmUd0WynrQikzKXlGQylORlXWn4zGszkINJzt+ZNlJZR0sz05vPrEFafLF5NJPVhPy2pwnTEa5JFaoWbKAOlkUcD5G8gE4QuwofnV+uBZJoSFZgBUwbDUBYO8KUh4ABxHXgD5RstAiZicHF4QqjPCAnu0BvJI8iyaEc2/8FOWEPWbaiBUI70E96FYkeSaoaE6WRANQBAzTQTXlSSjOUCOSMmImoGyeBZJqLUE5ObvZ6cv5zljgaiUYOkEoQihFCxS3vhYIiKaCLoQiESxDKGiEREYHTVC0hXJEeUBJKIh+BZu7ZXsfMP1QWXFLAAnUhjY8kxc3rhmRW8QH2biYzBo1yVRtoW8vJDmREkPlHwD/gDWVuDakpjMKWhsyrHu3fitY7baDItatlguXhA5ui6RgDfjCyRUoxm1S4RstUrMGByAE0pGwtXoyeuGZGcpElZ7bq+vYEbhQDUKm7Hacd9TpHQF6a3ehCCaUIlodLg2xDI+Nm1+ir9Gb0YPaKHEGyo3RCzL27KXBIOSnUAXtKwI2WwU4USRR19LnjXkxZ5xPqaMCIKh+AYrriyy2wXkGWREYrLMCH2wV97IJSNlwZxczxAvBIJZ/soA5WwOTiKBlaBX2xrGESV6bYSBQS+EMpK3z0gZLNssBBjMAaLJM4tyoYSZkm5sg7Ksz7y+PXM6LZzO3xhGZToXN+NHShGX0QrrCiULZQ4WoJJezAHrQ6xlsiABWSEkRGYCyTLPygM10M2kpKpTmOygXnuFMqDUIuCx0UwINwzid3bRdtz3HxFUPmEOheQM7cF54X8AL5BOhDy14HrEMrlUTlA+ARBKsPXEi2VAxScgE3KiOjx/dPxLNSGA90rRnSCq1NSiD2SBg57xkYSwn9fLIX+xax+eX/Xm5gDxv2WfT1SV4IJhM1fp/ocFxUo7PwNDcMStqqjUfcLb0FJhlqwYdc10sOwAmrOiynedbEXNhuhVioPur13K6ffmoxME9e6n743V/dHm4G4+3513NxG1z9WcmLB6XHPZgzz+5aPOY5UGBBdF78zN8l4Zf09UHyniu9p5wAE+nH//nd1fGpTL/Xnyw79wpeg9crHPspoiQclt6ZiP2bEcqU4sj8ZTdu+96t39PgJBO0r8It3f/TmdgiVCM6bUUypsULtO9uv2zIh6j3pdPcciKHoHw3333kFaNedT37RdYDaHv8JF+uN+rA5a5fGQul77hXnfVD/Klab6/naMyS9qRUkPj7rT5/ve7OOldM4LkcNveF8bpEfte0cnVWAuOZFyYFs3lhjQlChbIG2JbU3cbjPzcmNZdvil3KKCLbLpCL/U0yRUBbcpujjPO4yO9+t+cO+jiuWD7/oRVQ40cpyBu9H8YMMSf7+jvLs7/WtMrYTs+4rNl2HFVmfT5BuKKzGajFzK2Aw6dY1JXXZBqfjA1lZ2BdSyCkQDxNWEKwVw4d8FTsnJszNCg+uyVM0VyB6xFghBLI3fsWQlXc0gN5xBTKBE2A0mebUBGxISBtSLN1Kjx1hQZqQsFv22bSZYb4WSsIhNF8TEszCUDTBlx2pXGF5tiRtevc+iudRSykUGF8TGJuCp+HXVwWWSLA3eDBt/3RYoJryRAuTRxMMmCE6maA1qY69iKfN3bNOcSBU6LViGhU5oVkqaCXmFbFFZWSJBAzllcnA0CFZu8wII16swDD/t0u+OO8FB3u/j9bRDvaT+kOPfbV18yHa7L/SD9qoDou4tjZf1jR45Rc2sKsUgjiwjIZGzR8mllbhFtm1BJBCWYA5RCcQMmgtpSAxRGCIm62lmSyu3zTD553lh21a2LZE2i27P7nDQUtxvUffdihNcHSRdP6tMd/iue6z7wdwf/DAXHw/+/vNRvrjbG+9lxQ/b6vaHH9zrf+noWfcPmv9IXtX+x0O3u71b+jPvNmXVuyCR/ZwqM1RprL9H82H0l9S5pLj/wp1ixRTukjNJhC1Z1GcMJnkZzRZijAxD9Owdz5pYF6PdbbN9tdWE8KweDzjZa0O0xzrsrdXBcyeG7M96+P57ci17G4cB/4iKfiQb0+3BezsHoJ77yz8m1B/frv/63Vp5J0n8aVtHefB9hw5k9uHl2smkdzf7gKce7qZ7+5V31GA5267tbEfzaCKfKl4vCqoTogYkaXVCVB7VeJXudHMnl9337aMvjkPdXyjthI9HsGtB9+f+0Wnfv+/3+/fnx1/gb21gPDq7yZX+qmOOmDFLuwCmftm0IrSl4d4jET3A1QoVl98ursa5auirv7nhCagBNsZPFZNpxHXGit2Nfxd8sMUMpq02REZZ3Dk2mByY7Tk0Gg+SYMZkLcmyQi3GxaypYaMsBnOoaUOLOUxR9WyFRK3bYI4Ch7ZymVdbsJs5F0xaD2Zgr7KWYrJfDeKr6k0I1pEyQi0m3UfYtwlwwihD962aLIZgRVhrX8TGUbD2Svb5wwTuMOxzyYBlS7BfE2oUcZ1KtXM17f34K0edWM9CaNRa3MkANCx3Ihap7sGR+NhLPadrVCsU1Z2FutM3G/+vOgqubISqY+8BiTbkxZdFpTHfh0Kh6es+ZzW40GTPOkvagjPs7gbZU4oiGc/oKvtLCikkm/JN0LQ7XPMWTU6jIif4flkAFXfk9PKYZTFp8cyOvVAONRxBxTIRVKJnv/iYVT26BsK2zKiyj7sGCiOQPVp83xO1GRDrgws1oLWNFx7Rrjb3jv1EJfI9Gr5mrvje8VecrHf0po02ahe9Dot6tLs727RmV2ly3SwY5KhWfhSBM+Y0WEGLZ5bXwNvqoNn73WSzFvTpWVy1dgQKpZgO6bUyjO4rNBWYU6hYJn0Qq9cSjG5FXD4nI8Wi+DUbrylFkSBY7YVArmupJIew2WBbqEGkOdt+GsSqGaLmiChFDQqsZiEWpZToYAKlC0pyfVOS031stFYhtirfEqwOiFZMMQRl8mmqo1b12Tp3df9xmK82weYgMz24MVas1oZl1NnelPwF6m4DkeL7htGDiENdV8gxej7z/eMn4Jhat5ug0P9Whdka+KJuRDP+L8fOuAKgukPSvENT6e5ax7D9fn/inUKh3knbRI59zd73Wu+hZRbU83S/p+050s4XwaCXwNKpxTMhoD1A66u2rjVHQ0Z3uCW/d60F0XhiN9ZZ93HthcGDY6Leh+PR5kvvztuH7DiHehzb+3s1ftA/nhzPEz/Dy+Mg4lB6fs6i7hfL30+e/97RCmu1ue076gKAFGfa1stD8WKwRdJ3XOCYytGrpLuh1lRG2wwawbYnr5kM9U73nj9bjOLFXNptD9kasKfn+boI/gyV1yK+yD26XEZCiIaGEmzTU4/gU0+lsXn3NNcqeIILbtaT4zy446AKdj5WB0dBGyP1v+smWFMmfRxdKqr1VPbn9DaduTVHh3QZJdA2Gq3Rut2Eq94Z3dQ2WXNg7GNI2aPOfubQJlDtzNoEpTrHveBQaeFugfkE9EJUO//ARA/S6T43CqE+jwoSOpirKgASfczqxlEF6n6ehQo3o57Roc5tbAMGM24LFT6m5JWShW2zwsiihW29GUyJKCkp26bMy5W36zeWeeF6fWHb0l6cOi0W2ZlXtBTDAKVCNNGlwmoTMG0Wdy54iL7jcNE+xoeNoduk29zQCWX471WZqxdGqvOrzU/jk47+fXCE7LffcfNrF36Os6koeVqAlTBaBJxFLWQ0TqAP3vgK6rjCaUTSBYmJIDOBQpCIDoEyFce/fIOQKafV1tZ4Ax2Q5RkpkXBaLZqJC6VM6DCQCcQ8I2m2dGeZkCkhQ0LyDfJGSUJehWEcCFOkRCGPBVlWwvwViZ8oz/9PYECSY5amASmZsr4iBOLjMzJpDTgCmRHJqPzuxrsLpLMpyTNWhHorFDUjHWVjkCtF3ijhjcDMlL+iJZE0UYA8vti8zk+2fsrvCLPh8fNISX+DFJD435D4D6QWbyyGHWxa9WwOGx3QNJO3m5FHHEDPkJ5QKeTxBSmRaf53CMJy+oaK4wUXAZLR0ABKQDelbIU4ZauRx9+Q7TMlv8DyP9BciEnJp4BeIpoG5G2yjIg4MgzKmv+/nOYTxL8xxJ9zQuxG/Y6H9RHLlT81shZa5EXY19Gx0f787tfGA8WXYF2L+15hcqK0IA+QJl/h3/X7/V7c3o1p2fhk3qzY+LrNFArz/EIpG29vEyktIIFpmlnTbPR7CoRRiDEQQiCIKRHF99AKj5O2xLJYBPrq72nZKDmTkxll8mZKSHVMJM8E652yBVdyS3Vc5AYbVTrBsXKxKuXUemy72FF5Ub9f08YEfBty+Xpna52M2k3QngHZ3US6/aqf158V3Lp+7vtkfy+T3Vo4hPbn3p2u7HTWp1MrvA/xk44/WyM9vFjLjpPdBN5LddZC2Y1ldT248QGgFGlR7HZuohDIxSLyyBA8RT2WSFFl2xbSNrIMA8M4MYwTweuE1ACSUhIpzeSSfT9NLMuNUjLbtlEc4qmUTK60pNqgc5qTqwUXWB+1vZemb0g/zpX+egG/Db3QjFQHZ7+yZxnvA7iTaiW++s0um9p5PS3s877T6p8QXJtS+ejrvUnpfmkG8ru25eO+1FMrHzuQ437aXX86sVPq3/c802X8lmXZzYXKYUjV6xwUaAEqJipaVpNmIYsQQjXe9Tff5aiGrticEFgdHYzv0WgHevLZ5cbKxysZuBzVoBHeD6vR3C73HoKfDoy9Nbqf0x6jY2x6x8vqX53c1ljNd+bnsNg7iJj3Qt7doySL5pVQ9RmPwlfLuG/K/WmEYYI8WNR5cJ6j6o6jwaJtU7Lo/TCg4REkQ603UTw6P1aHh9edCMnlkAeTW4tFS0sxeKdaaBgW0Jvp28noR4OYXJWGJvNKCZAe7ZmmzQNX/kAlEMrfrP1iWr2GBaRQgtXDajX+xsEyENiAG5oyms2ZoXrbaSArmhIOeogZCR3HPVZ4lyq3X7GMDIcpVYdeKpXfLMZ94gkNIxIGC4DJE6QT6A0pr34vXyfBnQqyOTt6tjH22gyaH536LIhGZPMMFI/izrMF08QBQvTXkz9HhjIh6WxY84MF8TBm850kJzzX+4RX3i+WH1KfZ/sLGpPpqesIKbphVd1pMmEG3xPVQVWKQ8V00sW+A5yNhrPDeg5qW3Ywx4B4QW2G7HY9QanP7y2FQsgRyZGgyYy0YoV2oVBIHtDkTh4UDVY42OwIq+9XDukSH63vUcynhBdM3y6UHIhX6/84ZGJIBDWI1DgXhpyBCZEzeZ3YrpDyTGF2/VYtyysHtCg5TiiZsnntC7HsGqu7IbamxCE2fQoJVjks6YhoIehmJqhkT1tkNedUiOaQYUOJaBlRjRQeQQpBb4hWSFuFPDReauzMsno02D6hsuvHzXCuAwYHZpj+li1R6wUYzCsoOeafhCARz5QaEU3m+ChPoBZAVmQjyOrs/2T6Im/A7xA+maNSA5Ij6JnMJ5AXJPxmbaXivqgMMqDhYgFiJRqpi2cADIVCgfgCcgN5sAyMpFbDpphcVhgonM0pGgOwQbmhJZC3CyITIX+xSOjLm9Glbqhm62OJFBXzzSqOuna2vukvlHIiol4v8UbIC9v6yHp7JgRnCWEhxG/WP/0FJXhRdKWkhKqylWcLgsqWRU3eHBZqQVkIcnb4XqsnZLBKI6I3pxMLBjSHTvIsiE8YQojxqejZ+aWYDU2CwezVrDmpe4u+InpDQ/ZYR4eC0jPVRmcwPzcIX1EeMb0iEdhAHtBsfMZgiDfgv9va1S/8FYL7lzMhvrdXVxHinVX73dH98JGQ8MGp70/Tj3/0r81jWA2Id211El4vc5f+M0eZqkOooY+SKn2/m9S438ccDtqcCi0Dov4OLgTu/W+Po4fmvnv0w6a8H8b3CtafHz+e4w9+b3LiUfmtz5w94nv9i/d/1/g7ib+/8f33daO9I4wmMPtnVXYDyp/1qlcL6j0+6sc7KZxKSR/fo1srHd1IR9oGQyQNKUBDoZSARcV47Li44lk6Ab1Zcu9HSPZuHpTKvSv3+uGh5+Lj5Y6IPmsCqU6Urj2PisYjS6S9s78f2ui94cfFVZ0ivVCwj0F322YwCx0D+CuH3P19XDk2H3J32h0f6pXe/vpe6forfXinGFcq2p1t1Tn07rCO0ui08zweu6H7S6EaKkoxA1rOsG2FYKZp0qasmxo2+pY8A8Iij0vDrPYMiAa91EUAq/E7u7PTbJ2/7v3YxZ1Gj9SsHBxgd2PVGPufHvfz8SMOqnc//9m1P76vOkZs0ehR+z4PIXjBPI+SCMFqOURbO0EUyW7g7qJijRUM1laojGRyqWowzMbKlPGQSvEouVA8esUhqySi/z/e/m07khxn0AU/kObuUkRkZtVf3f3vvdZes+Z63v9V5gH2xUyf/qrKyoyQ5G5GYC4AkDRzV6Qiu9dYVaQkO/AAgiDOkBNe/G6LaAvx/Vk8N2TRz8DN2+geHHhwbLpsYlh14dh6CHEU2cM8dY2mB/kNkTekuaBvrUVUTeT9tQZyw2RzBttAIvSWGoUFwxDraRImY1zfMwtWFqxeoF7o+C/ejm8DRVLJE6lXQBCN/K01QuBL5F0u6rDlgtejeMPTp20hyGYqMQ/bDkkPo+HeV430qTZzBTXaUPWICjX/1zDW7YVSlLfbylJ/hLb92HUMMnufbD3gw+4a+4Nv74hTrFXyXdGIxeHYIx9TsZpe4qpBtzIS4ooU4ba++mSuRtMTxQplE0otlBquBukdpeb5htuNbWust1vP7a+ZcimVeDqcBUwt0s5pT5PTU89lbZyxynQeZGL0QkR/dz3+8OjYAfyeFnUWaHY3/qF2f/R6PI79s3c6352xE0P5na4GG5GOUI9o+ftj+y717usXnnSMmDrHy1hrFccLcC9goJTNSazQcUHNPDpHaj8bPYrnFlERK9pTG041R2bPdehnao98Zcy/45LtATfHwd5xiH1JHKAPjfB3QBt8teXA5g5+nOn/c9d3cfkHkDzZS7m/LQ9+fzy/9/qTPeq/IxYkm+msXK639PVwJRndOJE/Bz8+1sHIiAimCIjBk82kiIlH27Faj2Zkk8FA3qddfd7/O655AXZjeef3/21XKAtNO2/tHHmm8hSwSIfRU0HkuZ8LvSCZM7+vvYFlvYbDfg0Z1TL/fvd6zkKzuZMVMfeS9TFNfe5khIw0yEhYf9ZxLAxeOweB7sXtNE5NQ7nq6VasZIrcK9jqtE8B2YIWOOKNNKw5HmHvHKcQefV9Hjr9EzyVyLh8vM7b9RQUaEQfZBRE9hHv9X1hjGhXh9hwcEunwHRYEoebaDcEDOWQkEpgT+GTcI90wN0rfpJDZR7Tj1zTBo2u3fhAX18L3shTG4M7+2qsw+A/Bl3LuSV/XoLfqkGDEn8SdIELTQZOxDwlcbmnhBmj7lkOIYxBrjDfG2h9LiV0CJLji366XNkatjXaarRVaAu0LZ0HwzlPoibYVA+sRTHpHsFqEy9mha6BJry8LZMXS8fhHR52eIJZodeACLzo75TcA+FxPDFyhriBzizWYZIBJduIqKqY13yW204XMOGITtEPNv38oavG/JYR2ZKGYJk5CIVILUWk/JEwKrnTg7lRBvB0P4Y7TdpE89JlOR1Kog5CZFLIiAlfnogs4Qws7NNHxl7uC1G8L6lBDUM+FMclkFi3imo4o7VwpS4biKGsuIxrmC2UoNdSbrTy5kYiK0i5UdqGl1xfcZfI2agf8oFl7bjJ2cei3mM67Uy+va46tUi/5I35XltifdIJOaCQqdFawjadeR23vC6Ky/Ru7MiV3AKfoqZORpHJgKdnUJCOB0N5F+PWKcLrA15LH4+EOLQ5b4EOxN0dSeMy3YMiL5HpixC5hAMa/fElCaNponkm5D3NPZs01CYSHvtSpmddlxj3tEc+OGJn7QeJDwaZnfsfRGSObmgTT2H952SciDHZ7j0v6twvm36YDX5lhuekdJ6F1pxjH+c0tv77tM4T6o7xJnx2bY4goPlY1ehvY5zXBWOzP3P0znncIVNtWCro5p4l4dLGZAiC3JmfaeadKZoAAX1O6WXnIaEzEzAxdkH8XVk1h8f6ypqkEWKJuznePDiz837Sx7mRfbc4V4JRMOk4mMOZlnpaVGMIpXmFB2Un9nG49rRFOSffPD2dUT/nMiokDr++JyQ8hCa4oMEQBHEPJWV6vHawB+N2rzDIcNipRoQMoQnpLAS5eeZ0P7kqP3L1A70TiQybjN2QUQXmB1mPvImxzS1ZhkQGLuY4u5A+pdO5g/3MWEgyhiXolUeTOCy9wFyeMWNz5WG1MoSeghys0+NgxOsKqFK2jW27uoe6ClsVoroS26bcbsp6W3l9u7Le3rheX9i2jXW9OpO3XTvzZ1EUcaSOCAbQTbNkkp0+5ikyYggg+UZguRCC+NgvnXmx3GNtgmW2nUqjpG4TLRDYxb1mdx0fnNbYjoTkuOdInx/BN4X6KyYNff1PsD1Ta0XKgpwX5LmguqK2UevP1PoT8BX4Ddk25O3Vsy3dPDf0drpQZKHYXx23qhdJxT47Dl0qqKK3DbMV6kqRjYyqqec3Z7z0DHZC5Rm1TxT9SrXfvXbBokitaH1G9Avn23/B9Eq7/N37Wl8RgyWLRlOxumDPkaKpiu8newI7sekN4eZOHluFp6+IrNR2oeqFppWmJ0y/ejQGr7TyK3ZaadWgLcjrX0AM/bSBNuT3F4/Fri9QFfiM2SfUnjAWOLuHj53+C1b/grRfQb+h5YyVcyhoNqooVTasCmoFMaGYYPWGPv8HRWARQBUrv4E8UeT/BBOK/N+I3GjyO01WSvd4eUHqDeML2i5Y/R2TfyHLBVme0Nsb1t4oqtibIiy0p588LZMKtmxY/R80u8DvC6V83Jdkd0283LyTjvibxt0RHkw3wh55zM4N7iIjdkRptLH7u0zvDeGmmAuk3mbQ4MwJHd82Czq7eXHg7fqGtcZb/cp2ulGkcDpdUN04nc+c3p6oy8kND1Xca6r63ATIdHSpJFZVzwWsDW2r34/ihLb5OZHpmLwmxEbbtm6YbW1D2+aeUNrceGGKmtfJMVoYzaz/S4MIJIyDRgXTP8hMGnXno2fmziemFiZ6Na//FPreGcDkH/duE3LAjY9fHTMe/91DxMf9mSPaK+bmJ3k/eZoDbk2C8iNc9N8cr1KYH3y0DFjHe64ADhwN5E/DkqrFs0Ipyra5gUENpHih6loq27pQa6GWSqleeFE4efuWBsgtIh1WVJV19fzC6+ZCfWutG908CiIdUDLC0XZjGzm1feyj8GcuuQ1B9OC0sl/zOZGh9HXaQ/2II7OQkkrEcd4Lh2VlQtMPO4/kJphv7fnW+3ENXmKHj+8paqajfvfGrFi8iyib8G7HNxz3LJ3lDO4/hhW87jwxCblWJn1x/NINEBLjUcZLARKDiSeL6SZNy2cMMOTzZIc77Q3vO5vGdeS9ybEfzok7TOkK+0Oq0rsvEk5HOWHi1x9+O9G1I/mY6OAfXvYf+JyfmFPdUDwtpG1P0E7uQCEFV/Z4BIMbKp4Q+Qnshmwv3uQJ0BusX93p5Pzs42quzPEoGAuRV0Fvvt4tFIS1hGPJFZqnlvQoBXcKQU7YcgFbPY+6FHoNhDQgLQ4B3ZrrQZrzi3YWrGT6JfF8kKbYon4fj06AF8xuYFGc197IYqcOoxXRmzuTtA3k0iMfnI5umLwBaygGS18o4YaIohbpQQKeXaHbzqCfsPKKyIvD41S6744oSBNcERnr1RrYitczs4BJAX12mNiL9xG1MzwdyhnKV5Ar3Jrzqqk8qq8gLyBPeKXuBZMzXtw2PMLlgqecugXZOf0xvh2vTOMZSnw5GW4U8rUcqP1GsRdP26oX96gOg5A19QiGMmRxE4F6cXCWigBFQ1m8yNhzJkhbPMp3i3RXVZGiUFa0NrBPoJ8Ra76WghtKwO1stWLLhUKJPsDM8/5TG1KEcnJdgkTaqdxPEkWx9bqwqbAueASMgVnjVJ+w5TMWqVptu9FuL6zblbfXG7frjbdvb7TbytacHzPdIiLsGZpSwtDoBXk9vY+iqL6gtkE74bVdIi2sbl5jqS3oeoIl5C4raAulbXVlcGm34WgG2BIGylXAikdZI9jm+KslzoK2ILY4Hcg0O8WLMqsVRMzRNORrosbPOFx9f9+Rze9esWeo0H7G7AT2d+DFPeV1gbKgUoHfqPovTJ9B/90jpwSwm++lsiDLpzjw/uatSwVrNPuK8yavwHBItSgUbt34cwF7RtYbtCtWfsLKJ4aBwVM9CRcynZoKSF2Q8gkzwTIt7/pGLyIP2PoNkUq1nzwKoX0GOSGnN6S++drxFbn9FfiZ5fQ7y+kFW67o8qtHAciFUQvGEPnqa7S8+Tq1n30e7RtmjWbJu7sBxNovTlt5QeUWNDYcDduGcXUYNQEtSHmmyE+ovNLKP4NeLpgQcrH6eUBB+OROjKIgK1v7D8xWZPmEyOIRciKYfnX5pnMtZz8/pOIRKE+InTGtHoEup1BNBa7YCrct7L4zI/D+9ePS6x3n9L/jmrivB4OeecnjUP5wjsF07Pbinp8ZRsKJJ+18X/TtERI7m2Mfwx07NDFsxmSIsPET8LD/B8/n+c388CQf7kSBP70a9gPfznB555L+n5mZHv90WosfooVjCLvfZR7Y/uZ4+13XwXkUk1Av8/P3en/nlenmvdPeDJHpwbyXHk0wkHPgwZSXMCGr84djAey9cT8c9kFET+bqTmA/QC09UifBJw0T/aZkeqbJh1/y/tT63bfRSyqGU1EhTF5hFrQhPWTTK3xM/T2x5jvAiJ/zhku4Hne87NHme5i9e3TEjONuTtPtHk93+JmCZhd+H/zriG0PRpcYMs3zYChQbaS/k6f12lg3N0R4rup2qAMxRz6Yt+ccYvxLhuJADPufM1wmHD/AbL+gx9Wdpcvjs/kQeLBWdxt3Wp3uvTS3M6/+H1HIR5czDp0GoRTMy6ZKpCxDezisaA2GIfuNaIEiIfNtYXQ4TWg70jN0fCq+r6zGvrPMCZypiHKPFdJDw+TkxtQSYcB4IWAyzJwI+YxcuGbrNMcQfMvwRJNQmvWoje6FFMwnBdPwckkvuczTKhF2rCdnuJv5uMKLTuwMpmiJkOQI4feCb7ihJcdl51iDCla9XfM8oR79sWKcseXiRoTmuThFPDKkWI2+brhxMnKi9m+TGC+BR2eQhWTwIBhtXUbNjhAMXV5RtK00q2xaKWKweez37fbmQtj/4vWR8/hI+faY/ohmHlo+bpXv9STH7+TQ1JxGZ6ZZeM7qiIQQKWzriiDc1itu8ISqG6UUj+pZJN3To/GIWiCEBLWISlHPgQ2uOJnsBkmmuuEilHpzJESvFWEzXbMdyO7vffAU371wpEPHlftjSjVTi/31580Qx9Z3v89kmXm0cv/OgzE9/n18ds/fHR8ebh3Ytbltf55OInlmBU02HHcUDIXikRCC0drk/WwFK0qxwt67eTZQuUHLQ/f33nPHc3Y+a4cBgv3PhxOez9d5ng/W6A548d5Hjj3LPb1/+X8dl77X0DtE5hFL8BEC+IfXBxuRI3/xnXFMeNgdxjvvO0Wcl/hlx/7Z5EQelDJkziw+nazZTHZmnZX/3O8/Owz7/sZust+nYD+ybu+9+h767jb+/6YrzzQZQJLOfw9v8q4k745e6c43ebpOqVUoepDjch7Zdr4vTjss04qOCM2ZH+xSSS+wm/JA/Jy98LsXss8n3C4duyKqyyManLeTdBKy4LdEwW6YXiG8loPRIemDmDt17C3m4W070T4f0trHPt6N93Zp98ThPXKMOX/ao1TCs9itKgw5idFnRgBP69nhPm+mnQyakS5lGluemA0Lj+nuiKj5fTpFLZPY/2OEZ+/hPc8ntFOzVyppeJ5rT1jHI5mdsCY5cm+2D940rz2zA2YdBH4MBt7MvJ/Q8a6foGaTA4vto0rwiBSxEgYpDv25J7uFw4duG20z2moUbRT1fPkmK7qutNXrFW7rjbau6Nawto/U96nVia7KEFkTpJo8n4UnfjqrgBuupKNrOgZ4ezah2PjdPdcnGjGn3eyAm6KZ+u3pnkHWzrh39t6vIx9UCu+v3J+H/TA9jpMFj8SyMComTRnRTBKOtF4rJz4W6PQw67dktEOmxbagE3bCa9TkQSUBAq9p4Hs5BxV0KHFV0gl063veHTE02nDerJ+J6rJXiQNRbYu9d0PsipYVLZ4uyY2xRpFITSclnAE8xVjWQTHNSJHW6VXnBaMfP58TJ0rszhqyZp4tMIywiaR1R3OHHmXSLQSj0CWn5AnmGhF9vV0f4GQv/84C9drHKpGDzCNV0lk0Dch5Pn3/+rj0OhO3A64TXR952+GtsBcpBu2x3eM7/d6D7mfalrlIRToa7/ghg+55Mkc5kAQg2ujy7Xz+2DRNG3TUAc+g/3Nu2uNl7Hx8U0bphag5/D2dE4kKIAP0SdB2gMl+mBBtP4ap2d396fP43dwiHvczgmT2lJsifg6DGPA19rBO4wP4pta77z9ypRd6bDoJkrsTbJJJmxDqmIdrd9XDozw05vnsUwINM9QM1Wwgi7tOgOjtz97n+c0R4eOgnhQwPb1KMAgWhc6MCLeMSIBdMex8R0rHX7+0b6DdjgzF4LTycLjT4ZGegT3kOwnuYMbTOAG4NwPilvD8nxApXXqjTmCBTNPkytCC9CJEAlEbInduRrAMYdthkDnDLUKLZoPEj115iE2H5ti1O1jtGIDOwI5dPDZEzDNxM4WMjqvzv2TcZI9LQfCkRBQECdtsfxnfTcMpkulffI9YH7cfKO55WVzhIULbNmccCl4LQLdISeIFM9db43Zd2dYr6zoXpW5kzSXNtBNkWGZ44/T/la5MGRxfHrBzBETem2CezGMQ+Kzhsau/MeGW59S1aX/Q24oX4vkDGtt/LYf3D9EWP5w0vSL8O0KhLleKrJzrjSrKap/Z2oWyvlDaFXjCeEaXFT01xBbq6Wd4AlvAuFHlX7Cd2V5+8X1Tr0hV6vKKUCnXLz7/J8HqAkvBpFDe/s1z2fIVy1zCdnUPLitY+Qk9fwklqxc5LPqrB8e8gXCilM/oYujTFbMNta8e6KHPCGfE/gZc3JtLjHr75t5Q5f9C5C8ULqCrG1SewN4+0Tb3RJNlgTew9c0NEOU/wdqQb+7J1LYXkDew/0CsUOQ/wXJiu4SH79sNrNH4irEi8oYUo7SfkPXJC5ZpQ5YLZTkj6zdkuyF6Q/QNeX6Gn/8vzwn89k9EbqBXxITTzSPybnLF5Ct6W4Na/Z0iK7Y+YXbG6jNWTqBfHA5LodSC2QW2M3J9877OjXJZKdWQxTA2bq//H1bObPxC2QoXq5QKt/YP7qPHvn+lB/cI4jvyYXHm9P3DIGfJq5R4J73CYz/ce6JPPci435vsPOAUiZFeu6QhJoTCfjYG/WoWZ6JFpOGGWUFW9zovr6+0ulJMWJcTm24sy4nT+Uxdqp9NmSIhwtaHMGe9nwCKU1QrnsNflmkOjtKqTMUS2xQJscY9T/Gk6ukEaM4cdQNKRkakMrnD2zrcO297oFGyC/FNRcXsLzydK32556djHeZ5i/n+yfV7zEe9f80cjnXc2J9vx/cGPk13+gAGb/GQB5tZr+70AFif4dABZ6RD/gxmabYpkFGncy/ihixPAWdICKzD4dyL15tGJERTRAq2NFoRSqnU8Lz1lBOJ3zF2o+OEqkfeNG2YGpt6hI61LYwVG3OKw27eOuBHymd+pOZZO69L7F1L3mDiSY5nWiK9ZGqGeR14cAbaAW1iAWalyB1aHXjo9647XJ7O/mOfx492MBrv72wED8c25jnTq2yiC/kzwgXf1iP+u1Eg2T/psqoBoimLTW0bZCHqQE3PRCPSdbM7unu3TSYTlVnPENR1IakLm1OFzCxRngvT1KxvlPhklodzw3TF8yMwTt9OQ98pKCEm+uCd3ke8O89717DcjyFxRwZt+CN8K8tfAEOjPoOnuBc8/764Z/qyOf+03TwHt1yQnqM/ZLeyYXXK7a0nzJ4Zde3SUasCn2IGXiPBiy4bnH+HssUevIA8Q3lGyoqUhrUnrJ2gNqxsUdfSc5/b6oYJT73zBvWbT75EFH95xpVJ11j/lyC9mhl1fWzlLXDzCmvWWQCTBUpEvhJn9frmbcsZrw/3q9OcEouiRJqUrz6W7YzXgYz6DOUbXgT3hCvmsq7FCvqrL5+B2Bu0V9DPWPsZkQ2WlxjvJfDUEbuja99AG15Y+hdc7iuOe+r8I/LJ/2nK+W94CO8Jd9a5Ar8CJ6Q8+7psn/EIkX8iPFH4d5+ffR2b7kOX4HnXCxopVMrm/HlScVkMirmeVcFo6LLiytsTUpRSrr4O5muoEWVvpSKmlO3qDk9yAgG9XeP8CJyRN++jk/US8Lhgung0w+nV00Xr4g5PxQuNFwsF8HZFSoXqDkuyWiS0cCcgu11QWWB58XSnulEqmJ7BBC2Oa+vtn/C2Ak+gz6hdUf2G1obWjXa7sX37xrrdeH37nbZeaa9Xj8ZZb3FotzgvN0wMbV5jRdOwtRIOJYLa4spW3bC2hmL5yf+xoYvjidxWerq0zOtv4t7jnY9tiN0w1PdEKWTdRDLyyKLmwVJin4SCugmiQhXnRw1QaWC1R0xwckW2Oz1BL0z/4ctcHgHcWSr388XHKVdv02rML4ptl9/869QBiUdeyrpGgJPPwz37oRtm9Ra6oU9IidqIbIhuwYd+AnvG7HOkIfwG9g9EGp6t4sn3PA3j19G3CJRXX+flhtfP+YxlXVIDk4vTFb2AnoKum9eKQCJi+UqR/47w37G10LRSdKPaivAJiboIlE8IK0X+CeWEtl8Clv9yudDO3re5g5o2IqXrN8BxylQR/Quiz2C/4fk2lCKCyRWVN7A3bPXMK8V+gTCAmhlsG2YLVv8ToIj85j4J7ezGtvLF4VE+gVTEPMuFpwo0P0s4Y+UVr434BWlfEHuh6FeUBnXD0vice1sMK1Fnx14+hGV/rjD14d67L3+kwUf3HzAryXTtXjvwNo+adCYvGarBaO66mdq3+eGBR8XCKWDqm2Tc715mEgjibnzT/9n+56M5dOcAyxYfgOfI8z6Cw+GPx+A/ADh/HvjK9y47/C7TfxNMf84A8Ue9TePbAejxuuxX/5EQ/F4fyeEOBBnfPYJ6NvNIINr32B3FHnZ/eJcknJZcF115u8uPn9bKqY1ZIy9jHEefx6HYmmEY8xeboCfDwSQJfraX9ymhLB8Gv3zfrcbRttDfG0aIef5ltJlKBWMoA0LIGjJRrI/avVz8oUsOv3+AsO1ivefvDgPIOadw9L1umd6dH/Y/H/V5bPBIPKc/kyF3aYPuXanuQa6G8whNaf1f67mqm0Z+9P4tQ5ESLQ9L0TyI40/bv/KH1/co//Gd+dZ7cPpon49oyp+/JMLM3XM+cu1KMAVt5IBMrybPiaohiIcCqxZIj5Bi7v2G9ZDITDaStCINhiVkqawtnwaqnJlvU/X9yAkPBU5jT3qRzd5+2kMxTTyfpoeyV7rhMg1MnqckFLshWNsNs+LG1q4MN4eFrcAVtHk4dCPe8dgREEpLOjjTyzEvx3JFbHUFsGo42EU+V3V64QJW/M88QqJ7v1lAR8NBQD18nZr1NN6i58xpKnhY9wKy+Fi7d0Ssb9rcIn3AyMPrY9R2Q0TYZKNQqKtQTL2o5Z9F4+/9/c6J+Pg6vvsOExcdPbSZJHmQwTfcNdffyRQurrpNHmmf7k3Q5gbCbfOInG0NBl3Mc7+WDPFPr8ip287zDKOjUKgdj6fcv0nrdPrXox60j4l5fN3QMGjJdGpPjOFEH/uv36eQRz5sjH/XyYeXt4P+R1DinTEcRvOBLx9FqX5gII9YvXdHMPGp/VbQyO7wIg/e9/RL6TtsIUDkmmbUTVGBEpExyYMVjzgTK3f84zg/01szaIDZAafS+DDO2P3aB3718cxP5rnM/B33CPTI6NP3ibDDx/5rboxs9kgf/v9xzWf1OzzYh4fyR/gq38G1I/9+eC1Zc+zh/U73YPitWK7i3kBmx+/n32dcgaBHKZ8Z44ft7UoHVm1g02GyD2D5ELy9nUeU6geI0qN73/ncDq8cOVBv44/oiqdN6w4t/QxIvikP8I1RV8DPfk+/s+G503XaW8EPzP+AO1mt59jPlV7Yr8MchcHgV5IPwc8wb1GndiaP4bhvkcNeIr/3EGuyj7mWgtMqSW/DTFOnDK/DHgE9j38bGGxMxq+UW4fZ+rEAl8B3mFuPNon5mY2/RQds4rnbT6vzzMnTdRgGz9c3TjJomWrZmMIZYlPOkQV5nzCgWUQQR3LqiPj9UxqR3YFMOLSNh35eetHlHuzQGZqYYzes+5qnJziWHuI572ki5q17nYHUNUQHJgdb44HzCO93L+A+8HtEIcTINRzlBD93cxhGpCVTrz+izZ2V2o3WXmkrNBHENopuaG1staG3G9vt5lEQ1xttW7FNPRIizlJ6xIKOM9RkRDJkFGynkQNH06jvuJqROmG8sGlfWZ9k/DlosEz763hG+9K5HCdTIOUgU+b8a183fE1Ex5LvEOcHGbiOCxk5nu1D0g03boSxowsxUxuJf12ey1TMeZJYtDNGe7/v++Hl96VE/76HPIHQoGEeHeE008/NjC7YO48O3VyZ6I+vd2Z+RUYKZ4/ubyAnN4ipRopdo1jDJAwyeFRWr9WQkWMGnq4OuvzcHYs9ggcb529CKGs0Or/pGQt8aTLyP/nXqAmkI5rC+0hZNNZRYOj/srMZ3t6HJBUOGdbhGfBLA7Ol81ngQXfubhPNf//6scLU0xhtujdB6+6j4YguYwNaotg+UUo6YX0v29PMOMyhZw7TI/mb8o1GBxrErrP+MaYWH5aE7zSGINu7Acj0TgrCo9v0HDtwkLaH32yEmNs29vczSnPeQu/BJpfkOP58rsd7M7/zoO1ZQdyNJQf4TGg8ZBOj17JIKKw5tnfG/9HL28uZZHqPCZfSEhH5H0earZnpwjcVMPIR+/NhMU58ynoE+VOnSSTj+N5ID8TuiNsdh2MzSypVZNfHIEZxInfDQ3w7HUo+PmGEpcZYzHM8SqZJyUMq4CCBOEnMRSJCIu9HQdq+xlHnQeKAdCODK+ScH3PmQyhI8dyPJRSRiVeZA1GigIzI4m10hq72+WQ4muXcNGuBRCid5kERkAjGIlNofPxK/EncmjwIUgIcHRyCoZKuaHzhODhWcGIUpvsTUMecOv7k3EtY9m2g3EFwkUD24USXbQ1FreVho3lgt4hobijFjQtirJsEvXRaq5sbINbtxnq7eg2Im3v7bs1TRbT+s03pI7zuDQZqNQ7ZOUwzGLgOnRSUfJ3HzjZHrDA6QeL9BFM7wjqJlkW786GV8LGpb9mRbYnvd96RRmf8TeqBiP+YUCEQaX8M9IzamSsrIhvtekPXBqeK1M+eI7L+DtsVbhnarrCcEbtg1bDTBamfOH3+G9iKtvBSuPm+sosLA+VWECKl0KJw+p/YUthuN3Rr1FKResKkYWw0u3gqIFVsW7FyQZe/wgLlF6A1ZL2hRWlpECgrwyhyQ85/x+oZbhryTgVbYLliyw2TV6zckNdfYPsC6h5Gtq0gK6r/Ez3/N/R1Q39bsdpoT1fHp80QLfDmeTlN/uGeYtcXBEXXELykUYpR3jZEoRVFi2FroWwnit4o+oKVip1/IvlHsRPl118RXZ2eFENO7l22tl+c1OHeNlId5qxPmAlNTt3LTHQF+QcURcsbyAr2BWvPFLy+g4nX0igq7omzNeyqaFXW81ekue2hLI1T/eb5eH8U6eY9cIhyld39OJcO/MReKQuJ952+lakJMlLPP/ZWj2l9Zh5KognfeypGMXNhPtOIpRCdjLC4uUAN2rZhRVkFijojvdVKa41SF25L5OIv6W3aD0L/0flrCXrrtLdIZSknqhRO1Sji+fzNDF2bFxJePT2d/9xo8dNrQUSB9Z5KJ1M+hQE4IjIk4bjjkwPGu+PCxn93uUQnhnLifXatdbZEgmbuLyux9tm25arB3ct/dKWR0vZRkp0079obWCETDDp+hBZWZr7m+LnQ+a2Jqo9WjeFk0RX3o7ZTh01w2+OI6ZwRgweexqHVja/hqWThoWeiiAmqfrZoKTu86jCdls15fsXMaYFHyBB5+8NBwIaRoeOQxvgm4aKnL4D+e48WBYT0pJ33gYXgHkLvbreOM5MBkYHDucnznk3t2lS/LfASGeh7f34Wvnsd0cA6gXnwfAJwrvM7CD3vr/c8WHYsd3d08yeyW9B46cDqDWI77cGEX44gFVddZzyNO/hyCwZlDpwgI15ynrlUE53tCr6Y48w/d9Q+OI/MNLpTn107+XheBPoY9jqJCUZFZhBNj+Xu1QdfDzkV6AU6Z+Iyw2wQRcbkjgjz+DL7hMsDr4SLsvOka0M08v2LGyBcqXkG++x5xssJ9HdK+w/QrGMgXgdCG6I3Z2HrAjRMv8aQV1wB9ITXJYi0l9tPvo+Xmyu4S9CC7RnagskVxJ02PFd5QTn5e0tEG6SsKE/+jl7jeShSr/8CUygnkILV8JzVK6KGari3aAE74TJTDfr06m1VA908lagsuLKyYVumCdoC1TTQ1b39rVy8rVaD5n8GadCdRJyejGwBC8Zp4leeEHI8GfH4Nq2mIPJz0Mib41r5jEeC5KZ7BTa85oeCfva1KK9YeUO0Qlt8zbVBOVPqGeMM2xNopbQFKxu6FB9/+Z/e1g9HQhhab/6rBlWWDa2QNRfFKuiCteLjolDqEudQ8zWyzw5ze8MVojdX/m9nDKGdaui3gh5Ux7cS0UhOSg0pF0ROuPf15tEiesWaG9zcVqG+P8qCqdGsUqRQ5QTW0NsVRGj1gljldL24F/zpNbJpBZW5Groq7fSCVRA+UfRMu21o/R1bz2yvF05W2WxhA64Ctjba20q7baxfXzHd2HQd/JcBa9b69KgET9UErZWQU978mXpUjIpgsmBave5Cae4xro3ShtHOdTlhvGpOwD1SQrzGhRlip4n2j0z8Q9Eb6c9EPauXCdaELPxuxeuwiBrV/CTWsnhbyQu2q+O6ZbrcD6MbZrGf5GvoHb4gXNDUT8gryBWzz8BnsG+I/YbhUZoUhaVR9Ixo1Eywt/j2jGGovgJQy8VpDJmu6AlB0OUFZPXole3VNRnVoLicpVxQfULYKPKtc2mGeG16k7ChOA0VGfooTd2QEjqb30PW/wR2QvH6PhpCQbWNyivoM7IUzBa0XShWqPbmdGK5+v5Zaji0/YqIuEyJ0trffX6SRjyjG47M8BTDQuMFK9+g/QbbN2Rr1G0DefJ6GPaCyu9gzSPR7Ar2u9NCrQjV3WDEzxJEkfIaSxv6A30BCqbPjosaPFsNw4cWj9ywhtk3P1vrF0SsZ7B1dnfFI/UEN7YXTxP8R0Z9/kxNiI9cE+8DR/5hqIHs+M30LYfn81Qm3etdOzMrcSdYWX6z72THaz1gdpKnn3jrHor26PXsfxhbpvkkI5jjOYwjefZHBiQ7/Pyj5f0+O/Unr+90Oo9rZ5xn8ISP1uXD1zShISRMLR69ssZouB/NI8x5NLpkbJkUMe+t+qNrau/Y/LuAOCD4HrI4/tgBj48Af4/JPvbzeJeOMR6Etfgp8d8uzAtkOqpRHE/IHJH5XkR+MmpChEDejRARARH3Oxy6wig8VXROpxMuApLKzTE7T+nRJZIfvGbJxaZ5Rus7zfT+K3ZfvSfg7KTDw5epNolVnpVlx47mG0f6lvcfTn/yzCQVGZE+yaJQoaRJwNBmbmTYIu1Si5oRx/zUzH8zKT5mEMwU4dE1peToFtLjPGaczWexUR8eLkegPdoTu/itd64Y9yGy7r0W//DqgImwaPEUSYozsUJ1z9miXvRua937Agu61HzfoBWRSvHYZUzd5O4GyEJXrFqhWEZIGFa2UOzeEGuIPFNKDUrjBqX08JH0zrXFmasqiKyY3mIZUgmThftSQeLeg37OSUDZcK+VGyZvLjjrM3KLAl/lFszVG9grxtUNWFtzZX25BggL7mkS9Lpc8Zj0FzyP8SnO2lBqZb4w8aLspa9eeDFKJaOxkOqpc7bIeZweThpzkBqrt0QbmfZLXWgoIw2HR2ttuCLjhgs+zoaJPdFze2rSrhKeWgU1iVRYLtMoDdnWHzdCwM7Q9viFA4oebn3PUeTh1RuYz97RotkYkx9dsQuDno10JfcMYkb7WRjlTEMMUXUzZwiGsq1UVcwq0iJFQPHJ9igh6Sg7KYoFKQsmSqkCUqmRV7aIG2lUJ++6rI1ziIS4i4BIBXLfE+/AbQYS42R4vATfO+vp5HS//N9DhrFW/XT6s2v/mLXavzbzPHdAOfJt9/O0GN/g8+k04eGY+h9MTN7+vO5xEB1J6UDMs6IbSPo5NNwNrGuQ45Ea0mni4ayJX4cRYj5XA8f7WT2fqzY+T8NDwvAASldaZ1t/wP/1cT16/p1z9mFzf4YH++j1Pj/2cAxHNuCHhnY0wB6fHvvriPL+9jx8szPyJj4PhNq1DpAphfr+SZ5r7n9ijBMf7Igb+c0DvHnUb753fP7gzz++vr+1D+tkh1uzHPLo/fnZH+H5d67D+HL/k4qzVCSFPNT5HMNlHFE85Y9Hh3re+2UCtE39ZGeR8tPCszU89ft33aHHgvhFvSxkDw8TRs2vbeqvgFw6/4fJNM15gZOGRSR+nrci3nYWok4XYs2okDBoOHM7ve8LZDnXvl7RhkT0aZzNlimE0uu550SfFiTn06OLZ+pqDEN+8KcZ1ZD95D/xOj1mG+5t3HrfKWu65rJOOGPOq4unxEmnrwG7qEcWHtz2JyIh0vky68Kw4IasdIyMaN6MTJD0TI7Ii/53d8TE52pEKqx09OsPGZE6FstUIhoi7tt8uE9rYiOaxboUKagVSt8XSWgM1HwZ0rlKcZw0GanjqnuWa2uIKLqtyLrRRN3Igjs2bcBqgm2Krg29behtjfSFXi9Ag8BJ83FYmc7b1AdrzIms/ZBe6z6XLrrNuCh0uHRe1izs4+MAGJEfvm8Tijvq9IhHiT9Tdk/v9hL17g4fxpocHQk+eg3cNsJZTmKPkdHAwd9kXcGOX9Z56h49I1OEk+T669RVet6PaGfHM5eRLFL+9GwcWaOFSq9BMZGCQVadpohWj8oJYcN6emyPvpcsVK1Oyy10WRkAX8zlRSk6bd00Vg3aYKV4MfGiXsNPMnrBPIUXinAO3jFlgqRJeW64kdANDBk9F6edFEZ+Az9/LKMg+llveJqqlN2b6xBm3OiRFE/TPi6xzhnJ4PTFDexBl0Vc9sHG+vexJx6c9n29c33YCLGLEMzxw04g6YxTJ2DjPdLjyMaT3fBmuDzov8M1dulOTMi9bxFCHS0kfRAIjznr7x75pvzpnkbj8C4y0RabvYXiecJgHv+QQ3ZTG3WnImDnMNGE3WAM9y/M457HPN+Uw7tHWL7nQHa85tcmnvbBW1NDKf3lPKZvd/B52NYfXTqG3emwhAV7Ijy9cBR9LIOdT2JXD0M/hGj1MNcJO8JrcYQSAjKlMdoJaZMC9b1rXqic1LRvRl953CVAbXpnNOBwLjtvKMlxuVmecTDIeD5vKPGWRl2GuX2/5/R0pF1CcKUnodwsEWeU75Qy2hTcAzXfEyhhLQ1dEKWc/BtPYMowYEx99hCzXDudDgG6c4mmt5/VH8O3nfEnmSQ5LOeAW/eg7IdBjjHHx6Abg0uJL8bv/h8n4DIxpyKhkouIFweD47nDx704JcO4+vjGYeudBZ5LhmdP0SY9QkHdcxcXDkpPeeN5zjVqQmxtpW0ba1vRNrx9M5+hmeeydgWq9QM6vRx6GpKuTIloHLI+RAovjtcJuT61gO1YEhtz7etSJhyZvjtyec4RsS/qlu/PfQ986Pu705g58uXj1/B4Nq/fIIacnqA8U8oVu6y+V4pgdkXXG8VOlHJBFvMcsHpGtgXZDLl+QsqJcn4FmjNdUqjLF6B4WlszlnqiiCLVczvq9oxZpfCKlFfK5Wfk/Bd4/QZvL2i9IcubR05wBb3S3hplWVjKBTD0FIKvGmbPGP9PwKjF00zpumJyZbt5gbFSn6nljG3/QtoL8umVcrpBO3skxPlfyOkF4xvNfkevN/StwbpSeUHkDZV/+NqxBOyuICtc/gWyUWpESrxeMK20+okmFU43pK1o+YLKBb1syNMWoolCCS91IYpbv1Hq71gz2s35jFoWKEor/0SoiH0CO8P6C55W6v8N8oLV/wdWP1PMoxtUP6NWKfUnpDRqUeSsyPWJsv6MtlfaTWGp3M6LR7p8fnaGkis0QbcTbLC1y54J+yjemTspOg66oVYg9HgTDRGnO0Oxsj99+lmTStD5eGTslLy5V6CPtGBgMYYM23cfJ0kjeHHhFYTSwmPS81YFjid/Jy6QqnuYS6nc9EopBd2aF6OOKIjuzMVk8BY/30rx+4USxgo37LWlUaV62mgpVPGc/Nt2i0iIN1Q3tu2Gto1tTZo56uW4seJgxI2cw2hGqqV3ORMfOMNuAmo+6nQsHyX9GzTR35XepPRCBrJbv33zMsYgxo9jW3QvE17h/EgX0JnO0QMZnpiTwVD2ee1xtb8e51fnoSbaL/n80KdJC1wPY/COQ8q37znw7gwxGVbFuo0SEq9FETEUj/QUJnll2sOzIvhodMj0FdrP1f05ukutGHtqfj6gOnMk+c50fjL4jq7g6p8eD1LZf59RAYy9vUdT27VnNp7sD+kjMj64dq/Yg78PY5xf6NOd11Smrh/0f6Bv9zxhPp1GMdG9nbAYDXTeDotIVm9jBwHLocU+jT0wIgAsnkffd7rNydA576/JmNWXKQ35x29z7srcgI9pN2WbhNu+afewemTUsvtbRxSbDSn0R9NJkwOdacXhvfF3NhX7/I8MEIDn+4/FkAVwr2qpNygayucTbJdwETXgd3oaxqKY/IzIEhlFxB1IyEiGhryuIAXqv/mYC7jzwz/8XGh/AU7I4nnkaQZNoBpeG+kVr1WwAJ+h3JByw2siLLjndPPx2Ank7GOySLWpQDsFkP5TRAU8+VivbxiKyidXhJWoIabnwLlUCsZi6hWTVzx6IIqaauBHC9yJ2gOeUtTANjzaOXLF128OHx1pPQ1zI4d6HnP/94pHjTyDfvFzrno0GiXrVbg3O1t4wy1vjgESHtEljCUtiq1qOpycfEzl5o4xnBE+gdygbK7YLDFeKSBXhN+wcnavZQTRXxy+5QR2i1SrPxilnyk7NGWaE9SCsIGsiCqii2+vhai5sIJtFFuxNHqpOJ8tzQ2YIlDTQ3B12JEy2QZqXnNADCvPIAtqqytIt+rRD7U6yllz7/uqtMUNZ3bNGiQCtqBrDQemkHX1FSmC1jXqRzy5YngTRIVSjVIMbovXTmgFLYrcDKkCdUPqS8C+hM7VXCfbQLcNfXvB627dnL+UxenQFmdldWNeW1vIMDVIiONEF0tlpUdJBkqzCVnjKU5P/yZScams7iC2PQWOLO4DdQtnlktzhXVzudlkcWe0TH+jm+9PdVndWCKqSF3vox4B4waw4A26baB65LZdfwzXOt8lYGdX751Wr2Vjf0PsE2YvqG4I3/C6AgZ6cV6HVx9T++Sn3PKCiWCc49R4i8wY6QLmxj7Tc/BA/wQ274ufvDaENqSeEALHC4jeKO3F5di6IhYGAKuInZ33WhYcKW5gsEk4zNao5dK+BI92AxRpZ8dbFZoYUg0KNDGa4BECVK9VUq6onWg8Ieq4L8X3n4hQq6fhpZ4BAicqtXwGlkjTCU1+wiiIfaXoDWtfEXvxCBBtqFR0WbB2g9sLwkLhJ4wbyjewBfQvwBtW/onXIPobZkbhGrAM92X72fvSf3pmlJL1LJ7DEfh3jN9jvQTKFusTBh+1kM8apazAJ8z+3fE+dehtroP7/vW/LRKiM0fx98Pj/AHP8Sha48iHHPnKfQP3/M+OxzMmB6fBhKQ54RiInk9HOPcshEx9Zd+2+7B/M/O1XW468Pq7tmDHvB+/v3uVezj96eudhh6KAcH4Pvrk0Zo/WuP/9XHvJKIHvd/7gj/q9agQGRNLDjYYEGLxdsqeqfWHgDre+M7OmKcixxVOpLEJf49CU5dGDkOZ5hNt79P/jI0iu/FNwqPAzrLB+L17iwIZ4pBGgxHpkIYEXPAusxFC+t8lBIdSIxVTHakwJHMQiuyUBH6ll4K5stoIhQ4IUfR4B+QPXvvQl8P1CNOntdkhfPSehp+7Jo87OQ1bDwS3713H93IZd/gyqFlSNKdN/nLCScMFpMtw6gaE1hq6edqR1kZ6EQ3v8OHpq8MrICXDuN9dWuZZ9+EJe0XIZPS9u+Z5fQdIwtSmK5HexYQ7wXgWW/f0ZuyzsU7j7x+5EvZhBBF1wUIqUtfJiAc0RWxDqJRU3i44A2xxZtniQommd1xGJ43QT8H3WSni6dCKYXJCdPEiZ8WQSMeU3mgezr8hslFoQwAxz2veedWuPC1gnwI0qzMwFsX97Bw45wKr6g2RG5U33EswBHtWKCtm35whwrCmzpDLDeGKcI0+0ivHPaSs+LcufPp8xqLF3i7hPSWre4iEp5elt1M/r40iTmdIgS3+mShWNmAJ5nJxJtzw+3IjjX4C4cTjAoPng1eQNWDkkSwuKIYZcvGoFWpFTKgaaQMiDcK2/ZjRa8a6+zvH8+3e4/e7VHQ+JqZ3Zf5jenfsoenhxPjYPKZMMzfzTYQS12L/hCLPQ+ZdUVtQL+JoQc80CjkWx4E8lzIKyYPtBC0S/kChMK4WKYoKFOu1OVIh4vQw0i61oItzRETWzNnVztlHRHRHnR0AB93pKvCebmQ6yx8cF484nodPDrzx3TUT6oe8zh9d3/ccn0f2x29YZ3n87jygR7M/Dtj2v6aRa/dq0NJocnY+6ba4fn985yzW/rRwv5yg652fDHxFkZ3ifsLsfnRa/K79QTc2WMIhfzFgGPiHzDLvmAMMMEY+4XeueRt+771dq8ePH3+5V7U/xs8P6YZ/GCd3g7hv4xGeP0ox9CeGcYhzADLia3Anj0SN7lV71+lQwM/RP8dVn8E7dkdHoh2vtccQ3tn3s+J/Gqs9Wu3vcl73H7z36jtk6siVjfeTWHyfR/y4HT9qMKWjlm1jb4dHqK+jF7f1MUUqHwsepZx8XEXpta+SeBvOb0tFygWKYMF30CMoI7FxqR5d0divd3gKO20Lr9TOs6SXbZyllk57qQrKSNHgS+spcPXJ11VvPt66YERe8k7bku/X4GWDbnVFe0SKJor2jR3REWG88FStjI1fkvc6uREhw+k7tievosANsQte0Jrg15zX83w2CeP4rKcsDo9ntliGdSLCEkY1w53MDOGJLMSLbBNO5D8fC1J2Hvr+8xzjWPjelnh0zfyPH1/BR0ueKl6XzIc9I3aDUCKmk1wvYJw4W4RxDllfjyGztVwu0qnRwmCU3nHOj7nm31CsDKOTlSGDuHP+4PAkopgtFZ3mdSqytIEUl0tFEy98TUUlxIjmBdiloBLfNe9HtWDbirYbZuEoh7+H+XuWZyeDX5PAw36OGvSoVmmBgsF8pQydzAGQTiB54oflA5cb4v2sDdPb8jUctDJ52z4AZmfSXEvXGeY+yL5iaDV5mfZjyBZjcgPaEmO5gnih6J0i0DKyymsHxqIGnp09wkAS/3J/uBNK6pB6xKjFGsuK4UYF44xkJIbRaZlHVa3IFKHu8I7Ih5n2IdB1FP6/2r3103ga9C+70XTczGX2tSnm0c9FGobjkwSSSERR0TQMakl3p0g5hKxhYxrp6IrDxo1ILVL/3ujOmERKp7aC3WJOT2SuCp9vBTZGZfo0COdPjTmeGXUOMxIcz7ggvv+E1Q1d1Gjvxq5WjnkqbykrbvA4xZkXjrcf9Db/4cLU8++y++O+t/f4iuTlOkLdXQdm9MhXzL8fmjgyrKkP7KFX8U6yB3vla/6MQ8n2vrZ3Q3k8vP4sGbQ2vZ60hOnnsb3Z2WNm8t5bA+MxGOf7x1ke+37E/gvTOTy3a/t3+nc7DxobjlHJcvfv7Ls84buX4ITWYBQwngaTii1jKPT6iGRuZvzHEgf6YOkUp1Oe0Uce2TkhY1hy/VCBMdkB9THWNghi/ze13qXc2VOPIE4A5aAfnwVh6cRKogXZ9fEIYYcX/tCd+3vpZSUMBiMPDP8X0RGZcil/F+l0P1MouTVYRiREreFN7D/T+FBKKn3cUFGkdmNEFrElYVl0bHgz1NLL3kMnNQpL6Z8Lvdld3Xuyr2/iRgLP5hcnOGb47A7afqAgHUf7mZ1FUuNQ7LQyGHuJMOx5XX1ocdDF4dZXvJ+/8VycWenKu/ynMvIjmnZmDsTDB63RdPOoB91obXUv3rahqkMBZ7cpPZPD3n/PFDXpeReRESkA96iHVLIkDCchIRgw63mljwrYmdoJj/Gdvib9+932kGl9c+sPw0m6T3uBPx/Pncnzh3CtwPIXhDPc/gH6hm0vUBpaL1j9RNUNCcGz1jOibmSwVmhrgfKKfP471i6w/uJeMS/F0xX/dEJQZPuHY9T5RKmF85eTGyLq3xAq7eWMroVWFbNPqDxjN4PTBX4uaLui25vnAWoXlmKUT69QXpD6D0+Bs1akLNTzJ1Aob6vXNOCLF5Nb/oGUG6fTL3huTjBZwTzFkqzuZSHFYImw6TdF5QWVN9SUVjYovyPlv6Mq2LcTUlZq/Q9Hdn0GE8o3z3tL+RdG85SsBou6i0rZvoA25PQNK79R7BPCE7TPbghogmlBlzfs9CtFK4v+gklBTidgpdlX0ObjRCJ3bqHyD8eZ0/8LKcZpe/FUThSaCGxXit2QZUNKwzix2cXXafmKsqLS/J+u1PWJsz67wrJ5ns+WobXL23TOfexKCjRHPJTEfaZw6b4PM8pq8FtDATv5i+/wfmyq/Xaw/rQr3fp2lc4X+q1IZ4VQUhgARk6/OAuX7MfTCkjzYtObbRQplNoQEbQ0r+NQifMsmkuDeUnjeJxRGQkheARFKZTlRpGFbfHUBrW4EskjwZTb+oZqY71lJITTyda2iHqImhDxk/wXAmb3Yutwni/tK+RXGW9MTGP/5o5vTo53etBzykdTx1CWeCejxP7cMXqkkMYoUJn/Bt+TQ987qI/72d6+i0Hr97xuYGtE00kKzn0+yWXZ9K05PjDDYqyGdR5Tdvz5TvkDfr4KXZnhx+/g6nZc5UF+SgXdEOTmPennp9/eu0fNkRPz93P6poEjfQMwlBvzGNjNb7eTbXzfDSSdODwwXspYtTSmSe55prU+8FHfVVxPU9iv+YNf7l4gHFqmMdrxs0PfCYwD/7x7XabbSTs7T5HtHKTOwAkTuxOjD8Epu7Z9j+QvMn7GYDuvmm1M4tAed3L++/UdDnY2fthhkrvx2oRbE29ltt/LOedHS3sQVfaAGrAf7eV+nsa021w2xpDtGYf1TXz8Y+o2oo1DdaLmv9tT7NksPFyi3t0L8AZ2Bj1j4qk1za54Pu6K1XPg4hJRB+4pbXLqCCCyQP0J9xp3RY9JpMc4PwMLYq9gK5xO2Ck9f135nPy3Oz6AF9guuBJqQ7a/A6vnGJcC5y9gJ6SdMa3u7S9GhqxbpqvU4lEYrO4hLm+OA/KEcAEugVcLEimoLOXleulrkLp0wlDvwsMtzukTlBNW3esfDSV+eXaHk24AeQqD6g3kv2HyDHzGUykFnmRKqyz31zfIyendlilIIlo810C+uccwC5Jr39N1Bhw1zoY0/KTXsIGnQlrBTh6BYAuin3kQsvT+ZSAsjiuhnTdzZaJE6IOV5t7qurjXPA2xDZPmBgETV6wW9+J3wEftiBbKRQ1ZTSNVS6b7DCOa8BIRN14nhJNC3Ui9hknDqhtzZI2FtVMYvUDMkPTKVmKNFwyhbafgw1ZgozRXJNvTGakFLZv7j2wLQh2gXhRZFFsFbgVbKpwXbFO4KdiK6avLuZtH+UgWAVaPZrU1ogxTJm4NC0eWlDvVwDbDVJGyeaoAXRwnBdwYoGizgXcYRtQ7qAHLLepyntzAqLbCpoj4PjN7xuyM14TSwCmA1SMO9IZpdbiVZx9faTHONFJ6vRrJ9D769HFcI7aMhIFDs5hyAVswfQ38aCBPwDfgBZMTtkQ9EM7+rHzC7BXbvpJGO9cVPXWnH3dc/Br48USxCvYFE0XTUCC4w1x5cTy3C6ZnRKHoE5ARKs/AX0FWTF5AGrLcwCrWHAayZl3UoF3F62YknTA7Y1TEVoRG0cXxkDeoV0xf0SZo8TVwXdUvDu8C2A2xF6RVbHM+3eR3EKNEXRfV38Z+wVwnhqDbN9hu6La6XC3m79gTtGcQResNsxXTf2JUkGePxrJMgfyT05hMX+VhURgRkScXEKHIF5//cnMY6AkJIyD2BOWClbPPJVKgu07Ja054VITXgCm4g57WLxhX4L/i5+H3rx+OhHh0TB/vPeD3prN/4iLk8XcPOzhytQ9uBSv3+JO4kfdnHgUGDzOzyTMD/qj/fLzra8/V+YiSiZ/7OPLz77TLd34+GtKx7e/1MV8z75dLsxeUjq1NQto71xA0Zhjdr/uPX+k5PI86Rnxkinc/j+8zTXJChP6a9Hd3uHs3/gO2GQxp4oBgD6UVOld9zPoz8DHnfezuATZ8d7/M7w8DxN2Vixdg7cbkg0Al0zxGzYZg6OdoiEMERMkIiEi9VOoSfy+hKAojRC9snSkM4kAthhQPH/aDUcMI0bwgulnX7ZT0gPno9RA/5/WcNvJ7sA7BB2Ylwbzm80eH8XWPu6mfrgSpu2c7LOoWh/0k5FG/B3j4vnflhcPR+xOT+Hvt0Q+q24iCSG/fHgkR3yYhOXhodljM9C/f3QF1goXN98IrqnscvXc9WpjcTaMf3+KPIqfeay//uRe7RRqmP0vSBBA5O1NgEVovkYe2hLeVuTeZy26FIu71pWE8ojRYXnyvNReIPOe9OGMiiqxXBKNWo5wq9WmhnqDak3uq1IqpUMonV3JvHibKUrB6olyVapmmq4KslMXrLhg3QBDzQs1SnsCUog20ILiAkYquUmoIpMbIjbtBCw91z1vkyn3dMNnQEriHR0Egr5idYHtCyooEE2l2ccHYknGtnW4ZUMw93EVPEXXwivGGcA4FcAW9BMjdi87q1Rne9gnKgpwuuPfJ18Bxz30cSdEwbk7/6n8BWRD7/yJtpaVXnmlsZw+TN1vQiDaRZDijEN1mnhLAVDArwZSCFoelpHLgR67D64OSzOeiHc7t9/F3/vr9Dh8we5m+cdf1MJ3PnuYGiEYUSmfmLEjAzNVJpz+GoWGg6UZXCUV/mTiYOKdK9agTEY2zJrzxEKw0L5iYbZqfX6lQ8VRLStvCKLsNo8OIiJjy+4ciOQ0Pu9zINkD0x1fuq5nOPzirDrDvcRU7PiJ5qGkA5TiY/2Xmba/s7Fes34RIrhsf/Ma7bMrur3x3gkU/P6fG73ioHVPTT22ZUAo5eLDns35+29Dn9ylln4Hr/cP0Fot2k7FLWhV/e+qbCSf6vtz/HHzljEszSOwwsPzswG3uj+b9s92vxx2fizbfnnkQu7v3x9f/yqk6jacPb9zv4Mqfj7q6Z8T31x1OTIi7+zv+c2dh4B4vj0NKj6MdTh3fif+8F9FyZKFynY9LOgHCpvdGF3cfcLwxQfcefrutY/s16O+/T7M66zptqbvn3+lz3wgcl+1D6CbzIMSjGjG8PoMwRzult7inF6oeXVzDa9UUs0iRlEoiC6VuGiJIxWPwm+UMwWX0yFk0eLwa6S/Uo1rlTDp3HPlwv8oAmLmS1tPwhGEjZatwcHZDqvXzINO8pWe6FUXCy9fTKqaHcXpGu8Kq16qIiEICFl7TZJJf8nzMdy152TScOG/nc1rxCIYKdsJYQV6j7+dYn4SaL7hNsq3zcgFrDWeGbgT18UrU8BrOR/fI585dMT4qMAoB+87cfC6ZqqzzwB+/0vHPvenxfnSq8RC8Y6c5fXzT8SPJ8uSeDW/oPLySH8lxdjhltOkNYQsv6RKolA6BkkgRMI/vwnDv/A70fRJ02QqIFEwzUieijlvUMGlZ72B4ogsRRVD8vqBwE3gr2MW8EHhT2EKekoZZQaPAdslaKpl+WGMs4VygzUAzDTd93U3NbXsoLqu59/pI2WRY08mJ09fJcs0sIyCJwtvOG877y3E8YJEwitjcTKsjqhFdco712aZ9E/jcHV7d+epjYYXjGjgzZTawMEqohkya6ctvZB0FWCh29nmH93ym8cv0XyXrqRTfX8m3jH26+Dy7pz+BXxsmN19LK9SeTtqNPsIC8jTOk9JAovaePPs8ItMDEnVrROOodSW9ESm87eZw1eb4yYqnjGphmLlAuQDqQVoxA5clPaLfU8als49HSgBYFAy3MDxl/VTTN9AtZIbiUxMDlYgKKZ6STDdc9j7jkQjCqNngDnG+bgE3hNn47PM/IQJaXrHiES4eLV6RSPvlEWinHjllkpvO0yobF4RMIW4My6AXdP+j68NGiJkezVfukUT1wYTs0Kbf76yKzG/ke7J7a+5j17dN9x/wwkdnLps+HmR5P5MMyMrrzsfWxv3Z2TmPdGHwiruZmw342GHOtvsxPXsQ5vrgsmlcM3/ZBzR+3MuS+9f2fz/gl+8YNsa8ji3tBLjpG/1RZcl8mXvBd89MIMym7GbV197Ge4cJdMFOZoYsbnVmYboy6oLsL5m3ifHOtrpQMjjl2Ws9Pdw6qz9Fa0gfy4TAfQzDADG+dWLgPRzatfwmyGLCqbucOIM8ZPyJg0/iLcGAJfJK5NmWMAgIPUpBgnnOWlXSIxz8RvKPpfo3tfo3dfHUMmWJv+sJKXG/DONDqUtEScRIw3iRIYgYXgPCFLUrZkaLsErdjhvvA9fMxM3Cu0w4JXT4HvddepdKx5NkqFOwSBzLw0AC1rkOGQFwCCckANnZovAUmSJQfBiTAi+VHCUjCHKELqCoFqDRmqAGpVnUwvF5mW4R6eA5zM0UzX+a+c3X8ACJMz4NGmzRV2JmCCqkt++eeO+9LacwzX5bghnAmY7OYMXywIBxJ462OwOGIUeDebSxBj2EfjDI+z6S3miH827hxwb90GUY3DytkfE7LN+o9UKpF6T+BPUT2G+oNupqlMjhLgvuIWaf3BNkfQM7Oau6GPVsrshX9+SQpVAEzgWWInx6+sRyPlOaINZY642mxq19ouln6tuG3ZTV3tg2D6OV+gXazb34zJwRa4Kun0FcOS8U2rcQkD9tXkD75V+e//fbz85z1p+hnOH836C+YPYXjJ9BjbJCEwl7hFGKouuGvr6htmDtk0cptFyXBWXhtn5CzCiRbsfTMy0g/wVDKfKGM/83oDnfVgD5jPEZk1eQ/47of0Z4gmpeC/yklNOGbUpbbxSeWcpf3DjB2TGlfQVr2PZPjAu6/FvQ2/+G2MamfwH9hcrvCG/o0wIn8UiOrWLbN2z7DZYztpx8X4qneFrahVI2qK+u/K6+/ra48NH03/ghhAtUlY65j3mu6dVA1HTLsP19KWM/w26fAkPQ3Xt5jONRphbziCIY3TC6CUFTpgbc08oF2yLqMIkzJ+sJJdNq6rRRwzBeYvu7U+uI9FP1YmudDvezDTf8iSDbCZGVrWx+vsW8MvprW1eP2LmtqCpbjxTz4u7WIlpPDd3xi0aGimsKY6LDJrFTAD72D+8RDbsrzx3ZLY2kUupQE2LQr7kh63yC2KOev38dWhr8xVEgnqc4f2VAKKke8aU7PtSMjFoc70zzi253URhWphNK8gU/d5IXzmNe8q3kx2SMVtLje0TGkrjcYT0G3udorvjaAat7UCaSBJbsjBoTiHoERIlHbcBgf/gNsPQNm+PIuRxSWE486/3q292fAztzZ493+vDvKI7tfuQAZ6724SX91cfD2iPHYbjxsLMPB+I0/ykMxdHxtdgvo6bUDpFjusGDzU5Ova1pkAe0h310RC5l30LHdo6gmonyzNLwABTI7vXx9x4PbGrvrol+Bd+b3x7GJTuh/rBXH+zxuf8cxY49T5o1r7sdRyTzH3fd/GHUDbiH+TQW5EQqtcw8R7ZIpL4xIvLhyXkKLrjXaioXPbe2G4PLCGzTE8gpogmS5VSwc5KrAFXu8VfcCzkMGerKIUqO5Rmzi/M+7Rp0bQNdXDcr4vwYJ8QurojfBE8J8g/vI2GpJze8b7/jRv0C8jkUua07mzEbIewMGKoREUZEaUSaKk99VBB9CltJKu0mvhuD7dV/6rPDrht8cp4F5DzJANUNPabBK8S8OeGe6Uxe/sHPFy8WTgnri30CHJbG2fO6S3XFon2F7Rvoq0d1lMvoQ3wszr8seDTKi3ux82tg4w/6AAuej1/AU35WpFm06YYYqkWkTTppnTE547XcVl+z5oWlJTyyJTaD2s3hLg0JHkgsIuLDwdD93JRu8LFcS3ODlypegwOyQPqAvfUoDC0abZ5CKfvme+IWka8nf9/ZE0Gu32C1EIcFlSffe+rRCHIN55J01sFrX8gGXCXO2HPM7+o/s65Sy/HH2ZlOHZG7nxKpvbZQvLM6PmiBtiB1QU7VZZzNo4/Eoq7L4g5YEjxXWd1hy+QctC6iMiQU+do6XyGRQktkC3pRfM/aJK+ygb0EjCvCZAzMf4uvb/nB+iOCUezN101WX/e1YDePXHH4r77enIFf3DEsoj4yUshTMQHlS/DarszW4jRSmivG3RmvRZ0Zo6ePMkH0maKfET1h9e9DcR8RKl6wXBDOkUp4wx3QfvF3MiJIv4Kp15WjYCUiAmq25/tG9BnhjFPnG81ePJ0XP2H6M9ZeQF8ROVPsjNmNYv8D60XpX2D9V+zxiBiQM0hBI6pFM01fRB4VXRAptJu48S2MmKpef4W2QfuXp5rl2WnuFmmyiiLcKMs3PGIn6ZnrFtDfHdbaEKnoKaLMwshT9FOkIbvilmeXG9yB18AqJj+DbYje4lxqQUN9Ns0aZie0JW0XRgTP+9fHqeDMeD24/SPXLAw9auA7LOfjDif56Y6xeNTHJPzY4ee4f2B4+vwtDt/9kEowPTZkX47h2sfuj0N7T757B0wPmND9s2kCM4h27c73Hy3x8bnMgwkG/N31esATPxrqxy4f7b49m/4duVw6HzxS4Ow736VhSoHR6JbK0VD8fFcC3mPRGE0cjBlu3du7Z867ADQJqXdT3cE6PCiT+ZbdLGNsk7QyN9k1Cg+mGeMbxaA99Le/nsqYnhIjmIRQgMvu7ykKohzeKa7AqcWflzBKlMVTMi3LEkaIxY0SdYloCSjF3BBSIr9lD6EDsy3CKY3WFDVzhuejSLeDy1j7sbKHtYnllAkP7rBEeLC5U4mdeJ0dS99kMimQxv3pXcsfcWfGpXkOPepseBbZNAZPX2Wo1WC8PDwwhcgR+TDqPmjmVlSjR0FELY7uMJH/nY11TArLfnMPm2TCxo0+0UTCeCtCq+9WJaS5Dncbvx6McPsToD4gWDuC0f8eKWuOH/wgdTOiQB1oFL2r5Rkp58gJfEFZXPmUuukTUINBtjPYirQIoxSjVEPOQRfVayT4HnQDxKkIl9OJ5XymbrggvGxsKLp+AT1T2humN7YVLIr/SVmwzhg6QE0rejsjy4lyfnbGfnUhRD67kUdeI9/rzYVwO12QWuF889Ba+yseSr8irXUjFmJQPDLH1hXDIy3SWy2N0GYb2k6IKSWMkiZpnHuK9Y/aD+rRK1KLw9CevU35BuUFL0xm3dZXKizV0+1skeNXssCsLMGwxX7RN+97+Vvku/2G2Rtq/xnsM8W+ImweXXKu6BXfb9uKre6JovJE5u8tQLEznuZl9T7Tflbds8n0p/Au/Og1RzAmj3PkCoIuxWuZsg3Sy/F41gr33u22+zF0S71R/5H72fZfzpFkefaOLsaeFXAhUnLd47wxj1ESUvcrYbuVETAmyaOJr2vvOGYYZ5PEOCVyDSMlziBJE0kYIWwYHZrTS21OG3WKFiMjIgYYJjqY1HHHGe7W5iPKMn/78XlEh++j5ideauI3ckTfiz17PIb5OowkI2EO3T4gwuN7K+wdT8ru8z0PFG3lGd15L8iczB3fd59MZ2b/SXdK932w58X8dmD4HD4xK1V7s0dz3jSfrlHNjzLt0h4Oe2O9T2B3bh7X9gj6+1uH64iD83eJH/s9fhzjvBrHFX3cv+1f7r//4Jk6fZaRjoMfODQt42Vfl5Ei7hiQuo9kuevt/prpVce5AwvTBzPthWMzMkB9BNyRJB55v8dRRxPu7Xgz+rnuv96P52FrsWyPWKFMFzWM3j9wjYPguy+NAuofuOTBH48Q9L3eQlE5VjIpojL4yfmn4NVrPWWFr1A6vQmSUQhFJsQIT3pxb1zRdIKbznkBwisXUnHk34iGR7lbz3Gv1xO9Sm/kMfe1PmF4ag1XRnu0BepRmtir/x0L7DixOF9pFqlgorZBRidM9ccs71kjI5iT+rlyVfFoWC+o64HPOp31I4kgGu/bOc4Bh7OUyKHvhzajvkXwfebr5vW30rkr05Zk7bTJY7g7fREKxbMrKyGUr+60hd1A3bDj7Z0mPDq5QrJHgiSSRU2PbiT4kRPVoOqgFVZcqW8W7bap7kLKOJEpAKFY8FAZaYA7cYlV50vY+rlinbdxvDPCuCQMPLQCWkZUjBlY69F6Tl/yXR10DsOqOa52fqzFNJo7m5YWaW38rLXthoiioUegLh4Zwwq6uUP7ZsHf+R4z2ZCtIFsNHtajKmSZIh/MIgqBcTa0pI7J6eZ+NU9Jkw6EJh59FKk63TveYq6ZmtE6n4la1OqTyNIVa9jxzSISZBwMIrFnLQxLYYjwdpPGtMD5jBzYc22azolyTC7/x/gmkV5OIsqBzekLFaxk2mcLWnUJ+uFe+S6DxR4E3ChH6G1aj1IuLXizGpFN8oLjstNP2W4e7aO/IPYJ419+nuQhLy2MEgseFSJQNHRXl1w64BXsVzcg6nSwC6nA7fJIYYm5XDHxupfCFdNfgGePQtAbJQx+og3jWzgGPgV9fcM4gdwQOeEFn8Eiqkcl9qCuI5KGyOChJQxTJWpumtNkvWFyxuTiJCscW8ycnop8iyPcaaBIpMyyiEgIg7BIc/nGlo5TjttRg4LAWdygplzwuhwyouKCpju73DCuoUt6A1oEqf8xxv14TYik9dP6zT/998HY7J/b7uV7/uj+u/mzR7yu7JvscsPML85tuWXVpkaGkDK3YweFovTv70RwkF5SZde3plDS2dv9BA6R1mO6h7Ho1KFN3x8Z0P2YxjM73H4ERztONN89/j3N6BEP15/PA/0o0/7dKzyW5zCUgyA5mNYcuMT8jxBIrt6mNmwA4W7jTO/kOHo78bwvmnWY7+E3x8xMQ7Wye57pB8Yei3FGyKRlegmEkZrCD/idkDOtSI+CiDmkx1YqubMw591eTYatj8M9I4IzRjL8NAY8jAwSRoJQ4kihFE+3VKt/s9QTUip1cSPDcoqfy8WNEOeFUgtLPVPq4kaIiI6otbrhotQBJyPSL6XSXNnaDVNjW9vHhZSArUiEVqZQYNP+zXDTTjScibAJ5j32kGxj3guTQBH7JJW77mESDIkELU2F7MTE+fNZTMxDIRgaEzIspW+Zrn2LP7OQkwqa4XQS6ZeYPCla/t6GwUI9ksJT5oRnr5p7dxO0r9fnsM6DZk0XL1xmfZN0pXJXPMa+jTXonrsmIKdQzGYkRO7H0pejg2Q+rJh/93UYRbLyXjKkY7/fEW6gC5J9t+3390cvEaOUV6cDxfE089Jr8xRAsv3O0tyDZ1tuGCesnZGyUcobRYzKZ1di17+7SNUKRSr1/IzUC8v5M7UKT+cb51Plp89/43R+4myNYsq1KU2V1/PKTW+8rW/cblfq8kotr7A5TW8V9Fyg/ISUv4bBo42aXkXxkH6FLTy5z9W9cbYTsNBOT2g5s5zO1OUzrYHqlbY9Ie3kuSnlv9FqYdMC3LAzlG1jWd8wGu0EbpW5gl09QgRxzyNLQVQ83FnUvZQUGheMQl2/UbYVO/+MnH6KvLAniiyU+pWsiaK60G5/Q/UK9RtKZb2WkHXdm22RXzBbMPtPuKfjPxw/15+Bn6mnDTn9DvYbZi+Y/JsbPuwNY8XqK5SvSHUjijTz8ZbKVj9RbNTCKVww0qOnIlcPnf3RK2v7wJGfOTB2/bLYMakEjrv9zJw/34tBgCsYZD6L45Tp3q17fsuPpjynJyOySCgdnGYI+Dlk8VEKc4Iz2ZLPxKNywMOahawRGAZ1b2sIbPFCGaK4n2vuVSnF89om09eNs2FgaM1D7FsaI7pBN2npnJoplFY92uQAvJlfcaDt18ry9z2zO9IEzUuTEWgDngP+Ey81MY7z2Zncx0evPS//KDJ1N7hDb4eGGPgju7mzB4XN/Kl0JuyAef2DXTHp3BeDfZwgMnnlGqR2uOPuzhnFpr5n3J6VBHlmTWub6zyfP/Gu/5Z84jSbzrpOBv+Z/+488JjNGFEqqm1313Ex4XNYle9ENNv8vOPl9LSPb+Kdor/B+Pq5GFzOu33trpngpOEot2dyZjZDczfiGNMj3nvsITvM+84laod37w1w6tIOz3coPeG5Mbzf8+lED3vzNkWjzevP+NsGUOjQvRvPMaqNHeyOc8h9s6dPub4Ppnp35SrNYx9zuntV9rTtwVF1/838bObnvutF92ikz7EhMn1K1GSScyh0Rl0YP0cMaHje70gX0tKBAv+WLXgnA1tgKYgpwq9g1lNNUj7jdeJ87rIEH6KffDxNcL76xfkw3aCtQEEs035EhGh5ciVuibpzuk7jiUXwZOvet/xCKjlT2eFpfyLPuy1gkRLKKp4yZevr5YaNzCEfqXHK1buK6BKzq79Xtth+odzXMN7oOfAhvNFDQWphWEGIlCiuBEYLsnmdDVmcJ7QosEt4w0tbYy7B12R0iYSDU9ABXzN1EKTyVQSWZ1hOwBnPgR8wSwOHbR4pkR7qbKDfvO1i/JgRQrB2DlLRPB1xCX2EeRRMluqgenSB6wnFnXnKJB+K4br28EDH6IaoXvMiUn+GM5Ckk9paMBRljTX2iEGPQjhTtOHpmk5Y9cgaj4QAWRSsUNbFvzlFgeftSz8vfEt6jQ6PXg3cpvQ0znIzh+2ywbJ6HbxWPBKkuuzB5s52yXux+X500VyxEt7aeN2PrN3UdUIps6p5ZqSo/WCZOoxwZMJ1DmY6sg3IGU+ZewUraERMmeR+ekMQpEbKrn48R42ILk567TfRGI8tGCeoHg2PbqCbcxXiP02X4H9dkS/B8N07t/wxvnm9keIwEmCJKAu5QnE9C2rusFVA5QbcMKtYOyGyeHQVzQ1LUlw3BO4wFvvZdQGR6gg3VmAX71uAcsX4n6j9GmP7BQnZ1aNJnvB6gmc8te+veLXGGrTYI6eETyBRTFnw+g5SMN/YiPyCR6EpYi9gN0Q34Akpp4hEWSn6huhXjCcMc5pgBa/9csNsAw39FNfoE5ASkQ8K8jtOOyNyRwvIgso5oro9TbFt/8La77hx4wmzmzu8JathFsZsUH4JehC43Jy+aIl6i/U/Awuqv4J61LZgFJU4IwSTCvUTWs7QXkE97bBoCYtR6nXcI7K0s6+bgRvbcTxLI8sfXD9shEhWY2ajP/rt8ZIUuiY+dGYWd94fj9qb+Ng+puArzPafzeJNOij569mZM5CzE9PMQ0sOkOFPHJMYcgOHf3bPqM7jfgSXI5nYMc8PmKkZFvJgUe76SB708GAHUxmlbef1TibR/06/siNjPvf5+K8fIYP7EdqYQL9CCW53UONekItn3Q1SD8O06TvZNdWHEO84ymRbaeWXXVe2ayCgJtF+phf4zk4am/kwBfLbVKBqZ8r7qu28BUcyHNk1lh/I4X72/2ilErZKpmsiYTG/E+Gbo1B15LJPo0RdhnGiFEr1grkeAbGwLJW6VJblTK0n6uJGiFoX/70kQxLOPgZmgqrRmmHa2LY3VJV1yXyDH7sGDBMkEz50+E/M+pxCq++KufDmBLcO0yxYltxGMHIzU9plJDsQtLG2aT+fN7B7rRznFGNJIwCQwqJ758ZOFnGmnoxsCAOCOq0eRb8D76xNCjU30g71waxs6wQ3aOuAXedF4hsXpie8t+GjSOQz9DnN1Fb2B8i0hB2TDwfH2J8HOjEZIVMZwu7TiYZk69/xZPz+laGuoKFE7WulSzD1hWLQZKPVa3j1nCjWqLLhBcvPIBu2fHOj0ApWL5Tls0cpXH5iqYXT0wvnpfB0+cz5/MwTKxXltMLWDNFfWexKWzY22ShlRWSNNFCK1gVZvIaFlZ8R2yj11QuFlfCkKl5Umu3mjFFdPIelNGeil5sbWmr1aA81lIZqRduT58rcXjDONJzBobogWHT13VVxGiqrM4mhtDYJQ2l4m0j1OgsaHiMqC6oVaZ7j187FBXL7HGikIFc8ZNgFatXPTkHLG2aFbRMXAioUqRR5xhnnL76e/ANoWPsFsYXyvHroe3vDuLoQo+k9uGHlhnGlyEK1syvJV6EthVZdAHfniYqngDIPnW+Fur265P0jVz/aJoUreUoc6NT0pxu+8wyeac7DxnfNDCbGH85nox3u5m8StIIU3JjdOZLpkrHvVMOzzg8FjZaEPA7j3AyDsYiFEcLIyL6kgZ4xo3Sy60EUYWRHwzvVR+9Nu3Cm6koo7YbZ1ukoQE+3NBkgrBtfeQhbybWR+b0E0KCrO2YNHtCjEfmV8O+Fmmc66gOdep9uP+JnP3Q9+s4evPI95jVvjjP1yLrd8WtBT+1wu3eZjP5sud6/EWd9OoEczp2dm/p8Js9H9gRzgWHoDv5tPtd3++UeACOq8LD/dh7tdv+8n207dyj2az7+3sPLdj/3K2kPfnt89RHevShj7W1aCuwx2rxz3XOw4/7unfdePDa0Z93vxjIFyew/+y4g4q1pvWYZ8fipvfPGiNQ/DGL6uV/++YXgUfutwNK7iBGb7k/99/fzjBj4M4Zy3993F/PdKJM/vh6h+aNbR/Jy2Oa8j0Hza57H39LzPNMvlQtwghaepFK6k9hOVjBzI0ICK5WsYtFW8HJRC8q/y9oRzyDF9fhIGC5KeAkT0QvumGFl8whb9dQ64VYePFKF4mlgXITM6DxPJ7UDUMDFeAa8zgTmXrT+8Or/7Jn0skVLGC885YcfphkpEp7b4nnaydzigGV6kp6JIFMiRS57q6G7UfdyzyLgRIrDYqGUh640y4iDUoJPSpq7uuIuil97miXDIhK2y7Pp6OXCTThRJVdRkHpGyglrSxhTMlw5cWkDu034pQEziTX4sSjWSBCPSEYGxErpCdFT8DIG5QoS0S4Z9BK8W4loFA2ntBIpU9wxpYCcY5uHHBiGGXf2KJ4OVXGeXwwpFn56UfvDkp8qmJxIpaXfinVYz44jp6uvrV5ijquvQ8jUJp6qZkRwhGPJmoYhN/RY4Ac5HrUoUxEFm3tu/pCrRB1GE0w9bReMdMeBzhmZE/PzegEN91RfgFvk5w/clRq8+orZilB9z8UahJue8yZZB6Bbmd05r+swRbuXvvMqHgHtRa4dD61ZyKnuIGOR7sxKOJH2GiSZZvGDlwFZy0PCeFeSxjRMVjztVZqv0hCy4am6wCgUdYOTZbRX0KKuN7WES9Rn4IRZpdgn3/t8JQvf+/e/IHwGe6MbKrm4cUNOeM2GVzyXRKYKPzuplYj0ijoQXlC9YBr1F+UJ4QK8+P7ptS9OYJeAh0cHCGFgSrwPmJk4jEzDASoMpCIRARXR84JHfCAXvGaIj0mpWFkQVjyF2gu03zGpmDz793ol6+yAhtGhovrJ25a33PSxh93AIeUnYMHab8G/eN27YopMde6sXJD6HHC8Inb2PizXSFE2hCX2hPg5Mjkzk3j+B9eHjRDlwCMcvfXzOuhh75H+OxzDkXn7nk4n5YbOYDzgbY9s0Hev8CLJ6AQeztfm13evHKc1eNYDk24c7n5nfDbwyI4fTf0c+c+Z77vjsw7tHNudWFt/vuPgxrweza07a+cLhiuFDmzpnxVjvQ1ngu95xlyFBxJEfzknkUy4P9vjXSiydp1OxooQmPr8bXw3jyGFg+H3No0vJdR+f/7v8KjuRoodUKehxFc7kXGnfT7sAMvoifw+FGFEaJtk6gmd2s/2goGamVTJg8e9SGZjQ+lREUREhEQKphJRDF7vodQ6jA+1eoqYsnC6nKhL5XR+ZqlnTucTy2np/2qNKArxtlA3PJgZ2+Z1Ctb1hKpyu20/ZISAyGNJHOKzZ1eHRpmEi7tdTiqSh8BfDj9tXk7SoOPFzcZa99+nkM08uf1QHX0ONEmlifVvfX8O5gbMldWCM/MiNGuhlApvh65YSxC4x0JGQrgRIvaR6qCRXbkGPfJhCotOCDrN3fo3jy2jsUcDf8ceeUTttUM+5+wwTf9dO6zWtACzAaOTkElhs6MzjMOp0+bC/Zg+dsnZi5gtq4dFm7zRZI21+hdbfYVFMPsbaufuCQcNpQXDHQXUrCKcEHmicKHqT1RdOMvKqQjP5ycu58qX58blsnGWv1LkzLKuNN3Qb7/C9YVTadzOhaL/maIXzP4B+g+PECjmOKJubNBNPT2QPVFkoxSvBVG2Z8fWk++lpf1KJskxu2CvC8rJHfOKe/A1Wz0celXQK2VRD2HWjdI8tN2suNBHwwsqKp53WZH2insofYECury5Bw4FWqFYhMiL116w7Rs0D2UtKMUWCoubEHMv6BtCY7EzTYx2/g0wyuZF2FoFkcapfAOBTc54ccMoricFOEP9d7CGrc+onlikUcuVRkX5hGwnrBmlfEaefolUUK/urLG516PyDWFjUU+/YFV/SI51apLFzXlwGCd9ib+M4ZhBnmy23w/zdsoI0vk4zr/JbTOM4sBQytyNx3bf9jHooKrds21WNjfC+y6FHudDSs6t64BHmgKJPMidIVDBvZfUjdv5NLz+JJU6MThNb7Ogg5o0NFMvqfedBoekrQlvi4neGSRm7tImABmMwpKP1vEOjDuGeeYCckV2TUx8RGdXuoH0By85/G70OdrdaxPSPMCFcQYEDzcpQHfPM11kfzQ1duTte3c5gvHA+aGJKzZ/fsfV7lB4PjfmGU5rjYxnOyBoX9B9D7kX9mdMnm1HflIyyrELUTJ9P3Erj45chhFlh38dnrb/wO4g7I86TGz6RmIfT9HE/Wsb52mfxwcNrP27A98/baeJfd+t193V7wfP8c57Y+T2+MHx3oSPR7OCHH/Z4cRMj/d7Y7ec09a5b3jcuyMvg1OKPx/h7vz30fVsxqfo9OgFM7/XnbxyP3yHpvRHU5/HNTH6ucORHnBYjt3A5R5ef0Tfiu73kKZ3cyjDgycWqbgCrSJcYlyN4bhlZNqWhINswav3FIBvjls68cwIVJ1oFLiXsoDccCVR1CGQHFtzz+VasBqK+EivIBHJ7N8JnlLISEW68cXf3yI9k1ydRhEKWIn873pGIr+91z/INDIhh5j0iId+DmkoZiMnek8/q8+xNukMFdEJqYRK2kY6YHlNBJobHSTTWaFYfXOY64lM/QThqCKC1RMuw55j+YV0rnKni1eQ1SNqtThcTAPmJ59ruq1LwLCnvlq9zXoJciQOS74EvRpOfB+9epBZ2lMsQ5Dd09zhpT7/+sk/qMn3aDj+OvyrCiN1lmJs4cDhCufSnFjUjGY3XyUrK8hGrwUZ9EkiL71kG1Gw2ZX7XtdA00hR3mIbBEy6wS7m0NaYseOXFY+uVlXEoLBByQh6xwmxDVpBbcEdip0PUCuINccvcxkbKdiWSuWIRkj+UrxunAb9t2buZyqvUN8ch2wosg0NOTdqllqkjTWJ4teC1TztwohZXBbPlKESOBQZeyItfxgnVPxB1HZw3dIKzcLImK1kmqabg7Sm7FF8/JF69wewDYkopExfpFU8lVbwqUKjSOgNiuB1b56hLE4PRLHyK90YKYKyOh6nfBj7ust0/MPxRSz2mBt1JVMo2YbpCyZvIG/4XnzGa9qcMAqZMkgsDbtvQXI9JZfVFluvBo2KfdRwnJLfvf1yQWTx7G8F0phqUYdOAVVDuLqRgVNEpl1BX/CUuU/Oq8ubz0O8zoxxxo0VOE401zcVaxQrmLxi8oraGrzUFbHfSAM4coq0vIKFoVaClibP6r53C0X+BhSvX4iBviKsWHF6b01Dq/KMZ5o4Qcv6igWXha5O/+SGJ2t7QngG+4SwxvwV7JvTo727/rvXh40QnV+ZeOf5Wb/s0c24deC53+UBkzc4vH+QHSam5DDG4INsujlHPxzb2fWdPJR9/90uCk19pWHiwFb3P/q4bf/37r0Df58/d/1PY+usXM7twHi/B7zBmO9fmHng+Z8c5jYP/Ohfn78NZf6Bqf2+q9A7V2RMm5nwh1YqOwB0npv0lvbIdY+0+7VRxiyzf9sv7vTVDFOZ5z4P97gZJmZ77nlAPRj7O9AdufG7afcnw6CRb5ZpTtJH7qCd/WKnOXdGS8j0PUgqaGAU9Jz/MWpCdAOE/yw1fw7DQq0Lp9OZuiyczxeW5cz54oaI0zkMFHVhWU6UUqml4sU+N4+E2BqqG9sNmiq3648YIZJRdMYsWaPdehsTMfHNdu8lOAvPcoBz4lS0jSAM4aSvVYd7/pqtZ2Ew6cxAR7OphyQEadjo9IpkKC0O0tbXyj9N3GykYsyj/dJ7d/rX+5g8e7N9sy7sDGm5jIEipBfTIHL7SBAS1P19yNBePyfmzR7irJT+3ViViZrtOPlxUGT9lrmrHaHu8J0p4YxXDw7HP7oEZFFPb9oK1iqNm0dF0EB+R8uClYq1n0H/jSIrhSvGG4YX2hJVUCJ1zwnhM8ITVT+xmHDmxkkK59Mzl/OJ5yfj6dJYyk8In6mnV1q7cX2DZldqKZRFKO0XkL9BU6z8CxNxfq1FVAyN1tQZHXNvlEWuPrfmhb3kYiBrMILXyBZ5wW7/Bu0Mn6AUxbii3CKEtCDhZScaUc5WMfO0SS5wuiGEasjp7IyQhXfT8owVQesNK42iJ2cAW6QmKNVrOmxvoCtlWail4oXEnlzZjOFhpjfEjGoLVhu6fHM5/Fajj0pBOVU3gDSpZP5ZFzMudE9GK9hVsdWQs1GXFY9seXIh9wY8PSHnf0PklVL/BZtAWxzeslJNWaLuxvakPxyAI/m/5On7fZ3Q+ZAa6HDdH+U2/Xf8cqe07p3Z9HzfTz8/Hx6xMjk7hIdcceEyUyfdOf0uyY8EUzwr+qPYotPwMvUVURIZ/Wqln3FIwIrhca4BFItq090IMdFFf2VSGtt8pozYsP0l/YwZMBwU6BFf6J/N0SYzryEDlg+Xxt8fj2Y+ZL73J65H/b3X9NH7+u7F+ZkcfpNxPs9P+rk982nvtBleokNZ3kccj4+pELOpSSVtuxEBGREju+Z2U+/P97tv/JVOKqncO2DNDvnHvB+3tWcQbf6DB/i1G+g0lMN385ztAZ88uwLMnPmOgvSmvo9rj07hwSvZftuQhp3o+fvoxBE+gwWz+2+Obcp0/8EcdgE00+eDRztM5zjBzsNMMD+2l487q5oG5H0Hg32cBrFvZqDTcSj3b/Y/d1h0/Cjb6pP7/jrb3V/BAD5q+D2cscPPI4m4u/mgiUw90w5rJZke1AFlll65izv/4CmIuudQejuaK0udV8YVeafijmByi5me6cpaJJ7NayUQ9cDoBZqX+F3oUQeleuqgZs6Xu7WclF98vy5haI/CujjPkhEQEqk2jQWPuA4DCD5XB4cbIBzXNJxm0muXsW7dkD+KzLpS8BJzesEytZLhStgCNA1/o0Qir7MgtnT9gEhE3pZUjIViMgsGR956pOK560/uewC4fHWNMd6gF3wu4e2reO75OhmkLNBueKJ70eQFKyeHQRMfRyiuu6zxI9fOsQLnGa3GeoXxhwZ8wSwcc4r2aJdAVlxhGedkSaoY+FLC5SKKppeIjA+1LplOSyQNPmEMCryUcnIltBZfq5BlrKcaVjxPfsG9z/O8jqgh2zD1ugtinmbH7QTq+BqyaEZMmIXsZs15aa2UNAxm5I8JYuu0ZyKCqK9XaJnFwgjhHuKGjb1a1jBCTk6pyU7GeWzEmjR38JSO2/6BSPXtJKkE97mUoMGurDY3kmWRbYm9UpLvC3iq4mmJfd+4USsKWRfxaG1c/jd82Xa53T+EbxmFFFi+JL/s7RSuVMK5USRgeQFbnDaUF6x8xQuQf4nZ+jpJc+OsBX/O9uzj538g8uqp4mTD6yq4AcPPMM++QDdCgMiTy252jjl7aifRGyIrwi3m4NFUboQQ3CjUcwn7WWg6UuTi2Qic7w8apTZSriludLYV9BvGE26EvIFd/ZmKR2lxQ6iIfPZ56ynwN9Jfq2FiVHXD31ZumLy4zIvg8m0aoBMnzOlzC1qqccYkp2MGUil4ujPTr3i9iitpFPcUTOEkKheMz4hmgfOUNPxM8BRRK8iFwhnjjOnF6UWRfka4syF/dJwCP1iY+tjefKbf9WV7HuERu9AZyCPfcGTCHjEN8/0Hbff7h/57EzGfHOP8vUwvvtvuu3/sb3fe7QGQ3oPnuy8wM4zvfJvztanvqanjOtyxcDnvCW7zz117R+a1v/QOg9+vHySEd58mMOcZ2v6lecCd6W4TIRsL0n+bkWNubfdwZv4s7gx22zd//J27cIeoEsMTdnB4iOOD8dwvcDJfwfDKYehHqeVOY5RzsGg6DvE+17oH8XG5xJm3YYCYXpQ8SJUsUpYhh/QoidLTKdXiERCecqmyLG5gOJ3PLMuJy9OF0+nM0/MT5/OZy1MYJE4nzqczpXrRaldIrqga29bQ1ljXJ1prXN+uP2CEcI8cAWzyUurLYX5QjDVw48EcpPBIiM2DY7ef+jrNeDy+8PXqlWjjIE4vH8hCb45ziStTv4YzNJGLFinOLqYSP/Aqi9jtHNQAZkVa/L3PZZ6pRdyTynUiGQFhg6727yGLeo37ZYByVrbNgzHb06NJAB82SWcQ5vYmIMS9KHzVD/IZ/sreG/i4ASTW7wG9MZgjmH7oMsPWr6gYrf2E6RdPR2QbbA3RFSkXRJ493FqDabErcHNve1ypXsqFSkVqpZyevABY+YZJobaFWqDYDUHZlgvr2ZDlzXmH9b96yOfyDavOmGCCbi/oqrT1it6eEIGTGKoLSgkccuHM1m+oKJvgERnyJfZK5L6sZ8ff7TPu4fSMLRe0FFSgmobAfsZkwYg0Re2E3E6eh395gW3B6ykoevKctB66ql7wWkDKKyJCWT11lawXp/v2DcqGhGeV1RZeI3/F7It7k5VXZ8pKMF5cQQsaBdmW08kFylYRzoj9BYBt+YbnQn5zpLg84enGvgYz+hfgjMhXSrmixVjLZ2dyOcHiwpdVxfgNeMPsDZEz1PAa0jcwRVNQvL6FIPjxq588IfuN8/DoPT6dZmZ9B0hvZWJG+rYY+H93lD0YiJn1sTi5ktHEA6ZDJjo+jkTptNlpSn4YHnYtvZaSTksM3c+p3k4a2DvtgZZRF2JDd7Kbv3+tKkHzXGGieTaHUSINtmmgTQWQ/zoZbTsxHHzF7JkPdF757kgrO+Ldz+VjLvsZgPd+DTb3yHyuz89/6Jp4pbmdcQbOyPEe/RyG5ak1ZgPBzuB1xyjr/uNZATRF6475TedSh9MEfyMiRiXWwXFm2Disr2H/dmcwyHNpwHZ3Jh3Hb7sf02mUD/YWAR+C7L55yGPsfj/i32GP91ePGzOnE/31w7ofzsw8bEJbpnYchDN8PniO9i7uBun3M5uEPfxof2+H4w+GsfNMO24cuV+vjtsz0lrQsf17acw8vOZ8mR3HYyND3ZFg2wMIBlgz8ns39Hw2tZVG2R9bij3ntLsekovv4eJ3rh379R5dy7HLB979wxv7KzxNCUWl57pxRXlPqyKRfgT3wu3OMlFYdpABj1i2cvExF4AawQzi9QamU8BTB1X3cM6FNrzugzYGDxrnjiwRoTotugruXBR1yMjiyQNPXR6MMdktxroGf57yh+GKUI/yFCmRbiXOVLMYzwnP2e5pZJz/j3oM6qk/PC2RTek8vJaElpkAx35WgFGHwKHzBPbc+ZlR/HlKiStB0zkH3MyJQ3ly/I887VLSkFQDhULO1RZe5KEM1Rs9tzsG1RXvbvjJguHmY9CNYRiqmEZdEW7TufOxy5WhxZ1WWswjFI1mxWVvM2iC6Bto1sFoSPX1c0/xMJr5MiISxgoRLOoYZNFylROGR/26xHYO0hO6iba6F7c5DkjilDWMW+yXgF3KmkvWoYiImZALvV2ve2AIoubPIhrAwgDVved7hKn4mqlgGhHicnP8jqjnZs7zdUO0OEJJdTnasjZJ8ZFYa3EMu5FCMqpHNx9zMfeOsjzHMy3ShoUBR/JciAwSrlJIxluQ5gaSlLFlA4p5GtkCqK9BPxvF2zN1emJqXq+vCiwSssDiuHoNh8CkFaV++FjtV52KcBPFzbXbLrFe7ybpTKOYp61VCmIR9cAK8qvLOfzs8A386xkd0vHL/s9Y06CV9RU3TpQOQzeGLZFmqQFfcYPJBZOI6EGw6vjuKcfM100YNK85DrvhacVYY3musXZep8bkjPXMIYBdOq0r5SXGdQGW4LcrJl8Cd7xr3dzI1cqvwcAFjUhjBAbSaOo1NdROGD8FoCPdknjaJiVqqaRMUJ2/dL/UZFBBItWYcaUPxASxJXBeyQghxCN3jBXkFeMWBulPDieNtGJZV4jqa1//BVwp8i+vf6d42xIRbX9wfdwIMV3JZ39PWd/pfJ4jyfc94F+Dr7p3YHhEn9/hFXceHw8+y8cPGbRH3dr+/bnf+f4jnmiO5Oj8xsR4TkPtN4wBo4fjyTn+wTWP/WFf71yzfLb3/voePOdebH8vOu79BxA+Op5HPVpHqEnRP0+2j9b2v1m+F4DOtENTapwxrr5iE7K8h5gHb1HDPc5tguLdZpGBEEDmDZ2VK+N5Kp3zflLsh75sd3/1del767gLdgCa1ikIdPQ3yzpjHsGMidx3K5C5KTM3ZL4714iQHgGxsNRIxxQ1H07LmdP5zOXiRofn5wtPT09cnp54enrifD5xuZw9euK0+EHU3Aixbq2nYWrbxvXyMrwXPnQF84h7GUgqW0mvYyO9diQPj3nz75Yi4W3RcnrM5Hv53WFnzJZXCwMEUdQpUk30YsjBgM0apU5z4uC1eCbp3WlJT9JiLmFV93v+POa58+YdKZl6KiYzV0KHJ3CiVMIlzwIf2BZ/J0MRuDRT0hz8pAwcKzPB+nBX+u9xMO8I5kiNNe9ZX52xzmN/zu0KYx0TuulVvV/f/QH1kUux1XNDbu1vKD9R9MU9K7av0G6IVCjP1HaiqKDS2ORKCcU7taB18ZoCPHvdlafqHlftFaRQ9Ceq4sITjW0xyhnq+YoXMPuvsP7dvcZrCAoI2l5ot6/oam6EKMpSlUYl87YWK5i+YdsLBrRIeSTi4eAm/wLZQthc4PYJ9AnOz1DPmJSA/i3w44TyhPEbaivSKnaryOkKp9/dm0jPaBXa4t4/1V59ZRYPxaZ60UNZL56T9BbehKe/Y/Wb16Kh0Ep4jtiC2U+Y/IbVb27cKZnf9wbiIdZSKnVxzxxdK9gniv07yEarr5goxitgyMnz3Nr6LQQXz3EqfEPKV7RcaOWZwhcKnzzE+PTNc9ryO54j2UN4qQtYo7XM0xs06nblBxGu03OZtleZ6FbW+B4o/eBs2nmODNo3cinH/eN2eI9Mdn4hz+iJ/5CpL+HACIWwkQYAiHNXSN7aaa72Sfc0h1FQz+Z5ChAC1VA6G12G6eMNTqeE76SmcinoZQ4zwt91NuZiLlynsmz2Xrepn50Hzf3ZvqOCnbUIFa8lJHK4FnO6h7vctzbxVxy++JFztHcxeKsZ1rtlnAWJWNMAxl7BvJ/B3llmn9jFOt8H44xJGm/sBJjetp9zR75qZ4DoPO507kQfe69yi//7JpCumCv3MIn1yXFkmokR2bw3NNq0gMlvdu468KWDdzba72Y1cyUzD7PrasKFMi3hNN7JyaA33Buaz/ADc3LoxYE39um+jfeud3jzmZVy1u1+ODse7VEzA56P+ey7CXf24RHN8+cWxpepjWMzxn6vSuLrGFJXZEdT++Lq/h+bb8zG25m2z2PsvO2D69E3+w/7Eu7bkbvX5i/f6+67Vy5xwuIOBfphsl/j7PDR2bO78Z2uLRTPJfJ5d6cZV8KO9Db4e7MCJPP5Z301zL2b5RyfmCtbW8iO5SnGG4YAXcM5IozrGSHQAC3ON4iMpS5e+8EUpAX/3tMkrXiO+8j13g0LCbs0DLjTg0WBUbOzz0NCPlI3MOTUu4NWCBgeBRGezLgy3Li5s4GWmEsaBrxIKiVTsQRdKaNJR8Pgy3oo5zPCJWDTEHuFUH7ajpYIvbi2hQKeJ1+n9lsCMvAgDCeZ1s+cX8gUjtgNaT4Gx78FasWNH68kf2CptA7DFFS8fsiImvmhK2VuzVRCnh7II2+l9+sGEjcmmC7hw5ZOWjW8rr0AuAfPKKU6kFVHrQ6j0GTx86jXnztRpLqvs4A1z5vvnviezlSImgi8Ah4B0FPfFGApGI2yhZI38EsiP77nyZfAlVgrjfNHDRWXvSUNAuL5/2lgm3rfckVYqJRQ3GbSoimSoRhSmj9pF8wErcFFRR5iz88/CsJ78L45Ks3e4h33wYssZ1o0dSCbONqJhCwkyOo0QcV5+tK8j1LCE317wvSMpWFLGAp2I5yhJrxII2hr2BopcUQh9C0foXED18z3GZB8k6gimtEVgtew0M59FPV6CY2ky+rpTtkwewX5jPCfg/q5gaogYYhwnYry72Anr3snXoBexGsB9qNFi9M3osYD3xxfrcWR5wZOh1Vx5bk1Ro0cr/eXOCXV0/pqGB0koiNMrk5/xfcD2b+cwtHuK8gL2BnaJzK6y6Ri5VO0L6RzlEmj2VeHS6b9tjNu9DSQhkbBaE8zdQbegLduAFDMbXIa4kcRN8rlmpgFmx4ZNiz2tCSfCF6zoyFEOmNZMIRCo7ChvGB8w+QJ4cm/UsdxKWHAkIKxYeU1xvibj6UtwBmPCvljE8OfMkIM5vbwc3q44+/y3vv8yOPrEe9q73w73Zz5xwfD8HcmPmXq4l4keY8/jV/e48veY0R7f4d5SI5pfv8w/3fY7fH9g2cPluZ+0JPA/0dH4kN+eSfO7Jrze5Zw/DMcZx/krsc98h1m30PpxzfD4WwgocyHUR/81I4wtTGHchd24m735pxTIPSHMcRyuH/0nM7R2e6do0FoHsl8dcVKn8j8fvY9b0Cfi6+XjNv5Tb7eGT0ZYJ5S93Q8vtsnoz8fWYRuFnHGuzDVjbBeL6JUL0hdT4VlEU4nj4o4P124PF94fn7i06cnLpczz08Xaq0spxNiXpxHm7JuG9qU222ltY23S4bNfuxKHwafdzngAONZh3RKQgmMGUfzXwrXZQfn/aZ0T5RswuF6YFS7McUPWEFiaSIvpQhYJQuO+pfDI2hPu7MORfShzoRKCsAp2IYBwrqCzaZ0I0oq04aPieEhk0aGGsLYPX2uBrP3Vu8v3wztwVi7R3t9gmZH/za1M383K9CkjxQp3SvTOgGLlU7YTLm699cDvPohMidQngEo4sdxZUX0CvwE8m8u3NQNq//A7O8uPJQNbMX0SrEzhQpaWW8LtUFBYVHkAlaUdnplq+IOXbcT2zcDLZRLoxZjfavoduH1Krxtwm2DtYHaq/cnSimGNaVdFS0N6gq2YJcn1DZaRGbUqsCCtmTavzmDZ7/gLMdPlLLA5RucfmNZlXoF7AmrJ4xXrL0h2qjlCdEnL5Il4vVJmteJKEWR+oKgFHWBqpQIKU/vpFVADS1eRA3+guhPWBRvtLN7NNnbCutvgCDlZ19Ei7D/5p4kVr8hwHKNbdgEaNjyG0gLYdMQ8+LRPZJqfXIBdtmgvriRiGeHid5CaI59VC4ukETfHiUrWJ4t1WuoaM6Pzwxj+gevSI1XZlTuvJC4N5eFB3fnU+KP3FV9r+05gqGwHHvoeKwy/z19PjJMyGPPZQ5bK72AkqoceUAyFUTSJ9Jhza+qwVhz+NAVxXNv1j2Px7wNPLUFeO2HTsMyQiyaMOtwIYqNJlkxMsJipn/5n+m83o+G/TXmN54eHEkyJJ/jNZ9T/eU4gw4M9KOuP3DJ3W+HkUz0dv/d/WjfZYq713+u53QGT7DJOho7BLRdEyRGjT/n82Y/SsGGgZ/0zh3vdi4hcCASJEBGH+2mczjrmY57Ds+jyKTtng582eHKjFfTCwMCc7vHd+f2bb9MibcPeb/oIIwK/bPDsu0bA1eiHEfwJ5BuP/B9m3cbYeDJ3XfBhzzeO3F1nNrz8rvJ9gakb+09F3/A/5mW2TT8+21CekD674/mcaArR9BO7T6E9GGJ9i/JDqz30znCZu7wUV/vPJNp4tOvvYvDWbYjhrsIlqmruHdH/r9zSQn6nQq/NASwuuOCpLyQnqqZ5iNoXBZDJYvgmh/yM5xq8PE9f3tGnYcDEtBrHuWoJXNwa+qiSWO6p3UR0AU2r2MgUYCZTMETeJ7Kq86f95zsG7ORMGVK4S36PWGyjHnNCyAGXEG+IulYweLKeJngUl6DQl5ivM4TucHeveVNzI02csEsU1xFXTnM+SyLdDZWEFtcQZeFtEVwa0kYX+Jbk7P3FR75rvwrE4JVV1in0520GPMWbShsXi/D6x94pO/Y+gahdB0kMy2jP3CFctW9/CES/dNTfWWBcFMwV+CSRWozBVd4gxMZBCTayrzyFK+RoMXxKR0tREvos6N4t10wFtCChZLe63VlrjJw40vCH6SnnvHoIbOEPwieNcFB/uKwqUmUztGPjHRRGJapyno0RUQjFENk8fWPmiolCiN7TTsha630zAAR1dDTDO/0YsErmvfqPJunwTHyDB3nvVTHW1M3RFrof6wKTPoYO6UhMbJF2Ob1/dSVws4npuJ8cYNPpDAWUaxE7Y+iEJFXxRxHNB0XM4KgZIH0DyObGwmRiLwAs0vQtDcyxZHrG1KhXrFWQw6MNTEFizoDcsFq1GUpjqemV9/XRXDD5rcYd6RUMsiIKssUynletZz3iqeSW0BuGC+x3YNGJy3J83ELPMz5WaxLFuUQGJ6aEka9AF7xdTLbnMbwMx4BkXKf09Vim69b7h9HDUpzmiolI7pecQNdGOn0hFjxwu+miF3DoHrB5Am4USLKx2mep74TIl0e4vuRMPwJsY6GR3vkvrJuHDQ+Ayevp2Iaqbw8I4IS+7f6mpitiFmchZlmr9DMfP3tC3DyaL4P0LcfNkK8l65n5lN2PFd8c+S1v8vUHdr8w5dkz6PY/GzuJ89tG+NIHuqoy+rzvO9q9yC/vXOWZw+T+wYe/J23c9zfAcBxjn3ch9sl55fPc9x9rkPpuetUuHNWe/R7h1188IgX1I+t5B9fAnvl/UzQDy/O6VxyLfPPPni9/3S3JnXqNx/OqzodPB2BpgZF3DMkGJ+hT94NYprH4XksjJH4NZT/rnw+ejbmmOa2g7COxqduLVoaLQyGaZ5L/G7zQUtffIuw2dHaUEGNv8NDKMIQi4QhoiSPIpQi1KVQT5VlKSynwuly4nw58/R84enTE58/P/H58zPPlwufPj2x1IXT6YTgCmPVxrZuNG3crleaKm9vFz4cCdF5eyGLDc/K7B26zATOkpH2lDKuPQimSazTB+t5UXXfRODptLqdzUqvoB6SbNpxKtfL8n7AOIWeofofXv3WtX1e2HsUbo6D2caXfkB7obaRNkRDyZZeVfne6MlTBgWjCfRwzX4AJEy1/91pMuOXWfFh9gj+8oD+tt16jvRVMyWcO5s8yxhC1ig8Pr7LEdxHZMz3f+QqUDxHpEj1zJ7rStErxn/B5N+w5V+wfAN+ReVfUC7uJbeu2NU9NxYuqFbWrWLFOOnNazF8MViMrb4gAm0TGmduv4PeCuV5oxTh+rawbk+8vlXeVuG6GVvz+hAWuVBrMbar0b65gYPzBuUJvSyobrTrlSIry+kNrLC1G6hQmqcRaPZ/gH2iysWx6+nvyOV36j9vyJuyLf8HbfkF01doK0Kl2hPIp0hNcELbGfSK6O8eCVJeEIzSz63wTNKLCxnhKNUuK1YKRf8KdsbK34EXuDQ4Gaw37O1fCH+l1J8xldAXn9xDqvyDtnxj0QiyULAmWGlo+RVEex5b9BI8RHh33Z5dgFquWLkitSLyjG1fPfVWM2dy5RkpzygrpjeKCrWZR7FXiYh+r2+jXg0bky+4QP3xS8QFsn5C9r0zjI9pgPC7Q4loXXlC8FFBMPtRMZiq3Va2sUOy1a44FpxmTvzXeGcat4GJ3XEAg1bghtk05AbnMYyqM/MXQ6v3Rv7BEE1MXo6l06J8ZvvXGDRy5jM7XTAj0zD1IcV33ZBsMAzdU6f7jvZBdHd0J+E5YLh3Xhht9VNdxjf9vOqGnhzvzGX+yPWA0ZqVu8cm7zxZ9r/sAidw+PbUB/Nnd+3CjrHO+csB73Y39lDrUOyGnURc3cHTITXWrsM/8Ud226XPI0fQvd2n9RjD2Z89syPQeEfI89V6JwOPdhFAHHA6eVcYBvqBSHuwHP8O2LhCbuyPGZvzr6FHnc5lgz1//L1rPs/fu6LnDqJHOGy7tx8/OTyU+3vzTh2BNsGg7Bp+xFWOccpuzb5zHQXx3a0H3MgRRWYwz6H6EDwR9+uch8ZhTwYBZpYh3xu/fU+4nNZ0//m+wXc+me5Nay7s4O1o8ACB/wjeJfnVSV4zQ8oaB9QJ9z7NfXfadS6iUG+4x3ohvcD7CLw4GHOaN4n6A9RQ6GrrsLZIgeIyRkRehBxu6f1nqUSMnOnlitTVzyltY1wm7jVv6XMsnmZIFOyVHimAkA5MYm8IV1Q+7+GfDhgCbpgIT1kUkw3kgnvKJjVQ96i1QkaMos35Al3x1D5vTlPKZ3fckRcwT6Pi0SLD69gVzCdcIW/0CAfxsUu5BOyvsTaXWKabL2N5CoOPe/n3guJdFvN0nVauIFewa6Q1quGh/YQr9izgdgO+kcYBT4l0foC0378sMwlwBTasJO2PwuGEEUIjEiTqN2CL118L2dQqXh+EFWx1/rSdcKPBp0AvLzDrWToF2SqigvDiSl874UrHitEoBrXLvuo2nHqKn36OSBodNq9dYXYLuGbe/xpnRvRdF4yKtYzAiTW0iOaPvPTYN4eJRVqpUh13tWJag+ctWFF08ailclsAQy0Ko2eKrzbO4MwcAOGI18AjdARRT0tjKCqhLFc87VU1IncY7pyXyuDk6/w8sCUMDNcFNIw4omh7wmyJFFkN8Mht0w3T1cdaGpTPGJ98T/MNQSiyuL2k18IoIIqW9Ib/EXxbfF2aBg35hEcEhNFVi9fgqJ6lQe2MtSeoK5VrkMcNOCHtk+NrWYFKkQueJusFrFGWBdcd/A5ASaOSeZ0Yswtqi/dNc7sCimRUVMEjTOwVs1+9T3lmGCF0qA9183mdw0jc3FF1RIuEU1E6ZNnNlf0lHGlthbYh9kzRn10+OxW8nskVTwIVUeph3BKLOiGaRoiMbnkBStQRqYg2X2t5weQWeCE+f35C5I1Ccee5MHBYc2NsLa+Ba0/eVta7EEIezXSCQZ81jBD2E2ZPFN4cviZQvO6PCm6UKAKbIW0FWZF2g/IE5WeM4v5YVin8jGcJ0Q/h2w9Jr0cnix2PPjNB8wsHvibvPxrb0av6KIId25dHN//gGiF9hzlkG7KfzsMj4tjXo7kfHnVeLhqf55nPjgLTbnrBx951OQswh+8f8cv9784UHb8ZN/I8f3Qli9iVcjGhR/wqMtjhHztyjz2mNW9mUu2d9Zy553hy5FpnIO5+HjymZ6Z817bl/ycPiez2iBSHEQZ/+Gjv9JQW5ALEoSe2dxSKP0aKAIs2jsm0rLftd4TuETLEnbnhDoNkRufnXggq/s6+U3mSzEEHj5HBx7NxY4JgZyx6miac4GV0RI3i06daOS0L59OJy2Xh6bL43+dzb1VVadtKa8r5VGhNWeqPRUIwKZ+tw27Gs4DdLq49Cd107z26YJC4fO+tP9Z+RGPkN04EZp1fLMjATYPu3SQ1ns0+mF4Ey68sHpdY4h1ljninSYrXe5hrQUDWfNhthYx8SOPD7AG8g2nO93ia7PfsIbnGoC7zPpz21ihaX2Iec9/jPUkG444e2P73d3BmGCB2Gz6uR0bR71/NLgiFUg2RFZrRTJAae6Linj12AfsZ7AL6hHF174R6oi1uLJLN79nljFbDXgVdFPt0Q4twbReaneHXlWV5Yfu5IafCuhqtVa7XG7frxtZgM0GpYD9j8kqrr+hphaebh2KWihVF6hulKMU+O0NYPMdNqS6wWol8mrph9kYrngu3boZ7kCh2bqjesO3Fi8oVC4EFpwMFsIraxZm6cKKrb4H79Rzrt3qb7W/u+XdSWIxy8lyfdXOPHJfN1Z3FVDCe4fzsML6C2Stmr2A/ec5mgaKeQqCtkSO3vDmsS+w1vsTaO/5LF55vMZ8Loh7aaiKIFoqtmK60tjqtU8FkpcmKFwb0lE4i3zBuWPOIl7Z+woXulzx8P3wdjz1h2jv56AEvctThD1o47wCZnk2/9LPOPc1m/odo21857vnxQldcydzLYf8FPdhHKh74HJnoVwPKeMGjMPKBn3saXezHHGe/jr+96zwHbJCPHY0aNG7HFhzI0e6suQPigNn8xV7pGKkLHjG4neDb4RkDVtOH99j1Z7i4eYJJx+eIiwGTPQYd6TR7fJvmsGel7s/gHcP9iJfuCtQjPh3amz2Q8TPS9SLThtrNa/AQ+6nJYPGArsWwGfNHGzv8Ol53G27+U8bP41imNmfDo5+fHN7dz3uMeQ/m3lX0O5rcA912k38w9g9cftTbu2C5w9XjcZ3dPjrKjzjyyNPsrqk9J/2wn7vbE8eeME8DwKM24DGBJunL4Oburr7vvzOXhx/e09gHu20/rrt2Hj3LPfN4Po+uvkwHmn73RxpMD1P16d/j3cdEhFCamjDUJ4bX6EqFoeFera5QNQmFnVV/J6INLB2zTH29e0RVwNa8plSP1iubP8/IPntHbos6RL3gdXceU4h0nO4UVLx4sBDeYAGEGWyaURoXLFMUIYxo4+mebMHmp9ziUReudDfgU8Dn5rAJhbTLogryTC/iwqww26e4MlkdRpZRC5GaiG18E+8ia0TfA1R3EOme+XnO02GfsBaNSIeOJ1PxbFN/Vr0wt8V6Z+oT1CNlrKxgIbf0PVd8vObweRzt951LV3bOjRrzLCC1wLYCr1A2sk4CMa5U+JeIjvFvC3RjkMPYU7fA7CjnNMoNIKaeQjUd6uasCc7bGkR6IUeS6A/wtFHmUagGplEbIgxF1qI2n17AtNt+IgTacUx0iLt6xbR5VIA4vvn29voAEKlq8nBTkE36sBxPw2gYCl3/e7ACrtowunElvOatNqS0kRYno54URGJOFpJ3i6wDaYxIvY6ufcu5Q6DzESYefSQlHIJK82iBNCyWyMsvAlF83dRTP3lKIbw+noUFCMIm8oNnbDpYWppuowaGVLCnMKpqd4j1gttvgfNBtyT0ACUMgRY1OIJWFjPH0XahRyIUxeyGZD0QE4wt4HLFWMMY94xHgd0QXvEcWRvop4Dpitfh+RwwD8V/Nxrn/n9iOGQ3TMKZFHF9SDhiip09ooPFUw9ZQVHfDyEoSBhrvcaIRMq65FUCl9Go22NulMbw1FKL7xHLiKeojVg20C1K4Ug3jgluHBNa0PeAlUnaWx1n5Q13cnLdhxtIGmYpX7667J7nkhVkK2HbaVCqR5qU5lEvsvmYpIVRJmumuPzqxGX5ELp92AgxGyAesjB5bk7Pkl+febukV3nzwPL7O1Mju34mmnZ8/z2ebbw0tZ3DfcgQ9n1zd383vrwv0xj3MseOUZrnOTtgTMfgfqgT0Gxujwewn/pyAjwJ+SJ3+jQ7ftgXZajQZh/guc8d2xnEdE7ns5NPjoxhJ74/frlyoMQBtPfo83C69GaeGLI8+COENUdp4RUxhifsgLBTwBfG7IQBTB1ziRDcXT7sHZM9IClM4XtGZ7qGl9kEafOVGJ537JEHkGncNt31V2WMefpmpIYaoe+GOnydAwvddX4/w0Z2oHULbzKdEcpoGUaYSuvhYZ4MqocaxtgEt7KWUS/Ci1cLtRZqGB9OpxOX85mny4XnpxOfns+cTyeeL5f4TjBVWltRVdb1TGuNt8v5x4wQPbd4gn3ePE5sPJNhKlFyfXMdZFrHfb/SAZf/0mMowwIDrEV2a5sPunqtM1Bz45B42b/tuGjT7zkyj2SQKMKWXoudhbcI8dZYQ/PwUsXlHCYvYGKd3RtcMW0Dz8EP9gRVH0DiTcJp3itjsJLt9GqMmaA9322BSykgjQLUPu8pr6WBh3j6UdwP6wmGEzWbgbW/KxF1ssvVnWN7RKEfX0ZB7Rlk4bm+UevGTb3s1PIExSPcfa7tGeyzK8r1GfgGp4LWwnYSpCnFXuB0oT1/ATP0a3Hv+cuKivCtfaJuJ9rXN0/7tK7w5IyUUrm+vrJeX7huhZsJzX4G+wut/INNXkFWrH7F9IK2z1AaZXnBWKjLX8j8tGIb9fyCmXDjC8aCtCvGzVM5iVJuhmxhLKmCvl7RtXE6nanLCdMNtZVSNpayovoF7Cds2bwm2WrU3w2rlfbs6Y2c0bpg2/8JnODyO5QbRb4CxmInil7YCqg0uAXdql+wp79iV8XeFLOvGP8DqwbLXxETihbYFtbbBeoVOX3zVFnFCw6K/TVwL8Iv1hewFcp/YGWl6s8UPrOp9YQ/C9D0f9C2r1SMhYaWDSs3lAvCJ4RGKb86Sm8L1i5sb//mjOfyPyf8/sAVPMEeReU9cgXseYGdckzy7wMXt/szGHuxzkNmGrk9ORpe4nMzOeQ5AnKYxP0NO7iJWwpbfZ5x7uSxl5EeOnqwDNEXwpAedL6fz6M/gEzro7vQ4MGwpfKnm06D8NmuraBz8/k/X6HENsnfExo6fp1JZifx0wObI8ziqQzo2pEJ7iDZwzjb+UF7177Rmfj3xc9fBnRjZEzDHC3t+rfD7+MM7sC5w+scy2EPmHSbQa7tiLzbI2VXXvRxakytMp6kJ7t02MkcKdx5v9kZIfkk+rnS/TA7CO8O/DHGjkfJTwz8Gn3GOx0pDvxJPs+WZ7y+D8eYfp138vTewWBzjMbJtd6xqZ1PPPTz6MplTrDtNsX9q45ytkON3k1frmmfWOem3+n8nauzMNO3j4c1fXAc6PTUxqP57c6a6/yNPRyaHf+6R6VHKDHw4b37xzamSVjS4ck4u3tR9u8/oj9mdg83+cCayIPbM67K2JsfvuyK832fcM/sGs2GJ3p45XpB0hPGFU8rUujKdA1eVUJJo+JjqR4FMfr4guf0T2XPi/M4toSCNAwBUfCYUP7SLEoOpMI8pm+RykWDT9UCW/H0TzXoRaTmyfovNFdMIc8uX0nkENcbHuV8Bnny75IPUXDnkhPYV8R+w/gC9leQFSmeftJ0RXqR6QWWn6KvDdgQuwZsP4MseJpLBV4wXhy+tiA84Yr03wkPEkelEnW9SvEoEq2IfnKng7LGeoa3dVGHh54CPbw4tvT0LDePKtDmRYfrQs9JHxEmcMFshXYNmIYntEGPbqHiKa4E0Y8p6Sbk85puYp6GByEV492wIl5XzdOnCKYV2skNEPpGoVI5+fnSDJOKymfneWTzHatv9PM31lOS0EhF2xOYuZJbPP1Rij1KAVkdT8IJTawgmV6IwNHqqWywS0S7vAFRUJqCtOc4D66B01F/pWyh+MZ5F908mKNesJqRJUaRE0WfXWldI2I/dOBuRxA0UkQVzbTEgfs24IOCFkOJNFv4/oMF5IotN2StFF1QCm6Us6hDrZ5ayYp7nIt4dIYZEoXt2+ZF2hfxOgReW6z6mGULR0yhVXM8bhoRICfHo6JIvWKbwHoGecPKC8hCWT7jjlvhgb+xY8E+dOkwlGJ0w6HYycdQ36BcPT7aBFiR8ub7OaLAnLcO3kYaXscEKIvLVeZz1u2T07Izvm/5F2ZvSPO9a3Jzw1Z5dfnLfqHwOWS1l8DZ5nux/QxcEfkX2DPoX4IuvDgglq+BCLn/z8ApdFkbZoqKhsOmYfaG2RbGrUidVdzIo8ULmDupNYq4YalZRjacQIxy8tRU1iKdloYxs7yCNDdU47UHTWvQCkHrN6x8o9gvlNBXdM7U8wKD3eLYT4Ot12zw46kh9jX0Mx4BVsorsNKsYGaU5begZ18wLrBWaIsbIKRhpzN2PiGqFM6+FvUGcnZaoyX2BZhcgcXn/4FUwT+ejil+PmJH32MLdi/K+HW+7vgX/sSG+aO+p187LzLxh3lezHzYkXf5Lh/5gSHsvp87eYenf8QoH94kUXI8ToZOHo71bg5z3wkDO4z3ewt/GNixz44f9rD3D117wWaE3vdcm6Qy/MEIUoE7CY+jtfmbRDxv2xWVengnnjP/m9uJ93tf0V8w3+/FbYxDP5/V6d79W32uXQqx/jyjFCzTUszLI6OlbtXPscrUxix6pdElLPXuwZjz9MLMsxemheBwTP7QvQkyxGbyqldTys7bfjwbBZBzdOGhEXx9CYW9h8IKYs4yUI0qgp4M1Y/j3PBMS1xJ+I4Z7gXTGU9mQM8463/vV94mPDngRMB5twvj3kjsoLH+Tuhnhbp/laW4Yg4G6a3i3aVBL/roGz0VH4EPfa0mhUicuj2V007xNmFutnHcZ3ZURuT6Hg+IHpOxe3tP2Y5wn08ke3CQTLu/b5DE9QkUx30/XztaY90ILj98aBlSb1CaK8XBFZ+lwnrF1t8Q3hBTrCxQzm7ky/yyUZirYJG20b2rZHvD1D041JRmK70YuMGNN6oJ8rZBKzRxAeB6fWPbbmwtGOLbK1wNytVDPw0c305gT76fWwgUwWhreQLbur1WYk+aRNqBUA47GhVoX/CaMRultqgF2LAaHiUFVLwYYuEVK1d0CY+3ywmRxQUrXFhAzlhVYKPoFezmXoQYxgsqXvza7CeMGxZGA9EbqEdTUczrViwKy5t7BG5nN5ReFKsFvXxygymRai/yjqq+gSrSvHgZS/XQW3tDm2GlhBBUKSJwLshyxtoZVc93LPLJjcIaHn5yRawiPGOyhLNWocoX9pF7f4huDJqy30U2HfQzDwCwC2+b2pLdt3cdPeQHk/YZO2I1/7L71oJuzUPZ/WHHL6YxhKHb6UvZvz61n0rM9M5PULgSLMdLP9o7rGzAq9No5k5meO0oY9wac95HowxY7yjlI+bqbv6Dk5gpY9J5/+9j3nD+btDehw//xDUz2zONdoh3nu57TRy1sce2d8donpkTb9qP3MAN5vbk7p1xek0cdj+bD30/HOK0QDaD7//H3L/1SJIjiZrgJ6SambtHZGZXdXWfGSwW+7DA/P8ftPuwwGDPrasqM27uZqak7IOI8KKq7uGepwdYBSLcTE2VFAqFQqFcxclz2N/0oK0dAvY0rmOnra+AdW67rUoZ+3uFvrZrZUxfekTfB1dHccztNEETLo6vt4mtOUB5P3M0x9jKPM7XupDpP90/MH7V7VjGhj4oB8zixPz+9PFIFtnel93vr66XEdbNcD80gm0fzegwdywih/NzCJu3uZ3T/c6ygX97fwNH4+njv12br1z14s9lzIi4DpuHe1Rr7G2CqVjss7SNo7gBXOmuCJWoKRVOc5bLP/hNGCgVZHX/tNrbaGzU5AVtdSbuMz7ckUere3s3L/F+xuhnE/X6FUKrPD2K9bFxNjx2g70paz39SzrZY25UQC+gikRtAtTwtkaxaVekJd9fFcePRxvIqfF08VoIijRve8NnpGDFxlbd+IMp2JvyrqY2J+5m7OM13OpYMwOBaopTQjFK1ITAIx8AOdsr1WsXtP3H51VXetTdB68U8MWcube1Flo6XgyHXdJwGhCPYAiHzeGcYyNMNm/eBeIOmDpKDNXbqyAnJCVa9gOxwtR4fUYNB0pxxbohxfCnD965pwCWbLtsG5fTdgnisvUm4blenR5jf/cMCt3xxOFUc0yKaH4j5XAMuTvpOb5SRNDfMYdKT6UWZJGw4u9VkVqcbHxsw/jM4cbWjLjxUfLQpwimpFdSrOHkUQ0Nx7HQ3Csd9ToauLGpGu1FgIhaFL1QzeAjC61+glrGA82Z9yiFp0tXRJOfJQXk7v8Cz5EaDqfJiqVIKwafqhn2JIx2xjNMY+MGXPGMDLzg1iXzcpQMXMwwQdTDqSCmoJcw2GpCeLK29N7oz85NHj2TrjEg+9f2p3PvU2IthLOieCSYzYNqtggJuaG44ZdoSpxvL6hcbFL06mvSI+Kqp/1qPP9z02uprkg923lRCqSXlhpKxItvy9lqisiCRX9ZNIdU2ztEMionX0frAJvTEdBSbnNB8PoPGsW/xW1FjivnAS0DTbmhevO0XtVwoEKkyzPDewv3QNL1XVvq+40Qr/BLffvndsXy2jpCsP/qi3X/uTmabwTl9wx0C+dWhp6ymaDNw63dH/qcxNmh/+0B9wgs3X3bC+BHom90I9OH3m881MAZQr1nOOyJrSAYHlBtbTpcIUrND3v7/mTgLBauboe1kxHfMWHbS0NY6vuOwedRCDFOV9we4rkdFuJ7eExvYlEkBJNZ2Ry02L3MhwUqERblgkDzypbOpFsYKHTlcGAkmOOII2eMY6RJe9ojXJpw25/ogoUXeXIheU7bFBs9fbOKfJdekCY3Zh2Cq5gSDsWKgkXNjGlFYB4yvmlpP2SruoIPi1hQEbSq7zmFqkL1egPVu66uFDT9tjR4RGozQKQkJBJpyNuptXKSRIn+PqgcjhBbay/c7GIicWVzhJ+NgkP82272IYBCU25I0FK8j+GeWUVkLTYiojcU5iIZBA4MHlHC+8Zy/kFLIeXzJZTBMDgYk7QXg9aYz9rnVOtYpNqFdS3tvGBKcl8XjaTTAHen/64kifElpkiHdvjazU5rq7c9rikd/jE9DTLQ7GD8G/lUeJIGrrTPWTsAiG/qwf/ZGi3fcYki5x+QoLBQNZmxgYz++Aa3r+B5YPXxEX169BDk71gUxYUsdxZ5IaeF02KGgfryDdR+Ryt3vbrHiVoSLvlqsH8zwWGVQqVyry+UeudeTpSS4ccK376j5xt6KSZ7ygnVC6q/mEfc+sMOteuCCpSLH2bqA1BI3EAKml5QVZJcTADV7EaIvyH6iST/QE/fSckKJ8pSkFxQuVBYyKWw6B/U5Rk930x6SRdSOZHWBxS4sthhaLkDd2T9ThghVJQi/wRZUP0N1X+hyP9E5Ru53kn6wwp3F7Fa4Oez1774gt4LWp6QpSIPhbok1oe/kKpyerkjVamr51nWL2iFZf0vCBnJf4flhl6/oFUoy5maFsuJmhfknJH8Ce5n6v2E1gupPpgwqD9AXxD5AemBVH+jpoX1ZJ5Tuf7tY/QWBN6Iebgx3O97d/AS3Ti0Gi9q66ItntizGnm3ZoZVv+l7uDXCtVHyHQmPOj43GiqkP9GMrNUNuGFsjy02bGsxRsGVmxbVZ8N3T/kk7dDd2z7mMobSwG3nTWFwjScDl50zth3T3/G9eWdr0tYmGtgd9mIJT0QZ0Bb74TBPwWoPRtF1JcN8fWArnWbrMPRYB7lDYrQtAqW9qsOctR9G6TTma+Tp3ueA31lUUo+gDMxvBhYPSlCQHPzW8b4fXZ+wJpMHdLH/aO3zFPLi1FKfy1mhK21NtQlsa7U3oW1vHWAIOdDCgaCt4R49MWFiwIN9nvfyeT4OyENkaNVnIVJLzBhq8yuTIveNK7WB+l8d5nN422m4icBzt/vL11MTE46eG9AgR3MWHQh05yRpqBzA6uvwoImdw8XI26afHNDJsMnwfTuYkPk7IJOcPDPvzfBkN9H79F1MNCv+0KGh6JDX9zdH7thhYEbkaDUXBnwMOBuWh/nPGDCNLn5Cblp+sWcinU/6gaUBcsVSuQ2wJ9Tz/ltud8WUZpbnm2qepJITpiS9mbdzumBKnj8cvrPD7MWHm7J8OBeFIi3SnKSbKaeomNL/wZT6uZizSMHWZXaFtONJqtg7yfrR9GJ9VaErWmlBW5KsNkJEV6jveaI3G+cisDxAUaR+R/UB5VdfM+6JLJYTntULVp8+gySLMqVHV0tEHUSqGnkBiVRzwkyxAAEAAElEQVRPvhirmNJOntrUo1guc1bgq5OK/7h64e30wz36Xala1X30FEQQl8mpZnxAT5in8tXwl1czQsgFkUeraVZejE4iaiEU9HiEx2DUefeVnXeuNlblAZUF0TtaV6/ZgMGmyentBeSCpk+QlJKiVo/vC7H2o84Hbnjyor0Sym+fdMHwLukRWRb39gfVhaoPll6nrlanTcBS1pzbfCsnpH7GFJ+/23zIA6iQaxiy3NBx9/k4LSAn0IJooVZLD4NHwI81Jy24cLXackQ6LK9rKIIuVveEm9UgUbV0VKqWx17liqDUMGZVbyOL2Q7uXhulgKWZXVBONre6oqmasrgmKIvJktn32mK1SyRb1I9EIeDgV3JFKJiS3Ry7VLPRk3oNkOxCKwVdM3pbSHkln9wbvp6pLFQ3dJjRAOrp9BHRDVRJ1dqs5QnVTF2+gVxJy2JKcivtAUXAC1IjP+hGwQvCZ0vns1h9GfHsC2ARAjW1InvmeFU8Umg5g9hYbI6t9p/V0FFEV0S/IvoZ1b+AfAf9AqVYKtwwfgleUzF56qAKJYynj74u3QBlzB3BzzbV0iZpe8Zq1yhPwMX3nIqlKrMam9bvD2T9HXTxCIFKLc/WLla4WdVooJaEys0iPoCcfpDE6i1qOpHqg9FoekST0wVn4Ors4+7jFYsG0oroy6DHEYxwI10dwCef4y9mdHPjBPU7UgT4BUuPt5iBTAu6/kC4ofkZk1gviApSno3MxA30KiAraXmhpWR74/pQJMRP+eUgDwiTLLQXOt7RztHtHQwbWWiQRQ/PPD/raj5wvXI1oe2gLd0LvyqvDUmG/3sbTUR8C2c6+p7v4WhZE44EvrHTkNPazeHAIq/AoPO74y3o6ZneEMs/frVULMMhatfz+F0m4foQko3cewzl0SAHgT4KvOh2NsdThvrZMowaJgDYAWcD5yQNbwhtPLGMp5WDHAnNw7v95O/EYVbU18gBIYj0eXdBvmFBta3r3qsbYCSZUrHVmgiB1K34CSI90/i3upK71kotlZoqpVTWopRi99bVCk7f74X7rXA/Ve63QtKVe1pJksnjwV4VrRYBMSrV33fFaEeFcsyHGaim7Bjgx6Rx3npbQRfa8Lm95vmb+ZbTi8xwdN9Mp8GRHsZ2Y84BoqD1mEJIvA33WokoltFjMQ4WoeeIZ2gpyQaGsHFZG1fndqV2PEtvqxl0IrrAcc7Yz/xxXiXx/mvXnm/M9+Pnzbja+oh1v23lNW7380u8Rpam2nGriqZKWZSULC1MTV9NkNEQrJN5TtQKq7g30QmVlUohNa+RSrmfqDWbUERGSyHp3YRDhJItcqpUa64Wdcf+gsrdMKqLT5OtLco3JFkERlUsBVdyoZdqhzrF8uuqpQGweiMLyoJkDxmNPMHcEG6Y19MFK65njMZye3p6HJJ7jQjiIbHq/Cy5l1MN77RscyNe8K7qilI85DyK2PkAVnUnJTtwKIsdnq9XtJgxVLIpuVSVdC9IVSvuWCtan33urr7kXkwArQtWw8PxogtJL1DuoJbiStKKaqK4siClu8mMcgFZqVhBOEVRqaTkUTPpzofzCm/5wrA2dfjW7vqecMRDD+m/CYD7p16VdnR8btPPK14nx9D4b9o47gBM7L19Gbe3IvWR4p5m9tAkZSnNADEqgHUawrjvNw7d+qV9U+bHdYJnHp1ueOnY3oinocHp5oCDMWXlhG6dH4+3pub2kZkfu7aEsZFPhr3zMKLsLYFYR/iPoAx5a0uLejyq4P+7nwaa3f0YEzjS57h3v/WW0B2GtG837bvOb7f9adinRllOg8b63tXb2tDlFv5Xr2PZdsRHa2HjkbU7EahOb+4jhF/D/x4iY0/zOt30Njz4dnuH77/2ziG6hnFMrE5oh7KD9/ZKeQYZe3MOOOpr6lBegW1iMBzxkMlA8Co5HCNEdY+4zWrfs6ifyeVOY7q79x7QZL63e0+HT+/cRcMhScCEIXea0dU5iZ9/XJnazleRckkXzFNeXdGf3INcetu6Dsjy92JOq5rHtmJtxT6jHS4J+UkiRZTDKq4xFJqC2fpTi8JA/RloSjf19DHFFa/uaRtRERpnWgk4Pa2IYh7QITM3ZzYgihHj++wo349Glkg11JwEo2C3020K/KyYF7Wngg3P55YlIM5M7hWNuCEBf0eHrcX5o0S9gzhLpL5vSuBpgLX147/FuNSjhjEluOFgdHr86I6ahr/hKU1rt0kXWjHFY3XdfMFSZjkuNMjNP6gSikgzFkCLBBhyvQlYKqjmPObvVsG8oa+gK1K1B2WgLQm19VVM9sXWTOeL4/nK/0WxcdTmKm3q+Yl53EctyZYKVUHDA51iZ5EoKjxMdR93pPlM2JlJfe4LpHASAAtB9v24wWaRDlQ1BTgOI56KCIZ3bFzhrBYpsFqmgkGGMIypGfm6cOBnqKCjZNFMCLr6mkxxZjenWIsYMMPVR6lNxfQCIj98zSsWBe9GT13RqJeSHCZJA8tKqC4O6++276sVIZcxh6BY8WnCeAZGI5F1QyBSdaMntCQ00svF85qMbwkOi6cIkmXAXzhHjnJUAZ6NZcW86IlWT0WK87jOQ6WNvzif9borrMAzFl3gESBcCMOp0Zm3LTdn743ZOzq83op69JaefN/wecDTgcUlC5qejG5jvYmtTcuYEPOeUDn7S2F0uVhf3Jw/xRoJfZZFN5nhx/cGPXfWjY9LxHAg7rghPhc/Eyn5E5EQh85Mm89N3jsStoZn3ivbjVEKs+A6vLMRMGM9dyF134lunncWNMOqQ58/Gfv2fuh7d7JZY6Db3hvPnq+t7N9kyS70jzBuRdPGzFpzg8i1GdN2iPsha8OthoAx/CJDs8kPInVz1Pi40gR6TJyFlKlvVE0hF5M9UNYY3m94HQRIHXEi3lYonRMD5QxYGJMUucClHnrX7nnxsXZItHc1DSH9OniBDbzHnpxzyhuOoy1/pW3K4dUILWcjg1DSDAgRiqWN7jttuje9uCeAiMOmtEKgDbeOo0gtpNrxJpXIZSeIC8pijLAqtVgqjJqs7VItkqIUEwLLaoL3ejKN7P1uCsL7vVqe/JcbL3nhtGSWdEK4k1NmPVv7WRZyvhDWctS0qaqFtdzZHGPecXWhDF18xbjgKpVITWAYjpDJQH4IGbHB9N/jfn95XtyR5komGrSQvhZdE4LkCKeHODaKbl5RqbXbhTcLZ+6Cj8FUB24yKsdaOiwn617nQwfaDOPF6iSTG867wo72fM+jDREG3GNLO17EC2upu1zMOqS+ToTuBdtncOADAwhjRFBAY7+Nz1X6nWEta4SEToD4Rh485P20Jgr5ar3cT3dqUvNmUijLCkslUv6W9Sv19o0l/cKSfkU8N6WUE7o+UPOJ9fwJlRe0/hMVJYnRUvnxGeTE6rlWc70hvKCnB0iJesE8bFYTpssqlCIUvbKmG4lHpDyh64reMnAl8d+R5ULKv6KqlHI1gS1bzk9LR1RJ9xsWmm5ePff6iHIiPYpHVN9Ar0j9itQfSPoLyK9WZLtckVSR/APkRE0X0BP59hsiQsomIJX1GQRStt0t8WJRGSdQFhaS8eryRwsfVT2RLqudEa8K14pclPwItsc8wv2O3r5SRFiTCfxZFqQU0tUKJKrTZS0vvkCeQYWkZxM4yyOWs/ifIFdyfULrJ1T+T5D/QNxgU+tC1X9hyXdOpx9oeqSWX6hyYo1QZ1kRCnmJPNHXj3M2hajlINAEV43PQ4Nh3GFcWrFWtgIZ47u+vmJ/lr4eGV4JricaHvux9+A8alotHH6dDPkDQM4stB08O++1/c97D14ZwEfEBIOiNBTL1e81RXPt+GgjiiOrtroT7deAyToewey4C+Odzre76DHy0jGqVTdgzDJeyyPrIoUgbr8eZAsPs58S+Q38+6O01gAQYOCNMxsfZBcdf+syTmfRIUHqsJ+Nw5YNmYw4mPcHgKnuw0hPk3wVe7d63wHTEN3IZm+fduO47fJXvOO0HlE2AvT0hsM6bZ14/yGLDft026l0+zwNT/MyjfF1MkFHZUgfWNBBH51HP3YBiN660JVWoxJ6lKe7UifmtPGBAZ/vojYdWg5R+bVLtp8dnqNw9/g+yCJjn60RJ92mSBo7aus0HhrnZDuOkYJbo34g7XgbmMTwd5ZFdvdG+HdLIJyR4rVte72r3Tl2HsD0Z49r++1VA8e2UZnx1RnAT95pP2zW+QEt9fgcaXP40yu5ojbqH5QFdHGv65vVNZCz3S+utPMzgJLMKz5fPM3RFfOIPWO5wQVLIfmCrQVX+CdX03gKJyt4mhE9Y0rTZ5S7KetVzRNfLD88cnVvfk+jwhVkMYfgYD9aUH3GlFyKkpsCWkrGlMY/ECwNpYgr9jKo3FBqVxCmF5QXqI8gjzYXBTuLuZEA/Q6S0BQ5/D2Pfor0TavxveJOGzUMBZ7upPpZpjrRygtRk0JTtQgJXrDC29mMPHK2+VGLtpDVvcQjTYvLAJbiCiRbqqHK3RmxO7uE8jev015sbCKZ8jPdvD0vYFs9dQrfMSX5zbuM1F7vvQTU03s5T5EUkfgrGmlwpCCcTJGanDPJHQl6w6IOwhaiKc6PVlzdCgUnSsnmJOTOMyl0E+mEGWkqtRZkFaQmEleqPlv9YTdwaDJlvq0XU4hrrejV02gtlTHzhEslpicQ9XlL5vWOotkMERRFCtR0ReXm9GHzKGrZMZreSVeLRFhMQR1+burpuySZUUzxdFXJjISZYsa5IDPNSMmo3m2fVouMSSnZuWNVS1njI9HkaaGNpA0fIVNEzZH0YvoWL2JsPiLS4NPFo5JiD4hjslYqK4ls58M1obcTuig8uGxUb47zm4056h+/m9ycrmRFeAYtiPwbyBOxnylXlBdXTdhemjzCQagWkcEDyD9J+v9BeaTq/x3RZI5WqMtRGfRfjL6rGRe03rAaE7G2TvZ3/Wy8Nb343C++XWSL/JcMi/h8XWzdtr0rUihZVFJy43HlO0qh8IiykPUzwiMixRzVmlPKFeRmZ9uSsLod31ERqj6h9QXl7wgZkQcsndSvzt89BR4WEUL+hukQTRdS3aBX9eTrNznpPSH6Cc1fIP0B/ILym0+RUtOFyiMRHSZYembVFS1fnXgjRd3F15jVpxD5xehSv6J6t6g8xJ4VoRZLuyzuJNjSMJN9H/gO6e/23SPlxGvkolHw/u3rwzUhjq7tlt9EpoP+D0ScN9v9s7BsM8T89L2NDPUWHK/JUaMcdjT+rXzW3//JSN8Q/kbRfup888x7rzgg/czY1EMtxlvDgW8UOCc4/sysRu+jUKpbgDbPt6MlIV7K9ud2GtTWnEx97F+Yn9nA0zw64rtLelPH8X1LBSOMB5M4HUJeg9FbirNV67sffKJ9G/o8X00DMIImw/GqnVbmYWr06exc1RU6ikdAJKa6Au5JXcUjICRRix2qy1oRKZSysq6Jdb1zXxdu68pyu3O73ble7+QsLKdErdUiXlNlye43H6H+ng//Xlc+FgkxIWXGdeDzDTJuZBXz/GrXY9sxF3EaHA9Ue44xvd/ACU8F5ndU3fAU89fpPQxV9qjTiQ6/2yS6wKHD4OKvKzI2rsVt/ieQh+db6yN+OmzjGpkOhwM9H19HB9D9EgTYFWU9mO9dT6E4mloc3nlP+N32cu/q5CFzEgfXmPoUuTzDO0IRtcNG9xxLqCyspSCsiK4eemyGKCsWLRbarkolISwU8UNMdSPOKmjJ1JLR6sJE7kYXlYoupdEEmtD1bA5XtThPiXo2jpNqAp/xBRPcDGuPCBlN3+0AVd0bQxNJT+aUQbZDjKoJl2khsZLaYfqEpgU5C2YcstDesrrxLSVEKmm9u8H4iZqCn0kLgdWqVG5IWpFlNU+5kp0cF0SUlNzofbO2KDZHVo9LiRyzePEy84gTqlVao+riSkYX9NIF0i+IFtK9onVxRYJHbumKcEX0jpR2+kDiIKxgB/sPkhs6ralRMd6VRLp9aX+9JZDQl7BODw/8SUOM0Pbc3GTsPePe9woosX9Nb08b2fFwGsvS+dHBU3tqp+Fqw2caP7X/Jja5gVmHF4452YHwum+AQwG7NaH99+2W0D7u8RIvNDarrz/17mvHfD2F4PaBN2hsn4ZlCzF72eSoraNzwVbmIZTknSj7I7uHh3ZGoJQd+en4lssog6JadaC0Hc76wPeizFv74f6pvuUP+220DcPZSdo49j2M8spRZ4GtvZzbfz8iajGZsy+m91+O8r0e/ZX19Ope3ccdMEwtjDzuiB7HB3eeeJ2jvD1ruhn+K08HnqYD7Gvq9DdW8hvAvBr/dDQI2Xx4z1y8BtD20Xe9OsjNm/PP66+8wqjfbL7nvu4pOF0+C4/hJp8N/bRzs8ttFES657QtdYtY1pbqM1JohFNUAOp1DDyKOeA3r9UhxUYbm3vlS3LZVyHqNkQK1BbdEQZWNyhGKtfoJOTgtka6fBKMNgzdtLTA9tl+zr1PdU/1FkEvdMNdMO2Yp+LTMPMt+7dgKYgdFkYnhjAcu+K/yc3RyMn6GiJdNO4DVvxbzIHF5S+DIbujl/Txq+NQvL0WgeIOC+LFr8Og8O5LsdoP0nDVo0sg6ilo8zJ0XMWZcswUEINs4w+nq0jt6ylV3cHQ0oPVYf465o1WB2OehDJ9AD3kIje4azvfhOIyhA2P5gi6Sw5r1FBRoXm+S1934aTmoc/2LCtmIDMeJpHisQTtGP1pi0xx2aQ5nLiCWIIHxp7m5zFNNuUSkSdYAfQDnhO1SyXqccSe3mQWG1ePnMj0+hgMyPS1q8VSpzkZaEqW+ixVrI5BotcNZe7rI5dvqOHM2Mdd3Uk1IREx4FEDVgHb1mOL1iFjSulzl3vUDFni517FClpL9nTEQ7SP4euO4vVw3DiFn80QK/Atnv7OUhJZ2jTAUoolesRXRNA7zdqf4Bcy9Bk8ItZ2Mbog+LtHD6AgN+O77YwXdOIRUBpOH+rr1A0iwUcjsmuQlZqsGOfvCnb+M6OytlSAuINwOJZFqnT/XbqqPyIYRCo1+GAgQYdaF9z62Lz+hC2RSH8WQHstGC7+nq1hbU7db1/vN0LEWpi/ds+lYW/dvjP6uTQxaCt/boS4Qf57N3yD+PG6uDX8OPDSrYi8HUKDWcdnZD+W0Q9W+Ekfw3vTc7KBQ+cIjQm2kY8xz8G8B8QGZD+MPlsjOD3SUZu8JHi6jQanTC+rKzfHcc54skU3+Jz9qctGEIWiRowNo1CP8wgctvQuPSKgtefuZuOhTmEIwYyohHm8ttlV3xOFbiUN4czbGTx5grlpLF6JcKit53Qs3C5U9u6FFqI6eg/Gc40ZOmyxdQ6KZh022bHxBm8IJRuijTXu7nkdTF8EVYREpcrdNqZq3vYF7UxPhZqttbKuaLFc9KlAkpWaIaUbWpSchap3Uk6Uagyh1EKtlftaeblduN3vnM8LPx4vZpRYsrHEwFcSVCv3tRiN/u+88+q4CgGp1frwueleiIbDCaVB/TrM9zinjXn3bSaYesxIRNdIC8fukzF6K7bZ86JI5gml09NB4I1ORm/jgXmb4aBH17S6D76JRmHqgRiI4tca+WCb0BTC8XZxdS/JLZl37iLDfYd1G30wkOroSQnjPq7j4wO/GvmGgIfrdr6sdEsew1UbL+uHNo0Z8SaPOPUbl4IWa3MpC6JQTy9oWtElWw7I9RHWM1IqUpREQvA6B/kOywk53SilcH95IukzZ/0By8J6+hdIC4pFIqX6DVGl5DOaTtxOQk2VdC9QKnpb0DWhnLC0SS9wMroQKvV0p1xeTCl+M0+T+v03RFdOWP2KWh/cO8sEQ61PUKFSUKmw/LB6LvIrwifW/D+o8nd0FaiJXDKJB06nTyyPGbkL6ebGi+VO1i/k+g3hE/DJ8sX+uoC+oNf/Ey2F2y2ZF9JDgqTkl++kUpHL/0HNvyHr/6CW7/BsPH4t3ynpO+n0FXn4hlw/w/0XlEdIn5B853R6gfuKfH0xz5WU0CXDyTxmEt9tzeu/AQt6uoOsrLKgZIo+onrBDhiVdP4b6fw35LqSngukgqSb4ZmKrC8kvSJlRcrNlmm29SxYWqmq3+m7+XtJTqmT13OsMWYZeBR42jqOde/X6MRGf0S2N5rhpxuveuSDNyt7BWtfYQyfnOf6rSliYRQFoml/sO+W8/NhlJFQeNSQDQYZYiNqWP2nLaQb1PVQr/FFDlWEw60eDdDflz4QwnAbf4Pf920+ojW2/YjLaWo6kgqmwPJxy5Z3zhLkDtB3XMNMDe8OfD72pzY27/doQkcoWlPa2pufORj7Vo7TATYd34g4GCZYuvd+lwGI7cAWp89HGOZp89EbDxlu63TC5h0ZbmgAyxj9ajcicmKz3lpfM87bXjqmeWk4iP1Th9u7eA56ZG1D3fTrpH2axn+wX/oY+xlmW8z1Y5eOczyS8CgPmIA1L9bhMpKK9Jl9OqaIyu3gtzyzt2b/S5f0Rkin6cHgUphk9tdGCltZRlu7E71tefokB3nu6+mZw64mMKcbDVE6ze6Wh81MVIclKTs8tii1LZ5HY4sO7x6iKnhLn3LZzM3HuBle7zjSdSgqX7Hc9gsSnu8adRnu6KCrMd3jYmmKdIV6tXlOUVzY4K3qRoUl0nfcfD9xxbq62ib/6EpaxPKy12S1tzCHkHZO1AR6RvQBskKuqK5Qf4CcIf1qe1P185sXgW1KNbm4IjJkcStOikTakhdX0CfDjRtVNb6LeJQClkuejHK2XObrd5uj5KlBSh6QndraVXexF8QjJWxShQX05BEPCdE7qu5l3c7KBVNYPtnn9ANL3VSsn/UBSyHiSnd1BaP+Cpy6fWn9CnXFvMvvwBOiJ4dN7b3VleHNEOVRq/nu8/DZ/v4JH2Bdb7YPLQvkwE1yG0fUdPDN3dPEiGRLRZSTbz0WiVE96jECRZNpfdDqilteQKrJ7KLUbGlPJVL0eF8aivFYyymU8p5hIXnRZ1fOqkDxyJmUTrY8xKKTS8H3AzfgndQAvEfB4mxe7KjjNRSgV6qsroJJHt1zN1pbsj93MkXW1dPKiNcX0R+EsUhQpGbbWe83qt5hSeZIKdVp7AnSg9F7i6pebR2fP9kepmEIu9MNaRmRi8uWViC9JhuXloxUseLRgjtAJQuhkNqifjSd0bxYzeVqqY+svJ6nti0VbhYLLpyNBpLl8Cd/8GwaMg0C8mhzX89YZgKvLyAZkU/Ag0X2yFc0/W76n3pB5EROiuoFLf+bNSV3DOgnRJVcbb0V+R+oZOT0vxu/0YvxxFq9KPcP4AbpryCZxEJiocoXKl9I8guJv5gzWxEsQu0B48/fTK5PK5oSslyMIWfTbaT7Ga2VXL3WS7I0SyKryXOejk7rD6gvLQsfeqLWB+PD8gdw90giQd2wKfqMRR3cUIQiJ+OL9cloJH+zaJMwHKgZz0LOSqwgV4vCrifnKd+xdE7PRlcsiCpprZAEzQ9YWrpvxh84e1sma4vcEApkj9+tLhPyiKVo+gL8QPju85+9CL3zc3Dek1F9RDij+i+Y4e8LqhUtm1q7r1wf5oJd1Onft7+99uZemO18K75v2xyffdf1ikCyOw/8TMbbdLx1KosvW5i3su9r7b0J9qbPt9rsyvbX2x6edqDlzbHv4Bjud/Fye3wa3teBRnTT3p87W9CEtENP5HZKfKWjo+PSEcJ2JwL/N1pjt20O8G3u6XTntYHPfeoG9DjoisgE1jgDcbgZnR8N3NGzLd6ICdniz9uKF7TTlmyfG7U74W0Ufam6Z8BwSArlNYrWQiVZfvpEK1Rdi3mX1LJSBNY1IwnW+52UFu63GzknlrSQU3bPZFiLGRhyTixLIglkN4iJFxG9l/IBBjJePyfW7Xpop51Ds+Fbbfb5nZanzM+0/qZQr91JjUa7igkPIwMc14u0x4bpjQXswiQ63et96fBp2BWOcK3x1Kb/1tzIQbeNvLYzzCtsHsz23deuV37fKUFGuDZrJ9bnO3o7hCBZuGiS6vWx7DApNblgIu5wcEJ4tNRGtaJexLx5mqmtL6U6DVkqK2pCsWigUlxtlZw2qnnraymwqp0jS3JnuGpRFF4YDNQVbKt5cegDVmPCPfPd864bohZHjwk+6vUYLGerQL0hZFK2aKmaT1bILUHi6vDbIVMkI7kiSyUjnOQEJAvzTgLpjKpQsynY0xJ4MVzCGRO3FpImqiSrJ1EFVEg5odlCTKWcDQdR1D6f/TzsocH5bEKWmsePTX2yyAbCyOu4Emh5X8W8h2T1Q26gLNILtMu9jbijYgXGqMUOUumMn+RB1dP5/imq66zbvu4MEG/VgDhapcfXfk2OK+jw/Sk1ySDfvAbM9t6Oeer002u7/rSnxhbXELPpUme4tg7P3QAxDvwdgu5PYZMdixtlhlCgHrjLzy3qnnu+eb1/wo+7bDLHfkS93T3Pb7LNRtrZA3YE8LAfCT3SYEsE8xQPbW7g28hD05Y67GsB+S7PM4P8OrR3fB380oYzQjHKV2+8O10HODvabg/fekfSmsDvT4nraDVugfjYgWFqcfeqzFN70PUoGr/LDvIx8PavS3A5NrQSn9/o4DWGdvTcWz/K5vsr19sBA6+9t4Ff3k0cx+9vu9oemKYfD97d4Os96Dvq2xSNCpgncKcV6f8mApLhQBURCnGuvNMMgh49aYBpP2NNzCbeDwPBMvSxlcHjQyUcZPpPLkc0PJmhYuZwrgTFnu2OfApN7rPP5sSkWC5yXEYJjqGtj6jrFZkMpUVA+P2w3EjA3fswtHkkXXgUE05igXvHhW5x52MMR6h2KPLolfCoUHd4UWx8HsHR6T/eifoAltqkuaBOe6XDgLo3P5hiN/XMER+5WtviiumOWpXBsC9Bf2Hc8ueb0FIjR5AZKKA/t2Oi/V8jwXimtRfRPxDOd52Xeq1IwLzCAz5aI90YW4cplE5TQSMNZYbr5pHd5C3BPPKHuVCnnRq1VnyPTuHlHZJVjNNr84nQo4JGeoy57nny2/lWAoaOw84a1Pf8cGJUH4aakSPw6PMQzjN2dvCWWgRSOBtGrRG7Z88GzEHTniL8ow5y4LwlZJbBEbA5XARewvMeW8dh9GFp66d71Q9RBUqnDY+cUOdxGmkf1VNht7Gor89Ib7W2diUc3bxPlUw4kArqxu1KRL80f2M3Kocztf2+gq6uA4lo/NBhBD93mtEx4mmLLz8XB+4ikiIityK6XU7+3dfnQI8WZV/afWHt8z5EfpGsdoSK18uwYpPWvrdr9BiRTW2i6dFvYJEmvh9ha7KTtbg/pp8gdPF/2deN1QAReV8GkncbIUaRsPEone+PH2ZdsbQ2Gt+ZGt0IEvMafvXa9hkfX5PNxn15hGPcIrdtbu/3w6l/HzacxifYjLP1oe3d0RcofPsbWjadKsyDkelPN0TQeQQyvxJtDAFHBtO0YUIa0rWMV4NW9zi2z0cdbzbJEQMf3X+bwDTHcPQ88I5VGRh2eFG0MMu1329Cz9AF20N5MPe4O3i1t3DccZzSER0eKgFLs4aPBDNiJKIuomBWZ2DBsBqTiO408m2rM4C+GceGJkrLS43ocOhR35OGtecCgrqXXFWnFqkd/rapi6WFSYpqInIrq1YzCkv1zdBhrIqo5ydMCeHBdINSSFmBKzklSJVcMyqV9X6m1sR6WynrnevtyvXlysvLM+cfZx6+P3BaFi7nMzkLp3MmibB4YaQWfVnecXAerpiRo9ieSXE3SRlKrK4mZOOby7iAQ1kdnl7Rqbj35SCY2b/kcmFGNA4tIWBZmKSEEjo4SdMmDv9COBjH1Bif9nnHCj6pVlNQUwalsvhzg8DdGIhvaoPyTWO8GiGv2u9PCPd+GfIht01SGcNud2GNDYvDym1MOnjFZt00HtijkLoiYO8x3XmGCxaTcLB6iO0y9/3OSwXW0wlNQsrfkLSSrguynsmnM5IX9KToqSCnT1R+hfs3uH1BeaDqoxd+vqEqJK4kWWE5oXKG2xkVZU1fUGxNoYmM+LmrQoH6Us0I8XJG14w8WT0K1QXVX0CUnAroHSlXtPxKLf+OAMvpB9Q7uprHTXXBRMpfzHsjfQG9U+tX0JVUF0QTqf4HSTKclbR8Ri+/ofmRzDNZ/xtJV6u7IA/I8sRyWlgezywn4fzwr6RaWe5/gF5QzhRVXhaoSSAnal1Ybw9oESoXqnhe4XojnTKynKn3Fa2VZTlzWk7U+wW+/WqRWusNPS/Uy69IviJZSIsgS0bWZ+rz/zB+JQJyQk+/Orm+IKxINY+xJN9t2S/GU2RVyxn9ckNvKzULupjnjMoJYSHpGZV/Ivnv6JrR9QTpyeplLKAPBS03+Pa9k/l7aa6akN4ivZp0MvKGLhzFGtD4EofD6dGt0Ka+XYTgHeym7/2xftsaU+3yy9Bm55HS92KdVrz34XfSKE/KIAgPRvkYwSADznxdG4yilvO4wT+03sPnJ2QN18BnB6/2WSIeec382oCgJq9M/sYyNBuHawXRfmCf00fOLKqOuoN21x0aDuZqo61/53UgE0qHpymLRqVMOHk2/Ix7GgMdbIRhRonG6bR5Z7j/5oDYMeah0ZxArxXRfmitqkT0wdaxqk5P9099BQWNNhiPXNCHPfIoIiP66lGtQxvj5MqIQ6b7/dmD1ECbNo6e7zDK8OAASpNj5tuti/YpTTciOrm/+LH9FNSne5bdZDokBYzz+puANWCY1u/29+0CjR8HlIy+Im0uZeiejqpD/NTxof5hiv0c53krXzVZSNqDJsO6EutgaW2Bkc2n/Yz09dOeCHyPKJ4Qs2tk6qxnLOnjnPYZNshrD/VVfbxJvNLEPNDXrzXavfp++GCvpe8IK5VEpDyKlBc20SeLgEgvID9s3Y9eug0vyVK6qCJlbeMB6YH56rWnuPnfTyAn894Fq4OgC4IrojznvxXc9VRABUwR/mDeraViBVA/gUCVZ6CQ1Ao+azbYUvkFK1TqEyIWzaGu/LV0kgWrSREKzBuRusWKAy9+fPDxyZPD5GdcfWD0UrYir5WWCkmjPp4ZRYSK5YZP5k0euKwVXa1oqilLszmsiBpOtCKSUbKFz6sg9wxaYVGQgsoXQJDquea1YkruB9NPrzeo5i2sghUozh7NUSJMNIw1Vu8QscgQ8+T/GH9rRYjLkAIHk3dbHWr3qK9J0SJoFfPuV3te5YTV0fhujnrZa0R4ClPNNi9Sl8Ck/+3GCtVqkdM1omEiz30x2NTrAqQCekbrA6IrFHMaSosBqzzbavWaCGRnGuF8pTfrK2WnuRB23YNdE4lsfLIKmhY0X4hCuqLV1hErqi9oWuDyhIayVzPC2dZbpN7iB0qx6A3OWCohwaJZKla/rpgRp670iJ1qDmLxN1WPgFJ3aFJKFEKvfoZ2JzBOgGTkdjLaqVZg24ovr7CYJ3rcF7khy81+L3ePDDLa0vOjrelqeEnrxRyglo/KboKmR5CE1H9aBEMo2tcnKOfG25Vn54mgXBAeEPkMTT9RqG68sciHiq6mI9JsqZVUP6EItayQ7lCvxkuq1WlImoyniSJ8R3mmYpEANp830C8G08nptJgjXKpWHNpSGFdUvzrPOWMpiH4FEil9BylUrlS9mXNerSQvfF6J9FwLygkh27rQFV2vWA0JK5aucnOJ04zMVc4Giz4bL+Szk/IN5I4sn8yRLWpYhGFLn0F/uF3Fo1zE6E2L8TORFeSMnj5hNYL+aTjlk61cj+Swbdj3DueldiqNaLyKcgX5K8InkC+IfEPlhqab1SmpS1vLIgL1CYs6SaicqOkXkDsp/U6vJPb69edrQrzCOw9E6t1rsvsuu2fe07WMNw7W1wTLoVD1877ac5s+DuTsPVxv9HGEhzdh2Z5Bhjd3/mxvCXgbPPwZJ0rd/N3P3jEA+uqX9/R5RCWvDTR+23Yynqi298dRyRu/QTshy7aPod/d+HYnl6GNo9EcUMTYp3Lw3rbT/Xdtnrv7y/QABw23CBTp7/spKmo9REi3NE8KE75UTRCLUOKqQqq4YcSLVlOpXvAtlxURpay22eX7HStAa4VykogXVTPmti4LtVRyTqxrJiVhSTI6C1O6rvl912vPhtHnzestmuzPjKmE+hMzLY0Gw+2zr8F33L1P5sS0ZH6P/q8VosZPrNOQB3ptpKLDpjmP421sjWtijNaINg7e3sFysKaDBN989+jy8SNvOxOPsInDuvPI+8AV6bG8HSWDLI5j9+BJrtBGaZ5m6oWm9G5FvGLORD3MvFBX8wypS3HB3Ly+RE8mfGh49Pms+SFRRT1aIugmkJoRtfRO6mnK1EPzVU8GZ4RhllAIbeayKZODd2RvF1QLSe6kdCOSk8WaT1nJqbLkxOmSSUXsOOw8plSonClqB6NaE7paYKu6trUV5IoCsJ6jVVJyx0Q7MJjBNPkzXlAx5jsOrEncwefm2Hvw5/3wnJKPwCMhWmhztbBgsZDmyDFrSyh55Iod6uGC5XD2YoByxySmyP156Qbvd1xtJvp/g4I5eHjfA/YrmomdvLrINpodHd6jzWx/okXgDe/v0hJNbbQ3h5+GVCSNmbwmfb32bf/o+57e8jzd3NY9OC3kbdPD4d6+7ecNfrObrNe/xux8ICbi/5rrp16hyjFDDmQN77/a1BZnA20eNDnDt/+hbeHTh2GfPUT9SCcbA0jsJcMNnV/eDLd1/Dq8woCbWb44WF2DLDC0u11zb+11O6awGceEl4M23qT9915y/G2ksc5c/rM6nV+W7YnFBv7W+fj4t5+dqP/c1Uh0GvPbvKLxiXfi6Gdj3X561VVo2FLeh4k/MYmvHQ13sMRhYty97K8p2sNJJvZvpXn+SvxVPLTVZb7cZMD2PNC9bLvzkP1fhzZGnhPvijssBWzxees4FzlFgJZbPOh08ABvY3f42hj2CGwe8EQKnDI/ouqpPxzWuBcCt0J3Ogrv4joQ6iZyQ9wxax+KaF2O0yRBwR3XrZZdG2aP6PWGhjYhZE2Td6vb9lJ/X32+FJp3ctQJGfBr10cPpuPjA70IRM0Gc963NdqiRSIVXDPYRwjKQpPvBzCk4UuHcdj7PaX6uGAGmt04uvVagS3sF0vFCc0RZnTejM6b0fTAGTDOue39oA2TrzUcViMyoIrPeuxF1k7b/dv+GE4e7gga6QnVFNCmxwgQg1aHdda8+10fUkEixWhz+hnrujgUCq0mhjifSHYGaY46VTtf0TiX+Li2NBFOeshgaI65/yBvbPt5GBdX7AxikejRtsjoWR98JYyQbnCRzTKdzoVi9CgCfkYLdLSC9hjPk7Y++5wHX7SC3xkNp92ks0wzrdWYs8FhOOi+RnpW2GoexelSa9Be8XaCoqwh48Fq49rJAoPsFzQ78VqY1ozEWm5A0qOpdH7NrKHM/F0n2NoZvKbNWsbo13ErI8/SAmEUG6OAEJAVlReCPlsU8DuMrB82QuyalJmtwrzVjfJdPD9+boLQ0XWwXg7kIsOn08BO3t4AJ/Or9tP2JkzeYU3k2KyZcVFNa+uVofSlMrwn/fnmyBfvbMbU/PZ1ovnJoWe3p75ybYNPttCqTP52wyRJ+zMd+gNfvohHuUAHz8kQVT5++YYy5aqJsKvAbvfWbIyqFeGKkK5hDMN4x/87pM7sdRRKZKJX25C6EqgdPTyaIDyymmdOWxAzE7V+ZdiMeohVbFSxYYp0GMXxYs3XPh/TB+tb/d0gOstr3T1FQ2nflVDOgMJZzZlbdQ8fUffBrxA55zV5TlP3EDdFp2BeQQl0ceWlRUTYFJkFNmVBpZLXTCmJlCulVJbbjdv9zvJy4vq88HxeWE5nzqdHliVzPp9IObOcTpaOKUvjsYqYtfgD16RUkD6rUfBMXKgfKXokCJuT4rKGTpttZ/ixrvLABGOTpXnrNl6w6Se+R8hmu1R7WO6Q4iiijBkMDC0SpglbESYZYZDxPR7rG5lGVIJvwOqFw3TY8HWEzT3juugXI/PwxYHm4qhuoaXapqJFRjQ8jRFN6nMTkkusLQhrfIe+r4l5WUa444JGCGuD33HHYIgSbX10A8CGHn56KVlfbLT3iqpQl0c4XUC/oPrDvK3ud0R8w64LZc2gF6h/RfNXVL8ap8iW13bVb2h9QZ8vxoPOd/PMWa6IZKr8FfTEUl8QvUM+mbdRfoD6gJ5u6LJieSdvqF6o9YJqtrygAMtXkBuk7yif0NP/DaGQrr97StoXo5lL8fSmZryopwVyJt0e0bqQSiKtkK/fSfff4eEGpxU5/YV0+gtZM2ddyEvlnArnCzz9ksj1zOnl0eV280K81v9CUeX6oqx15fvyT0pdud4eqCXB9Z9WW6NmVBOVC5oXq+8ggsofVF4gJZI8gKzk8g+oSq0VyYKeb5BXlnJC0516+h9oXeAFcy1fXkgilPyb0Uf5B+idVI2u6rJST9VwJytaz0hdsIgy81SsrKT0ieX0/0Szog8F5IWa/r+IJJb1E3CCh3/vNPjOq6qtKwm6DgLXoPGgTLqAIuoyR/CtWbASP521yIBY51vBqB2GXL6IQ6Zs5UCdw3/BBCTZrq5hAUv3gZ0EoZGfb2HayiJtncdXH8eotNQOX7f7xnjH9vpnHQ9/Ou4dplCSYFsEn6TtMRLKmniryZwb3rrruzsMdLzYffXXJPaoJpc0ECc5TUccfthzRTd/medH+r0uuowK2wMjW2PLwdv7TsmwV/T0FP21MDJPewD9ezPKyiuOLy0iUen/y/BMm8D2r83jQFmx9fZ1OLcU+818zfJ47LEdztrWwfR8g2lH8b3lNu75idjGR+nj+NrM8/ZgPbzeu9jIxcPzxh9e6WrTY3+18xf7M8IQi0E37zDM17b1keFsZlr6I73f+OrMIdrV6ZFX56Bzk0Hhr2JKkQmdIUcNcE5jGOWWbYcbPljH97dPba8YyNEohrORqsvg8sYczfC289vY0xj4PnU547QPSDYoGvao8f0RqI9kKdFQtETaIm2RUaZ8vmHaxycsGmBFuZnnaCilyFDNO9wcRhTzkn/BogOeMQ/VJ/tbzQGL2kIh7N/iqZIiG0m+m3d2EXfscEOHnIGzwVaf6alRzqh8wgrC/gfm9X0BMlJO1pc82PdVhwVZXPnl5yABWn8JUsYcMi5YYdSbR4QUc6i5PpvjRPairuI1JOoCsiL57usoiryuhnJ5dLncPLIlWdQo4sW9q3u31+r58hVZxGD0sybVnHEsnUs173HEoydXZPlKKMrtLJJRTy1jfTnh1G+IXi2qY/E6Ew4DJdl8c8Vk9Eejg8XXc74aP9XSI53eRXvdo978VgqpzcENlRXNF5Cz19wWRO7UfLMogXJB5I7Ub1ianH81XKxWnyDq0IinvFG5+j5qNUmkfEZlQbL6fCxm8NAbqs9IvTjN3oli6sYPXhCebf9Ldr6SsqCSqOnJeEW52biS6SiarkZPdHmsugEL5HRGUkZLodSCcLIzTM1wt3mX84IWoVQx56rsSvF69zPDHFlqkQ+C1exQpK5QK1W7AUGcNlQESSeneVPKKsVqqtSEFlMQG02LM5+KyLO3ne2shxWyzlXNeSlfLVrHozhAoCTqeqfWAvkB0hnygqYH4wTevLG7ipYXu5Gs5oWePO1WGD3fTW8g6xWoqPzweVRETqh8RXMi5QXJYQw0ZboW4zciZ5Qbtf4A7iSKr+vkYpTXmWzRINl0RvVqfKJa9gdJv4O8eA3Bi2/hgsgvwF9Af4D+sAiE5QfUz1B+QZMiyxXRu9VyYEHkM+72avOhnqEjvRA1YUQFKcZ3JWdkcc2PKsJiORvCAOHOZKIJKWdUkhsnz7YWZLF5oCB8dbRaPYqkRk9VLd2x4WJF1Aui8xV4QfMvkB8Jh1+LlEge1ZWcVu6G+/UGIkj+q81hyLBiKZCr14bQXEEqqZ5a9JjRxup4WRG5+TouoFfgh/HMWiads2RQVjS/QL2Q1r8hVHZRra9cfz4SYrjeQ9avCV5bOeK1d9/bz/bB1/rd3j+CY5Td/hTsQyfKYJzRob2fNTL8/tqjk7D+tnXh1bZ3B5SfNPEaPt4Stt8J1Qeug4PW4e8H33doel2wnq/xsBRKSfyz7B+dBO2jOZTNC0cwjd3qfP8dVz86DUeW8Zw4/CpgllCJMdkPoSjqA1DG/ycnwBb5AK3QcRWPWFRqcoUeWPhahNFKhI3ZfdWVNYsB6x4FguVALNU2gnXN1FLMCLFWi2Z2vb4kA0jr+3H1BgL7hzfmoFOHTt93Mx/eP/tOdu1OniBbZVYIHxNdtplr78pRn5PXIy7sRW7XWfGj7fk9jKHEejV6YeojxjEoDHecmE1br5kt3+DYzYL7Gk+LBaBHPw73Nj0rMw6PDvkfTiFR+/FbUhMqbX6TFRxUITUheMFqHHjOTYQohGYKy9rUdpoq3WATKRgiPL92g5R7pknC+hSDC3FeoBnVExauaYdfwcPjg/MFLop2JuOGPDuzLiYkJ9DktSvcY8jG6AdO4p2MpJNBL5CTkMlWjkwSSz5xfngiaSXVO1Uh1cxaFS3PpFK4Fhe2FvcevN1MYMKLg8mC5ebUJtBbqJW0wr1WEC1ZyHh4/GhFXKCLVTbm6KyIpZpiQXRBqqIREp/uWME4M6JLDWEtPBz9sBUFF1GQ7BEnVvxR9WYI/4gCxSiiwazOt0Pde8yNtrT81np5Y1d6TRD76PV29+yEmjfTB2l/+hWx6fh27IvOq3bK6uj7NTi3e8ERBxy+7SIu/fopTo+QJbs7b709+j22Fj/qTTf1HTC9X0792VMfIasZZTMsg1gzSkrvB+gwEnGUELc/B4ZHg4vvi68Oqstkrz7RBDyZh/jqSyHLTmBtu/3/8+u9p8jx67wuxoxNrzUx0kg00Tjn9jjyn329tWR2gI8y4/j70Qhfa/QVBtPo6ycgwCSHbdH0JqKOltKfvCYev4PvHbCMj0+MMD5ED6MH/Ogws4FkNIyNwmmrS+D/mrEg9/ZHgTMK9FLo0Rfbobijjroz2OBUsIfR28K8eEMe7SmCMZkpxhAObWOn4k5ErzrjKObpPPbp0RsS9QLi2Rk+bTiKfscxDHicPqfhb7S5tWxh+Gt4sQ25R2dCOyvpCJM7QbbUzHHmHZrX4f6U0hXCo/39lxx8G8dmcBknT32+I7Wgj20y9UXkxgD/tOqbQ5f/rgO+hwjaJsQ0r9lgpvaMze1wjU10EtiPVyOSYHhpR7MjRo7mvw5rzidWA+5hvDHfjV8VM4pEehy6kXXePsZ91p3Umo4g5mYThbQFs0Wam3NLJP/0RegjjbbjeW9bhvlp9OXjbo66/uiH0ml6m1UtqlsiJbTQ6x9AnEHHtMcS2TO0YIrsdcBbpI/2tRlj93OpuA5CNvyuOyHGOJe+PDsivd3FFPPcp/47rw6eGlEQtcFr+g/x/uvmPZpM3B1RY24cLhnhGDcMo0ONtYn3td1T1FK3WQS9GVM10i+1kUog2u5HlF3Qy8SXR93M1qEnWoy9xgtxY8bjSAevJKIOiBmW/buYw62G07QUxA0ZZow5cCDaXO+vCbFZ67tzyLC+xm6b4xsDf5fN9iydfFpTziu2/RzyKQae4m1FJom2Zsf+tmAf9HPg+G/3ZX4vxthe1/5HN+82vIz72thvo8doZPCfPxrAsEnW8d6wYOK9uDOyKxj2kXGjx5hImrhzh93a6ve0eTl7CwMO+mt9oD8ny4Mr9bHaQu6DkgH5ba8S9x4ZcbodzyiLEO0PG4p7IJqydKDQtqH6iBv9SP/X0hJtZz+8ELech9aWPRVW+nlx2D51NJseieAeKu0MKtLaAp3oWtqiiTQcHo0RzzUJYRDgRJ2Xdk8niQVXAa1UMc94SRbZYU5hVmhXczKlGyBVqAoiyazMKaGlknKiLJDSnVIW0rKwLDdSPnE6WQHqvCwspxM5nViWCylllsUKxKXscKVkylXdCEA/uzoRDULAsKba5jLOoeNJY2OLSi8htIdiNw99MNBSD3U1Es3uRZboq2dYc67wiEiIkZc24cppN+niQ4k1496jHvLYx2WHGctD6R4fOvSsseH5WGJT9JDEeXl1xUo3agRe1JdjFwL6yGpDzcRlJv4XMI0CQvTkwoD6/uxt2jLKvU0PqTZYQkAcDyyx4CwfqKE0whO9T+3wv25Q+tml4Mp8PT+ieSGXgugzyhOVX1Be0HrjvH5nKT8g/wqnf6NwRrNFIyW9ElEcUMnpM5wW5NHybS71BLVQ6x+G49N3JCWzF2jmdL+TKqynFc0F0W/I+g3yBV3O6PpEuf0LlW+WOq3eEV1JeiaXCyY2/4HWlbI+U1OCR/f4iIKI5082zuU/QG5ILch6ot4uaM0mfJ/PLElZqrLomYXMcl5ZLjcu5Ymn+6+cV3i8wuXpE7/8+/9ORjmVG1oT5fbIfX3hH1/+X9zuK7WeuBWB/EKphfLylao3bgusIpzufyXXTxQ3jnKqcHqAl4o+K1K/kMo/qOkzkv+NWm/U+hUpjyy3/wK5km5PQCVlWzurRmqDE4kHWP9mKaoiKk6/oHwl8QnBcuWmeqUsibIk0CupXhE9U9cHVC5oekLIxjvTnZK/Ih7+Kh+MhBjJt+3l2vf+6WryQ3zYpBlpoorznMY2B2FMnbMdNB8REbDlcvPD0hqPfqWxrqYD0NGzbZalbDsLQa0rCySeDNaoG146efIqs+5N+v65GZa+etiLTp1vaodvFjZHmWsWOoct3EGQ6dXJm1htfntERw8DH/3sIz1CH9KAtwbzmBrh/VeLBm17zUZxpOMszRG4/X+nvzYBsYdFExuq2eCsC+N1M4J4LmQjmX4bYdGQdTaw9w9tQXmTTZijyYTDKzIqvKI/DWX4NMvT/jgRaBtmQwS7ehbhCELQwn6FdCeTvs6PVqLdmZVeh5bQzV49O0fpsJ/L9FjvM+TofdPH/ej0R7aHr77Ah5cHScO7GwOe4r0dxY+0Jex/n+bnqN/xWWnkPellsblSGeeYrhPcd3bwtbfdfj4Co/Hw/l4LAh6oZWoklEyTXKa08CoaeqZ+Yins5jZw2kS6wJshJpbxdB043L22arbP9PMaA77fcaUHe8GVVRE9JHryvSLuP2ORDQmRC93AEDyikvKLy+Cr3a8CeoJqcpO6p6tFJwCek9102AKrRSkgz5DuCOaZrSRzPgmFcK1YBIfaM6lAvqN1hfJia60+GnxyA11RCQ/0M3BCxORIIrUkGF+pEW0XCrjVow6sqCuyIuI568nWvvyw9usvjvy78cJ0czxZbnjVE4KlrkRcoaXF8FQzpGeL/KgnVBdIJ/ci9zNXdec3wcsaFixlSIVycvx43QO5GSmk08CP8SWkSKvDEXU2Yi9SIrWFKdyiMC0oCXJB0leaEwu4LJhR+Y0PFQsWSMkiVBScXiwiVlNBUxQqN5zEGFNdkKXC5dkidcsjQkH5YvSljw7tHYjIHqXXnHh0hFwRblj9kQRiHtG1JigXh6uY93g6YV75lkrW6hEooaswDBWyXlGFuppyWxa1aFpnyLVYXQNJHlkgVxuf3q1tdYfwmszZOym62PtajAbEo9q1PAOCREFxvCZJiTSp9qdtZ2c1ulM799Vq9eMkVZc547wf+407e0k1J0oRzNkJLFVWJvHJ8WGRH6n43pwXW1XFz5tRzBiPCL4kkpwJvZa4Il/U6gOIrki5O017JIu6kUA8I8CeXf70qiFgy1/93cV52hfjb/URrU+01EA+dtId5RvUZ2T9w9tYsGiMC1a0wdZ/zd+Nt+l/GP3qAyLZ+B+C6mdUH6wugxSEHyBXRBeoS9ef84DVJ3hE5AG4Iet/YMp+SyEl1WvuOU2LPBtikuv61u/m6R+RbPri+pDkkUXeVsqktFBUqFWwzB4/zPF1yc5DCsIN5TsRdWE1Fi0KX7NFGYjrW3RNKIvhlmfTnXGmVq+Hwh3VG1Zv4wxyReXZ9px6A/UINudZVgPnEaWi8g3bpzwFm9tkqr7487/ZnPBsPJovoD8gIvX0E9RfEbkh6dl4rnwCvVmUiWREfrNxLP/0/eDOf2ph6vdeO/0one4neeVnV8jCw9eDnw8AOG7qf+n6EOD90SPHqK2M+MbX/fMMgt3hoHT6PJ0D3mEBHWXg7VkrGnpDrPtJy/JRNO6uOZx2PGYNKVJ2CB4oaFwQh4BsIQxBOA0j3JwUpndfv/RVHMX9DaXvDlHz06+2M/955eUwMgyH1SOL3zjWwQrWUjW0Q7U23AoxH1EPwq2/KZQGviXXagy7FiSpCRFArdZCYTVD6+rv+D6BJqomcq3UWsm5UoqQUqKsGUkuH4URwg8MHyO87ZzEpwE/h8T8s07exwnl4FN7Xhk8b3X4X4bnZP+pKar6vMXzOn3yf6rN2KUDyL1H91bYRlPsIB5paPgrm99+xqXfRK2++XVSREBXNAzddg612bzYft3O3eYw/WEOJzSvFnGhXxWplSpigpucfGnekHoywwCPCOJCWR0il6IQ3wKyWDi6Rn5KMAEVi5xQ/65iBeNqhcU8XKx2wgp69gJ7Vuyw5dRMJnibgS2U4B5h4eOqgiva/FCTrKCguGJFvEaFRRZkNCV3WFJI6sK1UaAkK3i/SCKnxIJwSmceHi9kgXMVKIk1PbLchfMpUzWT00KukLmjEmG4JlhpEqJ2BhGRkTC+JBG6LIThrCmWqxUrs9D/BOWMyIrwQuRAbrVwUPekCn5eG98VpzlbYY67ZHNvhdlAvZigHXQTomcTOr2GjgnFf3JXfUO+ag9YLweigO5IfVpm7xC6ZOID75APJu/ukUcfATLuTwHWoFAcPVba6ztV9m4wc08HMsdu3ANffk3+2OHrCAvCPOZ9h/Not9fPJmVuZ/bN3775ZyTq12d3u8se9zn2+xrCtzKTzHM+tu7yT18E+/2zPzPD2mXNGePT/R0Jzbth/23cpYO+9XUUv7pAdFrPvYlxj42/R9g9wu22hzdoaPvT5syxTbXTn3ljrO9lJH/28umX+Dzc6z+8AYZsP2zp8j0y3nsunUhyuj+2tu1uYJeHvOGNKf855g943+tPvf3AYUfzeeM91+zU9zoPPWLR7w1ebY5CzYAYL4YmLOSdLQwu5yGmPEYxg2hxZaHQCty2CEt3UGobpQ7/hObdPdFheCrPY96vM/f8p9BqTyED7D0ffWt3IJhe+2Hsh/Z7jzgIR59xrz2QOia2qwQ+1f+OPsd9VH3vVx3liS5dhYNRG4uEE9TWkSzOiMOiaFvuOJ7I0Q49EiT1uWhj9xQ1Ps9ONDRgifc/GA3hRosuQQ6RM6OHrDtGj1E34rJnXwG1vbPd5bqDgoCnDLKULAfy1kAf4rJ8RAWJugK1GRnnVNLI4NgxNTswryoDTds7VnchxuvPedSJpiH1pA7tDR6Y03gjbcwY0SE+b6Z06P6YjX7Htob1FjClIbrdYemRNX0s4YjQ99ZhTJb4x2QYEQ8CGvkAPWq+jvQq7HU5OwS/6+ojsFRJPephAbEzYXPuq+LKfPOOt3UQueJ6ZEOjrRhLeNGH86PzPav4J2jULvE1qJLsNwWLFgheIaZkJ7W5NEP+wI/VU8A1S5PX4xFLtx3z3GyDbX2PEVADj/XsEZGBwIzGuBgX0RsWTdDZdzheDpECLXoocKIDnDJErA9rvPGlwHXwSjfWtvnzejEoLdKthmPqOK7x6vNga8OLz1MQskdmBH92+Bu/8zlXecMZq18fNkKMkQ2Bi2lJbn6PZzYy6SyvThvQ0O52jxr2rmm/8AekPUikD2773wirbP41GKaBzuPpOYGd/W/20a3BZ5SHxvPuNEjZPqwzDsK7MIiwhf/PSzq2Rxlfbu3Pm0xbjo70EW4Z/m4FjODz472oHbAXRuYn+6gClo8zw9hkeqGjDm3UHNAppm+zqRBzqcOEjH8D9lEQ83stjDXa95B5CUGDRn+7iJUmHc0To+FJFFTZBEodehjGHuBhcy8+VmPE2e9HWxGCZ3B3e4b29gRwC2tEZXShThoMEx7DCy82OQnhA6hrH4JEDk6F1RBTVXzDtZx1qu7ZkIvXhihm3a8LIslSKuWVsmaS5x5MeSHnTFoyKWXyspBSYsnP5mWQLTwvxR7hCtOPe2/u58v+jCF8sckJozBsxZtm1UffcKV747ZdbvAKlQi39OgV9zRr06+KKSQjqiK88OO/flAY+bBN2cg8N7C5d1MzPNQuAI2bm0qPlMHrRagrWptHavuw9XYN4o2Q5AP8YnixvOjG1XpO57Hw1ci9vS3pbWnzDN8K+OMOQJ8DYegn5rcM60I2Ml2saenjaQfG8bD2jksScvoLpGSZdirI+mLr4fOVeimc7plcLogsqH6m8hdK+Y3MFx74O5qv1NNnh9pqlixyBjJpVVQr95vlkSzufeZlxchlMcew6421rCT9Sjq/kPKK5Ay3DGumnoTyaPQgEVqrZ3OGC888FagnUnpCVSn3inIH+QKilIe/QTqT6l9JZUXSHU5Kvjwh50dkvUNdkfMdHlfqCuutkEXJIiznldNv33m4fOLzp3/l6fMTf/3lgdOpcDldYU3c/zjzfBO+6N+oL8+cfnyl1hvpWpFVQP8CoqRFLchFF4pUSn2k3s9knsnyQr0/UPUB0kLNF2o6U/ODYa2a0Ffkv5on0ovlPtb0OwBL/VeQE8I3RL5TUkZFSBpp6z4h+QHKC9QfFFbqspL4RF4vkG/oUtC1QrlbHuD7E8gjkv4PNF1R/Q80CWl5+jB/69FTPZ1bV4AGiavJ2m1PjV5S3y8HgaNn8+8C0ZbL9BUvPSq232p7nkxvBaxA7CGNt7kwX4MvBL+f348IsO79qtMS1aMP28d0hmxnrtDxj7bDtqQOhbUZT3Rcd072imA4NGG/bufbEdnSLUh7fG7R7jRPeemz1qMVjvY9+n62EzJ/fu0M1WPEqY6jTW3jChqdtEtt/mSeK8bpHHFj7+k8FKYDgUDfLAOmIBbtolk8P8DTet6ETcdZYbtlbC8dxtCoq4G2mYcNfbX5bIaQ7WFWN+MeHU7ivq3tkJ/bzyE0tN6PzJwy/I3BzskCDtfYdCOYQAiOuILB5Yv38LXxsWmJbteSd3F4QHUYGhnM0A4i/sEYxj7Z3CCkpfn+GCEjAydpwtpRJ5vvrW/ZP9ba0cb7dHpn/1xvY0DiCFvQ/vhIvDaNX/sYDlhJR3O0tcGJ/6ZTlMXY2YiLHaFOmNeB37aXj0iqOUX8/Kr64u+4nBeiuC6YQ4d50pMWTIb/Djy7g4Ug5QL6iJ2lTFkkere2tIJk9PQr5kzyd3uu3od1DbjHuom3GZEr5u1r6Rtb5K+fz7Sult8+0nZU99rXZOtNF6z2g2L5/M2b3ij3GVPs/mDCUHpEOWPRmO55rxm0QIkCtpbGUjnb2ErFalT84jN0o3tuJ5DTsEcqUj/T61rc2/1InSLySCgfQTwyAIRsh0Bn4yrVnE1ShbwCYnU2VKFafQbW4EGucJfV1oUW44/Jv8sDsEBdbTxRb6Mm82LPN6t1IVEXwzyCkWw1C7Siq8mPql9mnL7riv098F1BrwajXiyXvWbX19wwDxzHmZqzTXMQXJ98jq9Wy3Gprurw/evmfDFjeJYLyslSpxYhjGYC7qC/mhe8541HFnS5INkcClkLeq8WunACRKh+Rk9LzG2s0RVVIekJy9Bwpyl0VUHPqJ59TAVLnVQsSAYlSSaxuG3GxiF1sX1QwpAoqCiyuFt48Ygkyb7UXog0XSqLkYZmUl1J1c6jqmKRG8l5QD2BFDStvlZfjIyq4V3qvU+lYM5EijmfVzE8SUb14o6Zd6NBN9ZEZodKoUqBXJHFjBRJknnZl3Nby6OD7izbve9K3DCMLkbj+cHOofwK9TeL4EjJDoHVedr6YtFL6YbKCV1+IamQNKGsVL7YHKd/WB9qivGqzoPwuiz13xB9IOUzmioiV5cN/h+o/gX0v1Pl74jenYfGOeEZ9KvP21+J6CBxHCjFI58y8AQqVtNSlCwZyZbNwyLZLqBPSPqvKH+g+hdU/xX0hugV1R9WY0XOqPPQkF2tlmym1L9Cm/tKkq9G59l1RcVrQhBZFz6DPhD1YsTTHkl6QuU3zPBy9z3Z0zEnED4h6d8tuiP9N8O1vhiq5eJ7nDn+wSfj/1VQViTdEJxv6ROwoGRS/YEZHzHYZKGm39zeF2mdBZGK8OxUcwKyR1j9nL993AixvXEk/PyZtnbC176Lo58PX/ObR7LQq421hoYHtvLdXuaZ2n5VSN18fWs87ZdROBye1anZ15Edw4khbfueGh5PK9O9Peytbd3jfieL/2dfo5Dro5sE2rfeYYP3/Yns4MVjAphnRaY3Zmk/Pk+JD2hH/0OCkeH/uLUn1g6d+MY5UsYxZTaS2sd0Hw55TkTRiWhqfRQa231PKzDOjm+ANYphVxMCJFlxrirJh+le3VJIeHCz52TUqmhVkiopKbUqKSUvspNJuQ5GiFAch7FoP9y3r83ktDmIw8Bh8pLNe0er4+iSg48xn+Oqmts4Dq9UurKtPzjmmW4QtlQi/ndMLdIUE7ojlYiAiEJJYyzF2C69Nfpa2TU2juhoQAQutn6tnb62zEgO/m5o+bCv8V4Qu7BL0XJ4/TmuZz16XYJaoJjnvHiqKxEz0iXNbjWwFF0VJXu4p3nseH7glg/UIxzUC1K5V4KZH8BqO4AUq0kQMqSUgpTUDrjUhBRxBxg3DDXCS85+zKOqhSSnxWjAi5rZAcFJKomHxCYXYGx8krI91zzIPCtqrWipriOrSC6kDEs+c8onzkvmtMDlwYwl8pIpVCtSv65IWkxAUq/HQG7TLEnpZ9eE1jhUiYfeJhOi5RFkQVP20GwPd04voAupmoBnRZndgKjJDv6i2OFamlDZol70ahEVybwO7W33ZvHDYERqqJoHCvpohzJdfFkkdLc/vH01m50vizFIKngb9N/al2k9jQZQduQ/Ksq3u9Hrct8RQ9PdN3ntd9ne3kktw+APwd5dbzpqD/DMPLXzmDnAUOcXY29vzibTTj3hcHr9bRTNgB3e2MYH7Ed4JBa+3tnr15sy7nvb7ILL+3poj276mAalm8el35exEd87RzjV5/fNdXfw3htwj0/v6GQnjW0H+/N7k7zY7uyot/92dPvN68/tfzN02z35tTl/5fV2+Zra8aTth82NAxliTL8V+Hv/SD+MxDna+yMtxIMDi/6IzulDUL5ruzmAvKF5k9LvI5C8gZDDFuU1RMj0yLsvXWmyD+FYBaPXql2RygaXc4DtOaSt7ZBffQIjdZOEfF0dX8nfCWewSP0TfCmiaUEm69w0AJqHuA5whwE2fhDvhzH3e4yrCVD+N5DoSnH8Xam4tpnuxRhpWcJLOhFKK0v1opgnLXSP+uxw3fuGLMzvjDgVaGdiMbw2GadFL2x5rcx0NeE1cOI4lczsPMaAz3g3cOL9jdEpjYYjT/2fuPx8re4MJnHP/2nzzNY+lmF+jbQyzYu6Ga11dsZWBiFotsaaI0VEqZhXvzTDZ8iHQStj99puN4aXHDFtPdVBAgqElQ6LOl0ELYtH7jSgDa4wqpjDeRS7tn5aGstkgGktrTeD0917JWoUBLwM+GRC1pSyUToe7JaaHC9g6cS8PfGMAk2uiHWTGn6luie7QqT/UqlI9vNVrBXEjDwR2aFm0G3i0If3dJ9bmkTr92LNwuSR786HqpFmKNOcN6OIt9w6TG0xW70JAy8i8QeadQdNQc1Yob+g/GG8pKXbjmiKFauZtyBhGCDW7N17Db1F8OxY40ufc1FEzfHM5mV1+MLpN3jY3cfp0p7WAVZxY1lF2powY0TTZ4gXmm6ktTiEHmERJK8ZETcyt4mM6IOMpc0Lw2dkGKhOudnWZ3M2cR0BwTN8j4pIkojK00H/oYavluHE4ZAmtMSek1znFoXb377eb4SQTi7j+huiUqYD25bFT+Kuf9HNs+Pnw/Wy2VNb27r5aWi7eYGP+670jO27BkeJRMfASoMoDY9tl+UoA059bwEeYAzmIMNNHR9qPdCQ0hTJ7SkZ8DaGgEEIfE1GnQYdQs8eft38HWFPYx9i/feNaRhiw30sTqa5+dDV8BK4MAuc6iZZRHjo68F4o38ZvrT/1ZkH04RJ9MUAe/svNnC3YjYIfWOxwRtDmjaYWPSxomIBR+cj/DM9dmY5M0/V8X7yX9TppVNxVyqNwlgsYmduEaraBAj7G3gKwUFDKBipR0xQrtVoUcTTw6ilYgm/lagpgZpSs9ZkaZnSioiQ6wmRTMmCJCGlxbwbsqVZSnkhLSd71kMfUrI6Cil5yGr8/SjFTUQwho8WREv73nEZAsDIiEZid4HBx905qc2BIH6+8O+tjRCK4qCQhrYbdc5zM1kMwhts9XEEjY6rW5sgC/FnDH6OEEVXQDut9Vx/wwbeaFBbe43htvZijDGGjt2+0QXdJYNt2imEJvzM3HbYCEaapuFk9uZlfldgcqtU43LSPDI3u9Q2AqI980FaU8g/VhJKzgukhOazOSCVF3i+kbyIdL18o16+o/UfSM2UekLLBc1QU0XqmVyfTGhYb5BWNH+nilCXC6oLC59BrJ+KUvQ/oLygi6BpQcsv8PyElBVZVvKykM8JKVfSj4LkG5xMsNR0pgl+dYXyDJoQtdD+xSMNUvkLKKQiqKyks+U2ltVSPdWqsL5AfYZ6Q74u6NeFZSlI/kFJcCuQ14XrfeGUL9T6hNZHZD2TsrCkJ/SUWX555LQ88/DPlcKV5fJC4c7ycoa6cOeKGTgXsgqlQi1ejj3d0XpB9RGWH8j572gRdLUDw5KxdaA3NCv1fEH0RFofURVu6RNQuJRvCC/UYuHE+aSQhJzMSHrTzFoTec2wXsxDLlX0dEZPCakX5PYbSqEuBU0ZlSsqL+T0D6x4mHkZ9iKWHyC5iNSSFkzb7rcDoksO1M4zzCh2ROKxJ/cNNrYqkXGFx7Ox9w3vD+xyZKEyfOhiz24Bd9lohKf1G3uYS2y7cMWxEf8jQ5qA3bN+aBz3iRal6s+m8WlvVmNfH+S5iHY7xOmBNDbKT0MzEKHP0sWKYYeIul32aHgDDh71sac4fk2MGvb12McO8fGTqyPAP3jo/Oa3Dkvw7g2/Poye20qqsvk67AWEMmrTjo4vOJ03gpqg8s9jHwPu6OPrlKh9nia5Qqc/RJqMoO9dJMDo5EE7xOsgw3UKH1/VfQuTDPjaXMY+Hi2MsGwjEns3NsQZ1rHJGbgNrhlSbDT56BXwdpdM7cs4zs3WPX0ZPO57sHtfvDbv0wT2vnbt7ud2jILXEaYhfGACaYejiZKG/va46ecav0JEeWOKAeYaIsMq377Xpnp4eqsAHr+M63eTOqCdTTZ9zg0d3FM5+M3bbXPiFLvj8/t5a6BJ36Hevr6BLkgxb1HyV8zz+RPIGdabyUKyWk7ztPo8XBAerMNsUQmGuwVtynxXRNWv2JnxbGj01BmcLI88JdI1uZJJzStekucxlz9AfpinvgIkND2YlzorQvG6BCdIj45Oc2YRwnHEPbZbRFgUjX6w9zS7stuUpbbHVrQpDle0FFdweb0MWWhFqaWAXA3e+psPx/vMkaP/u/1Nfs6ugbOzKcIooKbQtCKgAao5aEhe4Xw3G8oqHh3x67BWC5FKR7PLOWo4jkLKmk5YIdkExc9KXP3dCvwAffFIidXGVbtnPlXQ1TMXJG9TBkeYDzqQUENRezXuqQ4fd6zehikpkzMf1eo6koSQoQpSLD2oyGoORK7fkNXOsUmi4LnRguoVkwkc1uahHcWG41xo3tNWS9AdlFxRq+VmrDaJzVV6sb2r+PPRp14RrSTfY2o6uyzlSk8VtCaPulBXyj5ATvavYk5TIhblI5XEarAsHrG/rm6b8fUWiudidT80lLPlbL5DywI5oWo5/GtSNCW38ShKgiJUT1MjLLZ2m8LW0wRJoWarnSh1gRKOT6BLpNX1dLheDLoRdVk9gsYi3EVOZFkg3e04XAS9h2HC0hpJccNMcpV4OrPZAH9yxXoXqjygks0pTiqqN5OlyhdYfwx7/gMqTzana3jwf0P1QuVXi2hK323d1V8RTsAvNhd6N/1KvRiPpSC8oPUbytXaRED/bvVs8rPzomopbPMLsnxBq5+JJFPlxWhEnmhGS3q2BJVnx7HT26m63dojx2oFPaE8oXoxfKf/wFwB3X1Toi7FHdOJ3VF9QuoJ5YzoJxtb/Wo8MlLftULPVhNHqp2LW3pgrliUgtUUkqgJ5DQqqm4fTkYXeqKKpdYT/gJaPJIF21tU0bu1nU4/XOdkNXIMpoSUJ6Q+osvVedqDO7zZOoUriRfMiFcRWZD0ABSPJjH5QMEcjKesMsfXx2tCTILDjmSnvwevHn7evhSiw9zP1gO93+vPy05u3cqKsPWmPYbxaAwNuRNUR4Ppst8hLmR+7uC8MD+7PXtpF5zi7XFEO0OE7OFoXtGbH47x1QW0IQj9zfPBVj4f4fnQ2WJ877CDYCDDgehVCj1qdMTWdqxzG1sZuytb49Cyx8o2GFsbwfgBcCuERLtj7wNR7hXq25MItgEDkQahpbASBuXJvgUJwYXYUAbjFZ2OTKiJY1UdDHIxwBkP/R31CAglRCmtphhILsBKoEQTqY3DIyeSWZZTEqoqSU0wqsn+SiotLBERN0KYwuij/mv4+Kc7zeAy0hrD9yO6C1y81v9IO/bXyKKyb0cGJcrPmIjD0wwDW7hizpQ+dcHTvK/2YMCvw+ftSIdnWusbfOg4zt5T56QDnqXT3G4REGtUOCp8NPG/3ZKc+5+v7fzqwVNHu9yWa36Au6kixQxUKS2QhJqyRQyoEBGSiKJppearHQJqRdfPlPqAiuVmTGSEs0VRVAvFVb27N5AXNMMVkDmjVGoqaL1DPoMs1Ho2749yRUVIi1hRuVKQ1cNa1WeuKb/DQyo8ldyLSbCojnLue1atdggRQKzgmzkwFMxYdkfXbMp/1AwpmqhVWrRG8f49MtmETs4maC0LspixM2PFoiVXhNxoxqjHIhZaHJAY3OgJ1bOlH1he/Hu2c1OQp3hIec5Q3YNHo+DaCukP0JUIrzVjrBosCbi7QKjiwrcQ3nKaQGoCXey7qNsZVlQKmr2wokZu47EOx0euVzyvRSanDh0MhsetjDuVK1LHNbcTKMa+iA1xkmV+Klxs4B73qrcgbA0HH3pNUD1sRrfdzixr22dT3vROOqvaymwB2iDcHUUq7m6NPHGUQ7b3Ny9vt67G14cBHkRfzn///LVtqfW0E1L3726j4f4MTL3frTT7Vju6+3VH1rL9otMD2np8TU7YNncwd8MDr789tvL6tdvhGmg/mYjp8KC7bloqrcM1tl/crVvtbY+OTR+7tt6zh48MP8kwnpEmGNbw9uW5jSnN22GvPiaRqdtJ3Dh8Y79UXxVltiS1Qf3uvWkRHq+qYyi2P7+C59fmbmNI3EXR/rSNVxD202sjL3PA4l65N7fiynh1xyCXd0ysEP9c+zpqB5psqVpwBTXaDL6mOMYjGgXRm73uaVHNO3XcJ91o4SlIDJYF8062wrGER3ooM0Px7V7vPWJ2cfnhBhq5zb34qtBg6/u0RXiIR2WIiBsERuR6++LpWeLdtj3ZM927PDzaPeJC3as4cotvL3V8asE8/jvvNmW4pYfR7EWtq1ib1XGtdKOFAyWez9xaGYyskXK5iCvfwxkj+oxoBjdCxPjE05aqKZrNq9px3ooLf5COg14UFC9mG/n4w2vaZe9mDIrzmgJNIR48bPD4RpzeBJHs9CNOkxF5Mzg+NhpS+11C/lhQHU/bOsEibQius3EnGpU4q8e24s+m2eGtpc3V6PPkXtfZo4bds3vEW4j9Pjfq9fBSjQgg10Y4jEFJoV/oUTz+rhheUts63AFEujwhfk8VWlS1y1X2TDgPeY2FbOtfwmNefN1MkRejjBIR18X6rqBFLfVWrHHCUQHCKDN5x/z08nVGdj6wAFbg3t22EH1B6veB/3ndQF1svciKGTRPRCyDVxB3vGYsxZlgNQjV0j4hjRfBDdEblm4ug74Ai60v8WLgmoEbpBdQOwcbviM6xfrTRmDhNBp1KHx+BZ/UuB889uQ4sEgOgz2Mr2Z8Us8UoBrKd2l9NYpsPCehuvj03n2fqM3BPFKPKSvi2Qt6pIkQTgimswsaDoIM47CYoTBkAcXmRAe+1SKXoBnLdAG9++6cjR8orX0h0nxZ6meb7/EMagtOW/r6t693GyFGuXO7LYxiwbxMcOBnb/zxvf5gv+rh7S5VRW6zWZ86f4r1K9NNunC7EdIauraDa312ucL6loGhHl/B+7YOKdtpabLoRpDs+JsFqDG/+9jmLAJv1a6z8HZ0xh2fPLq7FWr1lYcbBDp/H71hPixGjhvJ1NHoaelCYfNOjlGHwCEbojGs7XPlGaNum1/zAPAWW7RFtBXMPUKaTPjTCANtwkAjQkIB3PpuG3wQ1LCoJ/fTRoBEPE9PxzG+38fR5z6YcO30IhAhX81rS7QJJkbnaZhDGYjHDQvOOG2zsvQgCbfKJ+iKOHEeKd0rxOsbVL27IcEjJkQQKaSSLBJCrIiP2M9IupNSfyemJNa8SPIUNUJ6Q4l2dHWDyoB+Z/yxoffVFgaOTR8NR9VnwlO4xLy3OUlDe6OxxAU0b8ropPocgnks+zPhFdfCAWnt2fx2mtL+AI1HBKyeAihozDydkhuQOr205dQiIrb1GsAOKh4tE8/G7wP9d6bn72tEfNRB+NzPn70/HkD6v86p6vB3WH+NmfhAtvTRuu0eE+0KHMswhzq0+xZjPbhU4P64Ikk8vRKW5zNVmvccIFVMOKgXdKnouQAnWBfzhrpZnuFSf7hAYAKLpRsWsoeL6ukbKuadhQLLA5weSOtn0DPpdkLWBFIQfYHrQr1lVOxQp0Xhe0HySj5faRE6WZGzeUsUj8RasFRreq9Q1fLwFqHeH4wEr6vlDz49QD6ZF1BWWOwQLbE8yon08gBJWfU7d73zoj+Q9RO/f/8vnNYzz/IZEEpR7rcbV0nc8oUqT1RZuckzN4Gq2eW4G5IK+QHkouatx2Ly5V1RuYHeqKVSV0XTJ2qx+gs5PYJY3lnN8CLfkeqOirWg8oIqFHmwOVIlVaXmAotCEZYi6KlQTzfQO4m7hVzfV5SCLncT88VqWeTyjOQzdfkN0cKpfqdSWOX7q/LH65fTcHwbGoj9MrjbLs6zheYyyFDBkzYS3rAVNdlpWtIbj+UBCN0BFvvXKCd14WyW3WT4M+6NdRj3uH8Hvx9lpJETQkhxAVcLUY4xJaHJl3TjqA7h1L4LOuIGuWUKEd07uvSrYZtRntOt4Dgicvos7eMIu6FgMwmD7GPnWdnP0zuu1g/DTATbbRvsa3DrAHKkmRjnczu+4TqKtGnvTL3Td/x5XzS86OB03t+QoJ/oS8ZxDMLUZlz7u+OCGGlnpoN5dKMwrMPv4/1xzxsmYFBK6dSe9iieYYy93RHkEY/x8x7+N+dED1seXjk+BW6v/a8jY5LpwR070M33LB1MpeNqEwHRXh29+wcF0QSTdC460+D0wO72Hi+yZ9T7Ic48XUeIBsA3LH3b5DEf6bKN7H9xEGeaBNzQrgN+ghZHQZI2tiZpNhC2sIyj3cJ4dGugfdH5MaWv3fbMT5icfMLy+9t5LZQ91G/Ad1O8ZEV5Qjh7JGGxvxrGB1ecpYwp7R4xoWRFWJH07LB5Spbsa6H6HBRT6JHvtMh6Sah+cww+W5/c3Zv1QiirBHOqUK+1YNEFK5H32xR9C5pcNRQRv5FKkjNw8dQ1FfQZuKPpZHiJFEDqUyoF0pWoyyBh6NAF1n8zfGeL0CCFV3JEXQxfp0m6+j/vowaxh1EClyErWjwzwOLKXo/4UPc+brU+m1L0ydoSj3jXM+bZH9EYV0RXZMmQXClJtXkkUpn4ubt42xn7z4oKmEczCasZ8bFNtSnvxVKeRPSTuPFJJVFCN+GRNlSLHtCyIFSK3N0Wok5PF58vj3aXm72bHd8V2we5GcLF5zomQGIHMtpALF8+ckZygnqB9QG0kOSOqlDvyWn3Cqmaw6Hi60RQFmN5+W4e5uvFlNPpbvSTbh5pAuaxvpp3vGTrU90jHQhDg/h5WhbbG2vkuk82byqfjVbwdZoiKqEYqAlz5lpNMa/4iVyUlNUiNAqQPGLcjWHi6YisFoejrMmufj6uYdTMjstihrJYSCeQRSy6qa5uAxWjv/sN6gnhbDn+q8sPp4h88HGjfDwFWMgPboxoxtcbqqtFPeRHg5NqUd1ZYU1QHoyOyiMkqKfvoCuqf0OqIsUU1bpcbY7K1WjEvb20xvw8gnwiik4LLyjfLPIrPaJc0LQgcoH6C3H+jfRgQjZ4qDDWLRBIHs2jfDKeePuCcjd9E1Aj1VO6uxy4oPVfPGJjtewB6QwSDmU3InuCyhVJd0RejPfqJ8N/+mLruJ5cTPSC7/IbKguSviLcnd8vTt8e+URFktVJNdq8Q12slmq6o+k/QLwOo4rhngr63f4uNn+Vi+9NtjdY2uGEpm8IXyAV542/oPoJzcXqt7ZMB89o+gNltUwK9Q71B8gFzf/m6+4b/5dEQmxlH93+uBNqnBGPAttG4BqjNpuwJrvmdldvRppcPG5VWzgnIW2Acg4Enw8AB6L0kcxobW5ky+mFeO/g/m6QW+RKR+FPt6zhbLSHeSt1Hz93BMIOvqMf5B2y46s9v+Oa+j1CWgiwsVFvGzgCKrYS6GH0R6OPtnu7Y6SACYJCO/xpn3TdtDim0zr2QIont28qk5CzG9Fg3JlBpeNDfJN/Rd4eDzvxp3mmdwqyW7qDEMS9GUIwHBazpuaBUsUUrpVIVVWbkUIEaiqEskV8facQuBSkJi9WZMKMCCQvApqkAhmS4bZ+xPj/5jVhs/O36e9rb8rwvB487t41rblxvuhIbw2OJ0p/7i1mhQuwSpuTo0cn2h3g1mEzGUfcjAlzRzSjnN/Y+5F6PzLitJq3xsREdG83HH5rTL9tHK/91Y7P3agHOp4UqYktdXd0D+9IvHfU/k8ugbqYZ73UQlL1kM9iinFdXKhRzNthAYopTFI27qEZ1QXVG5VnmhcRinposuTYZO0gYecNgfMTks7Ak6UBSmr/8IOhBzfoUtFTNQX9XUla7XCcMqQzZvNL1OjZ0S0KVStUSHeFmqjF61WskZbAxoAsiGQkST8gKR5NsaBlpeqVoit3buR64+X+yMoD9WSHoqor631lBQrZhCugSKJQ6AkV3VCT1cV091oqCUp4GJknn6obU3QhyQmJwyTmgVaSFXFcqnkxmZeQG7DkRHgN1SRoquZBBWgUDKyezoqbFzcs1BQGQT9GKFjqhjNmILr6SK7T2vz4pcOetP9tvPcmZf/E+Haow+6LrrceLFA2j8QX6F4dmwbF/++8Zl6TPehiJ6SyvdGbP0TMBGPjP3H4P2ivPdSi+8ZHZPd0Y2vSWVK3fbeBcCx0HQjPA/uS4ftxeq3htQlOa/ujDpx7eWqQeTaK7xnv/nsYoMAO76+JaP9L10+QsFsHWxrbPL95ugnmYitu65I1bCsHUB21dwT+vJ/uSXezh+3a27wwPT7FCNCJfl4vr5JTmy97Ytpvj2Bsjx/JSq+Av2sjFs7msVhY23dl/nm3lnX36EHPr8dkbQB4pe03CHtriNh3vueVEy8YmMoWnPGdoy5Go9p75mPgSTMP39DorsEDvIyPT6jb0NIA5k/QNDQ5MEJ5e2j2nKVZEd/EtUbKFSsgSzZ5y0RtS1lE9aiByM+t5jgmSWh7OoWWl9tT2FLHnOtYSiGNyINARHXlKK6Qutv7JswYXETu/8jzbbCZYtZx4OmW1JVz8xnTa1KEnEYYVFx24U6LGNjOvzgc4kYRcR6uCa2PLthEGpKIfMi9f8Ed7oWI5pCIJtEwLKhPvMt0KUMKmdkakZTcDube1XL3LVsaTuxaHPwQMqx+WWOvYP20HPyhTI8Ug4vjJ3Cq9GiYhZZupVHhxw6n4WAmTq/mE6hOY06Tg9E06pNRM5TciyiLy/kqaImUm57L3iNSrLkw/GuHW9zw1ozvkbo2PNLBlMBe35EE9Uz3Lk9QHRf5igcAEU6PvWA6mLOQ+nxE0XX1aGpPe6bZZHStrWSJUGwttIiDYXGnmENbZxqOlb624YZ54a/mbFZrWzOSxCOvc8O1uIMkiHv/G42Zg4337VkzwuGkL5OIrFo2fDlqAvraTxFdAZbC2udZqxsSMdxHdg7B1kHwn+bd/8Gr8dvQbzke23qLCAGvXTfQRI/YAmVFw7haHo2nVDNAIcVFPDdQppiruzlAyiOIpwtCgO8IP1B8vlLwxJMb3z1agYrI2tdGw7c7xIL1F1EJJDfglGFZVl/XHjWkJ9ALqncfl5+BlSbbWKSAOdEiFUlWn4L6i9PfiuhKnBOjWLkG7YpHYMgZafVw7Dyq6g6KknvUjEePWDT/s/E2eUHIIE8Nl7ZXuGGb7GOOtFQefZaeUbn6xMfaP6NiGRUsiC8NtGQGQLS4ceyC6oWoo/KfaoQIvtbFTvswyRPxzCjMueDU/EZlfnZ6NWQk+n8KpPA+rcPeNvQD7BT0W2FiL3vp/Bvb3zZKulcEVuJJ7ceKrXw7RHPtFGoTPrddTN4hmwbZj7/x2e2AlIb/NMA+9Ruy2GaMh4eieLb16fhq32fhMOb8Z+eJn17T4HQzzB4SF8oAqQ2CYWAhsAxi6Pgb2CY8tq50RMSpPQiqpatwwW8SamMRRrSCC5FAy1cqPcrAogqiDd/AJ6J1T1CG9UTvw35MHQZG5e8QhtmGFeMcNsoQ3DaLvHsvOuOlb6ba+ta2sbtar4+nYht6uTbBz6bL2kkhmHuNCKnWb9VIteR/JW8iH5Lda0J9BP2tpsglhLWPUN6GqY0S6BS2GxiI56v/y+alAsRBtkdAbAxesnorMk6bCWGNBj3MD8yrwtNNNenN5yQEnMj0Lpu+W1RCEwy2fKXSx8Ce9uKeVkLAbio/95jSxuCCRrab0LCmkKGvoCclBLBGY5PBJeAbI4dGgh13iNo/jvM0MjEf04yJLbOPPn2tCOzj26LNjwl6opBfxKFVVtS84nMcsh6p6Y7kO8qCiNUgSNczpdwo5e+IZhJnSCu6vDhOTrbvOr3UbPDK3SIl5LqYgCMZckb4YhDoiVoTWX5YJEQGkpDShZQeWFPmniwX6V1uZE2c7guy3NGzfV/ui/WffjM60b8DK/UkRmK3J2TNpIcbklfW8z+pWUnlE5Rf0eUFlRurZqomWFZYfqB1JX27Q7mQlkeu98Jd/jsLZy5/v9oB4QKlVL7/88r9Xrhdr6z3lXq/oaXAox2WpP473E/U+1fK+gLyFeV3SE/I8gCrIOUvpFw4Pa4od+r1ix2IlkeUG1V/x9JgPUHNlOJFEhfzPsn1ioUIX6iauN0ytSQWbuRTIesFUc+5WTOafkflD2q1lFDIJ5L8RqKQ0g1VRV9+R8ms+gQIZ37bUeu7ryY4BxWP0T30JeNr1cJxfb0Nhmpt6+uAvqOro71f+h7S9+ngKdv1Kp3d6chD+l4+cuWx5SYvbPb5aRsfWmlvNh7le95WINQOSuO1owFfhn2+gb3lUzQjg7Z2Rxmn99PekI4xG9e4B00o6bDGs/F9Fz2ykYkaKvuub19lg4e3r5G62h6yg6d3OvP6/qdFzOy8wTf7SScSf2j0qN+0PTfkjw3PTax9I9ttaGvbzPzb8GyspSZPzuPRQ/iY5+lwqcXYB6Ju783tveb2sqWhWcYZ4Ni9Pqy0Iw8o+2FquDWx4x02huH08BprmeHZPuPEPS+Dg3mdmu/z2yJ2x6GPZDUjqD3X5ThpZDSbRTe8baIpDuer9d2Z7Tz+AZZpGYx8PH5s54+xd53bOTJ2DFG2G8gJVG2Y1DSskZfO7Qz7yH5gA32MazTwsOEmI1HNoSDDu8PYxebLtjNP2/Ez5qafHLqCOSq4MlpCeR+OFTckDBNaIT+g2YqGCsU3nQvIiS7nXw0xq3kW23gsQsI6daVbtrSzLOq4eMHqct0sEjOdQC42/YtHSqilBqrFZVgEUoJs9RO0ngEl8vyPXvACkD2POTegoOkGupqST9WUW+nR4NCVpvR0hWw/DyTMi14R+Yol5vUIgnQ2KUNCIbt6FE3IHAG3jyGFgvmO6tojCkUtAgSln7+NHjRZe1LOw+90+opUoakMyyAiNv3cowWRJ9AHlLvPeVDigkUEhHFGPar5BPoAegP96uvsx0C977ykn81sHa99rYug1aJpkDPK2fd5jxCJ858srjhfPcLjB0I4KglVI8WTK69T4NDSwtjxs6BRjNeNQFoVqikryWc/w7r3uXxpaUbtjOiK+uRzFuUlm99X6AvNmS0tngqpmsJZ1hOI11SoanafjPWnxY+yp4GFZ1Qvvm5vPqdW78AMioKme6c1xaOIClqSRaJ7pILR2d2ioSSZArgsVj+gWlSM1AeT6VdPq5qdV8nZAMqWYUBXX/Pp0dZFdZ6dgjYvWIqrm60jrYbnhNMyaM2ILKhcDKdiRkFJS29PLRLpPUrhTmuKyjfDXgKRi0UW1QeEQqK6Q9ZiURHcei30esGU15jeRypSn51uT1gqn6vBVrB26mcsPe93kLs7w6nNU/1MM/TyhMR8FouqEk6gN6o+g5yR9Kvxp/sziFCzr9H6iPGvHyiClAfnId9trUjx/d+dXUNXxeLGJxAsTa/Vsrgb31Vc1n8A/mrGgXK3ceeKyg3S31ERlF+MN6cX03dxcRp9RnnxLAWPiFx8Xn8ALyTOWMpfy0gQWUpIZ+CTGTd4tnXJb7Q9RUDVDCDJF1hNtrar3DGDkEBVRF5IcqPogxlcqpqxKN89KmnFUsGtoGfjGyLAI5r+5rznv6Ikav3EXHXw+PrTkRDdq+z4mSYibITMUSZ6m/2+IYiHnDd11BsMMb4pTjcdyfaLvvbjMVxb5bBscLGF/Gffj/p4s8HtLcXE9i4N9sEPop6Mzx+M843u/H4cEOhidJNbR7/NSUY8OGL8iatJ19b7JMA2gti+sPm96effgmAQyNvJwnG7FawDC6NSJt478lQfXt4Wg7M3dXhHu9PQNHkD9GrhbDEzNh8DLOFZ08a1SS2DCw+RjzH69rHGQdkEdLrAPgp3DSfibdn7dtjq6aZa3jlZjTgkvFjsj9kcvF1JqLgBQd3wouLCj7ZIEgu3Sy5QiaV78XGIOFMdTx3vvmT60xEu/WZbBNKZITS8GGsd12G8pDPemlDggl8Ter0/N8rMdBTUL4xUFPkqZ+8aF97anGn3pNKhzVjMRI5AX2etwJgQHqn9QDEzTmuudqY7Kh42yJxX8NBOpGkQnUYc4w2aNeE6sZ/ZcVXtcbZ/oW8mkx5gWPutz/Y9cDG00t79oFe6WlSxqKedFSUV9w4hIZxMeEwu8JKR+4V8fUK1UPUHQiZpocpqXgyeoxJoRgjNPh/3O5Ri8rUKnAQL7X4BrlQXPjQO0aKQK0kWsghVFuBCFUFkJWm23KoqWLE+ZSmGo6qPKFacUFWtMFzCvKDKgmQhXRTys3lalE9IfUDVPGBUoWoiUSnpRqqF9XpH0omXl0zRgp6+kuuZ+8vJasB8TtQC1+8raymUulLLitZiB64zhsfnX6A8obdCvRXjS/IDLoIuYgJgfUTSDVkqda3I9dkO7fkMuloRShYsp/FCrRfnWWdEConfQQuVBSVRilBUSMnqQ1AuZD1ReUJ5QPUH6qG75k1yIaXfsMP+D9Ar3P8AzhR+IbGwNCXGn7he3eg36zXy0TTBbdxvXZh4DYSNl/9sCJDOW8ZRjMKjDr7FY7hG22OmFwBtnoD96VcGuhFGmogxDlajF2WWZQf8NDlnjPfaCKmxp47yhxxBOModTHPRWJDMctg0nmkwr4w5flTjAaMTxlZBHR7hMs35f+418/lXiXL4u+e/u3kZ6FNg8A49anfex9rfcAKa9m9o2inZzMvY6iRC6KYLZTd5I13siHJsPd6NH8KLdyOztC+DHLlpetdJe+bo4WEPnAb32n7b78h2LuKZvQA8wb0fzytXk8XeeFx2H+BVpfOIsP6OpS1gkGk3gA99zMEzQjP6RTuNJ2xgOoZmliMn2jm4P/LjxkOGR7WbQja9DF8lwu8GdqHOkvf7QcPI0VJqcHg7ThTTLrMnnc0NmcfS9p23mdJsONqSbOcVBsvrcem9QXfuCNkIT1c7FDNHiyv9PVJAC+QTmtxlST2Xf0svEkD62ah6PvMU6ZZCyW31DCQrJO1e7SUMH96XXoCTpQqR7CNy5WXb5EKBldxTOvc2wqNThKgTQFr8uynhEUuHoxoe355uSP3cF/PVzi6BZCGMEMiLKdm8/lVL8YMXtA1v60iVNF7NfT7439iHpbFE3enLNaONTVbx8HidZlzA8CoYbgXX2cb6dXhEoXnmj/s/PqeuVpOIHBBMCX4y3NXixpXbSIw/vxr9e/+KjU/Vo6KTz//qRiFL2QKRftkzBNALY9u47gZjOkFEIuAwE44BGM0KJD97KxjdN/6ilqYrgyZzDLSz5w3hO8oZ9GnYBfxsq0qtfi8Pgw0aFHHfL+1RMYTC3h2bctCE06dGtIWSxBS26imR+zZ1CqQ6KblxsKTmmY/rIazugsNCRD4EPSUvsI15qmuyosQ1QQ1nMDcWuQOlJrH1drOzDsmMfBLFipseJxMRIM2hU6vBl/CkH1YBzwwCYIWOfW0M53BtTobvvdSU51QkPZIkUcsFVasTIC0rR9TWK8Y6VBE9I5J8ilxHpZaKy9JiWaSJANSrr3c3uMiL8ZVsc261dM50A6B787v3v3gUhBWELpbSO30CvSG1Wv/Z3PvsAHg34ylQqxXRTvKCUNBUO49o/EqcR2Wn5dXhufhcxbgBLqj84n3/0cQISQVNVssCfrE1IBYBETVMlJvTuDmmSTr7nD53fRgnUE89Bu64my2bgfMHaTU8Vl93gqWZS43WwfR7NQqhh9FFV19DoJpIVZFa3Kh7xyJawri+DDLXGeRfMMPqf0N0oepv9HoWr18fMkI0GWeQHkLlNrLS1Bb5sD+wube9Pz0yCvvzu5Ocu/HKGnWBg3wEOti7t/KTunDVjgvzptCt6wN0Ax8zY6Qcjmt7btvKPvHsThiU/nH4s31qaldeeSmOxWHDexX3A27bxx0+dXc/xt5oQGHMLTsPtQt9H762XkkKkTt+pxRtytJBYJXhbwtndcEx8r7FKKdwnZBEQvAIArLN0zaQo5GGALUdh3umjOPw4TVENrofBW72E9OkKulfQygB8yJom1kIBBMV+Luei943uRCo23PuedTyUTY8+hhdGWyQWIhZJXI4W0sS+Q3Vp6e66sk3c4tycMEYn9phdLaxu9XVBRIToCzsze6HwO0rQiys9EhV/bNrwpBsf+g3JNZ/w0CecKouwHbldHYI49DiczfNubcVuGoHFem03aJsos2RJkLo8Pmcoi+0zXOnq2VDS50O7RA3RgKY8NRznvf/wvBkP4weqCPy4r1BcB2e6wW5u4EliuP2yJoOem9zZKSxRsPq2Nt0CdCfc28pGSJ6RlCnzS6k43h35jm9fszHwqsRYLGoJ9EFK6n8aJGTiyLpn7Aokiupqgu7mUpGll9Ylguanqn5d1hvpB/fUU5UWVBZ0OXB+rhbDtycPllUUVqcBn9A/UGp31A14UyWMyKWF1PrGb0vVCqVLyiPLIug3NBiHhGFqx+6VyBRH+5QKvLy35G6oumfIJXKb4bjk3nIab3DdaXmX0Ay6XYmrQXB8yTfH2F9oJY7a72ieaVmWG+KfvvO7ZZZ64Wswm39AmTKyxNaC+uPf1K1cM8nSgXRG4mVeykUEdbyjVoKSf7B6fQ7VTJV/kZZn6i3R6RkpC7I+QKnR6jfIP0H6CPl+q8oC6p/BWARMM+o70Yn8i+2ph4zkgqpmHB8rmqOUieh6kLVKyvPphwoCnoh6b9TsyAnIemdtP6zRULUuiK1Uqt5nVVWqlw5VqS9g+6gL4tGyQw/EAxoLxtM93T8Oncg2ztx3/nQIM91WWKWiEYw4tW5P50A6/JjvDDzoIC2i5Dd7NB5zlYuoz0xNt7rSQ2z0PjGON4RzAHyTVTm2La+MYxtOp+BIbaOZPja/kxgSW+0I6B/BvcA3EL20WuSHocR+HzruG/s3xs/dqeH4z4OBK7JyLIfwDCnzdi22aPa5Qb5bTTI6IDi+6gcnV0aePOamvZ8hnu6+T61tWkj0kHoeJqRWVxpZxl7bkuLfV/cjjsWVhDHa1Rw8Pu0KMaPAeUQubtbN7JHy/YaxKiZv+x67V8OaOeIQ+wWEDHVxzQ4nT+ndaT9+/bhwEU7LG761u3fDV8Z5b2BLiZj59BGA0MGk+mO0RzwLr+tY0MNhu374zhnALRP1PxOe++IDzBvPNsNaLxG567NfMv0noCEN2l79ad7qRIpRTzPe7V83nJyT+aICA4npLQ4qhZL68IN1Rd7riaTE9yDWcOBqFqxaMX3dr1Y50mxtBz0CAXP92/9muex6edvPl5TgiLYGSwclUSwtI6r4aA+0NKQSPUjcaQXEswL2b2pkxqM9WTeymKKdV0jqvvs41lpZj5N5gnPgsoDsCLJitwK4YF+xhS8Hm0hppzUbIrCSNfSjxZWjFtkNe9v98inRZF7RK5mrJBtAbnSa6aJw0ODU5x3iz74d5sz0/knqFYjwqJcvjAqYU3ZvzTaaoW1V7AznBsl0tnZZOTsf//V6gtE7YT0jBk7MiRxo46DwB2Lxrih6QLpqdustYA+G9oX946uGL65IiQkP2G1RqyvpOHE5uAnc6YTVZNfWZAl21mhmqI+iRlFFKO/yC4jYXTwVF55WQmPc8CzGoAWp32Nccc542JrimKRJqm4cjRkCZ8PEaqn8VJs7sXTFmmkPSs2fglepZ6jv54x5Wrtxz+xs5ilEUpmA9Pka3BF8IK+kWKo6UhWlxvcAbFWP75nJGhekp3bSJbtIWWvv22R2Ojd6s0savNdF+d34jRv6c5UzmZ28j5MxaKO0/efT01C+MUwWQVLYVaczgA5u67vhqQzWS5QX6j6jDmC+hrw9Ux9svWkN5vr/C8WLZO9Jkex6CrzsD+j5VcH5BvwOyoPqCzOzkKuMxpKFCJlENzR+s0NCWeb53o1aUPM0FH1YjClH8Zb8qPpveQHVhD6ETMohix9MoOuXhH1dEXJjTRyRT2lE84vRCosd98aPbIrapLIi9OSR9pUMzKrfiL4dTjamnP5AvpgDoUUtCoaBjGxeZH0h/EnfTL+VtzIkh587k0vqKun6MpmTLVUYzWEB2r9zdYHXteFEzqk2xJuWOTdGZVfsKgIq+VB/WpzLRc0JRJ3xvq8r13vNkK8ue9D57ubRyZH4Hh4lFUHHtwcbDby2XSIEJqS2LOv7GSTJnsMclow5rdFjM2YiCNPB3QrRx4cHaYvW3xMP7dxzoJXk+8GgbfpHof3GmTS+5rk/53c3xV+Xfk9YE067ntAtAxt6K7vdk7YyKUbNMxw7R9519WMum3QfhhQmhDQftsJt7vWmA5A4MrO8Zn0yrt0otrScdCZK1l6ipz40XHuFed730Gvo5A+U89Eazo+EwYGp9eWo3KkiWGhjFqcwUMrFKnbg1uPyLDBNu8iCaE2+hjgVU+v5IWnp8OTw2POViFNu0BTTXDQ6ge3GuGn7tGdqm+86kKpGMMXS+UUQiHgho+gjfdTXY8oGtDkYxrHGI6sdieeTxtOMRzUBExqkWFxDvOtA5weVSKEV0pyQVkaOmWax+0AaHju3MyFrRCGgx+oMtO6TA1aZETxZ1LDpzacTNjbfJf5/mYj2SqmmqdRMxQOj0t7ApnmdKRb91oJ2CTeGJAkjn9fHKNiYV5z2nA+/a7xmw4bXLT/QSMEaoXSRJBqRQHhwf7KV0jfkZy8wJuQ1IwQikB6JJ1/pS7/QE//E3m+km7PVK1oKmjKLkAo6IvJTQ+PJMmwOP+5f4Nyg/UHqqvXY6gNv3bYeaDqM6o/kEXIJwtrLtVyXqpYuLdo9TO0hemn1QqRiXx3Ze+vVEleiNC9BGtB6wPIE3KvpLVY8azlbEW17p+p/KCKHb6rKHpXhBfyekH5REYp+oxq5l7PVjDs/gUolPNvVBLCSuJOrauZrcsztUJKX0npC8hfzIPl+Yn6YgUDBcwAlBTJP0jyB1ortfwFO5V89oPWzQTK/A3zHvtX+/0itmSuK1JgKUaHazWBsnIHvULU/igLsv4Lcr4jpxuihVy/eR92oC1VoaoVCEdRnmkh+u+9ZFgN0v/2JRWpejq/02mdHPPSLZsfn5y4QMgr0vecsZXJEXv05BJo6RmawDM0PkZKvDV41+Dsuo5r2luP3o/9fcfdCIPmfuQxlNrB3LDveG8GS6amgsd1vsWEL0PZ0EKkltE+j5N8JGMDY5e9/e31EfktxIQO/MDIB+ztMb25s91O4+PkMMLgaDHwevvh1bbDYLB1BOhesj47b4YTjHt3E5CGiW2T43Qju5k+2Mj3eHiTvEdjjmzu99dnyWZoeLuutnjirbmfFvXBGIZ10+6O0Pg7/0sRN/MeLuO98MiOqdwyj0EuaRAdiTZvkEDwTN0eYEfQdu9ppyvZ4s1ebHhXDn7fNNhe28hbw5zsUPxRfB8BdCT2bZ7RES7eOc+HG8jm7ytRTjqEAI1T0dej88R27tuvyD04V0wJHfnWXdGyXCxaoB3Um9bSzkHutqzqSpsayu5T99pMgOfVtzuWgjV57QMVz6kfRtDIpltDEe6ezxQEV/xqFIuOPCm+BpLvg9wRFiz9Y7LipoiFpiMQ3tV6tQ6TFyfWE6ILkk2RRq3mcEIUqI6zgvPXxl+sL3Mau/o+6meLevY+Viyv+c1wnnBvZz+3FG8rezrRNm5MDm2KKFPeRRodK9Tt6W9YHeFmCJjJTHx8ghWNLc43hJ67P9IwPWC56dXmS0adUYnbNG2w0HFao5D1ey9xx8JkdKOC8kK3SAmkhKWqwfAqKyqeXz4taHOIqwgWiaH5wdpSMOO0eY0nsfbUvfOlmuxS7TGa862TFUkgZfeD9CiUVgfC5pGMFSWusfZWRBKSPFpDZ72I1Q7p+qqk1ZTyYgWJkTuWAgYsejx4qc2BTmsxPM+T4SCKj9eY9WBaq8FeH4EFxYqZA0ZbWVstOZsTw4V16UWt3RmzEYAb/4wlqv2rSldMr22JWO2Jk+FSFdWI7lgtymQRM5yUE+KRLYKlYVJJ5nyGRaVItfFZBomtfuvn9KbY+lG9UXWlZWVIjwgnTAG/IvKEyCM1KVpeaOduKWZgUYH6gEUSPKMi1PwJJJOSr4HixeY9BRX1yXga/2+Q36nyryifkFH2BSTmC3W/5ILWF1sjPBjua0Ekkzih2Pqx/ejZ+FT+1SIsNPhDrGvn7x7pZXUY7n0ug0+pG89YwceHr1Utlpq8y1c3X65+Dtabr6e/AI8IV28nIrqy8WeMvwX5NGEmrWhaQS9QfzP61ZvbPez8b0ZaaHV0bCEYDdaQyQT0CdVHhL8j+kxEUrV6HbqCXlHOKA8IN1TudvavP2ydLIvtJZ5q/GfX+2tCME76+GGWNSYZYbOjT0pkbzR45/T4wUrZyiLt3oFkLOyHvjVwwBiKK7sXuujyhtgdcE8L4qDzEeDxtwGpAkwh4wfnkyarNvmtE0+cn3pO0hljEUrbUuo0nNuH13ygRqDDq3t7xZibD9YYAzvI+l3+/DOnjOrzHXPVCUllUFi6gBae5tqA0IEIfHabp7gMt4c5ODg4TKkQgtBCscygrHHBq5tyRqRHVAGEcnqet56up1Gzh5f28URzSncNccjc+j56d/RhdLx1r08dcNpn3ARI+298ZtoAIhy2pS4YFvVIB1UbjYh/F4Sa1AMtTJAUL+gkok2HbP+83Wq5ayxqQvyzGS7clcMEVo+Y2Ezfuy47MAi2+fT5aCGYw7rbc8bAeQghc0TAjj/IGIWz5W7Du2pCfY90MaW0Cb09+mX8P9rp38KTZctNQ1AauLeM77kgp2pKnma8iP+MBic86xbv8W2OJOhK/ngqaFuGNsbNJSE7wT3oeI4u6c2O92M9OU4bFAeLXQeFaINB/Y2jHem1O29fa3FvuuWESEayCXuWq9Ryn1rl5yc7MCx30BukG7UItd7R8gT3C+TPpJRYzhcQC6fWWtFbhM0X82CKiI0qRA2TrEKqdsDWpVBSCMsFXVZ0Kahe0frdvYjugIU7o4n08mSHoNPJwjvPBdUFrX+Bmkhx+Dw/Gx0VhbpQq4VWl3Sjnm8IGbllJD8jnwqVL9zr7+Rqnm2rWjHIfK+sX+4kUU7ZvJpKMk9CuT6iWritJwqZev8rtVb05rUhUOCH5bpMBalC0oW0KMvlbjCwoMtXCv8EXtD0gLCQdYVU0eUZEGq5ABnNJ8Pl1Q5e+gKkRLqfkCoohUpFiiuGywu1frO+Fmm2SUmFXBXhgvLZjDzphuoPNP3TvI7OHu6cfppAYn/pSKPS9yz/cXTeaE+1vTMOi7FiwpDve8pOjtoIhhuRqq/zodMtI5lkt3kPn57TzbrfKOJ0fHdmkZ0vT/fVDZoybIh9r91xbHGZ4pUJmWSRqe+QlXqL014tsmlyz+XHpsMIKy4LdLRt8KN0nt9kiZAYJLaBQbazZz5Kb91jLQwE4XmlHYmjTDF9aoOiyZCTnDzsWXOvTDTRrgPoJaSSkcd3+ai1t2P5ozTmxnnZ9DD2v5uwHbEP4z/G8hw5u3lMD2COh3VA87SHbal4BGmkjbfkqBEYndbXztDg895k16BlHef9A9dI0uO8DJ8ng9ROAKMR+bBqBthHZjWQ22trfPS6O7JyvhrxsOWTgY2f4CPmZhviP0PVHxaYPAOPmg8Ym/g5SIIxhWNox1Eb7d52p5lh378qM952xpT50XZzu85iqv2nUNrIEZICde8gPcvpnjznuYC89PbCo1QjIlvNQ1sqzdFAz33+k6VlkkhPZB2YglPUlJDNc1isje7K3hzd7FywYMrYQpPTw/lGE6ZQc295FVc8hTy/+jjUC7PixgssJRS4gQCEs4/HctqzmhFAovh2vvVURjxCFFPVkBc9/7ioKchiD9JK5C8nPaLygEU62ASq1s5lGkvxaIZ0RtLJUgFRjMqqGVhIBVGLmLDIBC+CXc2C01LYYMYG1e/+/q/AQi9w7QaD5lTo0ff+rRXW1ihugM0toXlPZlzRCuupzX9fZO+7NHlbYM4oaXGwFqM7AUkJS4HqjmVed0Hr3casGSkn1A00SU6u2PR9IRI+1NUKr0cdkaRYlExyw50bRTC+Z86AKyLV5dduLDEc5saDLe2NgEec1FbEuxuUUExWrx5B4ToBZfG1ZrVAlGKGuGpnHskWSSTuhd3TEcfcLVgkUqzciPK3gUftC/Okj3TIZmCqKsjqkShJ/Gi5WiqnVGg1I6sp/VuaqGSRPCrfbe0Uqy1jDmjVzgBqp47IPmBe6r4eRYn0WLasbRFIo7+KSqQccv6Riz1bHKYhg8F7riAdAfOkp4L+gsiFJHdEioOiJG6I6zIk/2q8ri5OV07jkRpYrGB4CnmwhOHGaEf07uT9xX5PYPXxCvAdFYtKMIPgAnK1NjW2NvE1v6L575gurCLc0fyHSz4X0BMyKImUgqxuOPBaK1qz1dxIz0i6mROaPpJIPicX0CeQ2tazyTLJfpMK+YaiJDk15mUsPPs68jpD8g3kOyIXN0CtFtEgN5LcUX0EHhG5oUtEi92wehiPjuPfnbbPpkOI6JiIvsqe8k8vdpRRMwSSvjl/BHj2+f9sNC/f7PyqCdGzSboCyBeUTNJPhkAptqf5niG1Meo3r4/VhIi9JfZx1VHE67yGA1lhEBZfl+M2AoILD9M5aXhfp29ziyOcR2L+W4L+dMkss21+shZl+Kv7VsfnmmA0ANmU32/IdPFeixhnxMMeb2gfoc6t7J2V2q/axzLA0g8v9vJ8WOhPBIufJnu6PnjA2L1rnu6Wa3Ckos0oGwgjAPvPJkyxuz+ap+ZfJWSiNl2jR9WUUsBx1cN1osXR3HM04XE/NvfwgPfxq3vaRzElHZTHk7IiBDtBpz4DQcasm/St/fcgnz6r0R4N1dNKC17gOBcdPPa3Q3NP96gzYfv/sIDEihKHxd1qPkS0A520IuRWaMYBaThwQUaDUt+xzqdrNKwYzq2DEGbit9R/a8gZsbbhTcPSCMWMtHC1sV7HyEFr89ScLanOez1iYuIGusF8+x4C9TBOAqZOi7qhh05DZhXXoY0e9j8WOd+u9O3ai4k32Bp9D2s2lk9oJ7oNzD19xDc9hnke6XIc04TbLVwueE4wDY80ph0/qQs0IbgaLD0E+mADeONSlFJNoFjkMykrabGCbWb0Xbrwlj6h+huSfwf9RlWlFotCqPcHq82QFyQry8Nq799BVamrH45SRf0fhDEiWZyNCKnYgXJdqjnYVRfml4I+FLjfKDcxHHi4vQgmnFwfTNgmm0B+8rl5+QyajRVKRU9XE1RuCS0ZKYJWoeQbmp5J9UK6Qzq9kJ6u6P13uP5P0E8k/Y1VM0UFWSvL7U5Kynop5hm3mHEu3y7UWnm5nyiSkfoZVNDnZ7jf0cs3WK52yF6KHywWcjbBLYmQBNb0TOW/25jkgqSFVIsJlpcvaD1R9GLzk+3Alat5BtYrIIlU7dBTE1QRUrV1W9crWr6RTmfSsrgXkwm3WRXlhMqvICuanlG9oekbkk6kyxPIgqbLn+BvzvKPor3aAzKx/Hk9DR5Vk/d4e3lobTbCzot0uB8f4yAh4ys6P9kUdCacHSqW2qicR1nY3Qyb9ufCU0mHd7txctz71Nf5pr/GJrYC8LAPjsyptXOA+604t0Hl7IqwHe2wr8e4mvdKf6vz120jW7kqYND55w9dowS6kRsDkMFLcB5+H8sof+zabt7nG/lKQXezJYyTdNTciKs9knr79kTICyGz1XlJDJPfXV7iB99HQrCPM1UXK2cYdqD0du3bOFLtOu+GtxGoLeUNg9eO19FpiRjv1OfYQZd/9pEO00be77ehbXHz82u334+e7wcsQQLX2/aHW905Z4A9ltCmTT341t7S7QMyAyzhhLEH59VrQxft3XE6R236CMNIS4I7IGzxMPCKullb7Uw588mJkfktM8hu4Nbh+UYHRwg9gEs3f48cyHXzOWhiMFCYzDzANLz4nimQdAJNnlJHoIahoK/lzvE9ekFWYDE5Xk9QFzRbbm1pFXUH47Zr/jS5QlFvTosPqBfGbadNpyFT3oYiPDIWuPd9KOH9XKRAquaMpNWdgULmr44YT1kjyYrHan1qcIooWm8o1bz51SbEIhDukO+gj1gh5tWiRWS1KIqIbGeBdPZivqtTlKfkSZ8gnMy0Wj9jfcO2jCKl0gXkbH1oxaI2XgwWKWikpPIIEUYDjWTDpVQsVdY/sajeBcHnOCIgSD7fCbi3M5y1UxEpNp6iRPFsM0RYgWhNplCXYrg1+D64oaYEkl1+x6JvksnRqsnriQvd8KFewDhZf7og9WT4Lw+uEzVjj3IzxeVi49JSTPYq3t4Zp6dsTkVVEE/J1PnO2pdmjQgUcVr0uofiUf7ic6dK1UiNa/VBxC2HWlfjQ4v6WABJSFGod1esu16kniyVbDZaEF68WHYYhorPSRiUQuB0r3MnLsW85FNTPqrvg+ZoJ+VkdJBjp/C0OllsLmo1B3pHmzlXxr74Yjf1s8GymAOYVCvymyTofW1GoWAnSRK1RVDY3ioOsWLR75ZuyiNysvOjbO90Y8wHyK1tfR5JxSfQz4j8QZIfLfLH0lDdSPKIyqdm4Klg+EhidCuC1b8wuNECxfineKSXpRHz9UgF+YykJyxC4EZpUQYZq7lxM9quYQw1/qXpiqbfEU2IXnwNfrNIkfqrwzDsNV743AxM5oCqqxmPWX4n8YWin6j6iEWeFFvbfEK5YqmdgkkljOeuIK7UF4+6EttBaw0+e/Z3/oFyReVfERainpDkm+PkiTBsSLqhFODmRHY2vidfEb0g+uR05EZyfXAi8iLafLJ9qHr9B7kj6QcWwXRF6q8Ij1T5jsqLGfjKxfmFYAT+HeQJ+NXWlrz41uEGoYhY+8n1MSPE5sQ0CfejULS5FLpieCucjM1vhINRHulKqt5JKO+3R4W2l7bOR1HnFUCnNoefX0HieDcOzTvZbyu866ZbdYGuhQrL3MDmSxwudTeEPQ6OHAUZxHzZivwa8zkL0tN435jjEQZxWJvyYGfF+TlhHjTfWjbhOBSoI84MjxqHjCZPb7y6D+e+C9/NcrsxGCgFaZ4o0n5pn8ZThzAjDVuQHeddOSPgEQR7KTra7oenBg6jMriBEG9NAvam5sUQfnw0F9s81dIKHlsbfW1AO0wEyiW28xDI49FuKFAVetiq0UkPoXXFchNqpL0vo0BAMi8MUbfA+5hUOryjJutDV4xX6AaIgYFF2q/pGjazvgqn3xvKfQz2JW3eC/qJexHlY4LGlIZIfUObJgS6QUCGNj0MV8dZsTmZDtsTg/d5bFa3iIgxoXt+r48zwnpnFHRKtm+bU+RIjzG8cdVG5IIY3HNquMH7o30PPAzXsD47nW4vX4c7Zem4JoSZN8g0no8o6gQ44UJq0RbuKamCeOgomFfM7Rm9WQi2gkmIi5oDwrogRanVcpJyc6+n9WSGhMUOwVI/YTUlzHtE9Bn0jgmI2VI4gUVlpBOaMiVBKon0nFF5IOdfkPRMWp4Rkin51Y3pCZKYN9oqdjBa5Wy0Uv5AWSFnlIuFd1eQ+w3uijwUNIdUkVH9hpavFokhVqdh/bFavQSsz1WeEVFWrUhRklyhVlb5gaZKOVWqJOT+jJ2Zb1Qp1PM3ar6BnuH+F/SW4f5iod8V6jmjZwE+ker/BrqickPrmaouwOkPNInVwEDJVKhKPf+982cEPVnaAOEPLKfovyH1E6IvIJnEZ5J+olCoUu0svaov/bsZVuQXSBl5LERaAq0C96XzqA9c3Qja10FQuA5rcJNIcGhgY2YOw8CgvOy8Zr/SZPtl2K8mr3S06wxdkJxEsnesNdmuYzecTErUMYJv6NvSO4xvO4amyLNNW60ZmX/RuEcfg9AN8oEKGVt0jEzG0BHG4dPEcm0zbvJAExUmieUNZL0m5f3JawaZLS3NiuHRoaUO8/IGRNstd9j7O9rGfW3es5xYh7Zk8zvMqSfHdkPw6WtBGVEZcmlvP2gi+Pt+0xhhZT/8RsOvjcnbH2DeGiv1sN+5+za+/Zvdd0XGeVP2Z6ZRrvH/xnSL8ee1tfzWGpf+8paniP/+Oq8Zb26mP5rekImOE9tIJlbW7AQU51M9GFiPut7M75ty5XC11wZ+8hpfDF4U4tU2LcA04B2Qu+7n48HxM0ck052exve3C3foe4qIYNygduKYbgY8LuGGwc25Zu7v+PbuinzgMfn5BVOeL1BSn0YpWFTCyeotiNOBhEcxtKKdHuXuh3BX2qtnkTGlaKNRAcJTW7yIqEBLGQI0BXvgQpI7h3gqHzw6A5B8IgrwogIljArmzaqhfE+DjGHCJ22RSXSpxq5LQlkRr59hkLiiLCVXSFaoV/f29nRMyWskFB9TjsLCXocioi8lPNxtTFK99kG9I1ow54wnk1GijgFWv4ym7DY8iX6zPhNYbbxf7J1QgusoXxVEbwavOMzq4446AVRYKqp3rODuGfO6rjavqo5LHf69/9LiBp2AOf3/2PuTX2uWbMET+i0zd9/7dF93b9yIeC9fk6rMohAMEFJNmSAhBkgIJsz4M/gj+DOYMQEh1QAhMYERIwaoUCVkVmW9JuK9uHHv15xmN+5mi8FaZm7ue5/zne++eDkgt0nn7L29sWbZsmXLVovBM3s41OrhUpQDAh7uiDBBznVvlVCU5sZPSnHFTSbIVbfEVw2+HANoh0hn+Qowj+S6B+RmTH6eN4NEBTqDbzYvBoMxFl4WJSV/p9v5WrFEuhYSyg3fUINjCbkYPByX9BAmEwqbMwaq2QT2KDUcWsnT4vBT9fyMRaGjrjkoe0aI3v+eKlCu/IgpC2YZV4GPKaEkieFsb0ovnTzhe3RvDdTxyZICmzA4uKJDDb8kmZDdPUiMxhdDQkXzvs6vqqIpmpJLsyuHnE50tghlbGUNr0E2aMPxEDKqJlDPYiGqRDqihzgquKDuIW/K0myKFc2k9Oi0ojP73OKhw8bnyfdRx0sRt96XAS15FVDAfluEuQQyen8GLL9Oj0hv+IaY91BwrwQ5AhMhWx/JjzbGMBiMXYchwWQrGu5RTQTZzx4qOrmHAFjuBEO6qsSL6qjaYapUo2May/7TO69QEjsPjusdloA6W13B1pvtCwIU2n0EnrxuD0vmYfyqh1o4gpgCw6bS8u5oCeudPzusDZck3IBcUZJ+W34Jy3ESONiaiOYJZpyWKUOl5EMhIa7kC/md05X+Vfvqt4djWvHGi5vN97VAflFXZYrLAytGpDBL9f0zTFzznHh7Web+5doHe0jO9ZsXYPTSWtUlv9byRvVVnT/nZ5fjPGF6237J3NnCUBUeReo/u1H4gJY3q3e1smTNfSdK1Q29He45pldrO2s2zsm8LYg1P32WsX4tt7cuDrPCrEnZgW082h7CFtosuy6L3+Wtcrth5Bt4zVZqpe6yGcZ5cy1W0KXWVihfJ6ZR7ayt1KugwDtQEXuBTV5Xg+AVGdphlXmWRn7vwmcKEbMXtI7TBPozhLXiWmsFYPXNlvMz7Hy8YXkKMugoVciurcsjZtWgUMMsOU6qC9AlFIzLRji1FUw43FGKBcpsbTAfdEQLU/4NGy/M812s9MWF/9pM6mJNN+OW7PjQnJCaX7O3TLFELxY/M+6282DfygTn+boW+LQopc3fDGutidfXlObcOmfGQ19rJx4+FMuhZj51XduSiC+TveObXItzM8xLcr/yQIWgtLhUcEHm9bVQFJ0rhXYUJc2aTjRU9ISYlRXs62cNw8UB8NtKJ2LsRXbLNN15bN4bzFIo2U69f4LdRO4mtOQq6EwYLVOEPKF5IpPQ44hooPN4pyFacr4w3qAayWGPMhL0CdHRYmKGgdyJ8Rf0BCJTUFLIyBSQHC0B4+YtIWbCMJqSIQc7C3UFMgbDkY4skUks4WDIj6BHyB9QBiQfkJQJxyN6HGGYHJrOfOVHNP0e1TuQt6QRdD8SNp15fEhC45MZJGbbz7pp7wfPHSqJqc+Y5ZRZFuU+k2Mm966EOLxB0xWyH+Gwc9wLaNyQgyB6Q9QNmQeUn4CBnG/NXZaeHDJpOCIo3dGsY6bNg+1HxxvQAe2DeWnkJyTfI8dfI+kWi707EHRDyAOJoyWaTkLYYTQ1WqxP7W6hu4LtLeQn9Ph7yIIe3CrrFxQBZknieu2sOIrqfQB2uMet2drKFl/mfaRts2Xcmp221F5sPIVZ0L9oe9Hnhl8s7YEL7Nv9M9RHKy+kRfm/gsiaORULqyce33qma1qfKx6Ay/G2iv4CykKn5rEvPad05XjV0OPVPtNQzuZWQ5Pqo2EWOp5RDBuoZiDIgt/5E5UFjjQ8zJnHWi88g/sKL08EiUs6PN8JjsHO4zTKlbNbd4uX7bwtGKzVJreGeYuPrTKn9aD0HsxKa4tPPdvpaFPvPA/t7lMa12Kl2xRd9NuvrRWGz07tCraybH11sfTC38no6rkZLWc6Uten84XqYUPtueW6Wg3jxSKrdVtDpazfb1CpGK3YEOc1s/D1bkiJNvXW+00nF3NYFrLMM1nzwy1Q1v1Ay8urg6W92/Iqc3fb8Z0aVciZeW48yJt+LSqaR9ocR85MQu2rnmlnhsFzt55lQZfdffZ+pXuhebalzdL2z83ryjOr8bS04WvFkvbiVrtA9LjZueTx8nZlQmVC0jWSbtHugOUjyJgwsyRLzsy5DpxW5Tw7dBWB0IK2lxCd7vmAUqy8LWSLKycqLAIag1sEB/dGMOtkE9ZNaDhSJXBZqQJZvUIlelJbxyk1wM97l31qdq/tbDm44IBqj6gJ2VQG63bElKOpJJPOmMDwxtrIFkKEzpQvdW0jle9QSbOFvu4gHZE8mvA/vgNuGjK+B/mMJU91Ab64Z3e+N14umGep6J31KTk9y+7ZW7zP9Qg6YqGGZu89KXQ+updxmmByIXGNhnD0YZT48c+tneexj3S0KqKHNgrRvSPMCh6lerOoioeysfsSjqimeS8pYcBkonqLIjA58mUXsovnoHM8FPfOzoTqLGUCuOzBKkxgPcupiveB5T0r8yAIUSx/RZowryF2JgCO1wZjc+awXHCimIdA8q4oaI+4Zb15xihMNleZXPcVlYgp/RLw5LTJ+eZQ9hybj7p3RI90kPu619Z8imS05gWJPr5sZ7EMYQrQKSrurTFOJlyPG6QNRZRdoZZMbpCLIqfkWkkbJPfmUBKEEh4q56Mlcg4BouXt0OQ5C9JoYboYLLRbb5bpmuK8cbwW30pS8YUSIqGSTDIjPUF6ch7I9Cg7Mo8NXfMdTo9ovseUUW89wvCI+dRvMCmDewZFU3qRehNyeyg5ZfDtxozbREE0+XsHEEuiLPR2GPXnkAj9BksOvkOyEnRyRdgDJnOyhPPmWR7R4Py8fAGeUO3IGp1Xs6TjGSHoEfKOopSSKIQu+FJ0+qUe1i2YnErVk9tLWSOumJL3gJDl98ADysbWWsKfF6MxaqF5wfJwiPY2/xqqd2OWvdUfj9a3acT2nLe2zPMnLAzTFRp6RO5cAaG+rhJaE60fKBEOVIOFTyYY/cgRnZxRiAnRSMjvUEJVJn2tfHNi6plp4dXMxJqFef7RJedZdKjL92cGsfIUq7vLd/z5l5iZVRsvMk5n+XjfIMv1dYfqU7K+dL4TdUwzHE461ZrOnW/O62k56LYfheAuu/AcPE7hM/sX1Hst0yjLCy3rfhLK4DXF1JNo1UT7pl9aOGFYm9OGP1WE8Ut34uaxIgDW9Y21BrnxItH52iL0Qb3XnBZOkZmzk1/xqWx2Qg1bpO3TZ5GxXpgPqTOuaAP/pRWdjd/gqJREP8s+OSy0zGIRUIvzoQXGpRjRXCgkiwVO7foyjE8dl/qBSeZTYFEIzP1xxsH7bUKLXN+fYf1NnN78/ELY5cywGgxmyrT0ZNCTA5vW95e33Hq/PLNYRP7Zzp9CTQpVlZMtvur82+dQF8RoxqtKyhZCqRX+NUq2BZo9Q++LU2Z9v3gTFBpWD6RrSlPaW7pbtw3OKyQ3nShXMyeJINu6Vr0sVqtWzXI9zZSqtVQqypZzdbU/He9/gQBPo7OkuQcdMAFVdkbbEstpnhAZ6PuelJW0A50imgdIIyE/opLJQ7Y10hku5mmLuKALAhLF17dhTOh2hHAAvUPoSFnIWYjxSAjZjsCqZvkk156U7d68AsYBtLPwSQR33RemKaBBkA0EElG+oDET/JCQpyNCRpPj6GCJsiUcCHlv89kdyGMij9eEbiB0diBhgzFEh2BGItGTZGtJjjUZJsoAkgmjU6XDhKZM7iZy5+2OHRyv0OkG0U9ItBwPOLMn04QwGbOm5vKr8gTyB/MqOd4Ru1RDFsjBLN5CNLzJJYZzPFgej9EGYKGVPoLsEBnRnNBpjyUeDzaOPptbazxAmNDRXVyjoDq5FaBCfPRD7i8sq73OSIaconyD0kVQveY11s893956X2r5G214kpl2zF1cPrvkr5pv7V4r8653Sp+XnTs1npmJ0QmLUWjTM2PWxZNt34wGyclTUA0iTvYwTnicytuVQ3Pdj1etrvial9gQ03dYu2ct038Bqr0cccL3pIVUtfA/pw0u8qbBQoFiD9TdbflcqbVV6JyMZb0Blf6t79v3GT9nTJmbLwqlc9CWJa6WcbVrSNb9X2GLtBN2rpva/DzlhanX2v2q4Mt8fTEHZ+exhfVqbtaLqYC89k/ntb0mIK8UDC/RoSj+Sq+bvpX1tuCzlvRj3eJsy3Qe6Rfzva5jgYLPnHjWaNriwKovFXgrRaIuHjzF+9oZaejFuQ6cJQp++bmpOHeoXuCeV3qu2VeVc7i1osqL5e5rZMU/nuv6oq5XhIyYy6yMtre2ft0EuvX8Ix0SOrPSD58RzR76COONylwKlCD8UvKueV4Ds/K127NRmIXiMCFQOQu5IsKTZVdO2wXgQnCBvSsfSoJmLI+Afd5QjI4QIBa4Fetvt8ZOZlEuUoSxDtngQlPpME+N0ov5vGgAC2i17nWhcLSQItVYrvA2eWoU+YrFky97gOesUIcVah4fWHJr4Z7ZVeDYUNzQwFxdAJ1dASSUBLO4B6RWI7myv5awTAUfHP6KeZEgJqRUNRgKbmnfrAm3xM9SQhV9WzGQuLd+tvU15w9oKIaoeRuPxXgtutJCKs6pFItm9xZRNzBTzEoaMY8DzJNHcc8UD8UlGiy8K8m9t+1PMOOfoli2Pjsv7dMAahbs4Nbk2S3WMY8TT66e3Ut7HldRqJWVaBWWuSnn5KhuEJjX+5on2i7rq+BECR9TYAMIZQ0KFC8FHGc0oNmVK9rP9nOS0S5DhOzKCfHw2XYmcLgX4qXN+g7ZNh5fb0S1tVX4jVweDiY8xvvtob+s7hLJwfBa/R1J3+oxLeRipU9vc1ronNygDGYI5rkuVI9kIpr7ui7NAPIIAkFuKR73iJJL3hm31peCGHploAhG13KOZO0QPZrHSPAzsnSodDZTuWvOz2B5dNwzCtC0Q2Qi8OTzf2WKDG7dGLujGvmqQI4IEZFbYEB0hyVyv/I/x7x8QNIBDR0hbExxV8N/mTLYjLUiEm6BSNTB5j9YhADLgZFRPmK06h5TnJrXicrGaeUBdPR1eIMloPfE2RwdV4s3almj2U8FhtOhGGCGK1/ztmdoOlgd0tscVaMMV65jdN2SpJc8QebxluMXozXBZzEZjgi7MzzHaXm9EqIwPS0PtKKfLbuwaLrh98sSXrPFi/dapq6h3fXYW/syHwxboyC71jAfetpW8LEU2S6r8c29bS3Vl+xV+03KwbJ5Zs27rvntkyOALm7XZ86xsJX30vmNdtyL3qnXsWA0l88tVQqyRJ6mDa0CvGYem/vrQbci/+d42dcVJw6V0TTISa35dJLn5JmCkt3VKcwwajn4Bn/mifK2tIyksURfCE5mjXtlvvxfDQ1kpv1OIEo8xLaz7ZdZmFwP5yW2Yum6OOOlZYQNdEu4IoeZSjmcFesYr7wiXHlnhtZylhortwVj74oXLW+VvhcRvbdfqhHbLOd6vB0Fsw4JFIGJZpuQmpCs4p2H3dHgczlPl7TeEcCsEPkWjFPmOXAmkoZZNFOcBg6rVbyw3CzzjzPOLSEsz7Qhg9r7hREqfShwmvsHxZtkFbpjpg7LvjWwWFjyLyyH53rsf55xS5jns9KwgjflGbd+8E1M67oN85xUzxqoVmBNnXNdRdATELIzNMVfsjzlByu3drG3l2GYZu8ZPwQWoZ3C4uC/iJECeIxK+73E26L4mMFWFKLfSt2EHC0uKMcBi6PrrqfhM8QnSwSdd3RxoJeB8SmSnyL0V+S0QTgS9Au5E3TwRHWduZRn8Vi+antTiMLsSQJheCR0T8j4A6SeMQmTQghPiDx5xCeB8AaNN9Ad0O4TJCWMW8g9krbG4IUncg6Mxy0Eoe+CWc+EL0BCwmS8++6ApoksHUhAtubiHfJEyE/kuDNy9xTJuzvCdUe8CWgU48UmV0LkYGGTZGTSI6KJnI6IRGJ/hZCJ4xFJielpIutEfjuiQ4anAGOP7q9hvIPwEQmPZqUXFWGPTA+Y+/5oh/koqB5Q+YzoLeHwV0hKxPCTeSXsLEFXvAoQkhtWqbmYd2pJHOUKDY8oO0JwgfshWeLwfEvItxbLdUgQR7QTs5I6jkjqnJFPJInAROi/nApiv4JvVdAti5W74H1kRRPKt3qMaQSVXtnywcIf+EZW+1jXWBEGNLRKZ15MWe7fzE9RvMiKHGFedSsmztsuFrAlUaP4Hryok0KTlhzUrAeYadS8189tie8Jszyr2S8Wpdlz8X15xfiVsCWFv0Uaq+S5w7WZeYetwaLqDlBhWvqi7fNS2zpR3Nb5LEpYaVHn1WV+vGE+C240yvRluw3He7I1LDpZx3SOd2lYlQa5y1hkUU3bx2JesehzabvZ92viz2Lx57ihTX2zsULLMzV8Q+EnSrVViOhjKMLzWk2D24W+FJysF3WG8WKFs2hnHnNe3lsDplWMceZR71vtw+JGO7fMdENowKusDl4VSot+fKWU9luaUfozK0T8rsz36gXV5n27bQmfF9RlAbrWObntyEL/smbBypCMtWmskJtG8vqVdr7Wv879KE/p8mf7nK6eqdPd8ERr3HlpLqT91Jm2LJ5phOSLBbpqpaD5GcXMusm6T1SvdAfuesspb9QFtVrfr0Iztx7XZDgarkFiDV1TLdLDjcWm18+gj0BviVoxQbC17NShJpY2i2ALGeJCJNQVCaDJaXE4NjQKirCL3Lvlvo1Tglh3s8AkxouJJTpFDkZ/K7/ZQ06IWpx3eq9/coGT82qIC+8EpMSvL33Qo1sie54qwZPiFjALFlZlQw39I1MNF2Ox4QU8RA/5gFkee3ig4hAyf7H3pZxPyxnS8gGYoqIk/ba/XDzPgxv6FEH1ZEJlcSExvZ1TNNpiLqGAxRUsaPIk3m6ckiOivRlbaTIFUauEKO2IYgmwgwkX12Fpv1LKtpVLSK/kbWQPV1z7aWciSZmQs4UNjc5vdw5PxOAj7m2tTwZLnXz5mBIh+NyrOM6LGfqQxfhemdAwQbCQLHZEVSxfXud2hOrGPDu7Hq4cvtNy/4ru1ZA9UXq4oc3hYHKTCQtjVEIX4Zbg4vlUMkFNEaJqzi/aGipiSrDA6NV2Pqdi60dKuJyDyYyieQ1pVjtCSgnFFF0J0QODecBks3jXwfNPqAnJJQRbP2p1m9wxGw/R7n0hV6G15U1RkNHWUQ51L9EgaOjRpEhSVCIaO5BkuSFEKEnS8+jehiWP5iuL9XML9Oa5oYbvJku7g/AW4QvCEyr3ZPkR1e9R/QH06MnGR1QOCAMxvrVVKGYol5yWxu5gs58VNKL5BghId4+ERHb6pHmH5gNCdJzsIVyBbgj5jcmKNLmcYA8cECbP0/IIMiLx3ut6CxqR+NZgVUKkZfNWk6Jc4q3NH78zmkkHckt2pZnkEdLodOMGZUTTkzODnttCFJWOEL4DIkFt/af4DhA0/Qz6hOofgHvDDlFMCTGi8sHgzcEnfwv6BgvLdAASwZN9W0g5LCpCVUJgCh+EIJPhVrgBIqQj5ITqjqwTQSzxuIZiRHONeRAVmYeHb/bQbCojOT5ZeOSwsfWT7GxKfmItizlXXh+O6ZkNut3GW5Znwf4smNQTfrOpSxb3FzzTmUPDuXbLlQWP2z7sYznlvzyk0KKuBWv/Yin7S8sDrcu55f81knCu3faarH61fa1zYZzaacvnziYno68VLOe2HCh0DvYzH1XaY8BcX2GfX3ekeK4smcfCzM2An7XY1P/ecsu8nFQ7Hxfnb3k1kuo43rTXtKEtBjUnj1Vz0l5bHNjmJ6olpAvaF2fv0oV6owntUOJU2oAX4ysTt/CEWXPqShVOteKY2ucFIZiFsQU6lORNlFAPpYI8t4E0sPYxLIdfwVcVC7WNGeLL0DfFmlKN6NOA9ptK6YvMgubVPM7tt0RluQrmATTfF++cWY+AKY1Wq8QBadZRFdJzd7Wtv1nq9XqxzmoY3oVQprzqG6Y219tet8tssbrbvq6+LjYBRXAroQX1Xpd5Xpfrzb9XD6gCb2lwuZ2Dtv+z5Wqdx6rAq8i2erepf3HNW18MUM6R1FcVrbrB5IzLaL42WVDZmq9yzmTpmejIISB9NB41WlK/rJYg2yyiIqI3gOWDMCuYyQ4C4hZNyQ4UeniLjleo9pj1VzZ+LAmaB5PBJ4O1hslcWSdB0kDOW08seETDROgneydfgQRyLko4ZY6na6EGbKxblA7CEcKepJnkDA8oGrZovyWLkkqqmCSmfFCM2Ux7y/01+eElfAYRcjBFjh7NCtDsAc2VVKeAHDvk6C6unULYoPIG9IhMk8X1DXtLdpdu0axm4ZLFGb0Nkb3NS7I4nCnYwSlOFo+z6lsPHYziBovGuIpOWExaj5UsAekU4QHB4oLawdX2ABE/uB8PZsnWXwEHkI+YteKrsW2x5yyo0ElIjvl7g/Uv43hTt6yvL5Z9S0wbL676eiNM1PJR6HG7AS6rX/RB1zcayv0Sg7gaR6EfAHN4oHVZX9fTuwLFRHoNxROuZEFLdK6gTl8Dv0rW1v3S0642ZLcIsBVdTn2leWf2q2/VQpw03Hbr+bqW0Gz52jP75tnJP61ooUxfP9Rscme4w0VzM97lyhOtOKUzeHVu3uV0OICuzjoL9F24LhfvW1b1rKG7bMTQsF1/Z/Bm8fTXZqvhHZsunjxTeaFnqljdehUPtwL3QuEmJZzX6XNr9qMdYQvv5VS0/MKZztUxtIvXsbYZ3+KcWH6fWWpLkLyAldrebjp1BqanrJqe/qr9Ehb8/lfqW9Lb5/ux9Cl7blxy/raeVNbAbXXvLDluzqcrfFy/fr5XZT00gktVswgv9QsYn2vhRpABdINZ6WfMYjVhRi4RUwJkVA4NyxnsPaHS/Qo2DU6GS9gl70ux2le3QLd4JYAav5HVQ8z0zAZhjZDIrFSazVFNqOv4pW7da7kExNtxC3YVzJCsM54Ob08UirGFxVgBPWDhRTpMUObj0yJIK8pd5898PLM3WDE8aifavU4J1LBENQG15w0QpXoQqIfPUQ9R4/k11OuQ6o3i4Qzrui6GiOXP56oI9T0klnmXDFZ3vm/Qr+wDGeP1v3E/rbTBQyQVpUaBmTh9KsZ6ZSZVwUP/lAOHen4Fm+4SchgTjAPBx2U44goGV24YOEouiWwpSYISCn9UvCBCtpAt2eA893uctz8Hm22t5ewX56kVZTb0LAAwvLCf3q+QZqMOxTxuKHWbp4cp/HpvO/qUNoqykMkeikw9mTIoNQ9pDI564u9Hn1bP+eChnbQYGZYY/SXxfAmNXPiusm6jL7Lo8zYJRWaTHVCmzPCXg+1tda7JvlabzaDkMonujVQOmq8stmQLQSrW7YPLZEbQL2bFrwL5mpDfo9qTdYe4oa2FJLrBErTbPOI5I3Cl2RyQsbc+a4YiJ8hq56XsdE48RyJHLDG1IJ4YHJTsnk1SPG5063RnwMKBlXMXy3nKngSb5OsgNfQGkGsnvx3oiLiy2Wi5090iA9INNQcKQtAtIj1BnZ6Hg82l/mR0Q+0d1S0w2TpzOZr1+wrzuLNwc5XMF8t7DfUsqSVUXyjKfjM+lGzfZ4Wb5xZUP2v6nmTK5YAnmjQeIDs2ZJx+WlQFfN4i5fxQQkYlX6ueC+cr5dVKiCK+Kiheqi7b1TmXzQW6P3edsqDP8TeOBG3dOs95ebM1wmtd95/xop2JX622LNoi1pqZyLUAkgWDyYnCpPaD1QXm/tQAHytr2tp1nW3K2yZnBlGrTHm5EZ806Zv4PNrTx3XR4VOQzQvRYKPzdbU+FrauRoWonVs2ceqB8EtKIbSFOJb502acrtWsAuwCZ3f/mrnsZhfUWtNy3E6ANTQTxfx+OUGUean1t4JSmF32W2QoFT138M3OLAVU8lIAUvqtZQdvRTSREqPOmIS5ndID8frnd2RBMGZ0F9pEdqKlt+Kbn1Z4L9VP7SJr3JQpTFhZ89Jc99cKb1fw3PMs2JnICV0NwyN1zc8w1LbGxbdXlVX4j4Xwy4jMao0Xpri4/7KCOXWDmgUhBS/XM1/Wlc+UE1dL3l3yY4RZUVHXmm8kGvyZGRY1f0O1MnUmbUG0beM1HHCca/FTV3PV5m1gNVag5HyYE5IX75SJ2XVabE02OT+K9VflfZQqiF22V66FuV0tcPUDYVEySJnFeW5MIB/8tXJYmWnKvP4L86R1/uZ9pnmvcgZ8c9HR24qTOy3sySTIb4E7M/ZKkRSFKQakE9hEQhRCdySTSHRmgTWNQI/IO1TFrFF0Io6WgCsNBpakEXIgHX9NVpABi0M6jMSY4RDJ47VZe2VTXmQ9EpMScyDrDZN+j+Z7dPodYZhgM4IOZH2DaCRPo9Gs/gqRhOgj6GQeByFjwvcNGn9EwyNp6lHdEkhmLdLdgrwjy57j9ERUocvmdjwFZ06PX9A0II/fG3N39bcQM0muQXumpzdIjvQxEoKHisoQ9x1yiMgmwCajeoPSw/iATI9oeEI3TzB+IKTvjNnOOwgDxLeEPBHzveWhGyNZMlP3CJoIR3P/l62aBdXTW3NR9jwWwgFhT2JrSdPkConX0P2MdD8TRiEeg8VZTSBcIfEO8hHZfYZugO57s36SJ5D9t2Lc+Z+FoXDLwlPDk7JHtjxQ2dxbnol5P2poc2v131qL128NPT+h2CdMVVMavglkpmuVXHgbwWll8eZa16ewOHg0gNGF91W7P2rlg+ynOAlvaVLzjrff8nSVmym8w4KXWMFgMXel4pUnSP3WKI/KNr0exMo4pbAY1ZuiNlH2om8jcIVqNgNYdOjUilwXj8wKp2L7e2a/rGR79gwt7Ult65TBLcOZyXb51u4FZc+c3ypeuBQ+pR4Cyl7U7iGFV2qGv5jCdl9rl9GKV27X2+Kr76+rkGwzK9dgmKx7Vvo188uL/by2veLRWlgonHr16upxOX218I/ajKjgfwOs9VHipJaFh8M8x8ZenFGuLWjU8t4s69UlmBvl3+y1oKeHYqS2Z080c++wWtjNoLN9SKn7lMD4RwNTbb6sjUkWA9T67gnpWHTD5mJWTDWdWNPdajC0rswht7jcvFjOoevpWqNa+WwJIz4H4mttodGB2bCqabdOsLZgcNCt9qDVqy+WyouaoQUeIx0sRIi68st46ZJweQvpBvQKkR3Ig1uPj4gOxhswuTFGRLor7MzpzFoRltYh2RxoeGpg2IEUQWRENSIhQUgwJUiTJ/Lt0FCSto4o3n9NNp6ux4xaCo4bP66jW0J3o40vb01YLSPGLxQ+fsDymFm+Bw3qiVrLDE2oFi8FDwmSImakcgCCW3R7zHGAEraozs2BGm5EFNxam8qfmxeqqFnMa9ia14EWUmZWvChoNk9XCT9b/dljyRfDDrXkshZ6RGaYBqOfVbmSC+5H85YQ89Qn79DpZ6A3IxdRD1s0eyu8uiizQkR6ExZ2Byxk6xYNncskzcrfQolCzmIbQkq0+YlyLmqTg8POlA7Zc4wFj4ufdURRs6JGzcBHgidbzp6QXcyzN2YIlrNNRS1h99ShY+9bTIeEhMrBzhRiychDwZFUcnZ4gtwo1JDOrTDfz26SM5InJCRCnOzMgy8U3djy6QAdkXywuY2eAB2HZXIP2ehhzabR2ZMNEjryZPnkpLeE3AExoy56oEPDaN5JBRdcsI7H6DectD1WdHK8y87zRSMnXTb+NJgySCdgCmQRs3sCVJQYlBAsKXIoSgenieJKJQv75vlfBPN8IaPTEV3xey8WaUTNYnIXYYMpoZ6Az5A2aB6Q9IaQ7sjyiIQHA7qHEVJ6x0XHVZ6s/uTho3I0+iG31m++IIzu+QWS9kSFzB2wIfCAuAEYOtq8yUQOgSyWq6Yml883LlTvXVk2uKxBTC6ibrSrT5i3flHCjuZFIBEVcQ+BOyxXwt5oi3iy+xBs7qLlByFdOx0fEAY6Pw+LK2dz9xk4INO9r+m/RPM1yhtUI5EjgUTWK9+Tb0Gu0PxkZ3wtUVlw5V4wRZ84bot57dv6ADQTstEzDb3zVObxEZwPM+XH5EqIiIQ9Gg7mhU9CcqDIFWcaYgpjIxO+TxUaqQJy8yo0e7US4gx+nvI033Y+mV8rzMYJA7Zsq2UcF6xq4dyXvOPyvNTW3XyvDL8u2Zg1c8SZe221Z8tL8GiZpNX/MqUnVa2VCbK6v67+xQuvvNcA7PnhuH1IhZmeebixUz6LPC8XPfl1jpstn3n13Dluk4bZLvfaVtbcd1tX5YybV8qXzLq9uZamL/W0qc29dbMyv9MKtc8xLgpFglBZcq9r7uJ8oDk3utrfxU1r36ovwpsW8ZZ9mWdh7U3RCpllHocux1kNVUpNfsgoz7aC8WWya20OGCuC8o2Ck+XY509d3pzvV8RvmKTafuB868/g5OoJWeOyOuoU129o5tWFOqpLL5SVUmVhLdGWdhwnaub1mK3e+c45jXdVIzf/XeBRtPi17RYXVvRO2v6e4syCoFdLI05AK8yH5GXYlPZvOVQ5qeg5elLafpGYni+xbOwHRJNZmgVzaVTd+WHK3X8VquWMKDkrGgboBiTv0fTFx28HPQkWiim7pY12tukFDwNih4NoFnJBkJQgZSSbgkBkdPde82Kp7q5hj4S9nZXjG7Q7kvOD1SkWd7MK60ZjZFSOzoSqM8NPWK4FO3gETIAciAQCGjMa96geUB3NA6IkDQsjIiO9jqgKU/DDsA5+3tra+EVRSeTOcyvoaG7/+dYEAOzRYtFikwFsQCz5moSABhuzarY1Jwc0pFnNLB6XM4yoKlk2Ju9OHn5KjyijMaEiqHYoxiwiGY1KDtmEFeEdKsokaoyzlAO2eykFX3PT6IqcW5CSmO9PUXzvXigoy/c13W/uNZtG5cmadxbGHJUOsVou0j655IIWNKDpGlBD1vjaXCoSTod3sjEu+KjzdHldozjPuG5Dz+01JzwCdfhVIDZ/XfRi0YNC96pA0vf7M2zLyS5Vp6vQXr9zjudedqY2/6ctssCZmZdfN7mGxHnep6XTunj2zP7gYz+t6Rm63nxv+zg/Jc/Ap+VV/Lk1LqzWwPN9Kj+bthqT+oXChnbXXr5/+qvZ3xfrvu3jyYDr/XMeumvF1klp+N6zeH7aysv1MQv/61Ss9u21HmXu95l1XmDcakgEVN2zYsGnnPIaMxcgLKzFdKVYLEyak7azUZB09VnfbXH1ZNEsvus574GTQT9zb3HpzDys0KdcbIMFna34jNuBLB7VeZIafKm/pXn0xbJaCX8SOuYTptmtrdUtQJVqDJSL9XFjeFTbFyjGLSrUuOWyYfb5msOUCi7UoafwzcVKn+KBIcW63g2+3MJW1BMB40qGEuaFHpN5tPt3BnFBZbY47Zbg1cO4CJS48+DWzBwxiWkP2pmwFk847cZFNdE0GA9ViejouOl1huISLCz4+FYpLDBr/zqHUEmSXcIyubAUT9ytwbyJEWYDxdIHV2Zo7/0rXhexuQ8ljwDqIU60pyasrsYTZY6Lh4ongZbB4CPdal9tF/wrimD0R6DmxtQGR6SEK6JuOebBbPNXheHu/SHF+6EYyInjUkkoW86XuNGWh0gu/IG4EZZd8nslEkPyPAhEf8/lIsEjOxRlnkazmBe3nBdsTWQXaKJzH0W978GMeSS7HZp6zgVTLFWbu0Wkq4gwOHdYcAHrc9a6FVrffJ1lsfH5Hzr5mi8ynuIJMlnMJxGKV0yJuqEljFGuqhFv1pUo0vAsiiu71PcKs/4PFc+gegiIwx51z4w57Nh89i8Gcj4/cRX66RUIZ0nIO1/bRfitSLg1xXCYjL4E9wyhB/qZTkhyYX2mhs8qxoB1l7AQXZL9zBaKp8LoZzBXKDAxG0e60oWjeQfoEWGDyNVM7wiIRmpocmTGU7HE8uZhIdWDoPRbyIgkFPdq0AnV7GHHJq/TPDc0l8T1TygblM7JgtOkMBptk6IEHIzOVIcuo7uG1z0qExk7y9o+IsDRz/LXENSU2Op1Us6lPct8PAUHyl46r11Tnk+YoiA6jYrUvLtoRRWjrh2qvXuAeNJzNq7gmVB6XzeGYwpoxdmXyy/OCWFI1D7gNHFNV88xWM2tc/zTuWUiZ+639g8NL7eqZMl8VWvmk7pnprKtWZnbLgdPKPBo35z5qrWMuGgyi2fjLOwrC+NMX9vxKovDrbBso7BYZfyB5dzo3O2mXm2+N79Wh0/Rue6ysbXPFRbrDO/bRpNve2P9+yXMYPE6QJsBVQxoGF8nlKXn6g2euJwUhu8ZwtwKbwUnem7xXq0fpE6IOGM6vwBSLbWLG6Nv+JXRWiotZkuHBgNLoqjqQtO69UuVK1CeZw6J1C6yAoZTF6kCh7Jh1d4sEMc2oTDLWhc45eMrMNXcEP8Zxibwk3nBise/r+6KzOdsJyha4WjwUi0w0NLLGcbMTGGxtn9uep8rC5l9y50UIlfvFUucBoZqeUekYZArvlbGt/S4MMWw8JyocykYQ8u8iSAOk9nzobowF0ZEWkZ/7m2Zd13hHBWSpRQurnlGfE7rwaX8BerBq5ZG4Vjocl17bluxMIEsuFfqa/CuHuza2ovSKc3v1fHqYhwzjA1uLe2bm3bmsV5rcOsEd5o2oVl4y53i1UXU4v+HhBwfIQckfIBui6ZH0PvaJ9VAzi5w6TFGf1TY3BI2v0LHz+T9kzFQ8TMiAxLeoUQmcY+YwVzsu2CWOOnQk1NAZIsQCbvRwhHFG4hvyPERS6B8xJJ9HUH3SFTiJpLlmhz/HNUnpmT4H/gJRMhxg2RBngx38s0jhGSsu4LqR8xmqIMcsOTW/qkB7Se0/0SaEjpNJOkssVvMaJfoOBDSAVVFuycgMOU7VAMT1wBEOSLdyLi5R+KBvHuAKSHTbyDfkrNZTwUZjKmUAcKAhg5Ch8aO1B/QlMgkJCgSjQlN6pYhujOGtTugGknHt6h2xOOewMQkX0BGVzBsUK5AB0QOBDmi/UQKCeENwg+keCTJgRA6onhCuDChMiui5Phk2B5+/U3oBg3H0lqENvu8yHyg1oU2c73WpKnT+abFeil7IHXJVdnTCX/2HBdh/dRyqW272SjmnWBFj/3r0rNjtXnp/CFN1U64ZprR7LPVIG/VX12Pp+xVVdnQUqCG5jcK3aVXsTS7vfM07ZbU8GHVqrp4n8haENi0q0KNc72Y17Zf7S+h9OZby5pTa0vhG5oBrd5s57C57/xWzZuh7XUWoF3uqc2+41bLy/AwLR4WxMjLtlf3a76n0k9dPjXPW/tes35mxqwZ+nKNVkOMAojKIM37buF1xd9b1fhMafsii24tn3nu3WUpbS/XeMs0LSaGU5j6r4LjC0HSueI0IDS0BpBmTio8mqZa740TrmBN3xZdNq/UipYrq/xW5FxCZeXVwtbm+UpoWlC2zVariWVXqh5SHLta/K7Xmr61h8CWVWlfK3TjhFYX/qx2mkVpqq7dL/Rk8eh6kHNdbfdn0M/rtlIfOfN6na+2qfVeosvxLp7VZmwvl5miunA7e1z/eDQBDQnzmuxMACY0pMnXcHAr+cKv5wNm8PEGE9rtwMMxWq+yPatvwOs0em9nJ/EY60QPCZOKwHYD02AWyF6HhMH4LXXDherh74YwwSyASZb8Gn1DTZILGOMJKp+xZKiWzNgEU5ZXQnWHSDYBph5A90Zng02anXEzFl+8x7xKdI7AM5bEwWAe7950cL7ElSmKC87UBZEuILSY6ddYYuPRwhClnY0jekiUatF7dOS9sj04+1hDdJrxhEgiuzBQkwv/6TAPDKc74lboMqGyp54NJUC4M9iztbXiRiOSS12vL+YcopjiRyjJkkUm6wMRy5WYLYSo87BVmK+gnqS8msdJ8T5whYCWEEMW0970B0LOLogWE36LZCTMih8NgVwszvNISGYJrgIpmNIqiykeQupmnBIDZxYgev66PaBKxHBa4hEho+MbVDcE2SNhLDmkHUeDRygzDxyCKQA0qeG8W+SLPvo7HWggFc8iP9uKXhkM0x7NExGDbc6J4glnUoxplqckU/KZ53xnwmSULO5FkeyNUBNOr/Ym6wCaLfyXlnwU9AixkbmYQZdZ4E8mR86lpsHXsFKUZbYLmSeV9pFTjvArJfRmHJUHS4AdnhBGlF8j4R2ivwP9yTzE6dGczXq+8l17JH7BsnRvrU7tmy1zxBIyC5IGhI21J6DhEctfUxaJ5T/InjsiyETIybyN9AnCe4R3wB5lMgWse6hVWWvJGxk8WoQlDEGDe3i4EF38zCbaIdqheiTrAeII/YToHXDd2Gp+QfUnst6S9ZqAElKyYQ+PiIh5FhFRvUFzQNI7U2hyD+wIRJQrcjy6PODG95cH4AGJb5D4DtUvZD5TFFHmxTbaHiCWj8fCzGWjz/j6KAyVjoh8BI5ouGZWQCiZYLilCslCGAcCmQ3KtSu2k+9Xd1aHlDm99r3A9huNrzst/GJPiLb21vu9ftNXUtcXH2s5r+WA1g6Y5+pduPKeHHBOWqkvLoPyFE7nFKD1qh8iCh9zwhOdMJArpnfdkXOnhzOWI+tH5MwvXXXm5VkpY3n+CYvz9lwnn+/b19t+RamUuFWztB1eMp5tyIdqdLeaizLDM86uJ26+povnQaVpu35tufulVWdVWDAzs3Ur0tUbLSOuZextt8pzs8/BkoM/VW5VJZrM15Yw0+XXVvhUu3UGscH6oLq4aj04tZBvPWXKM+XQ1A6ZWo+vyaar5lJXKlm1Ua1D1iej15WXSee5VXd6uKqMWYuna5g+16nW2rEijDTzZpuPTWWpT5mliTMetDOynBfm56sAXlZPl06Y8uEEP9Z9bro7Jx1dnBQpSpc2cNey0ooYDc43Y3Q80fXbi+fbt1ocaOnbufV+ZnirLlQhoja8EbKas9dsvc2j2RMViphFSTRPCM29STAkozEjUQlxrK9JdlqYDqTjo+VHqGEPzHJHdYe5jTszmw5IVqTET80JNBrTLpiHhWZyPKJhhzF+R0AQNQ+BHBLCCOnowvqRahWokHVvDHeOrqg1l/ZcmP3co6kwhGouyBHkKEgyd3yVCGlELSEFdrgyBl9VUXWvg7QhE8kkVMrBKiMcqaokdXdiOkRvyAqZjdcllnsjBLfESmbtgkLqLQG3HpxCmUWYucOmGd5iVnEhWcKxIK4o0snmQCwOrkwZGLEwA73NnwzU0ABa4JjtACV+sCmkQpzmaSaMFiLLQiu8Ht0W+Hlm6xRfG7pGfM7//Fo7sqi4aXBlUXw6iGcaOrPO231Hylo8ee0b+dHF/rTeI2Xux7PhSfyaNCR/8VhLS9fjKbvKaZ8Xr1fy9dzYGsOM0u31Pr4iz+vqvmm6v1oa4FbeSZYgnWdx9c457nbu43Kezu3J7dPl63qfPc/bvFjHmvYryy2+7kJfw78zkG6Z1q/tLS+g0+KZM/fWHO5LzZy+ea6ZZm9fx9Vp+/HMkqlftGDwCz1oprx+9YtLR0uZn/Flu7bkOsUwXXS1Tmdhyer3lpdp8FegeE8sxnBuQCeg9JCltXGtfWzX6FnYKNbmyc0G6AsU/hpOPYf7bc0LTvT5ZbWox9e/rPq0gIUs3vjm0qzB00p+AaGrWrFiyGPWuUUYXBSbplQug29D6Qom8Mnzs8EFqFEQiYhsMOH76LAxjwej0/4bqGF4Q+mLeP86jKGKjivGV+Ihymo9zldVi2rcewIPOaTuOSFzuFTzhG02jGrVjPEtVbC8WlBSLPDLGHT+rGfEMq4y7rTkE4o2r+aMyFTLewq8g8O6GLW5sHth+ZgRObBQPrlweF71bsGuJRnw8ow099XPYuWW91uKQVUoY1QbV8WBAqZvw+qZ5Bj8TKHjRpGCKSIKrXCc0Wyhi9VjuUvV9sQZTpXvmw0mKN4KBbbOi0oNxRudKzaFzuxlATX0dROGuPCxVn3JT+BUMzuvFNyAriicsITb5hkR3E4t+3DFwsRIMDSoliE6jwVFimFgDetVvAZWSs3gBh/qcx8KXfOHPMeJ5TloBfrZ86R4XwDREfPQlTrMFkekeRc/z9gzRckn1GTJxVBDfE6yh3DKZa05TambWJGPlXl0r6qceXk3PVOCnRXxEEriHuf2ebDwb6VtnQhqVvxl7zMl4dbgHywUEtnCexGS05RrqB5jVs+8RALV2h8PyyUlPLovS/cIIxePrWIM6x5N5YxHbEZfcEUqzEyGZYoOu1bWifcJT6KeSg4ep7sRVAPKLcIVwT2PtLSTR6O/JbR6jqbsYI9SvDbMmEQIfo7OLAxMy1rNR1+qG+p5sOwVmFLNsjRsfIyTrzkX9VfPiU3dI+qeBKa4qmG5bYwqI5YDpHj8F9q89zXXVZpsCvEDRQH7Na4XvsUTQs981+XamHmIJeehskL9sl/SkCGZ753wIGo3Ziuylhtb3isM38wKnrKW9lyzDy96y+k70obxaDqKNnut+v/lcbdlyJ6Xea2PKDMQ1F+UQsHOMKvteOo2W9Yz1B61ItG1aPgsT7qY0/l3aYvFWLX+b8e5sJBpxvTNDGXtiFsoaNlovMPFknDt7aCFHMxYoQvgWse06azUg1NcMVfzGCsjUNwQtMz9gvNqPsuG0v61c1b6tAJ+KAyVbcL2gi4n29fHfODzcers9kYLmzqONfZ7T1bKhPlew6C4i6UGbTaQZqeVwta6q3ELl7obg7aa2gJDBSQ4Q4zLetzt0/MuzAJ4EwpalWWOctMXv/5qhCvvK1JyDhQGtImnifex9KJ4H8x9aeCmy9rtquPWCU7E9mWDhy84O/Rmt3ihadvxtjA01d00rBpt512ZPWL8wFvbntAW54qnQ0GxsmG3sKjzL1Q/Q2YYzRabC6RlSa3bNVZo3Ro+xX6nGV/pR+vaWucR6gZbB7Dsg8FCm/pA3c3YDk/zOp8ViYUYzlYWVt2p0u3lInAcjKFwg4TcW/6AkG5tLXZHCz8UH4nxiZwt7qekgGhHGvccx3uCKDE4c5ZHVCemyfIY9MMPgJD3PwNHgpgJjai53Wsc0CCE7YTkiUk/k3ggaiKSkPwWTe/QLpOHn5F8IBzuIZrLsKqieQt6IOd7AkpMmWIhp0SyJ9DS8RqmDjoPAdV/QoYD4SDIviNtt6Q4wPgATwfoO2SICD2RDTnvyNMXUu45HN+SgzIOe0SgK3MbdrZ+p1uUjsCWQE/Kd5AGw0b3ZmMC7YKHedpDeEB0C4ctUZ8I+gXRSKZD6AnaIfkJOf4DyBbd/DWShe7o9DOIHeLzI5kJlTf27u6BMO0Im/dIf4WmHtWIRPMwyemeadqbwqh3ZGAyIUXsfUtLyCTEo8VhTt1m3li/sRSrrhkV2z2yhBlpOYj5vUKbKwPU0LviPVmfx5UyVMaBmZcpDOTqeRol86KsxrraB7XtTKEfbYiCBaNz5mvpS167OhQeYf2++LCWXM08XvtR7i/aKVcalkV0noPyXKX/6/2+wsBDHJQAYeIdWNCldl/3Npy+FV5uDZO2lB69ehs9edv7VHa9cmnJ6C546cJHQJm35vBeSbePyT1dW15n7u+Ska3Y7YzqrENY7wvlnSW/uMxFNd8rfZ9RfMlXVXwpI2/mfQaVLl6Z95p2Dzzt4mmRxbc1z7s2glnM7cpIahZKnbZhrFWrOpIFnGZ81+X7VZC1LHX3L+tal7TndJhS14gsLjvNcfajvS+Ine3rBdvb6yFWlrRHc2McU/BKGnLJ/F45XRR4FtiLFrzxPpfDZ4MrqjhfXZBJa9cWQ17AqvnSrolQmpHlm5V2SNPBJaWtuKCVfLGY12rk08CutOv09sQjThc1r2izUAVtK2OWuqp0PUh/vaW/pbPC8tk1Av0yImZl9JA6wb0OXLBck50Wel3ODXJELKmX450nDw2T8U45IKED6S0kJhHCLZAI8QEtXlg6nwMkuVV+UEz442FLsiUnFdmCDGZQ4TyzxZ4XO0+mbHkiAPNs8P1OBIkRJdWY4gQPsZEnJGeUnQlpg0cEqAm6QRjtWg3nI1QBWu6RdIVqQvKREqpIqkAzoPSYVe9nKj4gUMN8+NSF0HifKQs+P0QbY9xD7jFvCfz4nYADlsfiyZ+3EDCwsbrkgIViaQxRPFRTMTowahCd7h2wnBI9JWymveu/JZv1tE6Q96AR0SsDT17yDK8q2U+9wS3ej72FbCmW/zGZkD73MA1mUR0my5MWE6I9gSKA7LBQKnYGz5VHMQWBYPHjc7Eij7ZXanJGyoXkWXaYkLKnhKgR97CxEKzWppJdQJ2pSbm1M/qTEyJKwI2joisdcjRFQxoM7r1COJr6QyMhRSRFcj+RexO2qzTxJXIi5qnipckiXdBfYB/cY6DzzSIfDBWC4W5OdvYNOROykmOHxq3zwbY/itdha38P+mCJiPXG4NDnmZ6ilFBOquZtonr0Ht/YvERPiF4F8B5WaAzINDg5dXoZbDQiyYyqPETcfG43ucBzuuZni4B0k8mp02fQIxK3SOiR8BnkiMYEXCH5gKQdqgckHEgaydoheWM5EqIQ+gA6IdMjyESKk+HJ+BvDGSaHxZMntQ/AAOEe5EjQjUFPtygbCE8QD+iU0DETZCDmgIZIDnZeFB0ch41Wqlwb/uUnm/+u0BFLVI9+tPmL70C2fhKZLJ9IfkLSDaQrU1iFo+VA6SeYtuj4F6ZLDurrCcttOO2N7nc3xsFOGzsv84DKkZJEW0rS6DygOfh6ikaDY0bTCOmA6Iagb9EQfJ2YJ5xoQvKIskXkA6bMnZwnGTBl85PhVPce26M2LieMhm/jvRnXhYhINK+MaF41IsnohVg+DAu7vEH01uhil0GOEL4AmdAK2F8ov8wTouWwcH7qHKeoNEL71fvzx4I3OVfHN5cXGNdfVN3Zl/wAs7ryS9paD38hJ1s/+Nq6v2mgz0yAnvv63GQ3HiTaXj3DNP+i4hv2+jDW9Gc+bL2ETOcRde794vQ3f9fVvUUTM1N/1iC6fXz2cX6mL2eaX7Rjf3bmKUx/gc36vZZxfw55dNlhbR5YCKj8kq4EBSsX7uXaVj88nMK0njH9sjQX7NBWxjofVg10s+C89EWbvhUMgPYg+Qt23/VgFgKHGc9PjFgXSsp24ldEs15tcbm9p6d4dO63NBeM6zp5TF64UscBDR61cKs369pbJhlv630Jzi/gejNja+icr7PAsV1L59pYx3J4rq62rZmKnHtlEcOzvLfo5kvjPNd6OWRhbo6KeUdnNRdftxBS9biNIRszqAdvLvi7bqVfaFmJvRrBEuSlmWlVOwhbSCy3YmAEJss5IH74IHkIwWjWN9p5X816X4mWk2I6OBwMFiEEZ0AUs6o42hgEtFrvac3jrhohdSaQd28E5IA6U1oVYBVmIyUua4pu9aIeA1j2JsPJdqAQDwmnyWmRnR/RaBZj0gV3jTYFk0EvWBgp77QU5Zwa7meS5awIN+aGHMSttXx9dBhTJkXQOFnf+4CGAe2D6xoFs7QbTICgxvgZKAtt84P8whoSU3JIrvFvvw3nCqrK6gKvqEwdrs8/erqOv+K3upjbl8q89mR56YW+rt4QVoexr+zDzb15mTdGL4vHlpS2tc5fUZVnWtLV77Idn4NKocendZ4Mr/1SwPBaT+WmL3+acupL+XXPwwLD016st+Zlrc38y3Ju6svfwp3WvfY5aCxh/GJp2bWzLNJ6X1o1s2ij5dOe3+OXb8zw0cVD5/bc9bUlH7e6cr7RsyyC17uYgvPtPFvk9LtAlV+2n0VgXaa9yjFbutIwpRXMjRKwdaZ8iWyexSZ97gYr/nm9thsgf40XrHCW1UNy+sya/J/p28kMfHWZyPklcqbds++tmjmPAXMDetKYMmuIXlXZN6FcVciIW0LX532PrryxJTheAsP5mSpcj/5MyS9QLNXLmaczy9LaRJytnysyNYZR1SCmfLrHagkhXJgwihDYPQ1Wa7AYGkG79YT56CqKM5ZzvZW+mqDKxlWMmrxP1RjMFR40lrg1RFOe+8Qcp9zqmJjPfza+CodqHNfARt0SuPTBmDAfZ8di0NUSeV3yvMms9hmLbgBkRUnz/qRNvwssG6+ChffBK7adRZHc9KNoUr2iYgCH2jnFE+ZWo7UCJj9T1PbFFeq5eFQ4H1vOT8WTq7zvSrYSWnrGfef3wYwFS+JtA9K8VtV57NqJ0hFv1/n0ZSQD85w2Y0S7Xhz4FfFQX8W8Qpt6hRI+W5uEurOsqqUTLU2xOgwUginNzehSKw0o82ehuMzwMsywLPPl57ISqlr9rFYN3wSnBbUjdQ8qgFdMoVg9UlRmS+PSznPIlIs3Sjx//9ni86mCKdRcKeB9LUGpVNz0S4J73BwRxJUI85o3r/bUiBccBpWGFCt993RRU0Rp9iTnal4qZmCnCJY4uigfDcsKTfD54mgeKeowCy2+lWedftVcH7N3TwkfbeMv+flaWmrKgtLeXHtR0CZwr30t58OSnNzb1UJTy7VC1wvatcpez/0yG6MmX4epjkk4IvmRGq7Ji/F8Vk/rgVWjtHjvVcSV1q5QDu4dwcHhogZ38WTbgiuTJ1dUXM3z/YryaiVE9YRrmDiFatBRaPNM1ptQNHUtrbiBYrl0wgWta1v/Wh9bihC5tfX3vbIgVelvvWffAize0blrix61PNw8FANGlZ+21vnNwJfvNKOrVlyLwaALmHipstjlgb7dRqnb4DzSr/Gsy//zm2H1zgy32sPaj9nQXE7rb2l1fUZPO/bVsiSySzFA+R7myWg60bKsC2wthHvB2JQNch57W6FSLO8LM9FaPnsr2rbnCFITgswb+7whUuspTG7FwwLE4h56cphWI0jzhRW/pE5MG2udxfpzvJTZY2S26ixuZ1BXtBbhvjIzmk40ZzbMhYQr3F8wcAWdSy/dk0AK81vm2q0UkEbgNidkNsZ4OVszepXZe2GDPinOkMm8kouLn1mczsxSaUgWnjhNt1GDcb2xpE8z3AozUhi2VghekCk0dcxMVnFZXdCdxVBXwhh846R9z1eSTvOYmv5pxdu02ljCYq0sx9UydDIzGuV2zU9RVrEu35QZ5gXWc08LIszJuMpYbRxlgy/bW/PM3ACQF7QLZoa92jNW+Ft/iqfLKaWT+sw3FRWmdA0a6eKBoJmwUySbuyuM6LRFGdBhg+Z3iH6EfECJaD8gKdBPAckT4TiiMZCuNkiI9NIjCnm3szUVzUIr560PqzPBv34CDmj3lhzeovqAsiPrNeQtMl0hU49wQwgfyERGOkgJ2X+CLqLXW0JQetmAZvQwoToR+cn5hBuLUTtMkBPSDZb4OW3IyRm5PqDdIxoPpjgICnp06yshis1bJpt116BI7onHdwg7Qv8jAPH4AYsBa0xS3k9kGaE/IL2S4khOibjtCH2E3QYOPTn3JL0m5kiXQaSHeOX4OqIxkTgicUC7f0UISuwOMI2EaY+KkDZAJ3R0iGbi8YGcIV9/MMu7LIRs+TwkgaY35HQFQYldBv0E+kc0BFK0hI+iG4vJOpnlS97uDIbjU7N/vbKscHTeOwo9XVLPlt+zS4XA6mJZ1W/SkOTcrhPmPaSu79KDQvcabqHyT94fbepvOr8MxdO2V8ZhdbYGMbJ6ts190fIq6BJe8+ovh84ld1O95jT7PtzQ6lW1M81p3q+0qenJKs/UifJoJXie+e3CMvi4ahWyaKJQ12UQpOawDR6KoOnDLyiVfuvpHDXdb/iYZiZms3W/qfXnPAONKUk5IC68Q0+QtYHnvJ/TzNnyBbu+VOA0e90KLnpm3uuknIy+Zfh0XtO1y2HB463e8rYL/ra1zn1Q388KyyQVPuXd5V4678xex8y0LTux4mmqF5PzydIAYO0pXvfYdfuNMcdL6CY1DID/Dt7bUNgmcVZCKhtVcamgcgF5w59IM03lPKaZWRDbgGHh+d1CQudPbVk9ZU7bVV9ajrJ6MNRFu/TMOpvWranr7DStYLtmmxfjaessuLWWnUrT1uJGs0XUisXZztX6PXHJXwFyZUdS0bxhz5aArJPZdMa/rr0sVuM+8dY5UyykuKDhyt91nhlPqqoBE5ZfYYlwLaSkCcwemUNrREgRE7RfgxtezOQ9onqFhT4p4/DQQung56sj5jngqyp0WMhNs2qV9AR8AbmCcI3SWc4DRoiPZYFUGoECyWL3W3JYqeRKg1tX573PyxbjHf0xmTAh4xPkHXAL3FDy49VwHUENPtKBXFPCk1hDFvJEoiljSMbDEcxzgnRvfQ8JkYCqh4wKtmAlhSpINyH4EZEnVIIZ3bBBuEM1oakHklkzM2GhRoSiFJk96yw+umhPSVptRnLmhUzyM6GMaDjYvOe3HiLLk+OmIvzb2Nj54qumzbXxmqLQlRBVAyUkjYRiNW5CWNWMpTQzb/sA5kExqXv+qtmzdO7xr55bJDmvHI6Y4sEUTUWwK0Vn1V2hwRJOq6pZaouHMco7NA4QSziYBKpoOoBYzjf1/Ax1zxIoiZWz4zPZlRluwR+6CKEjhhGRTOiUEJSsLnx2OWmhB1kwHAiCdB2qmeQW57NyzNrIymzEJZBKsvKEwSWbkiVH914qShB1daFOqO5BOjT0SIIwDiarH/ZWx2SbTYqulDhMtu6iWfeT3DPCw8rWKATZBpVlNJ6TDSGYkZiO5rUSJFkY3c74BNXgdCSYgmzMCJEQr1jkPvwquima9qA9MXxvHlaMoMllqwmRLUEGkvRk6dD4B5Ad5I6YBzQnlD3mcbNDNZB08D3W84OGwrfssZw4Bm/JV5CKB70nBWdE5QFlgvAW4dY8f0JGE+S083mM9mx4wHLn3CChR+PWECQdsYgPZiAXxMPaZjMKM3qWzWtJe5A7kHdGj3GvRRU0RSR3WHSBLz5vll9R5AZTQIxOR10pmks+P8trIyWcsS8Ho0VHNAxYqKMBSzqt7iW0R8Ijmi1qgdGUEdS8PzSDpD+CRCRc0SrDs96BJqJ+Qkho8aRPZnhn4ZV7O5vHDuRgZ3D2qH4B6cniCcDDe8eBAxJGQrw3fAh/hqqQ0n7Bwz9XfnlOiFcWWf/QmVVYMvxzOdftE1Ld8CqyuCjz83LywD9zaTnUZfn6VHyl2vZTlz+XraxY/Oad9u5zIGmbODea5643Z5eTp9tb55njbyilAjlnP7diYBVmrT7McdrWB69lmTHopY6u33XIrA8jRauvy8eWLhOrOk5H9FUUnhVhz9S0PDmc1H86VFk91QqBlfOwO8UOba+rsnTzkfah+ZEKRBccqSJNCKCF0EmZr1dtslU2e0r8AoRbALA9zKywQ6x9aZ9bvXueBJ2B32u6qawYVz379fl2dEYS4Nw8t1RAm+t68jzLcZ/cWSH9mccaan3az3U1J0WX91p0+ibm/oVnnwH1+Xdeu1pXTQS3gteAJHUPWjU3SM8NIJJQzPtA6BCKN4IfltxCSsXzKYglzRO38FA5emvOdOTQkANzbSb3oHPs1YCaR4DnLKgxIeuhnirsExUku+1U7K3NZO/nYIcbQvCDSGnXmTOP8anB1AuKGONIxg7v2PjU3GoVC2FgYQ2i09LJDoxVqFEEDq5oy3ZatuEp0FFjMSOoZsRdo6WxWCqWTNX7R4PBKXTunq7G9GVQPFapHyBUNliYgcHnaXDGUM0WK7rnhdoJygRlAaQzDwsJrhRz6ZWAuHWNMtmzqV+t5z9Faeykn1m6z2wny/ILu/VaPqGIVs8ZZaxqOvPr+WsOaCtn9sXF3l6uVoazvLaq+YQcyvl7Z3tccPlrzGyh1i/zLudqkcKQF2XMCd370zDRz/bqpHqZ4bvYv8/vI8/T4xbo6w60yN3C7Gvc8TNl9Xo1sKq49DV+csUPLa7758niCCfPCWveuMWhtht6Hhme69s3rOfSk/nX+ttzb51ee7HZdhkJCwUD0iggxHHcv+N/lf94Zr0Xu5+6z64fWS3RNUtSp2o9p3UPXfGMazpx0tBpH0/KS+i7fnfd1ksT1LwvnEHnRhvzi0j/Cy/ZMeA5flnnh761rXUdXysSajvLYMQlbEqJp91YgroVtVn6tpNgVt2mFI6VPyjnDKGrvE/lvUWrYq32WJyvamOMaYtQBXZNbPVFWNOyOHT+a39W+Ohcf11P5bYya6laIycqT1mEzvN77iGgbt2PGL8kRTGiLIwKq0WwP1vWT7M/Lf27xC2lC8OpmJdGEfi2SFA0jF2lHdWzpTGGWIQ3W+zhBh+p15t5qFbbDWyXhPiVRTBBo1INwNooCKUbxYtFcrW4NzrkfHYZs8PWFMUNDixkK9Z3UFOwFW/c8qhqNWKc4duKFcuMzB5ChWsz5DbDUUvqzsJQ0iBouF3P2D43ivpZoNBYrfhwasDYUiWZcco9w6tnhd9bhgL1PmL4YGFIW1zH5raE1sqlH24Qq56HwRMiV2tot4CfvUEiVT7SGp3UfUdmmCwiX/g7CMVjYzbkKeeGdmP5FpyzkFzCgEiHSEe1BLUDolnMMyss61hEsLOiGdMVI1N7pBgWFmVQUQBayKAseXbQ0gKzske3a3Y2Pq+Jyd0bw0INF1olDU5Piz+pnXI4iYenE8y7RpPjYaxzpOSm5TzXJ+XsODnsdiDJz5bB8TKjOlIMG6xuD9dWQm6VtYkyG0obbG3KV1FnfDMuIxRRh0FLzy1nyyyH9Lo1UUKcl3kRp812mvcICJ7nRh3fbQ/xXBZzXEqvu3h+Rb7CvQHfoISQ1ecMwGYfqv98+cxGrBRcaq242i28/XbiMFFAXiw4vKHWcqU+r7NIsOxzhUCJLEEipU9NmycuyqUPtb/zaGfQy0zT2gb8e3ZMkeXri/fPwUFWl8tBtxLxVVPi46+04EzNxRMvSNu308Alre14s9XWPq+v4X2yJKAtHOd5aliBX1AKYq+sAh2QtsEXRmKGkFRKJpQcCQuTJAoO2CaznON2PucNmoU1+HJEs/imXZQ0uOra35r0xj0GKv4ZwZytP1ucLz1TatIa/2mWC7n+bGdKfJmrw2wW8suizooJdVMu9SQblRbLd207TN3wpMC4xZICyyXMiwVOje1ZNmeKBaYTOo/DafuzW+NXl4glRpX/86jWnhKvK/OWX1fN3J4naZsJmDZPqm04FOs/NWudYj1Tn2zhIIv3a9L6yvgUD5gl7TX4J9soisvgWmhTN9fU/F6Np95ombe6s/m3hhpU98SyHla4Xhm/gt/u5uxrb732l/TJ22xxqs5xpaDNfK7guLZ0Yz3ucq/Qj9MAKFXMUGFerArbVVJgp4gmr+N1rofrIiJ0QwfSEfeTGXwpNhd9gn6ki5kYDozhmiSRkLZ0fEdmJOcjSkb7CbQnxzcgAyJvESY0f0b1iMYvDroPWEglCwGVuwOETJffErSrlvBdEAuXOXXItCGnkaw7CAfoDjB1hOThjuKN5YDYZ7PuGK7Mi+GwM3jdBOdljGGJ0iNZ0eMf0LyHzffkeE3qDpAnOF7DcUuUPSEeTBnTJXRUpilD2BDina1FOrPC6H6EPCGjWWWxwWhr3qEKOZmFC+ohAOIbkA067c2iZLqH9EToOugiTGJBlOQAsptRJ18T0g/QH9HrP5KzIE83kHoydxACYboBIikOqAhTfoOmSBg/EcKerpvo+8yxExLRYqROnxHdEvIW7SO6+YDoji59IUtnUXqDEPQWdEKzjYnjb2bX71eW2Vp8JhWGGy2RkdmjqKwHoA2PZ6UIGsr6cDq3WugLPmtByJqvrWJelrfqt6Z/dmmmYUXZPLfd0KlypY653ftLz22cUoUd2ozdnw/iZK9QrOWuczLoSqpKw6HZM/F9W5tutntmU6dQBQ71ALP2iGBZtSkndYZR3ZY9tMwJt1Nrp85k9WRp+vTLGLiGXDdMdVu1Ftw03sDcxMtL5fBbnm06IR46rbrUw6mJdduJ+ZsUOCqU0AhrjuKEf1hP9Xo7Z54XI6fzvmo6noa/LDvMiUCq5aM4VRK1PZSy981rtTxfeThpfIyKsUa7nOq+Vhtrhrvun6yQZr3Bymk1i+GtCc8z416v9TOlgNtkw2r5eASCCx6Csw8hFN53VkLIapx1ur357LJRk5Eq2cOSSHZ8CerLulHYev/rjPuN2dlDTxs8O0RlPlAW/DwD0LU7w9qFv/LXbTurZ9ZL/BxQygMt7a5EndUzq/o599zqli5fXRoCaD1/F6pb9bEndeoz42j6sH6nItFLmOav95Y7QNxCWbMpHUJ4xPhxEyTh1sySB7OijxkzlBC7LhMio8Wd7xIiA8T3mLBnhyVUvQUE9TAlmvcoim4KPbd1L7rFBP3FFLwIlzqQWzMLzwlkh4QdcAP6zvawksjYhUmhhtvwc0sq+5PvPcF430DGEsg6vKfRvVs7CE2IT+0gbxz/nWZFp1cJ62tJ7i3mDUqYnGbugAMuv0TCta+JI0qy9rKCujEKyY12svd/C+EGM5EeHY4/VdDVqVfc8t7PryWvRbtWxMOdJAGNFo+95KZw/JEi8NLJaEJ2PMkHE7h0HrbUeQt1r5PXFyHmKyCQPeF1kAkJmZyyx9GPBDEDmSw7o1UT1LBfQk1kLjlZv2LnvXD5QfF6cQVGoHjI36K5g2SGMyElyBmNGfUQX+ZZ0hnxrLDLaH9EdLB76jH2JZLlGnGcB0Hze5RIccShJF1X50U6gU5IqYS3ccVfykjys7LmSnczES1iTsdBUcsRYWsZgitrSohXGb2eiM1z58rBaYIxmycOezuTdMly8+XoukfLy5DpEZ2I0wGVQJIONBKm3tfRvLlUrxpAi8IhBciCdGYQFkvYpozhc/H+EYEgqPZoHhy7FGUi68HRzSJaaE2M/lp0C8TuO0K8sXw1Ujx6FOm2SOyxHBRiHhP50bxhuAH2qHxBOZC5BzYob0AiIVr4OXHPAM2frN74l6j0ZP0DcKTz9SNY6Fmiepo880CymCV7I2/SQ+zNW0MSKhbyKGRF6chxcL7nAdybQsiGkxLInv+D8AbRSI4Ho0Pcgx6R9D2iW3LOZB2RIJ7G9IhyRCQi0oNMaDggmtyorSPrG1t72eYbfTA5qXtjwWeUPcRbq6MkpdYEHI2HFwVPaG0pPjqkeMhXL65AiD2K8T02N07boz1j3kwJy1szkXWH6pEo5r2hUhS0AqmjZlmUJ+iC09sMPFm7oSOHjct8B0Qjmg4IwWXMX8e3bzu9PlvOE1JZPfMqcvucwPAb1s5rHn/u/jke5evlPDP5VYbm7FX5yv1fXr5W37mz1S+p55/6/PNlPuCc1nueuV8+s2LYn7n7zMtnb/6SsZ1/56WavoYTrxEMvICN9YDUCBpewIbTprwCbe4WpnP9cCvQea6F9bv1d3tKfG4gq9r/ZMj3XEWy/Cx818mB8TzOLev4lu6uDoerepbPrKla+/slSmifX1klz/Tp3LXnYXBa63PPnsPNb7n/UqsvvbumHeXKuUjl31gagUhr5KIuLDSX/BLzEUxIFxHfvguTYmdSY6bEYxLPcgC3WljMux/0UcxKqqs0QOqfHxidmSkxIedDCpQE7lI8AoqC1JWWKp0dbFwwNMcLtYNsFcKKMedKcE+IWIDD7LFgh2CzsphhUMe3oGMOUDGmSutY8PcdRmV86syuOOwLbFYqeSnxhN2qbiZNYf5TF2RrhyX/ckGBzgYLc2jRTGuhZ4cvsyYSKZZUfmhxq5UCB9XelCvfUv7JG7g0///p7bzGWuZ8hS3Nla82Ke1T59mF+cmFmecLbZ/cfoaD/AYi8Rp6+2J1uv7yek6uwkfO3//nLc+014zn+R6tTxtfq09Xv9vv30LR5eT9ggG/aF842+UXTiVy8uUbWlZerPuZPr1+vX5LX+zZuufUA+xX3n+OZS1LePVo9YZoHi6/ZuVE+XQ69xx7dXJpbXXr5Rwr+iqw6DPz+8Lz7eNnX9EXf76uPMdXPvPoySPPv3P+bLEqX2P/fkl5NcvYIlazfjRRcz4UnqHG4pfmuYZ/dN7EPgVqnO3ygBs9FUtV72cRPM5zXO6XddNSoDmfVRXYVuMeM+wrhl5zsfeX24jSaIhOx1/HVng15uefFTPJXDfa7Lkzb7qMYVasdQuVWC74JhjwavytsVrhg1uejtV3Vv1YttM6L508Xsets7FaHYfhxAzqV6yfdVHzeBFdjx9wz//ZArzwr4UiNSGDTxSFVL53HtCicr+2NGhYDLniyHpMq4frXJQ6xblzbfj75q/mFtCKMoqz7K0CeL5Io/VtIFD4xWaMxetmYYCz5nBbfrDF2bLGG1hqU8O57bVa9a/hu8K3dn7ruSk0c+ewbrxjdWEgWDrUXvpWfBPzdCgJk1tY1LBys5Gg0UCl9cSxtWahjeq5cLHOoXiRqZjQW91L66Sni6W48gopuCmruSp/9Vpu/lYGq5VezF4VtoZ8XIv5bM+GRvfnI4NHL8BCPpV1OIu0XGmn6t1PDrvG690hc0pjC2o7HlWvg8rFOD43XnEFTlIoQLs2vC9+rhfmiCI+icwGz4FiIG0KHD+zSjM5vte9UtrvXTvxcbyUS7mUS7mUS7mUS7mUS7mUS7mUS7mUS7mUS7mUS7mUS7mUS/mnlz+RJ8SlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqyXJQQl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl/LPUi5KiEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEv5ZykXJcSlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMqlXMql/LOUixLiUi7lUi7lUi7lUi7lUi7lUi7lUi7lUi7lUi7lUi7lUi7lUv5ZykUJcSmXcimXcimXcimXcimXcimXcimXcimXcimXcimXcimXcin/LKV79YNX/zmoInoAHVH9CZiQ8C9AbpF0AJ3QuEflCDKiMoFOCAn0HeTvQBIiE0pGcwYNQAQUCRkAFbHfqDUuAURcZSIwRVAh52R9kg0iPSJH65P0CD0qDygPqIKqIAIighKBATRCHrz+HpEJ5LOP+AYIiE5ARnlEUQi/Bq4gfwHdE+QakQHNe1SPSPiMhM+oQlYQvYX83vt1sHFIh4qQQ7ThabJPImhCxo+gmRx+QGVLCAEBCJ+BA8oV0KMklIRoBA1IOBLCAfQG9A7NSs4ZSEg4ghxR+QKM6PQIdIh8Z7DiChBUHr2vO5u3vAGNqA4+TyPCBOxQ9hBv0HANpS9sQK9xoBsoQwAFEj7PIwDT/t88i2/x9teggugGNKBi+jI5ZsigXUKDIhHDCz2iOoIK5ICIIqKOTyA6IFyhBAgBzQnGAyDWZ1E0PoEoIr3hWVBAyVlACxoKpVFNgmYxmEjyAWYUMdzCp1sFSQIImYAIELL1z9/T+ARkGK3D0t9A6KweFTRjfbAugR5tHXYdxAhpRNIRDQOE7QxvSRD3qChINixLHRDJ8QpECHq0tgu8tHM4KqqKdBmCItqDdgiGU0h0oAREIoSMxoSo+poXyE5ibNCgPSjkyfBD42g4IfZYDjtURpgS5GxrAoGwgTDY+tCE5oBqmH9LRiUjqj5uQWMEAaLRlfTpH8/jWnw1GbyUS3lVSWl69p443b+US/lTFc3p2Xuhv7MvxgBBLnekbI5eiSAqaMi+V9h+Vmg8ir+bQRPGD/RG/+lsDw2j7fup7P2+QWfHeTn6nuclbUA76I4QJtvrVYz3U0XwjSE4q6gKyd7XoMb3pM7GUvt9ANR4Fo3g+7nxWWUDBfKAaG/1BN+LJVldNOPU4Pu5oOLXg61v0QKXUPtpr4s3U4A9ed/CDHfF+6wGR+1BR9vbiSiDwzZ6PUfru0zzfCrOI2DwB0QygqK5dMbHIwklg25AB5+LEZECt4oxkHuf9zJvDjef1zz+xHPlX/1P/mfP3ruUS/kl5d/+X/6Ls9dj9/4/cE8u5f/fS5o+Pnvvf/y/+N/8B+zJpfzHUP6v/8f/7bP3/kf/y//1f8CeXMp/DOX/9n/43z1773/+P/1f/QfsyaX8x1D+T//n//2L918vfdPyL/vfrDyAhEqrNJBZ6ChhFkbjklTU6/MDsKb54GbS9qat0r7afVyYqiAkryaj2AFTajtT8774Ydb7tHAA8f74AU3q5fJuZtEPkh0CpYwlUyXE/mejDSawJsxjK39iMBKeK0WyXvpZ6pfVvTx/l+j34vxOOTjWhvx9zXYw94N1hWttoxx8aepXH2f5E8CF5H6wlkW/mvq0me+CI/XzmaLrHy64kHY8bSn9ZiFUKc8a+ubmXW260469vCcNzsn8DkW5ostri7+2g9K0Ue6oCwy0ebLMdYPnrshRbetrACNV4gGIKVgUf6/BNwKiWnug7Zjq2pTlnxTgyHJoFZ+kebwoONRBLy4xkmXdLpSpo15+zGPTsk7Le+LgMCWDtqBf9xvvz2KMLd5dyqVcyqX8x1Sa/WNB72loZVvO0MqTLa/sEVQB+MLwQDBlQrn33L6/aLrlGcqVslus9lQUKYL8RZ2rPUfa+7p6Vk0o397TZn87qdt4XG1hdnZbOW1n2b+TjW/1XLOfFUWGtDzVmffKXPh9LWNfPL7eI9f3/FNDA7cGdqo+z2e6cCmXcimXcimXcimXcimXcimX8oryDSbAEyaAv8esxa6BiMYDyhEJZsFGAC2W4m4RbQqCAOzng6oEiB1m3WVW+aq31iW5wk46e2arO5DsQn55hDgBZrlHOLgQvkOJCA8IBxPKYl4C5A6kQ8MGSO6VkN1KOrkHgDYCz4P3wa3qQmd9li8gD0iYbBw5Wz8lIWIW2RBBtghXaOjRLto5MvXm5RFcwFo8PnIrJOjQ+MHu6+DKk0dUJlQ3qFwh2iPE2fpbBgIDcPB+H5HwCTSa9Tq41XiPyJ0LCj5YF4IrfPLOz5wbG2fYNsIDBd2BjlDGON1A/kBVfIQBiRvQB0Q/unxYQSOaNzb/obWq+0rJpuhQbJ5DeDL82/YoAUk9kiNa8Cl3PtYjIqNZJuaAhmieAmQ0PxnIxVQm5mkA5NHQMtlykGCWlZJdsRXsQK/5iHl7RLeALEqe7AqsbHjAgFK8CQTVDHp0uMpCaF+UbqLXNk/haIqHlBDNqAwOkGJBOdp6iB0aepAipOlR8fFMCbNM7W09aQea0WwWlOpKMKbJqozYHKat4UwcbUxiFqmiCVJGQnKdVDDYietBmEBGJHdIHkDdMhb19cCsh8pHE+XIYONGETKqppRhin69tzU9Hc3KN06G2+rjqaXglSkDleweVYLk3tqcJi6Sk0u5lEv5j7KI0WLznnPeS1y5C1RDgrK3Z6qSQc2Vz6zli0K4eEBo2QC8bnTet6V3IXgyl1AaLwRtaLGoexxme1cV0aYtsT1VNbpXnVSdB7lI2UeKhynVUAPfFwTJ5m1XZPpVvh7UeRrzqhO1fcy8J9xYg+Tdjsb3hiNCQHXjA3DjiIUXLwjHyv/MxhDicOvAvXbBx1F4AhHf4yKSo9UvB+tLNa6YP2ajCwVNDp1Y4VRv+zxLgZHYnqgVXqWvvc2F368bdzHKCYVnuZRLuZRLuZRLuZRLuZRLuZRL+fbyDZ4QrTUWfuCLKKNf75ituUNjde0eAVos5FmeBMUPqNVyuljVt6UcdMvzZo0vEr2dPD8nAQsNNNqBqlrqF8+NIrAsdZWD7uhD80NaFTCXT++eJCwcUXO9jZUjPuZyUKfzcERl0M3hEIpEeDF2U+IUmJUD/ISy9WvYYV3AAhZE73dCdXL5wuRwjss2tHg4dN5fD7lAmvugZS7VBQBlfA0OSKAKIqrlur+nbjFYJ3v910LhfJltDct8Ty4EsHBGmtfvB1Bx75NSHN7FItM9Z+x7sfbzx8q1Kmgp12arzPlZrXMu1ZrSYSPzvbbyap8ojTdG9TYo4R50riebYL7CvbViRH1KG6+Tol1ZWXNadw2XJIe5mmZMJVSZhZ2Y2xCZZ0tazwYx4ZOEEvKq4KjPQV1rFnJqdmJqcMAtKpf2m8y4KhGhMwWm5jkMCNoiRyMQKTgINbSEyixE+ROWtQzmXPVrI9STcf4J2lZO+/LS9fb+uT69NK6X+r/u00v3n+vLc8/+kvZeavccbF4zJ8+N/08zr00tCsi3QOFrI/qaxPC52X/NO8+18bX7z9X5S7D53PPf0vZzM9e8p8ra0vzl+l96ph3PPxX7X1uafaHZg+d7TZ2toLsKzv1T23dmD0/xOrXde8q7ebX3a+2N3Q9w0qcTzz/z+NSFR9uq34sxGe9SegYenoiyz5X38mp7b/hCnfu7LGUvXjW52u/bfi/ggXi/XDGRm/237o2ygkE608Z85TxGtP1oN8v2egl3NfOmtW/rgVee4tkGnymFJxMsdKKivk/roiLx8JQF9O2aK/impuzJiibb44MGu+U2HxamESRnKrMnGE+i7di93tImmDe31h8V38SRVoJjepkm52NCMGWdpuhgctiGuW7AQkWixoupzMYgbsBSVlEJKWohQq394mGqHnpLvO8SfN1l/yTWObTuG88UxOc2K7kJcyaSrZ/ei2IAg4iF2BS7s5yt4PjrSkHne0UtPK6WM1xZSsHGqSnbvAVpptZ5SfeY12zjDcFwstKJX1xesTeePLJeVc/sEe2ecELWX+jzWfL/jVybrH5rU4e0v9eN/pLy3PjL7dWA2n1D1+/+Uo7pW/bfdXmJt/inleyyjiDJ6Zc24xdb86poLvTE4gpW4yvBpTBqIX3V6a8KIfsaKHjm5xpTTksFrQZrVzWiGlA/Q5rUw9et+klVFREx40NVo8cCKRjdCQlQJRe64aFsRc24LDvtDkx+lnU604hgCGJGjwQkT5gBXoFLRNkYfU4WAcNEEibHsDDW3mawPmgxBpSunu8Ft0Eo+6VIFU+oG6Pavjma4jz4XqzdHKpZBc1GLyUG+yzyEXXDuLKO8mTzFbLbqZZ+iC9/Mwg1w88OC2l9tDZSMPvDCEggyWB16rcbx1X5hode1JU3aIn5gYdkzOJzpmLRJgMWNrksVVWClvCWZV8uoaRtT1GXRUiNNOHvFnkVI8qEuHzNsFzIki3ugcsfEIOzb69GG6a53/hj1gejqWGxnMpeg+8zxluYUYjzbo7TFNiIoMGMlYOKy1Qm60Mw3iz6npvKWi7z4vtUjRzhIaQllpDevrYF3+gEstiaE5MJqZgRrZZwnsXLtPJEzitI8jXcGxCc0YgxE4KScywUg4yHndZMIBAk2tqWOqku0iv0w9fsyZ7w9ZKKSCU5D+ITErK1UW1sghLEQpdrAvEQ3TPHqc7h4EgIIec614pUXA4uX5VoIUHVZYyFzyCJtR1KeFSDYfA/RcjFmDwbXxmcx6nY5vAvsW8CDn8HfeHHZXI4uiEypc2sJhIPwQzws/MuLp82HLe1GNR5V//Lzh9ICj6udv0VzszWpZCR0CExkNVhJTbSkDF6HYCoxoOKydujG/h2mlGUyWl1cDqXHZSxCwQRsq/xQG84FRMSs4vPpI7PuibkrExzoCEUNXRTp9cKUeRV2/OrlRBBH7B4vR+AYB2UjOgImhG3dNMUjRCzweIFJ1QmY1BlMozVaFbZ+uiMdE+NiYsAO8xK7NEIDR9QiSjmrSDyjqJwMOJ1wGLfZ5CDbfh54wsx2TBlwC48WN16BN24RfaIUvIyDJjgfmsIEaxukYMhS/Y+ygHChIViFiQWi3vPN5EipLLZxwbBffNFCNL5EaenCvFFQQ9OnK6MICWcMR8N5uzd2j8ayQ9vLSRx3oGax4C4ULtuhM74VOY1KKa0uPfnzPJcsi+MpLajF4s9EapSBTV4hwd7hwC6g/QZVUHzGwNRZTyc0KbJF7Iuz9hnilRBgnuipN7mcCGgcyqYjZjbZtW5t0nZ0RLkvStSksWmToNHC5uoXhwUzxwcNzJFdYAfrmr+g2BjsPbELDdLuCMJji+PkCOSBpv3rjP46+hzvSk7seGT9ja2MBhsdW/9dSWRijGn0vXYiVuNwXOChCToiiKg973t6Azp6MyJjU9dWQZbn589qgn4UudLwBQ+iHlI0JmlajY4iFiIJ4K67iUjGhHUYorHEjObSpAVgWwbpqYnv+GeSmW3CiPiSh1lMi8GnSB3BB0MJ0OC0PnmmtB8NDwMFmWkwgABAABJREFUg6/t0RmQosRzr6VXFmn+2yauq3u4MMWZX/fkMD5KKpNR9FEmRJjDYdWxMi/HuWYDWNUbOoWYlalFROQ5RZp+nvRxzXCcPSRLEy3Fc3PUMCvF6tg2VgIz814UPoWJqm0smeK5GSlkYNk3P0CsI5zNtIOF/Ku+43ULRfg5w7IaHpfNnva6M1NeqTZPLGmSr00thxeZ5xfPlSLzsEp734BmTTvzuJcDaEs+fb7p5kkd58LsrPv2CgahAqlU8Kp3ztTRNFfmfg4Ll+erCxw9Hd5iktq+nOCczg8t4Nlcb39/bd4W4Cw/1mvvmUpeA/cz02VlrYBeQeQV+FYPZc1ebB/Od5T8DyV8ZJj80N75niHejYxK8jVgjLUJTkCzCyyr0Dd7M77eas6BEo5vwLz03CuDzj+jndZ936u0Kcca2smYdtu3F0SjGrnMeFUwT4tXRanPPTrU6TfucUkREBSjDJdui/gRSjcOv/18H8WTOTXKeucF/TBK5fGKZ3Ce6bCI8Rgcra8UXq0cXopxT5k7beZVQAevxz0+tBxmUrsBV28NM/pJ1ncxYY3ohKob7yxg6HgXi3fJtxEAEaHr3yES6fb/gKQnxvSWrFsSHdk9lQVBbjLxJpP2I9PuCHFAhy2SNoTpFt3uye9+Ju32HH/3mW7qeJM+EK+E+J8eyH3g/vN3TIdI/PETMh7R2yN0ypDfEHWLjk9oPhJCJISAXmV0oxzCkV2Y6I8D/X7DOHbsdwMdE9twIGyF8F0kJWH/EJCU2EyPxB62P/QQej7/4c+YjgOd3hPkyOZuR9xM7FUYEa4OB4ZpRA7XhOmKqe9JfU8M9/TxE3uOPOoO2V0T7t+Sr49MHz7Tk3kzKnna8LD7FZJ7rlIkxoy8fYRwZP/lMzpNhPA9yBWHcM0kPaI/I/rIXbzlOm55eNizf9wTkxBTYLh75PrdZ0Y6dmyYHh/Z//Efkf6K/u1vkZAI3ScCmU3IoIFjukbZkoe/RLsrppuPaNzRP/0jYdpxzG9JecvVLtAfhfQukN8Edr+75+n3X4hXgXgbIPbQb+n7GzZX36OHI8ePn+m7ibe3R4jCMWxa7uI1GLf4qCFnyxryXGpIZ0ZsJd9NMf6p3u3FcK3w7DL/LnljQj/X6UI/Wzo9uLe0EFyIl73KwnGEmZRLMl5Xgwl7gaoglYCdr0enp4MvyyOt8Z/kkifG2lYZjW9WVz6JA8W3Qi3ebjWULzUnozWs1QhKqtdUy6SJe4gLOhUDMA+BLBENvmcg1phJbKjhmX2/LgKYeYZ9P1goWaTZ93PDZDn9FRP6WoMmrJNiHCeTyx8KTS40TU0GIcXry9v+hpIJfJzeMhF4e/c7huGBsB0th57cIbIh7h4Jhz37hy2Hxy2S3yPT9/T5iW66R98q03dK7B4Z+h9JGtmnN3QH4eZnRYik7bWJAeIDAtw8/ZowbXg8RiaF8d09aTOye/wNx/EtU/czKd7zIUy8k5FuisQx8jiNfDkeGK6vubp9Q0xHhv09uyHzhzeZsBduftehh5GHxz8icc/dr/9AFzu6x/8BTHfcj9+TtOPd8F+xjR/JN9do36PHCT1m0ncD6W1PHj+Qpw/Ex/+K/v6/RDcj+eaI6l+S839O2O2Iv/8dukmk3ySQLSH9OVMSPj/dk2Xk6t0XJOw5fPodeTxyc/tXdP0dXZcIUXnqE8eY0e0GHQZufg5cf4rs5QcO/BWZv0X13yBvHpBf/QzpHRz+JX2fuXnzhB42jP/4G7puy9vf3tGHLVdPf45MHdPuIzkd2e1H0jQSv/xb5PiRw4cnpusDh3jFFAaGQ88wdjzGP/Ikf6Sf/pL++NeE8O+I3f8TngbyT2/Z3gQ+/FnHYXjPj7f/mqQj7P6/kI+vxjcRoe+uCBJJwyNZRp72W8apo2cikthMkT5F4uaBuHnkc3zLx/iWzX3P9vMGuR6R94+knDmOE9tpx4fdHyEIx+trUtiyD79Cg9BtP6F64POPPzMdJra8pZOeuBkJMdPnd4R8xV7+34z8DUF+i8ivuAsDd6HnPjzyc/eZ7nBN//gWub4mfnhP6oXDNpAfj4z/zWdCEq42t9AFxndKjsoxHSBl3j5MDEnhzQbZBMbtI6k7kixlJNvNW4b+lsPTPcenBzbHA5vjjnToGHc90/XA+N01w3Hg9vMNOT1ymP6WqRf2798Qg/CeEdXAPxzfMmbhVv89nTwR7gZk6FC9QbVH//4JPh0Zfvsd/fs37B72HB4PpM3EtJmITxvi04Yh7HjbfSHFnzls/h1JrzlOf0HKW6bDHRo68p3l45TDkcDIdvu3SEjsDv8ZKb1FHhNhTPzqh5+5u33iy+4Hng5v+Sl84ZPcs9k/MOwfuIsfeBN/zVN34HP/BGFCugM8KOF3iRw27G++I6pw97QnfMMBNQX48U44BuXNPxwZnhLyfkQ2mZufJjYPmfsPwtNb4c3dnpvbPU8/Bu7/oWMzvOPq6gc2AreiHBj5rE+k2DNt39CPiTef7kETu21i1MCXLzdoSrzXf88QjvS//e8i2zfsP98wHjrGtw+kzYHuH4TwUThcbdlfDcAT8MRtHLntDhxSx8PUk546xp+2bDYj7797IAk8TREJkZurW7L0fNI7IPM+/g0x7vnyFsYNdJ0pcK/+7Uj3U0LfdOhVZLwOTNeB6dPI9HlkePue7YfvGB/2jD8/InFP7B+YBPYhMmjPu+mOEBP53T2TJO5zRseO63/4NeEY2cU/kuJIfvcdDFu6NBFz4u3hb7hKn9h8/9cM77/nniOPOnLs3nGM77n7CT78TuGton+RGTcbnm7esA1bftW95S5P/NXuE6Mc+Pfbj+SN8P7PvieGnt2PgZAif/0X77i56vn5/hPHw8gP43+H2/wr3v/133L9q5/YHwcO48D+/on9lyfy2KHjwI+fJv79Px7RDsKV8qTwh0mZdk/s/+HvGFB+2G5NEfGV8g3hmIo11gbbzA+NFXR7KHbhWxWqz5t+OQzNTGWq77QHefM0mMiYwFb9cDzLV1wQW+PGF2t+bbS80Q/C7uLuwuEaVkqzCxcDs8cBzMxmV+s2Ju44W9FpWMhCFLMuMGa2s0P6GeAX7a9qZhayl6TLxqBpybsgLuhaMGHlUH0EjojnhzCvjwID1y5qoCYQLhpsnysTa2Yfmx865RQVTE6XG4awqqn9ndw87Hk5dEDZNEylMXmGKs3zXy1S67U+2yFeFhZ5RYAUPISD1y9FaFjwbpWQUgNthoQqCCihqVKZAz9WFGvOmoOhtCMVtW0ui7Aj1fer+UGIlJwG1qeC082hRMUPBI5LFV7z+tJi9VHmux4kmIXl4gKK7IIZKc/Vm1SB01yzM+NudUpB4YKXHWgyyzktB7Ts2CmugAg1dJWr3edQY6GeuByxfF4XeUnKxywoU6cxUkyGiqClCERVsRBZpgG2802eDzt1bN8sHW6KNP2aP1pPkQUNXB+avyUnRfPsObmkOPwkuHJE/dqiBatjpqilotPa2s+F0qJ240zfpXjYlNuuiGmUA0vZqdTm5/wmupj2Uq9drhWvYMNZujr3t6ylr5U1pJ6VAM/LBe/74rG5vaqwRF491S+XtqF/aoW/tK5z+LJ+X858O22pzP9iugvenlsfJ5dentXXr7Az9ZxYvr7UVmnpBZz5pvZfU8+Z/n1TbP41dNYzU+hjS4PLnhHrUlX/sjRSL8SwmEy18Cl0rNCihh5XIV97vexlRdhX9ovGo2/RZuERikdgy4809Z6lv4WvKkqYzJxXKzUgL3t88Qxs21qvq3nfWigO6lwJbT9nr4Pip1EUnjq/d0ILm+/a8BwVdoW3KN3T5rvDroQtdD6kzM3svSrMHrMzqGob31QEYo+EaGxQVoJ0oAPZDVhUA5rFlCSd8ytJ0BhQ6UA2qN6aBVj/iB4nUkqEKRBSR8xCHCYYAqkbSKMZ08gklQcSAkE7sof1EnFBpQSI2WxZYiZPamE8U0eaBoIIqiakoDNDkSwuXHYFXhgUDUKWK7Ju0GwhviRmpIszfzgeEMlEIkEHchjIsSeEHSGa1bRZkSmaOlMK9WaNK8nOGJoHNLu1mmRC7NBY5hIIHYSBLFuSDEjuCAQkBmKMiEby2BGq1aYQ+0TS4N4UE3ncESSavYlACTXrDg0UgqBhi4YrcveF3AldSCAjOSipGp2IWQ92QtbMdEhoL0gOaBSImRDE+6ykLMQsBMkOw/j8nv9K/JPquSF1Ltq7WtZNXSOFD7G1fkpmdV4PlTWc6VUFUcWTZk1i1yuf0PBlUulR6WNZ083P6u3rf0XpWXPYuaFUw5tVHkXmPXfmZ9o2W7AJ5fwxe0u1O5Ejx0we59fEv7gX9Ezh5rFWOK73opZm1atlv6g992lUp7Pl/FzG28CkhRfS3C8K6/Zs8G17ugIpm/hXQ0a6ERmOSG/KehUgJYKOEDoyCUmBMG7QNBLGYiMp0GXisCfrQJogJCUyOTmPaFCjJwpDEIJEdrmDbB5LEhNJrxmnN0zdA8nnJgpEIh0DokpyWhakJ5LoEEIQ8oBZGCcxm69DRuIEeYeESJhAx448bsnaIZIJ+YjqBqRDijdXB7oJroi7smU1PSD9EfDQ3WyQPBL2EyqJ7HPgDh1Mk3lmbMJICEem9ECejqiOSFVdmwGEhkTuI3kjaL8xj4Z0heZ3KH9gIiFyRDY7JF2bB1ovyMb3vrhFuiuGuzcM8Zpt+jUhdIyTkORAkj2THoipQ5KSZCJ3R0Lc2NYxunmBTmTd2z6W7ggS6eQzOW9h3xP7jiFvUMmErkM1k0ORR72+hCCEANmjEGgIZIlkkkuUzOg1CMQwoRGmbqCTAaZrM1QNe1SFlEFzIOYJESEFNzQLg+0XA+ScSenINI5uvBiQwXgVyULIAZEDIvfAe5RE0MSgHUHME0A1E5JHU4gDdAE2gh4hpYAmwaJvGJ5rVFsrJCcxaiGyQ0CiQKc1gqRsI2GzQcadk9hM0ETOwaO4C7nrIPUE2SAcCXmaPREDRM2oClmji34OIDuzkRncAjwJkhSOmYDYvi6C3VJSNyFhIOZIEKEnI3JgDB/JeTIYaSAn8w7JLieRoKAJjTskTOZMoRFJgiQhBmXoJrooxNiTRDgIiE7EtDd4S/TxTGgwY1QR62sKyrR1Hj7xzWKQY4R9hKushKQESYQ4IWkiHk1xniVAvyde7dA++go1BXgUYSOC+lWCMjlPFAtfJMlpU0ZzRnRH5EAnSoiBAwOiAzkcSV0iZkFGQTc9WTeYPNTwIWJjzBnSFEm7jUdtNc49ZDPxCWLhyrNuUEm+rhTtldxDHmxvEka6KZE0koPY/SGTYmLKE10IyLCFqGTdE7JYFJNg5FSJdGSCZFI8Go+Zg7OlHaQOFSVLJkmE0CHJaKmERMeBYRMYrq/oFIJmJA4Qrwk99AFkk5E3ibC9YXzzPZu45W74wNtp5IeHyDHs+fkmk66F93/xHTEObEIkTJE//8tf8+Z2w+bjNfv9kX9x/Cve5d/y/V/Dmz/reThseRo3PH38wtOne/JhIO+2SD/y034HA8gNBFW+jMrx8Z7x/mc6zWy213R/SiWEhje2YrFY7sgjohYj36y7rv3eERidjxupiZQ1Y+5nJf4wBnC3wjLfkCfANsLZQyKD/ui9MIZJ2RhBU7cmy54HQTvIGz80eJzgzizVJByB5Is+oqGz59UUHjNzYsSQzi3wKdZlG9ANNQeBblB6YwIyVnfOwBUib1AOaLR+oY92iFGz/BOPma/hCvD3JaPhobG4c0s2zZiTUU8RQKpsDQYy+TMT5L3zWdfO2imiI6I7CtNmPJlby+cyDxuDcbTDWhFsWvsBdIBccmgk0K2N26fDLNk9t4cc7KIUa3+Lqyx5nJk9wd1Hv4Jv0XNZTD0oBIprZrG6Ueclg+OEWcAXJdGC8S1tFSFicEsmzy0gee9nAutjcfUXKTk5fM6d11XfIGFAXGihTlREN+bp4Z4mMDqTnm2jyL5+EMd5g3tVyGVXnCXzMCJcIRS8ETTvvE5XunFtcxSwnA16RHlE6RDZAsaUEQS25UAifrB13A44LhSrTj8Ii7utxclDCyQ/kG4QjYSghM7WtGCwqsq4UPA1oCQSj0acp+RuroMdgrKF9JLk4+7ck0ID0NvG3LvAp1hT0UOakGlPUanhrq6CQt5Yu9k8i8TdnV9d/CBUw2GpHWLns8ocXmsWPreHHYwZpXgWQM6hrbrpTyPUWRw+i/px7ne1+Kcc+uzdpTisOXQWBSytoIp6uCwuvTK/ZreLctFDOCBz+IZZSJbnNgWqyqOcVwPe+0ZFou1YyiFcvNayDopl9OwK3bYzh34pB8pmXqvgbx5ntSgu8JgrauqeYXZa2gNtc1gVdwcuM9Qcwr/hHLss0uDC+oBeBQXS3Icq3FhYuMh83RnzSm8K/jSTXsdwWntzUdcXXhqI/ZdzfWuLto8jevqots+dND/3Y/ZWKpVVZG5gcKbv7QZRJTeF5rfttJB5bvzt9dX8nGu7vb5C5eUYm/d0udpfU1SL96L3q65/NzAoHgiek6GRYDHvD/aeqHsMFBf+7P2Tpk4wBhuo1vh1LKGhD4W+FlwXigGGPe7O1cV4tnpTlb2yeC90GD0yJfqs6CyGJM4LtEoMF9bb/j1i+2+P8UONByITVeBMEWhmpCj2PefWXG8RhpUxlc6X/dqNSzRanVLWoNM/5w+tvqJwb4tYP3WeIcLY3CuTXm7KTKuC7805zd5gJdeEMHtbmmja6VprCBEgdct2vlI0ZHbvvqBDhKdfIdNvueUNWwZ0+BmND+zuM4dHJV11yCYS7hPdA6S7I8fbyaZmd0enWzb9X8L0havrJwKR2F+TQ+Tp726ZgnLfPZJyYhv3xG5im6A7CmH4EXohDR9I+hbyj5A/k8KWzIaOI291D4eEfkls4g3DzTVZhBQzaQhMzlf0285476sjORy4P/yIZiHELf1wTXdUQg5Mh78g6Ya4+5FufGDMv2eff+Sm67i6uoPre/L1gXGcmI6B/BjYfoYcMunqQNcpm6c3MEXuH67JkzDuD0j3xOGHe2Kn9OM1so90h++IGfKbLXkTYLdDxh1DTESJ5P6/4an7yBj+Cvhz4oc9mw87pivl0/UGfQrwc6Yfeoa/+I7ENcdwTZLA2L2lzx394ztQSN0TU8gM+Sdk/AP849+Rk3lwaPoA3/Vwk9gfE8ekDA8HuqcjV9rR/fotQ/drNv2fs7/7ex6/+y+Rx8/oH74wJXjUxJhGtvefkbghXd25QPM1pezTZe0UQxdXaipY/rZoCp0A+PnV1msypUku5wRfs07jFiGxgFn44crLNgxr8S4rRkCSTflQ+Yhc6bESQW8wfsS9Dnx/Lt7LM3s1NWyT094yPlFgRDVZPjvNIMWD/IB5xVvuPFNCuldWPPr4bFx1Ly2pYvD9oXh7eBgNC+8aTAAvJewPkDOSS5iSSghmugbVM0Sie5plDyPE2Ow/UIwWpXgxuKdIDYksBdbuAd+EY5FqJOd7Dkf/XkLFlrw3ziN/o7IrZvjNY0Iy3LzJdAIPuw8cdgNHtkzSM9xd0b9PxKtH3tw+MX18YPr5E3F6JEz3pKdI+nEghI4Q3jKFa/5x+Bf06QD8DVEgj98TU8d3OTKEA/HtJzKf2P/4gf1+w839NVePNxw/35H2V7z5/p7N5m/ZHDt0iuy63zJt/pyn6yPHbk+/3xH/8BMalV0fIPf8MA12mnmf0HHLu+vfIprZ6EcYEzt6UvdAfPPfEkLm86dPfNofmd4puhXefRi42QCba7S/Qj7viOPfMk6wn/4ThqeJ63Gk635gu53YDxOffpsJ/ZbN9s/I4Ymj/D+YsjL0f4b2EfmrDH1Pf/XfQw6Bq9vAVRf59affcLO/5o/ywIPu+Zg/cs/P7P/lf8L03/8rrv7ra371//nIw7Dj0wZS94Yx3TH0W67vMmGvHP92QEJH/O5IeCuM/9kDWUf2/6+/R3NgfP8H0D3b8JHNYc/T3SemMJE+ZPI1dNM1Mb3j5vNHrvhIehKmp9/Qhb+ki/+aq+sH3nz/5xxvhcduIE13/O53/4I4jHz35f9ODvAgWzKvpW2gkpi2f4fEifHzDfk4sLnt2dxdcZyOHPPEOLwBvaMn0aUDo3ZcJ2VQYdgKOYxM+8+EwzVXX36AfuIf39zS9SM3tztC7LmVYMaG8TNpfKJPwLTlevNbNvGOIf5MiE98Oozsxk+8vfqOd5stn9PAQ8o85SMxT4z5PV3+V2xS5jokjgfh/vdPhE1mezeRJuCtRX5It38kItw93RA1cH1tUR8evnvDqAH5coDPiTBFNtoT/xzCB0hZmPYT/JSJv4cp3PAgb8l9z/R+Q+gj23FANsqXf7knThObh1u6pIR9gqQ8HkFTZvv4kU2e6LYfkf6Jj9OWY+7pP10R99e8GW7Z/ACPeWT3x89oTmifmbY7ptsH+gFurq6I3TUPm1tSesPh0BO0Y9O/Yxo79rve1HXdE3QZ3Y4kneBwSzxkuqcn+klIb27Q2PE3ecvf3Ge2d3u67/5AfIhc794wdErXw4FbftQtcXrizf6ew+aa++2fwdVA/O0NIsL1FfTDxNW7XMOrvaYIcHWciFGQmw/koSO8+Zmw3dHdHeizcKsDw0OP6pbPh4ld1zH+qw75cQt/M5GubpH337HVe/46P/LUCb+LGc2Rp833SBrR3U9ImNj88Am6TM97oirdl3vkp5GJIzuuefqojJ87bhiR9xN33ciHeM8UPjOFT8TxhsPDHRN7gvxI33+ge/8b2CqfbnbchIn/VIRMxz9kYRK42v7XaEjsPHTU9udHNnnij5tHDmFie7Pl+i979tsPHIY3fBp+5oEvaA/5Rng7BoY/DORJCL3QPW7Y/D7SXyf630xs2HGX/w1ymEg/HhnjDfur/yGZa7bvMjElBrlC6ci7PfnxyGH/REojh3/9Af3hVzzs/wo+/Ybu8BPbQ2aze0Qfn9C7DT/92RU3byfeDwe2QXg73jKochP/ETnC338O5HgD13eIwudHD8f3OTKMPfHH7+l2d2yO70wxPt1D+sT+3z2g/23mD3LgZxnR/BnVn9n98YaHf1R+3j2yu/+IbqPnpoXfkjjEJ376MDEeE3/z5bNHCnq5vF4Jgbl8iycXriE6KuMVqFbcRai6iI9YDvVF2OSHXxWqZbQLr4XOre1KfMSdv7/BPA1aqzfFYs26e3m11jdm00LHFIbEQ5mIH1w1uNV7sbS2Q7J9dcVITnYQLnkSNDGL7ppDdC6eBQGRHpXJu1Lc7LsZ3NVKvzCzBYYeO7EcniUzW8t5om+F4j5bGd2cPTSPJR7UOtJUu2iQcqGoFsbLFQWFMXbLOxU1C3b1vpZ4fni8V+0bwcKcj2LO67FGnpk5r/Hzvlaq4NCZ/5Kzo1r+zIdnyoHa3XF9sAaFRgBy2qrjXgm3FKYGXqH2U0qFflCvgoQy/tLHbFZ2dlYRLDnlWGfDKojMMHIhtng83bJGqqLLwzu4prsIDZTiRlyedcWMuodLPjoq+72CdxXdimdMK+QoBw07jFXrVSmCIUCSKzoM/815xNax+EExuKDDftvBxpSCfrhJBQ8sFmcR8kp2IVGRDyHzOgl+3S2rTCGQIR2NRlSvkeJZ5XNSDmmtlduriy7/fC00x6MV7FZNlAfLtDGLetfyRooQclG7tHdZu8KXimdh8jzURe/mE2uDhXONdmG9MspBetWLQg9QlsqR8mDr8TB30x7SptXZG24+b+rCiLcqe+ehNX3TJQy9jnIw17JWzpTZ8+hcmddlO0Ny0lhbX+2wfX6rofDX2tf1/UKrnxlj7WuzPzUVyfqxc7i7KOfguH76FfTcH1s6k6zwmWKN3YyzwY9l03Kuwmf6qKvP9v56Na6vN/Wsfp7W396U14Hu2X6cfXjZkVeCfYZvyTvkH6EI/BtrY13BubUSLeFKWqVBFZgX4tO4QLVzV8KCtJIpgZk3kGYuF25UK/pU2s+2bxMoQsXlPBfavyZGZf9x9agW/C94F5dtSVFGu4KdorQrvE5Z8EW5UvjPtYWj9buhKs//lRiyNU/XDGKtNLilFSXsUuEtlq2ow9BswJp3K41t8bdYFZvXqdY2Ck/Stv31okDqj6RNRPNbmK65kRsCHbL9BF3mMI7omNAuo2FgUCVOweLUygiMxodPHfFwi+RMiFskCLIN5BwZH3pGMuPdE0mO9DIhwSyHQwYJewtXqR9QenTKKHsmiUzS0WliyJmcEuk4ItuMDGLGwQE0CjmbcibGiHQK16Y6Pz7s0EnpuCeETJABkZ48XaPcMezviccdR5kYZU8eJhgUHY7k4d4UdhqRSYhPwaK53iVEhH7sSdPA/nhLnjJ5eiCEkbR5gE6JDxvCGJA0mKVlF02XtrcY5lGULgo53jOGfyCHH0A6ZAvh/UTq4DD0hKPSqxK6QHe1YcoDx0NEpSeHDTlvkPFXdiSKP6EcEP1I0D1x9xnGPbK/gbylOKLmaKE1ummEtKOLt4TrgUFu2fIDqf+IXB+QfYI9qEamMBB0ZBrNqjAN8E0hwOqjhR8MTlYaOiNzLGkp62ChAV+1Vz0oynVXLHooujmPoGN83a98hxVdKckbhWS91mNW0UWh6O1WmuNP13OH92O1z2mtuyiUC/9/nNut0QrUjN4kN+ffAo+5u6rFgGY9D0L1Umu8vUrdtYtrmtHuH9VbITT84Wo/rvtIedZhKDMc7bwV5j1KGvh7WF5dGCI0CqMF/X19EeA6Kd2U2aCEAE/jBs3XTNoxEpC3PVwJ23FkyA/wOJLZY2GGR0hCPgSUDtEtubtir2+Y9JEDSqdCnq7ppSeypYuKdo9oSKQ4MkmHjD2ddsRdJOw7ttPENU+QNuTjwBgjx+6KaejI2w4dR9jt0C4wxYGQItu8RSVz2O7RbqCTD0gOhOmanI+M8pEkI/12BzGx+3xgTJlJzKr75kbIt2Kea0RTeE0jOQtHfUecJkgjcXPNZjBPh3QD2nUQ7yBMpPhHsipRfwW9EG4Ehki8+4AMPd3NE13M3Nzfcqdv2GfIk/CQPxI4ku560m/ecvWjstEDe5mQHjQOZL0iSyAMCgclPQlxgHCVCDcJfTORcmDs79EI4+YBYcdV/4mQd6TtgWOf4VaQq0A4DMi4IfbQdQc63dIfN4T+Fulu6bpbtps7JGcON3B82vD48Y7t+Jn3/e/IMbKPf2XWz69GOCXHHcQjadyiBxhuI7ELjAqZZDkgZEOeBtJk+0qvpsqMHbYZ5j2StsT9NUkyuwH64cDVJtGFQO+ynqQjmZGg5kXYyRV9uGEIjwQZybrnkEdC2LLttzzoRE4jk2aOmkg6EPRXxHwghkfQiWl/pMuJ2B0RiXSbK2NbtgfIwnC/pc/CnfOLj5uBJD3h5wl2ifgkhCnQf6d0qhxyJmuCvRIehNQP5P6K3HfkYYOEQEyBvEkc3uzpJmWjPWGf6R+VPCnHo6AjxN0e8kiQA6ojhyzsNaKHjv6pR4ee2EfG/Jmnw44YlBiVHBOpG4GJXjLa9YzbG9JBmY6/IkpgEzbkLDOfHEbz+OgmJGem3YBOynZ0D4f+irwVHg6Rw7HnfUxcXyXkcE232xLDhhC3pDwwqnClcJ0TkwqZayRu0at3hKD0mx39FuL3gdi9+tAAqvSeByD0Axo3SN9Dd0T6iAxKT09IPftjz0GU6a4j3/VMPwvyZIr3w3TFwIEbt9uRpGQVpuhGsnuBmInbAwwKcQMpID+NyONE2twwxch06Bg1kHpFt5leEzc5c4x7jt2OPG2Zpp4seyTskTDBtidtIvtu4ipOvOsyY878/jia91D8IxoTU/gecsfV/YQcj6TxiWMcyZsIm0jqI8e44RCEnU4QIgzBooU/BjREM5zOmfBwRZAJ0T2DQCdfkDwhe0XDhr57Q4o3xM0XgiYiHSjkw4QeE9P+iZwnpu338O6O/Ic78m7Lza5n2AfkfiR8PrIfMoebyGY7EsKOTkb6ZKHZ+vgEU+DpcE3uOiTfELJyOO6AzOYAjELeD+R45QbUE+jvyfqFw+dMnuA+TnyKSuj2hG7H02PH/aeR3XggHXfkGEkp04lyTUY4MmwySTMPU2Kavo5vr1dC1Fj2lh9Ac7GAt0OQiuVxEDqEK3MLElNSWKicKzS8QbhH+MlcdN39XfXGBKPaxqwvh78ibA2IXCOUxC0ZyzeRIUwoCcLRGEPc6oMroDMmJJnAPeMC9GCKDA0eL1/eAIqmwyxQRsliCZGDupV//g5ha+0VQXAEy50wovKEcs+cJSlCvnGlTRtbFJSdM5VmvcJ0NLYoWHxlYedw6DELlsKyHhFcySHu7q0ZeCLnvXmYhKEevs1KZTKWWwebN7nyeRut/bTzmY4gPZabQGA6YDFRS7KVjOX2sFi+ygHkHuht3hkQrmysuscUFp6PQ9yCfzpn4bcq+ej8fBFMeHKqVPpRmFyFGIznpjfXVIkQzLWrzLVqbwckVdQTDxlMAsjW+/PkfPHG+fijMcXdYGOQ3hjdZHVoKDGlt/ZOVDSOzNZHhanHranUcNQ6bnOTsD5KCYs1zAeHGmqojccqWEi0mTkXebQvqZ8tsWtycwy3FE/WqOhkdZVn5/ORJTZDBgSFYAc48wPIjlcbJF4T4pYQE6GbCBG6qITQ08WtJ+uJkCFPSs6BMd+Rc2bSyRL4qJrDR5wcp/xQEHqDcz5g+U3MNQ3t0dyDHBFXnmjB0WBKBz36OlCz7LJ1FGzuv+mAoQ5XPxhVwU+BU1HIFaH7fG8+x84CMaMvUERCDn0Kai8E+l7XnCCzIJDVqVXYNh9O6xJpDsBa+qWl/nLwmuurva5KCpuX2RLXD8o6j7YK+uuhm/OgreOgqYMGDuXTvdk0NMdPnc+EZfxOC0wHIsyHTIdDC6f6jsMhtNeZJ6mEW6v9Xz03Q7h5vlnTUiCq7mEn5hl3BhxfLQLPh6srbUrzbNvx1aH9hQ6UZFmtKEOb/y907kTvMYdpkLl7+mLz7eP+czW2Va9Y4MszXVt8KXN4bjxLgc0CDxchGdrHdSUEaeuQ5fOaz/TH6zgZQoNHsGxfzrRRn/sF2BUO/sWzyCnGk2VvV0qeBvF9w4VsQTBBm1YHjKJs1hb/pLwHcxifouCYhX+2Gsu+VCyQA7PywXjJWZls/7QokcX7XRXyZtk6Rz7qqRbNpQInOlaV7381FFQywwNAXZBYvRzF+iFFIaLmpaB1gy30Z78AtRYr4TqdzXpc4FAxSnFvVpRqFMLMV8/ttPyw8aIqzgdUL7wGlk5PZoMZD2Wpbqghbtlcwzp6iNCSbLgC3OGYp7lPJ2v1+SIZNj8GiJGxsxBEx+mLhSj4dIvk90zydwT5A7q7Jz9lov6K4bvfoOyJH03o3r37eyTfkfcD8Rjo/3+s/dmPLUmS5on9RBczO6u73yUiMirXqkZ3z7ABYoCZN4LgP88XDggSJIip6q7Kyi0yIu7my1lsU1Xhg6raOe4RkXmj0Qbc6+7nmKnpriKfiHzy9JbIkb79byTncOt/wohhd55JacYFwYhAF4heSdsd4h3+MdIOj0RpSfIVZ3siNveEfst8/gozJ+xakXULd+CCZzPuCCh9GFATkXYCCehwJE0R/esWmWHTfcK6e8btimAb5u8a0nlDa+7x5sTqV7+gef0ljYsY+54wPtEPT7jwCidvUNtgmjWCwR0ssgqkzTHzBO93aLK4fg9M6HwijjPh8QEJENoVai0mOGS0dPEGZYVbDdh2oO9XTOcvoRmRt/9O2A705oyMr2ifvka0R24eMKHHDB8x8xp7WmVZbq1IMhz1EyIJ3z3g7YjhAET8bo3THfNDg45KN24wTw3aenRtCebA2Zxx44CdHuij5RhDNqg8/EOmzXot2LBhO3yF14lW3kMTSPt7kv1c4ESzrMvFG/5yHNb5fMndkCMeyvrSInPVcpDLEVKNmOYiU+f/KqhfnblyJG5NxJ3rQ06MWqP/KQ4cksiUudkArBLgimJVtFLtmmWJ58ez3lBl2iqrXZLJXs4oXXImlgjTmvR0oYrNORup+SQWat5CfVwjQFKNchMQyY5IaBF+hOygSAYDiVS6qZqcdYmwB5ZI16Lj5hJS1scrnVQ9JiDr7WJK+0oCc2r/l7FexraMrMly5ZJno+SJuAgoRR9SS6WOygaez/cSzk1JzHdPRFHOtzO6gWmOpBjQw4COidPjDSFsuJve4OYddh7ppo9E7zhvbwj71wxf/haZH+H0ezo2fC2vsHHLXZyQ2TE+7Ima+PfNCbU96493OZ+k87Qu8WT/QmJgerDESQn9HeH4PxPDQIwjuj1gfvF/0EqT9bP5Iw/yHdI38GmP2dzi3VdoNzB/8QesTqyPkEbl4fsjcwgMtgerbM2KxnjcxhN8zMbh88DUKd+LspGJlfGYpxvMx7coZ6bVkZ4DZz2wFYPt74jesd7cM6J8N/8ZjODN/4Vs5F1hotL+yz3CzNQOqJ1R/TWTbPnL3mac8r4nPT2ydx07+xVPh45jM9LPmbdd7iL7r2agRdijT5bwXz2h7YlffU/TttzsXtOp4+b/fYsaeHf7V9JtYPvUYEdLGGHqhVNsGK1jd76lNY7EmkTDYXrFffLMXUOwDZqOkP53wuED6fgGp8I+OUY7EX/1/0OamaebFglr3Ie3uLn97Omm6ujDP+W1sFbwSnsI2IcjIidUzthVj+961mNidfaMq4Zh3WSKsPUjbn2guzszP644PwHG0GmHTYY0rPIYr86kqPz53VeMQ0CmgVYScfs9Y/sepzNGIxt3wulEv99wuulwfcPNIMh0IIxP6MMR+/6R+Q3c/04ILpLcgSiR0U443XAbfwXREp/u8h5y0zJK5Lvhr8Q58CluCQivgqVTxzEY5km5+dNHVu+PrLs9vtkw9GuG7Q1nsZzEYsaA6x+xVjJNY0wMrwNpitx/Elx03FiHWMu4WRcD/7eYYcI/vMYZ5fbrNwSzptE2+y+cTxw0Mr5piPu3+PtH/NMBFz3ddItNSh+/R/wG0ylhnhmOK5xYmmaNxoBvH7E273MpGMZhS0oQQktUxfcdMlu6dY8xI23MxrHwraH/VpiMIxqDMztktWI+BYbDe+TOsP7FPyJzYnV8ws0ntucjxgtmJTBNxH/5PkddfO72hnA3GTAwrp8IVmA8oqeJMN0xy4bxbc90N8KTpzk4pvOK8Ncto87EX490MhPkTxzdE4+r9wy25b1rsAh37hHGkdP4LSlEOO4R7zFfW3wLZjfgO5DRYGLDuplY24hpOqLbEr6JzO8S518kjl/PJOdJ64g9OvynW9JqRfjFzDTD8WGPbSY+vDkTreMUVvQR7p/uwMDdm6/xjeMQA0xHvmSDs5HTYcM3qSVtj2g30Omahn+CZkJuJm4f4NXDez5uZ97dTGylxQ93xHZmSAfmVUPz9RqdE8d3iRA6+gOo6Yn7e6SZmd0GVdgf/wWvD7g7IXlhOtwx/L6hfTjSnGYwj8zmBK86+PoOY5X9ccA1E4emJ0wHpscP7Cbht+dIa4TNSkgpcv70nni0MN6iCPbT96QU+f+YDXR7pPeYaImtcOc2jBGmBOfjtwz9ex4fRh76kb0od29HugPsxhVnO3HcfCIOlg/vOpLOBHsiBce2+TJTof2d6/NzQhQFW4tSlkGycrijWYhCEanKVVFCtYJBHjVrRE8IQzZASIOqpRoWtCRwxsSLYFBhChFEPRRuw+wFfAmbz++rof818V7OuZDDPbP3WuVxFblSkqUkOdRITopdBUsWZVSZWZJbaQc6k8PyrxXolJ+X00XRVUsOIQ0s4aBLnGuhD2DMCmNJNHwpr4L1niVZIUVFLLkGakb1LPBOwIFMixWLgOuK0JwQbObEXRJ1ByrELKmGDk/5nTVpoRSaoyvl+xn/OQGkL2CCz2A8q9L2gSw41qTg5L5Mf38jlBLHcwHLUtGra46OXI9ME2TAZKt/TpSdqQSWBMxGCj1ENrxUATaHJBdAoGSPzy/PeT0y9VFETQsm8+nmdloyf64pAq8rwnFWTnMZlbSwRtqUd9ZEbEWxqV7bakrCT5M1jmygywqTVuVEtISCV4/HYhQ0E5nWKCfVFCmUW2W0LiBGiWIoCcLV5TwKF1ChRA/UROp1iAFUi4GnQaxHfJOTFhqLtRHrI846vMtGCGuFFJUokZQEDR1JEsnkdZPXbjE+mHhFAVSjmXoywFPXg79SIgrNm1z9U81RFprKnKSU74DmiqLj8y8pgO2z6X759hkEefFSfX5vhd8u3nTPv/9btVr83xbQPZdYoypewt2X+lxVYsHL6j76ExjSFdZZVM+ruXNd01qgPKt8tY0sTsfL3S8hbnn+U68/r8qjLjDYxcOu3KWX+uc+v+oHvSrwJW4hP/LZZXKXgq++0qrQv6y2PHtF9TyUWrlkfviaz7qugc1roPNlBa5u4eUt8sN7f/COlxFhLxp99eyzGpQBrnlXXiyFyy/PHroAQddjU0fsctt1adffXNXtGVD933PVuukPPv7h9WLO/82tI8/Z5bkCeuevXg7Sdbkv6qEv7/upPvmxgf87lxSawnJuXEp+OeGLLLH0UXWkuGqXVK/Y6yoLl6jW+mGRbWpXLIdJ/Vcj/8o5tkyqsn/XNXbdhwuoVT+6kvcQntOSXG8adX+oskv19q+czDnacMlNstA1lXKW9r/s2Kt3L5Qf9avSzrqvLNF4ptSz1qG0+WV06hItnKgevLKMSXVmqcmur/p1Mf7qM7a6LLvWMouhiVD6oLYVnkWCLPVNl3H9mXRgomCPGUhMW4s4Q5yGTN8z7JFwg66+w7QzcR5gHhH3GrveYQfBHAfsasK1JwiGNM3oBOa0ITESwke09fjdrzHG0w6RFFLOeSAGHKRGkbZFfIMl4OeB4BqiXSHmjJqeFHekYYsQsH6G1sJKcZNhNbfMzMxxJMkM9oQS0PkMI3BYIxM08oiVyNhE1DfE/hG9D7A+YdoJv77Bvlpj5R3wkRRPhNMRSTuM+BxBbVuICTNF8JkOVr3D7ooh3zWZt31s0DmRxhPExLwC9R6vARssTm8R9RirmGYm9Q3TvMX6gF19IrYTiZFmvsWddlllWD8hJEh95qSeJ8QINmaHoFFPGIk07hFxMykcQcE0e5A1wVlSABccfmxJqw5deYKH2VnkNGF1JMgjfQKTDH64ybrYOmCmDc38BU4nLAm1J2i/BfczeNOXiOiraMksSFwvhitH+LzGLpEAcnVUXM5kWTz26xq79qrPa3px6hEpEQD1JaY4QtQI0kuZC81b2du0yIqy0Mq+PIPqPud+5NwsdRFYOOyWM1NQ7EVOqXofZMNuiapfjI9a+qzsfflN5vmrUu3XSldX22ZY8vpcGXaWn1Unu5IvRWIZjmpkqPtMMbpUqXQRO3UZu0uU8SVC91p21dpnlXHhes9GXpxRP+MSJa1G1CWGLhEacuR9zIZiCTPzsGfAs00eTRtM/IBLH0luS9i2hN2euP+KNDokfItLLfvQYdTRpVuYLenYkNLEJ5mY7cTN9JqGjvWrgO0CR//EKE+IPCHpBp1XpKkl6COzHrD+jN0+YNnigLk5M5oDElaYxxaTFB02meV2EzFErB4QUUY9McXA3ASMFaysaXGkxmHFYkjIHPg0R45TojGRlUyY8QY3rLFekTYwc6ZPAZtgDivUzbimZUwjh+kR0Q07/U9YcTgzYOYZ/35E4kj64oiuEklvCLzhsTmhdqT5GHDDyHrs6KY10+A4nyMhwuyEdqVsbhI2GHzfMg2Ow18d6dXE/I8jrhOaJtHOwvpdS3QR+U9PqJ9ojq9xyXIMwjzDhGWyFpn3+LQiOANWGHXNSQ1iHeIcaR6J019gmDGnNRtruWk92j3g9+9JLUy3a2To6D5sEf18IwQYQnpNTB3WHzF2gkOPnGewM2Lz2WV1pgnKajKkxjCJQdyEMmC6kXaXIw+jVYwxOCwmOdLsUY14nQhJGE5b+h428YCVHLUXukCaHBoMjZkwduKhWXPsLLfJsUmOOR2Z5wmGEfk4EHaGaWNJTYRuQjUQ44xLa7q4QUbPPK5JAtOtEM3IeQjMYeSMkopsaRFmhT7B+rGne3zE72C9SWBaUtsxaCYlMVPCngfECQSDdkpIkTkqx15ok2HbecR5QrclxUDyiswJhjUGS5c2JOlosFiF0zwxxolgO3SzQR5P2CEhYjHiIfXMesZEg2MkzkoYM+2XmuzYalxETMLQEtUwjT5HQ0lmd0jRosHgYsCFEomgytNRGAdL3Bh0LeAaxLUkDszzI0H2pO0dnM74hw80E6znASMGpCWFkf7DCQ2ff5aKwjqV7LVuQNpEPE9oH0ixI5pbwjox3074weJig5xWpMOWeT8wvU5oGPHjkcE9ceyOTCZxkECjsOcMYaCPR9IIrr/BOMv42pC8ktqEOkWDQLQ0NmF8IHibo12mQLyPzHctg21RY4lWaQdDM3awcsRdIJ5h+tAxqnCSgSSGGc+kcBhWqBX2ZoezjoEGkuNtbNmkyOHc8DR5nBmxnPFpj0+vEX+C9szaKKtwQiRwbkfsyhI3HcEaJh3AesbbHXGC4yclBsM8CpiAkPOADP4GMGzliOhHzKrFdJ5pSsy9oTlOmH6Crie1E7peoW9WNP1Ie5xIMTCYmUknDucznA3pI9AozS8ENZHpfILJIvIaMMh5IMnI99wz2pmNbmmT585ZmtbzkAxnFfQ8o/MT96fEtw8J9iOvXs3YsaHVNaMZmf2ZafAcTxl39qspRzXZLRln/tvX5xshZCADereAR03l+X+bhSY5QU2QnF2SkZST8SIzokck9UVQ+wdgRlKOBFAZyODxuihI3ZUAF0rUAqBZOU1akhRXEU2y91qSLSprJE35XnLyEaFHzYmcR2GT7zdTkdGy8qjxnJtp4CJUgUmJnJDXkT0yjsAEpsvJ9kpUgsqMEkpER1eE+czLKVoNJBn4zs6CFRRwYLqi71aOykIvZQsFlpos3FQji6yATbHvaAah3ZANLbrJoTXVWz5ZVCaQPr9Ls6ebMBZBrSOD6jUHgUUkJ+bLYPw6K0d6BiZU96juEQnFIyaB1vbnMoQ519XFDNbHGgpcPG3M35+YUgVFU3IomGzw0koTZeYCkEyl7kXRNopKyoB7ijkzl2mKMDxkhcMWg5pp8+ehJmQu46Iuj7/dFmNVQplAM22Xmikn7dLqaePQwpm6aD6xJOoVn+e69nnO6opFmVdy1EYVmUVL1JCWvioGP2NQ7chA/ASFFzZ7HTmUGhFQFaKLx2ueZlWLKNqDr7yq5X+Tf+oC3hSvo5RpoBYVQBXREYPD4HEiOOPxzYp23dB0Lev9BmMEby1xjkzHkRACp74nhkBC88+Qkyrl/SLlvByaIDWl/rkeWnO00CLSVJUl7zkV5JGQI6sKsLMoLFoMFxp/BmxSlZbrD/Q5Ri1VaKggVVV5WcD4nNXxuozqIVtLqUai0pwFaLqAV89Ih0QKK9XVuF5XsijUlcLu8uoyevKcQil/VJS0BTws6t11uHypwyUGIM/PCyYnlzIW5PCyDC5v1Gc/L8ritZKtRcm86rgFwJPlqYVSSeG5OUYXAAG5apcuX7Hw/z6v/fIyueqH57UvLV4apeX95Z5KO/BzJtr1pc9769nv16Dqs/q9uO/aAvTSY/4y0biMTv49/6XPnqkKef1Orgq65Hp4/oqX8+tZPZdBed7jL2fJ89pdP69X3/7Y9VMIwtVY6o99/jlX7deX620JD/jp+igvvn9Rjjwfi5fr7ofF/lykhHxmVG9dTPaQlRIJQLqANAt/eQXKL+dU7q4SJUks5+F124sRf4n4q/PJl6EvZdYIPSG//zoZ9AI8ufysmqv5V4Gkcs6rXgzXtZkU79rFInpFcVjueJb9pCRDrOsrm13DpY+Lo02ubwU26/53pcwt7+Ryfi+5Mlry5jCABqQ+J5DpBdOlfpXipcq7KNU7WCjFLDm44BJtW8X46pxQkkhq8SCudVuAwjpe17l1uNq/ClCny0uzHEUZ358xBRWhdx0qDS6Bi4HQjCg9Lv07Rg1JzkRtUZNQn7JxIb0neZCblhQc40eH2IRp/oyNHicrbNPAV28JXjk2n9BkWc0WCQ3z6g61DmsOiE4wvIe5R8YNMjeY3kFUJOacbZIOmLZDY8MUW0wEM5yZ0shsn5hTw2HeI1FoNGJF6XSfE1L/2qEp8pgyxcocO1LytOvvsSTM3ZGwngj6n0if9sSzy55nYtgBU1ROIeGTo1s1aApoM2J1hf92Rewc0ywgEZknSBGZ2zxPfnuP2Blz3pCiY7AjKsp++IgfDhAHaKGxHjqT22KPmDFh+oieP8Hhj8RWmKcWGze04YZgd0yvvoAR7LcDojPij+BjcZx3xPg1RAv3QDgzmluib7HNCdMcaKY1LjQYK3jrSNOaNAdcSGzDJ8SsMXKT/Z264pRyn9AwM6UjEkb8oQX7+bzpiyF1icySsq7qnloigqj7TqYwUik515ZoIJa1lyOli2wNOWk2Ss5VoVnPkEwHfEk6XXNHXCIfssEz57Gp3vnXchrYhV5TC43wDyh6q0y77KH1oL4Yh/N38XI0CSXqwmU98pkBJf/M+Sqy81VmAWCRu2T5u+4ZpX+MgKYsL2rdI4WLYbjsl8V4nWWM4lxW8/YlQ93hK/MvaKEDvsgGsuSevK77ZV4sjlqpRoPV7xMiU35u0a2KA181ROtUpsrnwyEAIoZ1t8M6w9Q36DgRUwQGWv+J1c2JNV+g4ZbNk6U7GEaF0+2MWSW26wPw3+Dx96ADg3+AucGGD9hxwhzfo7MD9xvUWvQVqFsxzS1JG2gj1gqt/xWtjbT/4LBv70knR3yyxDd36N1bdHwk/fMDySrRTdggrN/uSM1M7L8juIHDscNEw6ZZkQTGEdIs4PY0YvhV6/BGOI/KU0oMyZJkZOMeaPyZZmxYBc/Z7TnbNdutsv0P3xMDuCDI4LGnLSsj+O6e3vd8SjDHFT69xWiDREdi5Bz+DWJk8l9hzZr1/TvMYWBa/ZnkT6yOa/zgcP0KG7dMsaEPDvcp8vZw5PztifO3B9IZToevWZmGtYU4HNC7j+h6IPVPpH4kTe+Y9MB7OZNEmd+/J2nk8O8JOTtGH4nb3Han4M8G0yu0m0yZM26I84jv3uNWfyVsA3EdCKeW88OKaU6czgMpNszzf8ZtEttdwLgV8nqV9d3PvFSFEBsCDd4KzirjTpkacE9bdocN0a9IDvz6TLf7hHY9rJ5IKZLSzBAjh+8awjQw3v0b3nu6bYf2kf7fjwwyMb19AGNo5Et817DxmenhKUxMZ+Ejb4jasfIPeNcjn9ZsP7U0PiE+O05Kk0hvziT7Ad1F5CGw2qxZt/+AdZF23ePnlv1hQCVyWjXMBCbzHvzE6jeelTjujopME2KfiHOPrBJmUgx7DA3D5gvm1R39AP0QCG1P055YnS274Bltx8HtSGNk9eee9Zy46wO2cXT7HaqR8PBXQpwY9gLbjn5rCGoI7YSmhGsa7MZiD9nAvjpZmntoDnuaocFsj5j9ER13pPMXJB0Z0j2OFV+419mR4VsYBR7bG7QV2t0aq4n9wwMaA4fXSuoUfT2SRIkPb5C+Yz3+CR8eMM2XrHY3xC2kdcQEgw0GtwJ5s8LbwPTdO8SCv1tBVI5T3o81JpgaCP8E4WfoPaKon1Ab6cZAOyVScCie6J84cKZ/94nx/RNvUstNaklry7ixrMMGPt1iO4Pf7wgExsmiatmkltZ6unYHTeR2tyX5xDw5FMWkx5ITNTukTu2JwSYas8LpBuMNtpvwv/mEv3tku1G8GCQ0yLhhGk6cxyeiBua1YlX5so34OXD8byeScZjVAy2WmwCSlLv+e7yznJs3jLxhPD3i55FdjHijPDrPufG8PgV2/YHZQ3Ar5nXi8R8T6gKvnUW7iXd3/1784pWoylMIyOCRx1uYPUOzQiWQPijeBb745YhvDXPXMsY99mnP6qnD3HbEdaL1E3YbiKNlHvegW2jWDFG59yNdMOw+GDzCzcpg5sSfTke6c8spbqAZGe7+QvCJc5xQPNthxArIn0a6e8vKWBoJHNUSZuHpQ6R/SuznyHbueNNH2jnj798YcDrg5yP+wbCed7hRoI9MMnHkCaOem/gRo/9DjRAZQFY82eO9hFXKblFMaxJC1ZCFi2RAaqb7UMD4Ncgdwgl0LEaKKZdRPDTQpggbrnxWPLO1KkY1MqCKUVre71HWpY4h+zmIkD3QT0VZXBVhKmQAK9WQ2kLhYjuuND4kVSOCJwuJJdl08cAWmREmVHKSL1EpQOpU3lHoZMgebRkkLFylNc+E5ATVKhmUNXokC3EdNafF4sUhSrYutSiJpCnXwWTvOIlt7i91hQIlC9cL3c/ClZqFYa1GiZStWEvOhWSLUFqV6HOmIEoOdIXY/qKQS6Yt0IViYV4c/SBCuBb+BKmg+d+abtXjzmTwJFPv1FBkir4d0KiQAqKOJXlZEThVI0KN6ICa9CxTDUlOWp4yxdPitXnljSimK0DHmSV5uQrYrHRISs8xoQqKLKB19T6aS3/7Es0DmiotUwVBSl8uwHahgqjhx+JROnJkSlqAkpywvCQXr0pAAWtIS1NyEUUr0cqxu8jzFfCqH+TBk+RK9EMqusWYgRSNGBJGHNZYvOto2g3dpmV9u8YaQ+MscQoMGOYpMMfIbAQzT6jmkG7RgCyenjk5qKhB0zUI7opS6MkRJ6ngelX5Cvl5MYipgHvpg5SpyuRzsuP82KXXkGDtb0VreLfUCJcrYKbW6wVmegFy6/fluQV3rG2uQNEVCCl1H7um0imo+jNPtfK3mOXvy/S8lHdxmC/fpivwusJ+S/0uXmbPC6wK+vVzLxquud31nfK8gKu2yPMShOKZmJXgBZAWuYyJXp546XBegxUWf/trPLi8U1Uuc6h8++M70nXeDV3qtbSreBsu1Vnu/e+9rsei/vpjqN/1O/QnPr8YZ5SX4/T8L1kiD6++WKbfizpd/y0v/oYyOJdEj5dulmflXo/I8xKe3fTDd/7g8x+7fmpe/sSten3vj5V/9f5rg9tP1uvq2evQneXRv/Vc/fpz+uEz5poWb/9KU7RQ7lTaI7laoIlKOyTIco7V+i/G9pr0fvFcfb7hXZx0a/RF/qkVpCuRnflvcwUQCdVYcgHWCshFOX8ruCc1P1dNUF0ByNqOazqjUsfrNb9QRxUAFEWu+0Sv21cBtlyOFKPyc9qifCYsHsgqpa9dOTuzDJdXY6ZvWShA6mOSsgFnqbJcxmfZA2tk6fmq7+XqXz3LPYtHstRzSlgiL4TLZvmD9V2jS7jct7Tz8y9FmExDMi0esBoJdibaCTucwIwoK1RbksyosSQNRD1kDuJuTTpYwsFguhG3/gS2w5gV4ixys2dyE3M8wmzw8Q4bW6K5JfkWKw7hDOHPED4iwUC0SJ8ye2sboJsRRow7EzHEuEE1wDyiHAnmI7Nu6eMdNhqcOowYvN2g1mBfK0Fm+idPCpppI9Wxae5pzRm9PRI3gRR/Szwa4r1FD45mLazWMAdlnDN/svoctZnshBk85rElDUJagZqETTlqWqJH2hl5c8oUS98qDJbZRKIGdDpiB0dKig6C2ztkY4lGSWaAXpEzaH+C40c0rJnNLdCgaU3yG8JmhyRwDxbREbk7IDZlbutkSekOjR6ePqLjRLg1RO+J7kRyPWaO+NCiZoWYlil6xrTCpRMunMCXfciSc2SMKdOtxkiYRkwKNL1b7Amfcy10RJVSiAKS5y+LmFVkqeWevEcs57y43MeZK5VK1VYkB5b8EmLz/lPzpEkxnpbo+8v6qYJ4yOvqWTRzXSj192pINWWfCOXNhXK0RFFV2WXx+F9oikp75KV8U+pFusgrZd0vTgWVzm2JmLiK6q7tkFJHgJrrIl4ZBpYz61qfoNQ5ZZrmGpVQ6CufnXOF1lJTWpzKrvdl1VC6qqFODKnv0ty3mV2hGFZKZF2Wbqq+Wpy7ljoW3f86N9JnXCJC61Y4n3OqaBpJHFCZ6NoTTfuIHRWZ1jRnh7/3jNuBcX9g1Z7pmhOGA+78nsnCqRUkWnx8xIYJGd+hoQFrwXewaaFpiJNDS14/K8LWvaJxjtWrHs+J059WDPcN6tbozS36zsK7RPIDc3vErIV23xFiILUPRBM5Dd/idcX66Q5EmGMkJQvmFmc8b31HJ8LvhxN9mJmskMzE2j4hbsaFhmZyHP2Ks9tjdiea3ROpbzGnDkkWe2xpjGD8iWQnTklJqcGl14hxSIJEYIzv0ahE9xuceDZPM44jfbgnJGU7WNqTw84eSSuGZOmTZXdKbOKA3t8zPLwjTa+Yxi9pGsGuFCM9uvkebWd0DGhM6OMTwQycbgY0KelwRgMM7y3aO8IvGrSzNGqwSTLN36BgWlR26OjRvkHMO2z3QGoTvEqkRpjinvE0cTjOSGgxwxs6idh0wNgG3RZq7J9xxWSJ4jBOsAamLtuBt48d7egYJ88cyNGDuyPeT7Rtz5yUMUXmo+Pw4FEbSOv3GN8g7S2pT0wfelRHzvYTpjFsmxu8N3R+g2C4j44hJT6ZLYPseGUTaxzbh4bu5HA3E7KLmZ3CA9sZbY6gE3Lu8fZLdtzhTKRpG7wxbA6BKDD7JjthyiNiJ/zrDuscOxTXBx6kZ5zP2Ul2NmTK74Z5/ZqxfcuQjoz9EdyAXT/SxDUb15JMQ7A7JM40nxSfIuvZgPOkbkOMA6Z/QOJIfLVGnWda2Uys4ArdmCc79p7AqkEmIZ0EP3a40GLNjFk9kVJH5C1JPzKn7/F49naDTYp7mkjGEtigxtDKBpMCXf8eDQP9G8PcKvrVgdQm0ukN+uRxw4Fu+h5tt7huC51Ap+hg0TlHDATnkTARH0/YbYu93ZFUGUKEWUlHRaLHxy+R+DMOU0DdDCbg55DzdsYGxXOwPaOZGO4/Mh6fYNOx2rSc20CzDrjHL2ketjlPQteisSH0gkmGNnha1+JWK4xVpGuJRNSOJJ2QNBc6bo/iiW5kshEbVhhtsYYc0fn6gLt7jwlrfNhgk8NOLU9Tz2McSURiI7jZsHcehkT//YTagHnb45xjpQ4LrMcnnBrU/Y5ZNsxPQpjOdOZEIxMHY5mMYFJiNfUwdcSpIWwT531Co2EzC70/cb/9gJkMzXmFamIIA2busOc7iJawysnJzZNiJLL7OrCyhg/eMzQd7f0OO63hxhGbhPMzohPpYU3oO5AWcZ7BOnorpAjbI9hGaNYQTOLjNNBGMHNCupm5+0SMgSMOaGFu8XiajwF7mvCbEd8oY2uZRDh8mujfBTY24cSzDUKb4F4T7yWxYeY2HrHzCn++haSkeSKZwDj1OAJOTzimvzPDfpYRIgPmoody+D+Rgf8VFx7bAoaiLNQ0C4VNVchn4ESOY5Yi4BSPEp5yWRqKrJOFINFtEVoyCJqB10qvlIHSLLSNoAekgmNSPdS3xVO3CmoOdJc9u4tCpsmjYtC4ykKZK1y9JiuiF2G11ImxCIcFBE3V2OBR44AZkbFQqYT8M3UoDmVVBKYhC4raA3KRI2PDNUCTPRkT2fiQFVddjBxZOEva5egJueLulcJFypRlPZQlwXMqHO+VzsluynjmiJacT8Gi0iLiEDYIDUkiyCMXGqwV6Cp7ZZkA6tDks5IearRMbUsxqCwc1T99qVmxdDkp56agCsgGQuU7bqheTXoNHIhDrOR+mAoNVs0doJK5RgtIvYDehTJBfRFOF0C5RBcUIEK1BVkhMmTjT5IsTNSIFxSlRj5khUFqNIYpeSaKwUJMFexD/rzm/VCb37ngBgFhzG2QNVRjmM6ZhkgqaFPrQPZelAtooxU8SsUAZS4g8kLDhCkZrGwuvxjMpFTEaINBcsiutbhGaBrLum3Zrje8ubnDO0/XrJmnkSfziaHvmaYTBmUie4MGKV7vYjAqpEIhlhUIg2pbHNGKB62dUDOiJTpCimEzr4cS0qpV+coRE1q8wZArLv/Puq4AzAVHrCCtlHdQwKHqMfwCLHxG05YVFnlW9pXSKFf5Jcp1AbcqIKWXz+u2oDVHwxV8fPX30gop3MS1BlcAf37kBUXPxWJwVWe5fMdlaVy8DH/YfUsf/Wjv1xwR14Rhz/tswR7rJ4tTtpRXX4Ni+qyuGQtML/C1CzCwGFaqDvyihlrpArREvEjKe8fVeLIAxc9foS/nwmdf9Yx6+XxV0p+399n3ix5/dW7ABVjh5XMXYOZ6lH9w2w++0WfVef7d8z6Un+qHOsZX3/8Qb79q6/PJffX7NaBc53T99hqk+RttWdb4Dyrw09e1ofEHUQ7XFf6RNvxoW8oXy2P6fJyvJ/Gzdz8r8KcvbVjmvsAS/fBs/JRLtEQduwLASW2nuRgsxV+9usgoXO6TVEXLCh7VtZcdATDFgKBkWUiESqu3MP6U7e/i+StluEoEorZk54c69uH5OriO0lDIskJdX9cge5Vliqxa81LUM3WhsspztlKSXvqXHKFZHSwAyPmvtNBSLfKoJhbvgGcezfJsyK+dCrIsABeqmQt3/GXNV0O+sORXKgYRKRGqLFGF1/tFbVv1AK+eycX5oOaC05qH6ueco3l/X/k+K7PrmeAsmlpEHeluIjAQHgzxaEnakFCscSQLSfJn2s7IqxFnZrZ6wrSG+dcNycHkLdFautYhk8FGC5NynN4xIXQeHJGOBqs75vSGWW9JnUc7S2x/g+gbYhoZ4ojYCGtFXU6qLFhcWiPSsbY555bzCSuJyBlcpNmOWBNI8wRTZNQHVITxNxvU7tFPJ3g3082BVXzPaM5MK9CpQ497TGtougPIzCCaKaPMSDIHHt0TalpmvgCNBPMRJy2b5j8gbuY8/DNxThB6SA7G3yK6ZkpPwIjZ9bCdkd5jPxpa+2vE/AZ3fsAe7zFuhW7W4A3OnDExwNTk5N/NOzQpw2bCGNi83iIrha9WWfT5poFZMK8iwoT171Bjcb3FHAzDGBnnGdNGbHPGzUeYjmhnCesduD24uwwI3p/R5LCr75F5RkYF9SR7gzjzd+fZ1YwrS+gqmgjIEemQnb/Msg9mGd2zOK/Ug0i47E/EZ/LUxdGlgPUF2JdFBq9R+npdAxRD1nWvKESrHKKFptUUmteazyE6VK6ck+Rqb7oqXUSyHlwdbsTm6HEBCPyQdrXugZXu0ywREFL6QKVEnjFfRJO6TyOlT5+38bI7lDLrPlP2KdGIqua9BYPaGuVW6lTy1i3ONcUAe8nFY8uZUBzSZJHIcr/W/bXubULed5e+u5JLtNIy7S/1/Rn7m0Zlev9IEmhev8OsRszpF8j0BcfHhlN4Yj81rOdH1J0Ib3vWW896d0salPT0xGze0vt/wvGJO/2vBBInY5noOM9fYbRj032Jaw2v3AcmeSQc/opOQtu9wvsVm42jaRR3+hNm/Mg27dh0a2waMWflGA8c3IDThBs6mrRnlf4RmT5ibhp66zArg0Tw3yvWJ9xXJ7ANm1WHCY7p0wdSmDAu0JqElUgiknrHOK5Zdy27xvEqrUnjnjQcSe8eCb6jbwLd3LOZZ5iPPE5K7zO2YIDGfcCg+DgRxTO0/zeitJnVQQPd9rd06QnzsSG8nzCnB+a5J6xbzH5NulVkp/TTO8b5PcPbkdj22C7QbCwaTnyaPzE1gXG/x6WWN8dbGknI9kzEM8xv0djSsMWoIexGUpc1TUYlmE9M2jPFHpPA4zCSaONfMPP3pD4SZY2uI9YGTNdhbzvoAG9IMhDcnwmqHL5PWGlpfMZWPvcymrg73wNHVvYBIyOfyFp6vw3ENqE3BraGY2yY7rdYt8b6DcqBxCea0fI2rphTYkiBZtqwmn6Fxhnzj9+QZkGOb5AJ7I0hSeTEOYPy2mHp+MIYxMyY2GP0gHGKrmFOHeHQIe0Wt4Jk15huxzwZpsEwSsPjpsdbyzrucFHBRowGVu1EI8rk7ggaSX81qMK5nzEhsT5tWc9rzvZbzvbAtxpJmrjlLVv12HHN5pjXv8rEHHZ8075hsJFD84GGQjMVhKdoMMnSfdihxhO2KxKGddrD7CAZgirtu0eMjpzWB56c0uxe4boNbTdhm0S6EWJncKuAHzK2Ma8H4nnCfBuQzZn0i++YbiPHr84k3bBLv8MkaI4PaBo5vmqIKvhpwj8qSXaoh057us1Eer3h5L5mOtwwnzuwA8iJFPcku0HTTJtG7GqDv3vN7B45y+9J4ZZ4+E80KbLnHmk96RdNcTr+zP1NheN5hRLx6R7RmUfzO0bzhp37wModOK0dvW7pk3B+FIhn1nZm6h94OvwrjX3L5vwfSGnGD3dIcth4hjgwnQ8gidCdwQqr2z0mdqy0w0yG3q05Wof3Pbdypnvc4YYO35ywZqDVMy3CwQWe1j1MG/SpJVpP+0vDeQOPTxPbueHtuslUWNYh1uNf3RHEMM1HUkoczxvM2aDuHd4ozV3Ep8TpfGCce8JRkRMcdyfSr1rCbkPYb5AgmFE4z4nHKdPN+bihM5H9qsdpov1zxMwT3j2hvmfXDQSE8+YNkoTTvWc+Ki2vabuWpzvDGCaafsQOluhbglvjdj3tF+9hdYZ4xtoHZPMeL0JQg04OE/4CvQGn0Absze8xTUK7HcYlds1ETDP372cIjt+sExvrSXLD4Fp0aiA6pk0i/TJxehqR40BoPHG95ml65PTHe6bB0PuOqJaRCaOBbXumDRPmfEtILU/hFXoVrfhT1880QkimlVFAzlSP+gzS2PLCDMqLBISBnFTZL0qoSCDzvReAUA0qPgs6HFmSJxYNVMQiaVWEinNR6iKZqiVTr5hKL6BTEa4aZEkMXARMHNnzb85KHR1KwjBdZKRkUNmQk5cdoEQuVI04C4JZqcw0TFnYTXIVMYEhGwsEZEar4qkGTTWCYZuf1z4LcjLkuhpX+qkMnFZKnrm0uc3tUc3f6YwQSGRlzchYQL2q6FbKmkLfI9mjRLjwltf2qenyO9KBDG4XugXzGpUG0RVCi0ggU1JVj8YNsAY5IfZQnOxcrl+NMpHr3AtKjUj42/Otzc8WSqvFY9Dk5NALjYG4otwX4VIr7YMD4yD2ObTLuAKul65EcqQOFaDOnjQqWuiLUhGMQaMs4ET2osmeeyIBkamMraPS/qjEEh2SQ6Bze3JosHIF1ggsSXNTpQwq7UoZEFhE7FTXWVvaPOe6hLnQTvnlHWgxnlXNYdGCCoCRxjKl/QLUZFWggBGmRI/oGRhzXdQg0iKa+18kYoxineC9pfOebddxt93R+BWb7oZxzH3vLDw9CBoUSySRsm2vgvkiCK6EaOc1rYUSS6oRSyawM+gK1WqkU0RN6atENl5m4ExEM38zZMPN5wKMXMFBV9QxPwY1LiCewgXGL+DdFar6HOR+XvYleubyLqqSe/VWXUClq3I0fy4viqxvubDzpKwz69XeekH4Lr9y9fWP9EONSqi3aK1XxSWfNVNKGRXorcqqPC97iQCp++tV4ZdfnvfNNZCr8IO95KeGukaT6CXficpC3lVbc3FivKrOhY5Ll3KW6sml2QovPBB/zvXCm/F55XMtl3pdzbdn9dGyz9dhk0vTFS4JIvWqj6/e8azfr6EFvRrgH+nvF/P1eRNqR9Z70vObfsz78HqRPZv3f+v6kbo9a8N1Geknvr96/iWy8oON4EWdljX/I/X4seo/G8cXn7+MqLqebD9V3k9d6p7tVc/Wy7JRlPuWiIkrS0DZz3KUZxmv4oWqBcwSLUCVCGCLI4VwyWtVz8EiyyxToRpgPYvH7TL3ynfJXA1fAc/E5PpWwIqE2EKrsew6tZOqod+XNg7UqM+8rtPy95KsViqdZ/Fa1np+l3xLz5KQX62lkrhbFhkn5/nKtEcOFu/ql0ZpKdFIXIZZ4qVcQFJe21r69LJzXfprqU8tVYoMRc03Zq7KrOuqOiNkEE7LfVqpNdUtzgE/5xyltLRxI9LMTJtIbCzaryGsSJt7tFHiAWJviOpIqsTGkRohWYPiUR9hl7Ap0M0j6lfMt44gSq82U0e0FoPBREOalX7+RC8J1Q1eLA0ez4pJb4j6mtRC8hD9Ok/D9Ffm8A3GJVynqFGSBZsMjhaRlta6bIRwHiGQ0gkxM359xNrAdFQSiRTPRAPzl3ew3sPHDj5NbObIKtwT72DaA2cP9xvMjeBWmQ5kEkcjkVZmZn/gtP4z6BYT9qCBZB8Qs6X1rxEbOUwrZjnj4gjJI+EriF8wxz+gPODWM+Ym4E4W8+jx9hXG3eEOf8EdIum2Id60iIk4M2JCgtkjqpj5nqjK1EWs98jNW+zaEN80eRr8xSEhYV4lTDPThB6Jij7eoac1Y5+Y58B6E3HrhBuekOHAbG6I+z3qNmB3mXf4vUGaCXd7XyIQNM87k2m1fs6MyyugOsPV8/sS5Vvz62mV8TWPa/ZpqIe5FvlJqQaCy95b113d0y6GxkVf1EoVXKQGpayfusdmI59qpn9TvdAnLfLiMyNjcX6rDkZLc+v5bkobUjEUF0OGBLLOXGT7Ze1Xp7mi/6hF1ZemVQesSyRBfokre0g21gpZN1vsI0sU2GVPQ0rkOrKMgZBZA7K4k/P3SaV5K0aIS6Tr87JqIu4lQszU3DeXvsoYQ/27RlLXNsnVnh/Kvr4t41kj5z7v0pSYH45omvGv3+G6gfb4O8z0BU/3wuG0YTU7TDjCV+9Idx9Yr/+B7fY157nn6Qizv2XgP7Mxf2Sv/8KA8iSWCcsQdzSsuG1e0baRnfuGSZ44nL8j9QEv/zOtCJ1Z0TqB6Xv0+Ge6dIdttnRpRTts+D6eOdoJEyxu8rTxFW38Nd58x2rzSO8TYQ3xqOgnxXYJ9+sBOqVLHhkd818eicMJc5PZfC02n5qTI6YV29azdRY/trhpzf1ReTgdCbeJ4bXQxIk2BOYUOKWBqd2g3QZjIt4+YDXg4hmxrxH/vyB2j7oPICcavmYVN5h/OxGeMlVboEduv4a7W9JuRtaR0f6RYP5KdELaGHwbaTvDdJ54un9PbFvmm1t8f8Ptw2+xfkD2/0pSx3S8Bd3Ryq8wYmH9HnTCThEJkdF8YmYkpkzRs2eTKUz0L/jwbwzjWwbeQphzTsTG0+wapI3gDMH1hO496Sicf9/gmDA3LWI+3zNdVNmMB1w0OLLRWpuG2TnMKpA2BreLmLWnf3CcjivWZsvO3oKZUTPThI5dahmJEBQvHd34Jdr06NfvYVDMJ5sJLLaGaBMjPVEhpQ1GPbceOgmc08gce4wdwQbC+IbUr2nMiqbzmW7PbgmxJYUtEyO6OuK1xQxrXIoYc6Cxyk0TSAid2TGpMn1MpDkyyj3CzO5wQzs7vt/9kdR+4mNMHFFgpsPRzUJ79qiMJNfxxIb3/obgnpia9yjKLilJLP3UYdXQPK5J3hJfdagR2uMGCZ5JDEkT/v4eN408fX3k3M7crnd4tXgbaM3E4BxhYxEN+EmZbCR0E3qYkQ8JMQNp94mxm/mwP+LCG744vMKeFPun98xp4vzaE8Rw+2nG9cIQVyRraFzPqgucv+iYN2vm32+Jjw34E9gTyWyJJudzaXTENSu61284pTPD/NecW+L8BiczG39CvGW4qQ7Sn7m/KZzHhpgSLQkjMx/bO47ySzqn3HiB1jLpmvEwM5xm1M10K5jGI6fzAzQN+7HDphk375EUsXFAkjIPAWwkdGeMc6y3t/jo2GmLmYVvXMtZLJvmibX0NGnCjRE/nrDuCceME4g+cupGIko4NzRbR/c6s/AcTwGPx3YO03hSZzHWs77ZERAezwfmWek/riAY2H6D8wNut8ZZy6xn+nQinhIyJc6vRsYvPLpNpJ0gDxa5dzzNkQ9jYAd8wYrODNy0B+yguHdgdKa1J8QbpDkwS8v34TfMoWM4BAKRu7s9vrF8dCeOOrN/P+NOE3G9JnYb2rcnul8+wDSh4wT2I8l9h4sNMWxzlG94jw4N6rbQRMzNe6x3pOYNxoL3T8wh8ddjIoyW330x03WWXpTZrojTiqSetBH0FvppIj6OxJUnbVpOnxLDuycGt+bkN2StYaZlYmXOtEPEjVvOYcX9tGf+H0rHVGl6xOefus2KmCne0joX4WLK3g7iyYBpyuFZZRNFKJ7nhepHClC70AUZFhqiGqqZHKCoKQpeGoAZpc3Ppo6ayDeHXl6hBiYhKQtimS4qGzFUs9ChUpInmzVLQkBJiGb+zpSaouQeWYQxBHQq3m9NBmcXkDCBTounR5bLcoRAli0nxDzkPotTkZVKuG9J2HyhSaAIihUUqJRYlTqgUCORMFKpQkwW9iJZYKQBaTC2eLIVLkxJOQQ1e7wpIhNCIokFbZFynxrJ/SEWkintyvynalzBzEek5pSoURu1AeQ+0jJd8wPuAnz81HRLQ+7p6pEcQ+kPKXOmCJXygte55s5A8pwtvKaZ9sFd9aNmo4SWsinjliiRBXKF1RThtNp2XCh4U51LhWJBA5rGUo8q4IcLYFIFeEBKAlstgKgsFuoC9tk6xnXKVeUp029lgL7Me2uzMaOEOivriwK0UEMAqXpulfVU51lyy9zIBp4SqVL7UTyqTZ4PFcioRskERhTnEt5aGrOmNY7ORYiRxiqzEZxpsCYizuU2hKKwxaLIUAxAJoeoZoaqqgCWhN4xh07nPjDZi0QVlQApoakochWckUp99Ten2o9MvrpflT/lCrQuo1qBpwssWLzkF8D+CkgrEQvX1EM/AM6vozUWYI2l5FKR8tsFEH6WPPkFrHUB7cq9y3PP77+8q8z5api8UuIv/z8HQeW6TQsQdvWSAsxe8LoX6Omis5Z8FlcdnfHR6/Lzfc/YcJAf1OlC6V7qXKqktT/KsaLP6vPcZz4nvL4C9pbbrgDHZVxyOfqsv/97rmsQ8UU/Xr/r+no22Lr098vbFvaVCtL8VDV/1LO//P7smeu5/INCyg/lhzdctbGCB9f31yNjqbf+yLPPJsCLV7xsv7z4+bfG52U9f7hGn3/+sswf9PrlngpovXxdBZmum/SD/nxZJvAsCujvXIWqcclvQPUEvgb94SLflMjWxfO+XpdIv2d75EIRWeq1JF6uN2gu+9pIo8XrNJlSRjGeP1vEpV6m/CeuvNqW3akv07COefGiNVcJXZ9ZZmuUaJ1nhYKxbhCS5cVy81W7q0xRy6v9UOXh61vrDl2jKurP6zLL/rrMiZdz6mXdy6lTwbQKsC4UVuW5xchnljIu4GeVj+er+0q0hVq0nrmLrFkdalZlvMLFaeBnXKrQn0B7cD7gUkJmi8SG+NiiukJkxt49ElNLSivMnAjDETU9au6xccSHI5ICxzST4kgcx3zuaz43x3GEyRG6FWodzWZA3IRPM26KYIUkDt+8o+GBcfVL5uYtnd6z4pHkngjmjMVj+3V2HjJbAj0zI0aVRifERczmCcOMG49glLF3JOOxRsEq26lDZ2Xz3RlnBzhvwewQJkaZGUUyAUwn2FtDakqibrenbRpc7LHhniARlS0mrfFjAmNI8gqTOs7hCaMB/7HBskO2r8BvQSzJRuyrhGhkagZSONG6FX4NOIN1DSl6xslim0TjR6ImQo3mthEcWF/kxQasJOR8hNDhvvklyXjmV0/EmwF3tJjBIs0dxrREf0dsVug8YMLM1J0J2wnZAnhSbOCpw4QzYv8Zqw3tbgPNmbT+Hozm6Afbgb0B8zNyQiz7UjaYyRJVVnIpXO/hS84HU54p/2lZI4uxoa7HapgtzksLqF7LqBFF1VmgeuVn2fpC/3aJghKxqKS6Wi8yTxU7TDGoXreHesIJSy4xzR68UmllZSGjvGpD2Se16k61fY6L81aWxYVKNUpxaAKt9U71XIh5v0xVrqhGzhoNruX4MMu78/uv9+A6bvW/VOpQPy91M6kMWeSSY+MSMaKL/lciRajtqUaYUryYghUUw7IIoiOLc9zPkd/EQLdFI4RvI+n7ieA9mMDcOETX9FEgzjTnFe0fvuBsE5P7E+fW8bT/Nckqwf8rNpwZvv8tUwD6BpMszb6jcYbV7onYBD40yqCW3WaDd5HGTRh9Qs+PxFnRk0H7X6BnxY4z4Yt7+l845r80dN93TDZx8pHB9fTNJzpGUrohykzX9QgG/0VETWQ8JeI8Mq//iLrEtPsD0oxY9xVWOm7ciJfAe0mckvDxKHw6QmMOOEkE/Ugwj5jg6E63+GgwncGzZcsXDM3I2HzCi7JJFhMM5pSIzMTpQDIzxv0bXk54ApJawtQzKZz2A3OjxPEj6bsBFw0GgySDlz3eT2g7kjhxju9ADM3qH0kmYA497vyJ/uGe1lhuxw2qO6T/koglbP+V6CdkO2Bt0Vej0o2PNOHEuPqa0O5J3YHJf8MQe0bncVFwIeLuI/5fZ07uwPfdhFdYq0JwuPMW+gBhwCDsJ4/7WXsbhCGrzI+/XBM3CXuK3MwJv0/YLhHiiTikSoSRqabMJ2wIbKY7VBpONjL6kePmgTY4Vk9H4jhx/2FCk9Le3GGTZR0FNyXM/ki0AXMYSGFkOhtmwK3PdOuAmVpMXOPiDj9tCeczMQVoI9qNGBJNlzDW4c+3+DRjz9/RJNgkj4me8dwRSAzr98ySmJs7krHENIKeeWwcTlrG8R9h+jWv/R957T7wav2R9e5fOIaOd3Ss3Ac27nvMPLIfIA1n5njAWkNqPDEkpl6xxjB0ZxwTXzAijIxyJomjDZBUOW0MYd1hxzX7WehMh5PIiOUsDWIEsRDHhmFcERrQ9ow6i/76FwQP0ztB28R22GDdFtMekSgEe4tq5CZm41C3EiTOzKmDYJjbSN8IYVgRZ88chbkZkMFDf4duTqTNP6OpJaUWF4R5VFJQtv1/YJ5XnPh3pjnw8ekR6zvEvl6Y9D7nMgKvXN5q02MiTZGvbz4ROo9tThwkEZuIM4EYe/rUI+0e8b/E3z5x13zIziHNd7Qj+P5VdjqKSrTQm0RsRsZtjyWycSNIpO+y02R7VFwUdptXNE4JTUO6nRh9ybllZ7wJtMAXUflgGt6vZtZqMA8b8Bs23VtIiXfjiDORrskGKPPpCVWDTx0mac4R7BImJDQp0cwEGzFDgx8tN/1rduMO+iMy9DxG4dgf2d4r+/fK2nbc+W2Z04L6yP3WYL3Q3jR0aceN/kfEJM78Ho1nbk//X2KwjN0/EMya746vSHLHcb4nxJGTrhhXnpvXI/v9gEkB/roipTUxbgnJEGKLI9DoBKZhdBuiQlwfGBvlQyuImRH9U96DTl+j0XOzCbASTv6WmYbx04bw4AkMJAa+lB03smJ8GphO7xnSyMDMGBKzvUVnIR17jA14P4AYzqZljiP3m55pjqT0iKT/kZEQi5CRk0ITizcYZzItUN0oR1RnMDeo2YIZEB2AwpOvRQjCk73oqwDXZOFAKeBhUZoXpTZljxhJCGOmPxKH4kBbSA2YEyJF4a6CSjE6ZKPCBdDP9Cqh1L9Z6pIFr5LXQBOa1qCKyEhO7pzpfzTNOfrCrBBWF4FOT6AnsqdJ9vLIglNVygNic0LuqnRrBQO0GiGKYJlcwRqq0jsXMS6W/mwQ7UBysuJF0Cy3Z+qavFlia5h9iSrQYvRJmePZuHPuF1qygSjn/UhiUKOYVD1pssejiiUbmWLOb6A150ckBwiaPMZS8jksunYFQ/6OsBdHittZHs5Y2iySKXpSAQukhjcnLt49WtpSoyfkSkko4ytke0BKEEri7KVPrqgakAKCFOE7CmIrlcScx6LkaFBCNu6ILg6HOdm0Z4luMTlHRwXQY1FspIAyUkARtSWJdpLinVmTTF4BBDSI+BxJJEOmekoN6IrsJxnLRMjtklg8HiWPkzCWSpYE1CbTmomOue9KclFNDUK3gDZqTIkuMKCFFM0mnDE00tFYoXUJDTmpjzeCFY81AfHFo9IXA9FYIlDIfZoTwLdIrPy5xVusGHuyEWJGTAtmVdZwjr7SOm4pe0eKc6V9cVFOP++q2lH1V9XiaHVR5K6Q7vLEFbgrevEKW0qUpWSgfA/VZ1er0pueg66XfbU+eNHc5BrkfYYOlTLLX0uGiBccwbVNOW/NdfvqVdfSNYh2AZ6zWeOKzElf5EpACv4mXOhyrkFGlt9FCgiogqYr04Zemv7Mi/9iRbjUT65uXuqrz5skl9urUecHuRCu6nVB7+VF2ctN5VZ53lU/9xI+Y47m/vkx8Pkyflea/YvirnX+a4jib1To6veXpVythR+E4vxUufrip7z4ydUc1WffXOxkFZ0p0NAVyHx5q1we+Lug6cs61Gfl8q7rjnvxpufXy8/rXvFTlbiu4wUUuhyWvJjnP/K4XNf9Jy6T6YsWWcrIUm5ecsWwUPLriHZk0TA8HyrNMshl/6vrWjJQqFATMmvxms/VU3jmwVtlu1onoebQeu6sUEFEpVIFacn1oxIRkx1IkLbU54XHMuZqDEsdRK8opa5B/PJR3be1egjXsYksUQOQ+6bSqiBXFB81sq3SN5Vz8tnZES9jvlQ3yyxSPLWfeRQve341QlSZ48owUvcoMUih30rkSNocxWLJdJuJJQ9HdSjB5ChgEpJi7gObyF7KJSKVqexvf3dBPbtUYThDVGW/jjgSLhlMaphOLWHsMOsDenvGxtek2CGPJ+LhhDYTKiNGR7pwZlbLUVdomkjTiJFEU6JXxjBlepS2Q5oGv37AWzBjyCqAF9RaGv8B5wbi+gtiu6Ub39POD/TugEqPnVpsP5BkSzAbomQnikaUtZ1ytM3mEaMzTTqS1NL3r4jGYyQHkXbRYSbojt9j44j0O5AdszwwMTIjzCK4DtQLmiY0PmC9ofE7LEfs+B5jWuAVpBY/Z0eg6G4BRz8dkHmm+9hg2JL+6TaH3ItFNZFWEVxiiiPT3IOzsDZ4LxjXMs+OuTd0TcK7AROFNOdZg4uIE6yzGAXbgEkJ6U/IYLCnr5FmTfjdHwkN8M8Oc7C42zcYd0N0twS/AvMBkQNTeyZsZ1wLrvHwoYHvOkQ/Yto/05obbna/JvkTw+pdnji2BbchmWN2aPsZEy6vlmIMKM5KOUm0y/NdijxY8tqoyGUHrTqMGsTUqIW6l1UDpb1Mblj2gGpwrDnUau6crKNmw2necCtAXuQvKTqGalFNzNUZVE/qHL1hyppPy55R6pCKkcMkZNkLIO9Nee/Je0vZ8xYBy7Dk0ktVRs2R81LPrUWmKXt1ynukupjbupxvNddFKrK6conXqn1WdKUlYvNKfip74GIcRdCU99H8p5LpmJXs3ChU/U+qQVZKLg/N9dVCiXeJQoFFF1Rf5sMp/2S69OfnXCLQbiA44neGMMyEf/DEXSB4hxhDr4Ehzezfr7Af90zhAzF8y/k3/8DTf/ktwncY/g/cuGJ496tsTJgnTGPwX65pmki7/cBoJz76xFkdt5sNGxeRNCE6o/09cRhI51+Shi9Jx3tCf0TbR/SrgL77gu6wZ1qPnNsJ3ID4BzYp4uY9Vga6dsZZYf0mEkKiPyvzNDGv/0R0E/32T9BE7sJbVjju7IGVHXk0jqdkebgXhrPQrI/41YkufaKTJyTsaU8ebxzSerz5gpX9nzDuO47NH2jUsA43GDVwUlIKmOFIMj3W/h5rTnjeYtQTJ8Os0O9Ghu3M+J0Qn06smxVd29AYg7d7jH/CtAPn6cxpfE8jX7DqfovGR+zxD8jpkf7pTxi9ZX3835B0ix3fMJnAx/l/J3SPuI1FnMHoCsTQHg4wDqT9a7T7Ncn8v5jMtxxMz7Hz7A/CzSHSPQS294HTduTD6090vkO6PT46umGD9gNhfsSKZTd7GtN+9nRTzUYITXD/asX41vDmmwObY8DuJsw+cvr0yPx0RuINxuwIMhDkxCY0rE63DI3ytE6M7cj51SOxb9g8npnnmfungBrD5uaWBs/2SWlSwLYDqQmY40CIidOUmFPidtPTrQLoGtKaTdqynjccNXCcezRG1I0YZnw3YWSP72/w8RF3fIcXy8q/heg59C2TzIzNE8EGZv+aZB1xHiEdefItgjCefotOt7zajWzcE+3qHn/3yHt9xTfmFa/jJ3x4j4kT+1lIw0g8HkmNZ9pvCTExD4FkLWM3YGTirUxYRj6YnpAsNiopKR83hpPrePtxz7pvaZoJayOn1HJKLes2smoS8eTQQ0doA7rp0e2K9MvXxHNgftdDY9jMDrNx2N0RTZ7Z3CAi7OOMYUa6gcRI/9SRomF2EzQQhw0aOqZ4YvQD5nGNObbAH9DVHwjpDVP6BTYGpmmgmVo2x98xpDMn/sA0J+4/JWyzZbOfMf7z5TcD3DpoEhxPiXAM3PlPWKN8l5RHlNBErA+kMDDEI7b9Guf+T/jbb1m9TZAsJrzDTVva4Ss0GmJKDBaerDDKibP9K14iajMON7Q511D7QbFn2Kc7mrbluB4Zm5lp7hhDQ7KBZCKtRvYx8GgaHrtAGoX14wa6t6zcfyaFE+9Pf6BxM6+7Fh8V7g+QHL7Z4UQI5pgNnyFmCVtmghHM2OAnx2b4Hbb/mtT/mTS849gf6PXA7uPM/t2MW7+iub0jJziBYzfz153FeMNmt4J0Szf9Z4SJI39G0wP7/l8gKO+6NaN1vD9+wTB3+MFj4olw55C14dXdJ27fHhjfe6bvViRZE2RDmFfE8Rbkica+I7QN592GJCNpdc/UwAe/QiTQzH/BpA4//Ues7tivn7BGOflXPMma+d4TJ2E2J5Ic+WW/5e3c8k4HTvqRswQOPpGCJ9obwjAwPx6wvof1E2pWGPMVg4l8XA/EOUD/xOeYGD7bCCGmhnRWYS4rapUHUxeOxuoBXgwKqRgJqvCHA81JhtUUz7SSACszk8hVyGkpS0rOiOJBr7EqxzEbHRYuzvI9VQCrQgnFsz9lMFtMcX4xoF1uU+XylzkLNOkKuBQLZgNLQmWTLTxawHCZiuHkypudjkRbFOnSbnFZ6KoKswxZQF2SPz8HF7NBpXjfqCsc/kUYlohqT/U6kStaE0yLukLloxMqmfc0AxAdUj1YKGA46YLpF2Ax520QhG02hiyCc5MVWvU5EkS5CNemCPaFLiv/K6GxFLof0TJOf2fCmepZWbyUqjeOVM/CMndKX+bpZ7KAnIrxqYIMmpWAqpyIrYr1kBUUU0AYUzy/lvjiYgy7do50ClKpCfyiyIhJZR51uW/NJZpl4SrVAvxjUFZF+UnFubomLa+C+cVYlpWAOY+1SqaHMib/g3JfRGpi8MVT8gpBKjpS6dyiTJQPYgGNbCrKS57HmnIfZuAi5Hm0cOWXqBwxxBSZxkDfn3k6fKIdDTEaxnHgdOo59wPTPDOHSIpCigaNUjCUGqWSI3Uy1cSc16MpuQy0GicvnloZIBtLB5vLHKzt1RylkZWpn4sMX4DeBVbXK4qbKwNE1vOq59vVc1pyrpTyLviyXuFP14Dr1e8vMd8fVO95/oMF3KqGDYUly0RVdK/bdlVwrf+FuumqjpT8KS+pla7h3gqCKlwnxJYatVExueVtupT07P2ljKVrX7Zd9IdtWMY7v+Q5hn/Vp2VcLkDh9TzJ5VyG5wI+6wIC5s/16p2i6Vn1nrXnv+f6u7pvBQieDdSLz68+/VE6n6vnFmDzp2p8NT9+4vsl6GeBGn6qEc/n3IuK/si9P9Kby6K5fPa8tBdly0/+8SPPXOblj9fxx+7/sevH2nJV7CJPvGwXcLXOnpWjL8f7p+r+N64amSDPFiN5760fKM9B9kUgAAmF4oLCUlgjKaQYoyWDYIssd1VOzTl1ldx1Kb/mDEMKuG2pHrV5P6jG9uo5XOpq0mX+Sq3rFRi27MNX63/pywoQ1s/laj8ou32NdtIsP1aZj8rZQgH8pDpDyKVvF5CvlLEYcuXy/XX0QzUMSbpaQ+FHhlVZQLICuEmlxCrn9UV2yY44OSeFLiBkXalUisNK/amATFmmKTLmJRIlXu3Wl3d//iV4u8JiMOMHRCeM2WIw+P6MHY5EX0CO+YxOJjvM3G5JMpOeWoIdOHRCckJcOWSecE9/wajFZ15HNHSoCqb9CMag7ScwMzLeQmpIYpklkdKIiZEYH7Dpj7j2jFs3+HBHDGswHcmtoSiDklrmuEYaxW57komcky+Bpw6SQ0+vgAZnZkQDaXoghhlNW2DPuHcEO2GPDjNsME5zsIFGvESCV5y1OG4w5zvUtExrT3SCaw1u7PDnmzytph6ViGkFabLBKimYOMLZZM54ZlI8kehxk8WHFdZa1CihO5HWH0FGvHGkLnJaaZbHjIFhRI5novME1hgsrc9OKpk6tyP4B1SecO+/wcgRmxRpOlQTYR6I4SMpmKxD+BkTLM15jcfgrEGaFrlNTE3DWV6h4ujsAxoG4idPmoQgOR9aRt3C355iV3ONa1nnaksXQo6cWb64ily4SEtcjBOAPt9XtOxpizFi0VNrrj5dDLqilzW+1Od6T6pyr8C18VlMutSbKmNcaIgu+3XZV6/Ev/rgYsgsz+nSTkN2Por5s0q/t8h/WXdYjCBlj9WaD6bQNMlS7/LORdCu0Qllp5GrKJLr3DhFd1pcTZQ8xgKZIjY7dF3ODcNiYBa3tDM3OZSyS3+op+ZA0mLMFs1jeOmmqiNRxrdGsPwMN+Hy7hD+RIoR8+UKLxbcXzEpsWGgk4DoK4Q9hgcGRnT9Pan9hriJmHCDCUf84GgnxTcPeZ9xkdgK4c2R2Sn3ZiZqYv9k6QIY9QTnaMwOg2PQDaoJY28Rm/MzOrGM6ZYx7HF2j911JBuQFEHuwX9HjIYhNdgY8fcTMUEKMzpD++Swdk1qvwanbEODcMTuPqDmI5p2kFYY6XDJ4RhwccYOFjtb7NZj91uYGpgEGS0hWNw6wav3tObEl+ywUejOLTHCaedJOJA/YEVZ2UecjkgfSNEyvrKM1tO2LY1aznbP3GzoxNIFg0k3kBrsdkvT3CHJY0OHm1va8Z7gB/qdh/YGzD8Rpo7DEdScOHz5B2Yz8ZQeSdpjv7tB1NEQMETM9iNsDgT7ZxKJKBblFxD+QDN+wiePc3sEiKJ01vFV6NC0IYY32HjCDX9Fp0iMe4L1fHJHrO0/e7qJAbtTRBP78UB4jDQawSt6aEknQxgi8wT+sMYdN+DP0IzY6BAxOEl0opjBk/56SxM9TXqHUdjNnmQczUwGhTkTZCLOE0rChS02GeLdI66dETsRppFh2jNPDZOfGXaP4EeaRphXI/P2iDy0uO82mN2A6CPBzhzdG0aFNCoSJkL8SBQlTFuS1Uztp8pAIGEQswO3w68foX2ksQEfbuDTmnlY0Q5n3ozf0IVADDekaUOMHt94tm83BLLzijWKWUe0gXD3yOhGHmOPSTOPYyRG6OyIuETrcgSlrnfM1iJxhjTQulMmn7Ab1KwI+4Zw06LmAcwnjJ/xUfCd0vw6kFSZEzA67L8LiCO8ymJftANBA6FXYvAkf4fYhmAnkITYBMy4do3aHU4V65Vpu2VqvsAMG9pPhjY5NhtPVMvQJObg8v4igXU3YazBHB+KYf3zrmSUw37EmMh8atFO2G9nVt2BdgZ3hJvmhPgzzk5Yn9D2kXH1J5r5RHMuslxjCKuZePeeFIUxwGQd/WoLLvLFKeA0YoIyJ8vx/CsCFtv2GJtIpqOLDePpgXA+MLodo1mjsSVoR+AjgY/splv+y9hgw4TTkWCONN17Ynpicn/BxRl3nzAS0fUZTZbp5JHQsEo32allPZNcj2Lpk3B0kbmN+P1fcd2RjetZD5Fb1zDbGzb+ibA6ETUyPVhMY7BrgZXnpm2ICaaQ6GPP8fwnkpn59lWPdsqX/3BHG+DtnEh6RlYfOa8czev3OHPGqcFiaAbL8X7HMAyMckIaQVpLO3Rs0h4JifF8YFDHw3qiUbg93yCNJXYrMD0+fI9NE+vp/4mkjqO8Jckaex8QGxDzHmd61m7EmcB5ivwhCCe74ix7Zt0j5y0pWKbZQYpYk3OrcBaSU8bVmUkGgp9yRFvzAT4jEfrPMELMRVdz5aCvnlgXA4BqBpm1hJ5qEkguGyLMjMoE5PwCKhE12asZ+gJsr7JgUuibLjCIzUKiZlBY00xOrJyBSkwxDuRsdgVgL15v1SvFmBLxn8AkTEkApnT5XVp5c4sHfQwXYEAsyB6RnBNAUSTZ4r0ec7sqPUwRPFXXKBtgQDgCrnxfjRsBNQNZCdyhSz9mITILSX0WnrVZBKVcpYhIQFNCdchlL54mFrUt2BVoj+oTkKmUMniecz+omQuO0IDG7BxYPJKzrj3mTVC3iPrs/AIY2kXvX5xXikycnf8y/VVWWK889ys1VFY/+Wkgp8w3acvoFwHX5NDZtBg+yMJ0oUJCLOpM1r+TItWwUAwmy3y0FvEOdIKUoz+wxaNbfMEkS0REDduterdNRdZ9YYyr0QXYPJ4mlPwFFA8lLdEVNe+JQ8VfhOSKkRTlJQPv6TJ3ZRG50dAg0ZZIgjrfYnl/NhSq5CR8C/c9kteCLYOYSoRRzIYeTZW/uhrMspEQ1UydJjnHC8YX0KlGfuTEVXMMDEPA2ROPD+/xjaWfHfM0czicGIaJcRqZ5pkYqhECNBVFzJS6qIA8AiMl+hzVDtUG0RpqPmVFLc5ozNFGOUlqQkxC1ZCKJ31Nvn4Jg/+864LZFIVxiU6o4FTp0/Lzokde4JplHi/K0gWqfa6cVmCygllSnin7CFd41jUYhLmUvWja1cBxpVDDBUznesFe1HUVefFJbWtRIgVE9MWcuuoCrmmhzKV9ZU/JjsUVkL28X4GaBPFZ15Znqy5+oVvSS/Of9V3prRdUWEJNRmmfd12tw6KYXvfP5edlmKVEL9Vya1/nfSOvV322Tn/WteASF4Di+f54DaK+vK7vu+QHeV74y/LgKhzkqpTn9+gPP3r+ZrnUKYMO1w8oP90Vf3vv/0G1ryZcTWT+w5vrHVcAxU++5zLTnr/sapLIdZ/p858X68vl+gFofH3Dy3fV78r80x/56sVavTxeD7/P6ed6S9n/Ktd38Ua9JA6VUkz1+oUFLFdAZpBzOUfbIqNVcKuIkKkARVLyDVV5ZAF2SgTtAs4NQM1VZUokVI2uM4jG0nqPVCeWq6TWi9ABLHSJZVyuA6KW5Y5AMRyKLe1ONRLj2uEkyxvLuadcDP5a+l0LOKZwyVWVWHjm4WqOXKIzqnF4ObNRUMcS/SEghNzfi+dukUFVi1xyTZJXgcXqKV6SYct1f9T7FiGDbPwp8oo6spFpzGMkHRTHiHwEVgeNOpkqpdXnXSKCd5nq1I5/RKYHxN9gjMP2Bzg9MXeReRWR6QR9QFc36P6GeIjwcWba9vQ3YNYJ/yZhnybc93/Apo7WfwUYJHSoScjmPbiANo+5r+QWtGXEEAVIZ3SeaeMnmnjCrdc0mxWp35LOntAosyju2NAcPMwtOmxgPeJunpgMHFODTYYu9Eho0fEtaEfjTwg9/fgNKZ5Afgdyw3A7M2xGtp8a3HGFJWKj4iTSSCQ0LX61x5532KfXxPUt481r1I/41RPu3NHc30EIzMMp+zPtBJwhbXIkiD/1MAZCc88oPWF8IoUzt2fDal4T7pSwU8L6hN4lmmagaR2TE05OscHgrYVxRJ+ORLshxBbvG7rtGsQwBUMSIfmPoDP+2z9BPMNmD92KpAGde+L8iRRmMC00Hhcd9pi9fpumxTQR8yoQtOWkb1FzZmU/wqSkdy1RoS9r1IY+54T57Mssi746fIkU5zJScaYSMlBdndbKiVH2VE3FGLCs0SsHI1i8/KUyAEhxZKu6XcqenFkXvj59L2fXkmi5RC/ltVJ0hCJvaZGf8gP+8rzoxbHG1L1MoTgyZT0vO2tVirpq3M1EYNlJTNVlmfVZFELZV0VBAqqCplWpX5/1sZpvbjkGq/5RnAWX/aIakKtuXWUKw8IMkCtPZiowqG2uni+UqiosUbYLdVY5w5jITkkNQj6foEUXGa/Oi7S8RxnKiBdHvBIJoj+HGAJQAvP8b4ieaP/hH7HbHfLuW+LpQMcRkRHhvwBrTnzkzAd0+w365g/ELmLm1/g+0T00tDLj24/QgNkLqUukNxOjGD6OaxgNd/cOnSyyV6IHafZY03GaVkzB01qLcwZjwIqnj685THd0fsV635FCj8wB5SM0fySEFX18jQuW9CHn0evbCTc5tg83JG4Y/P8CjWeTwNrvmfb/D7R9hKf/M0x3WLZ4PI732HDCTg1GDfamwX6xRz51yAmkd8yHFYjiu+/piLyNezQK8egYnOX+1YpkJnz4VywjWxlxMZCOAzHA+PWvGTZbbk6JdvJYd8fQ3rKSmTZE4tiRxluci3TbQJsMmyCY8Yx9+siwV6Z9Q2KL3v2GeFIe/zgS/ZH7f/yvzGai//6edFLsn15j+pa1O+GaAfkv38ObT8TzDWnumfiKqL9C5j/R9B9odId3ghhhtsrKNvwq7DmmG97HX6DhPf70+wLC3jAbeO+eEPcz9AUD7kaxojTjAxJHZrMieo/eb9DTiuASkwF3v8V+2CGrGVnNWN8ircECKxK+b3D3d1intJtvcerZz7eoabIIZyKRR7QaIRJ08w6TWnh7It5G9MNIOPYcJuE4tfTtyGpzZNcY9t4Qu5G4vse+39H8voWbHtI9YdtyfvslQuA43mPjQBsOqDjm6RUihk14wOhAbANBDNhbkDua5l9x8oG2N7TTHdP7V4R0w8r9M437EyHeEea36NxA9DSbjv2bHdOYiB9H1ETWq5F5BZ/efiLpyMPHM0yR+yHjYPvNGedmWh/xVoibLxg7hzxOyHxktTriVwND+gWTesabDae7LX4+0E4PuNjRzolmJ7RfW8IQmb4d0UOD+7OBjcf+r4m0gnk8kKbIqTfE6HHuDcasifaRZCYam3MxeLnFNHu8P+I2Z1K7Y2wNdja4D4atOF698hzF8l2jRCwm3dKYwG59gKRMT58uOvJnXMkoD3cDqY3YscUdO5p2ZmcmupPgTsJ+d2TtekYTGBtl7O7p1zPmkM98XVvS1hDNyGgeCBHOk2EyK05dyyoFvnoINDFyIDHieJj+kUnWxNW/I+sTOqzYBk8az2h4T79LDGslxI4pbpj4jkG/59UI/2HY06eJBx2Z7YGu+47Z3NPLHzAHg/vmFnER/e09SS3Txw2mN7yev6AxlrR5JLWBx2A5J+HgJwY749s/4RTWbs922BDbFmd3RD8Q1iPxlJjvLe7W0r4x2FXLq1VHPye+O0cIZw7Hf2X2kb90Z7RTNm/eYKPhV39MNP2JtOk5eGX1+gO+61l9AH8QPp1/ydPwil4HRjnQdtDuhY3teDXfcp6V+8MTR/V8uBm5CQ1fP73CtJ5xvQJ3xKUWp2e2w/8dVeGd/F8Z+Iqbw5wNrW/+hFl94JXbsLYd723gG2PArVF3h0077GlHVGFKgosBbzONHr0htZGxPTPSE5qBYJSpGbPD9N+5PvvU1VQ8/RdPkVSAXrj2EtXqYaJK9lIo2gxzDh3EFE+2ADqhBExV1CQbNWQRZoYLKIVk5UxToUHyRYku4aaahams0AWy15jLShY2e9Cb/J2IyUKKGkQdGRy85gsWkD3VACHPPI+rjl2FoJKfgAFlzOVTaG0WECJHS1TaJK3KNOssKKZi9ZR1Lr2E8SIdC6VQBQELNc9zYDXncUADOTnvjBqlgtI550ZJQqwD2dv8hGJYEnjX/Btl/EQ2pS9GcsLvkntB82gsgq4EkLEYmKYyDhlwyHKgKVENtS9iyZvwdycc10L7s3wckstZAI0irEtSshAfyvjWJ0yZQ7VsLcBDEYQlFOG9Rj5cKey15hX4qQK/xgJOeHLi5hrqqxcQ44rbNRdiyAnRzaLIVBXluceQljKlOFhm4CXTFcVs25Gh9HWO8kAoHpGK0BfB2lOB6px0rSakrl5DxWOyzKVMy6NLv17qWHNmZFoPVUdSR0yJEHLywXEeMEPCHQPWN7RhTQiBc39iHAPDBPMkxDmRQsqBRgv9tCI6UQ0bVAqI4okldT1UdVGLsUdaVAOUPBzLfmBi+b0r0+PnASd1GK8VreXpuj1cD+syzBfDgi4P6VKOPCuoFnBVkr4sVy6Pl/pcr4iLV7xe6nxNT3OFSF+DcQs+dvW9LHdd1eHZ+SHPnr2u6BWcyrVhREWL85s+LwYWkGsxzLzsHyF7E4rwvNOuwNfl1+tKXd17PWj1u2e31MpcvVwu38kPylCevf/qzmd00//d10uwRa9+1jq+bOvzMbtccvXjxwQBvcyvH9yff/lxyqarsvTF38/uv/79eiP9kSJ/8PyLSSZwAVIuJrofq5P+yGc//p7PeP1nlfWDF/PDhr6cdz/x2PWHy/0/HJcf1O3vVE+p+/u14ans81cJVi4GtBpRdyUTaInWzEOQ122JetTlPlgMDUteJuF5f1wbEFzeg1S5JE4tdSsOJJf8OwL48s6w1ONZPxRxVqtMsHCt26Wf8pqudaj9J8sZuvRFpVip1EU1J1qtT23f8u66317vdc8HZvFiXgweSqYyLQ4vdR/SbHzIf5Y+u6b3q4ad5XyZSl9fzNyX6LXrOtQzVC9js5xz1VCbz8pLPpzqvVwMIvozqHEgn9vxIUcG+oRIwzS3oE2OIjEjMbakocNLh1t1JDpib3BBaK3BiSJxQgYwHw2mjxgZEN+Rdts8jc8PBZN8jcZMKKMy4ucjZprw1mK1OAo1t5hBSUPgrJE+RZhtFh1bh1tZZFaSP6NmxLkJ00I0W1KacYcjzHD6cIOoR/cPYIQ0PyFpJsU1STsmPxPtA6IOP1tCakjSEf0RYwd0npiniRQbJDSonUjbD4Q2J7kUm7AO8COh+zPMJkeFuxzBgEsw7RFZkRoLyeLijGqOEFcXcfsWKw5tZzCBECNpCjni4dwjPidRZTaEs0OmPdY3eNvQug2CJzyuEau4dY/ayNkEos6YJiJRMHaFmA7jXIl86tCV5PRwQVF/Jvozk0vEpJiUE4hHC96Bph2nfocbexp9j8Hi3ZZkHcF0OULjs6/izLFIR1dGVUr0kF5o1PLsr4ZDJeuXepm7UASnapR4vqJebuzZRpn3lMUJokRgVb3pOgLjGaUmBkzVsWN+U6nnRZa7joKqBgQue011YinsAKLCok9qpSpuEFxxKNLln2p1Ysh1S1rKqDWsAns9ExJ5f5RKKVP3/ksZPNNzLv9fxI7yfaV5KxERF8NxMRoVPfsCouUzIkd01EOpjlE24uZIjMgSSSPKJcl4HVOokRRXJKCfeVnU/wKYUXlF0hZ1e9Sb7Dk8zuAt6s70NzN9p3TbPeub36ByQ2Ik+zkrQxs43TwRJZGiwmDxHzsUR5xbTBLW6xlpIzII9GC2HcltkOAwSfDbI343kXaBYfZEN8J3HwlpxfmLFcPxTP8YEbVIv8PajmbVYaYI45GAMiTFCbhVziWZhygxasCEgHnXgHS8jxNGDxzbSLQefMSsPHaO2BgQoygN2A5p1mVOT6SNI6wbrI6k8JFkLMPtlokOjQ0xeWb/C6wO+NO32BHGDzeE2TJ83RGsZTI2L5WNo+08Zp1ITcKmGZ9m1q5nb8+MTeSsM8F6BmnAWzZPjmCE3s1MOnLafMiEXZ9aFMENdzm6bb3FNJ7uzuK7jonfEh/fEM93xMllrntvcO41bvc7THhFiI40z6RBaBth4w1KZEwnGplZrVuCeM7+DQK0scfE9Lcm2PNLwHQeY4T51BGDQdMG1ZbUb5CppVufMJ2DV5Zpl5kuRDqsgWhOJHHEuSPNE5rOBDU8uQ41LWmzRQS8v8eagPc9SOTcQDKGzVpoApyCMpw1R/rZNd537BDMWggrSGlE00TTC7vpjpA2DG836G4i3b0D5zHzGUmKDiMxJsZhAnFEv0WcJbbZYSSdLRoV795hzCNR3hPlgLoGVYfxilXHZG4Z7T+gfYsGi9Bg2hXRWw42EN1IaO+zk2JcE+YZM3zCyoy3LcYYbidPTJb0Rce4soxpygTlbsJzJKWZ0SfmVjDe4lOkiyPBGkYDXRI2w2tWzrBfOzR60p9XqJkwmxlx2bdZXMT2T5iomG4mtuBcg0RIzYFkppxjZF6RhkiaE9FHkh1Jp5GpH4n7hHMGb1r8piV1DQ+2YwwGGSxuivh+xNtEczcQVRkHT/oZRggAjYmUImmdiEa5V5gV5nlNc2qwYjCpIzjh3ApeAzeniJwN52mFBksampy/ShXHTGN6Zom4eI8DJv8Loocoe4x4XrlvCCJ86o/Mc0DjJ1QNMg/ILLhR8CJIF0ndyHhyTKdbGjas1o4ewxGY3IHT8R7MiLGKD8p2NYCDwW7RaDHWYJvEan+iscK9iYwznM3M6GCOkDBEk2nqg+wIbMkoq2Bkh/dfEqVhmj8SewNPhiYqbedoAryeLT4JvpuRFl6vbkhNxM9nYoDvVg3iPFObME4Z5C19TPTjgBlmDo2hdyMSPU26wUhHCg19sHxCGY3St0rUwOa+pyWiNAQiY0poOCLxgCVg7H9EpWU0WyZR+tV7ojywTRN+cDyocO8SEw8kI6yaM23riDER4kAbB0TPEANyDqBKVI/XmW36wNAnTg9rrCZc6vkcQOTzjRDagpoC9FbP6HK4Jyk6TVUuq2A25WNdINPJjMUAkI0EqgOXZNFK9oxzVP5apCeHjo6XMgWW5LU14XWqClw1QsyInEFbJGVqKBWPmBFjJ3IERAlTTzlRbjYQaJFLHCqvswBmjrl+i6AD1as8y3dZSEqcUJ0QsifGAsJLCdGVCZVzPoyjFqB+l9+pp6x4mg0Z3J+LgLUhGwpOQLg4EUuNisiRGZIaNK0R7RGdcoRF8cwXqX3VoERUD7nv5R5oMOaGxat68fDz5KgFEL4HzoisAM9Cy6RtFlJkAhkQmciGmBbVTQYQK7gga0Bz5IuGHJ2xCIM/NeGq0SErEUpOeK2Fz7pSkaoWHuvUkCMDphKFkNtTw4KzZJtDc1VLdEWyxREpU3pdPHnNlfxc5kmdyAKkmNeBcRcjRLKF1ikurA9ZTtalyOx9lENncxLy4umzUCAp2QtSIbagFol5jqvvwYacNFBKnoQUQVclskiW8RD6Mgeb8g5TvKxysu9qbMl9YYANqGB0zBXXVBSSlOcXY2l6HlPVLUktISYkREYzIgPM8cg0J4xfYdvXpBSY5wPzBOfeE2cIQyDGQApZ6VmcUNO50Gitc1/UHB8Lb3XZzJKBmBOy5zwuRzQ95jUhDTlcfCInQ89eVVrb9ZnXRS8s84DKbXvZUFVqHoP6Qf2v7El6BWJfUd/IEuJeveRkeWelkXvmlWeWIvPzNTKovlSg5pdYmmiuwKUKyHHBsF6Cdxen6kv9rz3BZVk/FdyTpRyhRE8ZQLO3bwXlcw1jubXM4wUku9QrcVlaS9We1eVS28yUUhK0L8rtc6/+64iBa173el4syY5Lu6Q8IpKKp70sbUFLW64NKbCcB4Ipc6GUnV7c9znXM6/7Zy/hosDr83vkh1VaHqHeel3ui5tfUv/Iy/uuxh9dRq9MuKv5finnAjOUepcFcAXRPKv7MiPqXL+a588B3IuhagFvrsHcq7JfdskP5t0P+vmnx+sCL73sG31Rvx97st5/Vf6PDthPXNd98ZPfy09+/fxefxlO0cVrlljG0dTmlDEr+bO0Om+oRTSfTxdP/3LAqZY1UEGnMj7L+X5lvKAYEFTLeeeyHEm6GJaZqZF9y96fSiSlNvn7NBdfiWWTKY2r4mw1mtcNMefxulx9qUcFBAu10pJvqfZrAcEuYZ4sFC2Vd3wxVtTya59UqqQXM6ycBxf6wJkc1VocGSp3fRH2quMBykU+Kd7AObKjgovkiFnMsp5qpNIlYrV4JNf2LpWrzjgJFlm79IfMLBGe1GjWn6PIRnT+Hk0zxgrGdPTDiimjFeDOELZwvsWuV/jNivlkCQdDq4aNs8xi8CGio0U/tpBClsvbjvDqDjSS0qcM0g9fk3AMOpPMATc8YMaZRjwSHab7BcbtGT/eE56OHKeZ8+TZ4tgq2M7hditSODM3T6jMNHbAuobZ3pLCiebhO0LvefzL14iD9e132HYgnj7BDJH/SDQbhuYbpDnz/2ftz35lSbYzT+y3zMyHGPZ0hpwzeS8vyeqqUnVLBajRkCDoD9ezoIcS0CgK1VUskpe8zPlMe4rB3W1YejAzD499Tt48SZQjT8YOD3dzM3Mb1vCtbzXphm5Yc0wdXi5x/QG3Hkj3e4bDgWiuM+inOxC3rwhGGK3BuQbXrtB0YNx8h0xrrPwH1LXETQCr2PQCAsSVR1KkeTxivcc2A8kGmsstrl/BuMP4iRQj4Rhgf0QeHjHtGrtaEwfLtGtxocO117QucdFOhMnw+GaDNBPb7T2pGbm3D3j1NL3HJIPYLWK2mFXCNGDXNyhr0u5AGkdCs8O7eyYNEBImdpi4Qo2h6xLxeMn97kt6/5ou3eFsg3Wf4BvL0eVl6uOOOq9OslSWuQuQRRS0IUc8F31RY4mYLfuJlAhkFhSVdb5ScvvViKv6DKnPLkeNMEsU+b/QC0lZT0uEQJZh0klGkbyOngznOS/FTFUJzDnvpETML+TGXIEMXsoREpLrrFJ0hcpm0IMYjLFZPitRZ0/3WKQAoZCy1xbn9Lw2Askgpi/OkzHP99obsyI0F4xU6qd5dy3lmbp/lPx1Ve+reSGJpQRblvuqE+Rojty+bNLPa2cGTapG0OFMhp2jeaWioOoaV9/NRx7i0P4PqFiS2GxEdBHt14zvAuE2km4s2j2yezlyWCl985zL9ksYBfYH9ljemRbtR+xnb2EK6CuPDCu6d1+TUsuBFTjh4tNEg8I/COko7NkQukuMRhyR9pNbuu0t+/aGwW3x3++QPx6ZPu85fNMzvlKORzDqsLtntJuW/moDxx3h8Y6gyn1qsCLZeanFuRQjR0aInosfV5hJ+X4zcGgjq+s9TW+hXWO2HXbY4cY9YhuS9Fi3hv4CmiPaP5CuV4yXG0Q9cfye0LccVp/hRyG964nSst8+h3REX90hj4n7717gpw75dw3GGY7OExL0m5bOdUQbSSbS4unYc9W+47l9y505cmgfmdafsdv8G9bHjufvVox2YtjeMco9P179IzrC9scbXNyy6v4GkTX+ssFYYf2HLd1Guf/2kvDGEx4HwhTYXls2G0O3+pzucs1uSOxGZXzwDHvDcwzbtaHVgAn3ODewvVgzdBvun3+FGWHzp3uM/xU7yHK4iWA3LdY69j95/J3HjFeY2GPKHFy3Oy7NgfvPLA/XAscWOWywYST6e9J0QTw8I00JDXu869i5a4ysWbtrGkZ68yesDLSNJRrD0Pd4Y/lUYRWVMCp7D3ADrmMrHVetYX8hHLZC2B1Ij7d04wsuj19wJz1vv9oQt6+Jn/4LzhvW9xvEO9LQ51xOhwlsi/ZXGNMQNhEjSnzdEA/Q3HxL240MciCZgDYbku0wVjGmZacvOegKOw7YaY9reprVBbEPvLMjNI/I+gdSWDEdLtBpRA7f4ix09isa17E9dEQVfrxUjteR/eOBGCIvV0daFxjcwHSIRGOI4ngZIlfmQHCBox1ZRcOz3RdcXnheXo4M73re/sMz9GaP/Z8fQIRwAcYH3MMt4hL6dU8yFt+0TEk5bm5J1rB+a2mOF4z3B8LRk649aX0kPhwId4dsZewtjVvRXV5xWPe8dWvMILhbwfqB9uhpLxL9p3tGUY67Nf63RBUqpBBJIeAvJnSb+HlneTcamqGnu7ugCRvsGJme9TxcdLycXvPJ3Y/cD5Y3xw06OnTvWNnITW9omj3dxWsiwmaKRLvhePMH1LVY67F24LPt3wEH9v90w7RrUXeLSsD4I+YIjQgEIXae2B3xP7X4f/oEebnBfuk4Gsu9Fabxlt27v6czHdfdSzrg5mJHci3eviCpwziLM5GLL+5oG+XHd4H7EXbbCe8iwVs0WILdkuwab6+ZZMvIxKgjvb2hbbcM3DOMP2BEiG8FndZs+xf0seF6WGE0YDf3uJXhi4sXqIPmzU9EH/jjds1Ewyd2pDPKPZ8whBXx+Jq0eySsldgduPQtW78hHA0BYWod9z0kq4Q+YafA5auJru1I1x1BhEM4EuWB5N9ixBHW/3ewlxzsA9542H5LYwKX7zraXcO3SbhrE5f6irV9y3rV82zbshsju2GHkzes9CdC6JkeLokOpq6j14GX6TsOu567P/4FwUTsp7tss/yV4+PjD2f+86GabYpUFHN4vLbUBNIn1b0oZ+pmAQutVDwNQo+Iz0IXZkbQa01MNSvtlbOxODikyYpvTZJINZRIEeIKBQ/lnyrCAERUWpQOdF0ErzE/pyp2swJ2zMKNnIwk2XBSaKg0O0vmUFZNpR0OZV2qnh0bQpeNWbNSDDmyoOdEa1Wk1qXxjUoLVIQlhcy1bqmIl5zkMIIZs1KaXL4v5ZBbtFA1FUE6C8EOtC9CcUlOnKqxvRoKsnCo4nKERuEPFWxB2WQFOjskVvlZUjhIKy90NVjOBoratCUC6JfHW35GQQEi5KiOQu/CSRbOryeeQFCSozZE3ULRlgWVUs6DIbYYSLU4V87QRrmes+FmHmUsFJqUKZ4InBxpVcgtz9Vq5alGilgccYvQZdIifLmdy8jvoNRpkVxbUqHC0EjOdVGVpIoUaooRJN8/2yy0LYJ8QVrO/NipzM9qhAlznaXQMs0RUJrIKVNSZlESwYgyiSdFyYm7fcSEHSlFgh+JQQnTQAqBGA+kVBQVLcadJChNrofJieROYyBHTdX8I6gsIpkiREVw6Kw81HXCgNb5V+b0bz20KnuLQ5jnXrXb1UsXWijzT/O5WaNlHldnx+k5Wgo8e3J92HmhTx95qlAxFM+K5WzEKiek/qUfDtFc2JvPK7E0UnPWH/m/MhprNWpfLKmStJ6vXMx63vr5ER+ol9RZeF6TXJqc3VYTK84rzfwK3h8LZzQ+i/vee33Ldi+PZZ1/g635w8eyAHnyWb6dKfKcGn22MC6LWo6u+a18oI+XZbIYb4tz86kPvJ+z33Sxjv9yC8/6+f2J8eT04s4P9bWcX6a/VN5752tZpwK17l/v3foLZc5jQJ+c+MAzl42W+WFP3hlPX9ufqf+fO2pnnFCl+ZQ5L6asMSd6oCpvyUK2q9fVWVuz5lTj2Mk5kS+shp6qbJc9Z5b59HReK294lYNY/LbYK2ul5zEGp+iLWnbZd+f5utjTEU4Jo/VUp+pgmA/LKbxpkaT7zFGxPFfKF13086IucopLnPtIhBqte1ZfTuvcyRNdHUCnvBuyeIen95Df84npfjHQFnLICdXC4tPMZZ9QzbVvSp/8pkOgaxEM2uYoTrUB1Qnnr7Dha7yzBBMITIwJovZEqaCFRGRA1+9IukbtFmMdDgPWkfYjKQXimNAgSBISlmm/IpEISTHWY1qHtgaxSmKANYjtaJsN+AsakxA7INOEuzsQ7gLmLhDbQNgmVCPWZn7q6G5InYGbAEZJk0KyePMSGgt+g4k9Vq6xpseZDiMGZwfUCYYJDRCEQl8fEH9EZMKahFpYNR6JHjP47KxprsH0GehiPGZSMJn2R6zSMGI0EMyeaAKhNdB0JJlIMaCHCd0ndFC0E8LxgsGvyMAym+Oce4+oIv09yQrjWkiTRacjiud4HNFpwraKGME0LYJgRjA+ZYNQhCAtiRU+QPQWY1e0siIaIdkRYyxGlBQD8uhx04TzIxZh6m4Qm5PCJgtOlI8PhKhrUhVclrCROsckO0irfHQKyVwUU+dA/Ze/y0yPtkT5Q10/tFLYzfcVyrYZ3FDn61KCSWfnTrJqBSeVy0zNM1Ei/9HyvAJs0dq2ooM82UQqQ0GlM6xO5yXt5QnwRalJ6UdT1l81CznrJAfN+kfVC1Vn5wvV4K8L+WrR4TVK/SxhNszvqtJTzftLlR2rs1sqRXG9xhTQWUU3Vcpnw4luqTqc635Rcnr8WWDBBw4F2WfnX5RE7BKtf8CEPSFtmOwaox0mNmziDhff0Y2fgL/Ihr0wgcB6GzHWom+vIAgyWKzpaC5vSFgkTCTgfhRsdNi0KiLDAaMBjgpRmS4aYnNFihus7XAhIiKEAGHv6QfHKjpscrSxZ+WgTwmPcGh6fDJo2qLak1QRDhjzd6gIQxBS2tDQ00iid89pmjW4AazH9feZW5yeKBe4tsXZFtetaTaGOCoxTXltn3qIVzwcvkQStEGQUMCJsqIxn4EYpE1I73HPJghg9BFzDGyGN3R+QEloOmBCwsREw0QnCULHOF3j45YQLhG/ZTV6HOA3MJmIbwA6LuVTIGYKlSisQ56lwV6CMxj3j8AjzjWkxhDTBhkb5DCg6RFJEROFPgWECWM9oRe0HRiagWjBWEOKsNtBiBPN1QNWDO2VYj/ew5rniU6oBqJr8J3D9HuM7NhwRacrpI8YK3TJsh4aNLYk02cNOXpSsJmNQCPaB8RautGD84R+RDVyHDY4aYjdSLKKSkBEGVZ70IYwrMG3uJQwmkh2YjSBmCKMQtCeQ3tNSB1xCkzpiISI9QEZbzBJSK6yN3gkCpYmR23YgEgkhluiegKOJAZvWrCGEFtCUPbeMgVD5/Y05mdC0zC5LStr6JsErSG2A8klkolgLGJvULW4ZkBtJMYXGWi5UZLz2IscoefIUZh96NAQaXzAaqB3Ld26JxyPxHEEbTloy7S3aBD8sGOf7pGhoX27wR8CoXkkaMS/3WKdobMWEUdyn6GSiHd7EorGgJAwh7L+J1BjMi6lFYwesf5Aa45IN2LbLdZtoIVp/UhwCfUtkloas0baAM2esBrYBUfE0MUel37DeFOBqUUx9OryjtZd5vxPLSQ7MZjneHOJMzue2x2b4DH7gBknZBgw3mFii5GAZ8BL5GBWRf2IoBOyP2QgjiSSC8TWYWxDpzsCAmaFNw3tOkALQSNTGLB+TTutEAfmCuJ14uHZPeEY0fuGhg03q+c4sbTSYFGCeKIFjRskNaxdLNEYkLpE93zHRRzophUhthxjg08W3DWYDbYbkO4BlwzNKHRTpJ8CQ7CIeY5tPO12wK0sOEvCMkaDiMG5DK51+3tUhPGwIXnow0THRNdlSkzXRKx4lAlkRHFENUQ6VDYk+0gw95gm4BqI8kjSEdu12PUFVl1m0DWJpBNqAtI+Q8SBU8QEVrKh0YS/C8SoHHcPiPdoXOe1u7nAWQc7CEdlbCb27USbJvoUsSRck0hGSMYwTA2vX10yhZa0cjhr2dorrP118O/H54RIQjaWPmQ5LG0Ag5opU/GEpkQwnIwiWTjqgDUqATU+CwYREIeRnoxKK9RJqS93Z0odMdVIUumEWpBiXE4AWTjO6lYkRzgYJBVjq3QgHcIRZQfGEM0G0Q2SbkAPIO+K8LQlK52F817uQBQx+XwuTyGFHO4cO2YOTIGMaAmgLcoN8Ihwj2AR2aLJZ0orWThK6BESOUFwyv0jZCEqx5jn300RzirFj5RnpyJgmQB2hNSSBaqYkfbaIqnL8pWrgnIx2NYoAfaAIinliBZT6YyGXAdziXIJmhMjC67wkYY8SXQNaQOMoEcwI+IOOeRTmxy5YF0W2EMR/M+U318ccfkSWwzJ2mVDZgqcGSHN4r0kj5g2J55OPWhfIgam/GpdEda1z+20D1kWHVfZuVOFaFtCgk1bFHEt1TGl/gkxmS+VKCAetTH3S02krVmJV80bYB6L1dgBmIKE0jGPcUseh5r5V+ek47YgfUpYtMQuJ0WnRHRIrV821kttn+TFBsnDOtMebbKSVpxr1QFlbFaSkkR0TkRpMPRl7KfSlhx9kf1TkaigyaEhEP2EMS2TXeXNxb5FVUkhojESxyMpBYI/kFSIbFG1aCobLgY1CcwAMiEx50GpUVMki0aTc3pYU6I4hkzPETN9U1aGTF4nyPMna1jtr65vv3hoVbmkMGZUNbcYadLSUPPE4IOSKk8vnBS1xe8s7mBuBcXZqAuQ/InwSIsiJqU+M1XHWWh/dZ7KrGjPVEmlzJqoea7J0pB9Vi9hAafNY7y0o4z27KyCEmNGCfssSuKS9P7Mjln2lPmMLIx258a4Wu8594AW+gCghkWJLg19iimRLJF0ZpA7RVNVY2npwqUhoNr/zl5OnjvL1Utqf5VyVP4VyuzpAU8+F+9scTwlhJjpH5bdJk9e4vz1SdQIfKC+p5uqDfZE3VWNO/qk7KUBoVyW5Elpv3BUm+0yGmO++EndZrJ6nsy3mpPi6eCt7U2n6fGk3Pdn4eKaRZ+eUJx/tjVPDj3VUz40qGpZixFVxve/fhydHzX6KssZdc4tyq/rCHU+ZaPbTLM0z/cKMKmbStnf5gjYU9SaztzdFShSIk2l0vrUckof1wSjwmk9q8Y2qXtSQSLXhMyz3b9Gh9VnVZrQwtU+O9fLP63AmEovUhHJdR0tdVhunhrrIll+P1/HJeW+0YLs1dnJkSM7pEYeLOafkjKQZTbsy+KfljrVKIx0qq9WkEBf6lPX2kIxqZkPHlN2kzo/q7gvIzmCtVw3vwPDiQpqEdmkSuZst6j8xkgII8h6jRpFZU8ioOsBnKPbfUk7/o7H9C0+vWLAk4Kg+gw1FxgfsfeBmB6I2z+h9hNi9xc00tA6CyEQ3t4TwogfPQlBrJDUcny8Isae1WaDNBG7EUwP6g9IvEevO6TZsHp4xvrxOfRvoHmF3U80d0fkriP9sCZcBMbWZ1qkdiIlxxS+QbuAXNwh0RPuFFKLv/wGMSvcZLBB6KSnsQljdxgzktpHjLkjaiKNwmQEvxaaYaQ9RJwnJwVtPX0/EoeIfxfQ1Ra+/kuwlqTZOeEeM31WWHm0ifTmQKOeobknpMC0/oTQr0nhXZa53lnSW0tqe7QRRvmEwTyj5ZGOO+x2oHm+J9mEt3dE2/DYX4I30A2ko+fw8x5JgdUGTGtJn66zoe4RZPC4KJjG4N2KYK4Yji3TceLS7dj0A1NzxLsDEhziE7Lz6O2OFsOaR3wLD9uvEZtozYjYRGfr+vKxRwVJlX1YYwF/9eSIrgHVsYpUZT6WtaysiWLdLIOdRf/Mzgk7y/aiaWYE0FJPg0FwqDaourwGSqFXKk75ZX6p2ZmA5EhfTvkFswx4ul6TLf2R5vmVJYIaRVUcuWXv1hLtJWKLzzWDjHJxT5wmYsr+lss2xpRlITtgJWZ9t8qTSTJlipG87uV8gk1enwrQKHdMgpSY87/NErWU9ea0b1Bl5JrnRgayoyavS1IdvHOi7vKeKz1eefeafFknsyEngxGLU1mKnUICeU1cUfdn/Q1jTaJiXx+RY2I8jKTecyk/smbHEP+Kvbui0ytav2Ez/QvG/AvmzRW8eslkdxzaO5pnyvU3nvjYMv3xK0Q7bHNDc+FYf+4IdmS3/xPTFPnxzRYdG9axpTFwJW9pdEIeLHqw7FcviPKSjTg6DOuxpbcTYdjh3+7QR4tOKxrfshp7jDliwzseEQ7dBT70MHwOSQhpAnlLY/8zivAY/wNTeIGR16yscNP9nnb1jLv2jwztW7rmR9A3jM2/xx+/ol/1tG1PZx197xgeE/vpQEhbpsMVTBc83t2w0R1f8S1TGnkTf0TNFb37nxDx2HUEe6T//Z6UBqz+jL1/5Pnhv7Pyt9yt33JsvqG93+J2PavrlvVlg44X7HbPOUwWf2xopgObwx3xcmT/9cggcIyC1Q2f+/8J04/Ez37ERGHzKmIipO1naCNI8/9C0z/Tdl/h0jXy6gv84RNs+E+o/Udk+xK7eca2G7nu7nnXGbxYtLvlof8RazzOTYz3l9z/8DvsWtk8+5G2bVh/fo39ACDqlw5VRdOOJMLUv2CkRa7+O6Z/x7PpS67DDcF4ghi2vqG77whOmBpLpxY7JcLomI4BGg8XEzbC5eOR0MPds0dIjvjwEqOe5uInaCaUAQEeriIH2zD98CUMW9rpe9pwz/Eqcugi+B4ztQztFX7zgkY8rT8Sx4gdPMgKefgLtIn4/gBMRL3HRkPXX2HV0bgBFc84fEdMI16/ItkNR3fBZOE4rhgnx/64Q6eRG3fLpfmJ4eovOfa/Z9O1XK4MQzOxW+0yq7UVoEWbb7B2pLVvUbX46S8xEogXPyLiaY6KCZYmrdGjpR8dEiOdvsPZke36K5rtDeFwS3x4ZO82vLVb0i6RRmVwbwjt33J4+Izhzb/FuAGz3jFpx/BPz+lXcPFFANvz2H9DDBH/3X8lpn2WiUSwtwnjHawgOkvqIVmhT3c0w56VjXSXkbi+IbafczSv2bU/MOk1aegxsWPV3JCaAb99y2Qi99MKkxzb6YI5l9BHDTgh7VdwVLZq6IzFf/GXxM01/PAPRPeKQ/O/4Jt/x8vmb/nCvYFpIN0OmMlgBotLLV3KlFRH88hoDff2hobAc3ePDUfs23cQG6bYkholrHtsL2z0O5wZUPt7BneB2yiNs0yvA7uHR66OL1g3V8RVS/i64fDJO37++mfcd2u6f7xmvbU8/7xBUyAcR4SJoxyICGl6jkkNl90j1gT2XYRVZPvFay7tDvP3fw2317z1HYfQ4LtPSO6Sbvu/Yy7/jubdNeuHazZj5HKIjOM1xnxFs3pg/eInXNfBqiUMln0QxFjatsXZkYs335Gi4/bwH4ih4/nx7+nSgfbyOdK2HDcTsYmI7ohmx5ENk66IckG0z/HtLVP3J/rmglV3j48e7QZc+4xm+wXuMWH+cQ9pIuoDyShN/w3WODABIwPX+iUpNHz73cSwT6z5RzzvoHtB7y7onrW02y36BoZH5eHLI+++fOTa79mEiJGIXQUSlmAcw8OKN//yOaa3tL/r6Jzwqd3QfISq8BsyMVUF1BWTUOb114owkeakLFVUWk20pQMnQaNGOZyEP2hyOcXIlAWEjNDNtgmTDb5VKZ2peiCH22ZhcFa2xS2UwGo4y5EBUpIii2Rj54ywq4lhZyNyNWRmxVWLEb6Gz0Ofu08LxyhDMRglMvKiCoOg+GJMzch1mbt9yOWb8puMRQjK4bInVMxJgT0ppdU8VWgTcNTw3IyQa0AsM8Bf8yZ2ogKoBkcLmgVEMZVuQZgpHGakSqXNsrMRLCP+y7uuiZSREoFgivEdcl4Jnd+P4uZ+/sWjOipSVfoLAp7KSVwNNzVhcXn/2qChKcY2yQ6cOUl1/TdSo08UimFRTn0yJ9WUReeV72f5T8qYroZgFlU7NSS/I6mo/KpwVOOAK8Ms9+OpmGo0KWbR2tcamBGPkuY6Z6WpRqtUy2Gs9gxm48nSiLYwVBYVZ2FzK0oWOk+R2geigiYhVSoIm2keVASNJieItjl5fIqKplSMC6b8gxmpNI/LnO+FWI05ASnXnJBX2SCiqfZLyk6Bwm0rNeqkJLI7s+39q46qyP2CkfbPlV36tqLxT8re8qaTYXeJ2JYnn/VhtR5L22S2V56MvXr2ywcLOh8TpewTqPxUVp13i0HBeULB/DEnl2bR5XX+zs1etvuswPfr+sQeW9e62S75wYYtn3eqS76sRvEt2vbk3Z1FiSzLP3PslLF6qhjLXlvOnd9+fOie8/cqZ9eeRkluz/kV7xf1C2O4Tv4/JyzI8qWcnvo0M8PZcTbcZXGS85f4i89d9POyjLmop+OJD9ToyZx6vxkfqPCHKlXH09Pf/9x7Xvz2wbH15Hjv9fya9LZszK+Mt3kI11W+oEhnarcq91RnX0X+1l5RzijxqlyyfAdL1DyyeMd1vVgAVJZlzPVaOkYWhvEaDVnuqU7098aewJlTau6eulecz+P5e90/T0ISZ2Ohfj/rQ+E8h4Rw5kw9a6apUsbiXLl/7hcz37qsm1YqqGWUX937gWXS69KIxf01WiO36xd9WmVt1rnDno4lt+hbyHLtr43N8wcIOaGvj5kKlAGssaRg8BgYW9y0wnYR20VwClcJE4X00JBkRfLXkLYYLGKEmAL4iB4FUUtjGqJYgjuSNOLaCRMDaj3JRKRp0M5g2GAEbGqR0aFJUHtA2ZHCLkdVMBGdJW6B1mCjRbwljRnZptYiqqwKGCpJjyLoOKKmRATYMmNSWTVigx+UOGk23FulSR02JWzMfOZYS1w12WGDh2Axh54kPSlmSkwjI4JBbI5isGQZIw5AEPy4IvqEpCbDR5ISYkCthdagrQFns8xmDiQdiRqgtZhui4aA7I45GiGQqTKSZuQsAUzCbHtMb4g25JHYTJiUSNJAEiRMGDni4h7SgMQDwY+oNIh0mOAwYUSMIJtLTLRoeIc6zZz3RhHJgLX0GN8fkr92FDGwjr/zyIYss2uVkxfy82l/KtFEc1RQleXynNI6T6SCG57KdspMVyeVdpNFHc7nj5TNSZ/KG3Kq3wyWOHNkZ0rVpyLL6Y86n+t6sdAbz0SnU73y6dM6k6f+ci0vegUZ8CNPHn6SuWq5ef1TKaAZTlGzuXq1Lxc3LvMUzbyNT/ZTLeXrom8rYmcGi9R45eV7rNdlR9Ep4qK8V/34waai+DaPgbhu0d6xlzWeSJAR625JHfg24toemq8x9iY7qWxDanvGJjE1AXVKMgEjDW3vkMbQR4/GyHhYMYZEMJbohNRYQlSS8SAjTbvGqCPqCp22oAlRxYc200QBBkeMLWHsEAPTZkKbiTQEBgWRNU5aTDJYFNN5xERc4zAqrFOiiYk2dtiYIB7ReJedzG5Fm7Y4nVBZE2lR74gHQZsBugmOnsRlkT1eo2oICabg2U9lV3ERS6ANByAS1ZFMR7hoUbGsu0RrE06+xMRPidNXTOMLxCXkOuLtkel4QDQnKffa4k2HcUekP+R14NGBa5BmjQkW89BgTERiQgQSe9QImt5kGpZgUO0xISC6h/4n9HIguiNiHDFF4sOAtoHUQmiE2BiMuyQ2HSqPiP0JcZZ1G1ETGI8jYQS9TZiz+fNrA04JD/ke8YLF0CZwUYnpyEEtxGz7SfFIShO66hC3gmjQwaIxYZwntImx67BqwQS0OdKldzA1tI8bkMTxRUQl0iSLSYYUV3hpEeuxbU68rk0gOYeaFqtk3vnkMIPBqEVWbTH79ZAaRLP9QIwlaUuKN5kJIfbFZtdnVLz22f7XNdjW4awrUGBPYsCYA2InXDNg24lWbumnFpM83nqiVQwGDYnoAyYFmjCCBnxKqLGElcE6Q9hlvS5TqxvCw0A0gqQeUUuasq1j8iOhOaLRkdpLknWZTaOmnKHBcZGTgLcRxJCkI4ojuMDUJB7DHgmeaRpIHuLBEpMjtnuSA9tfI22PswNOJnw7gQmMO880JHRr0LUlNokYjoxxIqaEyoi4e6TSVsoD6hqIFu4tRIePPTIDXj7mSDgeUSJmXIE2+P0tXiYa2eG6iXb1gN28wzU7YCQaR3LXRAyJiBeIpsVapbV5LQnHDOrx3pNSwopHxGC9Q5JhGi/ArtiLMpqJLm1wwTB2Ld4IcQK3F9qLkZV7yy4ZhtiA71jfr5Cjw5hAJPCQIpZI00RSMkzhmkRPasZ8XhM2ZadkCpZpasC0tL7HhA4XjvRhB1zg3QoNjrDfEEchpSNHzU7HYwNulXArxTZZkxr2PucnW1lEPBIzO8ieZ6COVkeUiWgTowjTbbZHh08isra4oBhtcEawLqJmIsmYc/awwoxC2g/IOtJeK85GXHMApxxbT2wGGr0nBQj7LWpbmsuEswm1B1IwNG4i2oCn5SgbBtMQDTg95PmQGkJq0GlkdUwwCIexyaLJdiRNFrNTnM+0aDm5fM+YlMEeCB/h1P8NOSGq8tGTN/M35IRMn4FZQypctIksBOBBpmy8l5wEmYKgR8aM9JBMU5R0k4UFQym7KryFzxObaX5SUaJlysJaakEbSB50QsRgREhsSLJGZCTTMBWUXYnKEJMQ8w40ZKOSKienQVYQRS+LoHOfFQI9AhExxxJG1KFYRNclgmMg57DwqOQJmY2kEcwEKSJMoD2iHTCReJeN51bI0Qd3JQriE6AtaBhBtAd1GV0sQkbQZyFYCCgr0A2kEXQk0+j0KC2Ywj8fi1HbZKO5mCysaSxIFFP4hWtCyrTNfSsJkYgykJgwYnOEQNXtCVCTUlMSHacViJSEcoqkOzJyrybH3iyE7V84KlIoFtRjb3L0QMmVkJ9VQplV8kZqAkxtjq1ykpVZE1A3IlERvzAmaXGGiEFtdfLUf23+sEWTCdUxVVCcjNlZI4W/ujp6EmgqicqTFh1EUA0kOQKCqUm70fzsVOZTyMmVK62Q4skI7+L00YTRiOqUHyQlZwMut0PbPLZmWTxHRoDmuiCkObw7KxdisqJVkeqzclWMLqpT7pZkEK1KW4leUMlh/pJQE0k2j+8c2aEzOiwlgWTQmJ2UikdJKEM2KicpoYdHlAgh0zOJG1EbyYm33VwHjTE79Ap3r0gLbpW7KmpRTE7KyKldv0HYk+WHzoan2dysVZn6BZPn0ga3PMeCdkirw7AagPJFJ/xpdWCe9KKaqLka/ZVMoTYnXp+dSgtDWFH8qiFeajlPKy46K6nzUdfGuT9OCh5lLM06ckrzuWzI1JPOV+12C45grfWU5bNKZeT0QcnNkEdlWvwgmFlZLbzKVCNBKbJcm6NGTmZLs/y99nHtisWXDLjLDkApF+qCLm82J8xNXSi6v+nQJ3+fDBXn38qZD1oTz5X08yuWJciT659+f1re4t7ZsFC+1nf6XhELo4Usfzj1j9QCgEpnMVM3lDl3mk8CWmNsnhhKz6iPdGGzmU0TZ8+uvPrzeeXs/tlgpZzQp/Ut6NO3seyzZad/oJ7LcTEbVpa3y+my944nRpr5o475XznmgR+LQakoImlEiCWCsgAcqiHHQEbAV5mgyn/lfq2o+tLvlLwFdS1KdRIXMMPs5KjRCoUyse5RUoEbHZWLvIJZxAyQHJK67Oieuyr3S2VHIZZ3J8VwXhOyUmU8O9djtsoLzDkSatQpBaGsUHM3ZTSHZmqSSpeiUA1yWu+fk9nW9hcnw2yUrFElBtHmtFfNXPRF/lUDqcgnJlMvSiqAh5k/fSzPsqe2KczzqRjYapTRaU6UDWqOoluMkeo8F0o7S5RhpbOS8ddG25PDYPQSTYaD/54QH9k8QBc7fG8YG8U8rFndQnO1w10eMJ+A/TwSmxb/uCIZIe4t1q5o2hYkMuoBmRRzbxELq2cbooM7846A0NuEpITonmACcb1FLjoa+xKmC7oHS3swTO4NU/8TKbwiHl8hVhBnCFtH6A0ahG7sSakhmJ7UWNLG0iDc+B4ksTc9ISamu7dAoHkRsL0ySkPwlpieo7rG3Aly8DQXFrcW+tDgwork74jxgdhuGJ9fgLfIISJTj333DPGeOLxD2gnX7LJe0L0E7ehljUTL9NaSRhjGC6I62ivokzLFyBQ8tusw1y4bJlyL2iPaPBBiRGPAbreki5eYdwfM928wIjQrwVt4aDIvtJUJ1wj2ywvMynHc3xODh/VjppUar5FoEP+I04Cd7tG4J41vGLnFxK+x8Rusf4sbf4L+GXz+JWl4Q7j/e1IXsBcBEckGpL0QftDMqvmbj5QDi5Mt6M8yFyh6mDSoVGrguoDk+zQFhAZMV0S0dBLCoESmn2TcisyfffUlz41IoRyZdxBTAHUZVCdS1/UM8DrJmycZp4KURBe/AVV1Fy3gHSFHEtf2mLqXVqBUyfNnEjW6SzQW/TevQVL32OIUrtFhYhyqQs4PpGSdL2Go+0bptwr8q3VdRCzUCIjqkj3fIxWjmWK19lQGZRWZtlDfopJzMZKTm+f9aVmKFD3FoGIRq2XfqIJopFI2Z7myyLvVS6QfsZcuR5iB3VUiKrQvrjCrhlcmEVmzerylGX/C988Zuitac0Nr/5+YrsVZh/Qr0pVldxF420/Y6Ui3usVZw+qq4cYlbvY7bIDu1QvGpNiLPUOj7KLDRyW6gWR3bK4vMHGFl+eM++cQHjFhYNd1HFvDpb3mygijj+zvI/bZnuPnt0x+Yn87YFyHWz+jFUsfBVwkXR0xNtJxgQTLZ+8iYZww/iLr4OMrokQwz5D+ORcBtvEGkZf4tEH3yjgl3Mu3rJ7/QBo+xesfSHqL8l9I2uHDM9IQ+fGtYJzgXkaMjqyOP5OA27hiEpg+u0Q6+CIIFwrW/T+Azxn/+4rdzw3xD38ifvEz+v0D4adH7MpgVobjasVxfYF0E3pxgMHA9w1mdUHz6TPs0SHfOUyKuG2ExuOvfs4c9NNEUsf+0BLjJ1zbHa3s0GdviNfCVBLUNt9G3I+3JKskZ9h/Ypm+MujqG2T9e6z+iaT/b7rO8ull4KCJP71LhCGRvgs1BcpHHRpg/CHCJHApNJ3l2WRZqXAX77hP92zjp6zjDX78gXH8GZ79Aek/Q0dDeBC0eYdb/4lxFXl3eYUzka0caVPgcvoRu2+xP37DZAw/fj0QTeTrcUufOh7Hl4TU49qfac0O5EjAk+QFiSt6uaeXR2TvMHuDbDrMzYoYOpJfY9yIi49Io4hzxLgmhuc5p9FwzOuPvQKNqL8FOdK82CJdR+c32GiAfyTylnUT6Gyk3waadWRz3GMe/ojaNY/dBmO2OHmG7ifC7UBrBtbdOzyOd3JF6kGeCzaC+5NiAwzrjoQwfP+a6ANy/Tto1pjdG9IU2TcPRDdiLz7HXDwHc4+zj2hyyGBpzAVrvqFZNzTPPGlcMd1d45vEeHlgYmAafsb6nv7hApla4kNDomfsX6OrxObm3+GaG1b7/4b1t0zNkcDEwzvh+BYunq3ZfNkRD4FweIWmIxoU+h1utUcGR3r4lqQW2gtkl3B/CqTQse+uUfl43LkQWcsPwAH7+ClpWLMz9xx3yjMSq2tldfMv2IuRhp8J6YFgL5hWnzLygJfXTI3huLrkwg98tQuoD/jXEyGN7P0R5yzNzYC1hs27FULP4/4ZE4afzL9lbIUvxh/o0o67lWUwynondD8LF8/vuV7/xM5/ya3/iutd4vM7mMaBfbNnsJ6f/MDaRb5YjyS/5vH4F6hAs7rDJuhTdsTtjo4xwZ1uCeK4OFzSjls2x29Zh9fc3XTEviUcVhzffcEY7/HxjndsuG8v6RrYrCe6y4hbC9Mx8vhqB12D+8Ri0pF49z2aVtw3/zccDZ/qf8PJgdsVjMEy/LcH4l1i8+9bmpeOdugwYcvkAmE9IqsdvhcuDsLl/gXHuyO7Hx9o/tKw+fcNJg2Yw2umXnhzBY5HrsKfCJPw+v4ltt2wvbmkXUce+p/QlFi/3uGSZ+CaPRfsLUwGJt5w4X+kiSucdmwOHS/e9OyOjlf7Ne3VxOqzO+LrhubbFTa0dKstR9Px4+MFoxnom59w8uvC228YkUsFvCh6wAk1d0InM5vbCvqtGMxPv1eBIQstc2RATag62xVq6H5FXpToCMlUNEIoAlsxgksVMDpOSbSK8IIjUxj1WUgsoaSqvrSp5AeQc+EoPzuWMizIKp8XVwQyf1I4aclGwlAEmirc1SRnC4Rfflr+XTLHv9CSjePVEB2LbaY4EMQWgSnO7ctCW0n0LVr6MlDpAmoZp8cJSyRe5RnV2QBZw1pd6bM9WQvIuTtOfJwnAyBaciJIoSSaUUSu9B2lL58o6H/uMLnCMwp9DqtuFiakQlmjzIqC1AgB6jMjxFicAtmAILhsSI8VNV9Lk1kAp3CgzmHds8GnjtGSW0JKboYZVZq5rrNhoBhvRPNYP+u3EgkwW1BmS1FRZMxpCEKeS0V41plnm9IeU96hFGUkG0RO9Ghy6nYtlEV1QCwM2vOzZ4dMUZbK95Od4qSQKUpSwZQEclrn+hxpknNW5ARx6dR9td+X9jihGEbybK+JQ3Nydpi5wpXTeyhUVCpn1ihOCtus2n3U8eFRuTBozmNF/9wNp9d8+uNUk3L+zEz6XjmzRss8LOW8Dqej9NmSMuc9Q+dpHMwFKZwjiuc3vKj+Erm2cEB8sOl6stPWMfLE4fEheqGnz188/b1f5jJ18f2sJsv7Fuf15Ig4KcE17u5JjUpb5/4+ddaHj3r9B+vwa8fyvZzq/HTU/HK5i76Sp+f/XF3e7+P3C9Enn0/euD4p5Vf6IV8rHwiskHmcyNnV5+P1rE8+2KwPlfO0DfXvp6P3z+1HHxpnv3b8Sv9/qKhfHDYfele/ZYxVZ1DK82/eh8xsi86PKQYfqYCRp3NJ3n+/C7rCfMqeypr3l1KHChqo1EdUCr2y95Aj+eZnzJ796lyo5S7eqcIcETg7X+vY0bndcxuWDlqUkwFKT3vfEiDxNOzsQ8dcpcVzP3xB+br4/sE5o6e6iyKLqNrzZ5R9/Oz+98vKa67M+6fOYRHzjPzA88v4KHm45kn7WynCVEne5z08gE0G1JNkhNRgYpaLkmnB9oU2tCfFNqP3N5GEEEwLCm7aYUzC2ghWYVUANG1AjeBCh0mC1REhZBSsCaShy4CGcchJDcUQVkI0O9TsEYlY06AWRqska4jOoT6SUkAkYaPHSsJFgyt0pDk6occacN2EMpGtKqnkq1KwOVI3mAg2YNVD0MxSIxBtS+QSZY2dNsQYGU2HdQ3dpkcasIec1FlXJQmw9Ig4YsjPytHWKSOTsWhU1GcZVoxk47MJGPGITCQJRPVYqzibwMXC2e6RlLAimJD1rbYxWabsE9KAx+coiYODyWClw1pBOluYy45I8qS0I+mRlEDHFZgW47JzLWpHJqU9kvAEbE5jdzTFTyfZyrtq0I+J6V8eRUjKW4FSQTunfeNJ/pXZEVjlXzuP8yxGpSfz1FHlzHymOharQGtO84UaoQ/ZUJ/n4RypfSYjZkDJUj6ZG1RFupl6TcoSUddxM8tmCkihbtNKbymn2Y64EkFR5/TS+F6pNaXUZxHHVef+2VqriztjeV7VTxZ9vGhPfuqT9tXIuve25epwrV2YHRMqxcl0tr/X/q+yZ3U+LSLhl7SMdd2vEWW/ZUstBajL+QStdDhtcKlFaVHWBAQfrgn6DNdUIBsYIzQ20rsRbSZidyA1I0GO4CyyfiCJ4TgKzgtBMjWL2WxxRmmOGdwpUbNDq1HoFBcmujhg5IDKPjtyAgS1DMYRG8GuBdPEPMej0Pkeg6NN+Ry+sEPENq95xiMGbP8IYvDGkKJDO49pBsJ0Qdp3RCuEYp+wFbRjhORh2iv+kIjjBE3WS40IrvP52h5MA90KjAtIus2vKwkqDZq6DGoI2xx55lao7ZAe7CYQ28QgimuFdm0xpqeJK6BnbFeYaNlPHqMWu24xriF6k/PymAkk0OoaUsBPLTFaMt1vIImg1jFJRxLLGAw+GGgasJA2DfGFZdIJryO+USRYjAc3RiS2pOkTmBRnSr4B26DBnfaKjx1tItjeZSf5KpJaT3Qd3lzmyIhg0NjhkxBFSIW3P9pHrHVMtsXYiHUWZxKtTBjJe1MiRwxIEvqLPRiDNUrSDCBMqUHTiKaAcwPOeExqQFumqUWjIWdFFZz3CHvU9Hi7IrYB6R9xvdK2DWoifgqkFEhhh0l1TBriMEIKiA6IPUIzIa1Bx4R6g3iHCS2maTCdEvGMQ8hja5owXYsYJUWYRoiDRfy6mN5acILrJ5ID4wckRqJR1Jgc5YPFNV3OeaR7iB5jHaa9xNktxvSob9G9wlozZqYbcJuIjSMSHJosYwHLRKtgIm2h5DOmwRiLcATxxGYkiceKRVRIw0icDsSdQGiJV0rsGmTlcV2gSYnmGIkhEQSSS8RmojENve8wyRFNi2oiHvfo2CBsMeKwYeCUO/Pj1rfoW5RIihnwne04yjQlDseEWUdMH+gNdNIQbIvveiIBq5eYZkNqGoIExl4IjaU3LS4I14cVxgpD50k6cGz2CJHUbBFnWCO0SVj5SBs8LnhMSvTrhu0zi1rD46GFSbmYBlqZCEQmpxyvDEmUPnpaBWQFYQPxAjGKjYdMHb1qc3RrY8BYOi5pdEUjN1hzhesvaXRg1TeYRnK/x5AjUcgg6Ta2bD08HwYYBnQ3YnzOeWxSQzOs0CQM8RrUYeJAlJGhCTgSJllaMejKEAMEl/BEWmmxZoWYOzpzQMQSBHzYMx0PaBxpbKDRBnt0MFniPcSx2E2to2lWEDVHpkTY7QNtMgSfdeXWKqYHjo4QLZ05ZBmRiEeRGJBRSN5CjGXtbnBJ6UYI0ZBcA5pI4Ra0xQWlsZ625aPo5j4+J0SN4qnoBrMtRu9KjzMg+JPuKrYgJ3xeVIioyw4BxSHaoqwQsRhp80Jopow6DVUoWhelaQ+aEOlymKXGLNiZiWx03oGOGSEmtujSKQsXJuT6pg3oJfjrjI63B3K0QhGcalJE2xT7/QSaYBryb9KVTtiSc0HsQTwqD0VM64ErJCcZKAJOoWuKOVm0WkWSy7pgjQxAqQmXSW1eiGYHT0GHqyHzkvZFNjyiUnIGqKLsydyZa5QtYiZwBZWXxqxmVmokk5V91W3uaz3m9pmSs4Axi3KmA2kQ/Ql4QFJB24nk+2epuCSxNj7npSio9XzNCtGApOxA0FgiJVxFIP3yobVrjCtonQOEiJgsmFTEu5QcHVRKLjTTAZmImoQED2NO+pNRl1lAFEyOcBBQm2bkn2gEStKr6ryy1fFRUEdB0NQiZgV0oAMiQ0ZQaQBZoXYNekD0EdEWEy44OYwiIkNpaXGkFYE9aUt1NmShHrLSkRGiWhCjWpKHS+W0FZOFc+OItkGiyUAtkaK0KqYmDC9IWK3RL5KjdqQmc9cTp7aoy/0msfRJfqbRTANGiXCKWnJcEFBNJA1gDaZp0JTyHK5GH5WcQF3Jv1H5YrXohzqPIzVlHZEBkTHPFbVZyU82I6OaMUuxdKAeZcjtlEwDoRWF+pHHebi6zH+f7F8FcT+jtAof/2wgghNdjc7fcl20qlxZYVzYopi51UEXmtKsCi5QazO1Sq1eTcYtnD0LLSC0kyY5K9u6dNad7ppbYKQqoswK6FyrWbc871etyv+sCKaFrpqVV6n3LSiE0qwoVwPoydGWluh7pTgTlsbCZf/ncitiOtvxqrEh35sWDjx9okwv23e2QlX/6WwcLA6MM2MAeb3+zcdSK160laeVeGoslMWLWFxSKeOe3DHfJ7W+lYJgeeXCJCkfLuH0fJ3vmEeBsGjOcmycDBBn9of5bL3x6Y8Lw4cuiv9QtT44xfX884webVH88osu7ql9cGous9HmbOy816hFuzjvl/k5y3qxnFRP7n/aMP3gn794SI5opORnOHGdZzlDJZVxHcva23AyIJV/s2O6ACFmZH/hQzelzFRoLCtifkmRhJzm/EyzVFHGzansMu61ABGkOiFsrqcWB7dozvegEvJ9kiMHBFv6s7yn+X3WNXJpsKqdWMEqi9PIafF8ipKtTt5U98qlwU2Y8z/N69hy/OXfxSjVaVOjFfK6WPJKGIsQoOaNKshtOaNyqvSkdfwtx2B9bqXqrLJD3YcXr6Q2vIJxFLQ4hZaRdGcOp484VJVp90BKSquClY7Y7glOcWmDHTpGafHdBc2mRS7XRNkQHi4Re8B8/khUGOKKZnfE/Pgnusaxvb5EW2W8GIg24huPRsf27TXiDZi3iDngVreIC+x/avCDIPZHMMrwWeJ4rUgYkTDiUotNzzjKxI4BpEXo0WkkyJ42BS68x8aGThS1gam9RcXR2Bc4aXGXK1RGOP5InI7YlCkz9DKi3cjUH/ByxOqB5jgyNRtwW2JzSTRf0NKwetuzbx0P65b2MtJ8PSD+nvaVR50hPPsMug53eU2SxHT4HvUDzkakFZy7AIQ4WXxUpG9omgZKws9GFMtESEpQaHvDamM5miMP41uinwgccKlh6xucWp7RoW3ksJmINvI4PaDHFvfdFW5sWX+5oVlbpuaRaEYIb9A4Me6PTIPH7G4wj88RvcA2EOKaoC9p40ATvkNTYpBLZATzKBgLZh2zcvvFM07K50eMN1NX8rKuFBS8SKaSUhVUe2q+ojkqSU4RpaqFrqk4C6WuLwV0JKzK9Cpz25Z1p8g0OgNnMnjMFCCTFiBVjojINL6aqsyWyA1vERKacsRzWQLzb1SHJIXGRXK0FJplfJPpanO8wZjnu8n0pTWiwFAii2uUmKSS86GsowhislHhDPwnkiP2VcDavCaEVGSqKvt4ZKaLhZN5QctWqmUdq1HcRXfRRZTWvISmRRll/VUglfM2keZk3Ys9lJB1mmQXORhzv4lOWbqpkd+mOKe0gAznSPePPESgvQBa+rChT5Zr1nRE/tlveaMG//iXhOlz7OZPrNbfYYPQuB7THun6nzGbA/byjtsp8k9MmPaR9tOIjmt++ofPsMFCp2hnkM++orFwefhb2N1hjomkDemrhGxHNrtbVsNElNdEuYdwwE5Hxn7L6C7orlaszTbr5Efox46r/Q2m8zT9Dj967nc7ku2Q9e+QTnCrtxg70Lz8Z1QT+/R7Jl3hwgETH0j3W3jjMnXPBaSY6EJAVhbpLdPRMf2pxd97pnevcQhNfIZpIubZiPHQ9tA44eJ5Aj1yuP07ghdS3GZGi+EKiY60/4YYj4R2S2oF+2LHZjPyuD5ySEpz2bJdGbqHL9jcfcm9hYdLYX93z+Nby8XW8vlXPcH3DHcNhEDavqNXuJTPSGrYPwqTKi75nPfxmYHWcT+9QKNj3K2Ju5b11Vu61Y7py0vsX1/zePiZh8MDLjiaQ0s7BdbjG8LRMbz7j6TmSHv5mtQI202PbyPj9oE0fby+IFbYfLbBWktsJiYzsYvP2KfnrPYNlwfLmAI7Dei6I61X7Nc7ds3fI90as7pk2yRetlvW7oEbvSMqeOkIUdnvE52OvPjrH0jOsXEXjL4jjJkVI/pXqDnSd8rKCnb4DPGXDLtEfEhMZc71qz1u9ZbJveTQXGI3tzQvf6Tvbri6/j3DNLK/PxDSER9+pHEWt73EBMf0+ohOE7b/EdcdSSsH2y3hXUd8FOywpo9C+2lHc9UwvDmyu5sw8WdM2NGZSHdh2B3g/lXEpY4uPMfIgTAJbI6sP30D4jB3eTnZr8BEx2Z/g9MWdxNJ7oC5/wGZBnT7N9B9wypeYdKKw9sd4+OR9BcBfabY9pbu6meatyvsT1umxnEImT6q6UYMnptpjzqIqxvECe3uHRHl8SaSDFy5FTYK+59eMU7vYN/i0jOGZ4bhJbS7V6z0nkvv2XznCRvHuHGMK8+wvuN6/5Jn7z4lTg1T35P0LeGnP2LiDU3/b5EQaA//AOnjwwo1GY6Pz4kxksI1Kh1qIs4k7u/vePPKU6w33HQd1+0lsbkk3FwgcU3vnxGdRbuWsUu8XkNjHC/aKy7GyB9+WhFk5L9fvmWfHnm7n1Dtubn8hna14S8ej7gJ2sc9Znxk3DyS2pGXX17x8qsNP9xt+P7bZzyfEn8Yf2Z3Ebi98eyuhNvPGi4ej3z5wyMmbTDyCZqucOFLxHja4yOuTfhPrhHnSDHrFp+YHpsM0f0btLtideNp2xs2F9eYleXHZuJN94hvJ3xn6Y89l4crPn134Hd3r7nfH/h2d0dqLunXL7Dhgs2PnzFI4uf2EpWBG/4FsZ5X1wFrlE8eLH2yyDdXxNDwx+1rbt1A31zR8IxL95Yb+4qd7DjEHt3vCa8fWRvL9ZXNNGffbZgeO/bfN8TGoDcW2wrriy8ZQ5mfwfCn7w8463nmtrTWcnEFZqUc/qXD74Tt1WtSe8dgtozSI0PA3AdiK4SNxXDBprthM93x7Kcdh9Dit1ek4S3H49+SaLnQz+mahuumw9n+V8fZb4iEKIbRGn5Os2BCKAh5qcrfQlEpQscSwZbVmcRMgVQsE1IMtOVGZiNLRZbU0PYZNZENo1Lpc+ajIvHDLEhlYWOiJrpCaxSBYzYwL40DCyMftW0UmgCUk9GvRCnMglelLrBZKa6K3ZwEMZI94DUstnK9F6PAbPipSJXaXlMEyRKpUBMmzsJaVXwnsoH6pGjOobzvKZvKKWlsFUorDrm2y5EdINXgrGTqJYpSXOoghfJqwaV6EsrN6bmSR8+vinozlQ5lDEju85lrvvxe6CXmsF2R4oyqLMcmO0VMNeidOECfcuY85VutyJlMVSXFQVFzi1TjUBHk0fIuSvRNbWNNVl29c3NXlARzUpNMnvotz5BavwU1GRXNvYyuKfynQjZsEAvSVU/lzc1czKeqGEitaY144LxfhCzEv8eNn7LiVd5nzZ3CvC0lJMkcyT7beuaIqrOeP7PfMOd2WBi8ZqoWOfWXyYVqKgkCS0SK1N7/UHs+9jgzCn74Apnn6vJz0SqpU+5kKZSn1y8plJ7ef3bn8uTpniWv8XkV6pdfsFI+XS/PipG5/XN9z6IfqrFr+S4/kLPhPVvp0x/l7JeZXamuVWdj4vSHLkqY67s483SszUXJexU6PXd5rjbv/RqetaG+itMw0HO7+28+/hXj9Oz9PlnPluc+quiPuOhsUP7C9f+aZpz17/mb1Sfj4IPz4gPj8f2+0Sf3ns59uNJPn/Tk7qXt48lf7x2/+JOcX/PR7+m3DLQqn5R5/R4PN9R8UfNvZ9Gr9ZmniZF3oSe/z3RruuicRT0XqBgpssfc9x9cOOrzPpRPYvG3npc7R3OelVXrVhfls8bP8/cUCVEjWc1Ze+ZEstVRX++ZqyyzuPJenWeP8al9T6uST9ex+3QMa/lvSSTHqY7v9Y8u2lavM2fn5cl5rZHKs5yV++EsWuK3DD1RaCdEEyZ0GG1QuyK5DoIjYZAOrFPEtUhswfcgOVo1aUKLcUNlygY5pwQbUaNEkxFpqbwDNRPYalBuMM0GcREjDSYZxHnEZjlNiUg04Ncksnxfc1hlkfsAGrBSeLhjlvWiJTsApgGSyRQTqUdjjig2UwG4GEENWFHEKF5yFK6JPTZakulJ1mXR1Hqct9ipMO33RcYzWdbRYrA2RcRkshmxri2IktKAxCKbiwDNTE1TI6wlSS6LSOoMsc/88mobBMWmIxhPXA9IDKjPfSLOggPjWlQiNkAKRf5xSjKHHNEhscQGTMAhB4bbBgkNhLbkc54Qe8SYPbhEUodGxfgcOaIxZkeBX4FaXJf4TcmC6+DU8zlwlrvhKTpPns619+XTk5wlT+ZTXSPM+TPmonQxXxcyfqUYqmvNAvBxWhPq807PlHk9Ktfr6fscZTi3oKyN4pDioD05haUwDxTGApF5rs/PnPWIJTUiVP1HpUafL7tKzteHWXdbtGd+D4u6VOf02bWLz2X4pC4j6fL9unASzzrJ2fpoznb6PDxq++J51T7yEFGsO2BkoKGlUYOVBkNPo4EuZeCbcR7bdKT2GclBFE9QxQeHmyxulJz0u+uxztLFSKMR7Q0hWrwV1FrMHkBJKXPwOxOxJAIGr0qInhRHbIpYVdRkRK1KQGXCGYdpI/hE8kLCEFqHaSJqE6GJpHWOMjHhACKEVc4LmJmwhZYeYQO2AeMQ26NxjdcdxJFk36LtDmmvkfYKGSyENY6OrrEYFdyjgUZyrggiWJ9VkGBRUfxWCV4x44CLEbPfIdYxpcBBFB12oB68x8aA8YqhQQPEKISY8OlIOjrkXQuDIdkm99MAKWb3OgptsjRlGgqQrCOW4ShiisPIEtQTxSN2g7UtYteoE5IqYdoT05SnmhVca3Ao1ntiNEQbSXYimQnFZCS/gtt2mUL4Iw8FRpMyLiLHjqGpRaNFu0AyQpgC3ieQBo0vIEUMESHOtrug+X06cRgMwiqPEXckogwmR0Ca2GO1J4kjYlGfo6SkBREhmMxTr3hMCqQU8cnhVIhERAK9G1DrURMJBI7eE0LAJkWjIjGSRPGSEBsIqxHchOkS0ggSPUwDqmPeC222F4pL4HI0RZwmjKZiEUtM6kk64WTAisugV9dA57CdowldjlKII0aFvjA5OEk4EilYRBvEdWDAG0dMFodgRXFtIK4moh9Jt0dM408Y5R7EKGaMkITks7yRy1KSRESVNKSMNdna7D9ufE5fyipjn5uI14QGsEdwjcFddsioGW/tLc1RSZ0SekWmRDQRNQ1iM1rd2hZjXI50DEun/EevcJiM1cc0ihKyU8EaTC+4jZLchHLESgTjaJKnlweSWmKy2Cki05ATnK8UYyKbdKQ3oJc5L4hNK1xMqMsRnWIHjBFk8sgAiYg6oVeLiY6ms6Q202Y6LCIH1D0i1tCKw2FRLBiLOIuVhqbZYlKPO05gPKYzSCNoI6gVJjFEEkEmRJTQ7tFoiQIpNZgwIWPEBk+jZGC5F2xwiDdEYzluHZOxRf7UnLNMIpMLeAGDRcUQZQQmZJfBw3ZYYWMLrgVnaYylUwOaCAR8Cvjk0ZBBCSYYJDYkawmdA5vl5ik5jgJJYk7q7hPHfYdPihWhMUITIjYqg+4IyWAGR2McbhJkUmBFMAEEEhnYL1YIahh8SzIJtY9EPTDGAS8NySnJKdpm+cc6g7Gu5Hz5HxgJgWSjqcgBMBCfQ2pQHvOGYDZkzsmchHnG1bqQUfnVyF2FYSYwhULJlFDFGZ2SDd7zdLEbcq+0nJCyoCmgEhG5IC/RRzJn/gaRNahH0oCKR40HjqCHHMJYEkSLbMghs4f8rFgUsOpcMIVLNHWgDklj/s00iKxQxtxeAcRDGsiJuDdkJPZEzhERMWQCQJV9Lks3RZUvhm2zzs3XIzmpcJ93x7BBUgNuyP2bcogi8oCIJzsD1iBHcA+gDs2xeEhBykhx9mTdOSHc57pUmoQ05HZJRuLPSBpuUG6gUkylAdIBsReoXILZkaNCRnLuD5tR+yqQhmLzyHknjJEilFcH0J85YqV1yLXMkRoUZ0LMCZiSoNrl8WhHxHiIHYk2b7iakJpTQLTQWBcFVSUHbLDQSQxkVE5HwWZD3bwFNAxIigjr3E8MwJiRRCaW/prIOUUaJCkS1yg5RA+bCrDHQmgRApi7PL5MdvRIEZYlVf7VPYov49ohNJwlFzLkRU9TdutryO8IV6JZinNvYU+ZbVBS8oOIy21NFZVaFARbnGZSFHZxpX4KBERKmL6GgtyioL9yX6gqyQNqUM0IrxzNoOW9SBY+hZKvQrIBIJHbqE3JlZHzf+R62axQmRZMh8YDTA+nqAQBMZkHOIWsEP2WZEwKCwW24MX19GvunYU6s1Roa98uHAoZ7Tp/Y+GFOulhsFDC6lPzy5KZJ5d5LmQ9TTBi53LyL2mhZoGVauTSk2IrVVGeT3BGqSdadGJlSUV2ovIqRrcyDjJ3b1VTddblTzY5U36pfVdreFJGc3uKo6vsETpT7pm5k5b+q9k5PCv8i35ieX1VR0+xCrPRcqmwlw56z0eWSnrD2kaBUx4hwVQjny3PTk+U8F89For4fCwNFzz57Uzlh7lXy564tDmeWwcW158U9FO0RVHm0TyXFM6Tqi+LWvb70nSz7P9fcjXrB+pVT5yMqcvanv1VXlY19sz+uPL+ZuOvno+FUxufNmcxH2FeHKtxoxpFlnaROs6WuVyWfcrZ+aen6xddPLt8f6+7tL5e3v9Rzj7+/DGW6plFG+PJMa/1WZW2omjhRhdNK45fKcCLlBGvs3O6RgRQUfnnFB95v6wdWY1Xmtf4JU2hVCd+oRms4A/y2jDP8WIUyf9s6YbMYw7HfImUKN3ZmeLz/kjLKbE0c9knp3Uk56jIaOV8b1x0eaU5yc+e+w8ywnkG4eip72b+8ZLPSA1JbZlKpb9T3cPy+JWK+p3bH+Z3o7Vdc4RE6VcSSEX0Lt+DkKNNGs7onUpka+4TT83pNGNtKuCkUjKm5Zj99UNMonlxj7qEu/8GO11g2g1qW7yfCDHS3nj6fsI8Pkfvn2HaiOsCPg6MEWJqEH+JOEG+fMCjvCvRtZSo6RRyBE5Y/5wpT4ZrDJc0m68xncU9DmgImC1I53PI+T7A/nM4vGRqdgT3iI4tzWFNaI747p9oxbExHaIOnQzeKPu1EGNk+Pkt4j2b+IChJ0y/R7Rjc9/ivDJeJ9IqsTJgnYCuEN/Tjz2rqcNrYDKe1j3SudfI4QbzxtFtPatmwkRIk0C0+OYSYyPrOMCoxMGgxuE2n6FmIhx/Jg1HUn8LTmm5oTE9iQ6wSOiQsSGaPZM5Mj1zDF91xKnHHDcQ71n7n0j9SPu7HbKz2G8fgJ6wfgFOMPICiZGLQ0SjMF15VDzH9p8ZZcCHvyLpFfgdpFvszRf0m2ekdyv0rkd1JPCIXb2h3/xI8p8zjH8N40R/90iUgbG5RXWN7L7Eusil+RGpuRc+5kjVAVnzrRRDp0JKlSK4gJTmOeqpxIwZxCQs1+pKMTtT1s70Pa4sZ+28LqooVFBMlWlLVJRKS+aeyfkSMSFfV6LiKzgvR3MXqmLTlOkXSl1KFLmpOdpOjoAKUpudwyIofc6LUdbuur/nLUUQXAHB5XwJmXlAypqc1x1TtyxT971VqVPOj3jy95Q8P3NfFsO/ChlEVZfQqsPX9b0CEiXvBwiYTOOadapTX8pMu1vlFVdAV6f8fFmlzdHxee3tyl6d9ey8H7gStVf3G6h5Kz72EAmst/+AsRPb/f9MH56jzZbRbNnqd7ThFr9y+HZPvPgLwvb/xOD/AW7/K2MQ9vfPaGPDRiaOXCIvv6GTIy9uv8c6Q/ymYdSWnx5b9Ci8+NtH7JR4fPYMbS+43B5YieenOLA7RA67I/4Q+BLlmay47xL3naKdoDrk5L7dhA/C8WgZu4aHz1qsDfStR0iYmw43Brrv/w4xhofLK1QMul9jguOFfomVKx4v3zI1ltF8Q4ifsJOficcfaPsfaTdv6Pr/jXb1f8Wlnmb/FbKy0DvSQQl/p/jtkcMXe4wZaOwPaGpIrz8lrB33/+cNIQW6/89P9LsJ++p7UMvbrxr82rD9+Xta72m4pmXN2q4w5hqNRx7TwBhvOcafGL57Rv9fPoeXCf3DGj8G3v3jAC1cPvM0Yrh6vMKGgI2PTI2QPu+JTcPxmG0vLy+3dKuJcPxbgn/LalrjmhvS9ktS55he/1f09r8S1y1209KtDdsLR7uD7s1IsAemF7c4mTiaHSG08O45rlnT/uVXOYrqI49I4udwIJrEc31kJRNhcKRoCJ/sCZcju7cdw0ODPfwN7u6vMPI9F+t/RqJgCzX1wxiwYujMC4y0WLnCN0cenh2YgvL9w3VOyuy+oDMdsRGCKPJ4idEecZnV5M49cJB3GHNkpRMH84K9uyaKJwXDlTnwov+JhzHwyliOk+fN8RU98EITPgrjYImN4Y0q0o70f/gWy4RJLaQWt98hj3uCWlK3InVTdpisdpnm0O+JuyNd7+k7xx7Prb+jNwderA8E4ChfwDZgPmvpRsvzn9cEPfKu/w5R4eX4KVZbtN2hapC3Qkw98evfEddwd99y3Ae+dDs25gCfPNB2O/wf7/D/xwPpCyF+tcU2Dr4BdwhsXnuSWnwaSes18epLoj1ylH9ApkD6wYE2NP/mJbJW7PqfMHhW+2fEtOHVi7cM7ZGbh8D2XcR9eY39/BP0B+XwCuxj4urVxNQlVtcGEc9+eKBxSucvMM0Gc/ENYh22uyfFyPHe5RycH72+QetaGpcwq5zw+G77nKnp2X4tdJ8FnL7D6QHbXmCaLc/9W176V9xOV/y0f8G0S3RvJ+yziPs3gXWc+Pz2Dlm1vPvrz4njhtV/ucEMkYf2FaEJtO3PtGIZ38HxrcDLBlmv+Vw6Lg/Kfed42zra3vLlWvHmJ27l7+ndCz51X2DSmtvdCkmRcLOlWd1w+enXxDEgP/wLSRJ6YcBYEhAlcdfCJIGof6LRHdPVI9pvSfeG1d7QHn7AmQda63hmWnyyTNEyTmvGUXh12fH239/gvKU5HtG9Jf10ZFzDm9+9QnBsdgbVibF5RLzn+u8u6caWdv0VTbPBv9zByvNy6rnyyptwYBcC99OOx8GzNoaNWdONKzq9IXTw7hrErbF6wa6Fn54rJh3op+85Dh3HV19jXcfmZkvTRK6O35H0yN+be0YVvvjxP7LxN1zev6X1A3cvf5dzocn/gaZvMf2W5tmKIy139y9oL36ku/6vTCnwEEY0epJcIy7SuA3YNdq/xISO/X2HxF8fbx+/Ahbk9rmhqxCFyMksd0KVFIoYMnqGFIoSVRSjBQXNyUBUBIvZ+DGVcxU94ovAUZWstBB4qhL5pMyK8JuR/SWHw5wocVVa0ZbvqQiGoSiEVWCqURgZDS9zYsa5g5gVuzly42knVsUwUpEnUtsrLPq2GlFMkSVrtAGnvpjLq/WrZS+V55pzY4lY5FQHJAuBlbqqRmeo45R3oiSCnqlTzPmzJXsdRVwxKDhqckrklDgs3yKnf792zMiWohiQOfPObDiaR+BMcCOm6MrF4Kmlv0wJP5aK9Ck/ztDrdCrzg3WR+TMnSl+82zN++moUqfUvdZ8rUw1Pi/E4V6OM4Zp3Y753aTyt77G+izom54oyj50aFTJ/r01/Kmgv3UGL83OY85JOokZlnIx9UqihVH2OyCj1mQ19Kc2KyLIbTmOi/v0Ezbmk8dB63Tl79Ql6f0KXZV7c8n0eQx+/8T49ToqTnpWUz9c66pPHnO46H1N1LVrW57xuH/r2wSwK8xJwev6HS5XTxwfnnZzaUY39tchlpIU8LVMWzTwhzJefT6u97Md65s+hHJe7wnkwi5TpK+cD6UnLTwNtWXmZbX5/vu853fveKVlEQCxHxP/I48+N2eVe++S9f9RQX4zZX/jlrJwzBPf7D5APlvdLz/jlZ3/omg9f/cvv7Wy/+a3H4saPqeX7x29cZ+aBvZw5H1vkv66Gp/v09F3ghHpNi8/FPWfjvK5jy72o/r5cc89Wg/NnfqhsfXru6d5Zi3niOFqucacNZTH35f1r69qwuFXnm+oeQl0oqLLY+4ec9nie1LPKA0/7+j1ZTJ/cWx0WtZ9rDZ/0oyzvrzLDhyr5tP9qWXLqow/1z/z5VGb4LYdgYkaAoUVWTNmAKlYQC6YxWJslkRgmsB5Vj6YjMQ5oEoSQjazOoKoEEqKaIxlU0JgTaNNMRaayJG2Iqcu0juIREwttjRT+c81AKulQO5KaBvUJTRmNj8lIZluiTfO9Fm9LHizZIOIzbzgZWiOixBbESuZqN0UzSoL1ETdFTOqgADjUZjCGCYBG1HmwBrE5+sJYQyLhnWINoBl8Y1LIac6Cy8uzFUxT5K8IBp/t6ZrI0N48TtVZYuPANLjYIpMhHkJhrm0QkzBdNqprb0gOvPrsXE8KySBTgyQDjUNtzNgkr6RkiGohNog2WG8RXyKiXchUEGlCUExqsiZlRsQEjFWQgMghB7naAWNTMSanPzfAnozzMpYLgGGWL5Zy9DzTqzN7MccFzoAlZQyflV/qI8vf3pv/T9eCWtRCTpG8d+p7Ecv10vekOM7ltVqeUNddmf9X5PAakV/H8ByBAZUwtOpQc644BSh51s4qVR3NiwgQqc8VdF5nM03SySZQBa7zNUfmGuhiCdLzJW3uqwUl6dzIX/q37GdKXU59PuesK3RUZ1FhvzGU1UWLUUsME2M40orFWsFIwjgyTZqZ8Clz1ktS1LnsCEqQomOYeoLtadqeRhUTm0wnVZgeDMVG4EfwSkNeh5BIEoNOI/hIirGAuSwGh21ijiSy5KhDTUT1KJnyzDql6TXTN5dE5kkN0RQQkCRGBlQdnV9hp5bWKs56DslgUoOjRWgyyZ94lJakVwS1mDQi0dGEBhGLNY4oSrRgCNipQawjGoeo4PVI0I6YLkiqRLtBXUMy2dEUxBJECNFgvEGc5DUxRJx6UENMK6IzxI1gvKWXieiU0OXcjckkjI24NmI1ZgenZFCkqmBJWE2I9nlGxFtMPOKioLGlRXBG8UaIxoI0KDnCr4kOmxxSEs8HhCCJJAPBwCgbkhhMGonJMroE7reMtzIOSkSbEZtz9xgI0RFGCOoI1mCkABaN5Mg/67PTUBIihbp6itm2pJl617aGmMCHDmKLVZ+Tu9tM52bHiAkCY0NqITAQmLBpxOiEis/lO8F0DcaYHKUSLCatELUkzVTltlVSTBBsdv6FSE4aJaixJHoEi8QBE8lRcqpYU8b3mGm+M6V2i6ojpkhKhpQsahroBSHi5IjpDmi3R4MQfE+UjmguEBVi6ACHtokkSjgIKQrRGpIRbAw0wWPbjKA3nc9pZ21+HxocTA0Ji7e2mIQ0R8kkj/Uec5xIbsL3Ob9U48CoQXQNSRgl015LKzkXilOSTagPyBAxo8cGTzINaWWRELEDNEHQA1luMRngYnLMBkZsyQeVba+mmdAZLPQxw01xqzE7mhtINudrMiL0TtiIZId78jn/1cESFI4pMqTIlAIacz4HkzSvY6KMNoJJDCHnl0m6RoisdEVKE+5oMDYRrYdOYWVgbQkqjEBASAmsSdgmZCe/yZRurrG0ybHataxcS9evcLYnTQ4Nim1tDgBssmM+TBAUhJwvC5v3MeP2WQ40KyKOUQJeArHsTTY5enUkSYzmwGQdg23pUsuFaYjSgjSIydG3hkhjDaoe7wyiBisBR6ZMTBaSbUgiuLjCTMIaUDeRTJZnrTaY1JHByyHn11lrln9Ti5JQm+eg0QnBEAqNocXiBIwYkhrGqByS4mOOjGLlMf2IMYIJjsxUmEHH0hlSzJF2tuSylQQ2WFKSMueBdaX33edojNL+X91DP3pA6qrIB6kYKRJiJ5Tc2RlJNgBDRufzDOUC0S02JTTtID6iZij5GDpEtkBOfJP1vpSRtSkbNTFv84KZ478WlSmo8YKAUzNAjQjQvDlrRVAAGZnekhXJlBc7cwTtC0q/R+Ul2YD/c26D3pHFki/IEQkVRj7lfwagoSZkVk1IBNWWHJVgMnJEDdCVumSqJjEl30TaARYjazI350N+RqAY3LPwiN3nzSpuIa0RDggjmgw5v4EriMS8kKta0IsizGXhPiNpyjUkYMo/mxIpIUPun7QFWoRXICPoBmhKmRakR12DSJuNztLnYaQXnJAnZGGuIBCNqSj27LTIER9/fnBK2pe/igNIrskh5ksKrzxmcn4QUGOz0VvGLOypZmGt7/O7lSMV6aRSFI6UwB/yqy1oxRkoXem/YpfbFSVH3ziHGIsGyVRPcxRCdeDYE/rJ1T6v/duQUT87VBOqGbElptJ1HXNfmXUe4ykj2TIXamLmnJc2KxeEnHi72kKKAjEbJFSLzqQlIkmp3NL1tEqNlMhc4BJz1IsUbupZOE9Tfsd2DWZd7htLlMaI0gHb4vNzRZcYsjKiLisRJfxUTbXPFMUhdblZs6NSSnsz2kkqJZSW0Os0QvIginElV4pRcmSVhRSx9oiqFsflxx1y/r9ynDvxFEPmDK46ixTdSqkUUae8DAsubaAmvpelIUioL46aXPq03OVrTsrywjR/dk19blHyZBHpQ1X5Tmh5KLFmi2aeOSOKglyV11mBnRVxU8Zvfm5FKaeqehYu5pnr98yometXuy4j781csfx48+Ty4rDQ4oBATsv7rI/X9p0MEcDJpjAnjzx/u/MYPL3QUkZVmhfvfrEPaamsVMU5t/hJ4R9z1OeeDBpSO+LsaTKfe88BdmYs/HOKTe2MDxl2PtA3cz2W5Z+MDU8uPJs7p1G5aBOcjBOnu8r5RXknTpvyNDkVT1kH5nm2mAt6Aka8X7/5JS2erOddtjC8yKKdpwgL4dxhuuwXOA9FqWXqh6sy3yaL7qw/LNtV57Q++f0DTfzQMeeYKtGoM0WGOf1eEPGKFuTxwpkwR0zUOZWKjFf7QsgyjjIDR7QpdavUkHXfqgCNOpb11CSEObH1DKQoEYZS9uy6cYjm6EPqmprLzlO1yCB1ATRmbt/87qSiq+cXf/o+R18UWVENaHu6evkepJ6vFJuFX5wGnUEr6TSW5qiMymfuc/uqfITLe6EWo+3cT4JIy5xXKi945b2UvBzVECm2tKGCFFJ5BpxAEqVPjOTyGEsdMjI5y1m1TgZK7jep0TIfeUg02J9fQLJEC1H2tLuE0wY+i9grxU0rjO85jncMw7e4JuGcMoUHxuEt1l3QNiPOKjY1JIlom6mQGjqYWvzDTe725x1qEymtkWg57EGmLDtIB2IuckT1uMfEgdSu4MKgFyvihRDfTsThiKxbzM0KGwbc8BbhBvrfkTphdEesOG42/yviI7vwM5GINxY1ifi5Yq3SDR4bIlEhDZbm/hZ3ewuXLzhur/GbFWHTYw9r9NYTWiF8/o5pZTHXLTYYms4xxgP3w54mWdbTcxosrX1HSpb93QuStGyfKdYo8fUz0tBg+58wZoed1khqCURi5wjPW8brG1bHFdd/WjE+PLB/+wonPb35Bm0DshlIbWL6OpKSZ9o/YIOynQQTO+Lha5QWfb4HOyG7TzBxIg1XxLBBmy/AXmN2ipEB0x2RDrCZCkGmDTJ8hrYPTOv/UnSJS4y/pTv8M7braF8OaOoZb7c56vtjjwIKEplOe7Gpe4kp61AoMqHM65maBjH9aW5yWrMSRfaUCoNxzLoVghQqX52N+0U/sanogHn+Gin6H5ApZDNASjShcyRAjtIwVR4sYLFzGk852cpNWS+rzGNKBFnNi2MbSO6U7LtQpebo5ZANpqLIYo4ngazMVurlJw7Z0ndiXJFvzUke0SIDFV1FiSexSk1GGku+Ju/fIa8mptQ3ln0iVVq7shfX7XWOipUSdXoOojkxJRQ6juSB8fROiGQ9v0RPFFrneT/8DdStkhz97e+RqLwa90zxnt/3sHHC4cLgr1e4ydL4RP/mT+jwLUl60vZz+vBAN73hEC1v/Wc00vPcWBpt8fEZGhT/sEeT58XYZjWvu0Vd4svuc1zT8jAKhzBiH+/YTiPxyiJrsNwgXHB1eaS/HNDpSJoO6JR4GO/ojHJxlTCrI5/e3BJ0xd5/yjRZHh8tNghxc0Wynre8At/wl3f/G+vxktXNW8T9iDt4gqzoosMkQ3PhGfoj6fC/Eod/wzi+wQ8/c3nnkFtLa25o3ZrUN6TftxjfsnlUAmsOpgP3yHT1DyR3QfzuPxK54L7/S9LzyOFCSCTW3VsajkTznMkkhlWmo1nd3dEf9nj5ionPsC9WyFcr1ndvWL/+geN1z/2LC9ykuFXANOCud8hxYr9/hRkt7fAFKo6L4Ugvgf30BYrBvf3/YpufuRq/hvANzveYdGCvgRGHufgMaT6ln+6x4z2knjC1TNHy2Fgm9ozTQHQvMP3/BZvu6PhPTDzwz77Fp+bXB1o5jMJF6EEExwa1sFqNWJN489Mz9rstx4sHxvWB1lm6/hbdPKJXR8bgGbqJlQjXjcmW1zeRFHr8aKGPrL9qCep4e7hBPXTuj1gz0PmExdC/foaZVgT7CcfDirjaoe7IMI3EMGLcI60xrK4cmy+usYNjeO1gWLH1l3i5xzXf0vWR5rkSQ4M+3IBPrB7uMaqY5lMQxyQbjBgu7AMtAX9ckYJj261wVgiv7oj7gHGfYjcXTN4zHbIDv+0MuorsX0a6FLkK/53UPDDyLYe05XD8G1Jzwbj+KzTCw6s7jPG4F3tkFQiX2bYjJiJeuRluaYeB9eeG5rkhpS0xrfA3lxy/7rDWYR8dowqPakg9+EuQ8YB5eM36cc/Nq1uOW+X+ryLGGdZfd0i4QPwfCDvHq+6O0Dxw89zQpIjZC+1g0b3BHyL9t+/o3rwhPv+U9M1zptuG+E5ojzvW/zky9YHjZsCmK0y8QCRhpgGNhhA6YKCXn8F8fE4I4yLb33+HWR+5ffcHpvESI5Y+Rj7H8Ik0vO0M90bRHyzpx45vLy/4/11NpOBIGtjYyMtVIHaG0TQcXOK/bRuM71j9cYWJa6R7hnPC7+877MFzeDwQzIi+/I709RG7EWiUf5kiQ0zcxJaLfQPi0S1cppZt/AK/vmHa3nD1dsNf/dM13cueq3/bMO5XvP3PYLqW1ZefY9tI1x4JMfHT3uBDZCvvMMZjr55jmmc07U8Y84a0vmKSnoc1DM2G/nCkHR+5ai1X7oK7dIvXN9zyOX+8/xu2yfBpGHFmTX/9KU0feSYPGPG0/TEnQd9cISGw+fwV7fSAX90Q3EhoP0NZ0T1e4vYTVy9/RLZ3HLqGob1h8s/w4QXRvWXs72ivA+svJtKuw7++pEuejbnDNcpmG9Hkif0Bi9JKj1Xh6LaMqeX2oBw08bI/0q6U+PX3pM09zffAawiHFp2+xn2myAvQ44Fw/I4WMMfP2B4jzx8jvu3Zb5TQCdPlijgcmH76TzkPx/p/wcj/yJwQM6XJE+T1EjnwAfS/FCVVaHI4KvGJglSol2Y+4VT4HUtIKwshYebhNfPj8gMXRsI5wiAnYTwl4TKL51VEvJyeWQVPqSH7VTmuXJvV/FGVYJilKym6JTncV1luLFUAtkUBh1NOhVOVs/z2hP9/DimuRoGFsWMh9OVoBleMDQsUXTESaEX4LN/XbJg1pf1ZeK2ir5xFj1RrXxHkpNaPhXGEhQCnp39ShfmF0YOqWP+Z4ynyclYiah98wCBz9rdSKSXUFMF4FuwXBrgF77VWxbwoL9XwO4cn14iQ2ViUy8oC9uKa2Xh06u+K+TlVtTx3fibkMOO0+N0UwbiMnRodM4+DZQTMiSTk/B2wsK/Ud7KM/Kj9u+y+p4a0+qx4UkRK+/S9pA91/uZ3pnPBi0ukzKPywDyETuNSqdz61dCzfOenvsoJ6qshZbkWLQw9nPSz33L80i0ylzp3Qmnbst+Xn0/Hub5/Tk/X/eKsEE70OL94VS3jF7jGz389m4PVmHtWi4XBWwqFwan+wmlUL1Tk+hrPHr4YT8vtghoJUdarp6jhpzc8UcXn0uX0e37UB2NHFtf8xsHwgZqcn5d5/H7g7f72Yx60v/zz+9+Wc/bPD3j54DV1rv3Sfb/Wqg89s84WefLzx/S/nP39fpv1V97z0zKWb+YX3tLHvLj3mvlU4PnYxabOsZOc8cu3Pa3vbx1lC6fJ7ICon7UuxVj9m8vW08cc3cr747eimc/GaP1zsfmcRUUs5IgPVessSmDxZ23fcrWYF0ThqVP5/eND/SFPfo+L83XveSJ7LKNFzkNCT9edLYgnGeXDz2Txvhb73eKn0xTT82vPNvina2vet7OM8Uv9sdgTfuPyaaKBZIiY4khSVENG+zeKjAqTwuTBH7McZBNiMxJTJJETdEsGxltBTIMxYCQbMcUOWZaKFFksO8jTpBAVkzyYjJoTqcmCXY5GMDoj5tUYkmuwtsGJy5zSUkAnTrJIFrJ8YmxGvdroZhFIRdE2oW1CUsIYBTOhYlEXUKeoycboZBLJCtEYvBiSiSQ3FYNsBDLvOnoK5k0JoiasDCQsWnKAFTAgMRqImcomkbCqmJTlSrUp02eaFlGDCQohonFCcdT8aqZpwUaSUUiGNILELOspETVCEkOU7KhLqSkqQgOmwUihAU0e0Yi4hElk1KhmSq+UGlQFI1N+B01OGo11YA3YHIkdk0E/glf4dNRxryfRkSqPLNaW9/8sw1qK3JoKqGe5rz+RVee1KT5Z989llvmf5rGca1OfbM6un5fkZfln5VS5OZ876aVV9sn6RN3jVSuIpE7vYrSf84OYQjcFcwS5VMdDKUXl1DdP5TGRGVBz+lXIOktaXFm3iNNidXJEFAczenZPvS83sMqfT39f0HA+7fb3jl/am5d9+hsOBRMtBGVKgaNOBM2ofTVtRrYal/teB0zyhbFqVYOKCMYw0eCSYT3mHA91u9MpO8tMSBAV60JZT3KvRc2RRxIFEwWLwRqLakPQFtGJJgoaG1JYEZInagZASgKjSqsTRh2TKpoMzdTnqCxaVAdSBEkJiRaTLN4EsCNeDT5ZXASriUYlR57pBUmfk6YdxISMEZMUbCC6SHRCbAWjiUZz7gFNKzR5vG8AhxksKjmCR60grcGQ6LShTQGnYCTiXYRGS774PAoiQrJKcgnbBdx2wncu+wPJjjMxkoGgdkSbEU0ORo8gdNFhjeDdkOF+cUTV48IGE28QCZkGSJWUQFghpsXIhNXHjMOccq6bkFqiaVDrUGnw2qP0GHWElCM6/K+AMZ+OX6d5PhptybpyzBEosUWnHokep4q1YLoj6kaUkIGgThExWMlo/egdGjp0NNlskVqiOowaVCOWAcMRiZY5b4wxaLCk0YF1GG0wQdFoMY3BWI8Vg4uKehiPQooGYy1NsU01VX4SSMZmFDsp50TwDUqLt2swhmQCSSYkGUzUYm7LYBNVhcYgvUOHWLynNudXIaJNQMOAnfZoHCEYUhSCzRExU6HztNbm/pGc6yZJXm6MrS5npUkJkhBTIkULqcW4gFn5TCOfQDEksTk6yRjEBqxrcwSSLfBR3+T9fdXl/FejyfeGvBaHFJA0wSTYMScdjmpIfszAVrXgmsxU3ZNzruwtJhoaK5gpoXEAMxFVIeZIVMTMZqTftMQ5gzYmR6eoxRTK7hzEYxGxqDpSMCQvDN7wGB0uWRrJkZxt22QACvkV7a1gvdAcTGb4WyfEgmsF54XkLVEdNAbTCdIo6hITiUNKXE6azbQuEMiRmGJ6pO2RvsU0DQaD04ZWt0RtUB/AGdrW4hpYa2JKSkyWkKAzglUyw00CG3psUIIJxPYAzqFNjtoKBNTYTA+aTAbcJkOKBaBvsgM8OYcxitWA0YCRCQRcWuXdps2gldBNYAciCmpyTo/G5NwikjK9uGmxkm3wUS2RjojkaDk12WmfEk4DjQS6DoiKjxGbAk49RoTohJRyRItERTgiBRhvXETwiCZcbGlDi52yfC4hYThiUg9xnb9PASMOkxJWBUcHOoHP9PHJefQjqNB/Q06IYlivnLQ6kXniJ4QEZlOcDPlaIWC4ZzZ8GgdcIboCXQGZ81YlZkSbTmi4zYJaIXYUvSwygydHGwxFmV1BWRSzTLPNwhRVFhxBd6A9wrMzAerEsX4NUtDAjCCvyGi21yCC6nOgyQqDHIE1gkW4ANY59IxUzrmCmrelD0rkQ0q5XclnlLlZA8dcnlqQNSdpOCstSokukAbSFTmK4xZkLCwzoSDl2qKoRGBLYoNIB9LmPkoPuRxzWWTXk2FYcCDXWRwtyXw1tjnGRXa5PiblOkQlU2kdMzpOtqiscj6GSG6LPJIRjx6kRU1uV36PAeSQ+6YiGHX/61Gvbpv7sOQQIGQltArxefPNirOYQslU0CzGkMdoGTc5j0YsHMvK7EwpaPY8DRwiV2WjPZT2jHk8pqYoJlkZJU1oKpEkIiCu0HMJNZ+JqM2oLzvlcZQyyuoU8VAmZyrRF1Xgr3W0heNUDTnXSpcFsxhLVIRmNKr6PCYWthIpuTcyKjUr2xBLJENAK8rRnJSMUpn87FmJKRRY5GgX5YDKkMdkygumppJzQ/tcD3ks47n0a+ECV8nUaak4k1T73E9FIVMOUJNqF45aNKLGlmgdoQZw5zHk84IntQvzAooaNLicU4O+UPZUJ9xvOYpyVG1HKgUodQrrr7ouMy1cPVs5tSWj3ZQ8v6mqGqd18cw4ttBAS+HV0ZqTTNa6lEtr6MtCUa687VLG+Zktrjrw6nuvEQ+zU2pBv1RrW6IgjJHF+lqwbnPEAZkrXMmO4zoGVUmzs602S6o2WrpOzn7P1zzJGFMRh0VRFXmaUWbB4S+nNLZaeIhnQ8NTG8EHqE7yCEszunq+pdQ5t18X19ffT326jJb4uGP5kspfZwvk6Z3IWWMWVpb50qqQ1/rU7/X6WuFl7TnvoPcsM4vFpc6/8ohz98ATgMKp4NOfWu953213QotXQ8XimXN3mNM1qsUmqov2yaLQX7JKLI0RwpPB9MFj+bZPTmw5+5gjeeZ2nQ3q82cuHM9P+5WlkWsGPHA6tzzxUfQRC+c/nNCzSYtNx+RxOyP/6z5Wyq+o03numhxdQKKiZWs0kBaayhlAUv4pU2lXBUlMpeySA6kik2fayaeOcvK+rTBTK9ZojMojXsSKCy4AAQAASURBVMf0/5+3/2qWJUnyPLGfGnES5JBLklRmVU/3dM/O9A4AWQgEItiPjxcIXiAQ2VnskCbVXZWV5JLDgjgxM8WDmXn4OTer8uZiBJ5y80SEuxs3NSV/Va3TW3MjaHZRvpxv5X0yzyaLcb6O0YVHUExZhhUE4sheX4Xmy1yqLHuieIIKoQxd9ZDI514OV5nDBAixeF9mobn+UzkXWufLVNcxnC80HLjEpq+/ldwYqXq8FLDIktvjxR6u47CmBSa+OJMKf7LEkf+VUqworj8haojnb9C4JW6PpGZGdhGzSchPAf3hCfd0pjsK7jrgrmZc19J23xAHx3xoCASmacI3HdvuK0x7gKv/BQ0jySV09NjHryC2BHtCDaT3Ixoj01XKLIp7BG/w/RZnWtKs6BxIjyd4ekJki7l9Q5eeuDpExOwR/zUqgvZPmChs3gvIxNj9K5bIzdOIRuEn3zIjNIx4GWi3gsMQ2j+S7MS5fc345Ve4O4d7SminJAOHXeRhG+jnI/vhEUZFnyCa18z+LU4cv2meSCYwXD1ACvjHB0gW0zU5vNMfhXT2DDoSJEDsELFcicEbyWEmNGBOjmbaof6R89VPhGbAbM/IEIhPI0483dySNDG+H4gT6Mcd4gL6m3uij4zyA4meoDeobpilzc5GX/S4dkszJVxwma8QxZwN8mQJ4UwKJ2IfmLbvcBK5mm+Zo+Ukhmhvid3/FSMQnxQNwni26GfEFaYu2eoYoE02zujM4v0lFYQmmTbUfARa+GcdyUCjuu9isdW6QhIqTapGhAx0y/dl8cTNOWoMSs53I0uut4Rq3dtFeV/k6SX3lamgsAvNE7Fg2vxM9Y5fwE0ZoCYLXck8whKRFLKX/soBDRHUNIi2maRGIatvp0zqKxerpd8Kl5BGkBPcVoqX+5UryklXSb7kwJNLyoekS91Z/snKrGzgECiJOJf8H6aoJrTSo66MVbjMGbqigVlu0OrZIIoUUF/ODRTLEVwMlWLBNBRGttTJczbhF9dbIpknsDNnmTmocuy/oGuumKQjzp6zPRD7M20/0PKEDjN6Hnhywsd+S/BK6BJXh5Hf/vNA8DMfXx+zEhRPSImPwxGrwjcbgxP40QxMKdImxSZL2nboJuH9ayTtOM89U2zoxpH2pzuie0N0v8XISCcDclTOdwm3OyCpz4h6C5tTx6t3/54QHY82EN2RTkYMM2qPjF3kp6vA0AuncUMMji/TzC48sB33XOlvUdvA7sj5R2H46YqrPnK9jZyvRx6+eEeYE9NxpkuW/abDYDBsiVNH+Jc9xhmu/uoO/B3HeEfSwG+MwyfL9YPHz4bBPhDskbF3hJ0h2g1hf8U0K0P4EZvuce/u6L2jfeNJI3Tf9Uh0mPE30B8I7juMBtxeMDZiPvwRl3pum79HveWnN/8PRndg/mgYhm/Zur9Dmq84uj8w2Xuehg3DeUMftnRhg9F7GjkjccSEI8xfMk9fYfYtzesxK++Ge85z4Kfxb4mhYXP8mv5X5IQQlFYnrBqYX6Gx4xSPBDMQ/RP+OrG1HW56C/uP6P5HrNxjjwcse5rrL2nmBnfuCakjhBs0JIgD4xx4N+wxGvnSDjgZkH2Wr6fj10xpw/j1DvUef7TIIeCmVxi7wz51mHND2P9AuH1P+zDSfJ84yJZ7s6fbJa5eBbpJ2Tx+STzNjOGJWS1DEJwI1/uGJinmIYdTetLXBNvw1LSIGejSPZs4cLaBQ2eQ304ggbh9hG6i+fiE//jENL9iOr7FeMGkBnkaSN8d0WaLXP/fQALhzQNzOvF49x3WNLz55iucaUgPr+EO3OMTaMT+XYPZC/oe5qeJp+8N4YOh625omj078weu3jxxOirHQ8Jc7+neXiNjgxx2tH7P/stXjD7xw1aJY2T3/YhzBvebHsGS3n2HzIEv7x7ReOLhp8AwWFp7RWN2xL4jbj1HORHihBneIIcbDmbicD3i557meM3mqePV93tGe+TJ/z9R8SSzoZt73tzfEP2G918fCG7+7PWW1HN/+js0QTh6OAvt6YiZJwYLH82WU+qJqWGaGqbdxCiReIC9dXzhNjS2oW176M9s0nse58SfUsIeE1f3ieRGTl/9Htckdm8mXBTeH/bMoeFKXuOHHbOBFANhJ6TWIoPBznDmwKCPTLrloFf0+yt2t9ccvfCTmbixHa8evsTpmc3X72k38OXrji7OXP3wkeNs+SfzV4TWkzpBzEgK98gY8e/+T5ihx73+v+Nv/xGvvyXxioPdcjKeU5tw28jx9A3j4e/p9MRv+Yl9E/hqpwxj4kOcMDLC8Yw1M+JnCIbtO0WT4+R+C41imxNGznC6QSJsvrlD2jPfP4w8nYTU9CTb8gWRr8J7PsyveDf+DeeHR56+/4CfOtrxCUkHNvEHejfx5ZVFkiVqhHnEnt6hRji/dUQbeP3wgf00sH+6oz9Ztv+yY9PeMJoPjPszexMxI4Qfe8I/NjTXj8jNA77ZYrovmc6Rj4cZwoj6I250bA/fMk9H5JgIIgw6lFzMf/n6FZ4QK63EEk9fLvoAsrVUxS1yoCzMVCIn1TXokgQv8DzefFh9rirZakVJC8PD8rvN1UvpRkVeVGQ2gWrHrIjJ6iaaxTBbBMGplB3JHgpVyC9hpmqixUVAraiRwiy9VNwtHheFe1sYVqgIvVrUYiVakON1qFeeItUTo7rRG7igGNcCoyl9cmTmeB1S4aLUuGBH69Snwtz58nxNir1SBpXnsutsGZ8lxEIo/6oXR51vuZS/bkPxePkl1YnWUEiL10gtt66Rn0Ez6urfMxVX+afmInSXZ1SrAsRelBas5pCK9F9ju6uQv9bUrRE6cvn3UvivfVhQh1VaqMqPlXJqUXxoMXZk9aos5azHvComZLVVq0KnrrPa75VCZXmzGOeWouoYyLPPC/54CUFV+ldQGXXfLXlBlv1cFSnrqwgky9q43Ll4Jr0c09X3qqCRuqaKp0YqCfFq23+l4mQZvmUJydIiefZMEQTl0uJn4VgWZRiXef3ZKz8kL375VCCqCqT6WT69XT8IL9q6/lTH7vKQPCuz0qnydwkHAkYuFGRlFqIalNa1rZXxsnTq8siz4Sn3KxnNQvDPdu7PXM/r/nTIK936tB2XBhSFQPGm+yT00otW/Lyt4ddIsX/hnT+HqP9LxcvnPFTGYUE0/xwlfj6Wnz6jf+HZX7hWY/28hj/T3+cvvfgu5c212WpNk///da335edUvT4P6gvy/PZ6vf53a99LirA+GyErbmq9BXm61K8XWr+mE8v10lNzvdHKd3nxffF++7mBW72vvFivaz6AFaGo/Vxp3NY0fOn+z9Xzc2u+nvnrvpR+pFpO9fB4cYatPT8qMVvTmaXF9ay8nPUX75h6bq3j+Cosnq2Xec3Fl8p0PW68uGr5lb8ofMw6ZOGzvlz22a/c6ZfLro7qSEbUS8QmLdFRAjJltLzFY2yERjFicdpDzPG1k0qJ+ZxBHoLJXgd2hmbICMgYIHiMzfnBUgoFwKLL0EtB2qvVklgvJ9gjxhzP2nusOtxswFqibXMHbERiwk2CmkjqR8SkkorXYIxiBIxGjEakhjmzCVxAO0eSHj0ol/8ySnK2iUZBVHJ4HgnkMKogYmhTjrt+shPKjJU5K/n9hERBg0XnzJ8lm5Di5bEc9SbvbZMk4zesZhShVUxjsneHnbOHR/JoTMgoyGwwsclj5gCfUDNm7ixqTnrsTEaqOjBOsdFg1aMyZZAZJueliFoU+QE1IwK4mJVOS1Jj40ESMY2Z7TYW/TWr7tkZaNAX9EpYf688apXXEp8a0tc0TRZatVAQgQUY8+xcquVXOaYabeveMxced6G/n9a8sGO1vGpdWPGB1ZNAdAUUgQIykfKZDN6owJPaNkNRwudxELQASCDDoy8e1ss5K6vvy0A8NzovvPF6vJehXDGAKGj1puDSr5dG+oVuXubgGa+9zOP6ntaBWA1sLWM9lvX9X3/YxiJ3G5PjH6jzROdJ2pDmhuTOBJsT01trkBARRqI0TLbLIEcNOcb7aUbbgEk52bcpXiqq2SPC2gwGGkiciTjNcReSmKJ3aRE6NHliyLlklJFklCCenCXA5AjEU4IxMp9dzg/hQSaDiw5NLkcZVkujTY7G6GYShtkkRiPM4kjGEc1ENJEuCc3co41FXSrobY/rBGcBr8ztRCQQ7YjiM7BKPaQGUY9ONnutDWfQiLgRI5FNSHTR0MeEC0IyMzlOvcE0wjhbQmhQM6PtmSQn4nREbZvzDkkocesNGh0Ei5myfsSIx1hF2hlSynTOGKwfsfZMSDs0WIxpsKYpKUIjSSEGQ0yJqGMG9hUgqUmCpJCPVjUYaTJV0Uc0CWPqQFra2LDkFv3My5pMUWLJ3RmjIUTABoyZ8OppVAluJrQDhESaLJIc1rmcn0ktSR1RO9CAJcePT5pPMm8iXhQ1Pq8r05DIeSDUK/akWBVsbDBqcbbHtk3OEeRS9rw7K8krcyN4SeAmJBqcZJqcQqYgOXsJOGOy114F4xZPE8Uh5HBkMiUiiWDANoJxDmkV2hlpR6QbkHRG45kUGyR1GaE/KYqDaQd+JHV3pDATxxPCjOtmnLHEJ9BZcp4JEiIGEUOiRdUwz8oMeDFZtdKA9dm7TU1CmoTpwKhgxdIYoW0gNpB6AQ34GDEi2UMKQfUIacIHhdlghgkGwfa7HHZKHMl4onHMErEKZk4kMphURVDbQvS40TK7iWjPqJZ8riSMZshMoiP9mgj8KsRhS0wWHQKMMePBZ5iicpLsSWC0zXTez9m7KlgacXTOYcUj0mJMwETBpcxTyCgQck4Sp0/YomdNxpK6DSka5Nxhg2OeI0ESkgK2AAG06iGMMqsFGrzzYC2pU8Iuh8GMqUVtwHUR1wvWpXwaq8OoxVuLE4P4FjGCmzIoyYx75LzHaY+1nqBZw+RweO0QM5F8ItmGJHuEgNeIl0iGywSUGdVYPHi00CGDDRnQPEtDEsXqCTSR0gRpzDTVzUxJGWZDioAaYkxoDEQVgjTY0CKHLtOAMJJ0Ljy0wbkWEx0+M6Qkcu4yjEUMNIVn88zYFNHBEEND3FiitziTc80wC+lkMZvshaXJMAVPDEIIMa91F0nqcKPLZ17YZNBLirzU+P3c9SsoYMmxYI5kRuEaoUXSpvAVHUhJmGRmljiRWhDyKUI6FMamKPelKrwzfkj4dlVHRkvkUEhNYWZyPDyVba6rIG0yWh+0xt8VAfEscaElICaj5i6up4BOKAW5nTwZVf8bMjIwK6Rzwg8pbuFZ4S6ScvKYgpLLiPzCZMWShJsR5Ew2dARUS94IrYaOguhVRQtaJxMOW7wqBNz7PE5xKPevkehQc86CVzn4spv0gKSRnMchj4vIBPKYv89ZqaAy5nEz5zzGeij88j4zpukRmCDtwXiyUSPnghDjM4I9+Uw8OZW1YcFcI+YK1REhexIIZ1CH6nUZ8hrvs+Tn+EtXKAp3qbGmM/JRzYyQIJnCxBgIDrERtTG7l4dUmG5Bk0AQspHFZ+a0eBLUZF2ZspJzJojkeIm1Tgpjgs1ubhpZfN/TBqEDTqjkvqL2IntgIG0yw5sUiKjNOR+Est4q4pSSKC05qqEGUi53UXZ0iM05SC6GnyLgyFrZLrmPsXo81NARHRl9VGJKW1fKHtFqjBIL0uS1rTYj3G3Op6FpLF4gNaZq9nZRMWBd8aop9RtPDsv0CIBJqShb8nwKJedHOpWx3qFSku6QUDHF6yDk+S6GR1WT20R2UYOEiSHXtdjk8vwpIRuzrH0uiPzCpaVnWoW8RQgkrxlZicWLsFSEu08UfUW5tOQrqLfT6qkiMMMKtLwK+rTohIrCadWeS1z3Vd213SW+urw0wlQD4yIbmmdGCFkMEFmZZ4osa6QkFJXSFpVi8FHSMuZlnGrui7XAqUWtt5L3an6HitgXeamsy7Oh1YPtmaxaFWN1gPKYxjwYqy6m1divlQq5vBpyQaB4zpRSa7GLviItyr4Lar/2m9JO/vdda3l6rX2oN5fDXJ79efa7rsbisnp+5vm1ouQlk6Blfa0F+KoESKtyVmvwxfvy4tPFSFer/vS9yz5Y95myr/RnXsm/L4a/ZePUdbTu2UsNz8+M57Nnf/61y/M/1+/1b/rsl4vCaqUgeRYu52fKyovx52+/bOcvMnorzw0p3xWy51o+W/JcFQIqGSySl3bmn2DiorQxEB0lSx1ZwbsOT8RlDS2D4JYmIGR+q/yeEb7FE8BUhV0siNsa3m+BOLOEQtIm912L90bN+eBKO23pZ/JljCrYoxK+esbqag0V44soBSbMBXgCOXZ7/UxWbois7NxVSMrI3OyxyqV+yaFxFuBDvZaxXXuFGKpHYK6woqDrWNQ8G2W9p3pWlPsloeQCzFlbdcuevPy2NiKVOV/RwqwsSVyAOp95iUH9NaoOM97D6QMxJpJX9LxD2o7+9EBjD8Sr3xBuv2J6+z2nm3/FTA22ucpC5DwQU0MMO6LMHB/+CFNCr/4K0RnLBwBCzGEONs2XWOc560/EcEbdACni3QbbeuYQiPMDyb4nbgLpvCXNe9qTo5ssVhOazsyNcGbE2Z6Ne40NE3b+iegSJ/EE13HqXiFYuqsTjZvw84iZBsZ0jdIi21toHF3a0NoW2Zwy+tRHYhiQfqTZBry5waS/xrgnpPsRvMdsPiBPBv7rDpWJdDuCtTS6QawwNGdUEunrL2Fs8O+fsNOMbTxmY3GHhM6Jrh/pm4nTPHOe75nOhvHwll4jW52xYcLZM5okj01yTNMrkvXomz3SDNjujJiJZjiTmDFXO8Q1vN052ginD/eE90dmf8Vgd4j8I/A9dmywwZPaR1L3iG8bmr7DT0J3MKjeIvobLCc68z3JBMYmoqah3X/5fJ/80rUomQtQiJzf5RLes+wXEqphkRWl5C7IZoFaRqYHNaTwxZqW76s25WPZE1UekZJbbclBk3M+ZFkj0wTVlpINvLQ1IFhyxlNy2BOy0jlfxeOs5swp9HWJGlBJWo47Q5YvssIh49YUMRfTV25fm2VOM6GY4j2iGBIkRecSftZQaHwJ6yXpwv8pSFzRKBHUBsQGqueGVkPnIqPUXGIJTMz5+4ohKKvy69iD0BSSVEF/rNiXPCdSjbICSkOW8wZIQ01fwYX+S8GPXXigTPFK2z9/pZHU8yH8jhRavvV39HZA+5mx/cD4057psUOuZtot6O4LTt3vaI4f6cZ3dK7jVt6QhkA8nZDzxHcknFE6Z1CXE5569Ti3g+QJoWdQw6NazsDGnLEaOZ8sYe5JVzvU7rmaDJuzIK9G0vUHjq3jsbO8Ol7x6uk1TwL3Dtw80P74noaWPV8SbeBx9/8hmMTZD3ib+KpXGtOQ+jOqEzeTZTcZDq5hNg3a/YlBH+mfwJ49w23L1LTEqx4jgeQiZxc468z56Yz0ivmrRBrOnN8dCGMHhy+RaGi2CdGR8YcfiK3w9O//DeI7fvvPE7vjzNH/V0L/SJC3JLnGbx3NrSU+CONHxf7VifbbI3zcMb3/mnY+oI/3zN2Z0+/ewdgjT4lmnrl+t8dgMfYaOiH9z4EZyw9/mEiTpz38XzBpxj/+v5HxHVf9n+hcwPE9o7uDYJFgCd3/ymP7R/xdg3vMYezUJcR/RLb/gGXG/jRgzCPO/B4NVxj+R2yC18MH7K/xmraC3G4R50lPhjRG9KlDpivcm4TZH7HTRyRMiFeMUY7zaw6H39HJE1v7E0OKHHUm0THbG1os18mybSJ9f0IQ2t0WCRvS8B+JooRX7wn2Pf5+wEwg/d+j/RXb2dBqIP0PT+irAfvhCX8PttkT3+7wTcNV2+FsQMPIyMTUP5GIzGbEmj1/2/wWCZF4d2QME5oeCAIf4pmQGq7nr2hoGX506KNh3hi0N7jxDX5yTMesh4qtIbyF8O5H5sd/IY2/JT38Pd28wfavEefA3qE+MF8pQR2mvaExhqvdI40+MhwjwQjnm2uSeOwdyD2cHneECdL1HWl3JDycCR+Fk0RmbkjXkF6D7xxdUIwETD9imQjhCT96fvP+hqAzp+57ghgePnwNUWk+fI+NkdS8RcRy/cU/gZzo3vTYTjj8NDIchPj2kXB9QqYfkaOjPSj7Q8Lsd7h/+wZ5hPEnmGRHtDu8PXEl32H6hmF/IKaG9rSlSeYXFtnlkiDIP+2w0aPzCdXAsNuRGuHh/r+gxx/44ubfcbv7glnuCfLIq9OWdHiLMdm8lKMoTDl8z11LNxm+fhA0KS7d0YWRf/eHP+A0ET+8ItiO9H9uCbuO/f/6NfZhw/F1y6kXup/+E5v5e6R3HJqWrn3F1t8yuJbBNsjYo0dDkIn9FydInh8DNJ1jc7sBFd7NGyS1/HD99xAjX8/fEeXE8eYarPDlIefyehw986Pl9uZ/pmv+J77f/2/cd9/z+t5w9bQhXHnClWWwCbUPjCM8DG+R4T3Dw78S44Z2tDTe8KrZYOcj+tN7jGvovvqWYDoOjyMhRN7OLY0mfvCPDDLAv4KfDSb27LXl6AYGRr579Hz/ZAn+gXB9x5uj55ufGh78iR+6A9Zt6du/ZUZ4ItERuOWImsjTdiSokB48Sk9n/j3eJprdAzbM/GncM589I4bgR9qz4EeQ7YT0gXbv2Oze8P3Q8fv7AXs+4Yd73Ful/Q+KfTrT/LcRGQUdbhAb8X3R4//C9evMsMAiSEkRRovCXKRBxeVwM0JmgLDkcESQE9/N5b2atI8iNZUEuNqT3dGn8neVzBCTm6sGEU82QlQkeCjuoqm8V+NMViVIYskr8ewqBoLKYKolh3oSLl4GBWGi1XCwQuFpFWT1IrgucYCrorg+L9k1uLqFygU3rLr2CNFVeXnMFm+MorjITF1clV1cjisSfFG2lXtwEYSLEkIX9/+JxZNDyzs1IVlBqEgdH+CC6lkn+MqMPtIjKJrOLIJsvVfmKffjz6+u5aouslKVAkUBJitD07O+1qHLQndWbBbONNX2u8v9Z89VxUJhUus0GBbF7jI8dQ6KMiC7QbOaC1uaUpFCtkxnXYMrw8EydivFytqLJnP4rEM1ZEVNmaPK+C+Ck6kqoDIWRehJed60humhdsZQvXAEXSnIi8CwcPCJZ541Rem0JA+uii2huFfXPCRa2qlLHakYWC7KkerSziJ4PEcw6Wo8Vso0uPRHJYcHW5LZ1RmoY3hZIp931ZwKf07ZqD/77eIVIJ8+V5WKueWXBj2roiqALqLRz2u1X/wmqw5KEbC0tmj1/IsY4svPL8LfSN07Ihfk3PLOpcRLcu3a8hwu7fn2Xu3NOgbL0Ojq3VroCtd+GY7yXT8pUy7FsGB11z+y/vzSV6OO8eXdpTfPUHaryhY6epnLCwn6NSLs80v+wrdfePjP3Fw/9Pnt0pdfluLqOOUbP2+AWHYmzzddHVt9AXr/cx15Mc/147pxz5Dx8un9n+8Rl0Vz+fp8TfzM65/cfLGf/tyLi9Hh+ZufNxvrPv2lCf+c0tb0dP39Qlefzeg65E99vBrCiwdfVdhdnlvnfcoNvwzdioDImoaXM2vxoit1Lxq19RzXftbP9fyqfMXq5/W7sq4rXeqo/Wd9rqzXxs/UuYxDLbPcy5DtF3Stzn9N2hqW8i7TUD0g1otsZZx4bkm7jBfV2Fl5h0udz/geCt+0lLHu0ycbatUGlv2+tE1r+fHFe790CWpaMvI1J4POkTWFdAQz5DkUk5DGYnwP3mfUFiWUjYmYRtFYwBspEkOO8axpg6jH6AlRJSWDSQYjPca2SOPAGYxaUMEZh7OeFAIpBtSdSOacY/yaHSYlmjkrsFUjyUJIKcs3yUIyWJ3z8SA9Kp5oewSDcefsCTArEpQ5WRIeE7dIzKFHrErJc6457wIBKynntzANmOscu9vfY7wFN4NY0tRkQEV0eRVIU3S6ETUB2iyLiTUYY3CmxRqPSA5bakzEuJC9EUwgzR1x7FAiFptj+pqZgBJNIibNAB5jwbXkYOQZ1W9iljUsWdHcWGgRpjiSpolktgRjMDpj9IzqTMJlAE4zIc7kPqtBopY132BkxOmcQwgUD3LTVBnz89YaJQfCc8+4Socrb1VXdal7ybf20qtpRYee0eD6my3l1H1cQss98yLmUve6PcUrW6v32YJ4qDSo1FEBIVy8sp774xZ5ofIfC6nNtHgBYhTZdPG8KMaVxTtCyQCowrNfZOgyXpIyKKmMTw6G8JLHqMbTKh9XI05+R595p63bXAF5sELhrP5WOlbLrP3T1VlV57Z4lilQox4s9HZd5pr+maUHv+ZShFk6ktngZaQT4WgmJjcStCEEg5tn7BSJ0aFsQZ5QyTEL2uhISQnRQYycxNAaQ28cSAY7iiScE0iGFC0xCUmVRA51miQxRcMUDCZYxDnMDG4SgiRSFwjNwNwcSEODpICqJYrNx3kMCJ6gjtDAuDsQXSD5A2qhs1saYxibQNRIe2xwUQiSUfmYkcAJ1R7mJntH6UxqhLhrCDpnb4EkpFmRLmGaiIZItBNRTPZWSxbxCjERzzPBWCbpMXaT8aohEtqJ0Z0zQl4dThqMtUiKmClijaJ9QlzNMzFmfEKjpCbLzOIDBMWODQaHaRoQQW8cQeD0fiIANrzFRTDRYmJAwgnhgA8DKjNNCrQEojswNx+I5pYUsv5DJICbEXeAoMgAYmfYPIARxAQMAR/PuF9g9ddXlstsjhEvlH2YwYLGBIybkXBCGaH4vaTomKct3p4RmYg6MzKiEkkuhzoWGqxPbBjI4L4NGEE1x64Xn3J/OGOSojaAL/Q5JnQ3w6sB9xQxIXsoaNMh3uNaj6V4NmggmgGVfGY5G9n47On2mAwpSY6RTyJyJBZvP4MQUsYxaypm4ugR7ZE4ISqkxpBaT/LnDGLWiTQLKVqCazM2mil7Hvl8Tti2wQp4E/ApMsuYvYrcjmQczAmNkJLP+8Uq4iJJlRiUWR2j+mxLNmTPiQSSFGNmJM1ommA2uDOZhnUjKoY0x7xX4ojGRMJhjMeVXFjNbsZuZuydyTFb/AjtQApz3iuz0pzBbDukbfIatxEVizEOK3M+n0WJ/kSKEXPYZI/EzyZwAmeDThYt+qMoDcHZjHKfz6QUETEYmzBmxJoNOfy4hejBRqLJeWHM5DAj9MeWRIRmxqbAdhzwIXF6iOAinhnjHE4bTOxJ84bgDM3Z0YyZzs8IvW1onWdO2RMwRSHMieQitgmggclGTKvYjSVFwzAKKTnE7rES2GtCJBCsRa1j43o65zhZSzCC0Vtsukbkn1Eb6Ejsk3ISIRibjf42A0MSnpSEOE65jjhhrMMWEESaAposViTnwYqKBsXMDqsJsRNqEunsSWeLcTnPhyRFY2QMjjhbxB8Rf8DolvbksF0i+JBz3bADFeaYcHHKAPaUCJhshBgzz2D6vtCiCaxhwDOoJ6SeFB1o9lpzTcTZCN5hcMwJDnPExBmnA94IcWMwozLGiEkOyybn1wg5H9kvXZ9thFD2gGJ0Q47dOIDMiN+DaRB5jcgGY4+IGcH0qGmReUDnAeUH0LuMEGMHalD1oCEj+BG0eglojiOPaTKjIU9AyklAFvQj5fmAmJQJRHoEPaH0KG2uozJbqQqeESWAlhjF2iA4tOSZ0Gdu+5VR1YwsF0XMgBBJBWmSkWGRHDc/I0ckVcRoYVSXwJgjGWW4J6PkHdlLZMj9MxXRcWRh3tShdFTmTuUEKqi2+bAzEUkDwgB6jfCGilzMLt1TYQBjKbMYWWoceXEoFpEcox+5ISPjLRmZHyClwutlZHTmv9vCB1aBbSSF99ntqDLHRWFRXbDFnEud0y8vuFg8VEzloouiIWRDlBrNCH8ZEWZUbUlglw8LNOV6xeZ/WpHNCXQozHop22dEpabzRRgRgB7VIvBryJ4PanKdZgY7o0wQJiQoiAfZQKr5CmwWBJjAnLMhK5JPLJcPwqyDKIoUUfBlHmJFgBZDUoIlPJNUdFZ2d1JNecwralULatVZUFPyI1zQ5FLXeMoGKtG2CCElf4OfUTNmoXYxOEk+9NVmT4iUlUYJ8nibqTzbAwZN2UuhIrfUVOPKXPZdiSsr+zxnqewRKZ4eyUIUhBwLN8mMyoyYgLiQ0a2xzfMai5Ca/cUyMgtYjBhp/OX19uJajABQPANWqiKVMo6Xp+s/WYxI6XJr8b5ZI2bLzarUr27+RTCrbuwZbFbMG8VLYI35FoqhUOqNun4z7SkSKFX4zpcpVZtnzagI3KW/kmPFLzJ4NUooSCq7XLJqKhmlxg2umDmthjStRqb1gZSWtiwg5JprYFFwsoyBrJR/1YB9EajX98oYVHIP5RxYBveig1w9WuXZhfxX4b+G4qpybnkgSUlIX86Vi5Hm14qypdVrmXh1R5aWrhq90mcs8nV94llYCF4oP541dHVG1WtZaSulSC1uNbb156XoFwqWxQum0qsX/Vk18RMdK7muJYyDrN5/2d5qcZTL/K3X2DNDyZ+ra7XSPrnk+YdnI7ku+pmSd6Ea5cN6Lp6P4bPZU15OxYsf6vcXv32O680SOnJtVF7VsYA5spLxMv/ln1GW8IHrMD4I2cMhkkEmAtpeNhawJDitCv8aerK6V8UKAqn0shrFhSUnQo0Tvvb0e0ZjsyKh7kVKziMpiudFIbkAP2zZ7FOpr/AqFRCzUk5Vr9TFq2ehr8XoYrLHg6Yaa36VI6N4Kl4MNtUbTpepFA0FnJJ5hZwjogBsJCcRXRSTNZ8UOYGiVlR0obGSCv9smgv9TxUAouQcGsWTc+1FqR7VBiRmb8ay37N40JcyS04u+p+hU3/hEkPwt4jpsV3EhBPpNjJ3iv3RoA+J4XZD2Husm7DuD7QPJ/y4IxyF6eER2QfMl0NWtoQZM0N7uEXNzDg/oEnRsEODwUwWgucYetR5zlcfieYD7d1X2HGL8ULaCnJuaY6WwT9xtEd6D/3tiD/dIJII6ZEpTkSX53rWyP3cYONMYweMaeh4TaJhsBGNM/5uxDGz67ZY2/PD7paT65G+Q5zF3/0Je7xjVMvcGNh2sOvpI+wOHTp4hjPI1HA1XKPR5HwYGjjcfoTG07z5Xd6hx3tgxpoBYYLhfyENStrcQtfT6A3NecvZKdM+MZNRd8F7YtNh5y3b8xanRybOWOfR7g2TO3Hq3mHDE93he1LYcfroiC4yKDlpYsl1YH7/iEThqIZBlGH/gfDFyMlHZntDP3ja+QuiHJnbM+K/ReQL9HRmvjsQjSE4y+RaaE/oOBHuGiRY+uk6J9989YTaz1xwClLzMxDyOtdQqEmmN7Ksa5bzQwpgRo1k/pHsrXzxqigofQnlOKo0bVnkea+ZGs610JkVACe/n8Fz+bUx/xxLvrPF47tyddkjwJQcFkudJj8jleaxyk2DZkWYCpjs+S01tG7tv1jMM6OORaWDkuMvJw4nJ2tvp6w8jCBVntKQ5WdRsvdGIodsqfRNMm+/hLYyYKq8Unm7aqRY5fIyxRj57ByAxbNsDXjKFkCqV8VyftZ5h8v8U+e85PpACt9bAVBC9p7QrKD/jOO0XsbOXH31XwgG/sv9NefZYfSMSUf81yPuK0fz/Yj/fuZqOLEbDwxd4vw3r2k/Km+//wNT03Dc9ETxPKUrxlaLHX8ihHdEHCe5wajnNg14DXwb3zMTOfsveXQdP+jMcU68/SmyTwfGyUOwDLeOUbeY85H94ZF4+M98/zgi5y+4Of012p9Ir18zmw0/mluMTbTNEeOOyO4DVpX5yaI0dF+EHProaiYmw3YeScnx3l5zkjccjh1x8Gymf2H7+J/4bv8f+O7V/8Dt/Xe8+fCOkByiO+T8CO/eodIQzTVTNDzZD2AcjWwwxmPe/Edm03L//gsSwp/6e3bdyNz/O5JRhoczcQr0d1ua2OOGR/Z+hHdb9HxDPD8wn/4bLgoxGOR0Qzd/iwmJ5jRiZyUOLbgJv/kjTmH3Q8fklHe3R8JNyzz8jjTt8OEr9OT44fSEDmduJ0fvXvO2cdxuJv7Y/TVP7V/xsTUcO8v1/JFXp5+Q6LG4rMA9OKbrluPbFqKhb8+Y+cxwDJj4Kw7TOSH/6YCZLf2bBu0t06uJaE/M8SPp/sh4uiENr2l0pnEzV4cjzcNE25zZ9JbHtOXRXGG3lv5Lz2wi78yIHRL+ux0uKnt3Bnti3t2RDOweNc/X11+irUGODzAf+LGfGFygjw3tO8dX7zre/GR4em152I+kaEknh3UTrgnMMTEdDdZBv1OwwqNMzD5x90YhOXbhC6wKX5Vw12YzITbh/+OEjoHYHYkmMpw8j1OLt4KzDmO/wLS/od2P2DcDNm5wU+CkcOd6jJlp0gmXDK9SR7KGYWPxMWEfE5qUSQyTU6ZwJOoARrFG6F5fs71tMGlCnmae/Fvev77GtU/Y9og/jDT/OjBfdTy82tCEic10xqrFph1H8XzfQRKDNT3ewptdzl958F8SYkLNPehEeppgAh9GbDI4d03Tdfh5xj7B2W0ZrjsCI2cmwuyZfx/oJsd+6Nk1cN3D6Pfc67/HnmZ2Pz5BHAn8K5+hE14uNYnx+p6QLBMmA0NuRqRV3syJrbec/cC/zHecOTGYwOBGzt2Jr4cb/vbuDaf9Ix+//B43ObrpGuKM6wVmQ3rqSc3EH18r1gTaojsaHiMhnDDf/ID9+p75riMMlngLsbshh+KcsdsdTX9DN9wThzt8cvjUEJwyeKX1Qtf9CW8MMVrCEBg+3qHB0ugjzgibdsKJ4D9O2bjbv+LYWcb/0DBOhn+e3xHSgZux4+v4V+xag/nixMF6frz3hOOJzeMZF3v6eYfBcN68JUTLMCRGe+KsR2ajfLx6i0vC7/7wHR6DbTxiHR9211jjuOGetzrTdjdY23G8Cox94NC8J/qP7DZf0qe3GPeApN/TdG+5+8IQ255Xm7/GqqedEwwT4w8PxDAjD2fmaPgp7klR2I4nxB4JX5+ILTycT7iYcNs9O99wDg1zAq5/JNoTjQVvlPBu5PDdQNN+zTfdBm1mYKYJkd0/zeiTMn1QjDX4L87I4LD/vIfplz1vfoURwhXWyiEkhFMWbg2ZgTANIhvEJIzJ1kRMvygTUYfW8EmVadOOzDRk5m9J9rcIbMXdfkGaXFqTGY/ibWCqq2koitWinHym6ciC8CVHRam3hBvS4jq7Vj5WRil/zIJ3Dg+T473mW7W8i8JNdB06JCvuhJV7sDSLoiUXUYRLqUrD0rZkS3tcZsJKMuza5ov3RWaosndASxWGRWJh+FZC8xKDcI3AK8p7MeRQPIVpXlz4i4fAorzUYkzKYbUyoDKCDoXht5e+I4VpXAn4sp7Ln7+yYE6ZF6heHpLKWCyCdUZ6aSzxXyt6KMlFSVGlhVWYo/p7Vt5WBUvguaK0hOQqipclMVxlwmUqc1XQhlXwJ+TEzaKoSeXdqQg97rkO6pkCS0s4ipqMr8yNlvFc8lCs/tU1uMScLuMsZKEorZ9/PhxL5TUZ9FpJVUI9XJBakN3LfWn2Squ3CB1VQWxZEEvqijxXjFolmd/iESIOxLO4z5fxWtq05H+5JKITM6OrGNYZsZfjN+ZhzPO76FvTL6+39bXWeeqL3/Xlt080k6vf5dmo8/xHWZUkz+ekKIGW+l5O3aK7zGtmXcf684JUe/bAundFTbt4+9TfpOzzup/q4+X7ojCtyuJVFaWsJYNG3ZOqq7GrSsa1/8GLTlbSI0sgLIrp5/LAixnR9furH5cQUM/u/7kY5xf034qEP2vnJUryMoIv6MavvOTnW/JicX3SzuffXpxbP/vOz5X9ssyfIU4q/MwA/vJVB/HZnP2lZ3+mGfWL1Ha8fOiyxp/TpRf3V/tEP63kz1zrtl/evPRr3ZI/N54vO/e89etiL2fIX7o+c+yfvVINBpUuVcXYxWsBSVmp/cz7oPJr63bV8S1eEcveqkonyp5/OXb19XrO1dt6+a2UL8s4vAxvtqI/ywgWpLTmnbm0Eb2cQctv9TW5tH1dLtmb9jK9shqjVTGLYUwv7y5efMuhU0pe7ac6rs+8qGpIyPVYrdebrtbKun+r5/TFvSWknVnNhfIM8b2Mey2nhF5ZPIbrvxyGSZiLo+yvd57OSkoPrkH8jDaG1CqSDDJCVIc6i9iIMwfsnLBTgx6AjwFcQHzMY2kkx+WVTebi55mkEOIGoimOssKcLJoswc1EN+LEItoRJWXlQmqws0WxxKTQjLhOMaFB3QlNE9EoyWbeWZkI6UxMASMBK56WBsGTZCQR8ENCVHHe4xzgWmLTllAQBqMDhAdm2zHZFus9tkmYAZrJMoeMYLNR8KElTUp8FJJXxtsJ01p8s8EoIOfCI4wYjZDuQWdoWhCHUbCTJTUQrDJGYUoJzdBPrFhczHGpkyawObxl9BNhAzLP2LkAgeYZTUoaJefMcC4Dwg4TMisznmiVcHMmdCeiOxPsBp0NEjqSG0iqGLPByBdofEDHSGoM2lqSs0gTkaBoMkjwuPOGFAJhflwAL5+52HiO9Fif1ZD56TW/9WLfScrGg2XtVz6ECy1c9tpl32ZZLtd9qWslFy515YjuQiSDI2zhcUyRj2cq3ake6Jfwjxd2qkYHWOpZurTau2sv8moQEIcY94wOSGnzIisU44aahGgGW2gqbRKLFGRzpfdS8ltUWilaw/sJC/8mlhrS6fm1bu96bJ/TwMVQvHjtXfgCqfm76jmk1fByKXKJdvCsrnnF2+TxkF/Dx4nSdPdYF3k6tNzNG1pNWE3sNoHOxxyKZ5gwJ0/nLFPXEPYN3WGiDWdwymg61Bqia5mNMGJBB5I2RByTeAy22P8jGxmIEjmLYZYm54hIShpzbp2UYFaYomFMLd18oJmOxPGJ0/yRLib69IpoElPXobZjMA1OEhszYK1g3YRJSkzZa924hPVFPE2CI0E0GHtF4orZtljr2OiEn98TzcR5s2F7sKQ4Zk+z2CLBIsOMeIvuDElhNlMee9lgrMV31yTpmJ88MSVOfUJcgvYGxDPLD4QYsENGFNsAjoQZWiTsmeMTGp6Q0BDnHrUt9nCDjSN+HJFoMogtRZABo4nmBPiE3T9iTEeKgtCgzZYUz5zPAzGN7MMNoh2+BedmnN2D3TK7SPCJLpxJwWTvu+SyIXl2qHaE9jWSAs15wGg+U9KvWW8J9D7AEDH7hLSJ1EZoI/FpIk4DcRTi0OGnhAkzPszIPOMl4J1FaAmyz3l8OkFdYPIzRgVOFokJ2Y6IiSR/Jgn40wZRx9T3pJ1DxhNME4MNPPqIhis0NpjBsp08gwpqIymm7L0gIEmRBCllrzuDkDCMBGZJTE0GR6rNuUK6NGOA4CPqFG4SJEWmgIkz5xiY53TJw0SLYYuzAd+GHOovJAIwW4up2VuS0iSLikGtxYpBwoRGyWmLLNlLMiWSiRgB2/U0CPYQkRkefcPkt8hmwHWKPUbccWb2jnkq3iFzzuOi6gnW8tRkr7cOhwi0NkfzOG16Yoqk+ADxTEgJgpCCQsy6VONyYnY3OSbfQbNDW0PoYD5ZxqPiExgsTpTeKEkaxrTFhzMcTqCB5I75jPnMS1FSOxIFJjoiFu9zFO+2Ebat4SCJJ504ExgkcTSRJxe5SsApJ3we7UywgqrHCrTOQbKY0KPGcjRXWDdjNjZ7DISAjkq6PoGb0ccZiQ5pBbZ9zqsTE3iHuBZjBKsTNiZsyKFOk2Z9qeeIxaNxQ4qREM45zJQYjFi8s3gMEhIpJea+JTmP3oKq8nQ3cz6NXCVHN28xbiZuZyZxnEYwY8COA60afGoJBmbfEkUINoEJBD0xiuGu3eNn5c3jmVbB+C0iwuTzmfw6JnYp4BpFLEybSNiUvMUy4Gyg94oxI8IT+C2zzOA39O0GEwQ3J1IKjOMZQmQcA1N0HCYHCbohYGxEg5IchBQhgnOCabIXsSTJaZu7qvNWYhyJhzPGjGx3M8lEoigtke40EU8Z6yudwfaaAc2Haxh+2Yv1syUKo+/zh5rwTXIcfYNHaBGJiDlnF2jbg9ki0qH2Cfw9WdH4LZq0JIqbQHNOgcykCNlwMKPmobAZO8AiqcTzT0XhK+fy3hGYyEguC+wQ2ZYGkz0sdELEZ4MIAWEkGze6LHiXeJ4ip1xXfT/WEEdVyZEnQwt6Q00PpgPtyQaUqdQVM1IbzcIXIWdITw6NOzAN6rdkZP0jOURVzZNxDRg01tA3UxZTRbkkqnaI9LlPPJKNKdfAF2WmSq4GeQJ1SGrREnsTscV4kJaxlCKMSyohmMhGBC1I4AwCkoJkFyBmjwEzgZlBW5RtrlcfwGQXv8w87wCHmj4jcmw2GomeeG5U+vRKPmUES4mzqql6iWSPE2UAYjFwCWJmxCZULEoLSXLCPqlK7YgUtFDuU1aIK4LMNXZrcUc2BVWUipAm51wXpyxkqM/GNZPnJoMlpZRZ1hM+M9wyF8a7QbBIybeQkx8JS+grm2NkS5hzGaYICCmHCcuGkCnPP5acW6ErSKdYfisIT7JSZomBbwvzn2BROEFZC2BcZsA1pvJeKvJTTZxVwqPVkBlW80mUitcPisaQ75cwZpJy+WoKEYoVnZoRX0lc0ZcUA4aE0q6C/pSsXMotz+hNkZTHPXWItuQYtoEsTCg17JbaIqAVD5i6Rj770uIevoh+K1XQJUHDRa/07F2eyVVLSLi1sKsrGbgKQItHxOW3HFqDS2HZXSF7BehF+F2E0CXZubvcWwnP1fPhEq7DLO242BpKW6SGZDKYdRgnobg/rDwFNCcUA12Au0v4jrLmUipjWqAYWWcnGP10DJfvi2KwVm5YG2d0QU2XJyrSfBnfVYxfeTaLS03PVaW1vkuuCS1hSfLrl7qeo9+FmsTxl+jaz1/1jHn+99MIxbLSpsgz75Dnf3+m7OeL7uefXebiEmLqubfPxUNn/dunJa59dUpb109ctsFqh9V6Sx3PQget3luUBulZWc8meq3MqBP1c0Pzyeb9pLBn3+XF9/X9T4uX1a+1Dc9px+XR9TjWSXg+Vs/ur1/+HLK2oPQrOKAYzUu4jMxo1tVWkbUFLS8FHIG/VCiVJ1EuBvku781UmU5bVlE1OleCWNZGKjHLCfmsW8JpZs/MbNguygmyO/jSd2k/HYolFGZRQilcQkTV4Sv7V+BiXCgs8JJrIqAlDFBGCfsyVnXNpdKX5tl85NCAsIRdWhT/xdsw+tyvZdI09zsZ1DTLmZnD5xSUdCheJjUs6SrU4zL2y14Rciz6Mq/r866uJ+0yjZQTOdRnnf86VusQj23p15iVfEu+pxVP/DlXCjSP/4QRy7SDeS8w3WIPHTSB+CoS9hH6hI1nTHwi2lui+xLsRGsL0j8oUQ3zbJkGy+kpx9x3T1tUE2mKEHNCaIiY8xkNiS5+hdodk+4ZvaN91+A+OjbTK1zY0w7/jT7tcf0H4s0HdII0Qdj1hNffYOJEPx5I80g4/AFNEJIjicUMd4g42jggAfzDDhuF0D0RbcSfezZTBw8CSVHjSLuGzm3p3RZjd5h5iwwfeTp8AE6oORPPlvHRoxJI7gDGseELdBSG37/HpIiEB6xEXCfgHPFmi7qZtn3AyBP6R8f08QRth/Oexo0YN6EW1E40zUjXnwgyESQQ7cRsnlDjaeSvkGZgevMBCS2bjcm57qIgs8WOG1BH2ub1aPw9mAljBTd7tm7PRm7x4QfMcCKZmJXXcgC+Q9qUQw30jm7vCdLi2SPuCec/QBjg9EMO49A9kpb1/zmXkr0ZVrkPVqgCLd4Ay14WCtAmewRVj+KFcktCZCq8WM3FUg2MRXYqfJRKTrh+4a8orF2lBTUMbpVJihwmDjWFpkk1SmRFSQ17rCVHIUZKWy5noFC9OVjOznqOg8/IUWMQa5b7YuRyxEqRiSQDrjQFVCXnHyzlqySS5ISnUurPo2yQmjuw0BmtslDhDZeBWPFqlAS1lVYtfMASwrCAPRZgWZF/jWRDweIxouVIKsZCLSGmlHKOFHOIlAT2uvLG1Lomal66ajT6vMsqvDkanEnE9MSTGTgcb5lPX3FrW7bekW5+IPGB8FF4/KcjkwvIbxNxLwxve8IoyMcjm/GGV09/zdjNfDR3SOPY7L/C2sCte4/MkfluIgRwb18h3mKfZvx0x9fuB+L2yL5NdEkJ198wbt/gpobrP36JtbdYNxKAYaf43tJsDWPnGDc9RltezQadR6bje4QJd/cKax1m94ZkDA8//ohq4D69IkjLdtPhnSOeHS5Ezjxy3CaSe83s/ie8a/hN+K/s9T0bMyHuNXP7Wxpu2bJD9YmY/oShJ7W/Q2VDsm8xU6L9h+9wjOy/PhF6CPqWIdywaz3eC9fvdpjJc3j/gcH8gePpivO4Z/e7v2Hzm79iHDbM5zOTTJzsmXhMhHdbIhNJPtLQcW2+JknHce45ceQ8/wOMI6/+wRKD5dglglOm/gZuhH73R0wceDgZPkwtQ/PI7E405sy37Bmve8a+J36IvJuPdO0V291vob9HN//MdmP4ImyYzsrH78Cq53V/g/W/jBSuVzLK/ZsZmZWee+zQgHFod4OePWInXLPH6AZJJ8LxmPnpfULPW+Yfv8DthTdfDsgk+H82OAx9c01McNwqwYG5TahRHmZhjpFb94An4Z526NAQH34ine+x37+ima6wVw7ZRIa95eGN48RAjEfOKI/OcXWG6x9vkL3SfaOE2fDh0QEj1n2HaOLVJBgCTfMvWCLt0CLq4fQF0bakrYBr6UOHm6BDCe6O9/0d7/snru9uuf6DMrWeY9fQ+RG6I01q+G3akJJnjjt0Hjj8648kbQj6G6yHwxcj4gJTGgmq2HaDU8+VCo0mdD6jcSQEC/OO3o04eYed32HSB0iW2DiQCTvdY9lhzFckbzhthMDARr9Dk2DGK8wA43cTrknc/L0FHxl/P5EOMxw9EjzND1eYjxuCt0ztTDQTVkcm2YH5ltg8opsnjLVsvWfTTbS7j4Sh4cPjlmH2hLTDqsNcPSFq6Ute2s+9xEaarz5i2pm74xXnueOLw5ds77fcT2/5qHDueqZWubKR37jIIQmPY8NOzjzI73H9md99ceYwBv4k4FW4sQ57nvDnf0SiQf/4CvGG8GrEtoGrmzPSJJrhgJnBhg2z8fjxLUa2pP17Uv9AOFt+/GiJbUu83bKNPdt5Rx8UPSV6D9djQLvILFNm9f+mo7EN37Zv6DFcTwOS4O6tJSbDtQYska45cTaRY/oNg/lbzvwnHvWPfHQbHlyLPlj0wWJncGbESqCVDyQ3kpoDw+yYY49n5tU8E5ywuzmh4vGvXmPU06cWSUKMI5JG+ukGr4bDtw3jzjAPD4TpCfPhDf3jN2h35NR+j2sfcS1sZs/VuCWGM/PD/4aIw0rHtDGcfuuxsWH7cYMfI/7+HWFSxthgtaF76jCj4e3O0DjhTyFymB6I0xmNM5srQ7u9Rf8wcf5hhvAaNhviV0fiv/1HZGxwpw2ht3x4nZAPLeb9K0I7ctz+CEYxb8/I+N/RCCF6KtqagpaTVJSYFUWvWSFqWpAWoUEXd/qxeEvsIY2onshhiM5kZWNRAtdEfAyF+bGZEOku39dYWISQmUMmal4CVUFoyS78E8iUlZaqVAQ36MU1U1qyW2lR+BfFM5Q/qSKz6whUxWAdEJfd3mNhaDVkwW4RzrMQKzW8TOlLHpMS/meJ818SYZeQSKrn4nFaFAGL10NzYciq27EmoEXkGtUTqkdERoQB6CBtClOqmeEzcnlvjVYsORKyLaiEMlgUDmSmESkooepJElBaLjkfptxWk0C7rKyX+k9Q0xQGsPbrL1xG85wmw4LQV8nMeE3cjWY34jJW2Z5Swy8VhKSEPLepKAREEFNCwNSElonSbk9V9IIuuiEhojIX5a/m9aj2AuAUoSbopDDpGXVYx0qpypVsPKrMN2TlfqkfsgRMykmyjea4eiqIzNTE5SzPO3JS98s8SsltolIRQRRF6qK6Ze2lk5tS2qhpYczRGs7CkV2wY+6/SWVPV5fmIjSkleKlhB8SY1EpodUSeW3X/kN+vnopSHWfrmPGZY6hTsRlPWgRSuozSlkfLK7hS3zeZC7FfMa1eH6UvQBrwe9l0y6q1IyY+xmlZx3rIqRdDA3r56qiU1mmk5fxf58rZi9osOohU19co3JfKEirgWGpcsHwXfpX5b4SikkKHbgggCkCK9RQBouizpA9wereyPGaVs0r+3qR0VeCaR3DTwaQ1fytVMGrGMda1qG8fO9Z31981+c35dlPzz0l5Nl81bnQS9/rzVXf/n+5Pm1qVf/L6oHnLX7+9mqt/Gx71l4of6aYF1XI8v+/0Aa5PLl4Z33SK33x/eXvf64hPC/vF/f0C/rxq+r6S/fXK+PPvb8u5ZfK+6Vr0Zgse+gv1//ibV0pqFiPROEF1sjhhYZLoSv1zFlcF7h4VsIFqFGUZCV0SQ4ZWJRuWvmhpZLyXEYFX4hR3UuVppez5pk3woq+5c5x8aysY1TOs8WQXM65+pxclHeZr6xGEKV6dKis7j+buxc0VtPS5Kobuygda9ty/dkAUMawhsCq3pMLwUzFWGuy14HUUJjrttT+5rKrclSLR8hyLr0kRFkDnXkEVm3RXJYsY154i8LX5lEsdf4aY34ZHzPdY1DS9ZbgW5g8ZupJdiD1kBolOc2xwTXz/lE2iLG4mkw3ZiVnioYUhHlSbAJzyoaaRMrep8Qc1jTNSPCYcYMax2AdwRrsqUFCA+YWMW+w0x1+fkT0CW3m3KZ4IrqOdLXHTiMuBVKcUT2QVAiyQ4nEeMaIxemEqMGOHhM8KQyQBDNbXLRwThCU+cqSWk/jW7zrEO0wqSMEwxwGRBRrhZRa5pMDF1A/YE1Hw5YUIsPjHSlOJBkwolhtkEaItw30gt0csEQ0HYgnB1EwDlyfQ+ekNJOIOKNYl0gm/1OZc5nscXoFtiW1MyZaGiRDq58ko5/nbJSUTc4VoY2ASYhYjHqcdgjZKEkMmWoYQw5/84Q4jziP7QxNn99JoQUzZEBMDCQ3Yggl/O2vQG9WA4KsyEq9t/BC6z1dzqgai3FttJB6K+c/y4YAuBgh8v8vudGycWExQiwK9NqQC11ajCSLR0GhK4sBotLaWoZd9nMNI3sJR8nyXjVICvWEr+Aqm0Eo5T0pZVZalcmsZIOelNBrlW8Wi2hctv7CVVaFvlieZ+Eo8tlCUytdr/RwdX4989RenXGae3FpnVmNBZe6X5zxF+PTZYYufEg9TwrNy65dWbZ6uVg+4xKFboJWlFdppCXB1HFK1/Rzz0Y9U3dgvj6QPgTG+0gcAshM8o5540khIecRN8D+eIXoyDQ9ITaxsT3GjXT+A+jEEBIaHM6/grZFHo/YMLEzD4h/pLUzDiXcXhNu9nQ/WJr7LdJ0SBtR5wlNi+qAbR+z4s+1NNHTqpBC4jicIUVk2EDTkK42YGF4VNIcOSBM4hDf0FiPzoqZZkYmZh84+w3OvcLKkX38QK8HvARmY3H2Cm8cHZFIYkxnRNwCWsXvIYy4uycMT7RfvcM6IY1viLSIVZxXdjh8TAzzCU0fmMecj6IzV7D5AuVPxLghuURsIjoqerKZ5fAjzjiszUDJKfVoskxxxE5ndj9tYRSG60joImHbQtuz6QVP4qDCQS1HOzGaI1+JZ68W2zi060mnyMnOWGdw/hr8EfVPNK3nip7TDPcHsGLpt1uc/WUlXb1UYNxkDwOTBnxMGGkR61C7AxMR22K8Q1HSnENxS6vo2RBPG0wf6JszjII8Wrx6Nq5hdsKhT5mWbwwqwjhb5hRJ9gjMyOSRuSEOMzqdMA+vsMcmGwVTIlw5hjeW+QjxOBOYGczEJnjkqUN6we4d89ly/thh0gNt/D0uRfpxg5EZYz4iMmGmHZJaZN4jRqA1qDX42NAEi+NMtCMf3ImhObAfeuy7Cb0xDF2HscrcTrhk2AdDSI6jtoSgnB9HUsn1oD1MX0tW5YWc78HYnEOqjZE2CWOYCQqaWkgeR8TJGeIJ4omkHcl5kIikGZEdsEOtEvrsVdHMTyT1oFfIpIQPA6ZTNk3C9IqGRBwTJhgkWsyhQV1LuoHYZD46/+dRtqiJqAt4NTRqcbsZ93pkfhTODzCVEKFqLNI2GFV8KIDkz6VvRnHbM9qPxOSZDZg7iz92PMiWs5xJ1qE+0Rjl2ihWJPNEZmawR3Z+4moTmQ2M3UDCkXyLIWVwevLI4RvEe9JrRbyhayacV+zTjAyJbbIkUWxskfmaYJ4IreHpZDiOgnQO+gYde8y8w8VENwW6GOgYcvbaKSLOYm57nG+56jdsVOifAhoTVjJvvDkrTVKmdsCYgG93mPkNIfYMCh/bhh+bLbsnYRtAk0fFImbG2RF1E+onoirONbQpsQ+J5CB1E9EZkt1AanBHjw2QhhOSEjbtMdow7eH8SkkfAmkeMeNr3NNr1P6BuT8gbsK0YMXQJU+IZ5jeI9Zjmz3BdaSrDo0WPzvUj9jzKcOIbYNGSzs5PJadb2haIT0+cp4GZDpAGjFyjfcb5gHCh4Tpd5j+NbobSa/vMec9xuwJG8t5B3ZwtM2e4C1Hq6gP+M2EuP+ORggoXgvWgrGgrxA6JDWZWXFXqNmT8y1E0EdAs9dD3KPhREpPBdFtgYaayHgRODUjrnN8TAPak9FjJdaty6g7XQwJeyr6TUQhjtmwYTLKRckGEWiLG3llyAJZSV/QMBgk7bPgXAVykxXrogVdJmMWHKsyviD6M7o+FB62wWAz8qSg95VITtgtiJ1yOfqxWCRL0uia1NtWw0WfkR2aFf1EzWPqxqzUS1piiY4FkXgAM2TBixGVDjW/5eJWPyA8AQ2atrnPRnIbY1dY1mJAKUpmMRfmUAFNLqNMUjZELDHfdURSMUjZNwgR5lCYxepl0uSxjz0qOQcH8pcZvkuy3FyWFENVTjpWjF9FSS5qsrCcptLklF2KIojNCXUwtqyljN7Psn9bxrKswcW2kQ1TyZR2q8+Ixcrzqy2ezBdlii7KjOJFsRIAZFEi1CjpFnRTlBTH8muJZWoLw51SaddcdB4GoRh0KAaopCzh0DLOBcVlV6jq+VFCbOUFWhFgOZeE2IKkjLagyIvCaAmFkZP2ZHHAsyBFS66LvIagoq3y/shKixzzuwgxqiUni5Q5kDKvusgVanLYJpIrypxq3MoJhkhC9nhy2TujuK5nw1Ddo2XPpHNeMzYb+NQ1v0p5UhVQi/r+GZprEW3qSr3ocZ4pC83zNb5C1/2cllqefZJFCKujpgWllmUws8zR5SmeyXbL71WZtlqDpt4vcdlrZBJRw/JE9YTALOtXarVFKFx8BlSzu76CplTm75KMTFUxJcxHSiVG+gtEhuql8Ut7nz9R9P0XL4W18F7pRZV1q7C5/CrrklZjXerNpFKXd3Q9TfpiCci6vLKGC/paZV3+/56rIv3WP10i0l86sdIIfDJYqxZ8IlxfOpVv6frbs2eehyao61p/Zm5eXislgK7XjD5rr7x8Y42IrH+feUS8eEsuW+yZx8rSH800qE7MJzNT99CLdq/HVFe/P3tv/fVn2ra+lpCOlzY8M1iu2iHLYy+VyHU8fv3qyijfy7sZ8LAeE1d+L2EsllxEVXlUwl5Ww/TaK66WURH0lUgs+6/UVegDRaksci7P1dCSM6LVa6IaC+ylzGXQMr+Xn6mhPLNhe6HBUrwUaj6iJSl0Ww6bVfcX0AhUT0IpAgkl7OgSllIkG9ap5z6Xvbl4Cphi9CmeUTWUjAA285qXA6OOrxSe2pZxnkEi2BKaZTHcV2+rSuDWXgylHIEFWLOEnlmvHZv3SgVqFBoqS7jDbHBavA+XeTarMj7/UiMceo8aJcwDaRywYUKkQfwtVreIeY9Jd2h4Yp6eiJOSiFjdYm6uia0QziNG4ToZko5Mux9RBqL9SEoWnb7GpIZtv8Uaz3hjiU6Z9UhKJzbHG5g9EgISEpP5jlneofKRzhvS8Zbwnc1eCxFs9GySwarHygYaT3rVQJxppiNCJPl7kjRIfIVxHn8LJgTG5EhnOKcfCRrxs8MmQ9IdcbghtRvUt5h2wnRn3LbB+K+RFLFxJtgDat8RfSLsExbYRiUaz7h7hYZIOm2IZoCbPyJNwD5+BQ+eaJTIQIyWtIP2NNOclDF5NO2x0wB3Yw7w6lIOUUGCNEOc0GEkfTxiNuC+2iFAlJwwUd0VKgHMPWikDQkThHDqSXINX/0tsu1Jk4WTMpsr4tbSTEea+URkR5IdwTektoUp4H6YmezEsXnAypEWJc3KeMzrzvrt5ydvFS08L1QQmBZFusiFR7jkDVgYGpRU5BqlCgKXhNOV76seZIUumUz7tMpxGvOZaaoHQ6U/FMJe+FO1qLQgKdOEYrCtxobqgSpiwXZc8n1J8UwWamjbhUdcwsuVtluDGF36IdYU+TLLJlLLX/GJlLxtknJ41KQ5J0Q0GeRnZikk+BKKWFNcSJJUHnAxmCSyITo3TWpIXs15GIREzTWjmEKKi9LClpFbvE9rmLhUqF+lbbnfKkVOQIt3dMwgPim5c8RkPUWdEZHcTrJBRsr6+TVX1MhP8wdMGtDD7/DTlise6eSI+/iKedwQ24BuLON+R7ruSadH4n++YzaGYBz4GekHjL9n7A6EVnA7pWknbrp3OYzONDHPwvv2mugbOu9pvGF7e0+zPxKPLTq/ZRN7GvXEcEt86OH2SPhqgCePPuYcOd61OH/GNA/E1HKcHENw6JiVUlc32Uv9IF+SbMc+3WCi8DS3hHmGNOJI+MNAMw+47e9JV/d08f9ISr8jhd9wSG/YH/4r1x/uIB2I/gNWXrEJA9gTx9uHTG7O/4bGWP6uOaD9ieHLjzBGmocTjMpXxyvC0XA+zCSeaPbv6MyJJpxwYWLjzqif4XdH9LZlPv2/eP+P/4kUHknhBCI4ucGmiLv+5xxiZPdbJDnuRiHKwMn9hMiZfuox6kjfBjQcGab/wpktQ5zRkNj3Wxrb0PqZ6D7gz0J62tM3+RxwdmJnzsRwT9wM7Dzs0pbZOE7tmfM2cH59ZGqU8fbMHDa8nztMaH55oS2XQjqBRtKrK2LbMMk/kU73GP0C8Xui/EhqTsydElpDpz2bVAxK1zNqR9x0IG4sw/+hJwTgdEJiZDs/EWPDv/7rt6CGa3uPtYHm5grjYD5FYjgSBVLjaL85Zajf5NHgGEbHw9nxeHrF4+mvSfJIKx+JrefDtzNp4whDQ5otzkVMDDTTDSZNhPlcsA//I4hwChNEaF43iIvwp5+Q00DY7tCmId1s0W3Ha71lrxv8zuK/PjN3gm8dwzxzuFPaVthvBZ0hDinbPLctRg1NuEO8Mp/OyBwQ22BFCNGQIoznIymOPBnPhMW6EdMYrP8C426JTxvS01uMG7HtQLwKhFczZlDmh4l0TkxhBDuw8zk80+wTdjPTvH2PRZj/eQO2JU5fk9xM2nyANHK271DzEe1e02y2iDaggTD/xPRwRGdPmhv6uMHGPWEQpvsRPQa6+Xt8E/BXA8ZumP1vsdzSLOHdP/NKhuZ4TRNmvjk65hFkGBmmE5utsm09MY3E0xF9FD4eerrblq/eOOadMu4tc2d5+CGrFf/drDgJ9BoZmPj+lUOC5c30hBXHJAkdE4d/mlAC4/YqG3c8iBFu7BMdM9MP98x/OjPeTExvEu1NR3Pzhu7Dhs39ntEn5l2kVeWVwmAtAy2tXvFX6e9o5sjm9EdEB852xBjh37S/wZmO0CZCjMzfJ06nE1f7O9zVmXHyPM7fYo9w+wBfmMQXt4m7eebDNOUzRnfMOjJMSpcM/7YT0uwYz1ckHdgc/sTke77ffQPq6SfFz8I1b/DGEhFOCukdmIPyFBrOsafZJXb+zGgjkxja2HE7XmFDyxgSs4Xx2hW97zVHafjpQ0unif1wws0T33qYbOLHzR2TGrpxj6jjPpqcei6+o48D4bRBp45Xs+OtwNmfGfsH9PYJvf0DdxYev98zfBQOf/pAv3vk9ss/YcIt5qrFzJGb3zv6mPi3/oHmMywMvyInRI5pnwXVEoJJc6y4zBz0IFtUD8CM6ABMWQiLHaQzqhNa2F5KaJrMXNS4+gGRlBH02PJXgDHXW0LUZIOCZE8EMeQkX6H8nVY6gw7wWTGrBQlSBDmtiauKNJqVnitktanotKYoaHM+hhrDM8f1rN4YgQXxj0UkM79ZkVnDKJEt1YyoPuVuqCPn2KiodlMY0oacWHkVu7O68BpyeJkU0IpGNCNqzpkJJgJbErfk+PkTMLEkPyxMnhS0uKRyCJpzqUOzcrkoKJeQPmuPhCJEK+RkXilmhb7ZQpqQdC6gonBRAlVlvrps4PmFWIiLW3F1sS2/Xuqvyc6KEUBzsmQx4aJcUy0Kiqx8UGOyAaIoObJXRTYcqGiZfs2u5+hF7q5K+pJnRCraE0rIJ5vnXnNILq2KHPFLGy9xU7W4DLdlvMu4Lwk7i3tyLH2ongfV+4UaUivvygtaM5XQCZrHuHpC5MnNZWJeqNOKAiWV+wUhelnjWlBgdcyL586itS5LQovHEnPZF5Q2FoUqQkWaLW2ozj1FuKqKJl2SibqL8myNttVshMn7cVoEt/xu8aTSmu8lj5uaqnD53GsVi3wZML18fqYbXCt4Lg9UFNdFgNXVi58EanlW9/Lcs/o+9Yq4CNXCRUH3on2rL4uBtbawJn0vrvnZwChFKCvtWIVmyrLxBYGW8bGJtYt7KnOet1+J8ZxxqlSBT5d2rZWzFUtXn6u35SIcah1HXY3garwW1XPRMNYusKrmk0GXF+N1aV29XxXcl/urERCKoJzjEuuz9vyaq8zpy2o+KUprzXksllATS89fTP9l7D6t7+do8KVvL5vy6fXyzsvv8vyvrGt9Oa9wiev88v1PP8uyXmq9q0dqeS/apj/76/P2PW/AizF68fXPj4usW/Wz936OntSRz0bHdQ1/bq4+93q58LNhcVnXNSRGDfFRDJ6XS1ly+NS2PMtjUL/Xqi7hiTINr5SwjLYoS44fisK+5iOoZ0X1sC1/8/7K55nU0E0SWPiKZ/SKUkbxDKi8U+U7lxCAL4e1hCtRW55NZN6ptj17WYquQ23VWatn58VrY0Flr+ZzWRlajapADQcjjiU3Epo9ISneiJhydl7WxIVaVK+KYqRY8lStjNWFjutqDVzGrPKXddzLmC1hY9a/L937rEsFxtZkT4f7EaaASUMeabNBZYeRM6of0XQixjMp+uz50Bpk8wbsTJpsTpOtQtKAbT4SzImTf49qB3wJydBKg3WecG1Qr+g8oWGgOSdshJRySII53RMl0piAtzBNG9J9g54n0BGrjiYZRC2GlugatO2QeMaZM0pktoV3q97fG4WQiGoIkyHMB+Z4wqUG1KH2W1J6haYm98/dI3LAeIv4K8x8xkwBNRPGfiR5Ie09EjqaIwQsrm1JJsFJSAKyOSLNhHv8HTJuiemOpIFghdQI3SHiByU0BuN6TJiQGLC9wCbTGkNCQoAYSePM/DRiosO+7cBEAmcUJZk2Py3vEB3opimHU5i+RWUD9rdIe0saf0LnJ4LpmVuHD2CjoqYj2o4oLcl12GkgPM7MTWAk4WTCGwizMo6JDLtpML/GtVCqZ1XZw8ser7LCGon/nHdgtYcXb+bLSqYCFp55ZgnURMuyACv+zMmglU66zN9KKvKKFB4i17nk4jI51BECYjNfTbLl6Ci0cGlHlUkyAG7dfJHK65mFf1oAd1WOqnVCTlydImISSTMAJlUgUcoeEkLm9Z4d48rCjyg5LBJJLmcNZPm+yOO1bSq5XK2GgiqLocW7iZwUezm/i4yjFVRYZAeBbOSJLN4mRabOZ1wZI9FMpyu9fMlHfOalKE/xCPHE9mxwY0tnjzgTCMeWEC3pVYKNIbQ98+aaNJ1IP5zRncCtwZgJ649EdyJ0A6lpsM0VvhnY+B/wGjGxgdgwOcuMB2OxRmg2Z4wemNM1yXT4eEOjG1xsMMHBqyPpy4B+35AOHjUeZx3WK7IdSKMwnhM2KDYYemd41UMyhkezB3qMbrDREmPPHCPE7zGcseOM1YC9+Vd09z0y/x3EDU/Da8bxN1wN39E/BmY/MrdHjAw0MTD7iaEd0LOgT2/oTOALdyRJ5H4/kjpFroGT4E49YbaM94kgI3b8gI8P2HTE6kRjHdFb9IsJ/d3A8T//yOlfD+T8AC1GG4z2uE7p9h9I/ZZ48wVxFk4pEZmYzEeszGhoMlDx5omUJuYPPzCHjiF12cgtDda2eHuksWfauYNzhw1nkhuwTnEue8eFJtBYaFJDMobkZkKjDNuJkJSwGZHRc5h9Vi7/ihWXQY4B3Rh065inD4TpOxptcKYl+Y9E/cjU7hn6HSa1dHGfvSGuIjLN2NNI7DzhNy1pisjHCTfN9I+PaOi4u7NIstxuB7o2EP0NqXXEw0CcJqIBdRa7nzBNJL7fEB9hnuE8wWnecpi+oTGJ1nxPaiOHDWA9ac7x961N2TgUeyQKKT5lfYz9GpWGMd5BnDFNxDcBuX9EPzwRvw6o7UldD1cN27NwM7SEdiLYGWdnrJsZxsTjCTqT1U1ZdVj2d+sxqjh7AqPEcYaomM6BMWgwaFTCMEI4M3QwWKWxMc+ztVi7I0wN4bDHb++QLpBaJe0DSbXkeYjEacL6mdak7IlrE4aI3R8xQYgfQNWTmga1EeUR1ZFBDgST6P0V3heeVD06HIjjPSneEtMtPknOHTM1BGnRccalR6ycsP1PqHtLsn+HyBbLDlnzcb9wiQpu7DGp4WYIpEl5CDNjnOgsdI0jjCfidGJ86Dm97+k3jqutcGoMU5O9Vs+P0KN8KYqRVEI3z5y2JbfUNCA4onhigNOHQAiBw287Zt/j3IyRiDMDyMj4dGY+zIRtJO4Udh63b/CPPU3siW1CNgkXhX5yqPEIOzre8Bv+IzaeGQ93BImMW4e3llf+ht5u+NjMnMNMON0z3810tyf8zZl3Z8cw3mCOA5th4sZEvugjk438JBFJjhBapgineaYTeO2FKVn+FHtUZ7rxkaSBc8qG8RhmCMLG7mhoeODEpAF9EuQMo3ccnce30LYzc0ikIFh1bEJHDI45KbOF2RsSniA9J3E8HS1RlWGe2aSZGwOzVX7cngkI3FkkeE5J0JAgPuDTGZ1b0rhlGw03gLcz5+ZM3Iyk65GndEN6eMPwYeL+uyOyv6eVHxEfoTtgorD5YLgm8TdXZzrzy2fqrzBC5LAwGvrMwJh7VJ5QuQJpMfEPqH7AyJkcBz8zAyltUN2gJYY9TAiH9UpH7Vh0eCVk0hLLNyPBdAkFdAACJvnMUCRQbAF/1HA6XIRMIsoIK6VqDSuiYhEMotkIUJEVOVRNRmhkedpmpfESZzcLzyI9GI9qW8ChZ4QToi1aFPtZyd3AgiKfQDwim8IQ5gTa2SAAwlCYsz4zamlDNswcyAjzBi3WzKwwaLIAls7kXBeSjScSEH2qw1vGss8isHnI3yuiphofyHkaNDecVD1HFg+IU1FwJ6qbr9EtKoq6hEhEuM/9NBM5ZnLJr8GhMIrVxf904Vz/3HqLOXdATjQeUCt5XZS4/1lX4ci5LgoSibbMVVVq5DUg6cxFaLeolljLqeSm8EUAiOfChhaseEHo5ATqIGYEAiITS6xssbldQmakU/dM/sh8fYQ4ISIksQgzyEMZ95EcKzYzw6LTM2FHKuq6MPJCDR+mL8bQIHRFeAllPVXvkZBdrRf0VHGfTlV5Mb9oc7woWXQlQKhAskgqilkp+RhwGdmlDkl9HnMZs7iwILarwW+VBwYtwoWyxC1PRWklUwFxFmNhNWAR8p4WzUFZNeUcJRRDkNHiAmYhbfP+qnV87iUv1JVFoFk7gNcPFRF20VNfhNpaRtaJPVfSLddKWf5sDqoXUw2HVgS+ZVKqYqkqM6Uq7yjGpIKAW72bP8rKGCGlnkIWS96XSwim8rki84wU75eLEtgUJaOKuSzbEkNcNRttVQVT1oxBi3Gijl0q6zr3pbr5Zxqb+6qlb1lHXUd5rVyvtH01xKWs57bO2te07POLEeG5OJqHXlbvXdbCqqSl/Mva+BUKk2ftWr15scBc5pb6tX6uiEC4fFgvIX32h2e/172dVQk/dynrPulqmGVFduTZ0Kiu+7Buy8+s3U+IZF1Rq/t1Ha4UQJfWL4uNhbZXZXFZg5cRETKq+8WwyOq+6rIX16ra53v1+RjJyw9/5v7FuKIvbj5fK7WHlxWmfDqBtb3ljXWn/tz1TEtEPm+0fK/n5EInSqzumjtqyQFQlHiLZqsgjFNtk6UWiejizVMjh2dPvuLJCMgCBqkKKc8SmsTYF/0rCN1q+BBbRqcqA+vvvozFWM6MzPddwAo1/CXP9hQoYlIxYhfeQYunnrrlbEZNeV1ZwlGtt1KdLs3P5rVbz9xaVfWUzKCC5Xwn5ntLqCibDfKUexUAowIlLEzNiXOZ/mLYWYheVdTV32p+iTKfEqnnd4aJ6mXOK/hgSURddt2Sb+PzLgG8TySfCMaSMBhzjTUdyVnUHlDvSe4VYdMh3TnHAZ7vwAfmZib5BG1kOoUcxsBE3GaH1T37+BuSOsZ0BWo5G5ONVId7xIDTc0Z0d3eE5ojMV0hscaNig6JyZDJPTGPLNLV07Ws2b6/zyvoTRNNybm4gBdx0ICkcU4tphe7NK0Ra4mOPjILwgEkJk64xbOk7oTUjOj0R00yziTTdjGkfkOZMlEA8RZw54uwjMXRMYU8aG+LTDRBoPw5Y2zF2I4kRK2esTTT9nA0E8ibzddsj0pwwooi2yINDR0O6Sgw3ESMtvXg0TWiIaBuJ1yM0Edcm0uAIj1sYOhocpmvRdAXpgE7/hM4ReWgwgN97xDZI02YFCl+TZIPM9+jDHcZ9gP0J6zqS8SSbcigHo3Q2kuxMTIZoDMduB9GyefBgBqZWSHGA9ACaiMMilXzeVb0Ulh234pOK59RCipVi6KMAiy5AsDWfcfFHrR5j+eUKtMn15j2VyXEGo13a5J7xU7msUEhZ9i4TdTlvg/EgBmNLEmiT3128FmyRw0uumktIpiyTyAJsy2eEFFpRI8MtBonqSYAhh/kFMTHTLemKwVcwGklpxiRBzI4awlg1YjSUI6REMDDFC8xkD4hcj0OJCKGMe5G1xS1nyDIhuuLTI1RPcpTSL6hebbkddTyz4UIwWYm4GFsgh9KtxiVZ/c1y4xoUI7/ajdXQxBuIG2J0xBgx3mCd5X0KPI5nrj7cs338wDad8W8OzNPINF2BbWDb08uZ69MDqRfCK4ueLJs/WsxWuP/yDJKYnixRI2Z/okkz07tzloNbi7M3tM0G2Te0Y4sNDcM5cTeNvD31vHrs0eFMSvfMZmbwI2KEx/gFYe64Hq4IjTJ+c49NExxf4VLklfseQ8MufIOElvGjYx6V9Hom9SPH6yee2old+orm+JZAQ9L3tPOZbv4HVE68774kzR3pfgf+Gu3uiY0y3b5GeyFiiGbkYz+QJHL4LiKDoX//ChlL1AZxyFdbaOFhO3J2V/RvJtw2cr56YO7PbLY3tKcvUf8a+zoyp8QUlcm0BLPBEWmZMMngwh3zOHE4PNCQ+KYxWOkQ26Aop0NP1MjWPNK2T6Txr5mnLcPjn3jiidt54qsYGdyOeddxdzJ8PDqavaNpPf7qC3r/mjTe8v74Iyk+kM4GFx03qWUUy/j1FTp3cG8zoPQzLzFCd71FJZHOlnFQArcoSjNs6CYYNsrUJq6D53bcMYtwkCd8ENrJ4GKkT55udLTvLOcg/PSo2Nlzc/oGExve7A0SZ9L8kbOOnANE32KaGZGII2BIDOHEHBV/3tCdN4hpiZsGngzu6YB/rbRf70izZz73uLNjc2oQP6JXH3BW6Y450t8H7VE1bPQBawz9zQkJkfRoGCMk8wq2V4zsYGqZjldE2/Pa93Q7iOkE8Yj7ENn84S4bOELAKfgme2LGTUA04AOEUfnx7oxIYucmnFp8eJvpU3hA08zh1CNxw2Q8eIsxT7hmRNKAng/M3cD45cioT0g84c4D3YdTCViyw6tlm1pURsIuEqcB/e4DwSh3X24RHPLOYYKhMwYDDKeWGCK+62gd+A8W+zAxfeuYX23w3xuuHwxx8sQpQvzIFD9CI5jekLRh8m8xOuE/XmFcg+/fIfLAaDc8A5P80npLQvdugwOO5o7EjI0JhyLWgW9pPtxgPu7Y9cDfgGnOHH4ceTKWO+f4clT+/aEjcWCWPzA6x/v+GjWOv91coUaYfOAcDOOP3xBnw/nNmeCfkP4DrTW80obOWLAtg3Gk7RVib0lzQ/jxgJkTfUzYn3rC9yPuyvNKWrQ1/LddxDrY2iPOCz/s/gvWKt2+wekVr2lwAo/uyJMZGMQzC2jjMU2HELExsfkQ0fuIHDfIcM1JPvAPcmSSyM47/Ax9CkxzQ3P6Atkk/vF2JoUzs/2BSOTH7t8i9Hx9bBCFwQYmEubhR9rJIByxRCS9Qk2PudpjfUc/R/YhMvuZ82Zimjoez1dMpmfwESYDTz3JCnPzSLDCLinNBOGdMCblaAzRWNyjoNYS27eMbcf54yNpnti+vqbf9jSxxRk4HX7iv313Is4tafea0R0Y5yNPUTjEI3sj/Pa6xblX+CdPMjfM7qtsIO7/hDORU+ty6ttfuH6FESKHGdJQFJ3+KSsrRYAZjdmNU01xJV/i7PqC+PeoeIQRdCALrU3mjMxclOs5V0Kt8ZJ4rymCdE5onWPQGTJaOgv5agqjZrTIbFVCzq6ZVelwAVuawoNKFggX2HsWwsRELugQC6HECl0Si2VhUGlLO0ZEx6JEdSim6AQdOZTNRFb2OsR0mdhJl5mnVMMQVCG0zwK7tnlczKEgSLI1NKN9EmhbLOlzGVNTADEJtChmtSrsiyHEHMkokn3p71AYuxqeqhhjahznWJhVzd4URaWAoV+YVbUR0WyEQWJhYCvSJAHn8r3LbdDsUvgXr1QNFhOLC69I7o+m4jpscsgCM4M2+R2VYohIRWESyEm4q7eCyetORySVmIk2Kzk1jlkVVsMNFWWrUDxuZEKqkUVCnr+KrhJF1VNzPuTE3jWMRULSlMs1BpViyCgc+BK+SHNSuByKq3pRVEWfZPfqBcVZYkcX75SLoiVl1+SKoJS6pikCl5T5pyjns8Etj+0F6XpRCF7+iXok5aTli1RjZpaDTW02JshMDsW1oh9L7NliLCukR0ti7hyuoygQVMDWHBF1H+eQWDmZ+Jj3n7F5bnVYhBoRRZzJXkSxK4LaeaWY+eVLVsq9BXG+NsR88vyqn2U26pcsfK6UhdXDZDEYlBKWfAwr4Zkat1sXQGseM708Vt8tBE7K3GVaV1pTrQOVnEld1+UdZaF1svyDGpdYpKDl1kYIvYjmKsWwsCh4JdNfpazlupcULQa3uChPc1k5x09VJMvSv0X1vAxA8TpQoQY3o7RfV33P48TlOHk5SXVMKaEQXoYZUnk+l7WYRbOsl77+mWo+/yp9e6ZQlsvnOj/Prlq/Pm/ji/Z9emMp8MXdtfL7WUHPH5VPh2q5IS++L7/XlabPH9PLs0vAKVm/s1IKPNt/+uJ9YLWfFu+9pcG1YF0Nq7wooK6t+q0amD4dq2eV/0Vj+mou5eVPLxUeL9tSF/HKQLDuz/LczxuRnl2Lx0Mdt0LPlhxANRfUyqPgWTvy+YiU0IZlPy4AB4W8j/L+zkOmS9l5+AstWZSExbCwhDIs3qD13uJZluut6NZcX0X9rnm2mkxaufBoWtZFyUtUvFmz58Vl/rMhYGV4Vr3wJwvCeN3X6vmU+70sJ6Egd+tzL/cESAkVgvRccqmVMC3Mqz1oEG3Qym8UT0IKcAYUNSV84tK8i1GiYtwXj46SuDU/k70MM4I7e8hmY1AsfFMFO1QvjNIPvZT/2ZeAdQnrlCTZCGXMNcbsSM0Z7IBah9o90WUgUTMdMOMjyQaiC6h30DXE88T58RHnHbv+CqstTXyTPVRTIJEYJc+9Px8RiVgZEQnE7oBaiw0dpCbPmkKQM0EeidMVYeow3RX99e/QpxPx/R2pbRlvrrFhpDnOJGZG47Des92/wpiGNHkkRYQh/01vMLKh9Rb8zMBIiBO+jdg+ou09yX/MxobRY9wDhp8I6Q1TfIVODXraYsKAm++xnWF+k3ObWblDTMR7UCvMXGXK3T7k0C7GI8lj7i1MhnQ1E3eJdjD42RPnlshM9Gfidkb6iN0F9GhIscOYFjcbaBykHtUBDfcwjcixQ8Tjr68R34C9AelQ9waVBqbvYH7C3NzD5ozxtxi7Q2clhBw7v5FIEIOmmSSe2fc00bE5dkTXcCZmPloHSIEYAvK5vJtePLA+pWFrg6qs2doVfa1e69WjKCviRevJUOlN4FkVqVIOU34rhtWyH2XxxNfMs0OhZ3Lhu9QWAJlHjGBMlkGMFNAZNUxT3o+LAVZrCNWL0VRwmWfTVfmFD8y83IXGZ7nBl7GJ5dkmf3fZq9iEOXNWpkdJ5NyDghpLSqnwBFUmLvSMTGcwNoM+Ki9cDNHV+0JFixxSjAtLWMWVTAHljBCEOcumSx6gatSmlFdkoZQK+S+gRsm8ktawtALZI0IQU+TGuDIqfcYlanC6Q1JginksWiNYZzmmxIeUQ7dt0wPdPrC9HhkfW4ZhQzAbQrenCSeuXGLaJO6/DOh7Q3NnSRGObiKYyFE3KIm2m3AxEL6f4Ax+f4NtW7q3La53mOIlPuvIIcx8OWzZnzt0HlE9MsgTuHuiecUpfguhZTNtGbuB8+t7wgQcd1gd2ZnvsDg6XkEy9E8WPyj6NhLbmYfNI6duoBm/wk97gnNE88g2vqMLM0d5y2PzFhk9nDpoDZgjSTrC7orkhTgryQiuF3SC8w8Rc7Y0j3vsvAF3A42H2wbdKqf2yGA6xquE2ybC60jaBvpxhxtvaJ3D7i3HMDKEgdl2nPwONw+E4RGnM108MIUj5+EHHI5X+gpvGka3YVTh/tQwM9Ffv6e1keNkIbbM5yfO4Se+9pHXVnnqEmcfuDtseDr2bHoH1uI2e9r9jvFRORzvMemIDwY3W3Ynh9k1mN/uSLGB2Vwiw33WghP8tgOjnO4NYQR1exBwh5Z2gGiV1CQ20dGHnjs78WgHiIZmtFhVOiw6OdpHQwzweAITPM14S4vjthNMCszDE3M6c4wbQor0TnGSaDThNDHGAU0BNynN3BKkJzQdqMGeB5xVmtc902NDOvTI2dJ+sLAfSW+eyNCTjqhw1JakitcTIkqzmTBROf/UEM+GxB7tDIkNGhrOQ8fsPFc3DtPbApANuB+PtD8dMVYxTnMYuvNAagJhf0KSYCWHFnp4GhGTaF9FRAwu7JDk/r+k/de3LMeS5on9zEWIFFscBXVF3arqnunutYZiLfKd/zmf+cAX9rC7p+SVAI7YMjNDubvxwd0jcx/gXgDNwDrInRkRHh4uTXz2GYQPkE6M0yuStsjiEBGMO2JdQucZwkhsB+b9QDoNpNPEbhrYPR1zBA4Dno5d6gnG8twrxIDePxMbw/i7DjUN9sHiktCKwSrEyRPmltY6vBjcYJAUmH7jCTcN7YeGZm6Iw0IcA3M8MoZnpN0y6w3BOcamx6WEeb5CXMDyhBrD4ocLDednDLckNE8dLgjD7gF8xGjCooixYD1uaPB3QvObiebLmdPzyPP9yNB1HHdb7Gz41ckzEnhvvmVsOp7altb2/LbdEp3y+/0D8+xY/vyaOHumL/+d2B9p4jMuRa7tnl1qebCWQQym2yN2i8aJ+JBzNzRuwTwG4n3C09PvPE8W/tIJO6v8zibUJe67P+MaxyvXYdWzH3qsRh7kiUUi2D1RbHY6+QZkgphon5X4MWJTh8Qdj/rEAwt9o2y9oQ3CVhNzbJHxhmMf+HZ3wqSZjT4zq+e9+TVt7Pn63uOS8ucuEiTgh5F2iOybI85ECFugR3YdxnQ08UA3L7gmIm0gzFuO0zVjYzg1CZvAPzckp8ybAXWRTmb84IgfdiwRpt6QjOb8YN6Qvroi2i2nw0Q8JfZvN/S7luuTo43wx/GBj+EDTn6N7d9wNIljCEwRxjTxxjT8w7Zljp6ncU/gisANYiO2PWBtYGr2pBfRpD9+/IKcEMVYyAwYCE1h0YggYw4NFodJpiC+OxSXjYzpE9nwPGfO8IKeFZ2yEJVcUWwKB25NaH0ZIq4K9EBDWhMPUhTTasjMhnuRHmxBtKWioMpCpk8qqLJioM2+B8mIayiCjoVUHARyLM9acgJfM5d3HsjG5bEY5QKiHRmN74vSraiZweQIB2Wf66BzMb5mhH5W/qEirjN1lZAR5QWRpj5TJ4lHZMpcoiWsRwoPczXzsiqXERGblU2RLAynouxrm/XJ6mwwRYg1e8AhcYFqWNSU319m0B1CX9o+ISyYNBcDwDUwI2ZA1RVhu/B/qiC2IhavfnK06WeJG01FAZoSNSCVlsiANiVUOGVEUypCuVlKsxb6hor8r21UlflYUEurHTg7pbQYNLQY1GV1iFTjTXE4rSj/GsGT1YTcwIXOQDe5dzSdlaTMgbMizVFWI1sGMBXDQ6KELJMFfFG0RnSYigIuXNJanXkXypSG7IAoORykGP5VMxpLbaGrKihHSbYoVnFtg8rnqiY7d1Z6qYrWNAVllurbZcehmFjMpK6Mp3P0hSCFf7Zy8ldDFatPEE25P4lZATFLUQIbJLoyB86GMkUgFMdZqv1cjE8/86g2NIr6h9TvsFL9rH1oUK2uOdbrPzde6YqS+8ysLby4br1e4EUibD5DmVcnUHnvNYSfalDL82bVr6tz4WJ8rui6ojuvyumqHJtMeywX5ZdIClFTvpbMEGWtkASqQpKEpmLaViWRylpToka05pSgOKhKREVttotXXw3Uax2zkVLX0H+9OFf6qH6Tc3edW1cuvmlp62x8lPpoqc6b4hy5jDq5PD7jeNJfQh3xc48LD1R9w/qWP3BOrPW7HH8/doF89sn53V8+vCj95/vls/vK5H1ZFb28pPaFuTghL+p+bkXh3NPn51YE/cUPFwYd1rK0jP/1fV7Ug7W/ZB01tTA+G3MXNZPPf9TzeMgD8G8eL4vWz/rsopz1qosCf2w8Xd7yc5SKunbVebDeV50OMe+Pl4/XekNdHPJ1Wf4r/Wku4sPq0pPO/bM+TC76Uc99c363s6MlL4d5XVv7fHXEVCNh2SszJouVe11nzhRltvwzeTMp63l+fKatrJGC+TDnf8aQoyqKYW6NEDjTrQmskZL5LeK5rpT1sjbD2TPGORKkyK1a9xSz7pFcXJHXofJcY8r14WKNLH1ElT+yIVIvo1ZWb6yuf2sxWJ5pa8q7FtDE2oFygeiWMit/CXd6ArnPICEz9wgNvt3h/RanTyhPLK0ntB477zDzBp1eMx8FtTPqB3SBFBSGiGfBaCAGRe0V0l6RjGVpHolEQixy4mIwCeLgSDGQpgm1Ed9NeBcx7oC4gdgeSO2JIC2dKG0zknggdDPz64Bl5tXyiC4TYX4EHWnlGZJn+cM9ah1P2KzX+ANeI2n6PaoN1r9GmgaRFokzdE9oeyTFJ1I40k6JZgLZttC/xYrF8QGzdBi75IiPNoC1pJjQlA3dmgwn7RE1tEmQCDN9JgUaLQTYuZlm+8gQA/MpEWOTk2A7T+w3pNmS3lvsZsGMEyZ6rICJijwp2k7Mm4+omQj2G0w7078eEBWWxZGCJ+gONS3+9gnrIjL/HokPmOcDcpqhmbD2imCE5UpoQsSFiJwC9jAQO8uy95imJW73xABp3gENstOs5zQP5yjSnzoEVuCOVukilu1T12so86pGyFc5a420XKPDaoRy3QPSeT5dyD7n51cK3hrNVM8VcFeVpaiiVI3C94g0Wa6S4kAwORLClGgLW3OsmbJmp/JsKQZ1NmW/LDSmpmPNR0eet+cI2PM7KUJ1qqwJpWukcVndRRqyzltpjkxmErANRiypRLBdRmmCQsoRcWfcTgbR1fXyYidAViDXy/1Ra27CVOtbq/55tGJmXpDV8VrerQC2tDhrK8jsLANWHQ34ueOs1k0Mp+Yd2sDYJDQl2mDokuHL1LDVju32a/ruFkmRZYqMm47DVU9yCX18pA3C3N8w0THd3xJOkWk3YLyl++4bGr9guwSpxZ5+hcQG/fKORSMavsKwYTHZbrCTGW+e6PYLN7uIs4HlMLDEwNJsOO0Gnt8sbI4nru/umMKW564hmQ77/I/YMCD6F2JSng63GCukzQFpJp7/fksIgr8VaDta/UfMKHTzR3z4nrR8kaPh24DuBvRhhoeYk5xvJ1xYaB5GUrdhSa8Ip0T804y2I/PXD0hyWPsN0njGVw6TEpYF7EzX/hONGWmeHAaTU4MmGO9fs3DF8fWO6QrMMGIeIqSZRifoR7QbaOcntsN36OIJaYtES9O+I4njT+4KEQh2RI0QNldglbCZEbPQHUfckvMTpeVLHvyBxc7MsiekPdPVkbR5JrRvWWTLclCWpwU7D+znJ6xOuPQFYizBNhCFbTwiYWQ3z5jllyDTDf3dDsHyuHOcdsrVUegWC7uOad8jh9c0D574TcfhzURz6PjV/U3O9XM8kfqW55sNEhT7GMAr+xtFwoK5P2Bmi/9owIwc3k7MXgnzV6T5hiUpiYBpA9EI5q6jPUbCrmG+jcT+SBqOtHHPlROMLpgxomlm6JQlKU/bhPMj/aQ5wfOrexpRtk5I1uC2HSTD6U8OOYE7GFwQmtuE6SKzfyZaA9JiFocMkSgJHUeYRggbePMV6o6E5jGLuD7hnHBlWgKGEy2zS+yuHU7glTE4LGOMRE0sm54khoYBs4z001f4ZcPxq/ccrw40DwvuAF2/4LcDqXXo9hY39cRhQ7Ab5sYSWDDtR5btyLExpNaR9leZEeDpBDbS9PdI43keuhx5sBc69fhNTjA+zUJIQhwU+S4SjWN61xOfA/F5YlkMy7LHNA2xy87rjctg0aQtk8mRLNYqW+9/EbWhGsvy+g1JWtRNCM+ZamoZsESaOdLeTPhmJt3cMPjXPDQPfGg+sTU9fx+v6BP8c0oE2XLkLWPYEA9fM7qGP6UGYyPN2NMEh1s+AYbJzTmp/DyQloX78YaPocf1DusNG2fpWss4L8zzAWMsD8bQ9DC8Tuz3Qr9p6e2Br07f45IwhwZz6tjfLPhmx775Na1xGL9gjKMPr2hEsdcerCJfWaaN8mwGpnlCvNDvDN/GBz7Fe8w40I49S9rycX7HrTxz3dwxyImnNKF9yytzhYkjLk6MIdFMWeOgG7Nj98kRgoHumdAs3I0p48SvJqQ9some9skwTSPfLkesN7xze8I8scx/xNk917xiVjhiCfPMPB5xraW3G7wB93bARIhTJDkwX7Ro53HbAGmm955oleUgHFJknEwmv72+4ebK8Kvjni9Pjj+Ya/5odkwaGTRwFRLpOeKj8DYYTn5k3v4JEcVP/wUl8Gk6ID9jT/0FToiqmMxZyUkFzW8nsoFeUXEILYpHbUOSDaQDkp7InP1Loemw5PDMpehGGd2uLEUQ6smSxku0vNIVJWokozaUc7KrvFGTPOp6xLZozPyuWZELCOdEu0oJ3ZdMB4LNaHspaHrRtggw90AA4zLKwi5k+p/M3yuaICqiTUauiYeS+FFEwSwkOxRqmBvQhFFLjlx4Yo0QqBElmvI5pbx/NXq6jESXBuwMtlKXFOGvKPErPQwFoS5FCDdy8X4uR1lUAayg/LPeegM0EJ4zFZIu5OTaCyIzJA+6IyfqnskJuicy9dIeZCj1LkZnCipdNKMAxYDsLoxKP35kZPSFwYqM7FGTUZuVj3QNv04xI2oSub1spuKSipBMCU0x97WRPJ610j44VmFUWNGaVYmp/aCroFvE32SyU8dqNs5ryu1RxtUKsFaPaocQyHREUpQFijZCUSYEidlxkCNxFF0N6loomAqiUV2ebyKFaaIm9jTkcPAaVl4dLxey/UpXFnL/GJefr2P+PZbE6hTjSxlTamJJB2FKf5ApIwzUBHMUJVDxua42c96q1jbOZWpxOIpWROhntBW11kmzc0lCaaeY52oiJ2fXwiNrioGr1mE1PBVU52dryd8+zuojnNWkYgH6zMCWx2dOtFwNTBcG1s+MTy+wVqty/LlRMn+orLrgOr9fiBA10mEt9SISov5+YXjMCmVpWZHVgWXkbEjMn9mpWZ2bYl46IQwGMfaFEyI7dkFjdQoVDkwMlX4JMkpOKfa0BGlFhGfHQuUAvmi6i/auaquUrpCLk+fWWTFytQsu+0JftmM1qFVmIklVCZayZulZ+T3X7OKJtS764sz/34fUSl2+3WXp+oNfflhAeamfeMYaTfGyOTmvgfLil8v3rw6IHzWWc1nkOfLm/JH/Vj0P8vM1Lwf/i5FfnZZQkNt1zF3U7fIx+mP9so6A9Rn5WzXW1jp8fsuPtfilw0dfXrPae142bjUwf1bdF3X5/MzFnRft/XOUis8NcPV/ha5nbeeLd6/UFEqeSALZSD1xzk+U15AKuD3fUxtcy5JYDdelT/Wi/pcGJSn7XG2Dym1ex3DZd840THUOFIeBns5jWQVMqaPWvq1zIhaEbKXpvHBwVeOksaAxO9VrdMfaeBf/9LLv01qnz/fc8+25/Dy8LinC6h6ZUcT6Yg/hvNcIOfpvXR+Ec/L12t2VDkbXNfNcTm7fvKxlWfDsgKifF/fIua3P/fULjgQ8CZIEYzeo6XHtDt/2MEUIB8RfIxuHiR0mWsK0JxyvwH9E4p9JSyAtE2ZIOF0QVWKcSKaFZk/ylmV3IiLMgyBRsKnFJiGMLTpH0vSI2hHjZ1w74OxHrH0i9QHdRWK7J3UJnSd0fCI0ibGLbMeB68c7wjxzmA+gC42e0NkRlgeCdzy+ynKpdydajdjlAZMM1u2QZoMYj0kNtE9oM6CnGR0XmlG4mixL17C4DUmOOLnH+j4Dhw24JhGBMWaDuIghqWHULUYtuxQwKhzZs+CyujMnrt2f6NyBcQmkUyKZa6IRovVEZ0izIR0Mdjtl+ivnMI1mJ8SzkuJMWA4kZ4n2S6ydsc33SIyMj5YQLGPYoLbh5vY9zh0R/gzpI+YwISkgjeLcQrzdEq56GBJ2iJh5gbuZ8MrAGwtuQ/SOODSkD3vEtNgexA3o/oiYnw8XriCFRGmvVW8tg7d+K/NeVuR+2XkqcM3oOu3O+lUqs77KDJc0a7LKTXnexbU2oEWfKfIUFHkqA4Zy5EKDiOTIBxGMOFbgSPk9OyFcqVShQrJFrixAtiy6CJgepCWD/SoIrchlRc/Rdd0PuW7rWjCtZeWoVF/ebcrvVfP9qEfEojFHUJzp4fI+IFV/oEadFkYEIuh0EakBq6PgxeIiRYiT8/K2buh6ESEjoBGRhUxR7M972A/k/hoxV8CGxEwnpemluPUzDhXD6F8RjGfsPpLsyJs7T3NyvKXhJrbodoPeWHh8JDw/Mr3qOb7dIM9PyN0zs9swt6+YecX8+A/M84nn7R/xYuk/foFrR/qvHhBaePgKTR2nr5TYLOinL2DekcyI6kIj73HmQNdH9j5iDzPL0TKKZfQ9x43l6TbQLAO7wyNilYf2mmS22MNvsekR4U9EVZ6GK8Qp7uaEaZRjnwhq6Q1YGtrpNzTLhmb6iA+fCHJLRJBdQG8H9Ligc0JNgH7GPh1oH+9IV7usrw0B+fZI2s0sbw8Y2ePtl2jjmG4OCAkfF4zMtP6fMOaJ9vHvsPN+7dvl7oZw8gz/yRN2Sj9OtE8jKjOOGbwBe6TXj1yN/85s9jzHXyOmxTd7kni+NVtUFtQ8Yaxhf7vDNo7YJEQmWg6005El9KjsePbCYE8Qd5D2zNtHUveJEHYswRBOSnhcaOXIxn7EaIuPbwgGRokQA5t4wkXldjlil58/6CQJ7eMWEz3h9cJwHXg1C5vJsOxapn6Dv1OabzvGdzPT1cTtcc+bx9cMwyPPhxOLNBzbG2yYaQ+PyFbZXSkaFHM6IYvg7gXcxPwfF6beEL99i45fEESJJmCaTzgz4Q4J90k5vGkYvklomNBhZp8Mb11H0MAyRYJGpF0IKTJuJjoT2c5gfMDePOK9st06onVY08BoGJ8tPArXs9CIsLta8DeRwS8sJhGeGjg5zDQQmUjPEQ4RzBa5fYf6T8TuqeieinPCzjaMWO7oSUbZ7Dwtwo1tMAhjDEQSoWtRZ+mmjzRp5mb8NW3aM3TK8PqEmQN+hLYNmO2Edhs07Yh3PeFxQ2wdwVuimbD2iaUPnLyBpsHuriEEzOEZcRF/9YRieRr2aLLst0JvHdp3qPPMCwxRcdOM+RiIG0t43RHNgZhmwtIQx57YGFIrODF04oimY5YbFh05pIFGEntM4Y75meubMSy3r4h+C+EeE7OTOM0jVsAv4K9ONK8PDPYNo33Hk0t89E9spefXaccpRX6vM0qP6iti3BFPX7BYwzMzXgJfSkcbYRcesEZRu5Cccogj0zLxTyfDw9zyTgx7EbrecNUbOl1YlhMH6XgyPb6H8TZiN8KbrqFjZjP8kbAIw6HHzxu2D4a2jeza3+F9i7nNW1ubGjCGZhORLtK+M4QevrubeD4dcK4nbhr+PTzybXzmdul4lXrGZcND2NP132L3H0lm5iAjbXfDK/kyr9txQmbFPwvWAm8mJFm644Y4KfoqEuzCYVbCIuw3M+1upL9X7MnxIY48phNfzcJrv+Vx+Z4hfEufvmTLLY8Ig1qWWZkOJ7pNx37f4VzEvj5hlkT6JCRvMF+00HusRmRZaL0jGcNyhHmOBIQkyqurK/bvGv7h+w3/ebS0pmeQlklmRhnpwkA6PNJFw1W02H7i09UT6DVu+k9oCtzHf0OZf3Kc/WwnhNEapVCNbUKmIypFpAQyo2oKZc+SDdea6XBqSOaaTIqKQKno6ZRthwgrlUuFMWrLWWhIGZku6QLhkoUSJRSBshh7tQh/4ovwZlBxRYAp3Pop8+WTCo2OFqW3JPfLviuH6iYjVGKTyy+Jm6VypWsL6rPx2FaefI9IzFg5Cah5zu2QApknszsbmrR2h2ZkiUJO9i2oDlRjuDCRnTf1nyvC7DYjsmvkh9rcHxyKwCigDap9MfrcoSRyxp4c0YAaNBTO4nTK5ZfcGZlfXfK7y5jbVh0ijpyUW1EzkJ0StY87hERKS+4XqY6R8aVR6UcOqUb6yq2qTY58KDkCJBSErtWC5C4KgJELO0pFF3pKNG8uuxjAtTq7TH6GpHjuCiH3VZV+BYTqYKp1z/ROkiqivAjUaktUTqYPU5ZsrH1hUS50CHoRbq4GUo5iUF3ItFPZoZCN8JGz40TIkT0GYqFN0JwA8Zz1udJSVENTRXM6hMyDLUCKxeEBJVy5zvWiLFEQn9Wec9F1ojkSQFNOEir2An2ZyFEJAsJ8NgKpZEEU8pgwEdbojEoFleddpZDQGiWkUHN+SGkjlaUoaGVdSsUJw1LurYjPn3loVcDqdzkze3Dx/pLfM3+t7/PSGFkNbJcuN13btRQitTA5A/bqb6sd6VJhq1EV+bm1j84RERW9X9RgkbNyCgVxd3ZSyOqEKDkSynlTryv3VgU/nysKsilvKNmwpaJrBISmVMZTyokVS44I0XJOijK5GtRq055Jhs72yhLi/8LOXBDCFRFfDX/1znVeXa6xl1dUh83FNZfGvktb3EXpLzpy5dl/aej4ZcflvXLx28sBV3bL829rn/BX7vupZ57v1XUMXr7lpZHlAtG4RmZ8/uzPj7Oz4MXzLh0WdfgrPxJF8leesdLyQDWSSqntmsyeizFR5oFeevVe2DtkLfcHbtAfNOfFAPxBHS9//7za1XB1ORbP169V+9Gy5K/8/Vee+Vcqsfo7k7lY4NLFv7pJln9SnAiqkCTnjJESjVDbXynGpLLC1esLndHnjrN1ravREfW6Fwufufit7FuSn52bLZZ7q9O3UBxRaC0rfeL6LhllmymU9DxvJZWy8rXn8VKd1uWaldopt9flbMx0UpLlP0A+M+bri/FRI3sv1uQXfV7fSakOl/ykEim7OtounQ56ritC3vvLvWseorr3w3knqlGpsewXcX3WOcrOkGmiLvpXa96Nn3mIIK7sv90W7IaDOUI80EbBx2vUbLFthyFg2omUIDwvWB5x6URygdguQAe7/wzNgtw+ImZDso+oeJphkyOk52dSiiSZUA/ujUOSsjzfE+cDwhtE9kzuhtQKOj2i4zPxlSduBux9xP3rhOwT3euESzPBHIjOQHOFkUDrXEZoe0OywmvjURH6rsX5iFsekSXBSdE5QWdQ59Aj8ByR54g9RZL3TG7PPMN0FGJsCctr0rJAO2K8knag0WFONxlIZabMzx9bJAnTcELGhHt0yOI56ZZIy2nzCm06EgPOLmATyTxC0yLeoyclHWeCGSEcMHFLt1yRomW5huQDJh4wGBqTAVVBPGotqZ8hRtz8gGrDcrcQLXh/jXUGTMwyrb0C2SBzhz20xGHDMGyxPGBunph3noMzWKCbBZkUfxpztLMBXRw6XF+M3Z84VIvOWeQUZF0zhILKX3fMPG+qw1KpIKIaCZWyPlDEgQz2she7o5aoL1nR+rrOtTMQRMs8P8tQtuR+yHXLspjNzgcjGFOim02OpjemREvY4li0Jd+gWwpAokifdT0x+TmYHFHBCszhLBJVKr5UDfRZZlQpkVmf0V9VyUxt0XdTpk02YlFyAuscdVvWYYUMDqu6JWR9h7Vt9JKmYY1c07IH1ooq1RGtpl5f89ykC7mxgl0+o/AtKLA1umWV1WrkXH3BLL9eAmB+zmGBr5kREu/HjlEazG4iXS2452fcODAvG5bHFjl1mKnDfUq0x0RMCzEeCNPC8KwkO9A0EyaMSPoOnLL0ltRsccsGjZbx8YmUDiw3B4SZbfhXbPD8ecr21256pokTptvS+T3dsqV57tH9CXZHkA45vGITgV3CLAvd8UgwDeJnnEA0r0kSMF4ROyH6HRojE9cs0kG8wqrB+CPSPHF41XJy77CfRtzxL6QDLHNHmANx+wjmBHZhMQ2DfYfdWJqnrLeNv7EY09Ccdng6rnQk2cRh9x2JBTNlR/qp26C2Q2ZDa2c20eDUIDcw7Ryn/RWj32DNnzH6TGuF1kOQDct0g/hI/OovSITtfCAsAvfviN4Rbh0qkRQUjZHh8Yg1ls4fsbLQuD3GOyRekybHmALJJEYLi1lopOcLeUOjhjbd57VEhEhgTg1eDI2b0ATTkIgxEf8Cah3Pu2t+SaJgNYnT1UdElL7Jpo64v+GpecccHfFkaJon/KsTLAvmzwEznzA3B2IPQ3/Dgmf+U4R44hi+R0eDvN+gahiXmUUb3ndfZDqjMdBqQtKJJO9ZfAYi2tOc5+CVw+wMqdui04YuKm2aERxPTYt5HpF/mmg75c1VYjg5Hp82WBacDSRr+bDNxnazeYMYQ9IIEfq9YFpo5kxXNA2GaUkcd46lUXzf0u093RywYWTxjmWXKZttWrBug3O/I7iJ0D4zD4bjnz2aDDcpgTHIZosR4QQQIu44YGLIjn4PXjps32C3CSsTO/0C87jBHjzm9AnXLtimIQZDCAEWh5oOsQHnZvwy0j4/YU5CHx1Eg20jyQbGYYQlknqHeMPVuwxebYcJF3PC42As4jzeOFzjsbZjHp4Iz+8RbfC7HW4MdAw5p4k4AsoxBtBHRN9ju8DVmxEbG+L9F6T4C3DnEhH7Z4z3iH1CdKHVhHXQHYRuFCS1BHWk6yNy/a9s9Mg7Zuw88v00MabIk11ABOOuEbWY9AkjjpYtLnmYr4mLcjxFjIl0TwZZGuT4JbIotrvB9BueFYYRmm2isSMzypI8/XjD9cMbxnnm2Iyc+sSn6wGbwM63GAGHwzY98mWHdpYpPZDE4dyMNQbbXSPqCL8PJI0ct8pyY+ifb2h1y0djGJzwKjzyD3Gmdzv6/grzrITDkbhYvgtfMDYDdvuEiCHefwthQMffIFH50j+Cc4ztFbN6zCZgXSK0TyQz0LDHJo85BogDy6EjjA3ST7TdHb65xdprfDPT94rxlplvMbrlOr0mmpa42aBGGO6fCZ3QvnU5z4Q5IIth+y9bjG9x1waRxGAfCZuZ6BwJwzhElpAI72eGJfCHp8D0HPhLVE4ENsfI6+dI8A3zf3jLNI8cDw8cN5bTFzvsInR3f8CqZd/eXti5/vrxs0ekrEnvMp1STrrckhMvO0SHHOlQaHOUytUfyj+K0FY45clOCE2CpoKE9lnhE3Jy3uycMAgbzqHqCaQa5YtiuSIpl6LMp0LDVKiHjAEr5CRZjoxWL04IXTKaXTb5RTWgpJKEWEsTOYR9VsDSJitsJQG3SJOTiaUWpQF7QPwhR3uoB5YiWC0k8wRJSaKARTRHQKxULyuFUUaoG9nn9kLJEKcckQAzmpaC4Kjh9NtslK3GYBzKDOaQ1dYkqO5IKeenUHOX29C4VcgUtWgshl0GMupxx8rVrJAdCUNWulOTDchSIgxsdk5kA3N2QqALRqccAcNSBPGfNpQZU/KDrA6Zkn+honFiQmJVsqEaTrVmvC1Io0y71ea+NjFTEaUZ8KiWJOtrss06vgp9T+FI1irsmhwyrSWBnWrKioAKpkQqqEmQXEmsPYAO535b0eWcjREpZFNFgkyjUJSNRBbgbVfql3MpaMpUURn1kx1H2cBWcqwUvuc8P0qYtZgSRZHHBprbVkx1OGVDQ1pR/SG/2/q+xRhSDUfFarg6flRz1IwYcDaHiseY6xaygypTY0leL9QgsRhU/FwcR6XfiEU5sHktEbKSoykrigg5ObYiacmKk5R8G7bJc1kLp63Mua7G/82x9vmxOjtW26SsBiAVLTbql8ZIOVuUOEcYlVcuZa5GrlWzPc+CM81HUWJXo/zZwFrHefUGGa2/1frJi/Jz5IOs92T7n5ydECvKrjzJVHqC4m4oc2M1JBbjlhHBFmVXjF3taIqSTIKUk2wlUYzmOZkpm6r+q6vCmedsaT89t31p1Bf2rkpzsBoCxBbbYPn9goZnNdjpuVVqUeai1c99UIzs505fR8N67WqoPP9mPuvXn7O2/dhRHfJUA+1axqURk4vS5bNz8uIs1djw8lU/q9vnRlLO8/nypjLOzlddlvH537oWc3Y26HnPr9d93kRSzl7MozrLzu9U3+fSKXhGsQugxWjB6sw8l5Vfrc6Pyzap47v+KeduKKdV6nUXI+kHXskfGTO13mujXHzns8sv50BFw6/eib8xpn7SdvJyDEulNlzbpxjNawLVumIZIUf0CRK1rA01l0+u2woiXnm2S321rIHrc899l3PLXBh+qvxW+lPVlPlQkbUJLaCOGsGX+7PQKVYZs6JupIP6jgrn3EIlOnWNTquVP6+y1TkhxWGgRl7UT1ZZs75bAarotpS1lPqdcptWasQaYVARzbVdypjQNYowG0ZFDWryXr/OiUvkb3n2uS6X68c5Mm4dr6sTRcrcOO9PlZ5Kxeb6FnS4rm1daWaE7IT4hYd3YDyy3ZH8huflO+b4zHXo6MMtzjbY1mOaA4aJcJrBHjBywKcTSSLSLKjcoPG/QDdiXv0eRYnjAxI72uGLYld9IjKT3Alcoru6wjlD+rd7dLwD3oG5ZfLvmOQaffwz+vQ9sX8k2gfauxP9f33Afqk0XrEuEtxMslto32JMwvUOTEJy0DRNjX7uOyQpdhiRNLOclKQJ9QY6R3oCOUTsQ8A8B9KtZ7rdM82J8RTQ5Yo0vyWaj6TuXzCdoreCzBY33YLOGHMPQBubnCT7NJHSQvMXix1bnjfXTL7n2L8muCucPGF1ADcR3SNsbqHrwSopzSgDcTnQassmdswIwzVAwIYnDJaWTGEzmIZERPsBkuLkHl0a5juBIMhX18hus44XST4bHeYGGxxxuGI4XeO7E+2rkamDZ9fSBWgXg4yKP44kC6GBlBzpcFOio37usZSZ0Ga5tVBO5nUjXWzrxUAuRX8iy545cjyHaWrKyY8xZQ5XCt9C5J6XZQFboxNy/IX5TDbMax25jJonweW8CEKRsUyJLq3/bM4JZ0yONsD2+VOaUuaEkjCF/s7UZcJS5LKaj0HLEpqBH7lqmuX7mN9DRc7bqGYd49IhvvpNrRRgV9VPsqPBWM2G6zSTNLDm7WNCK83xKnXVNOPZkSpFTk7GXKxPibyOXuxcptQzFQAVhdaztrWWl9cFLdHoUp9Vc3bUPBz52wsnxEqP9wsOi/I1E51GwrTlUR3mm4/E/UBrRjxKmiPhpJj5Frtc45+faaZHln4hXj0T5pHjccY1hubqO3yaaOM9wfWcNn+HdT2bZQ+TMjx+IsQJeXfEmYXt8j1tCPwP2fBdcLxaIruYsOzp/Z52eU37fIPsvkN2RxwdzfNrujgi+yP2eab/dGQpdCvOCWH7hiQB8RPGPkN6RGNgsr9j0p4Y3mCTo9v9d2x7z/GLlrD9glfhO9rhe+LzG+blmtAWJ4RdELswdxvi5prOTmyfDuAV9xuHmRztx5ZOHa+ageQmwv7PBDOgh0BUx6n7HcFu6MOIdwvdYtgkg+uEyTh0f0VoXmPN94g+07uW264jmi1h+ophO/L8rsGO0H16Zplbwv2OpXPI64CYBZ2UlCLDcMzWE3PA2ETz7gtcs0fCG8LUcoiPnOzIQwdHO/MP0vOlbGh1ool3HDXxLImoHbPus7xhs2N9PCk6KHqEuPUs/3Cbc178zENN5HjzAXET28azE8/D/hsOu3dMH4+Ew0jXJprXA92y0P0xYG6OyG1PDB2n6YZwl5h/H4j2yLT9Hpc82+/fgTGMLgOFD13Ok/FmbGjijKQjQZ4ZGliM4u9nzGjgmxa59sRlB+OWLo1cqzBieWpa2nuh/36ifRu49oHn45bj4y0uTbh4ZLKW9/0G43re9L/FiDCG78EudG8F76GZHLIIx4+WeVSOMTFvlC+/6bm58ZiPB+RBUedY2gY3G9w049we518T+w+Em0f4Do5/MjQq3DQRs7HIzY5ghPvTRIrK9nDCLAsmbUiNxd1uMJ1mJ4SfuFq+pH/4DfPz7wnH7/Ftj286pkUIU0BDR7LXiDvg/BE/jjR3T1jricMNNAa7j8RlYb4fSCTS1QbrE1dfRrxLtH8ZMUNktAPBkBNc0+H9But2LE/fEx9/j7/5Dc3Nb7HmCasnAjDLhhCVJQSsPNHK7/GdsPn1BsYrwvsrdGp/9ngTAsb+CeO0MoHSSqLx0D9Y+ifDfOpYJofKPez+zFYNnRimqeG7h5HZJ4Z+QYzBuxu8TmyXjzn3VHFC6GlDnBPj6RNGAv7R4KcGGW5yfqu3W2zf8PSQWAa40sjOBmbJTojr4ZYv4q95b+94bL/ntI3ZCRHAn17RJeWWhG06zNc9tIbpeE9MgpcFJ47Gt5i5Zfj3meUYOf7flPnG8Pq7G3q1PJiF2S28EsOrOKHWweYanp+Znx9ZRsu305eYmyP2rWCmE/Huz2hsiMvf4WTkK/8vhEb4vm1RhJtNwPmIdo8IJxrZo6nBHgM6BcLxFWluke1Iu73D+2uM3dI00ElDMJ+Y+QuiX3Cdvszm0c2G07Lw3d0Bt7VsvtzjDIg54SbD9T87PC3utwK9Yt0Dy/bEEm5JsSMMM/EUCG5hOAX+bVr442xZWJidcvto+NV3wv1vN3z7H69JwyfSh79w3PScvt7RDBMa/g0rO65u/i8Y0/3kOPsFiam360adhZImC96VU5YGxGbqHUD1AOmZTDF0DqfVC+NOvTYrQzlXQhYoKhKuJrHNyGihCLhiWPnOq2KnhQMYmw2eJpaIWDmDwqmI71TUzgsey4L4KiId0JT3rKjqBMyI5HeSGglBQZ0ZJSctzlzlopkOKCO2OxCDIXvdVSYqP2Y20GSeZaTJQqOZivDYsjoAxJER6jkCIUudbm2fnKC3KLUaSDqBBNCM9ld1ZEqgoqRKNtTm/AfkyJDVyZOV96y/57wVGJtD3WjJEQAZiQ8UI62SogIW1fN4wMzgjqVdKwf1z0Clp5pfoUjXUpI2aulrM5JRjFWxKEbrIpRmm1FeOVPJfVANLNmwLuv9lY2ptsEq2K4KfRkitX1MGacV9WlMMdhc8KYaQCPZYZHbTzgXpyuHdJvrmqqkHxCJ5BwLZUwB54TpxTCnUoxGZEGeTEshUsd5Kn1UuLVTKvPE5HwiWtBIlSMaspOwhlKrcEZBlrmyOnjKPFsdB5AdkZLfQ+EcMVJRm9VZQi7TlnWCkn/CFLRqLFRRhWIi262kzL+lNl5ea0zpuILOz3QFKbdfNTQpxZn5N4x4nx0/TG4IFS21Lhdru5yrhNZQ+6Iw6XrmbJ68iFq4NLiuJa0a3+XjZV1vzlRJdSyzXiurU6Kiw8/OhksnhCllGHNJDVAfXZ0Ql3NPznU8f+UcGUF2KJd6niMccigsZT3M/ZbnjTGZMsEU2q9q0sv0YtXwmH7Qvi/aRPN+co4kumgzubh+7bZqDL4wEOi5b14c+tmnXD47nziPkRf4Sv5KiT/jqAp1/V6f+beM0H/lWatnW37kunNZeZi+fJcfXC+X7fv5XPqxcmt986fIZ9e9GD+5zDPtk3BZjxfzUOraV9f4c13OUW7nZxVG6zWgMp+vuWzqe8mL5q2Oihet/WNfXrz253Q9P7hpvUd+5PaL05ydlZ/f/7kBuv6mP/qoH7+3Iv5TaWFTIjoraKAa4qoR+2y810rJpu6iSM0ghBeI+bq3O84JSlOR2QxnhL+Udy373EplAmJrSxSnw5q0PpzfGQVZLprFsMoXaxTEZ/Np/b3W8fL8xZy4cDrnSI0sa+VpUCMjLqqCFmObUMEt5/F8aeRMK0q77tFZVjIUK9vFvcoqjxHLuRolUet8Lvf8rM9j7rSUDy8c1RcUNNnxU8+dn7XOFYqjh4s2/pmHiGDaHmyD0ZzUsZkFiQ2tJlozYU4nzF0iysIiAVXNqcniRAyJ6GCyFmMXfPsBZCGOue/TApISU3iPxgTLPZZA0xpMY2m3YLwQdjdI9OhNZLm6wxwC7XhP3D1nw1dvmNlhNoHmywBvZ8z1mMFF41sSHaHpwQ1I/5BbIFwj2mHlK0gePRzRMDNPbZY5XAA5wTDBvJCmLUlb/M2R7uaEti3aCmITdgmEOBDTPYkjSQU3K/4+O4JiM0GMpNEhMWLkPo8fMhDD9ieMndlfWfq2w77dodsty4cTywGkLft6mJF4RFLE4zFYnICVSJAJjdDMirpAalsQQ5xNDmqNiShKahsw0O5z26tadBGCu0YRvJmwErBtwtiAWwJZBC+I/tSS5l/hDVwv4GaLPS6YWbE+sFhlKLSbTT8W+fbnDLb8v+pHr/uOFjlLqeCOy8mb1lu1Jn2u6HpTzmhF8aeLB13Ou7o/prMsIibrTKuump2mK2hNaqSDgLjibDAYm6PLxXRUEEnVd1dDvnD+XjgnxZSIUskAKSlRFufqVr0urbJUBmgpOW9jWRPUcKb4vWyjkrvOWEQzgDCVvVPUFg05ZLCbyXXLOk6sQnipS9XN6r5d6i+1jcveIEUXq3JujQB/MRaqo6F2dl1HLSqhOLKLI2rNc1P6f3V06Dlg7IX889NHIvHEgUGFlBwuCfZwg0nXpPCJxR94ep54OkDfOjYbgzOJG90S+y1hvyVNEIjYRml7QwqJeQ7ZyWAyPbVOAzorrV9wJhGODSye8XBDDML29p437YQXT4ieRXcs8xVNfCTodzyFyMNk2U+JV8NIiI6n5R1xUsK8YJsjr/rvcrPMA5oUHxUsDO7vUKf0pqElsF3e4xTiHEmpwf7bgqZI/NQwHa5yv8uMmYU2WnAd4q6Z58jhdCQ5oWs2qB3px3sIAqEhdcr8zUeihXHaMo8b5uNEihYOW5z04DuSJJ6PjwzzSNBPRHkivBqR9iPL7p5wa0njM8f773FupGmEEO8xxqODMD94ljkxtx+JreBkQr3SfLEjaeTp8IyEBeZHjAhxVjQ5JnskdCess/T2CuzCVgJ+aRiSR4LggmKiwSchyMhJ/sgYG07zHsTQ7FxWm1sheMfxaEjDz99LUXBjzhOaUo/ahnm8YwojvU34nSKPCwwG4YpAx+NJmJqJYYmEaUKC0G8MYi1X7dcolhh7RODaJJI0TJsZIxHDiI0zV/pA0sgUrlHj6Z2j7yNMEX1MGSgAtAJRNjg8W5cwTYtubgj2idP0SEpw1Z0Qo4y+Y5YFIyNWFowdsdbQXeV1NyXPPBri4ovtbsKbyMY0tNYQh1c8saU5JtxkiLYH0xdAcYJxQI53tPuZpr3O7t9XFhMtS2rAJTTdoxrp5hzZZ68MmjyLHUlW6XdCsxFG+4FRDCm9Iy07FqvETUPsepZmQzoGuF/wXnCNZaFhmnZIgqG5JlnP4q4AIQ0jiuJvvkGTYA4eGQynpsU40KcRNweibUjWElJLSp5osr1NZMPGvUFGC58e8ru6niRNljxFiky5w9rfICES/hIhtczdAfXTzx9uSQgfLcnCfNUQveH5cWEZE80YaTSSdoJc5f1MHzyJhmhbtNliuo52s+BvFmxaaKYDRg3GvwLTok1HjELsTkQbWOKMsZH01pG2hvQ0wTzyNjxy/QxP05YptLjxitOpp2/u2L85ofGOT1EwJvJrcWg0pCnRJM9Gb1m6iT99dU+/jzTfG3onXKUZSYbnuc/5Wq5PWJ2g7dHU4MYOnoRjnDm5iSUt2BA5mQ1T/xXy5DFPDwRzwH71mPUDGhIz6XtB2OJsBiaZkAEZw+m3pNnh2i9JIgz2HpgIwzWqW8K2I3UWF/Mem64TyszInuXxG7w2JD2y7CLLlUOWa8zsSOmW4Lc4M9M3kdBH0m1HagT1DhZDwzXGOJ53rxFp6N0Txiws1hDpmXVH0A7nwDYTtgO7tVjrcA6cF7pkUJf4uEk8XJ349CbgPt3Tz0fm2NH/4S3Eiacw0SSP+3bC/owo1l8Qm3NVNvtMLSPSIpWOSWym+akCiyroHaLPL5TOSvmQFcoOTZs8icyMEJE0AgKpzyuuzbkflAOZEskBDaYipLkwyosFOpAGzIjYzPNoUsxIvkLNlMzCSkVSBStAU+Gop4SxSseaoFAEIdcRHoABket8TSqCj02IzFnBV6EmnhZ1SNrkQWoalIlkQ0Zzxw4IqDmRBUqXDSA6ZIU7Nqg2RThyhaJH8zuShde8YlckYBawlCW3mTpEt1ko04KSl2IIMLmNpSq26VhktGy8zrZoKb8HxLwGswF8RiBqCeHXIuhFzUASY1HTA21GLpoT4p4hOQiZ/7/gWP72cCs8o9jc/rmNEhquyYm/R3ABQyoCdLPaHDP1UTE4aUZ8idgc6lwjH7QIugZwJbdHmovcbV+0r17y1KMIxcFTw7BNpvsSU5Nhx2yMSAaiz2PTtghanAsJSSWkUTe5LtXAYmaqoTa3UFYQxJWIk1KLnI/CQyrRHbhS34zsyDaMKpgXZagoZTl8WsuGXQwtqjkfhWYUZo4wKkkqbZsVqoqmoia/nkHmck+haSiI2QrNUmOykL/oee4bMjoSgZARazXhNjG3Xzbo66ozZA5czcpIjaYyhVqNagCrRrPSWUmoyUN/crxdHquTilUnWZMXfnbpmULm0iiqF2ruCzPqeo1Ww1DR9V5S3VzeIHn9MdXRkpUqEdacByteXM7X5ycVZwNwSauEzQ4hK5/dc6EQVsfOuaxySVF2z0j3rBib6qAxmRtYgJQSKSkpCSaavKaYbLAVk50hGquZy1J546UqrZWqCSGplHmZn7POSD130mpwNtXIXNF1pSyT+2lFx5c5IpdG9os/ztEuxShZ7JtnZHQxWFzYBX/BKDsf602fGZp/rLAXevJF/X5Y2GdlVRRkNUysk6QUVY2Tnz/js0Pl4l59+fmC07nW61w/efHc+nedL9U4UO82LyshF2VQ3VbCuex6bXXIptInhhcJRKWuCZ+Xfa6vrEbe9YJ8Xi+/13fUH/50Ua+XRzUsX9zwYvJf1qrOxct7L+r9gzHzt47SVnVf0yynYArXN4ULXBNake9GWBN/Q3ESF3mv8qZLKk6IVIw6Fw4GqU6NGlVQfld7ljlQzrRH2XCWkcipyHrFCaHFEJ+W8sZ1rS/85FqQytKW8yXXQ6XcXIdpeX9qZNgMNckzhjU6YHVCRNAZkZYc0aCsjnCKfFITcRfEr9YI23VN8VBoQmSlF82LfuZGr21WHQgX0Q3FAVMEqyxDobkv1vfMeahyvYs8WOeyKW1cDIvnZwRqNImS9/s8tmr0ZAGRVBCDRuBIBee8dHT8xCGC9FvEd9hTRJaBbjI0saX3A52dkcMDnI5E65msRyRhbyOMkXBILE4YncM3E+32z+gE4UPJ10FE08gy30GMtOMJa2DrbrG9x14JtEK8fochEl8/El99hzcfadWytIaIZegbRq4wVxPt353gZsK+GUjHDRx+RXKO0HloZth+gGQxTzcY7enk7zCxId39M2leOEpHMJa2n7E2wvOEjIHgbwi2Z//mns3NI/PSMS0gc8TOCzFGQhxQZkjQLEr3GKBdCK8ndFH03mNSwtn3YAJJHAmw2wnfQ/vqhG4aDl//J+b9nuXhgXgCJ2CMYMOEWRZsNHhavDhaIJjIbE/IBP2SiAamrkeTYTlYYlDmMWSR9k2HOGF7LVibiBjCbFj8GxZtEXuP2BNme8S3E/o4I/NMEkOyHtUtafyCRk5s2wd0FOLTjEmRphlQG5ltwJiFffuA/SUI9QqoKDMkb1dlPknKKP9UhC6UFbCDQ7jMJZCyzHuxZCvx7MSQSuFU5p1SonPrfQasR9dIczLFkmkR0yPSZ4yWy/KWSKZpyk4Ij5F9mZ2VGrVQvhZ5CHHlVcs+scplbT5XfbqrfhtyFAsFbKa2rOWh6IsJE6uj0b3YX3KuubKGy3lZgaWIaZUS+Cy7r1F0aNZP01mmUpW13pB1TSk5CzPI7Cxv1fVS1JZ9O+83a0Sa5Bx9+V0kr4lVj5UcyaJS+jzBeY8K5LyMZD2I+to/X4JLKHc8YoiE2OOCwz1+iTtuCc3E7J+4G0+8/zTy+kswV8rO7bjmCnYDcnPN0zTxnTvSOKXbWNIUiacZZwzezCgwDgldlL5d0Kgcnlqieg7Dr7Dasn/9/2bbP9CajhA3zOmKeXxFE/6A579zF77kj+NX/If7xBcfTnyMr/k2/ArhgJU/s3GRd7tIiMLdvaLB0E4t0XoO/j+jTtjLAw0TN/oRx8yd3TFKh/+3Ee5GgutIdoPdzphuwC6CTw7xN9B8wTR85PHpj0S/ZbN5g9fALnwkiWGwV4T9yPiP/0bQjuP/9//OdOp5fjqiE+yPVzSpg288oVfunp5IhxM2PiAE4m+/hbZluc65au7/eM/0/t/Ztw+87ifsFPCxIZ4M4wfHbCPj5i/QRrw5Ytue7jf/kYXEp2//TBwPyOMBExxxgGgco3tk3kw03tKaV+zSA5ICcW44pA02Ca0qEhu61HIwv+fZ/A9CvGU+/I5d3/LNbYM0hrS1jLHh+dGwxJ8/3iQpboiYGBmHhkVahk/fcxoX3vzDhlevGobHieloiLxm5h1Hc89kPmDmiB1nOmnY7bc0tmXn/4EpJD4cJ0SUnYlEcdztBxTB6ICLA6/0e4wuPIYtwfTsW8+OyDKMpKcF5wVnF0bXMLsdnfW0Xgl9x7x/x+xmluERT+TVdsvUNjxcb4lpxA53+DRhOGK9pX0XUaOcvm+Jk0NjgyToJeBtpHUt2JbD4QuOh9f0o6WbGqLdI3YH5gnsPRwX5OMT7auW7fY1qon4xUKcHdPzjmSPLOmP2DRxMy1YNcyvbgjGMQ+fiLLQXjdsdsKH+Y4hTLgIZoLoleg72GzR9go3H/DvF/yN0GwtB3qeBkOKDtMG1Dqiv4Y0EU7fYlxD+/bvMyjin4/ERXlSR/IR83RPG5WwbUnSEVJDiI4gQkqJa7li7xvm45Hp9AG93qO31yQxzKJokCxzygbjvkaWifBvH0hOGd88ZRH45x4R5vcOiYb5tzvCznN3N3J6DmyXA30KmFuDuW7Qh5b4viPuNoSrHdp2uN0Gdz3SfjXgh4n+wweiXDE0f0c0DZPxaFyY4z2yLMzMGK+EbxrMtRI/fEJPA7/6/o72MPIp/oqj3nI6vebZvuHmzYEvbmc+Pb3n28cPfG1v+XvzjmMyfDomeum5lRve94/809fvucLx5g8GJ8K+G1F1fP/0ltlYht/d4ZvErtvgTEtz7LGL5VM8cnJHFo34OTL6PXftLe7jPe79R8LbA/6bJ9ziacaW5VE4/cEgmx3Nl1+DzKT5IyHB8fAlKg2etyQ389R+JNgBPr2GxRHfgLZg7w0yGuQmQj9w/PMNw8c9y/DMYXjC/IPHfNPQPm/pD1+TUs/c7PFuYtvBsoH0hRBJ6DghKdJhSKblw/WXRCNc+z/gzRPS3qCmZ4jXzKnnyic6VWTrYJ9ynrBJaURo1DL4xF+uAo+vBr7/aqJZntiPj9jplu3xa2Y/c3cz4eaE+27AhZ92ev2CSIiWLJDYbAy0BR0lhbt+TXZbE4IZkC1nNEQkKz6Fux7NM5pqQDCgHatgWAWLlTrAFGHobPE522IKGr6i0dJCNY6eJdKilK2UMrXcrDxLSWJ4Rsvnz5xsW0rZ8cLI4BBtstBTOEQzKtdS+YEphipsEYLLe0lJ0IXpym+ZRiALu4qIZ0VaF6T9Wh4pS65YREOmZMKhxSgszFmxX9HqNVqlGp/y+bMQVw1HJT9CtYpSkX9SEI0130D2zom47CAown2uWn7eOcFipSS4XvshU3MWJ8rfOlzlQa4RGuR3SEURkOwgyrk1MsonA+YLqs+kYjihCKRV4c6cjRmRE3I7V0cS1QxUozAuFG69MJisyn4dg5dWuyw0V4SjVFRpDGvz5jL7l+8rxcBqKkfzOSKlOk2qsWw9VyMuLox3soagQ6XFkBI+viKCTdWqqrGFs56jlPpng8Nqv9FQ5nAdx6G0lmGNEtBIppeyq2IGqVA7VWNPVqY0VkNRGTuxGkyqNbecr9pUcsWWVn67tERryQ8S8jpScfVrRAL2wkj5U0cpt64ZtW0uPy+PMjblxbkLA+KFnVYuqpz78a/NgdrPZ0XyTJ9kylSqEQv12Rf9CKzRDJfXrXlsKnVKvbZGPJRnlbVnfS5c/Ctcyyuauf4u63vWdTTTCZT5Y2y2XVY+X2PItAAKqdAaaR5RuY0u17xa1YLZX43EF0bvupwJxfn2oikv+m61UJSSPzNGr+v7+Ta9vGE9X+pwQa0jnKfTLzpe1O+isB895MzQ84Mb/9pNP/aAz+/6sbL0B3++aK8XV5/b9eVkuJg88sNfX5xbG/w8ds/dcdHRUtY54BxpVc5WZ4Wa0hfZAF/RtLm8PPcu5+IZOX/xrBfj5KKOn1/3o5P8clzBpbPsfM+lfMLLsfWDQz479YOB/dcP/Qyxe2mAQ6E6gJHzPpiqnJQ3bXkRGVBn/UUExZqUtD6jyjo1AqIWp6Bl/kt1XmdrXKZGqU6NsjesHVsjXYuhXAuwZX2vy7Yo9Sjr5DmysTbepQOrrIVrQua6kORnimQayHNU1iW9S33khSxR+1CqaF0pQy8T5ZY6vBgO9dk12gDW3GhV7qvUJtUhXsADK/3V2p+1HdJFmbmddI1kdqWM8rtc3nsx76qTZZUTLhwsP+PITzxCmklHhw6C2AkjgcDCJAF7Eszo0K3BbMA0Fuc8xhqsccxpJo5HJEYmBszcYKYrVKVETgBkys2kHklKmnvEOqb7ObOoxga1DrnfIAeHjgthjmhrwRv6YHDPBhstblP4g0URPJIeYfak1CMtuM2v87hKW1Qts/2AYLGFiqZpOpz1xK4hOoNNE64JaDRYbVATGO2JZexZTgbmDTL1SDNh+yNWlIYGqxZjW0gt5sGgKRDsknPOGUBsSWBsSK0lKizzRIoD6fERSQabQNoN4gp1qkmIZHoFa0HpmcwrorYsyYIP8GpAnbB0FhaPsAUMVnMGlJ4Fg9LOGQSUpoRdlNB9IDVCIKApYSaDhp44WHT0mOSwMYOzkgZYAjxngIB2GfQyxZFZlCiCJIOZN5jP6ev+6iGIXqq0dV0/yxJZfDQXEflQ9dYaHaQ14qCumyVPSwbKgKyRVBfOOMn9gbFn8IYoOSdgoacSWDFgJjuFTKVhEpedEMaTdeTzXpX3q+yI1NU4XyOki6xVElqLXERM1DpqLafoDVVmNzkKQnUpBv7qpI3nd6przyq7s1I85Rx5FpGcg2FdfaWuIIlMRZvbRoq8VFeii4dAlSDLmq/F6ZvzR0gGQNUy0fMepmQZUgqgUKq8Vmhz1eUxUfWMvKiVMqrD4ixL/PyVjTwuwhcYDFeNx7YLzg8YI8yyZ46/YnJPjN0Rczuw/SrRnxb8MTHakUP0hGTYpQa/QDgYghrGvieaDfF0A2qx4QgEdD+gKGFuSFEYecboiZxGpCdMN8Rhz7xNzOae2c5MrcGawD4ecb1l/PIN08mzPD7Q6JGdjjj1HE49ise3O6IXJp+IxiLOZeflvCBp4BgeEZ0IqUdsj5PfYFpPMo+onIgENAVEJoxT5sYxd4bFTjTNFqvXRH2Dmz3+dCS2EfNKkQ7ixw5NLdujpZ0cje+zSWEzoExoSBl5P80QLVPXszRgnnaYf+lolhm/zJhkMNLQmAj+AbFVG/E0sscZwbcQvTDOVyTTMT7csMiMjBEzRzS9ImmPLJl6DxswLtC4A97MyNggYc8pCYuOLBGW2MFiIILVDQ1f46LHMmG9cLzd4MTRzxua4NkhhF+gLyhCSB5RJeHBeDbvPF4UsYHpMTItidk4pAuY7oj3I1YSQSHEhti2xG3DkCzHJaIW7I3HFJ0+Y9QciiGGDbNaHtsrRBaM6eloWASOJKItVOhFPowhEacEPudj0kbgnRBnxzC+Jpot1t0waWQIzwiRxu4wtmM2e5IV7JCjMLyZsG1ANgrGEB4Ny9zgfYPVhs4ZWqs004KPI1OTSN0JzEI0ef0yDkwLzGBCwoQJITD2YMzIzsasPRhLSIKkGYPQdC3JNAgGDWBij42GfrE0szL5wOImpnFgDoY0DiSZkHmmeQi4TWRzHbFTxI2BRCLGZ4SA93nNtycDyZB2DpNipuUxkdh2zEnQOSB6pIuCJsOsBxanLKHlMWzwfqLbK9rMkE54adjKhhBmltMRY3ps04ImojGZAn6UX4gfEfquwyTLkBLjPOH6RG+hHQJ+nlATIQqh2zLYhmQhJqVrYNMAu4g2E1EDdzuDjdBPI1opVTXhkwOn6JePSBMY1bEc4fQopENHe3qNzgnPFTvpME2g2RyBDcPwDcv0COGRgz3xZ39HsC2T9CwamOPEYR7YD5ENgSUeGKxwt5lAPGm3wxiPN4o3Ft4YUjIscyTOMylGVBNGFGdgkyZCmli6hfmNoLsWsVcknYj+Ebyn9R3SLBy7Y/Z1Hzd5n7UjhpFuGEguMTY9Io40JzQobTNjtjFTWzYZwKuLMHBA/IB1I343kXaRYCIqjqAdogaTJmKInCbLRMTdDVijRAtJFdtHxM+oPpAU0vFAlBNJLNpMOLvFtgk3g9Ai7QnpZphm0jwToxCicHLC3c4wDwn/3wT/YHBiaGxk2z4yyMjTeI9ZDLNuiD+D9eYXOCFKzoRUlCrzCFKT6hpIEyu9DQllD1wBB+CEMgFHRDeI9qgk1JwK6rokm9I9mdPzGVBUcziwqWhTMnJBNScerEINKTs5xAiYiKShRBO0QFvkyCqoZNS4mowCQZesaEhTBLQLY7EIUuiYKsqjhocabTFssv163UhSEXq6IvCV9jBZWdRYzGvagrSovcptVqmiVhRdk438kezYKAmP1WSkomhLNvYPSBxQuUZlhzCheiwSrs9I+dhW8a60eUa1mMLLriaShcscSpm5RmN+Bu1ZodWc1Ac5ITqjZg+Scz6ghVZALZo8mcpqQngCPCpflnZ9LmUVzua/dTRdFhzH54y6tNnwLzHm786i0oPkcHQpQr/GrDjhA2KL0pVfnoyUoSgSeSwIFg3Z+XU2aJSoGLMFfMlRXgRgkyAVqqnVKF+F4qqw2IJaNAUVFSGMYEwJxXYktqWvB7KC47KBxozFgJM30tz8xZCTLGLqHOPsa0BYaZAwoE1xwORIBknZQCKVL70gKSU5qlFXVFFfFIBkcnmhLflanovDMHHmvM/st5mzOuZ6pQVlzPMubnM9tbxPic7IeS8sGotiV0PYU1YqVuVQSnSTzIU2ykG0qNXiRDEv7UoRWBIYJdnS5+U6EccPk97+9aM6q0RTMWFdcNMXI2PW67T03Q+NrtVQLJ8btsv7nXmD83pSkybWtaSajfKalkXolV7JVKXWvHAgrDpjrYmpMz+XZmwxBhbHQNaVBVMdCpfcxS+iIKpDpDrVTKGskvWytQ2qDU8sIoo1msOak0Wrs0hzYutM1ZRnnpZks0mr+mrz+Kr0J1rGuVRfVDUUVqWT4kys/X5ujIroXh0Ya3flvytFmFx4EFYDQPmy0oil+nu5MRXSHzn3+//UcUk19YMyClHAhVdrNbav9f1rLi198YHwYozkv/P71EhFqOtOeSdqRIq+KOg87D9/8hrGxdlNVa+7xEDKxXPLMwuPhq7XXpxcDbV1nagGprNxojonLoGUNVov26X14nwxh9Q2eEH3ddlsdfZXqrHL9/m8MS/G148MhpWm58Wp2r+XxX1upCm/XeaH+JH6/uhRKYXqvCjoetFi7LcGjGRkuZrsME8l8sHYct3FPzHUKEGhABEYc/1SrWN2VuQoAsl7UTGmCYLY7FSQSu9TqUsqoIUF1WUNglB8ljeYQQ4gBk2OnOy+8ofXtbaCCGAFclRZsbx/XYXXKJA151lpcxGyM8Dn8mQqxslmdZxScifk+5Y8Piroo0DOcvdUOaFSLbEOk7NhrQ6AAsYxM0iJPii0KVR60oLQPpdbZIXyvQY7nemXJLdXlWFNA+Lz2qVa+iajhj9fx/M+x3mdqLmdfvaRmPUejWDueni2mJsR+sAiymSgvQf3oSN9kTBO8b6l8T3NsqEzVwzhHn06MbuFwzDhww3707tMEWSfCz4jU0oEHUiasuF7UR6fP7LIQt+9wfse+0ePPEfC7p7YHzDOYLaO66OlfzbM1jFcdUjbInKFSRM+fM+8eHS8RnY9/vX/hgAhDaS0cHL/AsBGb7Dq2LZbaOBu1zA1wq5/og0z7smgQ0d0M0/+jjTviY8OP21pxi329Qf89Sf64LiZNiTZM/EVTIr5eCK5hXg7ZCdEMWxbbREcabtjRjh8+iPLfKT173GHAUl72F4TXSIZRcyMsTkxqLMLs9kz2StSSOgUiduZ8O45d3F0mGGHlQ2iHY1usZq4knssM+ZwhBQxh0CMyun1d4TtiWW4ZVw2pMMOH3vMKSCniDMWbyLBDMxmIgwefWwx24B7M5BSIMwjsxqWtEGiwzzfYtPPHG8KOXrKFHq0l04FKbJaBkCkIo+UiO517S0gmSrrrmKakvOwXTjI1V0+GJGcQ01MSZpsEmIiQpOR/DYvm8ZkJ5CxBms9YizGeoScv05Viv9Ds+64PqOi+BVTqYQq7ZJpsiOXEmlWowy15nRTVnCaMazO3LRAmFAcqptyXQZ+rQ7TqlfUfHM1cro6ly+oYvOVqYhGMeuSlByS6zqSda/stJXynFgk7RqN0ZelOO8rWgGA5gL0ttLVpVU2rP2N+LxOJofEsoavK27J6UFTtokL3e0X6AngMfN/wNHz5vr3bNpnBnlkYeJ5fMuw/D2n5r9zuDrgvnni1f+y0Aw7mtOBpwf4y/uO/eL4InXEJTEOgak78vR2YIp77u6/xmjirXnA+BPT2yfUCv5hjywwdh+AyL4RGrlmPnxFfHjNZO5Ymr/gmgF2Dd7NvA33NFc3PL/6Ow4f7xjCn2jDzOtwYtKOj/dbbNtx++oLolEOek8UgzMtJil+OmHmR+6G71jiyGbzBucaWvt/gv1XjPH/w6J/QDlAGLHtjGkNU3fibnOPddf0/i3u9Jrl7rc040B7f0V4dWT84jswluXf95jFc/vUYLRBNj2xSXz75iOTGUn/9Rm9W+iXLS41HN71PF437L6/pfunPd3r72huPzBFx2i2OB8w3XeI64ArHI5W3uJ8ot2PjNrxx9PXTGPHFF8RzBOyBFxaSPF/JaZrWDqEgLkJuHaiM3+mk3tk+M/I9I6BT0w8Mi5b/LzDhYgPASe3bMMGjc/A9yy98umbV2zGlqt/u8UHw2sM6RcYhUGYU4dGl2Uh13Lzu4S9sUz/48DztyPzvGGxHe3tRPP2I+0w408LB224jx3GtyxvthwH5fuPM5vW8usvOlwIyP2AaMJ1nqSeZfHMGnjcJfCBPl2x04YhwUEXpE/glfkIYQJ3p7jHwNItTP0TzZuW9uuW8H3D87/8msZvUP+WSe94nv+NxjRc+V+B2TD4NxhVuqcJ0ZGuO8EmYX/TQ+/58J1nPLZsjxuapeFmY9h0AT0OEJ7BLYT9jNITZYNeC64VzEnhXrEh0ExHJgu6P+BM4E3ROe9dQ4zgwwlrhP7mFhqP1YBOERsTPvZcjZ7dCQ67mcGfmA7KMEzY44xjwpwaNs8TzVeR698syGFGPk0EkwjmgHFCtzFIsuhD1qF54xErdEve/+bdjll72uP32KeBjXF4cRz1jlEPPC5/x2F+yxe7E7e7xBJGpjDTyTU7uWIcDzw+/hFnb3H9DckpS2dJKBzkFymoIobr/Q4nnu/SPc/jRHfl2bbC9n6iOx1ZuCFMMF694nG3QQ4PmKc7rneJX90mpmbhqT/y4CJ/Mo7dEf7j4xMSBZsWwGHNDfSC+4/PxO7E850hHgzzt9ek5x6zfMkSG/Ye9lbY9AvL7SfC+AUPD3/PPP0PzPyBu/aBv3RPdH7PzrwihMAwnWii8A5DIxOjfiK2SrQD1jv8lcXZjs7taawn/doRG8v832fC84kYFjQlnCTEKTfzQL+MfNjB87XFsMPoDUn+wsz3uG7Dtn/LvB2439/B2GHuXmOYaNv32Hhi+/wJrGPe/y/MpmMc38MycNOfaG4mYqvoLMQHSzoJJ/nIqbvD74V+Kww7x+g8g9mwsGWTFm7CiYBwv3jmU6B9eERaYXm7xRnFXS2ktJCm74hLJHy8Q5cTkx9RPFfe07R7JGwRs8Vsj5j9QHh8JA7PMCTSkHh4t+NPX+7pHi27/6ejbSzdzrFpFl77bzkuA3fPfyLGnoGvENP85Dj7+XRMGspmXUPcq3pehbWqwFE29kCORgjlXovqloyuLog2nYtuU1G1VWGqVEE1yqIaQ2poa1ZytaA5ZKXkyVENWdDoSplFqCnKYkbRZzTOGplRcysonNFnNfx+LHJJ9qIKHWgxGDPm7yVRcUZ7FOVaSrg+mUJJNSusGbgmRSE8kR0j2TFQEwALvhjltJRji8CWDaq5rS/C/iXmMhREfAHt64XNohjPMUBLDcGtxqeqXGrhi16Pio4u4clStVGhoPAyXdZZKZVcJyaqpzN3V1GWhfI5ctaU/8pwS4UaqPRdpuZJWQmWQvNjqpJtitJfEnKLpVIOSBVKKQrHWaNexx1ax059v2Jo1YoIMqv8n9H11RFwsagXY2rOR1CibIzkotIZ96MVsahDGZ8vBXkq93+dC9UIu/67nCtVgK5m2GpMvLhP0gp8Wp0sZU7papwp4646WorBQUuIt9apsZrGz0bGdZxoNeh0rEhOWI0xOT8G1CiSc/3jeVys45Hcf3XcaIkAsBZW5dKV512sSUUJkULbo5UHVy7G4k8eF2Rh1e7JRXeUvy8T99UfL/vgBVhUfuxPufi/Xtx/2f+8/J3cDjVhtDHmwjHAWtJZaT4bajMKTy5QemUUVUfDRZQFF7/VGlQFfv19jcy4WCbWFxIq4m29x1hIkp1VKiVfj2bHBykryyWPRHX8VNocXamC8qfUNalGoazt9lkrC1Sj9jlvxEVnrFvW52PjbHR+2V1nh5NWK+L6/XzNZdf/7OPzuv9YvX5Ad3S+7qdH948Owh/8/LLudfxcnvlsIvyNx7zok8+V+xfPLYNotXiaizeqMsElor2ue5cFnT/POSCyoaQaeuXi7upA1LVqF/26NsYPSdzOyPrPn3vRcj8YAOd+E5Uf0QPO8/9868W4+uy3v/b1rx5rjofLEi8iQVIx8GjNMWXOzX5JLQQ/9HusjqH6gtXAU36riV7L2mOK8yLTjtiyhxdo8Grgyg7LpKubqOyp9TlufeS63sG53msNLxG95Tl1tahbIRfntES7St1bzPqA825b16LLtq1rSy34XCnlQq6o47s41HRtp5KEvIzZFcCyytUXY3Jt81IWQgV0VMfdOYKkvu8lUKLeX34z5/5bo6tUOUe8VNnocl/6uQMvF5UWIYnQGMW6lGkfp5xHS1VQF1g2EXyeBTEo03RCQwPGZ/RnbLAp0BGyhC8hv+aoYAWzy/uCtQtGUw7giEpjHFYUNx0RRpJPsIMYG+LzG+Q2IFcRw4wJM+qF1OS9SIeAnwJ+CZjQYtMeEz02ZONqSieUBdtkIEm4bYjBI6bDGEun4KPiUlfErAV1D0hosaev0dQizQlpBHNlsLsB2wwYrtHpFlUPaUJdZH49ZoBVt0EIxPmUu6kkCjayQ/CYbkLcAKklTYqJgsGiElG7wByRKZX55UnWElufE8gyYTDYp0QG2XSYucEvWZ5Nm4TaSJARTXNWbZID53PKON0gQUjRE5OQTgEdRyQZnFiMTYiPGHX41BEJLDJnQ7spa1BqsFh6Y7FGCX54mQbgp8YbZU7V9X2VF4sDcJ2qWU7O1LlSxIs6F+p1dZ5dyqaXEXQXc6EKygiVtkhqXjMpeR7EVimuqBM5Al/EIwUstzokqz6wvnx1/vp1LxQS2Ylb8iNe6jGaQy60lKGrPhSQQkFVZaJzBES9t675dQ0wa52yjFbkv7LOVN9xjrDN0elVRhdSbmfOMqPWyPWiC2X5zq799IP9U/WieWt9yppUTBhaZFEVKXnzShsgWfdd946L9XjtYnPeS37BISiuGXCiGOtQ0zO2gcEeCdMOs3iu0gIS2U6CPnmGo+F4SMxHpZsTbUq4RtCQSEMEJrpwBCM0V4+Y5HDzG5xMtNMMMjJOfyIGQXavwLcstidFg41PNGkghANxGTIoTBus8ThrcTohwydsesZ1Ofpl0T1JG2zyWO+IzqAS6ZeZmIQlDTmyzC7QJHp7S0ukvW4zdcrxiTh58APYhD9a7NDio8cEj9OWRnpw16TNDTFaJvMe606M2w/gR/xpQGUmjhGNls4lrIm4LhFdQsYSRdiDuRHsweGWhrZt6bsG606onJjSM8sSUHHYbpf1o9Eiuw67vcLQ4h5nVOA4FmvOIjgbaKb3LHJknjckNYR2wpgn/Dxh1RLGCEtEdhZpW8LGEJ0yL7AExVhl40vEkgYIkTCBcRHrT1hpcZ+2mcP99JQpcd94xP38vRQRpOnzvPGbnGfpcMSEkTgZJtOB8zjJ660PNucp0RxppaZB1OFGxQ9Ce+poY8KfjnmKTD1JHPgZMYFmPwEB0Zk0RzQ8kbA4P2Ddgs4GZotqi2lavM8sy0EXTlMgTS1matBFaGPEeiH4gDpofU9jLd5HhBnCA0YFaT0IeP+M2IA99bAI17FjIw2tbPHS0sYJN4/MbSTcbLDtxE4Ns1wx8QqbZtwyZGBiOBAlMuwssxNCZ5AAy2ODCdDHbab7tTPJJCRNpDgTxi1Kh849EpXTnKNe4pQjK3sF0yzIEpEWmiRockRR5kmxamluNsUBMqKqzHEBLOIHxAb8ZkKtMhyEgMXZEcOMDQlrhOW4EOaBEB00OxyJrnnGugNqjkTbsegGjYoLC5IWnMk5NpbmgDagVyOo4AfHjygff+NIqHlCEdp5ZpMSjQhustjjhAxPCHuEBusdzne4JeDShF0Sy6Asy0CcBbsI+5Oljwr7EVHo4sKC5dkY1Ef2pxm7JI6zZwkGHydMCizSkqxl22TyFe9y1NuSDgyLR12DNF9h+gXvJjp1XM0wK6g1mYpySUSBAx5nBQkGj8MuOUJ2uQ6IHdjcf4c1DqbAop4UAz4OBNcQO1cCChOtWvazQ1NPij1mHmC6hbFhNg6jyrvwTJxmTkcLzKTNicVPPFTwapjxIsybREqgi0WPnognWkv0kNqJNnTcyGucn5lNwI6wnxPLODOnI1Yis8sUniYAMrF1AWNgY494ESKOoBDjSIyJ2FxhbMfODlhZuNIer9c89pahlRxhoweyXrAjpESIiZkdV26PdYJtBPGBaHaM2vEUlTkpvRqCRObt96j4vz3E+AVOCNEBSIges4KkbdnkQzYUJfIAt1VXmREWVMccJcEWYZcLU0AXME9FQCpIPTzQI+YrsjDyPedkhAbYZAOznoAAPiOfkRlJRYEkgXmFyjWSjmg6lhDYHG0halBmlENWNqXPzVDeBTnk9+WGLMA8gCRMEQaFKxCP8ITII3mWd5mT0+bQ0exgtVRkGjqiVMReNZhnJ02WgXI0gpLzN0jqspHfjEAgUdAs6osyniM4IGQnjMwIx9K2myx8pHFFcmMjambQFk27cu8pTwTNFmq1xywMxppv4hJ9K8iKZCzCXxrROGWqKZNbJhtoFpShiNmVkmemGsMzddYjPynyBU82XBfe45LwGVuESJu5T0kFkaQtJJ8R7EbIqMGZnMMiR1VoCqhJiEmZbijk5MkqmUqshlvniSNIGIvu0ZYohmIAlRwtQuzIOTvqoJ5zbhHNSZoFSpJNipBbDOMaED0UBeImG3PtCSQWLtU6iUBzQgVEQxH626yIUHNBxDLOikJV470vEJLYLMFLocLRkH/XwkctlTopFdomyY4BsdmJobEK8Z4cGVSEwqoUrMnsCvqotodKjhrRyMrhriUyx2ajiKRCvSZL7l9tULUII0JEY663WIt4l/tQl9InfZ5PUjlni8MyuqKE5EiYNZH4zzykIKuUyil8efbSMMv6+dLpcGmUu7zvs58ukO3ZBnVp6KnOpvI0yaqrMRZrHNbmv01xRpx5iwuz1cqZDpSoBWNeOo+kJE2XYhgzK4qu1udc4RxNUCMmciTDOZdsXSOKEohiSkRDzWOhxqGSVzJN1QmWim4oOfImFaeE5jwSeQG6NMBFLo81cqFWtCbJWA2A8gIRf0ZE53MvGBnqXbXIM3cZFQq8znM5x8ZoQe3rj/Tzzz5eNPT5h2xYOHfY5XBZx6FctIFeXL8aHGtn/q16nY2L56f9yHhdr7kcHBcPLzRHL6fG5Zi+fBHOv0vlu5Z12aj7Tz7ympYdqdVIczHgL5wz65+X50XPNotq46ighAKoqEbgiqZfnUxrU7yYOBe/Xcz1l43y2bXlPc4FXk59ai6m2vM/7K0fWGYuR8nfPi6ogfJHnbhlHU8F7IGQBbhCVq4B0YWVP+TyfZKu7XamB0xUEEd1WBuz5Mgt15ATsG4RPNaVdaREYdS1T1NEUyKlBhPzfp1SoTNKsdjP27JX1HW/zoUSTVGRvymgpAzcEOFFTggVkGyQq+ta3mczKhjTshr1tA7Kc3vLGm1VwxFDxWpctHQ15uvFvbquJ5cUSmuUDRFkWX8/GyLrnnAufXWkaKbvXHOZpOqUr31WZLc1L0TKRmSjFJEgc6ajF/toeUZdU+u+/ktDvVQIgyOp0Dml2yRYWpgsmhq0cTx3J07thG8tXizTfE9YPuGkpXENsnSYtKVJM51Omf/YDqQoyFNEvMG+SZg20jQnjEbSx440W3auwYhjPn5HjEeWV4b4xhD+/T+R3v8a+7u/YL/8gLQncEe03bP0N8T7wPKXE/1xZjMFbPQ04SvMknDjHZGRFO5RO+M3A9rA8CqSUgvvv8GPHTdhwqfIc7plUiHZ70jNt7jx19jpH8F8T9q/x16NuJsZ0XtEn7Dcko5/R9ITxG8JfeD4zYzBsT2+hjkyjXekGLLjRhyOtxizw928JjGjw3vi4YSzBm8saheSPyF3CR6UtG1Ytg2Lb1n2PTaMNO0T9jTg/qR5LvkrTOxpTx71huHdgtqJYXpAloU47CF5Npsd1tssag0jMSTmqLSfRvTuhLve0e020M7Qj7jxHX78hpmPLP4PqFPUpSw3hysaEbYtJDMx9ndoij89zs4DLs+OSvUoE4iurGXVkK5CpjtICrGCerL8UXNHrY4MU12PNbpJz/K0SHEEwUqbaixanK45etWXfzlBdV2hjLEY2yG0WN2QWEgmU+9k/Rkk1ci+DEDKOR9KJAPKmssCyl5WwDjq8xKpMaNgdYSSy05MgKglwi2PnwxyK/RuGlidECKZeQDKvcJKU5vOgB0jkLQBsuMsR4a15Px9ca1/dphUQFWJuMNcAKfC2pNZ/Ctr5WUfKKzAIzpEciJqlZSj+iqgIWle++yydmeWOCI1xC4TgbbrM8+oo58+xCTazSc61yB2QzQbHq6+47E7Yh48Zgz8Oh7wMuMeWsLvW56eHfeP0OnCK51oW8HtBsIE8VExyxNXrz7Qbp6Zv94i6RX99/9n2iXx6ukJ0si/P/+/WOSI+/X/A7n6huHphjR0vA7/jW38njgLaQRZXqHpGmcMXWdplyfsp99nK8sNWLvj5L+AxdIfLbiOqbPYGHg1HEkx8Sl5gsDSDjibeNX/PY1v0XeK9omHP/+B5elb9NUJ2QX6f/ZsnneobEm6pW037NkytTecbr8g6HtOH/8roT/SvftII7D/4Ag685AWrDX4/UzTWLqrSCRhvo/orJhXBvvO4v/S0Rw37Pdb3L4hPP4b4fAdz6llHBp2puXqZoMZOuRxi910uC922IcR/3jHEA3vn3oshhujWHNC478y6cJhfMNkleH6E6H9wNW40AWIn74gTD3mdx1yJYxbx2ACx6fEcBS8UV7ZwOIXZj8yPsH4ARqZ6Nw9Jm6J/8cbXJyYh39FbhR+d4XZ/AKSfjGY3U12XJo9Ig77l29hemSSG472io0VeoQeTzc4JGSblzUCjWBjon2IcGy5/XRF2x3o3V9QbTmd/o5gDLgDplvYffGMMZHxT4EwJKb5npnE7s2MbxLh4zXp1NG83sHVhmaINJPycVy4P01smh1ps8ceRm5CZBHhtBkRp1y1r2hsovczZpnYfLoH06DvfgN+Qxe/xaUR8+EaiZ6b9gpjNmCuEWnR6Z/R+T3DVcfpy1fsTxP7ceLJfkMwv2W3fOLm9EfG+cDj/J552/D05TXRGmbjiE+B48dAu1huu7cY6zjayGInxvjf0DQwTP8JE25Jww0sDR/lnxl5z/7ZsVm23Lwa2d0MRCNEgUkdo7ZMVnl+UNqNo/3NK/zziP/XhVkWPjUj6iLN5h7fOravJjDCp/mWeXZcb76nsUcalzCL4fnDienThO1eYZo9/esT/c23tO33BPeRSV5zlBu6CM1wxIQTnRuJrWHYvEe2gnyl2GTZ3PWY+AtCbyQS7Z+wurA/XOPHFvuUgdDN9IQs32ZtUGd8Enp62uVIH55wJ+F5EYIKiwp+tnx9FOxe4R+fMCaxiYGjwp95gpj4Lx9Hmqi8dw1TslzHe1oNfDCOwSivdgbfC64NJIk8hcjTdKC5fU3z+v9KIx9p5TtuR+GbgzJ4Q7trSTGShokFwyezw6pnmoR+dnRPe6wVhs2RZBe++Nd/YTMHnP1fmeSGbRhI8x337VuOm03Z4yP7Y8vm2DMtrxinN8RTQ/ccObrIpybwRk/859N7xmfL7z88MDWRw5snRp/4di+YKPzq6ZkujYyvs2MuDS1h9IzXNyxdS9jcof6ZnX/Du+mae/nEA/e8eph4fT8y+yNj+z0nEZ5ag5kjflhoXeDWjTQ+cdXMJBqe5i8ZEyzzJ0JQ5v2vMGJ42/zv7M2JfXqN1d9yf/PIp/7EZJ8J6T19+pJOX3MXE/ch8Y4tv/JXLJvIcLOANIzGMoSW+0VpAtykjuAnvnv9vxPsTyNIfkEkREVVRzJKK3A2dmbKIE1yNkqt6IaMRpGKMquynRjQnsKjQjVaS018uCpfqRgHtAgyq7UFYjVeFQ+f1I+EVIM/PZmfvgg5BcUuNd/EivKYOKPgqqKVoCZSlIrOdKtgmZXHAHK8QBm7osCnouBqeVd5aUeoEQxQlPlqXKnKpp7rtiJUoPKTZpRmSdC7flYjRjgbXyRdIEhsee9sUF6fowC+OGhqroySjIyav6G0r1aE8tkAVtRVzvam/C5alOczzUbpt7U+f+NINXqiRH9IQKRSANW2qHVXMsonj6s18Wiq4n6tX6VeKO9jLo1pmXsvC7zVaFanR040t9oldfW0XfRL7RuXkfjV4HtxOvdPjdjQXG7hfNWKRC/j4IeG79KfJNCSB8NoNh5oKeeFUdgUIbzay0p9VbLQTkWca0kWXOYS8NLYEQvYs7al5Pn04igKX23X1QHymfHx3NRcGjrWZ5X5LsW6shpykBVwe7YFJYSZc6K9Ymgs/SwkUg3T/kU5IdYK/vDzR4qQF3+9vOBFH8rlxzmSpV4kcm6rl/dd3CFZ0c0h/xZrHSKCLU6IPCV0bdYzzY25iFqoY15Wpfg8vc36/RIdXv9cIyPW8vKF9b+1u/V8bUWtZSUVjAjJ5DWEZDDFIZhUV2emphq5wXndrH2vl86Di/aWi+8X59cV6uLSM7793Gefj1K9LO/z83r+YY1/efHbLzzWqXNRyA8u+BllvKjAZYX08wt/5DmXnUdt7M/O/1jtzm0pP/h+HmufX3sxqPK1FXW+jtHP54U516u21SUi/HJMrJRJ2XEmK8WTnh9dVxetA63enu+TFyvGZZvVSl7+zg/P/3hjrbfq5eV/8/jrF/wwTuOvHdXIfq5X5drOTpcqA31W73UcXFT/RTvni87REbUvoUavSXGK5zVLsCU60HmDWIN1vnCil1JjQlMixoVolJQMxOyASNXJrDVKUdbyszxSHbfFeLjKbPbcxy+Gf75O6t5W+FKk7GEqL416L+aHnOWwdQ15MX3r2KzPrQjcS6dG+aclevEFh1gBcax/rz3AOXlTupiml7JQuW6VV2qVal2LKVRTcSZdlP15/Ws04bnRfvEhgBEleSVJQmXInnLZQWpR61HTE80B9JnkAtE1GBtJ/gFZFrA9iCWZknvDL4V7O1NUiVekiWAPaAikQ4LBw/Y2U3+F79E0IW3A7BXbPSL+Cnu3YP4PA35L9D2BhjA5WBZ8FGxq0dSi0pN8QH0kmQyIcTYnvWVoYBHEO0yyMC4wCUmmnBywOqZMJDmTo3yTR2yPcTuSGKY0F/adDSY4WGaImbJGxOCMx2gx/KpiTcSoErRF8SxyxEjEScKQCHZEOYFsiDhkSfgk2KgYE4q4l+eIkQZjEsaAGk+ye4zxWJ/3Z9scSMZiZl84oDs0OWYElUSjE0SDLC1WGrrlgI2ZB133htRZois6SoyQZggDQSKIJzsTA8SExFgCjzNYR4PJdur/qXGn6xp5XvPLHDwrohfjWy/uqHcpGVUmZN2vCktnveLl2mfKlqb5b6SsKxbBlmiB4rygRlpVIF4qta6gHvLaLJ/XE+Ti+Xmul5wJxQAvxLMBvwqHqawxJYpU9CIzwxo58tmeXyNOXzj1c12lRkZQ80nkC6SC5ohFZ6tyfa1v1Q/Sed2vfVSpU9e1rOgpL9awi/pVXe1SaK5re7EjiMYMuFKLrvpFbfv/uTUtH4lMNT1y8II6z2Q8kS3JO2ihmw3t5AizMkwLKUw5054RRhGiF2iE6CPWzhmMtRhMSPj0gGCw+yNMhuF9T5r3YG9xrqWLG8zckE6ecHJovCJKIIMsI+I6jLSILuhhyHPXeBRLpCFqS0yKNeA7j1iDmAlrFporRyLhJTsAUzQseBbjkGQx90f0McDxkLGQ8zWMe4QT2ijaK/QJuY6Y24DrjnTygWAeUbsgOkNx+M+yJeLAv0ZxLEdFp4XQG6I1SGppksXpM5aRkWPOKzBb5lEyta9kCj+z6Wlmh0yOKJZZDBoS3WEgzSOTnxiNMISIkYAzW6xEfDIEGqzd4S30caYJIz7dY9OCNYHkEsvcEk+eZbMjNTusDHTmhGIZgyeahWAjYgPdZqZRoU9fM/GKkwssduLgTtiN4Nkiv8S/irKyTMQtKKTZI3NHZ3PuDiMLSkRZwDiC8QTTEtQhcwPNTGLM77KLWDORxhL55ANiDd7mqKnpNCBEwtCSRstiE9EkxgligiQN2vYZtBkl0wnpTOgW/CZhu4BZJtQElq1BbaQ7PEMTcxowEUyTMC4hVxlQqSkb3xvd4tRnEGNyRCJRZiwjIgnREdEBqz1ee1QNYzQE4zFiaGzD3l5hTWJOD8jG4LZke8mYcxNgFpKLBD8itiGYhiANIXYEEmIGcAZXxuBkF4IBZCFYGGwgasKaBuNbokQin8AE7DhlzdcLjAHjs43UWkc0jlktMcIYFsQKPoZM0xQti/gMzHEQtzkpPX7KgAO7IDEQU8OYrklxS7N4GhH8LmBni9FrgvUkYsZwP+d1OiReqoI/NdoUjoNjSHCy/z/W/uzJliRJ78R+ama+nCWWu+VeK7ox3YAAmBFSZIYjfKEI/2k+kBQ+8IUPwAiIARrd6K7qqsrtrrGdxd0W5YOa+TkRmVV5c4ZedTMizvHF3BY1XT791BNHR+8tznvUNYVnqATLYnITmg4krxw2A0MGn23LSa5Ab/Z9WBVCKTgFP1uRaBlM1mTxFDJdjlAK3WYkVJCFinLslZ0o5dhR7gbyYaabj5TYc0iXSCm4AoecuHdWm3Q19+QcmONIoTfmWVdIR281NrqED0Ii41Lm/uCIh45y0RFCR5RnIIKUNUJAS2+FoOmJzhOZSOU9xe8po4BXfMhEn3hTkpERBk/wnjFf4gWONQvQ650BN/IlwkA5zhQtSO/wBObYEXMgZMdaYaceT08RmDsh0aMTMCR0G2Ev+HsB74hXa1xnEGXNDmbFxcIqekoWRufpnOMYVmgPaU748sBek+l1yeHUkZJjXzxuEC6D0PeOHCHNhTxHfBD67oJUCjMfSCSiC2gQNptACT894X5GTYiqSIRkSkhpzhub2Sq+co17rGhyhxUdvEep1DMLP6UHOoTPsADEwe5VKXW0RCDSEGHO1ZRLF+uzs+3/c0DVIc6QccUfUTfjNCF6B3oJ8hI0QprBT2g4AAGRbVVMpD7rxoxZd1GVKHNgOh1NeXRrUyaZETIi27qibxDeIG5EpKewQVkjRIS52vH9yUGqGWXG6mo01MeZsrdwbQroYMpELfylpYPSio4V1K0Q6aoxUXBLgWUz0FVAu4qud70J9DzYsMvW3rvs69hcVgR6RdfrPegMPMNqaIC4AslXYJ5Jo5bui7QMBLXslJINQY/QnOROzWgu/qej/1KOph8Gq6Fgf+TFKSL5FLgRUURzFbB1HhY1A1dagdKK7lz8RBnt5ja5aQh6VBHfFHurXaEtyOWqcodf7BjTd9WojLSzgJjvEG8Bj6KNy9SMEVc5srXU9Gtn6aHivBmEDeHUpkCl1Wp+JMlGUyRebBkljyRveVi+0g6JhwxOO8pi4FTFuzmQKRStSFBfqbgiWDHO2sdqqaXipQbWKte1dlhgr2bkNPSUUuNPBZXJnucqZ/jik6nmYLEMp1LHVpZaM3WNq8mRVh9DwTjLnYC36DtUOVS0llRRqx3SW5FKSq4mUVie/7GHSqWKWCZkNdQWONXJTWloAPtsgac+MRylOUb1zFFXvz/7tf7C8s9kUFXYxOHF41wg+I6u72pxQwvSlAJFLbtE8WbSCpwKWNf2OpOz3p0ybpbHSj3PBJcFHWkBh3YPWWRUC746WlE/Qw5apkHNaFDBlbxQrzg1KaOu4IpH1VIli5bKd2oGrtNTn2WkApMFKa66C8rSpva/uhyhLjl02apOvrj2wm1oF2SyvWtjbrdXrneVKp9bwd5lgKrR/4i36+cdJweJnP1sX56cnO04zbrTdScjXnj0pmcOlscPbZ3Svl8m3Nn38uSS01w5TdL20ZP7LG05O2NxGLizn+7krGmo6+Xz03qyb5qzuDmSYKGUqw6LJlca9YaWKv8bdUR1UNhSbpU06nrVx70k7f41S6G915IF87h3nvz84Rnnf8uTX86ZtvT8/D97uz8zrj9yNF5Orf0kxPpOtW5RQ6HK2b5c5ZX+GDUWWvN+q+MeWeaT1PRbaVRxrkPE4b0zcHUw6oJ+9LjOCmH60OOwwHpOQkkQ454YIWclJaXkSI6KZiFnQSTb3iqmdNuoWGDA9gbF1FuHLkCKGZEGbqjvrAWjEKlBBunqflZ1NMlY0eMtptIfajfUfU1qtmQDPLQ5vAxL5VFfKBwbPedZm5cgSN2jl4yFgbNN1Z6Hw5DIVsi3Zf8t83hRFup4NUdbac7IbNc7yzRdENXtMtfmSKko8drHTXdaQBwfeQh4r2aMbmaOGin5j1Bu8fPnSLqmhL9F+l+R+F+Y+B0M17B9gVvN6MV/Radryv0vKHFPPkScCqGzNHSnD/aa6xUyJkr62hxYX1/CzZb8xb9G1s/J5Z/I8oBcvyd8sSfcBDjs6P/Xke7/OVD+x5cc/+dXHB8eOL6/YXUoXOQDPm/Q8gnZw7S5xVXnikfZ5AFNPfvXRufgB5tn7v0dRGV6lpmGQimzZWeEQOpW+OMAOSDjM/y4ZtIbpt071hq41C9w+zXy8AGVQumNymdTTKfVOSJpZgwT6uAhvSARSPJHxCWu9JpePfvxe6LckSYhxszqwdHHDg0Tutkz9cLkLVOpE8G7hPeZMqxIF78GnxnGAy5PhPCOEj3p3TOK9JTVS7KDnXtP1gk/PxhNg/yGwCWr4z8hacf+umP6PBDTgOSRnPeUY6JMd5SpIF7wYYukPTLtjO5kFsQX3BjRDGU/tgTdjzzOkPACJwrRmtWrFTimdc9yCuEsoHgumJstpTPgEV8zAJrZ3ALWlX7V9CqhZcC3YtNCwOpFGKBNpENdh+AoGUQSuJ2tOnW1KSazm14hrgFq6jJ0fZXGpj/ropvannkuG9D2+mF5zYUmWRsYqMlvXda4q2CjUiyT2dXMWct2U8sOVxBtwLxU7dUK+pEZmJa+JzcBoyx0c86CIdKCnWG0puSWLVENrVrvS1vtnqo3qK96Q641jWhB46aDR2j1IZvNJW1CGZCw6Y0/D6gESkHLa5ImXq+P7McV3r3EpTWHNaSXcHk3sLpZ826158P6gU2552V/x014xvfdp/jRMV70jNOeq/UdxU1M+x5IrPa/R1bv6b78hHLY8PXfPSPvtgy/zaw3E8+OX9AfL3j9/Zr9Q0fhr5hcIclrit4i6y1dv4a33xPfvCZcrSgvnhHLhkN6huYjq3xL6IXt8zUBGPIHpFfcJ2tSp2yGxFQKt29G8lGRm45wEMa/+4B/uCM/f4OuD4T0f0X6XyN5R7r8Hnk5IS8c8qzgXyTC9Ibt/sDRw+0ohDzj+yOFNXflOeo7ZPUrOGZ2f3eDknhYX1DGji5tuciJdfw9nnd8lx94KD3czXC8YtwPdPopl5cXrD7bkt4H4rvAwe+59fdc73dc/n5HDJHdZmJXCjdzpDDwwUe60nN92CL09KsX9N7xar5kjAfGcocrO+IwQd9xv3vOcb+me/UV4fIFa8lswp5yXPPdYWPFyXPCuztevnzLMH3G9v7/wq0vvBnvmcMth9V7hiHw5XRJ+FmyrZDLLWjBTRskdZTDJUTPS6+sRHkn99zxQFk5cu/YuUvu3RVld0m4v0Q2t6TtjuP2yP3VPXkfmL/ZmNrz+Q7fCet+IuvE6z+9J86F9f2vEB3Zf3JHHOBwm3Az+E8ukOvn+KTITtlPe47xPZvPlasvlHC3J7x/x9x17L8a2Nw98OoP35LWgYcvLgiX4C8VFxT3ssCc4duZMPds/Of0AqmYNL2RPZM8sHIHggv0+T1B7xnzJ/j0nH2cuI0T4ld4l9n2Gz5frdjlkTDf8rAS5pdK2UN5F5BjRFZ3ZC08rDO4FUe+JOma4/SSpDt0+4YQvuZCrxnDiIyFvgvEfMcx77gRz7F4LsM115tXFP+O1P0ndBcY3q9w4ojvOlyf6S4zOGHoNsza8+E4ormQdkc6l7mcV/jYcedGDrlHug46wX9xj385Ae9QnZB5jT+smOQZR/8l26Pj2d4zXM2sPj3AboTXn3BkJpcb8i6T3yeK79ldXpwymj/iSNnxp9cXxKikLzrYei49jFLYP3yBHp8xhBt6t+NYbskxcLwOzC+ec3Wr9K+V2Eem1ZE0FKZtpiuCHjIkoT8OpODp1iuSL8zdEdHIdtqBOraffYXvN3jNUAofdoXDJKR316TvLlnxd1zxO972kbfDiJ8P+INyWO85XL/nOl7yi9svSWXNfX6GFyXLgRIz09BTRmX/6b5uCxNxKvzu/QV+1/HV+oLtaksM/x05F0jvcXlHmWCOI7cot70i6T2O97ASuDbf9ZD2PHDg/5Mn1uL56vKClQxsDhuSd3SdQ/WBMf/fkXwg7P9PFK7Id3donOiyo1/1PLBihzBkx8ucOErggS2xL7x9XvC34N9C/vSAfPWa8G5kfH1NGQfuf33JkYFw8ww3T/DwO7p55tPDFoonOIcGx/erT5jXEf/+DklHbvIlxzSwPnQM88jtIbArwmfPHL+9Eo4Ku/tEfDgyfbhju73g+vJLDrxm5/6/zH7grvslw2rNF598ih9+OsTw8XRMy397liLKTelZ+LnPDZRmqFeDauElViwNvhpm5+nmi3OhUg01Y0rPFMn2HAGrwRBYaEdwZlhry3DwT9ojp8+1uZtadoQZ1NIKLp7RgKg0qp6mYJphdo46l4aic77Smlh7tT3zzMej1dg8uZGaompp9Ush61ZoELGhctVpsKDyhHOEnRVZq/0owdKCz7MwjESXRTl9hJDMLNkmWtA2NSQt9z8Zue3vFmSQ2qfNyW/nnlAnzbmRT5f/1FEpgRY6HD3jhm9j2TyFP3COVUfVuWNYgQUZf+ZMaZeccy8v88RGp912UfTP0ThSlddHPM3l9K7Ls86cNW3dUMzAEYDTmJ4MpxMHfcvasbbICSEsrqYgu8qFWtuzFDQ+rYGFamd59wbRq+/5FF3VHHsWOVqMLn00B5pTp1LUtDXdJrucOTng9MzlZxtDV5FbnN279YOvc8oKbbeMjTMcFy0T5LzIaMuosKykjz9ODt0/526Rx7/+YD7Lj/zVJvIp6AAsMqQFCOyZpzkq9e/HdRjOZY8s4yoOnJ5zjdvhxNZDWwpS6b5cDUK01sqpiSYLGm0JjVqgGXZN5kGjUpGFLsfmhi25E9KtjYXRM2HBC3WUJVvKAhlF1OaynPOwmzwWzuenLm0/cyUvjoRHvvvly9Mutswe5REA+RH7kzbRIo/v1Q79wa1/MPYff8iP/PzBC/zI/ds7/cRzz7fBnzrnB8/8c+ecffQXFsxjmdvm7JP9p6W+SMsIOwUhTrdu11S8qoIswYMqVxvHfUOwP5I9VZ6dtardh0fPkNM8EGq2xF/quydfPJoLyk9c/Ofv8xMff/ShzdJ1nGckngCnp8/OAzzLBG992H5/dJRFdlnfhUVeGSrY6j4453BO8MHjQ0c/jIS+Z1itCd2Ak4KTQpohRcVPgCtIzGgNdKtkSp0m5rM61f9oAbJT69qJcjYK7R1Pa8wAJ/UcEYwLv2WxnubiaSCe1HzRlpVQ57Lqo35airuK1HPP9scFWdDOr7pwq9/VnIPCmc6hnHS+eo/2/SKrngippS+e6ijtX/uMM12q7d9tU2j78dm5H3EIEETACS7ZOAkXqAuUHqTbId0DIdxTdLLAcxGYLdiuvjOgRaPwk5UlP0tA+pnwrEBn9Q2IDr8fYW8FaXFCCROp20PscVzgp4jsPHmGkg9kHDF4SIo8ONy90N8pLgmldBTXWWFHKXhVJGc0H1ERvFujzuHVKGIyFhyXPEHKlGw18dTvEZlx3QbvB1ycgPqZRDyZUByimZKPaCpo8oaiHASCorOiWSlJkZIIIVtAfp5xquRsgKxMImnG5YHAhVEz+iMljGQ6NATwvdk9c0ZDhOMRo1GdKOLJocNRcFmRUsi+UNQZfREGilBVvDfbyYJ+oGGPOgcpWj+VgRI7igYKrgIlLD81SSCox+UAKZOjQGwZAGIkv6K4EB8lqv300Tbt9q/pMIsAq/Jcz+Zxm/O63OL0S5MX8kQGPtl3F7AJmB3pl+C6LaVS9Zp272LZXGrAoaKn9upiS7Osw1M2fgvat3afb+wG9tGFF67d51wZ0kXkqBMozZZguUbRU2YErcbcE/3EBKb9IplWs88yH5RW/3Bp4yOayHNd1+SutKCsNhun1LOqsP+zeo4ucvK0y7bnn2gzZemL5m9ofoBGMXzeRx9/qAu2LryAU8r+iMaCzAa2iQ4O3UjsItoHytFRYsGLZ92vgYKWHSpHCBM4JYcrcIm1epyu8M5RnGPoOnLX0blPcC5S8oZER3CRoUtIMXrgoV/RjzNdDxqOpDBS/BdI8PjOk+KAFAtfrXKhk0JJNs9XdCiwz8rsC3OOJDX55AoUfyQFpfTgBvNJCJ7AA563lsk0b3Cxw0WPP3j8vUdmcMdId+xYz2v6Ao4thTVRV4DHhwxdJq8SBeXoM1mcoZCzJ8aepD0zI9ENDNITJCBe0CBoDHDvIfVIWOHXhdAdUJfYB8g+EMVBiGzDkViUXQyodkTtq9/mgFOPT2uc64k8Q8Wx9x0TMHEkoYzpjuHg0UOEqUPnxBwf6ErEx4D0njAKLheKHMBlfP+ACzParSjOk1PClZ8351zXgSs4DuCVEg1EUYhklOw8WQLJ9yTfo3kgqKNoQvUBLzMaOsRFgiv4kCj9jAuClGRuF93hmHDrjO/ARcFlhwQPvsNJME2gCJRo/rFQ8B66MOLcERvwiHMJ7wNd19GFji4EnAuskocoHJNHiuKPARcDfTI/g7psccdusD2lD2bfRodXBTdSuAAXDHQcHLIa8R0Ef0AEYlZiKSQdKVnxe3AH8HPNugsjoDg6ijqkRIRMGTFQNR6XgmFgXUGGztZQAXQ0CvhGYV2Mg3/wHYmOKXbkoMQuGiI9DBQRcg6U7HHpYIHWW/PRlWNGMriiBA+yAQlCr0JAiKzIMlDKCk0jOgXz0FWgTp49eTdSjj05e+bQIeMKYqYcZhCrU/DI7/IRhxSHZKFLIxKDYVc6xW8c0gf0OBKjokHw3ZE09JQR0l6YRcgqSPUdJe/wGmEq5AIPWphV2ExKUnjYrTgmz+gjIRQYCtpnA5aVgt8pXQZlMkB5dMx5RTkIspvomFiFiU4j5Wg1DI7VdPE4vCYoO8QFxnSBj460zxxTRsuRUJTtcU2YR+YD7HxiEkiDAaeGrITU4TQQjgf6fCCFTFxD7zIrF8kIPZc8oNxqBj/jL3b4klE6JHtjBywTMc5QjmR3axhnBO8GnCuImwlZGYojJXjIhR2JHTM+B3zqCUfLKJUE43RBp9Bv9uQhk1IHpRAPI242fQwg9x7LhIuoV3QygMFcEsUJyoxDcJPgdh3r7AlB2HbKOEDZK/GhIJPgXE8vpvt651mvN7jkGUh0PqLTRPkIKs2PDkK4av2pPsM07jdYYenKycgEEhelChcsA4AOdA2yQmVEZEZkj1JRE5rRPJuR1CppFws2iBpXo6UzK6pWW0DFHFLO9QgD6vcUmUE7JHYgPUoH0lkh1Bo0UefAWRqb5GLtdfdmeMqmIleseI9oB6JouK+ov1JdJ0ZT5HxTMgOwrVJjBEYIA4be3qMqxl0rhqpTVaQiQrQYJZJgAQPhwvoW49TUvEe1oFwAPQSjBTIpWaDco2Vf9UoBSVb8zg0g2zOjtKAxYwGInQVaypolaEMGf29KYUU2arowI9y9RuSASWJvqXcERCbEZbSMVmCPAVhVodyhRPAHVAOi64WPFVFDqP+EIauNx7+inG1HEkQqirN01hcaUDw4M1osdSvQeEdN57X7CLMFZQicqL7OnC9Nsa7ofFfR/doQvMumUxV556pxnyuSp3Isa0FTwraPoT7T13eZWJCFRIQP1gx3aeeLZSK0mhIWv5E65t42Q6j3dFa3wde2u0LjgVXxNJSl11AdpabMK0bHZLp7sfZDRcy2+gJqXLyK1efA0RBeNscsgCLM1rfOnCPikhmSeQDJqJ+qfu+qjj9XgyUCgrjOUKHZ6p20ot8ibd2aDJEygx7RXI0iEUNiidT4TMssiij3tjZ9Byq24f8MrlfalKmO+xPaujlLT0vLftbaEecGWjW+rNxCc3axGLqWbWPnyenKR8GlkzNPkOrEk1bsHKBUtJ2GGkPVivq39rqK9F6yGPy5c1CqDGtuOGpWg6llpyDpuZFrBp82Y7E1FXCLc7hxMSdUhdyQukFATaFxajRiJttM1ju8IW/VuNFVLKOjIQNdBdMVqLLD2YeVHo4zw/lkVJ71qXCWxXAa4/az1bJ4ZGOrPIqzLsOqVGNZqxF76iZt1DY/6zh3mpzmkVHM6JNxaG07/6g6W5qDUn54zx8+sbpl5fETH1P8nLJ9lsc8am8LrjenQm2/2u9ydp40YXb2ubRAg6uUh/5ENbY4sBe+7XNnT6utc3JAtABxqY4FrfzWxWntllLnpslqLS1I7k7ru9FT1LmwODTqWy/u58WHIuef/pmjTRh5/FG7UR3MJVPq6dV6GplH9zt3Kv3EoeWhXteDSNW7qtMIUKnZdSYEoBYxNSBCWPpHqky0e/kq9+NZXwRgvcgXceC8ya3QgQ+OcbOh6wYuLl/Sj2tDL44j3iveK4d94XjM7PY7HnY7psOOA7ckzGgVZ/WtVIRcQkXy1jm/6LsWGBBpDvqaJblkI7TF2oqmmYxZakdIxOrTnNVY0lqnQWtB19L6ofKJNweeJtPx2rpoASDZYHDDbP+kZhUuTrli7+KyUXIs2RB1zJdJqFgONohYEUete/CSldL22laUVyv1pmtc6IoBfRq1aptWjvO6GQJoqPPtvM6E/HCe/rlDgI0PeOeQY4Qo5PBvKX5NfPYfyOMf8NHTpxtEbxHtYe5h1xFlZOYZLgih34EEivscdUrymW7cs/7qFime+eYFcu8Yv+9wx0j2kXIp7J/9ibx9zXB/ST//Dd33d/ibIw/f7Ym3t8wXCZ7NDGwZ//7I+DCxuo3Mo2N/sSV1PcfPCuOx8OI9FI0cH96h3Zpu+CvErdDgSUVJ/YGiCdIBppkUd2jYES6/x48PDMNn9N01pDfI/g7PjJdIYGDNmpy+53j8PXoYKdM1fhgZX11RcmL+cI8mT5ovcF7prhJSlO72PS725PwFxfXs3Hc4jmx3nzOkFfnFd+Tte6bVK2bWiGxxrCn3D7ibB3R/ID0c8KuIXB6I9EzDBURF7o2SbD8I6hxlPSIl0OcZT+ZyO5PDTJd2CJly/XtK36GvJ9xdIe4G5tsr/LrDj56SIZdEpid1zwm5Y5gHIh0Hd4Mrjj6PFC/sxSHdzHD9PbIEUX/6WEAQDYhWTtSpIqVSrroq+6rMrfuV8VHJEgSQhSulrp+mWznLLHZWkIOF1tUEJM6vEBdwUhAKVk8vIzULuiHxlRpgpeow6oCexWEusmSSOXrM5h0q4KPaaS3LQOpazlVn8XVvl9nkmba/odGwCgLF4ZOvAd5an6bStJViQEBdWABaQOVEU2uFoCfQ2RzjZETjSe5pZzKnVL3eNeBT1VecnL2/INmhYrq8UOv9UfdHqt7XNiO0ytOy6H4nOfwE4EixdpJQPQI9qhu7d6svIQ3M+LGHI4cXSO/og9kh+z99Q3x7ZLjeMKwGHsYN989eIC8C8sKTv0scPuxYX1zzcviKXfqOt9M/4HKEMZLDMw7bf83YFX6h75Hcc58uKQxsX4yUjefYf05SYR93FJ0YN9+zWu057H9Nipd8cnXN1YuOD+U1t+UtDxf/hof43zNevmGz/Ya8n+n3ey7SzOdzJM6BG434buTF6hlzEv50G9n5ibvwATTy4naNz8pd/y3TMDH88hluegUHh6QDq+6fGYffE9//kvTmN3Q60+WIf9PjZKD4RO4Km4c1z998hfpIHp4xSc/OPUPcxDD+AT9M8Ns9CbjbBpKOkD6hO3bs9CXqHHtekMc1m3HLxTCwZ8/RH5nfO/y3Atcb5NkLxk0gXM7MR8ef7hMu94R5y3q441++uOP+6PiPf3rBPI+sSiAw49I/E8Th8v+IypablWPy97yTdxxkTxe+xbsjm/33vLjdcLy7ZNpt2fVv2HVvWE9bwvGKfp3pr3YQjhyG/0LqldVlxsnIxG8QMofDW2Z+2kl3mm6e7uo5MoDE79B8II6fUY4b9nPhmDIP3ZqDHymra3J3RYiRq3km5x2Zr3FhC5tXdNpxle4IQyS9eo/LK/x+a/a7+wMyRrb/YkClp/uDg4NjP65QP7Ien9HJwBzfk+7fIJcZWRUu4iVd/pLo/sR8fE1QJYw9PqwYuktWG8/6kwkpwvWx58EJ/3gbyNEx/q6jL55Pnq2QvjCN70l9Rq++gm6Dzxf0JTDKDcN0YPZfEL1DyoTXDwwXz2B8Rp/v6NO3EAtv7jN7dXzIryj7iH/3QBczF7ud2cXrLyjFcZg9uRTK/B4NGf0XmbzydL+7ZnhQyjNlXgnZX6GypXNrBhlh+gYXv6c7KiV9YCuBq/AL7opw2DkO13tuPn2LdwOje4HMDv3gkDyxyX8ycfP1J4gGDpsjzk/0M4wqdJ853BouD8IQPW/8l9y5a+ajI+0dq9071uUdJXQ89B3zuzX57SuOUrh3M/5qZPj0Co6ZeXfAS+ZCIu5nzDcBRvUM2bO6fYk/jsTVe8q45+J5ZuyUm797xu7rV3Rf3LN+cYM+65ie98Sp59at6YowHAaKM8L0EA9we8tRCv+4ynTF86vXjjkG/v03r5i18K/+6sh4cSRv7shhMnW5wFYTz+bMvErE4Y4P7wbe3/01mjzrh1uev9rzyRd3zLvC/hvhOMAfLhMrTbzUguY9ZfojoWz5bPobJHZ8uP2W6Gbi5Ts6Uf6PH37Bs/k577vM8eEW93nBXRau8o4rnZgvrpnmLe71H1kd7ni/VV6vt1wc7/jlwzson1Hyv+I9f+DAf2UYjgyvZphGDt+8pBw83etMzntu+x3J70n6n5Gw5mL4lwzynLI5UFY7rh461tFzf1Q+zIlv9YHX+oGL+5dc3F4zyPes+Ibx7iXPv/5bfP+a8Ov/SNIAb6/RqWP/7g2uwMplSvDcvehI3jGnD5BnNm8S66S8vw4cRwj+jhFH/w6677d8ct1zeSm4jeA2Sveh0P8xIWMHVxtKB2ne0Q8dv/zibwnxwPr9G+a84/W3exI/7Q/5+JoQUgsUandm97bIWjXHF974pui1tPNgtB6Lc6Rxa7biUu14jBA7+VmaApLr4jildeqCvC71vlX5XJwjjSvzZMQ3hael1spSK8HTnIon0G1DiujSInOeWNbDUmNBOk6FAC32BmPVJa1gsywI7YzWFF0qKseUyeqg1UoIoq0+RqNNUAuI6LlC1mo8cDIOW1p/VSj1zFljxctqJkvtD1Mwm0O+BpGaMYs5+WXp//ae1dAHcwq2Ql+NANdZPwhUw7YaCM358TFOYfMAL3OhKZWnwmZy9trmuFWwd16Q+U1Zbaj9NqvKySnpzjx6C/JRWGgQzqlJ9PFcMGO9Kr/N2bk8r82X5l/S0/c0I6jy3y+Iw7Z2Kiq4jYtr9zwhz5sx1QwWo9k6zQU9C6w0KqHGi26OLxtnbbUgzp1jZ3OmvbcFeSrVF/X6sxolJyOgtn+Zo8uAnsbyzJFx4u49c24+ypQ4vceCbHsEj2uGycldeP68H9zvYw558sdCw9RG9M9gz+XUl0+/l6dfCCeKm+VzqePO8rc+as+5A7IO0/KdOf4EOQXfOAtCOLu3d7VA4hKEoNrgzcHk6nUNqd5qftQ5pE3W69JsQeqfRgDW6ps0/l1xhsRdKK3U5sbyfR3jRxkTLTCgpxo00l7r1IFnHXC+juW8m35knNr5p8Nkx5nMWObPSQI9Hoyn8+1/43Ea7LOfH3tf+TN//hlrWnj0Dk9n8Q+vWi54ckYbD/3BN6d1+FQ+nwUmlrScU90AJ1ZLxzlfAxFWeF3adU0EN/mqp2DEaX7WM4p95pbv6nxtMr9OIqNdpN3Y5GZr/RKUOO+CH/bHKWDxF46nl7UPn2TV/fyp9GfG+QfnyJO/29HkdsugenLegtB9es55Y3+kDXXMT/Fij3PGjRqCpx86VsPAdr1ivVrRBfAevCScZFLOTHEmp4D3nuKNvkUAcVrjDo1qsbTFuyRAPpYDjYar7et1jGtGYgua6ZnsPrW/6XQLSZv9qXa/x/VlnvxW56L9PMs6eKQT1JudT7Rl31V+2M+6tPvxWj8fY3182ZM9o6GMRfTJ9aeskMfpYfl0m589RxvFjLciu2o1OHzxlNnWn2NC5AGpODItBeYDTga8dBa0lljBy8WoJmOBvhJNCgZAkFpbCNDRdE7nKl1k7tDUU6bJQE7lgHOF0hfKqKiLlHjA5RlXCk4FkQ7nwfdHfCq4MkGZcdIhvqOsHVKEcsiUVHBimQ++n/EaEZ8pori0gqPHd6O1UQIqHadCwgV1R0QyjoC6DkKH9IE8Gj+vHgLaMgSdWlypKDJknGR8WIGMBiQgIcH0S48aN7M/mP62ABFKpXeNwETRiVz2aCq4qUe0I4WVUUIVUDwEQyQaOKUg6nAaUDpUHOqDAaVcQGswTfQAqVhNZATnBpQeh1FJapjRUEghEApIyeA8dJY9b2C1+HMmHCcwwfm6aOtYKkKeJ9t3lXUqLLr5cj/h6Rqz6+uCWL6qusOSzde+P7u2yiMt5fSRaxkA0gTLaXd2tZYELTB/lrnw6BXaGm8ghJPuZt8+kQFNd1vajbW52W+tK1p/LrbU6fKljuG5/SltrzDQnmoLpBbkkS3w5DiXvdp2VbPVlx5Z7My/JIhajzQ2g2arnvridE5zyNXAxc/I8Fqe5ToQT0/BaTFatuIIuSA5kl2h9EpfoDuCmwY0X6GxQ+djBVYqOXsOoSOGntknvBeSrPEEXFKj4R0NXOXDGrxj5mjU1RIRl8j+gblmVA25q7Ik4DthWGU6F5H5iC8KQ4/3hcKIeo+XCVSYciHikdQTsjIePFIyq2K9eHS9mWBjTwk9sKquoXtcOeJlRkLGSTGQFJmgkUk8R3eBloH+mCjDTN4eyS6h9KifsEysSHKepI6UAkkdsVgdBOkChDU+GVDUB5OxjolQMiKJ7BPOKU58zRRTSiokEoEOLwMiA0kGCgNDtuLprkuIRLLf24yQG9QlypApHZDEskdkppMDvvRIUmQOyDEgLhmG1inFZ7JXorcaJCXuKSL00bJmghsQMil78s8BxymUSZECIQecDhRxEMToyFRwzugPKZ40d7gERdXofIOBvvRoMiqIyW/LYzKwX5NaKPTRst/oKnVziDgUP1g9JELBu2j1nY4FP4GfHGn2ED0Uj3oPveBWgAq5C4blSEJSR1+z5Pww4NTjBo/0Qg4D6guNTtv0EiuyjVoQ1qmg0qHUug1doRfHQI/TSMkJKY5OBkp2+DRZ1mJf5VAx5g6nxiKCF2MZTxM6FdA1SrBxio4oQg5HXOkRVULM9HNE6Eh9zxxglkx2Pc6v8U4J9DgNyOSQ5GrdDiEMDskK+wTZGAFdyxhWR9CAV29A61Bp6rXUd3cURpK/NGyuCqU4UimonxG/AwIyOyRqZQh1xDj8HPwIQp1LQRmZ6Ypjd9gzux3aHdEuUYoj544QBU0evxNWovh7cLPifCF0EUdswhyIAAEAAElEQVRHjitSSaTgrA6WHykq6JxhBs3B9pywhs5qQWmKMAUkCTplcoxInwg54fDgha4UwlRYRWWlPcVl4ij43uE7Y3fJfaLMyfqbSM57RIwG1muhpIyjkI+JNM9EicRQGOhw2VEsx5TcCdn1Nal5wuHpvPmNU1I0O8tYYWBFR1cKenAmPzrLpHXhiDKj/gr8iB97JDhKVhIZXw6EOBO5RPxAdo4ZR8nFygq4Gdap6rEOJ0o/JZPLfqSUQJlGinq0B18E0RHvhK7sEafMvaDa4XdKKAYCdeoJogSX6FYd4WKLu3RwMZM95IOSSqD0Hj9Ct5rJ4igpWN0LN+B9RoNHVdH9SZ34S8fH14QI70E9pFJRsNmMPne0CVt60B7YAMMJuqoB1ZXRaeiEcek+AzmAu8MQdWNVcCJWIPkKVUepyoGz/CcE4+sVVpij8w7c/RlSeQC3sk1ZpqpcmTPM3JwFlxMWSNkAI1I21Ug2JUU0gSQkGIe5hJpa60xhcawsbS9sENfhGmLYHUEmVKNRjOgK0Rcolnqt+R5lBzIjbo+wRlkZQlMPWDHt93UDCIb8z89rKlNVLvtbVIwLliLg1lC2iJ+t78SbUayGKkcjUo60IrAKqGspqPdmorhNVR4He2/9YEanjsBA0WvgEuE9ontgg7rRnDlJQRJOZkPSMFc91TJGxCUT9AQW2isSwp6fsmQFS/PRHKpSeuRUvK3Yu2k2xI8Tmzd4yBOUA+oE9Q6RQt2JTfG3m0NxyFzpo/qGlqrBnsqzWprO7LD2FquFIDphnKqWiYObzLZohTE1Yoh/vxjzUosZLigsV9GM5dKMi2AIJ81WN0VkBPGIOyASETliSvMWZFzCdKrZ5ph2KGtbq6KGbiXWNWCZHzpXflZX0VcMoJ6SqmHUuFJzRRlbUvzJF+GyZRwhtJoNJyRxqefXOhsugIQ6f7Mp27R5Ru3vUrOeSg2ysPS9ajQj3TX0aocwVh9MNXJcxjKDGv2aDZi0fs6msCjjye74yGMJMim04Ic0I1ObYepqvPNk3Dwtqv3YH3ue8dB+aYbqyUg+p15q1zVTslQnVC41S6NSa5hxavPYOzP3Gs63tEweb0GG0NB1wZty6tvPrnIYN+ehIGfP1qJQCqWUKrdMAYK2tix7xtEySBoqrWXoGKJNVWuNB5s3SgFXKFJwGP1XUzqLQqkBRcWd4m1nBrC6lrpPtZXPgp61907SptEw1ba0oVmcgJwc2pxRei2DKKfnnAaWUxDuZyCbluPkUDwPvS/tWoKgZ86HhuheXuw8A6Jdd37J2XvI43s9/v3Juy4UFafP5REa+jwQcb4GTvO4OQGWOiJNTrpAy1gS8XjvEe/xwZQaL5a6vRQ41hqsr3MQSk33PMt8qEF3rQH8UmL93OZdyeZoKVIzcUoN0pdyCkaf0wmCyRBpdA/n/XN67R/rwce98+SkJXgmj6+T876uvz4ar6cOmKdj+SOHjPXKth76GktvQfmqq+FQugomlapvWfq/+lPmyUJT9MgP1ND/kZYhKmJGsfOO4DYE3zMOPcPY8fxyzcV2y+efvuTq8pK+A++Ed7cTtw+R0EPhiEhHSgF8JheFZBkDDqB0qGYKDWWbzT//tNC2b40csD3CsgCkUZbogGVvZtMxROuUbXUmWl0u6xfbb1qdoaabnpxfS1Bs6R9lyaRwWrMgsf2tth31SxbV4nhrc6Hdo63vBh5YBrhK+lLb3t6rmN630KRUZ6Pt89n2Z4zGx7IyTA6d6BfVzlsyMvjZsXxVeIg9BdObHMpVvGXUB8KHSJl78qsj5foDhQ0qV5T0QN69pe+fcbn6nFwy8zFiemTGRRgfCmWcuVNB+ky/+hbpID0cYQD/YouTjm2a8Q+J3d1LpmnkkO7RITN42Fx55q0nrT0lPXCMkS4IsgY3jqy6FW7Y4zavcXlCyj2ONf3wG+RiZP51pOjMzn1AD5H+YYfPifUniUAGDqgqhzf/lnR4TvjVO/yLB6K8IvfP7Pv5QBq+Jfb/RK8rNvHXuNUG8c+Zr5W7F8nGcXyBL5mVPiAkG4YCwWWbVukTKJd4+SOOhL98h+otw77Q3a2Yxj8Qu3d03Ug3DswPn3PUL8G/h9VbstsxTR8ID2s23xfKxSs+/Iu/RpLSv7lFOMDqG9BEjAEtnry7QN2WNGzQUChco/QEPuBlj+s/MIY/ER5ewttrwrOAf/Y5RS8pukbGW/L2e2aUo24Zp4n+7h6GHne1sgosxwNapo+bbEJF2suyNUquOrhrlMB1vdUabaY7WbaQ5g6RjHhzyLJkG1T9TGrNjwWQYuvDMqLBedMPjbq3Zc5XWeE80IMGNBe0WK018RnLFhfTJave53CWTeE2pqtVKifxrr6e6RlLZkctRmsZysXkL77qYILp5mnRKcQ5xIcK4ptAHZ5K01Um0/tdX9Wgub5LAfH1mVRdP7dNyt4PMSeJRihGMWyfNYHQGlDllCQL9reaEC1bPtesf7WAkDp/Eih6vkW2AEOV3a0+R2mBl1zfsdX2EJC1adL68GjufMxW+ni+CcWN4APPdKIrmbh+TrlWbnXP4TDh/QG9yFze7bl4M3OYXrKf/5oj79mX/0wKGYYNe1nz/eZTSpjIw+8Z/EgIv2ak4+pujzBxuP4dqjNBLgj05DiQs7dMqVK4Hf8ru27ms/1v6abPkatnpIuBZ9s9l+N/IN6+Y/7jd3D1KfrZX+Ny5PV0SV8euMzfoHnkdw8O8Wu28hmXcUX40wd8ObD6VYQVhO6XHH3gsCrMrpCPHk0T3ETYHVmtbum+UA6d5xg8HliJcLd9yR+e/xWb/Qdevv0j8vIGPv89mYAcLsEJqSikjrz7lJQH4nFLUriP/4yXifWnV3QXF1zeKmFSJHzN0d0xxDWbuxXzy8L8PNPlLT5n8tvI8e7APNyRN98zuFdcuV8xq+OfDp/jDmu+nK7BZcqrt0T/wNvpPZSZi/z/AB8IXz6Hdc/Vn5TtQ8c6HRnkhi4XpjKRjnv0/i39eoXfvqAQOfCBecwctj3ycIDXN/R+xdXuU6Z+S7xaE7Ww21+iPyfLKxUO/2SFwK+7XzCEEXe5Iw8zoqZHb9xELwemXeT43hymk3RsQubqcuKYAve/3yPrmf5lj8aOeXcFMuD6a7w/EtwFIU5c/2OPusC7Tw9MVxOyv6XLieHTwNAnejngdeb4z474WtBdpuwjzD1OnlOGLdN4gbvq8Z8cmW4yN7uOOSp3Koze8S9ch2w77v/tFhHHUAwKHPkNCkzHI+UwM8oRTyYdHRwHOndkkMRx84JpvGLT3bFxb+m6S/ruN8Txjmn7hr70bNMWnWZyEabg+HDZU+aI//41kmZcejDZc/0McYXLr39HSXty9++Yxlfsbl9R0sj06n8hb/7I5uE57nDJ6vAtF8c33L36NR8++w3383e8m39PN3zOeP0l/bBjcxA0FsotSMiEFwor0M9fQo6U371FjspF/xIvI8e8phAY+kCPI11cM3tl2n0gHd8SuGbkkt3FJ3zY/i2r4y2b3XuK2xPDa1z/wPX2ezQP5H96DnSs/MhcVnz39kuyfjzuHIFuk3BD5JV8zRrlj7//ljndc/htYfpEOR4+JednTHcdubzgcl/48qEwq+eoSv/8gdWrN0Sesb99xewD/pMHVALH/Ipujrx7+zt0FtbhM8ZuIKx+C0Pk+PA1ed5T3l4hu579cUdJB1bTmmGAQY6sL/Zc7j2X947N+oKL+8/YXxx499UtF6Xnec74bma/vSd/2BO+zqjseH39n+nCwIuLDcHbhiIxc/f+O3bHW9K/PsCXhcv9L1m/v2bfTdz6Oz5sX/GwXpO+z6SHG3wYeLldoVPhjx8Cc+jYDQMDWz4tn6APhenvRhg94a9GkEgMt8js6NP/RPE9w5dvkWHi4e3E/eHAJ7dvWZUj++u/YbrcktRDcYyH77i6v2f1hWf8hdB9yPg3z+lLYbX7JyI99/FfMWnPfbmAPiO/fmDInuH9M7q4Y3v7/yL5mde/+Z+IwxWrcEs4RrbpghB7Rn9Pt5rp//Ylnd9yCH/kLnwHv+vgHzt0M8JfX7EaPzBsvkbur/DffoXTgkxKZORu9dwg4veBEH96Q/0ZM7KlKrb07WYM6eKoODO3K+K1OYeaNVZOCsu5c2fJWFh+rYfdW+WEGl9Wx5miaRkaLKg1WThvz9wBS3G/07Usjrvz99TavKr0tSyA+reryp0Tf4ZScebodhmKtwLRBJQALpmCuSCMLahhjg1X+Y0b9Uw0A7RllKg58IUJauquMFfDuClsDQnfHPRtBM4RI9UpBJyQJI2K4cyp0RyujyhFzp1a1QlEohUgX1L0KcCEUut0PHKytPdvzWs8yn/pqKh/bS7E6sSi3lehZVXgkjm7afdtDrqm6OYzR87Jwdjes6G4l2wFm0xn8+IcXQSNiuJ0ztmkPeOhtvtUpbqh+ZefDd0b6tyqRpITFqT/gkQXTggomxuLoxdDQGhFCJx1sqEHpXVFnde0VGw7R9uie+TTaqjN9l7NsDs5Vuy27XntXGub1TV56rxcmlWfU9/x/MHNyfJjU2NBqj4mjIFmbLTxaWN79k4fkRL26FHLfDs17c9PV/mR39qrnN7pLPzwaCks9Ev1/EcBiHanR2vn1BZ7xfb+LUOmGbFSERDVALRIqxm03hDm3gfESf3p8L4zY7fVeXByWjGKOWyLUkq2YoU1fqSqlWquBQhP77VkOtSGi2vft0yJtgbNkdfQyEs/aMXEnWWHNInVumPZS85E2dMx+nNo9QpM/MH5bbqfRvNsPv1F0fVTcu3PHX9ps346s5S/fP5fvo/8yGcfe+2PX3OSledZD4vMPfvZgneNFqzJPuc8zgecd/gQ7J/rliCEE0MCtcCBlFxlWkW2KjXzQWoQAlQLrjpiDO1U5XwRFlohgbaH6dncbSvqB/Lx0fs3YfhkfvzoWY9m7Mcf/1uG+QeHW1qw6GPnOhZtX7G9x2pUtf3kfN9sbTrJNV3+a/daArUtC1JkGWsRd8qICI4uOIbeMw6BLgjBC31fCKEQvF+QYZYVY2PWHn3aq+t4tWD/WUsfob4ElvpktQj2IuNFTrpK09UeR4+X33SRzfLDbmxntXYoPHLgLzpC+1WffFd35ZbpsNzxFNS24xzl/LiNPxQNdt4Sbm3r8/xdl/v9paPNg5+3lyqGaciAE0G9oEnMsT5t4BjRGCjFU6Qz9BYZ9XvwFzgXyAqlzBQtSJkNFZeApBQ6y3xNUnmere/KUHece0GjoBGLA9GyBQNS1OSLa/prtEB97xCn+FJRlwg4MUrB4HCdh85BiBWwkU2Hl8kQscHQjpIDFMW7keJXGHe3oeY8hZINgCWhh+IR7fAMliUgnqTFUKYqON/244oGnTzk9gyjY1RXTnqSKqIWaHMUXM0KM3XU9EzpQHtFu4qom1a4FHDVoZvFwA1aOtCIS6YLqtO6J3uUgOZsz4xqgUDxFN8hdBZI9oqEhDS6PVXQiBJJYoQkKs7ABC3Altsah6XY+0ce8khHONP3qfbO4jQ//1fnuJzf5If72HlGHlUHlzNdvQXa2/2WAAbu8bOafrpkhcK5DGkUngslYaXKNHl6eq9T7QULzp5nOjcY4kJR9SiCWOdIvZNNmfZ+NWNJzht11m5aduETG3vpGHvfFoBvVEr6KOj+Y9dxJtxdDZzKaU/WdsITQX/qNU4Z1W3MbbWdMufPZVherlz66Wduz67ZbimjmghuQLtAmBMhFfAJXKIrEy5ltBSiUCmnZkoBOTi075gvRkOXjxFHICdHQkih4DST0kzRI9739j5RIRuCVStCGhxJM8d8JFeKxUCkZ0bzRIwFVzJOksXTy4iWiKQOzY65WBbDWLTG7i2bIrk9VkS8w+UR52acZrI3gKFIh9POxkkKRT05idV6chGXCv4QDFM2HNFuJlX7vJeC4uo/D2VA8kAvgm8Uv5JwQ8YNBa8ZHwvJJ7IknIuId+Q+kFceOU5ImsgyQ5cRn5FKyV00kbMyHwNhcrgScS6TfUZ9pndq8tzdkr2jhAG6QghWA6dTIZSewkiUkdQF8uBwocNJTwyZFIqh/7sVuIKkgaSBUhSK0kVb86m4s0yhjztUFc1QgqeUYMjqPENykAPSmX7lEXoyRSuJshO0c+a6OSRUhDJtQD3O9waM6LF9ofRIEfKxR2vxeecKvlPEq1FAY+CxIoWab0cRpbhMwZPzGq/jQomcp1Tre2EyrBdccPg6bwfvwDm8M+1TirGnDLMFKAMdQqC4RPKOQNUnqeHWIvjsLHNSxhpMCWh0lFkNIDoOOO/AjeAdpa8yKhkEGN8honSlR0ti9q7GQtVqFcYCU8blg+2nJEQCilLKBJrx2VheSkiIy3QYDV4JCXqB3qG9kHyVRX2tsdRZG6J4cvFG06WJoqYTRQ+xV3xIODfhXMY7wasYO2Cv5HVBfMKTUA2UkhFxlZuggrN+DohE1MBHFBt/CsEpXgXNnjiDeCWsEz44y2SJij8UfOcIvSABik+IJvqcEVFSV/fWbP6EOXeWENplQpfoMnTRcSxCVKHQgQxEWSPY2AdNiLOEyeIzkzfy2CF1xDyTFBKFqImsIOVAKUeKzhj9/sHGtFvjHEgymyd2iVQi4jJOjCI2qIIzsKOTmY5jzXDrEB8I6kgayNoTFY4ccJpweaTMhbgzULlGUA852FirdKgzAJ5UivQikIlknQws5Erd+5U+KJtB6HulC4kuZLraThUlOWFSZ33mExoyLkQbfzdTJEKZUSKSTd8UBpxzBAl0OLoE3az4wSNjj7qRLCvbF2esAHdwaFC0T2hn1KcCRjfmPFMXKLFSg39EptfPCEJUtLGvzmtfsbbNrvIFqXy4locRLP1ItKLuEoZEaOjYDDLY37K3DSh3ljGRH8xn1lfUSkVfa97WduxNoZIRkS1U/kfT0Uy5hYhlZnjEKeJmoMdQ0QLMVTdsin1vk9M1TmOj/XFaO9hdIC4QZMKRDegt+Uw53CByiZZAKQFlpsiElhlXMmXuyPEFoNXP7BAZoAUWSsal6ihpfMNuxBDuH4AHhAcsh320vucecXeoRijpzCCesWJxAVhZ3zVeY91XJ0HldJY9KlJTrAX0ypwPYnUWhAe7H7EaZHco9wiXONmgrkPdiHKPcgO6gnIJBKQI0NN4P61GQQ9pc2Zh/Pih5YAp46E6JK1eQZ3ZIDNKRuRQEfFbKCtwufq255qqCnUygazrfEugHnUrG/vssEDFbXVqWqaNLlROqRp1V4gOWOZOqW041GfN4Acs08ej6hHJ4B6wQnVWYwQf6xxe13P6auhYmr3zZfFpiSperPCnc+sqrIK1uRqlxTlUesimnKg6Sg6m3DQ9PFkwsAT7XDSYMy/WWgnOm7JRkaIaLLNGWtq6HjH22YrmaoXdNdg6Z8ZqAASUwYJxvt67ZBrqvNn5iIPB0Jsq0RoZajCvtCyTOhFynbtSjA5Am0LZ7KHqlBSjSFsQTyqVWUzAnxuOH3GIGU7aHIx6ynBoNt5CIbX4dqrbslT0vGsGLDSjsv5mP6Wi9WttiBazcdKyOsrZ+TU7AaHV8FC1YpnUugUOEGfBh16M/khq4WkXamCiZjx03jaerusR5wnBMiBCzYQIoTkArahsKVr/FUpWcinknO1fssJRJZsMy6kY6jxbbREnwezhZIagI5qz1ztzBntdsioa1dnCrKOmAEppmRm1n60yZs2YaHa8GT82RE8M3cWZ2vrUxnVBhlfDt43nUvi7jpnWZy0Nqw4JhXP2s3ruj1jHHzHfzGnbjOSf0hSfGNqLs+DMyK/z7qmtL4++b9ed3bM5R586IJYlJGcvzdJmWYKK9lOWZ7TMh+rYlpYBIZXv2uO7HucDXT8QukDfD4TQLf+oDplSMyByLuSUKCWTU0S11CKwpSLL2tyo8xALnKFqymNRpDi0FEqJNv/EMjwtyFHnIcKpwGVb8Yo254U+6dylS89dxude4bPz9ey76pxpNCLn153cI23c5Mlzn9z3x45m8NR4eLu+1fgxb2RFw6vWFPi+9rtihUczBtWtKFg9y77SariLq7qWOccMbdsjPpwZjB2dDPTB0fdK32f6PhLCgPcdoZvwIVfgcsCyMQbLLmx1QMTGxclUXWueFtS0vqrrvDmtan0kR3d6RzwSaocsqH9zquLq3q/OnOUaFuP5xE5VKY2aHqONKtQvDjqbRbWWE0dYaGXaqMoC1qFx2IPpIi0jU9p8q+AP8aDr+sxpeWebAgbGsRTOs7V8UtItEF1czZoINM71Bk5ZKEykyaHa5gaMkZZf95GHQp4jmYzbFCQI+faSOG2I05ekvSftd5TVkezuKfJAGCbCp+9R+YTZfcKcDuwnkJjwx3u0eA5+RIZAd/kJFMh/MOfaxYtbpC889M6CH+8H5CHALiJzZv2FEl72pPcr0r2HuRC8IsUj6ggDhIuMHgrlRpjTivvNZ/Q+cvnqgFsJ8vKI9BNhB3rwpG8vKHMmPX9H6WbW6TOkjHiO4BOrXxY6f8d9XziGjq2+Yx2/J06fEvVTmMHlkT5n+jTDnGF/S0jKKBn6gl/PiPOov0BSR/fWplT+sKbQMX3+mrx6h+sy4kYujoGQhRzeU4Y9nmdI/AyVNbGsKF1CPr2D9YGyLYT3r+i/+xLX3eFf/gmGO/T432AeydMzJHrchwHxnvCix/jTekQd+f4BdjNDfIfvMnP/CeX6ivHwgi465OIOugfKXEhxJk5HpuMD5TiTDwXtj7jVHRoH9voCnTzxm4LrlPFijbiPn3O2lcoZLsZqJaiUJYvUtnFf96m6b7XMLhwqg33uGtioVP2jyrxWx0BsTxO3BkIzc2h13WpFU/tXHOpMLqgoBJPoTmstGJqjnqrLmtz0XaPMrDd3LWu71Xc5AsnsPTUHoNLkWaM7VquBWEw2L0H13OjkhkXnNdrVFaKl3hNU+0XXsv6L9b6W5aGt9kzJpv9qh7LF6t9ZfUOzEXqzDzjRAUvTu2qwdmH5LCaTXIjV8ZrONB6T/wvQbZHzropCBWmAvR6hr6e0yFYdd1+vy7W/Sq1D+NFzTRhCTx86bu/uiOmBC37NsLlmOGzwD5mx/68M3Z+Yw8C0Hbib97yevmPcwua6x90o8kclfOJxf9MxDIFPVoHw4PD/JYEKt88cRQPTdxeUNOCuVoh3+NsZNxfG8YoQRo58iWfNh823PAz/QAielTjc3pM+BOIxMOunjJOyuf0HOF5Tbn6BpDXzfIF2Ga7NwTnqPamHP/zVilnA9b/HERn2n+HzilWxGoEfhsgcCr27Yjt0POzW3B1H5jIw54FV/4FuuOXq7S1/9fCWcPGB4f+wY5cd377+FSvp+CpsKL3wbp3JrqPjGqfCy/kWJHG7WpPCyHr1ntBPuLcd+r3j7quew/Ur/MUtbnhDeHbAb9akpKQYWb08sv0swi4T3zlSnHh9+JYSFXaFUg7s+B1BhHUWRg28ilsojvvhG459YtKOkkc2mxs6P8PdZ5TjZxzdZ8z9Ne7LgvyisE2FTSo89Mrheof4C0p4he5mSnoghj3HizeEnLl4d2F1si44qw34EYcT5HmPirB3e45MbHbf0T88MB0/J6Yr0ouefJm5XDs263veH4W3B5i7icNayceIfz8Td5fs018xbGdefvEGuonjMONmGL59ic7Ct2kke7je3zJIJLzckjpBv1kx3QfughBF0aFDPx/wEVw6sJc1u/KK5x6ej8J0k9j9w55Rla1mVpvAyy9HMp53h46wD7y6NfeJ/rYgA6zyRFcCVw9fEOKKt1k4qHJ38ZbjdseVXiBFWJXE5fSaMq+Y+ZQ8bEirDd0qcnGxYfchcfv2Ht108MtnlMmz+n6gyJ7jF2+JKuz2HRo93cMzQnaM1/89TmaOIZHkhsPqlligf5PQ716wffkd4/N3TOlX7PPfkuJb/Nf/b57Lp/zC/Xe8jwf+0P+v9J1y4Qt+U+h/NRNdx628YM6Ju9cfIBeuwyeE4JgGk1t37yDOhVH+RGDH+vYFXV7z4dOB+09XPH+9o5fveM6OLx7eknaF+FCIXyaOf9Mx3q1Y//EKDQP52QWpCLsDqJu53Lw+2X8fcSgQuwQhs7/wSOcZn32BK44PznPcOS4+uWf91Q6mCeZACYUbMuFqS/9qS/Q9t878vL/1bzj6zDuJaJ7o7++RY8/t9EuTwy/e0YfEZ69hK8p/ei58WG0oX75C9Yq7N79F7x1T//es/Df0esFF2fDNNvKni4nn/ZpP5sLhw0y6f+C+c/zzeMQrdEnx05Gu+56uH7gerwmrnnnlSOLobjeIZspfB3DCBdf07wLh00DYRja5MBRhPHxDfPua14Pw5td/BTmjKeHdinE9EMnE8p+Y5sLh4Zp0l7i7eSA+FKagMCrdsysLGrlvEJTw7ohXxeWX+BK4XX3DvXvAuTuGeYPPhSTK1WeJYbUhzR3za2XcPbCe3pO2L7h7+Ut2HHmdv4OQCBcTUjJ5F4lJuC0jQmFHR84reBOQECjzNarKuIr0ITF8KPg3Sv5UyVfg5VcM8lv08B1avoVZ4CEiAuliZB5mdq9+z3rasH39GfPa8/7XR1IfYdxxAv//+ePn5eY8cmCYMqTajL3msGsG09n5y3WmhJ3CcdVpKGlRJJq5bx+k+hJWp0AoaKtf8OgZTfs7ofwfG2ewoFm0KZtVnalps2ZgNTR9Q93VAAXNGW7cfwYqrgi9ii42p6LxowodpbbdWmOptVILqeqCDvbVwFw6cUH+S6VI0EVha4W+mrPAs9AK1CjnI0dIM8SlKpqt9kQtQrwgcxa6jXqZtgLU5/14ZhRTi44t9RJqv52hJk+8wlUBd7WvtTluGzLoLxwtjXjJ1Hh6zXm/tWBVe4lqjGtZlM5THQtT4JfixpiTuxWzlSXb48zJtxjnbZ6dkIgqtSg1sHDKLr7K1oen809zu3bf4iDQ5daLoxpYkO0t80ZqDRNvSrQXLIhEQTVXZ6lxI4t6KO19zhyW6moKdG3f4kGFlilx6ndYuItb/y2OrHbPM0+sVhQVZ89tHsmTp7b2T3PA8aiP4Kyvlz63TXopUPcoiHW+zs/GgUdd/fOO8+W0+BDPnllf58+4IWnOWT131AJPMxwasu6EJm6IOjn129MmnfX9+UxqTzkvZs2SAVFrQTiH9xUtE0JFJZ+CEM45Qhfw3lUZ5ywAoTUAkRVXsiFwUkaIGMuZ8V9LccaNW85RgOcO9vreLfBWkZunYuxy9v6yZJHZe9mrtyFuYrxNJRbZ+cNx0fNfZPnl9PP8I3nc5z+cGI/H5fG4w9Ncnf99x0/c689+/ZeuWyb0j3/1EwHip3c5ZfPI2Ti3c871hrbv1Z8V5dnQ8ZYBYYGHvu8JocOHfpnPOVsAolFuSHbVL20OmaVYNWWRccWdZG7LmHD1dxwmIxdxoSxO7tr6hg7Vs32yaShPhM5H9dnjU5/2c509C+pzeSQ/Nu8++jh/pnCSH+fOm0e82acnn2TO03s+1TceN+/x6jhfT9bZqlDUApopmc6oWgNMJVfKt+YwlDMUbdMFTvum1AxIXTI+9KwNZ3J2Edq1oLVUeiTcSU/A5KXpNPUaBUpYZAuiFhxddFZO57X+bGJFPRYEOe/Dc9nz9PMfOZaNpr0zZ3vw+XWP9xCqTn7idj/tz3a6ezyEbV4s6cjnusr5fvQz5qAozkcUhwvggjNkrXRkP1CCR5khJev32v8SGi1joVAozhC6TpUihdInpBPjrC6CJqvPYIAPsMxhJReP5IDTgpOMhIIbBFyHYjURJOdTwmybWkWMbjQLWnoUX5N/C74kJIHfgx6VrkBWozJDFBcCnoBkC3q5QQl9RrygLiBhJjhzrhqnb4/4LV4PSCsy7ixzwU/VxhqMU1+cvafEALOgcaBoIKdIThE6C7eZGCynxObskNJR0kiRLYR7ZNxDF3Gu4IrHzWvEz5SVQ31B5gMSbQyo2pw7H/8KBmgmmpsiLkWkU9QHC2QSEL9DejUaolnRImg2hGYRb/t+yGhWK2SoDo214fNgxWJ+5nFKXjubzwuVZpvHJ3lhukoLLLqzjCdO836Z9hUU0eQJLZP5bBeUs+va2tUnujhNErQMsrP2LxkQNWvwCcXcSVK07FM9/7AGzp/YwMuVTf5XvUwCCyWfiM19EaRIBahZDbGl3t+f09EffX4ug1oby2kslpc46Q3aBu7UzTT0iWQ9ZUI8zaB+JI8e2zqtrpPd3z25d5X7tRbGzy4JAWjyFOdJMZHShHqzRR0ejyd4JYSJiUBEiJqIOTKEjq4bqUxaRAJ9J/Sdo5POEOJxopTCnDtDtOcVmjtKMnQ5uVKkVpR4FweGMhJ7z6GDDYqTQlZPylZxJ3cYPVVMSIqEEut8HVASTq3ovPgdBE/e9ERRiB6XE332uBQIOeK00ElHLuDyhNFcDsaZrlIzGApFFF8S6/mIk4TfOtzRwd1oc8+NltU1K674Gnsv9HNCSqLvO8QXnCbIk9kbJSClx5WAeih9BJ/warTQyB5Cskyvg4PUG0C01tLxmk0TlamOf4+o0EsHvofQUTwUKqDPR6Q7mkzTSzIjyQWkN1R/OcxIiqbLBuPyD25F8Q5cQl0mS4dTj8SM80InmaVQ+8ccQlXTlKTmd4icMsgdzvY1HxDJBJfw0XSWopFEpriC9sXcd2VAVHG9oJ1CP5veLGtUHEmCgXZweBWEYLwgqaBzJKVscyOADA7xavV/Evgk+Kz4nHFzRh6yAfO6HsHTj94Q2ymhGcLRsiJKFkSh80IvMDqrl9Alx1wqcMn1i3x180SIR4p0lThSba9HjQrUWXKjekG7ajM4IXuHrDqTUNn8is47PA7XrXGux3GDI+KD7V25FHSq+gZC9oHkBzQ7XEkEJ3Q64pgoMlOcUIKHTpDRYCll8pRcKLEGbKXHiWV4FCweWhwkzWiOpGNCUjGXm3jDHLoCTDi5wwdHCY4khZIzOQp5tn3XBaA4ijNdtpPjz7MeBDRYEDyPmdyDhgEpHZICkh2hO9KvncmXg5HiJV+QXunXtnfENCAaTK6Ugg9ic6QkVB0x2GCGrtD5BMlomJth5tSh6ji6NanrWfmOwZcKvnQkLxy8sneFfcqkkggVsDPlgs8CR6EkcJIIzuM6tRopPlHUEbMiWfAr8B14F/D0uM4jKyHMDpccopGQJsawor8c0YMY5t5nSt/h8tHovbIjzj0pC6UbyK5wmLNlEonJsyw70MwUC744Uu4opaeEAZGRoIIvts6DKl0HwzYgtx6dHT6bPxDnScFTiuLyESHhJYEoJSslw6xGSzypPcNPik+V0UYE9QkNERHLdEmzkA8CfiC4FZEbUh8Qb2CdnD0xemLOVj+DRMqmMicnJOcw4PX/P4MQqW7WzhRr0ZV9rkfQhLqBgiBuB8woXd30myOsoCQWBzE9pBEko2r1Gyybwtl3FChHpCRT3EQQZoSMOiuWjB6gFEN3OEOTGWJjwpAQliJn7VzX9qu1nw7RiIsPJty7VTVgkqEsmOyZYYu4gHeKuETXC94FXLjCuRXiE863Qm3mqNNiHNQZpeSBlLdId0TKDaUIko2HN5fehH4JZmj7rhoMCcs3/7466/aG8i3PQXtDrxUHcgfsscyIMwexFMsIwFcmIQtkLByegFTaHMXaoCXUDahSGmlF2CAIHSoXGGJyBzKhDBTxNSjkLUugbFmCSsWhxVV/34QFlA6mavqJnzJkLTtBaAW/LdVcQcdTOrlYmubiSK9ja+9SXwPPkhGjlSO11Gu8t2BELSC1oNWbMysZOtEWk9TMkBoQkoLqEdEjlpWyqoUXi42dTKj2SLbaDrgT0krIiLuzZ4mvzuL+hIASh688+D6MRg0QbJ45f4n4ja0Vr2g+QpkoMRtoU72lexVPyT2aZzJHqtfHgly5oka7Nmeype7X1H9pWTVuAPFonpGSaUjmlv6t7K3/WyCqgKsGDLGhOLWuu0rR5bONTWrCqWZVNIStqxk4lQZBF1S6DagUsVTNxaF0+mk+lAA6mIGltSZGST813R4fzQh7YtzIguZmMQalrqKGqFsc/9UiPRml1Tniq0NdW3BTHt3v5K5vNHHVhbqg9aTGuSwjQkxtwouzzbVpXc5BsL+X4ENndEt9qJkQfYf3jq4b8DUY4ZynH3p8CJUSxVEwAzCVQs5KzpmUEilG5vlATokYnf0UKDmboaAFIUJRnKsUOcVSx4tEczZR8IshD0KoRRuFImKvrBjyunLzm+Zo6HXrtGb4BustMRTyqeSwO61rgfOUfV2i6LoEMmhOibPMBxseSw1eaOFOw3Zy7D2ZNR916DLUy/MWJ++Zod7uX71kP/I5j35vb9Ia+sNnnNzpp7Y0p+WpUYsD98zvbL6BkwPiUZCpzes6pgtVRc3ykaUmSY9zgdAN+BAYxy39MLBajwzDQNf3dJ3JXkXISYmxkGJimmZyMjlbSgbpahC2ZkRUVKPVctJKx1TpQooFMlSLFdYq2RAtWgvhlRbQaFlHNQhd58qCYK9ZEqdg6vmcOPWr/sBZ/GS8zumeKligff046UHPPjgbjJ88qoxZHEGpXt9x0sdA3TmABNOttJhsl64O7Wk+Le0QwRwhUHOf0VB1mmiGZfFCFohTwZG5u4ukHHFy5O7B490R5xy3uwP3+yN3N3sOu4npcCTGIzlnSuUsFwLm9WxAha42qa29FlCRKpst285odzxLbQg3o5IsUKDOnDNSUB3RMla9dkaLFRK27IdkcsfVfSzbXCilyWt3NnCKpSfWbD9qACAD0mpSNM9C0y0UXdTyBr4xp2hLkBIsS1Qb1VMbTz3f55zVy2rTUivvepHaf0KtEFmfeQK+gAdX99PSePMjFr5r137c4Vzh6vlbXF+Q+BzymmnVMXlP2f4R1RvGeabbR0oeTGfZfkbhGRIVmf6jOaiHGe/XbLpXpCGSX9yQO8c+HSH1yOYCn4XwAI5Mme6RBO7wHMcGf/EacTuOl8phDTI6OHh73YND5oRMM7P2RDWksesnvPdc0kP2TIeO/nDg+v49TiD7LYTM6sUNKp7p4RcQhYtf3BLWd0y7FTn1+AKexPpqjVt3rHRL7yKX88AYd+xfwcPnW/JdJL054GSk8xtIjmEKpJSZ7ia8Fy43A5KU6KB0Qt6syckxv05kl9l8JnQrT9ndM80z0Y9k2eLjDTK/J02/ZpKXhOtbwuU9Lj3gPzxQHgZSviUNM9PnW9zBsf5TQTWS1geKj0ybA1IS49uElEB6JlbU1g2W8XSfIM+o7ygizMc96ZhZzRPjzuPVsh4pQiHQxRVMIyU8kCZFg3AcjwQdWOdryBuO37W6Bh9xKBUQcU49VGVpA4pVqlSlw+Rf0wESSKvj1jL8s62/0nR3A2OpmhNYXK37cEaVZWpgrTMhVvK1NPlaqkxy1R6oq9nMZLvGi5ozrBvM7vTDSe8EVOOi+2mjGCzO5BVQyoQutflqYLbt6a4suqZtMYWl1ppLSLAaJuTad74zPah42/piE0C2ty/tV8s0EDlU+VHphRtFsNb+J5n9iMdoaM1WltoHokqpHPnqq/4lNVNLGjCw0PSwNrx2NMCcFVo3QOFQZVisW6CBHrVm9RvgTsyWXKJ1Hx+JyEl4/ccA2jE8K3TDjD9+g8s3uO4VXF8wvRiZri653V9xv79kf7hBw4HN2PGVC+S+Z7pYczkOPEuedBw5vP8UNx0Z9fcUF3hIn1P8ivVnf4VTz3E6UEohPV8bO8MwM7jM+u/vWb9+x+9ePuP7y6+4Wt2wfXnPZuxZr0bK9obSveWQLtD5K1b9judf/XvL5AlfWFDzbQE3MV3+I2W14vr6/0wqI/M/ZWR/5GV6Sa8D6naozKxffwaHDbP/mge5IV6P6CcDa/lnev6ZWTfs9YL+ubD+4oY8CnH4nC7DKy/M6vhvOeCj5+rtCukjh19/A0T6f/SE2TOEDV0R5jevmQOUywHWA6/oWe88cXDkQQhTIBxHqwH1bM/tEd79nVJut+TvXzC8WnP1b57h8h3c/QPuIPg3z1Acx6ikzlGeX4O/ZC7XZBHgEyiBuTtSJOHdp4j+EvzXiP8dk/+c6F/hguK7jIaeC3nG6C7YupE0Ro6vHiilJz38OzRl7uc9rjvSy3vkZ9WQU0oxmq14o5TY8fDpl+gm8GnMXOWZ+81IWXVM5cAHjcTpyLoc0cPE7v6Abhz6P3cM04HPbj6gA+zYktkz84au69AvPsNlz2r/mpnIzdaj3Zrxm1SLMX+DYyLdO3QW5EWPXJp/hSS8iB/Y7L81ypfZ080d2zAics1Rf0VyERk/4PodV6++pdut6P7TC/zDBvfNBrcWVi93+BC55x9QTTD9klW8IPhnZP+K8PId/uIev9tRDh+46Hds+xtc3OLmS45lx26+YbUdufzXL9A5kW5umbzjw6/WRK9kf00XC92uoD7jr++BzKyOWZXpMFNSZJhXrHLghnccuwemw6+Qd/+GNBxJ/Q396gUXV78kJuWPaWLeBzb7l+jKc3g+kCRzfDjij46L71esnWPzElwPl2nEa088WAXc1aWzXefNM9hvkPcbOPS8yEde3e84Hkce5s+4f/GB8vI7rqLn2dwR3yTy/y1y0IEj14xXmefXd+Av6La/QZjpyz9adttHHuI8w9VzXC/k7T9wDLfcHV4yxTV9caxV6PwGSVd8eF14+8fCEPaM4QHUM4pQDhdMbzbsZuX1XtkOmd++8NAVHtYr5iGx2/wTTh2fxOd0suUff+PQDoY3N3zybiZ9d0PeH/nnZ4GbTcdFWNGHK4puOGjPqMoXmujmRJnvWT2/59Wn9xx1y216gWdDkJc4vaGkG/Lg4FphmCn6NSUqdx/ATY6/iYGrlVB+2cPlBne5gXXHtkx0SZjdjugP6OWBbjNRbhzlnWc/wk3vGR4KF2935GPg5tbj+hXr/+HXuHLg7c0/IiFxuV7husyNv2em8EYvKWmg+/oKvxtY9f+G4Cd2a0fphRdJuUoQ/cz9mPB3G/ppyySvuN0OeHegv7vhQh741D8Q2bDb/YZZAw/RghMPeYac8NMtLitFbilhhzwfkMHxYX3Lvpv44vmG3g3sX3fs/uC5vlIutpHvrgLfXl7SzZd003PcpPg/3tgWHx3ZB/LlHWWEblLCcU1Jv4X80yGGn5EJgSkFCxS1GVu1Wnt1DJ+cJHBCQ7gzQ70axGrGlyG3TYEwQ0cWA3dJp8dVRGxDbdd7tlR2qnNAM7I8v/0rp/PPPSjtngugo6X0m9OiZUhYtoPRklhkNeCCVOfwiAuTFbVWi/KJOCt+WRE9EHClp7hoyiqC5EZN1LIammFXCyVLCxQcq3+t1ePogOHUj0t2gOdEjWXG5Ynz+oeIEX3kNLLv5BESsjk7lFZE1Az9DnP0WZTxVJvCxtJqQRjn2DL+CicETH2Pj4iOPUImto/OnL3LvwXFeD6vGuql9i8WYDlRvrR5YNA382NXJwHnDqHWPe2aMwW78d8vE+gsCLQcdZ41h8ji01SoReLac6VyBbcEDXGVV9jXeRcKziu+C8bh6LNxM6YAKZILSDYXjdUUMXoRCyxVJ4PUdO9Wq6XSdEhuzT6fK+1nW2tPnZ42jlbsLnDivtZlbQtKqzliQS9YspUWSpDWb+dywzpB25jK8ulpbojUsa2fN8efts/Ps1k4OWM/6jhbF8qJlmtp2/mZT/psCUCcO2pk+bfUSmiOcTldd8oCq89uT20vWAMQJ2ebnn/FIxqhmglhSHMLjnhntSCc83jn8K79fvrnvCf4YNQowc6zZaO4bCgHl2qhRLACi0AuFrjL3p8oBc7a17qnZQks9FbC6Z2WDIlKhyen9f+Ip78ZpctSbT0l9f9y5vh9albWfm1pFT8Y+TPqm+ViPXt++/DHncA//OSnD3l6pZz9fb4sfnD3H2vD4/615SePvuP8ox9cKmdd+XRu/3gzZFkTdd4tzzjN+0UWnsnult3lXMD7QAiBEDq6rqfrB/qhI/T9cn3yjZrGkbKNk/OGzy3VoatNRktz7NZ+quPt1GSkUwwQ4DKilaai1LXeApBn6PuTfJQnQ/JEbv1ooOHHZM/Tc5+O5Y99/+fu/FOz7mxDEzjxMp3L9jqnG8Vb2+9aEGIJvJ21o8lczgNV9b5VcGlF6KpWYEa2zIc4JyYf2e1nigZ8ZRnZ7SeOx4lpjqSYyClTcjLE51LzqO7VbZykoYT9Eshk+VyNWoRSA8QOc2yd1XVaqIYEyGgRStVdSsmI8xQN2EbZaKkUip7ktjS50bjQW5+eOeJqpy1EcOfZldRxWXYBOenajzr8XKc9BaoXfY1Hj3o8jR6JLWfvc6YnN7qxR7vlKY2CRyjmjz1ECSHjuwTJ9DLjr00QduBuLdgVFSmGriP1SOog7ZB4Q6t9Jq7H+c50oTEZ0rAY4MXXIHcpFak4FTRVZ3CnSIhImCmDJweH91ZvhFyR/DEbR3EScgq4lUO6ggsQJKIiJOeRDGFv9DzaOegdoVfDUuwMDBSGB/wqWYm4CBJBihBcRx9GfO+QIRBEGEmkwdONAT14y8oNHW7scdHZP3UQMdRq8yNX3yx9QZ2gDxlNBZcdvhjdZtGI6haVFap3SKU9tMzZDG5CSsTNpaJBE8VBdj2C4mbjjXfrPaXPlLVCFkopkBIlR1QUL4ZulejR6GEGmQuaZ0qZIWaLk1VTxUnF5BRBsifjyXOHUql7q+6r6inzWNHeHz3haPL6adYx1D2pZbctGX91nUnhh47oKnceKTJP97STDne+r7bnnxE/0rK6Hgftl8vP9KAKaKlZ3EKjkavrs9niTb42mdsyAZfmtwWvj5td5aL93ah5m2501iCVJfHAErKejEWV84vMEj39a8rrWZBeaj5NA4K0QKwBjrRepst1uuw7J0F2Tox40sdac5pd5pZr9Ad6UJ0XJ5Xxh9vtRxyqSjxmyJH+spgeUWYkC0iCoOShJ48bclxRarDOu0Annh5Pcp40Wma7izPzVDg89GiKKAdUPDnPqPS4ccDT4eZsmcnd2ig1eqEQ6fQel44QHSWuydl40DOB7BwEsSylEohlxRAmZDC5yHCEgydUOy25iPqOvnOEHKCsIXkCQnCF5MwOHtXkTSoDWUaKH5F1j9dCz65mb4yGQpcEPlDUdLrgHXOBvSohCZdHozAu3QwuksMKkqv1cJyxckdQ36NhRT871kmIeLITo/9OYpi/vrCblHJfKPueMq0RHelGy54gGiBPPGQ1SkcV8ME+07QGPC5vraZQWZF1RLTH06FuQv0dKs+NIlTN6+GLELIniNBVNcMNgsQePVyR80zmQDblAsk/LwghWqzoei6UXIiuo/Qj6ndW66PLhqwXiGpUpF4juSRKShQfKNdCfyj0h4nceY7irRZTqXUeOguSupBwzMx+oDjoo8KxIGVC9IhLIz52pgdpY6ZwdDKxlr3VBckBj0LX19UfUFfIClAYQrQMfGxvC3NXa0XMODKJBzIH4BXCSK8bKJ2B8pyYa6cT/JAZhxknEZcTxSX2kvFBGQdn2Ti3EfWBsFaKg1BGSikVNZ4oIaFEQ6MXUMkUSTg8TjtwUn2qK8jX5PSOLA9IFwjdJbgjMzuKLwSxGlfJr8mamHKmjw63c/hgeVJOjDfFWdGIyvypZKdkCRRVq/UxK91U6I6ZObHUiJiHxDqAdIJ7E/G3M8V3pNGyk7RYpq9rDC/hPDj/04eAsSV0HvVC9hDFGHkGl+kArz0uBsoE8wH8ZqbG6CGBJkdJgRgL+zjTA2HnYXT4Vcb5YvVlisNP4MRx6DpyrwwZurnAPqH3CS4T2UUQh2fAqlSYE3vdaOxzxGkmeMVnIDtIHeQtWqLNP6xvVBOaMyUrMTlc9Pg5EVw2IsPabeoEL4GezuzVIKxHR9o64sERvTAHh3SCBKvFmQViyQQnyMXa9LL9YH4YzE4pwZGlEEtHocdXn3TREaWz2hAUvBRW3na2KQsuOzR7su+ZwpquzvneKSsXCLlnmldWhLx0lhGrHgNDWaaEUMH23lGCkP2R5CdyZxRsqRTinMkxW9aqFzRYvRKpfaX7DinWz2mAvZ8RAReBJDg2WELBXz4+OgghvtUc+GDTswxVMTID1clMS2dVHUBHVEdEIoZEW2BcgKISQR8wI9hQc5b+WcDvTT8oq/os49lV3WFolXV9ue5k7yqI3ILsEAbQDbAyhIhEBOODFBVDWntTOJWtITMbfRHmkBcZEedwrsO5ji4MOO/pxi0h9PhhwPmA97c4d8DpBcJALkpWpeSRnC6JcQKOZFE0VQxtLriaLWGI7RcYsneu+tE1ZhT+CeR4SgfHFDBxD6DTo/RYFUtGc3jUKep91TszWgZwL4HjomipDNZpOtXzYlUyK1cnK2CNpZi72vd7UyTQigZaY4i+jJBwmigaKXLEUscDaI+mjc3MYONtdTyaQ+HPTbiVKcZ+rlyqviKSctVtq8Fdutr+Oh+cor4GK1qAJ4U6R4o5IdxFRf5Phmhsyn66MCOhZUpIroZ3DXSUiaKmTAnmJFU2J4OiGepi88d+miNCKipIGlpRbCO1mhDmuHBaCyu5gB87xDtCOOJcoR+u8GEkjCvjUCfaWOQOshJnJU5a0cJGWUDJFN+h/QVoRuNkhlapqcfa+qWz9ocaEEi1yF2ZUAzdpKGADlBqKiSC1gAdJVg7UEs9XdCmWt9b0ZSqQVTfv9UJkUp/Vms9iKv1Jdxo32VzbltmgAUJi2SsRkhXLfwjS7ZEcRBrEKzFp4L7GfZFG8dqwCx/NmulnlPP04XLvxmj1YisxRSbg9aJVOPanF1OzFHmapBQ9RRYoBpjTbBZxkT9vOaYCg6nJk+8tHT+AnVMvPME1+O8owvBMiJCtxQhcs4CCa6+mwVZA148no6gHZ0L+GCIWhx0mKMn50KKhRgjXTcQ44zzO+IcjW+fRE4KJeNLK45WDfKafuxKzVrTOm7OMmpKRfjR6A1aRkw1Sms31rvVgteuOTqtvyzgZrKv9SDNCFU1p83ZUC9/NBP7zGmnWvu+yVo5p4Y4kT+1rIxTsfaPPx4Vu20P5qxt8pj+x6ZMq1nD2TXuzGFSv5Pz9rQg12PnR/uueR9Ennx3Fsg++WKkyq32eXU2cPYuLRjWHMatOLH3OAn40ONDxzCsCH3PuFozjgPrzZZxtaYbe7qx1gIST4qFMGXiFMEfiXNEy4GcI0XFFMtcgQS10HRDwSMWbADBOSWLM97ptqaSo0iuMyqffDdFqzaqJ5lA4/uXRxQOJ/KixdP7ZHzajx9x5j4K2IBQTtMSzjxD7Uny5H5/4UgHGlCgCqN6bap91fSzBiqwzACTKZWjxnX1nMYzbsEKbU73xq9e6S8a1Z9KokghJSjFc/CemOx5fd+xf9jTdYPRC4owzTNTikyHmeNhIsY9cdpZWnGkyoaa/eqD6XMt0O9qNpXUn1a4y3Q5qEVEBWkyjc3pnQEtCS3RghCFisxfLyUbzEC1zFxVAy9oqQSGrlKCYYa/OXxrH5xlVJmssDafB0B0odxsDsrmYGxUYKZH2Dqtjjn3pF6DWgAYV4NG2iijwim7iarTNDBAlYlClXG1zcbJ3mZW09GxQqs/49DimN5dV7TxAArx+JqcCm59iwyJaX3JvNqgR0EnoZMD/X6P0yOQ8a7QB6OumMRB8KyPgew9fliDerop2jZysQLXk0KmlIQb3+K7D+jlHoZIlp5EYOgCox+RW0VuFb0U9Dox7Qbm2y1uk0m/iYz+hnX3tdkInz7DTQ6+31CkJ109R0LArwyktPrC2ba1+gz1SnfxlqA74vGakkY2+2su7lfM5cC8nfDThPiJKUN+L/D+Ge7tM/xVoLseoT+Ce0+IcPnQA5HYvQeXrHaKFlIEkmf94QWaRjbuBX3yxM2RvEn4+zXucAnuElZWGzOwI8l75vgNzANyvMLLBeHKKACGf9pQyg1H+XtCF7noIvQbjuO/JafAoXtLyYnycAciBC4QAuMu4feFPu7ohhmefYDtA/r+gul2DVcBrjroM2O4g6RIVEOdFsXpSOef4/uCXtzB5OgOazR+5J4qZ3O/ULMWm9y1gKqWphTWiEjj4aJUoFvN5MZhNmbV5cQAZYrD1z2tZS1LqU67qp9IqyWx6B1n678B3bLJL2uvr3p1hw+VmlCsRprtUaVap1qzH6zumdaC6JZdcsqQMNtE6xbc9myx95FigXeKOZ8BkaF236rqUyZXtAb2yDWo2s32/GxB1aKhyrJF+ar9VkDNeaesUCKWhd/6wWrbLWOGVv3fURiq3NFq19X3rjRlgqux2YhlmdXHn4HDtGYpNvutZccaG4CgUmUZse5hdX9vFL8feYhExvBfjHZojiR6tJhdkhTmUph2XzDzGeuHA9e7I8f5Ew7TJ6zczIMemdaR3Rff40qi+/qA5JGr6RWFyNyZ32Nz9x6RHdut4GUgHGz6HPudESLse1DP4VWiXBVeurc8l3v6PfRfO0K+JeR7s2/3vyWXkZRGsvyKw/FfU7o3xO7f07sVL7Z/A7xAP3yK3xVW8Z9RCg/ZCi7vLz+w78oSGFx//p9Yuczu7z9Fvn1G8ILbCO5mRbm9xOvnrPRfkvs77ldvSLEw3e1IOnBcPSPHA+P9t5bhcfUM6cDtRrQbufn1JeBZlz1djlx+OOKPhQf5DbN8QfLv2fc7Bv/AIAfuA+z9RFn16HZF2d9yfXjLfnjGzb/YErcP5P0HSizozUtiVO5DRp2n27wiOFjvX5s5Uf6KrD3dzT/g9I6d/IbIXxPijPDfyOu3zOsD480DF+/vyEW4zcL2eGB1d0O+3HH7ck8sKw761xa80C3F3SPr2QJYb148Akv95HxTx1rWqFMOz8ymWuc3+FslrYS3neD3NwzzTHGfkt1L3EGQvLOM4/XIPqy4n6/I6livD3jfs5UrtEDcv6Rk4d1xj2ZFjgeKi8wXM9krq8s9fp3YfdvDwzWuv2Z1seJ+vuXw/pZ+k+mvC/naVnvwyhgEckLnSOF7iryx4PI3vTFTlF+Z3vbpN/gwMlwGfD8w9s7qD+UdOd1xf31PdIHLuwfGI7z/HnavhX77Fd36NyTZEdkzrK/pLl+y6W7oRmWeJw673xll4cWK0g1s+2ek7PEHQedE727Jfs/bw4G5HEl6Yawu3Q7fH4nDK7RcMRVPDEfGjWMYb8jvjpTXSv/iQHBv6cPManUk6sxhPqLhBXr3JVO3I6+/wxeHeqOD6vgMJXNf9sCe9cUzYx+o1LLfP5/YbQ9c5T2jB73cEi8u4bhjnD4gcaDc/AJiIsbE2B25+FeFSQL3LlC88GbewrHg43+F3nP89AWEp3bJX5pvyvrhnnBwpPgbJi/sb+FwhG57hx8PDB++Z/1w5Hn+NfrJL/CvIv6zN/TvJtzfH9AVxJcZ30283Nzgbjv++PeXeA9jjnTO81X6NUUL7+d3qCiX00u64GF6YE5HdqtPiOGZ1YQJ33ORAv30KTLdIPN7xs6ROschRHYXDxyKsP/mFfkoTHf3iAYmIITAdn1JSjN3/+Edvu9xv/oK8R0rb7Rbb+6P3D7M9JcdYdrj1hPaj1wmZSwrttuCv/I8W3/CcfUJ37y+4Z/fvyfmI5KF1HvuXg3oeECmDyQR3t/t6FzPv3z+PyBlYn7/j0R3QD69InTKV7sVXXJ01++Rq8R+dUcMM6M+R3TDp5f3fCl7PryfuPnPE7ez8mYqsP4G6e45+pHb7oq1foLo35Dmmd27G6IWoleCKC87EFe4uzxYH18M+NAx0XGYhCsmrucH0tfw5njguIrkl3e8cZe8mbc8e3fg371L3H96x4evjgwfYP3uBVl2TOENM8qHWemScD0F+ly4WO1x40/bCx+fCSFg5tY5yr2mbi/O11b4ySg3VBvat2Y60JAccEqftEDGmcsOlVSNo1owkWYAU6kRmjLXlNOzhbW0IbAgtBulQqPdgKqYuOrsOjn4T56pyskpFT0sDbG5woWREAIuNB71iGNA2OA04zSRo/FslgLZHc3R5KrBJ3pyIKkAI6ZAtb4dHvfTojQ3R0fECn65qkSd3ut8vJpDwN6zr0Zy5cGj8oA2o1Oawnyqz2HGcXfWz01Jq9+pR5ZxbA6K6tio4272t69z5Txz4y/zvErjYakFws9RS1rHSgUozjIwlntXlOfiLbPPLdW3UupUJfQx6s/mmxbhPLvmZMRUB4jCyRHT2xxrAZHFj2SOHKmFOk9Hc2ZWR0+dfw01jhivo4htwBIE1wnege97QreiH3vLhsD4kTUHQ/NR10blBjQfR6VQ8l3lS55pjtz2zoY8OiFJF5ojaj9ootX0QLF53K6tTkZdHCONIqemgTfn+EJtUu+z+NraWsOMhAXFdZb2/QixXk9ePH/NaaaLY6qh5MGonCwQ4U7P+ZhjcQiej11zrNZ3RxbUNGfp8qdTz/vp/NJmwLrFSITTKy+OodMILa+/dJmcuX7lbMqJntB0zp0CDfV33zIjGtpuuQun+9V3kfaXOJNbvuayCJZZ0ZDnxdrn/UwJinMBdeCcGVDNpXYOEbT2trVZHfi1LkubU8scacO7XHkm55bshCVH6rSW0Tp1Tmt8EQnnP1uf6tPRPicq0tMdfpBB0WTs2fj97zjOcNKPGvpD2f5j5/Jo7vzgJYElqvZnF8TTzx+P22luP5nfS+vrSW0cm5yoQbpzlOdSC8IHgq+FqLuO0PX2r+8J/YDpGOYwsiCVw0elFENrKWKOAARKddRSsyLPdA9qsWQqvZKgSNU9nKt7TMvmLBWxKnKSedLW4tkkejpxzr/+6KlwPil/MIt/5EY/R5hhzhrE1liT10KVuXCSuW1NLgL6rFlt/vy5Fjz+pNGcaQ2mlGI6QUqmlE6TmCOzCD5EkzEO5pRIORKnTJwjKUU7L0PlG8Rqg3GaS03PdK6OpbVXQqvXFaosq0HMHkwFMO7cUzc5Q/0UNf9V1RdVWuFyCzIIGICEs35ZxkgXnazpu4/OWIb6XHd9fI/HmlybX/r4b8H21P8fZ3/eJEmSZHeCP2YR0cMOvyIis7Kq0I1GAzOEwc7OzH6K/fRDe9DSYAiDRnfdmXG4u7kdeogI7x8iqmaRVdWVCa2KdHc79JCT+fHjxwLFFpO1HdY+XL63MJwXxO4mE6bsYzfnXde2a+ZjeftHwc2fephUW3jZqzI2DxAnLJcAYfIepK2F4jMuF1Cy3KZHLKFWsnJTKHuSj6U2lq/10XyqLGrnMC+lWKaBbaaiC34fkQ64FOC7BO8FSVZMaYq7ISol68UD2wgyo/aCCx1u2yO+wboOkwa2bZEdc4oouDaXbnUdguL9Z4oPIJh6wugIgyc1gTlkcprJoc6VyZA54GJf6jNUXW+aMhqCOEwSk8yIzkg7IJZxrgRe3XAHc4PXBmeB6EoNC9EC+Jp0IA3KAeVIkolsqfRrbhFp0LYpGRtnYxYl64DpBe9OoBkvAaSlCKoZFovMTXZz2cmzwWzoZYY5Y/cX8BegJ0cpskGiKBHVuUpzxiLbkT2C4qxDZYbmUPxCr0Xm42cci31k69imBqAXI0u/tjVvgwSVfPTVrrfuCTWTqq6fsviPyJpUtZBOlr1itSLWoMQyu2vW07Kp2hL4Xf4t82f5fq5EvGpLr6B7qn5eZGEjL9eU1dYuxLplL77W46p7oxTfTM2z+FvIsu5RA61C1mrL32ammKzPUhaZhZJlda2sPtmSCb343TfrXrH7qD7e0tc/yub4sz31NsOkfN6WjDNj6Yz679avWPxEuzmv3Z74Jx+C4fWAMkLuSp2Wep/ZjEhmmlvGS2A7GX0ckdRAblA7M9rE6IzRT7hhRA9vqCUcj6CZrEWa1MUJwXDjGdWISyU4plbrysxGzp7URWIf6eNEEzM6t8hbg5OEcgbbQipF1COCpY44/4KsIzMXnCgSGsgtRI8wEYbPIBNeAuaFsRtITUKTFrD+7g0NI+o/oKnKXylI6rBhi8gdXh+wHJnNkVIkTomoRmwcliCkM6KKdR14xUclizI+hALajjMWB7wYAcXbHcnek/3M7DINPWI9WRyzVl19ZzhJtHlk9hO6i0gTsfEMk8emLTklBn0Dl3Cu9J2M4LKissOsI1xGJB0ReQJ2mPsDpm9kN5JDqQ/UDjMDjsk8lhJME9YKCSXSEmWL4pFcAGjxJQiZp7bYND95vIGr9opvIkiinUZcjMTQMDlf/h6Goj3vOiSGgtMsWWgE0hxKLS43I6p4o+B1cyAmY5onLCVCTOBqZqgZ5meyJlLusbmhbXqc32DpQJonbBPBR/Aegi/cFaXAJQ6UmcQZmxriaY/FHuYdNBl9PKAtuBBLLbhq25U1MkMzY2HGnyONZjS2FFnyDSJ7VtJa6HFdi4QObVsszZziSDYjNxvwjuBKAMSnYue3UsKTpEROy54gaJtBM1GUnD2EDmkcrh3w3YQSyUPGTzOaRryfCG7A/IQPF0xmcvR40TLjRMiyyH53QGSyI4jRBkG8Q+aI5MTURC4usm0Na4QUBAuh1KKKMy5t8cMO4kSaR4JGuvviszhTMjBZQPNMMz0XuXx9wNzPEL8xw8eIz44YH8jWkYaRdInkTopNHwdkfMNrpN006FaRbUa/ZOxoZJfI7YRsRtqnEcvGJRk+C+0A6oQu9qScmdJEtMj9a6mvYT6RJBGDMqvD+TOdHgn2DpdbmBXGRLASW0kOhmCk7BmOTcmGPc1kZpKrxFsJWE6MrwPaCs13AW07ggrOJS7zxGTQDyPNWZnHDXEumQQiSgietnX4Zkfr3/NJEim9YTnhsi993AnMGddbkU6zES+eXXeHxIHDF0cURVPAOdglT5sEbY6YG5m6N5Ib0bjHJWiaRBsmms+RcCwkhCHPBDvTyBdM7xn9Pd4apvhEykds/IgRC3nYCY13iGTU5ZLV1CveO8ZLURXYJghmvJ4S41skNyPSwJhbZmt4d4nsXxLxPnNyM0ECTe6IKiQisxlTLsR+ieAs0oUR9xP21Z88Io1dXQkXlnFLYRAsDk+tU0BNzZWE8QYSi4HEiMmAWF824lp0uTAaTuU8srCnq7GwgL42FcDPBYqudEJsrOeoRpMZkluwb8AVtlwxELuKFZRriZwhd5htyiKnRQdAqzGyMJNL4KGmAjpw7oBTCKHBN0LXtfjQ0W4afGO1WE4oBeJSSauchsx0cUiKRBHMJvIcyXEs9+xnyB5hAzYj6QiUIkZiCvYO7LHcu1VNdebC3l+DPrX5EbBaNDrNkEZM+8KAMgP7WJlBvrbfqRpoAXCItvVEUzHmmIEJkaEajUU7+aoJPCP6GbBSIMukpPRJcd6v2QFSCsuJIvIeLGIc+FuSTMXvsFVjGp3K+fKupBjJRMlIgMIKbkB6zAbIqYwtN5fn01AN1GosW83a0Wogp8LSLzrigBspmTNWQbuGEiyo0gqpsnCU4qBoLjUrKmN3ZeNQMkRKTYoNyARuWKyJCsY5RBziG0Q94jzqPD44NDi6riMEYXPXEzpH321oQo9zGdVMGiNxjAxDxF9mpnFC3IV5NHLKpCyk2JYx7nNx9GsKt9S6DIWdXh0ZpFgORhmbWSg1NFJlbC9QRsmWqDLarMEL0QoqnwApfhFGqdmyACo34IfUNl/6JEnJrNCASANuXmNgRmFDliyNwgITBFKHacTcVAaO9qWf5FJGx88w9OqFvpY9Wj3CK+O7+Dha/Z0FbOUGe10yGMr3VDyrNBJS2XJX16wwc6nZAUswpdyIVodXWYIKgqvr0wLeVVQFcUJwWjMgiuREUH/j3ApowiSTTJGcidHhspF1QqRkLmRbchdAxRWjsNacSB5SAyEknCvSFjknVGpdCBXmVNZsSTWwka6AXumUm6y0CtoVGadUhl8uYOMi6VSCJ9SsqOJAFvk9WDTVrxkRC5i69ANXZ7N+/RrIvgHlFnm+uqddi0XegLO5jocK4K7yUusgvVai+O85FvmydWH/s5P9+PUlG2FZT3+0rt6Ax9d2uI7Lmw+uZ683QlnPFjBjGeM3c2A9/1L7YTlPaVupRa9YWJ1a6934rjCzmrYUoW57mraj67Z0XUvbbgltj296XOgqo90jrqyz5iaafEHcREwemWdicuQ4o1nL2qBUxujSv6VNC3/MioNU7YzyVmnXDGQrc0oxLC/OUJE9KXhGDX7VdPernJHctOCN8fWXgpp/Zpvdfu/6ptQxuwLTfwZO/fg8f35ckyyq5MVyz2tgv2XNajHW4O36SCTIw3pH1+WwglsG5LpmLUXDKetYTiXNHzejuchkxehIMRbpt2FG1a+JASlBSkJKIylN5DSTUiGRWF7auUiHqDQIJYMLEZwrfaku1WHXl6ywqtnuXFuCXq2UAL92XDMRHTmP5DwR50QcZ3LMzHORnUnxTM4eTVvMEtkGyEYiQ4actTxvphAebvrIqh1TlpgbmxlYs1EwVqBfqL/7my4u+4HZQmDJdV9e5peUPURgzYjKpT7KAsiJpGI7sgTYFoJGuu79IuXcVRpVZJHpdOU58s9jCyOZuH/DXCKMHo3K9mNAjsqh9Zy3Rp8TbR6Y/UzeJebOk/v3dJ96mt/tSZcLcnmGTQfvt1hKxIvClGmzQTTcVACwdI7QGO3eFwmBz6UZODtohY2dcDaglyM5JuLjC/HhQOOVRhQvgUYESQ69BEx7znpPSDu6+OtCsv/FgHro7h3qDOULSClMKObYf2kIs4d9X8j0TYZwhvkCBr7r6UNDIw1BGpr2TNsfkMYh2yPRecbUgsz4VktlTjxi0I93IHMtyJ3YvBai02FzJm5niJsKiL6i02fm7T1pv6X7Yab5AqP+lkn+Gdf8ir75f+I44+SAzR/I4z8g7gva/BcCI1v7NVlnXsIZoaV7PhPmmc25J82B+f619Os8ozlju4kYEhJjsVtyW+r+fXiAb/fM84k4v6LRcHMmuZ7U7EEmAkfEEu5wgUspsGlq2Pvzda78rcNgrecmSzbAkkE7rWt80WvJ1fasNoHUrFfTIgmmDnOhrGS5zMJi11qxj0Xr9mhXTF0LyIhZNSl0tZWp2XNlA/FlzoqvQaK6P+LBejBXiHikkpUtsGSoL0XCLRcfpPzMICMl2y+WALuWLAtVqaQRqyqIHnENxZ8rJD9jrtev2cyi1b6qTRaKvJfFgJmUrP4ayL/Wf6h+u9bAvnhIrmaeGNRMh6tks9Q2WfboanPVfUcWLsESKNCl2PpI8auW4FH9fJUDNRdKpkMuYL9ZwR3KnrQERXzdqyohIVdC26px9tMOFeGd7+mSg7HorkkzglcuruUgnreXA5dhxpoJwkzuL+R7xymPnM4X8B5pv0NnYzonUsiMDwmnDVv5D1ieOPFbcpw4fjkjlgi7AvKenSdpYnr7iBtGmvcH/G6kvfzf2KS/58tLz8u5YzsHtvFC7kby9p+RTYvcb2B+hs+vNPs3Hh6eIGw4bsF0wLbPOEZkPBVs4t2IOc9h878w+R1P8r8T7BOXP/4b0uGB/uM7dpcdx1PL5RAY3564HP8jm6cNdx92JaN9fmHwkcMuMuM424Qy0E5HpDfk7zMqgf7LBiZlenkmSWbIb2SLDHcfGO465vwO8o6LfMPAnvPpEfc24u7e6Hdnon7PPP0fuKYlfPvIvUR29n+ibw3Nn7bg9tC+p3Vn2P0ek4SbDwgNLzyB26B3irjI+fQZ4h/R80gbO6JEJjJ5anHngIyKxAt34nkvpVjrW3yk2ws7L8xNhM0r2SJpPOHcwKY9FtvnYXP1G37S8qZEdogJ28N/ReMblh+w3KNfOlIODN0jhxC4S1v2UTEeyNaQ84UYT9y9DrRffoe0ht0bcWo5fxnIZKZQinnvH4vfPBw6LAfujnfki2cKD4yW2CajqctcTJEmGZqUcIQQje2+5W6/ZzDHi3n8vKO9PBZcZh4RDB/AtQEXSm3Cu+13BBfw1iLJ4WcQa0iP/0i2gSYpaifCY8A/Kr/4Zuabuxn/fIceHJv+HZvNO3w74jcvkB2S/g1+Sswv/44URtL+SO4d89NAjhmZTnC5IIffIHHGYo/Fnn6eC87wzRNsjemfJ9LLR3YE6BxjJ8yt0jydCOET1r3DdAPuzND8iRgbktuSvDF2n4nTBf55JkbPFxWcF+7ThFgkZiGr4wfr0Rx4evsNYT7w6IwOYd880O43DL5hzA6nv0Lbf8duaHj3HBi7E8/dG84Sz+kTcYbp0uO2md0vQNOAP/yenDvcD08Y7U8ebwWv2ON8g9xl6M50X0AH0PORyGe+fxTSt1viNBHH7+mPRzb/L2OcPW/9jqE9MvKGY8eG/w3ZR+R/fkEHo3nukWy8Pn5Pkhk7nZEJXj9FjskT/s0duu3JmxccB+bme6J7I2wTW+AH2fAl79jnT9ydfmBHw13TcxwSX05GbiB+ACEi+ZWGkd3oSNLy5SHgupZfdB2+aTnvPJYTXTfiNDJPM+Glpf/d3+MOv+LTdy+cPpz5xXigG7/g3be4oDR3oP+Q2X507H+7YxNm/A4mt+PUfUdyM832t2h2fDn+AGchiSOnjofLG5oy9809vg08z89M80h3GdmkkVJJ1/Px/p5L2DB+MzM9TFxeDXs2Orvn3WHLZZvwmy+EXOZxG2aeHkcmUb4PW7IFPo87ZDTCn57xLrH5LuD3AueROBlT845Z35G1w6lnPyWat4xtJnJ7YLo/83+mM11O3P/TzClFftPM9CnweNlgrdJsHd4UG4rEU378PT9lefsZmRANVyTDykZfdd/LKwJWDCmRgHFGZAG0S5EqkxLlu9ZiKOx5YaQASbV4rVXjzuyaWrkAIeKQ9bXFgVsCEVuwDmwAHW8+X1gmZWLVQte5Gqd6ZdlIddAXhh01e0HUEJlQyTiNOJcIvkbFuo6mc4grKblpVtIsyMKcizPRNViOqGsKW2gB0rTqC6uWiLjMiM2IDFgtdlycxFr825bCkdd+gOvPRSYCi5SsirYC8BNYMeZlKfpdU1FLYTJX6IG1X0oA6VLOs9anWCxtV6OCI8WwXwCZWiychXWz3NYC2mp9nvK9xaj+6+OtnmKxhCtbGlvGGSxsvYVpa7Xw3JVxX5mCX4ma5gpe3qByuTr1awZHKTxd/iwOvYmvY2MBQW/6oYLO9ctcb+028FEzT1z9bK1vUpyDIglS/pUiwrIAyaEjNJ62dzS9sulauqYvmdzemM+R2ZWiesnGEkqIEzkpqmVEyCqvUa+9JIywMIkWYGHJ0qiBprXuS9E7LYUu5ToGV5mJ6/Ov/9W5MlfrOaoMz8KUurIzF2eiyvBkqcHM6jColiDPFR2t7VdBbZPatnYzDkrh0lUT+G9Jf/2VY2W1sYA4sr62Jg5xBWVvoMIrHgvrelIyXq6M8OW9G7SPJXdgYXUtn9OanbC4USurXK/Bj+UeVQWn5adKya7hhr1uNUPFKuBu2cgUlnlpqWVu+rUfio6zlDoSUs4LkLIn54x3nuwT6hwu14LWWm9svcFbv7ICol+1w017LPJTa09cP1seNFdQr8z326yAaxbDFfxd88Wkjge77cf6GbvJfvgzhnNdG2+uU14TbqUXfiJc8pcP+Ut//Ai8Xu9J4NqjN5+/ubc//1G+8+Pr/KVLLEGHr753BRBu58ZX8k03n7mOuQLaLJmFstSCcL6MFx+umRBVosm5BnUN6lpQj2jRDHeWcFlxjZFNiwauOdTNZS2Qud7Dsq/f1KpZAWyr+xEs2WpSg2JiJWvOcn2+Os/WeVkXomXc/KVEiL9+3Db8X/rWNaPnr33T/pVX/vplfzwIbu2GCsrh172qPNvNYK4Fuktf63ouufnFFobvknlkpaaW5XKeXAG8GONapF5TIqZcx0Q5Vc6KZUfOUymyaoUd/3UNJtaVcA3kq6CugG3OVRvOFQ1XH8ra5UOLOI9vtegOux7Vkg0h4ki5KUGIcWaWkTgnYCZpAcmk7mdmEbEqy6SLZJ+sy9bS5F/NxPXvSklcp/eyft3uHkufLfuvXddPyUV6065t/dVSIWVNWmrYrHt6ralW7NKbOVrHgaxZs8trS+2LYvcZ8vWw+amHGBZGzM9I8kh2hOTRySGmRavcDM0RcRF0LnIadz358IDED0h+KzZI8OA8ZkpKPSoJF0savFSp1TwLKLhGwUGaIJ8E0xabFK9nGsmkWKRDU3dkbp/xsUVij5BK0D8LOjlwnuh7JG/IaQdNIt8VlpjbglODNIAkUmOQA01MNIPDNh5ocWqoJFKYyDFhQXGtxydPiAFtLmgzo67UzhhSYBpBxEpGIYq1iiaHHzvMHMnNECN+SORs6D4ibbXrk0PmEYkj1iVyU4KvfhRmPWL6Ec1/j+rf4fxnfDuTZMMc7yCckP5ScqBtTyRxloBmpZvm4shGj2YpNTmcoXNGTbDGyGrIUGpAmG3Q1MGuK1kjh3NhzGYgKlEds9/gRGj0iMwZmabCElbK+R6vJJSfdKxBt2VuyDon6gRaSQ/XTLBl8lD9B2GRGV7Hu8Bak3A5/zrZb6aryI15fJ1ji9213APVv1z2z3WfrPUB1+z2mv1QJI1uAwRpXZfNahHoGoQo8q9SQSRhqYMtKtWvKDXySiNTAxuVdFHvrwD+Zc6rlUwrVSXnJfv9djGo+8ayNqusElW2+mtaM5IX3/Bq6Zb94+tOXokBdW/5ijCySMqxvGy1TYziyypYDUKQvl5Lqz8nsmALBpaqLak/y4AThE4CG5WS2ZUic8hEE2aZGSUxTifG45lxB4On1H7ohGmcOQ4RT0Pjd+QkpChEN3IOzwRVNnaPyUgMRrRIHku9iX5rqEKUwra3ecANRzxv4Ca8OBr2pKnnfGxxU08zBvJ+IoUjru0ImsEmbEi4JtJbT9KONwfZJ6R/Q5iwKRZpwW7EfGYO90z6VJSPGZiHDen5Pf20YUtDjD1x6hjjjjmDeKPdZnRo0OhRESbv0AwxZhyJbS7kMtuNOMlsnzs0wTxORBLZJiYx5l1PDjsstZA9MfVlPKYeGTPb3NL4Z4zvSfMLqo/o5pGQTvj5AHNPfu2KJl1TpML7JmI2YOOZbB0neY+5QN8azmdimrD5gh9fcCkQpSVR5IfdJEh0mGUaIjvJvGXhOLc0yQiSwRm+uZCGiZSeEYkETTiVwn7/WYsbZIrgfj+N+OlItHuSBfQckKnh/LBncD37WQkTRY7Zb4s3bBGdBsLxSNoa417IMRJPgawwMeF0JjRviMI4thCVZu5hbhhTQ5SE5AEvkWhGTglvxT8NUXAjhM7T5I5BHCMeSz0+7pCYYAwl86Sb0ODRjeIaTwhbggYkOtRKhiKq2OYBXETPL/h5wnWlJmv3bcZ/MNRAL0rbtrRti3bPuOaAxIDkHTErzehIHIlMJIXUZsTNSDjBfELsFckJ8rdI9oQ44zRD02KdktOADCNd1xNCw8GVfa7pZlouJJ2JAkkiUS5lToojiTG7UpeFt2LzjqFwRWJOJZ+w7hODeciOh+mMTm90TYe4QOsbQtMzqBQ+rmwQ94CPsLkIURNTNyI4JsvkBGnytF0idIpmw81H8pTIhxnLP6cMsFAkBxtoJmgTDkeIIHMkTyOX+47zfYNeEuJPtIcJ/Szk4Li0gagKOSLZ49N71F9w71+RI+hzIBMZ2xNJJ2SOaFam0ZDJgBKkQofq1x1BTqgb8Dox+x1vfks7PSNxpIlCnxtyFI5DJnmBvqiMaBwIacaNSlbP2BR1EXHFF01ByCbEO8Blpk+ZNBrz25ZsT4zfzeQ+MsdCVi44NrgG/H3GH5Rm9piDvSqXJjA2G6Q5IfcH8iwM84xNASdbxBzdHEu21kZR9aRJmJLRXqCNpa5EFuGya5isIfcTtvXENMN5wk8t/biFdGKSY/UcX1E1tl3Cq9KGhim1nMcdGo3ubSC4iJeMD0awBNEYrGe2kjEr6mjThc08FfvCZT52E8+7yNM4cf86cPQTx/aM5j0u3eOyL/WSsxTZfCK5OZSsr79x/PQRmaubtBSzS7EYL5WVL4tDpEIxgmJ1RKEUxQjVMQuFJSYKEqp9UFhYZgXUJlYm1+Ka6aUYCws4aT0QMK0sFKpkg8sIQwH5palMmAtiF8hvFO3Lb4oj7UqBk8Vvq3RjzJUaCOK3Vc5EcCKE8Ij3Sr9paXrl7r6h63r2+y1d1+DahDaRcVKG2XM+JN5eEoMaKSWYPJEiM6X5tdSFsEwmAqfSdnZfAw2VBUM1nnTAbGQFVaUB6yiFq6a6UPSYzJDn2kYl4yGn1/I9B6V4dAsslWOKBJSRkBxKEEGLzvPS1otVZlrBpvxGqS0RauChGNLGBbED0EHeY1hl84C4M4V90rFkC8jf0kJ01ZlOlWGZl6BXKgEQFSCQLbIwgYoc0YQws6RUm02l7ylp3cURKAyoxbG2VJhIZdzcPLbVYEOOlTm9BL1GkKGyZxJrAV0LkPoy5nSsvs/ivFu9hx2LcyE4xHbF4a1Av1PFOUfjPc4Huu6etu14fGzY7B3vHr9lv7kndIEQPKfDgfPhjdfXA1+eXzgfZ9KcsQzaelzMuHguIHPcFOM/J8QymcIqKkyhDNYU9lbMFYTrShaLjZR075oZYZUVqTUNQieEWFI6zSPMSDpXsLdm2MTSsCZNbY65ric14FHXjSt7edFerwE1a5Ec6jy1AkxKKGzQXBltyxipoBG5Y2n5n+NdyAKO1xz7xY28MsDL+XT9fLn/dS1ZQCmqs7kGHmDRY5eVnV3Hzg3Avkp5SGHPFrZv+apyHaa21DKhSJKolSJXKxiYSzp9Yip3X8E+pUx/rfrJJfvClbT7bBi+OmQFtFJVnAu44HB+yYQSgjg8Hk/JgFCFaSqMQ1eXcJWS8bI4i7bsI0tj69LdgtkiA7UAjLdgHYimwkLXa7ChoJmVtbfIBNS2tBqQlBUMsNq+y3CwGuxZXr+uScvepVc4AKi1VparS3m//H+B/H6GF7se8tU4W8GN23P9GCxZ//wxCv4jINNuXlvG4Drelja5/roEcOTmdHLz+XUcwxr0kwVYWM+tN59dsr1KLQjREnRQ56v8UkMILaHpCKEnhA4fNriwQf0WcVvEecSFyl6tReRoUDcRU8D5sWjMu8Jez3muAc3KoF+lDuu6UAMRpamLQ1ywEl3BTKVIKhSiQAlcWS7BYqgBvDUQXdt5zWK5bdvbzrnK5n3VVTd74ZXU8Ve692/tm3/xqGZeXoCiGztiiUgzrSxVu72BCnaX+iqu2IEVDypydDML+cTEKsGCYldYKuBkDYJbrfkiYuRUalAtLOBSz6GuQ5Wda4vchNX+0nL/KiVopDXTyzmPaCmYKVqCC6Ie53eIekIL6oW26/Eh0G42hNDQbbaEtl2l6uYxMo+Ry+XE+fTGNA4MpxNx9owXR04zs1zIpqRcMjykarMnq2NuybRJtV5apqzDC0hnFMO+ZidwU+tIKrhma1ZWlX2sAaCiZV73DJEb672SU2x5f67Tvo53rSAli156yVAq9o+Uv2uwYg2+aQnIFTsQpNpydhNQ/imHJNh8X8a9bx8Qt2H+9Qfyv9nQbP7IY/sCsiNKj7MBbwNKgx49qpHxwxsmJ1p3wVxLOvREH7k8nFGULu9QEq5/Luv8+B41h3uJxSbkmdzM+PgtmrbkdEfMW3Te46VnuoP85Bhf7kjPdyQNZHciXALd7zps90j6tsPwZBxBjJ1XVBMx/kCKQvjYoFnZPnR479hqJPSZFO4wdWhMSM74nWAPQr8bke6CvHTIixK7PXO/x8YZLhMyKyOOMDq6l5ZZZ143b9Apzf0vIRnT2wnyhOs+4nLkLnnyqLhwQcJAnHcQFTnuERqmMJO+ueBkw07+DusmLP5/iGacXMK3I407EJ1wDn+Pt4FtfCGpMfcey8qkWopbPp6QOdFcKEVuw47oGnQ3IBLJeYSc6GxDc94gIaCacd4IjxBHY7pEXLjQts9IjLgJUpoY5WORtlLFVDm7DnM/dbxdMy3XGmLJWGupSMmoQ4vEl6WFbl9sWjVfwewlOBGXs3Ldo6XMCaGsdYsEKFbY+EIF76X6cstaf7M3CFwDGiU4q8s0bDKGw3IoFkldA0zK/lVKU1mxe2tWVJnlWs3iIvfhQou6tsgbeo8LgguCSEClKWtFDqVYZ7oAmVyz47LVzIc81eyuXGrP5q7ck5vJkpBVCup2/wcoGR4LgVBkeThYCYOrHXXNtCqbyrzugWWNWiI6dZ+g1q9jafeaGaJa+6p0m60B1AVLqGsqVtZVocojl76HjNj8s/bXjONFfs3ZKc3df0P8K5/HiUvMmPX08sDdw3/D3/9fXIZvebl8oBmF9k0JruW936KXDf7LA0kGxrvPqE64U0QZMXsFObNrfsCagfxwwKyHh3sIWx7mjE4Gza9AEyqf0OnEbjzz4fJP5OZEeLowhoFDGAqJUhKiAV4hRceFjjwKze/3OA3cqyc1ykGeGEJi3BiWHPGP78mTcif/jLj/H7tfvxI2nk/3n7j4kfff3fHBerz/lsZ5+p1j+w+efX7hYfrMJfyBt6d/YdY7RL9DB8F/tuJXfPN/xzwMHx3qMm57QLpE/Axx9pzSd4zqSJtnzB3Y7fcE98brHwLDi8MNL2g6QrzQjANx7EjDP5KTEmOmad8Rdv9Yaj7JheQD035EGqXv/p6URt7Gl8JK54RYojt0ePXo2y9J05634TfE9MwH/p4dT4yHwGSec7jjZb9D9Dc08lvGYcNFdnTao5d7xA/khz/hJLD/co95ZbwTJCfi4Yyk6SePNxPjrEPh6bHDm3Ju74h+w7umZR8DeReRzZGsAwcZkJiQKZFEmcUjwXDBmF3DMN0TTNjuMtkH5s23ZWZ9fAJJhG3CBY+73GOxwx9fsDTgJnApE47PKIn4riHdP+L1gpOR7DoOF2WOLc28QXTP5HaQz8j5haZ1tPs9IbT04QnnhM9EnEa6dwNOpdR4ipnpzpF7ozk3uFlxJ4E5c7FfkPWBu/d7+u2G+3bkvh2Q6R6mb5i6N87bLzS54f55xzwKwx8Ceefw7R3BTYzbI+Y2hOYfcSlxH0ZmzTi/ATLn3x2YZOJ1MIbW0P6ANhGJho7GJTrG+G+g6bCQsNM9+YcecsmeUzHc+SOaQe96fHZoqgoew2dEI3sPYp7dlzOZwCXtODvFb9+xCR3eD0h8JcrMIInN9Aea0Rj7DfN+i+fML+QIEhE2WA5EP5PTxPT5Be0G2m8fIG1wmxrA+6njDWOwkSllXl6V8eRxsxb7+3SPnoUmeuTNwUPCPjzjOkd6eo87bNl9FtrTHfvT/8DgI6/NfyEFmLaOLML0rZble0g4gyf/DrcJ6HcbJCmeE3Ie+Ny1XHzHvf4neu0Yxgv/nC4crcF1DTv1fJA7pHNIJ/jssUtPoiEei+KNEolqnLdb1CbevX1Gx5HT+xmfHR/GSGMJn8Cc8scwMXLiH5r/wvvwhTs1ekBcw6fmW5QWnQe2aeB/soG3zZbPv3jgOBz4l08vjJw46WdcN9EFCuT4FvEnY5sVtcR8mWGKWPpMkpbj5+84DP+Gk3vBycA7N/JO/8TruOUw9ORTJJ9n1J/ZPZ3YyI6WHrOeKd6TEkxxJLlA3DyBBFrZEawlTHdFIqp5AxKXP3yC58ifnr9lmDq6YcS5qRQ5v28wNxD1wiFHjkMitg3tNz3pmDm8GObf8z78gtDAuDPmkJDNSJjh4VKVNo8NUf/2fvrTC1OvI7Nu/As7emHnr5t3LTxb2eaFLbg4osWYWMCKkm1QGODFNyvsK0mLzAnFeNNSCBhbHLuSwrrK6UigFKm91OsvGtJWQEwmxCaEroDAkjC5FLBx4RYv6JwqqAdtKnhSnGXnerwPhCbQNELfezabht22Z9P1hM2Aa5XzJPhJIUXmIZJiwrcdyRLqWtQGxFdDTIvheq2z0VMM5iOlfsPiqEYW4LyARC0lz3su/8SVaCWZrPNVasSssrSUggouxp6W71uRySrOaTGK7SuQ6iZKL4UFbzqCHSmFv4uRV8zrGbiUfrBSw8MWoGcxoGmvgO7fcGQX4oslq2NrqSORS4ALMFmYNnUcylTboxr/IsXZyCNwzdwxqTriy/ezlr+XCbOwnJa04wUIWDMbilZwcWq0nnthFwXEjX/mp1/ZPC0lyycieMTaArzaUDO9pWr4O7xzBN/RhA1937HbeR4fHri/e6TtO5q25dAEGgcpz1yGI3FWnAPnpWgM5ozKXMZSbioouwAmiwFUitpJBTFyLs6OuBIoLGwrKiix9mDF9IyFhUWuGUdWQb+lMDhaDX0pYNWyTkDpUxMWGY9aFaw4GIsTY7XOi/na9sv4rgB+rg7Nkt20ODFWljeTm3H8kw9b54PYNfBw+3OF7FaM9obFvIK8NwEIub4nFQSvLyxnuvluzRhbGbBLEMLWO+DW0arr7HXYlSBEwZmW9iszNVf/12qgxVbtFX91nG+YfioL2FeCEPWpUKSAizkRgifnhHOO5FzNlqC2zS2wDks2gVDvYWmDCnBdM0fytQ1ZspooGRa2rCEL/G9fte/y0tJSULJmrlfma4fzBi9efpWv+mf59SuIfnWHF3zxq8/+xOO6VvyF75ZGut4cP/7sAoLLX357+eWrdr75aT96NltazH50Dvn6b1nOuYzD28/eZPtUZ/9aB+LrehBLTQjnQ82ACKgGxAVU26Jrqx5dCiNbxJgJGcwcvinggvOloKU4Xx/P1/FU5YJWJn19zq9qkGixFQSWzAizaptgxSbIldlfn/HPqnF81UW3f1zbUlY5un/lWOQnriPr9s0fnfd27Pxrh7ux2272tpUQcC1MbWtA/Xo5WcCeNTNumTq2tttyz8u8KUG8UoOqZEsuz1NlUvKSvVrsEnFLba56H0RMUiU0Wxliy71Trrmwe9W7aqOV/lTfoBrwvsgxhUZwHtq+xzeB7faOpunY3O1o+xbvFafCdE5Ml0zwgZJRoeQ0oyrkaCQRcp5KsVgcmYw5w7KueulSx1iR07RqW8AiY0i+sZUFFlLGdZwsWVulzUvwJ9a2L0CeLWCoLp0Rb/pMKBKodrVra/bEQg5f5+7aL9UWX9ni5f0l06ccNXPzZzI3MQgncFHQhx66PePDI1O3pbFXHCcm1xBdh0sZnyIaHTpqKWi+GVAZ8TqTsyMPGesSUxdRPG5qcDJDP6BZ0NggMeAGhxgkLiQ/IPldMQunjhwFlR0qG2iP5N2FeL4n8QgyFznO5PAHR3KeaBuSLDXFwIsiMhPzBZkd9vqIpEATWppGCZoILiOuLcyyPEPKSNfAxhH2n/Gbc9UPN2Lb4bueLAM5n4gCPiqMAXfeMYQBtq/gA267R5KSTg2mA+oPkKHLLYaS2xHTWIBG2cPUQnQkP5B2IxsJtDyRwkxOfyRKzywbxM10OpAUZveI5iOeV0QhNErKSikBYfhuRDThT2DRMbmW5FukMcQrJjUQ9+ZxQ4NOiswZGtBGyLUtvZtpwqUERxPkHElyKTU/pMHEM0sm/4yg1xpMq1mnS82EYoxUe2kJGq/yTFLXoZoNtq59S/buMgnq92/Wvq8W9IW0ZD/ec5Z1sWYo3fgX1HfllmGCQHZlrcxLYCWx1jxguc4i21nPzZJNDVpJTL5pCT7gW/AtKA1CC9ZC7rE8kmcjWyTnCTMh5RqEoBINySUxXANL3bmyV1a/kSUAsKwniz1wE+RZ9tKa+Sw10+oq6VzX/mWLXnfYmpm3BBJwdaW8ycZY7ESVEnSq2Xfrvaz2bWmzIgF1s9ctRCCbf5b5ZiiD3BGlIW3+gLaOtwRv0djj6Wi5609swx/5U9zwPH0AA2/ge0+326Bzjx565j4S9xOaZ8K4ZLhcwJ3p2hP4gdQX22fuDPNKP1VFZ7fFVElESI42zmzSZ3b+I3PzhS+blmnbFYmbybA5w1B2l1k9mjzToaF1StcoMYFtehLG2AumDRz+LXIWevs/8O73NO8E7RxDf+YtRKQ1tiEynR9Il4y7c/i9sH0d2Xx5JYZX0uaVLC24diXeqTbodldEvU5G8iPz4xnJmZSEOClzumNWT8o/IHLEtV9oWsDuiEMH8YDwjKSIVrZ9Pr2HPEC64P0G2l/B5YzJ92TnmNqED4pvHpF5JDOTLGI2FTLg8EagIZ3usblnmn/HkEcCgTu2nIcWP3vOT49c2ju2+nuSvBGzEOeOJILMPbgR647IuKFp3pG8Z2xbLE5YPEL824Vbr+MNZplriYWWiHIJLXMIvNNAkzxtNxHbCOGNMRzRoTDuk2yIsi/CHyIkPHPa4DQT2gvJK9ruISn5uUUlovsD6hUdW4wOnRw6C5oMNaOZB1waUP+OuO1XhCWnwDALjA53acltQ9qW2qIaIxYUrw3edTRuC2pc7FDWlU3EqWDjgJgxtS22UTpxhBncpaxFkT2zfAPbFt8H+iaxD2c43mHze/CJof8j7iy0naGTkN8cKQc4bbBOcZsS7FW3RTTRuR/wkhFpyJaxl0iaBoagnL1g4Yg1FzaT0F6EbE8YD3X9NmzssC93NctiQJiQfFz3bc2CXirmFs+IRlofCuRxmcgZPreB2W+4C/eEtkf4HtJAigNzmjE7ofOZ2D0Q9/fczxd24wmRFrQnO0dyidFm3s4XzEds2yO2QeaApPAzxpsRrUjDDxdlVKVLRWGBqYdkeFcwIbs/YdsB8Ttyv0OlofkC+7njm3PHmz1z5HekzhPfvyN2yvAkkIRwMlwWuu2Gxre4O18CNzULyZqG2TytfMudPPE5/Qtv40dMIuozTVa2qS0y0R7UOcx5zFrysAPNtYaLMbUNbcy8Gyc0G8c5kTXTz5EtCbUqou4SZ5vw/iNbN3DHho21vInn5HZ48bg809jMt0QIwufdhildeDknJiZGdySQ8FNVFR8yOkHLhJJKVmxOmCskgOn4S4bLnrFr0TDw3n7DRg+8xsA4t+RjJr9k+sdIczcSfF+IoUMgHHosR3IeSC4whw1eApvcg4RSrycn8MWHmA8X0mXicFHOseVputDJhL5rkd5hlEzhs428zDNN72j6gEXHEAx1Wzb+V+AmUig1LCQMODM6KV7COPo/gyX+0vHTa0LYUJbBRVbFVcDxKgpfDpkwKqMgG0vxLBFXwH0pTFYhVecXzK7gKJYRmQCHaShGQS6s/gK6R9CxXKoW4zJ5q07XYph0xaAUK86XOMRtQB2il6umbtWwNCksXLWAWlfkHTSCS6hvC/jWdPg20PR3dJuWu8d37O/u+e7pkcfdlm4rND0c3s4cjic+MSLDGc0HhsuFnBXnhUzAuR1YJMtEVsVcV22oGUNJqQWLCM9AxOxcfy6FFEeMsUhH5B2We4yA1QDMYnxZZfEXO7ApoEt+Lm2eFxCyL/2mI8VYbClGWV+MYEp9BFuBYQ9swFrMag0PjCL95DELrDU8ZAkeRYrkQWlz+Rv1IABIYx1vi5zHZRmJ5VmtLefUOtYsFt1JoTj1UqWocoI4VwTXAEWlreOzwm2hAnnVeLYKjJfAlYEeWQqUGpRChFYK/ZXgQ5H8slWbNXOVNJL67Mv4LFrLaKj3ORfgpHCZUJlRNbzv8I3S9tD38Li74+lux7/91T/y4Ztfst+0bPqGH/70R35otwTxDOOZnBKnw5mcY9kgnBI1Fha5myBbYVUZYH0B+PNcgzVtYaPXIs8F8LMynyVWdnwFvKmgdlpAvAK6yNJv1hWQIxdwSXxXxk++VPCjK6BGrlkYVfqH5OsaUBmYtrSTYq46dZaLw2CC5FJs3BCyWxhNZVFHq671z0lBlJt/VNB/WUjXpIVlzK8o+yrJsTDN1wDCAhjdYMYYRTv4qxeuf0tF+WpO0tLaFcJb2NpXsM9sSeusrLVUQKsEZdxSMgjUbosDl+upKWgd79TgggrOK03wNMHTtp6mCTRtIDQNS32KmDLjlFAHYyrSe955shZ5kyK7I2vTlbKuxfnOKwBW0/VqOxUJgRIwMBTVwsJbfUioWLlc5+wikcPVKWeROBG4QrnL5/La0uWlJUhUOY+2ZCrV9+r3ykcXJnwBlFd8Ysm++Knj7K8dt4GBr37/EbC9DL8VvFwe8XZccR1/y0eX8SnXU92+eb3/BeS+Bbvr2KnRpTUgt4CaFfRcpQzFlbWt1r1R51BZgg8e9eWf+FCCB75FQo82W3zYEbotod+gLqCuxZKRYibGiLgJ50YsOSYXSNPE7DzzFEvR1TSTiZiVNaAE12q7GDfBB1eXr9rnazG88pxF01rXeb+AsbYASrdNfTPSbid8HY4YP+qb2y8vL8gCV30l+gXrmL357I+//lcOW8Z4lQFaVfS02mcI1yAxlOzIWPf6nitQXb8oi5a3lsDvGhoFsbbYYhbrfCn2YU41s8pKbYmF7LCMJdJSSLzopRfwMF4zMJdL1zo4Im6VZnfq6zgrAdNSgirjw4y6TNMEfPBst1varufdhw9sdzvev7tjv+/pGkcbHG9vM8fjxOfnno8fleNbsZmmYcSSEeNS9yEhMpFz2dstF6mDnEtgJ1cpqrLO59IGqUqWqJWMmlUOb2H2Luzgkk24aK0bikhX17/bcUhte2rfwTVFpdgaS/2JUty5XqPacEV/vsq6SAH31kau2Y5FAq/afUtWxVoT7Cce4pHuH4tN3UygA3IZkMkz3/XM/XvyyWNvDmsShBHTphSYjgP5+IXkMnPIwIDZR2zu4OUX4BQLxcbXwaMmhDrOU3qHpR16fkFTZL6biN0ZSU/IvEF7wbUTenlDfvsZfW3xrw/ot4r+bw1uGLDTCy72bD4+FWmg/Uw7ZrrnFhc88qAYntQ+obml3ShtC6GPeDX8MCFTxLyDVtncKe2dh3kLb0LKidRdUJ9Rl0j3ifgNnEfFHQLzNHN+91tCFB7HDqGhOzuyZeL2DN1I6wRiYBh3xChM02eSO2HbFrf1uPEAsQQ8SmBwh8gHsvvCkD8RJ4+MG3K6MEz/mew3NP17NEfGuTAs+2eI4nnTAmC63w/obFj4BpOW9pkiBdon8NDuAq4ptu3oXsmHBnsNzA+J6cHBycObkjaJqb2QGUnzsez3VY7Pu1JbcHMwfoK3UMcaLHuhLDJkWmWLloD4IgVsNdt1tSOon8s1wwFQqcSFWli9ZsmJk3V/W21TaqbcYiuIVj+zzkeDZQ0XKzVoSu1EX0lvVW4zwRqgsFyyyS1X7H6xAil+j2S0BlLE12yw0OC80LYbfNPS9x1N19B1gbbzOC1ShzkFLAZiPDONEyllprkhJ5iHssYlqNmxbQkNC+BKnTmRCvhXP69k980Uf39ZaqT4RYuNx+ILUfwfSjuYKWKh+Jlabau6VGnNIlO32F9Lzb0Twlz359oulfS21AARG0tbyUK4S1yzJ+S6brplXfy5ZKVMlBOJkeezEMcOf3HsZ6NpIiqvzKfIKTvSSyAcAqJbkrsjcyHqkeAj/a8z3k1s2gZmwYbI7GZe7/+AeuWp/V9x5pl0i4nSf3NBw5nGdug58Hb2jDHgdYNrHC8fzkxy5jm+8RpfcPmOx7GBuYdxi+82uHf3WKvMuzMpJtJlwkflMjSlFuG2p/HgppGcMrb/HrqMcyPiH7D+PeY6/u7pgOjE0/wB4gd+eXfPP9w1vLQDh/YVlYT6B/Q8o5/OHN09H0NLngP4Bo1Ge56IMmP+lSSJz/E9inG3M0JvPHojyUyMe+y55e7Q0qjgLxfedyN++xHV73lzj/xeHnibjcPZuOtmnu4TNK/M8b+S1Bh3EXMt+vKIhkzefcbU0T7+AuLE2/PvYT7zcHiHjw45zrjoCA//kbz595xsAzSkDSTJTNszqTfepo44/R0ZCD4zycz3diKfJtKrkoaMzUem2fPpDyNOEo/qcM1P30vFjHAacVm422xpt3DvzmR5JcSGc/Jln9wa7i2in43YCmOn0O6Q/pek84bxudjGqh8J4tj4jhyN+PsL0XkuDw7zDpn36Ax7/YQ2ytgasyptIzQI1gbmAIf9hbMbuHu9Y/f2gXx3It2/0sQ32vkjqX/HvBP8LtG92yFJmS8JdRl9UNTPiBzwBJ4+/z2K5zX8kdmPTOdSA/Kxn+i7zPZwRzP0NJPDny/sc8smt+zHPTsJJO+JTxckeUL8BS9R+Dg73Kan+4/vSeow65kvjnR6R0oDuTtgbirTPwuxgyyOLH+HXaA9f4bhTG42mFPaiyOcHOruEf9AvGyI0w47fsGG78mtYJ0nDZn47EhbIz6d0XQmnP6lkD35O0wbLk0oS/3nT+SYcLsJ6TPu8k/oWZi9kdRIb8DZg/sAfYBWUK+ko2P81JRi4E2DeU96OJP8hPRGlsDhNx9wydGdP1WpnJ843rJDp+9wqefx9U+k+Y303Q77VSBOgTk2uF4InRDDE3F4zyUn3jTS7S9sfn3hnJU/xcDldOb8gzEk4fkjaJu4Tye8QuM+IN44dmdUB/ZxJkQIegYGunlHTEb2Fy7uyLHJvEpgj2dbsb6T9UyjY/zeczwZ9jqiKK2bmFrl8NTRO8+/ZYO4gdP2jBP47nPC64XXfODgZ3bvZlxrPLrMHYFN55F+Q3xW5mNkdyfcb5tC4ggHxgjH4Z45bgmvyv088g8P3zONkfOhJZlnPu0gTaj9CcdEkBOhEba/voem4TLsmGNDfxfJ4Y1pfsWmMzG8cvEH+tcef+zI4x057YinNyY7MPiec7PjLY58Gkqh9e3s0VTqgjpzdEOPJsH3L+Q+cvgwE3Hky6/JKbFxA0EubJwjaEMQQXOGhyfGzTe4Hz6x+fxMbowxnPFENr3nEo98Gf4Lznc0codLxvsYUDvxuvkX5rzhOf4nkv3tzJufjs5VlkBxSCrQsDIMbj3hmh5pUkHeGbEJtMMIxeBbWGMWK+AbKrBY088XJnst9mt5AQbS1ejBVTA7gS2aYQtbvhhmxWjJVUKhq2yTKsuwOHK6MFVKrQO1UlyuFD6WWsgroKH882FDaDdstjt2+x3vnu74cLdns2vo+8CXcKDTV+LlxFunTNNECEKcqzZnVlTbwtSRhIojaWkX0YWFE+otfsZsZKnLUIB/hVqyBHYU+aNQjOAqr4JIzRCYC/NOi/5uYdSd6rkqe59tteGOtU2KHJVJqN1aJYhWVo9DrKFkUlRnWXL9Xqj9VV+ThcU3sOgus4Dxcjtm/sJRgyciC8g7X69jVFZ/XVDVipOf7TouXS0GbWO5H8q4K1u+Z5VGEIOqW2YrgLcwPg0sIW6q464C5RSnY9WNtashXNrLWNmNtR6JLOBylbUQ9RV0SRUodBWETZXJVApthgZCC9u+566/58PTL/jlt7/mYdex6wM+GjbMnM5H+k3HcB7xvsU7xWkuGr1aJYpkKuPdYg029BUwGjCLmBW9ZZVY53AtAi0RWwv9VTCitpXUYFaRiiha2SUVvUp+WQH6TEN59nwqLSF7CkBSAmzktoynVFAycbk6jUWvvCjqVBbpolFuSzBFrxlMNoMVmSm0vr8CPT/xWPzSG9b7CrTq0s+5zqkfo7lLlsSVZXXNepACpEsda6uzDKsmrlwFfaoaVD2TVfDz5lq2gOGFUWz1b8ulhkYmFSB1SYlfGepawf5ch+2VwybIKk/inOKDIwRH07gSlGhCLVTtmFMGjSQiYfTE2ePUlYLZ9R+3jPhrBAFE6691LaigpFbHPy/ZIlq/suh+33STrVIyS4uU8ywS6rcJBGtwYoFLV1D4Nnvl5jwLS9JuXv/RObn9Va598t9z/OXR+eNXb/5eowjLGF1+yvqjfEN+9Pl//RqyPvJyEvuqfb66xE2gDW6DD+WnVrkw0WW8aQWP3Vr/Rl2pH6LOVdmlUgfC+Y7QdDRth7qAd23RO3UUwM5GBE+cCpNsajoMwflLYWuqL8z5vGQB6HVg3LRVCSTUwKvctN06busghMpIvT7v2roLoCzL8L7tm2vT/aUAxV/qDbvpgb/eXz89CHH93vLdG8CZkvWxXs0oex4zZd1s1u9b4QixIkTYugauGZQV3F4ih+bKgmfrelmyLnKVSymMfoG81JwoQH2R0qqBCXfN9FrvXwRRq3Vvak0IyTWT0Mo/F3GOWmtE6dqWrttwf3/H3cMd3317z+P9lm0X6FrH8+vIy2FEXWaaCunmcrkgBlNTshvj3CJpxnIsgQS0aPKnMi6SCZJv15QroCh5yQ69tv1XLOAahCg2wwK9au0Hyl682q7LYiSrHSTVTvw6f6aO33XIL9dQ1qKyVm2myhK29ZzLPcEK3K3M4p92iDik+QaRDnG/Az3DNIPNxLuG3DjkkJFz2QcsxBL4EMXSTB5fyd6RJSAyo3IuMkPnhzLU/Fu537nU7HAFdSTmLTm1hLFBomd8SMRmIqjD6JEw4voZOV7g/IaeB9wl4/bg/6OHwxn74Qv6fEf76R5rM7Gf8AjhGPCtw98VQsw57FBrCU0mtIbbOdRn/DghMWNtj3WO3UbZbB3ptSUPypyPxHChKTEK4gamJ3CDEr3nkgaG+y+ES8P2T9/A3KwZItpNwEjIgky+6HdnIcaRyBtu69DG48IFZiNNWtpIHxF5R7aBOQt5dnAK5PmNefgeCY/49IRYYo4XXM50sy9r+TZjc0a/TLhZyO+3mO/x5zd0momzkQP4ptgMk8zMmgrD+QSDN8atEkZPc/FkPxCZSXZhSi+oBJrmfq0VJDiaM9jP2FPX/btMGBZb7atAg103dFn3rpuZsxheAktQsEydxRi7IZvcboqr3JmwMP6LfV1vrkZ/l52j2GILYaPaZpnip6yZ2DUTYXEBWYLBtQZE3Y/EhVJfKXi8V0Lb0TQN/baj61s2mxKQcLX2Uo6OPDnmaFyGE/OckSGQ5gxxJqcSCMiVRFXmcrFNi4zR0k7FRyq2eSkYvRA0bmuKlSaoa8eSxoaAlWfHQt1fagHxZcOscnxrHUVCTeordRJXw2yRpKtSc6UuYpEqho5r5sQijbfcTz33rY3wE49CCios+pdRGMTz7az0CcQSwpk4JtLoyGeHu3jEb0jhsfhh02dkl+Cp5IM4q89mStbEuP+C8xu8+09425PSHehMv//f8c0B9+JKaUcSMXu8tqj3nLZnLt3I62Xgbbxwf+65Oxlp8sR5h+569HFL2s7E92cYR+YvB9ygzHNLqy0f2oA6IZ8HUhyx7ndYO6PNe8RtsPAN6J7328y2fWV7uMfyBx66hg+NZ+tmOvfGLJ7Z7ZBpRI/vMNfzpW1I1iBuh6ZEmKo6hkZSNo7pDqfKvqPUjOifQSLT5x4bWvo5EDJ0zQwh4/sD2jxzjHd8iR1vKfE6JnyvvO8N9ELOZ6IExq5DsxDOOyRMmDdoFX+/I6WB6aUQWNLRyJMgx7Kfu4df4ZqGkSOJEWkz4hOxncgBLqlhsg80cqZzb0SNvNqIjhH/UjIpSSOXNHM4zgQP+zut2NRPHXCGGyOaoH/asGk9mp4hv3KiZTRP9iCtoF8U96rEB5j3gtt0+LtHshjj2x6xI6qfcdrQuA6boH2ekMY4/qonBcW/9viU8O0bQROt36N4goBXmB88qRcueuaNiXa4Z/uyx/oLubmgGunSzCxC7p4IjafvO/IRprdMyhndCBrA5YEmGrvXO7CW53dfmH1kmop8p9sn2jazcR2d7LlLymac6Qwa83S5o8ue+SEi+wl3cbTTA6cUuaSZZqvsfxVIszB9Cegs2HlHMkcKX8DPBX40Je8hqpIv7zFp8ecRppkUCxHKTwE/OFyzQWWDxUfm/B4bRmwesBBIGkjJkQ6ukCj8hMqBJv8Tkrfg/gOwZ/Kh4DHTR2y+IE7xDbjDCRln8vaOGFps8HDwcHcP/R3iB8QN5NkxHwI0DjYe22TydiKHGWkhjZ7LxzvcnGnmA24lY/2UQ9H5ATfu2P3pT3AZOP1qw/QkzKMjRo+2gmsg+S02bxnlwEVeoZvZPJXiyKMo45eZ6dkYRji8QTsmPjTngil0T+RgvDWvmE50TnAZRCaUmRAzTTTMJmZ3YXDG2Tw7cTTiIHkG3zCcA+djy3gZ4XBGbUZlZto1XO4DbW75wD1JW760O3xOPLxlAol/1iNTM6GpFATfquAwmqDQtORjJE6ZbfDs9o7JJ6bmwhSMwW1IucGdhY2LfNgcmEw4zRsG6fgyPmH5hNpvUc44+UTwjt3TB+h2jM878uBp+kRihvlEjCeyOzPZQHOe6FMksyHLB97GjktqmbxnbBrOprymxDYFHuYN3hJdc8ZFpTk2eMl0/SupmTk/ZhJK/t0TORqt/pYgFxp/T3CBIKBmjP2O+LBHPg60xxODM2adYJtp9o5zHjjOFwJPkB/pzdibI2nkrf2BS3rg43RPzLu/Ocp+ehBCHYXFfqwb+kTRhi/ZC+gVoJVc9RulOJ1GMaoKaFGKtQmRXJ2hwvA3oKGAslXjnZmS4LXl6vBXYFuqvIb5G0bfE3Bf7q8aROX6HlNfz5kKWKAUgyW3FTwobHHjGcQjuS+GoV2AqSo8tXgnBA1s2sTdZuTD/cAvnwL7u8B26+nDPUG3nC/PfNrCZbrQhIY5CBomNI8Il+LMy7yyN8wilg6Yxerj54qpKeRtYcetjJrt8gCUor2vFC3NUAI9DCDn8lyuGmh2plST+oZSB+ANIyLyXFrWQnF+F2MuDwXMWWouuEwBQjtKwTFWI13yiniV+/ULOGXFmbW+BpsW/f+/HR2z3Jfvuwp6aEEjLTaFEbhYqXlxxhcWk68s/gRpLvevqbTTqk9Wsl+oqYlFcqgCx2ZVFiyzBBlMfaVyN6yFTu3KWF+ppWIU6QMr5zPKGJQKklfQwRaEVAQ0VaxeahDJg/kife4Nx4x3E02ApvP0jbFrErtg7L2ycS2d29PQ42PAWagg34xpkbQomdvFmbDVSZDKslqMb4cuxe9+FFwpbNUKFnsKwJRzBXJr4cQ6FgqT1aoTUAOMIsVpoDpUAman2vZzcVw4VWCpBtBkCYbBVwDrEtwQKYWyK2BF7UqWW2VhqcEKfP/ko0Dyasv4qOn9t6hglTxbAFcW3xOKXMYNAF8KD7J+DoOc8wqUf+U4Lxi9yRoUs4V5vfRFvZcVOK36w5YdWSAmUFEyhmRwuYLCrji66lwx7MzVOgoFXFIR1ElxYoOjbRq6tmOzKXJgXdvRdR1LJsQ4R3ScyZYJemF2EXVVq92X+9WqDbw66wvTfIVaywOrlGG1SJ4X2a/KDrQ6claWemmrBfAtTm6+9gNW/dgF0l3Y6LX9tTZ6dXbXpWw9lshHnc/LHa8O6uIQc/2m2Y/O8d95fHUzP7rGVx/48YC+XYOXt+Wrr359fz8GKrlpv5t31kwIuY7nBYyswAki198pY7RIQyyZEEvw6xp8KO95kIBpwCQgrkF8oN10bPcb9vdbdvc7GtfQhJZpguFiXMYZUWVyQoqFLDC2F8wUF04Yhs5N3R5cXZPrXFoCmOu+++fNfM1CWF6oI2Blzur6+iLFtRa6XNt2AVJ+1Hdy85G/cHwdwJDr+rDgav/61//KUYMOq/yHsKxxq10FZZ+vrPhiinuuIM+ydlUQu7KDbdVNnMrfeRFeWlCzJZer7IsmVaaz7o9rWY3lniQV0goFnLIlk9I8pZ6QVNBIKi6eKYWipe5XClb2aanEB+davG9og6drHfdbx9Od49ff3vHtNw/s2p4+tPywPdD3b6Q0cjgdiXHmrStpzP7iQTJ+1pK9mhXJRpb6M5a9RlO8sqBlWce57qkSWRa0r7alNWpKDTYIi3m+1taSfNMftyOgjDdb6p5UAoSs7OSlX2sQn7nMAVj3jyVXjWWvque3RdZzfW3ixyvJv3YYmSxHIiPzXOtVPU/4cSTdGfYAbnrGnV/ROaLHVAPgHZc4cg4t+IyECdcZ7j4T7ML9/AdMhbkvmdZcGjLGQb8HAd+XApfWfwt8S7ctgJXTE3I/kN3IrBFzDpXv0E2P9hdwQv4iaFRc8w4XQNxHzAsExUJganqSQPw+ISieEa+JZpxoLONcxgWj/UCR+rIOZcPjpOyeQfs9eu/I4zvymMntROqHklg6Zl5H5TwX8krUgLlM9jPJTgz5BDYRxj+Rc+Y0PmKpYW4acgBpv0X9ntT2mPfMxxPpMuJeTrjTQL7rGfY7ptyS87dgA87/HrGEOsVkJqfvMTeRNls0KSltMAeuS9Al8j9CzkZyl7JKNQ6ZFZ1BzEibM7afmXxDHHtMM9aPcD8hm6nOg1ACh28eUoMPQg6ey2aLCw62EckDejyyym3+7cF2NcJyyZYva7W7CWBWEpEk0MVG5avpZNV1kVjn49fG3brfwTKn4mprXGfO13O0KMpKzXgokrVCg1TZ36U0gtUAhC1EoCUFYOXWVT9FWoRSYBUMpyUA2wZHCA27XUvXt9y/e2B/d8fdXc/9vif4juB75ikxniKXoeP1NTMMEfJIlJk0F9JVySDOSIpldU6GWC5SepbRagfkKqtn2Rd7cpFoxij+PKUPqP6N3mTAWe0TW9bD+qD1ucUXHyXnku2bqryWmGLmylq5+MqL7LO6sh9JLP7Cuo+XvUuqcEwJ7lap4yXY+jONuCxTseUv/4SmL8Twa0Z/j4sOiYGc/wHTR6btnhwakj9j/jdEeWaW77kPTzy0H4gxcD73SD7S7s6EHPjF7x4h9MwfGmavpO6EyxP9fy770DFvmWWLe8xswpnL+Efejgf6XmmDwvSewCMyDsyvB7KbiX6g8d8S3DfI8Ib+9j/TXHbsP/89eRTOh4lh0/Lx3RPaCRoMfGCSfwcpsz8IISvbZDTdxMNxZhci6h3RdaT7gfR4xGWjz3uaaUea9mxtT5o3PErDt27LMMHhNTNthNNDkfBpj/d4S2xPEWFG8sSsxrhpMd+xkQ1BPf7XDt0I0+SIUdhczoQzvJcnGt3x0r7x5e6N3it5eERyppsT3gVkvyn+Kr8j68jZ/4ksRoobshnfPmyxLcxdIs1nurcjLif6Xwb8PkP+jOU3VIpywXunfCvKuU2cLdLMgUbvSeKIYynQm37VMEfH8aLMY0JeXzFVTt2uEnV+6mADdxphSsz+zKU3rIngWpquo/OB81EZjkqaElOTsd7T7AKNn+niv3CcBl6GhNoj3v0jFzfxcfMFOmP85YRpor94GB1Zi9z0aWpQSciT0jiYPyrx4phjS85KkMC9DrSPA2z+iCOjn+8hCOO/dcS0Z/6oiGsZ2zu8TWy2X2g2A96OSMzMU8sleX6jn1ANtA+RrvdYfIfODU9/COxRXGiwbx3np57pvuEXzZm7cKB5eSS8PNBbwSYyX0juj8yN4xe7BreBTQfmhF0TGcTQvGWk5RCEOM/Mw5kYE5etMTmwaOg00gTFbxsigTQl9Jiw58jkzpgP2OYVv/2/sJCx7R7XlHqJ407I//6OwMTuhzeYW3j5ewg97uEOQku+DJBnwr5BMswZ7AIdEHxiPO2JqUOjp20c1gTGkOimHdvLE9Np4ksc8buZ8H7AA+05MKGMWtQ7mn3CR0dz+CX6czIhJHPf/kDnD/hfnbGYeM0Tr5+0ZN65DTp/j7cvxPkB9J6tCjvXI2/C9Dxj+xn79oLuhacnxy4pIRai6pwfkKzc94b5xBulQu7rXc/JGoaxwadI5wb6fCwk2Wlk8+VIPAy4u8C02/DlMnJ4O3GcP/CafsFj98qv9iMHm/lt+oQ0wvvg2Lieo43kNNO8ncAS/9IknIPUJLyH/nWkHRPHXohO+PL5grycuN8rm01RKslzZBO2vJOWXTvzfg9/uH/l9fF3yPAJPRrd2NKHR87BcdJIThF3cTD1fHZ/j5ii/xXEnZH9hezgsA+cNnD/8N+4s5LBNtt3HE6OcThwlxz7dEHmFsYNl16ZGod2mW+3LTokxpcDA5HXacJxKv6MwXFQ8qz4zRYNED6c8GnEvY0wT8jlhI0TpD3iPMES7suEftkTYmDmSOKE6omuPfEwBvy5wTVCI47goPM9Lj3y7vV/4GyBLB+Z5PlvjrOfF4TAQIrWWSmYVUHbhaGqHpIrDhpVL3/VclwQQodQnMRVs9GqTlmxdKohkLhq1vfFWNSpXFtiAdCtKyy+XMAidIfJN2BvmB3BUtFj1QJqGiX9vGQ4VM3Q3BXDSmr6vxyqkVhT4GtRV6qh6FTw4ulCZttOPG4n3t+PPDzs2O08OffM0fPlNdN1J5qmxXuP94K6GdUJtZFMKkaSLBqhGcvH0q7W1GsvzvaOUpj3RAmq9EALMoBOYCcsHxB5QFbWx7kyw7vijNpAAYifgAmTci5Yqqq/A3M1a6CACkIqgL+x1ksoQEALUvqh4DOyAhzoAsBWxzfX/pWF8ecowaZ/3dqz3BawUaX2bbPa9Wt2tVDThbUGGgrzWxZmZarjRFORv6kMQlvud5UVKTJhkqtifK5ZH7awdspzYX2VBlvSd6cS5ABWts7STmvtBIpBr+WvBTRd54XkmliwgEQlWCNJkJSLNqPO+AChcXQBNiGz8cbGQe8CrfYEOlwKaF4yTmqQYUmPXuuBCAsbaE1PXmsezIhksvUYpdjxms2AYTWYU2o2lDaQmhVyldfw1QmZ1/kORikeXaS4ytCu8lo160mqhJvVbBOrshxym8q9BB2zKwwWZyVjpgZ61hG13IuU4KbJTy/+dT2W/hOuxTiX/lsucX19dVelADtWWb5r7ZNbMA9q1gJrLHH9yAIe1+lU2krWpcCxzC9Y5WGK90quNSBSgqwlPFSKveb607PIiqlSHMYVKC3zptQTUbx3hBBoQkPXtvR9z6Yv9W/Kows6RZIo0xzxWrMg6vxb/8kqNFafpgB0q3Re3RqEOsVkvZ1yT7a0mtx8cPEZr33Ekv31I3D9CtraOg+KEw9IKVwsa3N/3e6L/IwhpUgxVGDvpjt/FML4GS7Fv3LU5/wzhNzW17+GClnXU7GvXq3fkZv7vbYIy2he6gN8dQs37V3/lpugQykcXgHmNeBG/Xv5p9zWg1hqQSy/F2KDA6kkAVekmULb0G069nc9T08bOt/QhY5hMN6C4S8TQyz7SxhbLBs+dORkOOexnFH1FdCpQd9l/NSg8ToeftTCt9O11ExYMv1u229pq3z90gKm8KM+qwHpa1/8qHu+bvQ/7zvkL7+1pqzYv3K+5aN17VrXWr15vV5nPVfJdiyTzN0M7eUZM5jHaNbxL4tUZs1+NShZnSx7R7VxrK7/KzmhZC+WU9c9qL4v2rDUTyJPXEF6ucZBoPbnAiYWacSSLVnl4MSh0uC0JXhPG5Rtr9xtHN+82/Crb+/ZNTv60KNeyZo5nk9sP/cMlwtNE4izxzcF9HK+jP1cA20ZJYuhrvS9SmGqr0t9XjI4lmyRalus/bmMy+vecE2rKYEP6v5luvR13TS+6ntjzcJcJAxt5OtshmXAx9rfN8SQm/pDpbuXcXx7nULq+XmHkeWM4bikyJyM/jnijxPy71zZJ+MbbvweHRrEGrRRXNtiqWUIDepHnJ9LybT3hs8jzfETSZRDW7MnL4FsibN8wmRm712pI9P8j6B3tPoJJ2dSd8QYydOEzRGTLSrv0VbQdgCn5IOW7KuwQfwZ9FMBiv0G88LcelIE99GjCN39jNdImC8EEu5ihW37y0Bz72lPDX7acnea2Z0T7f2G5pstnAKcApftK+fdFzhm7DmTZ2iiAS3ZP2B6Af0Ds5uY3ImcBvzwiZQcx/k7om3QQmFDuifU7UmNL4GSFEljxL0O+OdXsn8i7iZiDuT0iPIn1H1EcoP6DVlmUvpCdsLUdcgcSHqHaMY1L+Az6b6Mh/kyYkkIbYfEgL6ATUZuT6TNzGw9UXoknCHP2G6GbgbpCrg+OPStAxfQIOTGMW1bXJNxuxEXB8L0Gck/h70p65pgJER61nonde4UWdFY9n/kJlDI1aazm2mzxFmpa+ZCPKlBCFlqslydkjq1lz26WjAi1edwFOGwBhG/1nFY1tOrZBCl7qFRSBlSyCXllhqQXMBBTfia/RW8owmBvm/Y7AL3D3se3r3j6WHD02NP67e0Ycd4GTm9nXg7OixPeJ0YTsXeUlevHusiqwtZifq8CamScyJaJD4sI9ldC2dTiSZL4FtKAEII1Udc7Jllf6x7Y5WcsyrbJHLNyGaRmVuzshyrDWNSfK41I1rq/pKvy+0qKRfqd6svJ5VIudb7+KlHkao1JmT4HTp/T7p7ZPYP5MnhomeSXxLlV+R+JG9Gsnsj+QNjfOUyfab1GzT0WN5wnh/wBMLmd4SLY//DnhR6Pu8DqRd0cymg6D9nmjfl+X3Hebuh/cWRcD/w8rs/8Xb5Huw96u9AHwiyR6bfko6fyZuR1J3B7UrNlWFEn/+FcP6O+4//D6ZZOJ6fmXctl8sdzsFuc0LEM9h7mIS78wE/RHoxumFm7yJ7SQzvHPOuJW+P5Pdv6LShnbfk6R6b3qN5g5sbxBxKw3Ca+HI88tpm/ulbZZ48zbyHcWZ7+YLZzJtcmL1xkXuya9nJN7TSox8m5H0ivjSMZ0c3HtBh5qG55157NuFI2Axka8nTHhkTzTnidgF52pA0M+kPRBsY0sfCY4w9Tj1Pux7wfOwTMWba7ozmSPthh98LY3wlpS+4GNDkuDfj3oxPTVEnC/pIw45ZM/OUoFXsQ2COyttJyecJpldMPOe2X+Vqf8ohZvhhhmEkdqdSQ8ffQejom5ZdaEhfHPHNMfcjYzsR2paw2dDmC9v4B4YozKOg3CH6vzA2r7zw/0bCSP5mxKXM7hBRg3HTkhUuY8FHtneC74TxsxInR0wbsjUEoBOlubuAO6Cf9+jnO/imZfquI30JxN8IIoHZ36H9kf4xEjrwdsES5KlhzsqrvOC84x/vjE3v0ZdH/Ljj/vme7dwy/cOZ9DQz3PXYLvDd7g9sNx/x8wb30pd6KxkSn0n6mSl0vO/voRO0qbPfw4QD67gAyXdMJGQ6lSLelphJWPqMxJkQFHxAkkdnh51n7DARdSBKwMtn/O4HLHwg8ysaNbZk3MZxvmtxR2X7z2/kMXC5/ALZ9IRuC8GRno+QJjZ9QFS55EwejU6F4Ax525AuPeo8IXjwEEPGHXs2xyfG84VDOtH4I5uHM1yUzbNHkjIlRTqj/zbhU8CfP6DpZ0C+ZLbhhV3jCN2AWSZPkePLTLdvCH2LpBMu/xFhAiKdv2Pj7hnfEqePimkkt0e6FLi/3xNNaCQxjp7Xz+XvrklYKGorCXjbdYj0xLcHmtn4Rv8bm/zGGc8UZ9rXI7uPI6L3TF3mNM7Mp4FXc3xO72j2mXfvPzHlkdf5SK/GB5fx2nPGQco0pwuRxJ/CDLIEKaA5jbRD5ItvuTjH62FEpwvat9B5vGSIxj7DnTRIMNhEhu0R9v+MpAE5Q8iBbdjjvNHIhWgJNzpSdLy4J2IU5t+9ogw8/fsLbpc5bnuOAu/DH7h3n5gu/zNxfs+LHXjNJ/yUuc8nJH6LjPeMXhhMeGgy3z0GpmPicDoyp8RpjjgX2fRnpuj4zdsjaMt3c0/nIDx+wekZZcIuES4XmCaYN4iAHxO4iI4bQrrjKErSCRWjDQMB2IwtkhXntRBPQ0sXPe+OLWeJvPTPjEv5hn/l+Ok1Iaggom2ADrUGTMiMLIWqyg6+pPAvoGoPC0N/AdftUhwhGVkL7omWYmpE4ERh4y9ZDy/FIaOkUluuzhZ9eV3P1VA6Qf5IyQooQYXiNM/VcHGo1Ec2o9RQeKu3Wg1JdWWlcglxwlX7uIO8JVtxMnNuSGlDTFti3DJPyjzOxGkixky2A6bnwgKSHtggtikGk86gRVdZAMkRckK4AyZEnkHmGhAAmBGKpEHB0eq9MhRHMytqS9rLG8J8bW/6YmSxGN3n0o+5owANUzV6FzZIlcnRoiFbNFWrnahS7sXA7IwwgHQgPWaOQsVKhZ2z6vY7TBZJhwoYxHQDD/6VQ+MKlJOtGMQiRXJp6a+q4SpebgCTpgAk1Qgtvv3CDKxG9QK+LsEfakBNfDVmG66sUJBUi9utwar6NItDkmtwpcoaFDClFmITrpkEWMloQVc5nmJgF2Cr6ElrIXoSMYM4JeKQOJ9OHN+e+fzle9oAx+aBTdjzhx+e+fj8zOvxhWF6Y5xPzHNNoU2xzJWFmbQU1s7leSxXLVcpRe9WCSGhOBCLPNiSRl1lfpZkGShF8wSKTsqSui1SAgTmIC7OWqrPX6UlXAV4F9S5OiW2ZF9kqwDgXPvoJt3a1UBHTPWe6nqgi5Z4BQqtMtoJ/BzvQlZArDqPLGzeOoaRmu2wtBXr5+X61xXTWUGcH+m8F89oOeMVCF+BTFsZ3Gu6fgV7r4V/l1olBpawbMVftQX0q7rGojXoobWET60nkcvKImLFf1MhOEcInq5r2fQd+/2G/X7HbrNlu92saiv+NDAnY/B+ZbujV9BLuAYRVq3lfG2v8vha7mVhm1Pro4iUhCe3sJtr21t5tuV/5YUFxKttu7IWl2Db0oZWloUqF7D2UXWwF2B68bcXjFCMyvq75anfALjLNf42HvzXD/mzX9bx8eOl8i+vnT++8nX8XgHm8jDXcSnXz67fuZ5LlqvdZPRwkw3xlfwSN+/XsaAq6/uL5MQVbalr3lIgUhRxDvWetg9s954P7xp+9YuOTdOybzpej5kfQsZ7OJwncko1qHEDOKtHNaGqpZ6AllooV1hkGUrXOVZkNLgmta3Hj1Codczma9cY6xz9M8x2HRA3M9uWzfSvHcv8l/Wv9R6Wt5Zzf/3Rf+WUy9i9Gaur9EQ9ody8vv69BBKW7JFMkVyEwjJdHtEqyFRf56ZNas2JRbrLKpgmttREKOu6qC8s1rqOFTnGJVBfsy40YRUwtJyLZIgZWTPFFq33kicMJVW1jhwT2SVyPW0ajTgkhtPI6e2M9crUwttl5nwxhjETUyYlxVKL5ansb3nJuODah0sh1GtxmPK8ayHZWC5qC9VZyu9r9qRevyeuZnlqbZcF/FvY2rm2Zfn8UjFo2VvXcbrM4UWudA3CLdnKsdoCtwNq2YfX6E69Zl1fa//+bLU5Ad1l1EGXBkKecOqQaUTyPfLHDdla5ocNansSW1LYEJsEUdhPbbEhBsPj6H8IkD029hgRda/l1n2HAJu3DaREn4ru9vzND+TulSmfUSuMtJzB5g+QtswhM98VCUNSJgwd3esOHxK+ncmqjN8ojBn+5UDuI/OvHwqpvR/ACfI+gFfOMTNhbHwk+MV+mmncM60f6feluOH2YUO/fyjFgndwcQ0nHzjrxFszEZ5h/wKT9bh8T0oNQ3tA3UiQhM4NcnkkihIeWkQT03TEcsTHEzInwtsHLG+YxjPRRXj4lty9I293ZGaQEhDOqSed3+EawT0pZE+cGywb7jkhMaPniSyJk43gM/32XVlrhw1mgbS9J7mAs1IDQwkwTORpROJMch4LG7ztCxvw1eBLJkeIkyBdwN8/4mImvEasUaAF63Dx6Zpp/TfH2pKZBWvGMot9f91zyoC52iLlrVI7ZZUYWmxWKXN0DaSLVKBc1s8VOTuuNv2679pyW/WydW4vkkGyyGAuIVir66exBG+vUmulpp7ozGIxFvdDUQEfHM4pbeNoO8eu79htN7y73/P+8Y5v35d/bdPTdRuOxwvPL47QCOfzQLIzrj2htpAJFhuRdc3NlkrBVoo9bouMUa5+hdbAgwmlJmMlQa3dY9X+qNkgkpHaCSV4oUVG1wSxUFemku0gqfqnAktRa6pU1lqvcCnqvdjsSya1LBKCNSOPC6sEHgbW158/MeNmOQzyUOreheY90jq67R1N22G+hdiwzV/w+cDRNZxcwOuW1u3Y+vdI+0sa13J+fWO2NyT8QPYzp22LC4FpF0vmjPuCZM/0JTDPwsd+h3elGPRGJ84HmOdAfHiHvvc0bOkPHcOnEZ4vqO6QX/6v+ORpUkOad3wep0Id2N+RG89Bv8dM8DpgjWPQGRmE9m3Cm9AFweFoveDbwFv4wFvYMGui0w6/G3GPf2QQw04tDzvo3g3k8xfy6UjazcRfDJxeH/j8+/cM7ZnT/Uh2Ex/0wCSwcR1JAvOwIaVI54WQjLtzi4st7/yWTjYwnbG3iT+dDsyXC2nKjOmRfHkgX+7Q+cx+arFg5OaI8w3TZkP0F8b5X0gaiO6elAN5uiPLSIo/oKps3a/wAjRHYmN4EpKEfBTms5DDDG7kUYR7US6Xjo9Dw+jeCO6NHBMnzjgLbHJLfIHpi5BJOBnRGJHBgylpKMDtTx5uCpddIDfKzrY0o8JZsaS8PijHPmO5SBGL7oFH9DjS/OGEcwMWLoRBuHOCyida/f+iZoRjR/bGLJ9Qi4h7xqRj9v8Bk4D3FyQNpN+HglgNhvdGTgkbEy5mGpfJ6cIlHZAZtFGaNNK9jqRLx+xAnJK7ZyRMtNnjYksaWiwUG8GLsk0N6jzjRWFW+jihvHF5GjBxtH2mF+iSpxlb2vANF30k7D3+Hz4RmxIo0U+C+/J3NFPDpt2SZYLDa7HVgpU1eL5DJbLb/QvzPKL7yHwRHt6emNQx+pG0hfnjhXh+YWjuOPv3OPeGdBemJ5geBjbuhHNvzM2GUUcuc+blMqPnQB+3yNiQdUfSxJx6JDq66YSYEe0VJGHNFsQxvSbmCDwqvhN4l9ikCfuS4RSJMZBOntSdOD7OWDuw6y74XgiHHTLDkIVsLdt4j4sD3fgnBIpN9a/6Hl8fWYXPDzuOrkFfEzINfNh7Hr0S90Ju4XHYczd+y7H5BafmG6YZhglUd9zd92g34eITNo2M0xuRxOxnkIZt0+GcMdgBzcaT/xUJJb3NZDty1IbBw/bkkHHDtG2IjSN/02P3pUZl4yE2gbnbYDZj9kfwA7+bO0af+dXOaG3izk4IZ+I5oebZ7DdkUwq0V9QfxGXk0gCKunclY3WzQbeOYTtizZndtKeddyS/47jf4S6CvsxsU8f/+P6Oj10ogVNr+L0NjLMhhxk3C7F/JM6Z+SJkS2z9Bc+FVj6BRXbTe9RacPeMLpAaR/Zn3vMt32z2+ONHLqcvnLcX3mTgTkd+qRfaWdm+BEIy8rbgenfpTMG73zPT8J3ck7MjHBJ2ThyOirjAxvW0XSD2HZN45mhIutC+bgmDg8cJeXfmfnqln19ocuYt3SN6j/TfIi243aeaHF9q/22TJ0qg1T0/JdHrZxSmnirwsKE4QrVugWRMCjuqGEce6OprEaQDfGWpKlQ5oqLxP9ZzVRBXOgrT/1QAtCrJgc8gHuNduW6uxYh9V5xibRCdsHQGm4oBZB6Roi+7ML6FliVAUljAEWQAkWJ84QqLwgEuVTs2lddrEMJq+mnOgZw2pLRhThvmWZnGWAHggWQHTE+YJrL0GBs0bwoQrrEaYxkhIvlYFkf2wIjob8EuFHDfIyyO/ZJOXyV8bAS7oNYgtqPIMB2vRiANSFfN3KK9L1wApRSQdOU6RArbLlMyLALICZGZRZOUtfhwAf/FTlVSx2G6hdRiqUfcAIx8pdkP1RKvbJb5llnzVw691iUAW1Oj1++lmoXRSElzXtibtJh15ZkW1t5Sn4GqtbwW6wYqMFkM5FITwVIplF6koAxJqYC6UlIwVgBSFj3xK6NQqqOzsDoLKFsMZ1sAiFtHqIIxpU5CLbBMldcxSHNmHjOX85HjUfny/ANOE68u0mri4+dnPj0/83p85bIEIeKFlEYszYUWX1OYkVTGXC6gUraxvr5AZro+F1jNeoC15sUCSiz2upYxTBY0LxkRNQvDFWdtBUyXwFmVP0Or5FpcMlOul2WR17KSMl9ko4YyRrUH+rIGxKofm8szWAXWFuZp9dJuALGfeixMrSX4cHNzKyij1zG0fGdxfm5h4lUQeGFv1Z/rcK7tuji+N1Iva2BiddyWQMRyhfKvxHEKeGdmtXDgFW7M5lDJNVkn16LYUmpHiEIZcaUgtatZED7QtQ39pmO/2/Jwt2O/37Hf7UjZSKnc03mYOXtf60DAmgG1gKjLY62/lLGuC3grNbwqGTMpwQdZQGxKAWtXGXaWa3CljkHsL2D0cm3e2vTX/q9tWof1LXa89q3dnsfWk8ttV66vLGFhVuPu68/81OOrgXS9sfrrGmzhZmTZ9Tlv379BVfhxy3wFOH4VgFggEFkBjjUAt7A+bwMQXwUlbjMi6mcW+SWFa5BiAV+ugQizWltHasDAedQH2t6z3XvePzX8+tuWu7bjse/4+FyKsGczmmfPHH2p/bDoaqsreuIpltoiTgozfRnvC666NMVNIMLsJiCK/Hl7rf1ia5svhanXPlglvK6/ft32y85RvnV9+69c76tv33zmZkz+hY/+hUO++rEGaJcsufXUdRws63pdgWQNQijmfJmHzOVuK3OVKmFmtXaYLKal1XpMsgDp8tWzC0vBUK2B0nqtdQ2vjFUptW2W6Z9zkX7KQE4JVEgKYiUIoSg5ObLINQgRjZyEOGbikLicBs5vZ5I5xiy8DSUIMU5WgxBCzg2WQnnOmhV6DXIvTNtln7zuAmWdr0SYWidpbfdVZs9u5uECmNUxKIYQ657m19a6jhOttoSxZFcYyxzlq9ev9k/gWli6BJGuAbPbjD+79tCSlaGuzpufB9SJgttlXGtoHDAbSA+ZbA3yeQt/dKT7jvSwRe0B5ZHoFW0SfhJ2Y0M+CvkAfvZ0cUs2zzh3GGfU/gRNhm8UUU8/bNAx052LHvD89ANJpSRMJshjwJIjpQ/k/B2pPZC3RzjPcJ5phjv6/B5tz2j6wugdwweH/jASfvNG3iXi+wlrhKYbkVaQdx5zjtMXh0tWAEKfauaREPSZLpzpm1/Qhw139xt2+3u6HOnyzDk1HGPDl27m+DASkrBLypwVJ/eMOTA1O9Q7goyoBLBfIyKEh+/BnxleXknTQHO54GdDD9/CuCF0HdHPDPcPzA8tOQ9kGzEJJfCXeubze6SJyNOIzZ547JBzIjxfkJjQNJKInC8jOKWJ3+Jdg06GiTK/u8M2HcobMo4oAb14bB6QOGPhkdjucGmHO+9IzwfSH54LzC+Cyw3+fovGkXB+JTXC2TcIHW7+Fbpkyv+kAbes3zfBVEnXtV2qVPAibavLerqsNZVoRNndy1u57mt1j1vmsKZqut1UYTFq9rZcN5rFXBSBJfNhnaeLXbh8tsqk5Vz3xlorTosfqFprptQS7FqzT/3/n7P/bJNcSbI0wVdUFcSYk2CXZlZWVRfpnqenn90P+1vmT8/u9Ox27zQpkvSSiHBiDIAy2Q+qgJlH3qwbd5HpN9zNYDBAqciRI0cag3OGrjP0nWWz7tlttry+2fHF/Q3fvnnNt1+8ous7VpuOx/2Jpi339vFxxCfFdrUwdjHS5p2REipQsio5lz1YlwBN3SvmH6OQ5oy0GmCe29fU8xFKJki+ZFnMWQpS/aNcnk/FVTKclAyMhQRW1tJSe9JwyVi8tn1s7YZ41c4JdCrtOksP5lVt/ypn97mHgk5CThZ38xrbreg2N7RtR3AtKbRs/J5t+AOpfc2xeYWTG1ZyR28MG2MY/TPH/ffkZsBsnkldz3jzDnEwbTyGTGseMdngH96QgsWvtth14p1Repl4OhgOJ0f8X14jX25p/2Do3wv5wwfSDw+Yb/4B8/W/xz01tB8aDmHk43SARmB3S1o5uv5HrDPYG8g548/fIZMhvt9iUsf2VUvjWjorOOv42L5hcvcczIQzDXfbic39d3i5J5923L0OfPnlRNofSNYzrQ2nG0v83S37H94wtntONw84Ud7KgSyGjV0xGceHYU2Iia4HsvJ66OlSy71b07Vbkk+kg7I/PXMcPxDDLZrvydMtGm6w6ZldblEzoO2J4AxjtyKmI+P4O7JsSXqLZkeablD2JPcjKrC2b+itod1ORJc5u44YHem9EAfINxFZjdy3DV85+Kep58P+hmZzpl2fGMyJEx/Z6Iad3jM+N5z/sCK7jN2dwGjJ0s3COPhftJ2qCMO2IUbH6nSPTh3YAU2B5y8i4VVkG86s0wDhHgnvsMcfaPYfsf0Em5Emws4arEz05hHSFo6/JjWJ3O0RM4IdUbMhNn9HlobODdh8xP/JkAdDd9the1uz7CzOJhqTOZ8HxuEZekF6i0mO5mlkihFvHdJkdAVGhC43SGwJvislHbcB4wxWi1SdH1qSCq2dcHZkuI/EPtPbll4aXscbdt6g01tGsyZtv6P96nuMGiKW7rGjffiWxjSsup6U9qT9ATWJ1Ne1hhuMGdisn4n5hG4FT8vd85qYVpzWR8ImcfrtCB+fme6+Zr/6ksY84roD45fPTH+1xx7OrJ8PxHbHeTXi94lh77nJK7497lBtmMyWaBSfStDG+hNGA+i+JBA3rxHpmc6ZaYBw32M6S7/7kZUdMYeEnA3j2TCpI3174nT3iFt7tpsJ8Ttk/4asykTE5h2b9Bts2LPyH0gGjm2ad7TPOpIxPNxukG4NpxEzwT9sHW+2hqeNcO7g3ccd95Owb7/hsPmaHw8HDtMzve3Y3Kxo+kwfIufwwI/+iSiRYCKGnnV7j5jElJ+wueHe/DustoTjfyfEE493PUdnuJks5rgidg25t+S3BnqlPTWsByU2DaFbYwhY+Q6k4Q+xZ9NEvt4oTQ500zMpCcfzHmu33O7+nkzL9JyJUbGu1JKToUGyQewrzPQKc7vB3Dmm9RnfDuTjDd2wIW03nHSDHSLNw5l11/H3r3esto4PG2VQ+CMj+qSsPmYIkFZ3BJcJwxnBs7EDrTnRyI+oTmx9h8tAf8vkbtFGEBl4173jlf4dH+z/kwf9I6d+4LgeeTc+89enD2jYEp/f4lpFNxmjiS4OaF4zTW+I0uPkhpgzw+GBoJ6DWtQ23HyzYr3KPE0bgmkIw5msA7fPGffRwt0JXp+4fdrTT88c85qndIOTtzSrv0L6R8z2n4u3kR3qW6Z4SzKWTla4z8j0+uwgRNGHlCprAzoXONH1S0c2SwE/bdGzFGwFaRNFp7Ey46gZEAglTdMWRrkoyFwjYmaPVcaCzJqP7spJLek0ulyLatAkLimXEdVQwZCZhVYyHIoutaCzc1YNG9XCmMraVUdU0JhIMRJj4jwEDkfPh8cJK47D2bDqhYf9kY/7I/vDgWk8EaaRHI9oKmngyoTmUNlzMBcYU0kgQ73X1xQm/EU2p7B6HSpNdUxhlh6YpWvKapa4MN4CWZ5Kv7Epz7p0qC3Gs1T9ZJmZdaH27SxzU9s2N5AtS/FO2mJEYljkd8SySAJgKAyTuV+UuQCYuhns+TfGWwXmRZo6XmYgItXx4EumSJXnKeOrSDItedTGXi6oUkk5Ws6pjnV5r2Z9zGCKK2NETGXfmFk6TP4MtLk8fwVOcjF+S2ZP+T5VZS68Wfp7DrrV71OYi4hrbtFcYgcxKt57jBUO+wHE8V37wDjEsjmbR572e573ex6eHziejwzDQPSRGDKaTGEvmYhmrU1UQVitARtKRpBKvUed53Z9thn8gfJ+LuBKkdvIlehaAxbM6dJQdGOp9TlAa3FNncH8VD0zLhkuCpeid/PYV0Fzg5hYxpsqov5yTUkls0hKZhFQU9fLfZdx8EsZTlIBcRbwfMHVFyY4V8GOOYPkakwvgZ2Z4TaDkjPouSyYl/E0f2JxYD8BfxeZI3PR3aewjIUZu6qgIVcgqAoZg2gqwK/mAuLN97Jgr9XprdJKjWvp2o51v2Kz3rDdrNltV/iQ8SHhmqkS0oqrOmevSU4sivOmTHsjZsHvShmSCihWQnZhy8+ZHy/bZMbmMJVJrcKcB7GgyrOk1AIoX7IrFo/60hyfvHT1h8Ac4Hl5/U/qBMDLv2W+9ucbeVd3xGVh+eRe4eW4Wr7rGshe8kp+4rqf3o/8+W/L2Lx+VV482twH11k4C2a5/FvWjIts01wz5ap2BFfZCH9Wl6GAn0YUK9AYpbPQOaW14GxGJAIRzQlNiRTrT8rklMs6pwWAFTIi+rLH5sBvvgJp699LwP1aKmyeh5c/+POmfjF4WIDbP5NKkp/4/OeNl3IpffHZy/j7GeBEZradXq3vaVmXrhnyOhcrrmupzM+xfFe5X50n78zSZ563MzB+1V5I3W9gloJa1kEKK7BkZ80Ak73Yc3rZr+d4s8mQMcTUYNQgksq2JL5mXMzFzguxIoQIOIbTETTy+NigOdCtOs6T0q4GXNvytB953E+8//DI8+OJ0+HINOzx/kSMnpQCKSVyLozgnMuPZiXnMoZytSUugcGGZY+bg+tLhk19Pql7Z672lBFKvbXuqq3q+Utf6OU6V2tf3XyXuViOmfgw28WX8VmuVtjiUj9atv56XmWCo7Z+g/3Z4fbiUCWHgAhM2ZG0x9R6Gg0j1h2KfYLD5AmTHpCQMEOCZEmx6Myn3oIzTKtUsmKDRYJFjgZ1ltjtEOdI64zpM81qDRrpPeS9kO4atLXoQWFU/JgJeYQcyQopGMzZktYNuupI7Zm4GQgaybGDVYf+7Q76FeZmi9hcCEcoPBusFXrJSKNFB7yxBN1ickPsDMkIunalgOTqAewRkzM2ZbomwDYgKjjdcLxT1t8o55B4P77HZc8UIyYr09RiBot7CuQk6CSEZEhdIrQBaxwmCCYdEZfI7kAwA5p2SL7BJI/kAW0N2tmS4TNZGhzuwwoM9A6yM2SjSJORdUCs0m9uEAxdSNg8Iq9GaARn78jRYUwA51FvSLHFDR2NF6wo3hTZCdIRmw222WKaD7j+t+jmBl19Sw4NYXxD1gzWlwBHOGLmDObPGm91/GqtAaizBN1cXydd7UBzIK/Y4iq1toPaK/ut1rwTqdJIgqlBiUXKrPoo10Hty1zVZf8ur9a5vuyfuQTQxV32TEytwVcmZNnH5hqH1Hso2avWlhpfznY462hcqfvQNj1927NqG1aNYd0ImwYal2lNxpm8xESTKJlETrUob8qklIkxkpKSY8k6K8GHvJCptErRas1KmKWSLj6irf7bvOvP/jgIEzNpbA5kKFKyGlUqcUCZc1DF2mLPBVjq7l20Ope1RiRdXtBCKitdc+kvqaoIMMsez0GK2Xf9zKEmEG2xnzfbNW5tcfSY3KBOMU1gSh1xusUNLV+eM3I7YO4Ve2zJjysyqbhCZBwTEg3+KOig5DShqkwng2C5SQa0YTIbVGBIT3gd0O5M6wLy3JKyxXw/wEePPx455REzTGyePMkeOX0zkvHcxIHoM9P+16gNnNojbbRs9xsaMquqUtF1dzQ0GH9EJsFOX2F1RZd+D+3vuV0fWDUT6x92dIcVbBumteXYWp6y0AZDFwysMnmbMbcNq1fv6XTPznxE/Z7weGRKPef1htE1DF9FckqsmgbrEvolxBaMf6ZJZzqZIAe2SRhyX+aCm5jskaCJkIq2P31A3YiXspYiE6a/B23J+QzZYdKKZFak/g3eZJ6JjEzwsSdjOJGZFPxpIE2J1r3G6pZDlX4MU8t2EHx/z7FpSX7C5hFDB6yIfcPxmzU5HmE846yyvTFoWhHD1+TU/uw4mw8RobMbnBj8a0jG05oBIx4rBvVCMj3DuiE+NMg+Qq/oulR79MdALHnmQIvnhpwa/Gks63bbYYwl6Q0ia9rUgXG0cofYllEgGEibBllb9FT206FfMzUrklpyd4PxBjlZ8qYj7FYYerZNR+eEFRONaQjNDbazdOsztJbIFqXBtrcYDNt0oE2Je21os4GphSzEJjPayNEnsiQ2u8RqnbC6wTRfYeIJCXtCuyL+44aTesb8AZ0CPPXkNDKmZ4I9k28hkwjnjpggbPbENhFXD4TQcT49ME17pBPaXc+qOeLlB/r1mdaOnBHOzzvMkBi8BXbsjGFMgWwmbKOElUWDEI6WTKLfDhiXyFMkJ8XHW7IYkrdglHyTkTVkjeg5k8eWLDDJmnTT4o4Dq+GEnE+Y/YlsVqR2g4kWF84kZwldS4qZITzh/AHzp4no4Hi/J19jYj+7wCVk+gGTW27Dmj6u2aWGPlvudWCHx6QtR7/i2a95biC7wO39Cc4TaT8yGuHDEUIynO+/plC9G5xmVr1HNJBTh8nQuj9hRWj7J1LyvDq19MlBsAwCnSpNSoxYkpgKtp+RfkL7kX7sMEODbRy2b6G54VFaGn1mEyZyFE5pQ8OaMa5QGpJRMpk0nJiI/KkttTOn9D1Mj0xP3zClG25syyqvcHlHtCtOKeOHAzfiud8I1mWsCzSnRP8kbLLlPvUE74m3D6Ug+nlNstC+jtgYWXWRLgs2/g35LLhzxuZA37U4saTcktVx9EdC+B0+GJz5K9axJx8zySh/2AiNyXR2JGQYph1WLegzDYn7ds/AwB/NmRjh7hRYEQlvRlIfSNbjUbRTxELrSz2e9EXg/DrQbjPNIJAaolsRbE80HdoMyOqfyRayv0fJJI1Ek1i/+o4ojqf2niQ/P94+PwiR2mqozdzPArqK3oK0LJIv2UP2qKmsq6oBTQ6Qpxk6KtaPzMWqGpaigmLBdvW72mq8nAu4JJZS26Gv5x4pjDxhkYGRCsJVZjuyAi3OhhpT7qsyaguWUwsgmlrwdsascmH65XxHkp4chGwyMSRCCJxOHmtGvu8G/GToV0LbC4fjM8fTE4/PJ4bhyDSdyWFPTntUzxT5pKniHKYAAlV2RuW5wDD6rqSZ8gjqUT0AEZXb4pgu+phF6kjFobgS30kF5BYxZDOSzRHYgn4FSAFVq6NfDLiu9Bu2wghFR1jzXNDQgDEQO0gNuITYDPQXA54540G4FBq2oN3SpCKKmMKGX4qt/dyYQ0Dbapg3pZ/NDJQMSDWUJLkC4GsA26K2Mpdk7lOzgE8lqFClHowrYGUsslglgGFqhg0gEwXY3lEKIs9OBQUoSKZiWB6pmtiapDoUs2a2FPA+VYaoKVlEQreMP8homgpAnFfkZIgRkMzkJ1SUx6cTo1eih48fj1j7EWs6zuPIMI4cDu/ZH/cM50DwgegTOZoSSJNQhluUEoiIBRDGFANIZQQt4MoLaoapjOVFDqkEeqT+XjA7KYEGmxb8TWZEfNYrkUt69SIvlCpsakph6zkoN8fTckxlbmhTsoEkgclIViRPlCyftqwnZk61jrWvXcUB6zpgPwX6/42jTg+p/yl9VO/NFme0ZITNIE8Fxa/Z61dg5SXWdgVK1qFY2vglwHc5vbZTBXyNMUXyyBSQSiqjT6ACbyxr6yUIUYFqLQ6iUaoa14XlrHIVhKh6utY6rG1o25au69isN9zsdtzerLm5WTOOkWEIHJuBucizSukvyRHRVMXFKIx0LfeveW6PmrUiSsrl2Y0IGFNSfJcmmAHk6tRWLGIp2H2tm6QszPRL9tas/T+DrZ+Cwpc+l3rORTe4tNkl+DAfM5g3t60u94pcggK/5ND5HmZm9KfSLsuAvGAsC4CoMxN9dtrz9VVfXGe5s2VQyuVWX9yy1P/X9+f7+iQLwlSwYa53M7+/yFdUIFlmWaar+7hA1KV/SnCpfJcRxYnSGqV3l5/Wlho5QpGZSymWgKuPpBBJMRVZlVp7oPzM8lMV9K4BKuaCluT62uXfOTCxtMVPZEeU2iqXVn/57k/38dXsruNMLp2/vDEvoJ9e8ZKBcemw69//rWOuWzSDMxVskXm49VDlMUq25JxFWCbdMqaXr6lzagF25ktf5saSwahz5tdsK9Q1c6lfYFFcyU7U9GfnqSimyiXmgpuVLCxtwFhyLsETkWJHiTEobV0vFc0WPxUZnuNxTwgnugbGccCr48engGsE6wzHIXAaIvvnA08Pz5yOR4bhCT+NxDCRYiCnSEqJlPOLQERONRCh+RKIUKDaAaqxAHhzhsQSIJizKGaiDbX/bbF9SMBcZHdea+tnuARnCqEmL+1fxlEN8qut809Lu9f9WZc9Yx7z87mZkiVcN4wFsLNFsuYXrG+KomGqFpsjaMMqRFzKdJxwTSTYSJIGkwdMeCoavP6M55aJt2RjSaum8GDWETtZ3NGBd8gHh1pD7G7RtUPfDJgm0WXB5MTqWTFnGL/aEl83GEaEQPZKSqVWQc5KmgQ5OXLToK4j9RBuTsRJiM8r3LqDf3+DNA1mtUFywB9OkDPhweCM0N1HpIXcWlLjmPSenNb47UjXJ3TXIr2D7j3YPeIFG6Hfrmhfr9lFyxdhyyFnblLgcQiEhz9xypkxZUxShqlDT4bm+4BmaEbBO0O4jUw2gF0hweF0j7TPJJ3wRGRssfEe0kMhRK1b8rb4XyY52lNL+90Gu4nIFwPBZU7WIcYjtydMZ1m/fY1Jhv5fz9gUMO8eYQ1p/yXqO6KZyM1EPBvy0NGdtrRjh7XvMe4jMSohZFx+i2u/wa5/i7v/P4j9l0ybNXp+jaaviq/oPgKRYJ9rlvjnDrjZBqqBgVwlT8ycQZoKGWNZY+qYNhmthaqFkgldzNfZjhVmGaYL+arUFhBT10Bqdi8s6oeX/VXqnl1tUVPsZpGMEYpM8Jw1KFpIPotspCKmBCEkF3vAVAlk62r2qu1pbEvr1nSup+/WrPoV665h2xp2rbBrwTaKMbEGIYr9l1CiJlIeSWkq61vMZV9NmRTmta1K5Kqp+/VcU64GjK/klcRAxpbM/2UfaICm7i8DpfxqX9rMRAQDpqv2WEAroUbhQgyLdc0SRU2xG1RmiTplDjpVejFztmzJrjCLzVz8646yhp7r+vf50jjzEa2iFra3Oza7NX6/Jk0tZp3J7cTp3DGmV3wxKu/GRLg54V8dCOct/oMh9YF8o1hJtAyEaOFJwGdSHEEhHtY0GN5FS0PLR/MFk1jO0xOaTsjqO1p3godvMI+3mO9O8PjMmE4854HVaaD9OHL66iPHv/qe7pC4+zExnd+QHv6BvH7k8NV/YTU5bn/3CkdmfXtEWsvq/jVOLPbpv2F8xB7/mibd0Pn/jG0/8Fo27KTD/XGHCWvkq5bxrWXvO3hsue83rPstcu9JuxG592y++A7n9mx2PzI9H/n+uGdMwml3wzmtOG1BNPHatDSNZ/j1mdBHzONHmiGz2gt2hLsk+LgqmEAzkNuAb06EcOQcIjgPbmBKJw7+I22zZrN+VzCS4QjaYsINuRHS+iuy83yMntYn1t+/grHjeXVgNBEOZ8RPNPIFXdryTOCBxGYYuT1OvL95w3P7K5rxmS5/xNS6L2Hd8vzlBn2esP9yZNVm2vsG4ppw+Gsy688ea4JhZXdk5zi/PRJXE7fjiS5OOFkhY0d0a6aNxbxvMY8R3mqRmzwr47PHNA3NqiFLxyhvCClzOpww1rNyPc4aErcYWdFPPcY2tDevwO1IJuBNJm0b8q2h/zhiP0RONzvCekWzekXTB+S4R97vya/XTOsdznbcdCs6E9hwwpotvt3S9srt7oi6lrO8RVnh+lc0ZF6PP7LKI6+5pckt+6HHT47QncjWwxgZQqK7jXTbiJgdpn+DjH/EnD8y3RnOf7XjHD5wPn+POTicuyEOkdPjI9Em0v1Hcmjwf7wjpJZw80CwnpDe44Pj8D9+YBxP3K6gs2vWuifzzHabWe2UvW6xDzf4tOYUX7PRzJ0mziGTzIhbe8LbkTx2+HiHMZEVe4RMnoTkGzxvCNKQhwxNxt1ljFPiMaBHoc0dNq842XvGuw2vxt9yM76nOTzQdI+ct99wvP0aN3hafyTaFXG1IfnMOHzADmfkTxOhz+x7Jbafb7uJJhj+iPXCm+n/xm14y11qWCXDrX6PUc8P4YbHqeOhaXh0sF55Xt0fGN4Lh/eG52z5U24xq57m7W9ocsduuKWRPev2PyNhIv7QYXKic7/FOU+zKlja9IcbzifDszjORug10ufEgYZoWmyOrIJHbjz5dqJ5tKyDpekb2puOZ7nhD2xp8nvi9EhOhjG9otGeddgixpKdkFMkPj+hOvHdF0LohBv/e/oYGD5aVkfhnf2a13pP09/iuw0f48DH44lvgJsbg0GxeJqYWH0QdrHhbbzh3B758PpMCgaf1+QM/W2kyYFtH+mCwPE/kMOa5vhfCemR1aqnk5Zx2hBCx/70xDg8sF2/Y9P/PVt/pPcHhp3yT7fCziXeNgNx6Bnf32GrxLF1kTfrR55F+GiUmA1fP2/oDAx/dWa6CURTsNu8LqTh7hixw8T5m4nz7cTtc2Z1BM0t3m0IrifYFbl9BvlnYnzHNP0jmUiUPZPb0739HYGGj74hfkYW6y+oUjJL2FxpSgMFdJ6dFco51lJ0fJuSGbHo4Fbm8lLTwBbwbiaeLMzyhgIiBXR2vnVmnMfChEYoxsNYjJPKqCuss9mPN9WxNiAlvVM0XJy8et9KLq9r0XcshcwcqpaSvZBJ2RFjJEwlOn8+7zEm89gKOQbaQXGtch6OnMcT+9OZ83hmmgIxCjFaUmoLWzMVKZScw+KsFsZG2ZBUAkXKyJd/ZW6FauTOoJNaJFdjWqSACaIsBcBUKLUTrtkoFSQw1bHVCkTPxnMWCjOuyjXQFaBBAtgRpKOkAs/IXwLxBfivYJNSo/tSi1bKWAAp7evL6Qrk+blxN9cSqM5AHss1FyZmLnI9BkrQizK+FtmWpjzDAqgZZo3pUpGqOh2ilVE/txOI1gBNbsu1mViYhEoZR4ZSv0Av0kMzzLYwhIqofD2UWaZJjVTwpAABqqCpjMccDBkhjGWMDqeRnBRDkf0y5owYwzQFJh85nc8MY2KalDAaUsikWKLtmtxShLg4RjXjYWGKfwqkWWYJh0U2WuexYZc2nEExNakEmJZ5viCT1bCfQfoKgjCvIRXEnNmdCqX+Q22j0iBX60tdM66ya0rh2baO7sq6NmY5t6ywFVD5nGNZO+ACSsNc3PWCPOoFNEYrYG5m2BjRa7mVq4vn+fzLS39+VCC8ttELLf6aEXHVYCxO18K4qyBVLv1nattpLoFUnZnfqU6BmT1+DYjK5Z/i/Oa6ZmVijkzJ41MgxlDScnMq4NtVI87KO0YFY2e5sXku18CRpAuwOs+pmTG/MHzzFXxdTiwxg/km56yZMlDnLKrrT5Quu+qTT8ZD/SSLFvPV65c/pU79yxhY1uK5r+Dz17are7u+/lVjzE9bl/1rqZV6C3IpUv3p1X7678u1l2+Yh/GLVUBe/HeRj3gRiOAyWeQyRy7F2OUyb/4CcHnJaMloTuQYCVNkHAL7vefjx4GhTZy6xI/PkYdnz/44Mo1nwjSRwkSKEyn5hclZdN8rOHwNCs/a1TkvwaM5IHHZL6h9PI/JK1B3sVGuumnuh/rLMvZmFEoufafL+bN29k+1yF9qq6s+/7M7+JljOfXKRoOrOTDLUChgUZ33uysG/ZxVVoOGCwt4zj7Ty50t19a6l8xfKXNwQq7W/Nm+m7+/BPEXOSPm6VSCDFlnMAkklQybRK7JaKUwdKlDVbj92YI1Iykp7tyQouW5OeB9IKhlfxiwjWCtMEyJcSr1lw77I+NwZjyfCMET/FSyYH0g50QKkbzUGKhM4azFvtM5eFlAx1kq7wL0m5cDpgZMLwSAq9fJL0FYhaVWRj1f5r1izkKpAcqlxlP93ByDejGz5Torj0s/61zjo+5FS02m+IuGHhn0XFnX3QY1zRKQSdaSrZLEk9Rj6BC2iDuBtKTUFZvHCe26RVNCn8dyi80R+kC+bynW/4gGQQ8nxGWy6fE0xNwg2RKeWnK0tGeHTalkFDeKCY7WN9ioxW0xA4nfEnxg2r9Go2JjCQCIHlG/IsQ7VBze3iOirGOPAqOcSaI43yO5IekG5zp0GtB+YppGTmuHW2Wkc5hY3Comi0yWPBrySRlDxHcT0SvEBhsNfXBIFnwQkmT4eiIHRU4bjPZ0fIUwElwu0ob9GUzApDU2WWgNaiZkVIxvSecE+QgeNHWl1p2dSo2oc4uNQteBWINzhfgTjhOSDEk9KhFzBslKGn9E457sA5oz0rQY51A7krsCpJr9DWIt4izatMT+BBuLu3mHyBtc3BWZLPlQBmvIxfY77ktNts85XkyTOjdEgCtHeLYVuPiKSgX4Fxm4ix2BzHZeJTVUE+HiX5rLOjq/iaLMhJ7ZLpTLBGSWOytkktk5uKz8dUefA4dCDepTCU6K2GJDGilXNwLGaCHk2CKZlOpeOg2R49nzdJgqMGv4cBh4fD7yfDhxHs6M44T3CR8SMfpq05Xgw5xhmJdA/bJJfvKjy/PNhkUhvRnAFb+a2Y6ZSYOxbq/zNee+Ln1S1tKZ3BhYasPNaXFzZuPSnuV7i8SrY1YRkFnySRNKJdhVyahCZNTLdT/3MGC2pqxtHtIz+MdAHMFMI9Ip5qxYL4yt5cPKoD6h/5yIU8bfnsEeWNmPqJkIWchq6JNBgmCHDSrCuFphrCEYTyYSjCcZoblRjKyx6S0y3rHq3oDbkkzg0UGURJdH7K2Qv4Rm3XEz3BK98CyW3GywuwStIeotSQxh58g58ohDksDxgDNCK5Gmzdy9AYwwOctkHWObaM1EZy1rXSNB8ceB/VuP/7VF/YgbB05HZf/HzH5S9vcWQ8MoK6asPA93nKceTc+Y4HEPO4wV7K9b2q1hdxtwrfAqN6x76LqECUrTdshJGaePhHAmk2hJ5I0lu1smEiMH5KDcH5TsOqa0Bk2YCXJyRcrRZlwqcqC5W5Gsw0sPtGAtYhPYJ7ADo2wJ2UAYQDw5lrnnAvRHCiGyX5XAdlKarLzaKzk50psbmj6TN47kW4bukWTOnz/eNNMMTyjgc7GHVimy9olT2pNNps+3mLzBdxPhnSNtMtE0SL9hZYRkW6Z2hdWOdYbcKu1GikyUC2AgckCZyOl3QEuX2uLPNgGXE82PBj7CxkO7hqeVEDtDFCFFYbUy2C8Ec9siu7Ku5+jwxqC9xUpHFxN5dPiHt8iqgS8d0ihWThhNTK5Ijve9pbGOyTmiOPqodCnj3IR1J6b1wPPasJGWzdiRxxNh6skHg8iAaMSog5hR94DaiNW3pJiYjpGQlORGVDI2rFHfkk4T0Q/YmGiskNY9U+9gP2DHgGlWGOcwxmFtptNIowGLYTQNMfW40w5jwSsoDVkM2AZt70AisTmQNeCGBwRLdg7NFq1BJpuqRPLhhEwes3GYXsjmjG/ORGfxcksOt7THW+x4wuhI8onT84CNhp13NDqyWY34VtkvQeHPO0ThdrK0xuC3E8/bI71pMZOQhyM2H3CuZXOzwXeJ1AZuushdZ3m8sRy/bNEoZG9pUuZ22CPJkY8j0ZwZNx4TMnpaYTJMjSPmjMaCX5yN49R5MBNOEhMNKbakg6cdR/zY8qQtmhRCRFQxpiEkYToGxiYha4/KgTFlNCkheqwa3FACzpMYolHM2iKtw94q9MLm3LBOQm4SZzvwo3jOBO7SM7twhrzhTu6AkQ8MbGID/oakAXsz0HlhO5xxMpJPhrM3jOeEJmHLDkdL4onBBs6rZ2JzZDyciVNgejihJ482K6xx2CxYzUiOZD0y5pFTTKSjQOiYVsrj3YA9ZroPDrGBsOk42cwPN5HBw+5ByBnSrRIM9G2J648pFnnjlLFZcXqLdTe4ZMjDEUmBJJHOTLREzjiGdMMmC+ucmGJLGJ5xJrJtzzQ5YtIdDseNCJ9TzuvzgxDWX4CGFyDjCHPKKoBpKOmpLWi7OGQFGJeSZmvmtFcHF7utZqULkluUCGZPMehKSrvMkk6zXALPFF3YHaIdWlPkxGSwVdakOlEifX2QqTy2rRkFaQasa2AklSLaqi2ilkzZJGJU0I7xDDkP7DsI6USOnuf9BtcGrItMMTAlz3kYOA1nzgN4L8TgSGFFCopGi8ZcQJOcqy9pUbmpLLdjCUTkoRQPno06HYGxMPzFQVpBLkB5Mbo3ZFPqTuSqJSwps6SdCqgtxpa6UjSacFPekAJEmFyyBsQcy+usgQ4134HsUd4iNXpfmMcHVI5g+opX9GhaUxh3E8KE4RHo0XxLMe6PXBi7P30sHGhT2Sl1YRLOlLohBlVbjG6ZENMg0pFFUZmQGCnpBBuUvvoLAlILZStoMhVMuUHIhZ0mBaQqtuwK1KCpR1UQM4BMRZLI1ELOImAaRO2SHcwiBVSDWdTvplZ8kIzaaqCbOcW5PF+OCbIhGQdJmGwmhojmI64ZGIZI2/YgAZFEiEqM4MPAOEXiAP7siDERQwVIQlOA5sWRmiUZUgVIrgAuFUqGQSksp2QkaQm0zKCGseVnBorsgNqpZMosrMuZFVuKhJaMG0XwtR8LU21Jq7aV+cpczK46FDnVKVxQFKUD6RECwlSAbbNiqRVg5iCTgdxUB2b2kj7zkNp1MjuAs/84yzBdQLWZaT1Dk1KDUbK8QvXXTMWV6pq0FNnjGie6/GLKOHpRBLhmQpi5HsXiCJaxVUD0eSGdA6ol3XBhr6spDDJRciqXKU5maSdZmP0FKDTkIq+UIzkmQkxMMTDEiTFMTH4ihCJVknNa/HBjIM+FgSlF7VQzSXSpj45CttVBjCzyVmJMket6Cc+zuPcVuCz8g7wE0/STrIU5EHERnpqHenVZF19aKphfAcK5D+Sqg8zczld3tOyHsAAJ+gvH2nKnevnuF5IrdeF+MUguaOJ11g0L0HHRdL/M7KvH+slbUK7ZBZfAxiWDYZGQqMveEmC4CpLB5XVZmJ3mYi8s91PBHqUGt7TIKoXIePacDhMfP5xpMTSuOCJPp8T3T5Hnw8RwOjKdPWk6k/xECgMxjqQ0kpIvsjkpVZC4ZHnNgQi9lszJBczVGTRWXeIOSzf+BWBiCSws6K5cnX8N7M7X+rRf//yKl368+ix6NSaY457L+P7ZY7nWHISofbXMl4kSiKjEEW3LWJwzyeZ94KKlVoOsudoNMAcbluG4BOiqjKdQAw8F6NOZzDKvzaoFwFzW70rAqGCh1kLNikNzj1GhyH1U4Eq0ANZiyNFgxBZ1RqtoPmHcRMo9zjq8DzStpXs60bQdxhZ5uxQzMWR88EzTSPQT03gmxYj3EzklwlRsthQCWRNJpwLURVvYwimVVPq5j6WCZsyyMG21U+dhES7nXEuMLKDZZQ2QGrzQJTA017yq+7JUWZk5qKS29mNiEbATLkGHOcAOlQRTgThAtSndZ0yZHzUzViR+1pC7Hnv5ubCs8t2W3K1L8IZMciPYSLIjmQOiv8LI1+TmiPZ7mDIyRpquZXvbk55Hxh8nxAW4T2gr5K6HBO1wQsZEnp5RA3H1DdGsmbgl08L3uTDPV2V4ZevRLuKeO+y+K0mALRj7HUH/lWn8ktP49zgJrOSA5YwdfgS5YbK/ITWO0+sVFqE/96SsHMwj1iba8Q7Rlv6xIyPo5gPaDQyvj+StIltI65YsSjZg2gZ7akgHJX5InPrA+eaIHxtk2uFCy2bc0apDckNsJoa//z0xJeSf75DBspYtXfbs3QPeDaATdCN2ek0TbkjWkdMR6xWbethH8uMDanckd4fRieSOkDvM0w6xFrduECvYZiqZPw89ORs8EyIJtxfkrKT020KeOW8hdsi715htD+tHkj+iP77CfHiDuVtjb1ek9plkPsKNpX39N5jxnub5NTlMwO8gN8h0DzEijx8ghl803socmWsWNAhzPRMK4362zWeSipQaB0sQQltekO1srWtgSoa12kKqsabICBcZJ+WSSV/msuR5TlfJOQAz21h5AeNlLlS97Cjzvnm1v1NZ/KbU3jI2FYLHHIgwYExGXIYmkXMgec90DpwPgcd2QsyZSCaSeDgNfPd04PHxxH5/4HQ8MQ6JaQz4MBBiIuZiI+ZY1mbNqe6RV8tSlmVrusRi9Gr9yyXTRFflmTWX9co0dd2q9SRz2W/yQvKa672VYJTGAV1IeVUWNpW1f7bvqCSXQkwrZKnSFbU2BVVxIA9Ag4it+4pH5n3/lxxGsHcWnJAfhTAow4cJf/b0t0ea9YQZ72j8jsPbhoc3Le5Pgea/edLbSPrVnpV+5C7+nkks+9RjsmWbDMZbmkOpj5PfdWibGfIzohM+P5JMZvP617TNHe0fX2FPQmu3WNfyr074oenorWeTD9i3hvjvDP1xzfqp5cfY8Ts2dF3kZjWhGJK+I1hlfCX4CD+cGjRkwviB1iir3UTXO754p0gP56nhlFp2dsLKxOvccmvuSNMj54c9h/+Uyf8xM/2xwfxry/Gp5fHQsb/reP/tBqYO+7jDx46noyVOGTXvMWNH+8cVpmtx//cV3bvEX915Ns6ybjuaYGnyCDnRbVbIc8Nw2nMYTqxHR+8d5maNeXVHCJGTf+DmDF9+MBzcmt+PN1gS62QwClELga5NBlGLbl4TUks2a8ChTY9pQNsPqD5ypCelTD8+04QzGm8Q2dKOsH6E1LXEzY4cJ+J0pp0y3xwyYd1w/tUbtFPixjCNhsP6O2L4/M1UNNEdPyDJ479ZI9ax857dEIn6Aa9HNvorVup4XBuGe8UkxaSebrti091zlJZn2bAOiZvTVPy7+1J96mwngkSODASF8/QdObd0/h+xdsOqHenwtP9ssXvh7m8y/RsIK2HoDJM3eG9odoL7WrD9Ctm8Rs+Z+Bzx1nBYt7gE6yEQfMfu+BvsrcC/GzB9ohmekBQ5NZGhAblvaLuOaItsePMR1ueEW58wLZxvDow3Z5xpeXVqGaZbpuEePRvMxyOmC5hNj+YDufkT6jbY/NcQlOPxgSgjtO/BZZrjHXglfv87pvGM1UzrhLDZMFpFD5nmnHDrHcZucc1I24zYFLA6MUrP0XZIbGife5KJTHkqZGYxONei7pYsI2NzRONA+/wRkpLYkVzPqG/JdkdnTjj1uMdnzOMT9muLa5Vknxm6PepuUPOKlf+CzfAOwkfIT8Rz5Pl5z04sv5KWljOb3YnBwYNabPr8IIRV4c2pZW0MP3x74nGj9O8bzMnQ6gN2eqLpbrjdNIg50pgjr9eBd2uHND3f79bokxL/lNhEz9vDI8ErH/dCchHDiPEW99Rjcsup3WIbS86l7txz81uOzZGNOdNJ5JxfEUJHc/xIH/YM3VuOzYZ1hI33SAbrOsaQeDwM5G3E7CZUzpxjRKMhpwE3ZZr3Ezlnzk1DWGW6/+hwt9C+TmibuT/0bH3CE3iSI8/mjLDmXXjiVfR8G/+Bb+ULjnzkD5y4Dz32+S0+TzRvDvTjwP3TI2H0rB8th0k4PCeIjjfTa8RE9vfPTM2JH/ofGFPAfndAhsD5NOHVsHr3qhRcT4YmK+SJlAOnmPkxZLqToR/WDK/O7Nsnbp46vv19JvXK6asVQx84vD5DgNfvGzBCbJVkhN1KyVb55ylwiokvh8gqQqPvcP2aFL7DxAdEE1EyOzx3xvOgLYf4hj5tuIkrztPIcPyB3iXe2AjiiOEd1lje2c8ba59fmLpqicmS0m8XwIPF4IO55oJorDiOB+OZmY5VD6Q4TBQG8wUMKtE/pOi/l+BDBYcKKlid3KrhaItDvMAtWq8/+1KzlNDi9FeQaS6iqkXjVriAgkABpJMvDm9qUbVk68gixBgwQZmGCcHhOBNjxk4Flw0pELJnHAPj6JlGJQQIwRdQJCeyBjKekpJau2Fx8GdgZL4npWQjCKXgc6zOZnNxOjUWo61qb8vcVnPaMLl8l2oJSkh1ZLU6yQroUJ7b1P6TK33oGbRWXrKCAJXCQC81Q/rqL4/MDJOZcVK06OMC0l+lBvz0IaliajOLKJdLSf38y1xnFgmVxY/OpTiyZlDPUktkYeTPeI+WTIrKvFdVzBxQ0/lioQJrV4Cg1iLMzO1d2IJzMcILUjePs6YYwVX+g1Scec1lzGsF6rSmbCct/RJjJotg/ESuhdqjTzUzKZFSkacI0RfHISpRIWku7LasaIoVa6vyMTlWQHYGjooUhs5SDRIrMDEHK2Yv4xO5hwWtL+zUy6m6BB+lzreLhV9rsiws99KfCzAyyy8Ryhgyc18blrCqzoyo2eu5ClrM65FW4Ee0zplf5mGUu6vPNIOr838X7PVTEPDy3hVOXF6e5X4uCQ5X38SlLea/9M/eXhzVOoFfZJOU3phZ5XL5a1lXQJf/zV11ATeLv6ekVIISBRBOxJCYfGAYPWoNSeA0TZyHgWEYmSaP954USzbE4qFW0NEI5BmMRjAm1W2jrMulnkUBRXW5l6uHV6483tnZrG/r5d/yq7l6kQX71atzpV5lkeOrY+/CGr666DLfudzH1TD6qRH1qXjT5x5z/5U/lBeDYbmyvHh0+eTTn756mROfXqkGFl4OxKux/smHlpd+6r1P77Xexydf/PLjV89JiUipRlIMxOCZhpHzsaT3WhRrLNZaDkPm8ZA4nT3TcMZPgRRHcpzI2aNzNkSuGRH5EoAgpwKi1IDDZW2f17SZLHGNsPyFHy3jJ//Zez91yL/x3l865va7/tyfd+RnX3kZNDVQdr31Luv4fLV4deF57Oerr69zVK6fWWAOQiztOa+dc1/Po7sGX5epdN3exWZRnfXPc327jONldNc9UnMhxuQqu5XRGkyMqBQd9ZwNGItJDaJKskX+s/GWEMC5gFjBGLnSQg+E4InBE6aRlGO13yIx+VKjIJcMm5SKzZBzvLCEVUqgi6sMsyX7odoF8ziUqzE4T5Il2HmVuaJz31y39bwR/aUO52o+69W19eXnZxv8xTyf76X0nSw2luUzR109FJERo0qjCcngyFgSWQyKI4WGMLW4VKQWrQNrO5SRnCdkUOKPkEIi9YLYTJvHwjmIZee0m1qDy92i4sh5g2pXFDY1kf0JxROTx9gEusLQ0aVA2yTUnFFzxpgBjS3SRFz3HofBYrDJYnyL2gZtBFqDsw6jFmM35ZxosVPEmBHwTAayNJzCupB7TisyDquWHCzZ7An2gJNEYyz5lMhjZIyREA3pVPyX7GBaFcJJOGeyj8hjiyHj1kCbiWeDJkMjZ2BPbALJgJ2gy5BdT256dFMCiiYmmpAwvUNWATME8pMnZ4vPgPOY/gnDEeMLccCkaoBLkTydugm1EY4RQiaqr+Z/kc9tCTirpO5E3gSkSbRYogSwCRt7eP4CfAvnAfGK8WtIgjwHJAfMLyaQVD/ghb6/LuvHYkvO/odAke+r82rOMprtrTpdLvtzOa/YhqmuN3OAr8yTOStTxVym9eyLLeS9iz2z2CcCC9HnRe2VSlhCSyBtXkPRRZ5TKYGCnGKRfvCe0ToO5zOucWSb8TkQNRPJPJ8mHvcnnp/PnI8nhvNQbblArHWWcsy1LmJeEg+W+5yzgGdyxpyJq8VfL6fNvmVt4xpIfmFTzcWklz3qen0qe0GpVScFzFP/Sf2mYs98ahPOtemERUuhEvy0+G0L2aT4ZrOf90sOyZnmcCgEKTHkvkFswEjCi8dLqVWHKXG06VRIPW6XMDFg/zChznNoG5LtyN0dKh0ne8A5hzYd2SnJjqhRUshIdghfY9XQnjd0ziAuwUYJeiYOnnWz593dE26asF5o/QgfH0hpYDQnIltMfo0YRU0mZhh8i2ikZaDJmS9pyRg62eJyYnf8SDuOxNWZMfSob5G8Zdgq0no+pkCazrT9AeeeYW/RP1jGj47noSltYU84hI11xMkwPTXI3nLTWpIZmfRHgk7o9gdwHZw26DPIasDgcTlgs2N0a6JpcG3PTWsJwwaVNcYoySgxJNLeY3LHJn5Jp2d094iKR/FknUj5I0iLab8gu454FsRnXBgK2BcbEMFKwIpC6iBsMY2SzIDNudTT0RExnlY3bGMgKIRQavCdtMNZpb87gUTYG5zNrM+JkHPJHnA/YaD/pfGG4PoGl+DeG/IRkiqHRsnyilZeQbwhZkcegUPC9C3NqkPygJ+OpBQwIUMDaZfJk6KTIUqHX70hS8SpR3JiImBE2K0fadyJrGfUZMZXDXQZ01qm3CD07GRFF5U4RBrpi0i6z7jwPQaD6w3adLjcYi00O2g0Iv4jxjTIQ4/pQOyE5Ig9dxiE3HtCyjQpYLMlnx3e36DuFsuGJjWIbjhr5kfJpGSIvmA6apSjyTz7DmcCq9UackNuR7IKOvUkMtGcQD0uZ0wytLouxAU9EDUQcyBXIomIcm495/VIyGdiHJAYcaHUCrJVFSS/jeRVIoeEDUITCwYQTSU6DWUtin0BBFJvUGtYdxERj5xH8B5vMnklaHumsYKsAkkc2qzR+IqpaZH1gJwTZurJfqR73COu53G3prcraN8QjbCeNrQ/4Uf8pSOLcl6N5Ab6VuisQ3pTaNxmRZOqjJ88YdSzTpHx6Pj9cMMDSlKPG0Zuxj0rq+RVRnphZQ0qCRVDdoJ/M2E04LYn1FrO8S05O1xuWGuLypmJBEZxWci5YYo9slJMP9JHZffYklIkxCfUOGTT0hjL6rEhp47QbZAmY7UUvI/tDUktUR7ILuA003qQqbg7IbWcAOl7aDpCPpGOCVYNfdtg3DOh/T3kM10acK5B+1vsdGI1ngm5Y7Q3qPOsLHiXCX2EKNhgMCKonsn5gDiPtZl257BiafMNlh51PSFF1HWIaWhsYBUDu5RIKSIbRd5VG2DYsVLB3GTSypDu1rBOOG8xIWNIZAtHO5bsuqlDQ4NLJ9aakGyJ2dG2I7iI+hM5DeTYkdOaYe1hMzCZkUY85InRjwQ5YXZPZLEcWaEYvCtEAZPcJ6jWTx+fH4SQqmGfKyNdZ4ZblagxZZAQHaQiXSOM0BygOaKxOF2ipcixyhpszwUHyygThbU1VcOlyvdUyQnNxXhQRiCWIITYas/lItOUM2gpoqymoRQ0nsEDVzIcFvacUMD8UtDKSNGjLsyLE+SWzCuwPbHahNM0krNizAo/GqYh0rQWkRViOrKOJB0IfmSaBiafOI+BNCViCEVbOJ/JeUJ5phibO1ALKdfnKAtekRnKkLeUQMSPiBY9fJHNxZ5OI+ihZkhUKaSqlVwMsAicEc1IKtEqY3bVePOl//JjOd/VWgZ5LMau+gJaaa7nF2NSa7FfzQbNhekiaQdyQuzTAk4JCrnUj9A0oVIKv/zc0FRbNKlF2uX7yblil1f64gt7uMr0JJAkqFO0qVkN6QymR21fWTGpfN5Utqctkl6ach0q5f7ynE5tZjA7V4mbIvcgWtk8aqvhHcu4N0WKpmDBPWDRpT+KI07w9UGLMa9NqZ+SKcBE2fgS6g0mKSlPWJcYhxEjTR37kKu0TsqZpEoMSqhp1LGmm2ocSxAod8WAz7PG9KbOswnRwKXeS7nXC+hamVoSy4/aMhdzA9qVuaZ2YWoWCYmie600V14WkKt+bqnGtjC+SgBI0DTXe9mXsVmzGkTbsq7IBHKmuH4CmirjzCDWlesQqqPmqw9klq//vENejrHl5Ytmb/FhDSyFd6p3NuM81Zc1swM0F8dWUyG6K6BnBnuWv5dLsRT0nYNaVEasVNkhmV3jOj6h9DWzZn1h5AlVxsnU+CyU/q7yBKpKTIoNmTBFovX4MTC1nuNxxJgGN3ma48AQPOdp4vn5yOl4YhiGIlcSArk616YWDywhREOpW1OKHxXddEGzIrkGDhdZg/ocS6Bq/ntmE5dnvrR5hfBULs7mIsVQwYD6M/MMzRyolqonXB3+Wcd+BgW1XvcT/LX+rlevXZxgNb9ooNVLFZDhIlUzX/fqWhUcnJ/xz4+rzwIXIHMGUubPzCDHT97J0i4vv/fy9gy0XEMyspz4yV+fYqSilYU6v1b6NmsgZ0P0I5M17J/3pBgYj2cePxxrgNYyBTgPJTNsnEZiiMRpIHpPCqcqzXQmxRqcSCWwUYIRoWQV5pJ5Rt0HVOfA8BwMqVmFehl3ej0G/0KA4qIodwGuXmRD1fa4dKtcjfcroHhp/5d9vASgFvT+0s4/f8zXupZQ0sszLhKFNQttlg5aJJmoGVwwB6KXOca8vtZsS60s/PkZZgJDruB13Uu1EkpkyXyrxYAqM1WpNSIA0RKcx8py26IRlRMitfqMgNFU53ghY+QcESnBBZGG6Et9svHsMMZi3YAxbTEDZAbbioxX0lSKtMYRzYmYQwmUpamYAbEE9EvB1kxK5bmXxI6Ul/sv+9QMfM3khGqDVonRJVtITW2r6+yFuc9KZohIlZfMs2TivId8IlM3j5FlKF0HWmdAeSYP1JPMJ+Mqz0Ooaqb+kiLB9QJG9lgT6fM3aBasRIwEIg1ZGuKwZhigF8XInm7Vse62JJ0I6QAHYXp4Im0bpq+3OE300wmJSjMapDU07zroOtj8ikRP+NGho9CkgMkj4/QDOR4I+YHMgMjf4+QbtquB7XrCmz/izR9QeUOevsE0E/32v2P1hiZ9i5kc5rxFzZq0MZjG0DUOqy1N+5pGW/rB4LzHdv872CcO/Zeo2eDOr/DB4QmsxsR4XNG1Ha39QGv/QHd6zWoA8REzeHy2DLnDq0WNITo4NJ4wQTgoTCDfr7EOur+JuFbxfxDyYFjJR1p5z5MxTNnQHWDlIe9u0PVrxrZn3K1pfMSESL45k94ciY8j3g1MwbAfwDQn2u3/oPGRZp+RaHBEVITY7tAmc9w+kOxA8xRgUEYZiOIxzxnz3NLfCs0GdPsBbQc2+g0btXgzMJqAHW5h/yWkA0x/QlKH9W+AiNk/YcyI63TJsPusQ2rW/FJs+AJyG6m20bKW1awEyWVcm1qbUJRrElHWXH/VagPWYvM1q1dz8QPmjAbJ1VfSsjaVmZWYc0LLDjrbGly2EYRZAq8QcaQWxdaSES651IYQXWpCYAWsIVN8gOBLHbuTa0gpowLHaeT9oaPvOpJmgirnIfJ88JzPJx4eH5nGkdOx7KV+CuSYSD6iCilX2zybsm6bXOMO5rKcQPXRyzOIGpRaU28mIEoohEQpCtrl2Uu7zPKvUu04mWs2ZV+zMGz1DwY0pau9up5PtZPnaMlVcKhk7Cslgx601hlcfBtdU3ybWWXhM4daSrQffsCmgP7mG8LNBvN0ohnPPNuRQSJrm+gzTINyHDNdH+m/9vCHE/yfT5xulO+/WGFXN/R3vyY1E+fN97jecb9+C9YSmgBW8UEwqceY/4iRDZuHP9LLifFuIN56ph/PpJNy//pP/OrmPfE5kg7CeHxm+p+/Zbr5yPD6O6bwlib8NaZpSbZnyj1P53tgZGPfs1Lha70lSceTvIU88fbDf6HJZ7w+MPQOTRscK55XiedGOfuB9eGBL+yPvFp9wH23xaYth7wmpBWNvKczv6V7nHjzpzPH6R2n/X+ilY4vdj2qj5z9f2dqJuTtA1F75MPfk4YW2T1h5YzzDpca3m/+A4fuDd264SsvNKf3rDiwN2cOdmA6B8anRCMb3sjXGP0D+cvvSN6ghyMp7Zn0n7H2jnbzN0TtmR7uIQ206b9hNOLNCgxsbaCxivE7ZFwxrQ5E+0QYW2JoER4R98xGb9j6HT5sGacbnlrHj6uW9c2R9sv36LOF/76izfCVGck9bL7KpF8QhMAI/W5Nr5ntMWNPmX/eKD/2mV33t2yat4ThwHk6E98r8qdA882O9V+9I/jvOB8fiYPBPrfIW8v0Vx0MjnBak+yK4c3bUrcgvycnz2gPCJEv7n9H3yTem5bBOw59Yko9x+ENTVhzrzvemlvyqOQnz3HYcTzeoe4HWvcvuFcd7TdbrN5j0w22NTTvoEsjbv8vuLzG/es/Io0iXxwwNrJ6+gqTHJEHYuvZ7YXeW5L7NSdzT8drmrjF+YhNmQee+KN5og8N/SmDjeQm8pxb/qRbNmvLt28i6iJx81zqMJzekICj+wj5xG16xoaOrf6Glg6Tf4vXPWMcyTIh6jE282FzZn8/0e9PdMcBM7WYocX6SDdG/E1i+PtQFNWPih3hZoSE8uQiGiLyPpU5/ZsGXQmpbzDG8JaRPiunH/b4/cS+ixxfWe7Wj2zaB0ILkY58fk0+/5pp6zl++YD7CO3zDXqcuPmX7/G7e36//oa+2RI297TJcr/vML8gEyLbzIc3e9p15m86YWdXnG8Sx3WmP77CjK8I/SMDv2eVW7ap4beHLf/z6Qb6J2T9I93xI189/yuy6Yl3rzGt43bbkAIcHxqCU/zfHjAm0KcfkGx4mv4fxHTLdlyxTfA+PzEQWKvSiXDIa4bQsGkiq5sDtz9Yvvx+zVPred//nrS5w9x/yWrfcP+7hrBqOLwzODuykw+IA3/zNZNk/PQ/0XSiP92xPtrCpW2FQTYcjGN7u6Pdrjk/vWfcHzHvfsXt5kts9x3D6ve40HLjO/ruC9R8TfP8kbsPT0y55bm9p9WJr11PkjOD+wF8pp0sLkVy+kCSR5w0iLVsvlzRxA6n/4joa85P7/HDEbZ32P6O1fmRm/PEevK89hPDr5TDf1Ta73s2/9c7DBP26z1h0+O/foU10B49xnuMPDI1gY+rZyY1yOPXmOh4vXpiZ2IpUJ9aus0etxnJD0/E4xmZvsb41zy9febDXz0wnm7oD0c0n3gentHVE/aL3xPDDT/u/5YkytCdUBXMtOJz9Jg+vzD1rEu7gBkX7cbC/r6AkJdi0YA6yCuKEVaAyaLFaF4Qva7BH2oGxCzLAq4aLbN+ZmFtS3V8pWqMK1fyDzhkkReo9RUkUzRBzQI8XSwoW8CqHAsgJLXYch5QyeRskCSkmBCBEAZmVlqKBjEBMX3RoKZkPnh/IvgSDc1RS7HdnJjFMgp3b26nilwKFQSp4MAMGmgoRm1uSyFgDaVt57ac9YAp4LYIlQsypw+0IKlK8sgFm2L+3gpQzFqdFRwoxlus7/eX86DcI64YcdhyT7NBv/jFcz8CJiyG+M8euUbRqka7kms69NxfBbSQWcZgYcbP/V8gsguDD5ZaFLNE0ovnWDwBmA3hhes6g0QXoFRmp0ELs1/nsartBafCsmTm1BdF5noGcxukq+tTdPsRpMpm5WrAS0yoRrI4jJiimzdno2gJRqScSTFXCZLC8L7UHJnvqTyj1vlV/jK1H7kAwlCDhvU2KxCuOC5z01BkzPJy/yU7qQK7S4aI1mwdLufJjFOVwM4FdJ6vXwp7sYy/GYSHS02IS7uBVAz+iote6Z0yF877zKMAqOXaf+YAKyXIdDmzNs/V+RUwXjIVfuL6l9uW63+WMy6CTvXkuf+kYkdwec761wvcuoKVc28vEi7KFWNXF+AqK1VHP5FSIsZE8J5p9AzjiG0tLjlsdCUzYvIMw4D3EzF6sqYStHtRX6K2i7kaRxUkm6WurhtWubqnZe0qz3eZI3r1tLPeur64TgH0X+YkzAzFi3zR3JifdMw8RuexM7/28iuuxtjLZ/gl4+zFoZdfPq3y8Ocn6U+8VdpnHhufcbPlrT87/y+8cfWSctV8yyPPO9lP3Nu8is4ZMnPfaZVGqlkKJRNiwk8Wa0ByLvJ0FbTwQZm8ltpM3hNjJIahBBridKkJsQQcrn4WCaYCDs8Bp4sW9fWcmEfjPKcu+UP6oj2vjmXs/IU3r6RvXszeT0+X+cU/n+Evz/904P4bx7zgzPe39K1c7ZWzHvq8v2fK/lXqM7yQ/Xpxz/PkiJ/8nS/fMX/Pkp2py3UW++P6s0vTXM2Dmv1YipDOwfI5gFQ+n/N8fmU25/pvSszSnCIGzQXES8kUCROTr9aMqoOetQavSuAq5YBqlfXKSqqPkbO+WE8vMap5/anzEphZvzLXIZMqh3htX7zoS1Nt0fkcd3Xu1cK0BAbmz85WSyVPzIb20m9zlmDdTNDF1rmsfwuL4vIZ5dON6jMOg7o3ZKUEpvOBTCBpKtalWpyZWLUjbW5oMxhryE1DTg5aQYMjtz3atth2g2ipQ5QNZHGIE3JjwVmyKeQVYxSs4JqI2Ig1Bbh02uIw5AAaR5IbCc1ItgFsJiUISSAnjB9RWrIOkBuEt4hsaOQelZYcVzgMTQOOQO4z0Qa86UmyLYw8Cz5FBp+RUyDEhB8zbTPS95G+b4gJMp4cI+kciBi8aYhiCTaTSAV8jUpIGU3gcJCFeBLiBHnyED2mS2DB+QaXGmhuyZvXmHWDWXlynNBxQmlRXZOTJU5aataREbNi3TRo00DrUDUk15R5Y4vNbYyU7KJwi6YVjR0wbSLmYq87VhjtsT4V8lDqkSzkmJnSASXgREE9qnuUPWqfyXZFatcICcdENpHc21845uYAahl7l0E9ryvXgbjZBqn24afr2ov9r9jsMgdPF/tgBrjL3NaFyV/WT1nW0vr9S00Yc7HP5ZLhuQDq9b5nIkkhUcyBzQtQrrkEhLMKyQghZJDEOI2oKsYqUT2j72m7IhuWsjJMieMpMIxnxumMn0rdmxhCyYLIGVWpnEPzwoyY98SrxfmylstcE66ST9TW5WSWRKrXmOslyVXGwlWGtM5rqFa52tknvrb1BJZaD1e242KULPKIczDY1Y/N2RGzLzKPhev17ucPxeDZABE3JYw5E52Qtx3SOpxRnHQ4ETqEqNDnhi4btFHyvcduQNaKWXWYdUB0Yn0408SWrYuoLf2VBZpGkSYwbd6j9ogfIyZZQig2kc9KtBlvI94oSdek1GLMHZ3cE4JnOv+IjQ29WReZsfaEsyd2PNJnh087SI4cOnIWcnqPJs/R7XC6wmgCPZB7T7aJPgrutMUMiTAc2e8GIoHtPrKZIr6NHLpM01j6ZouNBjd6IpHYPGBoCXlF5sy53RC0hWwxuSfnFSk1nAdbM+I9zgRifEbUEsItY+gJriWv18gUaMyAxojOdqN0ZDJqN4hZs2FNdgn6LZgGb5/JcaKNPZJSCe6ZjDNFbcDpgM0J+lILs2saWsk8u0CQkUEUQ0/jHc0AIY3ElJFgWYvDrUa8yWjTYHZrTEyQFOMyfcqVYf+5400YpSEJRS7PArKn4YzLAyaO5HEkDiMJi64soyh5iMV97xokG9rWYRtIJiBisNJANMiHgLWBm67Y5mcSSRPjqSUbJZ07JDicE2gyRkpNrKk7IxZc84zt9vRNi3UtbWNo2x3iGry2pXaGPRcZ3aGYQ3GujxoTJIM5bjEu0ZoGZyxie8RYzmKYxGBaQZqIbU80TSy0zwSTCUxzDVgTsGpofEuTHNssdEA+JnRKRYq8FWQdkKw4/xbihhgTZMGbM8FODGZg0gmdIi4qwRtSdJgx4U4BCUrGEUZleArEHvzGEIOQxw7xCXcOSE741ZmMxboesYmuK3VzQ4BkDGO7BmnwMSPJo01GVkpjW3pjyeIZNCLiMGIhBXR6wPlMExRxGXlVCTznFtd39Ose1xqmtkrrbYZFkfWzxpsapumeJII2YOxAyo6QDGezhrblnEem6YzLSpcSLkbW4sl+JMUzRMH071AR0p4Cx+amSKUOuQgqC2CVsLJkK2iaIAwMXiFZmmaHtS2ttDiBVVZMp5g24NNEaDakbU80iWgDIp4+jWSB931GXS5ykQKhE0ybke0jAKtsyLR4tYha2hAruXOFmh7xBhMiXRYsDqsjKT0wTQ353LJWR5c7jCjSnsAFitx7xIYzhMxJOkYCbZggGFI4k1PkPHYMbl3qblmLZYsxLVM+kUn45omYB5yAxANeI3sTkA7ENYhTuphxLiP3J1KeGNKJ2GZM8pgMUSdsjrjG0GTHTld0GUQmjAls3JbGrhh3maQnkh1KnU+3Jq7WtK7HpYx0BqMdCcHhaZqJZjeRLcS4Q/OK6BLZBpr8DNS5+hmkpc+vCRGqIWVm573+a6psjm7R3CEMiAyIlNoK6AaNt8Asy1T05ZU6EKkummSKxq1BdUNJfXqqk2GN0FD04EuqO+qR/ArRHtiDjiCuGP50NStgjeRNMXIZQLQQuuhRvWNxvingPpLJ0SOSMZIBj6YPJYXLdOAsYawsOFFc3DNR4FZxq1Jngi2qW0I6E8IPpFhSMZMX4mTI6skYsgiqsZIRK2BsSiGtor8bQNtK7pjKT6p6zSkDZ0g7yC1IByaWZ9SxGGuSQG3pA2kR3aESai2CK8Zsqmwd2YJkjJkLEgI5srAjzQoxm8L+V1uY8zlQakasER0R3Vcbsej9F5ZiQikBIGsGSo/3/Jwck4mr8stcKNvmouc6FleVkQABAABJREFUBzRcj5gOSQOlYJlHCYUlKLXQ9JxirW0xbvNUDNvUl/FmS+BCUkndVqkBouokiKTa/m6B2BCD5Pk+LKXgmq/9VTMDtJbSFaXULtCSoSOGktFSQLXCFA8smvUqaLAlUOGKrrQmjyRLTh4h1fRrZQHSKjifVWt9EU+OIzlbcirFHHOeHZ4KmMwa+hSH/VLDxVXGawkmSdWALdnrgmpXmOFyRmRc2MOlWPzSHOWXXNpBqOMojdUHKwmBYua2n+Gt4gBIDYgJbWlPjgjT0v/kpmTWlFlb2fxSicoV5DQVZLMFoJG4+qzFcD6W5AOudO5nn2tmg15JI4kIZg7szRNrAeBKv87AmcwO8DXI/fLby49h+Q5RQXIF0Je+m9+vLvWcEj+vpVdO47WbbDLkVPTdNSlqIKlgVEgpEIPipwkrhuPxTM5ClMw5jtjGYhpDGEuxw/M4cDodGaeBmDw5hzoGL2CctULOgskV1K3Pm0VRU2QeZhmtWUt4zmxjlgObC9B/gopnSYtTKlevLyy4nOvbcx8muLqHxaGdrzE3Yb1iAQPk6pRLAOSiYjOP8Vyd4l8K0sEsVXNdoP2S7VHzN5bO1OXVy3EN5MKLYMtyzPID5RqLn371XcvYXHBqWcZRCcbIQp6n/i0VMJD54teOvNb7MHWPZ/5wBUFrYFJjIIvBT2c0BzQGprHl5BrapgBhqoaUlBhLgcy53kMMYwlG+BMxhpIRkSIpDDWgNqG5nFsCEVUasmY7LIUu688SfLgGluuzXMs4FeyjBsc+CYTVpnkxBy8jdIZchDlz6ScGBNez97orVWbQ+Brk/rSvPznkGoybrzmvYWUvKXv9ChZpCmVm8orMMhp1baE+cr2HshcO9V5q5qm5An5UEJo6X2aygFxNuHl1SiwFwpb/ztlKsrSFaqoZNZUkkLTsy9LV2VL27SLTJOTsKenBtq7VVV9dqoSlCWAjpSh3YUprrraLxvKTxzJ+Ut2XpYB0S9LWolh5CWyVMVQDBxWEW4pMm2JXyQvwroKhoixgqWQKS9eitbaXzPyfWcokc2nPeQuYSRtz/2MQ1cpUjtVWuiZyzBKMWvpQa80mai22aiuUfvwFa5y0xO7vMNLT8D8w+SNH3zIlC62AhXX/xN36iBkaZNyRu4a4W5FdS8aR7ZbEO8y6pd+tyNlzlmKTZduWElVdRKySzR6y4NwGyY62LdlX2kSizazMKxppGT4K/vDEtBrQ9YRxE8Y5/GQ4nMGFQLcvxT7FdEj+imT+FxqzY2vfIKzI4xdY49n2/wVxB443R5JJhPEOk+5Zu0xjM+dwZjoHDueEJdO6CWcDN68zu1e3dDth5Q6cvbJ/n5G2w+zWiFOMDYQ8wfCRPCZOU0CDoTcb0Ibzn7ZEhTg9o4w0mwS9oz9vkGGF3/yGcPct69V7uu4RNz3ShQfG9C3n9A1hOHJOG/I0kPOWVhruVxt8k9ivbsAawuquDMlVyY52scyP5vQbLMKu+0jTjcgw4UOmM29xuiXvT2Q/Qr+GVvHjmWH4AyvTsbYrkt3jm4+oPZLsj8R2w3hTJBz7NIERUt8t2Tk/P9YUKBJtRWp0JtbUfR+tkqzmst7gQJoC2Nc9vEy9q+CfGkoAokEwGNVqI86ErUs2aVnaYrHtFRYiEqluHZUwJq7u+xklkSUXcI5ZHnJeJ8raKCnUa5SMCDUFmNWQyAJRhFwNVx8zMUacO3AcLE1jMG6NNGs0CRoFHxNjSIQwcB6fiT4wnIYiw+l9AaBzU/2GKhNba9doLvuDLLGbSzY6KhfFOXX1eWuG+CJ7WQMxoiXjXS05OWYZYYFL7SamskdnmOs3LcZlMbxY1tUrEoxQ25hYxgQOWNfP1rWuOLn1/mZD9BcwhbHs7VckVTZPP+AOT6TtHfl2h40dm+RYJaXLilPYqHIT19wMa+Jui//3Pb6BdqXYPtLcPtM8nVj98wOd9Lx5dUt0LRoaUoZ2m9AucP72/0XshMOHf2A6b4m/TaTniXEbCKtY1gwEDe/Q4Ut23Rvu3FuOY8s4/UjTvuK2/4LYPzHt/sTaPrJt/hUTvuH5+X/DjD3tcEZ0D9P/QdbAHzb/AbFrvrRHev2e+Op74mrk/vF/5e7pSx4fT5xOf+L3t2c8I9/+vuHrj47Du4nnryfadU9/+y275z3v/qiMt4npb/8vUnI8Pxd5pY83X5CN4CZFQku6e0NOlvdPf+J5HNncHmhaT3P+Z1z6kePh73kcvmDs14TdW9w5sB2OBH+inw6MMnA2nmwDuX2HDRve8QWx33D6cmTKgaf9v2BCy930LTYreZvBKi0eI0qff4dNE+P935LkjtuodNqyb/7AkY94+4pn85rt98LmgxDdHt/ssaHl7WnF1BYP1q5a+l+9xYWMHvYY9WynR35J5k1G+ChrVCybzV2Z1/FfuEk/0OYtlkx6HBj2I7Hdol9teMiBw8eB21t4++aGphV6DGkd8BxxYtmaDeEUGX73ns4Efv31BF3g1I2cVPn4p3sIHU1qMRh2r8+wDow3E6ERnvXMo8Lt9sCOIzd2w63dEPs1Yf03DG3ikAK4jOnfY5PQvDesaFib29LufgI6jP8G1wruy0zbZ1b9K8QqP7SWCaG/E5rNiUb2rMgM0nAaHcE6grV4Fxkaz27csjnfcCNKZzK5jaRpJJqIth5xCdMeaEbL5vf/K2kKnKffEtKZo/0Rz8SPzROjem4eoXsGf2zxk8U9fGR3PBDbNanZcH4cOP3TifzGkr9pUelQ3eHCRHd4Jq88+y8PWNPQyy2tV+5Di0THcLD4s+Nj+5bQOvbHPTYOdOuEXQu7acc6OR448pgH7mTNTjrieITD92zbLXfrW/xmYviHEzoo+Tc3NOGW7XRLEOW5OYKM2JsPV8bjzx+aG04Pv8G4ntg/Ic0DPrzmPHaE7h1mfU86evLpjMuBVfZsFL5tE6fjA/vHH3HbN3Rv/xF/3HP419+SnSHu1iiCCwHV4s+lLnL+d1tMk5HxgAyR96cGnxv+5vW33PWG0J1IdmL9KpFN5MPpyONw4Ga1YtzcME6eYZzo5cjd1PCjifx/Xo/02fHlsKVrM2brsOtA++a/gVpeTS0p9TzTQYIvh0AnCvkNKjfI+hGrJ+6Sw9kdbXpi9N9x3v8KlW9512646++wbYb+j+ggBLdBw57V/gem3PKdecdI5ua0R6fMdO7xUfhxuGe0a97GQNcIbfMWMR0f9F855WfcOmFXGXsOuHPkSb7g3L5l16646XeYPrF9TtAc4e9+ZJg8PzwdcXnLzbBGgIEzjQi7dUufO351ui0BP/sDYhOr1d8i7ZqPu98xNA/EHzPxBEP710ybd2zdgbU9g2uQcIuLlpxPrDZHbt/tmU4thw+/JhtlWo9YObDz/4q1DW6riPn5EMPnZ0JUcGHRYl+0FuaUzGI4ySwdguOSYm+r4SXMNQVKOurMnptd6isAgwogA8jMFg8X5/3aACk3yCybUAAUW3+v8gCzE7w89izHNDPSfTUIZ5CvGJ+qFsEtzmmuX2liXsC+DIhGiiyNR3UgpUBKQkpafrIWoFhzdXK5/DBjBLNedQXNCzJd2qlqHOvsbDJnG1RHtBrKF7BJq8FX2TjL4tPXlp6NrZopUa+p2VQ/eL5eNYblYqzLzKBfNE9nQMRwAQ9NkeyZjU4xJX0XYS7M9jMDrny3KQ0uZgYP51okM0BmuNRkuLD3ZJbUkHKNP6vpMD/78trcJvO4psg1Ufv5ChQsgbBaS6SOGfnkfRYQc+7dK9RvbqsFxplfVsoYT2jShTdkqLa8KOQauZsHj1iUInWTKSy5nEx9O1RjfgZEYg0ezoX6XoK6S12UpVDmnC10zYosQNNcLP4yXcu8n0HJhX1UxIQrSFszla7apdyCVKdxdmbSpQ/0krqtNQ67ZKRUBxBmzd+Kns5A1lK3Zga+/v87Fv38GeeR8rxLPsT8t3AZB3PWhlJZtgvEe3n+f9O3rvO/AkvLKNIKFNVbmoHOFwWRdW7XKzCvgn2KQq6BG61AfS6BqpwS2RhSjIVZFQLWT9jJgAUbDSYYwpQIY8RPEzEU9lxOsRa4Vl4WAq9ZHVfzQ+vjXR9LFsTlSZnB/j9nn18zBy/PubSvXv5dXv8JrHaJ2Swu/9UJ1xd70SWf3svV+Zcb+oVHWRtUuSwzV1GCywp1adNPb/dFe37uPcwXXr748k0vT5h/Lc8+LxtSx5m8uPH53uv5L7L6alBCa7ZcLRRdGOeloHASiDM7Pyc0VRBXDSkrMYLOQYicirxhiqTkyVV6qWQ+xCXDYsmCmPfX2U64GnPXmUHXP5fAw9wIVxk2cv2sMOMil/evx8q/1SmfLgQ/MVhf9Mmnf/8cSFdthIXd/un3ftJ3ope+u85ceLGmzHvm1T5+9f58b0Va8pKZuKxpy157vTZXjqpe7LBL0FWvvqs+R7U/ijRiBfrIqJSgu5kTqcwSIWDOwppBepGSzVcC7mXfKRKTlgLWz2Op7J1a17b8Quqt3FN9h5dj5GpPeiGzNT/bbOfKVd/8pf5/OQ5ffA9Q7Op5EM574/X5cx/N9uP1nm55SZOb19S64dUgflkSf8EiJ6BdQzYtKZbshpw6CA7TnjHOgw0ko+AE09iqgx5K/6YNmA42YBrFBQrT8NSiRjG70pd5mMo+64sdYeKEaMI0PdY6vFmX52g6MA7pAhJCyWrMDRr7UtMorrG6xuBRKVrj2aywxmGsx7QeYwUrFptbrIBZmZJo3KRCXKEAqilESEWL13QGN1iMh9Qm2iYw+AY7WsJe8Q6mfWSYPEYTrvHgMiqelBLh3JGmBCFBNiRT5GlyDGhWnJ1AAppWpQ1ygwg4K1hncKnFjOsi67O1ENeYlLHJ04QjmiPZKa7u3xItMq7AS12DTZXZzaTpgOaMS4JiMX1CbERaA86ik5JjLL6XBDIOxZFcT+6FJF35MZFsBDUt2TXQgVkPGFwhCmErsevzgeGf3RRn30OuKQ3lNZ0zlZaBO19jfmUO7s+Bd7065/qbLrv1Mh/n6+glC36O6BcyT5HOXTIerrKuL/UPrr5Pbd1GY71avbM0hzKKyZ1zJgaLuKnEPZKQkxBTxodIiBNxikVHP9UMsGX7m+WOroLYoldb/dw2hsW3N59YUkugefZLZ/k8s9h3aPUJNTPL8OmSKZmrDzO3Uw2EMGclXvbzOShdvr/6MKronEF2TYBY7l9Zsmf0l9W7EQOrtSVnQ5N6jJZi5WoFCb6wD7UpgdS1oCslTgN+OhMN+KYlWbAiGJ0gnhFVbGOK3kMIRQrL+kIe7E9Im+mOBntypP0j0zhhSNi2RchIzHhvUbH0Vum2gWQmjoxMqhhWaFDQJ5IZidMKZwNtuqEJK1bDiHpltEWmudlZDEo0RfEiOUuyjjQJSZV8SqRzJKondIEYIZ0apilyDkcG3zGOG1QszjmmE5wHy9AkDidPE4Xu0JJtA42gHkZb+sQ1zzhnsAeLPa+JNpG7QB5BwoAfvyfGM7GJBAQ5ZeTBw6GBcMdkLc8GSAY5N9gB2tNANh5ryhquTY9Ew4YjTjMhCRlHco5sLKO1iBNStf1jVGxSrO/o0w67cwUo7AxNC3nVoJsNkZaoPXFbBcO0Bd+RUmBsMibHwvjWzweFhRIcIVvkGMnSkGwLssblEacPGHXYpoVeMH2kDZ7WD1j1qI/gDeINMilyVtKkHFIohB0yqeTkIVmw45oGQBzZQcxFPrJVsMmW/cC2uFxJmDbjV8KUW4a8qeShiSCZk404A71qEU84Z7I4pm6FZVWgFhLoUOz8kBCTUZkQkyFvsMbR2I7WOEL0HJLHOsUYRacGIz3WR2z2IEpsPSFGxmki6UgYhWyF2CViFDgkmCB6QwzgoxJTLuuFZHIostiTWrI1YBsa2yCdJa+0KAb4gDaC3q/gtUHe2lJ31T9jQiykFVWMbVAxTNNEDpnBZYxAMJZkLCKRSk3FYApJD0BssTWi4FSQ1kLTYlYN7raBtidMW7JTzHgoa/fKgRNIoaA1omTJFLm5+JeG158fmrHpiMEzxsAxKWHM5HNC3BnXCsl4kggHp0TJpOyJKRLcyNgmrETyFMjR0tjXZCtM1hDJDBLJOdOEiGhCzh00gqcv47rJ2BzwNnEWSIMn54R0Bmkb1K8Qr0QRBjkxxsSkPaQGm8ozb4lYhNAmjM3oYIsnsS9B/Ty2ZK8kncgCJ/EElByfsOohDzVzVyAJw5Q4iJJXQlbHVh0hG+ykSNBS16or+HCReU2k7gB2YN32aMzFtopC165BWlyO2AhjbMgi5HXC9gE7gI2KSkeyK7AWayfUWSIOMyrqE7LOyF3FprWgmE6KTLmJAxZDMg2aBHdekyOczYFsAi6CNRlnLJ1rCSaQNCNxwOUnTAyISeSmJzWvIRqcjDSUWjnGWNSuERNojadJwm5cgWsIfY9K87PD7PODEK4thlP2xRiQovMvtUCySECYys5sOshrRLtqtChqQnX6EkVXvhoEWh0+hZxLoWozTxTZFOdTBkBRM1GMmVixd784zIorjHj1CD0lAyAgnEEaxNxSAGxbjHVTX5cdpe7Bh/IdUvQ9S2ZEg8otKi0p5aK/b/Li3JqQiKa62DUooWlPjk8l68C05FhqQcxFD7OWBbCALkUXfS60pdlXR/mmgB9Vh7jo40dwA0YjKndk2mLwSSzs9dQuUBpLQWmHkb7+fQZalNcUJueJ0uihOprFZM6pAL5WW0rwoxb1lR5kBXJEda4pUIo9lhodkOkRPSP5XNqfWjNBiiNRXkugJ342CDHHhkwpbl2cO1DtS19rkc8SLYB6iW1VPdUK8orWIputuRAt1VDqgGQUX9msNXMj139NcbzVznk6pVrNDICr1GmjtX5JBaEL2FBZUihzJorOhq5kxNaxrevSD3MqcDYICZXn0oN+jTENqhVCquNczMisdV/MosJezUbJNhWmU+jKPE2nQg5KphrxY7l/XZXnitX4rnqzWA9WyakyzM0tpXh8TaWeU8mlR6WrYyOV+W8qEKkl+JfzCSQVlqlqafKalVMCeqasJwYUg6R1nZsnStbUnIbfotoAU3kmWsSYgmEKBWiYM4qEAgDU4tYlMSKXrA35fOdidg4XObSKd5UMIinZKGKQWgjezK/X95bhsHSTko3WMXn9NRcu8QI/LTUFLtIcxRiRy2dyfqHcIVleBh3q2JhBu6ymGMKSEUPZyAVSlSlJwSOaCbUo/ThNKIJxBp89UxppTy3WGYwzpFgKVvs4cZ4GvA+EsWj0ayrg71L4ud67VGBZTW3b6tS+kIZaWIE1WKbzupgvf8//W8D6ub8Wn70EtBaJtXoLULPPli5lhhWk9sAcYF8yEmaQ74J3Lq9fANG5E64iRb/wmIFX5DqroF66Sufo5eQC1crlzsuRr35/eXVenKcvsh8u4MwVaHIFgtZw/AL0FjmcAkxcINC5LWwBE8wcGAco69rFyYeFAZ5iWRljrfGkkRQdKfgKHBqsMQvoUeQBShvlZS8dSSnip6E4BXMGRBxLUeo0lSDEDCIvYMU1CyAzByUuAdt8NS4vLNc5I4YZBFk66qd6tYBdC6Hg0ql137z67IuAxSfXXEDll5JXy8s/N+g0UoCilhJYzjVoOd/p3N9a+uEqM6SMNQvGljGqsfajXebsy9stf8/F5WcWcrnuTHCQuocaLvIplfSgGVXPpY0ruDUzWpegtLsMOzOfO12eRww5FOZylqnO+Y6ZfCECuFylLeeGmNG3WUYkgEzLeCizo8ovau3fWsxUacv8zbNE1ByMqJJIc+2kuZ6ZzOSGpmSXZiDPmTU1gLBknZi69tU6TZLqWKwZDma2gQvhRiqpZB6rstzLXNupEgi0kgawtf/S8jxCKG0sFYScM2T+YvbOTx9qIN5ZtHX4/Q4dDTptkVNLd/M/aHfvGYFBoG0NjWtKQcf2AEeHnL5F1wHzZsJNmdWjZToLh++3sIo0q2dgIvz4iCbFuBvEOkw3YRpLe/cbXLdlGHs0BXLjyV2E/IjpB+ywxQ1rQtrio0fkNTvzJbHZEboO7BrbvMFaS9f+EefuMKu3NLriTW4wDUxfNKTO4XzGxEjDCkmWaQok9bBu4KbF/usK89yy2X1gZZVwXDOEDfpjHV/mCO6BpvGsho+EJnFaT2hYwfM35BQx/gPZKONmU2ZVOCAEttsD1iYez18xxZbMjxh7pm8DtgvI4y0c7/G3hvhrgfyEyw+49z+y+sM/obYjr3ZkD34fycniHt8U32QqfpGJb8nZMx3+3xA96+kWK4J9tyevj+jNPbQ9/ocRphFrz9h+IrhbolnB7g5t1/gsSDJVPm9E22fyJmF6z/r+AdiRwzeQ1tjhrjBwPmuw1WGsZa+HWR5TKPVXZiC/ZnUZyuu1hsC8p5ZpI8XeF6n8OfMiu0tUrrIf27JmSCyBjCXrdp7/lPVzyfvPJMkYBZNM9f8SmBZtig9T1kjlUiy5AOymBmBz6mos1yMSSPU5w1RsOudLAomRBhGHuqkur0JOhXCSYiSnRIyRnFn80pTm9WYqz5WrsWlKBtqFhGCr/VRIemJGhIsUbD2r7jmXLI+l/g1AqutvLgEGrWTArKUukKayd+c4VUJBKayus1Sw5kKqWWRhS209Zar+To+wqXtD8TtlzkqZ638stlPHxbD8+cNa4euvGhrnOH//FeGc6e2AdYHBf8SfTqj5Em9eM/0qE/5ayb/9I/Gffkd03+D7v0PV0iaHTEc0PkEC97aH0XB4fyAaxb8d0GaCV7/DGuXV//kfyc873qf/LxOZ12/+jtXbV8T9nnweOYwd3gR+/Wbg/qsf+fFp5PunI1sGbvUNOozk4T+TN/ec8t+wJvAmf8kuGH61/xOjsfzXm5a4TWxevwETic8HYhwY9R2iO/yHJ6LPHJ9HZHzk8MXI6d4j0wrz+zWn/JEfzAPTdGZ4CuTjmm5/y/kUCA+O4xj5owS2cc3q8Wtsq7TjE5NJfL/OZDvw7u49jTFs/+dX9MMtx19/y7jJpP2/kP0Dx+Z/4O2Bs/1PjPI3NL+daP7rntB9Q+h+xcf1nv+2+kh3tGw+Cu05sv74R5o3kc2vIzQt7L6kMRNf8U90KXEeXxFszw/bLZN1PPQ7UmNZ//9Y+7Mv2XEkzRP8CQCSuthyV99iyazMmOzK7uyeeZqH+f/nbc6cqZ7TVTWVVZkRHh6+3c0WXUgCEJkHAFTadc/w61XNe/SamSqVBAEBIPLJJyK51Bd6zJHzlNh89xlffPiS/E8f0N88cD33XOeOh5e3nL/4HWcXuHc9PTNXHJDjNfmHK8Zw5M2rE3Agj+8x/XRQ2KE8twNdUo7feOJpy+Gz58x7jx+/oUt/pLv+RzYv/gbZn2B/ZHOOXJ3OSJqwt2dsHJB7h5sMH+CUE9+N97hsXG1KFMiPnRLEMbz7HcE86Ys7cj/z48ORMSrP4p6BAbMbmG+4lrfs5Mxh47i/3nB8eM3bh79h577n2v2Jh174YeO5ssAubvBHxf+QyGHL+xe/IXQD11vBuQnV78kWOd/D5DJn3mCS+OzZ77ne3HLtfksvV9ydjvxwOvMsK9eqDOfnbOU1nZ7o9RH6zPHqHceHE2/ffSB3gcgVEowuzdgpI/8yo9HzYJFZZ8bzCbOID7d4MfL9D8zTyOS2cOV5qVfcuivyZ/fkl8L0zcj5uzPy7AXy5Uu6L4zubzPu6x+Q//d/RXPHpDd429L3L4lx5u37N4hmDhuPl0CQK0Q84h/ozdi6Lc4NnGrtni2BToTdo+BmoX/dY7sd4YtA+Js96e4VH95+QXf+luHwDt074usOmQyb78AcexOURMqlAPeny1viKv0XnGbeTr/l3l/j30bcPQzDv3B1nbnrlCnBn3bKh13i2enMy8ORO5l40ydkPOLffM+1e85Xt/835u7Eaf81RzfzjRzpcuTvHw502TF//xnRb7m7+ox5F7gaviVw4G545L2b8V/vce97ulcbwu2eNF3jZxjTB96mP3HfXXHXf4mblQ9jZiPwj13muBW+ezWTZ8ez74ZSi+NxwpwQRyMbTGEiS+bPvqTj/+r+DVfR0HzD6AfGycEsTKee9zpgwwa+2OKt53YO3Bxg997jNpHNszODn/EPHRJG9Oaf8TN8nj7HvOMwDjDDq/2W1Bm9OiwZ3949ckwjz/434/o1+D865MERN7/hvH+FH95xPbzHponTeEbeCPKD4D5Tuj8M5CwMszJIx65LOJ2R41vMPCe3wcUN199+ATnw/WvPuR/58jizG0d2z/Zc+z0/yD2jjPQPf2Y7/Vd6ewn6jOnqFePVc8R/yy78kQ2ZIdb6JLsXBI48lzt2Y+Cr737P3Pf8afOa2P2fGAmxREDgCwBnPYVasa6tUI1uhJZaCZodX7+7WI7KUteAvoI9uSIhzdQWGrtNRBGphixNiZEKnjRWVw3TX4zWmjahoVPLMzRQpKQZKMakXwHHzdB1mDXWWwlnd6qolNz7RSusYbBWnCsl/Y1iUkAVzVqKF+bqbFAqWxhKqH4FY4EFWa3dWRSrlgZhedza/sRSMJh8YfeRyolLTv6mmTc2So0CafepinU7Z0l3JPAE6Wz9tuQzrkUrF52t5SAuypzgFyDiwrArD2GfYMyWe9RxE1sBWK3Ao65AEGORtQVQqU4BYXVOe5zWn5dOlaVf5fJdayBS+2IDZ+RyrSf4j9WvXsCihdUpzQBag4ZWZfdJq+vHGTXBEUs7XK7XqHmka5utKe51XCxLSblgLCD3BQi51E1p5OXGRCrGRAMWPwY0G3DcnmfNbP+IodWiYWoHLUUztc7bGt/RIiDK/w0kFS6pP8pYf8T1/MlhT8a1yauxgDHraI1fdQirZtW2LUvTIj7NyG2/S03Pc4m8seUJn7SXdWTER/dl/cH6prJg3Uv3rdHp9fERplmAe63v18LQVmRMNdfw+1KUNeWMS4lYmaLOlZu67PCpFHpNORNTJKdUXllLJIRdADiw5Sl/mj6oNdkuctpYxevX+jmtCezq73rCEzlonbOEP6w66umta898NBJPJuLPHz8/du2+f/27v3QssQ9GXRt+vjGXZq6e8Sf3Xq/fP33332rBT8+y1pzVqH58nRoZ8aQdFditYHLxpbY1XUu0g2Y0gy6RdVKAIe9qNFpxDBUZrXtyrjn701ydDQVQMc0VuGhREPrR6yMBaxEPsPy+TvnQ5JKF8f6TrvyZXv2lBefj/v1EgfnvWseoTqP1vSvg9uS2dUSX/TIv55d95qOmrnW+pm8se8Dq52qPbfvfsiesbvukHbLeQ1iNRXNuFX1vHcBTJMxWTWs6xmq9qIWdS3OkpgVdPdzHkTDS6p09PWXplVW/XpxTsDB/m5wvjhb56ctWfYNyiRJZtXsRk/ZLixhc62ft+fXy+bpP28WkrcsfX7fpN/L0/GV1dKtzfsVhLKx4pyXNojmDbka9J7oNeerRuUPdFSZdyd+rdZVxpX0ahRwzOZ8xFYJziCR8LiSVzICaQ9MO1OP6GTHIaUbcGcZUmGqh1KZzangHaIfGHQlHLER+fDeVrs3XiHU4Mbw4gt/R+S3BBQIOP0TckHBDwPoBGTeQPKqGaEJzIUWpV+g81jvcxkghEUUROWNuwiLoBNKfIYxkAmKFeRp1wtSjGkETJiWtZYoDiqCpOIVzdaxG1xHdBnWbMsfdGc871O1LjuPsCKNguabtTBENRc91erFTNGshqajic76kRHICG8NSJk0jljw2aUkNtHOYd4t905EIzHUqdwX+DZXgEgxiq83TQXqO5BNBpwJUJ48lQef837Gf/lSGL2sb/FQfaXLvfvJJfejl8+Xay/bc9Na1TrE+LvOlRXM1Br9RyUFVrWnR2y2aS2iO7qZD2mJTKVrxcytR4k1XsKp7mlC4VCXrgGlJaVvsA7ekM1S1orsp1XnQdLCyD9ryDC3y1y9aeyEYNCfm00j0y0i0BezyXnum9v9lf6nOmGabr/btYqvXV7P71k5w6kVaZoBVFNhiX0ugOKDWdh6XdfSjtv/iYYbqTNZMCpA2hgaHdx4JAd+FYqtJxJuSZ8WiEOMG9T2YxxsEm7AcyanIxBy2eA/9EiRYbPY4FkLb7uiQo9DRkV3Jd541EjSz1VYO3DPFzOF8ZqQjbTpSPpHSCXGGd1uEDZpD6d/ksGwkP5JcIBEKWuI6cFL+slIvLqrH0h7Jjuxg7kbGMHP2iV6EYIHsy3qa3QT5kSjKY/J0ObG1wjLfHYQhKWmcUVXyeMK8EtRjHrKUZMVjitjsOE8bYgBNGc2ZWRKzJuSs9NFwk8NShwaPZgfq8OpxdT1Sc8xug6H0c49mT5+gnwTxGwgZF6Sk9esyuQMh4TXh8wmvioQZGRIqW5LuCXqmtxHxgdgHCJ5ggsuGpohoolfDpkiSA8aZHIsc6xwxi39Nwp4eAilU4l834oJRItQ2KDuyFJKeUw8aEO1wdHjfQS5rT0spp+qZ4oZoAu6IOEfnHSF05KGkPY9bSp0/n8pe6yc6zXTs6LJDo+I04j2Ic3g2dEFwzuE4o2liHiOp98jZlbUpO4hCVhAVcj6RXaQ3IWjGa8RLIitYjcswNxPtwGzCfJiQMZNj0UlihPGcQSJOJlRKVKUj4txIYsJMUfOkvEdcBxxRhLM65izMBtGEFLqSqaTLqGW8OfocyFJSLCUCZxOyKaqRjMN7h+vBb8BJhjFiUUC25OCZgyd0jn4yXHR0eYeRsZBR78qYSCEImQi2kbLnnq1CfwUkVwH1ApIRZkwySYwkmSQR58DcBkXJMeHnhIwRyQ7LgsiM+hHj050QIFi/wbziouJOE45QiBcxY0dlPGfipFgQXBfQ2TNNQtSObAZ5IMXApupr4nJBcJ3HNls0efT0iElGckJyre9HLo56gZATkmZcusLlHp8GXBxwecTpjImRg8OcLHugi4IPns519MEx9EZHRvuMIPgUUBx5MrIZkhTnDOeGQqxIEYmJyRJGoNeMT4KOnjh5ugej+6DQZeY+cs6Rh36CDtR1aFBC1+PJ2ORhdli6QrMjh0Jo7zot2SFzhymEWQhJkHgNqezRoorXDq8OSQ6HhynAHEip4DBhAh6FQMdV3uN9Rw4dWRWdesQ83ntcgujO5JqhyEuP5ELCkBGcNyQq5ISzjLeMWiQyYwHcZkDM4xqJ0DoUT/ZQNoIeTYkkkWRGHGH+hOXt050Q+VgWPLdH6BBuEAuQJiBhXlEXkQpUlwgEV4B2CxVw31Dyo2fQCPkAXAOfgyRE7otxyQAYppGWTgdRxM2AQ/wetKOxK9CqPPoSkVFycj6AbsA2oAmxU1m8XWFfiko5zyLgMbmlpc8RhKwlN78x41CcFo8lcULSjEUliS8FQpxHmBGbqx/BMBvLKzs0BTRDipXxlGvuY31WldCpKEB5V0m9LWzqjpKep9bXkExxAI04GzE2GAPmGqhwRDhg7DCuKTtvy/s/gA2IltBU0YC5iIUTiJV6EwiOsSiWrrDlSnSBQj6DTphFjARug7gdJgXsETni5AH0BvT3wIjYHVbzDy8FtBfnzy8Ys3KqBkEBHSxuy0/fjIkid8U5JJQQulD7KBeWYO4r4FULZvtcWPJanDcWNlAdS2gGqzUjamREyX1KYf1TayEQoaWZkh5cVxRbSwVcWcAdoyWKFqpMqEOtL0aCmxARzHdFGdcCzjvpC+CWJ+CM6YjgEO/q96ozwgJowBgxOdJSnhkeswLeF7Angj/WudIjlf0IskQfWyy5c61FH8hIy/+KzSWihFzkVhXxG4xNmedSonfIhrmyERSmmJW54Puyg07FySd+LPq+r3KYi1OpOQ9NJmAEG8qYLkadQE0BZdX4asWNzRV5ruWnqryBKxWPMDfwJF3MLx3N2yAlwkBaUWwpn7kWIOGKQ8dJUbzK7xdDVURZiqguBZsri7UBRQ0v0vKMtqQTuzy31EiCpw6PepZwYbUvkRV1XK1doYBPiiK4quAZUWc0Z3z0mBqzT5g5nDsXdpwlurlnniN9N5Q0FJ5SAF2VnCMxzrXY5kzWRNa5KK7ViShOapRPe8gCaTWMUK20q6SqK++RSh0JtepcWPKqcMHqrKbwMlvmHbXwfCv0aOIWQLLgo9Wwb+mirMw5XbHfpDkuKzDdIidKHRYp+8ZlZFaMvzYE/x1IsVXw/ifp0ayOY3P6VaCknSu2GPE/uWSDChYQ01rXr3DNZoSvr1CZm4R6XxbQhAWEkOVrtrzfwNbGwL5ETNRpWgESq/s/hZlsisyGOY/ljHMejR7nfDFmxJfvtPBkY+WEyMQ0kbMyT6UeSZoLYzKnWkg4x7LHaonIesJQb3K6gDsFBCmvShpojPciUE/6dnGys3JQNHTXGmwkl/dXzrnaQ6W/FpLExyN5OffpGK3llcs5/9ahoc06lhoDTwCusLq+UcghMyV8reoBlY3f6hYs81laLYWPWKR1zbQGWi1M5LZ4NkBcWNJEmVQWq9Soi5YeSeu+XpiuIkMFymrqzcXhWyMHGonFlbSRrR6Q2LmMtQtF/7KOUtGrGvZ4xFzRb5aImUp8qc+9OM8r6mgtSsGUC4hVrl3adMCINfKkpSZtIcr1mdWAWKKFl/5Y1YioDg3R2n8ycImYsEJ4WUWuNAdSkz9biDs1usJqWhmhPDOl5spFtNq6IlwAu6F+/itTG6qS39yhcmbnO7x0zFc/kPZHHrdXJP+S8OY14Ydb7GrG9rEwrncZmGE/opMwf9uTGMm8wQfj9mUVsbHoZ27z70i64eF0hSYj27c4G+H+u5JU9H1PN3m655Ful3FdRkMgj88ZD19xunrP+eo9u+2ZfneHjC+Rx9/j5czg3rC5+oLrZ/8rIezYultC8PjXd8hG6Z/fktlx+mGDHSem83eQjojeASM5GLoF93nAXXnGOZGTctx+C9ffwaOHs8ckYH1P5wc2co0TI1gkMXF0DkdkF75Fs+N0/5qce3wqdkkeFOsTD5uOWXZ4+apElLtvcPZ/EDe/J4bP6d8ldl9nzuOJ43jidHPm4eVAfwhs34NFQ+dEziNz/EDQxG5OiN+QdrfokHFfKTkn7v7jd9gjXL0F77ckDeSdg3PAkrDhDVfckdJnZL3lNDxwDO8KkNdPuFNJu2TxGXL4A377jq37D5j2TGdF08R4Hlfr7C8dK/2p6UrMRT93HSa+1NZqtQnMFb3dEiXit+mJlbjiUlkfrKescX3V/+pcaXtpjcQqbH5brX0t4qzuD25Cpc5Io+wvUgF8KWCwZatBSpVsJGVdcbkQhFxdB7Oe6jOX/VqWKM5S80IWvVVBIiXKIDW155IauP5tdV+9+G6t6PuSa1RyiYaSWhuj6MZzJbZ0iHl0RZgrS3sqNSPV13XWaDUuSp9TdbW2xukSuVjSKmqp5aQJtREso7WmjlhaogltWbOEZv8V8oYve4eeS9vlGaXGxENZ06zue43URuTXOFlVM+8/vMFcZrzxaO9Qec4gV7hbR7+7IeiE17ecH4zxPxvzu2sOH37DcDWwCRsGuWMn3zJH43gyYrfh+5vnbHzid+mB4CCEF0RVHv51i4/K67dbNmfPPPyOU+iIxxPH/D0vk7GTkp7kJD3f/Xjg+78cCV/NdF/NzIcfubv7hr3/O573/3cmX/bWnBNxfODojW9eBmYGjvMeUmA8bfEuczWe0KjM5xMxJwJ/Q3A904uvyeEt7wfh3sFNf8OV3+KHHX6zAz3T5X/lXvf8V73lRjq+7HpuZ+V/+9qTLPGeP6NDwjZvkeD4TD7D8ob7+Bln55j1h7IOnp9hFgiccH7mbtxzTBteTwO3MfPwuOWwfUmSwBwPbKbIb8aA5UzuIolrHt1v8APEt0rIJz67/xOdGNPmD6S9kvsfiGFm3N8ze+Hm/J5uPDLkR7w53HMPm8Dd3WvuHl/zGxVengIP4vjxyjOocvPuhJ4j9w8jG+CFwNQ98O7qu1I3+QMFVJ2ORdf6xCOL8ePVBG7imST6KbCZbnD5GWm44hgyxA3cFSBT5meI7yEMFVSMhJwI/czZeX6ce8Q/cLX7ZzZhw8vT/4XQd9iLzDRkPnx+T86R68dHQpx51t1jPnGdbhlSYJoOZDuRBs/c7dlubrjxV4h7j/AfOZ5m3p5m8sPA1aNnF3p8t8XUMXqHihLH/wOfhFQLUW+4onOBPjg6DDco5mc+2Nd8mDy3/23P5jHQ/b2w+WzH8ZC4exfZd++46o7kbUe66tjZgev8AcOx6Xom94yz/gG1iXO3Ye4Sb7tIzDCfhCyB+fYlFs4IX0M6cfWmZ59fkv0zVAZ+iMLDqOj9GdV7Bp6xe7Zn0wvb/sT57szjd48wb7DNPzFtI3evjuxGuP7LiUG3vOIfsT4xX32DhJnBRqDjlP8OdQPx9V+w7sT1vwr+TnjIxikLpx2MwdH3R/p04DQ6TtGVPWd/xrYef/1b5viB89s/MRwiV99fIbOg50gOR9KrNyXbxSce5gPT5/8e6Xo+//FfuRq/J908Jz/b8pcPVzx8v2OwO3p7ZLPfc7O75XwIvH8UplCiX+N5yzjdEDSRHv+IbJXdIGjYM7z8EvTEKX4gziNhfFuwucMjRsfxtsOHjn93n3k2zpBusOE1ow3MY0eyfyXyDW6/xXYvcEnp5gOD9exPW7qrDq43bPeJ392MaB6Z3FssDuwPf0+ePff3J1LMDApBAq+e/56hG7DTn9H0yLvkOWjid1PmxSkj7w17UJ7PZz7/YSS8SNy/nvjweuRPfziyi894fv4Nczexv/XYYYQ/BuLkGR9fklPmfPsDJhObm+JAOd5vSbPn5dnxfHKc3/8js2zQ0w9YeuTlaNzMj5yj45xu2bFnzzV38ZE3uw/I6HD/HLgeBl7dPOMwCH/qYJoij+88WxX+p80G75Tvn/0XonNc9b/BccX+7Ohywv3lgPUTbn7EpwPBPF23ZZaJI2/YvXrB1W835PtAfgemHVPeMkrPaThjR4M3L5nsiOz/zGyBD99fkez/xEiIJQJhgS8aGlSZywutrhWfoipQjQnegB8ptzUtYG7L/wxcakCUcxt2suTMXZSV9kHLO9/y0ztK7Gw1tuQCNLRXUVXcApQurOsGttS6E2Kh3qYC7zY8AT6V4qUrxIxcwfLyKumui6JlOSzRDwujw2JV+lou4FaQsEVEtH5sDPUKxC+5LRubQ+vv1ehuwGQDq6x4iItxHS6XtgrCLJErdgECFkCknL2k/mk4p4SiiNIt41IA0par3xWl1fxlLGjj2QCgbnWPf+NYDI+G0rbnak+xkrMGpqxPqd95CtI1oEKr4n65ldQWiqzvbYuhzwLYtXMb2HFhZZZnu7AJZbnGBSAp86EWieTCRl0z/q09yJLXeQUCLulDqjK/pH6oXV2BH7PWwxXoWslIY5ZexqABGuvXhdW0yOAiBGXuLWlWnnS64wJklr+XiITVM7Z88pd2NGPKLu22y1qzRDu1PlkuJUXOcJfxlEuW/5/gep901Gdt3bK6UPt/iXoQqc6Iy+tJH1ZL9eInKHPsJ9lXloY2Gax3Wpix8uScdvwsBG3rsa3mma1ktKUTsVZcVVFXoiCyZrJmJAsplUKuc+1fl8H7iwFbcvHnmp+/fP8SCfGTRi3L9hPC8QoKXVLefLw2/GSpaHvJR8+8/rt11+rti3ws/63mepvVP3es3q9L5MXx89Gpvybt18/e598Q2DXtu61rT5elT7jGr7/tZe2/zP2y9pXxugDAVc4QmlOl/N36uObGXe0FUoFbq+m5TC9c7vJGA1HWKbLKXqqqNcqwRhtqqRFhWlhMrQ7Eer1cHBAfRUPYcr/L3HiyB6ym08/jYfbRrz930kfvyercXxSZX1rEfunzNsD1XrJ+friw52XVto/32zanL+tykwtb3msPdRnnNurNEXqRlXXL1/dZcZEvoXr149WCvAxP3UcFLhGlYfmsRdyUlrXxr/tljeprEYbt2S5Ot49Xoo/kYh1h2dauZU/7WDdpTop1lIM83cc+6odLJKd9dM5Hik7tF3kyfmXMl+Lp67H5eKl7kiOwXOAS6fjRPmrrP375MAOd65waylbtxBHEE6UD+qrHlXGySnQoKcMUlxW1i2w2Z4/QgxVHpOFAfSF5+IhiOAkE60FHDC3qaAAsIMnXlHEZE8VChJChy+AVnFEYsBNOYkm3qFLSsZZLYL2ShxHXg0hxXondIDaDvEFFkNyBFtavRkVSQvNMUkXUUGZUZhweUY9lh6VQ0gaGhFOle5jJ2RNnwRlEKcxnG2fIUgnoQsqGJSU5I7ni6BXLJQ0DEW3Mcp1KLvI4I1NCkiBuU9W9VNTZ4HEu4Sh1VRypgBfhseSm92Uvso2hyYjJ1agMhTlV0Nlh1pPZFjKAz0iO+NOE22VkU+RONIIlXK3Pkm1fgIg5l+fMuZIGPknaaBv0RW9by3ZbB39iKNTj48hvoxAX2rFaf1Y62mWVWK9VUPTzEnVe5pwWxueT+Vh0sLYXGLnqaoJU3X7tzH+6f0HNObpoUSVjAFgrvt1qNlKjABXQEo+hVmoMmra5tV7vml79cf+Ul9SItsv6Umrz2bK+NX1lZQfRlsnynNbuY23vrTZz3b+pkYu2rLUr+7i+f9mP1/tL2+c+jgirZIZlOf1YrtZ74iccBjaXtrptKCRIX9I/eTJeFMJcsAIL9BbItsNkD2J4dwY5o3LGnEPcgIknW4+KQ/pALToDUiJVJCtRlOCgcz0b3xP9gRQmJCvBFOk2WNgtOr6THtSTxWOdY9AeS1e4kNiEI50aKUkhMw6RZB4/eSx55jHiBHLWQkCbMpYy2hviIboJlROmG3wuaclUBPWOFBxuFnwuRKGcOpIGouvIMuM1Ei1xJpOzInPGZ89gHeiAxi3JC3OGpImYZ0yVTZfxAnncorPH5oDNGRUpIHQ2YjphkgiWMBfx/Yy4icSIBE/KPZJc4R4KmHel7kEvZG+47oQXY2Mw5JLiV8TjnSIhE7aJsJ9xnWGEQoSJCWdCH4oe0Vlds63k8wihEgCs7D3ZWkrLTz8SHhWPbig1g2aHpo659yQPnXq8CWSHjQUIxnVIFiQqTq3sZ85j3UCh8XvwgusVCYZqIGcDmUAmslPEC0F7hICJEC2jrqwjZRMshE/JEyIz0kUszkSLSPL4s+L7wvzOBlOdw6JjSSecFbWAEmvtt5Ka3VIA7YkChqMbJ3R8ZDcbkiBHIc+O5JVZJrIaeYakkWwRiyVaRyUWp2pOSExYStVmKBHWRkansoeKPy8pxU06anJ/cm+kbcGOLAmSHD57XCw1XDgDB0A80pf6BiI1p77LeAQvDvUOV1No5lTWZBOPWVcwUfVkcRAcpsWp7DZnwpBKBIH4EtGWHS5lXB6R3KPqS7raXPAfpaZbRqpO4bHw8Zr+C4caaCbpTMwzmUiWrqTKcpkuF5nSaWK2zDQpU95gIvS5EAlVDHMJk3P193aIZjo9YXpGvSs1ofodkj1OM2JKiIGggs8BZwOx86hzaC+FjxpBalr7OIMlo4tKIOO2qWTX8wYuE3QmWwLvkOzos6Iq+JBRUdxcItj8AL6HOPRkt4UI7gg2CjoXso45KflzNJFVkZwoEa8JtYz2Jd3kpuuIXgkMZT+3iJAIu4nMTCKTVcg17X4vI+JHoktkpyRxZAklkpiM4AneE1xHEEdnQhchmOIt4gkEMZwJaXbE5JnxBCn0JMGKruuEziU8vkRLQk3NnugssfGKdwPGsNjQphmLI8QISVGUOSfMObYullqOrnAMXFOvnX3S+vYrClPfAEYp9FxyXxYm7okC5AdEyiJVFNCS03EBCCUjkjDtsHRDyeV+VTZy91gY93ZNCTU7VuvFVSVwV1tR2BSmZ8g157wYhFvMbWj1B8QmIJbICWnAt5W2SKkXIWwwm0A/sKR5koS5dwgB7G/L8+kPhRXuzmAbsmyAHu8mTFK5lyRgB7UWhdFR0kzMtGLWRbGaMZswe8DUY3lfh+AaI2H+HSXq4KoYS/kWZ5ncmPy2qwpoi5TIlIiArrRZhpr3vOTdL1EhH6CxFM2V70ks7HnJFSAOwFVV2kYawFyAg1iUYbcB2eDYFeHUVBZ0qYX+LJTxch3mY7mX3pbrWaqgxEhhzXzGJb3Szx8tD2n7hysGYwEbhMJ6L+0tuZBL6ippBapFsaXwZAcWsVyK0RT6nCK5RGhY3hQlX3ZFd/U1Aqc6xYRi0GGCaUAklOu6kn/0Yngk0BOwAdsX0KPVQHGpTmZF6j1FFLMTCDgGEIe65tjZVyV+qoZMYXkvotAl8LkYEOoQLWxfkwGTvjKcyopg4YoSZaBlU8ljkQet9wqOZgDVuNUKkndAKCkS0CUKQ2QGHlmK60HdqIsTUFDwhZWpubbPdzUqpRQ3FE0rfEWBczEsnIBsQYfCuKqsVPG1sLklRM8Uh1yH+FAdYMW5hxMkVCeXmyl1Oxpr7FMPefLP4UrguUi5vhQHmxNX2Nre1VoQDmf+YuNaNXiqkSVmuGoElXQT1D6hypEs9UgW6Mg5nGtRLjUKwpU2trRbrXzgxUj72PCuYGAqDDmtgI8mBRWSU8wys5+KYeoMnwOqSvCRuY/47oz3JfyUej/VTMq55uJPxYGRqoO1plpujgm1XJwXlV2etb6n9b3ldQGOm1OiPFqNYKjgVAOKBa1FZZuBW2HNCiY3MHQBJFukkrD02mLcSwPPoRUSX4R03acL+Nr+KO0q8+DTAbrVIC128/J3lcKGgJQm6uX99lkFKhu88uRCC168xC5cQJTlqh+396nh3vrnadtyiW5y9QaupOIRV4GM2gemVhYrl2hF66VAbhenguU65r4YAlYBRVdq/WhrfwNajCJPWhxfsaYCy7E4IXKu4dc6Y1acFWUe5rp3ViZ3c0y0eWO17ev6I/U9KnCynl8X19llXJqDZg1UX/BeW3XkGrxaDdby98+Bzfb0Z2PifwogLAVgLyx/uIDn7bst/V0jFoQqx8LTyEVf1l1h+Ru2tfW17ctnIxfnRqujVIC1y31rSqWml6CgTSVte2cxIkq6py2FwVxTRVlzIJRolxbNQNMN6p5ZWMDQCANY0y2KnlPA15aispBcSp2dVXSAqw4zLQQXqWHt1pz1uZJtXKr+mNqGNn9N6xBXZ8RPhrpGSZCRGuFZ9rgqN7SIGcqahxUdDEGkpPaghqNb3VMuGFsjuxQZNpGyXy95YKqO0oZw0aHq/KXO4cWJ8ivWOBX0wxadN6RnR2RIbPwLvHtNrzPREunZ96R+gthDqhG54nBzxt9VwPoluMkT7rcQd0yH35F9ZHbfgxnhcCK7A/Hlewhwa79nY7ckN6I+Mf9WyMEhj9e4ccDGr0m8xfo3yO5I148wjHS2xc7PCPOZwf4/BHdD132FifAw/onOX6MvOsIg5P0j3nm20+eQNgR5VlI5uDssw3R/SzqCpQhDQu//hDt9QIfM1OcCoOSXpehkEjg+g/Fz9PmJ9Po9/DDD/+uE957NqxeIn4i8weVE/3DGSSa8vsGCcDwn4hiZ/JkZh00/4vIJ1YC314T+Gt8NTDxwvvmAqeDPQid7dvYKwgfS/hvA0ctAyAEfnyEy4foT2R6Z5v+9RA0edzi29L/vyRlOb07omOjSAXdUnL5E3J5T/i2j/g69mrDdd3Rvjlz98Qi/fQ5/9yU2n5DjB2TzDnl9IHcDd8PfIeNMP74tdQuWufsJh1DkWIBav02q7Bd9K1MqiAeMkmpNllBBDxbq3GqOb63fyYvut7xY6RqLI6ARw+qkthFsBusxCzWywuraUHX0XFKoWO4wl3GcMBGcujLfXYvE2q50AL1Ef2qZ00vtHakb8aIjNMdA0+095IAxl3VPVmuY+ovOI13Rw6F8VwRxlWhWtztZouKqLqRSI+ZqVIZVQhQZI2LmMasRH1bqO1qtNWNaivRqLpEvWhU6s4tTsqRqKmu4VoD9wm0s9fXEqo1DgJrWbImQ4LGMkWhd6kp6vmI/WB2rT5Y2ROHqjcfNDplewe6Kfv+7Mtfyf8XpyMO+47iBa/clL+QL7nNiGme6qx/prv9IZOKNHHF5R7e5xuUed+5xFpDf3aLOk4fnZLeB4RWale/P/4F+OvBq6LgOA4fXE+PukXj3QD7P5Of/D/L+H9m6N2zce+wg2LeOuNsyPx+Q6bdsD7d0w4E/3L7j/Gi8+eE55s/4Vz/SRXj+do9Onh/fH4gykq5HBOOz9xuGcyZ98SNzZ0zz1zh7x54/cMsz5mHD3BXrJYljkwe6sWfDF9zKH+iccvaR0L/hR/tvnPLI19MRzTu6wz/Q6w12+A2u35Fvn2GDMR7fwWg85okkI8+vlE3v4e5vCI8vOeUzKR853Qjn11ecHj9weHhH7iF7GPqRq9sDeX7DdPwXZm558H8gSmbaBraSue3uISiPu0AMyn74F25s5gv9PUP6jHfbV5y7DYP8mT7f88Xnb3lxe0K3Hfdd4PD2wPm7O+KLl5w/+wIJyvN9Zh6VPz1GthN89s5hmwPnL/5EJPPgnqGfHniDmSOON2SfSbdK8nB6t+P0sGUeMikon289z70n3QnpLaUg+pWHYyI8ZIJXuk7o94H9F1dE9ZzOf0v2iatnD3jtyD88RzCu5EfMjzy+eIVu93x+/JJNDHxnJ475SLe7xvc9e7ti0Cs0fs35/jvE7ZBne8ZwZOIdXbxie+fpb4zhZc8hOt4cPRvJ/JZEyJ7Q+WLbzh/IeO7yS8R1dPYKMWPKW7IFztwT+jc8O23Yvgl0+jnBXpCuI4fbkXBIhO9mjDPKzDhEHq8myGf8uSdMI/38F9wI2/sBF4WcMxYVvj5BPuNefof1J47298ybazSMmH9Arj07J3T3Pf74DHe/Qx461PUcZUPKQojAbYe8TjgV/MMOF4zxNwmXHeHxHSIzwR7QSXn4cUNWh3+muJDwf9nh6fjgBuabwCYNDBYYXt/DzXvyw28ZD5/DYWZ7iPTzRD89kjeOOAbUG9J/Rt7C4bMzpJ403sLQY199CeFXFKbOieHHf0Uk8cbd82aYCXGHqOf0HPSLM5u3mWf3Hd+cvuEvb79Dhr/HDf/IS3nkN/qBD37itD9DN5P3RzKBc96TxiPX3/9zUVu711j/Crn+J0Q93f3/DtMDL98NbGKH3bzmbi+8f95zCiP7fmLjhfymR95/yfn+xOP0yE48z11AX4zo//wAaqRZISXk/RGVHuFz+uh4dXzExDj9PjF6gYcbhMD0+/ekrTC9vSGfX3LzbubFtxk648Eb09ZIt4a+gvj6zHU/ctsfudaB5w9b3C4hn49sjsazecsez93LTD4dCfE/k2Xk8OyRo8L/9+tnnM+em/EH+jxze/UXOjnhX79hfDXw9rzhNHY8PCj5JGx/u2H/xYauYnBXbzP9t2DdCNtHfD+QdmdS2pHefUZSyDcTswkfpKcXx9ZvwSmhf1cwzHlL8g6nJ1w88eIm4jbGe33GgRf0p8RmSujbkdO7f0bsPU5n5v7EeTdz3e35X4bIeXD8+MrRp8hn88CZwIcbXwmsf/34FZEQrZ5Ds55itaEaq7wpO46WGuZiMOeq7DSNoRl3zfBeMRwWI9YW4GJt9LR0FwZVgVwzJS/GbdXYVm1uH12KZJVrt991ObewTGvKgpZT0yqw3kJzqT4SVcTVdDwkbHGUWNH5NJd8rpRw2MbQbIyRxgxpbb0w6Uv468IsX5i+zYhu/VvTFCx1F5ox62p31vBUa33VQIVq9FuNrli+5+t4lr6QqvSJ66vyXF9NQVz1Y6GICUtdippWoBR0bvddW95/7fg4AmIN1qzfr+D3CqR5ivVUJdmEpWCjlHepiu4CaiyXrQZ4VUhbSPWlGnK5dwOXym1WMvdzkQZW2yiXz21hRRQZWNKCVKCwKPeNpVkfSgvwt7DNWxHNCnIv0rTICpd7L/JdlPklz3OzPJbnrODix0MkLaXWKmy5AjVP5uPHcxpbDLtLfyyjVZ60yWerZbIARq1PS7+XJq3WoSdsUl19r609tvr8f+RYdcbCOr1EPohc5KudvTDu1+JbR7UR8ddjjayv1yS8yPjqqpd2/NyjLdPg8oktY9BEvjK+q72sFdhvkRAul/U65QpepRL5pepRbUWuy9pWIie0stD1ksLGWn5h/einLefocu6Ffd7YbbaMu9XnbMDvR89sH/1qH59Q3/wYy/2Vh60u8fRatrz1M637tGvTVpOPxvfJe6vP6p8lXVKbG3UN+dnbr/fG1fHx7Za14OdaZou8Ls9Z/y5RTWXOiUh1/qwvflnzLs6yRRqXvams0bXmjF5AV7iIc5GNEgGRayoBU3sS/dCKT7OSqSdrsn30N3VOrB77spIuK+rlgydCt3rGJ7/93ED8pMP/+w6jgk3yaZdbraNCbfKCNq3bVftlib76eB97eq3lu+2URXbW16q/P9mUV/1o6zasvtuu/0Sg2zkrR0ZdGxpQL0vTVnpDvZfVtq/XUmv3aPtPS5e3RHvU82z1kGYsURfriAdbrvi0D1ZtvcifXPru53TXny71lzelOf8/7pv1mNVvrRet9Tg9mZ620h9X6816eNq1/jvEt+wLVf+VWIhIKkiuxfO6I7I7w3lX0joaWDIkF7a1ebChpNURVxxamb4wX50HyzifMZdw7lzqGGl1d1bHswXDeitMOukw6zDzZV+TEYj4nCuI2iOScH0lBQSPesF0xtlMthFRR9KyZuUpQvZlDxQrhSUkYLgS3RVzkb1RCqPOKRJK8eectpgGjIDoHsk9eR6Jc4Q5w+jQzhFSWduzOFz2SOzxrkeygTeSVq1MZoyAppIeNtsWtW2J1NCZ7CZyNxZGoPM4PD4rKob2VQIcSHKI9iBG7gLZMjnHwrSMxf6QIRRWrYDUQsueGp2BoepQAuZmzBcAzJwh6mDukTRDdggZF05kJ2RCSTnUbCub+eR0THUuXVLUNWGvUQHVVi27mYGtbdf2HX5mqyzflaZfPomAaHP7stfIerOi7T9tJ73oOLL8XmsXqmGuRUIUuRWxpa1l+lUdfpmLVRd+sr+19bHpo3aZx5elsv7d7KfV+rOs/+HSHfU9qYrpYl88ifjico2fdGJZX1ukQ0uR2Z7NLFFo6W3fpuqENdp7vb+unvXyKC3q8mlTLmnrYHESfaybrLa/X3cImgMSIVjAlxQIhXGbcolM2hnJQfY96ndYGAteUDcqc5B8KGuVCZoFiQ6coENXIgq6TJKMag8oYyg1IDQorkUlISRgNkXE04eeznUE11HyxBcHv/o9WTqiRRwzwUW8KzVIFIdmq/Ou5P3WWcliWC6Ob58KjqkyYT6RakrNYFpnUUJlJruE+MLmjVrIdaEORfaFOnkvyihGFErkmAneQDUieS759dXIWUpOfyLJlGSOZIFc58mkmdkSI8bshOQy4ifUOaIEgmghz7qMuAzWo3oueqpLqFOsBw2OLD2KsLGOYEanfYkAyBvEbTDt0OwJLuO6kdEgjgKxsMLVSsKvTkoQCx40CJI8vQ0YiewLwUH6DZci9p8qcSUdasqZiJHEyK5EJZjz4FxNanGx8TRL5XVl1CvZl32tN8XM4bgCZrK7www0G06FrtoYlgPqAqYBVU/GkUTwLuNcSfXmpOri8wz9BobSjiCVApEFVGpUQpm5CiWaQsCskBLNzTQSMwqaFVFI5skW6LqI+TPRFJd7YEakpAGWeULnhM0er5FZIZmRhxl0RPQINpLGI/EMjIJEyJrQlLHphOmIRrAa5aFiqE6YTjjX0YnDGUjqsFqfzmWHEBCNCII4w/UZiQLJFwKtq8Q5b5ikBW0UE5wJ4jLiMzaViKfcGdmXWgs4IXjFSWSSTJSSzs+r4DO4ZGS1QvITKUTWYOTBivyZIL1D3LY6tT9V1sDFGSEy9xPqE04zHsVJLumZnRGclHUvR7wZuBLtkYOBZnwypItEXxj0zcHcjRPmBb9xON/h3BYRT+dBfCZYxmdH1g5VzyzG5BK9GKGu21461BwS9cKr1VrfAcVcKoT3qch815VdTaWQmh0RL465F8wJU0h4D9GDOsdudmzOxskic5fJzqODZw7K0SaCZbbZMc9GOkWCT3SmBDN6YlknBrBs+K4SpTuD7MjmiCpkyahLuJAJkvE64qOWOUOpWTEp9NkjeYA+on0qNcY6T/auIq7GKJFIxOdEsEzvMl6EWAe0NytRCtT91yfEBFErlA1XU7/7iiF3vqTvnjM6n8Glsq6qMVtELeLRQtf2UvWJHeICYdtVUvVfPz69JkRl35aNPmN2Lpu2u0WkZylG6spGhO8KS55HxI6UFDFdmXQyYq5D/Y4LKywh/kgBXGNRdnwJyUJz7bRY7iEbxG9LdAVaWfjUdllVOjbQGOwIJQ7cI9JhkjG7pyhVz4py6SJIj/G7qhS9xQAvrzAJqJ4QnWpO8AF8B67H+cIQKY8/Vl2mGb8OsxHTD/V9VzaDPICWQlAlp//b0ge5FOkuUQIBtQLemxU2fIlCyRg9Rl8HJQMjJgdEB0Q3lHoZG5BibBRNrbLdmMBmyIX1YZUNX5jsnhLNoWUzI4PfINKBfw6yw2lhpqgrbBRsLFEfNbULeS5MezoKSzIgvKIw+t+DTODf/KK+J76vemtdvHNNvRU2mPjKro2I1VRTtYhkcYxEkGJkoVKLMjlw7bsbFueDJUQP5aau1gfRfVHMtdY4YS6jahuwgDV5lMqSojkQali9gMkBrIBpJTroprQ5nKts1DogWmWcojgUzU/BTdWguS/PYzuwvsqUlJB6i+X7Wud+KJ9lraq5q+GesTq3GiDkm2wCtJ9SjTcB3RQPW4iYjCUXtVnpP9dXCa9px0yKXMlcDAytfZLnul4Udmepe+JAK0O0zm2zfemnGq52sW0MXE3PYKncX101HIUy4Wvu7jmV93x9P88rW8zV+hO/4pDCii92QnFaKRRlob6cVOVBVymYGm4Fi1/MalFnqY6jViRWWqL85jSphptQGeOuGff+EoWxGND1PtXgvthQF4OVOkrlz/INJ/X+WszpnDKmkF0qrAEnqBaZ0ewhZ5IP+FSiPZxzePEFmHFS53xecveqGlkzjUFuZqRarDrnhForgqjkVJjseS4/qUUwWUVELEWGawRRKdhIqT2izUBdOQxb6j9bRynULcaMJW2MXdIEOYrixup8oTLvFzCbxUBd1i2pIMJlMD464VccC+D5FARp43dJ8bUyvG11DnbJ5LeSwXVjrcrnEgXSHHpPnn39+wrEuSCRLM7Sdn0pe4GYVhJ5c69Xp1xz8gsVxIEWJiONbe9K/RBHYVI2B3gzVQrmUH6qXlKBlUiIkq4jpxZxU2s/tH2DFvGgdV40XQIW5wcXIIgqJ5caEcaSvmd5blv64tIRl7+X4qNt/Giy1yCTOk/rfF4J0aXvl/Q9H4E5tgZ95Ccf/9xhMhRAyxrbvSmLjYDQ+rrunS3KjFj+lm51bv1+lsuzP6lpESis4q5KQUsDWYEn6cr80kqCkFqHyGqURdP/HPX9sl4VeS4M4HV9lHLfkv6xMXNtRShpQB9Vby1t6ZaIyuV5gFIfbC7RGBoq7mZVv5lLW32pjWCZolPYql/cui+aflFvUeeCtNRjUp+Put+3x6n9WKIqYv1ukw1X9ZypDlu7dwXWFhJIlQuXihzpcpGlaSVAWIoeKsU4as9gtio+28hEy8Ly60ATJJP7H0uh0uuMbY3x7QOcDRceEM7odYSXCd4/w+yGOB6Y/3KP627wr1+hw4RePdB1PX28xmYlhjMWEv6ZgVeUCdHMy6Mi0TF3RnQZc99jcmCeHDk5DgLjoAS2OL7gPJ04nc4MCpvc4bc7ZP8crj9Df/cPWE7k+VwoQa7HpsT87b+i3Q5387dkE/ThG0wT502HegjbkY4eHWbcnBjD9yT3SJ49dvwc373Db+6R0w0uXTPyimnzBWH8QHf6DtIBO7wnpB2bL36DSuAxfFciXwcgXWH3/ysuBTb33yDuxMm5UtB6+lBqUXwGdtUzdl+h/jXRvqazP5N5RDniRoc/eEyF7iCkTUd+8RK1DtMtevLEuw61gSkn1EXG7hqc4d8XoFRkQ1BjuCssOn/9Ba7fMQ+ZHEbscIAxkdlh+YbpN57574X+cWD4S0DygOMas5GcHzCDwB1ehP7VHp3PxPc/4vKvYG9qk8+qA9V0REXGI0JdyzRheQQ3FFvSwIjLdlei4Gv0qWv65wjmUdtQCCOVqGZdmd81rZHSIpQcSF/XzuboyIgmTOcSOO7KOpRr2i+Xi0PAxCPiavSBFN0ao+SQt7q+griWmaDM2aIvFzLAQrRqG7+jTPxQ7GuRLYXA1Jd2uRFwhXCGw5Z0u807dVGErNo75Z2adkoo7+VacLvur6oFxC7w7KlqCL7qeWesRkCUPq5OyBb9wFTG0uoeoU0fs9U+3PSdEnnRajyYzCzRe03nW6IvMmIlEsIquC+NmPepoobjTfcSw/Pb54ntzT0/yI8cyPj3CfegiM/QK++D8q4vRE6bJjJ7In9ArxPdZzPxQ+L9X0YkZ3oz6ByPYU/yIx+e/xeiOvw3M4yOo/sLYThwzXOSOdyHK4b7jnenDW/jzNVw5t+5PzLnD8R8T44nkhwxuSbJS1KauD/+BzpLnPcjIoGb53uiweFfOiLKwX8DfaCbhaDC7iR0Bi+sYwgd880d6fmZPx+33M89o5vZybfY0GFdIN0k5Fnk0TboYcdmc8fV1X9CpWNi4PF85l+PzwjW8ax/Ru+NsDsT5A3D8Bc8nvjDl5htOKQtyW2LbqmJ47sbTgZZ/0ze/2c+HJ5xiFfIA8gd3LrEy5D5oRt4118zzMr5mNAcSGlPzoE5fk9wiZvhgc12IP/m78huwD443AQ309/Rm8L0jjhHwuOZXiOnzwLp6pr90Rgmw92fkceRFxsYbm75foA/845uyuxOkdAJr597dumGq/1nOL/ntj8weYWbHelX7KcisN0L2Tkev4H7o5G2H+B3xm3/OX24YRcTNiY0RNLLSLSeOXmsi/D8gRg6xn6H18jLf/me2G3Z3fwNlh6ZTz8iNuO6hOFI/A5I+A89YnB3fofLEX/1nJvuhs34lu58IuzvcZsr7B3Yhy+Qmw656bkZ9zyLt0z5ihM3jLIhco15eDEUkP2ba08nM6/kezqf6V86gvPcTkrIgXk8k52iN5+T+y1X+cy1RQ5b5dCP9A6Ce0DeRtwfI7J1yM6xGXdcHZ7ReWX7NpO2I4cXHzjHE+8Ob7CDY/gW0mw86IEkM27/Hjpl2nyBeg/pQIj35PfvsfPIvt8gIXA3w126KsWlX428mve8jnuObuTBP+BvA/31gDv2eN2Sxsgx/4C4gO+fE73xo9/hnfE3L4ROjMOLAymcOd8f0SniDpFtVOyz58zXW7qHA/2biYkfSXJm53r224EZ4Zw25F1PerlldJF7f6ZPgeC2uGR0dsIZbN48o9E4P+kw8LmvuMcRc0duumcMbkv3Hs5O2CbwwXi5fYWXHbG7IXYHptvIf/psYDjPPLs7ITN8f9/huo7+WYeLO3Zvf1tW4/0GCYLsTuCFz8IJdWeONzBOAT132MGhw0AIgegnskR2bs/u+Q7rSp21RzvxF33k+fGa3/zza9J+5vzZI37esr/7Eh9mwvMfSJ3jX1+/QGcIXz8iCG9+d8u0CVx9MLqshLfvCWfHkB3XwA/5O37gjpfd3/Ds+kvG05Hv7o6ctl8x7//Am+EH/vzuX/jqFv7p/BV+PiP33xYn6QtH3Cnz/BlzVH6YMucIG+fwvZL6jOKx+QVO98ifEvJHZZM/oDkxy8Bx08EPzwnfvmT8/YT93Zm8D8TPPfPDntOPe9xeCX2m18yr/h2WMnGcSAQe+0KOuJ2PJX+MfYW5jq3/li6MbPKejT3jHseYJxgmdt077jcbHq3j6sfE/mFi6jrOwyuS3BP9EROH6cCUAx+mQJ+3xPw59EL/1UTofxkQ+XR0Tmq0QAt7X0LiW9h4TQ9kJXqgFH1qkQwr0ILLL9YYGOZWLOoV46QhLatCopdw09b0ai5ZrpiC1dQma/Z3ueeFhbk2tt3KlhewLZAxu6sgU6jh7kcuaXEyVosLWmWImGkBzJdohlyVxnqvFppqJeeb2YrlXgHpUsSbVRv90ur2LKVvAdxqQTEWtvzSxVaN3AoKLKBSs0LtAkg8Meq7y/WaEu26GgnRVQJmYxBKMaBrwbPiwZaLVrgOdW4v0yUM+K8dsqQyaG1uAFZrewMa2lhXQ1w+BnjWingJz16KAjcAxqohv8h0+y5Pz2sMfatpIhaWNhXUbIwivbTHWkSKq3LeZkP53MzXoSg3u7CoyjUaECrLveo4NUW9KuUt7Njadz/KoX4Zi/b7qj8vD32RiQaO1QLVUsE4af36k9dHY7XG1ayNV7m2/QT4LH1TgCRdyfvF6LnIQHkOae8Vqkex5lxLs7H05uUlvyBwf/X4ue8+ffb1/209sSfn2pOzlu6Rdfuq4dgMSGnv1O8tj7E8PbK6i/0bP5fPaxMaM/wSoVAciKrFwaOakVxYl+U6DmdS81EauOIkabJpqjWnZ4luwKyGy1sFhlvUQ3FAqNVXqyHxJAWOLY1t+YCf5vCvHfHxcy9rxc8++ZN317P5crS14CfvPLmqPPnl547/ETn7+aONm/zse1UK7OM82D/TDqMuFFV+5KdnrTLy/8zXL6DupYA3dc8vPwVWDrz23yXaZUnb066z2uGervVtFrdc1rbIkVqJ2NHqqLpE1FTgwn7ueh/tf8sT1XV81aYlAsJ4cr5d3uQiK+s99+n5l2M9/z/+7Ncc8m/8/kvH00jBn1+7WX3OIiOXW62E5eNH/BlxW0ealjfS6kvy0ffaHiBcCh9f+uoStVi+dHG0ra/X7iWr8WyPsXZGVMl6MnYrebCmf14YzAs7t12hLjhLoMfH/db2vCcfrXSRRTdrx0frWVvfnjDA1+Nlq699vNmsx7TtLbURP1nI1sd64Vvf+39EXsv3nZvL5XzAXAFczRI+zfgpwjVIF6BzSCuWGktRWwuG+WpziGJeCv465FLHoRfMOyCVnOh4nDpmIoorxak5VzaoIzFhLpb9jA5VR44sZo30RY5MAjlsERmRVIgjYgaa0PNITqBdSeE1H8+YzWTnsK6mSXS1TTajeialE8oVJj1YwLLHpQ5zA0m2JLcDjjhTJCbQqTgPfYeKEBkxMuIME0FrQXHyhNhISuU9HyujVEJJ5eId2Tu8JpyOZItoc9C5WhPFCjBroS9RGeZRXPEV47Bc2MEWEiYZL4X84aIhavikOFWCd0gX8EHBG+oiKhFhi1hAeyFfQzgbjLmqfI0cVlKcimaEmoLSe5wraR8/9ZAn61ZbBz6aM1UuLwpRe3MdDVT65TKdiiO7RSlI+7ulPzO5rBdtL5HqiPgohZlVZ7jU9WDRw+o6V9zxbQ9s32zR8Gv9GJquf9H/V3O37clml3KLWH0mocStlLRFZZkoUREioa7f7Uuufrc6cZfubJ3THPvrNa+cdNlapZ6TKEW+S6Fta/mmm8O2rZHa7Oj2k9V6vNbT7PJjtZfYEtm12v9rHy2OVMsfrcM/t3f/20eJPgioBLIbyX4ics9sE043uBzok9ElIamRLeHQwvcjQNriLOGDJ7mRrEd8FoIlnA9E9USFxEgWKUzuWvfGUGI2koHNxbFf0pcV4l3IM5rPmJ4QzogbybrDzw4XM5IixITFjMuePoBLjuOppMNLw7mApuEa0UBwnqCGC8WOL9wBBe8omZgTSRISFAmK+Rrl4YxZMt5l1I+YdJjbkGLmQGBg4Fqe4V0k+CPezWh4AHXk44aUt4XhLwUIFxXmHEqUlUaUI7PsmETx0XDRoFfCYDhnZFfsmJwKmzprh2bI00Twka6fCZUAYXRF0kxwaY9XSPlYnGW51MQrAl1qqSgCmpGUCXRsfE8HkGLNEz/hCPTOE4JgvYAEnG1xZgQ/VCLOpx0i4H1h2s+zI50NdhnpIkEig2ac1igcl8mhFHiHhBFRP2GdoIPAZLhxJuSesAmodiihrJnBqhq1K+v8bJiWuh3ZMsE7fOfxSfE5IsyYjWjakGOPSx6Xwaln0A2ZHkKpJZE140zonICH7EraO7UJk4yGUKLl4lzS7OoRzYq5EbqAFyOoQ1GigjKVnXCKuMdUcMQNZQ7oNaaZIZZokUlnxhw5nBNydsg5kqMRbST7mc5PEAyVDqXH6R1OR3SeYJzxJriskEo0TN5ktM8oJbpPHLW2UcksIGY4czgz/DwjPiPdhFmph6WA77REV3QT4h24uerAsa6nM6YORkMOARkMuojgEafgapSmEwgr/bfuASLgguGz4Kfu6f74yxKHSSjYgLnCGdKSUtpnK9GZVUfzzrGVAecc5iLnXjntSmTT0GVydEyzI4jQe63yMSCqhf9t4FNZo1NbnkNJ4ZxHj6ayF7sEdAkLE/gdeE9wrkY+GMmXSBJ38IgPmHZgJZLJuTLDVWDqhWzCfu7ABHWBHDzpnCAKfqTwq3tFOyO6idmdEJ/pvCNqIk2JGGDMPT5CHEfGfiIdEpomdD4wCVjfYeIYXUd0EGcjZwghY5aYKFER2Up6SztmiErwM4ObmcQxiydFIY0eq/V6snhy50k+EOlwRWEjmNCLgjOcLzV8c63PUHBnIemA0tH7jJcJ3A1iA2oDKZdzvUXUBaIEkpRoxSyB6APmO0Q6VDqOLpBwpAxk4UxXImQ78N0v76ef7IRwTblyjxiRwrSvzgeZQGaQtChSpJJjE7Z1wlSFzEJRxIECvgewDYV1UcKr0Jr4vjIZxPaUAnZFKTJKSqTCrq+MfgF0C9YXwXMBfIQgOIs4HTGZMD2VCZobyD5THBEth+QACOhXRc2MHeKshjMVEF000gqOaVPosiusMjJwwhgprA8BtgtTphSCree5EwWwrcqeRdAZ04fSBrenRHC02hZlYSiAt1JC0aaqpPXFjreSKqfUxQDsFcWhEKtC2nI+d1XdakpoZWHLdelbO4PlolQ4Sh+4Fs5aFtcSFVDSYYjWwjpsMJ6DJPBnIGJ6KM9onxUZYuKXlD3LxXFSlGaDbqYo7q2mQlFwpVZCWYBKVw1AldpUVyJMZJWfWxLmjFKAUBD3rCikdmRxGpGLHGJY2IBrzgQFS5VVKoURSinMd4EJiqJFBclEFPHHEiJZ2VJLGiap7M7KTLTGdE2xbiY7LkZULlEcMhRmkWVKfYIa9q9QlPYTYulpZAGOkkpLIZ9K23VbxrqKllb6fmEQlRy6Tg20KARIyd0qrf4GvszbhUVcDbdlPrHo9aatePxQb9YM+wOFnRQwqUqQGGgs91IH1pXxqgCq6CqaQEGsRBi13OG2vnd7fPvlxfAifKtfqzi1WgzNZ7A4ulpqLnuK6zTyacGvimN2MRAN3OJ8qDVzaoUgV1MviauGn6tuiBoZUSG5upnA4vSsG8zqFosy0hxb5kpaCFMrUREKzjySpBgvDnxlE5eAJ8U5KQX3nMOJx0nAiV0IsRWkK5EKRq4OSc3FOM+UFE05FsdDSgkzJbefOaL5wmxXTRdHhZbcwAtULe4CNlcQgDYOa6yh5U63y58L2C3Vp10lvAlIAdbbM5V+K1OyXtStIoWofb0GFlZwwa8/7NKWpflrxLf8KP7ip0iwVWN/YdsvwOPKOMdW7PH2ZgF9rcINl1CKqsg+wUjrzRdQZIHpy9pjrfXV8aqACFrrw5RoIchSI1moe0q9pzNDxNWrrhzZTcJbIWottURMlZzrzxrxUICM+pPmkDDKOlXXTmw1Thcn7NoRtk4LtjjFnqwdbUF7+g5tyKqS9xMgCJZeK2/LZWjlyVVWY/jxxVdDWD/4NIlrd2/O8xr9WIt+Y/ni/EYuLFShREG2PUHLXoe5SvRYGl/lUCk1wij7pdViqmtv1wLmbxoNuD5Kq3ElQCiOZVqtrtbe1ge2zIfLGlpVItr3rERILs9utBoTJe1X7Qu0RoP6ulBUcogbuYxzAexAakRmnWsi9aZVvgzM+jr9KiHH1fZZ2TyejnUBJQqic4lGsCcpZWQ5t9Qqa0xeu0THtXOtRTO0rnY1crf1W67+KFt0BVp7FgJFZWJj9fNYL9b6Ia3a9MuHANcaC0N9+hJkh1y9J+9OcOrRNxkJX+L8SzwT/mqiOz3Hxteks2OmpBbZnW/BhMk5/ODZ788kL9xt9hATww/3SBIsfE7yxsP0FzITe38mSMLVGlRx98DUBziV1Ej9DCF1uM0E2wndHODqPTll5j/NeLehC7cMPtL3bwAp6UXCmd4nsnhOGtDs6N51iDjSvhBt8vsfyYd77rnjzMjuWhieZ/SxJ394QXw2ELcQ4o905x/wYsiVxzSh6R6djHh/IHvHcau4TtnahOiEk/8neOW8eYuIMdz/Hp+v0RcR3Sij9+RZsNO/IPrfCH0BFO28R0eF8Qh6ZO5eMF5/AZKx81SKDx6/xaIAPR2Oq9SRvefuuZElEuwtclb44RZGxzkENOy4+myku8kMH3rkHDikQDQlmDBgzPMJPbwjjxNzHomDZ7oJbHa3PH/270hzIt0dcFHhSMkJvnmGuk91QghIiyyuOjw1igGpxLFKbnMe54ZimxqUenN1vi1BaKHum40QVXQc0al+XutVaJP0XPY2Ggmow6zUSFwi2Ix6Ximors4Xu9ZagXVXZ6FgznA5FeJHI/Y0O8FXItdSO6/q3U7Au2qRWCkIagWsEreyqcxDjQoRV4AKpADQYv6pLkHdu3Ld1xbdohSoVkqUhi0pORu5pBAGlugGqzaiAdpq5JX2lUiVQsrCDLXEEmFRbbGyp1f9oNagM43FDqI+AxWQa7UZLYKe635b+qnYLFRHoSLSMjBMH+31vyBtZvRjJk+ZN+//wrv5Htsd6UOC7W8Q95zrNHD1psefZ9z+G86u5/zlhn6e2J5LYfrUneieHeAPb+hOnudvjiQbeDe+JEYj6DO8U8LwCAMkf4vYLfPDa9x0y3QciSnx4vmW3X7mx+4lP+ZrXu+/48X2W+R0DcdXPN47Pvzxnr285oX8L/h4IMzfEbyx7YRT7ImHPVEmMt/jui3Xn/1fIQx82PwLmZHzD3vC2GGna5g8r26+4/ObR8bcEc0TNl/ha+0KvVckHqB/S8wjP344st8pL55F+nwLm9+To+fDeceVjXxlE66PfPvVntng8PU9bnzgt/mBrXSM0ysiG/60HbjrHf7wAjkM3PorXuw2kB+x8YDrJ463HudOvHYPDOy5jv+enEam8T3nmDh9mECUm0kIXkjvJ9KQOPz2HXTKi+9fIOeBt9MzJn3J/ibQb4zXr/8bw9XXvL/9LQ/pJeF39wx2IL+75uHdwHA0/t3R4CrC6xMyP0cefsusie/zv2DmSfEV+IxcHcqe/KmHgc8lFc9+VxzDaZ7QKdLrdwT7Hut75q7jbMLRHJsh82x4JM0PxPE9srnBvRqYD47ptMFmQ//0F/qN49Xv/gE65RgeUZScXhYfZ3yPV0VuXpWl8IXDNpkx3TLlHf6ux38IHGbHKSgbp2ycMLDF8g1xk9GrmUEeuf7wSPY7pv5LNhK5Or7Fu8wQtDie7nqyC3xwDsnG6ft7dJzZ9p8xOEeUaw44prsTMc0ccibmkU4ywSU6faCfPuD8LZvnj6TkOY6BKHCcM/EA05+26Nl4OI0oibi5R0JmYz0+OeQYySRSOmN5xLkt1m3JeyENjv4h8WxOTN3EvJ8Zw8h3biKcHJuHG3SGKQlJe85yxSZnXk6GceZ4ukf7Hf7VPyCu50OaCURO5zfgIi/jls4C33z+nEMY2L850/9wgPNzZL6lu+nZXXUkU95rpg+R7fZEdiPxdMTPMBwNpyNBPyCbDe6zz5HoyN/qpfzbp4ib85x3r0okZjRSfmRiw86U3M9YyJyHA7k/M38dye8jdvsctw24TvGbzHZOvEI5Js/jw4DsIhv9BtcZ+srICvca8cBv54BZz3+Or3m0jt/u33M1jNzn18z+lu6wp597wm//iHv1yHjoeTg949nxkdvHA/tne169+oL+PnH3/RFlSxr+ltQl9PZICMImfIGJY8eOrD159z9hdHy1E3SrTPIOmxOb9Bv8ecd3v/uWP796IJ2uuZk9z3ZbnnsjbwLJdfhnZ9Krr9m6H3juHkip5z98/ReiHTjwLT7DbhrIuefPp+dkDexTR0BJr494m5k/jOQ58i5subcNrr9H9IHbLuJ9Zvr2lg+Ha467jH/+gY3A5lshiLJxif5qIvz7R/ap5/V4jWpgyhti7xi/CESbkYcfcQn67nO8bZjl81IRL/6JCeFuuOLob0ijL6Sb4wHzE90mshsc2IFD/0C82ZKe79nZnlv7B6aN5+Flj7uP3Pz4SLZ73nffEOya27t/wofNL8rZpxemrhqQkRCpxfesgR217sDC0qcYZ1ojGhjqCgpPmOsNyG2GXGONLAbYmj0HC1tuUYwu7VooF1bRQnw1uqQYz4siV1JBLJd1rXh2M1hdVdA2LKwTbUxwq0ztYqSX1LwlFQDVU1gYGMXzXF4ltcGFXd70HK2G59rQzPXa1YFQCwMXsKB1hXw0HpmFod+UZSnAdwFjN9DSKhQ4syi7LXy3GddtDCnKqTQFXqqbsrKKpIb1Wva1Da3GxrqmRC1e2Yx0mYEetKvN/yhq4988VsZuq3uhdfxqUd5SeE2ffOdSaK3hFW5l1DfAwOpwCCVEW1goPguw0FhHF3myqtyvUBAaKLG0VgqLyOqYyiLLxclQ7P56/wWUcCuppspodS7hMWqBcBoYKKXfRS6gzAIE1YgdrWmKFsS4Kt8LYL0GzBo41OZzvb9YdZjU+SpQij3XtpRqtCv5XoFFF2GvnxeHyYWh1qJoSmRTYYDZ5XvV6CgFVduYNLlYg4M/C/FVkFMWwtuvPdaP8iRg4YKc/ZUvs/T107Zd2tgcfywpRqhh8iyg8SUy4vJcy8O0tEMtMqmy9C6iflnnbPU/KGoFbDRHYRpKcTqIlIgIoeQkbM6Vkh1GUJdx0vIK1p43W5wQKlpTzhVZKrUkLiCy6SUCQtcGq11A4OVn60rjIqeLeFyM4SdY7c8c7fMLA3oF6K7m8JPBMy7G9nIhWT5avvJxhM1/h5ytLvZpn9vH71cJsyoh8vQ5Wxr/9vxPHRnNEfHRs37UnPVMu/TNmhW6Hof6f3N+VYE0K7ACVhi04rSmvSr7hK2ue2GWNvlpMlT/zvkid09kpukg9tFr3cBLn12euq0nKwfETzp7HZXzcaes/l7L2F89fk721p/93Psfv/cJ++gTh9lHa+jyarraap61vWapI1Wc1AKXuSDr67frlP3saX9/tGY3HW2Za1zGvukji2dXLvvzE5b+v9U3HzFn2xMvQ9LScVWdojq+yseu6kF59d2ml1Y5XXfnsiBVB5xQ9rNW/+rnwo2WBrVna/XWmp66nmJroZL1F3/m0bUClqv9oek0Szq/9Uxd92Pbbz4uXn6JYFyu8ykyt7pqV2+t2qN5i/gOCb5wPqJH4g2SXiL2gPjCtHNWWPGWC9khMKCiREkl53KYl/oQGHDOZcj2oWgweSTZCaXWaVgK1EdUZjR7NDpEjc6k1p0w6DImMznNpMMJC4rbXpXUo76g05oLaKzpAZOO2W5Qc7jZcGZkFzE3k+MJzSdSikRT7CYhQ0QPQo4dKTtmNVwa8dMZ6Tq0G8q+WaO/iLkUGOwNc8Xp6jXj5L44OvwjiGdjilOHBg+9kEVIGWQ+I2nCuMHosdmXmvFpLsxUN5DCDaJnSDMyZxhPWBaQhFhHV1My+AA4xQ+VpUpCLZC9kMWhnUGf8Th87vEWazpJw5NwKcOkEGfQMyo9qQ9oF5Cwx6UZ0RFSgmlGvOL2XWGIfvLRbKFUp16T42Z3lnVhcS4s+m+bG1zWgvXaAxXsFqxGBLRohSX9ZdNr5SNdtTlqy0mUNVTr8lZ09kaCWPbK5e8KUjaw0moU9HoPsqc6YtNriuO1Rmys0iIua0B1PBY2tiuEpvp+a2VbM2TRLXV5siVqgbpltBSZNS1yc+6XZb85IlzpL2vRr9W2WNbqFotYP5c14aTZP8su9GTcnka0uGqb1L+tOoKW5Wu9H7Y0TG39/PTDVWfLPI/YeKLvR7zLhRAVjKCBPvX4qPj5TAKmTcCbEUatvamoz4TrSOcy3YNHs5Sc/yr44w5cxm+1pNJ1JS2vup7oOrJGLClD8OyHABKYxGMhE4YJH69xfsOcMv1DYtMF9pvnODzCA6GL9H4iGQTrUTLJMkImDBvoN+R9YMYzPjoCDuYOlztuxdiFWNdFweNxbKGmUnX5ES9nop6Z05EhRYRzSbnmlCjKrBnVTKhpjsfNwBnjFI54pziNdHTE/IycIJowicPlDpl7nm08Gy+Yy7UehZKCQ5gZODOwo5d9RR08Ea2YkMOnDp89cUrkTSJxgqBk3aFZOOs1ow1sgkGf6LqZTXdCJBO94EJ1Yhw9WQKSE/uUS4Suj6gYOQeyZs56RnNPij2imWFW5Nc4IWjpnQUXXImsGIWcBGczQlrmWRZPqnuW30ZUTjCfwPdIiGjoSL7W9jyfwPUM3Q30yiiPRVcXX0hrrq6Bvi977ibCVmEucioEJHqSwBQM76AzJTGQ/R7tRmwzQ0r48QgmSJ/wmtimqTD6JWDmUCl1LeahrKVzUjQqm6y4bORa5yNHh05GisqcwYaM9goacelMCh0pHFB6Ut4Rc2LMiRQzeoY0Gucci5PWZ3woqUJNHJIzzgzLRjbKOuKl1FsQwQkEySSXcT6RfebslQ1CHztsUvSUSU6YvMeLI2RQy6AncA4vAaRnViVZZp5nxE/4GOiyYMGRN75ktj8qTAPEDtk5nArJEtEKuuikrJU+Jtzs8FNATHE2Qe+RUNZ0/ZVrG4C6juw6YtozC0xSEUNnSDCij+AnskUs1ro+1RceTMpLSyQGqUM04eWMOMjdhqwwx1JTRiqOe04dRwayEyQY1nWgG4QBlzqCdPjOM4onqyerQFacC3SbHRzPzHYuTvNph7mJ2B9QLzjZlPlTnfDaPUekZ+dH8BELnqSKlwEnW8Zd4Hzj2FhPb0qHo8+ZRChRYV3E+gccJzYWiWnm7uHM5Ebu+8g2CbuTh+wZI6gZVznjnBJCRqn1VDAmOpLAEIq+1HVa0tQRkDigzkjbCTWPHD0SMvQZt024m0QYO3ZTR5KOSQbMe9KmJ6tDQqpQ4IDYDqdDgVEpZLHR9UQ/4LSHmEADuIhz4KXU/EwhoSFDZ/gc2MQ9WUB9Ge8+RWabyd2h7OszlaT9149PdkKoewNYzRfZI3QYHmsgqzYG5Ui5e0l3ZHKDcoW4qeSctFzALRKi56IM+nsKq75EMsAzCgB+BsCo+fNzVaKsApcyYOzq/XJlvhXFq+ibGXJxBJhsKUWxaq5613L+lo2psMJDDR+eEX+s4EpJu6T5WCMgQmXF66LsiTpMAyVO/B7joQDAmln491UxsVaXgcb6EKgFNfEzOMHcjifFpy2vns8hkhBiMTB1i1DHREoomDU/igYsDSyFoSkFf0yk1HiAyoDMoN8XxdUpsFlY34LVVMc1AFGKUeCshEipm9FuKmyXpMABsx9oRakBpEaHFHahZ6kL8FcOYS76sK+ehDwsrPcyfg3MkBJh4v0SAWEJJGdIsYTqh8LWL9EvSqnmwwVIc3O9Z/Xa+SJ1JRoDsLH4TYKBM0w7TDqkMoFK9Eni4oSpQLJPmJwokRI1b3XeUZxUY5XTkrYMty32hI1gzdEhiK/yrL6+DiAPQAduC4yI1TyrUhxWhfEqRU7VYcmDeKyrKdLyvt4rgyWkMUc1F5PIdYucQcZ8kT+tjhVHR+G2NdZyTcdlCpqK4uKLuSa1PkWJ2DAsnErfxpqf3IXKiJ1XaamsrGrSYRUIXyJcaMZedYrQnGpFUZDqtCi5s0vfoy2a5BMPuYhWmQfVQLLK7nVlTjdQ1S1fKWO1MO2XMPvmvKwntrxKIot/qEU8OHHVEVFyAjtX/27Xr0czyoox29pXQcOWE7flsm9GtnLpWyBTayuQcbVuigYtJUlcIvhQ7l9DZsUlnBccrkZytKOmobNSIAsrgHEDU8ysRkA08FjJuebyt4xaJue8gMxPU+tUA7XWimAB/Ozi/2rGZ50qDcZbYOSGf7YopNqTS2hqA8uX/5sjqAAKS4QJDTRobaACFhU9EEDcxRb+1GOlHC4YwQL4rT5ZO5hWrVl/sYEW0qRSXG1adRSIXJzgFVK5PHsBVi51NtodVu2oc7QlPWvXK8kaZemfwups6Si0npeqTBtICVMW53A+1/dlcZgYJWKngBuryJilZohVOanM9EVOWlqIVdqKBg7Z+vcGrjbnV73nInfteZscLQjRk96y9Z/LL0/ChFbArTw9t60zH317eefJxX+tUK0Oa4Bb0wMoP1WX5loDbMwu0XUIreB4aW/mEu1a51Jbc1xbBWukmzXAL9d5Eepe3R4rsQD1y8M2ALEJQV2AXahjV0Erm+v1akRtBQUvWaf6pevLZes+rvWEKgOlBhOrExswVx0NlNQklyigDDLV81r9ifX4NNBOaaSBBahrEQVLZIdBrXF2SQHFJThhDQBWskmpCWZVnxKwDUtkihgmY+2LQnoRCtuzPeGlzyv7WkJhh6+dJlIL4LZFbMmx3+TP/7qtVITuqsOpJ+UT+ZQJekRsJA5n0i4ybDsCB1w+wzyi6tHg8bvE7nZmUM8wJ1LKxPNExHhPxnvl2SbCnEj3D5gKo7zEfMd1ugK9Qt0jSSJ2Y9hgDJrxxyN26kingB9m2EVsJ+h+izsG5K2CDojusSGT+x+YGTjYMzDBUsT1PT4PmB+YGYp4pg+4PBL5BnVH8mBoMPpxT0ge3p84v73DnMc6h5w3bONAP4740yNxC+O1IFnw6Z8Q3+G+2OHxXOtA8jOH/j1imavNiJCINZ3R/OKebDPZ9ugxoHKs8vUC2JNO99jxPd0sDFGwTtGrDb43ej3AdIbjI5wfsbs76ITxdkOOO/z7l+icsfcZ543utEEmx6hfkaQj7f9I9jP64Tl2d8MmfcZG97jt12z8W4gPcP4eO+zR/LcMY2J7jmyGnmu26Hzi8f4/ImlHcK9x3R3u6j8honieLWvJpxwmse41LfqgEt6cFcDPrEQHLTpYYeEXwkpl2kurw1AiFqSq08UXUtc+W+2cVuwH81Knbb2WVh3XO8SVtUQItGLpAhSUy8DVKEGVugyV9MKS6/7hujofS70zcketQEvZb7WuQGXtLntxWRcWNUKbtlpqPhSCUdkLBQ+upPVp+iE1ta3VqDGt655pi3woUfjZSjRCiUpIxQawRK0/XT9LZQ0jlSVJK/VBQvlOnqou10iCmbX+Z82J1PYRag41rSRAtK6Psay11iFa9g1Tt0SuLMw0Muh0GQc8xvWv2mXNQXqu5Chc6Qu645bzMJEk0R+VML0lvnI8Pht4VDgYhOlHuvMDyp5+c4vlgP3wghQC5/7EeW88/L4D2+K4ZThtGP7LLYzKrD+AO3Nz+wY3JN6/OnH33NiE79iMj/iN4oLxm/3I6801FiPj3RWDXjN0N1x3md0Q2fiBvc9Et+Ugf8NJfuC9+/+Rt5nhOiDmOOYNyfXM8U94cVxt/kL2sRQulS22F8T1eNsSzhPPHweejYH74ZrH7hrZHZHtjJtOdNN78AEdbhnjzF++CXgd2OSRXR75Qr9GZuHHuwE99Xh/zc4ZcrqDOHI4JabsmNMVuVOezYF98Nwd7znFd9x1e062xXeP+P2RoD3h7gbFI5KYTpHz3Y94L/TDLbYPyB92GMJRjc5mfP4BCZlOe8iB/HrPnHvi6USKj2ynP3I93vPo4cP0d8zHjn66Jz3+jvn0BfFWSJ8JXfqGPv4LQzxx9a8P5H5ivpoYdc9h/hzrPP0+ojJx8nfYr6KmC/58ixPH4A+47cS7ITMh5JdfkK/2yI8O+QC4AxYOnF90zL/1dPeJ/sc7Qk4MP4DPt/RDidC46x/pnGNzGFEc8Q7mpMT5G1SMcddD6LjeO7peSFOHinLz/o7N6YDwGq52pBDJIdMdFD4oeuOJX+6ZY2AcIbmOtCmA/Pb+fSlYPPZE6Xm3/QwC3O7fE/oZvT4ViON//hy0q77rO5wbUPEkmzEf2fcd1z4QgxED5PGW89trchTSBGk+MB9/xD3fEv7hBDrin32Pjg6zF2TXkW+/YO6U0+YHhJnh2CHJccc10a7YDD8SwhH/4Qo5bzg+z4yvZ3ARmVJJtRYCse8577YE98gQ39INM1f7a9yY+XDfIZ3iXm0YNh0vryOajfHdPXmOzMcdpgPfvTsQ4gMvHt/z+daxPX9F558Xx4t41H1P6t7h4pZt3qEHz/3DNf0ms7mK2NChn2/wGhmiAR36ZiLScXd7Tf4F3G19iGW2xz+V7Uk6omzxOyP2sPE9vQTGN5HDA4RZCFeOuHvNPHzB8Gh8+Z8Nme/47nCim3f8bvtb/NUHuud/4ZwCX99/hUZHbwdyUL757D9DBy/Piets3OcbPmTY7QLbbSLLj8R9YjjfMvzxC3bhRPA/ctgbb9xnjBvjlN7Tb4X97wb2eF5KZPLwrtujLnLkiMyZ8PZIkA3PvnxJ6Hucf0BzZOpnrFPyb/9InoTts8Bm2OLihBwi/u4By4+k58+Znj/HH+8IesLNSnfuyaeO9EGQ22uu/+4f8MFzZEtEeIkRdeQ0/jcsJfrvX9JpB24gWmB6EDQqsjd8b+S8Z/YDz8eXDOdX8HyE/p7uUZBHx6E7cTccGD0crnquNj3nYcDFgJw8OUL8ekLDhHthpUD1WQoMOs94M06bQPIbPoQBk4H9rqTP2sfPGPIGTg/E84GRDecNbFNg/97hXWQO9+h9INz3bB5nbt+NpE5xmw1qQkx/IWr/i3L26YWpGRFxFfBudSDWClAzhmq0RP1W+ddRik1Xo0xaEahqVIlRCi03sLAqScw0gKsod3IBPXEUln9fjeRmaMOaWVwRTFoKKLPCrJKaBxOnRbGyVjxMgYzUlDQXoKGwy83VMNcVMFEYIM2joSV1wRIJUtkVxUqhpIeYizJYnSaN/VK03QoWWC12vdynOBFK+HApmLxEYdAjtilRHVS2uhgtSqGA461A5Do6BRYWiJ1rf50voIGrKZpMihNCdFGkocPRYRWwwLTc34TiZPHA9gKkSKZEeNQw4F9S9xqbqDkblnoZF0P/Aim29x0tpNm0pTSoSrU+Oe0pANEieMRf7l0dTAXPamyddg3hUhRSWNIo1I9kaZZRE0lenHRNYV4uZtWgWbOyKutUrIpVyTlYpDGtQJjaJxZL22u/lIiNFplSm+6aW6Olc1AuESnNWmgAZreK0GhKe2utVdCiylNL47UYZ6vUMA3baX0mVqKoaCHhrf+EJfqCBpb6anxRjJL1qcilbesQ7HX+3TbfrAA+9isMWZBLqos1e6AO8BLcsWpJM0iX1EdtlVhFmUj7X2p/0IzWsratnRPOudKv1QlRrr3OO1wGdvl7wfLko58rvvfHoLspag7JRf5VtTp6MwvQXDG7NhTFcKwgM9S124qBaSxpmLSmI9H6yrpix9U185LLf11Dor7Wa2x7AmvyV5/no3Qk62oglz5ag4S2DNrPrj72c2+2owGRPz35Is/U9epXmbJP7vDUg/Ez11oD01ZHST46wVgYffKkP2R1kTIf12TzJ58bXJjp6/fWV6jy0a4jq6FBy/5EGeeFgSla22x17ajtdKtr1HeLP6CkdFhkJLPIz6XY9GqeLaDFRXaedLBdJOvpeT8zJstUqzK3dBbLt59+rb2zdkI8uflHw1k79OMm/DXxWYvzZdL/lS+sj2UB5fJwdvlokT25rE8N2Tcue/Li6ZMn88na/iZ2+d5y/eYUa9/V5bvLLds1FmeEv/y+FOpubV/35XqMhUvqk7ZnV4eItfmQf8p4bWmalja0TmkpQNv5dW82/2T8L8669l7LZd5Sm7S9tKbfW/ZefTq11pG+dYzXhdovz+t4un/W98VAW1xm2+Nbn9V9folGbM9Ygdra7qcCKCuZk1XffOIhIL3H4ZAxIQkkRpxG2M7YZkL8oaT31BHLE9AjfkBCwvWxsIgpEXuSZkyNSTOdT9xwghjReCKrkPMW2LDRPd4CYxovaeC84LPS5ZmYIavhJENQrPPlpcBRQTrEbaA7o4xkg6i5pIfMimUl1uHLdV9Kekb0SEpvUTmQ3A5zHT7tCDYwn47kccZ2Hts4QvYlFdSYkCmhTolDxukWic9xG4GdIBro5gEcRFdSd6ovURdW50ceSpHdPO5LYWCJwAS+A3eFxgeIE10WXBa08xA8IobLE6QJphmmGTvPhaDgPZoThS8icCrsRxc7JHuUHUqPBQ9eYBwgb3H+Bu9v6MIbtPdoSmg64adr/HyDj2dcTngtdtisE9P0AWeKly/LFBnuAPDuCioR7JcPowDNwsXGaPtg1WmseUF9leca3d3mYv2OWZt367m/Wg9Xc2NxgC9R5VX7Myu2gxcu6XSbIxTgUuutrWlL/YO2IJjRasmV95uzPaz250IBKLrRJXVdW4XL87DSuSvDrD6bmBYGcHXOPNGjoK6N5V7WmoQtThqrJLr2szg704W8oQmtaYJhlboV2oZfHQ+tD1akgvpa0l8u+VDbeLVUd9V+kQgWLxmjVnb5EjG8EHjW0W5rmfnEQ8A2BgG6c0+fhUmLU8WnE2GeMJ+JWzhGuIvG1s7s83uyEzTcFifKqcf6Ae06UjBi5/EW2FlPyFv66RZORpoeEJfZdB5HJnaRcScMmwPOHithDbb9lu02cIzKaQ4EBkw2BIlsvBG84CUTnRDdliiesxzAR8KuQ6zHzlvAofoBp0bnj4SQKamhAxoA7xHrcGlDmHvc2HHQHo09zo8FxskZyRPOBbzbkJLjcFIGCQw+E5i5ljdk7Xg7folmT//Q47wSkmI5MceRnCHNZ8wGBj/Th8AhTYieiebJJiUdj1dMBRk7zBUiV5qNeZwJfUe32UI/4PbPwYQ4K6JHXJ7BJ7zuSg2cIRTA1mbEz4TTO7rpHY/TF5y6G/wp4o9K+nBFfPiMuMmkTUJSTwgJiYnuMeGuRvT2A14EXIkkcH0EmVEbUeIvCNlHApc6RALBHXA+47ROodsd9vw58qhwr+AmRITUC2nvkMkY+oQ7T3SnE0E2bHxhmvuQSvRhLKkp7bBFo6HTiSxKlA7rHWyoySgcOTncmOlOM+wMeke3EcIAblSYMzhDrz168tgYSGKcw4bBErs4Fl7G6FEJnOUKCcZN9x4kozKWEMrta0S25LsJnSaSGl58SduL0odAXwKDSK5EW9oY4Byx40yeE9PxQOgyu7TD7Az9QyHo+j3mHNpv0M6Ygi5rh1PPqD2zOZxTIMKsuIMRn2WmPhFSJsSC0WQE9ULuAMts8oSzmc4XzHCmpDPebAJ+8PQ+k9U4xwmdEpo7LHtOj0qYZ15sZ26y0ecv8W7D0RXEVF0ky4EgAW8wJ0c8dwXtGTI2ONh0eDU65yEKekpk70lXntQIOZ9ymOLjAadKH57jXU/2VhOadDgCaeoZHyOb4PGDx7oN6jb0E+yPwpTPHCZw5tiHAbqe3AlJPae4Q6MjyIz6mWN/hxsyGxnok+fx2DOqY9sJQTK6HVGZkNMrZHrFdvct2+2J0cM47BjDmZFDiSj1A5JhO5Z9X8WTpFTDEjUYZ1wQ+t1EtzEsn1GLS20J2x0gKF24xTFg2UH0yDliU0R3V2QDmWdMH7GpQ44DdvLYA0gf6N0Ws8DMDkUZOOFs5Jgf0JjoHm7x2dFfBcQJcax+8a7Yw+p6sC2DbugYmBmJrtQmkdmRLHKUyJgdjz5g4rnPQifCNgqWrNSX6BT/ukTE6Fz2N+dKunfrhewdozgSQh8qUpw3uHwDeSz87S6QwgAqdCNIULJkLBlh6ggnI0zFgO/Fk0WY9Ygx/qKYfXo6JnleFYqiFJldYQSEiVLIubCsSrhYB1xjsqfk1ZwQO0F8pDgEPAV0rKmQbINZKKx3M5CZS55iKQYBgtTihgsrAgUqi0UMXI+5AbGOAloXI7IAznPZUGo+T5NVqhPpkLwp96phiOSiYC2rPNfFHFQDpoWVTZwRjZT6DB5zhrkb4AxyKoqPK+w1SbE8p71uamrtu3N9rqIELbil29Y2TbBwrquhpArSY9Ij1gNdtWdLnk11M2IT4s6lz2tKLNOqpNcwmaKYBtAva1+HonxrARTMDaiEEqRveUlvhDOkS4g+IvqAuR4YStiUfg42YvZY7eJ91bOL0SRSn+uvHVbb2VhLXY2esCJv5fPCXCrhwwa5/i0euoR08RIijZT3xSOuMp3UIyREHmk5XEt/F9kRp7XNJY+ppApEug7EYzZhpFozI1QDZ8IIkFr+557GnCq5YmuuadkUw65FW8ipvl+dTb6lLqrOvVJhC5NNYWc6h7kMDBh9kQerER6+Ghvqi0HgjqXv8kyBJ6rDwlfFP9f5s6RtmgvgLbnaQXW+KYjlcmlKoRpnufSrawwlQBRp6TtC6UtTVwwNDcXQcqkCT9UodNXpoL46vWYW546z8neutWhsWyMoFsusAjjGkyiT5sxULtEAn3CUOdFkiyUI3FVDVZbCdmWemJTCTc7q/INF3i9G1FPDlYa6FZOrgDRIjYIoDHJZoiIuYB81HdwTmHVhd7PcDxpAUZ+FxmgDp8UIVa3PKrnk7k2C0+JMcM5jHpwrdSGcuOKw8K4orO0+1YFXUv+WdBGgxei04pSgOiXWuftzKhEXpf7D2hnRoioqI/2CM3MB52pnWEkJ19xrreD5kt2PxrZrAPAKYrTltwvBfVkn7Cf3aE7glg6twefllrJ8r7AKf80hLJjET4BM6hN8dP5Pv36ZA2tAsj2c8AS/bd6Clu6lfL+lYGjj2i7RwN8apWAN1JGlLxZgZWGaS91fS5HRghsIaiVyQitIWliejuxK2jhx7bZ1nV2iYqziEw2cYPn5E7lv768xjiYLC+BT+sUqC3Tt/GqOnTJfPu7z8n1bg/BLpzaZgebMfeL5/nhclsutnNvL++u16mMw/yOA+Ceg8U8PWdI+znV8NxQQrgEzWuVnJcfkRQRk3Xz6CxGkUHWftmtp6poMUeVNqKQFwIqOV2oHtT3QaGkITQRxnkYqKGuxlb2rpdVYWIRN/lZjL7A4LrTupTQQqjnvK7mgrQ+WLqJUSSq2RDCs9oTaR0/BunpvrQSGssGCVAc9jQRTneZVfsosKn1oy1pfnHfSIr+aRLbaF3WdEouX+xjVce4xaykIOwSPLQzgvrTHdJGxi05t9dp+2YfKHNDL41cZWovwLx3mYX7lcL1n/qDomLDjCYtHnBzpdcKfrnCjEkMmbiKbdMez7oDOPenPW5z1RN1DELbXHVH2ZPcbhDNj/q+YRM7Xr8E84XaDD4Et1wQF/3ggz49Mb74gs+f/z9l/bVmSJGua2CeqamwTZxGRpCqLnD6np6cbc4NLvA1eFGvhATAABrMaWD19eFVWsohwsokRJYILVbW9PbJIZNvKDHff20xNuYr8IvJLvP+ADid4mw0j1n5JY94QuiNqX9DWsmws0mzpuoQf4Hy3p4swjM84WlrzgGgiHf87SQwhviWq4WhOIAt7b2lSx7Qc8SnStA7bGcTndNJKypQNzcLSKOm+Qb98R/InzPyEjQsmHMF3eH+HFcHYHC2TacRb2pdfY0h022fUKpPbs9BjnvfI4nDDt9A85qSI7Yn0dCQ9es4mMNkISwtTR5KcMNbqQssZjZ4Qepgt6bxB1eA332V17VtBpCduci6xIEo0gc3ygGGHTQuRD5xsx+wWzvGJZTxglz023iP2lqG7Y7FPfLQFFJQcndtojlxdmm8RNxG27xAS4uNlT/+sCVcdKMq6lgahKZi1lIjaEiVQDXnrsaBgam4IvexlJQKiRinkvc2AtmXvCGVvKPeVFbseB2vEWd0Ts3yXjxtbbIU1qjdkBxy6vAZtkVvWiIfaziyL1r1OY9aX81FtLm1YIyFyf0iNstYcvSarA1SOIMiOhk3RmUt+peIMl2rEYCpncVxQzfK2kiNZc8RqLPdVx5NQxiXlvSh7q+T+KsdIkuKQl0pOw+Ks9Mq5oMrASK1E7mkp5RLL/tyWHTOhxuVxykRIZGyiJ9N1XUUSU8bxF0hv1ihv9jm/4dIHTiky3AT2XWD70tL5lvnQsRjHZjMTNwvWBaSzeL/jOH1NE0Y24xOtOdOfPLG1uF2P9S27x4gNj7hv/n9oWHBPJyLw/t0DabPF383QjZxedkxhw2Z+ollGXnY7RvsWSY/IPMFhg778BqvfYt0fWJqZUxcITWTZTCQ5ELRD047w/AUmwWaecfZA//D/xrhA9N9A2jFsFGsS83khTQmJv8Vri28tbA0mbNhHw+xvWF62JF1QecHFPbenB04tHN9GVBJOPJGOTr/Bnnu2//QVXlt+MluiXTL1ihqGbsKKpzX/DLSc4z2eHmM8bavchYbdecDPW8JsYD6i8wv6ZkJ/FTD9Ha39PdZGtJtxIuyXA4bAIs+ETllufoWooXl0OSq8gOF3oUej0Lw8oOPA+Vd7nm977t5/wfB0S3h4hN//r4gOyGOPa4Su+3vSsHB4O+KM0k0K2nHDiagzi/5EozNfxSfM6iTwty8VOAzZ/jgNhkYcuz803D4bjoNlNGB3DfZ3gvnhgf6ngUQiLhFOb5mfBQmGNDumDl42f0IxmC4Dw9/3kkWrYaIJwvL8DiLs5YSRmY0qLgnz+YGwdPxgfws7z+0eNkMgNeCcoQ8zPc+ZPuY7S2ssTeeYZeZFTqRWGLoOu0RSM6Ia+aL5CUPk5uVPiJs57lr86FhOZ1JUbq3QioF5JMTESM8kDeebW4zc0IYzTRgJ6Yml+YiPG07zLcn1pN1b7D4nec+y4J4osMQzSReiGiTAzYvHLoJ77FBv2DY/0MpEnxw23TFvAn77Qjq94B5P0HRElw1LrYk07Xu6u39DDg3ppz3MDSJPWJ2xPUjTYMI9S7D8+PEJneHmTzObBWg71Fh8/yXaJ9SdWDSyyA6lxXc/EJonzo3lJL9hp7f06RbMCN0JcwvjrzLtkfvgSGnhHEeMdbj9FtFIez5h18jWz7kE0R5JSlryeW/VYoxhaRoW0zD+6i3L2zeoeyG4I93yyP18puGBvvmaDktjFuAHnpuPBAzjxzfERbg7f4AETZ+wAYZ/vce4QPryT4R2povv0Hlgs5nYdZFmcdjYcJaekzbgPSovhGmDG7cMb060+xdsaJB5g06e5b0Sh0TXzLRtixveQeeR3/2AkcSUfmCehXk4kwS685d0S0/4DtJJ6Z6esP0LuvRoeoN7I8SNwbiBNrbo2OKXjpfuDd/e/AbTLzTdB/RmQ3QDPkZexmdQj21fiG4EMegE4/t/h+RYNt8Q2x2zg+ADQ+wQdYzxFq93tG8Ed/tMYxeaWdBhT/r1DU08so8dXfK07yfscWb67j2Nc3x5MyA4xt1ANFuml/9cMICAwbNr/w0rM3fuiWgDj3zPLM98Y1pu9Y4jR0Z5hOBxEb5sOzbdANMRmZ7QsSE+DmyalofNlqnv+e5tTxiU+SulkcSb5Yj9DNzts40QMJCFhOztrtLzOrw/J5KS1fOgB7YgATEBSR5JhQqoog1SPMU0K5sqegmLrR4TUEDToviWTy7KeVGw0EzJY3M4nUZblK0E4lHjySB6KUOqF2n2npcKIBXh7sJHWaI82JATjZ2hJF+FzB+nMXt4YwSVBtWOHPnBVYCEFmnLoGxz3VclsgiC1YuljluNMojmUlABVTMmVgD3apQpHMA1LwUFoMtRIBsuHMhc3lHaUaNQqlJ6AVkcOWGZX8ek8o5nL/8F0VMB7lqyEWOb66C+lD0gSKGpMdQEaH/1Ki7YUpV2W2iLdLkACBXsUVjpIeq/JmYO3xTLvKm5KiQL4xjQkqtDKn9z7ketlE+SLvfCGs0gYjN9RRlDNS4nfSs8uavnjZYxrMqMKNQEbKvBo/JBj6yePesaqV79oKsho4AMUgRxCoijIYdqQ/a80lrfHHGkSMGrDDV5n1QA8hXaBHU9FV2F1eOy9Ht+pmoQC0iHmrbYTy7ASVaCShuoAHHxwlyR4Kv7xCC44pFa5puUuaAedCInnCtjYrhEqawKSgnLViEblera+QXIySdAIaULasSSqq4gzdpPygqWflrGGulUFdPrqV/dv8tVIe51nkqlqMkVyG+8jhPQS9PXvVivSrt+thgMCvXKCp9pDt6PJamvVEOl5KgHUt6bc7BJKUuqMlv26ZhB5ljD6CkKaPVc/8QIkWl1uKLVubRqTQasl77981dd7QU4fhX9BhXky79WcPXT4a0A5HWxee9ZwXe97un6YB2X9ZDK/6yGp19yySc/r37VOnNez5M/d306tSi1Xmmn6plX+mddW+W5S/RT/qR+nd/9uvzLOVD/kIuhTUrUTlLWyIcyd1cjWylQKt0VlZqsgkKZGqmCEHV9XfaL1+dYnemXJNmXyl7gm7peX8+v67/XpapXhV/178/H9qrMT+687kv9M5/rz+779PfLvnn99uuT7rNAk1WmytSZOan9VbTXWo28r2qNflPl1fqpMkpFoqhyRq5ZXm3V06ruyVdRIVpAwPWl14B9aVkdD6GccUI1BlcD0WWvq/KT+WS8rn/WiK6r/Qy5rIn1up4fmc5FjF5kg6vv1rPrVf/Xvwu4tlpuPvm/GjGuDNSgazFVJr30L5+Ud13jVJxCrmjZruVHLZGhqyOGy/9LpWWC6iF86f8qm9dyqvGm7pHpMic+5xKIW0MaDHEuBv0lQPIYFjR5TAqYpKRtwltlkJFBPuCnLfqSDb/RBMxgcY1DXY91X6LpSJj+SEqO0O0BS9sJzhmcaXEpkc4ew0Q4G5Jv0b0n2hOmE0wjiL7NirY7IjKTrCE2BtcZ3KYn9A2h77BLyNzZCFYyvWdcPmRNJQmRhsktIJF9EkxoSPMLIc6YZkFsQJxm0TdqniYukARi7zA3G9LRIyNISkiaScmRoit+KJmmplnABIudbzCaaNyMushZOwIdbmqQ2Rbv1pEoh+xT4z3plIhNRBufncWSIQPNHuM8pp1LIuEGogPfkiQRmiOiQnPYABZtGtRc9okmDjhtUTmiMrOYM946pjizpIU2bSHdYmWLdT0zHSOOxmZZN8dpJxILwRyhSaT9DaIBGacsw3/2VT0Qyjqn0BYlU9acyXvQStfElYOIlqjPq3OBqsSVdaYUytqr43gFyi/n6mVHK+dKdsEsOlM1TApr/okiV0t5j1aDCXK1uvVqv9bLklWoOQszJ7de9tBav7WyUvYFyQZfhFQN2RoRsYipEbfZAJuqM06hXU2aI801FnYAyfkPiy272JGrXLdyMnGJqIiQwsqKlMNs7avzfh3HekrWM/o6EqIaYtboknQ5L+Tyt4rlEvUgZJ0sz4W8d1Z9Zz34P+sSlKHN/N6TZm76Taf0rbIxDX2y6OyIZ0PTK63ziChiLencskzbvPctHovHzRHpDNo53GJpXmLmT3/z7yRGTIKoDaf9O8IwoN0LpvF4t8Ubx+JPLHHilBpeZKBPji4kwqlh+XiD7b/DbU+crPDBNWi7kPojaEAXR4oD43xHmxI383sat+D4A2IChC8Qhb4Bp4ocE3FJSLglpVvixqAbQaZEOydC6nKZZkc0W5q0pYt75lZIG0OQiUUfMcYxN1sa6dmGWzQ6xtHhrdLHQrE8RIzzuPhIZmaY0dRh2GKlY0jCPhimZWBeesI0Ec4T3Hm0U0QbnL9FZIEmYGKk8zPKjHdPiG1I2zeY1NL/mLCLR8OEmplODCY5rN+Q5pZFWubGoekBO32JDB/QL7+Fxzt4vEWkxfT3pCYwb2aInn6ZcGLo7IznjNdHrM7s0/hZIF29FFgchAakz57/O28YTnAesye1dgIbi7zvaEZLfFnAzTD3pPNdjlQPieASJ3vAuJbe3aJOOFgQp7Rbj4kW4gYWofVHHJ6GhFUBL2hsOZsO30DbHmn7EbVgjeD6QLcdWcYz8XDC9j22a4hG8WbBqCU0PTjFzAGjysaecTHQLsd8Vo052sI/BtR7ZN/gGoHJExePNy2LMTB0aNxglkg/LwTnSe4Jb2ExNznar9uQuizy5DOvJxGJyZOIpHTAqNCdI24CDpbkhbY/Iu6IC2+xOjDeveCHCV4mzIcZ3TToYDEGjIk07kzffSCdbgjLXdbfpwkjnsaSHS11QINyfp7RKfFwTHQhc0lgLed+IFohOUMwnpgaEkJyZ5RHgn3LIjck9lj2qMkGi9RD2AEnwZ2zo3LQBdOBaRWiYg8L8hkc/dc7nGiltIMkitMc0eGNIThD2DckHNHNYA/0TxP9+USjA621OepSIkFmRnfCy5bj+FvMomz8IUcdiMMkS3PssSYQ346InGniHTG2NCbQNMrODbS2YRaHV8GnyBJm1PfYxWJUadpCre49qhDHGSXixhFRoRs24DxxYwGPPx9RhbOZUWO49ZZm6rMh6QBt/IjtzmizQe2AbBrSfQOLxXpLXBzxaJntlkPzlt480smPpN4QJBEUxjAhLPT2SGIuYrjieUbVENw3pK7N+RWiRU8WFsGnjkm3yGbGNDNuTNhJcp6HYYtZEt00YxXsaSI+B/wPHhkcu04Q12K7gUCDzm+JQGzeI2aht9nwjQ2oAc8JJ54785YHepbmhVN4BrVYLDtreXAtXk4sYcEvhjgJbrDc7BpS4zhsGsJGibuMC3fxQBP/tuz2+UaIQocjuBy6WUPeJYeW5ZwEPSQtHhmOTKdUvanM6kGeJXEtHN+S7zMtYvM7NFhyhEPh1WUuMkIosteWDDBWRfZMBsMpoHMH2kIa0XTOALF0gMt1IJLDrgyktijeBcAt3LiZOiqD85l6qi1eIwU8ISuomjwV5NZUlD5tyR7bZcPTHTmnQ/HulhwhQCgKnukp0l1pUx5E1R+4CNSU0F1FyR5tawJoXgCPSgXQLUZ3BXSKRRDLORYyj7pHQ41K2Wcx156oyZ+z0JvB7uRnJATEZe5ZEZfHVkdUpzw2AqITEmdQR9JstFAzIqlHdSjtGotg+Fpt/rPTzU5kI09WfHJCbCUnKrZFAFYq4FnBDKlGqcItKoUWBjHQFAUgViNCjcYp76zGrDhlkGIpxh3T5vvdlOelhhy6TI6SEDUlsiSPnYovcnAdyzJWBSjNnkdl6ZnEhRZJkUr1EIrR5SppmoiQCOX+HrTL7UtL+ax4AkWTKQNCiVKyxTNIihdpKh6V4ovMXSMjSsh0khUYzPOugjxlfqx4r8lzEZPXQOG2zmpDNiqo0cvaV7iAK9U7s/4sRhnxxW5j8jquikjSHCVhuhIlUtdqjrrIUSVZmcqRQY5sOAXsL+DdhBWbzHOrsuvnyBYpXqb5UJbyfoNJ1fOu6q/FIFHA9Rq1oQU8NVQF84pyRK/gncp1nyDvNgWIvTLO5ksuOJ4xiOo6N2X1Gi8KefWkLcpWIuS1nzIgaaIhJSERUQNWNSucJmGKd7tNtjgUmrK3pNcc/SlHMqwUOmskRKB6oudtLCflyxzCCiVJdVZkyz67GnpqEnRW+1Uu6hMgj4qfVeAsrmPAtYGoFJ3Pn8QVBrj2VTVcVb/GlS6tUuuxvrKUWRHvX+Jpsg72OsZUPbsoyfKz2+qZ+cnnpWHX/VTrtJYLXOJ6riInpLaby2ckrj+pYMj6lFDO9QoK5E4VJGMOApkyUIqnoiDRFG9vqBQ7UguTMpMrPlvqeDH8lYZqBa7rGFzVsoI/r3Di2jnlHL0aumujV40GqGVeSr3KS3K98D4BLF7Hq9R5ewXgXk+WtV5XwNArepyrd62g02Vkrtv9N47RqzINOWoOEFv29Fj27OpBW8e3GhLKmVJp7irIte7fFO/8SzRSJQC5WlHlRwW+liIDLGsZWTYqu+xqs7CXqLlC23kZtVLumnOqGl9fR37VxZRzPpm1OtXR5LqDVS47/UVWq2UVwYkcSZnLLk4ea/LT1+2uc0Ykvh7DV/tEAcEKuCY1bKc6gqzztbnMf5SVckaast5jKb7KEZUW5gqwW78vZ6vYV9GBGXiNZK/m4mhxNZ71LPlFfkuAJiG8tDC1JDZob2nHCRccc+oIy5JzdaWfcN2eni+QpWeatsRxT5geiHZkcU8Y39Ge9ohNbJp/JTXKePuABoONeyRE7Ok7RCLHrjiU+BtIQrz/HtyfaLpfYcNv8XHEs5DcSLD/FRkl48PSw3aPswut+RNy3JC+fwNReVkSLQvWfkDMgh8ORKcsN5aEY/MhYrxg3A1JLEYi1k2k8YifDhi/ICGC3iC6JZ5G4uGED2dGc0DmhEhPsBCsgkuQJghCnBRJAY2ehBKbIwlHOv2ahGVqE94oTp8xLhHnhFk6xPjsGbzZod/coqNDJwvmGdwjQRq8dDiT8OKxTUuz3+KSZXhuSC4SboAOzNaAegJ/BE1szDukabDbGXGJsJjs/NWBsUqfbunUsUTDNCfa9IKJz7TGcNs/oO0BNf+KpAUbF4hb9Pg7pN8g7T1JTizz/07S+RdMuLrGsvyZao4BSuLlIm9e7PJlXb/6jPw3MRvM15wyRSwoBoWs/8AaqaEXh6V8BlXHvBrtVaM07CtZJEeil0PLVh0gZlqZVCOqS1RwdeCr0RWp6CyUz2PMib2NQ8SQDKvjSAX2L1JBoNJIZqcax4UymeK4V21A5YyszU2KphIJoTUiQosRwqBJ8mepOnhRHBDtKmto2Xd1lSsiKtlJRdSVnb7kfnhFmVX6Q1IxLuVn81Woh9dIvQWplDflvuxImM/YNX8HsFL/fu6lmvOopICcbiG2vNz2HPpE7BLbDgJ7ZLkjPBqmk2IfGtzbLW0y7H76FrWB570hxQaWDWAyFY4E9N0Zbzwv+1uS3tDYLzNVkMtYw8PL13RiOR52zKPj+83CH9vAfgzs/vTC9sffsfn4d8g5Yfw/ItsfkZ2nV8998PiknH2HoaXTgVng5N7jU2LyZxJCM/1HTIzEqKg9MjVHrEuY0xb37BiGE64ZOTYDc9fQtIlWFbPc0vkNj6nnKXXMApOciKmh9wNJW87hHnGOxu2wQ8P5PzaERbkZn4l+wc4bnBiG20jrFvzUkaLlZmO46wT90RJfEo/yPY/yLfd3b7n78oHn0/ccjt/i3Q3zd2/pYsvOPyG6YHkmLAnzHDg3M398d8DQ8OblQIdD+wXbJI5z1ut37w40bYS0wR5aNj+94D5O9EHh4T1j/IHn9x7pFsxvPEfvmZczOk+k4wHnIi/9ksHG0BGsMnZb2rghnO4v0/kzLkFxKYD3LH/4N8LyzBS/wN7sWPQjy/mJMLcY29DpSHczoptIdCGfRY1HT5bTuUOT4KKjxXCPx4vhvQghgX+WLPb5EasGLxuC6ZGtx3ZK7xNtHNmEA4mZ4fkec3zLdvyInZ4Yt4n3u4FWumxICglZztjW0/YOWeD0fKJXuO1zLtZT6kimg+1v8obzE4ChdTvEtJjkMzVXP5L6mdYlGntmmc/4w3ek1LLEhvNtx2H/JckEEn9iswzcvdxiTgY5GJah4fGLd6iNmOaMLgvPf/gx73UbxXUGaQWxDv3K4YYBZkcKhk1o2EzKOXpmA82dw32RsPMBO4HMDvnDf8J1Qvv3Nu/D5xN2sQyHW3Tv8F/3IJGH9IxuPfoQiMBdyBz9Mz2zcfz0pcCg7H74nu74A7afsE1Lt42E4USTTmj6DvdRaWJiDg2n97eEsWc57TFpoY0zyTum3S2q0MSnX2jQ1+y+KhG9+YhpEprekY4b1B0QE9iqx2qkH1v6cY83C2ezMMSRLv2R8/LEt7PFtbds2l/D0OHubjA+QnQETbwMWQcPRulS4ldPG5qDQZJybhY2KWC9MLwMbJ464nKmSwvLcmb0Bsczb7aPjLHn9NM/4NpIN8x0cYB3D7jFc/OHA+wdcjOCWUjtQkiJ96cNIToauUGs4f08In5h23xJsxkIux3aZ8pOzBEfbklPDSl2pNQhacQMEQmPyE//iNEDLn3PsuwYcfgoGM1J6sf2CV0W3J8OMHlOOhIccP4/kKVnc77N2OTuPdPmI8vT1/gxMd16Urfwteu5a7ac9Znj8h2iE013prdCGw20LXy1Y5CESS9Ag9tZEgk/51x+d03ESaLDY0lY7oGWjW0xYjjOEz6c8eZIt53pXQKb8OmOj2kguHuC2zIbGDthf2vovpmYpwb9cUvXBd70J5wI+J6Q/vYG9wuMEBWEKV5klZ+8hFhKzc+welBlzsVV3BDIYHLxrF/18siaQ8BUj5WqkBapsAgUWtCNC4hblVOPMIG2iJZkueQkzJImkCELepKpoESLF4ZaRHtWr27JCQWzgFKEVnpqor8iSeUqaaGz0ADqs4AmGTjNMlNDpjMa0LTl4rl3RuQ5C36pK0pkBqgzs4kCZ7K32kvpn23us0TxKK1UPaVOMgEHtHA/ilpEO2p+C60eiyIZqEwR1SPgUG7ymNoZqUnGKQAjCVIGwdVkehiVzFWfPf7HDCIC2Qjk0dTl8cvkvyAtGaiOBXTSC97y1y4p0QupKBQFTJTq0ZRMFsAriK3FICMVWCygUkWMjSm0Pqb0Y8oAeQUJKM8Ww4FqBs1EQVuXhWczAqF4quV5WHOhrF7BeWDBhIKFpCLgX/MpV4/R/P5LADe5fRhUbaGRqR6sWYhXQplzQzYIaURSEcilejSRQd0YijJR+qYk6tNqQClRCyKFc7eUkXONwMX7sgj6cuV1v/J+V3CnKhslELo8u9LVGJvLiHlsRK+BrtpvXI1nXj8rD7k22bhimgIyx1KX0obiJZsNhw3QINLlOle6ts+8shc2XLzJtCiYxVtNK92MXupQFStzNe308nktWQuNB+v+caGFo4K5VI/uGrlwbYT49KrzroxJsYXkql/GKz93Gav8dyqQVd5vs+e6kmLCaLarVehTTQ7l16SIzfVdjSx6MTpUrv5X9EqaVmqd6n2YqgFxfS6xGgoKYFdD6mvtL31d52Xtgcv6UWQ9grQaEqqX4FrGtWf6lUG0An3VU3xVel+/7y9f116Lv+zStV1rRdYyL39f33M17kXJf/3qn5eV50Q9M8rUzBvL6v25UlcVz8WVoueTV+irqik1YkxrPxRgfzVc5IWT+7YAKZL0Us7PojxkLbpWvoL5Itf98UlzpXqWcrXm10nFq2iK2imlHP3kJ3UfqF79axmfVPVnfQ8XS8j1++s8Sp/8/WmBcvXjkwbqdZs+uf8vXdUYpZVb/cobXxMVv7qUdS3D1ZVVvPM1UhMlX2SQFZn7cx1x9avAakSvkZpX+//qhQ/57DclMjaDdxde9fqO6slcPJNXQ8B13i7KGZ/I1Gp179Uy16/7X6hgYZa/uDrnaj+6vH+qXqbsWsSn7der//P3UrthjdKDSg2a18olspeyO6+ywiuP3dL+a5lj9QK/Orevq7F6B2egLq/Pqz6VIlvUtScl8oXyrMIvNUKgQhod6hvoe2ganN3QmIRPxWEnniGN2HQDuodo8LMj+RtSeEPgA7P9CRMbmBucVbb6kWAcp/6GlFrsYY9hwRwD6MwsgWQcJvX53Nr8hAwHXPp7XPo1IRxI6Yy2fyS239FMe+y8QzYO2W2zZzJPMEX672/wCkdVkgmE9oTYhaAjsYVwewIsw0lxs4XhLep6xJ2zSjM/kcKIasKoIroHWnQ5o8tEaBf8ZsLGBseAmESyATEJi0ejIZ3JzhaaKWJjPyHak453xNQS0hPBLqiMGLugXrMH7xgxaUL7O3S7RXUgTT3IDLIQjDCblljWWWuFtt9gZkN7ElJrct4Mq9m3KwWSfAA8nXRY6WE7QZdIpy3JO6TVzIiqA0YbvJ3wuuB0QnXE2ltsc0OwLyx8AFVMElJwMD6g6R6m36HyzBL+DdXTL5hw5awq+gope+NLMbxdIuflcj5ocZjhakdW5ZKjz17WEazrXdVfnr+SOy7Rt0uOkKcaHC/76UV6LG9VV/aTKj8VZ7BV3yx1tnX9FeNDqk5zeb1ripCyY0yOlIekQjXMXgjksrPIxSBrinORUvP6aKG20lieqVHOqyxXE1KXxNNV7kqgaorMl53gVtnC5D1BS0u1CKxVervkxKj6wacG6LLXS1rbVCW6Kl9mA0Z1ooiZBktLFFh1UON6p67nxN+cXK8vVXSZIHg4PUDsGbUhukTvPNYlRDsk9KQ4488z3LSYjWJsog2PLNYw9Q68BV8o+xKZmno/E23i2A8oDXvzayS2pPkJUmQ33bJJA2negrf85HY8D0/8fkrcHSeG59+wef4aDf+Cxn9B5QB9pPGRzRSZojAvDVaEXgR1Hm1fiCRCcTxK/kvQRNQDaif8zUwyjm6+xZ4Hmu5AaxeONhFdT2MVZxRjFEfDc2iZU5PdGWTBIDQRfLKMy4ZOGyxbpLHMX1h0DvTfjWjwEFoMhkZmGhOY0oYYLLd2oe8ij144nuDFvDDaA7vW0j+0HNoXvHtiHjdMT1usWCxnRBdMmDBTRB4Dfph5fz9jbGIYJ9Q4umYkWWVcMv1zt3vCbBaWw4AxjubHifb4gn1w6H7E65HxmHCbhLuPxENkmQIazjA/IZKjOCQ5bPBEcSwuYzQpNKTwyyadSRGrkeXxI+H0E357i+/2BD0TlqXovC0tR5rhhDZpHQ/bKsvSMYYGCRbnDY0Ttl1iEkXFEBXCOS+bluyo6yXjerYxuC7RBcVpIKUDSY9Yf4/ojvbxie55YfyVcrptEXFsKw1zXDAacNaiBKZxwRlLu92SpGEJDV4E390jIbF5nLAR3F2HsQ2iAdVIaD3RzXQNNDaQTmfis6DcEbhj2TVMzR70GeITEhLbaZ/Fl6OQbi3LNzvQRG+BpIyPLyQz028MjXMYt0WkpbsxmH0LZ4suQvfssHPCa8MiEbcx9HdgT3OOupz2xMevsO9mmndn9OTR44Sbe9rnATUNqe9pbGB3PhI1knY5wqA/RppgkCAkMRwfBL9T3MsLzXnBdh2md7hNoulnjEwgI2bucM89XhviYSAtPTr3uORoQkCNknyPkLA6I/XM+pztjYoQKPRnpPfofEeaAT8hZqKLR7o0sX38guF5z8tOOd1E2uSR8MgSRj4Gw+AGevclNA47OKSJsM3Oiecu5/lqfESCsj23bIHzAE1THMZDzkXQnx1bnTGceYyekwrbbmTbHkn6K07HLzH7M83NE7Yf0P0O87zQPoZCGb2ALKiLpACnxeF9y37cYJ3h5A9onHNuhNaR+g76HrEekZkQEylYojZE7WicxbYRWc4wJoQTxjyhKeJlT6hRj+JZ7AnwtM8zZvT4NrDYiF1+wHhHf4q42DHfHvH9maCeuCjnmJgl8M4YetMx8xENfwLrMc1CT8s+bTG2xdz0uDQjfgIitlsQaQgaMWrYtEorCiHLAk42wIbWGJLAHF+Y/YhrZhoX6QZP23s+jDueRiGagWBuWGzgbCfcLrE8eMLRoo8tzgr3TdbRp7Yp6Qv++vXZGoURsoKkUxEestWeFAv2WcH7HJKsVUEtdEFSqJC0CkTaIGSrIMYVjP5AFg6rMjqQhYbMu5g99iSH1ZVEthmUaouQ0aPJkWlijlkAtBY1seRGANECLpkiaKXCl69tBu9Tl4UmYwrWdSrCSUf2hMtKafWilJoQV2XV0zLoEiDNZBA680+qCQghgwFKDvdXg6QSGSLHXPeSkFuSywqohZrwO8uMm+ztLY9gjqBnkDlHCChkj5KptDeRvU/6sqVMeVzsQxY2C2qaIitjSe4fX9pdIywcKTWIzrk9hV9a04zqqQjDAcxCTnIdMGmfx8aMebzMkgXQVPN1/JWr0EMpsXh3581TU833UYRykxATs1wZpYx1aQzNiregUnDyitBWShCLxm2es2Yp+nyT+8XkOa+MxaO3zO1UAHBp8twuC01NSdRd9m0p8y2L8KEI25XHvjQzz6KL0UiqZ1MFdarB7QpIX6llEpnH2l/hH+Uz0Tz380vWt62KrEgxCEpOuoOWCAlBtCnrd87tpclKnCpGs6JSo52yISRd3psWEIvUXBhLDrkXlz2Yk8n31qgeQgX6fN4LalSIDayMU0qmmDImGxRS8QoryeQrjdnqJVaAVJVzVqrsJdrls66ipKjaElWQ+zUnvy7c9qlGNIAaIZmiWr7iGOYChEW9GiNdx/ICAnE1K6SA95ma4+LArZcSS0hAVecotdFKJWRyOSTNSmhpw1oMq/pLDeKAiCkeZ0kzpJz3KJuTvFE9x2JtSFY2lTW3Q1JPTUx9HQlRDSiaKs/wlQGiUBG88vYtRsTLEVYUbbkCtQvFXVrrAqzlXd57KWJ1s778qJ2wXlfGFSkjfKUkV2C2ggjVzPOKMoHrl37OJa9+8KqsS2kirz+//HqZT/nRCuBf6lLzmKz1re3W+mm5b+Xbp8xjfVU9vfqler+/yj1SoyHWt12ob1YqnLJGdXU9vQZnf97EtSmrWCzlmbKHCFSqjFqVS1+WNbNOwGrouo58uNz387+vO2odiesO+uSZyy36avLJVUP+wlz5dNool3FdO/3TOvztS1Phur4G3QUq/WB1orhMv+K4sEaAXDl/SJGvPs1/sSaerghddU4oFIhaHAbEs0YHItR8Q6JX7TMJks20J+scroYLS6YThNdRdZCdAuocUVYqxMSlzXDxeNVqRDdXYFyJBpRKjXkxbOThTmt768q/2ti5hHKESz3Kollp467n/Xrm1XOs1jOtZYiU9VST3mt7eV+RYfKz1bBTohNlQaWOfZZdhYCu+4hBcVlOXqMii8NNpQal/jBlzCso+PlXIw1IR1xaVB1x2qCzoLsG03kW55jsTNP3NL2FtJCmj8itobm/Rd0W1/49EhQmUG9ZPm5JfcTuHrGa6JYfkEUJCpGexWxR09IqOJ3ZIjQyonYB/p1mcWR3rnvQDm065rbLSbSHER0VXrboqAT3HcE6Uj8QjOPsLKZGSGnCjSNYg38LMQnN8kckuZzoVCISBJ1brHnGyBl/toTJFx3kljYlek2keSK+fMS0LXazLXvkSIyGZXaYuNDEGVplfOdQt8D2X9EktIunVQj7W1KzRR4jMjlgQkOABSRZJL7Hmhc0PKHhie1uy+3eEn3EzxaNiXM6ge3QmztUI/6QnWpoZjDQum/IdFQQ44w5nZE5YuZNdqJpZ1JzwJo9yC17vme/ORPkSORInCxh3COLxR1uSCjPJJhnOP5/ML7H7v471nra9JEL5dtnXOueZYv+VvcPj2ooM9pw7ZCTg95N2VdqNDkXOXulUM1Pr3vVuq9UWriWC71qjVbKkf8iHdmJSvPeYarEcJF36pkphSILTKbjquVc68Y1CrVGzJZ9XYqekKQYeLVBUzWi1D1uunpvdYKpUcXmcqZKPTtLBEeoFJvVYSQblFMqZ3LKNciUm+FqLCg0rJfckev7pYyt5kSZl62l7jPVuaFEh6XszKTS5LbUY5XqOBJRGa/O3mLoVC3zqBhnNBtwpNZBhOws9wvOVWCeLRIUuxU6o5gfJ+L7hWka8erZuJm++x6vXzLrbxm+e+HNd09EPfFR3pOaAb+9pzkq28OANtB2ArYhdjcI8NVhQ0IZu58I4pjHr0ihZ2o6rDPE3RFaz91iGeYHejYEOqb+D8jDf0ePFj1usOFEcxASgkcIssebL9BlYjn+CD282QOuxYV3KMqL+YDKxNLkvr75aUfjbxm9gdYT+zP9MHJYThyeDNP2LU1/T0gBH54YvdAtX7A1kTsTObo9P/ZfEk4z8/sPBOf5p3CkbTv2d7cYsyDdEymNTF2JhekHXG9pd/dY71iW/wbxEW2+wN3dsOtaOveG0Fh+GA/YFPimdbyI56P9SDMZ/DE7IYYmgFHUKkPr+bs+YRrDvr/BGYvEE0kXzDZCFJY/3KEYNjdbzFcN0903+ODpeINjx133wr49MopwPhjC+YXgP9K7A7s3H0jSEHRD1AWvM0a23HXvcKYnuG2mOvvMS1TZTgfQiLRbEJjCwMEbpB3YNR2kvH9tTcd2l5iCMp6UZusxtwtWO+zLPcbM2PYJiQ3+dEeKiXYY8xnxcoeKIX3hofWo/QFRT/dR6LylG36Hc3uO0RNSR+ocpl2YZ0vyGxyWh7PBRPDtGekb2AzYeeLmX37EJ8OBjiU0vHzc4Kxws30hGsOL2xJFOG1OSAzchUSjDWkrLJ1wOH/F4h3NdsR1CzQj3E1YH2iXxCYd0NMTuiR0GkA6fvzCIj5hjmfmEJi/7RACbvsCdmZ32KHSYQYPjeDeZ/hr9jeoN+yWQOs9S/SMKTAOhsU1mHiPfLjBugPx9gWNhnjcQnKcDwkWh7QOkxLT7ojtHMMpYYxnG58JCsfjGwKOxxiwUVlOJyQY3hwtxuxo+ndw40jpJ8L5BTtbNkaY58hhWWgd9PfCEgdCaDCMNO5HOo3cuL8j9i3nYSIlw/LyxcXn83PmG9C4lBPTj29Js+FD2jAi/Krfcmt6xseF+fnEo86M9sRtF3jYBFpvsTiG2fHF0UIMLMN7gijHKeIw3LYdLghvn002Or78SNLE8eabnGtjeaSbFyaE0Ah6syCbF9J3jvDRosMdpr/h3HjO7YLxA7ezRcURmpZJEx/6j2yWyFfDiLaeQziQgiVxS1LDbgro7LF2xFrL7fQGF1tiOKDyhLHf4dwRN/4Os7ylNTlJ9mH/E9N+pJGZFktrW7qwYW5m/mUILOHEy/OPNGnHTfgG13vYnIlJmW8dS2c4ThuCKrebA61NNE+KPSv+8DWS7pnTwNlO3Jwavpw6Ymv453Zmdp7JKb0f2J1vaaQHuyeZW0L/W7w9MjeCweGmN5iu4YvfHbG24376T7hkmcPXJM5E+0zSmc37M93k+WHfc7i9YUgPdMmypBPuNHEcA+P5B9Atur9lmA335w3uSeFfE4rDDqA2cPjxBes8bPwlQPyvXL8gMXVV7rKFJZduMxingImFamREWUBytm6kzeBJimTqGJOFGBGQnux9L1noCqf8+UrbVGiKVlqASj1SkmitHrwZNFZtS8jtkgFjU5RMUXJi6kp/kkGZDOpPgENSD2qR2OUyS+JGNdkwkBXB6q1iitCoRZE0ZAqbIgwpWdDSpQiJPgPlJqBqcpQESg2Pz8aGCGYmh59eBK78uiwMZw+ZiNEW0hb0I8qJnHBryYYGhWqgWbcSNYi0RbCNeVzMTe6PWJWpLKeZAqaIZIFdCy+p6rbIjZ5sgPClPgFNEznhWbgI/toUKqVKhxDyzq7mEt3wV6++CKWe1RCheay1ePKBIGZZnRdzSHP1fMrRCxgp3yssV1QOVI90gdSVArLgm3nwTI5mQFHm8kyNOKimA5vn2wp0uAzWFm/RCk7ksOwll1kATVPzNKx5QEpiNpMNUGj1xNzmtoqvL7kCehJrlMuVcC1ahGpbI0jIn5PK99mwJKYj52Ip36cKJGWjg5qxgBNFaYpZSZDVS5pCxyHr/JGSkHiNfEimjEGpu6kGC73ULVEAqrj2LyblyVjdq0yTAbBENnhpBm0q/RgiF2oQU0LumXM9zRUA9VlXBrIlFSPNNWZYldo1FwIZnDN1TMqtBXhaV2HNEVI50V95aVcF1NQHay2K0VQu772O6JDSrPW1Ra2teRuU1bNd1y64qiPFG7hEr0ilSEpQqefyjMhjnPM4pGyUlFVlRjXne0mqRK6NDBfwtw53KvRoqRihrqlu1pbpVSf+LJLk0s7Vq0/l8giXSIy1wLWMCgDGS9crOTrlz+D7r4A+Uz3Br776s1ic/qUv/vJV5srraB1ZW1P3Eb3692eVrROB1/PwFfZd/5RPwNC13NUU8ao4LTPh57W7flbynHgFsl//lKu7r8CPytX/aRs+6cL8Z7oq35Rgg0+8468c8qWM7asJWMtb59+fG6vrRayffP6XNpLrez+955NBWD+rz/y8vWuZl475H79WSqFirC1lr9QhvD5bLpGT15FJte1N6f6ajLV2+KdXNU5kmr1Ke6FVlsOS8/8UGa72RY3oqxFwax/U87e2Q2GlWrxEUyhaoicge/SysqW8Tk+kuazr0DVyTqdqJMvgfqXvvJpHUp7NpZa+lauXXM+5y8K7puySOuaSyBEIjosRpazF6wTnUjf7KitQvIGh5uGQdX2UKAuZCyhXjPUlCiVH+KbyXJY9c9SyUOWqLEtdrdtK6VJl08+8BMGKQ2ggOFK0RN9nP4LGYLaBeTDMnWNrOlpj0Mmj9oDdbHE3keQ6THOHnCf46ZE0W8Jhh4YRmQ4YFjo/QzRMuifQ4aVHTUeDAQ0MWHomZvOClwNO75CwQ8cdOt/gby1hsBg3I90ZRkVPAylMJPOR1HakvSUYZTIdJiXclJ0R7LxAI4S7TCnAxxGzgNgeQ6baUe+wzYIxJ5apIbwopr/Hdlua5Ol0wXvPdHqPSTvc0JPUEHVGk8V7MtASPElgGZQ4BFQ/IjGye3LY0HC+e4P2W5jPRV5b0JgQL5AsJj1hzB9Qv5CWiWFr2A0bRoGX0ZKSsqQRjEW6FvWJ8DyjVpEhYBpo3TskwcxPpDRhpwmRiIuKwRBlQZ2Ce0DMDb37iW47cZQzR3MkPO5YzgHnDV3YEkzi3ASMn+nGfwY1yNRjnaEXV0+jz7zqvkE2cq8CUgW7q8Gurv1iDNccZZvvKc+tMk7Rd9c8EyvyXf4pTk9K1hNrnjJb9ippyDJ1zPqyyefeauDXvO+t29aaO0JXx6A1Z9qax6K+u675VMSbao5Iq2yUc8bVfbrqDHVfzfS2iGYZXQ3Z9ltkDtFiyEzZmKUpR0aoUhPeJ73qby3tX3Mvls9TOYvlyjhBWv+XlPcfqXqQVPrOaigv99f+WNkA6hiVJq35bqqBue5hxYgtXM6PGg1CRF/d/3mXqrAEC16xO6FtQH5ciMeRaTjh2wlrjjSNENIDXt/hfozsv3vi5X7i6ev30Nxihi3N2dKdO+iUlFLOMdNucdFwNw6oLnzXf0swgk//QIz3+C7iXSANj0hzZPdo2Y57bNsRXYNv/w1p/wUNv0FPv6ULDc0oJCvE1hBkIJqvIT3jDz9hE9xYRY0j2MwhfpIDUTyLzZE53dMA5x1TCiQXaNsZ2pFxWThPEe9usF3LEiM+HnNS53DP1i08uIng9py6d4TTC+HlA4uNLOLZbIXubUdrEtKcSPHI2BgilrF5g2l73vb3DM5lj//lEdw77L6nH3Z0rSXKM4/zC+8k8K5xiAmc7QsSIS5KaAzzYDGN0AxC6wJfNwqNYNstKkKUhKrP0V/eEv79FuYe/heHPFhms2MSA4c3MO7Z7x7Zbl54f5jwLyM6B5ZwwHXP3Gw+EMKWcR7wGpl1pKFh32wQtkR7R/wFiYJFE908YtXTuR6xDf/63PI8G+6DYxMztpai0vUNfZfwJ4ij4rZgdh6zNNj+BrHPmM0Zxo74KKSUcPMIqSGdG5K1xM2CbhdwP0Icaf/Y0z139F8Z7HbLKSzE5NCNRbvA0hli19PQsp86vJ5YmhekNUjfYE6J7XdPjE3Ly11DTML50NO5yMNmRK0wyZ5ZlKmfIEzcz9DEhmAGUtMwTg+Mpz1O3mN5obMj7dYjU6DRRNIRnT6iS0+adix9w9OtIFPCThMhJfz7Bdt40v0JMZHBDqi0aH8Cp1jN2+85bAmhYR+eaMPCGCNjiiydELoGn24wz1+S7iO6/YiOQmoGogr+vCDaIE2LpIlp+EDXWLajRaynT2d8spyWWyIdR/OMqCdME0zKzdOOfumY//OX+Nsd6XAiTR8xUbFJOB4Tj0fP8IUQvjGkJRHHBhMPOPsnWt0xyO8JLUzdSPIOn+7RaP/2RKvzTcDZhDUg8y2qPbMkXgR+33W8EeGHk+P4IfF+4/lhM/IfG+V3faHs9oY+Ge5Hy0zgOD8xuchxOdOajpvmC4w6bs8WnZTD4YkkMN7/L2h3i4we5w+otcQosAtIc0Z/2BDPFu32iOuZnDI6uFk8N9PMbCzntmFsAh/6I/dd4usuoG5kjD8SYk/iV4haBv8BmT3ReYxpeLP8li7t+Jj+wCQvGPMT1p5olv+IO35J3xxp3YmzeyLc/Aipw6UhR56YjnNr+WEbWE7KeHpmGyz3ywbxgbg4MIFxZ5mdZZr2RAXTjzi34KJiJzDnN4iAT8JkPV9OW77wAz/eLvzQeVITSb3iYks332HNgDQ3pPYNof0NqX0m7R6xwbD5cEvTKLdfHmlbw/7jbzBhi4Y7vB7x7n8jpTPdd0fkMOEfel7uNjDdwDLgpxdkOjGOP7CMH5FOMZsNXeh4O3fECItXGATzRtEUGB/P2M7T7mP2Wfsb12cbIRLnK4XHIFLAcqmhoC1CFiConJxrOHjJmSCbgnKXSAbjs9pYckbk5M9QvTwIJclIUQI1FeXKNRelCKBS1JgcUpYjD6oninAJVS8CpVigywJdPQTsQuXXzQJnFkilRBAgAcEXATMrejmdTMoRHqmB1JQQ2Koo9qtgmCXDrLSv3ismsUYjiCLGFoAme9KojLk7uYPUZnoCFdScwJxAzkXB7lD63KaS1FCTz0q+lIw8+oyQaVFWo49KDt0lrd78OXdGFVbn4hkroGOW7Upbcp6MHtIEqYLZBlgQzlwMCLDSMEgown4B5P/KVY1FanK/KSX015xZhVBMHodkshIvkHOBtKyARkqIZMFZYjbAqG2K8Fq5l2uIWvGEqSvHOi6eVFUIVsBROf5zQvYc6qvrXDU5sV9J3JzB3gIcpFja1mbAIS0rqCEixSNLIcwX9IRs3UVsdltPBTARn9toS6h5CWHOgE6hzZJEztmiRTkQkGIcKl6Y2UhyARBXeiDt0Eqhhs0GEonZCJSKh5dpyEnmMrCEzca8jNWUd0sepzzDCqATizHKpGwkSEUpMoU7PBbaqDXnSuXHTahNRcG+BoMKeFJekdvf8Ipi7RdcWXet+S3KVQ1okkBycr5M5Zu9zmSNTqig8bWyWqZWoXKq2GIirdETNVF4TVZ48Z29BqcqiChlP65e7VXZyuVp5ScWLc65eplOpU4VCKu0XEkvtCB53eexyqkkElHyejCasOlCY5Y0ZW+4mh+iRFZpwQnLTVRIXZXLfcrVTy6g8KvhugZqSymloPyjlK01B0S59ypcv1am6vy5C3UFKS4Y9YUo4TIR8q169WEdP7mihrr2ev5ll37yu/zs02r0+/P3f3rz9Qe1vKtJqKzK+3p3uW3FbOCq7dfGkGp8zAayXFzZVyi9p1fPcgG96xl8Ab/lMlbry69rfdmT8meXNZDn+VU967PXGPAVNlwHeAXV9Xoe/aV++7Rv5erf6/nwl/aWT/r8qmXU9iGv+vq1oYKrobsq68+94q9dFX3XyvNfKEkq0CaQaX8ozgTFCaO+4DqSSgpHdyoG7uLxqzUPwdrB5QxNdayLcR2o0X05kq3IdExQkpuyEq9fA96G7GlsLvVfowOrGFsNW3XcqsPJdZ/pZX5XOfNq4l9GuDqwlMm1goyVyq7u7aW9awREneMln8VqTKng2TUAd7UuiwF+BURV1/dnsFJL2zWfh3WhSumblaaULJuvTS0GgLrmpJ4XiSyHL1f9YNZ21j7MzjpazjwguV90lKoos82gdCff0xhPvHGkrcHcK7KDbonYU8L6A8lPJEbSpid1CvYIizK8RJJ6/HACtyGaHlzCcYPRiDUecYGhOxDNC02rJNPDF7d4dbykmfNypDELRiLGzbAVZD8g0mLaGdMGTOoxH94Rl8hLt6B2ItFgG9iREJuwQ4IIwVtQRzB3eXynCRElMqDOkPon1J7Q8xeo35KMgGzx+5606ZBuj3Z7wnAAORE3Cf2ywRilcUciLWFS4mKZCFiXoNsgfULiiPVK6ByYlih7Ei3LcyQcjpjHE+Z8Jg4RbQQxT4idsdMz+pgw7Q22/Zo4D5x/3DLrxKIHxBlM25TpMxFQjjY7rvQvH1ErjIVOxM4WFxqWdJsjQc0IZiaO79DQI35C4hPbfsem/QcW8x1JBOMHGrFIb4h7QcVj5IDrhSbtwTrmNCDR4rvuk/X7N65C9bsmQOZKBpDLOr8YCMvaKvJ3mfTr+Zj3xCKNXQHz633FGQblymmpRDBV3UnmImvXRWGQZJD1nZJl3UvIKxRZxhTnM1mpVrNRt0aQ5XoUPbI68xDzfrzuIzkK5LKfXp9rReckFVnb5Mi5GnVa64eSoxXSpYo138Mq15W+Fk+majI5AqJEUuSo7TnXKxU5X6tzQz0b0mVccuPKz+pQVQzfphpWixFjdWiJeX+k0LkSyHkhql5XHdjqnh3IlLjCJcfV510ihmZ4h2kEe+4hCbNbmG9PbNTTJljU8UEd8/EDzfF/Z3HPvP+7jzA07Hb/M7bxNPMLfSfs/z4zFiz6ljEZDtORpMLZOSQalo/fYDTxZvn/QorE4x1H03LuwQ+CnVsMShNeYD4zby1+8w0mtJjwiGsC0twgNxv0yw4xjzj3f8d9cLSPGYSf5wlxhrY5YkU4dT3RtIT0Lnt4928ItqVpH2nMiWm2+A93tA8Lb+8CY4Lp+UgbDVsRTBqQcAtz4KfHmWWf+Mr8K8sSON4YrJno3Q8MdOxGwamitie4BmM6QnScP2yhcQwbITaJg9xCWvAhEtMjyD2qA7PsWIyjCRYThJcUmdIRawba21tso2w3isQd5vxbmBbS6TuSRJbmD2gvmN841OxY/jlmCrw2Qb/AfMJ8UOLz71mmB8ydIW0jyxmejgYfHUY7TL+l2dwRg/ByXjDtlub+Fpl6+mWPC+CeH9H0gWD/kSQK/F8/a74lFV5Gg0ZDNywYu8C2o++VwfRsfcPc9vih4WBGXozFtbDZQdco22XiNDkOxxZr7ml9S3KJj79VNAlx2mG8Y99kx734OJBOlrHZk3BMrSHeWESfaKZE2i5oG2maiRblsD1zbkba8S3d4y3RJULjMZOjsQutWjb37xARbnEQlDidmRt4iT3WCDuZ6VXxJ0cMHWGwzNbin7bEpx54wfUvNLPDznvcQ45amc0Bb57xYvDzXdYJmwWvhvl4og2OvbsjiaHtIikF9GPere2vA7hE7DJdZ3NnsIOyXR4JT4nz6cg5eLQ3yEZwLx2cW2ywEBbM3Rl780R4HgjzI8n5fBY2gdSN2DngUsBaiEuW86bZEJKg8YDKTOgVnMF+1eVcjGbBHz1x6tGPvqT+2SCuwRrYdBa9b3HNDc14h8YWTS8Y/YiVP5HkLY/md0QRxiAkPPHmh8s2+xmXGiG87VELw+OCnQIPx5F2CRj7BSN7zM6wsYmubWiaPVFHTj+d+OBHvpuVPkRubgyLi5yWkcUoy8Gi1nBqhDYq0o0gAZnuEQzBwWIXFiuEYJi+f09cJr57+xs+bG+ZwxE/fGS+f8PyxR1JDjjzQtSew3Fgjg3n5Q02nfian2hj4tTCbISnF4sGod+daELLEPaYmBjHI8nB4WHk5JTzHwLhJMjNPWG4YQwt+Jnh5kh/94LvLa1/g/iZMB9Z1HHYGrAtD36Lb1vGb+4xS8fh6QPGRpoxG9Hnw45lFtzUYFQJhz1z6/F3AdmeaVJPd3Y8uDPbdmETLBI6WnXsgsNMN5joac3A8naTM9UvgvqZ9NMPNNuF/XaDaS3umxbbeWw4Yv1I+/JfMcuWJu7yET/kPEyp+4K0Nbz9NrL5t5HOvcO5eyYDk8A29HRacE8b0M3IT2++J7BhkXuwhn7MNMwxCVFbgtllbPJvXL/ACDGSvSbaIh8UL+NK1UILdFyS5BXahSoYYED6LISYmUz1crxSunrghizQnIGEiRUkrgJYESBkALHUxKiy8gzHIqtoAfRM0S+rQKpFgGzRQgFgQpuFx+achUCTgXKpSp8Wj3yeyUpy5aLPnny57ACpLVRQpsiGJZ9EDXVHqRzoVTDOHrjmAmQZk5XXEuaqOud701uEzUpho/Yl0y3pUkJge5CONSojejRNqPRkw84CesjKfWqygGlyCHGlIZBCpQFtoRQ6lX4tnoo6Z5lbax/e5PalLrdd2mzw4ISUyIHKmarF02dNJCz+Ch36a1OzKNnFOwEUTBkn2ZANEA5ie7lXszFI8UiaM8AdQ474iBExijaZ3ijP04hI5vQVuWVN0iwUTyZYBW0NiKZiULBZKKca2AqgoJo9i2jyWhDPmsNEFSlh1quHZSrUW7bkLDGurKvEJSpGQG5QmgyCJwoo4LP3kjXZKKAuV3cFLCyCJ5kCJmsiG0t6AISxKC1zUcoaalSBUCKLKHN6nTMJjQ3EhkxH5XK5ScBY1PR5yYdCpcWS509RAFcO8FAUN1fGbTUq2Ax8pGIA0RM5GTh5/tpivKy5MFawqIBRKsUIIaUtqYzT5191+Cu4Wl9trtFCzYCOGnKehLKm87SW4m2qq2K7QsiVeuYaxJLK1XsFyBZ9NCcILblUoOxpcgHrKggFWalSyjhf0QeYArwVz+a1L2trCy1SglUxrqpnklT20gz4qSg2xWIsKyCZZu8trowPVT9NVZ9cvfzqWtLV6FANEBeguDRer2h6rjADFb2UV/VpVdLlJYhSPPSuFPsr2pYyFLlNWvvlMjbXTsAUYP3VuJXLyIUAhlf9+guudY8p1X/1RZ0fnz5Q23UFiLy66xpo0Otpm29f6W9el7cyxVyVk+0ASk1ku9ZPXhXIhXpO8hiYq69zSaXIck8Ff1dUo352ATXkqry8LPLfl8cqOMwFu+ZS/M9CXK6nwzXYoZeqSG3zzxp7ZeH4pPmX67J71JVfvUp/fvflvrVn/2yherXWPx3jn9fg51eNGC2GBXOhs8xnas47kD1x69jYq/lV9+aLl3E2LlzPvXJeV+qUGiFXczhJ9UQtkWsrR3eb/2bOdarReCZHtK1DVDyB82IrcqGpoFGhEaw9Xhwcfr4S6/5Q/67AYAXfL7NV1KCUxNErOJlluDxExeBf9lpZk5qmUn6OktSV6qo6m1xxnOtVf0odD5eBfrJRIDvGVPm3Vj6uw1TnjYopXsRCjtzMXs1ZDijyirmaL1Uul3jZcwvwmJtxocwSuQJeK73WZ16KMlmPusBg/o02vTC370jssHcOs7HIh4g7KxxPpFMg3irhoUMdGHPE+pn+8YDvIsttQLsF7e9zuDl7bNJMe2RH+t2fSHam0USUgfF+R7A9hx8X5HziViK9SZhmRjrFbh1m6DBpwYYTnAZ4ectsA6d2RsyEw+HMQi8nMJHQ53MuHG0Gg+UeEYddnsnM/w+odaThEXVntNui85ckFVQH4k5IrWDaHdrtiIwkWdBB0X2DRKVZTjmx5eyIwTCKYKxBNgOuDbThACYRtzcoHdHcI9rgDyMhjHTPZ5hGooPYCsa+YOwjzAv6FJHbHW7zDWl2nM8NvnvG7w44JzSDQ1UIfiIqnI0iIdAcn1CEufkSg2O/GKxazjrgRdDuJ5SZON2TJks6TOgY0IcHuP0V0SRUTkgYcGLRwRDfgmrApgO27WniO0JqmNIG1GHMpkS0f84ll/mp1Umubpslf1ud+2ogFTpfoewvJWfMp6+r+RALNWf+syxAESRpibqrRo/602U5mqInlGT0q/ObcaxUolnYo+4NmuJqD8yFFz2AKz24fKfE4tQDYiMqCzWyKjuglRx/ay6w2leQ9THyfWkuZ1WJMrdVvutY93aNlyiJSplZnWrWyAIPsuR9LOZIq2yYyflaSA6NJf9BpX9cI63KfvRKcmAdO63Rb1UvuRIEJWlhYwjknHLle53JlFglil6rblmjTJbLvPgzp8ZfvMTQ9Jm+w/60wBRIDx7fj7w5w+0ifJssH1OHnD7S/PSB5ZuJj78d2clvuZd/oOUH+uW/0baJ7e8McbpDftgxp8Rh+YAHnu0Omzq2z1/hwsJN8//AyHuep79j5Jbz8BbfbWj7BqcGc/gOM31PuH2D7n+FCy80/onOGDA7uO3R33RI8x7X/K+49h3uv/1fcr4C32KBbXckWQNdT5KWsHxDSj1jF4jtQndzoHWPzP/yNeHphrfvZnYPnh/ew/HlxNY5bhqL1T0uPvB4Cvzw7On9e971f2A2DrnZYzWw1e/psWxHxUpHsAPGOcTsUe8YHy3JGLbfCKlRDuaGJSkbGWnCE8gepWESwyg9EgWdE6O+MOkTrWlpbrZYlxiGBZnu0ON/Js0z8dkQ0jNe/xHdKe0//A6aluXjSHxKuN9GZKvI9IKMkfjvG5bnr5D/8kK6ObMclXAUus7Rt2C7LW5/R3wWXh5nhmZLf3uLuDv6x/+Ajc+45/+NJC8k+y3Jfj7VnCocZ4P3hr71WDfBMNIJDMEyeEvadMTNluckvCi8aeFLKwzWswuCny3+1CFmh1u+ZLkbefr1d8gsDP+8pQmGncuSR3rqiaYhtju8NcxNwjfQ+hdknkgPDm4MTTjTx4kPm5kPu5nhu1v6px4dEnHraVASHieW7u4tNgTiOBOiMs0jMVk0dbQqvJMF0cRxtCwe4t6ydIb5xy1xGuDtn2g2LzQvv8ZNN9jbETN4ZvM9i/mRuHxFnL5B7YQ2B2IUlpOlYUdvb5Em0e/OhCly+B60VZrfBegUnS0Eg701NB7MyxNxmXh/nhlDYLPf0N62uGOHGXfI7GBZED1j98+EZkPwT9nx1Qa0m9HbA0wJO2tmGfXZYW+eDCGBhhOYhdD2IJbmC4dplXQ4EFIgzQfUB1IPqdlgnSANDIOl7Vv0tIPDO4QZw5GkTyT5niiGs00kscRApqTef+AX8TEZITw0aCe4eaGLgdvpke60YIYHRtchW0N/m+ikwcmO9OQ5fYz8MSb+X9HzVWP5LzcNS1w4+zEbiY4dOMu4MUSgaSeMJMTdYrQhWMB6TkYICOHHD+jjEz/4XxPudrj4E6b/kXjXEL/Y4NJHmvgn4vSGI1+xpA3n5ZabpHwhgRSVc2s4Ay8vFvFCezsiqgzxHSYJyxxIKXK4ndAhEv8los8Cyx0BxxIbol+YhxPDwwuiW5rwgEw/Ec5Hpm7DYWO4iQ1fhQ2x3zB++ZZ5SjzrIzYmbkeFYJmPPcsi2ClhScTjNkcS3RxRt/D2h5b2BHe7M6k90c57EKXVhk1saFOg9ZGwb1nue9JoiE8C84y8/wkXDNuve8ymIX3RYUzChDNmCbiX/wO7bGj0/wTS4kxEXWTq3qJpx5t//SMP379g7lrY3vFxF5g3kSF2NGRHb7WB5/6FH9rvCfEB73d0yfEwZul3FiHhSOZNxjP/xvX5dEwhe4lrGshKYiAn3frUo7B6O9S/q+GggoUlgXUBYEVyYuvsjfDCBaClKK5anpEstImwgrPFG6QmXMye5WQqIS1J96q3eJ7uwEAGTvtS11N+rnizZOofijJsWHnxNXtM5PwIuZ0XZdKBbMDuUZnBPFOTnVVv+Op5IxJRM+f2FP5drZKyFEEtjaARI9tcB7MAL1ThMGNdhTJIKeU0iE0ljLdHdCj3FuW/RB9I9XiUTEOF3VdJN/eRzEUoNSgNGaBOVMqDHJobQaci5FVP/kuScC3AgNZEcFoovGqyNWr7/9p1LoBMBUOKZlA9hgo9j6YKRgtiKpVEjbIp/S7k8PI210mK94/WJJsrXUEGk1fe55SBV1m9PAvobsp8Lt5KOQLE5b7QpeADFRhuyF42tgjYpS/NBKRi9CrzLylS0duSYLkQ5SBaOF6rR2KhK8qA7AVc0GpQ0pANZuvcF6on0MVpvoBLyV15emclIistrijZUFEPLd6YamoUVBb6tYaPVw9OS57bqaCDqSp7ehkTyrx75bIs6xhnuomrvWVVPhyi5zKnqzetXoBVlxUZqTy05toL929flVKtAuZSPE3XOhdAThFS8a7/FPx8nYSQ9V8qKLkCXnUNS/kvF6QVEEoXxUhRMNmgU5NWv6bJiZdyrzz0L+26+rkmBbjyPFsRvwyOpWQwIsQohY4871UqCVMivqQYISieaKnkylibVKMV1krIOpQ5ITXl2YtRIlcle7xdInRygbq2TS/vTXppx6rAlu+on7HOsYsR5krRlTq0dW7W9XQ9RqUPrgH5UnZt59Vg/A9ccvVvbUdpyquh1OKoeTXG9eVyuee6zMufl3blZsr62dogikGMtccv/brisWXcpdLasXpNrvVPrN/rVV3WGqxe1/U9Fdwo77mOwFgjJnKZlxpfdUzZetbPlct+uTZvHejrSVned3XjSr1R+uPPjavoK+fV65F7ff21v6/jbq73hdf3/Hxc/0yxf/EqQHk+OMgG8krRoSu4ts6hMh6X7qgerpc9S6Tkq1rBIC5lFzkgPxMvez7CCujVc0lnXhmRS36tdR4A1+Bc7Y5Xv9Tqp08+X/8sz1fZZfWSrY4p4VVf5hFRIJaztMieWhwDqPWp/QnEEhm2Rp1cxjSvj2uDQ6GAITudZBmn5mWo74BLUug8//Mek2Ur4NI/VTagRqfV8aprpoJs5d01QkN1jVRZ11h91ioZtLw+g+VSp8+8DMpNmhAVUrPlbBzBNCST8DHBCew4YpYpy9a9xTSORhyiDSm67KiRIjEpRgXRQMMjOenrHomQYuaU9+NDlnnCA1Y6mi5izJF426K7G9JLIE2RICYbBUaPhhNmHjHziMQR4hmToEtZvlIXSS4w9TNiPHZ2yCI0555ES+hzhI7zEasLyHMGzs8d2LtcbvgRIzknxBQOLHrGaqJhg0oD8hbsCxoDMRoO3hFTx2hvSJJwmxkrStvNOerj5GFUZMrnZPw4Ij4gA1jraLeRtvFobNCDI4wj0Y40Q4v7/ZbkB8KpRVqD6QXvek7pDS6FzImOIM5gg+Gm7D9N9xXGKP3OZcPci8NHZbIRL4mNaWgQ/PlE8hEzK8YnmuVMWiaMnjBaaHD7M1E9vAiGjlbfYjzENIMI3aZH6dCwh59ZBf7KtW4Jda8pV5UxUz1RrtZIFYjVcsk5Jpe1XM+0ml+FonvVMorj2+pJLyUpNuXMXCmFzKXcNWK+1vtKfrg6jtSU6E2J+cxNvugBF8Np/j5d2Y1rNGtZ68XxLbcNVhm9JLzXSvWqV3uaUD6Xy74qVTarLbvsybkqWffIMn/Vky/73iv62WIQlbIvZgN5Ku+sZwXF6FAHVop+W8/02selbibrajn637AmO9OmjO1VnTVTCUsxFq1z5hdcqpHz4d8z33zbI62hmXv201t2N4HtfeL2fE/8eINrDO7XBrn5AfgTZrH4xRLMntn+mvZ8Jjy+Z2bmvR5QMXwVWhIU2ptIbN+jzsNgMGZDM38J6R5GT5yPuHbIht0yvm5vkHvDYFuGdiCdhKcXSMeAfv9E2wrbzX8gnfb4zmJM5C4aksLZG2bX8NLd4KXBzYk2LgwDtFa4sQ0dLR9bz9Kf8AKzN4xeOC6CCQlmxaSfsPaRsRXYGFo5cvMyE1vLsO9JxhPsDUZmJv8HGlpu+B3Jbpg2hskJ5ulE9InNaUOjlmT3dNKSpgN+mdibAxs50nUPtO09w9jTn7bYZkfb/ppgnxmb/0bbtrjhFm0eCfwTZnH0bodEl7MxD54mBgye++GZFANLallmw0uvzE5w9//Kbf/MsRUOC7TmjOsn2nlkOIxoOjINz6jvSP636MstKX6N8z39vEU18pzekNwOf/PAmp/qMy4RaFqwVtg2A9ZZnv0dc9pysgZxwslNjE1Ewpl9HOlsB7YjhI7z+xvmFNBf/yNh3nF8+RpZArsXQRqD+59AgnD+6HBBuJ3PSAqEJbEEi3/7gHYOTmdSmJAmYa2ynJR4VrQR+sbSGk9ze0S6gNmYvN1Z0CRMMdNDNn2HsUIojhPMwhKE7zcdapRpDylGQrOQjIeHF0xccG6P0Ru8axjbkUbA+hadB9x5SxN2GL+HucmOkNaQGkfrPHZ4T5KADwdiUtg0SOtwRjJDxfMJCZGNWWga4ThAdB2+TSxJaJsOmzosjsYIzRBo+kA8bIj/9ffY44btTUQak7Mqmw6VAfEJ+z6gFqa3jtQIodmjRAZ7yhFInZJMi/mpx0SLP21YYgQnqAl0EZxaUndm7kZEBvAZ5NX+CUvEaiDScw6/B7dHd8ccuenOWeS92f6yo1SV/QhNFJx5S+oc/p0y376QVJjPAbPZIPYdDR13TNwE2M493/iI+MCwa9j0A5vUc2N2eBs5ppkgLctmxwKEIzQS6BkxGhjjCQ0NzD0yGby3hBS44wM9hlEXFh04x5bgLVPoiWFPq0LfP9P0j9xt/8CGgFXFNJZu34NrudtbUguxNcxL5JkDFmHpDak1NCxI8pyHA+HW0w73mMaRdoGFkTAmDt86vu6OfNU9cXpWDh/vmfcDXj2TDrzEv8Mp9GclLTBpgwsJefY4Enf7kUWU813KkaYiBGtJbxqkM7S+I7Q9/faWpuvAO+I008yBXZhp2hNNe2aehPi8IQUlsuB2geH+R7rWYWSAsMGPexpp2PkbXIgc0x1IT9gnoom8P/6a2b9hN1oaD+d9gzcthAMy/YkI9H7Dqet537ZsfcPNiyXoA8/6hiEavvCRrovc3I5M0fN87PCzYf64oJ9hZP1sIwSheEmTw/ZETgWQXqds/n8NuczRCBn0z0AsRhCKx3zyiI4oHrU5cbHoM2iLSW+Bi/eVSlcEwlSU1aWEX+ay8/9VqU5FMKvA+ZWhRAaEm6I8N6Bn4ISqQdJuLVtVIdoMPjbHrBziSapUOqpsXKgKqQWzBe5BvkflCaQpUSMBSVcJmU3MXPs4RHNERhYocwLrHN1wRlUx5ktEWpIcUDmRE3W70tWOnKA5g+rZ63tGbUDoELtHdUJTqb+dyZ7yDbIKex2YS4LxnFT8BCRUdzlqwpyBOQt/Qh5zWbLnfdJctuQQ5Avlgsn1Mz05muMEGleB8zoZ71+6VE5FKS71K159la85VXoiDVlpsDZHkkgqoIIHXTIUrAYxBnFN8UKqnMiZKklMQwUOtM6b1Z0bTFEqtCaELLkmNBbl3pgs5KpCmgtEUb0xa9lSIgay8QAzgZRxSIBv8jtjoVpQi+KuQDOQavgyWiICypRN10BW9ozKuRmm8lGuXw5hvjIqlBwPpKb8LJEONlMoaWrJicVLZA6mzNcCYkgECWQangpWFDDJZi5kYql/Tcxs6tiXkO810qJG3FSlRdfIn/xnRfvyusHMOR+Ial5XVR8yCk0ogSLCavCRvz3n1rmn2RST6ZWukM2K+awUXVSN7KLkrkBrSWBcPpersisopyqY+kw10qyKbQWzctlagUHN0RdZVaxe6kWZ1OukyfDnPFZXhW3VeKFqmZJSaUbM3m2qJAwCJE05pXoSkgEpSbrXqAmt9EpZgdRKX1Lep0Wr1sLvqxpLZH1uQ1oNEXXMa+RUqedVl1+6vd5/UbTX74vCWYG66/6oo/HK8bter3iXdP0hNdHlinJce8tr9n4BfpGUd31dA6t1vl/X6zpyQV91xWvV+aq9te//0nVtHriA7HrVjmIakOI5ulLIXO03dT6vdawgxgVIWGWDsnfXcVrtYEoBa+p9et315Qa5lKN6qUud47W/KqC+0uUVY921kfMa7Xn1P2s9pZRZ81xkkOWqHXUQ/iwnVJ1D+qpf1/LL+y7xLXLV76/v/mR0r27QT+77a1ehCFyBpzb3ywo8pVd1rr+v2NxKK1TWmTRUOsF8JnK19xUvfimyQJ0biTyGWudHBQHDpf8qBWalIHq1ODXvByVKb238qz1XL/vwdWSD1HmcaUKunTlyucU4UWSKPKwVpFcQV9oZ8pn0aqiLUb46D9jCYV+NZqa0tyJ5JsvBOULEZCM/NSK1nL+VXqXmDitA47r8xV7mgCqoz2NhKk3TtSGkRLESS6SqY81DkSyVMmaNx9G4LmE0ZXkEk2WEVQ77fLDOoNzqiFPhx3bLudlDs4CNxEMknRLD+Uw/H0huSxo22KalkYGELV6ShpQKPY2CxTPoBzRtCH4LQYghU6X6+AZVSzO/w0hDe/sebSem+5bgWtK8EE8BjydowEePF89wGtkcRmjP0J2xWDrviE3CD5HYeuZhxCXDcBbM3GKOdyTTEe9y7rpm9tg0kZqFZKTkRNtipzPin+ndTGM9KfyJsPyI0w0NX5FMSzIbJFiwIz46jktHNB3B7THW0zSBxnhaN2OiRw8LGqtMGUkvI5o85ldbpLO020Q/LMTHhnS2TLIwyYH09Rv0iy3+2wH+0NI4pdsoXntOscPZI+j3OCN0xmCt45YGpCV2v8I0ic1DlrNP0REWZbJnFoncxuypt5yOhPMTHWccC2lZSFPAxBGXhNQH0vaMxgBPBisDrdmR0kSIH5HW0W37PL7PN5cIrs+4LruscDFoXs78dR8ydW+qTklFj9McdZ0jWUtEQDHUiwllRnevz+O6HcVUohHaIs9Wp5ArxzrIkcsm1+2St4LX53o53rQA7iLZIaNSyoqtOm/eJ19RbtZ9VoVM23qlp9c9rUqQUoyeRfaSGnFWHcsUKs3l5ai9yL5a6pa3j7IfpRp1d3W2kOuV1BQsoOiBGkEFSSU3HbF0bd3D6vlQokhMcXqqNIArLVUZz5oIPJHHWCXnESyG6FX+Lft+7v5qhPh8HQFAU+D88i/E+Yz58h2m27L//pbd6Zb9lxO7XwXmf/wS8/4t/a9buq8akkSifs95MRxfHNHuiW1DM75nefyRYz/zb189s6fj/xx2iMKf4olJZ17amWgC7AzGbGnd1xj/Fvfyz6TlBfsbQe56YlBSsrhbQ/PGsB1a9jvl6fvEh49KczjTxyeGYeDN7X9kOjX8NDisKvfJsET4t9lybhqeHu5QaXiYFto4M9y29INwExuG1PDSetImskiPCQ3nJRshNCkxJaT5gGk/kNoOYUMbIrdPM3bXY+4GJqf82N4R00fG8b+h2rFrv8DYjmVnmBeh+XAgTgvd0WBDj93cEh28jC3zeGKjf+ALfqLb/meazVe054HuENHtPdp9ybP7f/LU/9+I7R3t9j8SU2Lu/w/a5Za9+5+QsIdFoRlpwg+4NHKz/YDKwvepYZ4tL/0O51ru3vwT+wSPzT0f5h33MnHbL7SHZzY/PbPYM+HuheR/T1r+juX8htP737OVxE0zsiTlKbwjtWAe9uB+mVG/awXUsGsHnOt4HB84Lzu6zYg6z6mZmJoTW2ZudKYTA2ZDGHvie2HZP8Jv/wn/+I75+YZ+gXcvBvOgxP+SiEk4/GNLMypfPz/RzgvhlJiT47z9gnizAfkn0vyCtBPWeZZpQ3jq0F4YekNjPc3dAdca2t6RVAjJoiEw+oQTQ9d1xA78JpK8kp4SXoTv+47oYHPb4Ah4+YiRBfvmGWvP9C//ATff82g/MHYHooALHe20oT3taNKeVvfI2GKODhki9i6gbSBtf2KJM8v5kZRa2P0K07Q4I5joMc8fMcvM9m3CNcJJ74hdxyKBWaAj8/+32tCKYdMtDJ3n+Lzj8O8PtLcz2zdnCB1yGsrYtiQfCe8nUh8Zv5pIrSU4i7Uzw/BHxESCNuAV848D5tAwJUtQxRARE9hG2AbLUUam7iMufoPz70jmgG4escnkhMOy4Rz+HjMo7bsXRBfs/AJtj777LTTN35xj9TIKN6PSe8MkXxK6Hcv2wCSe+TtBngJts6NpLa1RHpi4DbCbBrbLzDeTZ+ktx2FLl1puZItn5Cl+z5GGf9vss+vMaHDMbPQZIfBj6FikYz/d4cYNi7csMXKffuQLzvzADU86MIaOZXGc/cB5uWWvM83mkWF4YX/3I63f4c6/AuMw/QY3GPTLWxYJPC3P+BCBZ4wYTL/DdJYNCzZFTtsXAgsMt5jWEXeBpTkxPibmHyy/vv/Ib+7e88cP7/jx21+xvLUsXUC4waav2KYTt8c/4ZMyakfjI/Le45rE3ZdnwhCxbWRU4bunLWd12HctZpuwS49vB5qtYdNG4jESzUQzwyYobnuisScYW6bFgAlEN9PeHNj87ju60CLPd6Rwhz/9BkvLPtxgAnwXHvCmZbiLRCd8+8PvODwb/kP8jhs9cr51nB46+PYZPhzo/RcM4wM/3Q98u+n4amm4Pxo8Dzzxa/r0zFf+j3R2YXM/8jQbppee8yycfpozBenfuD7fCGFcwcMKsCltVtgKJY3oEXQEyVQ8F+/xAmRKFXoUZGRNQCsgSciGhE1WvqrQdC30aMxCERHBFyAwU+FchJzsqY5AKrkhxJRkw+RoBtUMmmNsARlNaUdVgItAJXMuNWUe/Aunb0tWon1RFquHywQ8ZuFINyiORPWeC1k4MuTExfQZ0F2BkezdUb0+NN1k4cnYgkcVELkCICoFx1lyP2oP2mXFNrWZ0zM9AakIpzYbbFZv0gKuSAQZyd7UCyKxtA8ytZYFHkrdGjT6Mg5ZgBNd1jGpQFwek0wHoGuCxF1pY6UJuBJM/9K1UkdUKiHlAlaRFQMtc8hKATM0RzWYpsi+9soJ06CalYfsMZ/bIlcgBrpc5p2wCutaI1Qq93JJhJ69bS6JOiVpfreSDSNSIgdWMJuVbuniXlRycKwelKa0067KB1SAsyhKVflIuiobGVKZcn2rMmPyP5KqJ1b1IKo5IvL7ZPU2ql6d1/OrzM1CgSNX3plSqdS4amPllq6Kiqn3V3C25vooLaqeEPnTC9hVInZW+g4p7c4bRr47FaBG29KOSnsmpQ8rANRe6vM5V9HRsn4nBdO6AF1SjAIZ67nWHPkE/OIKzCxGqdXbrGyJBdTS+l5qP9Z26Pp5/vXiwZcAJF3hzPpK2dJ1vVfDUSm/VmFVJssPyesqlZ5bIefyaCpRRjVvRAYE68ws8zvJZf2IIKYa48o7IhQTz+XFlHlT9pCLIeLik1wNFGvUHTXxdW1GAdKKIVFVr0vn0smsGNp1DV51BLUPDZdHLwqq1D3ouuxPaX/+h6/L3Pmzn/+Z4i8z6vWnivyZz69v0dVY9Oo5JZ+NdW6uk/MyUddy106onVoMueWzfFyZ9flXQRevJn5txfVncn0zdV5fPtDLO+q8qEJPnYevC7gAKOvIKdUc8GmwU16/cqnnq/Jqw38+i+r3a4Tj6ypcPX/dE5e5t0ac6PUzn6wX+Xkpf/mydbPhEhV6KXwF9athYi35NYB0AZ+Vi/Gg7PepipKhyCQXY/I6P+Sqxlf5ji6Gu7JfU852IqvRYq1b8QCuY7IaUWoRkutwRTdX6Zm0yIp577rat+WTn7V/V5lVXg33auxYIwOU6kjCumNxqeeKUpZ3Xkf1kIqzDmTHg9pX1TBf520dt/rOWuEsk+q1RW/9vFJL2oszQ4pX3pfXuT8uK+nSC9djdolQ+cxJV1oHYxJMBDsJm0UI0mX/4yeFUWlSdtjJqaMWjDhcSITkiSHApEi4RxdFx5j5q8fcP6Y5g7XI1uXuDYaULLFwzsvUI2JxVjCdZo/MAYzkTF7EBhMcRhK+nTHtiO2+R9hheCA4YWwtVpR+PiChI4z3pNThd0UXmJ4woqSlQ3CkZkYlEQkkTbhkcLEl7pW0EXT5CufvsfqAGSPIQpJA4pRThEt24pEOZDtm8P70A0YtOr4lCsybHk0BOZ1Bz+hwh0qLGMEmMt+5T4QwsLDHtJ7eCa7dYd0G6QOye8Rag5wtvS7cxxETcjJd100MN4kkDVO7z5ST7QKNJ7iXLJfaDcYaNhLpNGDOHWlxWHuL3Tpc+4RzZ5ZNQ+pnZEmkxea5PJ7AOWTYIFaxTjHBIqOgDoJNYBe4eSny+udcNVoYXi3uEm0uWreFy9mYp3Tdp8o+ohbFXEB3yfS8Wo0aBRiX6pVf5BJZHV3qmq3rNxv9Vmexsm/lZ+raD1fP2uKEcrWXrE4q2cipacn7S9Wj1zPTgDRFNi7f13Vb5SYqzWFpdtUNNKElRxzoqtZpKnrpCihUGbLSiHIpW9Kqd2ih3133NAxSjTF6fZprobOrEmfpv+sDc+2v+kHdj8r5IelypK0irnChj8vtE0lkxzgu+2DRi7SePZ95iRX6rzeoGsywQUyPbLdE7Tn7kfQ8Mpkn0l2k3Xpu+oWX8SPPo4Id2Lz5kiRHgp2IbeJZE0mEL8aOjSpm+Z7ghPObnslCjJlCJE6/J2nDIAbsiWd3xqcT5izZCPoyI6eE+XjEGk+iZ9KO2Z4JNy8Yv5BeIjE6fH+HAsONJ4jyfTcQokWfb+iM49c+YlJi1yjOKvY4I6Ny7rcs1uLbIr0o6CQZbLQ9myaxNYmmcbStMAfPaT6wJMufQoPtAo3+iA+J43KDRMt2+nuMMRxdgxFF5oD1YNwjqZsItiPYxCKS2X+HE31z5szEd0yExhNdIO0juklETYQQiWEP5/+EDC1WNoAl6Yj3DWc/Zw7zXsEJfupQTaSF7Fi37bDO0fiRxp8I2jKqQ2lp2NHohGXEbCz8+hbRG8wfviCxIW4/0JrExg60MbEsE5MeOOl3SKPcNAPmMzjT1xmvsBkjNkQcDdJCdyNsXaJ/jrSPHnHQOzBL9imcZSHIAUmK2Sa0VW6iI4rFt4pzQogGGRP8KTNn9OcPmFk5jZ7zoryPA7MaZDpCMxHaDmnfYMMZc/TsHNg7YUrK4qs7qkKcseGUx6xN9ORzQqVjdA9ELHNsSSkiHEiS6IaR5ECOknVFHRDpaNIBJ0e69BFnoeuORDPhm8CsiSYkNkuLaiLqGTqPbj1OwKohWMNxb5iXlqeXOwiGzk+4sBC/tyRVZn8DGnhaZlxS5lND8oadD3RpZugXGpcdUJdNJJrEmUToE1EgtLAEQ4jKzIILDcOhgWDQNxtit7C0I9EGQpoxJAxfYqISfvSk+cQwgOkb4rljCQbTzRgbWLBYDJEWO+9Q6VmMw5kdrekwMRLmQIwjmGdkSZjvUzam2zt0dui3M9jPp6ZWNSx+g6SWFyZmSSx+QNNbLB22hdjm9ns5EeTM6eaWNjwQ5xPhHNCtQ5MQZGTcfkAn6D40xEXYvPmRZCPRHfE9hPtbDAZzB85G+o8/0dnA/u2CuXUMD3fMuwdCWEj+iI0burmlCSd24YRgWNosk7TBYXyDnQzSeezNExghPllSFNy4wQTlvk+YVjmYSEyR+UUxVrEu0u88vTvSKYjfsZ06Rs7M7ZEQhW/Pd7zgcPsjsW0xAdLimQ4eMygH0+BZuA1HXJyw/EhCeYo74mxxHxuGaOjlFjWG/Xcn2makOVsMM8sh8ZIS5mAws2CcYFrBPtzAu3uW2fE0ajlzI1E7wvhrJBqm0JAszPrfERyTdjgs1pxRM7MQCDS4AfpgEb+QkketAeOwrccOgXBzxO8adE4MP25wzhPdM0MX+GYT2OGJmvC9smgiibLtYfDCN2dTsP2/fn22EUJt5VE8lZ/7otx8LELZSBa2pAQt5HBq1Q5iv8pD2Al1x+JxkUFiiYYMft8XoeoAaOZwxEAsAJU953et9Cq1gTU89i6/02ZvCMxI5bEX9ZB8Dmc1IOLyrp5KUuHUZVnFCrImhY5Imkp7t2RQvRhfhKKI26IUnoADpAHllkzbIWSPfJ/lJFuFpg0IpAIMSKzhsCEri+mBHOWQqaBWQF5MFgQrliBjNgopkBo0Fe/1dETjM2I7jNmhNCTdFe++kgy8AopyygJbMbqIbhEcSFcU1B3gSOkjqmdEI6YkNVSNiJaE00nRoGQj1BmkA9OWcbgje9KfylwpOQj+yiUpK9BqYvZoqUm501V+gyRZWBcg5vHFtnlclTwXar9iUfqClWeBNysskj3rUbTkssAVoCO5IvjOqCgSquEBlBqFYjJ1gV1KWpK2gPoLqrbMGUVMKk3OuSCy8c5g2GahuSaTTAWUNzl3h1DmX5Li5VsiB1KmX5DqnShTng+pgdShRlCXPYwkVrqybOhSU5LDxa7I+2OuIx1gskeXKmInMBWSljwnY3OJUr+OTjEAKY9XyvysWXGpW4x5jaOZYlCoCaoLR7mYTM2WoxsyV3lWFlxes6oIofRl8VDVofT5XPqpJO+r9DCx/6tz7dW16nPXEO6V8kUFpyUrhuYKnbxSfq8NAysFBoZK43NNmH8BrXIf5vldoNXq8bwCV5UWLUfnSN0MVrBOqV76uhq0KiBagUio4N2KI1ZwqXxXgWihNDFBjnSIYApfMKzGGan0NWpX3EqoRgi54GlKGe9w1bN5PWePuxoRUcEDXXs9FaBAUjVGlMiQSklV7k9UMLCUvg7P1YEo9b0X2pdXO9KryJZ1w6VSD72yPQkrYHhtrPhF10WT5zKjXs+7ywDBhcpBr9r4GuSvfSBc7ntdaS778PqqWofcjrW8ayNLbbtQKB8+KV8usMPrnv0Z2luiIepdK+pz9WW5X2t79HUJn47DanyQ9f88pUsf1lesfVqXxfUavrr0z7X9Guz9c+fY1RjB6z7Wy/cXA0ie1xdqEC7Pvyr+L73vb131TFEo3OCVF10KEJ2B+bqvXuablFwfa7SdApKy132pu2rJxYMiNQKiUh2t/WrK98UgsHJ7ZxBpnUVS9nwCK53GCg4V46WpZwb5XWm5WoNQ6VTUXM7xvJ5L3iX+zFjL6/mRp5zkc+qK1mU1QKRSL7X52ZW3vo5PBTRrBAFcIhcge/9KdrIoe6HWcSrtlcq1vj6beeXX2bP2bT1jK9hWjadXjTGaZQYNF0BTTXn2shbWeV1vWaMuynpa19bnXapwTEAUtidho4bJD4TgsO8n7NGT7jp0GxAbkW7GlPB1nc+E8wuy3MD8dY7UMzNpSYTHgGnBfXGAxiGbewRLOgspWAIGo4buvMPMCbGQkmJcQrcpB6Mmixs34Ifs7TgcadoDZniP8BVW70lOOHUNQ0w8nB5JYcfhvMHbgdNdj2hk9/E9JiSS+QKsRYcn1CyEuBCTMsQtLjbMO/BvDXL8Ene+wR0S7hjxvADPxARLFFJrM1VEH7E3B+z0jHv6N8yyJ43/8P9n7b+eLEm2NT/st1xExBYpKquq1dH3DgZ3MDY2JAj+/y80koYXGDAggFH3Ht1dVV0iM7eICBeLD+4eOzK7+5xqkGFWlZl7h3D3cF++xLe+ReoGDr9OqDmxPf3PGD2TrjxqM52dsEnhMJHHROCKSb5g6IVu08GwAb/B7M6YF28wU4c9DGzzgav8jthFZgLOwH7/gcn33G++ICdL1yvqJoL/Z4QM/l9j8oabFItT/HFLPvV0L36JvbrFXH+H2X5iNpkkZ+RsSeJhPiKnB+TmBrm6wrqE70d0djixBCOMLoJV3P7wc6YbjSJ4sb9yW7+ykl0tB7CBKJqC02RWzWZa5rqroK26TlIFttVn5RoUFIlVxna0QIaqICZXuTgUfb3q4SIUGaUZSVVeSAZxqPG1yVqZhnK1mV2RS7nQuYpvMq52wzSavPqZpGIzNlrU2o+y7Za13jJNRCs4SedljRc1sQWtnxaRlqYILdK71pgxtR5OSuSlzkKpyVHoO6FlPGvN4Lhkn8MlP5O6T1EKXLfzy8BRsrIbwKoyHqz213KPRtcaKXS5EZGp7ANSawOmGrSWYv989lxzhu2vrrHDFjldIfPAfLwmypb78R2P7w5kH9BXH+lv3nK3+Z7Dccv9px37V3tuv/41yhtS/o6HKfPXPrM7C797v6GbTphP/0LcWh5+8Y+MG4OZP+KiI37/f8OHF9ze/BnvP/Hg75n1ge5+wnxwmFNAp4zlE/4xkPbfcLx6wegeCXfvMe8hfyuE2TNuX2P8xP7lGx4c/H64grnjxfSKbYavxwc6l/BDcSZ+fD8zB+X+yxt0e8c4BLTP5HwmH2c2uce6Pdshse0j265j31nuw0geT5zY80b2WCJb/RM6bwmPv2RId9yGW6xPfNxFRGBznvEhYf0bkjsw+Q3JJmZJJJTt/oi3E/fmwFFO7OLENgbcTSTvEvFjZHqTCOMdHP8HzDbgOaE2kLoDeRYexxPZWOJNRqwwHwdioLgoksJ+g+t7hjd/ojseGM0LTrJFZWCQW3x8j0uPyN01evcC/nmH/f9ck16/J/72T+w2R764UdJZOb4bOfLAg/893kZe9hb/+dMNUeXmkPBTYtaetHHsfmmwd5nd/xTo3szsvEWc4TTDOcDMSNAzpnOYG89OlJepJ+E4b5QsEJLAwWD+OWMksM3vIGbuD1fMwfOXcMUohtvTBzoJzHdfocNrbj8c2Bxnbq8PXN2eOXyE033mI5lHzShnrLlntjOnzYjTzCYrk73mo7spXPtmA3nGcUbMzHY/oQ7mxw0aPKQ7jFqG+C0dn+j3W1wf2O0nZBP4PkU+5cRNhKtpYNTEiXvSSyX9ItMfHMPbjuCUD3eW88HzfbjFT4Ev4lskKfFdj+I4bu7IzhCme+wckU8eGeHFQ8CFM/qih51w9Inx2jEHQ4hCt/X016BBiJPhnDP3emY7ZdyHodT7/MWG5M6MwweiRuJ4AnUE/R0SBPn9/445H3D/7oS/saTv7xhPPdYeMGbiZPZk6ZG8wZ48od8x9x5n92xsT5zOTOd7EiNi3iGnhH2XwN+Qb39TROT396w4S//uoSrM0zVJej70J072AaYdhFuczPgh8rhRzptENvckeYvYLXn3knB2TIeJ3nTso0H7A+n6P+LTnv27/xa7Cdy8+hPzMDL2j+RuQ9j+37Fmi7l9i+fE7tu/sjsf+eUvJva+5y/Da+7dN4TxX8jTJ1zybM/CkB8Z0gOf3DVvh1tUbnDhK/w0YY+PWDdj796jkxD/0JOmAf/wC3rr+OrrCXGJ43hgionT+0JNPtwF/H5i6z/S64nrSTBHx8k8MG3eE9IL/vPDl3g50724J7kNEg35YeL8l5m0Txg7YF3klf+ETfdY+U+MeN7F/44ce379+4HN7Nl99RLTG775lz+xjZ84383Mg+f8wXJ/MOyOA/3YYV4Y5EZwX79EfvsF5/cH3nz7kZ7MFYGkW+aH35A0keMZ1QfG/D+h0nPSf49nwJkHxMAjEzOebh8xziLnMymEWresww8H+t2RT187Dl8q+f/IXP3xCv/ie8Lrd+w27/lXX36L2i3BvUBVkZjIwM02szkJ//jW0H1GyZvPrwmhTXGpyO/KKSuN2qihH3OicENqMdA0U+oqxJouXpWKZngrLJQ1UpyhaEVe13TQhf8SD1JSgxelsRmyFa2m61oNCCzF+ihIloaYT1opazJIK26toGNxwLSCYVKoe4R2jtDqG1xst4rQq4jwUpiL6gTNgC8OVKnKkp6KEVoL6S6c2rSAhmVJJa5odShGakHopEVpe8JtqgFJoSA9bKgKK1wom2rAAKkI9KoAw0o4GVRWxdS00gRRjXjSyoFTnZ/ZV8R/a3tDw9cCmEtB6vZuhs8wLC4OZyov8xK3kOoIFsOF372iHLU4OJr9UIyM4gjQWo9h6RtycVxAHR/qHCvp2OV+tVaEXFKgRUL93dSsh8ZVqlWPrUbMwold39PSibb0amaRKUZ+c4hK43FuSCuR6oBYOSKbqi7U/vdVuW6Xal1fjSJjolH6XBxjbQyUxTG8ju+1InorI259XFyC1TWiq/ZJM3SgocpLMfbmDKO8m8XYM8Xp0wJAauuagwWWZWTJhC/jL9VZRVk7UjIfShp745f9OZpe7dWS0SDLgJS1tEItS9mo2zXNob12+z7xbWo12qpTqQQGmmOv9Wn9fvMy7ivbqr7TJidl6d5CFWKaM7qs04ICLPdtsqb40uTps9dzgubwvSDZyi1rYCPrpZdV9l78U4IRi4hgarDJNmd/BqUUtlZaEGFd66HeU3VpUutF+2OVHMISUG1O5jbEi6xYmaSLZduuXwT402P9sTz74Bkq84KY/5H7/P9w6PL/ypH4/IwfyNC1Q+BvHctke3bpD4XySm4gCa0AAQAASURBVOTyY9ROfyvf4nKtPvlMnp+jz6/Q1Zyv63Chv1h99+xOzXG0jm83pOYyN5f3Ve697pGsfrvQL7U1UPcWkR8kP/1Ij5dnPMlqKIPxbA6tW/j08x8+ZD0pn4/k3zraaFUKi1Vv2xq/DFwboMtaVLQG9oWFDnKZa1XmLtkVbb961uZa36sEPC4ZRivhU3+sKNiaA1yqvtWequs7S3F4PRmP9f3rXrP0qQbDF5lRT9RKVdi47rRIS12/O2r/l3uthV4rJt28gSunIqtGL3uRopIu+tt6nVdn4ZJR1BZJ01Uk1Pu0oMXzrJPnc0NWA6eXfj7JMMn1qrW8aXN3vRf+TDmnwKHsw6kvAKFpPBOD0mkAmxDXIb5fumIVvCbSZMn3W0SvsLwAM2G2M+oy59OINY5husVkV0p2SC7soClhecRgCKGDaMjBoF4w4hDX42aPyRmXM5ZHdCvE3TVqItkGdN6gY2DSQtfkVJnCDmVDugK1Cd8dMCljTcIYIXkhGwMxonkCPSJERq8ENkgWzKkjTUKOkdxD6IAQkflcoJSyRQaDuY5Il7FnYLKk3JNNj24N2YGdMqqWzK9RCcSH4iA2t4HcZUK3QXVLro5vsYXaIR3P5DCj55kcJoxmkisUZ4Y7kp2Z9RGdDPP7jji7gm/JkTmMiI2Qb8osPgIxocMO9QPsJ3AT2Z8x7ArjmLVEo8wmkXTEzjMmjRhzJOctedqQwgNhfgtJ0bQhZ495HMGZgnX7GerbD9LZ1k6XtmSb3rNeK8vayBVY1da0ohSbUVrttXp/zWU/uug963vW86TpR3bRV8rpZtk5pdqCl2wmoTjV2xoFXZAgTR8uNdkugdrmjId1ZpgulFDrTbHYMS1zdKm9JvZp+0lld1qoFWvQup2z1IFrwWxYbFVt0qTJkUt/mlgu/a+ZZKrFPtO2H+ZlXIse0OR16ecCBFrsKmr/zSI/F9q5an9pHfcCeFRkKdS9zoD4GSASFdJpRw6Z8QHiOGE+PCCHkeEbxdxuCEYIknhIL+k+3jGdOoa68E+nP2PTe/x0j+PAzgScCdxroEPJ3YZzZxi9kKxwFz1dsGCOzBaOp3c4eaCbJq4TOJ0REzA+IiRcCrhjZMwz5zghG8vt9QskJuQQSVfC8faezhqu/C2dwLUICUXce3Is8bYYDdkWWuTBKZ1EPp0c02SxmwnvZzb6QK9HTqKcTGLIli4UOr2HsOV0tsQHMN2O3XaPkYgTIDmcHvBiCue8gfnhHlCiZoyFYbejF8d784lZD0x8TWaPTwajHmP2dFJkU+w+crDKIQtmOmKOfybnI9a+x0qPma8x/gz+EXLETQdUIekHkIDmWIBW7gb1V4TzBp0NyW7IO6VPW3rdgB7x8TtkOnEOFvNRsCPoPOFffUR8wHzY43Y9o0tojtjdSC+JF36D00g/Z9zP2U5FyNuB5JX5yhMHg05gPyZ8EHprkckhD4VtIaBkC+KV3Amxg24eSA9fEMeOeX7AWEe/6RFbd/6cYTyjOZE2Qu4dgwWrlj5m/Mnge4GkmFGJMXGeS/bT8f6W87sBd2N4eVvq1ohusKPDByHOwrvgEBno84yrlLnJRMa+UBNfHzJGlDhDjoKVhJWMBiEly6QT4fwIOdHHzD70SNpip8TJZsbZc5oNOlry6ElRCNYSA7h3R4YxcqcT1sBgr7Ai2M6harApV3m3IZnMrCdyDsTe4fwWYweM9pihY7Pz8F7IR8FvPf1gUW/IV+A0c6WxeEXNGY2edBRwgWsnZLWczhsSlpQKk8H21uOuNqS0R4+ewe2QvSPkVCjsdEDoCXYm2pHsD2gn6OzRo8fEmV5GEmdUA8kMnLtXGNfjzARGMa1O22fPNyW7A5gzc7pnCoGr855u7jhnw0kFh+HGbjimHee0L+Ml3xLdRBois7McfUJwmNNr+ujwNw/MfUDtjEqCWArPT0PAmol8PKDpzD2Ws98iac9GDZ+ut5x3kXDukHyF2kycHzDWsHG3qN9iur4AmcSR6Zl3HerPxEMkBMHkDice3UTEKfeWkiGBQ8Sw9waPYsYeMyv5vGEyA6exI6vF7Xv8bkt+3BMPe2abmewJ1YifjhgH/rVHvXJIAZsnNtFhYo/3e6L19NMeZINse+gdOzH4BEPv6Iae3CnGBfJuC26AjSUGYdoYtBcknDAf3mLPkTsTcZoZ1GCTotO57vkHYMZO11jrwRWK0E92Q1DD8V5IEpDwLV4jdgI7CTLsSuGZPqHBIGmLOQwMAtxk0g7e9zOu83SuI8bAeHrEZOiSIashJI9VGJ2SPmO+fT4dUysqXAsew1iNw0aTokBA00RxPu8oWQMzyBnsGTVHYEDzHihKR1F++3Ivc1/Uj1Qd0GYqSp6lKjd3FC7i5mw402hvpKWKyryyUgWlZ0GXYMr3GZhb5kZJ3xUzUWg8HinK0001SJvjvvAGl8CFFKS+GrLJNU23Fsw1heIIqHRPmUK5Y4sTW2dIH8u9c613YEwZwzQgalGzUiiVem9QuuKYtefCjZlyUdzLw0BHiA+IDeACqC+OaByGDcpcUfACudAASSta1pReU7lQ5bEYyUkoNeoFlaG841UWiqqrAY0eMRvgVAISzIieFscjIvXeHrii0fL89Hxrga3Kk1wLnS3sxWLQFqjIUOqOFHowSVNRf42gdEBf2pQDhWLoWN7PQgXRDPlQ2+nq/bo6h1qa8oZSi+NY3qNuCj1RzbIpfKapoJhsCZRJE/wrupmCrNoWY8d8LPPPbcocyTWwo2PNXKnz1pgSEJPi9JFcgzONMkI9qh26cMBqBc0XpzwSEDsXPT62wu9S36sHSYg5I5LQWDKLpBZ0I9YxsulSaEYp7V0cHsX4KIUHWZx15WupAUBFbXEomVpPQyvd0hJcMS0o0RUEqxS+Wml82aauF9FyjpqyDhBUfVkraSiZJeZYJ1O/cq78/aOA4IvT7YLFh4tjqgUd5eLnohiYzfmvWlBf2dSeNcNVq9Fa0ai5rqUW+LnQADTj6lLfYXESKRd5LCunolZHlRb6gJbqX4IjFYWGqVkHcrF3Gz97aSAt2KV6cfA3w93kaoRqUZ5K3wQ1xXFrDIUSQjxiDNYXeb0O0OQcyQ2tnGOJvmNY0zBBLvUioNaZWGc/sLT1KUVTG5t6wjLo+el1TXYtzuXmAL7MkcKPvJoT9V2UOcHybpZ2NETfz5hnz48nfozVk3/sns/yD56c/fyTp3doHp1mbK+dn+sz13eqjoTnH9E+Xl0nLFk8PGnj2pHZbtCcH0tq1ZPrqiB50pwLnVK7R0XYU3MKWlC/tnehPFyhwmXVJ1nVD5An+5qpH2caUGChbWr9btdJao1bDVF9SvPfLBc+G1uBxfG9fC4/8vs6Mrx+AZ/hoVucUCugwZoSaAks1/dhGqCg9ksSl2wrRwkUFIpKlerQqeCOp06hek/RmpGqJUtvCWTU78lVT9HlHmJs1RcSBVhSg6ELFeVlDLRlArQMrpYRVh11pT4YaKsdRgMMrBxbLZOsoabb0V6NaB3rrt5LL01Qqq5Qn0mpN3UZ89UcX36m2rfMUnBa2kRpzrWaIdGACaZRP03oQlFI1T1WY77I9frnKrNIJEMeyh5pQtlfudBNaqN6WjL8mrSr62W9Pj/nSIp8OKExM7++gsFxOn4ijMciTnvBdV9ju5eI9BA7HO/Y8C3x4IjfbbD9K8zVN+DvMXefCGPkcXrAxj3m/CV2NnhzX/SesdQe8/YTBngcXxLzgF55cAZjB8R7NjP0Afr8lo1+QF9cM/36S5iVOGbig2E+jpxNYJIRMhzHO+h75i8EsTPbfMDMircG1BOGorvLeUbSCewbjDlzGDJhd8NNuGL7ccOcYMoT+daSby2bx4ntpwck3MK0QfYJ+XLEz7C7N4TguE9XqNthrwvwxj8GNFmS/F9RI8xv/xM6P5CHEdtHzOYrfLdHdY9RizEZYUbfT4RzQKwiTksGb58QewX+a1I+EoMhnCzysEMz2BjRHDiGj6gI6eNXWDx+nhEJxKsX6MYg8p+R8ICbvsDEXVlqzjPZxGgzkj5iTu9wNtK5QM63xOMVST+Q438Bew3+X0MEf3yETopB7H6G7rZkLVUHuhZqRmmFkE3Rn1symCz7dnPGBwowyC6O9CUD61lwU6teIbZqZou+W/SmUjcLFqe/CGjJXi56mCBZEUqtPsjFKUNGdS56nFZQkalOdJ2KHlYz/DXWNWo3RW+repk2qlriJZNBAekQ6Uvfqp4pVQ8qdmbtF7k8S6hy2EJytIz0akQXOaat7p0pMnihtxIKMKjUVCzj1zLfLKXOXsk2b5lx68B/GetGm1WD0Oq5BJq03Ffb3lRBfNmAKY74BfhItdHV0mo1qh6rnlvb/3PkGqDZED++IKnw3ffvOJ/OXH97YHMS3O8G3G9uGcOJYxrJ3/0DD29/Q5fhWpXxdObT+/+ZzXTgxeN7hu0Dd69PjMbzrU54Ub7YXDPtDIfeYp3wzTiwmYVvzfec3Efmj/+Mne+5kYFbYzn1ZyY/l0T+Hvpjon/MPD6OfLJH7n7b8cU//JKxHzlwIF4Jx6+/Zc8td/kf2SXhy9OZWQ4c/D+TyMznr8h5RzS3GPF8MRSKmw/vO46T4+Uv7tl1J3b6hj69550c+ehuuc7XbMZrHrLnU35B+DQxf9fR3Vzz6ptXZBsJrsekCaffI6Yj7r8kBTh894mkM+buiO8d/3D1kt7C94//M+f4yKS/JPIVLgwYPWHtyMYo+TowX/2Fx3DFw3zD1ekjd+/fkYcT/uoBb77GnX9HTAe0f4tJM8PpPUwRvv0jWQO5M2jXId/8A9ptmD4eiCGweX2Du95yc7pimDs2+T3j+Bc+nCyfRkv6XtCgmFePbH57hPd7+OMXpGt4MBG3mdi+OLCzmZ2/RaaI/8sJ4s+Yc8aQbneA4XxjmDvgMWC/Dwwj7Lwjn3r03KE7w7R1mK6IhthFxu2MH68Jb14xxwfO058YNht2/S8w1X+WUmI6HsgyE16OZGu5Op0gerrTDnvq6FWwvXKcIlMM3JvMIcHpzTeMv/81X/zTd/zyt99ynB0Pp1s4z+h9z1k8b9yeKxK/S2eyGVFzZHRw2IJNhi/fJVxWzqnISDdMOAGdDPHsGe+PZCa2Z8NmZ3DTNTfzS8Iw8WGYmEZhfBSk22Ier4mqzC7Tj3D9XyJbRu7kE2I2GPvfgHbglJQS/vGeFBRu7kjOcK+fmPSRzb7Huy1d3uNyz/X1hu0XHfJJyR+UjTXsX1imq8j5ThgkcmuOpGlmflDig2f8ENi4zDeuyJsPDwNTMnwkgFP2v9zSdQPHd18Sjxv2r+FmUD6eLacwI2GDpJ7R33PsHnGbCbt5IB0FfStYLwwbiPkRzRPR3HHa/Xucmbm2f8SYgPHh51mnksj996iNnO/fcZpGvny85mYa+C/2mrd2y2/Z8pXd8WZOnM6Q5Mxs/jdiNxD9nuANx82MHAd486/Y6BH39R9JfiZ3ZX/R4FHrOW5HrATMnz6g5xNvZE/a7vnu8Ve4eIX55UfMqzNeN7jek46fmE/vsLuvuBq+4bp3fD147sXznQzEDk4epnzg04eMjco2e4wV8u1MtsK3zpVwtwx4o7wclB2Z+f2eOHacuOHEwEO34ewdX7/c8/KXhvznO+L8koOLPPqPbM8jN4cjw/7A1TcHHkfDHz9YTBau0oAV6PqXiHTsDncYs8HcOowId5Mhp8z+ZsB3W4w9kUxEXm7x8pJZZyYNxABTVML4ifjHv+LdwK/9rmRsZUcKmTDfoyag9gGMxetX+M5g7s5ESXwX7jiFjvnbM6SJl9f/O4N9wB+/xB6vMP0XSP8K3TmyGTBhh/t+w8YYhi+Vv26EP2zP7DbCC28Yz4FPbx6R1OPSC6zz9Lsdqsp9N+Hd3w/qf34Q4hlyfHFOLSisARgqQKw5d1Ph0qR+JkNVAmqNBfHF6d4yIZZ/lTe/8nuWoqCmGnmpCI7FiNYLawZNEZm5KD3VoSVr3vtiZCupKJ6L0SqUQtpSUdi6GNzF0DUsjlt1CLYqlcWYbA7Ti7NlrdgUpa5QjVxVRcpXXaoqia0PJQeWdbpwcb5XHtDqlJfsINd6G9LqY9Ri3VqyGJQaNGnOgcrR31CRqOMp1GgCmUHP9T2ZalD3xeFOMbgunMW1QDYJ4VieJ4aFpqq9M+QyL2S+WMg/dSy1J9rfBUFZHKttzjUnCXW8WmZGRcus6xVo485fv5uCmtHmVDEt8JNp9EAXRHzhXluKlym0wswluFDnHsJCEdUU89r+i5Oi4oZE0DyU5zQapljnj7Q14IrR0rJC2rO1vrs6t8o7Xn9enCuyBLkcyobFyVtrVZSMo6aotxoWBRW6OG1aAGU9t5d5mi5tWpwYq3kvNVBSjQbzDLUpLV174XJnmePUQpuXYFG7rgk2i+QmF9rF1YBaIV1/1sZbRqH9ssxTvbw1fiwbZZ3/sPANr0ZC61RqZ9AcbvU5Wr1GskJ6F79/M77MMuTrJ13WSJnPlxT5pTOrAZB1l560/+Jsqk4reZIUT0OoKam0pc5rWfq7diTXZ4lZMiIEgZxJpmUSVfm6oHEvI7+EfQQajU4LUFwCQheqqsX5+1OZDc/6uBiw+jfmxnJqu3f9T/Lyqz6BxOuTH//njx8zhttMam34kYb+4LlP5yfP/rrM0PUsXf9cX6BPAaZPmvHsOevpuKAhf9iGNdGW1GDqk/jCkzW4+uVJ8y6yoN3z0ozWw8t4/YA2f9V8kcsfT+dEWUALvfb6srqoL7Q4rdurmz+fR88PXf9cj+XzmflTM/VzJlzbg1bnL2tFuQRBng0KzSHVxrXu6wsN0UU3YZFF5vI7VZfjso5lCfhc2lS6vhJUC3ijtbP1wdfrLtkEl3/tOmpAg0VGtRfXyNou+wQrGd/2LXnSFlmCZO1eNVj6JHtkPZ4XdPCTOcwFMFDGT6FRvj1NPWQtD0v3LvvnRTo2XeSyulrQ+am84nLfhWJu9Thq31sApGwAF0m8yPn1+Z8PTRfAB4FZGKMhZUvuoBSmXb3qM9geTA9kw5QdyXa4XY90CR3eYMwJNwYkZvreYlyPxhuSFbR/BFGyniEnsngUi3SKyRETLHIUpBsKLWo8EfLEHBMmJvIx4T5kNDs0b9CYyRKx0bC7t/jYIboFdbi5IHQ7PCaD6Q1Yg+ojGoXITBLFaVdAPH7ASIfOSgwzOWc0J8zOYdVhPZira2xydOFE7iCPgowCB0A7jLwC8VhOoKY4S5LBECEJ3lroPNZ3GFfWSjYetQE1iWwSSQyaSwHanAwxlDkvLqFLYM6UmhGzJRy3qGayOYN4+n4PNbtRFGwuGcfxbMnRg+4Qk5mtIZEwYUbOE0jAScIFi7NbjHisdqR0jc5HyEqOr1C3JXuHkURHAUDpsemvn3s0uVEpc7nUatA2rxeKoKrPVZtCKcHWRROq9c2WgH+9ThqV6ArFv+hw7dpmiyBc9NWy9lswu/1X5N9azrV+KM1euKi4cZWl55Z7XGzjct1SzwpTVecqk5vMFlgYB/QSYgQWWdDqi13s0RqMXgIXTU62c1pbWJ5dbOViR14i8W3Rr+R37YdICQgvtJZLZoT+UBeotEzrsRWpW9RS++jyRtZ7ZZkJDYy1/u5nKHBZMQ8BAthgsMbj7izuRvADdCngT4o7W3TKBCno3ywzQRIaFE2RKEdSDKSHgTwbND+SbOZ0dSZuPFt12OAZR0eehdz3iAOzH5AYGM9bQrIYNzJ0EeWaUpdyIthAzldoviom1UihDbGQkiMetgSz4WQ9SRTdSYmzh4iZMn6ecWrJ9gE1nnsyokK8SpidEkziPCeIhpA61GzYuB16dhzGRPKBrptQiczRkFJm4oTNhmHeYwU2w5koZx5UiWSmLoMatq7DW0/MZU7N45fE+QW92bIVg8sDqoLVHSJnUnTE4OgPjquDYTdbhp1l9ltm6whmx2gCE5E8A0kZh5JZN/d7coaUNhjjuB7BphG6e2I3FdqkZIkEZpMZUUYsMng23mGOhhgTxhlMP6CDgc2IOoOdS/ZPlA7pI/b2DNmQzi8h/KQF8oNDBdKmTPUAhCj44LFByd4SdrkE2Y1n4xM3EggjzKNieugmwZ8T1o1YnzD7Hpwj5ogYgw4eTVv0/AplRrtMdpCMKY5Ok7AxFtkcEkYzVjIES8pgjNJdzQQSnx5hDkqYiw7R7TuSGjwR20VyNxfA0NzjMmxNyQo9W4+IEHNHVk+eHFkhmD30nnMqVIv46jKZi68iSybaAs4wySEyYbpH3CRwUlxOGN0h1mL7sQLkPqHqmeO2aG1D0a1knpBgGbjCuZ79rsP3FtPo5PrCfx9sIA6BVEuQphnSfQH+jilBBc6aBH2yeLXEw5ZsE3E3kSUxmAg2M3eJZJVsZ8SaxaI2J7Ang9uC2yZ87vDnPcaAdZmslskZrFeyzwQd0Pw1Tq7Yj49ALEQWxmBxi474eRMOGCMiERM6bDKMzmAkI6fM5pQI58DHWZhGwZ4HjJ8xXpEc0XTGZEOPYMdMH0asmckCSS0cN6gYomzBdwzRVJfiDroOE2/RNNBlh5sThyDMwXAVHZsoWB3Y1CzU2R6Jecs8DZzEEFBssuTUIRropMfaSO8mjCSsn8ni0PiKqJZzDMyq5DySJTKZIjuTgojDuZHOTZACaYSkj6RuwsqJTTZ0vSCdIbmOUxqYZ4s5dnib2ezPOBG8vgAcOSWEGTMI6gyHzZmgiUEyPgom3KJq2ZorNtIzuRPBHAjZEqJljpk0GwZr2cwOlUyyCZMyJo4Ym6vPxWPDDUYMJy36X5BMtjOb/SM2jyWXOjjyHAjzifn0nkkS2Z2YbyISzmxjxHJA4wErkY4dRntS9vjQ8fqwRU1HGq6wThncGWsSD5vwhAXhp47PrwlBRUUsSlE1TkwoapR8AboD+wHkRKN/KfqDAbMBs6NI/zMiW2BHqSvhKMVyS2FdzICQK+UNICWlWIlFoUkdC/c4eUEzFi7MDvIJ8qGgkkxFa+cMWoIeiClpLpqq7tQYQi3KXWkDkeLAn0ADaq5AHGZBbQ4UJP6RQr9UlG2yg1wQ2apdzYaoyqTMoAOafwmiWDuBRjQfSj9NUR+JlaPSgIrBVNhOQapHVHegPSRBUo9aQe1YEe13gCI5AyPKI2gqqd5WEdOXv/OZ4mAugSHMtihu5mN5F6nUxFA5UtD/L8v7amgScwlCqFiEB5CPoB2qm2p3DwiRLCU1D9lUyfYIf0cYlrGv7w1BtGSTFF9n4VFeivw2p7VoQeokX+aUlgVaaA+g8bEWJ3tJBdacIY7l2q5xqVYaKVMK/ZEy5FgNuja2AhJRYnGEJ8fCvd/QUWqW4EShMUvQCrubVBTsfFs7XDIbZK5z3ndl/oqncP8fIc8oBUlaaC0cqrHMv5aGjK3z3NQ+uCXTphTmzkiai5JvayE5mUByXYcOw7aOUeWfXTKOUnWSt+BOKpkTVF5r7VDdsjhLpNTCKHIi19FpQb3q0UvVaWMqmj7aMmY2gG9mTs0GQcp6zCXAKBSe0uKLyahpRT5dfU4LzvyYU++nZ17F5ZdsG1mS5stY1CyBixO3/X/xbha/Vv3ZfHPNXmsJQIth2oKB9kITUG+3UA3RHOHmYvNWY7kUQ189X+o8X/n0lvhN41FvNSqqU39tENOcjcWbV5GzhlbIvtgDLZBZe65yAZu1guIV9WaMx4hgjFalLJfNMISioFVUoFKKzVUGsdJ30bI+c21rvqDsis+vOQDLf7kartLewso/WMR8QyE3PvvVOSiXQWsoQmiZKLqk+LdgvFza8GRqrQf+c47L3NS/eZ0ubaru0eqIkGe3aXNw7RC59OOp3F05BWh9MTy/tH33PONB9eKg4cm9146I5nxfzbP8tC1a23eZd/XVtoCzrikc6st8MhZtPECy1LVnVi1TGr9+Q5Y2H3m7vsRJL+NRfLU1q0sLKnaRWY2epgbCpFL0XcIMq3Fo80mfD+jljMvorMdvPa/kAub4gVL3OUZFDQTkJjyaw7EG2iud4hJcXca3yfW61tWAdrXVpfCoSKuZVQZUabXDWmCpZs7mth9dAq0LUEW1ZvmZsi/SKD3XzvqyF17meJ0bC+1GdUpRM65Uyj4IlAxHhUrTqOv13YRyq42wTIwKGsitna7KzSYf1oCT2paGDkZBC794o/lschyKbiJqi7Czdf9sc11y3TOqN03bam+ZES0rs/29dtLWPaXWwJBGl9LmUAMo1KBT03qRroBTcqlVVeortX2pzT/KHiyfbTKUpyrszgY7CofJc+wc5spgvGCi4rIi9xnuM/1dphsyUzZ8CgOm27D5ck+098z9v2BV2HzoyC7jrjoSe0L6BdkoYfsO5IzzHzA5EdJvEN1gXELSzHCyuHsD22vwW875j4x6JM4j4zli3wSGh5nYb5g3L9E8ks0j3Qmu321Q16P7AZLiHyPWGnZ+h4gh7g2aE/7Tt+Q488kI0YCLN1g1OG7BbEinkenxSEhHkp4Ztp4+efz2GvfiV1ge6PQt8bBhfHuDnIX0QcDv8He/BDvh85/ICebxDo2GQR9L7YuNA9kiW5AhoWlL1p60fSR1I8HMZONwg8UPHdPHgfAwoNsjdA9kJpQRbw17/5I8OU7vNgVJfpWxfcfN9R6xypgC5EhnIybB+X1PzBv05Rcw7Jl8By7gzwfs4RGTlE2Gjd2w7QdS/pIYf0mcDzC/KQGR+d+RNsq0Vzo5szMzkizprWddPP3vH43ydV+BYufyWasR0cBILZjasgCkZVxpxcPoSkerazxL3R/dMreLbJ+bUobWbATQUu+sKYGmZm63fWa9AbW9ZVEQpYLmlFJjT9CavWxKyVeEfXHYm3KvkjUdSyY2GRjKWjfVsUNmSf1Y+CqL7C1URSU7YcliECm6NVQb7JKZ0OxUbe1VSgbGst81OVnPz1psqAZ6otKe1DEuRb+p+lm1T5d2cdl/yg2rzKIGUEzVDzyCKwwANpTsDw0sdeVWoMXyz1LYGhK0unuftZdeDomK+/0BDpnN1w72O7a/2jBcOXb9e7bnA+GNI3/fkXzg5D8i9h6xHzH5CnN6SWJm8u+YZ8/5wwsiirF/JW8zH34xY7sdr+OAmXd8+LSHYHBfJtwQ8bd3iGz48Kc986Pjl5tP3OxHovwjSX5NuL7nlA7Mxy/QwxeQzsjHAxongsmEqWP+6xfQbfn+uoddJH8JmjNmU6ictocDXmfyJjIZzx+nDZM6um9m/FY5vRs5HGe89li9xmxe8rJ/TXqc+O7TxP7uxPX+kcdPltPUMceJs3nLPt/y8vw7hkF4cfeBRz3zx8O/MKqD/R1eBl5trhms5xwCKcHx/v/C+bzhV3bgWuCRPSNXdGmiz8Lsy3LYvOmxf3V0+57+yz0PuedTvCIZIfsie+PBgFE+vngsDrT+l2jakN59STfBrz/+F3byidNv/kDcnQmnb0jTjlFPjDbwoDtObNlfdbwcPNO7xBQCMvSY7TU5nonTRzr17E5b8sFyfnON3Iz01w9IGogf/xWM3edPOKPE20TyyvTRMJ0N3cnjZsu8z8Re2XQDneu4nTJ305l3H5Tv3iluUDY72HUzm81HzN5w/uoWmYTTdyNYT7q5QfIeH25AA3n7juRnxu5Ekow5TJg5MnyY8WeH86WO03z2xDDghsjwi48cGHnzJ/AonsRwa9h/s8WGSD6d8P3MfHWCyWE+9vSqfLGZiA6+N1ticni22OCIDxaJQrz+irRTPsTEqJlxO7HbRDaho5sdwc2cu49Ys6GPWzAjcvUBmQzmnSs0SuYLbD9hvWLcGb/7Z1LyHI6/Jaon3SpZMub9A8yWW/sNdthx+xKGa2XsPxLciXPMPIaZ83BgenmkG2YCM+HhjvnNV+jYkR86/D4zfBNws+EqDpAsh7Ml7idO//YvyHbmti9sLx8nJUZh3z3i5FxoI6PBvbd07x2bf53Z3AXS2z36foPEB+CRpJb7bY/rAn6ITHKD8g3b05nfPvyJEeFPviOLp8f9DPgIJcj6acakSC83BHF82J34YCL9+8Srd4GHvfJmO7F5tAzHG/xmxm2FFCfydGIQ4U4M23nmbnpkcoE3Q8nulE8DmIFx9zX0lqvxiHEJ3XwJncXPX9OFnuv4lu505LuD8mbr+eZksGNiyI5rd43YIw/2W+7DV3w4viy6b84gHTuzx1jherjG6oGtvMXJyK7/SM4Dw+OXnOOG+5CIRGZzT2dHHt2ZM0rPa6x4NsM7hu4RO+2Y3g3M8c/MV+/x4y370yu4M8jXlvlxw/23L8r7f7dje33k1e/+gMdgH39HjjCODygT9kqYd4a/bo4cmbn608RwMMj4O1y84wVKL8q4/yvz9jveTVs+zBvOk2Weel7mgZu0IW0jej1BnPDHD4i3GLfD5h2b8Rs0Od6nEvge7Qh25vXLv9JzZv6zJZ/2zMcRPZw46JmHg4d/uIYvNnx5fuDlGBnfPzKND3gcN3wJ2RCD4cVxx6+/f8W8tXy69djugd3mP3Mm8B/7zPwZW+rnWxSL8dE26+YwWCGUm1HbjDJNxXBZuBotaE09VV/uqUJB0ceiRCHFCBJFcyvC1xyQrUfVgL6slstPzRSjsuOC1s8rmz4tnzVUx9Iv1cX40ka/1Hh31dOKCtMcIVqRG3ggXJC5q/G4IO8unNVtjBaU7+KEaopvqwdgeKobFecX2uiTqrIrS+dq20r6bFG+WgZHc8rW6+TCC1ye39JaKd/Rr95zdTgzP2lzMegrfRO1qLZm0Kk219BqK5SU5HrPJ+P+E8fincl1zKqXUxpqr77vplAvdBvNodAcjiDLO9eLX6iNlaw+a0693KgOmnNBLn8vCnl1cC/KtlneU9Gzq5GxGFDNGeFYI3afzD/0ko1BTYEWFueXtGBLLWrXrtGLl3lZT8V53tCmgUZV8gQtvjjhCq3Vhe5m5Q5tKEyjFydMRXQ2ujFZ0qzl0p91F5FnpSQuvOprf6doe/ErZ9iCvnJVXlSHUOtPQyfIZZ0hhTJM2tiv6YY+81ijmRdqqWXMnze6DaSsOqXL109piqtDdJUF0YwsbTd97j9u/+vi6a/XXhyTlyKmlwwBefK6V8+DxQG1NLuNfXu9NEfsZcEst1mM2GWIVvadlmnYjMhat6KN58oltrq38OR4Zg8+ddBefrsYqD9y/vPXvbyr5188f/YPx//yatf3XRH0rF90u8dnH3L5oau/f2y+LlzxP9K/ZYKu+3PZW1oy0o+1bJmyT/aQn2pvPbv2WZ9d9oNzZf2XLHMdaIkSq4vbhNfL3/UlX4b0ydt/Kjcui2wVPLw8S9ZDuziaVgOzLPl1EGc9nrKScJccIH2S5vR8tv7YuPy94+m4lU9+6u19zu0aj3h13jwZwyrD294n8mx9y2puKYUffZXttp48urpnq3elump1u4euxrf27ckeXIOttD1/nf2wGqOW7daCQ01Or+TKZdqsqYTavdbrZb1HXOrgtELaBWW8NHI1DZtzrgmLNo7ttJYJdGn/k0y7Ov7P27NkwQo8mYuy3mvXY8Gzz9Z/t3s24E59D8ueKbQA9yULpO3BbRzb/P47etvzQyBfgWxABoN1DovBZIMxG9R04Hao9WQSKZ3IFYCgh0h+nKAL2L7Q2GSNKAZjesAR84zRXApZZ4HzvgTbXAaZySkXld71YAqQB1IJuGRH9nuSc2jv0d6QJKDpHmUimyPJCskb8AKdQY2Sp7IEkp8xIhS6R9Dco9lgrFZGszK2mh159ug0onNx3Bhb11x0ZBFSRZYrPSn2KJsiV3JCo4FzqWkRfbFlnHeoLU7jrBHnzwgjPMzISWGYUWcQRsx8Bp/ACim2AH7CaSCbTOxKNoTxJ4w4lIHsDXlT5qb1tb3JLcsOBXVKtoqdZzRbsliUAe0MSMaow+YBGFGdUdmgrhQc1RyLrzl2IA7revCK62MprB12EKU48v9e1vST+dbmbWtom+8rGsVFVl3Wc9Mly7p4nv1zkQvl97RSOsr9nmon7bOWVWF+qFfUehJLNuAiU2rGQZPZrZ0aF+kpsu5JrnLmYkXWyUhx9l/W8KUWTKWkaxkgazrEtveudZjahpZV+ERNaI9b7X9P5KtUmWVKZrdIQhsIYelbHdMnD2z7wEWuNpm8fjNl62nj1/SH2k99PnfaHloBYEtB8ZUP4+ccAubaFNqwnSCDwGaATU/ggXMSjDNst4ZTPjHHiLOK91sMA6YvGQ6cSx2UxA51Eb+PMAiSPWby9NEgQZgloE6wuWRvifQFNX21QZxFu45Mh6jBKsTgIPTI3GFjh8lFRhiB3uyxocMcAtafwbzHJGUYRpLM6OgwM4wpMCuc6QkIVhMdgtOMyYoRgxqP5GuUK4QNVoXklLRJRK9MCLPrmLZ7bD+z4YTlzFkfIB+ZA0Q1mOhx2eGsx4vDRoEIk3qiGmyXGMwEw0jolJgMMQsxnbAhodMWcQNWhc6DdQ7xA3aCfjoUfKo3SM4M6YqMMhsFa+h8BDODDXgjZBxBe/K4L3ItZwoQdwDdI6PHzo7shHnIsBX8awdbh0aLRIcNDhFHtqYEFeVMThOnw4hMhl7mkpX32Yci6YRIxuUezZYubOhmT5BM6BSTO2SsdHOiJJvouoTZgr0xqDOM3jA7Q5wdZk64NKJxJsSEZItPA6Bo9sWdkwowxGawKgSriC8gRiSTfSSZjEsRm0oW2yBa5odmBA/JoMkQoy1z5pDQBMFMGGAwxYvRmUIjHDeJ1NU+RyH1iWgVLxGTlS6DnS2pg8mVLABHBj+RrjLOZ3zImAgmK+pvSFcDajOSMhIScS72qXVFVmY7YTRhRkFGi7kdkb7sazEJnHoMhmG+x8cjaQ5MNpNNJOgEmunUk4gEe0KtI8iA4us4ZIw5kdNMejujm8h4V+o1xRDJCYx2eOnLevYG2yfckMmqzLOiEZxCDh49bRB1WOuxFozL2Am6x7IeZt2RLWy2FUw1ZtLPEXEKeTIQLdJnrEuI8ajz9NeePhtiF9GUUWs5DZadF3qzwaXIcA50Dmx/QK0y98LcW/KNR6NBxx7RjiEZJBjswWOsYYqlLkuf77HJ4hlxEtlEw36yeCL4RNpk5kHJsWBkIxHrz+Wa7Ol1hvRI5ExIM0YDc1R6LF18gWrPNAtTFrA7jOmZuwOjFabUMRvByg0i12j/ntzNxOThaLEOrpzHGotVJczC+GCIR0c6u7J992MB6T8YsEKWQBLlnM4kFBcgzZZrcWzosaokMzOhJIU+B1yOyCQ4GXAmY/sjkgc0bZlT4FEPLNWKjcP1W4wrMjnhOJmiUZznTAoROT4gzAQcYnbE4NFkwI+wSQWoDuR5JJ9DqR0zdcyhY4odwTii7RDJGBsJOXC8GgkbOG8U787ssJgEu0Oi+wxz4fMLU8sOyCXLgFwRGAboirJsZhYkmCaKUz5ScvtK3QBJlWM+e5Ae1QFhRuQEOiL5QCmsK6AWTb4YHK0wdS1uiB0pyI3qAJUJSIWzUgWk5nU3I0urUicZXWpGVAohMxWnRVIK72U1ik0raLWjIC02VYE7FvR51nIb25eFSaTweFYzzxSe3QXNLAYxvipGc1XpKrKtIdmylmvkXPWlHUsQpKHQBFQDWWdMpYcqaP9cskRyROQK5QVoh+iuaooV3Z9PFH7SHeDQWntB9KGObw/aFwQ+hkw12swEFEFbnNSpPK8VClMPeQCZMPIBGArHK670T3vQu6IsSq3H8TdnZlGQJVXEoS0RY0xXlOYcy3uVuaC1ShW8kulByaRRTYjW4JYY1NbMlKpwFp+ugitKqFQnr+aBpqgrsY67rbUHZjABJCGp8Y+6SteVKiIpISlREIY9JXnySMmc2VZVt6AZxRTkZENCqWsUSJVyjFprwhTlXsiVviRUZ3ZX1pjOFL7Y+l6E0ibNkI/FYEhFuZeK6lzIhfQKULI+oBpQTSi2LHGERhO9FCFdgnvN/GpzVEFiQYylYoBoo/96/rqbc6VRVGRYghxGIFeHiRnLfJGSNYXUAGZDa4oF2+jHanDS1MyQ3BVDTxo/92ccujbaGpKtOuxFl6wKrUGYYkfp4oNs6faNz3tBcUsrRLiqfdAMRIGFE73ZqysKq4YKW9LZxSwA4cUvRTVqNUMuc2PBqa8oUkp7q4yqwbzcLMkVP/7ykpCF1qD9L6qY5nSvafuN6cMoZKtoTiVUl2ZUDbnOg5y1dlVY12KoK7La+XJxdCz+PkGNPgUfN5uzGuEshrypbW2G8cr4bBdUx9uFG7+1oDkV6zOzqUZunQrraXTxN1yM3Z8VgGjDXK9dBTIvBvPqWevnPPni+Ulwqdvz9Pyn1EjPiZLqPfTZs5f2rPool8/X8bTyX7607OJDuDxh5Vh42vwW8F29WNZOjXZD/cHQPHH+S3N+69Pb1TNKwG4daGUZ2+KPaU7yuoIaIF8rLd4SZKvr53LC4oyRZU5exknQ1eu7rLMmQy59bgO5mmA/Oa3+vhGreqxrexWcfzJ6FY1quiJPc6iZb9DQsdqKfBKK/pZ6lgwPkYrGr/IfAzrU2wdaTYYyCYoOp8s8a0AFvWQ/YCmB84hIV/ZRWhZdbbNm0FBlXh2j1NDN7iLL2rktMC8AfdlHKs0DMiGMXOgb67iKK/uXZkRLhqIkuGTd6qU/Wh8nl3pLLTCpC3VV7S/5gt2RSNGZG8iFy56wmksgYDINyFNOa+fVPelJIAGWgPWyl9hyjlSdmEjJ6CjBnLL3XrIqtMppln0alvoTn3mog/kfFXGKTR19HnBzhw0ddvtrtHtNnuu+YL5nnj7ArWLuMvkPZ+KbM+Z6phvKgE15Rhiw/gWSN/j5PaSEjBMaLdP7fyh1DF5/i3SPnEdLipb+tsMNAtO3EAOkDTpfEV+/It11SH/A9I/w8QHe/YFkE7GLJPakF19inOC3Sg4wvndYF7BXH3AW3PwCSZ4cX5OT4IcT1gfMZgKbid8PzMcN9uEBe5ywLxJ2DyId+bRHVUj5hIoh84qsW6K9AxvIPKDBou8iqY8cXcJ6y83NBqTj0Rf9xsXvMPMB/oOHTxb+0SAvely8R9KI2W0wQ8eUI0EDmxy44sTYCenaY13Ad2+RNJCmW+K2I3ztsDqzNSeMZvLZX5z1BuJ1RmyiNw/0cWK2WxI7ZJ+gD3Qfr3B6zcRfCfKR4O+Y+1+R00SO74jnnvjwErs39F969CrjXwRM3CKygTmBTjXz+DMOAWk2Ulxl89QsJ6HpD21PKTpJyQq1CA2VrFVhrVmPVQ6LzCwbigi6rDtb946aUZxN1RMLCM00sAx1LbbYn1HU6uV5Wj+XQGETqHYTiuS5PtNV2xdQxeSaFdV0MFogtoHlKpiJlWzMDkxEm+1hS+aB5ApUy2mRCU/23wZwqdSphYuaYj+Z+j1acV2mZDeLIKajUAPXDHYyGtv9W1Zuy0Zo9f8u9fgu76NmzGGqTK6Zz9ICxEqhaHWXDNplsKXquwnVGkXMfQ3otAy7nwlW8oL9px4jguRQnnR7S97ecH94hOnAyxvPyxeW79685fHtezbdP3Kz+TfIIMhe0PfX6MevyeoZuz12P7H/reJyZvgomGmLfd+hCOPtJ7LLmBkkCuyuofd0v/FYB/r+luk40iWDTyPx0WFO17h5Rz9vcPv3iHvHIDdY/SUcAvz1gegC58cjg3d88d2O7DLfb3bMKfJ2OhLzRNSyNm6Z8DkyjzOZTCce2/ec4x1z2mN5xOczupthc+YsmSn1HDYv+PjN17zsv+dr+Z6RiTecGOKIPFiibhmmjsE49vsdFod7TOQkfHIvCNaxe/WBfXcmbj5yb8+cj0oYIY9b5sOAT1/jwq/p+cj2xXvyMJA3A934lpcf/ivTreH4tcenF9yEf8MsmbfmPcYGXgyfcMninUWcZ7RbzmlA33aondC7v8DmAyb/e0S/oXt3wHw/MuqRw+bMzRc9N7cD86Nn+tThHgX7wZAHw3xnEb3H2v/KlCNv/5ywaealf1+Cr5975IQ5fYs1Z/Zhg0bP9emG7jjw7Wvlfg/zm47p447TNnPeRIbtxJWZ0Nc9/GogRsf3oydOlul7jw8n/PiBlGYOD0es9gzn3yD05M1ASgN5LgwKm3nCp8y5Ux67mX2a6XQmbjKTUYajpz/19H3ktk9MMXGeEtYIetwSZsPxYMhkrj8Fkg8crjPeGG5NoZ3ONjJK5i9biNZypxaTYboPzFPiNic2WTHjBjl2PP4CTl8ENveRzUNivD4yXp1w1rP/NCCnEcuBaf8rPv7Tvyu0j384k8eRMQvOCq82Jcg+mns0zJiPFjlZwpeC3g2c2DOeOrr3r3CHLbfxf2ST/xN/HG44DldEM3LUBwZecSM75v7Awf+V1N9xNL9ARLE64jmx778lzpHx/5WJznD8t1ewE9Q8YkXp3R1bd0XcGPIG/Ovvsf2BWSdO7yNu7OjxzMct0/GGYZfZXmWkC0jn8B9mhv/t92R/w/d3/0jXKV9/dSCkxJtvAzH8DN1NhfDQYaaM/WKkdxntXiPdltt/yOxEuRo/MocDf9wY/npr+CL3XOUvGO4Du3cj9irg9n8i9Bu+278mX0H8TUc+WvS4wU2O10GRWTEPOxKZo/ueaEZu+z+wl0DHHcZu+Wrccf3QId0JuToy/qMw/0qI/0kJ/4dl2I5c3b5hM23ZH27J8cQ8/pWzCbzLR6IG4gy7uMcffouo452NTE6Ru29wveVxbzm7Ew9+QwgeY78Gsyf1fyW7M+GDIveBL185vrx6TZgtgcT3Hx3v33RI8LixBzchr78nh4z+Z08aMvF3H5hc5NvxI5GE/wTdueff8G/ZsOGj+TOn/pFP4cyUJ5juSdOJLnb44zd0r/9Mf/ct8fAlmD0P4cjD/AbcHnjFpt/x4uYWS7GNovY8mJkgwunTCZNOvHr7X3Ep8bD/b8Bd4dINRj39zYi9DZjzO1w8MN9/Tx4fOcZ/gPQ180PHdPAcOsMhGNzpyPDwwEM/cfqHI7GfGW8e2KWeq4fX+JPwq9/P6GfMt88PQmhNW10KSzVnXbtFRWdpUyTq5r44EJpHaeXseVIUL7MUGJTmUGwGXSs82NLq67NEuKA7Kq8/sThzFkRMK3oLS0HCtfdObXU+B+CC9ijPWzuoWPWvoLOVQlei1eFd7t9obJqLp2VnSDUebUVerJ1EbnV/uCA4a0ZDQ3rgaIW7RLR4/JqS2FCHtc1SAzaFKglkcXi4et9W1yFwUdRWHj4pzxZ6SrBkqu/J1eyPZhg05PvaM1gd1BWRWjIG6virAtUx8TePpvi2/5pzrYxZSyO+UHo0A9/U16QsyOfFEG/O4zbctc/VgbLgepunaBnfVTtWmQQqpvLDWqTRnayKXmqj4lJodRYuRk2dP60eCNWLsXBhN9qXlglQ+9dSvVt20WK5lIyIJzyty3tNdQgqkk3WTqGVs0soDrrcDDB3ceTI5TnLAlnki6za0saufdWcTWVctWWytOygJ/BkbSvw8t7ggrKirlBZvZMf+Fnr+1tT1XyGo259aJ0vT69q73HBP7NMsdbPJ2NSG7fQlBSKkOYwk+po0vrAZRSWYuNt6ihPbiyX35+giev8vPAFP0eP12tWHuMLEr0549ZjVvtZ3//FaVi/q5RkSyFIYTFCVTM5lzmWUgnMtaWYckZzJmv5p/XfJdqg9T51DS9jsNrMLpGJ1bN/ylG7mldPZMlq3j1ZB8+OdfbEei9YvY7LVT/DgP3RY7V+fnD35989a+ZPPv35p6u97Cfb+3xw/979mmz+6fuVgtHPvm8TUJ6e+zTIUe+rIM/PW7dRnrZk+UMv8kOqp3gpOq7UvZXl5Lo6L8+ov7Z1sG5vW59CC9StkP8L5dD6aN//1Hv8W+/j+TU/Q6Y1NP+iE63usXBqwwU9fNlXF0Gx7KVlP7lkVqYf3mfZe1by9wn9ESv53Mbz2XyU1T687Du6+rvtk+3aFlx5vmbqXlmvu4jE9Zg2XXCl7z3Z71bPlvXLX/Xpef+W9796T7Ial5WsW3Wk3mG9d7DsOyz86PLsmvb3CtG8XgNPzmnPbF82PetSMPfJFHnWth/ZcP/2IaBeC7VimJE0YcVgtUMnRWMgxVaRIGMNmGywkwONyDCVGJTr69o1iPMl4KSg8ggmF+K0vPhCi+O+6uJYSzaGLILPBhsNFouxvjp1HRJMVdsspu8xErCiGCM4l2oR54ikwtppTCzoOy20NaJSQPtZSVJocbIXxDus7fFssL5Heg+9RYcedT1RDFYDlhnJG6xuKRkfR3CBdD2SkifOG7IVTHQYBONPYCJWO7IW3cKokNUWp7hJ4ELhCQYkOmTscVJsLxEl9wqux8oGwwR6KObTWQv3tzxgJWOtq2ZTpQE1XQ2IjZADxpYCxWIsIhmSKU7SBJoFoz1W94jZku0GtTPYuYzNoNghY4aJ7ASmEvjPLds1zxdaoL93NB1GYZEPq2z4p3NZf7hmn+gGl3leJHa+iK7lqvqsVdbs5ZqWJd+c5tQ1vA7Qm9qEtc5bZW+zcXW9tttPU+3NFWiCS/ZeyyC7ZEI32dUyA+pzqi3xAxHRPm161fLZUzmw7HsLzWW1U+V5ppbU8y8ZZsVOazbn5QnrKy5YiOfvBZ7arK11uvSpvJdma7RhyMjiJ6j6yKJrrK79GYcaIZtSVnyj4OaAyEiaMykZZjVMasnGYrsSPMpTsf2yyeg0oykTrMJGkI1FfI8ExYUOiQ7tHwpXhDmWkYhXIB7Gkl3vJWAjpe7EZDHZINkgKeNSYhNm/HTGx0xgIOIJKKIRqyNZExElpoQ5zwUNW/dfcUV3T1LYKiQnbFLMaURDxDCUIvX5VJ5nTwVZn2IBkknGSMJrwPsJ60JdjhklkHLiFJQsBvEDag3BhyLT/L4gertEMoneTFjKeClCF0ZcCCT1nGXA2ohzE+SZKJGkQhwtUQ3TzpF7h8s7XOoRJoxG+vmEaCqWs2ZSOEDwZLNDxWLDjEkjc9qQco/XDYauBKX7TBCHpA127vFjT46GICVzLu2V1CuxJOHRBYOJhuExYSRiuo/FJv/sQ8h5ABVSHNBcmBLEhkL3JkKUwCwTKQV0jsW26jJiG2Cx1HrMyZDOBpOFZDPZaKlfpJCl1DlFHZINXgsDiA0zNoHNBWicrSPaLZGRoIHJTrjuAfER47TUGCGXrESXkZhxmhA1RNmQJJMGMMYQ86YQTKdIh+JDhgjZRJIWT6IYQZIhZVDXI25D2ihpOMFxxqriHDhvITjmk8dlxV5nZCvY9AHNR7AB0Yw3Hms6NBW/mrHFNpVN8Y0ZW5g/RLcsEBhRkniybDBmoDMdJl1jY4/RLepmVCJYJZtInI6YSTFxIruJuM2kDvS2B2MxZoNkwU4nLBndTURxpEnIGYLOJJeYMsQoBbAxKzNKlEwKlhw6rAjGBHISolPUCRlPzkqaHBlDdrawon62cCuZmRnFWIt1Zb4nBLxgXLGpE4q3kZ3A1gmDWGQAu+nIvRBMIhtXbAZVcgqg0HmDVcM+J4yWvMGYM4cpE8hk55mdwZoI7owNme7sSDqRNUPsMMljgmLmhOkMttoV0Ukldin+hRTL+t6Q6SWQ3SPgya5HXaZ39xgrOAmF1F8tBl/i67Zk86huCEYJ3ZmT3fFAXzI641hqXDggCTkr5AsUdbaKMUqMiUDEdoksidnV+f14JiVl3gqT9UzJMSbL2YGzShTBi2HOHRq2uNSxUUdUw5zACXSdMlilI4LJBBcIyRCiEnMihhMuHPGnA13MZD+heSBpICoYqyRMyeRNhj7lUtMoH0E/FvBREkwCnxSvgs8efK1jQqKfHF10EAs423ZU8PTfPj5fAuZzMVJ0oChCRQkSM4A4NNeCW5IpDus96EALNBRUelEEFiPWFuQ2KRQDQ65BIiIPFAV0oNQcKMEIzZ8KQo/XCAUJVJS96siVGZWp1CuwFkkbJO0Kj78oheZIUDxKV6mEu9rec5mwRtEWaFEFnaraU51uhHKfyk+cK40UOpZ/sgHZsyhFTNXA85D2xeFtq1LclMNcDf1cAwJSC3WbAcQXJCKUjbteU+IvpzKG2VWjLBZFAYPoiFpXjLdsqpO8pKAjFjG7skTM96V9FZHelFuMAeMRhqI45e9QHRG5Q9ijckA5s6imUlFLApgtBYle+aSlLEfRQ/35sbz3v3EY8RRO0KIMldTZVsCcgkzUuRqihsJAWBH5jd91QWEaRGqh5QXtnUr7RcC2Qs5VQgfK+zC1cHlqxkZi4SkVKZUU6ZFkIAvChHIqCCAHC6JTLOh1UdJNddzEiUIJUFH6vqYbuFjbV40NmrFT6oygc1lLdBRE50yWU/2uKCiFIqTOU001E8CDDEUbMof63mrGiNTgXs1ukjSBTtX4KgpI+b1mZegAqRTUVikCt+j1rmQlSEZcmcuSGxVWX+5vHJCrLVbnmUgZ9IpQWxyJogWJaoaCkNVSg0IkQTblO6HM41r3AzUlIwouwYvk/+Zc++FRW7D4ky6hnXK0ovHFyC7vlBWqvp67zgbPlDHOiRLgqDy1NQNioX9aYrYtoNQQYLLM3ZKXUQ0/1eoHVEQq330tnqy5GJILvdKC1m52W9sgLpzLUq2/IlfLfTXrEhAo660go4sR2oJ+JWNNK8pcY8BkIeaEiCmBVy0bdM6ZGAKaIynN5BzRnGrKc83qyiXQsRTGbUEr1SoHC8VTS6Qp3Vk5AMsn5V8rNrk4DGqtkyVgKMvLXQLAzZFRkYtlLDMNdScreqmn7tOfZ8Q+uUlrb23J5efKUF4+K5/L04c/++Ni8i+u7x/zu1QHwtOOrAZ2+eJZ4Hi514/1+bkTYjXdlluW/v4w3NccpZd+XtaIPLnF07G5vDtddXQJPtTgZ3MeLVcsQ7125JTdvtWbKneyl/XTwBRanKflcS0QG58FOtbjJc9+bwCD9lF7Z89COqtiqk+Ga3HS/I1DSh0HaUFwSXWMK/JXC31dqf9Q9bNF3ynOGc2VPxwFQnVCVlpIbQF2qlxSLvW9KhCl1VLRmq2ql7a0QVqcZlLfm2lgh6m9jXpuoxKReq8KPlgKjTZe+OY47Gob2rMyaN0TFzpJW83MRpvYsqbWa0DAlAwIqdmGS4Cn6QXNypNQAlzas2TrSirjVeX2GtBQ1l+86CdtPQJq2vyqa1Lr+cQqq0uGS6mbJaDnyztUSv/ULH2DthZtnROhjrErY6KZS3Hv2hZCHcNtkySfd4gWKqAuYfiANSe6ucNzy+ndgXB8YNx2hMHjbcT3Pd2px34aMHqP++UjudsQ9reI6bBuBzEhpxGVmdT9voyX2SDB0B0e0FkIhx1J9nDjMJ0hGcscDfvTnu0J0s6T9o5JDfNBcUeFA7iX17iv75DxhDk84KzQDxPJREYzYr2yu1FyhsdHzyyO3A+oWtRNYCKZe1QDbneD3WwY7l+yn16AnyFDuu5JO0+0E8GObPRAr9/j5l/gx98Q+MAo/5W0y5x/DSHtOT1eY0fHzdsbnJmww+9BLJvDb9Hs8TogCfKwQW8s3I7I7cRwVNzsydMVerqlM48gB+ZOOb9WTPeaIf+CrO+J8fe4R0v3V8HYA9e7v4DboP5fkbVjUg84XPcCRDGTAz1gtt+BHYEDSo85vkIed+RzhDli9SVOv0DMDWlzg+QjEo90O+he97AJcHMizz3xu5uSxdn5YtDPFk2fP9+aT1mlZrKbgVLQvsm2QrOLsSy1aRYgRcucaH9f5Pmi0EkN1Km5xDkWR3fNFG6BB9kU/VlDkVnV7m0UxYpDVKp+1JzqdU3n7QpQAgsNLa6KwHPRzehptLcFYFVrr4kvICmt/cUjNeu9gPxmSl1As9jXbTO8rG/Dk2DsBb0F6FJAtdQirDXNWnOFRX8rtGJlz5ScLtk0UsZcmg5b5XnLohAoziaaTb7enWeK3d0CPZSxy2USlPM3NKrnUmPwXG2nCKqIelqts2Xsf+YxzwWo80KKHyK8e0fKHwj+xOgcOXbc5w4x12xegxwt5+8+MpqJoz0jYcTEI2w2uK+22MGQuhe44OkONyBnHn71HwjmxOF+JM8du/G/x+UNEj4gZmbnA9YkTqcT42yJztObji48sNMjm/PM9tMjn1543umvmTUw5kccJ3r3kdh5Hodr9imjDydUlDR51AvbfSLazKQTOSkyG2QW5P1bJJ2wr69w255+/jMmBgojgiOfrsjHPd4Hen/kXhKyObNxM8FDVqEXJeXEt6eA6Xu6r27JPvHe/AlRx/Xwjxg2zN2fyBzpjhP9mJBpS2TH7f09fvzA782Ot1tLf/2J7e3MPM48nEfmg+N83xFuLOO//pJt3PPq+A2ST0T+iElnXj98QDtPuPmaEIXThz+RR0P/5T/hXMfw7s/Y+Z776X/g5L5ibwd6sQwvI/7mjPoX5NM1m6Nh/1eL3U3o1cT5lfLwxVzq3wHdZHEf7ujPE7/64wMME+nf/Ae0/3tgzMuhOKbwW1Qt4yikCPv+A313hr4D4xi7A+N2wp0e6O/PmOtMuFWMdMjjLajBZIuclPR9Bu+YXgpiPX3cIBjmPlSTYINPjo14JGf86YyZI9fjGXLm8dWveRxe8Dh9xxg+MnXvud/9GcM1lhucyXiTsHYGN+KlZECoWI7dN6RtYH71iWw6Hk+/wifYnP+CCzO3byNzVII7kU3mtntBZ3venywPs2F4/QX++prp5Z8J12+Qx0CvGbvp6G4H5u8G3n+7ZfPScvdvHSac2L3/f5JyJuwz1jju+lvIA+OnGzQn7ABilPSbHYrDmwNmPpL7O9T2TNtQikfnO6b83yLW8sI45P4FfHpJuv7A+PINYfNIurGEj0fGf/mP+LNhOBu4Fo6/FlK/Qf/NS2zq2T/u8VNm+HjCxDOT+SvjBvirhSQcd8LcCeFkSWOHPBrkEfAz4iY032LTHb09MPiJOUbuv/HY7NnEnjRmHv7SkXrDfLsn2Z8RhRBDNDeI6/DbDrs3POoDpzxz2ylmo5w7w31yXIUTr8KZ/dZztT+Ruz2pf8EjhrfG0KeZ2/hAOEeO7064vOHV9gWbjeVrUwJI4zwyzxn3+4nTlDn0v+LROV5s/pnBvsMcZ/pPidP2hjhscbs9vXlBfHtP/PQJpz222zDLwKH3ODKbs0eTImdha+G32xnbHUj7PxHMBrr/Hi+eO/s/4mXE5deIbriKOzQKqT+i3YSfr7HT73i7/Rcebt7waH/FH/Ke/fw9N49vma9e0r++Jt8r8ZhIGcapI5rA8GrEmEQ8B0Qit3eJ6BN/fGGJOfLmP/6BzaPl4y8t4+4VD8cbpnCFfHHkeD0ix4wZM3m+I7+7ZpcGvkgbHiflw3nmauf44qVi40h3OHMaEt++HgnjnvnxC1IIaP4zZnzg9u13bJOSuhek4cS3+ZFRO0bdYNShk+KS5XaAncmc+T2T+WecfoHOrwt1Goq1Dm/viOHElN7TTT3Xb7/GYXGu6B76i81n2Qo/IwzbnGJVKVGzKByNf7JYNhakFhFuCp3YiyW+6DFr5xJVMVtnVbSTVw6XNZVAU46epLlT79m8f81AbI6E4siWWtj38vxiyEpT5Fhztq/vuzL2l3Td4hArTqlm0Pp6bmLhsln+bv1bOSNaAcYFQdKM5/bMi+pV/qxjXWmYyve16Nni6WkIxRWKvnokL5kWq/4sBmxLt6+0Cksab3N6Lo2gOV1k7SBBnj6PxljW7tkU/b8zORdP6WqsWl/XdCHtvOaMkPVzFouknlOfvX73bf5IG6t6LF25vKeicK/fZzVIgIVvujkPWmFLSSsnSUN8P3NAUDNyBC50MG2dyeXPBQF+ccbpkznSeJNK0K0ElC4IrktfVg6Optiv77ugOC9Iq0vRZK1o3maYrIwUWp2B1btd+LrzZZyBpVbLMnY/7PPlHdf18cSxIst5S2bEMufWGSL/J46l+SvH5tMvnn67evW6jKhcLmu9rM7QJTmENg/Wd6sfs/68/mw+uCeyoTktLxQzxUe14qz/QZZGGXN9Qr20nlGXGhiqT5/zfETW7dc6X7KC5EReZH6rGwK5BRdyIue0yoYoY6FaMxZaVkV7hvzweZf2PDOOl/Y8O55QGbWXBshTR/j6uqWvsv7kMk7P99gfPPNzj0Wurp/6vL3P/pan3z491mPxUw98tlb/5rlPJs8PvwaWSfOD9v7IqKy3ntWsahlCP3ris/s8CazUXxZanGcNXeRMdaq2AFZZK08uusjE1fNk/V+b1vWZUj9f4ibt3spKln7O8TdOfDKU6z8+5+aX/eJHZdmTDKj63Urer4ROHT+4OKbMk2svsuEn3vmTLLXVfrSc0D5f72vP776ei3XfX0ulZ1mQLSP1sle26/PT69bZDe2eT97fesxWTYaVLH3e73U/VxesUMBPxqzNxSd7x2pclr1v3eb1uesuydPP0FUblAtNS1qe+ZNLb9WPz5MZl3sUpL7SHCBkXxD7jGQJ0AmyoaD3Q0ZDJIWI8SDbDlwtCi5K0oLuFE01+JdQMaTqIHaaIAvZeNRYrHPgDbaTkmXRm4LDcFIyHXKlN5kcMu0Kxaap1JqxyAYxCWMV6yxWQLwgSTC56H/FsalkU1DsxhqwDpMtJhUOcjTW5NWqM0aDGMGKIOoQHVBVUn5E5YzYOg9yQX+alLExY0LE2EDOATEJy4hqIicgGfKgqMuYDUgvaPXLxujIpsOIxVbUbDYFrS/VSZzVkrMh25LhbSIghfRWxJC1ZI0USzCTNYBGjNYAYMueToKJgiSlAHc8oq6ob9OMJMVKpWn1JWNYIxC1BL/q9FaB3JUx+PzjqR50sf0uc/eSWbvWn4qMWNbYcx1QqfG/dudqAwOXgKFhrU+VS1teU6tLqJdHaKYVoi+3XeurLei+2oPaml5lpWnNnJZ1EW1pe+OzzL4l0FFrFa7lZJM9q863x8syjqwGpo1prckGyzi3/bDJpnKbOnINYd+uWfq3zqT+aTl7aVh59iVj7keyGBblYJ1hXa+rQZDStlU2+s84VCGFQq3cDTPWZlJX1knB5hiwJVvEWI8xW8zksVJe9RQVa4Rua5GNwfZgvAAdKp7kugIgszMiE2ptkYXdDPlEoQUOaDqgOSDJINkVznudyDYSXKafMzKB7QRnLKozycyYPqLXpU6A6QwSMkHHYrEbTzIWYzuMVXzyZLFkyaQKPDMJlEwylX47zyz1OHLA5CMaz8zMJFuwl4aEJeIEehuYSZzSFpEBY3YICR8GTMk3wCA4DaVWj4FkLdEOBBzBdiXbyG2x9gasI5sClTtnCKoEEtkYjB8w2mGSFFkXMxLBhSKHcqUgc0AWgxpHthZ2GfqIWIvJHUhfvnOOZCwexy52DDXrxPtElyKTKFEMKg5jOqwF6beYydD5EfWQfKmD87PmXK2PpRXhErRjykoMBSWvRNQlnMt4Z7G+zKtkLGGm2F4pQ7IY3yG+J8uAkQS2ZE9p031qQE9yqZWQYiTHTJfAZCnMnCEXr5ortGtZBWN9yRzMVFpmEI2IyciQ0KToJKiLyKxgIAaBCG4qe2OXFaOKGIMxUoK0UoOO2ZBNXR8kiGc0ZjQkzORwZyEFwUjJNEuzklIumQMGgvSo8+TNAMmTbUHW57kCqs0GxCHuhDUJ5kCWCZ2UFExBtzMQghIz2KBYEpIjxEIfaOnoTMEGGytQMzFjzVQ0NmM04dXg1CCmR00mp0SeFZMykpWchGSKf9GKQY2ANViNuBhwYUTmE9mfGO2ZYHLJtkyQ82PRR+JIdhZrthd35ufMNZTsJwpriUOSxRHpGDE1WJ11JuW5JPBlT54N8aRoyGRJGFE21mBNJtlEIsGnlldyBOPIfQFJF1rOhDEBa7ToYrFDrUG7mvvmIFtDyh4fHH50RV/blRpZ82xAAkY+QUwEW2j4N8bSG4/4K9RMTPZMMkJni0/QpAKqSm17sAVoGQmkWN9tzlixbGxHUE9IniiWuS/ZQ+Y8QepwXckpRgKWyClp1SMVJ4ozlKyeUPbckwkklwGPz4rrJ7IvdbxyBR4kLZjunCAZJZtQEv26vszZMUPSJVuhn6WwkmvE5ojMkT5m1A0kI2TjSGLIMpMlEiUhWGzto3gDnZDHRAiRSCS5kkHb5QzOk30HZsLOGTMb9LQvon8TUJOK1/czVLfPDkKoXFGmwUMRTHoHeMgHCq9srErNDfAK4RE4oQwgezAR1YAQizCpaTJKKaJRmjIUZaoqQ0aLwi5N2dMbCue7oVAEhZW95Ur6XxVShe/bFCGlgmQD0iFsyj3FATNZHkEzRneIWoz4qi4VDuCCpJGKDAsVLe7IOgEjxC3kHuy+Zg7cIHpdNoMCqa/BjQj6qfbxtuqQDUHdDN5t6Y0cKQGLEXQC3VCMxYL4LnUdZrA1o6TVQdBQFcEZOCE4SCWtLucNSC7GDbEIAAoapCDovy5t4M/FCNJPxVjiVfk++9qOgFIyVYSOUkxcy7PoaY7EEnxxwITlgGLJFSkk7urvzrecWlG3TVFmTUQlYqqjuQSLBjQFiM3J6RA5gZwpXNauINWxZQXHU5kntisKucwUVPSm+OqrIi+txIF1pW8ayvt3A2IconNBbjeFi9K20kYtc0tr9g5jVf470EyOEalGa3lIQTIJ2zKmWjJyFtRilmorNJROU+dzeWY17qWun4XeLCeUsWQFmb58X4sjlW5KUWrFlkwOoGQeXDJ0yv+5Ir3K/CsO9IQ0NKwksGVbVrZo7Se5ficNAdYQ5+tsFIEUynMsFS1/CWgIoMnUdPwRkRmlyopkS1FDk1ATilA3HYtlQcl0EShj8LmOk8VwoQYWS1ua70zq/dtPbUG93IxfRddGjjY7uAXA6ptvmUDVIL44oVYOqxZopNFWyQptVrOERGiIPYGajVHfpzFVlF7eb7lLuWej71oCaE/s0UrLVY3jS9p/u58sKHARKUqFZLKU+ixZfUE0xrVBq2VeqhZaJlVyikUBzKlQOOWaBdHQuCtEcGvixVgt45VbPY3Wv2dBF1V7cQBQ5680QrhnDmctjS3vaDUnpMnpGkys76UZ5q17P8+kuPTr8pzmDICngfXnBvaTVv/oURD/eX06y2D+wN6Xy80WP8Tz5z51ivw4sVAbR/nhZ89a9+Tc6rAojqP6+eIgaY4GXb2Uco9LU/Ny2+LHvfRTpdGnFWNmyaBptGVPulXGoSy3lm1T7nWJV7eAYkV1plYXY+VYqdRGy0xdTdnLs54HSUvjpT7s6Wi3U+RpWz9nxtVx1IVbvc2run8YU+RyC9aLUByKF7SpaKPma4j6eclAvAygVlnVZkZ9GVSDlLZXNfqqNhhlvxNJlNpRXZE3Gur9255hLm2m/W0omQ5adMs21gsIRUFGluD2So6WbMGWmVB1RRPL81JXx61miUoD3ayEJBSjEKBmyZQMi1z7WfZXpeqlJfW2BIWb6KhOERZ6EYqTvem9snrGk1fd5J9W3UBWe2xtT7um7dNNz1yoQy2qvm7HehEBStV323MbGKW957+dxbo+FJinBCljphfYeEeYEnPMhKuJfJ1wr2f8TcS+mTHvAtlajsbS3+xwX/4KmSc4HklzJM4jYDCmOKBs2qDZcTYbCLA5nZCopJcdOnTs9h7fGYaXEbfJ+BcWHQX/GBjOM5wEmQQbbrHhlhwSIUXSORM+/IE8COaFw3rPfvMCTZ7Z7NEEG3+GHND0HtVE6reoWKR7CcZgj4IchPn4iWk6QXdErKIPMxoD/k7ZvnCY+BrCN0zzG6bp/4EZrvHbbzDB4v/kcLOlO05IHHHHb8EHxhlEDTv7VxDLw8kQE9hvjpghY7/YYbY9o59JY+LkesZxyzVH9qIEHZjThs4kXP4LKQTmsSvUHL+c8GfBfvclpvPYfdmP5+DJKjjzDpGRrH8GRjR+geiG5AdULD50+MmQ80zWM0V/snD/Ed5/j+0Nff8F0SjBR/IkxO/3qDd0u4hKpblyCf1GP8uQXdZEk1FaM8yyK+vQ5LoOinOqZFqWDAcjRXLVInEUmVPsGKl/F7WqyjiNVQQUQ2GJceRW869mDptqG+lcbV9bdcOK7peacSUF/S9iQFzVk6Z6U7fSZ6u8U0qWNhllRrVU77uAxqp9oFLtgg4xCjKxFL0WXWSE5NJeXWoyOZTE4pxXV+VV1YNblpS1xQm8kh8FrNSCm5XGioRIqDq0rawcFbyWKnWzFm78RfVpe38z/WO146v9J6bWe1sCJ4UFAFMy4iVrccxLs02oY1spRJeXFqtdQRnrz59saE5MH99AHtn9OtLdQLz9Gu2v6L+3mEfL0EPnIjnv0XTHoIaNGk4nw6dHx/YusvvVFtNZ3MaVsY4bonF8+MJikrAZExZHN/w35G2Hu3uDlUAKN+TsOB+/Q8IDnf0Nnd6xyUe68MinryyPryy3h4F0uMXdZH6xicQ0Esw9573l029e4IPl9tFiDyOfPr4lGsfD9R71PTtXaHJe5QE1cOo+MsnMfvZ4azltDPMuFwqOuafjFi83dOaPdPZPfEqW95PFdQ4vPZ3N7CWiLnK1O/EQb/h+/DdktyfELxjmxC8/dgya2O0BOyLjmbMZGbd7TvuO++1XjG5LL0ecNRj/T3zl/gnvHznkI/fTJz4+xpJrdBXZbDwvzTVGEzl+j86JfNwjaYedb0ECJt+DwM3+ltxvee9viL0l/spDZ9j9NTEcIppuULnh1M3ooHw1bnk1OUx4xIYHOpnp7cgknpO5ZtMN3O2vcD7hX9/g90c2CMkZTlc3JGf/3jRbzziMPyICXYSM4dPDKz6eB0b/jhQeyfZMHgJXw8CV3tLtLd215f1B+PbTGTdPbE6PmOElV7/+J3IaicdElgl781iW3KctGi15zpBn8un3aDxzCjtS9tzpjgEPD2c4Ttx8caa7Ec6Pv2M8fMHw8i3Dyzek9xC/c8iguKuR0GXm3ybk+wn3v3xEOkOXt2CVc3xEkuFwslg8dy9m/E7Q7Q1Ywzzec4r3uPyaXeoJ2jOxheNEN75DP1jGj4buQ0evHd4bNrcDKUwc/9cH5ivH4VevSeIJeY/rLfOXHSZOkP+ZfITzX/4Vet6yPXZ4MvbXM353wLz/SB4fGWdHiobTcMW52/L4cORwOHGzP3Jz9Sckz/jvJ/zYsZUvsCr4XwjnR3g7GaJV5g+KsZF9fEuHZ6d7hJ7DzSuiRjhn5Jjobh+xm5njfETHmZ3d0HeecOMJuw3Xn+65/ngkh3tS/D2Hq4m/Xp/p7Q17/2vyPDHxPxXxqR6bB25z4GfRf5nIfPvPaI64+TeYsOO1f4OxB7ppIJiOdHpHGj9y4AsOfEn/IbB5nDE+Yrt3XG8d/3bXc98Hfr8b0XdK9/+2GDty+tV/YL7qiV//BpM75m8z6ZSYdg/oVhmm1+g0YO52pE1i3Cmxg+n9NeFxwz4M7B9guvVMX+x4eGv58CfDdXrDV/E/M26u+PTiF2x6z2+vtmTt+RhfEHXmGH6P18QvdMQl4fHjS8asjDcbcu8wVxHcyOnDTLiHffeewd5zmwd+kX/Hh/mOD/Me05+YfnMF30Xkf/kT3c03dL/8FS7NbE5veZjgP77rMZ3y8qvE1mc2WAiw/y5xUuWvXxQf0n+bJ2505MOv/8D56jvkwwaOnnjakcYN4+l7ptOJ8CIw3s2k/R78S6bHyPv/daYfhKvbLX7K/O7QE9TzIR7JMWDuBdUth6//Ox6dR90tWQyBN6icmW5PaJfYH36Dm14wvu4JV56H3wuHt664cu/ObKfE1Tlyvrrh8etr3Cmy+U5Jc8+H069w/chN9wc0zpwfQ/XN/O3j82ekuGq8GC71EFoaY0EkyYJGWDu9pCpPKwdcNeJEU938K81OQzhIQ6pXxadREC0KVjO0mtG8rJrVv6qIibJQnzSvYFWMkIqqkkurLsXMVp6hH3JelENX98ICLQMELsY1xYCtyN6Cxqz0B4vTJ3NJAV4/oDku8+WLxWHTUPVVgW4UV9XAVNZtK8pWOdrYNmNenz20Oqq1OVRbVkEd3yXToKX4X1wvFwN4neWy9nalOjJulcL800eZPeZyz7UTQGpRWanjV9v9FBGzMhC0OZcqKm3xAqwGffEprpBUT1CicvmnFdG+oInaKav3tLSnvocnGRANGdQyTRo9T6UYWrg82un65Pml682pVB0rq54XxH1zhpdgyZJ+vlqf5RmtfxXJpc/6uyCFl8Gk0PGs0Vfr+dbu2y5pjotmINb7S5ElrW8/JGaRS99XEfyLPLl0+PIa9LI+nt3q84/V2n92k+er5fk1rSdPAN26+lubs+en8KTLHVjLtwvA7hI2uLRGn7W4vK+yhp/K3Et9mefP1Eu39elnT3MKqhxbTc22bp6cVx2euRUxpM79GoRY/1to5tpnXH4u4/qjKGMu7f7BYD7/8Mf6vP7zp+6/On+Bzq9HUC6XL3///Y33bz1m/Yf8yNt6evy95/2faM9l4q5+/shsXd92/ZjPWmtP59QPsp9+cOrz99We9eP9U3ia4VA+qEGF8rwfJF0Auh5zXd2+iaxFHwBjSgBs2cukPpNLjYhla1yvDmElz9c/V9////1ocvF5h9b7yrPzn/yssnsJsBou2QKwBE9Yde0n1uuTrayeI8/OWcZL67fPEM0/mD8rWbHiZ1uN9fOX2dbzevyfzXNlCf7+8J382Et6vggubW0y8/LMRZQ8G3599u+J8H/W5+fHKiP1SSbL+r6s9sf1XvBTAc/nDfzpHfCnjlzvbTOYXJCz6hPSZcRl7FD4Y8X6EqzRQOIMtTht07XImRwKZZXxpWi8SRVQkkNR6yiZScZH6EB6i3RSshecRbyFZDC94Mg4rZkaUjITxFdHsHgMHS17SrLBREeOlhxS2d/SjGio4BVdQMCSTclgyIVTuyAKA8YG1AZ0FjQJUkFThWpSyEmZQ8T5ylGeBHP2EASZi9NWOwEvZMkYClqylPgqdD1qCwI6a4JkyRopjO8zwgQauBQeBnUJJCCVXrEcERVDtptCW6SJTEB1LLNDZpCZAqxK5GQLtY01qDVYSXjJzJKrSqkFrKAByQHSgMQebCDlSE4GnQtox6iSG0WOJJSJn5XRukzPdb53s7tgyZxSZU1De5GPPJEbS2brE7GZVg+7/Hi+dzcb6tKKy++XTACpmcXtr6onLQGBp9kRF5lQReKiHxUapqKbtMLYUIKgcLGLahYEFTyjPNEtG+VhCdKu+3PZ935wLCLyqay47JVljMtYmpK98TxD8JKW+Ky/636v/i1Z7+nZd1L2piWAkrnU1GuNvfgj2ixZJPfPEG1Cma8kJWVHyIacDeQCXDMVtIUKBotag+uUbojYOZJzqZfmhFIHZyyF31McybnQUFsxyHyNIdGZjozB2YAxE9mCqiHFUvvGZbCS0VTujTMls2Ko77IHI4LREuAW65Bdh04gJy2IdGOIxpBNsRVirbnZRVfkTKeIS8joS7a1UdSAMQkxShZhVoM4QQYhzh05bQsYcBYwmVQzm7IpKGaLL3bvXGzBLvd0mnAxojnjDSQD5zQRTYKcMBkwFnUOj9AlxcaECQFNkaSxAvAMVoROwWRFYiJHSKkrNkaXMVYwoQbTBinin1DsEtujbouzGWMmoowk6UgmkkyRExYhCwQBJWNTwKnitXi2ujRgbKFIw3So26DWQNgWqPzPOcqkw7iC3J47JSVhzoZ5EqSXgrxHEAMZS0wdMWVSSJiYSCmU2h5SddjeYFxBb0tJ2wFbwBOqCsmgsWT4ZPFkcag4xESMZLxmOrVE0xPdDqsdJgh5KjQyag0RT5KMuIRxCVeXoA0FZJhTKvWUMmQp4dUsIHZTwaCPZNWytrJiYoAwIaHUYDCzgFokJ0yaoHMwJPI5kUIkBkOIlmwd2fVkay96iQkYa1A/kOMGNZUq2AjRWrKkxd9htcivZISoQoyQNZXsxBRJOWGiYs4WMUJnDdGB3ZmyTpJiM3RTxhOxLpZ57EEx5bpsqysoYUzGqeJ8xrlaR8YkrMulhgUB4ohqJlsB4/DqySZAX2i2o4lkq5gUfp7mJpA3RYbqdIYELiRcAp0Dk0tojPisJC11nFKEcQavGTERAYZeOVVWVhUhU7IvczTECA+V3jlLBJPwvtT4mqaZpBNeBCNdGRORMgdxmJzpYiC7REKxOSNRkBRKdkwaSFqykZzviNoRsyckJaYBowHjSsZN0p6UBZMckgXsuaif9ORkmXImG9gFh6hHZsHMEdcLznuoOpYnspGAMzMbf2aMBqUvSQqm4OPFFb/mkBIZOHdlPZmTYpMyhIAJkJIr+4lkxCScTUQfMFJknFpFrSWZxKgBTY4+DZAi/VQAZF5PaMzYWMbv7Hqy80X2I3U+l3WgRbWkM6U+R0LIuUOTYHyHcRZJkeQj+IjpAjZErC/nh2jQzjA5CrggnyH9fd3tZ2RC9HXTd0AE+4mSjzWAOlqBY5UjamaM1mIeGYiV4kdK3YKiBAUMI0KHSss2qIGMhtyTImgbyhBT08WaAqEdBXUxgcSSoiZQ6kpkSj2HGXSD6r6cx7gCO2hJEVNQV9pGOpR72z3FYT9XNbRycRauERakv5wQG1F5CfKCEpA5ojIXxV/K7r9kCsgZ+EtR2rktGmAeq+5UEG1SU/WzNLT0REF3FBR4QYFURHsSkBHMqaDzCUh2JW9JQGrKJrbVq3hFQTj+tdwDD5KQ/F19Rw+UtLehZpKMlFoTuURRZaRkQ1T6JmIZ4wX5EssGLkqu45RyGReloNjIl9oOP33Y9obqGPj6WyukXY0GG0BK7QPJ54IaVI+IQyotlppMyYLpyrkcAFP+xpXvRCHPxaDM6aLLQlHkTXUGpMCC7teAaeipVuBQbAVKh5VjPKByQDAYbF0nM4pFqPOsGkaaCr9zCxq19O2ay1/HwaEm1lTspsyngp4yijoF9ZBvippdOXW1BdtMqedQxk1QU9uQSxH3xX6hBHoKo5hSilrV+S8TqnWeNaNJMmIeAYPWTJDFx2VLEEbjWJ5lr4o8MBVl1WDkLUDE/5e1P2uSJEnyPLEfy6GHmfkVVx5VXVV9zews7c6CACLgGwCfG4/APiwBu9sDTPf0dFVekRkRHn7YoYeIMB5ERE3dI7IyEzRKGenuZqqiIiwiLHz8mdlk+ugpz3kyJNOSU721iIk5J6JSol0qsi2AOeXJ066onwVV/2uuahjPBDgroMslGUVXjB0iSq2LkKeqGCALD1syiNW0WpWU1UZUVX9ZXl+UXwpNiwEOSvi+OevSRVGW8j41uiiKWZ8ril8dus1jW7zTtVZCVfIXrTMv3Ey7jAbPim1aooW0GAVzfuREdSdnoqRsQwBqQcfsWCj8U3P4IprnTDWRFgdEjbookQaLZrhCvelacSxnxdKfqlWv57v2oRJZWIp3V6NA6V/+Ws73K8t7pX5X/lr8bnJ+myypAn7L9dyKIatv6mc/F0f7+XUtz9uqhs/KThcSVeOLWUh9XkE//656rz55V3nzM4fCU2ros0/OpqKlgzX65XNWgefdUv1sH+oPLffUfaayen9pv463fqNLei45d7fYUxY/O4KqzQhTyhrRHBmR9AyiqGPL+7DW1jnPw9mYIsVp8nMDPY+39vpXcjTO52UozZeiryosyNnCd5azpBZIrU5yKbV6NKEVXSsRNVP+PJnVNApP0i6KcAZNlAjTZZvUX9pCiwAyZr5W3rtEimqdp2pEK2OTU9mnaxDKahw1TWZd9IuBrSKHU1kXtvBMSj9KcWOp6Q3zM2fDIllhAc61a6qDv8o4RfatcmwsBWOLYgsKZpVCTmAxyK2MkwsApAJfRM8CypLy83x2Ls6OJ4stlqigiJQUGvl7i6a2/F0iOUxpZ8kjP5f5NMvYf82lCKHdgk9shlsavWe+TsROcaVsXDc5mqkjulekixeE+M+E8E/IYSb8kBDjca5DgyMdwJnAph+wGGxQoiZSOqJqabo3GGPpd99DnxhevWbuelK8xA8tcmowg6N5eYHf9bTDiTCNjPOecfoO0/XQb7HzFrn6Wwwn7HiH7D3p0JLCCcZ/RhmZmiNiHW3/O8Rt0I2gktC3ezgJSb9G2ZJeT+g2IOMeO98xSy6UHbiC8RIrDzj3kXkWDrd/ws2BuXuHP23Z3PdQkO6p88xf/w51A5r+kkWdh99jY0/bC9ZExsOBsB+ZTkBjsHGPSSNXxwk3vsPMARtmZptTTBmr0EWch20Dcphx3+8RvyV+9YYggaTvcu0mM4BYpH+FiOBmDwHmUUnMJDMhRmnbma1PhNAyxIYQlRAH3CbgJGCOPe52w7A58cgJO3l82mJDwA8nYjMSLm4hDti3tzma+1eutoWPUfZxiaBeAECpgJf0BAyQWtS0mb2sDOaZX8UVD6zLPvN5kBxCgaCpCjsTiJTI0GenaJWLpKSfkpT3Vqx137JzQChO7XoGmvyuGgFQwWWSioxUajFo3culDliO+qgGgBphWsBuJuso5zTCOQpMi75ZfbXnjHYlXRs1Gm7NnwKiJS1O0aekOKcyv3AZaKUNonOOTqDwU6OkIs5JjWqoBbeXCLriLK0CZaxpgs9RXcq8RJcnNSQaJI3ZGFUdHkudo1IPEskOT5RsKk5P+PqvuYwIF80lxl7w0+E1p6ln9+OBlpHovyG6d0yHhhgc7eUb2ovX7C5mXlzN3DPT/jizuYfrPwsaXzGfvmSW94zu/0HyG/Ti/4jXHeb4f8Uz8qr7XxH3iNnNaGPYv9kyt1uOty3zaYLxgRQ+MIYOCQ2XzvH61GJswF7dE2TD/bBjnAzHQ0lLZh1qJoZ0l3dM+yeSKnaciGFm7xtMcvQ/XeBVuPzvI2kXSP/yJdNDj7WBNgUu3Vu67shPeuBjdNjLG9zFFf7+Da8/fk26fyC9fcd0nfipjUSTGGVCIrw8HkkcGMa3NM7iti8QPIfHW1Rntn1DZ4Xp9E9M+sCLdsLaNxi7hy7SffyvNPuP2PaEbQaiiez7iNcLunTDNgU2wz3+aOkeOk7J8VZbYhfovrwHPPb2K6KJ3P3+gSgD8peB9uBQviI2v6eRAXvxF458nxHEThitcD83eLvl1GwYTMPGvGcX79icPvCnx/fYbU9jXhDtjqF5Qxgsh9PXaIjI+wH7W+qQiBCkQ6xgr+5xZma8+ok5ON7fWh4et7yYOy6bRGRi1COPj5YH00IKNBHUGI47pY8Dl99/QK4G+n/3EeYJ890RVUfcXZKMZ9YrdDb4fYchYFqTWaMLBBOx3Ttav6cNNzTvL+Cmxb8R0k+W+L87zOER93jHaG74oXmD48Bm/4i3jv4f/wavhp0KSSwPPhFQDp0wI7xjRmfDJv0Nzl7h5ogZP5LLVQ5s777FTd8zje+ZpkhrtzS7K6x8xJif0O0Net2gh4RKQ0qW6ZuA7DztHxucKM0PR1wc6eae5D3x322J2sCHfybMj3y46tGmxXQBExO7g7KZ4KGPjN0MxtLojr6b2MrEXTvyzkbMpLjvBnbW0Leepne8+veeGAzzB4udJi72HQYlbT6QGoPZJowT2ukFZmoZ3IFoP9JeOHpr0G1Cu4C9f8A8PjKnyL0DBoGTYOSam81LuqHj8uMWu7H437/iIEf+rD8SwkQ6TL/Nn+8s+vVXaBPRb39EHwfsw9fY8YZ38c88TB+4lp4v5BVjbJli5GR7DrsbtjGxHSL2OhFfJ9w4c/1ROanh9n9ocYPlxe0fGaPynx9HJjuzuxzYbCP/sRd6gW8Ob7kNlt/PWy4fL+DWYYJZdLBu2nM1TTT3AX8KuNHRpgZ1iX23ZZYrePyCFBvGbcfMxDj+QBwD/law1nH6Y8JYwzBcopPl9ynQTTMP7T8xbu+wzT8y2le81559aDl8jNwdEip7Endct8KX3Y5BJh7+UdimkVeHv5D8A/PlB0Lb8SbcMFsltcrcQLjyNCbxVQoEtdyMLwhhgwxHjsfAzU+RJinHrw9MVwfCxSPxwhHsA9Hu4aOD947jBqaUGPyJ0x8/sJku0cfXaDzw7fiBNgReD4pjS+P/A8kadPwejUc2lw3GevbHl4Sg2NuAMYmLAG3ac8vM/iB0xy/w8hJnwXnh1H3gw4t7+n7mtb9DXkbMF8IhRsbxgUEDB3U0Y+L16VvsPP3iOvsNsTn1Kii4Uvx3QVdXdJVUploFulQ+P3+Ww0SLcrqEmMqCKAJTQtbPinwW1KoDoqCpl1zA5Y6iKNbQ0PxFQaJLiXyoaZaWXlYDYhVAqpDDWRp7LpyscxovKEhTyDlT003BImFR8+9mRb5MzJKrpTZcjYFZcFrsMJV0619kRQdqeH0xEFYBaxG+anfPKX3OP0yhd60fUJH7tQBbra2Q0xrVnIRP0PJizgJ6GU51NGVB0T4xzD5Vrj9/LUaWBX1T5zqsiJH7hZGSuqUaHCSvp2q3WFA2z+m8Mq7AyoBYbl4Md2ZRvpfIhzqtzyIUzmu8NLOklDnT8cmaOsdyl4+qkL9CZxVa6dLHep2Na/mFYdWHuh5ZjSmWEPDFjAYiLCmFagqLc0w0i8JRX1f3m+iC8jm/D6SmCVoIbjlHgxQesVxy/lHXT/1znXakIpq1GsSqllTrnqxoWpXHdf/X7/oV1zL659tT19+eP1pQdqwjJbT89zzmocyl1j317A59QuzzO/T83BlMK2dbkzy5GfScG5lq3Fqs7M9HWjls/Tst3y5YPj0/f+5LfbLOa5kHNUsbOWVNab9OD5BT8eUPak2I2l7tzbqLT//+lEZPSazLZ08jKJ4ZBp7w9KdNfbLkF+PveZU+mfsny+vXr7Wfv55w/8989/zST76rXOOv90Y/ec2TNYx88umnd//cdz/Xx5/57JO5/aU2/9o9euYLhV8saZj+aktlVtd76gkNeBLFZxCS0eKMOr8vi0V1f67mJjPrsqTq3+u5/mvzvjo+zp/81fs/GeR6vtZsE86RZE/almU8y0cLX38eVbU+P/XZ/bXz1ShU3y+r9kp9AvTJd89B/U/4cfUECpxra63XkPKJA2/hKaX9c2PP+l8WwXIUPVkhZ+ZwZpCr83zd1vMIzefX88/re54t1oWvfY7ma5qsaPPZtbLm8/kMVS2FZZeRrma2rNnza349f8uSRUZVGlWMRsQGxCVM49DGYCeDCw7UgrHY5EiUGgLTDFYQ05apzHKtCTnVi8QcEWDIuX/xCTEGZ/I6MDaRXEJjziOcQVMe22yQzQaxijgljsosA8kaiA0iguk2Ob96yEUi06BoDEg4gYxoGgv5WzAd1uQIZ50TTBA1pyFSUXABCROSBjAtan0+82Zy2iE7oaZDzZbEiRRPaCrRCWJIAuogtQ61DplKnQxt0dQiRhFrMhw3QZoSGsGkiGjAzSNtNGiUbFsnYjRkX1vIa8U4EFFkFjAm168wQowpA4pMyM4pSYgYTIYM5xWuCdXi9DMzxiSgQY1koEFS1IUy1kiUHM2RzISxBinF5DXa3L84QRwx8ZTzMf+Wa2HmQq2HtYAxal5NOPOKuo+fMJbKGDUb9J/Iwk/Pg7zVKt/5dG8oZ8T9+YkqDz/nVSWCwrD6fD2os3z0lA/WT9fRF6DE5c3nVKGZDrKknaz8tsrWlRzr+L01X5Xlfefoh5ImqfJUqfzrnAXgrMNxbmtNridkLbR5wr8q3erNKzqyvlXP71zPVwUGLc/n/j2t6/dbLsEYj0GIesEcN+gpoHNALyKJkRQMEiwaI6QZ7JxBmhJpJNFoxMdAmibmU05XrE3IeymWTR82gMUFCs+DFAWHRcVjhNwPd8AYzc9oi1WLi1r4rYA2OR9/qctGtLjZEELW2jAGbItowpZU0SEAUZAxp101TpDWEluPNi0pJXQGMYJrDTIpKUSS84TOI6cdnb0EUTQd0QjzbAg2MJoTLgUaThgCPh5x4klySRTD5CY0Baxrso4/ThCPWJ1pXMJsckRcY0a83kOcIGRUuxODR3EmYlJEhxlCrkUj1pJsC61BW4fGREiWiDC2iSgBq6cM5gw7xLS49lTQ7kdSikRpicYTGJljYDSJo2R5sC3naJ/mHHHCgaSQ5i0SGpJuQAUbqrPut12qICkiOoEX1CVwPWryGWuTluicSDAwicUaxdtIMkJydV9PGMlocCLImAEf6ZKctjuWSDbbgvWIC4hRtHEkK0iJoCAaNFmMJJydcnTbkM8VAVISplkQMVhxuT7KxQYTwO8jCcG5bCOyKUcmpphISYgxO3Vt8Jjgc5SHT0gass93jNjR5tpRTQv4DEYxZNCdFZLNabnNGDB+polzll6HmZQCRI9Yj92QZYhTQKdAcIYkHt+UaMPgsFikVbSZMI3BtYJpLPicai/lw5AUE1ETQSK0lryELcn6XIuKFkMEk2udGMnRUlZTAbaW6AuTz9l8FoMxgWQSyQupA5Kgk8EYi9cmRxWJy8ANm51HKUBMShokg4V+A3/D92ijBP+W5CdAcNETZ8c0GvAO53JtBGMA64i+Rwj4OYAGpjQRgiCDy/arDagYorSEBMOYmJzgreAMWG/wkqNHA4E09zkSZ3Ck2WLchLczNowwz9g50oRATEIjWjLD5YhXNxec8ixZ/gxjlhljjpBKIllGKXK7T4Y2GPwciWGi0YkcKWoI4plCYhwTziScTfjgaGdPcIppAxIMDDOqkVAc/r23OKuMZJBvTDm6xjUnLEobLTZZ0JaYLDKM2DkgY0SDIk3EeME2E+IV2QNqsZpraYgB02YdI7pITIFTmNAQ0VGybNg4jKlnccQZxRqlUYdJggkuRzWlE54ZNxlsapHUYH2DkYhNERykxoBJ2DTmEi0uR84lM5GiopPHGJ/3qfyy7PYb0jE9kA/3GTSVGgstS054PYHORWfTCr4or8jpimrhZ+hRepJckhHbedHmd1iUy8JpDyyFcTHk4memRAQYcgTEXMKDQzFs5cmEJiscaYfIAOYDOfG8K7JLQYVIziesphjebT7wc17QkvNSQWTkHAGRJwGjoDfoEjY+FJSL5j6kDTlkecpCP48gA0s6D0lgHWKuycLUIR9KOuaclrbPNJOu9DWA5gWeT7Vc5C/neUuo+DweWwXnAyoF9S+eXCvhW1CL6lWhVa5gnhdLncf8ueDBjOQaEzty9EOu0VBTNkFb9O+Sa9QYMBuUE+hjnntTEDSSESjo2pHw+ess/GangqSidCHl4A55HdID2xw9YlJGAiXyupETWvKTKtU4XVNnOUSaLHinMb9T3fL2jIwuyodpyVE8eR5VirBoSoHzRBGYJefGxIJ6ct2EMSt2tgrCWVGTOTvUVEru14r0MbltUlG605AjM1yO2iGeih0/h/xn2tqyLwc0OlLMkR1GqjPJkZ2GEwuSEvK6xZArpSkyZ7R7Rhcl8slpshIYawh/yvdT88RWo1FxZqVaUKMalrZ5vtNj0WMc63Bp1Yp6r4gnX/ZpmePk8jOYwnNSXltMZd9bxLnzOBNIaFY0lVwR7dfbTfKzWlH1LIi3Jf1URffCWaFdnEWyIF7zvipqWVpFNUg1fBUH0CrNyJNuii62pLNiWXmHWdoTzFLnI3epxjDke6OkfPjX7tfmq4K+6ORlTy9ORTJiL5Gfr86CqtCvdPlzFAFlPGEhlS43rKINKHs85n1cc8TrM8Uz66PP4BtLOp06ElPU5ZWSDKie6Vr7uX57dfTmTq8QzlpuFvik4KwKayV/3aXl/t96nSdkNejn1zMDx9rx9pkH1sEI52/l6fdFQT+bHusvK0quDA8LUF94at9c3rXeC6t38dyc+jPK/rojy09dNbVupRoxdLmNFQK13lFTTpwd4GY1tnrf+rmyZsqe1NVeXQwtcv5EBZzmFCJLerGyzk2SxdmIgKayTp84xla0eDJ+KcPV8lU1tMjT+z6hy6dXPteyIqUoYkqNhVqrJ5UwfKlEKU73JbKgoIkXR4FCqkCLQhOtxhxXPp/rywvdy540ZqF9nrqa1tHltgVEXJZxljQaMbdf61LIM9pJqcdAOUMr8KI6S81K3qjdUbNEkOWzZi5rI58xWX5SFpBMTZNYGtEqw6yL0yoFXVui76QawyhI3kzrBWCwRJWtZtHU9WWhzNsTB75IHu96nLU4eCpzY2qKEjk/X9DhUu+rETgykWuFlbN9MdjZ0v1hmS9KaPtvOUxFhf7QI8ai0xVT9IThA6onEgYdDHHfEY5b0vAWnf6/pHRJ0v8TVo4484jGSHz4gPQO98ceORpO30Ys0HQWGo9/sSUZYRhCThsw/gM+tOxOI4gS4xWaLqB9AW7Dpot0bWQf4CiRdgy4u8Ax3TPEe3TXo19f4k6R/oPJKT7sR2wz0W+2qGwZtUHNlmn3H7DWcxO/xYUjwzwR5sjBnJgFOL4nF2G8Bdmj9oJoX2FOwOMJLhJ63WJf7Ni8fIkdjvj7hDEb0hcdSS3zbElmIO7fIUbx8kckOU7tBXjLKIlExG46rETGkyWOgj/s8FOHb8C6kXmzI/gNcoq0pwNy18Fxi16MxFdHsJ5gv8YEaN/doq1iXrfAFuf+lJfg/g5hpmuuoINBE0GL4XRMjDuP6wwpGmyKuB9vkft79EJJDUyXifH6Atm+p7v5V8xji/3hkhiveBz/FnPyNB/eYtqE+zrlIqe/brVBBZVVjln2rVQnleRooKw7dUDVn/SMutexPF/bmnK72mY9dHFuVx5XgU9VL628o0RtaQXHlb1tpIC5hFrrLaduYnku89y6p0u9iCUKq8hcmBI1IdlpVEFnqmS+ahHJsjKSde7My8wyXJGQeQAWtMttm4IUKRG+UqMTijNITe1Tk58ren2t13cmUZF3a+qvWltGUk4lkSrPVDTGLK9qqSlHtjPUCOZ65moBySVOZb4qvy1ToWPhzYX/ipDrHYGmWACKVZ50BWCWbQDpuZz5C1dCuDO5mG1/ccGm2eHuBLnbENMD49bC7jXm6poxjYSHkSnCY2gYh4avrju22x/YvPxnhlNgevd3RNNiuv8L1rY49xoXIjH8J9CZ1F4juoPxeyQELr9zWGvZPs7MM+wurmjbLX76Eru/5m7zLT/oW7besXUeHwd2OhPNB2b/Zzhew7/8LXsP315sQQx+0yBR8FzDCdJ/VmSO+De3yDYS9hui7Eg3DXqZOHz7I+PbO9Lf7RjefAk/Gq4+KneauCNyjHccpkDbezZ/eIGkHebjG5I8gP03ottzfPGAZ+RyfEQQbmdFW4P++zk7CuILNBjmf3mDHDyz+x2J33HTGzbbhuAm4vWe+9nzEDrkfsfNT5eY6wfMq2+IB8f7H1qa7YHhDz8wN69g9zfIDPGjY0oDt5fvmO3EGCMpKcFatDFw+Q7TCTdyQauXDO//wnz4SHhpiY0hHiPpfWQ0yt4mxuvE/uUVvd1y0bwibk+El3eMwwce3v0bLl1xufmPOBO56H5AZP6lZXa+VDHTCUmR+cd3pOGIfvUGe+H4+tLx9WVHe/gJf/pImg3jaOh3sNk5Tr2wvxB0TNjHLWw80+8HXIL2Ly8wR8W8TahP6PWE6CP++BdSBHavSFuH4xZkJl78EW1fkGKH6sTJBk4p0gzvaL75ic080l3NHLjggVfEY0D/6T287JF//EeiVR7NjH2YOX13BNsyv3wDVnGHb3BhphtAU2BM/xsqHv+wwYVrtn9zRK4m3r+zPDwYNnJJ1zTEqxuGlzfY99fMb7/EBfCtYT4ZptFj4pFX+hY3GLZ/fmQywo8OEo5tuMR6T/PmHu8NE1+R4pc0+6z/XLYTjY1M9oJD0xLte6y8pd302NQjF4b7ywZ5O/DFnwe4auD3njTd8eH+37BHQ/vdhugaDrtrpN+Q5E94YHf9Lc4EpuM1bva423vMFOmvPNFfMz3smMaWzcNA62dO+sCcDkTbETYdY+8Zbhw7VV6+/4l5c8MPf3iJmz2bHy1h7PC3I01s2MRrpGSo+HXrzRIfv2QeG253D8y94wrlsj3RhT/h7/4d4eIdp80dQ28ZWkecN7jpJdvhwGvuOB0n/vxP98zJc5wuwI9cXvxEcJZ3l0di2vDF299nsMPuJ1o7wWlANXI9RyQqTQykdGSvDQOer6e3vNB3pHnLh/ue7ZuZq7+biPeO+YPD9A3byw55HDHf/xeaqeVquiZZpXcJjKG96UnGcNwrUSPN8RaZlaPeEKRj+ud/j5qR6/aAdT+S+itav6EbjvjpwGX3gov2S7wq95o4TTPHhw33TcO/bnegF8j9Szo1fNW0BFFuxw6OwvRdS/QT8t/dQ39E50dEE9pfkfB86HONsbsjHB+V5m/2uMsBcZeIe83FleFSLabZkLqWLm24mG6Y25nD3/1n5seZ8K8nTNwy6N8RxREvfiL5xL2dUSu0xtCKwaWIicrsldkmDjwycqS9f0N/vGS8uWf66i0PtwfufjhiL7dcvvgK5sTjGJimmdPhxOyEefuAlZ5d+j3G7Hl4+THb3n/h+g2REDXUu+RALdEMFWmSdf2aezNVW8ZKkVwbhKrgUKMDciEsoYae1jyW63x5ayOBWZT0RelfhLc1UqKgq2SEJaS0CJBPohlYaYLViGxY93nJv1mfW1JGeHJB4GlFo/IAJVXNggbPaYOq4Lb0U+r7coQJ6blBrQhzC3KNlYFAzsqq5HQ1opElfL6iBBcBNZJDUrel7+583yo9wdngUElWBcgaOZILgelyX3ZWnA0R6+iIImCvUss8s6J8eq2NSmvD3oLWLzdpXj/nKIBiHRPNSlFVJhbj+8qwsLRTn7VLG7rQuM7Rqg8LWkhqN899W1Jc1DVd1snyTDZMnA15iSdGC2PIKWzOdVLyfZVeNddpMdoUA2qmRjwbOJa+lmeXDVnpUOiCWYxp53y0yjl1Rf0snb/TNeqp0qeOv6xJqcaz4pxYviv3L5Nc2pUS+l7rw1CUhZoOpBY01UIDKU4lIfMLWc3T2jC07t+vvbTSLStIS4qY9Zdn4p4/r0jSulerY4aKfH7S8Mq4mZ9fUjk96cvqvcrn+7G0KyVC5WmcUeWQsszZp3tPl0+1/FcXaBnP4hzQpSt5yPndumpyMbyyWre6foOsoiPK56qfjv2zPVz3vVBQoKZX+nwTnx/z+vun8SqfyRGs5zvryn7aZl0nf20Mv/b6rYv1rzWlTwdSl80Knf+0BX36c7n/r7zys11Y75P61/pMWz+4Hm997nM00M98Xidm/fm6w+f1+dw/tLS2HmPlI6wixBY54ewwXNgNmd2YBMYYUkrPfEnytO1P6P+5a7Wv/5usp9LmcjasZJjP7Kd19OHTNCC6Im3++xxB93yZPJ/T8tmT8dS+1HfU82Ld1vPFV+agOomX9wvnulf69JHVeVTH/rQb5axZeDNn3kc6t7/w3+f/1mN8OuZMqvz+nIrFLOfo86iWM1nrmPJ8nXnOeq3rcuSc+Wb5Y4k8Po/vKWsq961ruq2cJmc66fKecwRi/e7XXzZYjHGoNiQ8KXhUpmzMjJY0WNIkaBwQvQO2aAEvSIxozHmP0RZpe5gNKeSo4qQZYSlNhzGgcQCj6NijaZORwCmCelQ81nYYs8H7gcaBMybHJ6sgEUxMEObc18aSZkcyvmyfrMBJ7xEMdrokmS1qezAOGxwuWay4XAvJJFRmiCMyD+ADagpQSppsgA4BjeTcv43F9h6rHpNajPG5TnvKupJiCqIa1HQk9YRiAI8lEsF6cm2LweRUYcEWG7MiDnCG1BokRGQMSFT0aFBv0ZQdfSodpECa9xnpJg41FrEtoopJOS2jafrsNNMTQiLNea1EMQRTU3dGjEwYBmJB3yc3E9oR2w745oT4CM6h2hGT5LrJx4ghYa2F5rcyQXm2jMueX1hF3eRFn1k9xyIfVx3hvM/Pvaifr+sRrPnQ+nwrsg165qVPztKz4TuDO5QMPik7XjPg62kfP5VnnvLKkvpNcm0IlRnRAmSrp/CytZUSCsPC5590cHV+LUk3hScRX8rCk87O8qeS7VmOXOkHT9Iu1j5lvvcsEcK5H5WPa61VKGQdv/Y3nR+U0q9lDVSeWfq4nPUWfUbPX3vFws5bJ1gnBUTmMLHDTluMXoK5RuMtcT4wB4vOFpKj9w2NN+AHdB6JLpCMx7bXGONp8BgJJH0kF9B+AdJAbJEkuAQNiXACEwS3yUhtr1u8XqHpR4aU8BppjOKix6UB0QMij2hs4DjjOoPZOYwYnMvAy5SKaegYYRLUJKIPaNzA5MFlZPYUA8M401mL7XtwitVczybNStIx141wHWINMggy9hgmTHI5HVSXAVueDEo72RyRlnqgFxgtKo5kOkQ25NqbHsFj8OACscv1LGbjaW1Lpz1JH1FOxNgyDw3SJeZ2JrYz0mfAZFJHVMfshODOOz0YQzRCMgGxykYFo545QJgiKYaitp4w8yGPTQ1JLZPp8U0E00AL0dwTCYS4R3DgB8RGaIbf7ISQMGfg1nGC44w5JWyr+Faw3mBPEasTITmCOiyJxiSiV0wnkAQjFmOE6GdkssRTAwO4qKiJaBxRE5B4xKQEbpfHksa8DltBWgdjD6Eh2CNqB9w0wDhiUZwDYx3JbWA6Yk977NxhbU9ykdkEotVcF8UmcB6xuRaAaMKWPTnHIxFB5g0meKwTTK+oy3OENBgVku8JvkfF5FpLacbolOtYpBbHSGMDXoXmeCQ5Q9g6EkIMDWI8ooFcR7MDtRjyGeQAT2QyjmgtguI04G3CdUpoYe4M3glNyjq8dspMYDRHFKEZM3BFdy2YhtC2mTW1CSMROZmMop8TGgJWHYJlCh06NpnuMRYWXrIIGFBrCdaQxgDHgaATQ6O4pLggpNHiji0mehoVzF9Xsp+tN0FTi6aOyXRM0qA+YpoRO19j50tIewL7vPcK3tyiWEk4G9EQOT0GAo5ZHM5OeA0gkehPaLD0xwaMZd7anEA9JZImWgw9giv2pyQQxOAkstGZQ0qMQegwiHfgDeoV8Qbrc9SMSwONKs1wIlkhdQJOaVwiisKUa3ExT+gcmURJGOJ0BRKxdsS5Ex3CRizOgfUJ11raTYdOgXkKTEkYo2VQz6NtSnIaT0R4I9mm12hAoxD2LcmDnQziQeKMSTNgSMYRGiGKcnoQTkFynRMdc4SMmgxc7zzGOZwT2tmxTQ2jRKZuRMecWkksRNsgTjDNnuRiTnuNkIhEDKEAS1MBBswSiES65DHTFss9zp+QEp3r0oYm9UQiQSbiJIyPAfWCdRNeWjwtuMjY9DmN/S9cv8EJ0ZIjICZAS05KEOk559yNGTVdnBSLPicGZYI4Z/SE6Sg7CFBUD+RMcAkkoHaPFGSGrMQaNQeQiIaMnjPiEWmKIGUQjQXRf0R1QPBkY65H0mXevCYj+nI9gIKq1lzsJiOX2zxcU4S/ksMymVKMx055p6nJEgiK6oxIrT9R5Eotoa/iENmQ9A7Sj4i0CL8rmzwUmXE+01JakmnyOxhAS00GLTUrUJQuKzEyIRLQxZlADtHTCdXseBH6rJRJXMnNJYqEGcyxULgK1ID4YsdVhIKOQUDnzKilOFSYEdOg0oKOaDqCXAB9fofGLHhrKR6oxTGS3Fpz/vwlbZnzWKIcqpG6oFyiydERKmhcGwRSzo2/FOoWqBEOWpFDFUVecoYyZdSRzQj6LFobVLs8DjlxTlWluZiUCthTya3cZg9zIn9nXFl3db5gKfQWixjvCtqo/m19scUUJ1MJh816vyUX783GBXVlDAV1qmVPYnL/TQnxzEpNRBiK3aMYeGrhqkUTKWuDAZWSTklA08BiJDbVIGZQ8UsURY4UOkE6lCmoCMtM/1wQUTOSa3GcsYS/5dBhMn1LXQktfc8KWM1jbnIEyqLMlHViiiOlpNbKn5W9bWuNFfithpP8RFWSPpfeaf2nnm3sKwNRxkrl+6sDQkWXx1TBaI4qEJPXZk23lYilzRo9UOmV6bQKnqDGPZwLxddu6YpGtX961pXLVUtErKMpgOKAqWskO8qUGulV78nvWRTOlBetLo6bkmd4MZCdletPIgzKO5bOrteersaDWSH5K205f7BcK2V06St5HQFLQdHzCXNWcstDomeFfrmHcyoDPSdO5sz8f+u1VtfX6vBzg8MTy+JnPvvMtUQnrP5eWSGeVkR4dh/FfaZ5/s69XN2r5Wx40tfnfavzvjb4rK61zaauk7Kv1mtczjf9/PiWe+q+S+dII5WzP7Gs4ZoyaXmk0kaqyy4bXHJEkymg09y/ikvNfs/cr2QMIhlNJzhSUlIKiECqMsZCi9W6W8ZVOvJsWrXer6zuqwP/62tA6rkrJWJMz7w2E6MieSuPDtTIPDVSit+Ws1VmlohSQJ8Yr7PslftTogyX+Sm8aVk6Fa1ab6nGcE+2vOYI0rqetD4sBtiApIIituUsqob20hdhAbzquu5FXhT5x7J0pCCOCzhEzmhnSSdyDYyOhelWpzyAjrmPlV60nMEhK3ailc/IQos8dWUetCCUyYaC9V5azsqaEpJq7DOFN5X0nqYCZ6p8U9ZVKmlATflcKOd5JX4GCWT5O6+V3G1T5lkK+pkSAfMbL8n7bmoeiWqIR0cKV/j5Ahs7YrdnbO7wTvGbC+ZpJAzfwt17zMN3sDHwwqHzjvChwwwWJx1GFJGQSXgCrGFLgzrDaXvgZANX1tPOLb03WKPsWqE1grtosZcNm1mxJ8+pT5xeRByBlgmSh58mQuq4t/+A85GNH0n+xEP7PTY2bO//mFOehPckF/mwNcTuAvf6BplhjAdmHWlQbLQkuSTYHUiPteB6wfeWGWG4V7QPICc0WkL7BmsiIo8YHF3aEU1i8BuCJo6nEzqPdLcBGxPNzY/YbsDezNAlTOyIxjLIxNjPqP4O9BWx/Yhc3ZO2kG5AP4K+s+jjJenHN7m4phxRN3GwR/CGOPY4Dlwcv8eScL1F8KTDJURHnz7iGdh3W4JrGUODjI6Qbom6J1wZZPcKOTTIQ5u3kn6HGUf8/SWzNBw2O3RMcPwXVI8c/I9YNWzefY2YX6umVnkj1xzIrKDsfWFZ65mnB2rdBF2ieStzcpzryywHULlPWEBWSZd35T1Zoqlq+tYq10oB2OW8OVmWj/lMWCLbioy6RFJWWa7woVR4uFCi7iXXmsnyWAFiieT9qSUqvprQpMnyt1R+UoeaeXqmSyRH4pOLSqqSa/9RDOurc0rhrOMX0FS9VzI9pILVTAHFVPqrLc9l3VeSWeSr/Hzpf42+KPyj8tNF3ip01RqlsnIamSXlbOHhJdpazNNEVbrU3XNZ7lry/v26S0zkuv+IMZGjJCa2hH+cSSRefdOzu/2au7Rjf3SYZsA0H7DtFdK9wJ0UP+2ZDonvhxfM4YLhJDQb5fpmptHIxV4JMvB9M5AQrjc3WNsQHwSZB5r5SJf2jPaaYDa8PTxyChO7rqHbXXCav0BD4kFOPLoTl4eZdPuRmZGTNCQNpOZHVHuuP9zQiONF64nA+zQTrJL+EIkJDn/8AnrDy2jpH4V9nJlS4p15w+3lNdpuMKYh6oYYWjbv33P5/gOXlzPXf5w5ySN7bkmHr5jd/4iPhi8CxL7hdPEVzo/4vkFlwnNg1sTjnSV9gO2UcEnh4hK2lqvxli6cmH84cZcCU39BaF+yaz2vLxxcWvhb5e594t03idY6Ll5c4bzQ3H1J5IT+8H8nmZax/z1GWn5nfod1M/7iz0Sd+PGnlmG2PDz2xKPQSE+DY45fEu0l7vQREw9cxyNfbH5ke/mGm4tXRLshxgvM5ha9/BY9KvLNBsMG377B2YA0/8I4wY/fGlJofv2CUyU+HJBpZus63LYh3Ql6P3F8ocxbQQ+WdHJ0DvxuJnBHeJzpUsMb6ZFhxp6EeDcx/MuBY9/y7ssX9BfKH/0eUD6OEOYG2leIROx8QtLAMb0giedPnXK1feDtqefx2BFbQ2xaXD9g/Z74uOP4uGO8FMLFSOcmbvxMszuy1Q+chsDb0yM6R9yXgcZabtweYuLu/kAKkc3N7zC+welDTj31uEVDy/7tiXgf2HUdV689xrWITdyOF3z8acOFKFe/H7nfRO6vTlhj8McuF/ZtX6AhcL8PRGfZ/qHDpJ7LP79AZsfw05Hkcjor2yr2eoc0lvG0Z55HYvcB4cjFYUu7/x2nnWW8yqBdEyLp1Y7pskXCiB0OGHr86/+Ai0IzZFtJP/ZE1zO8UZKNBD8hzByZmDqDebzGDJaLWWkPoNOMjZHg4LFVzNzTTQ5Rk9PAXW4INxfMw3s++LcZJPDtFuNH9OYd9sJy2W9hUPTd96TwC/ri+jIKVxOmFV5+59F9T+CW2+6EDLCTCeMs2r7ipBP3p4Gr99/w4qd/w/WJj5eJKVjs2GI2Dvt6xmHowiu6dKIzP6LmQDT/iEhiw7dYuWNub5lFudH/yFW6YTqdiDFw0TW0rqWzv8OYG7Q1hMbwYd/z4X/bkDYf8Bc/YJPD3H2FDoaxNViJtG5kNsqIYdKJ/fRT1tEeNqTZsD84QnJ86EasM7x8+YqubflpFKbDA7vTK76SC4auZfy6Ry8948Ue+W5E/jzwsH3FX17/iVYSl8wc9MgP3Qea0TPc3bB1M3/z8ht0Vn68vUZHw6v//IbGRlycQR/5GHYMJOYvBuJ2xH2x49I2fHUaePHuyGjuGOWBk/+S75uvMSJYnRmT8mPo6E8dX324Zj/sOTTfENtHwhf/T9S0RPkdRMfuMSBEpvaRo4Nv9YaRhj81ey7bwK14jnJFuxvw8pbN6Zb+2wcu2p7+D1cYd4FxW2I3MV9GhjuPPl7RucArOZLMiYN54GBGfpx9jgT+hevXOyHWlquq3IgUxcllfUVzKKjUSIhVB/JnRYFdNP6qaM2cQ8u1KFW5+GFGuhtqjrTFCL0Ig0XpKmH0WR+uaXckK5UIqKeGz+Y3V/RDRZbXz6TIrFrurUqXJxcSrmJMVeBqdEJRorWkPajFi3FZIFRThJ4WkZ4lPZAq5yJeOQVUbjor9Fmwdav7tIyp4UnkBaYYFup7awFnl4W6khv0bISqUQFFaC9/a015JHkuVKvDoN5bx3qOhBAp6XRq3YOa7oi2zv55rhc0zM8YpM4rZrUe1gaT58UXOdNgQRBVhULPSwwp66gatnSZsyqM5rQ71RBTaVUE9CfKeTXY5Jx3FF/5OfxYlhQ+yxjKVUHr2Z6gxQkhZ+PA0reVNCwl2YzmULJz2yuDiHA2biyKQrHEPEkdUfr3JLpEi02uzO+SciGu2l71UWv0S43osZ8K7wv9Yza8UULV5fm8V2ellN+r0WltlKvzuEZtFwVoGUvJW76k6VksTL/xev6Arn6UOIJFUdSqGy0r40mkz2pt1v9LiVaoHPD8y9MePM8hXI3Bz3uYP8rIvbWB9Wzfr8ao/LuW79dDW/X+3G3RBax27sM64qzeLucWdNWuZPos6fR0ZcQvSuyaMs9HtQbwL/T9TNTF+X0/FwXBsnaeEvtz87wM9un8lHE+iRlY+Mqzzuj6Hb/telqY+JNvn7/4Z+/SX3Pf58j+yz38mTY/R8vnCr38zO/6bA/8fIfO++xzc7jeKfKkzTUKta6VJ9DwvzZly23nNEyZXZ9TrSmgKjkPukJKklHZyRSDjBSHqpS9+dfmRj75a83zFifV6lz7xWtJs7Pi/wtPXTEVXdNn5XSH5Zl8WyXYajYWZ1xF1RagyacHw5PPlrW6SmeXz5eElCgy1Zpmqb6tpvhcIWFRsiErnY9Rzv1cLQaen69LgVbJ6ZikIqEL2jb3o3527vUSKQHnviyy6XmNyjP+fZYxWZ2pVfYoz8rC9Ve0qg+to31XfRA4y1VP+7DIJdXjtpyR5vzdwmN11fZq3QBSjIe/6SoO5yiBIEKMLTp67KnDTj1J9ogdc7ZV38CsaDqg8wE97jNKUjbZwDpkZK6RBpGEEBDVXLdBDcbm83n0oeS+bhB1NAheoLMZtYx34AVrWrwok2uha7JiJ4ocBTkFIi2zyek+xbSosQTbgbaYdIVL4OePJJ0YpWeyjr5rMF6I8zFHRk2CiYZoWhIGUYc1CSOa+cQMYQRxigkRTQZMg5oJ9JCRoSmQwRweNDLHiM4Jd4oQE2Z3wPoTxhpoJOcOniE1oEaJoSWlC9Q+oHZGjUWdQ/eSs9oEB+MW0gnlkSSB4GP2jaUCKAoPWIlYuwMMMRp0spikeCKmFdQYkhpChJRCBkM1G5JvsVOPhA7iEUn7HD0WPfiG0LdgEoZHVE4kO4G0pNO2pP35tVflWZWzFH3myV6oaPzKE9bR4ms+ac57cwFUrHnJMxlTawqgWmy69mPFYysfK/LP0j/J959lS87nGBTdN8tyUnliaUeoMl75WaOWS3uiJv80NcK7yGFy1tWzfFXSLRXnyjlK+3kEM+e/lwgDBUkFfLKONHtOo3KCpSoHSulPpXE6t1f51Cfn3JoBVSf4St4oTS3jWgmMUkaWATUVWlHBO/LpEP/KJSjeDlgzcjQPRAnEnSE1QvtDx+XccJocR1GsjVgzITZiLdgx4ZgYonKcWpJm1CwWmjbSpkSHYSQwOyUZQVuHmAbSNqfOHR6QOKDdNdE5jrPwaCB1hrm3JO1J81XRcmfGmJiGyGyE0bU5YklO2dk3QmMF3zsQJaWJqJF4GQgYht0OGgcHwQZgDKSojHQcm4ZZPEkdQVsiG7rRsZki24uZi90JeOCobzNv67/AhI5u3BG9kFyLaQWz60hGMOkEsxLuhDQKzFkfMNsGbMDHQBOPDENkGJVoPNH1eHFcWEvoEqGbMI+JOBi0c1jvscZj5g5ixA+3hKZj2r5EjKHXazyWznqiJh7Eksg1MwgGawxGDFa3WNtg04CZRzwB50+0bSJtHEE9IfmcZ74NcFR48Ih32Kseaw/g3hKC8Hh6QZjtL6yyZ8t+zjWHrPV4K3A0aFDGnTK1SoqCRoM0Cd9ACjM6H7CT0owNZkqYWZmOkeF2IF3A8HXEmoT0E5pgnnxGnLfZeC88IimRtCNKTyuJjZlwqYHg0KZkNrGWJOT4gdkRNJFcwDaBfpfwbaBJI1OY0dNA0kRqIdmYC3SnRJoCMSq4Hmk7JI2YmItAgxAGwxwNm9bQN5bYCMkndLRMJyF2oBuY25weq7XgrEVdg7Q9UWYmTqg1uN7hkqPDQ3SMJwMulWAmxfYGaR1pdCSNqB1R84jXHV3YMIsytEBUJCq0lrh1mH3CHhNiHabZ5lJKEznSKDVEGoYuldpICikRbCS4iPEWE5oc6TQLNkWsBiaFINAkh4mGCjtO0pBcy95bJj9jxwl/OiFyQvwecQ0ubVGrhI8n9Anv/EUGV+rJWDazYAaHNpHRTmAmHFORXx0xTcwaMOOJzf4IzjBYS0wdoi6DLDvFJsHNGWTkmUiMTASMCBuOGDlwMo8kA71mOU8Z0ST47E/Hui6vtT6RusT0sGX6eEVrHuluJszoMENPDJZgLYkBkQMiSjKWIDOn9EAKET/N6OSZ5i1BTXZMCFw1Du1bpqljiIGLuafTjrBpmfoW3ShxOyFuRqbIdGE4XmywMdAMykmUwQyEkHhICaOB1g6oJmaTI4J1nwHeTj+CBlTGXLNFYo7ouBKks3RvDbtHwUnAEjjJxLGBFsVpNiHOGHwU2sEyzVMGB/sZvbwj0jMPv8MkwzaAqDLGE6NJPOqOE4YoI2ImZttwkpbURuYw0ZxGGANNZ2l2W1RbVC3GGWgM0Tuc7enMwDWBwMwsA4MEpiiMv2jn/Q1OCGFPPvCPWdioiC+ZirLWo9IhxufIAI0lMkHIeTgd6K4IFQWhrD5vCZuFkFgjAHRfvp8BD+Yy/x2KkCJTQfeb/D0p26hpsrGhFobWglWUiVyLwYI2WU6rOYsl58lUybnqF4FXBzLKvCp8MyIRNVn5laXCasi56o0nySZ/V1LLCGN2RkhBFnKdm+Zdpl1B6AszVRnMSnA22FZhKXMDU6IcckGibMgYURmzcTpFMHalMGfaKX0WVFMLCGpKfv2SZz8bkRXMkH9GX1DlJb2U5LCwJAdyxEBPrgvhc+5QyYpSHssLBAd6IiN/Mn2UUxHAi8HaXv3y0jPVMfWYheq0A7GImQo9i3NEQxYyTSpCtc1GCS2Cu7YouzwnZs6ngT1lmtb1l/os3JtSnyF1mb5pzIKsORtBnth+YomGsVmhE6PgpPR7Ko4kU9b0Yx67KREeqTgtqqFHKYXIfHnBDCaRxBSDYamRIB2ILwip6hDSHMEgCcEu6yfnfq05cauBIR8aeSEWkVzn4uAY815aImtMUVZmci0MUxSMEjbOmOkvEZwttoYAKkjKhiQ1Ie9J7fL6TlVRq9pVjYASzinAzvm6ZVEg8loTafLaU4doz1Lno+YklojYMSsYscn9dTWS4dddohUBXQybT/K4KBURp+XeZWWI5nVWFkimbkXMFg20Kpcmj69Gnphi4Cofn5Ww4qg8o2hZvXul5K6MR5rquxfNL/dnnYNcYXFM1pRca8eentd5rQOxjlw4p0LJDT7Pc7+IOjWyY1Fs6/PpyZ3VxFXfKyqFD1Vj6HkoayNoHvvaKPe5+Vx9L1Ad3jXa5uwYk/PnlVAr+wGy7u8T9wtnw+AvH7qfv87r47NXHfKTG1Za9/O2nrdTjRfLLee5OtOSJwr789d/+uHSqSc/q8Ppef+WKBLW7y5r9rxgzt1bDevsoPkZY0S1rnCONlqGtlqqC/9ezeNTEwWLs2HpgkjxwQrGCNbaXEiu2qhK+gtj3CLEpqQlCkMBh2oiaizjSKu+yBm0cf7f6nqWOqgsYV07O3/pWozPawN5dbav5qLW0EHIchUsCFd8ebTsF5N5k8QaZVFr+RSluvDiTxye1Rm5gArqsKqhu9Sf0FQiLtfggRnFnFHKUlDB5Qxc2ij0fbIVa6TGamHlgrdFBpKmAEdKlEhJSalSc5RPJUKhOjwKTSuP0O48OZJWdKw1SCpSuUTCiEWlFOQ1ej4fltmuRd3O/O0Jv1mDgqTUH0pVJi8EN5r7buyZTqkAVIpsIphyvqUse2pHzZ2f0dwVAFOQ1381jdhnrpRI+3tQGLvXzK5HNg2yMXC/h9M9lgNumpC2I7odEmaahwltXjH+3RWuaWm2u5z6YrgFNsjuBaIBCfcYWrr5C0QboptIJJq7CSXiXiqmBT/lUpBGc+73KDuS64ni0ORI5gPRndA05veMCfeQU5dGs8GpozUdKhY3fw3SMr66ZgI8E0pA4hablCB/RuyRLjjQHj1G4uCZ7ZZgWvruSNecSD7k9CBHcsqFaNAxYuKIlVskzMThgM4t7tFijbAdHNGaXJfLWXq5xqrgxj3GHDBzQoLSaYMTC00PXnC7E9r9F6aPE9OfHeouUXeFmWfs1SM0B1J/hx0HuuM9dA1y9YJot5zM19gY8G6H0ZFTOpIQUmNQa/DxBmGL7xVpA0b2qM453ZXsSI2gLhK2gRAivp9otwMEi5k8Mm/g/msSA/Ple0yy+PEP2OQxYYfhNxjqijwtaqFEH0vRBc/7s+zHpX5NASNpdXyW3VbR/AvArOxDMy77L59mpV6dVJ2l8NdFtvcIDaSAaq7LJsVRofXeVGul1XdFdKmzs+5LiUQtYCzRLt9XaiVk0dqCKVHyKKoGYYZUZXiT93Q6A4zOuzqBKWmXtERBxXJSLSJOTZFahqdagsdKBMo68rA6HUqWA2EEnVmkEZ1X8miRrbXo9lr6IyxRJzUVq6pnSUO8gIEisq4thFJrOCozulD8CDhE28LHiy6/6Pq/7kqq3IUjmANDr8SuY3P3P+CHNwyz5cedAf8d1/ZH7DZgbq6xY8CN3zGK4eQt0ZxoTSD2DnP9EvzIYfMNp6FhP71kMlse/jZg2ghX99j0wHYcMDLzOE/cpcA3s+Ehevr+kq1sYDxwin8BtuD/xC7esjt+wBw7puMGcYltGxjlnkG/ZTbCZB8x9pI7/h7MSGz+idQdOLZ3aBS2w1e4Y4+Vm6y73o7IMHB5Y6EXdqcH/IeAMe9JN4bhNLA/zXzwW76Jb7D8Ac//hGmV/ouIi3sk3NIhXI+GGOCgSkotsv8fccGwGx5JKeGdxdqEEwfSMW//jtRf8cPmLXfxni+vZ17sPsLDhsePPSf9hmP6MzSvePV/+APTrefdt4Zu67n+6oI2XfGav2dyD7zlfyPGn3h3usPQsBlfkVS4nR+Y7MRVe8SbiHevsGbDq/41TnukAXFw9zDzdh8Yh58Yf3ikvRroXxxpZ8v2Lx69bbB/3mJuGvwXO5LPRXgn2zF9+feE0P7iOlsusZjuK8QL43ZmspH4oOikcDPQXY7cmZlH8Wy2hk1vsPuIPUUYFY6G+QjxNqI24L+YsX2kke9wwXC4bYgxO5BVBDv2WCMkuUAROrsD4xnenrizE2r/lWb7SBv/Adl/jdE/YPQNx+HEcTxhHvZYueNEZNCAjUo79WgKtFOCOcLDSHTw5xcJUaVVMr3lA0Y8qdkTNNK/PuIuDc51YLbYIWL3A2yOaDfSHx+4nhpacSTjaI49Nx86Eg2TtwSzJegOYyfs9UdwM/pxQOaB/nCHC57GWVJj4YsJ2oiTWxiV/fvfMT28Jlzdov0DcxOZ3ZTjF+5PtFtHc+UYHuHwE7g5kmKDDY7umGurTuywzuAaAyYS7z8QmNkHB0HoH+/YBSH6O8Q7ZN6gk8/F1jUQ7j3TfYdriuG73WDanjAkhv8aSWZDZ/4G8Rbzesbrjt3t7wh2YN/9gO4M7m+vCj/8lcstRprv3yHW8OU80HvhYf7vGceOJIbUCXb+z9j7b+ikZWsabvqXfPnHv+PDVvjuWmiOM308kcQSjw3GRJouEibH/f0bUrR49xeCEf6StqS5xc+vMQrH/R4zD7ixxSaLcz8iLRyDYxoMjw4OjmyH7GdeKfzp4SvmkzLcz9w7w/uuZwoz7eMe0xs2X1zR6Y7+478npInDxTuCBi6OMwnH6eYl2l5ydD8RwolXrdI72D9+4Ha4I017mE/MxxPKQDx9TUx/T/QDN9f/ic1HQ/uTYePuudn+QGMNr7++40IbtuMfmVNCX39kYOTPTYtTw5uD0EwJ//CvuCGx+/B73PiG//TVe97+/i3jZHg/XHBjhCsjuNMj5uP/DP3v0N3fM9kDj5cPzPMtHP8Npgtupr8nKYTwwImW709fIsHxBz3iNfC43xFN5A9jwOmEP4wcQsC9goudYWcPdP2JTg2NXuU6bemCo4zs3Vvs4LDft8yjMJmZiSPh9BN4z24XsJr44/094Vecqb8hEmLijPo/hztKQSLkv93K0DAVgaSEq2pVUEsEwBq9VXJDqrFZ0NO5CCAl8qAU2K3pQdSVnPDVyFusZSK1vgQsef4lC6Ei81ngq0IRJYqjKrScnRpZMqpok2ooyEqdVkEXskCpObdgjpSo1ClC14LOT2R04AwcyMpsXwwEeRznVCQ2o1cWgbOaIkqfiuF1Qa4vCDqW8UlBQ2sJNT3XnKg59+u9DTwRapsiPOZC3GfwZ0BlAjq0GIqz0BtK/z1L5IPOed6RbGTVsfS/CH00nI0cP3OViA6hpr/acjYhVeEZlmLJi0HrXF8jKxSWpc5ANQ6YYkTWcq9mZaQil7IDgoI2gsWCcraZFcGYbJgwWbBXI8ua0CVio66IHN0j4rNgnkpKmGI8rsb2LPBLVjLLO7QYgmt7stTtOCOeFmPFGr21HDimzEctALwy4C6pJcp6klRWxxn9CGER4NemECWglLk1Ut6ZIJlShLWST84KDXlvn818lRcUJaym8DA1TUpdgGW8BrJDzqBJyAXszqiwHGY/I8meFThWxrBfe1Vd6sm069IdXSmS9cqArJo4Zm14zRRb/ATLN9UMWd8iT76vCNIFZVZSCaxXFUWdy79Wba4YpShNaun7Yggsc1/TCBT+uTxQ23ti/dTzGOs+gfNNev4rg9LO91d6PaXHZzAZ60iKJwY5QGShb9GQn3fwvDKf9/sJ3euzlT+youjT+9ZgvPr3kvJleXc2Ki6PCXw6sF+6ZPXzMw9/ssj+ejvnVp7+9mlj5ZNlOPKZe86r7Zcu+dlv1vR69rvybL5+7vnnb3g+/5/7+2d6ttxa02jUfbea7GdPS3VEGMEYkxHT9tyYJhaeFVNNCwFJNEcKqimyQHra8oJgXXdsPd7fvJg+uTIKX1gXGT+Pc73H6v6rclKJhMNwNr4/p1GNEChtVlADU6btZ5bU05iiFX9EOMs09bsaPXc2si3O0sU4+cwJ+bniH/V8rGdkpb0mMK6kG6pyWuW5tshLM5KK/LjwymfzVFM+LtGgrKZPeBoB+Hwe1v/W95Rz64kTtjr5Cm0o9KhztKRDXMnXCz9lOUtyJKvl6TslO/drEe1lXpVzysbffuk8QVKSF6Lx2M4i1sBwRMOAyIgpaZ6SeCQlzGSI/YZ05VHbYtwFoh+R9CNqQkYFx2zIkKS4tEFSR67/FnDjlI3KqUj9EaySn7GRpJYoTY5SrrKoZDCDSTMmBMw0YfF4ozhpMGSAjok7ki2IOIC0RVNCwgajEbUTavZ4ucKJZQqOMCnJdiSzwfgRL4HJTiQ3F2CQy7JkyPqP6AHSjE4ndFJ0mDDG4Y3FeqHdRNQIjcnRGya1OWd0ypEhttQME9sCFrO9g8s96c4RHh34BpotInuk3YNXTKOYMOHTMUvPTUe0G4JeYTRizBHRE0EDkUSyORrM0SE4jDvibEL0BDpipceZJtfBsInkFW0Tpkn4JuaoiWSQ4JFxizohbh2aDE3qMdFigl85tX/DJZWHpU/lBYFztEP9jrP8UZ7XArhZBLdUf8+NCCv5+sn5VgWHKqM3hT8EKoBFFiO7lD1b0MTPIgEkreUyStq/3I+zTJcVhSVFG4JU0FKpe6FadfcauZx5n677vjoXMy+QFY2qHFnk/FXKuiePrqO+z5QtFKvZEGLhpWWcysqpnnjCr5aWOH+/RPhXBano5MWZUCPo8mXJOuA6Uq1Ec2nVheU87t/A4xSYUyAyE9wRbRN2bGgeLpmTMDqhN0pnjlgHtumw4YCL+4yYtw1qA9YDG0u6aRETmWWCyTAky2wc8+UO189wsceESNNErIvcmcQJ5U6Fu2T5igZvHCFOxDSB3YK9wKWJ3TwwzxeM4Rov0KgS1JH0R6JojjwyCmwwCJ2dSWYgtI9oVPrDBX5SxF+iOBgDcpxpr2BrLU2YsKcBIZF6ZUyJY1QwjhQv2EjHlWxp7CO2eZv5fXzEzLA5GEKy7IcejR55eIUJDo9FZcK4EZF5WdnJX5DkFUf/yKOe+GI30e4G0qNnGlqG+ZHj/D3dmy2bNxeEEU5DglaYnadNW7buDda+xcj/TNCRISiSNuj8BYpjSAeCgcaO9DagPoBVejZ0XEGzBdfx8aT8ZCPzeGIaT2x3d6h9D+Ml3cMb5MHAo8P0Hmcagm0YrSWoJ/VXpNT/+gWHgNuAcYR+RH0khBm1kaYbcW1g9omjc+AMNJbGQJciFQsbJ5iHhPQJt03YNtLKBMkxD54QMohNjcEYjxiLOo+KzZEkSQh7YVBFrz/imvfY+W8ws0P1AuWCFN4zxyNumrGnI9HAZAWbEvOcsKo0SZEpoftIcoGHTjFGaVWwBowOOU++GzPwdzMijZChBA45ROQQyGnFT7h5psNjUk+ad5jZ0Z0cc2s5bRQ1DQNbnBnp2hGRAT2eYE7YMOBiRMIWdYbYROhm/PyAxMBx/D0MPbrxpMaQrJKaQJxG4niEbYsrdYviEVDFYjHRYQePmpbZbzLPtAZlRMeBGCeOs0GCsj2c8DHCxZTn7qRoaKmAap1a4txm/ddprs/kd6RhINwfUe9wm0toIvQBMzn8w2vUPzD134AzmLbB/JYM/EmxhxMWuJCZnYFTumEINyQ5kfyI1RMy/YSzVzTmgs419N0rpIdTp2g4sHEjYEiTzXKGB8QyhSw3ueaRZIQHbQmpZxctLinpeIeZjvRcY8Rg5IiaiTl1zNEzBMMYDUZGjMvRIZfThnGc4HRk3yWmrUEiHOaZpnXsWsElj9cL5jQxtB9QAm1SIkrYtoSmI8wHNH6ktxtubMOBgSEpNuZ1qfNAGPaEYJh4AeYnNv6WVh3u1OH9kb7Z07RCv4308QJ39/tcu2vzkWgThyZLDhfRFDnqAZsmduMfaM2GZGYe+0e6Zoe6Db113FiLOTwixx8x5grp83qcmhFJD+zDX2jCl+zS/0RMhn0Sgjbcxw0SHAPZbjdMGTTxVbpnoyOPc2ASxZqclb5rI73OONtgxaHHBj06gjswyB4fNjSnnhghmkTSmRQHjA14c0Rj4nKcCfG/pRNCGrJxtaDM2aBYjJmL4DFzRpollCnnqheXEfpazvmUQEPRmU4lYmIqBuEecIjJAooWJIXoAxkZdiALMJvcdc3oO1GPlNzAOeLiEWEANhm5Lx6sRzUWg3gDsuOsoUkR6qrgViURg8gE1XiQQLQIe+ZU0Po7VFpED6WfbenHhEjefKhFxCBLTuaWLAwdCurSFqH5WKakogmb/M4E54LWguqc6W0gRyoERKZCl6wQZPSNFMdBrYFhsgAhETU537+kgWy07IpA+IAwIjxkWusXud2lENip9CUrTioeYVdodKqLhRyNUB0NfclcUIRlfTiP8ecuk+mSx5QW5V6W9D/VeVQRNQFiqUEhrgDqq/KcleA8tVL6reAiJEUoqJp4U2TSlO33c65XoHYoinkRWFMqoFKLGoNgczSM1nlKyIKkzEXLs/BdDbwWUpdTddiCMKxOiXUuVEz28gISt3meis9FlvRNgZqLVmJRZCrq09aIoLwvFzm/KDWSakHzGSQipqztFMszRflLuQbLGY0ccw+ltEt+9zmaWjPNITtVRMCU6CdbDTTFiZW08JVSRF6LQybVhV8gJ0q5z2SnT1IklX5gcz9Myms/tCAWccW5lKoD9ddcZ0VzUfCqLlb7JiWvcFUU6+85OXzmKNUwvb6/tK+iuaAmCqWQVUaqp8XpqEu9glrvoSiNRpb0Lk+VRlbItpo8qBipnk58cXhVJR2eWgqrklvorfWTGlVW2ykulMXxkb87G5R1+bi+WpensjK7FP1+8u5CRvRJVxaFtXa3pBDRlVF0GeeTNtdK5opWxSibjZqpHAH53rVd4qnz6tzfc8u1gytDyTMb6C9fen7v2Wp4/m756Oc05Nqbnw+2fZ6s6snfT2jzqeng6XvqRyvLxCdj0NWTn1HwKxpd67lbnzrP0xMX1/KK9fuf0WllPHl61bVRakMsTtrV2CTz6mWtlOey48HkUGJjMNZircF5hxHwru7qHAkRbSTGLLfEpKSY+WNSg6mpKqh9SHXLcDbW17NsPbanc7HMm3zm65+7lqVZH6oI+5KyschRVKe8FJCBVMS8ZN5a6a7kQ0hhSYkpz9quUVa1zkH5J0uKpwpkqIakkopEawrACvbIQAJZkMiyWgfl2Rr5WsEJC3q40rJEApj6WaVbHSd5rEukmCy8gGVenhmrlr1gK8Miz2RuR57ljz+fJQUtTMgAjqUgD+e2q/Gy0qw4lRc0tD5dG0tEnKlpF0tdtlJIVir4Yu0okiY7xipgw9TImLIGYl0vlQnXOXT8qjW3XIJrWgS42o5oC/GiJ7Uu/36yTIeZdDqip3t0mpH5Ei6uca2n1U1OXRFG1Ab0pcdYpWnvYFJC2CD0RMlry8oAZsT1d4hG5v1L0mGD94Fo9ty0Az0GM79nPm2YdSY0GSnXPCrH2PIYGuL+wDQMpCYhWyWFwHjcs9TishGXIkYcTq8z2MbNJJuIu0vEGXYPCT+OPMY72By4kiNGOvRSCTvHSOKkCdsIXQeRyDyPmJCwY4nwJoJMTHIE2yDbS3AB7+/AReIXD6gajAuIU2LXkKxhDj3x5LB+xLiB1HyA7Xv08gp7fYHEfc7Hb2ZGmzCdxV55xO/w41fgEjIewQ/03R6MIbYGYsDECUnQHAwmONSdUBNo7h9Qc0K2DdJeMA4Dp3iibcB7oT21dHNLDDAcS7QuNqMh/S00MG6uIAkh54EitEfMr15wQgaTVYCRUGXbhbdKiZyWhpqqljSVeS3RXsUQfvbT6koOkVL3StFaa4thxU88UuV/reCXMUd3Lfuw8NpFuYsr3lr5a3nHMrKyFysALtmF52SjepZxVRpE7HLWaNHJs36cHa1SwVWqi+yTo5czf9DFLFD5XNZRstOi8ujKsCykwjOqSic1rVQoOndEU4AUcmFMJQOItMrLiSV9cAp5WOl8buc2q6wa8pgW8FhN/TuSQXuBWn/t7OxWFieNCkuNoApiTEVvEvubZDcRg/VXWNfjty9h1xG7txyP7zg9bJn3DX3v6Jq/5epx5JKJcHvi9O6SqU/oRcLqBhOv0Nue5vtvSJvI+KXDyEj/xf9Cmxzdj19gVdmYe3yaCI9KTGBci5cNG3NFkksud/dc7SYODx8ZDwdi3BPjj8h1i5OOuXFMrwRnfqR1/8wokSBCsC2Tv8LMHf7jjxgSvnlD8hfoC0Nycza66p5h/B4THXKjNNewuRyxbWKrge0kxL4jNY5N847XF+8ZDkdO/3rCbm+Qa0cynsl+TdIDj0lxqhx7YOqZf/wamT27YSbJyHiZU9RI+ICGPU36X7HuEXlt0M0fefG4pxuVi58C9puRKWwZkpC6jvbqCtNb4nQg9QH525HBXvA27HgV7vjT/L8QmyPjVzNTTBi9wwwz5jGhydNcfoFxuaDuyIj1W4xveGDkgQfcQ8KcGtrJ8fW0xb0esa8GpsMLxnfXDKnlUbbYLtG+ucO1V/TffY36LXQ7TAy4xw+l1tavu1QTh+GOFAyuucbolvRyRP1MuD0gH/bsDtfsTjvSeEuaPpCk5/HljkY8nYScy/1iwHYJe+HAWVKp66nmBpxl4x04h716gYjFfDhAmDGXH6AbGL47MjzOyGmE1qDmniTfEy53pN2W/hjZjpG03RAvv0bHhu7Qo9aQOoMJB3i8R1RpdhuM7ehlQpLFpq+QEIk/DCQTSL2QvOX99Q3sWi7fjXSHB4ZDw3HqSN2A6oh5fcnF5TXDBzi9Axki5rinu4psXk0Ec8lgdkgKaPiRNCfihw2DGr7fJsQEtJ3AW9zoMclxFXIR5fYfTjh3x/G0Y5r/AESizsxpx5iu0CDMe4NTx5vrhtkcGe0t4eQ5fmiY2oGHV29p8bjpDTIr7qHLKPj+AdNHhn5DSMJ0PxFPCS6OuOZE1IaULBwPmOkEWwdbh8pHdP4BExucdrRJcaMjJpjCjLgTjxffkGSmm1qMOraz/W0OfTFId4mK4fv332KGPYf2yOw9464ltJ6utzTt72geel4+tozHnv+yNzxuH0jDO2YduW8OuLGn/eYltPDw0hOToG5GRQibRMTCcIMkgzF3OJ25tA7fGh67Rw72Dhka5NGi7h2YI3r/O+z9l1ivuBdHPqYj/++4hyYiF5GwNbx6/RPzCd6GC7wzXN0mrJmxPeg8I+8cNglydYk4D+//BVRoiDRiObwOxG3iMF4w0/G67XhlZt7HjvenLUqP2Qy0jzPN/8vk7BxXr5HZYD5+g7aGk+lRY3jbvydawfYdvYAPBpssffMFjQjxxZeEkNh3Nwyu5eY/fc0//PM1Ew8cOXHXXGLtFq5v+PI6YSfBjd9iNXEwjua0wR9e0suOVxcjQwrcvXuL4rlxOULooT3hNLKNkZbEi1cjvU8cTh0xGF4+HtnMJ+ZjRxxfMXgIXpk/3jPdfU9qj0j/SHJfMHXXKIFeBxoR1H7NbDwHe8WYlKN5JP6KGpm/2gmhJcSRlBWiXAzQlhDMeBZMqp6tuWYAUgrKUkwUFcEhMafG0QQhZMMaFsGW3xOikZzqYMhtkR0CiEfJRauzcOgQdag0qHqEQ1FkBWiyQCQAA1kwyqh9WeegXFArYSVgSUEHpJz3DYpwpNkBISM5nZMgjNT0Pbk+QA69laJEYjxiXBHi1mhBycWdS8ho7k9OEUWyiLqc9Cvne8ifM6PE/J3YItzOBXEp5CiAXPNCakRIUbhrahkpBoilP2lX+jSgHDHmEYgkvUFpi/MlZQdImeeMODEoTZmb6Uw3qoBpi8Cvi2EVHZBfSFuSI4YFNBcZXlz5NXKlGBoWW5JmoV8l5bRIogW8qRBLeHEqN4sBk+tYSFH881rqc/fsqfTXnu0aT7SS0m4NbcaUtnO6gsWZJZLDpReDQn1W+BQ5WZFR58KPeWxVEWgyLbSkyTKcjTAEBI8WhKcWBUZMNdyU8S9h16mI6LZ0p6QxepKipdAQYUFEVhRl+fcE1VucMLkW+Dpfd82PW5w41b+2hLPXV1oQh2hVeApKWYpTSUPhMVV5SZBisa3UqKHS7eTAmIy21ISEiuj9dddTsfCpsVPLlCyOgPqd1vmQpe9loIvyk7fFqq3FaM7yXSqRZfXZVehFoctK96yK8cowlbtRoyzKl7oagawUWpVlTeR2ilGLVdTEczosP5a4oeJgLn1bhY9kWpV+fQZ5vQYTL7RcP1/S6tQtsPjA1nOR1f0VHaQomuuba6crIeS8VpZRlD0okgF1qzmpNHzSe627ttC6FI2V37DOnl7PV12dT3n6vT6/76nhf20QfdrjZ+18om3rs59/7Z7V3yLnOf7kvqd7h2Vqz1E6T7q+/Pp8rM/6oZ9+9HM9Xj9U53QdTfS0sfXP1b9S/8HUKAhjsCZHQojk01ZTdlCKKCHkNWVMqVFQALm1QLZWg/B54z+l2WI8/4yCunz8V4jwyTPr++qZUZGxiVyLChYj9CrS8SwfLcTLa38B2j9DAT+JSjx/fE4nUj/I4IzcRnWQ6xLtWo1zT3jhk3ZXjHA5Q2sExdohqCtHSJG7qmd1Gec5+uI8kk/TYD0d0OpsrHSB7MCvPHzt1FwWeWVmhU5LEeoz7841tkofqzwn69zsz2hc6WDqmTufZS2BJTp5cS5Vx0npdJVhlrkngyKqg7DwYa0G1M9EC/3sJWCsz067NkI3Mm0coRPmBNEbYkgwTqRwTxoesEZw7Q3GWRo8KSWmFFCb0I3FWfDtCYwlOA+pKfHAipcZa2a8zwCnOBhSahi7CfERSQcckRhH0rRhTkoyiosDzQlSdIzBM44zMeaUKzhFUyKEMdNqShhn8S47ISwdGCXZmeQU6VvwiWY80Gjk1J8Ibk9HwsvAsO2Zth1hNkxB6KzgLGhKaEgZozWZHFllE0kiQcb8dyOIA2dOwES83JMwIBkhm5wlGkeIHSl4xI4IM2qPaPOAtg2m6zHTiBmPzKJEo+ANtvNI6jHdC5AjGh8RE/DmDhVPtC/zWgoRE6EdwURhkkQi4KYB9Ii2Ldq0zPORaco555tkcEGxyTFGGGeLWEF8XkvWHonOo82OFA3JG5JOJHlgLRP/8lWdfqYsv3jec0AtQp2j46vTdxWdgHLme+sTYs2Ty96vUQla66Q845tSeM0SAZGjs6vxfYmSFyiFBJc9uYh0nzChsieLEV+LDpsjiWJODSuCqC2iTpX/M5+SlWywBJ5qiYZd3l/5WeVlK51Yz3TIwBRynn/INSeWPme6KgEtsnvSeA5+WPjewjgzz1rSHMO5k7KwdK3n1gLCqRHvtfZOpXuNhK7C3EouKylql2ixUjPjN/G1Mh/W9eBbpHmBNB2z+45oHziFG8Zhi7rXJHvDdjxizAm9d8wfHOlmhosB0WyI0oPDvv3IfGFIFxbpRtzFd9i5Yfv9C8xk8POAYcj1IRBwF1jT0ZiOzrT0rdC1kVmPhPEjaQzodEDa15jdFjWGuFVUHnDm3zB0JPMy11TwWzQZ3HAPyWDDDmlb0D3YAXUDKQRCnDHBYrZbrHe0bUBcoJ2hCYYonti0ND7S6gP7B+CDQGqQbUCtJ6QtEWFIPdZEYqOY0OH2N7jJ0MYHks1pCtUqaTpCekDkWyy30PwHdLNjO4CflGaf4DYSu8TUgvEet9kizpPijPoJeXkgBM9xnNnGB2z6/2AkES88KYG7HZBgkVmRZHD2EvWJFA8EtRjjUWsZmAlAMyruwdFh2CJ0O6X/eubu254PP3QMxnLvPd6fCLs9jW5w9w04D9sbJO5xj/8J0virV5uiTGFgnqELL7ChQ7cJtkr8KaEfRy5Hy3bacrK3nOyBsGkZty2ShCYkkovENiAdaGvBOJBNcUJsEbE0jUDjSdsrBIP9aUbmgPEHaPcM4UQ8zngNuMGg7QjNA8l6wqZnaxObkJjFM7QbmHt0viQQmWQCnWCMiBHctgHraAgoBqMXSFL0cSKhMIG2huOLLaHbsAs/4Q4Dw9QwBLc4EDfbjvbNJdNpZp4m3DRjxgkXRzq/ZzI2F8lNEU17NBnS/ooolulVAh/BR8RAE1q8wjY2OBH8q4C7GhjfdshDh8YHUpyJpiWaLXNM6Bjx2rLrNpycMjY2pyC6twxNYH/5IyF2hHmXCycPFqeOV9uEcYkfug1TMoSPkTAq9uVE2ipEm0GgMaetlnYDnYf5CPN7JF1icfgkdNEQkmQ8bj8zXtwjCu7kcNHTniQfWb+avQniOhDL/RiIhyPR36MmMnXXxN0Ge2kwm2s6zZEnx+C4fxTmNKD2luBmaCY4Cf19jkYaepsj+oxFLKRGSWph3+cUje4jVgK9sTTGcNftOfkBv7/C7j26OULzAZ3eIHODvR5w24nTdOThdId3SttB0yu7bWIvHY/tK6wK9phwLtJcFNngYDHBwFWHGosc38E84cwLvO2YSQSfmFpLnDs2zvBKHI/JMCeHxWPaGX9K7D4IceeZXm0R3WNOBqJl3nnEGx76Q45I6Xo8Bp8MJhmc3WG1IW4MUYXBKlaU/scL3GPP+9cDp6sHjl7w0nDRb7joZ8y9YA93jOJxc4edG+y8w/uOTR/QcSJ92KM4NpePROsY3YlZEzcRNij9JtL3IMERg6MbD1zGmfvjlmncMbaBIQam44np4SfsZsRxJPUXpA0gimfCWoP6a4J6TvMFE5FJIJn/lpEQi+I0FaNDQXZXfS75bBTXKoh5lIDoVP4V9Poi+USI81lR0wRxX8xB6+KGFlOULi31G9AdIi2SstCS8+FPxdClaA0dlxHkPn+WsrBYc9mL3KLqUd2QC9wdgVSEI12McloMLbVuhVSHQKIo7Z6cXgjOqY6GothdoMRi8I+kWt9A5+KYyTUyKhKaVFB0kp8XKU4T0y16e+YiPdlZcwKyYqSmzbRME8iMFlRczgcaED1ko14KuYtLmvwSem+OeXypB3UZoCchj0kALvMQS1FilRMqh4wYrAaMlIt3oy4L3brP48vxVwWJSqbzLyHTQzobJAD1TV5ucWKdrisbN5rFwSACoiHPdyxoIQ15CLYi2Nvy/XltKzELBCLF0UauBWFApNRIyFX+SmqGHA0iphRHro6ZJad+dQCEImp3eQ+ZjNqUWlw61rDwigYta33ZJ81Z8beRmjpHpdb2qApTTcOQjRgLygktDiSLpr4oX0NuOhUCSKFj9ZKXiBWiKcaKqlRVtFiuAyFS0ljEjGCCbESpRcS10CPbcnO0hpYCU4uBJXlqGiWVHJmCAj4r4TnqpObaLY7JWJx1UpH/IFjQFiGiDHlOUnZaqO4+Y1T/a1fp+6L05ak7o2PPpuvFxFNrdywGrnJVBJdmhJdqNcCe28nULs+Zis7XM2+l8rVq0lo7GZYXnQ1oy9Y6Pw2gpqhqucOf2ibrndVxcn51eWfdjzXKoyy5J46TqkfrWQen3PPM2Krrv8u+Oac2WmuicC42vvq82tCSWb0/fy+rPaTnRsotq3Ypxj1dEvMs0SiFaKtenPuQHWS5vOH5vdm993QB/P93PZ1fPSv2y4pZvnn+4OqXz/Xl5/r2dJT1M2VNd1ndqs+e/GQxFSPI6t76gTwfxfPr/L7lvk9u1tW9q1fI08/X/y+HQ5lGWd12Nsos51nZnzmC0Z4jIZyhaQzWCq2zxQkBKSlGZmJSQhCIirF5dRixJJHsHE9131U61BUjyzRnMp0NJE/mZvlVfnYmP6HmUph6TUw58/vlxmqwqUjZChpg2TvLbD9Zj/WDNe9bYLElqnHlIF/PvsRlLz2ZU63OZxY6ZQKdHRN1brWm2Kz1eJZmat+qvFCdFcISFWAUmFjAGk9ZSzkLa3SGPKVfbQclR4oCS0rKwhypQJBK6/psWts5yRGNJfpwSXVSmnqyxIszYb3PTZ2naiw02aCqZhENlvoQxPz5GoldUyBS516pTtW6X3Qx/OmTvv3yJQQ6jFisdWAN820gpBncJdb0RBmZzECcO9I84y9a/LUDHfF6RKKnHXpkcNj7Heo8ob9CkuDnXMNKwgg2EsyO6DowB4xMOHfIjmJJTKp8iDOPIdF+2OHvG2LKivscRk5yYhBlMpHYdsjF15CU+DHL7Nac8pKJDpqJ8c1fMM5BbDHB0D8IeoRHbQnWctg3DFOA9weao5I2M2N7JJw8ySgdngaHGTzm5EnNEbu5w6nF+wY1huA9OHDpQJSJ8aRZ7O1ajGlppEdEmJqImkR8fMz7KfW4ZoPbRUw3EvaXpKMn/SCknwZMu8X1OzQG0mnGO8tmUpKZ2L/8iGGmMQLqiacGTZY5JuKcGG8bCEp0D1i/JzYPYEb8MGCnQLobSUdwCay2OHcN3QVzF5m6D8S7CXkYkdZhti3aJ7ieaecdNx+KLuVnhBM6viX+JieEntdtTRsEVGP0An7SLCdCTm2hyIITWfZWqryigFxsdVQW3lvyHVdH7CIB6JnfsTwBT15gUuaFCZBUIp4rqr+A9AjkeoaGXAMNVFMJILRPj1aRpR8ZhMHyewYK5D7lyIia/remR05FfMk8TktqqAqsOnP+8lsq9RSNomKLnmbQmLJRsPKrAm5ayrZpIqWRM5/JraqCRlOODzk7RdbX4rSoETSUsyAujhit6ZnKOSRpld5qQZNZxNRaEsV1aSrd1nP2y5eIpd3+DtNY4p0l3SvzaWaSgemLQHitxG4kNXtup+94nN5yub3h5suXHGViunsgaMNJN2hs0GaHIpgPCdd5fPoPSEyE8YEUI4+dIrah764wtmFKO4J6kBHPO6b4I/u7R0IwWPeacVYmnXl/uOMgE40NdG4mNvd82CRCaLieXuCSpdeJOBw43f6ZJIa4+wITPH94uwHbsTcfSX7i8uKET4qGG3S6IKYj2MCDv+Cu6bnUnt3YMp/2DKcfCXOHveroSeze3aMSSDJybDqG7Vc0zYmv2u8IMvDT9QNz9GzdFSKeJrUwWaJekYxHrv5vmC4hw+9g3BHfj4yHmdFaeGOYzYlgE9v0O3YP/5Gx6TiFHiMPvGreEkzDGCzNpHz7MKPR8/rH3zE7w74bSGKYb+/QMGL0b2jwbLoJL0f0bkBnw7i54uRbfExY0+AvBL8RZrYMPzjGcIN59YqreOJmemTEsleL4lD5c9ZTo8fNE9fHkZR+A28zYK4NNiky3mHGPa1+j2sfCZ0j/dHBsWUYeoL1iBX8hcG+cjRjS3vcMPV3zFe35LLom+z8CTeIB/Pv95AS6WFGVdDwAaNC159wTeIYG8L0AvuHI/b3AY5XpCmxC6/p9JJhbpiGGZLl5LbMThldwvQz5maPuJmmPZH8wBx61Mxo/x4rjos0Q/K4bZNdm33KcuN8gWBo7QkvJ/x2xKSU5QlatLNoK+iwJ/0QsbOlf2mJMTDNkHyHHDYk8TTyQ+Z/+hrEY25eY2Jkc3qLHpUH3ZCsZ/vlSxrj6GdHKyPiX8CmZ2QmToEwOMJ8hWDZYun3B/r3e1w3INsjZh5xR9AT6KTsQmL7XyecdTTOI1HZmveIRoZxi86O037HEA1x8NnGdRxBE85cY9lgm0D0CWP36PwexiNmUtQo4SoxjnB3iPQpcp1gOvY8xC8QHbHzj1gmnPsR+xtENxMj2x++Q+bEw33iEC7o7Etc13PzcKC5G3FfbrF4pvCRo71FO6W7DERzYjg5Np3jst8Q2467m5wtwz8mWuv4enNJFOEH9YwJ0D1OZ7wecBJJ7RuC6Uhtg/oBuXmB2fRsj1u645G923Doj8TukVPzwNa/5OXmH9DpI+nwHR5P836Lx2CvHarKPiVaE9m5DIS+e/knYhL89R7xI1eaCzGP8xWHdE33rcF9L2wuEtv+wGH7yL/uDnx4dIwnz2a3p381c/2YePN+w6SR/eMPNNwTrw1OGm6GK1LyPG5bVCPdhzucwrV5hVHPfhw4hBNunnApodISsAR3IlzOOfWoec3d9mvur77AhByV8mqe+R1H5nRJEzaoMTxeKlPfwhdbjvsL3v/4ghgN7eRxEvC6x+jMlBwqlo/3O44nwyH8wOCO/MV8yQ/mhvG0Yb43tP6e1n1k2wQu/2bHne54py+g6RH/HgkGO1o24ujnBo0WGQJiZuKrR6KJv7jOfkuCMEBzCDklxY2A1rQ42mRBKRVHhDiWUFM9FjmgQgLJClGcsyAkniyMFKFQZ7KkXfPlVYNPzuEqdIi25NypiSS5ALRU4Ulr4ceSIoqikGlNT5PITpQO1U1unyoclXRTUvMPl6vu3sUJUYQiYxcyilhyNMNU+r4BKaG4BDSVwr9MoB1qrrNAK4WmqSi7Jjt4pBYQlFpUOtMuF89ugYJyos00jAKxpOGRomyS0eC5sGBEGAtKqC/6cEn/IyOoLREunloIeQlRlb58brNAawZUhmxUUYHUoKlb2hAGkAEVh0pbEO220H7gCTLlc1cs6y0Wy4zLOUA1DajOSE0DYbIBXUxNrZTnX5QzQqcgnc51C8p8VedBrTvBjCaD1rBsU1NLuNxu6sv4jrlvpqIHc6qiaqPOelAWfM8GoKbQeiDX2hhQtZlmxSiRjTFVaK6o/xzirYbFubCkmMCVdXzO7SxSjBJaHG+U9YqANmSD8bjaB1WJ4owe06xSKbKiUVWSqvEiglhE2kw/nZFqTJJ8OIpIjkhQchGqJR83i15QU4AsRo66r6TMV9IS8VAcGxpzn1ZGq0xyR65JEnK0DpqdlBhU+3PUwS9cuvp/pqcU5RVqRMhTo9AZM6uwoMLPLoHcuxy5VBTaqouu3paqipeqjacaRuuCynTJEWLZ0PSpeiirrtdn9PwrpW2t9RU4Z9lYjaI6G56kflmcD9U4WsZZ+neuQfOEfM8oq4sjR6U6IdLT/lMcCIuBbGXwWxx8nA2C9V1rI+ni/dAn3322W4UeipyDCJ7QT578vRggnqRKePrUb1Fk10997n2f3FMJ/FnUnizfVyPxJ5EUT6jwvI2zw622L+dPP/P859uRdVfq+vtM3/N+edbysrfPH573y+eu5+NbtyaraZTVNwXDWQ3n8vSpuhek3lOcEcYYrDVYJzhr8P7shNCU0dISc15N1YQRU2pCFGcGcibOus9yrvhUec2n6+j5+NZc55euZ0Remi2Gl+XvdKbJirudEbK6PHYegp73IoVfA7U46JkNlj8+4cNpkRNz+xWV70H94pR/gv5fHDSc7133bbX1M4o/lNtrGpEaEVCcpxI5R4zmRpZxr6NBYInOWs6C5bXFQCkdS3RFrVH0hJcUWqXz2tQlJVniXDBXODsuSmTEMqgKDih7RUr0YMqFz7XKJammpKkggmoNlPx+qfSpCOZK27ouVrRmTfNfs+bqJSRpyWlZc6rVuN8TjzPu2mP6HTMdk3iiemJsUO+RS4ebjqThEdENfu4wk6E59gTXst9eYgxYN2HUIPOEGmVur9CkmKbHiWDsiJWcgz4qPKYZicrNqNjoSN4RnSXElpmGWQJBJpJrkP4CTjPx4YixOYoDwKZAkpn5KiCNxU0dMlmaDzsYHHs8yTjGoUHmSHO/xT2MzDoRGDNCeQZvHd4a4tQSxw6zmzC7CWs8zjZEK6i3YCMmDaQ059oSxkLTYsTTcAVimO0jyUyk4wlCwJOw3mK6iNnMcN+T9jvSh0fSxz3cGOyuI4UJMyl+FtqgjG5muJhxKD4ZmAU95vQJgUQMyvjo0ZDg5oR1CXWPiEy4OMOU0MNMGgVrBTEeo5cgrwj+PcHdIfcDcjohtEi3BTtjro7Yx0T7/WvUKvH6iOqRGO7ORu9fcy2HSuXrZR8t8kBB72tNOerB1GjrbIw3QsHdlA1a+ZvJ7S2pMIuemVPiroURqBFMPPtcVAvrKDJK0mzMrw6SJcK2ytilgLx2hSfV/XiW//K5YooxXs5H7Eo20iK7ZLnlHFGuBSh1jowzy3dVVj+nkqujyDxtOakUUIsm4Vz3KKcdRRSioDHLrlp18EUukPyCaJbpO7+Tp0elZlpr0bfOQKTiRCn8+qwncR7XwtqLc/vcYOGlVVf+9bKbiMF3L3BNx3j/CNNInAMTE+E6ETtIfia5E4+375nHP9O0ls5/RTiAuR/QCGOoqWp6DIp7DNjZYbtLJA1M878QGHloQL2D3SXe9QxscxoT7rF6ItzeMRwfkfQSsReoHIh64nHcc59OvPSPXDR3BIXHTnDBsT3u2ATl1XRiGh/5af9fmI3l0Agm7XgVvkasYbx+ZPYzvRvpNBEfPGnecEqJYGb2/oaDu6LTDhtaxuMlxwePsQ1209ANcH1/IHFillu0fwPd3+N45Kb5N0Y58v32AdWGtPkHTNrgbjek4Ajag/Gw+e9gs8E8jMgQSHfKvE+cXlnGKwM6IWmiOf0jcvw/E6JyEGXXvOeyjxmeZrM++uEUaGi5uXtF6BzD5sRMJNgDKc0YBFFP20QaMzAdIvFRmZNh6BMhgTGe6w24GzgODcdbi7Y3mKuv6U8fuYojD1j2OJAJtT/lvXBsMCGxneZi5/i1Cw7MruSfeHtATok2fkvjbpm//JpwfUN69MzHlhQsRHC9IFcWf2zx8YJkT4hP6CSEfYuNPWa6wDQz9usHVCdiPKFTQmNCErRNwqnhGL8izR3uS4PZBOJbQ3owNMdrtuMWE9P/j7P/XpIkSbp8sZ8acRIkMyuLdPewjy27u5ArEMEDAA+A5wZEIBCByAp27927Hx3W3cWSBHFmZoo/zMwjsrqnpxs+U11ZkR7u5uZGVI8ePYrMkVkNo20JJjCbGdtGvBkwZsb7E4tJhG2b17fugFFhs1g0OdQY1Fp4vUWdRx47zOLw9gDMmDYTLcQbxLqy7gnMI2kYMbaj3fWMoiwi6NRgTluMLFh5ALEkdwPSYra3+DBx8zmSlsh5gWAd7Zs9XdPSpAmPw7kdND2eAbvMzFNPGAXTRHoX2Y7K7vNIuhViZ5CYMBOraIWPie3zgjQRfW2RFLHmGZKyhDuC9kzDnjkYdMnkVp0FlYj1W5zZYX1EXSSmAzEckBCy8EinxF4Zg3KcFImJzSyYueUgbxE9IeE9xgbs/hnzM5jp63BLkfbzJ8wws8QtZ+lp7DcY/4rd8+/Znj4j2y1stoT4yGSOeA9NnzgHYZkt4h0baTg3nuNOsDNsnoXOG+43LTOOP+iGRQOiv8cwYBlzKN5viW5P8hF1LexeId2GzbRjPwbS7sTSnBn8icU94eyveeX+PcvwR4b4GTd1+OfXuFYxryeCJoYpK354OwMN0/4tCw62/4x3C5t5wdrIeO4ZlzvsJ4eMht3ff6K9OXPsjzxunjifd4TgoBtpvhrYNC33y5bhPJGePiN+YL4xtNHz9rxllIYH2aA6sTm+p4vKm43DSsNheWYKC245YtJCTHuSNqT2RGpn8DvE7Di195z3b5kPjywnQwyRNzoQdYuNLUEcw8ax7CzpVccoLc/yGlFowxkrZ9qQ6/gG44giHE5bptkyNidm+4mj+RXR3JEmIZ2E1/ZMZz/SfbWhf7PlefQ8DT7bpOaAocXPexDLHH3mTZwSdIF0M5D8Xw+y/oIgRHF0BLITlLU3V71dSSAj2WDKG3vezwtDQSu7w5FZ4XMG+qEYcw7RTV6Y7CnfMs5lNhRt2ypJQ76fmpmaNSGV2WXmYlc40CVnW+CysSkWNZvsMBadeOFMTRvNzmeTQQEFJSFpyIZblZ+q98cXx9OAjGiRJroYNQHSuRjEjuwob/Nz6xHEIjrktocKJ2xeGF0qd7lNUtkfRyrgW0GVRFNAgixphbNksL9Hq/4m1ckt/y1GdX49JQvATPl7ti0GdQs0ObuFnBKmNAUgLIBckS4hVUC7GHumavA7RFzJWg7AiZWJ+teAumIoql3KqYXNWNncIZbhWCR71Od3I5Xpo7lNKoWdU9iBALJkHECrAV+yFHS6SlfODNjsqFcQ4JSvZ5YsdUQiFyf2aC1oXtO/TdZ9rcB+lkqwoJv8HqrRaypDtN63XLcw/3NwaKUSlXHsCvCQUxu1poMrWUahZBxVYKQy4KXMYSnTPjdNoTDClAKg1HdUsRdJXFiW5T2ocB1UyXO9ZMlUoKjqT+cOWB23CuxhJWce1SQLoEb+JOZgpmiW+dJV27e5XLOCMDZnSBBzsC+fxxUzavjr463evnTJOl9Khkv2bYtnVPzHFdwsWSfXAh5aevqCjV2xupUMrq3XyWmSK/5agCnWtlywn4uiUPU0L4euAa/6+YVlned6+dyk8pm7XJgLqL6y32smWM1OWeW5Sk+tvvVFkmQVH1kb/KJnX/aOXH6u/mjNaFqlC9a597KFq8MtF+B8Bcu1QnZXbQWkAGnV/ayfr49xJXm1tvcFIP6lASfrvdcr/rKUmxfXqs925Yp/8Te8kJr5wbEONn7Yih8b/z88qwzH9Tv5jB8zXL8AXb68qv7YeZf3Uwey/uCbl0AVvJwH+bm+zAGqbfvi+X4wXi9tuAoxUAtO//AByr2lnGNkzYbwzuGdoescRgQnQioB8BAS05wBF2MiRsn1IKRkvyVT5Jl0HVsrqPXi3f+F9eqiKfWTp708am2mmuFQbIQKxK9gTQmyrQHeiy2XX+MV6CQVZKtrSDE2TV3v6+JW/1mIAOv7LEB52VdUigznet0CTq0/U/aOSx/oGp0qIOV1wHLto2o/SWlDub+BiwxR3i/1mgm7yinVTbDImazzr14nXd7JC+Cx7tlpPV+qHOL1+lLH41oI2hTN+as2qM0zUSr4lzOIZd1TWe+vNcAAeR+UYv/UumM1yFADgTXLsTqnNei+SlxV0PBqvPySQ0C6gDphVI9OBnNONMeAbD8i/QFvI9K+QhoHNx7ddiAxyy81SoyO2d8gLjD1uZ5X9I+oCNFKzjJiBLU05yzplexnghnRjSK+I968RtueuT0TbQA7MMsHlmnLct6g81yrdmLmMyE6ljkTR9r7BZEz1n0GbSC+ywDkH0M2xXqf55QbkDbidCDFiF0aZDHIjSVt9kxNYnKWhh5nWhZjGI3F4DFiQbb401eoWTg3A0pEF4eoICZirNA3WSM7vukQcchHg4wGN96iEnH9E6Yb0XgAhbAo86knLg0Jj+0XmldnzMYQjEW3He6mBbOwDBMhJUgJcQa77YgJBmty4cH5MwSh234FyeJ3nxEXSNpBarF6gxPQjYFeSNGhanAR7OmJ2C5o41GZ0U3K2D8uB25PDRIU2T8TZGHgEWGmNfGH6/NfPIrNq7D6Ymtmfp1zdeevE6cQtKQSEXLWQZ4iup4JAsmt39UyN6TOlZqJUObPajtB+TxnFuX5n/eBvJ4VKai1bTUoW9eUTPzKfidkAtGV9SKVvFT3umpP5QDrKrMkkVwfcEFSvLRPNZPfAMgEGS3rltRE6VXDQ0rfrhtkaXdeQ1LiEgDg+jwtvmjxXeseUj5HJWdIK4U4pmV/UtZagCmta10eDjU47Mi+VyUcWrIvaHIf1ywwStAJqLJ8F5Jh7ffwM/fT8lgpkj58TxAhhpGYFjofaWzLG/FYtRyGkZMO2NTQ9L9hWL7iz8s9s02MZoLYsI17xtbx+GrC2EhvTmB2nKe/Q5iQ7b9izELTOJIo4+GfmYGd+QbHhsfFMKVcADoZR4+hlZGjCCfp8H6H6/cY/WNmRTc7Gn1DkJ6zOzKROOsMZkHfbjGivGoPJIn8IbxlQXg035LMGXO+pws9uiiazvj2wCs/4HRhv3yg8+9YzCuCGKLc4po3dN1XyPYjw+t/ROINZvotm67nd3ef6eyAnxsktnzd/g3Rtej910QRNt0n+nlkd/ieFALD8S2nwdIdOtysTDyzbAZYJtxD4Cbt2KUtcxQ+x08s7QPqv8f4ROsjIXkSW+bNhsd/eIMLLfrekXxi+OaBZBf6r0HCzPz8LZw9cXxiNiM654LIb+Oet+EGawO2i4zPn/j90yOdg87nyiSzRFJQZmlYBJyCcuSU5uz2bgXXK22XML+gJoQRuHGZNLJIxr5Ct0N7h41f0Ty/Ijwp4fgJ5ZjnxPszen7I7PwpMHYzp9t7/KTsDhPiFLnxqFPCt4JRS4+QrONjuAEVbtojYhLu1iKNJdGhQ2T3GPEPifPdJx7vP+CMw6rDupndZmaygsxCCgthGlBJTC4QVZidJeI4LF9jkqGZN0gyGcdzsPgRdRPdSeDsmdqRmAIHlGenYCfEnonjQJoHFrvlYHY00x3NfE9ojxw3D/Qp0esRQyrxR0+zuy9J0Q/YMGLShETYGks0FtWReUo89w3Ge9rhDvtxSxePdN3Esh0JdkJGi8wNpA1R7sAPmHAimI7n3R0mQtMl0tLB+SvUCIt8j1il2XgkgY0zqsJms6NFGHdZMotDR5whtQ/QfKCxW5xpOU93hPGWkAZIA2maaOJnUtrSbO8xCLNYTL/h9RtLHA3TnyyKZ9r2GPvzx5saWN5GTIj0Tw6mhrvvhP59wjYTwZ1xoccNijv0uMMrkgqjGZHthptXGzYasVOWxgyNw2G5bTs6EU5BSLrwlvcsCoPcomaHtwYxM0v4BOmJ433kuAF9CDBGwnYgNQMbGWjMxGEXcW8d7dMjfPrvtNNCP9wS2obpVw0SA6+OEFiY+ERnhG7ZkKLFTu9zhVPNmabHJmEksdFHNh4md8OYGrp9xBtw5obObNlqxIYlB8mmLOM+bmbO7cRxd2aZNsjx/8KSFt7Hj6TJ033uUdeQbr9mMjMf5VsMgm1+Rx9bluHPTMuJ5XwiLQdC15H6LRtzy44t4/O/MM//b4xrsP2W3cnAM7h+YXf7b4S0xU9vmWPk/fIM0XP/FaRoOGtA4oQ+RSyKfdVhfMvB9hgc6fkb3LyjvblBWoe+foT7Ey5OTKljS8/mU8/d/I6vxl+z9O+Z9J+JSZlV6YcR+/mJgOFz41lMQGUuOOlPH78gCFE2cIG8szfUAk/ZGMps8jWtXlzJTMjs5/xpcbSkpKzLuIIFuWDKFgiozalIhFpA8WKQSQkSqCpqc7qqxAbUFYOlFKASlzMPSvqniEGtA9rsxNUCgjqUNgZWWZprR7Jq0Usu7IyWIsa0hcE2gcwotQ0ZnM/AcCiGqyczbjrQ8XJvxnyfVAxN05cungFF5YYsa0V+Ls2FuddikQhagyEaMwBgNRveKYPimXlyBXgUA8xUQzcVJpwpxYltKVKZcrBFSvHCpKUQNSEbmpU0mTRr+FWjUGCto0GVDCrjR4/597ay/3/iqEaoqU5weQ5Tje30AhzVEqBSO+asiCr5pJQghJBFvNPFiVByv0tb+vBMzaLIabueHGkfy1iIqKacAWHJwHcFAMRmQ78WmZNiBK+gfgYolKK/XZmI1VdKpfBvqvOpgBjMOXinS2GF7siebw625BodJQskUYD3PO9MZWubGjYq8me1HoUp99E8HnUtDF9SnIujsLKytBQbXYun5/mRu6DK2vgyzkqWxcUnK//JrEQ1GUBZmfgvQJf8ziR5MCMiCyoLSUKWRqmOFeU7pjjO5P5fXYsVNFtWV/LnHBdgmfIsq+dzwcDKvVcHec0UeAm61iBDDQPV09NKodWLY1ezLOoQLwD7ykT7ol1y1VBdszUqYHY5vWYp1KJUawZEBRP1yum99MDqyK5OI+XSL0C08vMqPXLVZ9cZK3VbWG9RJY3Wsy9t1nKjdcysSFueK+tappesncoMrt+X67fw4sLUIMvLEaHFwX0Jc7/oFamgRZ24pTPrerJ+4//f48vvfvnva3C1fqQvT//BsvqjH/6Fe5T+u2AZL69P3e2LlvY6KWTtO7ieHz9s/eW2X4QTrqfNj3/wF9p89bJfoFV1/JUGycsWyFVXyo/d6noqSK0JYbDG4JzFe0PbuKxfb4QUlRTBmJST9jTm+hGpZkKwguxSWasV5dH6ny/exXVH6hfP/NPpIV88S5XBrPrDnov0RA0wl8Lda6dc3VuuTk2U8+pCULJbUyELmJqVUJ+tXietl3vJPC3PI5ZLwdAyl9cgRK2hZa83E9asvEqQWZmsNdusdlDex9ei11W+6KoWgpbva9FqvwQfroNcpd2SJQ5rVkSOVVy1u9qOa+YFXALnrGMx/2iuNkF92Wer3Zvtlst1S2aH1gzN8rU187PcyJRxH7NUqtr8rmRlfeulP03NgChr9pr9uJS2XgcxfsEhCl2CJjJHCIthOyjuHCA8oqo4e58LvLaCbQyzaZhEwWa5uxQcwW1JJhBbgAnRBxAhmraACzMSbHaWZ5jMI8lMZF/DEJueuL3lbAyzmTBuJtgRJtDBY8KMSTOEEZmOaMhBCNcr7Y0iMiA8Z8AheCQY/HdTrmvw1iPOgn0EmbHhMz4umLBHQkPaWpLbMseFMYGjxYlnEsMJS4OjkVzU0I2e2D4z9M+YqNjZFTUzwVihaQXtDMvrBpJHPggyGey4RVD6jcW2kXk5EWNiCsIcWgg9aIttD7TGEJ0lioXeYvYWxoHlMBLmhJ4D9B7bNiSESSJJEnZ5QKKj6f8eIw1m8zlLYJ1bNObaGE4cqZthF4lTRwge4gkbDmXOOFSE1KWiMmpzEGIogdLtAdWJKXzCEOmN8AtwkzzHgVxXpcydaoPnE8pWUedTKu0qGfmax3qeoulqPlHsecDUIsd1jKeyBZZg51rTpdhdptR00Xr/PM+ynxqRWgxeYPVb1n3tUnwZdM2SXadhkSRdTTLVMr+rLSRZlsjkdU9SqdFQM9WUzMYWQQsTSOPFN8zP+4XtWde4soZrJV6lLKu85ujVZaRK/rJQAwHZXFZIpV6FFNnLaluV9bLKFa61ItZGlDWsFANf/cPVR7+y0eraX7PAiFd7A+t1pe7HP/dIifT5E8RAdAvRJjqXMLbhDstGDf80nfk0j2y8x3dfMcpr3qeb7NeakVY8m7QhuMR4O2PNRMMBYsN5vMOaiW7nsrSOccS0MBz+hCwDbyz0csdpvGOOHdptSN7TyMiGCcQz0IC9xbfvkPkBMy246HH6hjPKkz0TSYS04F3gdtvTErhJR6aU+Ke4cEKYzXtEzrTzr5imV4VrN/LGHtn4Mz4dmRYhWkugJYqQzB7jXtH2XyHtJ8bN73Hz39Edv6FvA6/2T9gUcKPHpC1vm3/H3PY83O9JZqJr/oSdHpH4iThGns6BY7ToyeNnWHoltCMyLbhT5Ca1vE13fGeE9+YJwx8w/n9D/B7v3mJKzYqp73i+u8M+e+x/daibGO+ekc3MzesGGxf00wfS0RLGI0km7NJhteEubeniHmcnrFv4x08D3z1+z7tbx/7WMRNZJDDrliR3GCw2WaLMDLIgFtrWIgbcja5T6+ccBmFnDcbAQQKzLoR2Q9xs6MNr/OkV+nwkPT+S3AAuwDjAJ4vIgiOhO8vY3SDjjD89wSYRt0c0CfreYMTQ3QrBWga9I6plbiLeLbgbi20N0+BJk6M/jGwfI4/vHvn+3YHb04bd0NPZmbadENOQloZ5PjMPTySBYC3JWkLb5qDQfINNBmaDVcEUHG9xz+AXtoPFHRzcBGab+AwMDjZ2zvvYMhLPE0u7J7Qb9uMrusM3xN1Hzu0Bm2ZEp2y/4zDO0WxvMTJjwntMHDAsqFr6Lu+J6TQTlsR818DG0o17/LLjVRI2rWe5mQmbAA8OHhtGegaXMCFglpnQbThtbnEakP5EnBuiuSfpxCCfEIG+6zHJ4ocFm6BrFXGC/jqyNJH0Tx06ONR8QP0jjbyj5ZZ5eYOe7wjmGZUDpPe4+T3ONvjNBmM9wbf4refuG8P8JMx/siQsc9chzc/fTNXAcp8wJLpgseq5+QDdObH8aibeDbgQMCOYc4s73DD7kak9I/2G3V1Pdx4wDyMYJfgeUcvet1jgHBdMCrxKn1EMj/wNwVrETmDOxOWJmBbO7Y7jvqF5ivgYif2I7k/004RbZmSTiK8czfGAPv4zftmxm95wbh2ntx45KjefYdEF0z7QqqeRV6RoMPMnpOBoUSJLk+3md+mZziU+7A2D3RJcQI1iZYcxLXt9ZB8fGJ4t54ct3MxMr8+MZubkRvTxHnn/X4j6iYP9V0xy7J6+hr5h+eo10Z95mP4ZkwKbzX/C6SuezAPzNDKNB6JOaNPBtudu2bOPN4Tj/4f4/P+gu//P9K//V4IKyzHi7BlvPxLTV9jpbwnDwMPjiaY1/PatEMTwOBh0mmmeIx7F3TRI33GKLRo97vu3uMOe3u7wWOTtCW4/Mo4wTQ3yqaX/3HGzvOPN/J84B8OT/DOTUQajpHHCfvuR2RoeX/ekRmlluSIw/OXj5wchQnVGq9NUjYPs+ImpDPTKUKgGYNG1xIM0Jft9KcaTL9ZICR5IyY4oDHKp7DBu8t9SGdy5cPCL7Iz6h+qfK5gKMGeDJvMTS8aA2WaDKBZpmvzNtS2XixWWfEadwVRDqgVcZnckLYwLQw4a5P5RqYWPq2Es5CJlXO6nFmRDZt5n47WCjllOpxilUmScmLNhWkCIzO7PBpZWpnvxHwUtvmU1Xku2CRHlGYiIreycbKyveE0tcmxK2q+eyHUzqsEsZBmoI5gjsAPaYgdngCAHSPRieMom98NaKPIvH1oKbld5n4vGdGHGFNBGCrCQger8+wsQXxhIrjgEqYIPrlyjAiW5AHrVCpUi8ZSDGKslzXpZJadVaswGvxbJLxPL85bn13x/kbSmcq/GsSngjc7FCK7Pl1smddxJZVoViQZNoFMOSBTQXiqr1NjiV2RmaGbxV2ZVAVi4mPHZME9Ak7tq7bPy+wJGZYO9MF6LpFDWgGV1fFZaUQlurQV6UwaT1BanKvoC+uXsJq0ksdWpCcU5K/0hHjUOGEtWhF9ZU1KYqpqy1JFKZkOJzNRAaZ5XzU+OtS+Pl3JJ1+O0SgiVf1VHquCHWjKorlHN9SfNQPUaO1lvVsFH4fp+ev370q8vsdIc/KMCm1wylLg+R0q7YGXYir5kuEtdH+o70ypHcrl/DdpplTy76pMX46U2vjp2F8/18riU6/2gl4qDXiNX6yuo/X6l8bu+/7ze5NtdAYYK8sVdLsWxWa9BuWr+Qdfbrk9XgYO183M71hjd1RP88B4/9/gF33lx6mVt+uE1vnwpV2PxxTj5S/eu7/XLUXf57+WhX3x6hdq8vMelb74cp18e6wC6GhlcJf/8yHe/vOdfeg/yxY9rdlx9jjqZL/N6fTARcsF7h3WGtnM4A73LQQiryrwIw5jHobWGpFm2z6CkVLIHy7y86O6nC75SM8Hgaq25HpQvFxD9csD+2FH3vSI1Wdf1NcBn8tqb9/56zwrolz0G8h65MulrMC6vwXlfrj/DZVx+mblT9+AqjQlZkq/sU2tggLVv8nmFaHH9/le2vnvRRaqVwlseVmrtsdoP5RIVmLpaf0Wu0odFQD1XBlU+r9isec+xpc8ukoi53Tkof92fukZ/yc9VDXStRoW+eI41OCyl3wpjWXBlnbRleazruOXFUce2qWSU/G29DkBVO4KZi9yiXvVVDWzEq2v+gvVKBR0tMlnMfMYGxYWEtw0hdKSxwYwLMn3GSsJaD2fFjAPWLhgHLg709jsWC4MBiRY3/hqxibjLBZrTdMYsiWaZMAppm0jeM/iGWRykb5H4PZaOVh3+5PBzQ1oGNEzMyyPz8pDnijMkL7AVYiOMmwTBEM8GlyKb8BkJDkJ+D1ECQZX40CLBMr1pSVvJCSlzIrqAmoSYiT7NaDwzkIjR49RhaBFrIbZovEHijAtD7vtmU8S4MmBloycFRwoRTYZx6SBY1MwYk/DLHTK2jM2G2Tvc8SO76ciitwQ2pCUyLh1CwJgHJO1Ab8A16K5HhgV/jpjQMR2+IZoZr9/CrLQfXmdQ7e2INCPJPJJ0IoXfoMsGgoEIpmtgn0BuSGPPZBaSecaGhe3zQpyUEDeobUkeTNpjn36bC4B3MzYOtNOYbWvz43l4P37Imlm8kllWmyBdzePCwL9eSzXmenmrrGe1H64yGqTaxnl/ULnKjLiWrCtra7Vl1sxScqauYFAtgVGxXGSN6ryrZB4LtGW9rn6PLevltS1aJXHz/FQxue/K2r7uu6nM/TWbvxzmMuezzxBfrENaSUvXdWEgt11S2V8SNcthLfK8ZoJXMl+p1Xe58tq2tZ9XAltd60pWc81YXH0WSj+V89UgV1l5stramTC4ZoKpRVJT7n2xf9ex8WIB/ulDMDRyjxMl7p7QZsIaj1VDPFqmNGPjnq2+IaIcDPSxYRNGVBLaeY7W80Ec3i98MwXUJWIjJej5PzBmoN3/HiQyP/8NujTY8Q4NLYftkcHOLHaXGeRHhwbl0J8YmgdSuuVGdjg5YfmMxJE0OwbnWN444rzgn0e8zrA54IPSn7d4p8hXAUPP7nGHjZZl/BuEgd7taazHLkdEZ6ZmZPaJU3jNFHc0h4hf/ozvnnGvEs4Fokz4aU8//GeceYN3nt7D68YgjYWvs9zSq2ZglhH0D0xhYhgfmMYFwt+Skscn2KYHOj/iXeB1f+JVY/jkHM+NZ5wXhvkJsx243X0ixonw+R4Vz2AiUR8Z9QOalNvjBjd6bhpADZvv96gP6N5lGR83wz4R45GoE9buEIGhPTP14NIDNp3YhEf+ZkrYecMU7pi3HcvdBp1bdLB4o3gmXIrYOdcxtSbhrcH6HfYnM5u/OJLiPsy4mPDnLH8WO0F3wnKypJhQ02FMg2sXTKcY3WDSDuNhasGkmfv3ZwSYmgbrLU2ZX0srJDXMQ0tSw3aaCTgOmz1nD+7RYDTSDHf4pWVoHhnfnmEJ7L+zmFGYJsUFaL0Q2y1T/xaNj7h5QZKjSxuCc4ypxRihbcDGQHN+wgB+s0UcbD53qHim1jLcChIM7ii0fUK9YlIixUibHI32hGRy0XR5ZvSGVhK/DW8w9ky6ecImRxe2yCLw/s8EUQ7SILZhv73HGk/S16ANbi8YMUjqkcHRmSe8ec5SOTGiZ0VCi5cN7q6HcCaEZ5ZJGM9v0cZy1x7w48ju8EBMjrO9w8jA1j7n50wtqpaRnEHn+4Bz0EbBjoaDHpiN0owtLrzlsNlwaAyue+JOjoy6MOmCWMH4O5gddngk2J6HjcW4yMNhxAwjjUmIOOxpC9PPH28i4J3DmEToElOY0d1HrH1ikpFpsSycMC7ybI4cOJHEobLP8o7HZ2SOpJizObfMeCeM3yRcAP9c8ImtAZPYh/ek6BiPN8R4y2nXs7QztxG2I8z+mefdkc3pGX88szUNThrisWf53jKdFG8TgYZRLItOzI8fmYbI8xhxUbk9/Bpj4ONmZlHDMd4RgM3TgBkCy6aHJvHYtHhNtNMDm/CMmRZmSr2nk+fx7Hkwe3qjbN0DsjiO73uOPnJuDXKecfItowY+xt/hDDg7Y8MAnz6DLAznV2gS5u5PGPM9cnqgXWZk3hHTLfZ4g4k9vptJ/pE4WZbzG6xpsDownyIjDbok0mHLnCzn5cSYZnQu+G2YMRK50yNBImNvWMTz1re0puHzKTIu8Pl+S7jr+GZZ8OMjYQnE4Em6w9otcdMyxg6VkY7/jo0PNMue4BNjO7C5CzT/sSOp4VYsc9MwPvymEJ9++vjZQQiJ2QBTV0CY6qgUxlrW1J2p2QiqJcBgIsJMZm+7EqMorDlpsmFC1nwXyUy9XISrGo0W5AZwxWhIIENxYosUlIELPFL0yUVRzU5CtjGK0VElbUyPpBF4Lt+qOpEFUC7sNE19/luKFp3M2VBKzWoMoooaoRYUFM0ZA1kyJyGEC2gsVRteqJqjqwyTHLPxWA3MlFuG1PoMC5nNXtLxjUMpdShKwUapdMWUJ4wp2qGZw94g7IEJ1Yfch9VoT4aqIZx7sqDDOW8N0SPCguqWbNQJKk1x2p9BHcLtyryh1PpQDUg6l2vtch+nsL6vv3iYMnhtHmeSsiSVspDrfxQgJ5L70pb3UoHMKiVhckFQTYouFUCp9UoqCFCACFMAh0pPWFOAK1hD7o9U/pByJkI1cFMs8gyXAASmsDJXUKyCLC6PtZKpskpFUZ6HPO4wx/yeak2OlCWYqrORyY6GmmmjzHl+rLrPiaori9rMdioA7eW5iwRZKXaNlGBFCmUOVj3z6miVrtOS/SAlU6KCJWjui2vAyOZ+YSmMN10QiajL41NKLQipwFABWDBdDg6lKhXii5NVAZ3M4r0UgA8lUFgcOCxrrZhfcKz+5Orq1fvJBRda++FqKK2pH5fHz/hm/qz+vQJ4V3JC61/li6tPqnVNo8zH8lqK85WdwQrYmQr5rphWBTRXILc66KbUzlnHZl4f85qS18x8qXqt6qSaS5/U4+pd1wyF/Cx1nl/m5kpmLu3K36+yS1fX1GuIv6yvl45ex2Jax3M5e13DrkGBq+vol87mJX/lZSbL9SmX4HB5O+XM63Plqi9/4XF92+rjXwWzLnf5sm1f9Nn67wtAka9VQU598TlffvtHm3/pnR829ue0yfzwvPUSP7zhRUxLXp5a5t56LXn5rR8+Tf1mHity3SVlTa7/u27KKmO4dle5hhjEWIx1WG9pW0tjhV0DmhSrMM6J51NEVbHOEFUxJsvkiAhGqnxMXSvquqovYm9/eXu8LCz64p38xLEGFy/m3sqGl5fjpWYErH191c15DYqXdVAEXaWCchBC13pLdd3L16qgmK5A4MK6F6oFlmwryBUQvgJDV4EIsqyiVvsTITNf4RJQqOSCyoCumRL1KHaNprJ4lOeVWFhRZl1XkVLL6To4sd6r9lNlKkMNmlwDcTlov3bi+hqRBMmtDOu13sSacVUYzTUzIcXcVmnKXmguv6vX1rLnr2O2zoHcXi2ZrWtbV/tg4ZqMk9nNQgY9L6DgL9xG863PDlWLOR0hzDg6vG2I4RVp3OGGP+Kmz1i3wTYb7HHCf5qgS+hWcWbAu28xxjOYDYQb7PBr8Avh7luSBuLhhJ0nUsggb9reEvuOIbaIOBr9MzadcPwWuKN5bPDPLbF5Jrkjy/LM83TAmYbG9cTGoL0heSV0QhwM85Oli5Hb8BETW2J8QzTCQiAlGB4adPbwTQt7mFWIcyQVceheJto0Z/aYLpjU4kKLdQZxLbmu3j2SnnBhQG1DbHP2T4p5RXTRI8GhS8xFtReLBkfyA2Iim/kOm+4Yehi7xOvHA9vjt5ztDPaOZVGWuaWVgHMPeXyme3BKajeIjnhGtAQh1B7x/g/YIbH58AZrBPnViG5m5vRIjAsaWuJyg4Y562G3NvPGwg0p3DA2D4wucPs4sn0aWVLDnDYsOBYn2PkGe/oP0I1o+x5Nnm4aUQlop2sZsb96CFyKKheiQKl5UOfVxYcs9iZ1agYkzWVu+fV6ss4FUFNlLfM80ZUYdGXDrYSbuq4Ulr8IUmspqs82O1UWT1ebJGcnOaAjB1d7kIS4Q56rmp9PV2nNsh/U2ny2gA/UNb4aoCWaozbb7FoywoWSAVElivUScMw3oErKrlnXWgiItbZCisVWK7X1jJTAdpPX5hJ8IaWSdUFJgrsEaFJpD6Zkma0+YtlrjL1kVRDzc6zMkJJ9oSU7m5D7jITKFtWujIF6Y8e6n4hCyZxHl5+zm14NN0PLPd44pu1C2ih22GOXhng4Mw0T1r1jY9/xZBYOfsZFwYYpF5HvPCfn+Ddr+doF/t0YCE3kUyMkGRH+d4w90+7/AGI5fv4HGDaY8RUaG563n7I2t/stog4ODj0qx9dHgnmPqOGWlsiRRIA4EifP4DxPbx3NeWa3DFjOOP8BN7ZsDl9jGkG+WjCmZ2d2NIMnfPwbCDP9TY/zQmMPmHTgyVsGZzimW6b0NbfPf8I+fEfzu0jzq0RcFsIy0p739E//Gbttca89uybxrhXYWebfOkxr2ewHpmVk/MP/5HiceJ4s47mD8L+gaY+P7/Hxgbb5hDMDt5sO1ziO3jEGz3CaGdKC2S/cfjUzfrjn/Kev0BA5LzOpfWS6+T0m7rjVf8DPDTctmMkg3+1ZiHzYG0KjyOsj4iaW8xENI519ixHh3J0Jmwk//AkXP3OzJL4aE4/LhsfwFZO3zK8snDwEi7MLjR1hirSnLvumZsKpwfk99op8+FfHW1T8+wU/BrxtUdugrSXsDMtsWSbFS4c1Da5NyNZg4waT9oTNwLg/Yj7PvP7TM1PXcnhzi/eGrWbrbG6FFC3LoYUobMNCsIlnf0/wls2HJ5oh0J1v6cIdz++U8V5oH5WbR884j4zLRNOD9kJsd0z9r7Gjo1mesHOHH+8JjUNNi2kSm+0ZE87Y+ISRRNcL1niaTy2ahD9tE0MP+5OhGTVnDBglLokYIn1y7NkQ1RDTzFmeObqRndzxq/COc3fg4WaCpaU73sN0Yn74VxZxfGq+gn4Db7/BuwZ/ttgEfjdhreIPG+zs6NrvsPYEyZKSgaHBDB3N7ZZ+vyOm90z6xHS64WTfYuyZ2+aRdjxw8/wdo71j2P4GYxp69+ciQNER1PDgImqEm5uAsUo7CW4xPKQDg0xsp7ekccvJK1OrfN0/c9ed+Bwcp2AxrYHNK+QxYJ8eCV3kvNuSYiAcDmzHyG9twqlHTq+oRO6fu8I57zBWCW1iigssH7E+EU1ing2BI8k98WQmnpmw8gone0wYsccnTHTE2GESbNKMbYXhm0QzCf6cd4C0F4xN7Kf3MHnS9/8r07xjvOmY2oH7cKQdJv7NP3NwI7unE83jQLN5A92WeNoyhx1mGRndiWQ9yRkSI+nxT5wm4dPUsJu3/M3zb4g28C+3f2Q0hmN6C3iaxwPWR0IPqVHm7oyxC3/74YFX08zTIgxRsEOHlS2PpuHROn5jDrw1j4ynWw7Pt5yahdPWYpeJXr5lZMPH+Dc0urBv/kQbDzQf/wWNwvD8nwjaYG7+BevP3E+ONjpM+A1Rb+iOHjc40tuBtDkSFstyeINJDWYZGE+Ok7aEGeZDYsLypEc0pkz8QdFlwtqJO/2W2Sh/3LzFSsvet+xNw2GMDHPi89c7jr3l7g9/4ubxkWUOLMFhucead8TeMViLNh/om3+hf2rg2xvUnYnNZ8zO4H/bk2bh5jMMYcPp898TtP2ro+znByFMIBeEysV5V3B1BX5tCR6YYlDlQnQvmXBSHLsinVQcUUNlKhe9+VTBowLzmIEccCgMjmLsZcMjR9FWpxLNRp6WwjdSDKSifStaPjNzBi5NywuDcWX3FQfTZOArB0gisC2GVc1AyMGFzO53ZMZHAVhLwUVdKePCml4rS96QCGSJJlnbuBpf5pydQLkGB6qUAqxFYkVQcdkQUbcCi1qNWqpT7alFsi+slpq6mgtXYwprhMgq81QY9dVYz+2phmcDus/9Qlf6o0pAGS5sxZp5oORAyl8x99JwNQaudaaL076+opp9QwEfK+gRy3gq70UiuMLwqUxAvcquEAW7lPfUXQAM0QuIkD2QC5BQi7LX2hE4qvRTxUt11UCV8uxTfteS5bKkoDyVlUPpmwzmyEXmYXWYKqPHZGZTlUq6Bh21juMqV1GeoYCQUsZMHpJClu66gHEioQAkBUmWCtJpnmul6KVSHbw6D2HVyK7p06sfUR2zc76XKeMj5WwFrQER9ZnVUyWfUkJLoCGDWgU4qe3VAkKtAKUtTkce8zlmFNfe+dnHS2w5g7jXY7aAk+uwkC+/eK3/fQ3K5nZW56sCrQVOY5VU4VUwAAEAAElEQVQxenG1axg2//76c9FL3YR8heIkUhzxVK9e14QCOBagMKlcsjrIa2WucZP1tVXTyrhe/7siptfaurX9lT2o5f8XsPTLTIj1OVcUeEUvqQBblbT6AYCuev2vHz1WzeKr93UdrFhbI7lfLrJOZTa8CIR80eart7K265d4sddXWp8fXnToXx25X/7+x8//4XJ7GZPXb/an23/prxeX+att0h/+ff2+v7iOXP2XVerprx11TFz/82VYS+s4z/9Y98+VqapQ0y2upkMeF2XOKuvwwFiD9ULbZh3/tOT2+saWwoU57V6MQVKRhCxriV6tw5khf8XqXCXI5Ifj4GqdWWXI/tqgW4HvCwM+f6Psa3rZo9dOXC+pOegrV69s/e6lvsYKgKfrlazO57rmlHPqfK5/bG1jDUhkkEg0UuVH8n9rpl/dK+s1az2Kagd8+Rx61Xelj9cg5lUmDLDWqqhg5poBcFXzCVilVyj7aD2vAls1i/LFOcVGLRuGrFkHy1UTlJfFoGt7pGRqytonL7I2Vru1/lxfQ9mLr3rsMueugrFX0lT52hd7ITfFXProFxyqsCSTgy1uj7GBJA8EGQur8ExCiP41Ns2Y4cgSDbNvSKKkJWGcw9uWlBS3DKCJtP3nnJg0LpiYMMcdsvTMscEYmyWPkmFcRqKOuMOCmRU1T2BmpvMJnTsCI1FnwhTxg8VuHNL7THKJM04dbWpZTqAPvwJdOPsJU/wbNUqKn1BjsK/2EIV0ntB5RKaYi3WuYyuQWCDtEL3BxICJMypCMAlpFmQ/I3pC0i0qkRSfMBb6bYuZG9ynLckapn5BRLFNyDt+KCCzOxHbiE07/Nwy85pkDSk2yCL41OJwWKOIS4hERAcCgcXNaHOG/gnmCMd/xNgZtx0Qkwh/B9EK1keIARk7bGzoJBffjS4wkEiDQx8MaYiYMJNMJBkl2Jalb5jmnnHakZygGyEpLMufSXZiWT6hJsCNwdBh0oYfZlP9pcHGSxtBcpbwartS5sJV1pzWeSC1rkKZuzVzaZ0brLbAZcm9BO3yH1N+VwORFbzXF3NtDUas8j+y3kPWVPQZNF0CjS8ytiRrLStlXapB1PL8Uh/xKvivtd4FVwS/Ij17bT+qcpFMyv6D6nK1xl3ZDSnlNehazlNKsCBWH6yuhenKv73qOgHUXGwxddTM/2u7rWaiabU5qaZB9lHXNyp1jdYXf/LVS4BGvvid1jPML1riVJRle0Yx2b08N0Q2RNsxeMccZ2j3iNth+veY9lNWlDCGDsPGGow9cTB/xGP4pA0pWqb5DqMzrbzH6UI4fQXS4fQOtT3TjSPqBM0NYmZu5x3NaEj+TNodaKUjzb9iwRKaA40dcZxpw0Q6tyzPhvHjRJgm0mnEhYVuMdhoCamBaEhnS7COI0fUOG7mQDMnejdgHUx6w8KO5egJxtHcNPibgc2c6INFnm9I/9uW0FimdkFUsRY6Y7lhy9J4Pr9ONFvY7T04YcCxpIZmuadbIlbusLbBSUB4ZuoaIpalPxF9YPQLamb8kvjVbLjpB7a7gbHtGKaeZgy0w3vUtyw3G5LdEHlNNJ7YDiSryLgB55j9LYsE4v5EdBFxDjHg919nOZrTHr843LSQwoRJDkk3+G3Afh3RVx3zvWXTwatzZFwmTuYTdgqE55E4WobPO4wLNLcJ31imJmF+gR5TMsLTvsG0jjFCLH6eDYnzfGKeJjq3pdlFxDxj5s9Yu2AbQaNinxrSEhl2nmTBLyeseNJpj3YG985C0pwRMinpqBBh+zAiVuj7z7jtTDhvOIQTI2eWU6BLC95PLDYgnRI3ytgrUzsQ0kfC9onpbweaWdidAikm7JwwKWIYSRI5tndIUjaDwZpI12csRsYtPloSE4uN2E1Pd2PRJ4sGg+sdbJRpMpxnZXaBZaMMy8LDAIsK0TqWwXL6mEm62i6oBDYckJhonmasU5jGvI70PRhL7J5REnN3wDUDbfQ4scyjEGbLcT5wDifOg+F4/i1xjjTDCTEDDAPjPPG8jxBH3OkzTic2GsAJ031CneBtzD75WYhqCb0nbqD/SvAh0TwOyKhEEeYgnK3l2e2JAdqgxCTMU66f6N86jAF5+pRxo0Xwi2U0HcaYvLf/Ev0vFdKQSaDWBVw/c4gLS6Nod4v3G5wV0lkY7Z/xt4843eBToBNhIy2klsQOw8yOA7oI6QFiFKQRNEXmT0+oLJw3DYphCc/EZUbcB1wz4cY7/HDL1ipRlHYy2GXDlFoeJRHtRN+CtC3T/h3xWQjfC9a3NJs3bJLyrjU4Wh4dBKskZzAebrYTYgNWYq65EnfI2XI8ekJaWD62zKeFXZu4dcpAwwy4dsL7AZEti/ma0UWeXSR1id0NpCkwLwdUA7fiaZLSTYKzDnllUbOQ+j+S1OFUsLrBNYJLhoGJJR7YGGhFSKEjTT2H8JrP6rgZDH4RZqeMr2PGEuWObeq5D68YXOL9dsB7ZUvERss4e2yEf5g3WO1wHyOznJnmT0xpph1eIdoRm8TpbosyI6dYtu4RmcBMytgkju0NJoJ9FYkOgvWk2RMON8Q0MaWPRGa67l9IPyPE8AuCEAuCQ1MH4kkiBQufEXLKTTYssuEgpikyKNWIojhHDqQFWUBmRAyCz4aEZuBZki3+YdFOtkfAIPEuA+2pOkfZkVPRAq4XpzM1oB0iIctEren8SzaMTAkMCLk+gVSwSldmfWXU5BTcBDqQMxDugR2qE9T6CJCd53jF+iAiq65/YaJXJ09bkAHMc7lnNmQusgmlQJZZyKzjBlkZHNnY1WpQk0ETjIfYoKkpfVJ0hNNSjOEiZSUzwgyawWMJJVJlnrKRZ25RsRgtslOF/aLGFQZ6QEoRbwBSi+orkD0iG2BEJNfZUCPZ4LW5rWuWRqlB8JPjLR3JTkKbAQGT/yWxBE2MFE3ZE7AgUQtuXjVUB4SFXABcQAL4ueAIUhiIWyAhpR6GmjweNWzLOM1jR9fMmIofZFatxgpEZEaRaNHptWWMpSL3VYpXCxFkKg5HAcZLjYssxZXQUg9EYpsBkVJXYvWbbJZdItosCWVCKTxdDXnJRr2YC3BSDfmKqlV2ZfVRYimsWNlINaOAwjYyhX0qJQsluTIWM8MvF870pQ8jJCVpXOMcoPk5FTBjyVApTK/YglrUlCBf8nlo1KyMEkxapbPQwpi9ChpqQ6UtKwaVkkVCUfg3gS9B7588tDo4dTDq6uBVPy8vNQUckyuBomvU8+quFxmZ6pjW01Yl/avYg67v8hr8rwEIub6vFqZeBac0O2aCYMRlA6ewz6o2capMtgLwi1YGf75uuq7xUtaZS9Hrmo1Qgbz6vLo+12VtYnX+1+e4ptpLeaaaXUTtlMIKLECmAi8LPl8A25dvVa6uW/v2AkTq+uIuYJ0gqM0MSS3AwwqsKquiS33CWoC8ZrxUvv7694+nEvzCQ8rtrwQXhJeBBL0690e64C9f+uph+NELrk90gfD/wkX1Bz9cff8a7rx2+q/Pq6P6+vov76nlmXKg84fXuPxbfvhxGZc5mFY1sHU1E/JUrPt33Z9ZgwSqF1MjZ/DktmpZO40zOCe0nUM07z9iI01jCUmx1mEjGLFFwTDXXZCqIV6A+8yKrVlJhiqJkbM367PUH/TqAS89+dOHFBuhmHvVzrgOwq+DnTJ361zSsqVcZSGVPeZ6vq3jKpTvmvrdEiAvrGFNJbhepQvX+H6t9eO5ZAleryF57cnzr2YhlBoRFSRb1+nyJ17aoms7yTaJku8jJu9NUtbcNQjhuGQAZGnJvGeHMhmvghBU+UElFXLGahfmhXddF4RUzjUXBrKmzACu43UlFdT3WusxFJs0v0S01mmrhIX6jGsMo77TdcPisnZ/QXi5ZmavnRXJRRNgJWL8wliEIszRkpKnaTZYo0TzR1S+I55H0rRDtl9D9w7Cd9j5E5PuGNsbYlLClHDaoH6L6pkmPpHcM2H/LRIb/OkNMmfQS6NlkNeIWF5pwGrgNL9nCgNtijirJPcZFWUctsxzy6xCUMEPhvbooGtg2yJhxkwDbTDcjj3Tc8/04RY1A6e77xErOOfBRNLyHlyiefc1oo7l/RkdJ4w5AwExfc4ytQvJLGjsMek1Jj1iwpnIQpQzZveM/eoTMijm6TVJn4nx91jXsNl9jT31yNMNQcH7Z6JP2GYGb4mPTbZr/YnUjri0g6lj1K+J9o5uOtJMA850WLtFzUhyI0YiEk8EH5n8Au0Rtp+Q9IR5OhYteoUtLP/LDAbc54TMijtukCDYdkGbI+dGWQT0aCBYRAOGiWAWgkksrmPa9oxyw3m+Q3zC7gNxOTMv/0aQkdP8hO08m/t7TOoxz19RC0L/rCNVvxAyOasScgoJbbWeoBLXtM5fU4Hvuv6VbFy5snmqTSfKpaBz/bsQoLQWkM81AtfaK5SMVgJS6/OUtV0kr2Va7B8ptvVqs5SC2+s6a0KZpyUbX2AlOl0T9ORSu2a18VJebygZ4rmeWuE7qaLxIt2W27+UthaJJK0SvZHsG5d+qVlsseyxEsDM1ICvrlkMV8a1qRtsaa8Wn8XUoG71cSMvMv/W7WkpxKSS4SG5TVL2+bzW133ElnbWdS//LanY9TUr5WceapRpcyRaxRwFM7SMmz2L2/K+GXli4XV/x017i3R/wnTfIYug1rA1e76x9zTpiZP/b4Sw5/v5b5Blh5W3tPKMt/8Tq7Acfgfs8PoacT1PN98wGcWE77FhZDNtuDlZpv6ZsP2AnV9jx684+O85tR/ZWMMGgy6OeNywfDYMfx4hDpzHM80Y2H+yGOcxtx0xWsbDQnTCLM94I/xmWtgNiTYN4JQP/itms2GeNyzJsX17oP3qxGaJ9NEy/9s7lt//lvnNJ4av3hM7Ie4Nt9ZyJzcsXeD7rx37jeH1XUdS4TBFQproljMsgjN/i7OWXv4RI08s/dcsviXePKPtzEGfmdLIu0PL16PDf3XCv/5IOn/N8fSG7XDg5vSe091rPr26IyVLGi3JLMTNCQ2KzG+R5BntlsUshN2JKAkZHaIN25u3eOfo3EIzRMzhiBknovck19HeLLg3gXTXM71y3I+R3x0CjzzxrXxHWCLLp5nx9IrPH/49rl24kYG4Ab9Nv0SMiSTCw21PTAqnEQmBjWb5o3EaeR4SuzbS9wkzPWKm99jNjO/Annrc85bglPPNhI0z7XLAxJ7EHWIt7ldlvbCRdIY4exiV2w8DXhPdf3mP3J75NMB52ZM+tOjBIW6i9SOzV8QpyyZx3iTGeGKJ37PcPDO9PrKZhfZ5hifB/dtYghAzizU8tG9JIbE7PuFsYPOrEWsF+XSPP3ek20DykWa/w953yLggQ8TuE2yU4QM8HBXdLOibmfB54fxZkWAweNKzJf0xYTYB93cTiLIfHzFhoX34CpFASB9yFtvN78A3xO17oj1DNxLtQqcNjXPMo2WZHON8YFoGpqd7xo//QKvf0eu/knQk6pFDM/Jvd4HtaeC3n97TzZH9MBO3jvHXStooTRPQYNCPQpws8+8a4s6wfSNYE9F/PaMPEwHHOFuOmz3SbGmmhU2YOS0wTtDcWza/9qTDCfvt95jU0qR7Eo6z86iLxO6QawP97AVOSKcNIhHXfqJpBp7MzENIvL79mt3ma+TYwqFh6h8Z3pzwxw3+eaYXy1Y6lrRl0HssT2x4zzILh/dCcgIb0Cky/vkzC4HD774mGUM3P2Bmg3Hf49sF//lX+OEr9u2ItYF+3GEXw5AWDhLwfmTbT4zt15w3vyLMA9PjE33bsXFf00nivguMxvDdWQmiqDO4Ttl/PSCN4RQUouPV4Ybm3DE9tczTwvwpMJ4jv347cXcTeJ86PiXwbqC1DyBfM5n/Myf3PQ/NP7HZRF69gnEIfJweQQbuG2hGy/bRId4x7y3ajST7z6QE9sO/x817GhdoVIlpYGbEmJnORFL4HTrcMy4t36c3yPTEfnlkfqec3gVs2ODHO/Zhwz+kez53kYc3JzyJm2nGBEcaW2yA3817XGp5eJgZdGLY/ROjf6Y/f00/74mbr3m+uaE7TTRPS3FPzjAumGFm8j2f21fY/Ujz5khUWGLDeN7w9IfXiH2iefUvuCbS98+Yn6EM8bOtuyQ1fXEEEqSeWkxLScXwqtI0lWGXsn47TTHkKhhv87VK6rhW2SLJMiqZXQ9aUsQlBlZtfUnFWHGgM6pTZmykbMBIqUOhMnApoEgB1TLYpqVtOdhQwYeaTl/Yd0VWQMkgvGhDLoBVMyOKwZqr4lG1+i/ayBXI0yuDCVadT025X7RKGNS21sBFQtix1hagtikbWkIpvIbkz1MxACuIJwo6l2wKKe/BIjTkAEnLyqhWchuk9nkGEXOzC3tEKUBghcaqNqdB6MoDnqhBCwBiAVZwICVdVzLgsGr+/6XD1PdV5bHMClYJ5HTkK1kIRPMCq6mAK6UeiFYNZFdIitcAadUw1TrIr9KmtTj5F0BGaiCpGrFFS7vKQWdjeCqZObGkFusVSFMDA9VBENCGKhmRAdkiY7ZO3hIIklzws+JoSEKMZEfCVCcrBzCy81SZ3HXMKSvDsv6dam/G0g81i6R+XptdwTDLWkhzdRKqg1buHcnOgKkBkCxjxqLrWM0SaXJpk2RwZs2iMdXZuOrrmhZe/K2VsVVxIpHVWZQKzlRg6hc4Fuszcx1YqD9VSZ4vr1ih1tq42sYMnMoX565zDqiZMNRnennW+q8r1/kCBerLs9DrN1evcXWGXhjYCtfpF6yFyOsd6ly/zkYo7c3j7xqQ/KIn9BJ0WH951YeXe3ABWa9BMr3qiuu+WSM38kX/XF+3zpKr579oP11dsDjYUADCyux+2UaVepXi4HPdsAuzfiWby5eBkV9yVEDw5Tt7GRH78vz6LL/gFj/jHC39/PMu/PLdXv/3x8/7S025nivXv5V117n+7cvR/iPHNWhz9dmK2XwxRPO+XgNzrGOuZgKtMk2pKksoUYVYhllUIenVCKrr/vU2RV5ZpEoyAWvmy9qon3pJ1z30M0ea+SLYUPe1Gni5YvpeblEBuhIsX29VWbelnXXO1vlR1+4f7O/12hf2b96jSjCiXqPamZqulsN6TVP2tGvwnGKDXc3xNTh6cfEz+Hc1Wdc1LK3fU726V81KWaWdLhmXL54nb/zFhqXsuuYyyEp71+W1Ao0vJJPM1eWuKcKXzJUatLgk5NXRc7V/VEhjZUnr1XIil2vWH9c1+SrAnK76RZVs8768zy8J6IskrD1izAA0ef5sBG36zC1pFowMmNAQSUy2ITmHd4JZJsx4QrwnmhlVQ5LXqJvQ9iG/E/MZWRw23qFR8eYBLAQbiZKwW0NHT2POeAksx0CaIokNCUuyDdp4NCxomHFpwD0FjBpi8mCUxTwyN5bwykEKGWBPEKuE1ZLJQamZEbOg/YDaGQkxF6afEsSE2XqMF6x3JQko+wJGFVkSZvGYsEHVEaUlYVH9EyE5jqHD0tLcZjDXNGOuoWD7/Jo2RyRGGAM6K44Ro5ZwUsJkEUmYdia1kdiAYklTkTj1iTiknLkxR9wYM8GlC4gXlq3mYtjRQzQwCyZA2GeygzUOwWT7Oyp0H8EvyPgOs9ziG0HMHmMUmgXihEzZTo5zADcS352IMpJkQBTi0qLa8KX19NOHUuWAIRMwLotutS8vMn9awG+p2cy13kLNglC5WiMKixYuc3UlZFRbtoLzee1csw3qjJFKViq+oZriU3DZK7RIjWq6LGHrOnZtGLmyjJVnLuuKSK1nV4hIl4n4Isn/YnfVNavW+1GyTHJ9Psp6fGnC6nepXPlhV8e1zV1lo17YTdfrcK01V/pZih+x2h8lwFFs6foQVzsOdS/Jt3Hl/aV1/774RbV5+Zt5iS774VWQ92cfqtnHTQlZZlgU62dUOm7TTJtmNvpHWv2Oxj7i24a+gVunmLDwPD2xxJF9cMQIcTmjJu971k4k2wAWXVpUHNEfiHLCxTMmJDanLW7ewNQyJIPZBprdGXu+wUzK3iq9gbDrOO+2RHpC2HHeGMLBYdyC6w1iPMyexfYMXUtqIiyfcizIvEGS5SgzwUSafkS8cloeGcPI2B2ZvWWngfYUkTmwqBI3j8S3it8cuOEJtT2x3ZP6hL0547aBxp/ZGIcNDRbLXdow4/nc3qJB2OgmFyveZfyhIcs1vl8s59gQkyfpwuQfGF+dGeIr0sf/TGRHZ/aE7YaP7/Zo52hkyLa8V4KPjH4EZrK8s0W9J3kh3ilBPPJnwUyCN4HWRabGMvqGbr7DLwn6M9JOnMIdz8OWQ+eYR+V0XHh4PDM2C673GBPxXS44HmTGtSP710+IMQxDJUz+zEME7RwqYOMBmSbC54b4aJG4pXEevzO47UR6FkLqCA2M3Ug7e/pS72bDDjiDnnO2nVnyuv9POUAX5xEblW2TwDhM2JBUGOIGBoN9sPRjYloWgg8sduJsZ3TZ0I4dVbpbPEgr+NDgPtxCsnwKBzwd25t7kglM9omYyBkBmljcQpREO+4zAz8JEFmMJxlDevSY2WXboJ3BCpEWH0d248j07Dgni1keaboRaSy2ddh9pP1VQN1ItBYRg93ssNLT2ow7RJlRo7AsyOBwpkUwNKPBykKYDMdgGEPLrD0yRBpdIDrYWVxckOUJG8DMLd0It+OCD5bYJmZrOMhrsIK8j7gm0XSF2KQT0SXsOGE1EIeJQEAeJ3hU/O2Wbd+yMS19amCMxCfBCPSipAkOn1Nej/cNfnI0z8Ueb4E2IXcj2PhXBtnV8gYsOGJyzNMds9nizBHTLKSwYTp3ea3vR0a3Y+K3pCSk8Eifc70wMiHmTM4B3TFbz3N/YmfgVvP8O/qviJLoOw/OEN+1pNnSuAaJyuzOhPaRKDfYuMW5J1x3YrKeKbbMCwyTMCUY0wnHQH9/Zus8+3ab540RrAQ6e8ykiM5inOIeAKssGyGQOJ4/0UwW38NuC76bkTlyTIEwRs53Hbq3NMmwXwTRZw76r1hz5NevIsY47NMtIUasn7HWsOsmbGeQrkFR5rQjDY47ySoUZ7tlaXqOmpg1Me8NUSGNEMPCoAemFLA9vG6gi0+E+IjbbtnHG7xt6PYGP514Hz4zpI7t4S2Ohacl166RmLAoas+oBFKXazTfbX9D72aYtjA10DdIA7bw4Lsp0aSANIGjTwQUn61HfArofCYcH2EY6aVH3UzcbAgusWB/Vm7hLwtCiIIeydr0G1CPmnNxJDPDXunzZp5YGQpIB0hmnFcnRynyOQHllNmBRDJA3xd/fGbNYBBBfChMwWxopHhCGUuhKQd6Qy6yO6LmCGwQ3RbbpRp8hXVYirqCzdkVpWiymrHMQJ8NST2Qi0nn581AfipsxpQLsRiXWTHpXPy+EuigFmSGlZmCQ7WkGKdNMZSKzNQapZyL8dQg2qE6FqO1ZERwIgPoNYjQIanP3zdFboqI6An0czGABbRF0l1x2jflxdblpisMzFr8ujrSPvd9Wi7ZIwKw5EwTdsCWnNnxec00yFhKYRGakvliT/nLsq0X+ctH1VXVuRiIVSaqOg6CJpM1UMWUbIBYHERFxeVxYvK40mRLhkwks5AUlTEvUAVIzXVPJKfMI6waqaYwJtdgWi0MncePWskBiTSiaVoBhlwAvbx3hWum4UXDNGdjIA9kh6VmD5UsoLgAU3n+KlNR5lAJQmBq6vOEqkO1LSOjBMTU5lTz+u6kgBShgjjL5flWDdgSBKJkPBmF5BC1OdthlfMy5ODjjGrWJ8Z4xJXC7+EEmtlGYFCTM49qP+WC9gKxSH9JlknLTqS5+DvalbUhcilytxSyqmSgzfssTaRz7qcaKPn5y1zpjwJvFgeqKLQUVzIH/y61DOqXcv8qJUumOlt6fckLEKZU508vWBRwASGvQKwrP+4FALTe58rvE4qsAKQSbLvIQRTG2wo21kBYLXpdrlUyKbQywsv/JF3Au0tRvzp/imP/AsS7Oq51yNHCWOTyjLX91SEVqEULM4GvAmMlCwFdw7Brh171bT7+UkCgsnpr9khmIV7XeVAumSm6vpf6ry/Z+6xM6LwO/ZKjutOXNr/4FfDTxYevHfafusfL9v/4+ddt+fLva/jguj3XYM2X77ycIXzxrXVSl3/mZ1jjWmt7r9soF1y3nPIiVvtFWy/34NI/FcPQHERYlbe4zJkaNMyBB0PSRFJd/45JiRlTJCRYEswp2zJB88y5Fkerz3/9p4JNuQYBa1BPtK4Pdf5crTFafqjryHVQ76eGB4A05HE1lj18KcOmBsSvaiStQXO4rll0AedsAcZyO1Uu7FhUS3D6Mr7Wd78yga/kjLQGmUtmgxjW7IO6DiiZyStSvlsC2yvQL+QcdLgEDAqYZGqgo4KIxX6p38ubfl5TtJxX1plLZmLN2vyyk9PV+CrkAyDbrvbSPmpW4fV9hVUSUzzZrqy3KESbFRitzyvZJqi3XoMkWjI5si2SO72c9IOsrAtRJY+7OgEKQKus2RM5g9iimqVSpcgs/qxC6F/0k/OfQBJx8UQMcmPh5hbpI24YMYcD5pwITWJqNriNp90paTiTDt8TxDHbHuU1kf8IzYm0ecbIALvvkdjhmj2SBOO/I8nCtCQUS/Pq11jf0YUJHxPp+xn9GAg3Stw41O9Imx1JHlA5YcOZ/sOMtbfE5h3qB879e6beM/96jwzAn7OdkdKERMUMHRKV0A9gI+nmgMYZOTpkNshTgnPEdh3GWYxpSCmRnCO5LXaYsacZmTtY7glxyyz3JPWo/u/MyXOa9jg8N1+BJWDNERFlcrckwLrPsIzoB2AQGk4IgXFoSYtH7gNuf2LcbZi3Snq0pIeWqJbYKnZM+OeI08g2LXnk7xdSK4yvIDrLsjgkOGTINUnmrya0hX722OjQ25wlrfwB1ffY+d/h5m8wfYszb7DNE9o8IVhM8ESTCOdE6o6Yv38kjBPx4wmiJQx9lmOC643hrx8lIz4PUwO2EAdqJrZUUlXNXhJe2oe5fknOuqpWUZ3/sewNJWOySijVmhEF/Ddr5kAiz/PKtE/FTyj31ryeXooxW0SKKkDNNi81HijSSDlDAkT6/HyS6zDU2j4izboWKB5kYc1cl7JWcNU8pBClqrybQSupbFUQuBCBcjAjr2GSTCb/GagSqdT3JbHUkC4+Stlf6t3zflt8MlIO7knKGR41IKBFbnYNmOf1SjBll6zBnWtbpdbgCWgq+4VkIl7+fSUcVvmtmn1uWGvi/YJD5/yudHxGloDzr7H0bMKISQMp/SOaPjH7r5g2b7kdI181kcM08f3jEy6O3Ic229bxmWCfOcfv0cYSui1oR5y2JGuZbz+gMtIe/gk/Bd5+/L/SDK95iJ6DKHevJrqvHrGPd5hj4k6hVeGP9zd8ePsV0/4Vw/4t6TAQPj7jbwPy1iFBwPXM0vNduwGO7Kc/4ETp2w4bWz7LgLiAvxmQNjJ9mImz4/RGmW/gXdqy+dSxDJE5KuH2e+L+92zCwm5eOPm3fN6+Qm8j7s0jm9uF+/ZMY1vc3OPUcpf2jKJ83uW3fpP2LDEx3BuCVzaHhTDDp7Pj27hhF0daXTjdfIu7/1eOf/q/c/7u/8b93czr+5lPd/DtrbBbPvN2/ANiDbiGuVuYumeQEeUTCKS2J242LF//Z4Ju4A+COyndeKR3ke9+e8d523F33tNPLc3Nv+H2Aw/ff8PD4e+Y3Acm/5GHjyPxu0f8HXRftxgzY3cDQRradydcc2J7855psvzhD45l+QW+qQFuGvBg4oSRI/O/7onPFvObV2zub+lefaR5+8xohGXaMfWRaf/Mbu5wtDQ07GlZxHDmEyqR6EfkLLj/1wImol8PmBb2uwkjjqNrWVLDsNwRl4XbPzu2B+XxfiRuE6M5s5iB7vSKzfM74gwpHDF3gnll8Y9b+m97HpsT/7Z7z86+4Xdv3xB15iEeMTFyYwNK4MmPoIbN6W2WjYlHjJlZbEs0lvRdR4wO91XA3Q0EsyPKhm4e6M8HPp17nj/uaHbf0b/+I7Z9i938R9xe6d5NhBB5PnowLX7zGi8Nm5BAFsZ2JJFgGpHR0votToT27LFp5jkkhqjEZZs1+w+JzUPA3Xn8a4uOI5y/R8YddngLQ8NXD47URpa3CwsdQ/c1dg5s//V7rAbspkW9MN+d0UbojwPmuPCYBqY44f78hDwNtLu39Ntb9rFhEx3DwXB+L9gt3Ozh8Zj4eAJzI/hfbegPhs0nBZegVdhGzNcn1C+/YHUTZm3RZBmmW0aF+5sP9O3Acr7ldNqjt0/o7sQx3nOMr/DhX2mmf2Sn+4xW+YR0OZjxxGsmF3i6e8CkyNfHiaQtv2//geCE+913SJv45LaE6LlNj7hFeWgeGf1IN/4n/PwO3/w3vHkmyo5T2BAmWKyyGGE+feIVE29+c2Kvt7xOdyym4dn1WHdg9+kTwc6MW4ckaP+UeRPD74TJJ+Tx9zTjwv7fvWZ/19G5EZGFT/8DwreC/dsd9u8t3XeW/beWw/KBD/Mnfv2m4T98veH87Pn05z3BT9ibJzof+Wp3QjvD6WtlHmH4r/eYc+S3usUI/PftPce2RULCqxK2BvVC/E6Iz2ee0kce05nNvuW324agz0w80iy/Zjf9inbr2L0yPJ4+8s/D/xe7fMPdp98RVfg+PeDlxDsf8ALqHok0RPcWbM83N/8njPWkP4yk48LwJjF3StDMa9+lwM2sPG0jnzcRhkR7UqxEfJoJ52fmb/+A5YZb07G0hofbO6IojPELBYsfP37+CqhVnqg4WMX4ySyDBfDUeg8K2WFcG5DZ97nQbwUvJRtgUgwUKUYOkIFIqCn8tcCWXrNUSIAvv8uMgQyujsCE6MQq0yI1/TVkx59q9MHKDkxDmXbVmCoSJGsfzjn1U0ptDObi0DcFnK0ZDMWwFAP02SiWUkxYizST9KXPqrwSrA4xylo4K81VpIGccVDYeKv0lM/9/sKprSzH4rxqKudsWDMpgEsmSmG6SSgs0MqUG7Pzr5sS9KlMoAJISh4+mSk5srLS1bAWh9NwZZxesWn+KmgGKl0GhDRro67OhbiLrbtKYZls3EsCm9mbq/MgNSMlO/HUGg/AheVXGUAViKJ8v6I/2YlR5jJMC2NKi4xRld1a5V5q9k19b1cMm+ocmQLCVCBAiwEtbTaqU7mm5EyidU5demjFeqQCgZVFtTptlUlZnC6J6+Pkw67Pmo3yUH5VAhAVWCy1IWQt2JklklhBMSEXdq/9VR2H+kev2pLK+WZ18V5UHixsV8XlfpPyXpQyDopkFBUQkZfnAGsh6nXs/TJYOHft5X29AKN/cL0rp66AiSuT+vJQP4ITXsvdlObL1V0u4vVXt5AXt14BoQJOyfXp16Dw1TvWF5hlee8/wDEvORQZC6ySBVAzX7SMj4tcwKVhl89qP6wo6tVfBX1d59pVJ7x4kKuGXN/j8oau9pnrJ7i+r6ynSP3tVV/Xe73wZfXLn19MnPVYr3d141+myPTjY+nL3/z4mqk/8tmXx5dt/uuNWx9Xvvz8umOuzv5BQ+XF53+xlX/50fnBnHmRJfSXLvhig7ncuczLy+/qmKhzjQIqsa4pK+Ncy0xVJaXMekxJiSkRorIEZZpzYHhaEvOihJiDFKlmT5S2XObey7G0AsJfjNovn+S6H1Z27c8abNXG0fK90opSvPOy/13fvb41c/WnZtfV7MIauICLXVHthzozrvW4Wb+TM6rS1Xu9WnGuGfzX69gK4F9ljtYMw+ugzbrI1D1s3Sh5sT9xOf2FhvrKIC5gGOZiC/wgRYuyZl0zGq+DFiWooLbszfWr9R5mbZeu7+A6M+V6japSJjUbxVy1SblIX9X3UskPV/2nub1rtkZ9X1qDFjkbV1dmcmmbhktf/6L9VMhyqwlXCASW25yJ6x9Bz+jZEdUhUXCzYEwuAK+TZ4kNSVpE9+A6bLMgLmJSg5hST04tQTIRgnnJ2RemB/HIOKNzyISSFEF9Zhhrj4ktaRbMEJB5QXVhUWXAowJeRoIuTLMQJQfxRAVjKVISJ4SL7KSOFrVVJiuicoOYFlvK4+kUSIdAak6oT6hJmamoMxLOyGCRx1POppAJkWca2+VgxHnAsBB0JkrIiaZiUfGINESzRbzH9EvJjrU5PtcONEExfiYtgpxHTHhEzy26dLmmhj1hloQJEXEQd29JOGLakSykRZEodBSwVEA14A5P6BBJjaCmRWawKeG8B9NnlmqbC3Db0WKSLWQgg3iD68DuwJgNJnyNzAOMn0A2GBGMKGKXHxDtf3K0lVpuuq4VutqGl0TKYnsU4D9/ai9zr9Y+WDOCQvlZLsvdlf2wBvNMJrqpFGk5lIvsbMlNXrO0ix9dW3mdlXQtVfvF+qhaV6J01QS5ZKC9WN9qVkhtS37ui7Sm8HI9K4GXq4D8Wq9oPeeqLUCufRhZ/ao1w/nq/CuDWNbskbpmhavfX+673mbN0qv7+IU0dm0/X/pO1nclYi57XVFguNQwggsLvfqrv3BtS8oyLMQY8NZj+obkHcmBmUGSEqJjiR32tOMm3SHTiSd3YOyEtG+JyTBHi41CEwzWCqa3JGPR1GYJISla9ZyBhWXakMasDx+6hDRHGhfwCfxTTxTHvIOULFPyDEaIc8TNM/t5YOHEtDnQ2IXteY8L4EdHFEOfnlEz4v0OL0IvDcY2hH2LLomUPsI0wnBCRmU37MA3WDXMCme3MNzMNIvDL3t0CCwaELllZ29wahlHhxVH+PMG5ztc/xoROMkj5xR5WkbOwTDPE3FSxkeTQfPxM3NIdBHeKBjtMGpw8gbnJvreY/dHXBKWj4bQJdI2UwqH5DACTkBDS3d+h59GwmhRCYQ2kKxgn6cyPhRjlWExxMWin1vsuSWMllGFJRpMsNA80d/8nsaNbOaAiw64RXUm6IjQEcxbkm6QaNBZWYaJtHh6aWlN8xMD7ItDwZ/AGYHBIbOn7RqEhtE1BPW4J+iWmXiGYBuaKJij0M1bGuNxfkS7IzEOzKmQyYYRDTa/a2PxOqARjsMWlYYYCxlnmEEX1AbSRgjeE4zHxh5ZbF573UhwltHeEs8e/0fFTBAXS6ueb9wGbxzGzUQTENsBCylNkBJtk0kcmgwxKamdkLggs2CiEDmiAhsbaY3DTIGwnAkhMLcZn2gUEM8w77DG4dIRr4osCykIzA6xFpMCQt7fFEXdBjVCbECILOcWHTyJR0ROnLxl9Aa3KFYFsQb1lsVMnKbPpLiQ5AZvGjYuIb2jtzcs7US4f0RixD4HrEmwM2hyLCqkBEmyrPYpBFQTUzSE6DFyi3E3MN3B0xZpthjfZ0i1F9JGYCfZvkoR7wx9ACdC2loURxg9xsDmvEN8+Mkh9sVwYzagRnH2SE/EETKfWD8gHDFJMQEOS4Q54oLSSkcQwwMz6iyhBcTRmi3GDKTjTJsix9EgUdj7kdka4mxRtZgANiaW0RKjx6MYWTDtd0h3JDw/M8U8mTsvLE7zSj4m5lHR1hJ3+6LM+GdS6pjHW0IYMNuQeQCxyUF022CBG3MgmIV+E3FOaRdwRyHuEsFHFrsnNB393OAfI/24sDEzwXYcfEcETvPIIS08+IXk4dZ3WJkZT0fSLExY5mBYkkWs5dluChEuYFAGCUwCTbrBBc/sIqd+YNxFlo0h+gR2RmZFplK3zA1o8kwnJU4RZy0mRSKfiBKJtgGjDD7zAXrd5LXX5loaSzpjcOhOSQ1MszJ9SpwnmIPgwkTDzJJ6YtgXKfaC4xOZMIyyw7oGdguyEW7bbGzpuDq8P3n8giBEU9hobTEMTnmYphEhorJHpUHNDLKgtdAxHaIb0AlhgDSjKZI1dkshYxOLq+qLj3QgGwb7YisVUDd5srZ+mSJaikQbB8aiTMCApCk7HdpASoiZwByuHMALuyXbTArplI2QWBj3phgzhf0rcuAitQS6OvY3CD2sNRQ8GZDt8udyJrPkhtJnOwSfpW8kB0kkVTmcHECQ1AKJlE7FxrzNDBk55msJqAiaekh70KFcv0hiVfBEl8L28ZDe5vcold1YpbNKRoQM5ABNBubVPOdzgqOycHKwaMnXoDLTJ1I6IWLz5oHPMkiEXKAHIdXAE2QH4OcUx5E7IKDpE1mqqFBX6VBxrEUZVSB5sCUAIRG1BkkhZ28U/yCPoWx0SmEgifYZYC01LKSyhEIxbs01wKGgA7lo2mtENmg0ZXwMhcGTLo5GcqwsTYrOfJW1MQZxG1BB5mLQpxK4MtvsyJjnzOovwRiViLJQWZZrZkMFE6rvYgSxVywrrlmexUGoWQmlIHxmbiVUh3zdEuzLWTWKZEStjBfNGU1myAEhSq0Q8ajmOhi18J5oQFJmGa3AkVZ2epGMqhrhSg6UlGwRIx3g83OvoEqRP6g62vW9lJR11aK5XqSgagG6tVbGzzokv9Pi6r10AaX4L1Ic4+rsFVCnAEmioMmsDu9KgK3jFaXKblyKH3LxbiVfMa8/5fPV45TiiF171Re/8bKmceXMljWrzMHLLWuQtcLLpjh3OdCTVtZgKu+tMAmLjEu+Wlzvm5sk17e8erAaMKxtKSzllMdYlgPI4zLfs4ByWiWPMgNuZZlrARzWfvgyc+HSnxX8XVVvpAYn63WvnO7amSa3dWVDlrGmq4TTRfTpMrJqZtrP2Hmvj2scYG3T5Ze5hV+O4ToorkCGFxfRLz6u5//YPLj67jpXXo6vOu4unftjh3zx8wVM0R/8/ofXuHxy1c4XL/OHwbwKMcgP+pBLF11/qHW+lkArrMHD9d/1M1WSKiYpKSopRmI0hBgIC0xTJMVSLllhGhPLkhgXZQ45ayJpZZCXBq2Acd0PIdfwuQ5KXoEr69ivq9FlRZL1v3/lqJJ4KbdFbJkvRGpdmXzLUntgrccg5D2zygYUGwCTaTKroVGDEqy2Wq71BaolsF1A+FXukZjX5VT7A1Yyilw9f107TNlLtWbsvXxndZ5f1ppyjavsg4v0yVQIJF/Oh1ILQrTsHdlGy9uIXPacuq5cFm3EtGub1tpX5Myo/LlnJcqgXAIp9TkKQQVHJpfUz0rfaMp7KlXeVMr+e3mvua6EQAUFU8eaPVpHj9Q1tb5be8VWqvtYdTIo4zKCmVizd38RW1gw2iMoPn4utsZ/Ab4h9P+T1H1HPPSk1NLMDY36nFp0TgTtOesea3Y48xZjBbM9YiXQxi0kzyL3xLQw8nvQkeY4YbC0t/eIaVkeP6BhQN2CipK4I7U9wi0y7zCHiI4jYgaiPbNoz9Fs6K1w454ZEoxnS5CI2CdMNHjfYdKM47ti5zoUx/R8m3fOdgYTEF6h7hW+OeHjzHj6zPJ0JL0d0N4hscOYDkkHZHxE4oQdlLANpPsZZxJbc0OcFfn8QFJhFJuH0RbEOjwbMB1LY7L/8OqZGGdoHGoFFz7TpCN8VuKzheMTLn0ixXektMHPJ5rzd+RAm4P2huXdfyDimUOHLooeAi5G9mFGJHJqzigTzXd/RNLI8BtI/Y7u3OImQ3OzxXZwai2TmdlMSvvkiU1DaBrUeezGYfeKf53Q4Yb0cEs6HdDnfwHxuGAxLiH708833YCVWFOkkVapt0p8o2TEV4Z/kS/Kf+cshJplnudazjDO+2LJUi7j/xI3qDXb6rVclkhNoVyPPC+1AHU0XBe6T0op5KxU4pZUOdqVZ1X9zbLmS8w205WtumYcCKxSxuuucrGxSbVodl7Tta5nqawnNWthjTHnTK0LMaZmGOQ5tQYhksnPYWzxe+qfKyJSrbtQg0Cm9G3KtlwVWsrLj2TC17UPthb7TtWYK6ZxfZ+wijdKXttUU76OFDIXZQ+rBDJJV3vYzx9sKSnzhzMsgd3f3uFuOmbTEBHskF3SIWw5iefm/DVvwm847L7lDzdPWO9otg1RLaM2dDGymRbEOVy/ISyG8Bk0zai8BzcjTKjCcHyLDh3atzTbwN3bD2z7I/17Q/v5NYfftAxvlDk6lrjhGAzz88zN85H7Q+LcHHi8/0QfWu4/fgVBSVPAyMSr5s+oB3v/Nd467uwW41qe3r1miUJ8mOAY4fEDZjjztvt7NuGGwTpORvh4P/J0c+Dd6Rvenr4mxsjxFOnlDe/8ryAGnh5H4sOG3Z/e4bqO9qtXLO6RD/7/yZPM/DFtGacGOzj0AOfvLXN0fCv/k1Ge+cr/mm/sDU+yZzANnRHa9g2bVx2u/TPD7284/csd09eRtJmZkvI5tjQoW5Nw446b5bfIHJgOH4nmzGT/SFoUr0ecDHlst8Lj4R2MPe1hSyM9YyOcXILZoWPDfvsH7u/+B+70Cne65zxvOPCGxCOTfofKLdH8BhMEPypJlPN0wuiGe7tHTP+zx5uJsPkIEmCcWmJSbm63NG96PrHhGHu6PyR254H02hNe9bTjBnvY0qUNu6Yn9SfC7Xvmeeaoik4BeXym1Z4b9wrjIj49sSyWP57fsdCybwesLOjxjMaB0AuyE2b3ltFs8EOHGUsmVf/E0G54aH5D935k+4cTqbcst56dFf5uMczW89kfCN5gbveozMzLEUfi5vYOYzxhMCwx0JgjxBHzYHATzLePpH7g3t2ydz3zxzPLxyceTeK0d6gatipMacvDyeM04LuP+FmZHxMmtRheY7zDdCOCEE6BhEftr6FpWW4Wkszon/aY04a4+ydS+4HD2z3Trud+VPqjIDtH3LScl2c+H55YTGCyv2JvF1wz4vZbbm7eMrbPDLcPyLDQ6oBZBN00pEUZPmY/wZkBNYnHGJljyvtfbDH2G3y3RZ9bOHr4usG88cgmoXeReOtJ9w0aR/rlSC+J20lIGOa3njh6pvcbuilxtxe8T399oJVDhQxeG2XTfsCbM/a5Q84WJ/8HYg408Vf46Q3P5wk5TzQhsDevmM3C7+VI2xq2W8G6hpvmHj0/cvPtiSbBe7nFW8tXmweCtfzx1DOLxWvCReX84EmTcq+JzkwM//6/Mb8ZmMId5/MW3wm3mwzXLarIc2L8U0DfbZnv7lj4AOm/Esaew/OvwCjd6xmTLHHokdgg7R3ORn7tPoE/Im9i5v4eDBwMBxMZdwuxvSftvmJzfKL/txOvzMidPRHthqf2FbMc+f74mceU+NM2ctfs+Q+bXzFPR759fyRECEGJxjP2e7Tx/LHfIgbS8oxPC492IgDfzK/YcMO5+TdOzQOndy3jq4buvKDDBEcwnzeYnWJun1jmhunDhsUs9M2GRGQx/0SQluD2BLvjc3tHg8CyyaB/8xnMyDKf8x76bo/6hsO/RU5/VD5G4aCWtB2wmwfm+Dvi9BXMY65hnBaUmZN4ns07zBaG303sG/jbPiGLcDwafs5o+/mFqWmvRqcWpnYFBjJ7Kjuv9fNaHJds1BVWfrZ3KmDt8ve0OKzr/p8NDik6KJU1jdYCs5VpfQadobChLo8UirGzgByKoVGyALT+Pke8qySKUupOaE81Y7LhU9jYdFzrilYtzmsAqgKh2ZAsf7iWM+jJ7PuQgfBrgEdhlREoRtGFAXRx3LOhVVNTU3nGhQtAm9ssOJSUHVU1pS3VCCRfQ4vDqlBTXC8oTwHRpWa7pAs+shrcniwVVNOPK1CxoEWYYi2qiJAzV+rPf8XYq+NL2iyXtQIzRRd6ZetYVhB+vWq8/NFibK6sySolY7gUAn95iKlg3AX8qn2ygsz1fUgF28p5YorM2BcgiCmSL2sxuwIu1ILNK+ZSp+3lXerKQNTLu1+78DolufST5j9rO1O6gA/1u8r6TldN/OowCOU561yTUmScqza1a9flZlRgo3yS8rOr2DK3rx/yCmArY0epbCpZf1XHvBBfviWpGRKy9gHrmJASALqaq8JfG21Xh/7IT1zekf7gN5d/CrkPfjikrvDcq5NfXLhe4OrTq3v9AIS+uscKItXuewGC/8STX7HsLv1d4c48hq6vpFdtrvJDrPe7fo4XN+HFQ/3YAxRnsjrDX6ov1F1GX7yD2mp9ca0fdv3qgv+FM3R9p5fekEvfXC01dUGW63cnl3db7/RLBZkup18eTuvt1imhPzjni0H5w+d6cfG/1KYvvlvf549JYKh+cf6LhetHrv1TbZMvzvtL16i//vF5lX9z6f0X17+yJy5SY1/c57qjy3k5C6Ksf6poykBGSjkbIsVEjJEl5E1nthFVmJfEEhIx5j/XtSSus35+6lEvD/yyn/XFe7w8618sF3J91BpNlL2ogDo54PwyUPnD91Ltqmt2LVcL2vUa/KLJ5ZM6lwrRpH4H5QLIf3Hb9VqXTL78eur4uw68VVb/j43X8p8yll8WjRdYM1a/bHu5h3Ah6F6P/RrchnxvhIvcXPzieYrdUTehurD/oLl1D75uYw0gpKtL6lWj6rmXrIpLn8Oa1bsimddzBaq9XqX1rjqttNusgfzc7NqWvzriXj6Vc4gIJtxldrD0JHFISJg4g7aIiVijGJMLGhMmnARckZpUyYUs7bhgXUSaiSwbcwMKKW7R0BLTknWRnxUxOaM6iWPRhqTZjjF+IfsOOfNX1WQik92QjCMpzNZwEs+SEkwLxgi2EYxR0u0AOqFLJqVoavJ10gIqhaXmMNIj0pHakcUr6Tgj04A1Bk1NmVKRZD3LZo80G1LfkDYJt51wQbFnIBq87UhikKYtQy0gaklMQMKkASWQOIDMuKklF3u3KH1+j42Ss7YDognhGUm5dkQW8O6Q1CKnCGJwknL9G58wVkBblIRNWb/bmD2Iz/ZuSkQ1KA6/bHI2qhqwC2on1J3RNCNTLsYqzuRaf0vATGfMkEjLiPUGgxBD3vjasfkFmRBfzqHrtbbC23XBrCD8lZ1fbX69nufw0oe5NgMvcyFP75p5sG7a+edKRLnKWLrYGHWvqmvCGnUoN4ovk93WBV94+YsSfEm19sPVur7aVvXSlzX5S/sp/1js7Zq9UDKLV1JPyv18Ja5ULlP3Fy7PsmaTfLnGXO578enLqqqUbA0uz1iz/9cjr08vaAlyfd0v7BQlB4LWPaz2XfEFpd7r59tuIoLxHsEgU48c+6y/bmdUAsknnO1oTY9ExzxNTM4wNjt6B7aFFIUYstTj7ATahL8bMZOQnoW0JIgdimcKBiy4zR71HbaJGDuSmjPBDZxFmLTjNDumAVLboL1inxv6g0WGM2N4IFqlEaETy9Y3LJLBzyAW4/fgBed7jDGEOa+/tpkQA4tXNBp8+waTEsvNK46vdqQixNAaYYfSO0PbNQxz5DRGGrvQhfckPMG1aJgZx++Q1PHhrET/zBgPBFlogiWNgWAS2giNc5jUsRtnXDribJZI3qVEH2bclJgGwZ9Bj0qwgXA/0mxmXjMSmVhMDnAZyeMkmAQ2svgFtQnT7cALwdwChkaPGCJJn1HOmfVuZ5KxeYa7CK0lGMMiYKwiPhL9wuRnvE104rIbbBbEGWgLocPcwuKxpyET/H7BYeaECQZrDeIsAYtGQ/QKLiK9YMXRbYB+QeVMihEbEjo0OVDdWjQ5onVgHS5uQByznUlupvFnklhMGrCqOH/CSVnHU8CGLVY9Tjd41+MkYG0Ek7IMSxNw7YRtE9I41EnJChaIHsRjxGAEbJghLNhFsFj83GGsy5ofkph8wNgA2wUaIThLSB2HYGGBiCU1DYMIEwJxQeMBYy2tz/fxo+Jmh102GLHYpsU4wM2kBFMExWHoMdrRLs8Yk6A7kUwghmfS6YC9NTRJIT2zrDLUWR2lMQGVwKJZtnxM4CPYxRBSQ0o3yGSJxy0pgXGWJAmxgRWq1UQXA01MOOtz9uTi8xgKHmLHPCnHU2AQZd6DNgLRolFxcULcTHITySjRQCSBHklBmZ4T0f4C202hnRYSQoodszH0sdBnxCLGsURhmpU5TsCB5A2hsxChCdCqpZsXSIko2e4RdwdJCWRbJtiFaMlZEFhydqkSUyREhbjF4rDDhD0vBGdJNxa1FgkGwhnimTZ5broWbybC/J5JjhxNy6wGowc0WpbREJJFRoEUGebPOBvpR8FoyfTUxLKcSMuI6pR/vx+w5kAzzyxz4pxAkmFuNrjuHqNKGh8R09K4DtRzOAfmqAzNHgnQhx1JhSAzgZl5ybtXMwRcSuyaRDLgZCCJyziW3mDGhD0ohh7xO6yNOImYxaLHmWADw35E4kwbFGUhygOJBmcgiUVjxnPP9ohBsYNm+9FE1Ch+NJjgiCGSNNJsRnbNghhlkB4NCuFIEoiNx9gWE3uaYLhdPGaa8cMjfQRDzmbZLYrGvz7efkEQ4hZIuVI2EQlLNmR8qYnAjOZloGz4G8R0ICeQAxoTKSUER67b0OQosJILu8gVa6yCICYbCLkMhv7/2PuTLkuSJL8X+4momtm916eIjJxq6mr08DASIHlInkN+Ai644Jfhd+DH4YILHi654YoEH4hGA2igu7orqyqnmNz9DmamqsKFqNo194jIjGy8xnuHcKmKdPd7bdBRVIa/iCAcYMn5nsDeIjZC2frz7Dlw6UKXCmJ7TF6BXAPPwTaIXWByAl6BWAWOFIqO3rZW4LkZi6XHU+QEvKj1CUi15kTNJYmwoAVlgjpGJrVWRinABuMTwLzNi40kYFa94aUKSZLq903I2vv4NMQbAhoQRpZi4TpBE/zZAJeI7DGb/XP2IAPGs5rWZ3ZBtZyqYNtVOXiuY38JGCYTyMlzjeIh8xStf+9A9j4v7DDrMZkwOVLPekfJL2iWuDC3H11v6eT9lGc+nzWyRpqzpSImpWyAHpvr+Ic9EvcsTqDS4/F11amjbV5wpJJYRR0VN6yKQKgCfa5GGhU83+sWLFCKApOHQ6kBiSVSQzqQUlMfVUUhBAg9WHEzgXj4nSAunBjVeG1QaiSL1kgi2bDkMF32BW44kJp6yhKtfghMWD7V66u6VDwnrFnnQxrrBJRUBf6GdPJaAKWOrZWaQi0M3q/iThSTAeMCEU97JtaceTUEuiikGt4eOkdLhcoYkju/xKpxxA6cownE10jNFe7RLiMwI9bWdk1BJuL596Uas8wc3Wp1P4lh2vmakRH7mEW3LL6WdIyz3amtW7Hq+2jOS1dcZIW0c2pP8M8bJk/q/J+VNVd63VmzJFlZvdcqGtWF32YYbba5de2PpsAtiq3WNlpTntcKVkultHpZ+35R5spKCQy0UVm3oQUjnA1k7ZFVwVwiP5pxoCmeTVmva60VybWmlC4M0kdxMeRWBbiuf6zl8F9N36Karo13nA1q50IjtUWtHerfLe9hedJj1HRDBTZ7wMKXW0q0vzed77Xlvctfy9Q+VLLX1zxa58u614fXfNAzV53NPOzvu+97vHZWv7bb3i0GsbrX1heufpyjGs579vy9LOtqNTTAw9Q08u4h0yZq2cht/rTyScUjgJpByBGiXoRaKblQUiHPmXnyyLzjMTAHpVQ+Oo1CSoVxzkxzdoEuZ0pxVOmZH7R2wtnZ3fannOf9AQNaX/9w/H90tZXZb9EW0VA5jTVHbTy/r01L5TkOVvDItnP9hpbW0RB1B4AtEVF1Hy/1dHw8Tcb68IomVq/9I3XP+/wpblwt53f7IeLvzXM9F1a1XqzJXuc9CQ/5QZN1rNSzVmo7ZcCsRVU2w9TK2dKiNJbIAOWcvrKipaX3NuTqrLGESVtHQksp+mA+CzzOs+6I3lYboiGVW1RGWTkAYKm70dItLQug7vHi/7EaMi1iDnYoNY1kMwq2+kqEmi/IzrKRtDQRPgYLz6856T+aVAi7AQ09If8K0oZRLxlF2E0nhtOdR5QGodv2xG0g3E+Eu9dIzJQIWUfm+C2STwyvXsGuwJdgconNO4wt8/GXlFmxLIQ5sfn975B8pPw6kC53zOkZlIGh/5oYbrHxHiYl2TOKeKonNhcURooc2ZeBV/acOE9sb9+iUemuesrFgekX37jM+/Y1MgXm159gqUPE6191+wu0bOjDczRcc/jylulypnt5R7h7jYYNMm0cGZdn5u0F0+4LdBfRm4E4vGRzuSe8gfB1cGfGxSeUfiA/e+bT8HpPsZmjvKXITD97utiZP5DLke3L5wzHLcfNc+buBRZmypXnBY4CIbwixL8h7AfC3Q6TS9AX6Gz0Xx0oMRIuBBvAbhKUSL57BkmIY0DKBt0UTL0WoMyZU+nAtgzHLcPRkN332HBHESPHA9xl5D7TXe3QPpDHifzmnu7+xOb7W0LoOF1fUpIw3hZ6Czw/XhF+SuTNkte/pqUtpe4FrzG2lmfamWGSH0Y7LdylyvTmALxFlKkOZWvR2BUMYzVdmliLVga0RWh6RKnL8AVPZ1x1zaVYkKc9c57YZKGqn2njI6HKeQ6+kiUi33VUq/qRhOx8raYqXvwdqtW3maFMtJSxGO68W9JPlVrfqvFfWBzpLXo51HS7pnXcahQr9fzElrPUec05zZXL7bVuRZVhHb9TTRJVZxE87YTpASTV2nLgoUDOs5w3+ny3SNWzA6Sxx1YrIrv9oJ0B6CrCbpU296PWmtDfXKAJ4psX6Pdbwqe32G6PhZF8kdjqZ1zqM/b3E2/uX3GXI3fpF3TPD2w/fct0yoy3I7MI953SX83c/PE97IXtq4jtBzh+QVbl9fGWNED3sy+Q0LNNbwi8JfUvSXLgFK5J8ZLpPpAmZffLSzafXLN9CZdfCXv7Pd/Zv2PQz7kqf8ZN3PBFv+NVmvhPesR0YLf9lNAF+l2Ekrj//iViI1dfvkI7Y59n8tBxM/5jut0Nf/iTwt3PCjff7bm4HXkeI58m5WLoudhtuY+ZbzSx1Tfc7P8DefMzjsM/h/k1r1//O14fL/jt8GfE7sTl5vdgxvNjYUzKd8NE7pWbZ39E1C3brw5M+5ccg5Bkx88Od1xNJ756s+e7aaJ7k+lvYf70xPyvZp7NJz4f97xG+G0Uonli4xwy95sj1p3I5TUhCFfPf4bFDSc+hSxc2VcM5Z7C32B64Pbql0zDFek0kFOEiwjPB46ngTTO0AlDN3Oi8GoeeT4UPpMNs84c4isH7V3egO3Q/CfoXSL84XvkZD++zhoZdIdCmA0+F/ImcHwbmQ+R+dOMXY2E60DHju3FgXCx53A7sy8Ttn9BemnYfsbGLWUTma4h5Eu2+Y8QHbnvf0Po91xtv8VU6eSGyMDF7i1dmLmfJ7JAf/8z+vkZF5fPicOOXg90uxOZTGIkXJy4fHZA5wEOW6xksmXmrEzlgqwB7TuiTgyntzBl+qMSrGPHNcTAfjgwh8yxmzA9sb2+J9BzeHXDdNxwOE6oZmIcCDdb5rxlKhvi6Td089/RbV9wcflL5GTIqw0h39ClP0H7mW77PQxHyvZ70myc5g1YzxXP6WTH9f6eICN3n/2eKRr53/+W/OpbtlcjYbgkpSN7+xYrG0rZEOXE85jZlxOW95QkvE6BIUOZhJR35MMfwxw43W6QUNBPPXtG2OwJFK/CmOHz6USXCt3zDtko38YT92Mmvh2QwzW3b2+Zj/fk54H884ieIBwDmma6+TWymxh3R0p3yXxxQ3kzYr99xXwS3vz2qkbifSR7K4Wb2z0yw7fyghM9291Lhn6PhAsIHd/MA69PhaO9ReQb5qtn3N+84OJeef4msE3G9ZsDh27Ld1tFuGLY/mPMZuZ8x0knvutPmBRuckdvEcI9WWfGPDLOhpy+pM/PSd+CTcr44oL5sw3x+w57FSmnW/Lpt1z2X/DF57/iXr/h1dv/TO6uYPcL1EZ6viFNA7evf4GVDs1CySdenv4a1cyX8ZdsNpfQ7zGZuDv+nnE8cGHXbLsNX/7yG27iW7776y1vvtpwd6eUu574+adsL/8cmXry8SVx94Lnuz9hHu/4zfd/Q+qF44s/4iIH/ihtEUYG/StOduT39wfSDNdvXzDkjhfPCzoU9pvvSPqWmLdo+mO6b79DvntL98WnhE8/p9sf6OOBdLwnvXzD8ecHvv3zW67uIz//7Q7JM8ZXqPTEeMfMlu+nTxnV+O7yJaXA7ndfoqct6WqP9ZnrY0+vG9I4UsLM81+8ovvslvnlC169+YLhODEcvmK+/oTTJ18wWM/FFNmcLvn8/nMkfYfG/xfSC3p5QVcKnx2OaPlxJ+tHOyFMq9OhhVa2sMglZUdTjJtxQx4pgq5smenZNiG4wNVCNJuZTqJHUSz3RzfyNucDhht7Os4GveTf21hloVaMsRblAs6o/rka05rAWc4GgEW/by8/5wz1/tRnWlNI1/nn64DXMZHFSifLM5opwvvQ8rM1BbiOwVJToRkJ8upnVeStGRRYCbF1fCnAiKdbaEi9Guq6WG6q4X0R2tq8tVylayNIFdYWNLuuniF4iqzoYy7FkWy0iIOm2FcBtoYl/6iw19D5Uv/VPMWPIymMtAjHS/j1IxvXUkNA6vdSqhGrjWf2FC0Gi+WJ1ZjKo/FY5q29wFMwyWLYs7PRaBnPVhjPqsHhEQoLq0NVx9baeDcjwArZ1Axqj42Esk6jwVkBWEUh+Bis3wtLpNE6KX6LAmqIsbrGzmmmHyFjmzL02EjWohYefNdQVbBEZrR5Wht7HyP6l1oPPtce8t0Um1XtjaWYXuVZwln5/Aiy9W9S2/jONw+jBJY2vvdPW259J1KhzmVzcCwPlYeXOL+Sd15xfnC7qe0ze/ezR334wJOW5XJ2Upzz5y/r21rap7quWuSWveeBq178SBPe0/71DW0d24PP7dFVtUHvDKW0z2T1+XLR+9dHPZEevb/dverTsi/faclPpPU73kMPGv2+Lz/m3e9bRx/zjB979qP5eWc8Hr90fb0se/XdEfjAmKz3wzsT+0NtfF8rznNsC8r/HMVgLQqiOHIxqzscMC+IhgkpQc5GzoVi50gIX4vtjDo38TxS63XkX7wXLP/3JXmseLQBehwFYDwuIPrumJ75sw/Rmle3M/P8PBNbjW19x1oWWJ7XnBCrKMJ1JMSjJyxtkSYnrb9YyzirsZUHHcHP5BV6eS1brI31D9rQrmtn4lo2eneMHtJZ3lye9cDR1sbwYUTEgqC2/Ggu60LhkWxQ+ynrRVRa29u5vXpvq9/x+Gzyl6/m1s5j/bFkQp47LPdIDlCEMr2FMcHxBEdFT8FRXYOjSrMIQZSshoSA9IZdGJaMfKhzcwqY9JTcYSkSVNEoxJAIYcY2hZyAHNAxUoJiAYpkcpiR3EFRR2RaxLJhqUAslM7QXIhzJugM/Qm6SBl66JQgW7cj52vIgmqHhVDl3UKxAcqGzIhxR5YjRSdMt6DPKboD9XRJ1gnGgFiPqXoNBiBPArO79kSUoAOiQ03zYwTx604hexrSSZASiFNAckBypBBRG4i2JakhIaOSiJIoGsh2hdeT2CDaoTFBNjKJokrJVsU7X5tlnGGGcHJ9SbY3oAmNe0KX4ZhADlgM5CCUEIEt1m+wbQ+nGcszNhXK8QjFU1mRvK2YEPKMFqWoAzsKdxXB/rHrra3ZR58vfOixDNH2V/sD3mFXy9l0drQ+PHbec65ZqWCHFkn2Hnm9gTwWHgIPI9XPztbFB/0IOLLUhnjn/bICVLgD1aqTRWrB5nUgxgLyWAuqUiMD1+2lfdb4buUJDx/mPHwt/7Lm0VUHMFmOoBapTZUtz9FmTS9rdoK84nHnObX38t+VHNJS3q0iRM5glTVf/AkkAsMGOqU/Cl3KZO7JcufvEyoAIVDiCJdvCP0VfdejZabc7rGjwpuOEgvz9oSkRNpn5ACafCx16Aii9NmQuVCyRz/FORMLTGUga0HiRNjN9LKhs464N+T7CMcCmtFgxLghbAfYdRRTTnkmqdHHnqxKjj4nkgrkQqrAx3wAiQK5Q8TrLRBmRzFbJquRu0gkElJPLB2ddHRzorcTxWZuEUpKpMMBnfb03JPNOE5HupTYHS8xKZy67NGlmxNiSsn35KRswgX98AKjY7aCDBMlnuj611zEN9D1SH+JMhGmgkyZMhoyFoaDIbEw7SayDBTZQhG6w4BE5Th3lBIZ54xmKERMe4ZwASVwt7mgbC/oc4+U6POaDJs6ptOGWWBmRJNyUZRNEdQUsUixG8c2lhmTTIobSkxMXT471T6SUh8dsJYuCGMGmzGdUDzVENEocUvuDXoo4YhZonRQLhJFjTQF5kHRbSDIlu7Cd0OhA+s5zFvQQFJPuZ2mCYgc85YkwtBFUKP0R6zPZDuBTRVwEympYFncqWkuY6mOiHVk60kU5nAka6azAFGJQyTS0V8IFgRJBgmibn3vx4CpoaEQtFAkkFB08jNPL6DbzXR3RjcHRINHcxiE2e0CqTugmtGx8rGc/NyfE2IzYvcIhSkJQmScJyZLTAq5i9V37CBhHSamJKS7ZgnYICQGBCNQuojMSrqDbNXeIwJ9wkJmZgRJhI2DPmLytJ+me0o/efrHojVZR0BIiJzweI8ZJWOWCVkJp4jmiZhmCIWyD+QOJkswFth6NEpOGf1J8puQq7M7dkIfYB4C+64jlg6dDZu9nk2IHdptwAbysWe0yH7XEW2ms6PXkignFOiZUSmkbiCJUmxLMbhPhWCJnQpK4HIY2BjMZN6mEzkomQ3RlAvLzr+sI5eBnLdohsH2nMoIYpQCswla2XsSY+69xuxA9rT9NoIUTxueFVOfHy4CMnSUsSO/iuwvlDII95I5XpyQnJEUsJA8QmCeSWOEXthJZrTENLvteTuO9KUjsQFg1oGMsSuOc9Lex3gjkc4MZmPOCeOExQmPDb2k5I40mYMAdEtmIhcB2dBvInKKjGlDLCe6fsKjmzpmi0gQVMBml+uOhkebyBYwYr5nLnvMElEKl8XYJeFgxkkKQiKbl1rowozmRM4FNa95LCKE8ByCYOyYNfNmW1Oz/wh9vBMivAITJFcFSTeuDEgVAEo17AbPB7kwIANHrnrEhFhFaEnL2a6IbGkIDJMAcVP9HS5kCFtHQ9grXzRcAR2iO1yRe41wwMpbyPeYfgrhE7yQ04ARMM2ITSBvORvFa75PgJrf/lwcuimfFUlSmhBzAA4Il2A7EKWII1JEJkQDwoDXe+irTbvm+hVxQUp7R6wUr5mwOC2qsmcyVEG6pWGacWfK5O2zG7BrFqFKzIEeWfBaACeEt/VdsQpxFRWs1XlkFZmo/SKMGZ7bvxkAHCWzwcNzT94OEURaoeoZR65cYXIBelWF3ILXjjjVeR1pAqNYxOSas3D+fpLi7bBQkYKtb6HWQ2hIoXKPlRGRa2BXx7qmAlOtUQ6TC+TqRahUHYVk6oYGrShNqYXVzGbve2gombNx20pakJNiG8Q6TGs0UC0mLTha0+d143OWnTE6MkpALlxYL3sWtCLUqASPqGkFDkWqsFLwNSV+IDcjjtsOPBLJ86BWp57USI+KHPU3tOJ4Pi6+/qIrFjq6vF6k1jTw+i+mdX3VWh6WCswzhBH05PurFtxbCqUHR5GZbnxsa4RHqQUARXLVFRy5JhUlZdGjCTThkSjq/KNFT3nRxaqw1ALuagkjYux8T3APkj3iCIG84f1GoXdp0W9gUYQwPTsAzNWwll5KmvLYDHOrUP6136OFly/KZHvFotCtDXPna0zOxv2WkuisOJ2VbXnw1HMbQLzeyGJgPLehdXS5ax1lsTy6RUM0w6MbukrT8RaHtCOiH2ftP/su8oN3nVssy/Nd97QHV9n6v744OSuYLaph9S6r17d0XUsbrOqF1nynZ7S2uBJsrT/1dquDVUfx3GqhKvjrwavtkB8/dD9M6/lrK/Hhul1iZZZQgMeGjUaPDc8/rOycUfjr69a7Yd3Z1lc5j/eDex5dtzZscJ6XB9e2AV8utUfPrutyFV2xvNXOq/OdyJHlc/9sWR4PhtXqsm9OquJnQfH1WbJHtuU0k6QwRU8/EoMXkpwnN0rlZORszPNMqmmZSj6nZDLWfVq48bK+2m/LZ/Jo1pbpaIP0gFt9mGRT76no4GUR11SG1KiimtvbKipUFq9iM6a1sW+pIld/Nx7RjORLHZ+aQtPOPAIy55zhzdGtLn88qEexjpxs10NLSWkt/SAtHWQdl1LFWp0qH2ioZ//pqbZwuUTyuW10Ln9arClHWp2Gcn63GC47ePSqb8HaJ+zMy9reXea7ymmlzYFHTC2pkBoYRDparTByXSfiKGKzGSzUGgRrqnKieZSJ6NoIV5m11TNXZ9aAoAZ6WHj9kiomVJmktrtGvJwBGB9HVoTT20soW2LxaGZ785fo6TvkzQCHDd24I06X3Hcd+wtcho4bYp/oN4HySYZfj6S7yPGrK5gj8vUlJjusu0EksusN1UQ/fI/YxLgtlCkS326I95H0RSHvJmY9MrKni88Ip4Ft2bIpF6RxT5rumW4ydpHpx4mrdEfe3DEOf6B0O/LlhqA92+lXyJyxu3skF/o+Y5IYSRQx5vAc45K0/wZNRyY7ktJM5OcQbkjdSOpn2Gxc9zlFwiFSJFGYmI7G/KojjEYORhc6duGZy7M2Ipa50IlC4n6XvcjgtIUk3Hx/oD8NHDY3nIYdQ/iErVxziN8xDiOd3bKx12j+OZr/jMkyxz7ThyPb4TUZYU/EEpRD8XQWWWEuzK9eIieIp0DQDv3yH8HQsbn6ljLs4fh3WLqj3Gw5bHry6RqZn2MvLkkvtsh4i/zhlnR3gsPv0ctLgj3H0o6p32H5wPbuO4pckIafoTIz8tdI298fs96oyPxSzzT1/Snkuo/OPIsqd0njJy29p+iC+VpOYjFgquy3Zzmb5WxgOh9XLTVuj0coV14oUkFAnoLDa6hl3++1zs0aj9eCo729K95Xe8qSLrf2u0aIGhmlc/5eUpU9I0JXo79HrAG8Fj5RvIYeuH4BrsMgtKhVw6PhREt1aGQWYCJGi3S35ryVgMv3lY8WxbIitaC6D39ZiTmGlAoy1BqR1YBnTZduEfw4yMhEakBLi9INdSzbHMAZjFj1PKnzb7V2nPn6kjbhH0uq2LMXiPY8Hw/s7JY0/DVz/y1iV4htOU2fMM4gN98QfvlXXORfs8k74pvXzL/9G9L+Bbz6Y9Kze8Y/+47JQP4q0k3K7i4QBXYvNhSBcntgOo7ss6cF2u239Cnysv+MMRoXn/xbhk//QLz/knB8zulvI9NtpGwn5ssT3YXyyc2fULbXlKtr9vvCH765w7Tjs+0Np2B8szkRSuHirUFOnMqMFWP43Y5oAZ6B9Jm756/J4SUnnSmHwqSfotsrwuHKfbanK3bTBTflLZ+VPzD3gb/or4jHwvb737KLb/hs9z1JRl7fvWGYdjz79h+TNjN/+Je/Ydoe2XBAU2H/2wNyDHx58Sdst/8d21PhmI+km7e86d5y1f1bPg1/zdv+f8PdxQVxv6d8dY+VK17n55TbiWdfHzg+P/Dqz1+CPCPqC4Zpy/O/+xljhL8OkSkY+uo1nRVuPouE4YYX2x1dBy8//ZR0teNLOq5QTuP3zK/veHl3yd3hAtU3qLxiOxp/OhrELTJfY/acZL8mpjdspv/A1Al3V9dkM+TTDUwfv+BMlf3zK8gbrl5G+lNBr/41bL9mU66Ipy1y/QWn7WeevuhqZt6/YSovKdc9+UXi+EZ5+/sNctHTf3HFJhVuhpF8yty+fs5pvOR1HigxoM9+gcqAfvMMmQpfby8Zu8D07BUX8R7bfg/dzHRXsGPBjs+wwxWqgkYl7Gf0NKPdkc3mjpB3jNOOUUbeDN8RQ8dz+RwtARmULirXnwlmme//kzvirsdfEAPc998zxxP9cKK3xDHeMOmW+DYwfC9s/xf3yL96S/d3mW6+Zi8XvCkDm6T0x0DeTByv/hKdIpuvL9HNRNicIBvhFlQKwf4K2PL98QvmdMVUfk+Kdxw2A3P3CZ/kyO6Nsd0lhgvh9PuR+6+NGF4Qw2cMQ+T5dqRsIvl5T/puw/E3gmyM/hcF22TKzUi2if38BqSweRHorOPyNzeEUdl/9nccNm8rXloYxy+x6Rqxe0J4zRALscuUUsjHTLjdEl4dCHZLLAfmfeR0u2OSyF04oENk+/MXrr+Mt16j7iOpINzKBRaUy+eFm+3I113PvUauvhc2dxEpAzfWo8+fU55tKG93jN9esH+x4Ztf7PhVvOXX8cB8d0J//y1DMZ7LiRQHXl78jIzQHS+Y0sR/3r/FyPzTsOW6G/iTFz3RlL+4f8v36Xuudh1D95wv055nhyN/Oz/jD1zTWaZPEeGOC/6WMWbod5TQcSozkgtjGkgBDp++JETlaojO316fkNnQ6Q06daQXM3lXiJ9fIXJD/suB9Jcd33yy5XjZE5/fEn695+pWubqL6PwG9v+e8Zi5v7vkJsAv+JZTPiCHEyKJYXqF6cCtClMXeD18jprxizshWuHl57fkmLg+bLiahXScyCXx6sV37C8OpPKPEPsl8zRRvruHaQfxBtVC4A3af8Fn179m3he+u5/ZxAOfffIts8B3aYMRGLqekI3w+oqcCi+7TOoysf8FEjpu5/8Hmn/H5/JHXMlzfnWvfFa2vEqFt2HPGxl5IxPbcMdN1zOWmcM8ksqIxJE4bAjX/wqCYkHYdwd+8zwxhx+X3T6+MPVyOq/CFtthvnxuK8GmIpEXI5ZW47UbXN24VmsmaFU81yjuxRLmSpgt6PQWUru+LmLSu8DToigwHhhFF+tDDfMs9d51HnuEBSmxIDNq72sqgpp0pgqHUpXJZth3I9wZEL9q5/IoY8lz/8BeUhVZaWNZP1u9x/sS69jWQoFL1EJLsdAKAxe86GBcjHD+yJkleoCyGEcfNHGpLyDnOVzaEtxYsDZQLEp+i8I41wXxZ3ian4asWZTyH6RUIxCqAUBanYcW5tsEe1vSzkh7bhNslzmt7bQ2Vy0FwnpOoOV3tkVBCedn1DUta+MzNAvJeZ5KVfBXdjqnFrJckZdLehl7eGFV/K2FZK/ztgruwAPOUTLUcc9V+Jcq+C+TWdvbxqgZVFbGvfbZg9Q4snpCRfS2sbN1n+t+XFsEsdoepTkKWvvfQVouRqg2FmeD4QN0qax+aWO9/DOWkO82JovBso7jT4qEaHO80o+Wdbtukiz/bVctTTtbDB89+/1vPF/7yHgKnNFoj55iDz+RR9+bve+ZqyvbtliWgp1/vHeuYB1hsP7s4T54/L5Hl/PuyNi7XVqP6PqDd65491X26LXvPnV9nb07tZz5xmN63w0fv7Y+ntZn3A+94/3r7Kdc8njdfPTNP0Vhf/Cs9zzzY571eL0uc/H4+R967+oTayz33f1wbo6nejDzVIhWIyFKbpEQiVLOealLxgtYl3quVh69pGFqPPARnVfTemzeuyhXnz3++UO0PozWu+qR7Lbw+cfttNVv4mf/+/bLO2sWzmmy5NE1tgrQWzOy9TPKiqH+0H47Azgefv9ItmvPXLXD6zetZbRHHVtStz163Hopr9u61IZYfb5utwhnp0d7gK0WZJMR4BwJub7/fD49HgMn8+eLnJ+zpsd8UWT1nvPaO6PG26WPO/8TqBoIWwq9MtdIoVkhR4p2lL6joJRkiERk2GB9wjrPuyyHArNAVxDrCNGjgUvyulw6CCpeS8KYkFhQAdnMjuoFJLnBUkWRENG+x5KQc6aQMFLd6+IoyXQEmVD1tmdLHmUwKjIGuNshVog3ExaUHHqSFFJyBHQJPodCIeQKzjFzlOisSCdYMCTOsEne/nGClGHqkSwUjWQ25HnE8/03+T5j6qjdgBB0RqODOHIXkY2iPZAKlmavp2FgYiQ1Ch3CBZITUmbPTS1CsQBl8BS5eXZxSjzFGOHkSiZXHjsecOSb+Zq2MEBM2AxmE4wnZBZ07gm5x6LBFkqAHA3tzH1yJtC11EQBC5HQeyqyVBpg5qMX2+r6h/zGaDxfqsxaZfKFPa324xrgs8i0jxz7S322xkvWjub2fq27qiz6RYuMXtq7AFAe9WPhJ012X32+QpJY3WOLMxnDKMgjmdc/eyy/Pd77VW4UaNEQ5xRV7d9DIMhKgFz9Xe9b81QRWn2J8/UF1i2q7z5HvzT+vIoQb0P7Do9a6y3tnrX8+KitSyR8o8JKYftR8sy9EyEUciik0E57o2RBipCskDShnRA2A6TgtXBCXQ1akL5AzGRL6BQopx2WA1ICxMAx3lMoGEeEEY8GieR9TxoD5XnGevOc+jYQFY9qkuj7p1wg6RpjhHhy//bxFjkJKTvASi27dpcEcmCaPK1Y37ltRibnXRHfN2M5MdtMPhhlFkKZiWVmSieSHegYGUiUMjOkkTEMHLPPXepmj5woG8x6ejNiMqYgJA3IvEOjUOKeQnbHDMqkAzF0FI5QMikPzHoFfELOd6TxGjlu0DQjBKwE5hwchGYdRXtS5+j6zWlimJWhA4nCNgpBDdMTsRQ0dYgpUx4oJSKlJ1qgiDCrMM2ZsYyemsmULMopRExAi+vQJpmkhRg8hVIZ8bMlej2DMmT4CTn6EZDBUyjm11XfLTOaZjROSAhMx8ScCloMyYacAlG2TBKZJTMHSLEjqtHPR7q5EGd3bIeLGSuJbs4UxM8XyRWJLfS1iLtmd0JKr0gIFDNH+xeDkpFknm1OEuViRmIi9gZTYpqOpHJCxgMSNhUUG0hV7El7h4dLFhRFzcczFCgFWvrlMBeCVZ7YK2KFME7IHJB8g+qOTgQVwbZAb3TBwaFiAkkph+hjOCRQIeuJYkI+nihTh4SJ2CdUO7RTssBsMIwDMg+UlEmx+JzOiRATJtmPFVVMJrKdUARVgVCQ4eRRFyU7oDIrpRS3somQQ08JG+I4o7MxmNFJIQbn+2FQwlaYYyJTakqqqZ4QG5Ae4crThIfsGcpF3WqnuYI9P56/aacQImaRkgQJe4JkP/f7QEiKZqEvymZSclK0KBSv6VAyHGRgzB1SFHLGUsK6iGwMESGKUkTRMlEsYWHrdURm8YLOeiKFI8iWYBGdMpqMcJoI855oMzEGtAKWxaIX9pYePQUkGSodIWT6YUajUoLLj33YoSVDV8gycwqFHASLO1R6sijZlCkp4whhzsQ0oXIB3Q6zQM6T1+rphKACydw/T0DMCCVRKKRwIJtSZrfHhRiIwQhdxkJhjh0nIrkIJSdSjqQxEBQGLWgWJCljEkYrbEJhGOoe2IOOStAOusjxApIJdqi2rwiSQCWiGKHz83uII0ETFE992KnQiZFn4bR36KgKUCLFFLPoEf7ZYIKUC/fhRB8CnlDcweupKPmg5I84Tz/eCWECBESvwIIju62ARX+xgKjnDfcAhwMwea5cC6hFEC/ubOr5KkUOmIwYty4TmDqyvHS0YtVuuH6DG4B732RWFawWBqo70Eus20I3ICWjdsKFkJ0f4KWA5iqXiHfdmpJrK5HK0eHaUj1hbvhtOSktArsqxCawDqGrSHRXIgWjWKQZ5yTgyn0GdEZsX2WkaiCtsGLRGp1gU5XhmpDkOUlFt7jD5TXGK7DPEXvmjJ+ElRNSDi7IS0DooVxWubAqgfYGN/D7s6WcWHKTQi1aRn1nQOQNyL7mU66IdOmqbaBUg3WHF8GjjsNbPJdnrXVRay2U4AtSckvt9QPLLdxCK15u6rUemM9CaKiIGAmQ67iY4UX3RleKLJyFVfM8tugZ7SIhYCZLrmjfqYoXkVYsuSNGQq39sITy9rVNCdMMxZmN51zuMC3Vz2G0guBmG4QJY+/X5oOvobJ6phjEo/+ZmwE/+dxW9I9Ze1+NttAOtPO+lwlriC6fzGq3cHiVFg+bWowOFQlO8DzPZsnb0xCyUp1VZUJJFLxA2tn+1bmwXPcQmCvJVe8T67FpB5qwrtVBWTvOtCKXqOjVpgRUBSE0xFPbnTUfuXlx95ZuqViGMtbIiYjFbVX+69pJNQ/5R5NxdkJWZWZJeeYpzGStUFZDmWE1j25TLM+q40qvfUhSt8Ji7GpKJKvxqqqwQFPazuNYr7ZWk8OW4WqRDcsr1dfaErq+5NYqZ6cq55R05+Y2PqmLgnr2b9TxsLO67nryYwNavbyl8Vu+emhkW5x3D75xp/USfdCorIZtrWsutz1UuMtSkNFqlF1Tuh/euLifVmO5FL+wUqMmzmvjbOZoz/opRrpmtGjra03yaBza7/ZQuX/XgvH4htX39vDnYoSta/5hb3gwuA+iDFaLuV3+oRAbWV2HLb16r4+sXuc2kNbG83Mfj++5pW3f1ZvXjvzHD6+ftzX/oBnWaoz4eBQtaEkUCeTkbxvVDZeQCerF8pphvhRz50R2vmRLOozC4iRfD3G9z6rB5ByLIq3HdWjXqSM4L5v3dfFxj1uU3Zr3thSWYs5Pi9LqMXiu7wYDbmtAWFIjrieufa9h9dz1mjk7OLwjnd9vNfqvJIziUW6Lk9tr+YDLMrTIvoW08tNUH90MU/XdLcjS+vPeNRCZ6nNdtlmgxtLWviFSiwub1GjDNmdr54WBpSUI1ddyq9Ow8fbJ5PMuU72/vpO+LW6fDzunB21nnKezlPNYV9nbj/E2tqVGk8Aixi9b2x37DawhaxBJHUt3CFDPK+reqfXallSGVFuppxiQH+IzHyIxNHoBZ1GPXEn7K9IMG/M6Y9PVJePukpQyel/g8gI+eUbWiSkeYD8R//URdhn5bKLbBi6vN9hROf3+LYZSNluMmePLt0gZ2X5SCFtI13sKir2+xN50dBYIXBCe3aCf3DAdMvvja4QR5UgqkXTfk44nxruXhGgMm8hUhDHfk6fI7mVPOEbC18/QXtj+8wnZzcSrzCyJ8bcj6Zjhk54wdAxlJBxP2PwGyydsvIC0g5sE1yNcjshwIt4W4ncZz1z+gsKOHD+lpAP51W/QJHTTFXTC8csJ6wv9vRLViLuvkd3EXnfk1HN5aWziTPrdK053t6hObCVx2gbuN1uiXdOVT9E8MYwjvUCn98i0Zb77FEtHdP4W0RMS3yJhJnx2gtOGJP8CQSm7e9go83Si5IzFP8J2ivzhPyG33yHhDVELg37BUF4wdZnpTxLTBu4vBvSNEL4esd4oV0aYOzqeE7sLdjfXFAr7cXS59KOo8Vqcz7Tz2QyTGS/yPOC1Vxpfmfy7BVxXXM8gVJ4G0tLliqdT8PwOAhLPJ7QZMKPm1QttqXHjRt4F2CMVpNTq3OB9W5y/1Tnhf4o7hMQ8TYQYWtrpUGWXhY9VQJ+0Og2VX1lX97Xhep9Bq8NgjT9UHUU6Ny4+iEY1WkS+LAXuHxqyzrXIWPrg59ZUnfHgkVU9BI+s90jvFqGgmHW01KzOHptpop2DLmctdSuk1sxbZO1Q9ZwzANHrCs2u80kDYFl9v+GRLfW8EViAbR9JQmKnXxFD4U33Oa/6gRMX5HRDOVwh85bTLnO6eEvc3RC2/7w69ya6pAzTJWKR6Wf3FD0w2giH58jX/xgNSnxxYu4P/F38C4qceNEdCaVQopBL5O3vB+StMv8v7+BqYjM/43J6Ru6PlIsjY7rkNtywOfwJm9d/xtT/NaP8W3jzDfbtv6Hnhi78EcKEWkKkZ7u/ZraOb8dL+g7+9PMjfRy53fyWkkZu5JJQhLv7VxzSHac/PCfnLbv+lhdhz3++/C1fbb/lyyHwZX/Nxe0tN4cDd1k5mMIl8GUi7bfcf/PfMeTAryyShsKrX9xTQs+zV39GDiPfPXvDSWfu++ceedgpW4UyGeWY2B9+zWhXHPTPOMkdz76/5urVBfH5G8InOw6nnvtxi3TPCM9/zvgc0qeF3f4lv/rNv6EnM/xqIA89m88+Yxbjrb7GppHLvRDnnm8O/4Rk18S3iZsycTfDK4G7/StO03dsuis28ZJxt+X+okdfCuGtYDZS4oGr/i1fbP5Avps4fNuTc0C/i86ebuQnOSFEC9sXt0gU7m/3zHlkON6z2QPPZorCq9/dcvda2VxlNpeFFxeRz64+51U58v3xnlE2zC+2DPGOT776Pd0I/cuecmVc/guXWeLfjuTS8bbfUWTL5XZDF4TL/iuKTsxvr8jTQPf8krAL7E97bB4JBSL36OmIvNljz4T5j5Q+K8MUGW9PvD38BjmObL+6Q8Mz8iBkVe5kQnNB/qMRDOQ60EcFu8fKzCbNDOocoyjwciQcC/rJBfMfB2QeCX/xlvL2Z0xvf0XXjbwY9sybwunFzCYZX5w2WIicuo6clenvnmHDSPjVS8pw4na4gDkjX82EO+Xij/aEq0x3c8M0DEzlxF1JDF99we7Vc9IXM8dfJeTVAXn5LeniFi7eeOqoEkkamHe36LBB9AXSJcLVK8QyWyIlKfbSmLPxcsjYJjD0PyPqp1zev2ZzGAnbggz33McNJ7tk84kyPFPejiOHcWS4mLno9ow6cAi/RvIFw/gCG+6IN39LLHC5h1AywU5VtvzY9SZcfRJRGbh78wXT24Hd1V9w0b9GLjvkeSTeRcIx0B0L129HZu0Ze5jTkfHVW7Ce/2ifE6eebrzAxiP7N7fQT3Tc0/URvYA+Zj59/ZpiCb28ZtooX//tTNlnxuE7QrhlZxuucyS83pAOPZv0NS/SV3S7Hf31lo0MzLxAZ+Fq7zbcaBuICdkqMhx5/uwtyXpe3/0MnTte5E8IMpNufsexO/Jtf8kkGz4tf8yGa47bt5yenUg6Y3Pi8s2RTw73WP8ZuftjkowQD2x2wufXikpgfzdwGoWTXtNJwuJE0ZGkf0sqIC+37rx7scE62MgtSYxvLr8g2xU2Jixnptue/N2Bz57Ds4uX5PmKnK74fUl8Xe74xbDnxc2Jk73l/t9+TUwDL3YXHK4nfvPLe+KkfPK7iFqkXAolKXq4oJvhRZhQnbnR/0RPpnTPMHvBpocY4Jtv4be3sNsENkMkTzeU6YJpytzPGQ5KfNVxT+KbzT2bmPli3hBKJEpHPp7Y/kcY5h/XF35CJAQ0Q9QZxfUQVcYiGLX6A+sctoKYLoY0qfc7QiSvrE6FBxYl4IwGf4SiWIQl9a5IK1rbEB9VKV6j8BarRVOWm+K8NnY+/NVpbRA9t0GWi+v1a+PQ47+hGjlyNcVobcJa8Cvne5viuFgvPdLDc4XOVahq725InIZ0b/1bR1W4u3lJAbAYGcqDYW1KMs0Q594TzgPjSJ6HpiBWD8is50oqGsiV6tbHHzt8mxDdDG7VEGDtfS5Ae/TLQ+T+Q6vi+vcWjdD6tjbyPV7H63XTntDWd31WM+i35bOgq6pQvhh/4IxOrPPQ0E8P5rfdU9f0kvbCzv/MMFsZFuqELTat2ozz8J6f/TC3Pat7Wko1O7eLmh5nyTndFJvVeNYIJ3c8tnlav2Pdx0efP4jgeZi+Qh4YO3n03IdjdjaLrMZ1uX+NPPuJxpOFzjt8WXq0uhrr9XB+xTummsdL/cH8vMew8z5bT8vv+5jOjXpwa3NMQB16eU8Ew4fa94EmPPy0Lfp2vz267oep7Yy/76w8pqXPrPfp+y6UlePvfa16OJcf9+b12z5eqfgfnn7o3Y/b+V+Tfujd7xy0jz63D1xynqs2942XnR0R77/+B+m927H+z2o6tGL1X3EDZ7GF5z5IvbQ80Jb1Tm3jf+ks/P3ub+emPPy7/f7gvHu8ntu+OPPpD79j/eyHfzc+//DktfNZsz7fF3moOmjkfIfzjrXDZi3LfahN7ZntTzk38X2y2g+N8hK69Xitrc/bNvOr57ROiDt0pT3rQTTCo2jF5R0Cjx2xqzf9MNn5h6w+e5T2TJrz4vG8m4/445i8j6KWj7/JQ8UBHqY1PVZQSlRP81gAPFKBkLEQHNxxUiQaaEBUCXjYt5ZMqQZGw7DkQA2R4kj92Ay+BXKp4pqnhJHgaVqLFkcILvsbKIbl5Bk5q9PLitVUlOaZLKeG/QqIFDQ4yoxSsOwAGQuOiFbDnZIkl7Oyv8PT2ySIEyKGpoxJrCm3OkwHPN/2XDPKZEfZ1sK/UnxGVBLoTInm6LMI0hlGrmXBClrF56yCFsU0+DiY19Nq4ArJEUrwcWxpbDQhYcJqbm5gAduYFUoxkA6TDkmCjQXpZggJSTOakhuxOyiDUDZSg7pdjyhVrQxa2xUaKKoj/4Qo1of7QB4s9UUGXeTtDz330Z5dNs1j3tg+O3Oh9bsfPu7Mm7x+1uNDpo6prETl5YNH7Vrv4YVnr/QBe9z+NT9dt81WvKdKY4/5y8Ib7BF/fHh2vHtstrY0XtbuUc7eW+OhrnZmcz/I6x4gVVb9esyL25i/I4y3/pSHH/09WJuK52efpJAFCgpW09Nm13udxwSP8FJ83ytI1MpRXbcyMweGTQN0nprQRJnkROFIkYTKObqkzAWmCpIMCckDWiKF0VHWQSghYLKBfIWVLYUAucDpiIUNVp3ULUW24naaVCLBvMZOFxISHXmvpbqjS6akhE3mdcwpxGjkMnHixCgzo2Q2UlCz6t+pc9HhPL/0WFFiEWfPsWDB6I+ejrAU8aL2GigaPRCuymEUKKUn25ZJEieJpGmAsfe6FerptQuKSkcJOywKBEFkT58SnWZCF5G+MMSakDFkSkho8dTjqQiTRWLJhFxqfg9jLokpJfro2RFM1evgiJBNMGaKFLJkr1EkmVIES+I+MPG2/CQLnICEgkQoYSLLBKV4DYsqe6apMB8zMXqaPus7gkSkKLnUMzIIHk1wIsyCzoJlQwd31EbNqKmfKZJQNVSgkxljImejJEFzQEus2TZmB0biNUGlzB4NMCikmt4yGIUJLTNiCS3Z8Y4KWc1rPh39kJLLVnenRXXZIqqogGRDJ+cj1nt6VBkLzArZiz8Hq1m8O+ddcRSKn3AUE2wOnnK7M+gdcGQUwpyQCULKhFIIKCoRJJClODj12HsERFdrWFiikCjL/pRqDpo9XbeYy7c164toREWoWCZSMN+zNTW2lkhIM9EMleKRFKZoDISoyOzpSxFBY0FUKLEjSI+kDRJG6Ly2hvqjqwP7p2kOGjyapJSOknskQyy5gj2lJkER96XNhnVGji4T5Jwo1jHliKVIXwIU9ehHtRoZ6ikfVYxIJpMX3pWKp7RtcogyuyUnGzaDpETII9F6QnA4oFW7oxZFLXhUhri8p6p0oelnSrFAIBDBo9hCIQnMSHWKD5hGSgg44NzQbMRUSNEB2SZpMbFGcR5XivpeRyktS4w4TzDMHdGYy7cR1JxHJlVmou8JE1KOlBT9nTV7TQNMJyuYGiHWyKSTA+SjgASYu+w4JakWuoaxUJc9Qq0R0etETyLbFrMNIcxIyKQCpxn6iKdIbwBrw+ejiEfqCkyxEKSQauS/VnlQT7ic/GNszex9lq0neqIneqIneqIneqIneqIneqIneqIneqIneqIneqIneqIneqL/MvopOUqe6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ik+mp6cEE/0RE/0RE/0RE/0RE/0RE/0RE/0RE/0RE/0RE/0RE/0RE/0D0JPTogneqIneqIneqIneqIneqIneqIneqIneqIneqIneqIneqIn+gehJyfEEz3REz3REz3REz3REz3REz3REz3REz3REz3REz3REz3RE/2D0JMT4ome6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6In+QejJCfFET/RET/RET/RET/RET/RET/RET/RET/RET/RET/RET/RE/yAUP/ZCkSd/xRP9D0tm5YPf/e//D//H/3oNeaL/Juj/9n/9v7z383/yz/5PiBRiuEcVQnyBSETS7yAfKKfnWNqSLi/Jmw3TYcd82kB5iZVXDPqCrX4Ocovp99jwKXbxp5QT5DcZke/R/l9TLDGmCDYT8+8JRHbyP0Nkyxj3lDCjmzskzCAzIpkLjN5glnuSHFH5OSqfc7r/Lce7vyPFP2bu/xkDWy7sCtE/IOH/Q6Gj2Kdke8aY/gklHkhX/0/EJuKbZ4htsIsvMA2Mh6+xfGK7vSSEgZA+R/KOEv+SEn5PCBHVgKRfwPxz+vnfM8z/PUX/mBL+FWO44S58SdFvyd2/BhEkXBEssC0BmxL3373CcqbbRjo1PuWeTjLf7a44xYHUXVK0Y/P27+iOr9HjHyHT5xw3rzgNb9jtLri4uGKTlO0cSPPAabwkbd8yffq32AHK73o0Gv2LGdEe4wtyGbg/XmJl5kr+e6LdMR6fk3LP/qowDRD0F6hc00/fEedbdqeOzRgpN59Qnj2H4z26v2XcfM3h4q8Qu0Dzp5R0TTr+imjfsCv/d0QGLP6vQLb8m//wf/7gOux3P/8HWuFP9N8qTYfff/C7Yfez/4oteaL/Fmg8/OGD3+n2F4AhNoMZZhsc7zSBZLDgf1sGK4h2oBEsIWQKHUaPoAgBrIDNgIFmECAomEGe61s7QEDF/ywJMEz8YywjGOgJSGAdViLgbRGVep2AKUYPZQMkhBOIQui8vfngz8bAW+VnnlYdKRfMQKTz+5iAAvSYRBCpn59ARjCFEsDATBCh9sNA6juK+Z/1Y3Lyz2VoHfT+SUQQjGNte1f7aCAgiD/EBDPBKD6OpigRpE6PJET2mCmWL6A+FerjMCx7m9DiTaAOtonPr9TPywFsROiBoXZi9c+SjwVgoiBar22NgTz+5r1rbfvpP/3gOnyiJ/r70PH7v/zgd6H/EqE4TyBTSBggXNc1m5xfVb6CnIDR95hvFt/71mEMfj2T78sS/TvpgYIxtrcCINL0ZeczUp9pjTcSMFGk8QKKf9/2lAXc5JMxGt8EzBD82SYBEAzFEMQaH0q+n5lwXrMDixgZpCB0zquZvE+VH3gTDUycg1jA6PwckBPOlCJYwGxbn32sbYfKFGv/UuV0l5j0qByBydssob7HEMuIpfp5j5EwJm9Sw91aPSeWH5WHSnut1rbVsRarx8MAxDpe5q+EOo8Za7xcCpDr8NpqBbVnFhAfyzzev7POGm2u/uyD3z3RE/196HT3nz74ne5+DgjSZLZuBjUkJ1/o5QLoEamySQl1T48YI2KVZ4hvSd8DCSNg0uG85wiAEBCLSL4GFNMEmiDegmQsX2M2AFeIdKgdECbQDWjn7TEB7RHt3WYSRrcrloyVTCkJKXOV2RTD+1UqG5As/hzJQEHkztsbn4MMkMcqp45AAu0QjZjNmE1I5T1SnO9A57aVAiUZSKbEERS0Fx+34mNpmSrfPAd60Ozf5yNSZtCAiGJRMVUwrfx4AkaQDnRwmbQkIEBxuamIAhmRQ503PfM8BPCzxppZv/i5VfIJKwmNPRI6lzNzrjKuC6CmAvj5Jcwox3o2ZUCc71rA0g5Q0uHf/OB6/GgnxBM90RM90f8/0nb3OabGfP2CHGem8LeYHQmvL9DxOcPVrwhywyTCZIB8Rwx/S9yMhH4EBpJdMd8OnL77JewKVv6GrgjbECjyPaN8RQyBz4afYUXZHwMF4RAPQGE4TnSWsR0wUBX4TOoCBGUq16RyRXf3nHi4gvmSaFsXhe2eQiFZIFpkkD+iZCNNIHJkCn9BsEx/16PFGKbfISYcZSLLQFcmBKPXGQ3GYf4Dc1H04g/o7jvK97/G3n5JtJFY/pK0mRkv/pQwD8TTV0h8yW74Dsn3xOmWYjfM9scghnYvsZTYzndYyUi+QVDuu4JqxoYToSvY+CWar4ndG2J3QnYJybdsBqPrL7jgT7mwP2eKr3ndfQvjKyT/FcLEdn+glAvm559RbMtxeo5qYTPcomEmDUcsF/R4Q0w93WGCMrHZXpC7DjVXCFJ3IvcHSveMabMjhAPdYc8kcLgyyvQc+f5f0neJq82JEozpanbFJPwzSp6Z7792g9ETPdETPdF/kzSxGJfAnRGAOx6iG++tKi1SDXbFDXRu+IpuBNKChXlxDLjhypUtyR1YxuwACCLVaM3oypJqNXytlC8rWN7574tSVo3+qN9DBjJSTlipypXOLAqe2dmotDgK5vr4gKBuiELcQEd1mqC4oSpVZVJrs7qzr8FcKT9TWQF1ZBk/zBBNrG5cKeSldisCESvZHThSEAyzzt8h6soz7vigZCxXI0A1ErR+iOL9JntXcm2jnep4xdq/+tNK7WeoBrcNIrE6k5ozYkM1odbuJbCIlAHEMBn93VadS0/0RP9TIJurQaavH8wghpCBk69xMf+ctr4D0qzbFsF6/0kPjIhM/p36Hc7jDEqzkEt9ltQ/3XJkZcaN9fVvcceHNQdI4z9IdT4Wdz6YLfc4H1jxtJVzUDBERipzcR4g2XtlBTfaNadKxiwBEWxwfiPNCVLvL/UeZpw/7jjvbfHrq0PUnQKhfpe8nw0IK/XaUs8KKc6DLdAc3EZX39X4ZKz9KNXBEGo382qe6vgDYurPUb9OrLahOX4o7sBdxiYvZ5rJXMfbHeUiGQjV6SR1jbjx9ome6H9KpHQAWNu7FnyflcFlpgxYoqi6/FMiWAdyrE7BC5BLkBkro/MyvXcdWYdF9oEMNmEkkCO+ZxXHmWx8Ty97bgfWuxND1J2vZYZwDeESMXMxsoJNKBMlVweugIUIeoGVANMFkBB9CVIocQcWCLnDnZAu01k5ett0A7JFmw+WjfN+m5zXlOx8TQRTB7WYBtAZ0QOGoBKcz9gJw5ASamObfOSOW2fz5h9JrA7USHNwkgRL6s4HCRAMY0akx8KlO0LEKkeqjiAN1duRHHRSLnFHeJNLB/x88rNENWJSHEBDALkDPSImDkih1LPC+4wlrBTnmhr8LGn8Oox8jOz2364TQt755dF3ZwFA6k9WP2URDKgH0/mnLe7xh5+/S/bgx/8o9E731x+8p2H/Y7VV/cXZHH2gElDEGYAVikSKhCocZMQMLQYaMFW0GFqKg9CCb9JS++MoB1vksmyKAdEM5Sz8FTuj31yIqgJLFrS4d9WCVG5VkWuZ5XqgCmT+53oJClp/NsGtXm/+lgaCkQpkW+4vILl6KEVcX2/yLo5AoTR0XVVlK1qwIdmKPJzUpYni95VShVStSMOKasHMjQdSb5JShVRBSlVgF6HWl04Sxw21NjQoieQ6ZqLed7Eqr7W95MK9WiCY4uJsY9iKYWQrbn+obRJdD9SHKXYbikKKQomTe8ltxlQp0kPcIrqD7AxXGAncEkIhxkK2RLJClkgqG/e6p70bVIggR4qOoD0xREwUVaUYpFAQS0hJaCl1OJRCxEwoGshBaOJ7KR1lCq7IhB0iEZUZYcYkY6qYXIAkxE7AjHFCzAgFtAhqJxeOywkVQSXjYvmI2AR1/SMH0MmNFPMAske4o9AxyZZoIGX088YiWka6DMWUYh2mBaIhVgjFsGKUavhJxMpXFRUhZHfGaxA0SDWyTITO0E4Ic0dIF1g4MkdFQiHoHrWMzn7sajA/aNOOYhkrdxRxpcDEENt4/8uI5ERnhpriIFhXLIoUSihkK6jNkGcsKiUqJXWQr5BwRHmFiBLjSJFMDjuME4XXVRn5KfToHFiQorb6sF0iD+6RHz3kP/T9Y0YuD76RRcFaoScaDPedM+DRO+TR+ffBtsjSTVt9Jg/6/b72P0KWvbc/7W99z/frZ7/7HltG9X1zsL7u8b1Nga2/v/ds/aH5qjxvNSDy3v6tn/PuGvk4anP7/je880mztz66/8Nvlgc/zkP1WOZ53JfVyx6sv/X39oH7HhtSzp89HPVqtHkwdo+euSyNd3v44FnLOf2htqzvkne/l8fX2MOxee/kPLz34ZC+7x2LQFB316N5fR89av65GT+uVJzHrV275iVaW3BeTMt+s3P7G5LXkbYNlWqVt1gdJnu0RKy+q2qkIo/6ISwI1yYoLS+W1ef+HLHEYuSn4Mrco74tuoK/yBW0x3O9Hoe6a6zUuXAJ0/tVhTR/UP3d+yJtLTTDJG48FEkYVtGH67nV2p18Hs/aF2sKu1DHoN4rtd/VcLmM1WpizVr7XYJeDHEPdJw2D1qHSnEjYDOAvofTtOVgDSXMe577MWQPh/6ds+nRZ2YPL19//aFXL98/4sGPXvVg9m19YztLz3rC+dny8ObHjZHVU2319wMj8uPGvo+PrHWZ9vWqfe8795a22aPvlXcH8VE/rZzvX9bWaj8vyHflwbseP7Scx8F32of2Wr1XwETq0q970+S8r9/hvz9GZz7mFJAHe+A9/N90te5C7ftqbz0+5j54ptv58oX/NcPZ+gHOV+S9z6njbPJwPh71XR60Y92XR7+IrEa/8bDw8OxcXrPmg20McAPX8nnlVY1vILjls62X9hhb5l6ofLfq50u014O2y8Ofj+w5TWZfy3TntfVwT9p6XOTxGLeRaG07fy/oeXUYnNfQ/xDU3vMuz17Ow8XxtL6eR+cgPO7vmces2vuAjzbnzGovyvpMXT/sncX+6B0/tAdb/x61v0b2LWuER/rXskDXZzbnNr/D195D7axc+veoWe/0ZcUbH/SrrH6u19c7D3n0giZD6eqe9p29e996ft7z9Yfp8RxXfrX0/eyIe+9QiSAErMkQrPcLD+eq2Uvds3Fus4UK0vDoVSODZRbjHQUxd0qaOBjF21WfbQaWqx3JQRtuT6tOSmkyYnMY+9kkyxqucssDPvU4kmDVh/ouYWW7oiCaKweo0a/kOmwVZENzRtQICFbnWTPYLTyjOk9rGz3aIC+jKy3y1B6vq/ac/O7fC4/1tgguAwruJD1Hgz3as9XRfmYjtU1VdjNZy5s/Tv+wTogPyBEPvlt/vxY81kzjHcHy8XPk0QcfuPDBZVJ/1AmvBksJwRdkDIgq0veIBsJmQEIg9AOiAQkKIpRc3Lg2T5Q5YfNMmScsZSzNjkTKGavGcp+0UmWWD23mxpB/aBIf9/ND3OXRAqrjJet7Hnz9cJxsdYDYWVN41Ob3CYCPv/64BfleUsN2EyUUvt8nTjN80n/BVi/oXn+L7u95c/mn3O5+wR3fcm/fcXkcub47YRfP4eZn7MYjz1+/ZtjC9afCKMp3OaKWuZATIWbis5FZhe/GZ5Qc+EfTyK4YqQwUU15Nd5zKjMQAqkyWyWSuvr7m4tsLDl8EDl9GSjyQ+3u6N7D5WhAJSAxkzYwtNCs6wixEX3Nd9wkaoIvfIzqTeigiHI6ZNBe6EUIyhkshboRehU6F7uVEfDVRNlvSdsfYwb6DpIVTyOgpEl/vkA7i80TXK59e9UiC6etMSoW7fiRrQXAjvowBLcL1RaDvhJe3B/anRHi2QXcDahvUBsLdiXh7wjYFLgqpe8W4+wqdt/SHF6gNRLsECxiBkxq/H2ZyUJ5dXBFE4XBA5pn+21t0SqSrS/LQUzYZi4V0N5KPMxbuIRz4bPyCz6bPuZWJ1zISdj3dzZZ9mvjucE83zVzfnYgx0D3boZ0S+646JN5P3c0lpUTy3adohqiKyC3ZjlhfSFMgZSj5gJYjQ3lFJy8pNmBlYCrGMRt6GdhcDWg+0M23SCnu6NF7dOhJcs2r8scoE133DcLMHAtmCdWXRJsp+2eU6YJ7njGx4XJ7oO9n5nAk6UgeDTmM2OWXlKtfErlnwxssKDlOzAizPUPSPYGXpJSYTjOqxnbriKU3SSkIm40QAmQrFEvk+W+Q6Y7OtnQSmW8L+b6g84js9jDcYpvXjMeB+7cb1DpCHhhky0X6GZQTae4pQSi732I6Y/q68rvnWFEmG7AS6MfPUAlESYSY6cbvIf+eQd8QZSR/Vig3B8LBkAOU/d9ydw/zxUi6OYAYU/8JmpV5HxE5ovLvULtkmIRMx90ecgDbvvVUGfELTJTc3WNyYJRMojAEJYQIxwhj4MRbkrxmkC0b2VL6W2S4he6fUDb/WybuuJXfInxPKH9BwUh5wFKqyIj8wbX2XuZYJrCCNQNT3EAIqJwQ5uqIM4r1mHU0RK1owLRbBD9H3Tpy2HIVuKyl62jKZ1X8GBGaoAYLgqzJrXoPnFCLjjaLPRYHKDOWW/i/IXRI2QE1LYAaREeFlbmF7vs5W7QicOcasttFJAhlFsiChVDRyCOefuWsrEsVLqUUTA1CVUybkJmrIBsd8atW0XZ6gdXUL0ZB6lgv5z2GmGEErKIIzRxtIhKhJKxMPkaB+p+ujufkjl9iVZwnxAqWsre1d0HMWjoC3QDxLJtZxAgsqQ5aOHLJlJIdMZM7D9ONkw95dgQzYQcUrJz4yWerTBgFzY4CallkTKUaOJqsUpF96meRWnXwUhxxTUCs9z42RGFxIVetpl0JjorJpaZm0OwCbMKd4zpUxaIpKlVxsYSnjPA0EiIZ1VQF7xGImF3grkN/h9Q5bylfXG8SAgl3W7c0QDugw+wO48Q5bUWP0S1GDg83L3VuG6I0+PrSGUQpsgUClgbMIMkJxNNBiJUqbgnIpq7VCbOESG2zmss3FnGUbEYoFJRSEbSqwcGek4BkCKNjC1T9vM6OpM10OPIqI1Iwq2mAtAeNaFa0CIWMkREV35fixptmOAHBii5mFDUj1DWc3zF4vUuWHU23oG9l9jEh1Xt731tENxl5OF/dB4mzIdJlkkV5WhAWGbN9XV9bfyezz1NTrorU/lTDf0uBVIETHnFQFVJtvDFjC6I1QZycD+iuvtf5MGFldDR1RB4CpaGGI02RdFvYXBW3vu73ufY11nHIvi/IWCqeNsWGOmbmc96QiXqo47Cp22Wu0RqD87mmLFeZW+oYtPVG5XOO5JtZkNkYBMMjM26cp1YlXKryK7jDwyQ769WmiPqYnR0wZ+W+KeamFZhSkXbo/Tl1iRWk9JzPH4Uy+Jx8pCJbJ9ARiNiCAyrmPNcdNkaJnt5AiyBF0JwIeaaYkItANOjc2VKyQRHCXFHTsdQjKWMIVvoaReIRITokiHUvCVhx/q6TA6KkGVdi7+vW9mB3vpSKQFAsdm5onwwISLjwcbSj74eu8tlUz3U5+jlO8vHPA5Rw1pzDFtMeFUPrWVQKmI3kcqznmoOotHj6Mz+nEtgtAEUdeWlxAwia9khJlMY79drXdtWF0aon6hbRLdgtIm8QVTRELG0p040DXPQekRHJr33dl2cgHdrvXL8u7R1+/tvphOVMDi4HSNwgGt1haAVKj5QeYUKYyUMgbyI6ZfSYEOvQsoWQsP6IiTkISxTTJit9mKQi6JdVudjXKt9s8kpFuXpKOj/zzgavBFX+8jXaUig57ys1GkpqZIRIYh2BJdaMdi43uEwYkBqV4fu5mXYcaVvMo53d2NXhCFhzfofQ0p65DbI4GAnwVHpCM9w5F6xrc3Hm42dbE5Ksmleqg8nlifpdGwMKHkkVgA1CwWyVhmlJ+SF4SjnD01YV51sVdOf8rBk4m/zrZ4vzpiabVaNlRXq32fRrC0sKqBUPM6Q6fWWVpqo9q0aZlK4+s6KVVyvI091JHSvAnDe5vMJqEf0EyrMDE/VsqHQev8ejaq4Q3VGa3ZYDavcV0X2JqTiKnQnhzs8v2XhzagSHUue8IdGlypjpOZSBEjOooXQeCVPugCOlbCg2IDoiOgIbsC3ufD5iFYjmu8MNsxapMkJNx1c2iKmf15UHOxDTI1pUt6hEihyAEZXoKXHsEikXFD1hcuCB41PVZc1cHfOdOI8d3UjM5sLfnQ5gmWJzXRNuC1TN9Ry/BBswTf6vove1Al6LGFkMl0/3qPRouMJKIKceLBG5B2Ys1HO83GCm9Z0GwfsuJfq5qxkhI+UWKXuKXVPsym1K0oHsEb2jSCBLrPJp9D4Hj2Kw2feChI+AkISNt6NMrrOkG4yIhdd+1oSwpFtyh8IJq/vY+AQRdVS9GcUClC3M3bk9pHpeNhnB8BSZ6imVUJcTTFF63z/hHvQW4gvXe3KV0bIiacZCpmiqYM7qtAgnsB5jV/Um39sS/KyW0oMUgjQd9eR7M2983Yboazu7vIlZtckfEPbOV0pwOaClTRLFIw6Ozs/ILuNp73J99jm3sgMCpabJDDp7+ji6en6EOrYud1meoBxR6ZHYecSFdi5+FvNIOq37K2eXHcuNn9k60KJxnQXPQEJSkxNHBFl8EVYqNy2Ty8kiIBeV14qPcZ4w3UC4RjiijPUY9GhXSU3XamlYf5j+y5wQ77X3/4hB+qOfLT/8qPc+vhnVVw2z9vfqufXnWUGs+VxFIDTnQ0Q0oMMGiYGw26GxI263aOyQoIgoJWVKMdLpRJlG8jjCGNwZIUDW2gSpZ5xBqSim0g68OvH2aECXfjTL0IcG5IfGWh79WI/R+Yvzn03JtPO35odvU86tMaGfjFL6+5I5o4mZSYwRR1KbdH64pEwqPSe74EDHvYFmo0/ZhQjt6Sxhk6K9MQTICCWFpqt5fzoDhTG58KBqdBVpkuqBk0zQ6rRKpZAsY5Ohe4Upkq0jayDHinEb/VqznqIzqVQnBC5kighqgRI7pNRx1VKdYMBcFQdxYxmi7rwIShSlK9BPhTn6vLj87yGwWVyZCnPnxg4xVJWh87zBJQvk7MxWzJl/wYUAUwLBRbks5NlQ/CCREpESUQtobtwNimZEjzU3cjUG4oaOZqgbKWRRUmPyqh7RkjMyJ6woZqEi0o1khVQyojNiI1IKXYqoZIoKaq685Swcq9CSxtnPNvxgCIElkuZ9JF2P5g5NO2RWgl47++kyRafm7MZKguLKQ8NctIMgl4IMGd0W4pTo8oSVQnYTNRJcAJ7zJcpIJ7oaG3GjqmUs1/6zI8uOEgWTkWKZErIfOmXEZAPxGcJMRyLFTO4KxSI59ahGRDImyQ2agKgbAidxQ+tGdYlwLhRkOoHd01NQ6clzRy7B12OYsD5hQ8bGTEkZI1IIROugbNwRb1tMEsQjyOjGIgORG0QiRaNHLZULNwTlCbUE+TWS79AyV9k6wZCRI0gRctqTp5ek3nNRu02sxywieUBrDmsKaDphZqRi5FDnRYof3CimRgnZg9XNzVwqLLanrDOzjARRZonABOFUI41uKCbM+Qq1twgHVzbyBsv6nvPwY9hbVWwWtMmKB0tBlnB5O19PwUwb9z7zbSmL4uPXPkIzNGVzbUxcUERnhPhi/FoQi239SD2aa3sMFuNeRe4ua7oqdaL13Yux2QUgaWiPmp/cha9QlZ+qHMu5fQ0vJ01BXMLCOPPwekZJRYQ4a6pfLHmAm9KKh/I+SEcA1cLmbZGGhlmdvZ7slLPRVpfz0cyf2dBC7zz7AdK1oWEaKqc2U5ui287hpvSu21eFQpqx8GOpXb/qjzVxqz7XmvHS+2Gsh64aU6zUfrcVuMQF1n/N2VIdXQ3RI3lZi8vaXcZgJes8WJuP9gStroAsPWrjJKv7WtThGY1Y56SOu3/bDN3n9i+yjq3+rm3ztKgtjrLyb1Ows9HHrCwtrcvRz20CZYUqW/LqriIn2xxRW7qku6jvPrez7amGHK2tXGQ0dyAtyt4DY24zBEl9ti1jZefXP6BzcNOKb3yImjNV6/UNgU+mRXye3+08i7auFuW0fv4OYjDWveUpLpBmVGpGdqv/r/u9Ge8Jzi5WK/Xhc8sZTVt5QovGbEZs35PrcfB9ItXp4E6zFeq08VhLdfwUkYjVnOnLKC7NaPOyOkeWeWtjkXzcSks/Vfv8AA0qi2x+ruVXUWrtne2we/CMtivdMOd8WJe+Lqlm1sN2HpBz36Uhmv1zkaqsiywIRzRXe+O6fQ3luSyec9s+kto7229SDYGy8Hx3iJjJYr5rQy+rMW/cYlmS2p5uZ0e9tDoe9Z3i42Pi42xaDaSNGbQm1Nz8PkIPEYqmj1H7LWWDrBp65rfSzgZbO8ZoDYTQzqtS95nUNY7ziAXJXty4BJU/KlipvC/WR1aAntVxs2poWfNtOzfdkd+xGhTru6SiUq1zA7h4O7RFyZjrDZ5reyUfL1GYxUEeWuuunDvLGeS3Pit8CE1ww6NRdcL12dp4Z+NJP7TAVryvzvtDbtjWcfT+WzO4n4fI13RGmNxwZV39ujkE2o+WKq7KBsvctv163rdmfg6co5PWztvHZ4zR+MGqY49+a9+t9+X6rF7JMfLouvaoOj9ns8UiRKza0XjVmr94+84ze5YUlnPC2if+z5azsGBSzqjmpX3tPFgDHuAcpfIBWh0VtuZ11s60xnN1+atyiVUb24iXumt/irz2uD1tnety+vhPT7lyRi23qDVPxyelq/6h1Rqv+28Zfwq2nB/nc15aejBz3XSROUXrPmXlgNbl/X6vPhy3B2uwUXXMrexfZ6BOdULI+hzQ85qWKquJn62yyKTnZz34c312tTOyntVnCaj9ZovMtVxncen7Gc2+Mqgv78wuU2mTNVcRUzTZTM78ys7njTezjWWun9fMBrY78zmRmk2tOqZVlzv9dvE2Vp3vh+KWF1rbXaHeW1P0aK5t1eU8dUO7gQ0YgwMimq7SdLpS9SVtGTSaQ7NKYoucVUE7Fpax9fV9BEmI1nFXnIcXoJQzgKPqm37+Nj4h57YscmM1kpsAM0LGU8QZsHNA0AJYsjPPqW00GlCmgU0qa6lp6Wgp4FgmAqS4fa/uIb+3OmVruszzsFdZoI6wP7OmCW0pj9pCqXW9xMZzWy2cWYz5fve10c6Bdi5Q9Tnq/lk+RhpoXgSWFF1WASlhkWGk2Rmk8aG2fuQsR/wI/Zc5Id67ph8f0jzgBw++WzN/Wd3wDpN699E/2KD1rR+4Z/l4MWT4ZEmohtHYIzEQdxeEvmN785w4DFxcP6cbBsLQoSFwGidSShxv75j2B6b9HWl/Rz6NzphlhlKNJlVQMMkPmPx5iOxx636k0z86IO8heyhINY4lqz9XLVk1rt6+Zu5tY/9YWz6C+f3Q3WbspyMpZ3b2K3Z6SX+YsfyWEnrk2adsyxs+uft3PLM3lPIW2xn8GobuLbvhbwgFwgWEzUwX7+nnge3+E3Ix7guUqJzKpRu/D98RyszJ7h09dfGcEjek9AnGZ+jmSBhmZDxR5gP9iyMav2YI1/DdDfbFPfblazQp4W3AumfY1S/geKT79oiFGdueiBa5efUJVgKvwltSyISLA6FLfHJ9wXYIPH+h6GC8uZs4jon5NjK9iZh8CtyQxluO3VvuN4m7iwmdM/F2roA9pS/KVefIhXyakQkOh4QlONwVkkL6UiixQ38XkJMyXxmlN/Z5wubMaTZSicTcobmnP9zSnY7kcGL+9Ihqh8aeOPa8uP0TDgx8xzXERNi8IdKzLZ+RsnL1Rsg5ob/7PVAY+khQY3txRC9nog2U+Ypp/xXp+BYhEreBC9uxs548bPjtYBQyQSa0O8H0iiF1fCobLCSm4cQ8RE7DF0g3E7q/puVtfh+N+TOkFPrNG+gmRn1NkT2Wj2CJvsxoSey7iTsdmac/ZzP/z+nH39ONX7MZjrD9GgkZJDsC+qaQxo7720s6Va5MEYvkcg15gtMOkY7r7hoLW9LVZ0zFmMY3WJ7YDbfchCNIB3mo5/pAkN8SLv6A8Snl/jPKZs/x4g4JEQ2CjQE79JS5J58GjA19f4HGgHUBK4WuHCnFKNMA7j9wFPr2f+dGkn3BpoKVA5bHWgTzG0wvyfxjepv4ZDdS5DlZfk6cOuxtRoaJeHPEgiEaIWXszVeIJcLlhhJ2zLt/QdYL7HSiFEP7Daq9m5C0kKbnSOqx12+w+R453sDpGjsdKfmv0MMzNvmz5WAtEpi3PTlfkqZfInlDN+8wgy6/phPYxCuIxnHzlxy6A+HZ1+7Nn36FTJ9yGjIW3kB4i13eohboS0eaXjKf/g4dPiHIH2Gzke//34gUcpgJ2iHxn0JR7LTDOGDdCc/x+LEkjlICL7baDvFUKGFz/k5YhBGRUo0j4sj4oBAr587NYDq6UBSc31tTTpKjN22t5DZEkhqUqaIKFbMdVp3yaAE7uEFBOxdS5oJpweKdC0M1BZvNLURW3FgQHbnmedzBc4gGR22UjJmnEgt25dfQgwVMTo4qsQHBixZadXA2vdxtJRnM85h7cUcoOJK2cPR2lI0rEOKCqC0FbANSXIG0eja6IH2CcASNXqDLZsgNuVfVhJrz3nOCZkd2Sqn2aEFkWw3U1ciafV5Mm9KTXb6V5IgniSg9mFKshvJrLeZb3OlUxE1nXojM8fLyk9J/CbCtXU9gnr/fTXJbxHpEHU1fSqGUUo1GVYUSq3ZzwzRSug1CRqvjwmQDBFQ3uHg8Vvl9i4pSylvvT0NHM1dFYnJFI1Od8Vbvr0YVC5SyRQho8aKTpTnWm7NBXLHILUfpoodUZxAJd0G8dWFaJlei2sg0I48kTKaKSO8AJdOhZJCTI960ru/igrYGN3yEJg81UAuOHFPNVTlLlFJAA2jn+600A3pFn/qWRKvjQnIHpVCYEYqDABQKXl+hVAU4BOrecPStae8ybXFEnDtm2qimmkIPV5BNfe1qRk0cFI/z5GJGqkaGEiMmPyTr4Ug45Iwsth5KVaAQN6BbqHtZMZlqxIyjXhebyKI8134tzsFVCrElKqspng8RvWRHSHskpEdaiYqvOfP9ela2tL5P/dzVAARaXQZp7ZGqPDZFvBaJXoyDWp+1yMwrJ6YV3KirdT2MPhbWI5ZpuXkp8+pZ4KraDKXxs+okrTUTXGKvxQml7ivcOC1mPsaS/BlaUxo0wxoCll2RpaNFxUlz8GidkBT8WQ3pXur81ki9hoA/m92qy6fU+4W6dnooFfHYirjW+beW8iNUQ2ppY/sxJNh8ga8pzx+tOMjBJGHBkfo2B2Q+IPMRCT0WNn6OmUE3Y90RSQNdufEx7I5VTxzcgNCiEBoKu0bV5amD2WCeoBR0q0iMeErOSA3Cgakgpz0WjlgcQSLogNAj6dr3Si0KnrLzQu3cIRmnAaGQ9Q60Rj+YIOU5YoOPYyyUHH2NhAmNrz16YC6eMrsIEpWw2ToQLlW0rexBeopul/0n4g4BIZCmWPt/jVh2MJ4myiyYTZ5+IhZKM3rYPVIOoIbFKzcQJRy0E/aInBDuKmD+U99BUnwPpCOoej5vKThqPmGb2VOi2sbR1BWFKlldJikZj1CMmGwhT4TDCDlg4QIriWKv/LTXaqSae0QCWvqHuvF7qEh10JezMdsq8ALBz5XFUF95vhWXPXJEWhQr+Lzj+9ijWZyPSa0b06I8PSqlOs8fGDsdOex8wjDzejR+js0s0QnSVd7lETNIALXqTOrq07Tu3WYMa47Ek39HV9+1qQZ+l9vWPhs/t5qzvKYKqXYOE6v8B1+v4GA+rKLgA2I3la8evb/W9n6q49wiEtw4uUT+1h5IGw8r1cHVZDer48viaPP3Go7SB6Gi4RdDSDMBNt7fjJdVxl2sfC0yk/p5M0JSjZLniDKzzm2Cbc5+UpRXpRZMwgax2Lg3Ra8puiPQ13bMFJ2rbNjObI8S8Zz0HXCNmKFWKsBq67rMOCCmXkhXM5QDkMgWMescLGZHim5JEhHrgWEps0HZYtPWRZyQ3abc9UgRZFIvGJzGqm9YXYut9o/viVJq9I/WdageFSrFzynhAuwaROpRWCC+rnrLBrEZIWHBsC6d/QQUlxlM0Yb6nw71HccqK154O2oqw2a3zlIjcwpVx/K6J4LLstRITaGHcolqR8jVERn2GIlCi2j+ZNkHDmrcAoqWCaTUqPBAKSMeYS4gPWYJ7B5jU11Gito1Ih7LLXSouP5bJncsa5OXfszhBpR8rOykpg6yV7gz9YhZqk59q0CTUNe2o++lymcmHdYiLQkQ+qq/OpC3RQbYUrehRvMH3xMmPSbRzyTKGcSQk8s/zeivzUE/Vj2mUNSN/VIuXLaTW0DQUlPE5ewBKJ3X9NEW1d6AuOZ83aN3gQYKqHwU66pY1btcq/d4zYQN5C1IRBlYg4usRsgW2/pztHHcAUMoNRrjrLC0tJUZWWrw9L7ibIQy13Om1hVSsOhRfsjWP4+p8mmP4heNlVHMVSacXP6LfoYaEa8/kREr1eHT5OkAMmKcQHqEazxK+U3VlRpEqzqXxMBS5Rv/0E6In0Lvc0Ssv/sHpaog/9AlzRnRoiKCumGv69BuoNts6bdbLq+u6bc74rZHYyQeT0zzTCmu15Q0k6cRSbkabxyN3QqGnDtsvDMoy5/ng/LH6UMDu3Y02Hs/bh/Ih776aPqHc0C0J2QzcoGeDcoFOr+izCds6LAYiaeRYb4nlj2xnJguA6eryFYnLuUWuo7SD2iXEE41a0ihJEgJ5iTs++jG7eMRySNz2BO0AAMeJNBhtkO0IMGVfskJ3cwoM+GkxGOPlCP0I/QKQ8AGo1xukJI9970UChNajP6klCwkHZl0RjQRcoEthKhcDBAvYG8zpwjpTilTILElc00qbvw66pH7MDJMCZ0mLCs6BzQU4uDGwpwTlo1pzFiC0ww5CqVT6ARLASYlayHHwnEuzClVx7ti5rn7wzwRjvfYxYhuTp6aCaXLkeFwzSl0HLsBMyOGsfl8KVnox0CZMnI4gM2E6wtiJ4TLjIaCTYGSe3LKFDkSwg5CZMiRXYncauQ+QBQjSkFkgnIglB1bLphFOIWMBcHiFoIQ9AQ13PN9VEqHWiaEW5AjphOZ2QWeUlAzohlFC3NXSOmGmZ8RywGx74gU+nCk6InMHmSA7pKSlaQdQTu6xYMcMStY8bQfnWwg7NiHK1KBaT5geeZKE5sAiUguFS1lisiIdq+qMthjNlHCjGpGGyo2mae3yX7AhHiBhgDqxdnEBi/GXDxNnElwY3P/JcglNo7YnMDeQDkgvELsHsvPKOk5yoEYIcsFs16jk2FjgpjQfsa0FmOygo1HRCbi9USJhTAoJhHSgVKyh3+qUoJjebANVi6Q0953/tzBvMXygWL3dHmLjhVdHwspFhdyicAFaoPXoygFLRkV6FMHUjjJG5K+JfZHz8AxRpgHkuwpcULDjHQJyV6nothIyq8J5cbHpRg2fuvCYd8jCIVnLhBkN0xY17EUcPlYWpTF6oTIyY3O2nJHNlVjpCk4wBk424xJD9JwNOHdDa8Nyel5NnVBPi+kVoMnzhE54MKhh35XBwgRUfX0EUY14M1Vie1c6SzN6FadHM2IhVWFrxofG0pwCWU31Dx+qhmRF0WgWWar4rook4vFsqF0jHOEgQthrnwOq2e0SAbAIhTPYWp4ehxHQVf0iValIlfF0/Ns0OJXXbg/I3BEitcFagqVBUeMWsHwVFANuWXN8CAubAqOMPE0Pg2p2NIBNaW4WvmsfQ4/7eT2di1KqVSDxyKPOLptiV55cB8Vg1DTYyGO5GzfN8MJwQ21bbxwNK0bGqjz7gqRWU05w1z/SV0jjoLVuurcGOzpiqzokjqKNqVAK/bbTEOyoPBZ5ttrRk1VarJzn2CxK1tbk62PtQeOsHLkV67GIGnOsKpw6DpyRGBBxNeIpjanS3E50zPQtaGUqiFMapuacktFeCktcqi1zxWoVgKptAKgLRd/qYpUdUa6r2W1HxtiDWjpjHSJJGnr7hxpYetl8V5aOQyoBrtq1GwIwoVPLJPXBk2Xdp3716JwZfWv7o+WmuS8Gs7PXM36wie0LhhKtQhXC8OC8Fy9Q3RZv+c5gCWaYkGjVUNVi/hYQtfX/dBVe9rfNc3SgvyrjoFquGrxZC2S6Jz7mLo+gWp0WpDwizDvY3POV9+Moivj14KC91F2ZPsacVr3vFbHY+M9Dc1ORYMukV/lfPatmgLN2MTKQeNn25I/WstqjN0wdT4EPlaHEJa0ZmHA+XNCzWpEao3sywJ5RtLJ+XCkjknGU+JNIPFskNDsa6Gt0VwjX9Tb19ZmqSnndBIf6k6QIN4eifV4Mk8nkRKGR7d6CiR8Z5cesXnZOyUvW4bzXpLaxlocsxkjbOtpKCRBTQUlckJ0xHKhlIwVwYqfaRoDpGZszrhBIXCOIKsR4dSiocX/We59rvH0LWLFgQChAiS03T3X9Ik9Jn29zp09ps7vPW1iB2x9XeFpp8ySn8uhOsSo68sLm7kh1bozO2hLBUMsV0NWTYORCmbR5U5JmIzVcOJygjZ07yKD/cgaa69sGQEqL3AnfFvfzbHsxhyXl9wRcEbVNhmi8RvO+6idp8vbHu5Jp2YgSqtWycI7Fq69FGI+x880vrLIUQ/GcPWTlpe9e9impX/t8nZDWZp7DgBtp22LVNTVO63ytbPT0/D0fQ9kO4wFebyg3fPCc/1RDvSyhmquclaTQ9aj6OvEzmeunVPoOa0i6/DIQql9W8V4Vf7aPmtvKHWMq2O8IdWrbNOiDx8N9MeR4G0sDYncUj5WYI9pPeubDGuNeeCyZDs/FBNP1SI21da6vGqp7jmrac5oslZLP5Q8rSmhLocNWO8yrGbXO4vvNQluzLWgCOrGUHPIQDuzpLbH90Lley0qsTm2K6hDio+nyBZjc17regI9YWVwkEPTB3BHhgfX1AjRZhzXml0i1bnWFqHo/NSkprNsfE91AeFQ2nnPSqao+8kCgjv+HFCTUZkpZIoUBz7ZprbPU11pdUgKbjwuUgEj0nZx1ZvNEJspFnH9QTCcH6sld6YSffxKW4eezYO2/n6ImuNvOXbdUSCWV/u5XWKrC9uXuoxFW7AtGsaj6CvPWmS8ZQBpu6is+JrVqCig6g01TW/VSaU6esXate5EdQfdjEkz2Ldm5mUds0SPFpC+TWptduUrbb+1NbrU8+lp+vGyzyoIr/E1qWlPPV0VLOCOKjf4mVPHpi2hyicxc2e85LqeAov8V9rcVv1zWSPUNlWeJ00+FmiAuRahX6NxvWZu1ZVahPYi50GLSHExtgK2tMPTHY64PrVIqrSz0ClhP64s/FdyQnxo4X8s/115r4GH5/AHD+iH1/ggysNrVo6HdgCJqueujB3a93S7S/rNlk9efMnF5TX/6Fe/4ubqit2zS7pNx3dv77g9HPjD777m5bffcy+KzZm5gE2T1+0NnkvVc9OVcxuqEnMOLngsCawG6oNj9VMHdy0AtJQYq7OX1ddGDftZKVxNEH9fm9rh9yH6UPd+hFQHPnn+v4Zu4P4//0fm298yVUFO3w7E3BHjCcLErii7smVMyjgGVP3w6HeJ3Z8fkLvE/u9mpkEpXxzQEXa/PZFyIYWJEgwmRXXH/eWnnLrIZicEVfR3E/HNLfLMYBM5bLYc+8Jwuae7KtwdT7w6vmSwHduvfo2MhoSC2RX5UBDJ9F8mmCfs9ZFgM3nzFpPIrnT02jEOl9DD8WJD2ii3B09/c/e9ctpHtqZ0W5i6N6R4gvs7ZH+PjPD8a3HmHIWQM3GcYJt5c63kMHOIr4ki3MiOMgfepB6jcP32NaqFvV6Thx6ZHQkR5Ij2ydFpndCXW7rDHXYL5e0loVyjQSlRmDvBuoRczuy7A6ftLZHMjsycEn9zd0+cB35+uCSUyDxcImFkezUSonGaPiGXDu07ZJjRQeliz+2dcHcspBQZUyDTE+jo+oF+U7BQyDIRbeDalNEGMs9JMjDF13Rx5hk7gvUfXF9X8q8xU47pipIV7IJoPd08oKVQxmdM6Yphq9x0N2iJIG/JITDrp0QduLYN99Mdt/l7YtmyyTeEUPjs2YiVjsPpHzty+OJvEEt03Q5Uydc3SLxgm689zU/3hjl1zOlnaLlgtG/Ids8YjDkAXCLyBdJ/hvSf04mnf0IixgG1l9jVGyRvkd1nYAkt36II3XxFLh05XHpqefkOsUSaLymlI8QRiYlpm6EzwsstcdoRVYnaM5UrxtKj3KDy52g6EsZvYCoYM7MdGdNLLCasnyhd5HTxL1ERnl0WQlAubE+xkfug5BA4DXgx6nhByELJz8Eu0OklOmWm7sQc92T9jNT9GYO+xcLv6PSeIXyP0SHlwg/OASw845SvMDq0uwadycO3iI4M9oyYrjiaF5/3dFivaSjYkC6IRRGZEE1eaJwriB1sZuReCHeR0qmLf3KiTH/w7IfSk0nspw3Fug+utfdTDequCpFnbJGqlJvXZSCeoxfM0XSuaJwwBkpyJI0XU20Gp1pYHcFyqbzU/N6cXKirBQGaHEUWd5ApWEPXZa1KnGItMqDJWrhjs31wNrTiiBeJlOqUEMkV/VSRHuLCkYRhUeYKs6Of1Kr+7sKX2b6Nkr8jQDN+uQB16e/P+LjVPMxSWiHcmnM2tFQOjsYu5ilCUKvCoQt6Vrw+hCued4BiukHowXbuwEt7oDjKXQ20X2RVR1h6fQerypaF6Hm/TVy2lBPG5HUfcucKijoCVqpC6GmNEnACMVSrMcN8XkvN5/vRJCx1RFy3LxgD0DmCiUAxd8CaaVVw3C0kVRZwkak6ZcqpqtrNmHVATEg1asbUEZStJpZYQshLKkI3CDkiyetLVIeZjhQ9ukKbrSpkBRRK50qKVsSp5GooCC7QB63RJBWNXmx0B4IMmChqBzdUlAtHoMvRFVgxJFTU6cpALkCwlt/+AkcBec5cs30VtOs+aiJmDcdvKEhqtAGSqw1CXGlpTkaNiHQVbeZOOTV3oJkdvd+xrvWKwpXiOcCl1TTQcN53VqpRJ1RHkVAY8VobhklHoUPparSOVlSdK4omPQWvFYQYIbqhy2z6UQCnNCWvrjeqM9XRbeLjJ66gLUKhxSpSCud6JK7MuxHJlaoWubK4oFptlzrwDUkvLbVH2PoYL2lRcv1XDa1W0cjNYLQgkxuqus0nNAOhWUO+ukG4ZYpxBQyWnO0tbcKiIE40hFxL9+Q6cPIoKREs1PoMpPo6N5AZNVexVedeXCNxm5JZjWJLqqXsTufFuVVzxUuoNirfV1Id226UMuC+drhCW0udl+VYa06t6qg132euhAdMp8q/m5PCIzDa0WDN2CjR80QvukdznlPnsepMH68o4kaTCdXJ0weWQhbx9JF5gpDREBDZQLyghEAJfuaHcMKKUI5XYFss7DAzCm7M1jL6mkhumNNNrmdedViUQikGWg0Bo2KTYP2IxVNF+0Y0RlR7cvDIKiw4oFsTqnvnEZ2nJo2lRojJG+eX/SdAIFRHd9bq6JY7xI4U21JKTzFPGxFLRPPOzQTB5eViBekM0Xs/j7TWQuI554KUYMENz1l2Pudy5wFefY0Y0IRJhj6jlMUYJ6mm4LAZY3RjiwxgRsmOxFS7r07mC5AODZfOM+u6LqU6ADO1PVugr2dpqmuLajh0BwiS3ehX1I2kKWOdYv2lt6EiwJWtA19yD+a8fTHMfNCGUFdYqSaTllZQBt/LZaq8te6HtjeaLCQZZATKgpVwIzgOUgRabRZpUQQL4/GaCF7jxypfl8obZXnHA1QKjS82A5+DSqTyD7OZlpZwcfDQQAUBZIdQvB4WzZBeFpnUi656VFczhnm6vbVhr559Fqpp65EBwKrNRUI95/aVXWrtX+tv40M1gq4WdBWpvLz2Xeo7m8Mdk3MUVuXHUlOMNV7fxtDqu5YIhyWNqdSmtpRZzTkRWcxnxsosskDufG8ItNoZDog5G2c96uwHl9u71BwY9QwruncgHjU1MV09Z5WgW9RqqhnD8+KHgqeviWBbP1PjqX4f3EnZO/JctBl4Yx0Sjzwp2tczT1BH3rqcVTp3/DFCuAPtEWs5/GdKmSj2ynlM2FRdwSMVLeU6123d91UubM5B32+mHsFikjCODrwzc+CnHb2uTdmAdVCu62dv65x4hJeUrs7PsepZ2zqmdh5iDC1HsBmveXOuO+MRtY7QV3FAVgNp+vo3POoke8AlUNRrMRW81oNaV2WaWtelgnTcpdTSIRpaz2wfhb6el4qWrkbWJFI1tIcyuPyu6ayHkDGaHCnvOBIek3a5roUzSMD3R6yZfDaui9o9HhnfuVyhpZ5l1NIoxSP0S8byvu7z6sjX3s/CUHVTiXVuj+c9Znh0oiwD6OtW5gV/4qCN2dd1KX6OhQ6xqRr+FfKlz1WNhoHOm1CdEV5Ly3wPSX1PdcCBQJgwzbVOhVS/pHlbgkAQl7ezR/a7jFwdY+L6jpaD7x+8/p21GlXc1nV37zpR9vpyHnWQEWnpCCtPJrhoJxXkJebnjeBOLYm+dCxDqemZkvl+0+q40XaWVNBk8mhpd9xOnBdIlWGl7csIcoMwu82ElvZKnB+LVv3D3AFJ8bP/I6K9/utFQjygtePgp97HD9xrq2sefbT++H1yRjOqNKdECEiIhL4nDht2F9dcXd3wxSef8eL5M65fXDHsBrrtazb39xzuTxz2J6b9nlPXk2P0Ii65oWjK+dmPu2T8wJCsjf3y8PMf6vs7fXzfQDxuyOPr/760EjJ+6PuPJJHAdvsLtLvgkP6/lMPX5GFLCZ3XApwKuhsJYaJnw4bOC60lL8KUgxC2he2LI2kqHN5m5quMXc1IgJgTUhKd7slqoDugZ9o8J/U9sZ+AjJwy4fbkjHcKzNpx6gZyN6K9kjVxlILkS4a3N45oDbMbP3IBycTLDIcM3yYvFLc5YaGnzx0qSgo9FmDuIqUXxjmTTsLpVkn3Rr8ThkHIw4m5H5HpAKc9w6lnc+zJG2HqXdwLOZNk5rQZmcPIXu+IIgzR0yocBoWcuRxvUWYmUVLc0GVBrUOHhPz/iPuzJkmSZEsT+5hFVNXMfIklI5equ3ZT3xmABv0AGgLhFwB/HS94wBAepgm3m7pu160tM2N1dzNTVRFhPDCLmkVUZmRk4w5GKSMj3NzMVFVUhIX58OHDecWaG5nRVoa1UeY95TzBfkLKhGmlSEXSjE4z87BS9k9ogzwnltZ4uyxMq/L3JTGRsGmEoZHHI5ob6+nAWvYMk5JyRSdIg7I+CMfVGFchlUSyRGqKSiaPA1WUao1EYxTf0JSDOwd6QqSys8zwmbKwiT9SGXhsI6VNpDogpuRiaG0sdaK2iSyNXRqouVDtRMtQhz1j3TPVG55qZZ13UHfUsifvFw77E+sy8uHpJY0CwxtUKtkGTCfatEPSxFAmkgkiE9Yq9ekFpd1T7A3FVgpKEWHQEbNbGG7Q3Q1ajWE1zKLUMz2Sxj+CfYXUf3AJmdWfhZbBJXV19GS6uINa6+ibUlsQFmo2TGEnd2jdkVhI0sB2VEs0uUfkW3L9M3n+owd7UqicWNvJgSp5oKQ7juP/SJaBOiyoFob1AbMzqrd+T8mQbIwyeHlsdgkiKRktYKlSppViN5T8t4isJP2A6nskv0ZqRtYjMEDeY1TWNIHsGXbPMD3Rxj+gnEmrNz1rtqeYojyhckSZEDJaB1J1R0xZUBIqE6ZKzcV7pCzOqmzVHU3jAcTIyQOKVjLVfu22Gs4vgoh5fN1NZDD7PXhMXBgNYBRUVi/VbBFMhk41nUEi+dq/dnkmzCUY7EoA0MxBqZj7ps5otC751C9TQiuzA38WYJOwVftueuohv+KBuwccsgXn3dkWZ0fFlZiViFsjBG+Ksy0iGdrlRqJRJbWDlVHpEEFN/3urgNSyBS+eUO/go4f98tHe7GPndq+X24/usNqAsMOYnf1JACAROLnjGGFu6wB5aIRnl3iR0oMBc+e9in+vzuEMDvEnh3O5BjDR2XgufWUSTeg+j5t8cghbF7KPnmn2pEOU1m6VF6LB1bmwKzc/CcPa6r65dHe0bZ83S6ATF+ZTc8mMCDa9jL0DtqMHWYA3S148CGmd0RYAiODOvwnaG+YGu8dbEahXYZEikQSIyxP2HjIWTejMBrAD1gFSj048QRS+0vYyzkZzRnMA2jS8wS+0AFRSlD13qS3HZw0NKZ9NyqgDzP2Z9LWK4aBtgGLm0oMOUDtAuPWC6VUkYle+ZQd1OqvQ/3QFXrOKSQcdIyCKxSsR9BsJkxzrzhzE7uutdQb+L82xmB/bv72RqXXwiJ4I6IYjQB+PluN59OBL6RUaF1Ys3djEv0PqafM54/0y+LjWmS0R0Z9qR456n5wYZ4lKKWdU9xPFZVjzJOrlhatr8X90UK8n5i5gYrsCsdrVOnTAwSSHZJWDP9R+bT2B0NdedeYnLZidV2t6qwzp54hAnqv9QzJdQkmshU3se8UK0uUE+9yIZ6jXY9zPcXXzV/1OCDDp0tS6Xt5rla3fzke263pihX3Sj97wBUckn8Ubr7fOwmwu0bKxEGUCvcG00cRIaXFJD0tImYAJU5dPaS2a/razM/trVLPhyWfd+jYQya9gnRdFmjgpQ32MvepBEB0isM8BbvgYibocR08sSkhoCXMkdQGJvnSIM3QRUJe/sOoVINZBUHPAquEEhCYFoTOUl5gTI8523HHplAEWz7sFTKAsiDSv7uhsS+Jae+Vcf/5V2UCSztaOPYDQN3cZlxtUR1RGLFUkh8RccVsgvdcyw2UOb8k94hoi0dZ9GwuQtlW8key0SWGLKkpUibQRrwBawnReJUV/7mihh9P9CO29PdZtH/L+DD7+27eJW+DeZeOjXlESaydG+5K8CKBMBi5VARa2OhrM972j/247X+wF8e+tUpaeHGphAoMgQu8l1r9zwFnma6xfH8C29aG42NELyL55k/FXr1jtO2jsIR/ZDaUz+hu9Wj1kSyS+c6s67cSM+K6+5uhjeZXE3GZc2LltfPyZXCpCelWsS4JeKo271FW/zrB92/5z5UP1e4/9zMkrlwTU5flUenWR2+rP4TE/d/TPxB4jZ0zPaG96L3FvMjmxY2N814tf0fvG2QhS3TYZWIlnn/y+PD5sMebxzKXivW5CPrBLXzVAPAHiVQkhiUbYt+pknMoJYUT1Jr7TwMQBXLFtKzbpxKchZvES9xu+tNRtDnpFcFTSWsQ1LYFlpK70cjKvqhLc9y+YHuMcQeTp/kjcq9iKtMWrMVTju9arVexj6z0BiSkb885q+Fu9gXVIMHaCxlZ52ZN7Tg5pAX733mtK9iT35s+k6PMTcnsKTSta1RMHwtXajnkp3sy8fcF8k+uKROukDt3WsTD5uXl028CAkGIqewWSNV+zol3KcrmsV0kIPYkdydTNF/AkLTTE6kYLka282Z/L1rPLZ+llam5VtnAhRwygFUvFY7x6bWdhi6c1fMxIXrqtUa/Yi6rMfkqPKQxLLW4phxRxJCBC+tttTom5Ka5sAFivEucc1zEjtNgPBZfMK1z6RnT73X368BukxJj59Rrp4qNGXOKENbs8T/WErvSKyjbGfjTHGrvYFy9K7Wss4lFcSWar+CP2oXjedOzBCpfeRJ8//ndKQnwaxcgnr8sn7/lc1PPp77ohuf7q69c+2Siv39gDOfUBlZTJ445hd+D+2XO+evEV//R3f8vfff2K7755xs3Njv/0p+/5w9v3LO9OHD+cWT88chwn6jwiKSOpBGASJuEjOxCOVlzT9f8/vi6Llz83Dr+0mV0aj2zvFrnEcB9f0mXI7OoX2w+f/n19CT9xHX/10q/beK0Vjt//DpHMTXvDzW5msZeUeoe9OPDUZZZy5bXN/JmZNK2kXSXPO8bHA8fTHad3d6T5ieHFX9AJ7j7cUWfjNBomiUNJ0IxUPYCczyesVmz/gpZH9l+9R2VmmVfqQ/ON9VF4uoMfbpyx/BsdsNMT9v53rLcjy1c72K3wfMXOZ8oP3vB2z3comUVvkWTI9IashZfJy5+n5RnYwI91ZW6Nsk6UminrwioF1hnRlbxkMjfc3SeefZN5PysPJ1h3I6dnB0bg7rGx55E7FXSs5K/ew5gYv12pJfM0f4etmWfnl+QycLpfqWNlv5/Jw5F595LVbjDd03Rin08MhxOLnpnXmXmonHPhKa20fKbOxvjDyFSU4TSyG+D5V2cSlXk5UCtwfgI7c14eYG2sw3PqIKSpOUnj9B55fMN+esXz/S03pxPT/IgtR1jf0nbGejBSMg7pFahg+T21ZJabG7TC139upLyyvvhAST+vLfxBxOWqph+wmlhnkGLY+g4pK+dxZdWb0AZecDkPT1xRKvNaWFcvkbyXEXRG82saK6fTE6XuKe0ObYXp3ezsjvaKSubp6R0mb7lJv0OlIumJQSo6HJFhID+ekLl4rwRuyfkHBv1AOzdsObK0ibUeyJqZ8p62Npi/QySR9Q++2uweqwPHp1cUm2j5HkmFcYKsK1P9M1YS5/c7CjlknYSav6K9eOaslfQ1acnszpmUG5q/R3hARalZqBrN1e2GVFd26wOFHWXnZaenxxOzLQztA2IrY31gkMSgz5E6cK5nZquU8REbCvl8i67/wHC/Y383clpWjvPv0PkN5UFo+xcsu1eMCncmrHrgMX9Hazs0LaSi3J6eoaYsulLSkfWw0FIi138itwNDeovae9pRsOoMoHVQZJeR21uUSipHSAuZJ9p+Zn118m1VQUpF5x2ijTo5uDdMO9KvDSwsGAXB8rJWAlcMZ7J1aZjQ9CZhckBkcRyzCVojWpccTo4HShIJAMV1KZ2Fqlge3TlJwRg2B6EldzBwhVqjEkEgKjEww+rsjmfOQex14LLZhFHR5ABZpwFJTe44RjykwWpq4nbXdc1dOgKdnVFU4lzNtdA3EKuFI5Y6LbcnEIIZEltt64z9SD/WrWQ2h9PqiScv87bL2LYI1nQHaeDC1g5AjYLpG7psFSK05AGr97OATR4hehP4fQfTR/DmRG1E2CEtSm0FMJeiE8m4DJQ5uLQ1OhNczq2zVQ306dfNNQy10FW1BLbzsEgK1aJ8VhSRkaYLJivNxOXLkJApwxssUxE7bVBCZ1vGg3LvIHRBNe6x2eRBoE8EYPJkV03UFqy2AJ1M7vwrJwlG3IpRvJcI7QKbJI05HqCv4Q65BGNPZoQSSZsh5vregyZ5D9Jo7HstA71qwYP5zg6KYLnFmuyl8VvTvUjEtQ4x9ED+AlAaFsz2zj6NwIgc7V6i/D/mm1d3W4Asiiw+tlsPkGAFOpBmtLbGHOkBpMV8DZkxy4hNtM5StRFjBCloWgKciD9aHWOLyiKiF4lGMuizM0w7kjCzsWwFD2BDufgC6sSfnpAxImfR/U0HG4zi621LgoSDqlFdEefZmmi28OUjQt2kpWT199iIRem6RIqpN0Y1cc12T0ImSDnO7VrlFglhCTZZ7+NgvaJga5reAbfr2KODK4rV+H7Ee9FtZf8dOJNYWFFFdjU/vR9DQwh2tQXbTnxtSetJxny5FmFjEFpv0rs1krxuMjw4CGLm50reQ4YW83PDQ3uCJBCPFGxCEyhePcDWhHuICqzhEs4ImHbg0Z9ZB3Gkxjz7ee7ITxyGxXpd5eDPKCpCJCWU3aaY0NQAnwupJ/ts79Wq0wh1QFZncquMcS0d2Pf7lWyQDGtRtZKbSxuUye3CsPPEUj4heHWI5DOuYQ1ecdm8+n7w6hTqGhUVXmmlPZAvUb3GiolQBp+7FvvzZqLyexofSGmHtHETWUMLpILYgrbZKz6WhJQBmXeEbiWYOhkBaFHxqHIOTsMukiwfgLJVWIllqMlBFHMWpAyNWg/ujxmInX3ck4NnUgNM0YGWjDa8AyrUJxz0ugvgJPrkdMC593zJERevFdYSa24I0GtGNEeSZ0bLDDaBHTBJUUnXUHPJz5ajZ8wwbvPv5w7ZZPXCxrZuCzX8LoKhv/qfTRquS9x0YO/qTBZJzY0pMmzf6UdUUOF7jie4K0i3X/16djgAHj6DrDipYYcxONAlFU9Q38Tnaoyv+4yKX3ML8goSzNlN9iiYJlsVgCeVbEsw+71ZT5IIsQYDLBaJZ8UVSHXp6wOETcPnEeLPrstOSYnXO0Ax0mUwJSr6/JwBRlqvKukJXCcmOO6hPo4A4k1W+zMkvPhNMnRr6Bo2nOJ+YgcKzZ9ox3C23jd0+1rpDYQ3Q7yB3l9+aHWfuzH4OfIeUsLK4PsVR+AJtVu/Huu9ksBS+LCLEymqPHqyljNYRvTObbplH0+O8ey8EsrMAVIR3GY1CfW9BdOzV8fIgsrqPomsIE8+Tm1BaCRug6izuMxrHrBmaFSsNHP52C7X5/6WQF68ShWLaeLydz4/cwDZCZNG0xmVwRPAZBrPcJLZIebh4vNQX8Qcjmrr5HtFW95DSxFXTJhEdba5D7IlXSV6MAWZo0sDmZnLQkVFqUkL3X8hWfbkTT35vMjRwJoZSO7LilekuCKoyzKpue2GPTQnvPn3CMlGn+Fy8r8bCAmlV1X62svCL/tu63O8YugIrNHnMmFl735zzGVfJ3uUMex/3HcktUT0Aux36TaJ6lyJvlMyxey/8ptM2ADsXhmgj+63dT5K90FN3ce1FWsLhsdUhsvvuTcRpLTm/p2kntj154P0WOQ21mQk7iLBJNbJL8n78aUlnoP7WP6sR58v6smUnsixFlVbGrJn6v6TNxiXK7es9310f0l0YKuw6xVeFHqvRPdfui3xRDq1ImqYzHG9sXdsCfMPbo/tAK1L2/r+ulWQScQ3WBC4ZHPv6L1jSJg5ecMTZ7HfYU6agc25k62y9vPH/7ZJiI9A7OvjJxIF3SvdXvvZD3/B8RPG3YgHGuf55PRI/1QE4VeyTHkY2e9vuLm547uXL/m7V6/4+2+e8+x2z3GpNJTf396xnw4M44Qmb1rtAEcEF3KZdB/FJH91kT919M/+94yH/NW//X4/fV0++sk+upbrC/+pa/jSzVT++pK+4LDWWD/8CGY844lxWDmvA2s98HRzy3K/I0sjq/Eob3kvJ3ZpZa8r+yUzzspSR87lwJTh7qaSFXanHWtpHLOX5U3VG67mdvLM8bq4+yR7Wr5huHliqGfa9wtt9iY9zMKsxmMybpNynzJLWTid3tMON8x7gfuKflsoHxbOrwuDDAw8Q2TAdI+kmWk6keTMjQmZFM11E1qrN3KqNzSbqK1QSyO1GWknkt0xMrHbK7cvleM7KA+N0+7Au6++5vZcePn6yGALkzoXp6YFsnKTlbXsePPuG2rd8215zn7JFHmP5TPjWBiHM0WUwg7SMyzdMvADN/mJNheOp0axypoKy1g57lZyUfaP2RMkx4l20zj8zQnJxloXrBjpzYyuM0txwLJOi1e2ZJAktOMJmR8ZXrzi5nZkSo9kfaLqTCNho1InJcmeUe9ow8JyeKTVPWt+zu7JuP/zCcuVp7szjZ9vTH0Wd4hbenQAc3E2ltX3SDkz7xLreCSlkzvpnD04soRUodRHavmA8oK9fEvTQpEzTQrLeqI2pVlFrTIcC8JAlRuaJY7LjzTO5OktOa3IlEhZ0N07JDeUA5QJbQ7w607J40xZG6WeqXZLNWGXb5hkdM3Meg9pRce3CANqLyhtxzLfUxixvEN0IWcYtCD1iDVjPr+g1YmkkESo+0Td7chpT0uC1Mp4bCQ5k9IHjDMtSgZbEiw7uyxJYSwjSTPjMFBrY3lsLgHECWVmag7UjZOiTJxrZTWjjidaMoyJJHumfeZwk2j6xFzfw/lIOyt1uGHWlwiNXVoQvaeO/+C4up5Ic2H3YURKY5ZKTQvzzQOWEzvLJA6MWkh6ZF0r9dSo3FBkQnREpkyen0gZNBWUmWVYKbezs+9Xd86k7BFt2FAdr8le0fSr7FsPXbreZBMHoVJ3QGow8AIsihJYEwNdo7w3GEIddoggywHP0M6kRfCil5YJGpqtNcBwDVC/9AaQvie2jWnb2UDm+1sz1NTXpI0e+GoA9D3GrF6C7NdkEeA0vw4BaztgAD2BzFxkPBxk8WCgB5l+c9ZL/DsQIoA0esPpTeq4M6R74NfCsbLQbBVx580cOLDeK2ULtCNo3dgDBe8bY5CCoRJyM9ITHNqCCdXvN8rMZXWgVw6YJrQN/rkIEpqpO4eqMV4OlH3EHNyYgJEEYOHX9SDxIMzP5+dXaahVqjl7SFTcOSeeZfPnqz1olmu+4RJ8mM64d9CzifkcsIXO8u8sHjMPpK2DnBEsX4IFT06ZZQfPo+mzWvG90EILNxxnCSkaxRu1NkowknLMAe99Ibb656yP7xyO9Iiz+PwaLszOegUQXa9VxWW5CFAOuqyZy285zANEVYYE+STA8T4H+3MTX0feH4PNX9w8rc6Urb3aqUux9VnhK9+isskD3c5UduDdddQnsD0inszxPhsJkYIGE8/ZZhB6YfE9sn2ffOQ3/syxaV5HAKgdwOnyIZ/8sWv31vpN0UvarWv11xZzql9DigoxYdMy1pCjCxBjY0f7w/L7koJ1KYyNZdYv3t9n271rfFfzuWB4BQ0Oekq3K8I23j6Ol+/avrbf65ZsiOtXcfbptib6o70G4ftciXuvg4/Fxh4sbAPZEzy9R0uXh+kM8vjb4ntFLo3cL+w28+S3ChJVGLRIyBlwDab2RtVafU2uY+xXzujrjH+REZd8cpkCwysofWRif+jVdVcJxV8XMPR9zvdClcWBNglGeVSpIXiySVaUBWOgmTfEtBwgSfP3eXWK+jy25mC+iM8tJaSPnBnpZvkATFjyRLYDpAa6OIjaogeSWvQgcp+Xals/KEKLvTM+rXbN+p749sbufRVZJB2bHjEtaFVSr7Iw8T0pVbyppUuEWstQsj+v3CDAQ8+bOXu3J7p8fz3QGZzeY23CgXFPPrh9GSC5/B1tpFlC7YxypqGxV4rPUXF5R3SlpaMDPsXBOLYkWAe3gsEZhAOXUG+wemWKS5aFjyTeyFXN9zDaGgDqzbbWxCrSemIEH8ucP4mL//q49CCIFdrXkyOzvk56/xUKvbJAtid10b1n28PLth7t+vcm9ASsf9qTQmadlBDs2ziD27QB7zFVogKq4k1N1X0oGlsPka1qFFyWzf3ELUks/W+4NIDu1x5+WZth83VCxqePgxA2qrNpHcSS3i/uozXb7TQ+94VtzHoVjCdIouEwDe9FkGNP6qBb31OEjSiyPTy/Cl/TYW97knjzE/Xq+fZruvavImltkVTYzt3PadsTYfNN2/a7uIytcuPXITrickPmslkmgqQRsmBtxFpGeMQTEQNiDm42ooJU3PeQql5RkFz2RaNxbq+Ilei95b1pKnDjBClZcZkYLvdt4rZA5rhlr850r7livY+dLQiKBjApuoImWs5IM2TpUkc+/7rfQfg0Pp/Xi8vQ8D2I7OBwPJcm7v+BoOqEncbBq9Vs8jnem7arN6a2Lq2mFWPFyhGr3ksRzQGsV+8RKe0iF4v3dXMSlfo6lTPev3GHB4QDXjHvVTBq6j6jncBa7FR9zlvspYIVt8O98s2sbYC4aaLLo2kTtGZaWql5waspQMieiIFupFzK9RcOKwegxDxaw2WL+dySVwb0+SyRdO5s+9YgBRlDNPZc993c7vQKy26xwq/YGtZ3wlskLVrYKXl0NoykLbYKZylurYAF+F6jUq3bra3nV6zlLl0alZ/S41rxueCMf2WrWGZAWqFZVBeL+f00oHnVk/X+VoGFiLqfbxYJJRkgfGzweeSPpVdFjWHzT/57mcJXufSluTSo9r4kngzq1WERV1DoPSA/TkJEP0IStJv4uyeRzzjJr1si37/cn5Awbea4UvNxNZnASlSxE/OBbS/Z/DX5Mlnq/50qIX7iuEQhf33Y1Xu++LgGxuXqVdnW1KfvlOsXtmfiwV2hUiic28rRVo5lYViVZZ6p54W2rN7srNUrFlEvFbOPvlOuvn575ToI+vQ9/13Jh4/v+698q9jkt54QH539kwvY/v1z1/ETX3793u177Cfe+8uHqfB4d6AkYT4/I6+wvBPqeeXrxwO/mV/wp5vveb17x2E/8ve7v2U6vWF6dIC3Pf8RPT8jPT5jsYEfloEhwV16RPPI4dW31LbwOP+e2grKDlFlHM/sxpla32DLiVreQH2iPZ+wZwN7/UDSE7sMUzuwHuD7u4XxeWb6hxfoWdHXBX1fSD+cqeeF049PaJvIXzkQsNR3iBVkNNqg/OX2gSZCfvwaWZW6wr4ZuzuD55B1T5KJQzN2zUgFtJw5mvD2QXl813j6oSB25NW3r8lUzuVESyemXUKmHdYy9Zx5+v6edR289JmV86s3bnxlJLc9su6Ahd0sjLVi03tseGSRD7TDkUc1HoFsxrMPjXWoTOdGWmG4N7QI881EGY3REmlt3MxvoK48Dm8wreyWe5INZBuxBtPxNZmF5XhPWZ+hy0AuZ/I0kKcXwEKzBcqCrIVC46HtmErj3jJSVsbTnxgeR6aHlxSZmBko2n52fuUj7hCcj1iDtXztWfm7R0zfMcmOUYRFMoWJqRjDWtExo0Oi2A0riaHuyKVgQ6Ecgj1WMmhmvM9ozdTjc6iNuf2B1oxR3fnQtEPSjilNiCZWK5xLY8076n4gtSOTnUjyHOr/BeGMpjMmA00mGs9Z6m9p8j0M/xVTZdFb1PYM9htUJ27HW6otPNn/QmtPHOsDQmV3s0dVae0EdiTb14x2C+sZWf9Ca5W1NWT6CzJ8z3y6pTzcs6sDN3Uk7Wfk2QM0Q2bzqorjRMsJfV7ct70Z0ALT+StSLe7QoCznWygJy+9JOnOjZ4ZUqS3RimJP8GhGO4/sz88pbc96d0D3QtbmkmNzxfTEzv6C6Qj5QNJCff7PSFmZTi8YZOJQF2xdWeQ1ls5oPqIU8r6i2dDDHTp9RRuCo7WDVUcGlPxWkXaDDc+xdKKl184qrs+xtjDOJ99Nd4muzf5lh9ClgWwrAbdgrHUQ0YGPHqSaNJCzgxvqbAsv43X9T2ehuGNzURiKjEB19qcH/wToEIHWFUutmZfVam/w1pPoumK6BGnXy2qbecihFkzZ0BOlrZFQCQ3wGqyf5A5bQ8NRe8JLk90hcj3Xy45kUU7qzOAuyaDuLFUPfjqm2DYALsqmu9RI63r0F1DfyShzBPWK6dSjGw+CyhIauuI2uh5jD/PrcQ1YQnIpwA8xd9Qj6PZY3EFvbZM7iNbC+QuWt0aj5aJIZ5NsPH93KK15UGudOZ0BU1obf7V/YBZ9KqJnR5c6pWupSvbg3lZSDWdXouS3+d4u6oC0hixHa14xEpAZGvGpcRVsi0EuweTze5NoYuhao+ZJNdYIcMaIHxJGo24JgryFMUTsA9DU2Y/WLNbOujk+HbMXDBMNUYaejAiANpJfJuKsQWnb+ukJk14y3XXwe7AiUSHRf3ZQh42IYuZs600vXjoQKfE5Z8abNCT6uXTJE+kSAz1BkLy6qQVQifZr6vIIZ5xJP+IN7SYfx1Zp7QmRRg5mp2gwaSXh7ObV11qLexT8u/v9pS8ILDozqn+2/zOe3Sa91IOsaLgtHbwLc3Qp4e/AXgT/m4xcr+Rtft1cNd7s2uEWz7YbCVokocJGcY6kqc95HPejJxl8gi1+T6ELvv1PSjzva5mHzvitFzBqGwDXd7atoaJfOxCychd/vF8LPQlNADDBGu5JrS1R0mUFWk9k94cRfSCYw/Z1UFA/er5ePdNJU3Hfm8TVKZ5rByPi19rvob8v5i4hkSYuK2ddistyBO4xfk0iiRTfbdtE6cbjsri/8Ei9CfrqhBLVPTLsgRPCeWPtqzUvAkniQFFTN9/aghErXt1EAZz57yRpcaCKBPVl7FNvwdbQRxcYVhhCUqNl791iBnnF8gmqUVdzeZDcKxwaWKLpiINWR38uODnA2i0OjjgI4cBDBZvdLrTniI1ITYidae0J2gNWb6DukTagdnBAustHjb62rM6gbsNFDJ0cYMvmScMUsXltj+4nyw4YUY0khAwBAJ6gPUD15rCCkbQzNMXbJq0uq1j7c2+rg0rV15FwAyIuF4Vs9rtJ9Wmd/bUNC6u+JzYZMEaSGik01g2lyeB8ehFUTjGt3A41vLIjF99XpMvRfPboAFIsgpD/so9snCfGxboEno/ntlY7aN0rOInTdqB6Y91r/OrjYFz6+gS2KlrAbYTbyU1uB5+HQlRMRrLBAUG3Ky67oTG3QxJxk0/rCeU+Lp3MNeGsXK+8vRCsu8/Stj8uT8VWzeLnDJtubPtB15/viQSDIH8sYXaCiNJlC7FIqPfh6P0iWjfibEli1qt7UDYZsyBWdCJDT4gI5+17vBnxcPUM/Xk4T8RwYkqnaZe43p4gj+S1iNtD676EP/tfh4YYNZos+x4m2Fq9MrT1u92HL73zJbXJ7zWsup+rWkgqSPYYzDa9+ye2+SkViyb3Go2rTRzwNxuhOXlFcsN7KhwwW9znJyPiVdHSvPGyJ37Fk5DBZBdT3FVWtylSEU4IlSr+vFTvEMkhr+TOnllDxTyJ25NjJlD2iFSSHn1+oqCKakZbI9UPntC0Egx2Cd/c++m1dufXnHaIZOrmq4UsFU5wkJSCNBDgtmbUhjBV7icq6glnO4I0t4PgYLIpZjv3eeQcS2aPmEbObEWlYcljJVOFNkYcBGJzzNPq3BSRIO4Pfn3a+3d5ZRvlAEDb1vRnDnnwlWcKDAQrlK1qtvfUCv/DYU6Xk7XoDSE8+Vre+ueEb9QTMy3sztbzJe7H1m1d+d7/hHCO9T1Gnzav6PV5W6DNsSajJ2KXd23VbXBUs3uFLyHBF7KIFj6oSMTAXMxXJ3U0rzp1soC5vdPp4lcabCSUIKV5jKBOMhYgLfHZPUINGTDD2sHfZz1GiR5uLUVyJLNVqm4kkuJEgt6guydMohJbWk/suIyUpSBO1O60PdAlGJ3nHzJnPe6U2Bf0BpgQZq/8kBYVwUbv70fECNL7rfbKDXXMwHo17i8c/0ZJiJ8Dl683z/5S3zw/A0hfv/yL8fUFrPjFS/vJU8aLHwXyHWjo7DKjmQfBs1XOrXCuK7tVKctKnVesFG/A066ybtuf6/P80rZzKer7yXv6iSH9yff8zNj2Xzkg0//9118fUn1spdMfXdHPXER/88YavThO/mHjvycRYSKcbkbOY+Y83aJrYz0qLIW/P0581+75Xv7C+/zAM/2O76avGY4L09NrnvYzH+4fUZnQY2ZpA+9LdrjPTkw58ezuJaWceHP6z6xlAbklSeJ2eGQYKqf2gbrO1PIBa0fa3QBjZmJm5B3jcsdYbnk7zry9W3h+M3F7d0/6/Ur+1xktjaGslLqS5rNXl35TqK1R37xGW0XMGcpvbk7M2kivG+kh8WKBncH0CtJXUNpEM+WmnblrCzYbtix8KMK/HpXy0FjfNW4OxnMa1Qrndvbs7aQweDlVXUYef3jGOifaWJGxsLx69L37/TekZUTqhDAynRSZG2t9ouwKZTyx7DzxcWrC3Qq3T8KaG8PimrHpYFQT5jZgKgyWyW1hmt/S7MySPlCSMKyvEDuQzCUAxuU9uT6xzP+OWl5CeUcuT+TDSJ721PERhhl5t6I/Hik1s5RKrsbBEqXODOf3DKc7huN3WBtYl2esn7GHeQ7n5njG46HBg8H7E0zvGOeXSN2xyo7GDm0z4zrDkLwU1nYUBu/p0AqWFsrNGV0zUic0ZfIuQxHackfjxFr/hFkh6x6VjIg36Bv1gKTEqa3M0jiniTJl7tpbJntE62+hfIvoG1Rf0xUjWrljXV9BfkDyI6YTRb5CuSPJVyQZ2Q8Dra2s/DNre89TvaPpRNrfk4eRpq8xmUnlO4Z2Q343o/MjJ1s524pO/4xM/8x5+RtOT/+IyjOeyQ0tneHZEzIX9LRQ1h1P529po6LPmu+l04BmZZyfo9ZYw5Eoy0Qrgh0eSKlyozMHLZxJrEU5nSvnWhmXr5iWOxh3rIcJHVYGPaPWKEvDdGbkLZb3tN0tQqHd/Su6GkP9CqkHpvZHqAvvhg8sckb0jKYKkychZH+DTK8oeaHZShuENk7k84I+zEg+wPQ1Lb2j5HfIOpLaLRqSNGDuDOQv23yvZiAO5HTNWwewNgsqHajrAXR3TEAkGksmDccoggB1B2VjSfegrbrzYskddI+5+j7l4JThkjtdoiQFm0wsAHZZtuDZA2BnZGqwxlsNRktz5rADoUIzTxi0qLZoFqXGnDFZNgCrMyE9cAnIyvAAOsBZaV2CIoD/7J+zGo0GI2nhCRvzoMhcnsOu/AFjQeyM6Q1eohvvbzhjVRpkQWhRQq3xrLaH48k3MZBogKxdfsDBPSnBbmw92dQ258+TFoMHNS0Avi2Ah64F6ufy5r4ev4pjq+vw63IQwS71c4e2dAfO7Qx2xmxy4CKYX84evmKFS/VAR7w3j1mjNpdQ2PyLqDptV8/RECS7M23VdVTNuk56JCHEy867LIJFhsTFlszPSQch4pZayId02aNgilpofPcGoD01WMTh6tQ1Vi0Sfs2lQpzcJRc/KVaPz+kAEtrFh5FeMm1+jybBYBbb9NOlem8HkShf7wB8r5Y1pYlXJWxN6UISQuK5bXIWyZnqDioITUJGxJZY7wvOnvWG9tjgQZudMVv9SQrBLo6SqA4QWbDYWgAoWy+IOHd2MOazx6Yb3oOr7v/F2pHOsu3rPexZNC23KgES4e/rQWm3B4IHQdsvjK0RbIAxXTLJ1zB06ZJLn4NIZMqKyBHjgGvexnzpCRN6NY8FgGIXO6U98TZsa8PZsVd2qz8/DAcFJ38+sl6Cy0qMr68F/2RUX2yJmi4rEtfSF1qwByVkRnw4r31sr/LpzGzvV9Nti3I1i2Pv8QD18vwaRCNu6T1+usHRYAK3bg/9WcoG0A7bs+52bFs3G+iatv2NPk7icVKP778gCNwONfX7b49e6TDtkTRi9gQ2R+PihIS8AAQw1kCKQLJgE7o0i0tvvvPnuWmKR0VMvQEypu9BmkuKNMPGCml1OaeyXsiYyTWczQQrce+aY664TE6X70CDRW8hxdZu8I47npSSVsKmdtLbDtrtJeFhj1R7xIpgJZPZgdzEfI39MgdAnFZMomG1NGSMRqerAWHjMbBjxMN7PLE0IRKAiYDxgPGElBdeIZoKKXXAyteV1hYJYLcrzYpLbzX8O9MUFSLBziaHPfWGzi37fiVnQ1ZPbhhK00yTgSQFFVcnsOgH0kQ91yteZWE2sGkiWCM1r2rvMnafPzpzudu4LqGXfa+STh3wcena8NL7pfTkskR1HJsAWdinXkEhXNvZj2SieuKi73PhLUpPbNNBxLD/zGAnHLz3RKz3pKjbHhmrBzOvFhLr4HE/f5xyk4aMxHevNrza/y5jGGNkFkn5sNfSKz+uqw6h79Ab0aJjfHgzc1+PsS8KW9Jawo906EFjrwwyybZ/9yrDFOe+tlmxFrdRjt49Vtj6U9vI1p/IxBnVGyGlXj2/goS0zjbWrG5bOzN4S0L0xMeXH70ngvTGuqVtPqsnmMZAkJxoIZJQnTArNBOSNAcJVdHkc7ZEo2bq2f2WJDg5ZqZXDvrX3ziwaqMDjOLSRL537pD2Dmtnv08bETuBeT8A0SB3aPScCblBqe7jNXWAW+yEkwqiSXE64E2hFSyFryeoGtpZ9xhWBqgjko4IDuybjBsQrVJQO9Ka90Zw2aLq380NWMbajT8vPYAkatgPjYSddDukg4PbrWBWEOvSb/jaEY2E24LTNEHjvv25ZSr7WDdr2ItoLFzP/p25IGq0NIGKs+kbSOuyTO47GLhKQa9uku7S+by0pl6hBrQuVfmZQ+QYEy38nw4w0G1HVBxo9+ljudsQscGRTToyeom4G5gxO/hnayRyeyZ5S4jG6yGt6zJhYDZhjJhVZ+TjvfDMFrAT1vZ41U8D9ff09Y+mWA+e/Lbok5Ku+4CZePV3+O4+EF6VI0VdmlFKVMykrbA0DEmcJ/5EQsYrOwcnE6onOkS9CtTsFIO2izEKYpwlXLmgJzojPlK/l16lj3p/qp6sdR/ECUfWvBIOjQrZTggq4avKEUTR3AlaYbeDvCFpdaxQ79wPbLP7O4LPw9ptnkXuJWRJ5ZKk8yqhPod+2b799ychPsL+f+ZEn0bHm+P8V2/86x+/BGz/6LOfXMMvaJ9dqAtXJ+rBVjOsVloplPnMkhPv378DEf4/f/gD708n/vL2http5Pd//oHXbx/4/vUPPD28Yz49UtcTbV1cJ60nJa6qI37yvq4v4ycvWH75nrZ76/cf7s2GDHC55+3Hj9+zsRZio7AvfxCfceD6tcjVtf2KoxXyuz+SFWodKe0VOb8j3z1S0r/yJEdu9if+btrzcq5M8wO7VdiPL0m2Ik8Lp2XHklcG4J47chHyG4OhcEoPtLoyPt2itfK437Em5VieMUhl0ZWmK2l0RkRKN4zc8zQJ5+E5p1NF5sr6uCM/Dgx2y9RumFl4emEMizE+TqgtDLtK1R3n80g1o+5uQQtpWpAM+9NXJFHSYURGnzOFytAe0LdHtDbUGkfec+aB4bhjOE5IvuXZcM95V3j6m5m2q3z4fkHVGF94MPjOFDkn0uMeSuZeErZT1tuGjcIuT6gaZf+GNhlMJ0zhvTXO2mASZEi0LFiCuR2w+c6D0X1lzCfGaUZmJf+QaXnHfPMVMGP2rxgzay5Uy4zD35BRWioUHtgPB5Ioj2Wg1j36ppLaicODMp0P1FdCzcBxjzFQnoxSDC13DOsrGjPvx0ceh4HlpqK3O5ZstFq40fWzHIAH+w9ARfITaCGLkmShrJnW9pyWr2n1W1qdyXbGzFiHAZEDUvfk0wO3T+9J7EiyR+pIXSd0hfHsrGVJ72lNKMloTUjLvwdrDPsHJDdszNRkLPYvaFlI5RWj7Um20MzI7URlpeqZdXokDco4PkfOT/D0HtEfkdQwHinr37iDVR5BluhNPDFPdzRZaPk3wHPGkAYZTxN5SezGgaK+jhdrNHmDpvekbByy0ZYd7fhPHM53THlC0pnXw38jaWN48GkwpEqjsNQFyw0tijZjtJNLi8lCTYBMGMoiH7xKpSmUe85LxqpS7Hvq8A7ySM6ZXO8YUCw90cY/M6pyqK6YPI/OLNf6Z5pkzvYDInvI35B0JB9ukVp5XH9LK0ee5I6SEuQzQ0ro2gI3OyH2J7RMKCN6PqDnG4QfKfYa2T1nN91RbPb3Tyv89j3UlfWcsKRUCWfh1xwdgGknt48pHJoIepxwU7sSD15S3PVyA8zLs7/Weu+TNXCeDsg6sHRpzpYc9K5h56OfwqURlbPDHNoqyKZt7819sYFewu9N6AhMMKRqCEBKLvennSWIy11olyXpWr4agEMbwrH3KzHt/SjUS1ktAln8uj34iiZnUcqbwomTDkp2tpeGgxoNvaw7gx1Ia4Suf5dFiFux4o36pPmjMXzO0jWiFeMuHudVJYQYLRxcb0gKEs2/0QXTqEyxinSANtgxRvfjfR8QsejT6iwnwRMe8qX7s1+dO404GOmgpoMiTi7rbMQAUSOZIyHl1/R8tc0Ltf8Qg2KSLhUNJkhzGSaL71SKB08aAPzWDyMAlJrAdqCKpTXmkwczClwaoDlo5I3/nKntgYjPDcMlX8TE5dVMXKpLHCRNdNa5g8K9P4NEE0Iv5VCsOsDby7Zd0aAHv/3zbKCWbTJJ0RAXYUsAmgcFDpTEKrNewt28V0rDQVIsKovA6Lq1PeBzn1K3REiNoHvx+5YJYQompmEhQyVS0dyQaCbo3z07sNnZgSFzlvpj3R61YGJoPV9BU5+fZ9unZYi11xMYndXVgbzL+0NQit50VSySbSHxIXSftMtnAERwhoOWzoiL10Ovm61ioLNieyJkjLmU6AGpBVhmqVdXdH9YuBBpDJekkZijwsZs3ho094qQCMStONtRK2j0ZWjqNisqLRwU6bGtsvVdCIavJ5ejOsKg6/Jvvn5nZ3b7CHSg38GRSMa0FoxKlxTw6rlYHwEA+ZyJZALiAS5AOscVdvmEDqO6vNsmE7hVXPSYx4FIC4mArj++zWHkKmS0mHaX7//lQ2iyBw1JNllQljBlCeQ2YjyX42pkpAi2+JhajoRPdbYqIanbWflWdtAMLdUTCfboczZ5NUOTFUkNrRWqVykyhg0wkLx6cmLwxtewx9rBgSibff5kl+0QbnxvqrFmhqO/XpyBa3xAWFH1MdUAwK3tfX+mIjbS5Dnkewyl1ULrsiZN0erJftGGBOAkECTQqMwDOovUaqVZT14PkCdIGWvHIBxEbxQ1LEdvmWae0KwJayuuHx9TpwHFq5h0cJC8MXpSZe4gUrezI2JK7q/j1Wp0AkRIrUkwnJuUAN0GEqMDr3lBzEi45rq1EaOFz6tIPfziXNsk9GKiWpfDuKrw6mkBwi/wMXSGvCcsx4+/1PBnvCWC/X8SlXwuX3S1j9DP06sohI9XSZzbmifkxZPJ7o+4nvl10dF2SiLBarBVQ3Uwzx1PerWX/3dVKSi9HiM+Ix1biAa1XKxRt8MuU3QNevhzle09verOJZ/698Vmh21VYiHxJYWtCWz3D7jYRz9Ft65R0RF7tQNo/Xdh8yRd7I9c7V3beWNctsb0niC5JKVjH9ls9JV8CZ1s+qW2zQ93Zw3J3m/JZXuy95TR6PVhCm1BbEW0AI9Isws2aAJNaXWI7azRE9md7ASC2mHzPQ3w6qbk1eaSqFLcdwi/w+QAegesWCRqPbneWfAgzRvmWlTwIHCp5NZQtVRSu/XrLGCyul+GVz66Rc2IpfBZwPsVjA7St5GmEy1Nft/rOcbuhkaj5g6qTjEveg+Snuh3goCkXml5dv8iJHmsZCc76fWUcSKLP9kWBIXiRQM6IO3ex56Qy4kqVzY4sM+zSAS3tFUdm4Vcjop/JzNelXnwvUV0m5Ki3swaSS673H0hIyq2f8F3k3PM24Pfb79nWSBVRE5ul1qsqd4zIQhoomf3bXplKbHXd/k2avhN2Vn725LWiKe48q9iZELOSZigZU8u95iqv69/pvmzoFcK1Mt6FxE3052o0JPO4pUpiF4qBq4kJt3XmpFafD+rgO0jpj4hPPre2WINpa5K8OD7a23uF24VoxEfB2ljw4hl9GuR1QkU0mOnSJwmDbvqfVC63J4DTBMu2RXrruxjPJzQ5sQKo/fUaZzDnoY/GM23/Z6G8IkLYgmJqh1ry/ZcLtgD0S/FE7f2UVz89MvzjX9rOaZN6/STE2929meM7k9d5+deu2hM/MzvPzrpX73HZRg+uaQtUeADarVipVCXM2tSHh7eUzH+yx//xI+PR/5ws2M3Zt69fsfT4xM/vPmRx8f3zKcn2jpjZXUgcEtCfDI0f3Xp8cKnpQcf3e/PHB8NxxbCfPy7bUyk/xcOzqdj9em5tgH6+C0W1/Vpoun6x5+bD79y75VWSR/+wtAKR/4DlVum/Q+M+7eUvfI0PHCQAzv27B8a09MD+1G5mV6S1gV5cv3S92llUJjyLfLUSG8qTIX59gFrxni8QZux7iYqwqlmVmnU9A5LC2kESZmD3TDYPWW64bSvFF5T7R3j24HpjTI83jC9u2H5W2X+Py3ISWDJJMnkccXKSHkcKAJlf4vkhTTOJIX96SWZATkMSDIYGlUa7fUT9tDQdkbbwpM+ctYjhw/PODwoejNwf/ecNM0sd0o9n3n48cjuTjn87URr8P5pIs3KzY8TgyXup4QOUO7AJqENA02Nsv8zjRNMXnb4oTTe0RgHyFnd+U/eyI/5FexWZLcwDMY0VXTODK8zbdqz7F5g8gD2wMrMm2RURob8W0yVkv8F0zMpJ7IOHOvAsQr3x8r+fOL2aeSujDzsC493BZYdLANlHillYio3TMtzTB/5gHEaM+VlYW0j6y1IrRzK6bPA8KP9ozs2aSalhTv5b2Q5UkqmlR3n5RVr+Q3T/Afy+ojdwLobUDmQ2j35PDO8X7Fxh+320IxajLw2xnlxgub4wfeGnLB2IK3/gCLk/F+R4cw8qmfM198j9T06D4x1cGaCLKzWaGbU/RmmJ/Juz7h7DstCO55gmpHhPc121PW3UB7g+C+uXrM/YnliOXxNy4k2fQtUxocntFam00hSqIzkLBSElUaTt6j+mV1OTIOyHr9i/fA3JIOchcfxPa93PzDZjrvHZ2Qxcq40KZRhwVIjFXes1N6jVqOs/sICW3jLKgup/ha1O2YyVQXjd5D/APmOnG/J68IggqUjbfwTe5u4b3ecUJ4GReoT0/LfaGKcbY/oK9LwH2h2jx4GKJXj+VtKnTkOiaog+UhDGcVcEtnOzpYpX6F1JL/fkd4fYHxP3T2hqbHjlpVH92GmFfvqA7YY6xt32Gp3hn7N0ZnDbUVac7ZxSg6MNxxobTWwekGtoV2KxdQD9RSNLKWz5h0IbwG2e8l07yUgF5Ja7Q5O19nd4CdEkyc1LDSwNQeAmukAqmFoWi9bD11eBxzAa84a24JnIGSnJM5lXQbHPLgRi/4UvVJAEpbFnejaA0B39039ui6JjzMO4IaTah502dZnwjz4DacMdjTG0NoNEnHfijvqG3JTTRaHlq1GjN/o4Kzf0y1enhrMluRMnxYapklhS5i0jKWKqMtRiDlQuQEOTT0ZJZ0d5PerwZrFzu746cqXgcL9ngQ1B16rrjRK9C3oTK0crMI+FyT8BKFRKLrQJZGcPRrArrb+Vn/WUgh4DGf5d/i4IrJiqTlbVQNgL977yOVSvFmyNwh2UHeDESRBGt3hL842a/Lg199SLInZx7MnIdoBkRwAXG9i2YB9MPu6o47PScVL4KvSmqJR8dH9JcGi0WBCxSW2NrLGloTwoLoF4KMWfVC61FJnOEcCTmRFdcGbVA8oBQ3ZF4ty56YdXPI/GkFAay4Z0ZL3fkjmTXk72O99MswBUg1WbvP+LbA4S5LijfRa9gRECrmtWNduERqtdQD6s5OMHl36N3RZg16FsEKXp+of6f5klxzb9Oz7OuwBarc7wd7E10GX7bEULLSeKWw9KdCTa9XvW4LJy0TXR/eeIS7TZK4d499p+LV0KbIAPE3Ofo9b49Twr82DOLeJF+kCB/g82WY9ydccPBYpfs+afXj72uuNVrvP3KVKuj8j3Z2OoNC6bQx7LjHfGLyKStVtrJwDOM4Yo89fjYQIXX7DK2hEPLlAm9weRxLCq2UC4cBw0CFBBNF0/fDWnMHY2d+b1Bh+/l5B0fcl4NJH5Jd1+q8nnukOM6XiyTIl5pocQPYYJ6w5iAPJQYpFHTQfqo9JW0BGJEdiZipuC+YAGkrBG8E/OkDTRtDB5fi1kObiVRH7AqN6ElrAbEEoyLBD0w5bd9hygzA7yJXF150JUg8+rav6WAxHXwtl8rgyPYCsqN56JW1gPXXd+XPCfF7qc0xvMZupzStwTFfUBjSk/BykSs6YbUoroW1YHLAwWzAqrQWQURXR7CBezrA8xH7ka9o0EhHVPNFWgyncDK8CiqlSAiRJBYYTyOhM5wo6x5wYI1nd3CfQsiI0ahL3CVpvNGyexC2+pkwKVRYSSrKQKYkGqGLel6jWAdNGSdUvqO4v8/Jnp9gncfpmVzpI3SuXOpDmNt5YaMxcmNIB5phGBUVMd5PN1iIl7OchbGpUuWx+VGfvx8bbZfvC3tAiCaQWAKbRqxD690iXmNtseq/AiSREVEFtUkoSSRfD50aHFAJXoVc+Qnx/76EQWu7X2Iu4/9SBQgmfrq93k3R1rT1p7fftNi9AvDiXg8mLX3u76j8knaYRY4XRkxXOgG4fvdePXuER178lEla6NJ67Oj2j1j/vOu2epAwN+c3WuR/YE1nb/f6Ko0tcajrjTO19+NvqoHk9IOwQe0Cqs+bFlgAGk8+3AHJbHXz9E8Bl3397hUpI11gk1SWAZ5HRZZm2+bwCBdOvgRdYe4vZW7/Xhu9p7N0+VLdjFn2xvIeAsclzioTfeAMotS4Yq1cjK7A9yQGxwRPKUV1gOiGlQBlhGGlpQuuMzGeQkZbvMK20/OTRiIwxX0/INdkgElLSyWD1hDdLPiAkl81sAzIYljwe8N9bYPPul0srsZ8NSHsOGI1TJOljGvZ4oycSu92okWTBHBfIBAEh+mzIRK9I82TkCnVBTFGSx5BdpjOJA+HFIub6+cNlyDLYbezNXn3klZsLarPPlxb7ZyseB9GrsM70Hiit5fDZvfKmE5kQTypikfTt670ndDvzPv6odsmkW2h7LHmCWyL26lXHlwH1xLbHEkFekYVL7y2N/I+gsXZNcuyBZ7DoCSjie68Wl+atq/tFCKR70BfAa+C932JNXkWUc/jUj25xmvu/1ntL2eB+uQfgLuVq0FKXx50xZu/hIXrxYRUkGy5Tm4GVJrPHk4SMo5zdHjSX4HLiU3NSCNXjD6r7AYBIJ8T1BJxXfKkFwRDFKzbOvg6DDOdj5Son1nsNRUKqWSeNHZHNofv54982CfFLugA/x5TvL9sX/vxzQdD113/02SvU+6/kgLbd053h5kCHFdd7LecTmPH09i1lWfhLzjy8e8fb/cSYM08PD8ynM29e/8jTh/ecjw+U+UTtiYjqTRI3/bjra9/G67reQPj44q8+83PD++ktycff9tPDdFUGyk8M8U9eZ1zR555DP7V88vOn7/1y3ASVxMv0iqbG2yVxbgU77ZmXZyzznjVl6v0Ou7nh9PCa9fdveHqRePNqcO2FJWGpcJ/PLAw8rnckOZOf/wCaaEuiiVFePQLGb8aCqNDqCamNGxtIesPDKixNkOV7aH9hTIm9KHURat2RdCDtBmpTHtrMeTgi5w8UGfnw1R1SBT0F0erckEEZbjNZDT4kpCovdcR04EylpMr6AWpVTueFuczcnvYM6w3TqxvkeUG4YbEbdnrgMFfSeKQMPzqLebxjR+bl04GFhdfyDtQYx5mkA+XVV8iQkTz5RnF6g9nCyfascqCUgZQSIw+8Gh+4rXv2x5GTJs56i5ZG2r1GtbDOK20utMdn1Dmx7jJZCvu3P6DDGb3fIYMw3xxZtWDygEhmPNyS5EB5EKwYh2FiJzsOt3eMOmKPjxzPT8zLjvJmwh4L6fEIh4V2e4bbik3KvK48HTPVjJz25CrUJ2eA1Lp8Nglh/BlaIy8fSG1B6wd33qZv0PQVyZQmD5ShUjWzY2ZcC+gZirKOsLx65mMuK0UMORmsmVruUVuR+T2ahXQQbCpI+4AVpZoi64jkEcTQ/f+EyIyUHRSjUmisZBlRHTwgLG+o8zPmlpB6Zjc8UqSwloXGPSsDmTN7KUjbU+e/x2qijhWsMpmzZMr5HdSZMs00YHj8R0Z5Rts/g2FilTtKfmCxxWXnLFPTHZMuDLIwMHA736Il02ahDEq7zVTdofuvcB1gZxAwL9Cqs9xloA73DnLMrus/3Y6Mo5KaMweq7qnpBehzRO4hF2z3X6HO8PYVLSWWPNJUGHYKdQH1+XrHC6ze0E5vwZ7AFqRVdDiiqTGlPSaJyW5IssPyc9bdjqH+gXR8A/oO9C1Nb2l3t0ie0Pw/0+QWTk8UZmoTaCc0/wltO3T8LmLOH7Ev2Hg/MoThXHepGoLZ4rGeg3eSokTVeml/6DN2AEdBTILRr9uO0qvtLxXyUSkRtChJodNt8fktidIZXs0DtU1apcuReDLAwa8xzmZAch+WOK9B1/oMlD3YUAK5+nUUHBQN4NYvOkqHaxTgl349AT4G07eXqhKalhIsjK2Jd8gvebybAuB0sMAbsjaEJYB32f6WaBorsiK1Sw0dgErD2YQeXMXubQaEpu4VjmEmG2OlCzWIhmMoiksfXRMVSjwbD9B7okcClGsWElstmHeSvhyjiyfbYgzMVjYdfoHeLJTYg6gzVhd3SFsLlz10pkXAgk1txtYHRQRQWsgWuYMtkShKHkhYT9BUqObPqDewDEYO1wB49AFwDVKQFuw36cBEZ/XXeE7OFJJgavZGbhYArfRkn+RL8GsTJsFQN/cBfVEIbOxGw7QnS4LlvckLBLuxAzSdzCIaay+AqWjuuDElrSDWtuTItk7Q0DvHA8DuUHXG4gaIEEwyQ4neI8EC7b3JHBTsrPQcWsi9YqvGdQ8OFOroSaLQWrbWWbcOqlhUpXz+6LZivRiCXpHQg05N9Cbkst1zgN29/4PE+zXe3wMdYo1fM1K3JuQ9GO2XaSDeaG+bngG2+DX1KqQuTeJrQKRduecdgOvf19lxxDMt2/MmHrUnlpSPkq2b3ZIAJktoGMNFJqozdMMG9/43WyKmy4h0x7pr/XRJEAt73+dIsCRTXFjfmpqwyS/13hCxD3XZgW7fenBJv33Ll/HfKry3G4/zxnox2JLWwEbB3kDaEvar97ZpFwBi+84vNXCG90qCpMFkbouv5TSCHJz1n4xNTnBLSpkngDXh0hgjyAlhRhaXjpMu8TdOfq1nv3/vESEOgtNoKWQdaooqi2gEX3f+JyXX+6ZAPkZwH/tyXzKKX78GGLz0OTgg2aj6zO3mYgHwOtmg6YBp8uBfPOGLrlAWrJ4R9SbdYglbg7FpIQmivg9K9FGyIdObj2MJLXcOig1RwceK1XTZz5nYNOgjrhbzZLoMNXS13RmRNQCZUWLsfY4gC6hi2eVZfb0oguu0I8FUtgikdAq/uO/1jSqC6UDS7ImYFozeGn2h+vOgVyyuIIkmmY827588ho/iWQd2fJ5eKhLlYjO2eZl8X9qkRvpXtG6UHMz86DtiTK7ruEW2fe6y3rpUUJcTiUrAzXezC+zRkx6ElviWdAkPLuQ7ZEuudOnDLTsYJrzbl4+ueBsLt38p9sCy2VchGuyKOFsaYZMEtFj7m23rjWxzjN/VmUTwREnenodLoMRYbEzzLo3Zn223Xb3Hjo+9ky6ECyR2jYjUDSWx7ntviaaQXQrZov5MLrUpaUNaLP7vzy/hxKBf4bzBNnecJZ3isdfYRxSTM80KpicHXhGa7YIsHiQKjeesIXNVZ4Tm0rSw7ZXW9yy6rx1zop092aUJdNpiB7EnvGrlyf+IYMME7BDxZKvIgtlKl4VBJwRFq9sLYwqf/EL6IBQ5nB8S19MaLeTomhSUhRTStE3vMBRtXkFgaYz54H0+Upc2bGtsl74XdTAYjbkrY9irEr5Kt4XhA9jqCZ7NFuBygObxA9Li/hPe46dhzP77erj4IeLAvCe0o+dHCt+BBaUD1YYxYPYcGBBxog1BUmsBbHuVQPUedi2BOVFGZPpZCLYf1ntpONuGToLyCrNuH3r8InhT5Yx1iVTJDuij237om1p/j4IeIk71GFaqsSV3VfG+ab2SHHpc6D0uniJU6nVR42UMdQWNhFs5+Djk93R7hGVkjTUnHhR6H8KY7ZacIEm4Nc382ln8j65sPbZkBXmMNX/VYPsqqalENcKWRD32JUz3Cz0BHXM9yAr+3HPYN5cps5BK3KrhthI0Yr6Fj92r7KKK+lLR0W2Rk3tsIxv24Yhr7A2o5RREkm43vTeExyPdf43krHUp0LDTzUlkLqn4OQ0SP/5tkxA/d3was8hPvNZf/8mfP/2F/dSbfubcPcD57JvYEgQtSk9LoZlRTiesFB7f/Mjp6ZFlPjNME+MwklKinM+0deX0+IH5+MRyfGI9H6nLGauehKCFLFM47faR4/5zAxGvb8DQFxzysz9cXuovX43JVg0RBvnjqozPnPvnfvUr99VfOhTlxfA1yTI2LzyuhcflhpmR2TKLKG2/p023LO//G/ZffsfydyPLzcSuHrhd7xnGwvPpzEN9zpv1W5LA7uWDA3DHRBuM87fvGRL847wyFPj+6R2lNL4tf89ebvmXkinNkON/gvUvTPmA6ERdv6PVr7G0x/YHSjryPj9i0xNyest6c8vjqzvyEfYnsGLYyTO547NMbmD/LSNn46tpR8oDb+TEOVUe3gplThzzTNNHdh+ec3N6gXyjDC+VmYm5TdzNlZenQpZH6u57Bn3BfvyaPTu+erjlmB6Z9z9gaWEcF9fW/83XMIwMjztkKdjD77H1iRN/w1Fu0N0ezcp3u9c82/2Zr96/5P7pjtfsecct43BkOnzP41J5dy7oemA9v+ScjLf7xmEp/M3rP6EDpLSDg3L65ol5WLH1PSoju/uvyGTKm/eUp5Xbuz3jODDePyfd7DmnDzylt8zL15Qf75DXK/nNE/ydUL8W5PlK+0Y4/ah8/88DwyLcLwdyXanHB7BGaZ/nCpv9AbFCmn8glQU9ZdQS+uw3tOlAshMm75mHyjpm9uuZaVmpcqRKYT1kji+fk0thmGfKCvpkLstUnkN7Ip1+QPeQbzJNC216D4tSf1BYJ2Tce9nmzT+gQ0Ief+dzRwtVZiY9MKUbZntgLW9Zq9DmPbt6ZDc+MNsj8/qGIl+zpmckzuxZMLvndP73tGyU6V/QtHCzntE2c356TbUjJX2PALfH/zNj+SfklQeOH/QZJT8wr2+pZXFHIj8jD4/IsDKeJ+5P99TZWB5g3Stll2E8oIdvEGvI+c9oafA0Q61o2jmDbvfSS2YfKrae2T+bOOyUdqqwNs67A3X8CrGvEHuBDH/G0u+w8keHMgABAABJREFUp1fw/jfU0TgfGuyFca9YW2l5IjNwwytKGXn7+Nqb2Y4/olKRcUdiICcQmcjcIjaxjP+eml4yPlXG+RH0j5j+wLq/Z725J/EfSfJ/xep72unPVDtTULScyPJfUH1JGv8RoUD7y8UB+MJDOns62HrWBEK7FATRjGr2wLnVcPgTZjV04RuS3RGRaMhqBOt/s+XgwaUz572hnMT+khxHC7ki3wocoHKpkADGerBnDWe7nvAGN7dsQaTq5lU0CXm/EpUB6sGhthL+anG2PwdnvzeJYHlxpzywPrHBWUCSMNnRNZPF6Se+RxW/ya3RafZmsi2a9Ko0Hxu5xYJt4sHlClKc0WF4YizkY8yyJ9HaCQ+k7sBmajTqk5AL6Ex6eAQRVLy01xt2SwBdxR02ESSV2FqTs1bMnT8vw13CmXXJGAmNZpIDqZt2Z40EhI78YmTx8WSjifdjkRUPblhcIqZr/qad/7HQADV8LZPIjO68i88B2pPPH3Pn3h1425IQ2lo4usGEX2/8evU9IjNWvRzZUvMm4K1XhPjzdLykBQ4qXEhPAS4TYK1BB6wUl0fpoE7T0IQOwF+qJyVbSuFeTXhPpsV1kDuz3nDWKonGGODcgnX99w2E6L1X+ucsZMP82j0+cAaRsfj3481dvSpgDRdPtoDBWjSMlC4L1EHj3hwzWG2uoQXiTXnFxCskLAJH88Cxqc9/aZkuEyF9TKRXEg2IeqDa9NGZ7sEovTQV/cIkhJkzyq0DvpH0MEWG5IGmBXjfA942gE2IzTg70R+tS3P1pEUAdeYg0waadekOwV9vAXZuTV7Ziguc/doB/fDPpYSt6zrdStfd9ka+5s8StoSZhM9sXTYlZC3cZqnr20vy4Hnrw2L03j8ivub9uXrwaG2JvSAAir62W1xX86bsG9FIrwBJwxMHomxNpWP9EoCShASjV+F0G68be9orNMplvW7P8erZtg7k+fOzDZTtIOoYwa7Fc8/bvHHGaaXLBLrcjvcXcIbeEmPd7/vXJfRFPdDXfOtjcX50goLsQG8chB88+Per8z4NIgMiE8iAyhT39wS2oquD8T5/rpIQ8wms0aTSBDQS2zVF9UbNsCrYGZhhfg7rHbqbYXf2ROxYgrHuQJctARyPUeVng++Li89vmXIwaV/4+pnfOWEun0AbbbilaSKpJ7xUCqoLlRmz0HxX33coQyRoDZFKSu0q5M7YcIvbdAfExXYIRh08jjCekCruA1gCmWKBOSAlnQ2eexIiEuvFZWHJAlOX3InqSZn9ueWbWL9HB5fZA4PriFOxcoR2QqZvkDQi9QytUERoImga0JyRMjjg1TLN3IZLWmI91A2E9B4gkez77BTrIE8H5oMFGsDTJt+zzRdf814xOF6qFGyzSgG6unG65FCjalXgo15Zfc7i+za0LdnZ7YX1askuZ9KrX60nKQIAJK4lQDnvX9Gb8Dq7fus/0Zxs4D2pvDpAwr/bDKsB2+cDnGfBgbzwtXrPC/PK0UsVh+/nfR37IIRMjoSsDK5z7nel0Cu0cGBbJbTiNxJOwcSb0Qthi6Pqrfu01p93T+JGMrhL8m1jLz6O3ltJuFTjZr8O6QnmT5JR9KQFeCWkhc89YHK3PdMvOrpfJKBEI+Qc5ApxQlBldVukDvi3sqO1PWpGauFjafRySCu0gpQjiKEhb2ZlwMzTa06gcemnpBkRQdYnaAUbvsLk1kkhGNIeEDvifa2Kg835DrEbxPxehWNUkT6636ieBM/FK0NL3flKUPepRLwbWItn6mSYSsP34JZCc58ZFaPqDVVvPCnRngCXJfJ9/ohgZDHMKq3Nsb+GVFQtkfsf4nlPOBlpiXgsriGetbCibfa9IYgjyTrRIzsrfhCwFauPMWe8UqePB1mdICLnsLO+FFx6J6GtoO3s0u7SMHlB4x4lmhM37w/UKr5/qHgMJsWTEDa4jKL1hsqft29mnoSQ7j9E4tBqc39SgiyU2haTIWPEnSHbxIBQPKltK1v/O6LSXbzKxWr4ESGB5K6XXKqjJUhELXon2KMn2y18WBOEyYljWhFdQI9QD9h6A8MZSW993rW9+5fLwefw6DbAOPnabzNYoiXv8+RwrYEsePPwGcN9Zbc9C1ujconYQOfNjnp8eMCboJ/92Ufjdw0iV3ffTSMe682lzWUSvRH45DHDVtn6sTxor066EGVGXIpx7ibf50PyRIlXZYQv7QGO26sU370EYUeegGPMhwkxl7Zs4Yu31n26UC2IteG27sZ9aU5hEz9//P8nCfHp8VlEMP7+2QTEp++3X3hvbI4/9Sv79N8BpBgB7hhtmaE11uMTdfXM6joMLDmjmmjrQiuF5fTEej6zno+0ZaaVlVa8VOnSF+Iz1/BXv+uJiJ/53E99j3z6RfLR33L1L/mr9/hnLc5nH533Khnxk0mJTx7az433VW7l1xyG8VSfoCllHdEycPfNHg4Dh4f35POJp/XM6d0b0m0h/dO3LDc7zu1ANs+SVxWe8oE5JbJ8QOWRmitpFm7nM9aUxJ7UEu3DDWWB0QrJGu/0wHvdcaofsHamyYGafos9jMgxo4eGTT8imt2AHvbY7QFpxngqtHkgPUCqI7vlW2prtOHoY/wOr2r7eqJW4XRWFGPdG3VscPAS2/HxAPPE7vHeJWHOM/XDSktG/Xrhw7LyOK8uhaPPqekW04GFmZkfKVKpyw6REW5WLGfWp5kmcD4nqDByi6SBaRBEC5OcyU3ZnXeovOTcJiwbx6Gy5pXKmYUnjsOOk9zT2h5b92iu3D1fGEujjI1ixmOprDPk4w0kwx4TajAeGzlVZmm0g1E0ITVjxxVdjAdrnHaZXCu5neHOS8PrICxHQXRB8hPDk3CnoGVFH45kjDvxNmGPulI+M/Fuzs8Qm0n6ezQfKXso5uxXLTty+hHREznfge5QMc7rgM1n2vyBVp+R6g6xHa29RGjksZKbooMDfEveYanC8YjI4mBQAx3egRpz+4ZW9thaSCjjeERvvAyxMkB+j+gbdMnokpwB0Y6sKdHyK5Z6w1z30G7Y18bYRoS/wbjB8gOSC5M8oDKDzDQp1LyjNqVmgayswy7IvWcHCnSHyCu0jZjdes8LPaFSWUmY7mH4GtUPjOnPtGFF8xnTROURI4He0oaBcndErGJ2B7Jj4Z5qe+xQoZ2YyxP2+ETWho5GYo+sOwo33sSrPqfVaAp2d6JpYkmJVgeWh1u0NcZlR5XEk0K1RhMPuovtUaskO6F2jpLlDLcTDDfo6g7CojNlX6h1oNkNzV6gp1fo7kTa/b9o9QDpOdoGhiZImkj6PWYTbX6DUYMv9ktsuo+N4qbtS4ptInTNBQfxt2AmpJPMNSqtezGIN2bbwh+jl5t7kiBKmc0uLOjmQaq05EHEdskRcFkEkxLXYylYkYZLkTS/JGvOSJQe4OJzkyiBtXA+zYDVfyd4AFt12+K8npWrYNTBDNMczE0Np8p1naUnaCoOBLXZncsu9dFvaNMwHpwNCX7t1h03ByO7PGgHMbE1mqBVzEaX59EoRw1A0LUwwSMAvNSXAA67dAtEGbUz9ly2wKVCLMqdN6CxA7Jb4NrvIZIPW1Dcx9oBw1/wkD45zB1DkSAiaYBvMRfNS/j91lw2ycFSfNzDeZVm7ipt7NHuDAeTK5ppW/LAXbYeHq7XbJ0FpOK9QVTifTgwGRrTYi2c70wT7xPi1Tze1PQCSgjamZUb2EvMR7+HRr8Wl0TwgD7KtslAcVaw4a8JDtpZMCpbANU0DzBNgi3Vr6GPr9FJHs7+BTow0pMNHeQh0yyYqtXHZgNv450aQa7FdW+SGh00ts7UDAmoDdTv1zRGebVfn0+dAKMk7l28dF7tjEmh0SWGeuVL3N2X+G8t3tTnVbcb/bk0Ilnj83pjYQEOagdZR7qn2u+xM3975Y6Dh2wSWNsTvwoWuVrTAY7ZFXuOFlVG6WJ3N9mTFj/H9bQIwK9YwP539LzYmkaHH92bAnaQrjc2xQNssz4POivQWcL2UQVEPLf+Xdq2Z90TcP5zByq1j4Az1uiJgD5+A71qhAANEdtwQH/NZQE6Iurs+A68Xc9h3dYpBr2h5OboN7wyTXqVSZ9rzuTb9iouQKx0Ga3Oht4q877ssG1euDSQSI11UmLvIMAP32c0klyYhDzQZY+UtOIsxNg7urxF8QSjpL0/Dz2iUvxeW6JXbG2VJq1Xo5wDm1X/LvMp4yCKX49t88sBIyln/77iCWxL4u0qerI9pfhMSIjU6glS9T29yUyXQdLoseN7ueCKKAmpU7w/7HNfNBpAttp2Dd5TYQjwORo/awAo1fcIY3bzpNklHaWFHIi4VEoR1ApWQupFM5Kf0+UpDEUG7w9jHaBi9vHp9rftPCFnDW86LnjD8ZEUPTFsWxPF9+p08WU6KC6RROjqSr9s4IItvhmWDvAHu7o3VQY2xHhbL30q90qIq2olwJOq/jcd0LGrnz/COQS53nf7l4v7i3ZVvWXiDapts59eTeKzPGzztj90Cb1IgvQeYbGupLObLRpxc1n//Ro6UOsEjxbf5fPlgkRcJbN7kvcjSZVu0/3+Lntnt6/Vr1O6DXRA03sTXIEqQeI0u5bJCv/vI3gkfTyWVukCkv21rSpg63WT4jWvZJKoatkY39sJ+nkLnfTjX3i6es8XHOZ7jRm00MlXC4klM6yVmH+ROLeEWEabJ4NaXiKRXuJ3tt2nz5nxspeY+XrdHHT8uiXhMj8azO3qa9y6n27uK8kCHPCmwkaTD4itMZUVlV3MvQEjEqu0WAmGcfY9Lz1hRPNn87mp7PCKiZ7A9ORSi8oYFYnxjspX6f6EV1FbW+iMcvfDvZKr9/6yYKQLs9s4wXX+baBLLXb/wKTGjxp2pM9jtm0QKz7uEbd4U/honh14I6H/75UAXsnqOvtRGRB9mTwBuPjv2xBchZA+1QTS8/bqMqt9PwK3nb9EyLZ+nrbZkktlkfu1QmPr34BX1HhMKhc/RTqTv/izNJDak5DV7UfqcmDdTtew+RHr9P2n+xeRPJTo3SUWe6t0e+WWwqR5gp+G1eh/FrEzMkfs1KVRu5/Y1330h+v8DwPInmjovQvDxohc/EnHOsJni8oASd0uxryLvWWT4tSwaS3i2yC5eFVV9fViXcIKf95tpPtdPgcjqStzjLvbJ/cnQjZRoFfYWvdJrirgPOTO4ZPmsO27+P2AifeKsgiSJfYmT25dy46eceIcF3/zCwKG//4kxGe/Wz7zhqsN82e/Mx6O/NTvrr5jA8b7S9cfuv731fdF8HapMHCDsjVkbqGrGAkE5ExLq2srpsR6ekJzQjUFkOLl+Z6MWKnrQltWWln9O2qjazNukkzd8Fxf/0/eZ//hU8PxM2P76ZjB1WZ7cZoudki2YdsAGLNtr+8OwcYjN7s6s33y9yfXe33pv2Kf/amj0XhXHqi10ebfIHXi+W8Gdr+tjP/yB9KPf+LNOfHuqOxe/Ibd3/495w+3HN/ds2t/JvFfWfTA43RPs8aQfwQ5s+ZKavDi+IQMAzt7RbOR+uMd7Qz7W2hD5fd6z9FGpvKvpPqGKr/F8j32Bq/I+ts/kr77ozu6WrG7f0d7+R3D6x3Tv+7hWODdGd0dGL/+lmqP2Pi/0lgoPxiyz7T/8C1rGnn8V4Glsd5W6r7C1ys6NYb/8oz0euLm3UsOdsPy9Jry4yP2m0b7tvKXcuaPy5G70w2vHr4htR3zMFHtPUv5f5PaDfvz/0geE3zl+oXruxNrXXlsvnm/Si8ZU+XmcOaQZ+5OK+MqcLqFuudxOPF+XFhuKuWwUOcjdX7PKU887b5iXSfO84HntzP/+LU768tSWE+V93/yZkbDh2deqP/DmbTCbiykwTj9bWO9NZY5YetAeb/A44nX940PNyOvauF5e6CNC+1upTbl/F7R8xnOjakaL6VR60x588CYR148f8lJ4Xe2MF8Qmb86nj99jekjbTzR8htOOweTh2UmlYGc/wspv2O/+x8Y8rd80ImjTPDwFnv7F+SYyE9fY/k5bfgWHSvTfiXpEyl9T6FwkhuknZnev3UnaXKndBj/M61V5rWytjtsfsdgwribSTvX6a42Yel3qH6Plr9Bl++QdYH1A/NhYLn/O4qtLO3MrhbuyhIs/98603x4g6QzB3mDsFKlUBVKPlC5pQxfY3ngbAdKhZyOKGcs3ZK4xeyEcWaXKxOPrFU4l4yml+Tp70j6Xxnyf8bkTOVIEePEG+AWS6+wXJlv3Xlo5RZrO86nV9R2oN15g+unt/+J0+N7Ds+NaQfD8h275SWPCmcRyjoi63PS/j352Y+0MrEst6zrjuPj14xVGcoNVeAhgaVK2p9Ikljbc9Qao/zozV7P92AD9eWBdvuMtK5oe8fp5sRsK3oakfk5+ek70tPfkobfkQ7/T6T9R2T9v5HrV+zXbzB9TpPXlHbiePwTFaPkAMa+8HAXy1kkri0aAHToyWovezVnOXtvgxWzkzsSHUBZdw4kpGBjNQd9xG7C/rrj3RVfrBVMq+tYtrbpX2/xnxTUml+bjLSWAjBcA9iprofaDKvOGG4BZEqNxm5yCib5He4dv/XPdyZyHbDadXOjqqEHyiaYTjTZk5r5tVjx7zR1kLgRwVND7ASS0OGAs4/zBmZi0ILV5H5UcwZn68GawGjuTxo4M6Z4xTUZE28+LBqMYBtBjZbcV9DilRmWgxGySGyofi+qAby1ijNnnzCZwXauq9mBkQ4GbvOhuywSGrrNEzviGqYefv+6nhAA3jQWB5fMAzghYe0ELKhBqitVKi130MW8+sKiiiVC9MoYgbcnHaRXndUAzocEIs4StjV6wqj3MTBBs6KqtJYcK+vyISFFJdJ7KSRn6VvB2hlPGMzht3ggIm0IV+cUK8vXoUaQ02Si4f0dTA2RMyJzBCKDr6t2dke7TUjyiiFrlVYWrxpoS8Q8zohsxUEzVXyddpBDHADXFKBJgDYXoDsCpni+PpcD2LN65byLN1IFWg/KQvbHcaYA6ADMNfyb9oCMCPImxEaEMwQQq+Jzv+GVPyYjajNqT9Ek8kCXJPBzePB4Ccw+c7S4/xSl7zX6P0RpP7UFS9pL2z1o7IuvxPprbo968Nsl3fofDUDHfP6xSUn4mCkTdO11DNSlGNy2DhHse2LCE13RLLgttHa+clsd7PMqgtWvJ11Le2hUBuBBMsH4NtiSfQ2X84nG067LX6IqIbSVyQ7a2eoBKdfBsQGrr9chxrCNdPk952F1tmEHQByusQ1MWHx+i4AM0aOhB71uv3xogzUYTETH2npj+UhClBiZ/mz6LI5eTx3ycMkFwSV2VuAA7OiAXE9uxobEBtbFEgK25/pFR2wriNFscfsSkldNF0+YNqAMqK6o+DVLylgVbGkuD7cKokbKM6ZQdPR9QL3fF8vRbfNwC2IkC6Cs7hwYqV4d4iB89mR7EWx3gukJ9BnoM2w1mA0bqrdx0IoDeBmTW2fBrg8+f8oOE3WJaxWG5KBfHQJcbp7g13LrGH2QRZucMTmS1EjJsDZeCAtqUJNLg1iwioFK8uRp8oawXtggSEmef41m7rVFQnnwPnHaDG1GszNNFtJwg+Y9UiusrtVuy+Q9/upMM6WeR8gjcniOUbD2gCXDdopIxeYKzRBOdGkMswr1FprS2gesPfnPdUfiQLI9zR6ocvY9s1dj5dGTScWZukmefH8JsGdLnn7msE7u6PJpG5i+IuZxg4nrsotdrMg2x7dmzC7v5aBxxkH1SGKm5vty63uqs8ItBTi6JS/62otzSAer/LpMiOTh5D6MdUnCOf70aoUOqoJ26ZPeE2HrYxCn2WT68AkWTsolQRwAV0hqSgCnRNJqA+DpQGCK+8ETkOL7rV9PTwz40aLqwsHJAPNFQoLT+254J2C7EGTo0iNrXEt/fhJ+SzyLLXHg1ypbb53RfZvr6hMpYAff02m4Dn71czPgkqEdc2pcpEGXuP8xnusDv7yZfnIECNk4gZhX7COUujopIyW8r1BIjdYRrROWVtow+33YipDQralww5Pge4yG2YPPkyhWkyy4RNEQvWAiGaggWlAbUZwNr2bee4tzQF03IGfQH8OvUicIpBsEpdrO70fdJ0jN10qVJ0wWLL0HWdF1hJZQeYmwx7osDs78NgaKZVSSa+nTaFaCcOLrVWQHVFo02PUqsEZrXkGb053HbiFhRlRRm8Z5mlfMEpifJ2ld7tXTBVEtYCn8+OZ9IbYkMaQW81GeAgJs0MTJoZKQPDiZalmR2qJaVyKBknH5zhnaBG2HJEPT7AQoGbBm1BJseRk8edN8n7Z0kY76+fnV+z5FPyfzXjfaKxO37X71fS5Vxxhi++6wocgEeoP3nRpx0tzDxWfRERtcrshaVMT2xF7B7XEOn0eqPxdZfa0ReH0dsTpgacBSyJ4Zvt6S+/EsXpUu6vGSyena3DkZQCx6LBpi0fNsEJ/fNYONYYNr2JKyDQV2wNreibXafA+p9VKMaj0B24KsFmLNW7Wn76vS1CuTukyalEj6V1Cv0tNlQlZfy5YjCRn9xSwCe7Hw2QAQVCePn+whEpUHjy9z+Kx13sZeMGhj9IwBl1e0GC8fBwg5PRuxOl38Nq3Y0MkAS8ydcm2+f/b436gS4nMT/SeQ8i+xwx8FP/YTr/3C9fxsBrBfj7nj2EH3rs0WAVTTGakJaLQ1oRoBQqvRTGul1UJbow9EdQkmi8aAHQz5/GV++oZuDD+57y89fvKWPx7/y1fbpy/8xOmuBvwnL+Xnxvjqc1/8zD75vB7c9duD1JX2fmZuhfV9hvmOMoHugDJR342kIhyGlVSVudwwD5nzviIF0slL0VPJZIT8bMJypqZKaSuLui4p3LhEWj6jecbSM5rdUC1BWzgfE+uipMOE3D0nfQB9hFYyrb51jo0qbddoL0+ksTHsR5ouFN15SdNSIWfWvCOlkUETqg3qB2SZaT8oVRPpZCiV8wtBbwa428H+lvrwSHk4ku5Wbp5XpmlFmGlzoT7NiJ0Y5R5jx6PUaGHTUGns85lBoDShEQGTCO2oNIzzDsrUyE8raVmZlyPL8UzhnqI7xiVzswwOmdkTKzDe3bLPCXkcYnNutOpgF7UxHB8QgbqbkGmA4Q5LGVkNfVrR44wsC2lOaBPGURlvBlRvMNnTHh9pD0+01Wil0tqOVr4CW8jpMfr4+Oa12jtMjPvUWD8jaXZqr3HJgRegmTS9R7VsHEPKt9BeYunvML4ml4GxJBgW7O5Mm5Q2PSC2A6toqeixIqlgk0vzDExIFcZyg9FYzFk2tX2NYQwqJFamcyIvirWZYgtqmckE2e2p4z3GiAwNaQtajCYHlL2HDeY6uEwTJY2sU6FJZaGQKWiaERXm8bdUGYmqP5ItyGq09R2lnUllApkcBMSw9p5qH1jTSEojNVggLT+xDH9C7QG1we3dsmAqDCmaohWvXFktdMbrjDIwpuc0TpT2e8wenYWSvkbzigwFswMrE9gTyY5Y9k3eSwGfYWtFn54ifHhEcqMMX9NSQ3ZeNpy5JbXE8HSLtpWUDKGw1pFme8pjpZUzY1vJFHIeafo1yozKiuohPtNopYA9IPZHaI1SF7BHkGdgA5oXD6CG4TN7zc8cFsEaBQfvBwczKAFM9hL2AKm3pHJ4hMGopbNRCIDJLqwwCaapsy9kCwg8RrSNvBmxWY+bIl4L6ZYtoPJAWGpnw0Wg2vsVREPczjKRJAE67oHRE/5xD355ATQZMQ4DnnRJG/O+9SZdXAXgGxgfjqxEuTCE/Y5hwCA5y8a31A56XcazO7DSpWxEPJ4OkNbZVMFMMQGrePNlYsC6tbCN9XTZ8yLo3YI+D1JFhggYOyDRKxE1wMmoAuD6+2X72U/3E/7UL843tusSMXeOrTdrBm+q1gJc4DIZVC/N5qziEiUdjAnWtYBsoIVx3YvH5a7cdnhw6MIJfu6YIxgtgGPHFIPxtEkQ4c+ASFJs78TtAzi4iLnEExdAhtaVmkMaSXr1xSWwcNmHYEJvwYP3Z9iaYtPnaUI3RjdxJe6UWwQYW6FuyD10yR4hRYVMr3iIvgSkYPE3emPfj1xHu5Rx+4/Rp+HKvdqamfcKC/Mg2IOmFKMVjdnjWrxiyvtkePn69Txz4MqvNGOf2Uu3a8DYDMhGyr3MWbPep6IDzz35GHMo5QDM+9zuEW4AX62fyS6fi/HxAQuwqVdtdaa9BBPMcKmi7WuC0YoFINVf91no1+nJFZPh6h77NVrYu2tGbTyozR64RBwWyeAWlUUCXVrsAobZdj62WXJlV8y2a3NiX5x36z2XNrvkubgOsHHZJwLE89O1DXDcxnxLTvRkgl2ua8tWG70/zyaT0J+Jr0a/RjembI26o3nh9l0tZAJj4G3rK/Arg4Xe8DF6fnjVm6IdiJHqdsFa5PKCxW/VfUAl2IOFjTcWkgLa2YQdU63XeuDi1V5SvRlmw8ECrZB6Yqdcxr75375+O/PV7ZCQkRbSiqGP3cIGq7bYAk8x9gmXqynhCvTn0SW+ul2v3s9GFkwXl7go+N6ungzqHAjJvi9oMJdbyZGom90etYtmtUtARtJQjBZVjInkSYlSPRYuPuauPWueKDUFNUQL2GM8H/H9sLjsn6TJ9+7mY2fVgv1a/LORNGsyQhrCVhaMGmCh20cn2i9hP/tzHDDaJl/3JdIRF0scCTnxtdl5jW5Pw0f5pHysS7b0dXFp9myX5SJCr4K8NJG9ohmEk+bnizVk8FHzr8316PIx3c8K30z6upTLPtJBqL6mt8b3YXc2n7NXZPaRsHhuPQmhm2/Xz3/xSbtdi6/ePh/J2pBYCQf3cj3E76T31GiX31m3V3J1fZFcjmvY2Bz9514FuA1qt209kWCXZxLn6ru0XCVG5Eryyu913O7VJUuv7SBse4OFjypydQ1fcpiTJiDu0X3RZr166UJu8PscHChPj5DO9GrUzR6HTJTLASmtJ7I1JnPudm2PE3uS24iw/dsjx22l2ojJc0yTV1UB3idtxuy6j5og7Hz9d4mj7uv0bUJdfk2ay/l4j4jOeifmZ8Grog0JeSJPEjSQBdXFn4sNvve3sAvSAtgP+5iKz6/mVYm9wqdbdu8PNERx84Koe4nOEYhBkMtsxi7xCN2nj1ljV9XsvpRjX24Jkd4/RAI7LFEwKp54U5dT7JV8pgtNPcHvTyTiCnKMZ4xP9K25VBx85oi1JC3WxCZbli/rGOOSUOz2xu2zxFq1OD9dojISnradA09QUDHWIKKNbkujGtJ7s1lIxa5IvZrTaluCIhzseGaenBLt19H9jJ6EjPlT+/qMz149c4nl5V+7BCacfXx1iXUfxCUi4dqiQqC7tMQcgM3vtehfeKmYimevy4UETt/fIjkbcZGvneoywxokQASYuNgbb4ju8qEuYecN0x2DdiJJ7wuhmx32TT6qUOI8W8U3/TqvzHh1X0U04vwWSRNJl8HD95QvsW//RkmIy5b0s78GLgHzF7yXq7f1hyN//faPX/upN3z6Zbjxlqs5eA30B0PIahirxRBVT0aooktk33vJe0SIXXbJqjtdXv0QmbPeVOYamPjouj7HZZSfHpOPxlE+/SVb45Jt87z8e/v7Opi88oO2e+oJGbt8019f+9X1fHbC/cJz/+yhSHqOpMw0nEl2ZP7XD9TzmWWYKOk79LYwvizwx1vWP+/Y3RuH50faqjzJS867wuOzmeGs3J5GUm1MZcdOlfE3N9QEc56Z14VzhjpMrPYN1jJ5+heG3YmW/o9UeYnUf8bqDzyuO57ayP7FPbtv7tE5kU+ZsntkXX5PbXes+RvKoTLfvmNSZUpPlGHg/OweVhj/NEPKzOMtmib2eYeWgi6/p62PtH95Rj2PtJuKTY3Hv1OOdyO78oyp7ln+15n5Px0Z/6fC1//zit4I+kxY3xeOD2f2NvEVv+Eoyp9YGWXlFmUnK8/G9zFH31EYEL6jtR3lh0RdlPl/WOFl5VZPTI8nnt6+4/TmibLuqDbxTdnzqh6Ya+W0/sg6wPKNg/T6/UTJRr0p1BWsjaR6ZvfmT+igLN/9e2y8xfI3NEb0IZOXE/rhj6T5iZHnZNlzOCTaVzvy7hVt+or25x+oq1BspswnSrunrP+BrB+Y8u8pw+DyQvrIyX6PivCb8fll8/mJ4335HWJKPv8tSWCf/jMpP9J6I9v5/4C1e5r8htaeMcxCnsH2GbsX5mHmPHwPpwF9/AZdGsNpwcYz9f6I4M9LbcdUK81WFjthklnTP4Eqh/ENImemDwNa4FweWeyJwZ6xYwcvnrHe7kETOlXUVlJ9omlC+YoBdUA+Z2w/su4bj69OXtn1tDLVmTQfQQ+st/+RNT2j2glpC+Pr79H5yFx+z2pnhvwfye07199sjZqOrOmPkL/FpnsP5paVOr5mPfwrrBU5HZBV0ceFlJV9nkmmDOsj1RrvzicaZ0R/QFU47EaQPfP8/6DUN4j832H8954A2p0p6Y427LHlR4blj5RxouSJ1vZQXiDH16Q3v4PxhN0nGCaWw7/Dxoo+f0CbMr5/Tjpn9g8Dup6QnWG6crQDq92z/LjS5ANj+sCoZ+z+Bbr/mmwzSRfH9QejSqUuK2I/oPa/YBWWWp1lVL7D0iPD7gNNjTTdX4LLLzjcOY7yYHXJAZW9A9TBnKCGbnQ0zvR4Q3yvag3XZQz2VQvpCwm2WDS8FPNGfJK8dFRaDoecbR8wE5cTDeKXVXeWEEG1IKlheKm/yzg5E6zK4rBDlKq6cykODKiSszt/bX0WgVPx6oVgtG/s563R4N4TFraSWKPZXFQKmIPz3hhPqHnCcIafF66untAavAmlrc5qM3UWsFTzcTMfU/LkZcwIVLkEAZpCq7M3B4tmxs2rEkQqGo3/NsZ3BPqaHRDobP9N0sYikVT37lwOAjmuKZw3w8dBarC2bAWV0MiVCAoU1Bt3WpMrsOIL51wAGfSy87K4XIZ60NRsoVERG73pp1TQGWOkpYy0htqCMWJ2CHfC/SUNhFzVEygtwMUWerAOgqjrj0dyC4PWEmpKE6NG9YMnfkY2Nlbozzuo5IGQdLBFhJbdyU9dIiZFsNkGzJTew1xSc5atBBAkBrjur9iAN3eGzl6ymrCSPLGVoroigg6v9PFkO9ZIAVaXpB60hi+vV005pTUPsnWKRIEnR5UZk2BeSnU7Sw/6la0pag05Lu2Jq14V48CSSZfBCKBVogF518S2gjd37aDViHDwKaxLJNmisbJGIGNPvvbl9svsmxHPWly6qkukGdBmn+carENzDektAZictXxJODVcpiVklgwuSb4ADgO46nG2tZMHe2lxsJIJIQeoO0GZoZVgsPk1SFt9jEPbfvOazZ+HpQDSojLK7RxsAJfuYgx9AKQF87TrKkcS04GS7POtVmfApebnDn1q5GJ7jZ5cjWoqevVZyM915rJB73uCZbb+PFqcfdga0gyp0QNHR382KSE2IzWaOoZUlXUQp4U0mfl+sSV6I5FI8n2L9cYD1N5kvQelHaxQXCZhqwBxTX6zEmOp/nxIkeixiGe/0L4ZPleIBLi47JZJIzclmVGl0IaVVoS2CirBCpQj0o6+ViIerNXjn9YqIpVsbi9qDjm50xGsxWNKyG5GtFKXyYGi6Yxl8wSE3TqAaGv081loNlDT6HmgNroNVQfccvXeTjUf8IbLRzbbJg30g5td/Q5kD+La1r2ZpkkGOwRg4smHJg3yEdKD9+apLaQ8FrBEXadQYHPbnNuCoZTlEKCFSx7qOmJtQnSPJ1MfEVsoVKpWkolLIhX3O6w0rFRvQr3z5EPvGSTVwBZoj7629RlYRs5734/unBnaysmZt+sOakL1EWRF7T6afWdqSrHXLL7vlAJtwtoO1TOpHTEzqjVMJpq+CFvRK5ieuPQl+PxEE+ls2GtEPRIQlmLeKRcwXy/vNthAqGvJtN78Vnqi+zoRAMGW8Oa3BMgTu48vkVBn6O/1BUcHnByY9D49DQc8HWyUy/X1+4pqLvsoMXlFhOjwR9eI3/AZ71HhlX9BUAh/QzRImVuFRAcIF1yKdA/bXtcuudDm524aVVTmfuM2PkTCOioGvWKx0XtqOJgaYGjrkngd+vJr79JdEolor7yU+BkH4JGrvcGrciQk9txPdBkwWvHE5VZ1EQmfLmNG+I3xvL78MEQfECrNDrh2fd/D/Xkm3Ndoltzv0ScsPYI68bCzzT1hvPO9JXmVY+PJZ1UK2SMh5s9zsAErJ7yaLgDPCoKGvzgD9yDfYOlH2uD+NPV1+A/e/B0dYwyf+bStLpujGr2AMpgkVDxW4AzU2fvHqPizBrzyyOeVS00uPrfrBOsOzUdEj5hMFEbEDK0zRqOoV6+a7n0PG86+cucJaYkWUrXuWwFyACYqHzDODDqR0xCNsUtIzhG+iq9HV1EJ32d7fILVAd+ljrE0DohlJGSDJHyHWle3YebJF9EZlQL1FlkmbFggH7F0xvIR2j6Y6YkkA145eQ77H2O1VZN+5ugJvZB/tfwWkzX2sOS+jBhmd2A7ej87ryY74xVcnrBoYS9UBa+o9/XbwrZIjZ4B6RwgfPQUivjJQs1X0uz3UBTaDgb/2ZMRnsz35McAbe/jlTo5Z/Sx4OhrUEMaeF3iObltsy4xRljpClRDOPqct5cYe0RXj9NtQu3G/X6ir9eaI++kwIrVs18LO1DFom+LRIWWWPZzpQe8MnSPiI+f4VJa0rzSyf3K9ZNqlkyTyQmp3XdR71+IuC1t9Ylu4zxBPLgfvJF1wrduUUWWZrocmO9M3ndnQ5ornnDRhmTvKeP2mKgqaa4cZOJ9Hvll+/ZvWAnx10D4X7/ll4Dq+Pj1df8C6+rLrkd+4vVPztnP1QP65gGsN1/qvw69WtGP2agW7zfzMq120bX96E9/7/VJOyDw0YX8zGE/98On9/jJKx/9wzCTjbzVf2dX17MlI64+89PHL1z3Rx+1L5mPP30YSIls35QgCXqfsJuE2UizxK4uTA9KayN1t2NIR7Q+OTty7/pq6YczqU5onchVGNcBS/D90CgIH2bvy8AeLDt7uyqsMqJmTOsjyRqU5kyiISPPBJuMhpFb41ALp2rMkpy1vXcAaWxKkkxT15eVo4MR07BiuTHbmWpGHRVtDeqA2MR410i3C4eayVVZ53eUtLDUhdYKNpyYvkqUAeqTuOSETejTnpvzMybJjHmHrcbzxxUdoT5LLGLkHOXVj4NvjgOYNY+Hm8B5xY4LUlaUik479DZj44HCiKVbVBWpK7LOaD6T0p/QNNDGiabGkhqtGTkvJK3kYYKUqDVjq0CUfLOv2FDhBFaEMmesjuibwiQVbmG9aciSSWnPJAu39cygJ2gnTCqVA6rGzTSj2ph3N5AT9fCCSxnwT0xTWSMoeOssXMkgt1QxmgirOripnMAGks6kvNL0TJURRcmWISmyewTxPU7M0FPobecMOrDkbzAWEn9BMNY2YgilNlSK+4chpZCqkgYjpUaRTJkTKjOqR9roTlkbHrH0Fw+kp5GalWVKtBEGdWkPi918lhvEDshZyApDdqdFm29Ios9Q7lDZoShqzmBxMOoGqyPlpOTTjuG8d6dv2lHriVLeow2Seuljkwk00XiiteaKDKZI9qDb1iO+UTekKTqdkfTgm1hJ1Hai2Rkzb/7orMNCbbCWTLaKpgTjitx8j6QR1ZODMecdYkqLDP1yv6DlFFNAgSPKezZWU3uANiPVyPWE1ESrwQDOhaqNhYlU9+TlHmUmyYdwVB9peqTkBprCkfi126qzHN08Xpg+nsAOR0HcOe/Mto/ZXWEk+3y2C3thSzD0YFBsi/MkglqLcgC5MtAWWJTrfGc6mOPMs2A49+DSOqM2guFgzkqAhRsLyhzAt61BYWe0RclqF+KULk0QTU/NoLnz6066hMzp9TV09rI70daDTdEApoigOu5VHFQWAuTuJfNd6iACNf+6cNDAg6+uW15Dk3ZjJQdoGazEDaCwYA52dk5/rsEUsX7dnXVIwVnT5uyn6+Df+n3185VfZKZ/emzuTguwvjVP4gQ4IuIaqmLqzFPFgzYL9ipg5mDhBqBs4F8HBgK0CLt7CdY7IzuIGd3bMHD2oleginSWXLqcU6KapbMfN0mqcGS6LndcVSfid/dL9PJZZ8L1Z93Hsm5j3roWQW86uA17ZwdFwCnBaAspD7tiZV6vJ+ms89o/zzZ2bM8/xby7Yp6becKELisBvWmv82CimgM2QFparxTxBIv/FNeJ+yrSQXtpPtcs7HEw1qWzHcNva70hK/13nzvC9vRAnOjB0LosRSS8CNu2sbVjvYonZfznzljtz+kTH/qKidr/6uBEl5K70NOiSaJZPOva74iNIBWl7RJfv/V/EEO2mdYZpb2CqweVXSO3P1O9PEuuGthupSwWCYsOCnmi1S/fx11iPUmvHIgqxO0CNw3mfh+9+i3kqlosgqb0SoVuA3tSqFfnGDnmaQfvuh2PZGo8Mun9bvr03qowuv3q87pcbG9/fi3F3nbp+/LXz7JXFMXnvviwqz+dzRfrisED6k0arGEjDiRVQ0r0UiCGBoukU0NCds9al+2JNRCsfil931r9M3lAbAgsWhzUswLZgkje9fbTJrXj6yFjdgM20ZptBNIOBjiT9ejPXALAaAXZ5GDM3QUTpEVPhEQA0zmmXQHm2NssTnDwMU/NpTXcmNC4AXNpoS6bZeahgah5fzHAq+Iue677nFEZ2bLLkw0SxImYrxrJ9xL3PuJ7UDkBA81ykNNjvUS/DpHewHMEEi3shYnLvEhUTIiNwL3bxmCVSnG7rF7ugamXAluA3JImrv2onz46wz7FjLuec5e553+3zY5eGPudgRvP/VIqd7E12xH27pMl8HGs3qFnYr8IWZFtPTQufSzqZTMMc+f2Ri4/u4aT32P/efOz4LLo+9GTHG2zgx/bAi73Z90XCB+AXu3Ub6xt3ym9+gy52u9iTVxVmwWi8Ym9CCbxNhLdL5Wr67er9xPXY5dr2r5XtvdJ2NfL5y4STtLHl/6cezLqyqfuH+tjKpcn9eVHl3Pse9hVg3C8ErSrb1ykDDVkkCKmIYgskZToPc5gjrkZCf8gfzjQ2M8fz6azeEOGyv2LM43k41Cjx9FGkkiXWzdFzKVchGja2ysX286fXY9bJIEOH+Ft0uezXD0XxPc3MchzsOdT7Gk7X+faG6/X2OPG2IOCACESxTiRWNuenUvBiS2+n7U4r2ZIOwgwebMLW3VZkIpQxHZul9WJOBIyPRoyTZ6ENy6JsyHiPImpIjG1KiT/TMN7cdAGaBmKExG8d1VPFoD1SnvLP7F+Pz7k2t+Kh77NNdjm2MV3LdArHrr9ikSK26LNSaBXe0uPXaNPi/Rm8HZVSdod+J5AFMIvs4uZRTd/1a8p42S8Pi8bvfrDNF9dS8SR17KXPcbSbru7vxOyX0FWshhHn56eCN36WRHXqs3HZKscjb3gUiZBt5E+yi6N6s8r5kCvbtoS0H1/CCLXdRXWZm8iRgMskqeXyq3eE2f1ObxVtVwlkLdKveu/I8nS3e++1rT375Mg6QiUTlgLck6vbPuF4//HJMSXGNA+oWy7/r+y//TX4pd29d6fOt//l7k/7ZUkS9L0wEfkqKqZ3cWXWDIys7buarKb5PQABAgQmJ8yf3jmw2BmSIAEp7eqrq7OrIyMjPBwv/faonqOyHwQOWp6fYnwqF5ATXiGu5ma6lnlyPLKKx8YQfKR5mwO8O4k+Fhz++Gbi7vTH4StGcJdRCKtMydKZNu4FJZd2QgtkG0NCO/9X/Pq+0a69iMEtFy/ezYuH1GMZPvdx+fheoRuD9/n3V4NW+/q1HWTP3u1b1/5M+P/QXN/TrH7mctBniraHHYHfK+MvzkxHIzz21vqccf9mzNffXfhfLjn8sVLvD3i5++QuwKvJsoPJ3b/9i3j4RXT13dMbeHmeOFpqPzvhwuzDcjjlwwor18/olROpyfmNrDIPdLu+O3x9+yXI8v8K5p9gXw5U75p+F1laY3dMvPVpfJ9U95xg+93eCmMy8D90w7Gibp/SauN8uaBQSv3r55ok/LGhdYm5tsFRkW+O1AW5cV/+w59OXP3b+6Y/jTx7Q9/y/HtE+fkfHxxf8/Lf3nP7HD5I1zOO45PtxzaC14tv2GYKvu7J26OF+5+95b54Lz9YmC+GbD7CV2c8vf3lEtheQFeFsY2MTpc3j5hlycGWRjEmF6+xl7ccdE7ZrmhDa+RYUKX7+D8O3R8Qxn/DXL4ivb6v2euztNDRbVx2DVGhenVa4yBy7sJc+VmfAzOyS+PoDM2C81Hlrc3+MMdw/HM/d8tPP4KHr+YuRkmbsYv2PHAq/l7FnZcxu9oMmF8wWE0vnr5jksR/nj4Nct0w+XFb/MQ+vhVhgVYaPKHcLSW/wbRW2Y/s0hj1krjHVVh8He8GL5jN/zI7C8x7hmaRkr3YMjNt1yOI0/1QLk0Dt/fINOIfrmjTTc83f4G1RN35QQ2Mz/saYuzLAviF8aDMxZlOA0MdWJ46ZRD5fz2htPDxHT4HePuO+x+j+/2WHuH1b/Bxq+w3V9RR+GyV6ZBeCGOe+Vcn3CDd/watQP7N87AwnT/AhHnVKE1Y5j+KaZ3lKFQVPD2hPg7SpmQ6be0px3tSRlPrzgcv8BeVNpu5jz/A5fT92BGGUZk3FPLS6xUzod/QKqxPx9QG5HyCtSoj28CHaeKlFvGFz9SbgQ7vaSeDyx8R+PHyEAzB3uC+cRs9xyrsW8zw/6A379Fv/nXaCvsTrdY/ZL5T/8zhrIMf4Khsvx5RWSmHAVpI2X4lkHeUJcSaJ2HJ/xyYVgmig4s9Rta+wLkDNOZy9B40pdM8zfsv/9rpv137F78iaaVWd9Qh4XLriI6cuALhOmTa+1jws25EErKRKepMJYogNks9NriGCMmJQHsqfSpJHVDKjh42gaBMvYhnI+2KgPhAFSIc03SIdI2DhH3a11UBpDD9VyQC/gpj7KuvAVdkZQWzi7bp4JV8VapegRAm4EXXI44NZ0bqVj1oncI4hfghNsYjn6LwpZSFBXFEFpJpbwFxYpkwVN8DqXI9jGO5RRIaEvKI9PMZEgln3D6OCeiTkM6gW2MGgPlgg5PafpEBkTUhlC83nKlcbFU+CLbJmZ2RyD402gakmZknkMB94K0/Ey7ERyULS5z9LckGqZFnYh4ZiJ4xVbqol+w3FJFcUqnYGpLZMRJTLrKDpUJ9wVrS6CmSyIb12KZgQZX6YWjF0RsE4DpBY0jI0Uz0GUeSH9vGVDoSrB154lQpDuQC+ZD1CjQQLWvsTcEJDhlO9JfLDIHmmWRRAuF39LZQi+y7bmuKXRahqC3qGmoZgq4FyJAVWAKR4dIxV2onsZOWWI8MkW+lbIaC7pJtxVNQEvLIJwnmrorVjrgRWPd1U5luCNqs0Qhc/M0nksYAKXv6QzARZaAQC1EoM1BIepxGC0Na/OgVlCJszmoUN7l2rpFsChiCwSNk+ByDx4ZMD+33roh6C3pT3QHMiD+DjzTyTWNVIcIHnXHQAEW3JZ4Ti8W2ftqWydQIHcjQJNUBGttiF5Asjvo3sT+boEulAyshtGeDv6+EMrl6kunBHoOz6BlA3nKNXQNGIMGCpNCr23jMlyNegc8UHU9SyUyjwDbBZpbEmUnEhzPHkjLWIeH+E3SN12p1cN5s9JIrICnpNawKR3/vahm1/cVLHj3O+UCRN0BKWlUyj771sJJ08r623Ccp+NkyQydHjxanYWXmFeCzgKbYozklN/1M8Q29l7KBLnWnvkcQ/Z6pcHvF/AWaFcfgwvZ9zAvyHyCuwW7XWAp+KlQeg0gBRs1HQmGaEOHOQJ7lwyKLxlA2afT6e1dnLelRc2O/S0MO2QMYErhHapHfJJACNeC1Ql8CD5oacjQcN9hy28IBGM4soadxzvsFnxG5I8IFdMvYx0vx8hMG3bhFDPFWol1wwkpEzKM4APWDrme0xGPAwdEXoKe0fG79BvEOdPs14BS9BG80dol7OFAKUW/vNK4CdR1m1aQgbNEIMCDPlRHC11uWSLzJsG6fnZ817BXQK3o2ze4DYGWRZE5aCBlCRt+GAZkGGlMOLBI1DgbuaGwiyyz2jC9w/UOlTPIEW0LMkdAQocJ04k6DsFeUFvoEOPhZ5Hp4UhK5LvodZ95nHruIY/kamCnwy6Q8oEiD+SselJJdmtcQ24/86dvl3/nzMzAo2eBcem0l/4UZ2EP3kpLYEgEJK8Zo50yCjo9Ij3IiMQmKF3ApCDsVI3rQKRPYZWzC+HoKvTCr2s2nlgGUSd6IBcK4rvQHfLcDloWCT1YYHV+rXHgdNlnZinW6DQk8Y7NzdoDrKHreDpEJWk6SedwnP+ydmwlmpJTBB7XLIaYjF53wgl0fIeaBMVXd+4nYiGzdv0ZzdeV0qnDjj7/UiK7SRCOIHPUckOwrPfhXrEWAQjTktnsQ479HnhE5AHU8fEmzgA7AAsiT6zZt9L1+AGpxxgjvYGsMxDoRQPtQdAF84XGU/iMlynkWqmpCx7CpuGI+IjUe+CC6PehE7QLEYR9HbpC6pNtiJppluaH2gXxyI52kaTehDWzo5xhfAobwPcgtwgvIyigURdJM3vc5IagUkvP1xDnp0ucW8JNjvkPYBfwA2Jj4qcUxluilkMNlDpDgB40s5yZaf6A+IC2V+GCG3Kf1AsiDS0zwhLJgT4Q2ZQlwIIi0WZJamMDypJZShO0ANspgi87mKNmmvkJ0ZY2Wos1y0jxL6/60CcukW671quuQDxnDQqKEIHeinMk6m0NiI0BtFIhgAaX0ENbykOTxGV47Nm+J+0m2mVRHyQy09Jpry3Z6TTpM/v57mEfsg+gsRpiO8RvcDnh8hQWm1eQCS+vY45tTtmSZzevCNmZdlfSHUmNjGjafawttfjeBrztkzEgaoZoBlgUibaMHTjy3thlgNjXrPYEf1jYIpE9E/Vmor7bjElD3fJZU2bdn+h0SQE+AE+QkNcl9a9Yd85tzJWciJpuTzHGPes4g1WrzLKSNM2aev8J5IzLLjIdLAwqkdARXRQvA7QBv9yE/jo9xbNrD/D89PVfqCbE9vq0k/yT1y+5/ZP3+vN7+vr91P3b795z/DuEIyTRir4qKpuISm7YZ+jVD4IOHzbteRv+Mc76Tw+WbDv1ft894/wfiXu816hP/P39ez7Rjm3Q6ace8ZOXg8YGVndKE8bjDp2dy+WA2Q7RRh0rdSfUg+FLw7TSHJZjw09GOTulCKWGYTjrgaozUzsHL/rOKRiFinpj8ncIhUFfQRkixbgNyNLQ5YK2iooxXpTJBmgnLtOCFaG4hCCbG0UWyt05IuN+AoedDhTNjW7CeBxQCsuj4kuh2IiKMZ0nhiJYu2HWPW2w2PR2RuxCm+B8U7GLIqcSRQNnwvG2DyqAJcF/9tpggqEpPhfssodm7FSRArPOVAXfV2iC+ozOFXYFKxPKjpEdoxbivFbOdeLoN7wrLxlV2bOEotQUbcHXqtLY7yrFFbvso/DdMITf7eYMkzM0gyXT3UfFhjMMgk2K7IKTtpwv4cBWY7zAJDuoE+1xxG8Euw2aB9MRGwbs8II2TSz7hv2ELBRVXAoiu9Bt7UDjJmPcC+IPFNLxiLEsj1zaO5oMNJ2wssd0n46wTIm3YyiooyM7xw8Nysxob8FnzKYEC10QjOJ7hEItig+GlopYRe01stxnsaCC6w0+HIAbpN4g84icFdFDcNyWcMaKVfT8hLUs4qoDbbpH/YD5gnHBBwdRWjlQzUBvUb3JAy4OZBvOSFEGMotnnDCvLLzDRqUuhbYI2qJImvgt2D6dbQblCcdZZI9IYeiHHUFdMewaMkTRam+PtDZhTRE7UvwRrweo91B2yLDD6shOGmMpoWAOFbVbpCrtuIcGZfljGORjoDRU34JeWKYTYgtqmZXhZ8QbNj5RdcaGAdeBykLzp6CdlBG1e0afGHxPkXcIjxgXzJxWNYIDHFC7CWXQf0kQgtWg8xUh1ZW9SAlGOiqip/uHEuOeCM+NEL+K2+7V6VirjsDuKCZJf1V3BHdHkNAzEjx/IT0rox9ia2HE3FTdqUY3VK+INl+9wE5HY0TLAvHTjXp69oaEU2oNjperMteNTdbi3dCzCaKr3fD1MGyEbOu4aXMiQpJ3OQz67ki4op6v3OUtOL5XBE8vlLwx2jejDWn0rsdhZAkExUe/N9OIewBmvXn1sNN5lfu8u7znBOjeidWZ9LnXc50knBhjIrR6LzqiVeloFkn0tCdivBf8jX7Zdc2tyMnr+ssXZX9a6h75+2eoQA8DXa6Gfzy3B9d8HU86Yp+gJ/EVoUoETRB68VBBE4ia1FWrY7qnN0T7gid5pGdbbKa3P5le7FISERaOjjS8+nz5Zs12ZNs6bfml5B7Ar2NKFjNN51XvdwSHurHdZcB27jeH23bY+3xv10oP9HUuYu/vyGZ6pyHIPex9rYfOZJ+jm6+UINlfjyDdWveB63+C+ea65jry7zqI13HYolJXQ1K2KNRrd1cqqBUJppv+l+t7fPOjlKNizopEQ1lRuZ3n23VtRmzZPuiWMrr3sSNR8xXe0bEdCdxtBAs5I7ZOm1t/TncQXoPM1zHYKO5+HZLrGRIoVfqa7A1RIxw9eh2DZ3Lfruuvy/314cLKm77Oh+Zcbhe+x1iv/H6bfuLP5RvBUR7UdXn2rRlX/Sz5nCsdfE6sW18QDtE+a+CX+KoMESy1nuUee8hlBwwBTBDCGUGLwspecJvyiOvzkKjgnrFmGpR+jQROyHWuRVeZF8GNyGDzpMALWovIht0esd7y3O/RVz3g3hIkaoQTmNAFDJyFK9I+AxOlJHAyH9z2XRzHeBHZuvgUZ33uq5W/bt2rvv77SiIEmWIRDn4diIyqKxtAiHgNnu4iCbKUHBYB7VQ3srKmSoL31voKmnPakcOMCFE3QT0RnlkvIB6yIDwiLIjUTdZH9hfC8bTZ+nqNcP/E1dHufV32UQj5DZ3XvZ9569Jc/+Ie6+Z5FsX2ss0PnBWFLP1c7Y/qCt+1DddzN1/6Xo2W592TBLRfP/UVibyNhFx/KR+046qrXg+f599Jd/bneSdSErHb90Pvf9e/+qu3RttG3sh13wk9CyZ0CtmeV+vVnj9mnb9rr9bM4ZWWqfd22x+usn/tX9ed2+Y927nbzm+f162u9UuvjT7lHnqHZI0HoFeTTiK5yP7s89Wdi122ZJaMdDrUPg69Jgnd0Wi5R2Y6V6s8O2+7LRJnYEeFCx4AKen6RgEbEjl9laGxH+eNyuIJZulz4ciqy9XsTjior2jr61mCdXBUP/eumUngbFTO2D621VG57qGeEdmpt3wf/ZSKawbRXVOUZS7ECgixBDBnsEtTbq1sK5mpur4rfHHrebfqCJUOciJ3TDjkE7nvkn9vuIbjPYAewBA6s/foOgvXjKFPLa/MbpNuS+XcduB1B28QNYLWOcwMS8cTKBJ1V+PM6fKr69pps/X6ZOvaiTmXFaRhCWzqegu4pha4la0+ZIB2687u+y7nft23KQ9lHc24O81fepYoEbhPaorrgulnY19Ofc1pNknz3/1znDXjo+tBuVa7nhg0dX4d4+35IhK6RP/MewbEVn44V59BAGZCv0pdo5/hPUNW5LqfVv2u21y557sunrU8hIJbl8+afcj5Iut5yQw0vOXe+7m1ltd/YhDiY4fs848/+MC3N/t7X28UbLgutE/J6g8+9498Ic8/6vPnpOHlm89kfUZHfq7ICMm0fHnvuR/0LYTMWoz6vVvYKHLbL9zfv/G9dn/wnPeb4M9v3g7Fps/PDnn82sRn/93QJGzbuL3xgxe99/nH5sw/MmafcYk4sj8jrox+w3BWXv3hJbvLC8rLG54OE+zg3aFyuXUuN5cokDsv1Adj+T3sHiu3TzCJsLtMLEX4fjeCPPHr+R1tbDx+GbQh+x/O6HxB6o+YgO7+B2R8RXn3Eq83lMcn9PzA+LJg94X7x9fczS8x+wN//OIR3zf2S4VThR8PjK8fGP/pH/HLgP7xhPiB28M3uIzM9YAv8OrtmbYIb94caE24ebVnHJW73ws7N574DZfpjvNthX1Fz9+il+853V14eP3I4c2Om8c9shhcHO7P8OvvWJ6Upz8M+G3D/8cZbcrdn27wS+FxeY1j3Bwu6L7ydvfAsSzMd7ECvnx75HCs+P5rlv09IzfsfY8NghejPRX+9LDjTfuab/ev+WY88s/9R3xR6rsJs4FxHphwvnxR8cvIj7//gkWc4S/fwO0F+bMfkdLY/7uX2LuRJ0aWm0a5/Q71Bfv6z5EXX6JPM7cPR5az8XhuvBydw/Qlw9MX6JvXLN88cvmzP2Iyc/TXLNOB9uq31KFxOnyP6U8UnZv2scaGoBipp29odqDuCq0cmerfoPYdrfwZ5q94eviW48Of0MOC7iu2/zU2/Ao1RS+KnX+gnP+eMoyUL2/hICxfndF25P7N77CqHNtLzBvCf6B4ZeQbhInj9I42XRjqE8Wf2J/+J8an/wbTJ3w6YzvDdkq53FOOL7CHGXlzYT4cWF7cUxCG24bOj+jD3we6d9do00sur/8KlZHx9B1uR1ReIbbncvqGSmVXXlN0B/4Dzc4stw8su+8py2tu6z3z/oZld0PlBx74W9r5NcvTbyhLY3cxlB0iX+G+o50UH2ZU/wFz4aG8Bh04CBQKY/kzVPbcffEDZX/mePod88MPzNVo7cJh/o7d8h3W/gXe/gn6wtE743B+x519j5cDbXqJDC+R0x47wvwHRXliN/0/YdqxHP4HUKfwd5g88XT3QEMoP/4Z43xLuXyH2Fvq/ZG2q9T6ila/wOoR89+xt6/Zta/Yc8euvED8O0r5P0AfqXxPrQcuj7/C9oV6P6BtT31zj7TPP1ZdwIdAuUvVzJBuoZhoptNKcH5L0mWIl3SM73C9Ba+4nInioqnYpMKjyW/a6U3MEonetajuUCoGRXA5hKJJRC6D65NEhQVdkfuISKD0Q0k+A53vV9L5EJRmyKb2gwT3qmTxsDA8OoJNAg3OGBqh1wSqSQRU1cAaZhVsQmqmihNoMzoPvoZiHPzrCnbId2VBZb4HuaB2h3jByhOuNej1fEz90UHOuNYMOo9QAhEbtSsCAWypKGoaFdqNv44aTBtDE1mFhdItcgmEmA84Q+hqzVn979qVwKtT3EtNJb8j33LxWKK0f8ElbUkVMpwyY9mjotk3o6fPB392GFiK4y5Y1syqxfPzcJJay4wCi4CFetIaSI7VqnxnQTXpasmAuAa6SwCdEJm4FiR0OpIoeJ5bIOpkSIdXA5kDVG6RFm8FHKFZOCCLW7S11WxDFmZLRJJIDY5TH5E20lhohCHnQ+r3Ndd/1uQo3WHbwliXMfa81aTj7DaCpiO210HJdO2gFIm6AIFgDAM9Wx77xeYIPMseEWPo6e3peFx9oYmoD4RyGGpxX5cHYTwKO/Axzrqo2B6O2NKwUmPumoM0mmSxxiaxf6xnZ3SH06evtWCqpDPLH7OdsDpEum4t0Au1hzXfDbju4OmO9CX3cfIG57NEdylDTvFO2xNZIJGx4arAgLcxMqF0D5rFDcXoxaF7IES8ITV/p+EgCb7vTuWUAXQ8MgG67Yyko+EaVO2Bm/jj0XZXsKw11alTbGGlo1DNSE8EA0SW6H9HUfR29zmu+exuKkkaxJ3SrWdHxMxAqeGU0P2apREcxp0qzYhCgxvnQb6r1+Nwy5R+4Wqo9gBCD16IRwYMI/gl93KntXPWYJj2cZrSgXLOhRJ7wTl/xOb41CUoQfPh9QmxistLYIr14QteJmy8x1DskgFxcdBdnH0GMhP7oyyRLVRmsAN1fhVTObxDxFDbxe/HS2RdLVNkFF5yjCwCAK4jJvtAhlo6gnTGBsnEloLPI0UWRn3Ci7Jo7Ll2eoEoDLfnlEe/DkDc8XuoC/jXoW+1Iy6JZh4M+AJ4BVOFXUPnGeYLZiOt3YBUvCwUJgoD2C7RyZboUUGGRyBqZ6zO/pXmRQi6k1ip4g3KhOsB8yPmUT8iTM4452QoyNQgKfZkEGQ/YMOCtcji0gmkFcpF0umRAngMlHbjkcgye4n4wFgNt4qXB7w84bKHcYfYG8TfoBxQvYnVr1PUeSoTzgL1xwDOcIsIDNRPuhr65X6JQzozSK/UdN1Z1fWSAPKs+24Ndo/gUf/DpXO0p4zudvxKs6GsWT14yO9EqMa+TBBA1qC87puUpT1zURZcZzpNHWtQIP4d9HcR2A/Ueup9ON4Dtr0fCZi5HgEhT1bqmJSjWEt2pmiTUBBJrvPVGZeyXaL2jMg+2937352ToX92BgqRKWRR+mz608KBugATkRnXx74flj2jzlIeERmlxBkXOnFm+nlm4fWMkf6cnvkhhkgCvHKeI4Yd55avgYmkK8WI7K8CehP9sivX+uddTs+CkRpnF0PQFWnKbuNE1JC5ToUoSBV8FlwEH3LubQ6w2obGMnj1IwNAyhjH2xhOVLcYm6JBQ2MemdsukQEgYlGxQRZEL4iPaNulDpRB5gbIiJUL4ob6LbBgZIAjnawmZ5AaGVuuqERGhOQ9Uh4iM7bukDZm/cZQ2KRNPUmccJKesn8NF6OVtBwSLLy06L92oFbW/xBtIBXRI5EZ8wKxCS8nTN8BN2A3KTuMnrEYgc9z9EsvCBUdox9RLyEoVnHFlyllbe77mjWT1lpVR9wv2RYnshUjY0tIVcAU1yO6e5vtVygDTAfMHV9ivoo/8LPIdPshFvIY/k6vkQEtgdwD2QMj7o8JoNwF6LC7O+0CnBH2qO+AJdovAmUISyJpo3pApFPqiTyFjdZr1Q2ZcZgZX5QENBgR4OnADNvHXPRM7O4+7vvFWbOLXTPYlvohSWMYtoUFyp+C2B3ieyLrf6FT0UrWWpQmYYMnY0DQF/uqU9NBrXZBWo7pdAMikfFAUkJ1WeSGc8fV4LggSbXW5YrQ7yNsh+7LFU+QdkG4w6VFRpCDsIRMasQEyRkQhNtYC96zNG7imZlZ5LmfhIJwgEyqoxSkjHQKV/EF7BRzVC4xRjWy5L38hM9tc/1XyITYXL9M4n7m9VFv98c/f+asd3C5IsD6DT2FfkWkkfqB56Q+e9jzx3soZOu59/HbPvjsqmMLz3/4UyqR9Bdufvvpy9noEh99vH/41w/68BkT+FnN/zlV7/3bJexBFwZXJleQmaYVY4j9pRd8mJn9TF0GqHMU75sLw1EpdUJ2AtOOVho+Kj4pirKrRjPndGlhnLQShudwiH3eIgWxEfUMdH9EtDG44E9QmHHth3+BIpRBgoZXL9Aq/qAwawQIvOHjJVXTmy6K4992wU2xYqxsJC60ZcBsh4ozijFUp1wal4tjcyo0WmBS5MbxvbOMEhQg5oHQWm7C6dDCeOiFO+t5j1jF7JSOljkO7Areon6DtREzyzoBTsmMH6chOjCW4E+/tAE0jCtzYbABdePYgKbU3bJSiEgDPYau6TUOCy0VpSKjItOYBw/I3tChIRpFHts4ct6/xPyAX0BGR5cZirOUPdUG/OmCamN3nFmLKX5seQ2p2LVwwkXRqIggqxcKBwq3CPeYv8TlbRT8kqSAsJZFHadAy9UoMCUSBp250voseyriiTbRyENHVBExygKYMLSCMuJqtLLQ0iktZULlDvcbWjtgPmIaNBBqgs5QngRtI9buM/iyIL5DWhiXbZnCX6BPwEzZK4wTwgPwligyFim5xSfMCt4ELZUynFFvkeonhvgTojMyFWCP8wWQKX3W+ThJR3M6LtUwOePqqZYrsw0sbQikg4LUCZG7QM7UKCIs4kipMGShYT0hnCm1Im2gyU06FaKQovgx0IUtnA0lleYo7jljHGguqDtqJ0qToD+yBecCesbLBdE9paUhMzUYLZR7I4q9+YjO96jtET+k0fGZV3cmA4HG3FAisUE0dKPtmXHb0cWdb/Iqn73bod1kXTMBNgi+/pp+lhiJuPSQE9aVnHQGpqLtDNczMXYA9IyEXiiP/N2KHE6qIiHHZxNAyCZc7e/ufChX9IgrKxdmV5yAniG3emSfBbo3jrTu8EzFqhfX9fX/bWP886xN3rpTNxEgKzDhet4HIi9/n6ibjsS6Iro7c+zGWbDlUaYXOAzaCO/z0gdGSFSMQU/xT0P8l1zamyWa2VXp2Oj60Zpx4Nd/O7mnggZKOmLXu2NAr+NM/zzHJ5G5fQzjm14PRNJKTr0rRpIVTb6dEOlj3f/Xx7jkNpL1Xum81iuwJPeJ29qzZzpKrtPVwbPSaFxpmMi6CqH3+3ofnZKqP2ezDldUeS8Y/EyJzH3T60V0lNyzOXeuxZe5rjnk6nteqYri/b7KlA3qa+WNDVS1QGa6ZB9ciQDUnAjrDFJ0I06GnLPr3H766sjD7KNs/r5+1j9vXOmWrs9duWx7UHWlzNiMO0l72ouOrms4ByOzdMIREf0XIuBLzzCAXLN9fcpGhKQjqaMy1/2RTV0dZnJ955pBwHrGb+Vyd2Be0XJ+Vcy7rO+ZOSKsxmbfi+Kb9uY7YfP9Zm56wKd/to5xtx02z9w852oTbfr1zHjQ9d51HLYUtT3IBCET+xmDpyX7sUueDdMVKbtpxmdcvT7KClAuLWVl/unOKrJQPJqO6I7IjTXpmUkQxesrUR8wA0XbvQURvNfMHrM4Yz3PnkC997OlrEsjZEhwVkcRyGyw9ywkIxycJ0CCokKEKCZrGTjKrHwR1mzEzbh5ni/SlnBS94W9lTE5RyGaNOctUZHC5r5+vl7XWQ8mpxSO/nXaHdkhrilWk/LBfZUd4aTVRGrDuqbyjA7Kjvec+OsejRvXDKrMArnuj5DHz3Qf3zyb5OBOxGYQLbI6h376urbhSsv8nlxb10jv6zWH63pW2vU3z/67/dt27LfH1ftn4/ZMUbb6xvoev54FqxyT7S5/f5Nt9DLYyIuNOO//WPf3Vq5tx6XrODG+/uxz39y7ka19/QHXWhkdNJAUfWxo9Lxjizeyaf1zPU+uOk0XU35997NxTc9in9M8u1ed+v0xfiYfM/ty7WeXFfr8ufxCQqY8H7zvc+lZB3mWpy60ordF1uYFKr8moOkWXPKYkWs7fcihz36ZPNOpusy81r7IILp0usVE7ft1zbmPYBnQyfPUqXivP5HZhdIDRB3Rvc5XSpe+tSzG3qUHzgvXrL4cW4094JqOal+ebzPpqP1uO7DpY3/rRofzXb58yOOuNybOitjh3f5J+dNrNfV90YEFljpCD6itORQdsR/vXdelE7qPpV4ioYM/q3cAeQb08+tqC0kGcCT14J/NhFjXWAJ2trrRCvdv1z+rEpprW5b1/F8zDZK255mOAKmLwaqPxWhnO7nuk+7lX2sz9LoPZbWP18z5NeNqu9eg24F9bq87vcu5mJcVENfXzaonXGVUz96PvRC1PmOTdQqrq0x6X674VgfbjvmzsxauZ3W/NfdytwOfUdj05/u1Z72G2DYTJA655/PwLNt4Y5+sgPurTiurXptB1ayRLOkHROaUs78s0+u/bBBiPfDe//y9D+X9Ad9+/tEHfMbLr5v4w59uDh5/77Wy/XorDK6KQDTteRvWZfDBX+C6WD7eyucfyKaNP6UQfax/vm3g9ePNekgSps3a3TzgWfbG9bDuv/t4c2TT1+2Y+LNb3v/ol15lHCgM3M87dm3ieP97nsqP/CgveJQDbfwTbXyLXB6Rt7eovUXazO6HHbd/vIXbHf6be9reOb18gmlgvD8wLHD3/YU6Ow9/f8EYOR/uYFD8xW9BB+yH13CZuIxGu2kcvnhgGp2bbyvDfxDm33zH06/+yHQcmI53+FTwu0jbm5cf0KeF9v96Aar4bsSGxuXuH9Bhz83NDlPlaXeklsZheAcC883Iciucv1xg59S/GbAf9hzskeJPHN4+sPvuLY+XiYd5h8oB29/BrVN+1WhFeTfdMMzGwWf0uEP/9mtcjYse8X1FXoeR9Ob7V/hZmGuBckTsW7CZ5bJDbGQ53VDZU+c31OWRaZoZx0pB0VF5oV9wI7/GMP7hVFEvDAdFDW4X5TIr/+5Bkany4i9+RymOPe4pb4XxzZ6Bymk40cbGOLxjYIG7r6HcYSWKauvXjfLFzPjO0QfnVL7g7fA1+1m4PS2wXJi+O9N2E49ffImdLti//zvGS+P1O/m07QvozSNUQ75/gGosh3f4MDLIbxn9hkn/miJ/Cf5PoX3FefeSeXgZji4FbTPD4x+x+Uvs9CqQWIcx0HGnE0bjMoeD2uQ3WRPrRLEBOf3z2D+3/1/QH7n7XqP49s0LZNxzevmW0/5vmL2woOzlwCR/wclHTsuIjAX5oiB+ZFffUs6F6bsdMt4wv/gLfJwReYNaY/fuW7ztmH/8K6oJ082/Y5xm7n71L2B3YD79P2j1D8z+F+Av2Z0ODI+/5bg45wWG+7cc9mfG+Y7h/Btme+Ao/w7fNfzlHfivafYv0aUyvfsWB8761yiNaRbUF27uF6QYD8O/ZTF4277A5gmp90i74XB/y7TfIeUvaUehXWba8Vu4XVBm6li5lAX3R6z9gald2M0PWPsCuf0nKTa/AHlEL/8GqRcmFLjn/vINZkopTyBHTvLPmfUVX57+FYfLH/G54O3E7A8sPMAtzLcL0/nIcFqw8kB9ragO6DihRdgtJ8wPyPf/JIIVwx4dfgZt8uwSqN0ATz5QOyPU4DstBF+/gWnLjIdKz1IQeaQ72raKtmd6ejglBelFlGXOo60L9lDItbU4FdQQtSjMbRM+NWScca+JkJ0ClSuR5huGzJhxijgLvBkolHKOV9i0Ef2Cy7RRDh3khLAEAtkcGSYoUyCoRHELvkyhIbKkiroEMmcK50oECiCosK7BG2+PYf6NOba6A98lskWiL5acTzKvBo1rwTQU5yjgrEidAh1UaqDoBwKhl+efa5pMbReoayt5PAqdsUdEoEXBT28LbidER1RHTHa471edU6xBWzImk6mzBi6GSyAyRW55Tlvws6stAvoitDIFdZ0Z5h5GZOfpB4IneA4DqyniE+I3wAy64CZYjfEahwiatDRULINFJelGeiFRTV5rkSNCTbT00KlGCaqRM90RJzIiZIZKCW72UvfZ9zBWjSisahrc0pqFSNXSma6ZieKVXvgtCpZ2RS8Ma08kfvgbWgQnkTC2N6npgqBuqS4l926LdHvpB40RupzNBIVY7CFZ2y2JzM/aFFIRXSKwvzo8hKAfiTon4mM4YZJ3vNPnRGFg6LROHfXkJeCAPebnTSKY250oXvC2AzLjxBfcnxDXoJ4UQ7VypUgTxLpR+lPXMfdiwMSkhNHeDUXRbgAFD2+A6ruR2wOWNzF3Zvn+RFd1w7fzBktvX/I3dyOzU7PJBchitiSakiHjuC02ZQJccIk9rBIZEZbjXC5pm3W6re4czeJ8acB6q9nGc7YjsrA69VzY8pHdROfV9jmBFomA644dwumB3II1kCNrUFeUqBEBgWy7Zmd53+QiBIfwFH1OZ0ZwAdd02qQjQeaUhT0DKwq+i0WkXWTOuei0Dll/pzuJU052+R9b12FoV2edl8ji0MxQ6050Cxm6yhzLZ+sl9oh2RPPnXUa2pSpUodwekbHiLYu1YsCM6JGiR9RvET/EueETTo0MON3D8AWmZ5bpj6gZIz+AKVaDu1rKHOvnJhDqy1Gw5oGs0Rro5GaUscLYkLrHl4ksx4HYkcEeYh2ns6BaCVeCV/ALLj/grrTlAG2H+B0whq5QKqYBGhK7ELzWEdS0ZpgvyPyILk+o71HfE1zep9hXNeoAtU0hVkEZWxYKXesOnQgkdOghPeOqqYffSaMoNMuAtwkdXiHlBj0dKeczsp+x/Yy1ibbsQB0fFhQNBLASjkxyTRXHhsjG0Y4yb5FBoCmzowBuCbkgA77UWJ9DgFRiRG9wu0nO+8g8MArmwfddlrsANU1n3Bv1ND9zT33sinZKrpfuCBdWZ2QGVz3p754n8Xjuy54pVt4DIKarKylIVroLa9snXAM3LrHPntGdaJxz5Jx6yhEyY0w6ojq+63SI1/peHnueLss6dVUUn+10Hd2R5XgeBz3rogenOhAj6WFIeSMdgNHoPpWoIUTKObIehSeQQInsjBLrBUF0QkSzTsAI1us0jOHsTOo1VqdcoHmdhsglP9Vrvze+PFldYpEV72uWVzgkQxdo18mIRbG+K/oy5jujn0EL151zSvC3G6JJA/oLrq4XWVlAG0MGpb1JiGjfRZtT7nr1qL8lFcoFl1vM/hr8hNoPuYZDX1ULXUfkHRAU0EEfGPOiJWqOuGf4tiyoOM4BuIP2DrdOHSSRXdxex9QjiC7I8IChNAtENoNGYKFO6XqLjGb3e/CCyBxZssXz7JjxrD0idhOZV7qjuDM4WHGMmmdNi+yNXm+iHPL8jkBu5SnGSHvGS+gl2gKEGZTJBYY/w3WkcEZlIeyIQ9hQcoogsg/ph55xnQNpLx4y1wZkOeAYluuPErXSOiXR4FHXrGGJM4o1rhZU1NUVwzNzbYRyjvk0p4nHeeA3CEfQH2LezgVlYJCXuQ6fQr/+qUt2oQv7Q8qQqAOC71Ofm4Ez2Ixk5nQEAEco+1zOGcCw1Illn8HysBtXiioyUG0lZJjNOJF9GL+/jb2kGZCUPWgCGy3qjUQdwgW1Yzwv97lLZJ2K9Uz7U+J9elY1qWcssX9S78KH0HHtIW3OpBNjIgpfV6I2kyCqaDlgw5fQzlCPrHW9vAdSllUy9ETm0uvtJM2SlzGAXbaE/ZXZ+2IJOBTJTCLSngm/U8QGWoxFy0wfLGxTmQjmgmPKtQCDuqUuutohxHj0fdUT+jz0Vsl6bULWMvEdbjehfydNcwQPGzKcEHrNmCGyEj/DV/9fLgjx7N3vRxc+5zfbD98PWvxjG/UZ1yY+cXWe+wfvvEacPvGMj/39gw/+U/v2Mef/P/Lyq/r1fpM/L3bwX3ZSdFlQr7icsNFo44laTogPDBiNGXNjMGdwD5RyUwYBHVtkGQ4FH5zOcYiAilBlh2FMzSl4IL8T8elS09Fg2NBoo8E0IGWHaqWQhpY64lCqYBVaBWtCbQV1x8qURmhgdFoN5Gz1hqljJYuGDSn0quOzUy+NixvNzrgcaSxgNZ0SO2QZ0GOBqWC7Ev6MEbQUSlF0cHwKo9w8nZmueC3oHMbmLBZZGy7QCqMNYIVRlUGC8c0sClvWwULxWVFDLQzh8RFhQH1EcKzNoQcYqAvuA+LCVBxVmNuIV4E5HJXLobFQ0SUMcFVBJqFoVxazkNcgyK7rwQ1KFhOqF2QecBlocUbComh1DtUTyf6pK4R3p/0wmcMI6IFH3+G+C6FMRYfCMOyTOzoFhS5IiflTDcRlSSSYmMBywR0WP4aeLWdEJko6B4Ky4IzJDlRRPSAlnZ7MiE+ow2DO6M7FFC9TOG85hhFqyzOjwtuAF0NMUAcuFW9RDFE7LYQVLCPdTiAWNA2SQqNIRYl6JZ2H1dyx6lE81E8BuBkCneF1wXVBy4JrpURKTDprCYVMG6KPaWylg0k7JUpmlXAXjoDRYXcBrXjtjtcdOKifI+Oi3iO+ZyjpGL3I1UksgtQJZKAsLxEbKLwDMYbasHZBxqA8wUDaBcUS51CxcqLpDRWLwpPTJZRk2YfzeAjnQFlKZpccP483/Zl4yzUusfdXR9zKvR1yQ7pRtaJhnUB39tvyO9gAHrrB2J3+tt5DesZW/sbOD9+doMDqGEzEd4x/vsv7MZnCdL2v/7afm5m+3xFtHrt5RVKunJ8x/ysynt6vfHZHOiHZlljpAJ03f0V5bFDKnZc0EFQ7kBLOXpyOjl4NeNlgZToavqfZdp0gFtZ7k3hFUMuK2E+ZuiL20ml89Uiuf2L6+kv6ukhe2c07kI6qDFRKpAB/3gn9/IpAjdIxo9dnbHt2RQBFe1egp8MVEZywBtlqNEk9RK7bdV66A7vQAR6eayCmLANqMZDX+U/n2nM0Vacn6tkTfU3o+t5+drDuq6uWs/5m+5lkt3q/fIuyyjdvhryP27UOSr+xezZsNdTCmXE1dvsa68jK9SeeQb5uzK996RCSZxPEuhGx9aOQJX09bbIK1roGuR47DRadMiLblsjSqw7c1tXgz1vwGVefs62GKZs/79/X15WvfVuzE+T6GV2+faQ90p1ha6vXjrDKSe/rQ59/zvUVcfVx0WtD1i+3sjTGd6Wh6eixHuxam3HNXPP+3HVf9P8mMu2TKv5zGX7tT/98uH73wY6+tjXW2XXchb4uN2PmHVnYx6h/3p+zXX+bgetZIVuZ1pfBJpvmfaR4/LTLlc1Z8EuupNNyMYQNEjblRRxLCiaJ5LNY497PBA29LeWGZ42JkJgjHSnYHcLBvpWUa6kbR8ZYL5rbs6/kepa4IiuP9XacJCVqRzuTAUBwiwCSd2e22Apa7EGyEJm9YHkAFlbEczrH49GedRqSbqV3t69zv44X/ffCRo5s1q5k8MRa0lkHItvXvZAS1/P3lph0LeHMS6fGtRZB/kZSd+jchn1dqtELGQdwYHNurGdGnBdXNHdfwxlUu570rOfELz5KN3Jlldnb+dzKnr74Ozr1uezqp8Kz536QUbGVP/L8sc+eJB88//lz3w8k971q1zMiV5Svv5Pnt2/1yGdb/D09Zv35uvDXvz/Pqti0byMTVikuZd0ZsD3H2LSz/2CDrL4iQzftKtf39TXd/8v2971/tmn/dWav43Edn+sZqR+088N2/ILLeX7eCeHLoG30FiEciCk7vOHNw4m/yVCONm6d7/GnI7W9Z5KKcA1WZ7C8N6a/8xl4VbjqOJ3SxVaH9SqfrgpUtqnLrZRk3nXxDJR1HSr7279fx7I/b11DYStcxf4VnS3bc1II3QtPnwoR9PBOFbbVIRpB95UBJel7vo9BD3617NpGZ+hAJel9TIDTMz3Css2SAfO20fhyjwU3KNdshOs+7zaW+BiydwUS55x8zpLzEvrLWqdBN2f2taVrjY+eqZtZOavuvGYg57/XX173ftd9+1rqE+LrvCUzQNcvtI+r5/BlkDL3u6xZ8jkOPRAoPaiZr809Eg/LMey2Q9d1vAcdr3XlOreZ9DMv1+BVl3tfdvcsgj6Wed6sNp3nPPffbP546KVddVwDENtJXOdkq8N2udVYazl69M/7XPjmfeu4t+zHNns3GQd69oXGOEcgqre6Z7k4kWHU9+X7586nr/88QYgP3rcVeD/zW1//79lC/Imbf+KePtGf+P17h9z2eVeDZfu69xbV+02RzbueCZP3mvrRz/qTox3+qRu2H8t7//7ghn6fbP4rH//9amz5synY/v39MYqP3u/LdjF/Ssq91/Bn8/Dzl7TG+Idv0Tpz/GdvOL6caMufsHbk3h946QPftx1v656D33A73hEF5Rbk3tDbH6hSWeSGRmGu6VA+Omp7zvrXTOPMN7sfKFaZ24g5XOa/p+rMY/krlt0dvK5wMIbjLdP8krL/PXzxA2V3x1QP7I8Lhx8XTgucqnM53XB89yvq/YL+Xx6R5Yy++xFblOXpBhsnHg7BPS3TBRkcf/ka5gH9/ojVhYf/EFyvu/u/oRx2HG1PPY9UfY3dvmKez/DHM+3VnrYLZ+tQJvbDyP0Ey63z9GvD6xGrP0IdaY9fUuaB278ZsWHhzd13zLcz0zthqMpLfcGkBw53M8PY+E7OzGL4a+BwoB13LCeDM+gJTvczT6//Pff+Fb+q/5RqTzw9/B41Q5ozsufL/W8Yh4lv5ltclN/Pv6ItsFyOND/zg8yctXJ7GpnqyM2ryvTiiZtlz1Qn3jxW3lVDyoCUwr6eeDn/G6xeaPMjdn6FPf057dioD49YKdj+z9lNC6+nPzH5p/npbG64Gb2mcM9cWxajuWN2QCkMwx/Q8u+ZdpXDNHI5jSynARtP+HSiUJkAPRX07QFhQIc9akfmH37HIo0H/Tcgyn64YeDAzpTBhOH4e0zf8e3dF5zLgZfTr9mVW9yf0NPMdHGmBW7P33F//p766tecXv2G0v4Dw/KvMH2Jl2+wesvl7g6pDTk9oO3MOH4fQa3v94g75daRYUDkr2jeeHpr1McnJv8nqP8Zt+XAJAND+Xfo7o84f07hNbMqswvt0qiPf6L4W0b/EWWk6IFmb7jwv6KDM7yawU6U4x+oDap/ibGjXV7izZl2f2IoM7vdl3j5Gil/g/gTejzCQwP5Z3h5jXzplG8qXM60xxNl/Iqb6c/x9gabf4e0V9TLX1OGB24O/5Z2Nh5+DGSBfvEyQDy+Q9gx1L/Gfc9Uv0ftyPj4t9jylvrVl5x3X6Dnd7C8Q2Rg4oZTq5zbD1y4RYeB3f7Ezf3vob7ETn+O6AG9f43OI+OPlWYPHM9/gzED//fPlW7AIR0LeRJ48JqbH3HmtY5qcO82Aok6EajZhY6oCflaQ1dZwgHALlOVdbjqKO4dls9aoCrRkKYVV0fFUHWs3WBtj2iNP2TgzyzpC4ReWNLTSBIdUjn3CEC1FvpASedw5zjW1KI00WVqwUXaC0j6iFgUoAz4/oT5IYwTTWefZ4FK2cXZ5JcACOoE7oncbvQilKIvEqFxIVD/mswzPdV3iT+2QJ0RhTJp9Lc1RCe03CdScU6jKhUvzXRoP+dYZ+0Lv0EI7mo8xlWkITJgEoXFTUD8QvFztAlN356s9rGIwhD1DMqSAYEpEY+feTlk1oOjLVBnzYKFTF2R5N2N1PdAbAefc6eYC8SMVUmDKehGPPnnA63f+ZJboJoETIyegRDGxS3h+HIiC8CRbjRbBR2hjIgVSlNcJqzsgIrpBahIH2dXlPy9CF6Sh7ik8i9RKN6breijMFoyw0HDEDUxTGoYcNzg3rDWuVZLon7qaiDE9r3qURAI3dgDwcMbSCyPsURX4zkSJbozLI3qkjR2XghaxMzQSISqk/QCiVQWjTontqLns37LcCCCPDEHbvdgO8QewM8RqO0ZPYMQyPxbooDrGIZZoqpdR1aUvxvqy2eo9Dt6oBEcauqIA7HHu3FsCj7Qa63JSq4LnTOsZzSEQzedIB4OKWdIGhxP1BhpcELUwCAOdDQAHngYsgJBUdiIrKwSYyeB4uxZMSITiAfYAE3lgJB7iVwLg3ZK1XbOtt+kXj8DF9b6DaszvTvFhaBWGEJWiMW/WSLTyWuuV2I9i4Rx7JkZgRDUBN3Y7vJCWOmspIaD1jtPeQfgJLWfa8w/eUZYQ+sl5yRhcX4LOC5LtiEyAegUhVZjbEmU9eowTueQSKBNV4d+zwbZfp9Do9mmegvI81qTn3F1h43v9jAl+t0qIhlodrKtE/gOmmPLmeCIP4NMiN4iZgztEW9LZpDAskTxVB8MtFCmG0SV0mIsdf821tDTDuqA7C3asFSstkAJu65BTfUBba9BTrg+hGPePNZ5mSKja4jsk2YHzAXqm+in7mKvyoIIFAbEB5oFCl7Lj2ip4AfEdzgD5iXOSwtKSvEWyNDbp4wraACUWuoKLeXKnGdpGcOBMi/QPABCMtB2B2wY8TbjdkHPA2oFG5V2OyUys+TZUyP4YY7rjja8AL8gl+8Jyro5A1C3ASwYS/jQPIIbXpOmZXoI0AKvEblBhoYMC2aKt4L2bIIitGlBqqLLhMoR+DYyo4Z9nrNTjun08+srMzHdcmEmR3hHcJMZcrr68QMVeqWquuA8EYj5/epsC4T9Oc+W8RrkFwsZhQBZ1Hf1raRi4J0mqO994epMKvTiw74G1AeEKdueyHWPeojrftwUOg5HU2Z39qyZ1HxWGhqHLdWLrzR2Sg+IdgrMyLJIKiIxeu0E92nVZUPf6V6ZngW7T331mPu1Bz0935+If4kgr6/BM8P9nONlQPK10/VtI2S1rX2LsxOuNT6I/ndvXD+T8hPvYBZyf/e5ycwrX+/bnJ7WsyM+9xLEI2PAfEktJmon+Bh0vVrvKO0msrm8hi7VZtxGvO6RslCG38dclCkc/NZwE1qycDQNlJ9mAMLlMfXi17FuJTICnIoRlMPiKUM4RGZA18MGi/1tTzhO80Oc360XZw/wg49z9m+f+mY44c0CIKgeBYt9XKCETI7hjTXr7jSLcVcVxAY09W9nSpdXnnl2QhCGso/5Lidww+qIucTYyQmqoZbtswL+iPsF8Tt6JqKrYuaYN1TOFLngssf0jtWxLeCc6Zm2SKdIIuwjeq2xlGeMWHvAWbDRoxxUk1Bd9IjLE2vA06fQ7XRB/ZK2w+t8VlBj2ZLZhZPwc1nTkTXmRO0wQ4YO7Im1bD3TR3ZBd8UJ/IGepSmdklwIm7IDhNwDuKqyAsa8hQ6zyl0Jv7EvU+zdITPJs+aNlKcAI+qI64DoiGedqtBxLqGf4/T6iQy9dkIC5Bq57g5E9tQb4sORTskoPtCiMBQqY3wnNwjTWkPbZQq5bI60HyMbIX1M5r12lqWsOKSsSgrbrtN1n1RLilCZUh/sVGQThqItAnGmR1yOiGV9CoS16EsZcSrYEbgQ9bcUWjADuDykrnpLZBGFjF0xfSs92qvQ7/wcNl3PmBhjHNzOUN+FLPb7CBKJx5nFXcqzXerDvebRT1//lWpCvGe2/IRv/4P7Pt9X/dMP/YTj+6N+/Q/a97Ggiud9vZGbJ7wfkPjgBR9v3s9P1y+5PhU4eR40+fg7ff3vR+Md8pFbf/b6/LH48BLcBG9QfQnk9gJSB6RAKZYIcRgZGHwXjkcf8WGmlZnWKlYN69aOOXoOdOwyJHLASQMvqT7agngUbioS9QhUE+EpFnUkp4iMjrWgzcKIa43SKsUd1UArmUxIr0VBwcagwqgLiDvTJIgo6hOexcQA7JTOqJsFitN8oNpAVaVOBVsK5iUMyDKimjh2aZEWVho+1kB11wuOYcMcCKyaq65ckGFG9gNSobgyMFB8jkKVZVnluI4aSH8PTFg4pioiLcqadccPXRFriDqDDgwaz3VTShMsfUIOLBRmgYPpNa1fKj1rxSxtIkBEGZsxtDPVzlQ5gd7AGAqiSMmCY6F8LCURPp+4VNLxim8cf+GQw6O4IFowmcGf0DyIpRd+8xG8olooA8gSqXrisvZFl3NQW4zhfERGRAtFf6SsqMABU7L+Q3Bd0gxpM2ID4gXJbCDRhTI4RSrFz4gcqCUdPMUCuKPdyOhK/oh4oegcvhotURSqPRK8meHMVbMopmsSyislUgBbRS4nfI65CONkinG2Q+zR+hYTqENBk+9YDZw5na2piOkeKYVB0gHelWYumFVKOSE8ocOC7B1bBKuCyUgpe2gT0hTqGPQ2ZYnU/oFwTuFEfQZPcEQ4I4Udzg6XRhQii3RJcwmFRkeKDOvcawunv5V0mCaqsHnQxBTfGFZ+wds7otLFLxFv6aTKomwr4m09FCJramtwXU2abuhFO1YjJ+W0PHtH7J3wgWwcY9vDZ6VxinvSxs37t2gL3ZwniX1LBTd8bldn74rk9itdweqk3KIHt+3wPtb2HhC2o1rCMShr3zcyZ+14yoP+8Gfnsl/HRUj0cqKvJH4jbmlQeXTX+v2KbMZgRZiuz/UP37P+sxuxMfbxXr/2fZUF135c02Y7AsfTWZlt+6U6Uoe8rnz6W7VG6YXhrnOe/+5G/IrISQeCGL4iijrVRM75+pz+J/q2UjZIpTvyg+fZuGambJCfaCrnEMot67q5YkG2uphf9+szNPgVAXt1Omyc34l679kUHS14RRp1Htts8zo22/HKtnR+9nX/vH9PR56GTFlRWNt92R++UoP20ZNne2yVDX0cJAIWK33Re/pvjJSv+096ccq1iOZVCXbyERu585PXM/nCKrPio/x97oMrh3eXW++t5zWT63pb/CuMozUDKtfE+pv1ue8/M8fLN2O2ziWJAN3MwfbF/rG+++aj9zfiRlY++2n/y1Z2yXVfkvqPJyJTOm+0PH/0+s6NoH+WaaU8L477kSb23/Q6FZ2T27nujfd/2FN2Ngjj2Lc5lh/YB/HBdRquZ8l2VW/noq+XX4pOXzNBdYts92xWR57G2XEtxN3Hr6P+0mni6fxImiqnbMD4nvzeksjGaPsqjyXGLwKd6fxivJ515ilzrC+8q+OZCM7FtGYNC9no1bC2Xzv3ePLAe0fHcpW/nhkfMUD9/MlzVT0Dg+R6S8doFyfvBVy7GImjPtdkL2C/FrlMR3l+FXI9KXjSEXOdh7zJC71mjggRjKUHjQCzBJYOPKsP05HRAmux18wk1QzOe1JVegYopS/GrPHT9Zv3KZY/fq2HzVWGrh3aypTNebfuo43sWe+/nld9L/hWpriwRXGvt68Twead/drKgK0+sdVH3j+Tt21k83n/1/tnUtfr+o7eZn7EuFxVmf6e7fe9Te+9A0W2bZae+ZASUNZ84Pf6tO3b9bnP79uc/fL+re/l93U6o5UySp4PybMzbjvO/ctYl+sZL30c+vefs9Y+vGSVx0OOqIN3O7kDMXogJcdcGs+DHVEjaQ0KSc5Vyszg6t+srZ4JgdADak7X2/Oc6lmp72UdedbjiXo6WSPC44yV7Zm3ZkBAj+Jd14it8yEObj3ni/iu6y4rbPz9s7pz2Gd3LAAN/Zx/1legB5C2tR/Er2dD3L7N8Lrmqbo0gs7Ir+rD+jsHyQBbymvZOGqv2TPdpuyZIz3TOOV7D9ptx8d7vTO5zrX2oGOXq6vg/ZlLEM9C7Wv9vWR1WNf8Zr+tc7NB2/c1LjGfUXh6u+5D/naU/vY5XW51sdEzn5yK+BLncN+bsrV/Yy/Essh3i26eDc91rqvutcq3DVCKHiTrtQlXvXIgsuH7mRb9kr7seg+9U76yrqPNt9c/nllZKxXpunCuYnMzN/33EXDOU2jNGu/6U9+H3R7rIqhnclzX73P7oPcvbaLtOdE/67Kv74++HyzP31wfsqWI/onrPyEI8b4U/0Cqf+SfHxG+20Fev/brdx979hYJ8NE2feT6WBDhY+3dNsrfv18+fvsnn/V+ez4lAFLQrWLXP/z6k7/7VFs2/+4UDvKpVvjzBfmxVqz/kOcKzypYfmIcf3ZcfvpyKSwv/gyv8PDwRH2q3P74W6ZLwf7swvx6YT+d2Q0nhnd7yvG3uAV65zz9wOPt9/hxhz02dA+HwRln5+YPM8sB3v4zOM8Lv/+PFdpC+/O/h8mRxz1S79j7jgMFLsIsDcofqYcn2jBh7QX3Z+XubaXWkcvuhmH/yJeHM/N+5ub+TD0py7++w29G+KZiw8j869dwLPCvAyB8989GSlGW71/SlpHzX71m2Rv7fyOUd49MougoyKx4Ey43J8rNQkVoUhjvDhxevGZsj4zzj8zjhR/GR6gDWm6Q2alPDR8utN8caTJwerpDxLk/nLBpxn9jiEL7fsd8VPz3hj5U6lczdge7dovagXGeKMeJYe8ML4ypDdy+HThMB6YD1GGi7r9ArVGWBW+3+PHr1VbBKjeXt9RaadNCHZSnu685DQNfNuVGHeq3zMcHznqP6w3HMnPWE7XuaBewWjksUbzbbgpyWxm/fsPoN+z917QLXL6bqa3xf/CWn3IM3718AwvUHxSbC/PNDis3KF8i5RX61Rm5WVjenGlPD5T6Daqv0VopdUEvryn+G8phx3AHbXAurxr+uOB/OkF5orw4oYMxDpFKL9M9ReDg/yulOY/+L5j9hjL/AwfOjPZIKQ2f/wFpbym7/xbZv+DyUpnLCYaF+yJouaUMv2Zpt5zrPs71+RFRQV8C2mi7CbMd9avfhhp5+HtKcYbya5DCffs7zJ6Q/WukTLD8R+ryQD3997T5v2PZPVLHE7sf/45Xb/8VT/yWxl8i46+w3T+l1pH6eECWbynH/zd1nPj+xW8YOPCi/BXOCS9/S1M4vdgh0x3u/1eUwsv2PVP7B6y8xeTM0/7EZVoYl/+FsQoH/Yqdfsk7L/x4+QLqPcw7xAZozlAru/kERVnu/py6G2nHrxFvlOlbhCeOl38PCNPdnyEDPEkN9W74FSz3NG3YfML2v8Ju7il2Qu3M4F/z6uFr6v7IfP9EWZT2p19R9cBcHOqJcjyCDSj34I+Mlz+CnT+51j4mISVTa92ecBbQAyYjobxzVfYNxDT48zHUFsSPETyR5IK14FLX5CRdlSRNDlIC/dQTsn06gVSktcwauCocoopwQTmtir17SUdAgTaCVMzPEViakrO++1k6Gq6ccO9uXM0AmyB+AW/X+9klMrkrtR7ISLWgwlrRZt3wULDgknZfiIBn1NJwtzRwxnx20MRRjwRvatKLFYMhEKhY0IOJ7qA2pMXvjUDqaPEIpHFBkmcYGrKEoRloSEdTuTW3UIr1lPMwghRM9oGy1hOBns70d9nhfsBZcIJ3VNFUggPZeC3G2IuhdUTg5643QZkQh5Y0JEUXihjuByDQ36aeSHVBZM4/HXGZTkeJjBmnB/pKItPjTU4Jh5FoIkeTI1lso9+2NJwPCFMYwi6ILEii7lWM5gVve9xrGDQoRbrxqVeDzAVNYtPWx6U7rYohJeYZPAumWhjGtgPOKGeC33bKeQmDR9xxGTHuQCr4YzxaE3GqvV6DZR/jTzc20RoOP48MuUCoV7yVzJIYcSLTQ4YZsvh3bOGr0e8IlhlRoiEfOgLLs59qc/qJz4g0XC6x70TB96vxoNJQamRc+Rvcd0RGhBPBa8fbmKUZOlr4p5F00ZAooutlDFFiF3CDEut/RRF3NNdawH4BlkCIeqDS0JRn3jl7fR3vcDIH0tf16qQIh+uYKyLeLTKmcZmO0GZBU6FRZwYhsz4CDOJy5TIPShinBzrWmhbW9dt0sCSiT+xEDyiH7Znc4pYcyt2gNRDLjJdO3ZN2h1jOV4FupIfa3Z2w6YTqhrvW2APJb73W33CuSI/clysNUQ/QuUKJ2h3uQ+7NRIMC3SAXkuPXYi5Wuge1dR9e59PotS88aXak9y3QLGkaRAaPW0ciE2u/HOO9raPAP+cSdAm+f99d8GJxzrmidYe2EfGgULXSIjvLe30FD9SuGPAU8YeWTmGfcNnB/i5cQnIOGfLuiLtQb18gw4hcIgNb1ZCd43bEz46XGZsqLBJj0pmH9Akfj7iNWIvMq+CPHwNlaAuNObin9zH2YeiTMiPXhhi1FbxG3TWKI/4SaYU2GDYYmntImoe/0C+4P0VR7VYIXeMUZw2HWLPLhKOYxjpX5qDMvEmaIyPAG7NHmSBNR/7QaJKo9Gq4ZlDFow6HVKVcBtAZt8dw5pRfAxdc/gQuFLsBd7y+BY9MkgDFBLJZ/DZWhV5wTjTfAXtaotVVC0V3uJ2w+RFnRy2K+B61P0vd4yHkdaup3myDrx+/QnZl8JMMmq9BqNwOLgTQJVDjLmekAybciKyQikuvFRDZg3gPRMyrYyfW/j7fnvtudYRmRhLn0D2St3wtArQyImQWnbbUNbkGb9MvIlunItAdmauTa/XlpVNT4+wVSshxiezE0LeGOPslMuLWgEtMWK4FiT0kKQ+2zsE19TODrz0g0J3rPsQ5aEvKliX0AkIuAnhmpFx9NvFc8Z79eO17DhEgmAzZzq7H9IB0P1+SVsh7LafMOF4d9TlldGqe6H8ADMZ8VtfhNoHzz7kEpAS9jPSaQvUB9zxfcdBHkBnaLv4Ug+ESoEELYJvrPdDpe6JZkRGR+ppHENIkx6xWYM5zMjIQkSF0bhrCHP9NZ6176HDOHDJGGj4tuO3wuo8yTENf6xnkkV2cU8spdL6pZFJj31kVx9CqaB1T5wkZ4+JQIsPY6wTLHtcLVp5Cp3JFzNEav1HzDLgMoELTdLTbMfanKrBD5A7RMeVfnCPYAZF9rHN3rEbdgBLpWrQSQVibz5GMu8vs3Knj1iv4BMttLq83sW88wS1REAIpUWfHmgZYtIN9NB3OpD4tC64PqCguQ4D9LUC0YWcRNoIaDN0m/KnrMdf8begR1oNwPRO3In7Vt2KSdhn8bynjpnxGSZvolBii0A/UDDePzHIk9yRYpo/JkIAjzaCOdvqpDOibIjaBPuB2BP8S7CvwM+JR50Oa46r4mPuEZBAo99GfdW/erXsrztegshK7CVk5DgHWHIIJgEWgHlKHEfBDnOl6huEJfEHsnJvqNvsz5xrf51rOwHlSfl1jQyXHLBz72gunl6CEj7E+sDIgeLdZBRMlssXCxjfugYJq9j/lmpSoX+Wd4qzFM0RuIvBUbrJOX4IC2oy30MldClIHtB5wFWxY806jfoYFfRgdaCjz9Vz8ies/TybEB7GFX+Zk/j/F9bGAw/avDhvI3Ud+84ln8jP3rNenHPmf+/1HXp5olGft+c8yNe+35RPt+kX9/6nXCT7t8CK4z1Fzoe2pbUTRQJTLnAIefC0YVjAKrQuM4mhxhqFRloYuMzJBGzSKc/a2lsg6GLil+IhWY6AytRBuqhWXmSYTLVEqxZSGYmlgFnGKGsNYYR4i46EqyITriI0TFGFYKkWiXGJBqb1QatpGMgSqnyJQiGKZreLFqMWxQWEoyK5QimQ9JoO2MNsR9YlpGHPsQoH1/RKH9zymq6iiGG0SGMAmpS2KmCI10g3FDTGl1BLOKWI8ZRLkXChLpL/ZLpWXEqixVlogk5L2pC6StRROBKpfQkAm5YWWCR2EJkrDqVSqXKhJWeEmtJZp44RCZDKFATRcEB8D3FWdpgvmldk/YOx+dpVMF7Y8ONXDsaTpJIlaDzPBQys0K5iNDM0oBmISY9UcaVGA1BVMskhWlGtFEAaNLAiTEe20JWK5dkZKC0VfrTvIKuYLmgWbfHDaqJRcY7H+J6SNUbyvacwVoKOBGi2RLjaUNJvOUVg1nanKCfET7rfggrUTtEdqU1q7o9mRxgxtpswLqkukvyOhkPkQxplpGBbWqB3B6VnoqqRToJxAR7RFIUhloXCC2hHRHk4IWSjSUL9HWwVLFI1lqqIJ0hI9mLzmLodwbkwHsCx660ukR6aiymA0nOYgwz6V5hNiFdcBn6YoYtlAlgOl3uA2U3wJx9ByF+mgIlANuywIhpUZ8Rn1+O/nX1vjz9LT1BEefTxSDCKp7BEK6QbRG0/oaZpcDdD1HUGHs366fh/O0mcy3IVO10Qqnlc0eSrjiWa6IplZj4X4PPE7K5yl97MrKVeaofWdktQkK9/p1lDpCPV8fzeOczzCidcfuB7Y+fCOenICKZPFygS6BuiJ8u8osGdHVjdi1+da3qOJ/sl+9fukz1YigOjYPVl/d3XYxVxcU2s7Er2/L84T6QiTPlYrYuaKJf78K8csR/ZDHJ9v5qt/Y+tbniER1+LkckWiyfYdH67Da/+4AufWAFP2V6KIpmwyVa7oHoHOSbuOK1zb29cpaThtWiBkHY3naH/YoKTzfStCzq9t7vvgmlAajrcrt/LmpHGube5rrb9rvaGPUUe7xzrk2ZrX7MtzveuajfH+N22jr8JqhDkpA/r4tGxaUB88D2b1Dm5XSNJ0fBZimOvkbrO41rUhfExGrU76zb0iaZT6hmZjdVgJm0XElY4k5dIGCRi3ZDs8v+uO9F7kOx1iEUzqfdYc68bzSzZmwU9pGJs12T9Z18am78/Oguf3r5+nk1Xecx6uIqrfK37t3/rIjzz7WRv611tZl+P2LMNiOw6y+Y/Si0/G+zua7tr2ZzKlby9n0//e/s1ZuIUX/uy16VvSO0BJB3bPHLPN2vPrz3TzWepMAfxLh66EQR/70fOIinf4iuaHLPT1HAD93lRKy3boQjigruN0zcbpyMJ+VnSZFw3ebqXu+AsjAaQNoS+lg/A6PI5kZkYUeA16LMm9IZm9EUu6y/yefZgrXkknVwZE5siEU/dEVaeTt+szDt2LLXRwAeBJUajZV0maSWDNlOliwwj7hcygTGRuII97lomsIqGfq9Hl1HGkEgZOBvA3Mq4/63Mu3+znrRy/niG9/f3M7jpDnCtxlrf87FqUfF0cz87djy2ezb09Y6qjnbss8D7XfU0978F6Tnkfp222xfbmPm8bNehZO7e6wka+PJP9z57wkUve+9NH9tqWrcbyHDGe2te612XzGtk0Os/mdBaLX3UyNm9Yz40PPn8+P8LzdfDs3F/HYvPZs+6/P26/5OrjktSf6CZRoD93kzkgcXSK5doQWN1+K7o/9QzNZ7S+b3pz+3jH3usUOCu4I8FOXYbgmrZ0b4Otw7iqiOsRcz0bBOdKp+OEHpio+HWtlzxqWw5plwm9H31Ie9Aq5MOaxJProWedxRGZezltg36PZFaY4CG+rLBSK/omE2Q7vRJ+lo7I78Et0eE6VM+mPILI657t66afR7bRcdY9lQcTGcxca+H0s6FbJJK3G1cb56fXm1OvZ/gqTK9NuArXjcxb9cO+B1P2pc6+7rJel8LzHHm2p/J3kvfxbMI2n28yBfocODlPm726BnR7P3qbYj6v+n/W99vo5v11z3Wj/qTrfEg/c11jna7t3sjwfkgL9CwYX5/b9xTX5Lnt2PY6G37NftlUpL6O2dpGWCnO0ofVs52utVyuY9t/ca3v0SmJJX8f+3qtqL0qRGNOYssle5W7AldqzW22xU9c//ggxLpI+xh8zuvkvb/Kh7e4f3DrR3//qc/9U7f55vNPPGfz22fp9s9+4s/+c/3yY/3/2L0ffv3pa20Mz9r/k21575b+/Qdd/qm2+WdM5/aB2xe898NnqfQ/Mx6fepM64+twSBzmO9zgj18NvBmUm92eaRDauwv29CPD+D3DyxFrF2yZEb9h9+6vkN0e/YuRMlZ2t2fq08IP7x657As/yi0+CuU3e0qbuC0Dg8P94cAwKvL3f0ROlV9NBwYdeGg3nO2edj5Tlwvt8IL5xS32dEGXM8syM78zbF9pdxf07sT9XywUn9g93PMkA2+LonPl9e4t49CYhoaPA+cvRpY6sG8/IMcL9bZSi+OvC/JCOfz4jts/zZzHL3kcv+LwlXB4DcUMvXxHOyrzjy+5TMZyauhU8S8Nuy3UNsHg6N3C4Mbt/D3anOOx0k4F899g4w5bTkip+KuC7wy/EcYiyOMN/rTnYXjH+cVb7nbGi8mZnwrntyNlLLy9gLgxtgvLVHnz8owuxu2Pf6JV+M7fgZ6ww++Rybmv/4R93fGb5Q8semG8/2uW+zseecXsQvXvMf8dL+pf8Gr+DY8MPMpAKQdsN1FNmM+FoR4ppzcMPLHjDQzO9Kvgl319+YqfqhZc/uH/RsN5up1Z7irqP4JXxqdv0foGpnf4eWbiht39rznWW05VmNwYrdJ2f0SnJ8oyUN90hKZgKpz/YkLMGefXlKEw3b5CZKKe75DWOD39BuxMvf0bvDgvdgeKTCy+Y/EdD/KCcxHuLt+yP/0D47Bjr/+E+e6Gp7sjxWZGhzpPLG9eMgAHbeh4QW/e0Vrj/DgjNqE2IFY4vyFQ1i//gIzOUAJ1Pb+baWaUOqB2A+MJDt/S2h9pTz/Qdq9o3/zP4EcG+z2D3zLaCcqMD0esQB3+AtOFw/AnpI0s868wbfiviOBe+1v0suN2uTDaDcN0ARlYfrynnp1yU9iPJ/bDr9lNN5yfGu9+eMLswG4YI8OjgNVcz7vCctsYVBnf3iDmTMN3NG88ekXYs9/9T5SicANeGu2dUJcB0dfICIfZGJtxHn9kOfwdU/uGqf0WtyPt9K+Qd5XdjzM+vsL3/4yhXhjP7/Dzgr1xODj+Z2/Bn6DOwZ/+uZcTXPUu2HAffgfrXLOhYIpGVoJLwUtBmVG/4N4wLwRP7H0G9AIp42VPwp/CoVZPqZulslTG0CeWoMHq+rQOU7xP0my2Ak3pVebdZtzPCFM6iTMM4YYvgRy2RKOlag9+CCWqBJLFu6NviLtkCZ5qZEz0TvCzi4d6axKBRrErLcnqskk6Hx2SWqHtAEVlSAMsUCTiu40y33A7h8LNLtDsIkgRxBosNZwbk+MSHOwrwlqJYFai/VwWGN4SSvCXqaQdQTxQ9zjITerBiUDRRqCDFLEDQbOmBNJnSdW503AMgXipiUxPTmMfDtG/D6gAfm65Oc0DgdfkkIjORHNqReSMSSXColPMM9HOWE9J75OoJ2nl6gCTklzlEM6thvOEuyNJNxSoUQJ1LwVd0eIjzhhZL9qQUtByCIO4hlarLLFWswaCkVzl1NTAumM61VpLxVjynRn4Ct7oJddIwVtNTl8Q3bPS7EHag5lqLo5nVstzBwbptIYe5PJFuXLza6DnxREJuEEgKVKpF401qWeCP/kc2R092JdoUsnCfB2E5nUTfMQxLn1XgAgm+3QYCHSudZcMfjvNG1ad4MePYruiS97fa3YsiCilBDf25/iDJYv5uXWjOP87J+Jw3IMOSFI1BIo3HYS+50r9kVkKiRaOoHY4ObymAbfSed1kz4eNXDBWo1Wgo+gik8I2gdZNQGNbGD151YO/PTJK6DQ9CMEjTMorAx5yAO4QGXA9hWPThpCja/2RXCpo1vdoieCTRGFKZOLQKTMsHSTZVk80PhDIY0FsjH4rGfhMGQrhCNAwGiPI2RF3A4HGDUd11KwJZ32MV6LtLSk6bEw5lQaq9EBxOhc4JEjgHPMpKcPY0gyO8Xc5hxEvepWvQKdQ67VbpMyfby4I2L6/KxDLOh/CIV/PeDvT7ip2qLjtcdtDncGeEJ9QYr+4TAGYmObVWSUe9J9gQQeLwm3UrRCS2nRwXA2rxNk13SPDhPocstAOUPdQL0i9oIOgww2GYm3Js3HOEy7OHfMh5WvsneBGd3TvWSsqeL97rRSTGwzJQIAh1SlLLAxjQGTG9RL18tocgQqVQO3rPWCUMuNWsUvwSmubYrnnO2lPsQemOygDzjFkUZ2iho8eUb3QfEfL9Unnx/Yd6IDvI+MOOeFyiWxKH4Ff5944Evmar1P+ngM5Ol1AT2u9uUVK1LeRCnJBaZTse9M4GxQPpGo54XWPtxexvodbxBaG5TECHE1/dq11OJP2wtwr9c2m7sEqJBtrZsIaLAz6Uqioh9wLJHn3IvQA95VwplPzhi6VmXVOyMcMGHW5sCJmta+hdCp6BziQMmzhSv8xAXcp+2I9STq9RHahV/ZaSt0xmFRxV39a1jXrWRhUoq5QOre893/jJ1j9jOlc0zhjdFMUV1bPLeALUSNJ8gklAIc9EOUxP5J/QsZFHyXHPNDLji9dxmUoodMBQeoykqOaGVqrg7972rIOTzo8Q98ZN+6OdBIK6RgU1qzkji7/pUEIJzKCcKxnJLYRGpS5IcVxPWA64Rr6hIpS5GXYBaWADZn5lKAdW8BO0d9hyfUVgLLSYg5MXoLU9L/PqCQXv/XMuEvMdQEpjhGyVRCGVQcIHUn1RzrtbyRfGJhTLgFAkHJKBecmbIJ0+pcM9gq3eYZ8D5xxGWM/tSUDLUvq7QYla1P5A8iEcx/I8RY2kmnSep5Dtkq51k8S96x55KgcA4jlB9x3SH1C6hmGgpWSlHg19eEBdMGnS5xvF0V0QKfI7oyMUsGHR6DhfsKlImM6cudz6Cg6J7huTP0w66VI1tPzEdo+/dFJR5d116IwdUgQMIpGtojZz7t7bQh9q9NESUu9tlRMHMo+ddqelZBguK6jdSc4XXer0FrI9nYbc1tSXxpi7XvqJCL3hG42x/nSa66UTnsd6H4pF5AZ7A63l8Ah5KYWVKaYvxZj0TNq3W5Dvx2ArI8TNumccjzXMjUAHvouZKRkXbwaWeLCAkMD9kRG3gw8kohbRApoyRhH1HxzzkTm/F20yUJ+umVmlVwyeO/RZztn/zNzeNHM2q2IzuAX8DPIASl3sUb7HHiv4ZY0X5qgHt0BEuCHFeAEqlHvaw1SeQtAqGeGm4U8cI/zFR3w3RYoCObBriCmASjQHRECuv3Z9Qb/1WpC/COuZzbes+jAp+//xz0c3vuXv39vR/B8KnDyf+prGxz4WLDk/cDATwRTPh7N+C9/CcjQ0CKMLVKF7A6WPZgFMt+r0i4CQ8WGI0bDDMZlYJh36DRQ9qCDh6FdZuo4U0thaYcQ3vuCtnDAqYMOJbI25wucLkx1YGeFs40sNlFao9SGU6hljNoKZcaotMWwsdFo6LCwuz2hM8jDFAbdKKE8yELRcKyYVGw3Y4NT/AmtZ+owYnuFUdAiFK9M7cySjht1iZIF7YIvF2yZsLoLwX52TJxWPOzgsSAlDPcwdZc4RGoovLZs6EDEgsZHYBhBVaDuoE3YAMu00AbDpdF8x9J2hEuhMXjl4KEYLrZQTLF6RBZhqRUvDTnM0W4rDDZwaDODnJGXlTbBYoWLj1hrmB+RZkw2MMiI+ogMM17GSGWvEz4bcoliTCKhyOjOECaKveCnKhz65QtMjXrzRCsL1Kc4xHzGrCHzGXRGd7fouIsCfmI0MVQaXs4wPMAyIssO8xGTPTZBuwFtmUY/jGh5AT6GslKFVneROmzfIbow6Eghgiu40piosqfaj7T2xOhfIXoLdcRaIMXMBGsSeoE4KpF2reLpBJnBDPUT2ECraeC3S9Q5KZE211qjVQUbMT/Ec8oJqWdKnWG8x6Y7sIq2M1qVwR6BGZdHmuxow0tEjSJB8+M2RzrlEHQPUk9IWyj1gWIGw4jrhM3Qzg5lR8GQcoPIPc2OzMuJTgWjGvsAS9eWEoEy8/B90FA90jCqGcIQzyoF9CkogkzSsZ5GD07BUCqiD6h9icpAo9LkibI4ujjGgO3vES/ocsKqI/US7y5p8JVPLrNPX96Dvmko9uKj6Y64ciCT6JiOBiQVvqvTVNLZExs8zqywn7boL0/jML9s/lzsi7DCqxLl2es3XFNbE52RaDuHNFSvCg6ruZhopry/f7eep9J5N6+GoXfn9Iqy6RROqazT0/R7ceMYragHko4hcYL2hqBWoqOHui6RKfuexbfo42QJ6Omok5qG/2YesJyjmo75dBCsDk1fgT3+PqczLZ0XSVuwOgW3iMhobzg1DF+RO+kAVcI58I84j9cuSBr/q37THbe9b5YO/HRCrqijbTZDf3/M0TU8JNe1tzotYsz7ug4nQ0csdSR6DqGm4941itp2xGimEK+OlxXVnHqabNqzosC748CvazgLvPesnfgsuV9Xrih6B1JzyrVA8Kn3YPNzvSrR/B3Bpt3rHOiy7fp9NncdkdhRratH2XO8rsPTMzY65c7WsRMFrWNuTQrOSC8EGnf0uhvhPDEPJ7JIT9vOeU16gJy0tYeft9pyf/bh36qg5gE+608Uv/Z5ndM+Nt3Q0ffmdbMP+0skkHDeHX6SL5T354dwDiibZ3Ydn+u/t33xa8ZNH4/rQvXNcwKdKZIyec1q2vxku13WjKgr7/L6yvfXx1YH7zLk2cMkv7XNOndWIdTHmux3d0BKXfeJr/QsHcrWUdB9zD/MbJNt3Yj+zLXa4furJT7rZ5CvGWDX7m1HOG5vfB5X/7UJLrY+JAK83ZEfgTwvGUR0IQrMLjFn0ndS0FhYd1gmtbF6cn2T85OBOWn6bIYikKNE3a8Rb4my9ZJTk5nFKVcD8ZvTJnGKhXPZ6bDCoMWQcGAqrDUd+jz0ec16Oi5JkWLXbAJ3iezlvt7WJdUDBEPKfeK8txaOBYtn9vkhaSRin0kCFBpoOMiDFiKDigzXufV8R3fUdBpKWjqyJBxoOZixZcbsX6KatUZwpUWB606rsuo1eU543t+JJ+OcyMDYmpUw0B1dIU8/R76tq5P1B0JmN3S0Lc/PNeCa9dAd//n7Lh9k/T8+PB82Z+2aEdg/t81vevs27ezn7fr8DAp2p3oXTJ3eJwtRP19Tm3/3d62CvX/aaXq27dvqMv1fXe5n89ZMh23fE6TybOx6X1J33bTG6a/c9olNm7NN2+zJPENXzvbngvl62D4by1zvfUw8x3J7fqyH5AYBjiI4RgcXfSST7HOvFeyQGXEmua+IYu89m7hn/gisdWU22VV9DkIP6GdJ16Xs+h2CMOF5VlyzKXrm6kAEsVeBC2kPaNcD1vUSvodoY6L916yNXMvqeZykfrM5dgPIsgEkbOd2q09IRVQwSgTTkoLLM6DhpusUk5Q2kE5x8eeARQfxKDq8vs8ig2tN4qASNQGvdTpEA2Tire+rkLFrcXOt4C2Dy35VXXtW+rPsoud21JoN7gXZZNGtZ1quN08KxL7GQ0b9zPJas8c2c+Jc5atENqys+kfObe4J387D2u++3/q85zu0g4LIfmXAmuW57iCRbYwlvSMZoLGC+55rVlAEgWWTHRtTnM55IfYEue4I/1UEbLuc7HuzRsB+lQfZB41MQl8PqIb4haBnm1b5IKQesnHW93n0blN7p7xLnUiu4yY9gL2Kenk+puthlTZQb48PMcYdDLWtWYGu5/v13BlibDWDFnbtq6y6YMl1mXs192cuGMggq0r2UOJtAUb8efn2n6EmRFcbf+Y2NretP3n/APCP/6YfMJ843D72iM9rUAza+8PUF0r8Y6t0fKyN8vz7D9qxbdD2S/mJNvdn9vu2N2xe4pt7P3jWxybfn3+e52r83T/elFWAfOqZn3g2vNfun7n3p57sxlLfQms8PX6DLSO7bx754tWFL97M3J0qXgfc/pI/VeX7eUF8j8iecnHKG6dUZ9ovLFx4084MzLy+O3O0ie9/F86Hr24WRlV0+RJ34WH/I+iF/aUxPCkLv0Gn1+xvHpnGmdvTr2nzgdN55uFxZpjeMPzm79CTMj0OPLnxphZeH458+fp7fnj7Ff+fb/8aPRS++MtKOVbO/7FxPs34Kbj4prsbdozYbDQrXA7CgjAsjr5zXtwqd78dOTxV7HyKWhff7TidZ46nxs1UefFiZm6GHifmk/L4rmIWqLtBncP3F7zCH76bsOaUgyOTYrsHZH/m9rIwNuPx9Z4ZReUB5YI/Nfw882JXeXk7Ms4PTA/voH1BO3zJfLzw+Ke/YbiF9ivBdWF894T7mbevAduj7RuEVwx6GwbmwVGeGN5F+07L37PU3zFL9HvxV5i9pg0Vxr+F5StYvsZ9weWEzAPDu5dMItxMj/j0yHz/B5ah8G54ATayk6s6+7Hr7bTgVHT+lpEFa69pPnK+M0ycXb2hPDriC/BAm4+UKhgLl7EyycxYHW/3zO23XNR4GipMR8r+O0Y5M9x9z2BfIZd/GpRJ9d/jduQyncHP7OcTelk4nk60JvFM2XFzf0PZ7fBh4qmcaOWONhyQhzv2394juwndG8XP7A//G8bC2c+wvEa++xd4ecQO/xvqAzfzl/i0cHr1HY2Z5TTDYjQ9RoH3m/+eQW5Zdl/ThpFpfstQ/8TL2bmtLzhOe077AffCYMJ4OTK2Jy5+x+P86+Th/CNanhj2f0RqQacF9ZHdD78Bdab9jwiGzU9cWmMZ/iWUVyzlT9h0pFzukLNwasbFHL+9R1+9xN4ttB8X6k5ZXt+yf/qeF5cfEwm4p9WFh8cf4ojYDzRXlhpofd/9LY5xudxgOuLyK0q5oRwr2ho2PTIPF9r5e2z+gVMdONYTPoz4/S27i3M4OT4I1d5ibaC2b7DyI/bVd6CG/jigohyGe3T4BZkQQtB9EQpgL8wrjKC7cPDbEmiSYohcIiPC7tNecwLlMyIeGVGuDWMJhcB2AKhcFdXImDiAKFqCNguvEQwrkr61hUBPT3SqA++O/TLk+TjHbzsCzoPmwEvwcob+Koju4z4LZETsI0M01Q8ZYVCQOQKIAqJXtK6Q+OYWAxaonnScyI5AvqRibofUixPBVroiFEbslRruBnyHaHJ6+kwEZUm/5x7XW8Qfwd4SjpMJkYLYhOM0uxBOjhtQxcoZiELsnSM1FLpwdgeiWECOwAVsFzRmvg9nmYZSHEZG1hrwRANapPyK3q192dJW/ZIFJwQqZpAFdMYsDL7IWBakTgw11p6URIsJOR8jeAs6NxmosiNQT4kSbpc898/E7EcGynraa29ryayARPK2JWIz0xjjjNCLy8kYqM7CjDUPykK3rAkR6x2M1cTyyM4I3ntgTIM7A3G9nojoDpc9ImdEL9E/7xzPTqCiwsA2N9w94k1aYAwu2c4as9IP9GCVZpilB+nMoMcmuCr4loUMoUSdGx8wn3KMz4HM1j0iQsligSshRTpxe7HH2jT28GSZVR1rUFsGIGWh04OFDZIGqgzpQOx1R1rcSxh60B2RkYX281fort6dE51iQXZQSnxtS67da9BDRCIG2x2iBHow1l/QMQaViiOlcg2iKcFDTDhDsUAjJlVYT78PtoZhNVojyyxqc2B7gt+3Oy1qIvIm6FlUqwO+m03XouqgkblDtgnCKeThFAmexXTcZsCyZ7jhY6AfKbDh53cRpGTmQ3cKlHCGrIjjlo5fP4djIGsBBbXiGOi5DCp6FuQMyhvD/ZK/yd3Zct1rBF2ljdc9K4Aes+2ZIZLBY7KWRdTCiH0Tm3nHSqPWAzkeiFEnUK7hY1cCje1cg6xpXOvMT1NdbZedY+eYj1JKrO1Bggp6fIG7YP4jfnxERVBxbFTauAMRTGe0KcMcIBOGpCsrEutCOqXZFPNXb+Ms4Qw05DigPuB6ABnweqLJU9zjgshDGPtDAVWaOG3xQBWPO8R7QGPBeMCRyAAUYcgMNKktztVZsXJdizLsEB3RIdezPwTCeRrxYcDnis9xDoqF81D0Js5c/RFsgPMBUKrc4L6A/hByQV6DFHQ4JuBginV92ufavYAvSWcpVNsjbU8bGzZWdFbKomADYrvkk4ae01jEKWXB3TH7NpyN1dM+jT1nJXQIGQ5QjGan1FlClhYdWTPYHNTPoZe5Ro2G1mgp91ROyDBQdvtwZMkUVLGf4Q1ZAQXeQq5sAnCKBqoZpwfjVhC/L7E3qYhcwAONHY7Bm9iPz9Z5d6yCpMP2aoYLvYgwnXqjyxnJQMLqqwh52wtHh47REbNGOJAjaypmJPoXtZDI4Fk69STBHRD73p2Ofr76CRZWJ7smsGD1MWx8Kq6ITKsLI6Z5jrlOfcktal6ododaPsr3xFl9ijMmeerxzOrt9wmEk7CCH+OcyFpBVjqoI51vPaPUk9ZFer0GT3kVztM4a7tDv8uzJZ87JCCmrd2Mc63TuPWsip5J93lOuuvlgYQGxHc5Vw1YaIw0L6gbwhlJGSxU0Iq2F0h9HfoBLVTlEv1WxpjvREXrGEh005gn2m16yR5xyfOHhkrU/YhCzESgwwTqhNYdjFkLwuWq73Af69kW8BCFlILf3rEGntwxm5Gs3RUx8wSetECXI0OgwKvGfdJCD7Say35PGQ94qwGyVIk6QwJiQbFoRBBSxyWC6TrghL6FC6IRUG0uSXMcmYUmA17uQFog0P2GQMXXzHrrwYcRhgOOsSzH2F9+DlnqiUwn66bU7GtmxrplRjtZJysD+94G3G9wdji7ABHKgLnQTNMeKwhntP0Q8sVv0tYbrmf9Jy6pX8ZfrDudQ8eJemUlV2vFvcY+V+iFjuMBZ+BM6OBjgCJVswbEOfYRl6ua5IRti4G9yzUwXPcSASSMtJk5dBYxYEw2sQTsySXGx4bUm4jP65Jn3FPoMSXWtmTNM3rWpUXdQ295zg5Ry0gkqZa8AVl/zzTlwyMuJ7w8hQ1IyCV6xsmQOpskeMof47dLjuN4wTV1dUowIlhFbKRTHomn/jakLLeS50VhZRNlweUR/BAZH8ScuFTQzJj1S8qi2zwP3oZ80DHO+JSDvX5T2A8Gfov4hPsTZk8p23pttDGDKZEZ4WXJMXoABpRXXAEtn77+M2VCbBzxv0SmPrs+Ykj/nG39kVjET1/XG7dsUh9zia///mX+8vfu/6kOfOqtvh3Nn3mGvPffT4zhp+IRP/fRZ1Fs/cxD/zPdazbjNC6L0RZnYGFXLuztxK4uSHuNcMsbq9RWURSVKQyvxdClUhZjMWOeK1Iau1ujVkcehKLC/uBMCs12NE/8oDiTC5jihGOqTCfK3lHZ0YZ7zvM7luWC7Bf0cEJr1KpwdxYLNPo0nfGy8KYVdlL45q5ScGZ3vBmtNsSM3XShYMxLGHZWMrm0glRHiqA3yjA7elm4tJHLRWhnOJ9gV5wyVYaLMbSoMVGzriyjRpWM2bEFzudCa85+NHQQpCzIYJQ5bLf4LArUqGfmgRbGAuNQ0LNT5hk1owyCeKOeHmEs1LJDvFHmhabGsj8BytBG1MbMvqgwPiIsoX6Ygj3irWHlFs9CrWYTXh4QfUS4pyOxIgXX0aWgZaRMO+p4ZrlpXEQ5eSiGIcw/bcguuoAvSMs6FW0A9tTDQi1GedQ4R9oCdcGsBcphCFQd7qHY2ID5niaNi3rU6CgNdIlsg8XgeBO+C6uYz2tRrLI42px6MebaGMuMlAuDFYyRWfY0EVrZ0XRgWEbKwwh1BBnD8T+8ZfGF5sdwqlwO+Ljgd1G3oNRA0cnNETjDqUZf7IRoZtQMA3a4p457BnvE28zIxMFHLozUPJSLaNSG4IL7DdUOMR/DKZ16M6olMika6OULRIVhd0Z0YfGK2YLZDvQW07dYUUrdQR1p7US1C1r26GEHT0+4nWMtTTBdjCJLpEv7BW9nav0RF6H4Pua9U9zwA1Cx9gqzfYhDGaLuRnV8Wmh6xmoUuGv1TKsPMLyA8YaxeRStVOI5FBYfMS3YbgFzylIoIrDbbZxUn3dJ8qu4JDpSRsJJS8puCzmW2Q1hFAX9RjgRE01pJCqqp7Imn7RLGkLdeS3xG1JhXREbcjUIiUJTXU5fqQF68PzKidpT2SONuKPMO1drIMAjCJEOE+9p6WncaijPkU5cN23riLh0womsKMMrHU7SE6QTLxTWPpZBayTpVA50UO9gd/KH46IrpbIi35OmILnoQXP+U0nuBQoBdMxxS17cFaUGV+O8D1t3gtdwxHUKmK5R6gYtv/mv9L72Ipbvo89+yXpLR4qudDgd5xTGhCTCSohibFeUqa5tujrRA60jPRuhZyvQ6WOm3IcdxZiOlfBqXhvl3Tgf1/YFQMTpCGXF06eRGUK95YmGl0RA2/qGKydprJt0jqweinRybxDZ1/v7mdH739HVkuizjnoLKihbHUZ90yq9RolsHmzrX689sKxFsnLMJlpVzBDtyEPimX7NdtD+Ho/snija2vffc+2wp+bTg1y9t7kFVySbJ1JYbIOMv67FcKb+9Pq66o29t32dKr04+bOaHL3PXbZ4OAnojrQVAZbrT2BFjXVHzkpEm4EB6eOg10lNmfFct/brs9LZFjRB0NFyYr75TR+wXOt9X3SE7AeZF7LpwwaZu+1vr7HVkeL0LKRrd9e2apwRMXydkxg6UryjPumUQSnLV/my0k/Zek6sc7A2OaFZ3n+f49n39FqlNpwaV4x0z5Drc2vr3ryOyWbO/TrfK9dxv3flV35uDf3s1eJ5IhLOjxL9cR0RRsSe8BYBIFVP51QWn89xVwPUI7GPDNqt6yTHz9LZ0MfIHWmBTGaIum/uJ7CaKMkILkSWbgQ/HSKLUgUZgrIraLWcXq8hzkYig3k9TxzLAH8g+yXqxmlBJJ0WneZMFR9K0CWtZ+IGxSwBNsAdksrQZMz1lwEqKQEYyPXtPbuhJtVQ36fFY7tZp8nxCArmHIsraiVoPej7Ybs/WoyPK5qBVXML56YUXIcAJ6xZDdAR/eKCiqwoU6ywVr9xIrDsXRYklaDGGRDAlL4FfmatPRN+ebdH2ek4g2Kv+EoptJ4ocf6s+yn2uktHd78vM977r7PKkKs9r88lWkdRbzMsNtJ+5c1fM5XA3a7fZVamr/su1mf8rmeD5XrMvetrIezMELyiONhyxV9dCb4ZRl23/1WexpeefYgpzlpA3WmTffR0wF8z6XqGTpdxmanVM1ZJtHJvgMP2RF7l8ka296BMah90ndFXed6fPyDSa308vyLQdNVTthrAZjI/75LMtvOeCek5qr12jAVyfyuDsx6U+JSI/hahf80+J0Wk9ywR3YyvEXJpW+y87zl6/bn+W0150PXaoKeTdOI7iktQG4rNuZRTppSeNTVms6MeYs/88HXdZ5BNFM9geqfKXNd+/un2T9QCIgOECqt+GbaJrNkbfZ6TmpJedy9kR9gGsbZdIgMk9LGCM637sBf3DkrVEUifAXEuhS0z5QrItWF9bWdb6bqgbf4Qz12fHc9zjewOY8jxzAxjmwln9fU8/xBy/f5a3eU4XqKvz2RN6A2yovEtm3zVZSILbaYH5fKpGbzuGbm2PnM93x3cl7QjekYVz84O7/WNtrWm3Ahbl5yHMfSjrL9A67RWS57fC1u9NMYlQULuCY5JeSf9jOiyuetVbNbcgksv0M5VrwFWhoCuP/SArvWprrHXOgVny3XQ6XkTrLfK/TX4OeHsCA/lwhqApsv2GFuRss7ZavdnlmeXQ7Ke6X28IxAtvUi4D4jvYy+ygF9Ch1iD0pqBea5tsfm6Tvyn1xv8pwQhNqmIv/y3n3ujvPeu93/ofNCAVWn9yHddh9w8er1DnjfrZ7v1U31Yv/vEU+SnXtaF/NUsvi6Q9/r0XMd574P3GvPeYljTiT7ZmY2y4+99/mGjP/rzZ+384Ke/YOG4Us+vaWY8LU8s9YH9fzwzfl/5h+NLZD4w1YHBlDrc8tr2nDlx5h1+KOhvR2QQ3AeKLtzuG6MPDMdvuBHlL19EpfnbxwX1QrUZ85Fyfg1mfPHqBfubCvIGf3rLcVyYMZ7qzNm+ZSTi0sW/Ru1XVH/kIm8Ru+Pr5SuGd+/4+5NzWe75b+6f4NZwe0fVCr81pE6M/mv05OzmE4VHvM6owevlNW5j8GK78HA78eNOuN8t3PLA4w08HQaOKI/tHh+eGPwP1GHhfD+znG+wN1/iU8HuR8p4QacTQzO+1hGrRBHhAjs7orXQeM3RJ4YfHhkuM/vxgbFcsP09/sUNl3rH+XuhPBSGhwu2uyA3/4Fp2vFieIHUSvnuzKiV2yLUYYTpFSZ7hEahcVvfMWrDXhjLIAzzjuGkvH46oefK717c8ePuFTxOyGPh5f7C7fTIpT5Rlu/w4cQyXtDdA/vbP+DNeHOeOOpXfGuvUZ244QXFziyXvw2k7Seu3eV/wVWZ93tcCofL3yMIw80dbRq5Gc5Mc2O5OO2dc5RfcdHX3JYTh92JcnxAHwyXH9DpO3RSdocBH15i9j9S5gv6+G0UJr/8/3AWbPxdotUVfIcPf4UPguyCV3S5/VfY9AD1G0Z7wXh5gS+37O2Gqexx/Rbu/nfqAIsDqsj0F4lwAas72vktTU5cTl9SxEHfBTL3ooy+47BMSBWqf42VCT3cwVhYHiuXeqFcbtFl4J3fc9nfcDw/cXx44nY3cr/f0c631POI10JZHtD9mXFfgHvs+CWNAtMtmFCGpEI43OBq65qW+q9h+XdocWQP6o8UOQcV2GFg9q9pT3sOy4V73lDbmWX+E0UXlldfMtTC7t2Mc2G8XWBs6IsHBrlBlq/DwXO+YPXCpDNejsz7BROjlgnqhMubmBP+Cvd/HsEzrwzDLeVwwyjvEH5g8InCV8zT9yzj/04plTI1vIE9XhCEOn71806658KNjmALB6ZHjQIE9HJVLsRxn/B6m6ivQGa6VpAhuPQJZBIyIDrluZGGZzpopQWqWjQQJb54crff0Z1J4YAtILtw0Kyo6lA6RDTmkCt1g2ycVNaSK9tD+RQSKSm30cayS6U/gxWa6HNuYjys4S05+sUigCK7QBMPC5iiSxjwXlJZkpLGTiptQ+oAJmCClxnHEmWi6DMqG2F1bGiei6aB0JEB13sChRIcncKQmR+Zat160OfqcOmKM4ARAWVdx4lA1MkQfKc245YZBO4ICyoWAdh2G4rzuKHJwMLZFJyBv2y9iUTgAIWW86xhtGoulVBUx3QWZWqwd0OWjBtpoPq1p2XvCd78p1REwyDVRC1aOYM4hV2uIQcuqcgrMsyUco6hq3pFSSe6DMlHOqjFnPmqlCeyvaO30sgpJb43bnBTnGMi5DO45Y7YJdfXmIbX09X4MEke3QyoiWTGTtYmoKEcY1j9EEhmjZRy66nvtmCr4RaroIlQxFF1tKM+844oIrggVlB/kSUjwgAJLuduK3gGzrrRp+hUwiCQGaciNqAEojWWoiVat9dWUdQzqNaGMLkzyLHSmBEOMy9pnDDxs+gmTxqITvmWPMhhmHaD5bpoow5C6rYrMq07hTOoUNJwTQdpTytfS6tbOp30iR7gkO44y0BtqMAZANFE8nkJp7Qb4qe4X3O++oKT42ad5QxIR98pcJPOqjRuPYxj731dnYOZ+dTpBVYnUcpcjEAlJ3c5JPWYXMcyHUV9PZHI2J45Eo6wDFizhPzzpDnoGT4y5/ymo3vl7bZ0LOW7tNsJOZ7daVD6KgyUnWTmh5d04vVMCTekBbUnHVXriZyWIdCW8wLd94cgtqHWEcdbFkH8rEtwAp1XayDSI9OlBeS2CF5uoexwu0TWlhVKC7548Rn0wnz3BnzA2wFaQ56ecHXsEBkMMiQaul1Chi4VcQt2JoEmb6MH1fFWQkZKZfCFIjOmt3mmzMAlELcaDhLRBbElaoWIIqMiWijDLta8/xD7qwyxj3vGix0ClbjM0V92cU4tilRJWV+Rosg4IIuE4tgK2AG04EPKIQMYGeTLkBJtjrnSw+pnRGGwOfirdcQoDL5HW/BHOxW5CO0yAjuMHSJHXI6B0GQGmUBu0wkX8tLFIkOo3ACC6hHHqS2KX3sNms8iF2So6JJUnOUUy8puwQL5a4zAGdMnnIK1EWxE7BarBU494HoGEYo+p/n5+ArrYI3uYGq57lKPWG3czA5KB7t4CUQy/XdGR+92Z9yVuqnLhiX/ft2f8eiO9u9O/qtjrQe+44YtPaJlID6/Sgd/ZKNe95d3X8vqSMt3pk+i0zf28FHQdHYHlwI71kyr3n/3FD3x7OeuiC4Dr0/01FfFH7k68a5tcg9nm3vqdE72cwer3hvj5d6uMQnizPYP2n11ZIlccqQ7WGfHKnOdkM2yCXysFHf9CbpxHkuOdOp26ffwXGfXAMfnXh5BTQyXMfTf6QVrgNPjOzOLgJ8E3af5EH/XAJ2Ih54bWWoDuuxDMymxjryDOrwH/c8p1yLrpLRrNlWnf5N0fIfj9AnKBTTqNbjvMe6IbOIRvEYmI9Ay+0uNmI+h5rtCvg0aWQrWUr6xRG05i9oHLgs+GqojIgPeHGsW+8kf4+ydFiJT/A4L9AYARQLZXiSy8BZLx7+mHeMTkFkL7rjMkQnie4QdbmdoF2Q0ZHyHNA/EvxVoE17ApqC0G+oLXBQbI6vSF0GoUJ5ij9kNoEgJp7mlGVLWrPiQ660HpwlaoEC4LyAlsWgFla67xtxoib3YfMfVSf3xS4bQ801DyKsmaI8z7me8RS1CKQeQXdoFnuqFYT5gfnvdU2JIiWcqnZLwNsbAYj9EBrCDP4bOUC4hZ7IN5jWDPRKBdjRAn1rxMsffmxKZ9EeEA/iLkGWZUSlyig5arunMmIvM005xFWfwCnhBwhZxCduztKBxTmBfqDQDvd4CcgIDbWWVYSHw9rEeLTP/xlhvJi1kWYux0jxY3R1PeysylBJYYpldl8DLoEcL/crZp36etaVK6GaawD9faWuX6JvfpETZ5zkxJujqLmSeSp6nAhYZxf9/2v6sWY4kydIEPxYRVTWzu2DxJSIjKmudqi6iWaiJuudfzM/u56JZimZoqrI6l8iIzHB3OIC7mJmqijDPA7OoGeCAOzwzRykQcNxrpouoCAvz4cOHk3hc6HnI6CGGsDXN5oaNRGjZibC/MN/gn1sJ8Qmc/7OfAzYQ/Scg/dWJPsfq+9JrferUX/DFD6/adxT76APy+fv7+Rv4hav+3P3JJYH+qc/9JO8QG/W2qbP928/1mSTFrz7+Kd/7Vejc5UomaN2hCrW9Y21nhvcVeTaWNrHqHXtpjDQGm9jZLZXVg/NhQA7O1rHm2t9DMYaWkPlAyXA/zqCN4djw5H8DKwxtIplw2CV2U2WWd9RlZlkzp5J40pkjyj0jkwwIrxD7CuUHVlkYuGFf76nVeDjdkmTk1bigQ+XUjhgNuRVYM0lvyWqulc9MYsUMptWQKuiaUBWOU+J5yuSiFCrnYccpV845seSRWZ442zNNlGVU2irRwCiho2EjyK6Sm3K4K+gqHE/ueExmJC0cLVFtYHdqlOcz025lGBp6EGxfWB5G1tOAnR6Q44TmBUkP5HzPlF/5hn2s5NKYJiFLYtAdLY1AI0fj6kJFhwITlDGTq3G3wrgaP94MHNmRloF08uqRIkKqK1KPmC00UQevpmfWOTHPhec28E5vGRk5yA3oA60t0E6fnV+l/RllwPLvsZwo9T3FKq1k2mBM7cgoC5wG5FyQcULljiTCVACdkSWjwxM2/EAuAzLsaenAql8j64o8N6TN0N5AmrHhKdimDmBYvnfWxOASKPriR2z6R/JTIZ2FxA1imVEzgxQ0PaPjH0F2NG6AA8g9ljM2Oijd1jPVVua2J0tjSSsZpVRImhg1kzRDfUHrsjvJ0KVSz4KuBa2Febij5lvmU6Mevax5KBmrE63eYmslnc/kXBkkoYy0+hqTguURklLSYxBhBwckxinip7dIW5ByB3lA8ltEH6HcYWVPqytrM/a1MthMsoXcHjDZ0cZ7khlpbaTcyAfDBiXvZt8s84jVAT0fMM0UnUEaNTcsK6YTlhOtSTC+XgCvgQeEZ3IaGUohDwrriWRK0p33AknfIVkYphtsFdbsGo6abzZQ5svNYgBlnTkQzAeT0KUU3IGwjOkItnggEWxfx7yTByXEZ4Od0LXfCe1uCfZ9isZiFlGhUYLREFIaG0utM58lSCDizxfBpAQTiQDvzIoD/aQA4Rtw9N/3PSPljVDVy9yRC3POOjNz28EExNlnm9xti8B9I8yKO2gaYxmyP9bC30idoVsc4OyyQBosvc6c3tjJ5mXeyYPbi0RMJGIMvGxYgYUPKhq6UxssbJMOYjtL1a+cN2DRrAZLS2LclU3H34L52Rk56kCDJI1h60DElx8W88Nqjlg5gghCtieY6BbguLvdkZCwRi9RdjJMOCfi4GFPLLk0xgV09PmpZBsiwbXQmerO5FUkeSUSqhe/xlZP0kiwz3osb2zAj3WwOYJ/wwH0FMkGswmjQFoCEHWNZJf8qB5MMWCbXIYDtkYJFnP4VEnwBvEp/CsHjUVA1AOR1NnhzRl9zkIL6aD41sa27YxzigceHvn7uzVPvDkbeY1v9OQBfMCQiv+W3DVkI1FlPhM7yT1ZZ/m7dm4yZ746yzH73Oxa77FePfdovn6INfaLgUXMiQQ9mPOIxpl4FufpNslfao8L4tob8P2xHnjYs82uEf+OikTzpodmUcLfk4rS9YLdFkpn7AdruzMsoVdwwca2o+JgSw+XOkAVY2Q9udKTDetmB+hMNLFgznsAekk6dOZsl+LzpMsHRF0IOxSJEDMImbAtAJQS77qfF38+y9Fouif+enKnxThd3WPcx6abLg68aYz1VvG2LcAOQDjY4T/tcgrJGXHanCG/MbAjiO/7SfQ4kD5XrDNBNQbgy/dSi+sbGQ3pO28gbJHEapG0dbkzs5Mz/cjxLKBjpQ0N0R3YrXMAFoNs2M7HKoXMjIVUhZhG1RJI9obvLv03eFXA9i5cwkdSQpMDtUSC1d+521ejOcgnnox1UN59Z8+3BtgMIec3+t7Uq2KE2C/LJgkm2t+h7xmXHFiCdcBKgjHsZYAlyD5ck4aYoTph5Eg2ObkgUZ0AIC6HlKxgONvaWkKaJ26suHyPs0ZXPIF1AYA3XyBdko1CBwzNWaIopisiKyKVJA0VvzeThvXki3U760xnkzXI0V6V5ySChFZfwzY4IJq+ADC5AFR9fV/ZIroJk4tP1+2ndg3w3sgVtgTGZgev9vLtHRs9CSHbFTog0Ndi46LRHnOpf6P7D3G/Zj1hovH1GH/6/V+AFtnOZVyDSVuFYvzef9JlnPozuOZ9f8Vud3tC9co8Ghd79cFaNzapJHpjZ793szWev12d6LLHXMou3JcN83/1fOHnXD3r9kxbTywu15UcuEnstb0pb6+QldiTJd79B8/S4h76ePXfhQP9BUzhD4++Z4RdS97oXCyaxff1jpMufd4LmhOSu6/eiTv4e9Ux9sPZ/bfA6aQnfaTvi1Ghp0rSXgEAwRaK/VeBGZEnTPab/2Rdtiuqmjr0uPUCUyIRq7F2hc6w9+qBEsnyNcD3IB4EWEpI55ip7ym0sK2KpYr3BepzNEgqtLASIW2j3TfvXppnXM2GeL8t/hRcorH5/ob3AkV7BWfCmsfSvQ+N6ICkjMouXmP0g8jBordIQiQnSPSk7FYZLO7L9OoMibgPbUG88soNEScs+FYQ86xX2mtvGv35wxskE/MyuV0XEDtGXDaDVugSu8BWERF2wjSqQrbEW/gSYTtd0tVjGb9ObyYd81uaP6tGLxP1hvSkwtbDrif6Ugsfxq7ipjh/zCNf+72KM+Ld8IW9Oj/IFVzdb5+D0VOJkG/zyrX+rN3uhN+dKr0vlmw+HvS+SL3Sxqv5LnbdTVJfbxJJiJ7E5OJGgpNKogLMfcX1cg+4fJivYZfwEh19O+r+wtbzIipGbPB4fks6Twijj7skiL22x9de/Rrro8fam7MfvVpM2arM//+ehPj4sF/6/bXBlcsefj3YP3eeS23yl92EXf3H9r3PnMA+/u1HNyEf/+zj81w/z0ef//h57Oo73an46Hzy2X988kSf+VCcd7unLbz6yU3ZJ8ftU4f80gc+fztfdoFPnCtj5begI7fngp2ekN0OKYW2E3S3cquVe2vI+ITsgk2kOw7Dkd3ue+rzgecfv4K7AfnmlvNiHOcz0jLDww0mwvNUUTXq44zoyk3ZIVl4HN9xZGGVQms3vD/uOdWBp+ENp/zMzSFRdgPZlFQXprwn3fyO9jyyfl9Y9zueXr9iaEY5Hiln45vjhCVjFUWloN/fog2eb55hOCMvFlIxJmsMcua8vGRtO26mxni30HLlB2mM7868/HPh1Twhpx15nxh0j46NelNpkji3I3VJnN4Lw86Q8RskNWR8BFlZ1ieaKuk0kdcBW57JTXnRRvZp4LEceBgrZTyQRuF5OPO+PDMdlH26p+XGOq8c0sTrV8qa4XEcqCnzQy4IhfF8RPRMWZ4wVZ7rE5oa+qdMGoXfjzt2rzNt2nFOgh0fyc8z5FfY7Q3Hmwndv+L9qfF0OrFfdpQf77CS0FshD0fu7M8Meov9ww5SZhgcdKzyF6FX9+lj3HlJYx7wv9M9VEPe3iJSWPWRpgvLcU+bDwzyAy/kB3QZ+FEGDumZm/tnTJ4xeSJJYmhPFF0oWtHFaMsJLYX2zStIO5RXzsab/wporLtX5HQgrxNSjaz/FrE7TP4jlr9B9w2ZKiZvSfKG+vzEvBZkEHZjQ2uivd2ju4F6vwN9Zkg/MqTGYcqIjaR68GbUT/8fDOX55v+EpVueZ6VZ43b5A4MtlPUrpnagzhNtKRzMGKaFtHskjWdOw4nvxhPCRG4HLD0z1CMpZ1L+FpMdaq/C1qyILOjoxIZBdmDwfDbWFUZ5TSoJ8m+BA3pjuK7rPTzfM67P7Na/wuaB9/VbZH2H1B9I9ZY0T1QpPN7tIOS4SAXqPdZG0vsbrBmNFxgrbblHRJnsB8g/sKb/K1p+g1qlMXHYTUxSeSwnjvkRa2fSwxOSz6T95MG1/IDMd+SH/xuanzjrH0i2MJUTwg7k93Td2S80bmCH8PuDraYrUJEWvRPC2VNx1qj1fg3gWqWJALjZggFrV6CSGWqhlRrtKrQurg/cv4Mhlpz50dx5VcwrVLLRFZSE6kCCOsDgoEYHk3cBMPv5vOFn2xxBZ5k5Q9sd3DEc2Q6adpA0h8PtpcciO4Q9whxOmDoDhoLIHhEhk90PGoWtCZ1pwGkWzDGl97AgGlj7z84O1NnOHajkTqDYycNbDSBXPFlb04JYIZtr6Gry++/SKFH9zgZairO5ehNxM8WqwSAh2RwAiw3O7goH3ZJh5RTBZgfuIviMQCN91KTxi2ZcT7hkc0KvhAvfeyhYMOZkcWZuONZmA2qjvyfBkxnmAT21a893uQPinn0uORZsmC0oEskiUEZnEwU4rtYwe0IoweKJwEaMpksU9fh3HQzzczs2HX5F8gZx2sdMVyTKpoUuV3JhWknyBJFKRtMB0UZSB02TRfIjDQ5QpDWu1QEdT9r01ECjRaDjQJHIM64ZHaw6aqyjhjUP7Dtk5rMlIXbrQVw6h/vm793oUiVT/NxLq127WKIaKsaU4ri1ddaxEyugbBL/vpYXTAYPKpywDTkjw8Slf0YPoAw4syE6nzksHWIKxOdSB866vni7Asv7glF6Tw6XZfHmhNb9agJcMu95IKkn9vB7tOMlLtzY/T0pC2I7EoXesLefr1c0XcKQWItb5HcJtESeuYCM+JwA0PcRVPfg91qapI9d8XHFgRR/ZpeB9GbaEciGfvjGRqUHpr6OZO3BfbAhtyxsiuRiyDtsshRdKKzLB7jMlmw9fCKYF3CdeWIxNcR6Y8awMdYD9ai+6CCHdnAuKPKxEixkKbYm7fSg1DzZCPQKKq8A6XOFq+qYvo994ZFnSC4XKTKgeaYlByccdMgB0ihaIK/mMpklYWXEZEWXGWuCLSvJGvmQQqr0yZNB5k1I8zBBEUSeXPoiF993ZA8ykmpzwKZLH6lQdQI5QB6BM5ZOMS6eqPQqxYSVg0+pnjBbTv7aJXoC1XwVT0cTasGrPdK0vX+pSmq+H2rGQcK2+jwcvQJKksc5DNn39eqJerT5njf639jJbX/z/bAprt9fJlLJsK5oPccc8QqvJFEJkp7w6qMRZ11OoCV8FsXS2Wd6c8Cm6ik20TNINLoWsLa4LTQnD2jJ2CQO6GlUGuYGnBE7gcx0WQzXCq9Q3vv+mUYMxSzGQ7qE588cuve/N9DqOjl6JXdiWz1PvIsAea6giA0k3Kj6vZoqgCUL+UoWt4Xmclkd4NuaKotXlrrETbuCEzw5ZL2adlufMafCxl0Skd0EXiVHe2+I1MGrBQl/zreEdDVmneQY4xLa7cLk+08keS+NkLttv6ow4zI+l/O6T6kaCZxorHT5dKEnnC5n6eMblXMpCCHWpVvima2Dsr0CK8g628ZRP3h/W8UZLg/t1XYZl5pZuDSADlu6jWUnZPRDtyTmrzm6jU/JkyFG9BdrCzTv/0A0hfcebmMksHEwV7waHCQqACHnWOvVyUJeqZyokRhLsd+ndBdTZnUmNGd6nzULILmPofdY2JFs58n/sn7w6i1HwjmaOZN93qQ19szYi7wi0RMCJiX86CWkYoMME9K0DSCvSDr7HKmC5MF7Q5iD2XI1Q7rkYwu2eA7pzRQ9rNROHn9kB2rVBidZyYAkwaSg4gkKqRJcIfHeOGkHaUFs9nc99PUficfBQWiRV2DmJEgj+slBshIkkcH9vASWB7QlZ/1nwh8dQEaPFevs993lbNm77UsGtlLkh1+eX+p9WSxNMUuf4p4VkYEuDwijx0z9aJ0sUsg2eKV8JIusDm4Xcnc8j30y84FUa473kjTirYuv099br4418LmjO/ehS/cTvNpD7NknmniVI9rcXiaXASOp+33iVRvGA9BI6Sb2rupzbOuz40kssei/iCfD/baiurUnM/o994ow6SQ1n6eW/T15LjC5T2uKSicrBTFi67eYfLNtPRFXfU8IOUknGUQFR+mY74gnW/q4BLGEZ5+HDHgFBHG9EdmIcdD7fZlVl6piRGTC0oLJOdZ88/tp3iPRm1tfEWDSiStr/tnjXzYJsQUqX/A5ufznZdP8ufN+yaWugfSrC1wZ+uuvfP6SP/cMvy7g969c3axdn3/byX2j+3U6Hh/dUj+//PR3l13505ve9Y/s4xH6mbH4xff2mWv86iNBvgcO7Op70mys6R61Cdk/IuXMpI0bbWiZsaFSW2KtA1OpDMNbqsH8/DVpnxgOIzVVjrKQFW4XZ0Qf7xtqjaonUjV2QyYnOA9HJC3U9QWtTZzXA2cbOcuPLGlFR3U9/VnJ58YghXF6yfwIywM0BuZ8AF1heSarcPs0QoHzV17CtjxN1FU45R3NYFcSaVKGkzK2lVUy1XZM5ZFhMt5PyvPQGN5VDo8L45KZZkVJ1GHAQi6jiiA6s9ZMPWUv77M7N675CbNGTTPVGuua0AayeIO+ne64lcJDHjkVZcoDY/YeCic5I4NR0kRrxrpOiCRub4xTgacxU0kcRSk1cX9cKBWmk1JVeeDEIsryXshjgr8YKYeBdjdgg8Ifz6TlhMoem3Ysu4LuD5zbkfN8ZmgH9HiLHRS9rWQau/k96QwvHxotKXWnaE7o7gWa22dnVx4EoieCiaCycwflNEHLVPHNr66ZWkcm/ZHBHnlqLzku9wxpQfZLMP9mRDxxbrKSdKU1oTZByw1y+zXkPTbfY+2I1hPYTBsE8khaDyRNJPsKsULjt5h8iw1vYqM8gZzR00JtmVKEMRltTdgxyl9vd4jNJE7kBNN4wGxkrXcOMM9HDGV5dUsdXvGsz7Q6s2vvKPZArsKgK0u9oa0TuyE706+ckVJZ88qcF0Y19sMIeiKnxRsdpjtgh8o9Dix7SawrNAhZXMqg1oVlNVI5kPOEyLfALTr8HeQ3pPOBNN+Sl+8Z6xvm9RtO7TVZHxn0hNWBtFTaUFhvBlIaGfMO2KP6r5A1wfPRHe/d5CB0cz3SIf2ZpCdsGmnpFaQXmM2UIkxFedytLOOZ4WHBjtn74O2KB+T5Cdbfkub/I5q/p+Z3FDmSUyPJhPGSTXf2iw7hIlERTf2ss3qD1ZPF/1gvJfckxRZEGRtgaNE0iu4gijOj2DQvF7fqm3TNBVvy5rju9FpnSklzdo7GOXvPBy0OGCQiMOjBQGeeeFhguAa9ASItggoJR9ATlGa9SZhcgr+Ug6UyxHhOMSYBqqaGhdMk0QvC41nlImtgEKBzIwWTNxzFTePWpWsIVownGhSRJd5HJlGCtOPJBmX1xqZ9nFKwllqMuYYj1vW8xSLZ4cGyVdhkD7LR5WfAQTJvYuzAu6XQSU0SLkJnzPvzXCQZvvTo4K9w0f71hJP0JATe6NGTEDXA1dHnhbcIv3JVfF6JBvhhAaaW3gTXfRzHcf19uCuQw0nO3ksnwFdvAF3JegFaTbxSSWkkjduWGF/ESfrdhwI2fWJJMbcjiAr2d6/gUMnB4gvwISUsOZBsrHSmkwcEU4AGwai6AkI+rFT1YLo3wRaZcbZSCac/GppeMyuD9ZoAZEBsxCtFZn9265IZq69Rxrh2YmOoi1zYTtHA2t3sYL2HJrZs0hIa7GGvwOkNV73CyAHczgjtnFEwJFjFP3vIFJ/2PVc6+yp0dC/wXIDfWz+Qznhtsf4KP23e2cGxq2oBLN6L0RnFG7DWNXzptqRdvTC3A2ZRJdDlQugBZQ/cNILROd5wDxC7VFDIOIWkQk9CXMbjElDGBWJsK6YBvvdk4lZF15+5r++Ybxrzq1yBl56NhA58iQTLsINqfS74d73XR4q16mChD9cFQN0Yv26k4vo9bmsf3FtnBvoeEKBCJOEsgP+t0k0k3nWjywD4SWvMlSBK/ZNiIaM3JndZikwrgmaLhMAFJDaxbS5KMyyLV5FS0Vqx1rC1YclIU4A+IXFgFkF73vm+W2awcySlCuQbX8etMzM9+efbcIYI+AO9wnoSfgONO3jiAIaZQl19VmavuDJNgZeGlGNfYzl5UrcFn9gaqQmaugTYegHwsuDyggNkQXLwgntfmNYT4Q4GpTUY6JFsN3OAJOWQFayxl/Z5ICEHJE5c8GRviVxuB0kk5qDLREhowjddcfnEYD6HFr5ac8mT6te2ktDsmXTTK8lDqbh+dUWCkWrhz5AXTLK7TmbYGmCZ9V4ZPzfF+prXy74hFqYjgEV6ZYFdbKVdVrSbn4/X+vU+Hvtzv9Ymd+GAd4/3pds86T/r+uDx461JbU+q9mt1+9vNY79+vzb0Hno9Nb5d07oERz/V8CGJ2J96e1DZwPfeU6HP9bi29LV+2b/9Up1VDg6GRSJ+8yO2Rwjg/9JL5/LLi7/n77/7O4Sd4kIguO55Yeq+KF6d5u85kgtb0rf3XQiCxlbd01n+8XlRLnrsV7Z8k1H8FUlWiWfdzL1uhCXUk3BERZCb5PBnZKTruXuz2tXXTvMnzGJ+n82rsiRP9EoiC7/Zq5IG93U/IBUsoPuo+OoJsgFLE4kx/PLk0jkKvXrEgdxIvAmIrG6vmr/UVEI+cSsUjH09+tfJ5gROuNSZoVEpkNLq+7oWvOp6ihUZlQ/ixJGGE19cyhFEujCmz1MzT7Z4QJ+jKXQKO+3v03LMm2DMC3g/IBnCZkUPpxT33ddd9lko6oQN5YrIBN4f03qvDZfEtex23UkEMcelIGmKGOIY5rkTD7osmtvQJOft+p87bEsQgic+gzjW35eUIB/lzf+9TE8LIllxO939rB6LJq9YI51i2l8Sdn6CGJst+RC+jjOecGneXiVg8e53OCkiErea6WQVkYLFu+99a3o/QutSSdE3wWPQCukekdGr4HtSTZrbQet2Zoj9pUUSIXywWKP+p/dL8Ld7WbQEIdbiXrn4Q2GnJfU9yNeH94qLZ+hzleaxwbZlxD6UDKx4BYRBr7rbZPkkGrub71W9IkIifofruLLfh+LVEWO8n15JG/KvGtV2UZ37oU/+y8e/QBKiO67b/33B0aO3qxf3ye/2n33CIf3Jx+3Tn/vE9z/1qc+6vD/nC3/uRJ+8t+vff/xF+fBcl938Ez+K5/zs0Fx+YWzrGj7+3qfu7SfHz70TrgKFL33v/7RDpDKUP0IZ2N8Vcvma9y/+LcvuHnb/lVweOM8j75Y967ywnmdsNHQyTkejvvuKdtojVsntzDS/Z6QwvLwnnwdufyhoVWx+olpjaZ4RPx7OnDPsfhTSvIP9DTLu+epekNuVp8fE6WHkJhXWlBB9RNo7FrvlZC9Z0pnTV0+s98b4UpmWxr4qyRJPGbBMOh+QJty+eKKa8jBWaoL6PkPKnCyzJuH5t2fWsbJvwvTDLfMhUSdhX5T9b5T58czT+4WyV4a7HXkwdqLMBsfakFW4qTtkHji93iFFkfY1pmdKWsi2oOuAyoDeA4Pxw2PlaVEohReM6BvQ71Zuj98znL6nvBzIr0ce7Y6jvgI7I/oAmsn1hhXlmGfKXjn85gy1kH74GlszY8PLqe/eY8PKd0PjvSmvniZGJkpbmIbGcy7MSSh5Ymh7Sl7Ih8p5XVnmlf0C90dj1cS7cXInYTiR5ITyZy9Uto+y9h8dj/f/zknUSUitYscVO8O6L6zTQB523uRwKKS5sQwrc56Rduaujkw3BTm8hnXCzjtaGpjHA01mVnkLaSC9+ArSC9rpXwMC6w8+9u0/gDSaeZ+QQx3IdaQ93qCnRFvu0HZDkzeozKSyQ8sdqzR0Uk4y83g+MVLY387e16vtkJYYT/fkAtMwoE2oj0+YVeT+PyHJKOsJWY19+wtUR3jaU+1IyYlBhJvDHWm3R27O2P49+ckY3oO9GND7A8MwkrOgzzvW07dIEtbqEgxl9jJ50RPkSs1KGybm9B8R2zOVZ0prcHZQWg6GlCOqL1D7S6x9jeoLrNxRy2+Q8ZHd7u+QA6TpdyiF8yJoFqoUhnpkePwj5Bvq7QRJSePfYW1x/5yMtBeICDWdkHLE2n9B2t8wiTAUkLWxzI1cVw5jYjq/p6wPyPh7VP4dec2k5wb1B9rhv2D2SD6/QVJhLb+NgOpPv9IeGs6GBQ1WdOqBUdeIlM4qsQCHcS1fLc6ej3DB45yrAK1L2EiwriyYs9vvJBIByZNT3dlhDXA/YTWj1fV3XTPf5WhIGSl7ByUjIHAH1u0W4gGrgGu4iiByHwGpJ6K8/LqRZAZWSAMWvR3EEv5SHIAVPIDyQGNAuPf7C/ahk8AvoJt1FnDBr6U3XEpZ1a9DALzh4F40PLMDSsmZ2LoBJZ7QSFQkQCV3tjzxI9GbgMGZqT3RYMFM2spxCRC4VmeUtRXTdYMBPNYdMEkktQhmOutk5/ei5v0w8vrzPspPDpcM8qZlK0Ylo3534lI7nf0saogtdPkdkYoNDiR5czQveTdJWNk5E7U5yzttQVUwkswDbsvxlL1JtGbEGpaEKjtETiTpbKdobioAlaTu5LqKRkbWHSBR9i6Xc4c/eZF00agkcCZ2ti58FTIeCs1yQBB93YW0RO5haVTq1DGCZgv/xwN20SmSAVF1MARApL1SRWJNfOje2QZ2e4+VC5NUXMfe1NedCJYHxFJIzXQQCpyFKGhnowVoYOYhsGOGGRVPlqWUnaVlZw/KRPFqieyBrlRY/d8klw+Q1qUL9Bfnm2zaF+EM6wUIJ2S8DPFn02638PWpnbG7pzcG9zUUoF0Ac6bXiUbjUm2Rw7b0huih353mCFY13OBLlY5sAaS/Jy9Pr5idLz82A4133wegRXVZB9K3hMkV0xd8vfTmrVuyxMGa3oTdEwnBxka5ZFh8DCUaW5J7IqOXW/XL+Bj7vhHsOZNoMNiTPG6fvW/E6GMZcl8S1Q/XQbTZPm61AyfxPL3Sp78BDRsaUmWC+vtsffD6vNTYdzwZJVa9V5dT+P1cyWJeXL3bL9xPBYIhLJ4HiUf3Krkdnhx7Bs4O8rDHMJbcEBXSWZA0MuQXKAkdFvq0wwoyv4p7dK31Zj1ZdfB3GdrOViz6F41+TesyZ42UKtSzJ6xzIuVvQRZMjnhCbA8pkUoI9+kCTdDz6FZ59KS05hKY9OJ7l/bQP4FKaJMbZdgh44RYJVnDrKAWPZjE5RtSrp6Akb3nhvcNqpLOMRmaRa4r1kcMdpLJ5+/qcqetZlT3ZBKpgx7JvHJtbq6dPvq89SqwAZVI3EUyNYWsX0nPPg3a5PNjAkQp7QGsQnmBMkI+I+lMM8F1sRsizz7V7AaVhiavXMFCu7uKm4ni9ibPhB08cQHrP3NsFQG4LYuE8IUF61JU8TLo8nPSG4BLB2n6da4TH2t8bdj2PP+7J+oCQAtpoy43s0kfikuqSurJtobJHGu1g1BR8br1iels2G6zw76m8FP6s9qVhFf8221l398iQeI7jtsP6YlO2Eg10mKMcFto4rrjV1e7SMbE3tWB/57g6bbxSjaQLtHTG6Vrtzfu9/Yi1W0cPkh6dsAs7iD2L+tST9eST7KVucaz9fO574rJ1Zj1N91Byqgq7HjX9lxfegiJvv/VCyBr6VLksrHLIxFmNZAg9zWxAdHXQMOSy7qqvQVRbPJKjRRkKF+JQp9/wrO/Q/Mkv0WyxXQIQlKF1BC7IbV7tmR2TlB6wjuepK2+fpK/A5dyNXTr09F7h7mklvDkz6S9B5LLm1mKekprsR8XsHv3/XKsHzckSHWygLsOCdjF+/IEp+UaLkvYCbrUm3d1E4teAFRSSN7IVlo+ABWVBUtCygoMiL3G1/UJTJwIJ4akk5tWcR/Wezu1WDc5CCUNbdWlgtMu/G7zPa73zUrn6INlUELyrV0SSKgg6sQAx55/IekVPoxENQgpqozC5NBjBIk1Y4PHQjKjzCQv3/O9pZN4BF/zcnQ7sPrcdzKHJ+X9lfY1G+C6XHwaiYos6zdi+L6JRmy6Qhohu9ICzWM2ryJTJBuQMd1BB9wl4ZVdGkVX4aOZRFKiedJchi3hLqlBmjGc8OtPGP5aSiFRFPcukUDhpjsnse66vFmoBvTGzmE7xHycem8tk9HjURHPa1rCK84b1OprRQ70BDtNoPVKXCcuITu2jVsMhi5DeeOVDCl6SW6xc7wrNBKfq4+3VSd2dmKXRX8OSW4nRMkpKj9iff3S8c9PQvyz8OePkPR/8rk+9cVPP/znh6Rbx4/P9YlvfPJHtv3/dkty9Xn74MNX/74+2UfX/sSv/KvGzz3J9Q18+MlPf+8XmW2fPK7O89nb6e/1C8b0Zw+l5DckEXb7v6Skex5e/o52+BpJ/4OUKqvtedY959PKfFopd41xV9G5sLy9I7XspdW6MtRnSHuGmz0lFW5JtNY4LWeEihk0MebpjBVDjrcMTwO57JBxx91hZv+isnsUTs8DKpkmCeQZkwcHPPRAlWeW+++xu8Jwu2M8G+OzZzuPo0DN7N/tyWrsbt550yFTmgn6nFGDZTfQxsT8emG9O3P444HpYc+kI0sbGPIz48sjR114PFamaeBmvyMnbyHZrGJ6Qmpmdy6oDZxXL5+Sdo/YSJY3kIy6FFQy9SDYwXiwyuksvNSBgxZOD5X2WNkv77lZ/gG7u8Nu7zhyy8ItZg3Vld0s3D17mf25VIad0b5dkJpo6y22TJRlRKSRX6y0cuIdK9mM3emG0gaSCmOpPA2JpQA2UnQgp0yaGqs2Zm1Ihfsz1Cysw0DWxFhWvDT2jQc69hvsZ0zdaf9bMo1cf/RqldmTEO1mZZ0EdiOWC97sS5lTZZWFQ1vYLwvDTUF2d3i53UhLB7S8osqPnNJbcirs9RVir9DlG7/G+gdgIScHr5V3mJ0YtDLWwnzaUVPG1j2mk/fJlZVlukXlHpOMDpm5PvC8/MjtmLnZL17+rorURFkOFINxTbSmyPHZG4x+9TsokJ7fI7Uy2S2qr7DzgVpndof3lHFmGm8Z8oH55sSyf0aeCvk4wF3GdhMlF5IIWkdaeQmyYvWZpCtlWVw7tM1oMbyqtlD5HZLuGdIDJa2s6xFdKzJV0jCDHZzJq69B72nlFikLO/tvjPY97F5hwze0piypoimxJpcC4OnP2HBDu/mNO4jlbzAWdL3BdIymoJmWViTNWP0fYH/PMPwrSC+xOlOXlaSNqSWG5Uhpf8bsNxhfQ1tIxyOSHtDdn2FZSKdHRO6o8so36vTX9GDySw+zCJTUAyIjEgCWwt/SkGUIpolkUvKGcxZBydb4Npja3cJasHa2wK1LboSOq4iXZV42pdDyJaRsmgSRq5eVRrCVsjtC4gG2gTP4k7hmtlgQQCyqJxLIDrHdFgBLOgErCV+vmpxZ0dnuPXgxNXcyCR1UySTpUij4mGwuah+LcGCTA3wSfXEQ7wviYF0EiMR9ChHIAqlE9UmwGSUYltZIXfM72DpdZ1MYfZyS6173BpLe7CuCAnep3UFvLRw6d+4sNPORYFLRb81ZamJDJFIkBshZTr/GcRIIgKhLP9QtgSXmDqpFkOEx/hW7MEWTOcBsF7+rGIMz7lBSi94WXabCZjq73ecn7kyrN3P1pnSgTKgM5DQHqzfhSZLel8KTP4qhcW+lOiuwJypsY3L3v2JOBPNnAzcMnxPZkztqoSEvgT9Y9j+xbgyJkmTxdyDqsh4ivv4s0aV5vPJBnW2I4iXchd6IuGMnl+qCzq6Ksu8O+mY80WeKtcU/I2MktPwhUmgba9eS7XrQvWTest87tgGIPl8z3oi7V3t0ZpldAqW2QJoCzMcDfJTUy9l/dpJ1YCYAnA4o5w7URQLAHCnu2ueOWajfmxRgQcxBB0udCRlSGVERQKzNTZdak1+/a/32Pg2y+vw1Z77RpZ66TMrm/3cma0gEwVZV4Tr9ErLj5vs4+L1eVzrQrWkHbf2cxgzW7XMPwrvkmDNERYrPm5gvPpS9KgF/P2ZRiWNXrnRfb3GvvUeAqNtf7dcobGy+LXniCYpNPkrA2b2jT9bWpZLiYj2P0idCNEzsya+Ox7LN+QCjSB8E6HS5AwrCzj8r3b70d/srghOBJJd5YQbSPKFtw4CVCXgAjogdSLanykrNlayJtAqSC0l2boN6gjclRAuyho55cVugHWwpOw/ga/MlLPiY5wkYvJmyObAnqWE1GlqXPZmXWHpC5eQ2p02OGQyx37eGNrAldMmTXqoWBGSoPmYtEjexf6maY2/jjjRMyGqktdIkRxJCsdTIOLHB++RE36XBExsy+/qwWMN2BWI4MBQAVH0GZtRuaRayDh3EkxrbhAaA701GUbdDvQIu2bTNb+9XdXbb2w7uu4shuXnvIKloKpjsXM5KFpAJlUJKFZMzwhQJ+0ZL3mMjSYmmsfH8Uklm5MXXhuaZC7HuM8fWG6f7TF0qpFdARK8tk+1c0iXaehVdrC+xa7uhsR466Bs2C+hVar4HBZBr/nsJ9rS/GicXiBheneo9AIzo4yPXpvsqeSDQqyWsS3RsfY86wSJ9aPd7rySR7fNbNUWA9pukSNgK34mcEe5f6ntEDlvVk7ixn4VLajGne9LYfxdj6hfcMBHvHRC2g0qvzN2kGrdMylUyAeisXdtAsy71F4nd7guYf3dj8dOfw+2lSCRbPqgk6/evV8zofu1fgYUY/o7NMBYnsHSZO0nes6qJJyFxv2irhAxSjjexv4WQ2vTkxLM/X9mFeXZb1Svm2uaDubSk2Q2mHgcY5ZIEA086tgnRW7xp8mnbu/3kfh99jNznkm1PsJDB7HIwPn8acI453aIaUOhSYBZ7pGhFbMQbAc9Y7j17Yq9pvUcEINmTJ/Q0oXm1gog/G8WJCzRUNN6wRnq1xUysiDSvArESJKkKKZOSgWVn6nPGePYXqG7vJNWYtZPzD7rMkIBErw1BMV3Q1kg6IupVTSSgeqWapJVUjn6/eXS/oCfD+ztR/z/vefHz+6n3XesVT+YEI0lIuyQEHJSO5JDuEJuczCMLW6+F8K18z+r+f/TlbF2y1X0gCTkjOmGi7+G9EiIVJ06YsZGB6JKOUY1jXglhaRdFFB2L9T3czVByGUMKyCGe59GfRdwuewVEnJeGyI4kJXg0HstKamHJEqnPZYmYN1xKT8Q23Lfxd+x9PCIRa+rJBev2Pyqhjcvz9Gr9BJZyjxyDrBN2rvn4ILe+X6QWMbETr7xSkstainUoXYq27nDppiESCY5BevPr1e1NKpisWFpcdqt1G65ONHVAIfahFhYt4cmljVr32eNfUI7psyj7z3xFLhOuf+1Tp9z2he6Y8tEvPmHI5cP7uWwtn/r0r9gI5FP/uCpX35yMq9/bx0tffmGIru/2+vP97u3yfJ96oA9+9vFF7MOffvzrjy/92eP6Xj55ic+MFfzqrIcJzN4c9On2CbudSe3/we3DgeXFTB1/y2JnTsMDdlY4TczTO57tDTvbccMN465wexjINzNDytTVOL59R6sDZdihpVHNnYTdix2ShCYFqpLTgJTMOU0029Pe/Mjw+J5lhjpO7M/Kfj4yT41lGvAyrUd036gvXnBj8O0bo7aVtzx7xvq2IXXg8TSQWqKmEdWB9qSIGun1TBqU4SmRn4Tl7YnneeH188J+HVimG/TVAVkyz+stp/HE6aaSJyNRacV4OHjjtun3FamVPJ9pw8Ba76iaeaqC2Il7+QeKzAz5PyB2R3n6Glkm5ucH2jLzVCsnhTUr9YUxH+9Z0u/5etnz7fd7LAstf0c1WPQVTaBOjWIzv7dnWBPpzy9YLfO2vQcyBzmQxNinMyYL5W0jzcapVRYDe92wQyPNjWlp3KaFV0k5i/CeA3kcGO+NUYwmrksp8y3WMuvkzkpOKyU3DvuHqxK3nx7p7e8hLdTpEZUVe5nhFobBg9piB7Ilb2Y8GTq/gLWQdobdPbPkkeVZMZux3ZmUD+R8iynk5S9hGTm9e0lCGMt/hbTQdn/2gCvfg2R0fQJOtNsjTQpm92AT5fgdaf0RGf8OKd+RGGF9QU7vKLsH5DmRT4UilVlOSDLu00tsFNaSqBi1JtdstyeSQl1GDyrnR1Ao+T0qCZUnLM204TtkeMTKf8PSjLUX2PGWoi9Iw1eICNKeaPPA8pTRsyLaPAHU7qGpSxpYY0mNZnB8m2CE2+n/TRlG8n5EciLNsTEPFYpyaAJtokmmZaOMSt5VUttD+5ZqB9bTjrYYtXqZ4HjOiB54uv0dWhLL8J6slRvZkWTHlL+GPLKb9qQEJ3lF1T1rSagkpvWZUitSvdz7RhN53bPm31MPr1H9Gnv/7LKMDCw5UadMYqGgzuif/hphQNrvnI3y5cbN2WrS0I6CmgPBpM5oLaSa6Sz+DTZL7pxDupR2xm/dxCrIyb8TcjmedBCs+R7iVjwYYMGk2noAUJy1kZoDqRw80Go7D0CyO2sajrHkkF/oDZtjjxIJNqOdgTWabHpwISiWJ0QigKMhWTweTdlLjSOgtmDgS0ghbTRVg1TjeXI8U+sbbBSWdwmo/tN29KoguwYr28X/7KBblyjSzoj36hOsgM7heEZw3MuGO9vIdmApEiY5dG5lq94Vc2a7l8JW6AxVFiTNEegPEbT1ebG4897LjJf8ka/zi7MNlWdPTJl6JUL0DLAO1G8g8Q0ODgoqCVgxneNMXVtfYk7OPgSDz33tAaN08H70daEOeqRo0umMqeZzKfWAMcp7WfzdBCBi4mzg1BlD6RzvxEuwZSv/DTCjdb/yCiA1PFmORXIAvIn9gMiKbE0v3Te9sC7zNnc2eYJ4dk/ceO+TtEmrRUBFCrfNwSnvG9NBJnNgO2Ru/Bl7yX4EsCaIzB7/bMk1rwhpXZO2awDLdem2oRIayOKVD13bt4PChvcfSTSff0RFEHhQKwSgJ6TkwcYGUv3cIc5ajMgren7E6GnnuwZII15WThrozCt/fxObfEqX9KE4yLAFtMYlczT1hR0TPd5Pwt9PCuC/l8+n3hi9S+V0RnLINYV8GjEV6PY07l3Ag8gOrGAevDr643Myjf5uUoO0+ny0bp81ftefJ5J95jZFuo+/MRfjeVoEldHjyqLS5lJBE0OfjS0AVOJ8evmTfL46MzmuZ/HOOkCZJACJbjj7m7+q1sCgdPZqJFnN3+UWFNMc1NfRg+ctidcgRdNDIqmbLBIsPQl7xTz/kiNuUZr6eOfZ70EmtkaUdhu29IwwkOUWiqAj8Q5PkJQ0NURTSAeFNJEZrJ4Md5mihLTk8zL5tfK6Ql0d9OrVEoj3awg5FUvNiRBiIDMpC6YNbUcHWaonpMVeklOD3dH3xhIgtOxAJBL4hukB1DXTJRlpbDHHKmrPeBJkxZjIjFhqtDJ7z6wWiankNkLME6k2+HxOsvd7HvD33SuA2uoyebn41BgaKR2R6s1rNWVUMpISSW7cj6BCbujek4uJZQvrTTIMe58v1XyK5ZgH4okc2/pYhbyelkiIG2IrUosDdukGyQdETqT27FV9rV0AEwVbM1IVTZEgL/YFxM0cprvP+cHhI+nVPh3c74ldrxCQDnpLgNcbUBfSIIbbH7vY4A9Bbi7zqDev703qBQfngEsSxSsZOhDtzUqjee8HQX6v5grsInwmetPRFCD+FYbS15lsTF/BK87WzY90f63hCamQi7IgxEQ1wkaR3Gx4f9IOmq/xuZCx3PycXunHxSaJhQ9y3uTPL3u00W23xN7oFxMgfIDNZ4sxl07uyPHxnnmN/aEnWPp44XtX9817RWK/2w8Gzsrlv3/lYVHtKGkXZw7f0uZt/xETlz5LGqBn+CfmwKonACMpjPveLjlzwlBqn3+bXEyMowZ5KKqkVW/BdpieMLxPmjRvTN/yWzofX8S85Y1FVZRkSFPss6v7Pc1li7xJdoYa82EjXfgau9TIyOZi0KUUu3xO8iorl3RQ0ABWDYxEC5KJtNHfVYDDncKEEr6wz5u+s2Ehd2R71Eb3cc39CO9ZE6B678WxzYiMl3IVJCoZRSegkfG+S2IHn6n2FmTx2SqG5TF8BMPqjEgiRYW7ZMFypeYYCA0/Nym98tErvl3yyToh4+cOmWNaxtxsTqCxLj8ajPiNnCRLvA0neDhwHaQZGyF5shsTqIcP90Oiuiq7LfW4Sr26A3V/AX9Wn0lOhDH1vVLkjBNVsr9vm0Cjx1Sqm09jGKoWY7OPOKCT7fxZJEVCKxI2dLlPcdKTVxAlf7bcq4vMJWybxx+m/nNJyua/A2azj2GPj5vvV4kuvRikq5BMFokqjU7usBycrmhmLrrhWbJVWP3oa6C24HuE3evrQ5d4/ojZZO/zNfdkqdviLYGqsMU8FlVUcX9dzozme5sNnkSXqPTTINBJOv3idIN/kSTE51DsT/3z4oRffiT8NIi+bCy/fO3+2atb+blb+PBbP91cPzjR9aftw8X5wff6pvPRV7d/y09+9ckb6z+w6wexD3/9pXjDZ8biw4TILwzUByP1iZv4gIn10XU/9+9/ymGCLN6U6/mrZ+pUufvue/YngfvfYePXnNKfOI1PlB8mhvPEvK4824/ADbcI41S4fz3A6M6Yrcr65pFGodwailFnD6xu7nbkEg3amlKToUVYZOLMjvPbI6n9ADcvkN0Nu+eZ3XGhJmi7gpiS9AmdJupXt0xPjd/9aeadzPz9cIQi3B4U6sQ8HZDVKxRME3rEA/V/paSbSnlI5CMs72ee52fkOLNbC8uYaC8K7WnHuU2cx8a8f2Y3KIlGLY35MJOLsTNFaoXTEbFC1pVaC8dlDxy5n74ny8yY/hNZb7k9vSKfd3w/nzjWE8d1RZvRbkF3wgO3POnA/Tpy/+MIwzM2/MCT3fGGb9Fppb54YrSVV8uRtk48vr9jFngzPIBAkcqUYEozWRaGR0Oe4FErq8D0baXcN9KbxrA0DiPcJ+UdicIeGQfSzihN0bVBTchyA0CdPEDJslKKcHt4InWpjk8c8vBbJB9p+a9pg8ELRwnLjDcTZyKxo5UFk0o736HLhNy9g5fPrCdlPgplnBn23jAopQNJM7kq7VyYH+4p8sR+/9+QcUbvVhh2ru1sCd4/Y+09ev89uhNs+U9I3VPWN1g9Y8OfkOlHmL+FVUjjI2X8e/LzS8bzN9RxYU5P7NLAXTKWLLwfBKvC/CSk1Rj1GQHaeoepkNcjqJLTIyllFnlGZUHzD7ThLVr+GkvfY+v/jM3/kax7pvINIs+kNnBaM8djhsU39GyFQ7tBmzLXI1WEdSisCseHggyNw7f/HZKSp98heUd+dpBOS8WyMrZbik3MJNYE09gYdpW2TtT1Na2NzOcdthqtQrHCIBnNO54P36BlZR0eGWrjIBMiA2P+mpRGbm89iJ9PL9G2sIwLLTeG0wk5P9M10w/tlgM73o/3nKcJPRn2cELyQB13rKlQx5HSCkkqko7Y+AeEe/Lpf9qcvi8ybfQkRA2GcjAKDCyA72Q5nA0PgrbQShqSnU1uzcHBjgt19r47jBYxWGdCJEQvXGxDtxL+znTxvhDBXkoBVrfsQUc7QGlYXnEJGSWJ+DkCaDYjgka7VC1wBsQrBSS7/rwJpNEdND0jtpJynCvAU0uuee1bqe+lyXBW8FACDwsAOhxyCSBaovQ1WW/a6O6j2gn0DHIDeBCGXDFZO3At8S46QLc5vEALhz1dADj/Xw+KRogGc+AJL2K5g0HLJCuRiHBGtHUwXc5sTdYCNrAemMsAsnfXqaYrf+ELZ5ycQvZkcnaVKGKVKuJtP3CwAp1whszif1jw5n4Jb/RsPp1CgxVJkIdw+nsSwjXCi+7x8vRyFYh06QZ1mZKipOrAvPUG6GR6WbKD90KSjIPm0WDRdiDmFSr0eY4H2zi72RMrwSi1GaO5TAshvSXFg5FAxDqM1Fm/m2sWV7jcfwRQtKggyZHE6wzEFOzJCJjSbnvXEprZ0pwHd2kcHFqzOtE91AtQ4kGDobRI8OQYJ29qnrzCxrwqykQdAOwSH9ore8wZ0eYVB7nrCPdqjOj94TJNXBqga/6C6RYN6aKM3QOe7IEf6vICGFsTTZn83aaQRYg1JqKeBNXkAU8k5Rxo6AmYeK9RXeUSSt2rl42wvIFWRBLCQsPboomvlA2cc71d/xkdZIp34+hlJejqmAiSPClErWFrY74m18QmHf1ZNYCC/h7FKx+Idy/WcCAv5ls0Nd0kMQwPBJNG890Nvd1c8W5zfQm43fZFHc+wsQyDmS49+cHVHhEJ3o6v9YnvC4ItSbFdy88rPonpWVbL1QEGWf09rwVrIcMX68Ptc6JrFztTNfvzbsevsG8p3mIL2Ye8YHn1CiWcBU87xBw9I2kipRusGG00qEc4n0nFSIORaiafvKFkzZEMrw4C2+CSItQ70ISMi7/2tSLqvW18bz0gaXLFw3ypBvF9P+QikuDNKc9uM5r3QkrpHmQlTe+49ILqO0KiSx6qTpjuSGUl5RZgUaO1imqAjyiJkUz2PE92bXiNRFzfpx28VrRU35ssSAQlADetwcJcHdOUjOaMlDNpWEksyLpieY/mPVm8EbWk5kBKXrCxISYkXVFNtJaRlNHBK2JcFk9jr4jknC0OmqT4Gc19kjbG+61IHUltB+Me8m3EYsdIQvTEmVcP2JqcNR7MVu8n9YsTLAAojeXnjG1j9X0sQHfrzecJDfnwD4wOVIZfIbi9v2LWb81rtz4FXTooqgqkVxT0deh2/gKXdPvRLVqvZizbNbrntyVtt2/2fgKRZJFgKUcyvfcd8r879iL0Sh+k996q297fZfSk99qjy3709yGxX7XLPUl/5w4uey2kf7ZXr3o1WdyCGciC4KCo99BybXR/0p5kkPCXzO8tILAuq2M2xnNHsjYqvLx/w1YCRpczu+zJQRTpMqd22YW8GqP7hNB9Rdt6gnz50dnsSfYOVoaOuyeTVno1VBKQ3Nxe0dyf6lXOXTbV3O8R2bst4hmotHi3291pjHmX3cuhG693mN1h/IAxu2+nGctPWHoiSYDx2veG8I0lQfaGwhogMFoxyyQb/Z2oVxh5dXRPfBiJTEKcLIj63pPM90X1//bKiAFrI4LbjcuMF9T82XMbgt9g23vCpBdo+joT837KBipnTFZUvSGyimKykuSEpBPGAbj3MY1m2S6JlTAbESmOQ5jBOiJUJHwl4QVYQuUtxoql5qpGeYcwgTaszUiagvnu1eiWZ1oOv0L9vaTkD2CquGzsnrDqvzzBUqyfqG6R6PWBRlVtil555mQZkTUITYR/fcbkCNwgtveBSw1awvQQPmbcR19D0ZCaNcg5dnL7ru7zWSpY7hJzDoS7D1kROWHsoctL6gRpRXLvQYJ/PgjcKblPbe2ES5VFM2XdhY+Kx2DBY9pynOFfu2yw7xe+pqNKA19XXqmy4rFVl6z1OGWT/9LpYgcE3NfW+KwiaYg9pEth+T5gGu80p4sspyaQGXgM3zISa33x9qS0LfTqRL/uIdZhXDf6GFonnaggkoJMFnK26hV2hMqBafYYvLhNlbo6diAuOYaduJBoPn/8y1RCXBD9nz8+STP4FQ7mp75ObIb/xNN8IFgkn/rEp3/2E2hers9xNSBXH/w4p3IxCp98sM/+Tj5nUOyDD9HH5uoJsQ2luvx++/L1Pz957ev7/cyAf/AVu/roT07+xUcCbsJ9m49GnY3zg7AeE/ayMt7M7NNCGitlGilTYmjfsH93Qy4z89dHZARJGVkm7Ok1SRu39ydMGufyDmswHj2raXOj1kSVO5SEvX7GaqMs79ifj8zDjmX4LYVbyrLjyCPr+ERqyvRoVBlYZI8sAzeniXVd+evcaBTutMCxkP72npYH2mHAtPDwfoeoMd69J0klF3/y9VBRadw8n8jvj5wO3/APN/eo7rHHgtXivTIOEynvGVtmrQV7/0R5/4zUgXq+xcZEe/kVTZRlWTFTXgwnD2LsX9FU0fMN1hJv8jt0SNSdB/TpuSDzwNq8D4MNK/nlyuMCfzgbtZ6p8xkbRna7lUkady0hCutcqZpZpUISXo+Q1Lh7OpJNaeORNTfO4w67K5Sc2SchZYEZdsuMLErNM2+GBdYDX60HlgHmqULOaJ4op8puOaOpsaQFSUoa7ihJGGshtZ+Ze3JEbKGc75Els9gjqhU7KdIq8uLvsLJQ2ivSekCYKWUhy0rWFfIB3d8ig2DjTF1O1Mc/kFtiv2aszux2fyClE8N0xIqR8sEz/8fvwQrj4WskvUL5kWVZaecBq4Ktgxt/vWMw0CbY+gSWsfaKPAnT735kHo40ecAorO2MtkRZ79w9Hl2PN+0cfCnynceQdw2zTJmfkGqU6TtyOsLhgTbNrOmA8S3Mv2c8/1t0OHO6+X/SilKX18g8MM4uOcLuDpUT7/RvsQTtPvQrdWUQuLsrpCLcyB1lhbY+oe0ZyRMM7nwpM5XfovKCmp5QM6qsiFS0nbD5RE47dtMr37JnJdlCqu9JeWG/e0a1kt+sLj1wnDEyNn7vFSTLHqlCk8WZmOd7zAbU/pFWThT9Lcleou0fWerfYPyGLN8iOqPpBExYPZBl5OZ8QOqRXP7BnXL7LcIemX5E7OFXWrdbwKWrQD2AwB1vkxLMuO6URZltOMmb7ql0+SYPurK6Bmjr5PBeCSDRwCuYepKiKqEFSJdxkEuu9NDFnC2VxnAqnujqRR6PO3NDQppGNQLwYJN4ciQCWlI4jQH+mtAjFJHoTyEjDrQPyMYy8iSNf0aiAMEZVa5osIubae4QZ3ysCI3QrR9EsJ2TN2fXLbnjZeXeaDqiDotGcZIxzOW8AnwThGTOCNYWjN8c4EQr7jxrsNSIEEBaELoWnInjBd6eWOmJJvzThkuAKGzAHgnSlQ5xL7H/Nc4PAjVApRSSBzJhjFtsrniVhHTZKgEHzvfOcpHkJdJdFoaQhTLY2IvmzY1NOjs6SryjPFijNDjjDLiUQptVUpTvO5i/adv2CpTwIbxxugNCWRcfnxy6pykSb4ScWTTe9QanbMy4nrHzANudbsmu4e7jGrJM1vsHgGQf7w5qJIv+JpsocwQo1j8XwITtuGh719C/DS9OwFgDQMl98uJyP4baPuCXiz8HFlraeCAAmHoQkyIptmn50pN4lY3haRo2xgE9L90PGY+wPwhoBG8flJj/khvX446tNP8Cgna24oVlGM9pwWrWLi83O7hgY7zLujnQEs1vtzVAA/FATzZJpNmfvQVreJP66P1xImCzso25RG8ONCq0ohGiN5yJYNokqg+u2bzxJ/dETbz/bayECwCYcCmDStdK9v+uMXeij04LwHFLQIchLXGOzvqMS/f4Q3riuJuEzdVPXDTMe4Sqbl/6v3Pxea8h06UxD1OMda+80TixdgCz9RkJvRGrKLDS+4EIARx0rWM9XD5jkWASoIXsUAnmuAn2ybjx04elEZOETE5qkGmH5BI9EryKS7pMVe9tlDOwkursCTzJvrbWhGlykAdF8ho5upBgIyph6DIfhqSEpp3bi6j8I49YHrwCqynSIqEvnZHsY2kyIMPeB7hXxGTXHZdgRCoDIkKOBtW0SMJjSKqxN15JXNgzwtkTDmn1RKU62aBs2u4BptZI4Fkkz7Ink1S9cbvUU+zDFv13BVIil0RKgq0KNeZKdsak2BLuSdjPJqCD92gSItknwew0bH502xPVmOSY++3gAHHtScMDwuANUDGQXQCz0QiXGczZ3V3yy+UjzbXfyZhNbI1npc/fX5hr2u17rAFm+v7WF12PdK1LIElPAITN2D7a7fNHsfHWwD7WfNjmnhC2vml0jX3rSY6wk73ia/twgN4WclFh/33+dzm4iw8h/R4EerJFQqv9cpfxPFv1mvur3rjW5QUdZNVtL3QCTa+EYNtTO4Fzs78BDF56Q7iP6n07us9DEEPyViGxJZ434kL4N91IbnbUv+df6n04+r5xlayIz0o8b5fx6ziW9PfApd9X9xWufQBEP+SVxhUvlZtffnjPJmLOKhJ+l3U5q5w9sSgaSe2E2eQ+RfT/SNorN8HlmCK5mJzoIUOK8R7dB8u4v6CdaCO+jeUjIkrSJUDoFs+cENk7mcVS5F7MyToxr/zezEFjqQF+K2ZHsILkSFhpT2jP4b8QFWktgNGoShZBhp5EjPeWBJhwScwVb8Jr0TavIGXv704jQdMe4325X0TIddK8MXrvA2eyYPm9zzO5wyWfnSDhLmXD2umS66KSkifpkj27Td2SeL4GlONmh5y4UHyqWIt9JHnyNcgK3qR9RdQorVeBRrKlEwu2BsIRj6blC2ZYX9cOmFvfo9M5fMZIQMcYb1KLgvt7ZJAutxTSpHFPUtzvMvzZerK1k4W2HhBbNSbhuy2xbLof1m3L5GMlByQdYh9zNYjo3O77TfSYgxWz92Fvu2Tyzt91MnqfCwHv6SEW1Ywrl1i7BunNZYxFSkjRdvmkGm80O3kOiTkuF18wqn69Et9JRYKrllziAsEkErU2+Rq2BRGfx+iA2UqXLezV0L3qrJMabFtnLvdL8qSwtJDbIqpUUtjPNGIUr3JssddvTeDjmrbQq9y9gt8nupWwg50RI7tuJH9xxv3zDvnovz9Hk7KP//GpzV6ufn/1nasyvE+c7PP3Ez+4vtq2jfbNqTsTP+d8XPsHP3ngnzs+93v75G8//1Sf+s1VpGHE5t5/1a2fbH9/uAl+FKV8cKmf7Jaf+dxnbvNnh+SXJ+SnDhG4FWNQ4/3ROJtxfpfQo3DzTWVazrBfKGOlTEbZJajfwrtbTl/9icdv/opqMGuB0w3847fc7Gd+//vvWOXE+/YWZrhtd6Qm6LmhpXAcPFGQvqqInCl/eMd4NObXL1gOL8nzDllGnkRZx4WXS+P1sfI8jCzjgXEt3JwmTlX430vloIW/qAXOE+fvXqD7Qvu/ZKoUzu92JGv8xf0zY55Zyy0qmfVmpg4Lt2+O3L098v7fTry9fc1tyxzeJ2wcYRzZDxP3hz3rU2Z+O5CejwxvH1G9peqB9mrP/G9eoTKzPP2RrCsvZSYpLKe/RFuhnW+hJn68ecucVm7HxJgSsmaoI62tzG1Fb1fyYeXpR+Nv3xsTMwdOcDOxv1nZCdy1xFrhca6u+p4qkhNfj0JpyjQ/Q608piNrMZ6mG/Qw8u2UOWRhzUJbhP18ZlxOnKe3PPGeQ/3XfHN8xcOhso4LlOy6t+uZw1ypZcGGJ0gDaXzBgDDUtiXbPz2/ngGlnF8g7Jn1RNMFe1YvLb/9G5A35PafGdffedXIsPjmqBVyQYdbNDdsyLTTifXd37LTW+70t6Q0I/u/w9JCK2daKUj6yjfk5+8QMuNf/GfSdGA9Ql2O6HnAVkHXgilMds+gA7Um2voILaHrV4z379j/9ntYz5yPj5iOrO2E2Z5SX6DFWO8WUmmk0dnm9uOPNDOWuxdoGkjfPZHrTLn7A0wPrIeETsJiNzS7Z2p/yXj695xv/gvz1/93Tud/zfH477k9N16dF2wo6P7AbEfer38DQybdvyJZYn9USoH9t4VcBm7PX5FW4XH9I9rO5HQPQ0HlTzR7xB25QksPKEdSCgCwrTBXyu4ryvjKK3Okgr2F9R1pXJj2Z9pZST9UbK00OzrxcVCQkXX+hiQDsvPx4OEltt6i43e04UipN+T2O6z+FWv9r6hUcrpD2ntE3qI20eotxW6ZZMTsmVb+iKSXFP3PvsGPb8KZ+mLrhsgdZpDbW9CzV8ckD+qcTeSscyNDG0BD7zFbAKsBCugIdUTMSFrDxYgi43DmNx1d0avEeeqkWz9nMhBvBC02kChRpbEDnhF9xC8YCQwdAxAumJk3j5MW54Fetu/MrYKpJ+C84VZC0jPIQrIAoLgB2UeQ5gCdyOyfzy7tIiYu/5RHD16TA2jSejBTMRO07SJYhYvueQPZudMnHiR5tUn24CCHk6oR0IuX23qw4+OTVMjRzNiZpoYNDgJZjd4NUb5uoZ8J7ugmW5C2ojJ4wG7OnhTpwHv2KhgF6RIuFkBNLgHsR5BrX1BifX0YWN15MFjWYCp7szZaDSDbUPOeAzl3NmxB+/sW9ZLkZs4kxXW4N3ADIdFBAGfmSJf8SQ7AGweMREoEn3FF7IzKzpukWQkWVgfJylbx0CVkvGS5UXQBGVB54Q5zPse7HgJ48UDJJWACWI75YFj05khISQ5YWg1m3oDpztdTD6SyBwYafSacaSk4u1O4sDhDj1uSJ2l7QiTYzBbAiDOgNIKqDkyXYPZ5qb7pAUPJEkFmckAphSCZtxMAAQAASURBVLSVhZyIz1chZV+P2qIRNV7pYuaNyM38Ga6TXkryhuASgROZnmrp8JYHN78MnFj0LZFePRRgi1w9cwelnMEbTPyWMJ18jcqMJ20mHHzzKgr3T/tddcC7+Xol4ZVNzsgD82orksu6pIwnK9ZI5AbrMtjLkryfkoPr0QMmheyLmGtGW8KrJ/z67mp7EO4AkXjTzZ44QekVVF2SwZ9NYg53xnSLZ+wJgGDA9cRn7+GT/LqecLbA42z7fZeD6SCPha00+s8jCN2AOfxZkgPymK9DL7fH96Ec1+xVdYS8Vtges5BbSXgCQGbE1s3ubtVFnZFoBa9ciYQQMQSdMZ0aDK4fbevwUcz1c4e47UgZGxekNM9n54LOiuoc7ytAppAKIntlIG0O3f3QOI/eaZobIkruVRs2YgwkuQng4h8xFkRGt+f5BpMJ0UeEGSsj5AFdF1o1suawG+rgF80rW9KIDAfQGVsfHOAr0Vi9JpCCMiGSKGVwRvBs3mh5BK8kypGE2OE26UxipeUzmmavAqmehMjqSQgVcTvUTr4WxKVSUnaAWmvCbKU07+HkEiHR98GElD0x3c6GrQnZNWRUshlYyPcF8CvqYF1ih+WGDiETEbbc5kdfr+VFrNeozGwH93ui94XLNAbzFkXkgKQdKYX0FzNqj/QKR3BWvKaK5nNUQgRYnWJP24D3nzm0V6JE4k5mfC8OiSVH19hAbAySBoEhwFBbLufomIm4ZXSX7EqG6fo8WwL5ot/ttzu6rYiKI2Ng6+Fg+HUCUFRqgH8Nr44LZnCcqwPr1hOPtlzdl2x/uuymg+Aayexooiqj35tVxFaSLeGhRH8KuXqm8Il8ilySo50R43SPri0eiSX78PfbEfJ/PeFkPYHcJZg2+Cj68aD06lzYc5E26f6BN072o8SrCpKAdbvtgyaR9JdgLstWKRNSWARAS1Q10sHiX+G7ibj/ezV+YisXSuoA3QbZGdNT+FGTfy+vSGskXTFRmgYpoK6xt3jiUQafPwm3vZpiH2vRj0nwsR2eSfnsa7JJ+CwaifA9yYykPgJKxBsbgzsSJHUHsiLTe5CGtfA9kjhxQCdEBU1HkAUVT2xZT8KrV7NKAQaDZu6Cie9bZgXszhMt6smxbKvHC+XgCZvZKzGkHp0os8M5UskBYqvuj3cClOYZS8/AawQnsvXYwF96i7Hvr60FyUa850BUUfrh68x4xitcwMlXnViygs6QovKl+z/aUG3kJmSZvPKNk1d1pfkyhXEA3UQhH9kqgj57eBJCQkrW5Cn8kidEVkxHH/MkXqECfm7zPcVtqCfnhXPYfXyfL+fwabw6OGkk0ILUZdGoPpxaOkYrWxVSLMZeQWsTMCL5BtItYs9gD27PcxDaeqJTLGzVyeeNGY41fOXrOT1HLB2EuJ5vbLPP6aRR5c2WhBCJZuF5AF29ylN8PSLZYytLW9ziZLoYYzNEF7e75klXkR4neryw9RzUArYP/1txwtgB7BmTU6zHHHto8kcu4XutsddolwvbeYypXhXVkWiJvmqWIgm1rk5KSIEdi4+1Jy2v4xe/f4sxx8SlFBEsJON+6fiXqYT4ueOTNvYLkgkfn+NL/dB/2S9ffVU+8fOPzv3zOYfPPLZ8+kc//4O+BXWv4RO5H/no7y/d7H56rQ9/3oGrz3zunzncnzoM5SkfSclYbEa1kV7dkG8LNijr4s2o1zajx4RNzVlrAjU12tsDvtAah5PxdfPN4NlOrNJo7StEM6q3KJnnNGEpM1AZtFGfZ8xWNO2xw8D9Ae4PZ1aD2hpp3JHlG/LhR5I8ko4ZeZqQXQGZyENiV5R8zJzeCrRCPRzQnbE/PqMFhvsZqUZ7L6xa2ImRBuWJhVpWDt98xXD7FS+nwv384OXFK7CMUAZSUaw01pp4lpXpBqabF7R54PSwkES5+aHRkgZ7dWRNtw4utVuwHDKgzkLMYuRmpKbU+j1NG3eD8LLAO2Ye1plimbEUmsH79ppBd+xqZVXloVXWtvB0dgbNOPrOPp8Li620mwrNqMtLbBHGacJKppWJc87kpTBULzFtQ+VJCg82Imvm5gyDndnrO9p0oJJISZGXE5pnTtMbJGUGWcB2VPs6gKBPHzv5EwbMKpFd/oGSnij7e2dH5xG1F7ThlpUDTQ80NbLsyMsOmEAWGAWGW1J+ZpzekRqcl0oeEuPtSyyt1PKEaoanCWoindz5bs8zrSmzgSZh1DeU+iM1uRZxsR1je0lNwjo1MolCZtGBOu/QRRnOBcmNOr5zJsY6Y7Yj8xoatKcBWmGdvdlUsd8gcqDsR6+6tlfIvCPnO2gjaieUFU0D9bCQzsL4DyNiMNhC0Yl1dwdjxW5nzAqlvvag5NgYMA5lImWhPTmoXufBmYD1QNZMU9fVFNtTUkLrDdomTPax9k9YfaadC62OiB4R/hZJE7ncOMCdb6C8wE43pGVmn/8BS7OryeQGh8UD9LODT2duUEtkUYqcsXTDkr5BxVjkLSV/TZb/lZr21PZMGpR8u8PmA/Z8j9Y9tTnjS8sASVCeScCgbyMI/rLDnbgazIU9pOlCgBNnz3uw73qZPfBx7fcM6s3kCIaMyMnvpyT357KDgRbSR86otAsZtntb6TpAugLYNoZYxTjhEhrh+KuD8yZLBJaNCwMJB6/dtY5zKBvQRpSzpkRnqEvye3UswIMZ7xUBLllRojKkIDKSZCDJwbHH0QJY8J48bAzoAAF9MrmetzWQgZQOG2DaAVHEAxjUgXcLTWBDnJUpShKXk9LOIuzBh7qkS5ISoGCAkeruGlXpcji9FL9LvzhQEDIMAWoCqPg76Y0ubSuv9cTHhYn9K45U/T1RI2j0OxHr8kKdkRRBoZRgTPbAWtHWfA+KpE4CvInzGEGoB2zOOrPtLrc7Nq8G0c7EZYLurGOXMYftGtYBreSUCyFKoUP/ftOM3voy5HjOvh4DXOxTv6+zaOQsKLTm450KKZijEiC+A0U9SPLSbZX4SWdxRZC3SS5F9cFFCioCI9WLLFcHeMSBFaLvgkSQsPV24DIvRPAqHutsrw704gFGwueTKRbJLhF14LIHshaVCBQ2Jnr0V/J35MGgg1C+tj1I+aVjCNvRg7po3hqsZtGMy46FTbjW6d4CsQDxO+DUq2A2O+Xn7UHU5U9nHEdJeA+CTb1HQIoKrW0Nms+teBU+iMJmIE28KmGbW1zegca1+70ZbOXncvmc97UA1yyPqqnNrsvl2j2QJC6vEuPRg/su4SHbfcimQR/f2xp2959lPOnQJVn60ZOxIUlG8wQkGgndPhZKCHrHBa+B2kiGYj7P1PWjew+JDSuLyhHvkwFIsACBjfWdwz+LRIVEM9pNcuaLDkP07GO6Jqy59IYkcTsjbo+8/+hKshW1GXjCQt5D0qVRuldM+RoQydgY99gbt9a+ziawEWsBREd1n+tMd0kFn2dJZsjRA8e8aoGUHRygIMEWdzmL4qQDDLgHgxxJXVPva2O7kMmJ6Zmks+IDQENQCqQDIpP3Y0ouv9BW8/2odRu04NUdXqXiUimh/4yiNoBkrNw46FFBdHXgMmWSuFQHjJjt6PrShqJSSeZyjYbS8Kavlmc2mTINHwAJMMerwH0yHbynkp6w5v00PHnRvHWJNFQWLyAqOPAvnpg08ySJFa9WTMltrOWEMaBy535JiT4zP3f09WnEesjbvuDzOcgGwYr3DcZiHNjsW18zF1sT/hA5SA8E61U9cbehivLR+ruc3xm0fQ+q4Xf1uCcQA/PYb7MzvY9NxyHsai8EtkTJZhf3vpdt1+xJ2pDU6/2ZfOdCRLDeE6sDnHTCZDzbJtkRdt86kzqShdph9mtfx31SCZ/zMigl1qBefTYDUWHUK3Q3Ax0gpVWuf+rVbzHGQthVtvNuDZ9jlKzPjY5Sbonlj0FfZ/H7c35BVeFHh0Q1gVXfAzQtTgzQmNPIBZgn+3Mkn9fWetLehyxJT9xPscX42OTW2fApyApHvBJxj6WMbVWNS7yysOHSE0pjMLWjJ4JUKEs3pY4xpHjv0ePG4v2k8BEsJCeREUsuCWeawXpFRPitKuHnFFDXuZeygCra3Ef0ubqivZIvklpJHaxPuHSd92xz2SdvUBxysKIhW+P2QljcH+zNf3FfqedYzCQqrNUB5pDt8Xni1QjSe/mlkQ46+wotfZr4ffQG3tvcjVUQ+7GJ993xn3pDbesV69ZiDuwRMSwNvzzd5BzrB7+/jNs4hS53RbLLkosq9a3dhIzAHnqyVaBLl239PWRBMO/FIxLfSSQZw1+LKoS0xnXCr5Pov0PY/u7LywLy6PfR/b4eixYncSTZsZFCiJimN49BEW78d/II3d82gvQheO+q5vPBvBqxx6nuH61e7SIWicK08WQuxQA1fNG0+Xvxln0uSZ9T1wlkcOnRp4glGmJLFB/4PPfK9AD8O8Gk2/U8xb6Kv1eN2KgnPpKrL1i7w3SIW4pq6CQujZnCf7Gzr0vDfYzobdebyXfZKL/xtMkQ/9LxL5uE2KQNPnNcA9cffKwH1vbTz23nvnzso5P+5HM/X1F5vYl97pzXH5HLLX3B5eUn/7KfDsunTvbxsMnHv/vpmIRbEf+IAfr4PJ/990fj8NmL/9zP+78/8a4+efzcNT9/KMb78oSxcm4LLRnTN963obVGPa+cf5iZH85Mdwt6+4CMCzIZ61Ol/fkWyxUdVl6tyr+vwrMqf8Uziw3U9ntSnai6R0m8zw3Nyl/IwmSV56cTtVba8C1ye8s392+4PTzz59p4t4zI+IIy3lEOR/Lhmfz3ifSPO+SwR2RPGQdudoI2eHr7yuPCbxO5zNw8fYcMK/oNaBPOfx5ozwOv1ZjGyvvbmedxYf+7f82QX/L6zT+we3zDQ64854YkIaWETjt0f2CpwoMk7u6EF99+hT0qx787s6vK3Z/eojmjNzfUNLKUrzF2ZI0kDD8izCTOFJRcK1kbc/0jS/uRr3ev+Hq65W/1zHGZGUnsxsxjfcUb/Q231pjWlYXKs86sdeZ5bkxZ+DbdYDrwVlc0Lcz3Jy95/7tXyDowvZqRUanjnppG7h6U8VnR8kQdT7xLE3+2md2S+fYI43Lk5vxnlsMLznkk54J8vael9zyVP5MaHM6PWHvFqv+GZvvPzq9D+t+plvmxvaSacih/oqT3jLffktKec9lR9cA6vMSGe6ruaTYxrT9Szu+C3eQsMtu/IOczw+ENbTGOdaWMhfzyWyyvLDJiZ8H+vEeW0EpPUB9P6HLkeKu0nBnaP1DWZ2wcaWVgtH/Pfv2aU35iGY6MOpC1cNaJ5fnAuCiH0xHdV+b7H7AlY8eRZF8x8O+gjtT3E9bOrDVDGdjZvyanF8jtA9IW5P1vYGmM+jtSuefIPzLbe1qZ4Ham/ADjmz37vWCHmSXfcj78Bewf4MWfMUbG9ls4nuBPPzCWzN3XE0Li9L6htbAsE2hB9J5sM0t+T0sLY7shpXuW9Y6mh8AmCizPwANru+est4g+kuQfGdNrpvKXpAJp/wLVF8xP/5FcHziUM+Qj86uMlhmm74OYOqNr4ZnXrIx8kxZ26chTfsFcXjDrGezPDOn3FP5n0L/G6t8w3A5MX92g7++wp69oa8Fmr0Cy+8nBV3lPpjHpd6RebfAlh5hriqcEcufOqh1Rc4kHkuJl0QPO2nJmeiJhOqCthCMYv5MKkmnJ9TilRGPc0D92XVfoOt7m4rHOFO4JCXqZKB7wSJQs2xqJAe+dIS2545TOASg6+ySlCczBRgeULwwWD0Cd0Sa9KWkinMpgaIqRpUXlw+igBB1MHYLxeEuSQpEdFEX2zmJtJKw1B5dMvZFn3zuboVYdxJAdpIkUDrfJs/eJIAerL5O01064Ey25B/IzJgMa+qIbUKguR+Ba8Aa8B6qvRRVYXUfVijhTxzyAN5yNmrbg3dmsJoLmziiHDkI6s7gnIX5N1Q2bc+8xY7znaFIo2/Wd+euVDgbDiGW5MBBNaU2d6WbejC1FpU4V11ZNyUvfs7quc8WDkdZ9H50RU6oN8bwvEG7I8oSkY1Qw9IDXwFZnhaWuo28IA4Ki2XyOhmSEgxhGFgd2DA96jAOExIC70R5YuM8foGNrkAeXKZNefdDc4SdjeG+qLoVk0vVho4w7fBxfr+ZMsigdd4AkNHbN5yO9RNqcjQwl+oQ0fz+hm+9+XpRaiwSD2b+X1IMW6cx0DXZwaIJrgPI5QUoZa97bw1n3FWGHS6k5Y84Q1CKYboUkzW2UCC3vLomwz04xZ3m77r76uSVFEk+8f5N279WrMnowT/Rw8cA9GuLZgGi/rsQYdAbhh6CghOSbbAFvgIIhVbUlAKQEIOp9S1wWyk/f5Yc2KQmVflm/UOpNS4nAbopfekC3AU+9Ekw7INDL+sUZZpqdQRp4HilYdRLVHUmBhQ/K7bfqtbiFYK5t70QXxDQAh75WeqIv7ssMZ02v/m6Y/B1o8/WVAnihM6t7j48DGygHbKBb122/Bkl7Aij5vLWQYfB7bM56T9ELJ2ym6weGDnyv3IseMl92GNKe/X0vt1AHdBWvvBpHrJSL2qA8kNIZ44Qyu/3ojbjBg/vqQFRqkwNUQ1TbhU1jXYKt/63bheZJZgduWoAu0ocHYSXJGctu11ObvDIhFUxGRMR7TJEQ7j2ob73SyolUKbld0fboAP2Ns5fTaSVVB9hdo9qlGHpiGDKJ7MmeXLGzoseQx9KYaxJ7ihQM30Ota0gDzjzNWHkJqZDO76EtyOC2N6UZSTONrzC7x0G4hsojVR7IOiBtQJlROQEVySFn1AK0TxMi4nZXnKluktD0AmxE7ez7d5lJKCm5fGUNwL7lTEveM8j1vkffDyShQwtzG9WHJUc/i5cgC1JOlzXyuWMDmvtcjyogOhDdAdq4hjoKpTQs5FFEHIhOaMwR3yv9u0Lvh0P0t7kwrC/X3cgi1uds7M0ChD45jNua8yXZQfwJ0j5ArMdYX73BdrmAWAIScpKbj+AdFjF5BJbwNxsiNyC7sANX5Ahx1rdt7O8uydZ12vv99mREwqnoyUEww5NJm5/ia9LvrVfIBaBoDhLTfZie4KX4PGDF5HmzU70Ph+890WC3V5LJFeBLTxRH8sFgAzSlM4X7+XoCoq+nbabEZ9VJAvGmfyUU4gSgqFzWCjKtASRO4d+Hjx/SpaQF8hLSvl59IyHllGTFGLB0C6JIfnLfd3WfTLdqg0eQJQgIGRVnQyedw0cZ8Z5KbP0Y0IJTHgqWZqSssc0F23/zk5wAYHrnPmfxPdT994TIwfcH24cUnvi862D4KkhtTgiTye3JcMbWgq0OSrtvWtEUPcY4+I6oJ7cTIT3bSvH58wHxoUA+Ql5Ru8EYKPbk1T1aMdWg7SSKGBmXeFVN0Hs+hPygSfUKCmneAy0VSN+ADOGfihMUTcL/a+6fbf0X6ja73K4nvFV3r6pwUoHlkYuMU0Fy6P93LtjPHk8xM2dPkOd7v88VX39Zw18NFy1Vt2saNsdeg9x44krP/r7EYxmvFFVEZsx6wsr9NJFMYheRnu87kmf318z9dmPnNsT1d8NvMq8GSE94InTnc1JnXwPF+yu4f72i5pVsIgefrNFXTbjDky7+fqRJPJ9XfYic3WfSjOg+pMuI6LDhiZDZ/YEcMo1RbCWbZG1IF23yur5GPbkP2OJ+V3NfdCuCSwvIs+8nFv2zNCo0qrp9TROSDCkG1KjoTEiKCorqSS9rUVVmJ4QZS+9AGtoO7mcbLkMmQImm4FKQNvt8iqpWpJDS5L2qa09sSvi33uNI7MuqWP/lkhCfdBQ/As5/Jj+xffz6g9dfvzJcn/jCrz9+CQ//ghzFZ++iJy+2za4Pj330CBcQ/+O8yy8N1WfvRbqhvs7afOps/4yx++w5f+mQz/z3L33NkLRCqpT8FcKONPqGNSyehTMxsowMZUeZJpj2sMsUM0qdybow6TOlCM83M6ep0XQEFfL5iWQr9o1L3+SnN4g1Ti9vWEum7m7QqugMLCvHVVwDcMgc9okzC7M+0irU9Q6TPWXvzJunevTKv5TJSRmHBU3GCU90LHc35KEypidMV9Zpxpqw1oMzncsNRQ9ghuYjOg/Ycg83DZmikWozpCbK0pgsccjevPOpDTSFgR1C4zmdIAtljDZpxwZ6RtLfA4aNCzoomgVlh6UTJkp5cQtqrG3P+9VlWO4lUQYh58S0NO7P75gGRVJzQ7hTUkuM59cUJpCjO8TVGxMelkJSYc4zTVcenyZ0LdwfbpjKCHamjiuJgYRxKwtNlMTAj2ZoHVC9R/OBPBcomSqCpB238o1XGcwvUA48TBXk9NnpVa3SUGQ4utRt/ZaiL1FeonlEhkLOyfuJ1BVrBYvKmaY3qP2I2Q/oeaHlFVlWmA+w7qEOtHXkeN45Q2OIzPPgRarVhnAOjqCVcloj4z5g0w02jFgaODKzyBuaVPbSKFUoOrJY5Vz3VIVmDVl3pMd7B/nSj4hUcv1bx1/sNcotDC+RXMjzgVQF1jOoN0SkjLQ92FhZ6o65QbEjqf0d7AbSq/8YFZWCyozo91AXOCkpjZC/Bp7Q/IhJ5rzcggiLPmGi6M17t0zn99AqtWSa3CD2itz26Lj3oPz0EpmFVrzpdCuuFZ9SIS0DqSnkR2cRanGWtHyHpTM6ZDTtmdcbWlup2oDqzVWLMnByJ7I8RPD6klz3VBtokhhtYLSEyT1Wfkuioa05IzAH0GSJlBtFvcnjrCec4XkJ/L7cvkVwGj0LLBoyuySQBzTWHVHEA2rpMgIhi8BVw8Rw5VybNNiAeXKAaYlArusJgweDokHy0605swWr1aJ5ocSZvUdC3sCNjc0rl+bWCEiJgC5YPhJaohLBjORgqsczpAiwRDyIIk2QomEYxfsQ5MnnQJHLtVJGNALgaFgr7cKs3aiiGzHQ6M1TO8PFPxJNhc2dKZMWAUEPFr05rNmIWaZrlUtnW+uFaWdyCcRtY5FzcUC3BrUWQUiBDagIzXxJDhp3FpLg7EiBaw3qX7cX+1zxoeksWotrX/sqDiBK9yXCAZXQmM6bnMFFZGdzjsWdexPp/M/NfxProEYGsSAcRlUGJ7d9JsEKdcCGXrIg6pI4Ek3WtDdQ90bw0udp1z4O5lsHUlxWqs/iPi/FcdUE1NCtl0RX4PLij4SKJx96p2OXH+tryeeLgzcxXlvFSvwVWvxeCt57bVye05tZDrG2qwM5KvGdzvgKny7Ona2xafwLHrxEtcqms0vnnToIr802N9STOCGRJjHHNyklH7mUfH5bCqmhD2ScPnM4jYqeNNl0g5X4eV9PV2tze752OccWNcu2hi6OckRocrmmVxZc5OZiMsQr6b539Fi4rojp50Iu926+Z7hMQL+XqHzqz78lbbt97KzF+HlntClX86JPCvN5KVEl0pPuFknl5FVUtjGH+4NGUm4bM411Gefd9KB7Y/F2FVaV/sD0+MQ6W5PL/LVt/GOsUmf89vGRyzliPm8gokkkcWKs4h30fcDByJAeIN6LbNCKX7ODqyQkXfrAfMmx7b0SjPK0IhLVlq1CTtjkEnle0RVrWpzN78JkionL62GCJot5ewBpWHlye1fGLWHllR2e+Hb9cAIokm66HERgH0m35skC3wLJwWAUDWmbUcAyFgkuSZ7ASp2hrcG2NCcXJHUZxm1tpgXSTNKE2N7vM3mvAG/I3BxksGgGL8UZs4xeRWgN0eSvLic25qnIVjEjuK+KJqgDJncwHAKkOsZ08XnhNr0h+UgSyGnCUsLaGjn8MMJbk9jYUWpnv3oyWLLL4KSsF+1vKW7bEWcoazQbtRI23pPRLsMX8ngGThySqHhTrO34xSTEZvs8Zjfr6+BaWieq77rEU8wBN1uXJEZnM/d9oVeeytYA+QJ+++dCmm3rP3SZ9X7KFMB72EyMLv10bSd9bDwBvSFdElfbJIIu+7ZI9y+FrQH4JuuZN3+PrhEu3R46I99iP76uHOjJ52sSxVbltVXH6Ye33e+rO6gXw0m3RbIx6HtGOV+doG1JXOHqOYXtc2bBSO+2Msa5n9dfdyd/WPw+9vbuD8Y+YNtcuOxlst1vALC/GkYJ/7D7smaR8+iJ7hr+UfgBFrrvaULK3oHVkAr0BL9XJvnoTrHfhE8S42hpiHVvPmdS758kbvtj7bqEUxBxjPhuyFZtW0Efc5/TyYbYmmP/wH3nbZyj0sbtpyeuDEF0CLnOFSs1EsgxHtXfo2vv54vfxBifiSoseY79Lioo+hCn3qw4kmA2YK0gJXAozWD7eMYzWHVZ5uTvG2nk7OOrLeZmjrkoe5CKyjlmhsvH9oq/LlXWq5IvycYcJKeQ9UnZZXvJENJJQmOTw90kyxqmi9vB9iVVhdFrqFcdWN/fg0RgOXxEnzFocayCfurBx2KrOOhVTP1erzMhFvbZk3fG05WvAJ14cakUiblMovf3IXeXsK9njbGLebaZSZ9b2xikvh79O5bO27W9mqKPVff1ABmiKXT1ZGBiI5IRckbdThoZsTFi62i+brj/E2PsyWj1mC6q4nqlICE7a5F43XoDhs1wW52w0v2d5eoxDa8ciT21yzeb+XzlEp+5dFbHHoLIGL3AbPv/buuufHKJOA4LssxlXvX+eL2P0C8d//wkxE+M6HWQ8HNfuvr9tV7fp073TzquFsovfuanP/50BudqoOWjn3/y4/FDu6QFPryt7aeX08fPJT706/aoixPkG8T1z64/c3Wz2/3YRz/41Dk//tnHRx8H++hj/+SXuF0vlRPkxlj+DS19i4z/X0g/MFmiqDBlo6UDMr1Cbl9ik2I7Q8dn1umZ6fTM/fu3lKHxdvctc260dsDWleHxDbIb0f/DDquV6X/779TTysP9/4ROd0zjS3Ir6J8W7OnIj6+EVCfup5H7sdCOJ47n96yrsaRvIcHuhfA8Vd6u79iXiddyz1gWDvsTZyrvOWJlQL/9lrFUbudHks4sN4+0ZJwef0s67xH7iqEMsH9PLW9px3vq6SXcK/lW0WNF10ZZzgz1yGEA2yVOkvih7hnrwK3tUVl4U35kGJXXByGtsL5dsFqx/V+jZWa+uaOWiTb8BSp7NHmzvfHFa8b9Pac/Vh5/aEx55JsM9WDUA9wcTxye/hj4msAhk34zgR7YnX9LWRR5egtrxs73ZIRXOlGo/FAeOQn88OYvmfWWu/tXHHYj9eYNy74xLROlDnwNvE4j72XHH80Y6p6pfkNhZBpGZEjMmpByy1f8B1odOJ1esxTjzy9OaP58EmLWGn1NFzKZ4f2/J9c9cx29KuEwUnJG50f0eEZrctJs/i2SvqXZX2H2hlZPLKcfQY2xvoT2ApYdlT3Pjy8p48Lt7epagLtnbIAqEyJGSe9JemZ4r5QG6XYPh1s071ApvE9PLPKGV3bgjr0HXe3AkyaeW8IzB3t25z0vji9Jw5+Rm/8XWb6jLGdMX2H2fwbZITsHrfJTI+tCm58wfcLuv4bdgXbfqPsz5+MNx/klef7vpOXv4OZ/JX31v9BO/0A9/gH0mdR+hPOArTvSuKfc/Q6Vt6zlB5oVHs5fQ4CTlmfa63/AckV+PGKLUYd/haZ79Ok/kdfXcPsWDkfk9DX2dE89fEPbvcPGH7HdD0gzhpORU0PK95jsMH2J8ojJI5Zh3RWa3fB0+g3NGpoESSemyUhZ2dt7Z2KO/8gsJ2T+zwzrLUvas2S4qxN7zdjwDVZe0eQd6/I9zQQbj6ADmo2Blds6sJoy50eMjK2HC/P/C22bB9iGM09TJCAE9Bm00sRZFBkHGSxlLLtuqEs+TME6CPYqlYQzDVudPSiYnAFh8xOizSsERGjme0xKwflXRdRCHUE2NrbXXkRJreSoStiBQmoHZ/0Wd1iSrR5rjx6cyVoQjcQIAuMIOWMlQRKyjl41kQfv85Cc2evsuhugYrKS8kDKI6k08rQ44KLejEt0whtOP11YNyrObDfb/DcGc/9yKa7zmhdIixNudPCpGuCcpgU0kTRjViJIy95rVYFo8HlRdQlHOHcA1ME16wkQC5a2DlDLFshKusHlMmZgwXBWjaSElAlrikazXEkndyw39pP9+t11Y+g66KgWoFJ3WkU8iZIK3hx9Rtt5c8mFkSRjFIl7oKohrSP12Vne2UH7yuihxiZv4PrVvcw5sZCshXN88t4cJAcC0xoJheKObvFeH2orLn3luuea7hGrJP3B45J850CeOHCgMe4pkkxbk1TpTXCty7SiDSQlUpFOOUNxpnLXkhXzhNml8eQFXFYC7E5XwBOG9mbbunhQnaICRLz3gGpCbY+lFc2zSwClDshGKX8kDl3+3yihk6udhRhAhCfD2IKQFA0FTaOhYYCqwkiyyTWf8+rzQS+h1ybnRkYDJE3akM/6f31GevAqnaUf8mu0CDdSjI8GG1YssLlYL+bSEgSI1SsCCPafIAH4SEi/CVvzVnPJOKQ3sRz9O126qst1XBbD9n0HyENmjiXmZNyDBPAgtgEbln29i9YNuHGAqvfKiYBN+3h0cM828NL75CjS5UqigkZyC+yxA6b9nnulCFf/hktCM3SHu7QBawSg2X8W4EYfP0yxaK57AfQ8RhDtklYxtl2SREKXXDoYHbJZrTlwIwVLXS++xXvy8ZVgJF96p/QH8XcgwZbemmj3BsxfdDjr3xswDs76TwFe6+KLexiwKWPr4kzZWqDGvjOUbT1SVnTngb21uB+9w2RFd8++xMe974XRv0XqI6KrV1WIoHkCKd7uQcGTfjvMFkxnLCXaYBQThp6UbhWKIHvxRMP5zkGC6S0i2lt6InXAMFITZ2225D1VWLGkDrDlB5J+hbR714gehXaGdhIQRcYzJoZKxZniX3nysjlAnWvsB0OXZBhjPBaseZ+mlJprptsOm3ZIGbD2PbR3/h4kOUhnCZGFVM5IPiD5BWZn2nIOm+CyWSn7+lAzTIV2Pvi6HZ6RZKTR53PqkkbR60Wq+FjoGdETqiOqo8OiFntywe1sGuKevAogie9Rrd3+8lwLgEaiD0+3K14RV90XkRSgUMNZ/V4x6Um+SBwlcRtCDsAKLHCCnhTUDT/oVICuFZ/40IZVeqWCQym92u4MttD127eKAGugx1gxYQekA8PXMo9y2QwIiUCe4nO94ix6IQn0BsMOrIZEGeWy5pmvcAa72I0uSyUprhx+kc1hirwa1jSIDvR7Cru9JXrc95V4F0bBbNyqCt0+9H1iuUAkQYTB5JK810i6g9tLutRYEETsklTw3lO9Gs3Bw4vNTvHOJOzoBVg2+3UJVr/v2NeyJ9dTJxWYglVSnn0NqfdGIHkDY9INKb32uKc3220BNIrGGN76FBff43NURlneszXJZSHlWyQNWN1F9VwL4txElhEN+0eqWFmcHLFy8RvEPAa0TFZP/qh1P9L3tl7865VhQm5eYdPU5eGkHpC6R6f33lfGQHrPmOgr4Y1xiXeWMRvBVqQ9gCxoegeMmHwLTCRmrzYoZ0xWpPoebm2PWiGNj6Tx5AlXnXwmyBOyqlfNlYzlgqRKzjOtCnV125mzVzhZ6Op3Bn3iGOvZq8xSMGJEegUEvsfY6L0B8glh8cr1IUEbsHqLMAcf4QTtMXJ4ThRy/yQz1D2/xEwXbmMtxh5vUR1sZYt3ALyRMx532QSE5KetYGdPlGzVqhrP2JnxUf0Qqz2F36fygFcV3/ua6tVZhK+82Qy3Yylp9Ggz0JVeIS7WSOHn+jI175tmsElndpthnjCx/BhEnATsIHn1nAd7hktug5ReeXTpASd69uEasvvtNSqm7aX7VvLkY6BOzjC8olTwhC4h0yl267+PuMXy7HFvEyckmVfqeHIq5FzTgPc7OXnFbvX9RWyMOC4WkvXKrU5k7DZ7H0Qv77shIRdr7GKuevLCNrvllTee7zP3I1L4eP3dWsi75S+Tm/sXlGPq4LZ99O+PP8PVz+XDX/Wo7Se490dg/S8eHwcZ/8Sv/uRn3Yh+dH751FevQrXYnDx4ujrnByC9feLnH10/GJof3MpHH//lUfroAb84UfCF4//J/NPnEhxfeFiCo1cD2ACWF9KdIaMrqJoIVnbIVNAitHSEVVz2zCZGfsOQH0i7FSkH6m5iXSunN4WS4f7rPeTM6cfq2vrDHVkatYzO4tCzgxs73yAHCnke3AGXE/V8ZnlYWG8SNQs1G/VGaWOhpEzSij6f0VbhPgLm7MG1LG9hNuzNDluLByA3Sq6ZvEJpq5f0ZkUVjs+wPBjtrqE3lbU06q0y1UKut268rCKtUtYTyYQ2jKia+3u5hdRLQe7usFaYp0yTxLKc0bky3T8gZWEcjuS8QhPsOJCaMYghA7RRqHlgsQFlRGXE9VkbtSVOx4HUBsajuaNUPeO93yWSJOq4o1rlWR8418qhHdkZtNvE825gyD+QeaTzE7TsaeNXDOPK3ehMBgD2BT3ckKjkeiLpSsI3zXH0xmJ3c3L7/7kjDPMgIzD4eMnoWWpTWtujbUJkRkoj2zsyZzQtLGmh2TvfPNNITi+AhTUdEVko+T1pnGGn5LwytgdEV7KcaSkxp3svqWz3YDsknSEpdcjoIIjuKLqntIaiWE7U5EEynJF1ZQpNX8uJUgRNArmQ8i0qyUFsqTRVVJQhNjHyI5Zm/7kNpHyHpFsnSM2QK4yqJK0OLMuCpiiVbLIxqEUTUs3B7WFGW3WFCmuk9j4C0AmTzLIefV+XEYpgY/aqyPwW6kxuSlrdubNxZU2N1XYUMmNWRoNJnIedDbzM9nt3hPRFBHUeFGR5AFrIlYykWUhiVE4+lpIhD+TygGRlXO/J9cBofhbVE9qeyMuZpAnTQssjSRYy39FYWJKiCEOL3gXj86+0bUKXj3ENagsHMOHNce2Kie/Bhxv9ztSPZsvSgyN36MRWLNaBg/TOkpEukREmuePn2xbTg8JNi/RSpdfZaJ31blZ9O1IiiFUPaKhBVHPIhNS5MFFKm3a4Vmm/FwelL3+CEZQVSc7icd1a8ZJTsrM7wZ1dnFFjqD+QJlyKQCMwjZvs5fS0CHZCW5aQjOpawr05b5e16MCfhRzHZje6fngwlAJAsU2OqzMAu1Zzf2/hRPaxFYXkDSA3wJMu8xCsrNCtd1C6s4cI1tiv8Y3Ygn7bAFahM7jFEtqbFxNSOYgzf9zz9HcoOADTExric9l69YRF/wVzpmTn1fi7amy1CBLvOnr2dB3rTZY2GK4eZAY42udRACfS5aNk6Ph2PNOIiDfYjrzANp9lY6o7IAcGOZMGQ3KJa3jAnySYsv21A5I6A70/V2eg9sAr7l9chskZ9TE/twoa4nvOiLfk801CS9W1wTXWf4yd9XsPmTDAQX7ofSnYNIJjbm3VBdZfgc8bMVSc9a3WWZoOYKXwcT1BJPHzPid+Yb6FDIWbLbm6n6sEQjBTe8+IjfFmUYIiPXBNmy0C2cZsM0r939v76GMQn9lq2tnu4VLJEAHZxqr1DIy/zQD1hMv1e2PYbQw6Yy2Asd6sN/SGt/XeNXVTfH5bv30OS/ws7gFgkxXhysnvwbNtjLeNZ5iCRbqxpWHTHN+qR1q8lz7WLo/QZWA25mGXd4lY4zJ6sVNcv34hwNOYWPE8/uyxHjbJEt+zei+gztTs9m1LuGzPKQEC/IrDms+BK1aiJyo7EBtA3ia5wXZvUmLedm3z6jrgl0fztWhdS3rTdvc5JnmMxG3sx1rwtR/MbOmyMOq9FFImyRB7Fz5WIUnhiTlFiidrUoBzMvi1Ug4wTjrvvbikaqqQlJQGLO2jQsLXtPfHmEnTMfZo/7npQAcWnNV5jHcFrv8dUjVKPOccc8blEf3mK9gJs9mr4Xqz+ZB8tFRcuqQ2b54qz5jVzUZIMDxNYw6FNE8iEnZNonVA2j7vy7tExUmYDSs46I8nBno1Qgp7KoppVCOHPZE0+97X9vySaTPRWI7d+uqV3Y+kq8U+LTEGnUkaeyRbZdVVA2nMq0rsCjfo2ujdxvU9KKrxkHa5D3OA25enM1s7YN+bJfueeV3pEFUh0u0qPl+vNNUvzGTpG5/bnI2l3O1rt18hwdPncPe9tj+X/UOk+PvRC4qxfV6sG+L4T9+DPsA7tuo2ifN29rKz8bcKhG7b++82M2ZXtjH+hCSb72FXNqOTAbY91u3gRgHZ/urvlsv3+jh9kDgKRvuvPKR5jJCiqbxIn0caiYDeqDqqiW1H0oL3XPCx7UmGje0d71hDs77bfdPYn/rfPfGkUbn7gYQW9ASbiCfZjKie2vTouv9HnCPj8jqGpZDJCT8wbZ/0uWQSPau6vU0KeYlP7unkK5+bff/zvVmiojFJAhZoJ/erdI/3nIi93XqVT/ivXYM/DbhrL1hzv9b63tb9xxRrL/Z3bTt//uJj2320rTpB/CktKtos+s+5vdVYu+Ev0m0fsYZ7dU/DJSCfMVmx7H2NnJjVn8FtupueDxnrnzy27Tb82db34XhfNCTFHtj7m/VVkIJ4ET3FklU2Cc0wKdbnm3git0cvPicipmPyZ2zum7j10YtPsEk9mo+XJRDfNz0p7IQRSRlyAOjdB479ahuL3it06yGzhh8de3zqSd9eNW0u/2t45aGkuN/uJGTIvRrCCXxbJVj26lZvoJ0cD6QD9WmzS86I68B+Bh2iCqbP0z5fYj5tPVkEk570jOMSSIWJ6/tg2EWLKgy88rf3S/F4OX4m8b3otWfSrV7/3tpvfJs7YJiGr/cLxz8vCXGpR+xP/NHv7TO/+oWFcP2d7aPX24989KF+pM9Xf2xf7zvb5y8mH3/v+p8f3I98eKqPP7v9wM9t13se4eh+6jGug46Px/R60+ub+fWn+jN+rO/0k+NTY/nxjcTv7eOfX537U+NtsGXa+uc+vMFfd7QEP3yFLRkdKloeKKmSc2JBqEkYdy8YuGOZ3nJOb+BhQN4PlP1X3Nz9J0r5juFeYbhnPdxz/mHh3f84cvt64Kv/5QZb4Q//20o9wf+PuT97liRL0juxn+o5ZuZ+l9gyszJrQTe6G0MAM8CMcERmXijCF/KV/y2F73zhUIRCIQEOtsF0N7qrqmvJzNju4u5mdlT5oHrM/UZGZkY2GhRa1c2I8OtubnbsHD26fN+nN89+AZMyTzchX3T6htKO6Ms9KiNXy0vGuyvW8RuW+p7DmwP3f5ipX+yYxh2nYeH4aqbIjr1UymosX8/ooPgvK94Evx9xjsi7v0aPBfu3fwY+wn/7DLleGcvKcDLsmwfWYzjiSxXuvzHWrxv73ZHp6sTDC+fxpXH7/hn17Qsad1j7Bl0X9qcH3GC+/ke4CbIYLjPz+i1FJoavvsJl4E6vmVewv3qLHle+vFrY70fsSvAqLO9vsMOO4WiUYix7Yb6BY7vluLxitcbiC6Oc2HHP8QRv/qhMC/zsfolmTdNIGQqvnhW8Vh53V5x84Wt+zzIf+Efj1+xl4M2Xb7m/Lnz5/m/ZH9+g7BAZWad/wen2L7g6/IbPDr/mYVTeTwrjyHL1GcPhHbu336KcKMcjjMrwIrTYn93VM4rvI4eKIVKYuAGduN9fs7aR8fCa0haW9QVtvmIsK3UvTOXfU9f/hTv9JY/68zMVXK8Z9Qtae80jd4z1gZvdb2Ac2F1fUWzl6vEd2kKKa9Udx/JLml/B/RVihu6/wYYjp/2Mj871w3Om+SWsSrGK7xcOuxXGA757B4/Cszk2Ry+Cj9CuHfOJ2n4BrCws+Lowt0jo3rKiMrOOf8MqR+bhCuOaOn6Flpf48R1+PDA2Z/QV1hPYAeSOtbxG/EBZIkmquiCLUB4NHWaKvacND3ALYjPD+1+jPlHrn2ECD4/vaNJYdY/Vil+NIXfw8JeUeWGaf0VtL2nlD7SbIwf/koN9wTN5zU1dGYGd10SoDLTyBtO/BHuFt1fgE9Hk8cRY/hbzhp/2UcxZIjg91ANLWfGyBx3Z7X9LrQdu3vxzhvlXjNqoYjT7FrffMh53TOs1Pl3x9vol6r9Byn9gLYWH6Yay7Ni/vUHqCXn2d+FsfPIhYKH37O0ObEGTSrnJqUgkO71IFCGMjX7tRJ8GzaDQvQQaxUJqQNjhKDLPOUd7IBZJGN2SdUQwYGto1npD1FB1LpnOcRj4Eu6jScarHo64Gk0XAnOczlzNAL3sQQbUryNIzKbrKtHyTWqghnptQsYZGVeEG5SrvLYZkQnWmyhQ1HcxStmIa6Opck0EetmAKzXhY2xXFn2HcSLQuhao3zYgfkJYQ69ch0AW2T3YhKwXm504WrpjG/0DpCw4K7YG0rh4Ip8yUS0e1G0vURSVdAadOZBXjMAU95OFQ/dDFAJ8Bam4XSMo6iGh0/QDP+JHjyiSxNza415TwqqhViiurBw3ZNrWZ4EuVRFJY4Vsmj1gEoU4JIsVSASwGVRGz5RKFGIiAVRcUi4+UYgt6OZNs29E+j8acSRb8UcicYc41JTM8SMgFL0KVzi1+N1vcBFKOUDq/guNogUVxVrBrfeSMBgVxkCjhwzKnEyACPDdBU85KZco1OniOabnhMyW3MdRuUlv6RF8jiKbFNTi3pooDcVEMSmRijfDPP5Noro6FhZALPBjKzGmhUcEp2TA1LRmAiBp+RLzMnX0MmBukYwoa6YmutxGTzhFalR8xSk0GWL0/Hwd33dIOUbM0zIZRaDPgglAooklKPB6QnxHSP+ElrTLkc5CECruLdB4KiHXkjZrC4SECA57UttjnpDFLekSJOIZZEu6tUKXnQr7tXBuEJ+JNnfEu8RRJgl74Eqn/WeBRKeY/53Jls3bY2oIHQGJjfGjGdQmWjaKyLk2fZ/B8KW8lMa5HUjJBfclzpmoM2m7TD60ONcWcEbvC1qN8fcMbMsSxV4poCEfIOua6y2l1djFJWScHdcnWwgUydFzonErovXkekp8oS38FM01bw1aynVoIBydPcGG2OcYzp8eMrhHch9D6hFBkfUWsR1rXWnFIgG1nsDWLdftDZgaTJFQdpfoK3RMbeOU6tBeEPZAaLpfSCBQYLgFLdT1gNiKtx1uQyAaywIygd4EMrjNCCNVrwIg0PsXyE3aqkfQhbo70WWaUJB9JPhi//eYX+7oboz9Q0+ZiLoG36PsUBlYGbE2oMMDsgvQhtseXwfsuKOzkAIh/jYKB+UGF0cJYIXaGkzMesiC6mc4U+bJT5gd8XVB+7zva7MOeN1hp5W2Blre9H2gx7NYrRJJTbNo7inFclmHZMyyRHJfNeWVakVEQwK/gM9rJK3YEf2eHgPtXwUfAoTiPkZPqPUxCjA6Iboy1PtY0+uULKgfODR18mkX6bMzyneT0iCawsaabvRmrr3IHgCNLoWTdoElEknZn4eUF6Rkwsl6orajeZcAomSC0C+aIW/ABJe8tonoA3PK1IATYJ0p99XcYzoTSztTIIsUW7w/5L9jrxF64TWL+2ThTSzQxxaJ6M5uCO2tJYpXskub0qV/TvHd2e/KtyJyJgBliLXnOfbWgR3d9kRj3rOX1hNrjegrUTKRdk6In/sbRX8ySbmsDXiSPXUCzFOTDdD9onj+cYYu9yWEFEq/hvSv0z6FfxBGQ7JJ8Scf7rCcEGyTLoUAd0U/hzmlcBTkBtcJ9Vt0vkqfb8bKSithG1WDAeQqMUYWrKSicc/GkHUjyzlxE/67hZSy934OXSrIgl0cPp1EjCY1bVWuZ0lg1Lon9PN3uBhWw2copx00pSY7yf2A02jDGEX+pmHj64LrnHPoGvwtIfkcTIJYmlmUkUP4MgLOCeMt4iPFfw464MOKywzr+4h77CrXwRFkptYAvqwmtFMknF08C7xDfM8Q7EtnwW3EbB9rfnTwGWv3nHsVgDPhXjALZrDbLtgoU6zpWAMNK+E/SJN0vSM2DEbAHL6RJKNNcz9YByJpPoWP6vmdZX1aB/vY0RIupbF/BxskAJYiHkzssuDrlMXrlPJRR7KxtwHqJ8QOiAyIToHSX3ItVAVteJl5IpFnrzbfIbyM6KdWypqPtLMj2RTppDjCHuQmGB82g1+DvwCdod4h3tk/FSFZPfIQ69yvY41aMKgo2YQ957WUHWhF2xQF7gpMDk0jX1MGtF5Ba/i6po9aYqnbAcyI/nLRjwYM7D7Go0V+ymsoC0Rhw0AXJGWRxEawW7A9Xl6DvsXtJpQvJHy8kJlL2VaNonzi4i5qzpZh6AgEUxV1fA2fs8hjMBo2e9dy3a/hR/ptjJW0LJJY7M3MOAc62CMGLnPdLFns+eHj71+EuEww/70++/f/+Pn4MDHO5hZ8/1u/bxXKd/77Q+/rf/2+AsTTFy7/HgFy/NFxTP09/vQj/p1X/39wfOQbv/PS913RhwUp+eDlv+edqOK3z/E2hEGUIwNG7XS3ORo1NXVW2bN4YRxmpuuZWoyhwYhyw8gqcJjvQRZ2z1eGK6c9aPR82N0FItE/Q9aB3bIwEM1OF5lgvUIYKbPj7YDziLdH6mLsmwTCXJdA5XtDLWhSYkIVUB/xwwimlDUSFa0VFheW6YEiC+Me2ClNTxgLvjekOr7fB/X4ZcyZ0zNnHY0ixoulUR2sRAMwXQUvkZi0QZE6I8uKnCrKQPPQfq1L2MxxmBC3oCP6ArOxHmeKDmit2KnCMkJbsKTc40L1wiQSSFNZUZ2R8ZHRhZdWGKns2UecbUsY6uUYyYklNGyvKVit7Gpl1IFBKmYFlWukGM0GVq+0Y8FbY33fmB+MlQK7CsXR+oiUOUJgUdow4eMIO4UG9X35wSIE8xeRdNHU2W+hzSzFUY3mUtIK2Dvc7zE/YR6oYXXFdcZ0jlyDX6G6o05fUMoJSjZ6WgRrA/PyDGmGzCtGodh9biS3OAOtTFgBlSkvbqXJO6ofKG2mrBVdJmZVTnrE2ogzoWIMJdBr5oJSGXRHyFvsMN3BeEBYIpCSGfNIxPruFnSHykrhgLcD2BEflmgyVCaYv8LkKpoC+gqErAiuiDZkeo+XkVVuMFISpEHQXQeaz8H48M8QmRl4Ew5mu6F5YSiNMs4webA9HNZmuLyn6IrWt2hdcReWVZOGv6PpDU0+x2SPl0fwljrPRvUd7kYjkkJiJ9waZRgDnSoxPsJ74IBPdzT+yNL2eHtFUzBZMVFW37O0Rr37GtV7SikU31HrZ4iP2HAdsejiQQn+5KMnsfIQzkjhRIkHunVIqmswGjITikg9sxuA3l/ijLjuSI5+/o5WSO+ka62j52QRcb7efOtJIKUkUiep6kIm3lKawMJD7AljEu0k2cNC5IwC7rtiL3SIFqREH4SQIpLs+zgkmyYlPTojQiUKEplAkY68cyJp3BEzaATghJ0SD6qwaCXocut223TZHHeiseSA2y4d2D7GsSF612MPbzYC6ZQ4kk0bXcGXWCuS46+ejhyJ/OyI3dT0TW3XSCgkyr3Ec+iFKU9gQG9G/JOODVY1I9qZJOB5T95lUXpz3O2Zde8oC2SSj9c7L6OfiWTdeCY3YGMDbAhyMkHS0xu6jYM6BPMgUfLS0ZpCl4uKhZIJipzTHRW8oa/Uco7G5+JlP58ibgYpejHXYUNH0RFHnUkgiCnunrK4XVbKt6TGluSmZlKms4k6nfyMxD8X9mKsFIu9cpN6ING+cT9qMQ5O12PN4sk29n2G9PXakaHdy+wJs5zfEAGZX7rz8dnwg7Y0chTxwjj9wMTqF5LX1NFmndp/eaV9nVhHY5JriIvp3JN5ZE8KtrW2RdOdoSOdbSTxLLqNNIv3ar9fLgoPwhmhy3ae7Vn2Mes20PoodkRhsgZyuKXTwjz68HQHXhKFv9k9CXu+2ZzcAyTX34b8zaTVGfHbs+b9WV78eMqzZRNY6RIn220IG3Kx28QSr0tfk9aejn1HYedeEwjHi2BgS8R1VORmRZKRci5a0hGx1htYt+15nyXHSq7Vfg128R2fcGzDIRF0E3rLLgpWiUR0Ms5Ego3sIS9AWekMtj5Vpe3jHzqD6BZQ9/UolpNJ+9fH+jdPpHCXdCiS75nBo/ElZQjGVcmCZItnh9awpz4FuECDhaA6hEychDyVySnGJntmSBYH1YMJCiPRh6GgJYrGuiF2o2hqqYWuST5yC2ZgR7l7jTnsXlPqI+2iXTKa9On8xNgWRO991EqCXyWTWxXaSJdSDDvb99Q+3/In/RrZGtdHgt36ftJSZsLX2LtkjOSprIR2ejyvKCCnzEUWBYUxCrprjiHz2Y/63jmW63qbkp2JCrG2+oV33+syBv5wHnv6DxcTeGNp5WSWi891dkDw/9PeZVF28/WgI8D7nhqbdEctl4ucg57duw1N29f9xTg4uTeTz+u8D2+SknK2K5J7j+Q6c7qEn+CuBEtBz9chnXll295xHqmLjbrbpA7qSPvW+wz4ZnPS3nTWQndUuk3ue0jevFx8j/ceElvPiEtfXvNau9/iZ5ufewH5TDa5u+1u4tr9DGm/uJ6fcHiuu2TboZpPvbLtZb2hMStR2Aof17OJ+LkxdPfRAEK+RjYPQuhMUMn1ci7YRPEhHr2edwRJOycBtADHLaQGUQ05tXIBhkg/fmPMbNMq/I9+v2FOgjUpYpns5ryn9/HwjPOcLSkrXBSefI3rlR3CEMUX8RyrZJzmOt18+T4X+vqmg1L8/HjF6SxzSSlC95LXHLJsejHXerIYEnyTbB3pVfEuAeS5Lk3ynxZ/l/Aht33bo/AkvQfVZlO6fNhPmmCE/NiJzurpbFbvDIZtX76IPSQS0uHHWH7vGZgTw9ffn9dpNcauxz9bH68L5i5ksepSpvdsI2O7HyNe0R6V5rAoaWe636NRyCKKKud95uzrBDAsT3+xvkUvej/gW6800QT2uWYcnGwEA+/9WzZ/reIX9iTmRxSDO2Mo+i+GjRXXKFbgMSbbHLQoqnaWs0DEG53V6On/OD3uRUc2Fp44wpFLhnEv4HY/7FyE8G3Pi6JC25579IbK/Y/zPA7JuLB18gnxwj+gHNNHju9FTV04+MDZyewbr5/f5ue3PTXql8fF6xu1+sPffexzH75NPnzh/K/NcOeWtVEV/YOPXG5plxv5edPzC0qEbAGp833X+vSuPwyO4qVzPf7D42Nj5T/y+488N7kcYz4yxv7hkP3k/fV7j1qxP/9zfLhBX//P6OlbrliZjkq7H2jHShtgLSce+RkP/jmf3/4Nn33xv8LdCV4v3LrwM7vifV24O/0tRZ0v/plTrPD4n5QmR9af/w22Dqx/+4+pj1d8Vv8KpgO/2X/GQ92xvnuFHSeO/neM/o5Jv2GQO66O1+zsCtWGTjOjGfVkrOvMMj8wDM7VlaGnZ7S/e4lTGIcdaxl4lGcoJ/Sr3zJV4fNXv6CMha+/fsPJHtl/btQRKP8Ikz36UiircT82HoeVf7Ks/PnbhbfifDtN+DJQDwp1wOoOpgFu3lLunPGbK5yJ47THXdk/gOIsN89Z/YZrndAy8+7uWx4eH7kdnzFqQbnCuOW0GPNqyFwoS2GUQqmN43LkUd4j43vk2R+5XQtfHCbEb6F+xmrG/XygrSuzvcOtYu8qVZQ//Wqi7IU6PYcyMvvEeCwMukN2K0cxTuLw9Qhv73l4PPHwYPiXBb+5okijjr+HxZhVaMPEfHOF70d4VSgnuPl6Ckmo7zve/29BF8r669Ag8glkouyNUo+o/QGbv8X5HebvWNsRb7cIt0zcstS/Y979Dbp8RZlvqeML9PpPEf89bv9PvAnrux3e9jzOz5EG0+ke8SND/Q3RX+pfYuUZp/EZbWxcyzWjFZr8JafyDbcYV80Yjr+kzl/yjb7hrrzG1+eY3bKvxs2YLvBcKWVimp6xuPJ+vcKKUZ7/ESVRy35iOf0NJg1+9k/Q/WcMD/fU5Q49PIDNtNt77NmRcvcryuM/49QK82GF9QD6PjZeG2G8g2d/xPyWU/tTnIYflgiI5TMc5WTvcZnw+t+gAnv7v6DyLcvp82j6OjYYj7QrYR0Hjt9WjnNByt+wL18z7iq6H1ilclhHRAekfob5S5r9Auo91F8jreKHn1FsZHf6ElyYdcE4wfI7sJnp2a8YpyuKCiKN2e9pdmR++Rtk+Bt4dwt3fw61wNBYlh2n+QvGt7/m6vf/M7orlJfPKMPn7Pyfsxbl/mam2Rvme4nE8k85/BibtjpQo9jqBVUL0CN73K8QuwM70RF34tmQWT0KlbKCHANlApzpwxIamcLWZE4yijBZgBlZ90g2ckRLyMIVQ6yGs6iOF1AJFg2MmE9IRzBrOsWm6JIJtmqJ/N5nEBJSS5rFCE0UXakaiZKaxYfhCuoO1csgSc4OeBGkJi3VXiCcQL8FUgsUQ/UREBov0htdCB3cA84aSR0fcBacGbresCoqI8wKcwkkq1+hGEVWoklxoLNb9oDQRH1ai94emtrZaMgGqT+CLxGcSMHrCrpiSwQhKil/Ixa09GaRXJETog9RLBmmQI62AiZR6JKWzI2fMN8cOnoGDdkNaXvEhpTmCYdU2IX2aZlRK4iF80s69S3lkLQQQVOLZG/bvmfF3Sh6jHyUvwAvtKT+OoJJiUQeHog5rYg5xcGYMQ6I7PAyRGGqBEonkoqKtCjAaVFEHNcDODSLRF0pJ6J3QjbPq4HY0uJRxDLDDVQHVINqHH0bAn1lKM6I4azeAsg9BwquAYjiY8r28RhjmklvZUcEcPcIjcIIMnEmMq8gazZ7NIpayD7lmlX8nHBTQb1QWqCcFunN6w4XKYNI6nQhKEHD3gqhP+9d77WiHgWN3msGyQAWosiiBdsaC69ghlr2DdAfQQoDbkHPDokgjQJCBk9xeS3AJL3vgxL2xTMR3hNMhBxbsJKuY97aMQPYDHJ774O0E67JWmgHxCyTlzlnMsEdBYGSY5QJmm5fNCUUurSTSARm7oFgTxmBCKRDJ1iJpsFoFjNbb96dsgIVpEjYVxdEdyB7Ntk7O4VETE9oOxvQg9YDdvI/8RycjkjOMfYhksQazZK99WIIce3eE0OhoR5KHFEgxRyspUxNJAmRyBVF/Kvbuo/wIJJBvScGHn0YpFmcS7LROjNINjo0BbMMYheEOVHwKVfmuWdoT4bmuXW+iA9/7JBAjYvhy4xYSxnmE376OazP8fFEq/doKWgZ8GEPfoXrI+aPeW8NuIL2Re6nvwsLW6K/iOsOvFDWQOXbFMk3WVcwZ/UbjJFhSFsjgfj05T3WZnS4RYZnaB2QYaSsTl0mRAeou8wD7xFmtNwhWqj1FSojxa8Rd1y+CfTr7gbXGuy71ijrBG2KAkobQQ+Q8kmSDTLFodmexb5AZUame9wW2nwM0Ea5CttWx3iejxLFFU15jyXR4FkMlZZ2vMoml6goZhO2TNBWZA2b4LUAFZbri3DRwh4ScbCLn/NRtQMWAgHuuuI4bRlxU/R0ioRKMRiM5nvMn1G1UsuAYwGKYcXsACr4GOCCstyAN3wBkQUd7/pC+95Dk33We62EPnj4bXGdvRyfPV5yWkYyytgkRegJ955IhC4nJF0qQ3NvZD0nHEXC30EziUX6N2VLcYLHPiQ19tX82ZQD8QznhU3OxIfNhoU/cbbzkRHoibwhksQ9gauPCAtCANtEsmmxJ4uNR1weYq5IZcvZu8f1e5e7DAlRhGDtewIuJHazSDtk0qsXYzQTX5usWzAdPdG+YvHv2GP2OX4pdWIJrig55hD+8iZLlgk+C4kb2YoYZfOf1XK/0ZVzf4coAghd6qrndrq0iW9ABZefnn7zFglPNKSEii6IGu67/Lkn+n0c4x5kwXQOm0g0cy+F6K/RIkmtvdArWTyxmCulPIRPOoa0U5+DwQBroT9vcY8iDkViKkqyARuwNkRHtO6QYuiQ+80ShTuv8UzVsvfDFPvZ6uAuqGYRwgJgJmVAvNBSZsfzfe47zAvFVkpbEAZEB8xq+IM+g98BE6K3INCG/oyjD160LQs50jPYAZBTruFkxElDxTAdw0/yZBfqACX2Bqfiuob/J06pmks+isle9kCJeBWJfmc40sJ/kWSqyzoRnPITyIy3YHRJa0hzqA2vBjahbc/GaGNBCVBt84mtIPqjW2nYpOKPxMzdgRRcr6LPU/ZbiT4Gyc6WAn4CD0S8qODWAvwnEd+4dt+lnG3JepVzIG3+VljPuU6MuQ/XUELuWyQBPdoBC1GYF93Fmipz2oMZccOt5n45xnorwaYoMhFSs4eYV5JrswTTRS1kHUPqNf03VaQswWjRKWLIjN2kFDSLJE0k/Nh1iXUm4K60dR8+nWVvLn2dvsaQsVGAJIU9UGPftLBZXo9EcXPCpeH1Hd0yB8DrCizmU/hOR9AFr/dps16ED9hly9q3YY/8OfiI6S1OQbuds/fgB1z3BFhzRXgfNqKAN8sCYxad+pp3AX/IZ2A/Pt34L12E+NglfKeg8CPv//D1jxYlvvtuefKvD9770Y99JIO+Vdw+eM9lQv7Jr76nANE/06tClzn+nr+/+PXHjh8vLvTz+eaHfP/xkSLDf4ljQ2785x6O2YzbMVDRxZCxhlSSVaahYNIwMXZlxmxlWIjFPgvmM6ufOMmRhd5EqVLqNWLO0VZcGjutIEPo4Lsx64CVcPwUp+oRaqNwRDlRRCgMcDUCIzqekDZHI5m1oiehPirTbmbcP2JSOQ13rEzYeIMzUI5XFFGG6UgdoB3DKaaFhuFYBgZVFnean6ipOTe60tYdagsuBS3OUB8wX1i1UmVCucUM1rWh3qh1xs0YZqOKRENOcYZaot6930dAUxtNZmQdUS8sdWHVB9a2sK6OrBWWCdORVipmFbVKsZHRrpiaUNaCrcLsKw1LVkGQ9UyMNoUDPZQdAwPz4tiygK4oweRYRZJu2LBhxven7G0xhuN3eo+OFbXYZL1eRRu0Q6VROM0afQ1Us+Hdx4+1FlQaTXMz8lPOuhH3a3zNZk/lGEl7UbwMgV00Q7yi3CC6w2sY8nIcQCekXmMUfJ2DeqfRlMjGPWJKWfcE8vkYDZStJepMsUwKh/b6kP0giL4MsjC40UzxdczfVUSuiIZId4hF815pSaUcY9OyNVCIIXNjyJIJZw/E6urvoxHtmgyabIqrK+hsgd6QK8IReYBitPEW8yt8SZT2mjmUIVBuSwtkc/U1qLzSESpXwA3IbZqtEfeC112qQKRz7ztYb2A25NFgEmwUzJy1zRHolxVB4/x2gbquB2DBhz1uI0Ikg1xCBqc5rDYwrFcUiXlr7W0wK/UFzQbEj1Aavqv4tEfqK9Armj/SmtIk87C++ySw8NOjB1KZTt7QoNJjxjgkg8U+JzIwk83g27Y1RQB3gRrvIWrXYU4UhohvidF4PZP+HY2UuvmBeozEn6ejEm/1QLho/z62OF5Kv5fOgJBEZyaCJF/XqoFGLzUdvRJOn8i5+C+An9kZvWgfd1XoDRfds8Hu5qDlRxOF2wNZ95qovPysWAQbiVR3uhPlnDnMkoFaS7vUn18mf3twmXIL8YB6oqFfU6KU86UoJpGJhIvAp0s2SCS++vd0rdD+oCOR+sOJk+8eicruiKNtrHy77x6MxP+73yJsqKL+uY5Kt14KOU/+SyD2WeO0z7cPvme7rpxTfWzVI5mtmaAlk7N9bvQENpH8igRzJss85XIyWSFZ6MmMA5pJiEAcbydDtaCJJut695FQiP4421rwwH3RkdyeiSHCfrNpNuuTuRIX15F2jnj+4Gx6/XSWC4kKjECtz3qSFXT2Kf2cq+2snG3tn5MnbGfIQuQT1D/n6/R8VolS9O2RP/WuP35c/j7ndNdH35JpFwm5zXf+wL/ua/+JQ3t5Tz2wlrMD3YspfT09eb9cfP+lD395/2dbekaJ5Z+X9BlkQ2Ju13mZ4Nu+W5Gcc2fpEj0/mvhEFGQ2iZC+dmL+RIDeA7q+/vt365PvPtubfOaXzdO3y5WLmCOlmS73mG7H6YW57z7X+LqsUnj3UfJ7NpvdUZH9Gvqz1ZznF0jxzT6mFfGVTZv+k/dTzyJIv7a+NwQqurO+4nx9Xcp5z9sYiMQ80R4DjnEfHd3c2YOJ9hXprDjLhFg37n2Nn2VhAm0bPAQxQ9coCsTlNKQaUkCrIKVSxh2qhTpUVCpFUvbHr0HW8L9FOTdK7mORxT8JaS7vyMitMWZFNqmFBaxfWxQ8DVJugSwmkqhlwv/zPnZCFPEs7NWm/04W5XKP9iHfl0XPjobtttRS0qOc97X4XS90Xew5wtn2m+T8C9Rl8tZjvDfUecw339g66ReVeAas+dzXJ1P8e47eEyIbUHtfm/LBh3271m3ecLZ33iXiMLYi6LbW7Mm5NvO4sST86Xs6gnpD/l/avfTttu/qEnJwrnj69lZJ5637hE/+28e9P/dMOAdiuMv5QZclOveM6kXolGSU8CnEW9o4OduDzXm+WLt+OS7d/l0+k+3i2RL+Pud4dDvQxymL1E9sOec1u8Eozn6JPP2yi+fANn6dmdKf89lWn99z/uzT7/70Q9i0UZNlGn3fEvbd90IrWzHIxXHNXkbdz2hZ9NrscRbWrLM8OjMhbNtmGlucwyXsmWyyU71QGKyy+G6ioL8xHsg5Ev3vPNnHMZ8UzXHp/pJ6R72nj64BppIsyveiUHzNiomgHgnnSGRf7M/ABphLJo6rEyyFHAgnwA4kW5XYG737LH1/pW9jF89UCDR8jr/3ADhjs84MQiR8UcmiPIpLMhjJa9n26TMo5tyXxD+YOZLr7FzYvOxR1kEHHaF/3pt/6AhGjXfQSPdR0mGJZtd184G3q/kOg+u8Rrer1tzrZI3x6PNnM48XAARxpI9BKfk7LmwNIH2e15wPlZDCrOdh7GPvAQjx3m+x9/bZNpJyHjshi+lEXkQ8WPlZ+BCpUXhQzyJZsJE6wzaai0dBT0RoThS65EL3Jr/Lu6/WfYm0cYLgHViT7IOYV92/le3zfS4GUyN9kf5M/LznbO6Vg6Phc252t6sWdBvYx6XPZX/ivsc2kb5aLyxd2MP++qcc/7CNqftu+b1O4080uv3t3znfD50nFqBv7/Kn7//OR+W7f9v+Ek7o5Ub83cIE5/sGNqrQd856Dr17fPJhsmoL2i/34S0hwnkSXR4fnuM7L33fIH74zu+7bp5e7OUeesmd/c59f2wSXLz/JxxujeXud3ipXNsDUzXk+TPafs91MW7EaI/vaccHbk7COjf0zUq7+xwboO3e0PQ1j+UPeKmUeovILc3/GUt94M2Lf81oM39y9zOGdWCxA4sbv96/5HgFgx3Y+5Hp6g1lvyJ6QGRh7zsmv+Xx1Y5VJ2R+Qznchy7vcsP4fuTq6yvqy6/Z3/6G9/WB37460vQlPv3X6OGKm7/+klFnXv7Tgg4LD79ZaPOJQScmHXghz5gYuT+857R+zSBXmIzs2y1m14xT4/3YkP0Dr67+isP9yN16xVBecmV/wjrfc5x/De1Eef4OP8H0TUFLpX014dPA1RjV+EfZs6zCyf4xiyny+z9SHh443XzLw/TIslyxnib88ToQ7kWwKkyzsJuFG7nm1cMrWGaW+weOJrxe3qIVbq8bozhqwqzwzWcLXoQv7Usmgzff/obDfE8t7ymyMF9/xjJeQzlSy8Lpi4XTVyfavdLuXsLpt/DtX1P8S8bbv8C5ol294vpB+flvldOV87syo+q8mAQdv3/OHW5XVBZ0OCAc8Pn3YBPr+jOsDdjD/wTrr2nXV/huTI1WQU4Ox3u03LKzz2h1Yt3tkfuR+kdBrq7hZ3/G6g+sx9+DFurNEdFrWv3H6KLsfqvofMTK77DSWK4+Z5ErmgQCdt92DHaDD7cc6p5Z7ln4O6obzw2ObeTx8AyrO95PV1SuGe0L8L/C5v8p5KjmGRsG7PkViLPcPyI2UPWfIV6obwUt97D/U7ze8H79A8f5Nc/fw/4Eau8RF/RxR3nY4eUK11eI/jWif0Xb/Zzl5r8LCab5MQA/6RefrpyG8zA70lZezV9TmjDX60Dl8yvgZzT2OA+wPgMf0OtX1NtCe1xZjwtt/RK7+wX69lt2X/8d60vl9MxY2j3Hw98iZaXsFkobqOseWmH2Rygn7Pb3UdzXfwLtCuU9rDPz+DuaPvDQjHl9zsv5v2b0XzE//o718K+Z6s/Z1X9B5Q2F32JXK/P1Vwz6OePwX9Hatxzmf0VrA6f7n4E0yvhFNJP8CUfX+O0z1GvspbYKuko6ZGugXMsAtoKF/igc2KLDLZnSm0gletyBJoHOWO4RjKjbCao7hBrFI3OojpRwQj0d3HD8w1l3KTQmJFF/ooYPJ0SzcGSOrLlvjgLapYaiOCSSBYeqlDokIjURTxpoUK2C1pbOdThRmwS5hJPvlk6ROHjF2+e4rzR/l0jsTA9byb5bnomYBdcVW+N1KXtEJoSvEX8HvsfYYb5iko3VJJ6NuUZfCn/ERfDeiBYCKbpkMFauwzFt2SCyJ6MkEL9qgligP0N+xVEzLJsNoiV/RtBrRBbcHxFviD8CFXSK69Jsav5T5ptEgeTsHwUV12XFk16rlogic0xDwsIJjd+tmJS/x2OuIiAlm5ims2+ZKFefCd1lMsiLJNEmKZHSJSLBP3ANRH7o0M6Ra61RXDSLfhJSIkhqqatf/QpxpWRfDfyYQekU81CCTi15LaXs0dKb4fm5KKZKKSNdFq05FPNARQ73kA1WzXvhUTFuwJ2yHnF32qKZJwo0mPsJeiPmnjTCUJesi8xEU8mQmYvk4CkCHt0j3mh+QEgUFwJ2jWOYHBG3rSWxtQzwS6LuGHDvDRizqV6EOblOesAoG1pWVpDe50Rj3Yet+nH/TaUXT3viJeWJen8GCRZIyNVkUN6Twi7517OjGR5wb74dWtF0FOmTqFwICKVuiLeQ3ZP4bjRsoIfMYDS0jQSqkgg+hK1RgAdyL9z1gqQUTg/qomlwp9BfJCiqRgLGJ2AI9Jw2Qrs9r0daFtcs58cVIR+UzRqLR4IVPReKveFyyuA6mgr3ghu2gK+hCR7wf/AdTvShiSTHCj6CR6IoIG1Tvm8lNOMFLyXXeDYz1d5AtQeXEdzKurt4vokyLo2ekA3ZxoWQxVljPZcKTfGmdHZcHEsk8LfA1y6CpU88HDhlUbdeReLCA6Wv5ZSSS6fY16yADZnsXzEc85J5zkQGT8cEcbyKwrHN8bzGU+4JVzkXHgkJi0xF2imL1MGSc3kEeQy0LAPFGmV9RH1AbYrQaedQapiqoTJc79C6Y9i/pBRh3DmqFdEboCLrNVhjae8xXwj6mEefHIteM8YQiOOmlNVo60zjltVuYy7Ie9xmfH6IvF3rSS1BMdSOIIYP3Z7E2rLHAUyROuCiuL7B/ZDFCYk+I+qgj9HDZX6JzJ9hPNI4oiqUQSNBaYGateWAFGHYBbPJWuzxZsdAxq/XMV8LIY0xSnzHWoPU58ls4xGnYTbTWBCPXhliQ0qoEgh5dWR6CF9lcdyUNn/CXiqnTNzsc46HdIV0m9cLcW4EQy6KFe7dOp+zQVGIaKAHws6M8dsspnrfp3sydcsL9PU4xZhIy9e6hEb6g3QQR6L/WQnWQharpMQckZ58uihkJJBDNIBJkZS2DWwSeU2hyH5LOPf3bewDQHykN1GNnuOZfHPLxqydfWnJIHZ8KzTs00Yla0SyB1pnsWUuweXCbriBHOKemQiwVLItfEUk+kd5lwrtyby0YSLBnuwyIl3qsZduziCBzh7oBdZMHHrFZCSasx84+1kFYeCJ1OrfIx8mYy+uZ/8xCwkclRpFh6awTJR6RS071nJkGe5hLehaorF1O4ZE3KA4O1yex3UticLXWPckM69kaLHODWuG60zIL6/pj1+Dj4hfob4Lez8s0ceAkr7bivhIWW9wN1qi3rV0maVgShXLJHIm59eOYNcpkq12iobHbQIr1LpAfcRkwmTCJfpriThaYt6oJ3BufbmNI7JEHwpzsGxWPDZQUIvmvFFCaKGi1xxnDhR8SR9Hw7+N/i4DYgFgi6TtjPqawrRKSO0BtcQ+t0TvFKs3AKi/RnxNzJei7QXCFBLDGkxtyUa/4oKphteSMUXM4WDJq0v60tETLaSfLllbP3TkehE4yyLFPTgFX6/BdiA5B3rxqSfzi0LV7AnUIU0FkRWV3mMKopARgIeNlckeB7T3TpBrYIQqwX63kM9TWXLOjIhMqIwoIbHsZQoG7LomNkoIGcY9LgXLeMklgKYqIdUlNqYLGcyiAMkZWk+INqQ2RGtewx4tjtYVrRWpQ/i1Fv5r8YJ7wcqacWrEjcY90hyZw8c0lohfGcP2yz0uS8QpsdjxUsAX3LNnlgUTTek9qU7BjNBYT1JnhIrZdeYAgq1LycqBOdFP8ybyNbILu5EFCdcjImsyh69yv3vMgpzGmrb0pz2Z/dIlkuO6A4OgiKac5Y8cf/8ixAe5/Sf/+Fiy/MkHP/jMD+XCPzw+yW5/5+I+/T0/cV/Ygp+Pfva7J7scmo39kMWG+H0vOeQ7vzOWPzi48fvvZSB8rNDwKU7+9xUULt/ysULEP8whOFVn0MZVKexkxyw3NK5Y6gGrM3osqFeKnfD1NebCLBIB0nKi1QNWIwigJU3MjogtrIcJXDnOhbYWmjYWTmHwFijLSrGGDksE5aUSjWSycr7O6GJYE5pdUykMtcFotD1YKSyniUctUW0vUGtDzSl2QnXBq2C1sqCR9KgNrQ1rA82GRHCHhIG6ZGi8UrxgPiLa8GnG5wkdxgyujoicQBdUV6orbs4SwtPYCl4cm07R4E1Tu7FWiivt2gMkVEOuwcWxEg6+zenINKAdKRJJKzPFvLCUSlNic6mwjopJo9gxmqnuV0wL8zGCbV9BZ8F3E1YqxYE202SmJXpqZMeKIbWxLkqTgrkga6Ba626gLM6pLsxi+Gx4gVXrEzzfh4fXEy4nGjOhC3tENgdTwQe8TTS/xf0qel+UFZnDGS6+o9gzEELO0Vaa3SN2gGaYeyAlikIZcB1ycynR/K9UbPwWKyEDgi7AETDMW5JDryj6HJMDJkewQItUqQyypzEwW8h0FLun+AnzXSb5UmYnZVBEo+G6lIq6RrLEaiRBm8fGVLLR09qwpC26GFpbJMn0GaK3qN4gZZ+NS9cMNCSQLK40CaReKZIpk4UiSitf4ipofQYyIi2T3tYQFqoEcnmRPehLkCuMCI7DK5yRdUGbRZCZQWigh484A40CTMCLswXzZZPDAc9r3VMyKWFmKW1gUSSxG4TXFN4gdQgGCxGEu0MjEhjRHBfSo/qJ1i0T9b0BnJ9RBXHdRtdnjY84KZzPptPag0a/0NpFE8nd0TlAp7n3YMg8EygtY9etFJLA3J50zB/vScO8rkRnOJdSBB0NrJl0zoA4RyYaweeakGRAFN0CqY4uySGgMylQRxMRYnZGrG2MjUyOdZSN0E8AHRXiG7KuJ7q6/mwigL2jQi4Qc5eQfskEJRryGRv6OmjCgezrCMwe/H/AVNier5zRnBvMUM+fDe+RQDFmgjbHMRDq/bp+2r4rW5Ki661Y7B8CG1Mjg+sE7uJJrfWNhVBySoTzLX1Muz8j5zl4ceMX8yvv1TMJ4WyBrxMJjpgPiRLK643XM9khfoHm689Nt++Q/vfLse0IZiGCCqmZOCGRTqmhXvp8yttq8T3OLlC7Hiwzz/W0ydf2RGQ2LpXLcegMhU5h7v6dnLX2syQTKEDv6+piBPvY9tuKUc1n6vkdcT1dUiAeUz//h6wZzRlxgeZNxCTdP4WQ3/B4hj8+wTrrqiP0Mjm0zVW/mLLntRW0+cv5IRdrpfuX/SfXBBe2qE8+8W3OhDZ0P982imfb6ckKIoMrzZu+RAj1ObZdf17Tphmj21Po75dkFEQwpluibusVI0nvF0mTFXY/yiGWTABSog/O2vv9u/V83d32bwbTztfdx2vbJwJpt+0BfU08ed/Fmr20/x8igDuqt8+LDZFXw87KEmukN9jevqY/y574vJhVl9+3sT0+JUYhx6A3A46CZS/ti3R0fNumiZdEZWcCtjfEPZ8t5pjkHPP+34u9xnPP3dg+QvgWOSZnhDVxno7EzHvsLBk6slzZJAu1KKUEELRoFOp7zUY0/Qyv4Z9pNiNfam5bGvJ6KNE3ItDobiGV5GbBosYwQpubkvu5dSvUt1/dbH7f5yOZmolKGqH3Xdn03nFCAjEkqkj7KdILXH2OlpxPeWM9iW51s5fbuCf6fxvvnixTjT3IdEuexRrKpGoWBjTnVxSU0h46meS/mN8/dDxh8FyslUv/YLNPbOtOuJg/23ryzZaTlv98DX5x0ssv2DZYzuvVzrZfyAR6vH5eAR989gnjSy/Of3lfudcjIHb25US3/Veky6L0f1/a6Lyf1Krv0FDvjM+LgYk/lO/c3+V4cWGrP/iRRG57ZwRuPtj5nNFDohel9eL7L/dpPpgH/Ts+fIb93Jz3zsv9Mc8br/Rn21kFenHun3hIZx90vz3P4+G7nnt2kBI4jmz30+19R9/HXPbux217adzzdk8t50mPJUS6oYq5sBW8uj07P8Otf5ssBHOibN8lXdJLPIpd29wStg4kMoQ97/dSAK9ngFIHViC5rURxQCTLRrnHb/sOMS6RzA/fepuyuSduyO6tt13a6C1WCDvo2+rqhabc51i3GMC7xK1Ax73HukhQRTi7531vm4YheyR5vo2V0N+PnIEa/f66Cy79yrIQSGcWfMp8C/+0M2xkk4/LfXNjWj4dIyf2vy2+SulPejPpzlTgbD/7ozkzDC8A31G5Cv9cegx1lpPUiz2THNPwuSrSJds4n8+3Xj99Lp8LtvF8cn5J+udbES7mabDzFbGCtopWQ6tHnq0mqKHPFxfMN88jwkrI9dKZYBBMD87rTPRiXyefWRSzNxu/PXMuDRJnub5+b0vER5uPdsGO6GMiHeByuSf1OZzPapuffZ5J2hnpZgbbRrkXwMnn1JlNP3z85zEhPvQNL/ex7/tADu6nnfNih3ry2vccT37Vn9LZ4Xv6Jn/yz407sdlPefLu7X0fvpB/f7KJbQ8irj/2I7n4rqdX6L7twk/O1fe0jV3hl3/4d0/24fd/RxfE+c74+QcX9X1v/+h9n+/xyQV/eGzX+APP/QcOVefFzSPTVPilvOCKPX9Yfsnd3S1/N/wN347f8vP2nFePt7THX7M+/lsed894+PIF+/dvuPnm99jNC9arX+Jthz0+Z+DErf5rWCbmuz/lAPzH3TtUV4brA8VXbu++4fn7FXvzOd4m5j9dmJ+vLPUfYeUFE79mJ99Q//qB8bePvHv1F7z97F/yfPo9r/b/icPLHW9+ZTzeKd/+7h8zNeXVOjJNA89+dgc2s5TfwGgcpufYNPH+9itsVxmuf0fRA2//MCCHwnD9BWXUbA69cjUc2ZX3WPsKO33G8cVLHl8YtSzs2gz1wGn6N6zjynxzZFwqV++f0w6N4/EhgHPfKFYbr//R77Fh5nYu1EXYvyrYpBy+KDyKUv/2GVevX7BO7zju71kOJ9Y3XzMKjALDrjHuG6sMfL3ugyHxcqBI4ZlMrEV5d1VxDmj7A6aG3OwQafy2ga7KZ0fl+njFm5d/zvF6z/X6lwztW961xp0bX84v+Gz+rzgNv+NUf8fdtOfN8Kfs6w67M65vhZdf7rm7fs+/8b/CW2F4eE6pE/PtS/SHtKx3f8R85nh8g/gJmVZUJ6Q9DySw/ALjFaf156zzC65v/hO73e/RZY8ed5T2JeX4S1beUPgd6/rI3fAaYUUeFkSEevMM1z1t/BUuI6ahib88+zlqC4/PXmODczseGPTEsrynNeHBTpzMuNafMclfQLmn1r+itD1SrtjZNbv2M96WA98c3zPZPbp8DQWG8Z8AgtYCOrMsvwPZUev/gI4T9cVvEV2xNz/HTzuW5YDPd0zTL5n2v2R3+oZ6vONR7jjKa3aTMV451Z8z+J9RdE8pE4sKh9ZY58bx0ZEmjKeRVkeO9gzKjufjLdUa18uvo1fE9f+JNnyBlt8j3OGPR1jeMi4HilWu9BaRKx7lC471l1DeciyvqddfMyy/h/qc8V1FZWLVf4LIW0r7d6jdI/LXuN4yt/8Gt1v09AtEVobD/xW11yw3IzYqZdlT5z2VLzBusNM3PC7/lvU00JZbCi9R+RnF/z17/3+zll9Rhn+BnAS/f43pHTYGKmocvsUpNBkx+YG59rEjg3vaIZA2XAc6x0JT2/UIGlroYuFQ+dAbkaW25dpAC+5jbGOJzi2eyFrPhDvXgARSxT3muy8Uz6bsWsLRsRY/pD+pgbZzdoSOd6B9nAFpV0RxYgonRkNDVSwcvM4GHgARp5QlUJWELmoZnlGGsAcqBoyIVPAT4kdEd2i9JpC2K76uyOkURVFpiazKa27pxJUSLIO2EA70kM5ToOmQFdEFC4oMJju8CLQ94jtE3iH6kL6/XHzXipcDMKEl7ANrOOkyZOhmj+nqJF02HXdN5zaQewWvkUSJZsf57GwCP4A/4D7hdkXQjqcNwd7DT/dgnXxK86/zXIvgRUQCBekg9QFhQfwFzh7kEfFjgvX7POkJBRAdgkFigiydRixEQouYjxLaFurJStAujZRJIRvOc9eNkFQ6RdJYFNWJQXb0pnShaT0hLAz6ADRUo9m96VUiUqMXhw8HAAojgmJFcHW0REDhPRjQPUV3EU4JeCnJlByoddgCkurO2MCasy7PcVvweoetFv073FCOeS+J8uQBl5Wmu0Bd2oS40Pw+GsB66P46A5QS9+ElkUU1wAYyIHjqxDqiA46wePSKGTNw6pJQLi3Gfw3Ukre+ZgEU8xm3BevJeakIO6Lh/UxvLC+ZuHBzWpdF2BrE9ojq+4+tqEdo4Eq7I5D2kknDbMxsPcjJpsz4Oe9sEcC6D/QiGQJeJSr9PueafhG2xo+AZ0SjBAOFDB9irZxLPESBxCLxIQRanFagNKipyyI1gtCaCZJtnXX2Aef6lpCoYc4BbRo+KSNRQ03pPI1iKykl4OUAwwFvI9L2uJ0Qe8DFMG1xrW2K+17y+jWacIaNDjbFFkS7R2+ZrQ9Gjc9av7ZTJBlkzGuXCy9eEc+Etp84s0K2DEja7ixs+7n4IVsCY09oxIedcWk496AD0UCyB9vBTItkUmrq90aMPcFdL2XvfuQQgSEQ6rbMeAvpVlWH1JO2ZNDZ0GL6uIJX1E+o3YEXXBIR7x5a4S0kDqwGclGWQMrSgmXoNXr/oGsUk2okaVoTzDLl4gNartCyzz1oRaqjpeEWvYeEIdDCDIw6oeqM9YGiymR7ijvV1lwrmnXpPTCx7hesGPJwBXPFywOuBxa/ZvUdZXZsXiOB0gbaPFMeH7Ey0ernmJxY69t41kuwUqyF3a0lZDG87RATzI9Aw/wRM4s1Q4G2C2ZHy1VW7mK/Pq1wOqIV6nCTe80jSMGGKVWrbkEWbHkftrzdAELTI14sULQOxVL2bl2C/VMFL4IcR2SpSJWoRdPQbDTtpaBr7+lkUUS2CZuvklWx5n6gP2bawn/qca47HezQm5CemVOZ6LwI0Lsf4Dm/uzRXTwp7JnFC+q8br4skkXRJw+g3FMXrTIB6/1v6Ij0hJTlfhFh77PIaAiUu1sEtPUmVcp8kA0LCZ9Es1EiuYZUZwdFSk6GTjCdJZkXekSeow8whezAF29M32yI9IStdenXMMYp5FnksB8/i5vYwSvp0mveUzcjFeVos6gnRQjDpohAbY5rP3on3eTAgw3/x7RydwaGsWbQccB/imXqyIPKetyayNXsJdTYsc4zttmH0gtWnHorLLUih+FvghJdgIzHXaACPIYPj9cRaHxEKQxsxV0yCrdxkZCseGrAuMTZl4izht4I1nEY7LmHL64AMimuiq7XiopRMCqscUTnSmLA2ISKUobNLHqBIINHFs5iacm8SzyVqG5GALjX2x7pcgQsmCy6GD+E3lPkB1hNNa2B42kpZl5DQrRqAbzeCpVpBV2S83+a+u+J2HfN+jP4HOodcU9MBp6vjN4wjnvuwEz0WrAUSPdgHORdZQGaEEr6ADzTbg6wUeQi/0JIh5XexJ7TrmJudUWMlCxNvgBbvxykuyJb417BrInhTZNVgH4yd2XkK32Yp4Csq73IeX/MUFPSRw9/nvHiIsSovwlfxOwIp2tfRc5A9YqfwHWUBnTH2+DqC70L+ShNs4QPect5pMKqkJDM2YzYdwt71Qpv4GD92D7JEjERFyxT9CQuhYEEWrSRBxjIg2hmq0UxZdI7lvK65FgM02JkQLgeMFZWUgRTyGm+RMqF7R0dH1xFtI3Vs1NHCpyka0uXzHpcV1xOtgc8SYMbawBy1XZR8B2LP98/ZirQ0pO7CrjTJIv8RmJEsCHknDFsLEF73/YLyEfNHHWxG7BGngtzEXmJrfjjZq3rKPSKY68GQLfGdPiM+RWwvQ8RegVIO363kvqAtrrOR+2rKL/Y+O+fq3g8e/2V6Qvz9cs3fc1wkuX+Swf7gHD9Q+PjUGsf2y0tk5OZmyEc/u7n3l7fxsev6oLL15Cs/eunf+4uffnzSsH7KM/iR69n8sZ9+7UNVxkEZbGTwiSo7quxRGcM4ZwMctNBKw7SFjIQ3ZG1h97KRkFUw91g0VilLyXXsILZVZ+txYlgHbBasGeu60NqCaSS9or2e4KtS50J1pVahKAwCqwurBDW6b7IKbE39tIX0SiH0DG1Ap4KXQisjK54g6EbVCR+G1OQL5zYQwxPFR2a1NEzC4I75kVUS6eTRTJVxio1kfB+PYSFofaY00whAIJwKddYSKNRaC3UIx0CKorNTfInWa+JoR1EVweuCFaEVQXSkFMVqoU2JdH+IhjZtzpY25lTCyS0aTp6yBG1tJTY9CePndUVkie92Z2BApQSbA8PmlbauLG0Fg8ED6bRs1ffvmVv2NXg285USQMUSOAIRYdErTCeUG4pfoX4NnlRBDbpoNCwMB9QtGiGLt2hwVApFgj0TWvSC22NUz8uAqwc7RBylUdxoFnuMsKJ4PKyWDQZboOebVkoRygBFV6o/UPxA8RNiYzhZ7rDOANE7o+xQuUI02DOiC2rXYLc0jpgslOEWrRO6nmAxRIJJo3WhDivFPJhBKmjZxehaEKRVPZvY3oIP0Y+CAalTJEiGEaeguysYrqORl8zIUmOTWxVpBcxxWZEyokVxP2H2GuQIwxiOjS2IDpQSAZlKQaSlw5jNs3yKBFMit30LGjr/QIlGvCMhnpNNNQVC+7TThRtFJCi/VFZrtAzQRJ1aCk7J5sM/bZ86oyXPBfdIfOcb1HB1xEo4A5DXlQiTjVJ+RsaeUTodcZ1orR4g9q/qTbQvisySCHVi5m37m6emuW8f7ija8/raqPlbjwgNJAmSQW1HAOtW9JD+kyiRjnCW7Zn29xOJJHWkBPJNEk3Y0XjIBWqkB9cb8rY7fMkAyKA9gveQPvAerOYPXOji92fkHVXXkwoX37cV4v38V85eQg9UI8juA3+BDOrBudl2L5c6r+fn1GFPGdT/hGPzDTfAdCQvozdBDhPQNUnPZ0+dU+ei8JHJiS5DcfHq5hf1E0oE9cEQUC7PHBMy/+0d25+SCSQjIFGZPelArmC5vKd+g+KcEVYfDkAyIQgyebArQkPdSkVLpdSRju7EDFfDVDJ4rVjK22hZAgdp+T2XSKoc1+hTodsS76Pe//Cclx5aI9s4hEXdhCDOl79Nqkw7bairC0Trk8JU6sS6b0Nx7iOS39Xl1rZn0fJ5+5Pxc+CHfOl4U87nCxsmT5iy5zl/disv7NCT59XX3MV1bHPtYl1st9LfJ1yivjZ9brmcEz1JeGnDIpEYR08Slad/XvqxeV/beTqaryM8N7RwZ4VZ2L/eg0S6Nm8UosQk7GJnPfUl0e2LdFRxf1YdmbgNwMX4fThGae+2IXMu06Qfjnk3T9LXrp0Rod/5jj7m58F5+p2d2dbt3tbLQj7yuQ+v+9NjBb+YUk9OQy/E90i+c86dTcbGzmjLDQXY91DxBE8LW9PwJ/Orr//zGkMSgZkIZdmKQpEU9W7vRS72wmQDukbRaitAhj1UiZ5jHU19Xq+OiSF1AEai31ULRKaD1EBxhpxiSM6ZxmsdbSqSMqOSCe0sJrommjcl5pyWSdp2fi96Xt59WC0fiEWxSaRGBqYz3iRkchw2hKdnX42N0SUD0HCJRrtRoA2ZlHiCXU4on0OeO8CbFza52+P8b+T/fbOT3eL+6E56ObmeTM2LORw3xIYMBT5cp0+/6Tsb1NOXvyOBl099s4l++eYPzpf78/Z5Pb9nYyN1ZyDntHSb9vTeJP23zkyNAmyNoqr6+d9S2RDVLtFAPPuKRB30bOvPQ5gFy97TRyDkGvsYXvpwH7MIH4znBj/+bt8rtitJX+sjNpLOKL60W08m9uU5n8aWZ4ZC+Khn5u0Hl7md9yccXRrHwz/t/dm2xZdj5Oq4NtSi34JstiykqOTifiQBS13az7f9s9toy2XSbX3/vs48lXzpYq6lrxHzpKBawxb2orJ2prOCED25egJTBC0jm2SgBZvCxTAZokjnAdCSnKeS27ZmrKYerC88lz4ZI1z0MeisEe+vb9D8fOKbfehsi3zOF/KRkvNxm0ed3dRHq+/VuV94f0+yvKT3eNueBQlYzj4AJBs5xzmfYO7NcnZneo8DLubzxbU8nbc/dGShNm3Ltq0/sSFCR+l3xsk2bH28PBhrfW8IFyLWQ7AHz6ymc/G0Hz2J3X2yXhjTXHKp2JER+/lQogja56kQfWe6VGIvBF6suQQnuLcsuKaNU8/wtSI6oNrQYpTcg8ugRG0+92wUbTGXTOO+VYMRce7jUhA1XPOaLe/Tu6wn27w6H0/twzmmz5iz+yDJxNwUD7YC7Aen2Ia5P4ucI72Pk/PBObvt1wRv8fTn8pwbmD7sr3/nXj5+/BduTP3hcWHou4e7vf5Tz3P5+Y+dpq8gf/rV3/fZJ4ec/7v9Ry5f3Yy+bM7PxSc/TEK5XJyLpCP2NXv+XV/45/jxI+Oz7aMXr330rx+O6UfG6sna/74x/dh35/u/bwh/6Pq38/you3d+uyrT1S27qwl/e81y2jFdXyHjFX9Sr/ms3bAbbxhu9xyvHzm1A36YmO53jMeXDEtF5Jqrqx2HYhyG19gs3L95hUnh2c0DlIX62TcozvDuBXq4pf7hv0ePI7vdv0OG19jja0zu8XFgrY98a8Ybe8kX/jNe3lT2zxc+f/m/Mp2c/d1L3h1GHu52fDY1/uIXR2afedvec9rvuP/liC6VyX7B5IUX728pU2F4ceKkJ+5ff8bDUXi+/JrRH7Cbgr2o6Dc/R04vsDKz2MLti5HbFyOvTw+cfvfI/qDcvt+xXBmP05F2ENb3BfYjj1+9gOU9ZfmPaCtI+TniO6bDn+CnlSJfo3WltC/gtGP/raGzM+3uqb88MY875jpx9XfRUE+HE2U8wFA57SaGsXF19chiJx5P91Cewe0NjA63B/TxyM1fKuux8rXd0nTHFy9hVxrl9oDsH7mZ/4bdPMPpc7w95+b5S6arG+zzI9/c/CuGbx4Zvn7kdqncLgPyGbTPnfv7Iw//7o/YYeHmzRXsC/WXFRuUx6Xrjn78+PLd/xnTax53/zusPEfLKVSk6h7xK07zC5oUblSZcJbTl7T1JeYzsl9wdaz8Hr++oz07YK8X2lul4kzFKFT28w6XgXldMX9kPf0V4MjwJ7gU7OE97ge0DlRRjk1ZHW7rQtWV9fTvaMvfoHJAuGG+uuZ0dcO0g6vxNTv7I7+wv6RwzVh+Dj5ij9dYu2c9/BqdBq6f/TNEb2jc4szw+GvUT1y/+z9STn/C4dUb1v1rxptfUcbPmGVPk3v29YF9PTKOD4zjA9ZWbP23OCcaj/hyix6+ouhbpmffYvOeef0LcNg9HnBV1v1IqwKv/owyKPvP3iHTwmPZs/oVlK/Re8WWG5ZlYpb3LPIAPODF0cO/oc7/L0r9M8qzfwF2hPWOWoxx9Kjs12eh3ekFFmc8/X/AJ+zwHmTCyjXUynh6h6wzPhao0NpM8yPLuGMZP6PWPzLOv6PKhMiIDjNl+hmiX4J/xUGNt+ORQVeu6yMDV1wNf4Jr4VCXKGZ+4tE1pPGQYIieCQYaWq8GMb+0oac90q4Rf0DKe9ApfgScmg5KILhUQ/Il9O8tg/Z0Ul1Casucc/JzF8Gjh65sb/QoWyPnPSJ7YCGYDhUvN+FYWjo8GrquKiGvRO1I9kC/Wh1ACzrcIDow7K7QOlBq9JaIKDYdMwytYzbiLOHGiuAyIrWgg8J6wo8nzEElNTjHR9wavqSjl6DCRjpsNkRgs17jpnE/NJyQE4uHIojtKPYqil9+SGTxGglDSzSk3eM0TENfVLIZatc593YOGhCw7sT5DCz4EgGV9aJHbZThEW9rOnBrIMjcAtWuEjJqDIhNEchIIsB/wozrhQ3JoCgYK0MWdx9pukShJzFG3os7JtkfpAfVDS+BHJKUB9t6onWfyYOxY5K9SRhAoGhBNQqNgUacYgzcKTTUMyGfKB8tDSmPsU487h0LtsIgp5i3velfoqG99SLamkFx0vZ1j8hAFaGwonWCMlCmgWEaqWXHUK8QGVAdUWaK37OuheNporWFeS5YO+L+BmvGMk9gK00PiQiqiFckNYnNW7IkEj0kGkF5Z2W0Sm01Y4B1y7Ofm+Y63iLQHLtmbElJgFUyHtG0JwfwRqOzspKJk01CRfpc9tBST+q8EdqwgRx7jDndJVSSSWhymUz7nhmW0pHRENMC+eYCEr0IQiP8MjGSRbmUg4QAKpxp9Q18jQJsJl+laMyBdogAU1OyIGUDxBNxmranM1ZiNRbQFuPgJYLloiGRKMkEY47AzIfQo+9FUzEkG1puuuHa5b3yeRWNt5dMiMgzRCa0rGGX82vCdjruO9yvUFtpLCEJqJF8Yc3v8KfBs7feZDnXvwc6/+xWZwHJsheEKRty2JL11qUxenIEB2lpxxV8F89CHyFRhXHq2CdEWiQDItuEb3ILB/ADkUQB/CpQkX2t+4h7MN86ai4SDy33vZ5AUbBkfHzC4TjNDzhOYQiU45qYZ59xX9F6jdQ90o4oR6JnRUg7slaiKcNthjcR7FsJrXCGIabYEs9ea41iUjL/mpdkEk1ho4cRtFLWA7qe4r11Rsi9tMx4PcazGEZEdqjcUkQps1CahVzrMMDtDsqeuvsc1QqybOvG3RmW+0A0X01QR9pc8GaU9ZHWHmij0+qO4yysIpjt8eFzkJD1FJvQ5TNC6jASk2IzrgTb00EeVnxZcd7hsqB1D1LwdcDdkaFBOeCzw+rYsuCrYvWE7Ve0vqCML1EU9Yfou9QeIyk6XoEb65r7ij4AI6KfZV78PyEccZ1iz9Qj6IrKLSLXUB5gOAaLqSQiU0ZcBdMlbE2NxIgxhJTsmPt2Nrst9uMJE+HEVqBx6IlCPPu9WBahJEAiktk5x0CDkRm9YjzRugmWoQMwutxN5gnwaJ4NkNJHwR5atvW8JYe2NdxRrSmHFfndKAhkoVv6vqC92Ny2BJdwltE8J153dLmQUD1Jdle5CU32mqwjKpHMnnFm3EIWzXylmW02Lvo/aPy+53o3ybnweYTO+ik55oH89c1u9eRZJuS2BKwS/Xsc/J7g4CYDpDMvt3s9pfHogBPLZ1sz49OTmJ1x1i4+2707zX1J0l8OJp17PV8jXEjrnYsYn1D2Oh9OAsoaxg7Ypa67U3RFpjX6lrmG35v2oRlguZ7Fo1cUuY9ZQ/0ECKwHXJQ2BOMy5nTFSoCSPCXtCrcowRoQl2QptihWZoGjcCRkgPdouUaHz6Jf0PRHRCe0vghQfIu5VioBOBxfAQO6Zp+G4R5Yg8WB0Lps8M5xr0jz2ENbwVtBeAv+GuwGaS/B52QmG8IumD/tERPFSsipyjzEMxlIfzjshc13uCVrW6GUQIZ7yu0Ew1ISd9KR5lf5nA1hSSkrwdqe6AOVPfzYxdr1A6AU6xJ+sZ5NE1zpA+6Kim9+uHFK21CCrFlX8BldD7hXzIORLh52JdjrjsjhO6nJDw8jYrjopdLztGvMGRlgzT40dg+8QXTsDw8YY8/0YOAIEWu5xVr17sM4QCUaE0r4EeK5mhQhe8HUMf3O5+kPdHm9CZUdYg9ga/iCOuKyx+Um/E1WsBO0mZDOqkRftjeRUPfnYTPrXdyfB9tHx+chUz0cEF3ROqBlZKgnamnUoVBkoO721OkqYh88GBZ1xlBW38MitDV8MykJjvRjMCP8HjdH1quIbTjgbjTb4a1GnOXd/rckdQnSWihKEgwluoSax/V3ti8MRO+o6MXnkOBlJWSoc/7ls4I1XF4UPPrHhQ1biF4VGbfXjJdlTrcx9pvOksMMaRXxHciQjNL/vytCXBxPEto/8Nrf++T/UJ/5sCBx8ZsPCxAfe9OTl+IGQyeV8Bc6kuQi2f/Dw+A/8oZPHMDvXOZHTvoP9Ty2AtDf/wj6emWVAXSkFcGKMTmUNavSJdBEphU5DRQmQkN+DYNYDBlWmGawSmt7cGXYNbQ0hiEW/yAkKmMEdvgo+OgoSl0rtaw0eWRdd8xtpOmI7AfKMCPlkeIDzEPQg5eBWmGvUbWWCj46iwSSfDftUCtoG9AFqrVAxEuhSaGUQimCl2BPSNdZ05pN2gTRkGeophSL3hjRH6NQTChWKa2irQbzoxZMY/wwZ1gVX4Pf5uop0zFS5hk9NhgaPiyoV6oXahHKSEz4sz+HilOnldYazQ0tlglZo7IGddWGQLuvEhu7ObV6jAuCziu1LaxNMRupPlJ8ZK13rNMdXhbMjcGd0YJ0vZQaNf55xmdD1oKYotuYNfwHEsPKKYJ42eFyvTVIozMbSsHqgLJQmWlmrB7oDDTouQ1wOWF1xdXzOXRnNrURXSjtiPgR8/vYePUQaK9ZMikaxr1LaqjMMYftPW73uOwRvabZwNqcyozpHXDPaI8oe1SvsaaB6vfsL+HJhLAJNDg8XXG8aFDuaymIKrU2yrCwlhUrLZoH64iWFanR4M15Hc6/rviaDYkl52OpSN3HdxKNTdeqMBRsNyJjQSanDGs4GV6DiliCZu40msPqheIH1E+Iz8EAqQNWrmLjtXDGpCXFkJDgiN4vK6W8I3THQr4lEtKBMCxtxUSwImhzrFmguAiHr5QjygNwR+iZTogPqf3oWCG1RWeUIWWPJBFhP9FobvDNSLSfkb4RpjzdGS4QxOFdbB87sx62qO7pj0i8RyRQn+5s/Sg6QnOjsfsH35lJrK6tven095+L79GO6E4N2K4fq/ET6JLzT0f0+AVCPZzTQFgpGlckXd7jjDDtWvWe163iF0WgjojMtex+vq2OsKEjQBIF672Pg2TCVM/3+UTLNxIIIWuSQWXoQJz9gC5ds417/t3D1p0Bjv40kN6YGxBJ1ctrv0C4CBfv+wlHR73gXKJ5xfte2YPkGKNN/gPoWqs9abn1zunVh46c6ee8ePd5LsHGWkl5pm22X6D1P7hoOsq4oyUDiXZ2Lc7rpOtU91dz7+1DRkf/ZuInqeFaa/yUIX50pJQdIU6xIqosNuS+NRKN4JLBs3aUWy/I6QX49WKT9ByHLD7Ehcn2HDtCsReuOgov1ipP7ncbmU17WrfP+sVonM+Zz3RDmF1al8s55ducll4k2cZ3m7Tff3iuVb9YG4mc9NRT7rNCnjy5C99Wnr68/aOjrbZpm8XVJw1V+3v1O4O1Df+HE2c7X8/Y9flzYf82u3jxHdt876jEjhiOtdL726jUrLFYqjx5FBkEyEaGDUd0zUC8nMkffvE8t2vO+YR9YOvjPe4Xf/FE4266vk8d8jOTytP+nptLn+3eR4pPl/0MOiPOSfvpF8/3wtZ6okK3c4ed3HTLu5b2diMX9u7Hjstx0I7I7Zfum92FvIZWMgmbyGU/P+dAYq/xzWpZMOz3GbauIyfPDybt/4Vedt8LpTM/zNME6nlfLAUpMX6y3a/FczOhNygnYyCkRtE+n0nYzEQ3lyEKGiZR+CxpK11wrWiLpIFqQcqYc98z3ol+Gp7N688JhJLPI6RrvCNs09/re1p/5iGf1u2WxWkqkMk87/t1Sr6RPlNMWcm9Mc4bTS9zKtBj547i7DrluUf3a+nToVs3cdBsUt/1yi99gsup/WOu28aK7Gv3Q3TxheHabPalzez2pO/1uSa7D7CNeT//hTF8oq99ecHnnUH6+S/7ZD05Lq+j//Tv9qfXmptm9Ofq/ZnYnrukrJpqRYtsRYiAX8Wzd5GYvhZySdbl24RYI3JxX5udDwaEPHkYH/69r8PLMbgc3wBxfPhw/eLZPGX0nffE8yN8uo+ezw8X0O+cc+fvOBcnPhjj/DlLaF24X5909Gu287Pdelu0mM8WVyC5JoK5unlr8da+5vN8onYx9mdGplyeu/siH4zEuYhysVf0nm+uCEPOkwplzgK8UOqAIGjpRYhAlPswgQyoTIF7IZKoW+N3G0K+1FrYkaxdu4aUJj4jHLC2R3UX5L12Imxrqir4HCtFS4AdkrnjnVG9yaSFDfPseyGiqAqtJ4kv/bhtDHpM0eOylvt7rnm/nDtAT/o/mcsXTJu0V71vkW8252J9SNoYsyfnibwHF3s+H5nPHx7dZnS2B90tOD/xDbTQYq/Yztn9hAvWwqVP1v2FyzX0xPfthr6jNPpalPO5u1vW/R6Hy75L/bdPCJZP4uv2dO13xmr/Z0kwoJbAo5QaShalUEooHpRSqMNAHULdQfO5mK3gitqAW0O1xP6W9yiSe9C2hnvMdN7Lz75t/0vOm36BxnlckQ/m0uXnku0vmnO1gz36/tXtx/nZxG/1g3P2Z3Q5ET6wgZfmb7NJev7sjxz/+UWI/h0fm9vy4evy3d9/72cufrnNrx9bQOePXV5WjNt3LuZiQn/3Rbn89+UJ5eI5fMiGuPz75eVvX3vpLHRJhvy79NdgM+1+Gbz3z/frkIu99xPG5TvH00X73b9/5KXLr7kcz4/u0/L09e1BfOT9P3alDscjNBEenz3H9YbH4wPr4T2/aPd8YStv5S335S3r6TXr6YFduWX//CtY71hLYa0nlvp7KMYew4/XrL/9grKH639+oFRlOP4pshhevsWn15x+8a9YEV5/ccc6NV59+894dZy4Hv+ORd/wh+UrHk7XPN6eePzqjlkfmB8P6HunfltZh4Hy/BnWjjz8YWYZB/TlC/RxRf79O+o48uLnv6RK4d3bAzw2hncHBnVe/qzir0aeyc8YTp+DvMUfX7OwsI6/5+rG2F877TDw7V+PtJfPuP7yC8r7oGqqwu70R8bR2H++UA/G1b+eaWXg/tU/ZZGV928eYL7jswdDcb55BY9T5aEurDhftHfsTyfePTyw2Exd9zyzCV4I8pUw/0E5/aYw7Vaur44MXznTc2cuE2/q54zHgfLtzPBofPX2kdXgm+dfsN7Ci+V94Ab2lSqK10ToH36Jz4XDKJwqfL4u3N59wzq8wXjP+3nHXd3xisILBh79huPjFwyysP/iwGk23twodWpM199Qa6V2zdrvOb59/r+nseO9/yPMr5ge9hSfmfbfUuofOY1/wjI84zj/BtZvMYuk+FAbY2mcfEdb9tjjSvOF6a5y216xtInH5Za5NOZ6pNojN6f/BdcZez7TSmWRU+SDj19Ac+byDljg4Qvq6YrD/tfYcMLkj7jeUW7+R8r1f8t697e0P/4nlv1rDte/o1ijGMANpn9O02+Yx/87xQ9c3dwjOMvxMfR+93+NDs711T+hlh316g5p/4lxnjD/ApW/RLhjHL+l2gPz/AXz4ytaNZbqcPga7l4ju4JeD5jfIId7vBZmov/G9at7EGEtFR8K+mKEYaJMv0R0pPmCr46eRoZVsfUa11vW8u8x/QPm/xT3XzHYf2S3/pZF/pRl+B84qjFbo8yPjA9/i9tnrPYVOhnji8I6Fh4+v8bbkaE8oKtQV0d9pXBH4cDO/kj1I+vwM3y6pjwo7aEgpz1lrYw3v6FePaLL76Pp/PGIHvfZa+stdRSunxnqR6S9xpdvWR++punE8dnngWL9xCOwZlfEpv0uEK9+TeiVgyROXpuAr7gccgu5hbYg8zsohtaQKnCZwr6u3bkIZ0AJdNNZrlcCvVgyoa8GskQxqTMEpOFMOLtEq7wn9F0PdCRG164HEq1fAjEqFfHraOSV/uigjhSjVo0kb91HIqSU1KmfCKS2oWIUXSkafSKKRPP5kIyAJo5LwbnFTPBljKJUO4QW7Fpwa7TyHsqCtERXWyCcSzGQQmPAZECWFVpInvl6inGaQFZDZsUZoljoaxYRQwIukllT7NhbwmTJPW6KcdYDyIKWK0QHWhujDlAegRNol7cYkDaEQ1sUsWRA0H3AGprxIrienuYhPvVwAn3pDjKBaMj4eUrheWrQS8FTX5VOi9djIlQjsOhSZu6N5oGcd4+5UNKfEQ0puN6AVRIxKsk6ueyzFm8MpDxaoAZaVNWjUKAlkbqBSAwdakGztwi+Ay8h5yaO6AnEUBLFWVqcr1yhukdkid+Pe3S3o457hnFP0YFBR7SO1HGHlh11uKWuC368py2KPtywLiPeVtZ1YW1H1BpVJOadrenNzaFBzgmhRUIT772JCX6GxlorK+pCMY2ETQ05xdC1TbSXR7JQcLRFkqV1VJRPgKJlRGXNPHWiuPGLeC80e0M7fA2pqSymqeTcsCzk9AeU89DNfnS6uQfLwtUyAdIf8gg+ZHE/H5k7vS9NoNXYYi733p9A2OSjOgI2g+CtWNuD7IugypFAgEmPNZXerLZTxunSNu50pH+4qXEPZ6p6D7Z7UkvoPR8ijJINFKIlkhVa488y7tGypwwNKRZNh0VRa6ivUSMwWNrIcR6gNXxZUY9eQOZOwFklksz4ZsdoKRuyyUH0wLAHnclA8tDSRy00/N0iQN6aSEaALs2hBRMNAuHvHenYA0qp+fc5n/gUz3XLs2UiQFvICBIykx1dG28KxgItGHvBCL9IvjDG8+kNSz/hEARtu3g6u0QyLguyNlrLPinDO3y4w+drmG+wumDDjFKy8XOhaLffEcf5MGxxqSPIEChC4Q1ijrfYt3Qc8KIUjyKEGfiSkhvaohfpSZB6QgePdVpfpMayUlbQ44qMjfX5IQt518AQhXVvnI5LSJfuglWjHvNSxj1Coe5eUYY9zb/G5T2zDKxcI23B15VRZpwTpSgyXGOnI4vfJ4FIcRZc7kIW3EI+lMMORPB9aFtzeBF2pWjYBxcwsNWxJeyuVAMOUB6R3S26fx7SpPZtJKTXHdiAtrQHeO57O6Bg9hynInVNGzgipggj4iUQzXbEeQQUHxwfxyDTrIJxwnxFxorWMQAOOiRac41pP0lcy5zfX5dPmGo5EaSzgvqaiD3RN6T8QjR2tVQ+iEIjm5RUslPF06dZwI9hAzV6I4j1ngI91XsuCoHQ5W88k3G69WNIGZQEOMY+41l3OYIErMM3sEuufVHY5I3DN+gNYEUnRJVSDNGVUkMmdRwrpVTqoGjxYK5KxduAm2HmWHNaOyGrYwQQzvL+HUd9SKbggeSs5jgnGp417XqX0ImeKhv7LSXWOvra0a3IdfYs5ovnZQQbkOhv4BrgLA85sPCNTmzAkRx739gREIjhksjilQ2lzbn4I1seq+az6O9Jxm3c3KcfEi4b6tAeCKmZZ8Au/Cs3pA2BRtb0NRxMDGPEdRf+ukXvFKaYwyHFbIgtbIBYr6jeIpQYXsm+c+6IzKAt5oTU3AdjLzSxAJmNleJXVL+N99YZqTt0eobqjqG+io+MK6L5XSKIHMI1sGtwZWHEaMH4cMIP94KvB9xmkD3IhK0r1lZcvgwXYZ3x0xG3O9r6iLtiPmFtpi1rFmfGyIs3ZeuD4RbsYl1DGhvBfIpnrytINvztuWTPAvIg+Cr4kntfKWGfNRgO0RPF8VMmnDWKRlIObP3ZUMzjGYgrrIXSIulPDaamsiC6RhGmRV7DfcC0YGUfPltJCde2RMHAYk6usjvbq+85lJcxL61d2DSHNdeahdKA6AA64b5gHqBePJs4axS/OgMCmyN+rH0SZ4K69xCoWfhn3K5PaNHPb5OHy1bgDmJvI56jJnt1AbtHkhEQ1i7AXF4r7gvegpUrHo3Opd3ndVwloeARkYaOj+G/1etg6+9v0GHHtN8xjMYwTtQ6MA57hjqgErJL62osyw1tFfRYWGWinRw4UexNuKrrGHaXPdCw1aPvmta4piF+a2kWfJ6SndmBf2P4f36IWLcDA1GslPRRe1z+EHNDemyUEnnyAKw5tp6hXDTzRrLPhIXfJTJFTkE11BrsFPuD7GOOeweedjMXPT7E1s3OfkqV9b8cE+Iiaf/DhvYjv/yOnNE/zCX95EO+++eHQ3pZdJAP39T9le1DknHCZfEhf+Ok0/kDtcp+Pj4ckvMr21d93/72o8/jP/f4gUn3n/G9KxJollrxUjkdH1n9iNtCMYNimCTVchW0VoZpog0zq440VubWKOIMJXX2WlJBR/CqyOEKsQjGXWd8v+ACy/XKOoG+3THYDXjNfgjhFlmJvlCzwdIiYehNsUFhLPhJsTmqoMIUSb5DPPNSKyrKbCusC/WwUkQYAKpQxho1zUwSNj1GEFKEoQgnc9rswEodBd0puosgqIjiBYZRKCdleoS1Fio3GAvejkhbqbamezthVGai38VqDW8Ly9o4ro2rU0OXhtxoIEABXwVZQVdHWsp3lAkb97RFWVenro1pXVEEq3vMofohEP7qmBSa7lGpGNcYA63MWF3RdWVoDWZnPQk0pWlIb5QM3rABlxWfkj5ugo2GjktQnpn5oSLEol9gPrLantYmynrC3ajrEecE5YSWBfQxknAtmjGpS/Qa8RaB5mpwClRslULLZqPiF+Rdzw2lSvTQsE6tG0kRGgxFbERtwq2wWjgWLg0tA15vgAFWw9sRZ87viURzk0oTY9UHROao6lOwtoAZyiES2/oLynCNDAvi96gZsij4EfH3lPKWMtyxrjd0aQXbpHweYtxTZ1l4AJ9wRhChjmswa8oOHwrsCl4rOuwjwFkOIS8yBytGW2yoJgtWDkgLh0Fx1Bdgh5UvaXLHam/AsslXM2xt4QhaQahYHaPPxhAJ3ULahdYTeFsrqwiCkkFdVqUuySTq2sUcIwCySO67PoArpVTUHFqJhKEd0v7MEbh/8tGTRppXkzIfm52O3wuam37XwEy6va2ByExtTO8Jsa3GLJCB0QZY7L98Ag/vCaBE520o28wWhhcVf9K/L1DIsvWZ6NKCeT/etYM33EXwLtJRfYo+62jZAZGgh6rKRqAoKsmI0JA1ytSWlUiOaeuyRhXxFoEtXUc1HFkRT4CzbImP/gwC0d8yQdDiHnqmeLuf/lAk9gi6vmkGnVsyU7bxuNwPJa/6rC0f4+USOqFi5fx5zYTX5bPcznnxvD4tP3d5grMPkifYuAdOJnzyXiV9EnIOdODBhqro99KRxD1dkoHT5gd5FiE8ns/FDcn2n4s52VFU/UehNywMYMaab/Xz+7cZ1hPFMUZRFAr5CdEsalz+W1owtzr7oQwUraH7WiplGCnBDIciVA85ijbXCNzrGJrLZc2Ez0gkdCSTDiXvryOTcg7ktIqg/2Id5qPd9MzxD0YrQAY9Gb79Twi7kSfuifVAg5/n2jZ/L1hAZzNjF4CzfI6J1N20Zj/JhzuzNnx7prAh8XNOPH0TbKj9nJPy4STw85w9z5cPkMh53vOoZSB9Ht6L0byciRf24Amyju05bAWIfrILFB85zyJhFz0fVINZqLWiQ0EHQYtvuv7qM8U9brkF9ldLjJMpEQxmTBDDmBYkF1tHZD+9j+1iPhi78zwTJdt/ZWFjK7Z8cN/b77u96o1ENUfsg/df7FfxD734/Xl9S09sXDIXniQML679Yw/uh47cgyRZmuGcRnIwZKWzz5MbQWeM4khn14XJ9u1c8Ywv5r7DGbndC1rJKOiJUEl2IX0+5/giUeR3i4QJA1A6qSAYDWbgDdMVkYJbwST2/ij2huxCNBSOIkQMWaB8VaLfAwomTlHFdIhZ4I4WpShRLDGBkrJ4+biCybAkSavG3OuMnRrPj63xZH9MibrG00fJ4kQh9tJCSJThwUztSeInDJmQ3gk5ts746HauxWf6+oKNfGfSC/iJMjWN57rZnPRDNv38vo7lYoolo68XR3/o2IL5y3UiF8/4jGp1LhHLZyTqd5H+/Zz52W4bt4Rcz3herGfSR0u77zkvpRcgtvNe3lB894aE73ZyQ+L2zbajoON7N/b9xozwjQmhRdAqlFoo1VGpFKmYOt6cFlpAOA21insAAcTD5+q6+x9asCdHdy78ct1B+GDt7CN1O3V533mvMYf62F0Oy/l+Xfo+d2aEfPdpK0+fARfPfaU3wO6fkpxnT5+0wA/d7w8d3Xf2lr5/nu8CfSz938nMjWcckjTSfTMyWZz3vfnuT0x67v8dvS2dxQbbPO3DsPkrucGU6HWk1FhXSjDqy46iO0qZsghRL4oQpIysU2xCPIsAtJSxAXzAKbF/tALlGtcdVha8zbgMmIx4eYjZ3mbQkDTyNqDqmPXCfPqZJYuT3b/ot6gZd1kNcE0vMG7M0L5GZFuj2xaYflgwvC7syub/kGurs0xKDr3llI2EvORP+GBcPF+PvauDMoSwb5tL4hszpv9+s6E/eERvvJCass2POm/Vsaed1R36ftp/f157Z8ZP2sbNLEUM7hvrOfeMXlzdgB7d1+qFwW6wU41B0o/1vr6XYMlcrDfPfWlj5eV2HntGFs+QiGGVLUaQUkP9YRgoQ6GMQh095FrryDBUxpr7rWjkmfLy2grSyrnxdjKuw08rPO05xtkv6+toY733++uN7xWXutnBzYoIuW926+J0SbhzbHQRUznx3JJKJBuw55KNcwaeeF7rWbLvwjfrPs4257k4Ry/I//DxD1eEEM4L7NJR/6FruFz0T973gTPwKTZbLv/64eaen/8xasiFfbgMLuTJL/NfG6dQzuP/4fk/8AG2282NMbeovsy3yXi+Xs6OwpOTXtDju8G5kHP64TH/yA1/9E3y3fd01MSHx4fP58Nn+X3v+8TDinD31Q55dsWL1zA9rBhvWYY7Xt+svB+M02Fknida+xm74zW7V9fsPhce1h0Pr19hx1vav33O/Azu/sSpO2f3L+84ufKH9zu0DXz+MDHawl4XdDqFgRe4XWZozs7/jlInhB2D/Qk/e2bcvHrL8etbvv7tC4YXN4yvHtjvR25/tuehNl6PbymyMh4cqStF3tGmHfLVP8dFOb42hjZT379B24LoNV4mdPkcTnse/W9B3yOvHpFro/5uR11umY6v2M/PmPb32K/uaNcHTP6a+mxieH5FsYXSXrH6jkd7he4aw58+oq0xnBwTpX72kmYLd+/vkEWoD1+xv99zfzOwFsEOwnp6oH5xz/7mRPu2cf/uyH4t7L9VhsFof1poZeJdrRSeM/z1z1mmAy+ffYMfYf4mkjVzeQDgVmAxeH94YBHj21FgcF7JzFga886xqgxXKzdDQx93LKc9375/wdsHRcoDpd6zVuEdMN/M+PU7Huw1f1z/Gp32TPufMU7K9PmOdS788W+ddbHvnV/Xr/+E5gWzPQ2l1IbIgj+8w/yBm6tryvDIvjbG8Zrj6RWnpaLLZ8jxJVqPlHqA+R6b39Bs5u2zbxE9MukbCjuu2pe4X/Go/yOmM7b+Jb7O6P0d0u6p7KAqquFYDs9OYIqVisgNKy8wL9TlFeP9e5Rr9PZ/Qx3/wKC/ZvUdx3YD/BHs/wFyZJQ9Wl+yPvsTRIzSvqZSea5/TinXLHzG7IXd/g0qR7j/A94O8HgD8wturoTxBt4tL7lfv6DOC+X9SrEj5eqRmcrhcQj9/NsSSOPdW6SM1OEFyI7ivwSpsITTKI+xOanvwGF+b6zzyn6eqW1mHv6M9uxXjCdoy29ZzXhYv+BYjxzrv6faif36SNXCeP3f0+wR7D9Qh4F9fRl6mHd7mgsLL6GsSH2Dt4m7N/8drDf49WuGcmC++4+0d++oh+eo7Rh29wxX0PY/Z60/wz0Km9UVQ1j0j8z1/wZ+i7z7Oa4Ta/0/BGnhswhCJntka/b8adYNKw+EizICI+CIH6PIYx1lFMhzUY2CW0dVZ0NsW2qia94BFec6EEpDSFX5ame/AN90S7s2vLghlHMSpveKoAaCOP8eRZKUhWOGolhpiSp6nijFKD5oOaKilFojYOUK9QHaiFNBZ/CG+hjSTEWRUimyxk81yhi9WYbhJgq/Bs5K84HWjPkYqHPjgK0Lfgpklk2V6N9wg7Jg9hiN+vQWULyG1q/MK7IekXoPwz0MUdQ0T+16WSKp6GTjMcWHBnZC2n2EBGNoMHvriaaO9p0z1tgjvsNtwX2OYpkJQQO/gTULH5ZoNvWQrrARbzcEcu6YaY2HQHUSvUDUUhv+kw8hNJKJeySp8qK0DVguFAHkFMwbH3F2iM2JvE29/SxWOaExDkllvvgu1zF9qAO9kV34K2MUTstM1/4X8exnLjkXIqFWigbrRSqIpQZp3IejtK1J3Zs4T41AWD0AAzqkzFypAd6thpYTtUxU3aHjLWW4pg6FYSyMpbKrA2V4Rt19hZQDWt8w2DVDfc66HFH/PcvJmdsOWSp1VZqstMUjSBI7Ky45uIy4DKiHRr+jmEgUhd1ifRXdije6FUkzNLgotoTW6sqamr9W0o1PLeOlBepWuQdfkvVRaayYrIlg9C0I2ZJLWLBvXLOQ6phFoVETNFP1E1zx7FPT/WHnmIHKKddEITU66MGmd21bM5xhm99dd3ZLCGeVxDUD0xaWMxBjEv10hEAJOmEnxaPhM+QDCV/ArSeNarADtMWvWl67Xja9zaDafVNNCclbC/SmKlo+R3RAhwUtTt3t0GFg2E+UcWAsE6UMlCIUFdwfwQ+U00A5DczrwihH5gL3fsIQbN0H+IAZN8XblAmCRCb2HhkNnsjkeKzLrYis0O29e9fMVyJJH5IQoRkPWzKrJyNbFhNKouks2U1bD5xEkGeh0HPtRwLb6Qm+c+aYc5/wi2diIiCBfhbraOH5J5k30SO448eQ0XAPlqGPI14Kss7IskSCpRyQujKMKwG7mXEbWNsYCSYtCAvD8oC70rrso9Q087cIDVuP4DOsY/YDUYoKod3eE0SVMsacCTmkJVgs94LVQhmzcevNEtrpzWnFOO0WVAyfC6oLdVij4eViUU8pQ+yxnICCrfeAUJZGaY7IhDKCLLiOeB1hHNBTg7Zg7pR6xSrK0Sbgkcp7HNAimDkn3kaKOhMVug8daWsVTBGuIik1zAGIKMGEDAB43LScDHFFTHBvWDlGqmuIcVI/ZdIqjKYOcyRIjkDX8RcLKV0t8H4Hc0WuNEA0tUIpkVsBqHvKsAvZ1weJ/bTOGBYytCLolsCLtdLa7sdzBN79sy7j1bMDHZRxoveYEgnt/a3CA4R8XCTA5AlCXoFd+AuWfaq0v96T7z3+DgS7JTCiy795l531kpmFFZGUezGi8C7Bsghghm1J0J5ciiJ6wUtI6lByb6gnREJGR0tlGEdKHZh2wYKYpiuGYdwK+MGAMJblxLycaIsSWuVH3N8jCKaCuKEyY+7x3d4SaGPJ+vVI6HmMz1nb/bIHkNF3mqhhB1MyNM2T1bQl6ZO12wsafR+SOfMyPZF/lftvsDN6IjHO0/3xBOVsz8Xy2WeC7oLWJ90Wd9YFIOXTknTnQ6J/gZT0p1qcQxdsGWhtQMtCGeZAU/uYQK4x+qLIAazi6xinWyd6j6re/yYKB9eAoLYAM1tfKqmpthSsJPPot1TGBS0rxa8pdhVo6mZh48oBLUYthoyCXg9UKUysWYyfwh+5vkXqQLn6MuznGnJMg3+Dc8QXibrxOmJWkHWP2IqXCS9Dsvo8GDhtwLihcY2tL1hPz/B1ph0esDYws+DWME5BJmQKhP8y5zMLxhImESOUAU12TxQGothnppgr0gxthjOj4ymAhC0S/k3SF9I5itxcgzuqvYAdiHSX+JGUelIdQcfzvGEJhqRNNL8G3oE/5rlLrO1kEsiaPhIjLh72TgUZ9bs5yg8PndNv6nFFgA9V9rE2WrJFrAJDxoslC/1R2Jd5QMVAZ5wRk2ucOQG+A1Ke5RoLP7lLWtN74/VrtJ7n9iyQj6AF84ovp6whrATKfwROGPfAiMsOz3Xt3vAEjoofcu1lXFKiACLlKgBvwxgA5vEGLSP7a2XYC1fPYNzD1fiSqb5gGhvjmKyBJsyLcjgV5uMB97e4HtD2HptXWBMA4Zo2ZgyARF2hOWrJhqWCV3w94daSUZBsJiTiQb+KdapLes5L1grS7q/7YH5krxv1JZ6lHAkW3hT+tWS/IBLEknt7uIuSuBWh5wdcClJu0gqdCL95Cn9S5vyusKsmJfIJ9g3nwsb3H//5RYgtX50J9HNmvP/jI4d8etL8U46PrauexP/Bjz2pXHzvqc6/kKd/7+eXC1TI9sf5yz2LMhs4A9gKDltloo9JR0f6eVwu33d+4SOvf3h3l+WLDz//QwWIyz9/xGj94PEJBYtPOoQ2FGQMOQZZV1RntBw5jcJxENZZaC647UKPXwZ0BEZlHSt+FPxeaYOzNKAuyPM7fC0c3gk6C/McQeZuZ4FOTSRBbYZYi028roi+QuSK3fiATjOzCaf7EblaqD6iOjINI8dywsoBr4bUQMFJ9oLQ3Q1iQnu4Q9dGXRfUlpRQL7HRt5GVFZMjMjRk59ShUspE8RvK+jxkRa5PtOlAK0eG6kxTQU2o6455vWI9PQcW5HZGZ9C3NWhkU8NcmY+PEQc+TpR1j0wlnagR9wUdR7g22qOznhqGhVpLdcq10KSw6IS1a+z9c9gJU4V2Epb5jGYQcSphcG02mjgnCxTP7I66seqMVWGqjaE6UsBUONmex2XHuDPGemBVOCm0YiBHmjxykDsGjLE2GAQZK96U0+ysp+83hmXdIa7UFokfLR4J3XWGdmQYD9QyMlZjLMqsEyJ7sBf4/AXIPVpD1kTaPaYrNqwUeWSUr6ncUO0zGsIiL3AWxHfhPC9z+LjDia5b4yIxz1gTtTsS0jY71Ad0XShUhuEZWt6kM7zQWMAfUfs6wCgejcG8voxNR3+POFGc0GtmH7PZ54roEdU7kAfcX4A9Y6zX7HZXHIc9s+0o7wv1caHIRBkmrA0wT4gM6FChGj7OkbQtkakpdkXIyMzhVMwhI6G6iyLfvODzgi4rxYxSryOQb28pfk9bnNUHVm+s8kjhFH0iuEXK54h+g3IfCBt5HqnJRVAKzffAjOpb3IXVb3F7xaojUg4s86+x9V0wQMTQuqB1pZVrTJ5humAyo6o0FCuOlbfI6sj8Ei87rL4CLbQR1Gb0+E0GqD/FvCWLwUfCEYvmcyGhIeeNoxfAN+fQ6Umo8CF68CUR3IpEwO7CpoUZm88Z3ZTOR2/a2wNrlx74se13TkfaRZDbJXZck6ZtqRvcA2MCiR6SOiAbLTQRa4nmwcPu9vBPBVRCT11LouzGgepQLVMVFlZl1QgUtLTUdw1JpGhcGzJU1gNwIDaFiktQhEWyB4J25OwYiZXe6K5rwjoZrEVCPNCudt778Q3MuwWhHTnlkSB1P8Ra9c42SH3vTPqKzfEMIUH/AilvRI7nFhx02S36M/wpx5lJEsmIRMVlk0jdtnxDmPN+0rFMTece9G+PkZpexYUfKJIFk0SK9fSkONaD+bO3FD+Sc0cvfrp2er9WkXMygIztcVTnSK9kwBw+l27nUy3ZlsQ3NqFqpZQB1SH/raH5Wgt1GKnDLgKsGjIGZIBea8Es+kiIRzAk5sjFmJ4BK/mfnuDws150Th02PfPuT7vEejkvQDoaKhrrXTQh3gLLzlarOS1S+sH7Z7uOeib0tmvorIN8RqnB21F59BxLv40fm14barYviD4n7GJuJOViu+HuHHdkd752KcHatYEvLyCnv3Q7WT9wMDeEV9qlHlx1DaSOYt16srDNXfq8277vnFzqwOSoi/QkVcjFSWlIcXSo6DBQx0IZC7VODDpRIl8ayVhrFAaqTWHV24y5EPL1Qpd4k0xGhq2wbXxivnFxz+c/N+36/vomv5LjAXQteLbnL+f771I7G3qzP6ccdO8NKXtBpG57RXylbqeOP/p3fzf+8K2y09HqPQlyMfl+9HC25rUZ9HdEvWvFa0XWlBzA0+9pSE+g5PO31q85E9VmUUyxvBlN5sSW0O17aMZ526ifk7x9Him+FVzdGp5oZjeNPahEga33SjAJXf1mKV2TcmgpOY6ppz3I/cGOmZCrwbZBKNTIK6gEC6I6vi4UYr90HcIel0iCiJVMPBZQR7wX0yP5Sgk/Q0zPT0Yk3q7pd0jqwSfjRKzLAUkWZoJt6FryPa1bw9wH2nl6WiJyJV5wTfahDXT5kWAxOF38S0SCHbs60qUpaybWO3DQOuu0T1I9z/XvnWJptz4Ip4PZAOG3NUSiQL7Ny83wdXvTk+J9Led+9iShnT7GExb35Zroa3jbjSGjrX5uuVxvm93tRrwbsEvW2QVjo8+BHPfO8IqCa6XUShlKFu9HxmEX7EGttNawFmvKCPkbLYr7iop8YFIs51efNx293M6+EhCsoUAS+/YsLvcOwLt038VPyiyJXII+5eK/+dw2pL/QU2NPWGbbh89J+6e/yB/vvSQ8n0fvsZO+0Nar6KfYtjxMtzHq5wi7Uwjm8RL7TxPccz9iDF9dU7ax7/3WWdNR7Ip7ivfHeEZB7Yxu7z5KzFXf9gZH1FATindJxbiu6FfpAU4pAUhSNNrDqKR814AMAzJMlN0NWgpljWbRYveYe9yeQZuH8MuVKISUAS8pX4bga8WXAROhqdMWDR9+PqLrShMPprwtmJ8wEbxqAIh6Taj3gsPpbO7O7A6KYvb8yTW82RIlfEXP56SkzGzEa9GXpm6+St8vwg9ZtyVHXwfSn3VelodsoVuXXcs9NWO+zoCR7MniaZe827xuZn54guV0jrm5ZRAlQGgbeoCYX9t1SBROhQCh9aJELy7EmKbvLkOan4wfE2gS7m9nllywb3OcOhCObL6uWZwW72suisBRWx6InhWRb3Dv7Ed7Ek5L7sfRB0IR3QUzp0yUWhlGGEZn2BXGK5jGiat6wzjOTOOchCQBVZpXzE5oXVFbkdqQZv2Lzkd/EKKI2lm2ytP+NE8n5NL+aa637pP2vSOfl3owg7LYGoAZy72o+yiCJ1NLci1vfjPbJNuu1/v40IiYOWWbWIlCNzlHusN0ZqLFfpiSdj9y/MMwIXqkcums/5Bx9f4evud9H/n8d3yDixe+4xDw3YrfRmf88OMfOsOXr8iFsT/P3Mv9+0yIyId6waC4/OpzUcHPv9/GwS6c9e7I5ua30Sa7YwBb0uE7hYnLe/XvyU18j5P14Xvl+57P5ef94rULg7GN1/fNgx9x9D44dHGe/YdGmRZO9T2Ppfx/afuzJlmSJEsT+5hFRBcz8+XeG0tmZW3d1ZhpDAgPoMEbfjF+CQgvoCEaEKirp3u6qyqrMjMi7uKLLaoqIowHFjH3uBnrVLdGel5fbFFTlYX58OFz2HYnatqYz18xPN1wfPyO5+N7UtkR04G4Cst7weoT4xd/xEqh5EIYFZVEssiQbxlsYz9/i0ZjPr9HqUi6UEUpT39NLiPL/A9YPGJ3kVEDm3hhYJiMYYjcvH0m2JnL/oGH+MDw8S3yp6+R+xX5+kLZJY7zHkJiGCZSzYzn/9JaAKt3D785EBEOSyIK2PgBGSPJNqQo52fYFpiHO4avf4NaZLMz0y4w7W7R2zv0XphyYHcJnEPh05gxCaR4Iq+Zp/dATMzLLYnCGj6xlDMPp0w+r8jjN1AGmAaiCMPdmfkmc66B+mGG3QHuAmu5UOuF+LwxPS1kyQTZkO1P6OU7bKpUyYzsGKZ7NAwwfUO2wuWSyUskHf+CWAN3Q0UTlPNArXAf35PChcV2ZEnYmz+gcWG+fMXt8pbjCb779JabZDBUdDkSHv6Zg63c1lvOcuAbvSUlKE8nrELIhc+Xg9fH8S//ADkRvvstWhLbzrBg7JYjMT9QL3/FWgZMP7LGR875nvVyYFvOhOVPTo4acQ3Ki6EykuLXhHRgmBTswHH9SzbgWf8rKpmbPCASWffmms8NIDqVPyL1gl4EKZl8OFDHN0Q+keQbUo4M5ZZExFDWfM+lfkGxI7X+M1ru0GVwUH68JVhgev8nLAa2+W/ZQuEx/geCGnr5kiAzafuKFPYMN/+JcP8dYfwbNBwYdv+eOPxbppj4KkQu7yeWSb01tlyoy9dM9d8ioaBpoY5P6N0fKDmzPvyRkC8M29+gUtH8J2q98Pj0SC1wmH9LlIF4/hO1nNksUkyQyyOhroxjJhygHh9ZyreMy98wPP8djN9Qd//Itt5wPL1l0MhhWAmSCPIGdEKHL4ibcf/tI9Qz6+6ZEjbs9n+nyJ+I0Zne+/gFUm9ageSZzLesPLLIyJZHbNvBumeIG3Nc2m7wf2W1xNFmKidM/19YnbHHv6aUke35K+znEtnPV0NzkzbXl12B1ZmaIqDm5pJBnCVTBbMN7PwSCKu3jrrG7uDra0serSMqRFAvlDiTooeX6RoAvc7nsNXLEeIyTNLaTk0GKs7aNPUAO1Rf8yUdEQkEHZEQiWn2ZFWTF1bD2AI8Ly6ITIhECK47KcH1rmOKhHjHMGbSmElRiWkh6EAMs7NEl4xKppYzpTYtapQyH/CagoM8ZSlQAioudeEBakG3BDn5NVDF5AaITRrFI7Aqgms753bNigOAmydmavsrQGjiupxmNCM8Q5Jfl1orFUFbEUiKa91XdRBHNaAikHNjpgXIwQEw3ORTYstQrCUd9eyB+a8banjy0Itbnkhr16gOyQ3+anBQ7ApiLDjjJWKMiBWCnRwqEUAigT0dEjWD3EGkZu4qBcSc9etBdMRbuneeKLX2XyO2MRFgaAwnm3CprK3hzD15U/rKCYLJzoHDVrgQdSkwQoAQkdhZygNKJCQhDoU4bIS0MIwzaZ4Y4kSKM2kMjLtjO9/fUoq1QtVEHN5SuZBGA7mwDk9UVixmTArCGXRz8Slz6bR6TSrMmcu1eHdHitSMk+KkMXVfAVZK9lh+9TlatOkmN1DDdYR7X60Qu1xZ6xxBHMx0WTQPkB2Yk9bSHnGN60K1De90aaz3JsXUmVLU/LOwiWijIxfP6n2IhhcpAPHiiNF00nvRgqa9X5uvh5a2JrZLgTpwctVdb+cuYLJ5rNyT6NCSn+qf4QVImdrnPTvIIhsOAASkpisA8Fo1Ae0gjQMIQov9r2DLbbtmzuqN0Vv4h2lPGAZ2hz3DNLCb9wzDSIpKiEIpO3LJ5JOxPZlLE4YNWQzNbS6kGcsb5FboCCef903n2bs5WrLZr5FJk+801+035YqwXAvR7bgWhV1PuUvI+HXdtzWgAfvZGdhWR78yV+C3v0cHcXshoCXF0taRLrvS3+KaIjRGqKR2D17AQ0rqd+EXHVefl+y+Sm6FYcAFISM1ojm5F1I0160/F6gRqZPn0UPlioES2bh1MD60tDv43CwbYIKEGQnViUJywexCLblJDkKNOyx452c1SGVF64oFwYaIJaEMFepGOLZOr1AhNEAnFvK+SUqdB98rdj6G6pB9TSvR5Sajr+Ey4PM9FEwvjDURbUeZR7LNbKcTQTN5nVyTuyykyyfXfT/fYkVBR7BMtD9QrVLyTRsrLs/JVlxGLLqvDFG8eyivWGnyKHVrw8SLwKYTsCC2YGbUrbT6qxfh1BomVy6AoKkN1twkc7JroUtsviSDYUPz3TDDvURmLC9QLmAFYsY0Utv81hqguo44iHduAMGO8DOrm3H5Pj7Qc20a0GMRLx4PbQ11QsmfSZdRWzdTANvx4slQgMVfmz72OybQ3usqqdImUAfje7rdZTOvBcbga0kvWHZWv0SQub1m9nU4NJKBLg203yNENMSmlR4JMTCMO+IwMR/uGaaZ25s90zQyxJEYB7ZlYVsXLucL59PE5bxAObGRyNuA6IYEn6vu79GCGWsFLozuH2Pagce1yaj0zoIBZxe/2g/EpZ6uhZtWCJcuGdML370brssQtedLB59p8XeXuGnmwn4PtgZxmAOxpm3d7K+7+li9ahV10Np1/wl970o/OdZ+YPBRaSbL4YLIQs0z1AQiaGjkg60gTRbL7706yacWr6eWgOiAyB6aDxh0YceARY8Ram1koyYvK6F1ePqm2OatETQSWoEhCFgasTQ3ecuREFPz1opoHglRCXNEdEbD12gaGHYzGhMx7hANxNnnVt5+i9VCzg9YXbDV57/L3maECZHJC/5DxIph2ah1opZIyQPbItRtxzZOlHwmLEYtmXzeUUsl1BXTTFX3myjWvLfWM9RClehRjK5OTr36JrUyo4hLK1uEcmiB3IUuZ+SrQ21rT7snOrT1Q/x+Fr9H0uSM3furvMx3WUEu3n1RAyoRlVuqHTF7jzAgdca7qW7b0uCLqVWPDWR7neD9yBDrcXsI15fwOdgILf6B2xrie7pd5ZBWL9APrYuWRoqTtg4XgILUx5afDk6GC6nlUd4Zb5Y8h27xhXe0C5RLC18WhI1aejF6BbuAVEpTCaits0loXSYtHjSdEBStBwRQc79M1egSTGGPhkTcX0ijMN3cMM0j93cju33k7vCOw3TPGIwhVnI+s27PnC6CHD1GWJbRiSSAsKA84P4/Zy+Q1s4gcG9A/0zFpbXN/B6otW4TpXvJIO5xh508/7veyoBV99qz6GupluZxU12qsBNERJ9bXDj4+qmldTo4nuSdrB0/aCujgHtStDykGt617HuMXTv9GingunccftGy9t/WE8I+++ZH9/PPCgKfH1cQ+8de4Cee+/lL/9BDf2lMKz/y4+vOh+v3vcrXmZE/dGqvTs5eNk2s//vTn/rXHNf6xo++2A8VGf4PvvMPvtlP3ONfC5xUGD8aUSuntyuXSXyxCZUpD+h5Tz1956bQYSbGgVqMfK7uGTE/tYppbaaxiWATWm4IFCY9oVoI4uDRFrxtjHqDlZnNRgoXtiGgg7LUSrHsOIkqcVgZ9xuX6ZElPJDzhD0XmLNXOiPkIaEyEuUG2Y4M2wO1FpZmriPjHpHAkCEhVL1AUObgcjC2KVKM4TB6cluzs+hGZRxm4hyJh4H5AodsIJlPurjSwLhRQmFLIDUwpBGxyqgRq0rNlbwVNJ/cwKdmFCWOG4GCnoFVkd2I3AzUbORSiJdCyHCVONhWdD1jGmCZiAHmMEIsbEPAaiUv4pJH+YDmyGE5o6XytEZyhSFsTJzJMpJlgOmMjE9EdgxMPJ9mLuvMQGELhbRVUn4mmbCzkaojaxjJKTM1dprYTzlCQN4/I1sixg01ZXWPJQKZVDNLhoIidaHyRK6JUgNWNmo5opaQmGB1wyjRRKijNxeGe0rds+mBzRY2+YMz0Kp7YFhsrKCyga2UumD1hJQzsg1U7kB2SPhE0IVg2b0ILCIW2Rgp5UC1xTfiOiJlRUioJUJR4uWIxYl1+ArTlU0/UGVhzKAcCPyOEGaG20qcF4YRQkyEcUKSksaFOGw8bQlZE2WbKetEqXek8Fv3zEgPlLFQZ8WWjVpOSBm9awlF5RkrR8rxG0qtICOEEcnfoPVElXdUJmJekHImTEpKSggrwjOxRGT5gpLObCFRJLLURJCZKHeoOKApMiFhh26V3WWBkrEoSKrE/Uc0nFHc/DCFGWVHLe+pdvHzKw8UIsUC1LfO7rcLgTOBHZGvAeNIAZ4x+QPUA2xfYJtSlqkFD7/0eM14rtcE0hwN9wBUaazUnnw62873n876S3Q2FBhugNtes7Mn2vLsjJPGPLEeSr9I/Hk6/fL+zk5vbfadrdrYEiKdKUEDaM0lSQRPOjQimhCnoIPqK6K0GwnSNKQdxNvQMBDiQIjqBYgIKRb3Kk6Rupm3uJoS4oaV4FJJQdA4tCJEdm+1ZmYsLeDyokILmppWtKiD3Vco4RpYvyqsd0+MxqbpIMFLWN/2/pbAYtbkRtveXuGqf3zVeW0xQb8gygsRvIOdtEA8NFJCZ55ZprPp7acqrD9wXJPjKwvUkyQnxaiDh50tA9ex4OBs9GJOzS+4rjkzzxNWPDkHTIxgndHaR5aDSfLiZnadBy9ULR9jou5zAyOw4V0r4iCcWSuUtHNHMIZrggxy/cfbcBoIIA4mdyNaiYaGSgiFGJWUEjEOhDg2lqcXHRx4y0g9ISWiYUIDLdHO3tbdGbnVzTupGTTR9a+ly9F4hu+BvIaX+l91mTRrQHq/lle/l9p+qdbGWmOi22vd8dfj0YEQv6/1JWYtdgWBexLcWetm5bqmOPuqM6paEvdnYNoPjzCPZ7sBeni5twIdpH7xGems4HYhruOzv6/zsaQzwV4zka8+LK/Zr3gSB568vmZy4gztDvRd2WS8sMh8THYAr9+Dnmj1zhzzNdjUwTJxgMo7XUf3FkkDMQ0M48gwDky7iWka25ombHlgK5XFMnnbEDZkCw5IqOsMo+5dQgcoJbf72+dNv0btfDuzTQyTZpR6/STW7nFnPvPyedtrvHRbvVpTGiNZamlrR5Npkm7k28HQ1znFKwZ3k7yR/id7OaOXvKG+5EQvE9cBtl+aMLQOA18TPM7vrGghY7a6VGBNPvTUKJUGKgWXuhoKV9PhthtWGYBmMurIRUvwwYsQkWuXiebmGba9fA6ZvUiNjz5DfAoE37NQwYIhtVC3Nk+jvzZNRrTiHhElVwx1qSUVKtVDg7a3XLXg1ZBo3oUoBQkDwRJFgnuV1I26+PzLRdCc0bI28MsN7k1GX2dqQSnU2mKF2vZSayxTrX7+Ifpam31uWPWOjmr28rklXPcLXwdbB2FojOLOnCstvok+brREzLzb+GWICBaqF5lKbeCz4t2MTuSQVsg01P3MLPqeYgalAf8hIHTD4J9jbpZXma1c9+de23vp+Hu1prVB7+zQV/m/Va4MY4NeUHXc/Apx8tId8WrOdMjAeNlLr/t5A//oTGa/7tZe6zplEbxo09m6/cs7eOQ6fhujvo8dVQeW40AadwzTjmm3Z78bmmHryJoiy+LPLxuUbIS4UErzZBNtS3frCrrO3VY87ddSXuKVaxcfvRuws3Hh6hPRP++1q8J9RYxedGjX8eWJ3//3eom7vwn0LhV5VWD16+9j2nrn4LWTsY8hfXWd27l8j5X8s7T0zw57dQ3cDNuaL55GQTv5oNq1YwXkOqV6J+uLhn/vXvU2Aw+LWwG+dRXR5YdEQHJb4/xcemeJdI+toG04B4gusarqhQgNe9fPr96dJTG22Gnfig8RjZGoEdVAGryzQHWkFkP04nOfCqXiegzFfRktEqaBMKVm2JypWbE1UKKTAkvwjuOShaIjNUcoA3XLENxfQMQLNlYnam0sdTx/9Xj2BeO6dr+1Dsirj0oJDTRu59oMnq0XIcz3RetSRm109HzATaF6rtbl3ryLxUlQhdo9x2QAjlRb2m1pa4n0+9b3hPrCsP8FY8xjnFd7ej8X6XFs+/z2Mld7HN7j0w6ud/IWtY85832D6EXuvidIe6zgjH6EK8u/MezNMu6P0CSGiC3kc48IxDsvvPujxTDVpSgttDkvDdyx1mnDhtB8atQ/t6oSUiYMRhqVYRiYxpndPHDY7bjZz4wqjCosmxHjhYpx3oxtEzQG95RkbPmxNjJfaXFQJ4i3Nbl7FdnaxksfFE0Guc/Na3fo1ta7voi1Aj14jqGGlEjfc/xNWt5IM+6WJuvW1Qj6WvWqm+GlO66Nwb6GgsvyWltXK21dC1w7J0Tp0n8/d/z3M6b+2eOXTIh/3avL9755NePhVRAOf/6t/PnjX//rKy9X2YBXXRBdn/H6mj1Q4BWjrMcTvb1Xevzdk4jPNsR+Hvb6hx/6xD91fP4c+4E/9xP5lYf82HM++729fN5fcxjw5NsDdSveKVBGSg2U0zPb44Xd4zPpZEw6MoUbzuMnjvMH6vaRujwylsh+ndmmM8/3v6da5LR9i6zC6YPLfBzChoxKvT1gQ+Ig77FNCYeNHCPzwz3Dw4TMG1ssrEfjssE5f+KS36OTcv9V5CzGf8gXhjvY3cwMMbFPwpIvfDo/kbaFt+uZmpXjsoMQKAgxKGZ3FAkctxNFMzUHBhuZ3t6wu0nsfjcxvMmEk6KXwJ3ccyt3hOGCxhPzPdx8bQzHzPqtsj6vnH5/IhC4D3esuvEw/R5k4Wb/zJwz531kEUVHN8oL73bkISDf/Z58fGR9WliXQgo3jGHHuL1lLF9RliOVJ4a0sJ/OZBtZb3aUMFGHG3JVlvMTMZ6Yp8pWR+L2F4SaONxngpyJN3/C4sZZb6kSWaJSdSYNXzCEW9LzDbw/k5/PrOc/kW7e8uZvI6k+Uconprxyuwr1FLl8GiBFvri/YLHAbXUZ2Qe64s0PHsOfPoJFjIEaR8IxYkSq/DXb+CW1brD9C6F+INozdYgeOA9vYTtg8ycKv8diJc2FUHdoeYOsEXv6KxgicmdEuzAvf0QylONvqYyUnTPXhvWAmjnono7YYJh+YqyZuI7U8R0WfoftLlzkT5TzgXw6EMo7DvlL1vDIJfwbwlBJu0IkMuqGklB2mESG0yOEhcBKTJWbw8SQDsyHt8R0YH/4DWko3KeJKVTqoWITpDkSp5E3hxvyF7esTxuXT9/y8LzwXfgD6AMaf08OC+fyxLYK22mgFuGDfQdS0fUPUDes3qGWOIYR0kCVv0PMCOVbpD6yENjqDc/PBTkVshkxZiSckOkTlYVySoT0iZvf/JFYhZwD1YRtfYASQb5D85kH+XuEjZJvqRaR8B4JgU1mkMQavwKZ2LYdZQuYTcCGxv+NKf0jQZQQ9miEcxxBbkF+yyJHjvINghKWN0RNDDePSF2pSZyt+2tWNzl5oKoenHoAWCEHpLwOBt3HwIHFPegKcm6D28EkyTvQTJVTix0bO7U2dpYeWsL3EViviaeJNJvplz3KQdDGKsfAtpZYuFapez9YC+I86BCNrvGqEW3Sc/2/EF3+Qps0koYToitp2KNxICXxwm6KpDgw7iaGnTJEYxg82NdQqWsh140tQUkzskbyJohkSjpTammgXiGkzc3uytRYYGcH0NWwVNDgpvK1JGqJeDdJRmQlsLq0mpa2bakDzGwN+2tanz34lu0FpBXcaFrEmXrS21Mz6NAS6A21pdWUzJmx4+jFGLIbz28VqmB5hAZydnaVG7vJr91OuSbVDJ781EfMmg+OZFQOiCRMJgfxrnGLg5UVBZ1fjQ3QumC0JhKkYXLS2F2vYludMEmobEgD1rwtOSHqTEEjeDHKLn7vQqAzI8USUhwU7B0qVV2Ht+jsH68xhlQionK1uwtyIMhIGto4m0fCFJlSYkyBcb5hnN4Sh8gwDoQUSFPC6kjNrgUeQqbGjMQNLZlgSrXgBV+Ks5jVYJugDhRbqJb9fooXjrpElXcfKFRFYkajJ1nebaBUmryZOjtOBmfLubeCUHvy1hKqHsPVTic2Z0dpi0kNbU1PhqkbNr6YkIZWBxtekmIyIsf2954wdmDlp1a0PgcamKQOyMlVDqgBNrW1dpMQYgOMzdejVpQUrW2u9K6OE6+C6lZYbHEzwdvwTaB14CCTA6NWXxVUlgYczC3kbSBhl6VoBVuft4bY1pKqBi5qk6XR6kUCGVzfOhY0KDFNhDQy7fak3cTdu6/Z7W94+/aGw35iDJWkxnk9cV7OPA5Le92F8yIQBU1KpSJr87/QV0mF4ey1Vkz1HLOBBdbYtnVpYJUDIi4JUnB/iNYJhXAtbEv0a9WBiwb6OQbnv+usuheVvlYAuQZXbnzaDTsdXMy+bprL07jvUCv8SAf8FeGmzdLWbaGtKPQae/3ZI7hEo6h3o5UV0T1oom6C5QuWoVhGpSLB2piZkSZbKBpJwTvivH5Vqeo6/lJPCJGwTRiBkrqJp0v6Sb60PXp2HeyyeVfUZkhdCVp9PRMoGjECViNSKmGtSK6Urbo8SExIMKJtToRYPGYROSAotm7UapTBY4NQm/cDF4QTIm8QdsQgSBA0JSQGqghVjHW4JaYb1vMZ0U+ETSlq5JRZ7ULNlXI5Qd1QRsyqqzWZOcBnAqxIqK7/jcGS/Z4VBdtjtK4wS164EMP0GaQgUQk1I23fqNWJCCQfOyFO7ca7x4fUCDUQo49HVe8Yzeb8nVC9SCmlOPFEaIQzL2QZhVqfETkQwlsf+sXnu+a9A2cBfrYIofYyHo0rkCwdXJLywgw2L1a26Ifvow69mFcReWo7egN2rsW8xmJtMI319fQKcvfdv768diu0vMjdlfZ9O2Fput9Ie/2lfR5r+zgNaGySk6/kDEUFDRMxJtJ4wzjtuL27Z3dzw9df3XJ3OzOnkTEOnE4njqcTjx9PKEdUI+slY7WyxqHBMqGtEem6L/RCWifhYNYAzBb7iCG0DtYrlvJCpKERFa5Fdf9U0N+jFbWvBryt4HjtDgV/Xy7tnPr+2AuzAhYcBG1AoAPC3bQ14FIl/f6Cm+O24jV2jeNfilS/8BBBQgBVqjiRirCCZpfpLQkLAUJyY3BZ6cU1YWuMetBaQBYsPHk8ci3K+TUVu2BUqq50DySpiujghVM2TBYk7SEMHu9bRCSDnFBNiE6E4LmbakIRVCs6FDSOiNwgDKAXRDcoI2hB40BMkXly0/MyZ6oZ2xlKDm46nc1joZBRDk6kGyfCOIEtLklXCjUX705fbynbynrxtWI8vaNslTVWSt44DUYtK3kTL+gsA1aEojNWM2Xb/PVkBhsQdUBWWTFWEPfbqHXAZEYtIuWAUSiy9RHoMzyUNvKtMcpdsqYGB4chI0Sk7Fu8ffbiuQTQG5fWs/ZaVhAmgn7FlbjDhNQRWLHifh4x9LE4/vx4C8N1nYDq/km1FxdaHAVQqueWwYuSHkdOPh9YEEasvsX9ps4+3ptEMzV67Gk7OonE8OXf45rWObE1Aoq2bs1W2HYt8AswesG8rlBP3nkYBO+wmP01ZPG1oaR2DbsU1MmL5ykiMSHxHokDYQrEwRh3XzDsRg63B/a7kS+/esf93Q1f79/wdr4hBY8TntcHHi8H4sOF9fJMjcYQTpSwEeRElRWir1+mvm96bIOvE9Ve4qExXfdKqwGCS015V98CzA7sGz42pHj8W81jD2f++fokk69j4dhyCtq+4vfIu7KMWle/njr5+CiGlEa6kQ3T5N0jsnr3mmRfc0IrvFeF6mtRDZ6XSVdW0F8WuP03KkJ0pP97SPmr3392fP6wn3rZ/vhffTqv3vvPTuOHCxDf+4X8wB+vxQeuhQd+oADROyOun/N1IC1ciw9OamyABfKSS73+7D9xeMD/+oVfPenzX19//pF7cn3Rz2/OT92sH/vbT73Hry9yGN7gCKC5tSuXAFWp20JZjqRlZVxg0sCkI5sYSzwiyxlOC7rBtChaN877D5gFtsuGnQfsuxsiwni3EVLAxgGZEsN8QmJh2xVyUNL7iXjak+MzpoXzCdYznPXCWR/Ypx27/Z7HA3y8zdztI7dDYgiBYTA227iUR6xsbiiaI+XiSaHtegvejElkrWe2Uhir67BPuwPj/cT8VWL8qhKeAuEYOdQDN/ULlAdENuadsbuDLML+u0pYC9sH17Su9zOmlXN6QPXC/XhhCJVxDFAjQVy7L+/dnIeyUC5PlPOZct4YLsawFOb8JXO+51ICZ3Ep2Wk8sxLJ7Hyz5h7bVvL2gLIQ26Ibyj1GYLd7TwobNj1T4kIYIhJGivomMuuOQW7QNWGPe+rzP1NOT8TbHeFNQZYL9fKAqjCasKKczi6XsCdTtHAZKxSX7/gpqC4+nzEiOT5gOiLLHVITVe4g7rH1I5QjUs+orYSwUmXxgnocqcmN0kUrmiqaK5J3zrhb7px1N2bEMqkeG0m0UM0lC4yI1h2hCmO8QzVRwifMFnZmDPnCOvwFWX7LEn/PNrxn2yIbM3M9MJcvMLljDTtCeCbO3xJRUq0NBHRgJqwXqBe0VDTCNEbGaWC4mYjjjmG8ZYhPHFJiH6DsCmVXGXaJOI2Q9sjujnPaccyBSuZxeULkA6p/RKSwFqPmRFgnSoFzeHYzVHtEzZjsC4SZVQOmSoj3qEXU3qN2oXBgZaSsznyJA8RkbRM8ebfJJaDjhfHmn5E8Uo9vyMW4bBvu7XHGyhMX/pMnVOV/BBTJJ8SEogWTgaoFC8paBnIWAgcUZYz/lahPpHghSiYHZY0RY6LKLasUNilogbDOiAhhXFAzrB6dffFrVjdpLA6iA5TiLCPPpMUj2GaS5qa2sUmtZGdeNoNRqQExB1BcMsLBRMfYGptahiteRQPL/fctIeoE4Jbc9f88nXMWT0+qpQm1dkkibRI7Im4OLY1B7NuhIFqQ4KC8s0M2nzPBwZKYhBCFFJUUm87wmBiSMQ7u2yFSKGYQs4O/OqCmTb58RXXxhLA48BZCb4n2ln7qitVK0YqbyloLfF36wjq717yIAc609HCgMf6bTre9Bsk6Q/3P9k4HCeTaSZEbWbkVJ6x1V1iFOGJxbIlxoxJtDv5bbYaY2tOZX2tI/fpoY6szVboWtjYTYrzgUyViMjh5go7K+disklq808aALW0c9TveTNg6qSHQNO5je9/W3ivqIYcG/1sHMFkRW1thy4HMq6Fxlfae4iCnCIpSr2BGk8NqcVUXRlDcy0dDJSQIDSweBmGMwphGxrQjDYE0BTQGQkzNgNXlsVSrmwqGAlr9dc09aGoDVXxMeWGg2NLmXmkgVQfyO8u1TUMFYnUGsHWzPR9zNEajA6Xlyiq2DmpcfTc8aatYywFCCyibFrr51agNLEOiJy5trvt1B7kO6pbwEQA3Hn8BtH7qsJf73jVmEXoXiF1/dkaXM0Rfyf5IA496B4L0LoXqSe3rmFpfADl/66ZzXdv7x15o6bJFjdF1ZS92YGnDrMts9HvT6Xx9UZRWiOhPa+ubNGNINZeaaz4jcfAuiHl3w+Hmnru7W25vZsZQGLRwPCvxbGyb8XzKrKt2+WRfJ4tfs65jf11OriBByyHQF3C0d8P1edJBVekM3tjmGY3zJNfOCC8E9ZTEgdRrJC9wZfj25LI2UE96sUZ4Ae18T7p24pmDqSZNV1pefeEAhhujr219jG0k/prkTxDdeyE8uAG8m2s7UFF7BxcZE9cql7Ye2StSWdDgIKi4sbRoK5bZgtSKlrZvpuCgaB8npRUQwx7vrPNfu39RQSWj+LyrGrEmfRBMkGIubVQzZu7ToAJKQasimwMo6AjSJDGtUrOvx0bEDSeP0CRbkJnQamZhUMLY5OvEPfPMRoTAdjlhCqFUTFYYNkwqtm5+DS0imOMb1YsQVGsS99aKEE2mJLeCpTR/Kym4aeiAWDPwVlz2B1DZMBPvPDW9Sl6JRQdurnPd4w1n0LfiBBvOXFa6MS3VkOoSt25MDg5SF4wFkbkBYJHOjvciLm0c/FwnRLv310S9nW+bly6n4cWEa8dWl1z5XmdD3+dcgtMjrKblfR3z/fy0vUY/tx/Jua3n4y/g9vX1rs9/vV4K145a899d/cyunQSd7Y4XIRoJJcaBmEbGeWa333F7d+D+fs9+GJhiYhiUGJWyCcdjZV03YhzIefX52SQ+fZz2wnZn7/qa21ngZn39bYWe6/fw4uHQPp9UXwM/j8Oun7+t430/6Stcfx3pG/La9tPp5V6Lvewvho+ftpdJ23Nf1sAeefh9fSnOdonLV55Ov+LoHcXWCjGiTS40l9bQ56CtSXYJRnKbn86e96aX6vJDsrbrP7Rcw9d8LLeCT5NeLH1MDIgp1uYeuoPYyE+MeEy34Rr7iaCZoC6xeh1DoXhBiwn3O2pxrDkwq6GgQYhRiBFKKC5XXDwCLDFiGGE0NAUCI8pIGGfCOL/M9SJYNkpJhAQlCyGu5M0Q9pTV8/ScVzYbyUWosmGlItl9LC1EzIRacxt+0T+rNGnWtj9CQcyvZcFcQk/ctLeVn1BTTCpFXNaXJk3ohf2Cxa3tJdr+Jj7Wantt24GN10aU3GJyaZ4aPmUNJ574+VOdFR+a1I5Z4GelgrXNne7HUt3XoHcdX+Xiq2MrXtyL15jW53XGmFweSszjKmnzo68o5mOYa4wK16KpZX9Ol2hr8Y+1DdWa6fy1Y9Wy53XS1lhpBYfeAdVDOBWPyzuZRWszYU4QdkgYvKMoGXHYkcYD4zQzzYnD/o6723vezLe8m/akOLjs5kWoUlgvgRQWUogEVY8t8O5WL76bx9pVXuLba7DlX6JdcnDEu5xbx0cxn1vAi6ZHK4yKxznU1nkpghdJU1uaPEaz2telFj/09RLPSf26RSfZlVaAomJhBBLuDVXpPlova27yeSHBiyuIkxDgpbH1Z47/RkWI/k6fb46vN2r7/gnJDzz89VP+VafyGeT4mVyBXENref3Ll5/ks7/90Ou2fU2vwau2TRqurUztMzq5yDCrjWHjE7qf1rULov/eaGzVlxvpak3fv2j2+sfPr2f/+fXfv//Nrzh+6jmfvbG9evwPPu3Xv78C++KF1IfLwpIr9S5hCGX+QLBP7OOO3TySl2eW9Q/k+RvszbeE9yfSMZAZ+FYmxG6J+TckTcy7W7Yw8fTmHWvIfPf1vxCGyt1jITxUHj49Qs1MMTJOgcf9M2vaSOmBqBfmeMsh7rDpL1int9S8Y/3jjrApdwdhulzY/v4jZQ/LV8K6KLyPbBb4UwxoUeSkREuo3qNDQO+fkbFQ4yNFM2p3RBspsmPVxM0/75n/cGD37p759oa7cc/tOLHGhWWYqc8bp48XLpuQvxhJN/D1/cjxnPjn94GNmXL4HYULx9M3Doz/tUtU1OUrah5Zn5TllDkVMF1Y30zkNzds6cBy2rHdXNje/gvn7YHL+pHDVphW11ZOwYhmDHXPpgvHmxNb2Bh19ADi60eP4cb3FDa2hz25HDD2KInifFJSvaD2J3TaUMnEemGXhZIX6sMjDBU73FBP8HSGPBrbbzMhCbe3G5sW6sfFg4rz+ScJTsvwFqRi6SOIGxFJHcjLR7a8Itwjcs+qA1mfOduBRWaC/AbVvyLUPfF8R+Ubiv2j6+UPkwey8T9TdGT59AUSBob4N6AZKxljocxvsDRx2fZoFcp2QyiREGc0VnIYQCJPbJy3fyBeHgllI+gE05eU9MTz8L8i2ZiWioRHLPyBzMwx/oYYKzez6++WyxlEGed/T4weUFnNaP57giRS3TGEvyP99rek2xu+/Oqf2N9+YJYbBnnL8yXyfD7xyVaWbIwpc6gnlnXjeIxs9ZY1/4Z8Wsnbt1g9E+p7VDeIHz0onzNmmW35F8qaqZ4tclsuDGbNN+BAWL4l1D8yyokh7CA/Y8t/pFpg0YhtO5ZPX6MxE+dnZNlzePi3mG5U+RbbRtbT/4ygpN09GpWUj5AzebxQw4WtPlKBnT6jw0oo79C6R+SvETEqkUXO1G2iXkZkVHRXGbaFsD0SciGdFRkHNrsFZohf/boihAime99MqjScp6nc24TogGl20NNcd1NKcR1dDJMdmFDZmjGuJ0YizrI2mlREaC3C9eKAS3QG75VsdjXN64B5CyybLEhrBG/bWgfeZgcZwupAadP4lCieKIWd61Nr6w4MM4SAyoyIA3Wi2vw8ImmcSdPAbhyZUmJ/G9ndRMYUGVP7PEVZhxMn+UjIlW3ZEIxtJ0iO5PUG6uZyFeQG1RtVg98WK4huaPBgsObQ1JVqK5KsCIt3IeQRQdEorkO7rYgllBtMxPdxLZhc6MGzJxCNAVfbXteZPPR93xm/L1qfLbA3IWTBSN5tYBUZ2323xYNCNq6sSRSksYl+8WFoPbXzGjwgrTgbDgH1seQ6pg3ckg2zjBLRGlvLcwM7xJPHYu6LgTYmfQ/+zeWGiK4nK9XvV7CAWnS5Da2YOSPRjeFSC6Zdt1SITbGrBeyt8cdCaz1vGsvS2po10goTO0/Qgo9/HTIxFMI0EVJkHEeGIbHfJ3ZzYne4Z7e/J0RIQxs3VDKZdTtRbcWyYJtgq2KbuYwbKyoO0Ejcg2Tq5eh689WLzbWzNVt7u+O3TeoA9XktK2ZK0dFlEmtwZmqT8OpkTw/yDTU3De/3zpouei8ldFNbrEk0XBPAjDTJN6uecJrW1uXj962JozR2dQOJTFsXys/EcL2Qeq1ltBixafz28Nu7G4InluaAZ2cQC/JSQOU1CN9kRkJLaJseuifJHZRvwD1GL/D6edFYtYXuhdALZg4QDddzpxl5OifnBagyzItighebtCLx5HrCcUJjII6Qpsp8gN2N8MUXkfs3A3/9m7e8u79nHpQxKe8/vef9w3uEB05nI28rIc3oBsKCmDUj38aiFaWbx9MR7uug6F+tiNoKI/Tuq150EfP1jeDsXxrwJHiR0Mw7BBoD1u9fk1CjdRpVlwKhmcT6slLpLf5XQK+mxpD1ZMmzhMZEdgbHq33G2vVtrNza5ObCa9mBnz+kljZXNpCVWjesRqplByRCy7vKQD0FUCFo9QlZDF1dvsHH4dqAIr8OVr2zw4ZnkIiEyYfUdvRrMijeTeKgO+GEam5FSl+3ag5NvmhBkhDGiOtgZ8/G922ulQUrAVsGqooD+LpS7exgyzQgQbHFjVrrrVIGYVBFNRDnA2l6y5AKKVaGOZLmiKiiqixn4xgKF4TwXDnbM+twQalUvZC1UjVRiVhwkN+yjzmJvm+FqKAJzXukBrIpVRRLtRVUcdlELmCf2vBszGoRHzPeXuHFGXXpCgzInZ3d2LfDCwDvqhwBswEJENSBj1rVx2Vy3ytEnWlaqptmh4jUFT3/wcEd2YMoRZ/b8rLRR+mPHt1/oOsmdt+GLk3SimdIL8z7+nLt+rGAdfkNvHjXsYirYbF0WKbvsf29esdRY9+36OYK5tPXVmfiN0EdnDgS+tvQUMTPCiW0z+GdD9oxDMUZxq0rQhMuUzIJw064fbvnzbt7/vIvvubrL+64nXfsp5H375/58PEZtfccj5VtXYlRCep+bPUqj+hv3iNMk9pATD/vppuGFyP8+luXbaI4oH7t9HKMqcMp9r17WfEukZfOPzqI9kruSq7kjuYDYE2X/boYbr4XkcAa27gVUnvs7a/vvgVYv68RL+TblTxwLfj84sO78qQGKBNWJ4jPICtE18uvqpgNLhF83f98Da0WvRQWXXaoNpNrDb4/m3p3h2UnxnQ5FgvqBsuNtKOlMbQ1gg3YUKnh7J3OUVDNBDu6b0EcGlDeOl7rDu+GdQkndPSYs1a01uZeYkRTggmhNkIOe7LuifMKlhmnmZggxrfEeEdKRkyVGkZqnCjbRrlcXJY7Q8kLy3mkbBfWwShbZRkgbytxeiZvkdMRylbIVqjZCDU276VMCY2vUcCstLhr9thLFoxLG9MZNKAaqVZQc2KPaPRxWZuEq7MysZpwaaIW85YZI7r/tSyeXxgQ8nUpMDMkKFFHKBu2LXQ80qX9ntsUv4VqlOxrU9X1Z7fS3lBbW4HAeRrVc5i+zqg4PqkeC6FnkEagM/Mlsi4gH6F3XyLX5/u8Ksj27L+rHttZbFJKdXsVoynYM8gzZieffyUiNnunmzaipQhe+N950WR78jnKvRcbdPH10s4+LxIQFA2DS4PFTIgQ444UI0PKjGlhv3vL7c0NX9694ev7e/7y5g1f725RqQStDMczRSLnVYj7gixGLS1OEy8i9L3TsscYUrPjwepyp5bbuq1OmKOcvFikvr6JVajBCXI8031oMHHPLPOiIoxI2dH3G1//PTeURhQxbTh8cf8NanZSoAW8GHlpBKXFY50ue1d9TaSRBl5IZLlxhAJIJ/G8EBd/bjuFf20R4vWA/sE3+x6y/+pBnyPmLcn40Rf8hUHoT2HfP/Oka2FCfvzZ8uqz9M4HeieENkNEbRu4XG+DD7QKtbFaex52Pd+mKYnQ2H39Afbnl6o/789kk+zPH/JDz/3vcnw+4PqF+rGi1K8/JoNgxscts9YM1ZkxdXiiynsXnQkzRy5ccqEMn7D9I/pQSIuyhMAxDQwYN+WeoIk03rPozNPhK3Jcubz7jqgrh+8KusD56UStG/v7HUOCy3Thacjc2DNSL8xhxxQCz9MbZJ+wdSZ/2qHpwm48ER4Xyh+eyfdGPhj1MsLTHSUoj7dK0MDtKoQc0HhwFtG7J0hnLJwxrSiJUGeqjGSJ6PuR4Tyxn+85fPWWm0Pg5hA4ToltGqj/Ull/b2xRqDeJ4VC5fTPAx0D91mWf6vQWq2eWxyc3Uvw6oMPA+vQlddlRPl1YTxeWAlk36u5AHfbYsqOsE8QVblcu5RPn8p7hKVAXZ4Fq09wO5iztdVipWtgkeTJzuCCxYLtnaqlszzfkLYGNqDt0YBao9dF9DpJ7f4TjxhChlEw+n91LYZqpq3GpRk0bZfRAd54LoRSOpw3LFVY33/mxY4t7kBVN36CSCXKDWmHJj+SyEOUrVN6QxZkHi+4415Gk9yR9h6yJtI6Ybpj+gxvaxoTpEYt/otiB5fQGjZHh9ktEFqjvHY9KiTqObHF0BkWeCAZjOKAqVB3IGrjUTxzzA/vzSlwKuk9wuKXsPrDc/hPplJjLDPpEkQeKVkrw5E1v3PCWeESYiOm3JJ2A91hd0fIvqEAsf00Md4TxHeFux5t3/8i7N0/sN2EqN3wbVggrlzWjJyPWwrQs5OfC9hTYtj1l+SvK8kgt3/hr84TZioWjB2JDBSvkywdKObHahpmxr7cIEwwJSSOSL8j2LUmVQQdvsV3PrHqL6lusjOTTPTo/IzcPxLxnyl9RObPGbyhbpGx/CURiFIiFcKlovcDw7NCinaEmBj0x6Eqwt2hNVN5RgYUHNnvA8gCLNpZrJUpmKCc0C8M2UDRytj0mO0xvXyWRv+QQN2uU4L3CtVxBHPdLmLhKLkltAKIzVJCI2ehBsa0OTEvBmUkzIuEaGEpjytbqTGKVnhg54ORMGSE0dphIZ5Q04BB60147a0UYvRMjtJZ/8VZxVJCgEMbW2VF8n9Shye6MLl+iyf/F/SZCnIjjzDgH5kHZHyI3t4ExjkxpppZAzgNRlVKO2LqRyopVIwze5hrqDCUSwsUTwFfsa9OK9GJOaKyRJlflUkQeVCsrtbhUxjV2Lm62CRGVwWua2oKxsDbAxK7Xxq9Xv1q9SNA9JDJXTd8rU7lhtEVa34R6gB8LUiuS3cTRZKHrsRqpsWd+XeeNs7Yag1kDVpoPhIQG6l4wzhhT++qJYGNq0aRrDAcO7aXXQGRo77N60Nu0WyxI6xDIDq4yeRGCFZFKtXK9XqIdeHB5QGncf9XGOFY8yNd2D7UVIapnaV6wEMRGn0O6QKhobF8pEtJEiokhRqZpYt4P7A879oc9MRghFt9rshf9MgWx7LlRES9GFDDbMDYHxCVAGHFw+0Q110O31sL+qgzQSbvexWPt/pVMlaEZJPbOSF4AoleBo3e4ufyJMWLWOk868NSGXoevtF9beqxb27xvybA24L028MFaGUJey1Q0qY/reP7ho3dxXaO9dl5Xmab+u6ssVZe2cMa5dCa9+Xm8dFO0TyR9IVK63zL9Gva/00k+rWhxLdT5/mNXRE4bqCW8eN1YS1xfsYbbWPf37vJs7eGhydKEnfvgRCOkyjjBOMPhJnB/l/jy3Z6v39yzm0amMRGCF46ej4VxOpKGwUGbkJEOHJq0923n2opYHTeTz2FTye2MR5DgQBi1dc5pY57mV2uTvbq+0v7XXrx4YcAREdp6Zzh7Dpzh/gKemihdauwV1nllzPvbtWt99d94eV+fH7EBEO0+6k/nZH92VGsJt8eftWaq9Q6b1lkTwHKAPEB0iRBfv5sm9SYgXqw2k+aRI62po1LHM+575EQo6tKKCE2epETMQsNtCtLIBTUHrAh1KFjIhBggbVCa6XcIWAjeUZkzUo26Ta6CkRxAqrWgqli6c2mSDV8DgmCjX1clEIaJOO8ZYmYMhXFOjPtECIkQBpawEsqZuMIWChYrMQpWjNi034NMIJBDB2H9vrihcEGSg5ihzEgZqKgXzOKCDSus0qqtGyaPzpjsJrpVG2jshu698HcdzSV4vJFbYXGsPmS2fi3VSfyDj6BapYVEBqEBd82QXapBcK1vKRnWT874jaMX1MMFEYg/J8UEXCtSXVv72tHQwHxtPlO2OphuiW7Obt1rpDP11feGnub3brQrG/kq99PjrxfZM59evocLsWXgfZfpa93rf6WdZ5+UvRhoXGGM9qr9FlwVH7QXQQUN5uvbAHFU5v3E4fbA27f3fP3FG+4PB27mmagzYhNPTxvT+IlhSC1+ft1d2wqr/X1fqp7tvFuBpxWsnCHdF76Xz+EF9XJdSjD4vk+WM6KlFzX63iL6ci/or5Xb2TRGeTf9huu+4l8TMHnnkLQuxKtBeDtf2v1zFLl1gfV4uuIGxr8OoHGSEJBHpEZMz24pIls7s5neRdnqupjml/kgioZErYKUFqurXM/JqufLVKOz201dHlEbmz0UQ62BrZLA3NjZmeW+5imrYwHaiAY9nrOZLs1neBHTL/gG5kWIID5SPTbytTvKwYFwPYIq0xQYkpKGA3G4YYgXhnihDCN5nCjLwha0rQtC3kY0Ql0jiRNlKwRT8hZwSV4otZJDhnWhSsGKPz/XJiHYuiurtajdUisiNFCYjOv1t64AE6S0+6XeuSvfI4XR9ug2XkUw2Xk3u5xBcusCwse65AYsu89FCNE752p/LYANixdXYeAAVJfckUKV5WUf/rHDWgTZ92cpTeIotrnqRVbpsbg08ozgxLPa1o9GKvF53mPG3t0rjXF/ATzORRpXxWUiXuIEPB9xBYBnYEHqG6zMvo9b7xSlja8dVs/I9uyxSNi3c7m0ePno7x9m9zBpHiQavEs/BAhBibGQYmYaE/N84GZ34M3+wLubW77Y3+GG0ytLjTyugXEEHQsSrRGIwDtlGtGnmk/5at61YOb3XvxvXg9uFaDyKt9q0qpiSiXjXhcJ8O4lqdHzM/UiK2WEqwxm9byAl5jVtwRz0kTNL7EW7vtjbay5IsCKd4KVNgS1dW/SJMmaR0wIL2PFeg74Z5Hpjx7/uiLENUH6mcd8/5vPvn/9Wp/9/ntZzGtE/afeVH7gIT3J6L9+/Zgfu1AvbYyebLQNvUku9ed3IxNV8TacXoyQHliDmVGrtRiuablWo2s7tjn4wvr63mf5oc/eOQ4/cL3s5Rtpr329BL/o+PyBP3bNf+AFv/de9svGxy85I8l82v9H38vyV8zM2OkDVjJjGBnkt6xW+FQ+cF4mzseRJV2wUKjPmSKra9/f7rF9oH5xJm/C84cLNUOqF8QKeT04APV4pCyVWmeMHcu3B+xjYpc2UtiocWQNiU8SkGGF/Y4v7264HDOX+sBYM/M5I4sh28jpGb79ozJI4j5EiCOb3Dmj5IuFwAm5/wMyKsttJsbAXzxNxCrcfDmR9hPrm0A9KLey5273lvGLEb4A4jMSLuxSYZ4Cy/Q1p/Hfkzhys37HhTMfrHLBuNttjHVB87dsVlj3987SfH6m1oJ9+w9wCux/PzA8G9zusLvfsIWRLIllr6xSWJ8U/U4gHJhjQkicw0jJiXweKQny/oKwclMNsZFzfofLDg3EXNk9TISS2UwpqmwXJQP700divqC3K2XKLOJkKIl7ZPiCUZR9FpZLYHmKpIeF+f2JkgrboRAT5P1INSWOt9RtIzx8cND2R47NXCJpfP4aESHvk8cV2++QRR3klW8I64ievuB2WbndLjD9LzD+vylyy5ruSUthPv8lMgX05onMmcWKdzas75Cykk5/QuyMHhYqgeXyhOSNKT25rY9FpO4IoToXZ5wgDkx5Q4oxhS8YdjNmt9j5wpYD6/IWu2ROz6trUc//hjoqctgIslCf34MkLH1FJXHM/0QUIaYENbCWO0xGZLwhDSM3+0/c3X5kd6sMN1+xq8a+vsdmZbi4IffT6cRlHchqWBgJ6W+p9QC2Q/XItHt0OaWaqVRWc6Azingr5+lban6G8a8pYc8S/kSWP7GkE1s4MIRICP+OlRNrPTtb4RCxWBjTJ+qayKcZLXeEZSbYAdkpEiJ1f4flFd2+RasyceuSBjOYRMp0S2kRuthKWGZi3rENJ8p8Ybp8Yvf4RMgnQlm51DPnGkkWCOuAUaj8DihsaaPKRD3dUBTO/AP1ly+2DdPpshWd0WH0Fl9PsLsRVwCbsKqIuWSENZaTXE2wOoC04dRLLwBIA4OlmdpabQUG29DGKvO9Ytcy+25k67rWbmKXnDFhYLpQ1btbqgX3eVBFNBCiG1Irvg9qCtc9UhSXudFEDHvvwBkHZ6ankTGOHObE7T7y7l54+wbmIbCbAjkLy5J5vgQ03ZHOF5atIlZYRg+I8tLYdKG2PHVAqqFy8iBeGlhQPCGVxgRBZoIEalVqFmDB4tEDwOqAgODMldIKZ1L8PpmtXE3UEF7kZtrm1wJzFZfwobZm2G5ILQ1wrMkltcSlOzzwGHgxbez3F6yzi0pnkP/SQ9wMVb5vBNq/l1ow2a6t+n6/jc6Gt9BM38Lm404aG79HVrW0ILZp90vyOKq0+Ksx8yyLGw2WlpwGaWNuaW2/A1UGhAJ1w40xh2uATfCx79dh7+9tjRlq/p6hsX7jOKFJSMOOEHYMaWAYI/ubHfv9yBdv99zfztzfveXu7g1VC1UL5/OFp0dnaJ7WzXXSt428FfIWKFndCLFuGE8ORNYCpVBZqLq2LiOHt6qBsDlI2uaKFE/4DbASMUmITQ5Mmks4BceKqOagiIPmncVUkSYhZrK1O+GFkKDFObe1XsGb6otASyZBKP4auSeyfq87SG+NOSrSpHo4/fwQK63w11rRr7JftcmHNlaWJ2LaxlGTS6O39jez1s74qg58XqWpmrya9QJci6WvBRTphcAODPVk3jWs7QoGeWu/XMHEVkwFwOUYXgxaaaBcAxlopuM0OaaoSArEcSKOI+M0Mc8Td4cDb25v+e3bA7/7Ys8ujUxxoF6euZx3HKZnhiESh9BsOmpbd3vhsUljNPkiD/GdzUqV1nHfddQvbf5wvbZukPgK8G8GgsbqV6wnCU26ywFW8U4pw0EB5NV16deiFXi6rEnv6rFeCOvgU9vfuh69uQTeVSKKTG+zM1p+1Y0neiHmlxxmPp8AdI/J5OuGdva0n6bjr9LYuBmXCCpYzFhUcgze6WaKhQLh4sv7MgFKKc78t1b4srBvINUIFrBcfB2sbZ0KGyVmrMkwiRS0ZpeWXaUVKZpetNAKl0aQjI5Hf07YexcDSkXdw6oIpRUExudHwpqIhxviODEPC7vxn9nt7pnnGw737zjcvyVZJdXC6ZR5TAtP+kx9NvSy8Wx7lqpelCiVIIBkSv0ItiFhaeuvs+U7flpxli56IchGtRWWzVm9NjZQdOcSTNGLirUaLnWS2r4yNuy2dX1ZK7pMPk+tXhrGN7axLi+eDyYuhaY4YBoC1BXK5gX3enHGaJkdc977mNb8TC/iioUGKP70WHvxY2gdYeI669b8iai+p1s3QTLosm4dw/bL5iBlX7+u8hz0parPD17WuOu51SshxBqw3j0ResFCukTW9XwN2NwL6OXTcPW56Sxl7YXYFpvg8ZXjV4oyOACqEzFMDDoz6sxu2nO4ueF+P3E3D5yehccpM4yRMNyi8YSE5ECl5BbPdhautevjcVUPYcV6N2Uja0iLaa9G3H3ad3Sty/a9FCqc0KmIpfY7X8terkvb5xpYUq1p4lsvJPTr1MHUrt1/wtdaXweuewS+VtOl3tq+63KWa9tz8qtz/Mnh9tlhTiISIYQJVXMOjcl1ffdYoCA2Am4ObTqAGbUYVZUtRsgZqUcwqC026yQHSeIkj9LW3poRg6oDYoGiB8eswobKB9/7UNxzoMmwdSpN6zyWcEGlECQgUl3UVSasdUVU2TweNifCqCnBFCkHAIYIqUs5aWA3TIxp4LAXpmlhHoVp3FHiTIl71m3lMo/u/XDe2DbjhJBD5MKde8bVI3lVyG/I6p3OOWSW8pGyLazrI7WsEAdKnajpCcsX8tZzhH7LA5ajx2/FYy8IzTehyehWl8hTdU1+29p4xLvtdAu+rvZ4Rb3ooCwgK4QDSKKkhaIrRnFilBjE1O5/03K0weOb8OQ5YiuExKsB9I8far3Q0vZ0lZd51UldYu7RqKuP7Woeu9fcch9tbSNevBbrxde1XTCPsep1i29xoO3avGsdsV2u0czjnJ5XWZNjss3fUyPIrZ9fOYJlqigiK8J7PPZYGkk2euwt3vXqXQqGFvEurVAIMZMCpOAdq9OgzMOBXXrLfjhwmCaX0S6RqGdgxmqgbhu1rFQ2Lz5YdAnI7N14vfhQGfzvPLc1vheyfL5ZWX3tCXg3fRWuRa6akeqdv345/J6YNZ88HtqwbBgC5zaHd75HyNLmuss7ui9gwWT15VRBGHHfyZ73Z66VanrMHvxxlrA6+/5Vop8jj55jyB0/R1iC/+7G1D8O8PvxGkj/McS6P+bngB3fbH50kn3++2sB4nVF4bOHXhlS8vL3K77Q6vmtI6IXH4IqIQi9WGHgGtbigWWlBRmvOyLau7YU7XsftcXs37sSP/jZv/eEH/74Pw+N/UhRw15di588+gW0P7+tf/bmvxyoq5p53v0TNizM5z1TnimXJ+pyYji8Iw33bPUblvLAZc0s50qOnljUc6FKZkzC3X5muYGHt5H1sXJ8WpEizHFBTVi2HVID9fkDZc3YdI/JwPbpFkpgPnxiToXH3cA5BTZR8pB5NwfuDzs+lgdOlyO6GtNi2Or6+PmsfPoQ2Q+BL2/c+8DkLSFuhPt/IYYNfXeGQVnHA1YjX3w7crMG4t+OyFcDx1vYdsJOdxzmW7hP2L1BOUH5yBQnpmHieXjLNvx7hvwt+/XCd6b8IyuFjcN0YsoXQv7ARZRvp99RTLCnC3W5UL/5IzwX5j/dM50H0v2M3rzlkt0j6P1onFNh+yDo7wPDNDNNB2Q/crmdKSWxHUe2/Ynj8C2zbXy9Qq0Dj+VLjIFYI9EK0zkR8kZoAF5ZIOfC8P6ReXlgiUaOxhKVTZUhvCPFrxhkYy4rskY2icSnyvipUnYVpopi1ClRZUTHG2Rd0POxgXU/fGQuaI3I5UvEEnn3hEnFypewzRD+KyafkO13KHfMpw+MlyOZv6ek/8RR/h3n+H9mOA3sn79E5YK+eWSxlZILVpVhu4PyTAhnJJwI80olIOsJ2TbGsBJVWOpvsToRbCVIxdKIjRPDeiHmTNIvSPoOOxbssrp8wOmWZX3mfDoyjjO78BZNCwwf3TD26SMWDtj0d1SU8/oPBAr7+hVqe7ZyQPQAuiPEgd38Lbf7I9NuJO3fMGHseUCHmXGYeT5tTNOFMBhFFNOZEH5LCRPC5MDffIKykTehVCjFE7OgglpFLx+p6yNb+h8hvGMN/wWTP5DDhRr3DOF3BP2axd6z1A/EOBHTBOkTafxIOR7gdIfUiG6jt7nO6mzC/QHKEc3fEDZI20ioibwDi0pNe4oKVgSpmXC+IWwDl90HlvmZ+XRifL5AvkBeWTWwhTOyKcNxQFLCdl9RWLH4iDFiy54iF07xjxTWHx1rPzwAG51XX5IBEXPwteIM7GuHxEDX/TYcLBYCyoB7JjgrX3I3wS245EtL2K/ErtgArF78aMZ6MoHsHQyW1r4rpQFu3fQV3IT5jCceBw8+G+gbYrwmJipCCN4Z0YvzGgIaAlEngo7EGAlJSTExhshuHLnZD7y5qXx5W9jNys2srJtxOheGUVlwKYXh0wWLGzE5S06lNtNRWhEiNTZSaYwdZ3ORQ7uOpQGJE8iIWUZKMz4L54aTSSscKEamdtmlWjGyJ89iEJRrdyTSAniQzZ9PLA2469dQG8k5gSRn8pvrRLskget8S9dK5TW7pIMc2y8H6WhP6eOs4bBXhRzrBY7i46oFoC9mmYKFxr7UtQGN4tdRWnJlLo3g5sm1gSHqBRYRCLnFRV7QoUxAQrV4uz+rB72Ir+HWEjh1sNekIiqeXIUGjta5ARlP0IsQooQQ0KCkIaApENNM0JmUEkMMzPuJ/e2ON/c3fHG3493bG96+uWGlsEjm8QGWy4WtmBuxUam5ULdKyb0IUVs3xBF663V1bXUHjr1TpJo27mn7fK3LyDGj4p2yFkAiYgNYKzBgV7n/Ys4etlea/o5GeRu0dUYaU5t7DsgU6wUQWoQpdHNiNQeZgnUzVx+b9RV7tieNDmqdeWGq/sgQq737qLGFe7dO5lUi24t2hndutfcwcwZblzVpwA7lFdvreyaLfSC/FKCui9yrtMGLDhWRDpQ0mSIK0nwvvCW9J+peqBG8eC6vOiBe/CT8HBw6d9k5jYoOA3EcScPAOAzsdztu93ve3e74+n5iF2ZGGXjazXyYJuZxIMVIjNpwewcgEC+oesLQZDWu4FnXJu9AUdsfzP1iJNQ2Zwbs+lherhcbIlsr0mi7VoL7KKxA9E4jfHz59WiSEV1ORi40el+/yFy11q+FSzdQ7Ne/d9s4yNJ/diCgs66tF3aQl8/5Cw4BZ1iaYjb7uWrxr1dDqX9vjcGubD5Xw4YFqFExi1jdgRoynpESYDuAJWqZ/bN1GYlx8kuYIxTB8trkEh1gtVia1ESffcXB12rIBmLO+q0mNElw35cV4pBBEzXsvQOi+aOUzYHnMm5+jsdKWBJh/poY3jLFD+zSJw77HbubkTfv3nL/xV8x5AvjduJ5KIyyEUvkeHim6sy4TFh2xrNKN15d2h5zQcLF38tmXvYfc9awGBKfED0hywZbk9NqoCRMToCIBrW6HGlVB+7U2f9m7gniY7EVVse2QZ2WNl0D1Bc/DTcUDgTdvNikHoe4nMyC1BNSjpjeQL2DKK6ikw3J5za+nD1udfezY60rJpikVgBIbW7Yq/lFi896fNXmQwPYvVD6srbadf611792PLzIL7XNtr12L6hKW306COwvIp1p3+bXlcCvLa6xBlii11NWeherSxxaB7jM11z/URBx4Cqof0WdSDIxjTt2ux2HXeJ2CuwnGIZCSgFNOzRO3uGoQqVJKLUOOK9HW9vzjGbo8XLdrkVM75brBfLr9tH3Kev7hndCWYulfVIN9LXNn9LiEhoTv10La0WM3rH5smD4ffY70Au1FQdOWxFH1MFh66Bd4Fpk7TIz4D83DOlXHdYKfuYScqKNKNvHkzSPkeaL0bvhJCSsuFSriVJjQOpGqJeW57bcoxf1ovuj1dKKX9Y7fX2uSppAE0HdW1Jkh++FCdhd75XviwUlI2FtZaINL1CAdwUMmAaqhBZV+PqmpmgNYL7HpnQCLY6zibJLI2OauJ2Em/3Kbp6Y54GqMzXsWcrAcYusy8ZFzqzLhmywhQByIK8rdT0RVKmXW4IYdazksCF5owTF5BM5b4jNVEvk+ETNK5wHSvNPQqx15EaqKl3W1iWLMpalkZhWIKDqXas1tyJEM6Z2iSHHEBEvXJhkj7NlAd2DBooYVTcnrpUVkQGNvfCR2vXzDmPTYyM9+3V1Gdxfsr7BVXaut0jVNsfEJYIIZ+AEZXBCW5N2E9UWN/Q1pq1n1tYkWscw4YWEpc0XzNoX3sHm+3ZbV+sr/BXvisIueBx3R5U9ahewc9tnPZZRPrX1rGGyGnycS4sTq5+XtJBEtaIhEwLEIKQoDEkY48wU75iHiXkYKFkpBO8WtBFqwLYus52d3FtDK1aAFcMsN6LB2MiD3uHRi1a+l6kXKxopwz9/pxb2a9lIDgLdh1BwjyPvFumdZv09ohcpTKAe/TVl72sDXcrVC7wiM74n9iKZe0ZAk9uFV/d2wLuBpnbe6muPHhEJWDj85Fjrx7++CPHLseRXh/zI95+95g9OmB+bRHL90xUzf/2UK4b++kEdNP/sNeXld/L6d7StT14mRCcNqDjIEoMQgzYigVDNXOud2iZnpX6/+uCsks8uZD/l19+9/v9ffuH7idsveMpn18F++Ncv1/KnXucn3ux1sPYLDq3w5rkSYmHTI1USIQuhTtQhsWmEpxk+3MI6YCkSbCSuewa7MMWCDhOX6Y5TEj621pM04QbR8QOokI4VzUYobwgGUSZMInFJhC2Q97fUkBF9YNBnhmHEQqJ8+5FP/5QJ+sRv9BErE1vZo1NA/2pikMKNbEyCM13PRnh4IGpmOmRiAJOZ0tr6RIynN5VqlcNQSLWQlkTUgAVjmQp7FaYMh6zs8ogOES1K2ivz3ypclMtTIF9G0sMN1AuXcsHM5U1YIf1L8XhpyFQyGjNl2qhvn7A1IrcR292Q/rgRHgvjuDCmjZBG7G9mlouxXCphMdJTZg2Z09sjgY3xoRBEOemBwshRnaG3v9xQZORSvkYprPFbSlzY6QXqxl2N7LaJZx1YlsCxRs4a2NeRN7pxkZGPckeogZstommifgHEI1EX7Az1nxZKrKwTGJWwb4HRjxxDCEgQ6q3r4cXwFrHIYhGzjVg3omVKCORhIOiCTB/Zwl+zrf8nStwT0gHZ7cl2S52/ZQsf2WrkxFeoKCn9fxzQsC/BClt6cGyzjFgV6qeVKhVuFixGLktkLULIGZETtp6wfELVixOlrFS5UOQJ4RMpRfaH3xBjQsNM0MS+FmRdkUdBwo55t6dGJU+3HhyWGbGBOI0kBiiJsgWW54Hzp0K8uSFPI3H6Z3T4huPyNaf6Ncd6w2r/F4xKipWsIxRF5cQ4f0fJZzb+jlIWVp6p5tV7KOTwHVQINwuSjTgcQO+pcY/JDHnE8oBs76n1A2IQsyE7pYaJsO3Ryz11U4oc0ZLQZ6PyTJZ/dLmxZcSAkPaIblzqP/u+W0aMQJKZqIGiGxYquRwpiyB5ZLIDJZw4DicsvUXs36JxIaQzWr6A8m8QPRPjBwoXLjyDPiPxE8GEu20Gm3/x2gb20iLZsekmcYMYNZTmq5BaEOOGftaSHM2pkRRqG+IDLtXTQGvtCbIXRtykvBsOSrMTkJaogdkFrGDJmspPvQZqntwlkNFlJsR9JdQCal3KJ2K2wz0fBjQEJAkSBB0SotFZXDK4WWaAYZ6Jw8i02zPNE/vDxOF25M1d4Ot3yu1OuT8o5zM8PkGMKw/LkbxGYhjIBdQuniKGlozmEaxQ4+qdTOehyQ45a7GaM+wtXEA2bFuxGjGO3uJujW1k3upvprgxXb9rFcKKWaU2KRwp7e+lMYSj3ydteq/OmK8t0HaATVpiK10ap0s0db0eE2dTVRxo6Iy+ZjzuOuy/JpkVvGVf2phoJtsosHlXCBHsjqtWe09AWlDajRVdrmD0gL8B4+59BS4Hdu2PwGRwsKQBC160aRrcdW0dEQ38s9SKWIBUagMfSmnMSIktzfD2XxMf29pYW0Eml/cKgRCEIIaKS+TEWBmGwDAOzOPMfj7w5s09X391w9dvb/n6zcQpbzxvQsiJp4fIsrZ72k3YNYN8xFicPVsmZJsgr/5VaEU5QUpGr7FfB8ZD+7fFSCJI8EKiEyddtzaIA7NeGJCWbxilSRS8yHZ4IqLWgBRx/Xutva09NJnE/lh/PTP1du12zwy7tv9bQ3jMWvdNMx6XK+vzxw+Tyc/PGlBTGkvzWjTpQ7EB02SufhnACwu+SzRtoBcfg9Y7Jdo17OC2ddawx+iu1Sx0sEj663dvAGsAdys4CK/Oq7bkrzZT7uu1cKBfSqtw6qW9Zivo1gAlIHlA8kjId4TthrBNhOxFmFqMDc94lworga0apW6Ukt17poozKqs4kEoD5CpgqTGo4ytAzLDg2siUJp9lwRnl3adBHBS32tdzcOPgV90k1xtYeDEDN7/eGCLndo17gapLFSSFAAEAAElEQVQDBtLOY8HY6NIt1A4YNhS0dSBci+EWuJrMS9fV8nFxLZbxE8Syz8cdQhXvJnKJQPMutd4hxUtehgSI7d6Zr01ubA99rbPaCvoX11l2k0ZBdPHXqmO7DCsmFW3GjDI0tmgDnG3b+d7Qfu4yN1aTx3wUl1qwQC2hgb0u01Eu5l4zkhzkimfnKsTggHEKLos07iGOxLEyDBfGdMsU33A3v+XuMPNuP/FuNzKEhVEzj0+VEIRalfcfEkucGJc7Sr2gqSB1Q4fi3avbwefT4HunbEvzx4ht7kQHFOvo16sa1EwIBTS3IkXvzhEIA4Sdd4qsF3oXoF/LBoB3uY+Lg7qWC13xyC9gdug/4HtUzthakVRdHk3OSLrgsi+3oAmjdUScJ8QGJDQ/pSB44f35Z3Nksw7c9y4eXsa/0NazDh7ZKyyhz6fe8YVfk7beSgOUuoKCn0iXXeLlMa/O7zUY73BG0xTvnUnt3Prf/Bxmf04rRPg+K/QCSZ9s0qVUdMQlczpI6PFVrUot4ozz9czj84kPn3bYunKeAt98vPDxceXx+cT5/MBleWLLJ3LJVEsO0rWOOwfPjG62fD1kewHesBb7vBQl/XPpNabwDhS7fnZp66D/2AoBba3rpWOuUon9GvduUyfMvMjWba8eFbh6RgDQDJ4JeEE7tzW472PJ9x/te1Tr0r3uLb/waFiTYFT1uMj91mLbz/ECTi/gWiO91BavhQHBsM0ch0g7fDWvL/dflGojiKCxX5lGepCxvXb2jgsCxg4rTk4yKVRWl12OijGA7CEYGnLrM1xBEloj1IzZ0fcqNUSFrWakBNYs1BCIoaIKQZ8dHI6BoIFh2BgHYTfOHMaR+0Pk/tbJTSEETjnzsBjHk/I+zwQ1lnzA8obWM2oJ1TdYWNHhAyobuhWCZtJuQ0uhpolYAmXL1LqhIVHKHSIFDRVl5/LR24axUjFy7r5tC8LW9mDFUuQ1yO6ysE5iwlzeymMQB4PNcusoHUESZsE7GoqgNbViXd+bvQBhNDNsefLYmOrxY/SOxHItfP7EEKv5JYYSVwrwYmArwrXYwUKgyojoDTC3fbYVq2onTS3t/bpEa23F45b/NBkla2bvwpEX34jR12saic7wz2f+WUXBZPA9kNjOO/h4Y0WCx9Ae63U/FmjBuXfomCEytMJEW+dCdNWF4N38Xaqs1DNr/sTxsudRM9u2sG4rn54feHp+5HQ6sy6Vdd3Y6olSL1hu8Zy4FKS1PI7ismdWwjUW8/V5a7lUbmuFx24mK4SMdRmm5s/T101pazKsrdDcYlsCJrc+Z1uq4PhAy7/oHRROdPP7fmkP9DEjvZiNe0P069SLrX4Ovt940XbDtEVvv1Bq7r9tJ8TrBdV+8pff/9MP4uryeh/98Tf8JYt411RtOf33nyKf/fv5W8j3v23sg96eIp3dqUIISghKit4qowqlvrQ8XiVApL/dSwDx/c/yY9esfW+vxZg+qwjYZxft9Y8/WBv42Yv8/cf+0Lj6/CWuwcznD/78hv+yQw3eHI1BCu8PR5YU0G1G8kyZEjkG4tOMvgcblJqEgZFhrQwV5rSQh5FlvOOUCh8RRhW+nECsUOMnpArDU0K3SMz3qEViC1TiEomLstjIFgwNHxj1kTDs0WHi6R8/8fS/H/nq3ZGvvjjyxD0f2RPnQPx6YigLN8uZtCryHOBS0W8+EYbCNGV0CKxMVGmLklae3mS2CClltFbSKgSJcAPLlLkT4SbDfhPmbWgsrEDaKfONsB6V43eB/DCQPimlBJbyCTFlNwxIhfhPlbpWwm8yljYIG3leqW8ytQTq7TtstyOeT8i3K9NwYYkb9ttA/XLH+s3KctoYVmPYCpe7lce3J3Yn4/CnioTEeXdgU+WoZ9QK0+WWKgNneYOKsaUjVQq7WEiWuY+BOY/U5QbWCauJS4gMFe5l449yxyfecV8D92uixIHtiwIFwvaJejHytytlKKxvCzYF4ts9En58fI8aMBXK7oJoIa5/Tch7Vh4xzqSykcg8i7IMA2FcEPnEcv6/s17+b4g+EcIDzHeU8UsWLRz178k2s/AFQR7R+L8gdket/w9MA2UYqGTqJSKlUB9WChn7eoXbgcu3I5wTQ14IdoHtCPnobasYpa5kPQJPqH0ipC8Y59/4uhNgkMRdNeq2cXoISJpJ7/YQhMt8C2TkNKJ5INnIwIjVSM6B5WngPFbk7YFtv2cc/3/E9B94lsJT2XGse7b6W0zODOGRTcCKS94Mu//Ktk1c8r8l64XV/jfMzkTvUWGR95gVppsFLUYoe+COEvaYzshlxNYE2zfU+gmpb4n1DhsDNQyw7AhPRpYzRZ6xktCTQnhkG/8TlYmy/BuXLhh2UM9c1v+ClY1UvkLrxIjr0+bxQtWNpRzJ68qu/A1jvWfTbzkOZwZ9Q9L/iZC+IY6/R8tbbP13KH9i4BsWFhaOEC6Mw0dC2bG//E9oHX/V+kYzi7p2f3e2r5oHIyGBjoidPHjRBuhURUtyBrnmFqgmaKx/lw0Blz9YHARpyY+0FnwJnrx5Z4CBXTA7gw6QonuqlMaoo3jgJyNIceM5gn91dp0lZ6GS0DCiQZGoaFB0SC7TZKO39CclJhimmTQemHY7pnlkd5g5HEbe3k98/XbizT7zxW3m+SjMopgc+eZ4Zr0EYhwI+QUW84yFBo5nLJxdF7wkbBta4pux+uyBvl4gLFi2hvmvrTV1cRDNVqwuDpJc9YN9b7Mmt2OlFY+tm2l6AcNCN2seEQK2qfsJdDkXGb09mM2BMqluAGjV2eRCK5q0WKiKd3ZI9VZoAQf/PwMRf/IQsBkTT5hdaq5J/NQVZ6DeIOY+OS4L08dkL0QZ2pjR1Zw96r5W1aU4gFh3Hve087QmESS1IFSqrJgU1LzVnzp6B0BQL0JoaK3hhokX5KU0cFQiNJmIa6LUJEK8A+DgHTnBCMGc5IcXIMJopDEyDgPztGM373l7f8fXX7/hd29nfvdu5PEkfDpCviT+OCSi4ky1mls3T8b45NeiDI14OTacd3NmYStCONM+XwFKV5hQx6yst8Q2dpiqM/7LGRUlSKSKUJp0VmhQjRsjGoR2HbIXtwSX1rFm7FlrA0IlOjDcdfY7C9ZwZlb396AVIcQTL/+7J3LaJIvUhha1/vhhMnryYufruP1+4N2CUWleFJ0lZ12OoE+z1tnFgvGEM85uW/GlFQKuAHO5xtG+GsT2ev5364D2VX5phDo4Y1H99y7N09bhZlTvi2YzebXszDZSW5td05g6+zlVRUpESoIyotsdId+j2+RyC9l161dzv6alCqsFNoNcN9d3LsXXiDq6zEFb2ZxN6Z0eLxJRXVLJWvcEjUXc2JBVICRUFNMXaYMXgL9pNevrTggfs3ZlJPbxUKEnqFdT79YRcA3117Y+DNCYeT6Imi64NWBQ8GJxDY1F2YC7tlf1sXhleP0KpK6KywZeOy3KBnV1bfLWrSIqWGzrxRawLTkAKq/Ax7pBefZxVvz+WhpwSYezP04HEMHC5uBPl4yIzvhmM1+z8wx172t2yIhGpJmCl9LuizYt+oKPyRiQAvVioAGJCY3mXnFSIQ2gA5JmJEVk2CFpJg7GMJwZ018wxjfcTgfe3cx8dRj5ajcwzMq035hnoZqwZmW+S1x0Yni+Z8snJJ6RKuiwQonEuveCSfD9sOYjzjTfY6IusUKi2uT5bV39c4fq/iZSqOpzsILHM+EG8gkpT22NUGfJR/FhFz3ukFOGUrAmQ+bDVFyukOwgkYLlgi3Fu2yHiqQLmi4U2VHkAFawcoEiyBZ9+Rh3jTjse5txfpU//8j4aiBe9w64dvxc8/eKNYj7++tdL0L43HXgprGHWzFDm7dR7wJ7MY7vRYUeJ75KuOW18rZLPFsH7a9dbHAFlmzgpXThsLB0rOV7eXsvwEZEHfy3DqK2AkQptCLEhcfnMx8+ndiWwHEMfPvgRYinVoRYlie2fKaUjVrTldhhJk1+DJ+DRgM9u5RUfbWONPaydI8HaSt7O+e+blw/xutCQO8qeYmVWhTXL53/TpqGfyOHWOuQEJZ2TUaPcWnXhDOwIPhe7J5traje368ZcPcikdTeXdE6Pn7FoeqdLlkKhhKDdxGxabPUiNdxhmRcTtTjJg0DVjNsq+8faYeYoSW3fcFJHb2rNUQv4FfaMLcBLzgeETaQvZNLivlaJaV1T/nahA2Y7kEXNJx8pNnWtpN2LvWISLx2AOQqUAJrTpi5YbAoaDgSw0ZKe0JQxjEzDsY8uhH625vAV28CQwhMMfC8Ke/PxsegLJcBETjlBVsv6LYgNaE6YXpB0neIrOiWMc1EyWgtMEzUMrCdP1HzBeKMlj0irmhQ6kytb6iyUO1CqdlzAgqFC9JiJlOc1GXB1x5A1IsNtXUJhNqLXw4i19rIEoygTaqPAlnRnHzPaNJitI5pj7sy6HNbCwSaTKQRyNa6937qKNmfF1JbNlrnrrn/TZduNA3uZag3ILdQHvyxnbAm2eeMTMDOSTltJlmfK+ryTA6EgxchBJM7L3BLL0J4/Gg2gAxtahumA6bqfmfVCXLG2JqSjn7OjXQjNuGzffHSZy0tvHAJZ9QJxQRFoncPafC4WcD9K7cHTpfKI4XLeuGyXfj0/MDz89O1CLFtmVyO5LJ513Sp3y9CFFqMVz1v7F22VF78P1o3U/dR0SbfZqPPrSZl6bF761Qr6o9rXatXgojctvzCY3zHB172L+ukRFlxUtcZ9+kb/G8dRm4FYJEeL54xlrbXrG2d8QJEbXFUgF9UiPhvUIT4DFj+QZD7B9HvP3+J10+5Pu9nHmjCS9vD5+D956D3D03AP3+fl9/82ITtFoOvzqzFINpyT89BBRN7+V17oPScTF5fFXuVCPTB2H53/ZcfuYw/fm2v5/ij5hA/twl+9ryfupW/6Pe/rgABUC3w6fwXaC0U2/kisUWkRuTpEV0+YnHA3iU0KENwptWmQtky6yJYzuQPj+T4THxcYKscjwJasd3Z78thIpRCjRsUY2n4W327EIC6S1gQ9ueRVO84a+IcIiVEdBfYinD8ZGzpRBj+iM4Tkg5oEcZz8vBn/4gNlcqZqgYhtLFU0Crc5EiQyHG+4ThEDronERnjRhoyQbOPpWTIbKRBmWti0Rsux1tqGonjB1if4FjYSqXe+uZxW50FwQXqpbCmRy6YX58toVmQigO80VjzDeUyEG8C+hcjshWmolTJWPlI0YrNhRAC+5jYTYU3ZtRgnO+MYDARGCm84xMhBG5uM0F3WAnkGuAkaAmobWAL324HKDcs68hWA+NqfG2VXM/8oV4wCXwpgVBG1jyypYVl2gjJGMeBbQk8b0JNQhhc8zc8fceLjMGfH+N2oIbMVt9TpbKSENmRDolhEMpyoJQE9pG4PlDHzJK+ouZKyH9EbEUuKyK3FHZgb0n8G4JU0ghSEmJvEdu70ZZWrPrmbnmFYmSdXTa9gKyZsaxordT8iVpPuEnkiOiDd3xIpsiGhKObLocnUvoXikys4Q7RipPHhO02ImNFb3+PJmGSFamK6I7CTA2JEgJrmaAmPj1+ZLMLt+Fb5k8fqG8iT7d/y/L8hvWoPHx65nj6yHrekMsFOWf0tLBK5hITpQ7XBCN3PfIWSNXLDLmynXdIXVl2f6DEzRn9+Ss0PcHwnvh8JpTKlhJbuKHWQP10AQI2vMGYGE0wWaj2B9duHt6CjCQCUgNxdeaXpf/ZdZnX31PsGWNCivcKVA2sjJQUGNaN8PTogH00cjlR1w8UEwK/9U01/EeKHTnVQuXCWP+IAlOeEYvU6Q+UXwUKv2xf1iVFpANObYMouW0J3WyqM8JrY0jAlZUVGjOWQN9opINXAL0FvzNorbejN3CqA78Zbxk1PBFtLAxhwCQhqs4k7aCwgMiGEAgWUaIbTwfxh6m0zohEkJEgIzEmYojElEiDklIhDQtxUHQUJExYHVpTQG060tWDuOytr27+6yD19bpUQWp02fwqXlzQhRqqFxVah4MbgLp2dy3FX9tWB/YKkKcm/xCaXMcjnUGOFQcdzVwyCEDrdbcUxHVVa8X06Nddqvsx0PZ/WlWo+i+sVvcYAE9cMcQaMCK1kZha4NAMYCtNJ/mXHmYO4Fh9xUBqsjNNy9TH4HZlJ0tvFcYZ50JpSdQLgGLqwIFrsjcdXHghXKiDjNaY484IrpgEumxFZSOw+P5m0jpLAlVHlHQFS92Ir4F3gLdze7eDM1tj+6reMRIUCUqMgRSFNApxEoZZGCclpYGgMyGMzn4iw2bUDDkruQjZhFwhF6Nko2aj5tISio1SDSeZu7yGZINqiA1+7VoSJs2A0VCqdCVp71y6JiGMGJWi3qotXTdcmncEoQEzC2ANGFO6F40288qrV4c5si7XFvvKVXsYL0DVbjiHJ5s0WR3T8oJhtfXh5yO40kCiNr67BwT4/bkaCfYo2r0u5HpPW7As1tYWoxta0k2CezeIuTxUX9uukgSNYW7NkLD7ZNDAfJOmY3/NHaz9r5/zC1TPK3asn5f/a98D8Fq7PRtmZ6xCKc/kHLksNxxPkY+fTiRNSDwhAf704QPvP37k4fGJ83FhOW/eSLNV9wFqxrTeMqmNYdjBT70mo3SpVMN/VmuF7cb819DmYcC00LuVrLZgvvsoXBnag4+LK+jQ3kvbmtQlaLqnhvVr70WN3sV39YSQl1XxJcdpY5JTu774OMD9iFxqgesY/WWHtfHQEnFRhAkhXs1EpTSj+2CIbm7amkqbFu0815bbaZPosuDdL8XHgiVrH8mB0NDHbZO+0OwyKFpHxMZWdM54Mat1O9UGImmmiy04Qa1LZ4lfh2HBZEPswfei4l0ZEhuDU3CwNmaIG0EmIokxTuymmf08czPNHMbKfnwkxkxiIobWkDAYIT0R9EywR9QWgq6U1jlDY4uais8/qy4nQUAt4QUmfK2V5GBT6yBBW1G+Bu9AEONFUs27gTQ6UGTV56y0zktZ21yvO98Tw9rikcXXSy3NO3Vzokby+1/VvNa6RaxMFEsuc2WByuD3XrzoVdjavtvXhvln17Y/U1joRcI+tq90iCYhhHz/S5ofQS+8Sp8Hbfw65MW1kNpxA8PjFuxljEBjQ79+LV7+1tenV51LXlx0QknfQ93jo8vD9LWgGWpbi0lsa1N2xUwo20JeIqenB1KofPtNopYLuzExpsCHj4+8//DIh4ePPD8/cj4/k9cTZduwWjyWq+4n9iLb0sGFvraXazxiIm0M+n4mrwszvdjSuxDoPjXa7pddv6zdRGnFon6teinHvnf9uL6e/9FjFV+fnKDha3BsME3vdGhFJJpu+3WN9H3EcVHhpZPslx52Xd+9scj3TAeeR4wRrd4Rp+JxmomrHDgp1rXoXZveC1JONIg+L9U7Y0M5tU/cupJoMYCcPG6xDavmSncmuKcDrZ/QudEZg7Ihy8nvV/ROT7hBNRJ19DFnpc2eHYJL5FYT1nWjhIxRiMGgZEoAK4UYNxYBqUaezRv3ykoolSiQLJAwBp1IuhH1SNJMEqXIQKgH72yQE1UyygElIvYR9z9pUjNMIEpUwcIZYUfRgVhmCgu1jlSDTZWNiEkhUN17I7v0j8TR73v1cpn1fUO29tn7dW7rhbaiv9lLrlG981NUfb0Ll+twQDxu9n3AC3TuU2NcZVRLI7HI8vMjLPQ1q3d0DY0U5BKn1wKnSAuTjO71YLQOWIqPa+2SdX3+tVyBluN2/5r6Sr7YDJpkqXUSlDWCSi/aqT9XrLbYyDtFRDeIjUhVWv7bOrbVei5TfN7J3HIof00JGxoMrTskRyxH6hbJK6xL5XTZeBouRBvIa+SyHblsT3z39MiH52cejgvHxTgvhW3byFumtCakWpx80jsXaDKr3uVi1Gt839Y71daE6vud50yT761tXvsYavm6BUxaN4wNXL0zEBqjBmt7q3SJVOvkp/7YFWgSdi2Oc5nivqcUXJoxtBi8eufv9X52dQYFG1s+6dKgP3f8K4sQ8gPf/9A2/uuB5++//A8B5X3Dspe9u30jn7/fCxL/2Wt9/vMPvdUPPOZHHtzJby5L6f4QUF2SSfCOCazHIi8f4Qde9s8KSN97bA/i/w9c154Q/Nxz+59/7NJ/7zH9hH/qSa+f8OuOWiPfHf8WWyO36wND9JY+kYSuf6LqJzj8BeXuC9QCgymbBBZJ1PNCroJsK/r8iWyPJM5UjCcSNmSYnpEkpL0RZaDsVmyrXL4z1mqcv9qQqTJtI6lE5seJw3niNBaex4qkQNgr21l4fDJk/0S8+w6xtzDsiIswn0YYN+z+E2aZsr8QSsDywZMlK4Sq3J0DQQb+85dfc54m3mlhonKTnhmnjRg2D10GQ3eVQZQdA/n4hvXpd+h8JIZviMuZ8WnjEpTyNqJVeVONslQen426ZS7jM6dgHM8zZom7ogSMPD+zxo3T9oZcJtJ9IrwNyEdh9zxQwxN1e2AJUPdCHBKHcWAncFfgfTT+41sjrbB7VgYWbuwbYjDGtw9Y2PN42ZPXGfkocInepmkX/pC/5lh3xAyhGl8tJ27zyh/TE3+Mn/idwF8gHJcdj6cblv2Z07QxJSPtB7aL8ml1HfqbIaD1Qnj8B9wY6oePab2lhgtW/zNZj1zsCZORNzd/xciBT4+3LIuS7O9Jlz+Sp79lmX5HKpVU/hHNgXCOWDBKOkD9mlQKmh4J+3+hlMSSv0RsJFgB8SKE1aadm4U1HDCNDJsQlo2xXEg1cLLv2HgAe4twg8b3DOGRqgmtA0wF2WVieGRMjyz6liUekGxsJ6iiLG8SOm3E+/+CBOFwukXZscY9hRtKGCgaWdaZUkfef6g8Hk+sT88cxoVPb9+gd/8DrBGWwKf1PU+XfyE/G5xBjmfk6YEqO57H3wAjagEzYSsODltjPtbnHbYKdtpjJiyHf6JM3zI8/Ia4/A598/9Fdn8krZAuQhkm6nRPfV4pH87Uwx357gtCPTJlIYc/cQn/AOEA49+hFhm3iJii2wgywfR3VFs5X/6f1PyJzXagvq5UiWwi1MEYlpVw+YjNF5ggb0fq5Rssf0HMf40O36DT/0q2wGIToZ6Zy+9JdWZn/wMlVB72/0SVX2MU3AI5zLsZOqMZ6GaDnjQUXPvdzXh94y+gWyv4xNac95IIdRzP12NntpQrINTB4gmxBmr2xM4MKxtm2wtTxHpQPnoLayhIEg+Ouw4vq7OaiARawSFADBUJSogjGkZS6F4QMzFEhmFgGAPDmBmGlTgpYZYmET9SqzkzqFZnT5XS5k2mUClU/68H3YaDHkVcgqkYVc7U4H4OZpVQMyqu8W91w+rWJDEWzFYoM7LuMdu8ECIPWPzokk1l10Cr4EGeuQGvBAdM9YoPNgaRnJsM8wQWrwxzXgXibtJZsbKBRtCEsqJ2bMmLG9d5i60iEjysl2729gvHGhDMjWcLkUpCe9IsG5XmqdGM3LzDIYGN7bP6fVZZr1IijnM0uaLSZBzMzV1FG2AXPAmwMuHyQP6eVZJ3ZdRHtJ4cp6K4XECdMIJrGDfpD8xaESK3wobPG2jMZjEH6EJCYmk1sgBJSTEyJCHNQtoL406Yd8IwjETdE0Jrw7YVtkpdYduEragXIUzIuZJzpW6FumVquVBLptTavBccWJFszuSt3bugNPAjo1bZJFAkeCJqPW3PONNyxmSl6uprQZNobFRHqjQDOGsJhczOimoSIcG8NTrjnRRSq2NUDXjS3sXbgGbDyBIaUcbXH2cmW7tvNL+SXzjOmkmrXSVJvPvlqjktnSvckkqLDvZywbtvOqjmmtFXILs2nwajae5nrB79PbVLRQxtjnS93XObn42NX81lDVL3WPBE9HuRqXSAy0ED7XmGQO+A9h9a+tTXHMtexKxHrGRKeSRvwvl84OkY+Oa7Z7ZFqXGlxpV/ef/An94/8PHjA6enM5fjxrZA3gpWFqzm1gml0OQrsEubA+1eNJ8KqbHheA081ujdgOoMXF/2g4O0VqmdBVWKA+JtHHhxYWhzLeAeL/ryOQE6Q046Q8+LXdIL2s0DQhqLuhd924Ll164CsjhjsUs2SMRdgzfc9PU1wPiLBh6Cv55wg+95LsNQuDiQWieoI8IRkSOmhRoKUhWt6sX3xbwRcfCOEsm+l7CJXxZpRZ42V2Lx9aiof26tCe829AIImh1Er1MD/lqnna6YnL0LytwzJ1y156Pv7fHsIKN9QOoA5a+w5v+k7VxMzLsxkhJUSZbYDTOH+cDtbs/9fuZuLtyOH32PYscQKmGqhLES0gMhnAj1gWgrIawEzdcuItHx/0/dnz1LsiTpndhPzcw9Is45udylqqu70GgABKbBASkU4frAf59CkRE+QEjOjIDYpoHq6q67Zp4lFnczU+WDqnlE5t3yNpoP9OrsvHlOhC/mZmq6fN+nvtfp5Hswe1Q6WZ3h569UsTx5E9yQfyHsEDpjbYel5utbHcEpoqSpYzbR1W2aPyvkOkPP3n9DO1YenTnHBayiuTjTMHtPOZkmJCdfIh2kuX+sOaMlpOcokY6vbl9DL1v04HP9UxpTj3z0Fo8LV7Q9gZxNYcsVhvRIJKWJuSOmbP0ihr0RIvG4nYxrQtB8/QMWCUH0WsyQSAr695z9IIx7ySBRgLDRXLk5GIrmyT0pPo6j8BlFCOvq80Cby37bBVWjrRdqyrw8fo/1IyU3Xo7vmcpMyYXnlxPPxxPvv3/k6el7zi/vqZcX2hpJ2m5o9z4g3vvqNlEZ+/tgsSWXbfJOtmkbtwGa8b5ZUzxX9TNt8lLuQ0tIkHjxXtlQ5FK2JJv/HYWGNMA6AdgIe++zYxSDPeFrNrPJMJF87EYOkGEn+CjnIjjQ5NN9N8D9rKQkBU/MqidsUwbZI7KQbXUfDqWxorY6szLHfYuzFVTdp9JRzMjuy6b1CcyBcUbyn4uhBOgh2DAxGSGl6NO1wSl8W+gVliNKgWkmyR7SW0pKJAlWWrAvksxuS5qAGBdbycnZSzkpOu8pqWBTo2cHOFoz2r16b7+2ktuJKSmTCTMHdumeOT1R8hMlCXMqKInSC6pnUnpHSo3Ma8x2iH3vc91Gf6gvMdm5vDov5PSA2Y6uKyoN5YJy4ZwTTSZSrpTUaatC87klUzASm8+bnhw1ntWLqWlM+2CvOns9bEAUENAM0+R7en5G5OTxjRWUhia3gf5HIB2cJdxrLKeEiJKn5WrAfurIUajb2Fb7SGgWRARldZth4sw/U5ypKrjk0eo/k1EEyMFGCHaE4P6BSKiJmve3MBjAKolcjYmDLRHvf5SGrBnOLnB8ixcz0RmmBeHka7CXGC9nTjhQzH1tkQxyhxcggoWWV1JRkj4gdYY6oWVmvQjLrDwfF0rO1HXmpUyc6xOX+h3fPT7x9eMTjy9nns9wWjrrslCr0jv0LvSWHOQW4By328ltx+A3C2AXtxfZdynrAVjSO9CdF1jS6htc9IQYfrRp9HGwPVuRB662K5iwWY9girL3/cADLvcrCcknK+6/2K2EavjLmuM6ygAgyAaSD6CifYYXLR7ZAPU/c/w3FiF+LEH/U5n1H/nYf/O1f+Sfv/a8twWK4WTLj37gk+7IkZkWY2+bn+D7Tyzw8e+fHaaPNqyfqlZ8/POtIPAJp/254weP/RP3MIo/n/ja/yFHSvD2YSbpTD6ckWzosmDtQsszPX1GmTN5t0SQMWG10ZdG7xnN98wpcVeeWWSlcaBVRR9dhzDtE2mX2R3eUjSTXs5IhfTmQCJhpWAdLufMWuE5N+y+YQdh3oO83UM6MD0aM9B3Ss2NXbvn7jnTz8ZksEjncTKywsMysZPCbj6Qpgm9K6Qpw94NwOdVqS8NO5x5mRuv+4z1O8p0YJdm7k15aB3LB57zgWWekVeNXhaW9MJkFw79zKyNvaw0PXI5fE+zhWVVqhj50JmakjnS1Til2eUceGbSzmE9edJS7kF2XGZl/cwoZpSqZGb208xkhi2dasKxZ/qUeLWH3CDrC+jKUifWBuvfCZbg2DvaG7supFSwtEcx8iWzW4V9qkzSKfsnlCMlrxzyhKrwbJ2jnXmRDrUzPSfkkmiLUHWi5Vfk3LnTI1mPzv74GVtY5XOUhVV/T+/HAFcJJV/IKKW9ofcZyResvFBsZV41gnfXPfbw4I+++dsR4zu6XOjrkyeI82uywc6+hWSkbGhskmaZtHsLaWauO7ImJlNK6eR8oKcV6d58eZUdj+xQ29P1EEsvGgv1BTN44D2TTiTZI7lzv6uwS+TJEXC7OyO1hvYjqpmTvWXRibv1PVPvsH5DT9/zfL6n1Xvm3Cn9O+xUsFPhxeBJf8v6vHJ5f2Y5w6V01pTp5Yj0M/n45AnJWhA7ULQ4sE+PmClLdspy0i+hviZbQaRhbQfLGyy/QQ/3kO5IbUEraC3RzPwdxV5I+h3C8wAokptiNrG2P0dMmeRbT/qtf+8bb/8tTQ8kPXiQXz1ZkEauiwWziqa9JxSngrKS7cjUv0PaM6lVd/pRoFJlj1lht7xgxdjteyBEf8URLB2xGw19woEj5HkiOLTkDczMIiANB+1Dg+2bi220TAnnwUjqTZQdVSNsaPIR6MrQ/Pf9cASy14DYKZtmXhCQPEPeIRRvJpdmD1pyC0RH8qA5BXNNEt6fUMlZyUVJpZOLS9aITDQVlqo8XS58V56oqlRVTqfG08vCu1PjdBbOi9C60RS6ZQ/1zEL3vCJaoXkTN+k9igKO9rdAxprNLm+gxYPeiFGd/lwd3RzodXeSQ55ARqDboS+xDTqyUgMBbIFAx1KQFUI6yQgE0fmDPTOJYUmCujySb9emsiJgORJzdoi0Rh1exSceQbuXoPLGxj0KXy7dwxW8rIR1O28zzNMic8yv0X8kegZkl50whnMaCUmLRO+m7+yOcgo2hEt73XtwbB7wJPEkUeoTwpXm6zRhQ9j7WKhrpEogeyQtIU/jjB1voFlIeU9KO3K6J6d7SHs0zSwNTufK+ycl03l8PPPu8YX3zwun08rlcqGtz7R1odaV2hq9WQQZ5mxJJJJxTsNXcaSu4gkwBxm4M2ji7xoP8XHE9vDbNBLLw46oJw000Jtb4iuS9GaRkIdR6LDBNBiJmECOjX+P/LNLRxijEbRtdsCRU574cWm5wdLQDbX+c1NsJPEDUZXG/IwixJbBG4m6MatGPJFircHoWzIWyjYvbciUBVMiZHs2TXRpwGjaHgUs3Oa5nGqMyUhSbXIpMW6RDCDYzOPaI5242enQfN5+auKySxXqubKkhZfnMyVP7Moza4WeVnqqfPv+iXePTzw/v3A5nVjXCz1kmTTsjln0tIl5son7xvs1wrcJNpWzT3TbDhwpqzjbKYMqqnKdHiKQI5GqE1eNaWdDOVNLtnHaXnE86/D//XJjH5Kwb4pFLxH/gN6cw/hAZ33EEdt8iHehFX55xrGdRLzISevBtHLJBoLRIQyG1xoJSULKIGM5+jakeN4o7KBe7GRypKqUYNGkExhod3S/Re8fUe+P5LJoHVJ3hKkUBqNse08Eqju55Fnm5EXHYAaNQoyxRymILCQ61ibUEqzBVtEWceYFI6P9EW0ZW8/YssfWA7p6gsJIrJfKul5o64qtM9YiYYW4LU14ERdDmj9PsgAsiDhDavT3Sc3bqIy+NxsLxsEB5HwtUPUeZmgUHKKI309u97IzQAcBR2dniEnya0skqojChzSXnEtZkUk8Z9dxwIv5uk+avRCU1mC65Ziqrt2fus811aGH/dOH98Gwq60YbJ8N3TpQ+APlPuzMQO/HWhs5gitVEBs9Ajb7ORoZD99sFDtu1kn4CjaYM9ta9OsOe7jtGx8sJdv2C5fPCx348Q4/sCWR+I8CQquNlBYuF4G0Mj3uaNWc7ZomTucTp/OJlye3bcuyUpvSmsd9pi0Q9c0Tnqbu047iwrYf6I1drtefDwMmt2Nu26+GObj+pdfHl4QXq50hs7Egtt5CEluR4LJp11H3+7nZp8Jn3jbWzU6PPde/4358upldcvN+f8WhwRIRL6ybOtpcNvHoq0yUSQWZoiHxRB/+QLAgLfs7TeE3uGxixuVWlbztfc6eS1bcYykOpEtWST2kHUXQPke8170hfJlpKPQduU5IXh3MQ44+dwIpO2NaopBke18aegZrNNRti6y03BDJqAlldcbjcXnm6VLYvUDKOw474+7uxKV3XlrnuK5Um2imNF3oZoHYrrjP2jaEeZYUiHIvppg600Vp7puLF7hkrkhpLuljUDSxq4kmhUoJqVmgV7qewied3PIaMW8OPs+jYE8LHyM1B9LEfDVS4DiKF9KsYLaD0YdHwNl04QOj4Q96LMEmaegxzS/L44QvuuXzRmN7j0V9KQqmBdEhKxfMjBx20fY+rtawaIosREPrWNOCePEg1pn7nMNmhpyx1PAmBqMrPjckJ8NP9orcKOaG/1xWn8djnWuO1lbBXtLK6HXgoJvs7IkA02nr9Nqpy5nlbByPQpaVmoxzqlzaey71Pe9fXng5HjmdTlxOzyzniwNJVqX3FrZujbHw2EdHL6wAJTk4Yoxd2XxXYRSunQUm5sWVTdhQvUDlw7o4k0LmGJfFP68Rv4OfbwOTeWFRhuzmxq4LoznklWXEIwFa2mxC2CACaCAp7I4h/XKdf5/gu/0jyDF9NKnl4wvbDz6y/dr48Xv8wc/GOT4qEtyeZ/uoxUb6Y/fpK2uoCP7wQnGiW/3a7R5vbzYqlUM3l2vxQU3oasEaVNQImv7QJ7v98/HNf/TvK9ziR/59G7R9fH83x/aV2z4Sn3LcXuf2Wrdn+KUz/tjvPzWguB4pCb/97MA+73m+O7MmY/32HXq6UMvnrPlLHvYXpruTS9/0gqwLdqyOOMxvORTlN/vvOUrmkl6zPjXq3x+RlNg9JPLdjsP+t+QV0h//A1ZX8l/+jrLbs74r9HOiPht6NtLnC8vdhfRq5vBQsP0B+/Iz9n+/49APnCfhPAl3Dd58G0hcy7xLnf+6M+6a8E9tz15mDvvX2K64ZNIuo/MMWvjzr5X0tPL4xSPvZeXL+ldY/Yx5/5r7fOCNnvmirrzIge/Kb0iHTHqoLHrkub3jFQtv65E7O/LQvubUznz/8B01w3GZWUtnzhVrjQsL1oSn/pZuic/sPTut7OoT9CMXvqRiHH8Lj2/h1XfGw3ujpImH3Sum5YKejixrYT1PsE988VkGrfT+HdbgeNm77fvaXfFzqkguHF5n5gnW8kBnYv5uIr/A67vKfl6ww7e03XfM8opXck87Z749N05ceMmVu3XPm5d7SJl1Sqy7He3tF+zzkTf6d+R2olZHS/zUscpfoFI5d0HtzP35O+a+MJUXijwx1z1WJ/ruhE7vOfQzu0ujaqVKpQflNdnXJP1/ga2YnukqVDIpfcE8/XMKZ+77/wTZuJQ/o9tMyg+YzMirL5F8YH56Ta6F+eEdaT6Td69IxcjrHdL2nG1lsU7WB4o+IDoj7Fn7C0v/jkPqfFG+Ruw1lr4gzY27z87YDHX3QEnGYV/JvdLXR2pTnuwvaX3H68vfsKvv6fMf2PFEW/8Nk/yeh/U/cXj+I/39RH+ceDf/ju92f8X56YmXr79FZcamiZoX2vxIOp/ZPX1P6jsSfwVkdlSyVab2DcZCnSpNMrn9JZnfke2PiDyh6z3aEz3/K+T175HT35EvX9MvM7rsKIcLs35P7s+U/i1NFpoISWGuHbMd5/VfIXLGpr+lcGJ3eUJ7ofd/StVM0ieSVUrzpsrls4LdJSR/j6UX6ukV7fKAztAPF+5Oyv75BHZBZEETlHxmlcpLesVUlcPpHanA4YFPB27GYVEISApi4tIoyR0Dl8RYXG8xTyDeeNpRigm16WYvsy2AlZATUfFeBi4JpoitJOmwC+dGGiZ966cIgT4hvhcJQW9CnSIhf/HGlD0cjeKSMUVLINAbUgyKQZmw8oDlCbGJ1At5MooouXTKLJS5kneQyoSkHWtPvCzKd/JCrwvvjzu+f9pzWVdOpxOPz5XHZ+F4FtaqtAZdJ7pq3J8h/exNgt0jRGol9UYzTz45ckxQ3WNtju+F5rsmTwSyoFZR9USoo1O914Ua7lQqrh+LI6xNEjIdGAIujvSJhF1c04M0hfSCmesJi8S5ZfbvmniCIzRARc1RSpOCFqQ+YChJnvkUtMk21yCYOgMQIXgy2gNTYUakkVIkixTEVrKcgEKyCSWj3EViugErZi8+R/IDEDrPRII8klIiQ2IsbcyJlKsHojyQ9BVQ6FZIdgF5JukdOXRMnXlRYEjr4AkoGY0YXXvG9YdzQfJnkCbmfGBKEyU/kPOOkt9S0gOUV7R84LzC09NCq8LTS+L5+Yn3797xzVPj6alxPL+wnL9juTQuy0pdV2o1enXJu67QJUVO6YTIxRtHIigeWJRaSV3R5JIhWQYJeyDOxeeYBbtJesSOwXgQrui4TUppju+cnU2Ro8lm8qaZFtJDWxGiXxNfzqZZES4od3TZI4hLlDFYFYWk9zjyLAJN2WbOz0yyKGzKkGAJdkMPJO7wg2XBWCJvcxv8FP+uVe/HMpgbA4FuEvt5oE6xa9FgoH5k8SB2BKxb/4Mc4zF0xdXnjRY/lw2GSXJEmhBJOhj6wFvCztI2liYuKWUqaHUf5/KyIv3Mu++eqVW51MThbqFZpVvj8fSex+M7Hr9/x8vzI+dzpbWF1h29qlpRPQdYL/gYKUcQ7etrvOMtvs/RjDT8dTFvjC4Em8i854Qr9QkkcYk4zdB2MNBv0hiazQxteovEyE3ilFGItRFVSQS27kuZrW43iSKvNG4MyxWhHPk8C7SiJ+y9wPvJUYsIJq8QJmT5DukL/eASpfTkbAcWhKG5rNATqWVsmtB5QpCIrRPWss9Be/T+IPPiiZY5GF7l7K/iPPv4lb2jL1fXqW44YlZy7IXmc0xMfZ2ZSwl6wr+RzZh6vEjF56X5nq/y2tHvcsIQ+vqG0cSTltBXMWc4elm4fUtbzuh5jx1ndP6cPn9Ob0prhXM9cVrfs1wu6HLA1ubz2VKwH4U0ez8gvcyeyNcHt9lyB9IwfY/ZSs+r9xy5SWCJFLp0TzdJcT36CrqGhF1bMDw5gyrU95AF2Xux34RgFnuBVeqD74E9pN5khdSRiyHVyK+UtANVX4OmGXQm10ReE5IqMp3A9liKJqWyIOZysJiCPmO/tJemKEyNhLOlm9yNXr8vIxkcclobGj6KneaFgZEUN8mQ9n4fdsH9jZGkHnvzSNcM+3mDRicKsEIkt4ad1vivIXszULJuS02cKeVFoSsbavMpUve+PYFY782/u14WVI38srK2RK3C07y4/0BhqWeW9czl9MLp+Yl6ObMs5k1+2wntHdUl2K0hs2mL52+2JOiQZXLGgERBegBvrpkPX8tuCyO594Niy+gh4ck0bIA70jZGgsu7RnXWk3jsEXIkEL3psAy5LLNI/PWr/2EDPBJjhoWflGIfilvEcKnAX3MY3qesIXkJ//UedCJnCcbbDmxGpWKpIukNJX9Gt0rva4xR9sR47r4/yNmT3f3gc1buEJQc8kwagCfVe5x18gKpkdpC7kono5Loa4FaoJyhnLB5h6YDVCjpDpkWNH/rJdhgMuUyIXkii4HsUf3c30R/wajU6tIuzS7eKNsScxYSCe2Jx2NGS2fpb3m+vOFwv/CwPtKtsOqOcy0sdmDRM0s7UjtoKlhy1LzvBQVSp4ggkjmTUOuonlFNINXl38Qla6Q0sjTv/dWh9ExaC6s0lB3kGZsPUF9o7RHEpajMErl7TwRj7/nD6KPUu/vDJa1A3VjxGkWI0iaP6aRgBIhOJgfcyAWR4sorvSHt7D0b5pCm1Ow2scG10fqPH4NhzbDjweZWG2xpceZLm7BeQJ6dzZfU9zl7BbzGdMH6GWc43uG9LhxNv7GtBptGhh8VfQf0PuxrjXhp2LPosafBoM2rM3XFvCievDhGXrFyQuwB2oPv5TbhvnSs7x5x12DO9oL24qAPUXptdOksx2eynXifF5a6Y+4Xij5z6e+4tO95uZx5Oh05Hk+8PD9yOa4sR6OtSqsXem1YPwd724uo1ndeEMrqfnY/uq3rb90/yEeQ1Ys3VmJ/wPe0jhdzUoeenbUhK3AEMioHkBXhhFki9egRk4IxQcIZD8/ht+3cX0teeHTgiaKbNOYadsWLEibiQCRpCJerL2+FIa9G894eocP8i1btH7cxdSTmP0g0f3rW++ePH8tn/4PPfZtQ/ziZ/3M38NF1I7nPcCjV6LEBDlkmNQu94KF9GcUIuznRlSrxg+eyH/nZT/zgp59j5Kd+4Ql/+KWfu9av2D4/eHefMtYffV2gTJWpJA7NmwRXSbTiUg5JBauGrQ1tFdpC1YU2L5vIwTrB5SA0q0z9hKVCzg8kWTksJ4pldseZ3I2HGawYp3qhqnozF8k83LuWdN5latpRnjv5cmE/K/NUqJPw/FY3hW6VzJoTmhNLLqxT4X6t7FnhcKKLcc4dS0I7N1IXljyBKA91x27NZBytueMVZq+jsPVCWxr1WbH5TJofsQnaDKZHSgezwnl3x6V3ek20lqg1sXZhKTOLdZ77xFLhsq5oE2ad3ZisO7outNLQ3CnqFMeHS6M/KXeXiV17TUmJZgvJoKcDeZfJZaZOnWO5IL0yyULOif28QzVxqb75TO0R+pFjLVwE8sGQksi/VeStUbqRLdGmCU07pCSm0ln7whrAz9lgnjrzXcd0QuuXzClzkAs7u5BaR1oG+81PzGE/8sPfIdLYHb5z5PtTgTVx5sQlVRZ7oUmL5OA9qoVmrqs92UxT8fUvCS2TI7Z6gbwi+YUsO/ZqZFXWBtaFWjzRnB4AFJufEbtgsQF0+xNmL2itaJ+83+6uMTelqODNgGcoipRncn9PqV9T1Buop7SQ07MzfUrB0o60voIC5/sjko2LFVpTpH5F6e8x/YpmL/RlpauwsNI40dU46gzNA66LnrHlO3RVej+4I443kZrrhLSOUlyt1F7AEtVc7qbNjtzW9QGxGVkNaRdYj1h/wV4uHtjuH2Ge0XZE6FAuyH5BiqMdTPZ0+R2qj9CfMYSaPFki8h7JZ+rdC11X7OU1VifoSkLJySVzJsskK9S+oLVBE5Q7UjuTbXGk9LSn54mLzGQuTDzR+wOX+uf09AjlEUvKUrwR7rx2UvuVG1PQGi1QZ2ae0HKj7ckBZefB2YaUbrjDFlr9DAmMYV8DobcFk3AtXkRgpx4MuX12mzwSTB7LerJIuoQjPhAV/gmRgUzEHaVpRlKJpmXZUajiqPZNm1gSFjbRcmg7izvH2hNag9FUhLNB7sa6VM7ZWOuFy3Li5dg4LSvnpbMuhVo7rbkj3/uKdvVcpEpImnghQW301pANPGCmWFKsj2T66ghkaVgarIkI3wNZ6YEcAbwZCJ5I+o3E3C0bxsSRLylKE+IOu+uluo62I9MDFWrx/hh9LsI/GNrwhjuHdg10f9V020CU7vxvBQhjmy9mwrg0OLvDg3S2IonLIVSQTsZ1STWi/w387tlbf/ejXwJRlBlBuyVMPdh1SVx3bH0OpZiadvO8npiUwfLZ5uxAg8X/km1/yBYJ6DnYHhlVpbfKeb3wnDJLE07HxMtx4el55elFOV0al0unLkZdGn09ouviBSe1SBS3bd707kjzrRIZGtYeyLcIKudIthDvzhNvzuxwhJsXEQa6s2+v2CIpbiMNI3jCSxRHT10LDYmxrEe/iVivA3lGIJQlB/I6kiUfOLjjHoYT93GC54eHpJGk5yN3byyaMa+CWbQ16BzzPiapgSevwzYFEnoAgMAiPxfJpCiobRcY803Cbg7bFxNTNmbGeNa+3R/B4hlTeIzXYBB500djSAUYEg10hd5XWjZqPZMSnE7HyEEVllZpttCt8nx64eV05ny6sF4W2tLoS0Vr2+bXYBUNxacNiDueQsr4D79TG8hYD67DsHgiwt9eFGyU0cxbYpy82BPjNKQdtotyE1CGfbOB7o5BshZxxliBer0vuY76VfrPEzL+joc0STBfAmV3NSSfcBiAa0h7D4EV0TNpbY7Il2CBWXfkYSeSej0S8I7AlCwhlx9I8hRsGx1r1uea9SlYCIFsbOaIex1SB0NaLDab3t1eEpJZeNIHC0SzJnorbv9KFI7YcS0CGYk5CnYGqXuxUwRtib54MnidYWmVS71wXBIvZ++3lJLSdKX2Zx7rheNSOZ9Xlr5QtaM2e5+a5MhfaQfv8ZMX903aAmo+9838Z6mTkjd03Qp9JZK9Kt57DE9aUFxma+yHZsnZHNwo9A/2USh0XJWOhtRX9CIydYkscPZgX7BlQayQtQTYUx05qhOoIP0QyeMLSCPZjDB9uH/8ElJ4Yw9GEnvrNTdYB2Mdmr9nqXjj9UgIEj3SPmD8BEp+u3YUmT+4Fdn+v23BfIpE+Si8KgO5LIPpKD6IDia52t/BNNskz4YUSuzP41ZMXVNdNQod2tFe6a0ikqiLP2+yC7oS+1hmrYv/OR9p64nWwi8L30yD/bD5NqMwue1BNz0bYrzshq0mY28yvbFLg7Ux9t/xc//3xhEZjDHg2k9rFPYHy9Lf6XXPuO6JtvnL13fC8Gm262oQIa7+1ZWpEv6jXL/9aYdgdheIcr9GSivgYjXOoJo975QmLN+5Xe2jPBwM2LSLdTCFKb8Zy/i5iaHRENcs9uC09/ExZ02ZZHpOgbiHkeQ1az67zaB1lEqTBbMSvWygN2+sKzKRcvZGzhJyViI4iKDTBxO7GaZQbaDCDe2dl6NL2mkt1AaH2jjVjlExWVjajvOaWFalNe/rNdwS78O1Qntx5Yy+0npHu/kWod0lUqN/RpKMbL6T9w7LqUNJMHteuETdXk2wlMgybf6Lry+3Y9eYwcE+knGJRYnm6+b75zYPSTE3d5FYvM41t1sdU++P5ft7Rvoc+1pxAJrsP4xLfuzYem4N/1XjzgebR92uSg0ZVI3n8tscrGlnKID3E7mE7fGEuPuFCmkwm4YfNvpixHpJYWtHiDPANKJ+HrENMDHWktgh3pfgEsLm90LHRi80E/cBLFiLWjyu6hK2SVE7otppdce6Fi5nt0OrKtlOXNqFpcHx0jifL1wuK+ul09ZGbxXtK9qjyNqT13Cbv+MRz6itbEx5E7beK1qAaKQtPYAcIW+aDKRh4jJ6xmAixSvbACIjLj/D6NdAvC5y+DQJVP1cKdhQlpyhIsNGDtvpsTsh0Sux/zB8OekBVHLwZCArhpH72eMfqQjxUcC90dDGEU6T3Hz8asM/+tzN7z8+9wcL6PbL9iM/u/ndxj+/vXb8x+21Pj6lfHxeidPZ9evq9crR2w0DteROXGIrTqiGDuJW+Y8K+e0j2cfP9wsGY/vI7fj/+He27vS3j/Qr/PsPL/rD/7wa2pv7kZsPfjAn7Mdf1U9e0Zj2F/alsX8609eFRwqX3YSshdwFLp3OSl/P9Cos0wvLwwu1F9Y6I3vh/duM1DOH49+Tylsu8z9lkoXPnp/IzOTHA1NSfvO7hE2d718eubSMyQ6k8Ge/mXk1Zb65zLzUA3z1HfL0zKvf/Y4vv9zxh8ORv33o7C7K/qXT045T3rNw4Cm9Rmzli9PEND1hn3/NSmFpn4Ma0/sLOcPLHmqe+YvzxJvzjjt7TSk7qvw5qp/R+yO9f8X6vOPcJmx6ZJqOrHcry/0KVtjrDnTH4+s3PJ8Ty/kr1qVyOU0sPfGyv+cknT8tF9ZLhpeF1ITPuWeymfXpgbV1nn/7HXV/4fdr520X5LGxe1yY+2um/oqe3tPSO1Z54DK9RebMdMgceeEP9g1zW/liPXOX9rzZf4FqYTknqJ3D8Y+oKt/Ne5oVfvPbe/b3hfL7SsrK9CehPBaa3dGtkfdK2VcWKmd9YSo7HvIdh0Pn8HrFjm/o3/4FOb+A/IGdHUlrD03uv4zN/ceP+Tf/T0yUMj+7lMLf/Sv0dOAd76mlke1rvA4sJPsNtc2oVfbsOcjMRRdHw6aZuj+Q9XOm/peQviPt/mfmPvPm4knSd4vQRdCeSXPm8HtFppV+fsSq0dJr3zT0PyH9Pev6T6n2GeVtJ92feVg68+KoAZM7mN7B7mumy1fs639m4RVP6Z9QCtwdviKVPXn+DOQVdvprdEq8//JbXH7qBVsrd/w7sqxof6baSn06kGzi0k6Yfkf7zOivHphSZ5o6fX3E1u/R8+e09heYLJg+kaXwUB/oNXNJJ6o1Lu0bUCX3jiRleXBN89x/Q6r3lFNH+iN9+R5r77HHM3qp6Ns/UB++Je0LeVeQ+eQNPXc7kAOdNzT5Ha3/Lbz8wdXO845UjN3dH7DdkfPbr7GaKX/8azgdIH3DJAsluwrqQQtZJy7Lt1R7wtpv6PqWnP5ESY+s+TW2/w31Urgwsec9r+zvWdd/yfPxv4f5W/LbR3pRng87iimvT2fSL1JeP7RujmhO3iRTDO3hFKnrmZvcg+xBTrjcS4PckJ5I3ZuFqQSqKhEOxp2b3dEYquAOT18RDLNd+A/h6A4JodDwdH8mAv0Gli9YWpw6nXYIk0skjHWVE+zvwvGYHI2dH7CUSZJc+SklyBmdCzJldFK0RErKMrp6EWJNgnahT8JpcnqntEa3M7W/cLkYzy/K+Zw4vczU1lnWiraVVi9oM29w1wVrK9ou9H5CtWPqyA/d4nj15t56RvsZszPGBZOG5hrBQonC0BzOqrqv3ELJOLmzO967agTDI+DX5LRYq4goKXsg2pkcoZOiv8Em/QSijr5TGmKjpULC2pCfOYG4hMevPjq+X085ChEeoEuvEWTgyXLFk025OIg8HscQTx6Zgp5IImTbYZJYgoU6RZCtZRQRhhRVJPDifzIaf5uLeQuFRPZ5kmcvFkRCXdSLbcgFsYLIwYNqiYttEjruBKdspKkjU0emjOQdku6QNJNSobfGsnTeAee6IksiLYnT8sJxOfNyNt4/K8u5cXo213o9fkdvDa3qaM528ibCuqBaac1crlVDJsXCR7QV11TeY8zejE8DZSrq60juvIhiGdE10P4dG802Q9O6pxauqQcIkvfxYl6AvvVvkOxBS1dn+Qj3SMxVzyJE02ybAlcawYfg6E4LzWac4StAigbjP3vkCPBq3vxrR9wOZOigfrsO9DUBVMI2OeLUA6m9B0NquDxdFFwkdJBzzGUd5wxJlREkJZcNk0AcXjXabwoQ5s/rvSuIWGHo7kYSSTLk4n77aAadU5zC9datrahVWgOkcD4LrZ1Ik3BaLjxdzky7mWpHul24XJTz2bgcnzk/n6iXRj1WerugrUa8MK4ZLJchc7QN9j7mfvSfsUP44o7qx1w/2XWT8ULyVPDmj97A0Xo0ms54kVpPbMhEYwvYt2RfimTayBSPWK6tuHRRDH8O9txI07kegidMrAEz3pOoIOwcMW7HLWlw3dA+NVgwtJ8AwaYTyEo+N3JL1Ll4fwBrnpBpCemu3e+ye26HRLynPWawNCwbVryBa2/O2HB0YsbWg6/zrQPlAqKY3aHs0OSgEkxiH63Q1OUKSxTzZMaY0XbnPYyWRMpKkk5KhZQf3F7WjmQjyStSSiFt0mklodmolz2pFS73iTQJT8uCTI37ZyGTuKyN52OnysIilZe18+7cef985mV95tSNZvcYlZyd5ZwXoF9Yp78LlPqLJyF4A2RHtGonpdXvhxlH+RbIQrokz8MXRfKCliOyf0LaDlkeMM10K758icJeLvG8+A5RhrLBAUiIuISKg14VlYKmhCwv2PIO4UBh781AVTB2dA4kJhJvQS6YvAcTktwjzL6OlU2W6ecPT5Sa+P2MZCmDwUKwR6mMBJyxhk2ZPUFrV/kUblD5WwEkZPauFZjR02XkMEZisMR7OOPyJ+P7Ifk4mk9bFCQxb95KJDstezP2lKDEPQAbaELc39CUXWKSRGuVrJ22zFjzfXddhJqfyOnJ92KM1tWlMtczbTnSmlGrok3pbeRBehTyNWzMkGeLROW29kfB0v1kYWGzzxZyLNGU15ANtXst9PveEibC7f1AYqRhwEYRxvdH4eznk6F3P/aNKCBsxYYwfptBHsw7i/P4+3QwSzBirIUt3fMpSbrrkTA+w4tKJ0Q8VkYupOYKECnN5LTD8gErE9IytgqSlJwrKjOtvPIiYPe5kzX6QEnYeb2HZN5rIOEFUsvAax+frtAzfcpQglmYjKQLpivdAs7QO3lZoTmrLM87SBOmkEsjpwzrndvD9ogkJeX3pJTwZHuihfyoriAqHk+kRFsbpShLO/L0ouzvzuzv3zOXid00UUpjnirdXrH2HU07lyZ09c4zrtBfUTuhy9+ja2OtsxcqVp+7vTVXMrEJ2DFnoyRzRDqJlBYHGu6MnszLC9UbdhvJk9uyR8Vo7lQBe3dRUxQJrftcKDlYgQnvXZDZGlenjveSO0CakKkhrUFrJPOikNLodvK4LN95/6D1zuepOYtUyvzLO2nbxWfKVqgZUkpee/ZilcgpeogMxpBh5jJAvndnrBSPeWzFi7DBnu6C29FnXzrpALhUsADkc/g0N6AvjbWa++beSQDNJFckXYAH0M8QqagtYUrCBqYFIWF6Fz8PWaY+g8zQghnf/L33/h0tJS7LPWoz1juXUvEieGOtdyz1wGVZOS7PLKfK+WmlrgttPdPrQm8vaE1Y3WN92kgYJPd/tJ38/et9vO/VbVY/YHaPpScsnXFZ0ei7IuK+sfl+K0zuj2bZCg0SQCehQ35iyzFYxqWyPGZwn7L7u8gRs7ad+9JZtvjVNEVslTwukMgZ6LBzAYxMi/tQaR/5hPxJrts/UhHilzLaH/3uJ2/spiJgP/e5X7iVH/3BRyfc/vnxNeWj7/70TXgB32JT80KDoz7UHaf4+W0h4rbwP753i4nbhmqDkfHDof3BcH9CReHn6jQffOinPvBLJ/iR725f+fj9/9oXa+R6oVgmrYItE3dMLJJoWenFpVJsWTCdI7BImOzdT5w7lo3WlLJ05ieBs3K/O5FTRc6AqTfOysLX7Q6zgj3PTFVgv2ClojVRzcj9NXs7cEgLu9IRVs79W5SVmYK0Tu9KS50+nZy+lPYkM5LdYaWz6gOqmeX9DmlCaQ2bjP6bSp2Fx7nSScDKvkHvF1Bv3JhyZVHhqYW8Rc+oVdATqxUu2tB1wlbjuTdOUjjJxNFmFhFO+8SShelwR7JCkhPJOt0WzDr1LqHMFMkerKUzmh4dSa6G9U5fK4nKnkabL9Sd672vkjBdOfQ9uRW6FnrK9LzSpdFSQZMyi5LFOJigmpjWRC6JtlvosqL1gNVCTROLHEAXrK+sWlEqKoLlPa3AeSrYLPTDSpOF2k6IrFyyoyDb5KiLnzr0+bcgDdupo2NTw+YLUlZyruRJSEVI2eVScsvkpnRJnNnT0oTNB3KePBnXjL78PTa9o+/e0binyp+hMsP0RaR7vFq/VNckzYsiraFygiz0rojmYP+7zqNad0SXzWif6K1Am6DOSP0cB/NPeKPSGdOMVujHFZEFsSMpJVJbEFZKqr6pN3c4tHXQhVNLLKpeFOgLcvQ1bNnoRWkr8aci7QUxX38ws4o3nms9oVbIoxqujoBUfcYSTGkhZ0Hr3psLT6Alw6WAGr0Imow5Fyh7pJ9JckE4IPoZRqalZzQ1SvkcSwdsTlHRfwG9IOcdqNAPj0i6sFMhy0w6vCC5kc4LqQuTLeTmSWLk5NKoskO0kKt5bwGpiAg9+bVSOiOyUPqQU5hIllj7/T9g24pvyKDNx35ghENAJGaMDYlnscEnl8JAHaXgOumCRPL6Kg8QRYaBuBOF8RnDnQ4idLqlUI6GXmQcSU0UOmSz47Jl9MX/L0ATGHH+kYgKp0c8USXbPYk3O1TX9NcVuii9Qa3mFONa6dqpHdZFuZwb6wV6W+lt8UbagWLSFnqcWh3DJimKduKOsvXYl4GQ5jDV2I+9ybePvQX7AAbUZIzv9rwRNMNITo7PSqBcwaQEuqddfYahRz/0Wrdge8B+wtmP5IyVGG8JHViJBKPxy+jNj47xfj1A1m3ntmSB9vXnExnyBfFMo3SwMTU8ySib7mwK4LLADTvEB+FDxKGKBqKvjCt4oB76wwOlRLqye7whs2tvh7I5gjA01KHE/aRg6RS8ifqelGdymSnTRC6JnP1ezITaFHTFloRdhPNSOV6cBVGXSl0Xaqv05gh17Z3ez2ivbH1DojAVUavbaSWo50Ty7sbTk+RAdQJZOVDoBAIppAF8CUYhcZgJhY3BhN4EHyPQHQkSD2Jlk3saWroDIRsJ0nHucR9bEv/mvW1JsPyLrub1vANVx/aGvYAWyX27yWAbYf/iSWwwIuL64z6H/u+2TuR6z4z7hysYZ6w1rtcxieRTvw7q5r7KjRsbPvymVdfiI3G+0WRZPAHozB18fiShNQ+Al/WMJaPLytoKXSvdKsvSWS9Kvaze8HwghZthTUPuYcwnDfS+xX3JSHEx9gUz9QQ5I8gfiY6wJ/GYxpgjI7EWciIaUkljHm2UKdu+eR3bcc6Yy4LbppSvP98mlW8ybkvyTQBUrkQUN5RsSNDtlf58DPaDY/QM0ILLZsXeM9DUkbeUqSN5SEMlXxLV368abKhsI2yLJ54EkJ4dQdnHOMU+JiEdFDrqQxLxqtPeUT7UV2Y03ZWKhU01Mi6fUNCW/Zop+lBoAxW0XLwxtT1gunO/VSu1LdQGy2qcl5mXc2dOnaYLaz/TpLFK47g2ns8rp9MxekMY1sSbYcoCVJKsaGousYh5v65RIDL1/g1JSMnlhDxZN8XyDMa/4OhPYt/R4kmokE301J0XZMRGYd/QkLzZpHkkWEpDji2ljTEnqLMdLIoKTIzG4VcbFkwgzSiHqFmPPXV19ta2Ln7uGInnYX8GKvS6Jlxux+ePr7WQxPDZEWhq/06I341/hg1syO29RPFZaPHZ4U/5NU2creC29XqnbjLHWhp9H2ADHWBse0L0PjD6TXh+XfcW4AQHXSY0ZNJS9fVcc/em9zHmTc37JbUlGKpebHDWYCCEDW4lo/wdDaZI/DEwBlL45p62gkuMk6TYZ2zzVa771O17tatt2ewaH/oncvs+Yucy12cfRfnrr2Kfk5v7jqbQV1ZH2D3JV7vygf391EOcBSXJ7WQUhiR6jHjxfnEPSc3ZAx2GzJZFvw3DvBC7NfK+KfSKea8ILMAMwagOKThYfKw0imcajn4whn0pDD/SASiqzlCmG60DLVOXgiaB6eJbenbQbjH1U4vHVZpPfk91ImlGpowlo6aGBkhAtWPs6WqsU2WdC6UY06yoVboudGvUfqGreT+veqS3Sm8djf81rTTlKuk2WDtS3cqkOUBDgveW8rUjpt4fIhXSfEdqAXvX5CyJbt5gWgxJPk8ckKEhjdqRjfk3pmmM6+hnZAbmxUwvCLU4R0fUokhgm60wGiKrn0fSBmD5BTWmm+lYN1tDsNN8/7HNb7ObeW3RA8hZmOG76bCPEffpGv5UeHk2/MPBggyb6k1AkFjXssmyuZLMNSoZjJSYpxiYN14W7Vz7GYYPFUVu2RQCMmLNC7E99uIGVhO9OVi0rhHLUWn9HPfoDPx1zVxqZV2UdWm0WmnV4wRtYG3n/obaFl9ucnshYYmlMEPGKFx7wWbYB5dfRn0u+Ng6WFFS8yKYdN8PgVHIHSzxD0yg2JVdcstgCDbc1SeJ/ctGbBLzwE0bljx2lmH70hT337e5tvmHvzjh/lHlmH7uYjdG/QMn/2c+e3veLYa4CSY++ozwM8/7waYq218/+PuDL9zu5sSeNqioxEvAX2B3d8MiKaDmaLLx+5Hw+LAIcUNXtzjPjcN+vfbNRvmDh7IP/20f/9pu/vnhOX54Rvvob/mJT9pH4zWue3OfH9/adspfs+FeDzFlPj+xR9g93yPrji95xczMuy/+wPHhe+Tpgj2v6JTQKdgL9oBMR2R+ROmcT427x8rdfymQO/evv8JU6e86rRnH5e9YysxXL7/B0sQ/+fs7Hi4Gf/YfsMMTazXWNHE3veVV/jNezYXDw47H8sxX7U+09gWv7EvWpbJcIJULy933WLpnSgnhDuELlANP7Ywehct/fEteG3v5BjlU6p8V6pvG37zdMVnjn1N5cy6Uu1eU0pC0Mu06T3S+X1YKicKOw8vCvbzjxRL/VZNTq+2OizW+zwdOOfEnKmsxTp8VaMKr5UvyvLL79ojZha/rexYB+fOE7O84fLdnOjXSq+9Y9t+i6xuk3tNOZ+qp89COvK4nLq8XjrsX1iHh0e748vI5vQtLU5aycJq+pZtxXveYCvtiFE18aROpTZSnCS7COT2y7J/Zv/yO6WnH5e6el91MrY80rWg9o/YeTdB2D9Q58zwfIkf4iC5P6NM7lmTY/USikKczN7zuHxztb/4PWLrQH/4dll5o0wmdGlN+YZYzaT95QsveIByY10Q5VV5k5sgbyus95c2BXRfuK5zP/5V37/8H9P6Fdv8dKr9lJ/8CKQ/I7l+TrSHtO7oajy8TlozPjp2prZBO2KTUk0C7Zz9BKdUp821l6g9Yu6Otd6zLDuMeS528/iXt/AW9PKP5j+5ErYVeYT09k6aV+ZXra+aXC6TObm6owvr4hromrP8J7MhjXVl7pqzfkTrcr6/ZP92z7BO6y9Q6sa4z0s7k5Y+k+o5yfs/KgUe5x9DQ3czsyyuQCemv0F7R9d8j+ch9/pZJMu+XxCr31FcJm/aULOTTRN0X6izk/R3z/jNyfaSs78n8Gbn/C5p8w6X8B7IU7vhrmAR9cHmU9fwNNKN8+xmWOpcv/zOJxP3pr5n1jv76G8jPlHffkC4Xdvp70voWpiPkJ455xzl9RuoT6VSx9QIcISXW6V+jNrGb/kSSJ8q6ItNMvr+jyx0v/c/RX7utbnkwR2UmccS86SusHxxxklYspAh8Lk8uQ5DXSKx4ojHJQCxftlgMyUjaYUC3maGpLIYXGU2Cyjn0QHME0gSCJJp8iSN/KaEjHtI3SSGpRRBspKIug6O+SWog4NUqiUBS5wLpNSIz2oW2euvj1RK5dfKpe4Esg7UVqwvajFozvTaWy4XWKut68oJDOzmKZUn0pqzre3qvdIEuEyr3zm7Q917QDMd2FEhcp9qieDd5Mqav3tC61XDZwrEzTwJur08djaIlksWthOPqsjrkoL9rc/R7JFElH0DmACkoBMIFA7EVsU6KJLPNkfRn9uAzRUBb1ysC8hMnmyYPEpJEY9Bwd1yu2mU0Bns0pUH3dhRxs4qQSDqDKCnN7tIlR02n7vPC0t4Dn0BGORrKA1cDLK2QGtnmkKJwyaBujjJPCqllUlZyamja0fM+AmA8ISPPQCJpMHPkgEgmiTMdJN2T8o40fUbeHdjdvWK337M7FKZdcukwLVzOK6d+oV6gXeB8qRwvjbacWc7PrHXlsp7o9UxvnV4X2vrOmwjbxf27Jj5/1AtaaY3EZnF0tAQ7YEsIFy9MObvcsI1i7c6/CGRmTCvdXHLBUZQ28slegJTkwTyQzeVErA/Uk6OGhb2vZd2hTC57IC1k8S1cco335b6pV2LVzyEJybN72frTjMJxeNEkgcybjXBjFMmmYHxtDXyvU9NtiOXo5bBidsGbIu48sSiBzBsMIBnMmijgDGaWLbhX7te0aB4tfTxbDZTcYGLg9xbNn2UsiNGYjwhkk+AVrMFKEtc+TokuB4xCWxumykUquYDm7ymrkE+eU+g6ozpR60JbV9aurN3oa6etHW0ttPMVq7oxklw7P4qEeQTuziAy9Tlimje7bTSPRdTH3pJi7MHm8NYFTzasrlncI0BN0cvDYozTzbxl/DWSpbgtkoSUg69vHcH0kP6LAFW9SSUhR+bou0jqqXnhkHsG28nGmH/yIcFKy6S6IpoYMvGKgjVfp2vCpjM2L5S+I7eDL6X14kzEFLK5YiQKU48moskLwHmdEHLsAcIoDFvqnoSJBJ+IkpKQ0j3IA03e0+UJlymckJSRnGPfP4LsUQ4kSWjOSM/YZSIlJd+7/rX2F39z+xOWE9L/CfRXtPQtwsLl0iFNPE5vaB20rry8FA53z9zd9fAw4LJceDkdWZYTp5dHljPYOWF9xXiE1Ej54mSf3QOgdCugjh7GoteFheSIZHp/QHWH1hMsvv4Ql6fTCl5wPvi+pmfvn2gHdweSIXTycnFlgSg0kEKuMI3mp0OCL+yGeoNY2ivQN2xJ/WBuSlfoLh2EKaYzWg+uhz+7BIykR58kaf7ZOAFgNNh2X0y2ObAl0yVAA1uRYoIh+2Rpy+dZzMeNHSiexXA08QXb1gKxlhTsFNe4Q6TENQ0vcEXPJffy4vp+XtscQWUUiP0eM54ALCTdM5D/MPIRSsL3pI0d2dxHaKJIypg2ct7RcsizRJWvI14/bZ701a702tF+ofcnVBOqkbwyl2g1mSJRfsGlQ2Pxbkk5Z6u5TKHeJCqdrerFsfGc3cebIZcZMksD3ZsijxOfFWJsiZ4fm9TFeL+T+3BWPSka88+BNNG/ZrynGH/ZityJrZeVXCVsjJlPSdJ9MP+yeM+W9IADMCbfQ/URM2/mrPaM1WlD4puEf0WAbTRkwtKLb2vq+1gKqRtNDu5ItTiAYeeJf8o3Me/fAntMvX+lRHNgt52432wrFCHJTLdGby9kDJs7te/o6xtyWdntM6lkxAopC1PupGTkNXoblXfASlpfI7pDD408TbReISnTeqRkoRxfk6fXlF2n7JuDTqbwB3nCWKE/OQJdL/S6sJ7O9LZQgSbG0k+0DrVHX8Klo727LHUySvoNSe5JpSOzupRwTQ7Ua42cDtjDA309uU2RhFVfM9TJ50c6bmC3rchvStJn9/3yA5YmrCVGfyxfpw2xIyoHzPYgizMAeiNVR7K7upa6zM8oUkjC+0eYFzx+abrl4ae9hM148P2teFFdtDqDiYQxuc1M0zVlasV9RL1Af2EU+gQH7CCJlILppftYG/e49Qs/N0Bfkq/yl2DuD3Uj5YaIotwBB4/HVMBeMPt7vNfDDkkFSTv3p029z1G5D5CSnzP1i4OZmvhYnye0J2rKMCesF3IuXHYXUjm5ZJYl6tmol8raL6y1U+vKcjnS1oV2XtBW6MtbrDe0v2xxgVnD7HsvRKmDnd1FVeCIyervG3P/mT2mJ+jO/k4yY9l7xlEWJHsMdO1ndo4xnSNX7QwxUjCE58FedSkoo4cJesCYfE/PBt1jVYhQ0JIzkcTi5yGlmXDmg2kA/AZo0QtBvzzh/rF7Qvzs8Q9LQPPDCsGP/v423f5pp/iZc/7Mr8yuufSB2HMEqgVwJsKhUYSIosK1+BAIzI1B8eGN3pYcfrpQ8AnHp3z042LBB7/4Rz7+W04pifxwR86Z3jKWhWpnKhd06lAyvWS0+KLI0kjsEdshfUWWHMFjcvaBFjdiesYs0+QtPQlShJQF0T3CxGHu3NG4FGgps9ZEs8Q0Vcp0pt+t9F1jnYwzQtHETjOmnQpoylzynqHZnKhkO4Ku3gyvS1Qzm+9Rs1C0kNpEkx2WdpxNKF04tAvUFy6XiZfRd4BMLYmWwwjpgSVVT6h3ZV0TC501Vdra3CFXo780aBl7muE4kSxjKdHnRkvGJEIyUOm05MaoVWVVd60oCZsntEzUaYfO6mNu7nCmnpl7pbdCrzPJoLU7vNtBgiTekLYnkkShAG+Iw7lia+fSVjRdqKV70rMm7FxIvXiTJmZUdl7ztyNYQfqMtkaLynrlQBYhbw7hjx+9n8FWdMERx7uK5EZOe0QKqOvyugxNwcoOnSfQTLKVNBoAqdJQuoBMb8hpIncj88BKI8lKDj1/yx7wptCv7f2C6EJnH06HI2m9SXEkCRpYd8RZ107TZ6yfsPUEbUJxjX0pnuRpvWOSqEwOXLdHlz85u7yYtRVTQduOXgtJJ0wL2g+ozvR8wVJjtQnqLhChxqorCyvZBqrm6Hqasocy+cZUnILpznuBdMaoZC0kDkg10Izo5JIGuWFlwaaGzh3bzdjOe75Y9eaBmQnrwtIaa1mo6QU4YPmVO0i2kmyl2OKxVnfUf+menFc703FZH7jQs8Ik7GxP4Z4kJ4QL6OQOtjSQJ3fkdgffnE3ductHyBdkzkiOZCKKyJH0i2i6j8xbJHwHkspGP4c00MIeWA0EuCcUU/TAG7IOAzXnf9lAEsvYH28RxaHTHEGzb0flmmTDuKL0PfmNROMpMq4NSuxhshXUva8CGHP8vjlyrhVPHpTZ7ZYJSUOIRRz1LD1j0mmyYq2hvTuKSBPWOro2eoO2uI2pVWjd0NZdu7UZvWn0hKiuEd2q/7e6g+TO822gOKQRJT6jXGUSXSpAooHqBxvlqNDc6p17Nu6jjw2bMwJbf092I7PghYdIRIyANRrpbghAEU+iDi1TLBKpNyiGTz6uOu63XtMVWOiBqBdRxqY9UJMJS6PRmRcLTJzJoAPVNMYh7iuNhnYRzN8iCUdiemjTj4F0oslAdA1mhiFWGXRwBB8fIhklbOe10XR2S4AO1sZgVcSK6kqXTmtK70pdO+vSWKujmmpbqbXS6kqrCxrIud41+nzhCbaR8wjEulhcJ22PFPd6lVSSG339oW891qhtCCJhGxZu/z0SKGwB1ngoX5LeHyaNsY7vW/IgSEKQwFm7MNBzHvjEiTaGTCDhNi30T3DkQgdZItHzQaJlzDPgWiS4mfuuYQriDBOHcvr8c4RV2CwbDJ0rWpg4p/9bb+75w3XJ+J5qOOoRqI1nZzy7XD87El4x5jbWkV2VcweLR80LLD0kWlr1+d1DhcN7ZwdyrlWP95onjE0vmNYoyo0AYfyt1/+2Fu+l+awfZluG/fJ3Z5tdGSwT3RJSbkfG2xA+nF56k0SLYsuwNVuAMtCHYx3GXrEhmwcdLsZ10yu2j/6MmEoYWsbeK0I/vN4nHBvbSDwxYtHg80r5G1ngQOzr7Mm6SBAbgYI1je+6zITrMQ+WSRSjZY1Hu4ufTY50paCBHr4W4HweiU3OBpDRJHJoRMdem4I52omE9LP7dbp44lh3qAi5ZrzR+9mJpmWlp0brK7UZ66rkBDOVpBcn9EmnS6KlxLKeWeuJWiu9iSvbbDr93r/GG9dC0pg/2fxVr75HSRrvztkMpi4P5GNWPUEbxWlvnomPu+TY2w3podMtGejYYDpFolmaJ8zdjZHwT9K2NmRjokRRN/Z3ESGFhJgEQ8dN6ii6R+J0k+ORmK6/NNli79w+d2U4DL/qdsLKxkwbNnAk5ZQPWBBEUWBbT8K1X8F1PV1R68MWsq2/a3V6FFav574yLoddu9lbNqbF7bNrXG/YEk/w62B5qrPstNcwSTXYJG53u4nL8vQe7EG9SjBt7Cy/Z4sbs+HbxFja7QbKeDc3Nn3bE7jZv67+wfVc8fMxZrfDMuze5kTEHhx+FxurkHhvt0yWGCcb8aX3DRw2xoY0l43vDt9zPNd4lk8/hq8wYobtviNeGEAg37/dv/SEccj10UC8JwoSfpeM+wn7ZuF/hd977UuWg93l9yyb/xsAiY2VkjEKpikUDZ2daqpoNcjQi0HvtLaSLEdfGZDJiywOqCJAEglrLmMlvaKipGBNoxnNma5CUQexdOukXMnVz5XSCehIDxmcfqa3lXVxf66uidYy2lLghKJo1v3+bfi6RsQHDe+FZpvLkrJtSVjJ3n/HWxsMRoP3HvJCP1svv5EMR+Q6d4bvZ8MvI/YkCcbD6BUR45zmYOHd+vXRf0JijnKTd/z5CeZ/mYR9Gn1Bhgcx4qHxYWOLSeC6XUuLoihh18bnw9YLYD2eOQqmwYrzYsVtvDr29BzT86ZnS7APfR4qI2aVUdyNJbbtwzYS6M7qN4k9nh5xoOcYtBWapHBHvYF06oZ1j9PreqbVE61daO1Mryu9Gtpcalu7bMAqC8b1AJ8P9oxtTI2wzXbt7+hxocWzDBCNy5SaXe3G1l9oO7fnvm7IdvF3unk5YwSjQLsx+8dcvN3Dhh0MuSfLXmQKG+PFiQEk8qLX1W7e+D4/c/zjFyF+9Jo/8kP7kV9tP7vddG5/f7NxfvCFG0di+5Vdz/Oj97HtPJ942M2CEHeghC3O0QgszXr4OVennhE3MFgRgbQJ5oQFbWlsp9v92+3VP/jHjx8fTzx8wXw8Cj/+9V+aLB+9KLv50Qggxvv6+AI/eupPH3sphfmf/3PmV3c8/ZevuTwfed//wJM9sc5v6fkV7W6i55U7hTu9YPaK1l9hFyVfTshekNeZxSa+kXvE3pOX/xHkNX3/v0cscWh/JCd43T8jkfndb/8L93LkbydY2PP+m5nzOZNeP8LDBfbvqNORd8+F71/u+LId+GLd8aKdlpW1HHjafU4xZdbGrCtT+57cE/ky0avRHp7BGqcHKPPE2/ZAPt2xPPyGWvZ8u144WePz03vu+nu+an/Fu3ef80UT3nTh/GbP+e1EXl+TL3v07hvm199Qj4Xnb1YuqXOcVtqlMS8XtBrtW0EvhfSHe6wm9mXGpuZ9JXLn0BPzUbmkM23/gl0S9iIuXV8K+XAg719xLoW1zLT+zKv2PV07/dzIvXFfBV0fyC+vsHLgVB4gNQ72Qk7G3atC0kStdyiQ529J5Uz++gKXztf7R9a7Mw93e/a7ifTHCfn6nkMxDiVx4XPOfEFdH1nPf0Pe7Zlfv0URLvIFmZkkb5lZOejfkkfDyh85Vv4TqGLHCxQlvzqRDo05/47EPevLPW2ZmPfvKOVETb+lHj4nrY88rN8hzKTTnppW3ucF291Tpv8jkyzc1+9ZUd6lE4UX3lKRVFnmRxThUDvWYe3fsGil638P9hmlzyRL5PK32PyI9oIdM52ZlXsWe89F32PrgtqJnRwpSbDpGe6/pzfjdDSy3VPlr0jSKPo3pDpRvvo3uB7zEVOlnV5jlzsmfU2yC8hfAK+wh2/R3TPPz5+jp88oyzPl9Myye+K8f8eUjB1Kt0prZ/L0wLz/DCnP2PxI0z3t8lcurbP7jyRr3OlnlPYWXhJaM5lXTJLRfMR236GHRE8Jff0KuXvA3s/oeyOVPYfyGS+XxOPpe/rdt9S3X7GT10zTKzKdsjyDrkz1PaZC1Q6a2b14f4TF/p6LdKjfgi6cy0zPBx52v2NXfsfh+DXT8h5d7mG9R9PfoukP5MM/I73918j6iFz+hMmCHV6wybCHA6IFORuZI7v8VRRrfsVhnmwnkmyW7rA8kehIWsM/MEcnSvPkQ5+gdGzqiCVSDjpsajgade8mubjTKLrEeRx9nMQdWs3RDL1PWM+kYqFoMUUCIWEUJB0gHa6xrQJVIYOm4kmT5QUtezS/csgvJy8wnTo5z0h5RcozpUPpwi4lpizkNpNsTy0Xen7Banft7LJDyg6tC1rP9FWoF6df1+aOXquV3hvrqmhfWdfv0LrSz0dnSNQzaq6J7gnC1QMxXJ/XqngfGKkYDdUF1TUo1LgzXG4QbVtOTTzpERRXwbBePnTo8sXfSXMHUwoeoEVPisQZsRP0e0fFbMnzHcYhEhVt8xucBXBESCTzPgC6JU8//UgDcWTeO0HVX2dOQ0ZgOKKBHicasEpG046EAmd/TrtDEZ+/eKILIdg8Qu4HIBQ4UISTByg6ozIjEo3rbIc3RAzdUzFcWqDQdPKkR3/viTgJ512dAafZE94qSpLmdGHxRJjLbyQUR+yltKLs6SqwVvp64dKEtUN9ObIen2m903pjuTTOp4VazyynR3qttPNC741aM6p4Iawrra5YV3KPAlaOBONIpkTiy/u+NKfQGyRTkhlKRWSBaALpjNpILKUUjmbeCsHuQ3qAmHUBhB6NczWdMTGyRTCZkqMhdUgpKEk1kGLFC4UaDeIzXpBjRawgtnPfM1BRDMmxnzvkVTxvMG26hI2TiLedeTWCTRkJWNmDzF6w1lMElVEoSBF8SyR6tiRuNO2NBp2b1jdrFJ3ugCnkYYjPhv3SFH0dUgTNkSDTHvcYslA6eyIlZfcTWg2U4QVLft8maWPFSJ9QK5g9kBI0bc4OYyCQvSDfeyCFq9AWQe2F3r/3QLeH9NuWbKv+zmUkBS6bG+6psRHMur23ADd40jcheNNKs4ZLI3D14ZNLKkiKPSgpsrErMsjO7UDIXnkSRpAebIzm1zaZuSayRuFGPFmdzG1wHw3QQ1rGBmJ72NfRO0YYBZNfTgyPwxjSUpbvsSxYfsLSBame0NI8rvMAa3E733Aywwz0CV0PkFZsesZQer9gCJYCRWkFLwJ9jaFY/z1iM6kcIAttntAslLWSezTEZCX1CfoDaHYJzNyx3GIe70hpj+zv/HnXC8aJnv9Ako423/PN3pLajtw+c5Rv+nskdTQdaFJYakdzwp7ecD4l6u7IeX7P7jyxP03YtEPnO3o9si6PtGWinu/oq0JfvYjKiqSK3FVSM6aX6mXi+8XRzpcZKsjd6v0edI+okGzC2YIV0xfInyHplTPW0hOi99BeI0WQXSK1M5zf4wyJ15CMVs7ACvU9STty9OILhwRFaOnO+xMsHbqRLQBZoz442Jg9UbpgssOmh7BtzgaieELQE+gCOsNYBr8Ul0Yccf1cSBvJFOtvMP+GHzBQ+iM/of58Qx6JUfzK4bMNOU5F5Mwoxnsy6O56DrNoBi6I7Rh7tYkho0G4Nc9HxDq8JuyjkIDbVf9hxXBQiKc6IomtkVweCT7LmCW0uWyT9hdSJGFFLOxhovdR2FqgLyHNhCeBNxsdEj4abCC9RN5m9j1+k+QbRYuQrmEU8ZSrhGOPoruGZJHc5FZiTKN46wl2f3ejUbD34VC8p5BCMFdGQ3H3UzQKYsFwxdgKdlQ8MT3hvSsyFqw8Bwk0f+8EgjjG/NcdBhpsyfCvLMaCKZHE2SBmipqiEnJLdtz8UpETKT1iCD2VzdVzm7bDWYjuP/Xc2CQiVcj6QDL3/iz5OA+GEayOOheXkzNcioYqpDJR5gNUpbNiJWF3RqKhl6Nj6s8rJGHZT0jO7PY7kuRgyk6xrr2PkRSYeEXmgJU7yAdKhpIbeerkqZNSJecXJB9Ju8ULHZqxvtDre3qrnI4nejeXhuqZdkoORqlKU6MtM6qZnB0sqqo0W0n5CZETWfbkaef9NkpH2wptQawxlwYNku0d3T4/u1/VFSyR+yufj+mE0uhph5lGQTyHxK0Bi8/xVlAtJFYmSWgWLO8hhba/nAJgIqGsO0F6C9JQeQ+maE38ItMrRS5SHSwmnN3W9FiT0iE5g8sLrNX7l4mvA5dm8t5eqShmM2Z7hh2UAPt6H0NvkmB2QcgIn/n6yN+CLM46QCKW9D4GDgq9RJG7I7z4niQaxa57HDC3i/U/eg05Q9SaM5M1vwYReupYVlKqiBjaZsQKNe3pq/f+zNPqdbsRginU/h2tf09rRqtKr4W27Oit0NY9po3ejm4rcRUCl0xPOGhB8V49ydl+CNZfYVpJnPH4anJ/KBUkzw5Q6UvE8+5PWx9FiAq2w/QtpI4Ul6Vy1hgBBgNn4oOVYK8y5LJDni1Z+JUBUEoubWtRyJc2OZtYVu9XoQlp3tfQivuLwt01Bv6EPO//j5kQvzbRH8ev/sqPREW/GJh/eJEPahZGzLi4/1Fx/qD4Idf/HwbefuzGP6gpxAv+IFkfi964cbY//vtnjl8YYvm53/8DXs0H1/0Hf+7XXVgEXu8Knx8m1nmmlepKHdqZurvw/hoMyR48ptyZ8tkNVS8hZWyQErrbud5+r1hZ6fsFsUy7BN4zr6ScadOeNUFjcRmK1MnJ0OWZ9vTCWSvLHtaaPPDssLaGpUaZGl0yKVj/Ze3OLugTGtR7Okxz6FfPiTwJRQrFCnrx5+lJWCShqUNxqqrqiUufyK1w6Y2lN8qilKMPhM6NdjHqGboqyRqpKdLUC8yLYCusekatcV+OUE7IfnFN/ecC1RF9nnrwADw1cQn6rLTUSGKoTJjNlHoHVFQWhIJkR4jnnFARR0AkPPEhhk2CilBzQgWmZGSU0oR9TdQyYWmitE5OLVgBQrLC3HZUmaJZmiCTO0TWXR+wiDtk2jKNzKqZtDm+P3LsF8yMrg1S9+9bcZQWnpwkJVqgl3QgXpMgu0BwyRFJlTwt7tCpUUxJTUkSTf3wzUCsQ25AwZsSJbLsomdrx1hg9aRQRxEyqu7cqQhdnPpKNsiZVEJug6dwOh48D4CA7JlTRnC0uAdfF3fm+BZ6p7ffo10AZym4YkVDdIJ2T+tK1RdSPnsTQtTnuxoNRcXQ2ZFxpiesr3Sdvekgo7HSOzAjyZ8j6YDmM2oV1aNbQFsIIUWSKVk/I0XjNE0n0CPUaO6WT2QWqJBF6eLU3DQ5+jfl6psme8xmUvfGV5YePWnbD0AwMMj+HL1RKYjc02V2JGMg9iUQRGIVaYsn78XP2dVlJrCC0Mj9BsXxqcet1MUweCNoFfGgI9CtDH1qGbqbA6k2vv8hWnegVMbec0XBRTJmIHWIRoky0NEe3Mk4pw0kSTgoDAT2kN3IHkyqvyPVIfnjCVMVRa05Mteu6AunlHcPDrVirC6N1D3oFclob2jrdHWKf1ela/c+Sz3FH0faaTiJiu+zFkGZI4m4eY6B8BpamhHQaoNeg3YbQf2GfRiJzDHWfn7Z2I3xTNZj/MJpsEAVBzLTT2bYxnjwIH9gj/x67hd4siDeo10xQIQcjc/NX3dc0ZqRLBx+iMHVoYg5MhgON9+V7Z3Dpmss6Vp/CQTUVStbrucW4plu8KECV31vv64XjEBUPWkvV4c2fYTUGQjtAeoQDcRUNAE11ejJ5c1KtUffH+uIdVr3YkJtjkxvvVN7d5R6X107uFe0N3og3V3n1ZP3qq4pvDnuDHQzDPT8Vedabn4WvUkGetGCDWWBXtzQvniyhmDt2PVZwTzJees/xrW339t1pDZU3MYKiWvHl8Z9OtPS71OGzyrj/j/F+Yvkz9irgMHq8fPfeoG3jvdIOI17GprU4xORkBvIro/RWx/YXl97nkgZSbpA/I41tqG2hhTdsGljxELqlQ9Ry55ACJTirQ+vRBGnRxIoQ/P3vGGrIjnUe3LkXKAv/Z0mrqzpm3mzXTp5Iep2bd2OeiD+r8i/eN9h40cC0n82dKQ1bN3HSO5AAY946AOGAx+ZivG98R5iZCw0pLf1P8Y75FMG62dcUuVqFDY20KcGGzDkAExyJOlsu0cRIUnCpGCRLPOEXt9uwW/TrzkabkqMu0Szb1/nvha9+ONISRnXGskTa+430K8sntsxCva8DCSyiRf7zG5IPCl8TpemyN2w5D4XCVR9PLtmrGday0hN1NizFzGSaUhFiTfg1Oo2MBQXNJoDexHcIvmUSJIjpvJ3OCQI05a46Ej3cZKQKJQolnpFJ22PnIwoEIYPMJqN2ijWDt+ibHudf5GrL6s3IICW/RwSaN1t3rDNY6NjNC+a3Uwj03T1qW6QqI4a/6Xd9KP1dvNfY/8e/sV1gYzr3NjBbQe8Nm6/ovXHNW6TOGELSfjeH+tqC/Bvfcjrd2QMoEj8Xm/OZzef1+2/BL99X8L+GbPRmDb2pbDDZmMOmvv/YStclSkYppsMdYApGPvczVjfFFyBYJrcPs+t/dXNhvmRbmy0Xr/y8WN+cIzP3ozH9lm5/uwnvj6ud/3Mzb4oN/e77WXwIWvm1l7+msNiTxs21YvysrHbxqe80CJ0X5MWBd5hy0eMceM3XH1LC592OA6DiTuS2AP5fp0/m2+xodFT3OIATLh/LT38naZedEzR+UW6x/DZ4+6cVu81E/KCJqOoPXogrA5WsZ0DDIoznT0G6KTc0VJd3UIWB1518di0dnpTak1oM9rqPmEL2TDtbn9HjCEdcvKEr+YettCu0wTxeFMqRg/71ZBo+O0f04hzOlsMF3NChiyaeU+F61qXmEs9EuzEftUYjJexs3vc4DKSItHQORjdMmKRIc/ys0fkVKSAxNwZM2OzaTcMpZg/Ev6D/3xsXoON38In8fmzFRfGfB7nkgB7yc13Y+zcNoZaBjCkMm2LlXwsbfPlglWmYw9x0Mrm3wSYxhi2qbsHrw0VL7JiHa3KYB6JeYpCo99Niz20Dx+uaUjuS8S5sf+NXls25gdsPiSGjec2B71YSNRe/ax0nRdi13VoYz8YQDT35bbePxZjBwywzsZm2ezksLdDSilHAXg4oDD6R/pgFxyNLNdxHIz2jcFz82431sxPH/84RYjNeNvNDcjHv7we9tFHfnDYR7//qS989O9bo8mPhUq3m8b4r+uAbXZlOD0ffy+ecfO9DdcWxELTVMLwx6Z8w+jYzPUw7oMRwQ1Ca7x0Gxvc7VAIN2f5kTH4sd/dfuT6HoaT8UnHVoi5GYsPBvZ2bH7kwmOg/huOWeB/cw9/+ZD4t7tXfFVmTo8H0ukFJoPceE4LJ1lg3lOnibJ/5rB/pNU99fJA7Svn9QWbJvjtnnwuzN8fadPK+bf/HrM9658eQAW5+ztknvhq/9fkNPN0/L9R63fc3RfuJ4E/fsPL8cjLl/+E8+sveZ0P3Oc966J8dXnP/s2Zhy+emdsd+bvCdO4c3lea3HHJf84qF575r8xT4p9+8WeUrChHcjZe7Q4U2cMfLthl5fT7HcdXM3bXmV53Jv2Kyb7lm/45fyNvSLqQ1oW793D/FdjDgp5XjsfO87cr8pI4fFVoO2i/FbIlymVPb43v9n8gceTu7j8yTRfKZxM7yfD3M+29sE6dmjP7hzum/Y7DtxO7x867Vy+8vz8z9T1l2jOdduyfv6DNZ9LdIyUXONwhux0pJ6Q15PTiU3u/R2e4vFmwSXnMiS7C5SJMLfGmzny+FF7zJev6gCz/C+SvOdkbzq8feHPe8/p8oKY7eha4y8yf7bDlgf70W4oqX/QLLSdO2mlinOWOa2Lhh0f5s4WOcmwvmCkHfcV0FkTfYbZg+Q0673jBaBUezi/sL6BvZ+zNF9j6NXr5E7u98vpOsXbBLootJzh9CzxT0h+ZOLBLfw0pce6Ko2b+DSIH7nedJO9Yyvc0+ZreVmxRKr+h6huIQI9kqJzoBdJ8R94dKPsHcv2GfPmPtPRnrPa/Q5nRsmfPyr58iwDL6Y5GZ0l/i9mZQ/2/k/rC+QS9/QW222P5L9DpW0jfwukvKMvvWPiPnOx/ZjcVDvcF1lf04+9pBieMPL8w3X+HLJ36/t/T045T/yeYNFL6G0SemNr/SLID6e7/iqTPOE//FtV31JdoEFY9CTOd/0he3pN4gyx/Tpf/Qnv1B/pTob+fSfedV59X0nIif7djTcLz9EQ+CHevXYV/V470/kCrf4W213D8HLGO3v07TI7o+hdAZqffkuxCOz9zoaLltyz5d/TpRJMzu7ZnX996L5jLV0znd0wvX9GnL2mHv4Z2YX35ikkKE69JunBYv4WfYd388DBcv1wiIZTDzrtTLpZxlMMKmh1VIgco9wgrVE8KGwuJQk47VI2KN7+SXsOp2wUDYjTm6oGamx0xnHfARMotkmsVY2Hos5uIB/pTnI5OshbPqpjtaP0NCUXqI0Ih2QNJkucjTGntCcmFrq/JOnuQ2sD0CHaM5H9DtdF7xyya/q4VWyrNzBuf02nR/EuXO3q/UNuTN4RdD3QtVFnQHDIAdLTvvEgi1YO11kFXhAnJyROF6v0/ej3FuGcoGc3uwAkhHTQKAqFX7mCTEQSosxtMMQ0EcTjRYjt/hzmaluq9x5OpApdwxZNnbNJ6k6hZET3h8mb3iDRSfvF76PLpe/k4tgB08mc0R/lZOLHRMRnRHWI7XLZHyQRS0GrMWXxOpIJN955Ds5DwiLyP9zoAM5fxMnU99ZwsUFUeOEhSvDnf7Nqj5sh+8orwHksFSXuSQBFv+KmKJ+RQxFx7XCjIOiMZWjmirKz1jMnEenkgMZNY0HaJoNO8UbA21svCuq7U2ljWSlsu1POR1hbaeqKrsYxkSveiWWtHVJUqQFZS8kBQ1X3QbJlkQg/0u6NWJ+gr1hc0W6jaCOiM6orpCbVCV5c1SxHzdxNsQ7OPIqEhWt0lC/RajgJlt+bSQAZi4ohVifiFaA6Oo4Ed4a3QO2KFpHc+57VHctJtWvpJX+92fi1h1wJVKqHtK44QlWjAt/WDiAb1DjO7RBUxkMXJvyuSIoBbrzGGCdu+vsVrcW2ZI+Ctft40JHNcdk1yi+/OeL8bjSA47AMZCXmA0cB6yGSJFreR6RKxRgPNKBlR6DQHE5RHJB1JLRqmpwriTASjo7rHdI/1Fe0raoLaqyjCOloajXUZAZ6VoOxrFGs0EnBbESCCa3WEuPWL/yxNeNPnkEeUBdLFEYxpMHCiaNBHcfYhxtmDVpOz2w3ufMCTj6HHQJ448Ma2UVzQClqvhefoMeOJ5jtMVkROoAVp8RnNWzIcuKKhP+kwRGM/Kqv3dujVASM5IVMisyexQzNoicSHVDQJPRLFKRaJNJdsSBlPMmkgGNOLJ7bbg8/fuYOc0DF3152P/fSElosjGWVyRCyrv4cUQXtL0RtiRprB+uhJB5mwVLDyJWZK7ZFLUSNJo96tiEC3V4gWpnUmqcvl1TXT9numUmjryikbu7MxFyNPlTIByZB8hzaltTPNOq14oTW3HdjsOf6k1IeFpJ18UWeO5DtfmwuYNiy0u123uoLcYeUAtSN19XSS7Oh0Ku+gu7SqqaB9F3uQRmQda6476tbuPbmlywFqhhYI3ersPNm/R6Yzuma0JygHKDu6HRE5BahgdaR4yUg/wPIGWECOkIW088KH1RPXBsU/fih7n2cjEbilHDrcgDaMUCGQjgTVRlKOBNWMbH0MbhNDpw9tq0aT6K0J8Y7bJLDn44whrTOKGBbAJQeWDIm0jLD4c5PZ5K009vx0LSoYDsJyi+Jr0cR7QUkX1CxqNx3TQiLRVa/jwmCeiiflgoXqaY/kvoBZyGPiviUZYe/X09XHY7Du1J3OYeKM9cZGJ2CPN3B1v2trI7PlgdyfcKcmZHBS9f1O47kDbe3gJQMdyeCPwT2r+z/iDASJhLuZ0CUALdG8duQGPYNSUA6RPokmxD8HjPuJw6IZM6yx/ytQsL76PMuTGyw6Ig6cSiyxz4Rcmu4gO4BO1JAYA80+D3PMK+v+bmw3Q3JZXDNDSiXl5ufpxWW4Ujh92ZA0e6+wrtAMlZXaVwYTMvWEdgeWpGlBEGqaEZmQ5R5JmXZ+RpKFn+ja+CJlu3YrZ3Ii9lIhlYU8XSgiFBHS3Ej7FfLqYHKtpPqMqrDWGVOhrQesGf3ssq1rXbyRdU/BpF/oBrLuoBVkFyC4IqRgiUuCzg5NOxSF/gR1RS9HrAkperekXlGtiF18XQRbBnPZ8FwnzIxeLOqpDkaykNvNNLI6kxapjg1IIQnaHZhTOPh7yrPHJusTHqd5DGj7cp3HP3XIHYIFs75jtnN70nwftQG4GzZ/NHWWHYmCpQqyRhFjdj9Dvvc13A+IObDRi9sjTr7z9Z2iD4Xt8N5VXgiQ/Bg+pc8fsTeI3TnDXTpi01bggIKlguYJse5zWxIqEyLJ49HUkenJx8Qm1KDrGRUjdSOr7y0a/Qq9/3uwxpuzWVpL9HagN6E1QXul1wtKoktIQdUJsQvSv/V1S4tl7yA8izyBSfQBrDPohNkrZxTK2f0FJixlvA9ew2yG6oWAhGC5QXEWI+3ZfcUehYG0hj+xC9t5xplbzQsNGs3ldfE9OL/x/IKGFOoU/WPsEgCJ15D3vvcl962H+kLSO1zO0vcnHc3Wf+H4xylCbNf5xTLb/58c1xLFhz/yB/ViRRQcIj6IUgSblpoIHzIeYEPljA15/HsrRIyP3v7jUzIM/y1J/h8pEv3YZ35kSH7y8p9yyl91GDPP7FNnV2A3Kbsi7EoQMHsE/8mbR3WTSJA5PUhTh9YpayDBpxVRpe3uadNEtR1mMzlrUEsbKQs9uVRJtozojp0YKRmX2ajdvAl2njAyqITepctB5HKgdGFuL16BN0eKavGBKVqYRMjWKKaoWcidepFHYq8ptZFaJ3WnH9e20FU5t5lzT0ytM1WjLYV6mrCc0PsdrV2b2Ep3XVabvcKf00qWSioXhJVWsjeKXR290FwCkSYTLStVDjii3mnmHUeAZ1WkC9ahN4u41Lyvxj5jTbyxq3TSyYOMFUeSLtbc+EfzRA+ojZSVNCtFOjr0CIEsQkrioL0KUpSUK2mCdL/D0oSeC5NWdqWTRXHMfkdDx/4nj8lTDDlVR4XVA11ncru4oU64ge4J0wRmSGqukpEVTReQ0RCoeCJWzvTUqXmPWSOzI8mBJnex+Z1RcfQ8VDQkC0RWsjV3aq34Zix3oM0TtCg9KUIhpzlQD744LeQMpO9I6owTwVCJCntzh8IbtTWsFXqvNGt01tCpTMh0BnkEe+OJEllAVmeuSKZp98SweNA7UIWemG10ZlQPkBYSF4QLyVxCxbTSZaVLd6e3eFIyWYXeSDJ5QtwM2orNoGXCcnEEY+pYeY7k+z3JJnKbKM3ZRtlAlhRI3j0pH0jzDrFOTsGeEUfJ5SaknuL5Kug9TqW+kNKFLEqmuCxAPUGrjqLTRDE8kTccoDzQG6/4dUUIuKJ4Q/JCbgJT8bnHQDoM9MSGIvXPepE6Mow/SoMMhMnYU0LH1a6/ZUMqizgqlyGVMq59g8C1sSX6z93xqE4N7v5MZi3QSk67V2uhpd/ooZnek/dhEMzR5jrQ5jiCPQoTpk7jV4seEBb9TNSpvY5MV5eVUUfAOwo+nmvTtR0okECKmV7HemM0jDEKBOO2Dwd6cgsew25tyB//8obq17HWPto84ztiAwV5+2f70I/uoR8yWez67n7V4YjDny5eyA1uYBuQuOfG6J1xvYMxVrjNubn1qwszkJZjnYxE4xVpPhA6HwAwxvyK92Xg+wW4LTPczxoyEsO3GkyFbvRWSWmlVkfX5eJrptWEdqFb97nZO12V1js9+pL4fIo5p+ZSElYxq8HsuSIGP0bRDibI8A/He7Pts1cc28YO2n4aPSIiKbR9Dtte+K007w3+htFLxHfqUYSwDz5/fXlXEIttc+M6F22zRdzc9y8d1zlzHZnhLNvV3v1gzuNJMYsHGTZr+4zgWr4R/N46mtdBvnnIQNYGmi8qNWyNpj8YEEcNbkmnD8bn+uTbGzLYUMbjF+p22tQTCfQR6HmBWVIDiQIFQyPduEqz3moHj7HofPhg8cubZWkfIM/8fmUbO+LzUSS40rp++the8c1+8QNU9vhzm9QIRs4Y3+07/ln54DvxZxSgBopSxn2nj97RJx5jzd2i6QcCVIj/HoVeYxReSHL186TiCOLbYbrap7GXDGSl0bbC/LY/DLaJDZRyNAvdmDaxV+t43kAKa7A4cxSFusWavtnfR1Nm9wYdoRnJhN4F6dCbN29PNMQaQkbUE8hmlZSTS6to2CMBAuWbJHvbnwyq3pzYxEgDZJfw/b2HPRvThJDPovj15ITlJYqKaSsuub2Owl74rzL6/EigdykMrzYWFdHYItZTjffZw0bFOoj9wk2NJ+JNApAYSecBPGU0Jx6Mlg2F/AnHjc92XS8fzdUPpBXGoiae59ZeXW27NxONtTLYrjIYScM254++96H/4e8hfEnjane39WTXe9tucfxuzMUr+vl6ivAZgnXiwMsP0cgDyOmMWG7+DBvnvsPmhwWK9gfjE5va1S+I/hSj58NgsXww5h/tJ+PGgWsx4eb13Wyk151k2B22NXzdr8Z3fE79cL8Zvl68S1NGIWS7t61XkfKrbdvtI249PmJu64j/vJjrrzvs/jbGjStKG08qm3gScvQcu3UmhnTPtheF37exLkbB+WbPFkf2y+jtE7831Q0BodpdlSHd7MsSaH+7gqAkqffdC3aFiJKC2ZzokFwZwuyMsUQcN+5BSUOedrogWsn1gmqmNpcF7KthXenr4nGreh5GewsTf+N/qbmMVALrhuUcb1m38TGNz29A45tpM2zX8Js/sBkfzgN/vVcfbvOdB7NPiLkT6/72hGouObetd0BK7Psfz9kfmV6DGT/6NjB8h7E/f+wDcP3ZZlJi7cqtP+V+l5GgO6NBkoZtHvYxCrtM17WHbfGh337Ypw9kGsfau13/Y25ZXCPf2GNwJnd8bzCQFff1U/KCkRCMu+TKFUmwFsC21p1F2G3rIWLdWb/msh0e393ElJtlcMmLq4ds13t1e3Hby2vsaXGCjQ0XMdywj+EnygfjkQgN4A/GAhLJcox1sBoZ7ztdfbBhJ4ywueN9RsF7cy+D5Wu34//pxz+SHNPVhMdtffir8fuPba7dTOKftce3D2b87IP+1K8++pr84OcS/xy0U7t5rLH45Obz4SJFcPfx+NsNxf26WGzbHMYecU18XP/+8Du/dHz0OftwrG6X6Y//ZPz3J1xvi3R/6uM3Ru7GMfnhS/m1E3Whtv+B2hp3r/4lb/NrjknJp4l3T3A8dzS9QnY7Wr3QThd06eixck4njqlxd0x8+U2i7c+cPv9fWA6Fd2//z6ztnuP7f0riwud3/29KvrDbHUipUvr/g2zK2+W3TOtb7uq3ZDvxt//r3/Du7Wfc9S/Z6Svy90Z77JR0ZJpemKbfked/Rq7/hV39tyz5Nc9v/wrdN/oX3zG1zG/f/Y7SV+anPyFUSm7IXKi/XWglI9MdaS18fvyKfTtz2D2g68RXp0eO6wl277B54rV+yf3yJf37tzx99wWmb9C7CbOV/f0JK14F7veN9Z+9oMuJff0D01KZgE7i6fAvUYX+n7/HzpVHUeo99FdfoDt4bp+h/Y63rxceXq0cV6NWZWfCbJW6rDxdzsz1wl17In/xQP7Na6Qpunsin+BwKlSDk5xZrPP8/ISJ8Voqe0ncy5lZVvjsmSorelxgnZE7Ie0+5/Byh572pPOZ4/cn7O3Kw6sz5dWO6c9+C+cdNisTCw/5W1qD+bl4w1Q78HOmTosnxV7tXkDh8vyXXPqX3NffMfUzxhNWFubnzLwk8kPCXlfK7luyPdHsSJUXtL3l9PIFOyr39g2X+UuOv/k/QVvZn75GZebb3e8wKsJ/RaxS+v+E0XlfvoJ04eGilJaw9X+F1M9ReYNNO3r9A7o8YtMBnYS9/I5D+gvW+keW5T+RtWD6LxBec38yRB5J+Y+YFJ7tc0TvSacDopk9b8AqnY7akVN+S8uJV8vKpEbJ/wVJf+ScvmWZXpMRXnFgYcff9R12eobv/448v2Z3+A0qlboWaAIUTF4h8gXCE5M9km1hTv8d6Mzx8jd0KfR9h/SK/e6vKPMdtv5/oH5LO/w1+iq5lNjyB2z3G2z/3yHtmWKPtP03LPN/JuvvmQ//W3LLfLkkcnvhcPxbrCv1+AqZ37D7/WvY3bP73LXE9TljPVH3/xWTC/L1PZwK8903yHxCL3/C2g52MzYVdjkxlQL1jJy+Q+3AKn9ONuGL9Q/0UrjMBwceTRe072nt/4LZ9OvMW+nXPShopiIK5shCyzNY8WS7XTwp3y5etEqGJyV2CBmr7nwkHJ1kOXS7I+Ht6H0lyTkc/0CC9T2oBjo0RZzkTlUaiCO7jFgGZcJkj/RMbhmkQfoG04mcHhCZIBsmriGpUpDaaZLIS6FqgzRTiiIl5Iva6sW2dA9ygNagvWC9orrQew/ESaWvJ8yBVm67ukXj4K9RXWjtEetGr4dwLl8gGtuJKV5vK+i6QGtojxNJRvI+mtE13/I6uFa8o8ZNPWEhMvsYpqd4kdcAFDNHD1mDsg9EdwSfbXGUI+FKyh7jHkbT+p6wGtITZo7CyXtPlJjixTxHqt+ihj/1cEScB4i2NeqEwXhwfWBHNfcorrr2byX1hW4JtcnzKNn9JNOKd4/w+9ak4fI5sjVzJpmido8x0cRRngUhKTQ6KuaNBKOhq4iQ8IKikWjJwFyX1BHJF/+MeZFdI0FSu5EMyiUjJbHmF1qriJ2YpsK6HJjnCdVXmB5cUo4ackyNtqy004L2FZpirdHbxYtk64LZisozKoI3ts2k7j0J8sh1RKFKU8dEKEwIE10bzq5TLEvE21F2MHDGyBxB/oIloSUv8EoPCYkchZaRBMyeLPDANYHtcSS7kqlRjI5Czo30jWhBtNCl06WDFEYzQxW7FiAMgs5C1U9AN41k/CiQR9LWE4dedAfFcgGZGJ29TYsjUJN6/s0MR40mzIrfX34bAdmguMeAW8id2C7c9BJB/PDjfX2LLCALQ15iyOSInYBnkMm1rQ1HfnGV1rIo6ieNYLHtPOERTW/NFi9AWvJ30R3l6QmryQNZiWdnJOUiFgimh8sSGvQItPXC6BkAhtgKN1q//iauEl9bcBj63KNpue9JM0LFUiCNzfcb0dnXuwVCmpGcGvZMtwAZSTcJvENc29kjYuO8I0kPpOx7gcye2Bha0gaeSAvk7jyzMSZIUXZTf1efEpvEOJgNQJDrVMs8w5QZ+viawIqipaNTQ5LbHIrAJN5jq53IIuTJExQ6xkSe3Ca3SKwli/E+gQRiVwpibr/MDtAmjAWRI6lNjjC3Duqa173hiYI0e0HcVoRAldqKnd978mB3wGSHyW8wCsLihVDeI6Ks9mekfoetja7e5yeXI22q1NLQ+hbSPWleSHqmlB2T3QW6eCZzZrIL2jNmd7Fnd+idvIJope/P7oO0i8+dnQe+1tQlEi+r91OyOxKv0Lv32PR36PEBe3nlOTjZQWpIXrwmEECHZM4Y6OkIlun21lMp9YhYI9UTqKF9dj/m/gWmitoDxgHy7KhOVtAXR5vqF5ALMk9gF3Q5glakrpA6NmfQgjXXxhb7zS/PsEFLI+Y6s9sCGYj7YALISBZ5UkkiCb/lEFKLdXNNUI/ErfuCBbi/+XnYehvrzjDx/kpX1tCIq4PlZcEqMcGlTJyBxpCg2gp+sdZuARWCj3OYzxTSIm5HylYbldKjaDfYbCExaauvwc38R1NqXPLSbV+P3FoAmLaTTvHvdnNP3pTV2XIj+zKaaQczQtTtjY1xChlMhhMX9k5gJNhvU1AjgWdD4upGQk22YvCEhd9H0rCRnSsrY2wWowfEkCYThGAOyynO/wuo9B+bfzn5Hzm4PR0JTeu+J7QhOxPsVltQzagsqHwPdkDtLak30nrBrND6A0Km1ClqamuEDHt//+uCAxqCJRjDkuXs89gS3rdhh5XZQXDrDpOz7zVdHdmYJUhPHa0r3iPgwde5XXxN7t5BEopeSKKU6UxKmbS7Q/JE6jtScjBaSgZ8C/LoctNVaSWRs2CXPby/w9IZnZ5IGEU7ponam0s4nauD4vQJw6j54EWa9QVTBxBkBOToEj3yALajyx6zHVYaVhakXpB6QrR5gUKdVdcNL8a1DOs9opVkEVOY9wGQHPt5blHUcwZozi4tre3kfSys0GNtedFoSBOF/dAa/Q7A2glkRngNktAp2D/twq1k148deZZYJ9Gjwh5975RdMGz8ulublmxQeoQ2vh+6u7Vg/fkaTwnY3HH9ohefM+oAPkunAMpUX3/J2flmZ7Aa/bwKMvk9qDawR5/7PQVLwf0j9xk7yBp1CcGRxcMvDMZaP4fddiCENU/GdwxNFbVnZyjWA+hEmhcoDfUQFbWKEfFCq9HMOmGsHqObYJTw0+/BvB8hgOkUdsZ7riS8cbrObms8Dk4Rb7a4IPGud17Mm3oUvXwOoxfECsLoG0T4Fa/dPumTL9qy92t3B5pZDmml5MoJ/o4jp5Ac9EOPBtQmeC+aI9DQJDiDtrAV/BG/P3Bf/hN8t3/cnhCfmMv+wfHDTPkvfPDmC//Qa3582ptAfiBLP/w9vupEPvjRD/87vms392njN7AVG2LBED+7/fuT6w//0OPXnH8b35sCxI+e8B9Q1Pg1R2jgMTd3JA/mC+MUgfmgq/YVWyNQ11gQWZAGWW1DUXpTt1dOIbId0LFc/Y/tPO7KF4RONiVbIqVEIsH+Du6gnHfkxWUETJ3JME3i9G1cNzCpSxjk7A6fS9QJqbiGqraGWCepN4L1nn9GSuoNc/pKWi9oPdDqxGVRTosypZWSG6ZHuu4xLSh7RBuphwZtEjQL62zUYnT1uFpWSCvM6qytxbJvmC1jrZNmoxRDiwdn0rypk2ahJpyiVhNkRXI4t1qR3Ekhn+CNsQzNDUqizhNNDUmrOzTVkxyepFEkiwfzOaMp0wv0rqQ8I6lASqTk71Wz60pkHIBeBCwZPTkFldmRaZNEYmerHP/E1GqrP0P2pI8HSwmn+KoHaqk568ASJA9iu6g38bKC2B2mO5olsmRUCj1l2i4h/1/e/rRJkmVJ08MeNTN3j8illrPdrW8v0zM9EAIUgB/xlb+BP4A/lkIKRSAYwUDAIWbp6e0uZ62qzIzF3c1U+UHVPCLrVJ1TF9NDv3JuZWZEeLibm6mpvvrqq2mkzK8RHEyERFKXpRCOuK7n6kFyzdhaQHdgexIjxuAbl46bw4may3RoResZkR0meyf4qZdEwoJJo8oZNDGos+ESgCWUnfecEHOwuw0OUjcQFTBvjJe5JeEyN63lcDh8gxQLtmcL9k1xR9NVDM3lSPBSRhNo7Ugjo9qbwt1i3JPFqzpanrAygJxILOHIjV4uPRqWE8IO0oBm9bYYybzxePXmsM32qO0isGgu9ZJWUnKQouRg72WvAHLJ8WAhRpNKX59hyzScJ2leBG7u0GKum+ySKDWAl65H+afYNt/Htqq6rqPegRx304no1f/ZqhI6giyXfQXd2JNcB7ZXr29Mt/7nznCwK8stnZHnAd0GRJlcJdl7oGruLAlbyXhvnGhRkaDB0qzV1+m6rC6hY+rJlNbYZEbiO8W8VNpa9d4Q64q1JYIr0ABcvEqpSzi5Y+aEuWBQWoCf7zU6tUuUzFa5mBJbQ1y7fo9uwWuE5lwYdpeA9Tl7u7/WwTwHczd6zOZXXJ3TnAnzXBd5C5HjlFesu2fEg088tmdo2/x7/3K9V4HGrwFMaPd/Ln4QyBbES/zR4EJmwp+lcWEGdnnJiyRlMIHNtcm90LgziTpY253b8AWsBfChAZBcmlR6255CqkqrKyZQs4FlliEAiGgq2ax5xVxtaK2hC9y1rP3fbX5Y265102W19zVze3UHEfT5ur32ES/P2y7j9R5lSsyC/XZ5MP0cl9lwTSuRbX0CG7fn8mjjCcV828ZfLme+vvLuzRKgjaB8im+6zYFtHVzN/+sJdpkx1195eW9fG31sOyP4A4H0ZXZE8o7rcYPNvm2sW+gA3EXj+tkdXP3tue/QfXyzDjzGurSoYLHExc9nS16AeWK4j08AbybqgHZoKzgw18ffrr/4amFdXZN0u3S1iPutbf/29aI8H/+euLrMG65ZeNfHVq3Q52mvBJFtLC+VZd0O+sVskijPTtnlYqIZNdfzRZ7dwqcd/VkKW1XClaXydRfPoCeEMXr1jXTmtVQu+ud9MN3+P6sQi0QdPd5LkWQJDWfpfVu6BOA185crOyCXMXNzGQmOYB/3JejvNS59P8LeoSRbabaQFaQVWvVkYUpemRdtQ8nq51V1VrqfO1aOhB50yl6QLdULRAKs1k6SDTm8bTBUt7G+rJl4FgG0WPepJV/2VulJ774eXSbCsK1KQVS2U/aKB/85mLTKZR5eT9m+h/a5EDPJx7ddriGu35fIz/tt0is5+i0+L5d577iavd2X6M/xal/o6+Pa7lxWwPO1vlWGIFf2tZ/Urn5+bscv18PzcXp2rWFmnzH/fQW5rbs6Uxgx0wDjt1NIjH3Yt95g94p4uc31Z3JEYfM3G9Ht0WWPvB6B55Uk3bZf77/XFQhX9u6jz+pqHK9wnm1v/9F7L89ze30b/ufP5XKGSJR8wh768eP9vTPmQq9w2GZIv8aME0Hqs0vs99b9Gh/y2Le2Xkd+/d0P3WzmVqmDr+Gtx0Hyn7e95MLY7ifceoFY9EBrndEdM8DU+z82/4tKg+wEJSfkhN0JgrpIDTsY5+vVhDVji/d41LaQ4htUE7WJy8qtkci1c6S5JoyEtRYEhH6E39pWrDlGoklRiWbobYU2e8KhtahwdJOoG7n4qvovxtWfT9+jYj/Znh1hX1tUnuR4rfucbbN7cnU+i0pdr9bR7TltRPqfm3s/cvD6NRcMl2j6kf91PRW3r4jnHGvZzV+PIftaHeLe35PA2zbZPm8c3JaNpKA8v5Ere9Vj1S3Z2td8n2MXkgTge1fyShd/HO4/aALR6CerYG1FWKP/oGA01DwRYJHc6v3aXK5W8GrmBDZc5kC/JbOtuMR6X8Lr5OdWaSBcKhC6f3E1xt3uabrc7/UYxpp+3sflym8jfLcUldgSz8N6ddTz9exD2eJU1/tlej6/to3u5723f6YkxJUjdn38yDp/6HNcBvv9z13vqR87x/t/fhbQf+Bc26/27OVtU9u+01dtLxfq+5Ivhv5Vtu1rzxf48y+7/LlvvsQGZtta/fjgXZyDD97v+98kH/+VuPaPXN1HTv6hjfvKAX322fffKO/9+0k38eMrkIlp/z+yu99xTl/zbj3wWJSnk5Bm5XYxVhLLOiGHd8jjiTIWpumWYrfs7AWJE/PdG5Z8x2n+NUWF3y6wCPxh/y01PXEafuBsC/MTFAovX96RMjym7yF9R7rJUAYe1i9Zf7jjxbcn9u9mjqacadzc3fL6/hXz+Mih/b/Iy57x+N+xo/BaRubHG374+gvatPD9l9+ArIw/7Cgt8yL/krwU5BsljcZU3lJulePpkfM8k+YXyCI8nnecT4nPysr9UGnyPT8M3yF3A/Jl4WVJfLkkHmXij/meI8qbsmIngX+bsWNC//EvybZyf/cHbDij+k/MqfH4akDv4Lfryk6Vf8qNBzG+bHC3HHi7qzxlJY97btkx3D/RXjxQBF68gXy7p/zyFyyy8vC7N2iu1P3Cuks8/uaGYVV++ebAfk2U02dUKTzdK6cCU7rHEEp9iYjxbkycR2FoRjkba36H3r3F8h1y/wVZRwabSOcn+P6PLPOeh4fX5HHhMCSKGjeLMwbnnwGGd3/4W2qpfP3lt9Qhc1f+gUFOpFpJSZnujWEaqWlCp8K8f2QdjsArbP0zbuaJu9OeU3nD0/AHzumec/pr6nBiuf+3yHyPHf4FA5kvQ7pptSPG4oIZZrAUlMT54RWnZc8gI7k0dsuRYjN1/QLVr1jb76jpa1hWtH5P4y0rB9J0Jt8ekfxAy2famji/vcM4QPmfQZSl3CB5ZJTPAZjtB0xXbucjqRWell9y0Bv2h3/JMP8G7D8z2Ddk+S2JW4oO7OeR2pR6AzIM6DTDkkjHPbZfqb88krVy9/R3XuCe/hq1J56G/5XaKuf5V6iOlAySRg4qJNvx+bRjV0aW3FhTZV+UaUg8zT9wWJ5YprcsL37gTv+Sz9r/yCr/xHH//0Q0sY57Fl056AMtveS0++9J7Lirb5HjO5ZVkGyUaSSNr5jyRJLG/IV4g6lT9j4AbUDWQpZEUcHakbU+UpPQphtsXeH0jzC8hPwb0AFtE3ltDOcKdkLl38Te8n/7VOuGmLPcTU4IlRZAg9o90gaSRmk3e99/UCSHg2kC0nUZK6bODpcoizbdub8goc+e3faqjd3rjz1zgTzjWtiJlAZS3uP6vQnyAmlGGEg20Vn7vjc64JIAMaPJ2aXxZHDcqh5IOpDOd1ATi860UmmHxWX0pgEphSwh44CCLSAHkCcIyZK2VNbTjKaZlo4uJ3a+iZLqo0s04ZJpNgeovLrPKekEUr2KQcUDqhRgDIaGTjvFS8ylJqg7FA82sOaJJsmeFJVwuwy890MDXTyQyMGOHLrz72xewbXCPcnhDqua4ezNBdLOk4m9lDbNCCcQjUbduP6nFaztInj8NN3N50d3+ke8H0Mk6lpGutxcyAq23BMF6k6n3AFKSl0qz5PpSQPwMR8bSdfAvNKCdWQBJBcWRCtNvG9PJx06t0vxfjkDCWdQit6SWvGgYT1GqX4E0bg2v+qEpQzjSrKM6Y2z5kSRUkh1pOZMXRN5ENL4hlTekVZFVqO1mdbO6Gou/WzRJyS0cEVBtPr9tltUJZLEiskcoNDkQ6vEOJ4iCVf9T0kgZw9wzCJ54kENVP97VNyoJTSYlBYsaczIEQS45Bw0CeCOEqPnUiXJGmkLdpJL0mqG3BvkVZotmI2YuGSdcOaSkMsgU/irziDLHwpCP3QY0HJYuABMNYDhFGBkSKD4FOmBWAPOwCnm5+5yPvVr9u9fo8IgvmNrWHgByp/1UZM5GLKADs6eIwEV0oLLPH3m8zX0zS+64w6QS0+A2OLjsSVlS8RzAfqkkFTqSVxVnAXrPnKvvrBe1RDax5e/syUrLI2eRG1xb+bMNe/DoMDB13OXbgmJMF8XBbHo28BTBLYTyOgstSZsDRotgUawL54AJA30HhOgV+ocPfAN4AlBVDbbQQkQvR8NB33C5hKkBK/w2oNlpJUAo9eIda5B2k89FElvQZqT8USQpkhLtOykGBm8OkpsRbSR5oocV5c/GsbYS11SUOfmc3Vy4CPXg39Nt/85JCntJWbRw0QSiYyn7M5AxQaB4prhhsEazMvUqwAHku59xpXqsqNl8eS83Pncs4Fkhubfea+o9sLnWt77XLcDogdyfYW0HVUrWgXaLTrcwCS06cxoyq4NpGTuG6p4/wXLFHO/UMYGy0pejogqU8Yr25rvwz2h5LKJSmpnJ2kAyECzA60dYDkHiJPQgSDm7BCKzxpbKHZy9vDiazhndYBxfPTHfz6DGm3Y+75ok9uKNmJraGyjzuQcQOqItFtvUKuK2FuSfg/pFvJrrxoblxh7cwBxDobq9Zz9yGHqbF1s8rg/zXi/p1gLwR5NUamEZExKAMRubyTscwfJk0Uj2d6zRrqNC6ZzgEUivdrL914n8ThRyjeEJRbb4DYJ7x/kOSQHm5zFn2LnVi4yHr0/T4r1JxvYJfQ9SuhMaNEEAmonkBXBK9WwEaG4DdKM92+Y/TrZ+efNn1vqsY8tfv7ow2BbX44OgPWx3LElxQUu/XsqWFRjBCmgAzYW1SC9UX2Xc/EmscS4RZ8a2GyP2LVE04bCuB1HfN2EhIlJB/kq3R52qUg68CeGN6kHYR/38wn76PPZB/UY06ICBbERsYK21X3ZkJUL7iVqBVX3K4vsnNSQeqNgr9hO6QQyovnGfeL06Pfa3Mcwib0uFbc1fZ3YCEyY7GNPqd7/sZoTiiQj8tIrIoYH/87F71s6MBxN4y11AHXa1gWo+0AN7KQYM0UOzrceX0VfPJcITclIfT9OuL/ezkiMh+BYj2E0jqANqSe8N94CJNpSMSs+t8loJBilqvtRtsCq1FqhnvBKdMU4oXZmXReW88n7BMxCa+LET5SWIiFXe5VO9sdZfc9MNjjtprpPrqV63MESvovLFot6jKTqChe+9laEAcsTxhHjAVhdjooErfuFw48huveONnuvNwk2u6abbR25/3TGe5t5wskra5P763kIVn7zOJER92eiCqlXUeZIlnXpJ1afTnkXfkysJ73x2C9H9UX4ZiI796HTgvcliD4taYDk/mJq+HfQlQBOfi3i92drDlvnSdSuSNZSNB73DBfSol9Ww0m9baDpEL7o2f9pbg40CVTDZsPEK07d7k9Air5XhtmDEz+T9/oxfYmSfT5aJ/D1/jQF2jtED0iZkDxhbYB1xCs+GtImrH0GSbExpCQ5+37imoruB5qSQotQbAzb6lWc3uchQTuDLhj3oFPcp/tqkrqUW8OrPDzWcRi895eLxIWIx8mfcPzzVkJsx7X5/tT3/zMeP4WHf/St731o2315lp/o7LQLI1F6Amn7uL3//X0z6szWH2Hxl8zAxrJ4/+M/e/ypQMSnfu79m7lOLPwf/c4/9bMJ8ivIdxhvMD14tVL2qgNJnqctph66CC7joIWkhawZcqINhifBhaElbmdjyMZuf2RJR2ZxlqOqhwteaiRUzu5AiINLzIW0jKR5IVUJbbtKToUxJ1YabT1D3VPbC4okcknkNlBOHtzWyMYmCthAq940MK2rGxabEVmpsmCsrkvfvEFdbS6rItZo1pippHImTUKTjDVnia8ysYhylhlaorwrcBzQYzhBUwyeKiINhhHJiUHdFchqpKZMrXKj8FSdQZRsIOWGlBUbV/KQGXJBSoFx8mZUp+Yl76XRknHOFVMls1DIDH3zom28bCNRo1R/yZk5CVIb0lyqw9KCDILcTN6YbonN4XTGFqGtM5Yai+EOTzijmgLM+djsWr3cdFVhVQEWEmeSSOjgJgfVMshg3hcjFdRGlIk9e7LdIPbkDFxLVHZ4V4rFqwxiUxui2UdLXrqeGDATiirNlFULrQ3kUUhJkbZ6jwh16QphABvQttDWHxy4luYAggnOAHxAdaTWWzBF9ADZSGVw0MqeAKGFtp/YQlJBbaHaRG03iOwQ+ycHj6JRorTkwZWVCOq4JMrN/BkV9d4OnEhkRCaQguXZAxKJUoNgFTdbvbQxEbIW4tUZiEu1tMUdgXJGkyI2MvAala+9kZWINwI1dU33bOh+8tLEwxFRQ9cB1UQaPBATJmfgZWfZMPu4CqP/a83lMBRvFioZSoZWHVC0RrPAVlpCmmFLBhpS3Nn50w5vzrsxFPp+YBk2+QY2JqHrsPZDLp/pTKvNRvsDemZtNzJGDzY9SJJgLPZ8/6ZJ3FkoBIjUM+j9+wKY88ovnwxd8sklQ7xHg4EziCzRimcGRBop9lJphqUAwKzG968+X8y84WuttFqx1KLptPkzUkU1ekdE/BkLcftbZ1tuDD5/uDgbvLNWvIRdOuNy29gvjFqPz+0yHhtQ1hnW/feQcZHOBuzgbQ+ixasKTIDeWPLChPXD3Ju27l9cxr5fzfNQ+dMP2+aOw2U96IPO2u5/c8ZlByacvezv2caIqx4S7zk/vfBj+7r+bzwHFd8PHZTqrDtnfvU7jIfse542d6jVgi1r4RQnJNhrDvgbSVbUjNa8T09LOHCaV5qt3hcJIa9CWoXW1mC7dRw6ekJE1ZFPIaGD5xL/6/rQfc1s8pwE63Hz+/rYxH/BMLr4fLEW+5O1K5ZbMB294ug9Z9YIgOWyLq9JNtavkQiC6D0m2tVc69ek8VsEsAHb2KZVnnlWJfzBozvCcfXbd0cwGowt6TZoq+TpYFow5p7Npbi3zsrsZKNnuuvX/3an/WIbbfu9M6Q7waj5nkRhq5a4tnMGW1VYzHd/PsEIj7Ui2637dV8eaz+Pf3dnz/u88uDQr4HtuV1WdHq2Xi7z5z1wfmPYRpzRCU9RXXRhMAbr+9l5nlc02DY2wsbqFb+WzQx0e7QZXK7Od71H9GvS7RwX69PXS78Gpdujy/3/ifatJ8dDC1m2aoJIjCTzCt4Wds40mleam+iEo3cm0aP4quZrY/vn7TH44y7QwQ7Y1oh0mRlfoAHm1Wga2e1GJLcsxfnTlYkQSGMMYfFkKMf43e1AT3glXT1xpc0bzjev+m7JEBHa0Ki2ki2hloPFGYBq7Nti3kfMZRrDPqAkUsTA3U8Je3/Fava13SVpovm6qctlRADdGfUOaoX1jM/b9XrDtv2wsy7dB81eOSPJx1xh06emS/PAhXEa+5gtYB3ANiy1kLHk8h2ffPQ52n21/j3937TNAqInwGXceoKU55+7YvVfVr9tu/vz87sz4FU713bgsl9fr0PbfI5r23E1NvF6f65dA2JTc7iqPnHso8W/IXvUmcVbL4/QfVcCgGO7l1650c3FJnv9bH1f/f5+hWdn527vvE6IX+z0Nh5bhRaXsb94FdtYXuxqP67r6PpCv7bh7+9L/fu7jctXn70e6yBtcH1Nf/ohfd/A3C70XhvvM8oBr4QodJ9u60kj0EubJKocXJqzXiUpOtGkPzBi/PUyxyHizqjc1S6T2C8gXw27xRyJqoU+//pa3ao4+zyRUK7wmCKQE/+MywD4jDVjk44MO+89sNTjiZS3vdUwVLzprkQDdE8kCNpiLl8PH9AreqxFHJPFm0In919VXNBTa/QSqwnTsNf92URC47oub3Mdtk31em7o5cU+/frr1vfQsC1bT6UgVhhhE9cYUweNYYh1/vGjV7FLX0tWNt8vHjZ9zW13si3X7hvFvcj1WumVDAQR4Wq9dYb3++Zp+0OJ++nr/UJicZ+rr63e1+D5PIobCx/IfVDHU8L3VnyAI5YUoj8rcjWfs8tsmRPX0IZoc0nUSMhainnf/foti9vjgCBpSKzdqGywSBpjs+9F3Yfstq7vU1hUI/l3yNbHJcezbXhiFi7VJX1/7LawL8z+DIO0ssXyMUZ9fl6PpfQ9pXEBfvoFdjvaJ/T1w/zp4788CXH9Pe/7iu/b9o8d1/b+/fPI9Q+f4ozGzf/cd2+vRwnUswXT7aI9f25XF7gJNgn0REQ3pr1y4vK5vkqvkxC27ZuXl9/fjC/v+/Hfry5sK814fo0fHrL3B/nTJsrPj7/wfDJ+6Jo/dB0/f6jAKU0cbM/+P9zz+lvlabfSstLmREuJl3LgTg4sX2bWX3/G4Zh5OhSarVT7IylBTgOrPFD5HUVf8NXhX7KWlWX8HUtZmNuNN9+9uwFL6JOyNsX0DsEYf3hDqTP7s2H1LU9/ecd3f3FDffyWdvgBVBnfKLN9gbT/nnUeOM4jj/e3fP+bzynn75i+/jckBtKbP0NSprxaoTYev/4jzMKeryhpZHz8gdYOnO/e0caVyW7JR2OZPeP+NJ+hLCx5x5r2FIHxhfD1PPLdcU8tI8ttYV5ATxlZFuS7H9AKp90bNCXelRHLI+fdC6wY06yk1vhu+g5rZx4fMm2BSma1RPlu5vY007460L5wBhfrSC73jK9eYTulrSdKVe7rPe1sLN82RlHKtFAwxhbae/sTmmbuOCHVGGVAEN6mA2ca5/Q5q92yryv7pXJqjdoSZRzYTxPzrtE4ko5H5O9OlFy5mQzLoE1palRptCIc7kda+rhOf7p9geQE9pdYG5H5nlQTk94zMvD2cOJ8Xij5LXk6kfJfkO1fw/A1DH9gzDN36UxqhbaOZJkZ6z/CPMHTX9PWzPz4gIzKcndGyxPvht9jqtysf0VWIde/xexE3d1gY6aVGRPQNw9wOtNeTqy3A9p+A+u/5lD/F962f8PdMPL5OLHYlxwO/w05/xPD9P8GnRjlV84gP72k5B2v0r8A4On8eyozdrdHc+Mx/yPCCVUh6x1t/CusvMTmX3tCSb5E00t28g17+ZYdv2XHf8sxH3jYvWGWI4flDYXE/t2IGpzajGQl774jpSOvxNnED+WG2m5YqtAsYek/An/Hk1XmNnJYXzHbjnF5Iq9H8vmP3M3fMumv2fGv2e1GuP8HhuXA3eELWlKWQUmSGeQzpjTyqvzBgYXxe7QVVv0XaBtp371DtLLEfqq3DQbjph0YZaFOySXH2lvO7QErX6LjnyPDgowLlm7Q9QXnrBzT71nbHcfTbyk6OLta9pR8f7HHn3i0im/oKTSlcwvJg4amY+BA5qyGdLX564rY7KCGuTOquXigEex9ai/b3fm2mD1gdH3dHjgaDsIlUAufKWPWk0VEH4E9pOzfIeLMC12hNVIa0fTSw98abI5WnVk1CZYry0lJKWM6knKmRWN1WYDcSLYgJE80FgHxgMX9ccPajNoRXRStHpg0nVFbae2AamVdPNnZzG9bSvNgd945li0zSkNqMIQD3PXm1yd3lDW5viurs6xYQRJSnFWneAO8JGd3uKOU1ftxGCbOPkwxD6w3N5MI4nNGUsJwBllv/O6+w5NrcIoDJVKAJt4jQkECwMpp9ce1Mco//dAEPhkGZ1jV4pUs+Q2Sj/4GS2S5I3HjQZQGOzCk3rxqZ8S4AzNU15ijFoB4T8S4FryH5YrKuoW1FnqiwIY7J20Icyi/JCdMk7C20Ox7usvtDKGbwJ+iqWGenJ21+Nxs+eTjPHtlD1VJOVHq96TygJwK5ETSgmgGzhhnrDees2hCp0rTRqPRhtUTIv1/siAYeSibH+lxhjOZHXDMKMlVwZpCDYDEUlSGG2hGNGPicoRCRWSNMZdgoQ2IFVL0YGn5AGJemQQgc8whB4gkOXBnTJgNdA1aT2TidiY1zJLLIACXygJ/ZmIn9+wyiCWSOjP7J4/kVVZSwx/cgKPRP5p6QKQXMK2XoKfqfkWarpItXknQq2i8oW+wyzpIG0CkySnGYIf3OwjvM5/xJrYTXau2N1n3+20gYRM1mmamGtfoi8aCOeoML8MZuDhJwcBSSEO0zoaNSqNNbmdydpsu8dkZ7OR2AXWiQtcqD1/etsRRMM1DpmaLMWXEbY73mvDENfFvBluAM8INyG3IDqy+7tJw9R0OJIG53UQxHv2cWrdgV/oKFOiSOmiAVSnFawFGdwFlvFLPK8guOsFiBZrPbQcJcjAZA3i+ej6fdIhAuQGBpDfBED55NRMBNphBXr2FUUtIHuG2OFs9tOi9d6xSbSUp5GC1a/L5m6JxprRhA5WcUas+PTVA8nWCNiG2wNpgnJHBMFW0+Z5iefB1FbIbSYM1Xu5QEW9zoIKeBSSqORLkfOd7th18r5cRkYSO2fv0aK9QOcGwICUjYybrCxZ7ja0nqGeXyy7JZU3E71vWxQGWvWAtoYtizaDdQVO0PmGtN3JVVF3OzvtxBHO6uBSq4sn2rILp6k1fU6WmGWmNtPozSWVBBdYBSEZWveDDGCIzklZkaCHRNLtvM7iUo1cuChYM91QyWQbgHjqjej31/DFIIVXv/eK9PQSZgmT2E4dLYV2BsB3MIq7TurTYEuFwJHg2TOLCxu9SfU06muA+gnRyw5aEXYAgwxDJrS1Z2JNpvp56wsM6GUJS+HuRqPESre07LOxzByeTdizEKwfosp8d5LWjox+RDDLJIPst7E8JfKF59bkDbO5nOcO2S5R0G+cVW37OqIKy5vhK9FKIkfdxv5LEtCvAywFITyRLgOx+rzWelI+Xs4uhS05Zv/C+D22Jj5CHS32Nz3HBvcok+m5E4/dtrLs9pcsiKcgp7uO6NwhX3/Wph3hllAjoAbMFbZPP7VTRNJPzShbvL7AqoK8wu0FTiT1cg2Hhc8LEHONFoX3jzGeWuL7H8A0Gn7cphX/jssQi/l3aVsy8T42v0x3IDteP97mbrVfFnNyPdefck4upJ7MyLK5Z3/IRpJF0x9YHwYRmO7/ydvReAukFpFuSKck02PFn/4xMSFaSGKaRVLaK2BFBSVS6c2MkVF3LX2T1PVtzrNQVE5ffEU2kZUJaYU1KE419ymjNaKuh6ox5bUe0/oCauN8hBjljKE0Ovl7WIWzQ6pUX0RdBUk+MT1j0bBJtmA4+TrIgcvLzppcxDxeEAtzFOou5nzwGynrPz0G+XtmFVxQTMdyGLfv1uSzW7LJdzeexbXGpKxt4LyevZoX7zd9FlJTOvvLMk+ApqhfMzmHvvUcJxav3Ezd4/DrjffpinIKcJxmvasP3VusVX1wny1so8HX2vt+UtgERIbkmM62NiAqqQSQIW+/nzDQ50FjcR6wKdcSq+9aWTj4WcodZVDtSIbmfrkRD+xTVWRrJh82M7UAGjwepUFPkNb2/l/YmiE2dKMlIks+wZBFDVnrfnNZcpYA8u10a9r5n9PFo0dOoddx2jaqSnrCokHwd+FqPSvZ8xNIjojtSvaf3ALr47kSiJOO9WH8+Nv2vUwlxjVd/aiKiv/f6hx85BJ+aiPipC3vv+3722q7e5Pv3c/KY8aPLsh99Hn6UgADs2Ts/koD40Ln+S47/0iH8Zzn+1M3Xt8XFBDsW0uPgJc+jNwCylMi2kHTFhlu4nUgt0Y6CsgRolElpCMP8DkEodQVWRp1BK9IyLSUovinZ0WgrkF1WRKohc6WcZqQmHvPEcjthq6JLxeYF1gWpn5PqPbUa1QxLGZ1umDSzG94ibU+ZCwwFuTMsK9WOeJxUMYSmC7SFWpQ2GVlcd1B1QW1l1ZVzrbTFaBmkZOqYaDawrgOMGRIug8HgUiKzA3Q6VVrOzOne+xZIRhLsWEhWOZFZJVGrx5E1JVYROBn5wdDXC5aC3b8I1rpsw4K1GVGYZKA2WA+QpTLWSs6KjMHeKp7VHcy854asiMBqM7OsrMx4+WAliQZG4cFtSpnUm+o2hSdFpkYZvIdACyKjiqLZ0Cmh6Sf0XofJwVD7HGlTODzhaFPQKtQKebci5RSCMVMENCs5P5HLO5LeUWwgWfWSURuQ+cY3jXYErTQ50+TEKrFh2RAORgQU0WzYimMwpjO6PKE2ozlj+lvgNdUyZx7Zc0eWPdjIWl+gjKTqZfTFVmeea0YYGMwlXFjDq1CBlKhiWFJEFncaBTR5qbfZRJWRZiODKMYTPqNuyb2sXIzW5YFWZ0tWa+7kcQKZScmd9DJ42fbaAriVJ0yM1faYjjSdwG5RXag6k5qS6wJrRpc70rhi6RFoZF5grFiasZSRtCNLYpdmsJUqTx6YSHUQaZ7dYU5Raj5G/Y0axZzdYsWB9cbsjlzKpJwdFC8FhgFLMzUdqFajoimzijfqjT69n3wYROWABTMs5h7BOJBglolcyn8tpC+kBzTiczZJONSCl35fmG4XfWsPuC/bWo/0O7tEIyaLgGxjOwpskgOxD26fdeatBQt8C1wJcM00nCkv1W0rXnpfkl8yzg71Bo4SbMwLvLNJ0WpUoqhhK84+sl6dsrgDGqCxbfeK7702eCCSOmHAWU9dR7cnZDze7ux0XyfOJO5BZhgXLsw+z2hx5a/YFhpDl6+4jL/jd0KXAZDeIDr6woi4grdsGtrENdIHno2pJ9v/ffoRoIn0KgaNpmPZfK10IBpxJznGZWNndebMBp6w/e3S+C6AyPcu7XpOWr+n/m3mQbJ0zdZeUhBgiOkSznCOiok4hzqQQkpsUluGB0nqDX/VkkvfaUJkdsaXFryRZQsWsPcGsuYsYe8PHIGNKiaNjW0ncF2ZIpK2Z9Hnr9mlN4sDQ1egTg88LjSyzbm8yBH0+dIrQ3q1SNfFbdt88s/2vhr4fNtkv66YuFeMWFcucLhZul9qPje9gqWzCTszDN8T7ecCC3n2r22MtavnLdCl4C5Bno+p9IbFcsVMjDlv/ZdrzdrO1NvsmT77fulgU89ISDC+nrH48c9daZh3xvF2PtWwscFE3NiBfv29+XeXPLWr83rFDG5DN5vjr1kwOf3n/vfLutqqgd5f69v7Yo1cz5vtPP2zMaasEcB223j9rK6qt+gSUtd7SL6MNTHe0tepXV1fJEY7W046C7GzwbsUTKx1Uhj5dBnb7b3PBvJnDvH9PgliXg2JLL6PWrfFFvbFJaQQQXLxZJ0kZzYaEL0JtiXa7Q7Qm2tfrJ9dEk2XZQuWgsAZYbZGZaH52vVz994/8ZxoeC8JtxmaYq1aQqwFOIJLMtETONCbfqPO9Pdpnb0yojXXslbxflnqnSQqjZSFkiSS3mtULyy+Z6c+9yx8guzsZI2KC3U5QeuA5vWUTOK22DPedMZyb+TbG9y6PXY/pyfVBeh9OvpOJ31OpqiSVO/9I9g2hfu+bbF3er4rg+3C7tZtKkvvbwLhW0VCM/2cbbsGDfrP4RcAWzIvwP9t7sZ+1S1S/1n7ftLHB55/rnsyzyoZMu+LBcl2Lfmy7reKr77W3TPxZXvFHN/upL+p77l9nV/sZK8+kDi/bf1cIqlhfS1Ek1K77PO9l1K34VtiANgezI+YtOniV/3IXvdDPvCfXf13GfVeiXP5aL/Gy1g/37+ubGr4I5t0VV8b16Qjef/zuH8Xvm1/XnC9Z33q4ZHX9lmzrW2MJ9LcZksnevQKXLv+fLoaHWNLJJuBnelJeP+OFu/yhHZPdl0yedFo3PCqKl3AFrpP643QTwgFbML9yIWLXymQe4K7b5r+3Zq8qkY1knJ6mUtOXq/OWs9Xycr4vESvMBONpImEu+/3lNUT9rr1pgnyUFRsd6Dbh0VQKkILDMLXts8lrzrrVbqtGV1xUi38Rpu5ALVs+5tLrkFP9mlUomzrWCymZtnma/d/3JT0ZCWxBnWbhy6zFZVosYv5LPbK+p+eYo1uczc/S31cbZsbfbD1wvan76/Ryw3BK8stvrPPmUjYxf7nyyUqBDa/LS4l9Xij+3t9sXRbSz8DF9/S/Qj3ly8TQ3qcHH0MjEuF+VahR+xZIiR1GeLEGvfpl6HSUFkuLo+Zu5IpxoMuv1cwnUAWhNPmS8DVNfc53eN/+lzs99FtRAKJvi52qU5ymdCCJxC6FF/4zLGcNn56zpfzYVhIYG02aevzgL8nQe9LIX18JXy5FCSWYML489bt/Rcb2L/vp4//8iTENpOundCPvO+Dh3zkTR+7eOEnTra9vm077+8rH/vM9r6+QbiBvm7I1Ksi+t5xufUPX8/Fj7g4C3b9u7338rMPXV/0j8+/TekfvWQf/PHyq334xZ97bu8/ph+9/UM38SftsB89mipfH95iu5X/+JuVt58JhyYsKpzKzDo2zn8cWX7YM3+2Z2k3lMNCWc6kk5EPE7IDXirncsN5+CtmEf5x+Rq1iafhX6FpRpZ/TyqVF9OE5cKb+RVLydS7FXJjLq8YTnvGXxfKIGj9hvIffoelF5j8lsUeeZMfSGvl1fl3HMuReveWhS84/3EGeaTe3Xr2++FALfDu9hHTlbu7J4bWuJUnCsLj3mgmvNh/xW6aOE8PnPM3SBLKLBxt4vF0z6sfjrw8fcPx7ivevfgFnBNySNhthfaAycSYX2E5s2BQzkyf/0DLjTW7MzUcfwBdOT6ssCrkFVKi7YR1D18vie+qcJt37GTkwB3vDO6+q9y/qxzeveHh+wfKy1umX73i9jbzxReFhwP8/tGoqlgdGcvMi1/Ozth68wWsE/dLYcTI99/AMLMTr0YZdt+i5Q+kl6+o+Y7xeMd4eg3znocZ0mNheiPUesd5+RyykosbyNpOGIXz7R1pnPj8s4zkn0hC3HyJ6MDN8TcMWmjj7ziVR5pUEgPruzM6r8hSSTnz4u5/o9z8W+b2K5bzb5H1G97VypmVU/k9kj8nlb9ySZ/lD1BW5PaApoWH+oDVGlVvNyznP6e2Fwz8CljIzZm17cWX2Lhjnt7S1pm2e0ebFmy4wzSh7Y9oPfLY7lnWl1iu6PCfUTvzdv4/cbve8avjn9PSO+ab/4klf8sPfA0UWnoBKoyHd1iCw/6/oY57UhuRltmlM4W/Zz/+nrF8wzu+5ImdB4Jy4si3HPVvoX3L9PiP7PiMz4a/otrCyd6FI4iLcH5XWNjxrf4CAT5PsKeSbE+l8JCFFSXXApZ5MRhDWXma3/FWv+WLXeb1/td8V4/88PA/sy5COydE/ozE/xWzd4zp76GdaDxEb8gJoSDzHUmVMv0BS5k8Du4wTDOWjLPdU5eRp/UXnFuhTn+gTW8QGSB9BfVbOPzviN6R8gvS/pb86hXUO/bnL1iTUoY3wA6VX6BrI7/9lqT143PtvUMwUprx3V5j6+lOxkKShvECy7eIzEC8N4GXYE44eH1E2JHtDmxBzLXCTU7hNGcPOLMzXaTuQccAvD2gdMDWHapNjsG86Ty9KVhSvBdEcTdPMqTBHT59h3eGcN1h6eW5q3osOYXu8SkC8NsFGSq5GULBojk5q7mMhrrep2k4iRa6u+oQippS1QHj1g5oMJFMnWVs1rAaDcNEsJw2JpFGA1hnI1cfhyReRaG2Ob5moeecxLXONaM2OpNLPRAjd13NHsq7jrtuEkzeW8adSXeErRWsHTB7h6QdkiZnnVEQ6qY33ptlWuqMx6gyiaem2p65t58050KiS+SEcAZ6H4o9nbktV8GloJSoGtHQc5cULLaNXelSQS7r1SshDA1WnV9hupDga7Db0glsxWREc8HSGOx2tweejR2QvJDSCZPkjCIz36sSaInKk6X5uXPznITsIBWyrogYWh2UaZq8qEjMdXOtYbY40zZ7IgirwfKtmDaaum510qh0sIYppK0Jp49D62DLesb1+R1M1aiGwBavJtHqoGIwIw3voWJWoZ3wXgk7umaxUEm0UFjzOSW9bDp0vXslrTD5etcFpJKiqb2mYLlLD6pDCsfaFjB2hqhuTNoBQ2l6jms5BoD3E8e6RPyaYj1chWDPYoSYxYKDBQygAxecqIKc3Z7obZ/wbNEjLWwi4cKbJ5aIBBDrpfoDcCClB11XMnO9BN6poh4Y0hPBCWRyJ90WX/NyE/FVjEPusk4OKKvtfOxS1wnvnrdC9Amgs2fxXgBsDNkukWM+L7tkjuQIWnslQaU3CvX43QPSC3zgiUxjFyzMIfCmCOiTYmlhk9IR8YScXKIntLOYFwQNhmmMhyPGEQjJdk2XxZ5BIjhOye16SI/Sq+wioeWAccg+MPv+16fLZkM/4TCBs9vRVgxSRZOG7YRMIi8NqQ2r0JqRmOga01pCMztZyBsdgAGVV4gJyVYHWWQEUSy/AWlIrpgUirxAvPlBxEgLlqp/h96gLXtVXDpi08krAWoDu8HsJSbmBAlm0vJ7H0Mmf+ZR8UI7YmZoWREpFHtBYkdqAVKVt7S0IONAKgX0BdJusXmmMbMMoKPhq9pIpdCmXSQhHjFbUT26jJ154qIuySUo5AxSafMDulZqHtGUqFGh0WRGZaFZRnVAdXQWb2pYekDyyJAmlzHVG4wK5Ry2YQYT8hys+lhPVm82gEkELK0+d1eXJbXIL4kV35P07Ht/OtGGBjpibY+k6hKwBNkgAFEENBkiBUv7H/Me3zvEhphqXnXGdTIDizXewTfYQPWooPCG5WPcs4OgEl9q277b13CcW8JqaV8Uoeu9YQAaHIghbFK7smnJ52hnfWOx/i7a617AGEnALiWkS+BHIWu2gR+9xW/Yqw4UBgCmdDBrDBva4r4V3QCykE3c9piJDVSQhjOir3CK7ov2JucWSK/t8GS1v8fCljsBp8az6ZWiPXEclVnSEzm9uqSv2fC3LLm9jJ5bWxIoOfO997ZwwNftvTd271etl+uyYJWTLn41kRT+E6shtHkFgVf4+PyWJmQbgifUWKWSxXvbORj+5ASKtIafHWOWIvknwYpWgIQsk49JCR++OYic1W21M/OLx5ypYTZjrNgqUDO5mNtEMmb3GA3Fm0D3nVBijaSa3e9OMRfaE5BQZ1aSs/m1qy90lTWe30tIe9fgtwfIhmVDmkKN+CgrtEZboym3gNjq77dO+hJf+wga+3nq4H0dME3kckDSSlpuEBtpu7PPe1fORqugNap7dEJZqHzrc5S9+xPNQBNSHUwW6ck8B5tzJA1sMfcrR3G/wmL+iEGGlHzuqyQM7wtQ7K3vsyUqCdR8XtQXWKqoHIDsssb8dGxqrScT3e8QfeV7dnqi915BG6Z7YMTkhJWZZMn9dOvIqwRhBf+M3YB8gdnJ+8jEevEvXcI0uQKJyeDxiMbrYu576AGvMBtcutlGzAafS+pJL5MHxCas3TppL7u8kFbfu1u78XU9SPiMYbdsxKuOz55ETXtIxWM4U6/g0yCX2c7XjCyePMqLr2W9c/uVVryPh2Mh6IUEgSm01Z97DTuQlJ6kEnAVB5LHw2XAQpJdNCp7vVQVjf5VcMbsMWABr1gg3fo5zSW5bXnESWNeaUTyONg0fMDYB2Dv99KciJ26/5U6yeEezCtzLJdI4vjn1Spoj/3633/++OephHgGSvfNBHr2/5//6E7v5fwfTE1cJQw+fA7eu/b+e/+j/3v5za42qw9f2Y+qG+y9Vz6Ycbi6lp8CFOzZP3zot4985JPe++H3yEd+/tBH7ANj+bEPfPq8MOC4nnlcE+9uVt6NjeVktAXOQ2OpC8c6cD5mlpvMsmRuKgytkVdlOLoOr6mRLZNkRGk86QGzzCIvQM7kBlmUIYFlQWWgSmEdDAYo4w40Iy8M2xn29Yy8PSA3L5DdPUZl5syEseNASQ+k8h1CQo+P6HjG7gdMirOORDnnk7N7xkqujWKPZDXWfMsqI+Q9Od/QyluWfGbMIyUXzq1wrhP3hwPjuxOnpix5QmbIZ3MW02FGhkSewEg0PHgaRoPiDEcxkPMZqzP1XNFqlAEki+8JA5zDxxxTYSpeGTEj7M5H7M2Z+qjMD8owZFJ1oHHajZQV5gRVvdQ8i2J7c5LcuxHYM7Y9kxkm77DcSOJsdtLvSekBphvaZAw2kO2GVjOLKtMZ8mOiklFGxCpZFmd1Nm9auZbMUDK7AXL5ibmf9ggjZb1x5tbU0Dwzp+KOZi/9FkM0Meg7dvYG4RXoHnTPYjtWDrR0wpve7TFOqBxIeWGYnjBZWfXJHaBaoE20dovqC5LdOdBUvwFmTHZo2qFFWIeG5TOWTpg8Qnrnm5wIqxXqsiMlIfNIA87tNWO7Jy+vYFgjGD8y21vERoQbRAZKPXsjM3mBpVdRUmnADwgHhnxiSmeKNVKAk0il6pk1vaPoA5O+Y0j3TOWOWc+c9SFAOQeSbXbQ77HuSAKfD0ZOSk7ZnWFdXFezJdQSQ1H2VJ5sZrETVnYMwx5pb6jLG5IM1DSRcoLxlwgjWb/zcKo9uoaoBcDZRn9+cgIRcrp3d694TwGrEnJNO1QnmggtL5S8J+sO1j/A+jWMK9iIlJF0Y8gyIPUlks606ZGWhDWBzV5SLvbpSQjAAQDwAEuu9xxFaAFGB4sVuzD5ZcArkK5YMJ2hEHtJD8YMg2TuqAFitwFwX7HoYr806Z/twWVjq4qI4Lnz2GIBuZ22BSGeK4RH1ecCdD6OVoIVqSS8yWHCNtCy92pAVw+G1Zv0btcTILFZ9WbUWwNhC3mbGsBy2xhQRpdEcYauyzAJz/R1nf4d0jQ9cIRL+X9HR50Z5s1I18tYdamUrcGi7/8pxqKTlZ29L+Gcz25kVWIcJYLXzl7Oft29D8jmKnTWZ2cm/Qnzbfu3hl8zcGE1Xp65JyE0khKdTxWJlN4kM3CdnnCSrj+6bfHa4RZAogeI70cSVT9dr97v0xnJEpINDghnkgmdeeMAiO/ngj8vf29n7lTE0va6RKNan0MJcuO6MkX7XCg1QM92mT+2utyILptN8evv39nZ2gHNaIDHVkHr1dj2cDNAGGsenPR76cy8rSKnNyq9fLLLTJACAOqg1I/8yEgYYhjRaJ0UAJsz9r36I5jq3V5f9E+ujrRdowM99WoGfeTorKocc9l+fJ19eriMUfwSFRsSQdHGoDdwwEYv59qaW76ng23bIovP9yRElyqR9957fVz74f1PAdpfV5Vt783P5nhnTnYpJN8v/Zrd9lRM+hzTmBv5yq4SzMKIG0JG4FKlFnYDwpb7XPMPBttwa3ba7UJnKgsmveLFb9IZum5LnY3Y78w3gQtQiX82gKONO23X61zY1nCwF6VXS3V7sfV+6A9cLmMcmtCXprT9Mj80Jz9+WEugxYPzrcLMg3oP8I2kSot+Qr7fXlUKpc3qb0Bav17Zeh50cEQhVSy5PKFYIlloM3eN9tRiryyRuAzgOSuilWQrZkOA4rE3WMPUgRq3j1GBEs9bOiuVgtjLOLevabMVl/hqWC6Y3cZ22VAJ+S8mXG6t+MzICVINjfQVtbPjWFq8AaomZ/XmABt1QVtFUw7JpQ5DtK0nml3958+hIpIdy2gOoCHigE2/z74VWCR6gV59uc0DCT6wxF60bS6DEyIE9w2i95rvJ86KTZ1xaxKro1f49fNdr+8PHz25bhIJ4F6tE5+7yDX1WoWLz+SJ3gsg3v2hy/uiumbDTa5sTa+i6zfcEzPbZ/tSjCTEc3o424BKjC9XYKH1Od/HwehMYU8UyrZ3dMawEfvFlU/oCYR+Py3seUhqXiUqth4c1u1dv7BeBcXlmuNsm09kjd6QWrYEXX8WfTJckt69w4Xbn+4/WiRrhI2h3g34tU0CLkCxr02/79inRePah0jM97pCP49sDt+V83d5aFf3/ImHsc2ZbtedUOJ7lFhycFoEi8Svg9jr1bjhCeGQzvTxWtnmsnkvzc729xFM4SvHPLDkcXLq5CDFfdlosO66mmw+cvTU9DXQ55dX/uTo6tuLL8TWeKYug+VDF/6OKUaXMsSTeXpGdPXvjK1UWuzXyf0ss+XiN9FJVeb+3JXPaulS4SICGnr/mhaSrJ580YLq4mPaBKqga0bXEj5rpkmjySmq16aYluEvbt958Yq7bydmNNUocI3KmWeVgn0NRGUlGW9KvYStW30f68k327kPauewH72y8afmWPdj6/bsLz1Orm3KgNkUJAOuZBX7iS7xjGivmHDS26UayTUlLj3puq/SWfsllk888yBvyCZBm7n0uZCYxyENpn69VsKOaK9y74n+bvFCwUG7LYr+fGlESFvdllqNRFgA8EkghyyrNLw3S2/8Pce1RFIoxkXCz98qva26T5RWLpWg7qOYEXKqLulkdBm/kPrsCc7Y7/z7fAy9WtyT9N4Uu0asoVz6caSr7eXyXC3GdPPt+v4UFRnSK5gIfy3IcRaVP1tMAVe+6E8f/3XkmLagQ57tox/2Je3yHnvv79vNfOAzz36Wq79cnPnrbfzD2Qi7+qpucq+/v1+fXH7fKiWuvv1Z7CJXG/PFOfjRJW/vff/Fq8H40Wv9pffff3UxP3r/Bwb3o8/iJ44rf+ByOnnvRZ6P0Xsv/fiEn3aoGj8cFnQwbo9/y2594Jt3E4dzpq6Vua1M8sjt/kAti0sZBfB9ame+WY8kuyHnz0Dekeu/J9sduv+XNLnh9ENDRaD9kjxUOI+kDOWb79mflZeHe/I4Uo53SMuc1zechiPvHn7B8Zz59d0dX97sOR8rh7NRXxntLw17l7n/w8RuykwvG2UQxt0tdptZv5yQdeXzbxaSGi9eviQrHL55wCoMr37FsNvztF95yu84HIRV9nzx9jN2p1uedjOnaeV8o5yzUfdPyPh78iSU17DWyundDPKE5HfoSWjFi+V48xIdFF58h6XGItByoX7hLtSpeZnljbzl1mbKUsjnQvviF5x+9Zrx/pEv7p4Y3h6BB4YvBobfjsxfHPj2L/6Oc7tnPP+Kd0vhoDtEZl6Mj4zlRJvPLsPy+gdYj6Rvb5A1sdYdNY0sL4R5MNY/3NMeGuvdSNkbdwq3JpgdsOmI3fteke2BSb8m3UwM4wvmppy/ySwkHs24mSpfpSem8vFKiOUPL9FklOn35LEyjgekNE4npTZjmHbkwSGMBpzPI+v8BXVn1N1/IqVXpOF/oOg37PXvULn1Brq2UoYVk4WqZ4SJQf/PiBTy5LqaVb7B2nesy0BqiZHGaEKbv3Hu0P232P0DLTeaZdKcSUvihr/m1n5N1TvW9Io0V/LjGRvP7O7eUfieN/t3LvVV/pokJ6bl7xCMdTgAkPgWEWOve8b2Atu99uSHfcbML6j21rP5aWFKbyg8IXYm1ZW0GNgrVrtjTXuezDU8h3SHcmSx7yCtJDlRqyGzb2RPaeTMRMu/xmTP7vEPTPURuf0LZNhxfPeWeZlZ80JKdzzlQhsy51HZtxPD9Ipp/1fYuMP2/1/EDuT6ljYLy9tfUaUgD3sQZaWArJT1Eaxymk+oGms5YyijVUbJtBcLWir7PDCkycG95YSll+jwrziVVzzmzxlmZXc6UZYd4+EeBqXcnxGOtPY9Ynuk/Fn0Dvj0I6dgwMkRo2J0lnkEpXVB2pMH1sFkdkaWVxAgEnrVAvnkAUdzNpOXhIY0gWgAs7gjlwbvMWCGN/PszhFQGpYaKQnChLaCtQGYvXlvyi4VoQmW4q6KACnBEM5O9lkmsvOY2Ql8KM5YlxZkbVxCR3ONHgCxZUQwogZWvSmd64x6MKpWaXb0QOA8OAAsLr2jTTx5UV0KKukavnI04PZBcLYvCW1zgFISybgWDq8gyVlsDi4amRUTZ7sgRurglLivoB1Q6RIGUSVgliNI8PEmDR4QWopAopGk62o6+OxBf3WtWwvwpju1Yp6wlT9tM082+/VE81bSCS+bNx9ac+Y+tGADF7oefpLOsPRnLakgSRFmMKVVB93y1kS99x/AgUEDNUPkHFXY3vhtAw2DRZx0JVlDZcCSB33Kimj1QJUJyS5NoOrJlGoWWJ1uQZ6IYvlMEgmnPIV2sCe+ZGMqJqQJMkg0p+4a0N3BlgD+z85Yi4bnKsHKrC5loL3ZOQuGkdSfl+hbElGdY+oAX8ukJN7mRRdEn/CGhjeBOzvbMtHoGttb8IIg3ODVKSHREL0OQscv1l+vyMGTEaIu7GQ+T5sCksjJk5euKVs82EKj7wl4v5qeFPu5CUbMKwdPfSzbpfS7y3/RXfwAK60nXHrAHn1omCCFrF4ATpI6m/Z5EmjTjeqATdcVb1HR1EGfCGwNiXP3sLQDfT0oFlynOUAnMYxjJLmGCA0qW0KgJzaJtdo/b+rBptVL7mgD5ggwHA9wcRkLBytKPPd4xinm5NaMNwAy82abvdnx9p8ZW6NB4/K5AP+cyRbgbYpAOPpKbDYyRQJBhwg9OqjYwYL+T//7Qk82iOwwi8omWoxBlx4IIAuD1i5JVc9+AjWazX9aMAsgYyT2dIZWSXLyvc1GIGMDtFLQWtDmPWFcglGgVkSFXEEYQb7EMrTRq81aU8QqyULTWnYYu6jiSdTVPLHAmSQVya5LrsUgx75ZlURG2DlzktCT5ojISOIWQcmREL4wf6NSJI0e29oNopkqK0kqaesVcgvcICmRTdA6UCskNZIZaZ3J53fUMqLjnmQL2c4O0JUAT3HpQl0H1Bpre8RosacmVgqaEmoT1jLWLO5twZoTmdz/PWM2Y23E9N7Xib0D2ZFyQmk0Ayhke+FMVN/8YsoaIrOP9bp6YdT0AmRAOCCcXXoqGfAadMLkEUkz0iZkvg1bfHAGdx6geTUsYlipsece/bkvZz4SrF5NMF9/HV2wXrG37cEXO+Hx8lUScquGiMojSZvNcX+n26Zud8ITupZWuyw2NtxDAnii4iBtr4pygoWYs8r7dVwkmiJ9JIIz/jNdktN7zBDQl1eEXjb+sN3PfvLEe6/q8ESZ232LHg/dVkuXWaRcVeI5QOygYNgjcake3yNymGYHyQRwEk6MeUjH+ecvjeI9KWJ45cJF/GlLcGz4VLf7HcXp4FpPnHQpNicpdDkqv8Zj+Edj7M2dhBS2V/q+QBjV3sS+28tPPMRQOfrzMvd5pOw9aRA6QC5XPCIU1HxfS2mNuZjiHC6JlGt2v7tXIZTQcI/PWd/H1Z9ns0ffx1tD2nS1ZwliQ8yl2V2Q6n6CmiCyRFwygL3052BOqGqRZDfbsUlqCmgKgkww8yU5KcGsYihpOWxzTFliH4fUsldXqJNAIOP9AaJHggm63vh1D75/CrM/B/UApaXeb8fnliwFRQJTrNh8xtYTWie3bTWjbYx44AmVmZpWRAdyiwbVNchOcgoUwcfcZB9z4ejXUHbeMw7XYzbpxAUfB+XkfjCedPI+ABEbLLf+DKLRNsmJLKmN/tyWt316f3yKRXzSe6cYZ7/nlsAmB99T87hP/RN+HQtWrirmLeHVOoQtPEP6o6+zFNKiycdb7cbnHQFwe1kfXaZQrIbNnEA8OeAkhyhF6YldLWB70Iy1xdfs7CC8aHUJw6ETLgafE3rE7cQNQsEGry6RXu2jUZkWtsXvr/heQ8JswWR2ufO6hKSz95YiEZJoFvHjjl4hZ5iTdAxoQXwqkz83HoHoKbclbbttcuKDhP/VK/vN7rY9BRPvHSG2qW/53O1+IV5d1MmEliFN4WdGH7NOIpWMyc5ttK4+lhIV3hrJ1+S4QLIjnvy683XDI59SDfHPk4S43rd/apL/HPj9Abz800784Wv5Ef79UUD8+rUPJAQscttCMMbCDen+wE+c9+NSS+/9/j7IH3/80V3b+x+4/vuHxsg++PaffRY/urCr9//osz/juP0XHoZxXBrDybg5vWW3/EB++gI73URrKGMnK/vRaGlEdaCZCxZUazzpiaQTg4wUa0z6LaDY4AzoetJQN7whoeyrkFslHU/IceUm3TIMCak3oANnfaJmYZ7vOLU9iYH7UqiM1LZDppX05UpZE+NayENChkYejFxGdMzYq4wcK/u/b2SF3UsvcT8dZ9oZbm5ekMoNh/YtS5s5K1Qb4HxDOd1jRanTmToYaxJ0XJH05D0dd2AHpZ67c/eIrRlNE9lGyvkWaxW7PwCVyi1NEm3vFRTzqliD+zazawcmHRla4fEmsby8IQ9HxqFCWTA5k2+F8tWO+fPK8asT+Snx9FQ51UwlkxOUYSHnBavuTKTp5E5AcYCg2URtiZYrOjTW00R9s0drIZ9hyoImwcYVhoNXqd8aog+k9pY83lHyHXUFOySqCUcgVSUdZ8pPJCHq04TlSh6/gzQz5RVJxqyGVMilUKSXwgl1TrTllpaf0N0PwGek9EuSVAa+pdkQwFgjJY1gq4LdkNuXSNpRsgefrf3em1LVPaaFxI6MQDuQ6ky9PdHGFVuj0VFNsAqDvGKUX7LY4EFdO5JPDWOmiFc/nMoZ8g7SL8BOlPZHYGEtFUtK4oxIZeAtSSs6TGhO1PYFqncs7FEK+9QY89nlCGJjFDNMd6jtPfSRmZLgJgIolRMmMybniPkS1hKLQpOEyoAwMS4zeTl4QYkM1PnMcnhHuxmRaWQWoSZBCgxDowwjuXyGjkrbfQftjOgZbKLNt6gWznmCrNR9RWQhqffIWJuzmmd17ePJGoMINr2h7U4U+yU7e4VKMOllQvOeY3rJOX2GLQfG4w/YYsixeKPHqWF2QtZ3iLxAhr9GZP8n2TcJWRgNJocbVw8kjeRATFtcI9PMm0ubSyJZd3akOFiewmHtjIXQFJVgznaGiANE4TCqRhW6Xdn1HkgPwagqqF2aFW5cMwsntINK4N8Tjo5g19soEMAvzkSV5kCuIAHA2xX5NRp1oVEKq6gEm8cMDca5acLWwc+ZgtUUZDWvjjAPSEyRPEew5KDU1kzQKtoalM6K1WBIpc15s6gGkWAa6pUTJ1tQz3M/ooMFjuTGOIVjlvz7Pf4NyYRogm0pPmNxHVbZmocDFpJnPyth/f5cozOaw4ntgTQdgExbEiJJQwh2lfVkxyWB4yCvM3W6JKvZxUlw5lyKaRg/x8NN0lnVevFdJBj3irOOdHGJK8MBls7i0ubjtsnsxLiHjEsS13B1R7wn+ALMCXaTJJ9v3m/BGeki2cu864Kuc8AtfmNeOWMO9qqhrdFJ756E8LJm7cFi6hm3SBjpCbGjJ7lIqGZUExL6VILbEewmEmMVspfti16BT9tCEuggN/nKzwyAp8sNSK+Yad53iYZQSGTHdMzi+11aa2NxWglgqsYznOK7PmHCbcBOBD0BtmzM32s/suNpm1MZHF0zNlZmKvS+ONs6u664uQbothii/xCayjbQm8N34MykbfbR16ht2CG41Jxfa9vmp/9hjUDNx13kqtye8NrNnDUmaVurPta6zactqOy43mY8HJBzMC00lq+1jPtz3oy1eaAafTL8mvrY9/lyBbJ1u2Yx2uLv6ZUS3u/g6hltAHcHZi4gm1w9ul5BtzG2xQN5B90GSDP0Btr9WfXP6nXywbhU4F3f588cgidpRGFxxqtkn/O+RgRLGSvirEWbsKxYaS7tpoI08X7kKUG+8XNlTzZbMHKlnWN+OGjXo7SmLgciacWokAqSMzYYWiqcNdiCQrKCscO4wT3VEw4cl60uwyObOYiHLfaFAIptwjRjeUZ7zxgRB/NaQVs8tpqhuRSbVFz2I6SPUhkcT5LFpQrFwdFE9qRrzZgpzeI7dPLkBMnNWtc6r8n/a86G1J5Q6v2a2uRkiC7tlbPv9W79t6SMBcBC7AGI79uCeZ8KEbCCpBHhKfbh6n2y1H0aerWW7ZHqmtykMyIDW1JQUyQvOpjsoI7U9RMm2fvG61Ip40u6z+/r91/+s74+emUTFgxZuTpvuvoXX9fdN9tC7csalU3m0e319vltX+17xOU6Nh8srtEZ/t03iX0ZIgHO9k7Ctrx/xb0WZmPJhjyhJ+zVq1S26lLjUhFysYMXcLZbYN2S1H7OAB+l33v4QhtQ1xOWvXom9m6xiFuun4f/fIGcLrUoz0a3A6HbHevVHuIVtlvfNjpLvVetXtvd+O6u8b4BR59o27bBX+NKeqXKCDmqPMxiLhScmR1M83RJOqsYSAtpl/A9uh3OUckQ+vsWc0iCVGO2YLZ4lbj1HlfBgCf7PkiNvbbPrxZxwAoMSPRnkUiOa68ab+4L9yT6lrTrTRZS91Fjn2iL95GTGWPBspOO0AxaEBa8H+HkQCqKyykWbJ1iSbgP1ysvexNt34a9IlMwr/rYppWhtWKyRCI7tqzmPSgsn1E8zhQt3kOiwdYLRyLhsc3fTliLZ5FLJPwGelVT7xXhxKE11prHZD3p6cngIXwaZ8X3nnUuHauIzl6R8RNHxzY3prw1TzZZdv8pFU9EaIq5EesytbDdJe7V+0lKIHS+fx38NiPRtFV364CFLKN/dVTBasQI1u20+1Pd2ZXuI0RcZD2BZuKf0fh9W3e9OrPPbcEr6gXRIJrl7KrDFoSbHkPS/akeR8Rr9PHxysbNThFVt9JtaU+yAHRSi4SpXNn6o4mwVVGwIAxhxsOeS48/Vyd3mPeuMBs3m+TLxJxY0J3t/vHuEob99xYl4nuj9PG9+OL9fnrfJ+nJPPXnbJ1hRk+og1entLj+9ypbP3D816mEuD7+FBv7oQ9vZXHy/O8/+tuPjx+/ev259y5Mrt5hsGnHXkVMEa95sIIFI8Uup7s+rV19w4/K0fvr9qM/94Dg2Z+fRQTXnoi897kP3Nf152MSswU777/43t+3r3rm/XzgxO+/Jh/+848+92mHNWP+44nDm8zD/ks0v+B7EY4Z3gy/5pAnJFXyjcL8BTx+QS6Vcr/y8vwtuf4jbdmzHgpr2vOmfMled9ztv6WsI+3hnsrCYfoHDOX8+EtyHhh/8ZocGcGmT9jD19i6sr4U6m3iVW181oTpsfL07yqSlfs0IE9G+qHS1onl5SvWYWC2N5Qm3M0JWYTpkJCWkBtFtGHHJ0iF8V/doJLIj0dYz9jxAasL94cdeS2cpu853n3L8tQYv20sLybe3P8Z2u5p80vqD9+zvP0dNd1A/gxyg3IkyUC+e4mb4ZWWZ84ys2rjsIyYCq/XJ3Jq2O4Fa9nD+QtseYEMR+TFwlAOaHuDLd+D/oDkGflNYp1eciq/xb5WPv9Plb3BIO+4GTJf/fYRRmV8OTFoZnooyAna44TawLvhDspIawldjeG7B3I6sf5qZPnLz1hnoa7C8THDUdjtb5heZObyjge+Bxsx/RukDeSHPXWprPOZkpVf3Rwpt40fXn1GGj6ehGg3b4GFcvw9aT4z7G5IMlK4Q+WOnKFkQ+z3CO+Y269Y6+fklslngWHFxq/BVlL+Eltm8ukfwQakvSDLLWPeI1lIu99hsmM9/9ZjkUVJ2lBbsWzMn+9YcmZdRlRB2m+Q+iVyfEWZ70gyk8obtAhzBmkj+zah+jXr7j+gAvqQkfSSnP8Ksx06vwCpHMuESHOfQSqSXyMszOeJtRXKwZsELvd/ZJkSw3kmr7doXVnbD9R0z5z/W+Y2carGxJlbzmBHhDdBUi1IOlOG7zERlHtKhs9enrGW0MOvsfqC4e4rZJior+9Z68Je79kdXzDr37Kmr2H8Etm9gvQD1Lfk9IJh/z9A3qH2hKmSdKW1hUNbEDkz3L2BdkNrf+GOtv2RpDNpPrqzNH6BMVB0hrWxDifXkx+/JE/G8E4Yjyfmc6G2AZGXpPKCffoln+mfg/09kh+w4UC7+Y8wwXDzOdneIeffIXLEdv8Tmgrwf/804ya4FnUa8FLPDijZZU/KGgFmOGfhdIAEs1RIdfQgQIO5HAGGs9yDyWYWpAoJJ93cgchCS954N0XzTFHXgzVJNDzAFc50TVDAS76TwngAGTG5DYDEHZTUlo0F7/cyO74grtFvLWOakJI9kKrmGq9JglBjWLZwhEPL19o18Y26SrBNzg4yVd+frQYLLov7VathJrQWrlJaYheKsnYcJAdDOvPIvNx17ZWQoe2Z1JO1kt1x1Nb1ND24lNyD6x44EU5gAI6dGS1Rfryxlh2gUg2GJT7mHkze+pjH3BANsI0lWP+fdhiC9gcikYTRAcLNdLAtNJVxYMeTMD7vVEck+dpzH3oOUN4d/pT3W1BqJDRKhnMbPa6wXqrcJbH8mpIJyRKqeDWBCC3nyIvUWBYZISM4uLklxJqz75L4fdTsfSikekBuMZeFGUGcLSdCE9fI9Xm79wBtNUwXZ1KFfjcYYr2ZalRuRDCXqs+npiV8xwCb6hFoaHOmleciBmjJwU682b3Ziq7BnhRnJjY5eYymHRYJ/WoJGQI8ALzkezRIUKFtHM8ul5Bg0g7IOKje+X8qFc3Bqusl/0linp8icHQ7lKIqQH8miAW82eSGbMT1gYOWljY3tbPCfOPoANSVVyk4m08q6AOX6gL1QNsCqIgg0I1prKftLMHKSwK9r0oPqrdKBZ+vF5mdCAhru/i/vfQdl9ahs4sxzM5xTZHMiiSQ6QNivVQ/qlRErp6bAxO9amzD0SwhdhvxXwSBrUsj9X3hqgoBQ1Iwf7ck87U8wgVs7M/Tp2na4h2fQ8E2JRJoISvl2us4cw9Ax7h8B/0sdcmrAKUt05NADiZpVFm4PIZYv/a2MRYdjOkBew0GfP/cJ9o3s9BZDnafJGQckGJQ1WWYLKNLIcmePNw4KWZueK+WEyaNddcQJnJ64VPsFGzcADrUXFM9ldUTdHpHb9RKWtG0BsB9domj2lxnfE3eJ0sMleL2pp0cWJAXkAXN57Dxs8/jcsvGJCWh62uwQs4Lkow2OGFG1glaJuF6001HKAWGBlMjS6OYg15mO6oa1p5AMslGWBPpFPKj1G1fMyotORO1qWJNaIsTYjQvwExr3iS2WfNkhfi86n1xXcy8+zc7oKBNA5wM4E9u3EQlB5TNjgFmhRxQvkMkIasg64LZ4ABIW30cdQZ7g+vOD6S0kuQhpKEGTIOU0Zx4YRiigkgm673f77Xc28em2La2gs0eMkFmOfKJ/fPpQjzoWA5siW5fiyGhoZFk6FVeYfe7tvaFJOD9b6z3ZNkSwiHn2W3Ytr93omScV/pn+pryfcjvygkAEsBg70fRKyB68rMn/i+vR9Ii7rWDVURC16usxu1+tvdvdqbvElcYQ7cdW+Kg7yVrfGaky0SxITXmQKZ1YomxEUkEOnhp4VdfdprosUaXH+qJjdjH+6k2CZL+bT35dI2BRO8BG2Ovjl4Lotv7L/I2V/vjpx5GyFIKrpWcnRUvJyw1t5Xie6DkFv2tAtS2BhbAJTeYrDR52sbN1+AZIZGTV29q9EazHDEBOwe+c8VSsJ41CCoIlr2yDPV1abJieXYySp1iXzsB3SsOuSJyXFfypJfgNkTM5Y2ppDXmk4yYZFeuKBWzjNmepI3Uez/k3kg4+pmo+01uAxrJvos1cu/PUCewFZGD71XtjNE87hKjCS5PHTJQvr/tIyk7gK0gZ4wVbU566vh6F9nbiEe9KsO6DF3vuTI4w7y5hI8Or/AKzcmTtM3jrlQzotnPJ2df47L3MRuqM9i7fGQ+hB8CZMH2vffKx4+tkjeSQ4LbGgvilZu7K9BfogLf5kh0ZK867dJ4WT1GJfs4Q5AyMhKyvT29J+K9VazLldoDxgoSfQquk5QmaLqc2zkpxZMItJh/ET8SIL2ET6RAO8c8vAvf1xPRZubJra0pe/g26uQjWpCQxJPYiGFp52B/fgAK1kKCy7yCQHSO+ddtxxTPx+26ZPOEgbVoWXOPWez76QDpDkl70HPYsBOmj6B7tuoyehWxk9Vk2PuTbk/+HYkYB4s5MyFikTgx95u3RJCAPEI6siV+2QE3sT/sIK9YPuP+RHfovacHcvKxk/3Pzjf4/0cS4tnxEyD5h+zxTwLgP3e8/zm7+ufqtfdPfVUm/uFvvd4sP/wVz27xg8+gX8v1BvbRN793vJ+I+NjrHznef2mTvPq57/7YzX7otetr+dCX/mmHKazvFpahcEh3rLs7Dhw4y8qpvOQ4vOJOVtpYkforZP4lucwMuxmKkvQHljpynBNrHjnaPUmEPD6CDUxNSJw5pm+9kun8GhsyN69vKEPCnh7RdUb5BmtP6Pgavb3hzpS9gXzfmP+o5Dtjd5+wOaEHobbCvM+sSTnZkVEzU90xqFHm0HYbQ8v1PCNFyb+9IY8F+U8LLA3WM+jK7mnP7jzw/RcPPE5PDN8XyveZNtxyfPEasXvS+hJ7eEJ/d0L3O+z1LZQV0oqkkTzdBAPmEZWVVVYWVZZakSaMdmRMjafpBS0PiN7D2pBxRfJMTgulHWjzkbYckMHgdULZM8tnjI/G3b9vjOOR/Op7hlfw4nVB9wn9bCLPhfJuIC3GeDRWMk+3O1oe4WiINqbHhZEj6dc32C/22A8NHpXlmEgVhjRQ9oWjPvK4nBB7TdJfwFng0WD1cvBBVl4OT9iYOOwFHT/O4NTxgOhMPr4lyZncMskyWUay3JBSQ1IlyZHE92j6BUu6YbQzeT27dE1+h2tA3iOykuobaHfI+hkpGWUIdkZ5R7OZdv4N1lI4V4Y37xPWW2BMLO8ybR4o+orchLz+inR+TRr/Dhl/h5aKDZWhjoy2Yym/Q4f/3St75tekvCPfvAb22LpDE6y7WyQpRVxDUnICm6nrwroaubmURL19x5qq94KoE3ZutPmADS+w4StOunDQBVJlLwtmb0H/4A6rjpBW8nDwcn0mJMHu5oxV4fD4CtXX3p9hKCy3O7RN5Ic9w7pjtRVJj0h+jTdnOWHte1J+zVD+jMZM44zLIqysVjlpo8iZu+kd1l5Qz78BKplHbzS1OAvHbvaQ96Q6Qau0UWlZGPMNkhO5HsjHGVqmWfZnnz9nkF8i+uc0DqySoHiFh4x78vgFSb2nClJh/Hs2SZBPOoKdmaO80QTTaF7amT/i86M3kCVAWPfFGlgm6Rjshos2JJg3MttYIgQz2xxo6OWb4g6d6/fmgJ1db9aMYFNUkAU0WIepM60NKd58lJQwzVDd0RZbroLycOhQRBYPQnXEyFhxpk/Ea+73pAiNUw8mIwFhGkGOYE3QpQfCwcJruRPSAKH7wrpGQ0WVYAQGwEqiNyPcwPZN6qQ/gb7fd3YfF2YUimnb2DRIIuVLsNrDWYCuuW+9MW0HUUlbkEwP5ruMQA9WmAKgi4aYxD1cJzo+8dAedMsV0GGAVFS6M+vzRqyzlsCaJ0fEauC86oCJBguN7CzVAL59mPzuRQcP2eUU8+C6V4Kr2yYLopYGKNsZU06L9coBKe5AB7PZE2u9t4VrHWuKAMoWoHnwKdERQAxRlzYxOWMswbQfQL2CzHTFbKHrv3r1gMvdsAWiYbcDXFG8lDpZzInm46Pqa8BxWU+6mSbIUQVRFW2LgyXJWdUqnhjIGoxE6c1AQ1++9yixPq98fCS047vWeUouJSb485FgLXoiigAMW4xl14kO/3GTIIqgpSdCurTITxyS1U8RaM+WJNsWtgND1l/bmPN9osE26ZLQpdGcCXcTr/X1+z7rWOI7IoHQq3H69t/1b6/6YfTv2xpNC74GFLcF6fp+4/wbmBT6/P0ZbMCggcX8shs2HKKz3+gJkT7Gcf/bvXvyy1JcxxavdPCqX4eFCeksYx/7TYx2q5rpYMgl5ugSWD5ZesDjAKEDRv1+Qze9j4MNcb7enLdXpkSzae0AXdjrAGp9zVwlFewa7OiM0A7aXc2/P+XwzvDBtoyE8CCInfyZmmCavb9TnrCloXMlyUqShVYqtayk2AlRReaYY8nHVUmQjGQVEXPZExtADsAaLHtP1LoRDPmEVpDmTFJNCWnmTdxT8YpVCaasVdScvU964Xs/T2DZk1GWcb1pT85bBpYh2M2uOW0BDtjQsNJIvTLKXMLBdEbtHAmlQmqQTwHqhvSEmvr5i/sGrVZMhVZvnUCAJ21agLu9/XAHcOl7pUg0EvVxcsDe54SkqOhk8LmdcKk78eSMhWxPTi6XkdoZrLp+uwyB7Xly2KWIvOpFUkPSgujOe4PFfkQwXl1LHx8zc/kM7c/rp45NSijmeF+/Adi67Qj78iwmvgKxe/NoieqlbntpV9Nd4nx9n1f3LzGESMDwfG33yimuvC7/2n6Obp+6n3G5votN17jSfv3b5k8YlqvrS/GMLufrlR7OYAa3CS6f5Ph/CosdNmPDY6D3UNhArQ2b6OBd93dKeAz97vv9BwO5+6XbmKWrc1zu1q+292yJJC5y9Y4YGwl7apdvvNh/4rstgMsSPlJ/Zldn6sz0rXLmT8e1OtnFbMIZx16d4P0OoPetMWlIrmAZjWpnl33ptjYqorp9B/fLxC2fbBWUuG9PchtnCZMVkdiPLceadhZ57y1krXkFGY94b4Lb8F28X6NGNUju/dU0+upoHzOv0HA5otVlY7V/x4jm2HM1iDxmTgjJXvVl4Tf5dt9jhhR+jUuMCnc+h9X3cY9ZasjO4DE5Br1xdV83JoiOkdTI4WceIMxAkMBBOifCNh/ItgRUkCa2KvK4Bjtve6aTvEIGTGNdWvb7SL3R+Bj2wJNOPuV9jkqaY+4l9yGH8twkfeBwKdnuk/VJF9crClYiLuy9CSLACqkrVLwCIQm9bwFFr5JVV7YnCD4ujWk+n7a1E2O/VTqMuIRXvYyhgKWoqtFYTynF0IYEWf/KTV4q9jddfK7KTdiSXnnpt2zaLvajV7oaoA1r6nu8NZ+PDHTVB8H7hrhvGT0pdd4IV35Rxfc+ovI/xZhHAou2d+JUfgCbId3jUlQVTyS2SFaV7Tl5DBDVPBJr1gyrZ7dqyf3L/nwlJPziqV+eT06x7haMA5vKAaPfWyR2PelyiNivhr85xv4Yk3+Tnfvp478sCXHl226/S/zwzG+/2lCQ936HbWL+6Hrf+8P2PcLzL/jQe/qm9xPnffZ34/0/Wlz6dp9y+WNv5NcbMX1wQ/8Qq2KbiB+44au327PPfoIj/uwtV+Pz0Y/GCz/aCK8+IO//+YMP6fKGD26qHxuDTz+sGMufr6SbyvER1oOBvGWcFn5TP4dVMJ6oPDDU5vIut0fOuyf47JGhHWjDgu6VaZ355WGijJn15R65rcju7ynrwMuH/wssA3mvJBOmr/eIZM5fJOpto+qInmZ20tifFezEYpXcvI0k9zPym4XlKXH+j4V2m6ivMmuGORs2GOebFW0D++xsg5nXiBpTfuksmZPvkykZMgm7z15RdlDXWx7XEb5d2f1RsJqoSRjXxPi0UuxAUeU0KIe//JKme9bWaMBsO4ZFePl4YEDZ5Zkxr+gtrAZycvLjISfOSdm9fWSXz4z3O+SzzGKZagPLubAumdObe07vCum1IV8o9yr8xn6PjAl+4eVs5/0ty5A5HgbkWJi+vQEWZvsDUiqVjKkyrebEy3yAfKZO37OmR178oLx4vGU4vyavt1SOtPsTY3siff/IJMrd/jV6uqEdjJor568WBlu4a4+UNsL6a6wNtAdB88fLwm7H/wiq5OaahudHQY8NkX/HKAnaV1RumdpvyfYXKG9Zh/+FPL3Fxgd0/A2W/pJBdwy2x2TPWm5IvGTQX4JUNL1xttf6GZaE8f4dnjy/wyrM5+JKo3WGfGR3PMBxxfIehgHL76hjY8iVbDdIeoOVdyzljuM0IcsLsvwNWCKr6waf8v9Kbrfsl98iWajpgBVBpxtMlEPzBJfWF8haqOkdKT8yroVyTiT2MI5Y+x3WviMN/x15/IK9vCHJE5KNpyw0JlZesVsnpvNr0Ex+yqQ8kG7unVlef+9OcHrCWFjXishAaS8RewH7l7TdRHn4nHQ+UCShvEN1wPQXpDlh67e06RXzzV+Q9Ehub9AKw5xAVs7DgURmtx5JKVFe/QXQWNsB1ZU8/RM5R7NYLVj7BTbfII+/g/MbZrnHXrykPSbkkFi1ctJvKVOl7J7Q9LWrDuhIZcLOhfVopLxn2v0Nwor+MH/Y7v/U0YaQ4vJ9M4UchvdAqAi9VHkMJyoANJI77yrQgsXMzgOwAOBcBkE2h0XUWRgaLIwUwKD3JJijesVI1kJuMwLrYE8gOPNSsrNJJEFLHjwQci/mDlySYHNab6LnzmOiuFOePAmxMWLZ4drzPSnRoB689FoXTA1tIStgilqlV3So9YJloeueGxVtzlK2lLegT6I3gz+m0C5OK86GIXDm4o6rKaLBthHXWZbkziMBymt25kvawNaYA+E8WJcLirJhyUIHIJzJUkCjZBz1vzVh0z/FcM3YcKJTgGt2xe77Uw8jIiZ3KHt8kJrgjO7Bg5to6AsSsXx1B5/Zr9tu/KqSA3Ld4bLkIE1KkeDRBYeposqj+3DmYbmF7qtrnzubycvhAwDoDG/RAJS9eZpYJekcX+vAgLRbECFtgWrzIJQ1Pu/Nr5UVE0VtQTmRNHiQlkhaPBVjMyk111W2DnZ1cEw8ABeDXlnUPFGnnDBrJJkQy66nTrxPlgAMc8iFDd4sT72xZRbX8c5t9CRj6jI5/SH5fLLOTA8mrKs2pejaILEujCYZS5lmnXnmVUWZRDb8ecvI1qT4CmDvvzsR3y7VBD91tNsOK8Uz9n4hsmE2Hgj1kvAN3NHitq4HvOKr2GVCOsAWSbet8iF0wbfmpGssvRJBb4CiKcDtlCL46sBAAF/iMjoOqpQNjHLZLwNpHsh1zWNiPhHgLhLX3KWKAnBMwULFItgNeQD8uQuD2x87bwAp9KqsBjUSllqvghmJ5+Ooh+Ms8X0SQeJ2nsu68YA6e8LCItjcyvxdHtEtTItrj+BOcVCnr2Vb436cJWjbNZnfqwQzuydrzJmEPo7BbNewcxbVdPmAJ0adze1a+8alMfknHjH+rfq5c/EKK5u9So7cyGkh10dKm9Ea664soRE+kNc7kJGaPVGjqUQgH+OZY/+S6lIz1Xu9SPY5kqQnCsyx9i6bkXcwjM7OTNYVLSBl15FmhWXxJEXxBKywIqpeEKKKtUcgkYpGr90RqktxqCbEjsBKNpdP0pOhsyEl/jNDbCWZkZti0wop0daKnn2OSHEm8KqVrcrKBDuf/FHi2uBtaZ6AD3mLZnvUdt5fqS0OlMoeSROSs8/vqOLrUt6+FCu0J0wSzSbEjNITykM0qLUF77NzDMBIw4bcYTKCfY9raU8kGTFZUJqPcRZnkeoJyzfA6+4++fRuadtnfhYX7uBcb47aQc4OenWQqQMjEpKHWyLbLvM51qb1zwpcpINsA9s6Y3jrPRGydB1KdzZq5mIbr/ENcf8qkgu98f1WhYbi6y4Ao14dFYNzqVYw34eDsX5xOerVObqB7+Bt2HYztuTAVg1wIcyYRU+x7Zwxrps/1YkjQRgJGcWejCAqfJ7dc98Fo+rFQcUU+8vFXvlIWfg0hN0lrtnC/4FOmqAnF3zHvTJNXVbr0qenV6Rs+8N78In8/E76o6P3N/Zx6ODpSorG1NbvypL3PzHYqqiz74eeHG8gu+1KNtJQMOeNhPakVjC4e7+GLrXU9xT3k/sebojVzZfOtnNQtikq4mtR8O/D7avL0a4g4pV/fVzEvOeYGFHI7ZLAOBvbmJxoYbgNt5DA6Zhcin00edLTmu9bKntELn1DvG+K0Nj7+HRfoy7uh/bKQBl8PWtzKdgqWBUSCeEWS2dSevL5Ju5zSA6f0/A1uu78WdiDA8d5cSPYYr3La08AtYTogverqEgqUAa6/JuwIjJj0rwvGdkTyuY2BFOsujyQ24bmCdyfISx5VQBYeoGv2Q74p1jPxJoOQpz2+T7GeFbvYyQp5ptg1SuJxc4+hskTUt1G9uqerel492M07Kgq2OLse2nb8zKi8sL6fApbIAPkTJd38goITxg7uN6pZUavMHRyGmyVtLL6bebR14mFryRnLC2YREeFpt4jRQXa3udw7zWGJzy8ysCgHWJcHKz3vjsXm+2kq3i+mmJ95vCfDmBnNAB+STsuDaQj6yVdMmkFnkCEJOEDR3NyX8k5qnwjruq2Vnq1lDPsRO68sC6IR963yhtei0QVlGS/H6KCPmSvfC793Gbqx//xJMQH8Wa5/L3Psb4pCFxYOT9zcR8Fxq///jPnCND8cgl9k7veoD/wFe+9tu2FsaFaLERPQHBx5MUut/ijEz7/1S9Nfvye/vr1n99/i7z/BvnYaT58fPRrL6DA9uunnOtDx/tj8Glz8eNHgvrVyvIC5n9vrGcl7w6Ucub1WrldhO/yiXf5LbRGWk9UeWQdHsj3lSF58zZLxnBovHgzYqXQ9jvIT8jd1+TTS6Z3f420G4S/R2wlv50wLbRfFtZ7ZV1v0KK85Ht284GjzZzthDVfSHpzRL84sD7dcPrDHfblgH6eWDOsRWGA+aaRmpK0YC2xNq/KIH1OIsN88AZ50kiDML7Yk28zh+/2LE8D+bsj00NjvgO9AWlCOa+MaoytMt8Zy5evqKfE/KaxIhxsZFeV28cz2ZRxWFxCaHA3sC6wVJgnN8av5yMTgn2V4XWmLhlrhXVJ1DVxfLrh6fsdMrn+5Qtb+KJ9TyuF+fXEIjue8j1LLiynkVwHdm/vIJ9Yv1ogL2gY0KF6QNaGE5aOzNMjLT3w8t2em9PIjj2jfMG73R94unlHWd6RHr5luH3B/v419VyYZ6XeVJaXZ3Ka2acjMmf45jPQQjssoRX/4WM3/N6ZUnWHtoH5JDRTpv3vSeUUcsFfQf1XpPollv4ftPyf0OEBmx7RvEfSn4EJhYlVJmqeyHbD0F6DLGg6YmRafYUMK8PNP5JMKacvMB2p1QGp1r4BPTGcHynHlfUueLj5SC2NIo3E5Ezy/ETNA4/ZmNItN/XPkHAfqx2Y298y6j3jeg+WWNM7KAkdPQu+nBZMK9puoU1o+g6VB0p9QVp2tLJz8styhPxPpPI3lOElkg+kXFkyHIdEtZFF70FusfOvSDoh8ysomXQ7gLgsgbUTyBHkSGsLsg6M+mdk7rDdLa0M5PMLyvIFOT2hHKiMNHuNLGBPb2n2mnX3S5K+xfSMtUJZ97SsLOOJoVWG9ZEyDAz7X6EinJ7eoO2JsfwnUnlE2z20Pap/Dfolcvw9lp9Ybz5Dd69Jx4ZUpa4L5+XITs+M6R2UE22ycARvaItwejDKODGMvyXZgj1874DRpx4mWIsGxVcBTECICNWDJxHa1iDYpSW8HDb6QlgArTLiCYCKkbzawFKUBydn/dHQcOhEXUtSbAVZQAZnBGtn+EoE5xPSm7x2x0cX0LwlNqQ3Jkw1gtYeZEaTMPEmnkmcRaMpAGdz9ibpxq+/y4LYGdoMOiNtBi1om5wJoupMlAgevemzz37bWDsN1WPchze+E3PQaQs/bcGsOgApDTQcwJRCMmOBNvt1pxxObeyT6kwgzVP45y6FYdH4uevRO+5guEdXIn70IMZlz0PDF6WDbv5MCsKAJ4ccpDOZ3Oko4dguw3v+wKfMufBrwiRacTbOxjbrJblMIL2EO64tuXSQsTqr3zwxk9Lap3N8RSQEUrCd9IT3tejoT9zjJk8T8y3OISHX4Ox9f6Ziro9LsPSkedDjDClibYizX0WQcgw/rbPa12Ar9qReC5B+pZEoARKnzuYKoEStIRJJCF0jDvPqohYyMkmiX047OjCXlljJXgauEeRIUmfoNk9CNMuYORvXAY+FLM2ZuuYashpARooyfI3GfRc/uTfP81HNwU5r1rs8uARXkoxaQjjTQYAcQarJ4CBBn6f4vJIAczxOvAavfmJ6qYMbXnUZASQWj93nvEMlW50MGyPRigfv0TjPwY4AEwy8h0cAkJFcFSR6azRnd2N01mafu67R35uWBph3xVKSFBUPvVoDjYC2ZUHFBwABAABJREFUz0eh94jpJfAWTH+J6xc6eBiBQSRPtp4uXS6ly76YS+N4kqHrivv1uA1uXv5vBjb7d29JwQAD+1hEHCA92RIPrTMwRaLCIeVgycX7++PcZJdaAB+XFy2ah170q1e3/5HsvSzaDoFFlUoAlvTKMwimooNV/hWRWMoLnQnpIEu5MKU/uRqiB9JEE2Ujr75/6eKAkYzetD61RrJzAHUhn5KVpBNW77GUaGGbmuTYU11DOQ2+V1vzAF3bgmkjZ41QNwdWZ5ttNhMkDVjZYbm5Hjle3UVKMGQnEsziud1R4lzVqxiqIGr0RpruEyRE9xgjqjmq0RbgGGtDXQZdBZ2gCk4usAU0kWpIyE0LVhM2K6SGZAfwVz2BhJSeCbKsvu8WRUVpazRcHbInTmygkbySrK2I3ILcQvJrdS3xmCPW42j8OnX2vRSvmMvi4GOVjJqgzW134hxgR3MMRV5h6QbsW8xcdtbXuDeAtywuI6Yr1IcwNa+61XGGqjomkbf191NTLADoXtEQ0pSEz4L1XlOdCS944s0rWWVLoIat63JOsXLcrMc+SLyPLtkS8m+EzM+GcQz+HrkCTC+ad/TKT+P9ykffGz0p699BjIWFpJEDZUYXK/KEWk+s9qoX3ZKHm924AugvNsaTkrLJu1R6AsHJNdf4kMS1x/X75hkXfqn+tFgNMFzGHAlyaJcfCV+RntztyQjYKraCjS2xH1z6Z/SkxUBn+bufrZtdulw7+A6qV+dObLr0V0zrq1v8kw7tQ5F9/vmes5J0JBubiCZRRekDWH1vS7KtNX/GY9yCv8eJRBaAOFj2JrVpq1SMxDUuJedyRb1CRraxMULSFEgWFVnNIEMTT/Qlehayz8GIHWQI39znj4hXv2rW8PnWKMiLWAGN2prEpU9BfyZ4IiK7r2ct/KYycdlrQuZJQdn57zmqCpuyaSQKniwWJ0+qVaxltPqenBiRMpPyjIqg4WNIDtKKmtuZOtFJIyaGFPeJfS9JSLrDpCDthEs2LcAK04DkkS6bA0JiRcVtsdgO77dBYJQNix4F5tlqkvZKsZ86wq6lW9zXieqr3q9BgygVa8qrEAxP0AwYR5A5fLjwMxr4ulxAMr1novcmUgfKzcBWf/Y51qZEjNP7ReXq+1PP8Rn0ioyOv7ofUoLRb1zk48KehLSdBCFK0uL3WYOY0XtvBdHMZA95opM6TNYLCcjwNdOa+6E6+fOISmx3yYykkbzUIO2VXpHiMedGaJKIvXp23nri08DOLhPbq9DFE1K9Yol4TpiTykROnoBNEz1u8ecYe07rCaqImVJfQ0v4dhlkH+MXe435WIH3hPGEVe9TFTEiXGzBJ7pt/8eTEB/8gh7dwnMLa++95yoRcG2Uf+67PhUYf+/afL/dLuxyncAHEx72/NqvP9lf874QYXDfu8znv12+y3702ns/23s/vH8f2+/XN/nxJ/3hR/SBAbp+9weG48OHXF/QzzybTw0iPnKoYN/dooeEnh5otbK+881d+JaTnDjnmZSg3QjzK2GdM8t/Hnz9NaVNAndhCPePaBaODyckGbv0G5Ltab/6FrGR1rwsV1657ts8/hNVjqTDF+SHPU/seGRguj2znxZKMYYC6zRx3r9m+c1Cm2b0ZqC+vCdX5fV5IZ0r5XykaEWaO6WDLmgz3jydMMukfEJy5e54RkxZVmXVwjidmO6MphW7T+iUsSGz7Ctvdwf2krhJmTVnRAtFF7Kd0OPI/s09UhLLyztkOGO335ColAUU5fzin1iTcnezp6SB/OZLdNkxnk6UNMM8YDVzflLm8wMvd43bLxttp9RTgx38cAtLFQ5nLzlPdaSQ+UUrXiKf3iFaGb97iSXjtJ8wKezWRmonVJtvDfJLlvw5R91xZOSmGpOeOI6Jc7rltD/A7Z57mXi9FpaknO6fmDIMp4zKDW/KnqKFmxcPWIN0WH+SLXzaC9RMevwSW/eQb5E8UHe/RcYMp0I6Jeb2A4s+wP7Ebrxll2FKA3O+51T22Nwob39AhyPDfSatFTl+h9k7avv/YAyo/TnJEhMVEeWc/ojlhN68RCyx50iqJ2zyigHSDqkDORi5eW6wRsl5fsmUjVy+IbEj717AfIKnN2SbMYVChd0bLO1p8y9hzYxnxeneGbNKK/8ZE2Ucn8hlYdw/kAel6Wc0vaGJ0vLAmr+npn+H2YyukOUzXspvqHXmfH4i1wNP8o9k9hQzRBMajchZJ2iFUfaQGzoeXU5qfiS1Rq1HVhWGtJKnHQt71groK0RfcCrfUW+/xqYTlv4hQCoH1FN6R8qJNA5khDrtURHaw6PLge+cBZXz5yR2WDlj+YxxwNhT2JH5gnRS5PSGep5ptqA3X1Be/xrTE2d9YtEzrZ7I7JmGr4ATN3dfY1lQbmihd26fsk9th4Gc8IRBONrSgx4BxigtxoGDzu5NURIpuPRA7g3PojmWDO5o2WNsQeEQps6Q3UfCoDe1DdBTPKhxRkaJcY6EBuJJDPMmtZIMKOhagnHkQHSyhkmm6Y2DD+AOYfYS2K6nnGoEhFndsbMzujX2U4wZZXaWvC5obbQlAiQJxlbLnpRoM724vjdJNAPqTXiLsf7Dn3UGTPMkipXwnzKuOzyzydMQOqshiSXo5vyauXxW7uCbRSVF2sWOV6++EITFgy2bA1wMwESMTR8arjC7kI4IMpcHdwteHr5ji7h+ht30oyOYvRsQGd+bKEjqbLp+3tXHvyeUxMv93UHupdhCjiRK6wxC8eat9ARBMDjTJvNw1WCPEowu9QA3JJ+SqrNjkyePNgmdWDZmXoK9MdtTMM71CRDq6mBoSjlwIAMNcD715uoGrCQ0QLASvl0Ii0jDTGnV7186Q1tXjEyLoM5kofcRAfHqBgxvRLi4BJO6VJITQS2SlR1gX/Em4A58GELvlZB7s1EJoHeT/onntrGuY84njXnpTWY1mnqLDi5FFUC13x/eJFxWEsFus4pXuniA7aBGD0bW537fhw6NuSwBmEeTP5+mEdhbu9jJuKdLxUunZ/W7DEBhA3UTlqYILP3Zd/WlDiKJ9Pa+cZ7UA7srvzV8YaE6SBBAy0UaoZeZR6KsXQN1FtUV5otTcNsVttSvJl/524b3/ICtkiIaRnoA/yJYcxEMEjY7ktOb/YrEjsj8nlsd4JsM/nHtFRF9kIMxqDnUsOQyPr3JN12yoF9v22Id6Ixec9spFtdWLszt6JnjzaH7f8T5oz68BQcy9dmrl5ibLmnic0S2yOtTN1RBclQVNW+yaC1Y2+qkF28FYtQ1oS1ASmYHA0qG6ox9sUrihBFgSxLy4OQN05A00wAISlRvxH13KUDT7PzzegJZPVGZBh/mMUFqmKwI4mvY1K+ZjEoE+erXX9Pk41Q6f3p1TLM+4k1/X/g8agWzHa2MWBpirsT8UWgmoAnN4j5EMziYyzyJM4bT0W21ZAeLtOIJ5/klZkITB8q0KVYXf2ZpBT07IKgKMqLF0OyyUao9iZ2xBlUXn9YaSU6TyGN57NUWByt1qtvCFjKUF770WiM1w2U/ZvcF7R7kBpMdLumx+rNSwvbdOWszml9L83WoaUBMETtyaWD8sSnW13bI80Wj2S4ltNmuLtFmfe9ym7et+wCcvJFs+POR5DPrsIw7AhZ7tNvLXiERlRhxLVt1yIa9hF281lEneoOhINXXY9xPX4sm9fL+bemlSF6zsXeFTaQyrieSK+KJWffRcB+UABd7dVes1Q7wb41bpbOaQ9u/M/AJ8me3S9ar2SI18qzpdSQbunFM7i9LJN3F+nifw/4NCObgoxBM3n7fsCWluw17Js939UbB7QRwkeTrzWl7srZuI/2MZf7JRySiREDeIRgmLjOn2de9WvWqjy6RZxPJdi5xZr1yz+1MbxDs2FhBufV1yICQkRZVIHbEqIiuLn+DhB30Z7ZVeIY/JckrGNhkl8JfFxBZEBKphQ/KEuPs/pSYxxIbU75PxZCq7dPbC7RXlwM1T2SYqCccCw4OW/NJWJsnCweXDDINW1vPvq2uPdnt604NrjdXTb6PqdbNNwTB0hkpJzBBTdy+9z077fzva9hqcWkbl9tLkAK0j6QfkawRDUlDMSQp1skpNnnCHPOKOyvAHUImhZycJ5cypEjkd9lECWlD3f2872aRaLNj7AG2+RwOXrPtbxeHKxIU4XeicV+6sDVtFwuTZR7vkZG6jzkwhq0M29MlcaOCp/dEEzMk9l4EjxU0pI0c6KNjsj1BulV15vDdLEhVFn9ve4RIkBthi/zz3vz9jKmCFiefWLd/De+WOIBMW0xAyCL5nI39IC14E2f/T3T1CaxxLQ3fj9IxvnvwfZKCSUK0It23Mo/LPRaMqo1nDbjjPUHC8YS8svX1kkhsaIxH9E/psUaPBGnZK/1T2/xAj/crcPJzEj1RNG9rwjfnTsKM7/iZ479OTwgDrnWMfjTv+2t85BqvjfzHFs31B+3qT9Y92sv77L3X37+GD33/ey9vGs2+E9Od6usr/PHZ7AM//Sl/udyDvf+On7r8nzz7+079+/f6/kmvz/T+az/1fH7i+FO1EFXQ72/QsWxJiOVJqHOh3nxHmb4hc0/ON7SdsCKs32WWPxbmpJxLptzBtFM3yPsnmhrHx0KWPcPwa5gK/OJ7ILF8vUNrhpcNGxrL+I8ob9mfBvLDwBt2nMh8tUvcDcJYlJKhjjcs+1vqzXforx6oeseit9wclZfnAeYT7d0DhYqMzloZbGFpxg9PZ5ol9uXMUCo35xMmyrIKS2u8nA5MtwvzeENtI5oGTArzuPA0HGglIWNirRMst2Q9U+wN6XhD+ocb1vvC41e3pJsGrx6QVhn+cE8zZf7yj6y7ha/u/5x9mjidv0L1BcP57xjbgTTvkLVg5wM6z+zHlXLbmK1xmhvsR96+2HGqwrsxM62FF4eBm5b5ohVUK4f0CCvsfniBlsLp1R4GmN4dGHRFa0NNWMuXMBTe6srJlKUau3pmsUTNt5ynPadxx24ZeXUeOOcT+e5AXQu7054nGfnjcM9YVqa7d8hSkbfVdac+cpx3Amuh1M9huYP9BHmk7f4GxpeUx39ADm9Z9AcaT6Tdmd1ww1QyY5o45ztOZULWM+O7d9iLRvkiI2uF9j1av6HW/w3TXehI7kjRnGiW79Fk5D0kGdnZkVzPnMcjNc+QXkJtFJtBVlJt2FE98J1eMNkDt/Y9LX1JnW6RtZJPJ7IujgeUity9dVh2/gVimdT+iFBhTGiClv8ByoE87RhKZtp9TxmO1LPS6pecRal5oKU3aP73UG+xese+vOZe/oZVZ/LpHc3+gaP8W5Ls2OuNM4CrNzDT9f/H3J8tW5It63nY5z5GxOzWyq6qdo9z0BwQgGSU0YwXNKOZTE+gF9BT6krvAFGiKAGiBAIgcJrd1K6qrMzVzCYihrsu3EfMmVlZ3Tk0mqJs1co1m4jR+vDm99/foFa4E6Howrx5wocLdX5C28JlacySiKphy8Qdl2VL9V9T/Bdc6r/jafyWoZ7YyO8x2WHyEpWFIg+gI2V4jbjSxh3WFpbHp6AgeF3RqpT2OhAjwx8wJlyOGEdk2VLaG/T8hM7vmS7PXOxE3X9BffMr7OlPXB7+zGyXCEIUZRi+oOo3bOWJWQrvONC8rCbfT78c5wIShRHFCPQFA4GiBZcF0wUxRU3SLgrDpjvHybRdbEJkCNQlDZbHeIanoSYHgg9ym8bb1Qi+GlsdgZcp/tJRE4BHkDMKvRIo6rkmQrQj1IJP3+yzMHa4pGI5p/EY9SZoaYh21Ild0oGZQQi/4D5hGI2GL4ZNHo7pjtRrgTLxFqnTJsGH36NBvuxiQjQVp27LajiHxe5wS/oVD4VRJJHA6TwQAlEjmoqg5f2TCqZ0dJCFYuvs84x7pCMnxRwpc2ZRBK+13OolclUw12esTgbP5IQoAusClqqbrPQvP/HqvKnIFZW6Zrt0upjsJ57GYfKH60ikwQviQYXgAupCyUwUc8s5CEdlIPw7sjKcbUI4bIMWaATJGg16E4RojlqjlTBkxUH7eCVSrzuVO9+/pANE2nM4yzwQunWT4O8lEGmxDrqjIozECACUQD1LV/PCoGhuLG1BpCa9UkOa5TRZmixTOjqSK9diHr2ccFnib1NEE8Hf0V0SAQRhIWgMerYTkamUxk4YglG4uptZXZcLtTaNIIyeUl4sMj6MORxB3qe15VjHuhMxis4hf1oi/5gIhOoh90EaV+nI+KErnB2ShnIGIOhfCwOwO4scMsug96cj2mJ+r869NOjMcsy2aQcvBLqzO0Cud4lARDrmkk6gBzM6ZUXsn16cz2OhlEQuSzjPpDv8rGeC9QbGvb0ksm2ZMe+o4W4YylVt7kVSNQqsrwVpCTqscJrcOHNc6BxWV/7wWLMuPdicbetp2ZnJpnok6s4kHcxKjdTv0p0HjU5L5ZnVI+kI8F5dMw3Mjpp1veTqSwS2RaAuvNWJuM7HoX2/WfTXNAKHKYIkgxWSqF33JT+bhq/8OI/1egkRYBWNgFGLII8vTqcEdDV8MGiFxZSoW9SpFwralOJBD6c85GjHfJUaBnxbIhBhLRs2pEOv08YkN7YnXYzbCWeGulDKArXgo2YQ64I0RebueCuYeMy3K9JivJrG+h2qx/hM58i4WgJdimyj4PEyQFOMEdOKsgSSWcDdMCuYKarpUG3gx45mDme8n4N6SrdbHGeZJ9ygzXvcCzbsoiZDuySPdeoIdozxLHtEI+PDxwvMF1jy/ChbXBrNFsSVmtkYEV/O7ElTbIq942Pw3cdaK1AOQEWXhpoRWcYXrA0g9wg7kC3eSdlbD0JUxPaEg3DJuF4EKl0H3Oeo7fUjSOE1W8l75l/oNsomnFl0ZPdNMGJd/+H87QGEcN5fMwJkddqkrMuMNdxv9n+iV+UahO4BiBXFv4qKdMRGQ3ND1pRr3WnUNyqsuhvpBERSF9VsL0DoMN3yd4bVURZO+B4MCZkTJ1UGFfKJiOBre/pzwRjj3j3LYs04K1f/hwcq272HIHKfrZRV/Rn5Deln5I0cyuDRSr3UZbzneXN7vGUA3fsYq1/3eH4XSPCQJTI7e+olzuqVr325md9OT/UzfSGa1FXyDQGkiRFuWkG2sAQdm6cTVTggfo/5Bfdn+nqLzMF0OQoRnPJNl/7gSk0aGdOgaoVwpgpD6Dm+ITJ4G1dQiYV9UVLeUhKAkueJTIhVtGWBZs0sSRfCHblPdTjaZznn2usv5AEfuSwRFAj6qKQV7YlDzWCJ7FmWtHFqZDozZZuWAMqsTI49CGENFw+GCrJenkBrQb+nIsF8KxPUdFK7YRqBRJcKugtQ2Zw0r/UxV8sxznr9PMan9f3ZUe9ZG2MA1DGrGAXxEdqAypRgmwp+AC+ZbXIGe8Z1JHTqPK97nSGAtv0x1Y1O+el+DhlQAwTlMoWeteoS9Sb7KYOEGrREIkNs6SwOjWpSEFqqg54BpW3Msy65dk4hC3Wi0y5Fhiixr7pJkpRdkXW2CXtK5i5GgKiVJN6iXlypUPZEwOwahIi6QPuQVZr6foLTxKLmQ9igDWzEvcT5lNmiQQV8jzPGeeBhA6zBL5ewSeQcmYLWZVSccUF/GZRO8Z2n2Gc6ghRM73DZhF3QplWHCTu+MyH07K4bAIlHQBK6/py2BhABjNi77hKATO0ZZCEMBIW5IkvByhxqoqbso9etIvRhT1u+H+Ka5xmSa/p/tSDE93nEf2jFp+D5wTb+yPc/2Qz57lvywQc+fvGnPUKcni55vU8YlJ2e4dMIWP/g1099qyPqru9/olPf4W3qn/8Z4+Yf/f6h1Oc1r/KmDd9z25/wxk++DOdRH1FVTrZlaQPl8sB4vnAp9xypbNqB4bQJFnV5RjcXyquJTTmj9UipG8bLC0ozyrxnQ+EzPbDIyHPy/A1P78IM0NcwVCa9YCzMU8WXAzoUxoOzsyj0Znt4PhSWz5VNNWyj1AfBfaTZPeOpcPf4GBQxyxlTp73ehvNqjqJBFz0w02D3gBDc5osrT/ULihfOX79jeXjm/XFLne4o8xFtD/hugG3yYsshHMUYXiteKrVtueMFDFt4tUM3znT6BuyJr2VBraGLsUhlnv5JlPzSHU0qm6ev4fkd3o5MNXyFhvJYX3AqwmE7sd9M2IPDe8emgj8VkIGN7ChTYXk8c1Z4uzGoxvJioQD7e6HozN32iVkaX/GM0fhct2ykUupAGUaGUWiyUPZzFIUenigcuXs2Xrx/xau2YbtsEZkwnZijZg9bZu7bO2RoXHYXtDrD64L8kG0hu1BANm8ReaYO91C22Pk9Pjtmf4LyDWy2aHnFZveScQTzr7lcvsHbLiiPZjjpCXWhngVZLkj7GuyE6Rvc7/Dpc2TZMDOEUno5Qq4npWHbbRR3tTvK4rRJMW+gZ1QbTXb4ZkPZjdSDwnKmzQuUE0W+RTC0/pLqF7b6CEVpw0DDoX2Fu3DRP6NujJfPGVDksMfqiWoLdTLa9g3GzKwTrf4ZmQc27ddMl4F5nqGeoDg6vUXPf0KWCeZnwvT9K8QGkFeYL7TTBRix9qtA9Mm/x/zE9LDFdU+ZD4gP2OGEDY7bK7ADyDPKA9peUOzMtgha9/Hs4RuqFsblG5rDZXQGjLunQOnOh2fMJqbpW1CllF+jsoXpJbQ98+aOpoYvd+DGtHliKU+UpAWS/cBmq7hW/NnQeU/V3yDjA20XytZF/4RNE7W9og0DevcSb0JrL9Z00Z90Cek80kDPiGZ9g0wNT+7JKEgZDtOOWBBaKIt0x/eC1DCULQ0CEi0hhDEpMiNMiTjUKIgtILNEsTX3REZoWCckVYwP6VQETzqHQEwJHflh6UzsaJ41FbbbuS0yPbxEEW9PRAxekCV4TtUtfeNBd+hWYx1lQTDzOdFaESBwm3GWcPTimU1C1roglHC688BxzghLovu7YnxTcFoihbUX8l45ZcVxv1yxFRBGCCS/OfSaFxS/nsHSFfSrc9V7bYjOW786GXqWigaNhKebXDSV55a1FTyU5Y7q/lmpN44mKg0vGEoCvbgWZ+vO+Rpy0Suh7HekIrmmjELUY2ipdrmEa6DICMSaANbi0SJhSGoq6UZkwIVS21GLSW0kgViTJRxK3jmWCUM/5rKtyFFrHXmeqNo0YL15+H88Ai09K64jETvapxdB1JW7P76jQJHuSEonaY65sqxGeyD0u7MmEXNroIdkgZIVPEaO+RXxnWhkwkEpGvUA3JNTOOVKp62SLOprms5t3yAugcjGaen88CyUF+s9jUtLJxNECrlFYMg6vZCMBCq7ZT/TAbRS8nz/tTpb9JT9ugmOZLq8cDVgpcsqnHCQlXR03KD1e10FJT7rp/ibQEr3jIXIHCPXsOWaFTpVx1osEQ8jdy242vf5lVbpap/0z0RGikgv0p37zkuMe69l09FmPZqVLfPuUM/+B6q237OHlgKdv8oPu0XLhjOH1dCFlb4oZUqgKW/19GumUHeIRoCjy6cMwogSBTuvY7KaUpkxtaIEva+njo5OAeJZS+Y2CyIpSMKsyH0pmbWUWSSRLZMOyPyea6ee+bmHaSIAc258eKbJFGMgglRFWuQ5UTq11g5ZzujzM+5Ok21kBumSbdtGEPnxKZZ1vc6/I9DOgbiXQBCbxrnimX2hbAlnkUJbsGXBJmAeYHoVwAE7rxkWWKPMQdVQEsG5jlfOeytjok5TFpWsc1MiWC6iSIsAcHPBlyULagbtlGNYMwIBnShJP6YDeIr1bEsE/DWC9FFT3mFOSgg1GDxjS0IvrKk0lBkWo5jhreLtRQQKW9Du+RiO96Vprkli/5QLqGJDX/8ZOFxR/gm20AvhbMr1VzpN0BCOsKQ7WoPaUmL/uSJzSXkc61w9s0h185FN/akV1vdiBJ0kC8jHNmn0vRxt6Z/NNC0NXae7XYJaDtaswjXw3xHB/ZCI130tYtv399UPAb3pXUaQekKee6tvoANFUueU22yEfr9E6UvKEgk5GvewlAXJei7dwRXfN656TC4q+jmzZqOvY1xuPgOSweBV5vRMAkgfS1nHZD0bXCIg650mMueg17aQfq8AfXX6zi43r2dHp4DJ8bE4wa/jkufPGsnv50qObVLHXAMbvV9G0GTlfDrRRs8g80/xQ91cwhQjKjuCFiV1Tw3wSJyXIyudqgtrTQgRlBH17ToWTiNqrRRodwhX/SUKH5NjXlnrXWQ9CsvMScnzoSuSnaqHnEfBYIgAlZvhZjSzHPtwmFNSF15Cn9ca61xbB8cEpRtV8nuRgaUahZmbnFluOOtjfjchH22JNnXeJenAolj7reaatKeY75690fWsBr1mZAQYAzgT+2fb/c1ogzZ5OuDPsTc6TZvu4tm1Z6Q8Ebz7qedogjLco68tQQ9lQLQEJZ/PIOegELISNpkZAWpqIeusnwmeGa8ebUVg+HF3b597umPaerBsZN1QIqAzkf2b450ZdvFTidppCT4rDVFN3dERntP2WVI/G8Pm0aRJs6g5EJmVLVUpodPWdZVACGqkAJVURFPGdxlpMd8uXV+KfqVZDThm5+hPFkSXrifmE9w9ABF+Xr8jbGK/SDjho8B7u64xvcq+uE9mUej22jaBnhlnSf+1AgPNMw7cgYVKZHBkFj0QoBiBJZ+5BnQ923+MvWxD6HrabagNAcbotFRJt9XlYQ+2lqw9caMfBjDiajus/egZ3Rl08F5o3E8/ut5idP6XvHq0/vYg/+BM7wfmjSXvvv7zu5/LG3wKOf/J73Fz8HPz/kf3u/2if8/9P3n5NalCrvdd4wVrk27+WJWF20feHj7+nfev4+ffae4nXrj53E34wT/+zne/8snr+16Xm98fPCQNLb/pxyead/3uzzt0AQzjoTxgBZp/gS9b7i+N8SQ8ljc8c2B/2rCzkcv+LfP+LbttY68LtZ7ZDI/opJTnDdpApzvGsuHl5jOeVfizLCx2Ynz4hiLO/TggOjKVmUUa7VJBDpRB2dwZh3lhMGXeC0/3A6007AVgQn0v+LLB5pds3jUOf3pA6oTujywvRubfvEbagLydMJTLeM9SL/iLP4PMtG9e4NOOJ/sltB3ty3fY8szRXuN+z4vlkV37Fn+zQWpF/CWiLzjLxIULm1rZjwPDrNxT8HHD8tkO5cR0/IrL5chXS/Bab5aG65bp8hfQBhZ7YPGJu6c/U58nTpcdUxk47YV5FB6Hl5zqAb07sdmfsSeB94qZ4c2QsbDdD/jUmB/OLJuF85sTshfqqw3bKqgYVRrF33FuE/9enjnjvCi/ZqeVMg6UYcPQwEUpL4/IbkLPf4bLW+6efsH9u1/ySpSdFrQ8YcOFYkJbHFh4yZHJnGd3Si3s34w/yPfqHELJ3XwDKgxlQmRPO3+L+cLFfk+rXyL7f46Or9nuduzHDU9nOF6e8GnPRu9Z5sZRHxlNGU4FaQ+w/AfwAZMvcH+JX34BPjKfFJEJrw+IXFAzVAzb7kAKYi8py4if/0RbHmDzjNQTixba7o7NfkTvNvjTe+xpQYcjRb9BuEfqrygyMdYtSzWOo9PMcfkSxLjo1xQbePn8ryi8xO5/wzLMDOdvGNqZySRY3/V/oNW/Y8svGZdf4vbEYk9waLC9IE87ytvfo7pAPaOypZR/EUg2EcxPtOM7nBHktyAL8/CvEd5xefhnuN0zlhFVxV5O2K7h02t8/gKR/4DoO7S9Qu3MVoTdcGCuT1yGr6jWGJeFs2w5j6/Q2Tk8znhdeH71wMyJ6emPOANj/S3Ft/hlhEWY6x2LVMryFrEjl/tH/PCWMm/RZWBfR7a1Mp8HpufGwIGN3sPmK+YXR9wbF/sjZiND+wwfR+T+BWIbZH4ZqYw/69JQaMsB9wGzI+Zz+LDEgwrBKvgEPodj1Hvq+YyzAbkPo6IkMn512iVqRe8BR+xrxOeVgcM1aNGKD0gbaZ6KaymBCs6ic2I1nCoCgZYbg/tdDJUpDLaOqLdu9FsHxMX3WiPSUi9QBNMohE17gdtI0QnXmWZBlYErYkH70CyMAmNJRZswdDxQM1Yb7o5ZUKKsTi8lDNUVeXehc5E6rOnG3VHmicoPhythZGoght0v4XhL9PqKrDYPo9c6b3COIelU6tQ/ef65dKqtRM0ncnblBBUNHltPo1eC1kM8UuKvKElJg+vnXSLBp90kkLp9ZKJ/nRaqG+aJsunO/V4AV8O4FDmBKy0L5pEGo3pJdTgcXqvzvm6AQBuTa1jEIzAvJR3rjaCuSUS6XWIMCgTfeg9WHHMMKu5Jj4KsaDnxC4J1HZnCiHa0qnkGLwoul8wwWeK3j6iXcIF4mOWShrW1joCV3Lmx9i1RrCYlR69z+adRUDxiCwIqGpkgQqRau+GSqK4OES8GNdBn1iwclHk/sSzY7ZEV00o4GMT3kaGS6ffOJWSEjWHYlecIQnhQ63SaHcczg8WDX1gKqttcs2mwW8/yyGyAH1xgc8qWKW3W1BOXNFR7XQPpyK5eY+BMIC7DaUunpPGWzrN0cpD7Hk8jSogifhpnDXB12I50qg3X3IvSU+1THvWMFB1ZEbN0wy4dCasdEsGmsHElZWNHJvfMtHQq5n2uqnPf3xmk5cK1EHhH46VHw4jfPc1eSrRDsuh91h26OsAC4Ubyeq/xk0S2eWaMXIu6prNEFug0YNLXa6bli+c66T1I698STdedjWnViyYyrjte0im4Uql1yaKWNThKoPddY/97Q+USoqYM4QSyy4f25I9cng4oScoYH57w+oTWipYC8wgtg0Cl4rbBZUtZLpTpiVZgHu8oMlNkAQaqDFEg/PER1NC7oEtoHHJdZ0CsvAxUfb2EA6oRiEfbhwyxC/gFnxuNhkyvYHoNPCIcY1q9INbQeUJUKZsh91DK/azPYeUVMKDnpCSREmdqCUeKotCGNbjtzTBzZGPoGPVtfGmYbGlSQ6+wpwBheBSJNQ+aoyavYr2mc0WWAHuIWtZxF0wlE2GMYgEO0MXQZjQOGHcYZ5o/I7Uh2xmzis89uBvtljLhaCQdeQSMENBiad9eYhHpMdaXjBgFyi7AOzN5/mtm4Q3AePU6GOic8nUMGSEt7ynbH/UFdKT8GhAgAxdyYaX4oGeBlQRHLKkO9LN0oBcTDZqlgWuthoU42xV6cIibbEeHK/UFH/3uvbwGdV2IIMQKbFlS3qUcS+e7r9/pMm7IZ6Xc6M/oSH8JtLh4S0hApzfs/U/ddQ3UZtvyd68ZFTu7y9v55jMSjj5i0kIe3ejVzvqsyB5LRzMtxtcGOm2Sr/U3ZpBLyEwfQ3ZncLLXs/Be++kmeB0uHLu2zfvZkPrbOo5OD0pERkzqiNLWcQ2kcjr6fk58tXeac97pJciINctaDgvoksGXGpRMHbkuQRMjooiPKHsCdX7EubDIE9iI+J6efRK2QwZspAfCI8vNifPL9IyzoC0ASj3ZOuofdDS4oaWhw5wBTMMsA6CqlBo6j8gO3PHLE7hFsBihtPitRcMeKRJ+2jbh7YxKoZQNQWv3CJI6kPcsznNmYYWsousMNxmGyyDgCzo/gs94FgR2y3VsCSjxE/iE6SE+o+mIzloRbZ6RUxT3VgugHmMLEJEcQGakPoQ+szwCFZX7WEs6rZgivKBL0sTWASkFbZdwQMsZ0RNmh8hs4Iz4maCHjSCEpEPdM4PDk8JLhjEDpN9/Gb7ubyQCyCRIIAKsgEaGL3LK7AoH18xK3+ZPUHghhpQFMkAPIDyFvLOwI9d7a+5v0+t+oyGaADOSzqhJUB2VOYLRkvfQckO7lH3ojn5rcb50n2UHUugxxWYCSJK2MzBssupTkvX+8F30T8aUmXOc6VmbI4qhB/DMNf2yXiOoqzsg6AMFC3sYwWu3B/exj5ek6+WcYJH7tPFn4BRZMT4EvqM1KILX1K/E88w5p161j/aXc6zpHpTXzIqipa28JQIRmX1XWuhobaFThroO0CyyRDT343qWVERGrhnIC87p5uz4/usfGIS48Uiva/t7ggP9vQ8//OHL621vX/j4sP2hZ3zivp981Bpfzxd/LBDRF/XNfRzkth3ZZJebMemfuXn/O3/8kH7tH7/d7+XffU1+6Faf6NsaOPiRr3z8ke985ScEOG71o7/HJQbb9wbVOdcn7P5Cfdgy6I6Djqg6lShmuJuN3WPE7Ytb6FIvBJ0WtD6mg+JF9N3eh/6zBB/7ZJ8Hin0+oCrI4chQZl6cKtWEw8kY5gtSDR8d0T1qW7bPJ+7eTSz7E8thCgewn2DXmF9PyNAo+4WlFuZvAYNlViiw3ZyxsjDOW6yNzI87fBqo5RHRE+O94Gw52czsR5pvmP01tluwzYK1CAbUCrUK2zJzNz6jbjx8tiDvQL+amapy+uwLmpwZrKKlcfgsqE3Oj880U5bNibMsaDHKzlnKhSYzm/PI9iRMLxam4UxJ/n/YsrzaYyiLKMNobHZn/OjYbDQ1LpPFWD45yyjM+3DMtUVZ5sLdacs4O9PLxuPmTHvxhG5m9l/es5lewCkWj013tMVpFKb6zFNpSG1czHiefs0sA+e6i2JS845BGi+fz3hxTuOU0eJPXzb9KqLPGgW82nEHbaTtDli9A36JykAZB3Q84aLMi+C+pcgX6Dzi0zPChGxL0P2dQ8mUxXHfUeUvMTvQiLTSZdnkWhxAF5ofw22keyiVrTgFpRTH2UPZJSjygOoOaYKfFLUZ3TxgpTBrRUoJikIkiisW4VwDUaQI0pTh6Y6yFHz4mibP4TxdnKX+Huo7htOW8Vw58zmzv6YuR0p9An2klSeqHhime3T+itm+ZJEtTV5Q9J5xiDTUhTASZVTUoF6+Ql0R/gLkl9TdBsRp05e4T0i7UJtRa6Vuv2WyBvYZMkAZ3iHDE1JOmG8o029iTRWhurN3Z7Qdrd3hGmmUIgc2uzfghTKFonSqkY20+EBr4chSZsryEj1v0bkhi9MYOTOGo1C/xZhYuIAZ28sLmkeGb50NZ8KbJehXo1h5+TmBViGM5EIgjSIdvpssV6MyjaWk/ghbIdH6pLM2jYT0TMbdtSND2lVZ7E5ll6Ct0EA2eUlUomS7rFzb2BEvMmcRUVKRK5jvUqh1PuFIw1VJxScN0eBMd8SC3qKjK2lR8NLsgsuE+RgKdaRgETleyZfpacB6DUSlpbK8hEIkrfNaZn/XwmSaKCOiTcmH6+bh+NYlxyjHxXstCw1j1slMB8VWYzgNcbWYENnEOMaNw7GSh16wIPX51KuOvT5P6GiTbgTI2r8WsoVAsiESc+WS9/k5640P5l/ME9TnmGadi1Q8PDNtBA8GJ24pKHvfupKpuf6Sh16uzg33XhDYMYKv2Fa0ZrL/piPTc0xCmU40nYZDRwiOYk0+6wwjJdNOrIkw6NKhkOkDkqg8lxKZGT4HOoqkfOhFGdXDiMvaE91dsjqJE3ksBK+tw9rP/gzzJddKn+BufMUcdQqnHgigG1eJqgyd3a9j6ESAqiNDhXU/qcRZ6n4NDHivrZB7RDoNjwjIQjjLRtYi3h0xLjkbnX4iqdkk94wkIr+XUP3BKwuohgMLrlHIXjQvg3Pknrs1DBHoRYlznFiRXuk0xAPJlQY7mYHyoT2S6OM1cHhBiFo1IrqizbofqwcYogB6jrnJ+tgYo6QhWfm6uvl0GxDIL6yOM2GlWZH8DCXkW6dsWfdId8gSVEIkig+PZ6yOsFx3ayC6O7Z6wEFCJuKJlMyz4yZ4GkGecDTSjB5w6W1Oj3j2PcdWyzpV67rh1jEX1BP5RsrBkP/hhI0MCCHGNijgcixL3iPb4tY5w7MQ+U++Ej045lqQEWlp/Jsg04DMQzqp08k4HFOWvkaKUvU5YsnlRfRjiWxc2UQQyXWIddTXRcpGkXCuuAy4FtQaIhOSQa/ghI6xLC32lw/PuUZjuUcgC3oND5/OeTYHkluSUkVWjvy+7C/BG60dTT7lObnknllCbrlf11fLbM/ia3xDxFlKLgHLGbAJvGeveQTC/aYmlc1Rt8Yrzp6eCwGFkvU5xEAyoC8m6BQOWVvrC+Q5nbJMSug2uq6nTa7BoG60IeSFIXmGT+HUybo/vtbX0UAuk7JvzQI0vMW9pFqsx7b8qGi7cv/1sQ8B0mmaJHWODgf8joktvso2SYd8p0C5ohlvHGmEU2mdaEldDK4ZTnQu8n5OpYM86Qnhys1/9Vl0XSrX7irket/a9XM4cFnlyNoll6set+oC4Yn2Lsu4nlc3Sg9XtDFcgxD9J/olqz7W+57vr/fpwJcuF7us1X4cxnrNMzbu08+Y26BPb3/PusnzSXo7ehbKbVuvsvjKlCU3Y5p0Mh/0y7JnenOu/bxLVtBJZIyuwSBq7p3lBs1t4BO0JW0SCawLQtCo5l6TPm+hd173Tc+SiR/1GmOt0XaxdP5KhZrnlTnYgvqyjqG4IHPPSggaHIoldWIewhlUZwjhY4Oh6ggjRQoqkYkTuAUH3eF1RH2DeqG0Ebc9njX0QphecJlX9VjdA0TT4owM2qUGJajE3OO8CrrPRs8KkQy4GztMxgB1eMVr2i8W9D0gyLAJWWQXEAmqJBNa5+C3Tez7RqwtzSzEriNl9oqoZEBpyq2aQA1Le9HBywVvLT+XOnO5KRRcUv9dJtDIblrp5L5vfXV9bK0xECCBNWtH5tStSiD7ZUfQtCa4wXv9g8xykJTPUsOJbWGjBX3ZJfQtTrG/rAchexuDRvSqpOW/ugrT6zQkMCnqnmX2xbpPSXk7sdrGnvJMMqDW5WbK3tD/ehbCDqhZ7yn0VeEU42Oh2/QaGZKGjFjSJfmcokYysJLnp/b9GTIraMG6zMps2TKSxUlCT7tRbT2zS5ExaA+FAElheBaPFu6umBkX3A45eOe4R9J+psIXAS6f6YW746zNNaAQbAU19wkEE0ICFD3HVyZcU8fp9ft+gm36D8+EkPV/11H6qV/s3/1RpEs/xL770if++PB155Nfv74i333pg1vK97yX9Ewf3MK/8xD/xL++pzE/8tanXvV1cfqPfXS9bg212775hx/p/+ipn995gPzAHHxfA+QH3vv+S825+ya5kf/Jt0x3hc03f8n2+BIpR/Y6MauxsLA/GbuTsIwwbx0fHXuj6DJTzu+g3mP7X+DzM7z/T2GzvDtgtmGefxsor7NRZOawmRn1zC+f7tlPI+3SaHZEXp1p2xmRf0Rtd+zfXXj1+5nT7545fjZTtDF443w/8bg9IYNSDpXlODD9PtbNPCplZxz2z4EMe7zDzsrbbzcskzC+fkupjeGVIOMdi03MfmEuO1zvwb4Be8fy/Iw9H9mWHft6YFdn7ocTz3vnq1871Y39857LYcPTm98hvnD4+p6xXnj1m28wmzn96T2XZ+eyW5iLs2wbZeOInxA3Xn9zz+6onMaZ46FRTu+p0zsYXrP8YstcCtNQ0fHCdnfE3wntWDgvUTNCm1K+NcpWuGyFpUQAol3g1fNAm53zLxdOLxb2nxt1M7L96heU4y+4yMK8zDR7yew7Fj9yqe+ZxiPvt89cjr/k+PRXtJzvEefFEcY2cff+HZd65m/23zD/AHf6cv7H4NDUo37m+wmflPk3r/DxBfvylwzyOXX3LXV8xGfhModgL7JDzgXevaPdNcqrApPTnokDxwEOjPq/oVExf8ZdmaY9MFB1g+hEk6/xMvFcX2PDhiLvqRi1foaWO+b6iqUcUEnlbJngeaLUC5v9N5zZMDHgQ0V2cX41U5YinIYNqrDbG8Ok7N+9QSen7X9PK+DLr8Aq092/Z6l/4M3bV+yOB6T8N4j+U4bNv6aO/xbfvmfZPTCcCtvjG5j/I1P775nklyz8b9HyC8bNm+D2lz/SRGmb1+ji7M9/h9iW2f8VLpXxxV8j+sD07q+x6S2lVcZZGYZvGMYNevqX+PQX6PaZYfyKQAs+4/M9dvlNBoQ2jPZEnf+AtjuW5VVSiygyjOz3/yhsga//jrYc+XbzzCwLZanIPAInnAvbyxeMyxY/v4Xpmcn2nGxL4UItX7L4O8y/prZfsT/9Fc0mpuUJWqLj2wV9fkJKwzZJd/KTLyF4dyv4Cc9CviKgHc2WxpZLKJiB2OhorUwD94lOfRFpzYmqVsn2dEM10p6t03y0jggJpKOnohQcnIEGCmd+FuDSJSixzJBFcd/jfo/YjPIQypfOiCzh7KPgHoWaxRKJsmxDKe1GWLtAg0Zye+a4YIo3wWTC5OHGnhswthmESL7hFtQ92qAjOYIn9hzPaUM4QVwQhojRqMAlimtKPQcK07Zgm3Q0BoJawl+ELC0yfLQSjp1EnOuc4xMcuL2d4T/0qEsiOWcCLHrjWM758rJ2mwxsuC+ITOAT4s8IW1Q+BxW8JkXPIj8HKBzrrRcWTy7bgIeCm2JEkTFxx5gxZqoopTv2sVTeM2iWxZhXPuykQzCiqGkorYYzpC8h1qml0l8lVObgQe/KVBgUYWALSCCl8CHX1bSa9CIS2SwOYjGOXqIgayQDGWLB1eqlZkHcGXzBmNJxkPPrmUXR5yODJUIiWy0zAiTQwiLXgJRK0CY1C9SWJJJSJILNmv32NNTDCaq51yKwFsgrwCxZujqnaqf5CMfckoZkSQSn2R2RNRD0VJ1aQldUXEmbYAI5xbr2zbUNworaCnWvYB7FwYuk08DCVGg/Qba5RqFETaPSk+/YuwEbVSVZOaQ7fYJnyn/fK2ttgBoFfT2oHHp9mbCOIrNmRYK1ND4lDVrtBlvwDYvscR06O9NKsduRubGw0nHfi0ZK14NzjXb6vDUwcs5nbnKecnV2eicZCXR+S6fLgHtmXKkSNG9RAF58CtlryVutEM6dNA5XB9yYKveSa2hJA3cXWWgEGpLF4iulowRzkqWPd3fiwmpPqCTi8Mbg6U4HJOaEG2dgRznrlEIvsxtWDuNoscqClCWM9Cx6KpEaFA6TpE/AFbXNKk9u3J4/tvKIWjTAZgNFkdMW5hrUQhh63iCXMc9Xx7YX2J7B97j/ApFnqnwdWYnDL/E2Ye0too26zyC0hjxSi4CxpVNO5Vug0fQXmI4UXcI5nxkvrltMxkTjEzJ88x7xlkxZvjpUxQu0RpuCQ1zGV7mXnkI+Z/HObkKLn5CWAXoV3M+BiLSgqpEsRCvmURun1agf0euZmHcxE1kIsZFxc9pyBk/XhDvFHgINKTucSsksAPEtjYHmUUdHpEZGhhd0dqipZ5ihkyQz0YKIoSx0XUFEwjPhhrR0wrVNrKl6Bm1YGTEp2BQ1P7SdExHuee7H3hIqyhbhiGs4vawH7poFsnpQpEE5L9eY+vcuse6stQRaZHB2pU1LSsOrxyj8BIQOYGJBk5K0FgIBBIDr+bfWNwg5gkd6R6+PI6u+IHl8XYgsgi2BugtwSNS3cgLcUNa1dbXBb/Zu/nRaStcoEH51EVxy/eVZnM4779mSPehLCTloM702UAco9KDLB0Wmca6B6HTKcRuAEqLouOCZ7SCdUqoHgBLFLEntmZv72seIuuWfkR0knXZvpb7KDMc1YN5lf5dxKdOIc747a9eaRBJUdNdxbamT93uFoy76ts1+/VxfiGQRYk16tpsghL9CfI/whOiUmZYNX1qgpWWEGnq4i4BV7LJHZKFqWfVTzyBEZFBEOy1re8SzDWoCNuYdsgywkdjbLfciz6hfWGt6txFZAqgk3kANGSIoqqnTWFviHNjWFWlvCmUYqToE1bw7OlgAYvQu9JoGbk697AJAppIB0IbzzLqIRdYghC1Zv4wlghD1mQACZMbM4qF/liw4LyNQMMYITTQQi1oRzR1tC7o0RLbImLRLNiM+UNqAmWJWQ551Ss/5Emt2CD2ysU17yYlAkiQr1CXOrh7obzWyD7ThegaTuLdkdqEUTIcY40L4Cc7nACQOw83e/76rB317Bnw4k1fef51SjxxxNpHBohsg6xnYjHMizv2BRJFFYN43iDSiflpmdTJxo4SFDuwbcMHkQsidoBDqtWi6nPA2EHVkYm+IX3A/ZUxB0hbtAamkLbYacy1HIiPqjoAsB8WSdmCJZ4ZJ24WeNIQKrETWFW0Pyx73LEquntgngaUStS2WtNViz67itxev7jJvjgBvZMtUZNhAkQASWgZ+dKbbCgEsmCPzVA4RgJAFfEpZOESmFA3Xx2hTu4v1U95G+7tuq0OCcsKmj0WTQAstV0zNMkQWqWRwkRJUTz3QKQumZ9CKySHO3f/VghDdbrz9m5vXMjr0weKXmy9+yoL++J7/0Mb5j43Fp978gc26ts9Xm+l7b3N7H//4Hx8Hb74nWvIBvdXt4KTD6Iea+/ceyx/60veN1weT/gPf/XmHrwvMm4ZKQ6Yd5WnkGTgNC2NxBsmDFeH4YuT9qx37pbKflNYafn6mtYV5mZK79Qm5zBwfDpxnYZ43YIU9gZYz32KAWkVb4QjMYthdxYrShpnKCXt+xk/Jlf3yZQj+58YynZguT8zLgM0Hyq5SD1usbuDFC6xVLnOJMkw1UtIvZYdVYTPMDBinAWwQDotTDMppzzgX6tYoQ2PygdnvqeeF/WVhHBeqBqr97BsmN2RZoDjtzQkZJu6nI1Ya8y+eaGVhOC4wG9KMAdjKjlIims/QWOoRZ0YfL4ynB0YZGKRiJpzbgWUYwpCyBS7PcDZ4H7UmyssFmnGYFqwMTPsRq4X358ogzrjcgTfK54a6sysLMjvTu8apnLjY3yHbb0Gfwc8UMzZmyDCzjBOjChvZ0kbH7t4ziHPvDR2E+lmllgvD9j3NDb3c9czcT16zRdqzAiLGZveMDAu2fUsbL6hf0kXUwGfaMmOXGVbe2QsM51D67YSzyQyKEWyLyBmR/wci9wzltzSrnCzS+EQeUHmE6rhW6py0N35H04GJexrb5Ix8H1yTy8Q8w0VgV50yvsLqCJvgFZ7bGGfcPKDV2Y2BUlCeQyHY7DAVZj0HbtkeKV4RvgDZ8Vy2nOuIjwOlzjT22PILxO7Z+JniO9xHXF7D8E/Q4ZdsNv+YUvYsMoHOUf+PRpkfkTbi9QAoZThGkab5CZNnzAYad9Dug8ZsdLw44g/I/NdYgakEYkTKgJdGrU+4vuDSYl4rhzg793+EIjT3QIjM77NOA5gP1HJPKQubFvUmLnKmieFHgTaiukX2RpknbDpm/V7Bi8T4eguKraawbHGfafU9Xhwzwb0ilum1P1m4JbJQbHVGxuuRASCdrqPDGly5clzCtbhpLnBJY0nT2WTKSvHS3Tmd/xxlRe9bckPeopaZwyCAQAp2dLDtr+2QGfFjGEOpWF2x2OkgszkUm3Rkoolyb5aI5E5zmAgZQuEK5FQ4DYwSvseW1DF2insvdrVz3cDTWLab6LxDOOvSwZ2fDRqLvvFDaZauLCph+HtHbaezLCRG2r/JW64pPeQSvy2LqPXCrR4OsJ4mfTWSl/VoX9trkUYdY2JpO1eQCFoGuo10lCpRoPdnHPD53UAOJVKyF8VLp3DX16KAeaDSTXK9Idf3UVzqOtuxnGP9rPVAkrJAempyBh9WBOXNFNmKiHWghbMzHbnxoe4hChS1WiC+VmQQjQ6aWNOuk/faMxMmUqDD6RqBk0Q3+43z2A3sHNqd+tVZ0NHeTjqJhUjx7prgSkZxo2/m2rFEfSfanszSACK4KNEWke7gEDqiNQIMQnf6rin1ErRGypxo82yDRhv6tERqtOcfUUxSXNcg4RXVm/1P50ycdx0VmgVkV2T+D1yWpmIW5uwoP/HI5AiZ1NO2+0BlcMs1VWtd+0vP4Lql9LAbb2FuHbn9A8291uXZBhhw07xfrkHPvScGnOO9nnmh6aD1bkDEeooixFfHnnys065+j8gwk16IOtedf2w0eMlATVKQrVlAfpXzvd7Mmr5R1rFYMwV6sETIuZY4B7TTxFzbR3cCeDrvtO+X3qa+3rrcc1idij1DKW9nrON5TfnPM+v2sUI4OSGDD0Swie78tFybPSswHvLTnXXhwAFHlsoVCN4dgaSDK9axd4oSC/0/ss485j3Xn5ggvgVpWMksA4+zxDSDTh4ZKJKBaFpD7JwZ1hK1jzSkQ9DJLRFMJYO+rsAIzHg5h4M/z6ZehDMSXQTKGGtOs/ZA1py5Sp9YL641s4NSjkL0RSIb1q1grohp0uBHxgKu+EVzTvJ7Xe5a7Bf650ogXlsGoo0JlwVhg7KNs7uFE93Lsi6lCH63lAuVNXMQIajXYKWsUUt5kkG2jlbOulP0M4yk8euniQ5rMNTsHGvXgyLDazqxbEjWMA9f2Y0a9f1LrK1LSdZ2Qq8Lue6fVYb3wOPtKrbr+YSE3ON2r6T8XB+Uzrzc+96ftwaENWWtcm1cl/cJjJBb+ZHfdWJMJdeWE/IKX/dfUA11eUrOWaFnhV7b1e+bMmvtbwJg+FhNucqwThV1LaLdEfgpSL1n53aKofx+p1NCVt2i6xVXOdVSxt0811l11ZhDWefd17tnMCM1E+gBkd6RDsro9+hn4+0UDqsMu8rtXoA8v/QzL0snoZgncOKCsiBc4uzwJeiQiq9UpHEOVJBtnuenPMqUjvZ3epcka6po6KEI4i1kgSx5TmR2s4eeI71WQvapZzVFID8ptzRAAZJgk1XvoqZci2GKetmh1ajDIOGPrUPANGoVdC1MLLTE80xFsZJFnREiqHTJbI7U0z11qZLFifWSa7z3x3MeZQ1UIT0u6WmbpE6hirihi0WwvjlBfdiBYUnHpiUc0Vm7gDn0r6gbZ1yp2XsGSuqIKROkx9q8RfawDwSAZFr3qTOnDgIdDR90u5GVLDXq1qgff3R9SdcDWurcGVzs1J1hi2ieYwVomIffLBrQUk/YBLikyxYsAFWEvI6Vrzc/QtCqwapzrpuyo/MJPRdAwh8jMtOzfZ2UZfS/M1gqBjKFamRX3Tk2QcrFrF/gEnUZ3TrV1gyewSyL53vKUdeJoKML+XfVw7IGi6d90zLYKVl/Itf+NQB8zs9PCerq9ljKbUl72AMMFVnTub/kkutO1nUJnX7Kow/Eel6NrWgkaxbDmvFaEjAT+mCs2ZjzAN9MOe6hn/YV1/XArtuu55Du+CkIuf8FakJIf/KPf279dWvU9df6DXzVIz7+6qq49/fX7/lHH7y9/INfa5MhN6589/2Pv/vBvfPBN32+Hooffida9t22Xbvx0bh9Z8I++nt93/P/ecB8p50ff49PjNX3LQ65+fz3fexWYfIf+MxHY/+Jpv2Uy8W57GekNOT4GfXpwDfAeX/mt9W40ziYFlH+9hc7/vD5yF/+eeLNHy7MS6M9CpNfeLIHnAk/jrTThtOfP2cx4aJQxXg9PCNS+MbvaAyUZaTIwrd48C5/voF9Yft0Ybw8MH2zZT42/M0v4De/QM5K+aZwXr7mYfoDsmyRywvKyy3jqxf4KMgvwc7G058nNj5zNw5QlOfxNebw2f6PyHLhm33lOChyamwXqF+9pDzfIS+/hv0jT2XHo97x+emR16cnxC9Iec9c3vDA57Q2o5cTDE77ywfqPPHF83vOd42//WeBFm//fkd5VmRpbER5WV8w1JHzrjGPxvHuG+Z6Qt89sX96z67s2OkG8wOP8xuWrdCGhp+e8ad3+POAf7Ojvrmw/av3bBzKpJzlwJfjDmuV46MymvAr3TMMzvCPJ2QwXn89UY8Lf/3uHQ92Yh7+gN1P3LVXbNuB2irbVjm/uHC+P7GdNtyfX9CqY4c/sp8af/E0M+8r73+9Y6gXtsOX+GlH/Z//OTaN37u+ThbcvgNK1Zn9q79j9CeWO+MybinzC0obEWbcL8yXC/NzobCPAqz+DnZ/hPKIzN9i8iuW3b8C3+H2AuUd6v9ntP6G4e7/xNR2vLULtjyhfEmRJxgPoCPDaYP6Frd/xFxecNLCJMpof83gX6HzO3R+4DjteJz2vBiMsvk17SDw+j1tuXCaHJ03bE4vqGOL7BQ7ceH3uDt2eAVWuMwT1mA3G4WRxl9h5cDbYWJqjTd3Ww7bI5fHV0ynf46OwsHA/YnGA5Tf4ZsvKJtfcn/3L2kcOdsfEJ0YK8iy4A/vwXe07a8RrYzDW0RmjuevaO3Esuww9tj8O8Tv2QxvsfIM7Uv0/D+xyGsWeYVsRrRsGWViq19zYsfT8hkjIy/8iA7v0N2/o1FYli+wZcTajLXKtOyAkbvxwDAs3F3+XxT/lj+XDbMM8K3C4xb93R36slDf/i3++CUM9zC8wMeC7ffYxZDjn5D2Ep9+g9V3LNs/hZO2VcReUi9/RVAH/GTphrQTgtLSiRE6gVMsDbjkqZTk/OwFdLEaSBXxTMdM1JgQFAMOvlRCbw7HguVv0RqKmN6BVNwewCaKKCqK+xyyUrvCZMEPuWxAXodCUk7AGfVe/DkuE40MVJ/CmGkQgY67UAzrDCzIEgai9cK7XQ23S6BQbMR9xKxhbQwklEWaq/kxlMImodMNHm30SDelJeqrxVkd2QoOZZtGXOehrzBoKveBUhUjDaU4CHsmipQS7fYzeEXkAOKYBmpe5Dl0srnz0N9Hvz2UTF/SGVGjOGgY5zPeduHK9Ezh96SMMCKgIVGTKBTBpJlajKBy298YtT/tktad4J1n/AC+xf0UBkzXaGSD6ghyxiQoS6R19De4FJQdq1PEWYMprud0M6Qhov1ZJXWWLHxscwaZoiC5Etyt4TRKdGcdw0dtLR3s6bizEfclEVNRmE9EKdadHqFAB5jL8DkCYprGQhTJrhgjxhDUdjpDm2A5rvZ70DiNEVTlBFSYI925+AUXZ0lnSLpV8nv9BpFVpBBIWJFYe9Yydb7iUjEpKIZ6oIKxGuivGwdS0H8BlHD0ObkeLdF22oF/3c6IfcwcrbPDiqaM/V9j33UKDg3OV7FM1zZinsqQ/eoUEz9wte64intf6ZjSUdZlSncYaCPqByTVXOrlEXhpXFGoV8cZHTmtxGe7/RcTiyeES6Rzs6dMbh01nMaWD3griB5BH1gLZsuIF4092bpCPGQNg3Cyy1r34cYRJt5bHs/WGsUzpWTMqWdk9jHsmQI9cB2cwV6ec59f8jOb6xgAnQqqZ5OtKErNAJgHz7yXc+w9c8igXTieOj/6iLBN36KHR6dJytK+T9JWsUu2MLmmNekWVkdKorMZieDLnHObvc3CxFI8OYUddMl5TrSlDYTjszsqyiqPfsrVayfoOSiAvEIUvMxWFI9aANpAG+oDuuywZlibcXWkjPRgAWjUU9JGG2Mf+fQ+HqZbhMK4RIDcyz6+vwQdh7cBs4LvBR8FbQVtFZEL4kecAfUMjvkWl2e8HGMoWxaILUmNtiTNwbAHdUqJLINgdnCah1TTXqBXNacjKLK0eSbi9UKiBbMBMUWbBKWJj3hSUofT/xHU0DFlWmYj+LKNsaxRS8eIoInrGaSh8isK99jyxDJdoDwh9QmVHYU7nIb5ktlANYKn3Xa2KQJTfkk5Junwm8BLUjkqxhhO18z0yPzy1EMcZANlh7eG+UM6d2IL2cagVfy8Qc2ROfZHM+HHlponfY9kraygS/GsG5VHG0IEcbNejecmWh36PZgccvFK/ZPftd6MdFjRlYFp/UjXTKK36czttCSrbV7WnwhStNAfbrI1pDsXpQcZSBmxpDCtN74SiEyLKKgbbTuFLFn9LEagZXsLJ+B84wy+OROz2O1Ku9aLrnqvZZJBwbW+Un9OZlh1R5zHc6PmTlJ9uhIo6g+DxDFigUZ3CCT+Og4Q9bvybOw1KWh5r8wokHqjx0Tg/Fr0OKfLFWRYfTSr/AFWeHEPuvzkSzANKj+dBbFGkRnhiOmAqWGtYT37NhMpYw+NoPeYnTB7h8hAqQciuzD8UFYiU1iX6ESrcVapLxGIqEF14xxSTqeut5zBz2hRNOunxRotuI0B1CinOO9LjJt5BKulZ/RVy8TtcGFuveSpJxSFzWgUdcZSKVqCftWESbK0rg0s3oLqzZTGBHIEtojs6asMCtRtBIHrFG2ZhghuJfDENGu7SQR6F5cIQHhSIiY4QVpD5wASBQtb6OrOGBlvUpGSdHfDBK3glz1ghFocNoEbWF0iCGNRqLqHyGoT1KHVBdcZb3e471FX1Bz8QoCfYjzdlwim94AIgo97xCfUv0pQ2w+ssJp6/JwghjrlGZ5RIt+FbpHO6OYXnGPKXwGbwZ5i2/pu9bdHnaLnAOX3vSghm3SlHY39GnpH7BEXjewDN9w2ODUkojoiM4UZtxpnGT1YqZldGwGbKMD+CDS0LaGzaAdv9WLZb4lMq/vI2tCwB7UcER5w30PbhG3uishCFLkO6btSAyPcUlKGjRr2iJY+T3esGVs0RJ9xmyKY5QVsCzqApN4YhmzaEZGJ5pSkiHoERlQC5IlkfbxlCvum9DoUAYDTtN3omS2ty9gNUddhi8iIyQl0Yg2o6YxrgOwii8wJuqzIbsRJwEYPiFQic/bHr39gEMI//Of3BSJ+KEBx68y+SvBPPEc+/I7fvvczrx9qa//Aqjh83w1+ymM+EQzov+SjhvzYLT91q09GmT7xmvzAe5+6fk6w4PZzHQ2yPvCjG/09piouZfF9OFBxXC7osDBWpVnluBSkXJBy4fAMnyPcHRtVjbkp7XmDY1QG3AfcRnQZkFFpIpQ9kTp02cOiHDRTEhvMqshLpxQL2/XbKJaKjRRx0AvLdObp8US7DLTzSKtn2vAQ/V8K1RZ4/oZaK4dhC02QVihNaOcdVh2zB5o3HtoCzRmGM4cN7MqGzVKZHgfaVCi1IKpsBmOujTIIy/2IzwU7bWi+i2ywaab6e3yGZRZojvkArVDOC9qEMged2PzGMXHmwUAtEFKzMJwKWgpzER4PgAj7WWFymGYux+CYLLMwLAc2ZYSXe+xQmeuF5pGm7L5lmAs+C8PpwmCwrQODwfNDw6sxnyssik0DtEaRitIYgU1tXE6V01Fg2KIbYVlGnthw9gn3E02daQ9tEMqlIrMwTZ/RLgNbMWr5/sN3mHYgjo9Gk8ZCFP4dF6WYMLQnqgmuqXBb8G56U5qN6DCgY8XkjqYjpq+S8mFgaFuEl1D+KcgrajviTRj0jla3qNyjEhFpsYWqgUBdbMFsxsoJ0QVdogBYLc5QZy7jSGmOe2Vhj2kg9rUN7Jqj7mxEUTWGYcbEWU73cfjoG1yUNh8xacw7p+lE0W8o9kgPjrflRLtEkbNgTdigssXcYHlmscbswsYEXRSzAZvvQY6c6mOiukfEFZVvEB8plz24YcsJ8xOUDaIF3Z7RIWmFLo6qUXeWzkNDyhkdzqveoO1ItS8Z/MJgne+7orJhHF9g5rTT15gJTX8BjOhkyNKYl8JiW2w5IIRssPIcVBjNoBR0t6HJgab3SFGkCm05cZFHjAV4DK7V6WUUZRx3SNnhm+Dv/zlXiEwjeBlZHVLBdztej0W6880SlZPGI1EHIyyJPFPC2gqH68pD7DeSOZU967zj6X1PJI/3NO9OOyKEfJdGKB+GW/C0ds7f1fj1LBKdSFPaBiTQGZGdkWhrS1RM59bU5Orv2RE9e2FVSu1DAy6dzDEy0cY101+uiH5PgwhIp77k2Rnp5x3C0XnL4x9Rg6A7A0LBTsOXLKTm10et/gK/Oebkku29Qcj1IQoPE4HI7JkTndPYU6F2VihUR8QmCmYtOuiJuvkZ12qOa290A5sQn9P86a+XRCV3dNe6EPNGyaFPBIZ8LQYa4+mQ/Kf9O3rTho56d3rNCKVnIyxx7049kChZybnoBYGdFvKhj51IJppkD9c0k+7kzBoH0p03nWc/+9U5egTovLpE5oGqxzM12hQ8rB2BDCQSsCO1PCmkAjmXjrKOmu0OmkQ1hretB6W6UZC0E+I5/leqFvU+ErHPza/tjEFKZ03vp+UYSdfIOjo3EckStEx+859IZkVpdzb1NnUT8vuvnpHBR8sloyew9ru/f7t5sj3detXc3z5lez0/myj0XE0rUq7r7Mkr7F6R1ZnUZeN1HeZKjNfSsfIB1zokuuxGDvqcbSTHOOsX9HbrDc+ww5pd0bOgkmZK0oS9dTT6B0hlT0M9HQJrGkUfzxxLcv30oAEdZdk/1NvDKhNlpVHpGW3dW5DPpvPa5yR1T8utVdMpx9Y2y3rPQGcT9D/XoY7vez/OJJztHXXqIefEiSwFnHC8/hzDYYBOeSNTnCtN1j2PtQywe05Ptyn6eUBSBkFpU45J6EC0cIbQeiHNDPQkJeK67FtN9H4JGK9JAvUt7oHnGavJpuiwLLi24BmHldpBJAKuri2BBjmnvmBO0MOZ46UjVgNpLS10/nVOvGQ7k2bRnaDG67vnilKOLKOW2QueMqhncF1nwzwD9Vk7SrIWVNDwREAi9IdNtFFHjAoy4sMMUgKZmlkJ4bxcMmNjm23zFCVJadQ85sCT2o0SDlafcL1BwesQ57dL8rWDiEX/l3Aif8DaIwLlJ1AbrinVNzaupNzvQedOG7Kih7s8Sdx835crSC+/tzrebpUIbu7Rg57959pfuZHR8ZWUaaus82uAJOWO3Mieq86Se7m3c80k49omuUH9rpmL/aef93kmoYS+1OVI76vQnfBrZmCX5nK9l/eskU5VtYIujatcE9ao+202ghP9X+X5x+3t46r0Wp69X971qpUjPcYq9F3/UG9Yxz5/nJu/YUVpf/DMPrY/Q7albiRioAm8EIcOPOpnd8+6XTz315AgnzPIFEEBFOkUfzlf0rPu+tppvYZABti6XZK12kL3BLqeT2R+ddBUPx9chLbqJp3eknjPQ/ardh2noWIUNYoKQ4kyEXeDMhQYq1IE5uI0M5gFFo0aoDm01tufwXDv6P6kt1xXexuJ7LsRz7kWIusj6EBHbnNorjz3fU1ZBr0HOoAigr7zqrtZZlav2I1e+yjrwHjPbl23bmZEZLaNe4vzySTspJ5Z1OtDeJ4/0mum9Uze61oPnX7JdhZ+6IqC4l0mdOBHr0EkwI4uNdcMNucqu6UStJTdtZz701lXZzjgb/agdzsvAgIBpIv+9yCpSNpJViKzMGVG31ORddr3fug8McsT+LIGursufW1bZslIUD6FqGnXzA+PMzW+0bPurvIgxqlTq2XGWs9wXtvSx9yua2ddVsJaFHo9Uroc7bpPYw0wrPSxXfPt63m6tsvzrBOyf1k/hiiSLqtOKPTM0VRcruJrLcaewVjvcriDbzIzSCT1CiHWZeodmYF2ExH/3uvvH4To976VoR//+5PPvznE5aPXPpbHH3zff+A98vD/vg/49Vy8eT2a+AOHwAd9+ESHPrrfDx8oN+993C//aDA/eZuPnr+mGK4JgZ9oww+17eMJ7AfjJx4uH3/s9o+P7vOp9z/OiPg5By9x+J3bFyyunPUdps/cb429wuX9S86XHffjiQMXfvXHDb8+jWwOjc1943IpTO9fIFLYyQx2wKZ7dCiMLyttB6dfOW2uLP/5Hmnwy/qI+MRXF5gp3P2LmXoP9q8F/0OlvN7BzhjU2GyeOT8NPH7TGOc943xgfvMtyy//jjY5TX6L2iN89Tdsxx0vXvwKn3fM0+eYK5d3e5bhSNP/kdkufDW9xJfCb7fvObxo3NXfUtnz/rLhzMi4rdRhgMORcXdG7kYu9/dc/tPA+f87oHdB87o5PbGf/4bJhEcbab6n+q9oE2y+PoE5m1PwGj79Fw3bGvV5YpiE+s0WeRYOxwFh4WlcePjCOLTKm+cBfVrQp5n3R7D3MJYDm/JL/LDBf33HPD5z2QhuwiIDPg3cvR/hsqDfvmdjxuvdC4oq7x4unNUZN/cMWrHTjC6F0Q0dBu73yn5c+Ns/b/jTnwuv/BUvdcNZlQdVmj3g7cS0Ed6/qtR5YHy/w23gefkd5o0X+g4fL9+7vg7Pr7BiPO2eWOrCcSgsXrl/GhiWisufcHni4rAMAr5FdaRNhXY5MG4O1BcHZjtwsldBv1AGhsvC7nyP6y+41P8WpbE7f8Xgj+zrf8kiO2r9HcoDw+n3qJ0phwkvleflyNmEjXzNUJ+opwP1dMf+1dfsXlxouuGijjxtOL3fIqMgozIsxqtlQg0GrTA02uGMNcW++R3uG/zl55go8/Q1Tc4sb76iDEfupz9QlxltB1g2zM/CWQQpbyj1JVI+Q/SXQWNzecfijUcPhPH92ZFpiz/9mkm/5enwR0SdbblDWVD/d6gV/OGfI62ylPe4HuHVr5HtluHV15TNhHyzwx8H6s4pb4T2APZkiL5HN+8o4z1s3lCnb9gvT2xMOEwFGxpnOVDqPXfb3+HTA/M3/5qlLfhOcLmjPlbU4JldcBfb56jvMHmgbb6kWUUuim42lN0r5ssXXKZfUOsL6uYNU/tbLvpvKHJm9D/gbY+d/jE2bmnb10htlM27QHL/HPmWlC9qR8QXXGqgHvUOl+BtjSBL1AdY9RxJCggsKI+AoGdKI9OFkhRCpm019sSjdCQ4ZqG8uCwgC+6bUIjU0u+fqffSkNLwMoWzxAvWahYb16sthkWWAS0KWlLRek9Q3kyrTibqqE2IGdZ2QdU0XAK5mwkBAd0MY1so6WTtwYUlU2Yl7q0VrGF2TsU1DdzSgxDptOw1FKpHf8Uz2EMesUtk3CUfbti3oQDTxnBClDGV2gj2hRJ7TeQ30plXHhBx1LapeKcibmlU2zb67Q28oVmArxsPLnOiSyXQw9Yd8zdnrj19+sz+4RUX41aT+qWdg+ZNG0UM2OAyROaNFySRunGc3zhfPFK/nQXhKRRWv+eWOsgJXt1enNe64z6DG5G/s6C+pfg2ggpywbxiVrIGYrD8hv5daJboJZ0i2GWxBmsi6/vabknz4EssztJiH3VWMXxOZ1xyrHsUCEYV0W0acy30/5Lrznbpj72irqKvSTdgnf5iS9QyeEKYsRZ7QrPAq8uIS000uIPNWTMlhziDEoFuG2OPckYcak8/925ApcOndAf6E8gcxgERtDGD0p+1OvT7ph2BLY6zpGFXcNCK8DKffaQHIeRH11s3aiIAGpRWAlJX45LuMBIPBKGlU8qjvkpQBBXQTaBWl2foFEpUxF/GdxPd251xK0d5DzyxzflYQp4saYRKNywzeGSxdkMmJLWLzxFQqJE9FZRUhviJq/FY0uiWjAcIyD6N3aQPkRaO3ZJZLC0ywdxHkhg/2zwFErxTywgZBBISgrca0J4Gp2jnIec6pw6kI0U6km2tJUEawj3jw9KBkHtUGpQpjOoe0O4UBtbPtaQ6yJoSQtbE+ABBXMC6w+6mfT0Y40RA1Uqg/UryC5dOQ2WEw+2RTwVxP33F2CNgwyMww3GEpSCJtPU2x1lZKl7CoSFlidoZU0uH2YAujXJ5BC2Y7qLv5+dA+i0vQQa0bOJZNkfXWo7/fI8sI7JtMHigDWcHu+CWmVRs8FGixmlbYFrwYaaNypXjWiLT1gCPc6AlBaAtxzjLlxFc8XHGqyNtA7ZBL47MDR+Dk9ptSLRoDbkul8j+YaExJZI/Od/lEmtvk/LTjShEGc7OlsEwcw9gcBtRL3gJKk78GGteK1Ir4i+gvQn5ooaUARkKNEdmhxY87ciCMgWCWA7R3+S5rlkbRJYsHl0ueS6+Bt1hJYIS4YgraNsitsFb8OJLmZES9Cc6jR/Jp3CG+tidKT9wZVmVyLCUpLyyCBT5de5ClnWgiOS51ima0nLvnyUdmx56Q+hiV9/EGizolGySOpvtkNuMLPUcgx4o3iSI4EYf6kGprA3mnQM9ZXYPNK0Ui9Jl05Bqw4UI/vf7WIIIbmmPEiPfZYpvAgDAjHcUryfd57rXSVkK3fHvPtGDE+Fqy/MjqbpW3vmevpr0LBGI64Vfh/WMZ6Wuu55f1rNHdIzx7rXV7BRtSP+hyCHHLChYOt3hSvlCtimUmzibZMlz4CZAlNSL69T/rMtRSVlbH8FnovbWLjKE3FExnCUoxhYj6k/s8NpofIsQ2RPB0hf0KpZAJlnOQK+ZUvFpCyg+RI0Bz0wAnyQCHCXQ0lqHQPwvAotAKUjtjs6CAU1b5Oskwk1bnAHWCmu2oDe0vEOZGYoxFOEwGpsKX+xGdkOAL1WdJzNO5pSngho0dRZxJom4RFBV3ue2asGvP+/ijNGoM8N8R7eVIOoVwQWZnhHrdcwKqIXOY0NSN8YcR32yMyY19WNH9Bk4ASfchWYXxAbKsouzomZWz6QZGApwpHRMVUnKmwQwGQk8mjUokmqDcoy6Qg7NNfQIyWCszahl8WELIIvIc9xcDzf6+6cvWzILdwUSLAi9TQJ+n/s31nW3X6ScQj7LBrSGfQgpn7JGm/eMii1giMb+djvHHrEDUPASclB8ifM2M2u0Dfgy4nLG6pJBs9QNVFMOEHKybYEJ94cAHmXQsHlNaZIyW8Z0474gMiUuoYdL6EDexsiqUMd1Wm1ocsxvs9CQGvXn7JnIGg75KXJIfafTBfbfEDL0ZZ5Dz0BkWES9pzl1r8yWTHtBWtA0BzVUifHRsL/cgjpSyoUVyIMhma3imkAb6/XmenZPZExGlhgrECH0wgQiSQJ6bs6MlR7LI/gW+k8Cfn+ifPv7ByE+FWT4jrP6U9fth37gMz/XsJZPNYjvf9b3+ep/qE0/eP2M9t429e/pmP/xb3xPe78zPz9xpXxq2j5GZf3Q9fO798E1FEWL4s0xc7bLhdEbl+WeWQtuhbYoy1Swy0DbOgsTF1GkxGHaovJBHMzuSJvQReE44M251Cd041wIQTS1wjw58/sLzI0yQXFlaRVbBjZVKYOCbcC2kYG0O6GjUeZ9pDaWJ6Q9My8z3oZA8tiCDe+wUlh8izdjs+woS0WHgaUIkyqFhk6NYo1paCx3hsoI7PCjoWdHZUCHgUEKfifYILRJQLeM4yt0cdolnCpaR6wKeg4lsNUZr8ZAKPabSagTzOLYAFUGVJzZR8ydaanopTDIguxmVDQojKRQqEHxNDdEFvTccEnsjhKHa1nQuoA1nspTULZMF8ThooWlDJRS2eqetr1gm8aiW5Y2QN2guwHbwbxb8JIO1nkJ+wxnXmasaSipptgSimiTH+YVtiJY6U7gY9QAYMDrJlMAtwRdxDkUZ9+Av0LqjMofMX1gni802dJTeaUOiG0p9QVNK5Q4hNuSafP6QHGQZY7Iu02YT+Hs1AF0RMuAtAtij8jiuC3hoCsNVWXQDUUt0O5ewUfUFzQdRVaPmE7Mc8MWx5dQilubMBFKPlvtNcpLylIp84nSJqo9ofIGkUMgYu2EtEd03mDSWLYvaC5RA0MWFvs29tewQWShmqXStUG0UhgpCxR9RKzQyoCXfZY0WKjnDXUZMRem4izVsKEFklAGRntBbVvchqBQki1V71CUNhS8LHFY+gZrZ6xNuG4RbxQJQ8yWU9BBDI2i4eQ1V8p4pJRjOJlPBdnP+OB4m/AlaH/KuWHzkYVNGGE+4yL4VvEhgnkiE619k+iYn351Ao9IT+5qcTimu9LjXblKp450A1cTcdBRxnkH8URtrQ6c7oBKJ/DK15JICGc1cq/P0pufROZDKPLu9KK3oSTBitCzMFA7aj/4I9OkdqKgdfpu3T0UnpUHW3BLRc86hCiRmYlAC8d2oGW89ymLml6T8SyfnW1Op0DXLeK4Si7Y9XDrzsk0sLNob8xQIov9JnW/S5UVrZxYH525OjNuUNT0IqvRh6sB23mCs5/AFdnXEd2dczXHuaf/rxQFP/VKgzws6FRF7AOnh6//a1eDy3twpHPXcl03uSpuf6/q2Mphmta8d9RjFIfu9TLWPpGUYtl3h0RTe2SfrePdx+hGlXLSidPx/D0DwFIBTycB173RUZY9GygcKrkLc0msc56Opuj2jeOkz1PPSCAdqGvbIoU5bnVFUEUWiF/XJXod0jXIkc6LG2T6So0hLR/Zn9TbdOPoB3qKdExVzn0u+SuKPfsJ13Z7jhnOB2jPH4ML9yCs3t4t23xdXKzR1HUZZTuioFE+rnPw9iykG0VTuCKTVxBcR3b2PnakV193V/Tbiort35GbPq6P6k6yjvi/RcIlb/Nqq3RnoX94fywdcpqouiRS6TJuddRPdIq0db7WddX7l3K+74GPnGpr3x06Bc2KHl5Tt27n8zu/uE5Id5jeyrLrGvRP2WjuXKt+35496SDQCLpEhko6OqRnP9yaGREo8ZUP/yde0teQEih5SeaBkNGeBn7QVURwxu2SgbAItiOR8WBrLY3cn1kwE5NwSkgE6kVKBhM1geNyBcyG2IeeEVLyjUS12krh0JHW4zVpxmPdR3dCB5Be6yl5op0Sn+vnRDSI60u367mvnVgz6r5OMy5Y05BzzdIzEEEHnzOg1NdQ0i84c5zVfb/3AGPPnlSN8beOxk1nHoa3wlqIHGHN2Fhlf9djhnQg9aB2UPUEeCD6JOLQMgCZZ4J7I4JjffV6JgWkjBfQDIF7RzgbPyrbIgPxY0dHl71XuXDdU5nlc/tZF7pT/EN5HjJePtg3wHf+zrGSOKPi/I5xXPdO73U+ZwVbZhqSdDl8m42xfvdmDPrY5+fXs9rjvF6zDXsWBx+SH8XjOuWUpuOsy6Jbp8GtnPHr3951gqt+0TPV/FYeJxVSz8q9yuC833o2+80YwarPrNRIfR91Kq3ejnTK9Z71Nf5xe2/6sNbvWj/Tz4SW3/i5dEx5H8lMNiGcwERWj0jLpVKu4yaha0V2RNc/Uzcodg0GuaOdvkdz3pbGKsiyFoh3gE+XjT5GFhM10dlpU1jPKm3Z3r4+cjYlgQna1oykqFtomXm6pZTCOFQ2g7IfncPgjEOhqNCWGV8aU9ICSadQTNsMBHTsOyXAO3SqstwAJdeEzUTdrL7Pcnws+4qA6s2R2PdNIvDp6PKsj8lVh7xSjUWbej2hoHWU9KH38SBsbYAP7LdGOIK7TRbnc2Twddqlrjt2UERkRITs6dRx+tGe+6E1lkFecp96zzrqwcS0/STOnE4td9V/QGRhrZuHQAKoRHO/WuoufWtIH4uFte5ht5Ms7ieagLnerjyLr8C/qyxdqed6ZjR8oB/4bZZXr63oGaD2S8rhyHLpNaR69j65r5yRNRvBAzzitx3qOh5w1UX7+ZavZ827XufHPWtSrbqh3fSj61JX+eY5B871nrFeQDLI4D39tFMAdttJuqKQdbiMVZbG/u616lqeT3Hees+CXHWLdjWv1xPgp9mm/zA6po91X1iVgA8/5Dcf6B/+ROPk4z++pwN9I33w+dtD5xPf9e/844P3fB28j27s333pe2780Ws/co/br/WD/OPHe7/TeqTH2+vB/vG4fl9DPzFRn/oq3Aipj7/zfePZ7/NxJz/R//XzP0UQXi8VuNsLUhV7B34y9u8eqJcT715+QdvvaWeYZuHhuOfxtGPcPbDxmWHYsq0HprbhNN+jHk53bc9w+gY/V+zhC+Y68/7lfwp6mtMdMlce3m5opxH+7bcMcuZ1c8ax8LBseD4bn7/Zsb3fULev8eNLht3XjPs/Y4/Q3v0WhgXG/4yz8HC+UGRkOxGR6bu/xnVg9t9S5pE3z7/F3Hm8P3GqMw915HGB+nZGL0f0xQF5XWhvD9Sne/zLB+TdE8NvlfHXwk4a/hcLT48jb9/uONwPvPj8Hs4zLy9nllp4/nyPLYX67ZYF4/TyHTLO3C8wLM7LtwW9wN8dFp63ynY4UPSe9vwKP+9pTw+cHp7Zf/7I7hcLOlUO04jOW2TeIFPDv31E6jO6fcJHp70U5jJw3jakGGU+Yz7zn4c/47ZweJipMzzwOT7seHP/Gzbjnq/fNJ72Qn37OfZ4D/uF/abhXzzz9MUjOxUORVgeJ6avHWzm+PiI+EzxDcUHti2OzFOtmHy/qDsd4uAb2h8Rf8bvlVbvmNsrqHv07NDuMP1bWn3AL59h7V8g+/+euv0fmC4Dz48DMiiy/SyQILs7tGwptgVOUL/CFuHYDrg7ZfyPqDX08QLtgukDrjNt2WD+Eqkv2NQ99eEJvfwetz3mG2beI3pBtXKvr0GOCE9YG2nzG0o7U4gA02n7RxZpHN/PMCvjRYDK+RwK9vb8gHpBpv8akVdsTn9Hnd6zvfx3yPInNvLPGPS/wNpf4/yJcnqiLn9i2nzB8+d/idufqe2EX46cnv5HrBzg5a+p7cj+tGA6ctm/RIuwr4W6nCnHvw1E6v4vaXWHyXtoR/Z//kds5he8ffMlz3cPnDczl2FiO1a2wwtGf8Ph/BlP5R0P+me29TPuh78EhNMOlAujvaO1C5fTH4PfefgtVGUnB8zgfPkSXy7sNlvKUFjKe0yEcfs11Z6xdxv4dmT+HbSDYHyLt2fKeWHzMDGXe5b6Ge4X2vyEbQfsM8d0oekz4u/h/G8SKfvTrs4Za6Ioh1TXHhEuEUhxsCR5Fxuh7VFtqAbvbqRYA2xC2ZcIwEmixU1SEUhl10LbgZqFHZdLIJOWEWwISgJtuG3o6Lc4KwKhHpQ3oXAVu4Dug19TDUoWRFsC+WIlndt6DAO0hVIjU9RM6OQ0kUo6481CiTZL58aUx4UjEtypbXakVLQeWNHi7sG76T2Q4fjQUTFx1mj2M6D1pFM90kxXw1/AJREnVuLH49niS2Z4yOpQNulGyB5okcosDSnHPDEPqbz3QMOMyIJ1JVsKpltKU9QVlweaPIMOeNkgnRLKPVC0HggjEUflEgjVeb5xBPy0SzSUYUvni6dSWxJV2Uyy7vWUfR8Q34CdEc64NEynWB/so29SCVROcLirA66Y7YFCy0K7siSlSX0EXVYnvOscxVRzvLwXOndJOtR5pesyDYeuZPpzL9TcjchFMxW+pZGT/Y1yFoLaGGhgINLnPYN5DWyJvdRpI7pjSlo4+1oikWkEzdxID3xEWzLjgWPMlReQ5BjGw6DxgjDRC7fHJq90cIR5ovt9SZRT7PRmV/KN6G8gliWzn9Sm7EvNuVnoVFfFYw6aWLLuWM4RycSTc5bbJsoDGI1zzu9IL573Y4aFy5z7PtPqW2RlXemxOu1DoP69G9hphAX38okoqreN/aMRpPMETESGimdtFWAJ41c0nYSdEJtzGojpYElUl3MKY1q6U7pG8L9Z/Fy9F0jrDtR0vNWFQMGlYa4ZZE2e9HD2tDC2xfEi6YyNDM0IvIWjxlsaaz6Fg6KntHfO4MyMcm7mNvsnOOLPhOHb10Sg88TnGKM0zmWlyMj11inNcp/Gwkpn5Up9kmjHddVl8KYbqBL8yiE+ZA0EU+Y4D6w78bJfWlKu7YD9ByaZrY4LYp56LY9M/f/JV5ljSnwEH7HBMuAdXPY+PON1pnhF7IDZe9zfwXKgTK8xfaSUb3AKUw0nVk2Qh/BZMlWdgIVWwItQa0VsQIbYW+G/XAIXUh2SBtJHxcYRXSo6D5hdaPMF8YqWEXSktl2uOUsUaCI8k49dS4ugvh7TYZGUPB51LNaCpjWdiZJjv2ZXRpBcraEmNFGaVnyp2GmLtAkWQ0aF/Qim+PMQcnA3Q2m4HGKdtRN4ZGCEk64AO5AdwgYvjgnIPOMWNDJaPGhFzkOf+ty35IZ7wRpkAYplccuk0GrlDmNASvdcZsD3osgy4sUCUKRHKHPKrU3w5VdLMMIU21siu2Dp2W3TbYD905dYLyh+SxsnwCnkGllvh6SaKZpBm0rPUhI8snF8vnECxTklnVtcbh1r+ewOy9e67kmHcPbRYvzXgH+nJ5mADPL1Oi+rXAm7B1e89dpNobn4Wgw2kfdrJpWkvmk3voKeVZbBSe++ih44is9Ip0qjF7j/MOjbA/yhPFkgv+mI4tQdVwdej+5lBoY7kWkX2Wor1VN3bK7ZFuS4ddDHGVxiXVAIHnOJsfOGtA4yWEDmm+yVgQDfXHAu6TxOPU805HsvyJ197IWrJYOAvo7pT78iCAmhd0kETk2hTrjOSNsEYtwBc0wveHmPoAyt4FJxzb2pC9iMTUfES9a+Aa9nMKecz4gVbHkVuiqxB6UeERq0N2BBYe2uiCoqgvsDvhwjs0CHyHTL2i9dB1DNwEQ5R7hYDJWehVkZ6heMw8jd3cLd1vnFYebFMDPqPUU3DMcnnmgsxblIQ3QMueQP2PIEukPLPR0Y4C5BWUzDIr0WHwMEI9N7sKil4S4ou1g7tkRQoezCFqgWVEAaNKAhm6NGgprEPdqJyIUuoVcVx33OjC6QyUPPqK+jXS2zzSRAK+pbxAuae73xRBTY3iF6iDW5NKwYraQO6gMONPfQ1fUe8TkKUXuNAIx4BMJ/BNwdscyG1LcxRsuGcMwf8j4TIg+sGY91F/tAauwJCzpxKS3OYhkwFGyE+RAyzY+hl9gl1nBm9JL6EuWUMu2StuAmbFN5QOqFyFIfAmhnJft0JrL8hrAnZAKJPeGkbEGgznlOZW3AtGd9yQCPvgj9yd4DEy73uI54mUM+2xSZrDqD9kLTu9CL/Rx2r87Ztnik95oWLezgopGBY3JJ+zOomFTCPgw9cQN+ST0x6jx1Wen4FZQgAAWzCJ5EhZQKHMLe9HesgRwUqRGwMsssRs2gl0Wgx1us1yj31TNeBlwviJ5AN1FX0hewrIfkHSCVxgQl2uvP/JRA6z+wJsRPuVLx/UG/889zSn/Hmb8eDD9PoPevf/rV72nTjwYl/gFP9g//uBoWH10CP4pGWz/7PZ/7voDIp67bZ/2kx94EOr57s7/PNEVqWRPEN4gITbM6vYxUX1DxRCLNFDXEJ2yBRZSLDDQbkEVhMaxdMJ/QuYXcGSYKjdGDzqzNDeaoVzpUqFm0rQ3CrEAbKYuAlQDxsuDlQhtnll2DI2zmQGFRFGuNJhXVASlnkIWlBXpF64y4sLDDPArEVXd8ikLOhiNlZl8WhmLMTEwOVSfKsKCtMJw0Mj/24KeG+CncJBV0KNRhxIowz5GhSfHQQ22DzoXNc2MgilUbQl2MjRu1VopAKQ0fF7w6sypLUZZRExzRmFlYzhOmDasTSqMeA9GFVQqFXSl54EafliEcfLqzqMGzcagWotIFnYQigrQWRhNR48PaRHs+0aTEz7GxXEBRlBG80jxkzsIFF0EHuQLFP3ldCGfuEeQZaXkfWZAyU2ogp5psMb/DmXHegZ9CAGvBxx2qGwYvkdp/OoLNScdhqN+BOy05ibV9GygU3xGclK8I9OwWFUXrDHpERnAf8VZxUxavyDRg9R7K5+Df4PKAsDAsJ6pFxklYHSNmwrSMSDOqZOEnC+eBemJ57BQ8xv4EPFOVUFSHl8z1c7Cv4zCSUGgaBU3Ag4gh0qIQGOGoEhGK7sPIk3PsTc9nbz5HaqHUN0gZmWTGfcKsRimAxWjzghVNo7wyWKAnlmEJvs9pwM1p/hzGlG8IJT/4Cd33OAtWE2GQzmaGNAgreHFEzhRJ7nXib/SM2gtszuJfRZHFEJtQnana0GqUjSHVqM1i/2s4zuoHwewfv/qptRYIBDr1B2kkr2jXDwrZaY71EgrGioRM/sw10NuLSOVPR1J2IzY0tPymcy2cqtdT0EnkYUffplOqOwEkObYtDNNrynsY3TTjlq4oQPw3Bmgiizydvt6pR7oBu3KUJyKuo2jsBuHhcoMINVYu5ETeR2u6gnRDwugZgOhNXuVEKMThwEyDUTsK72rKXhFyHe2SY7fyQ4fx3JGdcccrAkey5kOv2XEdt2yrV6RzI/utYd91g9vU3p92xVLrPNISDlO365CtSK/bFOpE0a2abzpJsxbClZ+585Z3h3N3ZvS+paHRHSHdIMcxS/RhIh2jLkGnFruhrblBnAe4WxOY0eegr7Vcr53+6gMHhqzv9/Rs7233znl9/S0e9CNXBNKNQYBDOgPXzIJ4MN6RzGtmQjqOcighqb46mo2FNeumZ4KsOud1Da0T+dHUS0cuItcfAZJjX9ZFPuT6jrOtj52sWSL5XV+48oL3vhk/fHXnc2+fcSsVr+vDbl65urGu+m1Hu1733CoxP0C+rdbY+pyQG7k/V8fW7bj0deQ3Y3vThvUepNztTlZYeXLXbLJ04vtVBsSd+t9ZP8YiQJxVCNZ+e88OWlFv2b51DK+TvLatB097I/U6FpI0WzEk7aZB+tEZcms1Bf1BGPR9zcZcyK3+L3Lt9zrmH+3trDlylXM3RlOnJpHc6zd3uJ2Ba+sKP+fy3GfSA4htCkSvkk4OBTZZBL5vwtxXHd260g/07Iksnt1SPnTFyTzjOiE4gyIhaDzWOiudykqJ/dZp6tZCkTlnBNo46up4zuFNhtZ6LiQ1W9vGOPcsPBKx2M+q/h0hAleWdjgNI+yltY5Sp5PI81NK0t4suY/N85iOv116ZmCuqxX1XLLfoausYHRZQC+s/vpAVuTjYo25ddRw7oXWz5UIaHpH8nK77FImJV3HKs+9pdNdUuz3s6ijiPsh/2EmSBQc/pEF1muXfPzy+r/e6Y4O5jp361Nv5dmNDrTeqculG6Tw+tkcvw+edfvTf8n62pXWqWcq3OzJVY7efvf2frZ+nxvdZ/1cn4yrR+z63dt79XNzpVISelHYD0RE7x/hpL7tunxw7tzqYZb37HWybserB1b7fT98bz0fV7n7kazrCmHXSbjVrXOt3p4DH8ztp84u0hF/M18/41rpgOR2XvOMywwIT/R+TEnqWV5yn+f4rFnK5JwIkZ1F6Fo3a0x8AgnwS5dWXfyH/LvKqfhSR033AKmzUvn15/Y56EV8NQL/KhLBiKTI7AWY1YfAektSyq2Ibs9tveAdvJR1GJyWU9MzZ2/mvM97b0fOZcgLuaoHcvu5KDbvHaCSa6EH+GKd9T3fg+e+rsL49xxngHdd11N37TKpnwN9yeT89Zph2QdP4It4ZItFVm/LeXFW+kaEqE/m0f4fzWK9ZonGZwu9LlXXb682R1A3dfrVmJMElKxUa+U6V+tYd+qykksi6/R1OW6WZ0wHUdSb4F/fa0I/86418aLdLgkoov/u3/WbKc/xKbnOM0Doq7zMZ3ywZvKMXe8Sz5AbGyyyqm71WmP1fcgCt+1ds8B7oPNG9q9yMnWqnsV7Q9eb4atPyNkINnvuoZjybHvfol0388hOXFdF15k/uO+Nzblm39t1La4g+my/d7/FBv9AZn/6+ocFIfrhfXt9oLD291epc7Ohv3uQf3SjH//Md/bTx6fZJz78qTZn+25flo/v8717Vz78zLpZbg/177nHd7r38Qc+/dAPdIyffOUXvhOUuFUcbv/++PUfuLrg/k4jP/qufGJMfsLlDtNxTrTeF0gdOd0faIeBnfyRO3uH14rXwqF9y86+ZbYd89Oecxl5Ww5sL87LpzPNjlzaVwgzIzO2bcwv3lKrMMw7ltl5+3XD2oXPX3zLWA1vL3BecbobeBoa459f8/JppDx/y+RPzDKz1Hcsh4XzGzg8GG8ePaKo4+cYjWU4I5sjevclkwkPj1tUKveHJ8RHvn3a0KxQppHtNHA+72lqLG/+hG8eeSMveeEb/qa94+1y5NX9wt2Lhbtly+HrDY+/LDwflPn0TOE9pgNP45atDty/3HGZnHdfz7RhoXw2I17ZfvuSugiv2h6Vha/vLkxj4/7pzJvWWN4ovlPqbkIPlW/OAw9LgcOAbzdondH6zLs/zXz15QV92SivFobHgf2XXzAcBvZ3BzYDfDHOzL7wh7mE4/luRIfGcD8xuINXzIXyvKDHmc2j4yZsX7xn2D6wbRWscnz7LZe/e8ulbZB5yyxwURg2I4e7O6BgbcB8YZF3lMG4exUIrO+92p8QvWCbL1E9Uh53FB847wYY9mzqieoLF/uCafk14m8R/Rt0XjB7gR8+Q17/ks1lz91xz/L0xOnr36PbE/LqHepfMM7/LW0+cpn+n+Dv2Cz/ASic+a8xfYHzW8SVQYVSoNz9GRlnjmNlmn9FPRd8KizLwPHthrr9K8r2v4Hl30D9O7b+wOH0DjDarsFyQE+/wu0Fz+0vEZ6p9f+G6hmx4AtUGVEX2vQ/YWY4f8DrM3vZ4vY7vr37lzxv/ivqfKS095i9wOwFVZSNncBPWDvjrbH4EiixZUGolOEfUeqRrfxn8InpNLPwEv3s/4jIGzbnR6xNnNsdkx85FzA/MR2faKcnymFD2e55cdrz8gKXu3e8f/MOO43Ubw5YfeJ5/FvUXlDttxR1ynai+Uizfx57Z/cWfEaWY1Bn1XvwmWUIhPEwf4O2EyxbljZShi8p9+9h+a/Qb/8SHyZsOyVN9TODToybR2Rc0N0Fn6C9D37K6f4BdGKodwj7nyPdgtaoO5xwXMdAy7BPJN8R5Mxa0Jkdzi6QGWWi8yC7g3XkahUwDbo5DEo4mLTMeRRoBFGXSAlWaUhxil5QXVikRHBt6WJ7g8smxboHBWfpBW4fEFNsyWJgmggwD9oGOwXHsW+WG6UbrKWzJ/mcaTW4W72fxx6ID2+RPUDFGQKZPF9YUX8dIYfiJQ1bAzDcgsve2SJawfeI10CIsaA+oyz4Es5gLw6lIdpQbalzeSDI6gZBKYmc8ywkfk07DUPKOkpNUl3VSJk2727gTTibRFCfcL0iGqUj/loNh6UVVGZKsVTfw3jxntlVenHln7Hi0tgsOqKiiM2IL6FOS7RXFbwtWAtUZlBq9bT3CmUbCqzNMYcSKP7O87xmPvj7GItEonenE2VH0HVM4I02N7yd0FJQVVQi5d9tg7WRjorvQTaxhlpS9hCocLXMeAAC5XQI464F4shKyRTsbBvB3S/+jLZTLjuJTA+C+9rSSPZkJjCdIxNFw1CwdgmHmo/xOenF9eIZHf2I78EqzoT1oKd7UhkM0ScJI0/9hMlAk46KbqCGDmGImCiYxDbzXt+FQJRFtDzlSCCjRaMeQmSoOC470A3Bbz1nplHoBEpQ4gUX8YJwzL01Zb86IuuHFtgm9+DCbcHkfq1B0dWLkQ51IVHD3UHqBCK6O7qUQBR3lKngHshVKfmZpRfLvDp6QmZVRIYbvXRI47pzh3eDMo2o9fsN16htE3R5FW2BovMhvao2ZvuSqz06mQFSgSUNc5vA5tgjklR7kg6kdq1RkTeLcbmSkqdjvRuC5xy3lIEqIWdamos65plyjOcSlBkxlMv6CEQCvUpHiFecXc5H0HSsBR8z0BFOjXSgJOrYvaUjKZ1QfX7XpaKBtnMNxK5MRPA1jO6gJqsEqpCr3ajXgO2PXwIe2Wc+ZzbB8YxMZ7hrsHFcXuO8xsRYZEFdKbbHS2Wh74HPsgkSyP/hhNsUtbBEYIx1KwlQ9Ay8+/I++sUdIiPStojVqBuwIcalJd99WRCFqgMsFVkGTCXdh+mSkoUmp5AmHmu48AZB8csB8QUtWetiGHBVvJ1CJmdmjeg9Uu9gEXyZaUyYnFEfKIn6Lt152hHCQ2Rk+nMGejmFbGp7cMXqlA4wD2BRO+M0dDwgdYMvkd270hSWI1KfEAoqQc9nc2S2y7ZirrSWnPY2gRk6p626ecYF2hJgHRkjw8hbUoyUc6wn3ULdULgEqt1KnOcIVIt11KLGURQFbzRNXUg92mp3n/ANfHg5Y8qt7jRMh03/u9PVyCb3XEsH7K1TvTtx41mdrlL6PEi4l7pbrFMneVLbBO1k32dyRdSL0YPz7j3AnHtXHDpSmMiyCNRu0rbknvPUQzttVkfze1Ia9wKvq0zvWboJAvGendB9PrcywpbQ8zSK5AqbkPO9bkU666TLJxlyJ3SH3Dn7GEVkpdeIyGdesy8UNw19inCg0/Ul7zp0jh393O51gDJzBFjBJMR899fi3SX6KuGavWa8cjMXsQciuKn0AGI8g5s19BMvB5sSmFADzFjNUHOce9x3NDvhfkKkIloRLajeE5mWUTMgQHeCSQQJIitHMdsEkNMBMVzDGazybQRGS8iysDc0Zc8U5Dzes0MXXPv5NmBWQ7ewI/QsDEKvl8zsEom2iAhalKIg8ogwUqYXKCM+jpgUmox4UWaemYGlOMtotNMz7XzBbUDaLoLB9hiZdzWc9NQ8zzptVMaQLJ2m0iYEw0sU/PZhG2dJE/BGkUeUI7bcYbZLX6vgbQmgmipadjhhD8eet9DVyw58wdsDuKHzUy6rADOIbhEUyewfswQElDGzSSaEE64brIyYNEyXqAE0HwKoWc+IetTqWBpiM8aA1ReAo37kw0DeJy6NLBBpd7lE07m+ggcayIymzeByxhmJ7MYtgZofQc64P4fMtyHkik44M6aZOeT7OFcGbva/r/XOGSakRB0Gt0Dli9+FrCRrFOkQ+6wtmaHS6DW13C6pv5bMBM0MNEpQL0u5+uI110YP6Oee9V5LbM0u09gDCb4TLuCn1FdH8Avic8qCAZgQOUa/atafWe3bUwypR9a7J9Wz+Iz4FOAHSSCYW2QqyZ6gRmp4M1jSzmAJma2ps7oDC5bAC7cx+rb0M+QuZJplVlMfB1k6MpVV/ifYsNc582VCVNAa9Pi9PiVaIzNrTtp7XvBTdLd/YGHq2wf8TM/yT3vAj3/kk4GIH/nw9znwf0Lc42ddPzYk/uEfaxjgOwEbPmzb/9JD/f/3lyfqtbF4pKs3CsZIqBRBg6CAlxmphhZBZEAlOASLWlCY2ILOhoqFo04cGSakCDrXQOFrUDxsNs5mgOVcaVazqNJMEc+CrzPuR5RCJRTpea5MzJw3M1pBbKA1uCxOscZ2mJA2QN1iWrgsoTidx5Zp+wCCnAtlUXyW0JuZaIQxBAsMBhXs3FiWmbY4dqrQ++YzbRbmBpMeIpFyCSHdOMWBl7yWy9SCHnEMY95maM2xtmDmjN4YUEbZsikjxT2MgGIp4A2GI2g4hoQ9ppHm3Rhxa5TpCV+WyGZAsLlH0BMpO4SQl4sj1iiLUxu4NVqitkLGKuoVRaMQpxa0RAE8L1Eg0gW0OWUpDCYM7ugPGBdqJ2CiZHpf2P9BV+KugdIHXAwrE6VEKj9+jgJdJlG/Qyx8DWXB5IhxTmfWjHvQtXg7I3ZOcIbSU4glNC/Uz2hbokDSEqnSsA3HV3GsBYetezjt3B2TDY0T+BFXoZU4RN1qpEbyHIexzog0RDfgBSvRV2xCbcGkYDLidofrDtMFK28RO1GshRLJHvEJ9VMoU7rF1JjFQTYIcyhuNmb6Zo31ajPOmZkj4ntKq2lbCOoeTiQRCpXKiNgWlpHSCuoTNKfNhiyC2gZ8xvSYqP/3uBQWi9RPt0B8Cifcp1AQ8aS19MwE8ihSyoCViksayK0GjYEFYqWkGSSJVjULCh4vWyjhxBJzdKl5Du9+XNH7lHzjimzqFBnhw0n0VfK+9qyBKzohMTaZ/ZPcNXRExxof7t9bUc23jsAOUQzZ4x25/8E5dL3f9cXOk5qKTTf08lYddbOiNW6KFccXS2/9Og7iHbmRVwKb6LzNOVydtjIUp+t4XNGD3cDrnK1lHdMPh74bmYniJGkUVmTfdRDWIlz0jAxd3wvDvWcBfNdxdkVD5h0cOoJGyNRa2kdHfDzDJYs53rxzvQrf7dQPX9dZtJvXOo0CXNFON9kXnXqFQH91DO8KGbPOgtsdIvmrA3vyka6WzU3nincEbjoo+iWkodG5W2+zKeSDmwpLDu0Vid7ng+uIr69/OA7RP+8OnJs5gj60HYVbPrG2uzMji1X2vt/MpGemSX+WJGLQu1HjcA2MZDskf27mSNb73ebI3uiNwvqM66XcOozkg/4ldQt8uDclnN0dIRUjvo7iz7j6HH2s0GYbVuH0CYU2EZPx1k1//PZeN63pn+3juc7BdY96z2RJ51jc4vr8dUw/6GTf533iBU+HyRXNf/O+CxkJuPaxyzvz7EpLJHxH7eUzxHKtBFrVb/v7MYAnN6vLzcykzLrOcbZtbX9HqME18+ajvtLHu58PXNePx3pdzSj/UOZeMwl6hl1fdykjPlift/stx02zjYncRQT5uY46S751i+BXFCIlxlnzb+knWUfbZ4C0j3HTdW3071/b3Wn85GZuOlqRBBA7PcNrdSCviMkrdRb9tjn0HyKNOz1ZClBTMoUzzrHO+963l3NdE/2WEuPqdiP73IJujEANB6VIn2vH1aHUWKtZPPZKYZj6qPV1kXU9sog4XugUXP3Mj21400hLBKyWDDD1sb6V7+tSjrPmJvsmltDN5/rg9ef4FXMc51ZQuYWTP6kkc6I6qtw1neaSQcgfvG5O6NWmuLbvKrNSr8osRtbW9wnqAbsPrw/6s2ZEfCw/b5HF/fUuh670adfXkj5mra3Rf24XT7v5/Kdk7G07iD2U/bwWJ/WrnOqnRmxGoM9Lyqne/r5ub4Ovt2Pqt33pZ0bXplZB/8H4+LrW4arH3vY1ZdRHZ2H82M1vuM2W/HAsbqb6Vl/IsY1Mxy5jox9X/Xk9rPj7XGsgKMc+/rwZw/VcjfUQNG3dscq6R9dzh05jpddAmAtrujvga9t7u2OdrOcX8UyTQlBc5jjczGfoLQsdZASOetd5IyAt9DUUZ6G1RlsKc4PLIlHY3uHShMmUpRltMZpFrVAzT5B7ZoStdWcCEOJrW5RrPa4ub3qNuI5UL1cQAFzljhFAj9wDsq6vfm+5jvVNvQY6zSJwrTkSnwmQjvJx4fQ1q8MzsLOCF3r2WfxIz0RZ10bqGD2wdpMZ/8OXf/RnF+J2s1dTA+26gGd7pGdN93t0VHyu9x61T13hA6D3mimV68slaUbLKgPk9uwlAxHrOh+yHTkGpD1hZN9Lng0tz6e+z/s52uXebZYq1zb5x/Kp5DOv68M/kFUh66TrCUIAsNJWio+U61b1nGsBXzNAbtbCOtY3+v8HcrOPo1x9AQhRf6vLUW7kac/y7wHZnIObvdl1knUtr+d6y3V5c1+6PM73gV4z5Meuf1hh6lXLuLluhf66OeV7GnMV43/vRqz3lQ9f/85rt8/zm0d/+kD47isfHkCffNYHH/npffPv+VzotTf3+clDdfvBH1sF/ummfrK739Mn+Wi0fizl6+deDmWJavXv2lsmdw4XZ2yvOQ8zp+rcyzsO5ZnTtjINO3x4QRk/Y6+Fe21onRnkiD3NDG+VOhRsX2j7hfb6geaF+atXtFbYvimU6rx6A5tiPP1xy3Ks7N8fEV84a2V+YTD8AZffs7M7Nrbn7bef8+7pDe/kW+yffMN+3vHqBMfjhbdvv+KFnPmn+zODjJThd5xn+PPXX2FqDL88U7aV8WWluLD5/zjy3pGvK8LINHzLN/oWmQfui7LZV+peOD1fmMoT7WmLf7tHMKqOyOXC/Kcvmcor3m9+EbXmZsX9mefT70FndltopfLnbz+nXDYcTlu2UnmHclGByyMyXBjM2Al8Zgfe6JbTdODyfk/dbCibA9vylpe//BPVJrbvTjQ+5/L5Z7SNcBpHmB7xr/4jxRsvNy+ZvfL+T3Hg+9ZogzH9aoNtN0iFYZ7Zfgt6LByZeWoLtC20DXXzkv1mw7Bxxp0x+h0b3mBembyiMlHlgfE08vppzzA3xscz8gOZELV9iRiMpzeIOjNnpgI2v4blBXU+g020V/8O3/0JHf731Ol/hz/9v+H537HRI7UcafVznu+2zMsz5+1bTBc2MuP2xNz+Gp+PyNMfUJ+R4XMoe3R/D8MI+28QPVHf/5lyvFCmPZSRwhcoBzbyjlGP2LDgaiz+N8zLhdmFqfwO19+zKf+JNmy4bN4gKhR1WL5h+/zfUdrMfm4I8b6x4VJDVh+sUmejbT9jKZWLH1jawKL/jlL+r+yXEwe5sNivWNqvseVvaPp7hrpnu/2nnKRwngfEn1D/W2zeYk8Hlu0e3vwFIk8U/7d4+zNvH/8vNHvF9un/QGmvqMMTg75lvHtNHbbc8wUHfwGXV8jzgTL9ntb+iD8OyDSgtaFDw8Ynlrsn4JHiX9KWN5ye/0uwAV0eEH+gtv870hr19E9xHTj+5kzbTuxHC0bY+XPaXGh3F2xo+PRrbPkcaw1r/zPKHdt2T2kLxRcuk/LU9shmpNwd0Hph2LxF2og+/AVSDb9/l8Vcf4ZwS6W9F1aUplFosQYHM1YQOwTHagnlxP1IFGGLz2sLlDVyBNcrarMk1U/PgLADgfAIh4hqBsGSusAsjS4rFA1uW9OGiCEckc79KYqzwWXGyzEMfd3EfQhezkB99gAT+BLOGOMSCoumgi6B0pAMSAbd2ZIUYUkDpmMgJC0US2+KJ/o3FPEpEH0WMBrr/Lx6F79bIDdFJ9BL6tJOKJNjUOVp1F9wu1VCW86BBg2mgKgTQYE9gqIURBbQ9yBOy8LcoXSy0gxFOrkmsqWnKzuiyR9vEs8RQpkUMHGEAbMSCrRcQilcleIDP9uYzcJuzhK19yTRzZa0QzpjGkHZkk7V0E0rTUa6gzyohraIeVCeyEKpEwhYcteLZIG0FsqzlwkTo5igZrgF2gx5D8Ml1qJUYMQZg49VBuAEPBJ0QRUh0HfBvR8FSF0GOnVTYPkfAVANnm5jSXaeNBJkyTG+gCyBSPJxtRc1ZzcoBKP2g3oiR7PegnfYlgf1nySNmjCkppkoYQShBv2bGI0N5hVkArmAXQhO2R0uL+jMYsF1nRlHLetfdAqrDNq417TbAg3lydWK7Vh5/JE10B0F8LI2h0uyrSTitMz/P97+5EmSLEnzxH7MT0RU1RbfIiIjOyuru7pmQXcPAAKIABoQgBNOOOKfxR0EEA4A0TQIwCyY6a26qrIqM2NzdzNTVRF5jxkH5ieqbuHh4VHZPULh4W6moiJv5cfLxx8HBT3d1g5DMDIOjGLdmfWJq3Rj5NqIgs0ZXYegX+lp85pGtDvUdAp04zUNISlp+HSffRnTeMsizhs9wnjVR+i1IGKvZ62CcuUAz5oQm2NHHIaLQ869ILaLPvRC2yXkp8hDbr0XRKHlHOtMV3dPxK6tAaKxTs+TjgSteMoWsQGXNWQTiao1wpkuJKV8jmmnjegO+81Zl2Pcu4tHdowr2JRtjDZdnAadGmhEmMI54sfLs3ACKFLAdkAP5Bq0JfqSNVg6haC3RND7HN/VPei4OUUiuNVtGg3nDyXODY0aIMIu5nHsVDufcbnh67sEfET2UzkEJ3kbKi5z1tNaKXWFWnOPDoiAFsNXp82OFEV3IeekBKWEZHahrzdxbMtDOLYOSRdx3kEbkEkim84zA6wdwQKkI9owkpvdGmY1UIX7qHUymuMy4XoT+76E07+sgfwvIjH2Qzp2Jaiz3AL9aIDJkOH9AEb5Sq8RjTZHW4CUHIu1PEbhTRsXREfK+CLiaKc8o8YRtIG9zSzEqBclw5egO8yf4sxe4jzzEs4hFYsMSwsbxpvRaq6H/VdAUvDJipbHEDg1HDO2M1DByyH23BD1c7TF2rcSoC3RCWQXOhSnWM8usSZ1geElDK+R1RjmGgEHzcDM0kJXkycQpXDtrPuJJdbrxQghb6xnkfR6BdAdwBeH5sqGiLdGp0PtWT49S7CHxDYgWi+SStbGIrObpKTzraNaJdY+Y8iDbcP0+0L2hXPrnG1LWdyiIGnUyAmnVQTpEjkb3i6kBUq51zfyft9Wa2fBO4hCJPRP95Tt2ZweXPRxy7gIp2Tw4aMhxyTdUv4MSEIvLtydrOp5f7+nXGg+taXzbczputbplMim6I5RSVntCCvXeSid2o6NdqlTyWRB6JyZS9ZIRXyNueBlnoFrjkuMj3f6vl+qt0FkMgNYrAUzw9zQoSH6hJhGtovtcInaa9gAZcGHp8i4axEs9FXBdzB8kedkr6eRQdUhsn5a0p65WagIBHit6orJgvqB4jusDFgZwL9H7AGRyOINh/UBWHB/QBjQeosCQw1efR8jk7t7JJ2KmXA+n2BZ+a4Yj+uALwVX4WERTvXA+8dHTk8ry6xUP9DMaBb6fRydLXxHClYcl4LJGDp4O7Jl0Ihgw23I7PaAWKO1PeYTIjPB1T/gvsPbiCd1deZsIkMEP6xJ0FKXOfRUv0l7JbKmxQ9EPaEfwA2tGQAqLxEZcXlH0NtO4AWvQ75r3tZqgBdib3k5wi5q3aivuIXMRxpMC2Izpb2PPacvuVDqfvwSOcW6kpJ7KwEVlgFFbwEK0h0uAXKMMgQVGR5xxrRDr5z2Tuib5SFfkvqBPoXMsV7nSkIfyECJLHdAo6RL2WVHL7JtLmixyBD3PVF/b8XrGXRBymPu2ZLfexHnRz0TwfbUfVqCz+w2XlKeQo/OYNcmb1qnuCZ0cL+BzBbZqHe9hIzLGkCRfVAIWm5ByoSjmEYmqXvWHqGfC50OcKbXRIo25HNcoEaNHnOLezTWmfoUa5u0u0j9ue5jlbaYxwCGCloia1fsCIRfwXGkTUgriVUUGAQtBa+eNXrIwCO4dfDGEPPd60/5KfWm3c+ep/CnBCF+7vpYTOA/6vXjsMEvvn7J1z/rdT8fiPjRp3/yWP3UA/zHP360/c8++JxYSket4Rdj6FPX58dnPniHAF5XzCrGTCtzOME8Cn2agI1CGxTXiFQqRpEzWirsGqyGTYKNEoXkhkDEdESgqjCNQhmcwj7sVRFcAxVdXJknw4eatl9BBUZtwSxxKtjNQL3bRZpfRmRtjD1cW9ApCIo6+Fwi7dFaxGCnSLEvGglaXgvuO1Y906RRbKA0YWyK1gK+YOK4NWReoVgUwFOo4hhGq+G4GzQM7pIGuLYVbQCRehl2u8Q44mgTWDVBax464hhHrxm0NVAWaoXdKAwrkS0iFkJNW1J6rKwWTo8N7dXTpZsEyKuGI0ssnRAq+CBRrBQy16QgZNpmd2roSNDTKOYDijFopZT4lrsg8/jJzNdwKCgDe9SFdSv609G+ocCW5tActTAc3AMJHqmfFfcVowbrrkMxpdYJrGAs4WQoJdHdUczJ5Ugv9hQ1CRxXpXXUcStgY2bJRPG5JjuwymDvqH7AuKUxUn2PUbChRnqmzggzw7hEFlCNjafd8fhsHColCnhLyaJ9K7QZbcZQS6BKqKxUmlcKHim9sgujmSW+YwUZHFRYbU+hMtoYBy0PYJ4Bix2lDRT2GzJcJYqgKpJoxhXXORxilpkHxYJ6QA4YUcA1lJg0KGzF/YTaMR0SZ9wNqU6pQhl2qCbeWyz+aDjkVYd0LtYwSLzTkEyYFcw8UlSXoFYwolChbuisayPws4Ub4VC4/lVHasSe3FCuUgLh07MPPkDFydWfa+dff0cqSggdkdKR3h80ZXvrh4i7vhd844IMuX9BWqSzs6MpOkxIrp99MQll6/A1Ita5IPWA3GMXjtOu3Pb3dUdnu7zrA0RKGvqkYSWdv7O/L1H9WzaIb+30jvyQMFI6mdIFDdyDKJ0rNJBMH6LmsuN+aduFy/O6/Zd3xtUu44cQDoWO3esUMuE0kA/e9fNX9NKvutqdITFv0c/ox0Yh8QEiO9vu2bfrPyJdc/5g/EM5teuebt9JccQlK6ejtzvqKd4jPf1lQwDLZRlIGgPbO6Gvlf588cyO6M6Nbdgu3+kIKUlk1GV7SP8v3rX54fXS7+26ODwu+zIdsH0NXc3ExbERz+k0QReu2ezXlvnRn29pAF3u8W0w+xz5pdHp5tpqG2x7oP/ouX77p32l+PZzR+x9+uprJNuxZV91pG6XK32vJBr7uvhpb9+WkdQRdZff965ej/Tlynv7u73TluU7Og/2jxDB/Vm9lo6wZXx13WZbtz0YkMjyzSl1tUckqFFCXnZqqJw7v5qjrV2woVT7s8TZaJs2uf58vcmzf/e13xGEV5+J0oMv2/P88syQL3DJdnq2Tsj2fID6fSaDtgyzy7xvfbn6feeLRjSRsIny1wER2WgUPvu6zk4gsjdjkQy4Z3F5j+CXeBbz3Yr0egYSy2WvQ+ohfd/6ZRxEN4dxvKOkeLzItRgtSx0znUcOnRKkrwfvqOGNzueyb7dMyD6vSZWSiiQdDU1HLW5ZGV029PnMN/atsa2/lD+9XpQLWAbjUw++xkFfzle9/HEJ/S5rCHlJRKwQ8+wDl2LHfb6tS9grUZw7qD+6j2JSYXsftw2hqZf5AC7c9F16Z20O8TyKfPvEMsgW+ziDBZ9jv17vwys94yLPyD3/TLb49c/Xz/jYv/v49jPvxzrNZf9mP+mF3OMZvmVFXc39B++/bn8XAf15/Uy7Go88Sz6Ut89lz4fPJNfl5fdXfXmu6/3oXOmtvpLlWxaMXZ0NoR9d3vu8f37V9md9unToCkv5fI6uZOQmw3rb9eq+6/udC7q6ZwH8WHb/AsmWX70aSy/01Rw0mD2rIBHWKcQu9di42s9dTHR5Vy5j2zO7tmZe5sVx3HXTJmL36AejcMnsTRkjfddfzjXxnvXpW1/oNrUr1sLJX3FWMU51pYlhXvAinFZjbsZandqgmWyViCyzqWO6Gu7LRa92whG7yUcue77bxEkjm1FR2Aq/K8bIBRh8tXCeLbseUhRXvAci6aCcnlnb+97lcgaANl2g/7EEW+Uom28rKkSDX8lyvzxDBdeG2JLz1D5o408vst6Xvu5TzorEeGzrfuDDsyrPLmYu9fk85L5c0bRtwJieccLV8+KWDWSRIKgul3yzDa7moJ9Zmxzon8v27EvGqIb93MeoZ/d50vt1mfQ8A+u5zOjyS67G58NT9jKPWzaUcu2Iku3sWtO26zpTw6nIBzKty760C3MDf3hu9myi6zO1cMl26HLJr8T7lZ37o7OBnL8EkF3vVy6MCVsGtuc7ti42ft5W+JPpmK7+sbXdP5yvj9273ecf9Pn58fHT10fu2jbN1UH07HWffMFHOJD8Rz89e2Gc2h9+/sFt8uwbzo8b9ePLP/HTp6+futc//Lc/n7OrS5598ME9z9t/dYN/6p7nz/oMRe+DJgnKAQx27x+QpXH81XvarfHq/B039QErB57GLzgeGseDUd6OlO8nxuk7yu532G5CXt9zfm28faXcmfEFj1RR7NuXuCiHCYo2xqGgNqB//C21DizjX7PePbG7fUMZDzRZWOWMHn+FzF8gwwPD8MT4N8Lur0H/7AvKi6+5HRde7r5ndwD/6hX4zB9+XyhMjMMjZSn85u0tTRpHfcBvK+V2QSfjoGfGUXjHX7LYC86H72i7I7/+e+XVO6E+7KnjxDAIZRCqrVR9y7lMnMqeer9n/jXI08jwu+/YOby8q/hYuNv/Bb427Nv3SHWm2+BLX4uwCkx1pfjCbn7BsAwM00AdlHlsrAfjtDqn+oieDpR3N+ynV3y9V6o+Me++p/kO7AnmBf32RJUzf7zrAYsJ84n17g53Z+XI4GeG378DBB/2NJ14miaeXjoDdxx8YF9G9jpyPj9wPv9AfdqzyA11mphvbvFJ8Rtl5InX8ve0yfhuPzDMO774w68Z7KdF3dN+zyiFr/QFowzMvKLiHMpK0e/R6QH1hcPjLeW7v2Au71jKv6T6N6z7FR9CyJf1zLi+x06N47uXtDIw7vfoMKA3FYYBGf4zzCpteQ9+YpX/O7SZm7NTyoS9+F/Tyhecy3uqLNgfbvDHPYzCOjTm6RXr9IJX9YE39Xse5J4qQquveG//G2T4hnLz36H+APOKyo6bm3+K1cbT+j1a4e40B9KjBs3UenuiDo0HP7Guym+0cK/KH86veX/8DXo+Mc0zum/o/r/nqEd+KAMTxr49YTJi+xeoPGF6pLgxvqhUG3n/cMNgyv36ZxQ50nbvsHLkbv9fU+orbPkv8PYCOf5/seUPyLSHMjLWv6G0R2p5ZB2OnPf3vLvZMQ3CNBS8/Apf/xm2NuS0UMrK7c0fadV5mgtmpwArmeHlr9E2cv93rxjKLeXNn8M0ceb/yTL9nnMr1JNyX99Q2j02OL5zzM+4/z1V7nH9J9S1IacjPL3Ff3iM8gW74DbW+0dUC1MJbs9fIt10c2BHSrTrwlas1DSQFO5gI0ggSk1rIo0mKIqQCBW5Bw8+bABNB4K1RC3k+SibIZXiOPlfsTWUCb1JwySdoV7wNkathDLjLphp1nC4TR0rlDdv4THYCJy8pWKpqCvBqwzXdDQBmnPUophc5/w0DojPiD/1hoazZIy2q4NjWTOiICUyH3oxza4025AFf62Fg0UCyeY1KNh8dHwIdKiX5GK3kvBRRdwYZAn0Yon06fDxdAUtjBtxR1Mxu6iIqahbKLoUS/9Cd4gHQmZDf1vD/QkpxjAYUbj+Nucqndm+0JHav/Q81UzDb5mmPxDt7TzQGpAu8BG3XSBszdPxE8F3TV+SJw98FK4HK1kkviXSaOvTCbwi3BD1CFJNlxmThSIF5R6nYDn2YsG9OnAmMgY6N+wUSHqDqKcQc2HDuCnjOPSisBGwjnUYRbi7En6DJjLcreBSsXJE24TUKZyGGtkSaLnYHkbwBDNQStT/8DRK3Ne8IZGjJTJHAm3a0oCEoI90nAVY0rkfiPpwrjWwGRfFdQSrSDsjCEM6SQMJms44F7xN4bidSqyTeYF2Bh1i3foROOP+BudFZOR5jcwOd0wiTymM8IH46USgY+N3lpy8n7pk0+s7rU6vT5BLVYROvRO2XjhBRANJ2tH+vR0Y2/h2KqstDX5z6AdCLPjEE+GZxmrsxU7gH/JGWgbMkzs7KA1CJjp+5ZgJwzaeOxOcuGPKsyn3eFJpSQQHfTO4YUPIecn5skv/YKvfQck0q7ajo2y92+tSCQSzxFgiQSUKXAov5ri0bmjmO3SPyYhkUU0knc16QvSItxFqymNNPmUxOt1ARx2H2Ml+lTTUE9SC9Uy62BwbLYFMBOHzFNSHaYMHD3buVYFOByiiiE+IjkjZRQBiTJTk51yiUfcpHTYiC/5UYFW8vMGlZNbGCU3UMnJHcFOviMzosEduXqS8eQRf8fM7xAvq6QkvT7gU2nQTZ64J0vLscsObRZi4922sCOeogVAEPwl+HJJG3kJHqUfcwKrFWiiR7aW+Rl92U5qcR5BKKyfAsPMOmoY8RpBDxaeKnxxZHNkt6Bg0kq0JOhpaouaQ1BGnYu0U79vdIE3xpzWyFtpTODXai6yn9DL22pgFbmXGWRI5PCPtBG3FZAp05DThZQqKU7tFdcaHY4A8iFoXpoZICzemCjbmXpyymGc7xfzvDsBAOyWaq8zhYKtrZNn5EH/KjOgR/AD+ApZdnukLvn9ErVFqDV7vQ2T+mC+IO6XF3z+3xmI5WsqbDJZnINU3J11ypneqQO91DgpSsri4dxrBctmz9MBmIXi1u0MtHWabAzOcVeG4DFkayOuB68L3np9H8dr0uXQ9ipSveAJCwmeyBbtI3NF2v6Q8I/YHHtkanpS8EM/AgJGooZMIeuJMcyR02s3PkM7R7hyDbItuZ8SFwqbXgJhT7mn6H0MHgE5Lk6DCq4xRz36EnuIgp/x+1siwOe7LDM8eaPB0aF/OvHym9NpqPQMunZLpqhM3lCV6mGMbNDoXZ6v7Z9RXen6ln6rX5gqfZgYN8m9RQ1VBNWoWaFDUer2N5bsLgJdbZmCXHH87A4aXzIBqncIs9YESerzpRK/PFtRqQTmMPSHWoCxIGZGqyOIwGDLWbMML1Bv4CVenjV0/eI37SF0HXIS1OabCw61wwjk+PaI0bIw+zdWpzTmfhXkZmd1ZFFprNEudQCriZ3x9lzr8SGTKp22ioY9ryyDDcA49Unbh+9bvGZiztpZidhNyRRfcT0kHTWQbWknfbgO3yCB2QV2BBS1vY9/KPaCMfh8rP4E1OjwhItjckj5vBQJBrwo+DKCvoC6wrqATrmME8bVgpkhNmiGtuUZ2Qc+8P8ZGPj9d9KafvCJIIp16NPeP6AGk4P5HhCNYZiwWkKGlTj6APyL+A5H58gJ8xv0ITVCLLIGwERqR+WtEZphCZpajNeICLeVNaaBB062uQZ/sA6ZrnD++gp+zPZE14D6FvlJr7oM55F8JJ37IJMP9MfQG+zL2ZU2ZI71mRGaadl0FC9u8vQd/ILJKo+aXZIaNNwcq6GOMZVL99kyCAGsKYnGmm59jPDJDQuSRYB24A3Z51CSVFO1i4xBjBpEB4ZmBHXJgZtObxGFIuVXn+G3a9y6HvP+Ubc76kh1U2QxsxX3GmZP+PHVU34FEzTShInYOW2cXdN9er0FkP339x8uE+NzrWWDg04GIXyiwP+vlf+L149jFz9z4OU76X/zwj335Z37/P8b1+WGln72cOBBTHkR64QkZVopVTBXTHbWsrMOCAMNqcSi2FS8FGwP1bLVi1pJfX7AaikcxCay9hZPJ1thIdRSqgmkUpSELiZrsE8m1or6kK7FFzQKbUF8pujAMym43YsvA+rTDGRi9otWZfKS5UFewZGZQN4otSV+fGFuJFG7VqPmgLZD2gqYT0lBZUFXK4NggrNNEOSk6N0wd9hVVGG3CzWl1hmaMpcAg1BKGdNEVsZWh3lDaBD4Fwl6iCFw4nuKw9Zrp1+xAKiJ7xIc4MIAiQFlZ03GnazjbNoRbIh9kWdOxFemlhoeu6kJBGTxyIQaE4qkcu8QZYB5nWiOVsYa7YUWw4pgP2CeCEJtHLaBWm1s4aFKCHEHdGdpIWQbWsQIPmDir3iJyRrxSvMU6sBaGlwx42yXwNg2OqURb1ymNkAXkjDCmTjthw57GieYNT/7ilqiM5kJrA9KcUhdKqZEM0kaq7yi8p4gjXtF2xiggN5gYq56jNgot6jD0w6w4XpxmYO4oZwYMtZfRjzZizXGPIkuGsfqAmtOYwWeKrqg0VKIIVBkdq+BnjToL7YBjDLv3uDSKvo9slSEci2YVbzNiYxq8NRytGgpIGwptnGhlwoegaGmtIK3AOiL+FAVdPWp5GDP9eEt3KFSLYpUraeCsuJwRvwmly0rWAdncyghL+IZ0wmRByMJTdsy9P0X7pjna5IefddJ9ZAHSnXNC+s87yiG823yAjtk+INetpBMn+ZMTLXndCu8prpsTrxsufnVPmG/9p4230wPlG+nxPSiRiBQn0T6+jXQ3bL3TxqRhvfHNJlmE9PdsCOFEB/du/cQV9uT1edpR5L0/fvn+hixKCpQrB2D0L5zkjiUa8jL32/O9r4U0buhK6TUVTDqCczovDe1j2J951bGEcXuOyQd964XtEp2+OSguX44/EobyP/jyK8eDxHMln9+RpNuYum2/3cZawhngqax7R2/S038l10gPSXUk02VtxL87bc4ztFB3sm/7Ecz1g3Fw78j6mMuNiqevMEmUsUQ2RZ9f7XNgcc54dy51uhvJ8fHLeriuxrDRV3Q955pTtaNeN16l/nP/suf66Wu+Z510B1BHanWFJ8eGq9fh9AydDnCJrJ40nLaxzbX8ASLqyqH0wXqQD5oZtyYiEIiA2c9d1+Pf57S352PfTtjzhnJj21vP66749XMB3+amz1PfCynnpP/9fA+mUSbZ5+3eD+d768/2z5i3D7IVOue0Xkn+zYDve6iPy9XznW1cNqyqXTm7Nif99ViFnN/2SEef9bZtk9cDOdfftx//EbucJ12GbuOh2/dCVl47Gru8hQsank2W+DYIzwV5Hw/58E+XPUnZFZlpYdh/Mo31R1cG27Vs/45hCWdXOB9qbku52ouSDof+vciEcfcrZomrfkvMt4sGd7VfkIz9yA5DvkUejUDnr/bt7PzwhPZt7voY2za/0ufJG734r2/zGGdQf5pABoQysyTnN4LIlltSNsft5nfv4sDIQEEG9LJdH9QakKR5BHph4MguicxQSR0jnqPbd0T6+PSxtK0fQfOR8m7bZ30P5Zj3TI/+Tvq5ctmj8S+FXojeVrwEjWk4ldsmlrYszh9lJf7E9TzjR579vcm8j8m6qKHXg9Jcy64P/nDVFr889joLYDulr995aYfINbr1qm0/yiy76sAmo6+/0fMnrpDbgDxv+7Wc6fpc7r1LcPf546/ad/XhNdJ8C6ZcfWM7ArbX6rP2yeWGbdyeX3199Z/7Wn6Oon7e6GfzkxkEP3rDJv/zB7lu13OZ+Esv37p3cYh01LhsGU3SM40k+nWxAfoein23ZTxKD6Bd1lmvxXiR+f0JPfg24Mw5lkkz6pbtiQDtVpchC0AHWIOcv8zg8YJY2QpUGxVxZ7WQwdZWxBtGsCesLYIQaytU1yyMHbpy1yl7QV/3GqCWTPiirSm/ol/i1/N9vYk6lZpHG3tNCfXoa8qzeEcGEvu3/WLfbNlXmy4vRAYzdGrUCGD+eC/EGQ3hXE5QR75PrCS4pNsOV7rDB/s6l8a2xj91Xetb+bMTZ/AmO+AD/UfivIlzLXwPl7OhZ/np9p3rcxJI++UKGNdBLF2kPZex17Zegh4i8yLP8S0b4irItwWBefawBKbQ6wFdHYY/Gs/r88+51IHr7W95vvS+ZNDxShzFLHWASskt1c/ybP+W4fBcPveh6f2Pfl5yrCTbwWUMryWTdFmc8yI5rzibDtfP9m3uuGTZbG/JOn1+1TG/au+W+cxPyN4Prz+xJsTlXR/+8mM3//iAu/z4kc8+fuNPX9cL9GPv/ZHcf/aLjx048vzN10bG1fe3+bne/M/bfeljVw8+/3r+3I98fP2aZ+/78JIPP3o+bteItZ9t00ee/VnXL+s97sjTE7hz+pVy3k3clffs5B37Wyg3OyYOFL/lcT3z9AiHpzNfHn+PvwP/9tec/wk8fQHqR97Y7ym644fD11R1TtMj5Tygf/WPkDrwdg9WGlP5W5ga79sttd0xPT6AvUXG10zDPcugLEXgwRmedpSXjvxv33I6w+lbZymN/biiTXh9LtRl4vH8BkeYO4f2/RlV5c30IgIffzPhbgxv/wZZjrzijyA/UE/3WL3n8eU3/PvXj7x4L9w+jcxlYeXEIEdGfeJ2V7m/Nx6mG745v6E+wfKDcZ5Wzjczw+LcPD6FQ/CwD31/dFSdO30AWTjf/JFaztSnPa3usbuRsh/ZPT5x9+6J/dhYRouCv7ryVuFvHW79wGsb0cXYnRrj3nj5tWMiHNcvWM/K0x8n3JWbLxbKzplud2gplCaINaw9strMaGdu5spwEMoE/vQF6/kVxgv0Rhm04qWy1zOlfMd6Hjl9d8CK8++nrzio8/XdwHAzwn6gfgIB8Mr+gDi8f/o9Yoru9uyGiXn35zDe8ZvlFffVeD98y+nwwJpc4Ef/z/hB/jH39l/z0v4r9hy54Xv2O+XwZbBqiydd0NN7RBd0fI/XPesP/zm4Mr7eB+/x4TVWRowFq3/P+NYpM6yHE+3rSi3vqfKe8ejsn57Q+YnT6RF/+ZKbF69Z2sq8nkCFYX6DLpXD2zNn2fH3wy1VJ9rNF0x25qvTv2HwBQ6v8DKgvqe4cnu+p7WBZfkfeNe+RW4euDkcOMst83Bgms6MeqbWF7TlC4R37OUPlPId4/S7CFasf4kWpdwIpTReHwybhfc/vERs5EbfUsYz8/AHmL6lfLEiesvph5l2buzLyiRK9S9o/isaP2C8xcevsZvfoGXPodxymv+O0+P/jZv6msP8n6DzGZ7eYrLSxjP4wLT+BmxH4w4rjYfdv6Lo77mXPzBUZfIHCje8nv5TSvmSY31gbqdwRtfGVBq7Ao+l8rg/Me2cw22EwooURAqiO+pOef86UOPnhzeBoP/sS6AcCB755Ni2CJoFOlwjSCahuLstEYBqY4LEVmAXiAb3QPWIYUMW6ExFn+S8NY6pBCXCJdFg3rIond+ACz456Aq1BdJQCBo588gm6GeSODJ4ILvlGKhQdjiCaipINZ2rnTNcr1JD8aC7wDGPjAEthqrjdUZacEj78AViK9KSE5NAyQfqJ7iinSVQN6LIEEiPAOx5cEqL0Xxk40NGYLQocWFLoGYk+L9xS4RNFpQHqoZyKbKC1/xboQ15fgbdDho1FDIZBfXu8NbUKZIHWTSitA1oibof6qbfd+NaxFDehrLcCsH9/BKk4cMjfJZxcbk6lUexFXEoPqCuNJUItPtI1GkYgz6uo+sY0gHq8W7xdOwEajpM4VCwuzphJMp5F/RzamFMWUeSZo0BF6MS55Bisd4UNkfkVXFgJVDrOiQPurcNTCDiaKkITqd6sc7727lqOzpSzjGfnDNlvaNPJdZVL5LuxLpXxcsINEpJjt90GntmasjmyJYrA8NxdTbaGhdcGkZDLepjIA20RSYDuWfTIPREfVp5QRgP4Tz2dH6rdAdjNLZl1rszgApFQaURfL2KNIn1roZ1x7lG1or7GCZRR9PZPtom78IhleiuT66vdBpLp3WwDFqqbXZWV0LDoIpAcyyJ7gQm9nFROpVA+Fo6L0vPOElE6uaMiVUH596YkFRFoj4OGmCWMgZCznchG/2Me8314DmFia7VU8rQw8WYlsy+6NlqKGLhlPYMAgkrWyDJCYTfVhiRS7YFyaXbjWrCgO2O5FCXD/E9H7gELZ2OChYSTccu9oxZPq6mzzwMzXCCzOlYz6y9gUT3rek0mmLvDNlPzbZlX7pTOYAWhFxHr3yk2d9SwzBXA5Z0pIzhgLYVtjoQsrGwxb/7H0XksO2Dn70cZA60uIwCJR1HQ2TCmYKsitQdpgPmBdEzKt9AucP3r/Dm2PKE+ILYkgb3F+CSNVwKbTxEPSI5xxFYbkCSVhTwMmSm2ymyl8RQ2UWtLJ8i+0QFBkemnskSFFQu+8hcktuQS+27WD46gxdkKQhOKSsuRtMRV0G7Jd8GOAXFZRlHzGKJiJ6hnAOQtcbYN/a4jtg04L7C/A58QsZXURdGn3I7RaC1lYdYly2yEmw6xH70Am1iaHH2SylZB0qjhkJxfIx6KNYGnIngw15D7uqZWn5AfKDU12AQwPSClNvY160StRFmKI7VGXdjHG/QcYTqeF3xusPrHg4jsh+xdsTbN5FdY3u8OXUFKY4MLfeZbibxzwE3O03fhSIoz94tIykcjGRWVKe2kcyIugThO+WecClW3jMisl1kFoh0l1ACE0iHrh1Ahjwf8nveUpfUTWckAUzCQNRVuHKu+bK5BLp8oTuxECK7IqEHV1R0nbKsF/eOH5Rr2o+oZ9Vy3kI7oMvHlLEXisuLIy1q15ABwxZr/2p0o+ZTp566CvB6ZqhyQQ2L1A8Dale0LFGPRrgEvLozTcGnfG5m0AqXvjtX2W5ZHDedcCKOqODeQp+lXD2r5Nmv+ZxfElzt3YzxNjIrYVBcB7QpYrvQIbWBWdTx6DzQ4kGR7JXWFqLezAo+4Gtw72t5zPWaoA4J2jPTM0EvtNIpCgUwWejZ09KitgtSN5sCG7E2xRltFaUhWZC5yV2MVURr0RY1JJwDTWFpMyJGPe3RRSkW51s773EZsLZgVlm90TLbRi3qokgZoa5IPdFrAogZPkfmVpNTOO9LnFutA5HWPY6jdkaocUZwk3VoHPQB0XeYTfT6GZGxHmtGvGd+OsiYlNKniAvJq9BVl1hnLvtc82ccx/wQ9+n7sCuyJouxYmTGFwa+B3lBr20V2UETrjM+zjHNFFwarpFtRjsgrug0/KyA6yAw6cBMS/qpmjXEyg3oITOgIjtBWPAW/w7k7B5kF8Ak36VO12VhZuEIMNyFvJpnBEGmsDM8wWjSwUOWe12G6C8L6qcILvfAbgL5RBomE84edAlaaFbEnlI+7YGC6o6oqZg6mpxw5gzgQdRMqgm4taj11MpGE+i+w3lNd8SLRKZsr1nXTYDwyYfu5N3ulocYDw+7RiwpF3WI89Reg9/Tg/7eM5FjYkJmsxCAoNAfI7OzZ6/4Nh4bUMRSr9Y8v6Sm7py1LghApXWq4U1Hj/WFOdoz901ynteoU3d20BErt3nWZcZ3+zz6rz89E2JDZl7/jh//bmvNz2yCD+75HGf1z937Cx3eP/X17RD6XEf7jy959m//vCHJNmzW2y940yeCO//QbvRF/Q8a1k+055NXFmIxh1GRfWGwM6NFWprJGNkLNoJXvA5RlkBWrI7U4wE/Ndq8IOYMSRVxLgdaqVg6vaiKLSWKEpsj4xIo/vaC1SfauWHrAntBxhEToRWwdYKTIa9myosZaY16brTMQh9xJglKk5JGvrdIa/d9KBOjFNRG2nEfKP62AyoTK8qK1lvMlXrrHHeVm1NFSqWVyjxUxBs7nKLGNDbO6tCGoLxrDZqxuGDujG1BUXTaoyK0Ek6pyRZEZkpZsCjwgLlQR8XGwg4YV6ONDRtSiRkUU+EowmAKbUSsUXxmVBinKMSndURcaWsobEUagzqlCDpopIi74cuK1UijKy0zWXDc8vdDQcoBGWZ0MAaMHSeKNfxcOKtzsgkdoewKqoV13xX7j1+jxyHa1oY3YSotnTYSVAYOxRzXkTqU0PNNMG5ofIFzR2FEKSjOoM5BjeZGbWEYhN/LEEnDok1gE8VfhYKnrxAtuH8TRRVX0EWQW0WmlrQgjvgSxl5daclcEZkyIJp9rDtYBVnjkG5utEFou3tcRtBwsPq4RDbtOlC8MHqJdMdmLLUinBi1shSlDgPoGZUj5jdQg6N4cKOMZ0o5gr1A7FehXFkcQIM0TIyjBQUALShumi4YCzJ+j4wnrBxojAFUcYuDXHdRREwGREYGmShMRIqiY+sD3kaUBbEVr2tkSO16umMUaEPvcNaoIaOPNGsoHYUwMckNU7njzAkzD7VUg7ZFErVtesZFUSmoC8oUQQgZg2KhJMPps+yCz7vK5tj58E8gCoOSxcOg7yekd4RnP5MCIfMhuo3N6cmGUA8n5qW4bLbXPVG43Ui+QkXlGd8B/xuYAg9lRJPmZuP8rOm8ybb0NubP0adro88+QKj3Z8s1SpORa87lft/GsZ3Io1Aqr/iZTTYkRwxXd6KRhkXadR2tdWWoBhLWNsPeM4jQUYAbgmVzOHdd6HJGxtGdiJIPpyauPj89i0Is4yNp2Hp3Unbnfjr8klv2g/d97tX9J+kAkO0nvdK/rlA8vT2QQYhcVwIfoNiBrZCd9AyRvHpa84ag6uZsrGVLtLVvToner0Tq9Hf1RUiig8k57c4EoGf5XN5+cZ50tHFsU+PCVWtASVTcZUx7HzpNh5c+DrlWzS/zhvUH5wBf2rp9lo4Hzz4lcQQd5dszUjZkWd7jHamNX9b8Jif6PVcaqpPz51f9T8cLko6r7Klc5qPPvef9shmQ7erez7w2dS/b4FyER2YE9DyO7fPnOrHKJieCYuNKEH3w3HJ5bv99f7ULvYBzcFTnM6SjCNOI9WRa3nTcPi/dmCqXhjlbEOiiEvvFnqOzNqf89JQlPTPDwRP1SXfyfTAAia6LN0Q7N9l+2UObU2HLbHs++F2uXcmKvna8Uw1kG7tzc7O0+xzAhj4UvwQZPkBH5hryy9RdTcBFnpGOypS1F4sqn7FRM7H1//ONFQ/nmxMBFNMMlBJUWBuHnBDox0SjUhNhP+CSFDpXMjcoKvoxJllLQDb5s8mna7koIBvSGPAhAgQWjoeeHBT+yL4eSwYgBraswa2OQA9odSdBjlHPHOgywbIgcupMguf0X60H63pAZn1uXOPhqHV1EAvalP57ESJz1IiiuLotpU4Jcsko0WxXHzToTnnPtd4zNyQH1lJ3kK6HtFxPko5iy3EeOgWRbf0QlW2s3cZAPW9ru4Gc433Wkdl9a+f3P9C5PmONRYdg042u0OOdHrHPyXb9+B2Xf3lfPB9+ssky+fAL3tn4hUvdgcgoEb+cIR+8IzOcpAcLt0PiCq2fd3cR+WF3++fPBLQQjsvrff/BuZfZRB+cG5d+RlPk8r0r3eCDs+OiLXAJBD+fry5HY590aqbLCPvVG/uG/Uizrsfj0hC4mtLLSFzPkV93jW19bJ/3KOWzef1F1+WZATzo49Dth45wzvM1/7gaaNqiSUsZP+ulj96L78YzL1mH4UC97JfUdRJgEbRjHegR3+k1E7d1vR1BmfEkXQ/K/1uAhIIGVWgsqDu1pU2aNI0Nw9zxrFnT1GgS/g/xbh9kzQEPnS50USDBRB/aJeF8BbkUNffeN4mAmVnqfwvOitCBAPBct5TtAMwMIgnbAR1TXmWh7mcBKd/WNHSZFNnnlUvtCmcL3EunTbzat/StF8wYvulAcZ5c6t59anVdctT7XG7nkLWkCSx8ICC2LLJ+XiZd3xWyPmiErnQy8rwjzpX+pgiEXulw4ulA3w7VfE/UQAm95wp5n4eSb8wAetH1r6/++02ns8v51dkE+vz2zNd+jm56zO5Kx7uSo1vh+X4+9KZd66Zpa+JEVoxe5LlPoS9cgQUvmQ19GHyTuyF3uu19bdfLpe3XGS04F/s+7fBtzi5DecmlC5kr25z2eeUiCF0IWiq7Gotr4frT138YOqbLqXb1u+tfyeW+Hwn6fvN1k583/vpLzz/7iY4+f/c/5PKP/Lvn6X92BOHy3e1x12f5Bx/8VF+ev+P5yXl1Mv7o4T/x2B81+yf68VwZ+bl19cH9n7cIf+4yEZ7u9hjCm1NjOjVOw5lFK6dhZFHnVgb2TAxe+JobhpfO21dG/XJk+XLC2on2LxfaeMdy+E+xm4FlODDYzMvHQAY+vvg7GoUn2+OlIF+8QUbl4WjMy5mvvt0xPow8/fqG027HrEdWn3mcB4bjPfpt4csVzk8rd28dpj3vD3fs7x4pv/o9tlRKvUXXgek84YMz/3mjOcz//kRZTux273CF39/fMMuB3fKOoS6s7xZsFk5vCuvtLZUn2s17Tncr7+5Whu8HDt++xnXAbiawgfF4RNvIeLtHiqBtpE4zf/zV7xAduNffojbi54quldffvGVaZ/wf7ZCbA6I72BXejQPnceLP2HNjC/P+yMObBb+dYa64n3ljR3YPN/jb15QD7H9TGMbGUB6preDtBpHC7sUOVTi8qIyDU07hgJR7g9FZ1lOUNloOtGVPq2fsceX2/J7Dcsbv7oOzt0x4GRn9yL39PYU9Iy/5YYGnx8I6Gr+vC1IcK0+fXF/1fA/WUH+LUpmMCCR5o5rww/rAwzKz6J423LCTlZ017v2E+V9x0AM6/JcsKpyLMj59z+G7v8IQ5uEI4yv07n+FlkeG4f9NUWH/uqJVGZ7u4LQi+q+xcebp/CVzOzDJv6Ec3lL0BeoHdL5B22/R5YFSj1BeY3f/mIZT3/4V0zBwN46ss3Ca72k2BxJbKr9q/w3Nv+Dp9H+geIPTf0v1I3P9W5oIX61/wcFveNR/zSonTn6g8o95URuH1fnjOPBu11jX76nr31HbmcmVw3rD/fw/41S+4fvxX1HGG3Y3B1rbc/rmFvETO/234DNyu+BeeWiHCI7NJ1BnLXfodMO0+0t24yver3/DuX3P3XjksIOV91QeuWuVXz2856G94vv2JazC/vQv0F3l+OJvGHxl1xqiO3z3K7w25qe/B5T6MmidDu9+T5mPnOV/z0m+Yh2/wYcT43Cm7H6PPz0hbWYcVsap0trI0/yCZg9M9juk3HIe3lDmG4aHf4oPBbsdYHli/92/w7XSyt9sQN7Plm9ZjN1kl/qZpM+sEqXldQt8iWWqpwquUURebOg0oBhh8Mm6C4WjHADwrejifRgmmvyvdcJN0W6YSHdOtECiWS+g2lBZMxNgvNheNFxmQDF7Gc4T2weKKtFClBN4FLMPkFAqxKm/a/KkeypiG6+vS/oGK84J0ZZo06CeC92vOxYiyKLJB262S4dHcPOL7gJlS6ddyqNqTedeERg0uHSlRP+9gdfkC54Q3286m3iDtqStl8bxxkHfjehQEk09j/COIhkj662kMaY7pE3AE5AGFSvie9QnYMSYuCDqHcl+md78MhVHwGXKtVJjXuQOdIqMDzckebpNJHi307kRpHA1UFWeCKnNSZxILZnjHSXHtQaXvSWPfkk0nHVFtjtn82dnjJR8qxSvbNktOmLlJXiDVuPuloZM2SEuaBYfbjUc52WIzAhJx6Qlqrrz10tbiboLBRuGeKcdUR8RmzA02XFSmRcoBCJMWhhLzZ8yQCDZnZpzPdADDqEyHhEWgtN/AKZEnRpSLPxuCDAitiMctAPilZKBay3d2E1ucLuJDWTH3BNhbFgWXdZEUImcQFbcdxgDIhUpS6xDHYLizyeEGv2TbIen058B9zucyGr0n1tw2/7qxlg3pDrCsqd5xxqRVsMJkfIGdaQ44RQeI+DmN7HOLDM0NDINNx9n1iRBuzMjgxMWgSW3boAHZYSk4dQducFvfYj1S8hGJAMSmsZe1pnxzTGcQSGuHWPkWjFoPZD0zKFlSekne5x9GvikDOvBFIn31OTZlV383jpCsRd3XEJma9apaIXNw90LDUvFLegGg788MrfcehAuDVIh5KB2Z1lL2T9ehMdm8ILbkEGXzlW8TxqkNJ694VaBAxDyl97F4uHUsDXaU/exj/U25kujGKW1B34Wnn5ZeMn9DJY1f2QDScYaKwo6gemSvo0Rk69iPJ9WxFe0rSBnXN7GmeSHPO8q2IQuL0AHTPcx9jVrNhWQojBonFsleJat7RGb0pkU+121ZqmVXdY+TaeVLkFlugpIw8s9YJRMq2tDzbV0B66UmnUDZMapNClx9qZMdi80lyjoamPsrdFgNZgf8dIpKS2yLsWgvAuZ2aKWi/TgtF4yGoWBUkfEBmRUGBvwlGCZcKDpYJTBcVuwumB1oK27yFaTB7QIqlEPSYPzMmo4ODAMuYaOuDlSdwRl6ZhnmAWIq1asHbG1YK2jREHagM4BSjMT3Aqt7lCEInFOyHwOnWDK2iefomztl/SsA88dERlx3p22G91InJsk1cyWXciKZD0FrpxX4uMlC4GRSwDCN+dp8JQ76BruIV9TGQk9Qq6yELZsLoj9FUTDOXfXCOA8S6SAN6Tv7S3QmxllvR5DOrTcQ3fYHJ2bfEu6MVFU4lyPzNgW6FuABABtAfmecebr9VZm27ydauXSoZDNGzCjO8Zgc/7R0tkc7Zbtwy6L8/4evMogdoA8Lu+TzYHXHZ0rIhYyQQYgHPCR5TXk2dB6E/PZR3qND8Gzn3IBknz25RuX/bb+LCmXehOzxlXw6lfUhNIcLJDe7gP4Po+iFWSF4TvEHF0WXAQbcy2XPEdi8SF+m47ILK5sQ6q4ayLBJ5ybxD3EHvByTnDEiIojGgFN1XTOEzU5mkT2qq/ncKWWOHtL1sGSXDutGtZGIoNxH5kCUhEPCmlzSZ3R4kx0QWoElEUr7gOy3mRA+hz9E8ALpenW18imXhOwtw/Z0Cq0NRyyUiIQQpx3whEVvWSASdRDoQdHelbjcBeB4uTLF5lAGtoeYrzIzM5Ex0sdwYbIwhUN0KYaRsV92fRtzChrBRloZZ/2QwbkrYMKJn42CCE9GJzjwBxLQCUCzRo6pfdgcIt1gDhS1pAbbQc6XQAsQNQxWmIc623qGrEPGHbxt++JIMQpxq1cnPlqLeo5CLisuKyIn0P+yh2uU2zlasATwvucx5gPNHRl97CvNgqo8jKa51GDaKsVoan3SdCRk7aO9O2tJXQdX2JfMeD2Mm1aB6+oH0O3tOif9gC8vszBThk0xLmqqwSoqUx5hs5ARXQGDXkdAZoR4SaD9V0uho0etehApIcE83zwm5zf7B+5p2vf33FGqHab7gSemaCe6324y3OmB/gBXWBq+e9+NqbdM/2PFoT4xIs+CET8h7rycPzYs39BXOCXve/64R++z7e0xedt+0QjfpFv/h/Ymf8oY/Hs6lHz3u8PPvvxr/6hl4uwjoUmynQUbqoyU2iDMJtwRikZ+RwYOOC0yVl3sEhhZkB+GNA/CL4rNHY0FdZakLZSnsKxN7840URpVaGM+PgCxoE2PNFa0KRIDaWpjYHeNK9UH1hsYJiV6YkoPLcqqwycpz3Vz1RtUdhpaKgpxYLHUPYG5lirSDV8jKI88/iSYyl4e6Q0obZGWyptIZR+WfFyok3GenBs3CF+oKe7qgulRp2FcdyHU1Mj6+G8PyFl4MYNb866BAVGPVfKsmLLDT6NkU6nEs51EaoUXEZaKSxjGFSO4XVmtzwxmOJLQ/bKeNDg/M8sALNQV3WKs2wYG6U45YkEEsU6cjWshOO12UBdFauC1ZqFEW/oNAYmA+LO5CdGcfZlx7kpuoZydF4aUgzf9ZSzj1/W9ohXlBI1EzTpR5LjdraFpS243oHuwRX1hYGVifcUGXB5TRNYVRA/wtxwMcwWRO+gvIIyInqDDs64F3QRyrlE2lp7xPSIr69obcCGJ1TfhbPWndLuKO0mlUkPWpByCzzh6xNFJvajgBmnZcAwFhkZWLjhHc13rHVC3DArYGB2whxKsziCpgdaecDklsod6gujVRicOszUeqbZCfxM8ZnB7yn2CvzI4sIgwqRKa4XzvEe9Mo6RXSNjOG7qMqXjOBzeLBPKjmm4pwyvWNsfODXYDQvTUGk2U31l8Jn75ci5jax1T6mFqb5Ep0da+SGMJyWMrHKH2ULj72OspsdI7fQoYlh5ReMrajnjRqBr5BRGeyohoobXgdoOuL+nEAWsgqZEkfUeR2muSFsY6grljN4eQ4H5JfKt+5USYaMbijvHyBIv7Z37Erox5ZLKquVZJCTKMBC+koVuhTWPzCzEl44nT8S19LRzLO2O7nAjFWhnc1RJYeN5jR5szw5qnimVyRKbW5O2pHXVhzRCZbOz43fdMQ2dJ787MXvBx/DnBQreraPtBTxQxUI6x5NvM3TpUMREEh23ZTLEO900nW+htPajOwy16Pd2vveMBfMPAXrAZghT8hm2fZ7+J0IZDePOt6yLcLZ2o7s7E6KreuVWsDTkHd34un9B4dZt9HvmQIxFFOkec84s1kYi6AN1n0iwzpGbhXM3JDQdDd6dmhKGCn0MhEg9llRUjY5Ok74AYmSibZkBFPMT74yU5HSGSmY60R3iQ/oNwnHcl2XMvVwBSnNP0FHlqdhLSVT6GunlPuT7u25DzkBH2qVxl0bN1oY+vLGLU2FPJChJV7Ahr/r6lu3pngp8FBeNc3xbC9INxM4rnFQ+G7DHt/dfQFPbKHJhHE4klLTM5Ip3misl2xVGfwbU0hj1Xkzzc5bYdeaTc90gNpRsojilI7Q60s4vjrS0VOORUtjq2Vwh7y97LpHZF3j59gzfaDd6Dy4I2csl2/67nsd4zbUNIF0oXj2jO6i6lHDYxvsyHNtjieDmRp/Sm9odXldN2zJWNv2l0lF5Qrc/MojXEfXOBSGvwc8snSJwc9j1QFCPBF/1s9O42DMjoiPmO5e6X8nq7czSOIvFr8pVdDnlbDUo+tRt2UtJZbHdl849u3r/51zdiUrsoa1bLgl09PRLJDJYJpBdIO9ryEPx+Mxzv14oNyri5VIjou8lXwMtq32MZBtqxxHT3D8RnOrA5dhjJUVtz8Bp0U6P884YQ+54UmJpzk3K4JKZccYSMiTRn55B41haWTQ16cI22dwqSCWMCtiKkWrn0r7K/IlFleuw6xaKWso5Tbq6XkxYMgCsCTDwCIS5RY0KKUnHJbs84gM0kBx8OY4tZYIhWWheTHOt5h60Gk56S1BDR65aOFiknz9N8SqgQfEGlvbEFXBgkxGfup6jPOPnDV2dStOWKQfbeAXFYd10iovMvpJ3G8K//+4K0bwhZ+v22bb340EX1ZDr91/JJ2HTfz68x68+6w/pAe9+Nl+tbS7PCTkS8+49w4yeddDff1VX5keg1Uv7P5T9vU99n3VlscuMq0f04XvWL9mC5rrdJ/1nj/3miYCOPvU+2rNX9GBIn+euM12CDh/K1ev+9THsumTDn50Zn3/51RyR8iran95i6IW1xS7xfywcrU7OUR8yC71HPOS9aPytfQ7k6p0FfLycE557Tq/Ph+HqrDdco6+hz3T5L1fnRbZDAowSQesAQkUip4W8TUraZitm4L6HXoRdPILzvTaTW66Aax2mZ5A6WAce5blVcq57Jvk2JUYPJCLD5XtdJ8jzVqSFXSFZIyAD4PHafjb3OQpK2ksGSsoii0DOBtCAPLNSr6HbCyAalDfm/b2W0+1BAUU/V4ZcH7F3I9DY99rPrLFn8i2oslKf7NtJPejYXC7yrgdbemZ6CqRQFRLY0dvQbbctI6Jsv4+zLM+QrV05PxrZjZH50mlhNbPZoRe9RgpCUqFpp8yNAG7o1SWCQAgkIIssao5e7eOeZduHxvrZrWn+9H6PbNShEEC1DzKCMsOlBzUuiz/G2CWCENozZPp50GALXBtBBdZp88j7MqBrQena9xjSrsRF171z7P3675TverEZtrPHjZ6h2cFRW+OlZOFXYv1vc8pFLvzM9R+2MHU/Q64vf/4P/8TNP3d94v7nB1J/xYc/fP61ScgP3+n+7GXeD+WrzfI8AHFthG0P/1TfP9XWnxmDjzlb/0MN9facfjDJj2/+5Ht+aSPyters3zR8dE5/GFhOwrsXv2beG7rAzRqKz8wTPgRNkZ8P6Nsb5BbszyvD5OzeThRt7OwBX0fseA/JLykD3N2N+DQx3X6Nt4Hdv52R85E/ezXTxsbw8pbTYUR+W9m9eUS/aYzvB8rNmTY88ajvOep7it0y1JeML3e8/npgXW755m++Roqie0fFGI/GsFS++Fc/UAR8uadR+L6dOeM8VmO1gbvTgd06MPzasN2Z++M37Of3BA/8yOF8gwwTxmv+7u4rXp4f+Opff4uOC/PNiYbS7nfo3hm+Sgokf81QB778HrQZ3w47GgNtesHCnke7Y50nyjoibhz0zEhDb3acpj0nDpy/uaUsbxmWHxjOih5fQ7ul6i0jK/v1kWWBPywTq9/xyD/FUWR8ZNQF9IxieN0HKuA4wWTwcobJ0NuJclb2tTC0gp53tGViUmNcv+eHufK2LUy6ZP0G4bvfnjidC4fvJ6YGX84FGZR5r71208evm9+iwEv7C0ox5i8eqeNKe/w77Py3CL9GxnvuirMvJ47tkXd+Zp4GbBxZ2ol2POJyD/qGVWbm37zClm+Yjv89qt+y0y9RRob2jxDfUw7/BCZj5f+H2CMveI22G96O/wNtPDKvO471DeP8JaXe0nxCqaz7N9TpK14MDxyGfwV1jy13MM7U8e8YT4Uv3++oezh+fYuUG0zvod6zf/9HzBsPO8dtz/D9P2JYC+fDK9qw46g7Vj1j4x4tN6xlx4nGjv8PX/GvufHfctP+C476hqfpS+yw57svKm35gun4v2MYZwb/HVYEXu4QKiMzAwOTfY1TON/MVFtZ332Hr5Xp7a8oeuB4+y11+g4fDxwO/xnr+C3vh3cBVjkLK/85M/+CYfodX9z8K7TuGZZ7tCnlm9+CrNj4hMvIpC+pzBxv7kCO7NZ/i5hw8v8FyD2D/AXCHdP6h7C3H2CZYV0PVFXaMnNeF7z9Gd7+DBm+QIdbyrhjPNxh5YCp0NrKfHqk2Iy2N0y7hTcvniiDfWKxfUS+eQEbsvi8UIY5kD9thVYJWoWrwJtUVEIBK5aK8kAYI26ICCrhzLH2EIpqR5amDHYZkU2RqQQCJ9HvQijcFs47GQW8RcaCBvWUpGPfTeGkaX9k0EQD4aK+ghim3am+Il43x1c3r4NOIRxQgkZ8owobLUZpSJmDf7+GcmYShpYMYYB0h4t5INC1m8BjNwZWvIW7RrQbLY4PIyIDXiQ4OUnD1ATqSChdURxVuvNDI3jbLNO4O/XDEAaWaDg1IuhxMUgvRfOSTKErvWJQDIoiOkGuB/eRZqFZGOl8GTSUQosxLr67Ooc/53LUo+ifJVUJdgJZEAZi5E4oR8RLOpnSbjJoNgbiXipOwXRIX4jknAc6WEu6A8p0MUwAsVBkg5ZuTfSYYjrgMoQzzZ/CEHFBJDhJ1YWynjExmoCLsXbKAUu0pkSKtpTIEsHDuWipbKtfpSBvSHGJ75hlsG+kkhRwqqgWAun0BAyR0Ud2ySX9skJ3rIjucn1q6ugrQkOSLtIoWHL2wjnntiDmlO5k8TUNjwqimEQdCm/nVL8SZZco+MhWuAQsPFG4vSaD2QAW3wnkmCCyg+QIF4fidsngIHltxdOJYERhP0W5MqB+4pKtyLpe2ZZyMTpJmsVOPdYkEHKawVYJWeaMm8EW6GHDJeuupB56SRnP8a9TjKGksanJvy8xJm7R56BJMCKoZjmmUY/LfQ2Dq4ThHbJQwsj9IICRQcRh2taA09gqYJaeSZCF1F3BevsyM8EsDfkO2S8Xo9MIp6xexo3kApfSvW5pPLaO6F0S5TnRMzUEtqwIbzNic05FD/hdZ1k0fKun0Z1qazpps59ZbyJo03q2jMR69CuaBI2Mnwj6hcNbvIKNRHaEIKogO0QTWWxPMZdrIrR9+kXyzXuR6DKHTW3pT2tjUGAOIwxDyBh7QqUiuuJMOAdET6hUwsH4dTjO6z7WbHlKWfgAomgbwyciWby0xdnj5xrBo/0IQ8Fth/iIyBHRMy4h24MycwBbEDvhg0csZhg2E8us0zmNV3PkMCb6uIZTx71itPAViAMzjUZrvtVf18xOXOsBKMhuiLmuc5zlZUB8QPU25j33HBpo2yL3FClQ7sJukoozwxK8+9LGyJCbgDGoX6Om1AG1uy4coDTauCBlwoZDyN5aA6cwOpDUnSjaDrGWEpUtZYqxl8fQWai4GTIMyLiPuhAtallZjQK0qvcJtHiMLMzbA9QVP67h/5uzZkH9+RRW7w60LSDcnUWdziL5ursfbyuqXrfgjhPyXK5oSFxaZqdqZC2RQZFtf3r2tzvxumO4F0dNp1gI1NCdrgKynUKyI/UjwNbXSoBbwlGcsiDPys27kYCFXtw2fF+ynbm+6SGd3q6x1X2SKKbea3/1wLZIBtu1sAWj8Ri/Lu4QOqily13P+gCynVXOVuAXCBkZ4ADvTryeCeyavhrFpeG97gY9o6jL+IygbrIt+uVEzYm4r+ZZpfQgql95giSDApsjVHJ+e92pZwHnz7k0KXWy6lXMh+V5IiAeNd82HLRNVN9B1mGJ9ZGZW571ZbK2BWWHEKTCuGItM6CsxnltkWHANCCatLRegBegr1AeEX8A2W1nhXhBVGL/krTaLkmdTThqRXG9D1uhPMbI+F3owGsBhapHjBp6rx+xJniLrBRy1HHFigdlZlVYMhNuJL631qRcWkBKINLVcI6pi6w5xglEawF8DF1hyHkrEaDWJ6KGVtfLIzhsOHgETwWiVkcGZ33LHJKIReBEHcCkA8zl7y5Yz64eY02qxj4Sb7hF/apA9U/gh2jjbsHMsJ59TGSdFQmHu0lk2H5yfdUMMvVY8OYrXxLkU0EL0jwTKCt4jWwRvwFZ8DIDCy6P2b5bhIJKgtNKnPGe2X1qSRG61QoMgIZbyHqRFgEjlwTs3Qa8QPa4n2NdtwMQ2RKRKT7lFquEw34fz249kEvsResd7AI7bLRNPSTmyWXAdLMqgSfcjqnXh87mOmf8PbOvawIrJLN2JeZF7Cbe3dFSlrUSB4fiiJ0CmKo928SDPSLBHRdQR2am5A7AV6Qdicz5V4SMfIix7XECzTOuZQBRQs8PHTl1SEu7qoO7pMYZIwVsxVvYEKHXh44b90TGl3AT600PlwX0ies/XBCiR2S2Sbq+/Oqe69/9VAOfBw78w1//1O3bd67ul4/e9Oz5/2Gu5z269CJ5+j5Qpv/UyMAn2v45Xd0aJ1eH/yeaJs/+/mjTf2JOPzYov+ASiYwtzxoLqyrLdGDZK/tqjBjNGo050tTKGrUJTsCN47eG3DjDpIxeObCG0rWGWX6WMIamcYTdhN/f4OvA8HRG31Vubyo+GL4X6liQu8pwZ/CDok3RocJwYvETj35iGg8cpolxP7C7V9q7gdPDLTI5041T1JEaCPT92zNFoXHPIsrZnaMbNXULbQND86CzedG4Wc/cHY+cpTCzo9SR3bpj5objdMfN08zwrjHerEy7IytCnWZ8L8h9pFLp8cDgA4dzFHSVm1RFyoQUYfEDS5vYLZHKOSyVYefIcKBOE+1otDPI8ogvFTnuGB73NN1hQxburBU34XieWGTiPLwEYNA5UjFT4Eea+ICscdj6BHLXkKaowrQI46qYDeGIl8bUZqiVZV1pQ0O10FR4f1epxRlOhd0i3M9RhFM31fkn1td4T6iKB4YC8/232HTEj9/i9QnkK6SMjLqwZ+WJlTMzTSuMK2Y/YPV7hC9Q2eNTpd6OUJxyfkvRgUG+Q+WO0l4j3EJ5ietK3VXUFgoHio0M5YHC97T6Z6zthtJuUb/D1TF1lmHPKre08QEd36GzIC2UKZMjo43s58IyFeZphEFwVdA9xY6INY67qHUxrHt0Gaj7XRinMlJlCt5HKZgolYGBRw78joP/hoN9RSv3LHqH7ZTzbUVOe4blCwb9nuJ/T5GG7EjnVmPwgb3dAhNtOiO20vSEs1KWW5Q96/gds54Y9n/OOL1iHR9Zh0eGZaSww/w1lT9H9S376QHVxsAOOe+Rpzu8rKzpTFJGtDTsbgKZ0fUBbYWzf4XxKwp3qEwMlkQDs9MMWhtoMkSR4OYIt6i/Qf2Eyg+ojozlQJtGFjd8XmlPx3AA1R2qAzdijPpLghCyoQckHXXhQAyKi413vJ+vHSEhpDOuo29q/M7CwJJO52FZMFd7+CGLIMq0GayhIAWixsXwREBKR1urIpZFJAknO+l0EyQQhsUiALyh83r7AhXo4lnfJQIa4WRMky3b0o1pN8GCZyodXBZp3K1kkb3MAFHYHJlp3HhymgeamywgqvQCKhda1F78jDBatH+wpsFdMgshv78p5h6oT2dDq2yOiQ3cdjGYe582bED3CAEbwKE/UwS0bAkw7prdujJsNb/nLQ33T+lRH1ltDr3gW19TngW4Y8wEZUV8RnxMZ1OOOUFr0TnDL4ks1+nbnUYjCwl3xNDW/3TIkoVGJYIaAZ6SGJ9eJNo7lUIEw9VrvjtUKetrynoh6qAvi6LSXMZmy9boDpFo10UViXXqgGTxUENRiSBETNWadsqP9SSR619fo+ljnC4ZFPHZlvWQHMix9rnKrugBiJleD8cTTbyNsbCN8cUJ7LHGe3gvUeH4gFtBZCYo19KAyYyQjp1jQ7F2+ZHowW7kp9vj5wzZ3AT5z6t/9zWcSOCeudUzVDaUJOQ7uhEXzraOct6ys/oY9zlE2KoDSwRd+76Wjh7udSC6s8lTXnnP7Omfl3xioj/dY58AG99975NmNpKl07a3syP/OkrTO5o2zS73QNB7INWjrWkU9rHp63fTydNYlhyjzkHfndMluaI9i1B28XAtg5NHOWZzxDMHpgctwgEJ216m5r35LverGZXtvAjOwHBYhnNzIrKX+vwl9dNW+D7XRq+FgABLohE7WrhwedtnXC65F3sgLpwXYkNkJMiY1A3nLQCstGTaSmeohhwIeogS9GhSEc3C9pKUZR2pevUeTC90y6OG8y0DRSFBI3gbW0CCUi4dL+6+MWl5adGX6imesn6F55rXCpoOaRM8qbNUHNXImIvsiHSqEFzebhPWC4+XAbf1kn3gHQiQTm+BAAKcYpok5jP+LjhLfF5rruMMOKnB4LBKLokB8T1CQ6lYFiv3pCkMR26000qsL835iuBplxOxRoXM4OrZnMBGFWItadCS6ksnhIlAzC4R5B9jXQcq1TOAJ5dx+Jn1BVyJwH6+JMrYuxNNnp0xXSZ0/aQHMy86AJJ7Mzu77cue2ZVbv2ddXPZgd57p9lO8Ty9JFULKoMiMcrFnPfX8/yVw+eHntj17OwPy4ZJrLFiTetv7vf3ssKtDsmdxyofv2BZ4AkRSxsk24FcORLcUi/3z65pinUu9n1WZ4UvKQ4Qt+0Tq1bM154CcH6fTNLH1a8imrtu9l8XZ77nqzlUbLhkTPeD8S50hcnU+9syNnqGZNJNSCYqw1KVJII2HNz7WU9fP9Wr8yL4mgCezHATCCeoNb1lLzj3XT46NBCBS/IjKElR4V2eXIHFmOvi1TuYSVGtCIq3jvHbAWzh8AjQQdQJNZsSXkKG2YCaX0jNXay6ysUoAXrZlY2kbCJ71Z1x3uScf48y7qnslW3ZFC9sGj7PZFecIrHm2dWoaCT3d2fS4LXMdyQyFviI8sxky67hn45DLxC/90RKgqZ7BRwtdwjPQ7whiE8GMsaYKWKNdPkUEfgPb9NqDn1hhVi5LFrZ9ErXeWvbV8O7E7vpOz3bealXEWd9tA9my8yO4HXPWz+bc19o73//u2R9hr9iW6ZBZSP1c8ARuea5tySwQbUkn67Fv067rmQ5dl7m+uhTs63P7fQk9xSXOeqeCH8F3iO2j5goXtewidDN7T7LukUiA6fquEzb9IBgUuo6WuqT0Ie6Iiq4z5RqXMda8BEgm2qYELVvlkvkS39lq81zVdNqyprru1s8g11RzUo/ttokl64T1xsXvVRY2nVEic+Ln1lufzX/YdZFc+ff2v5++PpTOXCbq2Q3+k1/4+PO2g/za2Lkc2h//+lW7P/b5j7ryU215tojl2b3uHxmVj43Tp8bup+6/Xsg/cetPDPHnNeXqwR90//mXrjSdjw3PLz1rnz+iCfXbPaaKte/w6czgC2U1prcvGN7dIOuKtMbudmB3O7AMT8yvH5B1QP/txO79mZftPcNux/j6JTBgT86qDdutYT8cS2TL8h1myno/4OOOk/0ROz1xe3jLNA746Wv8D/dMDwILvBy/5378hmmv6P6G+Xzg4elAm4zh6ch8VGR+wTis3O8faaVwev2CWVfmN+8pNIYfFnDlcDOxK8ptHXFX7l5+z6iPzOsr2ncHHtf/JcdyQO2BYk+sembezTjfMrQH1lczP7xagZE7vubcjPNcqVqYn/agxgs/MWKsOmLeeCtHlmKMbxZ2ZowOgwsjBRVlqmeGc0Vun9BxYBoKBy08lcL3ZeLl4YavxldIHSPDZK0cvxs5F8f2DbFHbp7+LSqwm2aKNNZjY1Xn7d2JlTSFFe59YKojzI+044wPTt07uodRjOH9LeXhBaOe2Y8nTI985yeeTiNvj4nwEmEUx3ylNuEPx4n6idSwQ11QgXmsLGo8Hd+zzmeoyiB79tPIqIVyWlnXEw9l5PvpJVOrTI+VUX7POP6/GOUv2emORWeO7T2D7jjc/x9pY+P7/e8ZfOTV+YjXiafHb2gmzGVE5CuafsEoBeQVe57w3UydjBfrX7Bvb/hBf8+T/EAbDR8W2vCCdfhLvDqDzfisLOdXUCv7m6cAuT4KMt2gN79F2i3l/GUcIod3mJ6QFyvSjLp7R1UY9J8yyoSU3yHlr/DDr6jjS4b6P2Wsv6LVX/FuvWdtv8LLbxjGv2e/+1dQb0DfsJfCa/1nzDzi7d9hcmKd3qJeuF+M4gVhZi3O7os9zfbMp1uWtmfS75ms4uvvcPkDPv8e8R+4XX7LzfLn6PDEufxfaO0tdR4oDMgwYNpo/gNaC+PxFsoTuv9/oINwc/8akV9x+8M/Qkwo9Yy3v2GSv6PgTPw1hQdO65ec7ZaznFjUGGdhWITl8C3nw8zU/g375b9F9CuG/V8g6wrzEa8NH1bQHVpe04bCH0/3yPJLBJ4TFDvhNNwUHBx0RAgUZiiq3bBKA9MJhUaGcAz0+gxeMQtDRLwra4mqSKXLW6L/pCHF8VKCQ9VK6iPnVAbv8ORjD6BEDSXXCWeiKDKk8tkCzdiV/G6kiO8iVXhtYI4NqbSno6zTGnur4RTpfMpa4g+Crx4OG9dAu+xqKJRrolSlcxdrGAflPvSBdEYI53BAt/tAoXZPkTquc5gv5kHH5QZNc2xXROZ4b6L4sSFR0S0M4RJIMmcXZ92SKOwecJBdBCw8TLzNQE7+TW+JvrYVvMZXVNOAyaKAyZnLQvzOVxxFShYD++zVBh0N2NeEwBVIouCpQNKmNAQ70q9FgCLrMIDjtiAuaEkHiPX3ZFq+14wF9OJ+LdaSxPyq7hEdMxN6AR9QfxkPKReXh/tCs6fIdGEfYyQgZqgdw2jLVPeoowEkrZHomkZAXJJ0OJH1kxkC6tB2OLsMeEQmgcia6zmN+UyL7qhOTSoHNBCkvoYhWAj3rEnNrIduOMVeFh8T8ZroVV9RqVwcKZboXcKpsBXLDbRyOAmysO8wJJZkJZyOsU8657SoRbB144HpzpfN5o11iG9GVjdMAm1HZkCAy+kzFlnKnHTwd3kmvRjlFqTtOqMn6iscI9F3y72QhmYajb1QeFA55VjmrAIpL/LR7uBzfnKliIaXN/9tuBrSC0aK4H4ba6KlAz7HQ0rn409npUmsYz/T9wI4UjKg6pqZEE44OfYhm7wHP8IZuzkxZYUypyG/ZFvGGLfMlIgMls3TQYdXBJe5hwwxS0dAGqum4SS2DDhrGuqUcKZ5ICU96blE03HeeuHF4Wr8HMkgipQlxzCdapkh0QWKSGaoeXJyS86PpJ3Q15kvUB/CCCa5wiX3Ww9cf9YVWXsigug+dmD6dX1YYXiKQI+NgYC0yHBzaYgsqJ/yHLjHvWEtHF7j+IRLo+lMcDWPOX4AhmlwWEfQvyCHljVNYu61KlItnP56TwQRu9Ot4q0FslQUbxkMa7k2ZY13yR6soC3ABS7vQcKxHus5nBay7nO+wgkk5YCUHbIasuY+K8dYzwomK5WKM9JkFxSk57+NNoy3uf9yXmvs6UCPg2U2gtc1qI3GXfQxHoy5ElzUmkGDAZFdZMPUMXjo21PsjxYOqnBkKNq5x+0Q50V9iv2R9Q9UQy67luDUliHl/QnTBRlntCyB1G0p+zrtx8lj75YATAWvt2Ydik+vtXBwXjILLgGmdMZpAjPojjG52q+dGjDa0x3+3p145BbrGRI9i8L7Xq95SyKa+5ktPYB6Oc876p90+MaZkIAWCvguZFxmVnVnkXin/UgdZmtD0oFlzQTvdDRbQdMefE/nmUfdkC6j4+GdDib77WvIuqyRsGWT9KzJFCae++wivwd63Zok+aUjiyMLMGpbbEEmyD3nGX/Oel8CusmZ7hgsW/9jrOLMjEzhRIP3ccjMhx4QDzodS/kZVM2XOENB+rzl9y60Wp9/ta1uSWSt6lARjRpVYoWoqSUp19LRqEeintwQS3KM9nuLvRgBV8v4vaTNIeBzjK+Ay4DqHhgjY8drZBlm9nZHYpgpEHz4Zo65oxRKBr1DJxnB7qLvQ7zD/VuwrJUjSpM4W7TrSJ4O19Slg44nkP9ujqpu4y7VER+DgYeGrZmBXebYnwVMRkwD9T/6Hmg0OeEYUoJO1fO8lA5UkEDah7yKAD66xymYF7ALilw9qG5r16mJd4VsaNB+iHdthamzuHcUAwzAjDfEj2ArlrXE1EeQEW0NrRY2ohRcZtxDFy9lAG+IHUEE09Sx5MyzsN+PrtDvCuK3uQ+PRG2PXSLfK9IqwgF03EByERidUxTsg9a0hh8q6lkQNYmoiJ8DEDFEANlkTf3mPvcHEaBpUWvQS88Ky8zfNofuqwMmI8KKcqLrxnEO7KCdwU65x04X2Spc6dk5JsMBZMwk1paYjshmd5GQGcQ5GMGkEbiPduWxIl2/bgXcIwtcDOQYN/Q6Dt0OKjXbAnhBWvivYq2NRLbmQtQq29Prz4Sed0KsIq1Fpk2J4JENNyGX2/u8/xRng4bssczmFT3FWeFTzHOnxw7jM+ZNkj5QArDnLTOIxkN8V1vo1/YdAdwK3Vbtkah9N20+gE9df0ImxBaF+PQtHzi0n93v+b8Njf+ntOUjjvFOg/SBA/0j13NH/Y8+/IzXf/Srn9up6/uuxuKXRMo7EueDRvnl8R8bok8+7xNN/Jz7P9KMf/Dlgj2ONBQbZyjhgJe6MhwLw8NAmVfKWtk1Yecj9uLMfHiC9zvkuwPDfGTv7yjlBXr7K3xV5MkjfW8fqArWRJ7qE4bC/jVWhHlZaMsTNy+O6EHR5Q1+GtBz6PSHceWuPDHvbjndHqhlYmag+MK8rNRlQtqO4sI0CFWEh5sdrSjz3YgY7N82Bnf240gZBnY1KACm/REdH6jv7/HzyGx/RtWvOdjfsPM/0qRRyxNSVrQ80EY4HmBaR25Od9TWoJ5pdeC83FJK5V6fGB2aNFYxTnJmkcZ6Y4GXegqg1SCKirBvK2M901xpRShyy8SBByk86sDNOKHjHl8GtBa8FZanQt01/BAG3rB8GwWZd4m/XiNj8v39wlJgtziDC7c+oFYo64IsRxgUK4pOKzoW5KjIcqBMME7hSHpi5WlVzkdFBmXcJ8MDjeqFh6osn0gLGy0Og0aktC/rmbXOTKaojExF2Q3gT422rCz7A6eyQ+czu6Wh0wPj9Dfs9Y4bfcRlZrEHkK/R3T+nDj9wHP8rxqa8YMK9cDp/y2oj881vEb1l1C+Z2DFwx8hMG35H4Ymb+gU39iUPvKfpW7w4DBUf9tThFpVH1N/RqlLXG4qc8Ol9OG1mAZ/Q/QGxW6QecBqj32FaYH/CfWXRt7g4e/1PGHhNkd+h8pbz+Ia6HxiPv2Zc33BuE2ebML8He4P6H5mG77L4WGHSl9zIlwxeOLqzysqpPGCu7GTHQOHMGRFFb/8RTUbOOlHXiX0VijWqvaO1iq7f4e09U/snHNqXVP07lvI3mAm2FmQoWBGaGIuvDD4xtVvUG/DXqAyMuy9R7hj5MkAW9u/xdmSQI0VWJvmWIjPH9oLVb6ljFDnDR7SOuBxZdyfK+e/w+ldIa2j7CtoRb9/GM1VwuUX0JaaFh3WMxfdLrl7sUBe6YxsknL06poPhmRMtlbWIR0SRLL9CQXc0jPguZXOgpbpjJLwzvr3bywg60H2qUBEWPGkzyNTjKPZ84cSHVP5J2dmNajrStvOaejgqLNGOWxBCo8+JSnZr4WxgBfZhcLpsgJvtLBs9gB42INQMBHgY9jluLpIF4CoSOWFhJHWEVH+gWjgq0oC4rvcgSdnilA0pGSjxnAr8gujuClebodOyCNCdwXTnWz8ucxy4UOiEA1Ey+wA6QlKTnkVaSUXUtnn9eWT6h1d35KKejsJ0EjlsCE6JYEQEbDpqfiH4gzWMH7/wiav2IoWSo9Kdwem86EE0v0IoI4gOgU61BfNKyWLcro5JplZ7IG3MwojED9e9IfjSO1dpZvBAtMFlA21uoZptnwyZ8eDpeI8AByyIn9nozWhsvLASQZXE3MX6ELlkQ1is8ZIoVPcePMzsg14QNNvp6eToDs2+LBC2IETQ2OQe6XvOSxhK+f1Y+7nuchyi0KlG4EgT/bc5BDsZWtIhJNrec+QsMzg6av4aFf9zQa+t3d4Rqd35rRv4PZBb5KD1/ZPdyeDbhoij36dcqJ76/7tyeRXY2CYjkOf9u751sDvlErWtiZT1mvJmwDsFRUfM4uGAoC+ki1xz6Y6p7qgLx1YEgQFLFNnmCO2IzN7e/FsbQQmR9UO0gHZapY6yvqqtsP1N9o8InDpcHPwhYyJjyK5Q0CljtjnqDj8Pyo8MRsZ0ZODUr4MOKTexi4rf+3FlDEjKtlg36Sy9DkLQz6MeOAm6B/d+xv2CIIQAJfaiSjoJe2ZEWeJP7k82Cixi7mmoLwSCdof5ivmMyoqWEy4Wma+bnHE0Ya8mK4GMjCLEZSTYsFZDmqezgKT726VsVC57yTMoIoFY9nBCuVgWfA5HlmSfxFuwYKh1nzD0QqQ2RcA/D8ygGtwjVtG6wmDIMMfY57oPB0Q4HcxXtL0LuTzu4nxSi7atng79LIbOjLPituDWUEk9omcw+Q7zKaRO0jcGzVWiaG0JZ4hLnuOGSAUpEcRx8gzKgL61CCij4aATx7oDxpTN4a81dORxhRrzLDKG0xTB18wE1HSGm2/r3OVnztIOxs96KbKdd+ng775sy0DatQyDy7+drmhtDn3pGXs9sLjty77XYz8HlVBynGcAQRLFHzpgbgbvTs8eMOg7VZFea4QUK1vKRLv6Gy4uoi4nOrS8d6dsv4vuJPURur2zB5L7WRdO2cyM2rKqIuPsklXJlf/jmQNBCr4V4u7ZJYFEv4y3cQl+xcR14EUnuAwZ2NG6XW7qs/d1ha0DhSobzz8928w3PU2kzyeQtQkkZfBWK63PQ3du/4LLOt++JFWqgpYECBGZGpfsXU2A0wJEEXkXD9qXVqDuwRNURMWTRjWyJ0DsBFwyRzdeeGmpTxMyW3oWQaCw46zJTK7cMBd9VyGBJEFhE+edtcfUyeKM9y1jzPOITL20lG2sY703zMO2USkbkluQ2O/eQh+XlrIl1raIYVoRCuIjgtI4Eg5a3aadjZqmn7WWqomE3SVjOl93EQSzlusy6L/MNNZrZqGEnp00YG7ATS69oCyLQF3KAek6xRy2F72u3UjUJrLYNyqpe0d/tGePSwArot6cI5LBvk9eOUaeOn+XBZLFPFtQDUbdgZ7lSPSXGqwLZbw6wzKzAkm9MHU7iQyTEGkX/aPXwNjsRW/Rfo09KKmHRFz8NvQjWYATwi7PHcWZkE61SYtxFJCtZlTIiI2eVG+iP7bk8PsmFwNQ0mVK38vdVugUoZllYAKZTRLZLyv0wvTWbenrmj7QZa1b1oPTMWXpMeX5mO9KGexn8FOyzklkW3Zxq2MATohAoZMBntIpy/J8kTn2m3egYMr9DIJF0CzpN6WGXW4NypByoIX+Z40IVI0YU7oXloy59zPk09c/PAjh/tPruZ9nH5wdfvnsp77z7Nbtdz9y5stPfP7si10p+dR7f3Q9f/lnfPF58/r1oXb+kWf/xMM+g0frma7PhwGIj7zyp9r4fHyu7++OiQ8e+nxi5UpZ+OnH/2mXM2ileGF8/zVSv8T1PcjC4XFiqnA8GOcXjTauzEVZ2i3L8Q21OO0r4zgf+Gb/mqrK03HlRoU/fwOjNG7kFkzZv7/BpPC4OrUUBu4pQ+Gl/09wm1nPD8x1YWdC8fes1WnNqZPzw/0dbX0B37xkeFIOD+8YdoV6OzEU+OLlI3IYaf5bWj1STv81w9S42Q8MJuzcoDoPtmJeeMEXDOx5eHvP4pVx+Z7SvkPKGZHfUXcCY2FXCvenwnFdeWoLxQt3bWSuzt8tlbqsLE8nyjLwlShSLIpyG7xrRm3K9HbPiCGHI00rtvyAWOGwf8GuTDwNj8z+hB0Fm2F6MG6ehKaG6MQX0njFW3w5YE8vWA+F45tbqqzYfETVmb6YcRXeDwNNnMoTrs5hd8+9FF6fGuPqzH848ijCl985t08jb29GnnaF490d9XBgvwzsy8xp/4jc/0AdlYfpa9ZHKIujbWH64QxF+OHVRJ1guK/oJzIh6lwvOiUrun7LIE+UVdGqPNXf8Sjfo6cTsizcjy+45Sb0rFUR++dY+wrXARka2m7R9WvKcMdwGHC7pfhfIKwszJRh4auXleoH/n55gdU7bvyBvbxH2gPuM+jvMXnPOD6huwP3VAaM0zpzrkFhM8vIYGfG/Yq1X9PKf4rx1zT+imp3zOe/ZKg77sVw+Z7Hr/41zWfMf4DmSHkDrsjxHWKNsq+UoUD755j/Exac82yss1GWlWojdSqbHCiyR+pX1PHA8cuXrPU9ev4/01RZ7u6pfMVavwZ33g0NdeG7tmO1guz3UEYKIwcvHHxh5MhSj1RbKcM/ZZ2+QuaJ6ieW3cT55muk7WC9AXtE1m+py4F5+RIrj+zu/yt8PFFuA5k9PL3H3Hhb78GdW/0jpbxjHd4xa+U4vgJ9SRv/cyi/4X74W0r5nuqFagWb/oy1/JY77njZTrTTDQ/1hOlALb/FdGWSRxDhyPe4Ntb2RHoHf4F0i0u4C0WbYyAgOeNy3gzsjbZJCsgQzoHBUvWfCSRzUtiUA+CIzxeQnYN2ZIck2scfQnltLdH/bXO+goDNuD/ElA/pKOtpsUG2z5YKnYXoxc+EAnsXCmFLR8t4pegAypwNk7R9kx5JuZyBLZwlshXLDDOJOkELwzJ+G4p2FD6ugSLxkoC5AjYFepw5lMZedNX2eA2H+kYXhaRDIhBiVAMVrARdR3daaPJxdvvVkks9uicJvPQYW4etQBlhRCtLOFNsQG2IDFktiEsYOd3YgjAu1cIJ44LbgXDI/jxH/4eXbEhmPFG1maYdx3gN7lYy4KSR4q8s4cCMQUPWmvcudBox8ET9K9q6UzM1hgycuTsNRSSy7MwGzAjucw8kv+kcjkQ6fUlyrmsEylTCkQI3uBjrFMijCFb5po9IGrBB7ZXGvwiDjGzsrpuB29GoPTAluFRMl/Rnxz2uhrhgaVS2dPQokoZHrF2TIZ1FMV5OZi/I0N3F2aaGs+SW2uXayyZk28wFoUUmtg+B5AaQ4Gp3H9JuC9h3rw0RWSiKSQ3jSwrIiNschpxbIMekbIhQ2IFXxOLZlih8ybWrcrvtw5+8tKbzoMPQoz0b/ZfJRbfcdHShO+gvRegTNZsO0w3dad3nEXspJrvT+6TsSmfT5qW9Lhic6N8Y3b52MyhL13mDCzocPXrRcT1T5V0JR4pcfHJtn/f0fRKocNHuoDQgeLUjLjLhEk7lXmC3B4gCxUaizXyzcbZMo0TSSzmnPCSdXX0cst+bnO42k3JJ6fft2RfaHr+ggj8QKwq27xsG8ETt596B/HcilD+wI/b53jTYxZBEXLoM0e7MANgysjwQsfQMj8+8QsyE/I4gS5wTtO9hfYByu4ENaS2CrH5IR9wTiiTdIHgJNP+6ye2c6MwMsBrZhOGsH2Gq4cRoRHKMatBhyjHseSbcI0hA8+i/j6gO6G6PqzBYIWgIl3D/zMFDHzk4RtGeEbWGA2BZEYRSbkDjDGkAvktHlSDzihRD7h33BbMTriM+THgt6eQALe/C2S/3AUgYg65EaiAhrbSsITTHOd9AfIjMxiGckd5WvL0ADoiPFB8oujDIgslMK09IM3QO4IDsInDnnEM+WqyVyCRptMyQ8l77ZFqCupB+vqx4ItTFzkQW2wGpE+o3IAWfEjWrU9BKrm9D5RCIjI3bPEt3yHM7+vn66nUNnvkgpK8NTyrA7mTqjssr+fPhvkrHm8QzHN/QxbLpkZdAYz+X82XbO707Lv3igL5kS120JGHIf615NnewQAYaZb08l555JoSe4bGGO0XdtpE8z5frjL/uzL8E1i6dz2wM+lmSzlFJx/WW8avP/u7Amct51Pdip7XZAD09MLEh0VNeblQx5zwzM4CyybuZcCz2YEsPFPQzNQNs0rM1IvskRG3oGJIB/S2gsQFZ2pVM68PxSwAkChp1HcTO4Au+LDQaavt0YKbs04LoEP3xqNnR5B5Y0PoEfkZ4AJTWEctpF8A+mu2nPA67nJ9BVrzd4NzlWNXIjJBO8zUFyl2NLblENKiRvKCWGWDliHSKFwSXzLprI44mAjxlnSR4w8O579ZgHaCNkRU9rBhTAEeTdlCbgUc2TwQB+rhXRJ4QF3TdEXX2iN8TQXdJEJnKDT54ALkYiOBrjTPFb8KG0nD2R728JbKq3cNXLBNRJ7ICP4BLUPshOK9jH7QI9PTARw/X2KZDvCTqdNRca0/Aw8VfoQOW4DHlJvdFp1TKLJ+1Z911UMVPX1K6vhTZbp4Zs1jaJInid12vZJqArwgLYjt8meJ8jGJMiD9GmxgJu/XAZkOII+ViG9Brk3W9cMOW5D2bazfnyNdUNnrh7KiL5bLGmrFe12DO/dn3W+oxaQtZewKui1uT4mvZGI0iO2YialoVkB3ojOuJDUjR6RHVkJJZF34PSG51w2XuD4/fp3zzcsL9HMGipOaTTnPlB5CKEvWXQlc0fDjF+vYGLQJq0Y5z6qYvUq+SbGNQ1gq7ULN6VnQP3soUfiyvqev288nTvq+wPiEl9GJnh/MF+ID4IVZvSVlYeuD609efVhPilzqYP3a+y/WD+iH9Cx/c7ZiffelP3CQf++xZm/6Uy+VZn66Mgs+6ru7dFJyPfZ5G1CeDGB8ZLHn2jv4s/9FNH7k+1pf83U/NyS8cUgGKNsSE/fEVw2mgWRSlufWFHZV559TbRqUhvtLaPXX+iro/Y3dH5nnC5MBxnfn29JYvds4/vhMKxm7egynjcUf1gonQhsKwP6BlZG93iBjfrn/ktD4xSDhMWzNmM06DY4c9+/Mth3cv0McTu3ePyP0eO+wpunJ/e6ZOI0d/Q2sNXf89Q3Hup98y2MTOIqDxvZ1ZfeANIzs/8O3TgeNy5F7+wMATOjYYfsDGr1hvXnPblJez0sx58IpW5bAK5wY/1IovlTIvjNV4oSOuzoPCKvBWjObC/jhlTdUjPhhWHxF3hnFkt4fv25n3fsTm8K++ftxx+7TndnJ0N3AvjRuZkVWQ+Z6nvfJ4t6dVxd+fYWoM95VWhKMVVhozEZz4erzjFuHLZkyL8bePjXN1Dt87b44Dp/PE427gbAdOdktdnaaVdZyRwyNt94L15jXuC/r9I2WtDE+P+H7g4asB3xvDm4aXn1b2Wm2bvulakfZAkQe0HpA6cLTvWV0Z5oY255UpdwhHGznWEbPf0uyf4cMfEf9rZDmgp9+gu5FhLJju0fo1ok/U8Xeorry8Daf+H5cD1g7s5Dv2csbrA2YzXn7A5B3l5ntkEm7qG8b2AmkLbiviO1bfI8PCMFW83eL8JeZPmJ1pfkddvg6aIj1Rpwfm1/8NlSPydgYb0DKB7yjLE7o2dGioKlb/HG+Fyu9Y1h9YF0NqxQr4EE5SdQ8EiL2klR2n+1va6Q+U47/E9QV1/1/S7I42fwluPA3fgjvv1zesMjDqiiocZGBwZc/KyBnqCZEFm77Gp/85tD/Q6jesw8C6f4XOd5T1JWa/o/m/o9aBdb1DygO2/7cwNnSfFADnI9WEo4WT71beU/R7zsN31FJZ9l9g5SXT9BtK+QsO45GDHnmchTYLXn6N6b+g8MCN/TuOrfFwXmi7O+rdl6icmGTFaJzlAZOZ1f+Ib5zav1TKHRDGDEBUXEIRjzTuiY66C+fNGKZlpxLxULKMEg7eMkHyOYsb1lHiEkQxkiiWcNR15FI4xK7rOrhX8HNwYpbu5PMNiH9xMhMcz+kMCA35JrrW0bZD0he1ksdUoDe90xz1YRCC9qDb72KJQu5GoyBtSL3J86i5QlLSMJ+Bgm4KbjizXGo6ClLxswIyXY5OysUwFwkltiXvZgcGJZ2CboZoKHPekdAaDmiGNClajEugmaBnsYQymKiRTjOjpftsgeT3houBpX2edqlQj/+AtdbJgiC4chN5nA5Q8wFhDO5uaag0Ak2XxrUZtECWaeno4K7ErmlspUNZ+vjESFkGO4QJkYKZph80ndVpKDmJLPIFfAYGRHdh0MbIYD7hatgQBoAu4ZDwzLIoGZgINHR39MTaj33Q2CizOgdsTy+HGA+pacDm5Eulcye7C1jupz60EuvGO8IyMwosEYqSdIGSDpPmEYQIlOSwNUMBTdRktF1RGr04Jlt9i0j77+vSe8ZTR0I7eM4jGqn8wpz7nWQ56js5uXTFM/MiUHwXeG+st5/FyHTDdWtDOuT6u3ptBIDu0EsuW98yLiIFX5Nj3tO5vJFAV98MUxA6DVPn8raOrrPMQOl1TTzQdUFxc4WAxdm43L1wqUGhHwB/IQK7JKXJJgVFiL0oASLA2GpdaEew9QhC163HQPK1M0EbZVtgN2imEoWeXNN0Bxe9jQZ6cTB2+Y7IVtz2AyT2loGgFx08kZkk13dHr8aUdz1ersbFcQkUrCfli2QbOy3MJUusj03003XhQvWVslLyXLLgW760LYNI187bz7l6HzUpHDQyW2RtUE85F0HT4pbOypr0fH5O8Ha2S3a4C7UlKctWSySzO1o6ETodWpnD8dABmLshs1kyu6UF0AgqUcfmkGtA0WHKZajACrpGMGjdRSBR4xzUcQmHbwskudTYx0VfgR5Y9RxBx3T6ySpIbcjBYe94rdhyxlUw3QftHyXOYg1HDHIINOswIlRYY214sSyYOiPWUBtDzo8aDoq2hvOwKW5TZFNIoUg4i6Kw5hqnQI1suACNh5M2aFpus02Z0ZmBb0nKF50W6O1wyZoWmV3nC+o7zHdZkFzwMWg/TIc8W2ekPuHSEcIjTtT+0B64+8Slm3NQLn8uB1yurf6Y7oDuyPlrO/3aEs/nqGzJSxeZ5NujOzXQJrPk6h73zZm1UattWQ3WT3u2LKatLkPXvTSfk3v5sqHyzR18lDVkPIAKgap1LpVcJ9zHTYcMsaWbDInjsdev2F3uoTP6X1DRW7eartIAAQAASURBVNYYV+hocoC2YGeepZnN5Ck3LzKrOx6v6vCwXs60HtwKxSY+I/oR9/TgQ7x7c/JugYYIUFzm8fI8kSu9iAhAx/t2bLL6l8g2iDoGDIidEK94zSK+AkLKXpWQuYQzMXTmCdPbaGF7Cr2TtzgTxhtENIrOy8AWcHJFPLJson/h8HW/w22fc76iJJWk5PktQQnp6lFo1zV1/hH1Q9g3+v4ylySVpgtuu9w2S4y5Zi0Py3PQ0onaBmhDxrwa1hyzvr76+Z9IbOkBqetgU9oQMmClZzAlBWrLvVaiMDIWmQfeHfl2g8hN6DnSS4Q3kDNannDLTGDLILtEgBvSpmECeRlrwiIjQnI9eO5pS70uivweUN6jcsKYcY6gMTemJbLPfEdpN3n2Sy5tCQBbS51q6NREP331DOzIqvWsUyCZtNfP8xxbyQxxFKUitkaQ3TPjRpIazecI9jPm+R77Pur7OTLmOZ+AiB6E8A4U22Rt3OOpy8XObqlO9T2cskhbUOtSQsfXCNbbVmcubTON2l/eMjBgE5e0AnCpGbjMdviQALEItjotVTFHarT/Mv4rsUDTDpZkOvAE2XhmjPS6eTITdKhZLy3BI+J9T6Ys9prBlSwC7kPWVhkjMEfKOEYovRh9DwhEINc1/QkybzIqzp6eZRdUlOJT0rjFXqam7tHlhAw4L4izINvY6b+y0PvPXX9aEOJHVy6Cn1rnH/v9dpheHdDXa+9Tr/rYz9vh/fy+vpD9+sbPPwM+2iZ//ouf+c51Iz8tDD58RX/P8+8866f/xGc/9Z0PfvVzg+5Xf12/TH782J+j1/rMrl+eZwzDW8Qdnf4QKc6lgGYRUxfspcWf2bFZcH2PyxOsA/J+RJYZju/ZjzO//uKBgymPb3cIlVoecXNOw3usjfjbXwVi+PWZOlbmeY+YotPAVArr+fdY/Y6y/3Pu775iLUfqY8FUeXi1MhxW7u5XuLvFv3yJnh+Zf3hLG0+Y/hEZV/avXlNGpbURn53lu/e0xbGXIy7KN+UbVB5ozZnqLfsvvmR/uGdaXmHrLe9X4/jwPbe+YjaysONJXlFujPGl4ceJr7+9pZWZ5VWjiHBM9HNBGKVwP97STCm7THe+vcHLyO7YKLPTdiMnFNZ7xjZRNQxyVaFMT+xuFb07INZ4qFEYz+r3LONIe4hIq4wF343MuwO48OIxeKbtEKil/Q/hfPl+OqHTyvK9gAmP+wkZBo53b2j7e6Z2ZPjhHdOsTLNgtkbq/QjDSWhHpdmAlgPTXcF04Pz+Hj0q+0U7hehHr7Xco7pwY/8GbScWfY3xBTufKK44j8yy0IZXtLJj8T2ncxZx3k9QZlzfc24T6/zPqSJwaGgp6KoMTdmfCjrumb74kkEr62mmtZHD8XsmO+F3O2oRbPrvcPkWa4rZgaPdIfOOda60+sg87WnjPcN8S5nvcH/LMhxp7e9Z1/8roifO5V/g2rgf/xsKSuNApdHWr6ilUl8cwYy7+UipM354hY0DLu/x9lfM8kQdZswXSq2bmCuyAGcG+QODPjDUPe3hn1H1zFreo/Ir/OX/CWRB5QEojOUGdWVOyp3ZldUa9fEHRFeqGVom1nrPUAd0/z0yPrG0yvnxG7QaY33FdHpgsHdgT0j7Iza8w/Yr2mYOtw/IWDnrV7gt1HcLIrCfgpvz1XrCreD7X7PoS8rN1+jQ8PFAK5XBTww8Ql2o5rgc0ZuFyX/PzcNrJk7Ii9foUhmOC4UbBm7waaLeFbwtDOcnnDPD1PnbP/fqh3UFeQQGpLVUtJJWxUCsJsKoy+Eo2Cgazi1PZ6pS08nZKRNCwdGkEvLWxX1H2HY0f1fghnAuadRmQCZEdhekW6dMYsBkH94WPyWqSelckEGBEMaMJ7oML1cGIrhXnJoc8d3QhM04FiUQzYr4Ph1H6ST2BfEB9V0oYb6nFyWDbrAbzjmQt2TNhp662qINoi3QLG3BfSVSs8OxH0NW8x6FklQZrVwyNiAcGvhVrYwdvVBYT/u9ZBFoOHYyMLPRb0jMY6kdiR93Gx7GSBq9ollQfENMz79grcV6s1yf2lX3Xh9ADjgjPY1XNpR/rEVBKRbBHNNAqosE1y1CIPLbDYhjZQ3DzNP5nsaNpGPAmuLt4mQNeoiSxkxw47pcDAuXAZMptDhPpFBpiChDpmAHUs8CedbTxd3Rlg4LDYdO1IIQwvm/pMHTHUoCWjf6InyPeCdQkABaSndYFCwdJZbF9UQjZdw8ne6WxpM5ncLMnQh2JwJJvAdm0tnhcEFgRsARBNuc3r1AbhKeeax3z1oYQadQtmdIwn47D3aglu5iftLIF+8o3CXWpg4ENU+gbLMEYtz3M2hhrAdsuhN53BIf8J7d0mKPEHuny4T4eUi1sgcNPZwQ7kStmu6ECodbyIkeOCRn6sJXHJQMacBpZrNYypsecAyvZSyB7niSPtfZny5DpXOyp4za2p97shdn7BlHm8LbHXOaCHwLVDmBsPROV7MFg7pTywmnvUY6PMRah+C07B2XdH44bHRNRHF50vDFk7qjZwbRtnEII7IFEu+DGkQ5xnaF/sXTiUYGdmDjRO7BiI7etIa04/YYcv/FnI05tDXHO2WbhJM9AjqfbysF6lOj+LAW3NasM7QDfY3oAsMfE6ReYtx5wrUmfUJFfY7zJHmxvQdHS+gVUYAZvKS8bwPSNPefBgJwsAh2Wg+A9PlPuoshqdjcIiAgpFyPAJLPE+6OWqyNpr1YPCFLmiAmGEGZ1CxRyWIMkg5EE1APMaiRDWhrZwssGWM1tHrMhb2O4M0uAqjtDOKK1nvAKEN3+oTzHrquEKhM9HVQShQo5SnHaaKp08pEpIdUGApy2ENpWDknpiGChV4ym04DRaolzj+qgo9x3EnQaDgNtaDgUPFgC9Fw/LrX4OQ3RddCoKGHeIZFwVbJgrNObt+k0/n0ErsutB6n6SUY2rdi7tkNQd+dWIlQ3rIG8xjvUYstOJuAie7A9k4XmPvAEhDQL+3qm2y/z/A1vQB2pwjyre1Xe8pzXfagq0Ovn7FleGzKWad7yn5L1yMziEnLc+w6GNPHJ4LjG/CFhU5Fucnp6x5sqI+eXZJnwSaTIzh/Ac70b2egXoQLvdacY9zHbXeZE7icM/0ZW4HwaGEAgcrW3ziioy0il3G/BDWcC9Vi1oDYsjfSwblRXn3u5Uh9CJmEAoecpopzpHEOHYwS9Ygtz2ofcJkR/WPqnmtqdS9wUcYOZqiSev630Z0h95xF4FByzr3zUPsRCMCRe8HlFtdDZmmct7Xt1mhZsyaQ16kLuyAt9aakLu21EzT1F9c5z6G+LoM6iaEh+hjjW+8jqGtPXJJZZ9ATERS7iaOlWsaHwj5RP6X+PV6ddamPbFmCoaMbhNO414EqTyAa4CBvSUGluN0RdTYCQKbWqe9uYyw6HadEkEv1EGtL1xgXD7lGp7D19zhPmCaQxAouBzDNOhRc1tQYQJ7IKC5h72gLXcEbbkd+9ixN/V7IegUSgQPRPJM9alPQGrRz6gwDzh7khp5RFVRIp9AZe/sk5KW3c74j1oDXHlToAIFYw1E/qlPNCV1GdTBe6JFXICGxi17UAyap06EJfGtGp2LstGVhV6fNLmOsee0gjnMCBjLYqha6mKyg5wgIrEn7VtJuJ9a4WKf5zEUpSZfqqSMNe6DglhRqnSpJMzhvxN5lBXnHBhbEgkpQxuifT4gd2Gj3pAQTgghBU5U1pTpwygFLHZYcd411JBI54uKCWGSnGO2yxqXgwy7pnQK0I0SwLoCNZPCkgV1n1f309acFIT7ii/5cffHHD8ovf8735flLf+SBf/azPPv3p17yU1rI8+f9ko7+3L0/MYh+/WM3ij7xmI/NwZai/gvf/bP3yY8/2g7iTz3nl1+CU8ojwowO72Fckd0bZLiBtg+h9cLxV0Z7cKpBpBo+4es9urxB6gKnJ3bDwqtXT8hx4PjNfQjL23eYNM4F3PcMD68pPuGHGbfKct6BKTIqgyh1+Zbl/O95ef8rbl/dMJ+d5QjHg3K8qdzfVm7b+v+n7c+e5ViSNE/sp2bm7hFxFix3zaqsrJ3FbnY3OS2kDB/4p/N5KBQZmeHSPdJLVnflnncFzhaLu5kqH1TNI4AL4OJWFr0KiYsTcXwxN1NT/fTTT2nXifrJDdwvzE8nND2g8gcHo29/gWRvkLecZk53j7RjQ4/PsSHzanyFpsKtjkx1y3iVmF420qsb0A2Pyx3H9shiA2qFmrYc8hUyHEkvH7mWDZ99c03NhcerA83gODvYMVlhkMJVuUVNaOPRA63NBsuFsSrD0dDTwCklOF1Rli06ZnQQkjyQx0fSbsdwO1Fn5fHUUJtZ2j2mG3Q/YgVkl7Bh5DS8pDS4PR7IuiCTg4btfkA1cf+50cZGei2klthPBd1MnK5foptPKK9+Tbl7pJwK+VSY04JNkLKQB9/IxDIpFcrVllYH2pOXwW0OlQ+oMVHzNUUeGe0rij5C+7eYPGdrmQws0TztUK5p9oxZIc2geUKmEdIj5G84Hf+CZf4bZHwkbb/2pNmSyKfM9Dojm5HhxQsyjeV0QBeYjveoHbGrn9NSQbd/xPKvseMvoD7j2F7Q9Jp6+pp2eqTmHW17RTnekudnaDpR1WjtG1r9DbV8ymn8O0r6ml35fyKaaPPnNDZofUkTON48kFiQ9ppsxjL+JZavMH3E2h1z+S2z3GPtiqwbjB0qW9dH5sQgT0zpK2h/iz79G1r6lppfUTafYC/+z4j9kTT/3xEKQ9qAjSzWaFY52ULV2SWg5MhSBEkbql1R9Bm7AsNUWPaV0+kVk11jdkM5PpFPT+6Upj01L8zjQmozZftEy+rJo3ZkfvyOnGDMUFBu6xGzgf3uU+oAw82CDI1WXiGyUOYjpe2xuVJng3Qkb+4Z99/C/g+MuxNyfUt6Wij7oztbsmUpxulmQupMCVmDNBw4M4E/1sB1HU7c+VIQE9c/TSkcyOZ9D0Jf3vDScmeVeQmyhNb9mVGWwmk/y46sRNsI+JztVKK5lgJeokyUNbsEzkTX1/Q4rUWwMOF6pSe/QpSai4X2ZTDJpDdh7XrQgAejDZcdMX/OHpPJxp30DpJKcRuvvg7NmgfiamTbYBRvYCnqklERuDuQdcTZcTskHNteyutBpCJpRiMJkQPwXyWhOotcQqZD0wqoE1UK1lk84UQTTrHHsYozYDobErBTVIEEQBjAadIGViE7UOrgb2z6mp0p2fX+exJi1YD++EOj1CKRAmbw+WeELqotEagWd2BJ8WdAbPRmy2mOALywSqBYhuaAlaXv/e8A4TuTddV7r+bjMywOYjEAE8lOZJupqaAWOrqmqBQ0DYg1srlUCXlBGMjmTQ7dv7boDyJorKnUkpPOigclFgCs97c4YLWAOvBmkYCQHMFCG/H6DU+ye58FIknk4J2Zy0qJaMQuhtVgpxpAL2M3tDPNV538+NzfKivjctXWdh1mC51bL1c/svqDES/7HIhkBVvMEon4XpfacOT1HEjKCThGsimh1hywFfN3KR2Q9tUrdq6k+uBhPRDzQFMkKlik937xoM5CfmclmhkBnEYCSpYIoIm1WnF5CfH5IoWerOxl9ud1EZUOFqXmvRF1Mk8waYkAPnrXBOi9vtsOdoWchwMIgaqlzjruTN3+uJEgXYHHANZXRu4lKzqDul63Rc+Ozth18GbDuZdCv7eeZA2QwMBachueO2M4ADBZIhCeYm0J5xIrjUC4++uGV7hMeMXTkbVMf2Usy2qnerWJy01JPEecE2GVQ8IbK6d28uDfBqQUTzCmglgOe9YbMEtIiARQGZV8Hx9LSPQAyrhusWDqSTVjROQW0hOSH5F8hekuPlvorYLQ5qxIC6ZtAApenXDwe1SfS5qOAWx4ck7UbXMbgEFIWkg6YKfZ+3MV9WaUJRLagMvhuYUB6I1KdXGJwCRHSIImnzOm3gsgtVhnMqKSaDpjdmTMmdyZnBoVCskgZdQmb4kxg2jo4iukZhgF2i02xN6HYseKV73u3LbJCVJD1RmcJj2BbvEst5C2JF55/BUJryqJJQ8knck0JBVSmVzqLkdSdq0uA8T7bIhYuCIJa+47yCKepE5HnKl5BWyQYQm7H/feZkxPZBtIbYz1m9y/koJYY2262Q1p0h+faRIgXdjpSGGs8+/8p1elnRnZEqvH/bI3f+KmvwPYIS35xno1t4co5z43+byGEzEvZb2nM6Qa9l2IiokA1DqYjksh+mTuAN+w3p/fnsYzhLEOkN6il8vasFk6uSJskRF+lMReGYS3OKv/6cB+JDDo4H3zBwsNdVvHo1cQ5PBPQKwLdMU7pqzP0uXLpPtRCOc+XZxtzeqDn/fi/tzIhMiAccSl0Ih3QtwrrKz+njju73at3ox3vma6fmrFtHmDdgPSDSYjUlqQyJ8wZky3WBBzko7ub1j2pszs/V5D71/wxvMiC2ZQm8tDSvZmtlZe+PfauXLSB3t2P0mPTgpgirEqWHKbKnb0/T9kGZ3U3egJCIuqOyeIKFJi75Rgr2f3TVvaY3Tmd0aI2CDfBwh8A21H0nvMDhjZE5ppcXKgGcgV1vq94ExvJAgNOWyvRcFEd0hsdbHUgi1vPq+yHElpodmIMrq8XJsxmTDdIRzcbmvz6oAkmOwwFoyHmMdHBG/2LRD+dPUM8YWEpSccFe+NE5WVdv7jPX3Uq9Szhr9zAAZ69TdxL7Q950Tbe2aYXvgX4PsoAfCn5glcE2gPTqBInghEthg7vFfIjFlFOIW/6AkXz70q2ry3VE5RedbCb8i+1tbK7OSJv15J62usxR4J9D4ajJgV91XT4gQTjarFiOMkFR/X5sKG1gqYy/Qh5ix/MU+wM9FJV1060/ea5qSptHhcmprLcdfkCYgh/Ovu55lXAVvHQ1MnVETCPU2spD+DFAnjlXsCTviT6BFmiqmSpCApGkcniYTClc8TW3zMc/iPdop1szvbHwNPvMWz01YbLVHpKdYJR7GPWSRV0gh5g0kQuCjhiwcpxywSJcRYd1v//uNfWI7prR98LFb/g4Uh7/n5+SPCWXnn53b5xXfdolx8/JEO7huns7f+++1rvetnH33yN3/89qkun+2dslXvuhc+8C7e/uA9v/+Tnudjg4aPP1utCVJmfraDW2VMOxIb2t0z5LilzjNtqVReU8dvSctIrjdIGUnbSmmVadcoZWA6fo7VRp1OMZyfeTVFBSWx/OKI5IWr0R36fFSomTv7NSd5ze1VYtp+DvOGw9dK2p6Yto/Uw5b5u8Syy7y6viI/GWX/HWV5ZDJnpB/tc7TCfHwAK+jhOXKaKLtPKVNjwtDFyExUGZGrgbYVnoqxtMrNbmE7VcbvHxj3jyzpmrs0YIvycp65uT/yybd72GeOZOZB2F9V8rRw8/zE0Aq71y+pmllEqFXYPjWkRbBIg7Sllsz+2lhuKnV/RJeK7W6wacdy2HI6SATre06nxP4uoSLUYcB0wJYREWHMV8CIHF+Sm5DsiLCQA1RIOqCLoN9fo2nDKAfyTaXVPY965FRGajlQrk7kfIXdNxZVl3p6GMkysWXHSYyTbDimxlFOJJvJ8htEEku6udi4fnhM8iuEmZmBajfU6pvfnB5JqZLzCzZ8zunxBXa8YrlesE1lk3Zs8o62HNCTsizKrEqyJ1L6PYMWqr2mZUOvZ9/PTxlNjVN6Qgej7k5gA6e8oVpGnr50RytXTB5p7SVLhTJsGIdbjOfY0wukvkbKrxFO2LyQU2K4vnUt9uNvIX+L2XeYbantS1Qzm0NmLMqmHD34O/0lyzJidYO0hLY71E6UtIMyocOnKDcYSsaC8bZHBU5JKMM90+afGJffsDv8zwzzn1EeX7g8weZ/wGoiPwnaTjQ9IZzYTH9EWchth9gtw7wl6UAqW2QYIHlSalMfKfOJKRVSeo6ULYy3kfCZPZhviqQn0rM/kJqQjgOmicGSwzzZmYlNXF+7jok2JFiuoRZ0+wKyUR4Xhv2vacvI0n7BYi+oPFE0McmvQYy7tEFHxW5Cx9Imcq1snrxhcG4Fky2Nz7Gfav9aZ9OCnyxBcnjMy5AHl8FK4SghmHWA0QIcdQmNzjQl2MTSWVnBnKZJYGth91tUDlgwT7v3I133uF/jBLbH1LBm7uylR3cKmzpLVoMRko4enq/yRD3hEWBaL0dNzp6RzpBKnQnoAP4qP2VAsPJd69uBPFdLcla1WjTK68xew522FmDlha69l53OwRJyJ7AD7oROv1c+iAc/LRIAIfnSG/pasOtMh8AKosx+DawDLOhBQzyL679GQEEOxnawUSRHFYAH+KYuQ7g2HqzBVommmufmvh97GNJ1j80bM3sgIXjiwTA54tr13Rv2+/ekl887xxEc0DGxcNIj4MEg+hT0ZqB0HVQbSeZ7haUoi16ZmO6wqxVMIwAgmsx1VjCwVu8svh5EvHF75x5Suw6sBMBVkWTR70Rd0qozPpnCjepM+GCQrtPII1F1vZX404LB3vCKo8v3G4kCtUiedACqM1MdkJYWLLbeALoDJqvrG4CUELq30MuzFV9n0pmjncUnPQnmILnqDKbBdyoXQI1xlpBwUFjMkzbWGYni5kK0IJYowVD0BM6PHTXAl7ivFEm5NdvQZU86OB/9SKRh+RgfxT12ln2/aDRCtZAR8eeJQA2hVyuslRGpvrk+xIF+x7k6AOnre/2dsDe9+SxRQfIGGxkLO9ZtFs6kRtdA7sw47prUwerGIqhfIjDVc6CKBhDSr93nnZzt8fq/IQuwShg5k7lXgfkPG2ZROZPOjOo1oYL5vLEl7q1Xy6R1Tvu3lHPz0R5TdEDvklXsIKr0JBZ6JrF2IKWzG5Hz+VaWdzRLlsvn/NhDSe0xtqxbXBrCGXk9gW9WsHkLLZOjGsfZsLhsHhsPtG3wxCPq4IgIxtaHdXYGYBqCbdj1lqszM5MtoOoyBiYO5OQtjAajYWmDpR3SWvQLEq/wS8GITAKTNwA18zWnEjai5TARI6C0oWDJq+u8mm5Gm0aSLUOOfhVqmJ6QVkkWUhDNgQorMw5N70EStjhoT4BFVjxB6/lI88QtvYuIuSyTJbwP0xErR+/boOJ9Q6yRlxb2KsUs93eBPUckki1dy9oaYk9+7cWAgdQmn5M0lwhJE8aIS11MNBK1LZFoiL1lTGgTV66SRspHjBqg4gCLV5tIcU3v3OzHJ9xKMPHEpHQSxWrd+1rs6zCkHtd1E6Ad52TeWi0ZDZ1Fup3wNy1r0/YO9HNhx3x/Fj3HN90Psu4H9p+b39dq4OnvM54n/u0+ja/8lXDxhiyRxtr2vXXdLNeFTtiY3sCWsB1noL+PiP9HJODWe2D9ufWx7jaz/71u0DX8sbT6tL7TRuXeKrsU4Jo0bO2lRfi7F8AhS+xFPQnTfb7uy/UqOXe2pYPWPSm1Iojdn2bdt89SWP25fyr8JkjaBRsfvPdZ9qQDAGP4AkdAoq9AkH1M8SbMCVF/tpZw+xKyWGTfiyRHYj/2WhGJxLLvuWLmAKMOfv2Y6yInstzjFaZ2HtKoBjn7kRZ+UcOSN4MmJGyFGcg0oqpMJ4yBFHu4t0m5JGmEnSRjtkVEXPWg9wMyr4gUUyyfq3T83iIuyfPqeq2se/E4x7kIITujXsGsBbfJpqguJBRLnfC1jdMvTqbQ6NHVPFaQkNW15vNII44x2/uzNL/vHH2bmngPDGXAe6H47HKw3BP27pc30Ii7Yp+1LoFmGz93+XFQWMqDz1Xr7/oUe9jWf7ZKBftcX69tNQgsUUUsCWTDWiSl3ozb0EgwZRw4F4SIE9VtN+bvSXSGIGZ039pjwLCHa98WYU322oxXPW7cVvfeFlGJKNGzznpfrLDNom9jwt0fj7kpgicmPOFBO0CrF4nf5HuK5bCzGd+bxKWErdKbpIgEGa8ucY8x56r768w98ZmguM0wPAkgzJA8fjr7v4Y3mjYkB6FML22MRNLAz2mJkHE0ZHCinz+7VzeINCy7H2S9R4ZVTE/huw1gM9YO4Z8ecWmqnfuXg/dvkboagA8ef0IS4gfI+I9890Pf6S/9Q9fgwjH/sd+5uJbFz96Hrb/9mb31Hz9Wn/nGL73rux/hRn/o1+VDY/eOz957rnjOdwIW77jw6qP82Lt718Xff3vv/N5HnLZWz1rOLzI6CTfLjrGOtPtn2PGWNhttgSYPLMO3DO0zcv2UNCk8qwzW2NZGqRPj/jNaO7BsfofaAHyOtYJWaEPj+IvvkU3l5jExnhLluwZLYtFfsZdv+ez6JS/zF9x9teHptbL7sxOb50/U74X5dwOnzzMPN1dsnoyb77+lDJXNVWKxLUe9xtqB+fB7tA4s8wtyG3h+tWVA2dh3sDREJ05py3KVqUV4Ksq+CbvdkWFYGO8fGecHahm4K9cM1ZMQz9ORL9MTj23iK8mcCuyvK7tnB27//numZcvtrz/hNGe+nxOcjGtrlLqQm8tZPKRbTmXi/nrP4VlFyh6ZD5TbHXk3UF/tOLURyY8ku+d4Gnm4m9BNQp8VqANWB8Y0sU1XiE2kwzOkCclmksykMKiiC1YVvrvFTLn6rFJ2le/3e56WRiuKlnu2NzeUqysWPbAcjtSW0IeB1Dbs6hU2CnYNp3ziTr5ntCc+k1+BDMzyF+dSsXcck/wKAxYbMNuCTgiF0/RIygfG4V8zyuc83l2h+4n5Zs9ydWQjz9jKDVq/9SREVYoqYk/k9DuwxKI7NCX0OiEUOG3RpOw3j2hR2Dmb85QzyUaG/c9I7XPk5r/A8JraKssiTFcbtpuCPD4nPX5CLb9mGf7fYNfYfEvaXJGvnmHHPfXxN5C+x+R71G6ZmyBLZntXoFTk5ogOicfTX1GXW3J7jegRbQvNDpThmsLEXH5BLZ8g3CHyiHGH8USTgSWNpO095eafGB//M9vH/wdF/4Fi/wbZPic9+/eQZrT9Fl1mju2EpCe2u19juVLmf0dqz5ieIC1Cvd25DIAONM1MywNX8wzDS0gDlC1sbx04ynvfBGsj5YX87AE5bBnuPgPdYHKDiWLZk4yNiopSh0wbC7q/QXQH4w2SCuXhPzG+/pq9/WsW+zmLHmh2YDP+muvhVzylF7zOn1GmE0MKFtQ8kWpi87R3c1YLmgeq3WLvNOTvNW2uoWxEUGtQxKXG1EhqaFQjuA0X0APGnrUUFweqTCSafGUwb5LqAK+iaV5jJ3dK/G8JTX53BBteetyL8D2odPby7CCDZmeRyOwlrNFk06VaxMs0tw7QWn2K2HTyAKjViEG9LFjy5yBbvG9FpTdS0+ZBU39c60GDJCT1klFnUWteIox32ZhUPcBKEWSrjjEOPQERgWpaIM0Y3tDPZZgyqx5315/XvCZq3OHqMgILJu6ESTQZxTYOPNglA9KQHlB1tmCKJMLKbPJKF7IzZM2yl1pTQY8edLpeBx2kkpLDUb8Iaj9yxiU7+XgxefAmG0QGhAXXu1/8c3GwJnV5GI7ehFCDmUp2Nl4H0iEAqhg3kuvqYmBPEVx0eQJnUSccrI8Q059dCz189rLjDMwk2zuIaFv3Y7R64qCc4trhMLcAR3P4PMmbuUmA8lb8/bpcyIQnX6pXThRjxVWSxw0ikFKAwXXra0EO8XPvV6E2OmiiroftiQNFaaiYN9M2W1mI3mAnIbk6qLb6mb1KA2cwYqSoQlL1MntN14gJpQPGAe73BEJv9GnqDaKTTKSQhBA6WNKrRTxB14FUi4ThyqNtA4nklaEiLOnHZ1uX9/LgKKoUpPh87sBOJFnccnRfOxhfQqyjnoQQVpY9wWC7qAgyMVIKmSZ1fXdnwuPgyeXwBlBuq465B/crkG+4TbPeHyIYuD1vSA/K4jtr9QEgSyTkNEYwWHe4fTBLniwmqjHS4pq+PXFyAVDZ5T8tIV3rV7xSxbNEgpfe9MqTDqLAWvlB9MC57KfRr+YIGZ1h3ZNiYbSRkPdywNGwVbIgQt+uj95Z09ITJSNrbwNcokCyP78nqvv3ohnlKh1FoEzmDP6fHCcY0h69mkEdNBGt/mdsUBptKbTTSBYjicY8Kp78UHW5u+xVdUL1Bqu5s753LkNxevLH3dw6oCIuk2C2eMLDqrMGbQhyQIG8gfEE2wXYYPIMlj1J7+Mdx3hK8uR48QoeawHa90R+n780EEOHjBUhqeuZWzt58lEDECGkk9qCtQVpjYxiOqDtGZJP3uueivIENiCzs0ZFZ0iCZn+/+RBrY3OAVFF87xW9BZ0we3SwJIn3LW74u68LeT5h0hysQ+K9D6A7JJ2Q4gQoZydXqI+YCc2Kb5khwWM9iZYmr56QSEIotCZeXWMJ2WRszB5L1UrKjTQcUTPfH3SC+YWzqcc/IFrJJ/3RKWc92dl7dMXa0G6jVunH7pdF1RkLxrzuf539T9/nCIA75MichdsTGM6MlujXYJH8c5m+c38Gb4Dbzn8kZE1Wu09YW1lhgF7F4ol0WCV31s/zGUMhqrmsy+cYLiPnwJ7Y+Sp+sgDlpVeaeU8E1xwnnr8nbsK2w+pL6Mpc71VCS4xNT7D2qowOAnKBW3R7eOmLe7JaGDBG1qoUwk+2TpAxepXXWWu+0SU0xSJxs8pu+b2c5ZUSXTrGYm2DrFVOfX8WCudk0MccgsgWUibhlUDVBtSSs6OlYdwjcsTUvLKRTs6I3i/m1VkqRjWvOjBGHxfxZtEOfJbo49BBeaHLPIqeSFpRHcNmudxoSjMpRW+6br5VnISQCud+GpEMkAVLD27nYv2k5KSO1ue0bmIuzQjqBRlqpKjSVHESkpNeesVWi+s4M9tazNXUk0J+yrUBfOyLXh0m4bOAqXoYkgdERqw1J8YksNxJQromaRyk3rgLKh4bec++maT3CAOJT3yGrxUOLoOJ7f052hYsk5L53qOKWvVblkLfFo2CRdIpJe+9gB5ACiru16tF3BONlK30iuwPHMUlrsxu/d23o5NX5BpkQlbpSO/TJSkSe636/lIqXQ7V0oQ0jWR6Q6NyImXvp0C79lktD4CiGnah93hRJ7N0mdjEFGv3gDd3jvnoE81jyJ6EkCn8P/X3UPEEXW/OnX1dSk88W1iKS1y4r2upnohKBXT0BL6ePP4Ii9qTEKu9sYzYxiva84xLUnJe9whWHW+TcXCTsSzeN6pFXL3ZuWxjxEeCV9YgQyRRiPVnXqUo3Zfq/JkgASBO1AriFxZJMGvI0NUUnFIgcvCq1DQBg/vXak741NnneKoYMy7HFvbPoqpDDBk6oaAnZ39kyv3oN957xMXfyca/+Mqb//Ge48cM8XuA83cC7u/47jtPbx/47EfO916g/0MA/090qNdfsXec4o2o6gO/e3kbH3v9vqm+6yQ/8Xjvr/+UjRd/1mmCNJCPjXQybBpow0B9do8ND2i+YnqcSLwg2z8wHEam/UgTow2NQYzBkjdJ2y2oVWiCVuOwfwIKAxNFlfzKWTRVPCYqYXhS+4ypTty3TzhyhaYr9KawnzfM31xRyxXyVzsGy/BdpugJK4/ouHCa9tASu/tCa8IsP6MW4SiK2YwFyerI1tkJi5LkyLDJDEmYngqlFQ5XDxyne1rJ3L54zvF4zfE0YoOhzxslG3eaWAZl2Hmj6XG5Jb/eUP/DSF3gm29eMVvmbroDBsbnNww2MpWZJAvD9R6ZToxHYfk+UdJETonDnNhrZWxwNWRsyeipgDbKsyfSBHkrHB/h+9ffs92NPHsxkywjd6/CCSloMk62ODC8a9jU0MMBaZVxUfJjYTht2dRMGxKaElXhQdUZZdc7cnnNbrhjrAU9bRGDYQYbZnabB4pVRL8gaWI6SpS6vefQWxChScbSyDB8QZKJyX5L0gOavmcpQrv6BONnlM0vGdJ3aH3kqY3Aa2wzwPJI4r8ik5KGf3CHOSmSB/LVlSdeDg9gC2UpKI3FXP+c8QtMrknFy31L+2uSPFFkg5YjyN5ljMYxpPIPjC3TrFL1CZYd7J9hrSDjAUvGIr/A0pUD+aNnthMDw/4XqEBb7ljaE6MVimSYJloymJ7BsGWW71jka670iq1umesXzPVLyvRAnu68RZ01xvyMNP1bhD8npxEzYZlPWHW2uWb1BrQM5PYJ2Ew6PiLtyImjA9f2t1h7jnHC7BHhc8ReQN2Afk1L0PI1MrxC5Dtaq5wWoYiRlxk5GdTv3VnY3MBYsOETzIRKRRV0P2HzQJvdmZlOe4opaZrhFtI8U+oTWu9QfcCGPW0LQmbaj2S2FK4dTEr3mB1p+i2JkZI/dYa7dWbcxx/W+zxol3BxqQpWJlN8LxhNZgu0aDwlri0u4dg7AyIH2AXd4/by54uNKweTWB2Q01x9S2mFZCWcHZeq6L8iMnpAmMpFblygdJ14c7Cuy7Hgcjpr42mNQDd53wBDnB250mV6cNYZb9WdRu3NKXtpanNHyTK0zsK60F/vsjmcH9djTWPVll8bUp9lIKwHl5acJZUqUBxIjyDF1v04I3oV27NEMBkBfLJ1F3WwL9g4acTZTFFdIfg46IDqgGgjJU+m9BJdCfkfyZ2RGO/UjhHHX/hBH3UkkOsAPXycUzTs66W3Z66zy6SYNZfHoDc5TKQUTM+Yu87MMmeFAdaBVauBbwdzSxw4lnSK+dgiSA5Wf/KKR7Fg7PZBBAcOJKHiMkc9GSWh092iIoLUARMPopNqrJtoFGkN6WBnABrWe4loMJNDq55V3icAnhz/jtBHrKfrPCBJwXTV/nviole9obqPeTSojOAnURzgkMV/HhU5IiPebPMY68WRcJG+slPcRVQgRRS1MuY7DobLekmXyujTFdb37BUwnc1lK/MQiyaP0tbf+XHv7YLRavjzykKvjFornLQnrzpikXDpH5fP8Pc3XlzvkjEZQFRvOG+RzFgbpPpa7DrrbmP1nKhaUbZz4ObJB43Gez2J2OeAcK526cBcB/8jsI0xt7UyYAnb1isPQirvcvDV78+ZzF2OpuESbrLOL1JHTvqYXtic9f4Iu9jXNj5fMsFizc5O7nvKSurqCdGeTFFWsDCGfb222LrmpT9EbzK9Nn3oQG3cCzX+eFWaM+C7lJbvc52Vaj25YtHXxNYH/qjDkgMzGvZsTQZrg6qx/1iA6zhIpp5I6sWCorPbvDZHjiXGem6ghhS3YxLMRq0BUKqzT73HiyFSkJS8xwMu1yRHIDVSfkK0+jjYgunB77OOLjM3OPPaYi9PGomdGmMrgAh5HqAmZBTvkYMgOqMyYjmAv3rENcoXXweDYfkOGw4oCQ0gwyuWWJvdulwdeJVgwpI3o1XZO+wS+1SvZOuJJWkOmGtn0bYGzWAoyDD6Vl89EeWs2OJJAat4hacgySUdvV+FJ5AQcWKJVKxd+5zVA8KBlIM1qi36gACn7JWbgvfoUUVVaM0l5aR4LwtVn+e27XJAH5hf1sWbesLXV4Lbz76e1m9z1phsYXvCLl2CCLGFC5kOWPvHF2ubvH7UE7Ln3jW+1/ntdNCpyxKluJO+Wi3+dVGNFj9ZfbrYXwmpz+7vENVcq+kJqvsqc3PecDhXN13YrZUNP8SztfNn3bb0yiQMbyANaxV7gPh2vmN8Hz7jFdZ7LCFxr90fD2b3mgCPXXJtLN1tfq+A6K8oca5qgbMtS+f3GFV7gq6gIFFBKvLmHACCiNDP/1OcN4N0ctts+PtNKWRC+94Yvc9khByxAQHKq1en1ux9sMTEE4PRLN6JKARjO68+iu9N6gQwIea64FI7BZWDywnh69ybVm99TFILpvwTFv0Dgj3E2vcAoQPKuiawu1/gY2zqYLbfh3kCTna4HEy8dwwsB7G0J7wh5Xg/KeZaL47sVWzrjOoJKfexLJqUd8JAouJ97BIs2f0FtYvqc8XEkwm9ybQn3M3JK5LPXIroO9diXqUU8UDB40C8jwOWECYSXnUiUQXgScri4DLVE2Z5G2MriCqlHeNiyWOS3JN9H5hh5tUJaxVkCj+Yhle4nOise19DS/gqyZ/ZQFvG5Yp8bWjqlThRvdCiqX2KqovVpvU3ET5dioSguO207tfJwEp0sBR7RvSZ6BJV9P4LUdXXkyYyYDF2Pjm6X6aRYIq1rRdVxTJEhVPvZxNr2Lwfk4OKPeHv/pF0khS2+gnWZdmSrud2d0+gSazZsJnJfWCaho+QwHacyYWzE6mSv29bZY7jnpOuttoT1F5JKE3cNY7Kc5d4woltEEm/8MHt4WzeRCGNCNmJbzKA3Pj3OK3zX4g1Ybhv9+PBwp+QhHjXyX/Mnl7+zju/+yMntQ985fLnvrtc/Mze/Oy91++/+54vvvHz/m87/94Hj0vH4yMOe89/r9eyN3/+Y6e/8HnePOe7BsQ+fK4fG8OPuamPmJzn74pnBTOU709ervT5RNsMHD/9hkUfGL//gu39Cwb5lMpfMR0e2DzdMatyTMqQjLEkZGPkmxMq7jTXo3J3uCfZwOfAUIX0jWAlsX+utCQUmxDdktufsVk+4dX8Kcd2zc32xHZXOd7taN8Z419eMf71Fel3ieGXGTYVbg+0cea4eWLcJ66/H2iy4+nqF5CVOnyD5BndVZTE8dVLbB5gPpCZGUikJDy/f870uOGfnv2Wb7ev+XL6jE8+e8G3X0/c308suxPyyQlbjHTMlEEZXz6RWqHuX1BeGcsfX7KfH/kvh1+ylIXpC2HcbZm+/B+Yyo78+ERZjOnZE6M2pte3zK8nNi+2lKsND8fE6zpzXQaYCnY3oHcDcn1gfPnIOGR2Y+G7pyP33z5gL0bvUbEovDo4oHb7nCaFB83MBQ43DaWShzvKcuL6ccM0D4ztE7LuqGWPyomnJjyoMuZrpmc3lM2e7fYBmRU7gjzB+J030kzliNgG0Z8jZmz2D2R9fxJC2guQTBuusDQxbn5OSYXt4X+l6CP35Rvmaabe/nt0+iuG6Zfs8lcsp8r9viFDQ3Yj4/KaKf0Gmf4Kmf5HhIWcXqHjhnb7BVKfkNN/hnpgPBUvKM2zM93Lz5H8Ge30DdiRUV9QlsbAb5D8CuOBRQ+wMaQcmZ6emJ4ys1Zam0E/RZeXUEZkc8DYcOIKyVvS9nOQAtcgS2b85s9otbHk/8QsJ27TzxnTlnmzRYcC00vI15za/8LRfsWz9m+4rX/L4/FzluPnZH5Jmu4YzMimDOklefs/YnZNrRMLcDodMV2c6YtG4DcxtM9dP/PwLbocOKbvaLmR9EukfkJLR4w7kv07Mv8WXf4bpr/maJ9x5AvK5tcM5Y/UOnI6XTOaMcrRG88vR2TYkrYTjBM6folqYuFbtCn6cI2mEWOLyMA4fsOke/LmhG2E/HiE4wNNvqXV72CaaTtIp8zmcUMqSh6foVSW9ArTR1r9I8hLyvB/oEnC9DU/ueFcBsQ8+Fecra8F684lhBkNBoKePAkhxR0XWwJkIGRj3Bk3jNy160PmojvGDqxnTJMrPhUHHBIFaQOmM9bqORjOBiVA9NzlYJS1URVdTgBSNK8VJt+ae8DRIsArk8do6k0/XZLCoJdx44GON/+awTbhBDZnYUjFdWwVqy6jlPOAQ8rBAu9glkRFRQ6HbHFgTKw4Q0jDKUs4QBMgEnICPYJEM2vXCVoDcKEgzXU4sVOcs2EI2pswN2cOeuVHhfwC0oAsyePR7JrUqiOtjWTZe4UGnZEpGCXeFxEQ9qD2iJl4pcdPYtMlRJ7hL+ABWCjqQXZN3oRsTUJIw2QOxztKx0MCInX2YiRcTAfElEzFDFqLMbCQL2P050khxSVHZzbW7CBgd2DziKTiCZnWQaEI6m3Eur8uwmAZkUKyHSYufWTSG9cliOSXx20Wz2ck3ZOkAw+gkjAZSNZIbXFWL6MHM72RoLk2uwwuXbKC29X/zgRoLC7RouKzMTHGAh8dXLEHDyCimaOPZMbYY3aIZM2IMJDyFuyIWsXocgjZEzUQzbB7yBZzQAhQKECljvGa83OT1DUJEdiRB8rmfRiUiYSSNJpVOp2ZmpY+e36U/9LDirOLefQx7Cx7m4CC6MmBk+QAB3KFsMXL9r3EG65ibYV9WZmqrd8NlwCbpKi2skie6saDuEhgduhqHaweZfUkbV38TzLX8MeDK+iNbVMEhd2FVbyppNEzZhZNACHetWXOSRHO6zXstKwvRCIvUEOmogCb8zrrSyGu7E/SpVC6bIiDQRJyCh4ISpxnAJ0xm2PMW9i/0H3uSRbcrnugfzE2HRRdE159FCPglwHX3A/ZB41nw9nS0gNiBNPRA3dxZiytA6oW47wlNrTLmfThQwTSGPNa0JDCEBqpeXWCV9MlrPgfaeI2qDmT29mXR0wrbTkhJCRN/r3Zg+s0hVyJppDvjkq2DmZ7aQF5yOSUaCSvAFgG5JiQsZKmu+hzMGJ2Ag2tcN0iLKRxwURQCqaZ1LaggtaQu5u850k+DiQr2LiNZedNaI2NVznND15xIbOzjDNYEZdgmvbocoWdPvNzlQxN3G+j0pt8urjlgOZnbtvlFSZQLMeS9iSEEyKyrx+L3jIyQ8tYLaRhIo072lJp85GcEzl7oslaVJjZ0dd19kS56IxYSIlkw8YjKgscXVJT9B7RI3l8Rhqv0Dqj9YDVCTtNzkRNDrZoq6gOtDaSMpTBfQjq4Hv8duZHyXrWiQgLXX6pJwol9u2epvAfXiRFA5R3bMhBizPIH6Ail2v8glkvgJyBJoc4QuII/Py4LBYd0FwfxasJLYA2AcSc5YqdqxWsW1JbkSfeaE7/RuAfPWei0rYny960CwHwW8Mn57D+7XtvVIp2IDquqb3vjYQ8CR0svqwY82uePyP2Kk/s+fN1zXjf38++hAN3jn/2++8J541/HvuMrJKUndRzrujw74ddDOZvB2L9ngZ/P9KT78TvnQkzP42wZF6JCmjbYQxISk5K0+gnENVBlgYsFZLVqKLN0AqaKi2fEMukXl2XXCooJffRaP7M0okwGslg6WOFE0DE9eAtP2L54AnS2nCpqw2SFmdo6wlrT8DOSXF6Ic8UM8V7wBV07Sd3jHdTEJOojo5+XSmBbFxTP+IToYOuHt919nvKHrYg1cFfNVj8uVxCqfsS+Dwhuc8W0oQSBAxPXAcRp26wOnr8YT0ZKRgNk8d4B9GLrye5o7LWp6z4uCE0c/sgOcglvfpSj+7D2LVjGTZiRIVEEFK8p5zbWpOE5p1L49ZGskpuhyCYSQzExAebY4ITMom1hPne5xMOrCHpAHL09SQZYQ6WfXIiTxCqvNVC+JCRhCAqVqiTr/3y2n8Pr7owDVC+76PJK3Yl1Uj0BNlDb0G3kQQCZIY0h5sSiT87BJlpChsb1RkSkofSqzBdgpZ4DyYec0tIKpKGSEJ4tY9YAOxWEJ2wElWb4S+JKJKW2Cc8Fl2zxyli+eh90R1wWyLmLCXmhzc1N5uxaohd49Vu/kf0AeQOhux9I6OvSfcjJbkfHGYy1pM3wZZFfNx48DURn/sWkDyBaAXsFV7pEAlbGbya07IrH6QBKe6rdyxVekK6hY1Nl3vG+48/rSfEpQG90Bj8084nb/37A195G6h/4+drhPXuU/+ES67HD6779pcvd34PBH8S2P5T7uHHjvf57u+65R+75ruOj/r+B770E65nwKwVFcjF2YZmM9I8WEylsOiJeb5zedpJaOmBOrxGc4E2hRuVMc0sS+akjae50Gpllw6ksWHDCxpuXC01VJ9QM9KUyTKwaxvSIYE9ULjjSoStCIs1ah3gCPV+YZqN7QBtEJbhc4wjx/1Ae0yUhwkbob74FkvK1E5IVezbhKlQ5A4jcTxeoXVkc7VHqDxNDxzyCdkUrsstm/k54/EF+TRjdqCxp8oDIyPCM6wOzPvsmxz3mBltMcwWpusdQ1GmPFJ0IN8fsFR5PYPpwDgUJEO+GbnRhIyuR7crgg2JdN84PDYKmWG4YcgjWUZahfsqLA1uruFqmxhQJDeWqzBQeSTZwHifSKLobo/lhU/Klk2ZuLGJYSzsdcfettRBvOQ0NZIsjHNlszQmndjYS/Y2cJcybTTmW3VliaoUjCsx8iDIS9dOfN/xVBxUaMc9wglZfoukzLK5ouU/ozXBDgeG+T+zaXvk9Jpab2jza1QfSU0gJawM2O1zkIIs32N6oJZvMAby4QnTxDy8dAmGdvBbOkyIZNLV70j5Dikn37jV2R2aKlUg1Z+RFs+CI0ZNrzmOUPWKZtdo3dKW1yQ7kDkhSSjlGdiABqtb8wPYwLy5wmpiSs9InKhUzB6x5RXUI7QJSmNIGZEbWBqn0ytqErh2drocvgCp6HZGF6MeA2Bqf4B2RR5+RtPMsuywdiK1RxIHSvuWxEJji8gViYRa9b5asqdIwmQLmxNz+o5UXyP1gWHYQTq6o8CEtGcMxz8ncc9CJbXEULaQtmh9Bmyxx4RoY5DXWG5YuqVRMP2jOyWLs9fauPHkzaQUeUSpYJlkGZbC0A5kfu8bsE2cDE52dIdm8ymSd9TxDlWFw3esTZ8/9gg5CuksUw39yKgW8MaSUQqMMyvEekNgB+ZMqzuFFk0jOYRj3hsOlu4rs0a6vbxcDGnxt3pVhXUmVQSJliQcXwV17WKC4dkDsd7E1rq2pwSLuQO5ElIzndnRCyYsO5tjlRHoJeA5nG9vcuoB/wSMHhwL9Ppk7es7GO0WlQ9nCYMA8yXHGMcYRIzZWTsQTaElYRLMjxU8lXBCuy3pgGj2edkDil5unyLQCl1b171I8YzdWYtHLQEKmld4JO1yM+5DrEyXmCsr0Xll1Xzs0RlF0JniGs6jl5ZHsBwl6V0XPxnuROdepWHrubxhcdynRridY/xZwhXrrMyYgOJsNa9uaXRwR7r2qNNzAqyorAxPvDG4l4j3SqEOlnu1gmM1CaU/31n3WkLCxoORDh4RQEjfJTQAHmOVtBZ5w8UVVV+jViNpFVUe0TC4g0xddsjPqRH8DBf+ssZzEAmIBObXX3uqrNIfnWne1hvxs/SF1H+cuLxZXzuzB1bUWCNnVmi0gAwJswD23wB9JK7rQc6PV1jH/cTaO9P/elQUAekKziU6wNbH3UEQO9uvtb9CD1n8/tbeGVGJ46BXgGs4S1t6ZVEweX1eB/tdjF5dEVnYsLcBWAluhwjWXQcHJcCFdZxsfde9SauE13l2xYPdKWlde6K9IibGrZ9P+1z1BMjarDZsbBfM43Itw5k17BMq/vNso+kAxhtM03LxjvoR842o0Ik1GujnG+9zZUAjb8QdcUcOTqzjBJ6UOOBs7PE8ngSbXJQ3mvL+hGBBUyRRo5Fit1NqLcDswYGY0NQ3G0BHOihq0lCJHkW+8EM6T0glQAMCxAoA2IYYu5OEXU5hs0HV7arLwMWrTJ7AQAqWIumYJ8SKg+JGVA9CUkevfEn3Sj2jNwCmLG7/moaW9AEHiGNOSgG5AlL0nRB/Jilk27odTOaMatk4i7N4RZazYvEeUDRgzzlh1xu6J4StX6dPPI3qPTOSLmhK2Jj97+oSESkSXK3er3urz/FbQNHoMeRjAtRTqOV4Q03vL3GI9zA4UbMtocEudNlEscXlLZLPcyGRs8uhmYSchCVPQs0XLPgPHhIgapd3lHXNW7eTXOqvdwyiM+r7WvB3dJZA6kmJvrm/tR47sYIu8xPXkou1K+fvSu9pgsY+Fe/HNO6zA4Nwdij6PXcd9v7zNxZ12KG2PhcSsizr+PT32ZO+YT/FzmNj8b3VhrkPJuuFLu2MrXuEP0PfC8JGoazylr1PBrx1P2FjLp9n/flF9V7c72rqYr1ZnOksJxhXWBMV3QZe2i5dfZkz817iKd4HSr3nEOhVaP2RXSfef+7KSBr3PTgI2Ml3dr5eIpJUeYmRkfN+AhfzKc4VPZ1Afdiy23MLqQiXGdoBMyaVXkks0vcbC/kYV30QwXudiTepB1ZyjcvsxD4snaAipDRwrs7LsWZCyExk3fdceCySc2mG5NUV7uNF4iB5vzORHGOi4RcEI747fckr4jyp576e2YyRVvfKx27BZHE/IRrX+6tXzKJCNkeft1gHvucaYge/3zrEuMTeklyCaPUJRc/AOODSj3s8yT76XKh2TjghMNh5TExIdQy/7gPH6gt1P6KvcU8wm2x9/GX0fZ3R7SsDKfW1lYKcFMnEoMn0c7gPqpFAIOyGywIB4Sb4fOnkFetxaK8wsAUnrS14vDVw7hnTk7aC9nWdvMG1tUgM9KqfLm0X0l1o9Aak9wzs7777Eu6bnyU3u5vV6L321vhurY5Vv+/ux/ReJOu+1yIms7Mv2Pux9L1CLJ43iIjdb60tknrnmMDd4L7/9xj16XweMdxH6P5B2Ky1KljiO4VeseTxa69mHyBVpPeh0B19P/PEdq8Y7tV2Hz7++UmIbj9/4B9eRGrrj7qx/tgT/3Pv6TJKjFNdRkzW7+Udl1zLHt8+3vGQ8vZ9vuUsrM9qF9e8eH55+/fsjb/eeQuX/3hnFPj2ffaJ9IHzrh9eXOCNW3rPmNg7X/wH7uVPO8yMY61UM6ahkEtGOMBcSTvIw8hj23M8PDBuKuOuIfIdIt9gx1vk6ROyCAMDSxs4HjP7eeD13UgR5eX2npQ3LFcTyjaYqpU6H1Gt5OuBSSc+fQXbw8ww/ZL78g07rplky6w3zPWK/YOy//rA1Vz5ZDNz3L7kYfOXHOcnHl9/zXCfkG93yO09dfsfIStXT1dwLPCrK7QZ05//ESvG3f2/Zj7eMG3uSO2J18+PnLaJK5t4YV9w893P2Nx/Qjn9HvQ7TvaaPd+z5WcU+yvaycfMyhO6+RpRmE8ZzYmbl8+xkpnkmqyQv3UA9Y95wymNbG9vGKeBT2+PPBsWjo+V5Wg83wm3U+b42xN3v5y5/uyK6cvnDKWSZeFubnzztJCq8Mknwma7MPGE5srhZUW0MM5b8jyx+xq0VeTlTJpO/P1nz3i2GTlMI3Mr/NGueWUjp9OWulSu8vds8xOb/czN64XtZsv1/HPmsfHtdoZdI10tpEUYH4xRlOfFkFFYPh2x8v75+HockNqY7l5RloWU/0AqieNf/wy9+ZL26p/Qw2vG9j9RDKr+LSf7GcodKq+wOpFtg95cYS+feS+kV79BuaeOv3NJqLstLX/Gw+7/BlKZ6rfYyeBhQNQoL/430gg23jh141CwlljyiVMWxsP/Dk5/g/AVlr/jJN9x2ADyAtLfMj8eOTz9gUEWtsueoVyz2X3uTaTbCWWPjb/ySoCrL0Gv2PIFky3sl69p7Ynx8DtSeyINCfKR7XZAhs+x48Lj0+9pL+7gxdfw+Bnc/S3GN+jVP9FOjeWxkeyRQb9Gh0/Jw5eojhyPz6A9sdXfkeSeMf2KJI0q/xdaekayW5ItjGKUdBdlqbccr544Xv+a8fQVw/I9o23YcsMpNQ7skPol4/7fofYVRx4Y0sA4fAKyoc4v4TTAQ0bkxGb4PYwNs7+h2YTp/wfsFen0c0xvqOMtOkxs5ZFh8z2CkTWaOR6M0e654fdUPmfWv+FkylObkXFiuPkCSmPZfIXNR+z+65BM+LjDras7W5LCyZ9naK6fbEkcaA9dTQdXXJ7BMlBCZqHNiE2IeimlcY8DRC4pJPkF7kA40GO20EF/wZx1Hmx+EMhXeK8AZ76se6nNJD1hNjprIgHZA1DvJ4D3M5BCSjf4vuelxSodWA6WbkiMiA7hCJ0wWZAuW6SenJBg0YiNiO58XPC+FIx3XqpdHQyWtbmne3MdBIfJfydF9UNyFrbEvuxsm14tYniD6BEHcCMx0psS1wB5JBjSEvq14izkJNHoLt8AA7aUeMXxnJxAFmdytoxs1HsX6YLpidQGr6JIgmaXJ1ANB7LjzdUDpTzoT4pjEYd4OhjpSZIaTqwnI1KU+VqTMxERnJkbzFVa83kUyaUO1FkLvmHB51VUiTTpvTm6zvIGEyPJIyKVLodlGo16g3kuUjGcrSSRYErRkM+i4XyLuezOeYvEDCg1wD5niCZx9rDlgiZxUA5vSCoWnEghAgKfGx6onEvutTOhakhChY63RSNLDQawD3VIS1j2gJiG98LY4o28/Rk6Q1+ZIthpzsQWHy/B2ZmSQz9Yor9LB7XCpxXpbpsHDhJ+sNjsjEj8PXsib8D7oIwIC5kZI5NCxmx1pSNxuDYh1n6RD0wx6/fZm3lGMNIbG/dm3ekyaOwAYEggROLGbUpnqnoSeG3cvAbz0LWpvfeIscqeaCSTdPB3j9tQT0Kce9tYBwWTrZVpniArUQmVPTGABdASEijWASwDPLkk2hMn4vfXe5NIyPb0ZJIO0EoEf35Nf4yEtOK4nWiM/Qai6sLfSCRbYywdvAi2bgfxY/HaKguyhK3ogFgEml0eJb7fdbG95N7AQirIwoCYl/ZbNw6pB8rpApS9mBAph931BuQmM8geZwxFkJ5SzA29GEMfs481b4ZRs4Py6aKnBxiqFbMTaRBS9soEkxGzCdOtxxNy8GR/upChkRRsSCFNDdQcAzFze5OAzQg5OQm7CSZT7F+nYLMewWYYB6wUqNl7PciIlYmkjZScGMLS4tWNiCk5mkO35HY29eTY4slOnTwpy7KHeYGxBtOyV59deXVW831SBokc/5Zk15id0PQY7OJryBUZF0wzbX7mv7O8RqRCfu3vSoOFLr0q7hphQjmiMcfMMlIPSDuhZUAnr+jglEiWghD2xDJ/GzboOaQJKc/C5r8GU7JuHOisX+Fki0+BCdk+IqW6bbQNqRnCid7I3gKsEa2gs1fI5A2SYRjBWGhyxCuRtt5ce797E4x95yQL0FY8oeHTxLA1CZFjvXbZnki+W7o4d69q6+uuJwJ87XZWvpOWe9I3+TgpUVlgoOPZLkt3A7rd8XuQ6NvR8Yd1/5US4xm+1Wob4ndjr8V60rhLo/SBOOIJ34tKM7znk++aA2fNdr/mmviQk4+jddsX99wrrlLfY1I8V0+MjL7XrtVwI0KJ6pka893BXEkuUeLqexfAf5cKTW3dQ4lKn3NViq2gdur2iV61EAnvi6oUv/ueFBa8Ea0FYOx+u5Pc+xz4KQ7bW0dvIjuDqJBUSSg6mPvhi7kkUiJ8tRbzJwBcI5IQDcrsY9TKxQgJvW+LtKgUTSEn14JMVEbIha71n2RDYoPJ0fdTzf7dqALyewkgt+0xDYmipKQ0ONkgErWkaH6brzxBKpGklwkxQwnySiTVWna55qSJFNU8ZhXSHkkPaJowuSFRyLr1WCkf/BxBzGrVe2eJecNlTS3ihwOYYqlXvp1AD8Ggby5by4DJEU0PiGyQtHNJz1ZRm2n6QJIJyqdIJ8ZEHxezCrYnWXM1hgDSDUNLxjpjXsx9Nw0iFglLByw/AVvgCmmVVE/rc7nqmTeG1sVAE6mVtVfeew+bYyZ4NaeF/0W7AdtASvFeRyQXrDa3z+kIOWR5UiThcXvjikfivQQx1t41LYxWWcL0VESikhzH4DwebZAUaxJ5htnjEbsHnhDZkNg6cUdqxM2R9IzedC7DNCPLkz9n6clKlx/15uyG1OjfVwzrUmKC+/stJKKSIBryx+a+l0j1uQtOFsBP73GJJ9a8gXz4Nl2SDHw8Qib03EbBCRrSE4YovRfhWl1nzf0AejU1Mf9LyH+p4wNAiubfKuGz4MkkUu+J5gkdeuI6j77masF7Vg4Yg8e6aUNKD6T8GtMJ7LlfWbyPVTh5Tmb9CFv3p1VCvDcYeeuDH6dO/QsfHQS/HAB787/fkSv5uONdwPz7EhjvuLa89fN/1vX/Bb73g0TIe770zxqnt7/8pyUlBBgsk5qR5kcHa4YRciY9KLkZ5TST8gmTLYtuaKosOlCejOn1CRszp/aMpRgnhVkT83AFqVDKEZGBZQ+myrK4w6zJtRfr6YHUZubljmRHWk4wfobmTJOMXguURtqcyPmEpoGntKXVAblvZIFpHNCd8urlE2VTuakvHBCYPABbvhywKsz5JWaw3GbazliG5yS7wpbFQTLboDZylxcetq/YDzNDLSQKm1eFq23BPstordS5OqN+P6A1O0iOMR4OSFbGIXRcLaEiJFGyVNT2LJqQ+YnUZk42sC+F7axslxNte2T5+RHZtWhsZ2gxZIapgtDIu4WcjfQIkgamvEFsokjGkrKMR7RVSs7kNDGfGk964k6Vk2XImW02qipzNe/VJwJ2ok53nHYJeTYx60JuSm6NaZk9SNQNmiYO4JJXVyds0PfOr+vBAUi5EaQVml0hacBqRg6NdrqmzZkk9xSOpHRCOWAU1J6TJZFJSBX0qWJ+G6iMaPoCtNLmEy2dSOWPQILTNSyFxteQKmO7odTCsZ1QPdDsGhhITRi0MI5HhuE1bXpA8xOtKiwjKW/J6QpU0NORXI6w+d5Zy7rxJdxOoMLCLljLf/Ayy7pzdsByh+kD4/CKYdx7OaEkGi9RHZHpGy+dHLbYMtJU0fwENpNOmVors+yRNFCnHSTzhtRWGMsAeSFpBhvROUcg7+yMITdyWhgy5CFBXiAfEX0NOqMyU23y5uX1CaOR0uSb3PAEOiM6ImVCNlcYG9BrFGNOj4g8kU0QzaTibEcZXiJs0HSFyYBUb0qYUiLlDZoemeWJlAaS7GhDZhkHatuwLC49sSGTmjDuFyjeWK3VwmnYXTSR/MhDOygV8gBdZ9KjqQhc+h8PFyx0Z91JTxGcBZsDCYCnl6x31luFpuFkhOPTz9lln8K5ccaPsZb7G3QG7Kqfn3oZ7oUb0YNpDJdkwAFaKVHtIEA4l9qv28Gz0dm//kvYCoi5Y2uMwSJX0BMEGOgX1MtHYWVsdwkU7ewbi0Dc/92LFTsD1yJgRs+sReuMFkI6QPqDxnhJgAgdEOh9NDqL6A02TR/G5PISwWiV2kG+EUsFkeLvKbRJpY+JOSOsgwKm4fT9hEOiKXEHOUh94BwQ0M7YWwGC+J6jogE0wpnVnuj9PnrD484UVCtrNYoDEPHxKkHjIP0qTGDgUiCrS82Zue9HCrBCQlJBe9VCBz2CzZUs+xxKfp8rYy7AGGdCu2SWz58I4GLu+R21mAMjXoXUAYYOzjuTSNcqmC7G4ftNkgWRKEkXdZa1gah6r4oYY7NIutATQg74ryxF8dFwzdX+JpU1SQDBfsJBIZJXJgXDydZ161JpDmTluGc4N+DEGXsr6bR/TqzF9WvvPawnF3r1wtpDYZ2Asei6bUp0Fmz3Ffs/V7mKqJZ4g3XvDx3vPkCMHsXFGDhrOq1rfa3AuNCjMo312dn6aWAFBjsI4lTDMwPZ5AIc6368XfyOntfQqt0ePW4umbPi74BIDHriyM72f9Xm7szqsJkS76OHcN0mdTm5/k6DOb2CiWvVib1pq1Fc/g7OFQsRmK4s6PKmvV3fV9yn9ud6Uybl3HOiV9jYxXMR76KfJ95l0jfM7MccAqSo4ErrT0IGrbMTdcDaECvJdZddTmLxPwzADmGGfO/rrvo9mjphRLrUV2fDqye+TU+IqTeJFouxdlk3MyFpRmpyOYNWsSK0SL6IukZ4l4khGkq25MxfDSlAitvBtaEwsQdqMEur217XeO+M0YKJBhvZHBRq1SUXzWMEaIgez3MMBbkDFNOT256wdQ54aABCguVICNsJbMbUkzuYy/WYSgBK/o4lCVJSAGMhExFa5ymeSyMjrBr2r3jjy6RTaL5L7I0uLWbJZbbEzLfkVLDSE+y9t8kCqYS/cpabITnI58D6h42bM53DLwC8v4rfc6+SMrqM4FmOQlZ7GDPTLOyRA5rn42wD194q0cjZh6azvs9+iK0ycJ3xb3gVRJ+jNXyRGH+gNzaXy2RDt11IPAPrPvxmPwZY5d46ocSgs2h9iSs9obzuT29UNV2Os+/nq0HS/twp9uLziLyJJXX/gPA3jJUNHTbbLp+hX+uNqo4aLOV+jZ5McNveb+vMb+02zuiAm6y/HXfZmc4BxnUpSlkljeJ7azLlpxzZuSjS33f181hIFVrxd2OQzPt59TFyGfzu74G2EkPu9twrLzO2JrjPVxWAdOnnn6sH/bFknQNr9aqYXysnZHCpHmzrdkE9EWVW/P5Csif1xjxRXavN30/q8zuIB5KCUCE1irvCRzSnr3jSa4c3qvexVnsCmhNJxIBTzKCQ3uqxx+q+xABIxlJG2CAIlkYckI1KTBlYG/N239e65FjYc5y041On0SuA1qRUjJuu3/eqdJp6c+ceJ6VIEEoKgL7P176yu59+doV65zBMf3S2Se+JQF9vEok7J7RJP4M39mHtpxIEJoikbydzWaJLK8paYRgrOnoG2LqmYyz6PtHtVfT+Y60Euwz0wMhY79tw4Z6strX7bwYrsSJ5wgY9EyE8GdH7vTheQfTpEevVnO43eLKj4USUntBIsFZkR4KjVxOZrXHXuid0d321/yWIMuFXno2t/0O7f+lV/ef1GXGkRWwgXpHg8l6unmF9DLoNl6gaw6ujveK/+LqlgebAFmIwU4t7C7UDa9FI3BAOflsr6aW/n4tn+MDxJ8oxXR5vbBU/cvTF3Sf0h7/2w8/fdhQuNpj1s7e/0x1ie/Pjfsvvu4d37pkXX76YCG9c/p3HWw9klz9/zw2871F/9DIXN/PO08sP//n2OLz3WT70oJdjIx/3jD9yCMKuuS7b/PQVWu+wzV/C+Jz81cz4qjGMT4zjPQuFUx1oR6Uddjx7bVx/9YDtXnD/4s9YpgP76285lMz+6hbSwjBk0iLMXxl1bjwtxbOxzxwoOr36A+2oPKRfMecHTuP/Fd39NUt+wGSPfmbYdiYfH5hOdyz6Gd/VLyiHwnh3YrhVys833O32/Hr3LVdWeHH8K4ahIp/8nlrg/mc75joy/+oz9JTgzyqSG4enn1PrBg7fUE57jB2VkT9svuHV7ve8YOQ5W7bfnNj9egN/N8LfFeq+cvr6iD0qfHOFlS36xZfk05Gb3/13ii2Mt2Al8TRs0CSMxeVuFn2kLQ1OryiceNj+Bd9NL/jLVweePcy0z544/d2B9NCQ+4aNA20ayceBm9OEbY7Yy1eU44byzWdI2VGefeGMQjFqWThcf0vTyu3mmiElHh4fedLKHwdhn4XnV5WXecupZfaHTDZlowkpD8zX33L65BMevvySw93M9EfY7E88f/3IXCbudi+pUvgewUqlvbzHpvcDw19ujiiwv800Jurpr6lty3j6I+lwYHn6nHkZ2I3/lXHYe1PB8gprG0z/kixHihw4HYzD08Gla1KBfE3Kf4st95ye/gvInmz/AbEd8vR3qC4s8kskHbla/pJN2rHU/0i1e6p+ido1eU5kzVy9fM3mZuag9xztEZsX2uGaMj1jUz5hnEfG+xndvaLe/MplKNutO3a8ppE57D9B5EjZ/QdyMuT0D0idsMMfMH3F1Se/Zbc5YMvfY23kQf+aefmC4fZ/Il/9E+3xBfpw7c7S+LUzkJ8Gqu455VfY8Ay9+QvX6D38z2QK19svQAYW20C9ov5hi8wzGsDa9upIzntkfIlMBd0csfKadLpDlkQ9PaO2W/JR0f332LJQ9MalrK++gXoknbakaUe6fYnpFnv6hGoH7tM/IvZEqd54Ow0zaViYdn+DpMTT/pFlmbk67RlPM+XmBXm8Zc6veJSvGfOXjOUzTreCvEzU+4X520fQxq2NlNnY7h9ZcuL1dmDJhYdtWX3Xj7ZuOjo+Eo2srAik7LJLuGyKMDiDnXp2hlIJZkIAw1IdnCch+ZmDH7hD6MGKosviQUAxZ5ylHaS8sus8aOnNHT0AdiBPwpl1h0+kIfIYrM/BQeXAeZJ7JEjaY5KxcuWOyeKBhtmjB7naGzVHYCFXgUf2gCpCWMmknL13gm4R9qD3npsIt9hSxSSddW07RlbdkZLmWroOlks0a3VHViMI8F/IQIEm7o8l9UbIYlEu7A3XfKsMhzp7YzbqCGj0dWhgJ4yEys4B7uYSE46/ZSjVmb+1wck8yEtXWMnokLHlhB2PeKWBO9+mrjNsUp251U78tH3VSET/j+RAoEpytzcCW0M8KW0hZ2F48tJS/HFJRLXFEwAmrqsdTG0CmMOgmTN6HThzuTwgAPNzGXT/P+kBdZdMkYymkRR6+alHGGYQTdVrclmBknc+GyKBlqKZp+RTBLneWFtCGsts9L/FexBIGpE0gaprvKMoC0mKv0OrSNvTMRORDGnn7Dl9AlOKRNNTKgiUpD5WHXNVEBKpKqk52OrBRMZsOv9uJGhklRrQmFO2Bli9EWp/Z9SogCgTkpLrMbME3p5QhugZs4DOXvGCSwtoX4cRQ2t2Kbuki8+/nkBK70/mr0eOSgDturQuKeMxo6xKFiajX7M3/SbiT3MQws1ISDmkN+W8JOQhzI4RQAb7OwAssyt682NPPj3hEgYd5GgeXNvkcp3Zk4kW7G6JBrfeB8YBUksenNG28aC9uV/35/v7SG6TO2s1qlDcLlTQ5ICMJA8o6c9/1k+2FO+fyddHX+cpkrMpEjIt5CyCTSfR2+ASfHO7dQQ7AaNXmsX6cXzKG9CTDiAF0savxZ7VqBONiQ2vTgkb7xtX3EMHClKX6vFEr/ffmXwcfXNw8CXABesBtuBjlkCyrwE/549POb8BIff1F8n5ZlfReNnZ69YGrBVsqNhwIqGk1Fyio5z83bafgTwgw6O/zyOxKLZ449uK4CQTLCPL6O+53WN6YmiQbKQNWzQNaCuoNF/zAcCJHWm50kpDmiBtQrCoMhBsyVg26pTDvjZEhJw8iZSSGxMlpOsaUMVlnITYn521acnZvY1EkRbVAaDV/LMMYguZO5+TaQQ5IfIHv0Z1CUSxWyQVsiwIDV1mzBTdLFhpSH1E2gHlc9RuXeKoeQyY7OikhXxEykCaJqwm7PACcClHkUYWr1TyXt8u3SQC+eoaKUbSK8QKNr/2itMc/VvyhJWCNCcEWbrC5DqqUhfQPaavMduC3JznFgsy3CMokvcfDt+BJFPs/SEh0pOgAUIZR7zayaUrZA2qNaolUtjCFOuyQVoukq6+z0vvPYD4eSKWdry9s2PxsSMAI1zTvlc1OiA0hG0JYJ/YV3uyKRefw+G0rpUCUoPR2wHBfJFABNMAd3uiJewvq2Z9B8eL2xQs+jCBxV7ewbluQ0NALzDKILeswF+3sx3EBNZEi4QdNU+8h7SOV8RK7CedMBFAoLh8XwfV1rHpzOMgh9i6WfXx7kmbqHSJyhj3mTIS/dlczjN6aLFFotG7nyekf7T3vPjYQ6JS0asifQBPqJ4wPYIsoDegG28OLweaGmqKZIEhhy9Z0KqOM6Dk7P091qbLUenRIomeQpKTtI15tncfQoqD876dxh4Z/q82yAOWB2SAPBnWdhgvoJ28LyCCWujt5wNgDFojGeDrROsB0wolZItlIDF5b4I0I7KgUvEeW8WVFIGWNrTyCVBJ0V+h6d7nkkx4guD+YvsWf08I2glBkXDyeThRLJFRLBcsZ5pWqjaSbT0R3ROoFLyPnSG5y/2EH9UrcPQU8zwqaDtJJblkUm7q77CeoDY0bVEZndCVi/tjqm53RMO36uB5XisgBCOLz7hK/dGtVPIxzrENHznHeooqGDw5tPpGBLGCLhE7g50CAxGwq+i5OUN5OI+3gIP0FrEnJHp1ma856cSj1uPdThaJ5H/yJJBJoYnPD+kEkOq+dcqRCNWQhcs79wPTd/7A7davlztJzf0udAr/25u29z5mJgd/llRd4pENtCF8YzwBo4uvI3b4A0+ILFi683/TyXbQ/WQfEo+lvRKwS2ud/U/U3B1jIskGSwOaNyDHmMvmZksMG4KAaM98fWqMg7iUkzevB5FHvILtU4QtBAnKNKoaIqEoybzC0k5etETC2hbhRLLXYT17gv+Kc1L4RyYc/6JJiBjQ/7989+L4wUPZj3z+U26jD9rlpvMT7vPHrv1BUP9POd7OqLx1MXv7s/7Di4Xwrlu4/MoPcghv/f47j7fv5Z+biBByLpBC1sFG7OQNbGsNHmMaSPmGYVDy+Jp5uaZxS9rMlE+PsBWG50rKiWXYoUm5sSOb2pCjgBZk2Lphy69RKmmsrq0/DRSDOb+kpR1zm6mHP5ImL4NCTxGYCbQdaU4M+6NLEppnLFtJFBZuqGxEfEEnIS8vYDG2izDUStLZe18shdQyN3pkQHm8gnkakH1GTonhUNgdCkMaEZnArt3m6Qb59kDWhSEn2gbml5kEbOVEygty61I/TXdQE3lwTbrRCklglyZvgDQcOCVlsMT1UbCaOJBhmdjshd1TY/dYaYuwVMh7KJqYZWQ/3dJsw3a4JeWClBNSEjImmhp52SKtBeGrsV88408ZGCWRonnrlBJXu8QQWW4Rl9Ww1LDjE7lWxryQx0bdKjU1appRMZoMJFPGk5I+oNNv8xUmjcprqsxk/YakE03vac01LHMeoDRayVQcUC/tRGlHMkqmMBRoo9AYWbiis/AkZdLV4AHfLmMq5Fpdh1+3WE7U4ZE5L5htHBxg43NyBERYxCVn5npPq98iujAOhZwqYndemn6zgd0IN85MbocA7qxiFwxb0ZcgQksbtGSGbWHQEbEv0bmxLCNNjyzymiYJ7ETT7GSETSW1RqkNkRNqe8iNYbxCiyfIxHR1ZFU6Kzw7GFm2Lo1BBTmSLCFt9M2wnLBWUH2OtD3FvOQbMSTvYTyGTExCcnLZqFSQvEFKYZETzgE7oSyIFYQJLRmVTDLxBpWnTErZZQHSAHV02ZZZQQ4kFvJkpGjeqXLFbDfUdGQZBEl7sjxRm3KqRtMJqRuyJXal0H4iM50efslAbzjmmtA9SG0e0GgAR74Qwqz25IEDs+poL76XdYct9P3pWqYB9gZB1yNCD04jxHSruybsOxM/SoE7e47iAdj6vWCjaOibBlj8BkNCPKhe99je3K07/aFljDRPbDjcE+dvrGX0jH6fFg2No6zeOkDbGfvBfOmgnHS9+M5skV6F0QPdzvCJYFrMHbD+mZyBgvNzXO6Ddt4a5Rz8Gh10uGC5SJd6svC7472axHvOSAkd1b51ameMBujaZXd+yhEsmv5bq06sRD8Ai9tcewSwssQcB4j5JuBNzLLPge47raDE+Uer3uvqfPeAvI+HxXuNQILOmvZybukAwSqfYCugGV9Agr1pGqzNQDrOwE5anX9votZZ6XGeeDYHdvq7ivmykjiDFZY6mNFhkF5l0NlGEXziVYaOPcQz4MCrSbDMOhhs0SRPSjxvVCquGs1Rrt+ZUxbvcl2mch5rIZiSya8j5/M4SBuPtq6vznKNe1n19Pv89vHpTbE/ePxgOl74fytj7G1wx+hVX+t8DOabrHMBnNkdts/8dzpQJRHg9Wdcmcbgz9j7yIAnCfq8WDNj3ZZcMHZ7NcIbz9Ll9tr5Puh/n0GyN6o46MF8jKcF4x9nqrqtigCa3g8j7tuM3gtiZTlab8Au52t7lB2Beb/feBaJ3xXcvtk52D/vE0P8fr4YBwW5sNeXw7DabLsYZzlfZ62okHjG5ompFWTqJfywMpjDdnhVQYpE4UcGdca6bjWaZXdpPZ9HnpQSPOluaufcsxXMXAJESsgnxXOZeOLembhg7XINqAfs4M+V8irpZuayiqLq1Vt4o2mx2ffyZuTQ8VZi/Qa4qCFRIjXsaHJmo0uosbKP+8hLlhWI8vssAWqX2N5tTQI6A9SQNoNFRVwWmjiYLmq+zvoeEFVs3ivJAiQ561h7Q231vYAda4VVioTvBfLkuKYn7K31RKo6OEfIRFo0IwVkiDnem+LKhd1NAqU4IJscMPPTXdgNy5HfGjxOkoTYjMuDCEjjPPMu1/l7ptha3dgZ8J013Ndzt5WeLDLrlQddoq2/A5873VfpP3crluN+LvrfhC04VxW8eR6JvSBuxn0tjLOT1yXjYJXMiMpGLqsy1uquS+ZxDDmG9UT4hRzRuh/7AL11f34PFzvAxcd99vaK1HzxjW5LL4btB/jF6qhcXP/yF/qz9HvsY9X3n2BHYysQvTYH7nvnamPlzetcXOYs1RRJJoa3xqBXIV7cc1zP5CP20/WR7fxINvve3+eceaXxGza393GIdS+qHotGpVzrc/bC3xUyur5jYi716k4HV2XdH8PPsO6vJU9Ap8TaewboTaJpFfTJyTOrr9vJBdFUfa2Q9f8W9ecSRid9cH5m6Vr1hC+fwu9U99/SW+9LUmdpxw96Al8u3y+cAdQc/tcSrp9X77sMaI37CL/VCm/EMn6Hq89l697W5aeiWXm6rJ6IJMXlvUiORHL4Ockr92z1H8azDydRgdXlcNbpHffY+0l8aIrhJAy3541zSaysbpfPjcq590l8HnZgZfJD3NeCS452uwOrD2g4Ax9AehpSz65n3NW5D1/MEbovm8/Pb9B7f9l6r+7jdyvcmf6iF/0KxDDrFRLm60HCBwp77JiGVzXTY7UkkZe5tDO2/jnPj/53iX3jwv8FkLLG2i7RGokPPPFxfl7oPWGs74VpxnuxtNWtOsfY3Z8UPNnV17qu40XEwR7Dr4BAvCcnxPjsPcsLirjMW/987atB9Nmzi0q2jzj+hCTE2xvqu37+xg7y5nc+5Fdefvb2nvbOa11+frkZ9X+/42I/cGwv7+ntze/tS77vw4uA4J3H+37+1u9fXt/e+jmcF/Lbz/CuMb18HZcbtF1c50PHJbjw1m28e/wvrvOD731oTrz/EIFhM5GyoA/PSbOgD99jDwee2g2nacs0fsIw3jLufsdw8995aP+advgrhs9fMz37I8NGmK6PHJcBe/qUq+WRT/a/Ih2U9PWElpHyi0+xstCO/4Fmj+TtS7Js2OkzyjLxWn7OCUHu/l/I6/+IPP8H5OrnlNM9Ob2mnW6x5WdMDyduvv4GzSd0OFDzljo9Z8vC3ywLZENvnmi2ZXP/d4xHZfu7X6PtiYdPv0JLY7z7M0rb8nz8mnEQ/svPbnj92RZ+WZB94vbVlhcPoMOIDhN685z5zzPl9MDwv3zL+KKQ/2LieGU8/Ry2T43Pf/0dNsLjX29pc6H990+R2Rg3v2FiAXuB2cTn+ZppSnx1a7wa7rj5w8SLu8SjjXyVMzcPO14+CM/ulGd3jX058DA+IqnQ8sg+X/PV7Z8zjRPt8Tk5HxmvfkMaYbi9RbSw5XN0MQ7yR5oeaceKzMbtduQmjdjTQKuJm+eFq5cFm4Q2KsOpMBwH183/+vckEfImU6cDD9eVuRr7wwNVJg4ysmmNv3hVGcr7dfqXhz+jpSP7ze+p8sDV/AdEjaNuMCsMZWIsmbqdOQ4j8/4l9fjnPFv+ic3yHcV2FLsmvyiMzwdOywsej3+O2olWXyElM/zsCi1w3I5ILUzpCaqR+BKVI0+733IqlTb/PdJukaX6hnfdsEl5OBrLYyUdfocc/xO7q8/YXX+O6QOm/4hdPcN2X8D2Fj65Qp8m5t8JWRtXdkCYScm1HNPy7xCZOA4VTTO3t9cMCPLq3zI/XnNfv+eo33vT8HGgLQfaYUcZjXL1xNVeuX5SZrlnn76jbK7YPftzWr3ieLzC2oDqp1iqzLIgVsm1uTLI9jNkUjJ7sD3pOJHqhOXfYZtH2v1fU48/Jw//lZzvSCzeQ2L7FW33G2z5FE4/J20LbLakPJDHRNXK4+n7YFwm1Ixcd0ja0a5vISWm04lUT6T9TEIYrnakYYRlolZjeHwNT3eU7YHpGaRWSe3ELF+wn/8elTv0+itS/R1l/gM2Nx5OSrJnDKcv2KSR7dqE82OPcFZEXE9UMjRnpkl+RNKMZXOd2VlcYiaFwy8NOLpD2/YYIy3fBHvaS3W1a/FT3C8t7qjLcgh2lrkTlb3k2J0bJUdZs7u1zjxOFoCmoxbuVJm4gyYJys5/xlUEq3cIimhFUFQmD2LYhRPjvSJM9RwEmiC5IVkxy86ETCFzExIdzsZ/7oBW2+OhRcGAGpJKLsWTnN0ugoaGsXAKID+abEX/A6xFRe6CaUMIICQXl4JQhSWc0uRgFrJxJ66F3Ic5q2Td+7KXY1uNhIpEzwILdmtagMXZYrmD2F5twJKdsTyFzEkVB7hbRaSSQhs+fQRw8vah4UD3hMIaQESSSaIEvGvuJxFy8tGr7Vxe7ADwDjNoeDl2DkA3reXNcZTKZWGktM60wddLlBpLmsgyBAtPEBbvK0EG23jAobgPFMPoOLSSg6Fd28bTCMOMJXWNYskumYdEYOLN5cQWTIxeeiwtmED0UnPD1NAawUfKXg0gB4TBWXBkctoBStNHDxDTFYgDkj7o3XcbYi0eqTKDjdAKYicKTyAT5B3OMHqkyygZE6RnGBVN3mdDen/P5H5VTl5toDn0vcWZsKY9UOuhjzeN1LXXSEOYfU2Iy2flAFalAwyh7X0JE73vWGMQcYBrZTaKsx67dMIbDFXzNSnijYotuWSBmNsbVwNZQHuDvY0HPzLGtaxPbv+7Jw470JdiTXe985wd8G2D7xlRMXZmDUdikB7Q9f9WhCMxWc/v9hKwY45r9wkaFRmM4dNHgC8dmEzBOMTtpzqQAg6Ai7jspV/LZcFo8woO+X0NcZ6QoQr2f9cPdsbk5C/HTmAbXFPeA29hwKWDBDQ5EGzBHE1e+dElXHrSx78nUb2k0IGSqCZxWTsHUaBhekR0D2mDpCsH6olKr176b8lZo/oYyZBn/LBp7HtnHrQGttDSwcdJbiFPJBKJje9jZK/0W9r5muywdoWUI7b52jXNT/7Mlvb+uDw6C395BpZIOvu+Vme3a7kgpVBFQJTUHknawiZmNO/QNPn4t0aZE5tm1KQsBSQnyuQJ3apOUsnzgmQjX8X4kn1MW0JVadHsN40SBI0xPp+gDc62Tkv0+QEsoXHveTn6OkiFluCUCbtSETVS84oZSQ54aHZ2vLFHqFCyv/+orEjcImw8aS8zKWWyXaHN+0iIKCk3rI3Y0w2aKi0fEalIOvmrCN35XJ58nY7PgYSkE9iCycbZwMXfW9reksYNelKseiWUtLpiPKqZqr6HlZxIzOT64DZ9iVqG7BI0zaKK8kOHumRTt2HeD0rA9pj1pHH4B1awkLcRHkGOdPDNJIgg+HOcEaQUPtRZPqtjXBrVYmeYY4iEvQNCqzyLjWEHTmCnSOD2ioiwOY6q9oeiJ1QdOHPpmXOC1kD2uIzmEnu/N6ZdbbuGLe8ymBHri/h69IrX6LsQ/m6Htm2VqRpj/PpzBuAW+ENvBtu9CPdOL4DgLj0q5+SWP1eBtd+SP7eDkL2S4vzaRaP6wqKyLPx5C6JAt8dum+V8O52NbgMEo9gbNwhd7nKtSrFDXOwyWfFxh9UAmpNLC1l/DwwXe1/F8AospDkb3AxqJaVELhk0kSVkGesRSUpKPne9D0Baq1RsJa0EAUB9b++ymSajs/9zxnJfDynyEA2ris2G2J6k9w5WpiugIC3GQEJKNvAmq95YPLWtJyFsA5QgtS1kS6BTsOAzyAmG6KVnMyKFgYrivehEhJQmJ5OreJXWvHFAeMixD3qTaN+nnYcvokh6wmTB0g1NNqgdMJt9z9aC6EjSDdblC9XWfFQKCclmQRhqN86Urw/uf04TIgmtI2ZGKt5PTs2TkylNwYNIwRl4RGRPTz8bN5g+814F4tWtOQmqaZUPtNorDX4cFPaKXyPpEvv6BiOT+p5v5glsOUA5gW6iOrvL+3h1naRGSgveY+LeY0zpGEwQIFpxu0DvLegV8lSPbXqiykLeKQVxwsmFJeblGAvDK/dFcxSDGF4F0+WVSsxf7xmW6pXbn6SBEF+Fy3bv73D1RXZ4g+ZD7KWdKJNijzGPv0UiAdJB+65CYG7/ALHtOQCC8Is8Ngc8SWgz1qt27VPMxosE6REZfPxNK5ZnKL3C26vHpWQ80bWNax+BjORbt70aCaxepYz3bbBe0WKeSBBpJFnOBWR2AmZEtojsQKv3oZQCeYdZQjW7TbB9bGcXiZ4PHP8ylRBv4MqX//hpYPPHH+9ILLz9rB4p//D7PwDS3/P777rku//x1gn+uc/8U4ArefO/307avPNUH3tf70gSvPec77iGveP3/yWOZXHmSt1GtdVCw1nx06DYxpg3kGQgH3ckLUy5klJlTs01mxdjnpV2AlkaZXkCNdqQkFLZJKMkuM/uqBeMYo08zGSBbJVk5qXvybA6o8c9crWQN7he9Hyi5cpSzGPkEkbmcIu0A2l6gJzQbDRtzPpAMi+JNGmoFZom1BpqC/OiHpOeJjgmmjSWKZGHSslGLSdsOKGDcBoE1RMyusOfT0puyqiV4ZRJUepHCrahHqA2WnXnQ/OI2Yi2ilaD6s36lnxFm0Yv72uCjY02KsfqvYiOAsdwVAZRRiqbdmJQSOlI5kRZqvM/j3vMBlIb3C/KjSZKntxXa6rMS4sg3WURcgWVirYKpxE9DZHQVtRgMaMJodvo/SdyGtGxMI5CGTaU/P5KiDk90OSEhjyKthZmuaJmlDYhmjC2WBZSEoqc6LqrS04spZBToSyFtIAslcSM8YQkRfMnNHEQkSak4qzsac6oFDoxXZuhGsxbNUwfoB1Jek3STeQfr9C2oc6D952QgZaMmp4gK6U+w9qE6T1ClFVLYkijO76qGAtZTiQ5kXIjiaFasGVE0whDQ2T0wEEOkCuJRy9z1C3YFUZGVbzx7tPGsezlzlmM+tqd2OabmkVpYU1HkjSyLSQjNNKzK3bMBW0am+qE2QuMHZqKNzccBm+SpgYpmk/SyOLOqzRnaGtIwpS6WfuMJrOQPQCzx2D7VLCBptdYG8ntCsjYZvaKIfNqFOoJDl8j+oDUV7AcsH3CNKHjgNhIskdSLlDK6lx83BHg1croxUEhgegu5g5b1Os7MBbsd+ssOmEtUV01cZVzIzxwfeYIaNd90a/bLfYbGuxxfpFzuaxHel6lcKZf9/OtUZwHBPRS/tyjSM4OWuibGqybi0gENnCuBOh7Ww6CcNfaDr1wMVb5gLVa4hykS9xzD1nX+4xx9iHt7A9fIx54OUvOOSTpAiBrDqytTXCNtZHXuaMYXT/UOvOolx1IDDKwMvqjmaz1Ody/30Hazt4OUFm6FEOKUub2z9hr+/1YNI00/1nnC3kBgazT0aTLTwUItoK1MaYmwaK7cBPsUirBx9PkksnpgepKCEp9vsWYI+t9nJmWnQUf99AlxAAxXd/Yyg5Egl3XAd1oTK2w9udY53tn83VU4Qx2+GTyc6xzmgEJhpSPW6y/zrDEGXG6Jj6CwZXApQ+6r+TVECsbrwMoF0SWs/iXy3x14OVcNXBeiwbrej1/r5zHTHpzwy4bZZwraTxQlOitIH0xdcxKDA1m7wcPufiPtSqrs0VlXTfnY12srLOo24ZkXFC8oDP11ovEO++nkHe8u/X9RqBslzM1bNpF1Qtdy3kFB/V8ymA7CgTzMu5NLp417O9aaQDn88RYrMnfmCdrn4bVltlqE9c+DitDF+9jEec6r7GLPWR97j5fWcfem3D2+7l8C30e9Wd4O8bqVVdp/Q3p7Mb1j5xtHF2aJca/a7D099Y1aC7vYGXZxtit9vnjDkv9uy5z0RtyezP23ueHWI+xLsQbjEtrSGquwa19bzVPbIg46A4BIEeFXLfRGEQlo0usadiGdrazEruKiH83FW+QyRmQVYnG2m/Ym3jf0WjXK0VcCknWnk0hqyMJy33NefLAWbteneXvz/cxS+MbfInuU/irifUStlm69vVqO3r1ppwrieRs3zzhd7HvhRGxWNcmzqwUdXapSNeXPs8sXwLd5net6qigawn3jVjtO4CZ97xygN97m6WcSPR9tDPE3Yf05dbX2dk3eO9xMbfPtuY8gm/+3dnK/Ts9hXu2UesTG+FTAJ36sVYYdSZ1P62tY2rrHolXwEDsf31vTOfTn08Qn3fgMMalV4sBWItHjfVs0JOPstqobsvftT7dJq2/dsn87XvzOu/L6nu8OX7vG9f+r0h0ouckdPfBev+gtfrw7TPYxQ/6/pLeskc/vP65+iyta+DN23pr/zGDrjO/VqP0Px/HFH7zCFmvPudDstLC1vax6Mlot7nF7WgQC1xKqyIhq8a6tqPqdpXz68z1eP82rs/YK398+4n5aMnjJY35YX0/Z/1fCxJA72tiYb/k4szdF/Vt0dxvFPVxjAR+Z9WvMl1CkK8kkuGK2sy5GpZ1T3ap0L4vn9dnJ1ysq+0Ne4EnXDGPy83wvnHJzx/9DlbgvE+L9d56gqzvl5GI7Htwr3y0/t+umGAEGXH1I7tt9jF2sLuGuR/jPqJ3Fe3C1Yl18FFbaYxhr0zvTJ94Q54g6NBxJ935PF/7rgE9zljfscV672PRK8mJSkPtspS9J9wQc6HbsOjjg3kVgMU1Lu12r/qwuE8L62nh471RpdorlC586FinEr7r2i8urr/O1EjGnCX5um/R1v3Pum+Xum07j+F6jnUMoVeCIBe+ndS1Qkh6hcNKBMSrOZGoxJGL99v7zYQfwGn9b6+W8SE74wfdP++xfa907NVgQ8TkvSo2sVYxmYQ9qu6T9Irf9c+Hjz89CXG5P9jbP/zAcekjv/G7b/33u37nXV96c5e9+Lx/8K6TXm5E77mv/o9wns4O1eUvfeB533fu937pre9efmxv/f2DX7OLv+QdP3vH8c49tzsXl9+LcXzX+7r0qz54XHzhI6bIeqiid/defnz4DKsTj/aSE3s+vf6Wm+0jX72ofH+zcPPNM/SPNwxly2fT99T0wKvjATkU0vcVnWF5mkn2yIbfu1bip58zFvi8HGkJXg/XoImrqox2ZJgW0kbYzveUOtOmhnGDHh85Pfya6YuB6cvC8u0BTk+cdhvmFzs2CW6ykvgE+cP/Htm9Jn32iKVGE6jzE4f2ewRl89kIlng6fUJbhIaD94/3CtU4XQvDfmbJjdMnxqBuKtl8B5vvOW5nDpsT4+45u0++ZJqV62+ObFslLUfKsENuv0RlwOqIzQfs9B+wZeG0/xwdtizbF1AK98ffMS73qP6GMrzmbguHG+Xq9cT2YaT97IGnLx+4+2pD+8MGPTZsn7kGPpOZwQ7w8C3SRsZ0R1Fld39EpfF0d4dKpuqeJpmn8UTLjS8/h00TXn1/5Ph4YriGvFF2c2WaE3l5ItcnmEfqcgWbiuwWjseFu4cTaczk3ZYp73i++4I2ZE67gTwpm2cDubx/cn4//m/eXO/mhCShPhbaYux1oWllfHjJON9i189ow5Zx2DO035B1z9IGDrcTT8+33J4Sn36XSG2hzF9BfqQMv8fkJUf595jNcP/fyTZTRiOLsXmdaLVwr1tOpaI6gz3SWjBzn/4R5t8z6Wds9DmzbFiGf828FOZjoW13tOsbrNzD8N+YNHP96l+hJ+VU/6s/Tx6QvONm/AwzmOfXmC3seCLJTBofUWmeoNsLfHJD2e6Q5RapW6zssat7bP9HeHyC+q9o9f9IpVLZIE872u+fI+U14+4/AU+ofYOmkcX+AroGO5VD+Ro4casLSWEpz2ltoj5docs1g8wk+Zqmn1DtL1E50vKMXL+A24W2H1keGsmOpPraiw6zwgLlmGhiLOMTqU1cHT4jq5Hrd84mPU1QlZZ/haR7tN2isuM4/xvq/Dnz/CmlJWT3W1L5I6ZXqFzB/o+kp/8VZKHICdtn9Psr7OYK+YsvyOyZ5n9EcmO5Hn5SEsKl3wu9WZysAZUgpw1Ub5IptmAsaHanRNQZkVIDlCvRAFjd2XAwPZhqBtQjZkpq4WSkgqVEEtfhdNaLM1015BUsHLq0NinEnZjkwIpRODdwji1RZkxegyWy3oBl1CJck1P42L25cgQraUCkuF62GdayJ5xT+GNtxOoGyxUZnH2axSWOVL3xp8q8bk9cuK3WS821l6GmCI7DcaoHjAUZptBaddDa8L4IIiPJnL0qegoGTIl7jwZsXSM9mq9K683OPIBaHflCOMwZoawBhWuMewNRZ+XmCCJhbXKYHKhxSQnQcQJtyHL44V79YxNOAXWWVSLTmlejuOSHOoMtByAvDVVoTZA0kNIWZ/bEdc01fHPyoDxFUFjDAZfkGuWaltWp9UkfMiuhEy9ldoZhw9+9CckCoBDDWUX3wABp5+9OT2uQrAJzcjA/5RkxIVnvVbJHUKxsaIyYNay5rIgHha5bfQZvXAe1v0Ox5hq+JGc1W8ai8XtS7wciecQddtcbbhz9fKGtK/E3cgI5xtSPgMcSkguSh8hVeIVQaylCPvH7iUaxKSSJJHng0SLY1IgsmrnWdLbe8n2DyLgGIpIKwoDXCrWIzfwaJke3B+qAq7+uRKT9qB/j5/VArweq2asQUGeLeZ+RDtI7aOt5JokxiavliuXFgY3mlUsmz+MSPaicYz4Vh8VSsM9a73HRo60JZFzj0FVCLs2uBxxBpb/3BaNgMgRIEMw4bcFyDGmeHqwznplxKDRjlYnrMSuGaxFHUNmlI1hw9qz/rleKqK8FyZAGzpJCfqaVGWq4Jr6YP9uaAFPvrQA4q9ObfzrInNdqCll14jNrIhVi/7oEyRQkIcHcFQ0gINjTUvr7s3ivoRcfCes1Cdafg55Qi0oXIRJvAUQISLrymb/KIv344ZV+YCmR6wtEJ8h3IAev+oj+M2IavSES5Mkr3Vql1HtQDXkkoWryKr06O8u37HDArwZO47IfJnPE/7eYTGh+gjQjtZLbyeeejTQzzE6ubZ1v0Smh24xWQ2cDO9LkNUlgSMmJL+bVg/XkfZmGxcEezd/6XMpbfy/LNWITtqlIacjgMg3aTuFTbjDbkuzk6y+P2HSLMSMcEFOGZpgKSw3JKtkhkkg5EiBt8FmRzBnOsvg8suiNMQiULkHV16f6mIlXTbAkB1bKHdIq5XRAUkaGbdiN2d9l8yqdlF8jYmg6AI10fMBqwZYN2Mb7KvGEaa86WGI/NmAh58I4DtAMaw0l0WyLiJEmRZqRDpEY2p3X63uPnuTqa6XLXXRUp0/EDvbEGLg+9w7fW3rD5tgPVyZs+H0BHkskk637FR1U7k2BAxAyuQCDEI8zaMCApYkO7FmXukERTl5R0qWDVtmlADTXe5tijabwcfT8fNKiQsDWIXC72iuvysVzdikcC/vRwcoMMvmle+JklfuUvgX7pUNa031VA5nwCq5oLN/B7yDviESS3px0dZlst2ic3OVcxDoY2ROzxsqGvqzE6qBlB43FP18bROPzzsHqvpc9ua/MBoheLet4/BQg5ExE8NtMTkaREdIeS/OauBILeaOUPSk5H7FlxlJCGUEWcr5zQFuvQEZMn/k12oPb7SFseJt9bOuE6YjKAaSSNZrc5+xyQW1026ZPYE9OjmMiYeTsPp/iMr1eIdAwefBhtRFEPOccVTGIwGYGqTRz8ajchKSClQVLC2oV1UQWrzqgDF4s1gyt95CjotgaVhdER0p1W9PKyfcwO0X/vec4qrL3+RRkTbUb0ERq0ZC44e82j5A2TpCUE5I1/OaYu4R/TCbnXbg3s5MYZALzONZNxIiYOflTwJbRJXnLd1jaI5aR5knDZtc+h1KvTHwEu4b2CSZ7avvOryXeTJjB4wrR7Y/ON1Pf6/teJ63FUvDklKRT7OnXWPcpdUblBDJHfDKBJiwqcVT2iA0k2/k7jsR/ShOwYPo1sKCLz900quc82jXeO6vPDY38TIO0wKLurpXs5L9OENGeGHC77hXke+gVz5gntyVDusVESG3vdsHCJkr0MDNP4mt2O+V+leJBkSe5VRpCImmKMTi5TbAUxDlPCKqGNKFGX8ae3CgCl4kbvBqFrEh69IoRzQgjwsalyKWF+1gxRpKMbpvb4ms237uNkSH8sKewTZ40ktRJHp185SRoac39nzSHL7wJv3nEdERYEOaIaYbVFHqV3/ceG+mNz51cPsq8/QlJiJ9iPD9w/IT4+V/meBvRf8/xg6TGxxzvOOdPOs977uljxuid3/nnDO5biZn1FB/zED9hwH4KbmKwzObJ9WSk0RgYUYy0HWDrQFieIdWRrJlSC6M667y2CZNMpWFZkd0MdaYeNiTJjHJFlo3HmM3IS6bowMDIIG54LbWVaJbkGmUg4dqoKW1IZQNSUasgA1ImmigteznqoDPWTmh1qYQNGV3g0AYwpY3hINYRIWHbxVlTZthiLDUxPxbStZFLg1HQrbCMwjIIjeTSJS02ZG3osLiOq1YsVZotVISlDagqw8Z1Xp+qUdWQcSGJsa/KLG4MpSk2eBOcZAPZCpwG7HGEJaFZSeMSwU1mZkAzTHXAteEdJGyteRNTCMOcvHw8qss1mfcqLUoqQrKFVAVFmfHG1AnchpoH/53NxZi9qWCukBOSjJSMPDXSYFiTVQ3jnbM2P7qmrmZ3GPSIGBSuERmQtPFmVOka0q0DXWYwKjoYOm2jcZTSpHmWuhQkQU4nKkeaHiNL7OBbZ7Kloa0ySb4hHIEFs1tUCwlnW6QkpBTawhqs3jT5Rmot2Kv9by8/zSW7EyoTMESvX3W2nczuvLN4xSSC5T1sEjIJshGyCUmLN3I8DbSaqeaBOc1ZNEkU0Uaz6Iui7owQm7XNJ0BJIs7SyHhQmiZMEs0Gmibq4tq8OSeSCKILSU6YLUhZYtPcITKQ0kjSTKmNjEtt0KLcVIQhVcQGMsX5CaUDXaGtmUGT0sxozTP4woJmoYmQrCFLQ9pCai6d0OePJWcUoldehkuFtFDLAklpqfw0gpPh42QESNTXh+Cg5lvswM6I7aXLscGcdc0vSl4vmRfB3rRgBHYCRNd17mw16wz8Nwy00PX5jWDS+mCcfwd/jstf69r1Zm/qb0pvkLb2CfDrdQ17rAeu/TydoedzX95gO3cm0zkTfg42eyDAmVVoXV4qAusePV8EyT4YwRQ3cQaZ6cWjRWJn7fHQ4lKRkOmMxHiH0sdvBUT7W0nA4PdDH8sYx96sdn0XLd5zNDLu7/9jQOE3DlvJ045n+mQQk4txP/MSz1UFF2Mufu8rc5ZgbYrf+6rG2CtbiPtdx07WtyNvPcBZX9nWMe6frn0BLthJ/tXLBXdxvs6K7NfsDJ8uM8DbHkskH0zXMepMIZGQybISgAhnpug6Phf/Xk8ezNxgBluXglpljoTOxu4ArazMe1/TPmUc9JVgKq+MzPX9nW/Dp4fP47esx3qH5yMqXjpLjRRgVX/PnRXZ59qPT7ZzCrD/wBOaP2CNdskMufguHbzjYo53gDzGal0T8RkxVvGapdvJNyoDUtgte8f6aecbuGDni/r99pXQP+vyV2d2a3+AbqfONuXNtXn5s9UAr899ub56snT973VR9fP3pERnwnf70s99eeGegNC4C2G1WyvTrT/fxZtb53C33X2CdcmVi3Wq/RkEb/ptrMkk6czZeH+X16M/X7/PN2ep9ct+xHGuvPPstSQHQkUGFO/RYLFfeRI6ksk2+zhadd+q9bMF289KJMK6zrKvL+W8F/kTNcSquz6WkJYvKlYiYXPRKwYBNWVNEEV1Zgdne4Pzvu7Wa64gtOAh/LCuObdzyffeC9YtJgG0hdVdQWIDW8LOe6L+3L8nBn/V0M/x22G/JdYTYSfDMEokuaGzmPvcDKKFKCS3sym049eps+6RlxJchpMexBNw2vfq7FUqTRwkXddxjnnX+kl9blrFQePuj/Sk3Xnen32H98+y81f6vtwJFX3dX35+sR9J4oeVPXLx+xc/Or+A+P/LfbLvL339dbtxefd2fuaVAdz3ze5V9vfaz93f9cW6s169+Ja947zG36/9/dY9r2PnP7P1Ih/qa3Uxnr3a6kL6rkufnJMHF7/XK3n75+sYnO3j6ru+UUH2pu1cqwL7TcvlM/Vq4wub/9bzX+7BfvSKCH3r+x9xdHtsYS3XNXgxDwCX51ouEk8h44TiJJIK4gD52tTciL02PreLOdKrLIg1JIVuL87yggO9WursP/eeFFERLxIuS1iSvjSCrGOrxn+syRx7hgYIbl12LBrDWzqPvhG2vQOvPqfXopF1LGI1dTkcvQCrETyBeMECv/A75YJRL+seqjH+Pj/8fXQ/0qke615njcvKrXU9dX+l+1iikayy1ab5flUgesbQKxp7TGHne3EXo/XB9WdJElUUHzq6X+rJ+rNf0hOdZx9Fwudx4oRd8LIzHlN3qaPwZdY1tMT7y+v4+biFLbJIsmmf051M8qYNi4eLc8Y4dALguTSWbkMvq2aIxvFr5WSQINB4HznmyOqjdvJazJ5eudyfbW1gn4KY0sfZYzyvYsxxD6eL54DVh72MZdeEdn/KnnCKcRCviF4fk/Ov9r3MfYxOmItKCHzOyNqbLWSk1uqU8GFXH7UP88XYh0oJq1Rfj9Gism6t3M1vnuM9x59eCbHe7FubyNt29we/9BON7xvn7Qv6rXO8vbe/+R/vv+b7nsF+8B8/fDn9h2/ttT+4n/dd/o3nefftXczEN7/3wbF9x/v4wb2/54JvvB55x7XfOv9H+A9vfu+nvXs1eHgstGo8++I1004YhxssP6ddP3CYToxfDTz/Y+bKrrnKNwwPR6b7A/OwZZiec7quPH66J+8ObD99xXI38Pif/oGpbvhk+ZTcMncno+rC+CiMtuHm5u8Zhg373T9Sh3u0ZlQN7Bek9gJJ/w0Zv6IMz5D8KWoz82lGbINMO5J8zZ47NhgvbeDU9nz3x+/ZsOXP+JymA3+YP2fJC+3ZN1hSJrsCy7QvGrrJjMcjshiPv33G698948s/f+J2OCLXcNjBY3vGY8tMNTPdJ3Yn4eWjUD995PC3X9M0s5y2pEXRx98x68T39SWZys//fKLNmV/+Y+Uw7/k0zQxj4rtXhbY84/MXL70pdM5YSWznxO6YaP9ti/7yBcP2iWn3xGb7yNXLr3jSHX/Ql2zqFc/2X9Bky1P5lIWFJ/0OoTEOkDKUMdGKwqaiGR60cdTG+LKxmY3yupEeMw/ThkMZ2G2NzTSwIzEJLDPMJ4HdNcPLFxj3GL+lmbC0JxgEe26oCofv07l30DuO683XYCPp6W+cKTH/FtHGpvwrVD5Htt9jmyO2+TlWfo7ot6TlNfrZI+3TJ+zxhvzwDJV7DlffokyYfEm2xqY9cZTK8fD/hXTFpvwZqHF8/JpEZfzs3gOywy2pgugvQfc0+z/R9CVT+hl5GBjKhpIH6v6I6CNp/Nn/j70/25JkS9L0sE/2VlUzc/eIOHMOVVlV3UA3mwAWQWKRvOET8GV4zUfgNV+Gj0AuXpDgaqDZhaquOasyzxSTu5uZqm4RXojIVvU4YzZQINaC70w/Hm6mwx5l/EUEGT+m8ojpt8iywDow1NfY9DdI/YJT/d+jOnHVgdaU9d09Whbax49QF4qdKdqQ30/IYvDyr5FPFuTuM2S64/DmBaNU7P4l9uZz7g8vuE4XxnWC81cM5cxNudLkLdebhnJm1QtlgOPpFSyGfvUtRUfGw+dYrVyPL7Gh0k7/CciJ69vfs1weme0rWj1TxxcM9cjAbxlsQW8HL+YtN9jl146uqCNDu3K4vKfJyvVyRkphGo6UWtxJZ5XVDo7MeXkLw+JpxxbDphtMlMt8x7ocmHhgHH/HejuxjgPVvsTefMlBRw46MnNDG/8MrQ+swxvKescwfoGU9wzLX7GOK6+PBmWklFt+ToHDPVHUdnGRIdEmw4BIQQmHlgAhXDuiTkHdocrQEC2wDnGZ4AaM264EgG26RBgZdQjEjp3x6IutkLo7Kq7A6igOGVAmR1DxgOlCoVI5YOYOUGgeZYEAtyBKq/e4oeAj/11c4BR7G0ieyB2+ehgnckKZMO4xO4dgCV6YW92PtLiA5gA87+c2bkNkhp7SRgJB7Wkseoi3gcmA2OBRHVJIxDAQ8+GOO+wRW9877yqpLAQiOFFp1dHY7sQUyuSSoSbCeY10A0N1Ob4Z1lbgROa0VzF3drA6+ldi/KsblExmf35TN5QFGtB+WGj4wVZC+W0YajBYpWhBmVGZKUyBenal02VfwZjRVCbEkUfFAomurphpXTAErQeSz6dzzeV8V0aLeZi5RBorVS8iq9ZorBRWz0lKQQnBvt6E4uWoTo08+Kgj1ivnzZhhhKOUiPYRrM3AFaGiJdNgZVKIBlwxOzvqLBxnIlGIrXix+LU5mhHOodvFdR1VLnhalCgER0OkUTJfN2s4Io6ITY7SK8eOTCq2gkXqyVbDeRoOXXXlzGY/NzL6WSg2dLnMIDJ4idd46Wl+WpAAz/fv4eybQuv5daMmCQuOBoyaMgJeQ8MoTxToH2g2hN6Xyl8a5/1WS0NFjeKGFoZj2zn7wqiZ+8O1rYIXxY1VtgY6k0qm9BQyBeSExfXu5A3DTV3oqbWa0esviISBxP8tTRy1XYCajlpXAr0mTAU7xnpn6L8rl1LSCBNKnibNCeNojSgrGz1vvyxe+4ecs4LVkZ6ir6eQMEw9gsCKRxakHbKj6tIRYWmESyU/f4ezy1oYA3YG0HR06G7OKTiqWPq89RQPYSSwOXZe9cgiC5ogHDCGsF+saNTwkMxfL0rmgxcNWllCJU1H4RPD6k81obRbECcXUhpVXiDyknn9ltZeo/IS4ZaiI0UHaO8Reeu5wgWwEeajRwAMnt/cuHEk4uPBT1LxqDuqG6uqNqep9hoo1OWO0g6sqiw2YNMC44UyvWAYJ7SJA550YblcEZRRHJFLu0Y0xSkG4c4HWz3qbi1zRKsd8XpAH4NNnhOc1SMkl0qrDo7wGhiTOyDWFlkUBswmKAcHCNgALIg8YGWG4T3IgJSD08ElnfZZM+He+cLoqZTmy0gzo84VWQRpI0UNnZR1XCJjjIEVig1YWbFBkTpQ6w2qynr1midWC8LQ0aOmN7GVPcrBz4GfD5MKq7gR0S6IzRQ5IJyw4khp0YYuC56f/4xHqr0ARlRv3Fg43INkhNmP7zbVoEvJ22IvWKbb60b6Nfa2xFlII1bqzsFDiXoF2A604SnzPFLBkBL9Ut/jFrUrJBxHYmkwDflQ0uno8r3XFIo1Jh1xNy7/MMY5nJ1+6iHYWEoWUUjejvGO5AeP8Z3S0ySabLa5dGil4bcbrsNg22WDoNtpJNw7CnrKHOfVyMXfV6fgGU5rxLxeSNY06lGuLCCzvyOen/XX0nAomdIrvs10jJLv1jl6GrIGLZDsgShOnoMj9aU7alayLpvpIcYRNJoTLkM88LSI7080Ea/hIkIPBpHm6HTdUr+YCKZnaPeO2NfitsWhAOeIlLmCnvEaVBUzaMt7vPjuV0729WMH4WUESj37XqkfYXKEco9pzL2tfl0NvmhQ7Uptj3gdlxd+1uol9qjT+9JCTiqL99MOYI4u96mcnJ+2I8Uqsn6F8OBRQ+JRWGIjpglyHDE7+PxXB/rprHhNoANQ0eJgODsE6GN2ntfEayBVFkQMjTRhVAeYsc6gKzJ46qVijxSugZ4fIoWfIXal6MVlfrkDE5peMcwjC2ig13j2i+B54Shuvkfr8ADjAqt6RAQvcb3K1RC1R9d/tIa82aB8i1mjaUQ0Dw1hAl5gZWDp9OdHWsnC2ecO1hEjojuro/DxSALXky4gc9jgq6Pl14PzeM4Ik/PPjBTVGdY3IeO8DIk508LFOVneuoyawKvqoDwpV0SuoFOkeSZqPwStKAWG4imKWoKpPMuA1QF09TpQUuBw9N/VnUIaGQIiQMpPZQVKRi7VLk9aGuHrAY9Or44fWAjjVuj/RXCd+iNEhbI2YKGZF+qWGk6F5jUDO7glHQJ68ogm3oOcHVBaRpcz9QGxrNkTkV6iMHgkm9efGaG8ZHNGt5gXYq6j4DYAd0HT3uF1JsVlHnFHp5UL1Ed3Kpq6nETFxLDaMBsw+ySuj/VU5xk/1f4HqAnxQ5b1P1w5/h+t/XN27b+Hf+Wfp6XX7vvaD63Tjw1Cdr9/ZCL/h9wWJjQ1WhMPQR7wKMRa0LFgg6Nj6iJUKV4QTQtlMWc+dUQ08grWhhyuyFRoHDA7UsxDTpvNaANZ3UNfdKJwhEhc0MNE7Qh2cmE5iK8whlCkeBqUiooj+WGlMlNs9iJBpoxSKFYpOnlEQClQzT2UUmEq2CEEu2IohXX19CeVEnq70SisOjBaRXSgrEadG00VG1cvwBaKtrKiVmnqBWnLKJgKqxrLqmgUiV3WgXWu6Hp0A1qEXRYrFBV0GZCrwVApwFAa47Ag1lib0tQR9FpGjAkVoZkXh+s5IouF89+5qprLIFKMOhjV1O0TqjTUgVVxrQg9lTKlIuMEDB5er2n0AIJBWcswz+9vJRAhRT3ksSqOGrcDIjdYeef9LqkwTGBThLTPcB4jNK1GOo24VouHBsqK2sWjIDIdgYWnfXAjk4TBQaKgmYM0SwjWo4es95z4azjgSxhq0rjrirfJBSlLT7thWjFbvUCgNRRP12AaCMW1OI8qM4wXGBaoq0eUCJgWr/swDKHoCGIrolFLQhoaobGtp7nwnJe0JeYhz394yOXkjgUbvbaCKiphjM40L+YKepHJMZXmhmNkoLBQjbjeF1fEDUU1lAlXFAvU+Clh1CiOglCLWhX4GkktbltaVzcSG4gaIje4sXh2GiBDGFPSYLd6FE/x98nPYLxP6VtYkjJnqSXCEpIW9yJ4P4Sa26HDXPhKR8gO1ZgOZNnfuENkSCp+sn3fkYmBluqoVfp1PTWJbZ/5ZtwrWPtnBoIoU4xIGrzyXTnuGDvxrN6/nLJugdu9M5XYfJ0/+0OuJX2cG4rNc75u/fUaEanQygc/9sHPjuXlI6NQYCLN/Zl5dfLYsrs7ldREWcU+spzLuKajw//jBZn9CPZGlQ1R2DeWK1M7Bd2/LtvUBz3L631PxDMyGsF22+YD8EhyBeszk2uY8xFzR/F5sKDvOdFW6AbZvs/jmQZpGdlQk4Wc5T7SRJ+lUbSLQHlvoG8tUYE5f+IG2t3Yt/nbz3IU9ObDdfP7JfZbN74jgXL6AN3a0Xy5MnuxSvqntj+Lu7nd+vl09q1bj0p/jj9ivy/S/P9T+y42uch3rn1qfmJ39vPb/Vljh/TanbV0MO770hGqSX+SZu1pyta97YPdxtxvyw+O91MROt+Rhsc9Os/3V65M7rpt8LKj1U/nW/LcGD3qR568E7pjdkfrN0TdbuoSmS4fzm3Z/b3/+e7gHQ25/+77Jmr3iBLvyFR7to172587/pA37iL6NlRnnM8/kJU+4TMY3RkUMsU2H3mtwRMHovk0VdmtSjiVtHTn9nfcvwaJcheNlDPqTj2LCCzEOjuVcK5kwWbpfMvnQmNfPMl1nymugA3FngacdDLFuAw3iO32oezXQQIBmTy970PoEX5xNqWnnsm1y0cYWQC+XxLv7u/arXOns/m3mBuOAlGf9Lg/x7UL3wsS4Is8WzmRlJg255l+NMrWT7NwMrZY52G3B5Ke9wXkp3jqniZvvf2Jlmf2O20vT+TfG2/ZePL+nO7v3b0/+/3kUfsz/+EzPnx3tpDvJJwFGRXW/5vP+pBe5N7hg893H/buy5Mr+vQ/OevfQ2tSpux0dE9DYr/KjqUkunmbkKfnP+nkk/ftvrf8j33/90/ah3w/37//bk+gP+BfP7f1fZ/r/d194d1OxHLoFIkmB3eikN/ZjuZGOpukMfszn/wj5fDQVz0idH9ugt6k7EzKYWXrt0TUc8rEeZL28yUROycud4lESjhg43cZzyMhNaRe7YbZJ/W/kh503hO8pTu6nOruz+A2B7lvdnSxRyFtde769Zap1AIQAd2gv23O5HeJHt/JKJHuLKPnXI+obLQr7t1Fdfs8p/0p6GvqkeLfbjLeD7cnET9PZNWNznfa0qPo99FST2Uaf2aAMfpzVgjj+VOdM5D1tpuL3V3lCY980untHxkt8OEFXY/Ntdudoz1NMNjk6+i1fPC+fo7L7rdt91rICV2mCF4e+3OjyzmV1h+7sYp4jkVaqBx33z/pZEkytetnp2s5p08maTvzvX9EHzMqJ69zfbXrTT3y35IR0p3VAhmN3Ne0R1D+eBOzn+C6z+25Pbfn9tye23N7bs/tuT235/bcnttze27P7bk9t+f23J7bc3tu/xHtD8aZPLfn9tye23N7bs/tuT235/bcnttze27P7bk9t+f23J7bc3tuz+25/Zz27IR4bs/tuT235/bcnttze27P7bk9t+f23J7bc3tuz+25Pbfn9tye2z9Le3ZCPLfn9tye23N7bs/tuT235/bcnttze27P7bk9t+f23J7bc3tuz+2fpT07IZ7bc3tuz+25Pbfn9tye23N7bs/tuT235/bcnttze27P7bk9t+f2z9KenRDP7bk9t+f23J7bc3tuz+25Pbfn9tye23N7bs/tuT235/bcnttz+2dpz06I5/bcnttze27P7bk9t+f23J7bc3tuz+25Pbfn9tye23N7bs/tuf2ztOHnXjiOLwEwNf9A9t8KUP23NATDMBADm+I1iqAYilpDqFQGTBRoGIqxAkJhxBAsn26GxFsEQeNz669fAcX6FZVC8T5EX9R0/0SEEu8a/FOJ63ZX5Eukj9dAFn+XVaBgpv16EYk+FIyCURFWxGYEQ6RhlD7t+Q6j7kZkiC3eb8k59c+xBmYQIxG8D3mvoXHtbk1sBKBYPKpIHwoIIjXG8xBrk/ce4tnxLjFE8P5LATuDXcGKXycTJgewGeGMAZpjtOIrY5KLCALr/I4fatMXvwYDXQYf6SSUCsbi89AapoYxYFTKVChDQdcrus5IE0orKBNNbpC6UMYzNIOrIqUgxxEKWBFf2tXnpcT8WfH5L60hqqgumClNC2ZCKbeIHKE+QLn4XGjFhgOMN6g+0PRbRIRSBqQJcq3b2mBomUEUqeZztY6IFSTOmR6m6N87sCuiN6DTNm67IHqFcYBpBKugI6CINB+J+gbQUX3qVwU17Lz498cJauk7kNUwBdTnBfH3Uc6YzJiWGKuACVIbMi7IeqBcb3zbHRRUsTb7viormFFaDH/w0yfrXeyPC0ijmZ9BOSgyKG1ZsbZSdKLYQIn1saGgo2DWUF1AoawSdOUAZUUP70HAmu/jy9evv3evDbef/OA+fG7P7T+mrQ/f/uB3dXjxP2JPntv/HFpb3//gd//iv/pX/yP25Ln9z6H99f/rL37wu3L6JYBL6gJmLsNhIdWnCKQhy4UsjQiIYCVkzJCdUYVVXTo2v8ZlX4Vy9XdJiXdMuMyagsYBoWCSgvwMrKADYtXleWkg6tfYBHZMUdzlaVHAEBpdsMWw6u8QOfi71K/DNMTruK9MQMH0Cra6TG6DC+UVkIJIdTllGWIaDFixcvbn1NAdmo9PLPWTeKdUn7/q82i2YtYQVqBBqz7PLrIhQ0XGEdoK6+rPEsOkgIy+VssCNmDc4vrVvet3KcPvdT4xqC3krVtoB9AZdPUpNMOGglUBNaQpVg2qghZYB0J18vWxS+yBW5CCPv72e/faF//ij35yrz635/aHtC//+vv3GsA0/gInAq4sluI0LU4hxRYEZeUOlYPbS8wQuSKSdgAwJsyOFGvU5jTMivkZLhWlsugRwRjsErQ0dDRp/m4dgYJJWDZsBVNEFqCh9RYtJ8QuiPk7MNc9RUdUGk0uFAqD+vlTsbBRHFwv5QG3SRyBgpjbD9xW4zYVp0Ql7pOw0fgYxBQxhdJAVkwqyuhH3QwRpYTtZpXQ9UmbjwS9qk6O9Qy2hgXIUKkYQuGA2AAyA0tYfAxhpNgBMJ9ba2BXJ+FWEQpVSrdRGNDC1lLCGGBmboewgvfI+UXhhMjkc07rtD7ZRjArjIrJgGAUWTAzmrplpMZ6zuuP6QqfAiCM8cns7yv+JrXoLz4OA0wk7gFUEWvZIbcbFJ8TLOwBYRfTsCqlXSqehhL2EXE7jlnaCi4YK0VuEA4+V5jzUZJ1Sqz7DFIwRn9u2CZQwRmq2/6QE26U8T5rSfvWjBB7iZADTJxf9X1X/BpJ/hsjSLmjm8ZK7O1LvDv2vN5iDCFLgMjZ55oDUMPWF/vSBBNin/m56Ksv4jwy9huxQpD2r5BhzJDYXy07JxKX7fg6AjYg6vNnjBRZENZOebZ1b4iuOF04xEqmVdNbW7/5wf32f/o//p9/8Lvn9tz+Y9r/9f/2f/nR73+2E6I3kW4I/8lmzq76n/mIIHP2vY/48MMknm60tO+5g1BMNgu3fc/P97/L2PcxDP729IonffnO0OP+btn/8P3bc+0H5+zDh373Oif+0q9+Ys3fE7D+bz4Y9vZMe/LpxrK/2yf/nW+1/vnmqtk/98O56o6c7/z+OS2uld3+sf13hXRzJMMnGJQzGTozZBMRceO89KUOTvL0J5XAXbdNpD9XXFrbKaj7NYm+qLrwaX2305lQKLeW+0byvt18ytO5zbm2/Mp0k3bysv08SI455zAYXq7jh1uub3uLR1qcT/Fnydr/dhJgPo/k2QthoVh/nzu3on952POdmgKEhUCwjVP6/YRgVZM3Rw+D4ed447rNaWZ9nfzr8kPE5rk9t+f23J7bc3tu/0O1Pa+3nVD1HTn8+2Sc4NXywTVdhtj4fJeRugy1e5btDDHbhx/04Yf0ArbnPpHsno5Buiz1gdwv+89Cvkz5Mfv+wfP703ef2ZM5SLDPB92WnxiD5Vhkd1/8Wxs7oTo+38mom7C2e6l8OKlbS8HSHFi2f4blnBi4k8Z23+/k4/6OvX7z3J7b/1Ta/rymZtwpAQlCFGwzmMa18uSOD5734Tk2Q/bnLnX71MnCdiG7Jz3RoZ7oxdKJSb9HPnxCPN8MSd30RywW2y353O8b104P29FCkc2mgLmebrunbDRpR4/6C3e9Tt1abDd/e2UYuq0idV/78Jqn7+4A2j5+44OVYTMeBOjTvnvFU7vJh7agDTj60y3p4t6QLN+9pNPM7I9gkqu7o7Fpa/heuvv0jfu3JV+yPvb4ptv49APetLN3PKHn23n47hx832cfrqu/RHbjs/21+71iee2PjSxsEAGC6KaH3Tn7bv++hwfuxi7f+eJ7ftt20w/tgjyXRtm6E7YZbLOz2H5cOzvHNjPfN8fP7bn9T6P9bCeEJT5cnJCpuYdOcI+lSJJy++BYGe7nS6JeOmrJwuAvnYjXfsfGAAxlMy4782nxphpMKoaRqKDwrBrSaeRGTjZG1gX7FJxl877TvZ45ihQoLJhfvKozFGWL9ghBxIIwS6IVth70ZwDdkJ3zEB7n/rWlqyQVmI1ldkIlBWGNZ22ohPTUWinBB/xdaiAoSkRddMVu7XMPDbMWYytb/5PPBeqMnFFbcCSCBp8yfIuNbIyIWL8fb1UGf9G4xh4wB76V6s+sxZfussDSEFOKGlZGGG4wWTCuiC4MGrMuE1RFphkxoSyBviupkzlhl9GXtVR3WDSpoEIJo7m02B6sIEvwk7HrnbLOcF0oKFUOWFUoi49niAgIWX37SAgMbfA9kYi2MuAD9CgM66iXihajrhdqW2EQZIgYo6UhsiJcwKRvT6txLlbfu2YjGJQxInDMsKZb5EOe6epzo+WClQbrAWsjhZVSFp/PQKOoFkoROCyxX5Y4ERqMcfCjIG5k0Guc9ePsc95CTK2ClALFESaFicKA1JUiK2oVNUdKyLriSCEBq5hNUAyrfg6Eyce7HsCeM889t+f23J7bc3tu/6xNj4Bh9THk/pSlQ2lOcR4Bc7kHFSgHTCYoM3AJsXxweVHAZeqIqhBxHp9gkRKyXDo9Wt0ZEwyRQA0mOETaBpgQHN1p5nIE1fEmQjzPwS7G6LKKzP6ZqI8hnunyYMiQImQ0seX4hhuXWyOy1nAngIuA0e9iYZSL95rioaV3OBr66jK85fjSsB+/O7ijhJ1s9GcUwwXh0eewzdh69nmroQdpyIOrj8e6gWkfbZJRKtCBLpbqkvlnywPoI5Q7qDeYLpgtrh+sSyyKR2aYHkL38s99fQtE9MgWNvPcntv//5uJRw1VAvFvEyYFsxmjUczPULGVwoxywpgQxrhjRWxJSkgRow4algO3TYi6/l/kAad1hS3eQkKvKT1CoLCEwyMM3DLi57x41DsFY3I6VzwCocrabQOZxcEdH57dQKqfuaKBerc0+mu8xsK3MWBSEV3cFmSBSpf4sYKwj4RTjHNcN7iFp0fshx0kAJuCo+LNPEpNSgFGLMh4SbtIaai0sIYMGw8wxbjgiPiNvoNR4p3a5zQisWR1nqJhw7AaNiF1IKK5rclwdL9HOChqI6qDX4fnwZBwVDiCXyg2uB2o+JslI1x+pLnFQek0GM8s0pc7wIjWPQUeoeL0dcCshRE77V0+2s3lUpBdNg3nOYHLl6cZSHq8j4RlzASRIe6ZY++VsDp55I5nk9iujwdjkR2FsD9lZpLO63s0xc54bzV4rnp0iQ0YjXTWbf4Vf093OAm7d0UmEhPgGNdvOVSQiC4xwq5YQ4RoeBRCief4ftuyezh4Mm2ZFrZFSxNr98mUYJmCWcJ/1eHV4tE9uUYuW4y+lrT+Tn/cEjTHYpNUik6xPrmea1yb40uHy3N7bv/TaX94JATQlYA0dPbPn8YVpJBsHxBa92J+8DwIIXb/hW0/Owfih1dshnDp1z91hOwM/k+8nB88b/f6zT++89p/ZxT7PtiTu7Inmyd6N84Pnrw9O39/6CnPp+0Nqbt7stPf8XLnUJNxPF0f798+SiDv24/VTcn7vvooqwsSnWG40yKVkv0MbawsiWAqiz/cJNNpJeIg0hOZBVOQdGpIV8Cso88qsIan3BEpmT7LAWmhFEZfRZ++2ZH/2yvS6+5h8+bXSwhPkhLAtkFNDdFgUlJcsdw9HvDw0BiH2H6Otj0tsZ6uDAbzKnl2MoRx8PQFmgKE4aGOfo/FAH0aQyBNcIjkiYm+9PRLebwt/t1A0pG431fRLQ3ptkeGtJ6mrO9o201ojNVlBEXK5gDxlGbb3pBQRF343Z9ZFzK9i/ksiXXR7tz5j1VkO2Xrwl3/4gNSsAvD/J6nbO279Mi+8/n39+TD+7vgk5/nkfupIX73Ud/tp/l/tmF//xj6o570ZbvmO9P00514coV979+y+3t3xW6p+PA74Ck9/eC7D+fyw372779L/793DP8xMt535u+DhbSfed13bvq+77/3YT/vlh9q37P+3/2ia0ofXP/h3vuer36ky0/bT134w3P2UzP54x37md3KW/e878k2ku/fVk/2n/z30yP22z0i+zybgLldM1JCmJDmCV+3yAYhJThV8I4S9NwinUGGrJs2DwhMpGR146p0Xu1D6kpmAOBLBPEpAZSINJAbw9lok0WOSbHy5Gjn+d+Odc7Zft6l820JfhHZBYOFSQAR4o2Sr9D+SMyzTPjftvVhvw07GtHHodY7udEWcflrk87UcQjiiqomv9aQJoOc9W2Uf3dGoLG8GcofL8zw/31YYb7ygz5v87frL4I+kc9/oFkNeaEPNL7ogge71dn+7kwsZJnOv/edTTBUfpRzGAb0EOZEPnjHk/F830J9Xwt5pfcrFz37nb9t98EHh30PfggjzVOBM+7ZrEp0pOmOTkiXtXe3JV3I3/YUcfy0D7rdJMX/bLrNn+3m1jK9A13OerIEZDTsB/PQ/63sN2emB9milUNWzL5ltOyTFmCcn9ATPmy23+8+mP1kPSGl+0gTNyjlM6x/v0259a5sdrH9M/cEKO6S3fMsL5f4JCPFpU+Nb7f9edu33ab7PjElaV4/W9tFW8S1bSBmkx5Z35+TgckfzPm2fnyH/ni/c663+fDlLU/nCHm6F3bPxKynN9kmYFu3/RbZRhd73nAd4oM9lNtg34PdB533bEflZ9A2dgbLnLRI1dPPehiDxZyv+D7ax0LsaNrTXzva6MZWbx8AqOyDZ+DndON6vvdEJei9P8PiOv86nLFPxhKTIQmo3NGS/V6x/SqFwzPpZOwx6z3ZVs2Sn+8BnbsVl76qQSM+pKcBAtzvbL8k0ulR+5pugSWbY+Qpf4l3W44zPePK0/fabhQ7+tqN/bbbkHmmco7zXmVLnZ10wb5zzn6oSc6JWKQW4nvGs0WI+CcS07Pt06c8cXegbBvdh7EvWz6L5Ml7K9I+y8OOf3VDfEbVsBHTJ7x0/64d3eo0xdgJN7vrn0Z4bHIG38v3v9P6s4KnfscRtO1eb/rd+UkA9Qd3bH99KFvsr5An58mQbq94MrOd1O/nOOWF+Fs+fPfGd6Sf0+9j1D+vWfGHDZFmTiXlVHeZqg6YDsgAMoK2RmsO3i0S9rbq79V+Xr3T0sI6E7awdfE0WlqqO3aLz/skkcMkxAoVRWVLQdbTaWqFtUaaS0VUKKvzLy2eirLWmIbmbt0SwJGVulsHcAdUQVvDVCnZhwCJuNxSvS/FKAJVxFOQLw0pQqkVxViD99cSGlUANnQJMH0VEKGap/VqEg5pS2dXyI3FrzNdMF0QrYgWqIJVPxNDd8D5XK61IGbUllGvhcDs+pHcy2lIz9xils7Uglh1/a0YamkNtn7XGDZQ0y0YwAy07SNof7j9/EiITmuzfkES4Mi/1g9qeFZTGTVj8+D5AVHYGFYMxZljHLDMF9fJqiPpOzmUrPeQTDXCe8Pg6GxOQ4HdmEQKAH5og6in1z0llg8Yg+68x11w9k50Y7BE2hmLvhsrXpfCV9rIqJGN2D8hVJaI9HhppyjJrAdn9pKLn8gyh+QbA8gQxCGM7Z0VLfG5e4EtkQrxvVnXokMIm/o7ex+eEFs3Mjtjr2ReSFhR1jAITITcE+tyiT+yFsaPe/8Bmo4Y6qh2g9JSsbn6RJXJvfCDQB3REgLCalRbUBVHWSmYFUQLVQtKYaUiZUF57wiFdUKkMkyHIGAetWDFLSOi5kMWCdRLIDeG6rqSKqbqCI2cznAW+DwUtI5BNDzXZimOoqjiSpiVFVNB14qZYIP6lNUJk0pt3g9hRSSYgXgtB6kVaqOwQBNsEaQWGGP/rSFk2erjWQNFV1bf/5luslbQ4rlGFax4zseqkVfZwFgxCmqTEyxZQAuyVEwWtAbKxQawQtEt129G11AUuV2dHETEh0buZ1nNfU7jhJXJkTRi0AZsGaGsSHUUo5W0VvnelSGcH80NILrGxj02fp6C4a1E1IqUCIlpk5/RlCOX5mjBMkIZULtiXEN+SoGwdEZsoph4/Y1ig+fJbDXWPfZzUoegV5rnuAsrHhki7YDo6KjGUT2f87oSViueKENBU6X49zYGHU2G1KNwIlJEUzC+Om2pE5SBfXhy0qCCYm3EmiOsvMTJCnoJSu/j7zk9UzCVCRNx9Bba/ZYMzQUHgtG2qLuijhqlHtB6cOeeOioEW7qgLRDKsSHmDjOnkgUpNzE/nuOz6xnNhUEJ55jR3IFVBErB1gFrg+f9rXt+FpFnBp5vNe/3iJ4/qAk4ukkQPCrIZWRxoYpC6WifEijXBraGYzRpsDrdsBLrk7wtDZEufYlcfPAWkVW9I3uhP+iF6BPh/6k73pVNt2GV6HcQvyxA1JXyFsufgssa1w8fyCi5HntG6IqC36/srCjkOct3CNsxt153KS9f4+/odHHnbUdR9fysYVQoyfQ0BNxECgteq8l558bLcSGR2BNG57V7J+WW/jDPUsyrSaC5nS5kvl5iHRk8oqxEfRt3ouMRan9AE2AYQapQDndIGSn/NMN9Y/5iZX3VWE9COwgnueUoN9TzSH0cOd6t3H58ZRwLp2nkWAZelQm1E1f9jKYrl/lr1uXK4+tvWJbG68eRWeD6xQU9rJTrGVkby4NhC0znA8NaWV4p661y86Zw8054sxqvm3E8rNwcF6QOSB0pKAMr67Hx8OkMOlLuP0aWgjwCZszDBRHjKAPFCu3hgK1CWS+INmxw9KbpCXTicPPA4XDh/lZ5uDGmrwcOvxs5fizc/qrQpHItE6vMzPKOpRqPRxhmuPtHATXO4xVTY3grSIMlaPF0OlCHylRWiiiP7cqsKzwcsMvEcLMynFYWuWUpL8Huwd5wmAp3p8r1arx7p7S5sD6O1Ao3N772y9J8u750oMNyvaDasPYAKOOrX1KmW8p5QZZGuTwgywWZRmQcsFFgFOQqlEeQCcrJoFSsTBQaIxenl4uwloF3hztaR9r90CbLM7VX9A1Wr6lFuQEZA8Sh2/ecER4CLKEgNejdTpGP/W4WABBpbLKlBM1KZGU+V0ETxb8Jsx4ZMeIFquaIwGgUnf0zDnFh0M6yBEmKenApR4XBTEroOP3c4+9OWmKr1yRTpafMLNH/DpbYFFzXbNNxc4mhpEFtBAwrGZUR49DR75cFEd35FoIHiOFRBxX01nl+1Fbz6AMLWSX0i6610IElbgwTWNOYElcMvg89/3vQU3VF2uld9U3W0bcFWS3KyqUCKzFu1yFtPfMBk/jBZghzO6FWGVKGkTMmC6V41G5dvC5ZknOjoFI56MipHWg0Zha0KDo2BoFTUazBdXYFfBldvi9jRUSYtFFMWZdHVBvj8hLRCT2t6Gi0ZUFbY5KRQQbWstLKTLEjlRPajGVuDIfGdLd4SYyH4AzVUb9ab3xPzVf3zq5hbDgUrMAsFxqNm/WOcZ1ir64sqOcbH68wzBQtlFaxpWLnCcPpG5NhLzyafDxbGNBXkMJaIk+7i+xMLwSpcH5otFU9+rmq7x8ZuFHhYIJOd7TxjgNwEKENE+t48P2/NneCXVcnAc1o0riMjygrtl4wM1rUh8x9NqlLLa0sKEq7Fwdhv3ikHGeseNS/NRwc1XCHskCVcI6WhYIwqiObV3WEuk4/rSOIjWFTcCN0sYpZwWtQ7tKmMHrNAlGQi6+ZGioDytHPR9ofJIzX6ght9/kJtaa9IHQuGUO+E6cfgSLXpGlhB5FEcItSzfUON2CZ04QuqVk4klK2F4yD61IR4Z456Z8ACkUicsy/t4hqCDNdiH0DMIGsGFEXMKwphSEEtdB77EBOm2GYrkEvzoBQywRU1+kJ+UoMGKN/XmvHo0E0QAvOf5sVvDbE5PJ9mSH1FxPUPEKlZPYJTZoec9N1M48s8UMQ+r9lVEoNXdgFVQ3ZL+eq1KDnOkFENYgZFuP+8f1WYy6GcJgsmCxdtvR1g1ROveaCv8ejdsLxZ6lDeCYJdy4nWJGQOdfAZpRtjbHYZ17P1UXZdKakUyZ0yYzqI/eZ9KiCjHTIDMxdJo4D41lNiLk2YPZzFnzdejTN3kkUfAZfF9fFRiyjM3otp9Br5MheF9qc5bb7W3xfQcjgAfY0/10oXcZIvp1nwbpDP/mebNMreYLS9uXjkdAlpEdMZCaJzHzh9kSPzLF+bnJ+3agt9CgH8T2TqlM6K7y2yR+mK1gRHl68gGr8J+d/y4v2LV8fPuJxODLIA4WZ91/9L3h882tu/g2c/lPj2y+/5at//Irj4Ya721ccbo0Xn6wsZeW+nNGlsN4fGM7C3T8ZJ4E/+qRh68rf/uW3PF6F15/9GfPxxOXFIzKu/JcjfC7w+rXx8Gi8fnHm/fHCnd1xshu4+Qa7+T3ty1/S/uHP0Jdn9It3nN7Cx39fuI53fPvqV0w3hY+/UOrasC+vDOuZz+pfgaz87fQFlzIy1AUpgh1/g8pL3v7d77m8ec+np8bt1Hi4vXA+XWnnz2mPn/P21SPffnzPp4fKr08j7ct3XP/89xxfHHn1Lz7h3oy/Pc+M48hvPvmISSvjG8EeF+7/4res88zjHx3hOPDHl4+4WY/8Q3nJexmR9b9F2j9S6meU+gr5+AgvJ87f/CWPX/17Tg8f8+LtL1g+nbj+5sCLeuQX5SWyzrT7dzxMhb/97Ja6zPzRP/wjw9KY7SXrWHn368Z6VE7rlaLGdf2Mpjcc7MRgA9fLW5blkRf6C270U66fzsyfzrxdZr5drhRpjLLwaVn4T4dH7HrH5d0vYDXk+sh6nXn97be09af33B8UCeEMIP7Y55xPpTpsD8k6t8PtB1b6Hdt3O/PbTjnw//agsV50bi+MxlsknrLLPZtmsvTWBeuMezZj3xPj2o7N7t+y9wzL7r9Pr9ibGYxEEciuH64YxDu6AVC/53n5/fb8Da+wzXc3B8n21if964/wUEBHoGgISrsR7oxD/pBNqdi84P5cd3jtjC6yXe5rEM9P1NaeWSQjyPH9RLPuFNn65Dax3HcasEn3BGKCWqFoC4ItT0L5XHCDHprJipU1CHgwhOI/Jk/n1afZth2ZW12cqdr3zKHt56YAbAp19+PLB6ufKALDBaYulqVR28LTH59JchqJIAOLTGWbANQ7YMHAMzXAbhnyWglD9v57C8NcYUQD/ZHGTmLNO4yVcGoZbmgnmOMTRh9rV1ekhJDR0SO6jV8zxRjxXPf6muwM6KGbdMG/xPypRWHtmJ6i3UD4Uy2doSIGJVC4GgaCXEvJM+9Gw81B8zSGY/vxc9PRdoHCTXnlCXRo23X9WTszQASbZIRLfKzqBszY408DynbCXs5Byp79jMZE5r3+0Hi5bPs9+7AfX571Lpxuo396ypM2l75oG9XN82a7aTM6Qsdyj4YRhRZHZX/m9u/xfeT3xGSk0rNHoXYU5h5lGDwpr7MPRiI5A7KbCwtBP679afL2QYtzsqd3+WNRbC3eJuLh6U/5rDx5Vk5aOnT6+vb5STqy63PM/Ta27z5340C5csnwt57sbVL9jQYfooi2wmvyPfOVz+tcbjfbKROkw22/DvtHdMb0hN91J4X4XG57WtlGET+yG1/fQ4FK6Wlaop9P9p/sJoOtH7L/znbX72erd3Cbx0Dpb7Pi/dvLXH9IkyKUUih1RORANUOasFaFyeBY4CSIjFQ5MDAxrEcOp5mbF4XDVLk7TZzKwCfDEW23XJZPWdrM43xlmSuc3zNL4/46ogLLzYIdzSMnFgg7J7UIgxTWwWAqDFWYwqSjQcjKEEe/ChVhSNvxSaAJZa6+ljOuqIc9pFKpVqGMqBRKWX2qyuBOKD1icmCqK9O0MhwVuWmUcWCwiakIx2NhLQNaDoiASkUHQ25ALlBHgVWRQZyt5VkIAaAMhToV7wuR/EIIOWygiFIrrGWAcgCLdBiDMEyFVbU7l3UViqXCuWu1YNXQOeEdikjDhgrjiK3bPhEzj2YZDEaBsXhtZoRSjDLSjcAVZTDcsao4Km4cwwj/h7aky7s6BHtZEnBlf90xj9LJQ9KdXi/KPrg3BS774BwlnUne1IWuPGdhja47o07yDwkZ0oIWJHOUlKeyC75PO5Iu7+k8Ovhb5hHpfd/Jstm3dOSmoS4NCRZACk2nchhDSIdNjin7m3O+0edNbjLS6eHpPBy56PKp9ud06ttZxAc0K2XJLmzEWPb8VN1xvEUBFJ70MwxXHSHf1y5/eu7Tn24GagXV6ue9O62VTYuCjMZym5NTftNCaUOIvmsYFH3dK+wDp714rwBF3LZLLmHzew2KbVwbHHFtkoAtDSCTdS7qsIFderFYL4k1kwBEdU7XnvJvFTfyYoJYRWzdrWGuY6Y6EbDqgKVYxm5fjG3a+ZWYy5ZWdttUXNxEN90n5azi9KmqQJmw4UgFJsQdEIebiMAJY+7q6W/EDJHV066aoDLH3GUUs/8UcTG/xT7NYyWCR0PEBWYhcWhK6tJFAilKsULUSPeIsxL7/yd46VOZxNdym+Xt3LmcG3O0A925pDEgkV7FNYkNxb5n5x1IuHMSiEgc94TZbDaEBDZYv9uefB9cpPd/L8v1M52psvun6VjZeMh2kthF0+xlpLw7AJ/SuqPD+jtyQvY0Ia8JZ4Y1MuJyN4G7xQg6uNM/pdta8qJ8dmUb9VOBcycddptB6hbb2oXjNNY3Z5TugNkBSvpzk1fvf3br+SEf/96Wzwv7maQthY0vAZnKfKOxe/tc7Ms8KN/hn6m5BhEI4Jh12XyzxT15Zv9JO97TXm+RmTwd62677QTy/vU2M7l/y+7G/VXWP3aymdFqyb/2fc753/bu1umcz6f7YnvH7pzFNSmHdI1/Py1s39mTNd6dx66f5Tnv3pldv1MeyDO7UQt3Nib9T9nmSSfiPbpbgw/H9+PNBNpBYISjzrxYz7yZDhHV/AgyoxitHbAB5AW0d5VLbdQR2mHAbhrlFZQEK8+GLg7WLbUyFOPmBLYotIW2CgsDs0ycpytyVMYJ7grc3zt/bKOyHhtqiqihpxm9u0dfL7TVQa92nOFRoI1QBS1HZCicbpS6NJbSGEvhVFesrtRJAsyrPp03I1KOrKWwxJINRWBS2qmxNqEtE9fDzONN4e5Y4LZg75RmF7RU5FgxM85WaFOFu4lilbqK0xeZUbuwjCNMlbrAaCByRDk5X5LFIxCkOKj4NHCdZs7lW6ocfP5FmYeGDsoweLmDasZFjOvRGIpSZWag0YJz6rGhN8p6nilNWUtDzVBzR2ZbCusMZiOVGxhBTyvzUHisQhVoIqzVKKPz3fF8cKf6siASIIP207Lbz3dCdObieeysI+5jswMpqPuahRdS0ptYySiKJ5EAYVTqCj6yCYndWtb6Xf6qFvpLIjldORFWUnCRUPLE3GCnOw9qMmPpzGvr1Uai/GCXvTEqUdn7vgdqaZOhKyYDFsri5it2ocF2BGcTDdKLmQxGe0/9RK19HnrEh6R32P/2uhHBbC2ZRnhxGcFO/sSs8ZDRJuJeX7M1ehloT8taEb72hRJKGZ2wiqyB8tYY68HfL56rj3jGxmc2seen2wNI6LtSEZ08unctiDVU3fDLKEgpUdMgEAI2wtAoteFCORiNpg2kUMQJlZaDT6/6fDYNtKkcfd3CGK/qKRFU1jAmxxwtjty3NM4jSBU3oGuFUZGjulNmHmI5Vg/pClBeRicYB0Ao0xVMKaodzWOyegkMAQ0ngFgB9agGCfSGKzqOBILiCCAjokiEErmaWyBoirpQYjq5YDiGYJwIouIEuZkL6yzqaMZaIrexOCBImiOpUJTqnvjc0zx2p44g0AKls7hRX2XEwkADCmPzOW4GbdnOpbojglWRZpESWZBWsXVyEGBVxDzWRaRi5ejHZs2c0j+nCUjcJ4GMD7pmrYQ/zdDaEC4UnVE1io2oLLglrIQw4c8TMQ8DRHwMEMLB5nSRKmFYTeVlBcJJ1j1aoyOr6tVPZguaMsYzdIeAEHNGAE4nrHjOUoTCGILM4rTC5tiDKdOkwqO+P5W4riA2whCosUD+YIFsi+iRLmOKUaork46IEaQ5EjICZbrgVBgoaigLnufTEUrUsSMWJVCVWts2dyEfJn11R+8QRubYh8G7SijotqZwPYAUj3KoBnrEpakFzJGkRR69o+r0T4vXNikW9LrMOG/zKBPrUXw/v0nk7vy+VCJGoFlx56iZoxNFTnG3n23LENeICEhFrBtfupwdCNpQNks61CyRTunw9FXpeyIUNJGVUoJmtY3HbQI2YbHJ/Y3vI5Gu3PR0bTY5sq/rro5eyhB/pTmq1gpZnN4NgP74dDRbKMZ5TnNaiD3oyrkErQ/BvUjsaUexeYRXFFMNJ0/n0Bp73JREBjrfm13VsdHpg659/QTnjz7nQ8zlphim/mBdkY5zrj7Xbkm3mI+8uMReM7J208+na9tuq3JDsZH3/3RinQc+uVVOf1TQjwW5UW6HI8VG2rqwtDeMcsvphVBLZXn/Em4rcjtyEXhYBR6u2N//Iwsz709fs+rKfCm0FaxdKNKYHi60q9JeH7GrcJJGFaMwI1yZ3lbqexeAzzcDpQkvmnC8rRxfFdbFmC9XdBH0PNAebpB3LymyMNm3QGPB+fOAUlrleJ0YTFhulTYY83GkDQOn88C4enRhUaW+HCh3J04sYCuH2yPHX91i44X37x4wG1BtlKLcTieOKNPXzWssLdBUmO8rZspQigeQ6YqKst7NrAd4+N0JexiQ4QT1CIcj3BzQYizMrG1haY9oHdDhFyzXmcubB8SEosYwK7y/wjhwPpwokzC+ijNxqdCM6Z1HuR1PE2UwLm8H1rrSThU7VaSdqCasJ6XdNKZ1YJoPrHNhuQ7YOEO5MLaF0/mMAVdR2grXB4NiHFuAB36slU3W3iyX5vWwrODRrHNHzJPygq0BYnCDT0YWk7KY5LML2CHOdPYlU4Gm8TJkmp42YwrgRBiNpLIZpgIab4d4Rugjtmy0I8EULWWY0DcETEZSfrc4/+4waJ0/ui0gaGtEW3kkYEQeyOw6SchKvd7dfCKEOKcLZQxa0Mg0JN7ncPBwZQuzLx2Z6lEXTl8Rw4bRZX+ziOpc+1ym/mORM1vCWdAt8SnBC843U4fSNfp1ABvcaTXsaCc4vRRzPqlBvxIV3rdLGns+MMr/ZDPG5eyvi4CQoU6UMlKXEWkFmxSOjXIuyGNhHaGNwtIW7teINsUjBkZGRIS5gIqwHAUrxjB6Lu62Nr86opxKOVBlotxU54lqMHsqBxkEkytXOdOaoE3w/POP2FjhRcVmoX0VOeerOE9uBlUp09XxVseGNZiXg/uzeAes4cwVqAsrsJTGKspU4FDEa+UBMo7IcWQ9FPQkFBoDj9Aq9n5CEeZAzA9iiBSmSPWgzXnp47J6qoWiyGjMy4DOwuFGGAZjXeFxEVZmVO9RVtQWdDmiyw2yCmUWrChaGypKa15LUJfIJGCuB1kgio/FY4NNj6hV2qqoKcPtzPRypUwVGV4gZ0FmX5O5LE4+GhQxBguHBxUU2hKo/ckjP4bzZZMffqCJpUxdN3RzLxJo3SiftRBaN7773vI6dzNilWJHCJ5FzxhREBldNzKPci3mEVgRf0k6fyyiLworvRalheGKGZMJq8eQLyMK3gaQRgldVsO54LVYLPR+tojLCJO3oNWWdSC7QHkNybuQqTzcOKqhX6wBmklbUI36hmzPCEOpkypBZIuMAJzPYkggFyxlMGs8dcSkvSRlpe0pIjOYR0GnHO+yukdbGB4NXsJGpVEzYwP5ecR6SuVJBjXQ+LkWvoZhr4ko+N4PW8CU0mn8/JO2EGOOqQqZ0EZ/dSfBEfEVtSK8Fuo1pf74v0WXI/L4CU91WXYD5UrQeWEDCqUdaNrk75wbS1tW2HYEEiTjPvT4PCLI03leIr2zZhrC+O3/Kxi3u/Enb037mOC1OoKHijuezMJxL8nz03ifZzLelWDFBBGlTr7bMYZhZjE3btg1PfQ5zpqzOR+db4t98Kw8/5meMrhr3xe5z2qAB10ucb0v9Kd9lEX0rju3Ym3MNGx43lfpzjElo/VNph/dax82KY3DL/6W+rLxeflXfGb/Of/+b/47/uHNN6zTK1r9jONNYeINl7cn9L8+UtYTn8mnDHrDcLlF7DXX5R+Y3h3547/7mGUx3lwXOBwYfvkr2kH5cvgdM/DbF7/iXAdu3n/C4XxEXyh6nBlvK8MB2u/fMV9mbtcbTnbHjV442Wte36+8e7hl/LJy+PrMXf2WTz77K16vd/z59CtO5cofXb7hIwb+9VcTy7zwV19+xYMp/83n/xIdnHdQ4PfXM7M98vLwl4zjgNw8MH40c7i54XCcWF7d8P7uxHC3MOo/8NF14OabiRPNHTPzheHzmcf2Ef/ff/cntKly/FgZZ+P+ujKP8Oqjit6t3N+94drOPJZPwU58M/4V18vMp4//B75YPmIe/hPW6TO+0cI7E873ynm5Qm3Yn1bWF79g+fh/i375NeU//Afub878xS8WjveVT//mwPV4ph3+LUMt3Lz6goMODGq0Kgxy4nqBv/nLb3h4uPLrP/6Kly++Ql/8MTp9RP3HW6a/u+X2xcTLmzP6+m+4tr/hliOfc8NgAwcdsTry34yf84IDvxlWrqL89mgMk/DLuwPDzgH/Q+0PiISIzZ8HvIdqSf8W0v+6KdpdAN5fb7sbiIPerWd0Gbf/0fOl5q3pDZRgWnmDEyTpDKiEghOIje4Q2byJ29hSwI6OpTDRDef5eXAf2frQjfL9Ntk9d6eI9RGFwagbm6R/A4lwcMK0zar02XUGnF75PRNI5gEdCr7zlEsPyUrlToBgah2Fn0rGuutD9nHnPBG256czZnet9X4HzU9L2A7h+aMtC9WJM5ZEAkk4XDpEjlD4zALVlcRZYbAAi/n3pukYq3FrbP+exibndgvXE5yBug01d3eExGoYgSX2OOEp8Al1Bj9YgH5qpGyKNU4Ek2owXQ/tdlRQQ9X7ruLFl0VKT+Ft+/2S9RgsnB9VsGEvjFnMTRhg9+i7dFxZ5N8tXtDZIpLD98nuOEaUAZF/1dMKiacKqfl9rEdGbEgqt16XQ0KolRa56RLBHyGinh9PPZolC4WTG0428GQ/DgVs8LXN5Nmk0Bp0QDcF+2dsPLZ9rCFMp8BNCHMubOR5EquY1oiiSaeln9nNCJznQkKADAOMxsg6CdqhzcMg44tRyXzSlgJQ9qX4Hu90L89k0tWIjDFLFHWJPegOyRI0wctj+R60smH00lFCOEQs+uLGhAgT7UaGDQUp0Qefg4ySsr5tUyb1Ncr96mOSFGalbIicQFXm3nxCatlISxbm9PO9XZBKUkdwlpjTdIbIiNhEOjQKSzhaw8mXReMt37+b445GSZr/h7QNM7l1V7a574aYjV8ZA4Hh3Na2O5/jGqMLqT33Y6QyTHxZ56XdGbEdsAS/da7Yj7bS69T098WZs40+mWWpxa4x5dTF908G3Ie8zYUL797Kk153w5dJ9J/Y3zulR2LcncXmHsu5zb/TOLk5BTtH7ex7PxPxoag7Ufp8xxxQg/zrbjzSu/xkiXNeu3xBMsvdusfZTmdTyB9OX38OM9018QgHGFnPlflcsZcFuS3UqaKDMDEy6pHLunBZr8gwUceGMKDzSDtUVgZWM66qcF0pby8sMvMgZxpK0xJ+wgWxRrm60b49TnCtDAdhqOH4koUyC6wFO8F6wJE1Q2E4VOphoNmKqdJaxeaKMiHnF5Rypk6zp1mYPI1e0Uo1o67hzhoVDgIvCjYKtQyM18LYoJrCTYHTyNgMXZXDYeDwcmRuM/OioA1ZG1JhkNGd91dQU5o5L29r7KOySxUqhg4zNirXdaKdK9OhMoziEQXTgKqvq5pitqBlopUT2mB9eGAoMA3uiCgK1pRVPdnn4RA41fcVFqgXQ1rldKhUg3UWmhgcCzoI1AHqiA0LOig0obZCawMaRSwVqKrIdcZEaLWyLsb12ii1MC2N8lNRhR9GK/R9nrJaGuS0n92++ROB2onOjv+kDAn0mgGSfDrTGKw7IpOHN2T9nVwGQ8iBmdov+X6AdMIo6CQj5Y6dXAU7gGae15B5SERtyl45DynPh6zcdaJ0KKbhRDc6phWKF7GWfq/0eyS7FUABiz73Ocup6EW4Uy+o7kBoFgAP3RhQRyrXWAvBU1OUoHHpWPpw4dPxnPLKnph/2Gz7iXXdfMgWKo99zzt+rBlFF6xBG8JIXCqlCIVKUaEVQ6eCXArSiuerNud7izUKjcpK0YGhOc1eTWhV0Op5qofi/GWN+zTkrSKD0/EhBJHZsGYexVU8RbDKgjL4uopi4inVOBZYQS/Vl/gYUlP6nnJdI9WhiUQZtRWYGRgp4s9UaSyiLGKMFUp1Xu0pt0ZkcECXO5Aa1VbPaDP7HtZDCT5RqLKL9igu/q/qeMpB1GvmrCOtZcqyyButQtOGtpnFZqplSp5IKThXbFDWUVFrzOLpTH2bNnfg4Y4qAQZZqeIoWTNQVdQMGVbqYUHKgMjoqskslCGi07r45I5AKVFhzjanSp4XWTPtyo+1AGpI7QdvA/yl5J4R4HsGn5NoCA2JwuwQ4KqkOxlRQkz47rhkvIT295SQHULGSp3TAkwmkU4W6d/bvj5M0mmxkOuNlEUlaIF19LxuYlM+T3z/OADPwWU5Xj/GGfWWclE+s2xzngJW0rCcO2Snvy3Rr7RnuMHf+nM/JDBBo1N2wmm5R0n4Z6mtbEDXnNWkrzm+fKY7PHoB5d3CWL93p7vFN/SrNe6PiNs0cP9Esyy4nRkDJHXTnFeezi0aPK10ftPnp0dO7Jw29nSbdh5gLr8E5j6+3sCFvlv2c5G8L/8KqVc2W8dTWT957DaP/TnBn71j7th+4szJHd9BwdnKbv738vrT9UqeYxg90jEPUn9LjN1wcGD0yRhjXkK/T0ek2Qfv/XBWsv+7M72XT7p9IEFzGSlXtjkJ3dNVGmGbVQuA2iYjbFE4xNlmt3d+XhNR6uk9493K8fgvOfER7bd/y2NTznpgKXd8MgiH6YJeJubHihwmbk4nRCaXF9aV9eGe6bVw83cT86o86oq9rPDrG3Rs3A+FK5WH6cR1HXl5PTCuI1MbaWoeoTBAE2O1RrWJkQMHu3DQK9KMZZ0oZ8EujWE5c6dveSfC68HTCt7qhRfryMsrXOYZrmcWKXwjX9DKgY/LgMjKWYVLU072lipQDivjyajHiTKN2FiZxxqggDOHdsvheqC2hi4L1EY9CefHkW/f3lGPA3cvPEX89foOOyjrZwWbjPW4surKei7YUrmO9wztnhd14bYVzuMdcxXeLCttWbnOM49NGV4I4+2AfXGL/dmnoI+U/7bRRngvj6geeHV/RFfDzt/AYWIY/4yRA6s9Bv7uiLTC+d173r1b+fUX94y2MI9X9NigTcjjSD3CyMwwv0fuv2SoLzkOMLYjx3XksVa+aQdPlTs5gPihwbEIN8fK4Wdst5/vhOgxmoku9QO01YiIlDa7gj3dk5xFgXcGKsjD4Vl+O1GATlgkcrKmB7TnpOvvTAIrcRqT8Tujt0BQWhxiP+Ya/x3jvh3bSEmLFNbzHfmfPZHJAi1PiReJBrAgElJijjbi5GNM4hgefmMjyhGd0GsndGawER0nUjVIkcbfmd/W84F6j5MRXeLFaVStu7kVJNHfsc5ikZu6R2ck8Q4EFmkcTIYRXnEj7klFM4SlTNvT+/4TTTzM1ebwZrcZFIqtvg+qG3FLVUQGVKEt1VMMTO79lWV1I/kqjtwfAqW/ePqGshZH89Q1RucClUbB45oRD60FIsnD9j3n90xH2aVwJ+KpDmqjTp7H064VVc+bKUVcIcGo1zU3jBsAB98TYiPC0LPraFP3cq+eu9YjPwTGyMNqgTYRl+AlxTOzCKARbHSWqvIQ0x/r1a4xl49QPEwYKhws0L+uDIiNvn5DcSNGaVhZ0RQWi/g8rlHTAQUW98kMkWeYhc2IJiAHf+blDWaKlhtEBmSKGhelusFIr44EqooNoBbCT5EovBlrbgKLG/9siHOhea4yHunnNOs1JWQOmlbd4GEhiCLeP22Kapy9egGg2mHT/8UCuVkdZU+SCsNKnMPoW4loHJPZ934TihWvmSFZC0BivRcoQygZB4rcIrWFgzgdangIC+HAoiF6jmeM3bAAHsrvHfPcq54qK0KozbA6gFWsNtQ87y4tDBKFjqTxKH+/R9bVFfBOsTzSR2QG8UgCi3zU3TYCgdSfwkFQoc2IzWypxzJXt0dhlWqU0jAqygtfP5aQ24KeRuoXjci9nuJgWH3fRyEskdX3seF1NwysxPyJOx7dkSmkc5vuKAslsj6yF0J/Vts5VnwSYv16TtJ0quQGMjxtSew9YRfh7mvew+RTuC2++9JonXVtXCXaUGO+5Aq1YsXDSX1HJY+BXkSmJNuKiLcSBqhwUHR+v4VhRPcD7dOVWNkYcPFepZNcAtEsEQHQ9RaBnnPeJAok74T/NNKXdNYHr92lbPOkDg2xsu1hHMkn2vA8w0LmQvLczeb8FbwoGAJRg+QpGmxHA/r5SMd+8tgnm4BeLyfklU3J9rnbtEVLISJQ1/xh7dCQoXD4E4+4mwn/3rsZ7mfnN8wM2jhppd7B+lKp65UyL7QRrmpwFfTbwnpduIzv0GKsGT0zFLQoc7mia4PfT7AUbg9GGRdmvXLRFTktyKAs9wPtfKKUK4UL681KOzQYJ6wcvFibjJhMLPUFdhHszXtsvHL9tGJ14ipO90/rDSLC6+kC9ez5nrVQrreMbWKst4ynI0XeIjwwHe4Y6i0yvceGhbEIQxXK+cR4PyGtIutIM+FqBdUZhteU1pCLr9dpnDyf/OEcBb5fgVTGy5eUxzPavmYZjCKvwE7Y6xVbCuXYkGlET1BuZkqD8VJgvcJwZSiFaRrhWBk/P6ANLo/GUJVbCkUL8/sJXYR1rOikPIYeezkp62AsnGnzijEyjLcUq4xzoa5XpF2Zbq6MrzyYbX4o2Lnw8KZSxgPjy1egM7V8w1oXfje+3er8/FCTQBR3lOMQBCp1iPidRf6aeI0kAr5eCOU+5WH1mkH9nOz2fNAN2acp6vf1/7AZZdIwMfj7yhVk3WhJR1tuAJseydXTWhrdQC6wybPKVssl37EZihylKB4RZiGbp1HQIhqjxD129qfUQDsmGlWDHgc/NJtirvfGRtgEyLW/28EmMUaToIHWS9KhUUA1+ifmUX7Ob/0+T1OZPCQmoDtpI5Kk1P7OdK56etUt2q6DVQbr+s02TwYlZLdEZP/M1qx5TvaQZc0aag09nuG0UuyALCNrWVlPRp1mjocZmUewCauCjiO0wnxVj4CYPOo6S3jUt7H+dwtaBbscaFppxwmqUB8vyDpjJ7BbTxdXlgL1iJUBO87oyyvj+cDx4cR6bczvF2SutHGiDOoRDyGiiQn14rW31nLGxBhvZ0aExhGYKGeQNc4aA3W6ouPqwS4TtFZZ24isA8wjoFRrGIXZJqwZbXyAcaC88BoQpoP7lFbPKX6Zijsp60rdpRKqtYSsGilnS0VqoXKl6gOqxkOzLjPVtjDpihoseESElUhj1fAaYI9+1oaQ49rR0NKw8RGXZw5oKV7zoq2U1esRltaQoqzV9QDaFdMLulaWZaLejkyvbuCqcF4wVRa7uFw0HH5yq3l9DKNaRB/IXjM3tlz9W5RStwPIcZNzgCJL7PojGYHjMkvIU9024dEH/bxF3cYEhHYgVzgfighuQ/B+WO9X0tiK6+y5goL07BHHOH872wTmcnlEuAoaaQEtSYjva/EdiUY0uimu5QT9KcVJHWsAZmLaUlbDnCZI6EwcycgpR7GfnJ6YO360O0Y2y4jbJWIjmVuXiF47ewjnmjlKPKwLQFpSQl8pN66XRT/NFhyNn/JkZI6QfK//FCrCIdTOcBlp6wCojD5xOfPY6eMPNa8H6pE8QZR97XtPJeYqogtJ47Pr3M6mJPjNXod60m1IPUMEiVRv6TDRrJGgoedIgsRCbwm51CSN36HbCr2v+Xw3/G+OEuEU40xQwrwJ0NFXkyH2ofZzIJ2f5wruZQLd7s3Po6YDsdeT33jX93a0fK+vsRB+X0t3jGE2YO7KRCwdS352vb7Sfj8S52uKT/2sehCgYRnx3Gv3pZ0zHAiMzpNJZx975SJGkVpc2BBizj1zgIXtADbA3M9r0oSb3x6YXg+sH91znuBl/d/wq4/+t/xOvuadvOfzbxd+880b7ssvuK9/wvDyK8Y/WrGXr9FP/zsezo/87s09p3bg8eORMt0gX/xLWlXe6ntUFuxfVbRVXvz2xCsb+Py/uHA4Lfzy70/wjyfevPmab8YHzjdfs/ybex7aK67tli8eLsjjwqEe+MVwy++54S+OjZcfr/zDn55ZHwZux2+4m19w93iHHi/8u4//jkWU9y/hWl7Aqz+BcuD1u7+E9Z7jYeRUXvLFi4GbkzDcTRQttNffMD9+BZcj0zIxYUzmIKDyYuI8P/D2/A1H7nhl/zsOdwfGz+4ZuXInX7Hama/rNy7u/PaWsQ2cvvk3jE1YXj6y1rfUh19TtXD+N5XlkzfI+f8B819T/u5fUr/8FR+1V3xkL9CmtOvITZ24efH/pl4nhtv/gnE4c3P5llIKw582tICsR8pyw+HxU6pMvPnYuFbFXt8yW+H6xxOrLbwfbynnhj46GOn6p//A8sU9p7s7jjc3XF8b9u1vuAzK6+nK3fkFp8svOYwznw7vua0jy1DRWri5O3GoRjm99dpUP9H+gEiIZBT79As7i0AncOmh212fSOtu4E8FfCM2PfQJImSyIJZFUdvuYO/flxyQ7fOuvNiuF0kS9kaxvWMgjSRCVoOXjuzNJwfZkt07O6pqe0QiQZOMOwIyFY185s5gIkGkg5nak3ncmPMWHCe9P5uygxuLJJ8NHZmflqJM+dHvLsG8Ax4SOWglUrTARsxIZpMD7UbL6GdHafo4Jbzc7vnPsYby1vv2400ShRDpbyxy6W5FtBSpHtVQpKHmhlGXscxR9KtuTgjEkTEIqBsjSxSZtiHTAvh8WDghSAR0RDCIRD7kDDunITQXFEy6nioSOZl1wBb/zqc0DNqqwejpKKq+z3oB2TgbbcbDkuN+c0W2p7LxcvWOahpwo65XxvJ7qgteiGLVUwUJY88GJKJIWTwnaoyjVPPnLeYKQcy9RE4oSyGjBLMsqRRbLG0ySzeiu7E9QlSzeGPuy3aBtmL1gBXP4S0UrETaJls8kqa4McAEsuKKPy/QD7nOmdsVKNZ87nWPSvoZLdF8a9Y3KR4JG9FFJp7OwYiCu2VFyorYgIRwS5+jQFN4/qjYM5vi736AGItBhp0WG7d3lxQu4gxFSh6X1SoiB6TMlBLONJMouhwCqxCCfIRlpqKUToZeOLP63ih4VEdLdJaEwJchsY4A3+QsCxnKnyWqZCHgXkizo0C3SDq3z1qwhKTj7kjtCPNw+IkUR59FYTW/OQwjRYEB0UMgt8LwkvYos46y6iHT4SCSmn0rpFFfdACtvhayoQL7szonkYjsTZrYgun+NH17st12bIQkQ0bfRx2dFddZfpfFTfd8r6O3Mjw/3xL0pPOrXaqufHAoCRk6LXuUvSUvKI7cs+RNYUALvpgB1Y4W3A0KYv8lgirHvuPJHVEcc4k7v3xt3JFtttHKraXipds7t3j16MHGN5PWWyDxet7ffaiCaTgiCmjdApLIuYc0ePb799O1X9N0qPf1hI4vy6g+jC1yNMcUM5cRit0IsTt6P7PWzTZV5s7rUak3bmht74w2G+OqlLZitmBOuigUZPICg6Wt2KJoM7CGLgW9H5jXK/f1HV7o+wYoSHFE7ioOGpD3FbkMjJ/PDJNybQurrZRBKUejXSprGShyochMG2fazRXhloUDFs4NlZG1HJ0HPz7CYWGNqLo1HbfXIyLC5fiONqxMCNUqh/VINSjjRBlOlPIWkZlhECY5sEwXhmPxKI2jYA8jgzhiqCwjcxPOS/G0fBRYjXJ12WgoA1LgemiePm46IkxMbyrlopie0bKgckQZsUvDHvAIOilwBBkapTXKsnpxztKoVRiGCocR+/hAmw2ZLxSidKEKba7YItitYbWwBGJuHRbaqDRb0HX2Iq914mATtU2Upog+UI5KeaHIQ6U9DLRLYX4sDMeBg95iViItvHJfLqz1p/bcXvFwpb/XqbKQN9Own0AWFbpjIIz8iRztB+kpOdlansUMn4jzQ8hcQX2cOnVnpQtr25nb0co9X+s6AztlPmhf79aOFvZhb2d1/5Htx5KGQdulsLSK88il0+Rtnj7QdxIxipHO2O7ZlEyfmuPa8fw0nJmFDBF90hhbOFrcWJT6iG3D2QjbbizeF+tDT4pb+hx2R4MLcf5V/XAxcz2WGNP0nXn8sWb795BOdcOGGRtmmCt1HTxV2qiUYWYYzg4mqBNtEOwg6Cxw9m25xkIPuF4hj0AxPzNVWNeKtgk7HaEUtF2RWZFb8TrcSwm/z9F/hnvstCBrZVCv2SIXBS1o9XowMoYB0PCUnBfnuTo4gGU8NneurqOz36Uhs2ER3SmGG2Bji6kNNB2gDchcvewLjUahWUVtZa0LZUhbvGBrwZphq8/pWpzOVlGKKC1MvEXiP1IxqV1eLTTEzqxaWLRAU5fVtKF6pZl4UWzbIn0cg2A+Z2bUaqEqhB5cZj/D04iVSlsMXSO1rDWKra4PyuC6geeRRQ3aYgxWqIcDos0jgM1oS/MUs9Ow29vf31SGcA6EHN/P037f5U7cy4E1dpB1ckNERPgzHcBpHeyRwI/iYKOO/M9ngaeDs64bSBTQlYjyIqMbUqaMzeC6/3Yu42GAG9F9nACKhDHfUyh1gRq3z7iMsEHfdqCVSIubcnLaC9xo77Lnjgz5fIUsm+Tbuybxnfm4bUDEo2o2Gr2RPaf/IY+joZ+nvSdlzEK1GnPmDrm0zWwpo328kutMzEOn69s+6TZzfIwSH6QYL7pzUscqmghDAmF/pKW9rYNcuu1En46ZlX1aJpMt6kK+A8Ir29x1Up78IZ+3PVuCd3udGd0dkXSwpYNs94g+S9n3jBaJyPgun2eKqNykAVDopsm0Ha6+z/cRLh9EJubKbUwoDfsfzmoChLf56Lp19nwna6TDrOdESP25p94NW1C/f0cJMlIi+K/tshW4OhnpaMMeoj1CJMYloe+Sc7Mfjjz9q8s6KfHsU0Dltd/Hb3+gmTC+GxkvhVZm5uOFQ/kzXp4+47X+O4pduF0ufPywoOPAZfyIQ33g8HKgfXph/dXvaG8b7y4r86kx3MB0e+D2j76gtQuPX39Fk5nlk0JphVfjxDQWbv9o5XDXuP27F8i7yl88Lryujwz/6oHy2QOPbybuHyp388rLszJMI0O5YZWB30/Gw0m5vlKOw8Ldw4XDeWKcV9p45cvT16wDrHd3tAJy8wr0wPl+wezMXR04DCO348DdVDkebxjrwOvrtzycH2GFuhjVKlUL9VCox8qjKY/zI9VeUfkj6rFRP3+gtnum919i7YEzX1IaXN6+xK53nH77JwzrgfKrv0AOF+T6OSIn5k9h+dNHDq//nvrw58iXL6n2KZOOTPqS+fIZc5s5PNwzPPwj0/pLTtOfcqrv+Gh5hwpcPjIGM0RHZJko9yekTJxfDlyKIueRhUr7dESnkfl94zI3ZBaoyvXVO66ffcX15sJ8eEGbJ+zrj1h54FJnjlKRdsdQ7jnpzAS02rChMJ4GhqHAzRWT609usz+oMLVv5MyHujkGtjC3VAKG/r30VAfJlC1ohGxhQmlW3OVmsyeHJrzIjL0X3WAfzBLcELoZaQyTDFnOQ+iqmz91dUGbNOLU3TXprd63nQD9RBtSul6zqSvoDsnYo0g6w48b9qHlISTINsJQetIohBug2Rmb8tJOrBR6Qa9xRwg3xm/dmiIxNwsduZqFCuSJ6sUWspiMMBChHwpZIVWkYWtbXSeyQuad5CebqRNrj9w0iPWyZQSdkDEMia1gS4QMH8IINef6VEfMj+LFdMoF0ZESuXANR51TlhCcYh0W35trjdREsc9MXVnpBanXgjWBNlF0wsYVI5QnqR76O62e93cJpqKhLBd39pRgshJ5lE1XUI1Qa1y4L9VrBoQAzxJrIrGXhhJ5ml1h1x7imqkFIlf56ugXlgcfUx19LZeyLaH4HjLUQ8ZtQLLSZ1G/phVqG9yZog3KgNjkQmTJdF8WAmzzXa0j1usSgFaPbiinW7qTJYRoaxHlIIKVQuvGUQVGdwa1hrVArufRTeHkGvdG7Q8rfwjzFcpwQKQigwtLVlockZgPVlBXGKxG3uIyYGaoXTELQ20YNgTxlFVmnuNW3KEjksIPXenKSBcbJe5PJKMP0HNG3gVQ0w3uJhdHL2faBI2zYt5nq4dOhhLVnrk0PYwzaELx+fQCKNALNxSwpHOZAzNPdk87FXS3CWahiBKOvhCoDItz7WPvexuhF2pUwFYKnubJMEwmsBrPhVIeghbgSn8JBK1e3KgcThWLmi5StNM1F3Y9/79p3FcFKelcD+yWmSuxdcTL5BZM3EDrY4moqVKib6HY6V2nez+/pRne13xDwEFK/KlMAmzFUpM27fmbt84zQvHK8OEuIEdx5VT4rD/T4jz5PD0dSo19taGFnRcHb+hO3Oh/V3B8BP1as92OhlQCNqUqBPZQDKQrXNYVAknlu4aBK5y5XfzXFOTbU50qJ9ZCWSyKhKMw9a88k5LKUY25CwVIzJVtDx8gHBn+zG2tLHSZFEjCySCy1aWQnaOhXyZ9H8Ri07dB3gvdWW1/4F4zg8u5wQw6nkGujO9mhktD7UjjBY8RZTSNI9M0oLcT+vEIujKo0sRYvjbW9cq1vnH07PQ5usLl/UJR5SUXaI31zcqywH0x9KjU0jjQGF5VylSQhwJvCg/3Bx7PBSkvKdMrhvme4f097XJifbxhHFcOh5lWVlTeYdOK3j64W2cYQZRhnCkYExcEYZSJYgfKgzup5KMDMg6oGCuNm3bLgYHx5sBw1zh+doDPPubFw5GX72+Yx5nHV1fWWZnPjzAXDtcRHVaWuzGC0q7x+4gxUuoZRqWNV0xWhjIwcUd9/zHtsXC9E9pBmCrUE8wHYRkEfbjS3p8ZZGKsBwZpHAZPkTXejugK69+/p6mgrbAWuFy8JsnjR4apcTs+UkxpXw9eO6NV2kmYDgvUK+v9gJ5BhkdKNcZp5jitnM8j7x9OyEWo74rTtpuCHiuX43uUBcaBKsYLDfTrj26yMD9I1FvRdSfX7mhVw+kQJY58HjqPpHXRXlxGE/Uzbe5wdheMeT0fgn4hCE/RxqkLuCM5aFbWTmBhqxmR6ToG4CZ4XMoNKWtFaowScmKkB+wBX5qHePFnZ7FrG+m1XLxX8e8VJNJNUFzOKmFEskwVmvQsadLFeXnWcuvELRw/aSDR1fm2Bfo5kNlCwdMq5nwPIJPLDSWBAwFWKFHjrQO2JnqESF9r+sqarAFA8h9/t8Qt5jJBmUCa55gHB0tgLntojiUMsWIxhxtf+9EmQnlxCNblspZjJQrSThQmbDaW5YK1iaEdQSuzTmATMhxdHprXyIQZTpoATNRBXW6ZBhD1FEOGp3lTsPkC5xjLjXne72aYHlgZsYsi7cG53XDAVLiOHo1cV4/G0+kRGaDWOGeL12m43D663PE4+pYRrznT5oqpoOOCjUrVDfRXdUQflfmsrAbNFNErRa+YmtfRGxSZGlWNulREYXx3gQQPmtBw2fVwcR1FxRzjUs2dMWVGykqtRqkDWt1ZUlSpOqEDyBGqGYMtLo8NLlO1y4g0o56VUkAm9TN943txnRxwMtgVMWPVAaVQVBmYqSoUG1mK0EQpV0OuwCJwrYjcIOWAIJRSsBnOX99TmjGNLv/WOmBS0EzP+SOtRpStR94WMuWQiNOPrFeAuVG4dJrmMoFFVFPGCBkjhuthjjhfKSSC2UE/apmtwPXqbqwXN5B3x2LICIrXDhCrSKDke32qAEQ6VkVpAU50+0tGHCQ9BdGsz+Co74yw6vK+e40o4pHYZrM7vWWTLXuzkBFL2Fh2tAMympWYVxAWMoLKX+b7MgEJKc9KB7IEsKSDA9PoO5JRWptTIev9ZApa4p2+/jV1DxaeOIZStjWfY9fhLXzFmSFilyWj1+2BrV5ADQP68h3R9MOW9qkeVdwd0blPFySiCixAa0SkRRrsM1rBIwDA+nuly5vuTAv5VUKulwSuRpq5TEctKdLv+HlEsGSkCmEAT7nebUvV+U3PqlKQdLZ3ME7WV4przG0x3caWcrotWE8Zzk4HCtsHivPE/echl3QHSNl9Z7vx5ucJNvT1EzNElsSzsfvl85Y6S482sT4PG2wybJU9siJvXmMaI8LlSfSoA9ss5Jpt1tPBNu5kla1pf7r4/fv5+jnNKtZ+w7IM/LtvXE/mxX9gPP05/1Kv/Jkpy83Ev7+d0PGKjb/jC/uGP3v3nt8+wp//7hOG+wP/xdd33NiZz774r7mcPuKfDiuP5co3N3+NDcLLv/mc41r5+E6ZDpXLmxec3wlf3v8NbX7Ply/e83iaeWUrx8fK+PVXHF7/E8PhN8jH/wLGCcaRj8cH/vXdW8bTDYd/+C8ZLwdOb19hj8Zfv36Dzo3HX9xSVuX27ZWhPHD4xT11MOTmI2w4cfqHG8ZL4Xr+Gr258P7oEcmihfrRLcNwZSwP3K0f83L5iPE8Mr2GclTefj6j4xve3fwV7XHixT8dmObC6fFzDsPAH7/8ayZRflNvORwax1+/ZeXAu9sDcxG+1N9S28Jnf/Frbv/plvbwCcz/Sz56PPDi9Jp3t0fuTwPTZeXmcuvyw1uQds/hk/87Nr+gPPza7UGH3zHKhV/WEVblt+tfQplYPz5Rh8KL+WtYKm/f/mtuZGK4/D9Z2+8YbWR4nLk9HzjNXyAfN96/fID5jsMnX/DCZux64dXpyCcfPfJ4fc+3799B+YjH9gWLPXJd/5zzuPBv6w2Um5/cZn+gEwI2gTAN+P7vND5IGpX69ylEhtEL64cpbBd+6CQZgGzPtB2BkeyuM/g8TLa7vhNWScO9G9s8dCr7NeCFMXcebnaCbhgP/InhwBCeGHV48s4kYPLEJu/GMyeupRuVdmjHPm/753339560SIZcJ4HOpyaaTFwB6vAXNgHIMgT7SZqOJLzJLNNhE7MpOQc5l9vceO+0CyOO3E8HRyImAvkhjn4t3Yj1XYL5Ycs9kv4ZzxNqmB5BkykarOZdL9b5m8tsEoqdOPEsjURXJaIgC0qnRzsRvLIWzMQF7Qw9FFBbQBtSR2eoJm4wXwdobgjJgsnIgJRGyTQCixsq1ZKZhSEv5yvXSVs4IWJdiyN6ZPAxMrcoJOgCtAwlFLUwBieTTkcEmTqqIHYANbTNIOKKEBWPXcYnrnieWk+7lcWuvF5FHhNpJRTuLEQYaEciQgOPBPHUIpE2zI6OqNCtlgCilDo5i1xWV35NXTGN6AojjKiJXCaEKbUtC0INdp7T0MLAPUR6pp+T/qtvakHq5LmENZl/IpM81N0yJVIqFyX2vqyYrZgNgRyK+jQFslinhVG01CC9tUQ0i7iTIKJ1rHpUlqwNU409KL6GTHjR6tUVlWIBznaBz9HMSRHL5kQCzJTCNWQ2V0Y0jQUShgol9mUaIOKMCCEYJW1OhMsmFlkUezBxh6pFjZTMOa0hPFeqK/eRbgpLY9Dixh1rjsTcR0DogJSFIrO/p/kZ1BDqJYrqJaXuQpuEQaODQUNJaRU00qR1yhe0O2l6ceSYp/bz/el29EBipfCbER8h6P/hzZ8j8f7kDRvtt92VSaPzvvyVqCVIeuCGbgkFaG+yln5rMmEH4JT4KhW/vCSVqrwwDINGKFTkA/x5e1Ym+2c86UG8fceX6JotT2SA+HefEWcKZEBVpl/a9A3pe9T2q2vRj85Lzc9mpCdJvifRXyfPto3zQ+eB7acy5t7a1uXet92AOxIxb9wUrn5P8vMnzogEWeSkGlsUys9sBsvcnL6qK/71MjOclVnuUO5YyplVvAhyrQdsqthNYYj6Ke0Rrm9gYeGx3lOHW25vX6BXY3n9jqEpY1mRdaU8KDbDpRhtNBbxXOL1plBPAu9H7GFAL5XrUhA9UOQAKwxrQ++PLG8m6gsYTwuURpELelzg1RnWip0nBKEMrmYPbUFMGOQGrFKursgWc4Soc0U3kE02MgxGPSr60QC/HLn7/YGP3x95qEq7OUNZua5XpFUGU1ox2m1FZ8UGddq9pFF8oNSVdXB6Nkhl5MB0fYU9HLDpnvN4ZahOxdsgzBXaZWF594gcVsaTUifhMAgl6mK0daV9e3G55uZEE1iWBgWuJ99jozwwrivzeaI9VobTEZFCrV5M/nxdmB8KUmdkWKgCw1HQa+Hx4cB0geEe5FDghWAHZRkvGA2rlWLKURs/tds2fhBoU005a/iAFiT4Rnb02TYhzjICLeixqRvX9zQmz1qX4TPNajpKoy8dzBIGCtuiNbYowRWXWSfcUb88QTonjU365DXIvs8NGIa9MGqaJn/I5yR9Dxqb0QdSiJBLn5uICEu53dOAZr+z3lFOaOoEEnOawLCRnj6vy5t5vbocKwe2VHsxx6W67NkNZqk7pYEnnrdviUC2dbeGJYaZAIoast0aPDzuU/1AFg7+Vfa84SeaQDl4QWy9X1xODgd3tRHRgbVdWZeZohO1jSiFZoPLIXUCW5EWukYJ3mFO70sJLjL4WnYqfIh/Pc5wbdhNw0YooogaqxXUJmS9INcZORRsHTBT1sGLJ5e1oLVBXaL8l3iKMZuwoiyHC6gwPNw40GNdMFFsLqjCelKP6F7XqGHu91uDVT12WX20fp77VjI4eGLV0orjjM4zXnXGIwDn0ffruPq8XAsBbAieXBekFEqpVBGsNLQ2T4GnAzIZHIzSjGEJY3hx/UzXSlmgXI1SDTmEfDz6Ozg6uE0uwabN09KKeqHqaoViwlJAixvqZIGS0avjAKPXzyrSWNeV+f2VWqAMHuFVBpcxN+PxD7ciSf8yWjdBPb6PN5nM6VXJYvCaRmI/IxKyugUNtNBXC3swTBp9w5gqIGSx4wQr7GS14rvSrGIMFEv5PXSVndiQgA3teeRz3BtY0Y3Tg99mVxLkhuBOrJSfAC863VhZaSxIAI16PRF/aMxT2DVkJ1cBPfLW9n0JAE23bYBx6PPm43dHhGUqabzwtlLDmVsR57YhAXvxcweqpdNId2xFuqypcV42idt83WyIuYkUWAa9hkLYY7b9sa27y7phm8lo8Z9oEjKxr0eCiYQ0eftJTJvPbom7bpB8wQs5d324174sgZfbgZgIWo7Ra6aVmIMulmfUx+7MSDqgU+bN3ZWbr/i8W6YdDYBrV3Qqm11uBxK2DZbsvdjSM0pGMnSjfcr+wTv7POzH5/3f/kqdpneEjKSwOF8SAIlNK9ucGF3nxFPHeghc2DN2NKXbTCNtY6932Pn3rrsxjp6GXhKoJWx8OKLFu0xh23N28+/PbE+/+8lWUP0EXY/8fp45y8yv7v6OF+M3fKKvuNEb/mIa+d2hchoXjuMbTtzzy8cL3yzw/nrHZ+cX/PGbz7m9/S2f/erveH14x2+HL5jHmfvTVxQd+eirTxkX4fZgjBN883Di2uDt5Ruu7Xfcj8J6A3dmyKVQ798zvn5H/cVv4O5zt6HUyu0088u7C+gR+fYz6jxyeLyhne/56uEfHP/bDozWuHt7odQrw8cXB7VOt2BHxvevGN5W1vqedntlOS7oaNy+KhxvJur0yDA+cLi+5HY+cLgMHB/h4aCMdw1uHrl89BXlyxtOf/GZ1567vEQOV8YXVw6l8XlRjkU5nM7Moox1BBPend9g7R0v/+nASVZ0vkXWiZsbZTw8cHnxwPLRA8d3xkmPXM2Yz41mX2J3fwX3f4K8/s+hvsOmC7XOvDqMzIvx+vB7rE7Umz9hqJVTeU/VyqvHX1LtE9ry/0F1RuRMWYzhmwm5P8L1HdfrmfFmYLp9xeGycndeuL1Vbj67sr690N4+sraXzPqCRWfW9nuuzfjm5les9addDD/bCWE9MsAJqfVb995II/OuxQdsSnYYlmD7LF2qeW7iIKnsC1oKRJqYnQYT3u9N2Ulj2Z5Ip9fcb1EynFooFInK8fFJrx3RKaw4U0yd4YkiQlcMEqG6jSsYVfZeNkPdU+NRPm4j0ta/3wv5SYi3l1gII2S4NuHcsMhZv5unLYrhuF9NEvklnSm4kberVDYHkYQnIYFp4MkrLUl5IxFd+6gIn5IQqmTZhKafIIZlCOEsoxNkcuVlcAO4qWJr83zNmnU3CtgMNodQOYVeIyFwtBBWLi7YDmHkmQe3QeEKUzI+kxEPaW+hK06hXG2zqAJyUEpx5FkpLvjb6p5trZ4bXYZEmizB0A5kETl2yrRE+pfCigWazLLwsnmxZmnuWLMq0V9zJ8jqQpHI7OuWyzD7HNgIUoQyugJbWiA0aih6s6dNYLiGnS7Prwt40vwMm41YHRFd8dBfSIS453/OtD1eQBQEqasL4gioUWenCVaigKAZIkqLc1hkoUic57W6c6QoSuRwrm5w8GhF8xRANF/PEs6n0fdrWezn814DaZViQxQY1EBgEqg9Ym/IdlY0ha4UYhqUK514iKNAnIY5UtPmoIUpsKWBHHfk2Rr72V8Q6xxCsxQscru6MyuE/hCYVNJ16M4Hs4VUWHwtYSsWFkJzCOLSwIukFxzRuULxlEei4htew9kgGgpRDeRGIlM9fYt3PehpkLRErnqxzbAgWyGLZLtRNRWhQPN0h+mCRdF2mNB6gytTzVFhGfoXqaJqhssG6tKq16XwfbgrOK5XjAsiQ9QZiZRnEDUfcl3Nw/ZNkObGsU0ezagB+fl7re+5fE46ENpuXutOhg0BnwFkZEPdJIJNOr2UTLeUqVOCTnQkV6TH8nObz0z+2Du28dgIl7Yd4o50fmsaAINrRzqGLqwHwjXRdZqIqs5xU5FNcWCnuEhKAlsfviNok3vEP3YWFUolGV34AcIx0rgJwT8yx3OGdosLtr79QpGkxrOCZpfclyETZSRgRpmk08SSx5bopvRJTiNXn4CYQ09JF1FWSEQ+hLlj9wzJCu8/twkMA8gg1LtbpE7U8ztkvdIO71mGB+R+YHocWMaZ5TRzuMLxHVyWynrxgtSzKtoKth7RcuBy7wrg8VAps3H98oDNI/N1oKkwlo+pMrCsr8GutL+/YtaYEC++/FJ4WYSx3TPcv0MvK3YRdFLKqxkZDL1MSJmZxge0FHR8iVZjlbOvZR1gHbA3Lz0M+XCkjvDij75knK7IWJEKp3FmLMJhOFPLwouXt9wdj9jcsK9XXi5HPrqZuJ/heCk8ysp4uHJl5uHuEWtC+9ZTvw13hdoUKe9QFdb5Fl2FafCaJ2YLi8F4M1AYuRwG3ktjRhkx1nKlDTPTofHidqLewfDRBcrEXE+MS2X62piXxut6hVI5liOiwvLoaLvTTUNEeTzPlFUZX3xEfXlg/ORCOV6ZzzN6XhiOj0y3M2upnEulqXC9CBcxuL2yinJeHBldhplihfow0RTOV5eBSjttZ+1H9pjLz5luYnE+XlKuzRQDQfM7fYV0cnZ5OlIwOgqkbg71BM9oIk+C9hevIdOd5JlKosvLUWMp0ZgWgIqk9wKZOtKjDcxpajgu/FkaZN5zs7sQGIJWpJnqNMeihhgWMiidfEmXD3Zyg3odBslIiEBam3mqRSmRCi+j1DqdC1opa8jtiRgpjjxO3l9Cn1CNiIcleJeAhjMiQBXdiJV0rpNeZfdHyDC5hHUb5xrvEdyRWzXSL9mOrwukw0cGkAOZ+tHHE3vkZzRxEQEESha/1avLrKtHU4oN1MHlp4aDGNy5vCL2SCLmKQUbIhe/ukNhWs6AsRxAcf3D1I3uiDAdoYzCdSyBSQgj7FgdET+YG/yngrTQLwevN7EaYAOlucG8Vderh3KJaPA0Z4Z8xejjG3xqD/XG1+kgIc/5PJfFKKsy20DT1E1cL7Fbrz1XBcrYGD5y3UQXd6y2OfhaqJRtdGPlNLgjadErap6aUxXsXlgRhqlwGCXWQJC2MDy6nLGo+dyWiljjpGffL1PFitA09L65YqXRbt5jorQr2Dow3xzRsTKUC0VWaqsur5eQgAdDjsAg2GgssrKUlTrD0AyrSh1co1V1R82wHrBitMNlo0M/0Czy5aecUNKlnaA3jHSgYhXVMEDbhBB18MIekCZzr72y6RQpD2UufgmwBz1zhBecdn0S0oCZACC/6opHa1SEGc+1HxE/rGRUVwlQkKt6oTNIPFNSGgHjROoIHYRCpGUl6e0SYtEQoETpKpB1sTjPW+7RMNaLRp9ByCgvXw+ziQ4eREEc/e8Om9L74rpoGIHVZXgpbtvQiI5wxLmRzsnuKAhjRtqBJAnJDqAqYnidwQDXSUpkroO4syTq6mWND2shW0r0T7qKoEGTf3zDaZd9UzfwnZPOkzHWTLv8+YTJ9FfkmqVcKjuROK8NnipTnx9nLTuazZaKtYNSY+94XaPNtrN3jPhnnnrQ1yr2Rsx6Opu3KJf6pG+yoVHZdIQdX5Lt2gRxSYTqiIzxadpY8v3Dk3e4rpzv3o09ZJJeiFtSLk9wROxjUlcBzzCS9kjYTlLupQQFumyw1VfNyI/NwQGye8+mHfV6r5miq9toib6lHVVCptpsjD+nKcrr9g1Lmfjqjz/lfHvk+rhw+vYdv/qnl7x6O7G8XDn+8srR3nAy5R/XM99+pfy9jfyN3nG1xse3f897Lnz9T/+Cy93EfHzPoI/88fwN9XLk038wRpTlN29YjnAez8wqHN6OTDefM40focuBj7/+ktv2nhfv/1PMBk7XTzg+nnkYJh6Hwjid+PXNL3h4OPDm3R2nAp+fjIsemOsLtIxc9VN0mLn8UYMqfHP7l6x6i/z9J5T3gr39t4yXM1N9SR1vuLz9inV+5FAaNhXu1lsmJm4eXjI8HrHlgevxd5zsyp++f4E+TrR3Bzif0LsX6AQPdWGQEy/ffUo9Kb//zSdUGfj4n76iXCt/pn/EL/XI7x8+53q94deXGz5aR7755Yn7zyq/f9+4vFXu9CV/fD0wD+94ePWGw3LPZ9++ofLIqIXHZvz76RFpyvTmU6Qaw81I05mH9o8Yhc8uLxhLZdG/ZUX56GS8qCfW9V9j+oJxeaBer5w/u2f+1YVmC02V+6MwfzLAfMaub5Crcfo7WK9Xbq/A+sBif4Uh3Mn/imkULoeJdfjp/fYHRUJY/6+5AG4hkGfobN/8QTT6IYJ9PuROeiQcEUkM0pPcvZxJGFKg9s96oRtJz294LBOBk0qLFR9iN3BZMIAsILTFbFgYGCxT1wRRkCRy2Z+0F8Q/0pi3+Ug24t9JUiecZf/17ln0DzaWZLvXJTLXgiTldckg0/Fg9Jy7/RnuLTU5kN7hDFfckJZhHLHtnWnE8vkqJCqjCxFPxkgggxuO1EiuUOJ5Oap85k8wXvBc7SaRpgasjD6PtURUgmKtUbR2gc/Tx8y48bS6EilEehZDJIqbcnUBpYbAuzrBt+oCS7FEoLgS5zUiDNFhc/ZE2JwCZTRsSgR5xXOerlG8d/DcrYM4g15cICkSUSKRKsayoGGgTSWK+jYKnu7F929RRxRpiXOTxvelwnwCmT0N0mCeAqjhockRlW9FKOJh15JFv0ffB7IKrCFgl7yezvxQDXR6RWVyZc0KnkZppnvlk6lSMQ5+xuRK1ikRc8UIzPNLC5QSaJYUVqO4uqO5KlYWd0JYw7hSyokiR5+/Giuh6uvKAFEEvDsQ7Kf3XN97Vvy9RfzZq0RE7Q4J77qzj80MmsYeo0d5kMp3D+kMJVsN2tmdTEETrfgZ7rUHopi5k7YU3IGaRaphS5OwFaZSjJbG0C6oBqpE8s8UcPD7s66AhrGk5ImNOSsNagMbkHUIHSQ0lKrQw749h6wLTH6WXCGDdDhLSbqTtF1if7egzxnWnX1PKdfnNJ2+RsXKDe7cnDEWRM5OjzJlTVB2T6cl9JzFFmhTucZ7r6ArUm/cEBJOS1ELBTzOaTHX2LV045fnzcYLKyKgW0TFz25dSfB5cnql9HoIhPHfFLF1Q2+F4Uy6UWir1yDJ66JmQFFfh3RWbIikCxFK5s7AmLmNj6czPvqQXyOhOBQ2ZFf0qWQ9j+SRcX2kW/RUHJs8kGhj6+/Kl2QUR+y1vXK1S7Pk/CpDzWMu0+C5DxnvoxO67d69z77nIkdzcjYLR4XFXvV3JJqUnSNjm5dd17fC8LGPVXy/7+Jb+u/u3N87IkQw8WiqLcIlaHXOk8kfQtr8yA5GGWG4OVHGG+p0QYYFPT2yHmamh1eM14HzunCxBZbGdK+0xwPX97foCMvR6WI5H1BGrkWok3D6WBAtzG8m9KKsQ0VLpfKCwkDTR0xXrt8o7bJy99mA3BbGW6WeCsdvz0z3j1zejZzfjJQvlPLZAq1i1xEZF4bpjJUjNtyysnCt72LvHCkcYf4EWQ8eVVEbt5//jsPNhfV6xFrlNK0camE4PlKmM7eHiY+nW8raKO8adwVeHgcOWhAdmGRlHQdPbNG+ZT1X2rcnpFaGT9zIPCxndCks188wGVmbp+pTq6wo42FAyshSBs6yBOZeEVmQ4ZFxHHh5HJG7Bfl4ZmHgoiPlfaG8db73viwMVbkrCq1yfnTU4M2wIqzcv1vRZrz6/EA53lBfPcI40+5X5ofG3efK6eWV9+WGq5xY3wuX98X5/3FGW2MeG3VYGIcLxSbqZUJXY31s0Cp1nbrh6sd3mQSSPmi4hfIOeO0UfM6WAAEAAElEQVSp2mVj501tZ5jeydfJK4SQ9yNdQ1md9rRwBPQUJpHqL4+Wlo7kd5qZKVcSrV9A3aiaEU+OlK1uvMicI9bYoitcjvGohRyfkQXrN2RoykdJ6+rm3E4RudOOkNU1Uc9D0Ot00O/TqRi05NUhs5fUoSKa0cLh3uX7AC9lcWgaYqvLkKx4+pbRdZSSclTcvxMVup6Adr7TeXdP31hjChaXdQbrYFoCrd7TieQcyOoXlASHRerW7mT5ea2syb2CF+mCMbssrgWGigwDWka0VhczFxC7IPYekZEiJygVG0ZXG1d1OM16xcRYJk/Hty6eOpShIbVQpnBTSwnoVxh9hhJb10DNg3RV3HAd6mkDilZK8/Voq0cTD7IE/wvQQRglW6TmKdVzkQ9ypEhlndTTIZnLqhWv4bAmuGQ1jx4fBuzoaYqqCXVYGE6Krsp6jztXlp2yWgU9CKUK01QQMfRyxZrSzFPr6MWXcXxVmA64PiVQZqPOnqJnLQAVG4RBV452RinM44hRaXpw0WeuWFWaPKLSaPMJmwfm2wmtA0e5MKAhk1YHpyGetnYEOyoclVUbZ2sMKhyKUItRBxxIs7q8VNsBrSsy3WM9z/v3N2sfbEbxGoh+wksUMtbgy3WTHxnxFMkB5Eq5xgxhdcBNOgDMwiExsHd6ohl17Oj+Ddkc9McSQHNFWGloRL8sDn7DEBtDJ3G6JWHcr4br+TLFeYzrSST/kQT5WaD//XD4Ox3o5LYHkWEn2VgKgJvvevNIEBJJ/BlGYsJoLA7kcltTdX2QsGFIQ+xACR3CpdqoaccWqZqpMjvN6zaIBC1uUFfYdavboEafIwldooNuw8AbvMnXdQXx690mlpH0K1ilhmHZguY1sSdv/IEdF3OQACGfd0m6rkFz6+yHL6a7RwbnyLoOnBkthC5qE7pFjzwJ/cBqAHCyjl/y0Z29SfbvCLkcSEd8Gu59zMkEOiPpW6Db4Hv9xnx+1NjTrGUSDvueg3nTCbNnGfXtw/T95UDgvDffn5GYHxRw3mcGyMhvo4P1tv2VDqicaqHDj20NDWqzeUrsdYJH+Hlc6VEj/fuymz/Zfe970K1xeR08LTi9yVQ9FVQ/eH+YbqqmvNN3nK3y+osvOH96y+Ofr4zv76l/q+g/jqz/6yuH31w4zIXD0vj6XvndO+NbqfyuHBint7y//T16PnL55tfY2mi/fKDaOz6/vGV6XHjxTw4IPv/Le+a7lcvhgdUKt58MDONHHNY/xtodL98unB4XxvYrBv0EW8/Y5cL9UDhPE8fpyGfHAXk88PrxhvGw8vHtmftl4ut6A+XEor/A6oX5ky/RYeZt+S3L+cT01Uvq64Hh/j+g+i2l/FfYeMd8P7O8e0f7ZMJeDRzXE7frDfXdLeX9ATt8w3z8JyYO/OrhltVGrm1klYn5dMNlMN4aTOuB4+MrrBpff/HCA0J//w+cFuNXy28o7QYuH3F/PfDZmxMfXQde/+YFjx8f+d39yrf3jf9Mb/linvjq04W3H73h9OYtH73/BjOjaeG+Gn87Xhib8Mn9Kw514CUvWHjkol9iUhiuN0xFWNoDIldeHKCOB1b9E6y9pLz9W1i+pf3iW5ZP3qCvK+1d5f0Eb19UxrYyLe8Zfi88/t5rtp7EaOuZ6/JbqnzMqfxnDIfK8XKmDT+tnP5sJ8SG1ksVPaQ9Mr9gkrN8aXjvnyRsd+ImcYzCPEJ69PbBjP63EzAv2JSf57FOomz9XS40j7vnCD28sIeq7T21aUJIZwShJOzGgMSYN0PPk4iGbpiReFbpz/drhM3jGmSlE+4h3ptGb9ldR3hyJRj7Luy706REkrG7Lz3GGQGRBZZ0WwIKns8wFRKhp6dIw1A3dO7Z82Zysf0cdGVEQnlxRuB55FMI2RPkwk8RQ2ka7wohPBJI6hSK3iLQUvHSMJTGfWk0F3Mj6bC6E2EN7/PkDEXDK2/14tNcq/OoFsqoLb6eY9QPKc5Endc6k6pj89dfcUNySaVsBa2UueAohdbXzcHD5gJsN5aFYbj4BVZcufYi1zMWBT51wMPPwjAlAxG6bFiZEZlB5jBmh6J8qBuXV0C9gGAaKJNhMbmzxOoBKaOnAyIVd4ESCG25uve9rZFqQcJoDhYIAFY3FGQ+/jTSitQQfpzBe8pjiTRNkRdU8ILFgBbBBh9H0RAnzUJ4bogqsiimiq5CGujcaRT7bvx5Ya/ZLI6DaIx/XbGWyHlXMrxKhbighoTxYwE8d60bCSIsM5xZmCEtIySWTRkQ8WLIJkGuXPATWTrS2YVyEL0idnZ6VhxlJZKKgJ+HInOcyzjTK34WigvQ/SRr0DLdOSl80/mzE2CxRoSMpnEn9mkRN3604usdzjQTIwvmZjomSRqfBUktz1IoFTtUjqRROqMOkg/IZogVBClnMIsC2o1SBzIcOm0bhmAtDTILwtJFSNOVLNYtMgQo1+vA+HExT4HmMmXY0MWdXe0acr0FfR5jLXd0+uc2offJyX0oGLt6Sk51I8pBgEwL0F8WyCHVPkMQ8uk+YiPDoyWVjSGMHGW3/hmjEPSyo5STt0Vfo5aIZf+7EB6O443cx/1Ro8kSrVnzFIWQbzQi73Y690k8VhRmDDq6jT1N+n7Gi+0VHthSI22RjhYoVdgibTLtl6f1CqXPEtkYu05CgXsiASRCTLbPuyF1kwW6/BKGh1wLl4XScfeBUqdK5oi1RPZKPi/5/h+iVvjlZSzOM95+g9prrqroJKhURquM45XxRtFxABkYZ4X3K+1xYn4n2I3BQZGhwYsFWQq8OyML6GiYKudP36FNoXhaCJvfohTWFw/IcIFloQwr82SsA5TLilwa6/VC4Qy2ev5wjfzW7cQyHz3X+3qHUVCutNrQ4xEpxlAXqgr2anZxoa7QGvO3Bu8LB1ZP5XQ7cpmMg52AE1UnTstKvWnUl8qLqfDR4cD41o0soy0s9p7DDGq/4miGTQ0rSpERs8qVEybihgZr2P07Wll5HArL7cT5bUMeLsjxzMvxDDcCI9ThQJWJUpRrbcg6Iu/vaJdGe/+Wq1Te3k4sVTlNAyMjhzbStLB8oVhTTrNSGgz1JVaF82nkcoITA8d1xMYj082AXFYuS8PsxGAvUWbWOlNWo84GiyPlzUbmRwcZaCnoYEyfuXH/UNLh/GNbLGQZDb6bTvnuWMb3ekfo08+mpw4JfglBY5JnPDlI/kdEwaTDw9NuZMoS6KhGySKuiWZMZ0TQFCdAbli3BjKypX8tpNO86wLm/AMk6HV2rLKlBUm9Ieo/RXSCGwTDiZJEN+sypXEmckR3/tiNo2EkrDNbqgfBUy5JlwkclJP0Z3HnuARsvjTnV+VIArk8J5DXRnParJjNHoElN7GePsN7JzhoOIRyccyjOcKxzRD6lCpWMvoz1k8S3ABmNy6rZnS3HnZz/aPb7UnT6jzUrhVaQacJLeJ1whrU0hgGw7Sic4WywHFB1Bj0CDpSbEIHocmKiKM0xZQrBzd4XmpM9YwUYVgHB/AMjVZ8PxU88t613AuQmuNEbep1GUxo5um6HBCltHYGU6x6dNMiCipRaq3QxgmsUIrX3/BtLsi6eupOGVAr1IpHB1R3cFdbGfWCjOL1r2qjro8gQpECzdBLoRm0ojAZNVKilsF38qoFNY8UkQJWB6TAQQfECleMVZunSlWvQdEsaMp48OLYbXR9aXbdrB0auhp2cedTrWEQHDwittwfI8LlAFaps+u8tQSdmSd0nSjzhdEWdF2x1pDZ+ca0Nsq8IE0ozc+hG+JBR8AaS33nm3KB8hO0LQtt9hRMxe0XwoAnU3JjfI+0FTeeFlEKDjxS0w5yhCQBIWtFVEU/1/28gBtTC5kWZpNfnHpqgAmFYdOP2JwDsGDlretGLR0J7vTUqClpPMb4vD8eQeDyoVM0N5pK7GgnwwriDhPXR9J5kXIOINafaARtYIqvwrBvk+uxndY5uMXn052UCeQ0A7XsU8xVRJWZuT5loljQJtccCl4bgtArso9Ju6NuZY/AMkp33gRoR8SBSiiwYkHb3Z4yBo+LiLiO6ne6r5QQ32K8P1F/xOcu9+NmzPY9FRsjIwL7fEW9P8P72/dO6N5WQr4Vskiy8yvn6xupDcf5nq73FKLJY/a2lgS21eC96chuwcegZ6vY7Y0ux2s4eRK4lFEb6WiTlPQ3O1w6F7aaIWlLoY+fDI/Lge2vS9bZB52KRdoL4n4SMO2fpazu34RtDSGjnAh9Kp/pfqqGyyU5Tykb/f9Y+5MnyZUl3RP7qZkBcPcYcjjTHavq1qvq191kD+wNmxsKd9xQ+N9SuOCSpFCELT0Ie65+9V5V3enMmRmDuwMwM+VC1QyIvMM5l0KIZEaED4DBYKbjp586+NLnpu071V1TacHjr+bf1gbc0Lyt/V4hI3Swl26Jj377/AWHBMrpSJ0iny3fw+M70BUZJ27+tTL+7cKbt5Hj4WQhgHjl8VwJufD564GffGbP8t+RGOKBm+srqixcvz4ThoHr6VPGOBLvroyy8urdd3BZiYeJWQYerj8h64lP3lw5DCsfrvDV+Yafvgm8Oa1cLpnrQ6bczBwHWJ6v/Ob6zDrfcBgqNcJXWVlkItz+lMPxwGn4BJnOxFd3hPjI5/krqkbS8TPIJ5ZPb7gmWD/5gBwv6F89wDLzflKeHwqvgnAncA7fMQ8P5JpZn19zSsLrUbjOgYenyHKYOX/ya+p6g3z4ObFOSPqcOs+c//FCIHL89u84zgd+Hz9nlZHp5pnTKSH3E1cdGOWXvP7uEzhn7mtB1g/8Njyi14W7a+H4fCB9+ILHIfD1IbGke6ZDYDisDHfvSHlieLqhZri/RuoY4E4pY2Qpn6DrTE7/QgxnXk1HpnDPsH5KYGDOH7ieHwjrPUlvKB8Cj/odI8+MCoc4EP/9A+ODcvwyUg6Z8+ffMIcL33JCw8TpeOhxoD93/PhKCHeCWxBfvYmL+cxNEO0ccq2bUJEW4G7ORWtcvaEyTXmW7ZzQzyWsrqib4EpdidgGbcousacOamgd3Qks6UmJTfHY0VBabmj3++wTwJb5/wh9KM2J2icgzAgxJFPYTAqxjPxWkq7Asgkc2J2nCWv7trJT7C54XiiH/l12Y/Wy3Ra0aBzt1RFHXnouXSK7XSGhz0UzOFrGuQnGbW1saR9lW3dNcGt/dmX3lT+/OKV6VYyox2ZsJHWo1ow0jxagCMWMligQFFE3zFvGOxYYLFAiJVqhwuiBpxyBFeKCiFp/AhWvOBRoQj41yiQPYmUxxyFVJGZkEesqP1TqaM9XKQ5KM5SdpqaEUg9wEnRrrJgbiszXuFhwsBm1RYsFeIdIlQBrQLI5A8Z6UCG0BMSK1oSsRj0gg1ddFC+7L1buWqOtC2GxJzy2J96akVlTLnE6IcLigXOrNhHN7hyPqB5AleoNxEM2J4O6WDWBGNIgOP1UNzKaYldDqYeGemwJBBFqMnqk3l+6mnNkaJhqgePKloSIze5VQ94dyhZI/RFHA+qEahUQIVe05B4nEFEPDnognUSVhsDJtm6q7T9l6naBJcLcQB1XG5M3BydHq77w+wtxtjn25sklWPFB0CtBF5OB4v+wxpfUZMkhaU6HDTgU8flfe3LQysAtoRaKo01Ck887WaD4eXxu2jbwQK4EK322WL4bpkH9fUOTWzDXZJ1I42VtFUz+UKMHc4rN0wa2dTqzdnHcuAqKxKvFcoq63WfIneKBW7M1PaABiJ6xhIcnsNUoz6QFvQqWkIk4q4Ru52ll+GDUX9WSGdXpJ4JTj7QKqb/o6GjTVuLsQTJtyPm2MMMWp6bQSsj7gKt6nxBPioFV6GxT536j0JI7KiZ3ZDeGdkHFEqhbc7yXLttOOXa1YPPakhAtQaF+Hg9WOaVKT7rXZtRXlzdiaqqhkHrS2oz8TVe2+1C2vj6NlqwBG7xJe3XjPpbdXHvlSLX5IsQ+v/0cqp4MUEt0t4CBB8gEHMUofRK2WWkcvJizQXOw2hwadYBilGzqCXvZ6f/NCXwx8Tt9tAVyf+wRkhAS6PvvqdfMdbxnGQ8cQmDQwJAWhsMV0h3CRFpXyIV8rlwfBRElvlZr1HrM8CzI9YpR/gk5Fs5vH9FQOeoNIUf03YPlZe/OyLQi50ygGLVJFIZzIV0rmS0JMTR0dhUoyrpM5oRdb6i1UOcZHaG+nQipEtOVFNSSEGBB9VJY3gESOY0rYyrMaaREIehrhBOpZA5aSEMhvircHgOvbkZSrOg5Enli5onxekNdfsK1ruTxG4oIRQZWEbIcUYQjV4Ku1PMjlYXr7RvO4wi5IJfCTbxyF6/kYyTfBYZ8YsgHNFxZwsUqOB5P1IcHypffk+8T1786IlPgeJMYamJ8GlhVWF/N1LWSf19JK6R4i8bE0zFRT3CzRA5lQIZAlsL56cJ8qWg+EMs99f6RcjcjixLPTq0XlFIH1uVEiIpOhTAK4yeRMESmKXrS+88c++bIqNlPbfH2YLvvawm7OMeKakYkdrm0oSJ5+TuCgTusvxWtiXKd7HPBkw61BcwdKdp0pXhAK6yg2RmR3G/R7O+3fdcqDndgHpSNtsmT1t33aXZyC3a0vloeyKJiPaU80dHv33WMQqv02vS52Y+9v4N0yL/PpzXR7MYPbcrVbFEV+64YQhMZIBy3c0sFlp1yr6AXIFkftmYDCKYrdxVrhq+oHh9SqAuqC6SD2TcFqwqrZass8d4QSIaaIB/8ObZ5GH2NLOy0159fdgI1mu2jagZTiSN1CLBaMD6FQkqVMmfICaYVppmwRuJysHnMI0ilSCaKEr0B6KwTWoMFuAXCTSIEZVoiQWERp32RQggtDG02oWhBOBJlItaZuMzUmqhlgBgIQ0BLoeQZVaVm8xE0GlBnzOZH53EEEQ4sBC2oGJ90WLPnniKVxBiEFMWAHIglIUqGNMIQiTWT8oyGQI2esCkD1mpLLblyNF9uiEZdtDwGahHr+xhBk83DmCOxBvMWqgWpVa0ao2iGMCFhRPNAySMxF8K8wEEpp2pFRrPpWBncV0gWX4hPB6iBWox5Ia6z+fTRkcvrSM0TQc4EvZLzlVwXZL1BSmS4ZqbrSg2BEgOEAWGwuU2VSibXq9FjLeMLm+aPrzFbj81nUrl1uXBANJqloq3pcXU7JCHMBJkNQNWSh15tJGJVz7a9mr2wLXvfxi53zeq0/1vidRMhFvpuFRVX99Hs8yqLJQKrUVghBaNIjlRp9HgX3+sHv7YHQz0xUtRWdXImieYkGHVdNBsPo4SzVnVm1zTrUXtCYXC5uFUnqFe5VaeyjbUlHFrVxcAW3xDrL9cqrJtqEI+HaEDJnr9Wj16YrwZqNqdUB47ZezZGm9ONh2A2oJIM3U42v8/6SohTY6Gtui/Te1eEJs8dQGXINjaEevyh5UZnb/BkSEfS0wL97ZNGdSQ7G1n7+rHrt3jTVqljs1K7zdlAnbv+fLu56frbKxqbzd56MVgSKtn3pFGQtwbV7UieBGFb3OgOcNuSLQsvEy/+YUc2if/f4oJWnZM32wOhgwwc2KAdRNf6UexnWv3ULYkG1p9CelJlG+8GxN1ilG18hQ3gwLZ5W+VQ80sa/Xbw+6htb/uZ1KuYOojbfTya974iks2H8YSjPS+n8O2HxVaanfIXHUEoxxN6iHyyvOP4dGHWlTJOnH6ujPcLX1wGPp1HPoSZhzgzxYKUzKcn5Ze/GPn1Cv/lc+JWDvz8/Iqazzx9K3AYCIe3HELi5m4mlML9++8Z4gKHI+cw8fX8S5644Sevn7m/XfnN74Wv9MTd68CbzzPzP2cevlkZBjhQeTw/8P78PYf0ittppIbIN2UADsTTa8bjgfvhDToOPN3dofHKp5dvCLUgx19S6iu+/MWJ681A5QMqC4fXCylmPnwF5YOSDsrNCM/yxLtxZbm+4np9wydj5iYsXC6Bd+8i8/3CwxffkvicV4//EYETcv85ujxw+XdfGvDp+W851Fd8dZN4GpT/4OaO10MkHwauKTF993PC97/kcM2stfD9+j/zJV/z6jrz9lo4ng8Mj0fm08DvTwdSHLg9BMYxk24/MJyPpKcvIMPdNVFE4BbyKbAsbynzFcm/IfA1nx7/E+6G1xzOCzGPvCu/5cM5IesdwifUx8rT43eMsTAlePVFIvyrE9PvM6+/iqzHhfCL7ynhme/rQNQbflZ/SuoA/D99/PhKCNlpRdgFQDzYhbqBuXMS+v8egPXkwe6svtibYLHzd+ff/+rozRebq27fl7ZxbbO3s1jg/aPyyl4C6UFuz7BbCeB+bC7AtH0tsAkf3f3d7tOvt8sci+zGuUc3dPSTB4jarfbqhW0k6mOxqc10egZaEy2fexo6vCmEzRiXrlDojp3RO8QumAw13rgOzUlpKM02l/Lx822BkF3pGOKBOfWg004FNVPElOUPal/XF/4MigcAPV4qVAMJxAhx7OXetQRv6NYCpwEYDMmc1YKcXmXReSvFkNKa3YH18vKQHImqZujXTovhaNvq5XoErDlysP4FtTXk2qHVkZ1BFQyx7JQpiBBadYMjmVsQvsVqKdEc6qbgRJFoGX5jIWtrQA3x5rROlgAxJBDZ5qTGvOk12QJ4NiYwHkub916C2pAANSFRrBf2CwSwUd5Isr2rQTwYHfq5G02O2TL2e+h9J7xZcAuEt8RlVEKwhI7W0JupWtahBbQd/T604HKx9ROCBcZUemLzxxyqC1ZgPZjRKWqPTLZAoS8AWsmmoferGasS3RgDZPZn4QkG3+wtqdbWtZVaqzvm6mibYAk3f6aNQk4ZzDlojcOaoduzJ3G3jsUTWjhqS33/s9l4YUCo1j8gsMmE0CiSPHDjxr0FMrw02g03SzQJKqOtqbqXjlhCyk5qr+U+dFvLtcnQAMGavuH9ELTReLlss/4P0iszxOnEtCXVGq1UCxRXR8I0xH9Hqo+uDxo1RzSDTaM7CMWDQG7AqW6Uax8lr9s8SJuXv+BoSQFaXIcWyGpG96ZTXhrjrVmdaQA8iAhNXymdOq9V+LXmiy1h1Kal66fy4tygFnxveqMFzveGeWgPshnejvKJLXkgmyqVNk91Wxv4knEUbAMrSDfcxUWldPuhq8z2XwuM6pYosb+d1qQjk/ZAAd9rbn9odaSaOhov2P7pDROb/lYvkRbZycndGFrwtQU6277clah3q6GbVVtCtpXat0Sfyd36Yoq7fvgL/QpRrAHxAut5pFwTpzpyGBI5HVnDAciUWAgxMokhUmuwhG/MBZ4zfDUbqPDWgsX6dqWWSFkGakyEwx3oynB5QkolBmv8Wa8jmiemVAinisQLykINE/MwIOlEiImahHoTrKnodbBKtPBgCcdlJNUVWRdUAnFJkEHiSAnC8+kM8YK+whImTxOpjOi4UicllUI8L5xS5ogSbyPlFO3adUB4Qww3TNOV+/uZuibG62tKOTBcBnIuyB3WeLVMVmAmgkYlRkva1QVqFca3K3KE9YuCHpUyzSwpkyY4KIQQCcNEvUI9Q3M0wxo5HE+s48il3hGulXS9EKUizEQCt8+gqzBeAmGFdQiGW82PhKVyXa1/Tq1mk63xwDoMTDkzru9IJZMRwjiRwgTrFZmfKMHj02LtaUMVxvlgMjpefwS66eo/fT+UFrTeKm8NCRydx9wXda80CjuzUba/Pfln+nLvnCsbutS/0/dcV3IYv6TL1tCqCzakpVUaJrT658SqN00+OP1Qs9m0oTSFrfGzb+Ymoxp3dEM1VoFdMMg3OB116rJCGqBk71O0+2mNqVtyIpo0lZpN33sFabfN1Btp7qpLrN9ERWV2G7jNd+j6WImInhwt22ydZZO1OyQ3XjqqLbAY/F56lUUwkJCYLtaW5GiI3abnPHFg9r5un/nR+lQpMaMCo2ZiFbJXVNaU0DEYnSUZkUAUJ9erA6GaLSalItkqo8diY1kdyGXBPCXV1VW0yeR8sPWV64CWiFCI6j3Qmlmo0QL8ooQgxCFRVCzpFhUdQUolLRbkrCREIcxHBCW0igKxsZVrpqoSnQK3OmUs64LUTKlGBydOx1ukkkftPeXMZzE6U01WjRJqdZvJ7EfJVnWTywKqBO+xVoP1yrDmz4m8CHXxzocHt7sKyBodCAXKShBhGJJXR2P96S5O7zk5zZQXH8UGlhPX59ED+w46qtFsshBWq1aNWLOjciDq4D1AAkETcRCI6lXkgBSrfFkLEorlL0XRtSGL//QhTlcUGmK5y66G5G5rdrPNjQb0QJHRk6YLLW7i3ouDpKwqwXpHiFcc7A311tC62WqLn59m4pnfqTiIr9q1kc2m21fcY0H3DaGO2UsI9L4MbkP3imF1HyT4+exT0mXwBiytXiklnsSzcZhcMEvIASLdRm1VB7rNg4Aws8UhAni1m1UimI/ug6WNbus/5BUanTK82cShj7M9J5MyXpnl/e6qNtm/+mfcvyMhLRFTPdbRetkRQYzCTVHzaf356a6fhPYk+585XPTJZvi5bmq9kVa//xZfgy3WhOvbRjXq9yC+r/aX7nRM7Znb3DVF3CWw6GbLswdI2ZpRryTZfCBPgG2egD3Tbsc3sJCvr12TZdsTfp/+vMwNU1qTcQOR9cG5XdHWpuuZBlBq9O2aaTHJbtNjaT17v9kWvjf3HsWL6hUfV6sq76BM6H6+VxiZbm/3sa22Xi7en2G7mdhljDQZ0vtobTE5bf4IASRt+9u/12Jy9nfeP8kfPESV23qmlMD9w8xJCuHxp8gcjF3gfWIOB57DyLU+sFTleDjw88+PvEqJ++8Hju+V8NuvOKaFn52UdYiEeI9MmdN0NNbwNJCJfKmfQyk8lchK4ni/MqZHcnnP49OVwzTzySeZ5zXwT98Ix/gZb376Kdf7yOVVIj9nJLwjrSM353s0DtTxBGWBy5fUXHn/NfAsxMNbYjgyPH4gXgvMnyDlSPywkK6Vw9s3xBHWvFLmypBhVFjKwvdr5oMeeJTEqUx8cRm4OwrTZ8olKvrdM2GA0+1EkEp99TvmXHifE3DkngOBwJfyRBoqx9fKOCrfX5X314k0zohcyPf/BfXmv0E+jPA0sA4PXNMz01i55ANDUrg7k1Phac0chxvuwxeIXKh5pRLRVxd0ClB/QU2V53ffEc4rd/o1acjM8RdURr7KX/JNfcfnbyM3nwhy/oTbWTiPE9eYONQnfqaPDHVimo8clsD71fr83t89QwyM3/6caVBOh3dUOfNAovX3+XPHj6+EaEHHj4VmL9PrKtdfxzeiBxcxI7X3c9h9bqNm8pdqKx/ayqJkN1xTCN5ouhvDpshaI5heWSHNCG+l4GHnRFTPMDvyqivXl0LCtrI1Xu2BvxcoxKaoGz+dJSCMyaOVhge2AFC7Ww80+bVaL4xWEtpt/K6AfD7d0DAF2/o1tGTHwCaooguvArL4UFuZ9oT4M7HvzmzZb2j0ItYcuewcsCawbVwW3InsAyzWaMp4iqHn5dmE/Sbk/+Th9DXdBiv9oZo/RbXA5zihcbKgkRR0TuZISLDEShWkWhCjrtZ8NJAhGPrI7G1DetXl6MHcBaQQ4gWkUtZErUM3mKzptVgG1VHbxuwU0Twgupp5GaL9o5F0WQM+VC2pENSsxiDeaHnnfDd0cFLz+dZkdFLRA3RxcaMtomt0JdaqWrykNLoDHZ0aavVy12G14HZ0he+Ne1mMWq3qYsmSmiwY25SXRAij2fsBKl5u3ikDojXmlu2ZN+oGo8nylS5q8WW3mm1VmNNdwmj72hNlEpWQMhUPtHvZKHWFku1+AE0CQ7DKiNUCxwyGTpc/Jrf+5KGG4iN7IXLa7HOppvZrW4sFCQ3lls2gCqPPFW4gPmPNpA9mPzabg+B+imOEXjRRVrROQIJ4RcNK0EhgRHWwPSlnKs82PnfcDfXjqAo1Y0uJTv0FGltyVzcfSUGS88QmdfiSB32Dy24dzDnRZEGaMLPJZpeTqcm4yXZ6bUgdp5WILWDjY6u2xjX696s6iKnJdKM5aU2xt75AnoTQlpQDRktCEQJaC1KvJjRC7Tpra/blSTIFaXQU+mxB3howbmyTkb1iqQdwfN4ILmcrAaNVsGBa7eXbf8khnsjVlohoTpgqvanpR2tUPACirhOrelAquOxrsrbs9GFLutISEq6renJhSzqbH2CBVUPSKtYY1h0g9eqi9g98ryuiq1/PDeLqulX244cWIGyGs7gxLdIoXzzR1hLKKgSvrqgtvgV2T+IOU882uuGtg6se3amcnWMRGipMtoQaao6LFD+vgyc8qNSb5/WEouve0NaW68poKLneMLL1ZmnyqIMRGjoy9ASEocHxCvtK74ERgpsNLQH0g5r0xSEK01kZFfRphKtwYCTUgfflyDUGihpV0k1YOYTVmntKgVqIa0WXDE8XmBK8PsKNUH+2wlzhtyMaEpFXBK6Mly+RfCUNRvmQLz+nckSGhXSbjde1FC7xE2ZOhGMiTpDvCyuV4Skwvo+UUNDwAepIuN4SKwyeI12vCQ0J5UBJhfP0HQyZ6Q0MMRLPn5KWEZ0eKaeV8ZKJ18JdLNyoMrwaWG8jMrwillfAiRhvORwq4+tMfk5M8yeUkhieB9aQCfdWEcm3R0JuSatKSJWghTILpQiHQ2Z8VbiUK/ltplIoKOMinFar8tN4gA+B+hzRbA1vxzFyON3AdORDfUtar5weroRU4ZUlIe4uA7oIw9kq0a4pms5aHxCZueQTc/WeVAJLHFkH4eZ85rQ+kcvIyoCMJ+T0Bnn+QLw8U5KQbsRsriWSKhwvI1oyy/jQk3Z/+jj7nrIAQqhWpaBhoTd1N8FtsiFYorz1sdnMxbayhWb796RdbcG05uS3AJh/vvdiaI1IPTFfi+0nPGHbAEnSZPCA2cYZuNIie+KgBxtEu8/2t1dtyGbjohgARDyApzYGq0BMmz7pCCTvz9DkYnS0jVoCWMro9pMH6pzmstEPsXpgs2Oumh51eswU0OiBmerBDLmYHpPJPl+9n1vwsdaD358b4XHx6T36zwDemNjmZPLzVazyw3VXaMGXK9TVwCFSaIkVE5cOUml2iffT6RzgP/Io0XqHJVXGAjEcqClRhtEC+3ExwIoEYjDgUKmDsUJlkJIJ64xIIOSBIpEZA1aEYHpwqPYMsloF3XK0n/oUYFUGLtZXLldKFYIazd8ahexVBiEkWv8rkhprZ1ZSwKii8kQokXGeQAslPqKpWIABJc+KFgiH4GrHKEllKQTB+lWESkwjIQzkVMhDRmZMhoeIxtGSXXH1nJY3ohZH02ZrVF44o5IJk+n1tVjPlMGBavkKeoF6U2G0faUFmEfCdaTKjMpMmIQ4DWj0avYihPMAsSIHoyFavKpoEIFq3hoCmgwYVFWgCHWwJEQKKzGstg/SSFgH87VyoK4GTEpTMqqsIbv/kS3hcy7Wp+PUln9+EZr4Y4eIUQhZ5StGNwU9AtL6JWzcAF4p7Uhm4ewL3GxNszGyf2/BKoCO9pnaqFs9adMaB/cKALPBpPvFG3DPzCazd5v3KbRG1L7HW3WUul3c7HOig4mg9VJAjapNGrhNI5aotHkJrDYe9UquVs1G9kSseCVAqwht9hA0dL01tlYHqwVEjh5UvgIZleL3MprdXmeQmX1Cx+bc/A5rMu0AK7EAsV07YM2XN9uzKZbqVErqcZ3awDZOLRha8kW8KkOz+1mry6kB1QGDeBowrzoQzmw28xUbvc4PWW/uCbifovSepRxBkgOyioOnNjq7Xp3LjIETTQepsxqo28PagU4GJDQvxsV5A9Kp6daGQ1bo4aYGLLWAd8J6h9hMbn6x27XdAWjxPAcGsKlB8biPhhZVTB/Fi6yavrZqIww4ZhVF0n0Z29Ae32j3J6Gv5e2iAZEDtoPb5h8RArUH7Vt8rSXrtMe6GqWsJdaU7hdXX+ehJQUsdibu/0LzwtqqbUkXoMc52v5TjyEkjwuZTlTXs636Q3fJtTa/rVLCxr/wlwDkApW7+oysypunhWOB++e/YVze8s2HZx7DzPzqlsebI5cgzLJwOn7K3e1POM2Vu28KN7+5IP/tlZvPVv7qP65cU2LhNfFY+ORocngeFrIqv15+anVU2cAbn7xemY4z88O3fHh+5nh85maY+fK7hV9/V/jXn//n/OyLz/n6FDjfRPJ0QQiMDxO3378ipCNS79H8NfX51zyfn/j99RvC6S2fDP9HUohM32fCsqLXz5ASSd8/MqTC69evOEwT31wqy7VyXGdGXZnzE8965knueZZ7XuXCz58Lw+fC9FNlqAs1PBOGkbv7O+qgzG//mXqOfP/9gbEIb/SISuU3wyM6XPibt1emg/K//OZTHq4Hbm8emeQJ3vwXyPgVx+Eth+GOdXjNOd0zqDDlI4d4Ru6fWMszD+v3UN4S4g2BmZoXigR4/QzLDVp/RSkLz9/8v4npA7/45B2nMfAgv+TKxD+df8NjmSm/+gWfvXmN/PPn3H3zKZf4zEXOnNYrt+u3DOUTpvk15znw3VJAZj67fyTmV0xf/zXH6ZHbT/8/XGPkfQjeu+rPH38BHVPzDLw/w64yoDvjLoroQXLo/LBdyLXz+FbW9j1oIreJQas4aK/BxqPWrha7sLVPbAar9P/Tboyy2fzNWZCmCNRH1ATRfrNKj2PYdxo//BbJ2+6X7jxpv+92Ny2B0T7rDVN3aAobavvmdid2NITzDmPcSse6MnUDyKwRrNywNK3y0VxaBcj2uhnT0oz/Pm8+A/sAj03qzlfcfa4d7T6b4dOe5Y+ImhidjUAePIBoX7U4kQUMBTGaA66gwSoVAB2VjnyIYjyoBWukXLCgPR64cwQUgESnK6r27LR4pUithLrikGEafYsF+0JHwzZ0CDSqETXjTXZVJ752tWXle8mpR6jLxgUoAad+MYNdtNHetOBq7M64huBBsGAJjjb9VWAN5uhNHjiM1elsfLKrK9ZkKGhZ3GiM0Jqy+oj6mqiLWqLCnclGI0Qu5mSltr98bbcl0BDa0ddPR8FAQ1mgZswrheCVJdIqYgKevLEklNkYZpCLLC8M6hdr9i+I1PVVrgtKtmC5B67p+7i6/GklxU7N4BVFW7+WhISEpoOdOcwecPTeGC2Ysi8NkBZZ9GevYtymsgueCkgYrWGrmmxtqJjgz6w2pI4W91laoqMlczeaDItHZ3+mTldRMQOvFqzxePUA1L66rMm4TRcI6s2H6QEKqc3o9eZpwZ9R2ydBfRl6s2qJVuWk1SiFGo92SwhpRatxMjckiO6C1T0IA0irZIi2f2lo+YaE9YDOFmjy9V9bIFoNrai6GXyejBY1epLeP6U9/7/oUFqC9wX9UhfLTT/tjXebq+bQBWlfaEZo2c6BLSkr3nmpr/Zj0Ia63RnGPeKvOx0trUJhrxN3G8yd4U5P4sG+pvq6Wd64S8XvrJ3Gg16m2dwBaeiodh+NDqQ9827Ab1vnxbh6abbQAAjQasf2AcSu1V7M52YvNOPfB97tGbXEaLuWbGNvnPFdJ3hJv9B4o+vL+ds5J9v/rUrSPxfFn+NmT/yYQ0VZDislCPkymL4fC5IskF5rtH4RMVKHQk6Q88R6GSAfLPAUIIQjMighrRQRrudkvZROV9vOV0v4L3KPxgNXqWQJyBpJVQll9GTTERVllISkTIzJgoZLoK6Zci6UhwUZlfFowJNymjEijREZhPHWUKPrZYWsxPMRSiE9V+IQyDEwjwHqHWlV5FDRGwhDYJQFvQrLQ6TnQ+PMGgs6n6mXTM2BEE+EgyKvr4SaSZxQWVnTMwXrzVCoPKfVkrefBaJG5hXye4iXibSO1GJoyLgU6pqpN8/USainjLzK1KVQL4X1FOH1iUUC1DOqmWUc0ALjVxGJgXQf4AT5J4laFTwQkrVSM9Q5o0U5DDBEqDJR40AZJuqYCGNlHDLII8qMTgvljZBrZV0vRFVGIDEQuTeKx+W6Q5n+iaM29FMD9rT95nL9hR1ad7Ll5V63vdq+12xk3w+7BphbdUHoPkVPSrRAeNvHrX9Y21btaPSFglF4NhuLjxPB0oElHZHY+mI12VtdtrQsYr+dsvkp+vEceoVrwIApeMfi6mjhfu+eVFYxgE1pATMPQPVn49WLzSfStOuh5jq7jc+r/MwGhS05YH/3foCNlqp9zvt/tb41DQTTEtNdlbSq5jbGLps32ScvqCDVQAv6sVz84SMt5sMwOetoNHqtEAISK6FkWFtAzqyWQZUoDgQSqNHpbNZsvRMms3HDGhwoYWNaM1QqDDMEIWJ2NaJUiWgYTMYVT/GrU2NGDPBRKroW6y9XFKnFqzYbXUiiRBtjDEZZTHFd78LKfAKhilU+EAdLoDhtEMWqoczEEqQEs1lUrCcWxfqXFUVnQYMQxmS0qckC5lotwNhQyxELFMpsOqkK6CC+hAO62LKtFYoUSqjUoIRgIA2pSljNJ12T7V/LtQkkW2N5NVukitmuVb2PXVv/XqUiARgM1FTdF7aibaOZKklZJ3OJdCjWlHsxubg6wCTI5HbmQq8k+lNH60m1+5j0F+r2ekNHU4AZNCGd7qYhzB2wom5BO5JZvKntRl3aqhLq/qK0iuUqtke7vSUWxDXzxy0It1vb7W3bqu5+GpDF3spdZpmvY/K3h/rd3hTn42/9O43OznogbknltNmV2uSm+2lNfjcK2Y5+bzSVgpVcGoX3FmvYfBd6oNVf7/z91c26xkTQ7EFBuw/j9990TrMpq70WnAJKxaulsYC+eABbdYPbuQME/txqAxW2NeKyWByMGnqfsj99SLdrNz+rKxTd2Yhe9d4e7mZHR4xe+UUtQtc/jcrcEjdt8b4EiW4xHa9WcCNbu41r9yY9kdZs963fq53I/MgtBtj2gL/XRinQq/VoVnrd7rXbEMpGU7Qfi/st0qoqXLcr/vvk+6r5T67n2PtY7X63nii479ColaSjY133t/lo8TlpCZG2pnd2jO4TEOzG0m7NZ72DfhvQorhFZcnN3kOiz5Trjp3v1CnenGLtxx4iwvEmEQ6Q1gshZ0r6lmU586AD3xG5psRJDqzplpxWDnXlkH9NFliOyvHNzN///Avu345c337HkipDvFjvvu9GQqncrBeKRM6vPkEZmB9m9Fp5+l1hHgrxwXqr6u3PqNNESIV0qCwp8SD/wpwnOE8c3yvTVz9BF+Gr8m+Ybl5x/9NfUvKV6+PIUk+ceIMcT8S7d9QA7/Qdcl24e6jIHEmvLwxTZnp+z7QG4vevkPOBiTMnruQo5Hgihdcc5BPCqwvfj88cTnDzfmWtM8Nn35OmxOnLGZnv0PlzMoEPbzJLyZRns4EWWSgqvDv/nCGPzPmRqo8k/ZaxPPD+OnFZf8oXy4HbOvJJiBwGiJdAPCeGcCKOienxwP23idtyz+GzIyEoGoWlFL5dLpSlcslCDiv1izNhzOT5LeWcOMyZQZ+5uSuUG5Cn31KuvyOXz6h395yuM8P8TC4Tpf6M5fbA8xewjhn5MKNPkfX9L5gZWVJmzgLvPiPFyu3pwo+hAPvxSQgX+tqDZSdb5NoQOy6EpQmMZvS3oIh2I1z6lsGMu12GtAlx+qaiMUxA5+8zh0Oc/0wNI2Hn7savgji9RuOLgx6oNlnXkPxCdeESti0IQEM9SnXBEqrLuDY27Z80Edr+ki4ONjGxz/y7MkOospU+Sr9/ulJpYkg7v5bPnmyCs5VUq7ZSP0GCJyF6yWOr9FAP2EYX9u09/yn+vFspYr+32pGgTcGrYAZPS5xoC0DRURqhnWEf+foBdFOtFTQg2ThBGUp3bLQKoQaoQpAFoVLy0foqjBjPgWexJQUkBdBAKAldAiX7HGqBGgirod3jYEivWiJUoZQBVWUojnaIwRxESY7iD6AJrdUdOFuTUNiyzyswYNQvGOqPQEfPVfucrk+gxcs/FRmtd4RkM/IMIB/RYr0hzNBwOoMihnQLlmnX4mi0WMxfzGp0UadW7urImuZTOk0TBwt0S7a5NUYc20ciEaNUUupizpPEDMlKbasGJBdLYKRACIOjQNyxbyiFEDdHTtWQn1o9F6jmjKlSJdueLqMjB92gTQWSBwfAmHQWMeqg8IR1Hb9zdJDfZ2iJnR9/KAqOqNc6uhxpFqUjX/WI6AH0GZWL7SMdLJBdDKEjDGicIN7gNepuZPmuFpNfojOWLDhhyBE37DyGUMcVje4kqWJNJg/W0FsFJCPRxhDcuG/luVrXXXl2sAqYIFDKyyCmLqDZEgQS0DyiJRFqIdSMpoQm2xNmpLckghv4ak6ISoVkCb1avFdGbQ3TDMGi8YDGQGgVENECzOSI1ojEZMmSNaPZaJG0cXqHwRIEZXF0lfXG0BbE96RaayQdHY2inoRQ79+AnrFmfS5LtTiPrXjsy5psSwiIRfGo2R3IkC25KoPPqQduXgTxf+xiawG1FoRplFFqqEKXza1iQtDd+vGSfldqLdAtDhZQp86Q5Ly4VV2su/MRvJqkUwP2xWD/ajPgPXDWkjL+EfEV1+z+nqQF847xhI3SmaVMT4AlZoMHsQxwIL73tAcfG7+xI4WC3Z26/qY256I5k/Zfmx8NNieN/sxolJTWDNEaUofuWPW13FBG7Zzqjq5USE7vVQOdhk3V51QwygZ3spsB03wmoFX1qPePabJNdlPfEtumu4vr9WBIRsEq4hQk/2VrTUU5366EAcI8mG4cVkKs6JqoJVDHA+E0UiSzBljmI9fHE+MaOMZAiolpiOg0U6YHrgjzw8ESI7eFUIXhg62zOb4lJ+UsCwXldomMqxI5mt03DZAiYXhmSlfKOFLTRL1m8lmQDwvlu0fGm8BxSKxJKScswDQcGJJwOpkZWi8LkgPDww0kYTithElZU6QkgfKGMo/wekVvK2FZmPKVeo5c55EhW6KxlDNrWdB1pc4rlSNhuCPeXImffUtcIH24pYYrZfyONazU1dLm78OCSOHui8gYhPe/q1zfKff1yKQJXSypqvMDNV/J0wNlOBPuFIkVfS7kkCmvXjH/5C3luiDfPVBVuE4T+UlI/yQMk3DznwT0RrjcBCMhfX9BlsyaK8sC13Om5MKbG5OfOUSKjJTxZFUd0yPD9EAtT9R6YT0eWN7ckp8y81fPjMBNVJLcMugNtVbCPFM/pjj9eI1Vp7nrCbyGKGzBgi1ghfsKDe1pHPfNniq2T8XBN7JZ5aqZLYAFG0qxndu4ubcASqvG8iRENT1hSc3mpyQL7obVwATF5IA47Ym0XhLBegZYQ+YKy+JACKOpaZSaLdHuFjqoVQc3zvweGOtyTjyWEdx3wSK5iN8rtICJNpq5rB77cNqK0Jq8eiWlBy4oA9SJ3lirJV22rL4nHYLPNxacpiGYvYID9dcV5EqrFhMJloRVa0BNsMv2OGQQ0NHv2YEFwewECS2IGPz6BY3+7OouOPMDh1RIF0Ok1jtBR7xauZCC2aX1XNG5mm07WKhzULVkQYzoEKxCIGc4X2CqDPcVSkSuJygBTUJVYV4LpVTSMBOSMspKDEqWA4UR4glhsDBZAa0G8tAeEC/ovIE1asxImumUupLIgyUPhgZ8Kr6Tktk3mg0AVKJSQyUOiRBGYjHwTMkrpQjERMyGlhbcRjWOWoQCS7G5SYEYg/W7G4xWTdcDSqBgttyoV6QW6pytsEiEOgk6RCQF9FGoT0KZlDyu5FApCUIoBBaGoqRZKVFYJq/+yWK9McaIVmVdTKcWbJ9rOYIGajC+eVnd9pwqJKuorcEqJUIJVAnUNFAnNbqsCDJkuGT0ulBVyESCBJLcIhRCKU7l+WfWGAZGq74updsMpdt+FgppeyZjVQTe3whBmbDmxRfzj53it/UVo1oCX8Pqa+FkW5orluDaRtMOdRulVRVoUKfuq1SSVSW0Pe7iBJSgu4bPFEJwf9/R4hulso0tOt1oN1Xcdmv0scJMwOwVC7OOwOQ2bnYfILu9bjaS0QcXOnUvhkyvtbjpdwSBKFevZjD/vu4rLAgOJsoOTMXHbXRlwavQ7D1FZW13gFmUq31Hj+Z/uf3lsEYqF1dB5jO51KZ4pckW4lcaIK26zxg6pWqrDLMG45S4JXj/5NG0Rwtmt8eu2z8F9X47ElpguunWaHLXK8i1J8CbQd7Mzxar2MXsXvgCLbHjNi4NSBlolRKmb0v/RNctGMGc+Z/LrlrB901zIWlJlqZr7LutGsee24jTTiA9+WV+mH1/xVg9hG6/0xgRPHgvXmkkPmde5dJpV/tte9A/xK4Trb+J9T3pA280VAAkjw363bSG5v5J8Z5NGwahvrh2X7cOslIHTwUsBtVWdiWgjGwRR1ulW9LD/WK1ynQIVD3tnskPHxLg5vXIcAdTLsR6IX/4NXkWvs0/47flDac4cJA74qjEY+L+/GuGyz+xTsL1JnAf7vjP0t+w3j/x/NNfU9LKNF2Rh5H6335KXOHVzRN1mnj87BNUbnj85onlw8ryzUKsC28fBg5rQv/+76if/8x6lAlcx/+Jb/nvWed7uNxz9/VbPv+nX/H79C/8w/Rf8+r0BdO/mlhz5t27E2GduD3fEA9CfPMlOS58efoSnhcO//Y7pktk+NktchM5vv+Gw7ySvv4PCM+vOb3JvLp5ohxuKcOREj4jh59zvv+OLw+Vm0slf3NhTRemX/6O43Pik3+8JdWfc9AveJyE7774mrUu5N8LLDDXK4tGvnz418T4iuv6/6DyHWP9DYfynoflr/mqvOXVdWUomZ+FkWmCh8fIh3cj092B9Dpy8/3CZ799zbEcuPnrW2qqXAeYtfBwfaDOAV2+g1NG/+aRMMH6P/6C9fHI/XcLobzj9X88wCeB+Jv/hfz+W9af/G8pb+549c2Vm8cPnMunPJe/4tu3V97/3TPhu4X46yf04Zbr1/+aeVr4/pP36BLg3S8Z0oWbT/7JKON/4PgLkhAevO6LeJ9B99el42H7sf1lQUdevN828Z96vWVH60ev7wW3B+t6lYFsSlJNKVhgpjVx+vh6u+oI3UR+z+DIpl7s+/tNrP3+t5LA7bx0AyX0Pw35+PE57T43IWglXtKQ4e17Lw4v7xOf+5YwEBd/jm7yLs00gdyz0J07zsVer2wx488SNM1Bavfh5bot4eOKZOs70TKxTSmFzTjyQFK7lx+qsG6NUjWtJuwdqRBa5l7w4E70QJJ4k2dxOhr1f7JDjYnH+3yd1OTzt+wEvjjyBzrfYnFlG9XQ97WVkgtCQqTxETdDYytdNJhKA3+pIyoU4+ptz8ZUiQWfq629oO64mTKvUXqwtqOCwcbXHmUVqBWtmUYFYAbnhlbAjXTAuJrBkhCwAVSCmNGOWPJN/Zm1c4i4g90Cb6ErV4I7xdUazIrft3lhtnZsb+4TA5Y86caNtt8cXRD8HI0+ZvUkpwcnJJjhJA1ZEtygFVs32vot/IjD9r+vUy+fVbUKC+2N4dojaO/VbT91lLQHIDryYdsTADU0uYGvB0dyajPSx36PJos84FGDBUdCaMAlG68ELAMHG7rb6Kpwg9soAFrZqZ1D2/wCeImxNGfK5YglPBRCcxzKBir6A6T4ZsQawlH6mLox3eiG2oT7PhHUKwGaHim79R0gTFiJ9Uin9fBrmExpjY8bRUcxGRpb74S+Ufq6s0Zem77YEPHBT++yvZoM2Wg3WqLHP9PQsjJsz/VHHtqRortKvFa6YIKoAWLoUR0ffysbbxnhzoOK78NWGdh866YTcSPX91pvAt1RyHU3F+3Zxu19ZZPhrh+2niRNu7UEfqstaOXdslsP/t3drMk2MH+xORr68jNtTE0Wss2NNsRbn6uGPNrvu6Z/d/fRFoL2G3Oxs6Ga+n12WbZpc1NazXZo66zpIncMtSGvfI77tVzPyE4GVfyZJl5wGRefhb9sqdm2HxQZYF0VvSg1CzEGdCyMY7GeCU9nUlCCKKFk4mEmHMyeqEFZA9SYyUlYM3DOFsSLyayAZNQWa43UDLfJ1vAxKcmbFqpCni34Ja9XOC6ksBJkQFipuiC3mfqzSp2C9YhIEQ4RqYGYq9sDCiIEMYrJkG2u5WoNMmWy6ryUZ1IuhLOtgWtceYyZ4XRLOkysN0o5XLimymMDsaSJc05cZ2EpSo0rNajJfVmZbkfrtZRnagbBKEqWh9mCstdCzIAeqRp7ErCME3Wynj9kyGum5mKu5Sg279eCzpDzgCah3AZCLNTPrpQY0PkWRBgn45qnGod1rkpSIEVKiHAaKAdIayDlwjAshFKpmlku1nS2FnuOa1E0J4bDhEjmEs4kzYTlwZK8ZbMl/+TR8/VtH7Sf/q9zEjabYp9I3ATVhsxUWr+0jrgNnpzs5Zy+j2qjwzN9q+362pCEfyBBeCkAbFw2pGanuy7vDbfpqqytPVPz9oaG1uTU6ZdwG7oFgVqitolaaXoTur3eFdLkY9vmpVFH2dGSMC5LOoCrNfZsiQU8sLZVsXUjtVN8bHa2+niBrZdXbbJzQ3DbucNO5+9kqwSvDPDXW2JKxapJgvOo92e/yeeNvmOjWfmhQ8VgZIoyWDySRl+hi6HgqyqalBIiWSOjFAa3GyzJXdFkqF6ZgGR7g6oUWS1QHhqtFkQRUg7Eqt5PRgkO4qhUTyDjzV9XklhygDlSs5JrMb2og1kcwZqoSkxQoxc3acvnO5uukqmeyLKxhGhAiADe2wFnnpS+BqUENFQ0LgZEUusjItX8tDq4vbdgPeSiV8wW2xMalSpKWarLD7MHJQZCkP6YQ1Lr8ZBs3EGEwODnyFQv4Da7x6pbdXQQQnE9J0ZjLKPt+3RZkRK850fdgDS0hJbbO6P7o97Xi5iprIS6Itn0AdOEVFvOEgWpsy3PlLxB7J87fG92UJ/7WP1tj0VIW7f7dd3WtoMsauq2uu5sSG12m+ztVemXtvhks2caIMWu1Ww7a6Dc5GDofnOLazTZp61vVbOFqwdsuwPb7qPdb7PfXVZ3edLGmHcj8/tsvR56rGgbf+v7JQ56bO+2KwLIi6S37IAyJrO0Aba6TGoVKe6X9jve7n+bM3+9xUfEkpYfPXH3BoKfU2jAIG20VN1mbfe48xX6s9hko1mdZbdw/tTRrMoml3e+/F6f9ZhASxa4c9j18F7+0p/HNtNetSDNmt7ZyezOgfj97PwCNr+4g5lefK/pzrqpth7U31/hpU+wHdr/Sf+/3UN7L2/3T1sznrDcxdHaebTvG9ldxa/Rqn96b4iwzWOvst9XdG7+28s797+VXWxvz+YCWzxxSy/0c4TmB7fnp/0vu6z0j9rc+3h60sOe4zYnq63Jv+BICwxXkDmiOTE/RMo1osfKOF446vccdUWuD7A+cJRH7m4CogNhnljzDc9yQ1ZhWT9BuHCIK+iI3LymrMp3ekWzEj58xRSOHO4ScYT47kyYF+rdDTMH7sNrDtc74uXCcZkph8iDHMllIM/CuE7ccs91vGG5H7lM8C4/UEtgDQdSVeRRkaUyPq2EKXKKP6FOmfX1e+pQWa4nch5Z4wfSoSLDTAxX5uWGRx1IKsQ5IK8K6f5CmT9wefyaep0pTxd0TJTT36IXOF6FJAPL+BtmgdPyTNGFD0OFqNyHFQ1nSvqfIZx4c4TIG+4Pd0zTwttyQuqJ2/xAWleul1ec1zfM9UJ5febDIfE8DpypjJdEfIys3wbW+8qHmyeQxIlXbv98Q62Z868jOo6Uy1uK3jIfFkLNnH73AfnmSry+Iq9HwsM9URP5+cTz9RV1HBlPhdOSeP3lHcdvhPvfXMgaeX8yO+H07gQho+OFOgpz+tyowH9ojf0Fy5HNyd+ykz3IgSuE9leTtzSDWTd/m2beBxflrcqibbHBt50pt05/gPPwNaOqC8vCi0RFR+U3wdUCiCD7wAB4hQDsvfktiAdhJxR6EEACtAak4v0SvHBdqS8R/73fhBtJDQmAG+m0pkfQqKGUwWXXyhbIaIJuE3em91pm2w06b1SmzilnAaCAMPpcuhD05qrNKWrOXKOTCR2d5sFctSZQ6oZ1EM/md0663bPQQuMeBNkUpwdiVH8YmS7RvlPD1Z5nNucvOsWMBi/Vi6OdP6khSFSQdTRDP1c6VWJ1B9rpYlAh5AlkJcQnu1YesTJeK3GX0XpCsN6BDjAsxnk6r7AWhAF0JIh4TkJRVjoXbsEqCjBH3xIDC6LRHRZx7sP2fCPWMFEdGa42+Gp8vm09GtLEl6wUJBZzWEo0RERZkNSeXUSCV0ZoNptoFRtXCV4xI7atvCJEPegfsiUhalarTBmqcf9LghidnxXEKYeI1YIAAiHbMw6CIVR08RXia7zra1fmOtpzqQ3h4FRCyZBntk6zlYBfC8QRQkJitGbYKKrG16pptSB9NCRAXdcX+/uHjkaHpo6E0OoVCPEEYdqMyLoauo2KqlWuBGnUDMnNPDO2QjF+aXUHtkYzdIJ6dZiObsNcUCriZfUqg0vLaui1HCE3eVKNGzoAEqli/ShKQ6wH6/MisoBEgnXgo5bV5G8avYqiyayT740zov6ZRoskDTXqgqc1n3QjyhJVsiHvmUwehFa91pzDxJYYpdtt4nvFKhWiyUVWcGSWhtEQijWhJQHrFvtwY02K9Weo3q9BWFy0eXJljSYD4kpDjYgEl3lgqBwL2rT3zGG0xKQlIZoT0PizTfdYYjJgfNk/6Fm8XG+YgymtAXwz3D3psaFkNkPUkF/snIZs8sMRsj2A1oyArI540k12YOc3v80rkpxOojepEyt37v2X3GHs8a6AO4WWqDFV786MOPqounshoz2wRq0Wvd9SMytwZ03VHMEezI9ISNTmPOyDl85va7ezVXlp67/UDvHGnc1ZqVsTtw220K4NjSZRfLJk58BZn41Kq2ysfp7oz25jinEnszbKlOznF4xyoyXuXejKYDKNDOJVPt4sO2gLunpSuKnxHoT8kYdAPChhVJ6vlfl9hTEiUTj89Mrp9Ur69kL8sBDCiRhO1JtKuVsIpwW9O1N0INcjOcP1GqirIt+vSFKQA4xKPSyoKvOHI1KFnwThEJQ4GYDhSYRZhfVdYXmvxJszcbpyDIlbAs8sKAv104XyWikqlJqocUDGiXCtDF+v1vhNVpCBJK+AQJqfQQr5aUEzhGkgJWW8PDKu2ByfA49vr8x3K7dvPuP05oZxWjiMDzxqYlF/FtPI8xp4fIAcCnmaKWGllBkJgds3J1Kp6JqpayHqEXLh+bfvqecrEhdGAeWeQqLmQi2wvLplPSUGrqR5ZrkWrpeVmxC4vQkkYPiwIjkgy4l1VJ4+Nd2eD9/BNVHf3RDPgeNBISm1FLRkhlLJqozTyBJG6tuB9SZyepg5nBcG/UCMjyz1luXhhloStSRKDCwDDOOB06u3rHLmHTPDvMK3XxE0IfGeH0pCNKpFW96yrc++Tquvfz8cLGLNmA2113tJictZvOeBugwJDipqwQz1yt16wXSe0xe2Solmc/NR5MN3EbQgU7OH1aorka6btbjcLy6DXLZufr1TM4glyynRetjENoYZVUdWhmh9D1qy1RMa0vwgraARkROW9L/YtTwBIc22bo5Aq4CQ5pcovRKryYjWN6xmCOaXiGakgyxcxuCgouBJfYoDYR2BytXn0SmfQvPLeDG/IuK0cQ0EIk1h+5iETrHbk/jNl2lJ/h8KCu+forCIeWxhVe9DpqCF+gQ6K+UGygHWmljrgVGvHFnICKsoGjJ1WAhJiINzq+dArcoSL0AgReuhEatVLB6WaCDs6D2TkhBFyKUad3lVSlViWEhhIa4D4TIyK9RaCDoQ9Wg2V1BLJqQBslBX05UZm2oOoEFZxCpqghjwIA0DYcB6HpdMHSoahRoipQSGNTLkQA6ZNa2IVqQU85eqAV3qCWQNDE9YZWc62D5YMxrUeioEyE+FsFTUEfZhGAgpMOhM1IyOBY2VWoWiMIaBSQbWNDOPV7QKJdoei25S1RGkJuL1YPZ1iGZqvTJdeyiVsMCaqtmhg1Wg1lyoWZHkjbKPAT0G4/fOicxKrVeETCwrIiPh7oZSFF2Mvk7qGdFAOBz5wSCd203SPtcSCm299958jR7O/fNurK5m1zJQq60j63uxIsF8JKMyDSYjEI8vsNkzTpnU+lE0eKXzp5ovJhGjCloJGgjNH3FktbaAf2g2oFWoS012ldgAjfa39sC7S8tqVDUWb3C/XyraKgO6f7qa30nrGLaronBbLPSgb0s02/33iIfkXnGijoJXbTQ5jelCu1+mWqm1ImEwH52KajZdEHD51HwMO2928FBUY1aomFxufnpLQ6jTolnbaQOHaE1+roqSUbUKlugUYtUT1BVPgjkVj4TlB023TXW2xLHTi7cEROtRistpbXK2jcd7FrS4letaqz4uNPAjKNoBVHugDjRHo7kM4ucS3RJYtn7a2m7gu12Fm9NpGa1v8xOVl5XjO0PBwXsbRSwbwNZBt/sYIV6doL7P1CQ6ZiPsaRqV1gS77fW2J7aqn9W9goEN4KubzyTeI677DvTPmK9ATwKq+lpWX2+6+qVTP5fQaNL8GVIN+OcJv5YUsibswfdsfzg2drXnss03vEwQepJOfmjFbYdUGJ+VKQv1caQu8Pz9xHxNyC8zN/cfuJ8/cLdAPn8gz4+8+vTI5z85MT/ccvnuNUu54ZvwGtUb5HrikN/zuj6B3nD99Jdc58zvv3uA65mf/fYfOAyR/De/Yh0OjP/9O0Keefj0p1yPd/zi+jM+f3zD89PvuF4v/Lubgd+HN5Qlkh8SdblljF/wcHrg8vk9+UbI569J3DKFnxmY+OtAHBaO99+gtyP5p39HHguXX/yX1Mczz795S72euP7VV8jtI+H9M+N15PnyBQ+P97x5+MBdfCL8q4z89Hvyu9/x4d/9g5mnV0jTF0y3/ylzXojP75DpmXrzXxEE3jweuIbAPxwGQoT/9G7mJGe+vPzfWKvws+l/z038a9LhO0JSAm/4gtfcrs+M1ytffbjn28u/Yvjs3zL+/Le8k4kv5cg9iZ88TKADl3+bOH9e+PInX3OSE38nf8NQL9Tnf8OSK5f/6j+gpDfkt3/FOr7m+ZUl6F//N/8Vn3zzwHc//yvOr15zW+44vJ94nt/wYb7h5rOF29cLb55vOPwPd3z2VeRv/vGRf/fFwP/9fzVy+zjwq387IKcz+e/eczkkvhn/Pdbw/8/G1H/oSfhfTRm3zei5+A26ufu0C7ueMOCj97fXNuS1KQy7lrw4ZXvXLezteyIO4pTdJ/5Yhna73paRbJ+odi/SstY7VKXuNnNHddKRW7L7v59Ltle1n3H3OR+zNmPixThfjrVfRZy2o/EyNtS1Jwc2tEFLEliQxq7hfzfEKC+PFgyyoIePoSN223xIH8d+zB3J8fKE3YD7QSQdGLoQc/QUtYA3L5WxiHgJufZHLajpr+rGn2JBMMUDVNUSFgqtJF6xQK/ulJX5bC342hR8RXOF4qV4joCz5t1WebDxhbf12hxAR6WrlZr2VdNRgt6voT0rLwe19exBZZ9cJfbnB9K/oy36FdyJLhZ8lxrptC79e3YtEe1jbgFknAu42c94sFudskD8nqQZG7IhcsURhA251RF+nTrR5626ovZzVbtZo74RLADn+8+Wa9wUf1C25JhacL4jh7C9UKtRlagaAuwvgQxLu64/CyNdZduHG2pk21q2aPpVOsWAN7Qne6FM2J0r9Ee93U/a1jhqQeT2+UZJEVpQ82UAsqNl3Cgx8e6IOQ3dIDKCXJ/LRvvja0nd+FKaMacdCU4zV6UZqqF/p5WNWoN46WPhhZEJrWy1V651VOeuGsArixowv2mCXt1Ac/Z8Snqw2s/TyN1dzrTKLZVEaxQmbQwu4zpyqRuaTcl4EqLrAnxQDbXWEDW+d14Yhz/yEJf73TB+qTdbEzkbixuitD3XAuK7uZb2u4/F56cnx0U9OcpuHtt7u3Xv328JG9WGsPM1vKMZajF6W58vdd3mULT/He2nrScC/jR0N4f08fTkvd+buqzoF6GvQrYeUtrX0/6aRtVl523j2WyNNpStMqOhCm1dNmd39+C2p7R72X/zwOKGOJbd6+37LbPX7AlH5LZqC20J2/Z++9eu8ReuNRW4jEiG4aDI62wNVgmEISApEkMiUWEM6AR6yNRkQQK9RGOcmzJaA2EJxic+ZCQqkQWpSlwzWitxWT2uqGiE7BVqFWt0H0IlpkpMiZASslrSu1ShpICUxPCkxJSQ0fq+rKsQsxCDPSvKiJREiBUZKxILGgoyCkRhqcqalSMLMapVVRwjVSbmdSScM5IeSM8ZiZnDNBmFhyeD5iVRLxM5rMy1smShTpOhqs8z61IIH5RYBL0tECoRq8ogThCVWiKlVqIWgmYkJyRbuGP1xPUgE4JQ1CjCSiwkrYyDEKKSanaaygkkcImLUW5igaqkAhJZT5kVKI/B+kENis5Wzs9Q0BKoZaIOiSoBnQe4CKKJMU+G65QLMmSGm4lIJd9WQlFCWXa28p84es8q3yutgqpVUfWEczO0FO+MS0/CStsfvui77djss00+t3e66Mav2T8DG7rCgzMdzSvb3mr7tjad5O5R54l3/dK2q19QWmCo7ePq9mIPtLfzOWLW9aM2e6gbEi2Y0vRJ7Dp4m4s2VvvcZkmWj9RGs1mbfFF61YEHiDYvpAUudnNBNzfodlwX8B7Yc/5rAy40ZLTS+1G4Htqjm1tSYAt0NX0Hm8GpngDxNfKDlCXbzLR8D1rRqkabU633jSaBWJCghKpE94WWkKg5UpcEUyBMNuLazMvVpXsLrDWErIPGiiOvJWFNpquvmWj2hiV6igXyg5gNEkK3rS1ZZnujFqPda0uz3lgSOrpdoYuvm0l8ebXmo0YRZZSp1iy8VQRE9f5jTsUVitlMoZgNW4M1qpaQCFWsiLiNU5Qw2HOIq4FVAg5WyJbEYHR7IYMU99sMu+BqzH1IjcTSGtDbPlCvFA/FbVFvDl2yLUBZIhKEkux55KpoVUJ231DEcBdF4Vr7OhAyqDUfJyRiNflFMCCeVjHgUOuXqMDaZMSfPtRl31Y/Ofj12jqOWMBVus3ZAJebpHLQg7TAYBtA2P1OtwU3j9/tKl8L266wudtsqXaKNh5xv7/Joy5JaZbTXm7Yvg9uGTU2is3Wb3ZYGwddPjXgR9u3PmYJ21ibzNyNwezq0D9vQ/R77maR7v/o89XneacHNiXQ5LBus6VtXLs5Rx2g0iiD1OWuOOUTGJ1TpN+ywL6nl/Y7b+mW0IGJPqsfzZWBsvaRnj929MB3u89+Dh+Itklqg9rZoX3Cd4kKZXve0tbyDsBrkm/72x5Qn9meNO/zH+j+h8cHtiqJl+OwEcZ+njYzL8fqr3aw7E4J6bZ+LebQKt599ls84EX/tC0+12TRZoDvdarufraX29y1z7dEg/S5a99vkaTOn0xlS/C0u8f9J9j03kd6HdsLLfFlVM3QfVR2aTyPX0mTG9qu2e63Aa/+Qh+h374wPAemOTDnW2otUGeoC6nMjOtKuNyglwNVTxSEJ5SvdeasE48oS13Q/ECdV/LjEyGd0VUIVZnmJ2qu5CFQ48C5FFKKzEkpgzLd3BNq5awnzsvAOr0nHM+QH9B15TQFPrk5UC5KRrk9PRE+/x3jdOY23zE+w01RYoJ0iKQSKadKDUJ4PFBLZLlJrCGQymsCB6enLdQL1BIIdWEYz5xCJZbE8aCMU2bVhfwdxItykw6QFvR4QeNKHjOrrORwQWKhjvcEAvl8ggifvVqISRl1IGjlhkxGuYQPLLFwW4Sx3kJQolxZ00I5ZVa9Ak+kQ2WaDhxW4bRmjhGmN+bTLKMyEHn7/paT3vJqfkvUhfmTvyLWyt36KZl7HnLkmcphfCSlC/qzleEeluPEMt5yFiGXhTIuDIeZIayk88r6/IA8P1Lqwvl2QMfA6yVzUIg3mToFrsun5Bp5vRw8wffnj7+gMbWnBF5k0oStOqEFZXzj6SbQDFVpzYY2Abc5/puN2RIZpZ/dfjGu1Yby6SLYBWrje65iAZMgjnD1bHWgII6wMv5noQXoeuO7XaAeaShHAZ26IHlxeJS1Bz1EPHiwqdimyPfVDNAMR20ahkYDJJ5trw0d5EJsC881hWrCWHT0gJRRA1hpoGdQWwDSUaPS0Gda3M5RzMmZ2Byg7Zl0KizdZ8DbGA3ZUR2JKg0hVc2YVp+TlkRqijS44lL54eyYXKIb2+ZVFBUDlHAhkAlxMMTHMqM5o2NEBqv+sJxBgZqpbFUhgWyG8cmMllKrGcHrCVALtACyGhc/5WBLIGY0ZchW0q1ZoSphrEhKFjQpCrJCXIzmqVp5dUhmiNQwAwmpr0ELIs++So6oVGo821qpjsYpq6GIpXivBzcWqiEvmsNudDmG9KDMEBMyDIhm4nq19VDNeOq+tBoiI4RGOWMJkioW3JBSoKohzitoWCEWgtwABwvGdbROsgZ0jg4ktqqFgkggxMGW1tUqLurR1m4yC40abWwlW9A5TlZWrjlSqxjFVlAoA1oCMazIaEk2MKeLtXhTvAFVrwRxBJvRcIU/yIn9+cUX3AGzxoItlhKIXlmUgIQGtUbNZY9qLoZgMo8Uo1OYoT7alqvG44hTSNVmRjfUUzM0FHumTWyu0pNJEg1p1RBHtt0sSKrakFmBoAcz9nSyeamL7Uq9pQcJ2DlBzckW2w8N6aRg86iONA8FDdlKt2vASo1GVBZUHn1dt34UdbPvEFRPNsU8mF6II1tSUq2SRCq1NZpX7Pwo4pyjveTbzynVjDBtybeWcNbRtcVsMig4OXCr3NIrkK0xIRFVW2OtMamqGriWQBWXIQHbv+ViPSZo/SgOPtbWeO3HH5s+i7v8tiNq2vMRq0bSUghhsOoUKlULLTmBCFY5UjtYpjmKtemght7ticNN1/QEhMALx4VsDrsG6/ESIiKFEA0hK8UcEwP3bEkg8X4N2XWAOFKv7qgCVNV7kDguTXfuwz4horkneUXFEmk9OqNsVY8+d02ftSax3htCdbSEnFiwWBt6ULx3UdjAFD15gyBSkHC15E1tSTwPdDoarccyg9sUfVk3p9PPFrEAisadj+havm7naWPoQZyq3qRdLfEKaOu582OPIsi3N0gK3H3yCJ/PPH8Q1nkgnRJxSgxDYEgD+T5Q3layzqxc0OtEfHekvi6UVzOyJManI7UUltsrQYRBCqFAWhZqyUxP36OlUJeJNQXW40BNyWSQHkkpE46FeCiESdDzwPoB1iGwHAeOzwM3Xx+Re5CfQMmB51VIVYiD9b8J85FQhXG0oHx9PSNRCfNA0cjjIuRVOYYzYchc3ozk+wkud3CeWPIj8/t/5nkJjItw+5Mb7n9xZ+uTBR4n9P0di8y8Hwp5SKz3t5TrleU3X1OeMuM/TwQRrv/eQh2UIb42rvsTaFIezyvLkrmtM1NeyNdEqQPrsJLThYmJU7qBqlyLUgchHzLHoryNBRmUccloFnJ+Ra7Kt4dHaoAkE0kDr2oikHj6pDAPFb5OyDcDfH9BhhX9ZYZPCkVHqh7JN5FyE+HdEdaBoQbGNaDzlfzwNeF+4PazV6hklptHWCvp/dNmzv6JQ4IH9lZAo1WwBeMLN1S9QA7WSFcUklVzqlfy7oP3pnsCjfZxa47swfoWhJEGRGmBcguwilqDXlWrVJZqfY9EZpBsEGxGB4oW77EFrT+FySzvAdPs7tgCHi6pgvc6aEGQfAWtaGx0h208FpwXWe0+m51RE1JHYDW5hNkeBsJo8i/S5ZsqcLVrc2M63ROkUtqcZHtbB/uuZJc5zS6JG5q7nbInwOk2v4JVM6hRLIC8pOIUtf5MFJCr/dTXVj0i2f6pB5DAkuje78NkovdGI9kzVavAUBYfytAU4g8eAozJw3SlUkqlrKMFxgfMjZxmJC0MpTCUjCZ4lJGwjsT3E+E2E48JlUomm217CRAEOXh1RvXgTxpBhbXR7N0syFhI3wfiVeBVRA4DcV0JcWERWAgkSaQwUPICOZt/EQs1Z+plRmuiDiMMAd5YJeRUgAXqb7O5rF8IMgjxYn2Cch2oJSBlNj8lRrO/ayLUZHMaV6QoaTFbMtZASZllvCIhEOOBgDJMKwSsQXdQNJkvMp6L2duSLdlyWaAU8qGYL3hNyDUhN4IcC5LUEtZLoMyWDBrmCHVF4mw2XrHER6pmu2g6oyWwPlsSdwoTkpT5sFiT6wfzwaZciSLUU6CMAk8zcs3EWkgaYMzIuJDGiA4Tsioyz5SQWesztY7UcoeEYjKhCPU5bSCFP3Fo8zukxR0O7tk2+781UTYq36pHkCNVZ7TO7kF70DB6r5le6brJNkHM5xHQOANK8CqFRhcU3ZaT1hOhBU1bGUKrSlY1lHprfC1btMMqMbYIg0p2G/CABZevHsPwOI82+qQNoW02UGM92Mx9wwhEgjgg0pPTbY5DNWNXo9m9sdqXY/NHoo2qAdQM5ygef6gEEtarUBznWWh0dMZ4UYHZ/CRneggVtphUi18pQa1qvFL98VqlTa5WNR05ICQHcinCQpDipts2E0EDsUZqgOyUu6G92xPHEVVhrT8cB9k8iZboXujNt/Hge8XHtLMd/cqbrMVsV43UalX2G7jHe0HoBOLRLoHmY9eXA6H5BRbHGigsWEesiLFDuG6UjFXCNM0l4IwcjdKvAcTsEHrVgTT5P7H12vT4Ec3vAvMhsu+hiFXmrD5201e162lfP/pR2LP7l25ThAZpanHIo39m3tZNS4CI+drGduI03JQt6dcu0cBTvjOkNapuIOYeIxt8LJbIaiBBbfNDcdCrT0erCvUEhHl/0Z+aV0+0jPYOlP1jDilw+3XghoF3t5+QU4T6j1DfMc3viecz8ftfsX74lOX2nvkm8KRf8s/5t3zQxNcU3tZHfnn9mnxd+PDhmTpUyimQJHNXfkMMgXybuErk2yUSorBMFSbl9vO/Jtwe+ebbmW8fVv69X/0j+vYdVe8p64nPX0d+8tk9+Xohf3elfPZ7ytvfcP/hhvjlLxjPF27ffY/eCvWvRkqC608Xoxv8/RuIkcecWEbh0+VviWUl3DxTxgvlWyHPkeH2ieF25qfyU15L5PI2M9+fef/Vwvl/iIxT4Kc3n8LN9+ibb3lcHvny8gDnM9frV4TphN79LbJM5N/dMg0r/9FPf80wZpbzCS2Rz8qnVMn8z/GfeEwXfnn+Off5J+hwJqbveDw8cj1dyafvCZeJw6vC65s3xIcr4emJ47hy/3cLS4R8rNwy8fN/+gUnec0X8nfoSXj/H75llcLw+wOXS+K/e0g8X6+8Of0Th+N7PvvfnTmeAg+/vmN+95aHywdYn/j08zOv3145fFsZvyys5++Qx684j5/wu7/6a4ok/tWHGUmV8POVcz3x7dOvGDP86vLEWH8ozfoXVUK8PNk+4/aRhGrxph5QcOm5e6F9rf3dNqufp6NQP9o0ug/veHBG6wvB2zKNlhxugrqVptHVrR3uwLdsawsW9P/bT3153Rf3+3JTN4NiQ+fu392fc//ey8ys46TY0EobwkP7eeqL72kzABpVTD/Tdt1+gj2qyQbb50oailZazn17Bn3+9tktb0DVKywIfQb3cyUvfm+f/dNHLzM3q8vR71iQpgU3WxJJK83ptPdd4DuwpVEe1Wrn2M5dNmsJulPWn31D4dMCQG1p+lg8SIk2RLnviR7EhqaYQuN4J1uwuD2T3iC1ZdO3NWC30wJ4agpQW2TLlG5vhtYVogfV/P6pHo5TOpqd0AyXxpkMnYO+tuy9R0Od37j1tqAqGp0GSJsjij2fFq1n20dVqydQHCGhTrUmrZG8ry+N/dk1NLDsxUJVc4CczsTm2ddyKzMt+ANvxp14rOAjufODh/octrPoH/rBzYCrDW0AHQXRKg4QN4o8gNIFY0MP9j+RPmeyPT+gVYTgvUI2ebr7STNUXEZ39Ig3/WoooY4WalU1jsJr5cz7ZKtsd/9C9LuM0cZpXSzhZKHm4nbeXm7LJs/9d0uapH6v1rvBAzYtga1/KCf3gexNDomfvgWPm3xp961QW4Kn3WdznHwPtd3W0bp7uWfGm4gHuhuCNrSxWlJDOs//bsA/9tg/RzF5/8c16yaTOvqoXdGfeUde1Sar+xdfnk2166gX9IFdme6d2p2ewJ9DqzrxxyAihB74a4n9nYG9XwK+9jeEbHveLeHdBLLPh+JIOL9PFXqD1Z3T3VU47Tltk7hN8c55bsGjhnxrsl5d4/dkup2kJfca4nBDN+2eTzv3Lki5VWE1Wefj7dVuFty0yrzq8m+3/vrc79fgZqd8vEb+/CHUEglE0pyQCEMdgJFYFkLOKIUaKkUCqwaMkmFClkR98O15gnCGoQhFI6tMrkt9zYUBCUIcRygFHUZKiFQdjP5HharVyo4n34XFdHIeoVRBrwFdxR9xm39lEIeXlGyJ2WKKWYcMg1KHANGczVgFXY2+cD0lljFaPHsp1PMVrpk1Kdc0UbWQNRNzYagOOJgjdQ7UAAsC2egZwnWhXlfKJZCvieqBlfhYCINSU0RPwFSRWJEPK3KpFlCXEc0WeAklktJA0khSpxdZjI84Dhb0uIbVaFAIFhSdC6WoFyxKRy+HYD2ztAbrT5EVSiYGIQyRWDOyVHQVi6uvFc1WNVKPFS3RKBnXAqtAEXRRaghUPSAUZJiR+gMrruksz4SK1h6w7rqgI35d37fKvEb91mSDC/WG9u77vm8plxUdXV82e8bg39t1XEdKq5rsvM5q+rXv0bDTsXtl25x5+Ngfsv1rMlNCaMqK1sti67Pk55I9WtPP96Lasn6kRzeg0Eu0tI+5yf+uy5ousWDG1o+i7L679zuUxh/f7cTeUHUDjtlFwu713XP0xt32iL0qogbTu05z2O+/+35N/tozMO4S4/PfnsePPVxGOhgMtaCMilifBBRKIIQRJTlYxAEzsSKHbA2Za+tlZ5RZW4Gh45zVA0huX9UEzWZFFAa124petVnVqRX92WQg21qSRoEVVyATRjFzxRH6sgaCqAVmFWqwnjtaDKxRxkIdsGbxDWSG+lbw/Rd8joPpnloLUcSCiBoIOaIhUJp6GtTXs9s0OiC1kvKCFkEns5VK6zdsZi6qRmNjppFRGYZsMDBJ1bdWoFXPdN9aQNMmC9BOJmxIdBQtDVzhtKBqIDiNWMI5ChJtPZdsz0Gi2e2hgGah5EgNAY0DooGkXineqJNCoVEr/enDmyW3ICE7Xw5fBy0YubNpmulv5slHa7rHOdo+bPLHATx9v7VV7r66V+daosEu0CoWXkRKBKva251hk0TtVVs32qozrBlJBxA2P7NJ6W3v+1kUWsKj2+dg80pEW8UJbPfa7MUGGsLXXUfoi99ni91s64V29VZx1++lrd3Y7Tb62Tb/ot93N6+a/93WZ/vZKrqC36PJvf1stut0i6xXr+0+0c7ZR6RtO/7A0T5QP/r7j39WdqPZYlAtcC5dn76Q3z3h7+93Gb5fk/izarqh6cw95c8uptSldwPn1t259s+k6aDw0fNqVILbq5t/AN3e73pzN97Wp6j9ru0Z1t3n2D2v7dm9/OcySxv1VXGBF3ef8TN2fWZrTLE1sxXytfE2H36v3/fyoO2/Rteku3nYPvtyzbU4Z/tE0/Evz60f2yw/cKgo12kmhBVOmZgC9QnyekOQyshIqDeEMrCSIV6JEUKYGGXkIJFRK2M26VIkGli1LCjKNUOOwpsKS4RyEIjKab4SV2V6zMRz5U2syKmideXhOnPWJ+a0kkoiXI0Cn1OipMxcL1ASN6v1BJsnQVJBlmcL4YXFWqHeJkiJ4XaGJGbrFwh1IdaZfBpZjjfUcYCYeLoUWJ85F+EaT+RYGGIhxkhMN5RYWGSh6A2vlplYM3lIxKgM6zs0H5iHSB2Upzoy5MSyRCiBYzVbtS5KLRldIuSBElcqz1zikad0JJ6PxLVQc2LJB7RUkio1ZB7TQh0GdFKiRI7cM5Qj8/NMLpGHyz0lFeI4k3QlPc7EoqRQrXo0J3RJhGEh3D4R0gKrUtKVa3lE62o95MYFfX2gHgbKjZIzzJdASJkhPaO6MjKSVmFdlpexhT9x/AVJiLL92oPYfLSxX26Sni13gSXkrsZcQ/vvbRi+qSQ3c5INkdgM6pblVnqD1H7NFjhxkd2bDDV0ftuYRpVi33L+6i5w2rnaWV3INkG9D4IBEHaBIQyZzmZsdyPEjew/8B9wRefn6uK0IRlwC2+n9FvwAlc09o5zY/vUBm1IWjNMmohqXH1CojX/ssHYPAWpEHbiSls1RnMU6HpEvNmf9XiItMajvUSv5pd31Rsl7bPff/yozu1tDoISoqG8WRSqOetmlTdOSg/k1wI5W/A+Sf9ubahSUWqxNRQkI0GQMZoDuQ6O+HbhH7Cfi6BVCNcAWQk3ioyVooGyRi9KELbg/+CcpQVCJtRILBNaMzU80PP/CqFcQIQS7HkEIIiS/PdcoqNgr1gFhTnP6mi2Ks7lLgUJq01ZTaaDo3G2lupYjOZDx4gERfJijyWOhijJDflgAXNJbgwuyUCDtVpVxFDQqSC5ImttVdtoFgte9OoZpdQVIRLCwVAx+WDrIDyhwXn5NRBKQgtovqKarQF49HOVAGuGvNvDwVDL5mAbEsA6pA7Aje21YMjLViHwo4+6R9JUYuOZ9+oDQrXS9tWa3bVSSVP+2feb8VKHWN1m8waTwSgZQks+edAuuIzbeO9d3pYI1asuBrUWC8WR0epolOAJyFCM7qlGh/w0tGRDWLWNe/Uxt1Jr9QSHBxGCr/3qWTyi9VQJ7tRjvRWkKGE1tGOIs+/xaGjy1JCbbj46CkXV5kuDVUSQH6AuaDxZ1Yl1LLRqJy3bEGi30BztgeCNuBF8j2Bz0mW+oTBlPdnP9GxoV9tlaDCaBqktqVW9X0TwgFLyfwUR59JeVxPLgyND89HndPExNgP1Rx5KTw5pcPSiy5Eu8dWetwiOwsWRr00P74zoHrQPPRe1IYQdtarqsShtPUvpZffV+2cER+jVYtcP4mBc3fyI4A8mQZBEDJOt7WrIqirRwnbVKcGaPPUx1VZN0BC46g3EJVriWKpx/tdKrYbyFYLdcnTj2/spNYerNme56zVHCTbqp9DuP1uVhAdoqkSb/+peQ2to1+2VQvWEe6eD9nsJzUloiLTg66+aPlQPsjZ0HdWoiroeD2LNbNUr2uys9l0PbImXVosHr1QS4gnEfcDhxxwlj5BHjg+VsWZkuGeNE3L9GuqZWgvzWJhJzPNEiAeGKPCwUv95MXT/OyGGwE0KrCFxDSerkJoutlaGEWplipYkqHGiECnXkbpEFo0UXbmflMPRbDl5XrmOmesRlm+O1G9O1AAlClVWSjF9fT8VwpyJ8xVdBH3OMCn1bxZ0iuT0GsLAaQpQFPnmEV0Lz5++Zb2dmJaVeJnh2/fUx5Vz+DmzfM54/57h/oFlzax5hocR/fqWNUUux0DMI4fzHWm+wuO3cK2s39+wLMoaFUrm9M8LxMLDTyv5KMR0QWom/RPINxDubqmHA+UKeRHGODEEay49HWC9FOb3V+LxhqHesg5Xvj1dqClQOVBzprx/QArEaSQNkWNODAnG8YpoRa7R1t6c0ZI53YxMrwZDer2rrHOmLFYJSqmso7B8HmAd4XpkeIbjdUDXQH5fICUY3hJlJR6/6XrjTx714HLB7b11MbnRinRjpvGamzko9i9YRZ1lVMRs0rrSSOON7cGlojYnfzTdX88YJ/Tq9vbB7WdHZqIoi8lxGmgluV283Y/0KuLQG/JuyZNMT2y0eI7QKUN7BfjgXNKNY1q9IaQmWrNcqvGGW8C/YqTCWGCcCtV6YEjnf06Yv2OoaMukiQft3QYw485+xslsjeoJIDKGPnWEaT2iNL5z8XtrlbMmLy34Ul2eBaw6Qx3J3DQU3Y+TcOM6fAW9QvEqjJQxw8V9hNYTSAvW/0bRVEATGm5cLib3H39grX18yGqB1DoiJVIIVAmEdbHmxHqCevAAdiDGmSgrcprheEU0ImXsFQRaCsqMqJBqJcjAWG5dZ3yDhsxyGI12IFTTPzcVboTIjLBSc0Vnp5Yr0ezmZUZGkPGIhBXGBwtrHwNFoZYFKZHhO6Odm04LWiN5emPL43JG48r6mcIopHdCuEJUtcBENoopxmx7JgjEQJHKqguIMMiBWASehDwIVynEqKRbBS2UrEiJjHpLqEq6PEJdKcdMHYTrCbLA9ATpCqqZNVVSGokxEpZqjU0PleG4UBkoMppdvFrSJNg2Jp/cLTiDFGEK1qfinDIaCsNlNTsijjBEahnICDJkZKpMNZJiZL4WrlpgBD3BuFYO10yeA5fLCQkjMd0Q5coQvkNJrHKPBmVNV6es+tNH5Gz7XEZqR2dbMkkQ6wGixrrQKh5CQ+crFqAW2YL9Gp0urHn3LVipCLPJiGpMEIbUtt4CRtNyNN9K1IyQGmkMCCYNrOqoYm5ZjwSo28Y7oFTY9eW0/PGM+SOeoHGARHBATovpdCCbmg0urdJJIiLJmpe7nAmOIrdEc6sMK4Q6m0/cKIPlAASitp5h2T0j98PE/JVSgtuMq8kosUoG0QQ6YhS42WMyZmuKjqgoxbNEzU6MwWjCpFHVeuwlBUsSttkxOVr6fYsKQQO96kvEKNeaXa8J7eh/TyT7NZMoP1jl1ehSfXWE2kbSgu/N32jryehaVROqg1cUFNtk3nTdKkZc7zUgltO32fvuTfRYl/ukjYLYq6/N57FeDEZx2BLxRtdma7Ddc97iIwjmp8NGB976USy+Vw6ua1uAfUu4mclsgAPpz8PiCC3R2xqG2zMf3E8427WCz4ODYVsYsidemlNEA75cdu+rjyE5IKolCC3hLBK9it/WU2h70X0J9WSWsDrmIHQ7oo3Jzj/QAAW2RBq/HX0P21QWBO/B6jZC8BhEA2OqNIky//m19tFRY+WbT98zHhbubz4whsxy/dc81V9yP1ROQZE6IetADl9xOX7NaRy4TZ9xE+84hQOnGrg/Z2pMrFOi6BOp/J6qR35//ZwhDPxHY6FOlX/4SWUJhc+//prDc4Rf38O18p/8+4X6SeHDw8y/+e2VUB+Q0wqXCX4/MqZPGH76CZfLlecPD7x6rPzkOvBhUv7lF4FYF27Pv6Em4YIl0evfJsIx8uqLmayB+r8IecmMl3ekfOX6q3vO959QHgbqNfDu2xm++S2Xu9fMn/2Cnx++4+evvucuHrkfPuEpfM73+W+5uz7y2fuveQzw+5tXDPLM3cN/zcqBb978PRqOPF9fEzUQnq7EorzVgUSizpEYAjFPBD2xTk9c45d8O/5v+Hb8O95+8z2vv3/HlVtq+gRmIfEdz3Lhu+EDh0Pl7f3PGOKBV+mX1A/w7T/8nud05J+mXyE3lb//7B843lx59f3MmIVXUZjixPDtkaDC+PYD4e0jQz4Ry8jl6T1fPv2WcT0zhmfSm5+RPv0bs1PuMuf3A9/+y4FBrrwafovElU/H/56yJr6RVwZs+oHjL+wJsVfQ9aNXTJi8yMG3oH7jsO7/N6H68pWe6e5naGgm+YOr078j/Wx/KM61/3NTYfepP/6N9pr80ffcSWlKeDd690ZwL8uUR2sYLW1m5I9cUjraoP1vzkSXSi9e/3getAf2nSapBfjl5f1t32vZaneY2kc6p/s+W7qfq+b8tb+lv9P/kv0r+uIM/TXZELh/9vBAaF9P2tBkYXf/6svDZ6dzjL98er06pEWPGprZS983pFO7Ni2Wx7YSxF6P8KKSxKN83QlsSazaDENfv63SxJ+1iiuXtM10Q9/aR8J2HW2DcqNFFBE3RE0lW3IiuNKV5iRXz+HpCyUb9ih3YGtm5Hu4rwE3gAR6nwmqVaEUc24bmr2hg2mBytLO4Ui8YEjGFrjriUUpbrSkPp7+jKoHGmiVEZUtKbmtAat0cTqw/jDb862+Pv7Co+/JhpCxMfTQsLoxItu+3su9bfu1xKC/2ypIOsrQV9jHGWNtlG2YIdQgFdrkYQs69FmgL2Jp60i38eDPELo83u9Ttzp3f297XBzZparWTLPt8+aItDXWZSAe+Nhvqv0etb2sHanpNA8KDeHSv/JiTfjPDiFqRrQbghXAS1V396V46fFH657WLFDUMnT9erJbq74+27yGujvPJhdb88AemP9LjhfD8nX1opJuk6Vdju/1T0MF+fz195Q/3G97hUJXr2xVES+mbhuibK81qdEAxUEaxsxeC/1cte+NP6qb+725g9bRUuyustvPO7qQ3cLf6bttzPukTJ+9vrZ0u9cX32l/fbx26XNqh6+3XgHlf76cMRt90wcvkN9Nq3y059tciMsboOnzbmfsb79XkfEXHcUpuHItSFFDm9ZKzoEaoyFID5Y0irV6lYtglCSJGiMsIzoKNSk1Vgt0pYoG41w14EIghgNotSQ74joxW/Sqbk/fTBdBV0GyAQF0dN3m/6i2tpImpKjRrKhSQkEirDIgRLQkpASKKtRCqhW0EPOKrIG6rJArdYVaAzEpMWVqzBRWljxwOVfCcyU8VcqgVC2EasCKWjLztTLPlblYe00m42LnYs841ErIgZAFKZEYMjopjAUdMmk2WRpDcRBLoZIhFOIYIEKthswNrneqo7nTISBFCIwW6IqKRlgbyngWhgwaFZmEEASpAYluJxSoa6EugZwCNSh1AKmtcaKgQ6AmrOk3SsQapjdp++eOvi1aZeBeoCtmRAXBkNv6Qp33QL42edCOut8F2ymbvm9AHikuD5psb/ZC2YGXXHCR2IJKbDpfsGu38Qd2ctVtnn4NNtnaAwPsruuyiya//BmJdD0l+++1gXR5UV7On3hQpydvt3lo2nqTT/skQbPxdudpdnDT70Q2apndXPXDg1dtLnrl5+4Z9d9fjm071x65yvac25S2t7r++2Ny8k8cfuvB7QuKGp1n9OBqsWR67+OG0fvVRneqFjQTp0XsJhvJC0vc6pKFHgBUQByIVoLHDG2/qldJtqSLiKItiQZuGvvaKZZ4k9AodwwcYbFiRatDl4I3+RWnmDHRRijOItmrhNXpYhTaa64sJbj20eKg4WA5Cqq1FW7b1NdHreu2DCWg2fqcSYwECSSBFKzfT1Fv4OvjjaH2QCNVkVKR1VCnyk6lF2l5RbsnNRpQkdqDzkhDTodmTdq4ckPi23xKTAYqqF45Vo0sxh1xt+WwhKAGWj8FiW7f/dlj2DR3qxT1vd+rMHc/TH/vgYzaRs4eyri3v3u/NEr/7B9d6F2evtynLY5iv21UUS/BCi0m04S1y7YXvPKeMOjjbHJsL4Xbs2j9ARzQ1Hxy1Krhfa+JA9w+HvM2ZRuW3340y3J/983maXbmFihHzAeUj+3B/lgaMLYZpTsEfpOTfzDh23NqfSGk2ZMCVg3j8R5p8+Eisn+79SW05G03337waB8Ku2fwsV26VRTI/jvSd30ffXu7f64lXAQTJMJOr2xyW/ra/njQ2zX2qPyP72Hfl5TdN7bP7vXNx3toN34t3S/rPTn2o+r6eH/Pvv/04/d30UPdnWBTQv6vxWCa7nKdvR9g8yX0xRPg5Qf27320PvvH2twbaPvFJ15sAgfL6jYDm/+xn8cGit6e/Y89qgjP0y2Xo3V7GOpCkYjEgbIos2J0sLdKPilxUsYAhyyUtTDPC4ecSVEZYibFZyQsXMOBypHlaEBErU/WX2idkFBZ8gVKYRqejGqwCPnqntAwIrkSqGRNlDwgmgg1UuoNOXxG1QnmCQlK0oEhKsdbZQlKTisLcLkUUg0M10BAWJzmdhpu0XjLMlRKUsrRQFDLTaGeKyrPpGtBw5nlZuW6BsZLYs6FrIV0UW6WO2QsvD+sBBK63qM6MqqBctflkQrcykwKcOU1IKQ6ctIjuYw814Gn+imzJlIJvF7fcVoeGS4X6vLMuUxMS+ZwmVi1cDiOHCZhGp6JkrhIYh2F958Lc1BCeiYIXEMi6sQpYvMiwqCRcSmkDJc1seRAfVyI14wWZahHJETqeKBOIzpeqTEaBaQMyFiQkNGDJSVDS0yHEf2Y+uyPHD86CdGbHrswEhZsUxqtRheBe0obUX+/7WtzBpwl2s7brCh22V1t2UAzOEIL7DR+8pYh96vWvUDQndAHV0jSDbGNLsk/zCaQoNkpWynbVibuklscPSSLC+1G9TRhSGnPWLKC5O5CiwgSIj1gCyBGp6MYXYBKQ7y6MscMfenxsV3gW114khF3HmzeWlbUlJ5WNwZ6QGj0jHV8MddGmNrOWW1pqNDRSk3JEgka3LywhItNldASL6EZkG7oWKPSysYD+COOQ/ZZHwwBWwKqlVrNWLUSY5tD4yassM6IRCQlQ/BW45Yva7TPOb+sKMarn55RVeqSkCokdxRkNOuhZFM+FoBR9GiOaUPESxCCOGLfUW1abCwi3sBRRpRK5Wprsww23UHNATnasw5zRqs6D2akxhNIst4QUtEw+nO081euKCuBI5ETGhMaI0EjgZGqmdKoksYVVIhOSxOiOaDVuc1rGHHXDcQqR8QRyFTQ0ZrxWTFPQdYVlpUaBhuXOkrcgx5SClxXYCByAxKoMbgjN5uzt3rVxXi2NX66NYM3qyVuiqMtghtIyasv1gFdI43TviYL6gSqNVOtQsgFoxS5usFx/LEWn21LT5yaWRQcydTW7+qc8BGVhA6JznPczHU1rkzV1tisgliVSrBoPrWsfnZDR2u0KiVzfgXJ3omvGnpRajT5UfxZiBjtg2RqWLvBiVQ0NccN34XufKWWKDuYc9IQLXm28ceWZHLJ2JDewXsMrFCzeMDRK5GSVYXUZFRhoR5snS/GSV2Huhm9igUPXXpL8P4TQaCsNh7xZI83RlQMPSIUQuPZTgK1oOsTQkLkaPIwO6qyCcwW9Eku52W0Z9bmJlnlB+uMIUFHCINRxSAEWYjBUG0iEYI3XN8ZtiKFDmMTafmUH3+4bWoqyvZrrcllRzHzsbb1hT3nhihSoQVwzKeqhJz75wB73x05kG0/dfvak+SeNKoetNcWsJPdIP0WUTW5J40FNhp+uK6WO9ZGiJX9krGzqdkEunMd7RxVGxUKzrc9YBy4ldYLQmI16p3qOtmbiMcWMwi1uUubvb6rZJDSqhBtPgw0Ze9tzqLbLK0ZvDT3u9k0AmrIKguSZAss7eIBfZJMddustXy/6yQBR5tJ/660pHj0cbrTZH16/bmhaFS2YAxWgffjNKrNL5UlfA8KlUiqAS7PoCvPcWCRV9zezRyPC9NFOF0WcqissRBuDsS/u6FcJ5aHW2o68/T6G2pc0eEMKEVNZ1PuiDVx0iNB4BJXCgVJ3xFYCE+v0HlijU6RkSI6DKTHxOE5ke8U+flCeJ5IDxO1CFxWkoxM3KLLQp4zVVaW+zM6DihfEHLi5hIIRbnOz6CZOxaiZOTdt/AoLMvAXCI13FHHA8ObwnD/HcIjVR45P8Pl1wPTB+XmW0XjSjpckBHynXKZlS+/gbkoz/VMGJS7VxaeqB8KmpXhSUkPSng+WdD/5hF5PVPlmcyZ03XlUAuXNDHfTBQ5U/WZdHPk+OqWZQ2cL8+kuvIqFBaFh2shhsD9r25hiSxfniyIOn1gGSuPckMtgdNXF47PhXIM1Bsh1YA+BeTViBwEfVjIj5mlTMx5RJeVus6kXBjXZwKBcp+oA+SjJTGG8EhUSFl7kvFPHo0ei9n2UZps37SKh5jMzqlXqwho+6e9L5HG00yz7ZixighH97VEfr6aDI+3vt+fbe94f6u+nylmp/TGkSfghOizyaldNZZ9bwG9mo0eJ9OTtTWNtk0t0ZPnFVCTMYrZcCqhBwkIV3qj5QpGPnYwOV7nnjzWPXXEfszq6BcBkdYsO27jhe5XSOuxUKzvhIaBVvVhVVjmtFtGr+BRXKxK42gyzfnRNxRq879mlzkmdCW0KnKTxapnLMB2B2J9qBp9jVUbehBTxDpI1wh5tDHg/PUtCKxNFv9QUPjlEaNViEkusGTqvSCTQBFKTWhUNGbrnVBXckzUlEirMCxWrRZlMg3vSfExHq3KIc4oGcLXQKDqW6rz/6OV8FwMrc+VQibXI+hEZCayoNOKThUw5119jFojcr6BIcJxIKgwZDHKpuuMxsr1CEglhidiCBAmkIn8tAKV9BQIK+QYWYOQhjNxWCCfKOsBZUXDioTAMB6QrBS9IjEh44FBCkNYXI+bHTprQWtmqWdbxuMR0YFwnmxeThUdlJtYGFLh/eWGRUfWfEb0yjBWhpsCOlLzBJdKeLY5LCrUQahH8/Lis1XQ5qNArJTzE1SIGsybHswfnVbrISFg9uBzRc+VEqsVBaUDYzywIqwXWGsm1wURIR4CIRRifCZUQZc7M9uyEqUSDs3O/9OH8AYDNp0xetyWhAhm94vZRs3OCCyIZrNl3WdRCkGtUsJ6Lrq/rGp2rsdWlGJ7l4PJmR4cdbrZ5odr43133wXx/GfL8KyIWOWV7WSrpLd+g16R3YzC0mThCfP1/VpiVeXWAla98sMBb/3+raJfBaJmAoWqC1IX84HFEuoxNmihZZyqV85r9b5rsrrd5Y3fGdxUtbhP6EaTghQKSnGAXMAbj3scQ8Wbp3vFmTKbrBbridMq0Lv91hLOwXov7NkdhEDxeJY910KQBQkzjUZYvDF5Qchi63fA+yZWr2YLnvQOfwrqultvrbK6x52gUw8qtIoXlYmeVNdWxbvSsodmX5oN2+Iy6rpOmbCeQQ/+LG/pToLUnk7e+hpAnzA3cLdeobMlR33etCXMGenxpu5Lb4kBYaFFBDcHRfqlOuUxXlEhzd/2RK+DM+kjbH5SRsT6emgft1PgtXO0jKjHCLYadO990vz9YJWUra+qVTTZOWVn6PckWQc9+DVxH8N9N/XhILYeN3AgSL2AFlSiVdmpx5zAf0Zav0pqdX8tu28b2FceqY7uDv+xBNGfPkoY+e2bv2e+nbj98v/J+PwVt4wcDgOP31TmJ2X+68z6y4XXR+XVceJuFd4+Zg7fP5G+OpNi4HCbWMN73sZ/ROMNvx3+Fh3v0dc/ZylPfPv7/xqZFZH/HOLEPy/v0fDE3/78X7hh5DfvX/H+24nP/2bk7rO3xO8XwuPKh3LiuhzQ+QSXA8vtFyyvPuH67srz949wKrwdCqe3mZ/86wvvy4V/ev8enivD/xg5Bvj06XvCWHl6eKTWkbtP/8/E4Sdchv8Xa/6Sb96MzEPiPFbmn1V+8vw7Pv3yA/NnR3731weGfxsY/yWg45ly/MAXyy/42+f/jMe37wmf/49c6y3v3/2HyFr44vlrcn3m2+d/QOLCL19DShP/rf6vedY7/v78GXc589v5DQ/1jvP6f2Atd/z7z/9Xfqn/F87fHbl8c+Tb6Wu+en3iiw83fP77T7h7e8dnv7gjycxB/5FrGfl3yz3nVye+/j/9jKFU/vp3/xOhBL6Uv0I08TfTe45hZpGRWuD0+D3xOvNN+Dnfnl9R/4ffwW+/56d/+4bPf/H3XI+3XG9u0dO/oYz/HXW9ZX38BNXM7X0kHB7RN2e4RsLv3hCWWyb5FTX8cN+bv6ASYjO/Xx4tqLSJjpfBC/+UCxIvrOqfpDncL66wefQvPtv/5qO99GM2luz+tcHu72gn9P7o8bFw9MgRgu6FR//sdp/SURziwaK9gO0RpC4HG3VMR7G2sSovxt1zn/s4RENZvbifFmLZzYFoPwf969LPsSHjWzbWBZh2Ed/P9TLLvX8Wf/jai+v8uUN2pXLt3l+gg0Mf+8fXsWSTIYtaA/GOfGiWhkoHdXWs7A6RZbbJy3UlYUuMNXS1KUN3sF7cqmzP1ufedORurnZ7RFq1T+cz9FL9ht7pA/Nn0aa/zYsGdy7Di+vvZsQuKW192O9/UCXQ7sGDnQ0loG0dx+AxxOYAWyKq7+FWrRHcKCd4tUA78e5z+wv29bjt0d7gXD051xKDnf4AWlms+mf6c24I+f8fqiC0r/PNqJGdkbNF6XdJwT9Y+/Ly1y429mv4Y/mzO7fu58d+SkM9NHRpD6j4UZvcaM+9GZv+zLucaqglDzLsh9HXVBuvbrPQv+9J1faFdi9ulG0JZzPXbTAv57Qb0b6+VfXj7baTFYKV2vr5/On33iovjMgWjGFzkNo62In/vuzas9sh1aWtwv6ofO4Vr3T4WMa1vQQ/5MT+8WOHUfv4ue/2+V7e2f23D2yf2Z9zd4Ndp7x82Ptr7tfr/lnt5bxsw2vf2+2vPU75ZSFfS5B9vEf6iV7aDn0v7FyeFyjCbRzNnniJAnp5O3/seu2ZqzdDbEjYhiLdn2pD/zUZ/cfQiR+dnjZ7e43XxrbXy+1ed1/vQ9DtPna6Cd3E3Esk8o87NFiwtAYH4LaAYwXWgBan+yuCZkGGYryhUyCMTjV+qZ2bWzV0nF6ojhKr1kBVNXkCKjtvud1giAGSBVG2FJQhmEOthKqtGNJXnhCKWJm/eNDP6QhDiFQRai6oCLVUq9hyBHIIhgc1Jh6hhkBJwZHKTk0oGSmFUCzppxnqpZAvizU5HQwVVNfKmmHFONTroBAt2KEKRSx4HjJIUUuqF3caw2BJK1FCzISwEsYBDgHWYJwZBKdRBE0VCZBWwxY16EcWF8XJFm4dlJpgLYGqse02JAohiVctFmoCTVBHQQ+CDoJGIdRAWhKxWviEEIyyMUKsJksrK6pCWCM/wFiyW99NVu5tkW7xdNto+x60Ro8vfQLZ7IoXH4aXdgfbOTvKfydPRDsIaZObO4OvU+ntZe9mm2yvfTTunb42dbKTtS9saXl5vX6dlzPzQhZAl28vZU47X+NaN9Tyi2v4q4Yi950kDSTVrtOS1B+duo/L7bymJ1tyQHfvdxsg7E6y1/Vsdma3DXweVYDG375Tdn0uIn9gGPy5Y1/e1uQ6oMHo9jpfuzRwm9mpTaA2WWOH2eIiwQI4wWgGtdnqvKxGRYPpk57cdmS5YPPvQdRe5IzJT+m2rRjIos2NOECt6T3BqLxUkGjPOjZmFLXnrNF6SmgS+5fV9n8sqJYeLnREkdnYPp4gvlKzPyan+aQ1axa3PPwRaVUo6hVTFiSvop7Dd3BDFG/bV/vcqgYP7Pm0qKA1bOs0gEZBtDqG1xKhW68Sugwq1Z9D85M8sBuK56+qVZEYaEfYenthEtUTXVvV5n4N/7Hj5d7vj95BBeJrZo+2blZAsy225byh5jdp0M7vCdTdnuoAi1Y5tXvnxQu+jnuFu+x57PefVaQbEuxk1f6fvrjbzSrc7mvbu161Dru93Wy/jyYM2Gjw9MWsyseyn4+fyTYKffGa+Mg233mDx/4BZt6/5nbg/nrSxtB0SOi/b/Kh/WwWSrNBm+28H1fd+d37Z/vRWP7IobLVpPTz/YF9uj/VXoZ+fMc7ef3x383epN37Lo7gduiLmJLsL78/X/v3cWXDxzG+3Zh21355no8/vz9vG8R2P/tagP039p/vq1l5oSdf7rXWU6HNh+mIJme2PbOzEz7SfQYSq3/8OQsd+LQdbb/B5o+1Z/Px98WnrX0u9Gu9nIPdOf5gZn7EocqQC3UtrFkoOXDSlSAXSswsQ6EGowWnDDAfWNYrT8uVPCfSPKAHuEzKKoWoCxomSIEQI1FHYh04x2AgszEQQ6RcJ3JZeUwDWRI5F8K6MMrAYRxIXkg7L8K8VpInqyVHZI7UpbLmZ6QohwqjgI4jkgs3NVFL9h5RoNmAFCNml+doCe2hTAx64nauSDUaTBlXjuvMqWRmhfMyksjM04zISliVRQvzdCUPi0vcQE4D1MDAhLAwhEqKlXGYSGkkzQOxDGgdKCpcD8I5KFmM/jmsypATqFKOCyGMHLIQi5IpVFHKIIQSSLMl6Wtdoc7EciHlQlyeCSXBJAiJ2zFxEwrvotPghRM1HCCMhhHRiNQRlYk1HazqYRVYI7IO1GUkzxNDDBymFQmZsIj10FsmSh5QLPn3Q8ePTkKIc56Zwbhf3JshVl8IiZ2wc2NXnRtR3UHYmhkLW8YfWhlSR3+2LvVdd5qA6M2OGg1Stzihl0l6Nn3LVNKNxE0KbIJwC274BT9yEDqPesv27pqjBgXjnFU6V55nOO3bDSXfLuIFbOIcdS3w03gAewDJjKUtTtaobTZlqZ2qxtDtm81vv9TmCOnGh2fvVloNrDbNomDcsgHBUcKtPJ1Iq0OxWpRoaAJpfNYCNbHR4WxqQHvD4B8WiNU7nqk3Iw7VrxgtGBPziJRADWdUFjNaozsBNSBhNGe+ZNAV1Qp1AUkIRtcgqxtN7lxIUQtSqCNUko+9FH++hlIqTTFIRkKhSjDnpqhNVYxoGLph3wL2qmrNIkNFR+8lsBgiI5YRVKgOpe59KZqTsKpBidVQ/kwDMkx2vXWBGpF8A+L8u6JobBQFWDLGUXManDd0tOcaQjajLce+JqlboE+K8VoznmA8wDIg62CoPEm+pqzKR7Lv1WGye67etLdunMcqwOBIcmxc1ZNFUpPRKk0VUkXmADkhRVAiNUJNXlkgs2X588HQposawvIQXNEPSLX+C5ss+f9y9ufPtiRJfh/28YjIzHPOXd5Wa1f1dE8PMAOAAAiAhAwSTTKJ+lX/rcxIo5n0i2gSTRQAYuEQA8zS09VLdVfV2+52zsmMCNcP7hGZ91V11Wtk2a377jmZGbuvX3f/oUs9QqAgLL4/LMrJNJsCOoNmxAu6SrA5l6AW+p+DIXfFxWQBjeKnbrD1GJtB0xESxc+kLtbXfsYTQQZQS/dRpFKj0kzlLVWKKrb/JEBKfurVnTPJ7cWRFQlj7QnFmJBifReF4spiNNSOFrHsWtFSJ0mqFkWAR681OtJ4QaAbGLUk/95QOQ151fKKhnR0JXCAGg3kUxrqy5AugWY8MCQ8s6JSqK6oSr4HEsSDnzXPC46htQgtN+aJHlmm4ufJFFCjnw1lk0iSnCdh9+UCMSBpcjrovMeLSqkj1aUuPFZC3mfHNdpse0U0dz7VFVen72ZUqt1B150yPXcsrBrCqjD0PL49/UB0YTb3fWJ8st3XeJEZJFHZZC0xp6sCtVpaCO1GDenItqoemCnV9dHirNYUZIvUW3kRFUNLR6unYjTb9mv3QdB4I+408OjI5oAL6m14+p/iJ6HZAVv0DzZGQw5HtFRb5xiMhhS1n9a3nr7F5BP1c42II5UgaFOqm2HUeW0r5Lvq9fSw7YrRFGlm5rjR3ytaN4VGCRgKMvQ5NX74B+w3gboXExOqoqlYtFIsTPfC+BZCSGRN5LsR7hPDM2W8qDAt6O6M3pxZ9IZaI/X2ghgL+/1I1My4PKAoJ95SCRxLtL/riaqVcd4T6oHx+gnEifnunmWeGZMyJIjTjJRMyonp1UCsFYIiVYhzIqaFMP4OYkLGSwKJoMHCv998g4pyjiMhRPbTgUhE9Z6iyjBfEBjJfzxwehoYvxkYboW4ZOJNYTgq6RjQMVBHKPczN29n4pUwPoFcMw+vH8gkOFwSQmQYBqQu1Ls7ahaOxw8hR57NrxnqwjkWSgxwvkLmSLi8J0xnmB7IuxP6/ILw4UT6UohfD9Q4Mac99SITXiwM58D+1Y4YCqdx5hyV3y4zQYQnVwshKfOFUoIwv0xwTpynRA0QgtcUuDxBKpwmKINQPob6QUBLIZQzFw8D12+u0V1GL2ZKiizDwJAhvlVymLmf3kCBdDOR6g8YT+LgtNHzPDf7V7BIIMV/V5O3JPgPBZLVsbBqvwIMVi9FGh9p59EIgsaKeKQUfrxRQZaTncOWgjBA70hX4BfbWzFCGZFsdbw0eO2H0PJUu3wYPPKhRSMUP+8+Hy3NZW2ft7OqO/u3eFQCzekqdATnNk2jAtkN/xEs/7vncw4bxzqgYXa6eIkV52n82KLJ6FHSq4NCAmgdra6TLqCGVEZOTiO8nplkj8bcGW0O8zr3LZIXgRZ9QcvjvQDHjlYlJAiT6y8uDzWaGv35ujeaFrLPg/P6dx1V33epWOCoiqUPixj9Pws6XaJpouYzmhfScCAOiZArzJVIIY3ZC7sr1GByVwgwmuwnKYMEqg7mcFwWal2QyfZejiNKIIrpyjWdsaiICWViVBhml+cjlCWSzwNJMiku1ATzvlrdOa+/tgz3SIAhDhCgREP1W+rDQDpWpCjnmCgxUS6LpbEbB0oc4LSgxztgQWImMjAwUVXJwXTyEheCCGMcYFG4LbYkLyx3//Bg8jXLHcpM2ZtzoiwVTsr9YUJC4hytHkJQIZXJHK5DhVxRPcO4J3AB5wW9SxAzKcwWjNvmOkQIFbk0/T9IRhRicgP4KVOrMmaIKpyTy3fVvo+TEMcFeYBwEmrN5FoJSZBRVvkR18NSpezdsTPvurzw+64qJ9vTak6/KGASQUKlOdNiO+ZUtbooFkHgUUEt0wAjFu26uAxo9Cbr4/jLHn3rNBA9YrpT7Hc1wIa6zikiiFqcatXoeqWyZqJYXPbZ9fOlqNsiAkGsvhdYW60GIaHVHgje5+KRGOZ8CWLRCJbSzOweIYjZRWQG10C0o+FdH1GhxZ5XvM4XrS7Owcdqc6i11WRw9L+o11HzWpcaPILAbBYiarXgNFAepQfxGjuyuhdCsO9Dr79R3P5icr6oEBXnWQFhxHLvHxGZaVqL0TfTj6x8T0LiBATXv5UuLn7fJSezw2j0uagrj3CZuEcFhmJDVtMRekrwdo+v8gbB0na19bpnzWi1BEffU57BotuGwsaZ37hZi76xebVIwibwFqzWQ0KY+C563oETfS82fd0zcvQC2L72OmH1nqDZYggFaVCNFoXoq0kHXEqfC63uGA4+F9pquJnNq4HYbG+bzcQcEc3R6PUYtOW9d9uduo2gL5F2AGB3m3ktCOn/dzqhrSbG5H1pS93SaJtOouJRnTWBDi7mmG1VpDrNaQBAj15q4NX3vIaS+ZMv/wqGyl/Od9yUwJP8NVJekz99y3k6cnX6Uw5f/RjKwKle8TL+Dbfp53zw5jmfv/kRNx8Jv3lRSUW5vBeGVDgc7kllx8WXO84B/vLJJ9TdwmefFnaaef1vPuN8U/lf91eUEPnZ/Bt+XG74OH7G9fiEYXjDMNxx8ZsHrr5+hX4a0B89Re4fmL86Ud/8hpv8H7gsIx/JNVme8lX4GaHu+cdvCjqfeHj2ihoDD+kjUgh8vBsRKn+uf83d8jv+0cOHfFA/45Pf/iW1fMPX+19zO77i+slTLj56yqtvPuTr//Ahcvk75B/+mun1yOE3n6CXM+XD/8nsvjc7TgHeTq/RMHB6+JCBS15cv2I3VqbrPyLqBZ9/84LjMfEQT7yNlW9+NnP7DJ5/8QUXL+/gduLm4V/w6sWvefOPfsuz8xWfv/0Jd/WGL6+/5nSo3IbKh/cHrn/9x4zpxPXV77g83/P81y/NFH0M1OHAk88WdruJnzy95iIsvBlfch9OnMo/RpYPiNe/4On0isOnHzHGH/Hm48BfPw3svnzD9NsvCNeB+Pzvc7cceHl+wgdXD/zpi2+Idyfi/zZyzge+mV+QKeTwH/Fktd97/QFOCNvk8uiTRmTap6syrJtPH3mJ+z3y6G3f1dr6Jn/mWyhO/Y6W332PrDe8pzzr9p9Hb+6o/Ectfbs/JmSvXt/usFntQf2zRrTXud3O07cH1ee0E/vtu7dzu87x2lN5Z7Z0Y7xYjTLbS/r/5dEn/fvef3nc1Y4U8x73L5u3+D2MJj6+hjo1dPPK4q2djedYNkiaHq7ZftiM1xkzmILV16WtmyN1GuIL3QzBx1VZ56oPZfP3lsk/+l5Wnaoh/1shbH9/aOeqOdrcuGfGK1nfrw3BpW5gbjtLet/dYb7uQdZfrX+2hs3oXTd93t7v8943XzOONkjXBqneDG4C3eImyqOc+0oPDWyhsm2Nv3U1BImjxVpY5iORRcUjHzd9V6xPj/r9/tc6b5uz1Iyz2ozQqe+R9ays0uGKrKqrEbWvtQshbsB02HCf6xZ6Lf392zOrm3UMWPGttWl9JGSu6ozJnyumpvdZVsSq0JBubZyNJjVkG67lOFq1L7e4fcHPUKMBPfLn3TXws9jH6cdG3jkjSp/fx+TfO7OZM2lFvnTFKj2C5IfHj69I++2Xzb3aUPGevkhKRzQ+jnh4TN8fn/n/jEv7/9798J3Ot2imlfI/Ouff4oz6zph/X5vvRBa8u2R9qOu4W/vN7W+fybo00OmlhXSHdxZz5SCr3LBZ836ute+PFZO3Gc13Rlrouxtnva/fKrxzx7ffsZnlx+22neYroLqifrfk4NG75Pd8t33o3Sd+3xnS73jH91/GBoUaTX6T0ZR0iWYMpkY0h87njAdb2qxCto+DK0DZeVA2y5oES6NVxVDA6u+oWowvhYjIYMWOQ0QGT1sjQq3BEK5SLX1WrkgslvoteH0jlKKeYgHPDyxmiI66mJpam4Mr05x4Chbd4HtJAkQKURXRjKUIKeYAX4y+15JZ3EAkRHKp5FMhR6uXoODGQDXjXRZzpmtwIENz0PmOlrbTzBChw4AMgThVJAl4msfiWzbGatnTBkukMUiiqFILRoM9kkGj1ZVIWZHFClOSIhayL2jIaCwUFcriqOVokkYUj7Bwh0CrNVCLyTlept4CZRSqtJR0P7TJ4LEc6B823rLZvqtz1T9sTl6C92dDxxvRa7yw5zzbnhmnRg3xvDKXd/rQCnRuaabzvS3/7MjE5ize9GU74EfH/jF96M92Atne6fXjMN7ZSfEWodyg6u19uhl/S6faHA0OXNnE8234QkO0N567lZWh1UhbLze8tWG0CJXer7aOjVc0fXCmp93YCibtnbihRHxtKusY+pw/buJ9r15LKXjUlFoEVXeyq7eHmHNL1brZ5A2cfgen6e3MNiOWRAeOKDhIBdSic4N4JISlbxSxVILWhPehtY2seoS3raIeMaAQitHYFtws4hi6xmlc/ghWELadGHMOOSCtB8n0gg5YzQuLL6ji4A5nhbXV52i1M9RoSPDxWtcVostAi9H40vYr6pEGTVYHM6xp9+Wb2iK27UMzSAt4dHPPYNIMaNXbCq7PxMa7Bap2Fa8bGLE+gfk0VNRqVkXpjgGt2s+TtjFhbf0wcXOQ1Ua+2sQ50M5Zi1zabuP1FLQ93nTy9VPrT+htvPs9m3eu13fdoxvgRjtbnn5tg1JfQfWBnrL5kTy0RYW7nrelmd+yGWzR2K1P7Z2hj+1bMpSwCep0GqbC42wQrRUvUt3eobAi2ZvRutFEWFNmN5opm8VY9Rv7aWCeLW3rkq3NmUBPafSItob+9zorq52nL0UT2tnI2T94bWTQR3OxTk5PWSRrHx5Jto3toI8+X6M+2meVpp/Sx/NY/lz5yzq2lU9sdIjG0Bqvov20Rx+/97v3+LtncnvXJmKj0f53bn+snT8e+7ff3R4SeiSNs0fdyATvSuN9PnrH13YEJ/OPwELbMSirsuROjK2D8dHasPmMzu+373w8Pn388wcB5JSh3BvQdijkAUZduKDwclzIU2aohQs1AJeUwjkIJQyUNFIOO05T5dWQ2RVlOiphEJii4TnzGYkzmiIMalk6qxJFiBo5LwOzIQkYwsyUM7tzgWzgtVgjYx04SuQhCcrMxXIm6B1xOEFSzmSWpfDwRhkX5UoMG5MHpURAxp5eHi3M+Q0nThznJxzrjmkRxgK7IVBCZCwDoY5Imah5IqUD45NrwskK0s9Judtb9ILcFc6poBcLSCKMFwgJlStUM6EeiOxJDCQH5VUyaVrY7WGQW1J+Sy4fcawXLDFR9xVyIuQD6NGc6KLMBU5ZOM5W2QkZCHVhfDijBc4lQcgM8z0pQN0dWIbInApnsj2jA2mOXGkkhUg4JFKEoULKEM+Qz4XjWTkVpeaBmoWaZ8iF5RxZSjCeHSrLtFiq8B+4/gAnxMrojGytHk073Asihl5fqe2WwLmxtAua7fDI5qf099vJb4fQ0bPSjGJGGIIuzmDWsEY7Oqswa7LGhmF15ca90V2Yaw+/qzy0v9YCRkZXjZh2IZRI9XBEixyPBI+UEEdISBMMtv2jgpydt6xErPNVH3djlLXN02butBN39el3YibJ8sZ3Pu7RI5hwJrhSDojOmCIo0IRzKsoADYXQEA8oYZMPs/ZCyNoFDeNFzpg9f614GPha+Pj3X0H33k9zGmgzYrR8w3GyLVI8DZGMjjAwj7JB408m2CdTtJNUNC/Usxsa1fPsuvChIdsOybY+Mar7NKKhkJrwMGeLAy4RrYOvb7CilWIFk4IuqCZqHbE8n4sJ4DtxgdpMG6kmRIWCITJiiIgoxUOEQ6uXsjPkcj2NVrxzwQuy+T6agF2xfi22M6KaB75i9T6sjkY7R4LWEaoSswmnS8hUEYKj5iQa8kLT3vfjiCzREM5iAqK0dABFLO1EaPnSLSexJI+i0dkZuyufmv087W1fNEdEcJR3DkhOZhQb8CiVagpFddQdhy60GtrFlItajdlKqfSIkB/SLfoltDoj2ixNHqVgkT6GxqlYnQQhWChiTaaIVjOQhVAgJK/lUaDONu3Ze9yE0WT5KSWfbJ6i0sLgFUXz4rb+dk4to6uGDDEjOiB1pDmqFKA68iK0PMsNfelOg+SUzEP8REaXiz2fKGdECrVgxRxd05PY0CF+rjtS22ojrIbhiMrkz9isqiulYTFDRk22SavusTz7ruyE0fobFxtfKRaF47ULVidtQtgDCxIqwoAw2N5JLm07HxLxA5EcXSql0xOzN42gwSNaDCmvVIgjpIGgJ8KQaUqGpRNIHn3i2lMrcl8O70rQP7zj+plYHcXiGpmqcwuPLlBPgSSSbH9o6cKx0hyaq8NcGmrK8xfUWJz1rlFINi7LgduE+VXBcN7ThHL/aR4pBbJaHQMN7R5ru/qz2qMRrI/V018Inj+5CfCiVhySaIbwUB35RTdUWdqDirYiueLz0o2R9H6vcoQrz7R5EEd9sSKlN2JIT9FEo1dNXllQdcPoVsnojtHQXwXGY9faLHb+1qjv0FYIaVEbzRGp3n/FeFlbJmRFoPXIl5W/v9dVIbw1+vJwdUEdB5I8EDgxjJYjOZ4PhONA4I6wvzf+dCucVXmoQBYkCyGfGZfXaA7MdUfeR/jkmhLhNp/RUpluLMVRyAMSYLzeEdPEw91AXhLj5Z4hJU7zzMPtwv6s7OdijoDlhDxR5FmlqDCroFnQ055YMwd9SQmF45SRAPuYqEV4c6OUvMDxS6Iq6emOkBL1dkaWzO7Xkd1NYHhYiOeCvqg8HAyzkwViVtKc0VSpzwqkAT3tkLOSboSaDB+KVFI+E0oh3g9oDcThTI2Zh3DJCVOmAPTwNZruUb2A8448HtAngXRxxzi9YrmaWD7YsWjlXB8YU2G/ZNJByJ8G5Jx4+vKSU/Fc7Rph2YMUpvCKQObZ7R3xXnjYHchxh7BDiDzUe+ZlRl8u8JBhAhmVcacM+0oNZ27CHaGOxNOec6ncLg+MeyV+aOe7zEZv3uyXR2bq77yKoZ80+XloxlfxKMDikYTaTAINWehbWytWv8H5LxnKyeU653XR0JniRkntUUvZz8seoyPuHI8WBajBZGSLWDvRc7nXAuo5/3W2tkqiWzldLliNUo4MFUHC5LTJeVhlwwtb5BUmD0mx1DM9NKsdbjGjanUDsnjkQnUjSJiM92STVUXubPwyrONs+kjTMVyWR+w9UoPL0xuCEZqu0JCzbixScbSpQpqd7gwYCvUMWjABwQEgDBbVIGpRZWrRbNLeWSroaOsXi6UV8hkw/cZR0qHV/cHmDkeev8elAjp4hF89WXRXToQSWMIDtZzIJVCKoCmTy0IshZizpTQQiGGwGiaxMAxHKyr/oNSqHJOgGkl5jygMzNSQOYVbqhTSUJAkJEYCA1WOqAjnijlhq0UtLEtkyTtEzgzDEQ3KKVSrTfBGLb3bMCNTYBguLfIhGj9Y8h6tStEHRBbkYHt0fijUrIxlIS6V+DYR5kCJhXJZCMNEGCe0RJYSyQHOUglZiXO1HPYxWfRfCkQC+7ejnU41eekcMjVUGK/M2ZxvUGZqMZ4VdSJJJEomaIYs6EngnNBToAbI4QxDRl6cjetXr5E3nqFCvbGC3DoHVBOljqYv7e8tLeCzAElYjoFlsSi2sVSWuCfHgbyc0ePMMMBwJRAMgd7073pUlqMZWSVYjcCQq52f8w87IaTVhamjywcWKTCYh4TidgDTlwvgkbHa0OMWXWLgK0u1VTW6LGROLVOnA1YEu2nNrkNRPVqh1Z8U8BomoibDqcteQRavT4HLWxnkjNWQ9AgI9QhMd3qGuLBGfTZ7QXV5KYDs/fsjyIJFWkXXQy2yWrC0iM35bnJSpIrRD1jMSeXmp9qAbNFAHMWdBFFMt26yUsVIgfnj1HUVl+M1IEyI7G3uHb1v9WtWMJ8E63OtVhtTwmARN7Q6Rm5n0eaxarTHbRbium+HqHu6YbVMBj0FFgYcaLUkqojVmFF1vlehRYV/zxWq6+5iOnoP6JdmCDfeGdzO1eRDbaBMXD3Z6k5S3FLTzH9N97JomepzsEZPNOdR44P2qdnzfI5U7Zy2+zVYHUON7ojNpn9yBLzGHkpHSosVfKfL0k0XemyM7/tRKnDG9MDketlAB5r2Y7zGGlgSzdB5a6tB220I6vyMqeuOxvuL83YxvcTlenE9RsXTl9KaVQjNGWanN/T90nrjcqGDYsUkSoTZeiYH2j4St5uo63OmbwQ/t7buZk3aROmLgi59PgRdAaLvealUbg9vqIczdx8GTjvhT36d+bMb4Y2+4IvjjiefDPzJ85dcf3PD1ctbfj094Re7/4b8+YE34Zpf6mv+df0l118t/OxfZy7HxEc/+oxhJzw8+XN0nHkxPhBi4vItSK1cTS+Rq5mbN5W4jOj+Dcv+DfuvIs++ueGXVfmmKuPVx4zXz/nbJ/DvDvBP5pf8n3Y/pwzCfPWcL9nz/67PCL8aOPyrV+xfzJT/4zfM+8zfhkLIAz/55kA6w+/ml+TyluPpF8w18v/TMyLP+bMXJz7c76hv/w7Dq0AtC+eyEHYHLp5N/OjjP+OP/uif8w3/iS++/p85X1zwdv9TTsd7Xv3tb0jTjmef79jtrvjgsz8mL5UvvlDGcuRnD3BIsBwix70w3r9hp6/5pDwQ88g33HIbzrx6MvPqycJuP3M5n7nNIy/rRxyk8izeMBRYbuH4AP+qvGTHxLP9HzMOZy6Pv0M0E4aMcmJ4/T8jaeLfP/vn1P0Fv61H7sstX7/5Bcvbt/xfjwN/d/mQv3jxil8/ec2PziP/xW8Gjq+uOD58xH+M/5p/M/6/+JC/y0/lXzDe3fL1Fzfc18pvx4FDjfwsnwgH+PLvXrOMP2zr/QNqQryremycCd+9hfvvluJh9RrLo2e3NQXaJ/Tf+h3vlEe/tpDLVb5e/ZArotkNRsqmrfX+x+9c29T+8YrXXEWVbiHZPOytbgn3o9ak/38NYWuKijxqu/22e8Uf8II5m/a29260ud6cDXvtg7zzL23r1PPc+3s6Ie0QlT4LrkFsWpdH7+zw5nfm5vG/v/vq2Fh1hEyb501YodnFvO7AI5RFm9TauyH+25oua582zKYDbpu8oY7MiYZyslZl05fIu2GJsjHCbUWwHpnQaiKJKZ+tyGPXc4MjGVu+f23OpdDibF3oAYqu6UdbKrLN1Eob24al97lzwbRvFxci7D2bNE7NAC1iqNfqayqyrous66VdiPd3tfDRjoh717vvoa4uyEgTGKv3L2D9qtqfWQWd2Jlzm0N9xGx1beaHt9y3r46+1HU+VbsDoRt925mt6xl5dA5hjXbZ0KfHx2UjPG37+2je2r7+jqgpfE8hK8hyg/z8NkjclYq1AzTonLS1a8bYLRl79KK+eUwwagLgtzbhFvHT2m3ovGbU9TR1DRHZyeDaRjcGK4g0p/ZjOtv2hva+rP1tjvQ1SqMNwxGCjoBsRw6nLy0vtKHv2tjWNrWfVTvT/3mbrc3Ohpe1Dm75gax3dr7XULO6fce7jKztt7r+1rYW6756tC+/h7/Lhq+qozkL0hUetB/pzcgcUfWtV2741ea77hR/Z98+nl3ZICG379j8bmvdGYB1sHMuWc/0tj8tMqcNqCPp2n767qmhH7hNpKHK+qe+O9cbOs235md7luRxo/LO9+95SbbnVAIliqUyUE9vhljEQDZepKGY0r0ItRiSPijmWKgF8TB7LRWtgRqD1czV0GwvllKxzWOM9qPOS9yuXGfIRSxDmhutrW6uAxAQikclaYuYCAsaKyUWQhBC3OxnhVoNKBELVvSUgkhlOHoEQMnYp0pVZVFhLsJQTZFTUXSwlCW1FGIphOJRHtn2Q13U8qL7GZRozr0SBhSrORFEzaEWi98vVB2BROQe0QVJXhuimDEyBEjFTBg6ihUyTcnKXi7uyJMIBcIcSAhDqUTvh0ZBitGrWqOloTgXeBCC25tjglEDsyhLyCiJsIgB8WZggOqRU6IJFWWW7I7D77m0rOu9pbM05DNbwuDPbH5bg+/c02jd5nc7Y+9+xqbZ76AfndfSHLHb9zdj/Jbpbf+9fcfmz+0/WptbXtn/bn+YIfT3ExF552frbNy8p0UztLYeyRTvvmd9tEuEzQC4paFNgGh8pc+pbr53OqWbedsgXFe5a/v9dngrk+h8/lE0ROt7m6v3vWxMPRNIe3W1otGilqLRABT2bvHUdj24OAQkFEJ0o49Dvxr4oslFbT9TMedWqEiP0hKX170DLpNWsV1Xq1jmIQ/06cEtxQ2Ug61lSK0QuQGOtEV5+Z5V3xt9Dtu0F8xGHLwfIYKkbhz2Er9mXPO16ZkKW7dL8K1caCkr1Qjvuk5dvzNZKYToDj1ZQb1FekRDxVLYSrIzplmMocTqWA6jj+p6RgcEFLVoCQFpdS9UidWLMjfQRlFqVs8+VpEQkdhkJSAotUUmh020gG9f/cFICJO3tqBMxdIBmWzVUTe+OrWfG2kFdDsAYSObbeXcvmnbeWt0VPs8P9b925kJdNBIj5J6Rx7fPLPuoXdpkI9lQ7fXywAdK7DCP+uhLut42zcrCTYAUtu3TSfqohstGm7dTx1Os52a9e51XZt819+50hZhPS/iBtt1qLJ2oNGs9pXySNoUVkrUbt2YsB3U2DRtrwPV6Gx/ah3Eatf4vmvbg3W/9DWT7dq8M4DOj7aPbmg373zd6uU8otW6aSM8GvPjBWn8R1kNKSv/l0cH7d0RPYoZWHslbOjLlicEDITUbCO6ua/S6fI7PVw/0e0H3+arG95v28ptGHyXbiePPrMReEsd/PRd8/W4fz2yzTe6SKMf9H6808u1vT6OBoJqNpF3aYo8fvh9rqgQlZAspV2KiSEG4rJHygWShLCvTGPlMhZ2cSDFJ+RdYjmIoeNvB5M/S0BLoHjduDnOSFxIarJ+ntWApjEzDJndYM7KlBRJgiyKlsIJ4VYCV/vEOE0sw5F7HshyzxiO5LhDdxdo2XM/74hZSG9m4nRmiSeWVFjUuWbJUKAUMXxzPSEVznKkyplTqsyjMMolqe7J8y3zfI9MiWlK7NKOPZcMjO74FIQ9qgt5UWKsTAo7gXGwVZklUTRxnE9Wv+Fgjt/hpKSiHObCcFp4M6thPSZBR6jJZP4aYRkzJiYkUlVkUXJRjl5IT7D6cwyeRmxncxsfFqQEHurCUmeKp+Msp3uW+4SermCZyM8z5+HMeKo8mwsxD16QoTLrDHJiz5GgM3lRFo0cdSAxmryRlDIF8vhD/PQPcEKovJvPfyUK5hVMLmi0XO+NvDSLTkRoeV3tahUhmgSmYiiDtYXszdg7WuoWJDlqFPMQi3nX0WYUpAvYRiJCY1k92C5o8fsao2uMqB17R3E21L4276U/t558VpHEozI8jMsQ3qxn373X22xwhjgavS3Pucrk7/R83V3IbLG57xh2u+GlzY8TMF2l8HUcThS3SFH3DpsSkrE8j57Dnx0WEj8jlNXgJ274d/Su5V834582z7obuWzvKIF5XZvvFIw2l+fV3Xq+Jaij091oXTNEQ0AjGcoZLZFaLD9/C8eWmmwftjWbTKAvNdFMY6hQs9UkicnWM2Tbd3Wq5jzIk6HwQ7RUlFHc72E5BAMTMGLSfCYEtVSCYgyJqEgqiEZkvjabf7SUEsER8VrsWXEUe9VqESiLCaESZsJUrS9lhKkguww5oidH6jVBumDPtFRIXk9Ds/jyFNOpotgaj2qRB21fO/pccjQGksUQh6ms6ZKrIFKQsVCrUEozMM8WGTvaHgyDWL/Ohtqz8dGLpMpsQqNEJQS1fI01UCV7zQ7bsiGBpAhF0bpYeojg/hOws1G9QGlINre0Snvvcym02iYt76KYQSloQKrXgRHLewoYY5AENVshQClY8dSM5EbTnH7GNdrLSNvZzms6A9Wihop0BUnEIlKqpxQwBIgp08HRPNqQk9EiG0IT9FqapZDNUOzKq9VZCQQaIsRoiKhFNKijemi0sYeri9tOqufed4HPi12qVlSXTm9Nq1ywon+W01pTSxA+OjGuIGen44qkBFHQJSNlBh0ModOKOuIIH61oPYJUQjRDeFUzFgQJGBrLQwGbc6aYQB3qZOMLGcu37c7NUM3hGL3wPAXq0anVHrQpvBENIyqBOkR6flvFEGN/qKDXEC/iof6dlptBwkeFkK1PBEfM4nuC1enizZvCuyqhVo+n0XdHGtMiqXz9EIs4aTxhk2KhOQMUnyp1NJI4H1ehFk8mVw3dZMg16XyvyQXiCrA4n1DJTufdwbqZQHGFxu73ecZy9yrSSboE2xPU7LTNlcs2L+p90Yasys4THWGmwXUvu7/5Z2ztN3xyczVltqtOofHjXjyD5hQ1x150Xq7WbkOI05R4V1hDW38zarH9rEeLtvG0dX3PS52eK4TjA7EqqWSiKlEuEblg3p0oF3cwjMj4IdNbZfcadKmkUyXqzFiOlFGZLwaCRqYcLT3HmzuiCE/Phq5cwgUlKOd0g2oh3Iwk3bHPQqjKbThynx7IFEqu1LCgu0qsE7t5B28Ly01mOUSWZzBWuKqVMCjpyhCG52BRpxccEAlMV4FalfRsMiDB0ZwGy4cLJSnpq4B8E0ifj8QPR3TJ8HUhvxbKayE8HRk/2LFI5SxKLDPT+SWVyt1lBh0Zb0cWFV6VEVLh4pN7YoQhL6Sq1DRRspLlASjEMhGPkXpWcj4hDwE5B6pHIA6qHJ4JzBP1mIi5MDxkFzeFEgKny8pyhvTGkdXjDXJWpm8SQSNv9kq9hrvDQgkLFy/vSCeQuCeGgXp7Qm8yaVaGES4lcTEM3EnlfJnhPlK/DuzjwNMpke8zx58f0RQZLw6UWrl7eHDj7fdssTA7GGNnbKglvy4t4tGjr0ID09SVF/jpMN41gO5WEZWM5UMXTLhQQ9jTDqD0+zV47vMWUSCz8RDxOg2hnZ8CJaOMEKOjG/3g49FvXaZuIAGnB7VJ8Yu37Xm7abLNyWhBdVraDSUZZK0XhxdIx6MbrfCV186KZvxQl6tEj8YnvbaUqr8jOD3uIr/Ju1JHhMEN17ppK3qtH0XVATVq0Y14lLPViwhQd7Y28sBqhkusNfEaobRoXhvXaHy8RVWrW8WbMSpvAGct8qXnkfc6RCIWSfpDTq8NbcMjSSojNSrHmKlkUg3ERWDIhNHkn3IMFmV7bVstTkqowWoYlADzDhWlXmeUyFAv0FrJeouWQl3OKBWtQogJ9g9orCynASlCTdWcgedCWio1VM5JQAoxniBGanqC6ozUk01LtvzvYTFlXpNNm76KpvLtFzMKxQFhhNcTFNM8VED2gTpWZOc6r44ehRBgLOSgZK1QEyGPRFHSPkMJ1FOgaqHUMxoCx8mATyVl6zMe7ZrPSCmkOUAZqVNEx4CMIFGpN4G6JFjcm50CPAlm8Flm1HUSKWrOzuj6gSiRjEZh3ptOFk9CqJWxFKiV09cDJQTidEJiIe8CNQhyqwz3SiyW1k9KIZ8LpIyMweS6AaossDuiMSFTcXFf7cyluNGZv/sqdUBESAEQpXgqj8BAc27hzm6huk7ttSA1gw4mA0hFXRcwEa0nw3X53aI9zVowsqLCtePNunOjPaXJIqz0iMhCqwHnYp2dLyyiyg6fy8iu+5sU4Xn2u6XEIyaaIisWZWCmh+QmzorVz8tUmVCGFRMnJsOZUXU2O0ez9ZqLnajZR220Ojgq3mwKLcLLSbbrOrVHGYjTLs/WIPdWl0IyzX3YC5q7AGvtR5e2Wv21ppdYz1rduBrNcdR0BJNdQ5PUjEZSaDUbus2okXvUI/ODpzVzmc3C4n9YVeiyc7OlNJPd7PvMe9x1NDa8UOjeNcwg3ozbJrS6nuvzXN02tNp+fA84yEhgYyNaAXfN2tXmzmN+XZ9pOpj9r9UF7eOWJr+6XNwjfBvTb+9t8+w8tI2RimVdGGmRevRoxRZtZ/qV1RCpRlARrGaVfy9q9wec33lKblpkiKetbPniqtsuxeFYjW4IrABhW6/VJVKpujxeLx+PklyPsBpqUt1u4WulatFGq/PPspGoyw9minHao64jMa7zg7BGX77fFQh8xAekmjn+/Hfc5CNfLJ/zqjzhXK75VHe8uVH+bVR+/PIJn7+u/I0E/jxkdh+/4uLZS54uz/nfnf4hT57+lp/8tzdoLJwu/iXKM3L5rwxI+/XPWTTzN/t7ahQ+HXY8mUYuP18gFp5++TG7u094Oz3lRvf8/PbE744znw937C7e8Hz5gr//9heE0zP+F/mYdHnF9MGHnE4Dn73aUeMZza9IF3fw1VeMCj/55imiR9LFvyfExAt+hqRIvvjfuIj3XKdrRnlC3L0hp8ynT1/w/PAh//H1l/zyVpkun/DTZx+w3L7mr/7Nz3l4/RX6OnGVJ/5ovCAv8NknLximkadPL6lx5u70P3KWjP70nocl8//47R3jCf7Ohx/x4TRxyE9Ix6fc/c2Z25I53RTyKfHsp5dcPb/kVj/mLZHrJ3d8PP2PDF/vmX51yV3O3C0nkux49vwJ11r57NVLdCjcPQ/kFDhPD6QycRH+BansGb56S4kvefb0GzTc8dk3F5y/mvmLD2/5l88jcnlLSA+knHlxX8hJufkAPj5M/FfX/zeu9Z4X9c/ReEEZP2Z3v+fw1XMYlIcPzuR4Zv/VHWMsP7jP3t8J4Zt3NRC8Qz6b1q4tVZDd/e69a1TC9vu1FW33C+DM59ue+lWRaUYD5ySP3rW2Bx2prW0MLZ2CdALZ7lxbeRel86gL/j/pz4gbbOSdd1mxGG9b1s+bp169MPTa9EqABTYOj+2Yt/NIf/+mc9+6vnsV/N5v5Wqsm3+/c8n6rD5q2J002+eER8ZT+yx+93u3fdV3etxQK05+bQoq0hUhSyWjbZFb8yorokHdWh21+3H6PApWRFnUnUi6AWDVNhA6OjcEs0UH3QieanNQta9ZcJRtT73rtsHQ88qao02iK3K1rvy171Q2gPhqP8VvikAyprhGADRHlQ9N17WwyW1rro/+7GPSFr2xzqHlS8UEqu35besU3IhWlSaE2/7wExJMKFJXxlvqkiZyqHiqkk2qLu271JCw3fHYP9e1/c1Tfb3kO75+r6uN0R2c4rUfKpberJGMR8JQE442c9sUeoILW8pjxcFnYIvq7M2377e/G3oRoBUr28xJq9Ownk7vkiG/upHVf2tDdG2bcCicehisyOqkeEwSat8j3Wws60bvUQdd6ve91oyptQlErei9c5igtHRlqq2NwNaFbMo1oGWlp63vLezp8S7pS2IfmALTitbhSmCrddFqy4gjNsSdtP2Mq4UTawiW6kudBlbthvk/7NrykS1SaN24yoYFdXorm9saz3yXP6/3akd9Na7aJ4RHUYoNUfYOz2tn2Y6drmdLNv9+9NbGqaSvb+On0vvW2n/3DG/OwvZjO4SYEulY5t7N1XHy7TlsiO53x6Xbbze93/Td52/7/SN8mq4je9SmOBnodKq13UAC264qdGVpu9b4xhVvVzdttln8AwicAJ6iMWiGUoilWhY4D0vQ3YmSLA2RxMGQ/xW0WN7XoJmo1QybNIedj3U2oTOdrJBl2QcDDgfPebpALWZbTfZSsmZL61YrmsypTIyEMFAz5LlQk0IpVvS0rXkUW3J1VK8703BwQBii8b7zgtZK3YFOSqkgR5u/OoDMAZkVfQhwJ3ARPHVYoEg1lGuxkPycMlIiY86UKuRqqNtlUHSwlI81FzRawfQqpjynEgh1gLpYdMdS0VM1H/RZUC+cKlWIwRDIUkEXRY+gA5SLamWsVKx2RV2gKuEmEhBOh0oelJzM4Fl1QXMFRkIdUA8vCaihzzQSCEiIhCEZwjZDDMI+JuaqnE6gQ0B2I1Iq9Th76qPv22ONhunmt2/mR4+uvGdr6HjEkDwdmbHaFdz0iNeyPavunGi8mwYUaLx4Y2zqsuuG3mz5Ge9818Yj/Va/2ngjj77ZRAbaLDiCucsG7Z3ggpefT7y2AMYPN5Ee0pyQzSjY0JmrZZIGPf42O1AeO0PaxDadwnWA3rf6zveeT76lSBGPaOqREg6MEk+J5GNSmgFPfVNv5vJRJIX9raIrmwrrfL/XVWFruMsCRfTx9ASFrIYxSWLpVqNCMmdYS7WibdzRimWHGqgoVTOqC1oXG0VJztEcxIF4TZgNa3ZkvApIqAQpaIiWQrY2nmZ00jZL8DX0+VqCyfej65gNJZ7tpy1JleBpEX2pqxiwRcWDmCtVip37aqAfiW1vudlWikUMBHOilFhACkFcHloqVE/RU9uetnmVqNQWldDlKnMAgCK5gb586auaT1DFbsWNfsk2gGXSbHo11NkxOtHnOgiagkXzFXdmtigMf45cu/HOQsCMDuKpHrW4jNfP2vdd6+E38rFaE1YbiQvKnZa4oXIjc3WD65bZS3vM7qnbe4Gu+7fzKe/KUa0t2MrcnRB4KP4jGWcLZMT3XX8nTmdM3rK/F1Z6t5Xvm+NkBay0dd4I3ut7tzP6qK+CEPtM0uetDcX1/z5ep66d2DUDeWWljZtlbUjzb/UlrKNW3Njtc9Yj21oPVpz9qpc0MOtmnOKO3663NH60pb9/gOzmb2m0rfGVbausO2BzGd3vrYnNg9LSa/uHvSvfIc8+YoE2vyuX/g57ktPDxw5k2Xz/zt9t+8n2u3fG0Bfh27Jv1wObLW0zF7rpU9dCdHtafOxhw9+1vf3x+tjUbSJYfC5dE/n2inpkTNDfE/PSFkTk8co9qqlkE9NSOD0+87o5H+s5fJzGqtGX8AdtN0EYdGSsyRy858xdnDjLJaI7rnTkvBRuz4X7HHmowj2Zu5qRPHNZ7hnLFdd15Mm449n1JXM8chpu0HyJ3lyaXnHeMeuZ29HAoxITo0C4qISxsH91YDiOnDmwsONBlHuFUz0y6y2xvOGifEMtO17WgV1MXO1NUtoNio5KvaoMQ2E4LkgW4o05RofxhsTITg4E2THEgWEIXEXYB2XGIsCHkBjHkTIkHobImAJTgtPdkbdvXlIe7okiDBUO2U5W3I/EKbGfYJGZPH9FDplwUdGh8pIjSYU/CQ+MsTLG54QwMZ8qD+fKcrYI8ygDYxyRcqDUK9Jwy+HiLeFtIPCEUCtSII6Badqxy2cO92eKVE6Tmq9tMLAEwxNgT5hfgRyJeUFiIeTCkgs/Tyd+tQs8G49cpRM1LFQKGjMyLOzGT3mSPuZQfksqv6HKHh32jOnAxAWZwkPI1CCMi7r+8f3XH5COyVGLuiW8TZCE7YGwv5tCvTI16YihxyxgZc4e7tV5chOK27FrURbNg6tYQd2B7t3txAjQFnoZKB6FEbpRcA2ba7zGGm2ezuz3R5cTtgdcXUDdtCfyrfF0gcPzuJkI68qyKA3V2J/TtDocVFEvtKrORTs/VEE9DZF1bsFyMVo+fWnKThce1mJqLUciktzA2NorJihLUzTaPJoSTQjAhG6iMQTFijoWIFEZTdgXZ0BkTBA8eiurcfiHNIueY88NwBpPKBVdxGyWyYm+LgSxpAoV8fBdF9hRkIxEyx1ImEwgjmK2z7PVaZDJCFIoi3dtMmRscIR1Ln3utBbQwRHoltuYHNEyoMlyyNt2MCNNyWc6MwnBkHgKcAYVslo9iSFY/YNQBapSanYMtHn3JZmzpWr0fTXYWEtAciBQCaMjbepkc+VoaImL7/MWkWL7pAbbV3W2M5uy76nghtjiiDjEZdCKRFOketE7NVZt9yjpUM3IMts+bSmc6mkEheBKhylgeK5RpU6zGcvnanlpm1JQgsuwFY1NaQhQoo07LAhHj8hUV3gqooFQiqM/9t8hmH3f5YSzGtJHou0jV6dxrxZUMY1IFHGlRkaPQFLPK1mdKEWnH8FyHyt7QExxUoCdCeClui3dBeha/Owni3QIs42zykYXCZbiREZWGl0Rz7OsrdBdSynWia8Jz6Hl6vacs1Q71xIGRDzFSsCcA4pFTDi9NRpdUDVElYyGnGr0UX3HWdESxePzabgvcSS+FUEUi7bpdQxW5IZSQM4Wqp+bID+sir6YA9FIv2A5c69ZaXlldXC5ozx5apiq6xqQCKEisRI8j7bRjIow2nirWtqEWGG0CAidbR9sHaDvexlCtaFpwmqEUTei9tQmbdzGU0zha0JqU8o2greu4nfL7yphRa4q6jUXLLLGxAHnb9IE9dDXGCnGYrdREaK0QpjBIxxqdc63dWyrrVETlA1c3CYqdl6/SgaeG0JcwQvNsWrv0uzGySC237Xl131X0dFVoO9KCtTumHWnoqcuEN+ThihsfNp61lVPbWg39c8Hk2kc8d3OmagVXVYsoqop7DaHYdX3u0c89D0gmlwGcN7T1IyOZmryx6PkAj98RUE/20EKXD3cWv2Dw0wIFX1Y0HOBI2gV0sORdHogxYGYJnKMLLuJEDNpUHiA+DtghPKBOe/DMVFr5ZRPEIR4AXGIhHSBAikdCeVIOe4gR9JNYX8TGJZMrIU5Re72iRhH4pA4hpE7ueJC3vC8fgl6wQMfIjkS3ig1Zi7GExIryxTJNfF6PqAVPggnBqnMo1ITjLsL4hTRQ0LPgbOeyOeFCxV2MSFlgPuBPGeOegtSmSgIO0r5nCWfWE7f2CmU1wxBeT5mShDOb/ecItyFe4TKIdyTJJAIBA3EYSDEyK4mKoGHMXOuC4Pu2B9/xPEgvN0JSc+k5Q7RgTDt0XmhfHkkpEC6TNQApyegtTIdz6QKcTC0uIZbkMJzHUk1kFmoUpnkHo0z+Wc3lP0D+2Nhfyqcd1fc7UB0YipPLBI5zaRpZrqcCaWQT2cWlIeYCefKs+WE5O9HNzXAAYvz69Bo1BZhqcavgjsN1M+pGAJf23n2mgJSGh288Hc0HrymjlSnV6g6PXM5QgTLFd7arkbTm0O5ISHF8rf3mnJOSqzulRg9wM7kmn6QTnstx/dG56kCPfe10otsO6JZW+REa5sAHNwh0wz6njM7HJ2UycaRutG9FAf7RGvTkZNCcRne5zhMWN2lBeRIr3FTK1QrcK5hwrRan7/qExyMh0tpqOjZ+qcDHXUrxeWUsDEM7aCth+IygPNiNaSzw5zteS3mYBOXl37QMNx3HnUeUA3EekK0MAQlBaGSOGsiZSVUJeVCLDN5HplvdsiQkWkhjRnZ39lah9Eibt+K8bj9LSINaarIzvK1aynIUpnudsQgZD1TWci3wdZrSJ6GboG4IMnSlYWlEI5uapZEiYGyi64hGnAkSjBw+jN3kFQ/Lydbz7C/R5KiskPdE6HnQL07w0NGEsQolBTJOwiLMmqFMiOaLeUdUKnkncl/VmPLIhDIQiwW+So7kxND1wVsD0Z3lrIY0j2eLX1TiIIMkGMhhxkJAQk7hEqshQKcJ0gq7E4m62rNiCi7auj4xA6ikK8rNSrlWKlZqUuERQhxdMR/RcKJNAqkQJVotQaC6XGWGU/RmhCubL9mMTVj73JFeWDr2PzOHRaOJgfIBBKIMbqpYQUT2UmIQHLHCrT4ZAPKzXiuQVqGCG30gurnFXdIqdUqIyL14GfmxmQKj8JodpVWkcKcAamfrZ6quNezmp2eJAJPXRZfdQUBtxO4LIKh2qXRTlXUIzrwVF3oge6Iw/pbsXWxmiKVSkaIBCx3f0tfUhlWuwjdCgRSqbjxDKdtTYRsMpG4bkBzAzW5zi0nXcxrUQouB0txmXO0cbfaW66rx1i7JGnPLVQtVpOQLVglIDpQJXmtjgWrH+iRwVoItdAiua0eg9dMYjUs/95LNzJze0rovGM1VrfernaoIOpOsrTqJqjJut0Oo7Qo5A6dldhBoFvK2/VNmoRtqe0QULclNd1ydb1tx93euTqSpKWCoy1bi3xzHqHZzmRoRnWv39dT4Lr9Se3f4noKbI5yR0+53NFlaIceNQdw60OvPWvyizSbmHrulh45LzTD/jpTLgs42Ehk9nPqwNt36qE25ype4669p3awok1oi3SX7QoIxis94t9m1vUWej6Edd1bbcT3vFTh/jRwXyp/wcJv04k/vXzCB+Nn/Hi+5Xk58pV+w6v7twwXidNVQoaBy2Hkxe2Oz//tn/Lr9Ia/2P0PyHDFk6u/xy2RVzVS70f2fx0otfLmyYfUw5nrn9wwinL5b58x3UWOD19TL84cJpCPA9P9PeN8T3kKd5fw5alw/2XmePkh91dXcJ7QG3gyfcGY/ydqOSDyEU93l/ydjz4lVSHcP+UcAr/6/Dmiyue3mfEsaDoxy8zd7Wtu6mt28hdUrvmMz7nmBW8ub/hP0z1v90fipfI2/S2vj3/B3cOJ2/sjL64XPv+TwKg33JX/QCyJ3XnHss98+fxvOeYz33z9ilqEp+drruuO8eInkCfyq8CdBO50TxkS/+HHlZdx4dlD4GKeeJ2uefvyA3b3I08fLpien9EPz5QlUp4krm6O/MPfnchPE6dPJw7HhcvXD4yh8HmCY1L+o17ykAf+5vi31GVgGAXSgbv8nKoX/PizTzk8u6Jc3nCejlw+/4pPrr/mV7uP+O31M56dhadnIcoOme84vbkmf/nPqR+NlH9wwYeXC//k099wey78ry9PJAofXMmaTvJ7rj/ACbGiY2yzt4PaT/qj30bDxM+KWy37sdiqzRtC14nFu5c8bqKhIc369LgP3XjS+uCGgkYU+jey+aELEHTm0sa79Xy/041N33Tz1+Pvmze8eZ5lA9bUx08+CjVrffzWC+me+UaSOtycDaqg9Ws7Rjd2rB6XzTuaU6kRP3++OWXYIiIs9JHO/Gt/ykQI3xcitALXPhMrr/zWoB5fPTy0GxcDba+Y0UkcpaysKbjaPHobrW0pjvIXzxUrrhg3JdmEvUClpf9oyqQ6aq1PnbYoB0+1pRXVwZRh9ZQmLWLFLHJ9FQC/r3bGr9oKGDWBz5FQzcqvLbVNcOW+CQjS+JwLaaY89FBT9d0exBBeKlAa8r12oJqCGfsrBFdwtRvATZiyosCKBhMauqinvhabdbPUONARd1Usj21uBtW2FzY0wHVdbelMNkjvHoWBo8zb/TVATQjZolHaoQ/qAQFKK74rW/Tje11Ow7Q9tyrNbi/28fn22qIVg39XmyFCN+etjX9De1rUiSsNvWBnzx/blJvQf3rxsbYP+v6JTWSxefEonFUocpLzLWrWBGtvoykbAq0OSd/WbW1rE1jpAqttU4/O8CVcU3c0IcxphrSJbHPsBlulOwVkk+O1oUq1td3TbAgtomMNTXZh3J1u0oqfbfppaxUMNW1SpN2vExIWK8JNJBKpsUIsCBGR5AraAhEzKLT0YuA6w/fTtm9dnXW2sW65qLBS43ZmVm1AO53TLnCuwvTmnc1xpjZPtdf5ySvPVA9BfsSXvKFNf/r29/nsdF1XNWP9Lb7nmnDe/r1VcNoYV74lTQnoPH3Tn969do60D29FFarf91gusfMk65+dFTYARWu/7SHaoVnnsl+mqH+rCe/LWiRcWGtbbBp+ZMRcfx6f0XZ26zrmJicIyKN1eo9LBA4BmSJpDqQMKVZCKlSpKJVYlZCFeCqkm4V4IYTRikSqJEiRsMNskCcHdESjc3q2tFbVUwCmYPQ5RUtfJukeAzUIKok4V4YqjFhA3yKBJSZ0MB60xMh5GNgvwnA+kXUku2E0lgixMjj9r1QKlbmoIYDVFNIqggYhSiRJosaIDrbDSjFQQRSLLJOSyKWQayYGS0GiuqPq3vKNz5EgBdJCkMoUZrJEzvOBGoQ5WaqdXUubpiOh0Q1RYgjEIISwGLpI98S8R2vhLF6foi6IBEISdIZ8yqRoz+kA9doAEQY8wfi7KBosLeSkkUHhQQo1WoHgIKCXGX2WiTeZGDN1yBxTZazCJKPxtsPZ0j3uM6FUIpXi+fNFKpNmenql37fF2jatdm7X7dpQ/L5newHUJmO2IyDdyK/dWO1GMWnOhXf60OmcN95SUvYj24wYnvK0kxo/m4Cw4c3baKlthCJ+5rqjeKVm0oxBW9qkm3P/iGatzkSVFkXrxrAN2KmDopojhOG71aROBvy9zdCiC4a4afTFAQdUDGbuha3BZNXmxJC2Phs61QVGN4RL61da72tAAGmUrxnaBluzvneaU3j9Za/w2XTjmjyKrP+BSzFZszYQUrU0NCIUgkUJWNEZQq3EmilloOaAFHFgfIUpP1oznTEgyj5v1gOLXgZzylUISySK1StADPVvhu6WXsoKhUqL9lwqkv3sRtcZQheybHdYHh3qaKCTMAtaxKLSUCRlZCw+v75e/r3mDDEQJFBE+5YIbf6bMdJTfxkNVysfUTHHn7qk7o75viXEnM496qaqpZKtCtUKkocQCMGiyUxPCiBxBRUJRpsrhBygVqpHxXoiITNIh0CdIiVV96epgT6qgZFswj3FWUrIEJ120M92y9fa0ySDp6l1mR3lfdLjNBqxGrtdHlKb047K7w6Chr2Wjaxm+kS3B7Tm22+nmU137yKN1yUzmrimdV077SnZPPTeZLStoNP0d++RCOjo8vHcdaguSzWZEqGBHFfJ1EAz2vQZSXQHRwdXtrfgoBk3/Is5L1p9BpW1yO7GFE6VllWhT0Cfb/u4KeXt3/TO90CGLox5X5oM3HvYAJux+5K7AMcG/NHnfJVJTTR0ORGhNoeNy4UdgNb7Ufs7NxL7+12uZzdw0CMbQ3+XS9DrBHXQqs3fhs/2edXNZ+16F9G/kUW3y9H60G7RxncaCK7dU9d3Pn5x/0P7Hc5jQkvp3fiEr71uZYbNj5+/9ad1qvHyrR7xrmzQ/rHS3navsPKkx33Wd/5dN3+3Pe70wsEOj+9Z52S7z8R5XYuw6npJky+6/LDdO49td9uIh/Usv9vvH74UYa4DtVbuJHATheM4sewOTHLHk2Xmvh45nu6Rq8T5MlHHHWkKTLcTl99ckS7ecBp+y6KQwjWiE0udqAtMt4WileOlOdCvDnfspTLMkXgXqTdKKRV9UZF9IRS3HYRELYHTWQlnYdlfoHJJrpAX2OcjVX8FckWKwi5VnscfkeaE3u+4TxE57BBV9vc7pqrc6UxWKPNMLmfmcstZlUE/48DIV/HEa5k5j4rsYKl3nMs3HAucikVbHF4IzJn5/syw7NnlCzRm7uMdx3rmoRwJNfJkNs5wTJcoO3TJlAo5wRIrdwflZqdcJuAsnE+JfBoZHiZ2d5m4Gw3EVRQZK0NYOCyBkwrLKMRFSKUyauEyGlgglhFq4KbcUUrkMlwRgnCjA6Uqnx5GwjgigyCxMo5ndtM9d4fKAyMjwtNWSzAX9LhjfvsUvRZKDMhu4frynnpX0G/MhnUxCCn9MI17fydEP9ftkDrxeUcx72GP6sZf38wmfLqAKc0X2gjCFvFqDIFHioY13jyWzSDVKGUPedS1P4YKcueDAC2fZTvIEnqL0Ejpxpe+WnjplFfEp0w6sTAMia6Hvo2kGa8BdUK81nbweWlQyB7+3Dyy+vjvR1EY3seeMgMsz6tZBVSyE/7kfZp9ZP6/2Hrpc+oCmRX6UURGv7ExzK3n1lCnioX0S5uPViSxMxR3GHTe18bl7FfnxzT0u67ozCyYkUziaG/fzYaYIVFcKa1EajAjSnCBWMK6/8QFdGVBS0AWQ2jgYHUtHrfSIkNCY14+pjogFapYX0JPHRRBJ2OMKmgtaDl6WyNBos/nTOXO1qVsmLaPTyRQFvPu1+btqPeIFrTuaAg8tBJFiCIG2t65gCpmnC11zdspWohlMWNMGWzvhuaMMEU3RvOgV7X9VD2FQQmgElwRiBS1iAhtMe1BCEEMAVYK1GRtoNSgFglBtja9fgNpNnRI8BzGeXSZ5i1IhrMz4WpnsztzoqWJkHoyJYVK0RmRCUmGkLYIdun9E09VVaMVDpfh/AObbXspEmbbqZpMQWvnTrM56zShLghJOjnqz+hDT5MSxBQyVyKlZIuwF494aOieYeOswB0oiBdDB1MmHBHVcs2TOgrD9m01JSvae0JxxISOPqTggrfR2eiMobT6BXpEtTrafA/R05c05KZYBIzVhJDucOs5i2tB8mAOpwUv0ujon+AOgNpqYvj2b/TS6200sVXLbPsqiK19O1tMth6BnpLABNWE4ohE3789u27wXSTu2HFHqrphSFXNeCARkWi1JATCoEgyQ0WoEFOAZHV6gjs4bFUTJSQzTtZic/YeORDf2W6sxNCFXyzNhUir32D8RUUsx7bf7UA/OopYG+1tvKtNtCNiNz0P3THcaJ3xW2kRF33PQEdxdY7pjnU1w1jLh1q7Q3IjAfe/jOeI91XYCNo0Hh0eo3zJUFdHt/G+5DTIi4C1iBu1s9Adko8cTzZvBFmzBTZa1vlQ22fevkKvu9QMhMH5ojZ5xHmwnyP1cfS4Tn93banNeoOrgmMNNcd+Ezua7OM0YZODX3t/fHy9KPv7XUJlSrdIEk51oC4DVyEwloWyK5T9A+lC2e8GuJrh6cKYI4dlYIoju7ADMjlPVE3IcKCOC2X/FgmRND0hIFzogITKsl/QkGE5IUWQhxlKodQFDcJ+TEQCp3rBqSZ0hmGBNClxf+Z6V7g6FMKNcLp9TikT51KtUN5FJQRhqHvqOXA+HhCESzlSY+Zcj+RaGG4LcVGm08SQIlIichDCEJlDhDLwUEdqFOq+Mp8D5y93xDQTh0zkzMAr2GV2LwRZEuWtpTcqFapEYhqJGrh4NRNL4nIaSSFwLoVSK/l0RIowHS5J444XDzMv8hG5D7BExpTYP9kZLdSITJFwZUji4WzOsLkosSo/erlQQ+F+PKKTcHpm4IoFc8aV+0CokeWJMD8HfTOixx3pFmKZOCGcRqFmIZ0qMryhjl8Rznvi6ZLlVHh1c2TRwH21HN8AoShyyJbG63sund2IjSHvpDo4IzbHutE1aYadanwWOWKeLUVjy5/t8nfTH+qJlU6anLU6LdgYFP2nQb0VO2NOZ0y5F4vEYMBmr/ULLFLYcypry2utNKSzTYjTRB39GX/eU+nQ83dbLRgJZxtfR027YdILmNuwFiPqwwSeLs06bVG8OD/txlWP3mh6SUeOysnmsUW1NrmSE70CcW1rYXneiYv3v+W2t3kiWLQf2Y1e4lEKDRzU5GUdnV1NQLK6HKE4rzibYNYiO8QXSxKWx9pBN1WMNlavB1jS+5M3UUI423ijrbOV9VJSzISQGao5O2VY4DCvMk2saCoUCZxPQtCZVBabzkUoGqnzHo1KPdh+HMrZyPTJ6jLo4UxNBRmFEAaSREIW6nFEbwbksCB7kBQJaSQXZa5HNFlUZdDIYAFkxCgWaZBMjpQzUCuLWo2tsDP5JoaAVKHOJoPESyXsBI2V+sTkaVEhJkVKQedAPu6IVa1EXEggIyIOjFJFZ+fV6YiqkM97q0l2tnUf5kIogsyjyXxDNt1CLMJVosnlWiKlRrgXYg4sAeYIISlpLKCBoSaSg9UUoTRHSHFaMboemSekCGNWKEpoef3OQqlKqSb/pnEi7fbUeUHnGSVTWSzNndpckUZQpZZitT3mxdf1hx1eIlf+D+O7tanHdbVt2FYsDpLz40gkupNJvX5iS0naHAV2XwAuLKoQi2aqzZjNTKv7shrPN4AwiQgRy7TgNc0cgb7aHWY/txa9FDh1GiS4o4liZxyXNzZtiKdaM00+E3pE6GrDUJ0cMOaRYZpQlyEtAt8Bdz1azfiANNrcamRWiz7vZdedRggDzZlh9Uiz073kQCJrRylYHYoWJS5I06XdwaGc/J3r+G0di8tx0cU9r3mp9HPiU9JlY3Wblz0bek1KQsIiUmxOBZcb+8h+/xU8WmSV033du2d/6Lqo2cTq+s4m4vri9dRb6n2Wxlv8fc121rZ060Pfnzbn1oONnN1ewQoIW53xeBsmA6zFyMumJddfCIjs/KNWx7D2cdj/z8DcdSKzWcGjCIMuv8s674rtMdq9ocs1ZjNr7xdWcG1ziAwutbeTFLr8Yc7GdhYLotntSANCQTn7/bKR64XQ5fZ2hpsm1JxcvsfVaWp3vvnYpIFkfWiqTm/c8STmyDc7hgMbfE+/71Uk8avDTym7Pf94ifwTveEvnz3l3+wL+e4Vb06/ZferT3jx9d/l6x+/4ovxNbfnPbe3F3z8DTz/5o67Nzt+/OofctgN/OrZSzIPvKi/NhT/xRPycgG/+WPSm4Gnn+24ONyz/+z/S7g+cfriM06nPU/+93+JPnlAn/8E5BkffHlEXxWGHz0l/eRzns0zL+Yzvxwm/vKw53o/8cF4w3QQLj8USrnnr89/xXTa8xEfMWviuCTqLvCb/8OfILLw5V/9nPl4y9WLwtN0yZtf/4jb+6fMU2Cfbnl1d8fdNyeG00jaD3xwKOwPgRsZeCMju7DwNp4hXIBeEe9HHn5xQQ53LL/4CmHHk/IhgcTADg2RdDjBuLD/7IJ9gvMX/4709pb/8+4zEld8cXfPq4czN+UNt2Xgye6OJ4d7bnbCN1mYdGIfDgzXyu5Pjpwu4XzxhocSeB3/Dufxli+e/QVFhN1XH5PnRJFKSgv/KPyKQ8j8e7nhjWTK+IaHFPnpxRUfThP6cMXrG+HvDS/44+GaXw9f8IvxC87Hn3J++DMujgvP9JembyCczjP/3d0tdw8jv7h5xsWgPL27Jw71B/fZ+zsh2t7tAuFWg5d3blV6GHX/RLvg3ZVr9+qu3ZR3flYPn72nHVwXFrqXvyn4dOOG/btFQPDoXRs4Pk3pkG5A9DFI8P4/NiqtRp66ko5HVL9TZFbq2QiNz4a+e18b/ea5R3OyUaoezUN7byu8bUbylRGYsLwuWQuDw5W6zTxIY/CNYVg/xBnXthD3Y/eq3b9lEzgT0rYGveeW8bMbo77v6ggWz9suoxt6ZyPMpeU5NcGrBsxIVNv9YApjgBqdB1SXd1wZbVGK2UfrhZi1DSE6Y87JlKu4GjlbqLkSO2N1CKgLBs7kZLcKLMqKnBBzZIk707QYik4lu5I4m2JWJ1szzcZU3FDagX0mdziupJm52hxXeiigiO8NekRER/R5Dk7176sLLCGIA4odmeZj7rUIFfDUK2ZEUBuHM8mW6sQAE2aw1Gh7RaoLg8FQOJQW8RHXs+HCMWLpWuxse7SHVI/QWLew9cn73JwCAUOxv6cia7TA588/UUfo24425Kw1VhzFWF0RtxDs9UxJI0i0QpFWX2LT6YZ8U/vpaP6AGVTbO4TH6DPCxhChbkNtNFX9/EWXOdsptDkObh21om3VCgZaBkVEkr0nFFOAtLkumuDW6JYLVsH+Lc3x6EZjKzpqKFxD0bXIBd9D/qYqKzqrA05qm89mtPIJIdILcErxeiyYYtEFPFj5S1vTtpaR7iDd3IentgtBkOBIwAShWuoGSQEZTBANW7SngkU/WSou95/9QYJe23N9HdE+x12gdD1NYqNNfUPQU9+pro7p/sZVyF9RNM5t/TxLK0jttKARFmlKyUbB7Jyo8yh/f4v6aeiwR6PTd/69KkI2ie2M+J7SRjeMlnfkbN/qHp3mSkcXAxzm+Tgs2uk/Ht3VZY91LJ09d/628mnZ9leEbc7otkKNh6vLGn1qpO2DVYHsssiW93nbfQ3emavOJ1tnxf/Q7Gf8PQnb5r1JFkTgpBOLDpRiuc3rDuqYkX0k7S2xg4ZCuC8Ms6fiCpEskbl6+sW0R5JQB3McajR+PEpCvIaCUpCSDRW8FCQXNBgSNgUYJXEqicwOciUWJYwLYSikCdIe8oMwl4lSBvKipFCNNYggNRk/OVko/7C/R2WhqKVQmOaFeFZiqYQQSbuADIExHICBrJGlJkqo5LGSq7DcJcqQiTtIoRCHIyEqwxNBT4LeJWotVDf6BC8Cuj8n0hLYMxBiYMlKrgU9FsgKO4gxMqAMWpiXSi6VsGBRGuLupSCEEctfO0HJyrJUUlEuz5USK8ddIQ9Qriw3ej2qgd4XQXOgPoG6h3wb0ToQzhNRhGVI5CES60xYZk9XeWP8J19SqnLOhQXhKG09bX9K2iINf8/lKRbNyqnd2NZlgU4D3BhPi1bEaGmTHfqZaGhHpwfdmBKdF2+PjvYzYkav1oeG3odGO+3fzlce0RmXdcQdg90481gJ6nWvujzuKaR6FxqPtrSGrTj2iqZt6UUa3XZ9Q7zWUFVL94i9wzzmLe1c+1U38yGsOTM8d7sMLlPpOn/Vx63R58dTwzSQSm26TeMLLWdPSx1ia9BBRp0ENeCTO1X7PQ1BnL+1vkJEtL4zs/R5VG0prN7zkk2xVsRqBVTxGgK2UkGBWGAouJehgzi0KiWrybW1WFRBDWgRcg02bYMVGkYLUhQpBzRHlAdUFiQkJAaPbhDIgfoQkBQsEEWsDgs1k1vasYAZynO1tKwizcZF4zQmm7tRaljTXUkVq3FRvfZXEoqATrblNJscEatSikUlq/o8kMALmOLGOq2Cpe4wI3JVq3FRs52bVHTNqFUDtRmRG3p5EIgB9agNlogcEzpW8mRAMYISFIYaCLou3+O60EJf/mLpg0O1cTanZHXfFS7zhxDR6PXXakHbfEkwJypCCMGitGq1oNuiaHLg1LYz37W9ZHj8gTZEfO8yq5yztWw0GanJ4avsshog27loOkQzjLcGFjfmt4baRl9ll9pBJBbOYrXVmsF4Kwe2ic70KOj+zobm95LQYmdg/c51FtdJvBN23rVFA6iD6lz26gKc9bH9t9bNWydxTeW6Pfer7GWsZIXFqK/DGgHicrSn6mljMx3SDPbdDtGM6A1x73PfUjy1elOtCLYFaa+pmlY01ToPKnXTV5trWwM3qLeojO+Qlt+91vVyHanx0c6TtmDaLb98tCwreGXDOsKm/bZD+lC6YGwfiI9FNzS7OR3XE9Pk+abLt2loa93+vfaxHxvnpV1e1+3+aAK1+tptz9vmHDw+hOtAu87TZHntc4fPqqK0lMArP7VZku5EMCN+17GJrOlRpffNrmByb7c7tjTaq/5gfXin/32Lm93mEW1odypsgZq9Jlt//7oXTIVr9/1hALkqwn16Qhmu+al8ypVe8BfTyNdT4Zv5yK7c8dlpx+H1J+QPCq/zPac8MucReVjYnc5cSOTJ6QOGXea2PiDyhl39giKR+/EjlGfw9R9DjkzHxDRAvPgtyC35/iPmt5dUvUGnl8jhIxiecXhdeC4ZudwhVy/46O09f7Tcc44HvhivmYY3TPEZF7vMs+vM7ZL5ze0Ne4FnuwuWklhKJofI7WdPqWnm69/ekXnD8xfCYZp49faSY77i6wshDjP3dyfm04nrAKMKhwGeiNWtI+6oQTizgI6IXiPzwPntRK0L5U2AEBmm5wRJJI3UqKTxhI6ZeHlFGmGuXxPOX/H5/CFPx4GbWXk9F7KeOekd7O4Zdg9UidxroDKQJMEuEXeRvFdKOpLTnlN6wc2g/LXz259UMcd+qAQqH4Z7ruXM38oDZ1lQecsSlOshcj0MfH03cnt3ydOrA39nmHgdzrxJX6P6MfU0EZYzO3lrJ1mFN7nwV/dnHo6B13lHFqUup41c/vuv93dC9FCuvCEuZgV9pDpvi4w2uuMkby1+3ETcRlCkf0pX3tkcv3ZkmwHdK8ivkhCwegE3veme7Rbu3PvQBGs3AFRtEF1HfXZlp93fDO1NgWgILe3CYGMMtbfXCKsThEbd3Zq0Eo3iMvcKE94SLO3L1IjjtkBf03icwdZLkCYGNCLohmhtXdwSK+9haMKVW7Wd+GuLImiF/bQgW2OfjBgS2VAWW19F8Doc2pU1N3D9sHPMUbVmOLCXmfISHH2mMmHK3QJyJpIINRIoiGRUEhVzAATUi0GbE0TCgoZqaVYqhLb2HY3q+6naylV32JhPootY9JRU0ZSuZqcyAdnR9AISFkJMZiAvmJJeEgRFd8V+69GPV3Cb8gRiuaxVMjVYTQiVE8KM6A5aznFNpmzhCLJ8NiPu5O+qNs46C0hFU3bm5AzZi2hqtVoYkWjbIJixKFRD7Vgoe0PxGUqEONiZCnZ2CIsp3sNg+/3cFBM7KzXPQOyik2laCaohHyxn7AiaqZrtaxSJBRkr5GKKmocQIwtVTrZ2dezvsy56eLiUjlD6ocvWddcFDdXFcuRGpXt+NJmQH0FCdMRfNlRYcdrXUOSNTsZk+6Fa7lXLq+wGEAE4AtXWmYDWTC80HgBJ1BAt0scjV5oy01KXSZmt3SagitqZcQoktWycbIrVeFBa3QllQSkWeIN4DT8141m2d4mnLiNlYIDFUGUaCtQFdDbkdhYsV++FkxoXkEujqx4RQ0akdDSYuHMBDWiNWFqpjDlvvK6NgDmmvP4Ks8uaG0FWWHlBMdpmxe2L1W0JJryhEFMmxExMgRADIU7EuCclJSVF4o6QDm5IMuOB5rPZiFSpOZPzHbUWcgnvxXj75cqld9DmWDPNAGSRWbgzyrmCagPzuC9BXIA2w5LR5YWmWjQFwjZF65wZ/Hs6OCmu4Lpxiva30opqruNyJbbpPJ3mN/7m/KqnXttcijuN6Oy4RaZ0xcRRkbbOW6fR2rxurRWytrUK/al30z53xUGaw96NGV0kiWgzOjqPXVOHQHcw6xZN1wxIrog4K+6IM5cXOq+WjYOyXY0XNmdMc6A34cnneK39sfZ3HfwfcFVBX+4ISbjQGZ3OzFk4lQE9JJgi8lbhq4LMGTlnzqUguZL3C/P+ZMjd8YKwC0yHSp4C+elzwjEx/eKKVAPx0mj2dAogmZEzUivn04EyC0XuUFm4PxTuR1jSaxCocqDKnjhAipE6R46vA3pb0PkOSYnx2UKaBsarS+pcuPvdA6XCgvHUXQiEkJDzM0CYd5XzqOS5kqoSUyRMAfKOcD8SlwzlnhAhXsGwi+wOiSUk5nBhxsjljAQhToFaAssSyCIcpz1E2JWZgDC/iCxqymlUQZaRscDDMLBoYL4qhOme3RgZwjU676jLxPKZUp6eqHOhlszwNjK+SoSkxIMYyvl8IpSB0+kJJYIOB8KgjMlTPUVzKisDWQN6jEhR0nIyg0xYyLGitwU5Juo+UA8HggrxKNQcOcUbdIjo/qkVzR1GqsKpLKTzwviVEr8/EMJsmoT2D1a9XqCKyanSNv8ZJFukkp5AFyzN4gqEsePh+kNHzxZHB27okrr+gboM6LAMP1vqgIsNwcIMC2ejjzJ5qj2vORdaxICfW081aH8rFmXsjnZRA5BIM07E1ZHeIj5UQBPCYvpHWMzwT6LXVXC6Zry8GrBGcVkecPRmJxHR+Y2ny1rpu7+rtnk2Y4o2WY6WdimjodLlJ3dC0OglSoN7a/TIt0bftUVEeK2/srO5CSZn4ul8LHIy2dpro+aekkYWn/vB9T/nWz0aeWPA/MHLeKmqUht0YkgwBIJU0wOGRksresoECUyymJG9RnQUygXoMhAeLl0+XsxfJPeoKnF2up+tJlXYn+3zQyEkpcwz9eR4WgX2Z+Jg1QjrafA0ZSdkUXYZzCwgRAnWa8kQT1QR8mlAVBgCyKTIhU/p3YIW5RRHkEAYzJEkbwfkVUTSnhAjNRxRmUkkYk0WxFKKzcPYtDIDLKWaUQ1UTXaOztEcN+MDosHS32kghghROMdIUcwJcoLdPjAMSqlQilJiplxkiAkNSpTCNZm6CGUeTXZO0dYrZBtvML0nYE6HJZo8nI7qsvwJQkZH20d1CJQgcBwNIE0lz/ekUonVzo+GRI2BPAaiLsRyT62Rct6jAmEMEMUdTt8vvFV9AATVweWuBgBxdu3y1JqGuIEjNjSAYMZ5NSCTYPqqofWheKRo6LKMG6/xCHwdTA4MXnuDZHTOAVHa0rJ2mlfd4Gz6hjb5BpcrWSO4m49Yeg3NBuIYUITov2uz3TRZ25HWaJc4abUvoy7epyug6SctwsydX7TICOlyuTS9vNXY4uz03e/xqCmTiQMNJNYyQbhlByX0GmDqYNMqBh5sNhhpUdN+XyWZTqKLS4uhA9s61E8FoWAZBHDdbPRMA5a6UluUBgDThk61qOrvv2pLd6WD/WZ2vX3o82RzUw0QZ8qdjVOaMykbrdet/NlAi1bgvTkGtO03oNcl9GdaXRDTDRp3bgKq2x9cX6+0PWG1XbTrzoFv2ej6ulWUI71GE5hsrdj5IGBpw1r6wranW3QIto+kIyQxW6TJCCJxs9+czpoysRG5dZUxxFJedltnd7AZvdQOoKsGjlMMJKVYTSOqOwW3Drwmt/vsqaeA26BfpYN1oUcH0WyLrHNDU7mMvjQbZyVh6dNOthdC2zvjd+6x33eNtfJf3rxmPGbu9WNe8jFX83/i8+EbrDLXj3j69Bt+nL7ieJF4OA7cHgW5X2B/5Oaf3TLcwd99qRwvhbefRuR0Tfr1P+M0FX796T3nXLldfs5YR+6/uEaGD5j1v4Y6Mzx7wtWTCb38bziHwNPXhd1cqW8/Ji1XzF/D8tXCZbjjQ3nJnPZw8cDdTvjr4c9I4y37/VeU+YLTVz/mmCcie2pQswFK4Ze/PcJQePrBxwxPr5kL1FvhT8Yz6fobfqU/4m2+ZrweiIcTV2SeUFh2T/nt9BH7T4Uf/Ug43t1z8x8g5IFhWXgzX/LXT37GxC0/kjOLZr5cAvsE/+LDyG6sXEz3zBHevPwR32ji9lQo9cR8C9dzIsWBn11n/jQeCVK4ewK/vBQuTyf+3vHMHO85pbcc85mv5jsGVa5uK0MKHP/pl4R6wd//8v9CLnfM9f9DHTIffvSn7PSa0+kZooUn498SwwOnrz7hfHPBwwJzgWn3lg/Ht7zKn/Cvzi/4xdWfcPfJxGH+lKuHHffjG/7tH71ifxh59uUTbpNyPwrlInHx/MBVVZ4cj1zMP+z4+sNqQkgzKNth6wTEjSNGj4ozuGZkalSyEbN22L6NF+1GO2mMQNbPN3fZ4+6tbuim1eLXFff1H8Z010KZTiBZ++TB2ev93VK+EhEjDosd+Ma8tr3fIJO197Rjzm0OPcTSpmSD8GJjdOrjaA6exnDWdh+j0doYHYntRuK1bges1pZvP2d0zFPKNM+zNIhJQ2bMTug8x2yzafVaEeacWKd9YxBDu7DTFLFvLf47l6Hv1YQCqZ6/sxmmxOaRAeRMK/4jOrihsaW+mpCWh7YZZ0UJIaPBUwfRcB2+fr6P+s6ofcf5Em8iWqg9/I5gNQ/MCeFKlvibQiVEUwglq2knOVihNGlOHy8eWEczYEgyvhTdwNuKgsuDK2qDCSOuuJow4Tl0y2wGtWQpcgItl77vqdGLILU0WVKdkdmahWJzpdEUVFEzClQWH5rvqRggDF4Hqa1zQ/IlS8t0VkuNNVYHbJvAot1wZ+erhV6aMXUwIzzFilBTLO91tJDy5nwUyVQKVRYXABqiZ7R3VUfslffwem0vSZvz2s4DdIR2EwokmpAUqhdxVJsbhdAdq76fvdaChWnT0ePanX+G2uoG3F6ExKfJC3mbj7cp6G2XNtqQ/b2pnSDacTHHlikzLUmcpUdwWqetD2pjkqZIYUixivthzcCgUo1EltSdHSIW/WBH1oRDYXVu6jZva0NwdBrntYa2aJZqcyuWaMQVALzwbwRGO9+ecm6LCLPpae9yp68UE5IHQyaQoxlGQiakQhwqISoxJmIYGKbKOFVCnAjp4BOQ0LJY8UdVFq2m4kVHrdXVPfz++605ZgbnFY/RbupKxYrQoduHVtR+M2BZeovOE/ouaJcL5C6895QAG6f8yglrv3/Lxx+BAoQeGaFqkTqmXNuaruxss64dQqu9SyvfX/mVtsif9rzfs1LnhrRdKTKdrzu/e6fOjLQzUzf9QGlKozld6irT9H77+LSlyqrrd11R3MI4vS/K5l53YtFZ9Dou5V1Bh66YfKcDVd75/Z6XCtwPEIRpfECGwimPHEuyHN4xIKeCvK6EbD9ZlFmUpRbOYUGiEsYJGZV4qJACYXcgzInhZiKWQEgKqTBkc0zvhzNBFV0mljlSOVJlZt4pRSoynJA4QwpomrpCV3NgmQOcKyGfYczEA8QxkHaj9el8pBTIg6UKiEXMEVIPKJHjzjPJLGeSFkKMhBQY8460JCQvhDqbUXsnpAshXNqeOKtYirnlBBIIKTgdFq8BMRCCEkshCOTLhAbhfBJiFiaNxCAU2bNIYp5uYDhTYmIMA1JGOCcKC7pfDJFbCxwhvY2EKyU+wdHGM5oDy7KnRnNsh1jNQOkp+YyX+ylYvNB5WRC1fPYlVrP7vwGNE/VqQHMlLJVSMks4IumATAejaaNFfOT8gNZi2ZDm791hXrAWd3BiNLqfdeebCmskoacY0tzlz2+DGhvPc52iRVD4+d+o5TQ5xOTfx44/Qw1GejqzzuMHLGogWyRAM6S709EiV825pIwuexkPFU5Gs0Pj136ggyAS0Jb+SDGZuKczwp2wDkRwJw2Y7NLrYXi0m6WzWMFSTlxWGqtrdPkasejRgi18Vb1YcvsbB5B42hAz9DbAVOMVbU5dTmxpHpsu13mHnVl7zJ+v0KMYe0qo3AQZJ9UJCY7G9zQwfb1X5e79LpcN1euzaUwWWVCDrVlS4wmLQq6EUAmxULJQlwBJqKPxxyo7rLaBr7MYsEiK146rDnYZZpMthookhWNB52o+oKDEYSGMQjlNlPNgMk0sSBFiDdQCJQQreht9bcMZRSiLRfMNIVq/d74st8XSQDpPSZOBOcJNMjzLNBKGkTrNlKEQSzIwUVZzKrlNSqqPh0qoherpRaRWk+GkIOOMaECWPdSAJJN7cxTDppxchNkLMUJZTGYsqVJGtZp1OZA0s9OFnAfOc/L0bAZwqwI1CDWa3oOfuRrN2JwWJWSljjMaM4Ro0V/RnkOjpcQ6Z0peCCKk7sCz6OoaA6HOoHfASMk7JEL04tVS3wUxfsf2YjY7gEf2ipoBtyHUTWTfGm+bDOdOCEI3VNYGVArtLJvzRyV7CQuP5nIwhDQAXCtKvJV1JNBSDDV9pQVYRaxagQE37LltVJc94bK165TiqV6bXKmhpZ1xEEeT+xxwqi3qwmmmOnGz+TE6bMBBWGnu4n1ZEFKXZN1s7E4CNzA7KMzS+Jhhuw2wOR2D4G1ZJIi4Q6I2OthsFu6IMBdL9NH7HLd1buk9MTCKyoCqOQ5E3InURFNWC5HJh6k7LOyNxfs7OMn0WoXv4YSw+XS9050eVgzcDeJ9GZuMKQ5QsgiU1TgNa8aKticjSCF0W4X6ehhvDA68bY77VvOo0fYtj1ntUjaL1d8lbkdSjT63gab/4ZkXbL+2vbzQAU42Ad5dqzmiDvzUtks26onS5PuWfqgBAmHV21flqdsAe7ebEO5AgA3QuPe5Fwp3ef9RqmRddQCvadTlkhZJ2gbWv6jumG9oqbbW/t1GzteWXkrWFdy+S13HaOnfA4udWXfgiK7Qz/e5oiqfHx+4OAf+PLzgnh3T+X/hWfgNw+5TGJ6yP/ySp/uvuOYjruYPKQ9wvK3oBwvHz4+EV8qHD4XXFwPfPDsgNxOxfMrCibdPfsmpZObLb9DzjuXVM2Z2nMefQCwMFwvDAEw/pcg16f5v2d295nB8Ri0fw8NryvEt0+WJi8s7PoiZEgs/Hwf+In4EcSDFN0S9ZLr5jKyBMJ0JITu2ofLm7QyT8vHVFXvZc/+1UE7KB+k1T3Yn3pwiN+VA2kGIA7v5jn3OnNKet+kZ+8vC06tM+Hnl4csHokYmCiUmfnd4wSUjn/CCnE98k488CXD1JHA1VYrMPKjy6iFxN0/cZMhaiGe4LcInTyLP9okXaeEqZv7d9cAXTxLXNwufLg+8Gc4s05FlnnmVT1xX5cWxEK8r848X0v2P+PjP/5Q5v+SXh/87Opx4dvFn7NizLE+Qouzi10ionO8/pbx6zv2b1zwcH/j4k8LV0yP3MXDPgVfXH7JcRWS4Yjcn3u4qv35+z7XCcAMPk7AMAmNk/Ghgtyi7XwzslvBD2+z9nRDNSLEW4oFuoFNlrdfQ0qbQ0TnaD9O2oMxqGGhXbQYFbU6NVuipKRKNubewZ1doZGWutJCmftoaqYz9b/uyhbc19uHfVCPcjfHJ5rvunXQOv/Ze/FNTFth66104AUyJ6WSlEfEAHuK5zulq/LG2GyNv74GOLO79Umf6YX2Hgnk/WxsZODfpwRWaxmC0Kyxdaei9WlwAiiATZvyzQmABBTEHhXb0t246CoZa9s/f13YSbY21O0Uag3XjrVYsR78AhrpXPRszkAqcCe6Frxrdb2FjQY9oTchyQFF0WHx7OWZ8ccYg7jxJ0JRfM1A5rqQxs6XY1KYAg5hgXzOqxY3pHiZbdS1EN+EotwA1EmQwYcEjJqr6OXCEXMvvaQLWHkPECSqz5fINlsPYtkUxQ3JxAVIjGpSwz86mJl9/VyarIxuKS5atANBse1ZShDEii7h4YQKGyR+tBokLXZ7LOVBREcow2P6tVuwvxqYIe47O4saAMHbBueUpDjUjKSIx2TkvgyHtPLWRKQ0j5Evft2oK3nD0PWKKYi3vhFD/wKXVCwi68tKEHGS0UPucPWex2ryp+DpFNDgqqREHP1MdqdHRPfZSaSjDMFp6oeh0p7jTyiNN1MMvW6HuTvKAXuS5OuIhuGEhuJEiGGKvegqsZhQJ1QfmZ6O01DzFHMldJhNxobYJXkIrVB548Pkxw48mDwWvk/MBm0tNLaVDQ8c6jeq5L50fVEvVVkPyMUeqRKiJUNPq266Rmo19ifdJQ/Tu+uSXti9bLYnFlE1R0GK1P4Iho2PcEdOOOIyMw440jOwOA7t9Io07ht3BHGR1pOSFPJ/J5cjD6SVlrsi8o5RCCUfWGj/vewXfG03Jc4G27b2tgC8maEvwIOItWr8Z7bfCb9uGjXc1gbUpSF1Kpx2+9V1s3BcbhUm7wqOtS6uc3/qrmy/6XWFVdjqPUIuucX5W+3hL76v0Z53uPOLb0u8HXX3sHs3To4m6rLHhTd2gaXMmzQjagQ2uzDx61hzGWyXeIiFwY6orKz2qEVZe3TUr24OOXG4h7WsUx4q2W1MfrAYHazv79L270j98tcjPu+UFNQfK/kRKGcIbmGeoT5FwSRieEtMBLcK8CNOceXLzmodReF2M7ei9UKOiu4rUifjBnhiVcFUJoZAWW8ccr1mqQDiQCMTljKpwJwt1zIQpImnHwsLCG+LDJfH+knql8KGSLhPjfk+uwpzNuD2HM3UuxN0CEqhXMxqU21AIWjmcM02HBzhoZazV0ilV0OXEUix1SWVHMDLHWJVpmTmEzHXMLLuR4+EDFsnw1QMsC+yOJA1c3E2owHkoyKgM15mYYHxlqzWfoWaodSFoYrdkhmho4vDM8tLqWczh9pUyHM/sdkdCDcxTJKVA1EgR4X4CGRK7dCRIYBeMVqZsivnp4UjNhf3lRJBIWAZyTZyv9+TrhDx5S9g/sDvdMh0X8vkZ+XfPIASWOKBDYLgM6Jioh5kBmBRKrZwpyFSozyK6fL/w1klSj4Ty2jYeWWyO6WiRlb4fjaYlM1aoGIajOZtlAY7G3+qhUx1t0XyiBlKgGZPamXCjgQaQ7GfODVi1ycdWD0hFsPozgHiRUo986l58cZStKSesKRiHbnYBNecDJrdbCs1mcG/9sZoJq4xvuZ3tyBsPNJRw033aOQ9YnacN0tqKBZiB0UE2Rhp9znsaldZtMSdRyCa3Oy9cybnad1ppCN6WTkXEo+Za0e+Whs/1B1XLwU/XESOtIKfV6mmGoUYfvQ6B4HKwOs9u8n6j6+93SYV4HCwadVDz90R1OShQCBSPtAh1JOYEcQQdbYyTOzEfKqEuhPja9qIG0IzmOzN8B4uKHF1PqDEBieVUCKrkc6FmhZ0iCTQpNSolBvJgMnZYMlrXykxBFqQE9CFCUmrduyHTopm1Gg+IxVDtdUlQhGlnjgvVAa2JNJpsWFNBw2I1I2Qi1Oi1upWonoxGhCwwE8zoqmbwlxJs3q7sXUN1p+Fg+piOAZXI7j5Tc7VoUBF0SZQmpwoMVRlmhWyAmCDY9yKminVdt1KCRdFLMP3hnG0fBGy9cvRI82Q14lAhZGFaTGZailCCkGJk8FplS1Jqi0pbIFUFGZjDFTVG6gtXWYI5qGLVjbzy+y7bxyJnzMA3utx2NpmZTbFpl+GE2B0CJtMYUCu01EstVWld6FkYsChVOwVb+4CdQ5MQmjfYQVk1rLSE4qWqLBqhtrOt1raEPc0RIFqhGr0pHtH/CDQKfWzNAx0YMV10xtKstVSnuFMFpx/aUfPdUN1TxlmKuZ4upoHL1HP0h43NScF03rQRU4ufHXFngiPX3TFn6HsbZ3DnZ/WamRGvk6jRpMmWxaJnzmg1Mi0C2+LJDcUvYoAu7fymQF+rdZwNZCKhRRvj47No+Fpb/c3vuUqj857GrmWTwPKUrQCX6PpqXTFyapHNyoTJz+L8pvXU1kJ9RcXTsgVOrBEBTQ5tm9ejQrqEurKOBghAxeez2Zd07edGNTa7xkC3XwEqHgHZ7D4efaiN3/l7G7RXGZAOGmwR2/Mj3aMDjxSaLcw0myYDtB41+57v1+bsE3fMaNzMgdDsFOt8btZYHPjanGiP5HSLxLE22ry2ep7dfe+9yC5bpK6vrOmFVwha+zGgVOOZ+36/3dX0rPe7SlG++t0NQz3y9tlXPOwqr+Idb/WK24uJ8TpwdfcR5fiUr17C+dXCbnfg08MF59vMv/z3kXHIXLwonCblzaLEslCGQFbl4rfXPI2Znz6/46DK89lquPzl8Fvu5cRuSYxEnry54HI58bXCb8ZLhnQiytecTr/g5uY3/PqQCJc75uGB0/gVsOPDN9fcfHXDb/78Lc9m5Y/vfs0cA7+MhcNe+GefTmSB37264fRKOf51hBrJuyMSMi/nK+YS+AflzD+tL/kfLq/4d4cr8m0m3N/z5jzw+s0lz4aXjM++4kIXykl5K4Gfpz06vuKfXv/3JFF2RcmzwlIpFO6/+oY4KfJ8Txp2yMWOdNjx96f/kin/mF+p8Fv9knH/HMbnhCIsC/zm/hV/W19z/YvMH/28Mj99wvHjT6j3L9m//oInB+WzjyyS8f7mknrc81DekOuJ6fwztCycxgM5CDK8JEjh/mViWa455w+Ypxd8efWGr/f3LD/Zc/rkI+bXmeXm1/zs8pJ/fvdT7ssbbqe/IQyvGUIgx8DNZaSWgRev93AckPiWVIVf1em9Ym/+sEgIYHUEbBkL62HwAy/NSK+NAMHq1VuPWPu7A7U3bTWDL72FVaA2gmbGK2mhXm6A6e/s/WuEdP20vau5KLqzWLejohciBTUje+PJuhHAZTv2ZrRohhKaLOI0qnmSt221d22MO7qdo+LCTOhTL80jrRsC6F+2dBI2tsYIHCHrRfakKzMeGq8e3dCVlpa7PtPRBU156NYm/e4Z9AABAABJREFUUyqCWMhan/kq6z09usBndYWAfv/V8ovSUFk2YVJNcFiVJOurakE1dwOZyEIIM8qAMrnCas+IztZHNVSSDmcfh21CyznalBcs3VIQpKzz3XZTQKFUk82CuCPDEO9aC1SheaOlVqiz6cCDMVzRyTeGoeEkeD72lq+0F/4+I7o4k24RL2J5WMPZDc9uAHbjq4FHPOVKrDAs9u4lOWJj73thMSGzVtaCsyvqlyFACkgRT5FT6bUxNlY/FUFiNCWrOp47RRoIyMI1TakrNRkirwRrezdYSLSCUqAWQ3ZFU+SocU0P2YQ7VcygsQNdUD0h0SI9bI9Mls+3pj+A+WoXnjtSEN+2nj9XKIZUdCSfGTCSRyukjRCj/XhqaXTGU8m1I1+c6sXBDCped0QaWjEk+2lGeo12RpuS3gwX3djixpEARHOidQesuDDk82cArAqpup3UhcuyQF3c/tIMIe8WRDOVhXB2cuXIlhCRmkB37ih01KejRKWMdn+w/NgmOHuaJVyA2tQyaQqFEM0B2WRpd97RooFCgKGl0zEhTIs5VUI0GqfJ+iHV904wBGMIl4QwENNATKOlehkndocdh4s9w25iOuyQmgh5pJTMeZ6ZZ1iw6LSaRszQddzQq/e5xPmKGzs2Av/6Fl0dQs5vmrzfUI0takBa8bGGptEmItfe3qo++N7ZKkJdD2/OmtUV8Sj/b+Okvi8bOq5/vfm9OieaorfuQeljWkPmW+HatV8eYk1zMIeND6OJ441XtL0p6/C8rYbcMydac6rp+iNlQ/stb7ed32acZHWKt4gREUel2fP2gDsDN4pQe6bPoyj9P1ewVnq6Ig5baLpKo0fJlJIW4v+f64QgcMpXZEbS1SvioVDzA7rcIHoBMiBxIMgFdZ4py5mLZeaJnihFmIMQjoHwMhgCfyowgbyohFEI+0KksntQKMJZ9mRJiOwMf5hvoRaOkiEVZEiEMaJloZQzed6Tb0f0siDXmbiLjOMID8LxlSlT5bygJROGDCmSrzM1wFGLFaNVM9q1ZR+p7NXSMpUKS87kopS4o4aRIRpdHnRmXxYzDMqZ22Hk/vIaTif05T1BM3E8Ijmyux8oIjwEowP7QyYNynALkuFBK3OFulSkJHZzYi+Bug/oPlAHobjOzFtL9TINR+oIeQxIGkGvqBI4DZY/fTfMiApjM6DUBdVMPZ0opRKvBoYxIG8TcRaW/QGmCa7uYV8ZXz9wMd6zHPcsJ1gm4bxLhBRIu0CdBL3IRK3sl0zJZvCrQ0Uvg/Oy77m6qtBkPU+b6oRL60aWV+iWnYaGdWe08UV3UHO28+P1rCw9U3Vjuq50z89Fj/TS4PS10RR3Yrox3VI0DCav9T6687E2hyfGq5oDo9EjZ+KiLTd0pQOnELpx350lnUfXAYsGdl7Xamc1mupFXS3KuPHuNZ3TKuuvRsEeBRqaw6MZx+ysaKvb5LSHYEZqJwh0K2mjY1JQnX2szVi20b96JJnLKaJ0cBieJpQJJXYgGi3yocm7LsPZkoshNavzkR6J/v5OCBDknAiL7wdZnb1VEpZ4KJtJR5MVqGcERrMvJQP7pPOCSCaEkyHu2Ru9LUeUSI6XCIFBs2fTMuRzOQdKVsoSqVqJghnzB5OxqljqoDAruhSvuSqWKkqKgYCOCR0iNU1Woy4ab9LFwBwN+EQxmXaIQhxgOSdqhZisplUJlSKFENy4qJhzxm2UjQUXhFmD88lgqdmKIDHAwdY2nuzcaTQDfE4mEwy5wrlwThhIpSRzjkSxItHV9COrE2bplqrTABtWM+gXVBY0BCRMaBVzWGtlCmeE6mqp8WSRAIshvodsjpOCOZOTCEMILEmZG+4uW2RHykoJkTwc7AgefNsuRgvCqRklf//VEdg0MNrO9LiqCNlPphlHK4FgSh0qajXDqASv3dGAm5121Ka/mgzgXhmazt1sF9IMmBs93MhMsjMUqtdkg1bbstsKtJg8LVObHMwwbm3W4EDJbvD089qVr8VpnNMmXbA0zDs/6x4Z4VFPdpaFVqQbl3lw28QaNeJOStaohGY0aamiTPcKtGK91p9MYFhpto9PXSdST58a9MwajZII4jKaOx2COzqyz3PQ2WmHpaN+lDIco9FmnzKZrarbh/r47F5b57iSVtzhYyHZP6yWdkG3sCLPNrpCVwTciYj0PtnnzfbD2qfmMG9ycbMtqaXEU1loNh951EbTDAKVSOxtNGXW6Ht3GonZjLQXOvex6JaXeJri7tRpE9KRDGg/J+aw2u4Z0x1Tl6dFF6wQ9aaWQ0frtS54Dcx3gUl9X3qkSgcqn12+oIvxgrguUOj8WMCcOY3/WooxQTbpwFpL1qc1OVPsbSMNuGhnQbdtuIxBjz5p6WXbVmn6GKy1fmZWoez9L63Km7dHwvnI/f63nNKRO57whgN3u0S8DvxqecpwSpzu3rJ8+Zb9J4GL53u++ObIX/4msv+w8OyjSo3KOVeGWkkpUHRg9+bA9ZT5Lz554CIpnCtHXTgNr3jLA8v9gSkPhPu37M6F316NvNrt+CAsXMkb5uVLjvc/5xs+RvefEHdn0uF3yMMFT14XHl7f8fpv7zkk4fnVN9yMkZcFShj48PlIrZB+/YDeKPNvnhJyQD+/g0Phdr6g1ol/rJkfc8P/c3jGby6ueXZ6yVNR7ufE/bxneVKJ4S2TCpdz4E0I/C4MPAtv+QcX/47KxM3yY0sPex+peeb89hvOY0Ce/IQ4XiLTQAwjP979MU/qx/z69Fe8Lq94Nn7MLr3opateHd/wVbnn5ndC+UtYPt0zDx9Rb2fGrwqHF8KLTwKLDiwPF8ynkaPeU+vCsHxK1cxSdiwIOd4hOvNwmygPE1KuKekJrw7wpZ64+Ggkfj7xcCycfveKf3K85r8+fswv61v+avwtKZ7ZifBqCLy+DKSHgatvDsis1N09QSIv6zWP04999/XeTojHSSa02ziaUNoMVB216P+ySvGJNRfr9uddK0VjtM1T3t7TiF3zsLeWG5FpQn875NLbb72zEK61XfG/xYlm85Y2Y8b6hu2Ym1Ll8+EKxlpoqDHWSCt8BNLHsXKiNu7+6kcz3ZwN6l7qlv9OnMitdpUW9uitN9QVbtgQ+pzZLc2ZAC1MrikF0qZVmrMhbJamrZWshiiJwGRP+jg6KnP7TBMgVC3Hf/MS/8AVnJgHT0tU2/pEN64vDb3jjL0ppFUdfWadV1WqFkKNkEf7LEy0OgQChrB/lH6jEXVH3NSIaPBi2M7/gyN4idQUzPCfIsQBkUrQjKRghdI6el2QZOkaWqEyCRURIXgEUdXiDKg6cNhrCOgZpViqJJKhzsVRZFgYvVZH40Qbt0VhKJJMCG41R2z/qCk4ErB0X0AsJiwOnm4ku8F7UcgFQkGSmmAnA0HNWWBbvaJaqC21ArahxIsZBtM5PWJYCWmbxx+32ym06BwvrKiiFpmQgyteFY3V0fpW28OOV0FDNkeAXPq5nM151FDR73UJPedzC42P0QZQCugJZEbTYqg4ESSMBBltzUpT7LUjNU3gcMR/rwHht0WnYQ3o4MUdW0TPGiXQ8lACSS1ft7TIMisK23N4BvtcmhHEhZiePxpsHptBpiSfr4mAR754rQaoHpXhdGeTVqPbFLQJdAJ1RBFC8NzOfg5bAW4JVvywejoKM9xXU6w2wqlIsKxQBKSYMbiE5vRrgpY6qUqIRCRaGi6qG2ijC2Oed9rqqAjC4g6uhIRIjFaUOg2BYQrsLwZ2FyNXV1dcXz/lsLvg8nBl6GIS53nm7u6e42mkypE5zdT5Dl0q6bgayN/3klaMPUSn6Z5GjNrYmsu4LdINWlSAhMZjYj9zfjvN+ARYIUx8sb7rd4sKaCm1XEHoBfyaAW3Lv4K19EiW97owm9Hx2MnurKNL4x5dRkPIuqG9oYe7YuJGxz5nbax+JhjsXZ7aQFq0n6dkwFMtrCH5uuoNWyFeIHiKMAPsCauTzMfXUrk0pbCKK0B2f5M81JUydQOfNJbY01Wt/NSajog7l7vKLkar17G2tAEtomqVct7rCkp49kAYhOluIS0RuTvDfUHCc6q8IMgBuVCGPDPlmToEahrQuXB7guWoTK9BBkWeCJoGmHbokCh7n9TTQKGShhnZKeUiGGbsfAOpkFK1/Kl6iZwqNWRUChc6cVFHFlVm7hjeLuz+5swQFoZQ0JKYhgHRgTDvybkwHysaIe0qaVDSOBAi7K8ioQr6eqbmgj7PLEk53yXKuSK7SoxKyg9QTtScyCUy12KzWy+Q+AFLVdLympjO7D+5R3Mh3y/ouYAeEcQkIRXi7YREWB7O6Fyph4jshd2XlXg7IxQWCYRckWWgjrBcwEmF001kKhNxOVBqZN4nllEt4qNUwsOClMTD+YpQhWGuSMrw0Q0SMvsHRXIgHfZQJ+Z8Yq6ZqIV9LZzfDuS3Fyz5iuUyUGNA4kyphdOxEE5KeFXRayifCDGMwHMkV8aHI7AQnr+HQttkZLOyYvnO/TtV46Hdme37XNv5MUO6thQH3Xlg51/jmfXgGl2w89UAKQc/N0dEFpd5VkBUc1oYj48QZucPraZOk64FgsmFiBsXm2wc/MRKi9b1yFGnB2tkqPPwEI3oNeKTzAHax9t/ClZXAhr61uhNBN0ZLQkt9WCrmbEaGoS8Mgsmm1s50+pVWWFpd3DoAiz2WW26GTQjiPWhfa4b9UshHM2p0mplqNeSoAEOksuInv5BPSVqo+OYgRI33Nn7TR6UaGhekQaM+GEl9tEVR1SFFB+sppkLKFmLmbWq77Mc0TJQk6LjjIbs85Qo58lQ6tEZxmS8kHCNqDAstv9kb86XoFbPrOx8L5ZodeamGU3FTH5Zibmwz85L096ANmEhJCGO0QzsYbA0qXOghgXSnW21ZQcSKHFAA5SdAUNmguG1UkapzEu1qS6rEdvATh6V4xHaaCRqIlYYS6EgnIM5Acdke0jvE9VBZqCUajVF1FPsaDWdNE64rTZTpVI1UnMkSkbcAVljpVZlyRBUDFcTN5QkGE8uzCYvyIAolAffmUNBgqUGFJQ4WtWPcE6EHEkmoqI6UDShciKmkwFRqqcZK0A0mUBUHGRVqPVs5zhsz8F3X61ugYW4BFqNKZG0oppdj27mweDgMWEwlH8HFAwoLYXRat8Ijh9V16UkNHnC++c6olSTe2uv32hydbOBrDjGTURSCw1sx9GISl8E0ZbK1R2ybiJanbip32tftBo1XtS3p4wOK/3oBtWT/y1dtjNK+9igLj0qNnSDL4inOhWCeF1KdyDXDTK/1XpTN8SKnwHTmQ2AaG8zOap6Su/i410Nz3HVaRoNxIF1Ci0STToyH0JYOgjGrq07wvRBc4gP/fsfwmOutTp9HluKJI8GMiee2Vf+/6z9WZMsSZbnh/2OqpqZu0fE3XOrtZeq6Z4G0MMhhgBIUAjhA5/IT8iPwE9AoZAi4AOFoAw4HHKAGUx3T3VXV1VmZeZdY3F3M1PVw4dzVM0ja8lMElZ1M+4NdzdX0+Ws//M/oQXK3ea2UYdul4vTQm10PZa43wLeHi/QrRK77Tfz5dq/fa5dd3eKak+g9dhL0xsSwPs8WkA8YrxyrjP6HtCLP263S0uatISIJavpYKvc/Vhj12579sKy9ypCdSYWo/fdxt/WeGtUzaOxCF6h6WAJY/24APk2ddmTIwPWw8NtdqAnJWTwp1v7t9hUtzE4ALTvED9bHufSLgdc5bpvse1OoSX4ldZzpdlGFyCC73CVpHz1QyVLYH3xGWUS5M0Vw/3Ixw8zT64Wdu8O3L++BvmK4dMvuHk28XI68OHZe8Zw5JNR+ev7yC07/l6fkxd4kIokYfe0EFLl13NkOkWu3hZKqeyvhGcDHHZfM46VuzcDec4c/vzE1U0mnG+ob/fUcUf94Q85x8Lt6y+I15nIM0QGDi8Dn6wT/6w8Z7ge+PzPM1kLP7pTpmXl77+uFPZE/Qv248j86S3UmT8LkcNS+HI88Dru+bfnW35bZvLpDT/QE+X4wOdr4PrqLX92dWJ3V/jtv36FvhP0JgIrL+UDu7HwMP7IwAmpcL1b+M+vH4grLO+fci+JV2NGwy2H23+PrJH8YWBdhB9r4qlc8fLJyvX+lphWmDKfzDN/dT/xg2lm+tnM0/CO+P4fWeMb5h/OyJMd//3uiiQTh/sn5Hni/XJCqDzdX0Oq3MlAKQFuPyKscNiPyBQ5nR7QcuTnQ+XH6QnXHy3snmeevhypDxOnOPL/uguU4RP2P/rnLPI1d/L3SIh8Wk/MQ+T2s6ccUH5aT2iOvP5wRan/oychmjAWLmVtO0h21IXOPCbYgZHL4FdzsPVCBrTogP2+BV9aoLY1yOxlwD3juwXLbQhNwfVIgw/XkVgdYdiEiz9XK3PrY9hUT//vN7optwCDySUP8CruHAQsiNcErt1NtFE91f5ZG4EpEfqcbsFiE6CtEU+b/zbfG4LKJJkb933cTXGo075UNgRS3oRYU6zYemkryWyq/QIBa7JS6Y1hXSCLv7ebFhcpfntuc0RaVvxxUut3r+hCOXoWvLqRagoPQw0V6UKYZEkIi9d64NczZYbIjogORoEUzdETze40JN8uF4pBhOoGp5W5iiUrNLhxWFFHXGgUNIkFq2MisEAsFlgeA5JB52AokdAUpAe2gnFRBx0RoGqmdgQJRFntMeqKaCGQzISQaoFcD1xrVaSag2r2pjnHEtRoovCApELn+41tDYbNWBBFBjE0zRxtjufVkhD7DFMB2RstkVc3UGtvWm1N1rDko29J3GZHBXEqBxkM/mnKXP2YCK2JoURvFJurOxAjskaj/ohqyQ/1xpARS0wkQw+qXiGyIhzNFk6O4v+OVw/0BkPOaxgtsF9W8AafIpnOkeoILmsmudj+a01vo9rzPErquWEkxlMrQYxDPQhSGv1WZuN4xQM6HpQOCjJQGTxQY2dPWiNMsWSNqFW2qJdga3KHoiot2G3NKrF9HoxuypIuBZjN+RDZWsRQDfu/iQS62aZubIonG5oRLk1W2xkVbcaUEDt9WuOadSPXap698snOcvUEayyOeGqOSJwgJEKYbH3K0WRFbLrBDECYHJlybyZnTN7WIxCDkJIwjIHpENnfDNw8u+LZs+c82T3h+eGlNa1OgePxzBgn7sfEKT8Q4gOn84k6Z9ISqfW77zVbkOawNbnvcv6yGkK40HvbtEtLLHv/nUtZbNvMdY83g1WpHvBre7Dd0hRST+jqgHEPr/TF1tB1jIZt3Te95O/zhm8m9+11eybfq61astEf9OoyRzm2/eLNshu4wZ7Zk0/dT2l7p/Um8QRIddlkRMGeRHHbpXsNF07mVlphH+7jSh5AaM9aNlRUp1fhkf1yKWpMh0ufartagOhi3rwqSDy42Byh5upsN6j+Xc0R2eyf73QFRZ6eCbvKUB9IJ6G+D+g5wO4zND1DDmdkt5JOC9P6QB326DBRa+BhgXxWxnuFZwIfC4wDun9KjYEyqQ3xOBju+Kkgk5JfCCVAfn8PzCgjcU0MOjGchSU9sMYzeyIjkQ8oR31gvFuY3p1Ie2V4qmhQhiFCHgjzDpbCcl6RWDmcKqEoOkZCEKadJSHKm5WyrNQfVvI1LL+C9RzYTZW0r8RjJZ4q5zKxzpOl/QWQA9RPKOU9Mf+GaT9z/fxImZVjVmoJoGeCWtAMjYSHARFhPc3UoujzCENg/NXKeF8oWsgarMuXVupYyYfKctxxvN9DrUx6IKfIuhvRNFPDHXFdme5mdJk4HZ8ScqCeCjJm9OaOOGSenHYM60g976nsWcqZWQsHLQxaWe4H1vOePD5jvX6CyBuEt5RTZT5WwkmJdxV9BXollDhRh6cMObM7rcQhE1+uSKPW+wNXD724LSphcDvU7XBdDHwQJlrykB5A8M3fkquNogOx8x0bBUlL6Pvne8Jw7/c4og2Z3yqeUMAbVkurZihmqzECk72vuJ0WvEdEWPzMuu0W2/3a/T2iJ98IfoghdsUD8tqQWxG7R41Ot+E0Kg24JNBpmHo12g4oSDybTi8DLZBpN7UkUeeLlx1mgHoT7IrpCG3V0AvIYjatUyAJNu8aXf51yghfn+prm04oisgVkNB1RDRegEEmkNSBFBSnTu3oaXtOA8pgN2Y1xHB0l9QDxZ3S9jtdgkZDS8dwtp6mYgmtUp0eo7gfWSK1Jqpk6mBzEThDOVCXK9MzKZr9NloQjHKDqBKz23Y33ktgnpFaWYeBIkafFhADoEihFkELDLmQChRGSpqQejIg1JCIg/VakHGgzkL9gPucd6ABWScIkVptH9VpMNlfhFAgThkJhaUaPVLKTp8qI43CRsTnWwtBI7EmYi0MNbMQWaIQIiQPpC/HhIaK7i0YXos3Ns9l2w8ixqQ6mZ1ZKdRF0BywviyLbbuk1CrkYlRMEkyWF69WMbNPKepNisXAOPXkCYMnNufFg5xhyJZQL0qslTgoKQJrpKwBJBPjiSoDpahVcmS3LaNX1a4ecNfFCpR24XFbp9+3w9T51cUobnosAw9S6mVsxOx4odB63ZklVGg0bnSOfwUtCNGQ/VSUhV65hCBOray1BdidalnzJjtotRoBL7WhyUn73tZPwcRGt7dx36HZkd3usj4O0nrYXCQsbNE8KH5xRkXVzrJYzxQLvK+ozFap4U2fe28Exs2mvQhzqNMet75gXRaoVw4xIDJSXfwbmK9VRzeJ4P+V1iOiuMVXzA/2qvfqc2ySOHhvFLrv0ftrqq12aDZ0qyLwZDVy2SS52ZvBj4sH6FtidcsS/ZEN12RwswgvqmQ9+G+JmYaMl/56s0m7P0GmMWPYK04V3RMATdduVQh4LKsloDoNajdS5eKP75OWWG7XRS8SS0IMdPBqo/xrzdVb1bFuEcdtLmz/iTTdqihGMS0aCX4e1UFD3Y6vzXa+CN73u1/+2aoRTL81v6eBD+wsSm2U1LZPLudeepKn9eYzusTeN0kadeMZS8K3+Sy+nhc+f1vvDvhTX0s/e75uzS/Hx2RgCW+Y3sCIiNtD3903rQHefKScd8J+/4oge8JXe9Jt4tXxcz6dTyy3Aw+vr9jdLOw++orD/jNeTAduYmA8nPhoifz1ceSLuufr/DEPWrjnjjgUnj1ZCRS+eEgM58DLrwsxC7tnQtrB4eotcTrzcPuMu7fCn/74NS+GBz6cP+Ph/Qvqq5H6/BPm8xfw9itivSJNT9lfCTfPA7vbkef1KXeT8qufrIwzfPYAuir/+O5kUlj/jN1wxXz97xE+8Om7wIs18MXVjrfTFX+b79nXTD6955PllvtZ+TIHno4f+MnT33L81Su+/g+fGIDxKqD1A8/y10hKHMfPQBa0vuU6nfjZ9deUdeQfyseUOvKj4UgKJ/Z3v6EeK/WLz1iPez4bIp+lPWPNpHLH/PTEMs68vM+k9yMfTzPjT2bS+/dcfVVYnz8wf7ryerfjb6crrvOOn91dU+bI3XomRfhoPCADfEAMTHD3jLgkrl/eMAyBNf4DZf3Anz6B3f6K8wtleVpIzwbi3Z7zOvDf3wuvbl7x2atPuJ3/A8f73zKGysflxLvhwG+ePWFclc/eCesS+O3dgbn8j5iEaG9VmlLcLrNZ2u+2A7rRETVh6591h7oX+2kTpe2ABPcdtL/+6PvkmwePb/zbBYz4vZA+vp7YcCUhl4EIoSsb0cfBnotvfxRnaMlhaUrnInC0heVbZYc5Vp1XVtq95EKo+H3676GjVBsq1ZMPTZZq/6w3334kvdX/r/5cDQ3V+CMdDX1B2WJr0RSPBbhaFtgCTE2RW7BfmiPY5r+hnBvcovr6Omqk8+H+sSv7unoDYyltTc1ssWEUiBkNJsCFcVPK2oLiEEIrTzQjpBY3Auvk28WdyeBrkkzIh9IMKgvEWpK6JdkEaUZttkSMVVcELIB3MOqAOXqljRksKmPfh53rD6jB7xrMqC7qSa0kXhiQ0NqcWaUngaqiqxJ6CSZGd9CCt7UieTPs9eL4SvUm4w1F2F4o5qQhgoatikElGhIq+JwJ7qx7syiNaDEHznp6CA0NWFoQftisQ/UtYvvcSgEkqyHZ3WjQFrALFZJxfqtgDlvY2XNVgSDeY6MC1imvAU6sNPm7K9+OJi9AFYIWB+84AkwjW2O6hjhZkEaRQqQF45FiNkNDMD6SQ0Js3J4FM5Yaz6tX2eijQK1ACOZEleAtQi5pFdzYc8TiFgzy7y3Fj2c7px7YafzYsppjULMZg+LJvBYA1eYo+eJd0CxIsBLtqqmbdCbivBqimPHbq3yafCtu4Gk1Iz14VQDe+BqrwLFSfBuLh7a8kqcisoIj/WhUOtCrcBpFhVRDoYkLcEtMgoSBEJP1hkiBcTeyv9rx5OaKl0+f8PL6JZ8++czHGbhPd4RcCKHw7rSjkknjgNZq1E/fhhT+nf3W1qN4vKx9vmHpLpFy2eW5OyXNKe5q7AL1a9PU3klH41/6CO2nXPy7Cj1xL2pnS12e0PZj22NsOf9vlKzjqKXabtzf6O/pg/EhSaNnaENsqCffp9qM+0C44IG1ndROeNuvXUP7VF7YIGx6nstmba5b1B3xvibBHTq9NPrb5CpSN8cBfK488Nn8tL4GzQbyNbB5bcn+rZeHHXd/wp4E2p6oj7l+z71WBX23NzoKyzWRJ3UXM5FysobGAeJO0KtAPSvrcUEHQT89oGchvA/oQTwQlpCjndOy2NkOS0ZFeZiLBVpfn4kCJRb0SmAZUE0Gwk5KHCpxKNSiHIsyB6GMgeUsnJdEmoxXPZMoak1Jl/2KDoWDV53lmC1mkAZCCKwfhLgqzJmQV8JtJaywSmK+ijCMlCDovsKkrHNknROjl8CP5czh9Jr5dOR8t7LuhONyg+bK+uD0QC+90nFWWKHMI5ZMsp5U4V4hVGSX0JcDdUrUFDlLhrCyEsnnRDgW9vdH9gfYPY0sS2Q9BuIopKFa8CtOyCSM6QgK9YnJ1+H+CRKUhyc7C5wvA8yBcRoYY2U8VsL9QkyFsAM53iLv783Gk8gUIk9HLBi/z9TrwBoGRIVwfo1QKbuZGivzfID1j++5rXmy79+GtA8NrW8Bfa2R3ldBGqqzBUCSyxYLaihOH9oNbtMR1PNmSyPWqMSMPiB58tHtWzfmhYbWd+rEkszIaYe1F43ZeW2o2i1CqY//eJVZl3uOxkV32++a0xDEdFkDQ4VqsRL15GxIXrXlQRunRjIUsTqqHVoiUzulk/2u0UR1HaAJQ52GC7vcA6BF7HWxZIWKNV/fGi8N/vzZfTCv/PDeU73CPS0XCODoesxBIt4LTFrCtZpe6dQyjfO7mhykuM5pVZ3fJwkhisZs3osmQhED2haMZkYEJFqVwyBorIQJQjTKzlrMNg/TyZpGL2brlupVrWLN3W2PCXo+OAWnGtXjshKKEsqA1AEdolUXr4pkRWWgSKJSQc++HQ9UhEWjF3N7he0z7zvHzuxbM2iIA1YNHuw5Y3F6yZAhKkMKpAQlRuoYkVoQrQSBGOKmS5JQWA3Qs6/UIqRsVromBVXC6jqyeF3koA5qcR2YqttjGc1q1R8E6/NWlBIWiixWMVMioolJkqnwwcadSrNLLIQ4ZOtlsIwBHYQQkuu4CisMaYcEodYjlexunFIHS2oQCzpkS+Y/7GEVYjZ/aC1ieblBCRRGH/vakNRFezuDP7jFmk3UqoSledZOaSsDxoTgUZA2Jwi9qbD3uZCLnlDtbINsYDi3Q+Ti2+0sOTCvVUj3KoUL2+8RKwF0u4P2mm4vS5Or0OiaO7hBm9+SfKxGoxo0IFpbtMTv5Uaon92gFjSt3QjakggtdmGPVN0Os9jE1jtG+jPTfEnFAG69B4UA3lyZ1jzb9Y5UKvPFNKgHqq2jg9lllzJdeu+MVtlRKagWa0jNRb82zNeSLvfafJp/of2Ol56nB5GlNeH+LrZb06VNLzogt1dEXNrBF8b8o5jblqCywXoV3SWtVwfRGFjLX7A7dx3anrUxMFzuzJbA8v3QQQfF17Ul6Cd7pqZb25hdpoTG5CFsJry2eFTTi6Z7Wr+JDs7ryT33H/Vx9cFGCdXWymOBrpr6Svl81Q6kbeAJoa1wA9kGj5ddMrior9O2voL1HgkIF7RUF99tIF0syXsBrA6ehOwJfE8k1gsvYPt+e251W8Hv4DGn76lL/Ulqncl55Yv5RBbhMGY+uwk8P7/j5qu3vDknjrHAOiAPP+E3DyO/ff01ZSj80+ljXgZ4fSW8IfFBP7BbZv7F7RtKEd6vO46l8usv7xhm5Yf1zC4mvkqvOMdXPM0P7LjjPF4z39xwqwk5rbwvE/eifLhfuF8yV08D6QfPqA8T5e8mTteZr18sPD8Lf/LjiWFceP23t0TdI8tPqbWSf/sVRQpx+II07JmeHhnTyr3OlHzifvc5pzjwjpn7nIGRJzWSH1aW40rdDxxvnnDaZ44//i37dWB3Hok6E3SihsCyV3IWHt4O3AUFXjBK5PqF7bwvx6fUVTn/JlLuM3d/oSw3C+vfD9QPE/K2wrsT+bM7Sj3x4fySu/ycJbznGCbqy4Hyg5HDWXn2ZmW/2/O0CrEMvDu/JC9nhodfEYaZo56oRG75mJWRFFfSGLj5dGW4Tlx/DfvTjrM84SHvmN99yVo+8OSrO67efkm5ysxPA7lkeLtSlrecziMhJGKcuL4e+OnLL9hR+LCcWNYI6UgI3w6S+85JCG2IG2klPnZkt/xAEyaXSQj/fQugNCXoEROV4Mat/dnEdVO+/l7d8AZdz9EMgYsx9OAFLocvJRlegmkHcVPZLjhckYSmVpsA/uaZ1csxfPNIa/+FuqNgaqfQStREN0RV7U5Ru1yB9qBUSz7ooyBo42jfHtTube+s/j34jLX1aO9tQb4mtNoq+e/FVb8a8l65AgYLxLgC0i4Cm0IbfB69/NwVglIeKekWeNWLcrk/dMlqz6HBs75F3Tfxsrw1m0MTVzRmAskqHdS4X4UFqjWeDcEUknglhhYrRxad8A6VtOagBIHBKKACxQ38plzMWLLvioasya7wWLEeBILWEVULEkt2pE+s5lxEc+6lKB2hJ+YkCUoMtu/rasEsCWrA9tU+Z/aAKaXA4EFqRUIhRqvsqNWdS51AZ6Se3fZoSSA/b7Whhj3Rk3xVszeOjBgSLNrOLHg5tlipXxRDC6oj/tAR6pUFjcPJ9kIwxEJDlkhyA0DFgPFNV4cBQkRy7n0SlAAx2h4IK+YoO9JDrBE3uSJLcbCCIKpGSxWsGWJft+91Ocol+9nU4kggr0iqA1UHBym1+VzsrAtm3OnezkNYbI/FdTtyiAfIHaGOeNKtQjyjUiAc7JxXK69v9DEhJkKKjuZTNBSqGEe40JoL+vy5kRmxudbqhk4z2lr1iSeBq3vsRuNVoaFFO1LL5mXLQWtfwCDZgzUjLUkh0FFhWrxxW6MRakmVOtiYg9GNtaCU9ISCBWEskSNe6SQGTAFEKoHW6G3GXjB6CGlNLt0utf2+yajOqxoSEhMxRlISpt3A/nrPkyfXvHr2hM+evuInL3+IFqEuwvu0Y12OqGR2xz1FV4ZxQEvxJMQfRwr/zm5z9E/wHjRmh3vlkqc8tXF8iwfxHCGj2hwa21cWRRCrxOnqryGXNl37SG03n6b9u9ITN9ZrxhGQ3jy0yxBtzl5baNnuAaa/uq5pI2yoMqBVGDSwAY7Aa89yqWGlyUsLLAZHd5amhx391sq6m4Oq6tU1oaEEW9PViz3YkIAiUBudVgsAQiul3hBezQAQv8eG3kI29G5oc9SnxeWu9zuqGrrsNXtF6VUW6CPjo+VVLjETAFK+316jCvXdzoJnzxRGyLuVLJXxPDB5EgJR4rXA80D5srK+WdCnCT46wDESx8GarVIs2X62pGWJplPGYujSh3NFg3L9cCQB602l3gh6TGie0JghFoZUScPKvUYecmWOiTIF1lk4LZFUoEalaqKWRA4wHxZSUa6DBWTey0qJQkx7gkbW90I9KTJnRD0JcRbyDs7XgRp25DCQp0pJSpmhzJAX0HNmyCf2y5FaVuq8sk4jnK5RydSi1rX542DP/ytgFupsTnZ6MkES4r3ZUez2cEjo05G6T8z3d6yns8mocyIeF4a7E4fDxP7ZDt5Hjl8JaS9cHey55/gESZlhfI8GZY4jsgbi508Rjdz+fCJPEfnlQDwKL14m9kNFbityXkgvK7JXwptbwldHuD7A9RVTCExDRPcrZVLWMUHYQ1kIp6+RBOUmUSUwz4eebPxDl7QGjk0eFE+0Y82QqQdag2VLeEbTdTJj9AqJjhLujaQnv2fd9r8qomfzC7DmwhKdbqkBXtQDRaU54G7LxcFs3iyd5a2zh7SgRA8+9ydrp9HG4TK2Nc/kIrmPBKij2/tnrDLa7FkRDyh0dKT6d9lcWJVGunj+AnI2uRK8alXFQAuaNznlgTG8R435EsNm84fGwZKQGpyGMfj8LxBPPu9u88vBZeXJbHkP6FEm/5xXuMSz6VTd+3c5uKWesCahE73KpPG5O1iAGHrxB161ackY2ca2qY8/eimgYaUlIaQMJoPFTeGohGq2vY5Qg5ISpBgoNVLzaPbudCTMkfgwWY1GBg0VxgVCQccTIpF6vgZJ5GtBY0HWE7JkZL4h1ETdRTQJYVbDDkwDZdyh9Qg6Y0CVA0Uco6qFUBZkELi2SoCw7HybmB+ZRvMBWs4m5AUp1eziJKRdIAyB0xBZNRLzSigZkZEYkuvCSKmFrCshKoxqVJJLcap6haqE7L5wVghCTGbvGf89VLf5NK/UtRIYjVs/F7RUVlbWuBBViGUk6cAgO+qQyddnZFHinZ85AkEru1wpUVgOYvtjl5BS4UOBDEM8EAic60pWo/WoAnWwsakWqBk9BuS4R0ol5NKrMAIwDIb9jjWTKZwxmzZl7YjzP3g1IKE3CjZqKkdkSyUwWHpR245sCQgwQz5bUi8UrBrJBE6jbDUrwZpEazfKMFujV9h68NT/FygEKVR1pLonJzaqRo8DSIuzNNtN/VkcVa9qfqwEP7MKzD7+KyBQZcYCy3Lhz7dALD1JLNpgkTYDKu15tiB99yO6XRou5tjAluJ2rl1mu9vTmJ9vCaxWgT9Yw19ts+PVF1jMRYBAdKy/rWNsc6zN9DUZGZmwPmWry77B5oUV0YzohGijcXafxkcmVKoIpSWtv1kZ0FgQ+nP/kcvpsfCK90ZrJ9KS5o3m9zLoDa3azPRHS1K5ZanRNZnpacPYNMXnSeg2KeB+SEPhQ6NtQqPp3GYbNz+A9s9WdTdc+FrTZl/377jQqw5+64n9qhd7Qk3n9CoiMf3ngXm9sNMtGpYRr5axuNXs93A/5PKsPzr2xeNBwd/u4K3WQL4N6dI38fd72o1WwWnujT87Rs2GbEC6lthRbRUdnqTx30trTC0RY3nItq8vxtEGb+aWJTntfG5ggd//nH/8UkDLmVzg8+XEA/DPd8IPgvLy9Ibr+ze8XiIPISPrSFj+hDfHylf3X/NPngT+xatPyFeVr69Xvg4r7+Q9Pz4e+c8+fM65Dvyr/DHnc+Uff3vHtKz8V08yT8cdOf45p3DDsH7Jvgp1umGWG271GeUsvC333HHm/m7mYT0Snw3sfvgC/n1A/zZyd134+tXMz56M/IufTqS7lf3f3EIc4cVP0bySX7+nSmF69RvSYeTZvjLuVu7Smbty5F5vOdXKogdCGXiK8lQGTg9Hju9PlJuXHM9POB3ec3z2NendRPziQJRAVAM3zQfldITXd4kggbsw8mQS/vkrY27/xfkppyWiv07I7cLd//bIwz+ZOT0cWD/sWF/fUY5nNN3B8MDd6Uc85J9wHw68D4nymVL+ovLZL4RXf6/sdgPPqjAz8Ta/RJZ3DA+/RaZbjvUtq468lwOrHBjDyhggf7YgL0auA4QPO355/ylvl6csb5V8q0xffs7Nm7+n7IX56UR5+wCv7ygFTnlilD0pPOcmnbjZfc5aMu/mlXUJkK4I32HDfY9KiIYcbIcrspV5tUPfIhjtiG1KyoR1c5hdOau9q/MO+mvNWVdXluLBhN89Qc17uAxYuHXWv7lwKUC3UEC7xN9phnvDIm6T51PUhGD/YwiHTZmqoyJaplppDUcDFwhStmCNyGXgZJtJurHQgt+bZ9RGZ85GQ1M8Njb668DG4+1z1RVN8OksF+9v6+iz1/tDSH8ubfx+Tf62Zwu4QmojYdsfss3o9ix/fHNqu1Ofi2J7IdeeTDJkf7UKhRjQ6M/mpaAWSPP9qAHNmzFkCmQ1FJMHq5uy6NtKHa2mjsyIWFKgU3aovTcFJCZzYGRBYjWUUDUdqSih2jyH1vCrR98tqCi1UT85rUP0st7GFxqNJivEbM9VrPJAqhC8XM/K9BXN6ntDsLLF5A66nyupflR9x0VpO8/n3tE5zT4YB1QGM+irJcTUl8YaQamXzlaQo5/1i/nxHYTgFDlijeWUC8PaDaXmz7dqAxWzSzp6g+38VHf4kxt1q8mk6JVBqs6XfEFr9K2XgqpTIvXm6NINBK0BS0YsHihItvdD2ALnUiGZo2EUWeoJkeD3xg1bb55IuOCjbQhHP+8x9OQKtSUxxZ1l+44gnjBor4lVa1CNVq01qbP1dtQcdOSVbclm6DbjsHFkezK59wrw91lmBLw6BxnAS+gt6dQCRo2ywoPX8XKit4CziewIpTiyqxlnhnjqNqg0NIytvz0fmHxxRK0HoLRtmEqvRBJ3whFrRmetByy5JLJHZETKgCwRlkpdZkpZKVrQWtGaqfVE0ZWqC5QHC7a0Pg76/0tPCO1T0g+d67RN73kFm3bh5J+pbHLS11GB0CzlFnzzc9aS6E2XyKZ3+31bAqLdrwqi9uwi1e/dxqS272X79/ZgevmDDeHjmkAuntcmwta3GdXt5aA9H785uv20XIy9CSZ8r7dv23SaBeOCo4DbOy70ep8qwRK5YhGfZvuIol7OjqNCaXq8P8alLdTWc/sK9eoLazx/qQfbc+nvqMgNtbU58Tbc759gLWFGQiAsz6GMcDqi64rIPXE4kmOiSCKcDiQdiTkz3CzoqJRSKALLPjggNBBrZVePIEJNFuCc5gBBWfbFecKNpq+wp9TEtBSG8z3rGqhBWEehjIl5zSzrQpkn9GRByvh8IuwXpJwRzZArAwP75eD+nwmBKIFQYf+wGFJzSRZDPQQI0ZrHEwh5IKpzlkslqvWYSGGG/UysVh04h8C7mFjijhwP1rhWA0EjiQOUSj0taIFSR5BAuPqACORhQUOhrJlaKvk+ornCHIg7259FI3EXiJOFEoYi1BC5vRsp50KSE0EqRa8p1Zre2hJaQH7AAuHLznJZuViT66Ee7UxG46RfDztqSmRmdFbKKJTnER12kK5Y3a2NU2A4JBgE2QmxJnbxBhVldfkZx/HClv6j24xNENpPddvTKtpalZe4nnDaApxr/UIsdJ3aKn7b5vez1CRBSzq40Ni+10+QycaR1nfKAjnF5Z00bFU/Zy3wY0mVSOtr1GVwaHZTC/K7XvLqXVo/mhbYEXGcj8sMqiddfYQiIIOL/jb2ob/fHj87OCXRK8UUWn8o7ba8k+4rG1CimdSCva/1CxIxe5mDz02jenKbLJjtrbJ3/TF0Ofuo4KzLTVuHjloVbP2q2UvWn8DH3QJBF7JYEaSOft/vqUyD7c7iFRhBqtm9MRCj05ZUqI7s1azUbF5fCLY+wRBIaPSefMHGUVermAmqZpMls8Vl8aR2cTk9zagoIVVCDORq5Bghut0IaG3Ul76uTpEpJKSKVaOJBe1Aqa2yGJt7MzUVHSxxItHeTzEbOIWIxEDU4P6nhUdFBclCiOK9vwIlW2NlkgXNahGgIsntq5RAhOzgjrqsRjk6DI6HCJ5wd38xNQT0StSVQLRq4lBZk0JqPp0T1VShVAOyZQdrpXIyMNVqzxq80WwtfoyDbT51iqiwAxkxG00XtESq+poP0earKJog55bjMrkx1MnMtyVc7MPff7UtXpuK73q++Z65+04C7hdt2PjWI6NTayK05rXbN7RgZ+wHTNTo+wCj68WrQwE76+nCznFfS7xSQ/2e2kAezcYGq9pzoKQ5e75XPAEluJR2JLrHd6yAUy5AI1sgWgUCFVEDB7bQvFXt+jR1YKo4pFGhVYjglWs+d70nZgO4triEGkCp0sCoLWHbFQedQs/npn6jUlj00n5qiRV6NUqQVr0QfQ4Xm4/WD+gb4BR7r/eqdL3VKLFDr07xTdx7+PyRS1uPILMZg/sFofe5sD0SvNegUU8DIdt6Nx2reBVU88lsXGbHemynK93GetLida3qojkLVl3VRbc600Bfn82SbX6knQV/fK9k2c4Om96+AA2b7ggX99rOUFuTTT247vd9b/vFzmRv/N59jqEN5OIMt5/S//Rd03Wxn13fn1vM8yLe5vNolYC1A8zaKep9NVoCjcf0qza+xqxBtw96fwep28i6bSEXP8X9MUsoPqYz/A5228UVUA4lE9bKj853LLrwk92eT/cD93c3fDhHypPEs/HIiw+J53eR/fXE9GzP03Bm1XtUEnGYSDUxrIFC4stnFjO6ypUXZH7ykVUefXj5hHl3gGd7Uhr5+nTNu5x5OOwp40jRgXKKxJCYDpkbGUmMhOOC/HphfRhYriKHK+HjQ2AYz/yGW9Zyw9Plf4lOe9JBWKTwJghVMx8Nr4kSkcXW+O58oKwTw+0dT5fMcHxOzNeE5zPlKjMt8GyFWhbevb/nzVXhqzjwozjx/GbPdKpczysP9cwXx/fsl8RHwzUxD9y8EaYE93NAU2AmMS8Ttx8/RZ9U/vzd33Lzi1uW8x3H4cz7m4nT7jkfPwk8v54oQ+Y0fcmQj+yWwnS/sv9qZvggfJX33JaRX8sNg0480xlSJb94iYwH0nBFkMTNvGctkbJ7j8rK7dsz82kgvv8YOe2ZHt7x6fyBO95ykiOh3rA8/Sk72XG4v2XQldtrmG/vSB9ec717xQ+ePWGNMx/mNxCF9CfX5LsDx7/9EXn59hTDd6+E8ECe6EWjuEebuuUB20HdlIlI9N9vwUAXpeClWtudKioWuNuCVC1At33XJsCMS1mlBcw8cFyrG++PEyL1Uln4KM2BGbAUROlfYbRHgwtGz0i25mvOj9ccKaF0wdPmR4MFxqRl53vAiG384saGC/kNo6q0skrpEK2mxPw5JXNZgiaONLL3RJdTLoCDsqFVm7Jt86Ool1t2dCubg2LoTg+ASTRrT1qAv93JlYCaodt2gwWomwG9cWt/u2vR3mfrF3S151sy1EAY9mhMRlGumZpAkxqKrLYeD9i6qH1GV0GDoKlFQhdD9U/2fTKbYjCeXghqiqb1LYjRnEHV6ltPDRkcA0zRBf/JS36x7yumFGrNHsDAnN7BBLFUq8oIdW8zWQ0xFoZsfLNkqJUarX9ACEoI3vsgVyLmaFS1YWup6FKQWJHJd7sM5jT18btTuXogSYxuqzWkKnqZCATd7dBhQE4zMq99Txhtz2JOkURUMsrJ9pgkR+vbvpVqyJzegHhV3/7RDeVseyWZA1yLIeRlLcYpHCKNF0rE7meVLdHWU4FFbH4Ge25DBhW2AMd3uQRlQglEZjbuSaDsQCckfiCE2YIOEnqj8r4IwUqkhZVQzmyJkgB1jwUL7nxvOxpK9na2amqWj9uD0dCCq2zyUHGuYkN9heJ0RTF6sLjafi+OokkWLDXjpIJTQwl7tr4y0BruGvdsRLwhewnmbKisnjhdEWbQwaJfISJxcMPQ1rt6ZZTRUDUnJljzaMERaxVtTX7rhFUnnRFWiAka+qMmIBNY7RlTssqoUj0m5YkJaZQdTYa1veeVZAHbt8H4qwMWkAisLsWfIeyQPMI5oXOlzmfKurDWjNQZypFS78jM1HqC8sErjWz/VjXe5u9+Xcr7tgVNRrcERDfYm2MT6AZwQ9J0I73piNB+1+7hV8HOa6jbR/psNafpAqXkdEFWOZA9nuayvhq/Kawmu4LrHG3JczOGXZOY09pdCu3BtfZ7CWFLMLjXonggyRsuijZD2x+zUxY1f6J5wR4YupgDwM4S6pUdApgc7vRT4TKYGTbAoD9nT3JDpzVTDxB2xJ7PX0dJdhoC9Xiq8XpLEA9U+sOo+HlqutXmx5yr6Do4X+jOPrjvfClKiSdLQpx/jNSn6Okdmo+Ew9fE8Y4lfsYcXpAe9oQPkXS4Jz7PZFVYrWrifIC4Rsb7kVQzT8odNSbu5BmByO40EEJlfbKwUimyoCKs+hFad8TzbxkfHsi6o+hA3gu6T5yWmfN8pJ4EPQ7I9UB8NZFqJpaTVR2sZ6ay58W8J4twOwaKQCQSqNyUM1HhdN5TVKgvAkwD+bQj5khYB8Y1EGWxRIQ+IejIsD+S9veUtZKpnMLEfZpAdmh8Qqgr1DsGTRzqhOaV+W5FK6xlB0EZnrwhpJW1DGgVylxgVdY3gfJQmD4E0qToFay7SHwqpFcwRthr4K5G3r8fGdcjh3APsmPlGUUL63Kyfb9eEbWwy/doUG6vISdYC1CUodxifakidQicrweWemA5V/SYqVNkvUpQ9mh5yoOs3MnMYR948iRQY0GGmZGRJ1d71lL5cD5DENI0fiNQ8Pt3GXiCrh1OO61YMN4D+l6loMwYen5wO1R6L6mepJO6fR48aKvddu6OeHV7QjzBL00n4ffdARME8TPojamrPIoldtodFdBk+iXK9t3YuRTXPUKwvmDwjaQyLmt8LC4KhAZ+aX4KZjOJVYBI9SanjBhNlVMByerJS+PVNlFrgCRLmLisrwnR5K6YBYBBPV5igRPpgSCrYGwVylqDBXLEem5pNHob6hXNLjDBbLSXPWOaPFDlz2tVdA2xW33NJwMaOI2Udr1m7zE/M1pyFEDOIN9Nxgn2bCpQaqGgxGD9YoY0EIZIrNYrK+dILRFdqzWpHwNhF8ykE+vTVVOrUDTZXpbRba9gbtAzAzHJA2hWogMk6v6MDrMlOglkhSxCikbhKDkhdWc2SLSNIqWiGqiMiEKcxb5jGtBQWNJmm4kGtDiQZLD9HZzuQ4tQizDslClCIBAlsmhgqYFYIGRFY0R2AutAOe0IZMJ4RCuU1ZIxcbD9orsRJFLy5NWgFXKhxgFiIIVqetgpVWTKMGTiukJeCDUSykqJiTwYdWz0qtrYKHvKiEolJwXJpPKAVljmCWok6IRI9P4aaq3jEPQhomsk3rgJXgtVV/I6UutA3AXCXqhV0VIoqtRVPQljZ3usg1F2nfMms/7QHhPHvbu90WlwvT/lZR8a8cbVVawy1UBKxX+6/CESnC6m2V3WF0poCadmhAQ1P8a+WzagiZq9bgHyRmXb7CanyfUERLPN7MRan0TxKichIez8vV7d1N/b9p+hxA2/JjRwEjp4srbNlPsIMtGaPbcei2Ynmj25QUIVbU2jHURU3G7a6KYayKuh4WfQTKVx868+zmj+Yo2W7MMrJYI6nsT9Ap/XXgnitrb9dsZaY1s/v4rR1hkAUoGMVSV702JMhld/TtFCxPsGOohMamscDB2h+C32W+PxF+835LBXgiSERiNovTBEArUWT0So+1eeBFMcMFPdJ9tC6J2NRNX8SA/SG5sFiEy0nnLmMyx9P1gFxWWwvZ0T6eMWbVGyBvINWGf62u9z2Rx9U/7mtClCcCCQdnpCT7q06eyKG3plssRux5vPUDHwweTPt7rOtDk1VaR0sAN23jdQkbqfMWGh02wxP2wtWt9Tq9ZpycYLQJcEtFUn9OTYQItAdsCkKFobvbAn8TGAm5kzzSdzsFKnT/TERuuXGIwhoTHCbInO73aJKjdl4aArT+8LoSb+8tnHvHqa+L+vL/i780t++OINH7+45bNfDnzyYeDFywPPP3nKcLewvHlHkBvS+JRhEabznhxXfvnRjt165sm7N0ws/PyHlWVMfP2jT2B/gz69YpCJ3/ziOfNd5DpeMTFR8o7yMBBjYH8t/Fj2fCq3vP/whnf3tzwglCcj05Xw8iZQhwf+Tn/JIf8zPjv976hx5fjkv6OOC188g1oKTz58zkQlnCOyJt6f/oR52XP4lXJ9d2a/+5Q0vOD9j77g+PF79qu1Rr0rM199XfnHGvm7/UQd9vz5s2tuwpkf3R15Uz7w9u7vGOs1L8d/ylBGrr9M1Arv3mTWFDheJ85xz+c//jlFE//xV7/m4y+/5vXDmXUSXk9/xjt5xacvJz55euS0zrzL/8j4NnB1F3j57sRncsvXb674xfqCt+Oe/8AzXpH4QT3CUHn/4jNImXEyG/fZ3chaM7eHD+T4wJvfCtRELR8j5cBf3v2Gj84f+GpeeL8W4qtnzC8/42X9wKsPbzmOibdPE8f7d6Q3/z1Pn/8pf/rZn3EfT8ynL+Bqz/iXz5lfP+HuX/+M5Xb3rfvse1RCNGTRRUmSuEDBEfQt4y4tm0yXsS3T+jgo0N7QXmsGsV29p0RzejaJ074RU/yXCRE7nI8FUwsW4IL24jg2VHtPkPQv8KshAOy1nhB4dKDVp6QJUFOioR/7Nu4Wrt/QT/Z4Pgd9XN48VILf91La6sWfNt/yDV3mgXJaAKsJrS1Jo/1e2yOAKSq5nHOp4M21TKherhsdtXWJ5Nh4Fv1ZunHVwl18Z4HYqJBI5nBJDV75UCwQ62MSgyNCXVEPBJsy0D7/NXlCo393tpWs7bncKSu+no3WxjrcOZIIB32o2YjukNiSOA+hJrQk16XeSK19p2aogq7J5q0FCxs6Irh1K6PvuWK/dm5Xid7YNxQYs1V3FEPF2P4LxBj73Nj6eHIrX5wjFec/VTRl23s1uhNrRpM2BHIt5o8WX4tsFRd9T4kY4IRghijB9p1FTGwMqaHUvb9IcOc72nlUFasaadVEYvQFNLtWbG6UahRU7sT3BAHdD9jAkDjlypr4zpRMwkXFiHRZ1tcIC6p3jmlxNEtL4DnfZ3dGQmseN/j8tLM/ONrSgqvB0XatEZr2c9X2BUgKVlHR+O2rozQb5zOGHGn9JHq1jRqNgqYmp90A6mgsQ1Facqs1JrP7awsIdbnqhm31yodgxm8rsbXEqGAoTEPrQAt6yFYZ40aneuKr7Xt1zn9aEVY1Y92M99EMr9VpJTwJZMhTLwtuZwZ6cEeiI2SctskQ7t7wS6RXvmitaJnJ+cyyDpzOM/enmfH2ljF9CWVF85nb84nb44n708wyV5a5kNdMyZlaF6sC+c7XJje1VzFc6hfXi2ouiEfn6VLU5bT9q/2+/ZALA7i9qf/l945GvzEmaSgf7/8hlxRCHQRQtzOAy/k+/KaDxf/f9Dw0ahV3VzxgeNmjof2eHmezy9bd5qRtqIYPUjs3pVEp+TDaZzuEsY2xne8GCGgWiLCVazcd0mydi3HQnJT2rK5rxf7dk/MNgRegQyB0u72iF9+32UdNf0m3abwyqV6s62Pl/8cvEXKKEIT48IG4LKT9Ca5WikTmcKBOgTgWljWTFyXFhbQKukTiKTEMsDsoNSnri4xkZb6zJGQpZyjCcbDAlGZzg2sQqgj1dKKQmcdCfSKsZ6FmoeaRekykUtlTWUNkjZWBwlBWYq2EEshrYJ0TkUBJK1UDdQ2oRMJuR4gVnY7UqnALUoWyBmpQKkckKOV0g6wT6ak1pq6rovcmu9fhQJGVMhrd4E4GMjCXs9kxY3CmnYpmYb27MlbIbDo3phtr3FyK0ZbEgI6KHiyJngeosRJTZj8spFkJbwVOkVINCBLDHRLOFM5IFuShImshzcb1K9H2xezIRNFMUmVI1rtKRpehJKiRHCtLOqJ1NdqOElmXiVwquT6w1jOBE2FWwrtKHYV8FSkxwXAgqDCsAzUIOVlQ5Y/vsYsEGmA0QMF040VCrp85aWfnYiv3REcD2SR/r27nzGDrF2dGMbofaM1MHydMTDc0iidLNrLJs+D3b1UHNHnU9CX9ddBHkoCeSHg8D+02FnhpSdYWbKADlFp1Quecj61SvJ1zl0m1JXf8Q4/s9OJJ1IBx1JctWUOzldV1sNI41vu3uM8grfF2bfLcgzmt0a1cPFMviW1gps2PErd5+meqYvQc7f04TVaFy75W3YbRNjC+62W9QxWZfGhD6ElznaUXboJV9YI4TWlAigW8qgSjbjrUvk97241GdSNqFJoBA5hEO28CSF7RUqjBE+clMFRBUkFS7f3uTDUIUivBG+Wqmj1fqtO5arFklfvysjqAaLzYd6j7Rp54V7PxVILrTrGKNayJqlVZR4L31pHJnm0g2hIFq7rUYIh7Vrdhi+2J1ERLqd02reL7XaovX0Tj5IHpgeYbW2Ww+Wp1FYoH5ZrNGarJ8ipibGdVoFqzb0uy2P6JnvjQINQg5hOeFSmBUIN7IKv15sgj1ErICpIJTmlZsyWVQrG9KdLQzX/4qu0cdlun2Z7tHKojw4v7AIPb2y7DKN3Pl667m433KAvabZtm11X3QzvEr4EKZTt3qlvMwU+hb1zr4xglXZwp8+0tWRvZ4hd40NtphsFsZITe2Lr7Rcn9AvEETfQ/hdoa4YqDL5rMarJaPDnbekdKo4+JfRa6raaGlsYTN7Tgus98C853W9PtpQ7eb/dwIAhEc4O7hXXZZJw+h5t2scCyJSFSH1n7AvX3CAGjzQYLMHuPPX92RTef5ztc0nyBbns6bFbE+hG4iI0eZC4lmMtUI9YoPnZ7tPc/1eK6xn2zRvHkQeyt/0RTaz7eCxt/qwxpCZjmV0BTEI1Oq+tquVx/B9p0Xc7FfUNH83cTucXGLhIEba3a91lC+9KH8LMpxeNpzam8HCdsfVS9oqafyc0Of/R97fy4creTln33uF/SK2C2RD8N8NfnVC7G8NimaLt6272CfuP1NidGMbslANWTSNJ8QOR37avvcKkoy/5MSTM398ZG+OZ25X1ZgHs+vp6ZaiU/BOo+IT9KaAzUB2U9QV0CsZ4Yxl9ztdzw1w8/4JwqX4wDw3Lm49sZZSUFo3HMX10j48TT0zujAK1HzsNCCG8ReeD0MJHLQBiuCXFPTvfkwztOwwMfxkwuZ7RUYhrY6SuOeeD+YeYuC19e/UuGQ+GJfsG8zjw7VyQHrsrIKErJLnfqQlLhahrYFZjkS4K+5hd3gV/HkR/Ob/govuGKp3wsT3i6P/Lx1ZnnVI71hoTw5m7kfHjOk91fADuG+JxhiDyZA6VmTsMMCIeyY9KJP/34S3SsrEV4na+py4lxLfzwauaj3QOfcOL67swLXVhZeakzr+LMKCNLvUFuRq7/onIu90zrLZMm9noghYn99JRC5Xz/DqmVF5603B+fkZkYphMhQZoWAkdqWfhSVl7vhVsiT58NXN9M6DGwLGYHJY1M056rFy+Yb57z74Zr5pp58+YT8jkyT5DvFz599p46jd+yy75PEqKX+7VAlGf5WrSoVy1Y+V0zSExh0z9nPQRSV452JtyY8WxqEzbyKADoBxz6/Voz5a5T9SKRIabk1JHXrcKhxfJ7o7SOtN/MgaY4bSCrj2BTkL20ukmULpg31GrA4qvqJoNZOz4PFyVa9t+m+JuS8gBt473DBEIPwngwsGd5W9llnwt1A8jpYqgdQapiGdsm3sMFslRp88oFqsE5dmtDIbQJZAsSdwXigZTqRplE6gUHbAvAhkdJij92qVHaBKWVljdZzrCa3K2t+eAKeUVLRovAECFGfy6jfKiDzWGq5vioOAJ6tZvWVt1SzNnS6hx/LYC+Gs2MjIqkiu4CGiOsFSkNnb8aAj3vYMiEaUGCEGK0IOe8gkZUD0btNPkSyuJGmQUQRHYggaoFmIl5RWqxALwossvGLLBaOXmtI1omQgwkiagsqJxsv0fQKtZnooqhBYEQCgSlxNmQgeXG5tmTDRKqbcF1NZ7XFiR1zlcNwWgBkloVr1opuQV0I1Tr44AIkux5NAzmtyRLpshkxpEeg5XGu+MWx2zAQElI8EoqKVZSXWsDPaIqtiZircS67q5+zgqwjN8VTGfXoN1gUgK6RvOyJENwXuQ6oFGxhtRmv4gkDI2fQa1SQqPzJJcJ8P4FCio7M8WCVReYbrBG5Vv5aN3ObhyRIUEry6wVq00fQK/cgMq2h2J0+lRvOl4fLMAyjra/8+RoxWbYurwLlRAaQgcL7hXpgY0ePKkBrTv7npT81wIhI+EBSFS9MaeujptcwParok5LJoaGUiv9N/vNqlAkzBaYWLPlE+OEhD1aZlhPEBM6Tt7PwfqlmAArWNLCk58iyLCzPZGPGPry2s6ZerWOTqgmNBd0vWdZIqcz3D4MhDRyPn/Fw4ej0cpI5rQW3h9XjscHHu4z5zmznBbWZaVUD4B+r8sTSL0SzY12P29dvLZeQN4sD9rhVvcR1HUuNGtXvIlc75HQA1cugy8Sw/4lNKPV9Ft0RN9q8kCDNxPHEqFqjqx1iGwJp5aUiNsYAYleTdn62Ii6+mrOjwWfgh+/HmQLngTpCs6TnGqVZIL0YGR1/anamj8249v1WnGUWPdO2/g8iKbbubBqw8u1jJvf0JMr2h2LpnvbP1oli4hTzLSAqa5UrYT20R7YunDG2GwHuXAUWwm6ehWGxEv6gW+/VGCZBqpAuv+ScF8Zf54YXgbK/Z6H+cBwFRluZu7nmYdl5jAHrk+R4cPE9PU18clK+OzEfKO8/3Qhn5SQJ1gLZb6naOb9dE8ADvNT4jKwTqaD8/GWUuH+UIlPhPBWCEchnw/UHBlH4WoInELlOBZGUfaLVXyRI8yR8/2EjIH87EwpiXK7R2Mk3ozIVKjXJ7Qo8rUgWVjOA7kKZXiNxhPTfSTdJ8YXlfF5oX5RqG8qZ5k4TyNVTtT9kUOduC4Tp1I45nsYA+VqQKZKfbZQ7hOnz18gCxziiTBCGq9MLy+3VF2po6NrXyRYA/MKtVZ245nDdKLcK/WNoOHAGg5ovGNIr6HMZE7IoqRTQcrCdL5HpVIS1BQ473YQxZI0krkahZAi94cdJUYQk/PzeMtxOBNDIZRKvh0ppx3HkjnWt4zxgV28JR4Xwv0ZvdqzvHxO2u2RYU/UwO68owSlDDjA4Y9coVXrtGTEiiEQjbKqNyfu29aNuorpNfFIsdi+N8qJyWSbeOPp1uw6+RlsgZ7uS4Tffy68p12XpR7kJLTKZW+O7Q2epY37Qq6p9+2SeqE7e5xo+85G2SH+PD0gw4KyImEwkELTw7W4zSRIDLQmwCZLPVCyuv/VRKtstixkCINLDgdHhNYTohiKtAfhLMhMbUllswQ0BIhmX8jahFpLwlhQUVtvCW9QbeulIIvb1CZDlZ3LSeclV4U6bzaaJiQnCAvEGdMhXhGavPIrd6H/na5BnZDqymzSGqLVsN1Gyjmgh4rszDZMpaIyGqURAcmRqolVJlIqjFezBfJyhYr1RKjVm0QonNVk+tUeSYlQvd/b7QdYCnks1FhIZc9UJ2o4o2NpvX8NvBMDkUzMC7VGSg1ojeTqftu8IlMlPHfd8C6bfb1LaBRCLg60yV5lN1sCXg/A5DmdSNQIOXn1RUHjQOSKmjJ1WrywNlIdMFPVAjNUQefJbdyZQGEclKBQ5mzTsYuU1Oy/zBAjKQ6oYUyh2t5TrUg9mw5eCqojq+4QqaRwQrCmmkpglbPlwGpENJJIBBXWfEI1k2KGBEsSMoG4KmGupDyScoJpQXZnpETqeYBaiEWRqIRhppaBXHZu9howLIT0rVut9h4Cbpe7HOkxCdf/KiuG3DrYvmbAmvJ6YkIyISxeFdEqMDw+IoNb5YUOkhQoYsHFWBZLQmCJf5XNn+8ACj9k6jaxsBAYsMqqQqMuUsndLwNbQwiEekllK9S6c5mqDjRyieHVbBKM2rAw+bo3u9D7XF4gzkWtOlRJWGKqASYnl5/WPy56X8pSK5Xq+iM58MrjKmINsEWsD4OKJ0U8CRFCcES5x0xKAU9yQSP28Wo2xeXm4+C22c/mU4ja3FSX+SpeZW0BA7YUSkJlQnQm6NH8SLGAXPVm3xuV4B++OrWfRAs6ayWIkKIgQYiTYr3ejfbbXHXxmIDtTe+AQu/vpwtCcjR+q0YXrAJeaUC7jl/qjdKr+xi2R1HvR9GqYbZR0wBoIkN/xEYFZnuo+Do1W9tscuu9UTGGhS0JYb6hsFVM4D6E+Sj0IKArl4tG51axYEmsVo9h7256rzkcVvnXDBMRS/o130mabWGraL9z/StUr4gZLmYh0Bq8SwcF2xkKrO4m2NxXH0tkAz+JuAWlDWzpz+c+kAHoCq0vRotNqky2p3u/LPe/enz0u10alOOzO/J05IdfCk+O8G++PPPVKPzso3/gZy++5v74Q06vX1E+GeHPJ/Q3kfxLpZyhnAJD+cBu9zmfPPwp/9X7/5i/HSP/+/2MHI+cv1zZSWE37kgxcvrqQKDy6YtfMU0nxmcrx13hbnrPHCsf5pF8TjzZ/ZjD8IolfM05fM77Q+HLq8own5mOSjx/xuH+p5yWe94uB17XW/6Hl/8Hno7wn5Ud0zLxw7cvSTXxLA3ECOtqifyYT6Q68+J6z9W0Jz38G1i/4lev/5r/5v2P+d8M9/xF/BUvBuXFcE1+8o784rf8JhT+JnzCeRLOpz373Ss+efLPEVFKWRhK5dV1YS1n7uobwqLsv7ghyo5/+tN/T3h+xy+Oia/OL0m3X3H1cORPXt1z87xw/fWJ/VcLccw8GwrP69e8HL7kTv6Et/lHyMeFV3+2UL94x/W//AeuNXEzPOMqfsKTw885ZuXf/OYe6srPXyV2Ity9/gElLxx+8FuG/czTmxMxCf83OfKLceX91cjDbuBPdzuejXtKiRw/ZEIaGXWAw1PkRz/ldvwh//X0Ck574ucLYTcTlgcOcuLnP/icUeO37rPvnIS4RFk2BUTf0i5AdPs92Hltwe8tI3iBdGxO+DeRUx4E6cKrH5xN0XYUk/QYwAYKogmsC4fgd56n3bE5Ej5yvXiCftP2Dd/wa1rkXhytKZvy2rKoYfsy91caimCrGGgICEfmNqHRqxg8eOPBo8tcfTM7tqs5Xw2h0RyJy89cBFC64NaLp6SvhWrLwYaLZ7LPKG19gz+NT2LviO5hlG4IXCSVvk0WxjbZzuvs9a/iICStjhavakZuEDQkC5gGqwygXDqTJuo7OhpoDWClevlrsPf4IrlTuq2tRldCHr90+44+MBz9JQKxNR/z+a9iAfrgvQ5cGak3ETQKKGviiah/tqGM1SsGMGSEZ+5DqWaA4Qm/WLfcGW4w943sM3/x7xoM1SklOItYQxUbbZYqRntTMQNL1HzhZhxI6b5xo11S7/HQqJ3UqcMoTkHSOZA9udUQ6d0I8fE5tZG2vasuX5oRoGKNwQVEGl1A2/vuwNbcn+f7XL1Sqe25zsO/7Q1ba192vHlaCBcyzB3xuqGcWtDV5sees1PSNIRVMGPBnAtx9CSWUGuN3VQsaeRoV3EDtc+fy6MuemXnP+2sNi76PtdNDWj1dbLyZ3GqgK3Kw52ui3vbGLc9pa0CoqFKNDt4tRncbtw6py/e16R9v3jjOQswt3Ppe16yJSRTtF4ZfVmbLFvZGri19RJaNZsGk8sqC0hGZW9IupqRXMmrNRVcUyYwc4xHYhzJc2GdLamhFJZcuD/PnM4PnOfCshRyKZRSrOz/e1VCXEpTHp0B7QqjnWk3ni/v3/fkhe7clqOjfHqeXJtsa2/f9KS6XN40i8v+3gx2M6ht+7bv9CDVo3FcDqnpwIYM9jPke1uCGc8SjKbFZJjdT3yPabMv+qZuKLrHjy39QVuCYHP0tn34jfVpe/uRPg5dTW22j7JVN7AlfC5vJ5tdtNk5zSqwyb0sFNnmqCGdysXc6mbDyMVzu9XSz9/3cCxQz6MGQdNA2YNEc+xVAipKOVuGV7IwZIjFkqF5CtSXiZpWynmmDsq0FsISkGWAMhhVGoUFIdTKOHtift1BCCRZCBTiEpHilV1TJYglZ1mUsg5ILYwhkxgsaVoSdTFdNaREHISSkqFD9yar0rhArJxLREtAru3ecQcSA8N4bcnfeEUNe0vKnwMUJYSZmBPpmKhE1JNhVTNVFA2JhHBYlRQKsq4mr65XdBHm1RrqxmO03surJYlbslXHQE0CwYK7WhPlvKcuiboCe6h7gTIwLAdUR+puJOSROC9UKSw3RmEQSyFFIR5AohBDJIj1g8irklczfZY0oyNIXBmkEEsmzpVVB0oKSKyMdWYMlSGMpCUSy0DKkWG1SpByXKklkEMkByV7le4fv5pg1u3fDVDUdbjbg83+8bPaeiNpr65tMrspnMuAw+XxubRn/by0M93seAFa36aOIm7nqmD6g81muqz6vbThxf8SWu8Ep6oIhdZ7yAbnAYVHuhkfk9ENtl+24IQ0f8F1mBQP8DcatibP+nj8GRskttM8lD6nZpd45SKeOJZNHuGI99aHil6tealTtMvDXg0f8yanUAfIyDZJveql7YcCXZf4v4Ma2EBqn4MWeO0c8N9HvBV7juLo9iLF+765HbGK9RHQQAlKiIGQlFDA8rmVXM9oLqznGUXJTsESm/0xmu4pSzV6Ii22rRbrCxFKS8J7HWHAdKgqrA7yEEVCQCUZO9mYzHbObS0KQrVeckGtshocNHER/O0GuNF1tfMTSUbRFMzuNuozA4AFMTqRWqr1lKuJiBC1IYGr7wUrkYiO0Ct+n+qggRqL5a+C9w/znmI1K6UWZ6sVpAiS7fupav8uVqlRhkqQQmHjOldV2ypu4ZrdbL1QahGqoc9s/4Zq/ddqJFSnd1Nbb2VwO3JGqhoVl+9jo7WthCAEr7opdf0Oe81piylIq3TywGW32Ym0hsKGNm+NgI3+pbs0zUy1reIUR0ZXRbO7mq6/sDfUP9BxN5iUVFqvKfXPtZNrFeR4IPaRPOMyVtFsk8ak0EcHnqxodmr3HbqP0WR1pdGbmlwMtj/0AiDTYwr+FZ3L3xD66rKv9aVogdyODG/zru13jfGgTY777Q041atS2vO01/oA2KpQL4A04OvVrECl0fzRbONesv3I4sPkb6PPcgpDQwMSxPzFcGGb/qFLtNmh3gvTqaokJEJIxBgISRjEO4/6cxQVo9WrLdBf+x6xPTzQKnO2ebgMzl/qAN2mVre90nSMXMxr29gb20ezX9n+rj7/j+xmffw+aXZu+6+/3PdCo1q63CPNPvaKQ9f7zZLQ3ij8EqjVfjRQdTsj7Tu359+qE9rv2r1bfYrwzTlrn2pV+lYl5eOXruZtL8n2jf0ejd6h+U798jMNGPvC5bqsiFeQbsCHvtP5rpeqcD7tWLJwf3VDCHvGKfI0VVIIlHMkSmC3C5wLfHkPD+tATVew/0BIM1dXmU9SZB/gNTPHXHl1/4FxXviTUJGQeJefsQahPv2AhjP39R3zfKYcAxQ4joVjqByycDgngpxY9C0PMfMujORZ2AtAokwDy/yM4zlxGkaWVzvG+cyfvU08m4Uff7Ujyp57eUkYIlfjmRQqZV3QFdY8oJo4HYIRhwyv0GXi5XrgPyqV5+UTConbace5wqAr43jPOR15GE5wvkKnlywk3r8z4MJ4ZZWOuZ5Z9cwprpySsrAQqrB//8Cod5ymwnEsvNp9YH9YmHnGsu65PSzEoXL/oXJ8XTiGxClcUTSxyorMwvBm5MXxCf/x/oekJfHhdMWRJxwfFs6Lcv82EgTevYrsRJjfXaGnPcOTQggrp8NESMJUI89rIq9GjRpPQtbKTR759PoppzTwIAOxPmOcr0g8oZQzucJZXxHzzNV95BASV3LNwLfH3r53EkIbUpPwWB714Ph2sFS297afZl9vjoI53tUyyupGuLbeAa4AHpVJGbKwBao802EqRb4hEC99Epqiawey+m9bwN+fQi6PLPTmUN7gWFoGst/Ys6TNKOrGtz+HbHNnyhK2Zj1e9srZvkqaADUhKA2h5P04NoXnl8ImnJoD4Fnvy8Ci+L092GtGkBkG3RJyZ2JDc9X+eVvznTsyxoNXxYKZAWuIKxII0uZKsJK/1ZoxaTB+5IbY/aa+/n3X6KK5Wl11WVZDZ1VHVORoge9qZec6DJYBTgFJAdYzdTkjKSFDovFCdv1WlLBUQ9StFqSVMW9GhwTUeeklzBYcjdnmY4poCshZzK6MFQkrUgaoO0OTj7Nz/hZTlmu0e0X7aQaaosGDGY74qntDucVg/JhBrWKA4MmAYOiGUCvMbgiLQihUKUipRIzlUx3B18opxemphApBKMkSJnGJBj5ovQLCNYQByblTXEGxhnINsV7MIKtkpAZktayMVkMThmBlvpqsb0BdzJmW6D1Vwtnen/eIRloZt/0SyE5pIQmCEEoH6VgypES0JkMCD6vti8Uc8BqMr7EHO+OlUfFtlzn8AORgySOKyyi8vCn4GoBkoepArQMaCzKsLmdG20feSS+0ZrRtKG4IdYfDAzWBavIlDrZR25kKA9YUMdAomlSrGfghdgljXVK9814UVAY07rDeFmfbU17WrdHpGKo3pCxWwks8omFFBiUMii7VpiQEPw/GbdwoVoKooyfFSt/B0DNaoVhD2ppsbWKTnx4UEE2bAaqO0pGC1D0wIZKMyosZ5GR/T6Ml4yJmmNcIrKgcaRVwpoQUC27M9pwpGqqWB4RqQUxJSD2hS2GpN9QQ0fXE+rCS58LDeSGlHUM6IKJEKmtZmdcTy7rycJpZ88o8r5Q1U4oHY77XZUmozS90Y1iiORVNz9atYVmzYCU0FJyj6OrgDtplPwS6U9ltfA/KbYZ5CxjZn8a92pxXM6ateaShbjeDXxmglwO1MySeoDOBKxcJSHXnVUKy34cBo0LwUmwxlJc0TmM2pFDjPK+IVVR4hV6rIhF/ttqqJJvTclF8aKglNvtB1Z5FIiJWPbQZ601vb64Bxb0HR4R/k7Zpc5ovvArVnhdpIq4H8DxQJGR6jxSkmRy+11tw8aL8XdRH9t33m1RI964VDgfqdSINI6FGVE7UuKLvhXweibJyQ7Bqvt3C/Gzh/KMFPhT47ULSyvWTjJxGuHsOcQfPnlOCci53sM7EN78lLgvoNSKJ/dNbZFwo93tUBzhUZFcJ8xHWmfJwxTofCPuZw0EZy4G0PKcsM3oaiUm52ithCixTsgTBbkVCZrpayQhfH0cysPs4E4OymwOpDsTpM0QSd9OB5TSQzwPh3ULKM3G4Y5ifwrKDqwzXM6FWsp7IMlKGA3sKnxxnNK+chwcgEj4xiqjb16txk79NBIRxNKTrEA5ISOSDkgcl3q3EuVBPO9a7G0tyaEFvAvoiMLw/sHu/p+yU9UkhzjNDuWMZ4O7ZnrQWnrw9Mw7C4aUQUoA8UYrw9kFZMixHzJYe70k3C6EqhwrDeSHeZ27TxOmQSGQm7hkYGblhXCJDSchypBzfkWZlOe0pMXLaJ3JUZl2/Vb6pjn1f26bzxEJV00/q1J7iVVaNXjA4Yti5021buw0mgBpa3eyHdTtDLcDTDptgCWexQIzZ59nzEavTbTp1pOBG/wJ6xCijRriQnU2u9N8F7BzqDlNCk8viW6sWC045ubaEibi88zF5I3SC+0jfRHOGYgmN6pWEWlCnb9BgcqCnqqXJ1x1gdpFVbZ6BAjGaHavJ5Ksu9qyN09spG63PQBNO4hHRlsR3YICoP29r7HlnMqtRPhXnpo8Gcuj0U0W8YbL3/ujxqhUNxe1RG4dKo4N0NG5tAdHvcCnUHI3OaLFEVpkWqmRihDBCvRP0NJCvAuVKmHaVYV8ZVmU6C3NZyOtMrZlTmdEQqeOBKJDialRV04hWyOdCLUrNpjPq/YqsikmA0DGxa1Jy8H1/rlapEKrZdGkkSCSFvfGA5xUVpUZL4qbZKqTXZY+qkHIBFaLzSln1RQBOVFmNeioog4wMdaSmZLZXXJC0EutEqntr3L2s7odORMkMIbNSsd5uCfQGQRmGe6CySqRqJN0LWirrqFYVJAOB1MEK9TxT80qOIzkKKQspR9PVxRMGZaCMkHcLQqGWjKiQvcIxzB4uHRyokxbDNNdILYkomD8zGGAm1msG3VHDTJGZHBOFkVhXot4TNZBqolZLkmiqDHvrMRbHAZXCIke+jbZVqlU0wz1CIYj1jalewayOtjbZMCKMCIP5h2GmMymoJWgACGoJGw8kJ7FehcWrEEKdfH/b2aniYCttHzdqnspAlYjI6sAs9USeVzww0vxOenzEYw4uT6rbUtIAXK3vRJgRxKs3W2yG1gaSRvUcyPTeWYxmC4WIUInq1fTdxsFtO1/zYLTAGUvmFAc/xNBiGR7/8KSltfFqVVg2BmkIfAbz91lRMkWWLeYiG6AL8pbM8ziVClYpouqApcb8gfm8cavmRXdUSZZL3ZA+pmfkgcpI1WubO8wfCc1OpfUb/SP7zYP1Uq3iNchAkESMEzEOTONAGiMpLEQKIcC6wCKOws9QV1svkYqxMFiAUWXE+vvh69nsXo8VqSWTtCMb4wWu16rtehheheqUXsIKms13k9BVoFU++D+q60jfSybv/XmB3net78wWC2suxuBnLdveloHWB9Veb76f+PvMB7ezu/gz2D3V9W5jKLHqjQB1prN4eJWG0ZZZHKh1TNEW7HffAtxPk9hrLQKCqiXoLNm+9+e0RufNJ2oAjw7io/V/tW8yudH8vYLIiMhEq/5BMsLJZ27sM6hYYur7XFoDt2+e85AqNx99zGm/5yaeeCEL8tXA/OHA9Hzk6jrw/iT84xewywf2u4+Jw2uG8ZaPn2X+02nPV4Pwr+U983Lir377S56p8J8ONxzDnv/L8iPOKVN+8jcwvOHLX/yWcLcwLE/QYeDNtfD2IPz1PPKDuz1f5fd8mL6kxB0f4hN255EXceT49IbbF8+p95H1Q+DDp5X7v7jh+ZvC//z1Nc/uAn/+5VOW/RP+9i9/Rt0HPtp9QdIz9c0H6qoses0aR7765MzxprLc/xPKeeJnv33gX3yYOR//I+bzS768+gXvD3/Pqx8c+eTqNW+mJ7zZv0frU169/kuOt2c+/8WX7K5WPv3ZTGXluNxy1jPvro7cMfAl98i6cPiHN1wd3vL+L15zd3Pmp88KH9XA3+hP+erhOedPTizPb1n+m8z6NytPXux59nLHs3HHR9yx/3Dg6u1zPgsv+F8//xm/+RD4P30eWUZIuzvKuXL3y4EwJNKfJ0aJDP9wQ3yXCFcfk0vl4eYNjCeelInDGhjzyBsZGN8GltuVz35yzX/+0wP/uBb+dsmM63MO7z5jvrrn0/2X3OYrfsnPmNaZH3z1Bfsh8PzpR1Zd+C3X9+gJ0bJuTWi0nQo94NOuHlBp79VHn7nsfWC3aK9J//E7bk4TLnhgF0eos0W0H2cDpQu+i4H1n53u4WLMm7T0A+9jbVazoQ9d7F5WbdAy64///iiw5HdsGdpWAmhXE9QXz6HSp1ovnq5ndftQ29z6+B2t0ibtcRXJJvR7f4aOUrowvjpUU3r2u5kdj6pdZPuei2Xwj1qAUXtJvTeFQt3h+ONXp7LwcUlwB0VauVpT+Nu80WgtGpdtL511o6U1yPbGehoa/7z27QJipfC0IJh6E9fqU2QoUYoFqM3h8z+uMJpRZPPQkHju0Dkq+FGVhDYjAW+0qt2gCdXRbbUhiVpZf0MKeKQKYSuScFTb1hzBn0Na8cHjBKJITz61PgW98VYPQmLPmoMH/nyuPNn2qMpFQEPxnSk+Pv9TLUsvHmRQd3C7DVja3mrrb/unVweAGXlae++OLXDazBa2uaaby9+65y42nz+KOgihIUhqy3levM2cc+mNfhtax9cc+4AlktqcCw2RJM1I6y9tsmarApAWc6R3mulNLc2g9img9ejoQJS+Ea06QQC5CGSIG+LU6vPn8rnJLkffWJNJ7HsdnRO82kOkIefamfPGXLJVxrSdsMmgbZ4NeXUx59oo4S7WRC7KYgM2LzQ0aTuDkVbWe0nHoe2MthHICGKJFZFilGehksOKOfZWIi7zGY2BlCrZ+8mIQCkrSz6z5mzJh5LJS6Fmpc6R7xozeXxte7cHwLvOu/jdI3mu/T19D4k++lx731aG6/KolzrXTffpxWfk0Zdf6Bq/x6P7ty/f5E2XycJ2jhq6yT0JS0IEQrDGl8GrdDqYNkg/Hw0NCE09Sd8grQlfmwiLS26z0tUi2CERk6Xq9sFlUP93EuTa1sHR2crmiPUG3A3V9XvW6FElw+XCXH5Jez55/JJ0aebfZbrFhthQwtqn+jtdAsFpoUK0cx5W6zcUnHak6dFQCrEWYgwMZWcsfbUYEHo/EYZKWi3BXstKVUHXMxKFaTRQhiJkFbLTCE4pEIaA5gFdR0scqzWQVBF0aM5nJJwHaozMg5p8ySM1VIpmShVKtZ5HsQ4EKnE1nZNa883spf+lSR2Xp/sVSqboTD4uVAoxKhoKUaysXfMeygL1RAyRMQpJFdWZtWbu52D1MuVELIIcrBJvPBu6aShCqJHhqRgjDpVcjAomjJCTUkbt1XQhVOShElY/K0nRyWSejgGJwr6OSKnUoqwB5hoJJSCniGYh5EysShWhiCAzpHvplJmDBgaJ7AalTNkRySOxJkIRlMQ87lkTLLpQayIVm5cgRsFSl9qhNH94j5WLPc+mE+slDamjahtFQ2vqiKFFTbRd2MjNXnCgQt/yDQ78jXMltIBCo7ATWtLUzAux7zahYH+6HtnG2GyzrpCsjI9HNorboOKVDS2ZSvBxtt5FLge36nAPWPit7SvbGJRLFG4HO7XpoA1Z6RVrTel32RvYDCvoVSDdUG/P3YRmm1OXKSF2edrXU7F1lLa+wdeu2RJ1u39ttE0bUrTZUSZ/BQtsNZs+bPPQEa7fw24TqKF9v8lkLdaUt4aEpoT3lyWIdD2iIRhEqVZve+DVuaqmHrMg0fyCpvkqdEBOr+QEkOpVRpguU/EWEtWSMmEwilmUOmzp7VXdnHV9FKsayMUpYhttbohWhWAi2gBGIsWqoMEqDVSNQnYYCK1nl1eHS/bXQyAMk285A5PhQIBYHQ0cbE2jmo6NYutWY+l2VrMTBaxPWA12/mM23vrWvL35RVEhOBXYoEhUpDgIS7FAqVR0cN/N+7QUMB1Q7Rm98IOQ7B5msxVIhZo8aIyN2wowhBxtX1SSV9JKB1Obz7TZ4n94jzU+//beJovcDvddjq/95iNf2L3dkLHXe+9L3/vbfc1+6K83SrNWudrPZQMKet+MXp0ELV6xXc0evPguuXz7pb3iLwqb/eg2UheT3cbxmEer3u/gzPbcWzzEElwX89GAdNJ2Su3mqH3Gnr/272uvul8O5oe0EXulinaAphD8O8UR9A1jb3Og4LEB7cadV23R7ORmlG50npu17onU/v3S593EZPV7h/4Z+97vEAfpFmD7vmbJWFLBVIv3h2iqQ0xvPq72uNBrfTs0J7HRFl28HblI1ITHt6Dth7q93l9rIFq3xymuNhyke7GP7Of2dN+8HlGh9tL7vjO+8YnLzdx0q16+enH8wu9+XmFrQHk5ZduYH8mGbtvYeuqj97Znv/isA4w3Cq7KozWVNp4NSL19awNkbDvR/haahX2xpl0osDGquGx95Ld9t2tIgWkwfQkwpcguDtzxnDkf2J2vuQp7ljIzcyTKFTW+5RxWznJNqsqLRbll4v7JB9CZ3VCRHPniXeSshRq+INTC+CZBumadnqPDyiQ7QozsamBaAvP0ig9Pn7EMbyHeI3NCTokyJpYxcJTEh/3AIZ6Z1ntSPrOvdyQeOIXCOATuDwPLFDkGY2gI5zORMw/XhbVWbh8+sBLJEWIUBn1JqtechhPlsEI8w+6IZkj3B3avb7j55TOeXe35+Imwe1cpDwt1WQhTRsJK/XBi1pXP50wWhbpn1MiTeEZCoSxPWYhcf3VLuj9TlmvuklGXjrJQzwF5v2diQJ9mdk+E9ESIoyAhM6+F81IouvL8IbLMA0/2O5adolcn5rRQXr6nSqAsHwOJm6sHhqqUIJyyMB13RBk51sopVKaifFxWylnIx8i7+4FffRh4X+/RemKpJ/J0R5XZKlZqYUwfmDQzaWGgUvX2Qp7+4es7JyG20h+XdK3BYz9nLTGwGedboHSlUSqYzbtVQPjN+/u1KYXtBbZgmX+f92loRpBeljyqHeh+gMPFx+DCAQgu0Nxo7eNOLgKaE9OUqd2/9sZNdrilP2cLXDfHqdLQqNKTDBcoJmnCRBAxHtdmqItuyIRmlffXAHWebgvgVrYKkA0N1ssppT2jOwQ6bA6Htn9jGX+qV0u3YLQp20b5II2X2ilg0GjIADWDs9ZICIoEM2JFdl5WvNjzB8/56sy2Ir//ytUQn8l5+mQyQyU68kdX649gwt3L0aoi3jsBkvUh4IyUewueRqNB0HXyXgaG2NO0ImpN0UQExtHGWmdQN5gFm98ajHaiBPMcVjfCNFA1opIMBGZNAuxjoToSJVgPiwAyGP1EPds6SDAHc6A1lhP7U6ZNr+lW9EcS95GtGiEEsXmPzpdeBBbfZ805DmZAtbPsYRRkaCfMqhi0tPUyQyyoMU7WJVgSIhTndw8g5nhor2aoEDIlOedhdke+Bc3Xe7qSFqHIikpFkzXJG+ZowZHgxos2+gALrtdgfSNEXQyoQDAe2epx8qguG5I1pM75u5RZb1fv+Rp9v5fBE1cL1mPBEXpWt4AEq4QxlMnkp9Wbgkfxv8/2DN7nJbbmUQE37E1IhdBkiaNEvfG5AdMVCdECK9H2c9BAKNESSwlHUFWrYAluvBSXw8Fkm8bg619cRh1BClVGM5RbtUb2nglhsGqL4D0+NBLEnOOohtbv4SURrFpq8SKrtH0XLjebMwl0VKx6BUGsvu5NTBkSTtWbYXs1jmgicADs7BAipJ3Jl2Lnxxpqij2D0lHzJKenqhVlpUzmuNbwwBpPlDKS88Byv5COZ0JMpGQos0xCtaB1JtfCeVmpZaXMC7oK+f3B+mj8/3G1Emw7QBUl2rr0RI07XypdrFsDO6VRT3WrVC0QG7oj5E31dKUhfOwXzYn0v7aSwJ6DbAeoJVptDCarml5oKCZ/a3Qdkrx/jHP5mqwSJIyIo7qkyU2ERqnVK5G77ldfM3XzQ9Focr8Usbmq1tROvWKiqcAmM7oEbQkFR7h1mpCgXJZtC2r2innELk/d8WhB1eAei0Y2p1O7vyTRdFlHlHk5urQmooQ+/93R8mCntqSeOq++mmNYL7iLv1ecTmCcaLTrCJV6d0aXQhytwarWgsaZuCyE88KeK/bxCciRU/gAYQ+fPmOold1poR4Xzuc7VAKZlbgLvHoW0Vp4HyMLwn2plFB4fhgYryL6cIWedsTV9kPZT9RR4HqBsCLvE+HtxPJMuHs2M6yBfboi58x5PlEplHlmlIEXPCVRiStEKdwMM5lKvnNZnYzmq+5Mr/PRHbxYWD7PLG8rcpPgKnFIK/t4JOuOfLpB6lukvmOUwLOoxLpwLrc8ZOFXtzuSrvxg/ZphDMw/eIkIPH19S5oFeSeIjox/LoSnSv18od5n4keRcBNZZ+W8rIxFGQsM7wrD54udmVHRg1CeRXQWAhMpR16dDuRFeTfvqbVyv2SruvjtQMgwXq0MUfkwBGYiL98krt4o6xOl7JQrhKtRGW6U/fWJ9RjJx2eEcyGcC0vY8eHJczI3nLlmqiuRIzEWRsnW5Ps+ki+Drr93ky2YXB6ACDl6Lyqr4DNYup/zsEJdoLb93IIajkhtnMv57Mrdzo+6bG/VwlYmCVRH+sYzIgWVA9ZF184nsjP9GWaI6xYrECCMW/KdgPG4q43NoK6eS2zVGU0eqMtg73+E9ylL7bw7b3wsblN5kqIuSFk6EtMyRQ52qNbYUkLx4OvobpXJFin2s0rxIMNi/lRHUBrlDiREk9ktVNOBVRw34jLcaTXR5HkJDyImp54pl74fsHhfrCGZfFLvUxUKnfNeIxTv4RWcCkqC/azZPhMSRKt8Ue83IS6Lta3n94ibKEoeV1SFgT0hJyg2R3k3oVNiqpUU7JklF6RaUHqplWXNrFWYy0RQGJmtl9oSCCmRxp3ZIvkEFOTKqpNlScgqiKzoAMuNUkchPiTCEpHiSd79QBh3xGEhjQtrDSxZKApLNWxWKJBUvddRQPQKghC9oj1NA6iwlgKlEuLslddm/IZcLah/GNDxwFAqqSo5CSWYbpKyEsYdMl4jIRPCyddrTyiwm70yL9mshtqSHjNZK+dBqUGYQuxEQ6IVlj3UhOwq7BbCkgir+Wsi0aplgzXsLsGAO8Ng/Rg4WtPsOC1oFPL1ZPZ+tjleixgFb66wQlhMhKQbJQwV6gxroT7NlOtivfeWBa0Tte4pl1RvWFIpDNbzrJzF/Lp15DFo8fdccjZh0Ro8O3o6hJ2dN519Lwe6AeO+jkr0pEhxX877IrjPEJ2qpSdaa0tQWFW1MSZUx/C5XyWC0s6+yxUtpsODnbcNsW5JT0GtqTdivQ3cntoCwW5Pm/HCZVC1qvllwWmB1M9dVZf1UlBZ3P8PPX7igtLlRUtuismfYJW1rVFyqtbPpobgdq+Nysz42s1B5Gx+Rt2hdbSkF4JqptbFqMgICFap02ylpmVUjB/BGAIeXIaYrxAcsJUZUA2EllhugJqO5KtIPdGAp3ZmncnCYzdRZlQTWnZmA6YWIP/2JEQ1i9gJgmyOrMV8MUtcJlIQS0aI9dqzPy0xkVFp9rn/CWYrW/ABhNF88Ee9IARrWOnARRRpoEQP8G+US/g8B0/64xV6YFUHhdD6FT6iOrI9YX8Lfh/8836uXDk3Srmma8T5HrTZC65DFek2gzWj3kBGGto9Bh+x902q4t+xPW9LcDXqLZMbDTLpCRqPZZovoO63NHBp86u22IU992SvS/bVSP70FywV6IU/0PzjNl8eoyK6f51RZp97r6Y0ygYqIwZWmt07+z6MEIadeHot7HaBSSopF55cjVxPE1/qD/liPvBxPvPZh4Xd9d+xv/p7HsIt9+EDX0jkb8uf8OQc+bfvBya94/CTv+f6Cn78o5HjbeT//K8mymnmUP6vTIvw4v/5l0j8mNf/q0/JLzPPTytTrrzOgtwm3r38Z7z59Icclr9nWr8k/XJm+nzh/FS5ewZfx8ivXyQ+++o9H83/HTfnFc4LOVd+OS4cYmC92lPiyG/CB6Yl8ye3XxPTzJf/ifBhV/nH//Ab5uPKz9MLnscDaflTeHjBvz98zRc3D/wgZT6Kb4h/M/Lsbz7h0w+VP/sFPH9xw/PPInfnla9uX6P7zOGTmXQ+Un/xNbda+XdTJIyBn+9fcYPwyfgONHE+/4yHY+QnX71n1IXPf/hTvr55xpQSr8Jb1q8Gyu3HXI/K1V8p5xvh/ETYzx9Ixze81sAvlh0v7+H02/eMhyf8/McvKDcrtz85clvu+O3+f6CeR+r7z0hl5M9+8rfs9YF/F3fcnUd+9PVfMb1/wW+nv+OLqfA/+XDkT44zv7h7yq8+7Pi38oRfPDzl2fRrXu1+zX144O3LNwzHA4ffvqBMZ25e/Dt2BK7WHSEUzvyG74LI/B6VEO1qEX0Pxl8IFOmvu0FNC4xo/6gddkfudH2/KanH37RlgZufcKGl2RBOLghcLeo37tLH/Dvnzz5rjoWNeQv+N9SmXjxdQ3T48/csvR/ubyjyzt/n39Fzrx1t0EYc6CEcvXhO2rDbc7Z5lIvXPCveH9fQCL+r4Lp474Amuy6ztm1O/fdq82AozYt17LOt3WgzJVUvXm9KZZuzbdTffknN/f0CFmx69KTbTKtFmeiB+yrb1lDpSGj7n5fD9n3Do/WwGypOaErbz4aWSFaOXTyY2ZA9PauvPai8zakZGxIcydozgy2ZdTEGcaUmbImIPk4v/msl/UEt6KwBUaNJaSjoZt+IB+qIlWYmKOZA+MT5OAsXq8h2xu3ZrNErdPRPR9D5WFpQrpUbqiPrla5Mpc1/66joitb2lq2ROBJpayqvtpaFC6Q8FwA/9TPmJdA+5yrWJE21+DJ9B4TTo6vNYxurlb5vh8xPa6dLMgoBbejKbrjgxoEbrhcG6iYN2n99LaTt1ZZcs3USLEklzQhxtKTgFF/R9oaiaEOTRfVlauvsidS2tE2mxeiIvupKQ+y5gvdkaGuorZkcnlyhy5qWoGyOSUeABbkw9NrU+m6TFtS5kNoae/VVK6ntH2wjrvZ7pdDKq9tn7elaLxCT0Q2J2ZtX90oqb/CsQFWzywvurIM5VDOhVGqBKoXin9G6UGqh1IyWjJZKzYLW5Ttl/y+vC+22Xc3ovPxFm5dNW3zzA4/u+kjvyuU7XU72ZP2l7tVv3OPyXy5/W28I1x0WYJdHHzEdtt1X2n4T42C2JIRRiQXvdxJD+4jv7f55F2hqQbaO/K1YIhpDaas7hSiOEnW50eTi5VT1PSCPf+/D3hpFNtvkd+e473W2z31zDqVl1PpzuNPU3um2R0ftmQC8sGL6Cl38u2eGvvFt334ZuNdoC1avqutUhS7zQi5IFrQqJcAarA+CijK4PRCqMlQsGa+G1geIaSGGgJbJApDuzA07xRjZgseijTO5StPVFrCw547IAPGghJ2gSS2wkEy3qMwUKnOpWG+Xk9uUC4FKzDax1lMGowkIwUAGJZCIRpEUlRrVAqFxRCU5WKZQw2z7m4EqgVUrtULI1rw1hJFYhbgaAGJcAhICg4FxWXUw8+EIEhRyssTYnNAQcfAySSzWG0ch7Sq5wpqFnCu1rMSqhjdQrCFuhThh8XFsjfJ6JmR3qgOMwayvOI9QAmUuFK1kMpli+iFYkItZzM4JQCiEuBBKISytCtT3eC5Ykm1ntJt/9AqPzr5e/Pf3njndzpgB9dt7LuyUR4bNpQHrsl4bOt8DRVo3II5u9zO5rv1W/T5y8X2XLzbd7UGeJitNvjXbr+lyp1x0IEGzQbv9Hk3ubdnVC5tV29ijJ98N8GLJW7mYMp/T1nurUYU0mf5IZvuEqvsD3otgAxi5jd7ttM0CfGT3XspBbcE1u/8Gi2mCv1kYzUZ0/XCpi/Ak0jfH6jp5C+A+fuZvvQTbrwrawSrWG4Gq1vtJvW9aNYS/ZLVkSaUHirZeC+YriAf5iCYDS40WyvXEFLWiwSx0UauSltX83JoqcTWUvrTqTNFu40ht32fTJqXB1vz8RPdB3ZZp2zT5Fg4NDBCs/0NMgRAxvarGO29B48FkZBgIwwApUozplOh7zE0lavG18L50RmkWjTYKQ4iaSelr6Pa5NBtLEhImC2T7+odovTlqFD827l/mZNsl1G5DiGKVHyrUdoZrsMFJRWI70+rbWpo7ASpW1VW9x0ZN0Aqs3DYXN5+aRGkVRBdm+x+8GkBh8z7bPm2QxGabbedTmtXd5JD76CLbCB7ds4/BT2IPlAw0f91EUavyav3KLuMEdfs81jC3gcy+iRJv79dH8Y9tbCYyH9sj9mzSYzi9D4WYfOuegDioqAdZ2QylS1kv/Zu2OIKK208tFnE5K9iCy6UcqT69Jt9aRKjJocv8kraKO6fq6cHmzgzRrHLxv18wEFxUYtjrW3LLPuqVHDrYfGvhUWTKATKPkP5/8ApderbVVLBeKyrGcFZsvEGCVaOq9gqg3iidCz6Ajo5p6Rifu0sD+GIPtzl/1MiZdv4vVqS9ve8j1zPa5qipbnV93dYP+Ma9e/ytDaAn3C71QoufXf570zuX77P5e6zjWlxKL/R6Pz8O1G3+qY2s+aJ+ti91X39mm7v2ju2e2xxJ/yyPX/PR2eP6fVoF9OU7LuSDVT45aONy/tiSju2Jv6MWvbiEMibqWImaGRTqumclsQ93PJ/uCHnHcR3QnJhKZC2FoZyIZYKcGBRu9sHAyWMmq/DhtXC6DxyXShUlPk8G4HsthCrkdwO5Bk4lU1XZrYFnKrx/WThNC0+HhRdh5pQKtxEmWXjOTMkj5+MzJgncPr8mTDPjnZDOIMM1uzAQywIC4zoRqvImXxEZOc5nZlmZl5Hzknh7f8OqV7zIM3t5T5IHRmYGdkQm4piJ13ecx5kvVShFOeRKKYVdLRSUMkRYoJzPiK5cpwXNIw+nH1J04EdzJq3Cl/HEGmHII1O9IeQBWaQDDNNxJN3vkVdCfgJMhUEKwo4sV4Sw4zqO7OKCphOESKx31KoGGBJ4dZUhBg4PgaEOrC9GRFbO98K5KDWckHDHks8c88oxCKfdYAwQcqaExBIDDzGT4p5VMqJnsy3CRGbhNK9GFefsGDmcqaF82yb7HpUQTTb0Te0ZP3FOyp4Zt07tqHO0NWJjR/81Yd+qBppSbocXLg5+M4zlwgi+/Fw/gCtK8SCZbD7HpVByK6UzHjSAgiuV6oIntIBdDy62ZEtzBqIbg/b8QUaacdADHi1B0Rz2XtZ26Se0JIyAGuej1nqhGKys3gTR6KtgAZgql87CtkCbEVUxmHibU3sOlXCxjk3xOxdfS7Y056BlnNsz445daGWV7jC0dQrGFW7K10ZWJZn6Dsb52Bp5dS7MP3LF5QEhEJgMTRENKa+1GrqR4HrKjLtaAlqTc6ICQQzplQXygBDRodF/JMtVaEO/jvZsnExdZTc/2mQFQ+bGUZCYqKfZePeTwg7zg4uYcdxpltSNkWzlwmOBash5leYYgqSB5nSIr6PZUm7kyOBoEuOdlXFEYiCnTImFkCdkHRGZEc5oUcpqSP1QhBakEYQoIxWhtOBysXUhnEGsgZaqdBYhFTVHq2R7PgEZBlt3jPPR+IaVWiuBBdE7NDsdD4ZAtQCjN/yqV7a3HRkfywAaKOtgpzWtlFAdaRNhVXS1edVgiESZbI9WFcQ5nLcExEqRo+2R1YxKkQPhG4r8j13SGnSXK2DoVQfG3d5kRoQ0oXFC6slQjVEN5eIGoohVPKijMKzCaTQUlHqjtBasCc4Pmlpg3rhkg4IUtd8HdTnbykYFSZaEMGczes5J0ZAN8CEVDV6Vox7gWIybVZzOSqcrKygp70FnNO9AR5c/YpXKBVRHb66eYcqOqsxQC5IN/YpYMI5gHNVG9aQW7NLNQTCugRa8Flr5iTKCJtu/1XtbBBzNmazKKSuE1XpayB7kAFqRxRMQcXbEke9jsIAOU5f3Jl9nCAtBB0NELgNkM6hyikQWohwRJoS9nQcxlGrNjuhLBS0VzhXNhaK3F07jd9xv7S/BpXqhG920xBZOedXlsXmi0vTNhYNrjovTfTU51Iz4ZjM7kqvFv4zeSnxfVjrSyykDNsPZ0LWIVSMaKKcZvNL9DoTei6VRMgTnCE8xGbVFGpGQiGkgxEiIQoj00nKr2ogeOPKkYl2pUqlUY2hZTM6XuFqytGDBx5xsj2v2n46MelTWvdkUrfKmJ/ekEWVECEYrWGk6tiWQGw60nWP7e0/tSJtDH1PYUFxW5YB/uiGdegp4c7Z8jY1mTx1leeE89sak33235TxQQ2RmoGrgOmTG6YSSoEb2J2U8Vh4m5bgbmKfMcfzAOAaepj1xFYaHI5XAqokiifJij8jKPtwjElmOA2VVclkhVl59XImT8lAS67EiegtppTpgexhHUkqUfE1erwhPFsZPF4okogQknCj6gRIydZ1ZNXF72rMPM8+HdxArw6SIRoYPN0RNhEOiJuFuiqxRGMtEzIFDTAyiPOyPzCzU3VPqdEXVwlILeTqy7B4YUiKMT5nPwof3K8MiXN8/pRK5SXuGmhnnQohKjDtCCFwfBUrgvuzIGph+cSLGQrnekceIfJGIS2Dcz4zTwvgkMFxF0rNKuiqsrxN3nw8gD+jVG8YycCjX1DUzP5ypKbD7aKBGIYtQS2Y5fU3NmfPzPTENvNwfGEKE5YaSI+f3RxZdiNf3lH0mK6yi6CnA22C0TwchpRNXw4n1KISzECPWUJtCPc6o7EnDZ27z/rFrD/0U0O0nKGjdqotcIWBoCkPt2pd6glkjUocLP70Aq/sS0fyC+MB2eENjAXGbpfkobgeLePdhQ5GTHR3ZACACZjsXV2VuQ4cAPYC5BYLVA2yi3iuu815FTzYk07vBQBHitHM9gZgL5LwFOWREww6pCzTkd6cYzPaI1fSX4DKlOlVlcTCUNLkffH6Nn1tZgWz6K5ktQ/QKkSL0JEWrlO3rAyZUBWnr3podeAC9y6oQnN7mBLoiccS5yGyMvQI7mi7X4n5G+33xcTroo/t63122ebMAymB9YsJyQ6ojZXmH5gfSHAg5EHKEHKy6c1ipZSSHHVKEMQOazF6IkTAmwlCp0y2qkfP9Ews/Xp8hFupuMb/kboQ1Eh6cbuq6UA+Z+LAiq1eJSKS3RsmBsFgPpyB49bLrxtGqXXW3NFVve1gNmHJINjdrtQBqDCMhDQxpTwwDIQtSFA3Wvy7IZBRMUyBOkRwKNSxEgX0YDJOvA6Uqc8qoFqou1ALLPKGqjNF0bZgCVaFUD3TmAtl0tFWcH9A0oWWhxoUolUEKGpUaE2Wp5JNXzIRrlIzu7ly3ClID49k03FEqVWFYLHmhQ4GxdvBBXoFF0CHBMJBWYbwF1Wtq3aH5TF1O6FSsZ1vA+pxp8CbXUC1rbXRT37LDah37e+0yX6r7tGrJH5VKayxNC7pqxfoyjB6zsEosUUeJt+qD3iD8UucHhBt7vxwRqQQ9IDpQZTKZ1sBYQKce1mpyRfa0Xivmfbm93cAWIdsnWw/MBnrzas2eZPBqMOky1WfBe2LGYHvNzJmtY1UrfhYCoXpcKGSPZ1jcpraAtDcKp5hcr2bUbV6yx01U9qjuEbVKI/P9VgMTBKskl2p7tkpuEgIYaH2LWuyqYj0KpVqlkZWbqNt4gSoD1avThYLqA3BGuCKws/aUAqILojMwUfWGwImgH3zuss1FNbBU4/3/o5d6vzUyivV91CBIHal5ICxWSRVjQEIk50IplVwKpVbrOYVXqtmCe3xGja0B7wGjaggsvNLeUGlcJpCth1JCdLV90fowtN5xCJ2KsTW9lhUkobozH0FWghp4ZOsvtCWdW1yxxcyCtnij6QMNA2a5u55uvY6c4nlL9LTkl9kdBlR0gII0H31038d1UD/97puGFn8Lfv7M/hCv9GuxvX5OW72KREIYaFVPW1LHxm3JWnue2kBK6j6UtPlu3zk8HhoNdNBorxyEqe5HUL2qwkA+oA7Qsc9+n6ppDcLpasf5ShmPD1yvhdOHzzhp4gfpv+VnH/0D77/+L/i7h7/ixXDDs/SR6Z38gSd3O56+q/z0xch/OQVu9yv/cFg4vh34//zXAyUH1uEMz+H8z37AgBDvKvHNzN1/O7CWwPxiJU1nPl0nfoDyN3/1JWU68dfTL/nr9DX/x5tr/tX1gf/Z7i3/Qn7D3e1PefuLJ/xyuOb//S/+E17cPvDzv/+KMU3sb14x5Dtu7v8tpQTkTjjWA/9y+TlLhuvP/wbikeXNE07nkX+9/pg6XvFfXP09Pxn/lhf1jsN65iZ/wpX8GHn27wh/9e/59VL4V3PmTw+JfyZnJlmIofCQhK/2e8r5yPzhPaO85386/QMP9Sn/jy9+zlie8b+4XXkuC/c//Ds+7I6M+xt29TmHeSWfz+RyxaIDh7fPmO6ecfeDkbc/Gbh5uOXm/gOl7LjjBYch8M+vEyG+IdXXRP0A92cW3fP1/ceM08R/+aKSlsq7DyN5PPDlX/6AMp356r+74/xhJV/9I7KD42/veHc388tPn3H+6Cnr8T3p7g3xJhJeRt7GG/5x+CHP5zf84PiPDNwyXb/huCZ+/XriZRj4J1cHmE7cjQ/kuHzrPvvujam7Mbip6d/JrQkXQZBLB1+2zz06UNLvo/3F9uPyjRc/H8P4Ad2CB/7vx4jEizf/7iO0h/tGpn8bl/+fxvO3oZDb07eSQ2j8rC0r+pibT/vY1IMVVirVJ86UbxNGNMPz8TxsQQ9opYXtfdscXgZY/LvbF1/OTb//5QT9Pin1zd+1dbIgTR+DK7gNfdqy70ILnGz1Kn/c3OvP2e5xURWg7b8dkaDdSWxIl8t6GCt5a8imCz7I5mxdLr15n/6zXvye/r19C3rAyqZYaZRPVFOQ2tapPZFtJBu7D6GVC/biiZZFb8ael+52apCAlRKLB+HBaYRN+amX/mnASm5btUarCLk8bT0h2IKYGwpekA6K7wn1FkjoyDr1ZVZ3xM2osW8Jfa22IAE4n0LbvH3i+6q2kkY148RQm1wET91pVpdJj4KwdXsGv+tjZM93vdqpdFQeHdfhz6RubBWkkdNeoHvE90ZLlnaExDeRRg2NaFA15OJ1i4u0J7DnlIbGFO3za8CjJms2A92qTIxvmVj73IliwYJa3cgCja3hmKGaq0aoTnGmgkTPQtTkTorvq6D9USxQ43tKKlt1gj9u+6/4w3X51PZBk5ENJVovjCefx0sEVf/LpaOn/X4WCHf6sRLs/DREVa9s8vVsARLFnJbiSTIvxzVHrKFIPQlRijk3FHOWsjryu/C9eKy5FMsbqu53rnZe5GLOLt6m2vaGPJaL/X4u91z39GqCb+qEti7f1A09utdk78VYHo3Tf7Q1lgs9GEL/GUK0PzESY7IkRDJqnhA80Nd7zUQPYmWvcFBEiwcQbAKDUzBVrVCDO3gOBuAiZS9tsi70X3+Mi/nSbVq+qYYvLaBvTts2d5dTczlH7UDotmX55r7e9P0GEr8czXa/71t1A1hjxF5MoRYcCljCvgRjj5nUKD5GcX47Q5ZrNWSsquOsxORsCEZPUbI3IxSvQgvR5VdEiVQ16oc4qFUHWp7Jvl+EqhnK0YIWg1ELjARCVQIrWd25phKiEoLpRgtW2HfoGIxGxRsT1jGiQ6AccS7xYBUIJEoqLCLeh9cRy1TvqSzUNVCLIlKwlpeJGgJDqsRSKRoN1LfYPndqc9YYyDWwVLVA8RItj52rJX+LQnZUcCiWgIwFGSLDJNRkTNNKoGigaqWWanSEavRG0RHXZTTRzKgwGv2MqgX9NEIsQlJBNbDUZHRxKyBOc5mMIiOoBUpLCEZJGQWmALVSZwvGTFLRbw2eOLhB2ybbzlVDym5nRdn6KDWbSy9s38vDFbb3djQn2/l9JBMvbF932rez3wKIbN/b//mN8yRtHPaauizbaBEwcAAKjkbv+tz3tHjy1V6L3Xawm3vDed3sTiXQG3cG14WYfO/n/ZHMVlpiesPbdoPpYg4ulPGjx7zQF5d22UUyXS7+u93jQg+J2/QKW/La30N5pJttafze/X1le73Nx+/IxW+/QrDvbKCqUDMhG+2MSrAq4KQtJIUGodbg9nexdYpm01ZHERr4o6GJzbYXAg0bJy1JL/T961EhG35QGHxuqwEvrIG4Yg1cL2hrOjhgs0+6ualNL4lvMSE6oMiS+AnrsxStkDVY1bMGo5MRUv9cEkGCkZpY7wpfVqnE0ESqVVFIjDY/MgK1U4CpOC1iwKh/UCyAXrpMtkbGPneNJrMK4f/L2p/8ypIlaZ7YT86gasMd3uBzRGTGkFlZOVSBXSQavSAJNHrBP5Ir7gluuCPAFQGiALK6O1mV1VmdmZFZGREePr3pDmamqucc4ULkqNl94RHuXih1PH/v2jVTUz0qR8ZPPnGKSTuBJxcVWvGYZh0b4H5laNY10telq451j3d5FIREq4JWaM07tcVshQhr75+B3HRVFSHK95K11UfnUuX0Ds33dMuaNOyq5bwXnzIc9L3nydX185eY6bMe1L61u88nF7kDEcyIX27yJ97MWa547239LasPe4H+XsGHcPbTdZV9+1s8ia2+tc86x7Zm8OZoOT870VWmn/pOZx2/XvWqRzyPsC7OhT65WDt7TS/W1Iu6632tm9TPa5+7BLKuMxL751xHaS+KXNqI/nxWqf+dVacnq+kgyD942P12nd6XRb04U6snuVWRINax3RpNbdadqgFJe17mqXj3e+3yfCkjDnx6YlTf3x/C09zdpa3vwnUGTHVZeRL/yeXfODjhrFPtNXhCbdbP322H50EMlOqKQS6v3KnS1+vE1/S9zb7K36UMXb7+/m7sv5eLn8PZP+h7cVVY53OeI1tZ6/2X33C24e8fF9+l53W7XPuztLTzK6tp/06Be/ptHo91rMKC5QfaJhJSJDwo4VCQlJC4J7ZCkoVtqNzEAzuB1HYMc2TzsGE5RqpEWhKGbUOyEN4mkgopVEJWwhSsLlQaMigShRgC23rgaqrEZaKhjHPjJpicf9MabS4MjzObMbKPic3USHcz42bg6mpPTpXddqTOyulQKG2h7h5YIiytmi06NeJUGW4mdAhsB2E3DMg8sGmN1Aqq9wxRGHdX3DGj88kAc0sktMoY75kk0cqAtEoclECg6Y7Sdiw1IVU4aGUjlZQb4wgn2VHrBqYjQymUEKg0ttuJZ/LIkgv3daByooUJJRF1w1iVm8WsTNka8HmRR5YtaFZajJzaFUkTZfNAVQU9UdpCGQplV7jfFWRTUU5slpk6HHm8BtlMkBYkNUJqbFojnoTtEbiDNjbm60adhDBHagzcjwobmDeJmtp3SNgPoWNaK5WecF8THedUmQFd0vo+7W1YT4ID/0Ev2xf9/9o52PzC3cvrbZ8r7QvtIumpiCRUM7074VxR7NfuXsaqDN+/N1iHGFOfKMp1y8fkisWLHOIcg6shyucChaOuzkUMwdyeha4tlYsKv1or5Uph1BYsadYRALZmzZHMxsveQALGgVidk85RzwTWJK72IoihtXRtc+vIgF4Q8Ofk8za6QlUcgaUGWRRdQC7QW2oBk8Z1xDCdKzwEe6WuCtdRFfrdYieaUYEa3APX4FADR1uVE1KL816KF9MrEhsSPTpodl8SRrdNvUDSzNmm2GtLTzQbco24NQR/PoFUdI6GvKmF2lswgyHcUUHjArl4MqEidUKXA5BBNo6g7XRKkwc6lozXMoFaR4AQDDkWhLAtlqQpJ2g2AFRqQJIgWYhzIi8+LyAthqIJe0NFiaKx0VKhIRRN6BIpjxuTp3hEUFoyearVHKbAZLKa9ggJmRc4NfCZEBpmSy55rr8HJ6FUQp1QKTSnHIjBOySqcb4a5W+APKxBi9KI1YetJd878QCyoMs1VEOy6qCGwNeA1Eh4TDSphFhBC1oXc/R7e23YmgwFd4Sl8i27/vccnhxDCfqAdU9tcIJcrNvK7lV4tFZ/MW5jUSHOAjkgoweTtTtV7pD04qXTR0TnStbBdUaxjqsg1ZAqIZveGRRJinGBgvHPmqwQvUsielGtCqIJbTvjNo29QCfmQ9tERKfCbGuHR9MNqhGpW7QNxkmrguhb0APUK7QO1upeGyonSAvESMjJZCNOtqdKsb3ePBj3QYPnlnGfRaOTCRN+n32PBrchMdr5myDr0HJ/UqtNmlxfFtP9NYJWWjXdpTOgQggzlizp6svXvhWqVsOnh4DO1llnw7gDoguhVc5NzeegRE8VGtTJ9Kr24PkHHT2Y8mJpKK77oz2vTsnQbR89WE2oy2Uv1hIq5+C2u6U2W8ACV0/2YCg0z/6uCTMLGhIdQSuho1I7GqnvMzuvX/3F/8WLZRfJumTdXDEPhBDIMRFCJI47JCZyHr0QkZGYCNIsYdA7+LBZO9oKrcy0Vmml0ILNP2naKC2YDawjGioaj3SecW1CM+46s1+0DvplLQb2pCnCChroL/uahf579w3Uk63SB1SvgRT9g7bUl4wBnj0QDwysgNspAv1zfvbekt1TXxcP1L/EdOIPCSyCKrtSiDSiwiyC3sKyDYQ3W8LjhvqysmwaWkdCHcl1ZigTTY8c6j2BHTE+Nx0eTNeMLVMm5e3rHS1U0gcPSGgMuyukRh4PO+oxUDcPkBrpg0DMmXZU2gJH2VBky1C+IZ9es+w/5iF8wjYHPhwieh/QWng3w+lxgE3g5gWMKqSD0Q5N5YqWA6fPrHVev74zmrQPnqO7wPR3BbkTrlsmamC7SQwjvC6F4+GBLDODLKSaSdxQH5TpXYXU2G8K25z5YLNjyQs8e0Od4P6QCVXY3wstKg87KIPyUNUKYvVEbhP5nbJfMnI9IdvCwkBdEqoTmhZKEcoiDPvIJz8VDnHgXb6lTJFXdSSWhbwcaQ0OdzNRAzfTSAuRt59csYyV8bahsXH3eiLMjXETSJvM9VzJVXknG94uA5v7kXEZ0M0b9BdvCHdXhLc3hPpIXA60uKV8eAVZkL3CPFBfRVITPg7frEMKf+/RUaZtOousqPvYhtZXCW4DLalj4lyQMBsfXqfWiwumVB0xqRFaQ6sPY0zDmpQRxPSZAHHwczeMl9p0q2qB2jtpgyWI3S5r7+YW/Hc9zWAFAxWfhZY2pgea7+VsCHBJW/t9tKJS8EKbhGyvh+SFiEdETobGbRvzE1SMx70sUBVl7O4MtGKFK9SS94oll1pjTXrLaL74Gv844CZNQHEVd5G8UDX0vlPcoXiRA54kG9fc3tnuroCj4Ci3Tu/ZO4J1gyG+F5DZ4xI1uWiD+cnJOoMp2Z5xXqx43DZ23S35mn93ENsPEWWblBCgtYK2RjjOMAvtakPLV8y7hRoWrpqwacb53nRDqDN5ebTugytoNdBOlsyPoZlbtZgNyfEeFOrJFHsOO4+X7tFUqBppvZNwFhgF3VnYxglayFQZkHBE4jujdktb8M4fjY2aDf2upxGpQpp8HUbr9m6pQRDGeEUIgm42kBNSEtoiYVeJGXqCOteBXAdUFjQsRCBrpmli0QGtwlIgaGPUmUahVrureJMJKsjDNdSK6Ffmt6nhbeuQIUeCLgiTJUlOC2HOxDnRpDEFMcq4pRJiIgw77yg9mg+jz2mlcrp/QKIy3iqkgKSdW8BHaqukmhGNtNZsf3j8F4LRQ8S4JYSReVo4HR6QAWRMxLGShwUhEtR4/munsY3V6EXzd9vRp+Qx0AtTymT+lJi/1DTRvLArFNcnpn+UhaCJ0Eb/jCGmm9O6CicsWb4D11P0ohfYkHULvDwH4rkXmRBZaDrS2AIz6MJKt0in1RXz88XQ8N1XUwxVD9YIoNIQZosNwg0WS5v/aQV/ITjoL4j6v0c0DJfgdlZKyoYj6CtWXDc7EdwnC7p48Q8HBbmP3e+/6tn3daR7QAzJ3wFj6rq5518Uy2G0R6yDd2t2R0/mPknv0tt4IdJ0aPP1ClIMKKgHf+JbkIxiDBgWQ032neaAo7qxNZMjaEWadcBJT4aL02rB6u/93kPchro+qeI2pJ0ICsu8UEskyoCQDKzQKrWdaO3ocdwGZaHp3B8I5yISZlu1WQceCqHbbfcxZcNa0NcLYJi47Gs1u9qf0+q3D8AGxOaC9nwZni+zWKcXy/y8zn4SJHFZUu8MJL00oc06+8DlVIIV/l3OVhdcIpD93CY36iA0lXmNj/Bvszf2HOc5iW85rV5QsXxIjyUtD+f3fsn+Qr9ez5P1IoDiLANYrN+jOu2xh63veg895+ivB42eL/T7ldLfDah35BhQ61zQiGiPL7/nIcCVQA7KMWRqSJQ8oIykj3/OcvuCXdxzk14Rx4E2/oQ4PbCd3vFxvme7+5Kr4QMO5QXc7/nsm5/wZtN4/S8KYWg83xXynTD+XzfEAptfHNDrxhw3TIuw2zXSbaDdZg5j5uPyOZ98ceDw9ZZ/f7fl+bbxf9o88u8r/F9OO35+avzlu9c8F+F/HwO8e43+6h+4ev4jPnvxrxm3G/Yf/Zz5cEJePZLDK5792d/yMCjHr55RHiLDm3eMx8rP/+oL9j/K/KvlL/ms/gnT3RfM7S2/nV7xzfyPvLj+BZ9d/Q/k8mtY/ombumE+XiObE9dX/55Z9ixffcpQj9x8NjDXj/jHw7/ksWzRsGWh8D8Or7iJMx8923F9dc3fTj/hruz5o8ORF0vhNLxiSg/80c9+yV+NJ/7dtOfdF1vKOPNuO7Gvn3A7/5QXjyc+e33H4brw1aeJaSgc9t+wDDPD9WfMy4Z/+9t/jbSJl5/9z4wsXH95AyVRnzWmj5X/8MGCDJXdbx75k3nh+Pxr3vysMb7aMn61YdxExpT48avKL7565Kt3hV9+OVL+dGH+NyfaaeTlF1fUGPkfr4/ETeXqwxeE/6pFiCeiqXS06mVSCP/N04rq+Z8G1JU1S3P+WD/nuX6sF2f73e8/n7SrKdukl5V6LjZgV7qXn+7KTS7+uryitfxgTrl0JeMDZ/vPlwOY1vf4Z7vmcIMYfL3OdEZredKvNXiSvF9rVyJysZQXkYBeIDzXe+pI8J756ImjXmw4r0p/KD0Hcz6HYgO6hc6X2Q2QIYN58tq6mv12HDX/Pi3JWTa+R9JE3leWun5JL3h1LW2GwFEFawssrIWn3nLfz3SJSH9y8f277frtb2GlowLWoX1OX4KKt95f3Jcbk3MHiD+Py+XoLXiOAlkBPdKfkstPd+Si87tG+0O0xLzE5sUPgWCNeBYgqidy9Qy66zlcDygluLXuKCvoEeZ5vfVirUTNoZCeNO1OSd+DXd76/Xdh6A7NuQdF7eLOfy7Xf/3ZHcT3UGFUpc9g6mu2rq2cXZp1CkYf3viDDz3LlTuZ72/D9QbEn+mqgy73vqOeHLFhzyHSZ1+IJ7txdJo0WVFbto07lU1bh46dEZFdP/VnxypL5iipJZLRVWYlOiVESBja39aJXuTU7Elr8SQpF/qDp06s9OcYrBASwllt6+Ue7vvpwgZcdDe5mjWHS1mTHlZ3bvShv2cd5m2y/Rr7s+qf98TOqtikO6uc106xApkIK9Lb2+bVkfU0f55qFFaOrbZ1dYfW8vJe+P4vEbMLgZL1wp68vK57TwDZWlzs0ydHtwPfdo6L81+Ygct1+rZLM4DB77m5Vdz7M5MLuex/vAtCIhITfRZEiMkLEImQMiEkQmgW0FKteEc0Xv8KFnx2GXOqAsUxja73mqHCrCNC6OAB0LVwvOqV928UDwYu1+T3Hpe27+zXPFnEFanIhbxfqqv37OGTH/ve8AV+8oj6fXzLbXzH0e231GrUEYugKRmcXqIh6ncKJ5CmRicohoTqxBA2VwJ/RgBO0bFEm1dUDXkaoyWeW2EtxvcEQkfghgaNSMW7Cqqii1JnQC1R0lqjdiR68KKWZkKzDgFEvGhqtlkFNEfbwz253CpaoQahRENjabL5DKHLTAimy4ogBcJiyMlWmxdUDfiRsbdWpxwjmE2qQ7CZMhgCsUYQFdJUbfFagVLRpNRgoXrTinrXmsQG0eVecZluRoPR9XixZx+KmF+QBsJQkXFGAlRVWmkM2fwCiZasUsU4owP0TsvQzWszOW2aaDFSkiDJEHBCgDbQWuMc8P6Bo3dAfEsnxFl69YwAlC7bl3voortQ2nkv9vedHabz/ji/gbPjtBqdi18rT/dZu3j/+r8LZK7bTU8wnmHjZ1Moa+cDLkeslNciRnEh0RMlwYuzmqwQ4cV6rW2tW67FlGb3YvR5zW9Fz19+qTrE7eblWqzrfwaKre9fkbF+o6ubpU911ZN16seF30O36e8/n/Pan5Mkl/HE01P97mf/yw51f8UK7N45hyAtQigXy3Phf4BvBtYEZnCAWUew99q7WRpPACGmK9ZvwZ5xE7NDqhAFJdHUnqONz+q+WgfgXawjpj8UzAVu52tSn6dkg2IgSHQK4WzJfLF4NAQhRF0LZ/ZfWpc3YaxaRSO1WkLZtqsQm4EfJEQPf2xfmk01e67uD5u8XPhT4LNUtT8Ie7QrgNyLfb6PtGMU5XwalBXQJn2WWJf34NcieCLePix9zVRpqqg2fKHXIpm08x7QrvPgoqjaSwy//xA9xwO/I3NPDfTvWPpuOVfZ7/ehl/HD5T5pPP2evm/6F+jFd7OeW9b/r57Chc7uc5f6h7puk9/dD/3T8vT1tVBL9+tw0BR0+l0DC571k3QfXXsRo+vAs045o9W7jmjnUOK9uzm/+kR5vPf78yf6fZxFrH9vu3hPX2N8xd5fi/e+S3qR1EGST6gxe1eMruunT85jz+JbnPf3jq4YnsbcfcZGcxCf2RgxgM4av7yfAHz/uy5/fm8DcrnufR93u34hgu/byIv1Mp3oRQmXlxW9v3Y2+OcuxFHoe7IbV7OhenF2K5o59eD69XadIj1rZXG3SmBlOpGznv6dToj10QtnmsGzfFxKBv1ZdN1zEe9YDrCvYViLC6YinEXgqao4r+XlK/pUYuTyItZ3vi/7l8d3/fw9jqZIgxgyMQuPGllE+ET3XM2CaKPEk/n6ItRgBaSUE5uUkCAcw4K0QDjtCLESNyfCUEm5EKMQlkgsMAyKDkrYLYQopO1MHisxN2KCcc7keUOpmalFgloppmpgaYkJ5agzW1GuW2OpE4cQqAh1KdSk6GlLm2BqjyyhciUTMTQKAWRgTJU0FG4a7OaGNuGoRh08jFvyAklnsioDkbEmxiXSQuBdVFKFAStJTxXQQM1bakzUeg11ZD9Zsb9tlDkrUxsJS2IpI6UOhPmRvEzEEcKQ0NyoeUJPA8wjcdcYrpU8z8R6j7Iw55k6NtI+UaJQm9JKIC6VUBK17RANGF3cEaaMLgm9iu4qVSRWxqDsxYYqzKoMMbLNA0OKxCSk1MhxJofKEHB6ftujmYKIMEcDShRYG17/0PH9Z0J0xbQ6jv7R9/wPccdXesVUL1q61NowhWRKtLd19w1NL0CY82AVY0HWLKqji1cj6B+/DHTUk0o9zhChDy+16zCvbuWw7l0L0ocLOdcbnc/Vea3d4wrOxy5i1e0YoiFR3PCuw6jlafXS/uk86cHa5aPqioRUcASAV0m1EdyZavVCFYpY4kCFRud+U1fqC0FnR0EYysJoEfpcibMRPRcI3jfoi39uwJyymXVYHM3rGQE6bY71/Xpi3xyqUB3t0JZuUdw8JTde3829qWkEFGmOhnAWy6ARUaGRaBKR5nyHUcFR+lXBEOQ2SHo1GqEXd+zvpsmdYzdeCUN65KM72gFVnzkQBeER0YUWAkRDcUmxJIsEpbWI1ojUHaHuQSYIB2wOwLXvkwK1EE5H2xLbZNeVbTaE6GxS2GyOhSHvIO1s4FyUESHBYDtF2oHQTigbVAaaCjUKVZXSmqEGSzFU5ngyOZENiKLhaEZmioYyT45WrwuwIBpt7/icDYkVjbMFIq07XWKKKNtcDQusPehQdQoo9VkHDWWxQXeaUI20VuzNHnTovEF1RIYFGSZksTa3leaAQmOCmpBq8xo0OfrbCIkRTmiLtLL3ZFQPxr/PYaiFMxJZUEdiiiwEKpURZecqTbDCzOIgKLGEQzEua4nYc6zDWQ9IQNOV3U8yWiQJAyJCHAuBZolaESQa72bo+sz585sHYdI6b3ZHfVoSC4JzdERUruzDKxDVIr/oXWetHtBWkbZDVYmMoNGGHMnsQ/6uUEfMGOtkQou1QJ71iaz3qO5oKiNGi3Rn1xbSxbMCHBVkBbGydvITrRAiOiPLjLBB2NoNNEN5drQnKhDU+IIbsIid34cx6s4Qo9WH74Y5rAMgEU/KiVB1oonLvYZzIUMqJRgdE2JOmTi1mX24nlE15XuK2ROJM83g7UKszm23rat+NRt6DmQdqbYGEOr2FtPNnAvh1iUC6/Tnmrq0r877+bOyOv5rsICunQVW3GrY/BtBnTpEoiX9NWT/2b4/SB88bZ0OcdwSU2LIG0JIpHFDSJmYBkLMpGDdXBKq2RF17ubSqEs2pFeaqdU4nm0ejdHvkBZ7btUoa/pgvhiMR7o1S/oKHYWtvSWox3e+5/sadzlxG6vQB2Cr9M7GaO/raxoMGd1tc/ctmnPMWpFDVru4Mgz0IbNe/EI63RAXgV6nuqmsj/0HVCEU4YR9f304onODxx2ka9hlZEiEKyG+APlmhocjsodwrbQlcZpvYN4QDgMpTuzkHUrjQKNqIszPCCj7OyHmSEoZDYHTMkOrjOVIZEEeDB0eDxnmyLENLBrYzddslsRSNywPJ+ZYWfLCaVh42I6UkNmzh5bQd1ukTZyWL4mxMuQTSCI87pA80D7colHIJ6E9KvV0R20Tdx9njtcBaTukDcQ3cHsUZNhz3Gaoj/DunrTsGPU58/zAcTmy1Mr9Yl2Jz2VHFeH+doNKI2/u0KjE/Q4kcPW6oAXasy0tj5Trd+g0oV9t4M3A9ElkuYUWlTo1mkTKNhJbIbY76rxQjydiCKSbRBoyeb4iFqhTIaow6IiKcCsjRSpt94iGwlIC7aiEeiAmmOLMlCtL72K7PdA+KAxfKsM/DhQtFH3HEkbm+AmP0rjLCwNCfozIKaJ3A6Et1PiG7+Syru/s71hdufXs/OC6xWejrF1IlkCVlr0QNqNhwmg9fAZVPLqu7d1iW7MrwRCtoYNWtCtgoadaLWGBJWu659kLMVp9L0VHTbqvqrAOhZRsybUwYCCkk31DNpsdkvlwBgihN9gRh2BFojiCDIa4Dg1Je4h7uz5NUI7ofHB/KRod4Gy+UyvBOMRnK0I0RzZr8II5Yh1gah2nxqVjnYBnR4wLvdWVXE+SGFJUtUFd7HmEajfhs+qs87mBHv3nxGoHVNBi5zQMgNDpCEUzMHRnEMJina4aYTEeb8SK+8zdpns8FvtF95a176HbVDjNFhtGHRCEPCQkGR41TMpQ1QA8D4HlIdF2Dd0ttAxtNyJLJJ6SUZjVYPFAnGmizFWxWQKjyUg0f6JO1XzicYQwur2AuDwS6kI57SgyWqdqUFIt5PoIQ0LCC0JtxLlSFZYxIqGSymxglEmRGEnPNhAjjQwhIs98/t3BfJkoW4Ikm3JPIIuQFKNaS8F85ZrZhMBWIhorLS3WXVAWFOcnX4TwOFC1UHYDVZs1RWoj5AOaGiVuaDLQHhZ0aU73WQ2lLYFwEFJJVGnU3IwepjbYBGSbaItQJ5tZ1oaB0JS03BOlETbF87nBWG0fCqKC5K350mOxfTZXqI0mDvkpSmww1xMLM7FVhmjDODUFwhLQw0CLShkWAoHYmlFTBYtFyrLhO+kNdXLlMVq833eSBlSbJYNxCJack6/qncuyMhz0pLJ4nGXDXzvfu6JIOKBEtO0ANX8DCM1Q5CGZj1jX2QviaO2KyGlN8HtaFLQDdxZUJlQCjew1YEskxdidTrW4BYtbbRS7d2GL0aMgEGWLkInxSJCFFJLNXAwbNGwgGDuDNLVYVCutLRYSNnWdN3thKPl9n0zXzep5nA58tJxM83lAgg2a1wvQC7jvtAKgKkgmxGfm+7s71QFPXRdGBzBVtxXaY5TWE84eZ3jMJP7+pgtKQXREmg2iFp094+W+d3BAolr+KWDz8zSMfN8u1jX/1ryDg454L/Ycw4LgtI29CIHNRdMwGfjBWS4cxonNUOAcB/mMszUeWX/oFGuLy6HHEJ3ySDKi+aKQKG5/Og2cFavUYwbLa2R6/CRYYV7ocyrssHONWAzbn6d3u7fBk2J+7f4fvTDp84b6nAQDWgS/Xu+KXrvKL+yLWsdjj/17F5F18HjuTBQDYxjLiBVrbQ5UiNhr0jv/LWaznEejVcuvidr8VAvlHFSp+LwQv09RVHsHjZ5FUez+hIJKcX9qQNhgc5Vm1+f9XAp0INb3P7TB8qAsLfDy9gOuxw2/GiJfBOG//4dP+T9+nfh/hb/j/xd+zU+l8UeiaL3lxDO42hNuP+GxnPhq/g3D/Jxr/QUTjW14QPXE6WFCmnD4qx1DgJc/mYhpIV4fYVnI+68Y08zNURgfbrk6/SvG8hFvP/onHv/4S/7hLvLPj4GrWvnv9MSUlF/mA5/FBz6Ob7jP17y9+nMedGB6/U+MZeDl4w0POvLX8R2RxP/ut1ekIfA37RNOwxU//dMd+xq4+9Ud0y9n/ubDA4er/8yffTjy6UfX7H/znHxSbqcjsf096fU9w9eFL3fK/3Rbua57Ppp+xrs08qvNFRttsOxJQ+P6I+HZQfiTv55Iogz/ZkvZbvibX+95PGReyJ4PNXL79d+xP/6Gm7/8U/TmU/75AF+/U14vH1KWl3z8wYGf/G8emf7DNxz/8a95tb/hVz/5hGd7+PmHzzi8ijz8uy0qQnpxIA6Vn95+TNTEzec74twoxwdmFQi3hDHzYVT228aLOLC7Hhgedrz51cgfzTs+vdny8OzIw4sT97uJ//TiwHg/8/NPZ+728PkXI+1Y4cvfEjZXfLj5OXOb+ab+mir/FWdC8ESA5eJv/Z33nCuMntzlfcT+GTnS33VGBP6+qt4ZRX0uPvy+a71I5KzntW9cDX//t5yNRf/NOXlzHjbXhyqfB9MZuikEQ51osMgj9CBGWKuh5zM7CiF022f/0B6LXVRP7VghzefVWpH/btQuKrx96S5X8XK9Lv91Rtx82yL2hZGLz5yRGf0p21stwWff6fezXoEnwuhVZV3P/jtV6PePjl7xe3QsE2eomCd0nDl5TdRIf656bmBYF8O/3zyptZqvdCR1X2svUOnlc7g4T7gsgl20J65vCu4MeleA9so6rANfbQbUeZ17Jb03dDi6zhDwBloPSYjqTKa96l+lMxrQ0WjqPsA6JqOfs1MChe5MuUPlcKSVH36lbOmB4eXasKLUbT0bVoiKblB7ItXXw6lcbHC5vx/FBhOyytgqvhrslMxYG2dYEW3WLaBYgrWjTszBWZH5XU5XDvsfZnjPz/tiX/XDr9f28dnJsL3Zzh+9fG+/trWjxAODdRaEi4BrjtD5hR3x1rskRMUKEZ7QDcG7ktaOgO6h6PnyvfNBxQuzHXXXF1vselQdUSIdkWIc4X0odKuRJh7gnJUmDSHUyHmmiO3XnrsB+071hKs9K3finAvYHv+6ETlDbPrj86Bt7XC60Eva99fFM3ZZXYuswrrGZ7SaXnwfZ8+uqRfGzXG0zLeh61cUkPQkceDyWJFVnbP8Bx6r9uiouP6zPH3HU13jN3W5hqvMv29H9b2fLl//tn1yeb5v+f2T6+r29WKxHRV0ngVhshxCMBo3736Iwbsg1o6ISAwQgrruszkChqwUK2qKdegpEJxOSoNrgOCzcjqSWILbJ1mfs6Gjuo6/XB7X6Nrtolzc+rc80z405/c97t95vct2b73+lrVd9apfmyq/u/YXtv6HixrO3AhSCdaGAIsQm/kvdG+jKVJ8YGXCuoZCQsVSEraNLdBrPhQwpkpQCCqEKmiy5JZG25dB1XPT54hKg+mwoAEJRm2HCswFogXUNcDk+iQNajnXaklLSxw0UlOk2oB61YDsfa7BqUJRolRCrmiAIpEkFQmNKME7PQJVjO5DislAyoHWIrGjnV2vSTGUl6QEsVIzPl/Z9EPo7FohoDHQsj1LCaa3mgQb0qqBWsS524XabMC9lmJrnw19FDLoaLIf50hEOiiYuKLsjNJTAt4JaWtcpaKhWsEfRVNBx0ILgdYCTaCFQmMwIIUqIhVpgVaNBqO5uS3wPWpePZGg3/K324refruKf9fJ3Rf6Ham111r3Kbtu7BshrJ/v3uLl3jwXWy+PS135ns7sNmHVbU5ruqpFt13B7aqI22s52+7YO1ejJSqivV+yd7O6nVVmK5w2scQr1n2E4MVuS3SYuun31YOIfrkdNOF+RbucsQBdP5ve0bO96jpb3XGUs0ez8qSvetDXSJU1/oCzT+5/27O5jDwuH+Z7dqmjQteXL3zEJ7/4fkdPu7ZgfnK7oKOl6z0Eirmqq6srwXRFjWjLnst6em1Gp2M2SRUD7rgMG1OH+WHq3aAdJd7pdMzmms1Yu2AlWtK0NPOVEqzdg/6+EDAa1ujF6wiSEyEFwmydsSEmozAJVgiIKRrKNAZCNH9ViaSQySEbbVQORmnr4IOG6ekzPiQjrSGlF9M9EZ0MrBe8U1lFacE6ap90v4vrocYK6Ghr7GLJY5tH1ozmKSiSTI5Ll6dWrYMh5PNJu98M7leHtRivzYB7Ks3OlTCdiyBOO6vNOy2axQmOKfDn+V0G9cLX79ez/n3msbd9dO5qX22q/6v//8kp/L3a/Xne63hdN5drpXWt+77svrGeOwxWFegRtCPBz7F9eLojHUx4Tsx6EhkDx53zH7LKb1jBmJUYzKdT/2Nxn+kVpNmMDjrAstsJ3zdc+LNq+8BMha+fXOqkSxpK14erzu/P0RPTCJD8ubV1TaX/9tL+rO8/n9t+3eN5G8Isaxvfxcf6J56I0NnWqYNzzwwi30e39fd0gW+rqkZ1nQspzWbLGMhG/ZN+jWrglvMVf5tuvbzn/vO3yJ/fz5o36oZYLu/HfpZ+bQhdjlaKdelFHfc4L/Rdl8MONBNJFztJ++Pn8rlbl/rZbgTBdNGq4GGd3aoYqMufu66dlu/b/S5Tdd1X66Uha4FRxOfYhUCIZnfOA6tNFle6pWaz6nou6xxaeM7xwqyen8K3yEnvNO3ejvbVudwDZ5lhfe4/5FCKFqqDokJNZlMSxBpIh8SyTTzGxEnURqfHgSZbyErIELWSEKIkQrhCwoKGBwMH+mXVvRU/NQpEId4qsanFG2o0u9qUJgM17CgpsmTlmJTHALcCL1R5HeCNKC0qeahEDbR8Qy0wnWZQZSozs1SWzWAF9WWDaCCNmTEk9nHPviYe3x7ReeFUKw+tcUqZeYQ6Zhi2NBFqnaxYL8pM4FEH0MyWgaPY/KWGcJSBLJWrsDDExrOgJIQlZ1o2H7xWiHIiN6GWI3M92WdyY54bj62yVCVVYSiZTdlSVCjxyJwGDuPMZkjMKTFrZj5sqK0RZCLsAsMziCIMywjzwqSFQmWZhYVAKAa6iHEgjIlx3rB7N5DqSBuNSjQ0o9xehoW8rcRrkBxpNaNaiHE2G6DR5tWdnli533t8/yJEb23syqfzgK7KyQT+zFXqTq8bLMGcA3u1rUYAuoOk1i6CYvxl541g6kHONna9iv7dtrE7bYMpyotkiBq1g4qb4gtDvBreXgAQm53g4Fg6J3YHkIagDtYZkJBJ0Yyw+FCwgKxLY9fauue7BkjGT90MleboJgv8zMBUR5G35usl3k2ii58rgGaEcrFOZmgNTQDWwWAJvO4znOdOOLob1p/P69rXxJ8nGQuWGtYl4UtOb7UrSCdpaE69QHZDNXuFewCpBE52nTqc5ej3HYMju9ti36RXmLjafWncoiERakKqdRdIq+h2QTaWvCA1OCXao3WBNLFuBwZBoiJDhcVAdqgSPNElmt0ZtCEvfY1b84JUjIQQIDdkcKRWBQkFSZXQIlKDJ82vfb1OZpSrB0Vxi/Q8WQNqBQmkcSBESFcgWUlO95UpBB8aF+TMxdkYaBIcQWcuUlGlTIo+Rkty1GicroglJuIBpaFzMdqMig8bHRwVPJuDGKO11IbO6ZuRmqwGUNT5lBdPNEZUZgiPJgNha/Khyfemd6xg/Jmh+IZK3dlwJyTYjg89IFhkBWIgCrmiV8WSwK0RiAQ2tjc4oajRdkQQrAprMx6+7yEI2Te7ox+acasSgqF71Dkge9JBk6sf4+ReHUxJNNmZTomGIumJC8ldmRmqMBZ3H2S0vRQ6isqLE5tESIlQI7GaQywS1+GjIkqUYiFSH0rXBSw1N+ZX7tw/cnbkAyLZ9GKwRLsuyQYnRuM/XVt8C2hRR3lVS5rFfO4YaBUpM6qNkmwomi4HDyxsWF3w6L+VTpXiyRYdWDPJgukUWXztus2YHdkm0Iz/2IL05pZgcDm4d4fYqVKWnkUY/BmbHm0qq9yZ/iqWvIlKC44kLTZjps8f6gN3m4rt75gNBbk01++XAwC+5+FFTWqXU9sPa8Cgvhc8YpL+XHsBu/vL7oRajG92zIXj7Mi2HqT6/a3zli46A72jqAcuxtMgbvN7sc+5VnuhLYglkPs+Rgg+qDWmAYmROGRCTKRhQ0wDyTsi8rAhxkxMVtSPyZx5K8oJTReaLtRiOrHViiyZUIsVHWpjCT4DhEqroG2kUW04pw/qtVbDXtR0u6reTegdjLTLCOCy+KxrEasX3SwQDVaAFUGD8QhbhkvpBanV11DfZ2L0OtrE3IOeeFPXB1pNRjVAif5ILNmyBkNPMgc/4FBFHgyZOHxcYVuJh0dkmUhyTdAN8zvlMIO8boxvGzk04raRWmZkwxQChwhTaCyhkWplc2xkClc/ugeNtHmktsChBKMdemYUXPHVljQVxquJMBTuP0icRthMie0yUlm415nhOLM9Hkh5RxtvmTnw8HhkEydud69occMpvaRWYXrcI0XhWJC5EQ7vDD3MSzRnTveFWgsvXjbGUTl8vbB8tbC9UobNRNREGCJHEU5LJtRM0GeknZBvDuRTY/fumhCFODaWEvj6cU9rgiQzTY9hQ2sL8es7pMF4fW36+kEIBSo3LOwZb822x+01pe6pjwMnTaSg5KhwbPA4I6GSYyNJZZtnlrDh7sVAWEb2+ZpUG3F+a8jeuKUA8c5QyfF5IdxCrVfMLbFM0MpCrSe0zhTdg1xxvK1UGlEbsTXS48Tu9Z21ZJdqvPiTUFLh+EcnYlXGw8h3mtNw9i2lJxMBxDmnifSB8yC+L2dLToZmOqtduf9kiR908YTkbHtOZozHegFJqFz768XeH062D72zl9D1stApa876TqGK+X9BkGTv0WAoRPFEJ5itF24BKxRIwHRVEMKQLFgb9khMpF1EkgV2Iong88okJR8GbvtfG2Zj50g9ZVoqEGa0NqAajZhidgZHVTajndCGU2kl+7PqHEtS2IylxtpBsuqLMzIW1AtX9ky0d4atus58F6KHiyV4Tt/nCvUAg9657mhV8SRg6HGHdWSrJEieVBYxlG47YbrTYgRLUPaY4vsdIkoa1MRqC4TA8q4wH/GCgFCXuA6cDrsFUiTUbOsm1jFPSLS2oO1g9v8AbYjwcmP+amowK/rLYCDUnyRkI/A4QWnUbChUudpB2BIHiLHS7gP6GJGNoCkhSQhJ4RBohx3sYXheEY2E5QUCxK3RnwZJBBXGPBNSRIcbyAObLFaEDNaZn4dIjIGUt4SYGbBLbovQFiEPI2ncElJDcqWeFuZypJXKMk02kWDjoJN8S2iVvDygbYZmvtw+mO8/p0ptldMwU0NlOU3UBQoWBxF9qOmc4DDSjqDvlDhOjNtHqgzMyw0CNLHCbd5aHNNOlkuIwwlRqI+7sy+TAy0lSI04bQllQIc7SpyJx0icErpVdFdpMqBhT6aQ58m6EXWgaOOxLEQJ7MT2fir335kXDqHHxbP5e9LR1f4H61RaZZKEdQMJBtCaEE6oZNANK2gGQdV8YmW0feR5k4jpgYb52k4wsnZw9u/Gu9BtFoRT9Ip3aGh/u+1xCTu7fu+aErV5aWGlpHKfWjJKIK3xp8W+GkZUIkPMREmkPBqAJN0Q47XTClpnvOhAa9CqUrWwtECtC8qEVqHqLYbgPpi+qA7acnS5tmS5C+0Zn3ZxfWJxaQf5gYP+oElDvSvcwCrNuuiRVf+HPkendQIwR+h7Mlw7gk8TotE6wFGi67hApNEBqjZzRGSgdz3YdU6sYDxwKipF6XMmfv+hLPRkPJ6TEHwgvEdFRndU/f3JQWXYfqH6OcRkUdXzNWJ5GuRpIwBCn3eKLmY7nFNFGDxWckpG5xvs/j6Yn23y6OBJmscGZ9pKiATxbjK3H53ROrieFu+AMOrg4N0/gsVu3knU7bfbC+sAKahaZ1fUaHa1eUEggjGMWL6tg+90jY/OhTtbjMFjrj6vpRdVknV4SCRIIMZoRd8UiENCJFv3o5pc1abMM7RWKGpzCltLfu8dQWrFORGLTXUdLK8eS3QZ89jfd4JoAEaT+dY7GbsP4N0lPZIM7eLmvvvQUDlcf8Vhv/D15xuWk/KLf7HnT18OfHn9mv/7hzO/zB9xl37G52lHiTvSdiLtJ+L8NfvTr/nsuOWzt3/GMn3I/dWf8cXVl/zt+B8Qjnw8V4JEpvxIqcKbzwtpUK7+9Z7tTnj8/37I4ZXwuFsIg7LsfkONbzjdfcny9g3HqNxulQ83B368PaKHzKuHHZvtwO2nV7TlOVfHT4CZFF8T5QEN/4mNbvmL5b/hXQn83+6+YNGZP/tg5jZX7n/9nNMx8tWPf8vj8A3X4x/xLD+nbI58Hu84fLjhdPMjPn5b+Oht4YsXhc93Sl0+5OX8FyzpHZ9vP2cXA3+RRk5N+LwIaa6EXz2StfHxjwtBRv7h9V8wxYG/evFLwssH3p5ecyoz/+t2y1x/xn/36R0/ffGGfzu+5h9Od3zyauJH9wc2f/0BD//xU17vEr/9SSIvlf2rmYcD/L/byOku8CZU9sfCn/zHB3a3Azc/ukPGxP32M6Y081X8FQ868au7gcdTJn3cOMXG9OzP2KQPefbVGz785QN/98k9//ajt/zo4ZYf/cMn7PQbXnDPKQd+e3XN63Hgn6/3bMPExz95zVw3vDpEwjLy4uEloS3fKWc/cCaEJ0TE/837f3fH9b1Kaf/9xefOfKT9uChwrIiCM1rH8y90hMHvubpvOZ9fb29NFP+dV2Avy9aXV9DplM581q4kPS4KISHiSM4QCDH7a17C6BVdGkhZk/dGoSP0IckqlhwxeqpeCPFEUU9gdOXn1c/zcFe5uPL+dw+2OuVU+5b3Xq7U5e/wz/dqNBi6rj8LvfjsZatXV6TuoIlYm2RPrHjrW6fZemL1ft8R2hpo2Zp0bj/Oa+Moc5VoQ0O1WYFpRQFqX/RzQq/TA6Fn9Mz6rLyPZaXn6GiJxplr92z4bGaDrktjAIwLY9b5b3qk2ZOJggXFAQ/W8OsyIxOCEFIjJOPZCwhJrTnWbbK9LlAlUkUs8dYRFyitdNldy0prQqAPcbYW2b5zdd3efataAOmGEl3ve22v1+pr53tfQLWaUQ9uPPuarR5icwez6xJZRfIJglHF2VL6eS6uL/ZT2mvnwKGtRc9Vhvy5y3dFF0+O9/dEd05cBp/cjz/Tnrj19pNVt3T0Re8mCf3lLjDucPfnQ1g/0xPOhrI0hyxoNIfaOyJUvO0b65o5A6cDl+JqL3eEnnRl6ituhWDpOSH1AfYxumwap2Zv+laMnqGJDzzu7aZiSA9DSbvj1GzopQbrNxWtZ5XUlborG+mUeR0d+QStqb6+7vx252y9F+XcSu8JEF1v/MLRc+vh8ndGWoUzlXlHK2nnem1ur84dH6aGzifvA7ifcnL/lxx68S//94ooYtVZyHmfPD18r1/qe8Vk169ZLq5dLz7Xe9jOFkLOz2i1Q5d60N8j5wT55X9dlg0ZbOjfEAMhRPvjMyFsHkT0Lojgr/euoP4Mz2GCzUTxZ+yF4dARxEEMzHBpv7sPsBo1zra16wpf4/XpPlmISx/n4s+Kiui+jiOTVM+NZqv/0R9euPj80+WVi+ep738PrM/nvUf9XyRuImLsOFsI1QYwhtoIVWE28sO4sFI/WrLTuhukYUU6aVS11ykCUUnbBVSZ2xatgVrsPSF1dLetQRBIocGgtK0T54gyKYa8mtUDWKgpUpvQFkVjJYQCsRh1R4nobD5LDdV4You3309qnUxzg9bIUdgM0WgKJyWNEHMjaLN6Io3UmnVlkIhJibtq0vw4QFLCWCkBysG4VJMPqK8YoompEVWR2Ai5f7/QZ+xIrEhyGpAaLcFSjaontAKz0o4VyY2wFaIaJKcEozaBRhissCFazMaJgTpCMxmKXhOXWUAiLUSqo5aNN11oLVJEKENDq3eKBEhhMXC/QlGYqyKh0YaF0CCUSPzOmn7fUx1M5H6odl+iJ0n6fmiufbrMC0I8769egMVsim2Yvo+6j8vZnvb9KnABdTcfci3kXV6rxwJ68dq6V63AwGoyBTq3/jqzCnAdRwyElJCYkZQI2VHqXa8FYIhIij6/UmnNE5IEtFhHtValUS2Zh6wuQe9m1LV437uMO21D9zdcZ/SOS/Wu7lXnv+/fdKdPwJNY3Z/s7t1Z1/Xne7GE3b9ZbXpb3/DEpjsXfD+Xuo+6Xk7vLuswyZ5Q+56H51itezE2a2ZsSnRqQFSgenIundfwXGjqHS+yxmO2PC4nglGLVnWkJla0ypxjju4/hGgVgKGaLjiamy9B0Bg8lmymGzxJGnIvwqX1OUq/RhFSsO4GK2IkEta9ps4BlnMipkjKAyEOZLVxpN7UScrZwACpEVMk1IBGqLoYxReeMBTzJ9GCxmSFME/cRschVAkQnDldDeUtav5oi+o1HbEMY+tANgOCBe+MPtM222M3DKGc47xY172vHq9Y+GIzB6JTxjaskyy4PNWI0bDiiXaxOTtysdd9DA5NMFCXVp501X67hHVBdbekubpwI68X+mg9Lv1VKyj0OJuLvWHugnDWi/65TlGzuspnPWlXdO6yUO2eX//9U99FUdbZfateaOe3yPkzBv3p/pN4MazP8wjeARGMMjAmYhJiGglptDlEsZgv1iKt+SijBoHoyWrvbniShnp6X+A6TN+/l8v3933bgSLn57R2H3j3nd3/5Sned5584O+lTlzfJxfumFysu8f4PZZffb6zrNAjj9WutAtb9oeObuOe3vqqm1b1fI51126klamg2XeuXXDv3dP7J+fbM2xrIf6JXHXZF97/0Goy+vdI16Gdtpx1HkvwQkdwsI344GqjeA3W5aW9iB5WXWTXGoxOWI2Ou3lnl61DOJsUen6h9Aun50v8n5z3ZN+HwkpJ23NR3l3XZ9wF7/COMZKS0ZGFmO2EtSLV/Dc0rHbZfJHLeMK/7yKf0rNPlzMkzit7+e/uHKxBB+fdc36uT5/99zkUlRNNZ5ZTYX5UridlnBvHcOR+c2CWZ+RwRZVrDnLFkB/ZbARaILSZVLc8m/ecdMO8CQYS0CPoDCUZZW4oNIWlCpRADokUAsdlC1Ok7u6oYeaUDiypMnOiLBVyYxgbeVtJOyXXQD4OxBxhEIIMDPMA0shZCaFQhgPSIpvTwCEMfJ22nCTwJ8MjITUaM0VhGWbKdmafYRsDjcZcCpMEpjxyTMohFk4bWHIgPo5sT9cgJw55IoTIbUhExChXa0OOSpDGcFOQkChzYgmZq2tlyAuH+o5JD5y2P+KoI2E7sR9PhHlmnguiC0M5IUelLpny8Zby8pphObE53VNFeZgiUw1MgzJM6qzJjaHMaFZaHqkSWGKi6EJtjbbYzL2mMMkWDTfcLPeEY+PIwqtx4sU7JdxnZzWotCCcMiyZHrzBPqNzYjoqqUGeN6Sav0vIfkgnxOoFe9LmXHk9GztXditSMuBNOqtuto1urftGPXHRnrR62v18HYnoRqQnFbsD25NMK5erIwhXn9ZpRfzclpS49JwDyODKsncMeCEhOAI5WjtYjFaVj8mUTo57QhhIORJiIKdsfIgyIjI4stQqs00NHWyI4kqrE6pKbQnVSi3eQrp0N6GrJ6/S9zXqjvBqYLvjbAZNCaiMZ4cZS/au59L+AKzrwk/CanQULg26fWd/cOHC2DW3zxdITxJKRxp3DsHq+cCePJT1DN91hMUNRbAAW5MVcwxQHxA12gcNDY26OkjIgJSMzgGq8W9bdB4gZKDAdDIAqw94NGc1QNjbd/mcCfV1b80SnCEWJDS7a43Gq94ChAJ5cTQ4FoyMhUaleeHEWooF2dl6Gic4yBDcjck2ZC5tCSkQdSLWxjgkUhTGEEkBwiBIrsSaCM0QS02glImynChVbFBeFNpgSCT1ZGuVagnmJToaQ2ybDj2RrB5zbt3pXBCZDaHdFMaM5uiyY22piheL1uB1Y0utjuBozcSlOOq4V/OiJygXc/aaGH90UJuFYciXANIIodl148kcn8dgPLQV9GTnDD6Pwp2/4AWhJqcfYH4V2oQ5c/EiSBYI1jLOEryjRdzJSv7HdJQEiMllau1EGkz3pOb6JWOj6kdfa9OWGhaTi2SDLGMcrNDZMrIkow7prfk94M4B6gAlE8RoR2QtfLEWCHRcWOdMwMrDqUvyroSNIbtStrWPExoWtFpnhAO30XaCeqAVpS22P2qtqEZatIFRsVS0KUW9c0BcxyyWuAnBZmY0fQNtdv1re0yl0Ypa/ojBgsx2gbLxQYnKYDLV3J7UXswd+pO0++x+ZbVnYbQpYUVctSlDi6zzPbQhBk9FxZFtWhyBei6UqBSTvaa0qhc28v3A5vsevYB/phyxCz87wdqDWdfVIqPpRZ3dMc/vxRbG+7rON6G7vGc6MUPn925CMASP6Xy8OwYvslhdodtnd/LFKBaCWEdcCIPt7WA0JDZs2hz0mJLZypTJeSDmTBoyISVSGgkhk7wTwuYEC00zTbe0Woi10GqkLkKrkZKg1QphMv70uqFKpVbrahG15Kku4t0r7hwU43n1ybHe8osnUvrWcTvZectXmhkLIiQMHjtYglX0vLpnwbt4uk4rpmq68xzwuK8k/Vn4A2znIOl3ixONFQ32nRQSF0cM6I+vaNFogPR+YcyJNATKXUGXR+pkMjZfD7SfbEnJEut6qOi7QkgT4+YtqQrj4xYKnA6NuK2k4QixUMI1rTbS4yuSLmyKElSYX+xZSOQUiDFBjEgJpPJAXu4Z3ja4a5SSmZcNx5dCeXGPcmLfGrHumI8fIjmwGSJ1aejDYlvvY+vM2TxeEYqwvCs0LcRNNXD+22fofeBmFOQTuAPuFEQnpM5c6cKtnKgaKBIIYyLdbigpMJ0iEhYk3yMBnl8XaAut3qENxuOOqhsOvmdudify5sjxYUdZEvFVRY+NePWIbGZumpI5cdyOnLa3bHRi006cysxhmWAbCM8TyAiHF8Qa2M+RQCVsvgZpLHKiAVmFpJH9diAGYfqqUo9K8pbwkgLzkBnyc5IK5diYf7Mw1mv29Zr5vnB6N5OujqTP7lhkYJErpML2oMSgHNtMjsrVGK158Q8eHazQYwND2XZ/VR32aN1Yvg+08yj3Kj3m0/qAW+kAl9SwIsCV70fr6hPe0ucAgSDVkaPJ9qF4klY6v7ROqC6mP+PWfFXMT9SeKFA1+zq4Ll6TO86dHYIPBo9mjwdBkhK3EJKQdkaLkzfqwxVvCHFHGAxg0vmA6nJFmQfqeGTJd9SlUFKkLQsFNYAJZk+RjLYGerROiXKFVNOR5n/aDDe1aeuYPYhmO3omulWkFVQLnU7VfDJLHlDMlzFUpoJztdPnz4XexTGeny/NMTf1nJhr7yUPexynzbofejwm50KRGecuRwoyf39zKkJNdh/tjeU59J2iE8QPIFwJsgR0jsShWaGvgSz2fLQtUBdkMX9l2W4RacQ0W1f6b+4gCHmfLAn/sSXIw2NDHsXohID0zRE9KdxewWaE60TbYOudFmiNcKqEwRL6NSp1DzKqodzVOOdFEjJsiE0YD0qICX35Et1ktvtMjJG2bEAT+zGQozDGHTEMDGlDjAMEtUewtRggD8IwWio+Am3ILHubKXMMJ+ppYfjygbIsnI4PVCkcX/og4Xc3UK3DtalSY6GWir6LMM/kzULOlSkEFlEbgTiaHyeHShIlhYqMERluLUzS2WKD2WzrnASJSr42+TiN7puGYBR5eUaksRy2lJqQjaKbyYp3x701S1yBxkZZJqSINSa26rJpMwmEyCZtiFHIGUJrSF540gn5LUfBZxU6Il068EtOaC8uaPByoAPYPJHY6VORwZHOFrf2fIowmRhHQ/5Xkvtu/dstyd0w/74xodpIWKd7U2ctcKDOOqj6MokaCmhCWnToUfcPB/dpF3cfTReHUExXu1+pwToax2RxyTiM5JQZx4GcE3mzJY8WRxCMHkirMtfGVCpxORGmhSJinXZUNE3mGzWXrV6kXguZiydQq4FLqiW81XMMFnabDVkphTsFl1rGITCZhnFqH/WchqH+Gy0YXUvvArNObEforQl2MbBGZ3/QuvrkK10fSsWQ+q3PSuuAVywP02QAHAT4nXGpv0etm2FVhmpdt7r6hQM9nacUiwmksGIiZUHFqDUF70LHEY1iRZTgzAHqnRJnSJKs+TuT/eS+rc1sQ33On896WPMGYkBREXzWQyB4N4UEKwhGn0kSelwsyRP7W0QikgxYlNkRyOcifG+daPZsarUYrNUTtT3SVGgaaHWh6NEhsC4vDmow99rssM1zOflj7ovWfO+YDfXbX0MIAxUMxJzIOTOMkXGbiTGT84bWlGVSSinUdjJazKa0JlQ17aDBuxx78bI/bhbz70W9NtG7R61Yeo4felRHZ3c/Uz55TsU6V4L5WN8hbZeHVOX21wc2aWK7bIn5GX//nx95+M09n938My+uXvHnrx55efeKLzaRr8fAHK4om2vetQe+jvf8cUnktwfmmwfe/Iu/5zQ/8Ce/fcdpGnh1/wktg3z2lnwF8vEVsUWGf9eQk/IZJ7iqcPUKNifqXGnHHfN+YLl6zuvbyturyh07/p6ZtP2QP7n5ETl8wy+nfyKeMi/fTcT2yFC+4qiRz8u/omoG7ngched/HNExczNP7JcTu9sviXvl9v45w9ufc/PRhnE/U78ZafPI/pRhbhyv3/LPL78itIFP9IaxJK7uH3i4esM3H3/JdXvOR8efsdOZN9vfkh4Sn/36x+ybUOWOJcKr8BWnnHi5e0kYb0m/fcX27sCnt++o2xN3z17yv3zwMe3tAz/+5sDwdeb+68T2g0L49A1Xbebnn++5OjVe3lUebyPPn91y2lXe/tkjaOT+f/tj5qUwfPUNEoXpp8+pWXn+oNycGlfyOa0tfHgf2Wjkza8+5/BG+Zvr/8T0i9/Qnm34II28nO54/qrxkN7y23QiDYVhN/NBqPyizJziLV/LL1CNpOlr8ikzPn5Aqt8NIvn+RQiBtTLY/14TJGZEzY08K65LlOBFaH5RrdaLv30YE/YxXRW/nt92Titd/O3X09u2V1T7+9dv13s2Brhx7YgEd8QdpdNR5L3yb9QSQozZEyojMQykFAkpMKaBnBIiG0RGdz4qTQu1Bis21MWTtd4OhjmG6sa6c7XblXo74JqMurjfJ6twQdsBrOit9bf+nu7J+INYa93iiY0eJ6xGx9G/69p3o60X53cZWJEbshqqyyqvekfBikT+PprQnUFZEzR4YcdlTM0R1E4VFDg/vwZSBC1+vdK7HjwosrYBLJj1zyJYO7uALF2b+3PydViHLHRLIRh3fucMlE55aIUId5wg2FAkEdYI3t+3ciEGc2JCMKqAoOZYpiCkGMhJvAjhXHs1EGukSrBWZhZ3asTkTZTofMUxBpNGdb9qRRY6siB2tDG+OXvrvtHhaEeCS4Ng6CfL7DU34n4/OB2NeheO4o6h+rTwrjoEXZFp/r2hy8x5/1sB4BIt4oUIkn9Hb3e1ZKJ4cKzNds15YP3ZYH+/oyfwvch2qco6v7z2nfL0vswRUytWIFagwR3RVS3KOeGiXvTrchXd+bUJVyvaQjTaEOrYdZM9Co0g0bVFswKRhI7E9kRl9RuIbUWkg/NYoii2Z5qjTzRYCzahGqIwDGjIxoAVQKuiZSGI8Y+2ZsWB1kyP09TQTzTTbb5rVUElutmwZIPU8NTxCz70rSdkifa86UkbvCuhS8u5Q0GbFTs1dsSnPX9DOnaEkJ5Nxvq4BaoY57MoobnMOZJoPb/6e9cPKtrKeU9xIao/+HhPjz9JxHyLHDvKZy1Q+Hefcz5ud3ux2Z/0+fq6Xb6wz+tnXXZdH6zdIWsR++LafJXXs3SEruviJyg674CI8aITYu2IuOiKiIG4IkXVZF8V8edj12kBeWhGnRary0b0Ie7BkwR9Jol3z0jfz30Ju82gU0Re3Jue71G6HFysHSuiuidS9enrFyb3cr1W/dKNva/geR9wFtDV5PfXOxDjwqP6ITInwC5CjrR3CV0aOtjwzirNgvneIReFsjNda1BGReZq6RGdiC0Ty0BbxJqG2kKLCkltbmBRQrIEf/Z9OI1b0yMSHZpiNlNqIdSFMAXiQagtUDWyaGMOhURjCCAtUsvOaAlbharEuWEzcJPRf5WBIDDXCa0NY9ATdE40yQzXgTQKTEopplcE0xEbbSziqNoYCDkhOaJDNjMVIoIyDg1tjTotxstcA0UjE4pKJeVGytURtkpaGkwNNhVaIZeZTY3UcaDIQGqV1DyZhHEaS47QMjptkAppUSRUZJwgNFo0SjmZDKASgw0MTTPIUb1r0ruDopi/Kolaj7TDgkhkYEOZC+0x0DYLOhrgonjHw7hUw1mclJiVtFFy+MMixhM07/vC12W6y+9ZJ7O2OZ59xzMiXi72au8w5ay0dPF/uz7s/k33SVfje4Ew7sXey+Fhsmo//1nW0/VxQetNBNwfSpYc8cHUwRh9jFYuB+IIaYCUB2LcEgabTWLGdKHGDSJX5nW3g7kNnYd/drBDp8SIvqaGz8CoqNwR6Icq5w5Wuz/12MjsoYGeaO3ifeFC16yGwNes/1wvHuOFv9znsj1BaPuzcHRnT7CsvucTm9ahqhd2Z5WV76/c1OXBQixFT9gc4dnNUrTzW1dB8NpMp6s4F/iluQ+RsouMWNPL5LQmISBZaDcYuOpdg4LPXTcdybHRNmo810XW+o0ENeq4qu4b2vk12wwDe5Ml5GwotiW/ojq9Yt7CMJAixBAoMqBe1B2TMIQNKYwMcUOKmRZsnkvnO8m5MQyNoGKc2TIickUIlZoTNU3weiY0o3UlqOPABE4DujRaLVB9poMEWBJMhTAE9z+jyVVqVgRMEKJ1VIWoEA1MdDmMuTZlxXAF922DoikYRHHwbdvjjmrxnYpRoOoi1uESFXKPSdSQyIvTg3XaTrXEfPJ5jiE6EjqsfbJ/QMbc11rf1702A971318okVW2zN2w7uGLX6Lrfiuec5ALb6TrNNtH4nuiz2HqAImwAj8vP+Ngmg6iEui+yhnH7+suPbY/026Lxzvmv3WKVyvmxpBIMTKkREqZzbBlyAPDZiSPAxoiKolaG6VUtFaKGBVrXawjzMYjCYSJlfXgcu/3f3rHgNDBIKZXus75HUT5+lTsBE8YITwHoN0urN+lF/5cfyp6dgG7bhADksja8XL+XvEYhxX46evoBXSj1b54npdde7/vWH/ddWTvLrzQWf1OVdA1Xu5Awf79DuLscx4vzrEuRfdJ14XvIIL+HC5+RaBT1IoDYmSNf8tTO+kfNDEMa/wqfhYRIbqMxmi5hxi9GNGLEJIJkq0w6/SvhLC60rUo1XVdKJWq5kOKBjT4/qcDMqvnpDCbU5vnHIL7+e+bwQ787Vk1l0fv8g4h2iwU74RIKZJzpFbzgZuqdW8HWbfieV0vfKB+Pf0JrywBF2t5+fv1LCa7a2iml3HFWZCenOp7HKHB7lDJoZJ3Ailyf6i8KjMvNid0e+S6PfDxPHIf4euIzWprO05aeCsLz9rC/dKY5cj91Sv0YWJ/bMhJ0NNAVSUltY7onaBLQF5Duld2L2fidmGOCzVap7ZMcNxG5jFw2BXGqwBL4DQnrtKW3XZLaYm72tiXwu0yE8tEmidK29DmWxaEGk8sURmvE4wwftEY5kJIbwmxkN5+SD7dkBVyVGSJtEMgHAQ5KYftwmk8stXMRnfscuJWGyFUjkNhUyGdNiRRxjiTo7BvW7ZVqGVmoVJkodAAo8lmTjDBGGZ0aCwpcxeuYQlsDwPhpCyzMkpDtkeGg5IehavFajWhBqaaSQlOV5UaI8t2C48zxy8mJCglX9NGIR8iWSJZJpATVyWTp8zbxyPl/pF3Nw+83T3wLAeuJTO0QiwTi86808qmFSTOXHHiZbvnria+KRmtQtMjqBA1k/S7SwzfuwghjqZBm/uVvfjQN0UfEHxWctYB0ZVZN9IXycf+eTV1atPggT6wqCOS1iELnhS82E5yoXDXSmKncegOw2qAWbWLXPy9KkN39kWEEAdEohUdJBLTQAiRcdgQU2I73JLT1hEAmXHckoeNK6RI0crSCrUslGWmlJllPlDrxCKF5kF9a9bWuiomUdRnL5wdm/dw3NoTvGcjaP81L2ach7FpUEPwasZQ2c7Le8F3bStqz0bVvL2OthAqAaVJovOA6+Vz176WzYwPXfWdBxE3FjMGLkPC8Tvlrc2WhLXO4EYv6qo+aU5EQiVEQ3eg2ZDRoaFk0BGRCYkHDP3h8zIkoSKUjgDQPnTgweXTEWCO/rUBbILE0YNA57vXxdoAmyKLI/nWxJu1LYlUQg0EtfY84x02Bx2EsNhgubixIaE5PhCDsKmBpIFdFNIobHcDKSfGIZNTJKk14Fdp1KDMhw3TozItkcjAwoLMR6o060dqjTovNrTqgt6gDzxGjU5CFTQ3S0C35rl4Q8tpBWbvEBmrIc0mxZAqB5O1HOmpbXyvi4sf9A4chbCgBBtgpkCcUSloixYwJpAY0PmMXFE17laZiwuuybaWgMRkUaA2RCdQK7qgQlh23ylvqzwhSNiYUW8zqgUhO4rTNU+0pJUFEyChWHAlCSQbCso5jVmRHRkJSggzBLHZEgRC8eRBrBAsyUSwgdydAqhhRQ2Janu4GcKx6YDo4n+8K0rEgmdVqNl0W8JaRoeN6zt7BsHfTtz5vjAEe0j+zDS6vt+gDDQttFZoLdHaYFQrS6O2Qi0zrSmlNNtKJ0VbJdQHtDWW2S8pWUZHFt/Ico22HTYrpHPqNySMhDScx/34vB1CXbsTRJ2TWqv7iueUeuey7rRQKIb0xKmjmtCLbOTZfqdyDlKrmkelzQKqlI1qvM87CjacUosjsVJ0nWvf/0MOrb1bD3cme4DjeMW1W+3Coe+dTG7v1HloQ+0oJpdN+lu0b5nzNQoXxbDh7JQDhIL6YHj1NmgNjT6s/CJ+8cDCz+/OOoJTIwSiRA9at4YSGvakPJKHLSFlnxFx8XcSUhIbvBlt3zcFrQt1ORl/9bxQa2GOJ1pdPGApVFVaD0JqpZYFJFCDFy2dWx4vFF52TiHqs2Q41wkQROPZ5+hJKQ2WxEPW59M7Nc/ui3VZyOVirf9WOmpyPXdHCuOBNkbbcY6Edf0OWRFwvQD+fY9G1nvD7cVGywHVwlKUuNkQh0y8ngi7mYdZOC6wmR65Pt2DbtHrK5pGlnnDUgtHTqS04frqJWwbdRjQZE2CUmA/3yCtMu8bGmF3yEiJ3Lcds0ZinglhgQnanFhSo1435s3EtD0R2sDw5cAwwm7XaFNmOTUojSXOMDc2J0VOSvrVAZKwDMXc0E8ORGnE44ZWE4fdkVNe2A9bcsggAyORGDIxLmyWRFwS84vI8kEkD41hMiQoL0DbiC4fgi7ocEdrgWX3KVqE+i7RamUYHmjDwtvtFTJEwqMQ3sB+O5N3C6erkTKOlLvIcWm0YyMXH47NgLJjuV4I40AoO1ppPB5ntATayYbRxmSJUpkDtQWO80ANyvR4j4SCHBpyFKJuERL7eeZmqMg1yMZmqky1IXkiDo+EVpG5cFDh8csbaiws+TXbU2A4ZkQDm8Nz0gDV8gx/+OjB85qfqfQ5KYr6zDgwqHQCPWGZ4kwP8J92ffUEW8bI/ita39kejubLanNe/zVQv0zGYAhXDeYHklhpoYIl6Ff/OzTzJyUhYTD/pdg+pvui4ch5AHVAcjSqOclGy5AjcQjk3UAaM9tnI3mX2IwfkvM1KVZSsC67xsJyDEyPkeWUOB4GljkY0n4SWpmRpaFLptE8ka5IyKaPo9q91K5/m69Zn4PTgUQLIosPHlZ7kDWf4yJ1PdYaKkfzX4PxWmufCVH9zc063pBsCSH3H7U7FM3/BCtyiFrXmarbkg4gQjCanh6GVnD+dJEzN/v3PUQhHE2v12FBk5JkIMyJFip1KqShEW8TYYAw2j2LBtrQ0K3Jm4YGGfLVbPOk3kCIwvBh7OyMVvx73CBAS4txz9+frNNzGGDIyC4gQyPWhXAsRnumjVYDy5TRXJFcaFEgKeSIxBFaoEajZU2pIkFou0DIkXRlvOPpdEVqlgCWGNhuNwybxLi5IqaBsUViiyQJVpzcQNwYpV2dIaZKzJWWB+p2RKeZq7eFBeHu4+fMZaIcK6EucIxmc5fF5i7FV9Qw0YZGpcHuiMTZ/MkSSM6gpEujxYIsATbmUxowUmlTITYhL0KL0PbNwxIbJj630ea0zGWNTyVB2ZiMRSmEpVGlsCyVTCL6QPgQhKQDkStL7LxNxH2FF4vLazIVU09IFMomQRHqYfde0u9bZMwLAUGSRzk+643exWgFUlkTlxZzWyjiOqht6SBFKzip2/gtPWZChdBzKc3ikRbM3xU1H0/02nwjZo/Xs+k2zm7cmk2VZj5hy5zp1jyGEUdNqyBs/X5s3VPAk8SJIIGcBmKM7DY7hpy52t+wGbfcXN2y3WzZ7kaGTaaK1d6meeE4LRxOM/pwZNZCmZPFK9E81aDek6GDr5fFJ40OAjQfUDSukeUKZBTs+lHUu867nrEn0hk52tmN6r6Y55pUFBsVi3UDqJ3TCgq9sHM62xPFil8CQiDjlEB0pLol5kNYPC/TiwF2V/jgesJl19e3H0G3Z1sI/e5ZU3faYyaPn+l0UgF09JjQGUlaXwuf46Cyfta6Khz81YHF2hlMPJ8nl8BYiz2kdh3dKcYMEBjCaNco52KWgfFsjp94XqKDfGM0qpeYgsuZ0RrlYUuMkSENpBDJ2WKIkDZIzOaCqzIvC8uymF86DZQC86zUMjFHaK1SdKFpo7ZonVHeSWRsLW3ND0XPj1iHd49pzvJm3R4OFg3WvRFlJIqBRqMoQRbaWvxTH2EpNDFqH9HmTN7J174DA7yD0+fAOvbAiifrdVwWi9zer7k5te4T1OMc1gKie0J/WOAujizCvwojeWx8/m++4e5lY/mfEuXzhL7+Gfr2j/lqHzj+WHgXt4Sw5dn4jBfLC54tr9kvM3ttvE2Ju/qCX735jHg8sS9fMQ4Tf/Hhb5FROF3dsqjyza++QObGz3Yfs9lkfjo8MIaJ/8fjx/zT45Y///yWj99teP3sG766uuOjVPmr28rm8xs2/3jD5zvhH6/eEHaJ/OxP2Q8HPh3+lkUab1rkOlf++08/55Dgr0fl7Q7Cj5SwwIv/58jt65FX/2rL9ExZrj+kba/gk0p4WSm7N0wPj9x985zHtzfc5Cs+Dh9R9FOW9kdsn4/8+M92fJ0D33zVuNeRvy5K0yOzfsFYBl5+fEtska/rPUtMfPbsp0S2/OSvheE480sNfBlAXlbCx/CLLzI3/7Rn+scRvigseaHeLnymR/7lq694OB55+/hIfbnj3Z9/zDSNzG+Urznxb+Mrtjry5/WaJVb+3R+Z/vv488ZQBzbzz4mqjNstsn3g1yXweB9oJaFhob36MeHuY3afvuHZB3dM13v++ad7lulIOgqP4QVfH17wNW941/6RUEaG/3zgMI7880fPuLpu/Gn6R3a1fqec/bBOiIskyNrO1p39FTUa1/d1bjNxI0BHxD855/noXHbvoxE6PcE6VNlfDyv0sydtWL+xn/xJAeLJ7YhvUK9Xq/QcECsHuzhSUyIxdkqJgZQyw7BhSFu2mw3jMDBu9gzj1oYXBmGuhbkWSllYYiTMAZpVZFs9V8bFk9bmwARXin2Zz/fV16uv/mVFdF0/3BhovxF/h3BOlKyUEuKroBdP9FzBN+S7V7lpdINiw3yit/aduSovA77LCNScpuYjDzoXcPmda3//MI5UWLVwb5PVft3+xd5Obvmd3gALlsRJIEb1gid1oaM+ztKpHVXhVF7qHJxnDsTmySdHvamCFKd/UaMu6UNbV0qB4AZYsVY+T772NXO0eqdpCqkRYiNIJSIkRiP5iUJOQh4iw5jYDiNDTGRRoihVKiU0YouwZFQTSxwsiA0zAjYkuBrH9uX+6MO8xI2udBmRYoHqBcIbn/GgtRqlUHRHruEObjEn25OGfYhiX9k1P7sm4pzOzQ21rpw59gTF0VsagsuCvU+0IKWxAn8aaPWCY3NEoxfnTPYi0jpi73seoaN+ekcMqzOxOrAGt15l0Py2PqSry479sQFr2Rwv75ppEs1R7gj6/j/xTgBHl5g+0DVHYAn1iqrfUwMp6o6dydrqRPbcaGwECSTn+hXff7Eni4K35QZzruKohKiWHFesYBJGap2thboFaovUVCnOZS5FrLA6V683C60VNESagX+tNTu5zLW+F0cI50THusQSMfLgbjeCr/ElXr0j1C/T8y5fetZd657rAUWnTRIr+HTZUI2WPOlFOu2Z6IiG4MWfhviweHpBD7Eh7pd66Yccq5IWDxj6PbsT2/eQPrVvHXXFGizVc/R5kVxaaxX+kpnNbmv7q2G1pWugE3rrsq9ul5f13CaXQfqZLr/bdYz0LiDjdY0hW0E/ZfsT7efLP2kwXvs+7K25jtYSiQI1WMAjpVCbyUpLhlKNyelYnBYsiM9x8aIRLGsnzbr0l49L1mUzUXkS7V6AGi67QlY90F/qC+46f1U9l1+k/lzje6+dbaiuz18vPtrtYL+W3/UDvusIOlszm1UnTb+05iY+EG+UeNuQNxVOlVAm0vxow3QHo3GSKdAUihwJAYawQXPjFGaaVFqwOQspDgRRTkOjRmX3GIlFmMvAg2Z2LAyxeSeFUAIsg7JcNepNQ+4S6SGQCOQhUppQmqK1UedKmJVYlaCN4XFBk7DEQIsQ9hNEReYBqY0lFchK9iIzEokkcsCGCy6R0Iyvn6uIsCBlIUaFrdNHqFHVVS8OqW595oOCzIRUIBVO4ZoWMttSCUsjjcowNso4UIdICw5kWGwmxWrvYkTjgMYRaVtamVmWyQc0eMJUo0liSbQWKGWghMYyL0iYyEUJVWg1EYBdLIxaaVcFDcHmZ7WGpGIF2KHBWFganI4ZTZXGiViidZO2QJKRiKCzdrr633/0Lgc1QI+u9szl+ImO6hVN89G0d0KsMYU+0VFC9q6s2c/hXZukiz3pfuH6edZiozS3yxLP3YqskAlXXdXRlv61rdseuzcJZ3tvfog6PeIFR3TsxYhE3m4YdgOb3Y5h2JOlkqXRZKFJYZaK1IZIpHgiJAzVABnJONXNh2BNLNABB1LOern7Jqux6GvuemWlPcJhyF33dHvX9fyCFXySf245//7J+VxXvWe/1mIQcB682ejzr/o1mOny1y5et1+efb7vfagSKtCUkBuaGmm0Yvgi7ruGYPNaBjF21q5nsxjVV8R8u6hIrlY7cyaUsAtogHISKILMTmO6LTQElgJTgd2I5mhzvINa3Kfeqaxqg1KbJaOqKNp96Sju8xh4BffpjBHEutfCYMX5eBiJNZt8hEDOI2kYSJsNaRhJixCrMEgiSyBtIO2hHO0yQyrEvKBjpu0SqgUqzBI47jPahDSMMAt6XFz3+aORCqEYvVFokI2PXVq0uUHqrnm1nSW1GaAogkbxTlrrZpDiALx8jvNUoVXzwaV4R6PrhOrnSLmDqwq1WcwUO9IYIUgEBqPcnCJhpxhbsCWzaQ3RxexfiGgQSkf7/4FD3KCfY6hVmllhSg4CtJjPKKDWnIRGi1OEdT+2Djjx71dM7IOar2qAOuxca2criA4GkJDe3RBWn8MflO2rddvJeW/6l/Qkq32r6VG7i7J6PAKeLLah5zEGo5/JgxUeNjuur67Yb/ds9wPjJrNoo9B4TIkmgdrgGBdqiF68Vfu79Q4C/zZVOsJetf/pTmf3rnVVOec8gPtCF13Sst6Buot/9pW699VjBZyjv/dtr+qwP2cKl10i6xJjM0Ab3rHjn5YLYKx2FP56Dw4cWWcc/CF5M79VXFbONDyrQfJ76Xma3iUY3vvTV07s9+oro4J1aLR11c733NbPnT9vcmahRz8vrF124v5xj5H6rljvU9Zn1ZfXOgqyJfR9vkJKBuYd80iM2WipQ2DcbEhpIOYrQhqN3giYpxPzPDFHZZLGMhtNr6BUss1hrYpRGRmQtunsotM8lrH4vS/DOWbq/+/y0/dJ3zsGFhP8vgSsC6mvpcucXGzNLsOr3HcbaH+vuChf2s6Ge5b+Hgd0mTjLw2U+do1D1sDm90na7x4BeBEz26HyzQcT+uk9/K83GNT+BikDh6uJsltYZEeQPWPccd1GSkscPTV8FOWxZt49PiPNE7EtDPmOF89+SxgiD+kjHpfG6eGROi/o+AEpDlxLZUvloWz5oj3j5/d7wtuBUwjcaeGzufKSyuYxsv1qx1e3M2/jkTFnrrhBZGIXXnOKEY3X5Ayf3DzykGHYCHGrpG0jtsDm1S2brxPzknkUQcYdkjewn5G9UObCxInDQ+M+Ra7ihr3sOXDLFF4QNpHdi8SwXBMOH1IU3qCILoz1kUBh3B+hJQ6HhSUErrc7xrbn6vWJ8BbKMzjsQEaIO9AvIvnrTHwVkXeJ9iJQt4FBDtxOR+r8wLv5HS0n5g92LO8S5evKsRW+Cieui6DHStlUvvrE7OrtV41wEgrPIATG3TcQ4W6GNzWwUZ9zN+2IUyJNB3IrlCzcX1sOPCxCYcPd/AELiuiO7Wng5euK3iiHcSQzEU935P+qg6m1n6wLupz31+rsW+KiBw6rgeiBwEWB4mxA+jlB9VwttU+aEmzuVBvSvm96oXMwa1e0njS3YWzhYoN78kiskNETI/0ejAbH+ISNAsKGLQWJNuchJOfYzOw21wx55PbqJdvNFbe3N+z2W66udmx3G6M4CcJxmjicJo7HiYf7A9N04IHCsvggulqRZXHQlzn3jZM5JNq7H8QTMM6n3ywpZgZSbKiL+sp3vjgxj1kvqJMMWXy0z2qxdXGe+NYDER+ciBdjVh23iogl1NVnAQRramI1elpRney7e+XcZaBhyv88JHDhu7ShMII0Wj16UtaeqeSBIIEmxn0rVb1jtDiK3BEJQdFUzKkoYf28gdMDUB31IIj68BTxpGOxJK2EbEGLt6C2CBqrOc51sBbsCmwajA0tihTrJmjqnLxJzWEfixmo6n9O5oSFMdv8uubDpvNoM0auMsMQ2D3LDJvI7fXIdkxcDwPbmMgbSIMyzYV5rhxS5D5vyQ8zWk5MWlmaoC0Sq6AFEtloqlo26pxmtGB9ap02Q6dps6GbhhhXNDpysHcxNDV10NKK5lCwuHQ2eWiSer7c26ITItV4V8XQA+Z4G0Jy0UgjGEWHYB0Pql5P6I6MWrKqiHFFaoPmQ6pEUTWZMI58vO3ens13ent0eVdUJtMLLToKWkGqJzN7l5Hrn9oMFdkdq1ixgdGj089kp6AZrC4V83lnNGw4oidzFQxt2HrrZkDLbMFza0aTFJQiiuiE6IzUQKjZilqpmVPfACIh7kwnJr8f348xiQXHaTaAZ7i1BHG0dvlhOxKHRJSttcDmDZIHSp2pdaHUhcWTY9PpSKmNaa60eaE+HNDaaNJoTWDe06oHlgqC8W9qPKE0UtdjZURbNFe4F5elWjvuoFAt8aia0DKAmrNqi3hy/WS0TVrLE9npNEza6R7oRUhLxvXuPcECJGp/b+cHPxeLtM9IECAacsi+2+2aeuHqBx293cP1b+fFDudCsC2JB9Bg1+edid3ptCsJ7sAWC6y6LdX+HvucrFGBFwPXFvVe4rGBj0pfG7fjaoGjRTHdfloCTeJI73ySAGEw6qU4+t9D9BkQG+KwIY87YsrkzWCzIjbZur02W/IwkodEzml9fnVZqPNMWQrzaWYpM+l4oCzG8VzLTG0QloWyNGoIhHn2YKI+7RYS8y9WykHVtRjb97auFgxbg4v26KdPuAezPLGdNj24ez+4/Ta9bwm5eHEid4ikBy6XgxY9oICLz8jT13+AqMkXpq/mW1gG2NbIoIHDoCx5YWyJfEhs7pT9m8qSBt7tnxPznjxsqIt1oCjKnh2hJcp0h9aG3D1CU+a3kVAVDRVJSrgVNMHSKrU2GI/EuFDIVDJc3aPhCA+QDqBXmfZiQ97AuJlIpVCXQhsi7SeJclSmLwpJK2k7GbL5RUJS4IotTYQDldIaZdihIZF0JpZCbJkgWzQvMM6kEhhKIO4yqiP7W+Fm6DIxUMfEsk/UU2U63dOkUIOQg3CTrIf09dWRpU4shyOtFjZfVoIm8rUiW+V4B8eDWFI/RpbjTFkmUiykcM9825hvK6UMjMsObcrd/EA8FsZ3ixUoxkqLwmGxtZTr2QrFX10TinAKNxBnNtsDeaxwWpBSiHIilcLpsTK3GYmNMSrl7ZG7qXIaG6cPClESV5KJx0Z6M5CKQG7IUBhfnBCN1MNIm8IflrHWfcrFdGyfN+PdWKuCEKcerNWKv/i+8GGUpsMugpiLgptEjyXq6L6+czY7gET7fnUVufq1croIzC8D996dEaCMnhB2WgmxmCJ44sGK19Bn3gijFR/GSEiJuLkijRs2+z3DLnNz+4LNfs+zZx+y292wBTaiVC1UrTzsTtzvjjw+bBAyMR4o7R2LQDl5B0jeImVByr2tQadP6fN52uzdBtGK6T48U0OzdWxWQDMYfzU94oX0tSirnmjzJArNbZkurAUNBJsdBciEeffB7VZ1dWT+84q87bSQ0qxzw8ElNDFqImmmJ1BWnvKecvkhg6nFZkLYbY3QYPG40AhCAzWId4dX4snAO7EG2Ck1A1nRFwplod1V63IaE5IDolu7v9pseXQ29+NotjJsbpDRKSFXjv8FKZHQNquPF7Igg6C5sZRA1MSgA1GE3CoqQsvJfLnHhjAwxA+JJDY1EMNC2t6RyOT9M2LOjGMgJ6OTy6USrjeEMZMkESUiQ6MNjfFauMb8eilKi4GWM2UbOb5MiCzE9MimwWZK1JPy9nFkifZ6qRPlmD2kOZGqUvcb2tVAuQvUk8BUiEu1SNGTa9IiOlZ0a6APJdBSo6SCRqVKNPmareudeVl9PBFo2bp2wnQPFFJIxFGgCqlZMbBJpaj5k5IjkkbYV2RulL1QN9k6dO9m3+4mg7zyZHfT9+z67x7qVBNFxDsEPMXr3ZKh+YB4aZSLWSeqkaAOUuqDphmAQmByH04srjcF5n5cA06YF3F0lL3NfujUQG3dl9bhqdJR6L73GUBH9xWb+2v9/P5RyVwWMGQFVI0m22FjSeGk5CTc7q7YbfZ88vHHXF9f8dGn19w827DdXDEOWw6nyuNUeXv3QHh3j5A4TdYJNJ0mtM5EG/DIsrJYJOti6L66d02tg5bpdDmGXPfsPB2cauA5Gy4emoJEWkh0MJwtqvnTSS9zS56YRzqiBqTSuyvwTomVBWIF6wmKFZKViKp38rlPtlIAdUpmHCDT7+d7hAkNi21o2eWoxx+WIzJ30Qd9O1hUuj4WwOnO1jVd/Vkrgts/g8cKfY1tzc6C6DZXHUy5MpJ410WfQejXZbbAYwM5FybWJH0QREYHJokXHxIhRi8+BMZhR4qZ3faKlAeu91cMw8j1zQ2bzYbt9YZhm11mIof7I4eHIw8Pd9y9e8PpOHP/cGApkTQt1DozzTO1KroUWmhEzaafiNgskk4NbGCu4L5BLwBIZwfxOSIwoC1TW2ApBVkgHsUACdFAefOyUEqllBO1FlpdaK1Rnb6ePtcWj/exHIT4DNY+i9WotOYVFGXXUvxZJM8XHhAygQ29w+qcfXXA0w8o6pec+fu//AviTeTq7wM3/1GoKjz7cePj8pZntTK/+Qnz331IfjGzfT7zOr7h1+FLZhGO/LfE5Q354X9meSfsfztyFbb8bPiIMCpvPt5RJHD3a+taCbvIsFX2MbBJkd988MfoCPHxLR/Ob6hx5u1D4boJP1VhqJU39423m1e8+cmJL15GPv808dM3d/zp3x4Yholf3iTGtOHD4YbXIfF/Piam4wxvf8vQCv/t/xIZS2L4TDh+FpH9lqiJw/45Ne65OXxOKw/8Mv+If775E/5lueW/yXva8IpZv2Henpj3/5Ff39/wunyIlkJa9nxUDvx8+pqmD5x4DgP86oNvWNjxZfgZLexo15ExHPjnv/o78vEdf7m84i905u2XP2F6c0utI78aj+TxHR+Mj+iPnqG/uKWEI38XEo9317x7tWOXr3j2j4mSD7z+0dfkJfB/uP+AetjyzcOedpp48auFLJWbx4lYI28G843yvflody9gGuD+zRtqfcWf/vgtn7x85Ff7wN9sAj96c8+PPs+EVghtjx4GmjQO4UP+PnzEs0HZ/axyPVT+h/aG0OBOP+X+e4B/f0ARwqvATkFy1p96jp1d1G1Q4yUaBg8C+mbwl6UbaDMQsibNz5Vb25Lnc9v3nX8v62882S5hNeTSq82rYThXhi+7JXpStCdQgtgsCFOQzvkWMylmhjQyDBu2mz377RW3N7dcXe+5vd2xv7IkDAKH44nh8UgOibZYEv6UMk0XS062M56330sf4r3+bNWGFRFwRuaek/xWgOjpElkTUk/dKYV10FJPyMoZ1NQTH3KxJmtCxekienZlRWJYhrkPvLFrL2tg0w17P70FOT3Q6AHNHzjEKbxUvX3NzmP8xhEJjSYFOVmCUEJ12+gcuUG9cKPmlDriXkRsHgGKNB+eLGM3N7buzZElvanBaZbM/zB0vbXV9sxqs4RkzyVqP4cn7UWNL1jVaBQayKwGQN96J4Qa8iWIDf6K20TcBPLWBh5tN4n9JnIzRPYpkfeQtsrpAKcDQKJooC2NU6zU1AhZrCO+y3O1Ak0Itu1blydv27fnbkW9MwIaX4Tmz9cDymayIZ1CoRnHcU+CrnSXrXqwKYbw6kspHUNiAeviqJDmzqLRGeu581BctzR8xoHSeZJx+ZJmAxl726h0Ryz9sKSwOq1Yd8BXpxcsGSE9WX1ZWDN9FnpiwPikjOveB9vjsqsooRUPGGyZm1wgI9SKj9Z8YffUiFZgs9MiWIFN2oBxXfUksRdwJEAYrRAWqidkHBsUxOqGzmEdQyTIQM4zMTTGTSKNIzntSWFLGEckZytAtMJSZuZlYp4TkpSlKJqUFibqNNNCo1KoFaJa8aVVMSRgE1QrNZiTa1yZoNXmUKhT8nXkkUTvyuj6sAVPPLl8AEbL5ENHVz2pntjSc8J+FaRLWXcPc+2wMnoObZ4s8Ve7OjXO1UAvyFm9dQ1xWMmff9DhQYsnhnRFGK0KxeRdoyd8zsk4PVsBVmV7qafF7evvzBK4zJhfBie4LemIKrcL0r/jbDP7fdvP0OeYmBBCiIJEm0EiKRBSNJ79lMyeJhtMHXMmpkDKkZQjwzgybPYMQ2YYsq2DNmopLGmgzAtCIpREa40QImWuIIGYjqAQUzJQQ3QksSPiVrTiet993/Rn3G3re8n9taPyXBjo6LrVo+lB2+pXNNdNF/5MD657ILc+M1vEdSh191tW1Livfe+AuJSxH0hZIg9WqCxXUIIiNRAValBOqVrn2JzYnBb2x4V3+8jdsCWnERkyRYxqMkggy4AUaPMErSKnGQrU1y5yuwYb00cheN+SKqRCyEqtW7Rl8nBPGmbCEoizUIYB2Q4EKSRdCAfjWdcttGeRqpX5aMlL3S2wFeS5zRNJU6Jp4KCZ1hotZlQSgZlYG0ENeSfjjOSFGDLJ55NoyAxb2EelaaO0SE0R2QaWVllkQmk2kDgG9huhBOXt3obaVl3QqZJeN1JR4o3CHqYHKIuS1WxxXRqlFUQLMRypY6PeNnS6Jj5eUZaZ6TQxLJXNqRowfddoMTA3pzAcinedRaRE2mljvs1mJkZLtCJqyetWaEugiMIoJIF6XJjuGvPLRt1XYqgMSchN2c5W/NOkyNhIt4vRh95vHdTxB6WMs8/ZddGlznLd0TvRavOt4cYwBOyG+zl87/Ri67qnggEhtO+bfvTkFGvxmFWHd+TI4N9xcc1ivk9QsSRtMB+u+xOWuFcHxYgnUzoNpxXAJAdCHol5YzZ0kxk3V2y311xd3XJ1dcM1RrxSmhXJYnhEJdCacHys1AYxP9KKzZvTGpx+yYEYco5zeiOJODiIdYBlWO+p0+AaZWlZY4CuE03PuL/a7aRy9mG1d9gpVph3ygiOrEnOFeylGL1HQRihGUVE676YNHdg/LsbEBpC98V7fHmO+i5t03cdGgzAQQnmlqJr158NhbXTtdaQVglFCSXagMyums9EnqkAAQAASURBVLdKOzbavVGG1hzNnSPZuK5WHJpazFcpZpdDto6Ztpys+8HpdKVFpOYVExeSolmpIVBrIGLUSTFCcrrjFj2ROBvNV4zXJCK5HYnaiHkihEoehZijURgGyKrkpjAE5MoAdEGS0X3GRsrCbgjoLHA03HcLgSlHTruMhImYD0gTNilSQuMwRGjVEry1Eo4RKsQ6WUPwkGkJyqNYUq+ATAra/bFgxaSIF6QAEZooNTVvkDGbFKtCUXTxmG+lPLOZPLKYPMdBLGnpybsalRbUOnKLIJKRlJEMsqm0QViSJbHjyYF4Ei0uefTYYtDVvfn9AmaxQfNuiISBF8W7fIIDVqr0DofuQRo/vZ2+uc6wVu5zB+k59l4PUVgpn3q3cD77ee5/KHiM1rdLp4IEm9M3wAoc7Oft7+3+Xu+MgM7QIOp0sk41l0IlR2EzjOw2e26ur3n+/IYPP9rx7IOR7XDDkPfcPRTyQ6FU5eG0ME2VnDIlZqJkmlTMwzF9evYtwzl4XDuvug98vtveXWLzvsT85r54egajXnYz9HMFxLoBuZwA4N/tus3sSUNZPPE/2Jr6NVpMIOjaoWDyZLHL5TkvH6jbPdUnr/5BcaPYemg+n0/dPxVdAbfSGTD899LjZZrJzwUq32SkujwEemdEL8yfOxz69/X4xN/rsqUd0LPKYb8rt+NrfNFP5/ZKZC1y9Vk1l8wjNlthIMeBYRjJeWC7vWaz2XB7+5ztbsvNi4HNVYI2gA7cbx55GA6kKGgtBDmyeBdq00wplVptTZbiBahg3dI4AEs9JtU13uI9/9xs5VrEI6CanFK9UqtQilgepInTE5e1+KCt0tRmuVhOAQcM9F6kC+WzFnK6HV8QFqzYFf0aKmc6V6N37HrGThXOugHhPDPm+x0tRl599DE83/Dylwduvlz44I9n5Hnhqh4Z20z5JjN985Jx847h2cJrPfEbeQM8R/kxsZ0Y5t/CqZDvYDu+4NkHz6mqfLkfOLXA3UkpkyK7SAo+Yj0Jd8+eM+0Tkr5mf3pFq3ccdieGh2dsT3uaNg6T8mU68J9vF+6fbbh7sUfvDrz86mvmG+H1s8itJD6TDV9p5v+zbCjtwE+nhZenhR/9ZmBP5N2fwrQPMGSCDpRhy5K2tFnRaeHNs1t+s/2Iv9jt+LSNvNXCu3ai5rfU/SveLZWv4zU7EV62gX058UfHA4WFN2HHMVa+ykemkHgotxD27MdGSzPtk28Yl1f8i7cnbqbGF/d77pdn/OYm8HYz80F6YJfeIbdXhE8GqmS+lsCcE8eaSNMIbwLleuHwwWvytOOnxxc8hh1/u2S0FK7fVsZQGOcCFA40TihhMts1J2g75RCOTHpif/0bfvzRa34dXvIVz3hRZvLDkRAaIQ2MJbI5NR7DFa/yx8hmZnnxml048mN9y9IS/6wvWb4HiOT7FyFWRd6T+D2Z7Ylb7UkLdXtxLhDQjUV/pU/v9Qs8v68XLi6Na08gwcq1uCpJr5pfJAz04nsNPd0DITMwIsYtLuvm9uS9/2jFh0AKg3HS5YEQE+OYyWlkv79ms9nz/OU1V1dX/OjHL3nx/JYPXt5we7u3oLc13r6745s3b3k7BJZ5Ak0cHgNaoyOqLiwGBeN6x5SXVloznrjm7VaKUWOoIy7MjnmSSmBtZ+7JNMGLE904+ZqFTqHUZxf0a1iX3R+3/yCdz9BRnNINMIZKRmBFdjjq9lJnu4NgMtGv8buCWCBOHhRmC/CinUurWGEhJufm9kstHiz6MEBpakhxIISBjrzTFQVsFWSDgvu1dsLjZElOzTZwsGPrtBnKBsGGyAVHW7eMHgcbnNOORs0y9FZ9l7VwRqGJFwYkCBqrDa/zQC4MgTgEUhzIEhljZJsCt/vE9S7z8dWWm82GzS4ybiKPj0ceH0+8vjdKCikjp2lHPRVyO6FLIbSZUBthAS2V0B6hKqFYENViMAOMY0acWktjL1RVW1+NaEu+D6vnBdxJ8pZhcaqHWBwFoobI0ezouHmwNdfm3SpuIosN5dTgiZMqUINTXqpRRiQ1mdMEsqDVHn6QCc/k27NhtHsJ5lzV+VKwv/uQagGPgSQcQV0N7YY6IlKSOc/BqcCaoDHRhsHo24LRMkh05yoavzTJ7l2LIa9q8OBdJ0umt87Bb9pPkqGjrBBX+hMiNEPFizQIB4JaHwnB9EsIC8TmmtrkvYXkPrQVj0LYe2FECKEw7LekMXG13zGOA7vNM8Zhx7DJpDFZEE9gWmaO88xpOvBwuON0Kjw8TJTTiVNQWlko04laGkyZVhXJAa1KXTZoq5SgaF0ovg6tBaMAw52/NnnsUa113x0yCdHiAe1PNAI70019mH11Bzmm1ZmE6kh0D8okIM35X6Pbgeqt8lGNIgEz2CjI0oMTT441607rQ7kljh74lAt79UMOb8EV66wB1iL0+XyVjsLtgaa06HqyI5G8VN/tbbtMpl8k51Yd7UFy59V9gqLqSCtcJ/Sz9M90+oIeXHnwKtna94kEIjGMxNipljIpBVIW0jgQh5FxMxJzYrPfMIwD11fX7HZ7NpuR7WYDWhCtLEthOi3M08zj44F5npEYWObZCl5zpC5HigSWbHOCYixoWwhpRqlWMw4YhVuLoM7J3HP+XbC0B5mG5DaQl/0s4aLAc7GG658+PLbTd0k9BwK+r8/dmcpa7aZZZ1UPKrAEp+K6rT9Dzom1s9/0/Q4VOO0DAWH72NgdGy2PHGKEe2V8hDHDmCoSJsqzI7LZMmy25GMivVF0H5APRrQI5ZQJtRGnBcmK7JSkwrBEaImyvWLJwhIOaCtsZCEFOMiWSqZmW9NaA6fHgV1T8qAc38LhTYNtI+8rYx3YzbccHuD09USdlLa/ogQ4pmcsAdrkBdapIa2xawM74C5DiY2bx5FNFdpHGb0OLPPIUiLbGyVtbQCrjIEYNuS4I84n0vGRysA87VmWhaNmllB4HE9IgrYZaCzIsRDKwlaMfmKuM/PSGBchqNL2J8gzekqwROLVDaRntDBxCBPSKnJXaLVR21tkWdgfj2SNjLcjFeE0J0pslO0JqTB+Y9zamhfIlf3+hKTC4+aGowibcCIthcM8shTlIJG5BlgswK2TUcvER9i/gxwrm3QiFKVdK1UHpnZNCIXx9TvQxJKSDe39g8d0llUF6LMHXN4vk9atgST3wQQwDvye7EOi7xVD42tXXD6vAA4u1+HCrwurD2Cf6x5cxzoq4jMq1sTXSk1ivzUUoa2TdDrI4MlLTWe8TrAkoQhI2hCGRBohbZRxN7LZbbnd/f9Z+7NnSZLszBP7HVU1M9/uEhGZEZlZG5YGGmhgOMNubk2K8G2e+DZ/J/8CkiIzQj5RZtDspmCAxp5VWblFRsRdfDMzXQ4fjqq5Z6FRmUUZK4mKjHvdzc3NVM/6fd+552Z7z09uXvLy5pYX3nPjPXNyTNnxdvWE798j8oHTdKQ4Tzda7ON6Q062Is2CNu1mix9znYXhKmjH1Si7sVEW+ZXa0MzZgCFSMzRteZg1Ys3m9PXLteaDB1dQV2elOXu+kuz82pgupaF22mcrNutjbbMOdMJQ3Rd5RA0NlbLikmMW28ytSPVjCyequHOVVA0moVg6T/GOvighA6k2XIKn+ECu+WRKSjybNEOXOnTO+GlGB3D3AfVKkQlNSjwVSFTNfvB9RlzGVfS0ydFBKAWfFA0zsc9LSuXE4Zr2txvwOIIriHrSvLZG1lDwwdEHY9K61Yx0HT4MeOfwfo2v+WnoA7Lr0CHg5i0hD7WxAWvvGUJvg1PF2NX9zuGy4jdKThAnGCi4MJNU2OQNafYcH8+UEWPdOk+ZtpTY2zg7jcwuULziJVvc7zLFK6VMaEowTEhvuS+lsz0+WzPaV138Ej1FYI6Cy9BPA+og3lsTOD8ppExwozVvokPLQBylukJb16UBd4ZgjfIR8vOExIibI+7o6CTA7FEdaoEwIx30nzlw2JyWH1hiUhuXvhUvXVdBI7aHliZXbTIsJqJJAGtikSNWLDeqVsctxeK6H2udxJp+rSKqmBRy3Zc4nPR1H0cMJGbSuLZrQrV1ByvK1/ck9TgRQsvF1WIKrWwKkWSF4iqR04VE8N6Kwf3A3f3H3N3c8dlP3/Dx63t+/sev+OiTG4JbEWTg3dsT79+eSFE47DPRRzpNzGq1DtVsM+a0WGyjrhZ1M202nM3uMdAXAqoTy5wCWIBsqmpscWwuZFOXsDkSDipqfAnr1JoLdu8G+/qSlmKu/aCCiRogsTbTRa5sYj13UbtfjhnzPz3KvHyGsKoxnV9qUxYx1kF5v+VYVEBo8oPty1cwylIe6+37Lu+8gKEKNVfVCqCiNZ3sPU5N+eDSeriWUKn1GoFF9ksMCLz4YurvCdBy0qpaok2aieqnvteTEHxrPNSw2TuHd57gB0IYGPoNw7Di9uaG9WbLJ5+84fbuhjc/WXP3osdpQPC8f/vEw9tn3r4LdD7wvNpTRBinHhXqPNaIuESngVIypLnOyFxRtOCKxQC5MVqKzQyUmkNJZYcjVR1BJ2PDXflRzd72kBdb3zmTSySm0WqD2WaNlIaTa/e6Fc1KBcKpLk+vNehs3ktr/AS+PysLA7FRmTfa6qetwQG2r36kL8VAsa9OK/phy6uXW26DMh2fePE88txv+CYU3PAe+ewD43pLmrZs8sAfx3vm1HOez9D1lJ/9PueQ+LBJPJYdvz5vuXHKH/3HgpfIL+M7pgDr9c8IHtbzW7b6ju/e7Xh+6EjHIy4+8a32lLDmT1c9n3nhb+62/OPLgf08cRjPlF937L50TOOZv918RRd29KfPOHUdvx4Szxr5WXxkYiZ1wkEC7156DqJ8d3ci9TN3357ZzT33r19TNmvgDWd5yR9+uOfNfuDFMfHunFi99Hz20Uum1YlzP3LePHG8/5I+fcTN6V8hsuPXdzOzKI/SMbvC/nGm6+BPXjzj3APfPX7LM5Hj7Ro3/Jzt/jXnkvl2/8Th9J6v05YP655jF9l9nHk9Fz76ZWEisteRW13zqVtxYM0/pBse3w786lcbBn/mvPmGVbfj3/3JK3wUum8mUjnz9U1iFIef/p5d8fx89fts/Cfs3YmxzHzdnXhaKe//4SX/4e9v2P7rn/B//r03rF9+oMR3lDhAXPGc3/N1+hV6+wmffbpi23mi7PiKFf9JekJxvN7fEn4QsPT/RxOiUb3MmlzpRy8DfBoCnPoaoSFwrbh2QUIsMJ5mmeTiEKnNh6URgbAgfC60i3qUZbtdXy21mMoVCl6uEAKLQb6qHzSpJldlmLz3JhURTBpiGEwDcXuz5uZ2zctXO15/fM+b1y949eKGlBIpJUIHqUykObLqPXHyBOdI1am6RntukhoULtK5bVCN1tijyjGpW+hYzUCZ9ExjdujVl7f7qFrpcU17erlF7Xlydb7vm6iGSrb7Wx3QQoGsqNy6DgBLkpZ/y9XJzEld2PQNzftbDn+VhIoYWkq4yPt8b63Un6nWJr2pFjotCFYU04ogs69d11JtqLTlLNkC2+I7u0TvwF3oeOTq9L2xJJZ4MXobgKYjwoy6zjRcXWNgOJCAaHUoggVWDtQXo6ZjztQFh+/EkgYXCE7ovLDuA7t14O5m4OV2xWbdsRo69l7onZJz5nxOzEOgWw90KvjTjM8gJS0yUK4UpIzGysg1yA1dRVTYipBcalCKBRGpFl2zNSHs7nqEhEikDXxsAbCUguSI0WF7K5i5bLllaprttrdLZ8+LXAdSN9mnApJdbfzUFeqLFemLDV7WksBlnKsBT7HCqNaBiSLVmecJ/aH1thwCpaI0fDb0YdW6FbGE1TlrZlKlcmhFRXHWHKuoX3GuDkM2SS+pg/MomdImHDYZtJKAiJaBhYKpaogrT9UTNq1qacO4szOEWxdxRfEp2+B0V3VoVUEDyoAiFGfsrlLtuMi22rsjzmXCaqBbr1ht1qyGjpvths1qy2od6FcBXA++t0FzU+Q0HfErT3+eUTkSg4c0k+OEc4mUCkkqYUSEYjWSmjCcTRVCMiWrNZwuT4CSTf9WU2UzVQSmiNg5VGuA7kB6CxSrxqfZO1dlxKAVtFqTwpq4lUFVKfB4MZZF8y++2ZSE6fjqwsKyge2RRSJPTAP8e2vodzqaP9Pq26r/bPMpWh2pNRqcsUekXPnCeh5tkifUJJ1yCXDl8ivzhwq5hao10Vpcd/W//6zG3Zgq1fhd+5Oa/Enbf9RZEK4zJF0IOB/wweG94LtA6HrTsO46+tWGYdWz2W652W7ZrFes12scCSmJOSZOfWIabfC8D565JNPEHmdACSFAUZzvjYnh+kViUVrMXpv9SNWjlsaWse+tNCiDay+uSQY1HqnBvLjv95uuUHn2/KpPcnVg4jITqT7rOpiS+jay1qyztixErLiqDXSgS9bZdIYXFNuPPFRsuKcg7I6JLirPW2HuA1IKQZXQF0IoSBfJ2wn6ga7vCAeHf4RSUbYaHSXZnpQUcV7xg62ZfmfyL4fhlhS8SVMoBDKdKIEOJyuoQ13LyVGmgJLxvqDPMD0q3UeFsrUC3ZB2TETi85GsjrJaIc4z+84QlcnQxzpP+KJsc8CLcOpBvbJJHZvoGVeBeCvoYyDPDtYJ/zLh1oKsBJcHQr6ld4HVnCmsiOmGmGe8KpPMxE4NWN57SjZwgcuZHk8WYSqJnAu+zjHRIUIfIWWIBbfewWZDynvmLPgSCScxqSc50ufIap4sGd+sIDnK0VNUyTLji+CPwSTn1wkJwt06IiHzNNxycr0p34RouHQnTBnmrDasVgWNSo5KNwn92dH5kS6YDS0rJWvHnNf4NNIdRlQ887DjWpf8v3jUGQJS43WtTbama22DiD2twduacFL91hI/opc9WBmTC4peOiChMteYqu5XGep7uqv3woKsX4JQQzTS5BavULB181UbKMveb7Z+mW3mWkBYMNaeM+ZjZ5iTMAS61cB6tWU37Hix2vHxZsfHXc99CJxTxxh7svMcSIxxpN845uTwQXABxGcjmInFFWZ2Cvha/HBW3GnxG42xJbU41xheS8G2NX7qd2nN6oVh1ZCVSmveSI3f8VrlCKM9tlTzsgqE0hY3Nb/QPs85axqVKutEtX2uSsC057XYsWTxkLQA+0f6UwWJVoBR5wzk4h3qPX6GLquBP1KhrKwJISoUdeRcyLPicsDPKzRmXBRKD2zF5CWnGUohT4omIUiog0kL4gu+Fk8XJr4qLhdylyh9tuVSADp8seKyw+a7OFFUHSX2OKe4UPAi9L2xBxmyAaxcj5cO5zbmS11H8A5ZBVgFXBlwuqbTQijKSjwrH+hlTcfaBr+uPEELXf0uU1ZCThSnlFJYl4EpKadjQKfWMBJKXtmcmTIStBDFVxZLtqckxpYomtAcUTfjhukC/igeSR0uCJ13oJ6SPRkl12ZfSD2lU+JmNCbak0BRgjtV5vMW0UCaLS50qjjNaJ1V5oKBT3JMzPvKNNNo0lUIWjwZY8jFOON66F5S+2zlB9NSJ20gcGtsGvhSKtyn1IacLrWFCnKUChwoFxR/q380fibt58XVQm+ua8le15QgtEm50ARjQt1HxnLSKokDlRGtGdUZoUdlVXN3k9xxtQFZ2vwC12yDyVcbiE7wvhCC0HdrhmHLdnvDbnfLi1f3vHpzz5ufvOH1T+9xucOpJ8ee+eTY72dW4UjvAl6zMRDU6gml1jVazG5STGZLzaZYoVWc2SaTDL3gxdu31wrUNLZAbUJUe9AS90WmGr/Y67qs63OszY0mPXQ1U8hiuFZ8T7bOS2f3sc7ss/meCdXKmMBVL9bmg1ysmOGKlMWn/ZZjscWNnb/4qNogryw9XXyqsa9aTUlr7UG1KY1UEObSfG51IGkXxkUu+8r2qtCYNrK8p/rHq+a/xaMG3LkgmNzlXNq+lS7fx3IEyw0vcyE6nO/puoG+G1itN2y3G+7v73j56p7PPt3x6uMBV5mL62CN1FKU08lW0WEcQYR5sjgj+D1gc+bIyRht6iiuw13JfskCFLL7KA3IJg1o3daj+bPS/GfxBgoQKD6hmhf2Q8pxqelpbZouw+nRxQ+3mInv1RUqU7v5VYEmIdyaYSLX11Xfe+U2bW3/cJP1+hAVbuaOzbTiZtez6xwf/VNi8wBPO8/TSlh3X7J68R2RnxHjhrvS8SJ5Thn2aSL5wPzyNfNN4vzZxPG85rsvB94clH/zy4RzyvH1M2Pn8f3vk4OjT//EkI5Mz5FDgTJNSD7xtN5wClv+tBfuPYzrFV/sduSQyTER9oX1gxDXM1/fPbDzjo/njgnPh75w0sir/MRZEh96YRLPfieMTni/nsg+8mo/c3OYCdsITnnv7jiJ503s+DmB8Tyyn2c2rxwvb7bMITCFxHE4EbbQPd2zmu+Z+sCHzSOT8zzKPSnBtB+5WY385Cdf4Nye795/zjkn3r34M8pwywcRfMk8n99yOHzDo7vhoaxI647TpuMmFvx3StHMWSOvVive7Domer4tKx6f17z7pzuGzVvCz/+Oj+4zv/cTWJ2BX0cOaeKX/cjJJ9zpK4YkfLb9Pe77O56dMhYoQQid8vjFjrfvAn/++if80R/+hMP2zPGjPeWslMPAeTrwMP+KbRA+fvmH9KxJaceDKv/BDWzU8e/HgU384djtRzchGgLge8wEEaMGIhhivqHuK6LmYnavih9LRPwbH3CpdmileLXC+iXRb8m3rybw+lxXiYhaQrEoTyx/uSVGb4m/uIYtpsrWGPJEfEWghGBNiH5N369ZrQZWq57tbsPubsfdqy33r1e8eD3w4uVAPDvSKJxPnsE5OtfC+hr8l4zmmVJm04fLyQa2ZrGBZWpFSjTX4tuVk27Uv/bvxSXUAEdh0Udsd11LNWwtoLf7YM6SJbAx7V2l1ClsVkexTr85s3YXq/6f9ixd7zZoievPac/BOrN2eebIDLHxA+bQ29KUbN3zOp7UCs8KJXsWiqIDdRNGO1d0rqiOTmoTJtb7Wq+vDjJWelDF5bpunSVlbuk6mBSAa8jXUjsPuaJTqya6lmjSTj5CqIVgqWgOVwxhnUyfV0JtRHgrKLvSIXgbzOZtvJVTQdwZ8YEwbAirwLDesd6suXux4+XdmpstbNcwPG4JoWeaTjy4PR02iFk0sciLdYoT8LnOIinOJBDEG7OjBLs3Wh1vk7kpGd868s5dEstSG2ZiBWCtCEZaAOmyIcIbS4cWbMgSUC71CAk10DZmhJRswTdWnG+SCKhY4R1BOktMLJmuFGoR8I3KH42ymKxZYYi9H+t+Lfg3A2FMmYZMtz0ZqwKXyWkRanAqxZKHOaDOk73YkPqW41ftszac0IozUJiwEW6Gum+SFJq9sSs0gbcAV1xAsqtzRxxOHW1w+2IDlnUdKNmkmoruUO9xoac4QbpYC+r1ecjKLIkMOOmtIDz0bLYdu03g9nbFdtvRhR0hbJmTMkdlf37mw75jfxxZhY7xfOLZRWIMnI+JFAsahJwU1xnKtwS1JTbWhNZFNGcSieILuWQLmB2WlLuOkhyuSHvcGDK+olIatlWrzjWGyIOCk2vKawvuFNGIaMQKUL6i4l1d+5XNUMxuUBLqeghWCJZmG0od2lkbclrp/ciOH0osfmj9LWmW1IJ4Q3SJJTOaGzqnFnPqCjDDeB3MWrHN8lG5BLr13DSbXGqCcXHS38/izADQqO+LvmtlSjTqd9WUs7koTk3yxjlj2gQxOabOm3xEF+ia/FLf0/UDm43NVXpxf8OL2x13mw13201NBhKnceLxeOZ4EkqZcRPMacCLEIcVDkhhhRQhuBH1GRdac/L6ulty9/0Aqc0BMUR1BolLkqwoOLvn2vxIa+74et+03bOawFYUrzbGXbmOW+w9i3Rlvcc0tPNSPK3+tzagpPphqY2OprL1Yw9x0N0oLsBUVoxOmDslVQS8K8Y+VAIureizJ5UOLTN5FjTPpFNB3xe8OHrfmerbjTEW4958ckodqp40TqiDPh8RP3GKxaQ8xshN9IaU9ZHzWJgmR3Rrjq4jryLDxyNhJcgcSFF4zpk5dGz7j1FNSDohOuPnMyShlB7xjtBtcEE5+wmHsuMO0Z64Sjx3BTfOuIfM2nX0N57ddsdm1bGKgeEU8P0Z7c9ktyL2L5Eh0O16ZHbkVbEB6dNILpnZRXIqDI+3dHkNm4HSKfluTZyEmL8ljiMbvSFoT+oLqSvk/khmIo8RzgnWAdYDMk/4UZAwoPe3jFl5mooxFyu6rS+9NejHAc0OP59wUpj2EQ0F9/FIv0oUycxB6YKjU8fkEoSCl55BBspwIm3PlE6YspByIcWBlWTu3MxMBn9GvRJXLyglkObtBWX/Lx1l1XZU3WIVoddmC4ghRqVcSYnQ9p63/V5RpFoHzIr2dV+1IosFEAszrcW4CzurIumX19X9pLDMSlh8p+09LVLzeouNRIxB23qLBtescYaTGn86Y8GFDtENUnpEVjg34KUnSKAPhVWfuO0DL7oVH60GPuo79hEOAZ6LYz17Bl+leWrMIeLtXpZSi1wC1CbLAmJIi13QVoisTRtZ/FPVUhdqIbcW/5qvbLoTCzOkAZZcLVzYbAgt62rXYi2iXRoXy/NeNMup2aVYPFfnxcHKXpPUbJ1rKWiq/ffqx0LNN91/IVf8lw6BMti1lwJMBZ8jvvqPRDFmxOAxWvAEfgC3pvSCBCErnNU0+PEVtbo3n1zSGs0Fvz5ZYRwDZbkpwVTI6wn1hSI9RR2zdiQVPMVEHr2jOEfR3myVKl0E5yH1tWhdF6lMxogMvhba+4IviuQOxGSGXMDY17PSlw4vA65fgR8YusLaFbb9ivVmw6pfs+rXhN58risdLg7MfsT3T8xByWtIs3B69Kj3aG9FLokBJxB620OTYAKl3pHxxGltYzLiHk+kdJkyZLzrkNxRRMg19lcM9DHVEEOKAYU8BSlKkQRZWb+zjO9YrDmSqwRdV8FaOTQUvcVevtUbIuRTRkKhv1fIikQQMlEni82DWtNBHc4VyjmZLUjlB9PSi61qbIY6O0tTK3HXFzYtiEhTEzBwTMuFKygOZ3ui7R2qrRGhVMqvNEZSafURy5lMB6LufwxVbXHwTEP+52rvhFDNcax1hIyqI0mHwZJaw9HbfZE6bleyIdT9Bh/6OqtrYLNZs7tZc3e/5f7ljpubLdv1hjL3aAw4mQxAlic0PVLSmZykAo4ipGiNqtJmFhTQI7LMw4TCbDmg1iHlJRsYTqN9P1EDmi1gjwpC0J6ivTUeZKpPzOISZzq0VNgNeiVl256b3YdWyK3SV2oAu1ZfKUuzthb/m6QPBWUGSfW+XgNES93jUusiw2+GoP/scIstLouNA2jSrZembqrPvNa+uCDiTXbpigmxfNW2Wi/1PGDJA5pEV2tKtO/e9sDSSGh5v7Y0QylUUGHLdTWY22rsniJ15Eetb+VkmU8t4rf3mgVSmxwmmVUobDplt+653e2sYevgdF5xOq/YnEfWT8I5CcNgALjQWbnDdQZg8/VW5myNL5yHkhE3Y/WyUNdBqL7TZpdoY+tUcBUVLOyK2SqkoGVEJUKZbcuqVmUTV31ozbNqg2uZayv1Z9LWXzNEFRJ1BX6Q7y/Vmvp5YF3fZ/NH21qx/Leu+N8hNbVoo2PAMcav0PlEXg24u459L3wb4MV+TTndcx9ecBdeMu0iX95OdE97hrcfSKvM/s5ApZ+NjkM+kbd/zRaYdgLqeJ1fc44rDnrPg2b+gYlbeeT9+j9zki0fHwvD+SNubu7Z325Ij8KXIzw97cnyDfenxH2IbO4GbnbKcbPlw93P4fyC7YeP6D/M+O8e6Ablp592HFzPQ1Qm73l4sWMd4M133+HzzNHfcr7r+dlPj+xeOlYf1sRTx7vtPR+GwGYSbmLh03nmD/4p8tWnGz7/6Z+Q1wPhbkMfArvD3/BRnPk304EPFP6ie0/MiZv3R9aryOlnB5xXdvs/po/CTw4nfH5mU05MLvHS3/PSveQuHzlPE2m1JocV0/Mzf3M8sHNnXgcl3BXerRL745HydkRyJHx0gvWJ/a0gG+UfeeQmRD57LXSx4yU961zYdhEvhcfDr3iWD8ShI3kHvbLZ9cgfDOx+3pG2Z77+7mtCKvTlI46h53nXU7obPuITVuWOzVfKeB75u3dHGCJ/8nrPynV095/W5uhvP358E0LagMjaJW0d2TpgthWnl2E1VHTOwoxohlhbJQlaArLslxbMtiI6i320oxlcf/3uq/PVIok2XbTm+LnUVZYz109sxYklufcVtewRb8NynPf4biB0K/q+YxgCq/WKzXbD9n7FzcuB25c9ty86Yg+zV9aDp3OmvWuo/OooSzHHW9LihKtvtU5/cZeCUUUMqDY5q4YUuxRQjILXpDTgugmxGLnlHlohy2iP1flKpmmXNmfWRvKYw6q09aZBu9BJu/opBdNvD/X37TnWZEbbOVuTQjGk3A9YQ28IT0lSDahUI1p1WEugqF+K2yrRdPWLolkXBrAh+Ccz0hXFT65rQ0wiSdJUk6bKkknFECtVU9mFmlgVtXWVMER+wDSYS0N8ZZsw7Yz+uVA4VWBWm03Q6wXtj0N0qBrVlvQ0R2FF4ozrNoQ+0K/WDKsbdrdb7l4M3O0yu41RUDWveX7K9HIwfEvxtgek9g46c2IuewPcN6kjFUNCzxbIS0q2x6s8jWtBn7c5G64msJJqAVNsj0tD/9TigAW59ZlrsWCmBnNSdRdRTFoLbzq+nd1jlzJSqvQTYsm3t6YE2Rkyx7UM5sqBO0FC1aAtJptQsrMEPl8Cph86luIqLckOS7GCFC1Yas21UM1fTSBEM8SEeio2rOB9vUalrp+69CtrqOhsyUMd2GyFb6nSzQ5jRyS8q2ibUhkQFSEl3oLFIlprngJ1cJ2WzgLyssbhKQR7hgHwFdm/FDYEkR4nHaHrCH1gtQ5stoG7u47bmxXrbsequycXIRXH07FnGDKb4UROhVPv0HxmmgWVkTgXUjGUofpSx4Ok2nDtDUUN1gTQQnZquuOlgJcl6LNZCKUWrawAv8yAqD6nJYRmtppfMCmtXNwlsBY1yTTNKCt7vrmuDpdrobnJS1TpCl/QUBt3WSs4vtlSSzTs/N6k334os/hnh/kjrVH8EoYurCCPllocdyCV0m5Iz+Zbm8+wczlcvTepel539XHNF0MVZGbxzwstsL22edpKb+fycYutgtqIM98uki9zX8Qtg9pcRQobu9ATvKfzjq7r6PrO5JfWa252G+7vtny03fJqt61os8zz6WTr3BXOcweuMIwdokrf91AKk+9RX+yzsg29K5UdZ1KO15H7BXHUEEoirRFwKXRa+FKLBmr70goocqkH1idov79KGKu/bbEF1V8bWheWhlPzm23eSPtxqcCDhtRrLIv6ECx3+fHrTQS6jeIHYX/sicWTwhH1ESnVTkmVQSgDoXQ4LagmclRyVsoE+qjIyjPcOKR3lE2gZCGfLP7LTqxmfIhApuvOuDBzSELKjtuSGSThdcb5SJkKcXbksGb0O8rwQDfsCRpwsScn4VQyMLDq7hE9EzhaMSONFHWcY0BDwN8PiFdGJpwoH7Gl1xWP/ZFJI5s50qfI8MIjm47VamPozrGwfVbSbk/qnynuNTF8SrcSultBkjUh8gn8N4GCEuNEmZXusDUfcBsoQRlvdtApx8cvyfORm/KaNfccVo/k/kxkJFPQKHDAWGbDGpkEeU5w26Ov1szjzMPpmZALt2SLFbQzGbapR7PixyNCYi6JHMDdTISQya7YzEkvhFwZZFLw6ul0RezOuPVM9hCLDVVNuWPwsOtgdpnoJmIInIdbcgrkeWPF+t9yqA62FyTV2M3XWF4ve2pZ4JcSTYsTtEohqHTGamya2BJBj9TgoS7ouqesws7CZMOYUQsAZ7FjsMgtuRqbNbvZ0MOu+n7pL2ai/e2qJKA4UG/NcN9bw1VXoD0i9u/Gpu6C0neZTfDchoEX/cDLocO7jEhmOwtDcHTOcPFOKmNSPFKGygoY65avDA/FYk45m8+SUCPkOpttQVhWplQtVC7+rYFOJBvrWKHJorTB4lqTJht4LRjwSC1GWXKv1tivgY22EuLVfSsZKbEimXuLg0pjSFRpTyrzuflyH+pntCb7jzhErHAuoEdFIzakuSTwM8Un0rAhDx2SZ4v7vUmuahCT0EiZXBsm4g1lzbGgeEpZgWR8f0ak4FXNVJ8z5ExaRWNMEFA8qQ5NXWvEkUjiSc7isqKdsRWS0UOTM/8UWiobbe5M45t3Wn1t9nbPgiBBkWSM704DgR4XOggdvbcmxLo3ScPtZs1mu6bD0YlH0gbSHaN7pnQnY672MJ2BvTMmSWc5guscDmdzlopJDmWU7KwYO5974iy4fLLs3xfoM871hNKTnFJcjVPE2SyIWiXwxXTLfZVVUkm4LAxHR0E5d0oJSiHQpEqceMQb2l8bO7kIToWcIGvBrQthp+gMTKCpkOdMcYHSGbo+ZGMzl9nslIvlKlf+Lx+XX7fif6wxYJvb4C32Ulu5IgltMj01UDD2LbURGBBXh0bXuFNq00LF9oDTkQWIhdAKoSpXMxYFVBPaZHdqvGbCOR3GlsByFCpSHU/WqhpQ5XNE+wVUYooC2RoS3uZ4+dDTdT2rVc9mM7C9WXFzu2GzWbEa1qTSk3JA6KxunyMl7yl5pBQxCd2czaYVA/tY7JUQjmb7CdVOR5aCdwVnSqkgISKLD5EKEKoNWdVaG2DGtVkzlRnXkOY10655Wl1/KJeRmY05YPUtKVOtb1XgEpVBXRnVShsEXIyVScK1xsFVjAzUeFJQ+eFcYWnwirAwdsGuaZF3KlxmHQ1LrG8g3HTlc1vRG7v2NpeHy+/tWdi/XJvbwFzPfVV3ail4zX2NJdEYv632UwGXRaxj2lgjVFdRsJ8p1jwrtdZT7Dott7AGu5dCIDO4whAKm1XPdrPGBWOhbW57Vsee1XNgWAvDGfoeYoTglRRq0xYxkQ21pmibn2i5Vm3WFLPFZWE9tPvTpJLtb2mxS7EnlcnWRJVYc0pHqblrYyRqaWyfS01iYTkvD03rs6f60wa8vm4CLS+oz99iETQhnGmxTnt9O9fvkpkKQoenxzOnt6T4Adf/HHErjk75IEoYV3QPhTDccD/c8s36zHe9cp8Su4cHjreO023PkOHj2bHiyPPqc9YqzJstPu14WT7hlHd80BvOjHzJzKMc2K8+p7iB+/KSV+M9Ptyw3azIz8LbJBwP31Lyr7kZO34WOm67yEcr5VfbNV/df4J/f8v49T28f2L1l3u6W8ebuxcMzsPeEfuO508/ooTCL754yzBG/mEXGNcdv3h9Zve64McM44oP2zued4H1LGxj4dX7iZ++P/J8t2Vev6aEARc29Lxj/fSPfPQMf/KV58sy81fyiC8Tm6dnuqkwzor4DZvjn7Gbez47/U/08p6v9B1nSbyWf8vGfcLr8ks0fuCBgb3f8OXpA19/+8gfDoGfDR2pU55y5jRO6OOM9CfCiw/oWjltBV3Dl3Lg3ifevHD4uePmsGaV4YU3n/Xl8zecM8ir14hukR5W647w8UAZevI88e7hzAsvrMM92QuHHrzbcJ+VLm9Zf6ccnia++Mc9d7sz/zZ8R79ZU17dGMjjB47fQY6pFmJrMadtHGnOoEGbr4v9Nfi93hDmLS+oj+uOH1UfbfnNMjugydg0l5Trq9rP/OV9CssgPGkabva79nlStcWdVJkUkSqx4nC+2PCNii4yTUTBeXDevp/ZEyVrYZpmTqeR/VNHV2B+Hon7kcN3T5weDoxPB+bDifl0Zp5H5jjZkJyYKdn+5BxN/7KUOrgm0Wh+S3ECWRIHbc6i3o2mJGHJmL8YKZWaUMjFYJX6LBe6l6F/l7sjl2aSfdFLU2Qpgoirz2Cyp6AVtaSZSyOpNgygBmk1oOfyvH7b4dqciXa6UFFxC2LfQoiGEDNpFWusiIx2zdm+twu9FXarbnArFrXloxXxbrz36hxU0VyHHpblBrcGuX1+lcoQcab1D1akVAsQ7L7bNWiXEGfFV2NIVKRfMe1ai+ytCaVZ0MmcTz4nkovkMZFXiTKPlJhI0TFHzzRlprEwxZlZJ5IkcLOh1VwNlIuvNdWI5oJp5NTn7bABl032KEtNanVxuMVVGuxyD9o+bqwWqXI2tYkmamgdsCRYbLAizgqrFyQA1rCRi4VQCTVYq3u3UBkozt6v2BpVwZXe3u8jWhwluXoNnT03ma3Y7huN8oePat7skFgTggtCSXwA7+osiGDIjZpfWCBQn2XC9qjL9k93QpyQnau1GK2sqCof0BoHLRjWVNUMKoVSbbi0Kw7nLECSmsg5UUoQkvO44pAcLPHoV4gLFnx5wYXe2BteK2q9NjP8YPrJzlGkkBAsbbZkEw0EBjbecztoZSEEtm5HcMq62xM1czh6Sh4Zp54sSpgNcZmSNaJyziSiyZcwUHIhHaHEiOY69Nx15krKTCm1CSWKc1Klq634brbIkhmXJ2satn27BHx1vS5wcWvqSksGHVy6QthDzK6iZq2wo64ip1K05E5r408GEMFV5IprfsdfJUe/y7FQbq/9ZUXUI/VZad1bUvdV9XdcCj9tQOslALUka0HeNIO6IPXqGlho3hcm0EVj3S/rfylmtZqdNMSUxxrTLdl2VywJWy9OqiyTd5UZUXBdJnRK6IVh6FivBm43HS+3gY9uPK9vHLkIuQjQcZg75hzwwbRkrWDn8N7hg0c604o38IBrUswLE8JiglbgKotvM/vf1lBLHr0lbVU6SduzqPd9qf3nmlg1bn9jgLV/Xhc624/qz9vTasUEbSyIagdEDIElUuVK6hwc9Vexwe+y3FTg1EN0rHyh3xgi3Ah+K9QF1Dliff7FObTzrAdB1j2yHSi3E+XVMxIcebABof24JmdlZqJQyN4KvGs6G4J93hJLDw/P+DiT7s4wKKvjhCsJV3o67fBZ8TISEWa/sTkc2VB9uj0Y0zD2BEYCZ2P6DRuSdpz1Dg1C7Gf8oKy3W7z3pHlHKSvWGlmjhHmLLx1rv2boe0MFT57YCYeXinf3hHwHbqBszuQBohckz6znPaB0dxs0R/o8krtMejNaPDeabvzw0OMnRx7vSXlgGpQUDsQZ8rm3Il1XcF2H3AR07Qw00XukX1FCZOY9xcF6EEIRur7Kh3kQLUg/gkJeWcGqFGvo+80a6QPnk5IjTDrjQiTMgV0a6AfBDyNBIMgKFwU5i8UwvRA7x34IpFmYH5XiI2GXCK5jsx34IV/aNKWbDWp+SqXJtzW5iB7TV66ghUWap1R/WoyxJsHsH4kmS4E2xkNrol5JnbU4U66ad1Q0rbQ9Jgu41CrJFSlYMHlN1+IgKy80mU+hoGrIZVfnTegirVAlkkpGs+k/l6zEGeZJOafIIY88RcWTeU7Kcyw8T4nTOTNNhTQX8lwo0RiD2uZpuGqHigFtKjizDmCusVezB5X5Z/bKGF2LvSqCNXQaIMhARKoOcvMVNd5pNM7adNVWzNLmN5rERtW1dzVPkerLNdTnUUvpWotgIuA78+NSEVi1kGMG+5LryY+M2y6Lz+JE6Yv1p06GunUh40IxwMMZ1HnUdxQpVrSJIHNtjkhEO0cZgi3VM+AK0kdEFD97KzxWQFTuBVVPiR2aC9oJ9EoXMy4rLjvKVFlazuGyM5k2EsJYY1oB6TFgScGHGec6sndo8JSup/MdL4MV1Rri2YUOcR3DrAynTL92hD6wvXdst4679ZZdv2G12bHa3rAWx1aEKTpOYSSPkRAdOQnuoOhcOOeZmUTwPb2HICcKBavwJ0PGB5MEzUVxwST2YmX2IwXvQdSGRLMCv3ZoKjDb3IM0+hqWOAoJ0/sX0AEBSleR0YPh0ULOxoYlU0RhjMYCcR0N0CNOkfWMW2XUOWaE4DK9zxQvlN5ZsTmPQECDQzslDg5XwM3hYhP+hUOXWoTFUXUi3JKmFhWK2Aw3iz07RE1m0HJrqaTy2sSs9sJyb2PXapN6UscChlJB6BHs/Ms+lcZcbMDMcgkLa567AETq/pIGdsAtrIxS82gnNneOVqRu2nJuQN2qslvt83LxTFPgdPQcPmRCOTOdJuIoPL594vnDgcPTkdPzyHiaiPNEjDM5JwMzqK+SqrbTiw6oZlypbJFiXA8boVrnCXkw0NQKRap6pbVl7EtbTip6QKiMidrUsHvZ8jmrVbjmR2Soa+iC+rcZQm0Wg6s+pzEg6vkWwIhW2ebrmHldfZ+thdJm1tVFJjpdajX/4tGK/60OU4EwzCzFZTtZje2rUkX7jerF39HZ92q/qt+hLJ0X8wlaZ5lQ18YlD/heUMvFj1f/jtrabX5eWkxcjWhlJGsFjaoIORsjJzvz1SFbDpGSNejnydis53PEu8T++UTfBd5/92A2uVPolHePRx6PE4cpM2VPLL5KHrkKHHC17ldwjjrHo0otISaPTV/XmdWqREvdH275xvaDOt+yriWL4uuwaK1qBliNrFBrUcVsVJNWvwCqzSdqvWFLA7/FMEvTqD3otucrCHFhh15qVCbB3H5eswsRFqXeH30ouETxkW/XhclBmO5w+Q3/xgl/5oRv3AMfZM9Nv+fN9i8572a+vZtYPfVswy+Y8sjq6Ym70fPzOPDslWP3glX23OzuiLPwzcPnjKnn1ikuCJN+RMw9036LEvjCwbtN4ev+wLM/8YvO8XEvpPXA8/Yz+jjyk2kkiMeVFS+OiT89O8qcKPdP6Hom3t0x0fNeP2ZGef3xA3SZlynSRcc3808oRXm8/YS02/D504oPyfPqfs/6o0d2fc/PQ2L9UuluOz582PLXDz1Prz7ixYtPOMfM85R5Tmce04r33cj500eOMbPdR1brgvu31tDPayWVwq9uvmUaV3z+/meE50+4//nfM6z3fBdHxH1HvxsIwxvKTWGznvn49lOG8x+xXSeO20i3K2xdwe0S3c9H9hnW+ZZpguevPS86+NP9Nwgzf3l+RhQ+Gwa89zxMK6bUM+5WJA+x36E6sNofCE8TX3bCd+vCi7Tj7rzBdYFYPMd0JMU97tTjn7Zsto6PPn5PCInDPNJ7YHpp80TCF/zg+Dh+pybERfah1j3qMm20X2rAvvzn8v9XtZX6ppo4f48bpDQ0TO3Ncyl+WGIui11thrkdrWPZ3EOlGC9FB/kewNOMjqso+qZJ583nekNaWixrxS8b3Go/t2Sg0qyKMs8zp/PIwTn8XIiPR+LTicO7J04fDoxPR+LxyHw+Mc8jcZ6JMZNSoSQbbJqLDZ+zBkSpwa01IczHVqTtFXqpNSiun8VS/NFind1SC0JNg0qpBrCiLb/nSOoTa0M0tXbpl6F19fN8G25VE0cdgN6SsYamsIwF64RTv8cV1fVae/dfOFoTwpJRQbvenElDtxc16R6HIbqTIKVHsbkM9tXEaPJhZf/2QpuFYE2Lepk10TP0WU1eVa2YXVoACOoiehV0uCyGiK6FXVG1IiaeC0MoWFLWn1ENaOkxFUG7Bt+eUbYGiWZvj3HOqBpVOLtInjJlyuR5pEQhxRUxOuY5M02RKU1MTCSSDRCsTQipSGpyQdOMJrUmRDHnqk4vSLg5GE1ScqXB9xgjoQZuC+y5rqmSocyGJmsyCFVrXSuTpQ1XxduAqBJsbUul3Ys0WvOlmKDSks/K1iiX9al1/7salEOsqCiHJmtSaeoswAjnypColNofebQAfhnQ1RAcboXQ1UdrOuWSO1Q86lpToNRGiAUcxVmjrLgM3llRG1meCXOpxYKu9vwm298lsgxsxopwjlxRG1ZgEEItXBt6qPQVh5VtfoPJRHgjoXhrxpmkdrLrd7WB1g3GdnG5NiFYwvekimjA64q199z3SidCLx3b4AndhqEfGN3IMHimcaSbBkaBMGU0J/KckezIKTPpRC6KeKHkgswzpSi5cxUZaX806bL/1V2H/dYitX8m06KPE6oYWq6+yfbvVTJmMEJa6N2a07j2IkVTZ7rFLrIMDHa1mZYburQNXKu+w9msF1cmEKU4vWSkP/a4ql1DvaZm3FvuWBHyJrvXmgvt981TXBh9S5NBqkRVRSUvH9YkhRq6ptpkqbrCLYvQpcHQCla/edHVxlGHzyEXP1Qb+Q6PE2tCeFebEB4rwoaM7yH0jmEIrFc9t5uOF1dNiFhgTp5I4mHqGGNtQnhXE2dXzxmQbjCptNCYECw+ggV0ALIko3avKmkSy2qz2UGticXV8Mh2tIaDoE3zYLExzUe0xn5FLdAe6HIWpTbQLSlZZOWWZpchFkVMVg3M56ko6nPtnfx4u2bPXeDUIT6wGkboEz7bUL5TWDHrCiURNVHEEUXpQmA1dLi0Rbb3yM0TvDgQneOIIC7QDytSSsCJopnsIx5h5Y2B9/B+TRx73PtH3HwmrQZyD/1pRqaMDytCGOg1E3REvJD7DS4VdE4UF8mbyRLDuMLLhHdnvOvohjuiDki+pQQlDR9gXVi92hG6nnF/g8aOFxxZkSlPd2jecu97tl1gVGWeCnEjTBtlM+4YxhtKdyav9uQeUoBuHlnFB5Se7uaVoTyfH3BSyK/PSEyUzyN6gP5xppsCmXtmuWXc7UmrI+7QI/seuTGkZNetCd3A3GemLiGdx/UDJUxkPiCuZ93f4HF0VY7NtAUU6W0A6XwfKMHmcyCOsF5DFzg+wnxSpvWM7xKr85puWiGDabV7sSZESYI7OcpWyUMhdY7D2lNSJj6OiC8EZvzQs3l19xvzb/75IVpt5MJKsMUurkosLrbUWey1IHMNnasLGrDUc1HnZuX679b1r3tLmp3DJDuohRfVakvBZg4E8MkABFpjldqAs2JEMRZp9gaqCK3IlCqC9Bq8U2ox4sp4i8mHaGOQFmMOxajME5xj5JhHnuaClMQ+CfsMhzlxHjPTlElzIUWlJEWz2HVLi7203Zam9gnJGqVmQrQFzFdHQw3Dxd5XW+KqT1zmHtXGhBo639gIFpOhds3UwjFCZQ7X66D6y8p+F9Rku/Sqwa1Y7O49hFCvLdfUrz7H0JoQZpsbcvdHHzU2lb7ej8lTkhC8w/ceHQVmIa89pQPTpj8jUfETJokaMiV4ykrQSdBnMfmeVcQphDlALiSdKKKklTVu5dwZYGkAOiWURFccOQ2U3CFB8R58cvjZ411B/NliGmdgEqUDX/Ah4pwjB6EEh3Y9znfceGXwylEMxe1Ch6tNiHVJrDZC1we2dwPbF4E72XDr1vSbG/rtPTcCdyLs40TyRxIJfxJ8dLgHRXNmLDOJTPA96iG4QJFkeytHnAevxoLIxYAELmTmcyKWZFhxL0bqjcBGcGsHU4EUKdGjk+3f4swjpjKZv1UDd8RQJR0H642GbGsqh0TBwRyRuSB9D77D5EozbhWR24mYOmLqCJIJPpt0VOdwc8YdM4VCDD2lgzR4XBI69TUv+ZcPrXUQV2c+5KuIqPFibQ9Wm6Yr0I7CSCHjl0JEbQaAsRPEo9LxfXnNmu9XZQKp825cZV8YwrqgsrI9LdQ8vALGrmYQGrurxnPLjEJqPcGYKi0ibL+3IkgPrkfdgLphYXgpnqKOafKcT579h4SbR86HzHguPL57Zv9w4PB44nwYGU8j8zyRYjQQZimUOuPSGM9itQRNuHLGwETOZiBxtjqTq3NxdAv0lKq378m4lhWoohqBqYKGiuWjUO1SK+KazbNqlgFoLB+trP5aeA9MWIt5Y8C6VhdujYTKVraf1+KzlBpndohGhDPtVrc4uuWXPxS9NUCQtvkNjW0mk10nLW6/Ru03P1pBbar136Gugfagr/KjekWXHKIyg9ViXauhXRfKr4BPiz+ucWxbuy2mJiM62n3WbslZEEymCEcqJsmWc0LwpJwRScRpxGnmfJ5xrme/PxG8Y/PdQNYMg0APj09nno4zx6kwZUfMzuaGUVldrjEfjAXpGugAxYmjLPUEU7FgyTS/n2/Zd27xS2N2tH2qV8/L1phiKhyurGut6TJf1eKb9j57Lsu8rQUI1e5xvZfSrsvRAFN2vf6SfzQArOaaethzK79zYgriMsUn3q4zT17pHu/o0hv+287zZ87xf3Md/6Pr2Q3/wJvN53y4yfS3mWHzB2z8HzOm96wfn7nrPD87r3nqhYebF3Q+cLP9iGd/4tuv/4bJwR+5LUPY8MgrYr6nnNZQHF+4D8jmzJfdkb1LfBQcP++EvN7xvLun37/jp/PEGAJnHXhxnHhxEJ5XiS9fPEPvmP/slmm/4du/eoNn5uPXjww+cTPO5Lnn7+fPOOpAvvkU7tZ8/uwYnpQ/+LdPvPzsid3Y8TJF0r/ekX5vzYenju8eHVv9lBflD5D9kafTB/b5yNs8sO5HHl4+0x0Lu2fQVWH6E6u3lQ+Fccz8cvcdT27N6dv/FZ4N//5/c+b1T97y4e3IOI3cvnrDenvDbfeBjT/Q3XzKi/MfM98cON7uuQtPbOUdmxt4uZ14Pgb6b2/Yj570FLj3J/708Z94dhP/PRP0gT/+9Jad9/wqrXiMAh8puhLO/YZET79/Zng/8u1L4W984Q/TC/rzC1LuOWlPOr0lHR7pDmvCwyvWnxz46PZb1utMdpk8rymnT3Bp5GP5W3o3/+Aa+/FNCL20NMxR1SLi5QU1qW7diWaQdNmg7T3Q9E2vNoViSHS46hQ2im5zzOYmW3Lf/qs5mNalbluxufvFEVMlERbEVQ0jGpq+yjJJS0qq/AxabMBMyaQ0M8fA6XTEB+HhO4fOmTTM7PsT6flMOpz47v0jH94/8Ph84Hg8cz6PzONUmRCRmCOpJHKxmRDWgMi1GZFrx7Tq7FWKHLQO6DWS8wq5j7EallJHC0bavZb2TBpThJobXAX7WhPdmnRdTCDVANbkcvmZWxLBS0Gknb8irK702JcP/aEj22t9ZV6YpqUDV4dnpfYZ1dM1EFbTf2/PUmti2pI3Xdywyc/iDL1frBhkyVNLbisiriWBCwOjfRho1RfFWwOiZjaQZyuISw2mG1NiaZA19Oxk7i5ZQJtTh4iQxOO9I2ohpszxtKfzkXcfVlA6Nk+F1TDz8Djx8DjzeJw4ZseYHGkS8uTQKaCVcaOt4OVAq5yRZCzoVjGEnWQ0GBXRwCKlOrlWULDiWgFD4oIl807BGaJfXENeFCsoh/rcZgvXnW9NrrqXnV+eowGGa+DYtPcbocQ5xJuOtJYaTKIVFR/qGm4si2Y/pJqlmd8pl62NOGkzIbINeZZ6jcDC3jD0R0LrPTZEoEKwhCTnWM/hbS5INtkEcg1c6l4vbQ/rjKF1arNh2S6GZqiYGpqOqzGMHK5q36pXNFggJ1gQ6er8CLOOHs+NndLbvpHOW1OAjpwdcXI44Lye6Xzh+RTopDDojpUqgy9oBzFnVBOOkcEJq+BZD5ZEbuKKWQq6SmSX0VnILiMayDkTma1ftVqTXKBzgqQIKeFcrkmQGhqqNLuV6z7tsMJKvVfOEj/TvqzDoq/s/6IU4ajrrDYStTWMWiOi7g/x4FZcWGDFGmGLy6rFm4q6AkwWqclA/Y51Exo6dPGdjWZdC0/Ua1iKc7UIttjh5hdbUFrXvrSLERod/3Jx7bMqc2Oh00lNQml37+r66hwMzYt9ZUEAt8ayZ9Etl+6SzIpUdLGdXypLUSTg8QRxBBHCEmRnckkkjcSszKkwzxPTNDNPiRiNYZNTJudEKZGiM00bt0b0GDuwNkUWv9PuQfVZrjUcmoRVbSIsX//iGy/xxwIRqI0sWWqEFwp9++s3F0QtyC1JwwUtx3KVzWf6mqQnLsg7Xdz3Yud+7CHgBofrarFvKY8UcBEvzlCjPuCj0CXofE8/DHgX6IZIGIQu35CL49bVRj2F6ITVaosWpRuTNee6jPpIN9gAUbdxEHpmJ+RSkJ0SbhSXI5QzjGvcvKFzDlc8JRwp4YyI0MuGGHtOByV2DrnZErxnGDw5KzwfljhIVfFzocvF2BTq8alHirLeKGEb6ddi7FY/on5myIXhrKZGuB5wXhE3oChzUqPbDz1p8mw+ZDoKxVvTKzwmcpxJLlFWDt15tO9wx0RImaH0hBxMl3gDZaXQF3yXcV2mK4oUZw0cTTA73H5Hpx27vDIX2hVj1QVBnLKm4Irix4J4RxmKgeBPGQT6MiEh4UloEVJ3RDnio+AfGnJRCQ7CDopzpLM5+PNgDMi87RGfKOsR7xP9eKqowd+2xsKl0FELY7bOxfIIvd6HVzazSRwtFXYudlGo9vgaHMMCCtIWmy4atBYji6aLDa37xvL7Dis61B+IWGzZmhMtZJarvaih/mnnkRo/Wc5SyoiUQikbcnbMccJFz2k+E+bAu/MT9IWzH3jwPceonGLh7f6Rh/0H9qdHxngmzhM5RnJKVa4120Dl3BC8BhJRtfjHYqVcEZWG+FxIx42lvLDDm82gFs1MAqsiP+ycC1qoISyv84d6b6sUiT2+6guJV+dprJdamBEsRvb1YRet93Rl3yfEmqvUnCfLf8Fu/sChCvNo+Vwt2mWf0AEDOfgBHUzKyLkMaUa9pwSP5LYwjK2KgMsRwSFri0Wy2Iw47Rx4RaPFrk5dXQsDFKjKovhizSvxxlwTVYycnCEYoClLZXi7DnE9IXRmf1IPvkeGFeIHfPKE4tEcKN4jc12VmzW+X6FdTw4e1g63MbSvSx4XPJ6O3sHKz3gXyM5DVoIWnEJWqexXT1Zns4FSIaVMSdmawNEml0WBMgd0BqczXhSdZjQli9XcQCYbg1e8yVyVgp4zpDpjwxX8yvIjSodkwacKqCltL1YfusxpMd/nnanxx85TxBMGhwvG4NBka0eKQ5LgJgENywwbh8Ds7Pqdx/UW93X7Kv3SlR9REWkvsL3QythtZmabAdCAd1ThKar8ji6Syo2d4BHtbC9qm42gtqdkrnav7YTpchkCriUHi9xOiyFsb5vZtDixLAbZrl20yRS5emfMFl4iEA+YrJIQqim3+TCZiWk+cT55nj48mAkaTzyve87HM9M48+7tnvffHfjweGR/nDmNkylBpJmsBr4kz8bqouZBjXVe2VClWL7l6rBna1hQv6PJ3hiTquWigJhclz2dXO93RaEjtdEDjo6LIE61XWgFUhrwSpY7cpEZN1BIQZdZECZPLfVZ6PL/hVLnfzjqbMJmfxcG7OV5/UvHojqwPPaWg3YsKPylrtbAuQ0MBJXuXd+dL+do8efiKKi+kqUwvrA8pLYbtDbqpcma1rV27ceX+LXms/XZaAWVlprbSGsy1+dvLJFi+bIK83yk5MgYoBTleDhRkvB+3RHnSHHK0/MJWQnSC/vjyOE48vQ48fx05nB8Ypr2zHEkpRMpT1dquva/y/Wa8km5yn/aOlRtyg9gDJsKcrg4WLRJltOkgduztZVGbZG1tdTifKtX0u5W/Q93tYau1CfqfI/ru+6+9xnXOUCrbdZ1d90w+x2OXJQv3mdcKgwf73hzJ+T0Fl2f+Sfd8lgG3q/ObDaRL3vh2Xe8O8L7LzPd+cT5/luiOyEBYlnxLr3hVE4wn6EoeU70E/yb/SecXOHDVzPzVplvBbft+P1fw81JSesVuQsc05o0F74JMO/gVd7wf3la8fs5kteFMa55+jZToidPN5xyx3izxYeI1z3Sn1l98ohHWXGDy/AQe1KGsP2aW+D+fKTTNY/9jhQCN0/Cx25nuF03IadPCMdP2Dzs2b7bM5SvWOe3SEk8u4jzz7j+SNAzwzijqhxeCG4IrPzHuKx0hz1hVD5Vz41Xps1XFPV88/YD381HdseeAc9+2nNkxsvMII5T+YbT9sxTV3hU5dNuz3r3SCDRlx66wiTPlJNwUxxOlb/TV4w+snv1jA7C57c9ve+Iq0CXHefJk5JDoqNzGX+3wgX4yXCgSw/03ZrTzYafZ88vZs/n0fE3+ad0m56Hmy3PLzYw3AB7nP8CJwk3joRN4fizV4z9D8tp/g5MiGqUFxmVtuyr4Wtd94Ua3ai7LEZSaQPWDAXVhiVpO+GCiqqFyKUJUQMTqqZ/NRZuMdCVGbA4VXuPaC0HSNvQxnpo8hEmzZQqTav9afJMla5FRtRZEyJlYpwQLxwOz5QS6YoyP848u45ePPl0Jp1Gnp4fef/4nv1p4nl/5DQdGcczc5qY00TK1oiwpLOyIGpnPxdDo+pi8ErtrFq3s2kSotECfL00Flrnc+mttttR6ddtuDXaBv+1pK6+rCJkL46lavO7SyNIyhUbRmoHdrmvNfgSY3TYgPBw5fB/5NFqfs5bB1utmKXO0MBSi3K5iAUnjapZAlLqUOta6G8ILtQc7AVQVr9f6WrcY4ae7BdUgxXOjBqoVdNfmuxVr5cmhLNzGbQnImWqpWKPVC10J8YyaAhhu4KzoT2SJb859Aie5Da4IMyq+JR4Pj6iRRjcC87HDWs30TvheRx5Po98iLDPjlN0xMnozuUUqqy9UdKbLAnBLUAdUa3yyQq+PuPcW+EuRyQXqAMaS032DfhwScRxauh6qHqKlWLoBVYBoiCHGnj3pa7Rqxkicikk1O4HpGTBpfd1Poazonkui3SP0ZsbiqVqoSrG0HBq+1YyRaerxPqHDm03BtwAEmzoeC42p8BfofJFKbXgZQlQlXqpTAnFrlVUbE2Kg2gB4iKbUwOYXNlPwgwUig62d9rOccYOy1pqQyRb6KHOZLwEZBZDb4YIeEOEC3gNOPW1Buzw3NbrtPUrvaFdiwzk4pnPDqJyXI2IVwZXIE10KdFHYTtkWCmzRFRGPDNrJ+TOs1mtEefZ5czsCzJnki8wdySfcdJRcmKmkFOEzRbXF1QCbo44dyDn0VA7rialpaAyU5INk5bSYUgmkyPBNbmHgJY6EL4FcLrUjMjNrlXZHclVkqM122r/Elfllpb8KELKxnYStYKOSxUpZGhkYwN9PxH8scclwK8rqzVSfW0qa92frVFQqcIX6rch/NE23wesGN8SFAFXm6Nq60ub3MVy3uYoWiO/JaT1s11Fx2nTQG6Bb20O4WohsOP7TYgm/SE23DuIXSvB2BEEvHgC3hCPdRC9+cVILMKcCmNMjNPEeB4Zx0ici80cSYmUI7lMlDJjyaTZDgOpOfvTYoOaVLWjNekdQikC1GHUDY1Qm54s8cXVURmJi9RBrvIKtYCiS5JwxeKEKxZK/aFoLSSI2QocjS24zDspuTbPagNIQ3Xb1wngjzjEpDHC4CizzV85khi1sHMzgwddD0jf4Y+eLjn6sGJYbei3mVU3MUTHzXhXh3x2RE08cWb2jrm/xSV4sc+gkYfNA7Mk+qqX7ncejT2Tg1gK8kLpNuAOM5wTMm6R6ZYhdbhTx3iTOb74jk5X9Lojzo7DA4SNR292dJ2jbAMaC/rhCbIawhKHHzO9y/TZ/LWfVpAd249gvYu4HiRk8M8Uf2CdlBeTEreO+WaLyQAORJQ5WZx1Xq0IM9y8jcRQmD4xyYX0LkKaKOtC7oLZr7nDnY90OeHzCrLHDRPSRdKg5D7jNhm/zvij0B0cc1ESEZk8cr5j5QKvuoExFL4bRmYP5872yZpkSc2pUAKktVC8UvYJyYWhe6YPM14GVAOpfyL3J7qnNbpfkXvQTuk6ZXunlNGTDj1nheetATDkdrA69aYQNDKMB1z57Yg6Q1xy8aMtrpI2VLka5gXdf5U3SAfMtdBD3bM1ji0OYahxh7+AH8wRmj2s87AujY7ZbGVDw7aenQz1s4zzh6jNiCh1/9b5QNoAMHSo7qoNtaYjC5JXasHlRMkzKW+R7JjnEQnCYTqhneObo+MkZzZuzUoGxikxTpGn0yMf9h84HA+cpxPTfCbNMzkmSq5/ojGnbRBtudyTBShVbV69x1oLPG0gq0kktWZBwZo41WdegcOWWsbiy2AxXs1HNJZvTQKkytVZAxCsUVQZwK4VVQv4Gk/nCiLSYK91EbomlZgr/uySh1yXV377wlMYj6AJ51eIeGIo5E5x3Q0aVibfIeDGjJsmsl8Rw4DECvxCKN4maPUx4nB0G5tjMImh+nSojdcKXnJN9iN3kB19gVAULWe0xAWU4qKaHrnP0M1VBsUb0tyvkRDohh6fPTIOtu66NeI6+ujpGjPTO2QWvAh+vcFvdhTXWXNh43C7bBLCyeN9R3A9g1M2YUY8JO/RZHMmnBrHNuGWJoRPUKKSUyKnRJkzZU5EClGUPHaUyeG84EUp42QydOIobgUUSrH9pF7Nh54sXioKLmTCKqMpkMcOyY4udgu7HSeUztZwydWWDPZzX2P8ue9IwRHWgusKORtTXIr5Rpc8bmoSNB6k4FKmTEIePdKD2xQzUY9YbHeX/5mL/2eHdEsxUZa1T7UPDqcWZRbTE6LNjjC2dE8pI6XYNHJxanFeK3hX9mOpua1zdTZEsVksKqb1jpgsk+FhHCqRS1ZC3Vdu2fOK/x4Iy8B2GZMV7bFajOVQNodBLO+RDmG4sEelUGQiK4zjniCFD9+9J54j+8eBvg+cT8/M5wOPD4nHh8TT4ZnH/cRxHBmnM3OKJFVyyWge7XstcnbG4ijuIi0F4ItJJaWSlnsPCm4CIpdZW97smngcAZWEalwiJItqTe7HbHpBmbgAXlsTAlwZav5o11HE06SFRDLogOoKdLJyFa0GUhsfaueSpSmgVd3Bntzle/yASatx4oURZiCYUhlv6uoa1GjrTXr7vGXGSIs1LR5bQJu02BEWxi4m27fYW3fdlLqUvy1dr7G/ttzdctEKYbVnV9qLL0xt1VJxBXmJhRWQbEDfiDUYZHomuY4gnhSUTo5MQ8aLctif2B/PrDYr3EpwgzBOE9M0cTglnveJcXzkND4yzzNzOlX2jZKLkrRQ9LIipO5Vadl2bbqXpe7Y8rKMMNu9V3uGpkiQal7ka5Ol1GdtoD/VizwbTWb8Wg63ZqeW5l3yqgU8LaClNi8rWEpo9xWav285itQ5OWYhCo7J7v+PdqR2pAy/+jaTjpl/9/NbPn694tl9xflw5j8/f8Tz+YYXm4GbqePzAb7wPWFf8O+gD0dev/o1UwduEKbThm+++ykp79HxGeaJ9N3IMCn/7vmnPEnm//r5M+9uzvT/+zs2u8BPP4efPsNx2DJ64THBOMIXXeFvBuW/e+75b5869jj2m4Hzu4EPXyaSBmbumHXF8dU9fXhm4D0yRNY/U0IcWD+/JEXHd3Mk6cTNzS9ZuzN/cnjL5rjmP75+w8Ow4cX7DZ/u73h3M7Ffj7j9LfL8e3z87ld8+tUzPn9OyJ+j6573txvWIXHXz+R4Ip4nRg/Prx19GLgNn9EnZf38JZsx8nPxnEMh3/ySqUT+31+94/03M//1/o43eJ7GZ6Y5s80bbnXg0H/Bw81f8ZVs+TU7Un/mo/s9W12zLrfo7sT57gGelPsRyrThL88/BV+4/cxkoP6mW0EIvN4FOjzPf7tievasZCT4jH+5xr1a8Qf6lt+PX/PLYcvX6y2vnpT/9Qke5zd8HX+GvgT5KbwceuJqzVa/4uPuC8KYGM4nZNPx/IdvkN0POdTfoQmhTSppKZ5VwyKtvFw3k1zrml2v+lpiUV8D+9YJvC7cXIoqDXVvh/+N/dMMnSznYbmWfAkMWpIjl/csr2sFWQm1MREW53QpsFjHuKgaTcxFYpwREc7HE5oyIQnzMDGIo8MRx4l0ntifnnk67DmOE8fxxHk+M80TMc/EFMklVUpithkQJVfmQ20mUIv5V86nFasuHe32e728R9t3rYgzpT6TloA0J3RVBNEln7j8brmH7bPb82vPoDaL6jOUVjxu511ep1ii566SmB92vs4PCIJ3nWl+r2ymQGG+asrU6y1ST12seCN9s+smXVEHhS5utBnvYmvHuUuRyJZTTYxLXPInFSsQKYIGRV2mMVtV1WYAZGcI90ZnpbJr1KGxaiG6YEyOmuSV5mQ8hjxUK5qlCOKVqbNm2vFsiPeum5mKY0DoFE5z4hwz+7kwToXpmIjjbLT+2vnXpiOcBbLgSqhyQdGeXbDv2x55U/3CGxRwSTIr0waukBBtSLSrqIZiP1skkFIdtNzXk14zpRSUSGOFuGWfViQlWntneglqKJV4Uwf1qjFZLsPbwfka6NR5KNKS9h91yAU8UlqB1aR32nYylJHU9ZYup3ZcnP1S8bCi4SKLs0g4NDtqduyy36s9axehWoFODaVSP6vt61qQJmNyWhhzoBR7/irgVXEquGzNV+ctUPfF6OdSTPKheE92kNSK8+fR0P2dmnSSKyM5P7Lp1+ymSJLM7Gz9jWNhnuoeKFZcDk7pOo9ooRsw9KFCySYBkUMg64S4REnBkrLYIdlQhxoLGiKaEqXUApWT2lOuUh5LkCgYGpSKODNkNwoXqSEqWrQ2eZv9E0tgTD88fz9g07bmLKAr1T43g6nSNERrM1sHLm/+XY5qs3FWuFkKQlLNaWO8XV4ubc0AVL/XtLftGq9e35oT9Zyy2OhSv3+Tb2qvb4X0Fjg3P99Yg8vNsYC3DmltzW5pQIIFVYXZhsZwUrHmQBucqkpOmTQlzufE/pjotKBpYoqZ85x4/zzxtD9xOE6cTyfGcSTGkVRRwyWXatcuz0Yl12TUfKuUBnCw+2C3qCGb4FIQZbHRzV8Z28rQ2mByZt9/fu24in9kiXwu97CCIqww2tav+42/G23+6v4t61wWG/OjzdpyaUo6ndG5ihjogA+OVV9MfcVF3BCQIeNij5vWON9hklrgxPTsXbY14UWRDtZ3nV2dRErMjLtnSs6ccibV54tT0u0aLRBKh6hnrHHQXAxl5mUi+GdKF8hdIJUj8TGivkeCQ1S53U7o1pNuOghCLBk0U9YzKoqXgCeYDwo9QcBrYZ0yQTLD2uO34DqB4PB5Q1c6slfOQcl+Rc7Z/F/nDLWZbI3kLJQAvIZZlTEncizgBgOvzMl0wWOyWRYhwOBwQ4JhpjsmXCyUnZK2oJrJp9mK34MVMUKrGcyCOsfJB6JPqCR8FHb7Dp8F1wW0U1InZAeRRCnQdx4JNuQYCXQuEVwkdoUcPL70eGcIdEhoMLmr0nnKpsd1wioqmmvcEAoy2LyheWwDEn/L0VD3rsWlV/tCL7GPoUhbY7DJFFoxR13T6jYfaEASA+Rcx62A2RRp+2uq/rYNcG4szu9dIJBrTFfZAwvq/8oWUC+1yR/qtJhVK/4ZgEdTLSxlRX0hpxlJnjifEK+cDwfIhc4XYho5ypFeAnN0zEk4HJ85HD5wOk1MlTGd41yLvzM6RzRFyHVNFam9BKU1QpAq05brXqPe52aD2227YrRfcqF2X1O9dxbjLc3Sax/SztEatVSkqLjL63LBmt2tmfr9z1vmVUhBJFks3Rh82vLAiipein8/4hCp67oi7osiucfhUR8MMG3UaLPEajprfhbrOdUZIIoizllzoHhy7DCuqt1TAyoUJHgrsNcmlPQVcJIVnar6fBAShVIimj0lOpzYd3VSTNZHBSZwRVEXLd90xjbRKWMAoER2MK4CxXmCt9lgOh/JrsDNDQwDmgv5XJgFzog1eynEOZKmhPqEhswUz5zyiTFOzOOJOI8kzuQql5mKEmMmpkSSmexmfBkJOTH7iIaMxFrEzxnRWOWbLHfJTYC8SJV4NZCCNfZtFlpRIYnNFJKus0eTjUFTemsIuAErhqrtM0oF4QBBBC2OnBxFHKV3uAQcwJVA52048pRtHbk68099lT6MFYxVcx/JV2v4X1xiF7kkW04NKFhVHJbmg6kuqDamAdZkwbcvhQ23dVyAnI6KnLC9Uq78fbOFUGNRoTTmfk1MWii8pFh0qNa6Rn2v1DiiVAlKe0vBLWywcBVTKzBBU2sogRwHkvOMU8RJ5On5mTlGhlNP6DzT+cg8ndk/J/aHxP545DjOnOeZKU3MyYrCOc9kzVUB4gpZ3soZV3WhBaxGdxWzag2RpZr/y/+aFI7FoW4Jn+y0to/dYu9b7ck+r6n3WV56VcsiVRej9XwZoRb+aZWoS1l/Ab4ujJIMdWZQyzt+TOi2AJOWjNgu0H2vxNJixPaaasYbE7gW1S8g0XY/LpGpLD+FpROn+UKyABog1V7Wiup1zdNe65b8abkXNcddrlWhOIdTmzlGEUop4CDnGdWMq4DTaR4pBbrxQMqREDLT3DOlI8Mq4PqA6wJzTMwpcR4Tx3Nkmo+M58ls2CTGmo5TbX7ZY2s2XdsabN++zm1YgLPaFF2a/FKN02tdosXp2vxLlVQHFibLJae8yquu7ri2Vy1s98tvm0sUvfrs5Wh1PWuM2M1Oyzm11kuuP+vHHkJhPT+RzyO8LaRYWO09w9Tjpzte5Zes/Df0qw/4/sDH/ZEce2J8xWqtPL06kBVCEUrneVp/TkkH5vnX+KzIsGVeKd+8eWbfQ//Rhhcr4V7PrA7wtn/D8XaF3O5hE1nLlk9jz06fOLszcp74bg9pFcirHYftxLev36HdhrK+Iwdl5gPz+Mj49bfcdD1/dLOh5MJX4zNxFu7Ptn6n+085BuUfvr0hxJ7501uGdc/DKHxxLBzjyLwa+fnbX/JmyPjHB07nR+aoTPPHvGPHYfeSc9nzlL/hxd7xR1953CYSf+/EcYJ/fHsgZ9j2Qvaeb6JnLrARjyuFPxmFWOCzlzt2ww3h6cTpPJNv1zz2A+PzTPkw8/FNx4s7x8fTlv7LDaMXnjvHOXeEeUM+rznJG4Lf8Kp7jYYzJzmQS+Hu+CmCMBx+icuR/vlP4XyLTjPJRZ76t0jYM0kkCpyON/TjG/L5yOF8Yt2f+MOXXxLuMsM20eWBzeMt/ekBfVRIBXd/JA8dD//oyf3/gk0IowIKbcCbdY7LYmCkOkaVRilshbRmjNs2cPC9znzt8InWwh60QVNLb6E64sV0u9Z8kKuzS2VZXIYst8TE/rvdDPu92QaHDSM2PWtHG1rpWEQX1MC4MUdDw4yBnCwpHUPH1J3pfSCo4lWJc2SOkfN05jgdmOaZ03iuPzsZAyJN5FJIOaGaKKUW1kvtLC/1kGoMK7W4Fd5F20wB+36tkXN5q7PnVIstZlCbzl27N22Y9Pedf6mdWCetGdLu44X9YImZFWBb8GUOy7rBNEp8LdQavb4lbdCoj7/tcN0GESFgGuJhF5BOSdNEyZlUquhIlksSKdjzcx6ioLNQJFEkVrKGWIHPW3XWKJeK8zW5atGbMyR/WRLfihapyPTcF7TLdVagUOcTmux6duBDnRtbAwDFCgpiyZBWWrqKNTNEIAdAhKwm2zPZrF1OvpAyiDhOk3IuE6sxE2ZDVVlnH8Y5chonplNmOiSmLMTiSRXJq1kxLrXH5Y053hIp2HAnQa2RUoToa84qvqLrGnvGinlS/FLgb3qLyyDJUgdMdp2hmmazG7qqw6JTXWupOcrJklHFmCK6ojF9FMHLDC5hskW5fqYF5K6hDHK1A2oJnu8iUjyaQrUf7vJsf+CwfkFd88nYL+gKFUPWIHlpeNh9SYYUIqBOya4WabPtEfERVU/TepSSa3Bbw3/t6/ZrAZHZSFfvq5nZgjorQjmpRSChXoOalEAGTcY4KitDIMZkDVTpjETicwfaoSHYwOqytsZEtiSpDJZczppN3uSojCPMs/A8FQ7nAx8OB9b9mt2wsWHXXkhFmZIyzUqZO8gQZEB8YbWC5AslOnJXCNJRcsYFyNlQ9SkoIsEab3FFzN5maLgC+QQxg3bWiMB0wgseKeurenFGmKq9Wlvx2Vc7U3pQh6uMh6JjtatWhPZ0pgvKGdUZaUyuxYYJuCqNVaW+Wp3GGC/159rhdcPvNEyz+TcEQzF51B0xba0ea9q34g3GQpO6ULkwwpqGtkqTpIo18bW1X5qWsatN/t9IbJGWlLaMzZA0l4GKDUl1Qem35qE1IAKixqASaUm1FYcX55Jz3VMs7CBX6vDPbA2IyUX2+4gQmM6Rp31kjInzFHk6Tnz3cOJ0juyfbb7SNB5JKZNm0xouWe2PKEa6jhQiWhv9lGyNCOwSC9Q9Xup90xrTK0sxj1y/dy0cpADStGMXy1HXx3XR1S+fY7e1fW5bXx0Fk0rTyiS0Zpi2RV2Ziw33WC7PrQZQ7ntAjx+x3Ephet6beevv0TCw2iTWq4L6EZUZt/XIIIR0i5tubTCoQHBiA8CZcCnhBIJz1mjcrHGlwHgipzN79xU5FvYPL8gxsFLFOcgvdmjo6N719GfHvmTGlNmUJ1blQHBHum5iXjniyhEPJ6Z3M2m1Im89fYh89GJk3PW8e7kxLeH9hGik3EyIU7yDoAL9AP2afoCOzIs5sZoiugvovUOCIN7THe/RU0ceCvuhJtfR5jPI1qFzQVKxODB5tFPG31PiVDh+OaNTZnBbvB9w5wmXlZhma170awgOt/kOtzoxHB1hEmJfKC9AP0TkOeLWgtsIflD6raCToidQHHvXk6WgEumisPtyQJyQ3gi5V+JQyFKY5xFNhX6wGWcueaQ405P1E89bYVwFQr9CdjsYR5sX6SPJz6gf0NUKnwvbNqun1KLYKqDFMR28yVf+lsOYBTUnXmJLqUXzuqalICVaE8AFmz5bzJ8LAUpX17/FYpKvhl0vaEEM+CANgKDgTtUebkECWoe/NpRxs7ZtBoW2PdeY3C3ArbZe6563/ORoBdXi7dxiLAOdPZqFsrLCaYojKoXp7Cll5rnAeDgzpRPDsacT8xC5rEm6Zjq9Yzp+w3jOnPemgx3HiTwm8mmmxBni2YYeZ2ojotopNdkpY+cVi0WLAsmQ6Clb4XaR1LDcQNsMjupbRDIq1sDRYOuG2FlRqcXzIVUfZEhrbfepye3VPI001vhujdCxSEH5ave01EJZQb1JKkplUlwm1Vbf5C5a1z98CD4YWyXOR0pJSF4TyorSFVKgNqUzKp6iHV0S+mINAO+LSacC6npyf4Mma7xplc3EZcpgMbsMxpzJZ7tut0o4pzb4eoS4gdQLSRM2TmHAzwHvE04jnXMEb/GXHgXXZ4ok8B0pGBo8nBJFILuZGAqntZB94GXwBC/M50dKPqIvO2QbKCmR93AGkjpuFOZSmM+JOURSF4ihZ5rOHNOB4zwxHvdMcSaWA1EjOZvU4TQl5hSZ/JmsI10+4HJk7GwqupwUNwmaIlJm+hDwXeA0Q5wr0zRRGxB11l3DHGQDXEXxxqhYDcYqSb3VEIYTGgrdxnxmPFoTwiWLeXwA74ScHSl7iq/MqElwR4df93TrgWnOnFLCeU+QgJOE72wOR54CrqhJ4QlICpcywb9weJLlJlXCzBpnLb+2+NRmMtRZeLU4KFpHR4ux5KTFYFqwfLiygqiJJGDdbrnUQ+pcsMb0c3Uep9bhyn7JKuxP1p5CV5H72ZrkVKX7ul8tlVIcEZtLsbFYRGruXo4gjpIjWTrmeYWo43iaSMmRcqLvPM4HnDjmeSbFyPmUOJ0Sp/HM4XxmSmdO8UxKI9N8QEsiF2MD5TbMd1kc9vVbzaLqHVutQQUYa2wp1Q6ZOK0Th8Mt9Y6meiGVbacoWW1+xALKcb7WXGzematFjixj9RYVTNhmpVWWnbjKcKHGiRU0266FVpjXNitNMdnS1gz4ccoQCxa0AVfqUGS31L8WjkH9jJYrLFUxA0FCrc0YULfNeWg5xKUt0gCUdv0XUE6r/TmMLZMvgOTqRy4vvb4qy9OLGnDRhIkcZcnxa15VMk7NVzmxOMBLAu2ZXURLJoSOKR7pOs/qqdCFgvgN4tbGclCYk9XfYpmY0pmUhDgLKRfSfCKrkovNgMi1vpZLXhScbQ00ieSq4KENxFRjiFo7avWwlnu1+241AnvWqsac0iph2+brtSZFMzdS15HNZJXlp3aDW23zun5aG3cC1iALKF3Ng5Ndm1zWxxL3/A6HaOFm/A6SoJ/vmN923GvHmo7P5DWOT5j9fyZt/wP/qu/YdB374094mD7j7eoDv/rJV/SjsHtyjHrkYfcA5wNh/0uCrnHbP+K4LfzFn37LaefZvvlz7rXjF3/9t/TPM3+1/mOehld8/NE/stmc+PhxyyfjHee8Z/ZH/GHk84eJzctP2e4+5vH+Sz6//xXu9lPC60+QpyPyxTekw3uOb/+RP9zc8b/7Vz/lUJT/7+E98wR/vu/x3cDf3vwxz/2Gv//7jrR3/NGfCS9u4JsPe757nAjrA6F/4t+FE//b+W/5fPT8cvS8H1/y9vQLTu5j9i9/zof0a345H/ivHuC//sueu4+OvPzpF/zDWPh//ccPPHnh9s89pe/44tmTEvzcZW4L/PsHx4vJEf/0Jfmzj1n/9Qeevjkyvlrz7auB8pcZ/arws190/P5PAum7HfOv73m7PvH390/0GW7mO8byhkf5P3AbNvxUbyjdB76Qr8g5s378V/i5wOEv0PTMZvo/4ssvOJfIpJH9zVvG4QNPw8zJCy/fveLu7e+T+JoPzNx88si/+/TXbHcT93cn9g8bvvnmI+QU0fcF1onw0yNT7vjV/6djSj9cC/nxTYiloF833NJFuCD4GqK3eZKLznE7weXPElcuxY6qwwaXzaKX5oU0J/y9c+nV6xs62Tbmpd98/dqWgFx9Lavq01CeiwNUaz5osW5nThZszDJTshUykg/kONO5YGjjosSYiCkxzSNj1UCc48icIjFbJzbX+RJass1/KGqDrrUxLwyNW64YC0uSdeWltRamajmihRcsrIQa8C/OpTkW4HLvmpmye9uc3eUZmj49+pvPsiFCMePc6PD6/QbR8gwEFiTVjzCHwdtrfK15WSDVil7QGBDmdE26SnOVqmgJcKiOWS7rxOQypKJM2nevf1RpclZ2L+r3qIyJhUFTsKHX2hgB2Of69pqK8Gp3yznEV6mOikzLRWtdqyZZBZrmv2CoYBFlnkHVEZwnFwehkDQTKrU7qznfaS6MkxCjJR2piDEhciEnQ4VlbCBbdscqvWoyFeR0FRAIrsrBNOp/K3pKrnus3a4lAb1ahyKXxB0sSZZ635sPLVySPd/VRLgGnBn7DF/li1QrWsjYDRbquZocV83GWjCUK5S6ooaAFrje1z94KLUA0vacgCRLkhf6IxV92CLEGsG0QLDJMlGR6dLs5eU94moQmuv9rXMu2r1WZwVfM7tSAetSn8eliAqyfIY6R0Eoyb5z8TMEJfdWLMlpRoPiGFE6fNPNZkURh2QLGbMAkomxGAPibIG9ZEMujRnGBN7ZuiwKsSgpZ+YSSaXUYjDWxMLYKUrBh4xQTDEKTCrEeUJwQKoIrYB2M6oRDYESTH7JqSFzi5SlWCFoRcppZUQpZJPf0uYvapKxRJrVbkmDE6lS1OjpFAvCddmrldLc5j1IYCnCqxi7SC7n0qL8GKbX949m5yvLZ0Hl14C3raxCbRpbgeZ7prT6sSaDuPTcFtv3G377ewNMl6yP62W9fNTyknad7QelomArmnaZtVERhXr1+vrstDZFSy6VDRjJOZNSJs6RyTlO5xMimXmMnEJkmhPnOXI4zxyOI+cxMk5nUkyXQYcx2XyIFCk52oyW2tRfmvPSrL1cgvjqA1oxQaTak2rT7I0XVpJ1UGpza9FYug4oLn+We35119p5tCYrLY2TRq9vz6I2r6XKnnzv59dPTuTig37UIUh0FZBsybqfhB7P1HlyKPiTw42Cj5mumwmquLHY144gRemGHvEWJOXsOM+BUQslDlXDXihZCRoRKaSh6nLLjJRoshUlIMnhommi52FFxpODJ0si64x2GX/r6bxn7R1BAj4P+OzwzAYWqFrgOXQ4L4hfIb6v/lbReaJoZEbADcbwOHe0AoXLybh36pDs0FDQzmKoco74OdOdig1IL5YAxqOSYkaZKRo5zYrOoLPJszjvTW9eLc7rg+K9Q3aBEjyuU/oE2SVKnynZUQ6Nyl8oMVNitLqM94gm+tjhklAGK3ZHSdZk1hrvJkMGO8A5KGcPCeJtB14pR5ATdDgGVXKEOFXCvtZOU5esRFCH0CvVBJ4qa0hnyg8VhZsdWPaNXH5e4/OGulVtfl6AjLip7rPBYtcrZvD3znEdj16xg9GhGrHfKF4vaFHTHb9m5i6ZQZNxKoUGUBKchX60AgMtVKyAZ73ET9F2fJmtEJDHhBTPrCPaFyQUcowGCBAhayTrxDwemE911s0USdNMnhJ5TpQUTY6pFkwuviwvPm9Jy3L7vnaRUq9XFwmOdp/bxbdinIE8LsO+a7P1e2drX/py2y+Su7VYtcwFCrYACdUH1wtsNrWddGE+NPixsDQzXFsnv5svzQ145Sw/cWSczJYr5EYesXjKGLNSYzEl18+XYiygYpB+GsjLVYaizjbwU4IaACdYrJi9Dfilk4pUdpDdspekMat6gbWh0XP9eo2F4UqNDX2giLdVLWoNnJBJIRljrXO4ztNTm3fZcgYnHR7BlYykmRQcY87GnMqQcyKTOU8jx9PIaRqZOTFrYorR8lRmIjOzOxGZSGfLIeYiJJU6llWZdSJrIjlHCT0lS7V3ptff5jiwFPgujfyUOov1SjJ7VZdn8cmGfdcCvi+29xrwR4uxC1wxn+0oFrJJQiVaQ6MC1HK2jFhCtsa0c7TZXgYAi1bQb7Mol9lg//LRSrvfY0vVAMnkUlgy30XSF2/5Q4vNbIFa7kWLNQpN1rHNl6gD/C4NUq3vq58nzY4usdmVjZLKbb1SVzCte6sTiKY6nNexIPiVygqpcYurOSFAvf8pZ5wkxnmsoMiBKQacTIhAmmdSmhnHxDhGxjkR00zKMyVPlJIqU7uZksqU0Vr3UKyKoXAp2Fa7dA0kU6yJKXl53WJHuNRzLuam1ZauQDHIxS3Un1+/o37M8nkW09VYtylNtEb5khs2qav6pEUx6es2R+Iqfv6xOSlX8d9ldV3Z0xZwtrxEl+8irQ60vPdiwBdw78J8qU2zdj8bsv57n9n8RqG1Qq798fdj6nbtrYCO1VLkAqbRAkXEmKAii+SzZJv159JEcYVxhpA7VDMhBlJSglfEGxjQJnBolWdNxBKZ80TOSopKLpNJtqmipTYVitacytcrbgz5tletNlmk5tj4ypxsHrHAUuepe7fF6s0PLRUdi7kv4CazFUuOil9qFdY0+773RRuQ8rKutX6elRcUSEukJMtavH4WvwM4DlsK5d6hg2MuifGYyXpAiTzPnzHnO9auZ3CvKLPB1D+c4UvO7OOO6fCnlPEDHD8HBrbbtdU84wNFJj5sJs6uw333iv7gWQVYucj6MDGcJl6dnulyx6lbczgHXufILe9J6VvG+SvytCPFHTHOTPFrXDxxO28oxZGHE2EsrMItGmZ2fsuNCzzmRw6lNpCcY1x39KHndXTcU7h/8Y68S7xYbVmJR56+wn3zzOr1QB/u+Obc8xf7jukhoA+B5+0tv9y9IM7C+MW35Id3vHp4Zp09T58p01p5erjh23PhZlZcV1iVA6qeX/AZWQKS3zHnxGm9o+8HBtkzzDPrvCfqxP1+R8hrvmLk7ceFbzcQS+AmCPfbhAYlZpsZ1cvA7ITR/x1BA89xhXcHhsN7coCYvmXKQh57iFs6v6fr39FvtpTguU8rcl7z+YcXxLhhnTtu7s8c3Mg/yEzYTnRyhqMyn3ryXJDhA7LyyMdbTpL51k3kMbApnnX5X7IJsWy1JrnTNkrrjlKNoiECF1SRttaE6UAvFeKliGIOXRTKoqFXC+KL7BCXhGIxmFa0suuqBV4qIa9uTCt8uuU6Wj3wsr3r9VWNxAbcAkNXi4OcitniUsiSIR1xDuY6q8BLQMTjVJGiRvvKhZQnYq5DqONILJExTZRSbJBmnf2gmk1GQo3uaM2HGSXXpkQwU69wXehs5k0rvXkB8Vd6lshczU+Vk6kaiAt6c5GkqFp44utXr066NPmOK/JgDQysQNdwF83JYo6ZSjGtBXswJ2fNgrk+o57LU/gvH12w93UBG3a86HyrOayqyaqSKS4vdHU6hwZnA9FcXa/m6So6XYzGDBQxaq8umsW5givqQOKWpKoFvuLViudJkVxwGAJ+GVgczElLSUhp2v4F8YGw6g2xPllRKWUrp/ehs9kmyYobJURDsY8zJYFKwHWOlANdcIwp058LPpm0bK7BRopqHf+oxJSJBWIRciqkyZoVUWaKFJJ/RsUj8RanvmrtF7TrUedwuUNUyDKjMlOkR8XjczG0aw20izjU1+ZhLQSVYJIspVTEiA7VBdvaLa42cpod6daoE1QOoPkyDsb1EDpkDlASzqWqkRoMRZGEEl2ll0ebf1Bnf6iI3RUxxBPF/9ByuzoE8qoGdNGep4w4yWRng3YNbV63YS24iE8VMTEjdIja9ypL4FnDhmqcbCC3LIVSqUgLS2wxFL8TiL0V65p987HO7miojA7VDpwV7wQHZ8H5jOQjpe+hC4bykyNeA6IZpx3WzhnAbXGux8WApkzqCtkX0lxwJRFnx+kgHHcTj3Gi9xO9HwkEevqW86AuU8JIzkKaw9LERQu+T0bbT8a+UQq+QPLbaqcnQpfwbiSniOjeTHcqlCzgJzt/tqKjFEPakRUpFV1Zqf7IyWyhDEujypohdYCYmi+yABa0jKhGJG0gD5j0VbvHsyHavDEIVAak2YN2DQ7o7felVRV+h0NqklVckw4qNWkvy+8FtzSrza1ZY8Q1GnCpwa/Euu8ajdB8nKspSQtul/+/kqcwY2eofGpWenl1Zf9wSYhES52TIhTXZj2xSKaj1UbXorsWNbmImEhijEC8EuYeVeHkzuQcyfnM8eSQOvQvxsg0GyPiOM7GKjyPxoibTC89jnOVczqTUyTHSEnJ1kupqVctyC0DDovavRbTo7XKlBWBTfKkQRn8guI25lOpCf1vhE+tUVUb6LQB6UvDpzYUGvPCGfLpMsxSWOjeWos22rq2V0hw7NorbYsfLVdST+BGb8vb2Uyqfr9mfQ5M2465F1aTRyJ0u8hqeyTMGf+UEOcpvsOtPasXG0rOzNPMnAMPqWNUIc4dOQt5sub2oCeKBJ629yTn2cX3dHnG5y2u9ITphlQ6ynpN3HTErdG35+MT02FPWXu6Fx2b1HE/eSgBnVaEVaTjiBYlj85s7W6NhoDrdvhQJaRyoZz25AwHvcWHnvV5Q5cDbkpIyribiX6bIW8Q3VD6Qt4W8pQojyP9pNzulbOH8yqQkzLtIZcInMgkng6KTsJNNtkqfzdA8KRwRkuiW8Gq98TVikxHVzxhcpzdiXF7Jj8G9KEjdJl+SKSYmc8j9BOyOhNix/ZoDMb5ZiS7wllmFOjVW7FudpDATxbtnR878uygV+Kqo3wo+IMy3Di2m4KelLSHefKcpx63Bn870XfKsComDynO0PUfrHhQ/NH0zn/bUeeHWfzUmFcA8xJjIR71PTCYzS7FGhCuQN6geYvZ30ibwSNSahJvoBNZ9kErQDm03Np+ZWZhddXE3Qoodg1tztWyqepsJZtBVFG2Euocg0vhBa1SJsUKKjb7ymT/8jjgkpD9jM6FucykzlHWz/jOMZ1WhNBX8ImVUBUhzSNpGslxJk4n8pSJx0iZI3k61YZqrAUUs1laZpN/ynUocnTVrlSbXoBW/HGg2VfVl1o8oZifIyLMaHFI9la8T82uNYCZFXzNRtb8DUEaBbiCPHTxOcOCHrIGSENiU9cFVqDWbDOzqJeN0ObpmIpTueQhP8q0KbEiTMUZmjuUGZ9nJHeUuc6OIpg0ZMhWiK3pRC7BwGDJZPuknEAdTgZElM4nNBfisQ47v8Xmq60diic7A4GpVLJ19Mjs8V1BvFKCo3iH7hzl1sEkcLL5g8FlvDhCqecaBhBHEntmEiw2nOtAe1l7utDjY4fkDuZCmiOuGxi8EPJMmGH2E3snxLhlnLcwzjBOHOaRh+nAnM6ceWTMhcNYmPPMWA5MTJz8A5HI9JRJM5zEkdUxq5IonDgQmUldh+pg506JrCPqJiREcDMydTB1mHxmT8mOlAag4HXEO4cLNhg5uokswlQldX2yRoMB9gTNHRRMElBincHrUD+hbsLREyQwYkAZcYWwSgQtDEDRQhJQV8hDwkkgM5jJGqc6KPe3rDFtMcHV6wRM3g1jELVQAWN1CaHanApmqvMYRHvbTg1JbRh6vKxr+FXtV52FIMkKtZcxjAb4YpGjvQJ+iuC0NrTb9VSAD5oIZQQJOG+7O1fAU5cawt1qLFobF1o8mh3TnEh5ROSJMQTCtMO5HoqBC1KeKNlitClGUnLM0ZHKgZgP5FwBSg10WaBkixFzlQfOtQni1CSZm/S3Nvu/MFkzImkpiyzRU607FNTyb6mykbVBYPWOYPaqVIBbVWcoWgvu0upaLbZyluq1wdTa2X2RDD7XgnD7jITiLMfTApxrBryi+SKBRfrpBxZcXSO1/tbmEEmdB9qK22LzMKwnVePtCmiwxrsh5W1xJgRf5xS2BdwYEA7UXidtRkllvJWFlZuX72A5RWMV1vvVZMRcXY8LC8+aiVKBS9aAaos5WMlc7K6bJJOtFSeeGEe8eM7dgHeBEDzeOYsZxFfAYW3Wl0LWQtQ6ZzXPlFIMnKTZ6ms1BNciVnfTgrEXUv270FgwSM2JykWpAAzkWGRmafAXaDLNZWnQ132kVoMw72ZMdZa6qKfIyvY2Z5ZYptYy22pGG9Ml1XttzSJpM+uazGBtNHo10K+t6JZL/PhcQb2QftaRd47jP47k58idfsGgB758eM2745Z/9fKGn97+IdPxxPF05p+C8J/6R7rznzC8/ffI9D9yOPxP3Nzc8Nlnr8lEnscviGHHP23/kFju6f76D+i95+Z8Yt2fuXt3YH06456+5hgn/p/PP+er/ob/6tXf8Gb3DYfDXxHHXxKP/5Y0/j7n89ek49/R7e/59MNHnO89+/ieddjxavUpIXesh28ZfOTz+CWn0oG+RPyap/stW7/mj0+OTYjoL/6OMjzz7vZnnFmTfv2f0L/5itvwf2K7+wX/897zP6jnX/9T4I8/7/j6z9/wF7/3U/jma9xf/s+8OX/gT5++4W438Kv/5iX53PH8q0+YzoU3pyN5fSSnd4Su42P5b1DZ8hfjgX2Z+e7Fx4yd8nv8IzfHD4yx4DL84pt73sw7/h+vhL/6I/hSVox54M8G+PdvRnRS5mPPSgY24YazvuNZ/u/MOfLNWNhE5f5d5P/H2p8125Il+X3Yz9eKiL33Ge6QQ+VQQ1d3dTeq0RABEZRoMCNNw4vMZIbvog+k78AnPeiNAo2SUQTERhNzodFVXVPOdzrn7B2x1nLXg/uKiHOzqjKTxki7ee49O3YMa/Dx739v48ivszK3iYc3N8hywx+/9yk3V2/If/xT0u0znv3NDYcv3sF+8R73nwvP/96R93/8Jb/Jr/jr4Z4/ljt+Kq9pX1xz98tnLM9ek370C+T958g/+Atevhb+u7+6cD3D/5GRq28BkPsOSYgdcjIUbD9WhO6qmCNoQVcMEbELWp7H1+zRvP6N9QaszsuqFOMjYXev/r19wCROjcB9p5mQ9Vp+vmeq+xU6pYsrCTVbqS+8Ec2MSggSgZa80bBEaaXHcozWmv/RQm0LrRVKW6haUa0uDFVDWEYzNOvGTTgYBC3T6gTIFsfcBZa296dHAePzGJ8VSbZ7b8tsiNndeK2X6w7b7urWHYkwitb5EBzBoet4+0c9Uy4bUAMX0Jvw/IbFGYGcVW6GcWC9YUHnxbWO5rItGBNlkx686/excHRgz6nrxk0Eh8NxMYa4X+Be1oBk2l3fHeH1WdMu2RWL1Lk4IzipEUZOffy6sRrob3XV0Y3cXpneglO11MUddXFamlyVrEE7IkYrXgXRqlE101Sj50gYuJLcOaRGEyhZ95sD3LzE38SgtUAm7Ev5fCItGWgKg6EnuSy2VJzDbtJzoN2iNzjZVoC0hEPvUCYv/Wft9eDNoCW1CPpFuiUaOa8bccs4bms8KAZsv0z/8Gp7fOyDGghbjwqXc2GNulFQBfLGt9lRnTGydOeiO+od7debX5mO2++R1aDuidqeHPu6TBy2ZBkhR5qSUnPDSJSmmdQMLRfQkZrc2EpLVG7lC1mVlGesQXLSd3fgyZgNjuPQSAIuigblVM2VUYSWal8dTlUwOLqkVUVVPKZjBIIt5icpZF8QyUayCErxKU2OTMvJGxanNJCSYamRUsa0RuIQevMSC+OWKFPvFTQbHdAqAdYh9Lns6yZQaSG7XMw68sXwXhUS/SzcaYmEhii2ijJ3Qjwh++0NPWBXGq3rnvyazuvrGlZ99gg52mVbNDnsemDTB1129ZWpqzNAIGU3B27TybunjOvs9Gt/bldga5Ki39dLmlvwCXfUEaEDG60VUhHq4s395uzUg6qZUlLs9UYpXmK9FK+IaLVSlwVtRoukf1OlRoVh681cW9tU4EptuLNH6Ag22413WgMI1t9t2/2rPNnGaHNK1jGzt36uY6mb7F9n19axXNFhbDWlssoOXeexI5wfzc23Phxl64EbgSykA+RRGVphPC8YE204OpGV3iNkch6wMcEhoQdYcqOa8SADiyWvmmgwzp5spJ4wHVAbaJZIJTGIMcyJXD2w3dTQqWGngg3b21bDG0GmEcsJzV5tpWPFGrQopU8PI5iRj4YlpciZRAadvN3A/YglY8k1qjZmD3akAykPDioxb0ws1pB6dCfy5FQaloUyNtJiPFRlUbCUkKoMZYYImtCMbAkVWIZESoJW5zQcKJgsyLJgLej0BCqVhpCpTEmpg1ImdflxuaA02jEjWcjN10s9Vrd7qvdzSFIQlAkPRo05SLvMEcspmVeJPThlY2owTqF3S3IaQzNsEDQ5et0uFanGrK7LJGWPTVx5ACKX6xX/+PuXWHy+6tGwC/oG0iG2Tgr12G3Mvmc86YDpVhXWUZq27RPWfYsHhgi7VowVoNTBNeuz9aDH1tvCuv1C72/mv5UOYGk7uzf1Z0jQLIonIvnaqqN4S0fGF1AcKa4JGmj2gLSIrUmIVgu1FLQUWvEkrdYl5FeK5G0EQTQqvELgm8WaWMXP3jdwMMaGEN50jIu1zhEeMqhXgEmfr27HdpnVG44nVvkYfsdW2d7/19G3HcU8xpx0GqjwHbpMlH3lNLs57tf85sMtte439Pew6OEQT2zquWIBSSnAY+pAoIjJpZSiJ0vo2ajSrS25PskxtuZUSvRmt9bcVhNd6Ul75Um3IZIs/kyzQPNqqa4TzISq4uuqVMi+98QgFfOiguo9u+9roUniSRk8tPhQMBLL1cLDaEwZRqmMSyZroiFcmiFtIZULd8vC3eVCLTPLXFjOjeVhpmhBdfH1N1evyFr1daNqoxal1QBsDW6zmpknR7JufefEPB45gLXmxUUAKTPkkZV6WAxTr5D18UkMPTgZlJ2ijWzmweEUckMMFXEktQ1kdeyyJCObMmhFklNspQg4dt8vIYwaTV6D2qzbJ3/oeBxl6P6TrAVGYUUFECromnYByW6H9abHvib7ftn1DFhloe8hF5393n1vBDJ753dt/W909UU24eAob99zXQ4SPoT3xrSQyWstQTxbsxamu+/dpdSg6zuTpeD9BRutzFhbWKozQtQm1AZVC61TZfa+XSoOAtn7kHQrAGDB9nLABzveV8Ju7/GE3GE2QCKJ20mrrdzjETF2K7X1OjZb7GRn4SJrMHiz9WyVcaEf1njMJks3uxC2qtquq/r3v9lPWGN4Zjt53A/Z/eiysiNtd6my9SJ9XD24vjFE9N/3cSpxyd1mWN/5rQ0ib/+jx5e286w/Pz1JJut7GA7S0ZZIYmuMzRkCBKx65bs56FHFyGlALfscJwc9mjSnLFbfj2qNag7oap11pFWsJ7/MqbncdYmfj/RiXyNK14HbWoym2qa732/j54crnc7y0sey00LKfs66ndTBSiKsdlMHcfSxX33AFvc3tp65XS+HXRPzIOtzfzeAXJLEzfEd5Gri+eELDuMDpT7jlZ4oNwPpWLCTUXPm7mS8GhdetYFFDW1vsOXXtMsdy/0tRa+4GYx6l3iVrtHhRMsLyAO3xxdYytzRuNjMx7kyjo2HbDyo8fRwhoNwaIX6AMvDFfPlOXU48eZ5ZhI4vGpozRynawYzDneNcjvz2ZMXXMnMVXoOqVDShZaFm9uKUrnOE5ONvLl/w0zjcDgiIsjnMGhBuaY+fR+9fk49PoFzIT9UznXkiydXnFLjL998yZ295NWze54OyjvLU4YDfMkDVQ/c12tmMb5894JMC++ViRGh1F/RdORaPiGnM0/GI9djYknKKwYumqgqfKLGK7uwyMj7Q2ZuwqUOnGzhku5IufHeWEn5lhfjEx5k4lqec7xcyPcP5FoZv1jIk3H4eIDDgfb0CVIycjtgx4wNX6DpDZ9cvaY+mcnvZ344Jm6mOzgrz9JLxvSS9xUOekORG84/fE4ZJpYCcndF/mQgnY2PzLgaMqerGw7/69Ix5dgDtgmkbpiLCzLBs+6ubCOrGk243ACd6casPcrK2U5whVHbBRpvi7Puzcj6HVmbOQU9jgTSMWDVsrobG7JHUTZePXFUNwlCSZv25rbxLMk5ExfvV0SWFKLB0TW9923rRpyZZ2G1UnWmWaNqcUOoOSKjtcXfKoKWqj3Q2h0qV7RrTINN0YnYOmTSSzzI6zsYXgLoqN5ALTEAJ5w+6S4uemRzVszPx+jNr1YLfsep645YH+soNQzDwDCnkvFFs6r3sGxcKAeK4A8dNsn6fYDOQ2zN0JagKlI9CK544M9SciGvzdH8OvgaSC6Q29AcHVmHiPAbju5rSBLSEM5EOQQFkyeEUnrw9ZsOjoJvfg9TV3rpMEIeopS1W1IeIE54wH6pzlk5DMR69GZVtT64mWMjRibjNBJthxIREWj3FGksyxUpHxhaJWsN1Dy0mqh18FK0NtG0UOqyc5pG4Aq0IvW1N8GLsUHCAFfvzyKLuoGY3MiXKo62mcAG9TLxNjgKRRaSJlKNILPXRrvhlhWZFucUfOMenl31e0Y1SnWlmeUUs90gG1IfwCpySjCJGyXNsBbPssYjnMpjDcgm80qBMKT7s3zbw/dYieqWAxbz54b7gkgNwIh6VcuSvQfIMPm+yJG8iOouL99smF0igBRUTxryqjqPvuXgHi09WTG6jBwWSHNQbrhH56iKAckTjtwogeIcaVLQ4UJigF6tc9+c0kghDSMqQh4GUCUPA1ZHUjrC8Zqcvam0qGDZe1k0O5PrhfleyWclS2MAxtE4HOI9mzi9yxhorjA5W/TtsDqFIT16NOxoiDaGy+QUKOnsybHm+mHII5oOtJywIVOIAF0r3sSsCdaGCDCXTeesNGIN9AxRiefrIRp3dyc2Ak8efUgeuGDxIFkbvAxXEinN5GGGOvjzBTLX996WKDYzkt5/syf7u9bdzlkS6Uib0HMdyiayJdRFfZRbpzPzjS7qFW+ki4uhMHY1EKaO8g3aIfF96HukN1GMpF8v45cB6Y6FdLTTtsfdMbXVSbagGTMxlAUiMS/J6bk0KCGkQrlkrDakGjWfaUsiTxKJpxxNCxu1FWotXmZdigfhmie5WsuOyC+FVgtL8aaupVxoPahXCTqT0K8SJc/dBw/dQTgnpvtgZ1udtBVQ0WMEgFhQ2gGdr9c5NrrTZbtYQg/cZbARoeJc7JGU7Ek0ax5t6o6KtUjIpJCbsq7p70z9JUKbroEBPTRsNIbnynSqnH77gLw8c3n3OZebZ8AXtPlLrvNzxuO72E1CnmcKjTs7c5aRF/WKtBhX9wtjaZT7M9WUOT+nIby2A01hfPOGpIXTZWSowmVOFFXq7Ux7ryL3I+mSqc31cmVCpxvqACULRYSS72kNSjaaTQyf35KOyuH9CyoXKJ+zVkjaCbs/0iRx/v4FPVXapTHpSD4csNNILTO1XshUklXy5US6CMNpYEyZNlbOeXZe8bkAI5RrpC0clzcsduHOFFuEowy0nLg7TijC8Y2Sa+Vwc0bGB9KbC1obI40sI/cHY5mM6SCcRuHhqtIw5PUdfPGadjtx+eCGoUJ+EHRQLu+ekXogv3yfZJUDbjvciPfBsuPEEoCFWY2rQ+MgyvnzRimNm4/h9NxIl0y5H2nL4pbwlTekbm8a+uXCIsYlNcbTyM27B9JJkY8LWQ/wxUdYHb9BloW8SIE8MGNDkySoE7QcPbr6umQXKy9Bb2cu+yQjMoZ9ISEjO/CkB9U0EhHnsANK7L8DPVjne9D1tHQDghY27OTzC2xVcNWDzC17pXCenFYzZ19nxSAZKourk0WR5JUwNijoHTpkaknIKJQ0k9KE5AqprahK1S4bnYJLl5l2eYPWTKsHrAo2Z09G1BoyKPpMqTcPMztuui/e3Lm8Svwu/JigmxAbMJ1ARkyOwIzlh22OBNaEjnYU5cE/TzlkfN7pLXY2fZ93H2OREQfAPIDNOIJ5CX3mFKDW9ZMvoAjui9vR3/IQhGP4evOkTo80pBXHIQa5Obgl5QnJE3mpDLPBUeAgHlQ/gN4b7aV/yQ5nlMRDO4Iow+SACW0npA0kjnRfFwE5LJAbMqfAspjTYI5BUVQm7OUBOYzoaXL9WZ1W9VwSCWM8n2HM5DyRdWC4nLwPzJioDT65OjO1wvHcOOiIpgF7o7x+p3J3GjgxMdmAziPNBub8wCUPjOPMNF24nxsv7wvMFbk7s8wz55cvqdoo5pQmOpdIQiw0rSx3C7VWluL/9iR2jmrUhh0qlgppHkjLxEKjmEJ6gPzAoELWmcyJlE9eZ6pBfzU7hdOY7zBJAQAUTM9gylg9mCbJ96mmgZaMNkDLMNYTgwpDnsnDwlQLuSg2NHRQKAOt5ij+EXISTowB8HIgyzfSzAGd+jCtFsAWZO2rsAcCLYKjQllpX+g9aqTHPNTD51LDBx/ArkL2xRWjf+NaaRl7pNsdzr+qWBpogqP+kycwlex+GgpSV9vHbETE6W+ETA4ktuYNDoPgFL6qYDMt+uwlNbR6kHKUB7IYNRlNwJaC1UptwQihlRpsDzVwjKoRQ1K3N+ES8sqrYYQScZCHkB8Ht0EjWa0xvkmjebs52KHbU0kc1CZdvZiiVl1CRPLBUxJRKQBYoP9TDtutx7nMewZtgL3Nu8EWJHWEutIrwTw+k0hMrpfWe/dYWQ8kdxvz9x8mPVTv9+nrLyJf7ivsruE0UR7Id32Yoh+D4lVvGdKJDujzMairn+sruPcU6L09Yx1qJJY7kEZi3UvEdcg+7r3HT3zXn97HOe19mDXsl1DV0LHQJJGaV6zkXB20kcwxh3p0/4CBRHb63RV0qHiV+4hZQVnChHCb2nuvet9No9Hk4vpQAwgcfV7QA5ihVLZeL93oF0xLxNd6xTnrmjFxKnVZ+4h2/eVxPdFeqedj3ZN8veqkA8KIuYEj3u3FA4z9p/d+CHkRdkuKfSu9Nw2hxrXHSjtzzLc7chr43pM/4/TOE9578q851K/4dw/v8UXNjN87cn1zD3eNyyXz6+cLPz+94cWXBy6fH6D8Arn/gvs3lS8+/THPBPSXjZpGvjr8gOGYeHe850rOfP+9z5lT5r/PT6koPzydyUPhtxe4G4Q/fv4F19fw9MsLDy9G3tx/xMvLU15+/D6vvzdy/YvE9c+ND54d+dF773NYHrj67CX/8fia//5Hv+J7X1zz4a/+BBsq5+kFTBc+ev9Lt53nG/R84Od/9zPKZeF76QccTycOv/2Sw/2Fcv0j7E/+mMuHP0Gff8zwnz7j6a+/4vWHB1795F3+PH/J//lXP+dnT+/4//7ZCz56dc2fTn/KF/aCf7n8jLKcqPUZ56nwix+/5EYqf/zVE04686v8z1jSme/lhSnBB4fnHKYDvx4H3uQnoAesDPwrfc0n8pqf5Gv+Ub6ilMxyOUB6yZfDLzmMC3+ZznwyfsRfnT5kGG/48Pj3OZ4fuG6/4vDintP/dMEOwtM/vWF59ozj9Z9gekAOn1DzPXb4t6i84n94F355a/xX38v8V0X49Lev+fIT4Sf2FT+0ryjlY5blj/nyL57x5X/9Afqp0v7n6Gv36zPHcea/uqmM08j1+x+RbPrGdfa/oBJi5/RaCADTNavqpqA8WuprBrqXZ1sXrF0gV3pm+2vo/7hCv/bXnmE95PEpa/bw7VMeZ2RtFZYR4A/OyG5QurKK4LYokvr7tWikG1lR9dIptah4MIuKh+gBYcrKh237oIiF80AoGt1ewnqsLCAaazY5giFrYNLWZPvjlw1lYbbpKekYh12Q/2uIzf33Zfu3ueKRtSysK9Fdxl9g71kK/cHWugI2JOrvP3pPAds9oyuULuwtgoZhFISCcOQablSuHJwunlmvIwFo9yAj1gPoPbDW18Y2DhJIpdDC7jwFtZAPfpTwb0Mbh4bBGOPbnS2RqMCIqQ0TwMsFUyhOb8SGGq2jxUZIKyKuYTmSaI0VZaKqEeTuyrkvH1uVcs/x225eOpe7JleMCCQ6fKkrQYv38XMlUC0rylE8Ky/mzaZNhuC49f0o2vdpptMhiJhnn33D+RylFAmNWDsrWq5Xi8TsmHnDxm4M9bHvommdwm92MNajl2SnjlzuaGS/oGmfq/54EkkydQfdwBOZhKEdAQGiHJp+voTxwbZ3VFZZRE8Mxjus70L/uMvBTntQY09m1MQNHDPUKqKCtAUwWh0BpRa8F4KdyRkkJ9RGcgoEqhorTYIEiqw3oYy1n6IXwuo0Bho+BxLRRX1PSuNGI72yoEHuzYwnJMqrk6j/O+iGRGrsvz6G3Yj1QPnqMKA7ueSD5EHgCKJo0MXx1kD2hKu/iP9MkVVeq5b6/fN6nr9JlES3tM7JN7GVPDqkP0O3yLvjsTkbnkQm1ouwVca89Sd08bZubJP9q4j/HUiqR5LOdgs7rZ8+2j2rOt59YtsHBqusFrNIGlRvbtiEVisiQi2RxDVBc8Ukk1WQVNckhFkgMKPCsNZoENrU13jD9Wx1R7dXImr8sWhob11O2faz65Rdlv8ttdTHcB269X09oPd4/FYTxGBLfO4Gfz+Q4TzZ/jNi/tY53NtRsq1FoOuV/TN9u8PAZoQKQ8YmYU5CFkeaZcnkZt7k26BYpprTcDhLWEW1kWplwdH7SeBSvF3h2TyY5gEYGAKNSAk9BpCEdu2Bx5Qaw6KkBSjeZFNlxPCK0WTKSGOgRQGaokO3m65cRhWn6jksTjE3TI0shTp5wBPzfhapCqJCvVTAASBpzFj2AAq5YuOdU/29TlQK2OwJ8KtYQ5oxXdDmwZUWgZyuhz0JLTA2LCs1x/ungZRTsCYoLU8og4MZSoUCQ1UPDo9X0ajZkJYYitsCWgyrKRzZhh0SmuCSPTmlyYEhVswbEqeGjJ6jz+aNbHMgwmkLUo1cM2MFrc0pSq5dPqaUkGmgZm8hOV6yR/tm2Ypo/+Aag7XRaK9i6JWKdLQtLs+Sc3vLXp5IhyX3m/WSM9n2SSh4D8bI43uvcin0qO2qCdd93gMpEs8Tdl5vZtr34Lq9ZdO7yVwOGVtlXuhsVYWakOLgnCTewLimhZQUyS0qRL3ZqqkFC1RFS8VKQwtYVax40NxUg26pv+LOHgEQn7+1V8RedHU5JWE37aq7+putaBbEE6PrVG5zsAFsbL3eYznY57hTNIX1vto4uomvXvUlj/+93nOt4K3fyXbTTm0oLag/LdS5RkWnRTG4kmshmYa9G4+dvMLBxJAJB4SpJ0okbBphoFe+ewnpEvYrOCAtKkMkecJLWuw514dSzb/bzONCamgLG4e4T/KgmgYNUTGNNJIiJrQGNQkXcW70kUqSQtWEaWJQI5kxV+/lNafGLDO1LLRy4bJU5rPThllp1KWxLEKtMJfKooWiC6VWSjtTtYEWiGpDDT/WEKjqNnN2vWUtbQWoZpspFba7byP/ZRp83G1wW7YN3o8uNd9rrTOfBiggqdt9SizhSC5J979x+6njNqwlqN23ax6kzha+Rl+7Md7fokC/74W4Aj3O0P3cDt5bfV2L4Gi/dHf46C/Q36/vnYhbdL8S4VHj2933OnK6A022ComYDyLOsW1mulCQFX3W56NTrfXKHFvHXSCqrwg0eSxtEl7RZdQUw9kK1iqtGU09zqER/1CNxLFtz7T689tbIUGvretT97F+XF3lAXd/l7WoI75hAYy0NZ70mBWhW3Gr2dXv3eWSsco1WWssekwpdIPYdv01yR53CZ0gX5O1Xa+4rPj2zsJebm+2ZddZj235fg/D7f0uV7t/uNn1fbRYY0/9ysT99qOW1nnYncWalGHnu66gYn+GHrfqd5N1fPr1WqwDX5Nq0UdHZRX/Jq6b1CIsLzVctIgH0QHPDh5VCx/NLOR42P4ribWPqcdKBE/Qxzv0xBL7MbftPXerzYdq72TBVsHgv/+6WOkI8f6dtvu37eapJ+P7eKfdOujryOMnaxxnnbDVcInx+x0x0T90VEX/7gXty0J5keFyQ04jxymh0qht5kEbSY03ZeDBjqRy4KkdaBxoMlCnxPQ0MTTQBdJYefL0OXkUBrtx4LZ5xegzZqrBUp9yX4yhNE7LG67nC7e5chyeMl3fcnuuvNNAxwm9TRxuJ4bbK9J1gdNvfCoXGKXx7PLAbT2Q8g2k5owiCFkVk8JX6TVVDizSXI7dXajFOGYh3YzY0xE9DdT8ClmUu/zAm+sFGe+Bl5zLHTrPMJ3J5Y7aMi8xLqIcZEHSQDk00qS8MxgnM5YiSE2M+QrywHJ7oEyJu9OFOizMD8l7PNhEOh4oZ+WuZmYmWhrIk3ItFy4kHuyW1hZaGZjzwHF6xSFnnkgiCbzJQj0kPvhAYMyonmjLgTE9gMyUh5lmhdvm1Sc3C9xW76f0RhPlZKT3hKXe8rqeOM/PuD8PnBnI95OvkWvIS+V4f0YonJMxW6PyGvkWKYZvn4Swjn6qYdh12op9EN8VCHQjrDv8AtE7wc/pG1oxKmKzP4pd45sosRd+Kv0eIeQDfd/vtXdOPLQ60vn8e3DvcQDBcF615gE6hkCcbyWSqTfmC548ja71KbgT+101Sr5sp7zchrYVyembzILXMsrDaDj3HKz9FboSiKZw1gW0zXF+oDV7BQiyCfGdo+Tv2pGdMaQ9sCSBENNxp/h1J7BijEOp9oCYmfer8FhZ8Lv2MmKGcBYanj0/rHooQuQ+130eu5PyBw4tgfDNEUisDXo/DTVqbo7UtxGzI5TqJb2q/jqpeZM4MmKjBzepmDkVAeqMMCRoNnmAZQnDOFBaDUffZR0Ry1vgOA9IxlETybynRw2eRRnCoDVvlN0apECnSCjrlGM7GdaiMZhVFKEajoy3gaRCvkteSjxkp3I4AkNj1Eq2BfKIDQNUQYqE8q2egAlqrzpU591cBFWj4HPZQqF6NQ9I8wB5GS9oagzVS7k1O3pOu3OqmVRH30PJyyZb9qRBMufUz3oByTRuXZdeFaQpeXH6Hrs6Oo3RaDgyzvse2DzQm347snjBOVG9oac1id5yjUR11HGrzo4wuuAdwpCQSxj5w04xf9NhRDWCYGPFUsPS4mvWIgi8dBRJCqc1YcvFKxPsBBTULk5loQeQjOQTkJB0dFlR3YgQOUNSZAhEoIbJoo5acAcr+XqSXXmxNpjNKUvS0VGncgabUD26rG0SzecWL6Oeg3ZDzJu/6kDKmXFM5HxkbHekMTNUpysRc6o5zULOI0MYejooOipNhVocjeROoRt6kow8eSPHNGRHBckJxNcwZtCOnqgasu+P1hA9oOmCpUIeBgY7UfNLBlmoNqA6AbM7rqpRieQBGiX0xBogiT8mzjEeTWe7/HG6Bg15P7rO0WjQmRXXcxLVEBltB9AJ7Ijzms9A894vmmB2ByZ9pwxEPGoK1Htk8xxhGolvIgkueydqS1ZLIG9ckntABNv5ExKBss7T2qNAqXttGvcIgR3l8WsfjB4c6vrdCEQiUY0RycL131HBJYF4E0XLTDNlWe5QHck5edCzKilnynD2hpLzSMp55fOGhpjSTNCW15Jqd2QdSexNrhttKdRaKZfqPSfmmVoXWru4E1zVp1cJepNwPtaAXejU7rsFTeI61rJq3BW99TYwIwUln2pUKcr+c59bjAgw+Vh7kKDr+04/EyjsqHxwPevVOpIGf9aoDPwmJN3XDlNS+9zve3ofvTnx+SAkyzzPJ66nAS0Kr+4oCRa5IacTUx5p04XSHjgsjeuHSj0V5nfv0JZ5dbxhuR/48tURFG4HGJJxNV6gKQ9zoUnjYYhx+XiEm8ThqwcOny/oMjqF0fEd9HBL1YlyGTmmB67kzKAwLIaNBbs6Y3qFlZMnnl48MAJPynPSAPZOxabG/TOBlLmdR8Y5My0jg05clgstF568e8Xp9pZ5qCy50U73yOlz2mWi/scjWSpDWkg3Qv5hps5wefGa9qDM80KlsRyz5zYPA9ogjzMpKXYQGspcEqoj0/FENmG5vZCPlXL+gDq/iy5f0doLxgfj6qFR8y3LOx+hck+6fMUww+FuRFPispxQM+ryGiYlPR3RLLysbpscdSA1sJcFLgvy7oJcG9Nwy1iOHI4Dh5xAz0i5Z7xM8HDkUC5c1Xv0ZqT++OiOgx0oVO7szFSFwy+vsDaiDzUoHv/QEgvZZCceJSCCqsYbWCiYV6Z5g6sLZgNY2O6CyzJcp20gE3wvdeASUVmYOio4Pk85kKY9MB+bH5cvFghXr7JwXmb3EwIcIS4Huw4ROljFoF0wa6S0uE2ut/Tms4LSqu9vDV2YLsVpJYeLJ+0HHEWuU+iU8FzagpYzFEMvGWrFljeRpJAIpPhPtERwJdC3wxzJWQtxk6KaN2x0Sd6/x1wG0Ps7iCdwzDLSDj5H6Rzv64hQs4vrEBdebD34wguKiK+kEQeXXGJ+W6iU4gmUQX05NPHocoguicA9fWp7YGhX1fqtRJsJpR2AxJIamjWa1ivjIuRFqNcZPSYO5wunh0I5TCzHCUzR2aBNCEcSyvC80RalvkyQjHzrGmCYT94ParkADZta4HduMZlI1RtDkydfl8kT4TIL1MQIDFRsyTR127/oGbGMmCPSmYCkaxV9SQs5DzzNRk7uNxTJfDHBm6x8eLhwGhsXTcxLgiOoJpZZSbNS9UI1p84ZWJjLhfPlnqIDczuis2B3R8o88+bFK6pcOB9eUmzh/nLn1YzmiQ2thRrIdrWELJXUGjp5fza9JOqSw0YuDDQmhGqJqiMIpHRxu+/ggfo2FvcU0w2pCVf3ERw/Dk4BugAqDJfivd9iveQmvkwGr6xaEEpKJNx3Yc5YyZALjGcGMQ4GpplWHfwng/uZXNk3qlPj7H4KJ0yyo7EBCfYCtR48zzgqu6BU94N3wdTumxuCmsukJBPdjuvALkFZmwf0filaQq55bCKnbiM4GEl6491e8clq3rAGlqO3ADiYzpLTLiY9uTzouQgdAphdUIHSQCSjeUBS8mIwOrBNvPm0zagNDigIekyzimr0tYpgc4um227P9diNMKy9E6oHlztIU5ZAu090xDtMII2Err3sHcgX+kUzIjn6M4SN10GUsP5fw77NGpUqGj5xbivC3hOuHbHudd5wwqLvocekWshMQ62FTvBAQ5LsPgcz4FXD31wJ4TZh71XS4zE96eJxmegNAKx0d3g/NWGMsapbkNq8R0knbHI/I8W7bUkLf7TV6o3YjmAy+1zJSA+m9ySjrAH+qKtY/RpYe88ZTkENayzLiGrCoLPVeF+18B+7XaCumzONvFYBbzExH5iISVnvserVB262BG0TFlX0EkzjCpS4p19ViQqiNXnmbBUi2eNjElWGlth4VdwnMsmsLF040KonpX0OetXPEuvpAmYOTCH52pagRSYqq2wf81zoICaVEjbbFCq9gy5cpooMEYX75l6sj9bew8L9f/PPWc6Z8kd/wfD0B1x/v3H7RPnN/AkvXrzmrgk04cvXV7y4THzPDvyEIw/pwJvpijc3C/mPHjjcJeSTkZurp3z8RwdaFb765AorjTeXVwx55h/qF1gSXt79Ja8frnj3xX/gNP+G5/orTqcHnv3R/5XT8x8zXA58/NVXfHJzzRcfHqjyjHJQrqZfoYf/keX8A9rwv+FaFv7L33zJNF9zOH5INbi7P5DqC56+/jmX4Z5//oOfsciBH55OXOtA/c2vKQbyn/2A8f0n6BOvWNav/pr5qy/429uP+NU773JdX3F9+TueXzIfnTMvy0ss/YoXy8Jf6TtcyQPfzw+cj8Iv3ps5ZeWnOWOL8eVDQ+aRj/lzmA789Q//jLunIy+P/w9O/B31rwbs04Gn719z+OAp9bfvcXcnvJIzX01n3rkuPB8/4bPLM14//CUPS+H1ywdOz+/44fW/44oT780f8aoV/nlSbp/DP/iJs6w8fPUuD5cr3nvyMzJnPv3FgfJGeOfWeD5N/H1d+L4pL4bEv8xw+6PMzYcDn5z/nJ8//JjXb17y8sXnvCcH/uivj7Trwvyjwun1zHt/8xtemvDX4xVVLxzbv/I+uN9wfIdKCNhE9u85pH9qj87aln1af91TFo+yfWbhOMQ/37ovuzDM42ey9Tu+Czd89/bMa82AX6kjAMKpWZFF+zIpgRTKXCN7rNKbSEJvamw9gwprEkKtVz0EcrNnY603remZWInn397Ddq+1vqP1kZTdaGz/35SqrW/rX8nrb6UHqmwbB7/Eo8Fe77PByiUEYg+QuKCVfmXj8bmbGmMf+JKeuHprffyuwyKxYl35RjNqFYnkggUyLJIUa1Jk5xztX6ffFusFHd7wOkmglViDQEZHrvTGRH0MYgzXwFCsWcOFvlujj97Pomm4A+v69+gacTVY+nxoGBzerLyXUfp3LQnS/H0bfl8VrwQQFZIlX3MaBjHJTYLkilXZEG6h4uNRc8zl9kl/tsfIavH11EsrhAgYSPzT6PRrQud0jLFMvn4kR3BAPAAhgY6TUL6SOgVbR5Q3f/gUKPQeiA+Eh3OYJrYKH1ajzBtjCanToHzLoxtfmKPOnBIihkDjnaIh5pbc7NyhMVZRCuv72hGqslZVyHo9689t/dk78mFfzur7wDpir1cgRZ8R+mVzrCUzevEGDaymoMlxQ9naglpe7U5hcZslK1ndWE95xJmEEzJUN8SisiGF/EiJQLH2ioegsTOgCpoyg0yeYEqnSEIPMcaCpupgWfFScs8uZOiorEdypK8p1nUQtdaOMMTX34rqAUcVm+BpqRTORHxuuzntt6AHx7oC8rmRPubbiaz9d+iOhMT49MDzt15tm958vDnj7/b1c90jCx35WBtsyd301u93x6qn+yvs320nm99G+r/12P3nvnJjRb4aniCSniwSWiuIQKvOaSgSwRoSSQXFkxIp5QARdIrHKNc2p2GCqATrSQhVaiueoK41EtVtqxbrvZfoVTNvOaH7d8G+/pJvz/2+FP2t36/f/l3JKDdNVh296v1HOqMnLNhNnbF5nV+/7Hc6ZGfDqEAFTS6/q0DJYFSSXcgk35MKtRbaudDuFmpTllpppVDnhrZEW4RWILgmsVJRcWlm0RQ+SfPmrWJkVaRCKooUpZq6g5YqpAtZFoTCIP33vs4aUKxhOkLk7lKLqqxOkWluL8iikARtCdXMopnWEhc1WqocWmXQRC3BVT2AjO6uV3VkXiahF+CNosXQWbGiUGe8747TXmQgiZGa04V5Is1I0dfEbEQJOrcFtxtTo42VmitSE7IMtCGjh4TV7ImZImjrKD8jqdJmD0C3Eu9a4qXVG+bKFPIwBTZ2jAB0gqphY+eMTh4oYYgxzk4blEhk9Qawqfo6KRr9C46Vb6LS3Oz5sCv36MhuI/Wf3T7YJO1u6XvAe1NwXc7sN8dmR/mxo07A2NCr+2fuMrfbcH1j2tf3re3Ooz9vUNX1W2vocPXnMmuoeAWEozqbJyEs7E0V7yOmnbYo5rFVb0LdiCTpHiW8fy5569lwufa2cJDH5zxWBcbWo28/vrv37npwlXddNnWK1w5U2n9pV6W3n/v9i/ZrrtO4v//+PWynZ7/doV2Gho4U6+h7B4xIEiS7njay6xakY7Z8b9T92sWrklIklBBkNLfDq79DW+E8u/cKOW/ohrjX/oS6olIT3RP0qg2v8FSkNF8jebf+TT2xpTgQR11WJVPOWtCmPNjEYsLUMlKUtAhplqAiKTQWis2UtrDUhaKNczUvDCtQ6sJiC1ULtVSaVlpptObVZBbUS8mUwU0v18ktqkxE3AdI1TER2ilJDNFECjmikahMnc4kbehsJdi4VnvO6L1YNG1rSzrCWliR+q7eIyEZjpf0D5qupp/h9rQJDmYLhjX7JtEWQUEJpPPmuaW16qavY1n3wravfCV3eznkxeo/PD6k+wlv928MXbAGlR+VpsV+8cUcdu+uLnN3E6HbbivyItYg6/UtwC5q8ZQhr1Ul/PlohW2GmaCRAHF/M+Ijq9217YmNVaBXLMijsdy/b/dcbDeUQqct7ZGOvi52Yx22fh/zfrW37TDr9lW/264qax9HMljn+JHIi7/0puDb+XtbPP6YBmq9v9A3HOspb8vBt+3633WtnW+yzup+vGT3bLvzVplsu5/Q/TJ7+15mb50Zc72jJdiiVrp7rv7k8VlUMEn/3X6O1thRi3XqfsDqIcYzrHZyrxJY7f5YD2v1JGyJwLSe+9YTrfHBzWfon2xjZ+ub7xao7dfOW4f1a+/tjz5UcZ1HC8xlvzzSkTufK34l8d49sfd4ftOjmfw2hwBPSuJYhJYEHaHJjNrCTT0zLmcecuYyJm4yCJmrU0FPC3m84pQ8CVSXA9kqx8M949Hg8ISUE6erCV0K1l5jCMezAzVfFKPViukB7IZRrzg0pS7G/WVBbWQYb7lJRxqZe4S7AJ9XeYKNV9h1Ih8zzy2TpXE4vEDUE3baRs4lMasyFq9OvjmduRIhnQ2tidcoSRtzc/v7XhotF2w6cz3dcZqFwxtB0xX3hytKMvKiDK1xGirXzbi9H5GSGc/GNBq3Ua38anQGgGqgA7zOlTcJ3tfMpBM5j9g0cjhkDsfE8+PEh6eBKzG0GPNUuTs2zmdleX1HuWuUc+VwauTia7gsmVYqB1uYpKGHJ2S75pmOHCo8zHc07qh247G17DToV+0GawMvkvCQhOv7xvBCqU25V6WZMWYhm0Gt5NY4CgxDpV3fQR44tmuqJPKT07eScd8hCVFjZepOGexKvXrgP5rIerI4RJKARGZy28xRThd/PNfn6CaT0YVlNFGW1VHp/9+Uj6PIIxhogRa0bmD3z/t3glcQb4gr4rQ6XlJ4cQNUp/BhXBhkLvGqwT/YnyKM3JBP6/nan4eOwApngl4epp5hNXAInbFVk8h2lQ6FcM2HC5G8GnkubDwAuwrPtYSckGObgvFGWRX0PuZsnxUVZGcE+s8uVFPch9BPQVFAAhvC+Kjx2UCHUDhPrweYTJz+xXMHjqr/JnGodvbnqkNQDEyYCfXYsKE5vUNTUlRA9CabVrI3C079UYwkTv3igVywKeaoFkiZNBzdFGmzO4xldlRzPvj6SD62vQG35NEN64qjurggooE6j3dTcySIjUiTYPeK9ZZs8yKCNqlFg7rcCIoj52a3URxchiMx8uJmMIOhWVbaEdGR3MRL+JeGkql2RFOjJcFEaTKvQdyEgS2hiK88wcM9SGNoCVrC6hyltIFcmEbSEI0ebYmE/eQAxxp7Lj3gKIsSSQhvv5nzERkG5ORJDFlO4aC446c6+YSNAcHJ916BcJ+xuSI5IVlIUmFo0QMhQR79GayCXdwQlhMkI53C/NwFSb/xEKJJKqRa3MtK7rSmlpAkkcyJwI04lVDKV0DFdEayI8IAVCcEGJqjYMj3/s55cukUCCJqyFc9gfVETfNqmt7dWQwGwQb3mKRkX89WvNllCgdYHcUvzTmqaScsC+1kiDXS+Q0imTY/QZJRptdISoyXRM6JPF6T0oGchSSQp0Yancs8y0ROEzkdSENjGJ2DW3IOeTcjaaBWvwbtHVKaGIbbSEYcMTFqfkVLC3W4o1HQenDZeI5AjOLId5rLLZlJch8S9grLMzo1aO6QSTNSc2NVpeARt6ehQ0YsG2pv8H4fJfboGPLNE6sqC8ZCYkR0JFnxdZU9QEdSJDv6VeoB8GaLWILsSbTW+Xu/w9ET3hKUAz3usjoLvRw/MkuuQTMrxZskXJW3LdEbyefVeenO+2q8auRhIsghca01e7Va6qH/Nnndnayum1Qmb+ypuMyX4tZVcb7ols8+rhejDSOSE7lNtDR54HhyGZcv3lAwpQMpjR7ITYEAXukCPKhnrXjctXnvpblcaLWxPFxotVCWC61V6jI7RZOVoARwmrTNQfV91elOuo0hj952V7YvycfWFMQRjr0qxXToFkec7PpibeTb/Y2g05KVlsA8QbY6HJsz3XtX9Oi6J2Fg5R//DlQlfqfEJT/ByNj9AZaEHBMM8ADMp8ax3jE1Yxqfko9PqK8Kb158RbpfyC8vLAel3lTaRVjuB6gH0sMNVOVU3jhv/euFqrBwBIHh6p48Fk+mGxy/UAZLpLKQtDJfDZRJqNML2vgVV2fjJMaSRy7jEac5GbkYvJiFYUlc3SWyqSOLR7B3GzoNiD0hlcTxixnMKO+dWKYDb9oRrZn5NFOnSlkql1dCaiNZB+o7iXa8QQelTY1xnuD8BF7N2N/ceVXcoSJt5nB+CclY8MTq0UaXP3d3qFXyNCEiZO4xFopdoRzJX8yMDcqT1+j1wnL1ivn0msurZ8jhufsD+UJ5JSwvn2JtIdd7cqpM44xVw75IaIY5J2xM3hZXQIYHSMb4sSEpM74eGIpgNyNtSpyXysO5ufy+PtGev6FNL2AekfMJOyVsyow2cVuvWHShnmeqwJdB3SXvPWxMAr/nEE6+vjVs4M6Z0mVNDnkkTg/oCNNDrPmIBmvCEa+j28erzTnSUb9O7+MIQo9aZsg34QPE78Nu73RMjjysvodl3MXIA8W6bZSwzdJaVW1aA5UcdlM5ue7rqH1GSIrmBaQGfeGAyIJQvYI2+qlhabWVvFeUyw2VCOhWl1Haq2d7MC16aVlQaloPerf0KL5PCv9L3cZYQ0ddXKQNxSkt5iU5ytIY/d8tdEs++fzp7OOoD3GRax/HIcIbbXEgzy6o6S5gVLbpArbg1IzHGOOwG7PvVa8Q2/lr5cDjBNIfkG1itLT4e1YQy+TmjYfz4E3emZwCSPOJB/Hea7UIcoR8YzAPpLuwwesCOZFuJsiQhkYSZbi6OECWa7TBxe5pqpzywCjBx23e48VIpCUh9QjTBRkLCiwiDFkZB6WYV80kMcbkCF/5qiLTSH76FJFEbguJxqWMsZyNlJSpgkrjV3qBDMtQaHni4X7i+pwZ7jLpnJlQJpTSzsz1jjZU2lS4zIU3DzMyK8NdpapylwutNZbXF7Q1ytn5/dvFKfmyzGQqh9Cf9w2WSGbrmBFZGMeKXY7YxXu9NYzUGkMpFDXOtcBhdLBLMobBKVhqXVCDu9Ht5myVpEbiADmxHFw/DksiN69wUFGvhFwU5YAzIRRknL2aNwImdmmICU3Fe0WcLqh4RYkmaCP72OjvPBq37ofJEFaUJ37zGgvpcYOFbBWV7OhmIWRgcgAQBS+fTawI85VC1/W6MOKB3zNgmE5xl6iqkM7Df8ZRzxNmg/sGloIBwMeCVCKesAMTpuTyaK3K9MpaNwXd3qt4IjWFFTP0CuG20eR55XYP6M6YLV7BgNsbGrRJ6IDRq/RtjQ+pTfTIiACV3r9GQm4Vf2dzRoa8ApJ6/CQqPyzuBS6/MFRmulAU90TpoRvAZSCQAvzW1oqDLlSI6m73GTxe1Kthff7NxJPM4olmIbkpLL3CwGWYy9WE2BJxqR70/v2HhNCW4P1fCak6AA0L/RoV0eIxsE4xLTsg3FbJUNwzMK9c2wPp/N0jzhGUXhbxMAl9TfSPk5hdo4ZfFtWFfejMKxKEFrZyt3E7tS208CskBl3UdVEK/8fxjhYV0OLXEVDJMRd9prdJW/ubRjxMbAndajj1+Rj3jEQFB9el5tXttnvO7j9ZsECYGalXcVj0YLWKB4N8f/miieqJPo9hQ2ivTuz+lA2+llffKwAnKyixhh3jNgQMUdlgPrYB9HEgaPT0jGoSr6ZwZhLv5Ts/tnG+4ZhS5h8/f493b4/8u48Gvnznwlf8HZeHF/wXb+75o8vMv/veyC+eDzwZr7nNV/ztD3/Df/jxz3ny4n0++PRH6N1zPvri+9jpU+p7/4p29Q4vpv+S43Hg+7cLbb7jN7/5FfpgHH/1Z6Q5M6TfUCic05+g4xU/lA94Yq/5+W+Vrz79Oc/0B9y880PeTxe+f3/hF68L9y+/ol59j4f0D0lXxvBh46kWfljeRfJCO/y3PLTnvFn+t1zOR37FEaryk9fvczzCD3/4r5hk5vPxp9zfP+VfPiy8qoUfvT7wZEr87ZMjn7/3nJ+mO/5CvqL9cqD9bGD6kw/51U+fUOfM6X7ge5Px508uDF/B8LN3+Goe+ewBDk/hgw8P6Clxfm/mUhsv9DV3WfjZ8IY7Ff7zV5mf1I94ePdEfTZwfX3gMMI/SVf8F09u+KIc+eqzC1/8UeIX7yfKb/6O5a//mlYm0nKNlIy+e8WZG16XW3JV/mz+koNN3LV/zBU3/JN64Dxf+L8/fMJv7Cv+3uldnt0cqO80LlPi6ad/zrM33+eX6YHXeeb9f/tLrj7/hC8/+JwXHxTeS5k/SQmRSsuvOCI8PSeW4YEXP/klcr7mp599SLu+5e4ffowe/9ekY1ozi1uYevv/FtroxucWpNj9fj17f4RD0WG7j67dUcKRvZX93fZn/oGjG+YR4HfBFggZ1vDCZtCv2UYXCNqfIZTxloSI7wXKxcJ4UOsVDi0UI5GUCEeil0rsRmX7v4vTnvWVR2+3s462r2NvvYU8Ght566v+jGb9nbrhtEtG7IMorLbI45GWFA5GlP6JIqujsAngDZn89ir55qDwmgm3SLbEcoqIGJ0jdFsWtpXkdT5ZZJu7uL/t7sCjwJttDumjs7tCsrfGfF1Y7oh2CoGeae/Pt34p/t7XXa/5i99bSn2ZroYPyVDr5l9cFy/5XZlQzA2TpEpblRg0M1rw5a/lfNE7w0si+zrse6K/qyNMthy+baiV/l4dMY6w8j73a3Xk3lvFKP7SwtrUPHlSLSV3DiWaQJMCoZ+8ZNSbFdhqpPiFNa4lblulSCq1mJN+r3XsvyM6vfO2PpI36+QTXsI6n7Kuo9166Q3D1mnusizQ/BIojlWc7hafbPP96LH2t1k/jmvGHJiEUWgCGiiQ2hfL9iz+HNEcs86e4CkpUHsJS82TL8ldyGSOaldRr6zJ2WmtiWRuNMeDEgxARk7Q0uCUYfmI9CaYQpT0CqYPbDz9fb+7E28U1p47u2MdKenJVTfqZMelz279rg25gh9+f6FVeto6ubvv9bJ1osKjo/O7HAnD/VEg+LtV3bz9LP53R6TtRW+vMnr7/fZvuT1BlwL737x1O3t08u60x/JZHp2wP0Ju9XNDz8GGPHR0onNI00C1QhOvhICoTs7kGjRn4jVUOadgIvIyeosSc+vy05oj7hS0ehKi1UbrVRCtOmd1cFdbr6LYBcfY6aZNnu9k+tuvui66nS6w/XceTdbXJ4XHpzyel72uCvm8Irq6THvrov8Lllj/nk2DJ1VHSIN5Qn/xnJxloWlCFbIlUgv9kIPT+Vzp/N+aE61kT7KffTzy2CA1pFSvXGj+HmOClMR7x5g4W0DDkxK95DzHGre22SWWwjGNRGDzOLBAb2GE60/QGgHjsBcH9SRPteaJK1kwSbS00JJTlyRLTA0GVXQW2gPY2dCLUktjrs05KOaG5eZNiFslFaMlsCEUXXOQg9PhhN0Y7wyJRStqM2UpWPP1Sq0e6A4dkoaQHOpJ1dxca+uoyKBYbjAYaXTZnMSbaY6qXmHkuBCGQyYnIZmSCgGIsNgPDcYGgyee0pi96qKPuFbEqn/XlDGq78ZsayXe71vW+zUm3U7oBpp0+dWd8N16Xg2737Wo++9jnB9tmd11Vltrb8QZWyBB2SqO+qePzzdsrZAOQ+nx/faKVwRTD0i5SjGkdVrWBqkHh3C9g8tC6VWKhuusFBUVNQIuYmuhRZdMBJAJInAVOnK9Tth3sHvu1RbsgaU+1jsb6mvj/NY8rCW8u2nqvydkNkLnsLOewH4kF/djbOvXt1nYzfkqU/tY66PvfZtj0+UuM5M1Xzk5hEbq9rastmXqtpkSdK7qNKq1xRz1YFjUMbRIHg/qNlKVCPhtFTEmhg0aIBFxu7jT8ERFhiPxfW1If67wD2jNE0vNgQ6G0xJaK1CFtEQSXrOjVFvFkrFcCoowJyOnxHgZyHP2NZiUpc7MpaDhL5SlUS4LUtR7NpnSpNFoHlqMBImzmvk61KGDDW3bYp0aBCP1rY6sFWzbOvH18HbyXKJqRcJm7lCLZGkF5PXbWdh9Graf/zvWqln0bzavXrEAp4AHRS3qCASvIo+K2s4W9016NXVA3rp/LP6LdR421AoQebQ237YN/V27/2CGgw763tm7HPDIHQlLKz5/y94Vl/cbKHHz9wN5sju/20SyXnc9dv+wXrVhPQ4SwIsuf2KDrIj0PjIRJ9hEb9hhRviK20tu9k8Hne5ldR/B3YOtNJndjusjt8kv6QBVOiByJyf7HO7trO1h4q8RI7F1otZJWHsxPKqee2w/727AGs9aqxq+2Yhb30e6PR7vs/oxb1dI7O+5+b37Wdl8mH7/3+MfrwwZthujWCtr9QTsx22lYer3isRyjwVJ/G59t1V/sbvH7o3e1iXrMz26C57Y2D3jSksVTCSbNl1/bhU28Uy7ageTbX78svt3fPvZftf49+v019ptXvoa32z+bTz3MVDXpVvlytt7dzc08btNt8Yc7ZaZ/M7n/P2HCVxOmbNmdKxIapT5gbnec24LZ1EuGIsaNRvt4Hb09X0jX5RzVXJrHKxg2hiaJ/z1bIyDcZoaVRrj5D0IXk/eHxKpjLYwTQuHNsFwRcuZh2a8bpXjtHAcZso0k4YZ8syQZlJWZBiwXChpoWpD1YHSiwpLAKCMTBlvSc04zAdOZoxLIicBPWB2ImllUIP5iNUJHe9ociEd3nCY3lDSU2Twyo1WZ2ptLA0uRbm/nBmKMQ1H5jpSZSBhnMUBBFOaIDeWQZFkHOtCu4BcBlrNJDswMEKb0DRy1YysC/f1QlruWeYDd5cDYxVuJFNS4mEwJAmletsDs0zVgftyotpEuZsoNnBZlHNR5gUWEuV6ogwHBzOXRI3elpMVbriQqlHmAVX3xTMDgw4RoloYykB+mMjDxHA4QZu811apXJ8Hr1j/huM79IQo8ZPfIXRh1eS7jbmRFHkgywV5ikEyPIOYgNEF1CqEOl+pi63ukEog7ll50/Yiqwu52Nz2lpCNCgnPqg+YDDgq36svKsHRJvWRMOzqUOKZVhFrPejmjbSwbkB6sA6riJXV6NkEOI7yYjPaNSohViG5ZlElbJFuoO7GXMUb0YlGVjnQA9LTJomVG3Bnrljvy6Eh5FKgN1fnpXOP+/v1BtFCDSOyczEWjPtgJgqBJxlHJcS8Ws/Kd1UqIAPCyGNj7OtHC/52bc3R21nc8baE1YFaDKviPO+a6PXEUov3COg8kGGcOrgugqwXr1Bpawntazc2WlRy5CkUz+JGcS4xNxOk7FQf5s5Byn1+RnoiTVvCWg4Dt9DRLx3UioIVNwRSOzgaJZySEj1XpmjEaZpRMim5Q6R2xBgwbUjphqE4gk5mNCV08s+tzn7dUTAdsfrUqUv0Lhyu4MnMZ18d6oiGSK1jTXxtJcDEna9WSKkix4rWI3a+8rkV8TLtMnuA4+BznyQUy6JYymg6OErzaiKlzDDdemXJ6MhnGxxVWJfqNBQ1TJdFkcXXo+kEQ0HGhljFG9UZbcQR8Yvz9KtMQPSv+BYG33porOchvpM8SCSd/kt6BVc4TlSS3GESaAsyYleg4g32xFC8eapYBKeG2Kcd/ZQckbMG0mtE6SLQshrWsXYUX6reqLDGfApIAbkAB+frtYJHgAfyeItkoSbPBSX1KoZWFqwp2hxdMvKKxEBKjtyUUbzBKQOJzDCeyNMVKQ3kYUCykrMHXiQZkg7k4UBOA1KFYRgZx6eYHMnDdci0hLQH7PISWwptXtBSKPVCbQ8Ue0W1O5qVoLn2iiplxmz25ISBWaLhnKfC2eWXnGLeLm6s64KgpKDu6kjPPtQbCj0ja2XEjMgB0hXoBZZ7l28Mvq8zgDfzBfM5wNG732Gl+brcB5jFKztQjWqYkBum0Z+kBsLNkXhbsqL1l/Hn6Yi2MNx7Y3DWJHli+9jW23tAOPn87J8vqvv8mWIcrfOTRoq9U73IEMGEGdMMs5CykkRIuTh1XBpp00TKiVQmUkq+JpMxDJWcB4QJYfL5Sbolq6gYs5e0FkFrY7kstFaZlwuqhVoLqpXaFk9SaIlqh97DKfS3BU1KT0wkfM81CSRzT+zbWpVg5gEYN3ccdQZEL5EYSF+AMaYrvMDXXZzvjfZ2cxDcx32MHT/aYvxj/rpzZENc8dsjm/oj8e4Ax8zVqTImw/5Dwr4Szt/PlHdOJLvF6gl5WBheLchRSB+M1LuFh5cLdi/olwkZE/k6kcyQciadGlc/nCFV7O5Cq5m7e0dnHo8LSQrpdcKK0/tUE8SOAJRUqLmSVEhtYCkHqk7IkhnuB/IAaYRjWnhX72nTyHy8oSajTEJbMu2zq6j4uiBT4+qqIAav7RW1DtwMC+OgDIcRxoEX5cTnZeLWzlxpJX8i5L8TrGasDJR8ZpleM4gyHRtVZ+4vr0hL5vD6ypV/HRExSjmDKm3xHhDL2RGXT443jLlxd/+Sc515IY0qyu3rxNVlZDhP2ClxssRVeuByzjzcjRweCqcyo1eV+r2CJaNKRqbK+Kd3IInh9IxkwvFuQRE+vz3Spsz708jRhHT5Cnk5c27GchxoUny9vHsmvQPT/RXT/Qdc2sK5zeR5Zrg/kzk6rlGU2yunUBukoCY8fJUj0P77j9XZjWAhPQDcK5rtAJoxXD7bKrPSamtE5hfoPsJxF9/pgSVB0tF/mUNe2cwWGBC8l8oAaQaWVdb7D8GzbI3O4W5BJ/nIXU/hU/Skhway1RxFKhZNj2evppYcdmK68/ODrFw6aKJNXikmuC1hi8tKwelm1G2vNXCiYDWAP7L4mJXisqXT2Ypz7TskXUEWlx9pcL3VIjnQErToUyXx3ZS3IeuJEjEYLRIkjsa0QAMjk79/VBJ6BrLLUQGN6s10wiuu74B7n4uowO6+EXT5GH5CJHTW4DznbxRp67ozmJonkioZS8KBwqCV5XqhHiraTmg7MKSBfByY5MKQLtQKywvAEmqLJ+PKxf2lAFuUJqBKefDgwfjuHWRBXgupCGMqjFTKEk2b31P0xqmVtIE9DOj5mnRKpIPTTpq9gZQYJEPNLPPImCvT5IGb9pBoaaBN1yCVfJlJc+J4bkiaqEdvYi+xxtqLTM3Km0PjPBhXOnGwgcv4gIxn6gzL7CPbJFHnxuW+gDQsV4xKtZkqxsPklTmSDKo5vZ02LoeGDgrRM0+niiTnutdS4XyAy433vbuK3i0au6oKMmQOeXC1mWcEid4O4oEXM0r3icuN57zb4rZ39jjDIhmGsEFMyEN1O5TiSfVJnXa9GFkrNQktH92HjV5g2gzJQh49uT28CerXP3BM1iuWHujob0zcZUDYbMgcYUSlSWUQB5N1Wj0sITbFVXexlS5nUJwf3zxWgYX/6CA06zaDGHB0O6knWpPTv2kg3nvTdK+OcN9FU1RZ2MWfJXwl7bEWTfE2/XAB0YFuHWio0U9nBadaxuxAIhLoVlCd3a8JmuDeg0AtfOaoKE3WoZo+Hp0NX+k2tqwyyjDvR4isNq2FHdt7FomYY94IJgTJ0YvAohoaet+upNE3wDqtroXf5X2DnFYt7ilKEpera/rXUgAqerSlB9yhd19cY2hREaFp4nFi4+uHReVbT6yl7qukEmMZfRmkVzRHrKk3SI8qYu895mh9WZ+6A+WGsE2j31rcO/V+S6t/1N9uQhh2Ae8UK6W63ol1Kv333baW7eryqHIgolOG+69xhutzDX8xfhvv2xMLPZlpseKEguB0r9g5xijGssfh0hL305gfv7lpxHmCklf6ntaMMTgwztpmf0gAAuI9ehq2r70tORbraR33DlDYVgpB/S2xFzrAVyR6lEhUHMmEyQjaAqi3JR/SmnDrFH7xvrbE2vlu8Lg5w//rQyPnxnvDF0yXhYdPP+Xl/Sv+2XtXpJsDD/OB+YuR6SoxvVf50S9P/B/+2Qf865t3+O+eP+GDsfLTd/6WaYHpNz9B0oAcP2WcjGdPF+q4cLnNvHwy8s/egaUa//nnyvvzzEfnf8OpZcrwl3wiH/Ob+QWftnvk6a+w27/h8pGwfCyk5VOe3b1EbgV5bpxr5dXrhaaGVKEsz3n15k+BiWFMNI7Ye/85zMr4q8JQZy5ffoxIZX7zEapP+IubmTwob+7+hMv8nOtP/iXvWSH/8c+5//hvae/+19TDP+F6+YzxP/6K19OFX5/gV3f3/NWrv+Pm9ISP/vxHLPPEp5+dSEfjdT5wTeMn9ZqkitxWDqnxT758Q6mVy3zDf2oD79YDJxt4fXVDPUz88ItPee/13/Eif86Qv+T86/f59O4D/uJy5L/8yT/m8zbzs3pHHYWXmjimA+8fEl/WJ/y3L/8xt6XxT399YWbhr8Zr7qiU5R2eyDUvr37CWW5475dnrs6VT/Mr7tNXvDv8lu/LCz67/oBffvwB9ePv8fQHHzC8apy/rFzpHU/1S3J7jiwfc8wD15Nyltf8Wn7J9NUrfvz/fI9Rj/B/+8Pr7DtUQtj20zXb7vf7pS3br9YkwtvX6H+39St+WXnrs7cNAg8Cdkf8EVq7P8X+K2KPnq5/y+jBRAshss8m95+PkUK23kd2QsVVpl/OgzVOpbQhghR4VD1ij6/as7f21p2+fuzGY5Oq63Nt34uERddFO8TG75wr1uHHhfp27ccj11G4HVnG7t/7R+/OI2xNh4Jbn873/82icMVI9CBbUlZ0eWSN92/sGeNOr7F7rlgyLpw9KOTNUiyWatAGIF0LRpCNSErv1qJsz+bVJLBPksVjxLt7AKujc1wJ+z3EbGsJsVMifV8Zvp68KdduSGWXuNLdXCG7PRFgdow1mRcNFb2vBmsQQR6VL24PvyW72F1/N5gRjBN6oK7vCXygNR4iqh3izM1gkUwaRm92fLwiDRPpMCE5YdEw3mwCK2hubmOlvaEer5VsAzj2vf52gnSdvt+3r37HsaIt0qrLJQwPWdfIW6ict/et9rUai0aUlZu1V/A82ve7vfYIYSHr8wghSzoCqCOddvLAr+RGTm8Er0HPZK352taQYxKVWnhgVglErblzpTK6EWR44FgqiRTJ1oykiuqIJHWkhOCJwpQwK1gqNCsIldrMm7P3JalgKtEwuKGl0mrxjHw0G1b1JqjaEVYdrWL0EqDH0xpIQ3pPkHVQasiHCPJ23RHXlNXI7kaxLyqzqHCKdWRv6b1N9u7k1dsy8VsdPcy9n8e3ZfV27u8+foeu/D3nbyioVfHuPgz9ATFmu/N+7/1t98x9TnpgP5IHatEjIkr5zbn6uz6xlNeeJr10WUiR8OvVMX4dLz13Gdga3py4VlpfM61t1EsdNdwrbPby/O0x606HhP58JEv253c5+OiLb41TjPQ6xPv1uLOR9jMvENEFly8dSNGDvo9//F5L4Q8fEsHQHphQaIIUt2kkUJRNoVVFS0UPA5bF6TaIPykssBqrxSpCWwPOkkdQr3LzFjqJZhmLhLvGe62IWCF4RgWpHoStSZzmQp2TuiVfQ8mZ0EN/JdogwaPv+r0Geqxl17VqNSqZFoSGNCE1aK1SNNMomFS0CDyIV9RVoR2UcnA0e05CVaNUI1UjBzJdqyKiFG2IqjcQVgk+/5AnnYbTGirQSB5IUr9PKomcxannE1jyKoTcAhKfE5J03YmSE5a8WkgNp1sMlKcikY90We7qd2czJdcbuu7LsFstQC7mFHjNnGaE7MGvQb3IY6hbE8/fe6xibL8fdijIzUiCt87ZZFK3ObtSe2vxrxVhezo52HpYyf7kx2JrNWNCnwRidkPGxp60nbhfv2tstqWtP7tnYGGLCJFc6Xs67QZGnU5SJAVKPPR690c8G0EPydHttlB4mzzr14xn2oun/pcdGno1hG2Tu6uv0OfD3hoojJUudh3E/t1uf6zZfFbZ1r+eul0df/p0r35cv2xa7cp+vdW++g6Uc5JCs3V7bf8esFUrxTNJMlKKpFRlQ9Qn84RQt9/XdzIPcicHk7htKlHxtJ3n1DaRqO5+kPWxi8CmqQP1xDwPpIHwJzmuSmAFv/XguLgNZ1q8SnWozhga5WHWHERXVbFBqQKDGCoLyEypQqmJ1oTWEq00dPEKVxsriqLNvJK6eRWhg296bUJ8trqV3Q8LuWOGtaDFkQjYsk1ht78Sssohlz/ZZVEk37ZEoAeFXU7ZVjHCtv2kX1M6GLDvE1krj6TbbtJl4G7NKC5IKwFA+gPrK/bR9tY92NifZIslbPUH2/rrXoOsf++fvV0lsdsz68P2K71tP/hicTfhcXVAlw22gkq2MPD2PNt9DUP2c7rbs15BHXTDu4pi94cDbR7AlJXD3whZtUqk1fZcbdCvIcq38dt2sDwaR59/253NW3/f/tZHedM0XSbK7pf9fXrQdy+b2I3J4zGPD/2qto3oY5Owy74uI/P22bc+vkHn9nl6dP62vgzbidH+ex8D+xq/4rq4dueD6xjl60e/h58ra1+9Taeua+FR3DDWK10nxfkCj/pOha29DuVuTKNLzyqb1kBK9z36Otv74j0+9XYSgt1zP7pHfD9eYtvvnXqwr4XfZZnvdMc6rm/vc3a/38uEfn5+6/PtGw4g3uu5t68jO127t7W++TCgjgUboaBIExoTLR252EhriVqTN5gfwA6KzcrhztDReGPKU5vJvEHkQM3PSCSm4tRSZbmnSWUcKlPKJCskhKtp4EYnruqZY1KWQ6UkpVWwmhgG43BQ7pNyr8ZpUKZTgtHt36Eqt/czgw3MHGhlIFWnlDsxMSRhODancs3KoAO1eZJfZGFI99yIMUmiSkNT8b4YdeTYRiZGyjhhpwPWRkrJWMoMmigLnO8LZONVPlCnkXKVSaMyN2HQxFxODKaYzIhUbprRqqHNQdWnkrjRzH0auGsjizZaOiNyYbSFcWnkOxhSYrgasFq5zImWBdURk8xowkDC5IBaQR5eATBfJZakHHNlyOr9PZugbaK1zDw8cMmVZ3nmZjjz5ZVTKE+HxBXKKO5/jGacakXbzKL3jBSuyzV1LOiV0BaFF7N3RfiG4zskISKD1/niLFAwXcN3Rbn+vtP0yCP56CJaVyPRhZRzmFnPjLNlQ/0IOo1VaQXqc+eAdJW6VQAEesnz8evWSwjOf+gZW12jv27syWpw71U19KZsKv39ejmeAm0NlIHSGzb58zSghJPXnz8/EturEliV2Bas9zN6D4XIHq9ORS+J9qxoNzb8Mnul3ako8BJyPLO60cF04W84Ty84yiVHCr4j0hpOv+PBWTcIo+Qm3s/tvArBne3Bw8XnxTq/7fKNojAF96ScokeAVn/XevD75wq5IbV6GXxdvAIiE+ivYbtfKJuEhLHpjfUc4Z6QztmJ0xzIOHqgpICpkQJJ4DEP82sYDizAgwqODPDgAROkq+rLtJmjwrQbdO48Jo/iUA/NkYbWEBVymhBJqFQUY2ggzYNu3sT5gZQMb1ot6JCwDCkNpDy4f1t9vVqbHdFbs2fNm1OapFg7agdQL8M202hP0Y0Sb4otZj6UiUACKImJZEca4uvFcPQeYDK443IRGAbk5P0Z5Dj7epkyKR+Ybj5kOJy4/fA9xuOR6faWNGTqywfaZeHuxcSsr5gPDxQWsNeI3vt4VsOoLlx1gDJhUle+fss5ZE6gb1Yuy295dEenjl7FMV4gReAzObomiVcPqYGkAUtjmDvmjtQSgaJxgNxIY/SBKd4suRdc5UCCNHVRLGaOEhTWAIUvzajiScWrJtYAXo4xd0NOLJr9pYROM4L3l0jWYFGoCVPnstZcw0YZMQbq8ABScTIUQdqE2OARqGweJMuCyA1JvLlUHr2xUxrMZU5w+g+DkIcH9BryeE2xgZRPTOkGkUSRVygzy/0dWh5Y7l+j5Z6lLDRtLGelzsayFEpdaOVCW860Ytg8+t6qzjMqaQEB5crXrY5uVAYnufenUUyz7xmIz2M9S0OSoW2MssOEyeDgotQp9UZEM1YDvaYS13auckve40O08F0P78cjnhxd5TEhj/eu14DYEPpsgV5ttjdaV29/00H+5a478jpPwIqQtTXgMsRnBW972asOd98x15cSVXe+973pliBkdSoeFQ/EJDPUNJqNNYxESgOqikgmjxVJyavKMtTSSGkk5YbkQOGucrxXwOBVXZG4qvMZ1UadL/6zzj6/1RGlTt9k3hAzrHYLZ7I7sxJOje+tGtVJ3dHc5qUj9h4PuURPCMOk8wxLyFM/UVZbabNGNqc4fpf2TkTo6J3u75WMuPTlu2GbAIXpVUbeDJRaqSrkZSCdMmO6MLQL5eHBeyWQyZYo84n5YQAbketbuCm09y9wBv1CGTGOV+6snO8AO5Lvv4dp4sgdjZnXdwNqmasbIz8xWu0JbK8Qu7XGqRnnr2B+KSzXC/PN4rom+nQxekKhqToa+PUVNlUuHzxANQYKJKENAzImhqRkU456QRqM94lcE+O9kobCYVTIZ06nxvVBuZwzZ02OUmqGHmbSew/ev+jhCall8t2AWEGPr1Eal+I61eSAaOI0Z3ITDrki2agyU1Oj3pzAjlzXI7kN6LHxcChkGnlR7Gai3N5QTxV7slB/1Wh/Y9AG8tMjw7hwOr7CSqZ++RElwZfvFU/U5FtHuZ4r6dy4PHxFa5XD0xPp3RPZjhxspNjF+++8Xri8LCxpJqUZ6pGkJxTjkjLJhFmbU0LNClW4O7t+S+PCPhzzuw7TXmUVvoJGAEbDjtXg1+4bnjPeK2DCOY8b3gUXItvl348+DliD1ivTTvH5wr4PmwwR1LZlq6CWjvh3H8CseLLG3CYFhTxBOrqsiWRpByN038c6y5Io9EKoJK476PZ4w6swvK+N25uuh2hRrTsMkLPrKXUbDYvG3yJuN7YCulEA2UqlVAOJ6n0daJk1AJui6twEaY6GRtNqI6xJKRtwL/GM+1JO70WXby2qE0LHITvkrhle3RAJCDHQg9tjho9vUpDoqWej3zJVv1f4LaQF0gDDaQsAW3Vbj6h0+bZJiGTUJ+pebW3RuFk9qH+5hjmRSsNajJ0p9UrRq0w9C6UBU0JOzqevB5ffUgXJMEYxzjjjurBdw5A5jLMDhh4ytSXyWBkSlDLQ3gh6X2kXJWVzyoh2QC5XWFpo+UIaFLkuUJzugJw4T0fSCMOVkFQYXvrc1UHRDOOVgjSKLqQUTTOTkuuFXBO6JCrCeJzI0+BJi2LMc+VyVtp9obxYfEsNhkplThdME1ontDVauce0Uc39g2V0H1fP4nZ2VNOnlhHL2H1DWsKuJvR6wmxBtXJsiUMTtAlVB1Izhtmog3GxhpB83ahgNRDFg1dFtdGD57pkUhOvzBVBiidIUm4kMQ56ZNRMzQstL1jBC4yKUGev5D0cKipGTeYmzeD+YHozY+Y2+DdVeSmX8K0nX5Y6Y6ZrJYrTESU69WNPJfZqbZORJBOdGjR2op8p02bbmbnNDnR7wHtLyBrPSHjFqUT1rJhXN6kFC4W5hWEyoDKg4uO1xkxkdHkqBgH+csR9Yu0fgMZe6XbIBaRhdgS8WjWR0eh9ZGSU0RPVFhUINLAxKtM39onoQkEXqmIXup1kJFSu8CBzCzCBV4ER8tTfWVFJKA54876ZHXjizy1rrGYfSA4mAnX7WcO+Euk9aIKNImR+IofPN7icDbrMnppzQ7ADmnqgXlz+0/tw1DjN5zXbN1d5OUAy4mbi68THqwemiXmJXkehQwkqcIhEKBIVNRHvsILwgK+QY1wnhV6LeFuP+GtPGGV/H6mIVLaeCJe4/xHhhFHwHgasusT6WESluIQPgcy7ZxB6EkHX+J3HIlL3AfA9tvUdGvwc8d6BTqfoVT7uR+fwYUL30UhtfrSvuv3d39vw3jcrI4l0I9/3lK7sIB7j9DmNfcaI9D6GWOAFbfUx0qo+t/igxZp/RGEZfTa86kJjvscATlR6PHJNakWFV18rq19hRPWT2y/fIN4eHQdp/KPpE25H4V+XP+UTe8rygx8wDMrw619gf/cFJSWqJJ58BbfHRtNX/M0f/R2/vr7n1VPlw/Nrnn7+a149e4+f/eVfcFgGPvxCMF7zevi3TLnxR+M1N23kn/76QponfnT1AafTSGmvaW0hf/hr0vUvePpv30FeXPP38w/48+tr/sc3v+WTu88Yx+fwR7dcXr3Lwycf8SevPuV/9+nf8Mk48S+uPuB2uvCPbv4HxvIR4+t/yt3Q+Ovrv8JuCu/+9DlZr/ms/YCqDzy9//8wtRc8O/4Zkzzn+OHfchmNq9fPuLvc8pObv+T7+ce8GJ/x0n7Dy3riV/Uf8tw+4x/f/5zzfePlfeVsJ158+hQ9CvrhmUln3vnqFTYP/Isvf4ClxLOrzxmnB2SYGdOZ7w/KrY38+ZvKk3niv3lzw39qI/ZR4+4nD9iLEx++PpDbx1y9+RHDs8/4n9/7W37+xvgX98bTds1P2jNyOnIzCwer/F8+fMl4fuCdX/yWsSr/sD1lGRqf/fjfczlcOH8yo3dP0Scf8ubda5b8jJoS9WamnuCYr3knT3z86ks+/vVveXV1w5cfP+HdL8/88Cvlk+tf8rMP/znv2FO+X/6U9OTE8Pd+TC3Kr/72U2T55rjbt09CdPndjxVNY49P2qnVLTmxd5f7+V+vY/D/9/MfH/1b8ug32/eADbi4Bgzka9/t6KbeF2FFG60c9zvBvqVd6cJhzdzu3qNDch1F0MJICIRnPKfFvd9+g92Trb/cMNZvPX8PYGx1cLtjI7/yL9k2Juvc9c9dIdhuzITwzdAYFy+5fsxRt/8jX/9jgbhY0bTxXmLr+PiVdgi333OIuqHo/lJHqvXok62lqLYK3/5cyflerRs42+x70sXeXijx7PH7dfkJvfnn43Wxjpa/o/V/2S6+ZNF8ejcdu8vu54co2+tcm2tz2m506B5P6MkJzBVWRy86emq7rHkn6VXxaefxtLaOw1a5QyjcbXi3pd2d1f1caXyeHp8cG8t2U74i/kVWyilJ4hQs05F8uObw5CnT9Ymrp89Iw8jSXlPTzPLwyul5irp/nHKAtA2nHIuHViI4v69OkpiUjsKo27h/p0PWd9j6uuzHwnZ/6zIu1noYwdsGs3VeJYTBWkWzW1ud8olHNmYf4y6xuoHWk650e8Ovpd1gbassNFNMC5AdLZe86sTXWBQ+e4dxT8eahF3T1j1nGny/DCRGUhZUIwnRfOOIDJ4kGx/QpizjG7Iqkl6TcwHxniM1P6DM1GWhlcUbCC8zTStVG600Wokqidac87jVQIXKY8CraeijvI6pxfqzNVmzIT+39dxxMrtqiHXvh0EsPQHsMvMRpM+iqumRnvtdSKFvPvb0q8Bb67U/V0fcPF6H6/fkd3wsj0/aP37/wt5g3apJ+n37u9vbF/MrhNO9rxrw5qQ7RGAfJ/XWg6KKRol8ij2dss9EMoHsTV39KoKtwimcWpNAnCuttugB4RUQ3tS8RuJhq4Kg7yt20/9ILz62F3wZbPvubX21ORaPdcyjCVnnI667r57aGyOPbI29/dPX7X6xx3R0bfpdvIp+xcXv0Uo0RI2qtdQEZqNWT9hYGtA0+Bj2BFlOMAp2CodsdJkvo/OftxJjXSffk8kDw7X6nDXRQPsHhiwrSCVXZVRlKQk5K5xS0G048rYjujdqA7y/hIoHvQ0sK+StyqnFWA6mzqhTzRkRkgYlGGRpTqWjRq/yMGker87F6cNk9GRdFaQOSGowRMC4VpREYSCZcSB52XvaAhKGOWWKON9rYsDkTAesiDowoSFoxm2arLFvhGQDYi3kcULqATJUbVSRaOSZODaCFsjRzHqb4JiR5g16W8teZbYk9CLYQdGj0y75+wqak3Pclw287wE6b359eGQ//Z5jFUib7bf9fndSpzcCP6+DIAQeIwz3C9j3w2ri2+56q4W5Sh6kA3i+9swOHto/z0qVsn9QgxWl2e3uSPBuzxDy31KICoPeOLTLmPi9pJ4cJ+wWwl7wa61AU492eJNqb34Twzo+erS1SmFtkNIvJDuboFNe9fHe2TWPxub3yZKwg2Unj1a9G4ESEwdshMzaVEi8kPS+fzvbX/qYsz3bKi/lrXt+i0MIih9z+qB4PwOvkmIIPeDPLdFvqkmKVlj+DCuD7JS9YmWRQMt7VZZo6FHN0CI42dHQeCWfZENaVGsVwUq8pbjc2kod+jzEeskWfct9DCVAT2ZesW1qqHgT52ZKtUbSqPaK3l3JEtqyI1WzUHIALqRRS6OWSlsW6nxBBsiS8C4Q6qrSc3NO+2mKpt4LLKpSqzkerYVf0eenpWgQ330XHJCjBBCBdQ9J+CjdjO+4Qut9GXq19t5B7etjre6hY8nc6gsQXFfJpls1oeDgITfj1Oe5U8UESMxsXZm/9+gSJnVgxl7/Gjyu4NkefRNWuzt8bbvtdf/bRtxu767gJLcZtvqIfVB/G6qVekegByr7HTYg5U5u7K6+rus9st22YOZerK5o9G4b7ZxK/1vfxx18sVVcyO4qj2V5f+edZO96Y7WZfpfkkkd//5oFZ49P6Z+lR3PA+j6P0O5RYrXueLPHz79WPPi/3753l3nfqkmwdT2yzatJf6P9lbe5AdtV+fVn6tSpHaTKNj/rOpL1ebcx6e8enxg7X6lXRig9qePNqetuiPebQPi6vbpGLh6/9vqymzjwp+vra3fmzsZY+8+ELrQ+BtbfwCIOAp2yahuD0Gu6LQ7rMmu9W/999yt7HUY/urz5pqNLhcejvd50vUA82yoTu+zbj1fokG5LvP1Zv8zXNsE3PaFxlQo3yWnosg6Mh4xcGZYnrA2YedXe0GBaEpqVu2Gh5JkhnRnsQi4LzQqvjsYxNZ4PBbMzFz1jTbHLFakZt+eZYRFOpwOHdGLJjUomDa8Y8z1TvuaQDpwkc0pH8nLEyol2W2lXFeWEzUfGy5En54mX9UBLEyYzg52ZmDmqUDHG8UybCjI8AUuU+wOlNlI7M7XXDHIm6xWSHmCspOnAoAeGfM1g10wmTDoDR2YZUZ2Y9EijMIj3MqpFsAmGozGUxjSfqZeRh9poCY5hBk5jAHRsQVojD0cGE6xCUeN8gLtbYbhkxnNikCM3duCSlNfpFfcps8hEQ0k2kFoCVcZUeXa4MNqFabiQTVE5QVKmY0KPmZaaV4IfCu1UsXpwoGM+0PKRdsjUSRlfzzw53zOPAjJhVtAGhZmH6UtuVBhUGcfE4frAUirz8SFA7H/4+NZJCF1FSvBpd2qc1bGWFV3ihphFTLcryL55ekWAK0Df476NV+Elnd81bzbHKlt2WW1Zscchy5QUgt0kkEEihFUXymsz1h1duaEdXZz0IenBpy4met+GFEGnLvg2we9Cz50bD+p1IdWrB3rAsAuGqC7pT9Azr70R82oPGJugd+fMAgXtAbdQfEggpXqGNt6XIbKh7vD777oz0ylZwiATz8wivZpgCGWm2/lyiSc++K9SdYSA9ECgByA6oh568KuXcga37B9ab2+i3JnioAwLFPPyBquOZJTUaBWaSjgEQ5TaCkIj2RIl0RbIncE3xanFsAb6vAdtU3CFVreIkyyucMuId+30BIdI9sZy5uOcmEmiqAmtO4MXA01IjXGwMUq/WyDoLj50xaPNrQ2ICM0qkiAn7w2hydEGSY+gmYpCdm7IYItELNGqUsqCLoKek8dLR29EvZZOdwRa0FY4YNGdCEcf+Qr3hpk4MkgjAINF+5NEE6VxxvnvO68pIAsm9zBkGA8gBfSNz42eSMPAMA4Mh4nT7TMOt+/w/t/7S67ffc773/uQw3TkzS8+5fLyDb/52wOvvvwU++IzrL2ipjNN7lBZvEGQis9LTVipyNAYciRmeq+LdvFlOvQN9i2PMDpkKCHTijcpDDFivRpII4Akikkh9WoVWbB8BzIienI5dI6xpfkUdNkg0UOgNFDQ6oaaHVM0Yq3h7OFyJydkCP7ISCRpL8lBYr9NjsxLDWR0jm9LtFocwZKrm0k9ySYXl17FEw4WAdskD6SkiB6hTOjQsFoRWxC9i4RSVD+FzJB0QnImH16S0sh89xkpHzgcviDlA8PhGsTLF82UOn+BtQfq5StaOdOao+fqfEcrD9RSqaVg9QL1QguqAFsDNB2BDm0NToUc1WWTzQLuhaZo/OlOqfTAkyopZUdlBmIJrdAWdwTUkXk2Om+w1BbIvZPLvTG7w5x71d63P3r3JFkN6rjEauh23YnLcQlUqhFoxC7z+jwIlsa4Rnc6lDWgI2xOYuo6qjsg3cm00DEu0wXbBQcVViqRnW6Nt1kdt6BQMFlQdToeCaoukjoNhiSSEv0gHDWcZCJJgTw6rc8aMHQdaOrJL1NFo7qiLlEBUWZMG6UtTv9UnYrHNJBhTd/K4W8OrnUu4d14b76O7AKLe+dNV3vG1oBn2AqBCJc1MpJ2KK7em2NzoPpY+nD6fHW6uzWRZt4/y4I7V1aP8lseCnb2JMObYaakynscmWzAfnOD1SPjk0a6VdKk6KRMxbheChedudcH5GKMrxKMA/bjK1I10l2l1YXy8ArTM8lOmGXOy4ypMixu55XXmTIkRJQkxnG6ZxoeSJYoOOVRbZB5l+vpfcpQWcaF1C6Ml9ek6njHcqU8PLuQEI7ckMTI7xeMSnvzGrtX5sM15IFTPpATFM4YlWEakUMm5cSUhJcPwud3wlGFwyTU4UwdLxyycPU6YfcX2hefY20k1SMcCzxRkgmn+ytqgYd7R5wPzwpDEtIykjRxozAUowxXyDBxb5WSCk9L4+miHvqzRqkLD3dn7FCxqxmdlPphYTgmhqMjS89vTt7H6XZEEjyxI60ql+UeU08QDJaY7HtkGdB6j5bCURpDEt7cJdoZ0muF+8r4vSPjzYl8ujC89wVVErOcsBcJ+41g1yDfH2g58UYS2YxcPNnyB4/k61vsHPL3gAfPw7ZOYRdK29mV8TuVkC2jr/kxB4o/KmLDGZA0xbqvLsuC01vEm+aZRmVD7E/pOqAn1cUrUC1NmAR6tINu2j3RuMnt6Ta63Wy9v5rbgJquQQypdy5fs9sF1q7cXu0BoKwBqFnYqoS7bvdqMZJX6lGPuI0QvR1a+BMyY6Hb/WIHtz/1HHrgidtZ3abrNgrV5dMawI1gfKtYW0K0jsCIpSMiC8jC2t8BfA7Y9JARVSp28sTDCpQJPZBDj1VxcO7gVHtYQarrU4uoiTD5/Na4ZnWhJnkInRK+zLeUbdy5/mnRKH6KBJ2KodKwQ0aHTC6VVAptyE4Td0ikcUBqQe4vyCEhTzLMCbsf/dr3YOr7VxKke0WWRE4NqOg0e6J1eEpKB6hnkhZaGuCUaPcD7WVmuDXy7YLogtQZKQPcX9EGox3uSCTGMkBV2nzBUiKfvGrQ0euZxR6QlrkvM7TEUQs5G2mYYBgol0y9JJY2I7OQWMhSoCi2KKoLdjOj2ljUaTVVr7w32OUNRsPyBcuKTd4PcGLBzKjqlGxWDGuGDgMkIV0rWcDkAsuM3g/oeYKDUg6KDI1xKmgzlubghVEntBrLnVfgy+B+BicHs0zNG4unyRkIHsYLLTWGg1PijeOJnEbaw4MnVqaBNg5OMaHCiDBFYkkyiBQSC9SRfB5RgzI0z5tr98b/wBLbZzlgtd97H4JEQSQQ2BI9GMypTEUaTQwN5odOVdu6j0zp0Qw8WNzjG0FpG33AYof7Po3EPBhNDrhfH9W/cbUUFfqSXG6u9qBZULR2ediTaUP4dULVB4SKyCU2mMsKFycNNa8+98jEGOfe4d5pRlaEWyP1HhcecPAqctGQia0TFrgJJUaS4N+Pa0iSGM+wmWQIu7fbYjzCErqc7DGIjGwCxp9ivZkhMrGC5gA4AULiHGAtf4cthsX6fTEjGC7pQFMHCPp9kSneOqhFpfnM6ts0SF8/JL3V2FX683nPgL4gZJX3UQ0X9mavAt+DhkWWeNDDGqd6xD7V+8V14EsHdEZV9upTEIwmZLCjr4teoSGGmVfFILb6WSIL3tPhgFds7JIAArYm2XuMqPc96AAy9+fMJowB5AI2k2REGCPBUNyHsZ4sjx4QAfhcgQk9ibUHGQC2ZkIJH8fPNfP+J1BJ9DEdMQqWZl+j8T7WY2/id+xxUh8/p9zzPR0Z7wAvS0+EcFjtHbdnUoxD0J6S43mUrddV+L3r04NFZZSvkT+81t4+qgi/mg68nOCPX7/kz+czn7x/z91h4f6ja+bbH/KFvGKWOyzdonLN5fNnnH/9nOunA/97e8U785FF/wEvzjf8p09uuE0veTr+S64qfPj6fWQ58em//oiqia+uX5JG4acNrjN8drpisYmffvaGj5uyTF/SfvQ5n033LHfPeXn/LsfzD1jOv+aLyy+5fjjzPT5nGUf+f0/+M75slVcPF14uV/xd+VOejAd++vR/YrleePXxb6lHw46GLAfu/81TuBuph7+gjj/i1f0Jysi/O3+Pz1PG0leQPqEsP+Xz+Y84vXnF8c0r0vwp+fJzvjzc8NXpj7kMr3l9+C2jVG7lE6Y88uRwxUErh1e/ZFwqH42/ZZ4mXo/v8npKfO+Z24P/73//KfPryr/6wYc8v/0+918s/Pj+BfJs5MXV9/jqifLSlCfDgWejUs9fcv/pv+Ede8b/6eYHDO2a0zIxmvKifYnJmcvhM67ywukHUOvIX9UTb9IVNv8jsCPDBw9kKVzd/JYhv+D0s2dMn5/QZwN3V+/xH55UfnbzBXYP78+Jrz57w2efvuKz5cC/r1fM9cC5PKfUG3gQrrLyZ5/PnBfht1+8R12+2Tf9DnRM/WK7jPBbCtmPECi2fSS/6/f04Adr4m/l4Vs/k7h0NJUW2JCa+z/dNQiFtyvf3Tbk9r2vGxo96CAr8mINpKxIHovfRnC/80t3Bblec8u+rvfuyoEtQ9r1n8W1jX6NXVBiTf92ARkCePdWX5cr++cOxWNegudI516O2ZMxXVBv5s1u0pBV4XQ0Rc/8d+W+Q1HEvK7N8vrId0Er/bk2o+H3HVZxVFCzTYCbRXm6O2iOOpdAN/Xn2V6h32c/rpZspYyXjmDrR/Jx7YE9yZEwsKCb0lhvqSuYsJrEEOmKIUX8yrbmh3S0UEeQxFyaeQIE59lXkxUV6QHtvgzEMwaWXRklV6S2q94xwzlca0KLIoORBk9Q7ZG/WE8Wsq2/vjfWShANg0DW93E6KokCiECwmZFkW+geHAtKq4zvkabruoBESpmUM8M4MR4OHJ8+5fTOOzx9/32OhyO8KQxkDte3jPdvyMPBqabCqN8M6OyBYYu9uqJRJKZ6W2vSe3x8pyPmVHAErdpaS9kNTbGOtMKTr6uMiAbCIjh6uwdqIzEAbrjFcjJzpJgnAHIXCuwnyg2oLv4CYdfRQCtyoicVupzyUvdeeaRqsWx1vZbbYD1oGstS1dF3uaBUxAaEAY0yU1FFWkOSl9hv1QSjN2rMCZXF56xUd8jbQMoHSrtH0gBywIC2vEHbhTaf0XZGa/FGwmWm1YVWqjc7XFHu3SmJV1fzBuqYB3JYXYxVNq9lBo+QL3iFziqnPIAisiXJCTonNG9ycFeJ44Z/73myO77zWvMVscnhdVfG9XbrOybOn9MnbV+4sNet25+dTlwvuhMKsY4eaxTbvi8hg+LamzG7e9FH4rwje2PtBj+9SVoT5mKC2hZgMjUsZ5JGX5j+2J3Khe2PrkkIcyS6NlqL6ocWjacj8eCo43C4baf9d7p3fYGdzvC/vTWRGxyLbTL2rx7ypr//3h0IeboO2/qlR4K4n9jF2FtzJI8+/9ocfKvDAoFqqBgtaVBSgswZLkK6yTAYMlU4VLImJjWKquveitPt5YQdMxRDz823SlVH5crsTmhrWDMmFZLBUkCbkEdcj6mSghJMLa2FbTllshyoGWwqyGyk1siaGGzwvPZVRSwzXAaSOFWQWcMuC4qi+eSSIHvCrCZDkyJJycmrbMS8ufnDIuQEhyRoUtpUMM2kOaFzQ+cAJqSMpYoNPmcpZZL4GjcUGzI6JKgxp9bBOAlkQFOlWAU1cpgPaqCLUkvziofBqTr0qM6zm4CSaIs3w0yT2yADDszI5gm3pMkrieSAo5XOHiDOHuYSzd5vo5r3AGlBp5Fm0sEb3qegJLHFkCNwSNggtCSuG1Le7Infc6wVuytAp8vXfobL2m33CI9L/8JmkqiqXf2M3f4JWrLORd73xB4J7P9rPN4jO5vw0R7q1FANNz6H7fMAqbhd1Pfm7nnC1rDOtdDtPomk+BrhiQrOLNszG6vdgHWaop1eD2SjpW7r9VtG4KTrOFP2bWT7s9kaUII1EbE+UwRSNK0J+pU7fpVzoWtIuzHtR8YDjf39tvt07n63hbvcDFvo0Xz0Mdx0ut8/1sujJO23ODoGQAk/TMIXs1UWMKawISr9tSzJymqRAoQhvbK3v0fExayvgeo3SqOttp0XxGRMRrDZE9drhNIrIqx5FcbqO1U8ETM12lTw4Ny46fds6KGQkmIMCC5jaYrjRoSR6hURyStTVQ1tyavdzMgUMgupmlMZScWGirZKLR6UtHbCmoM3THpwW71yTALgp0YTvEIjfBgT8V4/2TzQX5vbTjXBIsgQ1U1JkdyDiB6oSyru47VIGGaXB91mzxqyK41eBJuUJo0hex8NGdyO06QoBZWMSe9flHqBLCsAMQJ1AkhNrlazz+nax+APHH3fG31bB9VONKZNfanvZcsjkAZuO66o9E2OyPpsse52FZQu2frPfl63iVrYgQd+py1qHf8u6/P23oIWlLsk23wrLJ6P1ddLeCIK82bFvXm99++zgFR4YtnjMAMr6t56ELptsZ71rfuz7KydnbzsI9bHZTVnLRJCsotBGKycAOEfbQFsTwBs1eMhP1ckftB8rY+x8fA/QvP39w713iv++50e2W0+oGx9f2JMZdNJ32y9dfm9s9e/Zne6fSFmu09kXT+eBOhrt+vkeMe9yu3VBPtbvXX06zgWoM9bH+PdGrceQXNa581e7vZAP3c3D8b22c6+9p8bdek6cl23ScPWPoBd53edGgwhq47d7P8V2NX/uR9Qs3Xe9mO/xfD6WHW7Zu+j7L4msvvu42s9+rmvGMViXe/ja9uzCIpG1f/6XTbKdd9TAVyy/Zh/92ORxCLClRWu1Xijb6g6swzX1OMRGd9gkcQ1G2gcWS43jEflpjSuWkblKUWPvLkMpKTU9BptI2P5ALtc8/qrKy4GX4wZScqHqlRVvhpHCgPtzcR4GZiuHzhMFxYeeFWOlCWRL9eUYWQZ4GpWRl2o6YoX0y2vlzPL5cxiibvzNReMjw9f0o4Ly3GhHo376TXJDhQ9kXTgwjWSMoN6JcIbPfJKJvL4FSnPvGhQdeL9RTidK1bvae0lVScKJ+Z84eEIR2vc2JmclJNNTK0glzukLRyOCzYdUHlCk5E2CKTEl1p4XQunaeRyfeJ4f+GmzTwMwpwO3A2VF2NlPCjPDgvMF3h44DBecXslThtZHRxbrKC20KTQckNPRq3w+iK8ZmCsH5LTDfXJ5+TxHpsqiXuGOjGcDTsM1DRyfyi8HGfu6shsI0tZKOWBRY0LVygDxa4pdqRVIS9wdWlQvAKbb5Fo/fZJCNua6ci2/FeB7mXyTrUhsendOE1xzm4TWvSKoBscsTUDxZP6Z518lW4c7DcVmI4hYKC3THSuxRCIu1LXVZhbRwh0BTasAsCNieCLWyPAGvK5P0E3HnugdhMqvfTTgpbIbNdcLoSixTVdd/VS6r3wJJyVeHaT1anbl1268AvEWYzjJp43waM9ix0CXtZxiB4ScvB7B9KhVwd4tUJ1J+OR4tuqG3oN7eoI8tjpWsWedgURFQjyzcvOjosjxlv2XglS/a6R/LEa8Pa2OGVMUq8JSxYGsjc+7TQM7jwWxDJmNx5kXbwcW8WNMMnTOr6+biJbncNBNXE/qlYMI48DaTjiSHJFZsizOq3B6GM9hFFsKbgx1c9V6+WzGcjQuU47H+PiwQAdnKPdskLyd5WikJo3k7OEtV51csCsojKDKro46i5JONRy8WezHNvQ0SfaAsG3XKA3NBZDBkeeKCXmuDqSsDvsyZ0ZaZAqzjvKc3qTN8HIFlQP1w0bBmy8wYZr8mCMk3L95Mjt8yuefP/I6XSgvHH5MV0r+dBIeUFkDs5VLxNTzEvitWGjOD0IiRqcxpLmsEMChVTHry+wP3S0QjerfR1Hg1wNhEuKPhPeDIFeEo54zwgYEa7cuQ8Ep2U30Mlltyc8oeQB0uLycuqIjwJLJH5yICdTJMIKeP+HBFIhlU0+Co7WB7iASUXlpe8pIxKCB+fWHVLYqiGfVyva93NbvNeM6MV/l2KfiJF2gSZJ5tSyKdCoChRH7pVhQWSgLHMg+QLJmYfI5b4BW1A9+9otToHQygNazt6vpNUIcOag3akebOyVc+qyxVGcArnLsHAWWgSsOgWCXhBrqHlQj3y92cJdzok32O497juqpgfFLI/hjCy+V8T83nve7G97dA518DHW7nx2Wd6ruULXrEl4T05tgbr18VnRUB3Jo7tkYEcUCz5udIe2O6Jxys6h2hyr8No7Msz5JXDnNhJovXRRhwgIhLNa3QlSLJp5Rn8iTW431OIyMS3BF+8oVk9ChwMVDmCnY6LVFUlu2tAyRxIinOO2czzYHN4VDdVtE9veT1a97XNqSVym0fxz8Sv1QMHqsK9OgKwOrWxXio/M9+6KTOZRwhTT0PfxXdl/29iqCLvO/45lXknI7yZSSjzL107BcbdwP1+4+mDkkDNtONFkYrLE1IRcm/dfaQVKRZdEuR/hWkhNmKVxbosH3Ox916lZSao8vWSGBsPJg//350JtoM8VOxh3D8+4L+9wfXjgMC2U21vqcAWTwOUVDaUOjaFlRn2GNAVtDGY8yW/IDBxPV6BGuVwwbTQ5osB0ViQVpuNAOmTOh4lFM3Jn8MqYsjd3q3cjnDNjM+eSf34kvXdC58Ll/uxUgk8zjJXh5jOqCeclBb3UgmTldrq4nfJwRSKTLw8kbejRWAa4bxfOVEa74ygzdnvkzXRAdaCp0V5l6ktjelk56kLLlZxnqJX65YAUIT2M6JhY3hVsELg+gDWOdkGaQBlolrk/NiQXDlrJpfGlDjQRZLojpRk53pCeP2O2gfvPE2m4YRiP5BGmQ2LSmdPzNyzPMy/fP2FL4uY3kG1guHqK5PSH11hPzuqt77k1WNG5mfvW6sjCXoXggVEhsaJ4NPZrxs9ZZZ/3/dkq3cYwSSOqnIL/es07b33lOoDG0Yp5i0J0X2ENGhpQfM+mBqnxOMH9Op7Ho6HSbdI041zXLXTq7n0gdL8jli36rImGTBWvkF3pT3oFW77yOE3rVQh+TW8E25+zA4zM7QKL7xLPSAKdwe4ChmxRlXKIILyFCBpcJ6Tw36yjhH3eVzmv5uPa40YrdeH2w6HxHpR2gMV13HeXPOr+kYhXQGB4lYdEMu/byzcx9x4PeSQhzE1YGkgrJC0+TzLSJHN/mJCxwdRgWeChgg3k0xWm0D53e8duHvyRS0KakS4HV6ntglmiMSJ5woboDdEa2pZIuAupLQzM2HiC2yP5WJFcsCy0YfSg/fISNDG+GT2JMEVwSw40g1J8qo6DkE3gHACJcnHqtgi4XlIDBnKGYYRkgi2waOXcKskywuDVtEPCqGjxanepr1CUdpjd/q3uo4y9z+PF+zglWWDQ8BPAJPtU5YrlxlgWcqnIoSFjJR0hn4RWjWXOsIDc+0rS7Iju6WpGkzFPbmMdNHy35r7WMniPKV2CymYaICXs3pyOcZnQOpBKIkumHgQ7JJo1zqUw6IFRrzw5lDMUnOZTEpJHHNPcNj39+9ZX/6k9WXfxChtxf6HaBDayNiW3AIxp+BFRAQrJm4JGnIAuV1i3Ez3OkTrjRCQ5//+s/cmvLUmS5on9RFXNznCHN/oQ4TFkVGRldmVVA93sbgIkAQJccUOAa4J/ZW+54Y7Nsaq7qrKqIzMiYw6f3nTHc8xMVYULEVWz65ER7gG0Oa7fd89gZqqmKuMnn/QEVk3mrTYbUI3/XluEPFgFCLqBSKpgdsziMmQHm4RTrVaBL9x71GSC5gupElhA8xpk1mR+cqvu0kqtzgShsu5tFlS996fbXEFcmnYsn8m80FkdrN9NrS3gKt2GtTTJ0xiPiFV6owOio+kd8T4Bagmfaug4Glmj+W1mwxnLhcvVznyR/bON3cF6Y4aerBkwqoZK9UC6Ulbz2isFWvB6fbbbf/zpQ9Vtf/d1VlsTizf12JHPi2A+ozqTBQutf1iPC7VeCWKsJmIX6s9ZesDevtV7wW1cjAbEo8Ux1EHALGxpgJ2TDXE9av0NLGhtZ3cfove4yH3cAL1SUrJfpwEPJ/9sxXpcqPnklH6ONeZXNnaDYPaG+jqA2o2EFj9r4Kg2D6b3bZrD+l0HUqgn2m382XSQrkmTtr5oVxQsMYMivTqogR78b59f9bVKn+P2n8UgbK+6b9hjlLZzqycCQ0vof9eKQj8S8DdZeRnht1cHfnM48JuvlJs/nDlNlbk8cPrbe+YfPrC/iSx3oOklMX2fo7zhefk947jjeFUIUrh/XNhPkYt330Ni5OfXz9AkhNe/Zy6VL09KPQeu4zuO+wNfvvg75uGKOtzxPE987+2Jn0yF248ueLx+TihfcaG/5fHmzPKhMtfKbYVxPHF8MTGdC491QafC7s2EPM+8+ekD5TjyePoB+jixe/8/wDIT5L8iHy/4H+Yvmc4T/zq94OVw4MWrPcfjNTe/vuTx68o/Hk+8u/6P/G/uPvDJ5x/48GzhZy9mfjAf+Lv399Twnnn4nLvjBb9/fYDlxOt/+BLu73j71TuWPTz+3SW62/H6psJj4fbrwFwHNP+Q40Xk9fk5H78fKdMDWt8wzRE5BZ6f7tifbzksX8NJeH5zz+ubv+X25Su+eP4jDnnP6xGYIuXDJWnZs7vboTzw7/PP0Jz53qnwfX1PCJW5Hvh/f7Jwc8y8/sMNz+5OSDwjnwqPu2vO6cDLWvnRA8RywefDc/TjL/n+66+ob4Xy6yO/P17y764/Y3qI/NXXkRTOlAfhvFt4+6+/YPlfko5p3aC6/qnr6+vGbJtAN99zupdWHsYfb4ZtwGN9UVdZuFHQLoVcMfrfT2qNPPP7jaqI7fvqm/opr93q3K8Gd1O27bueTW/ljF0yu5jvyGjx4F5xQb2ZoyeZ4e2PJ1dkVTTbW1pf3GgDVxhPEGDfGHIThtuXtVUm9PlpGfLkT8+MQ3vXgzKycdCakuiCuiUg2v82AZle7uYz+h2CdNbUDqoHDkOobXb8Axa8suVUeyJeGlJZnLakQSvFAvfmIA+sCDLttETBFfDTcWDjDduvVB/vQJDgCH1TjqEYZ6shoGwvWCGDzZHWRrnV5mKL9mvPSXGSWrSIBZ+jB0G1YI3PTVFWrOmrdCNQwdEZja7KAAEAAElEQVQp3QcNbT82J7WVo2Zfr62ZoK9Pb1IroaETvNFiu7ZEd+AxlJQvDWmNI3GUGS4LBHNaEqjTfEmw88cEaRDSTogHiKMShmJNaYMnFTvNie+pkFAthszyJWk88U2+FGjJUEf6fQMf9OfXnu+FdXeHjgY0w8+rUBptnEgHKlt5cATcca9t/tta8n3RmzDq+oMH+sXWtGoxh8kTEE1UaWmoeHEq6I2QEKdzqWp8vChVJjulijUAztE8Wn9wXbKGdv92vlqqUx650+KoSIKjc+1mLCYdHPEbvOl8zSCRqnGTdAyWHcebhwvAPcriRnZFc0JLpOZMzQvUBa2ZWiO1RK98sPVfXbaa0ikEzW0h2t5y9G57OC2xK75/LS4kZqxLMEO5l/A2p2ddN+Iy2yqCHKUSWql2BTbO0l9ydFkg63X0yZt0naebs39DYTa926sQntxG9/TWLwsritVRjX2ZIuv5nuhy/61gZeWm3zuS58k127z7GaqDD6qvs9KSGMmSKc0xiR5g8XNbEtB0iGD0KsWtf+0VEIvRM9VGz7LK96dA2lXfduP9yf1+Y5zyjb/7T/3G3+vnnv61RV5t3vBkBkGgrn0OvmnHPL1tXddn3++rrfKdDsGCQoOwJ1BVOJ9mclzgEAi7gOaI1h1RA0kDliQ0GiyqWkxxxmTiyWKqczB05yh7VKFwBlXGEhmKEIOiUUn+fcQarC51pMwj41BIWinDniqXVM7E+uisA7bHAyPi9JFBlZ1mgkCKllyaHQhjfSyEkAuxVhOpAnWIFsi6zehUkQFCENIspCkQ5gKzIvtk9HOTks+K7CAcBdlVOJ4gB8p0pBTIaqX5F6EQCR4Et2uLLlRvBL9oJpfKThZGWShpR94Fag7U4qGaRZFFSVNF9gW9ztQcydOC5IgskRrEDPsohBQRheTyvgQLaOVR0VhIp0rIlUmVKQj7uDCEEyFdEPYj9U6YHoQYEyUN7HaGeI4VdrtC2QllJ0iBcTY4SpAdrQrhTy6xHvRKtvdkYd0vLjftDbOlScDgCe7Vbtg61lal6nt2s+e0bQN/zapV1RP0bZ+6raqO8JV2H99A5fftJht7CAh+/61iuVd5zHQgjwYafaxRnjbbRWkJAHV5aJQNXqEoQBFbN8GqYOz00m0bk5GebKibht12c6wITN08G7fvnwRfmgExo5vxa2i6uE2Ao4bFqeZahUafH0/0qOvfBv/uFWtuDAmsSRv17yWbF2lroOkNz/Zvk67a7OBvKLo/czStNYj1apgMvE8sIEXtpwolRnKIhKCEkG0sywLBaJlqVTgXNFU4eFBLopmWsydhtPoaHZ0uw5viVrWm5m0tUQm1GHhldP0m1SomYnRbaUY0EbLZ4sZKYnOveO8edG39kasNLMyeqDPa1kymouz2yjAq5EAtQs2ZXIxyJ4jtUZHYPFJELUisUqhp8uWkqAaiV4LXLFa5nTaBys1aqx5kNLCVJVokBWSwHy1C1kAokBah0aMQKnGolgQbbH2F1n9MWxjO6G4pZieQDBikGeqi1tDaK8GiCnUwm6HWYhSMBVKJ3W61Csns2tn2Ungypj+3xlapoT3oafuvYjQzsYMVldZ/sk3VExCmKtp6jDSd3t6T5tfXfo/tc70XV4th9HE0MKKsQIdux218Ba3ul5tckv6u2xjMvpsa0LCdpj6xCptE5smrdNury14UY2MPqMcYxIM+tVV8bOZ1tc02skPaaVdQ66YGwWVHRkh0v7MlZjfMEP0ee/zD7CgLN7kdrnb9FQSytbPayKuPwc/ZxG1/H1pz4e2yCu10PHn5TxzaExFPbUPpo3/6WvtnoFEHrTpgvbftbK/f0qc/7dTfNHHdhW0xjI02Rvo+aIPzeWo0SsHXknqPo9DWeAMobMbTVc66ytb7Xiua+tpT07nW62e9K/HFqy0m4DpTdXsN6ADdJ31Q20pryZTV226up33UPhVC7bqygZVaVU471zqOurkWrHTtq6zQHt9r9/JUPvSvCi5nmk0l9GqeTTXGdol82yHAUYULFR7HyJsh8e524Oa+khcoJVNChssZeZyQmhC5JKaPSCEz1HekEJG9IqUiUyFNwu7uSBkSNxcjJRaOhweWUjlNO6rCwzKhMXDSkUkueCMjZwl8MkUu7iN3z3Ysukf0hlHfMM+BMJkMrEGpY6YcsmEkEjBn0mzUh+fhjpwumJdLZAlw8w7Jj8julhqVN9MDd3XmR+mKi6iMF5Hd5cAkl8zzwP3ySz4vb7hf7gjzLbPCzQifLgsX0wxpooYHCpFpX8glM97dUB/umeeZaYzMhwHZj1y+E+SsvHuoTAXi4YI4jOzzwGGCKWeyToTlAOfIbi4My5lQMhoWxmng2fKSuT5nHi7N5kmKLhgAm4Gkl8xSeasmf39QZ0YF8ltOeeAxBj4kRabM/kEhzTBU5rAnyshBhesSEAYe4p7dMXJ85QDuYSGmwO34kqtz5bZMDDmiszCNlen6REnfnvj6zkkI8WYuKk30WwBBwJVFywzTdh/ehnJzDkNQC85l1h3qVt7YzuEOxaaczz61oTJBgGxIbIl98wmJhjR/EnBxYdwFgDRB1SGwfo+1X1v6iEyirJ9Sz9IXLIO5IhkMQW2KW8g0UIIZDi2MboKqq5Amc1rZ3hbx5fPTnTVxJayOrN5Umxg6s/pcmYFpxn5Drfg9iAUjTRDf0RUFuHHZBJ3RC+m2IatPBz0o1P7eCMeegPCAuzT0vKGgOy3Fnzlk8vL2nQVmc/YgP8YrXsWMWCbv9VCCOSxJ1lt1u6EA6ECte7dpZssr7E3Ah+a4esNOif7EajLuUz3ZkxoHG3ceoAyoKLXxDTIgoaBDtcKGpObEBXcai2lvab1UigeBd9ky6l6GrMUcuLovGFvo2VZMShAislgg1xrtqVFDhAwhI/HRDCIxI8x47J1/sFZ0tvVWfK00409StnXkFBIie0usaHal3lA9xr2vZaBqsthtVDRGNBkaIRQzXskBItS9IFGQFpSJJ0qA8+MtROXdb3/JfLqB+YbdfuD2n37N+f177t7+jvPtG5b5lqKPFDlR4gkJmejJkzoPnoAqSBHS4jyqsjMZEiwpU5fzU+Pmz688r24RNFsFSOM6luoyJkQkCpSK6tmC7GEwpyh4QqdaxYM2zv0ioGVFFzZUfrEAR6NEaoFG1QzkDvQMnXfZKlWqJioJvCy/VaVQdsi8x1CPsCJfBMIIGimO4grZjNuWD7HIYoGSQANSA6o7e01mjKs7WrC3eIZLxNb2FJCQjfMZzFmUBMOAhEzNsz0TD55oNdqczp/ggYxaC6qVmmdDfeaKZK/4qUKtaoFnBHRnc5cKHQ1TgldJgTqqJLgDI1rcsBtZgx3FQS8NJTpDGLGKDTsL3rAbCZ0CTBrYJrqxJ4Ml9Ja/wMrrK65fafNXe60LXHrTtXZb9j9cqG2MWzZGr38/boJDG92x7orgjo59xKjhwBqJz2agN8Sef076fZi+1377anpHzraPvFmliCVwQgPyBe9tUhv1nIeQWrySJsuNh7gnvn1/9IqHWimt8kGrB8oX+62emG0BwRa8a17E08l3J3fzem2Jj6ZbhUY18CSwgID3x1HJG9th+0ibQx/oTaqb4yCJDRPXZg5snfbKlh4wbFn3uqLFvsMhQTlcTgz7GR7u0XlBh5GJxHw+UB4vCewIMlCv7inDA7chc6OZlIS0+5ghF3bTTA6Rs4LUyiULQQLpYocukN+5KBkqdQePTukz7I025Hg5EI+B90NmXhxtqIGsE+dyy3F3Ju5PjHNAbwLjOBAud4QyEqYjUgT52ia2pkBJhfNVpMaIyoVVJdydCIuSvzDO//3zzG6slLeV6a6in2SWy0odToxXFd4fWT4cKTWTpxMLhYeDmS1hZzZJ+MeFmgLLpa03OS1IUepk9kh+8Y4aBX1MUEYu2JNKYF/vScxIvCLLC8Y7ZXiAei/UBygXE+X7ZyvmXIzyKBRB64BkIcSF+PIWOQzsP3lODYl8Alkyw92JWAs8O6Ap8pAnyqzw9oyeZg4ysROorwvlOjGEwi6c0Ns99d1AusgM1xOhLuhy5rTAeT6QHwV9X0Az5cUjqjsCV98KqKsNHR99jVaz+bUbu4YmRSxwCi531VC2plfcLq+m8ygLwuDozWrfwZJItufs3A0t7BHM7odrTh7L86bJgW4bkxd7oSWrNfYAmXcDN9k3GYrfEJdqDcqbrAMPPAvK4An9jEg1G0WK+z6g6p1/xW1+XbCyRbxgQ1ibVrtc6DHN0NSBhyYaL7Tr0eq6v9nYnZLQgSEqGH+33ZOKAwzAgAsqUEbMe5v9837u5gO24FPr9OsAGfP6YU3CBG+wHMBRtwZvB+/A7vO30XniPfqq6QZNm7F8h2OIpksKC1mhBAeTqK0NiYuh0dmR6kiYAmFSdBL0HGGA4jSUZTchIsSz+V0lmEdb1BHEx0CIMJxnJDuiWyAvRhcbD4oMSqwjoQbKLJTlRI6JOg6ELIR7X6YKUNE4oTFTYjWb9sGW8P7sfd4OE1UCWQ3wFwuEGjhXq1aoI0azlCs5V+YsLCXQqlFCEFIIlALLBKKZUCejOjoeQLNRMlEpqpCF5dGM0Oi2ap2gakDLiFYh5weqLqTxQIw7ZPAKnccd8bSDS4f4Fa8o3lXrL6aK1AUNSh0NbHNwup8w+L4uniYYbfyp2D4OU4I5WFBzX5DHhZgzaYjEGNFDQo+Jej9THybEA7ISnKpRCyUt5h+OMxKElJ4uxX/uEDE0f3FbJCB4N3T7u4EXqyOQmSAuKIHsel81EFp/DwrCGTSYPQ+0zS6NCSKYLLSeCmaHqfv8iKCG7qJKwZIH3mNBrZehauPjV0JLpgpmO2hLlNreF/UedcH7gmGyrmLPtPmWRa13ZHDUt0hByFQJ5m9SQSa3GXe2rloioAFTwoJqoMqIYcVNftYO6Nz7GLNHgszuqlJolepVrVJENKAy2v1pNLhrFY9AOR01BfTercxWHe/rbAsEw+3iBkj0fppWJbB4XGdAGf3+fP7EP6u7/n177+T+wSVQqB39vqUg/FOHM3N4P8cnVYW9Qng1Z6GBa7GxaABG1qC8c5jh94UAafO+RZNM9dq4xM8j0iqdCy2po7467LVmvto1zUfweJr6NWvzT9jczxqafwKo6YlSd0r882YxZ1/rLSFlIEnVtd9CewTr+ejr3i4XN74BNJoq870bWwlePWZUjXZdr6DvsT5Ak+kXH5a2CvGmz5qPEMIGxKA+9xjwE2MikVY9RXG/a6BVmVQsLqReJd7uca0k0c3PJhHefIbvGgYBJoT/+25HOAbeXp84DTOn60I5wae/OfD8/Y59+JJdeiS+PxN//pY5nDh/NnOzBH5x/1MiJ3ZXHxhk5v8qd1xeZX70/II3U+DffaXcB8gfHYmx8uIyctTI98uRCx355PG36PQFw4e3hNPEw7jnV6/33Fx9ysP+R7w4HXmVn7Nf7kjTLT88FP7m4pavnhd+8Wlmdyf89RxY9onT+Ay5eiTv3jJp4cPbPTuN/N3FD9nHR353fUTjwF8/XlHnwv7tR5ynS/j6EfnwyMurj/n4b64o53fs/um3fHo9c/zvZi4eX3F5/zGfz0f+ex64CjOfDJEpD9TPR85J+O1PhJAjy8cHql4wffFfUuSSk2ZSPPED+XvGesv97/+KnJ8Rf/Seu2cz5XSgLj8gvPuE4/KCwn+mUpiGRx7HB56Vaz65fs0+w+6XtyylMs2Z24eFX37xyC6N/OjlS8IopMufknaJ4fInhCq8f/yPnOo7vvdQeaWBv774mL8ajvwsBL5C+OjLT/j+zTPKZzfEj+/Q2xPv7n7NeH/k4ef/Hfn8hmn3G76MZx7nCx515PF4ZJRK+PqAvB/45P2O/0UbU68IUV/rjWfuSTnY5uM9JLIKsb4JZP0UigfqdD35xsj+5lntxzacocFb9m8buF+pVGAVhHbS4E5DQ1r6mbVlW5vi8WoJlyraNrIjM1oD6q1SBe3/WfmWBxxZA/a6vYYrjH6n/R9rEoR+l5sAFBtB3d8LrFx427lbkZPr2NzBQRGd/NNbISbf+Fmvsn18a951/WxHPbUAiprwNOW++6Nz/smjQEdSCJZUqpiT6UF77Uhuf/YakCpo49x140ADhlSqIw2lQ9S++qVAK/3exnesJwL0kswgECNSRzOyxZxpo92ypIJEox+yR6IWXK7mVApqa91RcziPrH3OlXUL2EUPWNcZ0doKI2xV1H6DtMoMoXgp6s6M23aNjgAXNDv9VGi5fZunEIozqDQrIpny19w/1feAn1dLMudTC0ShxohU7xegwZzMqPYsghjPLhVqppaFPE8sU+L04T0ild0gDLuBh7dfMd9+YHq4IZ/vKflM1YUqiwXZpRC0UrD+GJ3DtGCASxFrhIghgSxQmZuF9q2HxT88sSjV0Q7Sz4diiaQgTvnilFehyQjjG5aG5G5ejUV2bS10owSM3spQYNb7w/aMevBDm2cLjmwq7mD4nlf1su5qqHxNa4Dc5U4LYEoPsuBbU91gaga0OzBFkepN6QkNRthmCNVicyoBCWsfFAkVqea0GHGwBZykG16AWl8AzWcfu89P9OSiTlSycclXRy7mFoi1e9Zasc2b7PlHDwDU5OvcS65bIKpZou0exBuiyUJH6WhLLGfQ0Qzuvia2MjEirS8FuO8p9IZqrfHpX3g02bq56JP3u5PQRZuudvlmbPrkLKvm6Dpgi2hdBbmNgVWFam1rvTlmYBKsbuZzc0/tZL3yoHrASSygJBb8E5VuSlQVWqm3irpRLa4/2rOSPopuu1NQtabjtScfHLnmkk1bJUTdDrIZFu3nGzPW9oVuhqQtce9JCKey64+o6whQXzPSHFa+eTR91tZTu1ir2tKniYj+qc1NbdF77Xl8F33azidKHDLDCPL4iDITQyDERJlG6rw39JKIyd3wwFkKN1o4hiNXuyNRZsbFet6c1OzMsRZCUOJo8ipMGML7UikJHkOgCFwmcyOHIZCGRAgLuivoXI0iQ7KFU9NE2M/EJTCcEzEGp3yLxLpHihAegrmBY6HslTwaDWIIA1KCJQhypd5HNEfSKEhVTicln+y51qGS4kIcF8rjjiqRqjM1T+RgVEqSlBArkpX4rsJeqJce2FyMjpA8oFEp44kyQC7XkBP7PBBKJGoh6ExmoIRLYp4Y60y9gXorlF0lX87EGq1XwwQ8WlWd2SQVOZwJF4V0UalaKQ8CixLnbLSHCXQUwpKpuRi9zENmwB7S9BxKiIRBSTGTtJLOgWFXGVhAZ7SeKTWxlIPFpk8VUqEerL+Eno0i488f7uQHbG33XgctgNKqG10/tqpD9ddb76eNTEGzO96+j7o+8gTzFiTTXn6i25xOsYtQtxs8abkiZq1S1naoYwrV9r1WC86bPnTbZxvlUK8cCIMnERqN7IZ33ccr1at1Q/TxW8C/zZU2Ll2vbm0UK2vQqSmCJgtc3jV4puD2eQVPopoMDZjudJqpTeDN5GV0ec0qI3ugslFatQRo+1lt7fX5ug9m5ZGsYK/VDmCFV6/vi1crt0qN8G1rbT0ErLJBlEV9VC2JFLyiLtjfogMBQ+UHw2lQi/lFVS05o3FGNCLZaQUHS0LMBJBAGiMalHSekFohe8VLtmoIQQjRAmkhBGpZkJzREMlBSGocylZYaQFGFfNraggGXJmt+naogoRKDVZRkd3HCNXsulyCBYnHjEo1Cr1qSYg5VyLOIq6VoIXi1YRBzG/QGKnR7aIyWzDP+9PV4nvF0QOaxQEhg38uo5wJuidJtEq0pEgdkCmho6LZ9pBItJYXY7EKt6VYwfpgzyeWwVZtav60+1WDGIVj9K13EliEugeNSpSM6EwIA2GAkIQwuA2/FAuSh+oABnyOqzXejmq9zMbwR571H68xo0ruvP4K4jKo6WTxiqv1JVs3LXfbEwjdZ/fApjYgofZP2fnbHq0rWr8F6m2VdRvBqlPdp9gYdM3KaRUsjcxAW98aH90awG5+iAMJMeprdRutepC29cWjjbBVqzeQKUbT2e2UZnuJYiDOJsvotl51kGX1OQnSkjI2Z+J/N22i/R4SrSqjYcfN9RGXQS1wbZXqK2J8tedbA+WVWrPFmtoz8QoxbL89sdxF7T421OWWEFpMfzR/rE1vpwH6M4d6tbB6hmyjc+SJf6ldt7V12Rfglp4cWdddS2pJS2aF/uhXI3R7fy3Ws6Uta36ervrEKw3tmz6Pnd2jsvkySAPL6nrPTxyhVr3Q9J5TtPaYkn0GZ4fQ1pez7UU2590egs9LW6fb61Zf+822b+OxeE9PjPiaX6sONvqtT2Rb94VtT8ImDfSJxGk3GvzZtOSPP6+27nUD9l6vQK9g9H0lDTQl/+zEfuuRBX6VIvMQWC4W6m5GJBCPgcuvI68/jFwDR13Ij4X8tjK93LF7eeTu5hnvb14Q94GBGz6i8q9lYTdWjs8S53th/i08BuExDQw75XsJrjVweTNwURK75YaQK+X8SJ0K56uR0z5xvzsypUuCzFxQmWvmXO55KZkfjzPLPpMvFlIJXO8icwgQRsrFQg6VUpXpHAkqXDy/Zr8b4JjQGHkVRuKi1A9Hcj3C4wcIZ569eMbl8cir3z3y8P6Gi5eV8L1K+iKyf3fN+yJ8wcwrMlEClIDcCfVCuP0UkgoyjOh0IH/5EbleslzeMkrminuu6zvGu+8znyt8fGI+KjXv0eUAH14T7z4i7D5Hxz3TbmHRgMSRw3iJ5ol888B9yTzmM6eHmTe3txzGPZ9cXpLiQAgvCcOBePgRQSvn6e85lzOXc0FC4Hk6cB1fsISRWwY+rp9y+fiMqxB5vFLu50ceHm8p8zX5/gcsTJyHBx7CnpxP5Ao5HYg1UB8HEoGrh/it+hT+kiSEbDaZG8T/7JJ2o9aC601gNAO0bDanGxlCV6iNtkP75t1CrsSdgy5pTTU0aprN3XSqoU0Az318+mbs1RUemMHKXlsAofGwtbqMPvRtT4iuxJqxX/xzsRsSiBXJ2mdjv8vmnHS4fjfE2/gLW5djNd5XYdKqFOwO1kARtGBM+xG/XVPsFsv0Ej9iv6Ldb1PtpjStYZf682ywsqbq3MGQ2J0kGjKgz7UjbrsgVdZmsH/6KOzsH7laUHR5sCaWww4JyR+tJRwUsYR6UEOuujNBVKgF1QWRYTW8HOUbSqMtsrkLjuxywDSSnJ+7jjaGGawZ84yIIbbLSm5olQG9CRuIO5si0QRQ1QaQt5JsN34RkMXXQbXMuFWsVzM+UGQxzmFVT8DoAlqsN0IJtlyirQ9D+njw1kFQSEWHqZtSWqEutg+McxLjeo5tkprSK1ATooFQHEVE6eMLuXgFha0FCR6M9bJLPYslXoZo58+2Z6fbE2VS3vziD4zHD9z95g0pBpa7d5TpkZs3bzg/3LLc3lEfT9SlostgBoaKOzVTW362dKPTh/naqClBFDSM6/75tkPBkH/NAXe6rGBGhxneiiyK6mDrqgdPBbyapq62mK0pTW6kegVZD6L4+7UZtBYYN8ojAZlAFM2DcTVrIYiXNUu1Z59Hc9aLnys8uLFvE9MQ7sbLmtHiPKnNKKotgO5yPah55s4/LcXWsQUzjG7Jioey9WMhgCRv4dNklo+vPAJCaZU+4qic2irJgi8d1w2ymDNeI7VG64GihuIUXdw4bFziPj4P/JsYFY+RqfeosIa3qsGqjxBbE4LTvNRu8AkR5OAPzeinrPAho61Bdw0gxaqepKDR9qH1pQiEMLSH/p3XW5Oma5+ApmyarI0ue03OryXf7RxN3q/qDk+qd3+kbnoHbJIIvVIxNP3hp5buGrpz0vSOyymxyowex2pGsmBJUpHODNKaH+rWYfLfrTpvm+xYb6R9vmJIabtnQ8H5jxMKdw5ZD8Q1h6+jlDt1RtP/7shrdV3tOl2kBzRFGmTAdKJt5bJBd7h+bMmWdrtt7bfHSavo9OBaf76e/BLT97qpNtmuA1Onq2PVdpm2ufkLjlrgw5eKRBjClYUvlivGvCNd7YlDoOQTpSzkfI98fULOO/bTBRwCD6/OHOaZ4/6Mlh2793tLPqaJGgLLMCISGD62RC3XEULgeBrRIozpAdHMuw+B5b0gF4ndLhLzPZQzcjsSbytxWYiS0SURpJJPcP48EsZKvHyAISAHq46RkKkUwikTJkXKW0QTub4w7vMXt2hdOGukngaGQ2U/VKvQmwJMAvNAFIivTyzjTI3FqvfmhVAsCRFCYHj9gjgIwy4ZPdLyEmYlnhckZMY3ikZlWqIl2cYzGmFJB3I4UGpF6y1ztIApQ4YhU+dMfStU2ZHlAp1OyMMtYSykzxRNhWVMxCAcbm+py4B+eGa9o+pH1vB6d6KOD4S7QMowD5XpKFwd9uyGxGFR5HPlHCp3cqZWIXwGspuR/URMlTgOluyJM8teuJdILXuW6TNCgXi++XZwU9jQNamiHc3Z5JnbmLUp72w6Tx1hKUJvlBoc0JB9PcWzn6oFEBY/pyPnyb7tt7Bm13VRDMns1Z0mT3zvbyoHjKfZqhsVsOqCtYq68zir9zeqg+9Ho+Zr/YF6ItQpO8WTsZIXq9SK3seiqo0x8FSWtGpfB+DgtivQG/kaVZQidaTbGbQgZUuFmm/TKz+6O2GoZ5WFxpsOatSfLTjjlZk2jd6jqgdTGt3DQqt8sL89iSNNFltVZwt24ZXr2t2o4MkYtSQMPg9/FBz6lkMUiTMSClHNLtvlPTUn0+FSrLISA0uIVqMJHcwjSQoaA0VGajDKploCcnI/Jx4QlOFwhqDIYJRPkUTQgC4DldDY44glwRwp8YEqEzWZrpGykG5trCqRkqAMgSCVSCYKpFmteMF16oxaEPbRbFsrVhUyAiKkeCKIMNwuBAedWPF1JFXrKZdTpZTCpLP5TUNAl0o9u/5NDz6PAjlSHxIVZd5b3wk5VIJA/rBDl+D5cGUIo+nEk5DPjaJxQFOiXEY0KboIVa1yXENBm3ydLHkaBm+suziaeTI9GXYzSmV5jGgVBpVVfcZKPQdUB0qtkAJLjEjyivFbCMtI2CVUApOckBIJU0IHoRzNzg5RCbUi778dQKIduWZrv/aKyLLGAFzM1VYB1BKPjsu3YLslDBSxMjt1je7VotKDr/48aNUXmwRHwOWm2dIiyX3r1QZV33dKIhCMHpXc3xVtiCW7RotnFPdXWvVaswZ7YrGJcE+atb55tfnTTgdklG5nt6l2HYtllzRZFbHqEnF/JXTgpNPeVhus1z7QGC/EA9orTKVx8RdKpwM236ZXsWJV8l3+u3AR/7d04VhoCY1tIFwZsZ5/ILJ4wNt7q6hxDEScstifQ2MQkPDo13X45neQayKtosDkd4tf9KfSwH1ut9o7juLXhsx3Xem0iNKS/tUHrsUD3Z5waX2GpGm84s+xbNaBXacpk16dIBXt/oqBI1e7mNU2D27r6jrH9nbzQ9w38B6Zrc8qZI+8mQ4PrD1RTZ9VzJ6IoKnvzfUIHTDWRtdhSO5zGJVjsGuYgqSBiRvtNlos/uT9kYTNM0LWcTV91gMT/vy9+tCAuS1IA7j+7gmjDqi289k+a/cjrD6cg1DxSkxbPD6n/n1pdth3O6LAD3cZ9vDzu4mbm8Lw9YA+Bt6MD8x/BYevEuNXP0G/vIPzPSqX6MUF+pj5fv6Ck15wO/xX3NaZX+c7Xpze8Ldv/gMv846/3v8t037HxbMRGTLz8jU6F/5wD8MEf32VuRgru5dHYtxze77lvNyzm/5H5vgzzsczv9zP1Dcj5TzwOQP/Hx34fJn5wwNc3AjpTeA0Lrx/+RW7Xeb78zXnsOftyy/JZeHf3T0S3yzk/8n00dVuZpcKXHyNXt5yNy5MsfLFw+fEd+95V96zPMv84zLw5vMd+vuBv/p14OXVI9cvbzkucPXVay504mP9/8H7gXLzCnY7eP2SGAauL35OOUfybx6QfOLD9Yn7KHz+KnEqiR9cvuVqV7nnE07xGdP1b8nxc35yeMMPd4l/3B347R7iPFFPP+d22PHF5YXF6ZYrlmfKJ8+ec5TEy92RysDvHy4Ywsyh/t9Iw8Lpk9d84CMev/4Kpol/H7/md+E9b65/QN0957T7BbcvZnQ/c2RhnxOvzp/xxeElv36eOIbv8zz87/joNPJ3n1/yqXzgR+n/yYkj/6j/gmfTzH/7h99ybMwYf+b4C5IQzQHe0IaAO9D9Q3Tnum9mWV9/gpZpf28chR6Mb4ibsnkdVKMp2c49Sr+Xzq/aFGZXMJXtVfAARBeMPXghm8/g11g3e4/buKGxftbFj6PRaVRJNAeieMAx9oTLVqWvAQUbZ1PySit2a59bf7Ux9sBnTxxsnoH/SCsld8dExYz90HpVhJadb8rCDIiWGGrPaUXQtvtdAzG9F0GHkLbsb0MRLOt8UDfK8k8fKt4srdh3Qp5BMxKtUXNH4wkmLZNaUH/BguJBXK9VqNn9I2tyXbNTj1RXYE0BtIBxtnOLqDnDavQIkqt9JxVCrBS3xZpSsHybrAi84ueWYAF4VQ/mKjJU0z3RjYoiFtltSaXa5smdM+cVrsG4V21vLLbHSkMaNiPCjBMtjhAPWNXC4DyM1ZScUT8ZpsTs5cGMg8X3sFR60kgT5vC7M9uTLFbpoSWYXT56wN+bFOsiEMSQXQQHMFbyaaEucPfVB9J4YhpuiUGoywNaJk7398znR/L5TJ1mG0vrCVAjWhqCyJ1ab5pMtV8qwapHRLxR8Xf1ZDdOtyv9ZpxYwY2vyWrPRL2cFOMA6LfUQeL+3SrNWfES0N5vA9aEAT1IokF8DVv1B8WRKmIB3er9QPrzr5jxHxQdnM+1OnVLC243OjvNzu/uQRE1tF0HUO10lSnqxpW6gViLUSxEN5zq5EZusflwA0/aGs0TijUnRgI1tKS0ozraVBd3hB2aaFUN/rxRc6ydg7shK1u1WHCjuja0TcD3jI2hlxU3Y7LdQjUZQEvohSNGqeMGdxA3NKsFOTV2hwdHVBKKB8Lt2fYk3F9y6OpGmYi1MUtLuLVrSkPYNznr69JO0l0o/F+mXZosbgEitfWg7Z/Sv9HnpJ1e2j3Jug46qKDpxiYrfL4dfGDnZL23nhxoBjpsEbQrjeB2TDb/Rpq/OpxrWmBTkeJrtP2s+qtRiWwS7QotwbPm9M2m6LK8RzpWZ0zaOaQBFJoO8velbq7xVB9L+7xCS8ZvA3y90qX5Lh2xuD3PVmv6TPyFVTe1wnRro91d7okpMJQLYhkZ94l0IZynhTw/UO/P5IeM5B1DNv7W+SIzDguBTHhMxBuXcWOxQFfNSIqM1wEZhXJtwYldHQ3VK2e0Vh7uhNMEVymwT1ilXF2QKRDuhbCrhAsl5GrI5hlOZ0EuK/FqtsopD1wlpw0MswuwZUZI1PQpxBEZ3qCcmB+vyDkxjDNph+3vIjAl9ARhD+EwUyR7VVdGpgUkI3khcCBePidF4ZAUSqKUZ9bAdXlAmIl3JzQWtAZrBp1maqrkdMkSB+pyRvVMIVIkImFB0mxxpAdBQ6LGPWFaCOeC7CrxhTjbZCRkZTid0LkwPT6zqq96SY2ZJd1Th4nESKyBOXk67GIg7ffs3leGB2XmxMRMOEbCi4iIJVBCEoYhEIKSyIQh8kCCOlCmK7Rk6vQ19MDVnzgat3G3820PtkRod6pb4PsbDvoqH5p5G/yzLqtFaA3ZV3yx6/gnQfbgiQ6/JxFa48fVP3hqGUi7j9ZTTANG0L+RWRSTHU7DIho3Z9rIsWaWS6MkclqHOptMk+CVEdh9OvhgS+/a9vyaQA0uu6vrOAdg1ZHefLrfAB4kg7U/RZvjaD/S/JY22VshWp/81kZ11WSkuoHTkrgdUNX0g1eMOH2KVRc6DWmXu65T2pqpNnYJZqu2ZrXf+ZCMNRCPBALoSKwjWc6U4PZ3NllDKVi/NUGq0fGUIBRJqFRqiGZSNqCRjogU4pjRUJDoNi2XDlAYTWcHs820WEWlyomaamNUgbkS5hnigKZgdERJHFZRCVpJBWpRJjFdl8UR9ovj4tUAEsV97LCzhsfxnElLYYmBEixRYNZWpYZKrUotShAhSDTVfTbdHaI/w8GSfjpFqhTyzp5hGSwJVWtCSyKGBRHt1EJltqqJkAISnIpr3ypfoZKpZLOnpCC1EosiIq3lC7VY7yHN5k/pzulHJ6EW6/cQEEuUBdApokukpkSNIMGqi1KBYQGpkZBGshSyzIQKIe/MnUnRqivE+9qdFk/u/elDu7xqe3cL3lC33WweTYcHzKacES3d9zV32mwzdZq2HgDvxtfKhrDuymZ1eNTgSTWT96ukVXO5L+H7y2RBtHXUKXVaPKenJfza5vNqF2IuubtdhNt6+H42dLi2RLJT1hiljCV1RUY/p49RIr3SjNV/bTZPSzI0+7O63Fi5F0K/t54IIaJazKfVYDKg+wC4DNrYoP3Z+b+bidZkn/+slpcnFGRt+IxalKlqJWC9Ciug4lQ7HRAzrxdyW/apTffPHI06SVpMzBcPbRjNTmyz4qBCbavFBmXfKN13eNJ3OTQ7tymNdr/+obam+xEx2ufKGsNzeU/u+2OrDy0WtvonPS7YXe3t57fPxhL7ql4xKD6qnohh1dcNlEblKdB1q9O8ugp6on59+O2qoc9pu9fOPEBwFWnjNhBwi0e2eQpdv0kDADRt3vdq5smz39gj9oDanK6xiPXz8vRHW3VQwdZniyXAClBT1orG73YE4GWqxKT88nZimRbCu0q4i9x/70R+NjP+6jXxi+fG1pwzSXbE3UiMZ57Ve+CKD+kHnPOZd/Ilw3xH+uotx3DBx88SdX/g090VOmT+qbzjkcLNJISTUHeVMVQuno8MB6F8fYOcz8TlhnGeeXdQbvYwPrxmFz/iRiJnHXhb4Gaa0RO8vBfmy4XT/pE4Bq7KgUES+8sbHpaF3369wG3hxc+V/aMSXhSGw4L89A69OlH3gTkGzu9vqR/ueLx4pBwrb0rgq5sdn71P/Pgd7NJMSDcM85H93Uue1TM/5NcscsnXty8plwl9cYEkZT9+RV0q+f0JPc88HhfKKHx5ETkR+Gj3wHU6M5VnPHDB4/6eiZm/Pky83gd+vRs57eC93qAPb3ifrvnD5QW7mni+DIgGrq8GLlS4XCLzMjA/HlEK4/j3pDAxXf2fOIVXzL+e0fd3/HZ8x9s0E4dXhHDNPHzN6eIdOiRGIqm+Ylie8/XlgXfXgRCeMYZrrhaFm8Inwztevvgl78JLbvlbdlPlk5sbnk+nb11nf0FjalcULqXNXt0ERLpQb0JpDd51wdOCvf2TwR0N37gdYZ9ogQ3AhYGgjSetC+FWadEhNX/00wW9NgG9ZontWnX9rTbOVWjI5p7aNb3ktvEsIv0++zz5eFqpZOPca/Q3XYe38jdHRau0QMkGWfVEMDeE2Zpc6IGNb+oyN6xCdePA57ohsHVD6dNvCGhNWk1eqxkVVOgJILufHuTyEnoRR7w70mkNniXQgw+jzeE3ldofHzrMtnJqtt/hAoCsCqW4r+nOHWB8gNXzU+KNypphBKKRSPAS4IyKevm1IINVSUi1AL4Wy1KHeYcEWSmTdr5SHAVMUJJgiPEyITqCjrSyTyVQw87mLft4xxYo9Xmf3HRoDt3ouyUrFDVnR1ozp9CLiSw4ujPjKxlSoGY3MMQ484M3NTZHqFDVKlYMeafGp6wCYj0QSilQCqLzuubU2m2Il4RaIlCJqgQvCzQgorh/7Ki46AkPMQ5KK9tV0Ee0BOp8AolMIbMMA3lnpdb1fEbLwjydKTlTp+LJlExVKzXXYE6zBEcSLvbcQjCPq5iVaA6nYHQ9f3a1bdYdzVDAkltxRcd0YF4rcW6BzqpIcQREtDkNOlpAV5pzcHYbrz1fkxHBkxjWLwcMOZWs78cGKaolWSWELUE3yqInQxZbv2Gw/VnM+dFoHPXSEJDFkRDJ1oUW59/2gIrZjt50vEo3trTKuj5b2Ulx4yxECxz43o4NBaqD20cuvyr++2TjbYGpJri02f0T1ox6tvGRUInUhox0arONie3PW1GZzSDLHggJF2wD1dKou1rlhLqB69UP9jg3hfOerKMmgstLDY3GwmVxxdZ2Tn6OPy/X/ugQHBFnY7ANVfqa62hTWiJce2ILtKOaoLmPW+SNG6BdvGsfW5BN8K+drQWinmyWVqHRqgLsQa06uMmcdpaN3m39PFsehLwa9Ion2MScUMHOiwIJaaX132hg2pzYqqt82tyAV7U159r2AW3s2pIh0OyT5oasBv1GkXb7ZRsU3NgC/WMtgKY+HzYeQxc3/W2UAX0ftYs71+wWVdaeZXcKpdkRutoKnuCXv4CupN17qBHRQJ1HtEZCmmA4c5IHKEI+LeTHzD4mhhdXMO3hNJLimd00EbJyk/egAzooyEAZv2fPb14IiyLLmRCFOI1Gb3dzBUskpIIycymJlCIihVkrY76gTkfSyzP7VzOSBubhSMmVfCqgmSHeIETiEo12PrvNtLPqsTgNth9ysce+/9oQie+sii69UMJVZt5l5piJH/aE2x0hnAjHGeYKjxViJIVIrCM7TehcqB8Wwi4Qn90jVVg+iNEmHSIxCLsPCyyVeU7UFIgfqzWyFqgayFJZQiXOgXgeSGRGWViWSq4R9hBfCjyekLsHylIoGUu8y0hYlMNdZNDKEaOs+nB5QqsgUyEG5aIe0HKkXA/Uo5CWW0JdiIdKSAvnopxQYrnmZd1zkoXHORMvFuJ1RpfIdBpBRiQcWSqUe1u7x5KRooR8vbH1/8Qaa30amn1ZvY+DtOoED76pJXqsH9CwkT2hGR3rPknQaBDBE+wtIdo2ca9ugIaibSq38aa3vWn2myFcpSP7xZMDHiAofr+hoRbb3m52/KPbuSsCWSRCcV3C2ffr4LrUg5MECN5fTDDbsidkLZFr41+Tt2QHZDWbp3pAhIPr2Vbp1iagrs+pVe81n6bT33oPDl1crzvHeQ/AuU3iQKUupzsdhQv4EjefbbdQ6dWKaqhScB9Cse96lQhu57uA8rXR0LgtqPXth6qwlD2i1odGg1J3i6GvnZBI4glCNtpTiY2SHImRMFijeH1YkKjE/c7FrSejloJEZUxHiJXKYjN9LNTRzKvqNJQRiCETFUrNaI7kMVFGIU6VlAphFMIuU1UoZSSoGq1bgDpkalSolVqFUzUdYM3jBWdLZKgZqUqthUUULiCLkudiOZYcCGW0BETI5JpYajIKt3ImqBKOgCZr9lkrMj9CgYCh4VMw27bcXlBUqGRImTDZdgjHQAgJYUE5kxnJJEKI1j9thjCLLYdkIJ6wVGoUytWeGjwoHpR6maEGwsn2q5wGRBL7/QhBKLlYUsgpVsPRKUMLBqyhmkEYKjUpcUnWCFsUkYAkJV6cjGKvZMM3qCAlUuJxzZ/+yaPtneKWgduUiNnUks2k1n1f99ZTKqAMvvZtX+uGUk6lUfrWDj40VD9QWzC52UG+V0J6YpdL9+czrXeAeeF2r+LobiVT1Kuc+6YdfG+bP6+yiT2oELDKohU15L4fzibQEgnGi4qIGjAM9XFUqve9iR6M7oj+rY2HAyXBQG5AY2CQboO171t1U6sqMIlo9p+CX9+Ds5p9pO4bMbDaz6tNpzV4QmM0XJlYFY2rDZeXrSKj+SBmAwcHY1ZP7GzDQqtZ6bEVNsn473Csnw2OIXKdFcz+NFXptn6LWbVenOqgyxYra8/K+/Q0/ddjY+3GJXa7vK8FPIgv0XyJnkAS12dNlzaPw2N0zV9q1Ka6YPErq8azniLtaGsSGk16qwCwHiXFr99AWv5ZcVrpdi0W1/UO/Gs+gVj1ZKMg79/vtrnSEv7uZfX/N8Bwj6lt/AttoAp18AOeEJT1GzRArvePM73caNZ8P1lKCzyZ0queaXvBgaouS5quFvbr9LH6cWulyLG9+Z0OLYH3XzxDhgFdzuxK5nVULp7Bszmxfz/x+OrE+eMTbz6vvP3iyA+XiZ+8+T1heU589mPk6przceb6lPlRjoge+cf9DzjLgaBHwkPi/D+eKCNMP/kX1Av40Y9OHHPhQpQqhd+HM0suPH/8KVd3V/x6+D1fpbcchy/5KL9l+PgV6eMD5a5S3i+MtfJMhSMzQR441oEfzs9ZxoH/9PGRGhd2+St2Wvno6jNCOjD+9O9I044h/gMabklLRm7gWj9ht7uE8Bbd3fMDPmWYP0XyEcqRy/M9z9Lv+TLtuBl/CCrk68D78YL/fP09KJV8+hUpHbl8/CtEAuX8gZwXvvjkzELm6gfX6E74/L1yfz7zvT+M7HLktCtMwwOn119y+uF7fq4fc88r7m8jn3wRyfNvuZveMg7X/DT+BJkm+Oo9yzBz/+KOsCQ+u7vksVb+c7rllB74w+UlcRx5DPdUEt8/fMpu/pR5/iV5uqHcfEE4f8VjXIhDZloumO5GOAzojxIf6Vf8nx9/xqnuuS1X6HQkPXsJY+J8eaQMgavD1+g58P/VH7BbKv/1t6yz796YugsVt9p0Y+SDb7TmC6yZ2TU34UJM2plawGLdXrZVmhXr5V1PjrLeA63SAlaE6CoqtigC+9udfWV1bliD4ZtUib3ehWtTjE1ROW1Ty6I2JFPb6K0RNLA20QldcK3XapUJqyFj4iQgraR6W/GhW/GxCWy0ETfF7l5XywZLC5jiCP1g1RrWfG+tyehIqOAJhObUmXXnCIIAXnK33o+6YnF+eDZBFtq1jc6oGRprcuXPHClbYLlmG2q4BCJVH6ma7dmj1vwwuOPU0GKKBSpr7OmpRmZCVUNAAbUKkgJhN1qgrfqz09nOlQczoocJQqGmYA5jtfmJjVKhZqgzSkJbs2DNaBipcfC4lK2VkBrixJNezb8VMyhIvqYMaEFvPFqNi1lb878womFw5HjxvnO2/iR4OWJs5fLRh25oArO8IYjhajQaRY6WkxlXYba9p17WK44YFuMKF83+48UHUdDU9oqhpixYawGEpkjNx7ZAuM6Vqua2kAbyoSJRqY8z5EItRtNTnF+31rpJQlRriBaSIeUXC8xaL5BmgtqcC00e/fnltj06urg9i+LoHm0JSP9cU/SbklhrPBWQYoEXrbPLxlaW5oZPdePBK0SCG2+OGwG1jLa6w661GVzVqlyqB/8lW0BfIiFY889aFELCkkv2fdSRfzjNU8BQXzZxfQ12JLhvV1G8akKsmieY7BfNDnr0NVZ830c1I0wsiFzFkacVUPW1SQdLrjnEds0ZZDZUtAY07CHsaQFwE29N8qgbqU16ZtDo1VNeDi2K6tmfj5v+tfGJNittNBkVJpBlTUK1sZcI2XqgaGgIllah5HPjdFraGm9+99X2FPUusCJWmkG/0puY4SlrsKcboZbUEm2y3melo5abvHVj35+19tr4sOrrrWjeIHKqaJ8b02B1/Yjfllv99oHmY2tD/7mMbtRj3rykF9Cp0Su1fhzqiY8nVQnu8GrjzHPHwXSP0rhh234z3WPnBvUCBGGL4BL1pDKb++/z2hyN1fGkV1K2c7TDud+bDm7PqqGROpd+gy+4Tm461MfaAWltcrU5ikZ5pT3B70i/v0S4AUEjqpGaByBS9g+QZopUalHqFNBHoT7bIVc7JA6oDqRwZpdnypJ4rDsCgSG6rIlXaF2Q+T1SF3iYjfKprY+7ACUR9gXiwgFFIkxi+NhSDmgeia8q4/MTMh/I0yVFJup8hlCIaSIwEPOFsWJVoUZljqaL4jRAqcYpHSqED4gI+e6AniPxIyVeVk6XhTwUhptIehyJlyej/TgX9D6T4p4hDYQgxCCUpbJMCSET0wlmId8nhMK4jwQN7GaBqTLNwfpSjIpcFMokFhcTyFKJORCnQGImMZOXQKmRMArxWix5M9+gOTGXnQVFSISi7G4LgwR2e0WiUA+T5b2YCCIkfQ51YDoOlACpnCgUQjK5uzwo8wwXy5FDfsXCLaXcoQnCZaHcBZY5QNyh4wtyrZTzmURhFxYbR7nwYN+fW2DrArZ1Hl0n9IivvV9cZhM9+W37oFWAmT3q54y2byQEt+38jeAJDq/S7CjFngyuq3hUDzCJQmrVCQ1528bk/Y400AJXa3WAD6vt/droDQx9GBjpfZQMAUTjA7eA5CpTVNIq3ltEwZOkoroCdmpLvmf7Xq8ACf3asLn9jmzG0aes8tj3ojZqSSmuZydspzra1NH1nUrXaXLFA5e6QdaakeZ2Yqw25l7REljh/823c1AF2c/tgbGaPdkt9H5mqD/3b/EV+mHBfFQpsqCpUgfnna870ITGybtAu48YzCaoIVCTA3nOGQYhDoMDHmz+pFjAc5AdIsqiZpvXXUUHL3xeViS3oaIrtdp4akrkfSTIYpUI+0o8VJgjerJguZQBpFDTmVqr9WMpganYfSYvVq5uIkTNBK0sNVNChX2kjEK+r9STktgjNVgFhFr19qIJzRmWGR0UOUCtgVxGJM/EaTa6XrIxoAVLpJbHHVoEGe4hFusLlwOhBl/KJyoTFaOJiqESkhJnCIvbbAmiKsNSyTGRjztEi/WrC0rd11Y8g2RBHw14M1wOyBg4zTO1FJgNTCI7u0Y9mdmoKNSKxgKpetGhVbSICKRKSAZsi0UpKkwlGYgrJL6tRt89CwfRNMCK+v4Rv/EKOvZ1T7cDGk1zo5FswWB1/2rwdePr0/dtB39glgNqyS+q8cU3irQ1kNlsPttfQVYqKCFQKWRdzO9o8qrJUWmACEPtrzUHTjvb3E+3A432yKmLVKzaQ9Xpek3OmE1qiQ27g0Dro2j32+w73Nc0EGbwZEb1mIJIo8pu9k+hcyc3ewpLRGhHsavZgzobWKhL4SaTmp5oAWlAvUoIQKIB/rwCvfUCtaSTPdwWtF/BstLNx27f9VhIk4Ptuf75o63Hdpc9rtbkl7QRlf4NbX6BKI1BgV4l0953vbxJ9LcYWIuISU9CwLYXXK+ooSWGNvfT9JI2M9kD8S0GRMFonWY/xzd9CZ+nnkjQHk/00bECkdeEQI8vKh4XVF/LgdY7UHsyxakBW0Jc1zlobgawJgH9PrZmdhtvZwHpwApx8JG93yhrCWpyzuki1as2etJMWrJhS7+kvmYdkND9keTfbf5R9dejP8Pqz3FNmVhl057VoPr2o1bh4d0VVQ4oM6MUnl3OPB8zzx4rh1Pgqx994PzJAzfzBb95f+RleeTi5p4g18SLj6nHgatd5tVS+FERbtnxH8ePyIwEdsg5sPzqgWU3sPz4R7BLfPLx77jmkfEhohneysxtWbicPuN4+itO08CX+8CPy3ue1zPxlRJe75h+M/HwdiZp5QLYkRHu2Oklz5ZL3rPjPz2/IIR7fvDhPfsYuDr+mJheofIvIe/g/N4S8PmOuGSOu+fswmsID8hwy0f6mhflGXK+RE4XxPlnxPgLTulT4vARykK+eGS62PHu01fE5Y7D+1+xL8+4nP7WwIxLoTDz/uXMeajoRxeEIfHupNwuM7dvI89uB6aXSr6YmH70ltNnn/P783PeTVc8+7Dn5bs9H/SGmyo8Px74vnzKstzw8P49jxeZ/OoOkYFXjzt2WuGysIxn3u73hDExcaLqwMvxe1wfjnw+ved+npGHL5HpnvP1kbTbcS4XTKdIvowsLwP/6vYD/6v3/zO/XZ7x76dPyOEl6fIlMkSmw56yCxye3VDznn/Qj5ASv3WdfeckhLIKBRMELZA8siJd2u4FU6WhO9FN2PUgF2wEgH2pJQRW0ZzW07EK5PbpVi62JiBWQWrJDt+AXfhAbYjJ7UbfXLEL+N6fgs3GFrYczLp+oL/SOALtfuw7tbax4+fxc0hT8k0wNCRo3txjy9iuirMb0LJROC0IigWtOo93587NNtfVA/bdsfI5bA5Avzf/6U1+TIG0cnXtH/KZU1MOJuxbOZgpB9GNUUVFWmDyzxxhXhW5zaRRWEiEKMEDo/SkginU5CjqbMHCcELEWjsabY1AyITDCXMcrzyomtfAjjgCCCV4z4XqaHCjTAJZ1ALBSagxoHkHxVBwEhYPSh5sX7T7l0pQQWZTHTVuA3jiNpAYRzWYwRoCnTKmRfzxcUvpSaRvNpttZcJaJ1SSGXEVJA++XvyZB98XzrMstThwf++vmyHT7A/VTPXkliUoCjVkNLg8CBj6xFFHhoJI5sjlMwRX0sHWtkgwGosSrQo6AHOxCpAlOCplQjG6nFChOrVBZQ0IaxSCGJqqowh60MOBfN8xTifgCK4N2t4b2TfUsVYra29Oum72QGjrdMQrTjDjXNJGYKh5TLjDTbRkkhvadqqw3tBqCfpXgjXHxJJJ6hRXWt0QbRVV2gKxxrltVEFqa74lIBXzaLViiQMBFjOa6mDJDqc7WT8vTpFRQJYNGiuhmjx4PFtQyWl0mjzp/Kh1piUzbbzWTN0avnuVhzsrVlCSLHhdfe+1gFPjqcYoAkQtiAZgCNZCwGnEug7zhEQ1NE2t1ap/qmC8tW28amOMvhf8GRt9la0tbb1rfG+uqNrveriMboGt5rD2SXMEatMRjapDN7qO5thIT2isDo+dd30Eayly64mwPgTpn+rBfxEIqyvqH/T3tvLIjW78mXRHh+6k2TpZzyGN5qIb3m0OFtvHW+egz8nWJafPW0u2tJ5Nax7JkHwN3PCksfZmmpuzpD2w4B9QVq9kO/6t3u4JjtZDqd2cB+AaqrAlwaS5yz7uvja3T8tP3aeluYaJ9e1N4v07H0oazjbeVCBE8lhYRmntCYhpQK4GUihwfiTeJcZ3M3I1UyQQ4p7L8QXKmRLfmwqe7olV2S2ZmGG8PwDCMiVqSjxeLNRDYRRn9g1nQl0Y70eGx5HDqOwvFuYwwHLNqJUh3nIahbtjtC2SFB2FMrrciAPUSJiz6eowGb/45RGSUo6PqFbCC0VPSnhckKyUZUfcH9jFHcN1YjmM5P2eUqGIcEiV3TCjSyLPO+tLMe9hP1NDcYUyIpqoZYcEJX+6QC5G4RSLNT3NwHwBZSCUYsjoSQkKs6hVeA0FDZklB6b3gVAT8flz508Hjp7AR5GklEF49+pAqYFwmwhLJZwnJCizBIgBOU/EUpElQt2TKcwY+GC4rEyn90zTmVyEsQRkFvJJyXNl0QUdHqjPDYFdJzMZ6wCoUA9zR1r+yRVWockR27re88FLoozWzHSGBtd52oJVe7pSE/VcQnPoN3auAxw6zVCTm9F1XIOuVtsv1kunOlDTgsJSE61Rq10oQzW0nm28CXgaEFkVmekcwJOmCUM3JuBkAYeazCZ1GaIxGzq1BSmqsvUnTIbgIAinbOuyqLlqNl5tslc8AdAS1+qBlcbx3QJo7hfQ+ymdzT7QCOXC0KJeSdkRlq0JaktoZ9cVDQ3dmmc33VPdntFWaTg9ed/mefH3LfnUG4r3KukGIfEs+9KdgG8/BMKI7c8yokUtkF2t8beK9Y6pKsZ0KRWyIfMRrEFxKMhhMUqiw4iUYP5ABRbzz7JmqErJNj+pmH9Rk6JRWVI0ZHsWu4fizelP1lMt1EDVhE6KLq3KeTF6uEFAKjKB1sRSDyhCHCwgqzobeCoa4CtXm7vqlQDLfURSMLrSaH5HHmY0KSEGYq6My0QIC0kKIQViHBDUqFDrwlImcze8v5WcBkIIaJohrUk7vUiWQA0CpTDpJQW/XyDGQhgnQjHgTBBFpRJEEBnNO9DFQEY5ghSSWmVHWIoJnjG53ThbdXgWpAhxCV4NZ71bYglejWzo+LAoZGviOg+FmIRxDIZTmUBroGbzyYP36ig9OfXn1tjWFhDvjdbsGDUAoarbEBNraLzSmkZbisYQ0y1Aa5UKXoGuG7pHsX+t/SYUJDWN4Kq/UcR4bwhGlIRIRmSh+r2KRgLRgTse2AyOLMfH0EEmjRraZK0lFyq6AUiqVwQLawKkIfJNPlllMtVAHi1wq10mekwFo/BtyZPQKCrF+njVVonW6J1dRq6FojbDBaX0wLMFeW04zXYWSzyrrBSu3R9z3eTB4IbNEa3E5nr7c3hScCcNTLKCaA3dH92uN3t0hcS6X+oj/jbLbbUFg1+/IeEdyOJAqLWvmF+3gz593aj2Z6Ch+Z3N7xBfwwb87HEk1Q5ufRqnks3dtXftmaoDdGw7tOu3ezCdKf1ZgoGFVt9hBR67L7qJD7bfT/yQDjmEFl9qCRlpYCNd/E79dX96K9Vf6/XYEvyuY2kVfw5a1cYAopYQE3UwbLZz+8JQqRgddVuHQKtYl9Yfzm19TzyqZpsuWat+mt7TNm7x8zhThfkqrWrcPymVluBfx9PoIr+dGmd7RK18PN8Q9JHfHwLvBuEZEGrkHD4mxsjt/DkPd+/46DV89Czz2ZuF41cTY5jZx5n9G0HuEnk58e/uv+QcPvBufEcIwmU6M+wSx/9iR47CcfmC6b3wTw8jsQT2V0oaKvsw8VJmbq4+514Kt6/fwPMzRX/IwmdMt0f0lFgeMvNFQA8HdsMV0/6Bf7oqHA+J7z9/JF/ecai/gXpH1n8k6wWh/m8Z9CX78YEQTyjPqWXgzfwrHuuMcgdqPsF42PNWztyGmffA+3Lgs3nmJ+GBmM58NhaWJMzDnpICywJyOpDeJkI5cC8Hcoy8P3xGDQuv8w1RMy8fhTjAcl+5vT8zX77md/sjLy4Sr3fCOL3m4usIb47wfmY3nzgOhUO45XthYM6Zh9+8YXc68/1JeLgK1E8j3Gf+X7/8PcOc+G/yCxgqSzyw7GB6/ZKzXPLhw3tu3r8n3Gcuy5707BPis1d8GirPivKHDw/cLR+oR+B4wWP8iK93zzmnB67G9wx8APkd6Tjx4fUPyYuw+2ogLMLV44n4HXzT756E6E2DmiJsQRoPNDYB3Yz0jiB0Jdwzri0DuQmgdAVW+mYyodcayOSuI4ENcmmT+HDhp/7B1Z03Z0QUesljUzqOvGqb3E/u32xBgU2QphnmLqB6mdQTG1lckLjSBhqPZBN6T4Vh6ONcr7VBMgBbGqb1dRf+XpXSkyTSUEQNbSpARnSiNWQ2JWZBkU6L1BRjo8RoSaP+PCu9pLy/325Ju3HWHVRpd9gMqOa0ubPH1vn640OeAscNtSVKiBCC8YOqCDJX7wExIjJQS0GrI/HDZEJadkZvoxEJhbA/g+6p1Y2f6sHahviSZMq9muOsFVphnN1bRXKhjsk4XYsF2gPFOJ41AhbIFzVlZc12ZY09o47KE6MvaNXsJzGjLUkD40GtyGiBYVsy7qhQMIqkRG8+RKvaqUZhRKUSzbmevRFhtGtrmm0fxwlQwuJ7s+7NAE5nNBRCFUvGNASb7i1AHWU9Vyubd+7/tfTeSyGzN8UugkSBna+u7AaIc91KxWixlmTJiGGBdAY1xJU6grtSKSH7U7EGekGyrU/Nvtd3iIhVq3zXQ8STEIHanOnGdRki4k3Y1fkXxZN81lOmGrIhVBjU+jhMbf94Y+pWHiwThhwafL/h27UZddEM4W0AtqrTXoklYKJRaFCSr2Pj6mr5C20NNL1iLYiXXIfFjNZiKA0tpSPoTTbMdu7aUBeGXBFPdklNUBx10YK/Emj1V6hSnf9Uig8sAASvxrH1KWq0YTY8Q5KpoyAFd+QdfUVLQpTsTSXx8Sqk4M7OgGIVMgZnOIFmgq59AboyQAlOFyG1Iet3wODBiBYYb88zW3PUJfgcOEKq0arF4uP6S5MQ0BDCrfS4P+9uwDcnYXPeVkYu0JGuQv98X/GuXHsi2J2wnrbXTdPofi4bP6glIJxCpFWfaVunUi145LzrrRJprS5sSYmm1YfuKHQHQJvzWTHqOLGEgmZ6ZVkHMKzngq3a1a6XtCXym6f4DUNe3dF+Wr3Rxu17WcpGdq2PoNsG0uoY4iofFLpe7pd2J0AdHSnbS5rTSAsIaGseq+tz2wzPHCChOdedukrrX7TaRJSUZkNHSoWQmMbAvBfGOxgnZRgSabdH8wM6nYj3kfFdohSljoF03HFxfE7W9zzGOzRX8iRQI0PekeZIutmjNTCdAssu8OF5ZjnAcamkCqNMtvseRiSP7D7O7I4LGgc079hxyzHck4cd+XAkBEjRmsjWwbmBdwNhqgzvdwRmZLxDRiG8vIJRqMH6T8gzkFFJ9wtyVxn1OeW45xAHxqvI3W4gDyMLAzkOjMM9YTxRHgP5JiDLQFz21HKmhDMSAoE9qhF1qpP80QQUZFkIFEqczSxbrpBlIJwfiSxGf6KwSGAhElMmpJmcI9OHSDyMpOsLNGY02bUipvJDUvIucPPigM6B+CYSzpkwK0RlCYEaA7tpJk4Lck6QE6WcWXQhPs/Ei8yjLpzqDVGvGZcrJAv5DHmxJEQdFsqzRygRfRipIVIPtnfrUjb77k8cfb944KQH02vfa6Ky9j3SYolw2WONGr3/ly/+p71XHMXYml/3xvNu+8Rmwy1uC1gQDJl9vZteEXW92WXK7EGFaBkXmYAz5qtsbN0mI/HACz5Oiaj3ZRDuUGaMhjS5Hm56XzHqqQGrbvDgVzt/G7NsfQQxWdLGb0iYrq9BkZZorwYKo9O0NZniekkGhMHvr0Ad0Xqw5+CI2Ub51hMbzd1owSw3TKQasrIllOzxut5Qu0cb9w5kB57ctyREWRMQit2zNhoKVlryjYv3XQ5JgiSBczJbsyzuDxRXk22+1agjs/3IUKkiVqm5m5BxoB4SUgJRLeBNtgBUrkYLXL2qcO+9CnSsaFTKOJBjRE+Czgp5RPJAPE/IUiAJNQ3IVNHFbYvRqQrHiJRqS49I5hJEicMjgUIti2+tEZFAjpjuXkxvaw4giTCCDJWSlBoyISghBKJWWAohZGKqhGhUStRK0AdKzeRqTkoKvsYnQ9xzaTRV4olvTaaf61kgR2bdMQOjTgwshFiRoRBqIWim1kCoFgi3JEQhelIl50hAiYtXuWe3ZXfW9LrqyV7LO6QG4hIIGXS2ewjBKGc0QFVFcvXlrdSxsB8iw96SquUMZIHTgCSjqtOg5Fi/PZ+/6RXZlm4DEyhC1Oh+YusFOSCa/F3rj9B6JKCDgbV0jzAjcsJWqMmtbkeFBqZc3B3Ymc2oa+DbJmvB5MMeYee+RkaJVG3JtOh7NIBkT0KEFeiirTrBEwde9bQ2JU59v1uhmtO4NiCGNHDOQmXxpMzQz2mUVX4PanaWes8dDU5x7bTdjaKuyuITHbucWK/nj0WgSHXSt0AkbsB5YbXfwmDXLRbILax2vogQG2VgsSfaXMcGgG3g1Qb+C7163Pw/6x/pQFT3DcWTwOa+i/euExo19p9fb/h1WyymJaCa6mq+gvl5jQqb9ky8CqZZxvhzXasp1loL1UxPPLGdu/a5TTKnv2+6pQW6mx/cwXTdNndqqNa3QX0NeECk0TKpV+AYLZFgCbrQkyOtAsIAe2YX2z5ofpfFl6RV47eE/ta27jPaUjxua2ijZ7TPV226zfRSqzwQB0LYd0yv6wZcoN4r0PRg8wmaf7JJ/Pj4wMahVOuv0yJNavfWnq/5Rt5fqdkTCMLOn58DtMSZMGhNriNCwRgBvrsyjSgfz7eMKuTjkQ8pcctIqpEiryjxmmkuLPeFf/G9R3788Zn9f1g4/HrmGGeuhoXdbYQ75XPO/MfwNeVwQ/z4A7uUOY5fI2nk8OxjKsrh9leU+8qvv/yXTOWK408S+wH+dZh4Hma+vPiSu3Ti7uU9PD9TH3/Ccv6M5e6G+fSemiL1GJD9nt34jLv9jl9fzjy/yLy8PlEOD+zqb1G9oeovKPoRoV4x6Asu0yNDUirPWMoVv6h/4E2pRO6INfMiVSTueUwPLOmRf8oX/NNc+W/SwkfhkRQnPh0KU4jcy0jRxJITerpC3z2jlMRD3HMeE19cPCPEyr+aR67KwstzIS6FcP+eu4fML6+PvN294FWqvIzKML3i8ObA+bd7pt/P7J7dc3hxy1V64MWY+OIu87Ov37EvlU8W4SEETh9FbtPMv81f8Pqc+L+cBo4p8Yt44O6QmJ8/5yEe+c3tHzi9O/HZWTnWHfvxiuFl5KOHe15OJ97dfM784WvkcIUcPuH08iPefPIZmV9woZ8TNVN1QS+P3Hz0A+RDYfzZHeNceB5O3ynB8Bc0pm40FC3ClWgNWVpQXaVt62ZMmhEj3uTItdm6EfpGbpUDbX92EWuvtu98s+FdFyOhl36Z09/O4Y6PtjK0jXHfM/4mgnvYRjelWjaopnJWRdqEud9fE2X9/mmBn/aqC6iOkvXAbP/WNiDfZgJaw6a1QZNuBBhsBYo++Z/zFYrnU7Wy9k/whMc2mSA4l7ab50+IMXtEk7XpzhpGEX9NW3WEKI33ri2vNn/No2gBoT93qDdy1roGXcyBg6riVQnNQVSvGMjen6jRCCXEqWRAYHDDNu9QhhUFEe139ICqRIUgVHWO3LAQQiuh9WcQNuhlgBqspNjL6nsD6pa8qa74Bw82OhWOxD2tQZLNX/HioXZvAQ3WiFmzEloDsV767ugFsAZ7aE80abASeytnVUJsmR1fuRkI4lRAHjlrVCfUzq8utfZCjKpizmUsjkB3ZIrH2Ww5BCQlW3MaHIm2ygPbEvYs8CC1VTXU1ccuiyPrDH0joaBhRqoZIuKI9FAxyi5Ra4SHWLNRWgBdqPnbESfrwsOecW3jrhY4R9BoQWqJsyU2fL42nY7dgcCcnG0PlNCSey3pZ304avGx1OyGm6MKg9oa0xVJZfQOeFDYekaIYLzsPV5tRocN2PhLpSE0vonodron6aWeXlnixtPqXLSjehzCKyBQR5qq7Q0pwNnPVfyaqV/Lxu3GaXWEqVv5ItUD6u6UqCXOTOQ15JgZ1bXJwWjGaOhl3fa8TIZXo4XZyCx1LmtLjJiRiRuZVvGzeADcuLIbM4Q5gbYPCcl1ghueoaE9XQ91/fAXHGrJ+06ltHGeTCbY/a5Gc9NEts7FDVC6fmhVOhtdS+MMZmOMN/n/DeO8VS+CrZ+esN9Ibm134IF9cSHw9Ex9DZlqal3bHaEWGlJX+7kcWujft1L/Rs9hTlZdTQLaal0djD7Ghgj+hq5sjebXhn5tzlZ0mTnaLVkuXtXlSZA+p9XWSVvrm0e+NpMumyu3vbw9POnRX13Rbc1g2jqcNnC3V/qJtvUw334YevZoDrdz4u9CIoXAfhgYK5QFztPk7E87dFeJny6gA/V2T50TZ50pdSEXBY2M8QJJcDrM1lj1yp5ZZQ9ROB5mylgZyIRSiedIWII1gB5mZinkqigzWgvnWlnqJVMeGGREw0xOMzUXyltFUiXuLcDCZSIWYTddE4pQvxjQBMPFAQ2Fcw4UhRgN3xmywCk6FZJQriJBBo6PkG5n5FiZQqCcE/l+T6wKw4TWmfLO6MLiYY8URc8PlFC5GwvEStqdES2Euz0sieU2UbIgryDuFb4M1LtA3g+UXWI4VobDQjolhtNoa3OcKTtleRVJp8jwJpKWYD0rqMS376gqaNpRd0JmjwjMpxO1TEjOJlZ3mbgT8gw5R9JcCEXIIcJlJElhlEeUQq17lMoSC8wCX0WSCsdcISh5BoIQx/AkF/onFpnLjRM9KC2Yjdb2dg90NBkcVvEFbutZVZz1UomgTpWEJwBR80tUndqJHhDq8qq2oLZfowMBvHeVGBWUAXfMXjLKI+/9I4JVMTaZKK21Aw3g1HjU4dH2dE8u5M18+P2GFalptoNVQHYZ0CojZXR5amCFThfn89UpsVwmtX4+q43hc+0IZkQ8HlJ9TgJGGZM299iEagOJhXXcigfwmh3Pep1WmdKoQjcys/szmn36Is03M1Xk/oPz4duLDsyxTCPfXcApLF5J6z21QilIUXK03lIxVEvAenlsTYaGjlIYSkZECWGgyEipR6QIOimhKEOoiHjPtKLEk9mX5aDUWCznMkNYFmLIyGJ+SaFQojh4xMlJK2YXq/WSkVrRlChhMBnl+ijJBEGJyVNO2lBZ0XwTr9JsutN6h42Wq9NMSJkQFyRb4q1WYQ6RKBWVaEmBk1A0MOtgvl9wyFXYYaFH9UbcESKk0K7nOjAslFCIkti1ELyC5oBMgpwqnNS3u5CrUnShLkq5s3kZk8mCOhsVj90DhGygh+pAjVAFCpRBKEkI4YzITEWswkUzsRZkqTDbawaOcCqUKSCTNeQmmAwIaonVJNLNnj91BF19Wlu/vh+7bd3se2xd92qHgjWHTtaDQgekVTHJ5HGJliBwUEgHIbqt3ZDZ3gtTW3DVbbqVvnljq2kDgmJz0Kot8ICojjQ53PpX2o41yirp5xG/VKs0teCo2fcWXFaXhb3RfQ+CFjdYBr+OJZBrC243O60OZt87U8JKO+myE28E5TGLjmj3d4MaKryjzXsiqPrvQKvSamMOHfzhyRRpFLixz4PZid7zTR1825IMzv+vsqU9XWgUWfZZ6wXSMfut6qJReP3Zo83/xqZslWmoJ9S3utRR+k0u20z389jnGhiogVEb2G6N9bRrm09l/qRoq+Bwlo1N+LCtRatKaYkrX8Pq9yC4vq6stL/um7Vl3Ct9VxS/PEl6JF+3Xr3v9ry0sSGs1S8NQFc289Nmwfw+W9eNNr1b2TaW4ODeDpjyeW49Fh1o3fqztVuwsbfs+VP/Y71T26PC5KvJV7Ku92uPz+ZL+7jaU3KmAKD3H+2k43VzXY/PqmLgB77zURHeDwdSiOw/W3h9vfCTDzs+OQ18ffc1d6cveDbcEo8L87znZ49HLsORqxfXDAHG8DPmV5fcX7wml7f8+Px7zovy9uEjsg58rdccDyPPXlyRx8zv9oXHPPOiHBmnkXE5ku4GZn3NWxFung08vIzoNLP/3Yn9u6853jwSnyvxhcLwDhm+IA/XzDmT5kg9fcplPfP6zTvOacftm08J8sinvIKy58PNLbdVGI9mk+Z3Qp6Uy7wHfQ11QXZ3fKKV5yhfh8qHMPBxfGD/8g9chhu+LLCLJw53b8lhQNlT80J+eCBMI7v4nBoSNUQkKVfjIyEWDhmiBn4lhSUI8dkL4l74ftnxySJch4yEhcuTcnxI5N2J5Qd3XF1Vds+E85sLfverA7flAFm4D8LPD4G5Cu9/q0je89c/+mvGx8j/9PsLRuBqFMZUefzqD9yTuNjvOb6+ZFhuoc5cPF5w/O0F06s9X3+UOe/vGZ69Y5bIIonT8Z5T+hVlOZOnH3IqI+/zBRcEPnsvLDfw9l7QGrm6GBnCt8m3v6QnhPhGxpVWc8RdOagH2LX3ELDt8ETYtWBpQ/tuMqx9b0j/nyE08QCXCziz/puYwJVGEz6t6gL/TDP4HVGLOtp0q+Ad3dkQlLiAaQEru2Fao6cVldWcgtWg7jjWDcqzoW4t8RD9es3Y2KKGNgb7E/Qqm3O1QbsRIvRrN0PEZq/2f5vtoJ59j65MDf3flW67B7AGdyKd8xGfqybI7P3on6+0RnYtASVaHIWWvFkeWCbZkyndfPvzRw1eTrnY2EO17LqVjQsUR6o2P6hmKDMMYo2my2CBYApSCpoqOmbz6+YRlYEaLDhMVOOfLI4q9UbPRQ1lE+Ni1/b+BIgZtrYcTTmpJ0ZqtdeCJ1wEtcDaLIaAOpizJueKcUc0NJkhKavkFfkCaNyhEqinYHPhyAsNlhG3tWEGrkhEqychJKDBG6KrIFKpKSNqDhUqxuVbgztkuiL/PVionkihFkK1wGEgoLJAyFhj7N0TkKMlVhoa3ajIVKG4YoweMJbWiDD73g0LSLZcp9+fbePBDN24IGE29H5246Qaij2WBaJQQ7DtXpsjb/RTvY/Gdzq0B0ukFEOI4egd2aFxNMqpUHztVbREqMmqXVrAtoEeHc2jW2Q9AcLOjWybvFBnc3BrAg3oPkMUpAz2WjDjpCElFHNmCEaJZYVC6mvKjK+Gjmz9JLWj4ZMbfuKJiyYvsickzHmSak5ID6o2mSpqjaIRKMmNJkddSSupBjR4oH9jKIsnAqsbpy5XQ6hIUHoz7myoLamzNZIO1Zx4GuInGEofIagnmBsfbfW+NeKBD6y5nEryIQR7xo2bPGLPqM60ShrR4rRXYshnR3DVOLq8M9SZeBJCt4nrb3UsvrHiell6Q7RZIqI1n+woem2Gq69TN/hN3XgCtfMMuzzvyb+G3Gt7QVeVsyoW13frb99ATwLj2puJ4rl118ktCdHO6by6WhvCTZtCsvfDYJ8RBweUzXpszhEZNJk+2VR7WfWF71NRz/dpwxB50BKTzUBzgkSaw9BK1Gs/R3dUesWHJ78aWKJ7O01fNqHX5mV98oLbOYrbHmvPDWll3T3QsEETI2ifb7edehJTuh3w5H7+EjomDWS9xPaEJQx2YSTEyH4wyMj9+cTj/YnIQNQ94XAmvTyj70fk8yNlHzmXiRoXSlKCJPbxGTVlHi5OaFLiJQQS4/lA0MBxfLT9SIZcCXVA5kQYCgwTkyi5KkM9M3DmlC+ZlyuiBoaQWGIlp0qelPnrTNyd2b+ckXGkXr6GZSDeXxOWQH6vECrDxxcwVh7zTKawszgWcQ4wB5azUBdDz4dBuXiYufww86CVu32kngfy7Z5hmInHB2pdyG+VuA/wag95od4/UKTwEAYYCtfHE6lW4ttruD8wfUiUEgjfV3hRkd8k9KvE/GLPrCN6uRAuzuzPA8eHPVlm5v0ZHQL14whfRcb3iVAqSoJyJr55i0QlDxdoHMn6AtXIfLqlTIZujwTCsZKiMj0G8pKI50xcBH2e4GogHgu7wz35ZiC/O1CZmeNCmCLxLjIIvEjmIH2dFEZheOn0K392jbkNqo8gxWyEhrJXNeXgVB4rOKftP2hgE0saOLd6D4S3de9VtV3fuo7yRH3j0+jBAKeqcgOBTgUS9paE8GbtzT5vDSW3wbNW8WWyQV19NPqDDPJoeq56TzExcAQl0ZKiKtW+F/TJffSqhuq0SOyBGYon9buwdr1Z0zpelBZgWZG6rtM1G+BjCAZqyBXj7gmI7rrvBODGKz0korEVrtlrzZ7vlczVp1a+odPDeq/dOLS+VWZ7tOuo69KA0UptkhqhJUBawOw7HAq6LP5MDAkdciAWoepADSMpWRKiYlNdBRZRQp2IJSNRiCGh7Kj1wprcnx9JVMahQCgEvMrp4QgE8rHAAOkckAWCLBga2M1sKSyxEuKREA6Aq7aq1Go2uc4Ku0Dd7XwvGHo1yRkCxOQQO7/p4o3W1amE7D236fPOrl+UqGeCTlaNsYzUlJiHSAym+0IOxAmyBKYYERIx+D6IR4RKkHsISgkJjcH6UghW1VGVKUyUUEgRRBJLVltmi1c+nDLpoaIpUkehqlJ0hkWop0jaCeNLo9idT6Ol5QdrppyyASpyMvs6FUEKTDuhJmFIJ2LI1DKQa2I8K2lRmNXZRwQdBSnZKGHnEZkuzJ9LsyV4mnvdlu2fOSwJYYkl8++azee0WuIAGDxo7bJExILWVQNFBwKJwGifx21IWsKg3UyTi8Wv0Kh4otsTZfUxXLZo328u33q/N1irsZoJtlYhWNV/89tcfndQD7R+CqUDLsxWVm2JkeT3NiN9/7lkC9UqIhhXe13UqPha5S1trxdqNMR2VZObrUjXwI3VwEBq3S26nwwO0BtRvH+ZZETmbi9b/MdllNt4rdJhDcA3W7zR6LgMl4TIgNHmFLMjxaqDG3Wu9ko964dYA2a71nGNjfjqEYkEGVl9hj916GqHY+tLPR5lIxrpaCla3K39djvWk2z9cy47hPZZr4x3wOfa63XrE0jX1y3BrL7Gm3wXaT0qoCVxzP7OqK4yEWGtqm6gO/cJpFXEOwVGo8dq7ntbrwZ2M/tbmv1gyACfl4BV/AnqoNg1mdIG1XSkJz79zU7mIdndLgeItaQKHovqVOUGkhBpgK0GLtDV3ekzmVj9OIXa+k5ZzxVjm1jlimLVgxUDHgRPT5uP7n6ezFQdqWpJ42+CpawSUxD2fDuCZD2qCO/GIzIM7H/4NR9/NPHTf3jOj+aR//nxl5R3X/Pyesc1A/9pPvIP9894FgsvXmXgc9C/p378kvw3Ey/Pb/iXb3/D7Ztrbv7933E6P+P9+Yccr0Y++2liPk785jpz0hM/mQdePyTCwzN4PHAzf8otRz587wPn7z9y9fe3HH8jHP/wFcevTlz9m+dcfv85cXhD2v2CR33NbY5cza+4evwh+/MDr/KJB73k/flfM8aFn159j0lnfnn/gUlueR0OhBCY32bKg3Iplxzkiqq/hf0t3xPlI5SJPbcy8OmLO37y4gN38oHPF+U6nnh9+xVVDsA19XRmefeeQa7Z735gsQeUOGSu9w/EWDjMgmjgFwK3QfjrFy94Xnb86OuR3SOUYUE5c/UA+9NAfXWDfvqeeHkkXB55++bIH35+ie4Vea7c74TfHy0Gqb9SXhyP/Bf/4qecHgL/j69OxLzwf9jBLk08fvlb7pfCy2f/Jbvra2q9QcvExZc7Xnx5zdvXkbefCOfnX5CmwHlKnM4Dp/0dj+l36PyMev4xD8uet9M1Yznzg/EtD3fK17cBDXB9eWQfv329ffdKiC6WGtpRN6/RxYT07Kd0gaOdz5gVAeXZzZ402Fxj/VNdYLRMeKBVJth1W5bSg2Yb5WvCfnXy11yjb04tfUOu/5dNMMDLrroweHJnWOZ4i2zcnmtF9MAmgLEprWp3Z0drNhn8k6syMGegRYV6pJcWAVoFXL+x9ZewQUi1Z+UBDue832a9+28VqjbkrCdyukPWfnRzP35P0pR3M4AModuNpD7iyLceUlbjR8WajImXMvqzNp5f8bFkc66WAGVreLlxoNWasVVoSGZ09qCdG2bdUfSx6IJQDNkmxQHVguQ1kKeIcWtH8SkQb6zmzqDTtUgSq2pozzi27y82z9ERFyE6oszXSrFmXhLUfGFVqGpI8uz8o9Ud4ljNj3VfWRrCWvBn4YHJ1J63V0YUTw7VFQUCuFES0KjUVNESqMWer2hBQoUwg8SnQb8aILd96g3cWgNjrUZTVMyQCdqqZmztqEfMtTm2pUJZ0CGgww60mlFb1ooIpZo9MdtzCa6ce0ln+eNd8ueOjnB0w6Z640nDBswW2Gg9SVTd6HZEZov408Zf/N9O/dAMF1+jHTTtwdFOP1N0k3dszrlaLwotjsrvUncjnxTpVHmxT626cdYDqkp3MCzaLRCc5qQ30TADR1t1ThBrAKwWLNEWmHYDsu3/NWAdWJubGa+rOEe3Nuq94ojEJueag1ALlGx71xtp2v22ey1ozI7+s3WjrVtjsM+2Ig6NLWFqe1s8qG/xl9CBnETjZxfjPgECFGsGX30PiWa7VgtqYwZ9KB5M7kHu7350A1eaBmryfv3dXrO9rK5/2txvD3dqWkXBavVvfrc10yahrZ1+Q2bESwt4ucbt6J9m/Ov6PLC5tAnf6Gf/l73iwafu7RdPBnlgkLDehrb/+Z6q7ZmpT4vLsjZPTba5o6Q+jlUXr87qeoHmDGwu1/Vzm0vZvNbWp3zjXPRz6daeqXR7os+y32+Txf08mxJ4cVnI5tF0J6lt5j+ap+94BKXuFzRWxnkhaTV9lgNlPiDzAGpUHSXvmOuOGCDsFuoVaD2DGGJWgyDxAiFSUGoCORyQpCTFKMsm4yuPS7RHfx6hVERHGAJBEqEEFgI1CKWY/i5LROeFuo9wCRICKVwYjcLxkZTgyA6WgXxj4Z7TlfWsErUYZrhOJlZPghblvBstfXunhOkMCjWY4xilyfo9lBk5W/l9vDjDOJEvHgG14FEUwjQRa2U37KlBiVGs79P0DIoi9WhI14sTqpVFlTIPhKtC+J41ix7iwk5hl4+EBMvVTB5h0T16o+x/rqQbkNtKGSrTC0VTRIbnCIKWPVoC85xRFurO5F/6EBmWhL5SOCgxZggZSqTWHUNJDOfIvgjjJJTbwHILdaiEQ2YYIodxz7hAfigW7NsNlved9Tv4sY2v2Bevbhbrls6kJxcsYWxo2rL5niJ18SSrsFYRVsx2MeCIJRNZz4u4ua8epN/urS0Fk8kvLQFplFA0sIBiwYnAUwqoptPV7CbvF2VXd6BWl4PiW7PpbyB40CqLAxTKZnyeJWOlb9JW+VVxOeJ7vSdNG5VrdvmzIuUtGOJV19V0rmjx17waBAcVbeRhk3naepDpSon3RA42WdfuvyWA2hz2ausGvAquuxxA1KpOGmVF/6x6osTl5ncNnAiQkgXMZ1MZcQiEoSXqq9ny2QJmQYSG/5agPV6bC1QtBD1Tl0Jlpkhlan3YgiXGgjTbJbkZFbzYxm3+WKxKoQaCYtQtcUEcdd52SaiBEGx9BTEgRa5m/0eNnpMXt8FqV52A0WZSrUGwWlVZSGJJFZ0pZaF4vxXrI6HEvBCiU1RVsebSKMPi1xSv3p4s6BuDVVuHHKk1UBcDwNWqaK3UYutNyMSQycH8viEnhjkRl4HA3gFIiRALYVTqYnR2CiwuB2p0G2BnVeiWbAHmZjqI9QX0ALYuiSJmH0bOSN2hZYfGgu4LDELyAOpSRvNxoum/evAEYG0UMVt/9k+tMbNj1zhISxyEnh9t1fD2eU/AdVsjEFpV6raSqC9gbEXqxqb3AFb7nDq4MajpO23NpWW0hsoqIJbcssBrs33UgRIb+wE8ZpM82NpsnafJDF/RNlblyZ40k6wBkZwNgNXbt7ZwG19IZLV/dK3wbTK8xT+CJLPXO+DD7kuaIewySBuiHkuTqPfd6KAZmkyD7uv3KY/9vOjGPMYD4xu7zKbNaWK76Cs4Z/J2kdh+rc0OXak015hRRevDk+fwzx4d2OPPXp4+DRPF0j+z2vQt1tUq0lz20Z5xANeFzYRcKZTa2rPgvG5esSXwtGm5jb3Z8JuqvuZvKOC9HLdxqKYTmyqx14NjEFpVvlch9gfT1oGt2Q52ptJ6P/Qm440KuyVE/H+rybzNOj71B/ohPvdiz7M/ls3aaDEkaQ+o2e+scbe+Ppqf0tZcs2lwQC/aZ3zVi9KHL53SqmmPds+FIHMfo42vJUrbmmhA8u92qCjn44wMlZe/H5E3Ed7N3Dze8HmM/ObymnOeOX04IcvAR+fAXg+Mz6+o9zPlw5npzcj7mCEE7uWKMsCrT39FPl3w6m1mJ3uufn1NHWb+691bZjnzMj9nqHA33bEsZ4YAu7hnd39i+Xrmbi+8/eyCMQY4DNy/Fi6PdwxLYnf7KSFdctgFdLwjPP/PnEj8Kl1T8o7EDdTK7+cDWiOf3t1QRVleB+6GhLzew7VQTg+UvFD1Lcy3yOFj4nBNXCAUYdbCQma3fMoPH1/CoCyqPO4q7y/fMBC44oAeDrz9UbC1ePMAsXI9DoQwMo1C1czV8Q1DXDj+9iXD/YE39UyOJwIjQY88u565eJYpAuVhJt8fKAzkZWT8mx3n5T3302/JKREOe2QHekiUmnj3j5WlKvvvVyQKb55fktjDZP37js9m9sMN+QGYdkw6cVNuePcwcPMhcjrsma4/YbjJfHz6NRchUMZIOi3szu+4FeW0+zXvwsg/PF5Ss1CuBY2Vx6uTMYV/y/HdKyF6xYArYfFSuy3qn7YBnmYwLbOqXYltEYDtK7bRXAlr2wS4HGtGgr3Q3ASaYOwb05udNmWJCbX2s/IntzIzPHO7VmNUSS663blxQ1uaQK32bw/bdrNhFcgbYSxhPbc6rzpe0QFrNrihwmXcGOygTdj3QEkTwNjnNk2j1+zn5re2oHKbb8Cz4o3rUVqTuT6j7Xk2bkPnOg6rcNb+ZDdJEZENyrR90I0Hp5lZUVeB9V7/1GECM6iXRXr/gVoTqoHARCBb0E/EDAHNyJIsfzEG2Pl4xO9lNv5L1NHbao16gq+ZWqPNac9hOKKtWjBUBs+kFzUUUzPqkjgaTA2dPYHkhkarEMWBau4cCoRk+WzVyeYzVgu2zqPrw2wIYp1NVydBRkFna7am2dAwzRBFKhIrGoSaDMUesiUhGpdhrdXuYxDP2jtSvvWh0MRaWiiWzVCl7GZ0KOiSUBmQWowKKBQkekWEDlYJUgSpAZ0F6zdhDalDNESbZksYaG4o9MmDmSOGpjF+Vm29Dx4LTIoeBlR2xLAQ0mzCwXlwK9laACy+24IhsIsYUugvq4SA6kF331pUrHImyATM9GYNvbGkBf5xp4zQUJeOmJcEcvCdZfcSSkMN+rpoTnoYMAqrYuX6oSUVXOJY91RvENgQOHTZaAvXEdy08ktDHlUWW3uKI799fhZ/Nil40Ca44eXJtxjQECyRlgRytOdXPLGH6wcJhmRR0FzM0R+s2a8ymbGUDf2jydaizjtPRBjlGc2hyhPUBWKkxuTBk9kcLh1RsvUy0YjmvScGbJ+Ghg5tibCQaRVhzSkRMJozUW9qjicCZ4gjEgYb4xLpPUGoSKPpiM2YHM3BX9zwDZvg8Xc53PsSFUvquRx/imZprzWd1mSv8EQnsFY8tAC4BHchgp2jNYmWXprsgaFesdec3eAOAL7eN46gBpcf7uQUl8HJ766phdDAB65bOgK2BcoKopvEfMBsgz5sv251O0M3TvQTZ0ftPNoCCm28sPLi+iW1rQIbT0984fZGq0IQ7D7F9G+nx9OANZxtY9nchbZ78/tTD7RGXD/6hWrTia2qxCsl+vdbZagjq1r1Gxszy+dH/qLFZo5FuZ7REcKbTJoUXWYIgXI6oOcRqAwpMOUjD/lADEo6zIRdJTx/gNMObq1MPsRrALJavwaurgihMj4uSBaWB0EzpGBc2fJ4gKLUQ4RRiEsilcCZkRoGlmUkLxN1WqjTjF5YMF00MZRnRLknnm8ZNXGtB3RJnG6h7Cr3P16QnXAxYvznaY+o8Y/rojweBjTCs8cPDPM9GjIlVAaJRAIiFxS5QPMj4dGaDcr1A7o7k69uCXUkLVfEGoinR0YC1+MlJDgOmSzK42lHXYRQ9vZkrt+h8cTMc+bTnuHlPenFRLifSI+RPRcc8xV5fGR58cBcD0zlgt2bhYtfTpbjf6iU55W760IYEhfxIyRH9HagLIX5/BZlQS8zQYXx68R4v6Mks5XT5R0yZnLZUWriIguX9zBQGYmc74XzB6G+qMRXMzvZcy2XcKssXy3oLrB/ZdzsclpYK3T/1CIr9AbDXayIgyQK6GAo+xrW4HhYaPRLbZ9RK5S8BgJcRpheffT4Xksymg26Iiixvds3i3ies1GgZEtkl+AI/sXo+4LrPVWk7kxZRrcbo1dfqKOAqweIou3P1ldBGyq4Bk8G124baowOlMGodJI1Oaao3VuKwAJ6tntuHN/VAzYNFtyoG9UqaZudbna7f49g9r02HyMbsKQ3hp78GjuMuqQ6jsJt2dieg1W/S+O5rs3fa3aiy6DkFYu1+v22fkMBq3Tw73mnc5XBfB4sub+BqBonHNCrFb/TIRa8DkKeFkqpDMeIpgizJSK1zlBmQkqQkofPgo11wJzoGVgysT6AVrJM1GC9FSREYrhCCMRgay+TqIRegLsrzvCaZuuJsAzEHCEstpY0YZVoOKgqEnQkJIhifdzmshBUOHggsJ7N/9GLYsmh2aczLWjMFG/wPI5nQirE84m4zOSszNWWVhgiWjLDMqNDpcaKlITmSCiZscxIVOLe5mo52TqPuxmiUqYAEinZUO5LML8iqfUHi3ImhgUJppuH047D2RvROqhBJFqft30lTwPlfERR5poRiq+hQD0cEILlBXMlnM1GCldCGOz+qgp5SeQaiemeGM9I3lOXA3WYqfuZhDCoUGriVIwWSdIEO0WeqQFY7naIKrHOa/DhTx2hTbw6/mZAiI7CFxps32Sfoi0or8VjB5GoA72BrLSKSDuteTAuw7SJzrXnJjicplasb06hqtHIhRCtxQ4L6ASNChulV8ZubKgWV+gBaXDASX3ic9g17Z5Cr6zwuIgnEWq1ZFjLuzaRrdWAU70yGWj0w+KsAgYmtKQcAqnRysjoV3fK01rNPmu+dKekaZRQYH03Zh9/o9Zz3YFiPTJMjhrlWEOmW/VFQ8t3Vg1ktUlRWh9AxZrcG1XsQq+glfY976EmbHyq0Z+zyV9revvnE1/agvGhUTf5M1lzOG7b+r16XE18rjSYX6buP9ngsslj74GpPrbQT9pic9ZjD5l8TbRrncF7QzbKI6MvlO47rPb5WjWxBsMdQEW7+bZYxJ+Z0kAGaLOR3WZWB6t5zwOR4q8Xq1CxHW/yuI3HK7K/ScGurTm22B2KMyCsCQa7T2k2uoetetWGj88oyHK/f4S+h3vcsScfmkXSqpbsmmvfrI2f0eas+Sno+ty06Xv8epkgrQJpR6968sSnrd+WOP1uRw3K+fqMDIGf/PzI1V0kH+74Os38ctjzs/0r7pYv+PirBy73yo8OC/X1jvrpc5Z55Hx75PH2xO++uCFfC5/98Dm74Ybv/dV/ID7sGcsd8eGSi//0feJc+H7+PTUtvP3pjoejcPN45iHDT65ueD4kwgeBB/i3n+75/fefszw/8PBu4vjqhuPVew5vd1y8/QkvL+H7O0X37wif/Iqb8j1+cf7fs5uFH/KGUoVfTJeMy8K/efc1Q1j4xV8J53HHxQ9ekHSgfPUV5fEd5fFz5HyPXP6QePw+8f5MnCceauZRCz+dXvKvbj/izf4Nv+M3vN/f8Mvnf+AlV3wiP+J0ecEf/k2EvHDxjx/Yq/DJ/hOCJN4vQmbi5dU7RB549sXfEL+45Bff+8Cby3sO8mNGXvLxyzueP39k+gPMX514fH/F/fsdL36449P/9sD5y1/z4Wf/jjAc2V1+BvsD9eoV+f3AF/82w6Vw8X+s6JXw+/wMloDWlxyWzPXz33NI75nLgZKPnPTEQz7x+e2Od18N1B8fqC9/xGfTV/zg3d+Twycshx8w3p65eLwj7W64f/4HTvUTHu/+1+yJvHohlLFy9/KBc/wWfcpfUgnRs3J8w7hfne7207OTtvP7J9koV1wxrqGzJrxYHY4ngmoTZOvZehMF6xVWRClsBU7jY29CZvuNPioTlsrme7AG2jfBCgAaLyObQMB2wl2o9GiImGB5ghLwEsFmhMjme5vz/XEFwTag35RPO8U3n4UJ96b4DdW1GjprQqA5f+4wSaYHqHzO13uvPuqN4bWdq5400s3rq1H1rYYeoLmhRSyEbjaUBQyrqCv4aNz8YgYptfEJWtJEnQPYSvMiEpMH1jfLXrU3v5Ni82qOngeWg3qig3W8YGs3WJBPNLnDOrmBES1QVdTRYYo62lercW32YH9DOi15DXQJrEFnXRNJ7RkKdl+06gUzOjR7ZYjzuLQGgkoy5EmjVyr2LFuFCl5aanE5XceZAsRqa6UDf3xNN37BChbs9mcubZ81Y8nHFDxx0CpXkj/fRlOk/n575ll97isGq83eQBhLRBUFKW507T3Yiq+79tvR9qGuwbtvW3eAUaeBBeAV8FJSnKbH97KNvwUF2prIvn6acevSzR+b9qRfj5LaftLVWVAPMFhJd0O8W0BTRNFYVxGJ0CjW8KCIgWeUFZrlCUe1QIwU6YJPvZyTZngJNA9XZYNerNmSHyqedxGaAW3mZjOI6voMBTpq1BNaJnubXHTpLVZZYz1XvI+D+B4mewClcWz63NVgFGeVda05Sl8diSfR91BoY2v0H9kCal2lqDX+VZ9zDfZ+YTUsu8R2o7NXvLQ95quvVZf8xcdTbdQryPrRDMlV0vevNd3WHQB60qFx3bb7k36+JsPbadZ3Vr3dEupNB6+6TGXVUp2DVL/RO0G/ca/CRnfbOmjOiIk+/3yTGS6bOpLLn9c6DU2h1I0+3FRtSBvHP3eEp8p/9Ya+MVPyVJ6ZovB3nyKj1xkM65lc/2zth6d7vzyVTU3ES6BVc60+sHQAw9NFtnl233ZUQd9gTrgkQoIQLIleR0tUhiUTlkysE1JgJ5XDkKhToZ7UqtAGkwVSFY1KPliyPT1YIGRwB+90WdEFjneFlJXTHkoURDz5zB6JA3EqDFUs6FwzIUC9GAmD9h4HoUY0C3k6EEnkuDdZF8xWiY8RJqumEJR5FKe3NydzPHtweTejLyeSU9jJPqJDoCRYhoIOShoESjIKkwD5YkGXyLxArIqUQJVAGuxZTg/JaFfCZJVXsthziyOSIsci7HVGxmLNUJdk1CoFlrvKpMKkkVAqh3JirJVdyNQUybuEBGF/sqEO0ZLKx+OJussseYKaicnWTXi2UHegF3vYG0+25MIoI6SRsMssQ0ZOgXgKQCaNCzlEZHqGhtHGESr5eUbHCHujG0jz2oPqTx6t0qkHnhvC3+wEUW/gLNCpH6r3LAvbiuAVVdvle20VhSZnNWz2KUJH+7XE6iZ5uIJ2fP9oBRZfh5aUWAFNLckopmta8lQDa58aP1d1xC5x1TPiFaECvdJLLTGhrFQNhjZtNvfG3u50IE2ftmDaauNa0sWTrN6/qycHWnTK7WMR7yFAoDfv6oJ0WwECW5u/6Rbp8/X/5+y/mmRJkj1P7Kdm5u4RSc8p3lVd3ZfM7Tt36GJmdwGRhQAreNk3fFq8YCECEYgsHjAjspgdeuk0J8UOSRYR7mameFA1c4+s6iLwkqw8GeFublTpX1UbGKw963OsWJRgdZlP2VCl9mxbKpPtGmp5vXkj425p5Pcmb9qEH0IULBWK0QyZF+JSIWU3votHKAiDBqQkSrX0naUZZz3yIQbbD0HNsGjLa3SPCnHOXmslWUpQqhm0grp46Nm6i6AaXb4OJG9baD+gh2gyouDrG1ZOKUpRc/IHLQZcKMFy4VcHtOVKKSeTWAaj74MKrR6WqqdnzYFYTYOVcYFaTL4OkKPv+5Coohx35oCESKhCzqAqxOSGuWhFv0uNhgPMgVSFKsq8m13eyv0UUzGnUMZqvVHQcgCBaCEj1OyAnmz7qXgmkRCq+ewKaI0EqVYAWxKiox934x86RksrrBXJQnK517IiG2BKF6HMbmB1YNi37rBep7HRNPssyGSOVV08eqmdtyYf+3pqZc2I4Hvemf6K/g6bb8xcad8b/Qr9TNZO57qM5DqHalhB6JvjcX7GVly6Ibk3xmEaMNMzRrToz277iW6oV1QshYxqsw2Y7LeqKA0Bv4JoFNy50iSruj7rfa49urUBRtx5t3FYqm7omc+S2VSSnVW1At+tFmivqdj72FK2NkBXs0G1Is2191j7PFVaHSCxwlk0Wig9Ks7nQppEmlaxuo8wstK5P3a1iHnXI32O2l5QafKNfdszA9BSA2/1BNe5QrP5tJpmbac1Ob0Z0M/XxKjQym9NB/VohbayZ5E0pm+t5LsrXKx8qPHQ1klf2x7FElx+KHaO/bM+/t5msjPXin7bpPXdtAUHNZCP9HAWX+Nek2hdwSa2n+kEHq3XnHWd58om6uZMTj/Xg3Tz/7Zutk7P621tdF5pa7HWWhKGs8Ot0opTGz9faY6N88x+9X2vMFOD8JkkvgqJfDtRriaWcsllmfhwOfGTU2W8Cgw38NtQ+eV95vLxyMunR67iwgeT8GIZGB6ukDgwpxFVeHsTSNOC8obxqNz8dkdYJuog6FTYP1gNIBkL+VIJFyAjXC+Fj14H3r2LvHgcqENiTpH0OJDLxCsV7kU4lSfeHoRcK++WI6kEVAohnXj35a8YSibM1bjzlGAc4PICkZF33ibiEvndxQvu6yWvxhcWiS0L71KYeGLiiXmM/MP1jtMwk6eJJFe8PH7E9RwRPVHrxDEP1FphyOSiXB8eiHVA3wSkZOTpEkgs9Z5yoeyP97zMR27f/Yz9/oHL0yXT62tiuGV6+YJ9GLiJJ463if+6m0nTxAfpx+QwceIFaU5cv1I4KvmDwLKrvHq8gzlw/faGoQxc8MgghbRcQdkRThN6ikia0YtikZlFSa8yYTmi98LTcokcR8IDyJ3Aq8DNi8LPPrwnL1fMD5kxndjdfM5IhjfKd6kK8AOcEM1rqH7oekHHFnLrTLkzmx6K3AiS5dc3Y95Gae9nYuO8oBHuJvQ+T3HRwpDc69sJfSMwzYtvf9MYAnSDf4+W9D6uIrIT5G5wd+bcDLjdUOx5bjcC+ZbYKmv6m1X5Gei505Uu8LQ+NaOTuiDdlD2R5hzxVBObeTLS35iKKRLSJC1ZBQFjxhlDWVlo7soIcaLZ0s20sQYfrnjbvnY9emRgNXxZQVcTms2IK9XDEL2Ib0cg09WdP37NozHY5PNSlFAqDNVyEnsxQRlOhsYviVojEmYrahwDGi0fp5ZkaPyAMRAPv61aLJXRyRQrQ+f7/IZqaZaCQtjRCiTa/C8QPDokKlJGJF84knpBS6TmqaNENC4WSaAVzTOGwDCEU6gD1Io+NdR5E1w8n6FWtKgR44Y0CFhYdlC0DNRi0QmSzehuunMzZguVwc5pVaiF6kZ12x8CMhjSfTFHhdTB1n6qMGB/Fw/rjS2c38MkPQ2NpTnIkE6+d8Tamu3sWEQAEFw4H8Y+PqFSl6Mrr1fe1oxFUii6UwKLKdp1b0U0gxXEszyiF3beYrEojaVFEJljp8YfggAQVAczKsQDZnA80lI/meDqeSurWBFsL2wuUhA5YnnuHf1SrR5CE31rbSGRTQhpxSvNuFI5YqjECwTLQWpIiiazLY4mrVbrJI5YyM+C5aJ2uhHEUgthSqp6eDAi9BBtadE6M4SKyB4kUuVg7+EaZIfqDDqb4u77hVYHoNNpcx4YnXHUqJgTwSIgjCbUZnDRESESGiKVhYZmAXFEKmiZ0WIpv5ohRsSiMFhcENVGkyyHdfXin6EVi/MaGD2tRPA+Bcz46rU/qIGwKYQpmzZX9AxIFVs3cdKu5hg1xOm3I5u++bLzom54QEvnDeZEdsG6IVA74gjOnQR0IVxjMwx5+y3ioCtZ7kBqvGljxMeRe4ajdqRRf6cL260rYHSrReYJq6G8uGOqhX2HlvauzZHLAaoesdTmuTk/IobGqlitkVWR9YZoDhCtTYlsezLbsJ1XrpFCbQ83Y5DLKdIUN5vDVWnecipXhr2IpGD5u7XVy3JvQZOV+v5DV+c2zXkfsaKzi88BfY6leR2CK/iKo40beGDl/trlj+95Zai/DOgckD+LxNvAlIQU4Glfybsj491MmheOJRPnAxdE3tntOB0XDneKDJG4N34hB1jGQn5xNOPTF3uiBPY3iTLA6Z2CZmX3VWY6KG/fixwuYXx6JC0zmm4JCuOdIk+FOpyowxFe7uDlHpEDcnwiUBiAehLq0y2VyBx3ti/iG0SF4ZVFaJXXWFSjKy3lRwpTZf/WDZHvP1EvD0yHRFgC8y6wjAPLBMu4kCZl2EXiYSItlyxp5PROZH4sHO4yoUBZhBgDS4xoFQ6vTboJ7x+QYebkiGCGD5A08eJ0x1iOzLvFHDYaIY3kN8LxbeGpwkMdeJEXrvMTwx52L+CURg5pR4jKzVuxWu6jILvC5UdvUWZmeYRc2Y8TInD3oyeWmgjXO6uPdRgJR2UnF4y7PfPNPYerGf18RO5GNBSGyyMaLshP71HCzGF4oMbC6UcFSYl4GYlFkXLaRM9+8yUNYdlky9AMJ4227lw+PVgERBGPLlppiBmoZkQsNZHIgjKCXrjBwhwU0jSYpoZIS30SjabERmO8CLO6POm1fyyEkk7P0BXBqsH4mck+Bnqh86/VUEK2COaeFaXxrpZw3FHAoslqWuE1tWQA3TkQoDk2mxNltH/rEYhmONIITE6RPN1IbEVcF1ZQAL2PGkxwkDqaPCFe3LXVe+pRfro60Kue24haIWpdjZy2rs1I4oaj6nyr1YZozv+WUsRz49NqailoyRvQmsuTHoUhKNJp6Pe7VC1SJw07NCZkDtQZwtMj4XSkXAZKCoRZkGUgIgwEchCWADUWasyIVIt0ECGFZG0u1s8yOAp+AMnK+Gi1BertFTqKGcZL9ZpzSpBMFLFI4jKiYujecRCmKVJCIIeEngLlPtq+m8yBV90ImoMZt7OfvVEzUgNxMQdY9Mj24/GOuZwIVzvYTSQRRgksc2KerQB11shwUoZFkR2Em6MbsAxgkz3KOCRzwD5dmQ53da+23U42/hgSEgN5nKkpkx9H9CRIEaYi5MuF5eLR09VWwikTn7Kdl/mSqmoyPDN1eWvRa9MFINRjNYf5bHur3gikgJ5mJFeYJyiJcZdJSSh1oqo5SUI5EWJC9gO1ZmqZCRKIOUESdIIqQvG9sRwsBaeMwc7ut+6vdqZHLKWWZV9IOhIZKcxUrdRu71gsyofmXLAICMEKhWuXBbLLAoHitROSA/8syhdoOmOPynU5qfvr/F4F1VZnCtfIzYBc1cFATV4Rk3GExQyYvWiyAyw8ok2kGX6rWRm8oLVihcEVdyJrthpu0oyq9lzPCEH1ehrR6F+jH1Ra/QZpdUc9varpBBVRj46RR9MXmt6pJ4TZzxVY3dJdtwhZnxeCRkK11Fba0uhJ9Ta9hqHLwMKBNX2N+KhNp2iZBRTfv9IyLESTSdX0aqNrlVaXSNn7OvlctMiIb7mkAyZbvxrNbbU5YU3bDU5UWZ3vRo/NWeTpi0IwWl4PWDpaiw5cgTxr7Z9zS03bG5v/RKhqqdNUZyy9dHa9tu1taLaGoG6o77YuXZtu89n1GTEiS0L15HzIIo+aHrPW8rCUyeKRz81J1+rOrnpqq+HhcN0NKEr7cw0A0NYeul3NGaP0s9z2iPEtdV1OJNjYui3Nm+wOQNYx4jo5AWXwrxZaynj1aCFcFzCnU6JF1tiezygnG7u2bDXOU3t9mdT78f0uReKRkpS/TfA0jNRP3kU/uGB4/YL3Hy742Vvhnz0OnD55Yv7oib+5z/y/vzzwl1898NGbr3hnF7lIAxeHid1Xe8qw4/HyPQ7xgS8+/A+MekTf/z1X95Gr37wknAbKLlCuCrevBmoJhMvM8R0lXikyKe//YebF68zN43tcPb7ki9PEZ08joUyMZc/va+JXYSDkI9PbyEsqf5HuqCXxWirD9JqPf/I/M4jC+K9Yygu4GmG3R9+5RdKOT1/vuFpGfnf5CV/EkSH8iHt5yQfywE+YuecN93zB7/YL/+l9uBHhvbhnJ5f8+OFDxqcHgv6eUkcejhNZlON0YpozuztlPEXS5yPhKNS7d6EWju9/Bi9/y4vPhJcH4cPbr7jZFU73/y3L06eEDx8IP14YX54Y7u/5X2/g31yP/MXdFf/j9C+5S4FfauLiaeFPX99xmiq/+IvAQ1j4xZefwzHx01/9Cde65+N/9IaLq5lweA/qSLiPyKMQxnsYTqQ0Q8lMvz6yO95Td5FXu/e41D03C4Q/CPwm8UHI/OTyK9487fmb04kY77h89x+YjoXwn67g9F1O1h9UE6IZzdrVlPfUz1T/LVvStR7yNWZBNsQBGnHbeoUba1w/l007m1fRTNts7m3vbITG3toP5dlYurS8aUefvQHWdFQNIbUOePVDbwn21vvqyJb2t9+2AkUbhVqxpa2FPkedoJybRrZvRJqBg65BdOOZOKNvOoS2SIc293r2qxsoXZDRbV+ejVPdGtUZwsYL2xmRwFrYrz6bq69fMrryEV0Yit6H7veJbqwpqwJKaaKBKV+huOHVw8K98KmAGZVDaCxg02/pf7c1pxef0t4XS48haFVDSMm6XzWADmpoL69lgXpYcmjMzPPIBkehBTfg4Sm0WtqUQF9H+2noCUdjNwXQl6elIVBgRREva9/beCX4FhFHhSsabRzEhu4QNzwrTfjQtq7BX6gmbFU8nJpWfErQln6ghdyyWTdX1CnuHOle/bBhnIpoXfsp4kJVQ9s0w2NLs+YIouCCdgURtTQ3P+RqtQe6EYGz/a3ulFsRFT61sqZiMGNGuw8TENT22BodBd3B11LXtIijZoxv0JlWh0ADlrrKkXgtJEJ8swQzIJiTwPdjz6Vt/+vOQGmRXNi8amvKHc5dMI2YYuDCo4LWJvSagNMMt40iqhf1WlPgNVSo782+hi2fqu/NnpKhrEJcxWquBMHCxc1hJy3NW3Pi+jysdRm2xhN/p3r+by02ThWERCsqp9rytwJS0ZChI6qgdy+06CjjK9LyhddmeP8BVzu/m6tzqK5YtMVpaKBGj+X82eYZeNYHef6C9hJd71j3QmNJevYuVdlsN+ldW9urm4bbb+ndOuOQ2sR63//S1LoVyLBl67Klv7p+8XyqG9hgHc+Wb20mRl1If8aMG+/r7LpPW1uL7dyz2RDtaemTqJt+CnSU2Fo+O4Aj9norgs9CixDz97YoMu/zuajwDWv7Ry4RGK4CWgIwUOfAPAk5gM4LKRdCrkY3x2Jmg1g5nSoLSrkaCSLAjFAIamnjzC+q6DCjJXG6v0CDMpWD3bcHBmE/KCFaJBw6MAdFmeFJSVKZa6bMBeaCLJZ6pAoMIZBCQoNSpgWlUOIB1BDKipLlAEGY4oRIogyWIkqkEKkUnS2q6hFYIvUxEOZA2SmMmfAoxBKstpAouiyoPiKzEu6FeBCGRQgVhpANM//k7Cs43T4ULB3eYn7T+WjZfSKUlMgK+VQ9qqyQC5RiMuIoagALSZAU3UHVyKKWymqIlvNYZnMaaylogIWEKKTjBYFEjYomd86WhRAWwpjROTPnzPKglBPkJ2WmwiCM4wglUHIGLSwHRUZhilYUvt5Hk51O8J3pmJrhuPOTdlbcgKKzTYg0YSy4PKCY87vRAD8r7XHi5rw3urI1vG/7UJ4dy/ZunN0ElMnOW+PLrLrAOoCt7GA0vhmVOq+SloqiIUgbL61rG/q8vc2ctKgNhF7DwWkNPRqxyR6rYxOwfQR2zxZGKc1wJ6AtlYdHVbm8+vVKvM5H+0dN2M6b788I/mbOlK9FKzp4bJUbHT2q2tvu0X5GIFmjV4z7/LB0TFiKzmx+L6O37vgOCgkzTkuydJlaqeq1GUSQMBDE0P2BSpAGBiu2H4MZv+To0cuegqZG63OsxfANuZJLNZmlxr7qLXa+qoPK1JwMWiIsyQEt7oTx+iSl7ctiBrLo0aqCuDrYwAXJ5iuYQcsiH6yGAxossmA5ISgxKCFhdeZipWajI8VVeVU1gFWpBBUrx9dW3CNxtVqdOCJoyhArKpGikegOuigGdlMFLYp4Kl1kgjghVUmO2JZiNgGT3QNRvU6i89DoKdCkLJbOLw8W+T02GEIgeCH1HC21TMhCS7+oqIHEgkUFoRCy6UDjqC6ebmWFb74En2eP6O0pUdXAXQ0MKW4MXOUR9XQp6wkRdwCs0UAtU4SbwpsOBH5uHYneAZJC96C2+hIbmdzo8LYOpTScxEb2azSqRVw2h4HLfG64FL9Xm8OyF95u6XZWhLaNIXT6slJT77cjxpuDsbMTj5hrKfX0bDzbts1hoF1ucgMrTl9oaYyFFrnWwSrNUNzmr4NDwkb23NK0tgJuG+iLZ1EQ1semk6963QqGad9FZDPXHUj6HaJb44IbL/v6BW392oK2h9oYNj89gmUzlw2Q2x/cAly+/nnnuQhr7c+FBpi0O9b/WuSI9tba2uqm8Ub/2zhadHGzPZlz3amArfVWbu/PK3gNiJV/+XtWBf1s3JtDcHat+9h1gp5dxaMRtM3xc/1jXUztjnenE33MZb232/Ogp2baRo97FhDcdiKb6Evb563GRwNNt/3X7FatN23v6DcN949eAsTFZKTdtKBkXt9fcawDL/I9qR55e33il0HIEilfjZTTkY9On3G5mzl9MrBn4j29IqSCjEdKDDyq8YkrHVBRfnMZ2Elk/9GecYm8vYTjBFcXiSTCUxHyQUnjTJBC4IldPBK5ROsVtezR5UfMUniMC3IMvPe7gTCPDHnkKlZC+BKRHRfTDRImjq8+IatydX8JOhFu9sQ4cjt/wVTh81PmD6eRuUQuI4yXD4RJyA8zh5pYaqBWZZJ73o2VqLec8vvsY+ZleAJ5RIcHUoy8Uz8nJ+D6hmGpjBqIsXLaP1BFKU+3UCb2N2+JV0eyTNRT5HQZOQUB3jDoL3nUex41chECl6NAUa7vCsOiPF0Yrb59u2OM8PBu4Tgqp70Bf94/2HkM8UgGHsZCHpVJZqIWTpeBEmDMT4R6YhjhOkGtwmkWbqVwK5mgI9ltl/ka9uEd4uu/JJd3CLuIThMn+ZCFymm49AjNb79+QE2Ic2LXvaZiOfJwxO5qSlDnnH5wpdAEZXVPpnnzqjPLRtjaO9SRArJ2s6E51Y//tsidE5eV+LmpTQXdpjwQZ6+yITUKa6X7ptQ0oumM1OmLNqSVz0lziWxIVifVdtU1NYZ/rs3I2b247X2eB9WNeoGWv1Z7b9b72zi92xvBYc0H5wWDpWCpgtr4FZht3NUcFxLdINe89D0M3NtU8bZwb/MqJLR5NqSxodbMw+7CggRfBxfepI3zW64rz4lbJ2s7uqPIQOBYvkgLQ9ayIHIiMKOoFSoLaulYFEIVNCt68t0SFA1CDINNnSsE4p7/4EWWxX9rsXBpUra8uNHmUZeALq7MBZsHVc+dH90jHwyxJGWHSEWSWSS0TpgCc+9nIAKJ0FIpBfP8hxSgCjk0FMuEakL0CcGQByqKxBHCaO+gUiVSxCJvAk+ehjL63ndhrtp6alJbt3Fn5yA+2pmc97AMhGA54A3hvyLV7GGsn+Kee10M4RGdYQZoRv0mSCBicySuXKEQrlEdel5GaUX+ClCVGqFGF9Dr7EWiojk6PB2HeGoDCebYCIsVdjQ04HdvuX4+W40WzBhHEJdnHW1RPeICOn0IbqxX2XnUQkA8Z6iyoPpkArGaUUd05/vb1qIOpiwHrRZCLgumQFhezhbFJOUSKXuYFhg8qqkhj9JgY43Z+5Rs7sNCd2JAX0eVS1sLPZqcVtQMTXFnQRyuQAuG+jL0ZrblrLZGQaL7OjzlVcsF7emZQlNSwmDz1dJvLSdDukm2+50cNhpWS0brQot2toKEhqSq5WjCSMyoWj5mO32OaJPJ1q4RCy2+H7Lt73SCkAnuFFW5AEmQ76CcIBjytMaMpoyUwZCkHomgAGmko55E0JhACzE/L1L3HVdnA40v6BnNtVsqzVBvtHtF8a85wv0s9kibc8Wh88emRXWZVzbtGL9u50DEDOlC6gb05nTctmzFA6EjsLpCsTqlgFVpbLlXJaEEjxhwo0OTGzyNFI4qM+ee517tRrl1rrq7pKEONbqy26IaNvwXtflrqVXEHF2h4nqwKwN9boLziM3fdM28LeAGtebINzdQdKe2O9zauI3mR5oKb1EYq9LYUGw+yfZud7Cujv7nhsRvvyTB7seREBLc7VjuI0/JdtjVmwd2h3sYJ2RIxGuIg+X+vnsDdben/uiKcJwJd48I1YxFpZKeFA2VejGTjyOnX7wk1Mrtuw+k6UR8Z0LGwDuD0Z43445jFB6nmRKfePE0cPGUOM0zp7wgU0CmSI6FOcE+RYZxT00z880JZaGEA6FGxuMFqplD/Ioo8GJ3S2Dk9dXOBO2wELRwrPeUsiC/j8gywYPAEdKukMbCEIUpRfKpsjwqyBNVTujjRPz1pa3FSYhS2U9HQ1J/eUGWyNM7xkN5NUM9EfZHSyV1/xYpR/JHe8rVjsOTsBwE4QjM1BIoSyAOcDnAKMFo2k6pt5UljDzEiZQz8Wk2nvb4iJbKvBTji7pHaqTevU+oifz+PXWXzWC3ZIbpiZhmnl4l5gPoFxkOAd1Vlt3C7jJy9eKa031Gv3hkPlYe7pTdZeSdaaLWxMO91fIJMX7nbtNwcL7UjECefslytaDa0v8NdgZia3EGDPnfjTeO9ltd55UGtlF0RctuVQcwXkWTqwTEIzSLyVMaLlCZNj6HxY1i7b1m9DWndMZQhK0mxEKjx2YrOPo53IEElx82qNXa6EWlO/GbE4bVWaIkRAeLpitWzJHoOkAzNnJwOu9o4ZZ3PFpBZpwXW1RkhnIBdYB48toWljPbImWLAyWcrreUPsF0Na2j8x7PyS7NmWG91Z66telnbjASr+9Vd9ZPmZGwuAxjPFvKYM9uASKNd4jrfCImS8r3pG8VeLJ5il5fqQZ3cE8VhsA47khpTw6ZnBaWGpk1kkiM7KgxQwwEMkktmr1W20c67pESiK9GN8KfIBSWQSHALs+ELBxOMBdIYSAQTcTF0toNoVjQZRFElSwVzUJ9mmzr7bA9vRiiPmtGKqRFCAJJA0ShBHeWhCNCpspk4IsUiTFCGA2NnyMhR8rxkXp6JIyRuEuGIYqC5kw9zJQhsEwGBIoUUxmXjIgwzCbvK2rlPFKhUsjjAR0yaRQkQg2Xxm9rJZVKlERIO+oyU2ZFc6QS0TChwxWxzgzLPdSKLh61HgwJPGJG5MpkFgA9Irow52pb+zCgWShjQJOQNJEIHGNhHguhKuFQCdGipWqolFQIMTCkAVmE4QiESrixlDxLbqCbb7t2TosW37IjaKTqgva0rYLVDqtUj3YIZALFipc7YMd0Bo9EkoCGCbSg9eRjT66vWp9yLZ0KAgiWIi9oNeeky3MaEhqS0VsO4HopHmXZUviu9a/U671Ei8x3malF7Ng47WxXTqZTYZkgqtfwaSA5cTql0lLXNUCFNPOD65+KitWkkZYmVSdUPSpBcXpRjV6pjViBoDtQpUj1COSEaDI9iwVhRjSjJKq63OjO2ywOsNjIpGgbhxA72NRr87mgHGh5/X1+dEHl6H2efExu35K2rosJlAw0/YRmCxNZ6ea3XOIG7Nrqh2hzaLTZWNMUodJrQBjdtv1SaQmMpNsofFGh8dTurAbZyO8mvTa632xfHk3iQBT799jnlLYPqFhkf3MmrmCbliqspcmS/pzrxR5Zrxz8yxFhXO3svd6o3a66RmxrG2kH/bT2HSzntqsOJjjL2kJ34IYOlm2Ryp4q2GuQrFY/pbuZxYsQa5MB2rt9H6m6tG/55dZaSHntC+K81mtksmYYaPRJxYA4AUtRZvpBOpv7HskiLdLxh2SEADQwPF0xLMJ7N7/jxIE//GbHF/fK1UdfMN1m/uFHA397HYm/Gol/nUjT5/x30++p77zD27/6Ee++fsF/+8uPudvd819vfsNRha8WYSqJn+ZL7sY9/493r+FlZCqJ6wV+/V4lJ+WfHwO3R7ifK/evlIED8eLIC77icv8WfZhY6iVl+Zg6/5jH8de8nf6O914l/tmvLwj7C3h5BbsTjH9DlFvem/4583zLZ3/3P5CWyjuHSkiJdPUSJfDjh3/HPr7l/3b3Ib98e8lPU+bDWLi8/T3Ti99xfHPBcdlTc6Jk4SV/4KP0mi/mf8Kvjn/O5fCKP0m/5yne8/v950zDHT/LSh5vefjoL5GauJkeKcdHvqg/5/i0oPOHhHzJ+OmvGd+7525OnMrIOA/kItzKL7iS/8Ivy4f8w/we70rm/V1En+CnX2YuqHzxnnL5JvEnv7jl8QPht/9y5pR2PCw3DKcj//R+QEPmDxevmcPI764X0pXyXnjLiHIXK8uiXD08Mc4LF9MVF8OOPxD44jjwcXngL5Z7Xg07Pj9OnCRw+HHgur5H/Yd/zfGqED4+kqeRN/VfskjgzeWOOn237PYDIiEaorcdq3b6XRhvB1ZWpRvoRoLehm48mT3fXnumCcSNeLQDnvt3Z+FhPR9EM5CE/v7W5h+vOL92SzYGhfMYA6VRvTMnQP93J6lnM6XPP2uGnTbsxqw09I/Xd3nPFTc6NYfFpoF1BN6+G6I4d8Ksc97aXhUIM+iw+bvNSStmffYG1inyfeBTrxppqZ8agrPNyRoqtyHy3Sv9rP1nV19Wzy/bUKs9GsJDv6sjorX6d6LuJGiGo6aE4oZzVodUn21cn1Nfn+q/t/scWhHTM8SHGNISOdlztaG/rPWW2sqEBPW94EoudbVXemSB1qa4li50CAGr1WCMpKcG8vcbusP3TGOIIq7gtQgE6cq+0MI4fQ6q39/SR20MbqsAgTN41xXbeWlG0IilJ6pW68HaNEQVqpZvFqVWgSpICb5/WtuGxGkoIJvz6H3x9ai1v3ulBOfoFVW1worqd6hwjqD8IVdznOHzUn2e17NlM+QGTWkIZ3yfrDtsjWBxB+wG2b6mjlvPhb0itGmnoaYtwkS7I4mG9mupotREZlSegS63KJ6GzHQnaotq6QZk8TPrbbdRta/9jzX/a/vd7mv73vvic9i7SxsPTg+q0cLaV95RH1YnQxrNqNX2TqvD0ds+p69WfFPWs98FNxtzM0yZQuifYTVeiM3R1tAkTcAsa1OiK13qkXXNMFU5IzDf9/Lp/xrv6Dt3y/+aEqX9885nz8KPN3zjGepJ9JzTPe8HtLHJWQ/6A7J+0qME5TzCTdduewOdAW5+KWtOW920SZ/Hs0jHMwUKmmLTuWhLN9VrqLR2va2m/bR9u+VH/V5rdwUJnM9A72uXP9rEbQf9TdczHrxx6DQ60wls68eG9jrBPBu3bMb2fS4VqPtMTUrKgxU+TsaXTyFR5IIogShCHZQwKRQoxZx5vU5SFCQFwiiGphU3+qpHD10fzBaaIkVGcrGoizo71cw7oiZyDBBmag0WHDUmws5SFeijoQcTgoywXBg6OA4t67Htz+p8ewhmQqhOz+I+w2jRdCyVGKzPcjFATVSp1MEQz5GC6Gw51YfAMkSiVCRENATKEhGpTEMweYMKsVCuF1QKaSgEXUjRwBdhGJGg5L2gVdlNSkpKSAJFKMFS9sVJmC4gBkv/ElOgTCA7oRDQqIzTyXKlz0YjE6C5Uu8DNQrHbAafPMwEzVYkPAM1ImpGSEN8AoMSk3jKoEAlmEJ1GmCZSbpQAoRJiaM5kc1omn2ulw3e81s2GV3qoSngJqaa488crucRpLbP7flz+vTsnDWZoMusbEjhyoPOeURDr+CGmmYcY/OWJjt5mpOzs6ysUXsbfgkb2tvacoeBtnzRJh+oPDurqs+ArNqNF+uUbPhnewbokZL9ij4H7nRvPz0tRuuHT1YDTWD10to7tbXV5Zwtn9nwljM5vtHKlvZQ+ni64wWXwzpf3vDS9oewkUXauH5YZKEWl1ejeLYSc1bV4KlggiJS0FgIoSBZkCWiniRGW0rURt8VqpvwvLyGRa2KRRsRxGsS4AAggWpGfAv0UWowsExRMSPUUn37KtIyglW11E0+tyUYqKGj4glUVWpZQCGniIrHvQvUJnO1Pmql1tKj7BCM/qmYry/6qczB0tAGwX1POGmAC2tPmw7pTi4RM1NDgBKQRQgZavWaaEkpLUo3R2oOG3ydrUuITX8zZ1xLNVtdyNKSzBGibjTWgGqkEigiNqcSTSavnrZKqtVLq+pBwW0vOpppcN1pFgPcOCq5lugG9+/eaA3IcwYC3Mg0W72p3dVoRk9Pt5Hfmu1kI1yuNKx/3mScVU6SfoYdwiBN3mnProWl15RPW6DimZXGgTxyfvQA0Ra9sZGB1OXmZ/MlbaM1GQz9+hx1IrOl+b5XzuT1BmRlJT/+jPbnbe5WdHz7afRo+3ArXh2c/G25WGtnfa96dIO0CvCw0jYCayqp4Eb7Td/lfJ7XGXU9uztttzL6N19n0nS/X6CnztqsgTQ7V7sC3S7X+t8a/TbHrr9GNv02p5TN05Zfr3tjKzf7sdPt59DW5vx+WX83GRdlW+PtrFst3VJr4+w+9bP+rG2FVojcmtvQd//dZ60Dv5x3NZtlH+8mGuJMnt/MrWK0/ezj7T4Im/nfyBc0R177ewvm2to5WtsbuYDGY9u/21vP3ZY/iJlWqI8ZDcJpEk4hcBsrabfw8vrI5YsjTyrUOxjKyLQbGFNgCntqDeTjCfKJr9KRu/HE62nhKQiqM5oXyr3CrFzsC0GVqWZGVaZ7G9pDNae3FGGflYuTMlpGPcpUKde2M0/lxOH4mjE9cjkUdruBdHNLGB+IQ0DHkeVyBK7IJ2HRwGm/o4yVp6snYiqk+BbJgr4Sik6Mpx17duz1DXs9omXiuAwU3VPDJZdL4vohk/PI0/ySPN8wnC5Ywsxn4QUlWlrrWiP5fiafTpyOM6KV42GBrFzsbhmkUC5A5oX0BOFV5LIIO4U0D9QcCWUmpQXNMD8WSh6RZWCvgXcTiEayDsZzp89hWChco2XHeHhgzCfGXUQjDLOlk3s/3DNp8Ro5wtU4UUNiPAZSFo6XR+aLBX0Fg14SEug+kFPimA6EALdJGQ6F0+sdx3zkVD8n18jCNVkEhsq30hm/vr8TwsOkOxqmF/gxBLTluGsENrjX2JmvRBdom9e0EdF28NvR2DAsmtC/HsbaQiH9PvN2ugeyH0Cb1BUF6f3pKUY66zin3y1Htt/VhY1NuiLFPZXd0620Og0rLwmODF2JRm3hvC0MuoUbdqbcvO/CSngAzc4vLBekPiO4K6Oje5ot33srtlSworMBdNqwuw0R7yNu3vmdrWVtzqFMj4IRULIZwmkE2pAAJkk7kqwnx11DyXvu+U7cv50YSiuCu6hlZBGsfxPmTFgOVgQv2I/OajniJ0EGK2Ily9DT2BILMhQoUB0Up8VC92or3gc0dIjN7M7WU+1ztFp9AxKVSBAPa+Zo0R/FC1T7OqoUqiwIFk6sCJp9r6ST8cojhrgYzJFDNWST+HhV9ygDUo8bZLfPY4hoDB51YEoAWpGaTUBxpaEGK4hIiGbE9fz8Rfw8LrYHUmiOkRZaawaYWiNSBRWLLIhaCLUQQiSGaMs9iNXCmB3FUhbPHKRAJpaTrWMt5ljJnlPUDQKEA6aMeMqwckutO3BEkdTFh2P7xyIcCh3BJ1Z0CBXK0iJZXLgNu2ci97dfEoKfjlZc2g3MVVGKFcMUsb6GAq0woAbEFaOii/VVwSIPDElqCCWMtqmisaEVtmkHFKWhMaKHW/q+SnYGLSAl2vzozOroSUjd2fiLU1VHT4un/dCmIXteVUuN4jSAitTkkRxej6KRGW/PwvjV96NFY1iKh2BGO12NVuq0qz1roA2xvUhA9AQUU4TVUesCogPoCGFGh8XmaslQhVDciRsdIVUcge/FEymj7ZEWhu0OGm21QcIFglCjOdBD8by9KcCwN0eWOv/JDd1fTOmVZGOejy7Ujn5mZhAow1bA/CGXR6ShHbXWEfWdzqvPjZqzsqeuaEomG/S97SORjuXxrbXpm6r/ufJh1xMcLed/i0Ug9WLP3h/bF4EebdfSEUhv3oemXcEQEY+EgB7ZUT1vrhd0bTTY7TSWokEan3QeKYbvanneaepXcGW8trDvxe/dKElizl7L5uWfh9L7bsO2yDSzFvm+cdRfd7RXH6sXYVefbykuG4WtkwM6YkldZtoqzk2hKH6+RI1Wa1j1LLB3IjR0nXbrzve7NCjHF0+wF/Y7ZZiT0ROtvBlvONR3uYpP7OMR3RXGq0J+rCwPhZRnhvqEilCmRBwCu9FqcC0cUF3QXJBUkJ99hhI5vL2EOVLuA5Lh8TiTC1zKu0zhkvL+G/TqQJlPnOYFPrxgfG9i/kxYfh8YjsL+caFcFh7ffWK4US4/9qjAxfKr12i7+3rYI0WYZUBiYP/eESZh/gPUI0xTtJDhq2sYR06PJ5bTzPDmgd3dEU5PlEPldHvD/fU7jCGxSwmdE/VxYJoKty8qpRaeDgt1KtRPHhFg/7AQFmXaj4gOLBc7clIebiyS5GpfuIhwqgMngWVILCnyMlZu9xVZrADcaZ84Xg5EIoUBiZmXN0/oPFDyNRG4kgKzkH85MMfA400iD4V4+ztCOHE8XlFPI0O4IMpIWU4EMiQhXSljDSSEU4icCMyHS+R4heR7pnpApkq+KYwxOkpVWfITQiGnVlD8j189gpQmGs99/ysJ1QNmJG9gBT/XQUESUpOf64Z2VK+v4BGptQlxsBrXHKzT6hGA9TO09IgnqIshraMhWRt9NDmrIZItOk8qkGUld6qgB2u40aPusPd6Fo2nZU+p1CMqG6pxptVIQtWiMnLsNNbozGxznhr61B0HCk0Hsedn00WizYnqzuXsO5OzawYHbRifH4DR591BXTJgjgiLYLZoEUuTxlkBXadPnQ63NIctlVQCBqdn1d6tFfNw5pV26Wj1xbCUZc35T4vCk8bHmoHI5YvvaThRFcosaBXCXpAJtCa0ClmUGoSaCikdGKJFJfAIekgUnTnUmTAIw2Bo1loqKoEsVjtiLLYP8jTbVhsDBNjXTKRCMoNtvDvBsRD3E0ESedizRKtxV0XgsUJZiDkQH4OlPWpzJgtFAnm4Qsi0KOa8JKgFne9RqRx1Mrk+er2lYnLxVJSkHrFA8QMYGFJklJF6hPIg1CTUSdAcYE5IrYy7bE6IFCEJ8tECFfJjsZp8qfo2H4HEeJgI80B5AlW19FVpYdkLcxJi2REPI2FekFOFKSB7SKkwjEeWRTjkHYHAUE821wS0RuoxEUrlOj56Kr2RWieWGMgIkiy6qvII5URNBUKBAWISUonEkigarGB2molTIRwE3oCEgowHqiby4doiqvczG5TNN15VZrM1eIHx4vQp9vqIJr+sUVuZQKYyUXXEIvaPdiTcMZYp5uZqAAu3BwSK8VpHogdPiybagGoeJR0GizxoEZacEJ2pGDBAZSSwc5R1M0xXdyaZHFZaLQjXsaK0yFI747WLoGOX0aFYOjEM7xaqjYkgWCS0ORCrtqlRk/FbBHIDjYYmDw6gQugO5qavNIJu9LU6LbRITMCdhOo1e8xZZemZpMuJLYLBaqhoSyfkNolW460h2tFLk8ib7heSO3qSt9WiG56w6D2Tg2VlGOu7+lxW1wUv7KyXJ87sPd9E0zpt8zlZlTHX9+zvXhcCc9itdQBa8WxxjFfbo00iXm1A8uzF4jqpSItKaLamFfhj/LPRarezidr8SzF+19t0RzWKFf52PQJBQqsx4k4vd6oF10m1n62T8e5uW3L7G81OqDSgZy+Y7YKIhmi6RT36EG0cdqZtvdoZsLmcvc0dVojdPjd5GSxKs0ULrjza1DLpKpvtZJNTQk811vS5BhDw2fesJ9oyF7SMMZg9TMTTXhsBsf3VVBhxvbXRHuetgWHzju/HSwGLtv38kTwrX1xGTuOen71bePneEf1Hr6kf3vPm393z8HdPvHj5IS8+/gBZJsL8KeF4IPzmFQdm/s1OeLg88vmLe+I0cnmTkNcLD/+1UHLlzw6PjEH56HRgt1ROvx54KMIvP1pYJuXPjhMfHyLvJ+UyR37/rvDqRphfJBYGXv38cz7/h1/y6VT46WVh2F/Be/+ItFQuj5Fydcnjx5+Sc+Luq8ixBB4u98hQ+N2Hj4xyZPf7z4gPyuFv32d+epf3r16yGxPv8xsu9Av+cPhz3qb3OZSXnIYb/vnDb/mzN0/81/Ahfxd/TDx+wtXDh9xxw//y/iVXes+n8YZyOnD/y684lQde3X+BhMTpRWbaRT7+8V8xxsCh3FEe7+CXATlN/DgGJoG3dc9RLxjeG9jfXsAhcnxzQO8/YLj7iOuP3nL5J1/xetnz66eXjLvfUj74/1Cv3qGe/ntirlx9/gvGobD/ZKIG4fJqYSxP/I/y99zOB/5DfMlb2fNi9xOmcMXpKbMcK7/48Cu++NED4fVPuP31x6SrhdOHmQceeKWf8fHFzF/dHnj72Q2/+fzI4/ErXh3/N0q4ZZZ/RUg7Li7nXk7s267vX5i6e/26RLn5AWhhQM+fs//bEWjmEN1+SUccynpv12BohpaNh7efpY1xpiOU8He4rN6Pu2zOujpQSre0Y3O5UPxsFCsB753dtL32s3tYv+HQ92wb2/bOrm94htU/et6n5300Y1nzfnfjlWxR0P6/ns4irM8qrMj5xnIautdX7QwVuqInGqKZ7T5ZF9IMZ2dz+R2XpyWyPO7S51Zcee07y9FkhpxzZbQVOFQLDaZUE1Cx/O6EplR1y44z5dXgqm4UMjSTO8FcoDfgta7LJ/T3mTHWH2wGUNEm7bnCp6Zwq0LwehXupV93VVjnvLN8+jzQ0dps1s73YUfFa19r4dkecMVetRpyC9DgCMl29s4McDYuQxgFggoxBGIK5hQKZrSsUQ056Wevockaw++CR10nz2Tj7ZlpvxojLZ1tn20fZ/biuWA1+F6h0Rp8e/aJ/d6XrC1whqppRpOG2lg3jPdJVwFOmzAQzlru6Pq2R/qZbO21gW5OYlvfhvjC/qmq65z0I7ee5c1k+vNx/bv1o9Oz1q9Gg32/++fSIg4cqYoXwWvGH/W0ZGfvaaQxtPO/2bMdZZL6+V3TAm2mrKXG0dZnh+w1pFtfi9ZmS/exGZc0dK2ezbMAKp47u097lxx7P7qxvgn726lVfE9AK2r6Qy/pa+bOa5WzKbCbjC6sqJj+BVtL9RlXUJ+XjcP/7Ln1zv5bVc9v830iHnHVuNGK3m9nLfR21uefvaPxZNk818fmn8mz57vj/xmyrvO883vat/3N28F4yHZXpLuy0BDu7Tl99vN8LPQ5XWULPT/C3zT+Z/3ZIpUaldcOYJC1MdHzNrb9+h4Izm1vLINvJQ4ngmTkKSBLIEokjpEqA4sokZlYTPILwYx7y2GBmiCP1ooE4x+5IlWo9YJ2QqsIpaVcGd1G6wDu4sbWGkAlUiSxCJQaqdl2+ZgqYajoTqljpYoZNWQRIHaAgYSWQscplYrZSU9mgK7MaKjEuBCTUmU2/GStxBzQIVCug/WlKCUEyAFS6uewhtlmvAhahLqYiFJRCIJOVjQ6HRNSlKyBUi3XfK1WBLUEQYqZ4ovXQQiymLwwgCZBJjUQRRUolZor+lAgJ2SJntXUaUUVggiDuPEjmJO0LoGShXiZkUGQrFCFJEKIBtLQSS1tkApVj8wlkqoZttXPUhF4qpUiil66TBFaLZ5vueqG3/Stafu1oyCFtkvoyNUtEli3fGLbxsIWXX9G+3vEL5hxYusQbiAp4+UdN9RpowstPVKqyVeb87YlKsrK45pzVDf3dUFfzpqwyNUV7LE6hbfnfaUZLS1qizaTszn0cwCgbS63DCuctbXqJdv1U+jFPDf3dGGr/Wz441beac9T+5z3aL3Ok6E5l6Gl7d0w0C7MbOjdWRTG96RvbepECWb/NScXlhjTHOZC9WgJDU2W95Qm6mkvmo2n8eBg+qIH99IK09r0ihVWV6GKA+tSQCZxmThYMXKXl6rLDiKG6keCpdtRA+B0PcRTt4TgMstUzAlRbReEphf5WrWIP8nuhBsxJ79m3+IVKeYcsxoYTrvEjFdChbki0WWwIJ7qxulEVfc5iYGOPILJIpt9H/tZEowuSTR5ydKhuiyIvV+73OB1NUJD8/ueaobppGhUakwG/mmyTwCJNj8huGFTG9nw9e06ua2lpYeTdd3UopI1iUfBf/de2x7/9VrlgyYh9bv70WmgSzvLWxmu8XoDOarTnTWCfZVovPD7cxmg64S1z59FfDYasK6PulOh6bRdotrQaT3/82sz0CJtaPumSTCyPtADtlj35tqkrORr+1Vzjm5AkudSzzY64nweVrm+9aZpcKsj2T5vtqay0q0mC35trps8uVnPrZ7UogwEl9laG0KLlOnOKN2MpL93Q6//6NXev7HTbGbjnF/Y+NZ3r5+1lmwp6vav3l6TQlfa7M81mt8X2c6RtOiCPnJ6C31+PHX3uh5bB9M5kPZrfWnyeR97kxUSvT4dbniXtb99iTbtfX3P+M44i+izOdnecd63jZP87EXfRDdaW21+WlrYsMor7Rltc3Nu4zzTSft86aZLsvnZ2tfWeTaSs+3v97+CKLe7A6RK4YJDTogsHOOJqoWajX5OozCOkTgM1KLkWthJ4FL2zMBDfcNRDYEfBQYJDFEYLpU0Ky8XtSLRAfKgHHcPHKuS40CVQNSFVCtRrwg6keZ7xqcjdRBKWhinI5e3j8R9YJbESOVCT7BUTg8DpzjxhktKjuS3xlmnK0vbrXmkaKXOM7JkjimjU6GEJ0YNzDJQ5Iq3p8BrWYiHA8MpMMTIsHuHOF8gT1DrkWX6ihozYc7korwOkwE/Hy+REomnA5ISk0zsJJJOlSCV8vRAORzYC6RhogwTxzigJyXmmTvgoANHiexiIO2SgewGoS6ZKpl6mSlBWJ4u0TixkxO1Qj5MkDOHFtFVC6EoId0i9YLl6YJTHdC9IjEzL5UjSj4O1Ic9SCVcP3K8Hri/3aHzkZuTMJTEw+MFB00s75wsYvv0gqI7QnxklIV32ZHCd++5H5COabJf/SB7PrVG6LXlN6ZvenVPbG0pVlwwX1P2OKNs50rqBqi5OjXUUcOd+HYjbguxWzCUUTvoTmc7o+2saHOgPT1Mi1Jo4XQ0L71sxgdmYBbOCqnRRSIj3NocAKvyY3qVdKFrJRdCD4Pu3v6VjK8Ee0PmmkyjLQ9gQrCwfpvzvCVj3p7l+TuzgypIzyPnSMteb8ORlU0pcWKmRDOw93Ydtdq8tOLr1yUBdxj43HUhiTa3337pbAJpD0/3d0hdXFkYTVgzaZpaPRuno/BCDRZNkSsyz1RmSniy3LnTHnBnQQXNLWxeTdAdB1vD2Q6teLi1MlBrhJKR2vLPm6c5yI6iLhjEEwwHQw8t1Yz0yeawVhPwGQx9GuTodnZj7MHTiBQmLMy2oszECIGAtFQBJJQRC207+TpY7natVsxZitq7YjTlaXFxLVnBT42bYm8A+z2aInUJUBSZM1IyEg3lHoZASIFYR1IZSWNlmBQJFQmJmjNZjpQSmHHUwVxQhEX2tp4u3ImnraKawKxeeNjqiESvHXAihBMSFkKJhNpSQxiDDhoQRqLuKSFT0gGlEtwZIRqRIIRQNhLvd11bZ6qLcjKABKQcrR5FcLIZokeXNEGjWARASEiY/DwlWpoSE8qs3drzS7pTzRUiQnFFqqUZS6CBUF14TQvEBYpYOmwEZTCherT9THbaLBbpEHS04yehI3MQ0OLouyYkeR5tbVkVcjJEPBnkSFBbA6tpYqirSkVqNPSqA1OQ5Eg1hbqsdN3phcmDfubKaIb7YEbuGoM5w0q2CIdazvqoktG4IASLliBCmLAaMAXVBcmPGMHbmZjbHJjVjQEBW4tqQrxKseKSWVefUKfF0dJ7EYznxNnJsiPfgvZ3GVuS79Yrzi6LYPENxcpRhBYZ0JLP2Fo345obpdxB0xSSHo7feLBbatURqaEhh1oqQHWHdS/CuapOzrRXHihG1xXZ+Ny99kaPgsTROGzmwftU17oW3Y/cDU/BPZfV6/yJz7v3tViEX5VC9/FKxQrXRVru+OZEw2uPrM4iUzhEPAdrGPzc2nxYygd7viHvVBZE1e2STTbQ83d4FBBs1JeWUuSswKIZhDov67x/o3xI6DKMRZ6JG142ylt35tXtzH7vK6hyPVdDAk+vCZNSvvgAfXPB9bsDl7eBx3zFQwlclTt2jw8EAnGKHOYD928eGOIF+3SDROU4FeKiDK+PqO7Q9Ck5Bd6MT1SZifqalDLDO5EhCvNDICxwnD+3Wqu7G0g7DinZuj/NsCxcSeX63cpBZh7DbAY7qu2xV1MPeEKEFG3fzSxordRTptbAw+9fomNk3P2OuH9kt39gSpmn5ch8nEhf7gn3E8snA8efQv2iUr5UJE+ku0gYR/QiofqAjl+QdeB0f0PNkfIUqJNQboW6E07vjkiFiyyEk1ru8gVy3aMaeSonimbiBFdDZWIkh4FBF5Y8w5VaJTiFsRYkW+Ravi88/mYhMXKVLoiilPERUErIaAjcjCM1Jk68pNTMcl9ZZoUP74gvKvF1ITzBLgX2Q+R4WTiOM/U4I8eZJUcOS2SsiYsyWL75mnhS+LyciDvh4uPAUCvxTSG0JPd/7Gr8cFMQGVG0HoFiNZuCYnlhCqqDn+EBxJDr1HDOsrXdf+fncMLQr4PTgdne4TRFyoXRDc3Of5ypNTk2eHokE5QMqNLS2QCQzLmlypr6yFMeNSCC12XQFtnVOEf1grTuYJNqcqTNjfOjUMyZ12UHLGIxJCeJYu8tHoHOYPs/FFrNGtNHXC+rD34+gvGNFo3iOei1o1U9EqIbEBtiFKNbitWjYKWhvXh2NV4jLfokOOUqRyz64dLWPDT2Uk1e7Qs5G9/vUWbBoxYzVvFc1jUoxmA0NkbzfS5FLAiS9FQ9K2sxVjkF5jTCYsuXnYcVzdTwhCikKpAFTqHLSBIqQWaokflxME4/VEth52JifozkLCwXM5oq8fqCIAktAc0QlsSQBc1KLpk4jaRpIov5OmMVxuoRH9lTzpEhCnFIVFHk8smiM3KCLExvzfFbksnPHVoyj1ATupvRkAnlkVgKYb4knC5ZJDNPCxoVjRClkMJscvidUlOi3niB52ryVzw9IbVSZbT9OZoDp9S2JSdE3TDCQkq+XQeFdLR6DE0+LNntAomaZ6h3qAjL2CKUzNAe9sY582QRLGUaUAmkI4Sq1CGjqTLsBmKakLxAyeQhUAahhkLOGdFEULUtlj1Key9ITYQlmSHnFtBKfFhwmP0fvcSLclbxemnuGFeXqUSsBpzp5pZVvvbUOS2yYSLQEMyB4Dq0YuhwCQmhGodXqA0EgkWLJ3XaFwrNMWE2B3eqOPjMgFADQT1Fri7gURgec+v6ZUCLRSw39HuVJm82XcjljUYfq9UsRDZF7j0fPh5J3APRm93GHdzqunyXmqpnSqh3/m6Xe3WDZMeiFbTLtyZnrrYXH4s23Th6dIlgUcyL3xud3jwZX6jqs2G0vPRRH2zyHQ2vdWd71m0iwgFh9iAuB9iJUgnUXrS5OWedL6jbReTgB+d7RHnJTKP/psvMWPS7193ZmrXQHqHT6u8Y+NBqOFR3sAdaFILLVFgmk5bm2LKeNKCuoL3gktF7A/7hqH5PF+3cxIa6IJx8zcw5rb3Gm0dFStMxto6O1cG+1u1wncL7qTq5/tNqDOE83OyPq0MOWn3CLqdX8y5LL5juDvweQdBmselXa8otu0b/rPh59ghxKdDrKzUdwXiv2U0tAsJOse8JyXZuq0ebtCLnrvtZDUa3gWFRUSKVKufO2nZmre6t3SOSXU5p5665xbZGwO++hlT4F3/+B27izOtf/nc8PrzLv+Xf8/fyGenNO4T5BR+OkXd+smMY3kWGlxwPr7l/+oqPL97ho5tPORw/49X9XxPnHS/LewxL4vJwyRQD7/zjSnosTP8QoQTm9ybuhhO/fO83PMiR6/lPuMhXTBwZFQo/4ySfsP9qYvjDxNvbxMPVWz68vePFB3fM5YbflQv+9HDkJ29+xavXb/jrX9/w9sNrfvPJu8S3Ay//fWI3nvjRf/NrQqgsv3hJXhbuHn/BU33k7350ySGe+G++/B3vHSq/T59yF3/Cb1+95fXyGf/48Qv+5CBc//Sa4af/A7tffMXlf/2ch/de8+rTv2Nf9vzo1UvehMC/Gy64yhf8489ecsGBevEbhmHgJ7d/wZAG8u9fcTocePWrn1NOJ/7qH33C7e0Nf3t9yeth4P3PX3N5/5r/EK/4xbLng93EpzcjV8OEjHB6WDh89cjD+5ny58r8VeLh/l+RxiMfDb/i8XjBz7/4GWUsvPn0V8Q4s3u9oDlx995/zxJ2fP4Pb3h1P3O5fyQMb/jD9YnXU+H0q/eR3+zI4x+of/mf+fyDP+Hth3/Cj76c+Ve/f+Dztxf8+y9ewAePhP/DV8RXl7z/H/8vyHwH+T9ys4d/8WcfMA3xO/fZD3BCNKO8XXr2OTT0qvY7t3dttQnZ/N2+3+SZU2/ra8T5mbqt52+wO5oBpXmiv+lqBpXzNnrrZ6/5pn6s93x9dMLzfq4jlc27NuN3ImNf6Pr5tlcbAtnledl+3n7cqNlRZesYVrzl2r9mA6L3aft+Y5jnL9zOSWNim5noaNx1Xc89+Kz3fZdR+AyF1m43pmbe4PbOtW/mmWcDMNgIAj0liBsipRni3BsvuDPHp1UaYsXYqzbEeGOOzWjVedSWcbpQSJs/7dEkHYFdWzsmjbX6fNJFM1YQwDoLmHDZkDTr59pvdmbcEYE+3rpZXWlGau0ohx7IUv09YsKbyRdKT4jrYqkEtUiIaKJ2kEAJnnu3WloiS0lWfIl8rltUTmPabc6aobcbcTcoEd9XDYVta1QbaHqlNX0KdB1LQzr+ILSwuhC87vUWVNJrYGzWw97e6MoqJHdatnW6naFQPPKk39z2S3Byuj2rXt2mQfK2m8PfszphpY+5UW1rr73byX5TuLZkxulKK7pp50U5L1TfEJnbh9u4m5bS6A6swuiGLrfaJxI6HWt0sBuS2oK20FvMyK5BNvvk69ylz1mfWunbQzdrRjPAd3pyztXW8W2faciqLd97tsb//14bkvZ18rj24Rw99Hxf6x/5vB2BdUVgi8Zr6Ln2/XN8/rNXyOaeFjnz3NO97frzdjZ9+aZb17Di1lvlvHbE89f4/jzjib4sm3N8xuk6D/V3PkMhN7R1Q1p19PTZPZs2nnWqn5FnqL0tjVC+ed98bSe27fdM2nj+r+++BOrgyNZCpVJqpdQFVVN4pUZiDoSgBOeTQSNzieaAlUjRQBQlJIUslBosUgIzrIkmS1foTseyWEq/QCaKWqHTAMKCVEsJoyERWKz2T/T0GrFCFEKISBisPsWyUNTpXTOCgBWhlGo52hGWqmipDnAXM2yXQC2VUg3YIqjVTJhBpCBT9noJinhUnynexZV5Qzd74KPlaa9QizvHxAqi1yKUKkgIBIlm2MwRBqM5kiuBYviZbA5lyxkvhBqs6OoRlpMwW8AC2R3UDQlcklKjUsYFjRCSGXQiC1qLoceqOzm1UqgsQImFKpmSKyWClpayIVBD8j1rqNQgpgvHZP36PtcZjUU3oqgDdRqP2ERvrVu4yU1l/fw5796ShucRXl5rovOTs7ZtL6/o0WaE2XzXb5VndPicB8BWDvCvWrq6VhdoOw1npKXxNVlf0FHtG7rePL2NfMimzx209FzG3vD/Pg5Zv97Iyyu9tsK4Jn+dT/P53HaI1/qhtr5vBinr/GiTyTsNbuk5tsZNXcez7WP//QPoW/D2NHQjWttO0j53mt4i5a0GROigBClKEEMpKs1gK82vQw3mrwllNSTbeL22AF5E1OdAwAAlqpYC1nEVNWg3eq5ws9ZPj8pQd0Zr43Be1FhMfq8+l21nqDRdQ43GVxcXPcJCQ/UIBViLnLbldYAKwbbYUs1pVoNFSLl8bll2fH92VLdarbIm3ynuwFdQwepqtLNm8uSqUwkSbVI9QYqnPDUeUWMDPnjKVddHpM19r3th50ccvCU+R9bVBmpo8yvE6oVe2xnzaO/v2GB9DHZU25n4BsCjv60DHJ/RkpVOhs2zq/xliyArCKLrpB5xtLUXdMT55h2N77lQZY4NB0nSwhK3hKFBStv7W19b72z8/a2biE09e+Zc3pHNX+ff+R4805GUnkKp92A7zpVGtpTQHax6zhj8Tds5Ub9/O7ZGx3yue/8q64hWmVE2ozxv91zu7NEmzQFxdruuPPB7XK0P58ykfSN9hr9r564k+5vk1aYHtc+2bSrrKp5rpZzNlxVrPh+W9btF/7TnthE92/+v79jybo/t6LwrsM7Ht4xatn1bz9kqc6z68SqPrF8baTLa0PUj9BkP3b5/o99+bW3rWW+l37TSROnz3G5o/abfs/L47dxvoyC330v/OZfJvt9lqzaQEC7SgkwHpkEZhkiqO+LpklQygcq4wC4vLDWRhmvCsKeOEXIkykBgoCwDgyZ2pZCo5BrM2TkVS9GWJkKMIBdAYEqRnQBTIhfhMQ0cw8AgE4NcoCVyWgKEgSntqDoRGcki3HHkKWZkDOgEx93CcPAzWRYOj1YrTUukUJklkUNgFw6EkAnpRBmUowiPdSJmuDxV9qEy7QVi5Zixem8hk4MyxcKoMKHsmLiUWyYJzDFBiOQLJe2UQQeGkjjGmWU4EXaWVlHGQE1iLjyFEgMMgRRg0sJIZhAhcU+qMye940kqSz4QHg4wX6HpfdSjGUWFaTEeutNgGUyy6RZ3NXOUhccEp0HIFGpZKCxkMaBKyJklRGb2pGUH80jME5NOhDmy3C2ki8x4KshSuw0y1sFknBMdoPNt1w9Ix9QKxhbfoA3lh0f6maTXBDATNu1vYaCFEa1RBw01XxyxK/TiSq4M1FY7QGOXqwU1ZAG4NxKMuARrq6NmGypUjOi3fjtDtltCf9cqCKzPb5mRyQDrQW4qziqztD5siVNDVtlz1Y+15RFXWtX6DVenRzSI+vKELug1UKS6YqHSUE2ei08zlSOW3sTyEeL54A2BtOaXa0KbtnkJPgYPX6Y6CoHa721TYv/0/LyNCCqo565Uwxm5MBw9asHmT9scfMcVpsH6nTdhk81AJnhEgBqitYSWEt0c3ydFQ6HGCnFBxsWzvuyRGgmz5eevHsYr0dEAYbFVc0dylJ2FJ/NgfdCFFo0gUpGSLIJhnKnJPOJCQXQkLJcY+gCQQvEcvqEGRCEebT7rNIIIMRkiV8tgxrY4E0OmDo4MzxGKgCNxbJuZsFbdQy8tP32cWEPfA7r4WZWA5WJ8AJSg5qXXkmwJH8UQ6eMAIRAGRRy9U11Aq7kgcSFFZUwXXMRLApWkhVksX/QsgVkHAsXcIUGtNkStZmAKBeRgy8doyoXXkiA0Zp9tiCWhMlJcC9MY0BTQnE2xkorK0dBgIhZaHcWcGkc7p0WW781/u4NJlFAFNHqYfTVbeDIUFxodWV899VSBENAwujNqbnqA7bFuNDdaV8to/qfB0nGobzqLKLOzK2Lh7q12iYpaZE+tFt0SPZ2Aowf7mU3xTOSqagglEc+j7dE2jbQ1wNGKdqyeHSEiUaAUi0wIakVLae4gp7cNnRHUIn4UyGb4MpKmxE7rgo/T/tZYIQVDDXoKEjRYqoRgRV5tPQz1ZeiftAG8CFELVKV4iL2wt/F4EBgldZCo0SnvQ35EWCw6SkxJDqK01EpUc6gZL2kP+4pGW1cnyLRyEzV+f+VivVY+1tInmQFlDWc2QXmN9OvMpyHjvSDbWqyu8TFH2tTY18xabmggR+6IoXfVFcJm2O1yfA+phlYIXYOeGe4bmkncELRV6Lsi1fMe+7j1mfIiAtXy3SJtzIro0g05jZY19JJoJeixyyJdqWgygKyqfdDU100bYkgFlYSlddsqeoYwannNO/rJ+V6vG9XqSjRZo6Ut6zLTKjOA2BQE5XkaC5tvWzt1o3B3YjchoRray965ykrf91INHMst8zIQn45IzjzWO5bxDl0u4HFkeopcHAPDGIlDYDoG0pMQX1ygH12Ql8DpKKS9cPlCyI8j91/sWarwWF4TSNyGC0KcqLyHLsr9FxFy4er2t1yMTxRHvob8lnC6R3kfnS5I6UCMM+iJxzJTZWBME3J5QXjnlvJ4z8PnvzX6EEdiHIgDoAk97ZAI+xuXecZ7FoF8CpTTnjIP1Fg5xplDyKSxEC8ru1c7xs8HwvUjcv3AEjOneGQ+RA73lZRn9kshBSUMA5oqXALJCqLWXCmv70kVLsueSOLhNDHnyP5dJY2F8W4g3Q/obiHvC/n+SDkthOMApwtOeuKJI5NccRFuWe4yp8+OnIaFu+tCFGUO9yQiuzrY1tgrdSzcv/wSTZV39IppEUJ6S+XE7s0L4jxyWN6ylAP3ZeJNmhh2R9Jwz1PYceCCy3DihhNaA1lvKBwhZ3YRrgaBEC2armTKkij5OxK9NtroEZZGK6vRWnVkv4IR6Gmll2LRnFZn6cn5SkNSuTFATXZrCEpze6lFselq3FCOmHEzOsLff2o09GFDDTdaWb0WBX42PUWRGak30WOKyZtOMw1C76e8neGwzo80xQXpYJU+7hjQGKHqGrUaBLSgeV7PuRt+zSI7WXvR0arMGx3DZG3VAGFGxQoTo9Hmp6jVDwtNOgggRwgPwAj1gjPHkLqRxA3ive5QsDpOth6OGJXk6s8mQr7R3hJMHtMFc3is9M4Yna/HBljRneTP7TDfcokAo6UdKGFHJRIPyYpPP84MdSFfTJRpoOqRUGdIFtUgNcA4EOZKOGSiFkZdqEOC4YIahfm2aa2BUJThjUesjSOMEHcTEpR6KJSc0Z3VVpjiwqCYclIruSzkAyyDcpxgrJWUC1bjbeyym6pQ8kClMler0xEzRFWGtBCSmiEHISUhBKjpZJHQWZDHQNHEooPl7h8fYVDGUSlzohwsv38RhSjoFH1/JMICuzvTvWsabOuJ7bjlqaBidd5WBG9E9oqOsFQLphmXwAjULMwaGBTGFhHAkxkoykiIQtwFgijR66iUwZyXpleJpbyqQgkLNRWCDsavS6IukSU9kdORJHtiHUhUJInrLpBVmDUiSyEdMjEH0ux53k9ACMgwfSdWSauho1OwOmwdJe512ZCIMtKin0VGj0TyyEzUax64F5toziZRSydLi1CqtAriQXa+Iy78zO8xZ7idtcjCOZLa09WonS/RbLKTNIfl5G3NoI80p5YrYKYWVItgChjaXrS4xLNDPbJCXP80GrfQo9xpxlWvdWEVU7qbJojVurTyVtHR+2L1evB6FVgqQ/B4Em1G6CZLQivcjkedIEKVpszYnUW3qXwLqgdEhBh2WGIwzx6hR6NnDZnfU3OudQJaBg8TySKiA8pC7ambcMdbcDk7YxEGTfb2HVCjL9M50PKbrtLnt93XIgOcb2mzw2VUihVtd7dpu8vUnTUhsmr1fp2DhrRF5bPKyCYnr/NtOoZvI08Zp14DVNkjmrAoIFtjW7Pke870FTv/J5uPVr9BG7CyLbID57p+swKmWlS9SIs4aX3d2IhoPLFCnW0dWz1b2q/ie23wdp33CTbfauMzcGuk13SS6Ode/fZWd6FNzJoSXbyukqjpVsH3p6rtdbPFVNAWiWS8sbulW/pI9RVU79emj9oyzIQmo9h4atfZmmv3eyTo31y1Jt589ecUUS5ufsf1u//AT9+/4eLiU4bHHxHvX1COf0DnV9w+zrz/9BvuXv4pF+//a8bdW15ffklJF3w4/4wHSXz5Zs87ufDB3WsWyfxqGjmNwunTN+xk4F+efsxl3vHyzTsM9cTHH77hcreQh/f46rTnTgeOnPjZeMHH8j73GX75JLx884KXJ+X6xcD1uxN3Q+T/fv3A7cWBn7wTKB8e0T//BeHLwO0ngeVh5N//7fuwC3zyjxfSlHlIL5Ac+D8tf+BqOfLbqz1vrydevy28OQp/cQh8dBL2P05MH0SOdw/86pdvqPORD9/PvLiceFFvkPAF4eJ/41bf4c/LP+XtMPGf379iGUF+lLhmIr66Igbh9cd3nIYnXn74MWMeOOXCqWYeXs8cSuU0XbK8uOJnyyP/uNxxn+FBYP/2C26ePuf3l+/yuxcfM9z/nv3/66+ZLv6C9MH/lbLb88hCrPAX8yuGoNxoYtHAz5fMaSn8x+U/UkPhsz99j6WOHF8duTrOyO6ROC2kcIcIPPzhp7z66p9w9eqS97+64kpNfo5vvmT4+d9y+Trw/mHgMT7ym93PCbuBPX9BVeVvPz+SvgbQ+/r1AyIh4Jxgbg317dC3f2n/XDoLkLO77NatkULPCMh5O1tV/us9OjPMfNMl2+/O+3cu9J7HK3z9Tect9H7/0Z7p+Z9no3g+vmdz2w0/3zIUGrEKz4aoK6q5vaOhMbfT/7xLz/uisjHKbG92wtiFjfV+I8rbsZ3Pm13fw3DScnRK+yXdIGOM1FtU71MjygVTDFBa/nYN6gWQPUpAXQFrqZHwZxvzDo6mE/dMK47qX2fAGJP3KbiC6Z+ZcRpaqKqlIFkV1Y0/Z/NuG2Nt0Rptfnu4azOsueGKZpTtPUK7QcrcXVt0if3ff1c3zrmC2+dP1ZBPPrdm/GuGTSzCoZ2TDdLICkabp9UEsBai2YxxTVltS3i+Ce3VzVCwiqstXVbbUZtwhF7LcjU6NlS2zdkGBu/r+N3E8KxTZ/TC3x287S292Wx96/TWCAyr0XVd/76f7ROf6839un3PuucbXTC7dNu77Xy3e5uBZkVY0ArZ9fMtvS3739lkGv0AWpTK2dwJjkhvClM7e3UzHX52tc1DExDX+Vrbc4SeTQ5nqPWziKl2nlv/cSGsvX+zp/pZaXNDf6Zt87M1dudvj7DaRE21/XY2XwItL7tu6MK6nj/0sjH3OejNbNa2T8t2Pr4e7ffNSC36/vs68v45+m2zv9v8fm1cPkdttUW+vq7be1eqcdaX1uyZnPJsu9ueWNexv6rDN/8In+0RaJuzut07z/Y0ffyNTz4f03bmnJbp6sz/Wv/P5AI9/0qe37sd57O+9Vs3KKlvWMMfcsUSCTnBMpkDOjyigzuNqhkJYhTLty1WpJ4SCQoDAhHyWAkD5vCNAoMrrrkiFFItRDETcTMrIFZ/QadgjlKJhFkJS0Z1sTRrsaBJLbd5iWt6M8H07ehRErEgA5ZP3ddVpCnaBlyI7a+TmgErelYvXBcOFkkgalnugioSoYyKTNUMX15IWIrR1TK4r3eweQgKWoSYI7EqYRFDXWdBinPxUGEwA12lUovCYqkKKU2BN2NZwfy3pQq1GqAnBIuu0KpeCNTooCYx/2qwlHeSKyEHUlBqUiJqfVIMPJFtH8molram2WtCgGAGyBos4ihUi4IZNEAJ1CV6Ov+Rnlroj10toqohjJ0/o7qKcI1XdRovrBGchZ5HrZ3DfiS2KsuWAYdnn22csL0PstIt3dL/DU/sR8zP49lZ3fLPDa04+561HWlfsL6zG9/Xzzvf2Z7jPt4tDdnc03h8e6dHLPWusPLolT5tCQ6OQuYbr67XNGNm64NAR142ma3x7W0K124xfNbvrYyyzclOOhsDW4DZD40ybHvaa86cB7hZfw2gX2mAk15rq0ee+NirELIDW5Ld7+D+lR4HLDVrDbRSwz3VV2jALnMoWQYVdSCTeIBxk7GD8/Qmc6llowST9zRYBLU2McDALeIGO9tzJpsHiRsEvX1eqT1QWrzP4ACjZsQSoUcACw4udP7VI7A9jWdUW57F17u102SrolA9WqQ5DfvkNZrtcpn0neHss8nDdp9l72zFWhtHceNcrb1WBmDz7OfKUjdjul5157TLPOrv0BatsTnu336tfNoMqZtz5TKa/VWRrb6w9vBZO21nPn/7M9mm6c1beuV7RZ4/dtZwA3aBASvWwsKwkWGeCyeK665bCWbt7bpfv6nP7adFBSnPI1kVOROdWqRHk2Glv9X2YK8rqaGLxFubwLZnZhynt9PM2y0KZpVzvR5iA4xs6Knd/w3AUsL5Onbbypb3rFYveda3lZz+cfp7flm757rz83luu7qBe5s+vGFLZ2/fPrvtxPbvZxupbw392p3r/bX/q808BGdvTQ5o3zUZQdkeoS251k0fBfH7zud57cmGt8rz/j/j1Zu5WsfQ3lx775+38XX96uuz0Potm7a67roBSW/tI+tctWutzXq+g7cv2ezp7RC6XtL25zr+56Th2y4l8FRvjYftviDuMsolab5lLANJs2MbEkOuTKdCIFL2iTlEdBZKjgzsiBXKXKhlJvJg5dLLnqwjhwtLYV3yQCqJC7kEBupyz0kWlqoUqdzVmaMeeAiZJ5RTHsnzADOkRahZyM2Z1fhbEiQpw+HEeBKmqoiDFrUKRQOByIXcMoTILW+4JPM7CgsnasgQK1MSrmokTAH2gfkhMOfIjsDlYGAZWQZCiKQBYimM9YkkUC4uqSMMYyBUqDKTRVhSZBlGTumKqgOH5YFaF55QZhRiJQ3CeIoMx5EnnSks1HICHpnLDW+zcF0ityQCgRMZrQU5CWkp7MI9o8B4CoQI+xCRoXIYn1immZBeMmigPAinHAzjFioE33NhTwy3hCzIYYEo1LgzMPB4QOOAlEQIhZhmQgxMw0SswuGYLBXpd1zf2wnRUD7qeV63IXKyYex4/YZuw9Ht0WpMtBHIdoSad7fd6cZjXaMu1oA46ARJ17Qz7ftV4Nka8cAM0JnmvW0IzOZJfg6BaIjRjv7RdoibVOh5C92IZrKOeyvFUQJbIUcCQRozdvRWS83SuEXzXLons4+2KXAbwcOn0f5WQ4ZKz2EnGx7jzzYm0BwITqB6Co7S1q05GCzPXRM0TMAEQ3F5Dsf+kiZArzUurKvi93rkS8+tu/FI/5GriuVkrKVac+MeQkT0ESlqgG1lzR8ciuX+z5GSI6KZQEbHiu7ELAfzHvW52ooHVSIigShXIAWdjiCLC9HR8sTWkY7yUBfwB1emhoRECGIEDT1BPaAyQtgj1YwBKkoNBY1CHYLvp9mQMK1caDSGHHSwWtolui68YHmEB0QTqo+oPqEpQbIc/QhIKYTl6GsrECqaso27BCuSV25sH45PIIsVr1RjOrZ3Tp5uPZvSEzMECLozpF0UahRKOJJlNnTQMlKKoovVGjHguFKq1S+QvLf1TK54nhJU9Xyn2B6RAF5AJ7R9mCs1LxZCHk38C8HQwBoXtO6p9QKRGeEB0UBgh1alFCv2FygbtPK3XwpobsKKC5PtiGKIeaWgFEO4SOxF/oRMqC23PobwqUajLApFDZ0oEBqCs3p4eauymhta6QrCCHKCVNAiFglTLc+rVrHUoA397hECLdpJmvKlBSmPRiOC52L2+hyEo9FrmYBofamY4iiKpAVCy7s5eNu+b6udZRHPVS0H2zuzGX2kmJClydCiRj+DvZvg7VbnFxVarv5o6V6aEU9DsogIjbTCyKjxCtPLxepIoNSWT7o5s5ZTp382fktzJdkTQ0tAZfJ3G5LI6NRkfEGi9afT0mxhUkENDa0RyaPvG0fs9Vo73/NqCFswQ6BHZLSUHsbPNgq5Oq87Q8g3uoQ5+2QjWrfIAW2C7Fbp140Nv/GGDUJqaxTfOrEd0dsN491Js1ECvFnZIGtbJKH2sLU23+4YbkVvAzRDlXrRTq3V/UPWRyUajxZPaCHRHZlNx2gRJPg+Vd83jXcG/3yjCGqhF3oPbjxujIa2Di5bqPMd1AxUrlCtfFZW2aIhkMKKE+yqiyPLtNGZnvbMozJkXUfpe0HWNesKxve7QoV37itjrDzqFTOR3aWShj3psCMsI3p7j05PxGVkXEYWHTnWCUpm/1Vmd71w9eEJlcB9jcgAu48umU6V6dVMILN7eo0EKDGig5A+TmgSnj65gv0F+asd+hTYv7ljvDtSxjeU6Y7TLjCPwuXdNRcPF4R6T5A3PB0yb+5npnLi5aVFAJxuD+hyRXn1MVIDKT2BzBzuX0Gp7F/cgiTqb5R8Uo7/7IlyvbA/DVzmxH1UDlPmgmxppSZLA6IXir7IBK2MrwpRFZ2vmHeJx48MWZmWHVJhdxotSvHNLZKhLEeKVqYixKDIcqIMleWTA1kyy1eJ+iYyzTAtAzJG9AK4FuRamOcjx0NhSJHd9cgwJC6mvb3jKRGlshvuKUPg4fKaOgj7YyHkQvzqBEskjRfofofeZPK4EB8n5HTB5euReKjkvxwoLy+MtbyeCTJxHG7gStH33hCWwvCUSYfE7vVAPiUelx0gpHz5nWjhVp8Bl3NFJ4yueGQvOC1TP68TyuBy7wDB1rHXL9AI1SJGtVU314O142kcJVxitMVrLZXF+akhUe0oivOd2eSl3FDMwUX9hhY2WtepWKMJzYAa3FTa0zc4L1+szoFGN6hHWXlw3aRMEAWyAT6qtxecLhQFDQh7U5QbjYttvE57gtdDamnFm/Nci+soR5v/JhuECSv21HKKN7pikbtWj6Js7BWCNPrVCm9Hj/xQ56vV1tWC4gvI7MbOus6XW3bN5yDAhfU9TMAJ0SfWyLWIhAlz/D0BAa2X6575Hpd4bvskl0gYWIZ7SjghU0J0JMSESKDGwEktijIuM1UXih4N3Sx7Mw/piGQhvlFkKOSbGQ2QGkjoenKeajphfAhQlHpb0OtMxFKSllLIpTBMA2mXiKJEWRhyZL8kigglRdNvkvF/lQxZqQ8LBGG8jQgVyVYTb3FeE05qqQ+GSk2+d0pgHAUZhFkzGUsxp8EjAxBkhJSUosKpBgZVLrRQq5fCQ1luTqhmyvIIGkjxJSEkptH2dp0SGpT6qlAPSjpFQhZGCgMVzQM5RxiUNCpRAzIHiAMqO0vXN1UkZML8ZOXrQrLipg9HVIT04hJCIB8XtCohziCF6Pnua1lYckTmyFivCFOFcUZjQVMxnWGA4TAwPOypWiheu6IMD9TommwVTsvwnbKbhEOjCn4ePSLI5ePav/QISrTrIEEaanxwHWI2eUAEkUDQJkv70XRHqLSI9kZu8AhOL+qtYpnmpck0fn6bfGM292oOZN2hLBR5MOmxpcnF0fG6FtC1aICFqkqrmRCCOYAcEeC0fhOhqovRF9fnKiPKRFWr16aeo9/qZ7isXLa5+lfQW5M5LbK8esSBUnSitjoDAq1GJmCRCBg4oIluIoEgln2ijbl4RGyrQbLSmCZ/ja7rmH5ic690+1ZfJNga5VstBkQd9U7XWajiM+38pHw3XYuaN3+ZftEl/57aF5Obtfr7zSZVqa6jBrrOhNcUQp1Xus7CKns2+4hI9rc2u4DNj1vnCN3G1vZdAZ6c55icr+4MbbVGm81KdOfzZPc3+6IBGrXLtVJbndOJVmPWouJPthYNWAqdT2kDQHbQmuto2qKF2rwVX0UHTkqLenm0thmB5LYImwdtQAl3oncZ3vfQWltis4+7flERPbY/7P8NCbKN4FHQVjOygRer8WHxtNjagLStphVNh+huXFZgo+9x2aYi++4ry8Avdn+JjleET47I5RfM/+V/R/3yR9x8+G+4uPkv7MqekYnL8A5Jd7zeR/763V9w8Zlw8/M9hBPjuDDqI6F+jlweKD97DeUd9q/+z8h0yfGDkSqZz59+y2V55CcvRmoJ/NtfBL58KlzsPmMYKg/DI3O8psxP/C6fOJU/Yawfc5EKt0PlDzzxy9M9f6I7/qdwxT3KrxnIX2V+/D+f2N9n3vv5gTpMpJ/uOe123B9vCfMt/3v9U24CPL74zxzjVzz+9v/Lw+NXpJs7rl6+IM6Rkq853VZyVPLwHmW65Sf5M36cf8N/Pe343cOe24uP+OTFnkN+4lePv+Z4cc31pzcEUW6OgVFn7l7+JzSOzHzI8bTj17+/5ngQHtPPyelAfAFpJ/xVeMsnHLj79ac8/vYD3r7ze7588QVydcn0zgf87tVL/sM/XPGX77/gn//3/4y7Y+Xvv/w1N0+Vn32RGZcndi9+DRp5/PsfE8aJP//wgnoR+PXHjxx3J94vF0h+yeFu4GE5UceFYVd4nN/lWK64+OATrj58n93pNzwcf8tuumUe3uHwoy+5f3miDrC7MKDGjw/CdAHvfVw5hWt+fvpTZh2+c5/9wEiIr1/9fNF8f92qAZ1Uf81XDxtCsyJg19bO3nEOZelKfPu3nN/8rI0/8vs5gvKP3ivfcIv27868zny9zedvOEcW69mdLQ+ibD47b+ub5uD5vP6xQiDfPLedYOqas66hbM7v7+YrLASzoZjc6nOGPN/e/01y3dd3w9cvXW1g0v7nCpGKxwbbjzr6puXsk6402su1GY68jRVM4Osr1iMrvK0OpFc3VG4MVe5UWYudBggePSEKRGdki+VH7SirZkDaDKcVAXw2OQ25I0U6yqkj1PvVFPizCbIBqzvYVsgh2gXbSi9aSF3lreehGb2AOObJ3H7nfa6KCfRqCatFI1Wrp0pryAZHl2noEQ1dUOhGCPf4OwqrI9LVdlBtyixN1lvR+d0V6nNhaYu8o9U+b6fzOw0nz69Om3Qzdhe4NsIf7axI62fu9zXDYt87fR+3/aL98fXctDluC7B+p+1c9cJUX7+kz1Obb1jTw8izO1n7tELpNnPa7m1wQta5ZiOIu4BjiBelkwY5f6MNvZ3FsH7YInt6FALrb3dwdlp3Ni+OxGppNTYFQqXf29Zlndo1QiN1StSEs45fagjPNoZutNk4X3Wzhn3Sf+hGaxOz/XPDR54f/f5Bp9YbnrTpgmz/2HzdkIftPV9jdSsdP3P8fwvB3vZv0ys6Uqf39+vtfONsOfr5W+0BK+leOfBzwWDbd3327HaNAaON65raQ02g/yae2Z7f7h1YJZ3nZ8rns02DPm/Pfz/jE31pzyZjnZzzc/jdlwAxF4ZaiBFiFGIa0UFJ80AskTpY0WUJwYy+JSJzgqCEeWl+HzLKCasNNEyJoAWG2QyuebaismlEUiBeRHSEPAzUoCDR0PlEV5SVEDMaEyVFaogII6KRUBUpFWYLn48xIKESnT+U6gq5WJqQWt157mkcYg1osdoNpYJoIKobMKSisaJDtRRP1QsXu0wRqtV60JCoMZJTNVW0hO4UkxpIZTSbU1lMbFDHmxqjpA4FUqaGQHF4doigg1qqwkEJSShFqSFTvcBwEOkp4jRiueDTgsRoOL4KcgyEpcIRA0zEAQmKysEUYQ2IJuICw6k6DieSSjEnP0KNA6Rs6StrMbt4MPC3sTX1LS3rkfmjVz3/3fjPGSq4fe97+VmEYTP6rGk42nmUs/vWXd141IavnMkt7Tw22u+GcncoynOe0+SrDR3pKMjnkQWdv7ZbW3+2H6/PSHfWtvubsYSNGND+9vF2hL6yRh48X4iVGq5O42dyeh9/izDw3xuEraGCmwNi05fWVkv/yGa+pXYn/tlc9GHbHm4paEwOfbaesBnbZv5/CEutreZDcHBPpUohyjYv/yqjap+rtcOK6RQlQVAlLjbmhuozm5Ss3QeLIKtKy6IXojgNwuTiWi3tZXJDGpXgYDWwNJfSx7z2pxkGQwOoNR9ekNWg5+NSOYfkBSC0qAEJ7vezGwUIQSxIY7Ng0vdzRcMq6yHVameEahl+A5YONLiuIWu/24pWj+aCasjUuvJWeZbOpIEkVKNFPFRbA3NciW25ohbggviYoBv61SP2ajWAzCYlpDiKvpWZKe7crwEbI16ceXNK//h1JmBwdna3ZKnpMZs7G1Rz+/vsho2zbZUshVVeDWffbg2tK8Bkc57OyIPpDQbczGgHWQrrzedQT9Otm8m53aounp3TjPark5gt4LHLQM9FtDMC2eWp9YO6+beThg3N1813Z8NtdLJtSdne0Z7axEY0ktp7aBEZK/1b6XeLsDmft3avy4uyBYz2CWHdEe3jH0LY1ve3fknjSG1dek9r7++6Fs9nqc3Fdo99W3/aeNzAD5zxWjvxnNH/s/c08Ixsnm2GdDpp7npbW6dtvzY2jS1zUVjtJNszsFn3RtnP99W6MudydLOhrM+ec1rn0Ocbkm1kx7NbN23U1mG2c6rr6Dlbl2+YybMxYrTsfPm20UubufrONT6/FCtjnwkUmVAuiKeR8BjRekTiW5Pgc0I1sLCjlJm6PHJaLnhYroljZYqW7nsqM5GZeThY9G6IiIwM9QWBmcPyKzTPXA4DQYRliZwOkf1wQNKClntKLSwKp2D9qiFCVCRYTYPleEBC4CJkZk8HPhzh8svA9CSEuUDMjBcZnQqhREIe2NfIPgiP9YYSC4OO7GtAkpBHS3e4KOQxUYIwx8QcA0sdKXLtgXYLEoRduGYGjvU1M0oYFgZRdksg1UqWk53QMkG5QI+JelDyLpI1kSQSUyRoIdQFLUpZAqcaeAzCVRg4xj0nJsqSUJmIFxdQT2TuybXAMkM5oMMbqAN1ng2otyvoRYEwIAqTRkINHGpk0WQp2rWi7IA9IUZSqsTTibA8IGGiJqUmgRcjOSaeRphOwuVB2AVhuIRFAlkuWHT8zn32/Z0Q3Q1v3lHtHnPtbIYeJyomtGkjhoKFAXp+asAE3bISFgnQ8is25b8L5I6K7B7PR6TlFu3KRyMMAcuTVjDly4WZ9n2rY9DzuTTiaOORboB95sV0giQMLsQ5UnU7Re0dCq2AoT3VGEIT6Hx4zcvpbZ8bFnRVVvymZkzXnnOuKQotugKCRKoIGjeIMwxtYgTQEcs9PNZTtURfJ4HuSfY1MCXN5qeFGataCoWG4gBxFO5mzprkIrP3rRHtQ/vyj1/5wuZtMESb6OzpZgOwI3qxtBoHNEQ0zCgzSECC7QkJk8k1J1sUiTPNaEkFTk1wS6BKXRzpNUwmNJ8sl7zGE8SChgsa6xeUWBJSEsoR9GReakfxBi5QLYhY/QX1vRhc8ZNghzPUaTP/lnfaFmbAiusFtEAohqoiVqtdUQUYCPOEHic0Fmo4GAER28chVrQqMpuDJgyO3qahhm3cho6Amgx5rIOacJ4TWgQtts+qO2nmk+VYrWWh1BORhUEyRQpLmCnV/DdWdKg6cHEGFcJsSm/1FFatvospCwWpC5Y7eo8QCVHQaEhmAxVWqh7NCVUukJoJ+RWeNcLaiA8ua5glpeaLZ4LYd13t7LQz7nmO89BeYttcFgizFe6rAViosoAXb5UqpgsZ+fMjsQ2F9tBAaYgkDA1fA5QjlCNh8HlKRjtCEaREU063tVJq8fPR0k8oujQGIE6bM4awf7LPgufvFNsDlgrMIz1ECVjUTcvVreUA5QAhosHyftKjm2yAoaFgei0Fy2Fdw+J/u9OqzPRoNAyZBhmGnZ2N6FEYWhALTnSbRLEIJ43WL02WUkYVXRxRFRu2yepJVHcctMg52aCiYCPA6o6GXm/pxCQUY94h2aZWQ5FKTq7YHn34LujqEf0u2nZ2dSa3Irpcodcu9ONyafB/mnNyjW6o0BFTzx28ja+09fBPm6HDlTVt0YPdSeECqwgtp7rg9ZiqOp3dCsNNAMfRyWJ2JpqhQzvP9Cqhfd8YsNjy0UqNWHSP2ny70N4iDLrhSBy16zmLzZgGPXpJWgRPM0o5ymmFKtJlDMUd2KsjrBmh1VFOotGi6fpzq0Bvw9bebE9bF/B1bEvhPLboViuxsyyKYHNqKSZaTYj2dFrXa6tM6Q/cbVqZ5zskCPGDR3b7gaI3aL1imB4ZhiNxSES54fH2grcXE1d3E++93bM8Zk5vj/AmoPOeclk5vbeQ4sA0vCDIkd07r6jLzP3bE1pg91JJFwPy/iUaB55+XuGhMk6PxLggt3vyzRV4cTNSpabKvFMerk4kVcYyEQ8j7yx7wpSo1wt63JO+mCjAMn5BDcIcIiEp080loUAeLOfQ9acTkgPzfaTcLxyuI2ESYj1yVQ/UMXC/D+gyovd7YhaGoxDeZuLjTE2B5WVCJyU9zVhEVqSIkMdAjMLlZSYUWPx81KcjVZVLvSKVxN1TZg5iecdvExIsslHSgqaFMVWGoCzjwBwndJ443V8SdoVhNyNTgfcOlLhwGB4pJTHf7dE5ol/eWGHrcQcSKPdCDX5WdyfCgyAnResJHZTwKpJ0IHxVGL9amG8rp3cjYanEXwpBE4nIWITLIZNjpu4f0VAgPPJ1Q8OzPeYIT6kW/Ug9GD1J11h0Xzvfjxgq3+pdqWSjN7J4Q8EiAMX4qZEZNXpWJz88LnOG2f/2X6MhXVUrLQc2vbB27XKvhgohoCRzhulCj86reWVtElAZ16MHdENbdV4eixVct5w7ZsATXMZsRnCxs934ZhCjWeFZcegSNmQ7OG+C7jDIyWmVRxpWQyr3iErZgYys0SSL2zGbDDCCWlSikvz7k62HnEAHVHc2Lkc7o0f7u4KqIKHV1nDdoi4+rogQLNqkRl9T00M6PfNISlWXfzu+1tbd+tbG951kzbaLigOVhRy9BlXJUDLqRYctoFSRVAiDORipkVgiQx5QBkoc0KmQb47mBJttz4UyODtyoa4UCMJyFSAIw8lqSiVNUBK5FopWNEdkDgQSQSJ5qSxzRaQQ5IjEyJQSdVHqoxns0+jre/NkyO28QyVQryfbv8sMVZFgztAgxSKuUyBEocwL86FQ9sAUqIuiixJrJNWREGJ3lGhZkCTMO687Mb81AFSdQAfCvLdzcpMtsrUONtdPtveDWrSDXM7omKnzDs0Doe6IJRHijI4LQTMyLA4SGy193LxQI8x724vL7LJcsroK89FSs4WcDK9cIiFU4nAiSIYp27lT021ynalLJkQlNtLgTi2NZo8owQz6hZcgmVAebXvu49ekp+dXYWcOZkcXh2AySpGFimVBAAhqtR5Ek519yV1OEDm5PBU3qrJHd0qTXSq1NqWhuETaai4Wl1EM1a56BTpQmU0mx+hGqy8VXH5HBA2O7G/iinrUVsv44AROu0E5e5+PRkNlNN2m56q3+hNBG8p6h8rOz6w7+ziCKLEZx7XJsR5N7TVqrK6l2xaomN1AqDrZuzWaDiStBsQBWFBGVJKlHVSv9KDq62P2itp4ikmxmOMJ1tSy2friER/qeploxqIw3BgtCZFkMpoqIgPI4PMQu5Pe4h0Med/qHiCma4XmrK1Oo76NpgWjj5bYErcZbZwkLXKv13eQ/p/ZupuNC1oq6ODgK6vBqqi2en2tvuhge0LbnvD/S8uCcjA9TK0fPTZCAmhaHX9gfKWpIOr7TJs9LkG49H3WxmcRKNWzoKzj8kgBba6X1NtQr08aJHTx2H4ZLzRb2oZte9aJBjpVZv/c9gC02nCt3kazBW51JtfbWs0qbTqQtURtdsa64f9NtwN8n9EjB5PdJ7PvnbQ+Q3X7EDRbqLSIR9ryrnpBkGah8iogLdqp9fH7XvVEvf83FCJfLnuOwzu8d/c3XIb/wG7/D1zfvmL5rPD0myMHGflcboi//oJ/8etf8qv3/oy//tmP2aeFl+PE7nHgzz87UcsDv/rsaJF25W9ITy/55N//M2ou/PLLrzjxwC8+fZc0jlzfvuCd8Yqfvv97rvd3/O1nv+TLhwM//em/5v0P/xF/T+KXvGL/5Vsuv3gDd2949w9fctxd8r/evMuNCj8rMD8NvHp7xVxnvropnG4GvvzRCGHHzW9eMj4W/v53/09SeSR88jPCxTv8y4s/Y/f+S3T8hCrv8p/e+T2/vbxjt3zKVD7kfvwFd8N/Ii9/zuv5/4i885/59Ef/C+/LC/6MT/nd456/e/yIpZ5Y3n5BuoDrT0fCaeL0XwbKaWS4mJgU/ur+C6bTwn29Zh5ecHqMBpaaH/lVninD59QPX/HZJ4G//nDi7mnk+OaGGC75Vx/teTm+4u3v/yOV9/j48p8iuzt+t/sbUnnFzdNvGHTH9dXHnPaVf/vxG55S4vJv/wXD045308LEPZevMpfHypvlxxx3E9PlzH6XeXj1GW/ffs5Pli/4dPmClBZKWhheKLcf/hMehif+eveGd2fh3a8uWOrAL4bASSvHN4+UZf7ObfYDIiG2lmXToM3Qo/3rsy3e/1jvbwaV9ekudnbm19+jTXjfvnsrIDS/8lbJf24BXx0M3+wN/rZP1vds71gxJroZw/MxP2v1ayjZSnPdyPa+s3d+nVh8XUBaDUAtnLIxoW7UVL/P0aVb5Ia9oeWLl800b97d0WDbvm3QwK14pq4uqefjUdkU6BRWx8e3XdUdUcGfKe2dbkzy7q5BNN6v9u8QDcXZp7I4cZcVRCbr/CF46Lg6AxFTLqtaKGvLd9uteNiYz+BQbpSiCVWubDZkfIts8PA/65vn0m5CTwvt7MUU28uCM1T8PszJ5eHXSAtT1BUw2AZf8HREDbXUakZ4m9v8y30+22+xtXABEEz4qhVyqYRcLM1NzJT+Hy5u6roe4vPQBOuwRfVAT8ezQRIoodtFpSMoLK2X1GT9qiB1MeGsWni4Ga+bwdXHuUEZfdfVHmvTt55y/6Odj2goM/X+6fo0/Tx1x+z22y1NeXY/rrRrcxq28E9XDDwEuQlXmx57F33+msFCxOe60UIXNrsg2y6be90aTXv/QqcnzblrT5iQtc1FvaWJawTbFtG07cd2stsb/Zk23s3YVvTSmg+4z2UjD1u60qa9jcn/1rN+WSfMqB/caOKPtzPkZ0E6/TQH03pupQt6yvegbd96bWn/uj82nPEbn1j3QhOUn/Oe9e5n1Lm/q6HpVvRY27s++DMnOZw5SDY9kefr+jVZoCF12rlUt1HJ2m/gzGilG9oEnUbYh5vJ6Y+v8/E1tkxTZNrh3tzREZ1y1oZ133kSaxj283eottY3OL/N8ezOna3QIJtXdkf99r7GsNa90frfFaQfcFUyBQgpwFgJs4ErbEyFoIFUI8RImQTZCemo1Nl5hQbCkpBcjMdJoDIQQrbMbii5qgPczRAgSSAI4UnQt0K8LcQpWyq1MCLzgqVGwNIYBUVjNoO+Wr2hsUS0RDPO5ARPk9Hg8WB2WsyJHsaEVLFoCgmkfSTWwPI2wSzUnaDJKxCEQglCCcZPNUfCjKVX9FqjVaAM5giX2foWvOippeICBjVF0Ukinic9iBA1QI5UIkEiDBFSRqJ2NHUQe1FFCCFQg/RylyJq49xlNBbKUClLRR8Kugh6SmgWNEU0BWq2yA/NEc0BzQLZY1eDoieFtxCerJ9BsdRBJ0EezXnI5PQ7gITKEDI1LBQ5sIaC/pFri3bsVoFGy8O6ZxuN6bShtdt+u9yzlU07b2uftzO5dWyy0i2XCbX6iWznaUsQegqm7Ri2dHhDYKR9x6ZPm+/aBujy1/Y9svZrG8nQaY6uaPgtPWpz2d+1IYTbqLmzcUXOIgx7/YUtbwmYPO1pXPW0TnXnnWcD9fl3+bUL4Zs11gaOwiIRtvJxc0ScrbUbWs6iEcDSIT7v83dfTa+qjU6r+hSusptSIDVZWtAQCTUSiZQWXRlAR4/EoUJxORtc7sCJAw7Mghqr0Q3EdYeyBk6K2LxVc6zVgoGEkqVKMl+aWjrOIJCCncPB5lYXH5sRLe9Ltdo0TdZTvDipIWNbai/rXEVbatvqUdZiTvlQChqimYRVSdXS/5hK5RElqqhYhLexZfHSIM68IhCsf1Z/z4zbLcq60TGJ1ZwnxSM0PNpc1fWjJgNIQijUYnqBuJFOPBK+idVBsIg73OG4VKoWl8fbJnba02qAxBb50NKvNOP/eiT/+AZrkcJ2o4RVJtrW9fgaKrtHe1ktP+n1b/zsn4ELnp35xvOddnWRpffVzrG6IXeVO9Z+tOK05rRY5YpWa6QbUxvgilZ7qLW37Zd/2tvfgLZct+3pmv0Md/FMz1tqZomvy6SbdaMBMLuQxBq50GrRydpXFaoq0dPP+O447/vm71VWW2mj6e5bHavR4zbuzRq1OTyLQ4JG45qc29JNmQwl3W79rVfjb024RDdr6j07o9Hno9z2vW+ZthdbRoSvrW2bITl7frufn6+Xbudn83mPHmzr08+lf6au77L46jpoqNvYWorv9u7tv8PmpzledL1F1360ieo1aPrzLQZiPXsr+Gt95/nuafdKb/d8rta2WzHzlR74uBtwl7Jpqd3fspI0vb2x4UbR2v+1P7WO73xdYNu3r6/ct1+VWN5QKyzHjznlHbN8yTjcU+MRFaXkwnzM1KGiA1weKjfHzHStLFMipso8BHanwA2BYxl4/XSJSmKQJ1IZuHicWeZCvj9xCidKyQwEPozC1RC4GRI3w8ClFO71xLhPjLfXSD2S9cjp7ROHek8uT6T5RA2Rx9MDex2Y6g5ZAlMZKSIc9iOnfSKPJonGUglL5uHwCsn37A5/whQvuL684HbIVEkUVUKsHJPpRkEnSiyU9MApwX284WKYuLnIjFWJ80gIAzqMBn44LTBCGUaT8ZcRnUdiDCQV3tOFKxYuZM9JRt5m5bQozMJcIiUdqReF03TJabzgcAg85MAUBt7bVXYyU5/eQrxmnC7IYeYxVMZFuTwlgiZOMfI0RF6lI08SGB6viHeXlPE1JWTGE4QlIHlPyZdM3DHGzKxHTvnEVI5cVtCSqeFI0MQu7jmmQk1i9spFKDnwILDUipyOhDl/5y773k4I1a3hXVH3GlY11It0lL8ZsoRGHI3Bbkn+etAbareRD/dE9uJkfjS3RtLObNoBNUFLaVEPgKMQ+iWeF1YLSrYxqNK8iqvw3oxIYDnqMWbUiE4L8eufeGQA1taZ4cGFEunD2BgMOr3eKjeKeD78Lmj0/OINJdQ81k0J6L3Y9L+yRpx4XspN2hsV98Di7bqnWqQhALD7gyMkPKyVqs53T47e3oFcbxDZ0lEg3YEAWMSL5x70mhFdiP+Wqx4sr7AMLVe8MauQLM9/XWZqLWjeo3mENBOi59sfPLTWFY6qi+UazC6ot3RFg0BQiJZj0wwKhg6qG4RALELURAi2XzSapzyMg/VLJxegR6SMqBxBDkgJhGVv+7+FWYcMwdJWoALzYIy4ek7jZHugSjQCFm1vxCUSSqApzMULgkqwHPUoZphPFcZqKYdPanUEiiNMltn5oVlZxHMlluoC32JzrbXJpbO1PV9Y/uSoECs1zggzpVROJRASLEOlZqhzpCAsYoqLzBkosHu0EOuj5dvX5OeuFEQrWk+2j1KEkFD2wEDggDBT80ApgymPqVpO/rpYDYzowkWsEAp1yHj4gIkz9fADWK90WiKhOGUyxafWuUcc+a2ekcsUWasfsrPxeu0Aop9FD0tHD07yRsSVXVPCPM9r8AgYL6IXWloRcAXMa82EgkoBbUaE5ihqHas0VJQymDOtAz3KKtNiRi8NiurJ+s4eQ/dALRWRxSICIhBHL1TLWpRWQdo6LoamCTub8SrNWOpCfbVcvoQLGkLMzsUEMmG5ME/0CHRx5ActXy2YQytCGXwBjDa3XKdScz9rxrZaBITRwab0qTvtKlYrQ6qYs7NFImhCy4hGRWNTShr6z+h7T0cQ7B3hh2Y47FF6q9QsLX1ZS1FG4xWugDdeJJYv3HhM45XWjDYnSWeZ1Zsvvu6en10aD3NxtRtY3ADk0TFdjqbxXnE+1GSC1td2v6IsjhgLG5ldaDWkIHiaCc/7KrAqctCdl9hcaI+GNEOwOTXbRDYjpPW/tr1St8ZKF949QtMKguqqxPUUIY1XZ983DRHmskAtDupyx3vvw1YCaMr+xrFMm4a2x1rNCENE2lxVH5/0OWrz1qfIe3iuJH+/S4OQb3fEQRhDJc6FQ5kRjRweD9TTE0OaiGEkyMLNADo/8boWq12wS8Rxx3hxQ1RlzIW5JO4PAyKFadyjOqBcEbKQ3grxIHDKqFSmt4V6rOQLJUdhuK+keUFOD8hy4Ob9kZurgSgnUj1QE9R99BQnM0tRnl5fWHYQqciQ2F9+5PU7niAo+b0dqsLwqEhRwnBCgVpn6lIZH4X4FpYfKacXgeluZP92hBjQMQMH6vGBmnaUdy85VOV1nplOwjt3gTQqwwslDoF0OZEVvtATWiovsCRT4+1EpVKXwlwVOexIZUceFU2KDhB2Sn01om8nZCgwZNvnoaDhEf3pW0Is7KcZAuTZolzrsrew7/dOSM4MekFYAiXO5lyKSlBlCBB04P/H2p/9yrIk6X7Yz9w9IjJzTXs4+5w6NfRQ3Y3L28QlRVCkBBEQoBeBetP/K4DQgwBJBEjqXhJ3YPft7uqazrSnNWRmRLi76cHMPXKdGs4ugFG19z4rV2akhw9mn5l9ZnaOA3mI1HDDuSTk/iPy7QNhtxBuV5a4Mj9lwhnyPCKfrYS/PnM+Djz95ppB4boWas4cT+KZZX/4EhkccxbHkjuTMaGAnKGol3kMwA5l9AyJBTxjjmq9eHoguBortvVj6A6/0Bzo7gCv5TnOjc78l3ZOBXSyc6piWLZeBI41uE5NEHb2DNm/u8miRnYJLRN5cH3SHDonO5u6w3Rc683QCAVxe15ZsUzDA+iK6tzZ09L1Jqa/CViUT7ZnbjovWIZz64vTm3xropOwogIJ1eQy6NHmTybMgdlqhN/Z+Ht2SbuX65hoY7A+F45nG7FFEqqOaTXZv+L3DhWiZUqgvSs6Vud8NGxTTjTW8B8uLfuHNh7o3rH5BARFdATvzaU1GC6rK2iglgMSDGdXzc5mL2iZqWsgH6+JFIZytrkdxRJkToAqQ5htf74dqCLM+0rdK4MmYgnoQ4U5w22Cu0g5DSzH0QKgh4rsAlwJZRngvKNqIctseEws00TSHq1Crc22XZGqDMUCGllAg5JH+3trBwABAABJREFUOxvlbPWZGcwRUgkWqJQVnRYrX6crVaKte82WRV6Feu/Oex2t3cj+hCgMWQg1UO8ThEAkISKsqVBCZSFTtDCuAzHvSDUSVKjjTB1OBEbCfCCklTB4X7VwRkOliLHFY3EXpGeIx2o6uOgZ1ZZxEMh1tf5QJ7UAyW4ipUhNCzWuBFaoK0FHwjqgWllDNta2TKS4MuxmSi0ss2NzsRIUcm4NVv7YFrMsYg0TSKDIzrH5mVitT1zHEKLWC6E2bHLR76ttWK8qYFhjdTvSZFqQ5lNpPokG4K0R6hY8NFsIKVSxz1kQYcRq6VvgwwSjy+TW21Ga/yZh9fbN/mzBAWVvw+zRNMuiaOx/fC8oZ6zHBfRm5tJIVKOPwYlVkhESyuSz3er+z7b2PqaqrUeN2+WYLWnZBdGzEoyggFYCgSCWSZtk84u0ksg2FmPBizuo9FlgFDrznOx6pGWfmB6pFnXE/reRcCSY3WLPD0qgdoaBB/RaRnbvG7j7o3sNcLtRTabSsuyE2LLPLoNZ/TmKvXbhA5P+d2ALUNvvg7jdeBGI6mbAxd/2T7C1Z0Cl+L7wKhn9Te07LLvdAsFqn+nZPz7PFl217BnwHpG6EQh9DbuNIu17mo9QEe8V0r2MsY3E+ui0MQUG3xMLUPs9rTrExXPK8AzJt+QF7dVcbC9vfVFT12f9U57do+7jbFlJvXRwv7dnQDQ76qJSRcvEbmREe72td0ZZzU/RjDxpAXjzNZiv4nJM+uy7f+iKInyZRiTAhy8L5+uZd0vifd6T9XPe/faWUgfKi8j1suN6jcThb9jt/pafzon4d5nT9JH763/m6umez7/+Fffyil9P/2euwsp/Hn5BKCfePv0d5MLfnB/IaWE+LqhWbu7/meF05EP9CffTn/MUvkRfFv5x/1f8Q7ojf3zg7uEbnr498++/rUx3P+bwN/+KL54e+fn7t6xxx7+d7iBGwjDwdDXw1c9/wjRk/uX9B2R5x9f3v+VxhvDmBSHewRdfo7uvOdZIPF7zz+M/8D7MfPebW4QD7188MN/8gtdXEz+P/ynX+cBd/iXnfMPTV/83TufEbx92zFdH9n/2NeOysH5zxXzK/P/CI0kHfjreMoaRFCwfZvfmhkkyy83MY3ri79+d+PAu86+uM19eRf7u5oFfhyfG08jf/t1ASRP3aeInw0d+Pv6GcFyI7w7cT7d8/eIV6z5y/vwzXp8+5y8f/k8cy8j/Qw+czpWXv7jns7DyIz4w7d+zDNdkuSaOlgVYbxNcF744KF9MsPzFPfnP33Fz/2NuPv4Lng4zH69PTPHEl8M7frYv/Fd3iXWBx3DkicLbciDOZ7549++IZwX+7390n/2JHhN1pl+zhh3U9kO0/Q10GeIWNo0fbe/aIsft/ZdR5x69a1Kddg/1d15GLy8+5Qqr/747NrzhV/9M+/N8DP0S+X2v0oSia+bnz3n57O3+Ihev/j4B0C0tLpm5zyOx7Q7uPOmvXQ5Xns2E9H+bw9G/Ry6AffMqKbSMBtHWZGpjqXI5z1oRzQaSGaCl8l1moTwLMrgQvUj5/KSruKEX1YWnO5qDQqgWkdNsyrlYjejOJgrbbJui8NJc1dnTbgdt/csvg1ztg80R5evhDB1bCQ9GJIEkzshPCO6IdkXTHKc2PxY8sWl1g7wzUALajbJWz9Qj5dEcUlK93n4L6LXlD4pohhqdHRWMGVSDGa4XKZBUD1xFfQaEW6pkv7/b5BoqEi6UdWhz6zNb6UCuRoUKtQpFAkUs8BFqAClocod4b8Tkzr/qIFotfVVkQD0A04KU7dxW1Pyyoe1nlyVV+lS2ksM2Xls30fK7hPA/erlD1Zl+l1kYptwbKN7eL600A9Hf5qW9WpCyP2e293bZ0c72lhP2O6PxEhSbj7WxjDZ5eMnEcdI4jaXf2RTVpUJojvhtHew3bqy0s9oCjNGNmoBP/uYQrXLB1rWohftZdDt/zbnaGZO+iD0IUXvQ05pSehCps2AvQbMHjrWB7OZ0sQFtjvTajbdN5tmcNXZeC4+0jKKeadSCvoq9HloQWPu6Nx9Y82vZHrjUaX/KtbFVTFVKZ709V6LbY3TQSt12omz36/923dm2Qn1+m+99YvvN9/fhdq/v6x+5+BQ0XdSCzfo9feDaSR2n/86nv687vv/ZC3VpQsr2cMcQz9HEH2T+9MG2/f+7OrXrerkYY3umpot+37DbOBvW0d99yyVS6N/dgiOyva4iv/9Dz77vTxBuAjpG6hQQMqEoASuNWXIhzwWtSozKtFTGtZDLysKKDIk4jMgYCYeErBCeEpIDH4tlBcSQsCa7FgSS1RziVUy2hNIMcaGWCLNYc9U1I3kl1OSnvBJYKTFSp+SxMDuTJUertx4qMQgpTohUQp2pUsmDG3GNCSnOBh9Ml8kjhLOFdnMK7GognQO6ExjUnHT1TA0JnQJlLaznSipCWKxHQyoQkzDFiKhyTkoV5VYtLhtH6ytBUWpRKIPpZ11RylaFrkQ4DuhowU0N1YIQaYX9jIRMTAtKIJQJJUIZkQHidSUMwuB+6dxK8QQvFSJmeiOREiJVB4SRsArhmGGs6KAUUUop9D7vAeq1yYk1RGoVrp2lXNeR+ryQ/O/fZH1fVnrJpJ4R2c6R64GmuBuzXjes1VnCDb/2b7gMHl4eBbdA2v2jj6MFTtSdb914L/1MK03XN+zdnEyXz+PPgJMTBMN4F3rWKeIXcu9CF6EXzwutiSfuBOzllPjen8v56mPxf5qjAqXrSFXUWck2YS48Wk81cYISwYPxrUTUAIxYVq2Xbu1lX9saNayaN4zwTEdd6GravBR/VicsUdmyiC+wnq7buur31vZTriAWqIrqcedIy/q1/i3W84QSjOyi0YkfoL3LdzHGYnbnVFsrh/L2uCZ/RBVZzJFUr5Q8qFUGqxCyIqtjjUGoJzFbZQiEFGHAz32kaqTS8ofVj4Agkizj6iJwbhhHjFgV/L3R2YgevA6hab5gRKTQyvvZpmlsY+st4T0YVjOM1AN9NZYtWKhqhCmJnrkhSGxZ95Uq1YkzNhcRNTkWs8m+HCyoIp75LQXFemWg1Ugs4tkZeC7NRVB+I+IV66+xCrWIlStNnr3qpXfM+Y2VNAuK1kpVC+uJQIxe+tHJc73HWvldrPI7l2Z7v+A2SnOhmOOvZZj0eKe2jIING26Irlk17RmVFryz95QLZyxOarws59o2pO3ZjfOvnuHQzmojMNLlyGXVhOeHbHPISwuY0gIA1c/JBdpqZZkQtsyIi0vEn2mTD/ZsYgGQ/rrNg2WkbHgINrwoXX5UNmyc2HLQxdezqZLv6Yu+TtsYNrzefB1sa8EFWbbL/Dai3+MfESOSmf6x3lLP5Zf259zW71MEXJvXbb5dWPqQL2yE3yEItPm9XOuw3dMny8bc7rMh03YPm4m2N5z01hz5XZfq9n09Y297bunzufmnDPO6xBCAC39SOxJ/aE7kOUawJu0Xw+9kZi/7RQTdGnNL27fP8Arb/Fw+z8U8dv3O5dm+tODEdXLTndACQ23/qJeb2s5h+/nyjFyO6WJOCc8npdsobX+0QMcmKS5P7adeAuxECAHGXSYdhHMSchl4en8gHQdKhTLCUIV9UXQ4EIZXHHTm849PvN+feAwPxOMDw/FECorwhhTOvAi/Qkrm3fyAlMKVZw6e1kpJmWH+QDw/Mo9/Rqk3lH0gDMI9NzzlxNW5sH86cToXjqug6cBw9zlSAlflLR8R3uuAIOxS5TxGlrsDg8zc3i+wLHxTFrOgdy/RIZIPHwnTyny6ZVgHPuRH3oZ75mWCfGDdL5yuQMLEYbrhkAK7eqQ8TujTjzmfK0+PGRlm4m5GNFNzRKvy/qEwhMiXIcAQCNXoj+wiGoV89cScZh6+O/HhvJCvEjFFylCZ08L4ULn+IDxcB+5vIylmDsODhQBPI086MM+RZYic00hJe675OYXEB1k51sybRzjIzI18xzhkPqQrCoESEjUENCkyruxi5pqC7hd0nBl1ZFw/43h9T7lbiUW5LWcOIryOgY9ReQgrRRIlCyEXxuWeYSk/sMv+hCCEBItSWzLA5VF5fkztGBmg7rVY+6H0A6veiEVccbuCbBFAfWb0X4gIbczebsF1QdyPXSv946/bmHJntW+CxAC76iai7b8m/w7dvuui9IOd9UtDqtBq/m0lWXR7hvasXehdqvBmSDSmhDMunzk9/fv8kZ6BBtdDDQR0ESO4k7atUVMgrhjB5g7A675qZ8raukhtoM/ZA87mkhpQHRw8LDTLVQnGBNMLg8sdATYmAwyKGmP9hwRiGugOQyrVSVqKMYRKPRhz1KMJKQ+EHGnsYRWvQy9ibKJSzdAOAYatbiEq6OqKIJjR0dkgIbnta+ujJRtQTfZeakZFCQ6ubc7P9noNBjVGdaesGVqt5qS4AzjsjaFSy6P5cKOtQWiOblkRKlUO1jxyXo1tPoEMDUi3mqHJ9mIWS8WWZDVjQ7J6zkM1Z/jqeyB6vd0WtFGreRzE6vVbEk1AS0YV68MhgZZVUy8Y+4TsBMHgNncCzc60Kh3s6KCgBS3GRjPWz4AMq53dKtZc02paGANMrUdASGeLg6ygjCATqpnSUoxzAYmw3vnceYPRsDn2PumSJp+cidDORdhjWVbNaK8+z8ZeFYCU8C5F9plS7Xl1tnly/CmxeP13AzDqzgfRFageqBgugHVj4oOoy8nmgJUZK9PUUuCFJvMEhTqbAS5eR7s1G0/GhpfVAJ86yA+KyeTGYGllFZx5b5YcECyL4tIRocWCcdUd/1IagDUQZSzpAGSQFdIMUtGyw+qJCpa11tigB4LuQTISV6szrcas0nB2HTI43hNzKmTP/Clir1dnwHCGninmxhHRoKHUi33iZWYuUu+tzn/bfJEqloFidc+xZ0DhBx1037tcDAo0r3zPwBay6dBueDTGUdOltWcu1JaK2yyw4GnMxRs39rIBw8WXXgQYBds3tWkM/7wKVH/fpnbsntoYerZH7czgznnLDLs0arozXrZ/hWpr5nuZUE1nqjuyWz1dvPZ1U+qhDdqdV15KT8PWC8LG1vRM8Tlsgan2l5qOUkwewYXx0s6nZ1/0eXPDwhtttqBWxxvtnPYMiEuDDCC5PdHDFPTAnAja9p/4pKl0cgWtxKA7OcUzYf6US5JACpTjLZTI7ioypMIj15zzgXS3Em4zUgL1q4pc7Rnv7kzfjOaMLuuMnkA/mJFyt1shLsRkpRDONw8Gk9KeIoLyQA2F8xc3lDqye/uC9GEgp8qSlHilxHGyqtbvgzVwfjkQd5CuFNYBzhMhzNwOH9ESKOfJ9vD9RzQK626kZuX82xXNQl4OCEK+vkeHxZiSIRIOE2FIlPOZ+duV6duV8cMJPtsjhx1rTZz1ytj4dSWtwl0emeLM+PIDUgLzuwNhDDAKWYS4BCiV0/rAopUxXJMYmLI11173MEdHrhLQWFhTpYSBKgOEnfW2Wu8Zl3fUHMnLNXpdePxiIQZlEkXzQD6+QJMQ0gy1Eh9PhJMgx70hvVcLecqcidQaWNW4grf7lX3MxFAJu8Qcd8zLgI4Qro8Mmjk8rKz3I+f/cEdaEvv7Eah8NxSqwHIz/LAp27OoTnTGhwaom/PCAofiZE51DDKAJqjZs9ma89ocxrQji0J09qNsdZxBIJrMpJzsnNSE9dfyjGCX9XSjvjkT7HfdbNeK1NnVhDuuWpBEPEujqJsB+UJ+C1u2wugYx75bW3ZIXJCYPVPX9odUNXZz2Jt+fJbZZmfO5gGX7/5dtZp87iQWn8vadIr3zPEa9lu24wjsDHBWxxfB50yvfS4Tna1qE+DzM9Mwy0YEc11BI3+1zEknoUi2NcruyHaGsdW3xrAiYCkMbOvUAoifcinwYE7nvKtoUqYSCApjnUh1YImZdZjNHirFSpOVgg6FdafEGJiGRAkFWT9AFNY02tgWw+oSTYfWwQglmiy7d5cXtFbWDEtVrq4HxpvB+iTkmZoC9SDIXpHDSFwX0tuVlcIcV6IqwzwiKRAma/ZZa6WWip7NJokxIAFKXSlSyVO2TIjzQC2RoSaCCqoLRVekRqJG71s2EWMkpcRK5OwZEVleIrESdqsFMQZHGHUPFRbXlaV4rfS4Eb5EIYl1N0gpGJqaM+taqENAh5EqBUmPFAloiQQpRKlUVet3n/GWLuJnLZCtKzh5b7JCTjuoQh4rNSqSrNxOqI/W7yaPiAxUVZYAoQTCaolQQw6QC5qP5FpZNEINpBUIhRLsLNaGnf7IFeTinGm5eLugJIo0P0PYzoN15aaR4bQe3C42hjNOYNpY0WZ7bD4Wx5h1ZXNgC7EFXMNqFrzjD/HsVSMXWPZ21WwIxgOeVQwTB6x3p2j1xNLRYIZ/tzQ8a8LEcWFwDlsxu6/b6S1jFGdsY/JJF2BFmBEZCFyhckHQ8ydt2eBVBjcx7B6rKBoqkWBir5ptozpSiY6VXP6o+YU8DNQZ5fYankGipmMQt4mULeDhvoA6+vv9s7r1A1P3Qxg+9I+LoCG0pGwPgi9tNX1dIxZ0cqe4NP/YH77ES+e2criNeKTdl9M2oAewWwaEY0cTnepr1wyL7Dqm9Rkz283k9oUu3Z7YXWALWxZ26IF+cTndMKq4309VPMvciVwKymkjiUHvK6eNACaXY/GxN7zbELj4mKtifQ09KKi+jloQXO9f2CXa/YxDD1LZt9tYmuVW3R/X1k49a1y1VR+wvhm6pesbDgVa4NA+dxlwclujBQP7rrgkOii1VR7pNl/yNTB/SCu51m2uvr/b2m3ZQwHDbuo9WS2T49OthaLKN+UMJfPyu4/cPMJ3b3/G6ek1r94feXGcefvyxNP1zMcX71mu3iEaOGhAHwL7t5GP6ch9/cha9pTyX6G7yNXP/ldirPy9jmje8eHxmkXhYRJUMi/PK8PjidP9GZ3PcLuD8QV3y56X58TybzOP+g1VHyl15Yvdnpc/P/Du+sDXu8x3d/f8pvyah6dr3n4XWeLK8fqew7Tjrx6+ZJiUr99YlZm76x2vzpW7334LWfm7F5/z9m7ieHxgWs7E395x+3DHx7sjTzf/zJenn/PqV6+55yt+wX8knn9GOv6cL5aVvzq/47v0yP969xbNZ8K/+cg6weNnA0UG3tQ/Y1cGXsc9Uy2U5R8RMl/dvECGxG8eV56yMt5XXj5W/mE38EsZ+avhwH+bVs7fLsy//o7Tl3C8Uda08I/XwmfnG37OG9b7RPjmf0R3Z5av3nEeBo47ZToE/tu98lDhHz5G3pH46Wd/zZQC+6d/T1zu+fB0YH5MXL1cuK6F+esTXx0X8v5AmX7E5+WOL/LIHALfhcpPlx3/6elzclo4fvdEWiovXgk3KfD5L3fkAo9TZUn/mwYhPA3voraZq2Lf4P2d2x814WkHrVy8Z4ue2522gyou2PXiTtvVxIQBAfW0w+ZeaW82ReyuL20HuH27s9R/X9S+GzPQmQV6OU67u/Z/m3DWi8//np+7slVnidbvvY/NCaGXH78A+Bdj7p+6/PjvvKSb/G4jUZBn6WAGfuzaDA372va9LoA7eztsxlhjN3XDLrgw3hTSti4XUedP8QjHZqw2Y8tnofj+qKbk+vNWK8GljoW0BcF68zxMgQRxw0jdsdvwh2ANrTcxLb4fxZuPmbGHAzMxg5ICcWd1nKX496rH2zaGvgzi+2Dwsi8BkUqMsykrWXx9kp2Zak8WxXtZBMuW0OqOby3+bD4DjY1QgzWObT+LMZAI2hlO4qzv7rDrDWYv2THqznSczZNBBwu0VemyQDVa479qAYSWAyJtfaqxBrT6nmkoLRf3Rbgs8Lq4VHEfgbMaqlBrMMMnLsaoqg46GmdW3Fmpas5/L7cgQbdslz/lEjawI7rtwV4/2YuFg80jjenvzLnWzwMBTytX9fJbziYUqRso9PtsjaZBggcI5LlhL86S703FcANfHLiIOLBz50qtDtJjD0J02N8yTrKNk9gacokDRRMgJkM32aaNrSQNXMu2Dwld5msXQNuJstTVgLEw29g9+6qAxG0vKpHAiLADZge7fsZlBmkp5nVLlKhNRooHdvA6w2zf2cbp5e6klXPC9ucGkt1o7CnPsNX9xZ5DW+kRB4d/ahCiLUibn6ZUO1un3c+DIP6GLaPw2VbcmHMhuAF4+UUXGvUyiw81WdXEesX1lPi8XOq8Sx3n7LDO+JJ+z84yUuilAPDXe0DDn6MFHcJGKng25kvMoR2vP3vdZGvtm7uRAHp5qb6RtTv2AC5LJUGTm+18+abaUot8SN/T8/J7//Nifpux4L/s7EF9/rxdzhSfm9rnrAux3pvFyot9Pxv0By+HOBICtY6wjkQyKVXOMpA0EIZKOGTkQdEzyCESdju8ByMslbpkY9iuVo5vl4qxbRGqQB5X8/vK3kuyLSiZvL8mEzh8vWd42lFuZuqQCfsR3UM+Vpazkg+RPAnDriK7gkpAl8QYFsaUqTlRs5ieXM5ojJRxpBTIjzO6ism8EJirOSZ3BDOvh4TEgVoK9Qj1fKbOszWeFSOQZAYL3GpFamSngUGUOJ2pS6J83KFVyav1kwhFrHLPao7ICSESGRgIEq2E4FjNOVYVQrDshGD6q5JQRkINxJxhjoTHEUJh9QCbkC0AvUwWYF0LlIwss1UyOh2MGPBKqbGyEMkq9KaasTCMEHdK1MBaRmrZobIYcysuDJzRJcD7ASmJYQmsQTmJUhLUMf6wPu2YOG8yWhQ0OTb3319s24bXn53jjivFyYaXsqv9aUHKpofavVsZIysh456jZ+d4O/N2z+08isldbY2y44Xo9J9RKBYE3sqstnJL/uaendh+duzTs12dTFWbnDVH5iYHfs+5los/QDeWGrYItb+xE5SkPU+br5Ue8Oky2rKmbe7tM1tDSw82d6fVlj3SF7xlT1/KypYJ6rX4DZJEWulCcActjcTgYLl9h2OeT5ZvCsyKFJyZ7/26CESsGXsVsb4GqobNSqUuoKE6ZBdCtLmvOlM1UcLO328YV7zJtbrONMdmImmGYgGIqkoYA2kQLwdbWEM24scQYAyERYgnpSQ12YCQimcauAu5qtkdZHegZSvRWhu+C5kalVoSdRZqsPE1B5nVsHa5kyOJSArJC5hYw90qO8u4ciKGBSECmg0fFY9olSZLnFg2qCcfiNi8ScMNasETDahGx6grVQZKTUSBEMxpXqvhs5C172lFrLm9ms2iooQSze7AnrEGl2pqJVmlJpARDcEIMGp2UCjuUyhqzvgqrKsQayCVhqNc38oPCTbYMhHavm8MeXHx1ByyTqLxY6xtL2vESuu0IKvpdis12spDtc3sZ6o5InV1OG0j2HghxfWDO6C7gGjO+NrJHHauwbKkakNptNr16pkP2v7uDYK5wEXmp+i/dwds+1z/gDYbwGwQ8XkJYgG2DVleYLUu15r9iq+N4SAhEMhUrdt3XWKzCx2hl7ZHy5wXG4/h9eDB0EtqqH1mCw5Yxo6QfO3LxVOK39rRuIr5xdX3QcdvsMlG9fs1PP9D9kLbIy0woDQcLhey+7kudJnKtk/6W2HTV9vs4Keuv/rM3kO2eet2UZtWD2D7d4uXEew2gxo51WxCpVfOaEQ7WuDt+8/Rfr7UhOrzB83osb170YOE6nuylWeXi89elFd+9uztuy6euevE9jS29vTMncsAmm779FkmVcM47VzVbY77PuV3Lm24XuFyPdszWm9IL1eolyNvc9ewxWBfIQUr0+gleD/xUuCpFqpmrk5PHHLl+E7gYc/+vbI7RsIuU24WzvsT5eWZu7yyrivhPBLrDnRlZaZyA/yIKc7cXP8aicL7eoXmxElGVuDD4Qo0c/vVB8a5sC5GPhYGJEyMy57dOjDcv0dPT9RxoQ6Vwy7x+d2e8xRZQ+E8zHy8euS4BM7LzGmceTd+RIeV2/waGQLf7q1f3GckplPmxddnai6U3cjx6oos96S08CbfcjhO8OKRvHvk+lH50WnkLAsP8hZ9ekN9HLjLC7f5xOPhkTK9Q59W9Jsz5Taw/NQa1h8eb9hrYh9glMyqH6msPMSRHCcel8rprIRZ2a3wPgfOOfIvZeDPdeR+Vh6PM/O6cmblmxD4NgVu48got6T1THj/NTKu1HKmXmWWn7zlMAX+fKfcl8jf1QOz7pHxjjQl0jyT1w+sa+a8DNyWmQMr9Xjm8cNCnnfk6YqXcSQk4zQeVyUskc/OB55EeDodEQlMexCNTA+JswqPaaKmH/aHfHo5Jn0eHd0EhR9IufgRPBIeHbCubBFWXAhfSEWG/vvNPLADZfbB9x+kCSBzAm+2RQO3jdkEPZ2OVr+6ja8J96bMXGF4HcKmloRi9b/bMW9ApTsHw+ZgcIZXE+gGQBoLAo8KX6Si8X2B1SLkjcXpwvIyx6yn5W0sylZn8hk4ag4XVQc3xhoUmX3ufa5DUyDt/tW/w1lrrbFUhZZ1YE2TXTg6w8wcS16DTgcDOKFFr5393421TwB700dAqG48Noeh9Q7IZnxrBT0Y+JSJrAlrBlfQUaznQw2w+lxGqzfayXMSDJANBhy1nu05zwY4JFYnV3hNX3cAS1WPuVhkWotSWdEhUcdEEMs+6GnG0MsIheiA0VALcTWAL+POgwFdu/sutOwRq8m/UErxpnnWm6JWDLAXQYtF6rWsdv6CNXdDClIr8eg7U3ADytdh9u3XwG0KIANaB6iRoOZMUCpZswENiW6UWvqwztWciKGl6HudU2fKxGKgs7gTXmOGWAjFSiXVWt2ZmdDkzuGWFSXRjOtgDsyCG8Z6RgLEwVI5azBjgznTyvVoFSODf/Jl2QiNud+yd0wOidfotHPS2NfWmyP4/oTG4IdM5SKrBmgNubUGJ63773vt5ga0Wh+VARHP8CHYWiMuV6shXm/A2vao5iab9i5WmknhYF+8hN7imRbOjmwZP1Rfe1mtf0QFSvUeEK02qQMire6MNHZJGN3Yacw2LFAWgjsX3FCzwI0g2WSK4VhFZEDCSANfKoUqJ4RsBkDgIlYbTOZXY3xQZ5vDmDa7RB34KlD3DhLdsRFs/loauMpo+6/O7gcT6wWBev1rATmYQ1QsQ07CCd982PJ+X65/wnVZ5uhZPrED5nZmXO4jTf5yYWgZKNZqOkg6YDVDrsfbLxlVoq5baw+eWIYNPYtoC6hBd871MldCc9p3B5dnMJjR7XpFq2cLeN+kHrBqOvpSvzedp7SAFojbYk2vbaBbW5p8bHrZd7rmCwPCob9uv7dHMmwgtZl0Lhu7qm1n3XWwB1ssU1x7JkSfnuZw7GvYMiaHi7X2GzZDdUvFZCuV4ufmokxMH3tznFTPCr2AXp9yBeBVhP1Q+SgrZ5RrMQ29P5gslniNLK+pdyvli5XhaiHdnNgtN1yfXnNcCx9OC2OAmy/MSXVmpazK+l2GGtjpFxTEco+0WEZAFfK3J9a8Mp8SpJXh+sR0vbLcFJZ9ISRll6qxQs8DZc6U+zNVKiVE5ATnd1dGrB9BaiHMZyqB42zGY1gLIQmHv3mAfSA/7sjLSPzuHXGeWT4fmK9GdmdhvwADLC8r+xeF/YtKOlfGU2GRiZPckoaFFJ8gwpnXhKSkV1bL+Px2RREO0Raj5it6tqFW6u4ESQhhIIXA7byyW1fyrZB3E3oLmhfKMZMfZtLhjHxZkFKYZqWOsE6JmieWh1dohcF133j+LWjhmG6o+wGuKwSI14WQKuPDnrRO6O6MDjPLcc+H+5FBMgOZU4icRJBzIHyTCMyEF2eGQbnaA0ws9RpdK9P9TBUhT5PVm/qjm6whcnfeKr6vB6/Z3Ygwvv91RUuxALD45x2fbT2SzIjvn+nG/7rJRscFomqfwwOeutJlvgZz+jMAnrXoNahENr1g92hO+u1cbucaPG3VySts43NdsDlneC5H23nWiDTZEFwOasZ6KYz2Pd5vgcHxQMGetwupvcvDRkRwZnVsDpFszvaW0dWzKzd8b+NMqL7yeZ1Nr2fv5xVmnwfX1cHGrOrva4GX6oEPqwNm79cIsvfnafMAuD7VcKGLu95rRADlmU/nBy57KtcMqVKGSogKIsx5YamCLqDnaFldQ4VDRKZEWDNpgVALRdVbgtygVchnQCtJFhBBHF9IMbJGXc8ogfpaYBTSsRJWz8hYoQSlhGAN7kMlzgKzsKzWhi1XyNV0a3iZqShLBS0RLXuqChoPtryrsdPrwXTV8u2OukIYIjEIomeQQtBEqHvKKORB4LhCWYjDwHBtHKDgewmxDIadWF+Oslq98yBnNFjyiiLoOCEEhtV6YgVZkFC6boxREcmUSSC5Dchi9hBWvk/mmRKUNSqSA8wTItlsh6TUKzszshiZq8xG+Im1ElQYpJJECIORubREqlbCGqEocQzshmS232T4Zq1GmgmOk8fg2EZd/JwNP4TdJwRYsWzJXpIuOCZpTuK+jS2gZhUYGksdO8uhdvzcbEMcsxjWrG73OOEmHG1P9+CmnY0igV6ZgYJygzJ121Jd5BgK3AhG9r1rf37DWZYxFVsGltIxnPlrnLxTHd+JBW1EA1IickHw6WU4G74LgpA8uz9Snd3fyBxVTLaEFhDo/Su9vJFUogoF6zcokkyU1Sbb7fRXintzPAtcmg/KgmGdNCeCdF+UjUXE7c32esN0oRGaXF/RoFgj31SCeOCr+zjUJJGvjzR/TYDN+e6y+Qeu2gkvbn9cQGfD9s2x3Z61zUbx/dTsdJv75heynxtLecIY87N/1ndJK4XWs3tMp7Z+qyKeGUB1P5PtzR7Y84CBwWFbmdCzjaLj5eaCLP7Z9p3bHHRiFRi2UsWc8G7j+1lufUtaP7XeDt2JDRthJ/jvmz+uZXS3uXP7SJsf0TDCRgizkpoiwXVpAh0sMCzes5GVjdCsWCZQfyInvrW+DfT3qsvSy7OqWjadrVvms26LbaPsmZ7NbvD56BmKjWD6aVcl8pYvOANp/WeiPjJe/TPX07eE139L5q/Yv/kFn734mrcvJ765y+y+i3z+VWTZ33P66+94CJGrdIVMB2S/R3Ol/MNKDrcs+/8CGSu7N3+PyJF8/wBauPvLgTsdOdd/Rf6ozPMt5ePCOryjDDOzLuQlo2klyMiM8rGeOLx/4G9/+Rsep4/8h/2B4XDg+md79uGWw/QzdAf/wxeFSQd++vXPSFX4EB5QXfjtjweqFJbdSyYdqOdbltPI+/ySR91zeyXcvrrjhpVc/pFhvud2Hnia3/Gw/ht+Ow/8D6eRd+MNv7n5nLv8kb86/SNxUJgjayx8LO+I7kOqUSlfvmCN8Nu8Y17g+sOvefH0xJHPWffX3Nys7O7OfKc7/o1esf78ivWnB3T6gE7v4ax88QtlDQP/408z+WnmbnzkSuFOBg4hcR8SjwWOb1eeKJz2Gakn7v7uF7yqA+/eKKfxwPXLO26mHT+5nrgbI9/dfMd9uEdKIJWP7F5lrt68RYaFx2HmLCM1HFg+jjz8+o55GDi9vCVqIq07dpr521D62fpj15/QEyJuEVVtrPwmzMCUbnMq2EE3gVUugOqlhu8akFZnXLtw5tn7dONy4eLf1bdHZQVnxUf62/S5SEHjFmFEu5axCLuz99u4+jPoJti2URsQb1/Um6W6c8P/J92xVH2kTbC4UtJuRvW/N/Fg934esb3MutgMmh6l7hFztnnpD9iMjoLI7Mo4OYB5Dv430N8+V/u9RYM5UaWl9jUDzR1ZFCwS3hxCZtxtAay6jekHLknWTNIc4cEdPmBG2mqp8rWAjFizqWBOxLpuICgoVHcMi7PttU2NM1eiotHHr2ZsSUnO3NctCyI4I0m2sVhEOhtDp6o5whqoFywLYLW9YP1rldBAgzMEQ8FQaBwMI7ix3Px0WQ3smOPMgbrSa8CqRAdKCrVaAKY1vnLGnkg1B6/ZUJRRaEa+lTHS5ySKlrmjk+0TTs7cN+Y9Ddw15ppi90iCxNY83ec0et3cGmmo2ObdnaU1W9iw1eVvmSsVOrtOMNAoqYMe+46MYCU2apRtmy3NoWreavX1/vSrMVgaHNn2rdsL/v30923MaVwmtIDq2V4LwcVSk0cuxcRLOag37BarS9wAhkgyUBXohn5zgNOCucHPYtBu72zgqMkKA0I+GDMkio3ZGOitOZw7G3Tw3hGeAeeBjBbs6LJaq72/RKvDHH3pV79Xa/berbvmHG8/uoyrYns0WDmnPk/SsoScdRqwDJe2N2rbg1sGg5W5YttDLdW6Tj4fsxuDbQE9eCweBPOAhy2Tg9QuRy1d3dqrOKNKA5K9zFE3Sj/92vSOdO1mKkroTFq19Vc3lrrSUf/XgXjfm20P+/ua0701sG7HYct40W2bXAS6+01qA8W+Dg0kd13reKDjgiYft4DIdr8LS+ri2b8/J26ib+9pz9a+tj1nn6ftfi2M3xrhbWqthxT9rXY++rz4/dWNpWdLqdt7+vdL/xS/w7Bq7Ls2P78jgrZ12l5qQszZbFq3edPtmeWihOMnqNN+CbAPylVQPlLMBFfLEEhDtcyDMEG5Y90/oa8Udgtxf2R6vOL6uKOUTM0KI0y3UEuhnKxh6vqoSA3E/TUSAqueqQhjTkiu1I/ZAgtpJidhGk+M+4V1L9Q9pLUScyWtgbTAXCqnvKJjoB4yZVHWDwMyKHqnllWwWCmXNdvK7KoQozC8OSM3kfCbGz+jK2E+sewK5YVw/QC7AOdRmasiV8qwr4SqpFkhRM5xh0hlqFa6ZNErYlgZDmfqIqzvjNW42xsmnuvoQQhzXOiUHWNGc/SVylUuHCVRUzT7/1DQc6HMINcr8baSVElFKSKsIaB5osyvoBaCvCOQGcs9VZXHeE0OAbmCkNQcr6rEJRFOIzqeIGTWRVhOiTpF6hBYJFgpqRyIc0D2EK4zDDDuhCKZNYxwqqQPTmxIAU0/4KlrsonmVLKzG5oNILBlM1TInrEnajhLHDM6ZrPsxiZ/mrxq39Nkczs/FzYFAfGM5tYM3ioHtgxDz2iQJm2aHihdpmgPMG/yTx2fSdMJniXcSipuV3NUusTw4XcM0e4t6mKu3QPDSy3tS9TqyqhAtua1m/zf2Re0LIYWpW8lSmpzgA7+vKk/2yZPvWRWb2LrmZ5FXU86OaqNO1id+R6MFSvz8My/Jf58nQEcHfe6k6ZWn075ns68LC/XaRN/fL9dXG2lQlQ0VcMfQchiuDgsSsihJ2SyF+Ra4MliLaJKpRgOGXawKnX1spbJ94WTq3pv2KWVZRphJ4QFk0sopSpFnJPueKJ6JUrjkXhGgIJGRfYZaqXMxUpP1smyCcLg+8XXK5qjrTxF6ikQ7iCM7lxmJehA0IESrWa3Lisq2frYjdHIwqs5pwOBKMIQIlqEOhezGVK2LLbk+HZn65GyuD1TzPnsBBpptkYKZguV6iVSBSRBKchSKAHWCCELcXaH8t5uU3c2t4Fi2QtzofVTE6yUnbO5gODlWiu1iPUfikJM3gtiVDQrRZUggRCsnGxwh3EzSbXYXIYYWkTgD18d4zvGkXzhJHW5WBsmb1kTnnHQyHqtx5gTEMKlDd8Chz1oeIHbZaBnitGgS3N8tzM8otoqFNSO07ot0w5xy3DQ4KK1kaKeY42NYKGOsR3LhTZ/5uSXZzLdHaB6IY908wtUJ1s2jKm0IIATadSbT1N9mQzrW7ZgJLYyu9XIU80XUXsAoGCkpWBkORTxbNveb62vcxtzw9AXesazItX3CR0rt8n3+QqGoZoEk25MJ1r2hs2l2yxd1/xwllcPrnes6L6y/luX0Z3lXvsfm4MLDN+ISh1zNp9RwkiGnnH/bF50w7E9I9z9E97nsvWyoWWT+1ibabLdo42jPde25lufhbZ/ZBt2u+XlsHrWXFuzZ3fdnhtbK+lnrGGI7T3bXH7/7FtwxUowXeBwCq03jDT/h3WccYt8mzPplkLb8xeBCVFaifkuP3R7iucP7nYKla3EOxe6Vrv51T7XfJhtT1+u7qdcinCUG568lGYo8MX4nmn6iOz+M8r4huHlO8LNB765TXy8qRw/TqzrxOlq4ePdwlp27PKIjhN1n9D7QPlVoUrkfPcl8Tpztf8PaDij74+gyv7lnqthJPzTC9ZjpOYRrZkSP5DTvXnIFISEhERGObJwOB559d0Dv7jJfL3bcTdMvH6ZEK7Z8yMe9gv/dPMVV/PAn/36c1IOPB4CazrzeAtlqIxpT6qBed1RFuFYr4js+Wxcudkn0nCkxrckXTmsiTkfKWXhId/w6+U1D3rN/fQlhzhwk3/DtBb2WTlrZamPdnYloimit1eUFLl/L5xK5vb8kcPxA+v0hjJMTNNM3J15ygd+W27QV7fo7pawQJzPjKfKzfvCx9vIV18UpiHz4rzAGtHzjkESZwlUVd4fK0cq68uFsazs3n5gPyfqS1gPI1eHHWPcczfe8SLu+LjLVCrxNBPPZ9JuYXx5j0RhicI6BupeyJKYf71nDgfW/ed28ueVEeULUdIn+EL+hEyIxrz0A9zZ7JmN4Y4L/gYF/ZJLhexvbIKY33foGhA1R15vuqzb56WzC5pg9z/+3dIFrn9Q8nYIu4eqKeftvc/DDS6guwDzAaiyZSlcTJG90g0EUxDtzsZW2FIoobEqNjGo/jkTrtuMOWi5+DKL2jexKaZsL+anSadWzqU59WpNLn5bSt1g3+t147pg7/dpDqRLR6yANra0OfGlKqE2xWFAeROwlglBvWDz/tAVzbgPMoJEQulI3VTvsENDsN4D1coNoQu9GbMCsyttBxwBbH8MLV3ZsxKqG2xDNHBfHfgGc0qKuKHnTbtb81xbpysqVt/UQHZGg1BTcCKf10CNKyEmwri3+R+boZdtiAfTIKEMZsw1RvUpmB3JarU/hwBRqKXCDKEIlGAskGjN/uK6R0OmDE++p/08jhdASQMiB1SgpJMD19WDZ15CrddzC6CDjTW3RsIVLRXqYs25RycGpuCOhAeo1dKs1eqEqzhjWYBcEYWcnU0wBYiNIdnqA2OepVpgzUgxZoeEjSWMFjQXNFf3JQgtpV89xSNIazj4aVd1p37wbAwJ1TdP8VJXDWS225oMsYyF4DFAMwQkOVuyXhovLfDVABcICzhD1H52J4wKxes+N1DUjGCtyWCPl3PQXB1wDMa08hJfwcsRqTM3u9EfXe40hjkO+IM1nlddt30e4tZMVbcSe+L9Auq0IihaKkJEomV+VGe1qhes7b15qhsl3seCELa+BcVLjQWHkw5gpTVRLK2ZmcuVkK1EWmmGjYFAbYHLaDI5hOViG7ihKgqMVI0OKovZftEdUG5zWMNE12NakNqCRS7vo9ec7aXNPvFyA9DG3UoAXhgsYmXbrHeCTd0GtIOvXTOaBFHvw1C1v2bDacGfpvPa/mvgt9KzDZo+arK+679mPDdA3AB2+0zo80Urw0E7Lzy7b3/29kBwMTY2W9ANUW1GozT6gV6sJbSGdo0cUHvwxvZ8cINPLwB5BxXyHINsMtKfufWMuBzb9mPHRh0HtSknbVPc9or/UsSdEt1p6sZm8D3QvrOVJ5FLvAItWNFl+ydeivA4j2RNPOrEWQLDbGJ2PgnrIuwyjGmmTjuWdI1KoVxl1umW+fo1w27hy+sncjzxcXiPzoo8CYREen1HLZBzoebM8LBQa0GnkRID489mYlCGD+bozzVTzyt52KFhZGBln1ZqVUr0zMq6I1ZBzjMkWH6q1CSsh8CggZucICvjA9RVqMc9ehZO32R4VNZvT9SzUMJI3AtRCqE8MoqXdiKick2ZE0+PSnkS8v3IegXyYralyHdIWUnrAyqVY4IiwvFgAY/99UAshfTbM3WtzC8GGAJLPRJqho+RCVj2gXI9sIqQZ6W8FfS3QkiV4YWiQ2Q5XZHjnjXeQKnE40rNyjF8iwyVeHskxhWd3oAo8WZCNVBKpFShPo6wCKePj5Tjkf15ZRgL+dXC/FqY5if26z013JLDjqkqu1KQ6cAyJHKsLFogj4TTZI7ZF9UyOmJzcP2xyx3mzj4VcHyWoS7GZKU5AaKdB5fRG4nW93Txc96cGMEd7LWxab23QCPl6CW7sREmwiYjcUcpBVjpmQatv1NLWRU1J2tzond50xwwwXoBAOZNdizZyoA4ycCmo8law7LdSShYRmiXWqZnjDL+Aa/jaXOUt0xCQR0PXDJ0XbYUY5+pbNZE/x0+j1psjeQJ2KFcYYHNBXNcnU0vpxta1jFy4RRsLPCqGzFABNKFnK+2D8Qz17assWrfHRY2R1JCaD0iuNgE+Lp9mnzTAMuth2mjr1NNUIMxT+OKTKanakpGsJlX0KNhisEJFXW07JZVIMPOdWSQ0bDEaGMN3nOrBndwHgXNgax7a0QdV2IohHVlzLm72YrCWZUklSEUoggpWHmc82qZBSmM9uzrTA2B9cVqjs7TaE7uhyvQSkhPcLUQhgmJkWHcEeNATEKo2cZ1dib67oowCiEJpSq5CFKVVBWpagnEbZuHiMYEAca92yaSEA2koSBBKQUrC+fLnothU/O/KbVYpkIZhDoUZCowZqQKuxqQVCHZHKVdpQZlXWo/1xKFMETbZ9lskTom6hjglAyfxOz9VXboMICc7QzMSlgxmTVFYo7EmgxXxgi5EvJCFqVO2loJ/A4n4Hf2WCN2hWZThG5vWi188TMOzgbCfCJm99puzh01oU0OBhTLHtkctf77lmXr9rhlkuF2qI+BAQvULGYrakEYnHiz9gDIJRtc+j1AdHFy08Gf1MoOSTDCYXV5Frrsd+KPl3xqdqY2G0XUST7uRhfIBEcsxewLDwKnVtGiM/Fb7zPrxbKVOPWMZa9tL60xeAu0iHhWWluDiVoPZltxdCxtLq/aS2K6P+SC0d/lpQrBe2OKz0fD+8Zgz7T+cdJG7Vk/TTYrxUrD+XcBWAmoFiz445f0fqAXvjJpWFNpjdx70KaX+apOf3U/kQLNmd56GOG+GMfGW3ZI+8vH63vEgjK6VQAAs49bGTFaqdyGoJuPT3x/akfBbT0rq++j2lbY9mbH9m6DtYCNwGWPvG2s9Gf1gfm6w1ZJpDnvm9uzNcGu23c1hK3QSU4XOtRgxAQMHiyrrv9njGYR+vfb2L23KQ1DuN4m+Zh8fT0zsZX7an5CxcnZvRRWs/+DE9ICrb+o9aAQd8Qo1rNVEKzvicrKnxKGCEl5+dMn9lPg9OGWMo+k+paoZ/bp37FP3/HbUXg7Tuj7D3z224/szwN5NxBL5ubtG4a6Z1/umFPifv8V9+XE3y2ZJO/5cvl/EvPMQ/y31Jh5UT4jLAcefvM5JU5cl/fsxxNPKZBDYpor6VT5qx9n/vxfFKrcUsOej/Etfx/f8teHPX/9+obvwi3H0+fsp5V0feSuwo/P8PUD/Pt/o5yXyvlDpkTh3RcrNax8vrsnDIWvPu6YS+JHQ+JwWzi/nMmxkB9/wf0vv+En79/w2f1L3uTAUiJf6SO/Gu+53WfevFl4d/Mdu/Ce6bDw9seBYVe45kQoK58tR9Y68q3+GeSJz86Jw1R5kb5lP5340XXiEO74d1PhF/HI3XzF/u0dfxHg5+HML57u+XVdmWRmz0x6uCJ8vOMqrvx4+Ya8wlLuGPLE9XLHlBJ3YWTVhQ/lK4YY+fPbn5KmkW9fRh5r5SYOXFH4KCeO68L9Nx/Rf4TyF2emn62s94Hz057vjkr8d0p8k/jPvxx5KVf8Jtxwmib0xTUqA+W0Z42Z43Dkeo188d0rQv5hGfcnZEJ0i9v/bWyChV7uArBSH5fvh24EOMDcFOHlAW8RUaV1s2/N1p4FBhSkO0raH/98Yz91o6V2Yd3etzVyaY7E5lhoTsXugriYos1p08tcuFNCL/5+fumz/+psLNicFr3s0rO3szWlaYqv9jdsQvw5Q5b2T//5+Z9tvBeReMwIlIt7bwGd78+x0hxAxshJrhygS8zaEr4cYrVMiKZIVC7G8AOGhbOUnaNJcIVhWQFCiQdI6WI9LhxAvv6aHQhtPaX8kY2urZ2NpW6keKmpVO21Htg6mFHGGUv1XLDg2wFkorKgLIRSYc3oEJ2hAiFGglTr7RASMY5IUIKnZJRaLAgxGdCPa7QAUzR2QT1Hn+cFlZWQrJ6mFHs+KUKoXq9QrIxFyCNlKBDOPt8DSEAHMQOmunkqZl6VtPq+nzGn2+hHqm4MFQ3mWPeil9b3oqBrNgdC8iBCjFid/5PZmmvo/k0F7/VhYoMKJdscx32whqnV7q2xRfbNMKZkM0TShKTRz0TxdSy+PR0gSujGrpAROf0JyteVvgRzajvb0cj2zdmw7eUO5nxPbzWOi8mp6EZKi+W1Bow04ODyQ7IbJA0oGbhradFSnVkUFCtL5aWwEILXPG8ZP60psYbVfB0ioIFaG2B34BPtUHSJ5+KkyV88i82ANdtRFjHDvjFfRCFVc/q70rFYjHZRos4k0p7pYwwqa37pTgLB2HMeABR3uFgQwoOJFQt+0QKEXk5CDLjZ0Xf53nBg8/GLOQ1UvBSFB0mrWj12cWqjlXtypmi9BKZ2DlqdXW2Thp0V+7kF5/+Ey3t5WHPOSn8Q760hzjjSnhG2GbQtcOU/mJxStWdrr9lT+u+5UDi+8ort0e4Qp+/7/vlugDwbuP/Tgl/b7Wz8Levr4nv6mLZ92MeFq+0LrEAD1j3Q4uurmxH0fWPOHsexQAv0tybtDU9o+169mJNNE25jrYhkP+/NwGjDbgqwrbmfqzYtvamcB7m1laNi0zud1EFTXBu+kUb2MMPD+ZpNkPq9txT8T7lU4bxGKgOzJuYQOa1KXZU8R+pqpdGGvDKfDrC7Ra/EA+t71t0No5y5AR5YeStnArDTHRIC8eYKKZX14UjNhXjMSCnokNAxED/LhF0hZYi1UmshL5m6BlhHklamWFiikkNxMuWAaCWsK2WE9U4oMXAaI0UCVxqR2YIatQq5jugamD9WOFfK/WJ132OijpFAQeqZxEoKhRQHShipRzh/VMpjYL13hujdakZdPcB6JD6dKALLGMlJOF/DMIj1zVghLAVdCnknlEMgP1nPhuG4EnNk3QnLLlKkWjbJI+h3gryCeKdkiazLDhl2hLQj1sJ0BmphkXtkqIw32XRlvEWCEGO1YPWjoHNAl4gelfnpzHIsTGd3PH6xsrwOyIcz48OJJV4RU2SolX0MrMOOOe3JsnDWIzEnpuOIpgJ30UrUhPrHNxiYjnTigmoLLju+qN5nwVmiitjxibgMCrZJq2umS3alQCvnY2Umm668wMLtvIj3o+ikmpYV6jiy4Qe5CEKoWnBcxDBOqC4e3LnyLMsh0Ms1lXZufZwbXN9+rorGaNiK1XBAYJOdVei9llhBzlgJ1WnD2yhGoW9B0SY/6LJanKywZWjQFXt/hqpYT6UZY9AO9p0emBFm10k7W8t8gs6upgf3pZfGYINAQW0+Kl0v2/OLfV6qPYMs0ANG1pTXltD1RZ/rxhz9hEsg75UaIGTXVdUZyUkhZmRQRK0UR9WErCuSz5ZZnNzmVMs6EHfSD82m8n5tNZlcD2s056CTRXS27NK6GykpwiBoXJlyJhazMarYTFsIRr0Pg5UyLVpZciVIZAheUjJnZIB8sD2sS4Sa0NMEVQnpAWRB4miyIA2kIRFzIdRCzkJeAylE0hhhqBCKacxq2z+uFS2wmrlAGO1cKpaFO0xmBzTbJEYLStVFLGNcTX9VsecLtZoNU4RaI0WUPCghVeJQSCUwLAKxoqkQQiFMjvuzy45oQRhJwXqvOCaqQ6COCXW7KEZ10pOgKaFZ0FKJLXh5CMgQCBqI4lnW0Ypbh2LlunQ0xn8nrfzRPWb4XhrJopVR9f5bYo0xDIKp0zOchW7OWncSX8Ivz8oyO602sNxhyGazt7PmdnRtZ/ay0kBGvYGtaLJzRevR6PK02ex9ENXIQTpAuPKj9Hsc0yhbWbs2V63OPrQejdssKm0nKUIVoXWCaHcTUSIFJZPFSkRZHzihSCuh5MEWqQ7VGhIy8mU7+9JIO5isUR1R3W1z19dvI4S0crF6UTbEoJj9PjScGdSftQUvsvuS3P8llsFt5L54ERwu5mj38kPSlV3za/3QnrvMgoDmeO9BiGe+FHtfy/77/n1oxMveoNn3aSfutp4/m+zd7Nu6EYOkXujlRuhp83kBp2n+N8/Aw6plbD6sLROg7RHtAY027A1bK0ovE6uNWKvbs7YqC36/IOszO0ZbCXGxsYhamW11rL1lDAS3M1r/wMsciYYlBCM5boGd3qcBLp4x0m/v+0GfPVf7t2Wy2BoGn9/ax2Xz2bL2WxaUlUBsMgl7Rm1yZkVoMkAxcsEn4Lf2pFG5+tHMeC3UemC93xOWj0gtjPFX7OPXLPFnfEifMz5lbr9+YJwiZYqE84790wuu657P6h3H3QzTB57qzG9y5cADPy3/M6meeYi/ghC5qp8R14nT+1sye27qe6ZhhrSjhEh4UMal8vpvMoe/XHlY4GkdeTef+O35K342/YgX+oYpv2Ge/wUlvSON/5HrDH+hwAnqL2FZK2vJ1Cnw8NrKlt2MJ6aU+dVb5bgErt5EXu0SH68y57KyzN8yH3/JcH/Lq6cDUXYE2TNEZR0+8PJQ+fI2cxjPnMMD6xS5f71jiALM7MrMq/yRc9nzD2Wk1j1vFhjDylW4ZxyeeLGP7GXk7Vj5hzDzs/mWz043XI8P/HQ48fXxO55O72FIDEOiHvfI8cDu8JFd/sgx7/iuvCaWPbvygl2NHMLIrEfjnCK8OXxGvNlz/+LIY5j5yVeR6SQ8DAtzVp7+/gn59Ur9i8TwWWKJe5Y4cf9NRr7J3AyJv/xyorDjnewpww1cfQ5ZqAusaeFpt5oe/giy/G8ZhLhoPtQvbQ6CpgT9TzPw3eA2UWEpTM3iuGiX54KnBQhAulI1ldYdzE3QNXbVs1p3LS0R8HvbMC6cK7g4EVzgqoNrwZrmOcsd6EwBaQLSwHGP0HqDJnHHvPZI5fOkLnuCFpP28XdHVVPGDi76fLTULXewd0Flzyd64ewP/rnL4ImnPjbnjSpoOPn3R1/L1hhhe972zPRyGxassJlsNfyKA293DlMcgEVz7okhW3P0HPw+q5MTXKD2/fFHrmU0pZItb1kbqIy2psEbYGu0QELI4n5cY2ZrXSAvSAqE6MqhTmYbqzkbzVmOjbsq8mTgUFcf2+C9EGYrBxPSYswbFYKO7vj1evpBkZAJVGNbhK6efcdb+asYZkKAMWEAKh7s9XYSvQ5oCdY2LlwN1ClS8mjMIs/dllgJsVJDomgkZC+nIxWdvA9FNVZ0d2rFChKMJawCZ3v+kNqc+RnwXhnitZC1rIgW21EhohrRHFGpyKjACPPejIFgzgEkQdWtB0SwBpHC4OtvBmgcHGZXRVZr6Nf3cQMERk03kFKBpTgByQCneMqvaAv+OCtfzHjScLj0kf7Apba/Wz1IwQBDEZdffsabx178XFcH8y0YlFY75xq3/S7FgypYQAAB2fmRMOAjstKApLGXjOkgrUG5Ju8L4c+nGdW1O0lVgOi5/qUx04NFBVrmQ3VHaHRHdbDxSZWeYaWCO/8Gv49s5RlQOzutlqZYkMSakY8ucyyFXOqFISbaP9O2ZFvuJtMbk7VbycHHTkWz959pctvTtqsHti14oN1A6IcqLA7cvESWg3EtVvbLSPaNHdqYYe19zUiz5odSBggrGmdblxptvyfLyrjk+Xz6taWn934KNEhffJ6ig02TwcbA2TSy6uX8mgPNfunAtgVTLm0ToWfB6EUWSTfY3IhuoN/8AP6djRnb4bZi5fEu9XBzCLb7+Y8dK4QOqO33zTRx/X0ZBGnlA1q2HdbYXaUZLVtqu2GDZrj5M3QDuRltmxGu4GX3dHvZR6KYY6oxGQ3eXDzPs/W++G+5ZGUZTrD4UvsOn7dWSq1/1sfmjgrpGYih3xew/ix9mH/KnlMoRzTOnPdXPMnAXpRR1RqiLlCurph3I8P1yIurHde7xG1KxHggjbeMQ+Ew3XHFLQcdqfeF/GFlmQvv5tXqvL8SQlnY7x/QnDnqRCER70fkvjAwE68W5hso04TsK2k8kdeZ47qSzwfy+YpVC4uuTKlyNQprDTx9DCSUHZUgShUvVTKOVhP82vTvw04oEQ63WKui+0A+w8v7gf0aOQ6R96liJdgi5eZMOczI40i6TpRJWeWMjIUyLKSzsJtvyQF0p+QxUu+EVGD8VUBWuE971qEyaCUslV0YGYZEHBJB4GGcWYZMXGA4AyEhLyNlCJTTwH6YuRkzS1045kcKgXkfkVI5rEdCqYy/hpAC6XaAUThcF5Oq5URVuL7KpLEidWA+Jdb0xBxW0rny8tcLh5OSTnviFYSrE1kTT3oF64rUM6EqQwkQlHx1tLP3eCQG2F8lwg+VLOnBuoz0M9z0sdKbU7bf1eDy/tLZ0pxXhlkEudjmfgb6Wa0bjg8TEFxeupO0nVkF665O/z47Xs3h2u5fDNvXvZ1TdYp0XF2cOaapq+GNYDq7ywXxQIs2B8JACyibLnE5VMVxohp2qpiulcGDLcmdYf6M4uNH8aZLtrERmuPSMsbiBXapFxPlcx6b3dSYrve+Pt50VZpdYK8bISjwrGm0YkEV7xNn62gle7W2KIw5TVTCJuc0Gjb0TBBTDWq4tpuQYZNzf0pMXyGegmWwJnESiFLFskVDhZqD9cySSmB1wkvrDSJEhaQLilDE3ldl6fpECNY8WsX4FlUsazkoEmaDAqqEGomL2QNhCcg6WlAiZcZgznPrPDfRSuCYKjadkIdoNs9i5JLyIKYL6iMShHS1BxXCHNEyoaGirORzoS5KrEJUsSTxQTuTuuRCnrPZOAViCYwlUIrH0hJwJV4C1IMLj87RTTMiQsH350Etw3BRV8/RbPeskN3ZHZUUAgOCrgHmaAQsKT34qBrI84iqkjyoE8WB2RjRGlnmZO1JHgvhVMjLRC2RtZqsTxliXilJ0OSsYg0Gv1XJAcrgttti8jQM1hQ8jGZzhaVVB/jDV0MfvUSbTH42ViM+dRnVmNsN03lmLWAyINAIjtX7w4W2z7ycnrTSbB1HtECnHZTg8VoaaUob8QqTHVRgRljdXnZZ1EhSfratTNGEyY3ml3lO7hO3LbRlmDn2qWIN1EUCreum0jK6LcDafTHa/B0uy92WqK2yhPeNaUQs1UbqkAs9gtuznhHSSKUKrcyQ9r9WRM7AGWWmNU22ZXDZ53aKdp+TOd5tntucCaoDjeDTcbljtGajmSSvmHO6PSkEL5WkDe/iDLyedfHH9ps8+3fLZmnf1x/W33NZlqk5TJpzu2VuVP+sC1fH7ZsAdsJSD1b4+1yXqCaUgPVONEJYq9vRELxdsc+nrZeRqWhyjpZFoTSCq/EVnOHvn2tYAFrGSttDLcPA7yVWEkl97ObjChffsSKEvksa5hfHB9qe+8IHIc1+8ozz3n+irYg3ZbM91c6NEFrPJWb/HLQMxK2RtmBVQqBXSvF9tT1xs8FaGYIWpGzN7C93gNr89rE0udGCUmFbmk+4ggivhwEmIU5vOY0z5bsveLj/M2Q4c4yZUkf2YeXH4ciXdw9cXU/c3E48fXvNh48vyftIeSlkFZYq7GPif3ezZz9mfv4TRQ8HfsvfUHXk+vPPCevEMb9lqcrjzQeyzoy651YjT/ENH06fMe/ecZUeuTrOfPn0G96+r+zff8Hj+Ia/G19zLMqf6y+4K/eM83fIcMP5i5fs7iv/9dc7HnaV//Djv2edIE/CXiB8/YYxR65++wY9T9QPyjydSHlmV1ce9Y5H/RFfxzvSuGOIA0MU3q6V+2VhHEdmKhoHrqYXfCDz1WFmXIT69ReMcmbeLxAHXkklSEbeR2oIXMU3FO74sEY+1MCrt4l/sQa+yIXbek+4es+H3QPLshDzQJk+47T/grJG8hjQco1++AnLunLMD9SpcPrslpoyaX0APfL5/iNZhMfvfs36YQe/XomszMsvqXriGP6Ss94SXh3YTQtPy8jDP0VOcs1Z9kxXv2L/5hvSbuDlPPK4/ozj019yXiMP0wcqSjytvBwqf3VdKKPyy5eVvCr/1x/YZ58chOilgHo4tDkXmoAyYbex9s3J0ESNOU6K/2SfEVckPZKvJlxa6pIEP4K1AfzURbalmPnnLko1mJPcjAary/6cSdMEeE+PIhsgkNh/po25Mav7s9J/1xwgW0R6c050Ri6XnxWCN5ypvTloYXvnJsBrm6fGpOjzo2wzJA5KnEHS5lxdafdorQEkZDbDjL1/i3+vNqHlY9IGiNvTNGOw12LBBO3qCqWJwYQxhVYDmCRjIWjBWFfQen/0sil/5NLFndVW6NkUvYjXeMXYwUANanZNDoRaqcHZbXVF84KEaCaZR4i1VgjGONZe+3cwosVpfY4N0mpTuqyGOa5WJBWkWv1+cqbWTIjqpY7dedwNKS/JVLFUYCCEhRSEMSVCCKRpZ3ahN1Qsvp5LqBQs8l+LN+lcoebVgGL0AAyJapwQY8QntbTyIoR18HPgTQuDAzBnL7EYqz+kigal1JZ1cXGcVKBktC4EScQQKcUaRUrKaFJjii4H22fxDMFq3qEefpOARDPEe2aRmpEoaUakEloJrH7IvM6oecNREkhES7bG20nQFAgi3kwtIt7MUfUM7qAy5trUUOUnXdIDEI31431JOoskdlDunzBnuzRbttjeuWDV2bsKIZjhK8WcmxpHWv1rA2LZUp6b46MHBwtBlFJha2DtzvHegGzwdbYMiJbJoR4k7gHLijlPUqU3AxVBioHp0iLHpA3AVQx0V1ApbnD5fmrsSgXUy7ux2vO4c6E6G1a0twuz89xit136+W8vWJYi0XqdeIdxE8sVarGvrmLHzTJ+aSnVEiafJw9ChOSqK5szuETQ6KTRShUPQtTgDcgbq8jYZejgrVxWK+2AeDlt8ewT2SoP/QmXcmlsXuhXbI3p7BZzsKhoD/Js+jjaM7Uybq3fxbPAvZ979TGjmxgWLoL70tW7emCHJgvae5/pxHaTeoF9bUyNOWiv+H38GXuPJB/ShuHNYFE3oATPBFHxs9JSmDcm21YyqelSZ0e6TqTJkh6EKBeyrgUifJ93hhWu3+wzoRkTLTBQt/mwvd1+vphUsBIBl4hA/e7OmmxrspV+qS4PWhkuoZfDvNgilnot2/R/yqUK9YxWYZ4S5wFrxOpzFqJSb/cs14HDLrHfjbyaJt6kHTUcKOGGcQdXt6B6zas6soQz94d7nmTh/fyAhojcGaN8uspoXjjeT9Qlkj4O1oPgcCIdMvP1nrIfiakQY6bowqmuaL2hnq9Zw8waKjsJXE3C+RyZHxOhFPb5bG6WkKhDRF5dE0bhaq/UUPmwmj/s7loYCzzeB/ICh8fE3ZJ4vIvcD8pIZCCyXp3J08K4j6RdoGpBa6amE3W8R+SKMX5JClDGTNgJ5QbSCYavoSyBx892zFPlRZ1JubALI1MSQjIHyENayWkmzUI6CRIVuQVyos4Dk2Sux8qjZo7liSoTZbphKCtXeiaeK8O3gZAGggiyF+JOqaGw1JWqyuEgjGr6ZTwI36V7nuTIZ4+V2/uV3ZqIeUdIghwWiiay7kmrMi6FkCtpDtSDku/OVgrx/kyMMA0D8QeDEJvxCw1HYOXvgM4eJNF7bBXfx88ceboF4TwzrkmcZ0kJqOtAQUMrnRk3efWsvI/hCGQ15ws4FoloCNBLbSZEd2jN9PJJYbEzXq2/mrYGq9HJCV1nNfng2X4kVLzUSqst7el5UgUku0NEjGAQjKgkNXp8WiEaQ9yy+NhsBzEMt5ldzYF/EXzQ6mMK2+81ooyGDfXJggS9h5hgmSGP9nyhBb/dXCxeiiY6bumBVQusmFyu3nTancmu43vzV2nlKOqGH0Q6IcL0qe2hT/WbiEI8e3BnL973wWRByoFYglUULebkDuKMfo193DYrq0HkIGitFJZtXqikYlmrc/UMiGDrH8SzXzG8H6r6tgnIGm0NpZDEqo8a7tia8YYqhBCo0YIQYL0OyEp9wrKQwsnshb0iJOJsTvq1ZiorJWcKFdWBSkL3houkVKQotWaWpRAy9n1VGApIFWYFgiAH181OtNcjVCpytUIUiuyBxLArxCgWvFrd3taIFmsq3fRUEmEgUlbIc0JShp3bJNEIEGU2wlSMNofS+gYMA1UDczJ2+e70RNRMYcA49NY/LC1KXLNV00oJZQBNaDD8VqRSh0xYE3G1bLiYlJqwJuUVZP6eDfIH9liTGZtTPzqZI9Oa+TYyUncKdzvZfmv2e2P6e3ZtcId4swWql6Wuhi3FMV13yHc3i+EaK8GWLRjYMjaY3S6tNh8krJmz4Xfbr7bruQgebJ9xZ6mMLpadaNW8A2IyIHpIrQWiqtYNT6pho+/DRQl29qu2+Rwcpvm9PQgRZEC6zMRklu1IdworQdWpOc2RLIisPg8z6ELrD2a4dKKVrzI9MbEFinFnt1I9G11a+Slt5cfN12TjtMPc5F7Hu2JnNLRScwiqSsHk5yfBtgu83O5puNT0RyO42rtaAOgSbz73dUkLDGsjlfoaqzhxSXrAkp4l3OyLFjRqmQ1qurKVPOz2hOnBXiqqB3DrxZjsvsFLizWd2fZ2oBHoWtCrBeC8X4iTZFt2Q/tfw+pWFszLozXyrORns66h9uGKrzY9w2IL/7QMPiNntqBF+30jXODjcf9cyz6QlW4L0fRwM3QCaCMELM9+34jKvVxrC/D6/hJ1MrNenEd3PEq7RyP2seGcLfPih68AvEiJYYBlvCeOj3x8/Evmb39MlW8ZeSDfJPbXhS/DzL+4fiS9VNLryDenxNtySxmV+nmmnIX1nTCFyH9yvWO/X/nRj2aWaeLIGzITN6+uocLx6VvWfOY0PVFDZVoXpjzxNr/mXTjAGMhRuMvf8tnxLbfvr5i+es3p9hX//PoFuZ74sf6WXX0kze+REebPFqYY+FfDxG+mE//fv/4lT2Pl1cfX6HmH/PYLhuOew69fUs8D+jCzTkK8zUzTSpZrHqm8DTeEtGM3CLsBPtTK43HlUAoLFcLAbpyAE293D4zLxPTda4bhxOnqLeMQeBMLqRbkPqIlsh9fUoNyr5G5CncfK9Nj5ZUeueJEqB+4rx9Z60isIzW84jz9nHV8YhnuqfVAfbwllw8s5S0c4PxlpmolffzAqEdeT49khfv33zCXkXQE6spy+Iqazszj33COLwkvJsZXC/k48vTrxPzylvn2imX/G9bhLWlK3C6JtbwhLzec08LH6SOprFyVMy8J/B8PE+9H+J9uKx/XH9hk/ImNqZ8dzG7wh2eizgSAG9cNHXfPjDHSu0+AZny3iHOLfjbh7t/RygBdMEbt8gP9PdygHU5Kt1ZaPL5HT7tF05wSbYwXIl3oB7yBC4+786wXRhfy9vTuPW1PePEbL8fgz9WFwyXjs01rnyW5ePEiuPDs7ZtnwhwZXmvv2Zw6Y8Ona0tjlP4+u297ptDv/lyZtblr5bi2+df2/T0C3iL/YXsmvbjPH7lEr9y4cfazOtPEs15CHqAOSGiM7GqN6DqwCoRgtV0ryYyuCgRvdOurYc/shlzCelsUT/t0Jps16DWnI9XYInjjM7uFPas1aiubYhMhhGgkdCAOMEaISdhN1kBtfzVaTemhmk9KA1qVx9PAmgunk5A1cxoCaxjMaZwha7QywSXQemcT1BrJtTVz0KrBjc56cHBmxl7duTGp1gwv1OisGNPKbc+Hwc9TDeQiPt+eASIBjRkND65AsynGc3KQ1+ZtcFa77TEdV2xnWMZL1dk+F7zeZ7D507Q4CDTAKhFfd2t+J9UcRZYV5AyBcLDd6CWRtBnyn3qps4FqkyFtrwc3nsOFbFEHKNAYHEh0I9qcECpqWSiqxqi5ZEe2kgVeG9vOizsB2jkUQWu0LJGqoKud3xAtEKsGcjtQzxaMMed7wJwNxtTbAI6DraobOGzbGQfx2H6u0eC9hMa+gC3Dw1ij7q22faFC9ebil42PEaz5H/QAQgOvIovtnxoNWIZ2jlumh25zXk2Ob7jX5694PwTvwN7AWAt6qjTA3ow4Z+c23abekL4DPy/D4fMBI8Q9hBFhMCMjug5c3VnSMOanbzZ6SY0+77I9q27nuWXktTT/zs7vOqUNoM37haO/M+mLi+3q4rjJdJzoKi6an3Ns2n9af6ZwMY82nq6u8KXuKlAvPh78PaV/1rbGps878YCLI6ttdhqFILgqu1irXtoDH5N9d8MZfRTSGEgX+7JdPSNfNwNM2n+2gL5u+jsU339/CNj7eKrrp24g+dzVSiNyXDLeLLjg69eDgBfs6mer8sO69PsjmnVg1UBkz8iEnDJ1LUxjIF0rsruG4TU7vWN/vuZws+dquGIfD1ylW6Y74epHQj5dM38z8ihPlKuCkri7L5y18OG0UIKyxJ1p2hXkXImPgbgIeRTWQVneLhRd0dTkTKIywlpguidMhcMuQxx4n64IkjjoCMtCeaxU0Z7tWPJABZ7SCaSyO45oVeLwhEhhPzp5oI4s50Ri4XDM6A3UA9THgfx+T9XEUt1JlhTCCLyk1Micz1QN5FVgr9zcZOIMYCz/27GyjBB3AxomOOPViRIMwv6xIvNA2Wfmu8J4DqRF0HWhLDOnnbLurVzANSt5rZweK5XCOY6kCXgh5rzUK2QG3pvsicuRUJRZb8g6oAhhhEN6RZQb4iGwDgEtyjnDOo2IjqSzEh8/wG6mXh+RMDFwCzEwrYGqlfl6REWZg5pP+o9uMj/fwcuRNezXmjDXZHIuNPy4OBaOfo4NX3WjWUynKhVqKx3p/YAaY/5S7rr8Mi9vC+ZfHhrP2ArpQodDj4hLBcmonGkEIhM4FgBQZ/W3mtM9iN6hsAdAgv+rRtqxTFFj019aEqhYE2LUsxUDUhyft2ByHfxfBSfQbHpbME+zOJZzfagBDQnx0pZGDPCAgmjHVHYmoAUqlAMbxgsgk8ukNr+N2NU2wurz5AGejp9sbrXpKW2ksIg5b71DM3HTQ7U5qFw2Sv1k6aYC5abY1IdkzFgN1jctKBoNJ8bg1o6rAamN9W97PaMggYA51CWLBe39OXJxHdLw7BidJOU2YnFnbCMWqQV6tVR0MSdakWrnwYNvKkKtkIs59KLrpehEjxISiHO9FXgcEAIhVUKCMEdYAnWXTGYV2yu1KmUBJTqlIm5sehGqCms1By5jRQcnwSlWEkSFoJYplldBC8S4IpIt60RGyEdUM2uM1KhonVFZqSWgVShxQMaBIpmsC4EIq2XMhmDioqzG6k3VCFFrsMMkZ8MDYSxoUvICuQTqYJkUYSnoqsQaCRLMHkyKzpWyWBAoqhFsNHsPtfSAPaWd43hMjrfnH7QTaic7NMcybPKl+RQUcZe4eKkfK41kpIxWo90yeaPZMoL1JQNa82klO46181Z7SbRm23svldqcwGXDvA1FNchMc5Q33ARVG8EpOK5TTKEULHtAML+BIHpy/Gnl21xqGs50m9O+sQkJdUepdp9Cwzi1Yf6OcWyPdwIkttdDv69holZK75K01BBh9cCp2V/1IrO1BUwOtt97ZoDQyW00P4npC9lmz4PbF3uiL7GX6WxErR6UglbiekOZrg8F02GdzX+5h/7Q9ZwcS2fYb7h3g961z3LHmBc/dbu12Zp9rVoWSCO6tM84OerCHrL7e/ku0W5f0Jwefe+5XUToOtZu65i/2wI+Ty2Tu/e+aHPd1s+1paZNJ3fs32Sojbnto77WLXukM3h8yC3r/nuVVrZAQRuj4XDt9sKljHB9rZcBkLYSbhdfPFfDLa2MVm064+I5tzE2/LLN6lZBho0k2sauPsb2ea8e0W2LP4GICVBr5d2H90gpLOmE3KzcjieIj4z7hTQWvn75jqeXT5w/PrF+3FFnqPdnxqD86D87UBfl/ptMLvCimL8jHlaWPfzPwx1rHHiMt4QwsBsF0cz98YETRxYyOwn87XjDq+E1H4NwqieePjzyxD1jDMirl3xYRs7zyGPakc5XBL4l6L9mim8YX/yXHEf4X84PhLqwf/OeEgN/Nn/OcVH0wyNhOfFPg3J9PXH9s4UXeWQ43yN15knOzKzs7r/gy/NPePX6xPXr37KEOz6EF7zTJ95+/BU385cMH98wx8w6Lgx65qfDTLkOnH6WOdZKXYVdFQ4vVg5BeJkWQha+fTsw58j4+iXjfkfWE9O88JPXmZdXK8vjno9fV5aXifgicrgNXN/NzOWJ09M7plEYrwQp9zC9p+4qp7KwaEDSjlEDQd6QKTyNM6uuvNzfMpB4zD9BNTMfXlHHKzhVZIaYzwx14em+cjxlXh5gunrBByL/yzmhpz3yCOuLEx8+/4of7Qv/pVYOYeRXHweOqvzFzRPzc7bQ773+hCBES93lwnAXWoNqS5njwqHgzgzdjmRrPuYiqd2N1lO+AVjtwtHv9EzAwdYUe8tAMB/X94VtV5X+/WoO5yZwG1OSnjCIlVhyUd7LW7SGRXpxqJsgvAT1uo1Xt4Sr7Smb465FO1tmSGOHt8e6FPpsMuV7P29OGFeqPSWwYDUhXeEQEaw2orbGOI311Eaog8ny3sTXFU5fP3/O1rivpQs0llXfa9t39lIgLc2zG3xtrH/4knqgMQ+0Wl3Fzo4VQdaRkMe2jGjM1Lh69B0DdmOEGtAanKFjCka8AVZw53IlGwPIq0klB+FVo5WuiS2zxhjSGos5vKPNh5RIqIkgnp7cI9Jm6IYAIQopwi5ZNvxuV0lD4PZ2ZBwCt1dKijDoiFZ4993A+Zy5X4/MJVOHBCn5DoQSLN2YtSJrtcbdXhvVsJ1uf4IZubUcfOevaKjUwRgxYVmRosb+Vmk7nsYWlgFCSpRZKBVCZ1S4gyBkali837Ggq6CnBCETkjkWpQ4oAU0OXtLJ9nC+cqdEBc1YOR/royFRqcHTKrWBw8FYBhKM5ZKBvHQAguwQr2sa1D6n5cxz4PDHL3HwpcWCV/2zzvxTZzZJK8GmFWNoRDMIYkTDcAGWCwRnh+WRHoQAemPMdnbcl6+61UO3El0Ovqs3g45NnrpDpxmWGtG8w0oGeTpqHez8hScfb2ucJheBggbixP/vTCIKGlaqZIKOnm3iLE3UnPYuB80xMtt519F9CE2u+hlLljVUsR4SxjgVCLMxwXT08dUNeqqCJg/gqNW9DopGB5YKHlWz54vWELOXIbOYo8tF3KjzzJBe4zw8M+ZUigckkjv9IzAZ01YUkb0Bx2DBM7KnqJdP32f9ak6bxm7ytGLfCF2JtGBEVxM4sOzgub26jUG+/1/Syhrh826BCmlO92fvlw68mwbtekbEgfelgdTGJc+Nlw4JNv2EP69cvEGC65J6oQsx9mz7uWXtaHBd2ph6PQjRnr/16KBr623Wtt+ZDdJYrv6CQMsck+YIVej1oDG2YC+74hkRG6ZpKMG/tXr5v4Z/OtPKGOH21e6AEHteSyBqyq04K7DhDX/udub/hEuBcx0JdSCwZ5IJOZ3RkzB9ruxvlDLdUNNrpnzDIV9zVa+4Hm55Pez58XjLdBe4/nFgebvy+NWBd3zk/dU9VSO3YkzhjyfQqKy3e2oQaq5wrsSHSJzhfCfkHaxvZ8pDJQyZkAp5vKGMe/t598B0Bbs7Ya473pc7roaBN+OOfDryuJwsiDgJkNAyolo5rpbWvnvaE4uS9vdIXLga94Q0IPcDy5yI58xeYEmWyFceB/J7oe6tEfcQYEqAjKA7as2c84m6BtZ5ZJiFm9eZkCuqMwTlZhDyFDlPBzQM6NHKlcgwICmwewwMa+H+z46c7s7EKTAuAstMns8s00jeTxzqwqt14bzC+fFETZH5ZkeOgrwEqSN1OcAC8nRGtFoNZCrzOoLuSdeVOMEhXDGFQI2ZXAtzWSk1E2VH0h3D+YHp/QfWFyvzyzMxDgzcEmJgWIU1VtarHUph5hOaG7a9KqbLaeV5NNv+9Qw0SytTYEZ0RplQJnc2FayZpeFIa5qqfpYCwrgdh6pb8NdlE97o2uRducCbplWkj605Fiq974FUYzBKBYkujyNUx8gti0xnExfVnPTbVzTSgmPg6hmUQT3I2sgDLs81ms6TimUx2nfZz94rqrY0P+91MbSSfG47RcsA0XXpc4Q2LALUGWNAD0Ycac6w4rJTLWPW6tIfsDIST1jmiNe9vySTPZOXi69XYGPIqj23Fu8NLv6cHiwBmmJWSWZXqEA2nSKt/5W0QO0nXEEpNys1CXGdCCWQZjVsPK3UZCVoYlSkZbNmkMVkfCVYUo5aGc+gyduGOEM8RFRg9SCEtOycXbD4mvMoYg6bg4tiba5QQq5IrdRYLUZUBnQeaMTiUiy4GRGG7rhzEldIFqjQZMfp0UpfxRcVGZR4jMgs6C6gKfjezJRSyQo1BEI09mzwYIqKdwEpasGDqaCDOb8tjKL03l0aWFcrwZqmlShKWPeEEr3Ma2ZJgRwVxjPEM3VO1BotsDYJWU7k+kjMVzBfEcSd9cWyyARlSEINwhKN3JBWEFHClQcnFKoIcVeQWM3+yWbLRSI5FEiVelI4KalA1ACrWkbKuCJXTyiRzEgogeFomQx1LBd48A+INg9gWnPa4NiouZ89ooKTWySzlVJu+KkF4TLKYmfR8WjtQR//ffD7tiAEijWcNjsvcEB06LhRZHHpZhacwSjDd60fQcOVtrtaM2zx7LaClRLynn4tIKlCrA+2VvISaxjtAlcyrVRm89v0jFd1UqNXHAhq5ZNqbfx0R7SNEKogEgieHVQ9k6pqcBicHTMNF9gRCyD6PIsHfqyPV8PKI8iVYz730bgjX4NXXNDt8yaTGzI1W7fxbPDMD6u4YTX3LcMEt82D6yDtAeRKpvcy6Nn0jdD2A/itBeW7gts7VrTeQKrN0f49O9J35YaHfX+23zXCIBuxlYbn+3LYd0bMzuoZD63EXytR1J9CL8ap1D6HfmRUO2fV4wZeJgzovrFyMV7oPRt6KVrTE9Jn3KfJf5ZnyLu5N2sfo0F7/6lerrmdB3ujzbfZRZuPs5X/bUi/+WK2bIvN79iCEIHBP+e2gow+wrb7zd+pzQaU1ge3PVnzP9rQrPhZ7djByq5Zr6JG9thWxPdq07edAPxpV62V9x/eU5aZeHciToW78cgYH0nXC+Gq8O3Lb3l69RvOH69YP1yZn44T018rh//8wMdfVH79/ymMsfDiYNH/fLXybpf4n9MLljRxle7YB+H1dCJo5qM88MADj5LYh5H/w3DNn8lrfhPe87Ee+fb9Ax8fPzD89AZ585L3q3CeBc57yvHAJI9chX+Nxv+a8e5/zwd9z789//fs9AN/+eZXVK75s+WvOa/Cd+//F9Zy4p+uT+z2A//NZzNvmHj658zyUPhWFh6k8vr+z7l59znXX/xr9l/+I9/pwAf9jPdPj3xXf8nn5z1jEcJhZRkeGXThZ8PMY4r84joznwvHXwf2Bd4MK8OoXF9l4iL86p9veTomPvviFdP1LaV+YJlP/PTmiR99ceI//vs9332dWG4h3gq3d8IXdwvv10fm+3dMU+XuWkn1kSm/5ykK/5xXREYk7RgYUU1kXXgcf2M6/OYlo0x8ePcTzmuwIMT+Ck4LMhdSfs9QP5IflKelUH8s7F694H2O/P0p8vJhz0++g7w78f7lb/npqvxXYeB0PvA/vrtFU+UvXj0R4x/Xp5en9Aev4LxxAHq6ZDPenRmjysY82jZ7j871lzZFuAkTd07IpiA2YXRxf79ju08T84RKc8aIexjUI/GbUHIgTIfPF+PzMkwN8Pb6pyZgNiFLv5fJ5u5hoQUJNjHVnqz9d3GB3J7t8rk2MSmXz9VHu11buKM9QWMLNSWjF5+Ti89XNo9cc0r5/Mu53xulp8N2QSuXwtBrv6r4vDVl5t/rTA4as8TZnhcdYn9Y9wY3UAdj1pvjOW6PEWZzska/v4I19ws2PikdEJpjp4Au9po2Jpc5kKQ1IC7NOWlpoTadnoVBJeQDqgmJVj9YozuXJVBD9CwGwx7BlXdECUFIg5ASDJMwjHB9FZmmgdcvD+zHxOc3iTFCYKHUwqiJp5OgsiOeC8tJ0BWsLIwXGlOrBV0FNA5oOtj6VFPaVq++GdhqDlPw9HEhNMM2GHtEizvtqzn52zT17AQtxFq8EbX9UqsHtvpc+7wGK6HSHL41nB2JuCOvurOunBGNbgBXrLaq/3e1cQtupAq0EmwS1EpStcaAEqkkpCbrYYHSen/YBv4h+ubF3mvnImGK+6LMgkrx7eb9YFrpJsAyHaoZri6DxJkQ6myjRgzpNZDbGa+r3SW0sba97rJQDTypWbkQgrHvtLF5nJFOQXhka17ZQIj4+1pAcfuV9iyGBjItuLSVZruQbd6YuwUSWwBVW/ks75Vj8SszUlT8kfwzWoCWhCOrlSkIwRxDnn0gLZW0XgDPtpdDsYCGz1Hz01sZjeK1up/L5ksZLj091Q1sXzCr56p9rOL7W7rBAFXOPUitHlxCdcta/0Ga8O/Zb2IMlufZDG3sYZOXHvDt6dKETSZ2Sb1V5lWfHPU13OaifcJluEJPp2oyugcQmhOoyezLIPxFzVipPbC9Kdbv6yMcOzQD6fmvNoNdmthmM2qgMWO3MTS4H/rTt1T0Lca9GRoqzWAQ9ALI22jaAl5MkWfC9ePdtbq/qf/e5sem6RK3XDxbc462FPX2c7+dnd/Wg0ncStvMET+jLagnPr6+/p94KayniiyFMp6ppVDTTDkUVu6I84GoA0OZmfbX7G4HDq+uuXr1mpv9xN3NnsPVyMt4xcN45HhdicPMFCeWqxXOZ8J55fpxYS0L5w8LtayGHychvkzIKuymEZXKOSnrWKnDSE3CGEZiCawLrPcW4E/7xJITZV7IIbOmBa5WprvImoX7R6WWQljfm744W0nEdJVNOi0DsgbG20gahPlKKKuQF0FzIO8mljChKTOMhTys1LgwrIWrp8y6E443gTAFhkMk1MB0OxImOEbbW/JS0LWyHhfqUhg4IymTJVIHQccMAdI+E8ZKPBbG3xhunQOUGonsCWsilJFQIuccKHNhqoufpUjQSsgnc4B4gLqQqVVYywvDBkEIrEwnYTjBw0thmYJ9VlfGOhN1Zn1cyU8nqEq4viK+WEifCXqG87sPBALV+0Tt1sXUendA/+FLgmcLNr3iGV2WHRic3FlotbTVS2H0+tHagv8J/F5bmRTPrui9EFzGhOTn4dJp3TCn3xNhc3I4eUDEx9VknDlbzCHhxKvGVmyyobEbXV40Yk93pLRSUKHJblf61R120tiRimUigmUntiBIseBDy/arimUbyIYPmuPR+3Z5VNkXoMnq5qiA7shSoEYkNNxiutugmzcLVy8/xN7VQMuIeC5rWnBYpRGdoJWw7Nm4nm2Jl4ykORydvNDKqfR+gQGXxd5T6sKJ+4OXQjhboCfq6nNjBLU6A0tE1wJFjU8S3EEdAhoVTa6Dq5dtZDH7Yoj26MnDz2pZnNFJOJrNgZSqWjl/vETGADXErRBxUAjWJD4k3xcBy7SYk9kMAeuZoAsg1LEFtLzxKNX2wGj27roKkoPhcQmm/TJoqtQxQ05Ijr4MxXyVRZCshOzneFJCVIZBqVFYa6KqUnNGaiWMfh6Cl6gpvvfrarhdrUyY5kgogtYdWgfrw6EmM4RIdEddlMIQj75n7FzKYM7jkgzjDApazVmqwfp4qASSO3ibb62EQo2ZGoO1U0mVpFaCqwzZe07Y/cNgcyjZ2P2qQi2VtSyEACnt+KHtJp4NVeWyXr44SWALRkhnrDfnorkbzYHYUITJw+B7txEdvZYqzanZCEbSK0mov9/6gIhnZzcbR1uvRs9g6bhNt6xndWwlbrsrybHU6uhmb2vcy6daQFh7hnXqzw5bGKb3kBSzGSzo0dxMZZNh+F4WNoZ2LyNjza5DbcGF1dXIVl67B+eafJVwMffa5715MKqPqWHA3ji69dZxUtjm/HVvhjTbp9lMipUGHc2ekgFtfTaw4EXnBfX19PVqfhCfW62/Hys+vy71XpOpZYPE7jDfsjpc3ouyBfnb916WPvIzfOGYbpni2myIyxKncjHSTvBqM+Z+Ng+QadOjugWH2pxygcGBC9Kyz3n/0efM8fzWELz91nWyNl+hYQF1p34jTnVd73PXbUWAvve9L4O64d77L7Sggt/vUs8BWxjN9TAgbktuxOlGYPWvaPPprzVbsudPWNrsBcS6HMfFfpFtDruM6WW0miQK5jNoWYUX8/dJV1HkqzMhnHi5g11MpJiRH525l8SpjMSHF7z5dua0DvzdYWA3R/bnwPCNsvs3DzwdM/PtkbmcOZ1PVBYWZo6nzPibRw5j4S9ev2Y/CLf1kbWeSY+fEeaX7I47pjDw1UHI8SO/TL/k65t3HCRzJ7dc5z35uGOqH3i1e8/dOvAqf85p+oyH6/8LS/gp5cMD1Ef2S+UwX3H38V8iMRBefctTUb6dr1D2/OQz4XoH67t3vJsV3V1R44DoSFgDefjA6erE8DSTfnWNxMAunhjGL4h/9d+whp/wPv4ldfqGN998y1MWfnt8yRqFw+4tQyzEl4FdGphuXhJD4v74RFgqN2FmHzPX9QOxFoafBsqrAw/DTLx/R9grr76E+e6aD8OBtX5kOf6Gq5z5eVyo9Yb6+Dm7YeHF4Q27RTl9/TUpBV7dThQGvjm/ZE4J/XGGlDmdE3neUb+ZCU/KKXzL+eYD72tgGuAkB0oM3KXEfj9ztZ+Yw+fMFc4n5eNyC3rN09MNu1/ccVwy//37jBbh47JSR+H+sLOszB+4PjkIIX74qjTDvdW187I7vVzRih1uP/Q0p/Dzu10KtS1noEWI/UC3CLu2tKImXC4cIwjWYNjSuVvDmx5qZYsLmkoK/o3NEdWE2NpskH7fZ396NPHCKdKfUrqL67kTot3bFLM6cGluouZoFM0+Ja2hnDk0tCmLxqy6UAZdVbqB0cI42gyexuBsfzo4PmNC0xvItvHJ4vcb2aLduOIWWh1GYypbyRRRr4vfy2X5Z7pRtPjcuXO/GYLhUtn//qvVWSWspvDq6EbPAqWg4eRbZTCW0OrgWwwYiJwJrAaWnMEaqjW4rrWl9PkwVzPkanXgOFnjNQ0ZlUItR7SusF4hZUSiNVkmHK0h3BTQmKiarblvhUi1AASVFAJpFIYBxp2w2wVubyOHw44v39xwPY38xYsrpqTAt+QyM4aBh2NkCQE5VmYt1FqpYnOfNFMo9i0SqGGkDhM1L+g62zhKe07b6xJOto1iBY3EdWcGxFAdRH/EshGSORCiZSMoiaqRWI+EslKnER0TulYrmyEFdDWQFZyNECxTwaL0oOFIYxA1Bz1AqCcPSDSQV4yVpJmgFdUJ1MovEUO30SUWS9FWcy5WBrRem1GfFz+nVpaHIfbv++FLHbAqoREJGqYPxdK9awNvtTsorCWCyRWplp1iVm50P7I3ug/NKbBJP2O0OEu/GRpqTpXGHpHGlAjZWZq4D3RExBjAqgWRlcCjg/K9SYXQzr9nEjQZLhcMEC+XYOvQzrcLm9D6c7iBoFwA84uAnoCmZOzKxeQCaXXSj7PAvVk2i8ly3a/eEmMCEoqt6cZ+tzrDIpUYLAhUyQiD7S118KWKYGU9tC4uQwy4Bh8bLbCBN//WncvhYqzNnjpuKfIUtSQviSAjKjMqR2NrWe02JGQTt8FYM6E5nj75cicQoL32qQNU14Vd3ks1ndiAvAhmZFpjeXtTY425UeTOu64vpEFzf73h1tZLRz2bpxkzLTuhr3fThV4ugEAvw9F6H1TP8GtB3aave7ZF8B8bRrjQ5VgWSNNrW63Y9hQ+Fo2bIQm0tPQebGx162szgi4YQm1CPbAojiWk7WH/bN+D1R0DoRUH8N/VFpi7gPfKhYHmL2kzaNsrHpBsmZjSPlO9yfpzA8M2rTHirOkrXsqmOUo/fb9ptSCEamEdTmieyfuFdFAW/TGcv+CqCON6ZvcCDm9Grt7ccfvmR7x4EXn1JnGr13yhn/Hd9IGvXxyJeWF3t2d5OkM9Io8zt78q5OMCX58p68JuN8E+sowJ1cheRtOPQ2aZ4DhOlDRxyJHrHHi4DywfI8LA+GLiPEN5nMlTZb3NpJvA7i8i9RS4//tMnRf29T2xwHC6IYTE8GUmRUV/OyGLsrtLDHeBpyociyAfAnKMLLsd53DNOBTGfYXhTEknxuPMzXeF+5fC46tAmCLTdWIXI3eHkRqEB687Hz8bYC6sv10hZw7xRJwCSzhQhsR5XKmxcjcUDqqkD5ndV5X1tnC+BkIihB1hToQ5UatyzBOxzhyqOfqqBiMCrE+GEQfT/zkMFE3Mp89QTeziAwMr+4+R/Rp4eiGUvTn/kixc6YkDRz4+wv1HYHdHuHtNfD0z/DiyvF85ffiOoJFcdgy1clXN8VTCix+Wb9FLJeWmpPy8SXJH6oqVKJlQdcwlk+N9d75phBCtnJCqZZg5k9Cc9LN9R/HyBsGbmmpzbLkd0eqp64QFkk/2/dpw0YCE1IkUzdkhBMerBSvF6cdMLktMNAdJO/t+FmsLiGznHVGopj+JwfRF8ecKfp4BC9qrV8yQTY5lD0KkVpbJewC1vjTFZazrAII+q3ltcrLY+6sxrYmXcr09U0XEg156QKSg9cnnfo/JLredCoZRwuh4w79Da9fJSrDMRarh8mAT2TMopVlmWxACqmduCDCBfqJ8U4gne4YQnZzisreeB2qJyGpzHkcIA1YuNQ5GaBoWK7Wmg+FZTobbxtGc2YONrdbFVEJwUsdqzzyKkkRZtVAQ6pDQIVK0mkUshiWGFEhD9P5yBZ4C8hAIUWFXvFb+bLh+5yVUXe5XJ8Gws7VfTyNaImk/ECYhFEXWStkVK7f6OCDziIaVEhdiCYQSCVm8bZlS90oIypgqWQKzDlAKYXHCxT4Y6aNaY/Z6GtEi5GDBqoqAjqRFCCoUPRguqcUdk2YLRElECYRQGOIjykTVG5Nl0XRsGQoBZVwEVZgHayyueUA0kDQ5H8mESo0nW7dJyMnsrVGVJRbKuPWclKES9yuyJuRpT9FqfcZqpuQjcYjshpeE+MeD+mYfV5AnlErwckU03OrZT2ZzDlh2Qnb73/GYNgdkQjRclB1yQSmZVs7G8KGdFfGyqkWtMkPxcqmNMGPgxUoB2f5NbM7r5rQttJ4L0oJlBHeJZiz4Fwh6Z9/NYphUWwPdbOQuiTS7vpWFMWS02H0kQrDnE42G20NzntuZb73bghhZTlvGmoPS0AhrsqAoWQ/2TF4ySrzkrXaZ3RzEdq8WhKgefOjM/QZDaf0DPXBAaIeUVqy5ye5WtklksSCETFjgpgWKNmdzo7023wpqQR9p5aT1YM9efzhDX5tvRYe+jpfosNnLitlPm3+qEfCqE+WS+UaajDag6/vQZ01bZY7LoLyyBTLYXut6T9mQdSMgt+yM7wXLe6ZGH3wnBdscXd7LdJmV/xXHy9B8XWafFDYibzsn+No3G6LNhUmqjr1tR2F7/+ArffQ5a/1RGnZZTLfpaOe7Ew/Nb9GDhxRaUI9gAQC+V86r7fnmfwoqF683cndFe78lt4faftoWni00c+EXxUrsmV5tWYWL26h/ImGpKPKbJ9L5iTdccRcH5r9eWX925LdvX/P14xW3H17zZVXeReVX15WbknmxDOx/Bdf/9JH11YnTzz6wHDNPHxdWVk7DCcmB3VeVu13hPxsD+0m4nz/wWFbSx58STwd2esOOyD/f3POr6R3/kP6ety9+zX8x/wU/X7/gaRk5PQ3s9df8aP9PvHna89Plz/jV/sd8e/cvOWumfPeeUO45zMrN6YbX3/wnxOmJ6/3/mw8U/u3xL9Fh5K9+NPPiZubrb3/F/eORw9WfEdMdvDuQjiPL+B3l9oHxYcf48Y6wC+x3R6Yf/4z4N3/LIjd8G15z91b5yS/+J74uV/y9fk6Znrge/oGaYPf5NeOwZ3/7hlQH3t1/R5jPfCYfmVKB8h1azjz+/EvydODj/3ri+M23vLia+OLVwLvblyzTK+b6r5kf/wfeLC/4afqM+/UlXz3+JVe3kc/fCKf1K+qv/l+MU+XH+wP33PEf7n/K8VAYf7QS9guP/3EkznvGX2XC+5XH4Tfcz5nvdj8ijLes8YZSb3iVHrlKT5TDHed0xzFnnh5XjutL3usd8X5m/x8+42E58d+9v2cnwuvdQj1EPt7uqcMPY7c/oTF1K8fUirW0eqrNeWiRdu2OqWawN4UsHUw2EbD9dDmMS6HXDm+LJH7vEHYh05yYLe6t/ZA3pWeR6e+Z62IK367mUHCF/j3hu/kV3NmvoT9BZ6464lePTDcny/Nl+H50WLtRt72zBQeaYQKXM9dfvPjl1p+CLoC2CWglrjaxtbGI21gb+6fVvFe3Edwx0+dxUzidcdEdQeX53NKiw+pKxsd80Zz2D12hmqOV5nTxORZnx2sK1CBWt7RYtoTNQ+nrbLXwXRlK04fiOskdS6oWYDBPqfu3VqwmsTGBzOATa6wYVsz5bIpExBz9ElZbbzH2SS3JfVSrGbOedRCkEAWmtGOfIrfjws0OXh4mpiRkGVlL4PpqoVKYkjIIRFkJkr23c4TVjUlPo5cakWwsTZVg5QiCOQBVWikgm6PqDdFEMq1klgErsdRWr5YQMCPCSD7Ryzwl20m6NZYTZ/6IGrPUCsd6AMAd2FIwg7qTYpLPvbM1WtO14q212tlzHKNaQDOxWvCLAnV1ADAIWitSl06MaUAUYavn+0mXnQ2zxyObU1NtUoqCJlpJqG1PK6La4bx00Ou3rZYSaqVKGxtcaaUqem1SLwlkR1g7cdPurCDRWHvuCLaSMAvUimRvZCut74SD1jr/jtQAuoPaHB3CxjYx8Kot7XY7PL4ejVG0yVlt39dK9URzimjwbJxq89H9CdEdJu4ksrJAtuahoewgWL8WL0mRsb3dalQ3XdHGGMwICZ39uu0D8TVUtuy9BjKbo8Lwe3TCfd32ZfAxSGO1VVqgXT1YK40FW78PtD9hx9V6Ic59HeSStbI5uqSZVhst97kZ03SiwJY9wqbL+psv7wEbPW2bV3XjkhbY73Puacn9TGn/zKbF2t641MWyja/r7j5Uf/wLfelfLfj+ciNyC6xeGEKXBs7vEAEup6cp0xZYg6a/t7MMW5CtjV8ugH5jU7cMwJZCTTdmt0yN/uLF2BobsqVzt/G297ncEd2Ywr3Jr4+/z/2ftt8kwHQQ/v/s/UmTJMuW54f9jqoN7h4RGZl5p/fqTTVXV3cDDbZgAy6wonDLDbnmZ+OeGwpXFOGGgBAQgGSTaBIN9FD1quoN9757c4wIH8xMVQ8W56iZeWTmzbzVXUUKy/VJvrzpbq6m4xn/5xyJQned0C1s4kQboD0m2jFRngeGa6Fcj8TrI21/omdglzfcji19G0lbRSfoQ6CXSMgNTem5kltiOPC2/Y7UnjiIkhCaskWk5RQKWRN6VJokZFrKRpDQE0JHuZ4Y25Hct9AJU5fZ302kLPQlIFo4AOFB6f6NsbSbEiihsQhGDYRmR4gN0k+W/q2LSBHaA/QIncETjKTtlD6Ykty10G+FocnE9kC3C5TnV8ReuDoVwgRt0xKJjKeIRqE0ASWj0wmZkqnfISJtgDYQ8ghlohvVUrb0SmogXilRlNQLOQRD6naWz0VGkCmjD4nSDEzbkSItaR/MMN92WPrTDtFIlyNNCUg8UoLQMBI0M/YD2haKjMSptT6T5W1PISNdoPsi0DZKbCayJMY3mXwItOEKCULoIzopw50QpKHdOQDje5qKp12qNRG8JsriMKvAJWFO5zmjNhcwAn67TLALftbduFI/D264WukhM0rQZVZm2lFrz5lDT9Qi6pjR+LOgvYxhlaO6jrlGlc1Gj1pnxh2Ii818Pdb6V5yfnUEb4qGBnoJxQSgHLPUIyzgrLQ0VbFSNXPUdYX6XGSeqg6FZaG7wwrTFv/MIh+rInvOgz9Eenb97Do31BXEtJdSCn2seoB4hEZgjkJ32aU1j6fXD6pkwedF5cp3HHDH6aU0r+jZExAtL1z6CYkCWABpNf7AUWQagyWo1DDRZUd3AxvlOQ5FC5kQRJQQHaDS+l0OGDGOELALSGpVJGZVk8mw0rSqgc5FoXKaVHCBa7Y44yz4WpamT6R5NjYJs7e+SBbKQaybfpkAjVisBS12k2WQqbQqEYsW4sxBGEMmUNttWiqXJ0dHkxqYaf6M6GMtkqyZYelrFZQObFNT6ByUQC0v2NQkUMTBHGBSZIEwBkRaNPRXVDoXGjfglZ4vqSg4qUDEsTxicDLh8XMzA3YQWaZQYhdgUisKkllZLCxDVItYpZg9MeEQAhGD6CbEjRKHkCV3rsO9rswF2HREKa4CGsXs3ys/RoPXv2keV3GygpqdVW4RTGwdfVjvHTFcqIGmuZaYgyeal1bLSu4hQ0yuX5Z1ah1LnIMy1L13/r/q2elqxGRBJnb85ku3Kh0WAI7AUKhYX+dwqM/eF3y+jI6VU2aeeBwNkaa0BgZzJVFX8sajsJeJDnQ+Y2lVdEPjbawHqug/iJK6tG2vvcp2o1nZcJO/J5VBljk6vRv55z4xmzmlIZ1ktOsn3vstg9LE+973NjdpzLYtlRja+yic9e8Asp2MywuwcgsURtUicM39cDsXcR0X3lzNbmsurYlEfs46htvdLhK+tj7gOXk+8rDsCHG1LdaTNo5izZlSdbQX+nSNMVnL1Sj8Rd2bpqkd7b13DVVQJgTkyfq3O1P2d9zKcyQPLoxbhN6c7m3XPOpMKMHNb2OwAXNZafa/seXd2rXWleq6AxdFjkUh6xnMXkcf+q97pOtiVnvkpLQT09pZys+XN7oqha5GbFmJmt3nLl+xJu8xhd00h0ZEIBfIxEdrMdneibA6c2jsObcfL7imtFp7JDTSBdLOBHr7b/gV9l1B5y4hQJkGnSLnak1pllLeE6Uh8NrLdKuPra16nL5j2J6bTCLKlC1+xDVturk481YHPvnvDTYlINkCBpEhW4f72SOj2HPWeYyl8Fg4QYddesem2/PjJU5K2/KppuJfCoIGSGr6YrrhJka67Jvc72vZbuvgb+uNPiF9fU9qBoXvD3WECbrlvt/RtT6MTz14FpqvAt39yS2SDfn0gDw3jsCUQkS9+TcxH4v4GHiKdJqYrZYq3DFc/otEdeurJTUcbThxPX/HN6T/jtCkMV4XxdMth3AF7HqZvOJZ79ptbjk2DTl9yDFfE7ZaunQjfPSW0J9r7A+1JeXLVEem46wJbSTw5ZbZyx3i74XjV8TQ+cB1e8jpseZ03dHnkD4tyH058t/0tu+t7fvp5Rh8mxv0DkgPHqZAPPcdvvrBaVh9pn14TIni+bc+DivYutM4sxgmJox9nA0RYKRxu4KrhQzWkbi42U5nwiuBQUTLMF0i9ENDynFkql2iARTGvBJciLpivmpoRzwiEo7e8uIu4kUm8QOws4ztRKniEhysai0FnGXstKDW/U3EjfnUA5BUxW5Snypwq2QluMNGZwlQvb5j7r/R4fibUUDEnRMWYRag552qIpFb0bWVGlutSQ3U2rRjTLOCARY5MCz/XJfQRqWsdfQ0Xl4oRzY8IekAso8/HBBlDNgHJcsmXpqXEgIyGPFz2OyE6mSFWti4XmrKn0Rnn4MgLSaDJiiJLQNoGjQFtHY02JpczOnM6NcUQeJ6zXILBqUJIhDD6fFuKNujUWI7m/gjaQ9kZilEm2iDsmp6bruHz3Ymnu8SPbzb0bcMx7hiLcj8ckSax+7ZwEKUhERmQxpQikvh1OQInAyyP0YT+2FrNh2iI11QSkhRJE6YGGXKNUKN/bG9LFEqIpvdGRXQilISmREmmEGvoUCZLsSEBacUcILmD0qCpg3BEu5MbSqIFtIyOcuv8LI2dRaVwolAIGHItTC4IZjs3qVdKq6BmzAmlQ3JLKYGcG+8zISkRxr0JfM1mPqMqYrU7fgg6Xc2hItUhFwxZSCq+914bIU5+zzBhjIng9UYIZhiYETjFU7F5zQATlN1BBGjwXJ+pyq3J6o64sqkhLA6ixoogilhBcS0JUhV+I8rG758puRY2L4gXr6xIKJILL11kzslMwNBMeaHhJVotlEqzfSyinhpopkUuHAuWLgDsrKoixbFe0YXH1iM8cgc5om2hFqOWUNDYoDGickJlIIwNTA1Ih8aN0V01hJQWL5odjbaF1KxoodEbnQ3YZiTE9wx1G5kKpGDrHZJFBjSYsyRYft5A8vkuCoRWw5k2Rt/Kx2nb+VkzHmo6oZ9TV+JUFl45FyGdES6PU/kt/VUl2J73NXAldOZfDipQV0bnfarILbXUe5bSokYSmcHVDEqC1ry8UlbjWDkRQkVc2Tt0jkowB9USMbCowmakqv9aKd7wCA2VViophtilnkBcWahotiXkvEYfzBGPhaUwaYA5v7wEczBTWAormgNCPU+waLJ9EC8w6OteC8/qWj6p4oE7UMyHuKzZvF1V2IhxUaS8UK4pQg217pHx3fN6HB9rEuD6NtD2Qnk+GPJ2tOKr/WmkfxgYvowMzwP52YHm+T399p4reeA2tXx52JBuGoabQklw1TacUksz9XTpiqd8ySG+5U3/K8b8wF3IjAQ2+RbRjn33LTkcyXvo9oHytEd3HVI2RO3IzweOzx9Id1t4GxgeCuO3maaNXPUNU4E3qoSXQvMXSrcTvvjThhyE12GHEojdU0Ibibs9sc2wsdzlm7eJzX1h2yglwnSr5JvC7gS7MbDphH4TOEmiC2+R/in5yTOa08Dz+wdTMrsNZQqc7hpKG8hX0fjh6UQYJq4IxBiQvkW3EB+OxJxoRle/dy3TdWDXFPorOBZh1EiznQjXA0JH3Cs6JvTlSH4ykD4/kkdlfBHJnTD+aAsxEPKOLgd+b4RWC23/1hCnyQzO++s7REZK6GnGBt7coPstaQNDlwg3LduvAm3KtNPAkCeO3yRi6enDE+gLejui93B4vaGRwKbtCPH7nRAWgRgheN50TM4yudNkJLt7TkvCBMGLtNK4Yj9hyE5ALeexKeBTPcl+nyoqvzrJHXSSq5zsekeoCnhFZh6xGgmLgj87XN1hYYadek/dEKYepYyAR6HRuK5QSX/1A3he/krPjb4bolXUo9ei2pyq4b84ndEMNKg4AnmuceFGFafXhqYt87wINV2W1ypSk12ltFAapEnQnKCI1QCTBmgtQtOjNSpYxfK5BwiGFF38nq4L1Og2j1bWrCuwFpghtHcdYzA+TPaxWfpXW+/o8rpYRIgGKLUO1g9zslpCECFGq8EieYScrA4CwaYbDagzBaENEzFO5BAZacxIfarOmw0EoTRCDiOjI//70APRIoILMIwwKqfe+t6EDY1skOkeLaM5FhqhU/szjZlpqDrmBBqRVs3pJyZblaYxh+HYWkkFzRAh7SyiahgDJQQrkh0DTVfQBnI7WcTupMhkWPfSJaJkd0IE4kkp/UTaHf1ctpA6ymmDZOiHgraF/JnpAaWxc9KFLVqEkx7IJSNNg7RikSC5EIvQZCFPSs5K7hpyGyGNhONEO0E3NpRuQ949xXjriJCJMlCSkh4UzYE0WYRBK4UYMnFzMLmw7VCJxHRttc6antBHmnYiNIVTDgzFnWQJT6dV7CqcjN/XVKihwWr2NWZ0z9MnINM9JVVQP7uYAVZrmlhH4BeDcDmSuwIaqt5pkQw12jPUqNVaI9JRYBXYldwGgYOrovo7xM6hYHQmlMl1ii1WXP4EHF3yUdBC0WIyhNs7lnQ3VQ+xmnWh1AiJxsW3EVa2G+XkYuUGtKW4IyWGwJzpQay2VREvGF0aVIpF8xDdAVDAI5eXlKfuJJXBx7ZFPKVXjQA2eWlENaNeR86iJDA5VjEnGIJodpR7cICWy7QqoF4rsxqcNYEqMZgiNrFBiQQ52RqlHtVo/CS4cVycXqjgRWSwKANP61NrXKg7vsseG2i7lpY/cOBMZ6/o/BkAI6sUPZ7f1uRTux8izPtQqDzNoqhqMH72V88pkQTXY023CC6PzyXaxBH5FYylXiuI7I6IGiVooIIqo4IBfCoY1T4pVGCd+dZdjq+6wlwwvDry/Uy4blA1BllFW1Df7dE8M9jX7W7VQWb2j8UixSxDO5+fAVvVCVadF5PLIO4grvWmpEd14/OqUeSu+zjYrbhjJjCaDuYRHjrL8u6sMAZlEXJUIGWtGwdSEnOqdFnA3rMeMW+k145grZGV5ZFPaSGgP/oRqYPf/t41smt48vqO/jjw9PoNX21P/PLZV7y8eU6YBrbTQMxKujvRPJ+4fbZnvH7Lw+Zb3uQv+NXmR3yeI3+eTb958WRD2bzil0/+j7TtnufTFxS9IY1QToHpRy+QqxP65g4ZT3RPjjz5Ao7jc75++Dnx9W8IDw9010/YXV/zJHR89vwefX3P8ZffEfWWyM8MGCot6Rpe/NFbiG85lJdoKvw0fE7XCE+63+N60/HF53vY3vMvB+HfTIVNiXRDz8+Ghh9n5bD7nNPNLdfhb7gO/w+u3xaab35G2e15eHLHfRn4Rr4kdD3XT694cp/4478OHL/sGX7xBXmIlP/iDdN95PTlLwi7jPz+S9rwgv6/fEL4NrArE/mZ8rL5kofnG8rLJwz3O1L5Hf30HXcv/4hfffeHbH7/N1z/+N/Rxy/YnZ4w8Jr+9C85lY6X11+S5ZbfjH+GNg3NTSHIkfxXXyHlQJ/esClv+erZH7O5vYHtE/Zknu9/x256zeuffM79z1t+pq95xl/z7f3nfP1wwz9KB/55Kvzb7p7fXL/l6nPln/yJcvhu4FffvWI8wd3hgenwhPvvfk7R/qPH7NOdEDOBWgwE1ioq0Im4o0ylIjdm7dueWfumKzE5z929/tvR7/Nlqs0F4LWS7xeveoiZf7FGJ63QCPN7VoaReaznj8wKyqNfzu+fJW83TFXlZz0VKpGV1VN1LXxOayKywDSpgs7SWTX2LXOfif8KIVrJPfOz/m9lRXhrl66csUI1zQQYWBnE7J2OukaoYXdnER5af8PKO173q/AxWmgpMXROP1GLtVoRKt/XaucMMDMmFU8bbkY8nQ1yMBu/2hXSS0GKG+XntFEe0urKKJ5/WKoxu57XkuY6Uxo8FFJHJGRCSBZd4NeiYNEIms0Yl0sgZWEocEzwcMxMEwxtZijK4ZA47jPTqJSkbhuzUDvNvl2tmnMhu2C9Qsargk5mTJQSZoOX1DVdIRDmOu/BEIomZ9szigvY4grrnH9TTJGtKbmCh/YGQ4zPOX+d8ZnQxoySnNEYdrkoEuewUDPQV+RA459XwVFRTW6U8LNUDIERsu9NTB45UenVGqnz8SYVXT+j9+p5FjPWkzFDSxVCxNL3KFAiNQTcfqd+L6syXS0U1VAZquhj+zOTQDPS2tqqH/JgDoG8ksMr+VG/hxUtKSxndUYbOmqmOhfmMVc6FhZSjSzjVl8TX8ZZmNTVWF2JmYt91e88wmUOQ52NQ2FZ49UKVLuGRaKs7iDqERgFwuivjswFzWsaJq1GbPV0E4shQ/38lrkQ9IpGu5Be0+7MTiSnl1Kqo6BKgwstdunQ6f4PS49TXz/34zRsWUQ9e2p+7vF5llw355z/nL1FH42bRVGYox3qeq/4aN0YVnv16FosXa7e+zhSYn7ZGvW0zNFCh5dlmHkVHo498w4xfqN4KjfcIGbvtOE6LfF9mUFncz2NqmislmheMz9va9lmWS1TNNTumqtWnHdUlrHP6Go/b1pn6k4YXe+JzH+MNVXnkylssuI9i8z0A5sKOnWoNMYfYmbbbWj7Ft1vOSYhtZESIkmFlDLTMDHsBw5h5E4TRTMpHTlxYNicOJWJg0YOOXCYRg7DxOkQGI8twjUhQO4GJI5sNweIA/3nO+JNy9QUBwcEd3wFOHWEIzT7E6l0jLsGOui2EDVzdTcRRmifCLEXQo5oVrrJ0vj0kohFYd+gTSTGTNgUDm1glAbNhVYLKTaUVmkUM0QOheMpM7UJ7QNoIqc9hYnSJiQEQhvRQZCjY13fFNCJEAZCny0lSgikpkNLsKxBI0gXoAlMo5DvhTIFhqTIpuXJtrfUh8kiA7NaLvr+WuAqotuWLBFtR5oA3RgpIqSSCaUwFlPmQzF0byhGqPPW6mzEzYa2aRmlI5cIuSHmlunQMeWOEjtS0zC2hbCLBA3EbHcgJ4EI4UdmTJs2hcfpxt5pNa2lVN5X0f9+N8JCM2eaUtRF2UoA6m/coFFqbsTW75PTfhlZouGY5ViVaUWP4iLfVrqyvj9zigSXUWtKC8Hvt78bA0vpjIastSP83S4HV+DSbHicay25PDZHH1SaWP9eoY3niClzCFTnsZa0Jtqr31a+5LRq3qJstQiQJZqigg2kApXcseOOeg0762CWWyrNN/lLdBW1IjDrHR4dvtRxcOeDaLX4+hhXaFSpzqHMDCab13Ohh5/a5hSaKkh2ui8CIVu6o0bMt6XqLmVzJpcqcwaF4EZT/63ZlzNhMKBBqPLwKZkY1WKgDE/TqgpZs0VpqxJzNCBZLOSQoUTiGD3iOLtcb/by6IVac/ESpNHWeiIjIVOK6QHVMtjGYvpGKcgkBpiQTMiFkIRYXGYMFvUQQqbplNwWSuN8NBtASLtkkQ5RIFrkkwKaKrp4IqhVeAgxLhGxWpBS0y4x1+6NbUa6TKR4qcgGLb0ZjT2yyUBj2fyRKoQOo5sxmn6R693x1GjZ+KAWcxKGkgkkNCSyZDR3hCIG0mkLIVY+7LKmmi5GgNCI1Q+JgAolN6t784Hmjkut53OWjWoqnuT/Xc2R1SZRdZsl0c9ybytYr94bXeiMyKPTb8bH80hUBywI1BQ1lk7Os1BolbTqXVqMtrKKThCU4FkKMpgsLdnkp9muU2U210dmoOUipxYcnKLi8xUfg98Xrx9XUxjN6YHmSFQfW63/I4Ei5hI5B59Gn2sFyfg+O92WmRaVZf5nEcH1e139cb7lDnCZ99h/P3dXny+uL8KS2ttTQUmeeZWBNA1JP9t5ZvvYh9sM6l1v99zWusE64qEuxXrPZX6+QkIXYM5ilzEetmgkZ++a07LW31X+Jqt5uY3lzNZ2/v75/lCtdbJ06d/KmZwOWs/UWW3Hyv8KS//1fC+/XaIM8PMxseg7IGu+O/97xV+pkSfVaVftaQYGUF1HPq/OEfWsVtAwLMCoZQ3snWv5pKz4NH6PFj1CV+PU1bhZz3N1z911tJJLPrGpIEesdlDTwrZl+LohvZm4aQb6+MCT6ZbxNFGmHp2umVQYNqO5xA5HcrNnmu6RsOP2dmSjgYecmUT4XbNHeMvz3wg9LVPYUMoG+khshJsAu1JoORHkSPNwzUl2NPkEu78hvn1Ne3xg2sA+CJsYuG4K0+7Ak6sX7Cfl16ev0CBsught5A4ze2yCnduhC5SY+frl12xOkXSnhOOG8cUeOWaeDMp1F+jCQC4TY5w4ZkXjLWP7c8bTjs1wR98UmilBm2mf7izpR94joXB/+xVDt0N+83vINDF1v0OuEk3X00QoaccYnjF+lijtPa9v7tn3LTHBk9IzhYlXzT0pHtnGkbE/0F+/YdMNbLWjjwPb7a/Ztndsu1smAg+7wERm7O5oGuFZPFB05Lt8IuTEz5rETRHSceQwDtzsTly1CW0GTjmxOU589npENh33/VNEr3iSO4a85y/zgTdj4YpCvov89e86ykNPbp+TBY5dwzhesX9ZyPnjILlPrwlR0e3ZCK3O6MfkxLVejdaF89HTTLjQWWMhnejIzHxXl2ZWIOLM0GW+cIY+VX+3ooSKUPSQ48WsD1QFvsKTRJgRndU4ACxMp+bDqwzbHp1D62Y0w0JIl6iLtZPE89nOiKuVYjATlrWioXOXNZwueIG44vOc13ZtKMKVO4HFCz9g3tq6ZhGdt9hXR50Rey5EalFArUrR0YlwnUMVNtzAnA2lZMbmhEjrhNkjQ9TfdVZcy4W7uWhdNe58uGlrjLdkUyYDvQkjUVa83o22UQhV8CqeU18mVAaQSBFDXEjJlqN+cwIJqLagDSFdU3M7mpziUTWCIaLjEZFMCJ4TsBq6jgpjRukopSOEAxL2hBiIbbBcw7mjRCXrSC5CSYE8BcYUOKbA3WgC1revJ9qQSNuBqRRevSjc3SnH+8R4zKRiod4lCzoKxIw0hXBQ4glKKWTcAREOaBLKyc5FyIGlYGMh5MnPuEfFNObckbY1fXGw9D6phRKFQGso+iZCjBZOXkwhIEVoM9pN5gyQhJRESKaMlZLNoNsnCEqxvEyEevfniAETaGI1tvn5EzI1FNP6S5ANaSnB7ppqY8X9UsCSgg92b1M1CixCwkebslKysfNbDRgRDCFtkQJmIxDjak2ELBQ6U+zUUNSiZhiXbKmv1AsIak1Zd5b6oLjBAKgCRnDBQTuUllCCOZUw9NaMztboRnaLJCAIEqOTF3dQ6uDvsjMswcLvtThqshVzpmXMuFvsrppi4nS8poFwp5aq3XUJ7hlLVtQ9VCeWC07FFUGpTogZxTHZ3LXDFAo3RHv6qgVt4udPMhpOID0qOygj4gVhdFqFLgcM9UmB5AaO0KMSnaYUavFrRJ38HYERmgYNVug8aySqEl241oq09fRLJosWSpz8rPUsXr1PbZUBuODoNJRYZgG7ItaoaUPmyEJWypzxEJvVmrXLzDZmRWV24ruwXGpxw1wztPnzC78z52ItOKt2ZsKqz5lprv/twrJgTjUc6ednsiiLU8z5u1kwcOEbRCIiwfmjd+0GsSVdhysOFaWdLSxfgyuC85X2/6i65aycrnkz1PRvVfC3M1tllN4+86LkC7qrPuvKUDFUISHb/Is7X73orM71KAJz2pRQc70XNxxZKjKhoTpVK6rL+OzHeelZU6GcrshTT9oGIHN1+xOur274bhLuAsi2RZqWsQTGY+aQTtyd7tmEnt88GwjpSDy+5qgT909P3MnEq9Kxn4682t9zfNjz5lXDeNrRlJ7QFIbdt9Ae+eLmLZs2k766JcsN5WUm7wsljCRJSGkJdzfEl3uaF3c83F5z/HwLvbC9EvrXid0v72g2he4nFoE6jg2SW3bHWyCy608IkfLiBg1Cc/UG2U683t6SYseTNxObI5zajrxp6Hql1xP3vxt5eDMSbgZiHyCf0NNACULaCqGLNFcFOQnxJMghkX/zFkIhfqbEayV+qYQYSa9vyMeOeB8IR4g/6gjbhtO+cHytkM1w9OVPNvzes2uGITMMD5ymiUMe6fqG3Vc9ciXILaQW4v0ByZH+oSMDb8tEAR6IRIHbYqlUoqcq2e+uyLvCdrOlbzrevIqcUoTY08qW4WHDcdhQnjakL1rijdB8VWgJ9Hki76H8FqQPhP+ohQyHV6n6sj/cys5kzVovaS78OGLob49g1IwwrfBL6g6KYDqAZkSSAyycZsRa1LPBdI/J6EaphgOnZ2Fv8qZcY0VVneTNKofTWTUUrEj0LE0KObv/wA1v4lHSIWJGvr3Tip2TnuBXy+RxKZODsOJspABB0wgloWGLhH520FP1FE9xqTgPVzHeVg01hiyxn6xBRTgIQsT4KeprKkicrK/Yo9Kawbk4L5dg89HjQg9lA+EZlkLpjY/Nkb7JUMPMhau9wG+ZXLb3KGqMXosOQEJpIXRYutMA2hqPCgmC1+contbCUwFVlrWgXD/eRKDp/CeTmAzcmL4Q42QpPnszRuSs5BRQTeQ8EqWYWyQUtM2mt6VgjoJOIQeahx5BiJ3JKToOxq+uBGKDpg2qDXmCKU90WggFuiEiqWHcDQybiTZ1dMcdqQ9MMZHU0PtdKHQhUyQwld6AR60jnONkGooXl9BiSVC3jUU5pJNQCmiwNK7tGGhG0+ukWM2LEpUQM/11YWqE1EeLLs0WCZN3g8t4lsY25I3JYSlByYTRzsGm6aAVhqiUoISckTRZbv8QrQuBuBmhT8gQYWggRUruUbUoVykToZzQBOkQkQbiE0w+TQ3kiDxElwUtmkom5+9hQiXRuFHlxMRUMpobgkaaUIg7i1QsGh09bCmEskAIgbZvkGCVyDQLKfeU8v1nTfRglgWxsz+bfsXlWCaWOIhCorfzbzfFNXJPfSsmm5cqDxXXs+WIUiirGplmLre55+BugFls8roUMppOru1iE9GadUFc5qhSjwGBgrYYBWxAMlFPqBZScblOzIajnkGhmVNomaNZHDVkeAp1B0kgqCw+5WJyvjJaBJfXtiBYrn0pBnysrt1Q6wB4ZMMkTrI0ebY2S/+FbGyuMwNhtR9me4lYWq8y11Krjoxq9HW7h4PJZv7hAL2g6iaTaHJXwOgp6joE1KgAi+IzPVVCcRpuwArRla5nB4kgFS3/PefNoyWMVRWCVLuTuxIc0FfqkH08qkLNIlHXZZZVbYCzvFqzk1BR/jUjh/8Pz3Ix2xCK6z8SjaYXdT/XADIiNCbjC/PYjS+sx+7ncAYL4aOpHM34XHHkm1aHk5gcrpqgVDuT/7bqH9qaHoOnmxa3S6npsyYrhJmvi9RsJtWeWHWkCkYyWbu4ThXm+h8etTADgb3/2W6G6caqhFLlGo+KYfSJVmeZOeVFKvizMf5d6n2DmlFE57Qn2e+d263O9C6z79grqv5/Xp/io61AfIVF6P3TDdxs2L89kH418tUXe65uXvKj4w030xWH6Wcc0+/xUje8ejJym46kl68YyyuOT76l2Tb8/Cf3qAi/0wP3JfFvxyPNmxP/6L+N3AxXXN/ewvYGftHQ7ISvEjyblK3sieGer7/5BXffPGd89lvys1+y+VrY3sFvr1p+E1vuN8rbXc+X4S1/WP6Cf3c/8H8ffs7z2PHPr1qGbeSvxNKx/mnfQVt4O0VOZeKv//JfIqHwi/yP6Kdr9v/qFe3rPT/+eearZw2bcGSUex6mJ7wZE2x+gu56xvsTTw7fcCWFbZ8Iu2uan3yOnA6E775Bw5avf/qPSfkJ4V/8EaqvOT75Lwm3r7ltXtJJSz485xA+5+0fveYU9vwu3XIsE394t+GzYcu/C6/5dX/PF/2ez7oD3H5L2Q5c3QRu8462uWf77C95Erc82/yUY5f5jiNHBo7ya64l8bPmOzRn/vXUIEX58W7gCxX+7asHDneFP/n8Dbf9wL8bEi+08OTNia+OgeOPbvjt51vC9AU/HXd8O77kfxxfcYPy5QEO+x3/9ZstV/GGn26vGRt4vVNOD5E3Lydy/nhmiB/ghKg1IGqnxY0K8xPLyZ2bC+ezV3OJpKjKvc6/caPInG7CGIauyNJshDBpefXO+mH97lxAN5vO2ni/ekbqmOp7gg3vbG7L/OpFl5qGSnnPMOo4A3PqEzdO6KwoMROL5Q2uUMxzKct/+xjX/7JnFgPOwuBkRWvOZ7F4Tus+rI1ROjOKypzkzGFgjHlJ91HTYq3+uPOhijqLR1hZCpafz/t9rdRUFY4e1RkxXdHiFcXgSAGUGt0xh4nP6HH/aSyOBvMiufPOmwHRij/JGQDLgBfVIWMod6lwq8bzAEZFQkKCzk4KgoV8Zze4F23JBdKUGWPhdBwIErm7a5m6QNudaKKgYyKp8vakPEzKsRQGVcsEpDY3jaZ0q2ZKyZRQzDkT3ejrkRziefeXUxNd3jJDltc+NmOaYOviYzcBQa3gIeAVen0tnQmLUIE2ks1Ap840NXoERq4RIv6nprKaz4ArdNUoEBxRH/xeCnMBRAkWYbVmthbW7IbaimAPASlVOBZI76JEvrdJvYXKjDCH+Y7ZtRWfv9OYgq+PzyzMVk8XaqqDdbmnlYzp6r01lNbWt/j1sntVczUvqIwqx/gYFoATNSCiCp31Zhu9c6dlRWbP/51tLWeDrN/xeb1dIFRmJwGzkFj3tQpudVbVoVdDyuu9nr/2MS+O3CrECbWonbMpqSnyzFBhRfMsnZ6RBO80+AFboV0WAU+YEabzwod5Py39Em4scedVddxihWEX2mb96moN9Yz/fWKTNXXXM+F05juAzDTeVDYVWaHnqtDrHc5rXHnJY+FT58eY127tTGe17+frtKD75+F79/Vdfh7n6IX1i1bDW491/dszfrr+9+rszMvkB10qElDPfrqsg/PWM0d+vYO6HpbPuw5wJlaL2DGHH9WjUanZah7AjNCSmlJrPRenl+vPz4hB7byOexnv+m9WZ+TTmpC8qKSMhgQdp4F9bsg0BGkIdxCS5dUemsKwSwzdyHE4cv/mjjhNxKgcpsTD3QOHN4n8ckQfJsKxEEag2cLG0ccobWf3Ko8dQypMUSmSyFlAAiEpTclImVCd7PZ3O5q2oWsTUVrKGCjaoZsr0qaQ+okSHHeYg6FqS6G07aysigRKCUgOxClDTqTSUKSjHC0VCJOiuRCPhT5mikbKuIXsRhu1zHvi+eoRYGNI/LAx+mhAb2VKhvYsktGYyJvGagFvQDaZTIs2ERkTkrLp7W8SZQqM4xU5J2ST0EHJD0dCUJohQxamaCYgmQwfuW1dvlTLB67Zy3E2Ln/kACehNIUkk/lxrwRphNx4vvZapykXQlaaCUJWypTREyYnZOC+QILyho9n01Q4i26uub5n2rHI4DUIwe7vQlXXAYgutLDc/cCZvDvLmQFqbTNtWbypKzRWRbiXgDm+10buyjzj6i4uRpkzBO5ZJMXq5/PgbWLqEYpawVi11suZJ6cCumAGOs006xHdnmlSWL3TeYTiRj6Y67XV9VrL6DOdqvOxfhfjy2R7VFbroMJct6MC0OZ1iXMfj+ejnoLGjKvViePGLBXmWhWztWwFADnj35/QFEgu06sZf0R1LoJdRNzWVpZhFCEUy69tx0XQYMhlQoaaIimK1UBXj8VTMDkbt5Cu5ISYIXjqm0S1j5ozLZvhPvcmr4XseO0QIOAljM3cXDEfooZGNVR5neoyJxUxnyYgJRIncXuhOC2yMyDZoi8SmawOIMqyFA6vRkhPMSrzGbR/WybRQmgHzyxk4J+idu/CHIYCQQohmHNMJVCKcccc7OyXNBAshNzmEhs0OFpcFNpkRsGa1kWNX5Z6ll3eKG4vyKkxeldzpQdzZBZxvSBjjimxdbeMXyZF54Ltd5tXiOUPNdeNPGNAFRVsjIuMXWsYCGsAlKUsKlQt2w3FmGxXjenF79UiE1a5zOUUXaLG13fYfuV6/Jye0lPIicmmC0jlkT6yNriKrtDjNe1PlenyStarv1WWFDbOM9Yo7Tmqy38312+sxtsF+nku37hcpStc/RndWd27VQjtuaTk/y0LjYS1HarSqrqO9YZVXm9zEMQjS2RRIeZzGFbvxde6DqGum83X1mXZOTkb57ut6q21bsGc2ksX1Hx1Zul6XlrHvZYUF5l1Wd1Haw2LPr3iY/Zg1W1c1zCC82jXFl46n5uziLa1rLyaZ7XvOD+rctfS6ho7nXIZfHZszNELMPOj1XiWrqpDZb3G9k55rHucfb8672t75TxPf4NUy0E+e/NsB1zXtqC63layz8p2KZ7usVoNbeMqiqIs+zHrDgt38FXk/Fatol8+pYnCLiNBuHp5ohmU4XViPBZyvmESGPWKMQdkEjYjRGlIux13RH5Lw/EqcEuhPTzj+l4Yenj5LBKK8tkQCWPkxAYQdtIRQkvqldwnTvnIQQ+ciiC5R4aW6xw53nYMbQ/bRLpJNM2Gq/GWGw3c5sQmPWXa/Mc0+pzPpqdcN4JeJdpO+SocCXFi6q4ompiu7kiqxPaEAIdxZCod3WbkZjeyC0f6vCd3b0nda6btLco1ZXNP7u+ZbjNjLuzahm6zo2ka+jSYg6y9IpUNU47oWCj716i+IW4TsRHa5ppWtqTpBpFA6AtNmJDUomNgeyo8G0Y2aSKWCdUTUziSmp3VngKaQyF0PXnzJZP2HPbXDNOAHI7EqGyuhS2BPm3QMfPEsTnbGOhCIDxt4SowXF9x6HvQE92YiNLB1NHsG9gWUhoZw7cM23uOzwpXY6E7Zo5ZOT4obdOiZUcJyng6MaUOnj1B8n/AmhCBLYjnh5OaG9vPfmU8iguZhmqxPNOeB3QW6KtcWxnTokxUA0r1PGqtaq/usbR/4R9iiJtKaioRWj/naO8aSSAFi413hQBhNti6NiQ1BNULEc1USSoKsRLgtERJeEoa+1eZ+6rFaqohTj2X28r/4VOxPoP3PeeIJDm6wCIjZlNiNVBVZuFF7WbDiFYD/cp44WsuHv6s7gmvyAD1YqPixVsNVgM1r/di8McMxNqi2lHrgvjAnRlMRkCrkqcRC/k+Wl9zruAPt5yS6S41NFDH+d1IIITG9qo0nmtxj+rJDJbBUAlBOjO4JzHjdpsNqSNXjr7KXtB4b0L6dAMEwmTrkDeO0p82hnJvMUNE2yOxQXolbBXRkVBOBAlE6ZBGKNEQYRaFsaHhGkmJQ96Tpok2vuX40JCma5pW+Hq7J0aIjeUQfL2H06S8TpmjFk5ZSQlKzOimoPcT5ZApJFKTXbgOaIowbRCZiP2AqpCzGr8svQH4RxfCt8HSQDhCXirCu2uhCHFsoUBpR4iDKaWTgExY8lzMEZMxtBMtgQ3EjPbRDENTY7Qiu/AZKiusRiIroFaKMdsSBkpIhG4HobU8roNYoVFHXpXGi4Z50UHJJlSUDgiR0nRQCqEoUgQZVgr2R5qRBr/jrhKKiiOvzTFgil8kBAsbV8+jbGADQWIhNMkMEMUNPaV1m6IpfFUxFU+7VKowH1oMQVkN7p7yoUa5FKu9YXKU2l1srGBg9SVKNMFccmHOqyy2NrbYXri65r93+hXU8576O6QiXXDhTLF0SiUbLZPoCrvYGSAROIGoZ+OKGDoSc9KhaOMGodGNDw2ejzrZ0KSjSCTQeNoDdSUjoRyAjqBbSplQXiM0EHqjQR51I62n4MkmsIlMhkgJEzWnvxVStDlp7BEi0rgjwlE+QT1c3ZeQ4GdKFh5TIwIlmchXvM7KJ7cqQHp/1JBonPbVWhy4olyjX0T8bNj+oZ3z1spP8yyr+kgXGRoWOX1WeP15VetvHlf90aKMmjF2JQBTBd6F/zDzCzvXVemYXewC1eFPNRbNClTV/1ywVj8jHn2xpB+DuZKn+BjKKhrG5y9UnigsIk+ex6Yz/wcRM2DMDryq4AgrAEKePzcjQmtnu3hudE8lSEx+T/0ui0ebUHPnOkhDlrUx47F7nB2BWFMyzfugVZEUah7lT20qMDQtKXTs9tAeEm+evCA3b+jSM1qu6f5mS3PfkP8M3khi98XA/uk98SETXg+E2544XLM/Dnz37W94eKmkfxVhOLCZCoVIuPkMCYnYviAy0e8FmRoOr29JozBRKOzpuh1N09EcCs1hpMg9RQ4E+Yz29iu210dCf0AnYbq7QXRD+vIZQ5t4e3WAttBeTzS5cPPqgCRhylcIJnwHGnJq0Qk2p4EgI2/1K45yTfx2T5gG9P5EOgxsPktcfZZ4yB1v396gsUCbaaZCf7D6O3mXIATK0w52kUYs4lfaQAmFhwcrXtvEE2wS+fMNWrZwu4fNyHTzBPSaeHciHkbC24z+bs+JDW+5JT470nz5gP7ugePXr+huhK4zOWK/aWhG2DwIbRQ+e9ogITGNryk5Mz7smDSiX0VDfN+D3BUGRqZdIlzv2G4MNTtqRymRUOwux1RoD5ntayhjZnqwNDE5NuiolL+Y0FNAX3g9qu89ZOp3thog2pmG273PMBcdDStHtN+FetwrGUExh3NAkqEPjUZ5ZBogbOxzukVZV0MVEwbmgKES7Y+2oD2EGmkZ5vuksVtIsYjxbwrqUQhSIzucJs22mWofqMuTTb/QGZhS01QVCCcqSEZVHTSB6x8LAtXWKsxRjRaJzkyjZ+NGpethZ8+XO2AyJGUxPj3XfRLbc5nToFR65Pw2PmB8s7N5Z+Of5l0sUCYXlMR4vHrdBx/HXCePFqQ1xHM42VopVGMsGiH3ZiUvuK4xLPObLUefyFBVkH20fesTRCvgLAil1NRCCVKmlABFCCkQ047QF0LIlGDRqlomVE7E0NDHjhyEaYvVo7vPVug+WNRjGMXPboFQkO6IhES+i+RBjEQ3apHbp0KKynALzQDtAWjF7qvXpRCBNggSIW6AKVBeGJgqtB6lI6aLDhKMjXS2hu0YiVkIahkKMsG0sdzQlJ7cDpxkopRAmTpCKcTkNUnKgGokq5oM3LlDIkY0KKMYz4s3D0hbkDc3hLHjlDsyHTlYGo1GrAh200Sa2DICKQslWMQ0UuDk6e1c3qVvHWF+QCWT+z0kCHcOMvM7m3GHXjH6MTWRLEIcekISQtMSmgZtYAoB2gx9tiCBEiBEtARKE0hBIGP1OUIhXk2rSOQPHDF6G78cqBkDpN4dNZ2/FjM3o7Cl4jKZM1Ex1CZe1GhaJWjNkI9FeckCQck1usmjohq9RogUMf3E9DGLTAo0ZEkUv9sqLUGDjUEn66PW6RTLtmB2mOxXyNY7hEW2rOZWRC06w2s8VLQ7FfTnKXm04BGovtc1zWIVOovXyYktqsHQ7mQCDwhKdkIa3M4RSqXNiwxU5Uibv8tOs660uHmClsU3qtUmU/UaRZhchl/T9sXyYymV1PQhhCAW4ZLBnZvOj6pnQsAyUGTD74mdAUEdsJYpTC7ffpykuSZDjQxAr5h1MjVnE34OqetR5X9HyldnBTW1FjUdllLrr9n2Vl46eV8OepuN2wm0WMQT0c5/UXDb0cy0dYl+qOm6LALanFzijmylOkgL4jWCag0kA+ZU3U+QChxd13KiyvbqK5WBFqRHZgCt2x9F57UMVSlwINcCIjKeUx1wpXLiOdK51qfwrVCfu3Tznli0dEbU64qerYVHx8Bcl6PeaZMNhFpvwyJ0WquPomV28lk9iwhYBgANZpM4y75QdTnXBdUdVrVG7Se3qOjnJyRmfvzfB67vWvZvBw5T5vTlz7iPG96UzF3KPD0Kz46Zlzcbjp99zq92yl/dwI9H+KcH2HybuP5/H3n1ufLdf7ZlS+afvxaGfeR/aG95FYS0vabZbjncFHQ38GJ4wX58y33aMY1X/Pldz49PwuuvnvKw2TJ98ZIjb9gMn/HTt3/Cj8tLfqHfMD75Yx6+/N+weZr4518eKOGB3P6WKz3x5+ktp6bwr3Y/4hCP7J/8a5QT182GoD1vX+3JUbn9as+XN3uel5dcnxLfPv1L7p5+S34S4Bry+DXT+A2H59fc/8ktV8drru9+wibccX33NYQNevVTjqfA6U5Ixz3Ty28Q7rm6Hmm7jqvuD4jhlv2hoShst0/ZxIlv766QfcuXD0d+/zTxNQd+x4myu+chvOK4uWYIPZxGtt8NTLefs3/yB6R9Rn934u34hu7hBc1VoP+s41qF6xc9YV/4/W8OxEl5+rBht23o/myLPGl41XzOnTbw9Que3B9gf0OWLVsR2kn4tnvF6+6vuLsKHH4SKK9Gdr898vAw8vDyQNs8gZs/IKeJ/dvvSNc3hP/4Dwn99qPH7AfUhHChcEZfumG9InfqY/73IkT7nxVyqBJKXT2/fPc+gbNa7VfDqcYK1RWAcE3VZe5tDl+aO3Aj3az9LNaatddw9kDO4zXC/36ZeEXMK+p3Zgi4YhTOHl9GaythhpL1GoSFwfpvZH69r2mFksl5XzNCYN6fanE7f8OMIJgdGxXNEub1mFnyGQqlTs1nWp0RK6T3mpkzv/XTDMKhviv4mpSqRVYBCjS4gaioe5LrubQ5BhwlXXNo1rHn1XKZpGH/ESsDrczHimBLsWJWs9BQVp1UhdvRbpWpSRYLnQwJLYmSMlkyUzQU1Slb8bZ4KjRJSDkRotK0JigcTg1Dspp30yRMyYu96VIfQiVYjYgSLJer1lX2G1avoLiiX+rNc2HXx77ku19t7Hycl7tqqQrqmfKUN1L8WLtY6LVg5jMXfRDFzuGc1zyskTGrQ+LvncEpFRnl59Pk3RUerMKasNQkhi7K8xoASCzvAsE/0IzE+ZnWOrw1uj2wGAQrAkNZaE2Z75SwoHxMrl5ox2Istv6EWqwuUetx1LNW82MuyBsbRw23dEnO1tRRSRb+G87X+J0IiKUvAysttHxGXfn/ndGqea9qOhjfU6f586vWfVQaVfnIvP9x3j981VSqwsHyzFmUXHWwLnQRX3tDLBXvyfvWxshexoTfehikCrh13yLMhetqxIenmZrDtrHvPKexCeH2WUWnfepZW5ZUeC9JPGNnuvrL12FGGK0XodLjc9prZ5OZri/3Ts5/ezaQ91zM1ViWx84O0zsTmMnIihM4iV7Nr/Zfv6h/qmKzfl5W4sTyjnkYjyM0Zz5V+Qfn368+mU//7LRYD/Kcr9U7/s4c6rLN0ZerZ1wBq7Rh/blKdYboQivquslC34EZrfZJmuyjJjFDTORk3L0cBQ1CGhOlDEQdiYyUBOUknA4D9/cHpBT6VGianv4uMRzvOd5PHI+ZYy6kciRNA4VEo4EimVyy3ccpoMnuoUbQXiz3eClQEiEpMgraNNC0FIKhZhPIwSPNyGRRTghZEk1ww+fQQMpmc85KmcyxO11nQhDYm+F8SgYckV2ha5PZwVMkI2SFViKEjkKP6AZhNLBJKJRNoUgh71151glSIWJw5ZqnWxiJqoTkaRKCmgMtRThBOxn6OKZMkBGVwiiFopY+QCkkhRCF5rpBt1bHImk0G34BvLB2ckO+Tr05+UOLECiToxNFLcWJ19MKSZCxQBPJcYM2CpIIQyAchaa1+hokIVhtRysGGyDtMDJ8yktFyw8eMAeMzJGy1TE4C1ArWvOIHi2dGN0tCz2Q1V2WWry03q+ZtBRHorqD0519hgBmeRfM/OSMLuFo7CpHViBBpR/Kymm4lpOExRsh1PRRlVfNNGi2Cq1Rixlq/nA3Ps5OxrJ6bL7/a1pZ+aj3OQNCK6+scpk4Yr++T1e/a1bL4vKabf78uhrBLav1W9Cdj/ZuTcNqf+5AnvfMBJeV09j5qaz6mMnbD6BxHplaoxikuJxQ4soYk2wtstHgHD2Vr5MTcRm9pAgxkLOgRWiKP1Pzw6hFDms0GTivpjpjs4oj8RsllEAoZkRSlCBK6AxYIxSX4W3/i1iNF4JCKdQavlrnl8zgqsGAgaHOU4o77Mt8AqqBW/z8lrzSVRALtygRVS+UG4wX5Sr70Pq4XAbLBpSSrFb0G3NwRbwMV2Nz0lIoo6LFnGgmm0XXN8xwRrCIJY2mdyotWhTNyY5KUx1ycSVCGH1H1PSsWRZ0rqrVIOl9TNEwPMUL8+IdVeNjJR9pRUc+0KTqxVVP1moncO22Gv78ftbIiCWqp8oIFf1c78VK1qkR6zMIZDFkrmlgXYd6OyzKohqlq2N1vhhn/9Y5PKeOqTo3F4JjXy9yObqSWeY6c+d3WmoNHwGt8zgjYtUZYXL6LIuvkOyykgUX6WnWyjlH++fVuBYhca5LU3W5CoCd6bDxoIWyrMcRZhnyTET1d+j8TKiXnGVvq9hn+yiVZgostQcqAPQjhw1Y0g2tZMsajTaPV9dPzOujK75Y6XeVJW39H/Fen2xNSzTba2bZs6YeWtmG6n1cRa8tkTPrtVlWceH1dR5lJQuv1vIdXaSehscAVl39Xs+fdbDS8v1y3hcb5VrXZLmzBJcnfFy6/P58xeuvVry5gpb9Oan1Flm/Ss778HOzDsiY9WGqM6Qs67LW5XztzsBgqzWd79EngjFrv1lOSEiEm0DbGCCqnJRDDHSlg+bELhbG8cR33HGSkU1Qpqhoo0j24vZNIOwgdEKbIuJFvmMoPNlGSlZ6OVnq4/EGjQ2HqeeYd3TNhq003JWBtJkYmhtSumWbCzc5M8Qrhn6HygODBMZmYji8ZWiEU1+YFA6TMBE4aSBNQvwuIEE57W4pYcPzpqXTDjn25KGlDQ2xayjHwpQyp/KEPYEoLYEDOgyUhwndDtAcaEpPn+4Jmhn1CSk2nLYwFaHQEtrM7tkbtBxIXCMidByJorzYdowErq8KfR+IG0XHwmE38LY7EofE0xTo2y1d/4yYIjk9EMkMTUa6t2y6v6EMwksVTuVAXwJShF1JbDSQhpYwZXabRNMWjnGHSsO+VY59QWSg0QRXoE8buhRpSiBHT3U9DoRxYreLfN40XGtHCFua+MC2OdC1QGs2l7a5oolbdmGaAb3f1z49EiI0qBaCVlR/C0QnyAnL71oNRVCLlc3K0Ey87POFyS0XYxbYq5Axs5+VEVDWRFZZPI1+QWWFTlhDqiTO/VG98uLEYWbIitaUPjOzrBEGrjg5IzB05MqMoJ7igEzweddxF63j9VoXnpJkiYhw1IIaekJn4uJGRu9H5rWsyhALsaTFog0moKUWcrbCwdmiV3DBWZWzEHWpnldHnaoaYgQc9VxM0CTMwp4W87Tbcvi+h7IYR9aEdc6117Iwl+8nhg29CaWthdfr6eAFlTcQGrsczWiSf8EOe9gYYqYEKAPkB0Q6NG4wJFv0YJiEBIid7WeJdpZpbP1T9r1OFvETytZyZ1YNI3kahxxMKWgaCK0hU6Ip6TIJMWakPVDKxJQipVXYZUasMHUchYc7JYrSlRNBrIAmQRjGG1JpOO6jFayelJQTuUAuQtaW0kIZhDwIViQaN1qPlFJIxfaRtvVrkFEphkgS0CymEEw6gw4QJXYZESUHPBLHVfgUYBSCdgQV6Ca0G63OQdMiuRDGE1Ao6jUQHKElQzBq09W7li33ckqmuDW9jTW68XgUNIHGAfoRtDVPfwEpFcWiWB7hBiERdKJoIWuy3K4aLbJnO/LRYpqrphU2WdzBIY5qkI0pSTKgMpk4rMHW3GUD6aw+SdDW7NMqVpS7rXfAQ/jF7182Q7no4BEjgwsi9T5mAoWiHVYYswrChsApJUJpIJ4I3YMpfjkZUgnLP4nnlpXSLfdPXTQRJajRGU1YGpGgaKyK1eIEAZjTZKnlkCWcTNGeBbgAQSmN3a2KcNc1UkcUmpMZBPUKK+bsqK4ghAiUyaItiuUs9gwyKA0VtSnJc0xHE2aVZHugFiVgUQyRnG5s7fORBQGP31tD5ggJDS0ltJDUlqxYLmSJPRJbUI92CQGkte/SyOzQ9rDxT9At1ofNqLvKIlPWgu9VoAzJ6x9VhbSh1vqxFAZiAqmne9AAGqsDygu4u7OexnlsBSLXI5WL85QqgNew+5WSKmJKkdQ0H2L0oRa9r3ofru1V5HPtpyoo4mdKccPJwvNMN3GOrks0kDiSlZp3vfJX9Vy+Wo0cThmqXOGpW6rRcqmtUOmBG3NWyrQVjzW0lx0Vd2IGdSNTVc50no/NMC7zX2uwfmeLp6QTihvDWsy4ovN7i4ihpaTMIo0ZZ6oTzBWNUlaO/x9w3kSJ/Z7QTuyHQsmR3Tc9rbYcrgam/sSTriA3Iylfk19d8/qUOLx94FnXctr27E6B54fAw1B4/TpzNwx8G15R5EQc3qCpcJ2FrIVTOpI1c4w9OSj0R+Qqw0+3cNUivzwRXh6JA8iho+wCud0whYYhnpB9gd81cKPw2ZExK/djYdMUPosjJTUcvn2K5AzlZCmJjoq2idPv75Fty+6vr4hjw9v7Ezllnn0+cPvZyNh0TE3LXYrsk9B3W/q2JeeOKBsib2jLW6Y+c/wske4K498kiii52xMk0LOBEElsESncxImomXDfmbHuJpFbRd9s0aHl5m3L5lQon+0pT16jfctd0zCVQpNHRsmMp8R213D1p09JRN6GDWXIdPvBbv1OSbHwIAOkyObN54TcEJ4npMmkN3ekPKFfdXAVabsdjbTE+4HwZmJ4ds34ZEfZvYbdG7rvWroXHVEC7a6jTEqYMjkkVA6Mm4bTTyz3c3t3MtT+97X42nha2ZlcHAanA04gSk0VtMUiF1apg8R4OtJYXaJazyrUqCIx/hyO9UDbZxG7W8n4p3QbkAbNGUunOS0AAXE51Z3LxmsnDAE6ImXEHPxe3yeviijDfN/xovfIUvPCnIlW38hqSAgLGiT7PHpEO5QJwgQyoBwsUko81zrmgFFHAdec7mblFVCLJpY5AsH1G5ddtRaClokiHvVXgjsgRwOuuN6gsrF+8mi0uRSXxToMRXpynWeDkhHZL+shToPJoI3R89mwU+m38VFztCRmkJMmRAejbbXgeKVloXhfj41Y30fboPSeMiVGRArhGJEpUNhQaOnbA204kbKSjzBtI6crKwLZnKBpJ9rmBEnI+x0ahVMJRAK7sbG0aCfjGaXvTQzaHKFJDAchZ+inaBnOsjs32gLbQnPq6IZrSoacMrIthGeKTpl8LBbVnXtUlBQKIahFPjRKemJnL5wai4zYbyglkGSPtpk2bYklkpt7cjMQPC97SyKoIDpBccfy0FCahtxGmhC9dh2UyeS+splQLeQhIRoJ0xUikRA9BfOD2F6eRigTm2aDhIZGISTl1BSmmCmnQhgUaTpi11uKv6lFOBH0iLaB1F+bU9rlY00btGT0sDd5a2MR8eUIFAd2iaKt8b3+HjgFSg+lNdCXRRGfUAYYdsj+CaGcaPKIhkJojY/nbDEKbbS7kR+6jwJIZrkAcXnQooOqQ7LKaUWDJdCRYLQMzCFW06aIuJyaEMxpq6GYjaDU6OMaMeFXSheUvtXDceBSRW57HcS51hk1ajSijs6fi9GXjIgXf/b7aBkrTiw2msWYKtnfPSPba8YL14VpUWkIwWVpemADjAuOxO1AUnqUTCmDrctsGDXZLng64BlI4zQtSzHnHBbdgTqtllp3o4CnchTt3K6SsLRcPaIZwXVBsfonWiowC5cJzSlaAiyG+7A4n7xAu7LxfV1o2CKjKRYB47VVJBit5wgaiB4dXjNefP+BG33Pe/9FNrpZ9V/X28NsmPbIDKocXml09NojuFMhYAp5QTjBIoVitViX6ANcXsVrjyzAu4UfzlEV6s6Z+TlPdU3loYuj1Qa/AiyA8xLx/bSaI3a6J5cPvM5prbPE6Pe9akf1nTYWrXs8G/YtOshmOvqvkn9n/RYHT4gDW4URpFjEjlrdohkuXI+ums1E1GT14uBf0/WD8XZ01mlwPULoXH8x/UQrfXAQ1GzrnN+TjJZLhNAgmmeATmB0x3J1KGKygBdKX5yBn9aUwml6DXFP+E862qtI+bc9w8uW38VnvB5a/uD2wE+fnfh/6e/4l4fveBZ6fiQ9E5mTZLa03OuWctNz9U+eIbHj+nRF5sgh/hXNNvJPfnxPmAaG+29gbLh9dU3pbvi/7H/Mi1L4z58lfm+b+K+7X/JX8RU/Hv+XPL/7T/hP3/4l//TuV/z62e/xq+fPOW2O/M2uh2+/Q//it9w/ecY3P/8DDmPiu9cNTwNsrm/oHpSrfyFkrvnuj56Rt4U/DweeA+XwnJIb3l6/ZboWDnfCdJ/49rP/iJfpc54Ov+QmfE35+o786xN8OdL83j3bhzc8f/OC/fhTfnf6Z9xtDvz6+Tf09Pyo+4z+JvH5n/+ScVL+4pd/Qpzgz/g3tHLiX/zohrfbnp999RXPuyu6nNCu8FfdC143b7j5+pp//HLLzZNfcP3ZNb998Vt+9erfctht+Pb5Fc+f/iU/f/rv+Fpv+e/i77MNG36ht2wK3E73aGp5++ZLQkl8+ZM7mpj4zf0TxhD5VZ/ZdxM3vKaVzPH3b0g/3fCjty3PDpF994IUX5JeFXavlM+ewdXnio4/psQ/5Wr7W376+Z6u3cBVJKYtt91XbLrAH5c72unj5+wHxPIvCGtrLjHOBuW11r18ciY+rlP3nH1Tn1x/9ghlePbo+p31w3W/RqLl8TvcKPPOu6rcvO7ybCbrzx8/4H09Qp6eP6mr9z6eTLX+Mq/u8tR6Fc97W79t7XGtxqLHqz9HfZwNv0Z3VIb1+O1rr3ZlcsyGj/PdrsKEo8Zmoqmr4X+6tUQ8DHRBidTz5wLSnEvFvfCzMOHoueJMyBELNmy1/oob87RZrasPUpk/m+dTU1TVXPP1/J0dfQEac3ToPGQLn1dQyZbhykFY0+S6sbE8i5KVmhs2ME7FHAlZyVkoSSnZgaNFfRrqqG+/VwVHbleHWVVgfSxaldm6xr67Ndd1DWucQwCqsl2RR8XXsswT1xlVX63wNYVO/bcbFGt/WedYxDOBX5Sl/sKCMJk9++qGg/nc2XPqAv36isxnuaIOJXxM1Ht8+hbwEr7fs7RRVmdyfoD5zItH0Dzqb/2szv/vd1/nSVEFm/Pw1qVOBLI4N+e1mofmd3l1/ubxVxp1Fj3gD8yxofMXVIERN9BKUTfsLqu/xmAttKem4PG9fOyUXL3nMScQXR+K5d5XVNJMPeZUQFVwVXcS1e/DjEa09dTVepYVnav0aoU2qoKbViex0+ZqaPZ10/ls+jzqGQyyGuintbVJvK6RKqtomWX9qqpQ8XeyXtszR9s5L52R9ev9fd9zj/71mCM95hHr/z6PHKwTOZuWjb2iXB//arlwSx/1nD4yts/jWn92JhvUpz60Jo/mWef1PmdlpZlaUXjr3z6Wic5+yPk6r+ZXo51EV7PVFW153Gfd44VWiDuBHjH1722iEJMQRZjEohE0BUqJzsaU0lje8NIkNE6kBDwIxz6xp5CSkrJyGiKnh5YhJ4ZwoMSRKAbASBlLsTclVDOaIyrQhEgUsboDeSLmjCbjdWF2WHrRz+LzbqKTyAQBmhZiNIVPiiA5W+q5YoZyh8OgJ0PcZknQKmxGQs6WnmIQGAM6gZLRRikJ0h40itlEq321CKFEItA0FmUQJSMSiY7i02IRbNmBGDVLWMCcT7EokpRQsqV00WwRjUXRXAxN3RQkFk/NI5YnvUTKaNETTVuIQdHeHCE1Z3P29ZMgaGPRkVaaS3HUgskJtd8CJEUmQUaxmklFKCqWbS9g6HAJNFi6DMuzDqWNjxj3+1oF/LjMMN+F9Vle7tRCJyo9rve6/rsa2mo/6xu3FsJAV7LJzF8roEjE+JJUHu7gmZoXfI4qXtHT2aC+vpfirEJXz62mr/X/3JA3C2DWT+X9C+0QcOf6QkFk+XNG0x5HbtT/rrUU1t/bb20pCzWN3LvkYtkrqbz7kWP2TF6oMv4839U6zSA0/3yu8fB4PqulmtfG92o+Eo/426e0YHKKVH4nBTzSIGjlNMEiJZqCBCvqHpwWmw/l0fqKpdgpdXgeWat1zGqC+Xw6HJQgIUAU1KNTS4DSuJNb1Bz6XsdMGiAFJGl9pY2p2B9xw55k8TRftr41H4FKdsOpztuhdV1DQtWM1hLFIywsYcky5+XoSAhQyhxhMMMDGvXoc9ujEL1QbBOM9iR31qufMe9YqwNOxEuiBNAWG73nuq9O96qjeYCMNq4LNGqRDDKfVj+5Nuia+U3cIaaqC2DcU2iG1uJBpFgRWstM7MZcwRxvH22PDXni8sFaRoPFgO2/0TVSGtO91vKdgAFLHtO/lcxRZYUZ1OjRk++R285pgK3ponO8j25WShRW//I9XNMbhfNaXwvNNsCSATvXIExZpeVEcefAUu9yNklL/deaRujyZ6ajlcTau+uq1/NuIBRhcabYGOa9nvsty9rNB6qubX1/jebzVVHOIjXOxlZppNYTUPt2cMsMxA08kvi/py3jPdO3apqps3UCzvgf1P1Z3rZaRypve8wSdNny2sVZ5MzZF5yvl/fwaFiyvjfCSm5dryUsd2YBJIPrY7DiJdbROjJjPaoZODy/o/47PHpy3V/93eNWAV3v40Pv2586Njn7L6XeEnvexrl2Nuhq4QxUdyZ3iFAjpdc1MOa7PA+vMqrzO/SpJ249gw0bBGUsyj4JabOFmw25NExFKZKN5oaMNNC0yqZV2lhoNdOmQjpAngrl2BIa2DQ3ZMwBG0o2PaGADFugIamSmdho4UlWrlTZKezGjq3skEmZ8sCQBo5pIGmCqCTpGPUJIg/Edk+QA9en1zApTZqgS+w3A3lSdo3Q5Ug7bZAI49XEUZQcGqvf2txQ2si+7ZC2YYgdWTqaU2AzFqZTRylPiFNme8o0o5BSRnTkSvYc9cB+vKfEROkSJSrT0DElKM0ODYW7ZqJpBkJzSxcapgc4hswpZ05ReZXhlAPDKFxPQnsSrg4BHbeQn1mduxIICRgSIU+07UAnPV24IrbKKT+gWRk290QdmLavKaGw3ysDgSlkclDuD9FS2TKSNZNoIXYUKSTNFm0ZFcTq8okmon5HFx+42XTEAFLeAluk26KdcowTU/z4qfv0wtSMLAFqgkUbOApJ8ctRzp+ZC8NVQlLR+CtmL1rTu64uenSaV5nYeVP3glrh1rVR0AhSrcVwHhTpVevVEaRVma+FdaoQ9A5RlzNGrOvPESxnsxmyxPPwVXTmutCe/cJR0K4AVSTjHDrItDKG4AjhNaNbrUF9Tuu7wfJQGsOveaRVzEgbZOOj93DNWrhKzXNuTF3d87xmpNg+ShV7ar9QldFQ91QtMsYKpoKKSZKGSK7CqLjT+/sPZ3EEnJaD7U1xRh73Hi0ZDTGc8PDoHimOfpCMSk8WyzkagiG6gk5osaJoElqIOxAlxMGWN9kZqCxbpLd3bjIaMlKiCdBtB9GQXJb/TxwcvEPZEvVEw4GQWmSKlv4gJJiEMkW0CUZ0G2XoR4JCu7dclaFsoBFSPqFlJI9CSZCHTJmEKVshtYmRpIlSEsRkaJFRDe2RJyue3Vh4dRm9iFpFQgQTyEIVNjZezHHIUDI5R9vDYgxGAtB530EQrO6JakdJW8gTOp2Q0BFCb/ucaxRUY3dczDkiB0PblVKFsc6FTs8fOnVoaQiOGDbnSrS82zpaWHtUlC1Fd34Ws+W2zhapE6ojpLFcpCXvWIo2fX8TQGJwMmAGI40eWeQoBM3J8raLox3FEGRKMWMU0SIKqBENYhEP4A4wjzRQLLpE1ZDrVQEUgexpmbhG6aE5IPFoqHNVRBtELf/lHH4/xVlIQdXOhAjaepHOGn5flb2Cj8WdG1qpm41NQrRw+TQZgkPrvXWKF6ooJFa/gQ7Ctd0V/N46OrQiV+bCwBVlE9WitIoryZ6OSms6i5DtmWrsUzNqQoTWc1Fny+Ub2sbQo6lZZEnJSJsQKUg5uYPI0UKlxWp1VFSZFQ2UVAxZTURrPvOK1o3ZaGBVdmjsfjRq7KeRtY3lEw+cB23PDkVzBM6OFXUEjriwpwWK192pERF+J80vI9QC6bbnK8ROTR9VUapeVHM+p7IW3GF2koXK34UZ1eT0vBY9xGWEQHUmuoIyFxavuY2D8wc1o9HsNDYkkqdKn8+i1VYps2y96Cz+G6ozVkAat+1XpcCjMeY0CmuFAzsXs7yyoLRq7SSbR2tr607QagyY5ZOaU74iGGu0jVclraiu6jBUTS7qlPm3tdi6Wb3Dcl9m+YOzedT1DVqNfJ/WRIXrtxs66WmeJaa+kCQy5AZpruhCQ9kWTjLS3wrpaWZ6U+BbRbcNetNz0InX5UiXrrg5fMVxc+Lw1QtSLOTWZDc9AjlRpnu0TJRxA9pwc9rRtIEQX8H2yJvXDYdDRNIe4kAJzynhCW0utDmTemW6VZSJnE50XeTZraECU2opqRDjvcl7aUdW4biZUBHav4QQCsfPXhGeZq6/ONBKonl5RXnRk+4nplMD3UjcJfLbQP610Pw40P5M0DEznSCUjl3eAEfkx3ukZOJUKLkwDZFUIB0eyBQOV4kY4KabaLQQpBCzcq0DrUwceuE+Qo6ZUjriSYmHRPk8oF8ocSr0Q6IhkqWhHBt41RI3wvZHWzSemJpvLSrhsKUk5TC9pZRI6W9h09A/tMQC7T4RxoT2hSkGkI5mFwk50d4dyPuCxJ58aphKazS0T2gMZGnoi/A0bRhKw/6uZxJhDN3HWWl+auc/LLmb7fCafGWoQIusRga30SlCD3RUxLwiBpAIAaLXl0u1HsHG70Htv+bScTm+OCJTxeRo59OEPSY0OiLE81vb1TPUMiGYMznAgvitzsIataWeVkatajkyF0DGo6kNEKIrx3RyY+vAujir6hbYut5Q52HETmLjb/b867Sr+YrXryhIfonpD47QjZ47uhbxDgOEg+lAZQ3cKEhOWE2m0YzzYTKalav+Vh0Ro+tSvvZED3hPNmePsJ3pVkkesdXYumqH0Ht0SpnnZTa9hCFRG/dnmBGvRlB+SlNhTn+mVQfqR6SzOxgchVqI5M1E2p5oC+xSSyGT+4EiwpAau+PdgMYG2g1FhH3nfGYzWUHrZLXJyumAhkKkJYZASyTSIL1QOqFIpqTC0I6M2xPtCboTaDuhTJi+L1b/bMqEBronJp+lk/GmmDeIBsJR0UkpTFa0Xk2uTv2BHJRwiISpt1h8VXQzWJSByxRtG2k3DSmDpAiSKX0y3SdnQgjE4HW8PF+56oRGGJ5kSqPIKSIl0vRXliugsRpg+XiCMaG5MeNINmd30kROe0LsidstpTTkfIuGRClvEYHGU7wV/79gAabkpoUGYncy5Hh2ufnUopOlz5M+0oZCVGXigaRHco5k6WlUiJyIG2huevIpkV+fCLkjSG/8PyaLwN61fEx4K567fkl7IlgNN3PIJFUKmUAgEsla3O5hzk+hIbjzRdR0hBwiQoOlALRoDsCiubE1NLnMavep7LB6g6PJt9rOtoVQUdrqtMrtJIQjQYs5wbGIKwUsSwLU1J7iKP2aqrcK0rNvUauM5JGnXsPGIgIy0KGlRT2KzuipV3RHEcmEsHfwmsmc4iCxxbYSXbz0dINV/NFMUIXgNgZpjdKI2XcK2dIaukxtdYROiDbEeTXMDjSnqi1eX3BG1tczUPWVmqv/QI0QUJdTAzLzLsRds5pdzrUoV9StYgIqNXrNUzdWVPz3tDnzBB4R4Tah6hCp+sN8HL32iCuTLFFnrk9Xukgd5zKCCrQK8xWo2t0q9XTNUOKRAvX3BppK1OJLM0RKWz/3nhlBXEd1HileS0GD11Twd5qOJgiD8X1dTscif+NWjJb5tEs16CeUCYtQ6fx8jsyAhKrHiM1T/WxW3deW021d6pGNjOAQl9UyuL5q3Er9ixoZb3dR/Xd2zuaoBJGZDVMjHn0MJZ5clXA7V4gEiajrUOr6qkVTVRWh2lT8zLrMZeLKu46ij7VIw8/DH9Ko8vJvvuO3MvDw2R8Tfv4cfRgpp4mhTOzvT2xV+cm18vTJgafPLIdLWwLHe3j7V5AeGsq3Pc2Tp3z+j64I7ZErXnNIe/77+xPTqeHz3/wpIfR88/v35Ku3/Nn9yNWU+cmh4ToF/mcvfs4f7Du+vjnxavsv+KvDr9hP3yAlIPqM4+GG/d0/o5ffcP37B54e7vjzX/+W1/T08TlpN/HtT1+xOyl/+rqhPW74Wf4Fh9Twmy+VX/eF4dsOHXd8fvOP2LSB301veLg+Em+U2Dxw+9vMT180/Kr7KW92T7lOr7j97js2KfIiRT5r3/LPr/4b/sc08H9985bx6inTj64oJ+Xt/+ePyBIoP/mM3J/4vzWFEDM/an6PH+VbXv63B765O/I3P1FeXEf+5jcbyptA+1Zo94V/dn/kz78pvIg/4XXzn9INX/P87S/ph6ccjj+hDR1/fCu02y03X/4Bh2PmX//V1yh33P7Bv6SNbyn8BTK1PLz+M9OfmpEQlV/+zWfcvWzZ9f+GrnnBl5s/hnZDHgOTtIQ+I18WHjZXvOieczv9NV9N/ye2m8/5/PZPGI4PvPn2/4k2N6Tbf8xx0/LNTToz9X+o/aBIiHcJphE/ee9zi/fv+9v7nloMGO/vYbZCrB4/f272Q6/Q2FWJeP97dSHmHxnfykRz/q73/OLxs+vx6ztkQZevkQ9P/+zxhRyfv6mcf/7O3JR31nE9vO97aaXS8/jk/M8KbQ+rrZmH+P5VeTwIdUOLVhTHzDDq6arRD7qE7odCzQur4nl9ZwR4laR8TBo4S9Oj+mjs/tta92DWp52xz2es/jHG5llKvU+PhEAXAc79ZuooJ9T0VcHD74tY1ISqRzuwOMT9dwvSxP/o/CVzfkbf8+r80XmvFh3UhjhLefM2mVyl8+dV1pHg75LiSXCry0brj873fPnWuir1/PiiSb0/K/oyP/zo3/WZGXkYZkPtbPNUlrVfJoh+ohPC1mahGetoinkD1nN9dNbPhnveK+aIkyVQ6f0vZ7lY9Z4E/0qphZArqnIxGjOfcTuTj4RUeY8QMpPCBVU7T2A+K1U4X2YW0NWC17nVsTvXqYLvHBWirLd4idhar9r6XOiq6/MzZEaVSq8fjeMRIs22r8zrdY5c9zWr6Kezvip1rs5sG9diwy4zDbCp13OyWtdPbJ/yuK7PtNbZrfb4+3pdj+nxXZr3bnnmjKzXI6E+x8cTXNGUxyM+O+SrvqSen8e0l9XdBd/f91+U82k/ulD+u7OTIfObz/Z/PilVCT975ffwyLORrP9ef/X+t63H/HgZHN/4nt885vH+7w/Rke8ZrhQhSLCbLaAilgZKrH4S4jm9o6LRFcApk1tD+wwlsc8jeerZTlBaQ0QVKeRaG2m+76YsVedpKELMkZgKMmUkR6xWkSnGNh13kjutnAMWc0EkECOoCjnVqMvsy+33NYj5ekeMtpEpMSHtRAweTjgWdCqG3m2N3mhWdLC/KyrG2KogORJiIDRGSmI23pydN1IM3GGOTN9UFw6qwz+64plrsCZi0R8VBOzZP4MTLlU3bCejc6EJlBigyTUTpp+C4uWaKg1yeJDiedtrcU412chCMOz7IpRSeYNahEXwsWDFQYMaAluCoOFTogoj7yKGHzdZyQGPPn/vs6zo3vvupO+Xf39mJFz3AdQIpBlo45F2Cy8IS58uc77Tx3ootc/HRHaOSF3LV5VuFxaZtL7Tzuq7NHB9588I6fLMjPp1Xjc7sOuD/rmu5/do/c5CKMvqvx/RuDqm+gqt/1d1jtU6rQ1Xqz/Ltj9ykq/mvuhVP4ShPmKIHsErWuY0YnNqq2B3ILqTPbtDuI5tBgE4oKw4UENClVGKiyzqqWIrut3kfxE31InPV9RS7lTCW8+rmCgxp+kV84MtN2Mxas3bi8mCy7I5qG2ug1XLqjpQb7WXptLIait1uROCG/IqL5bZiEostdQJOOI9CORai6yeH9ej1lEscwqXoFiaFANVaDXozdHPdRsfRcE4CEJm8AzLffVI9+B91Zz9qnUvdRWxwTzGtchm18Kdnt97vOodWGjCckYfyxe+x1o8YkHPnhCt8mSt3eKy5iO5Z73HNoQafcsspZ49qet/2923VDG6eqqev3liNhdZ7uajm/To+fXePo6r8MP7GNAy/2z1grMZvp+znH06I8F95SVQDbwLDVv/8l06ttYBZO7zMY1d/qzR67WHs7O5fl3lszNHrXfC7BGPV+rjbVmbM538/IWPWoEz5+35WOtaLerOh+Myzt4ws+z1+OXRs7rMua6f077KMOpz57N8d90/SPffmba857/r3q953XIOZjeGwocdj+s5LnztjLWunn3/bnw/PXnf3TWasJI55r18xFdXQK+6oh/kl+ck5ZOaILS0tAh5ahg0UUIH7QZisshYlJLdFRQKTVBiVBoNdEWZMiZnD8WASf1EUywyuCMzlsJUClOGknok9IxyTw6FnsSVFroSiFnYjC1Xpw3N5oj2A1MZODLQaqKjUDSQ8oa2adFWiKGwTSeOQBcSkBjbiZwV6ZSYGizboTBGyC2cGosMz7FHY8PY7Dk1I5sAUQoxKc0RQmzRsCVoT5ssdWhSo0WbONDmgZIHso5ozBQRpqEjh4CGiMbAMShBIEpDX1rujjDcK1NSEsopBdIQaSYlJjhOShoyqWvI8RrKhpgDkiI6tUgT6RuIbSDsLM3pUCwCuHQnSnMk5SOU7K5KP8+iTFPD6dTSSCHoQGldL/L7rp4muwQhSUMhIfqGKDu6JhpepZzQ0kJIlCgcQ6Z8QiSEqP7Qo3lpl3Zpl3Zpl3Zpl3Zpl3Zpl3Zpl3Zpl3Zpl3Zpl3Zpl3Zpl/bx9unw4Eu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tB/QLk6IS7u0S7u0S7u0S7u0S7u0S7u0S7u0S7u0S7u0S7u0S7u0S/s7aRcnxKVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qX9nbSLE+LSLu3SLu3SLu3SLu3SLu3SLu3SLu3SLu3SLu3SLu3SLu3S/k7axQlxaZd2aZd2aZd2aZd2aZd2aZd2aZd2aZd2aZd2aZd2aZd2aX8n7eKEuLRLu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7S/k9Z86oNt98mPXtqlfVKbxvTB72L3e0ABDoCiugEakBYkQBkQzRAihAAKIFASogmlA9mATKiM+LdAAI3Wtyb7NHSAgh5BC6pqz4fWn/evZbLfSYNIABqEiOqEakIUUIUg9ocA2vhv7F0q0T4nIor9hoIy2Utmv2D2+Sf/vAMNEEb/LKIaEApIgdKgufH1iKAZygQSIWx8/uL9Hn1CEYggT4CA6h7ICBFEgNGfzz6GDUKPSgKyLbmq9axi45IRNKD0gBKk2P5Jsflr68/bGnsnwARS/HcR0eDr5fOjgBZEi6+xzxNdxqdq86Hzzw62wMHWNB/fvPestX3/oWN4aZf2t2rTMHzwu//t/+p/8fc4kkv7h9D+d/+H//MHv3v+sz/6exzJpf1DaK9+9Rcf/O72p//s73Ekl/YPob399X/33s//5//r//zveSSX9v/v7b/63/8XH/yuaXd/jyO5tH8ILU2HD37Xbp7/PY7k0v4htOn06oPfhdj+PY7k0v4htJKn7/3+4lm4tP8fbWbcRq8BEE3ABAyosjKUF3cclMUILR3msBBUxPpBUAKoINWxQP2rIKj1JwJltOdlAxLN2YHOhnFKYwb8kN0gr96/Oy9U3MAv83vMEeFGfxXrSxUl29fScm5Qrw4CQBRVG5uov9uN80oEWkQac5qI9yEBwtbmWIob492Yj7rN3tbFHBkg0i3fLwN3R0BGio+jNJizJIFmZPGmuNMlItKgWihq8xOi92b/1mAukbP1oczdVOeLkFFVRCKEBnQExsUZpRHVDiH7+QDVyff8BhRzeMj3nbVLu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7RL+7tq/991QsjaSKvrL97z2X/QF7/nM330+cffLZiZ9HE/cvZf7+tHzkaxMvd+4CXvvmPdz/u/e/87P/acm4bf+Vb8E3306fqTD832w2P4vkfV5x29U49CoPgDwYzQblBHHQkvtu7yzl6K97f6u45ZV0b094xZZTFki8qj/SqredW1c+O+PtrhGq2BuMNkMfabM0HdmM6qz7CMHywa4sxJ4GtERCSg8/q4Q0XrGNd/P96HYmsiuGOnhn7Ux9fvq3+HR/NbPl8t3epn/rmU+Tfv7hMst2ZZH1nP9b2HrEZErMdT10WWuXxi+xD1+T6q9EMp1t/mHY+fWbcPUc9Pp2jnT3/qOz7U9zKG95239/fzeAc/9uzHCM6H3vpDuMr3UazvW48f9ILo5zq7b9FpkUpECR5FVAhFzI+oiqo5BLN6sFPrNEoBFbTYrclSEIEm2AhzqRFMRodCEPflyuz7VIEgikgxJx+CFJ1prGhBRShSadL5LY2i7k41p2J0mhDUaHmWbI7V4M5P9cgnEXuXZkQVCWpBbsXmU0mauZEDKlCCDaA4PVU1+hGqA7gU+0uMjldeKj52W1klFDEy5w7VoBDU48CMSdhXIRBiRFCiFhQlaaXhHmtXx+R7sCzT6pRo5an1U3eCB0GKICWgKEUzIhCD72kOTqeNlovkH3z25vE8ugjLLOQ9h3vNb3RhqZUmry6u+c3rGX70cv9g+bw67tfvqv/h7xJ/X5F5f9aD07qn848rn3uUbbROS9TOeBHn5zovjM3eeWWVK2Q9nrNpLEOZu3gkJ8ljWW9Z/PnNFWRQCeD8muKz8j5Uzj5XWfNUndfBL/hqmWTZ9HkgjzZfzv9xtqYz/9fa9Q9qVSaRCgiZ5a8aYWk3dvUDVgdpNV6XqQSniSziYJ1f3eR3D9R8jkUXTnM2lXpZqwxUI2Ln59ay2/JOXX27fpL5LNTfree3GtrZWIP36CdFH90BXXcxn4xH+6fz8r2zVeu7LH6mqkw5D1FXz4oxBac1LCNj3rNKe+ff6jKusz9rOXG1X1KQupHO2Oez/AOImyiEGWBUUIUS7a6rOgApOJP1tdMsaAIJxkdBLMpZlYBaH8paZVjdx/pmne8zq9njvHV5rNKb2t8CvBG//5p9L5t6lx+DggwIJcH2q1QMU70+lf9XyUvFKZp/EgMSI1qKgZNwPg+I972c5NXdU2bRfaF9vhJRbZ7F7rY6jV7IjyKhGLMuBh4TP+eBbCMrdq5sXQw8JkBQ52/Z/j1rD8GWoj4fkiIFVCpXVdfrlikFmyQVhKZV1Yo+27rUf+/tfYf8fdLlDx3cut8P/fZv+8w7jP0jv/u+9rjPT/33943vQ+1T+vhQP++lqP8ez/37trXAoO98/u4o3v/cu+1T1uLf5/n1bz62t4/7fPyu9+39O4LUJ45t/Y71Wn3srKzf+X3PfN/7P3aG/7Y04FPe/cN+c36K3rW0ve/5D/V8/ttzqeaRJL169twGJ+989r736nue+fehWe/epo/v+HK+5AOff3r78Gy/79R/3019dx8/ZXbLc+/a8h738f72t3dCPNZk6z9XwzmXi91AIC5kVWFfMSlPTBhFxbV+TJhZv+vxhNTfX4WWeaV1tqniAlhRJYgQ5neawFKNGKEqx8WOxzs62zyvlQA/988swAdlMQbZJExsF13WSIMbUx4dw7lr7zw++m7VZ73B87hqVIDPf7Ely/L3vCF6rketBOVZeVgJkWuxlCImrAXvz/ufdbf1QEUWWzurbVxN5YNtlng90qD+zRVCC54SyEhXMcVBgikbBF+egmjGUh01iMb1JL1fNQMbmKAMwM4eKooymcAP8xlGPJ2RRHsnYlqAK3Rz91IWSVdltdgF9Ohjr86U1tfLDHSmEQkyG9iVs8Wcd74Det9DxZwzPRalMLiynmZB3t7VU/fYhjYBE+iElIIGTxml/n4NoAX1dEumQLgxbDYeVkODXS4VT0cj/iye8mpOO+XGLtmyHMCEXczJ1oPoz2c/YAq0KI3dnZJWmynMClo1DkjysW5YtLTvb7ZDNhcN7oDKuMJV75cZYCuVm41W/p0F59h9l1nz8XHWx+q4o6tMebmntqxq9K+oBdG4IagacqTOV8S2YD6bj8SDSo9E/KwC+VyxFSm+BWaEC/XG60qzFZ2v+3zNK01TEIIfz2C9+H2tqc3m8+90Q6WgAk2JiK4M2njKLVkU0vmorniNiNFvFDT7PNavmu9H/b/l+xKMX2jReX3ORE5f07Am7FWwdwNFNXZXZVnEjRBaacgntiiknwe0F5rfRMKDsOuPtDGxb79kaJ5ykjeMcs/z15FnbyJ6GtDjibdT4PXYsPmi8PRPCyEV2odMGVrGuxtOZH7XPdD2yh8+bwhkvn7zhmHKaLpBpOP26Ya2jcjbBqbA/gmMV/Bse891NzClz0jpKfH+geb+njgOtKcDh77lbrehaKCkwFgC+xTpYuHzzUgi8W16QAr8eLphkzuuh6dQAi/67zg1J8qzt7Cd2Bx/QpxuKLIFaenHl/TTW3ZPM7unieHthtPrLW0b6DeRDVuu9SnjRrl/mhll4m2+p+REejjSqPBZ6IipkF89kHLmxc0VY4xGAzXQ9ltibPm2jNxr4unbyPU+kHdHdDtwdYSnB+XbBr5plCYlNsPI9vopT778OTtOfJ6+YciJXw0DYwlMZYsE2F2fQJS7h5aUA11r5PwgHUkaYlJChsgDUU70JdFpQq83cN3Tvr2he/mUU3nLff4dV33ks6uOdNhw/+1nEDLx+p4YT2y67wjy4bSGj5sIdNHkoDwFSoFCoaAUd6rELIQSCJixSGWkxBEJDcQOSQnGgRwDqe/MidYHu1+jEnJhmzKCMnbZZayAEIiphxIYOkgBQhkJJdFoIZYCbYM2EckNlA7aAfojHBu469BmIvdHCIpEJZeGcdoh2tCKR8TJG6MhZQsaja8HKG2gRBj7RG4KVw89/aklkUhkYIOGLaoHRB8gTTCckKZF+q2Nv7TkoBxDQRCjX1mQUQkU2n5EQiG5US00jTmuVBEVptBTpCGOe+I0MjWFKRTKGMhDRFoh9IEiA0X2RFp6vSKWSJsDaEbzEQ0NafPMgiL7V6hkhmFDyUIZRsiZboRYIDQdEhvoW2gjmifIE6pioncoBHdmiUAqPWO5IYjQSQSZKO0DqkpK+XvP1+OmFJLco2T6ZkuQhpxvKKUlyksC92h+AmVHIVIkIjkR8oT2I9oPiBZCKUhqCeMV2mT05gHNir41mSfsWpRAGk3GC01BRMnFnKg0QFB6BqImNEXIkUwgI7NvS/sWNh2SJ2QcgYJIRmlQ2RmfPpp+kfsGDUoWey6mgqjSykgIBTaT8ff8BNUeHczgPaeWbBRpFA0JDRllR5EblIGi94hGQuoREhL3JgYdG7TAlI0Jtm1PkEAOvfHv9gSS6A6BkKBIRkUpEigINCMSEyEqoVHiuCMOV2jMlDbZfpHRAKUFtIf8JYGJJv4GmEgaKURUroBImI5ISaQ4kUMm6BEh0eRrYtkgsYfYUfKBUo4QGiQ2iDYE7SDeI8135kSYGkpuGYcr461tmR17H2uBwO34hDZHpuGerCMvvsjsr5S8f4KetrQ33xC3r2hCRyMtw28ix7+KdM+VzY+UGHe07VP6NPFk2DMU5bshkyPoVYAQCLIhFKEblFAKcToQSiIWO6sDG7I0tE8icSPkYPJN2PfEU8/YwdAB8Q6aN3RDYPfQUPYN08sedi3yk43pLdNLYELkBERKeQoxsrkdkajcvQykETZPhdhBvo/kEQYmRi3s8jWbcsVJDwx6JHx5S/jxl0z7O05vXhDkQJDXtHRs5QakpcQtKsokA1oKsi/ICN0rgQTHK6UEuBqEVqH7IhE2hfJ6Szm0nHYjU59ICBmhvXqgvbmD/XPk7Y+RsEHaGzr2XMu3pHHi/nAiBeGwaSlNg17taCg8P/6Obkp0b25gjBziSIpKei6UDk7XHbkLPP3rxNWLwn7TcexbpuHENB5JO0jXSh8K102mjRv6/pbyIIy/VbQvyFeZUpTxbZllyU9tUgXMGmAeqMKqy4PBdGanhvMfEdTTxEqNSK/ya1iertK+Uw3vt8y6lyBLFgCXmRcQgUfco/bMHA1f5XvLDjDr9pgcq67PmNjbrEbALEsvUfT186qPr7INzA/Lu2CEuS/13630jar7S10f5plbP3WxFz3FQCx5cZCdvajqzlVPV9PLZdm/8mieWhz0GFzDC65bViDOmW2q6vSFCghUCoTkKkvVw+rSr2wyP7AteADXr2Lv6ZcncPAOmKwh6pkgQjA7AwHTzavzM6EENLSLjQZMVkBmnbSUCaUQQ7Lz4WtVgRMhVACk63Zz1orgZ7TM6202joAW49MSq+zqtpnidp7Gz3g1/5BMB5UGJBBKxDTy6Gc4+xn09NvaAVtbhxJQUXIoiBQCk8/XbCxa/Lyrp42RLUggkhEKmQElm/0QQaVDpUHUMmgUCsX1QbvLDUpn58VNmorauZaa4WEts4vxQcJs41Fx/d/PpPq8YUR1MqBSZk79bcfSlXNZwZ0Uv/sFCdMn89L5x/MfWc5fHRPL8V9msvxyRSze2/sylnXfC9VbXfyz+di99Ts3P1/hQ/Kob/+R9y1uG1zc2dUBb++soMkVvm41t5WVYF6HNcxyHtzKZlDnt0xitsusuEJdgGUpV9bh9fznN9aX+jtnciTng66/krNOZtojMNsyzp6vb5E6+kpv13Oq665n/1695N2BvKf9e0RCvPuCZTGXf6wP5WNG9s5/P+5sRiRVw9LjZ/T8+Uf/+d53zmPzY1OZ9nxQl4ceD3N5RTWgPuq8opUeH4zzSb2nz+Uwv9Nk9bP1xHh3uxfUmn8yI+Fl/RDLxOs49T2Lu57fQlLWF+N9e/doed/z7eORf6jVZx4jgSJ2bPN7dsgM0DpfcF1+Xx1DsiJzfonP7YbV8G8OAUHfM1dLT2QfhrPfztEZs+CzikyY+1GYmdC681kqWv237Y9UobBOdX5vFS7OpBzvubDUlqhjEKqD450IidnRs0RfKAI1DZWnerKjU898JZYBZgH2MaGqzKEaz9f7Xx0aJrCsHS1aEVOyXiOvFUFa7fH5u+pYpAq3syPkhzS/P4+OrMzOucrsHs8H32qdGdt76fP8+SOaMF+eR5dc1/vre+REUcDTjtXYksK7bMX6nXteM5T33P1FHD9nlR+81vO46z9WdKh+t0agzvdgXsmPEpg6+pntiyP8Zgf0OYGU1YBl/fVyRc7b+nuARwz93LV+ftfEaf+H2NkHm4D2oDtBYkAkEEVoAoSmhWZLCXuSC6GxBDQJOgCjMA6BNuFXSN0ZAlrMADA4GYpNIEih6EQuyRD2FEoUaCOIGfFyB2mrsA3ETshTJEwd4dQQYiCK0uhEJKCNIxhdB07FowCiGTcHEkFNcYsKXWqREqEViiqln2A7IpMQcwtNSwkdIQdiUvo2s9smOGQmUdogbNrIVluudcvYKelqQkRoc0OalDxZtMg2BJoAU1DGohBsrvXKSROhaZlS5pTVDGvFaRBmO2yLjX0QM9DHlOgQQr+lQdmK17qZbAOUYn7pzhT+HMzfp1ERs3kyCWg2NVViMWRumQhlonQR3TaEQ6DVnslrFwURNrEwitCk1gxhuSGK0OmE8P05Nx83A2OYfzOomHHS76wZNIIpOW7kIGJG/XoHFCS7o1Cd6sQAZQFbBDWErUj9rPIxAaL769VZk0XXiBaUjFTHngYvq1TM6VCEUsCQ02p/y1pYr7zCIyYf+QMrerZEyA0g5hhZiEREpDq/bVxkqzslUmZUMepBGUA1hJjdpDoblKBqVFjUMiMW+60Eg1wbZ3P+LI7azsEyDmJpGouMdn98hFENAFKKGxF8nIaKLq7DuiSpClnNgS7uPJ0BD7BwMXeiqwFXQuUcakAECdHWPizyy6dIb+tWSCgTSGf9lSqD2PwdpmPrXmtoOX/SkFgMPMGDPhQNaoCJUqNjG6qFRnV1niu/cDFANBNIKCu0/Yyed/kxuiHNz5J4esvqcFZVqgGv8p9FVjJZzeqVTdCYY0+yK79VNlVD/9s5zjZPFDNgTHY3si6GBdwY74j+Umy8+DlWjY4CrzIj5hyTikz3Q1RTgDpQScBoclCjCdhdVwd2Wf21HiX4OVMHiQUIEfW0pwbMMECQSjYQgoMb7J55Ck+nI1W2q2lVJYxGc8SNCWU93k9vTWloSwslmvEpCLlRkgZKiSajtgmRSJBAysJ0CMTrQhFbA6VFgLZEUsmUrBSBMq+Zp3Z1AUOyncWo2RxmLnkHB76VoLZcEgnaVgnI6Gcw6htLhhSQE9B67ThJLsNmgoygES1mDGujGpPSghYhBKVpXCIuZkJOJFSFgN25XBSkQboteTi5mbAQZbIIEgslgTbMIBHNUPVaHRVJkHrPSOuqRUBpghpeJgdigURB1Rx8MSRoTxAzOutvHUFGWqLJ8jnZuSZSUHKMfmQToUyEqSBTsLWOJtdrFEqnpN7kryYVQlKTP0YlHQtTp0wBYsiUMFGaDjoxw92Anb0qWZbHuuCntseyqtMfqfzNadmZDvH4eVh08tVnrMTQs69WEZTvGY09VmmBrvpeC7SP5dt1Hx8Wls9v5CKV2zlZ1qJqJPN/r+X7+R6dy+zvtpW8fTYMfWf85wrE+WzOnlnbaaqSsHaqVJozd7XSk87et/BQnIfOmkdVOKo9wmmZHZVlbB+wz36k1XVe3FLLLunMK+vY1qdzgVvpuje7BzNYzem7iEVcz0+t/zw+v1WSED9ybpz0MyHqZz44LfHzOI9utlXVLv23VeCQx+/H5DFxWjxLsb4uovOemlxY5q6Ws7M6W8qyf3OkVuXJVU5Z2VrOV291pmoL9TT5+E2mWeyYdR7VLrFErJ3d/UdrrOt3nWWiWN2FypfAeP9Md/42oV7rs3L+Pnn/D5Z51T398INzr8sZW7/ncbf19NbT/s6F/OCvFxmz0ubVUB//+iPj/XCTR/+SFTl8NNZ3COL5Lf54/x+iSR/77SNaOJ+3x7Tp8RmX88e+9z169q+Ptf8ATgj3uM6EqIaB2+FVkVnY1XpRMv6dj9IFT3Hv6PK5989qH1nRqnpeKoGaUcL+fl2+jx7xoPXy+gUOK4XFaKH9HWukcfXEhvqdEcxSQ1R9vupMphIx/L2Lp7B2WP+tKx350YGax6jnS817aJ2/XIopu/L4EFWlcxb+/eMoq3Wol0XdBrMQuaW71dqGyqRlJgw1+sMeC/PaVIVJKqOZl/4jNyfX9fIjWlMOMAITswKHMKfjkQQanZmGZa0rMp7iCrmClJlAL17Q1XWYmbyjG9TnFQTVblkPrUbfSuCzvacaGNSdDR6pIh5pYwWq6zpYtEIlSoIbt7TOUJYuqIWtu9Xvp1U/NfpCwItgi0RnBtn3NaMEQxWAvXvuG4PASWCuSaGC0PgZSjNft73xItCyRDgsxaExSxdq3/u620GptSL2oMHTqTiaBUVkRBjt0YIZh6Q5R7qIr5lOyx0TcWSIQqnvGuovPtqW+yswo6KCK+SLwUtW597sAmGmZZQlFcac1sLTuVAMQVvJgTgtnH+bHZUZ7X3m09KFJGBGLFNw1e9TcSSQG3ZKvXtz2AWIpd4Bu4/q+233ODiNk/mcLmnGFpEJH6LRiUVwQ8WMiCJ+FT3Cp34vBpa242CCWJwdPBalJhVxpPMNQFVdlFszhGznV2Wm5WFGgFQuaWeuuIIfSkN10Np9WgmAlaSji1yqASkW0REUVLJvlNP6M8HBhd/iZ08eC6kfaVnpvklII7THjqAt45tnDAnG7T3avqXpWrZtz1Ff8dvdG0LYEOIVDzEwNqDakP51RNqRsBnI3QPHP3pB0UBzvKKh5e2pI+bI7rSlzyPH3UhpMmPYkTQw3kYyDeWrCX2ivPn2KfvfPacj0fCKnIXcPSGSafSechOIn7f0Cbq9wmHk8zcnUtdwfHZNyj3X9z1NhqZpCRppJ0s9UcKW3EZ2Vx3tTebJ15+zeXHD6RcPpM/ekl9kDqcdYRjQ+8B3h4Gvjw9cyVOe6ldscsubEVQm9OGOEmCrPWNuOaZIyEo7QUR48+wXHDTz4sUvOU0HfnQb2XaRt2PkNAamlw3tvmXqTuz7E7cPDTcvnzHuAr++Ddw3I6E9MQwnHnTgLhQO+5G2nPjNcCBPEw/7hITM7uY1IQp3aUcpHae3O3SMNLs7QjtStntzSHw9EN4kyi8i5fNAzBnJcCwDx8PIk6Eh6I60i8j1l+Q8cTgeKGEg/uItaey5e/0lnEbeHgLyAyIhVCENFuWQSBQplBAsU0Y5Ga2M16AtOYPmgmwCsmvRHCz9h2AGoCKUUZAixMboVkymwKUb4z3NIGZ03giEwERPKQ1tEdoCMhQkYYbCmCGdkJRoh5721FOeCGXTUqQhdRGRDc1ohmo5JSQofTOgOpLT6MrtldngR0U1o73d3WbKxKxsxh1FN0guTDowkkmS2erEtoyMAcZmg2hP7K/RdoL+gOaGPAoaPI1ZUaSMZkq9au1sD8bixHxFTB5lIrLBxO2CciI3hSFEtC1WYkkbQtnSxESrI0WELFu0dAynnqBQSqagDMEiMOOQzEE13EBQml6QKGi3RaLQMhJKAdnZgPIAw0QqmVQKTWOOxpQiU4q0AbYN9EXox4NFTex6iBlpDeG56+IiRH5iC7kxySgqSqKUt2iJ5NRTylfIpoVtg0yBOAnS2UBKFEvdVgK5dEaT9YCkjrj/kckQzR0KjGmDhoBuxfUC57vDEcnZeGQBDRuK7Eg5kCZZSHUX0C5AjOYMEkE22FyzpX6jGdEuU9oTlEiTbkEicVOjOU1m0HRPKRNkQWNGU4fmDgkD0k5EPRL0ZHK0gOaA5EBOIyXdEZtEv1VKKkzDgIoi3caY741xsDY1M9LVfDpuvB9aKAENmdIrJfcUjZQ4onFCY7H91A0hbRhLROMBmpHQ7QkkehnI2jKUJ2iZKPmeEgul7RE6mvEpWgK6ubMojp1Zo5tjRkclhGtEjKbkOJrhvSRCycRc0JAsGrFkQ9lOIww9IkoIbvzetcbbi3wyOy3Aq96kh+b5Dmk2dHHidsrIYUTuT+zbG07NU8owMY0TYVRunyhxazqiHhsOd4migai3jAxM8hqVTJMn4gT9qweQyPDljTnxy0jIE7ubDU0bCMcdXWpIpweGw4GynShdprSB9tkVMg5sjidDBPMFkYES9+SbzNgnpm1m/2SkofBk0xEkUPqBkJX+u7eE3BDePEdDQ5sGgmRutbDNcKJnko5RXjHIgD57IF9luFfiQ0tzn2j+h7fk04GwV2Lb022/oCGg0iGbQLgZaINym8ypUkKmtJnjzYlUQG92aBspcUJRmtTT30Wue+j7kbEkpqnwsvS81i3d20R/mhhS4Kh3xOEVcvhLJt1yKJ9R2NPEVzRBuNKWnAuHw4Bm5fii55ha8k0HIdLtI6EUmnikaRJT6ShTIDxtCF3gfyLtX5ssN5I0TfBRNQNwLu4eEWQys6qmartHVmZlZPf//5KdEVlZmdnu6a7qzkomGYxwPxcAZqb7Qc0MOM6szGA1KEF3Pwcw2FWvr6oevoJeFqY3ZXk7kj8o+XdCYeVud9YpsD5lShKyGOM68Onnj8hUOP3DFz8fv+F6AF254O5yoClmgmhzcFQVUlwv26IVqOhy1083sb3ptVQnYovq70rtTg5tuolUVaLpPXS9nqorbMCopmvW8VZbQxtP81m0LAF7HXozHrONt4GiXKGobbh9wJrxxqpu0XRi9SgM67YOB1NIlaVbj7a+1WiENmarWRD8IZCm67Lp/l3A7x/4T93Zmgw6Mr3qTFrXyaTpqU3fCbVLNWq/RQBYpcdYfcZ1fUG6/l0TjvU5Lb/Rwbqtk0GoKZjJULLrggqSHUhTNFBUN7sLpdpOqp5VIqWcfC3rekhT0nKdixptELtTwuoerftUAwStWQHwdsoe9Li6Pi/qkSQiFCJgiNxoy+tO9DrvwXVPK2vV/2qUhU1+pkKpUQLZZbtmv6lODpMR01j3R677z/eVBwG5fcK1dwcRNGVdOXtfpDqrLWOkqguOFIn1mYjhkeUqLUvDdk5df3R7jPWoKD+Tm12g2Qv8/BRNPo4afeIAB498ELKDfiwAHq2IHmCYMFaMpWrJG9DSz0Q1bKvTEim/3dy7WVMrjbHWdvvf+89se/9eTqz6eYvU4fHHNhc+OfVno1VtDnV7oDm10GqucTrRLGZ7d4U3tT9r0kG0zQ73b57DHYm1ahORvc2Y9m7pNEfYTYjs2nhnS9nPlds+Huerpy+VmlGiOzH386O7lndzt6d17d5Om2EDIO96JeY0lBohV9/ZHIuVUHYbUJ+FCtyT7jTss863ULj/4ZoQ2+Aba9h5xuGB+Pf16BuoXhUA3X1r78N0elv1VY9/wn7LvW+iGpeaU86aa8olgj1L68Poa9/eZbu+72Riq6dod/berb0zwF66oCGX66l9XB57/NUeP+rvedjV+59t4EJzDLRD3puQ/UB5HBR+kKzO16/3TjX6YT3awKzh0nnX6P6F765+y1/47v19wIZKbMa9Fvb5blDyznBaQyb7MWt7hxZKWR7XypxQ+wMtV/E+CqNuDHGBwwg7ktL2X7REAEgAAQAASURBVNsorS+VYbf2Rba+93ivJmA5ekF7jzdHTxNeNm/XPrxyZfPYW22/IXOHbX+LgdVw1QYze2+83UdXWKiw5jYvjmzdhO62IcPu2UITwCH6Oa85zbc5beNohDRt72hr18bRkX8bWuDxRxPsMi0tVF+n3V4U2+2Xb7isEf6Kuuxbqr57J9N3VJMv72bIfgB27GlRZyLvzqhu6+593hjQwzEFWt7bRpzEWugm23nYRZS0q6Fxuq2+ncN+Tt8zTe+g1Wal/uIMvb1vR5+Blm/5gR7BlpaqbB8Ljp6sLHh3Rtkt3z7MclO0Hud16z7IjkeXbWytvcct1Fun92NrzMe7J/CVJnSBowmXfWHqEfobtG3fZQO5eu2DkB0bus4jeQ4UfoZ8Qe0F7EyylTm+EkYllCfWEewA6VW4/RSQSSAa+bBye/mCloGDnQgFlqyEBDGPhAJrTOQxO8LThGUQT48zGToV5nRgeZ0w/YronSVMLHEkhEAMSoiBOAaCGOOQUM2EvHAvxpsomcC4RqIDyVG0osnBJGA6EqIyRGNcD4y3kUzBDjMpiBtSSmFYMrd14Wu5UywxSCBVY5+umbisiEpNkeEOrVIMSSsigfX8zGKZW07c5ytSIpFIssRcMlxHwtdA+WisU0LSwHQdmQ+ByxhZohCGzFpWblHJAnFJaEm8LglSpizGEDJnuyImrHkiZ6MsAVsiZTQ/F2VGJCG3G/K6UtLJ05QYZFMWK9yWwlRWVlkpEeR0xO6wXoBYkPOM3QLzTwdKjsAZ+HYnBOC1KopQgqOWN9RzxhVHl1sMn0uNIMMOGSdgKpQkPYOeFAd0aCUUJfphC/dQm3PjvalSTBlKNTCmACmQgpBFkJKRssAqyCxIimCjK7IVOCFlRCy73SFkwjBjAsVcUTPzMHwrC2ZWPy9QVgQjJsHKgMhMkVTD6R3xHiVXoHfwyKSgEMyNU5Z9vqpj33mqn3913Rq7ghVDotOSQiHRFJeA2IrgKao8VUKVD2uudtXsKT0RIJItknLAzMgkshiLOF+eSkYsIIzuxB2L4yTChIh6FETJPn8MYAtkH2s281I0tR+pSHcUq0EsnkoihQyhoMENRkGH30bfEHeQV6OcYxJWxFasvGD54LwgCpIdmY2CDTt6j+IpIMwjGQzCegQypjffpxZdvg5UoEgDwlRZsIMhAiYD2SCb1MgVfE2D+j4rvr8tuIONIlUkKm6YkBXJnv7O0315lFrR4MAHcwCGleTnrHhKSwHQgtiK2rJjIxG32GdYFkQKoRnmUnJwQAm+D0dPrRlV3NnQgCo1rWNzmqDFUzpadNi6ph506k0HrEwUMkkSqiumTp+Uu+/h1CKjFjDzlEIEtByQInUuZkfFC+jNHIDBgMhADgs5rJA9yskjhJqc7ESjkKEUbBkQzcjo70G3fSNdkPrrlwnMoYAWpnNEByPMoKsS84zmO3P+hKVn8nKlXG9MJTNOCYm+PikJ5VJYJbCEgUWzOwmp65aNeDNMAzmcyYNi0dN8jMeATANDiagElrmQlpWiM0YinDL5IEjK6LpiFij56Osar5QB7FDIE9yGxIDwJB6lwjHAmlFZCcWQ1aMXxRZEzNMiYWQJILGK7gUOC/bsdDTcA3rL6GVGU0IXI4yBEI6b+WpwmqpqTNW+VtTIwbhN2fXnye9jdCObfFE0DUyHzHkoDHcjJbhYYLCBYRmIecCpb8LyFbt/pvAda/l7CIvXtBJPYpLNSKmQk5HuA6UY9w8KUZFZGZIRZXYjYHG2JZNAEPRmxGKULFgevZbSFFhMuOeMxQCDYcHIYgxFiMsRjYn4FPGw0m+/HuwcTe+miaa6qbpdxN7pOLapgU2X2Xb6Tj9ji+5qwL49Df61HN96sP3b0nHIA/l2PeUvC9RW+/XwcdfdmiDfEM+tT2X3bHu0NdD0kpZFYC/w488a9NSuWB/Sg0nI3OBq1PRDUvXOXcS7vJvNx4Wp8s7uK9chAbLzaol0x85DBInw6777+M0EjyAqD3rEr+wgDRD6G/hof7Tphw30Vlo0XdtaTWfXbmB1DacKad0YWYGM5qAu2eufXTd3m4vWfVMeJtG2Ldoie2o0a58rMVxA3NJW99RJ3Yajm64q9Lm2mjK4ZUIQCy7bdftPW9/qtABPe6Y7Ayql8xqhyQJCq6X1sNtFgAGPzCvbabTifTDFauonq1Gi1vdFm/wa9Qi7MbX5KJsa2ebS2p6l80Mpyib3SH8WKzXatu4AVQiDO32srd2jrtuelnpmfms2iPcnhHoWmq222zh2dOqvtSZ1H/V6cbsRbnRpo439uc0Y8OuvqyPJH93tXZr8+G/16a+dvQcqXGlv5XW/eu4bTvE7e9Svvt53eT/A3RruJmq3qPK3p703/I43WHvxnsDu9vPWId6P0f7iPTvaVDv7rVFe/wNOiNZ5qX/9ikT1e0rvmH/bN3CbwdI25cbA9qPeCu5VotJoZCPEbdD1YEt7j+wasrbY9SC2XOzvZqoXtGyv6WhjNh5aN4QglQc3IaG/eafc4MXP+qxt3rp2vDrYoD7f8r/3ZxoyotEB2W0Vq4yj7mQvKWCNO3Qvgel+F7MjXI+G+r2s0ggOrY/mtK8DC9qzst9wtk1U2+vdhmzbLX/r0gXXKM/4Nl0rQwiVmc7Yrt6CtDBfq/Mq22ERGeq61WgKq8bD3IShFireui/VAN/GWOo6+JwKqRogIpvAJHjuYHcmmFWGpjW9QAu3b6gDwd8ph/rudhQ9vzA4etusangkkETzureDThMa+p7QPh6p+fn7lEs1IGisO23eFkMEdGCzNqetRkaplqZ6dhtqwfvfHCDNWZT8n139fq3PSRM62ni8Lx59svfi310I6A4Fd4aYxDonLbpEaHkX0UY3vGAspR3eOnb5lg23vyodaWe+h3I1BhqqEGidhvUz1wUgYxMm6plsh5cuNlUBr25pg6Jt3LClLvCZNxE39hVPzWANkVSqkFWjDKz2rZO++mvJdR+jiAi5RU7pRvBaJEKbPcNoBRb9A+tOmG5Eo7aDecFDNq++VlpfalSNG0Y2JrbxijpHvU5DdT0o1elROoeRimJymaM5ooQgWp2jNU1Gjp0Mdp1D3mdpacJm7ZK0KIxEd1GLQHBjaovia3ukWBMG+qR88y4DX++3jyfKoPz+5ztjvjKuI3IPvJ6/cJsujhBNiXEuxPkJGxRebgypcLgWdB4I+YiuM+F6JdvC/afMMAx8Og2YDHzNBZIQ8w9QjMPzisXCh6sxpgvl+pWSCrc5sT4V3l4/cLcTb+uFN7uST1/JY+J8mzi+/p54jxy+jiw68+fhTsxw/nRiUVjnr4gJ50+BwQInmYia+fqHLyTJyDUympLvyl2VzIyOyjw/kT4/oQXCycjjhRyunA+f+KcnIZ5HxnPgdCt8d38lLYXLz8o6CW+fMglhLhNZMn/8eCFqIYTEKIXb/3LkLUfuP74wvU58/P3Ah1Nmvd9JJswxe12H765c/u6NwokTZ4658JHIV53IH858uAv/4b/+xNsh859+90I2QwZjWDPTvx4ZJDN9AImF8OGNwsByfMbCC0d5JbJg/3CG7w09BuSixBSIOXDQgEkgFeHH04WDGs8XyGvhZxsJd2N49TzlX083sJmT/RGtCLdvuYxG9QXnXkpMfrLydKbEM6wTJQ1IXIiHgsVEsUSWxBIWhANqL4gqQ/A0X1EXDGFhhALh64IUT4+FCCUqFqHkN5fj7IgRWY9CYYQAQSOSA5oH7HBi1RPlkChhRXQlyuII+jJ5Lv6DeRqSoZ7LRveHWGnTG7AwHK9IyJR0oNjAFJQQBOOOcUWSEDOUg/J6CHjO3cUNjdPgNR3yB6dtlhAKQ8m1ULgj0U08Z/EaVywXghzAlDJfQRIt9iQnIxcjTEocJnIySnGjZEivECIpnJBciJYgCyl4fSURIUrgGAMqMOqCmJLvR8yEdQYLxnTMhFBIMrOuyWmw1YhFE2zIoAtWlDIHggjHyZ1C66oUInKYsEmwoxuPuTutW1UfDDh/e8MJIZ9xevkCRHT5EdZLrVMbsBvY3SjhisQbsip6U5gm4vkfEauF2XWlhBsmgUWvLovJGbHMUG5VP2gyt3pQYFyxYET19DuWjLKunkpuMEoe3DE5FIIkUoqUFDEtlOBptbQ4DyxMjshcD+4Evc8IS9XlItkGN+6HZ4pluB6wa0YPgsR7dUgcyJZcqtQRC6NHqKwzaCI+LQQNqB0wFlTe3GkrJ1AjhIRaYbjfkBww+4gRSMHRoRpmJBSYAhYielNkUcowYSGSVSlBPJ1bpgIn3LicU0QJmI3YOsDrgFKQ4UdEM5bvHi2Xjy773gLIAQ3mMkRJnn5qBcvZ5YQYIGQYZ0yUzBkhoavHCBVJYCOSv6vcPaMmxFIdnjV127dcqsbzy5UYlXzPlKtxu93Ia+JwTowfCy+HK+MkZArZAiIrxWYsRlhHBlaeD79g58D6d6Of1evRnaXzzVMF/SFCiMQm1v9uREJgRBgsw/oZ7pnDYWA6nbncEvOXmdvB4CRwWWF5JcVn1ukD0z1y/jkwfSp8/z8Xrlm5XUaKrHyOn52evn1CEyx5ZVTj7z58QYPxp59mLsko8YlxHEmnRBngPgdkPRKXhcP1yvA6UX6Z0FXRZWQYb8TvX7EwYsMZ08QSrg6w1cAiA3/UZ4gQz3cE0I8/MBrY/YqlzPjLEzEr8zSyPgeWAjHBPazMh8w4BL4fVnIJJDtxvB05vT6RcmROhp0m5t9fkEXQn/8jqSz8efyKqvHh7EbHS36ipMyQ/4ylxDp+RxpGhtcj+lZI51dsfGOVxEzhejxw/37i/vsD93hg0MTwpxXRE4fwgelL5vm/zdg1sQ4zqlCmQpk8UqurMd94SY98bZH7zQ6w0+Gr8ixi3bHWlPdNM2l6XUPSt39uVPVbQpe//VWyU9YBaSnboIO6bGfnqOj+d0YHuuLvWoJ/3FLwtnqI7fP6l5nrb5tOXHXfpshQI0FgE/Ctph6szgIjVl2i6Wla5fM2nmbbkAqeawYVH5NWx4PJxpNaOscO3bKmt7b/D7hDsU1i61xdR3mkN1JTBHeNzjz63qcnbKjo3mVxAEO3wezmrutz79DLv+EyrfUuq7MhCN0RIxhFotd4IKM9bNUjcgpjnc+qP2qVG4sDy7QZ9zt/d1tFodUeGV3XkhoNI66rU2p9H0ZEDmQSRsYjNeo+rKkvIw4mcUCJdZxnT2drHuHRHPlIruNqHvRQgQF1bXeySO9339qCp7SrdRgaYNAG1xh7DVCfoy2bxYpSKKY4gKNstkRzJ4rgclXTGbe6LlL33EzLniB1H7luXjtYqi5LywJTo4Iq+NLMgUJa7UQi5sACpNpCzMNuzWU6oaDiGR+8rm11ttRaEG40nH6jfrq7tzqvug8VOhDZR1RtIN2Y3UC+my2Efpbksf32o0UnPDh4draJNmOt3d1YmnvAHSOy0ZyHsezvb6097pkNzFmfsUbNqzWg25Ue6XwdQJ2Xx3H9qjMdRb/ZQB6BnG18+37u2ul0Hzrwt49DdvO+vzZ7ZjOKdNsGVB5T+98dzLthtSWs89L3+7s3dXZkIN+oJ/w7nRC7RZZt0IJ1PtE3i2wsAHaLvvW1Xm0CNoYoD9/QmU9/uu26h5t49z27vbwLpelo3rq9OvK4Lso+3KIzcB/3xlytG/l7mONuk3Z607rfw772jK9ttN7Cg1zRZ62dubYxNnmh/211/mm0oLbaEfqdMe+ncTeff2H6mijlw9r5JPvibYLU4zr1afjVofi1N/HXl2ir+VDzBHeG0xD3MxWyVvtQUVO7NppxshFxd1o0oax57d1Lv9/TjZntd+A2XYYb3ls6qID0yAS8bzQhqxrXezqX9n3ba7A5DEIdY6EX+NpHBzQ0Z/AQUHfISN2nzRnUxtCKWr8jkn2zts+rA6GFwfW80Q3e2r5vguVupa1UAaGFo/o4fckdNSrYZuDuxcdqvY0eQ1PH3z1rrddtftpcNSEk7/pR00X1g1DnvJ/BX+3Mb7z2h6x2WzanYguT8/PYzkaj0v2BHfN6x9gAk+3w+jqyGfZF6MXZdmvbz16p89oiKtraFD8jJdQQxebhyLWVPWKiRmh527V/zYhX+1nw1AhakdFtCC0iQpCawglEpRb4asyzFqiub7T+L+9IzQ6v1Pq2B9LsWG9HpjTEk9V9hjNNsV5Om9yeqxE0tnlNt/lsQlUb02719xiqXvtEdRvfQ7+2ETbS+lsuE+E+DeRJKeGCsDDmTEiBi9whzliZMQuEDNM6UkbIhxW9ZoY1IakQLBLKypBW8pKYbjCY8N1zJGngkgtZAzKdUVPitIBmnsorh2VF324wr3wdMrfFmNPAzZQ1z6S8UuyGhSsH+x6dn4izEN+UZUxcXwqDCuNxIFmmrFdUYDiMjBIY8oAE4+27N9awwh9PxHmgpIG8CCsJCwtreiLfJybcsG/BKFIYw8TH8YANBRsS41I4krhno6zKCrxRXFGpeb9fD4lBE08lEQTSx5GFkfXPH0nzxGlciOfMeiykozv0EkI+r8wf7shNGa4jwSBmJYfIOE6c7vDd1ysUYQ0HklJRyIXlTRDLnKcbYTLKeSVF4z4+kXXgOa8cTEgvHn0SV0MXCHlEc2RgJMvAHO7cxgvRjGGBkoUbgZAyvC4sITCfV0RmjvaKMf+mPZds41wIhFxq2rEJiwOsASuKjOL1LSiYFQorSa4oAyKOYI/BT3Ugkwnk4EYOuQuaq0FBIefm3HNUsNVUcDkqOSiRARHtXMHsQOaExRtFV4J4Lv/CQGakiJFCZV26OUadZWhldRk0ocOMhkQuIyX511EgW6KwEFC0CEky65AdJVwWEE8JpBLADnghR8fzhioHJqvOVXwPZCmeAx7Pd2/ZneYiKyqQF7AsSFA0Bsw8MkRzRkuiSCBrJJrVehC1tgCKqBe5HmJAtTCEBYqx3B3VX1IVSUMhjLAsiVRWgkWXTkqll6FAzA5wT4JEiIPXmsl1fiwGbMALRGbzYiYI6TdnY6pFFy1g9oTZiOTPjrIffa1sNccVHFcYrmiOyH2AcEB48To0UjBZSJIoAokFkUDQI2KJUF6RWl7c8GifYjUfv/h7BKfhlgp2MBiKG5cziBpBCrkU70+PXm6sQ7ESwdRtaSkj69cq4WXnD1EwCeTmkJ8VKwmZZlQT2SImgSIDZivGRNGj8458R0IhjNlTUFj0qBnxfVjNJ6gWNHvUmaRQIyGUVOo5GDMSMjZEiAFdFckCIWIhUDSBrohpr1FrUs0vJo7OLwFb3clgklAuoBmzGWSgqLsxw1qL0Ufr9k20kAtQc/P7YTPfbyVAHgFD8wySKLogDIidKvOsRsPiER9ZNinib+8043BYGQe4XxJpznC7YuuKPivxRZjCisrCGoU1CiUWL8gtSikwkTkOC+spMH9fKMkjjZgNboBCeQpuaFxdHOcc0UEIVyGshuU7llfC4QMyjuhVKbORDY8Q0wxlZuGJOQ6ULAwXY3xJnM4zZY7ELwdWgbu63Kz5SEiK2gyyEqavno5IV+4miDwRVSmjebqrpLCOhHQnLDfCLNjdi75LysgxwXkhS2DRQNZEjis2QBQjEXhlAhHGsRBFOE8fCQhlWbxG0m1EUyAdIjYK66xQhKsq95D5YSq8HAr3JKQ8MNxGpmXkboWlHLAYSC8Lch0Jf/7AKjOv9sYo8H10uns9nZE1Ey7/HcszeRRMR3gLaAKTC5SVEldSyCxx5H4Sbk8Dt/OBw5cZ/WklDgNxemaaZ56/rl6IWhcsRvJQsGgeAffvuqquJXS5coty6sLspgZ3dcxlyR5suyF96r9CS0i6vUMedbFudKIyQNdpHRxnu6+dJ3Vj+x58KS6HNgndoKfG7haoh/QTVd/bA/cqGNPH3gTh2teKJO5t03Ts5vEpWyO9r7ufHWlP70c3yXQt4wFut83Tbq62+gFtIDvK8p6pdbtSbdtKj86Qmoapoyvb520eq2OqR7dU3bEvXd0M/57t1qLgu1GUBjRs/zzSz0GwqXXNDaPitpNefLzVtex66WaU9xnbQGtNyvMr+bPVwC9dB50QGbo+u6nRVUeqqV5ExMF2xbxo2sM67O0CAtT8llajV3pWhGZn2WZxczzR18/3SKFnpqjOr0etL/TFcUtSA1221NdW93Q7hzXlVJMptg5UG0EDrrY9vp1fpwulv91NCNZBd+5oMFpdj30BeLcf7lDA3RbSzlemeTqshTyKIVozY+xqhXz7Jf3/9u63jYLsBKX2s45T9nfu7YLv2t7/3QpytzPUHaYI+xoXm73r/dlt6/AN17ubtuc2+0BzQj7e1FZv38h7S8L7blW5sN7bbQdtGI8kmce3ysOPbR1ab+uZle3Jbe5lI2dtT7zrWbvsoc36/9bBd4D9vhN+NWzbffm3qdy/0wlhm5ejMycv3tXofg8b3Nl3pS1mNY5JL1KzZz7WR7ZVh6/Tqbp93xwKJrVgWuvLZkLa9noVDLCuiPWJCrvFfWBy9RDI9ryHGm+L3wk8uDHYdtvSvFBX522y8bUWHParE9Ai0/p4/R2662Lz13ajXaO7Bu5BrO+vX7TUT/2+h4NO71Q3cVaG1aPEdggIr/vYtrZ1QEdjrtKIf/1gYyy9830d/laoTq8/wA3DQ47b7FGFK4dYV+94Z6oF0xomTyty6G1Jqw3QBChGmuF6xxJ2a9wEuprjUdjdp5hkHAEy4ows4kiLDCw0lMa2h5oxP4AcvR/m6YzM7mxCQEDs4D9lZfN2tuKLCc+L386DCz69zkSNnDBu78ZVF8xmunDpeRwq87rTkCPO14Y6Tze8pkMT+BqSY8VzFrbCtjV8sp0bjO7AeIgEkI1hsrClW5DHfu2Yq/V9Vwse1ugX6+GfzXnTUka16Bi2g/cNVxcK6GCFuixS7d/ie1Fa9IOjjBy1VxVGk6pfNCTDbr93R2RdqrLzgSvdaWN5N2WYK701IkHDQ1OevqC+z4EYvo9CaZQq12H43i5tnzVHQp1Z0Xpmi0cyiEnXazqKBKfpnXxUwIOU4nNQnMZo87bXSBhHcO3N+06DWr3TVuTQdN9+Q67s6IuBSutzFcOLz4vl3O8HR/+0VTVzBI9Q18Z2zKq2ZH1v7mh5W6jkz3j2FaEXJG90tg2q/Iqq/9VLk/HpnxMmQuLGV27E6Eb4X0blMh64aWRW4VOBD3e4n5Tr98qxwNOfClmU+aMwTJHjhyN6eGL49D+xyMj/np7Rkvju8q9IKdzsiazumDAR/vsyEJbAh+eF6UNmLJHpVWA1xnTnMsF1GNElEj6feSqR43dfuf0S+fGPkeFJ+HT6HUUT13QjLxn5XGA05n+8UTQy5iNY4OvtmVUL031EVuXHDLcCz/Erh8k4DP/KEAUbXrD4hFxX9E0pd6PcV/R+JX79gnHglQ/c1Pg5FNYirH+ODFb4brkgmlleA6vCa7qxYuhlZED5abhw+Xjjeztzmk+kpzNlGPkQ/8Tv4y/8KJl/xvguvvH9dEVvE+FyJGpkjC+sVviXf1hhyPwvdqeswnwb0UU4HyJRIsfTJxiVdBAoxvh/fCXfVtb/50r5rqCLolnIeSaXxDB/4riekNuMXF+Rj4n8caXMkctlZA2FHGeyQLoPrKPBd38khsRZBuJvVCyGMmPFnYti5gZUIOSVMK/kNVJSIK8zi8xoES8WLgdOMqFMqDkazOSGq6dWA/6S82QmR5s/JSRAqAQj24TZQC7BUwLNnl7EngJ2GFhnNyBHEaIkbBV4Hcl5oYgj1KaSSBhpXbFipBAQCQyHl3ok7yAZidUpyxHLht0PkAbKKZOGmVIipZzpDt8ckNmdmEkDYo50LAWyFaJkprFgxcizx/6GwaP0lvyEGIyiiGRS8misqAeQgYySrSBBiGKEYoTZKKMiQ8TWRLYV8o1gCxaEZRQsFMaxYEys9oyIEfWOAXcJWBayW+M4Jk8XM9wMTQXNd1RSpZsrGoNHdTBiOSBpgDwgQ4Ehu3gxAilSVpAb6KoUjLt5ypkh/rLN17fSOHU+kssrIHBQmJ4hK5JXYEZ0ddmyvIDcsPjFYeYFj9gggq4M40wugtUC7TJOblySO0USKx8o5ih/LRCzK+plKCwhAZ5bvmEsQnZjvBAoFtEijLiuUeLYo980jIzxhNnMYn/CgJs+IRYJ5eRGu+xzFKMjRNNxxGR0WWcBkRXhBkwgZwq1wPQQIY4erZKPWAn+zxQdqREQDggoyZ0EWc4QAlFrRGaLtrYRihHv0WXCrFhQLNwoYUHzG7peEA4kO2JxgvEToVwZ8goWSGVyY9fZdYqsR0RWYvAI4BJeMQZSqnUbUsSjdE6IKqZ3SkiICkHF7VV3Q24JuS3ImODg20gzyJrRPCMaMJmAlawzzXkn38hRDWO2RDZDQ2KIhRgKJRu3+yfu9gzDgsUVmRfGdcVWdzqlMbCcDqR15U0yOSnrfxUWlFcbUIPT8ewJORanuCFdASH/sRr+vp7RNTJNB8Jh5asY95JZXo6Up4GhjIQ/JsQS8ocVWzO2GjrciB9+Ih8Gfk4nUPj9h9kdZvkTiyr/+nwglUS2L6w58fNtIsqBs10YNXO5wj0ZNimMkUOcGF8EnUfW1xPXUbn+gxJnJd5XhsGYZPJaLJ8y3JT1pxPT3XhOhdWE15Td/qOZosrt5IbX62XEVmM4Lk7Xvwj2Z+F6HEhj4JYHZiaCfWVNb4xLZFwG1mvmMr95dNV3A+UQSIu40+b4GbXA38knhgTHn+6IJT7MQirGa4kkMaYJJCTe5itryZzykcNyZJpvTCzY+kzMJwYdGE6RKV05zldkyuhHkBkuYUKWFX29ksPMJRYKEXs9bsL1N12bIaoHkIvrAi0ytsnMHeRYdZqtiaanNF2p6lcPRp+qez4gaHcQuQdwXdXZu4wr3TDugLXUhWnXB6sRtUaRiXiUfLMf7BQXt0U0G82OBzRc52YgbobXsn1kulMBa1280oB5te5Ctw/tHfvsoiWaUF7ntiEPqnNFWuGNnY7eHD1NT9tqFzYAUzd07FbU03p629VI3mX+Zi/Z66dWnRSGR+63VygtTXRPRdT6v/vxWy7tsopPfLZaMlldBnJw5YKZ1w7o9RjMHEwgNU1fmwOrheuBnvKwOhaa4UaqHUC11mskgg0eiVf1bo+QmGk1Q4IWKIqY2wVc3SpImUHU2+zRBy4n+8Zr2SnaFLm9xnTx6epZDqi6cbONFAcDeD5K31+Opqj2tkyrManmoA7Pd9rWUbBa9y/b7nRJ3Xs1xbY0BHmzElVnQMtwndE+xx684ONx22h15FjwXWf0KClYq12s0guJUDM7COZZHgs19WyzYbW6ICOwOMDAqIaLBmjFI417dMC3b7pmtuvr4D2p5r1dO1aN3C3tQLOFbup33V97ionXlXx/A5ttodPORodaAJl7++qjO1BvG12lFdLb3sEhW9t7hX3fh42obu21V1JtP77y9AwpvTHdnql2m22WZGut0+99pNjORtW2+K8A9vW9st0v/Z3eL6exm3Ou203rMyJlR9b3q1G/h277frx2FpfK7PropH2+G/+7lv/a9T9cE6K9skc9SN8DdEdEZ1L1HvYbdAud6wvSDsvjB3QD9xZaQDejdSbtK+i2Imn8x2/fM3aDfTan5lm3nXwALeyuEvDdenZjf/1YWtsPe6nNzR7Tu2Hht4+szwuyEy5oko31fsLGrDeGJm3A1B2xIyBt8zRhQXZzu/VtSyHTBKAdEa4URdrG7U7o/SZs/W1//6WNzKNs9deuHrrY0jK9c1TVuUJ0i27B0fm0Qp0Wdvc3JuSMyZ+vOf76xpU6/21jbE4M2Qa2o2C1UFh3kNRQQgxPerHlQty2RfWw27iNqTtcdkKU1HROLJg2g31lLm0HWY2YqE4V6UgXxeHva31m2PrRBNF2APBx+hSu/k9a6FlzrkArMLUxAMHhi8nbb4idh4iiTXC0skPywHZW+5xUIe2ByG6oA6lFojpUXqQ6YTbo/GPhIPHCWbXl33J1bE078tYIuvQj1r3+zRFRWr9dkNieabOwo3E7T3TP6dwRm20sbqDQ3pQrEtLOYxVgNrrbTvuOThVnOl7Iq43M+nxL05wa81cDNawqDDv37wPtBtnqL5f2/Z65Vea4R4G9P/R7ni+7JtQnzdFDsqMXGxNs573tZ907Rs1qkeiNTT+eP6rzemtzEwK2u4QdA7f9ctdZ0UrjmqO8oXXKt+I263sKnL4UL0z8YWEeZlQXiJlreOEWJ77GwDUK8SJMAm+j8PVZsV8K51VYR+F6Eoajoh8GhsORw4ffk3PgX74ExuXKD7crQ1l5PRirDiQ5YhK45QhJiWeFSXj+EpnmQJoNSQs5RNYpMqTAsCiHYWE433n9Gvn568SHMPH78sRiM5dyJ99BPhtyLCTPDchiBlm4LQeSwJgCmoS3kvhqmUFvxLgwhDsnTSxjYT1EN4LeBZkNWzKS74T0BZuM+/kjV4VLqCjwNy/W/iwe4fHzXUlirGtiNUM5ESRwGa/cxsyBM7oOlMMzdjhxGj/z3ZD58V74PBsnvROGBb0+obeBIJEQjqRD4vOnwlkK/8BKyYG3WSDDOCgaAuP4ARsHQkgUW4n/+iPy5UL6X5V0FiYJyCpY9ELQygsDgXJN2PLmWXSPhllgvihZi6eVyYEljOShIOcvhGhMGn6TE0LM0JKQYmhRj2CqBem1LE5nc8FypOSVlFdCisgaUY0EHRCUUApFV7Le6pkc0GLoXCraZsCCYccM0YiNvZVIKUZRrw8wpExYCukpkIdAToUs1FQL2dnY3fm/F3g2BisOJkkeeZdNUSLEk9OZcgFZPEJFBbPR6WwasDVQKJSwkmuOX5GM1ALIrIIFJQ0eHREqDaLU1E+xYAnK6g5mOwhFAqkcEBMOsjjqPblRQnVAJJJqHYYoRqhp3iWBDOrGVzwljrIiZaaokiWg0YgHozCylgNKQbhjGGul00UyCgwlESno6jKLWktFIEBGwoRGgRQhR6xMWBmhRiI516ky4OzrJXendeskaCiMcvFijN+636TyTQSxmwN5RgU9wE0hJZfL5I5wRMuRgkddUfeVESlMqKxoWBGUsrTUkdH7LysmmWQDxoiaOyHCuiKWuWsmixuD0EAw9Ro8paBWKvI3IMXLTpbm7a9AEZGBQUeKLazhlVICq36CPBHLiCAES+6oCTMqhTKOHhm0uoMCTYjMwBnkGVgxW7EQIAQ0DdgyedqmVJ3onpocVe9TLuIpyeSMqHotDcGj9Gokg5g7j7QIKfr59tovM1ru6HqnqJAlInqA8URYM2Py9udSjYijSwu5RERgqAAM0TuQKA1VWioiNB7qenk0kNdNUbTWhGBZkfviERs465SEF3i3ta6n7/AiK7ASuNKL5/6Ny4DVPC3MQT0lWZCCCizLmVw+EfNnwjB76sJ8hVzPgiiMA1mMOSt5VdJPsAbhegoENaZxQswosyKlEPIMZuT7CcsBvhzRNDH+nTAMK1+4sthCPowwTITXyPglo88Z/VDQSyEskMNKPr1SxhOX/MKkhU+nBU1CuJy5qPKnc8BKoVw8vdTb+kQskYk7kxrXBdYM1OLq4TAyaUQWyPfI7ZT5csqMNxg1cVY4MVDGgHxwWSrPE1A45sVlqrUmDY0FC8IqQhHlNkdKynx8uXr+pR+BV2H9vnCPkXsZWMrAxQqWb7zMJw73A3nOXNaVcFbG5wiq5FUoZSUNPzPZkQ/yAzEb4+0KpSDlzgpcgiJhYIiGxEQKN+6aONknhnRiyIGYZ8b1hKwneHHBeSqFY6r1V04BQmQuE0GV8TqTA8whUTjA7cRvN4ls2nqT3Kl6gOsyGyimB4W/10e67C5VVtZde9CdCjudHXH53sF+pes+iPh5omC2obC9rVx1RnofH/Q0hA1dvrMbtL61XlabhHW9bdMUtmj7TS9rQr5R6yj15qvu1I15pTqUmxOidnFvZNn1tzkhukHNpNpGHESF+r8eyN/mALrcvpf5t85anavWN6dlj/dIX6eug5oXUXE9dpuLbTZb/vq93vHbroa7NzMo7gIpfew1LsQ8HZLVtMalqinaDat1vYs7osRC719rcb8nuj5Nm/5Aq5PggNA7yIrVOMQGupQGEgXXQa2ms7SAykjT4R71MDduNqNv18ZrirIWESPNFth3ntfCFIlVafY1KKLVTiCIZba6FW0dqWvW7AdtT3oz7ZhgVutmbLvd1c7Sv7cWpdCa7sA7cXmCvV5da4qW6kBsziqrvAhFe42T0kHNnvlwA8xRnRpeA4qOV90iXWpRb4RHm8u3Xf1ueZyrfTsdwIyPuZ/R9vGvXlk35K88Anuas51N232+TfwGn0Q2WtkdEC16qtkzH7q87Trb/b23SWy09/3/90093tW9j40+9mG1FmW7X7bhd2In72a20rXtvbs2H0by8FRtq9khS2UL8uvnqr1692qnI+/b2ndx90fL5vFoXflLffvr1/+AE6INQLbVNNg7t8Rq4JHVg7uH9EM3YL0PuLVf/V299A2R3CYB6wjZ916lzmOzdKIiu31gDTVcGVxj+y0tjNHOhj22ueNb/bDseS3bed3mZe802DZE+2xLIlR/1vCjzrBlO6fdEdDaZNfXbVfvDomB7bdVEwLqdtoZS/3rSkQejIa7Ne4GzR0z5XHOaeholb5G7Yk+rr9FDK2lFEqVOUw4QamoCaIrXD08bReaZ5U4d0speOSCG+PFBiDQwvKk1mmgMk+TtiItCqG1UeHpDa3SURRer4DK0Gn1KWgMEDbHR3NCVG98/VxkAIwtoqbm9+sKWOmMrTFr37StYE4r1rSLxtgs5v6OmjKpo2Fq9IFpS//kiDYjVGPr5qSAAxtyvOZ6NAUbOmOSRvT7zmi5NwUvmycb3+mnpxGyvWsu9m1Km08JVeij7v0aEkqhoSdEWmRJ63cTplZ+y7W3UXt/y3bOrIpFthN+BSQEGmts6AUHULQwueZUqzNVNqHW5Sl/WY9+FtzA0KIyzLBUESV1ciRUWtU807qLuDB2RZ93jsX2LqM7BpqjhBK2QeLfK5VG1meqvfKBHvRgo7r+zfnbI4ds29cb390m2SohlCDuBNFNgekOg7YgQMtfKBWV4dmZjFxREdJgJsXa5PradGeFPt7X0Sf0cW45dIV2Ll0Y1s0faFR0EZ7jVOr2+y17TY23l5lsxusqpHnku+mZ4yHwsirnn4Tjh8jtaWCKkI7CoIWPa+ZDnPn48colTiyTkDXw+XJmMkGfPwPCP8ZIlsL/9fIdsRh/WJUxG3K9kqXwz0G4DXB5VezLAdPIGJXLeWYeEuEIT4cBu0fsfnTE9DSjH+5M//hGjgf+fEswCfHDxDAGwiWTY+It3aAU7PIZKYGQn4gS+JDuDBQ+35RQBPnXI/OXM2nIlFOhzFDSn1kvT8zXM8Nh4eVl5npP/HR5QkQJ81fsGDg9R/KtcPtTRmNAf/gdZpn5xy/ksvI0npkC/CGemYNyGV/Jw418/cxtvRLD4oU5pythFIZXY3wrvAX4zyFwCGdOH3/PfM8MX2+sYeXLeGc15bB+xAa4/lA8x/g6MyThD59/ZkjCYVmIOZNMKeczy8/Ft8tPI8MlEE5ndIJkT9yJWBmIp4FpOFHszD0E/nSKjCnzND8RZ+OwZEqB259PXm5otC1i61suEeLBjaaWRsyUoiuEjNYisBYTqqkWSXbjiWKurJaJLIl7eEO0oMGdvUknKDCFGYqiyVF4613rmbCKHnanoaorUioFkbXmxTcIE5wG5F7QYiQKq3nB6FGdti7T6ug/Gau/PSOWKcuFYoboDJoZasXcJQVKEUgFyRlbazqAysMVRTUiNhLWkWygJDQZYV1Joqzqssa9vDh9nxrPnd09Etx5eyNUulMVIzmAaueKWmtbLUQKkSAwZCFFJZ8iUhJaVjQqMQYsF8qXFbNM4IKUhK1fsADyPACgmpEASQNFhEGknrcJbGRVJYmQkiJFGNSIETfcxxrB9gtYNBgKJWUyXhx5Kg7EKYMbd+/3uPHhb6FvZtjiEQ2cMwwG4YaEjISPaDhiYQUuEIUyRE+jlCbUIqEIlERZG8oyAdEj7IaEPl0wy+TLB99/68G/x40GRe5QEmGNaJJa0yyhvCHcKHKi6LQ54AluvCsCs1anXXa/TLrjpZQ/UEpNxKCrO46E6lmCJSgSImUMECtYYlWEE2IHSjiSdcDkhvKGWYIkngYsXV2msiOUA7b+DlO8ALIl7HLBLBDkBdGIhiqj0sQz56dZYo2AENCC2oymG7KAzgc0j+5oPC7kpz+TJTEfPEIkrO7kKrXwq6yGaKAcv/d5fbtByVsh8+G1gh1mR10OI8ILDHcIC3m+YWkmBkHPgg1CrorxoFWOHhNlMFI0H2dZqjTxvEMa/s3dRmbBKKgO7jS9KIdXI/3TwvrpC+WnGfkReFLsaSBNA+vzwPIkzC8L3Dz6akQ5VXnoPC9YKMwhkHPh8OpnIzz/AYJi6YJZ4svhZxD4MCWmmJFp5hwzT8sBbhOqN/R0J5WV9MuJWIxD/MIy3bgOVR/9ssJUkA8zlpTbz4Ekhed0p7AyvI5oHsnTMyUE4ssvRMn87pcPlPszn+2/cR9eyeMH7uGILBnRwulVePocKG+GfZ2J30XS339glcL9ninZiGcHUfxiCZszL58/I0E4/SEgEcr9RraAjoV0ENankesQOfxPheFeOD2/Mh5Wni+fsNsThwMcphNihfX6BRMYRiPkgfAZ1uPA7ZMSJfISR2IKLNeZZREuPw8ghfJdgsE4a8AU7refSGIcyjMxnBhtIZSVGN8YphtvknnVjFlG/3tm0Zn5B2Ea4PyLkXNiXQs5GOW778nmUXvZ4Ov6umX++Mb9tgF6qp7WFekWeeAGMakO727krWAbL4JbDZF7BGQDPNW2/NrpojuAjxtcZSdjVwG168VVt8Dv3R5syNndeGynh+3U9GaAdUdnFX73do4H50W1+rcw6U2RYotYr+8X6HUq2PQ7V2/f2Saq7iO976WyWqNHwVekb08NVfy+bp1txZpbXYZiXZ/q67YZbqo+JnTFjAYqdArZDfYi9PqGdVKtGxVD73/XLXZ9+C1Xr5tRHTVYtbmVthcrAr6vfQUHasOpFrTZFLSi6S3WOfX0X6VG1nTgpba5bfUdDKsAI5pjv5sSq11BwmYhkuYqEYwDrW6lWcbs7k3WWojFGnDQh1DU9S2vJhF6msQOxmsOBPM6nPQogQzcfT20ZpsoPt4GnrdqpBeLdaS5np9aO9NWPPUUNBuE75/mFGzzTQc0W3U2UFwG8aJB+D6RgmePaEBXodWGFG31M2J1Ji21/bqGqqhUUGFHAfv8e31IwZiggg38+8cIiN9eG3N3xDcrNY3C9L+7QUDqerS9U+0PPW2Z1AabpaSN/tdvfSAtKA1537JP1BH1d2zgy0a7GuGytmU38tTf8UD8du/b/V1tAn08ney2O/fP22M/dl81y0P/fT+dD/SnOeB2JJPNfvywHjuy2oGW0v6qdtIOkqzr1GxAxffMlv6sOcPqzFjlJ7uV7P14mKfqELO6xx+ub5Pb/t1OiI76rRuvZ1ER2/Yku8UX2zZh+74a2LaoE3lovwV39AQrPfygMqH6X9vSniZ9Wylpf1ubPrqHVSrx6lFgbF1DHveI4YS+h+PIdkx6EZKH3tf392E25I/Utrc+GvR0S33sO/kCMwjOrCVv37WH+7nreU3eecv6bv43NoQ9bl7v9M4NVD1j9q7RbYmlOdS2iXMtvso/bZ72E/MNxLAJS7UwUTP4bkCKsCNVtR99qMJjPYXGvIdK/N2B0V3HuwPoTdXiT9UJ0Ysr1boM1gtZtx1Tw/p6m4pIrRNRjflicbudyvAoVUDZmLi02g/WUP+7zdx2afuxYwzWC5k1BtWcFs05JLtnq8OiRYrUWgIisfa/OiekrWpNldSQBN1D3xJEVy8+ss2VvFt0G2pP026eBWu1I7rIMtIiIvz5Fn3R1qBFVLjS+7i/G8OJO0pfcCfEtzHgX21Tg1aIywW0WnS+zozVcWz/1QelQC1c2iIRGsVyJ+oeMVR/rWe8Nun/GqOxiiRRaQE72yksVdao6e1cxt/cOr7/tvFYh2RtzFUEFwBtt85tDur56+maujG/zZlVWiT06Jomd9T7rWl3VhWPRqdLa1sqKrsqEm1/FzecNYVua3xjeK22RaPxzbfQkR+N8dL4htY5VN9HpSoWUna8qO4pob67Og+rJGDVUav1uDWa/s32kjZ3ArfTyiyFLz8K6R758PGFMB0ZX2/IbWU8Bu4E1mikUYi6ckoLz2Hl6emGqfE1DqR84PV+ZNWVU/nKIMbvdeAqkf/38ELIyn/8svAhJcL8hcTMv6gxD8Lt60fkNsKHwHIU5peZ5WklToHjYKxvkcUOMFywcUGfEsPvF8oy88tVGIeR5/MTISrT08Qqys/lTskZu70SinIoBwaFJ+6MknhZRkoOrJ/PrH8+kP/e+XFZf6IsX8j3gXV+YTonzh8vXC+BX9IRTZmwXBgPA8+nM2uC5TWj0wEdP5BzYfnlQlkLw4cjcRC+Ox5ZFBgy8zSTf/7K/TVymhIxHtzwW4TwCvGXwvUIX47Cczjy6fkTlt+I81eWY+ISZ7IdOC9PWCzcPl1IUrjklfFW+O6fE/EVhl/uhGxcn56Qw0j6urLMxvAvI/plIHx/QJ4HyqAsUQljJEwDQzxj5QeuCr8c4PlW+LisHNbEp/VKycL0y+A56E8bq/ymSyCMXpI65SOUSJE3SihoVpSChoTGhJq6w4AmoylWRlJI3PROUBijh/vrMKClMMgdyc59iwXWZXIU2JARMUKrWzA2llQjF8sdSws2fIBhQLKhc8bIJMsEKQwi5GCsIWEWUJsAc8dCMcpS4fvjipgxlgkhsK6T12EoV+er2esfmLiyLKIELahFLEe88KAiayHcMxaMeRQykaUcUYxpTGArobw5VVfnwHcLFIxB3AGfZQKJBG0xkneMlZXIQuAkEIo7EMsUCXlFVtDgUTVpSaQ3l0OUO6QVu10cZ3A8VZI0g0LSIyoRRd1Iml3hXqKXPqCor82IOwM0YTFjV6G8qSPfjzWqzwoDymQOhLCYKaVg12qg/2YCB5ZyTwUhoUC4gM6IPrlxWxKegmmCkDEVCoMbBwwsJ0q+UregK+liSMjo8e5G9/kJS8KwjogpJfj7Mm7k03VAiMQxEUIG+4rZL6TwHUkV0wRhxWyklAkptZ6CgZq3kmyhSCHHM13XISHi6UIlOmNO4YxpRAdFBsEW/9z3a8D0QI7RU5rZtRbaFK8LkluebsUjeEYsZMowYyVj9xkYvKh9CO5ws+wyBriMUCqeoBpuEUXL4pFOSZF1hHmAJZJYyIcLeVDyGAk5M5g7fIosnjKpCISJcnhBCoT1hqbcspki8Yroglmm2IjFH0BPEBfv+3Kj5DdCOCLjgSI1lZkoUQMmRtEMsZBDdnSoJISAlDMbGOZvX6UWRV1lRDUSb4H4ChIT5cMr5Y+G/hnKpMgUWDRy1ZH1pCynlWJGflPOJjwPfl6O90Qqxu3g6c/0mghE9NP3MAaizmRb+fL0xjJkWIxjgcMhcZgK0zIRZ6WMd8rxzu0aSbeJGI1pfKMcFuxZ4G7wS3LZ67uVYoHlayGZcZIbJgm9DBjKPJ5AA/YEopmPn58I90/c8//BEv47ecpYfEbM6dvH68CHr4H5y8r9lxWLA/mfziRZWOYLYhCOTh5f50IsmdPrjWEInOMTOijpOpOLkp4LywD5OJBHYxoSMWdkumHxK7FEQgpMB2M8HbjeLlztDRNliBWp/xopEpiDO4HPYUCSstwX8k1ZPkcsFOT7GyEWPgUlYNznr6SyMsozk06M5YraTJheCdOdNAbeRmH8vDL+vLB8B/cfQGbh+RWKFJKsSBTK+QMlB7hM5LLwuv5IaoC0b6ZvTcas+ouEqtc0I1ct2NwV4upIECpat37miCU/+81ArlV2tRaNvrdKNOm9gcWs6u17PbbpStYMGIg1LH2T4WvfexOPfego3vbuSvtd92yhy7U9C/Xc1n48/KOCLzfQmHV5eqcYd73P5W+p49j05jYuagFeqn2lGd/Lfoo6En/Ti22blz6LOyS1bOvZx98Mn7LTC36lT3rE2Yav3K1DpV99XjrAia5vfOtlFQRlWoFT2dNBiRUXnjUjmnGbRKu/WG0g2vTB0pH0Hl0f6zL5+uTaX63Pe0po8JTL6g4IPPUg3TbUYLy1ionFarfz+VXJ1dYx+n41N+YbrXak2z+sAkd6kewKVulG/bpVHpw/gqcv3M2zp6P21E9oi5ps9gpPW1WY69z5U9v6RG9Llto/j9ra1wGxNvbmhOzmh2ZnqYBPaXusRTqkeibd0VGqMu9zrWBa5Zs7YismB2BAtNmcVuhOompnaLZMRgSvtSQ20IGvvRbYb9trj1uzGd7s4fv3p8DefdHsDz5nTafuBGp/6tmsKu/Opmjfm/2kbuhzGq3YOvCohz9aK/Yjax3d0cL+sWxtS6Mxsh3r+p3J1k479pu9wR5e0zNrNOdk/9rYGn6cgfdzvP39+Ol2fxvPlj7ebfJ1PC0yr9Iqs21u2wps7/hLcte+B9skS+cH7x1If/v6dzshWlRC81Btm8B+vdlsG5wTrWa0ok9Muw8EtPnA/YBrR83uOdGGxO8OgdZ+7WM3DO363TdnJcjaD1V7Y+k37vZga7Ab4xtPFtkFjenGP52Q+ILt88j1hvY9b2N77Er/vBngHyu304lnT/fUmXUz2u9OpOy9he/aFuuo6I2IvJ/HjUT0tvZHxSob2k12JX19zpX9c39ji0orTORRC573rr270FMKtYgE26Ujskr8ZTPMyw5F0g3/Paqhpl3quSnbbj308fcdJjXvHqUzpE1oSX0vG1ObuToHNXTVXPCSvllanYoWPrXi6IIa0SD74kPOQH3MM8KCWXRmI4boyuZYCcCpPpu3Dds85L1vBVjoTopm+QZaceltJzSvtmwMSRvxauNrQnadz476qEWyWjEspn4YPZJjYUMVVSZu4u10dE7EhXp8fmysDNkLLyFDdfSl2peW4/K3kbm+M7VFaTThpuJ9dud0T5J9fHVdmzCqu3ODe/+xxpA7saAVPttCX2VjaLVTwtZuc6R60zsm09aw3+cETJqh3BfDf3ZS14hcZSJWBbPiKVOoy7HPa9vZUO1Lcxxs+sROYBAgaH+nkyjZjs1uXGrsGKbu5qAiLIwqBG/jyNKc1IH2Zql8ZaPdG8P0Nak4DAOh+NiydQeJp0iBPgH7sw6dXva5zC1KpY3/t11BhB+OJzQoyzLy4yz8vsw8xyuH10KZjeuqXNdIWjPL1ZiDsTwbgcjvyjNvMnBbIVwj9v99Yh1gfhbWwfh0+OLFeMOBtwJfkrEUF4yf1JjilTAk1nwi3QfKbYIQyTJj4StfrfBFMx9vkfD5P5DGC/GHL2AHNH1EBVLKJC3c/iFgBc75RDHj/imSs/B0CQwJLk8nbhFkEY5FeZIJnUae8o3xtjAtBsuAXQzud+4pk1C+auA+BiZTTjkS70r5uSAzHJ4E1cTnn38CCscPN4zCJRwhBPKxUGLh5X7A7oblArEw/n4hfDD+9Drwr9cjt3jmw5OghyvhcCEgRLui8Y04fiVizG8FQuDrMBMkM72+Mopw5HskCT9+XAjHzNNpJSYjlBMTEz+LchHg765MP8x8HBa+C8ItH5jzwGIrRmF6u/Hx+jM5Jr6MC3EJ3MuIkRjGOxoLw0cvpP2WI+U3VtS05IfNhsWLssZCI7le0HfA8+UGgirBMqGsJF1Zwx0kcZDY0ZymkTUGQlYGjkBDNBsheZ79UlMEdMTo0viYYlFJJiyLEtLKMF+RNZIYvI1SEBlIevA0TuLnb0grViAvzv+LVD4oI4jXShFRVAODKc7PB0wGjxrAZVVLGVsSFhWCksdCnoSo6uliBIIVpGRSWlE1ZMioFUKeKKLM8ZWCIpaIGGN0B05hwcpCMSEJEBKmGQnKoEIshWBew4HkudfTePDcv3iUSRhqRGURNAaG8QkLUG4RApTo9LviYVmTsphShkLBWDmRGRlsIVpCJLvTJHk6FKzAlEASui4UOZLDmSSZu71iUoj35PQ8fnsqJgDEKOMKZugoMAisT1g5U8pIFkPTGcmChMENj6YQJkyMlK5ggmmTxSpwI7ijnNdmilM0CGp3lwVlcInucKKYG/fVkrMUVcRGxI6ULJS8IoMgcSKEgYERy0pZqxOk+Huz3ZynrM1xNaBSPH2egOmASUCnAUJA7sC1YOuC5QUbJi9ITmIsPhpQigU3vtAcIcnfhWEtPWauAJfBkaSxpU7D+W8wXx8VL15uMlAISFoRFrIZmYCGiB6ipyqLN0QT8bZi65GSPEVUrjJfEZeb4oQbv8oXLEMZYcsplrE8QQm4AeSG5BGxhOlXkJun8zmMJJvADiAZlYyYG2GyBVYbsDUjX5YalKugQp7SNyOGpQjnn7xuw20ZmYvy9vcz5R8T04eV77ORfziRj0eSwHotHIbIyxC5LsqXe8CuifJ14aCCDhmJcDh50eIQDBWhPE+sIqTzj4jC+IsRlpGXBDlmhnTHSmbOJ9YxUP4cGL6syIsi5wNmI4wDSzHKzVjNKMFrX4xPVyDw9Y9P5EW5DoqMhePfDSiR8OMBFhgvP4MVwpcDxoFbDjBl0tN3MEGYnxjSRCQRSNh45+2lcD0orx+V6YPyVJRhLTxzJyVjviuhZKa0ooNS/umJJQSWcCSIcv6UCeJF4JXEfBnJ98D6JMRjYE0n8iLoa0F/+krJR4ocSTJhz5l8UeZrZDgGppfIdITv7MowJ8JP7mZdXgbKWd1pjRt2S4ZcQSxj9NRg7mQz8u2Jsj7x5RVeX2H9XeT0pOTnM/fwEeIr0/UzU1YORK7xznz6Skgj0+snkEyefkFL5nv1Oiy/6ep6U/2zifXtux7BvQFnrD+nXWaUKs/vfRHNQN+l7Xfgn47l7XpABUl2QbTpVsaWS7/e0zTxdyDBTV7uEn7VJ3bAoH6ny8VSATktpXCzFzQ9ZDNnbDabapr2/rRc4v3GsnuC/r5u1LP9TDaAZ5Xde8rgem9JbEhmum7WbRLNflV1J2tja+uqtbhu10fbAu/esTM6NoT+g+2k9t5fI/S0xiq78X3bZSXVd7nhW2q+XieRbh/IFaDZxqzm9gBrGQya7l4zChj3yr+ct2txPUsrmqs0XlUBodKzENT5lwE38Jeqx2pFaiek1aTKVVOuSH4Tr2vpoNCCVJ09qNa5rrNmbf5LtS34XiltD3ddu0YnoAjRZQQ8vZyUBBY89V61YWwgx76D8IiQgsnSz5TbDlxW7Tr5ptzzqOzVvvfx+BmQ/io/Ly2SBnz/UVvfwLA1GrA6B90k444gacBMa0q9P+d1Vpr96sk/L/fax6nu2HcA5W++WqRXczj5Wm5tWf+s/11R9j5dRne8YmwF6Xd0C3AnzeOp7+e+kzTZPbrRuX7vw317+2q7pa35Qw9o9s3HNX73uod+7H5/f4g7HWtz8vjO/ci2B2T/YG+/28QrvelOj+Yc7fe2Hlpv26otxf2n+tBZsUaPa9RU5zFtrzYnVzsH1a6/swtvgP9GB/WhD5uT6K9f/y4nhOACn7+3bA7mTn53k2JsFL+dxgeD6H5D1I3aQuZsm1Bkj33dHmqen0f7/LaBWn32fk7aO2qxnkemuD3b2uumpzos27dnIFrooS51La1Fw/UFbANsBsqdcXPbo48T3A/8vvu7Rd+fd6MztLb5Ngsju8Oy9f19RMUeAbyfqtJQGT2saTsU+wgI9yjvv6vFndqzth2zNvq/emnzDJ94qAkhsNU7aPUIqPc2Z4LghugWGbARQe9bE37ay7ZCWj45TWisUC+rBlVd3fvfkdFgaCfQzrmL96OM9f3uAPBi2dr/mcQ6jlvtQ83bJ56b2WykO0f2QlRnincc4b8xPneCxNq/gNhUP7vttpiAjTXiwhGWjhgQkGnb303Y6Ix/RySlErC9Ib0jaBozXdnBQvCaHOB4Ud2No7XZHEuN4AYPn1RvRxqCofbNUza1Q18VVRvoThWXqny95TeSuYZ66QXvnel7eqJ6Lht6qDKKxhz6Gaz0UbQR9wY1avNb909HGNW/LfQuNERVa7kd6x6/IK64SIu06HF8/q7SvPfSBPRKkxtdMtl43G4Ne8ij+Tg2BIWg5sG8DenVQvBKzdPUAVStpgveL9FdlIhJFUrf0XQq6hKrYbiPsU4b86t7rTa1cYnapjS6U+l1f8kWC9GeM4NgFUnUolNaMtBiO0FwJyA02m9sQk/pr9idoW+7BH/l7w4npmHgP/0sfLnD7w4zp+GN8CaERfgqB4JGXq8LVzWW74357wtjiXy/PBMQfhIjXBX7b0/kA3z9nwtyXPh4+JFBIevIRYV/Xo1bLnwaE09qjOFGiCtLGslpRG+TR6YMN8r4yhuFP2mG++84//j35N//QvyngoYjUV8ot0T68ZU0FG6/D8QkfPrxiBXl7emMZSG+XhiWwjWeKFNAvmaOM5xlZJwGL5p6vzO+GeNt4LYY93VmzoVXlFdVboMSV2Uq6rUiPmdEhMNZyTnz5fPPSCi8/HDHgvJ5/kBiQI93NGQ+vE2Mq7CWKzms6A8L8veZf/n/jfz49cDvwhOfzmeO08+cJmPJyi1dGcKFw/CKItzeBuZp5fXDwlhWnt7eGBg5xH9kJfJfPnwhl4W/O184pML05UhYT6x64IrCD/9COr1xvK/8YSn86fLEfTmxlpWFwuFy5+NlZT3NPH14w9KBe/5IJqPxznhIfPgwY0W4fz6Qf4sTwsAqKr2MCyUIpaWKM9/7JUeKKVECQSNabqjMWEgs453BjKl4YfMkQtGARcF50RGTTB7uWDHCEqAoa3LUWAguL8kKUpQyKBaFbMqyCkdLuPn4SJERihCLQHAnhAWhBCWUhaHcKUXI6+D8Ig6YeioWtFBqCqWgNW9uFbYXHciqZFspJMjFUwZpgDFQhkI+gJog94hSCJYdcV9WFzNCIhRQGzExlnDBBIasBIQhHgimpDxTSiaLp6AhmndlVGIUwmLoakgqcM+UQyQNo9soKo8NQ4QCObvBJ44nDEg3PK3IR4NQHLVuxj0p2QJlLJRg5OVIyWcmvjJYrvqh5xhOi6KS0HFG8oqmGxYiNkSyJu72RrDCcDc3Ch/0mxSLPXErgxstZBi9JsXtCeZA1sHT8uQzMp9qdMQMgyDDgMlMzleQCQkvzmezK9pFMmaCvRVEhWmKtQB2rS1QZYw8HMhASK+UnECCR4rkEaE6IcpCCBMiA0FHhlpIPOVQxXXBWCjmaQ6EM6KRYZpqKiwBKSQbQCM6RTfS/wzMRmHFZEbGiMRItOzF2CkuX5eBnEefr+aEKF53AbuDREJ5AgSJtf5EWhEyi/g5DNaANgNooIgjzUO6Q7l7BIcEYhxgGCDMEDyiYbhmSjyR0xMW7h51AZgookYYDCSz5leX64fRQQVVZnFZNyLy5ghORqSsFL2A3LEwUHSENGLpQJSZgCNCC0piYOaEppXhtrho9xLqfssdDPI3t1oRTl9OjKtyNeGuxtv/emf9IfFP18R3c+H6uzP3vzuS/pRZfkw8l8gPEvllDaxzwK4Fe80Mk6GTwWRMz24cGWYBidjTE0mNcvwJsczh+pF4GRiSYkNhzQvZEks5YsMB+/lO+XkhMBDDARsmGCfWe+Z+XzEr5BAYxszwdCFfT7z+6xPJ4DrMDGfh5YfIgBBvB+SSKV//M3afWW6/p5QT998H8rmQXz4ixyPxJ2W8C6NcGEgs48JluvNVJz7riY8qPBdlXI0p37kl4zYraoWxJBhH8h9OZCK32+iQpk8LQVf0y1dkXUmXJxID6eOB9awsX0/kZYDXC/z8FeII00DWjJ0LaY4sy4Ac4fAE01iYuKGLuRPioKw/REpQ4pNASthFsCRkCqLGMERCFJZRKAppPlPKxPUyk+8rxw8Dx0F4O5+5H14YbyuH68zExEECcywsT1+JlyemHwdsKOTTF0SM7+XEb0k1t+lETm+syowPyvkeTdoMp6U6HNiKNbcI6WZ3chXOCW3LlGCl8egHWFjXa6XapqRFHbcIiGL1M9kUfXUnoIvSm3bYrSGtY03/b0j3lge8R3K7ldS6rr2fk/rb3lhl+3nbz3W7p3Vks3GYbF8045nVP/Z2h45Cb6pf8ciI5uDpAv9uhTaQ2HszjO50PIFcgY49i8DOBsOm23RUs71rr4MkmxOitvsbdQWrUera3qm1rlUdeyFQTAgNNNrHLBWcUQGalqA48M9IFQ/iAMFQPK1RqLprqVhCcQGj2gUawNA8rFVidUDUFDvmKWFUZpfNbPB1qe9vRaD72shad4RnMcjZDdjqm56t8LfPtzUdzur+JuNG+NEd4qKYjGArwur6ePF5kuBz5am4Nv1Rm51J5rrRPBX0BlqV3T5pWnjY2TncbuR8uIE1mt7fdFVtqmvlftVq0NO5edaGUguPbzjDZs9qBatbLdRS/6UasTIAZ7AZ8qVG+x59r+0i/b9pr0F3UjbbbbMvmros7eaFx4iAjsZ/MIxvn2/ftz3dOiUbLWrOlt6TjeI1DbufrwYYb139qzr4Zqbv4/pLA6+/yK/aabRnf+9jG7+a43pOGih+e+X7898MShvQp4Mi9/ftHUG9pT3P2dr3c6s7O1K7pwFIW73bBsDc7L8ijxFijbZZ3+tbm22Fex/ek/e/cv37a0LsdkE7gy073D6UZfNMQTPubRubPmC/mlF+O+a9cekf0zb4thSVQDx4pv3gb8b11uG6DNVz2t/dN9M2pb60W18f9otsvxiy62Zl/Oz5qHfkoaL8nlE/oAv8/rZhqzawe3UdVBuusUkprR/s5rx1v3uz22fvWO/7BxqBkW3OHhnrtuX2URQNVWD7+arrXbZmvuHaVtcN+TPbuuw6o034aUbs/dW9Y3RjvVUm8c6TvN237V0vvNwIvXORFkLqa27bVLa8k1VI2Apz2TtC15hN/V7bu9phGp3Yi6MUkFqZsCMP8tZGrzPRClBPPkaSM2RL9Yy1FEmpj9fXZ6z9W3vbsl/kB/THZmXtx4wuNm9r8pD66L0ADq1mw0bQ2ibxiJf9PIm0vJO7KJG+1q0eRPP0V0ROEww62bYq8PyWqxKmgq91H7q3v6VXckFiL6BAFVDbOWiVpXdHfC/KtF+t0r76hvqL74MWxifWoqpaCw390dIotQNWFQW13Ss2pt+PvDZ2LNsYjOpkwelKaMdiY8iVL/qOad7+fRRWW9vW7I7G9B0TS3+3k15rR8zvaCEnPSLNnMw1x/FG8ur8bQRHKx2Q0pjrNi+NWbpzYtu3rsBtAsb72LUdI6k/6yi7Y2e77Tfhm0SI0xmNSilGspU4FA7ZyNPEbfxEHIVoGbvdiPeFZ505hhlNI8vr/0SxyRFfJfO7YQGdiOv35GA827We0zOmxuuTkLOwliMsAx8LPJlgUTFRbnHiFgLHU2QaAnCGknmeI3YRfpfu/DD8mbdy4+fXBONKPM+UkrA0UyjYvZCycUvFjWHTSCAwfSwclswcldWEvI7YIti0oNOCTndEV86TcpCBL5L5Ui4cFjh9EWDlLokggTeJDAJHNXLO3G4zOcNaIgTlzhElcMiFky2cbgsaCjNHbvEI0SAI0+3A8KeBcMsUXpFZGO5CGha+DkYMCye9MOSZSQMWA8/TxEEHxktCSybe3BGYTxeKBo5jwqxwLIExCOvHTC4rnzCeBKZ7Ji7C9S78p8VYkpGKMYcD1/HEFO68TVckJH4nwhwTb/qFMK8Mlwu6DNxuz6wlMt+Pv80JQc3WVsxTaBRIqmQRz6MukTUBK56qRxJFDcajRw6sCVN1A5MUVBIlJ/LbzFqEW3Z+YaE6HuPsKHcAgoPRtIBewAoakyu2MhBkwrKRisuIyoIUQbJiBDIDREVHhSyk9eSsdpBKW1aEghXnraUZ3IcM0RVaSRA1EYqytLQCISIHoYxGiVc0CcPF2eIivr/ysroB+RiRCKFG65YYKGbEefX5MRzdHR2NV4L3o9iNQmLQSBSl5JViKzkZc/ZoLolV5rgVL0ytgSBGjEYpwpoVxwcfgEKJXsDeHcBKSZ4uBklIHWMogZBnLBtBZtCEo/GCFzkEvIh4wGQhi2CqBPX6ExICMJDtCOoOhd+UW9hASk0lUDxXe1FPQQZVdA1SM1p6kW5sQuYB0zsmAyIBJVZ+E0AyEu6IBSJHWh2uAiS7+3uDy2BhDZ7OL3sKBtMRk0CRJ4QIMXvqB/U9VYC1GFlW0nRHkxItQjE0n0AKMtzc0TWdMQnY6jRSBLfYpOwObAqmhkRQVY9qmAvGiBEpGijq5wpZIRckCxYCZRjABjSdqrEwgmQ01rQU0Q0+mhbMDFMHtgT1IutFb/U+5+uSvbaFp45KlABFDy4bFY8klTyDJQoeXW0y1MiRWuR2daUjV8Yu1WjjuoUi8Rn0gJlSWGBWmA9oGAk6OrgsOnBG7UQpmbIkTBY0Ll6DJsxON2yA4tEo9j5f7b91qbJ8PFEsMny9c15X0s+CLMpyEF4HmO9X1pzRq/CURiTAJa3MmrAgZF1ILx59Mq1+xmUsWFZ4i1iK5JtgCmH0lFLhGBhiQM8ZGQxbohuMxbCcmA+J+VP2IvRJKKsnPZGyIuYAoKgjkoz8uUA+MAwDoRbm1gXm/3ogWWD4EiAZ+TxgxwKjIXklxq8Ei+ilwCKU+8qaPaXWIisiI1GOPEtgCoEDEPMVJRHkQDGIoyClcF8jwSbi/AFRY9I/IWPh+v0JHQIhfeRwzbzNCUuJ+y8z5a7In0bkdWJZIL0o5RhZIxxy4JgniIn1fGUaRs7rE+hCthvLAD//bqBEw+QzKgPj+QVJQl58v2p2GfcenslRGGwkFkHinTwtjENEykcGXRi+3Bz4bythXYnlmXQ/8PkN5k+B4dMZ1TPpcMI0MuQXlILmyLfXH/Frb4Vwsa88gFdb2hijAooaMKo9aWClRu7Wfe6Zlfd6VlNAtL6pIdJd97BqrOxye0eSN93cDd+y1x8b6KYXXH6nC3RLWrU1dDtABYI1Xasj0F3P3CPMu6ajsDOG+FtqNoUWIdDz67e+dLVy03b2Olb/pusdQKtTWLu3s1BU0FR9WsCk1flr8ntLp7KDSLY+bEpBncutD3sNq6ljDVi8t3P5O97pFK7U8VsusaF2x5HJ0g2wVX9udRJbVErl9UJCuLneIk1D80LhWsF2LTKlp3Hq9TOaPtv2+oBIxFjZ7BE9aXo/ER7LOdb5doW663LdDlLntNoySjsvbQE6r6Ha1bTvTTHBas1QBy7XWg7NRmCp7kdPAdWOxQaU3oNPt/OjpnUfVCOAtj5WO4K1aIt6bks7l1pbdgBEOwt+JHPdX9Qok0fHenNQ9UyXWo39otvZ6w7Smr5QqkOo2b3KBpYEPBoTwWTlMb3at139DLS/quLvZ/ZRB6+qeV2ava68O8sPG/9du1B1e3Z20rK7d2cDfTAqexOPJGc3xl8dr3duhV5kpH67mSr6z+3UClsGi93LH9o2NoORvrvn1/3e+AZ0gH437G42jYd1oNkYZNdUo1+bPaLRTbd172mnvXttG7TtXv0Yhba/9vPRzsiOSm/3fyNp+x9yQnQmas4oN9ZQuymN/dYOWUM0Sz9T26YT2qI1T34nRLr7e7c2zdRYsvwq4qIZSBur26+lmWGlPDCaXiyo/t8atWh90vpnHRPijL+0jWV1e2vxUOdsm125vaNORDOYuRe4baitL91oX8fSGXVjBJX3mu3jOOj9oP1e2/d9YtuCbQPtV8/Z3r5ogQetz+1sPPTXehpG2zP9+p5uv0YeuvZNV4eZN85+xZFhIy27sn+ftoWhhni2gtXWFq0WLrZQ17r0+W9hg96ebosF0ELqGlExgFCR9Vr7sy/QlNgcF2lnFN/mq7Xle6h0I7MX/KjRFyKYVYOKTNWbvYC44uLvpc6FhzZ6JEBLAdUKT2dq8ug6D57qiRaNIIe6nu5ld5RhEyrrATX1MdVIjgehy7zuRS9II5nmENlqQ1QiX6McmuLqVy1WZYKnrwIPYyx4LoME0gSeJqQ2IlqdPTXccL9vTGI9D4LXsPj2mhB9nc0Vcd+CLgy5zCIUyRSpCPp+sHecGK9rYCJY0IdUpXvZvsk4/s7qhGjoHrFdCiSqYLHV43B6Ww9ecfSI1PFu6cgqdfhVuHP92ZdBt740ZwBS04q6YtqM/024F9zY1rBPKlUg66jq+u5mQCjOH0LzakTrwpWnQqIabuokaaW5xdyZUOmQR5htSKiNb7SiZqWHuHYlILQokoqq2YXW7oPYivpSa50L/7zxquqM6iFxTk+LPi5o+K1KhSjD4YUyRsr6mbUsDMPK0QrlcOQ6vTBMb8Thhv2YGe+ZsySmkHhbf8fnX/6RoAtZrwxh5vfDK0U/cJ/PlFAYuZFFuMmZrMaXs7AWWOczKvDddeS7FLgMhWU0/nxWLqMy6UiUAeQJkvJxzjy/Jr6zK38YbmjO/PmXlXBW4ulOKStlvZNLodwyVuAtiRfuPI5IGDmscFwzv6yZJRl5HSlL4Pb0lTLdkcMd0YU0HcnjyE/lxr8uN/6wRD5+HrEpcz0lTCKTHDgKHERIZebL5WcvMhmeyDZxkY8MBP4faeG5ZL6/Lmgw/vP0zHUYGZ5mwliYrmfOXyfi+gtF3gg3YfwsXOPCJRgfDgsfzzNDSowhoHEgT274X98SlhP5rlgw0vhKGQPnyffoyZSQhctzZmHh+8vCYTHCJaEr/PEG/7zA02CcY+GuZ96mJ4bwZ47hJ8YV/rAoX3XlGi+ozQzrF8yeuV7/jqUcuF+P5J73+NuuUs/4tCaiFOYwIaqEGJGo5HsmrRmTFQt3LBwo8UheF2y5YsOExQmRRGDF1ky63AAhh4gETxskgMYbKsLAgIqyDEZRw+JXsDujjgQJCC8oR6xk1pKJrO6EyBFJAzkHch7RQQkaIUfSgtObMSEUNN0xK167AKPUNAVldKf7oIZkiMWjBnLxdEUaIzqM5Hghhyu6DIyXgVVhDgVbM/nmRdrDNKIqhGqsz2HAihHvmUIhBSGrkIaIanTeZpmcX8nlylGPHHRkLQspZd9HyWmYDAopY3Mh68AalXE0pqNRsrAurvwWe0IkE4YvWLRKg4S0TGgWGC9ISIR8QkvA0h3KDR0yhIJxADv0VC1ZIlmjv1MjKoUorxCk8t6JbN958e3h+s3I9ErhkDy4A73W5EhhIhOJQDSPtLNIrYOhyHxC78+Y3slhws0onhJnFRCd0TATGJj4AEQSSqEw16jVIWZElHCNhFVZLFLEKHHyotESEDlCuCLh5rJhFrJBMiPHlTxdGFIk2BHJA5rPHq0xfUHDCIffYyVS7iApo3JFtBrWQ5VNtaCjoUMg31fKcsfEpZkcAzmeEbshXJx1zoodInkckDyi6eQ8Ky2gKzrMbsAQd3TI7QYFyukZYkB1ccegvIKsiH4EOSL3QsgJldX9LfFICieUjKWEmkdNFGnGSYUwYEXcMFQMbg5ayYeECY4cNXV/jwHxA6hR8htmM3IfkXVED7UWxDBTxgUpE5qPlDKT7hkb7uj4SjAhBkV0INiJkpV1/fbIG1Ph/t0TMYyM88q0Liw/Aj8Jyz8J+ROk2yvl7Qun60eO6wtZV17jTI0/9gLdH1dkCdibuhwQPXKLXyJljSw11XhQRaMwnAKDKuMTaDSWeySvit0MW1eup8R8XsmrOyDCnInzTBzujNOVwJmon2CG/KWg4cB4HhAymi6elun/fMIsMqoiUZl/GCAah7EQ08oovyAG8e0JtdEjtsrMogsmK0c5c5QXTpKZgsv6Ob0RTBjthEUYDlCycc+FyIHx/h0aboTDnymHlcsf/hGmI89fv2PIEF7/FdKd++fMIsrpv5wZfz6T/h5u3wvLaeA6wA8lci4Biyvz8xuTvvC8HChaWEgsU+DPfxgQSzzJTww6MT19h2YjXRaEGc1HYOAeXljiwKcEUwHiFQmZ0/TEOD6j1x/Rz19AZ9BXsAHhhfUSufwLCAPjf3zGwpn1eEZtYkwratnrnPw2LXXT8SpS+yGViICnnCmVgjU0fIvYr0DIqsZY1debSOl8fQeianXx2PfTZWDrIKQGnPQ4o4YoNgkYqyOqd9kYGvCr6fQt4rfpDE0N3zJF6G6KrMLk3bnrCtIWESFFXZjWUnWoKu+3Xjd9yer7W8reZuChGTybzlx1xW7saEaK+qcFKAHCzpbRVIQ2YxURjuQ6T1sK167ZGLRiq9iO/GxTTFW4NptLUwl2ppr2bAv+7vrkXov+bUaRup/Fdb9qhPaVGUAmkBsiCU/ns2CMFFWCrWi5Y6KebhMwojshottHCqFOqw+yaJtfjxTvQC9pNRbcmeXpfBMtKkZoS+D8wXVh76dUPbKlQS8N2Feip9kUN6i3As9SQtW9pep9bvxqKc488sLtBMiIpyisAEwWsIiUyfW3UO0u1dalPUOCVV3aIyW0OhVKLzxdqoJY3E5mR9zJ4PVexMSVx6q3Gp59wet0uH2ohHrWK0inOWEMP2vS60147dAGXixi9X5B0G7zM/E6XVhCbIESXc5CPHpE8MhewHCnuhfc/q30rdKX3ZncDhzs29uzadv9f49j3g4MiNVsB+2YdvtJu6PRuc2YL+38iztbttQ/7zr+DrjdbJOb8X4PM3wPEG+Q9UoL2rt7WAp/wZiyvU8aHH/vGfk3Q1BsN51uz7EdMZE2gfWeGouyG3Knpp0c/XrU+6w6Zff3Nm7bLWcnUY1u7gigtA8ebJu2o+2yA33+G0N+d/27nBAPxubd1O8X/eGW9ktLGWTbwBrpB+gmzvbsnuDD5uFriF3onqnddOx7sS3q9sm2wdgmv9vmpTku6u37EyTbcezD2u0zN0Rb8x64wFGfaUe5CRr1C3YN959SN9R7h8HD2Ppm3b6TbiDbVqN3bx/ZtGtzm/Lt/ofxtf8/hEc2oLLPpDVLXiM9fXE3h8tfGAF/7ZKaamgr3NwYQjVSN0VpF+7mhtLmSMidSToxa4WLmve4HaSdYbu/vLVbqaM2Yujt9ZF2Rwk08tBC8rbvFDe2p9rN2k5H9e+2GbChEXbnyup4WlGiPdSmomNa6KALV62odTuH+9DAjWg1Idj2OXe3jf94Dh9OWA1RrAZzd+okNkIUXChoD9suVLcVGbK7v1sbemHndOr9i/X3tK1Fc6K0d+/XrtbdkN3+c4L7njL8jeshdI3KBOzhu77l+unew2DaeRIvyLl/3IRWR6a/xKoz7OHDLbqqbjZabmTpZ8G2v002h4Y2evk4Dw85GsERHHthu46zKyBtzneMb5vTRkV3IdHGDu2zc2y8m3ur0SUPpLPuO6P6S0tDiu3moq9JQxxY3Ra1D60wt+n+5upo2BwcnVPtCF1pnNfhJzygrGTHe9qZ6unvGs3TXwE0vuUyM9K8UnJBbwmZM7MemKcAQ2YY7uhc4Crc7cDtKfA8JYbjynQLfP96YRky19PKkpRL/ojagfjdFR2MaYE5BH6chZSM8WJM2dBbRlLhzsgvKnxJxr0Ydig8maFxYRkyOi/INWEhIX9I5MVTSCSEsArhBvwSkNWIqpQQiHpEUZ51BFXelgUJM2+8smrmJQofgpL/bwcygSUXsiWyBApHJg4ERj4cEjGsnFbBrpmjRf4Qj8QEh1QISVlSYLUDHL8jhszTYUEG+HRMiBSW9TNfc+JwODJoYFwvnNcrr3ZjDStcL1yXhXmK6PiJVQPXcaYMiXGAVTI/3TNDEaZwIIeRFA5kK6y2EBBexoF1MP54uFOCcFwCQwG91RQ5LwEdBlZZsWyIKHIbsBIYxBjGSByK59ueV+IwE3SmoFwIZBFe4sD4BE//+MScDvxyL6w5oVr53G+4xELn3YWCScRCZA0RCwF0ZtSCDopOrhxmVk/VkdWzRKyZooUyeG74Q2inowrgxel5gu5YVQRZHfhuOjj1XgdyLZ4axCCtSF5pTgTF0GGtAehuTMkSXQ4QR3vHFgCZ1PXL2hd1TDcl30EUywOWAzEXgnn0gfORjElBsxGLoqtR0opFqw5MAQ5QBlhOSCiEvOCJDFfMjCEZwQRVV7yjZdSMJa0UKwgDQc5IGTALbhCvJEaDYwZVoLScwdHQaUYR0qKUDDEVKAnjzeleQ79bwDCyesHfCqtF1VlBKpliBQvihn4ryLJgayEnA8uO65OEBJcvcqaazILz7FDXcfU0QL/pCl5s0nLBlgx3QVLytAiaHb0/+nutGIQ7cvC18fks5JJrekHzqIXhBKoUXd0hExQtRrpHSjFMFwgrUhQpkSDOk7Txcg2gAbEb5IyUgtiKMCCMSC4wx6r0Oohh0GogsCcogZJqzuWY3bHWUkzaDDnTpk4l+roXTztmUhBd0CIMq1aeeUSlEIaCxYGo/u4g2Yt5a6pRCzWFS02zklEMI62rR2NMmSDmc4CBKMKAxUCJZyQtlKWmbai83QallIykG4gSLFAYsHJEFaI54jWNXgQ8luh7VKPrS9qqzftYrNmoUCRETBKkCxJnlAX3oUwoQhgDJU7kmhYu5YJqqJGJDbTybZdZYV2/klPkPt+weYXfwXRSymUgvwXSqqRVGG3EhuKFqO+KAieMdYjIAYY5YJeIBuPQkmaMQomZRb9iUiiyIibcU8Wivt1RXbivE7cyEtYFzYkgMErkPg7kOBLCjNrdi5ZPTy4DJ0e368nTe5XDFbEFUUUDnNINIzCfBnIwbuUMy4Hp4LLRcllhLRwKDCbMQ2AdB9KYyUPmrMZZCxm4VZ2kFCOI8/aZyLKeUcmcD3eUQrafyJLJ4wvIivyXKyIz6eszskQmG1FV5LwiQ+FwzAxjIp2Bl4CS0fWOlZWbzNxLYl6NGIw3NfIKt1dlyYHzPBFk4GXISBjIFJYCl/UZyoGPYyJgyPWAXieyLSwk1rCSdWGeRso5MhQh5pEkkSTB0+6JYGewT4UpJp5+upNNucxfQQtlyFjJsMybbPytV9PvrRmpqnzc9bd3KTP2omdT/FrEcnl8orW36We7SIHeirApCjs5QHZYWSt0GGAz+prbJ5o8bYSdXrm9Y7OjNZ2lbKog0HTdbj2wHuPhzGdnGWuFg7cZtt1zQKkGyVYLTlw+3mPrm1rajYpNX+1gwzZVDRFubEaznR7Q6Mo+Nfbu6mvVAB660yFtr6c2Xa+lRNoiOpojY9sB2XWLakz/TRGFrV+ttqRQ1zjWZS04ULFUuhlrn6JHlVnTUau802h/1983e0Iz+pZWALkZ4XvyoDrfdQ/55w4A88+b3ca6PLhZM+q8dvtEdf80nbPn/m1FsIsbm7uuJ1hpUT01zWNbe0tVPVWEgFisc9UyP7Az51VLngA1NaDY4PysRixtGQia1S+7jlnMnXk9QiRjIXt/e+RCU1h9znz7tP0IpaURl5qtohcW79Dq3lnr4MK2Tn6HdB26jlPdDlDqOZda/Noq8M/4bXoCtGO413Sb/bINcbMTtXn1dXzfCt0+0G2Nu7ADqdOzWXK3tv5CS1h/aKNgTgre26F3ttx9m7Ib2872sNGah4cefQh7B8QDLdy/Q/ptD9PD+z92RoNKmzdbrGx96u/YJmu3lXfd+vWcbe/onGXbi9ugfj3Ov9Tvtt57/vIwZ2x85N90vDxe/+5ICGtFdVwq9+LR1I1eF2bP0hB/pkeb9IbYQuUa6r+PaSP61g/y9mipm0ytpSyRh7Ye0PvNWSFVYOgbSXprjaS2rbi9bvt/Z1XNg9/GrU5QKYLlViLQiWUXJqwiiZuH+d1ha9uvFWbt3metB9acKdOJYhV4is+hUpH1tBiQOirxcTdGT50fEN7zwX+TvlQiWnZ3dneN1ieEivx7XH9fA9m1XXj32l9ftgBamZKH3bUCPH7AT3jdhNa/jJTsHmQRXC2Yt47QQk9bnYYdoqLn42ubpWqPFWHeQxxt7ozHH615pq06RqAaigPWQ/0C7q32cDzfLl4ukjo3D3Ss1aPQauRvf5eMe/bbnS2tUX2XBYyIsG4MR9qy+Fwa425xDdnnLWwhiM273Aw0D/SlLaoXfnTnQnP21EiHXk9joguG0gSd2l8MyhVHEYyVUbec3Y2ONGa8ets96qLVAnEhtwuh7CI82r7oES6bwPgtV9/z7ajotqGb8EalN+5vdLSECzJ1HFrvaYEyOw+/mQ9Z2twLdV/Tz3YvAG7FI8NUu+GhRTp0VtUQIkWrDFmF+FyFl46k8n1bakSaNORKTV/SlSFjY7TNd9QPckU1ZavLVhzsVB2Opea71UrjSm7hqGVnWJAalOC7wSmlz3GqQwxNGGzMoM9hVfZ2IYai5oadKvRLqspODTPW5mzbMfXOr6WR8tL5e6fZonUurS9cj7ELTvtypcdaeU9p5+5bLzPW2+K59d8WZFm5nj9xH89w+JEpXilfwb54bYWfPj1h54Wnl4XTP2ee/68v/Pls/HSEJR+5zt8zifG7v/vKwYTnOaA58nlSVuAffl6ZUuJpWBHNXOKZt6D8eIPbWvjhBB9NmMeV+8mIbzPhpxX9+4T8YyK9Xrn88sp6Gxm+HglrgntGNRDiAeLIEJ8Zy8Af4hOQ0dufWPTGZ35iCIn/l058CCPp//6R8hx5/e+F5XXh9nZivY8EDgQb+OGp8A9j4v6nzO2nzDmf+A/xO8p8Z12/UhLc7gP5EOEPnxinG7//+J+ZwsphWEkG/2f5I19L4nD6Dxxk5PSnXzjcFn68rvxM4fJ5ZrwJl7/7e8Kn71jCV14PrxymwnEyLvfMny8zgx44DGfiMHKIZ3JZmG3hpMIPh4nLkPj/nL6SMP7D15HDqoQLCJHw3UA4jdzPHjpeSsRQVCKHGBinhWFcGVkZrjPD8cYwXrjbwCsHJg18Px4Yn0ae/3Hkly8Dr/+bF0ke40r4RmHPL0EtIOb57osYRScsRuboBabPIXMICaaAnEfWlMnrTDRhTDVPvqyUEdYxEAOcBieOa05ehDnFyuU2YTmYEVePnrRp9ILhS8RSAFWiGFYWLN8wBrKNyFBgzISSCGkhSeCuI55C5uLo6XXETLE04PR/dUeBgVDIecYwLL9gWYmpMBWjZwkS76VmI5QIa3InhLZorSPwBHnE5jOiK4OuJM3Mg/Px4xwIJp5GR8QNtwXmZSWXQhgPSAhIdnmtRMjqeZejGFG9Fm/OyhqUOK7I6U6+K8uXEcmBYXXUXwpvmAaKPoEGQnFAwxwchRQkoAIqTl+XnFgtEcMEMaJrIeQbeVHSqgzFGEvxfPZDomQoyeWjINGdCNEQy4R5dgX8m7ebINGjV0uKWCrIZUbXFaYMgxLGmRhX8hJJS0Tighy+AmeUF0pOpDXRcpuLKDI9QyiU0U2qY1JsUdbL0bNODl+wmJE0IAVicN7jqRQzMviel/sruuaK6M0EHYmhkFOAZUA1Y3pHaxotk4FUvqNQKOvF+c7g8ku2MxiE/AvCzWtAaEDLByQfKUVI1aCP3DlmZUxKCQM5nomaGaaMDAEL7iTQUIuAhpliRpp3QJJSSAR3iC5eHFsG8aK92RmpSkRkohyO5GlEvrzB/YIlQ1ff2vlZ0bwg3JEyEcoHVCbgGaUw5humC3ZY3U5yPUAJyKQgRlEfU1HxQsKjORQ2KpIi3G/YfEeGhcCMFkXXs2+Pw8gaRtLwhJVEslsVYaTavOKGQPwbl1GY558xM27XQr7Dp0/K6YfI9X8T5n+G+XhgnSam00I5LeQZ8ltkWIzz3VifAsP3I3ZTypfIEIynlAmDEV8c0buOP5Os8EUmkg1cWoDx9UK0O2+cuHLibCuTrQyiRImsTyPl5QDhRshv6PiCTR8xMjYndMjElxULiTQYUgoalZCNZ3kjB+Xyw8idyNt/f4E18PK7GxITt9eFfMt8V4SDBf40DcxHYTlnlmPmd2K8yMqXOfB2c/lQSiGEmRRfuZYn7ssnDsPCh5crVuDLdSbLQD58j1hm/N//M7KuzM8G8cCJAxoD5eMvcJ6Z/nVleJ2RF2P4PiKvCd5msFfe5JVbGbgtExYNDcaShbdrYMgDH+8nxgAvzyNZhT9fMzcTfly+BzKHpz9xkIL+64lwf2INv5A1k04LNl0ox5H5U+RYlMN6ZJXIQmSOhftg7kzTwjEtfPffrtw1cY+BMig5KlIy5X7rKOlvo21senQ3nNumRzb9uCp50owf3TBf7QJa5fEK2PFUK9JtKr0uY8lVRrWKw3Rdy/PhFze2Nn1c8EiEFmFt5jabphvsDUcmrss2+R5DtOX2r10O9Y+mrIpWsG5LBdu1IZfb1Z0TG/K8ytNVDpd2fzPSNOVYxOvNCJvyVI3J/rjRgHdbLcYNkGXVCC69T2xjFOt6mqP5C2a1fmC3/LT1b/pYqBJ/qnpWjWgR133FmgOm2Rf8vc0gaFi1t9e5rXpFA6T+tss2+4c2/dCFGE+5s/QIgs2GoRV0QgWOLUi50ANnoGbBqGtGixQ3iq1gBRXxGqrNtkGieNxEtZg1AGQFIzJSepHaChJt6cCkAcbU6Z5kWiYUPwO1CLQevE/ljpk79F0FU8wCwlzXJCGad/pZpDDg5jgByXVu6to2JxwK4iBHCQ4QVbyIfK932yKPiqM5VJVuwLSaAluakyPXveHRBkJT8mtEsLWaGZ4aqXCox+/q+6i4I9/MU2prBdtaXV8v0N2MCfgez4EiSpFal0I9Gsu3iKJy8LVs9UfLZdvXv2nXwR5MvDfX/5sP0Klb/aAp281wsbewyvaY9ccfz0d3Ru7bbJE3bf/s3i3VwSZNr6/7sb57a8m6DaB1RaRTsh09+Ct8QekgTL9VN/Jq2zj6aB6MrNtnzUkrNe2OmPzqrftokV/3qtJYqq354dbaC2kGjwbgla3dNqduJfpLrVcZuhGOZg15dOBue+zBePhvXv/+dEzNut+Na9bB8Fv+vd0gbPdY62Jj4P2D2k6NdGD3+fvlcJ61+7TOuDRjdyVKmx9258ET2SIgWmvStuQWprPf8j3UsRpm7V3/tl/qU7IJC31JHlyIu6Aa2W+EzUEibUM150wjorvD1l75frk3wlH//gvP9Pb+rWvboxvh2HktzJowtM1tnzNp421fbJjxbxPzasoUybWNkT2qArTPoO02gdR+uUDQah7UeFfECQQNqrVH2jcBLPvfXtmK/R7vufc36rJ771ZQWARa8dwWNtnDs0qp69WY4X431ILOCJAqIdlHPyhbrYm6QNYM//LwnfewMs3dZ/5rFQwayqMjeHZ9E+GhcDTCPv/jZuCv3zXhx1rB6bx7127++f+z9t9PkiNJvif4UTUD3D1Isq5qNj3z3uy8d7tH5f7/P+JEdkWOrLyVHfqaFUkSxB2Amer9oGYAPDK7K6vvUJIVEe6AwYiampKvqnZjdGr9HpDmYIju9XynTYh6ufO9Cw+d8Jug3WfSe5RJX6fmEPlKqgO2eOjd6OmH2jqHV1/uHm4005D8Krub98yqkU9HA/R906Og9mx8C2joPGB3qPdmdyd4L4rdvbbSBPDOV7SNp3c7pu+FQ/JLfKWTiYBo0NvV6rTPBTbEkb/kRFs/O5/oa9x3xMolnR397mheWv/XdGstD28ff2dGyrb3WoN71rdPZ7c7Ca7WZ00RtQ1lPWuQ1df0gpV+Pa0J8FonXJ1FjarCvc2cisKz8qQnliVRVPh4MD7dvudVKsi0UBSeXgnlZuB4OpE5MNwIyb31u6DpiYMav6WwVOGu3kao9KFCKujDBV8qNx663+2QOY3K4jNlqmQXhpzwZcA+JJZ55ExiSQanyoIwEaXSxgJU536qJATjgqjxymBB+cFHqkeKjSJQJ8eOTrVbimeOWjllYy4zM5VlrticqZaoJ2NUeHV+ZpnPnJcHFhuYUyJhvJ2EQSpSB6ook4dd8f7pFaUszDZRtTDWQDoP04WbUlAUGwUZlDwWlgt8KpklCTUJs51xptCNBdQLbg94DcXBtPKUC0uufGMBfLirkYbpQQoVIz//yE3NXNQoYrgqdhL0FGlxyvMzl+dPpFR5rc794txOR1wSTylRNfNcR+xi3MxCehZep4mSK/X+2JTHr7+8GRRq0ciy54bbgsxGWgTMsZSjcN9c0eKMi0UunKU5LxJoMXQpobTVFI7JRaKgudYAiWtsjGQt9Z4GWk9qQmo4Yywroq1AdlHEBqLAbsYGpw4ZCqQSRui0VKwa1niMtfPdU/D5JHOICjU2q0qOM62OuI3MvgTSVp2aGohj8ZY3Hywl/F5wMZJapNRLTlJjsIJQmGShUhlalQZJjR8NFt4EC6NS8oJ7RSwhknDPVBSjIeJLQZaCpzCGVSqe4myVWWBRKK1A4igNFRtFe6UXc6z95LBwHHiKvMYNBJDNkOpYqZQmvDqRf7hK7F2aAq4WqUIkl8B2BhMkDOcR/SL+9fxtZXLieJoCFT8WRA3JQ7NfJDyDL22cVqHOINLSoEqL2ivo+IwnhRq5savlcHyfJWhnUDQ55hmvgnk4TUQSqt1gYEjxcFa7I/kQylWXFzwiNxqmCJMBTZnhGAYokzBMUeKcq+kcZ46mRme14TISrilqlFgUyNS0NFCRYCmxaAZRXAvVF+CC+dDExDDqh6FlRs2bWKWYHAFHU6wLFshRrRFFYGa4T6jmOKTMYA4ErA2Ks7Q+CbI0Q5UeQ+7yJehreA4ARp4jp7XmMFjJDKJor0lGwamg1kTGglFRm7Hq4DUMOJ7x6lQzFp7aqe64JWTOiFiLCiJo2Yl+vpAe/jJjkwC1IKQ3E3JTKZ8EeRaYleFGsSPIsFBuhI/3BzQ5yYw0zIzHMzJKGHZSoh7BDsKnb6I2Rsx/QsoBx9CbgSFlUovOXaYDpShjyagJB0lkGVjUsQSCki4Zs8RlUI5H4+ZuoZbKZVrILuh8oKbEmUyqjj45qgW7ecRygD2yV+7yiLiRzxH17NxRB+FZjIVHzsmY3ZFlZmQhN6S2SIJDxspCnQs5CSI3SD1wuiiHg6J3CTMhXU6tkPoRqKjeg85MLSKEeSZXhXPUcVm0UG+fWHDqBQ7ngeH5FLU+dGLyI55OiAn56T2iFR8jnc8shaqG6jOmysxINRg/nUEK5Q3Mg0TNB87xXHbSCWxU8mKkTwtydmoRyqmwnGbkbBzeV8wzZRiYRHmwe5YE9ThhQ8JPB7TCcNYGyPnKa5UHmwy6Csi+6oxrTYb9A74D4XW9ac8rWxTxqhusgEmFvVwte+2oGVbdV1t3dw6selJX333rX6Sv3drrWRz2RYAFmt66Nwh4s7908F2fCt9t1xVW2fTflxPXx88q0++1oasICGh92t2x/a+12nXoriuze7ay0342nXrNWLCN61p+/1x3WSPPd/U9QgXeR+bvFQNrZgNdx7vpRj/zalEdYrU5XMJpEOsT6yzoDq1uMVZoc1fW+VPR6HOrj0HXcNtc9QiPSBEUMkKfq4gY6HMZUZTRbjOkNoN4nwNZjZot9VMLA12Nwz0yZTVwznTH0W6L7Siq2WKEZidpBmlnfVfP0NEja2Jvd70xohY2J2Lfb07YjQS0gUt7JozuuWnOrF7HEbo1yjGZO5kAiZ69wDqI2HbgQoee+srXtNXtb0/NLhIyR09ndd3/iDaJ9PW7fy/sBSJz8JwX++Wnrm237/ZGZ3Gw2rrWOVmNAy906f1DdFm1P7d7Wbv2PVx5audRMTvbPvMXDfToERqvWKej88vely/MQ+vqT7oHG0GujkS/7rHv+WTr93V7L1rf22BlN5Yv9tJ3P1+2s32/Nztd8bAdGPZzvnf97iseBts5cdUX+XwNVgL8Olr7G50Q3aAVHheHEFb7AdoKgu5JsR9CDhviVq5+YNodEH0Q/fs+ZUG0G1ihowUasQlBHAFMXvOpdY/kRpG+Epq0/kefBLf4pqMLN4/S1tn+dGym3aK3EK6+N6wXfvUemxDPN3wA/UD01XDXX9AFxohssNo8nER6gl6HYo8QWhmMb6TQv9joyGOcfZ7aI9IIqa/Uy+djEO2g7ePr4sfW8c3gqr3hzgw2lPcXeM4XL7chXqZL++QeyGwFg3ZpKPombwp2jCTjMnJVA6EdDO5DHNbecnNKoOvdn+L+1cHWN2mDTDZExhb50FAQK2Ja28IvQERNbJEb7f3WUPxp2LXtOGeg5wrchLt9qKR4Bi3Iih7ohBYpMcIa0cIXRRrNd6cBGyLFrkPcXfph1RwL3dDhmbBYBdJyn4cyDrUN/SH9fg5skR4K1gtmDW0YDc2jzRHkx3jHyuCecSqSWoREr0uxUk0G7ykM1hGE4NFow5mjP3KKd1t3Wvz0JRDWxtbVANbI6kwMHmzr7l830XooNgG1CR9Jr8SD7QA3bSS2pZYSaFFdvtZbUN2it6yFfIt0gagpEP15szCshyUqiu/iDdkh63bpaeJ6JFD3+WptRSZ7OY9G/u0Ve04ehWdxpEcVBWMLAE4MkM3b3t65W8W1HdjJIjvu0La5q4H6BiTS5okXGn3YeiCsjr+ucIUtibqyJY/joICYrO6uji7Zoz2AdrZZo67tc3VvkeYSiE2kzWHr5E8xt92VxPhVPjOmyh/HgWdX7usTqV54mk58X95wTgcuaeD97b/x8d1/8PbJkE+FKR359JtbOBx4dfcOzYIOUIrz/GSQJvTuT9zWif/zDx+pS+ah/lcWGVnuC54X8r8/IB8T6Rc31JuB14eR02nkca5Ml4kbV46nxHy+pz7eM43PzMcHbPgE45+ZqvDjrIxFeDs5x6nyzQ8TkhemX07kEX5doGjmj3bDZIXnh8LRwR8rPhTm8o7ZM9+mP3E/fuSPPvFQjIfngU/nI+MgjG+Fb54nvvnwI5fyhC4/cNYbHsfMSTK/e4z0Us/3JxaU5+TonPj2h1/BVPnvd79nygt38o8M3HN6/EA+Tzzfjcy3iXSbOJwmHh7gaT5wy8itHEj1PUkfUHEOOPgFn5+ivE5RylD5/vDImOC/lEyqCV8SUxX+JZ25eOG/vv+BO4wf0glLGX99g705YHcH5PCKy//6R86//xNvTq/59rjwCuetv0aOzscbY2Hkab7lbjLuPs5kW/i74ZH5NPDj7+6ow9fTG+L42HZlSVSDaoVqFZ0cLY6kE5aPUBx/KgzFOZSCXTL1QrxPHbyQeEI9wXLCiyBnjRRGuuAZDmPku5Wlxp7OZ9wL6fwWLUe4BRkdk4JTEM9ITTBkGBpSdRTGS2Gc5mYsKhQqVb2lNSoE07pFHIY6gUd6Ei9OygeQRK23mI08cYlUKrkig+FPBueIqHV36ttM+SaT58rwvERR48HIFI5lZkkzH9MFdeNGHFVFhyab3obzRR4GZIFcF8RnpIxgUGWkMq6yk8xn0nMYw5ZhwA5P2PFMKo4+K7YEIt8HxW5DUZU6hMFWLohDrlF7QrSEs6yOZFeQC0ZhWIyxOE9SmNwomlBN7QiJNGoBCkhoGdA0w+EJMUFnbxLngksJ4+OaT/zrrgAUOn54jKgCUaToFjU6DNgwYnOAg7xewJ4jH718xO0Wyi+QsZBuv8c9Uec7LI2UdIcUpX4SxIR0jDRUXg5Rr6U+gldGuSfpIRw86nAxmB1uFD/ewXCAfMSXClMBq0gtFIFJh6hVMGbcMmXKSK2kWTEW5vEjrkYeWuTBpYSYYxmXIZwqfkbyhZSWkEvJ1DxS05HkM8kvFDuz1I/gR7xanJk5o7KQ02OIlWXAfaToHYiQhwCpeHmNM6BljKLtKFWeScMQIlMxfCoRg3xIiJ5RnhAG5HKM4uzDDVBwO0OakWMgUG1oEpYNoYtoFDjNdkBQKnM4d3KB0TAWjEKtFStK4kDSEbOEzSOLLcz+AyoRlUUdSOWIDILeaZyvc+TbXihffZwKAnaHpMT4uw+4Gsv/Q5j/CKdfZw7vMikvlDzz6d0ND29OvP5UeSOVIV84HT6QF0WngTpk5teV+dWBP/3TPXUW6r8LaV64nRayGne3Sj4K3BVcjU8f7imT8OZp4DgLnsdwLo4z81BIz5nDpwOTDjwdE8Mr4+4Xzzw8Vz59mDksJ/LTG+asfPJEnmD4/oAczyy//RM+FPJTQevA6ZAjbdXHBV+gDr+h3NzwIf8Lnt7z7JnJlJvzmePzzGgF8Ql5NSJvDpRz4fw8MeQReIPMI68/JfKNom/DQTw8voZhINsB1Cj5lywy83hzYR4K8jRzKIK8v0H0yJR+pL59xhmxTwO3H17x6tMvYFQ4LFzsFju8Qp8+cfzxP+CYuXl7w4XEd3nG88Lz8AMuI7O/xme4+fMHhIXpfxgo95l3wxNjmphuoR4duVFsTByeK8PHiVpgrsr85onp22eO/7Jw+28Lz69OPP/yFZ4PuLyB4Rnu/oyPGXs1kAqcpgAP/Jyrp/PYJN32eU+f0g3P0gA3+/TA2pDYXTvoqWl6zcNuPO5pcNbisltERNc/VpBbF6gBuk6kXSZu+gDQa0R2vFLHN9Hqr22RwV2B6dHSXTnwtb0wujWDq3cdqOnCLbpBdvaFDtTq1pPrwvMbGGozUPd/oVMo2hwgzQbVx97SKoazvykjmlqUWyEi6YdmHG8REB3Q1ubMO7CqL8kKROwzt4v28HQNeFILfb0rem29A/2e2rtY+3uFqfyqq9sBhMiKsNXI9J4tRFLUOpDIHBHFmVs0ncQceIs2SGsKpcZjm+2jqYWkRneVA8Sst2505bClLGr2iIi4yM0XUiIK3oI61b3pujWiGWqzwWir39hBnBov99KLaA9bNLpBSs2n7kPsHCNAuqotugKoRk+NHuvT9lltC+URedv33wpC7XpgvYln0mOzDV1CnvQT+BBj0G5TaYlCXRvAZmo6eAO7amTTsH5/j0yqMeeb/ai5GJoy7jXjrlEzQwK84+K4J9wySA6ZzQpS5+AA0gqRK9GHKiAF9XNbt58HVoqV2NtedmTY7RhXNj1ncyz1Xdstn33fs8uuIM1GsGt/ZQW+baH+/BqFwsoz+3/x6M7W+MKicJXGrDM7X59a398ziHSb7fXe3yZA3Fmzy2xv2fFFVifd3lG78eqth2ukRDeurvYQ3/FyYTth+lzs3r23h3Uns/DZ3F/bsbfxrEzXaI7k3gnvy7g9sMr/Tq9RCuwAtW3OnP1L/uL1Nzoh9hEIWzjM9vWeu+573/7yjTRjKJ2i+//2BNn+XtejHejx6qv58asWr4lwt2vWzzcC7c9uljfbOTf6PddNyVXbEQ2wLZggK7iAtjl7T1dnUrtPfXtBt63FO+Xq5xbxc+3gWQloT7O+fS/X/2O/HusI5POPr/ru29xt3uoXD/gOLb5rY9eVXbs/ca2e4Y5sWGBnkF9zOtIOHO/RGLUdQPsBdbRDm48rdHXfoE4vpNTDvLbnmpCyj/faUV38WlnrMuD0CIB12Pu5E9nRbke2xHi9he+Fw+YLO9h7bYutGxGd82LXX01663//fgsJ2v2//9YcEFcFpB1WTzwvaLwVW1vzCy2tpX5IdARNyxG5eoXbHDcLdJwNe67QnCeEEOFre454j47RF6PoTpf9vDWnyddRXXvE1v58tgKNgX0emdWPrIjg2Thi/60fULxYG2KtO8/fH8Lr42023V8sXaeg7RDb+JqwLZRvJOlXDbw4jBpn6eOTXXelHyxCj/LaeJmwVbDbH+lrzM3aF2m8SmUTHdbDtB+cIi0QyfEdXwyS2ca1cRrh+kzq89wdzVvkWwimbbuZ7OZq68qqy+1+/4x6PN7ja386ff4MOgNwwZYDpTozMCVYLhVKJQkchwLHShpGkhp3l4E7N+Zj4nnJfHQYxbjzGWqcJToVDh9mhjSBTDgFz7dUBh7vYXFjdNCizCnhQ2JJ4OoUnMUcmxPMBy4W6dAudea5TNwfCq8PQkkDnm45LcqvvJISHFJiHGCsBRRqNlSFxU4UFFfDdODxmEiunOqRdBmYz8blOQpBk5TZHC/CMSXyTY4+ubFU5TyPTGLMx9dMeWA+CsmhlKDN5/OI1YQNB5IoUypIco71FVkq/qaw5EcOj8bxkrA8YONAXhweHTNDjpVTco4IQxHGJ2E4GJIvoI4dxwAOHAfQhVIuaBW8nqgkLjcjM85NhUM10pPiVRnzAXRkkTsWDtRZwGaGOZPtFTYfeEQjP3gRHnVgfjVSi1JnZVqcjzVQXyXfMnvi/OjU9HOMwpHnP9L4FVwMr+FU1yUUtSyFQYUilaLgksJwrmDJo0BxPxp1BE/hXEGwMXISdyS5Lq1WijXe37yUnisuM1WbM9DAPaNuaC8IaIbXHgkAJQ+RksYt6gDmMZSBEve7TjHCFBF70vmSt4J+Grn9vYQTPWxBglso8Uo4fdczFZoy2ZzQ4iypUtQwbc6VsNBSMiCC1ai3UcXRFGnl1IUiHhEbOiG64DJgnqkCkmipMgQkIxwiMioZboIMBZLuELGxjqZxXtYqwct8fxoEGh5ajv2UQtcFkinJFLcAFugqOiS0Ie+qEwi74rgWrEdnWK8l8DMorqE0ZRHQKDYpKF5D3rIcSnhVp4wW8yrjKh6QBRkXSBUpESEZtiNHFoMimKcwkkjjwimiOiylcCz1Whs1NTGu5dAxR5btJLEIxsHUqRpGwFwilRgpanupxlllTc5UP4IbuUaFBiQ3HFZGPOE1DEYGmA5IbhEezIhFJI1LBjkgcg+kCFGRLvEoXk7gTjr2eg9Pja6b/JW7btGMGwmSClFLwhEfUc90o5qr4qOgJkgsNugMVCw5pIrpBZGGxjRBJkXNqNQWzdFX2IhoDIESxq2E0FNTimnYy5Bm9FQkKVIdKUvbp46oIymQnZG6Anzxn0Vuh+JINepzFCJfBsXuYDgIh+SrOHQ4h6NmmGsg8k1YLgeqJywNUBN6SahC+mFCTRgtxlqWEUvG2Qpqjjx3ncPRgXCEDcKCUlBEjMEWvBlJBxXudeC2CnouUBJluCP7EU8HVOGAo1IpfsHrjD+NkAc4j6ilqJGCoVrwBJXHiKQZBPINWipDqRyrcFMVqQNTHbFRGSbDEsxvM1pyRKEUwSXq19TzISIWs+G6YB8u4VjOcT6fJmecjcyCZMfrLV4HxhZZt1ii+BAVUmRhScY8KnVxtFbKIHx6c2TIwmkwslTuJPjqVAGt3Ayf0KOQvwEn8ZSExeFya7EvDyApdDc3o7jhVJIFIOL4qJSUkaLMb0a4GTkMiSGBMkE2GI6xD6YgX0+bUf5rL1/l81XZ3+RZ6TXYVs2z/dHofU0DzO7n7o+mA+/U+/U7WQ3B++vFZ/1Vu7/3Av8anbDqEsDekLSK2v653nDlnOif99Onj69Hzu/H3/u500777y/Apy/3/aob7p5dkcjd4bEJJu3GrhHJ7u+dTnbd0mfTuZf8r/Wk3VQ3J9NnPe7z3foi+/5+cYQ/dbV3rNHljW8Te6Trm6EjO70W15pJIwQNRPd2DljTSu/tHrupEUozXkakn3dAIraivqV9v9o/vJ8pdZv2nXa6GYv3+jF0e0+fq06aQtsOvS+rkwsierKpfTvj8TVQUVhrJzRdVZqxdtMCG81IpBfs+7PDf+PaR/408CneQKGRbnp9Y4tEhY081gxi69gb6FX2umin5T5Pjc+tC9L3SZOz1zntfSzRD4koyxau8LOpjbWP+58v57T/3Obx83tfbuiXffH9V1dt7ltfJ27dV8Fxthb+Uh99u/PlcPb39QiGtX3h2sa5H++O163P757bfdd3vu+Z8Z71XHUqaDKOCF3b6Ljo/fuv+vQZH/8Cj3HYWxX3s+SfL8D27pV/9Pdc883Pn+tXt9/99etvTsdkHf2+O3uvJnW1X+4nLE5jqRHB0FNZ1L6xO1Kbrgi2p2xnUhZ2m/DFdMrKmtfPZT3BY4G9bfg1gqIRnq6pX4IBW0Mfa2MGPeNB8K2NUNeQs9S4oO4iQboTXXq3Yy6soRB6fIS2gkxoKCfkdq6ZrsRlLRQx3tfRaG2sCquhsSMZ1uE1BXDNBdkH0QWg3ebc7bk1rVVbN18DBPpgdsvKxmTj8+iLWmzUqwJMHojkn+KIri3UrBUFxJ4JJ0egyOCGCJu7EHUQGgJcSvzDESLdA55BrCH922HpnSkYsLShHIJmerilNIP/6riKdr3nR/RAPkRkQCWKRA2NOWWgoxG2yZGUO2muExIy3tB4WGM81jznV2FutMgChRS5EL0dVN5OuO0ga3SC0PJvBEpDgqmwMjkidQMQ+R4BH3HJbAidFtmxZ7QeiALxtIt8iWKh8V3LQ9gZe49EsgkHNAW6ojN9l46s71cII85I1LzoSNkwisZh3/IlrqGJAx2Jvh2JBrKvpfHTl1i820RbHZuG5BHDtSHh3TEPI7xLdzz0WjChEMXQnBU1gmOpCRW1IyPaiumKM6GHhQrgJrgJ5lFEVjzq7/R97y1qIgmRIsmDn9CelX4w9TUCVkH96pxqYb1IFOlcJb+2RNKQFZ2xaGXrpSIecy9m6+fC9torVURoRaSFHkkawpkE70ttXN1p0oo+R0rO2C+25mwl9qlvB3WPW5AGNxbfhFkH6k7+FtuhxNYQy+C3TkSfqMMaZq7btKyCT+N5PVrl51zuyvR0zyKJx/TIQ154OE8szwv/9O6Rb+6c+vqGenfg9GwcfnzF5c54fOv86dn514/OL2TmH8tHchVkUfJD4fQvFzRf8N8+UI6Z+d1/4nw78Ps3zmILf/9JyRM8jgemuwyjoAmGWrG5UB5HeDrwcXzPd/nMp8X4NM/8l1fCf3qtXIYTHw8n3p7P/Jb3LKI8ZFAXjr+sWKlwfsJs4KneM/mBOo5YEv54fMcHOfD3xbn96Dz9+IlPTxfmt8Z4O2Kl4M+Fb14PvHl95A+PM//+sfA4Z75/PrLc3nN++w3nQ+Hh/pm6wMOPQjXl+x9G/JAZb1+TBMrhAxnh3fL3ZFd+/9t/4/n1d/zuwyvuH4/I8Qa5O5Gfn0k/Xri9W5jfLgxlYFyE40W4/V5Z7hcupws2HPG372AZUDnh5cJ0XrCizE/f4GPiz/9TwQ4Lv3l+zzgb9flIXRK3N2+5GW94lrcUO2EfH6jLR+4eb3hd/hMfysJ3zzMncW6lMusNl7//Nf44Yw+PLMV4KAVNI2n4FcWdD79/otrPyNEPZB9QMpOeqczYHOdYWpRswkkuHPLEU4IlO8UHaj1BnvDDOdhuBs8Z8iscpeSEu1GHOfayJWQRdIrzfhkWTI2Ux6jhkmaqX1jIFFFkOUE5kGQhp4r7BMulpT/JmB64nG6pVlmWGc0wnI5RK+L5GfdKzZ9whTxcEJw0nRBLLDUKVnt6huSR5mimncUJs0xFyJoZUsL0TLKnCLKyQKS5CkWNZZioatSUETJa34DA5fiE46SppX7KFR2MkwnJMw/mLF7J42Ok5ClvqPUWT5VlhJSElAXSEdUDlcIyLKjOJJ4QElrirDHJuDhLDudJnnIYdJdWY+cEnpwyV6xWNJ3QPJIlihuPJTOUjPuM+4IiWPOGZEmBoneHAnpuhkj/hDCQ6q+Rn6U2OFJLyDhTwhkjDZNqpHirgQhWElOemcdC1oGc7qE4zB7i2+EJKQWmERmUdC+RbuthwYvjfqAiKAsiTsqRirPoglliaejYoQytkPdz1DMqji4tImaI9FzL4LhXrMykGjxAckVlChhmOuCiLMMIrgz2FjXjYB8QMSZeYWkkl4xWqPUTVp8o5TWFE8NNJQ2VZE/kcqHmN9T8DpVbkv8CZ4byFOmykkMdsPIKSZXxzUfMCtOHP+IlYf4NImOIw6lSygV3I48VTYp5RMOoH9Eacp1JxseE5wEmRS4ekQ+64Ao1KZ4My+fAy9oNLEL6FI6reqph+F7VpzC32zTic+agA0nAPGEq1OqReq9GGo40ZHQUtEzo8xnNTj6e4p3jEtlQXbDq2KU0A89PX+pwNy2MNbF8PGJ+5PneKa+d21Q4SiVVZyqQvhduZ0XuDLmfKefE+fE1fhqwt0dkMvL7GT4ax08f0NG5eQXFMt+d31JUeCwfkLkiP0yowf0vJsajk28SCeXpolyWzFAqp+VCYiYPhXea+IXeME0T58sZP7xhvv0NOWXcBgatvEtnii486w9YAf/ja5Ik7kpCxJluJixV8sFgcOblv7MY5MMv0ZtfcXj8gUN95PWSuL8otdzyablFmLjVCb1T6n8d0O9G0n874F6o6RGvyuWHO0qGx7sFrwv6z3+Omgr/9EvSmPnmT06aC5f7Z+qpUh6+waYTb23g1pXH4ch5uOWgRk6PPB0X3t8p5ckYLhcud4mPv/uW+zrxu/NHjhnubxaelsr//kHJWvjd3b9xuFUO775hkSP/TYznCvWXhYzx6gJjcdwXbFk4e8JEeFvhboLhDwM3/6Z8/Dbzw/9hZHR47aC2kA8f8ZSx42usgLw3BKOOK1b353C3nbLNKtN7K9bs3gy27fM11bI7YkvI1Q3A5StQsdszQk+VK8ulhCM/GmGndLOlp24gzTV8G1Zja9O1OpAzbndQ25lWpOlTrKloQqWW4H/S7CRdf2n1/kCbc1Jan+s2R/TnYM0F4evHq7a2B9JtorSvaqdI1xm8tdOMFi0yIW5sjtk1Yj6tc7fZo6IP3gBXa0aL1pdrMV5WEMWqr0k3cncjb0Ru7Z/pP2XNFhBD8w44/NnURtODnQ5wVCmgoaP4atcIVLyu2SIC3GiMYQfqkTXe56rNS6sz0enLvaWEtkub4zjvogizY9JqdPoQWRpkiOgC95gvnSI6DolaDz31l3jYbJrODP3dce4KttmfWiSFZAIAVOdWMLsBGXzAOYTObjEX0mpjbREnFnYKxp39w9daiMliHS237BTyFPTgqe3XzJouSRvARQgZRjJea6RndUXsQJSGbjUdZIKW5jK2RHNKtJSo3uo7bo4qAWkREAnoNaToafcaPQYqJqLxaeMVwvbgF5SRpEcQaekje2aCn01w7UfT6ldHx7afe5+2FEAbT7pqo/3trS7LVV/2e8v3AENgBad2ZrbmoQhfTU+T0O1Se2V/fWf7/TpQgm3OXwIIN+Di+vfaj86r+vP9T9naW+enN9KcZt0ctPbB6WlUe5NbdF3jRRurvOqzSwO6d4efby2s417Xb3su2rTtmKE70fx6brw9vz8rWro3qO1sk+05tufY8dSfuv5mJ8R19EM7CPZruCOAl4TTqTWGfU1sX3zXGhHQWvNtJaVP/HpK7YSBHjFx3fEXf7yYqJ3TQnb3+MuGZPvhqzC+//Bqdtp4O3E11Fojwi1CRq6eW6/9kFqDawjjl/f51s01iqLP/vV4/eo3uXp+fV//5eVU7ca1buCrde+d3zMouIZn/KWrz3tnMA313tMrea+f0CMl2iL0iX3p/Nqxy3WczRnTHVVbequdx6mnctpFsuzHtu2DbtncvJesoUoxhs0s2/sHq2f9s76y0eL6e5uL7gSzdr/39uvaQlzdK78nSF/v62PqW9fbZ76OvSFS1/22CXDrOGQ3/nZ4BBMVNuJp9+z27ba7em+jE9s262vf+2rbq75E7Cv/EYSe6iocRZ/N5U9cf2mHvNyfsv5v42Mr+a+fv9ygL17QvMzrc1cn347ptPvWvKPS36nr0nxm/94dtOz5U2+7H/q7vuyDbFi70wXoF2N5MdjOi7sQ72v00I6+XFZ+uT7ZSapv3XW7vmC6/bXtoZWnvSAH2d/vL+Z9PUQa35JGgyuJb3QqThRl60ft1X7cpvUlTXw9pcW950bT87BQdOJ0NG5qGEWrQ7VKrWeYYHgSSlb05IyzcHcRDmmgp+FygyJKOWYkD0i6iSK2JszFA5VbLTKOeGI+QhmMYTA0Q6qJPCmHmihAzs7hGEZqL45meDgaFxOezonxMsB0E0qnVzwry02FwSOlTh2w51BSXs0zRZ370RhzZdHKk1YkVQ7ZOBwK42lhTJBr4uQDo4wMFLIbHIT5nVNHw7QgXjlMkKpxkQnLCRkzDILVM4iznCJ3NOeW1u8plIhZJs6nSrUD8pwQZuQ0czcupLyEEdKcNAjlOLBkuNQFnxfk8QHIMC6oGqkeSGQKN5gnfDLMZ56nE8ssHFTRrJQKZa5R9DspRypJwU7O8rbiRUh1wH1m9meyDrydn1nMuAwEilyOIJlaDbeKljDA/5yraJwVAbToHFoihZs6JQloKELanICOY6rUw4CKMUoUaowUBFBrE9o9bxtCHG1RegHcjLZwMKmhxNdALouX9eyJwogpQtkJY3Ps01C4kga6WFte5yq5gcI8zonc0uVZaYpm5A+WlirBPVyYuWVKN23G3lwbKDCM016if+YEWl86+p0orouGR1NoNXJ8dSBbS4FRe1FNUZJEog11Qb2QfAIpSLawbTendoRdtLoFFtCAANW1d+jU7F7NsS3z5mx2qLY0cKaSyE2pMyQ5qoEAdArmLQ2XjCgjaCaUWENroMNNOoikOf0bn/lZ1xqBl65liZY+EgPaWFUTMhQkz0ErNdD7qt2Y0pS54k0sbFEetRUrtVDqrIOCckG8oLUGDUhD5yMgCUrPkGkoUa9kVa7SgSjMuSANABApV4M+1RrNizeAQkOHknFv6SaJyCUkRb0kATpoQQYs1TamkEVjegRkjPFUIdJ+KEig3x2LWhOpH5oN6FLb7+0cd1W8KGYpaK4dTj3tmIs3hHszqniAUFwiYqE7+q22Gi5+bIDjHn3c9puOhJWoF/L0da0iPcQSxqjc1kpADcSjTgqasZxxFWodoVozgHXk09edqI5Th4UlV841URBKksZyGqNbwlEvGDLM1GGmjhM+C8kyXpU6C14VTwOmFVEDNZZxoWohHQKQ420e6wDVhSUfgg+YoGaxdlXxKVOXAWol1TM2zkyHwgwsxDrf8ExOA8sBChZYtqOy/HoIEbZENMrcUvQWjVSpZZmgGuIzCeM4LQxeqBePsiquWBJsVKrCeGcc7heWYaDOY6hRGilbVKN2inkg+Ac1KsplPCIKd5bRoq14bMZvb7AjWBGMhWcZKXJPOR6xIbMclQtQxkBmDwJDCvkkWyKjPA1Ry+lUnjAXbk6NJ88LpSiehCKALsE/zUiuDBcYK3hWVA/MzVBobiy1UD2KuxtGtUvTuZVkRq6KuVAvglfDa9vfS/lLJoi/RnSNx+0elE6NwRuudOK9gNj44PU7d4jiHcjSd99vgvBeL72+tiLYrIZ2pxsRN11p6/JeR9wNbNWjt+981Tmb3P8SdSv9ua73dZ13F8mNfOFd133az8n6zV7W38n28Up58UT/3naf1PWJa+3nSrm4GktPOb5XVa9028/U0Z1Osio3e4jdF/TXr72ac8t6RNuqYrU17jUgJOQoGiBrjdhx2darga7EXtBDd3p5JKztxtduXBURmtejnamdRow17dVK2x5gR+k1PjNbjcuNdvq6xDvS2pUg173e1cF++/lvdoom/61rI3vttH3Xf9+vZb+xv6c7clqPvBdfXzOdtN200y9X5x2wnoP9lUIAYGVPo7LtXWdNmby3IW47LOSOiNxPrAWzmy1g2x17I3lP+t7kD2/772dpp+sE7X72d60c7iueffn7l6/OMfyz5/ZMc9+DPWl0+/KO71zd+Reb+om+tbHKF+5bQ7j6bddc5/Pxa/ttx896O3/tuqLNXeQLO/6+H/KX3r+ze1zzeV705oXN/KrNn+Zfn33yFSzub68JYf1gkutBtMNp8wX4Noke965I3hdxhnI1UbQJZ4fKb4vcPUrruvQDv3nYJNIGsFuu4BHbX96QydL70fN3RaXGjV81A7Q3BbHzjXUbNiYsdEQ7ESZv3nLQbfNQmzE9vMLQQ6MrjogwNKNaP1T2Rq/VPihgLWf9GoWxP/Dkmvnppt/g2M5Gvg8j6zP15e2zdQI2x46zFp+lGw/aBmn9tyZ09DB5be+yl5bOL71qPQ+ao0FO7UQqW3SEb4eVd4dE89R5KwIZc9ycFlIIqHWPCunhon2hWgoi68ziEu/RYxyijUbWMXb4tfSaBw0iup8wj1B16WvvEclgHt5E8ad4lw7tXNnXZZCIhkFxaekDcCL0nR0AxREKwoR7jDtyL6RGl5EiI5wtBfwSe7FHdNDliT6ZIXx0L3x40XsOZyUiPjK93kZ4RptwgbW91SNZGkp3dQbsURi0NYE1wsZbLsf1/nmb807MIXGu9LYVLLOgCY5sCJ0aaISvvPa8rCvhq/DlkfdU+mEurd/UQJ24sGcbew923+tiO9G3C00AEulMfKWpfk98r3vhRNtYcaTl8mblO6z8o/9frKMDrq++x9ZosZbWpf9pTkRTaAg1ve6G47u04CEQ6npIwt5GVfvsCWEMqyEQaet/szNiqfc1bFNhBupC1rbfwiba6bS7ABvv0sbP2/ng1qM12ipKr9kTz9dmPEq+llNr50esQTcaxZJUul4XA+7v6C9o6+r+pan+i5cB32llUePx/iN1fOafOPLuduC53nJeRubzDxT7xPjjCd6fSItyEPjmYeT++yOMAreKJaiDMx0S7393wPQGP51QMU4Xx8vE8OEjas6H01sYBuZvDM+V0/TMqRRuzsLpkyBq3GQl3xXyq8rTR+NxgfPJ+N9eO/MPmfO/K8tyy2+nV9j0TH3/J+w1XP6vI3KTyK9eQTng/3JHelL+6f0nsi3cfPOAaOafx4mHsfLmTvlWhdt3zxzfPPPt9/e8mW94qLc8+D03Xrj3T9RfOE//FXi+wA8PDJPy7tOBqoX3hyf0dOD4d7e4GNOPv6fg+C9vMEmUH35ELxX55wWpwvubH/nwy0L9rsB3r/B/uOC/mviNVf7OCz/KyA9yy/lV5mG447k+8+FyJi8P3Dz9gXSn5N8dyNzyavxHuNxwfv6Gahn5LuG68B/TAvbEf8kXbgfj/WPhcTG+T4UHzXyTB45D5vJ3M0XPyPOJ2+dbavnApfyB3wyP/Nf3M5/ygf9484rkIye7Z7pUvv/xCatnDvbHdvZ93eXiPA8Xqgh5MqQbmhVsjNzmT0Om5IHRUzijrFC8MB0y5+OBmzJxNz8GIm68MBfl0/OAWObgJ0QMy0+ghmYPVHSN/U9NYEoZoSYjXxbSVLBcsARWb1nshAwCecDLgi8zCWfIsZOHlIKzzM84ypxvgk/IjKSKHgpJHR0iRYxMGamKPkfakeILJkZmYCTheaHmGkj4IdCF6WL4JOhZqFkopyFSlfiMmDIuQqoZlgRqDBJRbovGWWt5jPPSQc1IyTiKR0qcoliZ0HrGB/AjjLMyzkpJicUTskB6dJJWhgRSBZ8TVQo2vAcXcr7HRSj5GVcnLTeIC3N5hFq58zcMfsDqhSoTOibGg+LDTLGF2SuLV1RuEb5FbEHKhNpMnhYqcB7CMDnwCvFWBPorkenBEAVyQ5HVMSI5uxyTL5HraDng80D2kcQR7p6Qw/dIvUfOb6PWRV7CV5HioNCHOAf8eAi6qwmpjs+Oa2XJZyxV0nhBxBifQUqOMlc6IMS56bNTJxjqzJDPFFck5ciDPbxB5Rmt3yMrei8BN4gpeQ6HQLmZcS0srX5ZKQecW7JP4IUsY2RYGhKWHWTAa6YOAzac4vCrBbNwyJEGZHgVEeNnBbW2N51lucQZlG8hJzxVoMJ5iujZY0Ky4lnxlKkXxSZHU3wuM1ErJTWZaahRdLoO2HyDadCxqWFoOLUvC2qZnH6FoGj6HpMZs6hjNg6vkJSxOmFWsWVBqlGGRE0JP1yw/IzkWyQf0WLk2UJWSVCHE9PNHeYj9nQLNkP9ETyimvUrDSeuztPtI56N7xk4o9wvBw41s1RnMLBHhQeF1xPcP3O5PfNw/8xduSX7K+okLD8asyee7w7k5NydFuw48+H1BerMYZlbTamB6sqHN0LJCca3jDLwiw/PDNNCXg7kmlk+3VCfE4cycbTvubypPB5CpxF9Q9ILv+bfuAw3fDx9g5lGOsS7BP/0NqIy/p8FmY0P6YwgDPNbtCTk8T3MF/LNmTHPfPvDHbcVnlhCezkMPB8H+GWCbwvjceLt6Ynlhzum/xjxi8HxmSOF1+mC+4G53iOivErONAz86Ve3OPCqCMNimB+paWD5zSvK20zND/inB/7j5hWX8Ve8qcZdNeqd8URFnmF4LJw8cXsUDMUeBx6Gwu9vlaFMvHn8gWE88ptf/RZf4PJvwtMszKpYcuTukVNaOD2ODEvivgpHhOnVLeV44FGNSZ2lPvA4PVNPr6g3d0zpA8vDDwxpwPORVAZupxNzhXOpmCy4PiBuLWrvb7ukp6PtunsDcHVdwUmhk9oOuNbthVfG0a63dLk8nNmxA1p0uPXvez09297ZHf74zg/QahWEMh4vbTKwedhXNpH6ui+yGjzbO1aBt0neq/7dEfgSOl432Hqi54jvxeY3Q6u0z7cm45EdCHCdz/i96xLdkrAZy7Z3+2pos4bUb21tq9X0U1nvXWGULXqi54bfP9fBoysqvHexGajlCvjYBwW96HJvqteuW9NrfPUlSAr7QRQsdtQiC0No1YZZwcxwWlq5BuTr3e4I/qClZTeWHsXvWJ3ADdHSaCZqK4bzUZCh6Vo1tewl8axZwc0QGXE5NHJztvqUA8YBoaD+CDjqoW9Vn1rnDtGP1LQ2L4gbtUU2uA6N8mqLcIjxo905r00/9hWPGrYDw5jCjlYbCMBbeqlOj9ZAnNZoTds7fYx3ejtrux3MDaxuURH0CKSE+tDsITMBNDkHiEgjA0TUo1CwAImoB3DGBuuZuWOuvf8bgjYZEQZcCy6tNmdLrRV7VVlTX0usr1huc/kz5LaYiT3pNX7SfllBsbAymrY5Vx260//Osfdyh1y9gM63epaD3n7bL2t/towFW6u6/b4zQKx1J1pbwf421003LaxF1l9kHlltD9jGt/uDq/2nz1WPxujz0eiwZUlYweYrz2wOwh5Vtm/bO/9vdqPV/POSvwRfd5cdEL5/fvUy2M/tuhIBqupOww6soJ0h0jvsKxQz2llns8+9v8D59jPjp6+/ORLi+o0bgXjjzN7R73J92zUBykpo8uKbfnVA9cumrtYMWfuzn6IropGtj+uNK/3sOvbZRm2CQO9Fe259/EWz65crCgpWpLNvt3zWfkcmtf4I+wfaxlgP310D/QTvHXrZn5UX+Pb3+txnQVFfvmT78fndsoE9uJ7Wa4DEtj5fdzXvdifygGDt2rMuBnE1H94OlfWd7Xlh197OW75GWQhbRV7d0UEc4jH2nYC2zkhn+i9qKKw/uuG8f78x293itO5sTGiVf9bJ3fexo1maoLWfqxc88mrCe6HnvajtvjLDbUwbvW0/2mfuDUm5CaOO7w64XSRIn4SVr/e1erFmV8y8PbOLZvkcGbQJgSvKZQ3/3Qt2/T0/T9iLKe9RB9ek9MJvSq8Ds26/9bDZ3xgCcgjSu83UD6zOBvfTsudH0vdpD7lkmxff3do+7+m2eq9WFiEv55GNztZ3+vU+e8kXr6byS3PbOxiTJY0QZaUV1vF+5pzfMZg9r9k7Vdg/s/tAXvJ3Ngp5yfP6ekUxnja2bWLj3WsEGauz94r61gPomiD24IivucRhnISEspxGilcSRyQPDD6gninzQF0GypRYKixFKctAsUTJkAZnOFRM4BljdmWuCSMhHEhe8eUBSomc9yqMB0UGjRQtZpwqHKugVnEvaDKGIXKvu2aSKqdk1EXRj4n0KIxTRQ1mbQo2R9zBZMBNsacBXxJLnRAXplqo1RimyPsvJYyzozqHIfj2ZInHYsiy8DhPPC0jy1JIFdycSo26AFEUAB0HUGHQjHoiP0U7iw+YGp4qppUyTqgZp8dEXpTqJUKeR8dPM8PRSGMY7C5LYi6JpSizC5OCkThwIAkkZhLCQCZ7ilSJVHI6gyTK5FQK+QJqiXwKY/IyC9MCyZWjJI4mHMWjSK8lkg/o4QB6oPoBZ2CZYRGj5JlqraBtgiEH+KGUxNemK+l0Kl7DqakOmUD0C2gi6GNI+KD4ItTFG7JXSB6JeFT2qL7auECcQ1IDia15Cxk2AWkpA6xK88sr2qITtPFvMcOlgtbwoatiolQPw3eqkd9+VThbQXptqC/rfK/mpiB6y86n9LSKbs0k0J3yUkEL6AIp0i65CV4H3HrhayI6Al/TA0RxekPSBOrNCW29BCJduTcT3BTa3LqF4qsGuTiWW2pT7dFjtGybgrviXulFGxrWn6GjCq0VlyYFr00tVqQrio3XmUb9iNVRbwKWUYe0OvtjvjrKVdr7kraCo+3ZSMXwdcrFRnOZSJ0gsc5ekWYYUQRcY44AoYaMUo9Rf2KVu0u7+7Aj5EzkIXSQZTOwScI9eJCU2mqMtLXtMp82+SlJzJsQ4BPLmEVOQJGG8myym1VwHzBtleBzAwi0HeBr7aoCPuHS0lakBspQUGo49bVFT/QjxJyEITkMP2JTGBd0YPV+OzgttWgqjcZOzQhWW3hBrLu1VA00B3sfS2TRDAOK1xWmGVTrLXUFNUAFVdnsAUKVSHvaDZ1Rh6LNuYWMHiJEa79LjVmi8LW01IYC5KaYa0sBWua2P1NLqxFGJu2Ao6+8UiP7VJ3sYGKUXCilUhcLFKkqrXR3ODdJJOl0VLG0gI7IXUbNScVJM9hTKwBPoFptEmpVdBgiW3p798UqyQqzJaqFzU8GJaWEWqYOgquQRRjVKAqLZ9yUvFS8Cj4LPis2CTILQ1vLOeWQnRbQOUyRkpyawJNERtLAH5FUqNqSUxbg7MyiPOaRuQwMJWqoybiQrYZNUgU7JCQLzoK4c9PWMhFpXsoBTBVSM4VapHPTkkiqUGaszoH7MkgXSFOmkpk9B90MkcrlcBaSJZwTpgNzClG+JsczDClSOM7jgKuTVRgkzlCxqLVkNdbZelTZwfHBMTVGEW59YKyZ3KK4LgqlCHoOgik3imnUqf8ZAdPt2gFfgE1vvbrlSq7vxVy9f9lVAu8ScufV1zKvyA68tcrZ2xXGru2Zrsd83omdg2KVkV8oHms7Tb72Hom2F6Y3nW0bj6xt7WI6dn1ctYDdDHRj14ub17npMvYWpb+qh31Yu7kInWa3mFdi+ote9Xn26xnalJHd/HVl6aqfWx+bhsa1kVau7/Xd7599/xWXs41rXd8UP6XpLXu1R9jRdLxzs/kof7Ef67kn27++FtLtWhstrJau9n5ZDZDdoQSRxqgb8jtl+tV4ZO309kGX8roNqD+30ltb4H1EzuqI6sNzmtzYN8YOT772pYOjW4qq3o+Xul67d601uE15M/JKyG290LfAZlsSNptR39i7KbrSQ/u536l2J8Ot9Bi0LqtNq79rb9eRdvvedP+V126777fil/bd9sXLD7f17WyrZx/Y3/EFFX67VgYhrPz1i/duH24RP+yna9/gF576/Lsvf+J/9dvPBvcXv296UmtmJfsdQwye2WWrLzG7lz3Y/fXi3duukd1ffTHbPvorQ/nycL40wK+ns7/dCaHxIqlBTL18AcJqw7X2N/3nFdJf2qFiOwPmdnjR9yqEdxWast+/l7V99VAEqnfP/mYak7aiO/bUdzv70IbVydDzqa+L1Q6onQewh6itrFtYD2vvndqNSaRHhmgjGFsJC6DnG6+NGWrth3JXEB1SmN0bL8dNrsfVFfDel86g7AXbWXd7a7oxhe797ZCIl0QtDWVsxpUgFJHZgaY0aWV59xLFzgvZ1+8qdPUvXKJTW6cmdK/5+RSkGSukhbIj9BoFTgtbEwKFLwPIkVaFkvAcL4Fs0+aAqGP8ZNhor4X1BXM/t16NRBGkTrMtBN2HeI8XaHUjtqJGER3hDESERqfMfhg3pAbdObAuXKPdrlge2nvCoCIyAQvIDDoRtSh6TsNGb11wpEQ/o5pbzN3eeO9z0KW2PuL09BdICm8/zaiD0dFp7rmNr9JzIPY6DXS0vvfaDrFGwsiV51p6TsS9GNDGLJko0ZcRn8DmdshX1gJQXqBHrLR9HfU1lG48UMl8phj8JbqDlUdFVEnQrTWjE+s+k5iT1WssKIp6y43eUgnsa6kHC2w8rG0BjY1N7V5z7YdSSzPWGGuvOmGASVPArKUVWCOAAh3jw+6o3fGh1dDjtR10O+EA6M45b5EPqttmd2jBYp25e9zzBYFHkFZnxJHc5qvXwUm9vc3B4775AzoLWzm4NRpVQsleefV6I/1I1UY93ZgHaQNTyda2NQNhFBFtDiLfIZkaosrMsHp9Nq3dqmHE1NTeXts2TbtufcWVDP7uu4E8Z/78/GvOx4rdDDyMyi/EuK3Gv3//hk8fb3hOE6oz83LL5fk1Z515fHvm7a3x7l3l01T5j4+FOo349wM6ZMbxFuXM+OnfEGbKuztkHPj7VyNHzTz/aaKeC6cpk8vAJRem9ITcO8MtPOXM2e85qnE/VvT7A/L7O/Az+CfGY+LTm0OkQbr8Dj9GbYb6YDz+y4zVCne/xzEWT1CVdz9WxiSMyTjeGu9S4XRr/KEc+PDpyP/+8ZHy4ROaHpH0gfEsHM4ZkYLpxGVWflxe4acR+faWu1r4x8cBPSem/2Wg5oT9599Qx4Wi/0HRC4/3Fw5H4bePv+W03PBjmThLYfrlheXwxM39icPpyMenyp8+GPNyw7wcucjCs1TuDyP/8Pobqhuz/YJ8gNsiVBM+TWdyfeabmx9YSuEPHz6xzM5vHr/hxjJ3ry6kfOH8eMvHAm9+dcNpuOP1+czNtFC+G6nvR/i7V8jfvWI+G6nAtCj/MinPLPzw7gdKvWde3nKThH94l/HlQP74jlq/3igsOMc6gTv1IPhBGGxEPTFKJkvCbh27dcp7Y3kyDkviuBwYpXKTFzCjeA7eaxN44kYlEJpzQURJOc692RKocMixa+fLjBdjmDqPzkiquD1BWbBxwkZhyJkhDyxVmT2TizHUpwikGIPfFIFswt0SsuCnDFaVwl1LPRNI7VJPVFe8PKFl4SQjKeUovM0FOz7DeAE7gh+w5Yhfbqg+U/JzFPmVOYz2TQCKwtOVdPsUZ0IJabBHOtayYCjTkjBLa6Ck1ApmnBbj5slYkrCcBE/GZbTYO8+K1wwNQb8cPpGLclMcJHFKrzCE83KKGM4cNSLyKCRzfDpGzSEkirqPgg0a6LlqjJcTw3Qg+xnnTJVK1YeWlkrALNKe6EDON5gYi18wXbBDZZ/24icvF8RuEDKyTIgV1M+oX1AdMRkpy5G6jOhwQYdnpB7g/A/IYqhUTAqVTwivSP7LMOAPczh2BgdbqOkSZ+fwGpcM8z0yw1CeSCxMJ4sol+LIsuA3T8hxQvWIjiNyGeFyS00jy3JEkyFDbQ6YG6qliHBIiZoPUZPrzYSaM04HsKiaZVSkvkcMqtxjaYQxRyFmWxhswfI5EI+MmI+RRmkxZKzIzYxMz/BYQQfseI+4kuYBc8HHe9CZIX2HWMLOb8BO2BhFj51LRAA+xxmYLeSWJIKqUkajZMPqgj1d0GFADmMgMcsZyZVRZrABLze4R0oxE1j0jyBhQ5YE6dDSpT2Bl0rScPiYF6ovTU4FDiOMI/kZ8nPFR6PcFPwCZgPqC+nTn0GhDIqoomNCpJB4RL5SdlPgvmQGc3hOXKrw6dXM06Fy+HhBPy2IHJDTSNKKzMb9OHBbXqEupLxg4yN2+x16f8/db/6e4QOc/ucLeRa++e+vKbnw3bv3TFJ4+LBgroxTJo0wDAsqlT/xjMnEgYnsiVevMqesOHeARmqqVHiVZt4ND/zZTvzBfs04O++eCsmEYblheah8OAcS+PYRTBIfTveYQf6xMFwqr24X0rHy55vMeRCec0ZV4ZQZR+fyo1I/CvInR/4Dvn93w798c8fN88gv5iNpKAzfPFIflMuPA/Ums/zuAGLU50dyWfgv0xMqleXeKaPw8O6eMmRe+zPjI1weEuXTyJun0I+r/cjiP+IfT/inE0MWxnzPNIy8H46kdxfG331i+KHy9/9vxQ73XH79O+aD852c0bRw9+7MwQZ+ObyGdOB/uxcmmTnohduzMXy4QUvmslSedeaizyz5wu1ruH+dmJbKtJw56sAv5VfUxSiT83SAf7+HscDb7wU7JpbXt8zZ+KSVn2ek8zXydbUPMOFSEIbYJN12IHH2OhIOZzpwy1cgU9gGpCG52cnerbYfuRnfm4DbdcT2bwWGOXEm+RaR7uqb/VI8BE8XpEaqmc9ANbDZSwGvc3NQDkS9i+btsj5nmzNGWvrGbocQ2emafVyhoLa3hS7XLS+fAVO7KYEA0Sk1gHAtC0CoI83OAk2W96bjbHK7t/55s8HE2/vctsgICb1oBaB5r79RQtfqhUxpP6XPdV+Hnd2jOb83QKrvp3dz+n/15aFPOzSPOL1egeWQs+Lcr5g6kTXCV/tTjxzptVdjDVnXyXpXtCHn0xhzUlt9gxTzknoahmYgNwSXSLXX9wQ+x/rK0OxV0a8kTVdverT1dCHebTg7AK7sYJ82gudm07FwYANRGyIhskBPm9gi4K0PqoBL7IHVgS409LvjUpotMewrSca2d5rtouv/GvU/A+iRG8K/RYa6I1JRqThR/yyoJOw16rdxb7PfREQIqIbU0Ks94BmqoC17hnnFvCLabEey4CytDz3dQqsT4kbU5WhZNphblERLN7DW/vyZ1043X+nVO83LRvLSb7b2rl2RcvZ6cW+lO2xY2+mOiHU7wWYv3DnFVsro6Ymkt9rnvf+/2SF077jY5uIKwNXtUDvxdq0FeRXGIESUm7EV/m7vWgG6NH4OfsXf+rgJ2bL1Jeywsc9EWgrX1mZkMWE3MX0/Q689tHLu1VzRP+kGqP0g++d+PU/dOd4dadDG2Nevn0f79nZOzfUc63QhL+798vX/Q02I9v+9t7m/z79kiPlCrMPeOvQXXxKH2Wdovx2//+zqXZL9vZ26e9PrKrZ12Rubdu968VpZfzpXxrC1adnNDetZBdtUXc3V7j2+/uLbTY1Z+1/u0or89934Pru2s7FtrG0kq3/0mra4DmX5Mgnum+8patZpv+rLjk6+5uDdMcxobx8N0d8Wpt/PJrMLBisaof/rKJUXhTzXNncLtI7j5QbuzGHPvPZt+1U7G4Pc9/MlUf3URt029cqApNPg3iu+69+eZtYcXPuDUVbhqKfYaQCB3Tg6DfYu7+epH/O2G00XbvZj3NyBu13XDswXQ1zvaxEbqxS8F+SkzeXeabPv13X/ts++/gDeg122rbrfQPt3XO96Wi83ZNFeML1+j3z2y/72XQ/229CJlE49JZ1AL0jn+/v6Pv3iCdXv86t2t37K2oeVN/Rxy/a9+K7j4tf7Xdjo2vfzdP3+fX7xL/KV/fA3At09I+t3/fVXR2ZHcm2ffN6X3X2tV2yH9E5NWLeCXJ8be4LZR9V9xeUSNRkCa58Za0ZK9LCoMacKOZNzgkNhOdQwHMtAwckUsMqlGKU44zxF6pvO+5aWIs1z+G/TiOYhnMpSwTQKnNZEdaGIsaRNMVgsQqExSKaM1TnOBdNCSYEInQmUd7oxfAx0qBVaPQGgFnwV2hIzC44zVCdXCdR81igQbIkqR2yEqoLbQpZMSkLFkDIhPkRYugRKVFyRdERVGWYlO4gXqlceetqWVrSdQeAgwV8WpVqcBqWhXReHKUX9OFMC0esFtYHBDyRqjBVhWDK4UXzGMcowY1I4jmcywiEvDLXVERBIY+WQlZHKsETR4MkLVcGyILqAXBDg6EfEjWoVq6BzOOFrM4DXJHhNWB2iQO/PuKTl5o8tKjuwmuM9ssEcc9sUafNQmjtL1VAypA4t3Vvwa5dAS+bGwvt29WY06edNhNLTEKtxJgkpDJBKnElLAfMQyqWlzkACKSze9AtvQIvu2vbIviiCWYzTmuEhwvW7UN7y3zdDjqxtNce9diOFbEeng6SW7sENtLa+b0CLFQFo2xnk4pHKwGT92NZ/bTwmKzsWbakRXCBJo1/HKKto009xky0S5ErGWo8Pb8dpPyN2juz+nzhCFJDs/Ms0jMFryghvqR3l6hT/qstLGHoCjyDX56Boi+AQJAXSGne8SEsp2s8xXRHEfaiB3I8IFFGLDdtludUT3WitGx9cAmjk0uwoFaHgopEGRIVQdiuRGrOu6cq840V28xx2gG7IG8ErYkv8pNDrgrkrUmvslRUlGdE/WIo0hdbSbLbmoz5HOPkMxd0jJ78mVKM+R/R9CUOTCuYNBMLS9pgEgAeHBtxBDDGPCChTKBo06L7Nm4NE7ioih5UTnB56jZUQJz0ccMXxMQBCG/21d3uLWmoh/WFvSpH6qUXgqFm7v6XR8Ki5omqseW1/8hKMFGZFiaXUCrKEnOgJUgRCYA51dvQiDCmhl4LagkkhDwnRhCxCrkbORjZhLNEvsSMiBfUZEPIsJIejGJqgaIOQqEM2aioU1UgVIolF4pypBJhNXclzZpwr4xwpZLyl35LnRCSYjbQfqWoL+F3w7FjOSAZrEX/VhcXau5NTRKmeGjTII8XXLKQakRiqiugQ9TiIiAA9VFwqtSxQlkiJJ46nAU8JuVFkgFIrzFCLYhZ9VJkxqwHUqi2yxhsQSxTLkFr0kapGtFvO1PFETYbPBTdHbYiUJgaIkUxIArWnkEuODhJF1CW2WdJYH+8HT63oMKBDiqLopeDJ0TqjFqlx1YVDTSyqPIt2DOLXX52n7PWQKxmwyZ/e5cr+zF5ufPnSvS7zl14KrCdUZxgvZE952Zd9s1tfZFUc2v4X370h/i/bE/QI7K3NF3rEPopjlaX3PV4ZHPtcDFffXXd2G7dAT8e96WL93r92LsmXb5HPP+tvlRd/v7zJewTZfrTe1uOF8rWf8us3/bzLt8OBVTYBNmNjzEno5T1Lgm+0gLY+yjp3K6igGRak08xqN9hkk07fTfrY0VJ7VpT9evfRO11bbxTV05fJdl9b3JWmY6xdb7/W9aPd1rJuhtJ9a73+WJ+wa2f2Rs3bAscBv+mb/T7ZyEz6od+M22tb2/tXlrDyArn6VtZ5iDNZsPUo7ZE0mzoq2zpc2bNe7AtgM4jv+MFVp/rbv/ba9vk1/b6QNf8iHfsX//q8B/LZPf3zv8YFr3fpS675l568/uyLpreXj3r875pVbO/ePpfd/31PCHxxvV5Mm1z9f3+m7J6RHb9/sZp9T1wP8afW+8urcTXOz86pPYfc8fk2T1f75it43N/khNiiGWi523YRDnsFgb4BZbdIzuaFVsJbKuyZ4ubl2RP6NqC9nreG17U9upoa10d3zLYj6dnSx1yl7pHORNmUyRpMXGU78Poh3PPEQlNyu5K0hvZeL0FUsY9O7pdwDbS3ZmQVaQdDJ6s4UOLdux2y4zXW0e/m67v7mL2FneOEwvCCkAOd4Sv9rAJTk0mQSCvQ12BNQeNOz6HYZ3YdfxMSQuFo87T3cv/E5X4K4l8LSQ0rSiEIIDVPdi8CNIMviCZ68aboZxQZDVNTFB4UqeAJ/BirIhAqwdL6P2wTS0LokRK9uNLSRhHe/fDA75xPXSre0V6kHQiDVl+XuLsjLTqTuRbSepPtIVhR7JEvd3MU9R60wkXiuNbWj4GIZDi3PkV6hKjj4Djn6Fsv4CnPQf9yA0QuQkFbPsaMeMF7nQ1/RmTA0yGMjNYh4d7W5nY3htZ/en0OELqi28fV000NYBnvDgh1RB33AWEAH+ix52ES9HUu+npic5u2XejjT1x7YTLaknVmI/9k836r4GtBLIm/rRlOvUUdiK8Qf2/ok46K0hamueZi7Wik1bnQjT9BT96cNmI9CK0hm5KsyJUOcuoyp6yFYWJkfc+bxcEi2kcc79KmvPn6aZvLq6iO4J+6HjQ97UKLomhRSJpaVYcmXbkECkc9N54c62Xa+FFLU+I1Cl6uqJVGe/GeMGZpj6JpQps0w2eVFm7bau7E1nJS1ywbT1/nqCmPPbJuC5uIlCNR2DXy8da+pVUQaygUa0Yk8Sjq67QaLl9/1eT86396oiblF8/vuFlG5OEDzGf+/O3CfG8cf/ktv3j3msubmcdX3/Hm6Q3vHo9MlyPn59c8nC/8tw8P3JeP/NfLj2i6xd++42Izf/jxEyZwufk7ZBRkyIg6T5ePXKzy/vKaZR44upIEyuGBerwwzZn5ouSbiXyckcs9w9Mrspy5OXzgIRe+Oy7M3DCfM2lYOP7uPYayPNyRSLz9ZUIqTD86LJVRniE7748zT3ngTl4xlJFyM/I8CvY4kqbEq9tfcfzPBz7IH/kgf0JTZTwI1Z/w5QeGfMfrtwfkqaL/68Rwk3n++3eMDm+Hyphm7uRPzJfC/+t/GznPI+M/HBhunE9vncdvJp7/bWb+WHlflOfjyCE5g07IjSO/cJhm8uWCn5/h8ROjvUHqPcdx4ubmAjbCh1/wpBPn4Q9YniiHM6NU/oc3kQ5k+vE9dVE+4pgkvvnNzDfDwvTwA8sfH/nDsfIwGIdfOuNvQPJ7pDq/LCd+O90x2RPP+omb84Hhv/+CacykuzOi8L1k3JXLE9jy0+fpdikut4gkkl3AKnU0Fl2w+kjxgp8H8iWH4eYgSDXMEnOJ1PM5K8fDiJiSnt9QJQxtJh5FSNXJpxLpnSz283xpBVQtteLIZwRnPgjLAId6YKgnUg5+ZU8T09OE5Dvy8AYbHnk6fIKS4fkYstpgmAnPywLJGYYafKDOWBXq5YCbULWF/w8VORhzSYH0toIvhtSBwTOY4TZjQ6UeJ7QKuSpeBJsEzxm5PYQ8VmcqxtSek3oBsUA5i2DnyP9dhzMuRp5ekc8jsxpFChc35mzUkrHnzGiVg83Y8YDfDpiBLbXZgAeKVZ7lh5jzOSIaZTAywg1hBKzFWMwhLzAYow4kkagVnoRaEl6hZKFkI3eTrRXEevSfUNWYxxsQDSyAJ5K/Cv64/Lz0OLhRnj/gRfB8g2tqWZ8FHwQGkJORckGnikxGLRdKuZBRBtVwiAz3uA2U+SGOVauIGUmmOFfSGP1dQmZUWSJ1VPqRKjMpHUiaqfUGW0Y4O9QBn87Y/ABZkLtwumhOqDupGM7AfDiF40IrSHwXVuw4Lyc7gSlSjkQR7IYaTmdEZ2x6A35CSkasQH5GDh7pkOqETzdwPkJRylIRGSENmE+Uyw+4ZGR4jVri+CEjMiC3vwr5bvi+aQRvEEZqusNJKH9C7BmeXsF8RPJHND01h1NITtlvKCUzXyLKojikOsNSUBnQdINbwqcB94pqDed1zWBg8wUxJz8NSFXmcaAOmcSMagG/geUWyiOuT7jesBxOrXB8xZiY/SnwknpAJDPYDVhCa0Z0Ip8+hZHpKy4DPsgRVFhuz5gXxk8Hxjkz3gjplwPHNHDQzA9/XPj0nXMjiTsZGOWBo/6JcrjjcP8P+POA/8+ZlBeOvyokg/xsuA2M8++C5m4/4BTSs5GAb4fCIQt/IvEkB9KNo8n5dH7mx2lGxhtkODKXhbkuLChpOMDzwD98l1Cr5LJwfl34839a8GlE/vUNIhV5+wOCc/o4Uk1Y3lUWcSpvURLT+EyVwvMHqJeZs88s9wu63KH+iru7hePNwqkWvnmOCDEOAyUdeea3FF2YTk/oLRxffaCkwqfTR6xUnh8N9YGbw+9I48jNrz5i48L3/6txee+cJiGnxIEHsluLpLrheMocDlBQFjJ6EobbhdNReTW9pgwzT797Yj6MPLy7h8W5+T4zLJXb+Z7k8Ikzrk/cTE8cdObx4T2flkK6G9CcyTKSJHF7MGQU0uPA9JwoU8EulfmUmL8Vpu/h6c/GsJz5tX+A+YjdfMOYEr94yFyy8nQYWX5OlBcNEKU7fc/HptOFzhnR6Qm8OTW7ktwjJ1xC72Jnh1h1/CYDr12ya9brvZahduF0J1tH/3rtMlnl8IakL9LUxkCNxyNNi3fWPbcCHKQXG05NXws+G/qsdUNBRCZIbwsChh6R+O7d3OSsURoCPaK81wEUeprBZu9pupg2e5B7902F03KPpA79ngbCFtbMFqtNIlatR5uIagsqabpSt//02n2yK+yMbrapZgsQ2wz93se2Qu1Ts4PVzT7UDSx0BPjPuzrkT0RjtbuTtp2Hrgc8D2ELYaZb39wP4Ed62iR20R612a6HHuXRbBPW9KnQyUNf2gCYTtSpbA51JrADbkPMmQp4ibGL4Gt9itxIXbuSGrMpS9ggWlo+PDWH4jH0+zVypiO2CyoeGTOk4h4RBm497aPinkOPzlEbtIMK8KmtVBuXhX3EdQ6S8XDwa+o6ujd/V6MPH3EfgBl0hhatCYpYbsj1XjvSGvBjJvIedFvNc6OiudFOrJSSdjhbQXxsunrbxE3nXO0UKHCI+U7NxlZ3gFchdOxG9z9HdIuru472ANvNvnj9e9en94XD96q1bJEFQK/N2isyrvys7eVusdicrNuo1x+++5ve1lWehUbuytWd0lnkaoCJD6/Ao7vJkqsfbCDYdl/nQSsPab0XNrvw2vKLM2YFMG0Ot6vm+rtX22D7wGBXQGQd6xfesI2kNRwpyBq/X5/1XV/6yARaktl9X7e5kN2UNSDJyiK+Tm7729Mx7a/+Uppxqx1oslub9RY6u95/8sLj1f6Ql7d99r7rZ/bk8xfW+S93fXvy+pvrH+vEX3te//q1OUo2b9rLpbzugV+N/WXI3l/u8/bR6lsRWPPRf/6666f7+74051yRf2cvVxPzpZF86Wn54vcvb++bqxPyntH1Tvb2tl6tzGcfS7pnoFeE9qLplUHuNo/TmEq6HpfsUOJr+40xXSFQXjKEjeavf9pnn113tRNhf1f/SZur3Xz0ffeZPXRdtd1v7acI1xNzvT5rCiXZh9jZOhcbx9w9f8VJX4TD9VXz/b1tLMJ6GET9ib5u/T27OV7nfN/n3rddqO3Plfg+oxHZTUl3Fr54YN+HNXzv87OzH1Cyf7b9lKu/ff3/vuaBfP5Ym8bVtbvO85VOtTaxHVbXjcn1FO6FixbWe9W1tk5rgfr+WXcGwaogbAdpo8/e1t7RfMW4d/ush95+aQmFQOl9xiVZl0R283gVTeG7G3dvDUDoFru034dXvdu/8C/9/hOXi1OPRslAmduyFKgVE6dm0KoMklnGFIay2TGriGcyA9jCUhwzGE2QLJSjIsWQpzkQ9NygpJbqz8KvZGBLopaBZQhhtQ6G5UqtDT24RK5lq13ZqIgFWrHW5iCSBF6oWhBLjEslAcMh8JfFIqVeznMIP01xql6pVik1oUVJs3M4O4NCPkZue2/odKfgFWrNSFaOQ4RH56UgRVhUkWz47YzLhHnBquHTAIviNZBVUYy8UpNE2qbq2ORYdiw5WgPlJCJIIgorjzFn1SpqRiHskTpFSoAqQlVlVo1c3EcYHZZDi4JgwFHSCDrALA51ibG7oUmQQVEtqBTQzJArZo6aBFreFKnCUIDk+GCRB9v/FmW2RTGs8O4ukRhhpU6bsiDgYkEbAtVDzK8aNSK2syfa8G4EaD+lCbZWHS++nqKysnBbZWkXvdIJzHzNIR+KbCC3O/Cjq8QmtSmL4TS2dv73iLnUIjpEtIW1t/NOiL3gEoWfa+tnMpwFJFDI1voSxovg3tadpr4ffR+cNDRui1EQQy1qoESYjgUYv+Vrj8wKEmNr51+fQ/AWkhNO2K7QCTSggDZ/rq+yokhz2OeI/PB2VopFIXJSRHGEctwYclunbvAxidSW7oHUVhQRizoeP4fU3PGWLsBpRRlpwQiaokBj8hYF1OW2QMfHxHaj14B7wiQiV5Qothr8LJCZwelL278LUHAJfrChOjv4wmLNW/FjNEAbjiNlo+Ue5RCGjx6mHmkatAbtGAUnkTxF2wwxBmlpKlttkqi83sfUEKf9X4tKcFNcUzhVWkQFIvQQeak15PmSorZDj2xgbnsi5nCtd9L/tX0vHvShQJJYf7EWFaQeESEN2OHSap25rmjpNehXCGBFD+1ZZV1fx9alnCDlJi+lvsH7uCUiBFwRyRHltsruse5fmY0JRyhtb7vFfsqWGjBAKGqUFAbzeijUo1IXoSwgOVD5VTJeR1gSegY5ENFaDrYoVhOUACmlnAjjzBxGzCrhQNFmbPIakWsWfCWKjkeKDbeFUgcuy0BalFwENUXbWTk3LM74Qm3TloVFkwbNXqJ9lajbxDJRl0KdYBmV0UGSgRhuUWcjGVSMysJCYmbEEvgxwUiTt32Fl4S4pKgltCbsLLAATyBPbX97RbKj6lixqPE6dLoGsYomYRBhFGFokSGWNGriNMeeFpAieInIH2wBNVIzhl+KUmvwEFVjcCd5FLjV2mSGBuJzjUxndYHJnDkbmiIC0z1kq6Qtqa7TisP+LO5GB1ley/IdNLPXgYJC9z/W+/3lZy++vxLKdz8/03n2916PY9PpNx1jvVM63/cXD7ApL1eGxv37tt+l3b8NeSdXvxxz//kl4WV99qUO+vLTjpZvkoD3iMjP9ZTVWbFGMLcxrZPgOzlor2td6wZf6OjnHdzPx4sbroI3vtTGT159QC879MLw+qW29/pf/7fT/7zpadKiRLvetulqetWuyJaKqzu+9tHxstpBOiBzr3414bIZbNe2X06HeJzVV+O8vlFglXHY7blrkpXdv+u/uxH8auW7wdev3xYyXx/Xy3ln17coGN9TrkWmif367B1XbPi37mjrZ2kTBnuE8taL3dPS73y53m3Cd+P+uVGs8aKXkVG7L3f0/uKh9a8vPy1bH/ds5+X3V61/4caf2j5/4Xv5rC8/dx/uG9/JRsgKyt5f6xjkxXNf5Ivtd2G3fvHZ5vvpPKDbob40c9vc7izAu7v8xW/Xf1/HMXzOjz+/dntLXo7tL19/kxNi3XJtEkC2bDT7jguBwpe2pbpBsT26Tmgr5LAe2j0cuDG//Tl1xU/6obKeHZ05stvMLZ1AW7S+GCad/bQNrdGINOT9ilRfmWSf4qbsrDn/ZbfPr1mBmDcd3XdztbVtPYKgyyZr/zrTakdDG0vwxQi9F2mKHII2Zd23V2x9bu+V2t69fxnQvVU9d6Lv+7qXb66EFFnfFXqjXUVudMNxV9l0dzh/aat86fLOsPu8t9oIkTetp1MShNwY2T5SxAmldSQM0UsbTxT1c5vpToStnXWy2v0Ovmz0CCBzoJLYH660+8JogeQIP5ZDtMO0jUkEvOVN1O3d8ZJL/O437Z6e77NpHQIhzS+I9PoLTo9U6EiYuEqb7j4Xce922LbUC+wMHjulEI6wIkyWdR2QMb6TqXVbaTBLpOfOVNY5j/2ct75D3Isgfmp9meOAbV5wZ4y2eqRH76sQ69kZgNO+a0Yvep7SivtEoJBCMdcrZvMV1yoPeaQgWUNHY45WY7yE0aFl0mjGnwImoSyuAst2CGkXRiQEaF+95g090Nq2ZuyKdfCW2kYa+9kJKvv9DiEEmtLzmm7fbOPS9cjZCy/xro6G3bUImtDUFO4rD5fg2gtutQdaYtE1ZdRO+BFAW3SCScLEEY9cq8HXJHIlOEHP+yifNq4Q3xov0MZvpMS6NGPDlcMD2HJcdAWpjb/1sfN11xLGSveGwmnRdo3mxJ1kFfOIxIpjr50itW+hvle/7lIR3h4yjI7Kv7AsE7K8hXTk/vbIu5uE/jCg31Xy7YHb8S2Pi/DffviBQ77jOL6h1oWb5RPDULmcfsVyOvH+21vqfEGXByjKXF6j1bkrjwwYp8cTaUmcpiNKxn43UV4vcDwj+YnjpyhUPT8U5mlhuv3I+e0z5cPA/MORRxIXzejxyPj6FkypdeTW4O+nKBD/UQ4UFJcjdqhc3n6EVDj9IBzOznN64Nmc2/mWUUbevi+cnowP3wiPb+CsM5MWLp8Kl/czj3bPh/p/5P4w8+vDI8fTwv3txMNx5P9jA3q6wP/9X2GBx9+/o0wHlrdvEEk83j8wHxZ+8WFhqAX/xRvKr4/k//gzp/ePvHojnA7C+emW88d7OGT8MJDeHkh/f8AfJj58/28UTVzqyM155jfff8dFYXp1S/Vb5OkdHI1P/7dHxrGinyrZFD2+w/XIx3rLdEkw/Bm//8RdnTleJqblnindcLqfON3AYTyTXj2RlyOHyzvOXvi9PzBOR978+YQcZ+Q3P1JGx+5GbPkZBAcET6+IVcSc4RL8aLBMdmW2TDHFBqdki9oaacaImjclZ5Z04EDlPl8iumk5RbFla8pSDcfvkJ5xMabpBl/AskXx66M039UEc2E5FexgyJKQRTE5YOMhUnbUZ2RIDPpLyIaegu9H2ibH8oWIfrwBIB/izFANhHaiIjgztxGopwpqyFCQtFCWhH1UzIVKju9SCbmq1cpyFaQZc92UpYyoODdpQsSYCUahfgTPZLkFUXJLz6NlQpYZVY/AtSFDTliFUoXEgZnj6twyK5QahWFTibQho0Skp6ZTODByyAbL5K1GmJPUyc0ZM98t2MHwTyf8MpBnJ5eKHGdIE6UI8zxELQWF5M7JFhbPnMsBJKP5iInjOpMwBlv4WYqsgBynkEH8CESkhYnj4wkf7kjlR3T+hDPgY0QL5FpIpq1A+BCPK9gYqZUKNebqHNGs5COIo/oRp4TjiYrpAyZzpL7xSkrfoNwTDNvg8Bq5qVh9pNYHuCjpWbGDs5wMnQ+kh1skGXqasMGox2dwIz9PuBuefmjOlN8ARyz/EqHi9nvwZ6Q8IkvF5RbkBrOClRm1hJAjtdwAnpUyDiQZkXRC3Ug6gifUBPFKGS6YCfM55KrxMCLJ8PEB9IFwHB2oNkdU6vg+apHoG7z8GvXKYJXMR7J8jAjOdEtNdY3iKXqDciB5M7brHFFCtSFKLdLz1GyQId0HSjmnx7D4LoosI5ehsuQLY4KcRhQDnvBaqaVCVYZ8G7XIhqD9PDsuhWV4Agyf3n413ktwyAuShPTnA5yF8VZJr+B9eeLp8ROH228Z9JblHw3/vzif/iB8+PdCHV5jh1+QzTj9oXJY4JUrLpUHqSQGjryjauLpbsKojFoRn3ko/06tE0y/Y1ju4HRkzImPT8+cl8pbjrzxI8VSM6DPGA/wcMf3358YPXGTM4ON3JRXlOI8va+oVdLpgeSVtBACRqooiTf1FTob0z//HnueuPnFr9DjkVo+Yv5E+uEd+cMtt2/P3Hz7J8r3Cw9/WODVDby9p04T5fyBcnPPdPsr8mHg9s0BRzh/Slhd0MeRXCu/MBhIHOQBt8yf/z+VeYZfTUIyeHj1nvkwcfr2Dcc3NzxMz8zLM2d9x6S3DNMTw/SB2/PA6/fHcLi/y/CjwUMiU3n1/B0VOCcoXinnZ4Zq/GoBzcIPhyNlHNEfb5BLRJhIKZzcOLlQnpfIUnVX0HcFWxIsB56elQ//S6W+rpR/NGxK3H16xaAD96KgcBmNWWeSPJLXgrpfd22I7m4/aOvkw+q4w605+EIXWEE1qcmv1nWf3mjTd7og26IYREtXuPfCbaCjISKjADxFgXdZjTJNRO96q7DVYWhyP/VKNu7pkLu5c8WQXYH7ugosO0xc11uVyH+fsKbzrYazNaKhyeRdd28R3XuoZqD4u62iO8W8tdHq5jEQOfpr6GuqTR7oM2rrHG0L1/WyyBogrTbhS2fMqgvt7RdtWUV2OpR39Hc4/OTlO3DwuoH/aZHnP/OSXfSA4+HYdm3OY0PdUL8QtRrvQCJNW6TlC/rpalWfkdCPlSpHhESWjOBkCWCAHdpQaoASUtOxojxWS9kpjkjqgTetfyH7o0ISYYucYU2/5/Q1D7S17MbmYog+hNPcIsLIakQAuzb7mYwrjYY5o2VoaOvQNhwRARzvUGtAo7U4dOjgKj1TSVjhzMNp2zTQtSn3AEXRUkEG4MZa2kyAhMgARO0f3NEKPXoo1jFmyXzoi0EzY4RsQgn7gKcAtEgD0ngmagZEZFXow81GYg1cpI3etCJopLWDaPNnU9yLmp3yIqKg87jd5tpscNctbTUou02gP9QoZkUgdd7TmUp39L5oVzZ7orDxk7AB7KJBdu/YcP+ydR9ny0iyf8c1nw0fV+NLL+wu7FpfnRG8uHoq2C+CIK8mcD/lrQttb2jYsleTqnrwxRVEZN3Ssj7bDDPX/ozV8uO7v+OBLUtLn4eXI9n6Grfa7uMOitsxup+4/v8QCRGH2PWEwhUj/9qmOo22VCWdkXc7sLCdYztKZCXF/SR/Tn+fdXsjNP/CzddE8eVr64nv7/PrO7aUT3/l6gezfE6+nS1v21auHBZfda1zIxuB+xdukKtb99zmehr6DTuPl7Pv6zamvg+uX/dTBPpiHTqxrx6pHjkQBq/r+79EBPvP94fPdm9EjPTQUt810ee5C3Vb5EFfkZ1P+7N5+6wvX4Sn7xl0/PPdnPe17jmTo+V+bxPyXra1XxhgRR2sDoFdlMkV7e7naj8PvScbemAbTz8sAgW0Y1PtHts2b0f+rV7c7emtC62fQjuUdk6W9TDzq351BNJ+Na4n4G+5fHXWO1xHAyCrE+FqRXYh1N7ndj3s5GXzV9dL0uiH5HYg+rpHrxrZTwWwegi3r+m5PmPrftkh+DIKamOpbX+07ztf64L4Gm3V13fd34HK7OikzjY2NEx/3+4Z2f374kG97/tuFLuttr977fCXtt3nzcSarWfD9mrZqGDX7d29+3d95RW715qANuNcqKngAxwVBtEQhGvBa8LtiBWY5wVYkKFgVI5Usgg1H1nSgbMkXJQhCepgzZnpZYkUg5cRWVpeeCXQkslQERCNz7Jjptg8wE2l5jOLwFwPFBLmI1Ij7Yx5GFOrEdH3BJKyCi0RN1iOuhRJjORwtko1Y9FQntJsHC9RWK5oxVv6D6dSvGI99Ngr6pUkHrZcEXReIC1Mx4Il4aEO2DKQkpCSU1WpJKgFXTyQr0cJAagYgydGUaaasDmhg0bqkSSkMeNDoeozRUaKDSxmLGWmpkSWG8QVvSRwYykJyU5WR7MiSUET1QeWGn0SdQaD5IGqN89ks8CgyUzVGUtAGnCH4nMUhPUwFqtFSsCcB+znEBwObqv8sKVC8JavXsFCkIwgiebMzLbWLXDAPIr1hRK+KQuiEUXilkJp6udNC3GHjf2TQErfP12QtvaOlkMdJxQuQb0pXxpO9q40iu4ZRvAiQdDmO07eHYWpGeub0qweuIGeUWIn3Mex34EgEGkZLAy7Ju1o8kAjW8PCCUQO/Bx7SCKyQZxIk+kexgDakdYZvHeFvTl6W9FJo+kt1lPS5TZpzfClvlO8QjboZ480hdi6vGAg1SNywPpnGfPUok18lSTq6vCWGKt2hb6yKmlfe0l0O47zZiBQa0eEhvHeHakLrjmc2tLokg1NHxECLYJDwjDlIrj1bPcpZCMqYYhYZwVWKgwnjXgYBN01omdSwq2lePQ2ZmvyiiWktPSeLqg7xSP1BdUQr0hLybClptBmPGgnp0TKzhBhOsJfiAiDjhJtiHNta9vkGdGoJaLWimQSgJ/agjzdUjPc9DRZMccd9SuytPom4D6s0Ta9YC0izQklSOoyRsxNiFcei6cOtcl+3XjY7rU+BInCnQEAUpyKyxzApxUwYHita2q2KOCb0dSjLVoNowb5d0tfBEv/xasGGkBoEQkZUg50fqkFqXGmeVI4Cn506rFS80Adj8i8UJZCqkYVw6SyqFErqCnVlZIWXCqeI5zQU8W9UtRRjQAABZgVmxKaYFBHTFDrSP0o17TMgcY3BUMpMkQR1FlRh5QcdWtpxprcLUKifT9XZFpIiyE5qN8lABlqiUEqh/GCS6UslVqN6gTTkzPOIWx2IjBGpI5N4Iugk5IcRoEBRSnU6hEBcVEOtTIInN0pqfEeb/FnLRqhSiJpMLKkzpgcT2E7lSQMopg5NjdgmCpuRk0VxZAlapeICqiSsuIZVBdUDLW2n9t5JLDWQ4U4x2wKtiMZKKkBYKIdV2dJkZ1IqeSvDbtZr73yu9f12knS5fe9HLsa47lW19bTZ3cKrfL/Tt2R9scqn+7a3+kMYUTqD3mcSb7FYLcd2drsmSuuTkDWFCBdjesGr70wL9v91x1lbSt0p782hzvZ/wX6PO54Iayv59BujP0QXgGUwvXcv5TNu/4hbJHmOzl+ve1Fx2X/lV/bYdfH97pCE9zWafo58trLS65+uFxHnYVDKd7rq76/0UAHwMWa6HrCtmloXe5ppxrYU/cgzS5jQU99s9EK7ezuYK921gnX87ufZlrsymr3aKmkexYDbWdCTyO2be51PsIR2D/rBtGNRgRrjqueEaGN5TNRRte+x7r2uhptp+yjfltNp6uMFNezsd3LS3qW3TNh9L3aLr2tJhuuY/Iv3b/tWO9rLzsHzEr/zYb1s0jv5cEru58vvruyLXzh0ZXr/Lxr241/XQjw3c9t/v9Kuytr7XuBdZ37m6+GIfsHv9SXL63ujpdc8Yxrvn5tu7tu7ppdxT70tW++3bRnof5y+jcetJmE9i28GM/X8Omrz37ywb96/Y1OiP2h2CeGUAhbZzoWvofEi4cu0xXQ/XPr5LXZi7xvu03lfWL7csV7jBZa342ybQf0cxkJJr0aAtle1oXrJp5fnx0vxrgder3fdFB0eN4tFOFtYZvhclU0t2eANQ98v7QR6b7Eb9/Nfdl1ndOOnhbEwiBxNfer8c/X8zmYzxZ14WvfCKX8xdJenZNNOFkFmvaZ9qiTNbpjDYRhTc/SN8eKothW8KfoNcLpBejo9zka8hT/dAbZcm5GDsJEhMIPhGT9tK7ZilAWReQUz/jY5qkhTJry4gztEAvFrodc402aJRB9eIqDbad8xkFVgOc2krQJcOK4Ru7AUHj75HQDuzQltQtPe2GrG3TaO/vB3Qwq22FjO0RMY60SB7X70A7PbnU5t9k5ESt83vojinAAEi798wut6udGZ+Ix3o7q99yJAGmGlfDCNoFGwml0Xai7U3qf89rWuwKH8GqvjoioKbE/UPc+xCiM2lIXtHXyvwFx0tsKXmWx/3pxW/EOTmrj7mNQtCFSJdU299o2x1Y/RpAw9EHby32t2Mnzsf6yCiLtizZW9c4rg4eJCKppVzOrG6hYfXRew9vveaMX6fwA2ZBZvkMz0evVQM91ufHDWPvOLzq7kx2zi5oJrEzP2sTpGjEQ+9ma4iApjIPWeZfEGEUVyTGXbpVeGyYQPg1N0zoSgANhy3mq6zREepUWxdannmZMEF+RXi7aolai/1GPBKp1h+T1ObAJ/D/zIHZDLs/IUrEfb7DplveDcD6d+U2d0WfleP/EeFQe0z3v//g78o8f+fbxPe/HR/65TPxaKv8nGZk086MeeLpkPvyzkxn4lr8jjTPp2x9wK1z+vbBclIFMGoznd7AclBufGT5WDsMbcvoF0/GZ8m7ijX3Lcb7nLP/Ks/0zU3rD8+lIOWTybUbrgpz/xGUpfPd0QVLiX04jQ4JX6ZGDwutDIBfPD60gdQ6DyULCS6b8NuN3A+fHe/IPA8/TI0+XM+PyxLfLhaUkPuUbBiq/Hb6j+MQf3j8xFOfH0RnmxP/43yYup4F/rf+Z4gP5fA9zxf1foc7o87fIMKKSSCO8Kp+4PReW8ky1Si6vScs9bjNLeo8OmXTKnIrx+s+vmetHzuMPvK4HXl0GJiv8cPdAvj/wP/5PA3YZ+Pg/J+pSKf/7A8thoX4zwq1yevoDOgvL3WvqMJIvD+RlRuo9Uo+89qhJcJ5ec3kamaYnvj9/onJg0RuKwzu7xwbn8T9PjMvMux+E0RU5HPHDz+FvrTiygeYJZeFSKsWcWu5I9UAZJuqwxD6ZnSTCKAeWdMDyiWSF3NJ8nS2DLli64MOAj69xh8tlQmph5AGhMhwP+JBZ8omqmXE0NBmDddSdo14xq1jzkxWBAxrjnKPQqWvBhkvsNZeIDBhehxOsFDAjlT7Ap6iFYCNuI/M0UBZBxgVNFWSEHFl6cyIKsC4LKoKqREF0OZCkkpv84RNIrdxcnjE3Lj5RxVmOYUA71ANqCc8T4oY+LFGF1iO/iraCsHZwbFjIEgVXUwUpjuqM6gX8QNE7UjLSsFDKgTLdIbSS2knw0xER4yAfwSpLsXBY3RwgJfzsyJMj5YLIGa0FmSPFkM+Kpzsk3yPpGc0PKJlUDowSIoZLxf0ZoZLyBReYaHWavprchHy6C5GnTHh9RuZArJpFipjklYSBDFS9w5eCT7Wh82fQAU8jpCnqGlhG6muoSiEcmzosiECud7jBPN/EmZLvQWfSaAwDDPmRZBfmJVNLRmukc3FLwDvstGA3F5Ir2Q0ZHLm7oCqkIVOp2KceHZoD/VnCMGz5EfSZMsy41kgF5K9IaUHsCdKxoRQNTLEa/6IW3BKi5Bhp9Gx6wmWJWlvMWP0+ZCt/A2TSYYx3Ejm0RzugCFNNETm5HBHLVH3CZKFSES5kTWTPVDtR7DUuB+wQ0RiHwxF3p9YK1anzI4KShyFO+hLIz6TtkD8ccBWWSaI+x6hIGpovpyL5kSwLordYOsXZnkAuilxyFHgudygXEt+DG1aiDgqtbpXZ82c68l+6vBryhwegMvzTW9LrA/LRsIsxTHCyDE8Zzgn/Mfjg7Wni9puFk8/cmfGcKh90oS7Ox/MEY4VU8brw9PCAWeJyAEZDXleSKrfnX5Pcef3r14yngeF8RpaCXe4ZP9wy3n/Eb86MeiSljHGHceSSoR4LQ1041JkF57ucEIPffXB0UPL9LTYXzv/xAYDx7R0yKEt+RLRwfPsKOd3y/t6YDs+I/ALklyR55iifeHX7gbfHB+a7W+Y3t3wYhB+nZ16fPvHLb3/g/Agffv+WMiiX+4Rq5ZieInWURU0ZuVMWgT8uF6oJt//4jhvLnP7jR9K5MnzzLeVNYvnjBftvZ056yyt5wxOZZ6kwHrHDQHkrLP+DUiRxeRw4UPj7f4DnS+WPPy7IRXn1wwk7KJd/OiFaefrjmWRGkplTSsjvwuU+lFu0Zs7TzFMpLEOlpombOnL6NBCp/ZxXt8rNKRx5/EGpPnLxO55l5sf0AVdFckT+3JbDz5TeHJjCME9uSOQuU1uzAzSnooXzNxyvuj3eHJ2h17faRU0J8Nr0QG2u1IZoFt+lwYEVHS/9bBcPPWs1ZrTIe/PVnhE2w7AhIM1g3ZxIcUcPm14AWyObt2LHPWK5vSNB6Cebo6PbR7qTIDINRtRF/NbQx10Qt7rpD7AZ2Zq9iDVy2VrEw2a8i/SJcQZHW7azLSk0FLxLaapL0092QC3pOj0944KD6ibbyxYZ2QGJ7lFYWFr0Yahr3WKzs8UgAUbpNi/YUmD8rKvPQWtLW9o0bw5+G3HPIBXRy7pE3Q5Hk7OQhOsh/m5RIPQaD81Rao3Pqx/aAncQYOhK0sEC3cGgdXV4h2OnRwQ0pdQNIYeepV0HDWBGRCcILrntm0qk6pQYVzOsOy19JlE/wTBMlogQ8CFkrqb3dd+UIrgbpmHvcBmjfz0VqXcHfuiFq24qvYZEzLVJ0IJQESlgC70GZvS71aGgRZ1QsN62OC6ZHlYire6gtzSU4r02ZoDHnD7Hc8yxp7BNVQMrWLK2bUZEhpZq00AWPD8F0MBaWkgPwJKln8fdXmzG3U/bPl+p/Ett94eajWo11KS29Js9Mew0exiq7/Zmh5I0W+NqO+q8qNsUu03s8z5sNTbXJtn0ddlFDHRH3T6S4AtzsrMHb6Bgv5qLcNz1d+xsOL2Z9fM+D/G7X9n39sPZ7Ee+3r9leYiPus1477jaPb/+vTnbui6163rcsVvjbeL244SrGh/r2PzFe//69bdHQvSXdAvU7q3Xf7HZUtv0rd/Jdqd84bn93Fy9Vz4f4eoP3M3l2rLQHBqwhfXsn9v657v+sBLqfrjbe2T3/IvhsEY9Ai33U7T+Yl9fDU9e/Pwr15fNXQ2Z7H5131Wbvs3NNtLrtVufld1Ud2NoNy7uB+y7J79Ez7vP+q0/PcRrBrUdErr7vm/CpjV3z7t3Y/WOQcE1E6Tn7zUi9I1V+Nve0T3ddf19CxFrA3FhLQx2Raz2oq19n3ebdH2mCasrcThX3uwrJtbb7eOq+yXkej03SukG741x7nOg7ue4/S4v3tPmapu//rptHdYi865c0cp+/C10bIsQ2hNEH/ceZbBj1PurRVdEwa/uLIpnorn0+TM/5+pnW+ez8sVerOdMF27DQH7NiK4Pkt1XKwJki+Dojwf76ftu98I+jY2OVidjJx3Z2okxOJvS0CJsmvO288TerKxrtpM6vN+1Ra/08OSNi8RzzWWxkfX6c8eAdjyo37B6+HsUyXrm7camClavBQPhat+tu923v18ekoK0/b5HAmxr1h3X3ue9/Vv/7mvWBRHZdeFlKMlXXFJnhIqXW2zJTLlyUaOYYwUsFTwpxe+YLwPDrJyK8VGdc614Eu5SQiRRPbOURHk0VAU9HcgCeVwwC4HY3FlSxVQph0o9OnIppFLJdktOR8phwfLCmEZu8w1FMm5RG8BGQQ7KcFSYHJ4vWDGmGTwL51tlVDhIQTUcckmJLHcQRWCVQBi74FnwI1hOVB0wIuRaizLO4QI0zSgwMlF94TKF4TyJowZ35wUlUadbKgNDHVGfqH5BfGoI9qBvBYa6kJhC8R+cpBnlSChikYcarUhRdE4klJSM0Y17DJFCGSZ0hNMxxvU0eNSeOC+YzUwy4gMMXMhWcR3C2qwGoiQdSXLgKMoRxXxgWk7UqXA5Z2pKlBTn2cEyNc+cxwn3ihZBXBlOuQmtX3+tSCoJZLJJ1MoIQT1j2tDLLYRcEFR6IcmMeuTuhoiIAMNTGAHIgVI3D5S4uaFiiEbIehwnEk7J1BB1Gk7V1JAMq/jSC+o5kTqqCj4UfOgh4j0iYGwPhTN8zVOvLTTZg3t5i3ZYHa/d8CK0FL6yHuXdqBCGg5buwgh9uDq51fOotVK1OaWJ+h2hfBQi9WObx7V4aDvmdYvEQNuZ0ZB3awh8MyYgNdIveQou2ZTKHoE2aI8AaJEpqqCKFEcWJ1I4trPRDWpLfScJ0ojIhOzObZWIGHCslWaoTd0XyjrWr79ENZwaVnGWFlKureBjDfS0C9aUcLzNtRqmFga01Nam1xxpYBSThBA1NiIVRIuM8AEzQewIkhDmoEOpRFqtnrPdm5gVhVMlFWRs0760dw7WxqCR9780MNDYUJ4dZETFqSBRpBy9DeNIKv9f0v6sSXIkyfMEf8wiAFTVzNw9jjzq6OnubRqal6X5/p9iifZhl/Zhd7qbqrsqrwg/zExVAYgw7wOLADCPrEqPamR6mJkqIJCDhYWPPzO3MRTQEk4Hk40WhRYhQD+7HC9O5Jvqh3rZxaFOlyJRVdSct3UmArUZho1EpI4wjBp1XEjBU1sUgqsiKRxvsW+9GTvWRreBPvXUnfUbESNoIEY7n0CbkalT6CF1qMSelk1OTxEN4Y56pLbCmoprvRhil72/4XLwuYIVZDT0Ysit4quRRMkMWE14VeQmcIP8W+P0YeXBMu9rROS9poqbs2YgRfF3c6eUFTODQSKySQ2SM8iZjDCOI+MpkebgfYPD6FFo1KSGoxWI0KCMSkEa2MatYAKzJkaH8xLAF/HU+EyMT9ueL1KDloaM1oyNYYhPPqKcUL2TZCVJIVMjveegJAWvlaTGdHbsVhnmNSJOThlPUTRcDNRTpFERxdSZ1SgKj6dW2maSwG9NJ/Q0wrpgz05OiXOamMWCD5LwPODZKI/OugjLVcgupElIVbZ9NCyCJWEZE6hTUqvx0/hbOgmiQp4VKQmzxIpTBsNyod4GahEsijyQVMlZ4C5wUxbNzMPASmWWfo+QTbjU/Kvtwps+2A1Bb0O73+rpb/7YW+hSeP/733qbbI4A380TXW/c+n4YxBHI9i1je9MObAbEpqPtZsLjYLre+tWzX71y1zK6cO5sUQi+9/EXToiv52R7XDY9JHrT58G/urUb7W0bx9f68q6pfj3/XY87aCxvdJ+jPas3d9T9vlZWvlbkfuW1zU/Xy1t04sEQGbp3QXo9oTeZInZdK2wm3mQg39uR4/zFeSHdCSES8kh3vBxo4KgWddmkn/VR84fg+U2o2/V1It0wEvVh2Psg3oz7vYDzQY08TDh9H8lGp+y69Ea+1gCJfR36nB3tDHt78tX67uvcz2vf7m2H27YuQgMB/oKEO422n9JAy+5NH+1vPfRRDPF06IDve2uz0RBCUweF0gC5fjizW8H3X3Nt+0J4S2PH/e+8mfNfkrUf/snbZ3/xNv8bn3xTh9++ekd2bh/9a32QNy99Q2y/bGsztvd14i3POzbW+Wr7bOeF8tUBcXz4K17hX3/29TO97b8VN7Lf+8be/ddv+euv+dc//NXXv9sJIQei2wfSaiw4zZATRqstgKR7KHvROTpiOdBBvYrA7rSK8JGut1r7YhNJ+6YQGhqgbWSX5kFtvXI/9DU+0x510Rvrwv5mPLQDEcFm0OxK94auThuXc98ZV2eGPQoCwLqy2V/ZwhKOUR5vutChwNKO/h5maEGMm7Dv8d1GTod3yDGSASI3ZWtDtncdyLYryv1MaugJ9ViLyG3ZFIVujWxIgS3XfEcZtDWsfaqaYgJ+lBP+laujLbTN/UQoJDOBpm8REX2dJYEMhIDfvfYDHTnP1qPetwp+Y0ONsIsi+1TY/uzmkTFgRijbAR0REP2Q8PhMWpSFEG34sr/Be70CDn2dgG7ANtznECK2QzPjveBhmxuRtK8DXbkG6dt6OwA7kbc0BT42vtjCFHvYpUcxQtFIJ7Hl5vMTeMx/K2VJF1hCRRBgaBRsbT7X1sdoI97ZhZYWlYGw13zY91MPEw2hp69fzIX3wo/ekT57GoSuyMcgW45ObyiRX3FJ5yldgPFoJxRoD4Gq8bnjAdU4Q9sXQ3xo3tpp89ACI3q7myG8LbObNbbmqIAcQ029ofD7YShd4Or1CVqb1gk47tnqvSRnM7qx41n7T2l7aY8sCAOlts5KF2RolOwg1mqcWOOBmxOjCT4DbPvOO6uQN47p+LqhtVygNqeS+j7HDtQ2l9YdLtqDTIKqWlSKtboTgSCJOqx9jjt9hEzQEWYxdqMtXS/+Lk3o3cK8dIuGEWv3bIdRbaM+8JFvupwsd0RXXj9cmEtm/TJir7A8fuR+euW2PuD1RD39xHn6xHu784NcWdPAx3zichmx784sd+f5J2NejPF55TwYj6eZvBr84T3mhmmlPhjLhzuWZ9bbD9hrZqnPuN+p8w8ke6Iuio8XZi3I93/A68DD/b8wjRfOv39EbSCVE7fifFydLBPvvnvH8Ajv/m9htNTPC8kq5TRTTVj//EhdM3JJSAIrK2qV808r420ln274P8L5veCPUMcn7P4dp7UwlZXVFz7bjbUKzE8M1Xi/VEbJ2N+/w6fM+QxuK0/DlUTB0zssV16f7li+cflSeL8an3xgyQN//r3w/A/O7+TEBznz+HpFrxXzFVuNm8PHLJzF+CC/JQ3KOiZ8nXl4eaG+Cv/j//FElczzw4w+Fb6fviBp5Yt9T7mPvLdnBmbGzwUYWde/Y64PfK9feDrdSJOgoyCvinzJrPUTM/+TtT4x1x95Z4/8XfmB9fbMl59/Io0V+TDiMpHsQyDfvp3cArmNUvxMkYk6Fmw0/BQIUl0zUiuWajgjnDAy1kKqN5JDJlJPmc+YCT6PiCqD3XCExR2RRJYfEHFKWsGMsdwR7qTHlm9sjkLnzBKBdnZCfCIPjg4g68J9uSOrwVxClnwEFQUZcRmpcsLFyWcPA+TtGakO96iXJLogsjCenYygOYURNwU3qCVRF8GHhDxOYAWvZSsFGOKVhuG2xtm0TLRIuRLGkOWEi1LGW8g7JeoGyPkE00CuCTVFzjeYVhIT2QZcwhBcbWGtM1HmOKMmvLNWWDo1Q2wKBGzNBU9OMdDq6LVGQfVyRkjBzxKkNZCuZcpYhnop1CFSzaRa8HrDXSOyhRHqwr18RsaEjAOIkkjgI34/IVKZhpc38uXfpjeD22dgJbdUXeXxHZZOpPWOlD+Rq6H1AWpCfKXYismCJI9i7mLktGIqkbvfoPqMaKtx4Ypfz7goVQXcUPkXRFbUoy7IcK3o3bD1xGIDyErmjowDljLVrph/QVhQm3EbqZzRLOgp9Ini4AWGUkEUP12gFaMHR2pEJeT6Dq+Qa6SNE30AEqXMVP8zKU9onlp+/yVybVfFilE/WohQBSSvpHQFU6T+GFEK8gWSkh4+AAn/7BH5oSuaQZOSXEK+KmE8Ug9HAXXG60q1hZKFMjyQJJMYEFlI5RVEqJpQDeehu1HXgmcnvVviGH65QBH0c6DA9UGioLFkzAaSRTTQKj/GOV9m1Beojq8GRUmpo1Zfwe/xjqLUOsUza8gDw6Sb/PI3LxHm8T1uTv6njP7JefdYmKaKDT/gy4glxRPUnwT7H5EqqXxfmafM9fGB5csN/ekFyYK9T2RRztdz9Od8Q1xI4wDJ8c8vOI4t7xEb0U8n5FX5/NOF5b6wvL9jv7tx9xV8IJkhdUHThKSR9dmpf3Ge05WPwzODOKdiDBL7V5eJ8affooMjf2/U7Mz2Z0CYm+yht0S6w/j7RHqC4U9KehHUw8FxLQ/c74+U20q1Z2o988ADy/03/I/rb1movH74hI7C9A7KOvCXz08kTzwNkSIw//EVT0b+7QkZndX/iLnz6XeP1PIOfRzRnDh/PzEMzqNXTrzycrlh5xtef4PU37HaK69//sytwpeiUIT/fhfykrncH8kI6XeKa8X+smIm3K4nhEq5foRinO7/hSSP3PMc6dmGBwZNnPQjws/c0vf8ZRhQZpSZ/HIhv0ZaP8Ow4ZksH3EVZhWywBM3dC3IP3+C8mtcrELU/mOzJ9Dkf2+y6YY0bWnWdlJusvym+uzWiaa4IC2i3SImF6VF5TZHYjit2cBlIVN7vIcA0Ti0KAbYwqS70dm7jaO12Y060vi2e7M1sBthuqJiLdJj03/jY+86pQcgI/S/piNsIEJv4nXMtW3vlb0vhF4e/Y+6OKJdn94NyRF94JvOtulHTV/fIuybrWjHIcqunrOnqOq68FbrQqIGkncdoutS3d7SACAuDdLXFQqg1yMVS1/1rVGAHg2Q33ZtmUGoiMhWtyBsLq3mZZoRrZstjNLGk+xwdAs9niC87k6iOZ3ThIugEmAHac5mafnot4wd3TntPW1mAEGVglCa7j6HTpglIiwsHPeem8tgS3sINHDPnnBGcE5tPyWgbM5trAQYR0ZEpqbvBxFGTUlBU2vXul3qq/3Vx6Fhq7GONrTcdOxm7+l0KWFzE8LB46qYTkFbbkQ9jTGe8ajHgD3gm93KQe9HqTLsA8TYQ56c2Vw7PV1jAxm4D6Ap8vfpCmKozWhtbedeH3MM+aTtNW+LrrsC/I20xtv7D04/6bbIg5dnS9iwMZX+YOdP2w2HOWCPSjiAo/YXd9utNxo4AIQ9aHPfu77RANvqHkHAh+F8BZDd/2r8STp/obXVeHVft7Z1vdtm+5ptQ+92uTYeP+x/7b082gxhs71ujizZTB+yvSds5C5Rn8W915uhzVJ/f5vbI385vqv39w0Dku2Z3e7VD4QOkvXtPW/nbH/7zmO+jdj+XU6I3q3txceRtn0c9CaHIe7d9sN9W4P7tHGMVXD28084sg7fHu2TIRtk2Xe0378yD9s7thcdD4TD2zfP12HEB0buf/We43ve/tHRvvuXjXESB9ubTvvbZ4+/SJcPjrDh3tp2iHdS9s1p572JJmt9HW315toI0d/csPHnr8cqnaH0lWrrdUAMAwdm9W9cv7hHNgEqOt8Y0g6bbMiIw1p0gWELTYrPZBMYWwSBHND/Xw9eHDl4z4Osex98b9c70qKPX3cG7Yf2tvd8ZXz3lttXWhjo5mwQeDOuvZndW96ZhzdU3uEzjsFTQatuHY1w7Etn8r1PB+Z9cLB0Ye84VyHw9gJfG9Ecxt8ZVUdlyKH9wzEgsDtdunfNYn02R0LnCLb9Ld1JIc0gtOWN7Gv0daTI37gOZ+jGyzYmf0TNtPnoNN+drH1WHA7SK2/p53AYdGP3V3v5yNsOkdWHvfF27ry/YWu6U0ITHvRt28efffrj1+OhclzLbdgtOOPI9/3NvPWfLUI9FKFtQI3HH9ZkE/AO/OPrvuIHJWLjbL6/vnVhyzDnMR9CfFeP4zw4prddJP0Y8F/Sy3ZjH9CRoe4nkve5/hVXdzrVQVmzYp8UX4RajFJXSqnU4qThTnJjkMKoK5MqJ3XSAPWUWIuxrpFKIpuR3ciykhHqbUCALJGKZj7P2ODYDawq1SrqBS1E2i4ZIiXHZWEZbogp2Z5AJzhPpDmR58gfLyiqidPpxHQx3n24g8M8eyirQ8GLYFXwohTP4Wa0QIrrrZIt9rldDJ0GhpzxIVPsQvKZXIyKsLoHYpow6oyrMIwD9jDBmBhTxd2Z9E5KhutAlcxLumKpIK0tSe9wUZZT5nZx6prRGqjJIUGVSvGVFXgWUBlQvSDuFAlH4ZAqvjrPnzMlZ+bf3MmjkcaCqrV85kPb/o6ukExY1jPFnmC6osmQgfDxXldkLVSfWfzK6iOzV6oJUxnQmhjmgj4Y/JBBE75k/FeKcX2PmWVwi3erNeVGwCSM2mKxfxuAHo96HeIBNglh1eJ8bIAEKYWINkmN/4yxz5pxYvASgIZWFJS+1ypt4waCSyWiBKyWKJnpNF+zh/1A+xkbBaURCbT6tqstUOsuQCDRU45i1pJHRMEaP3QDLwoDSGpGBQvnurv3EhC4C7XxMUuEUSQ3JP2986OGsvc1Gk4nJCu2xHOao+i11DHyw2sgwqvTEOVhzBhMGCxSLZQoDIFKaX/HT7M4W7y0/tsAkpDaiyFGPZjajAOeWoLUhv4PxPPakOgtNzsLQialXri0pRmpI8iK5r5Yv4K/lQVYkDwhmpE8wHBCyhW1mUijkFvO/G6sCiOLqETQTDMGVBkiwiUFul9kCfmknmO9shLpMa6IzihPiA9oCZBMXZVqCc0rqiFD9PQHxp3EiviCEwAP02CFOK2ouQd4SMBShqRI7ofiGs54y7FHzGJ/kEFH3O6YLUgaEBL06CC8OQkMX5q8YBKGJC8II3AGCi7PoELKYeAKumxxHdKlK20ilBz2Zmwgd8NqxfKAaRT7TF0Z9hKGJhGQltbCnWoecz1EKtFQLwRZov6GSMxBrRkiJgBhiHETtR7E1jBCdHGuy+GygpeIIDPoqXh7xKMmaTVfvoHOEGqKGjn24vjVySeYTsIgJ5I8IHmJAtxGOD5XwWrg7NecqSJINSRJ1A0yIa9KMkfzgiAMOWTTMq+YwWrBi3xWrCTma+Z+d/jhBu9X7C7YmqgrUK2VSMrh0FygDJXrMHPywsWX4E3iiD3Aa0FOAhdHBsOv9xYtNoIJtQpUidoXE4w4qbS5NGe9jRQdsfqK+R11orZFGbkvJ4pdWcZXhtHJ2bEKa4n6STZm3Co2O6ihOuDJsHLHqdzPTxQfOGdlAHRMpEuO9Elm6MMCjzeYC8wp4qjvhdVgMWFdlft94FyUi+XQf86xkhG8KKw1hRO7rlAqg2XQiSILJkaWREojGSf7ylWMOQnJjWwrUit6dywZdTBgDd5ABi4IMLCitmK3G778Ot72S0R6l5sPwnIXJg9Rxrt42XWkfk9/zNn10p3+3Xu0MRxzwwcoqJ2T7LrvrnL2s/BwCTjW7AXNYHns1xvdpnej6TFd2Ze3+qZwAErRdD+VTQb3rY2jDsRble/rfnrjY9iGFj/OvTR5rOsWfT66BrxZ1N7oToduHP7YYhrlUGh60/q2Fg8Bz4fPCB2wGw+POt4+l/u08NUwv/WSrncCQncGtfnfDOcx7o20jv0QvY38AAEAAElEQVRpdqawHUvIDHHaIQimia43/qKPh6F0QOFGr0S0bMQuH1ai67c9KmIDxvlOp/1HOw9lS4sV6YkiTXZvK5zj4j16ML3pHp3+RTewWQfNNRTbvhBvbHd9frrRPO1Ow8Pe3YDIEqDNbpuI2dD2vk4HqbXcJlzK275uJqO3fEJ6Jgnv0U/NJiNKL3YW6bBqgFW3YTRw6iEspdvk9BeL+W1XRHXsNlk2+u57ps0lzebR7X193G9G/LVifbz8zU/56u839x34Wvw4Wo3j6f75X29j79HXv230c/j8ONJ9Wxxp95c86+BxPrTx1b3br0de8Zan9m+7XWJnj+2eIw/bmOzhPDk2/69eOx/7xbWNpc2CHI6or/fO8THYaOHfuv4XClN7k1Vl62djf41gu4e6M0YOxujYXP2IhX0DH5dpj3zoCPIDYQqByocwvHaUMP1A7n3cCXkrrEo7r4NHEEa6o1XeD9EGsHnUDwePb+3vA1D2Eo1Ay03ubIXam3f9bYHYfT62VCjeD8K3DLrb3DsjTM07s2XDYZdlaAdM99R1L3CPUtjk+qPdXPb7NiNxQ07Hmnahoy8AOz+Qff77WN44H3ynlaOw8K9e26Td27yvjYkLAa9egvnLGadFHdALBHa0hRPe+RZBIJG/8c0GlY44kUOo3n3vhycC1d4N83UXSHwIFJ4oaG6RC70I0tLuz+392ylL95pH+5kjsqMX/4vIiI7IJsbW8v/G2BLS+uSb8TqcM745Z3zrZwy3HQtbmqcjh2rebYSIsW6vdvA60KrBtfkvuJfYN31uRAlnxhJzztNGH0Gcc2t7bNPQD+M+xj4/Ha3RUj75TrPbhrHDOrb94+SGCFakV8K00jb56V+jsr9+eTNEUdtatj3UPaH07jhuRjdMe9/UIi3iKIw9Dq1WBG3uiXj2be552wa+87NuRNh23b5m3mm9PbtFNrRb+nYLZP/e9wij1Qbi2Q+xngppcyy3/K59n/TINpzIjSogSelFTXcBDbrjrDsftPMN7TSpbaSRyqGf+7suJgFU7qiuYJEBCrFeKLRNTWqHc9NEtPY+N9SN9oZ7iGwvXKrtnOpO4J3Hy9FT2g+31m9oqSl2IFmgaJox79dcZok/fv6PrJKoT4Jlx/wZ/M7nOXO1D5wUxjSTkqBJuV6UP/0wcE2ZKQnXWvj//OWFWyl8Od0ZHjLv/8MDU06k6YyZ8fnLDKXwbrmRV+fxp5GaEv9D4T4Vcgswexz+zGV4JruSVuH5y8KX5wpjQSZwCnar3K4Lz59u5Hxh+v4feNSFd/JHGA1b4Qb805DIK/wfLzAtTl1XisF6nqinxLXO1Ltjfwljw/zkDGf48mXl+rpS3hfK7288/nHl6eeF8z3x8PLE7b3y6R8y+Usl/bcFZGDWjNvM7z/+E4ZzP32grhn/F6jVWOxGGVf++LlwLTBNwsM48PdX5Yeb8v4FHm53Pv4m8cf/+MhSP7GUV+SeSNdM9hNZ3lNr4ct6Q4cL7z78htUmOF2pCI9yJ1Xjcf2PqMDf+5lFlc/T7/iLVCadSJ6xP8yU5y/8C/AHPfHuZeXxWvD5E5P8mVpfWYszW+JmF1608HH6H3h5wetnfBmw//kdReDn+sdfZxIWR3PwYltiP6RFSSWKmEbyFqHKiCYlJ6XgXD1SMOkc6Py15f41JHSwuUbKpSGUpFNTIs0Fd2O1GfeV3CKJ/OawGn4fYR2jAERVTJwiN4IHBhpT04hNEzVdyGklza+glZJfcbtT5oXuCAOjWAJXkgSKWs6CJMi3CV2E+rhgeaZIimiH1dGrwToit6EVSB6RWmGtgQofor/DNYqtL0MUt5WHMPQ/siKi2JggJaScCaepIFR0mhGcWhwrGfMFfEXmkF9NMy6ZOD/veE8XVASZhUibkxExhjrHmbK0PNc64ychnQdImWIR/We3CgVqUaoBuiLDHeeMpQfEEtlT02mdnIVRjarGXCMdjLrhBoUZxxDL23nzbZdSxu/i/NAh5mhJ+Loi9xOyZlZWSJViRjWDrJCnMAKTECtYnSNe9A41FRhvkAWfpkDY3z8HSp1TGK+HESTD8gh1oDADlaoV1zs2JWTIiE2wjGBKsoTYgpc53j9NgGNrBQoiBc9gTwMimZybocSu4AvKp5AZ7HvwkdJSG6WWr1nkiaTv0OJQHMsDnhTXVzi94DmhOmxRZqIJkYrpSL2cQ0eRlmJjbpGl50hnhY/4opQygSVEX5B0QwVUTiwyUCQhekXTFdFM8kyuT+TyAbfEWkdsqtSnWyTgyAo1QRnwteIvIQ+JVHxw7BLjY3xBspP0B4SGWLZK0nukHJIbEGnkzCthhb/jSBSNtxXWEtrT2GStjjyz8W+qChtrExhyDSX5Hk7v+vlHSjmRHc5nmKeVdbxS/pOzfADJJ/KnkeUloR+/UGyFy8C4FH78p1dyTpweT5CE9b1SET4vghVHv2TEjNP5ZzQnPvIPrDZyy4k6Gh/0wgXjvirrTahyx+SOv2Ts/sBZKg8/vvB6ekKf/oFUrpTbn7lNhX/+biGtwtNDIYvwsBhpdXIJx8j4qsiauNeJogkbHT/B8Pc30g8vfHzOvN5+RG+gXwS9DMjlHXeMRSvp5RPp51f0/MD44XcM90L+9Ixq5TeXf0J94FR+RN0ZP3zB1bms76iWKP4OE+f9QKR9uhnyAh9fTlzn9/zehe9QuBuP6YboM3r570yiXOSELLDOoK5MQ0a0oP4HLCnXhzMFYVmUWgUb76G3XT6gGax+Qv2FevWIiDotkJXvlxOX8o98vvzA8viBy/qRcRVcTqxDRuSG6BcqmVkfMRvIy5mkhSLPYLBOv/l3ZHBtyNRNnK/NCtD1M3abA12ubHpxt5N0u0APZe66fNOTw5FJk2eb3WQTT33X2Vukg3dhuqsNTYcKO1Jzlmx2Fmn6zaGTRzm+8/qGYO+NareleDMIH/SieEyQLUIzcol1UFM0I/ucbLYE2dTdQ5KL9ssRidv1VNtujGeOetLuzKZbJmR/b0+BsTlFtgCYPmGH9HibzcMO7+gKS1vvDfTaazburUXtyj7aqJMY3Thai77x0qaHdu/zITNC0McOXnSLNEiuOeaiRo3WSkY8NQCJt6gWwS2HrpbD5uIeaVG3vnrMpeZYGK0xgW4a4AalOc4FaXaBGGuzOUirESm+0ZXIhIvjpxJTUS50xxV0a4vjnhFXeipF84RXh6QRrRuKazPbOdAiRJCm/ynS6otu6am0Rbl0S2SvX5H63mirVlu6wZ55QwpORK3qZsVUxAtuX3AS5kM83yIWuh7b9cpe1xXRttWCljf9voEXnaHVhdIWyWBQKy4rLnOkdZQO8OzOur4HogafiQUv+tvpR/7K1VJEvTEme9iC2q/NYtG+azpyT1f1Bmn4pgV6dojdhtptlH23yFcP7g1shnCa3eIroHEHAR/txW9sIJuZosuyDeC4/S1f8bTuGGh2BHT7RDjwkcNYe32G/t5jRp7eib5SO6fb3yuHtjYj6tGmBs321Q0hjX4Oa9XbeGtD+ytQ/sPX3pdtY8K29TOcs/3Zxle3s0JaF/v7vy3y5n8pHVPr1uE9nWBpnelol33x3h4ER2Qwm6FH3PGj8alNfpu/zSi+QV/9bQ96U/sxt3+7VybfB+L7r+xohkMjsWMOKN2vJ6OxAJGDt3/7anciHd65fXTcTL4t9WGODxvv8K5ukO9hOnbo3xHPcCT6Tr+/3NLt+8O8bI7U9uBGwxKE33OXdGdMY62H3n/9ImknhP9iXH/96mFRDaXffkoLNQshoqVEkkQU32kCRy8GvPVnaO/tnx3CUPH23IYvwVs7ezGm7iiAg7RCl1iFnZHt/1ph4rbSYWDoL7VDO8qxfkLIRkIPc3WpW3tbKqTDXIewm9/S/baO7Z6emkiOlPD1b/3qFNP66IRg5S1scmPSlZbcgs1BIxBRCZko/gRRBLu3d+hTR2ts83WcQ7Y2dwTKxn2RN7/LNs8bWmBLW1Xbs/lbeOF+eV+z+vajw8/uJNj68pVhZmMV8jayK/iBb6TwdkdyuAvwLcBt/6YbzPth2Nrag6v6IfbVgdd5X5urN2ipzl+PfEoIAcdkdxxsYYKd08vuWO2C+hY1tb+LtzJLNN9e5oeQ8DfT4G/XNsjYI6R3Q0wdBIxGUtC2l0v3JbErWbVPa4zAj4JOb+hwFh3JLg4qOlN0kWZs6eTSeM03hXntl7nyen/PzEi63AKpSUFZWMvIykAaFoa04hJowXVQykVYUBJKqc7rsrKysuY7+TRy+v6BMYWgVNfKrFEoLdWFwSBfz9Q0woNTslHESQ4pX5nkzlhOZBt4WStz9UhNd2nzvyxc5ys/3z9zechcLk9M8sw7u2LJeFkTJsoLgZCUxckLURdBlHkQyqDM2tyWNyHPwCjYKNxq5RWjfDDqZY3ohrUy3BPn1wl/EtJTQldFvOKeKChqxsP8iSownx6ppvgNbKnUa6HWwutS8Sp8jzCq8rgMXGpieoH8ulJ+A69PI/NdmK8rJ4fzmprAPGFFuc8LIwPD6YJ6ZmAhmaBlJRkM9QMqwmMyFuDPeuGaIA3Brd0LrDOv1Vkso9XIVsk2k3lGvISBxYRaE0UL9+EV5RV0iXP0NTBwd3+lvDmT/vbVne49cktrhH2rh4oail1C1EjNCVFwsjkJw8WoWnAUk3AUS3N0uhJFnRsPWDxqkDgV94KTQcKIh3kYOU3BNJRmmTEpURi1RAHFyHcz4EOk3JFyh9T6UAu2RM5c01OIGbpHDkbkQ/t3jSLC1WdMC9UjSiBVi/Q3TuQZHxTGBGWBZUWyx16vBHBbuhgv/Q9GcVSMNSU8SUP2t4gDb9EPUqlzxteEs+JS0RqoYYYLDB1MES+KkOuErAOeBFIGKsnXAIWsQ/D/YQ3bx1lj7dZwDHkDhnh1zEG1huUgKc60gYi0RYSowtDTbTq4N0S1W3OJNGPHrwn1EnCdcFWqRNFGrw5eoSSoCVOL9QCKN/VOA/QQkRgWRYe91Q0ZVtI045ognYKhSwM50FJHpDAGOSPOEAZwwDUKXpIy5BHWASwKO6obm4XPcxjLLeoDCDUMCqpYK3CvTc60UiLyhVuTfwo9RZoT55HiiJ4QGcBm8FjfKP7pUcicIYpuW8QnxP6MdF02REFP9IyY40uk3WJoTomSwBJ1nRBL6PQFdEE1imd3sIp7oacTFU+ITWghDL4lRQo2KbHPNPam+hCGplUDWSUOyfZzVCP1hiaLMi7JI5WiLojMOHGmea1EakzDtaJJkRrGG7EWyZFqODaDUR2AQd9yRZRKgD8kap+sZ2x+QvOdnFfWoeLjir0T6iTU14y9KFUra5qx7DAm8lwZXws6OOOlYlkpU0TH3EuLVlqUVA19uKNJuBHp+0qrd5MkM7ZoBSuK5yVkl6L4dSCfEw+Pgl0mXh8/wJKw+oXlpHx+V0mr4LNzrs6H6gw42ZRkyuOsyKoYCTRTNeY9Pb6ilzurPXL1E+NrIb8aeRhIohh3FrkxrHfS50+IZ/L7B1KZkZcbeVzJj8+Ij+TlXTj0TiuukGvMa5EJ1BnFGbRAKfhszMuZL+vIOzIPKKwDwypwWvDhM4kHsk8RI1NhRHhSjRik4RVLyjpGFEZlxMwpHpwnD6eIOPIZ6g1fh5jTYQ0cV02k9Ql4pA4PuN9QG7EpUbWdbT7jKMUH8HD2CY7VMC7X4XIwSn0ryR1kee9y+dfwyrc6+a5Qyy9J+5DFYNeEfGunP/BWn3E6Et07mNFl0w3COBl92HL//5Uoi4Ph5nAdxvGVYSNSIW3JedjhiU1u15YG7jhHAF/bYPrHh8+65L+lWjrofEfT3aaj9vubXPP2mcNYDxEiR93ouOre9JLNTnFUqrve0b4L29S+3iI7v+o6t28AqNZAs4fJX5uEv3FFFEHvUjcDhoF/I0MhZERvKXlkl1NCr40+aqOb6EeTwzq6Hqg+xFna9MluF2nBEzEl1iJikeZs6IDh1PoUdTe3epvbzw7QiBRS1s4TKUPro299cayF1MvWvn9te9rsjF1189ANGk30PUFfmVboujtXotVmDt09fPQ3uPe5kuiP1BgjRjD1AGGGjDviLX01Ut/0Ddtpp8srbcL2vgFbBgVtKbJ7t2unt1aIvNuJWlu7VSQcP77RyKbE/gpq22dg7/NBY+5ruRnXD/zEu0Iu/8Zr+71f8Qfvj3zNH3v7x7H8tbEdLJHibz77+tVv1vnoFJCvOrS92w6fNk7X6GVPRb23vVkU3jiA+n1+bIXdASG7ybzPgUC3l78x+r9p7/iKv8bL/8r4/eu/v17L7vzV7S3S+d7Xjf9igr86X/6V69/lhHCIEHgO55b3DrY/vg6DOSyC9kXr3e2FGdrB6UcHisN+DAeTs4O17Hg2BN/a/TSi4bnBu1LFlgZRGjJAOwNom17sMHmyv0C6V0cb4WxMvf+Q5m3qPrL9+qt/bcJBZ+BsBOgth8l+qEjj2zGIY2qezcjX6a3NrfFLYUo4REBsG3X/LkLdvl636Jhw/K7zc8M6MgN/U1bDt2cP5v2NkX3DJT2lTvRFmHorbT0HIMX6bvU7miG8FePpdLhvoHZoHMbnCGKR/7ive3fsbFEnRBj6xjC2pY8czdHXfNhyO63LZoRvAqHE6nQDeTjTdkREhJ43NuCwOQOkH9jdCNDHZ8Da6GCgO4bi4AuFb/cB9vf0GhBtx2pzpqjTi2J6j/oQC8OFaRCPxrgj334YpIIcGyP1oU3jPWjRdmRGrH5PQ9W64PuxGY23PrY13Nre+t73puGtAJP4GW+oC1pocfeMB4L+1wl7e+nNnR5ixiXq2XhTdMVbbtEYTKRebe+ytic6M9M24R6d2uqnsAWLbnxkO4JbXkdvApT4jrgXJ4p5OW2dZcv96hGzvYVBb/PW+YrS+EQX7PpQY4670ySKp8ayy3YItjVK+x4J5tUcYa1YONaco3o4E4AWetYcBI7bzjf7YR7zpW3adgWqF8pVrPFN33iK9FAJnO7cUo/UEdb2nlpfp9T6qvvtfZo6+TV6jIiuJnR2gqIZrNrYhTAu76zt2+lNHNIMYsbz8hOWrvxvOvJh+MCU72RdeHmp3O6w/CYzDyfKOLGez2jJ6DqS/cb39SOLVEZ55TEL/1gfsFX4+XVhqZXF7rg7f379nnHN/EO6MCZl9BtpnPmyGG7K09PA5ZIp5YTbiN+Nh8Wow0gtE/W6Ur/MMIykHwaGszC9CzTip/E3jHPl+/++8lSEVDNORfOVVZz8ISGSeV4ya8m8OzlpKlyGKEh5ymeGkmF6ZRru/KUYHz8VptsZ9wfWR8XeK/Uh8TCP1OHOP/3ngqwwfFnJrhT5BxCl+g8Uh88//IlKYfr9d5xOibUUXqpxf86kPxV+/E55fCdch4VP74TlOjP9v2aSwpg+kCyjMvBlnPh0Kgy3wvlaSbPy8vEDmo08vgBOWZxK5tNlQFKmp1j5+5+uUWNgvONamU5P+O8nPj9krpMy/vMF+dN77qOyDis+Fk4PiYvc+Y3+/7hcTnz/3Tvm28inP/xAHoyH7z6RtPJbmbFf6YTwmuhKoyaHHAj6mSvGStJERpFaqWtFfCIzoRYGTDzQ0SKOao09XBLVlPI6oQrnXBEp1OEVV2MyRzUzeUhzNxWKKpqjbpCfp0hv4zOJK+oVpVLXkXI7I34nWY2IhIco0rzep3h3R4jKGvxq6vs9zhpfM15aUeWxUm3A7wkdBBLkaUEfC14Nq0SU2gk8z5heI2XyRcJ4OAa7e1QPlOHtIT6YxuD/tzsuFdOIHPA5kOnjeQwEoY1haB7vkBeGu5AXQVNLl6aZrKeICGENI3iuOCnq87gxeYAvypCBhKV3cSTOMyJ3ZE1IzSQyKYPKHZcr61opc8JzwdMrPmrkNV4EuSmWEz4+4gpTEmwV1hnASGkJ/j+f+GYZbuNxBcwRvcWZWDRSyFRFTSO3u0TahSRCKiupruEsyYqpUvRCojByi3Rxr+8DlaUTpk6ZwlhZtSJimxyVZUAYkXxFdcVEcRKij4g/ILo2Q37C5dL4fiAIfZnj3DXFjECKJpq8WSIfN0JE4w6shHOLswELaueIHLk+RbRPWlEpqFZUDAgHSJwpIyKJpAOqkV7Hyki9TeHYsyWmPbW833lpZ3QrxJ3irJMcspNgqBn4FcOQooGiz46nS/cj4OudZfkXXDM2DaBKuk+IKUuJmip6BteE5XegxiBrk4ECaOIlY7WC31G/4+UJ6kQZ7tQ0R2SRPEJZoURtj6JgJHxMiA2oZlwHPD+AF1L9DF4pdv3209Shrituhn4/kge4X/7MMvxMNcEN7vnKS1oYr877vwRC1CQxPwn3H5ThS2L6wxSRA/+nUlZ4/pioJXHzMeSxpKRUmdINScqX73+knAdeFmctNx7mV8Za4OOZ5fNIyjMPeWV8lxge3vHT5Pwl/4Qno+b3FBkQv2Gzs378jmku/O+XG4oyZEijoxew6tSfVsqqPPsTngaGHx3Rlfm2Uv5Y8XMhD8IpFb47zfDbGX5YoEywjlzOxtNF0GFA0wM2CDZ/pKbK7fcrbmAvZ5KMXMYRFcX4HWbOyxKy1PmyktRZF2N2Z10L1Zx3r3e+fxX0MvM6rWh9Jt2N9f3E+ndnluuJL18mhEJa71gSXkbBtFDOGTfHXl+oMlBOD4gp31cjUajDAqMxWo4i9suEzopfbnha+flJ+QvKx5//xPM//QnOFTkb42Vl+kEoHzPzv/wO+VB5+A83vKzYs8BqlNeRwZXfvh9b4fZvJ7it+OymwHc9putZEZXXPw/9oFtwd7l8V8tbhDOyyavxeeM7EE7RzeCxaYvRBe38if0fh4wNpqD+xtkSumM3GLbPZZdv2WTr3naX05tO14BWGwpZOhjnqBsefnqbuy1TQp+vNr6udzWdetOJmh3nWPvvWDMvmu1G9T74XlA5b2p4F/qPK300QMrWJ9jAca3dLRq+rbs0/Wy3ZrV1d8E3kGIHQfW5i1oX1Ld9+JZLrGcpSBGlsI2vzakH2NF7RgSs2dd20N8WJdLsBC5xZnpuTgfObS1jTTZHRstljwX/F0uIS+zHZl/Y9KrUouhp4LcNra/b/IpK1OZqUUPObsjyZkwSa9qxRIRbRGc4klZUaisZKi3SsBndu8OiOQciRRQxlg3mDTCGvVGWOO+tyTh9D2j0GJUNsBG6YSZymOaYf+9AudT2i0aEhBgBvhHEu87pbR76gpaYj/5BjTa2uoRvbDaGiWKpg1TPCEOLOrEG6Au7iGMBKBJFbYx3/loH6/FqtrxdxXWwpn83B5j0z/0rpVo7D/n6JD/cc3REyG7w/vrervPL4bP4b+dbcqBvOXze91q34/Xbu12it7Ubn33jm50fwZZlpVt55S3oc7+6qV7akh/B7gfe3/t0sK1uLGab1SPNdn6324yCRtttfd681+EpbZ93B0YfT7P1yHEm9xmVw6v7/O2z3uej2YAOkRIcfsr+wn/z+ndHQrzptLAfUp1Z96505hhfoW8I6DjBfZJkS7PUG99tiAfjoLBFDvQF2v4+DFxUtvyY2+v4erq+muttOLITqTWy6gd/SzB+RKD39oRj+4e/vJ/Rsne7I4iJEMd4dzMWtnGZdG9ze8ubw5w38gxyIMR200ZLRybSV+HrKJStaT8sbpvvo4fYNyz25pw4BJP9os0eWvp2Pf/1awuZawQunts4ghlDLx7URrcRW2Pc3ePUvdZHxP5XW24rcL2H9/SAmNbjfhDotvEi/VT/vKUOag6Dnf3AttnpAlRv9diHPoadVjaq2EIucxjZ+xi8sEdUVKJYc9raDt9lcw/1wtve+9KiK7b5OzXCLA1d0RjMtmZNaNuQNf3Q6I4IabxZ6UXIaIrqln9x2yBvnUA70X61c9wOc9jmsTs3RXFqO3AzW7qsHv7rgVbYxtkKnH379dYJse/R1rw70sb9loE0wfqwvPv2Ou6z42Md2XHwQMu+Dze6dtlWdjvwXN4y+nbQh6AlhwPG2xL+gtuxRfH0tW797ygCkeZUbYfYxgKaTGHbq1uYXkdhNYSM9wfsOKfE2omHA2Jr+MCfpCELOg/qW3nDSTaa5OA8fBM9tUdhbE6J9gY7rGawjz73+9r5dnAH+tObc0XcD3PeecHOhr7x3H1zaXG0GEt9ZbVnHvS3/JjPPKSFUSv/PBv3L876pJQ6cB8u3C7vmJaBCyMJ4cE+MYhhsvColQ82Mq/CH18Ls0UxW3N4WS6My4TKiTFBPr2irNyLsyIsQ8LOmbUOVBtBKqM4qzzg9oDNV3guyHslPWTSWchTgVG4PT4hnwvnn65cFlBRaoL5nVMHJ50DHWd3xRZlenKmwRhR8iKM68BgJ0wW0jDzU3Xu10JZM84jdTLqu4KkxFQy15T49IMhr5XzT5XRlGH4gGrC5AmTwvWhUNLC9+9+ZDidKCwUM14/F3g23n9npJOzZONLccqfZoa/3ElnJV/OkKI2xS1nPp4r51L50Q1Kwm8nhnHhw+kZdcNqIGVXCXRqpGKpfP9qjMvK83hlSSvyLiMnWM5gw0AqE3y5sJ6vXC8D4yBME5zSwsPwhenxHZfvn/CXTPl0QU8z+rtnci6ILL+e4KwLvYFQ8xQphFZxVlk54wyueGk56lHUp8ZPysYmWpGGcDi6YjVR5kxSMO5IqrjcQIysA8mULIFoNxGKKENqcs+U8HGM6AFf0VpItWCr4qsjXlBbQ2nVAa+JukaaQdemwkoo6Jq0+bNjz3qNdDsmUdDZLIFnJBmaHM1GmmbKnPG6hJCaBZeC+YJMip5yRBRIJDwcxZEilFvUYfBzSytwn8OYNi24GKUMgdKdEuqC+Ih4Bi1IriSUbGFQcGAQZUyZVQp3LS3dn+Pm1NryLXsN3qihkLmeg+2Wj0BBlgtYQlVRhSQvIHfqkpBVA1SQHcsaxbhLimVVBZ1QNbLWyJBVBBUn6QqkNne/Qpl1iCKNhvgSDgLLSFXUetHkLjvG/9SMZCtuUYPD8sQ6nXEguwf91ikiJcZIUVVzJEP1DhJSGtAokSS1gJowqMRbRoRzGD10jWgbTeALjrY6G1H0Gg+UqK0p+L8FKAQL5wkaqZ+qnDHWqC2ihpYc/eSM1wnhuUUnWCv8rJj3dEOJhEZftUYUgWV8nXAtiFyb/pkDpDW1PNAeRVuDDkBSHMoCqDlVVlxWZFV0EUQmSGMYbaphdaXWG64nGN4hIugadUBKy9MfWSoET2eQMAoLjteMu1BqQ7vap1jjdYIaid3MVzyNmI5oFaSGzGA4aEJSbrUnJIoaDI+Izah/wT1qAfgvjBf/BmurkRJVHhy9OOv4gqeKzCNSMmtamLVymivnL4VySqznRD1l1g8Kd+X0MiIPivyDU1+d14/Oaom7RTqxk4TjNCsgwu3hkeUyMr9WTCJq8SQrcj1RijC9r+Rh4XE6c3k881zurMsV8RPOOWQsW/BVqNcLJwq/uWs4iBNYdtaz48WpXrEKXxioOvLd48wwGOW2sNwLWQ1RGNRIQ6GeFmqasc+KfU6M6jycBJeM+4S5UMory+Dc3hk2C/XLRNaB6ZzCOWUPmDnz+oJTeMIYxHhejbU691qpZvx+Kby7rbxMr1zlxlhnhtXxrJR3I8UGlufM5JUHq3iCexI8VXxI+FKx+Y4r2CWRJHPxgQFhTjOejaSRCk3rgC8KfgOpfJrgNTvXf74x/8ud8fuJUSfyQ2V4WLHPE/Xlgfx0Y3p/xVZnrSt2h/oc6Wmezonhr4D3/k32dqDNDcW6RbB3lHTojrFhu8E4ENhwlMu3loKHbUDP/v2uO4XceUDaclCBm9y92x7agW3Qjaz7M/7m5x4T0Pr5Ri876K7NsbL3IMa2o5ebEN171oXko+zcojF2ub3peN3e4H2uOOg1BM+W/b5d7+/69XEe21gI8FMg0W3Tr/fohDan3nWJr/TTTedon7VURrth19isQQ2h3nW6DVy3LfOuE/9KyY1u2/AGbtsjFXbEMpbjDCPRiyjHMNrZuPWr2RaktilqkY42tu+XmJdNF93tK249e4Tu89acRKG/xrzoQUHajarxvYigLUQ+Ukc1Ge5gEwnwrzWnhFOavICsEdGr2kwCrV4Zzdjufd6bo8YdaPYNb+e3RoYMl0Sk1IqzZou+k3AwBQhPDiTdQ+yVyDLRgXJNrhbdo1Sk8QA/0urx5yHVDc0B0mtS4E1bNbbaSQyYZBRFpNs+BiIyImqBhVH4oLPS62scXvstpLbd/laX7vaKWIfO1/ztv4OdYNunduBFHG1k3YjQ9tfBWbL7JuTtzMm+d/d6GbutUz1oeednX/OFr52Q7T9Hm/JhvfZ3d2W/8TuB7vh4G6FwsIb26XgD8D5YyaWDQY+8+BiR4Nszb3nogUX3fdb5Z7dHHoa9c7U9Lm/rU39F/0YO4z3c/2YOmw55pJSvb/mW63+hJsRX/dn6vk/kwbYUVwdxHxann8u7IYid1/tOAH1BtjAQ38cYYcYdb+3blDnNSNY8cz1aA2QPCfCtEd7s0s1R0ExXsrdLi9joRreehmmb824c+8rLdDRgg7Q86TvSuhdgE/lq3tre0OZx3XDzHZXdhGFvk7KBFaDRoX89rHDKbH3tc8BeR/fY8Tbz0h0PGyqin22+5XwPu2wn3Fb0quq+b/HDXP/r12Zo3Jh3Q6f1yAIJ5X+nJYfNuH4krL4xD5tFetqDsg/TQWSO21shR9m80N1QmxtTC0eI0CIo2gG3GWVIiIxvJtXbu4IGKvjS/or7drR+Z+oNMY43oSZvh1PM7sDmZNnCexryRgaEgntP5bSyM7tGx4fDaTtgtuiRsfWjob81+rDzKKEb/IXKFrrkGug4CmKtrsaWF7Sv05ERt3UOYm7v7g6h2ua/sIcdHnJtiuyG71ZYG39tfYtCW35wgPyKs3fr2+6Sto3Hs4VWRjoEsQOqwYnClBxdj41zHWrOhH+61zVon/e977G/3jr0bHPAvz2Q20FYG9dza0aVuNG1oQF6uq9e0Er9jTO0ERo9TDf6tXv42wcx596fCwSIwg44kBb15OB5j3CAfek6D7RgzK1WdvfIS+Pl7dmuk2z/+sEX8yWqYIFU7Tw9dnoX4oK+9Ch0O5uALF3x0E7/B3TY5iyswfsaXXY5KvYP6IasidPHvkI1/K0rYfwjz4jDcquYKZfHgfJhQvnA5I88Dq+sH2bmUpn/5zPD9yundCfNT+Tr9zzkynfjwkpi4res5cz/s1aG1fjh/spM4WN6oGTh8beZbMJ9XXB3Us6cOKGjYmLYlwufXybqhyv28AWWTjsGCqfTjQ/vZt6PKx/WAl5Y64JMhvjMci/8MV3JgzLxyCDKVCLdSbJKkZlP/hkTpc4jcxk53xLTqnyelNvgPCpcivDb9czoT2QGXr+b0VMlPawkh8GfOV2F3//xiVoL9/wxiEze4Ql0+iNJFt7PL3g1vr/dySv89NPKOjvfPz5wej9S3yl/GoS/LIUvc2Wq7znzHfn2meH2ievjief3mem28N31Brnw8o8zg408LGfyeMYf/hPuK0n+hJiR02cgUxlAhZcxIXoKlr8Ubg+JQmXShUsu6HeCLCvUgtZAzvuq+DDB0xM3Ljz/5QTXhYeXK/JqvLye8RHW72VPO/aNl2rU86m5lyIsUI1cBK0jufOZKoHMUqIQMDM1XVFTkkcB2MKI54Q/DmAwrgXRig/3SA9SHxAUqRlMmC3qGg2eI9pCKkhhWYSyFDRlRD8gQ0XOFXUYbxVJAqMCA3Y/A86QKoazNARYHgWRSvEZ3NExcun6a8ZrZjkBuZKrRXqOqmCKygk5RaTBqldURtIcqXN8uATi69kQc4Z6jyKwj45XhXvkTa6ccHPcXnAqOpyQ5KT1BGTSUvHiyLCQTgvJF1KtoEIdmo91hZqUMoz4MpFeBadgcmtS3wqmzPMHJCnpnaAJqkUNibp6pPKpN8SEhRHRMJaqKipOPoAA1GpD/50jVRAzXmZKcubkaMqcHgVM8RKcO+WZX1cToqX4osYAqe1ITxSJlEeiUXBUpgTThPsQDk+5x9hdyMuAimFZESrZP8V+Xx5wFPEJEWcYQMTw+hoS6FCxQcjDBzQ9IbdndJnR4c8IP8N4RoYTZoJVhyLYqogPSD1FmqY6I2JkWWjibBwB9QYMoI+IDOT0u5DjlgXHwu/uC3r6EmNLgCZWA7OEy4pzJ5WotyI+gY+4R10TrwXkc/DflHF1bFgQcZKEA846sETDqIPe4uy8n6BM+PAFkxs6FlKuUXOCh0B/6ooMEgXgRbC6IrqSxlcineZ7RKJOhWvsrRj3Q8uGGhEuuZ3ddTxjqaWNqgueMioXvEV7aGxTsq+Ir2GEKuGYwy5hENdnlBmRG1Fw/DvkGxmc4FxK8LLVEisj6TyjU0HThCyZxzVxujmDfCQ/vSDvntAPTyzrhfW/PlGuKy+nG7I4+n8lTBP8OJGLM3254wYrA8Uck3MUkZ4TKsKPn+/kuTCtQpIJeTIkLchiyGfl5/XKHz6/4Cb8zpUrX/giP3O+Tjx9fGBanffZwyn+Dlgd/0Ol+MrHL8+4CdPtA1ozyisiV54vAz4JVcBX51oW7i+FdBN0TtT0QNVHTCr2VJizwjIiN4fngk6Q3hXGcuL8395japTpjiXjWT6jNnC6/QapysVXRFbS8wBJmN5l8kmYPn3B7gtzmvnLpTIMlYsmTjIwAY8/T5id+FITP5XQUerjB5a68PL6TBLjnAEf0PERz8o4vSAOt0vhbs5tGahlJL8O6Ko8TJVLrug8ID8llsmo2ZmWE4wZGz+wTt9R/Avl+olBEz/+RjAdKP/9XdQhmT+RSmKqZ8YKXNddt/3Ga0vv3AxYG3LWg/NJ1yVjt3IQZtn00fb4JvA3IJBvCjZNpjwa1Pzwe0Q2+uaUaAaDphNsNpldQafXvHwrqjpbxO9mEEub3r4NbQP+ecOUfSXzdh1RQzf+helLjj8aWpduq5E9G8UGCmwCiXVtqoOwQlfajS8xR95R/5tDoVtNLOTYbcK7nC/semlH+H6l+7WX77yoR7X0edn/3v5tbR+MHX6wt+iOuv72K+ZTt8iGjpjfa4HE+iyo9wwO3UDbRtYibbyBrNROTUeEqNG3Nj1vBgzJJc78khEXzHuNyEZtySA1HbU7/xGQTKSKDn1OtJDlFuvqw7536HqkY7nVX+iAy8rWf296oqhDGcGHsBNIRYk6GwE4DpoQtTbfhyh2ackLMODWTA99n+ZGR2EE065XNl3QOy16jOuoh7s0p1p3cKRGLzJEH+rS6K0DQ9tebnYV5YSQkJZ6KfxtvtOU7ZE1KoZKi8IQJ+BjFaWEHdS67Yn9nZ3Efx1724Cob7PV7HuuR9Rs2+WAiN7m5kC7+z7dv9m+/0pv3rfN4T7p7Eg2oPCW6svbQ28cXu3JNw+3fXJou9tr3+z9Q5d252bnmcd6mc1esd3b9sVxTjo/B7pjWjpouINcpc9L9Gtzhrmw25OlrXlvq++ezTDRlqlPTopPjpFs27lz4E3NJrtHTIQD7Og43J/zN+uz8/HjavV3/e3rf8EJ8eYkiU1/ZKje5uzgHdocEC5vH916/1UDe9Pxydev3MioH1i2IxPaeux/7o28pXVpEURfofh7n7fu22H+NzKh58QPdn7wGAlsRt9mFO/haZ1eO8J4M1l2mmYPn/Q2PwJRaLF9b8CbUND2w9q7VWipYw5z16ZpQx/3LsLunD/QWRhy97XaltPfrsWGRe6OiK+YR8/Gs2VY+iZkU2cO0jZwR/x3T3l3APTB9e8Pa9TRGo2RRp7HTJD918JgMPMYSa8BUWMzitMP8yis1GsF9EN2IQoX9siEjEjeDhK6Er6NqOItZLMf0s09FbQckLZ2f4vi8JZ66ij4eCAs3Gt7d8U3D7kf5qUhw2VoDKYNk4MTh1iXoKmGopDWPuwMxfsY0mFNbJ9zUhys3gSXjdl1On+zvOyOI9vmfgvN7OtGbQy7EVA7aHYjusXa+R22ENWdS/y6anO7wHF0qOEOLT2Rbx7zNq7uoGye0HYuvbmkjafjHlwU8UDV9hDDPlfbEd0FgN6v1p/dxSGIK+IJ98pWyyTv90dLQbu2OQobr+lgp20/9zZ963P0e2PmbKHXG6KrTYP2/rHNjbiwVcdu30exa29RpoK2GekIKqOln2pkFaTR+ZAfIjEkhHgkUnoITbBrzhhiYM5+yLkfIvT6f98c6G1dpfG+jb7DYbylIDyQivrbtl12lNm3XAnnR79yckfnQG98+i5xfwq032hwGpzLY0X+sOI/reShML6fYUnI/B0TlcepUMioPfGzZf6vufJuLfzHdWYUo/rEkhL6IaEI6zWMNVITowtjdlDDXk68LhP+8BnPnyNFBoksiSENjOPCu8uKaeGpGLda+bgWpFTydKcuK5/0xpgyv/FHsiinkkgiSKkUcYbhlaxKXb/DyoQumbEIr5eVn6bCUOG9Ce+XifN65vVU+fJYyNPKcF6gVoZ1ZVjOPP7pO2a9s7x/DYGf7wLpPX4kMXO531ETnpYFXZWf/1SwV3j8v0+8/82Fn5PzKs4nEz6v8EO98MiJ83LjstzxIfECDEtlfL0yf6h8+XHGV3j3EdIw4acfce5k+RmtM9NyRVyZ7UL1xG1ImCSmG6TVWKoxY3yvK49JKI9CLVH4lZeB4kIpgGb8PLHcRz5/HpiuKx/uM1aE179M1JOyphEffiG5/JuXtBR6rlErxy0cvroIac2oNwdw53HZA60qpTnqM+oxpupDIMiHEalGLjdEVjwvoEoqE2IjYuG0LKYYlZNH3YiKh4FsXVhqIQ+JPDzG+04VuS9kvSOjwkPkpa+vUWAwjxY5w+uCi5Ja7YbVAtGmOVI2BpI9RzTQEHUttBpSW4HGcUKGjPuVwp3BErIoDBlGh7XCLYoYJhZSEmRsPGqIqC/zAXdvPEJIeUAyaIqxe3HwipxW5GwMcyUvUYul5MbqqmOu1CwwZ9J1xPQOww0XR7WAjazLAzIow1SQVLF6jeKJLfgw24KYUzTSViFOFo0aH1sqC40iwVbBp5A3HNzWKLztwqDO6SR4gbXEqaipHM7db6S3HpXoAShwS1AFy0RqG401YUiRGsxbfRAH5wqrkOaI1jFRVFYyr2AJW4YWJXsCFXIyRCtWVwyjtkLFaXqI8+J6Q8oV0SsiK6K/RcZLKynWzqVVcB8Qf0DqjK5LRM2MBROoEjJOpKVo8oAO5HwOY8R6xW1l9Uhvlk8VMkg6gw7UJbEuijAjvKJrQpeEMCKSI+1OScTuuIJkXKaIyEst2kdOAHgzPGgCRKjaZIDbI1IHyAumlawRwZA8oT5hQuy77KikwHmUCjoj+hzzKY/NudHP+jgLrZ7C+V+v4LWZQKGmkTqkdl4XVCKVHabhw252M/GK2Bw6oxB8xgacSvEbiQWXkMWlPuH+jWqqw1gMqZWrJYpnxhHyuUIVxDOnu5JvgvERO9+Rd4/oDxP1jw/wh++o8kIZr1Ac/4Oij5nhPz4g95XxTy/U4lxT5N6vjLEXiqIzvH9dme4LpueINDg7flqRvzhyFV6WmY/PN747Tfxwnljlxk2+kJdH8s9DRCmMBRuV+TJgr46/FOa18CnfcBIPMpJl4EFfUTWepyfKOTGuoaHMa8Fs4fQ6MdydqhNVT9jjC/a4srpGKr3ZkGtmyMZ4qvBFGf/4HjsZ8o+JNd+58hmxgTT/lmzKlGtEwdxOoAPDh4l8UsRvsK58ToXbVPguCxdRzpI44ejLgF5H6uh8PFVERurpzHqH15fKgDEp4YA+vUMHYxg+4V6ZJ/AivKxnqifSPZOK8DgtjFMlv2R0UaZl5Z4LYxkYUuYlv+cl/4ZKwe5/ZtKJp/ewzJnnP16AV1xfSZ6ZbGKogrxGasFfdzWh92sQY3cYaE/R0nVDpyvbu87XyPegU7/5e+tSq/nwi3a6btqNlh0AVHeFfVMZIsJiRxj3COYm88vBiLWN7dBLaYjdzSjcUd5x7wYaauh3aemANr2zD3B7v+/fN31qTwnVDOPdcHacD+92m+P8dGNg03tlb6s7IVxqm9i0daX1ov39dtIdw2lOcrpu/NZ50DHd3sbbJ0F2K+muF21G2k4uv/IsPdijwmrQamaSoaViiv8XhBswgkzt8zZGN1w06oiKIjaGiaEtUqQZdMQjEiKYtyIl7BDqqVFZZ+jhCBBtdZKM0PskwJjevRPcSK2WmHetrM8VbW6Sb/O5ASW3CIne/zhvccEJp7x4GPC7Hr6lo97AjF1npxlajUoAQbEp+qdDI81Wf9QCaOhqbT+0/SYhU74xr3cVsn/WgMFoRqxEGq2ufXYjvsNmO2kpvfUNEzjQSdsXIl0vp6XKa5EsHumXHA2nf7fKiYHObR23hn/ltY+9O0KCpr0TTdgMDmr0bgfYm/gFP/uFotw54jbot33oLLbbFujRYtKKj7P1p9cUfjOHsNsPtnnohvIexdWynTR+ubMWP6z3Dh7vLF8a79nBnd5srZ22D6M5nDHRlU5X7ZPNCHvkSbLd43QbjRxaOUbetJkUNl7VZ2GPsuhUtJ0+9E5KpxtaZFQ/yw78u3H/Q8++nuTj3P7b17/TCSHtPfsgtnXdrOc7A94W6kBYcmAK3lN1fOWc2HKzS1+SfSoRqI3o+saMJvvm6N3bEch794/hJY1p90OnE3EfQ7ulowx250DzCDotvK0z+T2dzZv2+68iuwft0IXjIbvh3VtO9wZgDpSx0AyPbc+JY+ZvZA2npYXpjNCFHuJgb1/1V6bnMGYi4mPbF31ZN14qzWvd5lSAnjdPoDsJNpR/f9cvmM8vrz0UtRveu5G6/+5hfO+hnLRwuD7PTttIGey8HZZBeRHJEAdbH7PT0e0bwkCGtvbN6y0r0hwOPeJhd2r1fsS4O1OMte5975cCU/sojP3d4ygdtX7kL0BUmmzj7ttflaib0PdPtyq3FB06sB1ECFvaKaZD4wLWjfSNicmAbMWcKxGFEg6gMCaMRE2OPpbWf3ci6sKhF6benC+d9U3HQbGnSjoywz7/bcwdad6KGtIQDhEA0piqO3iPFhkObQiRM/FbD9/YxwItqsG2aeoOMdnCgt82uwFylG3vbgfOUbiQmLHOUGJPHTaW0+pzvJ0Z/C1dbEiJ7iAR2eTv437oAp42OlFvOeG7x7I32Yo/iETUFb3eSo+u8J6Ko1e9aREbbb+o9zaIFAscSL+jTFoEVq658aHulgmBdmv1EBlCEqx7SqQ7mfaJ2dI2WUOF9gG1tBS1K1qpfdNkZ+sC67Zvt4WO+dr4TCssiRPIKAHNjQatCd0xvh5l8q1XBX6aAqnst7/Db5n6sODymetDJp8S1zJxmyc+ji98enfl+wl+Y87Cwj19ofjMT0uGVbDXhaUUrlejpML/++GGYpyehQdXfpfvnMhc5nfgJ/JF0MHghxfkciX9iyPPI8t6p7xU5vrAMjxyGoTT8MpgRlmEl5z4OA0sCDe/M3jh6eMtUrf8ZkDWzPxRqcU3heR1+C2zDnwcXrhqRV4zWhIP39/gvLLOFX8xfHjF8yv6ODDkC1N54LKcqPMz66efSCbkEobA+T89s8xK/cvvQIX0NJOGyjBmPMP8LuFZmd9dUAYuL3fGYUXqF+aXhftauFcjl3c81fc8ppmH6ROSbizZqclgLlQR1qcH7FIZNXMicbYro69cvOJu3K4Xqo3IEOht7j8gdWQ9/YE13bkPA5TEMBkP7gwqyCBMEo7EUZQlD9yGV8p45yYDL0Uoi7DcnHlOrOUC7tSzwOR4un07a2tXGSRAZnOgtVUjTY7SFExXVga8DngZMAwfIqpRbArjfRnJCqcpKjp7anmuz4KToT4E6L0u4IWcmzFGI41Blchbay1kOmXnlA3REvxkBb+CupHPRO7yDFUKi30BEVKKtDnjLCQVlIhKkPodYMg1ojIYZsg1UO2LMAzCMAp+y/gy4cx4dQZO5Jyx9RHnHanc0ddXXAQbw8Ewu5Jc0NeIopAiEWnlL8Fp9AayBr8ygTw0/hhOv3QXZAllubqzlsRaMj4KTIKOlUyhYKyiTf4akARpzHhJ2LIEf7xLpF+uGXWLui9U7lOkzjKLw2B1xTyj54ReElYNM0OXgTQ75gM2GtSE3B/DCKiV1FBU5kKd4ryXNPCrGBxg9wJWiNQQFsh3OVNlpJJwi3pCrmPUxqhLFJ+VFddA/CURYMD8EWNg1UIo7mdcEkNuhpRhRtQZdULcuNVXqi9Uy5gIKjfk5FRLSBH8XnB/weeEL4rYgtiMa4k0NhhWDEVJ9n3IHD338nAHW3H7gnui8D3OGEXqK4ysICtqQXvmBWOAWUirkOROklaQegD3O6sL7gF2kRxIdRHQhnBda5yx0vJ3WxlCEVoWcCO3ug5qC9iMSiEL4A9Uf8TShKaKLxWvFsWba46IiEdB6oRev4/Ih+kOGLWcwQQt4ZgvwwsRCV6bfN9k2PUMFZQXSAvhWhI8OVH5vaLuVD81mbzGfveBxBrSSh3BM95TlI2Fowz5b14urK9nZDH0uTDg+EdhtYn83hkvC+U+stwyXjJeRuw64p8n1ruj+grcUJthyvB4RgdhuN3Q1cjnAbsbw18ih7h+V2EU/LUZ81bBZWB8UvQkvOrCogX5/gV5f2MalPdZ8eHGT/nK/Hpi+vx3PCi8/7BQRPissVfXfz4hRUinC+W8kB8LnoTECUVhLggrFxRfE+PN0dl5/p0zPzjDl5Hz9UL9krHXSE5qtALcXCmDsYzKaML8Caab85RfWVS4zkq9DeSXBzRn0j9ExJU/j5Q1sXDGJFPuDl55/O0T4989MP7zC3yasXHleq7c5wfk/h3jkJgGZ5YbY75iNrCuFzDjKZ9RQixUFc75juPMn4bQuwbHk3P59AkrDuf3yDmcXYsk/PML6XXhKT9wns6sTzPlvPDgN6aff+Z0KTw8vCOZU8pHyj1hHyd0yDy9+23wurHiZnye5Fc7ITabxKbgd8NLN1rDlpJp0/Pj881ysqGBunqwO4oBtvzwvZbflgakOx2O6NYuAe//wi5vB7tER9aCNEDdnrq1yd2ytxLC8tcKaZPbu7FPCB3BjlHc3S6im+1nNwEdbCTyFsTZjXGb84E+b3QTC1ukQ5/33s/NMN6iMLZabvuKIT1Ny8GWILK3g7CnjyXmqhtZe3T3YTlj7fc0sXKI2PYtA8c2MDrgbsv28GsuCZNdT6klTWffbDXUZhD2BtJqqSdlDR7cHQCiBOpe2jNsa+zS6g8xxPd1jO8sgArSMz5oIVL/RMrBTavvalSLRkibXUEQeWjTeDRsOjA3GghQpnpmc2zRwGdu5KbqkQ1PjnoOy5AczmW1QOFqiij5XkBamm2iZ4AQb0bicNw7Kex8PcuDhDPGvYFRiRpce78MadkmhFZY2+nY0Lhqv6+vVtOhN1NV24es4BVrurl3j32bTNMwCu/1ZjWiKYkUoepsIDmavGlSmuzQeIP9GjtI71/nb28NHXLcT9v3RxsO29pt+2sD8R307TftyFePH/dGu7c903nn2ygIYUM6d2dfe2bnNV/PQAd2d6JtLW/Fc+XQu31fx89jhpcOKCdsMe1ecZrj+NCf1vbmsN1sDt2p3Md6nJtuV+gcup0NWze/cnS+iVw5zmWfv96Hr9atM7XD2PcJd7oj/O36HM+3vb/fSmv/y5EQ3SN1cNGyEUUnwY1A2zG4EVkYsfdIgdZut+Z1xt8Jwxs2tzs22nOptbt7I5thbHOE9H6xead9Q1P3d7b+tr71dEV75Lnut7HZ2qOr3WHUFqOjEXQ7J+Ur4v/Kg7T90g7a9r0370P62i7t4cgwIuVM92CzRXM0J4SEQoN7pFbYena4+qRp3wAH4QjeOiE62uNtHM7eVH+3tXlrm822/u1j+9vk2e/oh1UPp+j1DUKA8La2QSJ7mgBvyIdA0J/YDyFjN5QfESVNMDvMQBz42g5zgBtIOXCPFu4o3bO4IzhcZaeNRpvS5i7uDjSn9GiBFrWxCUOd4Whbtert2fbuLW1RR5JEG7KhBpRu+HVpURcdNS9Tm69eoPrgrBAjEMW5tdlTSRWQmS1axPM+50f0CaXtqV4sqR/84bQJZ14PLfNoeyssHsQS27p7Yjc4fPyTFg3zBnnU9rn3Il1Da3NtNPHth6+09QNvr7Z9A8LugOjUvnngj88DWdrzO7/zHiFAFwz6EASvddsfe182XBN453K84bVhm48DKjWkQ0cHdBSs9oOl0al2tNEhSi2GLUHu3ouKNVS/1ggvtTC8xZrrga+2lEfb2kbBWnBcG8/WJthp5JQPY2efAQdWerHvzdmq+17sKZqCHTXBpqW+2hyV1hSBfiS1c9gaKkvVdjJ9I6PYQfHRcABJX+vgZ7UjL8Ta/k7sRdc1+CwtBPhXXCbwcYAqSnn+Db5cOL3/r4z5C/fHE8Mpc3t9z90f+DzCnx8L74fKd1Z49YWqL1Rf+bgm0s2YPq4si3B/qVwvhf/vjzdOZvzDn+BhhR9FmBigvqfIhE4JORny3Yp8eEGeQe4Ttc4s18I1jVyHd9TxFaZXzkVZU+J1UP54HjADqzOntfD4+Q4nJf3DBVky8yehOGgVTJS/DD9wkxOfB2fWGb1m9Ka8/sMd+e2N9X8Y/urw+IoNV+TySH5Uxs9n7PU77vfK/eUvjA6DJeo74/YfX1k+nqn//e9RLaT3fybnlTQmfEqUHy7YpCxPZ8SV0x9rGJnshfm6sLwsLHMlT+8YhkcueuMyfmFJd+4D4YRYVupp5P54Jp0qgyRGKie7M9mdJ24Uy7zeHjA3ZLyhIqTlO6gnyod/Zpmu3Kd3WE38xlYu7pFTPMMgwmjKqsqQE3W4ch0Wbup8Lgprhrujs3IrJzQZ+bQio5F0/nU0J1AHwRXqzbDFkemO64JyRn2gMFHIeDnhyxnPN9xvcXbb0JwQA5IrU88brBkTWCeJAr5lxM2wGjUh0IwmCcXXwWTBvOB+BjIpG0Myqq+Yr0hNkcbRjTQJZKFkoWph4Urk3R5RT4x1bDwtCp9rjagEKT8Hv7ksuFZkzogp6QR5EuptwMoYUWRaGIaRYZiY6yOzP6JF0HoPHfwhnBBrzSSE4ZYQkyiy7IboK1Ag3UELtasteQ2Zs4ZxQO6JVBVGw5JTi1JKQk6CnIM/JhaqOIWWa19ypFMahjhqcxRQZI6w+2xRAH5Wo4q1AsMZWRakBvCiWmK8nNBpxF8X7FbQVUiL4mPCp+aEWC6IV3IKR4eJYyrUMfi3akNbfuvljs01Uo319JB5QNIZI1EbctJN0DSiliOVY72BOq4JlUTSiJAzu+CaKbIQxqsJIZHTAMmw4Y6LM8qImrEsN6y+YmucGnkQdASfFV8iKsfqFVkG5D6iaUHTHOCe/AKeMBlQP4O9b2fHisgC+YrbHV/+iLs319GZZI9oTSRdEQrmM24Vs0L1jKyZtCpZZ3IKCLsnpdrMWmvIXzKhuaIPkbIwtyiX2uRJTSGjSeRfgNuMeEXSGckZsS/gC0pFVSj1TPUTkip1rFAsnPQlIcsEgyMPht4m5NMJGQo8vmDm1EWQVUhXx6Xi729YB/gQvF0EdJ0iTcR4RXIUK64mSKohQ3jUoZB6xv2CSIE0o+YkXyOlho3h9KoNODTMu7zzN0lNKLcJbpCvkVpq+Z+KvSjyfzj59yvLnLnPEjUrbMBuI54GfHZEb6jfSb5CTuiHE+qVfH8lG5xPA14rw5d7RBH9xmAEuzlUjfomkhkelfwEL/PKWmbSh0/o9JlxeEceHniWO5/1DnZi+stvOKcrT0+feCbx7JlaEv6nEdXEeBmwcSX9OEMSko6Ruv1LgbJEBGVRpvuIzsr1veO/h/xx4PR6ohbHXmh6s3LVhbsu3LPyOiijOeWzo9V51BtXEmWeqMtA/sOZ9JBI/yfo5Pgy4u686onVE+t8x82Y/vGR8UNmeKmk58I63rmdZtb5O9b5ey6y8JBniswMwyeWZWBdF5KNPOYHzJXFFLRwyq+hq36ZMBX8t03/uH7BlhV7d4JzwvLE4orUO9yfeXi6MKYTX8bCc3KGn2/IR2eqwik9Unml+EfqPFE/J8ZL5uH9I5JnePyJFXg+a5PzfsUl+w/vNgeaUbIb7zflr99/NPLIZmQIwE63AcT3u7odbR6f8/bOQN8fAEc0fWwzUnQ7BM0gJqF3Nn1v60O3Hnc7zdFmEQPcB0zL6OBN5m/pOnfD2q7LxFkdwDHZGoNuANzmxFuU3SEKgR6pLAft/jB90a2936G/9jkwmhV4mzNpgLmusfuWyri/U1ozu73K+8uPY9vAql2J8AA8vBlf/La5f94YUHuGhV9zdVrRcJY5m6E8uu1sKaTFcdXQ+beIkvqmHemZNSxkBKw5fmTGEZKccMkBPEHpNQfQimoNkIAYwgPKQ5vrmHOXGnqU2qEOrAAXIKIVd3tGvDN01wBAagN+Wrcbmmy6twCeCk7FamomoXCMiFbECxE92NMrZQJAGSmRXKIQNu0N4pE+0SUiZ2WLkmltbmmqE87Q9mjQq0sNR4S1tNS210XZgYXWVhy8nZm78bAB5Hxt90wBpOl2t06T3dzhoB5OZXfFUMxbqu9NnXeMgulM1N1o4Mz665wQb8DcG1PaXYx9X32NqN+tkP2TjkTcchIc6LBNJWFvOH6/t7LzO7Z7O3/Rbeyb23SzHR3H0u0V+yfbGFs7u5/EN3tAv3ezyTamuPPZxjpEGt1YW7vWN4HuhFa3zYe58aS+rttKH8+J4/CFDkLu/LtnC9lmfJvw3Z62O0AOs/qmD/1lPUPP8Qvp3xwb3+fuSBuHN7z57BvI7d/phNgPyl5aYD8gulNh7/A2sZ2Kmrtwz9nevDodPc5uXOvP7UDiQD0fq333TQrdu8keGqPwBu16EDJkW43+o1HUPs8bg++L7f0I6zkVoXldCYcA/ahr59YbwieYgmxk/+bLLcy9G82SICoMSiuOEz1q+gMVDQe1xeET3tC4R5un/G2Ip3SJJmy4GxHuxLP5bfq6Nmb6xlPYCbwjqbvg1DbfloVnm9YuCe1LsL/7r1/+RuCCPXVQM/ZtL+gFkFP8a4fgxij6EneUhK/ANWbfWz2Gg/Ngfwd0I33cJyCNmfeohE1KOzK/Jgh53QSVQEkc5ml7Z3/XxskQLzG6HmbmSnjgaxM4mze+MwY3thA5VaBHa+SD86+Pp81LR9xrN95G5ES0E+/qwpv3vSMCPgETER6vW5+j++HJhyX65yPhFCvtcOjog56+qVGkDHGwb2GJkSM8olV67sojAqG1tYUzNrTHRl7CXni7CwA9zdbfvvbjT9hSsPUwzM662sbqAivSwz/bmgi4+WGr7FEK1vbCFs3SnZ1bsYE+pQeEETTEsGBY3LuRjx8E4h0n0UeBSAPP6N7mxvl6iFUIyNp9OL5/L0ikZNBoC5Ut3Lb/6dJDkSVQegKa3uYi3JAUloOecovmatEt7pkeMh3KwdtVOfZcLDXnaGdW7XBWa9QubU2knQ9tXXqx7C01VJ/ynTfREC0dfSO9iF9HfzQlTreaOtLmbBeof40e6w7zHAUe5bc3ZICajXVRnj9llvvEa6ncxysf1Hg/jbwfnfvovJaBzzeJAJXJ8dGoPxTKLPxjciw5/vnM6M55EKasrNMJl5GlXigM2GMhnQrc4pCVW6DckyUyT0yjItMzl9srly8vUBIvNWMuPEmg6pczDEsKg3KGYXbECv7jK6Uon+9PmCTs8RXVO+nVGIpyeYTxMSi7vBrvno13n51pfWK5vaPc31FfTsxauT19pAwLNZ3R+8rjy5VbFT6uwloM4wupGu8/rejZ+HxJrKJcP2bqoGFEV+PhJAzvR2xW/Ap+OiGPykRh9E9c7MZUC9fxez7nf6TIK6KfuVwK7z8s1AL3P42UavxTFc6LwM8DWeApvVK08FOeKSQm/Qg2cb1W1iXB65W03Fi5cOUEsiJr4b6szBlUTugwksvE6fkBt0SdBk5eeTd94joM/MvpkcyNd/IT4whP50sUYv4V9FbXFPaJEkZB6ojLQM1ji/Ax1O9UNepQYBCQE+5LyBo4Plyx7JQhIqxGWxEUkwziZFlCCc3d8TCEU6HxZiuCm1K94O7og2KjQkkR9m+BCC5SMI0zRaqSTBno6PgRyY4/rlHoepjCENn2cUohU0XUVcZyOHJtMdYlzhkuc1OmK24adOEF0hL5iTXjA6TTSjdISIVyr8F/hmYoGcPo5DaCj9h6hqKkYUbyEiIDUMZElYxKGEmVkclkr11YEj6fkTWRm7OI7JCMoiskJaVen6a5OqoFv5IRESObgoN6pDaUdUGskpKTDLwmUEFz1PlwyVgZSO6kFEaTWkKO8yE6nmpw3/q3BLdfXMqgj0F42gAHo0C6klQRleZ4iFQOWhJuCeMBr2vUFpCKj19AlERqRc3fIUmQhxGomH+KtktEEZS2WibXkMstCjjXMmNW0TohDE0BKk1WNmDE+C0uM6KviELWcD5LrkhypJR2ZDyBn6EIUNGlolxJ64CWATxkG1snLDlpqCT1SDs1pHCWWUUkI1nRMpDLhGXDxhue77h+werIuo5xLlkFNeopHHHMA1IdSS039gCSBTtnbHA8R92e4k51QecVne94VYxTGKJSE8gXi/P5fIrIIQ09wixqpZVTwcXD0eAgVcPQmWqkT8tCFUV9RtZIvZValGYXkS0J5gtuBWFAuSCpwHAn0qY9IBhJXsOmM4wbmOlvUprA6R3oGW6PQjkr9kHwUVimSKsyD0o5jYzpkVEdSROSV+qUWGsOh1caIU9wP6FWGNYFLQY3R6pz+oeEJeH2VCkK81ICYnMOna3MkFaYXTAm6uuPFH+PXxJ+VsbryPvXM2JnJFVO7txuiZKVcdJI3XWJVCGqa9yzClITohMYFHug+oC8jqGTpAXOBfk4IsvAda4s6wtrVcqoOCssFWzE7UJW4fF7xZaZ+frKp1yppytK5hFgEuw/j8gk5HLHzPls1nbKtfHVO7hhf5pZnoX59SOFK9kHBntkHEHfvRAoYYPV4NWZLHP2qBVSywAmDFXIBZIPeBV4ybhAGYPPTvYEsnK/v1D9Ssm/weSEnx5I7xNaBP94o75fkZMjlxmtC7Vmbn8ZyJeV03uwD5kynNEM9rTgUlhrOB9kGfZ0KN94fV1Domume9qSrt95A/rtFoIeAR9yctdPD/y18fcDtLy/ZJOtuzHVNy12j8DwbgBp4KOwg3SEYDdypE1H2XRmwgi6GfNp7bB3YQNw9qaaB0IRjqjp/ddfzmtXnXcLUZuzDmZucvmODO7GDN+7T9fxog9KL1zc+t3ke5OjbuShXzrb/O1RJ61t7XMYekZXFaTpAV1P7FknIvWsHieoz2rrh+9ruyHCfx2t7VYR20CjURdR8Tf5a/cIiPgHSOMdDYgYry7xowNo5dzeM+x994rI0nTBGJ9oZqsvSI05Yd1NGU2YkZ6oT6StqSPeQYwRVaH0KI5IL0hq9SgtepC0r2MQWl1rgM+kZYBw66VRw6muirZID2u6e6Rqtt1e1eY+0je1rBVtXfr6As3R3uQ7gQBCRtRUZKCoBwDQgTaJ+QznjwK16bkx5wFaa3WSepSftOLh1mmm1R1tc9mTBjth94s0YXFP2ug8NTqNzaGe2vORnmkHUH7rdbBJHHVkibnqe3BLy/QLp1qj/mbd/yr/zH7X9lwvGN9pu+9Y3Z7qq3eAZ7Lbdo897+vR/yNvvuvsQ1ra82573Uxab/bxDpyOWqTsdL092+01enCChhy+ARxpxde76aDbbboNYuMyvvdw63+/wu7Ybd47R4Pt9BHdHGB7LWN7w7d2gCvbk3tL+/t6uzspHLjWAUgbrLjbZts49hf+m9e/ywkRU9w234HZC/AmnRH+Vwijd9DY81V1L5VvG7EPdzPXdRe7NHyuH5eM5nRoB7GHEyM8Ae2A8MMDyIHI6C/bFvwYvtJ5YBcftrG0aClpjoIt4WnjxP18Rvp+lW3u+h16LBTcZ0janIqgSVEVhhyZRDYznHuE+yNQWqisy3aAuu2YiU4IwQh2AjO2QKk3dL7JVC2VSRDyYfAdnbzLU4fN2AivbdT+zPH5vsX+1vkbKIh9g3eUeyDxbetb5G1YIV2I/Ie1HZztANghIA0lsOJcwyjCuc31YQsLhNXWwe/tZxjnoxA14JFiIgS8wwFGowOaI+TNhuy3dTbQIyB6REOT5jbnRTPauxAOhY6EOSGMOEuMm5YHcXOIVMLJEvmFGxXTj6+2uOyHpOPc2ly+i3d5Q3V63uYvyGgCH7Z97tL2kRgipUVcLOBjQ8zH4ocQ2VEJZT/EUOAc/eipliSiTaSFQLoMMUebA+LoLXd68bfjAReIjy6ZNBr5WwT3hvak9bsTcFvLFoG01VTxTjOOaiDzt17YTvDR9a4M9AfbMdD2bGRfEqwJv7KtT2+w9cb6PoYt1GoL9ezojuN7Bcmxh9SaQNo2r3T6bZEekr3pLAcaFSWJolvPfQMXCTFuE8FSzI3WJpw2Odc6+W+hhnr0Y0aB6n4IS2q5M2vws1Zwu7MLafthj74LJJd7MwimJsR0tNf2jrrrAC7hhFCH2nncdmc7foK/SnPCOH3OIArZSks3dRiIdhfRr4uEwOE+G3OF8T/dSB+M8qeKvwpfPg/ol5HlsVAuC383wW91YhbhLsrLFT7dgNGR0ZhH4/mp8jjDfxbHFuHzpxNJlMtZGHJmffqOVUdeyomCYE8LOqxwc/wKcsuwjqhPJMmcxmfGhxcuX565/PkLNQ08DwPqI+/kxDrA64OQVsUIA/Ywz5Cc9ceZ4gMvLz9gnhneP6MY+fMAr4n3Pzqns7GKsb4aP3xxnj451/t77tMj8/PEMg3cf7hy+/0nZFIYLiS58vi5UItwX0dKrVT5ghbjw6cCM/zlx4mbKtfbiaJOTZ+QcWU8Z1KasH9W7Or4+zPyfuJ0r1yWj1zqzFQq5fIDny7/heT/new/8/Dk/PgDXD8O/Pm/nXgR439O8FCFp3nkIa/88PiJZSj81zxzc+WSfkbryOvNqK6cP76Q7yurPFLliSRfSMtC9ZWaKudh4KSJ/DmcECKCPArvWfgP0zN/TE/81/G3nGrl4faZhyHx2/P3gQL/FVdZI01KWhekGJ5PoAkbQrkUeyXZjZJXyjQjPKIehWMpFU0zjK/UrNyGkcGNU12BjOlEpHZaSWrkKSOi2DziVRGNFC9rEawI1SuVQtIJmRLJc0TOeMZKombF1MgoY0koSvaMaCLpBLpQ8zVSjaQLXoUqLfxdg/+lmhEbsJPiSbDnSl2c9FBIlyYTeMFuCVvANRDaPlTqaUCzkcYWUaaCL065NyTesCDJ0cd2Pt0nvGTs/j3uieH0z8iw4GuklykXxYdMNifZSipGWiUiH8TRkuEaRZbzEJFkNTmejZKiAOOYM+7Cqg3NXhsPzSMC5O4g7nWUlgVWI4mTDVwSaELyCrrg1bDiJA8fFC6UVfFs+FAQD0eOIyzOm7P2b12CMOgTQqIOkSrBpmfItw3y4BYFmVNJ6Jqokqgy4nZH1gpjwR9eER9I9YKQKfoujAeTI37Dbh8DjVi+R2SgaFiyAohs4I0G/I7LwmBnElMUCPeVilFFMPmOyo/AM5IKySqDrqBtLoBUVhylyLtWoPmC+ELyfwEKeTmhJvh6xi1jmqgqTA9X8mnGxowPGb9XfG65tFMKpKKfIN2ol1dcbyBfsDph5dJSJ1kUki6vgCLzBaqg54rkShocyVAlUwyoUZ+iuFNcyfMK6wuWHqnpIegktWQ9SyAW9XLC1ZE0ghfU71G0/QSIMMjQzvpQjKresVSpo+FJ8OuCritKDZk1BSWgISe4L3idQd4jfI+kO3K64y0dGMyIfg471fjElrrjb9GawsP78NndHyWisj4InGGejJVKGZUiI+fTE5dpJJXKUBZmRu4MaE7kacLKhF3DCTHWGdaCf1nQwZn+g1JH4dWFtRrX20IRQ58cHeH+UyHdHIZ3kCbql/fIdYD3N3iaGf/kXP4I6fuB/PtCXZzrTamnxHRRdHLS0x13oc6Q3HkqAiQWGSmufPEHqo/o6wmq4A8/h5Ps4wR/TrzkQtWVuw3MY0ZYkaVwXs88zO/JH+D8vXC/vvB5ufGaKn8+zbwrmf/9KuiYWf63S/iFlhu1OJ9cWQTeyZXsRq4zUiv1T8Yizu3+hYWZd/4jgz1xnozp/Mx9TtzmDIshBifJPOoDqydeSkIMUgkyyetILcCXAJoUdSTBoz+RpFDu/4KVhTK8w9OJOj2g+Uz6eYHXG/VSI6rnMiM6U386Mf/5wsNvCqffwvKQKL+7oL5ifqOWwvVVsarImlsx2m/nbvQI3SM4TyC8ygekvzbdr8mgSBhLQz7uiVVLk3FbwdktfXDP9b8bvUOfbfrIFtHfdfUudLeaSMRn0vfjZpja3xV6WUfzRg20GF7oqd701C19atdNuq7VB9/V7eMUtU/2iPA90oLDT/ejbteaRjbAp2mzzXRA4WZ071aFnqrV6RkH8IgA8mag1T5P3uc2besI4NYc+l0970XftvnqNirZPvU+ji2t8XEUxw92Z0mM99t10n6Zt5XTqEHpTE1vqk2H7naEEWzc9NQwEqUNSBcKUWFDyzKANAdAcyg5LYq1R3vLFG1ojtoNHmMR7U4IDfnRNdIgdRuHNvXfDKkl9HkLO4JKGNSrnIK+c0Pr19D/U9IG3I25WtyppbRo9drsjSEDdeNwSqklLiIiYOXespGnfZ3bOohIRMK5RwTF5iiK/epiW2R8pN6NqE6qQWppqYDupPMGkN5sFdLqM3g4QsQi/bRvWRs0AA4t/fLmUKGCr4inBgRoSyaxD2J/l335Nlr3LfJGm/Mh6ltJsyt8u+wWzXam1t7Rrw1dfdyHXz2zGwjhoI+/vTaCZEtbtxMtO1h31+hbHMhbk44HX/Dt432df+kwoJkpuxO3GxgaH2f/6Gh76H8c26M7Srqda6PVvv5hF4gRNe7jrWctwqbbk6w5oo+O280B+2blZNNtYt1bWxL08XatarPdtYk5GGb/6npsxtpD/MSGZLf9ffu0tyYPFhff5/Bbrv/1wtTI3hE4MNZt+bd73fcx7tlU5NgK++q/JSYQ9srrO8HvC7Yfcls7vvOIjTj7unVU+puN0zfqfnButNf2Sj/uOq//2tO/nVnt8I37W6CQNJLfCLwv81Hw2fuh7Vht6e3QRujeIiGshXpaK9xatyncTvtgzlvTMaaNRo42zmO/u9DkB9axMaO3BHxkaVsUUB+Xv13/XUD5BkYozbDSQ/jbmocjoDkJpG++3psSQlUvPO0dWT0TTq/axnNuCIJWsHljlPr2nV2IZAQZduZH93AbW0ojYd+kCIEw6d/38faoBnZiohcb689Nffn3GW4CZ3y/EowlxuZ9HoTok7coBMmtf42mN6N/PziaINq8dbFtd2N7pP/p4wV6LsMWWizdO7dRQij6eBNk+vfSD/5eDLzsa7ahf6BVhmSLJjkKpE0YP0x0/HaIbukHAXCIAPmat3zbJcjBOw09dZF3x5aGsBFnSe9/bJwtymTrgu3IID80uTHy1see1qkpCFsAZ79tZ0UxdZv3vfX3643c0AdIII7fFFFqG1+6E6k5IVRbRMcWWZOgOSCUnS+g0oNP6NEQtUVQpKSd/OOsbAqW9fDB0sfS+HVLK7YhBKSHvjZypmeKjbaCpHxfZ4/C1IE0a9xFmuN6c4S1cVlEjdhXaxHKHC2iI77Qjd7aOL86eszsDcvowotYb+PbLhX4LitVHF9/xq/OXBOrDHyXVy658kVW1lL4ZJXFCoFUGvhcz/zl8si7Af4+31kGZbxkTqORdCXf4EOkJUc+K6bwYl/wKVHfPzZj6ILfKvf5iVJHnmxkmuAmd5I5w+vKsAC3E05ircJclRFhEsdOBUkLkw/8MFxIq8NzooqxrIWaE1wWkhaeyp1UKjo45ZLJk+EDDOUK/sr9PDF/GLg9JuZLZlwqp7mQZWFKhg2Zejqh842X8c6CcH42qAPp7waGAn9aKzbAbXLW5Iz3mYxj64Br5lUGbln5/gSPFdYls3xJrGXmVmcqwm2YuOMM6yuDrIySOF2F07+AvwgPayJRcX/llBIP54EJpb6ckVz53TlxF+WLj9xt5M4j5oV3Cc5TpAZCrwEQnk8U7ty5stSRl1LhWZGXE5aBm7B45ediLFR+u6wkDPORxRIvt0TS9G8T2VeX6B0RJ+UVFUNSaQgwAxOSVlIWfDGoK6QFSTPGglOoOCsJS5EqR3CqRmj+oDmAbK1+jM/hEIi0QA34IIJwCpRbupF1BVZYK1oUrS3SyIRqJQpNI1SNgsW6Vkip8aOCDg5GpJYyCTQ4QtITiqEWyEezxgNPYSxUN5gNGQQdJjQnJCmSDc8vaErk7gxpNV8SJY4pBTxh8ykM1NIK7W7CWfQpvUwkNTw7fmosp1oUP64Zqwvun6l2opQzFEfWQlWntigLnVre4zm11Mohx4RT2SC94FgUwVahp2iI1FltzEmoUjDmMMqI4Cb4OiKmDCZodmw0rAjcJFILlHCIVEqkmMzDQWj825cDpSnZlqLWArYiizUjScaHiufXWFsdAswgBrriw4qqh0PFIzdyj1KDisktZIcyIVUCWU9G0kKgvx5RDHIU6kxmYImkcZ4IQyvkaEh2siqDOq6OVRB1/BLpJVzjrLc1hYE4TgJSnhFZgn4QsAGvKeq1YOHwEcVzwToq0sBzpupjnIdrM1qmNl6GSOFdfgBL+JAgQa4RoSAEPy6TNnpMEZVoN6TO5BK1KIpXqitiK1puJMnk4TuKOq6vzTjV0nYuAYIoeY2DPaWWBTVktdQNd54RI2iCiAxRN5AUKUBqRD65TLicUP+C1tdIKVodzxk5hVOlrrcoqj6PuA1bFKLrCuKk8nKQ7/8GrQnMl5ECnO43hnvh/hp1DGSteK74U4Xzwu28sD4unF7hsjr3JLw+jowGl3UJp8oPXyhLYfn4GgLAoGE0+5TxbDDNCJXZjSLwlE6MOfHwmMmjcJXCwsztNapLTYMynUd4t6DrzHJSnldFs5C+g6LGzRekZPLrCRkgP4a8bNeKrEL9PGM1MY0BOhk9ok/X24WFgdrUgXEJ2Mg5Cz44VUaMU9TDefxCykK+JWDGvzfWAtd7RubM6+eE5MSSQcSY5oJiTKOSBJ5KYTQnSUYkh/NpcEZ7IPmADok6VKTCsAq1OKVU7ilxl6ibVIqThsLD+xW7G8tPK2uqzI9LONXmiQHQxyuilfG5kGrlZEouI3k21JfgJ2LYZeJ6vlCGlXovcM/onJBxIP1G8UvmvkzUFc73F1IR7Hqiyso63aFW8ny0IXwjdxPfjOjBFw+CIpW3CFMO9xhGeRs1cIxK2HSzRtgIuO2P75o5W0qXX2jXTT960992h1joNdJTiDRo5FHJ2N7hDfEtW1CSSNe7u8580AXFcWpoMbvSsL+rR5bTjOaWeDMebdk0NoNg1yWbHO8N8Nl1rq7LHg6mHeDVdNZDM0dVsDsqNtvdG4tN10Pjd5HNkrO1E+sRDpDdMNl0Ad9tVpuejmy67a82CLc5k+1ZaTppIuo3vI3E8B5+2foSwLcGtZI4M0RbG+TDmh7sLd3pcTDGh4wBfe0VbYDaZmvoOmWnM2k6FkSaJfn/k/YvT5IkOZon+AOYRURV7eHu8ciszKrunurpwxzmsoc97f9/XqIhGqIl2tmp7qrOV0R4hLubmaqKCDOwBzCLinlEZnpUSZCHmanKg4UfYODDByA1tgOgQRxLvVu3yKHexn3O/oiMkKw4I87Q9mTHvWJeG+Eg9KMYhsxWf1NuQy/uWy3aqOkKnaTp2rI3tM830JgVepopAI2oyy4H3MIJE/pJ3ckGj8iHhmXcKHLd0eibrQ60tdYnV6yf3i+bbdns98iEUVt/NTJhmx/iBUiYtNTfv5IgF6+9l0HdySm8FpSfybitk/X139sf+7W6G5RXJ+7xn9s6u8WD9OvaWutrdpNfMf962us2ibf7Sp9fm8xqfbcXY/Rr9rKwN0aa3L2ds91zHwnR3qXfweEWbUWXNOFAU2+O2E3s7aSad9kt9MwV/Zy4T/u7A92+0ejbt585Mfr82nV5d3i8loX7sZVXl986qcm2zYn0645/vxNi58W9Mf1fvcHW7ldRGdu7h0dvt431IYIWbnID9D7riL3nW2QLchDfhcq1sCp12Vj/wEaO3wgAZu3JfRDbQPR2bBtKPL8TnMMz0EMP2wTtgtYJj2Vj2W8e2iZQtd+wdZXvN/B+H2GrB6spoh2yhpdNKlSTTYhabZGAfe+Qdv/mhOiLpG+Ht4lDK3fgwT6h77mRCxi5MbRfzcWeQqZ9bq3vA6jtwpG+j21ebN9P2L8zWaPYkRM5M/a5Fk/gGZjZ6kOQiSJ5S3zPCXzBWRoD+9ob3jbcuyaQlza/ule65a33suvI1BgAIyLBfhQpRM7PFvGwsWD6TtcdIWs8Z1sSvT6Ft3b5zXGzhdwe2s8o3Bn5Da0JFUGY6cwEvIVhNuUmZt8AfmxrwNp87ptBV6jaYFtPd9RTJa3t887iiVQIG+PBW1GaPjm3+zXD2kewx3humtum0JwXNkRfbREPMc+iDQ6yEFZ3nx8p2qE1xnY7GruzL5l+v1hh9CiGLjeEm1z44sNv7Byg5d8USKFAGcYGlttN6Me07p69ppi0sTMXtsLRsehjTDtrYnOChuLYZ/ZtKXdFJYSCdBkpYRg4GzmHLiejyHko+TENmhLR0y+10EFN4WwQbYpTL/CdQqnSpktqbkvEFey1A6RL0A281xbS3QL4rTlBKmFg9HRGqe0GtdU8CaUKVDyAK2lKc6OISIsmiZyY4YDQShguqbHEpDmGWlqSUBptk+Hq0uyXto9I7yuC+dKcgpEntM2dpsTTIlisF5fbFI+2LZW/xvj45UOBb4dETsbz9Q8sfuFS/okzb/jteOHttDDbzMu68n6e+cOycPID93bihzHzp8cTB4Hf6QvrQbh/SAgrw+NCenbefHK8OPP7xOrGp/qeegeH3xfyaWT4zpAzPH98y3VOfP3VC2/uZpKeudaZt5fMw5p4Knc8ycBlNS5LJS0rwzxjd4YOxiErv5sOWBF+/Fgo5szDSj2B/3YmD8ZXf3phmo3jJKxT5fkorINztE8M5YUf77/ieTpyfZeZHwf+4S8X3l0akJejUO+sR3T5xMfpjLtw/6GQDwfu/pdHFq/861OJ7CiHAJ/vlmuM93Kipsxf0siclN8eK+9wnq8jL8+ZWQuzniHfwXTEzTjMnxjTzGHI3D3B8SNoFcoy8CAzX60fydPAw8M9Yon64z2Sjf/0zciShf/DDpzrwNkOOM4wCPfDlTlXij6jfkQvJxZ94UU+sZ5PrOfK3Uvi4ekUUVH3cPWVP9fK4Cv/ZAs1V86nA1fLfHweEPk1apwhekG0ksdIs6MplIfOAhwGJ08gtZK8pSSaMiUX5lzw4tg8RDSCDIgUqsyIKGMO1uTKQC0gL2ekOjkVRDT0ChWynBAdyIcKQ8F8xa4VLQktilRQU5a6UmWBFLuWmKBLhpSwFAbhMDheHT6F6MsPoKpkO4bsLzPYQs9YIHeKjIr8VNCzIfmA5zFA5JxgeMGnJ9SPTP7IWpRzyahXRgqKMKSoWeHXCffCslwhGWlqzDBzvAj5fCB5ov52hlNFZg92/6z4OlLLGedKsW9Y18coOn1dqINH5IMmhuMAa8KfR5SK5hdwRcsR9xIAvqykfA+SAoh2Q8sJLRmTYKivWqhSSJJJEg4dXyYSMLpjh0p5U/GL4pdI26DliEthlRlE0HFCtxpZX3CIU7SEaM9RsDgtEnKyjFCP2MOP1OkTYhnxIyJz6DnZ8NGgKmmNwtJVI62OVHCPCChwdDkhNaM8hl2QPhJxkm9ibxv/BPrCMGukKWg6qfmE1RFkRfNKVmVMFo42Ezw7dldwXzEreEn4kiLa2ByRSjq+IGklpwCDqOHwZPgIekU1IjndMpWE2IrUio1fUYc3yKWiz9YcagskJzFAmeDpDSTH7gtKYSgl9Bw/YGTqoUXttXzPWl9wXxlKRapz1kQRRepKKpU0vCEPj8B7kB9wDric8BXkqpFiLV8RGSK62JrRa6AWTG0lUkMVIo3ZUNZw9NXuoAp5VPWIyR1q79H1fdzLBD++xd+8w89G/fBCLRldDiBD6DJqlLSgUpjK5Yv3U1fhcppIorz584XhpfDjeuBcM3Zd8VXw/7bib648P8ws7xYeTPCPwuWofLo7cHd2Di+KPayU310oz4XrxzmcK+MduSj8kFAp8G6GXLiSWDTxVT5xN068S4+MPlLW/8lcP/D8SbgovDsMDA9HhIWUrzyVge+XxPFBefwWrovx6XlFFiXPR4Y75/73F9wdWw3mQvnLBV8zx69Bh8zoAfD++HzHdYUyXhBdOS7KUITDW2M8GgsnFu6wuw/Yw3v0JZE/DIx3leNvneuz4B8H9Dnz9MOAi7I8O8mN4bqgQ+X4nxWf4N1qHEwY8gFJmQ8H53p0pjUjVrAR1kNBXjLjotjqlFK4eOLMAywZeXHevK188/XC8mnh+scXlqny6bGQTfl6PpEF5M0FkcrhekXNoE5Ynbh7quR1Zjmu1NH48d0bnu/fwOWKPy/IfCUvA3IS8jdgRTlfM1aN0/IBLkfs+68pxyvLP/6IUEjzuZuUXy7eekoEOnjUreyGOWyTt2vLLRLBa9huaACt3u3Q0JL3mRukAV/e6xR0u6ubOdwyD4RWXW94iNzQjw0FkXiGSNfYG0Ql/KwG5pbqVEJPVm1gXQ8tltRsjNxAlRs5LnLVZ24wU9iKsNBCyNrrhuySlqfad6QhcLrnQxpgaxuztKdobmS5ZiN7t8+gYTK9f8MWiHHp9tYOG9ki5zvg1lIXITd7j26VdYCj8ZuF2Hvxze4OUM/Yals0m1K2aIVfOdmgRZft2iEBhIcN06hrSuBanUzZ5me3j2vDaFTbnJMpxlS8YSrNbqp9+tYYgyFsstQxnkYs1F19iW0SJQ2AXQuYoEUQUZIOgTfIEPZXjuelhrspLUVZ0zG02cwxDZ2cFE9OtbERXSJzhHnFW6YL82UjnG2pqbD2Qg2zMcestvFr86ctq6ptnFrNQcNa9M7anDEZkYRLjuhvqe3fgNuI+BJEC3VUVrzjPtLH/IaneS+K7RHttOFCGz4W7RdJiKbm+LetX8BwL9C+j6kdc0Fr2WZzDEuPmPrSw28/NkdNw0Ra5MZGnnX/7Drdzu1Hh1Q2HHJzDjagvM/fNgf682Xfls/a31evdIZ7+xdEJ0fVNlEqrT+7zX67Nw0IlSb/et/enrBFm/Q2SVtPu2d2SOt2j+Y42t5dtr5096Y/xl4geOBMIkEub3It+rhH29z6S1S373s7pcmjrd1CRNx02bU5MniFh+17OaCrwJlu7W6f7cdgjzWJbWP5emS+bLb9u5wQn99YeqOlex+bn697aeR2YY8OgB418LO7bdf3Adw2187k387sm6psK23vKYzr9sqA0B0Fu3xFQAuh6WDf/kU7OEX35N6u8/buseilAWQ3AHNjH/fzXw1UH1R59UnXZ+KZrf+8OVo8pmOE73jrp9i8VRseqm06bpKHDbBkW/h+23To4xVM5J4Ts60VtgXZF/K+e/T12N7+eL3CN/7ATS949d6/fOwLGjvhze6etpVQYPqm0j34Pd1MoA239+vv+xljdAOM2zmtwE9v7+ac2NrRIwMaU4O2+RBFAm+dtJubm/jS3b18EwpboXRp53aHgkckyJbTTXQjUvT7OJ25vgv3AVxa8aRX60Ma6w3Ea5tbdSeAZGvrbdxiw/buSOjP2uRRi2rA2VIiyRLXbAWpW7u8tHY2pbV5tfumGxNe29haW7O3fg9FQm/Xd0WdrgwFM4xNyesbnUNj7H350UDsNt43+cHW59tGSig6vVDY7X27SNLXa2OTOz0aof8dkvHzpREb205GyLbd3Pq3S0tvToZXTpg9w6gpdKrNIdKUV+l/ByNStTmlcoLUnBBOMGC0z6W2pUsYQF3l2Oao9nfq8iSiHSTZxnLahq+pHRGOmFvNi1BKIgKt9fOeVeStX9R7rrptvXdHchP3tz7aCa/22DY0EgW0t37rc7+tW7+Nkyfbb9evpjjelJhfEWYtIozDgVxhnu84L8JjNd76hWGsXJOAj0w+MKzC3QxjPjEO97xJyjf6xCAL34lRa2a+TgyeGIrh88pzvsAoyMkxg/MolAxuM6MVTgdhVBhmZcVZU+UsUWht9EKdJy7XI7MkFs0wrhwOhWEiwNwhoSkMzXWpWDGKXDF1RgUXRWVESbz4I1ez5ruMtekGzy8TdoHzOLEcM4+uHC+R6uvpoa2lH4WhzpzKj/jzzHx9JLkzImgeKWlgEeV6HKnVkOeVtMLyHIWARTM+JdIJcnKeOaFj4uXTM8vzE6fTzOHgnNPEZXjE1oKX96AXJk/MLvwkimWF6UIulePlMZjmaaYk4XynkOBgA7UKg8ycdGEsEQ2QH1ZsbBxBh/OSWcrI1SasHhjUORyuHLNxPDrl2Ix+XeHkjAvcfRIqmcopEu/5TMjML5xvKNN6AgGrF9ZWK0DEAwQuSk0lgEBLVBFER0QH1Ixh8QbA5qYP9DUa+YbrPOEk3CbcDK0XcKOI4SrBSnfwFGC+JQknx+KwhjOyViMlD3+6BDtIvRnNqkhW0EyWAcGi4JsrS7aIPiipbRU1/OU5I64MHqHqvqQofqqCH72xzAUfKy4FSTUKGFewEpb4wIB6JllGFGpj+8lBMQYYH9inWpRpxofSnBFKqo4sNQL+SqQw0EkwGZrsiogSsuCnFEbk4ogqPqdg+afIv+zD2GRH6EDFIuw+1SFkfqv1JBqMQ/PIvBx9A5qlbaeODCGHq8f+acsQ6tMAuKFcMSmkKdItSLVNj/vySRcyM5wOGSkt8iwP2Ch4HoFTGIKp6w1RPDKVEBUVWrRcRBGEY2kmn1+afH4T7UtL7Dk19m6RNfa2lCBPeCmRfkob6cQdrIeLLRgDaymYVmqylrpPInXfPEcdhNoYa5ohGT4ophm1CtaC78UgHyEP9HSzZlFLS2VBWDATzFYsgZ9AzKItLnjRUEMawWXwESVvNlOpz7goOR3inh7Ov9K2Sa+CGphEvRdNUWBThhUbz4BFugYzvF5CNx6mUHmJOi0UjeiFvi3Wrj+0Pj0ITo66CiJoqWCl6c0poh/FcEbMH9GqSEmwHPDZYRGwFJls6xzzOQWQFI7VAdM7bjS1v32YO08v59h+3xnju0z5IOhFUA9TN+UV08LwIxx+ELTAizvrckXkJ8oMZx+R64r8OQq7D4cZSQldMkmF4RSAllcwV0SOaMqUCvNa+Xg+k9aZc1YWPaHHgYMAVll+NFJRst+hhwN3DwOizvV8RKzyTipWBHs5k105XKNeyvUT+Az1zQpeKA8e5XtyAJ7WANshXRjTivqAaWJNsa6XurLYC3muTMOEzY6tFZ4qenUwYRmF/EaQSRlMuVtbKol3hZqMIQ24CbOuVHG0AMUp5wWpRpozso7YumJL4WVp6cauA2k+MD7C3VsjPUO+XBndOc/xvmkYAqA8t/SexwFLIGNCtFIfFDsUnteVYoVV3pJtQMdnJJ3x4R44YGPBknEdjbUaaciknANoNGsAUcWtYKcX1tNKeQhgv673UY/i1x6v7N7+b/sS8J051m3AnfLf1rQ0hfQVTrC377rN94vGON16aHhEa8+eQNgJk9u1ujGFpdd82BZ7b2LHY+RmM/R7NVvipgvbDX/xhLao+N6ujQHc0utuFTRblMX2zA5GviIr9n4N8umG00hvc0d6dvYk2yW7/usgcNpsvNa4OPUz+2qz47ut3u2Dz4mZ+/Z6//1WI3QfnX8juP0KZ34/tgwRhtI5cE5PtbWZoTucoPeDyz4rRv++2WWE06jbVOGfCvBSuuOJZotpc+L3991A2MbqbrZ5vGfUZ5DUSWnW4IhWY6s5a3otwT7it7Q4zUZtUI172PKuHXxqehOhu7nVbW6I9XfuMyNzK9y9655t/LjNJ5HQY1v/7qOFevRSOJda3dCNANnngAduZz2NeLuHdgdhT6HaHVLsIi689Wdq+FCLKqJjKJHKPlKJNaeUO1jr23Yfl4ZeyNLG+eeOgS+bc/2qm2zoPdBPuK3BPst3a7Cf2+fm523YnHu8Pn9DD37WnNtZ26KV7fx+ZcyXXeQDsv3s63BbitKv6Oe8/mx7ruzftzkadvVyNj4pMX68+pumB3p7dhs3aX2g7c8uTveRBTvC5B7vvsnmdo/OwpeGuTacZYsS+atjcxu1rZ9fD8jPR6G3dVs4n9/jy+bavzsSwjYgaBeSsu0Tt0F7Nb2a8PbGGu4eZNPXb6vtHrvIktvn9MiH/QbFZnjtNzN3jzztElEXanJTBvom1j2urRNr3zi8R1lIn+k4HqV25LY9aROhIaC3tdCKT99Kre4F7iZrOubb2BT7FCBOgHsm3oI1bssh5GgT3tJqRzSPrpvf2ixEuB1tEW7vHalXYhH5NqH7vrON09bpbfN3GqvcIz+jbnA9EbmyjUb78VpJ0p5yxV9P9l8+LnFZDwHXI+FkeEZYG8htbcN0YARaDQSfN3D7JiyV8F7HhgV9g2gbnnuwJSGMSzQ2W7R52JvT49WutSI+QxqICIdgt4RQ6AWHWlRBD3nfBIU3xaexrRW2/PYo4ocmxFrUhTah1MbKdaED9gHCdMfCCNqiLRojJdg3CeQQk8fOiEc48G0i9g1Kb2tWSutrxbdwzTXOdQEWhJlIwRRpG1xeCO98FCrFh7bB9rRVwyYkY02VJow7Y+FKIDU9l2IXkAPhiOpC2JsG1tiH0LzfbZyb48O3CJm/P+P60YtIdWX4tgbsJuCbQme9edZDots1Te5sG1Qf7+Yl3wQF7ZXa9zeXV3MKNgdBV6a67mTQCnSx9ccmdTXRVTtBSN7Wf453EXJ7aBgDqu1sjfztKYezQXIwjrU9QluuT2/OVelrb/eeXbF3jT7UzjSqMfczUdy2mASDU1q/djmkAtZTmXmkLqm+k+VOdxAoFkBibpJWGiC65ZDtAxqyL/xoO8Wi5VIPsOTmkAxmgjUWVP9cIipHS6zDLjt60EW7a9JfVpz+2iGiHKcHcs08f7zwYZn437XwrT7xXR75JBk4cGLgOA8czxm7f0Od3pHTzKg/cMX5vwCpA/npxJ05d8sBL898Gv6MHp03byrVEx/vEssI1V44FOc3D5kTiWlRihrXYWGVlfuycCgr60vm+vTA5Shcj0I6OY9vLuR7kLcZqQPpcoIiXC8rdVlY0gdwOOUDmgdGTpgP/FBP1Arvxh8ZdA5FvTjff7jn5eMd+k8T+jjwv14S//Uj/Mvo/PdvHH8B/5/C1/WFb9ePnOeJp/NvOVJ4ky7YMPKSJ87JeE4L9bqS//hEuoA8vSGXgeGHEZIyfFuRE7x/94afDicu5x8o3/+Rt7+ZeHfIXPI9z4ffUuzfqPavSB15kAPPlvleRg7TyldvPjGdM2+efkPNC8/5B64Zvh8OmGTu/R5Z4SCfGHXhWBeSG+WbifVtol6dsgrnp4FyOZIud6S5cj8KD8dPTKNxmCprSVznET/M2Bvj8ATv3iurDxhvuLDyo7+w/oowa3Hlbn5EPPGBvzDLhUGCMTSUA+k6UWVmtRWzAdOooZHSRForeTYKmStjrDlbwAWtJ3xNLM+HYHVNR6BA+QAY14NhSRixyM6clxuAmw7w4nB2ilVWr4wnYzhALYqvCUmJQTOeI6pMJZOZGuNfKO6sY8FrIq8HFEHvZjQZmaiVkBYDM9azUg38XvGThLMjOQwLlRkBRhK+OsUWxDIHjohDqiF9ZjEYQAfBRbHhIXSj83PUtbmLFC6+HnFPpMVIFk46N0GPoJNS9YAtUzh63GAEPyZ4UdJPAjVFBJ46ORdQxQ+nkDjpBcwoywEMhjqGfjousXWmEWOkVCgOQzVyDfY+apF2KhlmitWEk+ClpSaaKlILsl5IqSB3M5CRuTv/f42Mi71f57twdDVgvdxDPQhwQpgQNVR7geLIY5zWiPYssuJueC2RV3oxkl/J5/fBSMxvYVAYr9G+cwnHQb7E9jRmGO9gfcLqFUuK6USyhWRXnBmXmboqZTlg40odC5oNHSScLy8vERFQg6np4wQZbApmJC8FKUSqPioyPcKYNhKaedQFkfqC2pVqiq0zNmT8lGE29HwFy9h6iEyPYmRJHP0Ue7o9YH6l1P8OyThMv0F1ZPGMWWJ1xatQaova0hPOiZxfyGnGDldsmsNHYgeYL8jyhOsdHE+hL3GN1BJzaZEQoR/KqgiG5mtwQQ5HVAc0vSORkU9/RpYrIncgI0USrhWzO8QzWgb0GpFTJgUpSioZrStpfcHVqaOBJ9QmkCNF/wm+MNLLzPjh4ydmKvP/48Th64HD/5XI7yVkQMrI+AHJz+j/fY/+9zt+/I3xw++NXJ4Yrj9S7JEP/lvGJ+H05yf0uHL8xwu6CsOTkzKM9zPm8PxJsSWTpgeqjFzXK9VnPn5/wV+c+tUddveO45uVu28q5S8LL/+zwPFAOr4l30+8++2B84fMxz9nHlPl94eF9bLy6fsP5OvEwz98Q6nKX76fqFQOv/+ITBXTKXS50wpirEtEsp3ymVEXLumOxSbKMOGSWevMen3ijY+c/I7lOnOen0kvTv7B4Y1w+WcY75T0TeY4w2//tWIYf/p2pgDjdw+wJJ7zimGUi8Eq3NuFMa/k9VuS3bOOTxQt/HReef9ceHeeePfyyOlNJf+uML6/cPr4zNWFn54yugrHwykis37K2Aj2TaWOwN0hiNXjJ7zM/PjpT1zWmendP5LTiUf/Nw58T/U78Il6gDIIFymsujKWzLQeIsWgrJFiMoOlhdU/sJ6M5WtDbWSo3yD1V6Y23Eh7N/vpBsjAxnbf8KFGltIGUjXCVgCf4UTvOHkvBYFF2uBOvukpYDug6t5ql2kA/tIJTh2H8YjIjnRPQZbrhKXI5y/0YsU3UM4bfpB2CAeI5O1ZNCLjFrVgFsHHAmIZfAonpFhzdoaTFsmbZRoM9O50iPfpUdLd1ttgZCeU+G5zbfo93BDl3t839Ol2jkFjjbtEehzpZEffOSe2jujXNdtqj911slG3bwRIHo/oz2pRBT0F8x4eiT79tfCbgEw4SvI1nGp04m0Jsor3OZA3h1GMabOxthoGgW2ANGe34VzCmSxR77InUIi0TT2ljKONmb9FyXRCg8XYec9o4BMwBfkxJZQV9YhsjjYHWeVme/Y5YCgzAFUnkNwhflwacdIjTbBJsNFFZ8RmqrWoWKJNAcLX2M962kWPNEg98MhayvI9Rh94XZBaw7lSNpPdveGfUpqjpmXK6P3szVZ3xXt0oNb23qEvSy8arVGrxJqNG+c5N8JsRZruY97TbwMMgclEZb92z4ZeStjJpi39mZ+jr/2OW92VL5xvfdY2DGRzbm7k0JuTsTPoO4v+5ojidp+2Vl9/3Nf763Nlt8C39w4ws0uOdl3MSmnvfkNKbzg0DeOgy7n+PhsU052DjYDZv9+wmv7onZMiQJC2lm4E0v587ZhC6nL41q3hc4gX6s4Ga4SPIIS3rA7dodbe/yaCnC5FfOurW3r27ny4SZ0dhrVHKDbW6A6XbGO3P+UVr3L/h7dni/eogtuzvtAs/Q/UhGjP+hm4J69fpn32WgB/JuO3v2V3S381+MDO+9wF0r4z9s/zVz9iT92B+P2y5mTYnNS7tnRMbf+IreXbRGPzaG0hPtuc7d9HlAK+yzPuvO6Etrj7tNqmWezrtKxL1AbadUaBeUvL5P5qQYaC0djyqQ/HrYe3nOncAjW3Rb0J4dZXToDkQFdMXo/sz7vnFw+59ftfO2V/+PagHnLZvcA9/U4PF+nCsLuF9q3r1962T/G+CCsBgLObEG1gehqb7fozGxu/R09IJhwfCt6XkSGUdr+ujPZ/t9GN55RNKkXfBuAp0hQljSiD2xm7ImcirS2dQaK7AIXMrR5F3QmjPg5KgPnNwbCFrjrh5Olt9XZubu/XlTPZvV8rHLT1lbMJOe/Orx6lEo3vnujuRJSNmdJfLt3a0jch7/3T7r+PrAiNt/0eSp/LtGtL11Y/l1N/4+hyZ1cQcRNJmwbcmfLdw93fhx4I8XqD7bft8uvm7qbr192r/GoZNUW3F32X7gDayZnwlbQV3DbJ7b/+HCWYonIrnCQpPPmaIqenSuSuzjmjKRjHkm7OjJiDff532RcN988VBo20Utre0cRbOHkGNbR2hSbWRY9aiftpOILc2vJpc0ghNtru3vXbuwFbrlXZ3bUPVxutXTgRN8fuzQkim6DajU97q73g3suwV/LM/fWG/XcOM+fj0wtSEvVe0XzgZTWG6lwuA+U5YXeKHRPuxsJC8kouipkhqTN9M4nCKJ/AlY9LAhMKdwypMhyjNN/dKZFHJacorl0WWNzIw8x0KsyTckmHANp8xDVh44JNiXoIJmhaB+oLPLuTXXlXK4NlSp0i7XcWzGBdI3zbnw2GwjB8IqsjEvnaT5I5uHAZC3Jw5LqgP65YrrzkhTpVxoNTi2KXjC3Cy3NlEUFOU6Q3WaDWkXI5UHNBzNDVGPNAmmCqK6laFA2UxKQlXJb+jHshDRU7Zmw8sKYjeUrcnVaupXI5OypCJlNEqdmpWikW+co/HpcoXrxmvDpDcaoYZ7vGtFlXqMbiiroyPCeyJ0oNfWRYhVw9CrBbZyplzCMiwKwiPlNt5loWfJ15mS9UFcqdYCmT7PSrRBs4xeYonJuDGao17GfxFU/BHlcqnj2MLCVQbHOMQ6vvEos/WTMVNAyyIDekVrfF0JTbubH2pMkE9zC8bFGqOuoZTY6qktwRjehC0YpmiYgAG6KIKZ0NGYCEt9Rwo4f8GlOJcHWz2EO3ujPB0PYUelHSljPWu5MzYXZkU6gtkVphQLVweNqhRX6lxqKvK2htOp5jLeRfPPKn+yFjuaWtMo9+r01+aXOiqiIZUq4t3k+jgHN2JLftVQ3TJUg/JYgFytJ2t0PE7KXQ1dQDOIoaYY7kxlC0EmnkVoPiaBY0JywLNUvgGDOIJJJm8IJpFGGu84iQgqj+q+YbdN3Bmk43iIavmdIcvgUoQaRxw3wIfbUKVq3tNUHm8Nq+IxGJLh6CMOSx/4uH0W/pBSiYRmoZKdEn7kP0JYb5FU1A1ha5M+Aph4NMQf0YBTKvihcPlaRK1FhCGdcWrVBijYiklikyRtG8RiHpmhHrumf8M+najqO2hqywElFBDAhjnJtqCxxdoe97WtB8jGf6ADXhdcWs4hqsSdcRp4FHatF3PuC1RkFsCUBSdIApanN0lcmqNvsn9lrXsClS0322ArERnoIzB6HFehqSCrK2rByGUhGLfdFSOBF9lVhXWWOt7jbqLVKSMID8C0NvBBimgAPOl4HrTwNvz85xLkxJGI9QriPlhztGm5geE+MYjP4hwV2Kfrb6TCoVmQdscBY9RFzOmmPdOSCOaiKRGaYEg+JHo+bK6TCQa4r9cxlYLbEujsxnhlLJq5OS4Zcr/jSjs5KJdW3PwlqUT2+FPEEOPyNrDmdcXRbUKj4NoJn6KZxV6i8MY2VCmMjMxwkbjkF+oqUtQbHFKbWyzon15Z7ixvxVZT3BncBYKunTjBfhJYNppeRE6REzVRmHDDJgOewYHQTLiZoLzsyQINeRqzkLFTusLNMLflBkUeoKL2Ysq7CeK8MqyBzZP4cpBnI5O3kVDrkgKqznA1Yzw/yA24TdK2UqLJ8EuWYYlSEB14pcokD7OA7k2RmvZ2RU0p1SXhLPPyYSzmFyGBxfFSuOX2ek/Dp2+mYzd13Wb3P1VTT8lhapW9o3m2irwdaBpk397HpqJzLJq8v2xJn9GrgBHxuosBkfLr1dsffIhuZrnKLNhtGb/bC3JaSlX9JW+002W9Gb7LtRhAIQj8OERu5rdlLHrDYG875PoJMlty4AbsTUjo/47RLvw7BL5NIiQsJcveEAe/39lhhCuVlz/U5x432fbs6QX+j1Pgc2Fn/LktENEtkM8e5W+RWGwvao7niKn7bhITvbxGXX5g6PdoHdz+pYCoA20unY2lbbPO42fycpxrxx+n2EWwQNQU5LdutHueEGvTdFG5GyGUnaCGyaGiS7mWa5fR+kt0i9BZAD32r6n7SJJCQiZba3/a5HKUT9iMgkcXMwxrP0FinRtx8XnGGbu95tbtJmC+LeHHwWE9sjbbb39SCOy7CziVv7RYhCb/05bPeUvv5avZNb9P8Qe/Au68R2fi803w7bzd0eHfLq6Gmlf9Xx+vybXd3nxX6t/FWrOK7aUh/sbfBfeNa27Nt5XRR0Ybtdvl+vsAMktrtJu9mGX2zOh47btO971MMW1dDXjG7PeFXzYZM9PUqoOWT7NdLWRsMtpMm8pjpscqkPcxBUG8FbbPdWXTb2vaP3Sx+P1wIwdNz+9s4Gbt9CZD4bzd3q/Ft6fZfVf+vEPcDbsZwvmG//bifElpKkvZh6766+AW7/2wDwzbve/rSOobaX24KWtnzbvhm7TotKaIAbfXOhg1nc+kab8OjrmD7Jbp453wrpyG4Di8W9Wcq76IQuUPYFTV4FN2kb6Pavh0yKRj0HkBYyTZvAcouE6LKlC6bmOauhJ1BWbwThGxjpeDDcShh31iaaigdzqUaESZVgH0gLM+3pmmzrv/bwtij7+PUULDU6LwSj0Bj5sg1nH2tv323+pw2UvW341nM72s9F1M+OrVhVF+QtN3gv5MMYgr1FLwQjozP7vW2oB3qoIQ3gCWC+b9yX1vhhN5J9w0ntc0f4M84F9wfcJyTdITIC46ZYBvZeELmEh9sEZAA9NJ9B38D6+yzt3i3fHyP0zUbWNgrhaHDfFX5q0inYdX3FNKdTTbfBaGmRbuPUBytyQDqlgYEBAMT6itB+WmFIaQVwkQAgttyHm4JZ2/UZifKv7Rm9v52uCIRCciuw9AqpF+8TE/cwiGWLhGgK0PbshYhs2G19rjgL8IxLBiKE/8ZS+nViznuIcZvgViOFUDfCo+22m5u3Y5vrXS41ID1yqbLt212l7eU5op5BYHlY88RLm1cuSIr0NN4cQH1zxcCtRUhsxeViA9wYUTnkmaQIbU3tHE2RW1DHYTOoVZRhOEQIe27FyHyIeZMEkrT36eI8FFiz3ORmy3HZ1r96xc2xOcJklxpgjKx9DsdLiFlERmgwVawGyI5HHmqj1dhxb4DTupsBrR/WxnJIwRTzatuGH4MTi6e2/u/Bc51Rpp5Q0xYZETqf+46FAXSDMe603+tiLngvVP6FR62VP/z5B9bFqP+vNwy/e+D79wPvnxPp/wP6J2f9L5X628pqhVWfeSgPvL0IRQ30io4DQx4YZOZe3rPYyB8uX6MuPKZvSXnl9OYjopVv70eWnKhTyLbL85WyVsbTE+O986/pW36SB5bi3M3OOL4w6DPlfqI8HBhmJT+deDb4sQq/yYV/PlxZNPNDfmBhYJl+oqyVl0+OLJXHv6wMh4W7r96TcsGuJ6gD39qR0QfS3Qsfc4EfzvBpZv1PA3/6bWK5P3F3d6T4wHo9sH468/13BX2n5N/d41fn+v2BuozMH9+wpguJQrbK3elIPjh3d0+oG8tccE88TCuanKsXah2x+xWRA/XuHefxDdPDwG+/fuHHujJ/ErIkJh9Z1aljZZXCvFw5o1zeQXbh8WVCzLlbKwuF/5mvFIw3VskOzzaBJ37zp5GjJsohHDWnGimCXgqci+B5xOzAugYzXewTat+xrlc+XJ4Zz0Z5/gkZB+ybEzWPHF/eBMvrCw93Yykfg7U4GZKVvDhDNVzO+GCxtnH8INSTwHlAXkaqHCnyjqqFqleyC8kSKhXPUatoGCxky3gAUuTcdwFdQIzkkSHXa6SlKnOKejkJZMo32kCK/VVzZRwFt4ytEwln9IKRWElI023UhQcbUYF8mAEP1cCa7iaK6RA/D5Fu55hWRlr0YXXW9Y613OOp4qmitfG8vKK2UkdhfswIibxOUAtljsKpWS64OrMGcWDyAXVlfRxxyeings6R7goTXC54WvBWdyeNTjqtkfLlOlB1ZT05KTtpAJfKomfEnWFOKMaQZ8wH1H8DMmDTE+jKME+k4lRrUZxjRQbD5wulLPhZ4KpMDwfyOLKOMI+Qnxz9yVAdycM9lq6swxmzzPrxiIhwmGjpM770EJARRyOlkjiTKKMIwkL1ucnyEnPDadEwhq2CLcGSzHnESsaWCVOw0RGZAuCnkn2JfcNPoRsPn/B8ofIOOCDzgFxzROilhNlKrQtpOuGHIz6P2DK1cXlBGEn+FT6v+OUlilUe51BnaibXxOklIwnWccUzlDTEHplDd6n1Si1GWu/RmknMOIU6FmwMfSIDsl6R6wXXiZpOuI6InxBbQc5Eqoxr7IK6IknI91+DJPScI73U+pHqC55K6Bf5HpMTklaSrhFd4QM2n/H1iueM5xGZIN0D84A8g6+CXRKSHdUoeFmTohgqUTNq0RSp1VYHr1j6FGNbInJC0hKOTF2ZUoyPYFhukJkJfk4wJtIxo1ZIgweLtavwjVRSbOZnYMpfm2kq3D8mFlH+8MOB83cT8tMLel14cz/wcJ/49PGB65/eMr4z3v5n41yNYS3cKXw9KdVmlvkv+HVCLo/M48gHHcgYcjEmCvdvzqhCzgNVBo4PA8OUWN4WyrDw9fLI2/GEXDI8J/6HJ7435e4ZDvPCwZ2prpR6Zl0+kfyeg3xNvgrrh8TTg/Fv/4syVKW+D3k4nxJ4IX88o1Ipb0+YKpcf3uBz4uvHK8fThYc5c6wjL+8esbf36E+OfgobSDDqxbheZubrHdfnb1m/LVz+28wkC7+tz+ilkN8/Y6r85T5jo1HygNeClh9Jq/DV6T8x5gNy+Als5umYmIdEHWYkz7y93HE/3/PBnE8s1K8uPL09M+gd49Mjl7PzUiINk18t5PdcyWPm9DBSHF5+cLIaD1ZIqnz46R3rmjimxDEvfDgl5scZ+S6xfHfg8FXmeK/kj2fK84V8N5Hvj+jzmfT0AX57B//0lo9X4bt/cx7ujW/+eeGahfcvCZ/Bf/qEl78PmuwP3zCxZu97uQFUQtiA0piAUpt5qvSMApHxYAjbqUfP642kBYK0Ir7aUm55zyS01frrxZ6bzeA9jWzDMVp0eCwSbwZ4rG1S149zs0+C8KO0KOmGC2iPMtcBkYQOHdCz3X29RTyzgWtuQbAQidSOQa5bIvihdNijgXzW+tAqnc/cfwJsuYak6+At9U6PPmhY0ivCUAd8GobU6e5bFMmm2+c2ZB0garZld4z28e5RKDdG2YZyBLDY+tdBquKaQMJ5GREt7W7SHDO/aro5LiuINNsoog46UN5rhfSU2h0/sy123jq6QWepx1glvIH1LgWxj4TT7NDaPhBxB2FzmQhQyTIFdtGdFKlSpaKeEc+b06qndRbxsEEtnNAiidRs0PAgtjEmIifCQdRIdzaG08HAiSgCdcVlxXPByhSfbWjYHDVJPOO9NtiWySIiMcLh73gKXE5XJZSLQ2AracbESC01JG7bHA0WTWAtETV/DRteG/Ykd4BhRJSTepBWQlf3Jjd8m2dpI8q09SuNhKp3uI5QF3abIwDa8BtpxDdr2VsiuUtgM97ntClRLO/Xybc4Ojq6Sbq2ltrne2Kfv1pFvE5Bf7tbW0TttxueuG+hwU2W7kjUtH6THgGxYZRtXXrDPvDtu+48vaWevjkdAoptzoQOFjTC5s1BGzZEj0j4/IWi3R1zCfJHpC3r+vLWa5szwi0HvlA13qfLM6K+SSdwRhrS/WN7ZNjNCdTrpjrStoBtA3rd37Ybyy6vfmlstpFwNhnvt2v9dnI847Nx7tj7zx0fPz/+Q5EQIe5bs3tYWhuk7WW2ifrZq73q1Oa+8Nvfr3/uAJ/dKa/5qK2Td7jQPmpmf932czfpN4cG/ULn8yf0F7sNrcAWJXBbBJ1pvJ2y/SJ0tjOv2uZbe2A3bg7mzdepgLWF1661BuJu3rSt7WzeN93Ob4tgpzR1Xf+VB2vfju0z39q1KRjy+nGve+mzSbofgC8G6HZ92C+UpnAQm+At3qez8qW/ELuXo3uXaWGpm0d5EzIt7nVLodQ39h6J0IXaa0bATTA3ASUZkYktVG2TqH1e+tbuDSDutQ42Rkj31vewyj7nmtDX3WD3NGGbBqZNwPVV2YDRHjnxypPZ16aADG2OhjLSXPpsAk5aEbUeGdGHQzRAf++CsD2rpVa61atobQN8y1/eUgJt7ITS7rFj1W8yr4/hTtvc1kjbnES4RYHw+vpfufFuW6Pv/5ZtmPzze/pNtr2SG9LklkiEjO66f5Ms0sdLbu+2825u60s6U/qzZ0sXPdHHdA98l1JNJoVh0YrQSQqjooXZJs1RyFUTKok8ZFIaSNmR5MEe3TkhWmp2+ubjBDs0HpnasLSxsoqrheJpThJDTanukRnMg9UjVNRv/RDBD7Ll8N3IyTRW76Zs9E5oyr/s/27d0NLweY9S6HuP7waEGAfrDMydnBLpMq1Fzm3LRzbZuE2EVz+/4FBBTiM6BCPezs7lDPUiTGlhOIURPlXhrg7kOpGzMMrC1Z1zHbAaeaMxC1b+msgCOQmHg3KQzMQBFeHESLLES1kxN+qq6OLUKUOOdBOnXNFDolqizpDmypoKV1/JNYpkJkkcNaOuPC8jqwqzP1NaDvZEZvIRMUWXYIfb1SOFzTqCjVwtAMdqNRjQVCxVFk8sRalXo4rjS4DdPmbWrwbyHWS5UtW4jDM+FiQdGFh5s0yIZA5HUDG0JqhKZaDWzMUjJ3y9RD0CmStjWRmXJyYK69MjVR/gRcg1IzlTjhmuK+N1IauDHDFVljFhValPOcLQ69IKL6dgAeeQ5paaSZBHqmbwhVQrriu1FXMe6oEhK54ri1rk4LaVg62oVoaSQJ2Xdy+kY2Z4irzpw8Uaw/8LDwGJYh1RBNa8zR1pW0QYZF4FVkFnQauSJArgSV1IyZg0zFa1kMvWnMrayCm1pUs0pjB9Jcd5uURE5xq1BbxFAqDBeDYk6lCYR52ILMg4IKTAcnCQSHmYJOo+iaZg/9UOTgTztJdpSmOsU6uCuYIKSYQkmYxRdKAmAc8opRkoie4HJitMAgPk3MkwweLfQq7bnpqikY3E4cCKU7HmnJGuZvQUBkkgZ1oXRIoFiyhJyXFvWwou1lJjONZTLpQp9rymt9RasFpZ5ig4br2GRpOtYYjGmo0IDGGVCh454BWQUWIc0hVjwbuzuO8d9pnI+4LDu7GoEe3gCNWEWoSKttoVvpFxXFIDKwgeAhWzC84Q76OgzVkt3vvEgolfr9FAzbgewAacFKHuHSFrupQ6UBKUDNaAwQZ+B6utGYCrR7qusYEowwQCpUQkrdd4x6i1JYgs7Z17FEdpGY2cSHMR0Yui0iIkDigjlZYSCyVZRcSino8blCjm6oQzVRoZy0SCUJXHWAM6hgbiK2JPjS0tTSVte6ZHFBk15hDziJSGCgqQU2M/dfC04AZVekRLK8jY12OVBg5FW0TrVo9FzDsegptSPYdura2PLeJZqvoWHeLbOBTELtyY4n9HtAnkIdKI3F9hMOPgQkapo3O9q8xXYV2EZTDmFLWPDnUlr5l6PsF1ZZqvmBvlBOngHN1QHHIULT0fw0kj7mRzcmk5updwK83mvFCI0uHCROKkiTwBOmE4pcnJXITqBr5gnpiHAUnCt40scrCwfIsviK8MFrKQqlQXhmXBl4ikyHnCr8JaFV8W5PqE1ABT8qGQDkZ+FrwMaFWm0UipIraQWSPqxwXzEcQ4pBdMYLmMWEl4DvLPSgFbOMrQomdnkBL7hEUkW9SrEEpSdHTsJMgq5AWkDAz+GPvfMJNUqHXERRmXKHxLCjV4fXJKA/lSTqSDwyCMhxWZjNMxMZ6OZJw0X7G6YL5G5NN1xcpK9ZV0XUg/rMiTkdQQLawyU93JV8dXoWrC0q+zFW48ebnZP7E0P7P9bh/3K295l5odtzux29Db1rI96way7/nHm922+6STQvtV8UuvadYLUguRTqTZmZ1E+YrQxAbeaSuKqq0+nDA0BTns81fknWZvmzT9vRMCPPbnV2lN9h2kAcrdbKDWxw04/Bw4Y3vTzz+l2WC327m8xnQ+R3huI3Qjkt7sSN/9/OV5It7kcScvvQJN9rb77lG/4tgY8r2t3vpnP/YbuGs7W+dWoLenB283JNIqt31Cbnukd+eC92gK3WbUPlUOTV4HO74XIh92tjnbU7uNqmlARNG210hq7e6EmmA1o5ZalIbcIl9cIsLLm2MAR1M49U2icLN5iig/T9vq6mDwjcXf+3Ff50SISD5D2r9X9n2fT60/8FaAW+q20uK8VpC89ZHs5oBvuIizrdMtQ0coWE6f9xV66vHt7hLtaratu274azyujd+WVaLjQw1H+dXHfrL+XPlrK+XWObvzbvPlb97iF4821K8/2eZ6w1k+/37XD7fIhZ0T4XMnhPYMIzdiZ9RFka2v4zkNW7kJpdtT2++yPbM9R0N/igLwt0iILkKs65cNm7itJd+cBb5bsTdcQm59vQc0miz4OY7O9n3v/njn/X5zG5yQsdzE3auBa7NfbnvftrfsBsv3n/+d4z/ghLgtoOi7lpolVbaCNh1UkiZEBHpO7q3NcvN4u7Vc/X1Qu323dYU1fboJAHZzYWMfSDMgbkJjW5sNkO93E7jVQNjlCNvu19rfO3zzHbQQxmAGcMNrhZbWpJ/o9NCcrb+EqNPgYLUt0tQ2k4aB95SIatFTK7H5RG53v/V+2+i33cXZgLEeGqTegy8t4OD9vPSWcxk2oc9uQnXPvmsYGlsmHKTh8TtFiQ7OtX6T/cOkzYdtKP++g0zbxtBB923z7QMYDKnw1rfUDZ5iQ2igJb60sbLWZ9uqau85tBC9U/uspV1KLyAahponhCi6GWmMhiZyI4JA3KDlLUSO7V4XhJdtUwOi/8QQWdocHdvPzF7IRX0FYUsto7393TnQaj80IzZqgNQAoiQYD7rlxRy41SXok9RBCnhp6XGisF4YesM2Vu6GSG2XXdo1j+AH3HtR8MxWa8SsvW8ioiYi/yK+tjU+tD57alPiETzjcmh9/wFYEUakswKINR9zu4J36swOZN82nYHu6JAtDLhvWuzG/W8fcX0Tr41503lFmkATWJVWwK6vvSYD20pDpOXQbNEL8Vvz7LdndAKRtDW91Z9oa9hvJ6vQFIq2Mal3v1eAQhobLdrGg9hkFW6GA0omE66IpgCmSLc0DiOaEuMwkDQxjkdSGiJdhwoWJl6kZkqyOQf6/beglr5Ju7d56dQa+SzrsOBmYahXo2rFzFlrCgDTSsy52kKBPUJlVZoToznCAqjyNiZRX0RaSi7NK96+iymh4I3hQnd4+Daum3RqYbnWFUeTtk95AyIdEcNNsdrCdJ2QLZ1g1pRK/VUsYZCkTP/4QCaxvFxYXxZ+/DHzdDbeHD5x+i8v/Ebf8tV8zz9e7/jdbPyYM9/nJz4W5bv1gVGU+5pgSVyflKSJN4fENDlvvxJOOvC2fhOA/MvIZYHr+sLqhfU5Y6tyzomCcv8Ib+9nzsOJecnw0fHnhSc1fqoVX1ZOLwvj8cTvHt6wriP/8nKPy4Wa/hXNwuF0YPDMoz0CRrl8wteV2QRJAyd9g3Lge55Y/YrOM7oW5mFlORWWmilPwIsjqXIownGZWN4cufzugWmBw/k9i6789PbCMI68PRWOa+Yff/oKGYz1P32kToXzfGItwuX9G65z4rvzwmU2pqdMtpHfzTNvyiceL99xl1Z+/PC/8ZwfQQYOcoS7I+ffHOCHhYe/fETyCZXf4ZNxuZ8ZLsry8YAWo+gLJUMaT6gmDscjOQkf8ntmXTjfPSJ5Qv7yHdPzzHLnzIeF3+iRr/Se5+MLT4czn5LzPhvv7Inf1xeGojxej5wPlb/8b98xXp3f/N/GUEYO9WvkC0E6iD0jP4ZDqp6XcAaUEWoKBrNWSg3nCqugL8qQF8ZxRmbHzpU0ClNWzCpLWTF1VgkQeUBxjLW+hNzwO1wU0wNkZ81XihSGuZBmhweHKeENQF9VWUWRazCP0zExpBOqwjASkVZ5JokxSbDjqk/BJiot37VURA0bHDIMX4EOsP6UqHMmWYTTj6JMItThSJkmdPzEYM+M68S4RPFuyVFbptwrppWcF4pXLnIBgZyiSHTUSBNSSg1cfcGt4HKlJkfuJ0wT+ezBIJ8MyRWRI5KPDFaZloItRllWUlbSKeOzsTxdUIckx2Dcn2JPWS4NADpdETGW8wUrlfllQKpyeEykKZFsiaLB84hfDyRV0iTMeeWiM4ON3M05CsI+gPnC7B8iWPOlOYmmAKrSKr/aCVE10mCNdkWlUBenWGKxRE0jaUzoMFA92JwyKXKInNNSDbcLS/2IyEgaHltgZaRYS+sd5omlhj421HMwdO/vkJzxdcJMcVugrKg56kqiM+AmqAeEirOQ60ouBcsFGyq+FOrzihyMdE9EDJ4e8VJ5Kd8FEL2eEBOUOfapoTa+xgk0o1wixdh4h+QRFoO1hDNIBlQeSPIG58pqz2QrjPWCjI4+gpdK+fQEZhQDbEDnIy7OKooPAuPbFrUTjEs9/wusH1j9K4rfoWsUWlefUB6gGlYrst6Tzm9BP0D+AzZkJJ+gTnB9Cz4Df8YxlnSIKBIdQk8ZzwjG8FHRVVgkUp3ZuKBjQZZCKoJdR3weqDqw6hHNkIeZ5A5zwfNKGW/zRauj14rbjJfvN2P37ws3GE8DY4a71ZB1ZUBJMnF5nHn5pnCRwpIVOUHNji0Xvpov1Ms7zvVbTusTj9cL613l5feVPBbu6hUzuJ6intLLbyY0G2+fjGFZmb8rUIRFJso08MN15cO68lsKD1p50MxBlcv9iWt6x/xyprxcOJK4KxNejMv6gTUfWR7f8TAl/p9VsaJ8IrN6JZUPuBvH+oCgrEumijOcP8BinPTIOJ5YzLnOTv3pe9L5E5JOSDpwepuY3ijl+wOLHxkn4X664uMFf/rEqpVzKlSf0HzHmC98O/4ZLPPxT/+N4iOXh5GqhafLc9Rx8N8xygHVfwN5Ynw5MC4jw4OTTk51uLoid4q8jXoP+UchX+45lt9Qj59Y3/wb1MSS3qDVuft4hezUd5GS8NO/OV4r9//lPdOdw9sRPwhv3j7DaeXxN3ccx0euP62sH3/EbKWkCkvFrwszF676wvQeTn8cEIHjyUnHmRf5iK/O6UMQLi7jiVcpnr9gwm1RiCo3hTLQoNg/uq7Z8JAOMHa262aX7Uzl/usW574HnoCeiiecGE7U3dOw+5vt3Rno0jAD7SCmOpFBIDewP7dbt8LBjYggPRJCmy3RbIvUmO8pg6qgcgqbWBt4agGqmUX0eLVCsTVSEdYWFe2RB19SaufQMIPoGWshyr02X2dlbc6ICBfnVvvS2EiqO/u+YxAB8DX9nB1W5hJ9QRsXaeA2IC39jYtG/9dWK7Q5W3pqpd4E/AZahuUQ+0kMU2NlvyJFvh7TLz3ESyNUZbxH+9eG00iQTqWls93qaZpwy0kRcWkqQkpKRCh8alhE2prjrnjDR7xG37vmZuP1VMke7ekIkB8QH8FHIqNBRCWIllY/sJ2XBlJ+CBtycFBp6b0kaolwg01kDWdGSVdMSmTwcIXanmEae5QqmjO2Xqm+ABljDNxAe/2MNqaWWraVsMxTw1qswQriM+K2kVBu+08nl7a+tLCLXRdMaxAivBNh5ph7Is0B1zMEBNmmSkTrioWjJ4KcJKL4G7wZz201rrz3easlQYy3u2IlIi977citHLpMrRM7Ibb82um2w0PjregYx3ZCX5vcZGcH96TNv47D9Eu23/b4Ibf17bcT+xN7p/hOQO7hxfihmy3UobctnbS0uatBuI3vpbEpO0ay+1s7abfV6NiiHLq87mv9swiJ7Wslp6hzoslvDUJaSR/HasMrmtw0ocmqlibM7ebMdWLudmL0VrBl16vCppt3F/T2fcOnfPt9N6zbdnXDCEM83bCrfdqv/ryO3N+Ixq++/uK59u93QuwNkdcztS+BW2v81ka5nXCbdJ/dZ/v/5vlsX/vr816/5P4z2TpaXk3zXzh2E2d/H9k3mv6rtI3ytrD6VLxNPml57KLBws0J4dzYcG3f28C7ff+97tvbW9y6o/Wz3wIPYQ9e7s9rM1Nunn3ZjdPPunHXd1vn//KJn3Xirjs/e53t2P3993Q92V62v2EDfDeWfPdk3x7m+4beclzdNpFez6FHKdwmXvvZv+8gdy+w1CMA+ue2+9fb10vT6u120hTFnlKof48Q3vem7PW5tBNUbHrKTvA5wTRDwHfMgCb0gBaG1WtXdP9pf9Gb8irULfrnJkh6fQbfrpPW750VGO9Zm/f/hqTfInR24q3XatiiR8Bb2OstrKALeX891nTPtN/+tWdtyK/3v/szGwt/P579vX/V5vvauYa0O910WTYJtxkVn6/dVyv19dz8TLS8uvyzjXW7ehetJP1vb2P1el+8bSZNi5IWWijaCtmrhtKWwrGgmkmaSCmTUiLlgZwGUlY0hfLpnUmgNyfElleRbRtic0o3IyRIQRb5jtUwIxQxi7YnN2QLH2991qaOemOgOlGUqxl6vQZGL+gUm2iXydFj3RT4WUf7z6eCb/9r13Y5us2tXQfvhdtu7m2t/9U5N0FyRcVRriRfyWSyOHlKpGliXhMfCjxa4o2PlCykI+RZGdeR5BWr12jDEAz1Q3WG1fFLpWR4GSMOZtFKNchrYjLhSCVppSyNHf8c42FloVY4Jud0ypxnI18vJBNkGkiHxHgCvwh8SlQyix/IydCRiAw4rjGOojgDVMVNOTfH6TxUqlYmrehQkUURGTiQEcvURAC/LCgXFCNxxHPhclops7E+V7xWzrpiGe4PE5KFKolqTpmdWgSdCkMyxpowGUhuKCtlUC5pZJgKOlTm6qx1xVJF1CkGl1lIJTEwoDbAOiK5kPIFHQQ9CF6VeRCKRmisVMfnC5aclM4MUqAYZmH86SisqeAU6qTUQTBq2Ane8qVrQodMrUopARJPqzHUMKgcMGssti88+r4eLLeormAiLWOEbtuamzUAIuZ2qVALeHE8G6YrvQgewJbbLAXw0VPDeWo5hLUzuWKtS/N562DoQAtyE8RTMwhApER6SQnp4gTrvRNJwhEcQEnYZ01lziGnWu1MshvqwjiEkZJqb2O0KGVhVCWKQx/JMpBIuDm1eEToJweNwvPuGumi3IN0s0mALptvHCEhRa0DdCOoBOyh4AnXhEoOAqJ5gB6Rv5PUomANQvYlohByT0+cOoOmyZF2fxkSkgVyCQCgpbD0bNDsUm81lqQaSG3ADi0CrUVeJEFazv7ccoWbfjEkvB1SI93SLRKg7Q3SiSmNbWmOW416QSXmY3eCi0dxjEg35IiuMX81Ihi06VY9ZZDim3NbqoCv9LRAgrV0Q4CseF3bNYaLYEOAZF6CFdqd9drqPbhb1F7IDWjrwQZdVWmRtdrSx+q2d1SQgniNfm+gpMgKekFYyWroVkRUEBvBhSwjqFG77tjIRS5B/vJNZxO2aA8JmZ+N0FOUXSNbP0iLMJVKr6nVCWQ9Z7vneEEnWBjijalcV6BiKepP0IrWKjX63BrQqqXxW4IghC6IXsBi/hshF2OziKKo0oqhiMpOKfo78wxBfYjfs0cashTzwbNjQxRdze5UVS5DipoUaUBcSS0l5LUREpAlAFzVwCpTI9A9JSQrthpeldpSC2ULuZ28FQtN1mRGyD/PMynDOhbW6iyiqI6sSBAfJJFsxavxMitmsMjCqkbNA4I1YhpUIqKM3PaLXEjJuKYjJSWkJsZZsEOmDhMmTnFnHoTLvTJdjYRBbms/RXopLKHFSA7VT0CCMeZUavOi5kjZZ/NKrQkpkDzhJVGLshLAi4+JbANqkJ5gXGEYnKRGqlFDpDbQJ40xLfOhRlvFY6pasI1lBVkd0xHPSj5fkcXgKkQWMMWGhC7KWDyijZJgnqg2YARAqBhJKyqJJPc4jhaLlIC6K7L6xcKtz7zPP2M3bz/X/T9XQnd2rPcb+Gff7w/7+Veb3SDt49e4R0Ro9RM7cHbbpWT7GbJYXhWe7qZEfK6iLY1O2A4qudVz3jkhasWsrT2xBo42W0a11eDukWJNbm2AyOsuefWyvzQ8e1vpVVd1g+1VB3FL03v7f8dGNrTAoSHBMRobtiKvb7d7Vu/zn+FUnb35swb/eluBloI5mnKzl6WJyTCh2zuJ3ubbZ8+Nnmm62GYA3Tp/AyVFNjBUXPuWFbcyNps/fhj7Gp29fVtiBWTDJZqCx4ahtd+3eoXdbEvNLpERSEgnq6Et0kZwz1FrywqiCdWMe8DG3hsrROF2p8nalpmhj+mGMVjLJN1XRdfp+hwxtuLlvUu3ddV1v36vBlw7m0Ot16C4rbq0Pcu3PtliB+gMv5tYaOPkrS+38Wp9uU2pRiTt82QfKfHvPvZzZG9X9wmxn2ftmfLzUzbZ9Pm03I7PP/iFv+X2+w0838+nJq/22SGaUxV2RaM1cLjt7yYXO2bSwYGeckx2z9mig9GbTG/yTFrEmIQa1rCZ5uxqL67e0qX24UExj7pa2O29N0r9q1RXvxT7tT/2cXL7XvTbXAI6hrS/4m8f/ldk8/bt6/9/wS3/A06IDga31nQGqIRSJJ1J3/P86e3UvsS6V7oz9KVFBPR88r0A8y38ph3aT4liT1GIT2+d+GrPbwzyPlH6070t2Hw7t/8SBupto/IGsoYTooOj7e8NlAtqsEor49oAs70XsPN34/cenuPUNqGshUJoC4XwXkeADjB3MRD/N4l/fVPpbd33mQcKFDUJzCIlY39Tb6zqfrqwhcPFvfva6kK8P6TdwPbOmG5Q3QDbCFO/RdhtcvtLZKF1Fn4Xut0L3SngUURpizLpGyVNCODQUg24J6LOwEQYQT3PbMUhgA4gcvk5kXTTgWubqRNwuLVNFiIyoNdgaMWoW9OC/U88w2dgQKQx9bvnuDk1xPUGoPS1g7TlJSATiOKU1t7YYGPTEtxWXJYYZ7FguJRDmywrUXz7ym0nq8AljNa+mdocc6j/vc2FZkSaNBBgxTkjlAi5F23hrRlSRnq0AgYS+SOjRkBqjAUBeWwKcWOtcob2btHXXVWN6BZkxdOu5JIMoANuJd5PIszSW2Gq0LnaevNWvKm35QuOEJx9ksfGpH2DMY9p2WRAFyuYt6iS/YbRZVsHikrbrlqtk00Wdpl1W9N0zVfkxpDwLkcbQOEafdr8Y7LNY0Vo+Tg7GDfEhpq0sZjGAdFEHhOiiWGYSJoYDgdyzhzzgSEN5MOA5oSOgmTBa4o8hirN+GWTYV2e9XyknelVShgj6zxgZmgqVDPQFasVlWaMcgMjwnixVoA15oQlqClSOaUSvK7VBTfDrKfy6nMqQDdtYIlv43dTLENmNnDOdzJePCIlNBjd3mS4eA69r6V48e4A6vLcwzHktlNQv+QQQ/InVCtj/kCWhTfnwsSJuzd3jHfv+Mv3xo/Pxk8l85OdOB0rD/9Quf/pwG+vb5j9Pc/XP8OQ8a9O5Hnk3fsJauXlxxcuR3j+ryt6UNIaOe1PHx7IS+LdITMOhR8+LFyuxvLjwjJW5sPMdVB+903iH799IP+PH6h//oG7N98w/MPvme7g+Ab0B2H5Y+Zs9zylE9N45d3XP6A6s9wtsCYOL4+IZawkijn//acrL+XM269WpmNlPMykXBjnA3oZ+cYS7zzxNBSe7q6Ul5myfGBcH0gv33K+P/Pnf/gR3gv6R8FPxofhwvFQkWkio6z1gC2V65+veK0c//kjp6MzfP/Iehm4XJ4o6zOf0oGf5I7Hdy8cHy4sf1GW75+RfEHHhct85OMflWmZuB/eMNYj6emeJGfuppU0GMPvhUXgpzuhVGP8wzPppbKuT1RdufuHM36A9PSGWu84PGbGb0eW+SNeXji/e4HHA/7diPxlYBDlThLHB2f8qjAX+OkijGf4/SdBUsVOM14r8/Nlkz1fdDhRsNjAfMIRylioGLkkdMm4X8FXNDvpCOsCL2dgEWQWbJyx8SPUDOWIp4SOE+qVJCWKR9sIKDYseKsx5NLyvgvIKfbC4bSSRmdZR8o6kYaBQTOSruj4EkCvViBjNjUZl2IunRVVZTyFPNWpxM9j1L7RGqyn4/VCXo3hMGB3Y7BXzRBbcK8csnNKQH4Lw7fouqLrwuW68vK8BHiuRlJnzCCMpOGElxXqT2AFY40+tbSJb0hkP6AoowcmmS2RTKnV8ZrQ6YSNkQZmrQuWMnUcSbZwLC+srpRxgOz4MeTgmgTckDwH07YeEVOm4Q4ZBLsPuZL4EeGK+ARk/HGJvM3zRF2jSHF+qchklMOKVEOvFcmCTIIMSnrIiEtIZ3XmqZMXvnS+Gbr8FPrZ8ZGaBswveC1EFaKE+wAlYeUFK2e8HGFOaMqkYcAsUzThulKGK0IBfWmpoT4gnpnqG/DU9JIYW/NCnR0rTiKAYc2RwktPFZ0MO1dsXlp04IhNynw84ReDTzOqMN4fkAn0GDptKWdcV+wuammVbuQ3R+7EHSqZYV3CwZ6nYP3KBeMFKc4wE6kjpOL6HvIfGfLIIR+p4hSNnNwyvyN54ZBi4yka5BNbK26CEWlsVg37oVqk2TM9IMmZfCQZXDOsCl4KXjwYl8kQzkEgqS9QgrEsdSCZMPkVBmP8egqKyiVjphRS1H+Yn0BmlrtHyCND/YrkB/R6RC4F/COVFzjMkC/BCC4JlR9R/Q70SJFHzIS6ZEgzjE8knZDhHrFMYvhCzQ1wIdc7VJRyesKPC/ZyxtYVhjt0nDjYR+T6wvndPZ/e3HHQA0d7YLood+uZS7ryx6EyqHFXKjpk7HAX2NlYSVcY/8+MiLN8W6nJOV8Xiq288SODZFwuiCzkaYI0kNNMksIjz4xS+PPDkT/enXixCbd78poYrwPTOnN3+ch5Vv6PeUKScxzfx77+8DVZ4U15QWzhOn9kqcb4+I7smeH0gXFa+enuf+VF3vH48sLD08rTb75hPb7jXD9hn554HuHTf4aHZ+Orn1aQFZOFMU+8mb5CFsOvL3hVPi3/FR+E+g8GtjJ9P4cn+k1E+pS/fMCuCTU46B3rdWQuiVmUdCiQR94eJ/LHheF/zoxv4fitUZcL5fwMaUVI5Jy4f3SYCvbNlWV1Lv8m1DWR8z1aE+kT6CIs/3CP5cT9vwjD84WrV55Z4XiAr0amH0bunwbOdxfO9xfqnFnniTFPyOmE2kIuCwdOPPLPFC+U5SNOIeV10+e++Gj28z46zLvNTLPB1ZpzP7EVW4QNlOpHB5c6wS4KBHfblwbW+8b9urGOms2g3X4J+6MDrWG7NxDGY2+U7lCTsFhSB+us7Z3S85lHWjVtGdpyA3nTGNHTOR9RHdCUUG0OWjfqOlPLQqlKsoRZpdSKl4i48FqD7NLfk0Z5c4diTbd+tbibPW/cSH1stqrjQWzaUgN79J15Awlb2uBdSluh2cy7PjUNmS7NMX4rvN2BjddY1K2N/T2UnlIPbVkTPPQSWkTCDXwXfu10i9p7BLFAgkgDhssYg1QtcHJJLc1hxdvzb5lHor5jlSCwJB/pmS/Cwe/RLynaW33B3El1anhFEAisdbGoIWpoT23T52Z7pqhtzH5v0QOSSzi0GNii9SUY6EKvayDI0NfRI0ZGy4pYxTjjvrBaptgE6xy4iILmFDpCDYdFDHuiSA5cyQJIU0ltitRGLJgb0bJF2FtED0a9yejHwCoCBzRtxealccUNvPaojwo+IDaAVyrXNkua/e9jG/8gLLgGveAmT7Qt65ABtRdW9yBwuTVMywuSfHMOuncsooLNuEQOBNDAhn6NbcpNlvXUUpv1LGw4bjuzzfU+Xg0c2ZDojlz7bs63tdizQHRh1eXapkj3d+9ybe94oM3nW1aacDg0OafpNq86AVME6VE923y74bp7Z1j/19M4dXynY8ixnrT1ie/WT38mpHRztDkgqUU4tEgW6aQcddQFk4gki/SxoJai91Uiqsl3WUJ2xeXxnkWn1z7xW/tbhhp/lU2odfc2BM0wpO0VzdHXB0y2sWuRGa+cm71v/CYiv9BQ+PcXpm4/fy5DP39wTGHfnyyvf7at+tVGvh2vLtxds3/B/aT122Wy98Ttv/jZA273+lkbGlooW1s7WBXP1M7W0ZioKrJjDfQJ3N+wPa95cK0LnG7EvELn+6SJ3xvMvznUb68vrwnkrQ98e63XXPi9Q36bNLt+/fyQfsvevd4+3d1oc4Fs4/v5zfokvj317x03ZkIPOX29OG737f92oa30HuvhW71tt3oLcYSysPXOxtzv6Yw+j15oAPDGT5TdvbpAbb/fdv0m3HZt3ntVtynanVotQqILc8nhWNoVhN68HSKxaVkoaC6GSNpYjrtJsdscfLdeutPBXq/NXRRJ76fbCLbntPf/rDz7rv9uRaDYBOMuh/8m7JoSuBvTXpyn9+ltq/Pd/X1TdEK53m+Ht01ti+b4VdreXzl3o5r0tXqTWbE+fC/32TbO2yD/7P6bTNg2234Lua3OnZf99Ubdn+Hb/TcGSc/ZujEkeiRDy+maBEkJTS0tkyZSasBPzqSUyXkgDxnJgmYwzbilXvKjDUfrh16MbXMgB4MGJNJhVKOaxQqUyHkPRM0J6SHTgKfdNN+HPWszcsC0MZm9xR/dhHP86H3uPU9pCK7XZKa9fL11ocDP9s69pPvZ97dB2g/Qlx8OuQZDZx4TRRPkJXJO50j7MKTKpEYeDAbDMiwWCsJgCzBjfsZ0onJiEGGQFAZeNWox5uIIiXEVtCjFE1kyjynYzWZg1VELltrRIne8+sDqCdLINGR8UM6D4QkGcWaprKlS23yS3ML6aYxebQWQzWE2vBJpX1QjHstDDglGzZl1yFiWNg2UoRBzdwrXUpWWH9UGxEMymQtLSSzAOa0klFoSviqllkb0NVJ1siY8D+TJ8VyxoYJCyZm5HpEqjDaHAzaqrVL9StUVe3B8ruhyBRZGq5H9dgpDZxjCxXhyJVFIU0XSGjqCC5oXRF+oZlwXxYqjpbKYUd2DKZ8H3ITBleyNaeMekRWq1HGIfa0YYkoe6rZGvvSwWpvO0daKhxN421c63W0LOWj7VNdtCDtOLUgXjlJrpAeI2kE0xlHPVQu3dAjS1lr0iZtTa9sDUk+7RjCHU6z7zlyLGhREerWqt/bZLfVCEEEUVEgejHFlQDGyJExTKx4IXoL5myWTJZzwLmOw3h3SIKTRcLXIFS6hq6knchP1ncSRW6576/e2HpXX8xKvqNyiJUWjvkESRb20e2VIA1i0V2tG1dFRI6Ikr41I2IyQvg3UppiJNUKDRJsLURTUmz5Vu7zrzHcimsy7kQQqLQVFS7uhbZy2LWqvM37hsRXxbIx7Sa1IQHPY0AznbtAHV6z9E2/6z9C20TXkiwcJZasN1FJPeIvy857mstUtuGmDrdZC15FUCJr1EMQIiVkKK3CNsepGbwnnFVYaU21oenlLhSkR5ekaERpe9dXajD0x2ieDRr5ra1Ec3jY975p+tHNLLZtbikkJgow0x6NKwbaxEoy1AVPCVmzV2YhaKhLRja3fIpKzr3+/jYVXnJmu60pY02GMN2e+WOjPLaYi9IweoemN+extP1BtIFGwozuI4Wibg6nJoVhn3kulWSenfNmhHgknI+VGIg0JPTq2Ak8VtYSME1mVyS2i2zppQ4AUhbgZhFna/VYNB+wCsjoSSe/xS0SUpdoiQFI4uTBHSvSFq7BOiTJAkkIWw4sgS0YlYSokgWEwFMOqR+bbJC0Va0u/UhewIFQJGVEnUcmTBfXCBFui7oocFqrBnDIyCpNCqU5ZjBHjlCujFcSuEdE3JYY8kKYBqNQg54azCdlIHNkUrZ3kws0sW5uumUHH0OkwItrQFbWC1xm3qPFk0nQOccwz1TXqTFCpSVmrU2vCTMmHippjKWGiQVbxFPcQp3qitPSZWIvQzhFZMYyZ6uE3GVQQL6gVspSIhjAnuXCYlNUS1evPkk78veOmsbPp/q9nq2+20v6Kz0752Z/y6tRuv/4tuRv79Wba/a0GC5vtSdefNxLOzqyC1581EE81Un5utoJmUg5iU7ffVEIkUhTqSq2NaOmK1xQmq6Zw0qrdXrG18ZVdhew65dYNsvX+rtGvDNn4eyOGvfr48/OIPmCH07SrP1fruy38auz/znFLqcXfHp+/d2wOLHbGSrPBetqW/oBtzvQ2Nltdbrd61WWvQYBbn3uT1Q0Q931EhAs90sNblF04d7osv2Eom/6wEUl33zXQWHuGiD6kLZ2OEWmeY74Anoniva0EcUqoDbF+O6ArLbLRW4zgNqcaQ731hTSWrLhusE3Xr4K7LM2O/DyvyusOvCFtvzQndpO33dz7mLiETtJccp+PRccD2H3bQjrivbaImE7Ubc66V8KgD9ivPX7JLdsB5196x7+hH77CSvb9+Fdk47ZcZGe3959NZgF7odXtgB4FsdWA0Nc/o/C03pwUW8REvMPN0fHZ53s9p2mVe7xTxEFtk5W3+hNsS0/aedbIzgqNxBiOBFFrdpKgRtTI6xE1n43K3xzRDa/6kqPPy7/z/S8e28r+lZZBHP8uJ0QbZ4Bt2TXnTzshPDjWN6OdUIsF7puM63JSaFgqhJK3vVSw9QUijA9pDFe2hRC1HiSina2FHUsTHNYKqabXyyYMuRbySWfUczMadpO5WWdEwc0GDHSFfAtLDM9zx+cC6GsCphVico3q51YNV6f2/P7EJDRL9BoP4VTzxr6+rdjXG2TrxMbE7sZmtRC8fZzcwcxbJIXcNhWcHt5nu36Rbpu5Nya237xv22bfPOed2dHkn0sUluzrF7y751r6gy89mlD1a9N0u0DIiIw3Ye8XYCWK1DbvHWHUOCNCgHQ072gIq6m1K+jc3ooei5yJ6IUSoYfybdxjc040Y82C2RndYCB3wLF1NC1tTI2N1UfCKzvEM7WJss25ZU1QDjFnNCImojZEzJvbBlKwVpDJCWeDecZljPnTck3q4GHQ2bWNfY/YaO8rfdPNTbjP7RlDm/OfQFbwKTb7VnPD9RqfE/kmhYRYpOqJNd0rEFbcG6vIjNfKT/fcToTyAQElTnGOvbTxnImCTCO0ehIBcEXqBGFo7UotL2t/fi/kBEinrRu/ZuptG36rR7IZJi1ndc8fKO5R50DaG/pNEHfVV1vO1R7i6W4NE/cWKdE2tRRRF76rVyAQkSTiGyuFZrTLFgroePU2vZvjM0dURNQljSLBQqQd0KQMOYfzYcpISqQ8kjQzjAeGPDAeTwx54DQdGYdWGyILVZTa2BZYDeXOA9zJEoB/bSGGUTckHA9uhopukQ/VAlwx02B2VkPWSGljGrlsqxWMite1sUsGqqT4zHKAihRMhJrC8DGN+OC0Nnlam1EkN2aA9L2nycVIaee3PbYVbY0IF26ypxko4lGuXugMm2CspCqvo76+8FBXHp7vEZR/PY08HRbm0x8xecbGAukdvz/CfynOu+PKm8PKx3TkTz/e4c8XDtf3PPKeo/yZtb7jOf+G0Q6M0z0lX0lLYZGF7z9dqSQOH36LlJHrNCKHTB1XHrjwU3Jmcb45HLk/DeThREoHflqFf/kkDFPi3X/O/DDA/5g+cefC1y9KsYXL24po5jAdmYYKcyV54TSfMU18/O1Itcz0Pyq+CofHd7gO1HRm9hUvmUTlfBz5OGV0WFhTYVyPHM4H/HHC//HAy/yRy+VfUU7cv39HelEOgzBj/PTjwjIt/OHtDwgD+umf0JI4qZJlgR8vwb5KRzQfGR4/oEPlbvpEysbzH77m+c9f8+3Lma/nn7iswosqNj1zOXzAv1LKf8pMP71w+P++R5JzujopZ04P1yiwu45ISXxTH1AtPP+3j9TDyunD16R1oH79A3X6E//Xf/+a9z+e+HoS7gf4S0q8LyNHThy/euDhUnl7rhy4oLWQVucwG8vjyJ/+65Hh2Xj4PxOHVPn291FA/osPd+rlHDLRJpIntDyhLDAMMGS0BNCIjfh1QMWYphrZgKpTUC4vB5IkTpopNvL8fBd7a3okqTMNUdHYzjVSs+WQY7kXv74G+/2yVMrgHHXmcHdlsUiZ73nE8kTykbweyDJzSGd0SegyYpooYzivmBcsKXW6i9oR6i1f9YhKQtMREWH0AalCvVNsrNTzEZ9HDrpylJVimboOiI7o+IAMM3L3wmrOXC0KRxch15X75RnzlTUDnkn1hKsz6yeqG/P1iFnGOMa+oT8g6YqpYpqR6Q1yN5LXn9D5PfAI07vYtiVkoWtGE+TJqSwUPoE7uUV4CU1GzUA1arpEqqMxih+X5QDrkckXMp05n5GhIrngTJjcdaiRlFaGQ8FVKZrJnkjSal60wpbp+iu5wiLI8NB+vwAX0rQgYpTrGBEZVnBfIxp0GnF1LJ2pkkOPYUC4By/knjO69UGhIqyk8hERKKcHPA+hu4jCFLnP0+qRvarOEbliE2UeQX5CDp8QHhB5C2RYRrCPkC/00HpKwj6MQEWsAgMq94DemG75GH2VjZocSsZaOi6xCvUAdkIOB+Q0ka8X9HLB5Q7na9xhtdB5E8+oQh6fEIVVK1iirvEMmSDYnh9RF5L/FvcB4QPuz5FfWAbcBcNI9YHJ70h5IY0L6+qUlbBD0oxS0OaMrsVxriCfIjL3OkIasXEAz+QZpCq5PoIfYI16HoFFVcSvIDPFoDBGHQofA8weFqKi9SNej9hyDx5s6SgS+QyaqFMwpXMqX4ydCFu9d+r5wFpHHr46MQ1G+cMn6v/vBfv2Hf6PD3ylT5wuTyzLgcWmYD6OwGBwPDAn4SlHXTj5S2a6CN/+ZUClUr/5GPbUH47omvnq7Ts4JpbjH1jvzhz+dCT/dEBeErYq3/3ujh+/Snw9fOLdAPP7O47/8y3pzUr+ZmYYrxzuZmaBj5owS7ypQirO4bri88z18ozqiI3/GdKJu+knLFWmaUHFWX+4Y52V4ZsPPL75kZ9+77wMB35/rfxufWb5dGb+cCWfnOHOmc8vnD/+xPTuyOmbt0g+4MMd5bxwfTlTHObGCmdJpKroXEnFmEo4s0qzD/28Yl4Z/tkYv3HSrKSLkEsU7X6pn3gaP0S07ZpQOZDuHljHzKU+4GvhaXnCF6E8HmDJ+MsBNWP4h++RVHmZ76gyBmmhJuTrmfzuhfrjt9j5Hub3cPmIJuAdDI9vOT28wV5mql6ozKx8ZLDCnc0MsiKXkSkpj7+Dsgofvp+w+rfn2OujkWSEplB2dM2bDt8cON6L8obD0nu9v26c17AwNn99v1VLcSiEw5i6R0c7oiUbXrI5MtVjIVhPD9NsE4k89xHBHg5mldQcSOEs1EgORpKQm9pwjpwiTWLOCU2JYRpIeeAwHshpJI0nUh43tn0pM7XMLMuVZT5T1pllqZhmiitVK6tI5MovzX60GtaW9NQ1zZHX+su1OWI7BZ90AwHD4xFRl5v9H2O02Uwdy3EDW9qQ3dIhxxGkDm/1EL2DkC3NTphn3Q4Teoq/zRGyzYHAFIIguicqhu0QI/jrIbstEr71szcyjnhFfMVtwE2bLdKeJbGHqgf+EZwSjewGBEYWRkwA1yZRM9CtORQ8sAu3S9jgdsTIJIk5kawB6J7x6mhakLwgMqJ6bI7IyDLhSgC/emz1K4I0kji0+dUdwvGeuTVRPSgEnttcqHe43SH1jNYrVSdqvqeuZ4rQyB1E5G2dW9RkRPWQR8DQltK01oQ3QNjdqERxa8/Nkq/aDLs1xp1uN7Kz1Rtk3Uko7TxrqZUSQ+hsNUicnqzNoZ66cY2x8hYF1DA0s0h1KBSUus0cPKIsAyVrzv2OmUkh9tgpdPB2T9L6q+fbBjxuaGzHR1ozGuboncDUyaXbeTvPwya7Op7ZUe+dPIuT2VJLSsdD+hpvcrSnHu2f90gI3Tsfojh51L9szoak7e/MPkJiczJo2rCVTa40J8D+vYPQ0dP3xefeMPCOMURzNaIuaPoaTmqYnkrDg0sJOS0RcVKJSIhO+IVWN0e0YV+R1rOTKL09vPfmXuZIwzc2DKTD2130bHtHH46GpbXNaDeCbKhWI6XdImH6eEdvmPU++TIw5D9QmFp2b7y18dVE2t7gryCAr1+OXz6xz81fvEf/cBuK11/5Z6f97OrXJ/XnxM82CDcaAJu46ZNcW+Em7QyBcEIE+NcYxj0EUCLFjnVmr7WctTjaWEO3Zra+s9uf+2iG3mzntuc1ybi/Q5zaw3Cc7d/++59vg7uREDaS/Odd+KqvXgmTPjl/6c7dEfRXBuRn53fhJJ9d6bwac9+/zedz4bZobgKyC8sd63N/TV+Y/fr9NGPXgfuJ2YTlds2u7XHU153WNqc+tyJ0dicQpbmzurBuzD68KbEtSkO9lYxxaR793Rx41c2yG5Uo+u2SmpCS1iy5jb7vX/o2trc+/Hx85Reuo/V1Zzz0TfI2aZ2ee68rgz2q4RfGkV1fotDS73w+n26ren+PX6nwyet7RgqpXzyxS/2ftePVnNj93Ng1fPbdq3e8beSvpWNjIbKbGm3sthRwAjc2QPun0hymurGZtEdFaIRSa+r/FM2JlCM6IrWc2DSGsVtLU+RgpsFTkVCGgiUjzQBSINhlSVPoQY31lJqBlVIU5XIRrIePQwA/0hiYKk3v1hso1M4RGhtb2J7be6lPhH0fbh33ajq0l+lzd3dq31pvu8RtTv3sNv6zafNFxzY1mhI8JMdHImdzNZJosOxzRfIMZcRmxeZIXeUCSaL469EzSTJ1yOHQqQIaynh1bwFlTkmRmmUxZzZYMUryCEdXQCuSjFqV5RIMpTGPJK1kr1Bhvjo2G8iKJCOPiqaVtSntxznjSSlmVCqJJZijI4xZsUWgBHu5ulBJVBIrmbnJZPE1ZEOt4YwqhURh0shZPqRgto91DWVuaeL8YlAFZwVd8Rrjm6A59BwVj0Bla+m7a9S7QdfmrEsMCSZVRlXGrOTkW35wkkeU0FTwmhieJmRuNQDEUQacCasDlBwp5OxKoTILmAtqgi3CcoGsMKZwtxYxCkJt+b+SgupATRrZFU1IqgEeDL9Str3aI9p87gptlxWE4R0FRAgGUXLIIb/Fhhg30VA6G1HCmlPOetBgU0alyiaTXi0cEygg421fvC2kMAiSdyZQAk+oZUQ0TH+hyb1mKLhCK96oudVbaIZEyDsJo0AzVUdMB4YUzpEIjc/xroOSvTIwIDVyxEsNZrRDFK5zR4k0D8G+dhLaVIswbG9ZZMOMQTrLL/pFDVIxSI6niHYRjWgRK+GebxUKKG3sIu0hXfC37vTm/K2xxZrgNIKAhb6JKWLaih9253kAPVI8Ik46M69tUZECpN//tbr/ZYc05nzsFVuUaJ9zPSVH05llfwrgLXVCRJP4BpyINeAqlOp4R6FFs6Qt5QK5Fx38TJ+oCSdv6/jmOG86obcxUugFFrFINbKZexqN7XuNtnD8CGjwG+umpfOSnv9ZFLIiKaNpwGXEZIqUqWpE8dEUBAJt99MEkqA51iXFrPIWNhhOQ9+izyBvUQh9ycu2Jtv+6AJum00i3XDV2PECCNLglThBroFoH6XZxG18rbXBNcbMym3OWMLr0Oacx3t0Pc+art1IGFLbBGj2jP/KVJrFoq4OQJJGS2rzW5YAgyVlUlHyItRrRdaCo9RRscGjfgRCiaJEaFMNPBsuFUsxB5JFZEVSgRR0J3NYUUwSo0hbP5FyrPjA1TLVFDUnY0watRnEa9iRY0KqMFhL3drNixILsmRvqSJSA5EhSdvbq0EtAXR5q9OhkLRFYDgM5gzmmAniA3jUv8EUW7gFKJlEwdbGro9+1MYra/O4Adx1KKxEtEFqc0EtmNOre6TfrBWrwlozSUAnxyewHPLJauwrXkBKI9HsoturRp0IrYYs0afVQ76JSmQtqU5JgqeQX9lAPWpZFAVLirSizMkVtYq6oXhEo6RNffxVx8/sjV+6x6YX+i+YCp8rjX4zXXYKZWyn3a5s1+2eFfbA7uY/S2m03eVmuvb9uF+y2aX90Q3ga/+014TQbhv0iOmRlCd6HTpVoSgh3y1S9FrNVDcsBfkygGWIlEHBWgehE0Q3+xi5vZbfUJsbO9m3fan7dW5vK9u7bd35ql8/sx19P5b9Wt/92/fj3l5r8vQXevz1A/r//h0T7fVNNv3Ku65Gf9+uFPjWZzfdip19fbtX19Po1qXDRr/rEQL4RryjRRl03aBHS26xAL79Fvfcustv+k/XNTtbvTHTe+ahiKCLczcnRCMW9ghbYw3HU9sb3RJao66WaZDVIsWYoU2X6VZmJ59Fsfam+yK7EbzhIfF6vdh7S8cMt2mw789u92+RHtGHvEL5dvNrmwpdwfpsbNpY7hDA2zzeneZyyxywH/fbR/+RObc/Wts/v51/9v2+cbdGffZZjMgvH/0Z+xGJ//efGza706uD5Ku/8E/oETcdv5WdEyKu6+myu9OyR0LsNXlCFu6cENtcaO8k21xv5OftPdt3ON3WUW1ptJoje7O/mrOly/E9htEokTd52O+5j/DawN7P5dYv9vQGf9xwwG32fzZ8O4H6eng+O3620f3i8e9yQjiyzRvZKSNIgOyb9539/z4Pc4trnZbRg1AYQv9vU+wVa/y2+W6Vujse2irOhz5+Mzfa+BHs7y4Dd/eTdlI8LcRw20R7mg9J7fwefqNhpKacW1hiy2WXMqqJrEpWCQN4aMq0tQBzj83XrIanay0RolpaIgNpXivs1g87wV42lnSEYIVgFFrYyTY61rYPaUwI8/7pfo7WV/NR24Z1MzSbcdqUktBHe3te76W3InntHKUxpG8yxNllLxP5u1PTpQPwd+05LQ2HzESYeFeE+3uEgPftSc3g8QTcR0v8EzDgEvUdRFqBDB+hhViHt7s0JWi5vahAB777puudiYG0tjXjXmuTN70trYaEZERODTgpTRAeEElomtq86mH4rdBfC893PYA0OMIFqzNmC14LVpcwKkyb0dcYNzIiGNpyzjlrm+m9zaltXAk8QpkjDdYEPoRR3pklWAMEw5sb/8V3zgAy0mKkibj1zng7xcSosU5pdU7cI4pBWo0LGpjjcgDNUG8yJS7uhcEvOCvScjwHfa2zI6WNT8vFSTNgN+Dg7x/xzCYfugzvsg5vOcm7RxiCcdMYPHiA9DQl6/N7ubd+pm0utMJ7hAEPDURjAwK8NsVw2wi1rcs+JQU0Rx7MobMqWgHUlmppq/0wDqgkcpoi/RJRH2BIUxSlHkZ0yKRpII+ZlJWclDwOpJyoCjUJtVRqqbHGrYXQ9qi3NmhuY7BKyhW1GH9Ti/QTWqkMkX5mAFcLVp1W1hrgLOqNWdCSPVRDo6o1ZgO4BcvZS2PpeuTvlCic6NbCVHfGi5nFOmfHRJMAOXHoGWojI4g3hTRFYdqW0ilqHHWFPRzI8b4hP9Pf33NfHSbOp9MlANXrd5zWC2/Hiel44unlxPVZuQ5H5ocD1Gfq5T3lKXP34Ss+ysgPes9hTCxT5pjv+UofWdOBH+8OWHUsRYRRSgGU3h0S6oYf/xUT4/qXR/xyZBmeqHcLH9OPXGyG8S1yuGP58UT9cGC+Wyh3A2904B+L8/Gj8d2fjHGovDk9w9HwqbCS+ePlkWlWjt+FI+niZ5Zh5pLPaIb7r9+gOXH+F6N8cuYpUzLUfGTQgesxRiLpn0mnP8P5hHw4kVY4zILer6TfvI85drpj4oU7+R+wDMgf/glbB+ZPz5iulN//EaYVr/dYGTnVyKPrZcVSYS53lDpxZ1em+ydKNr4bjeO98PAgPJZvYf1HBl8Zf7iwXjLn6Q6/X/GvP5GnlXT3gn8c8f/3b6hn+PPxD5BX5A/vMP2an+YrqxXeXQpjrlxPhfpfVnhKyGWCD4q/N3ScyZPwLIUPuvLWBeo3eMocHg74WNGPK9Nl4ZspUn88BY705YfAMI4IcLEUzNL1AJZZ5Ej1kYMWRq1IWZHygucJy0dWKSxpRTwz+SMFeK8g1RmXD7gIiw5IBbussc9PEyLK+Dwi1SjjGrWupgLJOZjgJqiNmET+3CyG+IjYwCCVKX2iMnKWN4yaOOQhmD3lgo5CftNqHpyP4SjQgg7O8PaADiMsIXr1aOQMR96Ry4TLio+VdD+STlDmI2U+4lOBw0qqI6kAxXmzQnHn6pVSJ+bphJTCcHmKfVIjYnN4OQRglyZclVOLQlDPiJ2Y0sAwKtUX6rIiF4PzhJwMOT1jacR0Qq4zlI9YNfJqLMmwYcWpSJ1xlJruQQQfK14NLxW3yjgntCh1SNiQKGenrIVcDgx1xA+GDyVqeNRKnRU7J1wGqjqajONUIlpiKlhpAQS+57l94XQzJ59npMAyPkZKv+F70BfqcsXKQjkcsWliTA2L9gAxWStyLZgKJQ+he0voKvjaHFgJt4FlPeHJMSZwQa8/IlbI5StEJ1gWrFREZ4QVXxwvjr1Z8ZMh80dknhEORNSFIXqH60LNzwE8lGDzr14iumIMo9XLhIgwjAXRW8oZP7WaWbpErZTFIj2JEBGO4wn0HZKEnGRLiUg9IkWRFIxOV6XmETyRrdU1S8+YJMr0DxgJn69gl5aeTUjzAcpAmQqWDV9WWD5SLBzb2EhioGCsbqjl9h7OdFqClaonvCrrJdIAFRzRlXT8DtEFjq2mWkmwJkQmkAO2vsfLFe8ErTmh1wmZMjoNuPxI0RfwKzJfYczYwxFdV+STRkTEMeGystonbpbD39lL3fn+6RlT+O3bxGkQ5P0M5xJFtO+FQVbSfIb3xvzjwMKZ4j9hX50ov3vgahfW9RmbJ9KnA3lSjt8YicLy8AzFqFchF/jq/oVsF85vM+thwOcjZiN/GRLLo/Bfv1o5auVdPnKQket64sdFGSdj+of3HB6Nx3fG9eI8/ySk+8TXbwdkHkifTlxt5ft0DWf1egckfhxnRJzDOpFr5rhmEk5NH7DTTPl4R/1x5JjvmfSEfvPC89sL051zVzJlUq4H5+pfMS//jNtMfv9CWoTxaUHSSn1wVBPfzvdoBr1/glQpOVIhzQ5WhckzKsKHf1z5dA8PPwwcvh9485AZTokf0oWfhpmHT8rj+8y1vuE8fsNBC4ffXpHJqI8WqZtmJRlMzytSFvz4AYpiPz4EfeFxwQbjq48zI871+hW1vmG4X0mnM+VZqcuJD5x4sQNvPlYen86cypWH9Uw+HTk+/C70v7piBdaL4MvM5foTiHG470r1F0u3nZ7fIpY30CzseOkYQyO7BWO9NoJOd/qFHb+R91oqFbcGl3bweFekPTCnjmPcbPfWKjZHwobv+XbvzjSPtkX0/I3B2xjNqdUwZELRSNWqSs4TKQ1Mw5E0DByPd4zjxHR4xzDe0QuyruVMKS9c5wOXeWS9XsmSKeuKcglHXDG8VsrskSLSSyA7GkQ7bzaRd2PHUgNZb45fALeWvQBwyWE3dVJRG5+w2Lr+LyCpXW7cEKc90NcB+bp9Az2ywLllKmg97s2e7uiT7xzl0rCJlo5xSz38qz36EnW4kMAuMDxFyjepY2RvCJ4GWp1kFumv/EAL44SWSinwsubsJmxxGMEd9RnHMI10hMmnMII9B3FRYg6nMaJlzAIvQGLP6q/WI80jtWCJ+Z8MTSOSDsFCb/UKVQ0VYcgxf3qRDknxfSLSfUYWi4jkx4TMkcqFuhTqulIks8pECd85ZnPgUVaxtEb6z9VxL1RmEEO1RUQ4kYrQgqEuNiEkirRajSYxzzpobS3zQ4s+cA0dSnr2E9MgpTRM1FHQ1NZlbeO4tv4KO1atOXq05yOMZxg9xVIjI3huY9azQwjSiapG/K0ty0nt0VA7efXFRyfkNvyz/X0jGMErkq90cF1apFC//OY46Oz8vi76/Xsh7U2kbs/orJROYpJtDFSUxtAKKKTjJI181OWRpoj40pRb2tsUeJtmaFFhiAQWhmzzTntkRBQpaSmWmkO2O0gbvuC9aHwjVniLW7kt9ybvmxxyKREV0/vZrJW8yYAF6aNFSIga0ucaLTqsEa+ibmuXUzEG/ko2NszKfSOlN2nP9r/Pt749MbthKJuDs1+y97z49huyx8i+4PgPREK8avFNeH/u/JDPWthP2b38Layjb9+fXy+vL+bzEzpXdefra4C5bInv4lx5NZl3t97SF8k2uNHnPWVM25Q0NulXbOIdMyBrAHfhhEj0VEmKt9S93UsmaG1la38mGG690Iezd5d7pJei+R027+d+QvRr2+e3At+7iUIbBN/Nvl/cE2VzeLS1thvj3Zhz609v3d+Gl82P57fP/fNX/tlj98pAvyFsQrEBgaHb9cXRvIL9OdsLBSObzT3T3/c2WWV3zxB6vcNsu/fG6O/OhU7b29q1o5oh7V27YO7f96d5P+u2qUnM1425Lo15hIMOoKk5lIiNp4azodd28NaMGKsAUG/PaqHB29vK1s3O6zbd+qF/1vpgz7Jp1/hnc+52/2Ak3tpwYzX11jm7/t4mRO//7hTa3VeUnjd5a9dNGu7a1ifZ5236wuOvTE7pk2t/z8+77a89xmX/4+Z1/rz7/PNros97QfNdQzbAnz0bgO483LNLblEPG9uk/5N0k2Xp9k+2nzEXaSzVwO11Y490OUtzlsWEbePa1+ErpkFXHiKFnotGyGo/R7XRqNue0K/TpuhLW3amzVHRGJi0ENbO/nk1Fp8Pim9jdxMT/QLnZ3KhDcVtrXB793b+53vYFx/i2FAxiRRm1BU4IDqSRAKQlQiprg6zJzBQq1g25sHRIVPyPZ4PjICJUVNTXFO0MwqbJsYkkU/coyhvLU4pig8a+bC9stqK6xzgEANaBqJpCRmcw2BcTJElcuePY8Gqs3ilunIlDJZqUQCvLE7ZUdUSRvZCqgVfC2TFNEyzpIo27ncRWGWJ8a//f9L+vEmSJMnyxH7McqiambtHRGbW1T3Ts5hjCVgsLRG+/xcBLTCDuaq7s/KKCHc3M1UVEcYfLKJmHpVVlVmrVZ7hbocecjI/fvzYmC0Rde7jsCLqRXRd2mxxMGN1CQy2lRIKWx9jleDBua0QTb0ugAnbEmFLhHhFQqVOUKMQp0COEZfRS0QgXhu2JVRmmihNJ/bkm31/bVS9YLIhdqLVyGLCarBtAa0Bm33oNFVqyEgRcquk1gilUVOjxEqRRDUHszkqhNbZrkboxv5qSvu19M1bBBOaOGsMnDXPsKb6gGewvysmRgs3titAxdnXrvXuc8hspBN7XzMCq21Mlx4gVGeVqQjOoO6z0HCmKhDFCNLnR5+A1rWndawnvcimdca7dpBCg9eyGcFxCQoqqEWiJS8YKobmgM6KkcEmWhYs98yHPqHFjM0a1XztK80T+l36p2eANMMk+jjujKpow8h2QMnHt96tPYr0ALuIocHP63RhX1u01c4MHuyn3kt7OnYffMNAGwHtCBqMpnRJ0+607HWjxO2TJrTONWgdENMm3Za4K0Q9iDi/arAZHjQQ1+kneSaLRWfQdycLvTG+xn3KkC70UbXb+PSRN57XWfodEBpjzbq0gVOkO7DgzGe6RAqt3tmRhlUH31UcfHHd4P4UZki7zwJtXsMEelFJwQkovi8r0IJvgLtj3EF5twer12WS1HEF2xnGdLtJFDR6EMKCMFhy9DnqFoETCejzSS14tkiIWIy+ZgzJVLmNlltP3gySQRwKPQNRNN6MGsPF9bUBq2eXaR+/1hnmwz4ajD46m7/hQf1BlBlriznBwGtMtd6l3Z5tt7XkLzgmfz7SzCi1UZvXbUkilGq0zTwLCPW6QNuKbJW6QdVKCRs1bNSpYLWiGLL6T1Ajmg9Py2AqtKvbLMyGUWnz0useBWQLtOL30GLDcvOMB4xrEbYaPBCSKxptNyFaNbSaFwYfmXQivl+YItH1zjdboTWmbmMziGmx12lbA5RMaF0uxYLX8siVcBCKBlqLGBmNBxCjLq+wGOXVqBns5HNCmxAbJLnVAau7++SGmAnUJJTcp9MV2sGoeDBuU6Opf9ks0mqkRWg5dpsDtyVbgw1CEaiNFje8XogwpHQEQ0tDrcKiWBE4rg6miqAaodf9aa3RVuugovU1oWeb4yQWqWuXH6sQG5LDLXvpVxx3LsBtruyDkt20HKapf8puMI3cfXb/+943v7Msxxrf/75P4H1zTRvb/Nu72+1auf/wDSDcfzpB517axH2Im+8QNRBDIMZISokUE6oD/KsuXWbN7cnaqHECgxJX72Nzu0M9xZDW+1iGJAg3Ru64v91X3ZHKL59Dbqxg2G35Mc9u/tu4xrB4+sf754Q7LGn/3Nt+ki9fsJs79Es2yV8K0r390t2afU/OHf76WOe7Y+ku0bjhkS54u+3xZKPJ3vgwnbx3j5nI/v27zEgb3n1fsxmZEfft5vc0pK2lYwqyF0AfQ274ht1GUpeQ0r4XeN2m1PcWgOyYSV28blqItBqwQK/jVbsU4JCv6dlsjMDRGBtdDmdv0luf7ljQUKe4t0Fu9PH9Xxt7390Y2v8V2e0c6O3R2+82t90e/lLe6HY/41q3uTz8bP+o7jbUDb/i7whA/PVjbPdvb26gff6JN57x3VIk3GNHf+XYn/eLAATcYbW31/3XgX0IQ0b/bY2IOyxkSDndZ0AwcF4P7HgG2MAnOl4yAiB7kLPXHmmeNe3zY9xPt7lMeiBgdHO/9x5cHqRIGQoQ/ff9mfvzjfokfuH7TaPP+5/pk31uf/n2X2z0NyvD33n8Mrvt7wxC3ARChj97W9t6ww4AXNidx7F47XZvn8DaT3BLnevGstzSwUDu8OfukNwNgn2Am78+YE7GptblQDD6ALo5sFhn3yIuOYAQ+6KuPQgx0na8AJPrqgcNxJBQDaQUCSmQYnT9xF7k1SPvlWqV0jzaWWuhloY0aK2yWM+M6JGw1tzwajIKJPvzDmX72lcs2/W87Na2o3fuHFQzbqUFxrayL2T2djO6i17a2MCMN5aOMPr2PmVy9D17ZszAKekLkd0ZT397fF56p+Z+3s42vz8H4IWbDY8Me7DBi1tqv0Z11hmCSxqB1xvozyQGeu0b58iMePTxOCLywy7jASwhbGAVl+7wfqNd3VMZEexeb0JGtNcOCN35FnMnmXHqrqOooGqIBGLOiE4uY6P7BxlyALVmWg3ULdBKoNYFqRdaK0hbnUWj2RfF2iUjmktINDyrRLxyZe+he4fbCxL6puwFA40VsQw2+3udUb63c7vi6OiGexYf8GjuyOUfe/vEGKly32929b6j9X5r7ph2VoJH/7tzztQX3559wgVnoXhhPeTarzkYKOk2Xn7BcSuG7H8PLU0ZTjM3kM76g5k5BWQYY9pBJ6UH8KSvRj2iTm19zaNvMv3idisYajqMGXBnXzxhJNxmFcOAU7+WiKLRs7WsFz+N4mtU7NlaIU2oRtLk0ktpSmgMpDkQk+u9ppx3toCryTjsIaaEKEg0l9AZNlIHDXSsGdXnhWgfY91grebFiEWbayNWZx942ZxAC8XTs2vp7asg2RlkKKoNYqWZy9lJA9tCb4tKUzprwRwdFtuXR+0sh45TMaQqht75Lfjmsjxmrvi6Gw69r0Ya5G1HN0S95wfX6RePNTWm9xdIGx8/VV5X4eMSYU38w8PKN18tpJ++JzxvfA7f8IP+H+THV6aHb7keNl5OK9oeCfUPxLaSyo9UIK+JjcqaruQg/G9PT4gFXgpc1sbLD4lLiRxVCScQeSC0I3oRxGb4XYbfKNOqhFXZVmX9IXL5zcKP71fWNnF8eWCuxulaONfKR9lYJuHyPtIyfLILUivXulKrcWgfSATCP19QeyWfXwlSSLMSDoK+V/Ihc1hn8jbxqb3nU3khHF8J33zPnN5znN5xXoQfX+BgE787vmNr8LHMYIGkKxorx2NhC5Hv+X+xtojU75jqleMPnwlro/2jYvkJ22bqNaJpJkblwx8CD78LxO++Jv7rb3h5fOHjb/4V+/QA337FQeD3Wtm2xKcfv0F0pUl09st/+hHdFk4/fodRePmDsqWJ+GNAlkgoX6GtMX07Ma/K6x/ecf0dHNtnvrYXZMnoOrEc4fCwMZXEtp5oxxfqv/1nlits3ylbM66t0Yryw8eJ8iuBky304tF2QDRSJsGkEOvFC53bzErCNEOKiG3I5ROiB1I4dcN4QQVmBE2QvvZ6VmFdHPAn+pp/fQWDap5RVHXD1EkZ2hQ0ugRRDejmkjtqkENlChevDxCNGM7E+BnKiQu/IRhMTEjwGluilfRQUAJTe9elbFZUV+I8oUSqfE1jpqQV0WUHcePTTH7MtIcHWnmg6JWiF1ITpiJQKmyFUivndWOthWc5e0HVQ6a1QLsE2ta4SkEwjr3SQrZEMEPlDKFgmtksklJkipGgC/GwYqEzutIM09H10oFaNsr16oXgJ8Va9cBUbdjiMmP10jOxpggKW3H7Nx5XwgzRGmRFXhUWpcqJjQekLVBXrDkZRtNKebgg20Q4v/MMovkFESOm6gEru3fC//ZhAtvB64OsGA0lt0eCzSQqqo1VI5sIcVvRsqCaCJpcaekQES2E+JMDEwRgBT76/XDcbUxE0c1rmsT4DqGwRg8KtiHD0i370CJJGrVN1GvELoYtdDDykwPwYcIqtPWEFtAVlEbQiiWwaIgWVF59H6ozrQXC0f0K6/aHtBNCJKVAyIqEzYHT6ME4CZ0hWhtaChI2JDckZ/TpAaNQ60esBJc+a+aZC82Q80ozpUxgIaL1aw9Ofd21p8+e9aFTQlOkBaEFYBHaIqgZs3WGcGveNiVgMVHmg9saTxtSC+nlT25vJTrY48GHEB8IltlkoXFFakB4gpwhRmRdsfKMrb3GTLwSUqOFRn1fQTPBJiQJ+s0JigP91EDb3vOGOPRXDkGI1WWEwvMBuSYWi6ypEl8i4Rw41B85bt9ykcj1Q+Rlhh8PE/EB8vFCCsY34UD9Ttj++yu2JMSeIB1oh3cYlSLPlKnwx99Kzxb6FhHh9OmfOJwP8D8+sz4v1H9X+PhVJeXPTPFC2BS7CrkJj0RYAuePkVIXQnxlKxvPfzoTUiR/tRIvgd//8USN8OnfXlmtsP3xJzAjfvhAniL11YtZ69dPpMnIP/4WLg/UzTOlT+nEMb5Dvv4B/c2C/cuB9b9/w3yA909XLtvCp9cNWwN1y2BC+5ypKnyUV7ImfiPfkFQ4nj5ipfAiE1sVLmFjS5V4bjzUxnFZmdvGIisX8SDC+6boY+T5nz5QJWL1lUUPVH6P1srhfKVZZbNnalHPaAKW2Y20PL163SxJGMrWKlszqnlG9NIWqJVpOpHTkW/iyof4Sj5n4jmjkrjIxFY21o/fEvQ9c/gnZF2Rzz/RaNQwscXAy7uvaSn84rWNjh6636wdD9IO3XSMYqgU6MA9BslqnKNxC64OILkzZjv+YaPQ2Hh9yKIN6VEbwG63b632zFzpwd0B2N3pnd+zl02x1jXWtRe57/+G4ESlELKTLPNMCJFpiuQcmA+ZNM3McyblRJCMEMmWqHYiri+EmFjTBY2Rbbl6EL8WZEm0UpB6ptWCtc0D+bgPUekBuZ7pvLv8u59qO3FhENn2bJKdRGg9W7xjUhXHRrpepAxghBES6nUjbYCpuv/ubd59C3HpRsx3Ne+DgkugRZye0Yszj8LH/SRN+BU76Nvx5uSW7vuZItX7rWnr9Qc2tBZG1gJUJHotA5HQAweBobDgp3H1B2lbHxejSlTp7/f1VzZvJXlEyJStoZsXilYpaIuoRDy7oDkOZCsmgarJSRY2MlJekRYJ7QENgTiNgufWsfSD7+exD+PmtTpGIMCSBwy0HaDNFFsoLKAuEyqlIGGltoyU97RSKLZgsmDxkw+PemTUNzRriG40cVvIMbPie6JdHRvSjBFvmERntHtGvtIoVC7efpa7rI77k9a2bqeE/r3Nn6cl75ug/XsepFeiS22b1yHd4yAdkEcqptuOcfqcce9TpTnOVCMm3c8W9zX/noFnjFXt/sVBje7435tAQZ9+b/A6Op472qQrDgyAXkbb3KDBmxT+CBz46zrWsz6vh6T0jcgbetaselBUlRDS27977dUh1XqfOQHswdSgqX/eMymGRHWMgRDjHjhrzes21NoopfbshPImI6ix7biUmWAafe1ojlEoCRNznofVXhJoR7F9XojQrDoZufXsmI5P3NpuYF+3gJCAX1M64WZktAxSy55hd0+U7q/JfuKOJ7eB9I6hwFupr9Hnyi85/u5MCOsDaL/fPzt2VO32p7196fbJuwg39uU3+yY/LtpfG4O+j/j7099ff2zwMgC7cTv3jFxuLFv/2Phb7j7Xo2t7BkS46SJqJMbYGQH+r78fe2cXL6bdnCHoQQLXKIbBAh6bm3X2xz6c/Bn2rAZvoT04wHj9Fl0dWndjcRrv32b3fX/cAZp3bXfPrtsD6WM0750w/n47AOTulbf9Inff+VvHYM5/ObjvR8dtsFvPSpD9e+PzI/qit9NZfXue+6ItAkN3+NYD9w13Hw0fbTQm/ZdP3Dcqeo7kiCZY/1xnMvh/Ryqa62mqumZw6GlkQ0+3i/QgAlUUuq6r38kAbsd9+IbnxqoAPWAzCp3dPZufdYxBuA/mmfRNEIUumSGj6BbSF8LW27GB3LIzYBSJ5vbcd/8wDGJGUeu9S/c2vMXMx3P0jXx/6X6sDIaR3bXzrwNO9vPe3+4+DOXtRzrIDbc16efmw9hoTW5ze2/ruyfbjd99qvSNdX+W8R3ZN6ZbBKP/rncbtzizXLmtW17/wVMUQxQ0vs2C0HCXORGUFhy4d8O1r4t9jZQxxb54bpOx0fVU1H0z5u75by3kzzmCxze2A4Odcv96rxGxT7/BANmZIKNNrDfkz22QX96DjQ56877x5cf/2jjaV+tfdwymNw7yXZpQBEoywrGRPm/kuvBZlFWOqF5IYcXyhsyra9avHZisq8+QIf2nkIIyx4iiXLV4nkHJPjVzQELP2OsF5EJr7rxGIQUIEdoKsgk0o8SCpUyclLiCbuJOeBG3KEQxbazJweFaelFbEqlFZDtDKwTzgHEU60XpKjZVYoW8BUKboD6AbshckWzIUcCUUoRWI2Iu6dZkAlVqMky9/gQqqJycCVU/0raVtm20rdDqRLPorHNRgkSCGFMKTHNEdUbLCW1XRBcaB7YSmbSSo6e1hyXj6f8JQoHTFSkr8XPBrGDzRpsUfXXpQCUj1dAS0MVLq1sORBOOAzgozuAqSZGm1NIdx7iB2i6511QoIqzVCz3+0mMYtHfmDqhnJUnzIGujYmP9loDfVOvB8+5U9X1WTRznyOrf3/xrpj3SV7vR3R0KE2cKufTmbf/c7TLz/lWcDXyrcdaIutI0U7Q5lLKnlfXvhubrHKEXpi6I9KQCcdnARva+ChWhF1aMiRAyGjKWEtqDkFMVDhIwrZhshNpoLaKysZWNYuxgbFUQbXvm4shcC9JD9eKkhCZeKyKERNRIio2o5s6BKISABaHGADH62qXRFTJEPXtGfK+VVjzmXmEwqURua62Ija3A+zjgdSdEMUsYW+8bpfXCKKK9eGlzYGow0UdGSPubKaxfrm1u+pjZ/uMvOPg28KEgzYuU1i4ZQfAMAPWsJbRwY88VYPOxOYZ+F5KW6uPC0+8Nk16bQHpRzkGcEC8M2EyQcstYdvJFz+rRgjQPXgw2P5iz4sX6fZkDLgJWu+0h4uZmRzNEAmIJDXEnlYha7xfPnhiJHNrM2aApITkhadqZlc36YJaukW0uuSFmtC7bpM4Ngby49OWC2wyjjk1v8D0QTydKMNh6Cs1rBFQJDp5qJ9yELsXZazq4dGTPdu2Al1HZM1vUZSBRB8/M1OUltaFNOp40jKcOAAS9MxSEXSr1lxwGsfaaVCXQUKpFighqGW3R97yl0KKyZSizUo+CZF/5EEghejZIq1hT6sWwKrScHUiRCxZgmSuWvHi2mrN/Q4mkBa9JtBqlQIjNbXOn5zrvSZRmgVqCM8CzZ5xtl+LKpXFFQiKV2YlJU68bIW7PxyDEoL2EiaFJkUnQaUbqBLIitZGCkCRik/8QM5QZtcIUV2rzrLqiQokBCYPhCUUrQQJWHQnU0CU2ui3Y1GjaCM2IG30/Fwobq61EPOhnybMTrOD1HEwoLXr+120QYgZbdfupODZHjJVgRqgZTNnoTFMpIBsNr2ky4TVAUp+PBHOMuAobykrlUjdSM7RGdK1o7QSh4BkShUj9tZCI3cbvsMn9gQaB8M6dundLx5vsXnr3E8wffDdwv/QnvvSB/d+3q/LwO/V2Yfny+/LWn7fuM/S6hAxbu9vbuz/QpU1C6BKfQQnBiUkhiBcE7jUHBSW1TI6Z1iqxZswqZU2YiNdCMlANmLUbHjLaq9XdTe1xge4T2O0x763t7h79uXfxZWv1/97jSV/4nft57n3W/cNy15kjQ2/ctO6v/5kgyV13vpGq+VXHF47p/lIn5PXMPzopzmQQ9W79Pu7/1vU9krZL1d7Zkx1s96t24HLsGtbJC4Pw2v28ewd299y7bbKz2HvwTazz9lVu+yK9HSV0Brrv2nvWJOoSuQo6gOvQuhxjJdhN4ogqtFHbRr19ZDDPW6+vtPdx9XtUZZetEV933dAaz/KlD3vXtjum0htCbuehYyVDFu3WeQ3pWcjIWAxlX1NGi99fbcdx7q7KWDvuXmH46HdYw9973J0VBr6i8ufntS//+GsXvqG/P7/W8Wb9kr2p7zMH5C/+vM2EkLtAQ7jDMkbWyS0ooQM70YBngflYjMGlr2OKpBg7cViozSjNM/U8cFndHjTnY8oIPkjrQckxJ7tkZycB21js9vtlv0/oz9Nu6/OXltGb5KOf6bifhTH2qO5db9nbt7483vRqN9X2YPr9mvmXTnB3/J1BiHHTsjsWvlCMLURo0m5M+VFULlif/LcH8V/GbyPi2jflEZ0ZG/l+3f7Ueqd99YaN378n/e/eQIoQhoMQ+xAYk78Lmu/ZVX1yhT5wR4HDJAlVJeeJmAJTOhBj4jBlck7ElIgx+eYcu9a+FUotXLeVUiqyLlT1bIhavUAWrRGsIVWw0gdvb5ZWfdEc0SvrzN0bCNxHnlmPyIv7Sz0407D9XO6rDed/b/GbQSJePUL3198ugLZ3hjt7bR+4fgGFvZBbk7vvjJG6D9K/dXSh624J2PhbemjcLriHlfr4GsGGSpMNLLEX2rOCayvcbbJ7OzTElv7wrvNoe2Wknh1gXVfNLnh9hwwaMFmABZEEsWcMtAXpIIHtSPIojjm06jzS7ZcY0VsfiykeUE2k6UCIMyn3oETwwEMj04jUstFqYduEsgqlCNsGrQR0q7RWqTVgbQNWzAK1Zy1oc2fKx3pB5AXf0EbGQHBAZJdfmKFH6EeavWc9jMCB9LYelnZFeO1dZ30zTX0jXnu/pr5Bbn7JdmXU4vAjgyQGMOzAQO3XTzcDUQpef6I7eihiD4wFG6Pf2y/bgfe1AG8Sa3ixR3pfqcufDGaO3G2iOzuiB6pGxtGIZWN4rQvr3xvSDOB1POx2acS65FF3qgfA1AH/ESDwYTyMwp5V0vfUmDwjS3JCQiDGGQ2RNCVCCKQ5oVHJ00SIgTxnr3UTIkKEnGi5ayeGPTyAVTfgxlLQxAsj7kyj1mh1o7VKKdCKsZWNViulFFprVPMVuVVn8nkhz1FjwYEyNFI8sR96wVbtbCnwDBfTQovVi18W4Racal5E1sa46NewHuTlTsYJB4RaB5nE8MKuQbCgjuG0W0AX+usM0HGstzC0I3/pUQt899+EzQJP0zc8RuW/HBde88pPjyf0lPnw8RtCVGgVrd/StoV1U06HxH+4CKtGfgjC2oypGlGUD2FGVUnhkS0b/5w3SjNibViN/OPxf6G1I+9CJdH4tH3P1s48psyTZtJWiB8r66Ww1TOzCccgxHohvp6ptbEdBJ0UOwYOCf79I1wIfHvOtFL49HLGQqX8rhIVnj425s24pJnaZo7hSKwGlwOcI3V6ocR/Rc7fIBfhcf0Hpu0/ofH/S3g0bJl43lbap0ce//QNUuD77RVLEX3/f1Dmle+/+o7Ghbr9M7kF/td6Im8HvvvTTyzXK5/mKzw0lnWiflbmd4F8DPy2zHzVJj5+Fr7/qIRtIcZ/4Xg+85/+W+Fj2Pjn36yYvHLmnylbpn3/npCM41crLRpbyJgJITz4upsKJCOmBFWZUiAjSErYFnh/gFOBtgSe18ixbBzrM5c183J5JL8q/LSSfpw4/vd/IvGKtW9JWikfKqseuMYHNvnlRSFcQ/TUa9E8g20kz/il2YHCA8IZ5QWRGWWiykzh0EHbZwd5m9IItJEZpyvSIrJOGIGSJ1//4hmsEnr2atGVKg1rSijR5Wxbg1OFg/k8boE1Clv0oqtBGkJ0hr5E0vEC1SjXghKJ+uRO3LZ59uikkCLoI0IktaMDYrNhcSHNMzGeOMqJzOTM6bMSHoX4WJElwvWRSYRDEFZpvGij1kheZ+pSeKyvLPXKj+V7Kgst/USjEi1SDdaj0dQIxRl8Fh+wALl5DZqnOHFMmVSVWI2FxEJiqwvL+QfK1qg0UCHnjKlRrVEssMkRBLKcfL1rHvRq9U8YGyWcMImkOqFLgEuAtXLVhfX4gsZ3pOZMOxGhJthSI6DEdfJgUv4JC0atoDUi1+B7kYxifL/8sF5HK7KBQWsvLHX1AsDdbIjNM9K2sb+Z0nKk5kygkFgwK9R2Rlsj1oSRafreV/B27uNwQajQXqBVxCZEAnFreJ2fnqFYL6gtxBIJLVCq0LrJENUZaY0r0hJaXI96yxES6FNBgheLF4nI9A2CotWZbq0kpCopN0I0Qs9A1PSIxoOPaTU0PKPhJ0KZievJK+PmjEwJOR1dZv6KA3fywcfAe8+Gsc8Rqxv69OrurP7WbcPwitkKdsW2irUFswVSg+CyebXhNmzMaGjEsGFFafaImXAl0GKgTAmtkM4BZMIeM2jPyG5Grl4EvazV1zuZCKKQv8fyK7QVK8FTSOaN2iKlKVEPEALUK+H5hSZC0eLZoz3zFnsBUcJ0uPNG/vqhJjydH5ES2PTKli9sa8Zq4vVBaSc4vx6IP73j/FXi/JQ4nhr/8NBYtsLlu4LVSFsm0mXlMS5YgfLjmeWY+O69QAw8hSeg8dPLC1U2ZjEiULZHqpxoeYFZ4XVFWuXybubllCnXlWlZaVPmJeee+STEo3H4UAg/CPX/zNjRsIdXti3yU3Lftnw0JES++urfkwj8oTRSM35IyjpBkxWrRsuAVoJWkhbS4ZUkZ8p0pD59IHw9M//hSJDKysrpQfj9b195tQPftm8wWdDgNarWKshSufzP71mKUY4rNVU+P75Qg5FrI1wbc2vEVdhyY4mNV5u4vhw45MacjHkOHA+R9jnQrol6qayv33bgJaLTTH7/b1mq8K/PirSNd+cfUGmcq9ui05zRECDjQT8Ea5EyvaOmjPzwmfTyE8f5HfP0gZ8OKz9+tWBrwy7GVWde9B3zp0z7549YOtM+fMtBjT+EQG0V+z//h9uxv2pte+NY7zwY6wDsEE2TYXviEl7uAewh64Fs7iCtQxzdf9mRt1tgA7ixV0XZpXZ3oHSc32XtnCTmbHmXnPOMfekEpeGfDiBwgHVhkJWmSIiRlEOvE5eJOZFyJGbt61whpERIjgFEDEkBSTNx9WDcmhXVSllXgkApClbQojQ8cGbFbfGC13ZrJnf4/h3K1gYuQsfNR0Cg3TAlceDXJbnuyGw62qn3wTjt0NYcmed7qgv+n4ERyUYvRc9bBKRBZzzvtR+44Vk2PtKB1F97SIt7RryfvjguZAWpDSxgNuHZDKFjQAYkaBk1tz8Mb2PBCAMf15G17wbhrghQewN3gNbqC9jrDTMj9T1+waWOPADsc1QIwc/pZF634YLOqEQCs99T0Y5zrC55E4/d78y+JwykUrxOQ6D4Pt8B1hgDZZ6INRDLRFkWltcLTRdUXqkiWM0uWqEPPRMGJ9dUr+dlBmJG0OjZN21xzEEcc6FFfyYLnVSjmEZkkCJIwLz3tfe8jyftmfM2VAHEpVwtGIihXLsv77WfHEOlky+2fpYBUMMuwd5Jp6Meo1mHq2gI57tEBONWN/ZXjrn7X8ZlR2BgQGXj1DsGIuPjtzPcYdTScaafvd4XpMqbrHR//JH1oMn3j31oag+g93oOfZ0br3tGQw947UB/dNutTyiVQUzyc8Tg2XQpdsxkisQcyTmRcyJEl96vzTMgttJYroVWN7Zy6RkSnsnVqoI1WvN/a908kGeeeSRd0tWlhqVnQnQip0hPqushwC77JHeZDTelmbu+2vvslhkx1p69b3YweeBYt44eEPOfjwjZ37jFMOx2DQb2/7Nd/Ob4uzMhdujtbk+gA9v7X138Svqdyt0g9pPY7Xt+0r9wLW74pp8Yn9D313zbAYLdokhfnuw+UtY3+dvnbpPrxsgdgYg+QKVnQMRIzIkcM3mamHMmpESM0Tfv2CNi1gsF9jBxKNUlCUJwSZEh+SR3E6Tfv4+Nt5kRO5vYRuzJ9oFke1R6tPsYTHb/hPet7otYf+cmL/Pni8+tn94OLts/9nbU7r/ed8EeKv/rx3A83jDQ7yOYgAPPfaaNQXKnoWd7ZgT75/1U7vl6kMxTWfcAyTi3jPF2/6yD6e/ao/R2N7W9z3zHbv2z2vuhGz0yBrHgqbF93O2XlL6oJi8UHCMxDcaJbzRNZhrZNWxrYdSaMIk0S0DBWtj7sFH9cZv3m9ANVBsGhPRzVIR4t2mMlUXwZSJyb3DdbnosNoP61/tByg6O7w16n9Q3WPX0LBScbSC7oQgjYOQsgd5P4mAId2Pgz0d0ZPAtEJc2+zXHn5E9bxScu9fe/rm/ex+K7mPSxoi9y0YSvf9yH8O+u3ubfpl2dD+P9omlt/ecKzJG1L6W6JCi6z+qYS9Y7YwmT7nef+LQfhVnM4bORhnBMvra76kR+3SuMtYkemDaN97aRkZ6dUevOePbSaI9iDnWrL5W7WuhKMIorDTaRvZ78LE8Aop9fRi/v1nRR59Y9/Vk2G8MpohP/7vNabRxN7DG2UYW0r4/jA371hG/ZHm79bzBehbWqiSdOGgiSoFQqBpYw0TViRYytE9oeYZi1DUQBeagtCgsuZEMrualBI/NeYhzTJxpvLKxYTyYr4qH+IDYA3O4orIRGqg1YozkKEytka4NqjvNpoKpoNbQxaBWJK5gioVIyMo8KdqMeYG1wHUzZypmg+j1LaL5+tmCEnIkVcHqCasJbS8IF8RWpG2kMhGWr9DyDm0ntqZcxWBT0jZTS+W6nFESSd5BuFAO37NJZV0vWFUeLq8cMT4uK+u1sB0bLTcuDeom5AR6NKZVORbh87OwvQo1FKoWjnXjsAYuR0FnwDaqvdLqhm2HvsTUPoZiZ25nH4OD6dxHo4rz9HVSNAlZ4LDBeQ1sa8QahFZgS5QlEFaoq5GKEtcDFjZyNkJuyNGD6qYR+xVBCB90Y/9yhzngeumuXp4JXICC4qz4RvD9hQXpgV4bwVELt7XLBK+S7Z/3rIexFveaTJ2B7UFXcRZ/T8yTaJ1xLj37yidfEOvMDIlJtwABAABJREFU/IgGIQRnDVcpzv7W2G256ntQtM6wTohl1DIikRAbpEpIMyFmohzIHBwmMpeASlN1PfU1kqXLTamxRqO1RAgnjEqKSrDIi7xSVGgx0hqU7jzUVHpmgZNubBTAU7+9rIkpRBL+Y0SKuTRLrSutjr0ZVD2zaNhpg9XvS11fMM1tGZ+rvdZYU6jBi1lWaNqoYevp+h2i6hkSkvAsgi0iVA8qiQN9Vv1frx/ypUH3Sw7fK6RnSzYKxkbtW9iIxft+cLO3KkIbtYB80GBt7XhaB1nCKMaYfGzqFaQXIrYK1YtGSzMHHOiSJL249W6yMGo2ODDn8hQVMUWpXlZEHQyRqdtzg4gQZiDsYJ+1ruMvPnbCyDTMEQmZoEJUCPGMhkIUI1ZxYD5EmGfk+ISsDbluNAzRiaaGZJcqrPGygw8AahmYMbu67Vy6b4OBVM8IUZ93rlJoO5Agah7kF2flV5SmgdoJWrH6Zy06umhFPHMEP39rDasFwQM+lg20Z7W2AKGOTdSdaQ2oJpfMKB3YCh2gvbtnrxvja9MvO4RERC2ytDO1FawlaELNHtRsl0goE2cilxg5hMqsLod7XcyL2L8GKErUziKujVKdDCECUbK38RZxLyMTjA4uKDUGr3mAsyHrFilLxMqKNp/HW9SenWJoNvRgaBR0DVjy2hTWYNPiNs7mgd95fiBrYGoXojUkeuZUAz+363KSJiNGI8RGEGgh0uKJMCXiMaJN0AZTSrw7BVQiHzV1JrFQDWpxRntdVtpmrLPnyC1ho6RKTN7NuokH8rRRgrGZsLZAbBBaY1YhZmjRaRvWCqxXPDO7Z3zbjBisW0VHDQeEWl1CImZfKMLwi4Pbe6aZpjNWP2NL6UXeMyYb29Rcai7AqoE1ZgLKdl7huFDiSg6Qw0zbjPR6cSD3VxzD03T3oNuCN6eVm50+1ovux9z5yG8s/d3UlRvJ8I3hb184KHdgkvDzvsr+KbmdY//KQPbe2q7jpaGv7vLSepcBEZAQvXacSs/sMi9kHm9XiubkKCNRa/K9s2QEoy4Bo6HBs9M0dF32ajtobbvNf9/SPTv+i3se/tY9NnHrqFvG+q2dZA/03L5zr2gwHIPbCW/whq9RjMz1+xt5mxr/xX3cdcOv3UZ3f2N3xNgxj9YDTUR2yUQZfovefgYudNcWPlxH5rr07In+XYNd9nuw7K1LLA/pKrT75KM4rq+K4xo3cHJk2nj2sNfC6tJQ1rMPet8OYHkw0m3X6PfgmdpoC/re0u9NBTRAhRoqleoFzlU9k0t6MEGsg/K1Z0TgtuyelWvshMkRUNnbr+98nRh460gnW94kkkZ24R2+aL4HDnzLZBQ6v/mosn+341Nv0/593PZxdz+OBp5p3R7cZQx34PTXrW1vDtm1Uf7Gcf+pEYjoN/nleL9f1t58/7YI3bnz3OSWfO2/ZTUM6ntfKwa2e98ud6/fMLc+dncVFUF7drSKdHmwiGokhEgMkRQTMQZyykw5E6ISUqS0RggF1YZVparQKGhz+8F6BozjgR4waK0y5sX+7NKzqPdaEOzPstNAe3/6SOz7yBvc4uc6yvaxbaOd9i/Kn3/Bfua13pO3j//cZ+778G+PFvi/EoQYwMxYq8fD9TeFARf3RbLftOEG/GiI/cG434jf7CrYFwPbMUVhgKJWO2A9FmYbf/QrGh6JEtyQGeMOX5wAQutLR39dRjEsiaiIM4Q1kPNMjIHDfCTlzOnhgWmaeDgeOUwTKbkkU1+/aVYodWPbNkQi61Zo1Qf7JgUTwfm+hdqLAWrHWa0IYu5PeDv09uvrki9EQ9ag7ePCC3X2Tbuvb9px9jbYBGN9Qm5ge//vWBOtN6rv2ftSchsAOOw5UmpHb9f77D/4M9mEW5jgLx/7gjq2d7kNNH9epQvks+vtvzEcAtJrAfjtVWil35fufewA/ri/8MYgE7Z+pzvtoB8rznZQsJO/1zdjGZkaI8DFCIb5hiKygERMZ1xOIPc27oXzJBM0kuNMTDPH44mUE3mOxOiSEkZg3aAUuC4vrMsryzVwPQulKJsKtSwIZ1rLFJ6wZgQcBG44O9Va175X1x2kFdwBH8/aQR0aZgEHoEbGhGs/CkPayiUWPJ7T3Dsh+GdFEEpf7w53/WuA14JwbzqCeWTamhe9E3OwwVih19HwzTUysmVsBDvEAyWi626b+X0+ftF/f+voi3SUPhdKHyf+3ojINxw0ETEHvfaMEO7aRfvy1yPR3WixbsDtkiR6m6/wxSaK+PvKnqG1jynp0kkjfVB8HCmBIMml4iR7TYgUe3DLo/q567zOMRNjIOVMSM52ClFISYka0OygqQ22VMOZRdW84FxPQ6y1serm2E93ZL26iFFwlvLWHLQonQVgVAj+GtZT7c18agWFKuwhKKXX84nQzLWQMeiydxbcCdfQNU2bL3pK6KCl9fWj7nvvLdBrfagLmNLGGtA/2MbCKJVRHH1kuow1xjtQfuneC0AU5Z8entCmHHHg+d+fj/xum3jgxPwyEVHWD8b8/cY3r1fWfOL67oFrW/h4PXPVymX5HsnKj6cPPGyRh48nqgqfDsolGi8tU6WS4pkk2rVcC+kPV/K0cvofCp8zl0PjT7FiW8E+bkxJmH4nfH+Z+P4yoVsg/HHi61j4N/OVa2v81CqyBcJ1pgQlPL0SV6N9XqnFqEuGBT7//15Zz0r97Xs4BJanRpmMOBmahPgEhwMcvt+Ywpm6/jP18iPyCjz/75BfscNPyENC/xdjvcLyMWBTRb7+gQnjH14+sNUjPy4bapUfdeGZxsvjzDJPyPvPSN54ugZCjeT2idiu/NTe81wfiBW+qvDaNp5l4Xz6mj/+7vekEnlcJpJUcsiss1D/7ZlNjCV4wdYWNkyVT+9/72uSfkcsheunE/Y8s76AFOOr311591Dgp0R5iWzze9b8AdaNvG4cvquczp8Ipxn58IDYis6fMS6sTTlo4n2aqTqzmlB+xYBzt8uDR1EiyqFLBgnW91Ps2NleXvQ2IMw4mNNSwEqgluTnaBusjbJ1yb7g6cVFVpp0N6wJaU2oNcIhIVGI6lJOFg5YSxRWuBY0OdBKMygN7UkNTZQtRl/fLNKiUN9PhJjQUy/OWx8QEerBGWpxPSASKQ+KZWP6oMQZcm1Eq8xpIoVHYi7EWDk8FuZHmOYD8+mhgyyJUzDeR6NsjeWysV4anzQi68zx5QOlrRQJtLJBO1O2wqavGIZubmtlZpTEHCpZG1OEFArzw0xOM3YtlOvK8jqxvXxN0YKFhUah6kq1yrotntFaPCOu4kvRclSXHc9HhOSs07axXI2qSrKExozZEdkSTBOSPNNMkhdppVRngbeJYJXUohfXbY1myrN6mGqur+ivcmYF074eh4Dh0mfajBoKW6iI9iCReBJLFaOEK6pXNAixRsI20eqGrC80Ios+IGEjhH8BiYTwCBLY8pXGRtjM64y8ZFqJwA8gF0TeITI7GM/EFoySCqozMcyEmqBMSHtG67PbEvPi4IVObnZY9rkUHGyp1fforJPPoqJ9H8g0UVJ0v4CpYfHM4QDTZKhmgv6O0JRYIxpnQn70WhH5GStKffIAVQ0zrRnbdqFuhfP2DtsKWo8ux1RnZ9quLiNUbcIsktJC1EJtRt1W2nbAtomwzaRthilSY8TaGSs/uP+TFeNIff0tVhulPgMF+7R4UCB9QDRhh0DVSss/elbG+T1sGS4LLEbIhRCrg04yU5bsYDyNjea2yfTYma8ZbYpsASQj8YRZhfWFXyzHlIzynwoE4/ydUK6BY4I0NbYnRQ4OUOdJqMeC2Ur71Hj+vkKuHCdBirHZxqaF59ngqNhXB0yVYy1IKWxlxRCmyf2C+eVKqIVVv6fIJz7+Hi7ReP/1leNh4ek/R47/I/F52niZLpQjbN8ESq1stXI4F9p/ybRFaN8IISmHokCmPT55gHTr/ka8QlJ+PF1pwXhtHyg2kUpEN4XXA7JG3n+A9xE0HJE4M2+GPa9UWSnvXznUicdyxHiHvSiSFvTxv7tc4CUhLTHXJwRI//cFrY13nwwrjfJj4iKVclLqg2L/nLBzgOlHiK8cTi/kaaG+RC6fIodmbh5vkTZlmirWMjUI21SIUThVY66NpC+YVWI70kxYt0ANxnn+hGZ4//JILJFPKbKECuEzpE989xD4lg88Pr1weviBZo1pc+mfcs2k48bx4YVQIttvJuKkPBy/5pAr5bRSSmLNX1Hq3xhjX6xtQ3avG8V32MWd39czuD3j4T7jwP3PgXIMX3T4Ge4/dZvz5tD4dXdlhJuU4c3wdJKBX8Hcz+x+qfQgcqPvv9ocBBs+heN7e0BWVTsAlzrpMhNDIMTJ60TEREiRmCZimklTJuSMSEFEmaZAKZl5nchTZl0upAjrNSG1Etfgev2b0LZIlUqrpdvlnqVRtROaur9OHZnotsu5DZDY7ZYhF9l6XUEYNRBGYH/4W3s2ipW9bUc3DaxlB7iGD9ixjr4ZdORlYA93o2MnNrL7DgNA9Yv+qsEGGBZvgLQ1cylVDUhL3TUZrPEKsu7+jPvqV+/7oHf3OXx367ox7psK9GzZ4XMKrT/DrojQBpmxufpE9fvSAaJG8WxEYNTfI2jHxTwwLdo88B6OjsX1H9u1+D1jRoP7v00PGAlp6s+s7lMPLYzYlFaFlQRmlK0/u3biSruiqrRWUPUgcbGJVg1spVmj2daxhgyimBTamJv484oUJ+KETjIZdT96n1r387WTOL22JuyByq76INVJFCJz7w/PVhrZP9qk41sdxxokkEH4G2NUu7zrCD4ILoX4Bh8ceNbfcdxhfH/+3h3gd088lf68gyS84xk/cw8jeLp/bpAQ77CQDrx4UWnHXaTPqVHLYS+4ol9eQ/v60AMOvV1DJ6WoOr6bgmMlKUevlxkPjsflyQl6cyTlyDRNTNNMTELMQm1e63fdKjFulFIIS6DVyrZuWHMCkNcEDk7GBFortDqUVm4qGdoxxdbJx56U5ZlFI5Bi+4Jtd/3cMaU+Dnc1MOmim2Me7gleb7H1sbbcAb23t+8Jm9hul9mbjhsXNAeyf8Hxdwchxi2Pw/bI/bite+Z9H8GDzX97w5/vi/HyBuweb98wuf37MlJ/rLeM7uP37rr9O3vke0RzBpMWBhDv/exfVrtNgFtFdWcKx5hIMfdo2MQ8HzgcDpwOMyl6AbrWUy9LC2h1oyPFhjUhhuQAmgS0R76cneWLuuPXd9FTBlP4rqlsR8/2BrxLNrz9ddfYsm+Ytza/XWG0qbw5z2ijjtP9zHfsTRDD7r6399nd90Zw45dnvX45OO4nzD0j/n7EDEthROidcbGPh2EE7kUWw+17dj+x78Mlcvf7SIvNuKxQf+smwMwwIPdMi11T0DMkPNTvxqHIYN/19FgJveh5JOeDZ9kcEikHPMlViauyFfHokm6YVQeGpFGrG61WXWZKJIAURLzor7TN2+PeWIO+YrW9XUXG5uUFo91QK/0ZI/djb7Tdnp1k7a4tuPveXT0NqdDPaT27RHqhJk/jsM42uA18v++7vuj9iyjGSI28FXTfgfO/kPr3s8ct9M7wL8ANC2+TMX78c/76aAP2TQFu3x1Fkvem6mN0D8F2vUzrBvP43P1e4IGIHgTppxuR8rFh3+/kI7Al4mNKOxtk1H0IGoh9nMXg/4YQPPsmQVQlaGdxpi7FMYwpA0qDrSKtz66xUfbfTdwubWZUKkNt3jMk3Ch0pnhPJ8S4rT2yd8Gt/b0hfD0ec2swG7TLV3WGZ2fujzXVgyf3TJ3eePsGZPu5bvk+NwfPlwXjpiXYnZf7/tl3up8x1P7CIQIPUyYRiFdDqvF+SxwIpHMklECLsE2NKI3DVrFJ2fLshXCLslajtQslTCz6QCZS14yJcla4VNd8bloxWZxFWBsSCvqwEY4bp2+9v8+h8RrNgwfVeDc10gGuNvGpei2D8Jw4HS/E+YxQ2GyFFglVaSroJH0v9eLhrQZaNbbnFX0V5J0hWSgZ6tHgUYgz6NEDX+HV0EsFPYOdob6H8g0Wlcirp/hPRkiGrHitiLwQqnJYj5QSeb0+0ti4To1VCtt0oEZnVEoS8iqkKoS2Iu3MtT5QG7w3OJpxsUqVlSVGzqeveH+Bd2dI6oE7iUZ7qFQzltWl4qJeMBJlOoEFAh8J1ZA10S6Z9tmoqzF/fUF147IE1hejyUQLM1JfCbUSzhvxhwWVhP5G+zp9wepGWRzkz5Kokpjtnn/2Sw7fgzyjR+84crKz423PiPMxvY90wQEkcc1+l8RvYJVW3IEl+jrZek2SMZ9blc6AkB4s7aJ+5sB3o2K1QoKg5sy+5sxjRZyh3adV685fmwIaIxI9S9V0RlSwiDNsF2fdWYCWjTAraRbSCrGYF5lLiTi7VHqejTkbhzBxTAcsJFqa+jbdKJsXXL2qcLkqdQnkMjuTTjZaWYmnAqvsTGPp2R7BgtdEiR5UCQqqjZAz8ZAJdiFsG0KkloSF1QtZy3BKG7U1Z503B1YaRhNhS5GGy/64y1sQc6eoNEF7ET5a6mBMJ1sEcYZhMVitOznRnQ3rhZLN1/YNQcU4sDrj/9ccfT8d9VU1eLC8BqiD7WieDxKAJsXtlc5EFybE5h6YKu6caYed9NJlHR5BhC26PSENZ0uWgKwRwtazJI4gbmMYQpNCDdVZ6DEia4ZtQuoZ2Xw8Wq6gXifCHXu3+YZD14bPpgP4k+6wpc7A9Oxoi4aljTQJ+UAPQmQCRjTzsZgnRDeXxGmRMiUawYMQtcHr5nt+mtx2XD0gLxaQ5kXdXVbQ7cmgXp+r1eI1g4pgJSE1EGqg9bR+w7B27SaNQos4FmM0VsQ22nJBen0SRHtClWGsWLnAZWaAWVJBkvXkRB9z2hQpspPCLAuEBCEg0QkHlG4XhwlpK2af3uzbf32cQX1qkIX6E9QmSIIQDZ0NPRp69OLlMRWiVGRtbC+V+GDEg9sNTYwixlWBKMgxoE2Y1+K2TqmYKKFl9x42Q7eGxQs1LCynmetDYPtNox4r8b82Di+Va6iEubLFRpkq61pZmgfMyufg2TYzhCDE5nU26pTQKsylIQ2KFFoQztNGjULZAq0mbJuxGpBthi0wt8SjRKocaPqAtAuyXak0ylx5KIn3IbIUeF0ekFgJ+kJrAS2PWEvEOiMR9IMRW+Nw9iBEuhY2KvUp0CYFZqheZ0ZEiXEjzleurxPr2gNja3XZvWjQMmh2ubfUiNqIDWiNR9kwNYplCsLQ0t7iiiaD+oCuSgnCEoQoK0E2rumRZZ6ww2fq8RN5EfKiaBWomUAlxwrZaKfo9a7iTEiFdtgoVahbotZfbrv5mLsjN1njJlnbB+TuC/TApOjdewMMrneG/pegkDCyxW+vys2ZvvPnB9Br+3e5O9edf9CRpIENfpFYcXN9BEYmxMiiHjLTXnPHXxMNvb6c66WHvh9rJxKF4L6H9T2klQmxxpISZkYMEVoj9Howw79RUS+23EGEobRgO9DVepLdUOXQuzYdzlO7+RBy87fk7oFtnPvunfvE9Df9MrpkrwEyGOvc/AkzvvTFdubom+O+r3/hsfdxBwAHULtnBlh/dOt2oxP6vEG7jSa2j9P+Sb/HwcwawZOxYf+sP9M/Z93/1dqJg+ZBIDXPPhws2P6oRl//h5fV9xvPIPY1b9QcQgSloLh8oahR1QP7u28betbEjp0FmgSvQZIT0KhbBhqhFLcHEWrzYsI+LByH24MvFnrfO24gUu/6V3Y/0LtbbwNl9yXv/Mfdeg6dXO59ZNLTf3dVh9iDDV1a2u5Gh938YXpWxe09v65nJo/s5t6u+zmGR3uHgf3KY9zHbe0ab9yRk9+AFbe2GH/Kl6/bmy/dHb74vFWoGeuR3L0/xvndQmb3p/Snv11mjPM9p6D/r9fKFN3rdsWQ0BC6DFMipexBiOxBiJynLskvxAmXmK6KSHUJU/XAROuBLq9jZO4vdbtdauFWbL3tt3zLeLi7be3vyc+01xdzzL9ib7aH0foOG99lhf3cbtGx8vtPyJtP3bftl5sHjEy/n0sE+7nj/1IQwjCGbhxvUrhknwAifZ51+aBRKMRPcJ/KNh5M+sC+e+yh2zf+u0fN+kLU19g3a35f7BzVuw1o2Vmsfo8eaWTHSkNfgDW4szw20JhcIidPB1JOnE4PzNPEh6f3PJyOPL4/cXo8kGMgp0gtlVIq161wvi5EXZyIL8q6rWCuFW0CujlITlSP8pfoLOHWepDRF2Cr/dlHw8hIYe4D4q5p9nSaLpliejfYDEbBBtkjhmOD9+e/xV5HR1pvo5EKtpcxZh9wOobB2Oj6rd6ByP6W8HNz6c3Y2vXZR/Gd1tePdOusDkC7/mC7AcQmOHvklZ2Nj4PUoIiN9LseHGDp9zb18eePa0NKYoDesjmrZc+M8IV9/wJdogK69IA7+YI5qII7WELwTBtAbPPz64QEcfalJlKGKTceHxKH44F3Xz0xHydCPKFh4nq9sGwLzy/w/Cq8vk6E58xyWZCXTFmOmJ2gLIT22VmpdfNAgrpcQOuSOrQutSSLGxTWC2kPhsSeETGeW/DikAKSe9stOHBQ+5DJfbF3PX4HlKSPw2H4GHsUXSJI9GCEKXDBq5x6QUN6sciea7Mbe/ugshEgqLcNfizuduWNs/C3jjoMvG6Q9mf2NPERvOnR9zE06jDcxDO9+ltewNsGZu0BIXCHTPr70Nvaw4StMzvEhFFXZC+UVXEWZ58/gb4571kCQuhySk286KUEj3mFLiWnaUJTJM0TMSpp8g12mmfXeT0mQlJy8EyKMDnbyXPbQg9L9fWpNmpp6NLYaqGIULfiOtGj3nsV2iq00iP/1nwsNpcNwejp3K4HS3XgTqpAC3g6d8Os+jSq3vdRRuiir3ttGBg3h2E3eg1HvDrbQMeaJm4gNBzA8a2jMwbMNy+x1uez0auS9vnsLF925oGvB7/GzGvR+O4frpCFx/8q5M+CVV+p6nalyMrH1HgJxmPZeJgiE4HfX5XXp8r8T2fWi3L9MZGk8vC6oFr4/vcbtka270/QhN/FgIbKcXYJkBr+G0bk8m3lGo22KSkJL6/KS4F3D8LxYLxbGo/XxvV54eVZ0XIitEfWlPn/fIBWVtbzK9HgsDQayqKB5aCc/28J24x3nxfy1oj/JiNNWcPc6wysmBn5YyJa4uHD75mP33DhwOfjxNO/e+Xdv3lF4hlJ/8LVEq/tn3zcbJVpavzhP620s3H970prE+f4FVUqcVoxNpYe783/6NV0wvcReTV4WCgPG8fzA/PzO55jpITCxQptrmh+5TfTC6U8sP7xJ+YE+VSJYSXG3xGCQVSkVqa20nTjenSD8lAqukL8lxNsMzkfaF/PCCdYAuWgkF8oX19pxwuxNk6tYR/OvJ7OXD6vbF8vPEXhdzVzefjMD7/5jvU5sPy3B+oW+c91pqXI+UOjhfI3x9k4BEhh9V+a12dJTQgNcilYDVyTsSZ3WYoJQRYCCxAIa6RUWFsjK8wYpTXOq8+7VC8IQhqOGismxhqMFsFq6/N9c5mby9kZ3VnRNBPqhq5b358imxmv1cYCBlIp+owQSdtMaFCCEQOc5l5QrihqyhQNjZV8EMJBOfFErhMaGhIgP8F0KMwtkW3mIWROMZPzkTmcyEE5pkCTRgmV9frK8/rKQRtRlcsWkFNgXeDTt0e2NbOqEtLGE41mK7X5Oue1bAopJRKJICtCoa0OfOk6M1nmEBcejleuBcoluHOfqgdsVxzxrguYeRFQg9guXe5XEckdGDSmciS3SNscmJapEWNF7Epbimc+tuJrbrdBzS5UaSyhjuXP+7VTpxY9/kpH1hC9un1Wr33tvGJWkeKScegEcqDR2KJhAWcpAq00KgtrvroUVPsK0UhMRwevc8RMWBbBqNSUQIVClz/LB6JkJDx4gKo9gp2QfEXihuZETIFQhLAUBygmJUgjrJHWAq1OgJKiF7DmZXObtkvqyFSdtWlPBBLx6CSw8N4f7TjPzDGhqSKxMT8cmQ4TEoI/i1ZSqKR0YM6PBKkkjjRJFB5pvSpG2RpXPbAtG6H+SFkXls/P1K0gMtOacknJCwYvZ2rZiC2h7QF5XdDrhnKgcQC5Ug+fsLiAXHD/4eiF5puiMtFmDzDSA4hx67rJbUHq1uudNCgz1jIaDWGhcaDJo2eG0ZCtInWFClkaLVUsegakJXNW4GXBJLClCQGCXcCKZ9TeNLP++kgrwvU/B5pF8rJwbMa7qTAfhEO7Us7GdTHWzUiPjfxB0FqQTxeWeuLZ3jHFxsPjhiawhwfYAuFjQZZA+GlCsjD9R7c7Xv7zQl03tm9+QtPK6/kPrHbg9CFwei88vf6W+UflcviBy3/8IyE/8pR+y2sxXv6bkasylYlT3HicC2cTnlvgQuYlvPci9VnIVYjMBGuU5yvttSIvCzEoT+nqw/DwPTIXwuMTQSbexY2jZkrK1DiRp5lpUp6j8jkor6ux1Ia9a/BVQcuRb17/VzaMs1YsVNLjx11ihw0+tUJrRozK0ZTtX5xk8lE3lq+FKQhJM0l+T9ycBX/6oKTYOLdKYuOoC1Uqs/1E2RJLPVBMOG9KTYHn32ZAOFyOUBr55SeiVtZ8wlLgmhMrxutXz1zmC988B06flA+PC/pbl7mw65HtMnG+TJStUcyYXytfXTc2Ni6niraIfT6wTPCn7EJ2Ji7n9GuOAQYP2RRBd7/B/+t2q5uk49zCXlj2juXyhqz5hvAyzrajeTd4zbrMjbD7nvRsCsNJIELbgSXpiJbtssa3TA4bCgEoaolAJAQH4YLmLhM8OxGzZ0ynFMkpkSfP1p/mg9cz7P6IM5WdDXxdVtZrJqlyTRfaZizLlVoq2xoppVJ0o1TzDCurXo+vS7tSW+8nrzeKdtKQJTyD/kaYc2F8oaerdR/hngk8ACMbzX9r527fj+DHXSf8udJWz4CxnY19w0y83rPLz/mpYj/HzW99C+L99UMA7TJ1NpjMm9dMMcNZ0z0zwDWxAugI4nSfleEjjft3uVV6u/qF/LOmzhL3zL9wa6vu61hTmgXQgljtY9/ludwLmlGbexah78uGywu2ZiCJKu8cZ7GIWs/gN5dbUlNamPFghI9X7YXnRV1Scq8LYH28N6M1t4ebJELApZnKBnal1oYtR5QCwYOyLfRMh07eoHn2oddmLX1sVMYMbRL3WlbacQZT8zFljncMgpwNNniHWgYqFiR0/3+0/SjC7n2g0jDTjhNFEJfZHPKnMgJAe7813ECUfZ5Lj7611kACQaZfPNb8uBv7+zDt69M9ufke9BcYwSzrIMge7Bzz4l5+CHZsZsct+5K0oy+dSLpLTA+Z6f4aeB25fQoPWE7GbXbsVO2WPWCDDOVB1BgiGgJTnoghMs8zIToJOIZEniZiSsxz9rVu8syukISYhFYLtWykWFFd2baCaqTWikqitcpWFlp1VY0qEDQiBlUStcu2+n96oLpjnSJOrJU7cqsrPYA1x3fb3sK+J+x/D5itBz9GAAbZkZP++q3Wm3WcbahEyA5y3a+BHZ+l7zt3uLsbxf0jv2B5+7uDEMaI9t5dTO4G53i28DP3cdPAYNz2/XlvG3Hflu+CFrfPjwyCt/NjRCN2jNK4sYXhtuf3DUfu5teb6FgPluiekti101MkpEzKmWmaOB0OPBxOPD6cOD15EGJKgW2tbGtBl43SfMCkuNBq6/rr1XUWW71p0areJngHIEdq1X6T97jr3Z/3mQXDhrmB53cfHL+MgcOXJ/DrirwZ1ty6egzk8dLoo971I8Nk78O7vrHbr3/zGJ23d+LbBWuMM9uNqhHlHXc2FmV3IH1VG8GHvoP0Yl1mhRE4gXsjIXbDzO9BxQsx266BOCbiMAltZyPs828ssHu08rZJ+NGLKfciM9IXxaAQI0xTZD5kHh6PnB6OpOmJGI9crp+4LorEFdMNE2HrG+K2GmYZXSfMXhF97QxIDybsqWsa+jgJbljIKLTlGRk2gjWy+nPazWga+pGu0tqLRo+aGfeBnmEA7/O9F6Le37f+fw96SM+U8POPrIaxcI5BNAx0D4T4tYaBWXvRqfsJU+42zV9w9IVdtK9BuwyRMyz34uxjcdk35tspbqSUwZiANxN5bAp9no2Fssk+khjMn3GMehk2sqXuSBgy/h0BV6EXoXOj1D/TN94Y0OCsJWcujfojuTsXmZADKcRehC6hKaMWEAsUaRTperutIVuXONqEkErPOlOGhiaGMzCrb4ZGxeXAzLXhEdd91z7GGtCkk8icp32rdeP4v8KtiLfdbT/7wj/a+/a9sa7eNlHu1lE/iSfv9M274YEQG/3VG705y8cf7Yt95c/YTn/9MIHzu0I9GOmPLlsSmqKIO2Wt8Jorn0JDWyXHwAnlaRMkG9s3G/lTIL0EUm0c18o2NV4eCnZpsByJm/CkruWbKRAX1vkjTYTrs9JEye1IC5FlFdarEo7CMcLx0jhdKofXyvxSPMglE1to/HC4IhvEbXE29ebGXhEoUdkOGVmM9N1KXoXw3rMJy0uitMgiXny3XAJxjRymGQ1KIXPJkaepMk1XtBW0XLH1K66X97S20Mpn4sF4/NoDX9vnhLXA9u5AjQ2NR4zNV6TQyE9XNDT0uwBXo7wrtIMRfjiRX0+EwwZTYQuFllZO85WHw4X6+UL5fCU8Gulddec6PriKoxhCJTalotTs0nMhNuImxOeELIn4LmJTYLscqDph6ZkWV9rpjE1XwksiXCIcVtavNkraqGElbStPy0qNV87vXij1QKmRWjM/lAPMQhFzlvYvH3EEqaDmmuli0JyM4fJqBXLwmgx7FlFBuSBtQprXF6h9PgZG0bVhE2x7HqAz1TdMGtepOsnZnP7eevC+bRu2GBoPKNF1+Cu+dhB7sWJDVAgimFSqrgRrhJZQAq0rpMXkZTZl9SB/yM6CjglickmkyY5Y2DCtxFmIx0peJ6Z1YtYHDuFESjM5HThG4V0UqlRWKVxboQQhimDBC0qfg3J9hQsZa8E1YS0wyQwmbNKZ/VbAmgM7gw0rPl9qBWokmpK0knOjNHNpmihY7jtCpaeWuZPt5oyhtnZz5oCoOrArENuEtMxSV5e4mA2Jrt9vpTozvhlW9Kb5yUYL5k613Gxv7XtdlcyvXOEQemaDSedsLB6EsCNiXcNaE6aVGhqiAQm92GqFpg4YwITE985cDKmz6I80M0q79nXebY82cnw0oTGhYUK00OqEtQligVzRDBYVqYqUhsWGxYKVXj/CImYTYkIQ3LZYOwGjBceVJifAqE0EJmJ2zCUeKjpDzpkUEykVQmjk6UiaHjrpREmxkFIhx5nDNBHNmMg0ydTwRENYDcpiyCURZaWsz2xaaC8F0Y1mkSLebhAdjClej44myNbgajvJxdIrFl8hXBBeMGbAZSuDBdBISF3LWIAmaB0ASEGaoK24Y2wJa4LKCqHSpNenEJcTk7Yg20awQhBB1GipgwJqHpgsFQuNloKvG50gJNreOjd/baQ12H5U2qocZ5ijMYfGnCHWlboWSoWreSHTfFBIDWkbVxMu7eD1kaYCcyS8E/QM8fsKi2AvEX0Q4iMOWl1W2mWj/eGCHTfWRVhr4mGGfILDT0fyp5mX9B3Xb555J4/M+sDy04J9XEhNSRWmk5BPxtqEskKVQNFT508Zc4C6RqQ06vUVsw25bqgqp2Nhyhty+gz5QjoaMR6Yt0SsrtuvGpnjxCFnFhJYYmtXrvpCOCjpt4aeM6fzEwuVRV68oOv0EQkNkUQTWGylGKgmkin2YrBA+W3legSHKpXEiVSPLs1+ELDKZpXAmUQhUgh2RcxYyhErsF2F7ai8Pngh0cSEroW4eD2TFh5oIVOCYNFYDwvleCH8NDO/JI7vKtPJuJxhuSbKOrMtR2pbKVyRxThsBZ0ayyPIarDMTkHbfDqrdHnPX7G2vf3dbob4jjN0P7P7i3/uhdyf40snf5xE7yCf4bd/eZ931+yf2eWa9+u6r/zWKb+/5vBS3K8TRrZD90uJXbYk9mxqcSxDXSo4JnX/IeU9y1pDIWhxKUVVgghl8wBBng8YkHLCgBgnvDbExe9Z3eZWNcwarVnPzBv+X/BMgAG0sdFZWnjmvoO47poNTIDuROD7r3BbX4QBYvj579adN6RJ82YcreuOgt71S48QmDGKG7gtNepIuu1j+uej4W8dKo5zNOnM/1GcW8et242hL+Jt2Npt5HUo5S2mc/NF/W+787fpjma4fXHcf6+Bg5hLO/es9kbtbGvrfr4zgVyFpNcGs4qZ0Lpv3TrjwV+TPpUE6xiM9To8IldEC56lbi4ZRmLPSBF/r0VIeHZgjf48pW5AJEhGRKhDGUI3z/wc9y3JSTDBSQfSs36H2ppnagwC9pDzVic/ioFVJ88OxY29T6zjJCOwIIi6RFK7A3hljNHRDzsJsxNZ7Yt5uzugfWCK9jhAHxsMnzf8PJP+rx7jvPfrhHzx69t16/aJG15j4xZ/Bsy8YWFfrEs7rtExsz37YVzW8YyBM/h0bXfnGetvx3Oa7fzl4a1IJ256/YdAjLHbapkYE1OeCNGx3pQS8zyRcyLN2YMQUQixByHUFUdqE0QDtTa2UqlVqLV0CTLQqpg1dChLdNxvZLwJXWqpE5VNOgnyfvfo3TKCELfW/PLfW2DiTRuP8WJvVsYvdhW7deGX79r9OUePd8zqHnv7Bdvp3xWEuA2jDvDsY01u7dRrLdxHk/fJ0N4mxd1PC/nyF2EHhQfjX/rA1/tr9s1/n+w9cvl20PejB8qFkRYlDJByDG4HhkfaVyDE5IMyTUxp4uFw4nQ88v79O96/e+Srrx55enfcpU2ua+FyXQnnK7W8oFVY04Y1IYcVC0KOV09DlB5BRvtC2idb8M1S4CaLOua/3QFffXKPgMHoDm/6GxAnnQXMAOHedF4/zy45Mz4me1/7+Op/mVDvjC4xQ8oYEwLmBsPNaLqNx1+2Do7vTm5QycbIOrCR2iiAOVven83uultw3X0DKQwwk32hqpisvplJ3vscxCPO0Ce+O1kgHdx2J48RnBh6nTsC2s8/2rCnjZo4mG4dRbW2dPy6uqMrx168MiGSUMmoTEx55jgf+Ob9Oz68f+Tdh0dOpwOX9YFlK/zrD5/400+f+eGHZzR+4kXP1OWZwCv1+qPniBQvztjaBwcw6hW6QeeRdN+4zXJfXHqxURIukXQbX/ui2BkqWLmNjz6I/FOjYCS39tkXwzHG+oIl4IGChuurgLRe2LBnj0CXvpINWL3dtbDvKvs1BHRmgN8+en85UxjGbGFfg8NYrUTcmKIzjOQOCIc91Y1haBpuXNHtiD4vgJu2o7xpPQYnQK0bID16LwRooRfqGsC33aQPVSC6PugI5uwhHfGU1aCRqIkcAyGFvtEGUq9lc5w9y2s+ZNIUmPKB1FlOKTs7BDfV/KcYZa20rbFpZS0rQSNb2Pp6t1LWK4KyRQdo2TboOuONRjV8PpceKCk48C+tF3Y1golnf9TQ+916UML7gTbmlI+hERRUdTbGHp5U9am5G9v9dXPQX2UkZ3ajpQcs7lOzne1jtFEIpw1nZWTc/YqMG9wwOvzpguWKhAP1KVGWJ6zMXPWZTa88psq7XDkF5ZAyDzQmO/MKrM9PbOvCGj9x0Il/VKXGyKdyoDRYT1dXMZkLm1Z+igdMImm9IIth4UiTzJ/Wr6j1SF5e+LosLJcz/6KF67pyKStbzjx+lWHesNNH4DPbd9/R5sDydUbWhHw8EGxh+v47cog8zrMX71y+QmjY1y9YNtK2EK6NnIFZiK8RLYnzNvO6Jf5pLvxveUPqO1i/9iKZDR4l85s8U3TlGhObLpw/BrZX4BDYTPhT+B4w3lUlhkT8YJAazwdP7JavZ5gb4fUF/Wnjp2vhvK2c7cpSV9LJixPP7QG7fmCRB14ez3z9cOIfjl/T1sby0fecJ3lhs5VL+YRhvBeXhKFeKdV1wa3BZD+gVbD00QO/eSOEyikLUSPlUCjLC+cGH/90YG6NfycVlcKPFK4X4eFfT3AOSLgi0tCe3dfq8Fp+2WEISw2+LreMWF8dBQqVag0rRsYIg3VUM9re++IUDBVnKHuuoUEMxMcEGKUt+77py6U7fCE400s21/MNeL0HgtHS5sVcI86MLyeIFYkFzFly0QoTK02UlZMb7i2iDeLrGY2ZqicIiZhOzm6ajZiEU5hIEskThFxJ+ZEQM3OeyZJ5fJo5pYmn44nH4yPHg3I6+r0kSRQzlmakyaVv1m3Bzp8QVo4RZN6YPqxwqMw/fWZbV9aL0uqE6IomnFEATE+Zac5Mq5G2zuaiUhWuIqxlobRPXkj2NNFoNDtjePaGKDQ9AEKRyND7lWaEAlSjTc/UWLDFkDZRl426dqN39WxgaV4QliBohjAJtlbaxQixkg4L1gJtzUgTpqJuQh35VeMNhNolFkPPVpU49yBYpDWBUJGwIqUSagXZ3CZpAi2BOGAjbQP7EYiUckRaQrVAU6QYUGEtDnKHEyaJlgyTlWCTB9pUkLBiBFqZoW0E3aAKleSLfdswgZJnmiXacvBkjeTM3JDcsW9hdru9KmpGSp+JGph0JkggtUCowrEuTLJxev+O6eFAmH5LSB/IWkihcphXTscr5AmZTmAZrQewCG3CbGXbfqSGxlEb6wpGYrnC9fIHWFfq9TtqXWjqa06oipSEpY2SFsgrcd0we0XbhqKI/BYrZ1gn2KIHZ6RrSzfQ5QK03eZgGqCKs73rkhGaS2JRoR6QkhCdHLhumSqCtjOC70NbE6QUt9tTgbD6/mxu38h6JEpl5hlapZRug/+ikWakcMWSMs0rKRdeJfFSlLQEwgZyuJIfF5pmzh8T+RqYwqP7pJcf2VLjZfa5hrlk34cVai58/t8/UTNszcGy8B8U2Sas/SP2XIlXQeqZ059gvoK0M/URDq+R+eXf8PheOD39yEUFkhCuC4fXCzEI5SpMU+Pffb2xtVder/+CXGfyj78jtkiqYK2xrkKTwHFOpBTQJJAh6yOREw8lMxHQ0zvW/MAHe+LRTiwnWE9wSInfpER8TeSfjqyHM+ec2C6eJYII029mrATk+QNNKtdTw3Tj+PQDbSr8dH5iKwl7MqTBP0ZBK7TljJVXXnTlszwT1kDYlPINlN8Iy/eB5Z8/MM1XHt4F0jZzeH1PMeOynlEx5h98vy76SsiN01fOcrcLtNeN0+snQi3MNVHsK+bJ4GSIrci5kr+d0B8OtDlT5oDYhLYIl8JPn2bswdewGISHdws1FiqvWAmkT++g/grZVm625A0YHOQZtws9W7rL4Y3ghH0RjOgYhsuHdlsScb9nx3GM3Y/p9SqtwzfW56N0gHfnHu6+1fBHerHJfj7rILz0a/nnq2POsXpNNoVBLHRCU3T/NMxo8FpDISbSlMhz4nhMzHMiZ/8JYgRplLKxrCuXywUNRsrCurwSg7Bcr6gurJfVXYQ8oaX7WX1d9mzC4sQquMsGdyIhOnzLgEuD9zbFdjb0rd17X9z5Y7Yz/TuTfcjk7HjaAE5uYIb7sKNNXbVhh+Vs+Ip3GS7iJFOXrbc3p/+lhw25sEAnPLkfvtcDHGQu6h58sH7tPVjT/XlXZRi4iZ/LOuZiJl1BWHxtpyGtZ/kYHcsrblM09TV/FJuWwey/0kyoLbO1o2dudglq63UfvECvUUvBtPW2cSkbk0C090CkaQYNbpfW4AolQZHYA+9DFaNVmhXC5tm0Ejdqdr8sFA8GhjhDjWj1TAdRxwpHnUqRtcMJK1A7+U8881LVE+IRbrLPfn21go02Mc+qbC3ueBQjSwcQOr7RHCvSPV1gIKNLx2S89tqOTorXamNk54/+a9rxLrrahHmtOHElBIHO+/xle+nt+AI/tf0/d9jNGFjCCLhw/7GBA+7SVHd4yt0d3bI3xgsdH7mrebnXfxjqONZuxMMeqBi4JXRIiY7BdbBGRJAhuxRdXteDDZH5MJNi5nh6JKWJw8Fr/87zTM6Z4yFzmCN5Skyzy22KKqWsLNvCum6EGFlXDy7FzWuolKI0W5Cq1DV2LnLp5OORudKlytWlF3dVkeq6M2YN2iCnj+BCf/YdguztbF4lxbrU354R0cffXQ7A3f5yH6weQZ2+rr5ZqPofb7COnY55G8O/cKj9/YWp+7+t76u0sdj2vXYMoC8Gvd395xazuBu1dx8fRVxv746G6v8beJ/sX+gXvzGyb7DeiCp6g1qTO0bzuLTsEm23HAsf8EGDyzGFyNQjZPM0czodeXw88e7xxPuHExpctileV9CVVoVr3KixEWMilkbQRNTWz6l7NXaxMRjvHkUZATJ/ennbRn9xTZHbP/frxghq7F83+qY9+s7Gx3xB3oMQ+yjez+lFefu75oDaYGHI2NfkxsO4rWe/fCE0if0aveAPw0jrJoEMw4y7ydI3fIYmztgsuuxQz4DwOgXgBY17RHUM29EKNoSnQh9XY7O6Gzgy2CYeIBnpoNYXP8wZX55dgL/W1q7oNIIY3ejc60REVCIpZKaUeToe+fD0wO++OfH0buZSAktRJM20eKC2ifNZaGvmkgQrlRh9coTgQRQJDWTz6L64bNGQsfJ2HemiPdouXgRb2Iblwqh/YHvQpd7a4n46yc9F7O02N6XdnhsQ6+lhI+I/zt8DgZAxm3s7efrhTcpI+98FkwSS/dR1rLTlV4258VkHoW0vJ7Eb9e0W7JOx5n5JlRmB1n2RG3NgGBmyn+B+05QvfmwM5ebtObbykUvzZjqFHkEXZ58MzpNvdOa6h33NiV3bNcRETImYU69xkznkTJ4Ch/lIyjPTHMnTKBAePABheKq7NmqobK2QNNJqY5HAWnxeOktAXHrCbhuVyyQ5b8bMGCQF6RuKqDtJ/ryCFkGqdN/hlt3gbWc9GOCsn30JuGvEIRV7vy2Z9DXMPPy7r73I3vejKLbvFcoo8OT6v/S0brv1631f/5KjGdPnzTXLJVMPkbodaPbIVVc2Xfk6Gu+ikVTJUZkNYlsB2K4HyrZRwpkoxleyUlU8CGTwOm0UMc4PC6san8m0Gjidz8RSCMGL3X++PnItj/xDLTxa5YcVnrUhtdDaBsk4HgL1qVG+eqV+fCZ8+xMWDpTHA/WakdcHdIX0fCZo5LEaVgOfypEaDB4u2KEQvi0uV9QzcRRFauSnOvHaMv/PcOY/zAufr098Wj8AgULgSON3sbKmxMtBedkiz8+FuhhMSm2FZ/2EYLxrs+/Xx0abhUWVqyn2mCAa849C+th4bYWFwhZWilyRg8+32mZo7ymiXA4rMj/yYXrHuhXa+UJtwgFnXr3IGUmBI+8QgXP7SGmVS0hYgNDORCoWP0NQJBwQTRxm4ZQC11RZ58L5p4nz54mHeOGb1Hil8RMOHE8fJ8JmZF37Ethr7Fi70Vh+4VGqO5NqCUW7qWpsONM11EbEiHHUZ0hQE7BCXBx4keYs0talZ/LkbMXNs5yUShD1goMEhOrWWMtIVUKoiDSabhAbFlzrXMsBrZMXYNV1B6KDNTKFlUSV3Gt2qeMPZUWr0BaQJDDNSAyEvHk2oWayJM+UyI3pcCDFB6YYiSiHw8TpIfMwzzzNBx5OjadHT69oLVEaSBFUA2UVdDlzva60oExhpUUjnYQWGun1Am1laQdacdtFovmerko8RvIxkl8bqUEV8WAswmrqmu/tQtMZm2fXk90WZ7VKZxTGqWfnJV/3ygWx6iC7GUWvNF0QMtIabSu0xdcvazpK8cEUXFIsGproUga+P4dUaNX2IETcpNeQ4Bb3/wWHO+I9w4vudEUPflA96016/0ur6Fax/rlmAS0Rk9oBJ8/IMUu+p1hBirh33aI75aW5zE9MmE7U4GQALRFr2vHASsP7Vlvp1B+lEr0drTrIHhNWMlYmiA0JgmojJjCUohNmSticNBCms++tKgQS2ZTYlNwKk8FpThyfnpDwAQnfcNCVWVYejleengI1TWzzAWsnWvmAVHUwrr5S+IEaKzHDshovr96mOk8IG239F1o7d2ZdL4hZI2VqtFTQWNHYqHVByga8A3nyeiar9b4IEJQm0cGZckEEQnTJ2xY6yNHt37Z6MCukDZUN2gPWZoQEEjHLtG48KUKzSrOG1kpohmkFWzFzu4KmKBPK5nJuQ5L2l9puYgRdIYjXfMiNFzHWBsdVyKsip0p8WlhehfVVCVvA02E2bH2mqrCEgKoQLaJNOBVjOzY+/9srFqC8RCeE/O6A1Ij9zw9whbA+I21h+gxTgfJ0oc4b+fm3pOt7DvqR+fhMZMIko2Elb88IibodmKbGw0NhWy/E1+/Q5YHjx6+8rVUpGNvmtnXME8mCywdFI+qBLMKpwaHCdTqxPb7jsD7ydTnycaosc2F6jExPkflZeQiBl5Cw6MDbpbxChviU4Krw3YlKpR4WTBvz8YrFlbocWKsQDkYQ+LoFjgbP68p1ufBRN54lMF8i0xJYv1aWJ5eG3H46wVeB97+vhOtMOp+4snItrwhGfhVaFtppQSOkg0utLB+hrYXD9TOZhan+A5UTJV1p8wYUWBfC5wn9U2b9JhKPSqxKaonrWnl+TmhopNYIsXI4FDZZCSxYzYTX3AvF/vJDdr8m3PxccJ/PGiKe2WF3vsPOah0EQfMzuVxNu8vUHcbq8HNqx1iGZO2ohdfVB0ZWNXeoiXBDnMZ1Oli4Ow4yALDurwp4rcG229DSbXEHAj0QIZJQjbtCRMyBnCPzFJlnJzN5FUNnoU9TJERhqw7uvsxuM6Rpwsy8bo41rxEBhOZZ8632eolqSOsMc7UOsrXu33tmxE1jf/iJdvfDrQ2+lITZ60au7M7B7kD45xzO6P3SsQbZQT+XWfHmlt7MA3saZ+jZADvQfPfmLz12BQjrpHhfJ3sOaFfwwAFLiu+NdCC8k7CG3z3Az14qejwhg2xmXQZL6AW17W5cOYjm17apYysuAWWUnulaEHOpyGoTzvB21rdJxiTs/psX521DPavLNcVOuFZMIxa8ZmTPyfGsuqCQBLEIljCrNAuYCdvWsOCZydY8g8vUEM09wzf1dog+vsXnhWfRtE5ybB3kFDd0e6alWg/iWe3jLro9OsaWWc/G7DnBA9sb42sPYLSOn/s1bJ+XWx9PXQmA4cp2UubINGkehDATz8xUA+0ZHdTe7bKPtV+Dgsjd4LzNINu5nvsadfeZmwKL/MzYljf/+O837Oge+dgzcUbw9m68yp0fPjLNfDqOQO+ORDPqH9ggYPfLqCqikRD8J6ZEDNHlUlNimg/kPHM4ncg5czh6EOLxmDlMkXmOTHMvOI6ylIhugkal9sztrXgGcKyeIROKF8ZWCdjeiLdnlR5A9WduPl/GnOyBrhF0sQ5+DBzkTaZDn6fWcbG9597sBXefv18fR58Yfcy2HoTrAI3dqRP9xcE0AJa/9P7b4+8KQhi2F3AewNg9+OIOU7vb7Py9PQhg7Qau+Qn9mzup4G6hZfBVx9nHNW6TYn/YvTDU/QbeWUvmG6nuY94NgdbvXXqqko3v9WCbhq6xTkDNAxExRg554jQfeDqeeP/wyFeP7/nw7tHTX2MkX1ZCvKIk1qIQM9dSIQTyttAChCWjZmiIniq0A1y8mZR72t8A1G5PfrNVdoPi1kfGbSHZ/6vcBvFd+90ikL2t7fZ5oGPHcssG60P8zaHyZ+MZRio/N0Psdrd/8RDJ/SkKDvCPrITxzVvhcP/8kARy7fqhpX9b8ApCz7sdk3MspO3u9b4RId0pM3D2fekoqWI2Ito9cmlDishTnRG9ew83hlrpmQ7GGNl+9Q7GVg9gtNqoapQWKS1Ti1BXf9ochPcPmd9+daC2QG1KwDdKWzdeP1+xrfFyfKVZIk4Jk4ZuviCpJpq5HqE3j8+BXaNvTEgZOrz9PTXMIrAgbH2OgWcnzOyBHRqN1IftCE6MAWR9PnZmY9+MZSxBe6pP7FZIYeju+HhbEApmK7CC1VvWQb9Xr0Nxx/YZWSq7TNQvOzzJxdz42WeQm6huSMG+uDd7Y3jCWOnuWUzsv4xUVxuGQbP9/HQjEsGNSfqGWnwMGfgcC32zHhtT0w7WscsJSbBd7kE0QjfiCEpQIQbpaYeJaZrceZgnpinzeDoyz4nH0wOHaeZwmJinDMEzLbbaWGtj3SqXpbKtlUsq5HUjxMB1XWkNrkRe8ytmizOhG14Itd2MDR3zd7Rz6FkyY1MZXdxNvD3VvLed7wPCSJFFlcbWlwrbtwLo6d3NPL0bcxIKwykcZrjcxvcw9BB3uva1zTxbaiQ8+Y33N38dIqxNmX88EcxoHzI2RYgFaxckvrLoCzEUjEbZGm0zPsXMJWa2i2CfYWqBp+1EaJn/srmOdPlg1LCxff2MVHj8JJgq+fcnKpnww1fIpWBPL5Bf+Pr0QBXjd+fI0/pImD4yx0b9FPj0MXN8d+D0/oQ9v2LbZx4wfvfuK17nxHdrIheIckbMmF7+LWjA1GnTj/GVSuXzHys1NU65kJLAtw9YnTjF90z5xNc5okn57R8i+ocTjz/+juMPv3Om44PRPr2yffuRVSrrdqXWlRgMmRT9cGCqxsOaKbLxml9ooTKZIIvxcCmkWtC0IQ+V+elKtIVo7ipcHpTrHHniwLvzTDsor8eVZjNHDmjbePn8P/lYKv/5sNHKGbv8CasN3RJ6DZgtLi+yrFgx1pcDpQQkNaJu2Lo6uDfNPp5rY0uF1+ORy8NMfb3yuDyTppX6TlmuymcC8yq8/6FRgGcJlKfA5T8mYlU+/Avo8svHmwCTak/hcjg6sKBWPPgsgdJ9LuqK1tVlKrSxKSzie0huLsWU2bAN2nn1/b2z3NfghriF5M96qUg1qgRajFjcEN08I7V19qIYEldCKGjdkNfiheKiEUyhZqIETqERzAhWEIu0eII40/IByZk6NcjQ3kHL0I7QIi7zY64hLCFymDKHHHk6zjyeMu+mxPtJyadEfPAi7HoOrDVgLSGsWKxI3ZDJdanLWdiKUl4S9WLEyzvYVmJYaLKyxStNVuIWCC1wXRLVMutzJZ4LLSuWheXaWK8XtqtR6wkTiOEV2kqqE2WrrJfqQGTupIapr42rIAWaubZ/uT65ekKLaBD0vde1qVWxJkgR3xqL1x8q1deWUIU0RyQppUXYQC++f5Zs7oSvhzvD/ZeNtxTclgstdht9wagQDmjI0GbYsu/pWrESoMReE61iKcH8DUahcAULtDq79nRcfY9MGZqg5aGrOK4gK7qW7qh79qqpeYKBKlUU2wwrXfpJKlaMtnjAKWikJcH0CpMHStAAckTwugnuWHRCyeMJciLKgaSJ/HAgTYnj4wPHOXP6+h2H90cP6ueNE8ZRIofjgeMpQZ6xwwNty9TL5PagbpSSOV/+PVvZWK/PqF1RvaJaEQ5AoelM1atLjdGQPHmQ0Z5gmTF7weIVzY9keXSbyTaaGDVGiJUwX93B1+gZOMEDcWGdAWjRa4Z5jRLQGrAqFHtwIktuML1SpdJISP1MbBWVBWH1PiAgdcXqglolXH2/rZ0kYCIUIuf2AG2llRX7hXuqAFmdnb9wZLVAjI2cG9v3lZePvbpXUTZJXNJMo1KWlasZhMS2KeUcSFU4RmGrwiW4/5VfL1QT1m8foBqP6YpaoF68vpq+D9SQeKXweqnUErGgPG4N4plvf2wsnwLrUdCjEePEFL9iuwTOL4Fy8foxNRxY4j96zZtLQkzZkqGxcfpgiMLUEpGAzgs8LLT0QA2Jn3LlU4D3Fd6flSkn5DhzDEdiOXBMVx4+XKjHB7aHr2ivn9EfEzksPP1+YmPlM88YAQ0fEKuE+kppic/xHZUrZTbQldOykmpjOQaWqHz8fOD8OmOHM0/TlXxYSVMlxkfCeiBHY35/Jb1fOL+v1Jcz6/NKEbhGg1wIX78StkD4n+8QlMs/bkgyorlPcj49cpYjh+dGurzial3K9emJ84NQ/kEpB3o2e6FmoWVlY6NtC3oUQgvYWnl5fWET5SV8DRqZv+5+5N9xWCfbvZH6RG6YxJvP+mf2umO7j6S37+0/MBjrI/vXr9HJbuNyHQE0kW7Ptg6QD8u6F4ZrcndqAyt4/aUOoVqvV2h0wL24LywNk+a+oQrY2hnhDuilmJnSkePhxMPxgYdT5nTMhAAxGNu2sS5KjkbdTqjB6+MjooHp5QIGec6IwrpNoIHaGrRK29SDl8F9yNaDk/cA3q0R3B/0IHYHyYdv37En74P+9/DFe5DFweS+193hFLt/cusVd3uHisZQSMCcQGUDh+rNjLPuYYel3K/+RaPrbuxoz7qg7eeXIQGEdb94EDb9swzCyo7YqPdtJ0C2QcztgCq9723UK2Bkk3hAbW+3/Tl6PU5rSJUeCHB70gTvq7K5Jx7yzrAWzN9TQVpBOjEAAlpnzCIhbAguISmEnvkghJyIIZGmmZAmkBlkotUzpbwikmjVUFNqNKwZGprXGVGvsaXBA1YhWbeHZifEid9bkHPHQlyPv4ljNKH5+YxGM3NpPmk+l3D5UUsjgONjdtRn6Egu1qS3QZfcebMGGHudTkZgokt6NXA8o/q+uBNqh/xTD/5IRdi8zaxLktc3o/dvj7U3n77hFHv21B0y0ifR2zXwDkPal6gbWMw9WDjUX8bvjIAD0gNEt4wBBihuAw/0FhxBmR1LucOkB1bo8ktO/A4qLrMfhypEZpqPpJQ5ng5M08zD4wPzPPPwcGCeM+8eIo/HyOkYOR7dF6pNeF0CH89wvkQ3CYOyLAUzQVm9hgWxx0iUe/RURgZTL3Y+FDduWXmbt9Z4XgeCdvzOu2K0heNSAzu/rTCyk8Lv2P+j9W9rlV+ot9jAlGWHYvYWtfu16+1IYcd4f9lY+7szIdroaG4dvA+EfpMyGKv7J/11mqcI3UA7OqDThTRG2oxX29sZsV+yjW9FgG/XvIGGfZK8SfkZHeOb0ugy2cGwMfhvX1V1YNAFOwJBAlEjOWXmyQMRj4cjT6dH3j2864tkRHXBLNIs8Lp6THK+XKgYcc5EGpoS2roGro4Fqt3NzTvA/L6x7vfcu0P2zr+FIG7j6L4d9q33trHKAPdseAP+Ri+y27FuP8OezXi7gTeRMbsbvAzpnTFZ5H4O/JUj9ru94gvuGNLtrm3kxk7HCws572IUi7Xb81Px4smB4b0Pw47WDc+e/norPjso8KW3q0e7vVhy7XcwWBBDGsg1jmUUWBZ1wwDpIE/bN3zZ78I3apPW2YjQLFItUotSi181qvB4SHz1OHeeu7KsG5e18Pp85bvTzHJZyHOgFC8e1qw4EG2eSqtqHbAFkXKLII82FzBZ8SJNfTxJL3JlDWz1NraIpwpmfHfzbAPrG6LI1ftI7wYdghfbsX1AmbgEgjupho3gTZe52eOJbMBya+vd2B8/CsPJ3SfIuGx9+/dfOfbxKr652GDJG3t215ul3W7rEPCGSd+tOcadvv1lrF1t/3sEGkXoIKH0ZrI9a8tGEMLcoXDAvBdEb+YBiO4dSBhBja7joR6EUBWCCikGUuyF5XJimvznOM8cjhPvj0ce5pnj8chhdnYxMbCWyrJWLqWQcmFZ3PBJaSUgpLCwLBs0IaWZVkF18TVOhD1d2vrI240F8RREGZurIG2wHG4roWuGtt0ps85ldSaBp112/8PHj44x1A22EfhobQ9kiY2EszGWdpPL76sbh7402p4R5H1IL0Av7Glrv/RowvTpSCpCfRTaLGiokLwWgISLy4EZ1LpR1sIPanwblMNZefxByaZ8aDOXGvnjqnB0jWkOhfbuhbzA1/86EySSD4EaIqUm2lJo+j2WX5kev0FT5uufjjxeZlrwteLHi/L8fSaHTDwdKOUVu5w5njL/8P6Jj1E5b5FQjKAXgiWm6+9oolwnQCvH8Ey1wvffFVaFh39TiVkpf8zw6cT8j488vnvgQ2qckvH4dUT/nTLH35DqH8hfbUy/3fj4R+PbHz+y1UbZVk+7DuZOsE7Eojy+HFlk4f/98JmiG9kCYTOOnyuhFOLvFnQqzA8rsW5oDy3WR6UcAqeXI1+9vuPz4cLH+UJoM3OdkbZwOX/iJ2n816kh8srp5VvSljief0uwgL2sziCc3OHazpGts62DAuvVHcKreVp3M7at8fyYeH164BQXjtuZqIV6UhZRXlclLsLhc+MchNcH4XpSPv0/IvkSOP0zpF8RhABIvQbVMIZVKsrmYDCJilARQtmItaLR0GQ0jSySUBNiVaJsJK20aizPxYOUpxmLgtewFSQG/v+k/UmTJMmSpYt9LCKqaoO7R0QOd6zuxuvCtMUS/3+DFQhEIMICeO9VdQ13ysyY3Mx0EBFmLFhEzSJv1a3Iak2yDHdzNTVVGZkPHz4c1EjZIBvlENEUHSQKhSCpMUXbXIqZIEacq78mdSUjE0wHAnCMrhkfVcEiGg5IOmDDhA0JHc2DBE9gk2ATLRXdWWw9CDGNI0/TwNNh9NeYeJoC8TAQTgeiGoMCNpDt4PtkWKkpIQNYdTm5WoV6S+gN0vaElNUlamKmjhtFNkI9Empg23zu5etKvAqcBWIkb5lyWygFqp4gLAS7uI5+HdAi1LVSgGKGJYPJbaKYA1IECxsmSt3eOdOaDQmVcG6ZDheBJbiinRpaDQtCrZXNKlOMxGmECFUnpBTiumBRqUdfN6UMvTG/7hCXHJOWoWxWURaU4nNARkxHqA9BiBwgB7yIZfbA1vCMSXaSgwowoFLRcAXa1l8Tsjz53ls/AZlQV8CQcHLbI4AFQ1NAY/AaGztpQX35XgUZInFKXkciLTAohIzJhIQJnIsJQVFm39NOExwmEhMDifF0JI0jhze/4nh+5vh25PiSOJ8jx2Pm2SJPJC/oepoI44l4fKGukUKixkyZVrYyUdN3kDNR/4TUC16QU/C6GhULExoGLDQbaTgilgjrCSsHB0xSJQwvhOE7av6Mbp8wMTQlJFRSWh2ALB5dt1iREoh5bH7B5v0Ti++D1aBEH68SsOMrjKvX57SC5BtSV6KURhI6YHJwScY1E8xIW0vyjL6vq0DVyKInRMNDqv1Xrm2iSAgsHKk28i7OHIbMhwXmj8aUhIFAPSe240S1mbxu1JAQHSglsi6RCRgPRq6wRIdRhmUl5MDykxE2OA0bSQJbPFBjgKdAniKfPhWW1bA5gcJwVIZx5adPyk+XyOl3cHoxUhoZ4olcjfUT1FXAVvQ4kr89u/b+llyeEiNE4/hsSBLGT8lrdE0X5KiYnKkSuA4VTcY7hedVGKcEh5GDveNUv+Wb4QPfv/zIpb7h/cvvmP9yIvx5JcnC8I2wlJnr/Or7QnCZqlihhsglPpElUqYVKByWmUOtfJ4iyyHyUd9wmQ88j4UnuZGmlRgXQjogOTEF4/S0Up8zy3Nl0cLnuGExwdMzcVLO37wSXgfCn9+BJtZvvbDxWSsB4/PxRAnC4TKT8kY8jNiQuI1nbk8TGyvbeeNwUQ5XqCmgI2St6LZCSr5XZ2W+zGwcmNMb5BCQ7wsh/TJYuAM1vZabPPjO3fLfZYLbJ+jAorjt6ioSbsc/Yhc9Q6IXPLbHWobQ/OoHOZLurtIESBtJac8m/6KIXPNPWtFss7qD0D0IQc90J/i9imHSCvXiEsdO7AykMDCkJh98PPF0Gng5j8TBSKOR18B6cwmZ+ZbRqhxOJ6rCOE2oKml0bf+URiCQk2K1OjHYFFH1wLPUHafxJpLWxj3L3tt2Z/ACXo+hEdfuoMeXZEwaeaz3gbD7oI9BiO4v9MNhkdBclvbdOFB973Pd237HWr5Wr+ThDglyf16jZYQ0JKsFFvozW8+UbX3c6y26Q1QRcztVO55izU989K1F6fW7QgtygbXyBK2Ngrb2VqjdN+vAPO7L14JJRGtDTdrzqxlBW3CLiNmEWqTWA2YR1YJIdrs5BCSekDQSh4E0TIzTkWE8QDgh4UjJRthm0ERNQBW2VKm1IK2unoSKmI8lIxCj41dWp1avvPHIpez+vmMVzT8372Nt+JH0IESvGRqM2pjsQdtn2uixPXLzJT63A7adZOyd3d7vGINnsgRVVLove8/2uWcFFbfgZXPDyA7tu+7Fh3/xuIMdy3jEMPZ6IvdJ9fCpjmk+Zh3JX93Bg/vf3uhZD+F+bv/ux8s3jK+FZnfkU9o1diLyQ1bTLnUfHNsN0ev9pjSShpFhmBinielw4HA4cH46czgceXk5cjqOfPMm8nKOvDwPPD8lSjVygU+zeO2RGJiXipqQho1abZd5lkZUtNavd4WYnt1BwxW8r0XaOuzCWv7Ybd73APMeeGoBsj3TgYfgoT02XMel+ni7t3nbCFov2f3tfVe6r5X7EiHtfYE9sLKr9XzdWPtPBiG+HHA7zPa4nj/epLRfOsYubUxVfLD0xezxqg+b+b/3LDt7v1NU5R4U2Uf1fokWnniIsvm7DaFqN+tr/P25LEhjH9PUcvz3FCNjTBym0dP5j0eeTydCGpDBC7kyjtg4MBuQ4FpulGSM84Gq6kWua2dX1Za+d79HlWaItKj6vgYYd6PA7k0vdMOkDYcO4tIjh8KeAtradSe/d7D0scmtfZe2QRtbf3VAtLdiT39q7yH7N7RF/OG+zXZQ8G8ekh+6Xrinp3mtgb0I8RcpmKFNIr3/LjR2i7Kz1zsbYg+09PGS2gLWzgv9Os0wsbxPrp3B/+Ah+Qbt7NKdGa0eSUeacWD433RwxzXGtijNKAW1EVXI5UrIynV5Jg6B959mxunAj++vTJMwDRNjGqibEMpIssgYjCEqQ6oMSUhxRIMSw4iFTAjZWyZ44EBCa8OW2bFrkkp6aM/eUS3LRE5u1FBwULfX6miBln38jM0IqW16tRQzaYhZk18Sa0Ued8O494n3pQiY9ayVxjZpBqUXZA33zdWk9d3CffNrxtVDP/2to4P60G+nry3+177WhRZRVh7O2e+h3T60QMEeEnyIo+oXS1xvtX1PKLL/bs12bOafs+7M56yE9mrGkai60aeBRjLx+Wu9iYUgiRBchmkYvQjTEAcGSQwkpjhySAdOw5Hz6BIlp9MBiZEQI0tRblFJpUJ0XWsolG1ksEiKA/O6ISYcxxNo4JZuVK2eihgqkvzZtfsNrfuty5+Jr2HVaEFmn4+yp59640nfTKSZQ243I2YeQ7zvyS0LI6AtwCUWfJaKG5ihT0/zYJq5xeeX343Eh6WrTxG497E+nPs1R4B89kK/y3Cjhsp5M4ZlRN4Zchoo2lKVxQuhxsF4GQuH88CZgaSRVT3w+qKVmgpruLKu8P6fApMFnp9HjhI5/uGGVfhwLWxVyfEAaeDZlKleYKrkOLCsJ2759zz/+pV3310IuWDzlZI25gnOs6AlUcbIeh4YLCOW2U6ZH/4+gwmHnBCzlg1TGQqMEnlnZw564MMZNlmRc0aOBTsZ9QzZAvE28uZ747vfLQzDyDicOI2Bwxk+3S788eNAWJTtY0HnlfLpRywLt+1Ekco7jRQZuYSRqsY6X7CiHP5UGYKS85H5cKToG5Rnsr1Ss/GJhdzqEYxDhTCisrKUmZ/WV7Yy8N3yxKbC9fQtiwxs371lXI1v//jqjPR6hmgcTx8ZRMnr6qnh6zPowOEKsc5kCVSObMtG/elHLq+Z63lk2k4c/pAoq3G+zkiq/PRfJ+oQSeeRwzHA/7gQNuMWVsL0y5zZgkshxaQEAdWCmoutCSCjF69PJXhGelSX0yIQW2q6irimf5m8LsVYIURCcKZbyhlyK94KrBJhFJCVaI05ngZn5asRbwYXRaaETi2l/1AoY6SMkCQyhoSJUPuiGX0vG+JISBGGGUJkKiNDCDyRGGLkOAaGFDnIkSQHTikyBjhKYJLEoRjHJTOOhThVhiCMNWFoY30XVC6UnFnJ5AX4/EywkWRKko10nKlBmWMml9KK1EbqesZ0QspEsECYZ4LOqFXsWN1p/2SUtZLXlcqGpoVaKmUWShXW3JjWz8IQhHN07eRSM1RDhgBxwOITiJHM60x4PaKIqPdjlIykDMNAJTYASYlViVrb3rShQahRCAcjvBvwQoubO0Dh9W40fsXhesUeCCipomJNWTARirXaT9ntxFjQUCFVLLkTn2zChshd33qE6pmfXgza65qEDVBF8uqrbwoQPHsTU1QShBFydcmmyUEYYULi2Hxmr4eRhorIAcLktUWiIjEjdQMym10IMhDjEyKBeHgmJGESY6R4pkOaOJ18fz2dRo4nl/s6H0aeJuE0Cm8OI2+mkSkax2Sk8S3D4TfkwZhDZdWVT6pe9Hl9RdZCuVXqjGeOFBB7jzMeEyJnYlqQoOgwYnqAsiHaggYKajewn1BZ0ZRRWzG9YVbZ1kKMB4bhCS/w+QpUSr25fG1xEgNREamorO4THUBidB35YFAbgCBpLy7rNTiUWm9EMdIQEPM6TxoMUkHkRgo/gDoQ6kbOE19ruyEGh0ZQmVYsGpdbZp4LosZ5At6C/gpkgXTx4VEJaAqEc2QQGEIlYcRLRUvgNY4Mmjj98MbVz4YRSzBLJQTj9rxShwxnly2Sy4n0KXF6lxmeKqNMmI6cXl6Rl5nJIuM/GVaVD1VhrJx+V6g1cM1vqVFY10ixyPJNZDA4DJ7dtR4NjcqcV4TIYRhIITCWZ0Y78d2gTAFeDt8QpreMx+84Tt8wvnvH9O4dbznz9s/fQRq5DiMvNvC740ARYR0S63rF8sw2Vj6/LRStiAlBA7IckeKyd5YLy1jRoXIrsMwQ0szxnL0gtZ4I1e3PJGfS8MyQXhnCe2yJlD+N1FtAV2GoI8/lTHgaib9asJOw/hfDaiW2oMB1aADOE8SgXH+ozJ8rr++EVSLD54GoI1N45Th8oMqJrRxRM/cfCBwPTwyiHKx4oPtwoMYBjht2TOi75OX/fsFhDdi/Iwb9p26IdqKQvxq+tJ/tzkIf300S56Fuw/31OM57lboH7KKBQbKDBN2n4gEf6JYqnjm9u3f2gF018KrVzzFthJ7qgKfV6hrlDQwLQYhRGMbENI2cDgfOxxPPp4E350QahHGEdRi5xRGTA9c1UUkcDjdqNcbDCTUYphEE0uiZEEkNKMShNnJSRCtEc+Z61S4N43XimjMGghf6FXHQprel9d8b8GG6Yyq9KDO91hvy4JeY941wT3TecZUWnGfv+nt/ycNYaL5pDwYJePT1F7gKHch00m/HMxxbEAZEXO5ZTOkyNjuBEHYmtYnX0LTwOHblniUTeoaNYxMued1IngYwoIT2nzThiNxwl0blsoBobHX8IrWpLzgwfs8y0Uac01Z0WVtAzuJGF8P1vWvAanK8J0biFBmmyOk4cJp6UGJg3U5OkLstiFyRKGzZ/cpxSxQbKeEIVpBw3Wsv3v/DazvgzrM10qqYERtpTVswxhXRfBJFEywkpzRJaYiR+6XS2oLW5z5mNnbCWxuPTlT17+44nnVQWGwfm9rBOaBLL/cCyzsGQUI0NTyu4VnyizzT/dyOO9zBwQ76P1xN+mr2MH9+BvT9tf5J/9s92CB9HevX7ICJyn1ZxHGrPgfhQSJq/3qvk0KgSZQ5IVPa7yGI18lsQQivmUmTqE7uc44T02HicDr46zhxepp4eh55eRHePge27IoQBePzXFmi42dGpar7KlVDK05taLGW4dvX+QTk9vzh4QEecAWTFm9p7drW9T34eN9JuNP+fa4L7BjwfZ2Xn32m/f2L7rE9eWzvz4fPPfb5vvi1W79vQfZzgOvfPP7TmRBYHyoPjPJ2X4LswNc+DgP0gqJAS+fF8didzd7vfn/Kh+Cb7ef05pP2/3twsS8k/qV7ppxZY4Jz35hlH77cp859au1bv/txdCk2giOMQ4xMMXFoRUvOpwPPpyNhmPw1TXBc0ZSYqxuOh/xKQRk+TZRaSSmRU4LOStxf7d73BcfXkX0s0Wya3hqd9d9oxaGd536VbyjaJ+oDS8PHTjdUHjZOwfX0DU87a3s2D2Oqfz/2s/Zqbda7c29Dcyfoq1fB8FDrAcEZ8LVtYOFuUDVWnjwC2LhGYmdweM5uQzv3NMQINt7HJtLSxQFxqSBPR3T2JCZeGBEFGXGgvrO2+0P24ENPa+wOtmKxFRJq4LszMryYkC8lizMT7OiFZPOVEJTbekVS4MOnhZSWFoQwXk7K2X1MQh2JBAZRxh6EiJDiSI09CNHAasArZbagQAiIZqzpjfp8ifv89k/0IE7CGIEbnhHRUiUF32z7ZCECE0LFJD8MAiB4wR5qG4/aghDR58FuFLYdZ6+xQU9h69kqxTdla++3QJT04tZEOgNA9qyarzvsTilq4H4fiC1v6oF9oCo7+6VnJ/SA5ReLSMsKC4+G6f6YPXPiYQxXn2A2gMUe529rgso9QCLW7M12fz0jomfUCPvv+/omA0EG0phIk2+4QxqdzSSRcQ9CHDgPB54PB55PB0JISEjMRV0ipVQ0FlL0YqIlVWL1AMd5WTEVDtMJrUJITX87uHyU16/wqWjmhbPvh0eruw5tLy4lPQOhd47dN9geegTumXGtQJeUxo+Q6GSw6iylvlvUPn7Ni7Ur3Vh3tXyRcK9797DvABDbOtkXO5N9Kf2qsSYehECM1/FKCQvjJgzzEb415DxQC9SqWAzY5FvQS8hMceA4edByqxNJNl7ihVVX5u0zyy3xp399x2Ec+P3/eSICb/7hFbkV3m+ZHIwlPEEaeGeVk15hKmyHgTk/Medv+eY3/8qvv7/x+R8Ln/7hSj5szKOwLoH6KVKmxFoH10yfNrZj4V9+sxFK4Dd/nAgFruaBx+dt4IDwljPHeub1lFmGFc4ZOVT0BPXUgxADp783fvPfV9J8JN1eeH438Pz7gb98uPDpXyJ8NJZFKMuP6Kf/H5rhihuc77ZElsg/hAOzGXGGWCrTR+VgyvtvjizHgZu+YdNnBjKxbHxi5WN65e0Q+GYUNE2UYWPZFjZeEX3i22XiNSZ+PIJOids3bzi+Ft790ytx8SCEDZXDmx/QYeb9D4UtB3T7HspbpvieWG7kfKCUie3TZ8pwZTtNrKeJ4Xpm/PGJY3nlTf6R7Tvhp/86EcfE4XxgmAuH/3Gh1I1b/IxG/Ztj7IvxRnP4BGKshGjU4sHAiJFwUDsfEzEHQsYlbGKFkkibeLFBBLGIrsGDzcMGISEy+lzNBdOKLosniL88YSky6eKa+2GAOCDRZZrCqyE3g+dIZULGQJ0EBtfxn8T55QShaMvwSgGJA8NhbNroMxICh2JMEjmLMIbAYQykITGFA4OcOQ2JKcBBogchqnJYC4MUwqEwBDiUgUJhTYqGQo0rZaisZDYF7LnpEy+kAPEohMFYp8JWMusnoawRvZ69QHR0JzHcroR1oz4lyjHCa0AugVIKJa+ucT7eqFugXCNZA1sNMAbiGyEGGMU1lNerohU0tYyWYUJEGPJG0MpqrRi7+r4ayYRU0GNCp0AslVCMUJSQldDkKkw8CGEpko6Db/Wfi+9Aqdwdw68ccS6NVMljbdIInrWYCsRcHYCOuAzdUN1BGwzRQLLR7WHVtraOULNnFQHUybfBLYNWrC6YiBfdtk5KcZavyQhbhlrdRpCNwIEQjm6HaCaNxjhtmE7UMjpTbmzAiroMSC6vBJlI04kYE+FwIg7CJBsjlemYmCYPQkzDwPE4cDhOPB2PvBxGniY4T/Du5cg3b44ctHJSZRzecTj8nqVkXtONy3ZjuSxUzYTlAkulXgt1AcsjlIrwAWFpgP+ZGD4TrFDS5HVtskJtbaeA3lBbUAFNhukN5COahbq6lF86PgEroheQSqlXqAmrT27bjGvz2zxLJhwiDKkxYml1nSJBPOvI7TPFyoKuC2lMxGnENFFxgozFDZGNGK+gkaATZgOa3rCTgP6jQ4CDB6csbZjA9ZLRtfBNNc4jzG9g+xXIHyD+5NkHxQRJgXDy4unJKqFU4qVglrjEkSknnn54IQTIbwIalNkyEpXPb1fqAaa0EiuE6zcM7594+ebC09PGup7I24HTmxvn50z8VyX+s3GdAh9OyvmUefurmfn1iQ9/eKEG2LaMhsD6jQcLn8UgCfnocq1L2UAiaTgR48iwPXMqT/xdFd4kYZveUp7eMB6+4TB9z9Nv33D+X15488+JN//bQDmtfHh75cUGhsPAOgx8fnpivY7IxwsXW/nw9hOlVuQGIQckH2GL1K2iNbCOSg2VWy6smxLTwuGswEDVI1E822qUE0N6JsZXonygLGfqfKIWQ7dA3Cbevp4JWihxJZ+My39RLBtDY5O/pkANcD4XYlBucyW/r/zpAJ/HyG9fB94tI9O7ldPzR16D8LkenJGtMDJ4cVFdOZRXJ2BNE2kMyEt2AsQ3ByR9fYAVaNkJQM8+AO6sUnVfotfHawQl6UzRDtp047JL+HQffc94eNzf7+CeEfaMa7ePvZYOe00/P7Urtrj5anfSoN2BwR1LaHasmWCdyKTNZg4VrdXZ7NruLUBIwjB4ZuFxD0IkXs6JcRCmQViGSooVY+V1SWQNHI6fKdUYD0fUlOEwYgJpLCDRCwkT0CE3ubZWk2YnEeqdSCgdH5IHkmagF4N2vx12meRHXwsjNO9Bmz9m1dtQxPvVwgOreH/J7mOwS5bcO3YnG7f76Y0uzXcJHYT6BccehGj3blKb75326+7fT9vzwohJxSzjZM7se6T0GpDt4h2f6cEzS62VahtvpXlaAyauCtGoYu7IScUL6HrVBtOIEp0MIKnd1eZ/I93BVcWLUptStfHf7S5B42NR0F4zMwTiFBlPkfNp4PkwMh1GxsPAvB25LUIaAqoziLDMDr4OyaWeYzyCbQS50aWFxPrLq0MpFe1BiCajI1uG4oQ1pU0zIqKKVHOiQ0p4jcHacJ7aiGmx8WB9nFpsGfMVIDwQkLuj2WakNHpbq+vYk6H62HWcyyOnoQcu2v6LjY7PhK2tO78gg/Xn466tJ9YB5xbB9DHX5laPBNjDOdyxjtah9/H5kJ3Aw5huJ97ndCcZG9xrke531pqqL6ZO+gzt8z3ryGUmhRAFaVyKLrUfQ2hK0+L1bVLyrIhx9IyI44HD6cjxOHJ6OnN+OfD8Bt48G9tWWNbMWoxpKAxRGzZYUHOspraXFkOrorsCQ2xr8J534G32aF/3rUH7fH8MUIM8BCEeA8n7q13VrAfz/PPhQaFDftZH0te11p99+dqB9k6Av/917wuxh0A4nSz+t4//fBBivwF/1p7tsK+Bof0m98XY0w7pmWv3G/xZRk9PRzLrDdCBcvaT9rmwp4g99l0f5Lb/vt9XnzgPA7Z3nO2pV/dhsY/v/qDmaWelGms1tmLk4nrNJQrDlAjHiZQDU45MRRlvC0OeSPFATNllTUJog8t25u7jgNqf40GSphsK/Z735mgDuQ/Y3kY9HadHv4xuAN2lRPb9se/h3Vihb6r3/t0zWvb+vw+//WK93YQGGD6wBL5oR/7m4RumOCMKwNyZ6QGmB7SahwenT2QjIWHAaMzw/TMuS+Re74RvoAt7oWqkRau74aJ4rv9DfQBxgFKspVwG36ggIqE2m0foA9voKZOyjx8TdyJMxVkFOqAkagGskrPf03z7CGR++vCEmnI+Z+blxJvThfNx5NNV/PXhE8t1Y5szulW0OIPTgzdueDi7rSC2gKmzF1rnirn8gQcimhHRDOteVMmfuTnkEva+8aLSLbBDk1syl9G6y1QNfzVG9o0GvK30sb366Ir3v/fU4D4ZNLYx8mCIGnt/7WPxr+bV3z7uS43RC8H3QESfi31y3LOT+j24MVvt4b2+KT5ss9IYDs3qhT5GugMRugPiO/++Ufd52j4h7fl2Wa+HppLq66a27CA1Z/d7UFaIGkgWidbrLbhOdgE2Uza8csdmxtq08wOBHAQN6qzHGFyjMwgaCzE1hvUwEIfUtLWb/qIIgeQgv27OaFXxZ/aUB3cwzDfXnl4o+5y+b5gidY8xot158+CeSGcOeCEnaebyXkMaT3+8X9DckNq34rZOGG2Md/Z1C4Tcu3kfV3syzJ2u8dVHbhmBSQZCMrZfOzt9OyWqjGwq5AzD60S6jsSQSDFhT8byjSG3TPi4gEANByREnoZCmALfHxMxwPb5xhUIQ8SehL9YYY7CNJycbXwBrcan00YeV16HzPJ04ZIWDiWxHAT9trie+hiZ58SPt8RcIsdVmCwxTC+c68bvP18gB54+nVEC6zdHTGC6RYYauRyENVR4ESYCJVVuuvJGhHMSntfE6eOZ8+WZcXlDsCfCdIY0oGFiTMKvy098roVZN7QW1iys1fgolRjh+8lTVE95I1pBDxdUbvzleQIm3tYT314H0uHGbZyJ5YrUBZ0SdXoijkZYjfwR1uvCmIxpeka3I4VAUuXX2aiWqR8/EDdlfg6kI4znC5YKtwOoJIZ0RmJinCphuDCqkeaRQQVRZX6JrC8j0xo5fAApnwm8R8bMfJwhHpjev2GYRo7lyQvLWiVrYp1tl6382sOKgSphKHjOwaExxSMaDS2KXAsaKzVVkAHDNXrFvFh1Dx4UqW7X1REsoK3gntjowWxcy1tCcJtHI6pCmpWwVHQCe7IWvDU4WpO+EdDuqFZUlVqLS3dwQFMkjwMxJGKTmwjqK5QMAQmB/BohR1IakCkhoxJihnoAIkWF1WCLiTwFFh2wa6TGgoYrtdl3qymrCesauH1MzGvhuryy5JlVPpOZoXxAthWrC1oL1BGpI6FsUArCDQsbS8joULC6wg1CDYQoFDaKbVTN1FuhmqBPFctKvDl5QWdvl5rcKRcVohmDFMyUtWQUY9w8Yyw2KdHKRCERbPBMuaIQFnfSBrzo9joSR2E8B7K0XbsaMq+IKeGQPL4tcbe3v2qsCVgKWIBQxdUC5AAkIgmJsTEOG+GoNr3jUJyQUQ9tfxgw2dDwilghpA0joYwggTB61lVwA4racbjhCIyYLlBXgkz+nRogByRkJF6wKOgQ0DBRxT/j5lpGy6ubj+GEiRCmQJDkhIogDOncmJgH4hAZx2fG6cDh/MQ0jRzHF47hiSkIY1COIXAmcGRitGemoXBMxc3I+BFTpWgmb8r66cx6W5g/35hzZtYri25c5sIyF5a8stUFzT6ndXPwsOYrqivKhkpGjxk9GqG6rImoeTIpEBipFjAG0EDZXoGMWHFbYnJZIcrmY0YrmBHsCEBaBclKjmXX4ne7pWBWHAiThCT1LChJHkTRiNTB/Yq6uR0aKmZCzS0bN1y/dMr/g8Em5ej20aKYraQqwICmzCYVbm+If/6OWArxeeOgyrg6WKZrQqQSKViIlJdEJHK0kSG7PxkUDtWoFljeTNigVK3YbAQTYjXk6QKSmaeZWjPrupGXgcBCWALHW+IUBpfUCgcsb9RPCS1CeProqngvYDZS1yMlKPk0Q1RKGVCEMZ0JEpnmjbEU4rQhY4GTwBT4/njgNL1lGo8MKRFM2fLCq0VK2vhsxjpHtE6k9IYSC8LGUCJvLhOxwGQT5EL4mMnZSIszOmUTqIKq11IZ6uhuUrxhp4LcMiyV8G0ivn2DTpFtmQlZEF5YwoklPWFUjrpyHIzh+w/I0ZBPvq6dXgVT45Bc3uTzmKhBkOtIVJBRkDeVswTSsjHVGaJRw8Sq32PLC4O9MJAZ4uba3SwUrWw1glZUb5QwMB2PhAjPf/jIL7Xe9roM3Sfv9mQnojX/xLB7xsMeaGiywbsTsaPA7H5tvxywZ4rvmep199H63VjP+u7M5OawWGdBt+/bp1Rz8Lv3oOa1JBzgb1mA2rIlq+wsXrfOtX9ro565H5AGc5LSYMQUHNjT2DTYhRS3Xf4kDdl/TpmUDmgNpMHXkGErCEKtI0hscY/a2PJ1J1Z5cFoe2qr5TDSLvis3dJynt9cD0/q+p+3pIXsb9ux4eXT4dlKmPOBQbQzsPoCfZD/HKujZYf+JoykHSHCfWhqhJEhoXMo+7gwojUlf2jd2/w/2GhZizgbuKeQILrMsjh/0exZ8HQfcW2ykSsCojbjlzHsXNnG7zXT1fsut1kiIEA0Lzb/TgoXgkoxBnLiCUWolGMSYEIvUmL3GmI0IyeWEY+R8GHn7dOLp5cD5+chtHbkuEx8/GbW4VOP1uqAow5wwNWJspI3ipMYYPYCjyceUacOdJLQ+asTRRg52Zn30rHzcNkNK81I7pjg4xtL9+V6/UGhA8uhjUbsT+jD3vyDUyj4eHWcJDa9pfvO+VijaJLEFafi/Z8uIdVBve7juLzz29aS7zf1+73Poi3v+q++xh3Pl3zin42Pyb9xiXwcN0bvqyuM1HmeTtOCjiGdYhJYFEUToNSEkeF0IBzYDZi6j7q/QxnggBZesHkIihgHVxLolbrOSgpI3WFfjdoPlJqwzlEXJi1I2r7VWi1KrS61X5Z5d1uGqtj7T64DW1rct4iQt02XH0r9o5j4+ZG+je0PQF702Zh7xNtv/aT3bsL4v3mxTvw/cPg76WOh9dV/XrL3f8bOvOf7TQYjHAES/OZGHLbFFUvoQuT+Qp8T4ok0DzO4AXlvPH8D0HrX/Ml5Ee8i9rfrE5L4p7I2z0/alta8PPG+/HvX1m1GzPUpE6xQfLB2Y8kmdq7Jm9XScTclAGYR0HAhPB4YycMiFgxnTsjDljTEdGVImDAmiF4NywNp2mRHpCx799v17+2ba2+wRLgsino3Y1pqeiXkfFv7s3m7OdNvn/L0BuXco+3pgXXde7hEuMze4H0fDF0aTPF7S7t/dx8NXETdz2wiHdjM9S8EnpDUdtF1aCWuTzLMLRAZMJv+7etEe812iXS8SmICMMe8biTPGhnbbWzNUJu5jsY/D2hZFZwYQmjPVojimgjMDHhjdu/2hnspuEamuS6NhwixRi2Fa2ZYbWlcuV8jlwp+nieuyUevMDz8eeXNOPB0jW0msJfLx88LtdWa9buhWsVIwzTiNsRUGJCNkAhcUJYi1DMzUAg+rg7ZywEiIbTgTvM2rVo/BdeuCBwE0tHYzXCrpACxg19bf7f0W6b8XZGqGTa/30YMbPevCWpHpvaDWxr3uRPxiE5Y253vQE20Bj84isK8vNve4vj8yg/bgnJn7Drsh0Jgafc1pa1JV2UeLuxs95+qBHdDHA3J3ULTt09GvFfZPdoOjz9372ihUfOVsGkdNd5Pa28V1PQ1n9gXzyyeLJAvuPAhYCKhENoNoymrGasZsLtcRQwtCiGGxuS2tvk8MCY2JOAhRrWWEZXdAQiAFoYZAL/AsNbr2tDaG6b5ea2tsRb7YxO4ZRn0t8UVv38lbsTqjG+Geit+kq+jnPGSVSAtatEJ3vm76gu+BGjcEKlDNQYjY/67dALOHvfnfMq7+9mHmQQgDRhkJKbD+Cm7HAq8HWCau1bhtxvnDG05/eUuKE2M6kP/rZ+Z37xmscPrzK3CgxHeEofDyohxEqOeBWpTlw4VNhPn4QomJP0wrazR+PZw52Rn75CDn++/+zGde2SbIJ/icIiEPcAT5TWltmrjVxJ/qQMzC0yyMDIy8ZSor548btkbKhxe2lLj+nS8V059hWIXPL4LFyvQSOQ6BfMmUbSEG4WkIvJsTL/MLL5/eMF3fweEJTk9QjBKNQ6z8XYn8WAo/lpWtZJYsvFb411QYErwclVGMp23hYBvz0ye2NPNPp98yhzP/93964revAzL9hTB+dmA2G/ntO+SbN4Q1I3NB/wTL/7gR342Mv39L1oGVxKCV369K3TK35T3ZAteXZ2KEX739RIiZ22bUMjKmbxiHkee0MthKfZ3QZeQgyijKeIgs3x6o/2rUHwwdPlCnP5OnyO1pZCqJ5x9ODNORc3mHsCJk1pq5fB4p9euMvbbw+IALSjCvv4C8oHKkRs82lK1CNuypUM4F9AD6BGauqZuMNCrVlG3YCHlguJ4xoEhpAc5jY31lkOrAbxQ0D1hVDvPMoIXtt4HyLCAKk0BUSD04OXgmpim1VspakXQAOXl9ijSSQiQSCBaQMmIxEA7Oelo/RcolMUwDQUcIlSBbm7vOxkSFNY5s04jWxHaJZDJFMtUi1RJrhTkHlqvw+c+BpS68lo+sdmORD2SZIf8E24ZpacWf3yA1EfMVMghXLF6YIywB4poJuZCikgYlSyAjlHmjXDL1CPUNsHiSSVWl3hQNQhk9rBrVC05PUjAqS968mOcSCSoMB5fN2uTIZgODDqRqkFfEVuQQYQzIbSAuE2kSpmd3rretEkomvC7IIMi7AZXgDNFf5MgKOgUIQrwEyEIYnpB48D0sikswSfU1txQ0bWjcwCaqHZGcCPOIxVfqdCOEQhwzWEDzASTCYASpRL2CVXL1nSSMZ98qrz9geSaM3xPT2QGRLaDTiqUFC0cIJ4wj1Z7xwo4V041aPyHhgAzfIykQj77zWs4gMI6JNE6k8Yk0DkzTC4fDxPH5LdPhwCm95RSeOIYbU9w4S+BZAic7MelbjkPm9OxyV9V+QquwqbAuifX9M/M1cvvwEzfL3MIn5lr4fK0sc+G23ShlRnPyxNtrQEukyiuV6sQDMfS0oSPIpcDFoBjiMRQkjE26YcJqJS+fEKrLdxGxo88TzbOvAcWZsSGcQSJpnlv2RcViJQwbJHOigVYsnLHwBKkQ4oLkAVtbEKKMDQcYcNlSxSxQqwNkabiAfJXD4LZWOSE1wO0CJZMOJ1IasDGzYKTLt6TLd6S3fyS9/RPPRXh3jWyWWJeB5hqyHQP53ZFA5NlGYnF5MlY4/aWyBePDu0AZFT7OhM2LbKdqhJfP1HdwJXMtlXUJ5KsQb4kokVAT5zAg8QThBd028ucZna6E5x+QU8Dejlg5UfK3xCSsb1ZAyZ9PmA6cj29IIXC4/oFBNuLvXNbQngNMgd+dTvzu8A238cySBjarbNvMosL7QVhtYJ4nkh0Zx3fEMIN9YCiRl9cjQwkchgW2yPATpGwMMVIseBCigG7RAyKaGAhsx5U6KFwL3Izw+zek3z5TFmGbr5AF5BuWdGQ+vjDqxrMah8PC8Jv3iAXiT8/EHNCr+5zjU6YOio6REgLhw4G4RWQ6IN8oL9srzCtxDohkih7Q/Az5zKRPnNKF5/TK1TY+6g0sEHJEq3mwbThyOH3PWCrf/eNPpFx+wdpGwyyskYmaQy2wk+asZXIHJ67dbX6vMXknv3Wv3xnswJ0o2H2EDrxJag5+2693kL35Y62u2i5b2nxmv91m/HeZtF7/ofutps2krp5ArRkRRWv27CmtqEYvyLuDPx6AGEw8A3+ANEIcICZnFydNLvkahZRWf40TaSwMw0gphTScUR0YRwhslGFDRKj1gEiltmcTFcTyru2/q1nsRn4H5tiBMBNxX6ODD6J3oARxQhVwrwO551W3TuAOwnWGcGdmirjf2q/ZwWHpfgbIz3CcHYD5RYeBlfa0owciWt/v+R2x1a20FdOChty+Nfq4UtvHn8rg/S61AepOGFSbGvS0+XgO3dccQHqNRPMgtVWX02v+rDVQNDS5K2OBamhOBEsNN3BlEGnZGaIJDYGggopL0+SyEYKR4hlMSMOKWnV8wUZSCAxD5Pl84Ns3Z7757si7bw9cV+MyK4fJ2LYLAK+XGUMZhgEzlwJEAjFExJQUXUapDsXbp4aGe0WHa6zLUfmaRPRQg9QW6DKFuvn+I97/pp2M6cCcacvskOjjwg7ePrrRiandhb9nTrGP0btXGRsBNCIWG37iktqV1bP2W23PEJsfXRzx9iDFLzz2IWr7P1/ir/Zwor8eqJb3NvjCLf7SR95Jp/ulGo6zr4h9fIWdNNuvc8dT+lRu7RU8CPFXgYcQ/SXRA0ktaKcW0VbD19TrygaJDDExxcSQRmIcqXVgWSMhCFWhbEJe4fIKywXWi7FdlTxX8qLkrVJzbVKUhqq1epWy163cy15101p7Ie8eFKh4IKKv431t6897X55sbwzua+Derg35eMiSsB1Peuwv/9m7rV813HGTnw+L/ZeeMdXl6/Wxm//d438qE4J+33u7dLBZ9gfZlZZg3xD8BvlZq/XhLF9cyx5Hvf38meTLn2Rv2/2r9sLFD3Un+pLatuV92nwxfcQ/64stdCWfqkqplTVvLNvK9TZzucx8fp05fl4psqJhJJuxqZGr3qE1Ed+8i6K1MQ1aao7ZY4PYl//fB9n9AWX/uRs+fRN9HCr/xhgwmtHSn3g/tW089597O9zvyfY2fcy4uJ/90Efys76571NfR2zahfA7M6F/RzMkrGcf9D/Fh/apOPvfZV06Nbxn2PT79isG0NGvGx4cbAGRcTc49nQdg17cylPdfBNvqT8+73ZWQWNs0xq2R11F3DC10LThDI0bwSrV9S8oZcIY2JYDppHr60e0bgxhZp0PXI9HjpMz2IoGLteZ18uV221mmy/kdUHzhpYV6twiVLE93Qmhgq3tXvvi0+aIZdwwzuxFgpGHKLg30D2o8zgWtL158DZtWo971kRf6PZI1M8K+rb28jRT7gtpHwv0iG7rO3oA8cFID23l6MEH+fplrtuZ7QndQOhRarM9HfEuHSr75ve4QN/XvXYv++P2cfCwGPEgFdfvY59SzUAJ7busMU2stVsLZAZrWRLdSJY29kS82HnXIwwO6NVayLUQSqSqEdUzBaoJWzWvR7JVQiywZUqCWIUYzXUOEa8poF6cVaNgtTOkek+HBj5GNNxr3OzBHbn/u687bR0UwYM8XffVoOUz9FZpqbLcr9UCBNrXU+19Kfd5a+wrfw9Z2G482r6u2f6ZfpLd42F9rBl0xtW+puz72dcdAXhjA9GEuq5UEaocsUviVApjXUlrYVwqJ904xBsMmTJsbFqYPx4oK4TJZQeszEgVwnqmqmJPBauZbbtiCrUkVAPTcWWKyhv9IyebYHwmy8A0Rp7TkU+Xyjob13eJ+pJ4mk48n06ctxVdbsRpIJ6dSVKTkE2Zr4UgSmo67elppg5CVigV1kWoa2AJER2aYShGOmzEETZ95no9MLwN8LTx9nhDJLHdRtbXAeXC2d7z+fKev9xWPt1m8nrB9MZ4qhxL4K0enY36ww0NhW0KrBHeX46sFjhdE8cAt1vhT8X4dFHmHDgehPHFSGHF5o8wj7zeJq8jMVYqyl+WDdVKWZVBMhI3LGbKtGDAkDNWhB8+j9Qw8FOplCqcb8awVZYpkAdh+VWkhsTbTzPxtjEpjCvoJNj3gZKOlOEteQisY2CqI8/JiCwM1x9wsgTEIhx0pe6Ly9cdnoZv2CpYcQmyaMUBf0LbLg2WBBwxGdp4V0gZEcc5MCNaIwUkn38DPeA7QzDCpC3D2BnOogUxo6TkOsG1ofJZsWqEqAQqWHBJyBBcBgovBh3C4BwlVWL2YoOMBhKR6ICmzlCDoaeCBmGtLcCUI5FEDQVlQbeRivg4T5XhAClByZFtS07+tkpWYc6JdausMrMwM9fCplDyE7kmVvnIJlC2jZoVu15gE4QZS5mMQfVCdmZGJkEKeFkdo5baXgG1RFUveG1W0egZDtqcY6qHlGsDkGqpGMVr7YhRpLG6tuBFnk0JZMLgslBqyVUQZ8E2gRoYjkqMhuYMpTKsGdmMkD2Qu94GD1L/grXND2uBYsVqgWpYcPAi2uCOtGRUMhYyxIKVgOkEW0SWjGmlhs2LLoeAxURJtPXuFYiITG6lNeahaNfd9oy9YCccuDFINyemmIFGb6MQIFZUeubohsiMyOpklTBCEiQoQWevqzR+Q4iT14eQQEy5sX8TQ5gY7cDBjowDDNNGmBIMySXewsRGZK0rkgvMGa1QC1wXeL0Zr9vCq33mZiuXujKXjcu2sqwruV6otra5Gwhlw3IlFyglomnAJKLmgTHNrWpXHdv8r6593fdLjUQ7oVaom9s5Gtwek+T1XiQewQQ1BzNCFBCvF+MKENOuuxysacfXhITm7NuI6YTZRB4moiopOLlEe2HPsLU93r/DtNuHXzHSBHRylus4QqpGzjfWCpGRyIkyViRd0GWFzag3Y7XW45LcHyuRXGEtMzoO3J4HtwUn1/FeApgIh8WzAW6SqFGomxGz8fwuEc7Csm6UUgm3SoqKhgGVgXlMfIiBFOHdUJBUkKEiSUmTZ6eefxxJwBDeI0HIeUBCYDieEBmIJwdCZDsSGEnjW8bxW6YEYwyIgpYry/PE5RnGopz/VLhdI3MO1GMhPl+xZWZ7/cS6Fda1onPh8mZjqYXJIpIq65srdV0pt0ypyhDUMzYxNjGORyVFY71MlGskpUr4Vsk2UH70PUWJDAmmJ2PVyrq+wiCU3w9sA7yeT7AqZZ3RDJsGVz5uoOCwVCzAdVTmJAzDjUPN5Lm6pFNqU1g24ro6Cauu5Hnm4+2VGgdifIaQWV8WikWu+iviYeCwRSiVLWYq+ZeubnxhDzZgzloNwE4q/LmPTM+m734X4qz2R3+nZUrs+vDQ/LGKWHjw1fsM6X7n4/sPfln37xRXzxE8OGL4utzvHVA1RFzuyEyaoqu1+lFgmp00Z80fsEAlUkzI1dgKbPku2bJWZauZXJWqDviZJZygFpGQCDH4K0WCDcRhwiQQiwdpnMFue1YlwYOjDsaCNEJb97MfsaXugEnPTtjr/rWsgV434Utrnu773rtNmjsh9+v30x7qg+xFjGHv37vP0AMhv1weZ8el5OHOjJZpThtHTsQkDt5n/Qa1IV/S6HF7EWvPgu+hjC/JX/0ZrZE5jV0CWVxxQCyzSzKp0LMxTLxEupgSbPNs1lZ3IlaXZ7IammriitKyCxrh2FQo0UkopQJByOb1F2ozKzQKNkXSlDgdR0J0G26ZTxynJ5bRGOIrOURCMEJQz+I1RaLjIRImhELQJsNdXfarw9udFB2CS03tJLXux4eIJS9qLa32ZQdLPHDhoLiTLVsmC15vgxjZCbBiiHUA9x6SFGhk15aBIQmsoj2zoQPvnaDXsxQacGjN3v/Fptu/PQL7iNh/31HANh/s52fu4+nfIrDIHiDtU3c/52fBvMer7vOsfegu6cQdSwkCMXpAoic90Imx7TJqLrXWMANVbePUqI0AJSimjtWua6ZUyNklAetWyGvl9VK43jLzUsi5UIruAYd9CdpnrI8R6T/WPq60gRJ9P8DtqSgEnLQuPcASovtHHTfrGB3SyJXCnm7R2q3jH+23vTWtByf673tTP/TVHfj7Nw557Dx60Mn+/Q98cfzPBSHaYmjtLvemMIDmMAXjQVDbP2Z9EeyfrfvQEFr6jHsU9wV9v67sl5KHzrpfvP/QrmbtPiP7pBTc8e4LtjQ5ki+uE1qxF2uGkBpWPQCx1cK8LoSY+Pj5wpBGjk8vhHjiuUSyBTQGaoxs1YsI9lc1qLmgpVC1UtUHqzZHja7d1RcN8+c3aaDavvk9POYXE799ur3fJ/UXg8tAYls89OEyzWzqRpLgC21f2Hodg93kaQtBb/N707cFMPR0Im33JF+e9zePh+LI8mA8tALV2ASWkCb30LNbHOXsRX86475F5Fq6672fBSxCPbYW0LbmtbHTwZeub2P97n08W3DWvlhprPi2YIozXzyzxe7Pgctz+BX8Oay6o2dlaUBt9QLR2xO1DkiYiCuY/YnrNTBfn5imI4fhhTGdd3tryze2fGFdC7frSs6Zsi5ouUF5BQ0IJ88skREkQ2My7J2yN8zSGCY9HXNqbfEl4ArefB5YlTYgumTSuQ200tqlRyu6MdhlOw6YtSwVtK0n1lJEewDDo/+E9mUt0OGObTOgehO3+d6LZ/vYn/b2/5qjL55BvXCndQkKuy/1u0Ef2QMT3VYD21NSER9+PZOiqy95KuBDO4RWrGt3LJrhY90xMV+Teld17ot2I4T7ePNFq/WFBwdMDN2USqXUjVwDW84QIketxAZ8iQlLVmqspDWTCcwJDlRSLKToMmKQqIivdQYajRpdr1iboQoRSQ14iQGN7iaotfVsDxzgmRyGW5Yt8o+IP4a2zJu+9hiYBZS0b6CCtlpzRqvjvPtjrkntRrQHFbopoq35QmONtXVegqcIWy8gxT1YtwePWp/UNlpakNuB3K8/AsKvdORYIx+uN5atUj89A0feHf+Fl/EDp+vA9ZaY9MY4KtdReD1E5nLk9S/PjGHCTkdsu1Lyn7EyYfOvkFQIb3+i2srt9oEtG5/fC2KJ376dOQ+VXy9/4ViM5fD3LMe3HI8DT+PA/M8bn/5Y+PS/TLw/jfyX5+/5/ttfMX76xPNP76knY3vjgfZrhaJG+bgymHHWI2mqjL/9TB2UtcC2wfUipC1xjSN6EMYYiCKMTwspbczlG95/ekv9TWD9/cL3L4BsLJ+f+PjjxCn9hTfT/86nD6/846cLy+uN9fYeLVcOL5mYD4TLs0tB/PHP1Lhx+78M3Cb4ww/PrLcjfy8Dz8Bn3fgBoaze3+N/F6bvhGG+kT5/4OP1e366vOWpbLw9KB9F+ZfrTCjCuCyMoWDTCuNKPVwRK4xrZqsD/+P2e26MfFIH9v/bq3Iumes0YGPg838dWd8E0v83c/jDlScdON0SnAbsm4EcntnCwQM7qkw68qIVbjP64yeqDazhW6LBWW+Y/QKGk0hj/wh2HehqgoNs1JRcbqeaa8mXEbtFmCI2AbEiaUU0EEtoLk9ACdTJawpMWsCU0vV2T54BEaxgCkEdiF6PB2oaGMtAfI1YuYEuSKruTFtAciQQCYzEIRKmgYiQDJIa05qxAfK4YjIS0hlRqK/4unLckKiEXClinFJCbOQQNhIbdTkhm3ALStXCEJThXAi3I+Fzolqlkqma2CpstXAJn1jkxmvJXjR6+4acF27hI1sQ1utnyrLBxxshK3bcYFLWzdAyUorraucUKQPIFpE5QL0h9YrmgNWJql6U2lipw4Jh1DXhFIyMSiDLiKqgW0UopGNBBDKBbAlZBqge4Il1IXwH8Rio2+iv4uvXdDSmZ5dnrMsCuTDNC+SErAdyDswcsCCE1Go6/YLDi5pWKItnHLFCSEQdiBqdsc+CDSs2rMARsyNhjTCvLgs2FSQpISUsGtsYoCqy/oTrYb9DcHDLjW0fnVpvYJWBFyIRS+9hvEBJUCOmI7YesKhYLFjYqHFBuCHykSiRUU4O6KSAyEbUT4RwJk3fE+OBKBAF0rgyTIVxSIzpyMmeOOmR40GZnhbi+Rk5HqnhzBqOiGWs3FiXyq0WdBX0JlyK8uNcuSwLH+wjN1M+FuW2LHx4f2Xbrqzlj6gVkiWCRur26mSBNZHLiIWIJUWtusTX5gEOyhGTJ6LNJJ3JVDZToiUG3lDrSsmu01STthoQGUGI8gwayY2BHdOMhEqJjekdn5AwEMsroa7UMqA5EmRw4KROoGfWaWI5TEy2MNYbai4ViRRIC4QEaUJqhGviq2OsAuVJCClwDL4y/fjHC9c1c+D3DPICqcLpA/XHGXmvlGjcEmSDlcEDQXOh5I15vpCeJ+Tvz9hYWU8XJ0qngVQj398GQg7cxpGclDwH4mr8+uXE028GPnxcmW+F9XojLxvXMDHHA5cjfD7Bb1T5O91YJHMJGzEoYwpM18Q3fzzClNl+80c0jCzr74npwPObJ+KYkKeABCNcXxAVpsNvOE7fcxzglNxmKvkD19OZD78WfvXHzNt/zmwkbgzEN1eG330mv7+xfPjA7ZK4/uXImjKfvl/AKqdrYtoyVj+Q55X8T0ouypjcT/0RD0JM3xfSCez/fab8eST+vhC/LdxeK8s/K/EpkZ4HxkE4nYzrJXP78YK+O3D8+7cUc3apfr6xzX90OdkQSSEwlTPRAsdcCFH58Z2SR+HvymfOeuP26UxeRtJBiAOk6410nVESSuJ6W3i9XDlMv+L89HvK82fm7z6xhAM/pd+RFL65bWhduQ1uh/yitQ3pXnPzXTrA7L7yXRtC7r578xE8U17oUj/yhd53A6Yw99VgJxjJni3egZDmj3e25O4ltMxhs3uAY9fCptUJbD9nv7aa4xA6eEq2158LTZLJqLoSakF1Q9V9hqKBbJFsibUKa4UlB5Y1eFFWE9aszCWz1kqpiVoHzEbMtiZLlgkxEQcljiMWAqmekZwpZfPgenUmdIkBLHrGU4iNbNT6QXqdiMjOXjIHnd1Jis230oZdND8syM7pxFpWgCld+krvvfzQh+wZDk4Gc1INQe+4ld0zW/zzCl1q+t8EZf/2EbqsbQPaumDQKK5t7w5p8JpbnfRqRmjSVWYu/+xSWrk9rgearPmrod9/G8rasB8HPQPG5O3S3CHr9TpbfURpfqkGD4SIKuiMyODBBJRYPQvBovjan7yOp9RKEGejqwg5VKpCzIaJsFUn4mV1JrqmiB0T03nk5XzkfBBKDZS18sN5ZpvhED9TYyZGJaRKHDIqlTB4oN6xsEIIN+9p8cyISHb/v/nuFjw4IbW6vA6BEAKKB5dttzs2RGcMD86JBEj+vFK3NuddHUJSU3+w2dvQJh4KPzh21oADUyf1hTCgFIzFcZngaiGdNO0OcNizs0y6mkhfF772eLTzusROv4bd8b+HMxwGM3aJ7I7/SbiTBh+w4PsF7r71HrPoWSUNavk5e3mvQ9z8dc9E6SBNaMSJ5KB9E9W4X8ItaTWXp/R6JI7vxlIp1TMXTBXUbfZaCms2qubWGi63VNbCsmQul43bvLKu2Ws6FSd/3pfq1na9Vk3DCKmxzZnyZRAihKbK4zVDggV6wXeR1OZal47vWVGtn+2OAXcsqb//8G7DVHbEuQUA5QtEuf9jfSzuAbL+p7bD7R3X98CvR3r/80cH8veb7dF668jcnkVwP48vxvYXg1j8j/sV23rf9sw93e5Rk1Z+dr0vp41fpN/fzk5uQKc8NHCfXP5/B55617ThiqIU9UGasw+027JwmWc+X2+Mr1d0jOjYKp+kwDzPzPPMuixsy0reVkoulFx3rbBqSm0Ra8Mc+FJaZ98jsf2eetvvgYrHfbGvX48N9/BLX0jEHofR/he6TM6XvfPzc//t43E03DumD3rZL2H9e/7G0SPCf1XYZNc8bFdqHbpryO+06Z9J8JjwJfPAgC631CfN/dT93r8InPTB3ADgn3lH3tR9XIWHi90Z1nvQp7EITDIQm0yRoOZBsdpiHqW4RNK2dq06oZRKjsIQa9MnFEqdyWUhb4VtzeRSqCW3MTZ4IoSWtnDfmWY+Fvr9t/ywfZNo5zb2zZ4VYj275HH23pkU9wbrKZ4PwkSWAK+J4ZtTebhOwIuF9z7EN6HeniZuwPU0r84G6mNZu+HZ+2Wfzb13vu7o8lk0ox1fYK2/18754gjmsS7tkmNtod4dhIfF5/EaP1+w+tr0RQYIbsz2JBPpm4QihB3Ll32t6Gm/LkPWVzE1o5pRTIlWydULMOasiChhcEZt3FzTeU2bP2Y0qjnbLSbzeRS86F5tNUBMzQ0za8HKntFgLfmjqU/f51HvY5eLsKaZed9T2rPQs0S602AtK8UDxBX2mOe+3O3HPcPM7DE4YG14tYJ0Yj68TPZ+2otbI/frS7+/L/vO+7k90ZcVtv/jw6AumVwr9TxiITGUStCZ8rpyYaOUgWAJiwP1MKCDYaMSx41puBCjYUMlqHLYJlIaODx5MOi2wSYBeXomFeHN+kTQQEiChsxmhWDKmt1ZrMEIGSQPHGWgDEI9ejZOfq3YVWAeqMtM3T6j0gL5gxIPhVqNnxYlDcZLDGiMvDBRiIQ4YSlyCglEWSyx6cBUKyPKXC5sVbAMNSfef1J+zML19crnj/+Kxo9MCfIndR3tWliIlAA1rWSUT9MrZsph8OBCXgdM4SwD0yAch4ExRAIbQuWwKrEKtiSunyMHrUwoccoc4wfCVT0oNwwcng/EbByjM8gu0ZyZNJ9dpoiMBiHEjVEqvz5EggjnFBhzYw4XyO9nws2YVEgvR26Hfi0hqMtdSKloqqSpkE34Uzk663loNV3EpQCfQgsm/5IhF338qoa2tLdsIyokJcQIU2gsHl+UggWCRQKDr7vFnfcYPKBqwfeO3KJ/nQkYXO+F2lfhFCFADJUgShQliAPLJl4DQrMSVJBkezBVMbLWVpMgYWKE4MBN0EhAXUYKl/+REEgyEXQgVSHWijJTpLKVCdEBGcCisSxtRxyMmoywLATNaBVqDWStLGUj68KSF7a8IdmgVrR8opSVrSxsZXNmKIaGiok7LlaUkgNVnY1kwdCw4cUPRywOHnSPTlGVrVKLwBy8b21rQf6hLRmNRRdaxlhI+7qPGJaaBRLbWBkVVB1oKb6YibT2jdbW9+bAEH3LG5zVHtQDxik2uTrKX+99f3OwCVZcgoB0QsTQVi/Eg96ttpCABA84uZ7ygKCILIQu96AB245YzMCKS/a5/aKby/jsmrjicyI2YIBSPftYI6ZT26vdrgg4o71r4oo1VmJo8oaoEy2qy1FE+cazH2wmUkAGZ+zaQGIgSiXGlTCuyChe3LpLA4RICcoaNkwrJSuxQtqiawlfCrdc+bgWLuvG5bpwu2XmeWZZNra1kjN40djAVkCLsbZMGg0jNkRUNsy8+LaEguhMqGvbiwtixTNTpBBQTCpFVsw2Yig+53a28QCSQDew7hgrGotfmwxqe/DQ8gGtyW2BYFhYkWBIdHmmEDcHz2xtATUoQRASQU/AAPoEKpjlrzbdDCgNoI1RiCSQI8km9w/sSpyU+KKk1yY1mqIXaj8Ieii+NtqBOMHhHJEE9fMKA6TT6HbKUyWhHE8uM/kuZ7aqLM/KeoanqthrYdOVOmyEpIwhUM2QXMmpsG0Z48TGSBYla6UOUIcRGxIM7iPk5QliImUHz+S8EaRy+gSDwDEaQwg8r4WzbaTJyR4FY1NIrwtPf/5Ivlz5i175oAeuemR6vRL/9JH8ufJ6hVsuXI8XNlaWTQlFGa6GZmNZT6wlouOCSWmZxh4vMhVus4ODeqyM3y+EyedaYWBLE0kVWxYsVYZaeSqV3yZDVEmvBZOWmaYbNhhmkVqewCLzkAhByNnQIhy2wGiBtB4c9yyBSnVJPiAnpYzCMASmFKmHSDkOxAhlWKmTYRwQGzhsG4MKwwaJEaZv6TWNvva4Z00/AEwdW7CHk+xnH5IO9vhn7r6zow1+Xs8ev4/vpu3TL8SeDQ7sTKf9lO6/tZ+bb3HPlL6TnvbL3TGs9vI6ES7DBFojWqEUIxalbJmyrWxbZts2tk3ZNmMdjGVwckouylaU21a5rYVlXVm2ja14bU3VDuAnQjBi9LU8JidkhphQbakbsj9Ka7HmCzWylnUARPw9B0Z7X3Tf687R3XGIDmg2e3+XApZ7u8pjI33RbLZf3vdI+dk1H/zpXVlBvhwTX3ns9y1GEA9vBDHGAEP0jjNTNBgqXhAXbUkQbWBIcKlZH5bycO2mQtAfVjqNu4/rBpbSWV7NX2p+vXQ1iCBU6Qx+rxVpNTm5q2XVmLp/oup+Xahuzxg9YaPZuNVxhloqIsVlWyNsy4FlTCzzyu22cL0NvN5Gl7mpgbz5Xub1iWjTpJH0rAXmrPoIakz6KCMqDbjucrsAsdVEomBWG+m0ETS7HLjRQOHu19rdd7WWeoTe2+th3Pnjduyk4yg9aBT2sfuzmsRYyxhBO3m2M0Ido7IO7+54ytdG8+9fc/fXu1f++PvPZsIj9POAAX8RvPvi+o/YcVv79qyOPk8d9LD+GPfFjQ6N7N8g7DJMjzUgdjUc2WEJt8MbsVzx7IegrlBTa6XkSt4q61aYN89WNFrmF42gaErdXHJpXQtrLpRW+4E+Hhq20Gq9t/uw+zM0zKPjE3vmDH7/ve1MhFDF1c97oOVxXfkrIKk1yK4i87PG/3lA54uPypfXl74h/Py7Wuv/PBr15Rf9e3/Yj/9kEOIOWXt7PAyF4A7oY7FE0b6ZNpD9YRN1sOlB2qX3T1/7YI+4eTEbuIPA/kdpKNC+z9hD1E6ga4L5V9473z8m7bM9laelWakvps4MqFQrYJBzQYjM84Jp4OPrqy+404HNhJdauNRCHIQ0BG7LyqfLhdePF66fL9wuN9Z1ZV19w87F60sUU4p6NM60g3JtsS/Ws+D8XruY2OM43iNhLaWna6Xvu1ZfPmSfBzSny6RvUg8JU32yPk6Yh2XHHgfofelt1/hZiKEvSH0wY/fP/3uHDe1u1zaDUxsvY/s+B8bvxpsiUvZhIdbS7Zv2puGOrT+Ls+RNlnZyYg8cPEy+nr60my3iWtqQEPWU9h60scaM9sfz9FJnYEd29oOBaCsuFA7etnHx8a/OmJDaCnpK8AwceSVEQy0Rl8i6rMQ0keTmRRYlIRJRzZht1KqU4szOUlbXossH1ApaZ19wpTYZKbt3oYEXIqs/M9CMe0YELZrdUi97uxOAgT1YQN+MK8a6L4auS3ny9uDm6cgy+8DWI1jC5NCu6zqMfV6Ltf63AmyYDb5B7wZf8pc4oO7D+3HX/jqLz9fgblgIakJoxoWJp6E+FoMzmn0WfKzEfYPrm2I7r+lq9mJJIj/PDvK/a7M5XPdUmh0sbU4/rFdiKJVohqhHxUPzHDyO5MxOL3bkgaXiIq+smrEqHLaMERnmQqkRwsZQvIisFg+qbMvGvE0Mt5GYBmJKECMWIyFMhJAQUS8oWbx4rKqPoaAQK16QlAEh+5zsBcjFUHEApDajoC9IoRkg+yaOZ6VgSi+UDg6qabgbF71Ox2O/W9UdnLKHeR3EDcPe5vsY7RklzbLx9VFan/X5IT2xzud/1+cKvyzF2lRZLjd0C5Rv31CHgWP+SMgz1/ef+Xi9Mr2cGc8HdDyxno7ktKLDQppmnk6fsSFQD4lUhZfbM+eT8NunylIL//CTEYaB629/S5LIN3YiZuHzeCHLxsWErRbyPKAlYEtxGZ3txBs5kE8z+d1K+Lwxv19dZedyoGyfWG//gg4BjhPhEEnfJW7Z+MefMjEGfjceOMSR39VvMA78MH1LiYFv0x9JYeV/s4lXPfJdvnLKG38pP/KqP3GZ4c11Ynp/IKyRJf/Asv6JbyQwEphXxeYrW1Y+hRGNAZleuQ3Cv8aBMgROZ4hlIH4+IkH4Li7EU+TN84lxCFzCjSwzb36C01X48Drxw3rgzTnwfAykp5lvTu+5/ZD4eJmQ0xtefv0tU954en3lUpV/LAY5cf747Hl744amwjR+ZBqV//bbtxyGgddPkbIK449CmI34v39m22ae/u5bjr/5ln+2C3+0m2sqbwNPl42XT5nheWP61cKP1fhf5xeSwctBmVDeAMda+a4sJPsF7E0BJoMgnv5eAnItSFa8fpASpiPxlKhroK4t1d8gmTASyFVYtkgMxjS4HIulQjVlVt8rxlC9WGLwwsNq2QGN6QhEBvlMYCVE38NqmFCdsJKpa0EmCGO3JwsFpdZMCAMpHUnBsKGQQuRUj4RakZyRCOXtAClx5JlURsYsJCmU8BGSENZfkeuAHpRxqOQSCBdh3JRxUWK4EOMN207U2xtWzbyWG4XMZjOWM3FWVFdK+YEtr9y2Tw7EqFENcsxoyuRlc0aUjpglwqTIUFG5ojKzxjPbcMLCBrEQbSNeFlgjbAnCCsPsskE2eNYJnpknTXY4boeW5SXO3BoFGYwUvY5Psoqg5C1SsoM9KcYWgHAbb7PGkgyjA4HDRNDKMG2IKofqad8qPcv06w/dBsyEcBxduuCWvCh0NcwKmsz7JY7EMCD1gOgBkwuaPhNCdICgDmzbCyY3yD+5NFL0oFi5esp8HQSCMaZMFCVtiaCJujU5iDpieiDoStDs9YokUpRe8xMLmxM9hyMiTfagjqgdiJIYwndEKkk/EBRUnlGZSPbMqBNj3BgShOOAHFdSOjHIRIwRSQOrFFbZCFUIWwCNiA6s14Xbx5m5VD5tmWWb+Xi5sMw3Pn76sxdAvIxUdUmtWuGyVsqmrKtnV+vowWrVj5hdIa4EyaT5E2F9ReJnJIygCSsJCZUYPACxDK9EKUy6umzjkEASqufWkRcfb+J2dE0LFgrDtvherwYS2ZZnShEsvWJpJqSLSw61gHWom9dOUGdUlxjZhgnRxJjPoBPBvnVGp/7kDMGvOAxjtRVF0BSIYUTCmZGA2CtmP5JeYPothM+V8OfCejizvBwpB6GeF8gjMj6TpsT5ZaG+Gtf/9UoIidO7Zzgo+fuPjIPyJgUmFc5/vLHmyv/rNwMfD4FwyVz+WIlvL4TjzDAcSGFg2Iy6ZS5cMHulxm94TWeyKUvNni16PFNNsBPUOrJ8fkfEeIo30lSQJyOUwHcflaMJx/9yYpgS318WTlyQNwkdIkuZuFZh+tMnzn+68MfxB/5h/IElv2Fe3vG8XJh++InrdubPt29Zpo2P7z5Ttsr6l0palPFDoRTjdfuGm26U008YCzq59XX4MZBm4/2HgcWEX7298vKbje0V8g1W+ZZ5eksqHxg+f4IIhwRHgV9PcK2VP/9hpowb2/Or+zBHw8JIff011RIfDzckKrYYUoQ314EUI9PlDeQzNb2yRZclEyLbZOQx8O058fQ0MKgxKKwZbttnaoxUeUushbfzK0kjx3wmpSP2zd+j8T8GTR6PPck+NHZr8x06GalLHEGzTVvAj52U0yFsQa2Dj15L8B6EaHbxDkip27/S07Af/FUeRU/avfQzOs4hXSGBDoLsJOkOojum3wtVg9bN5ZaKM+zzqgiVdZ6JITJfrwzDkdP1mXF0W12ifzYCW63MtXC9rny6XrjeFm5rZt0qNQtWIxIngkWGISKhusJ4DmzzhFYIst4RiG54Swvs9/3PEjtBq5+4ByekkczFQXgxdvnfXitOGtAuY2u3Ba+70UhwNOmnnt6+A1b7iMCJc73P271AAxUdK9gVJ37ZVur3DqTmD00BohjHQRhDcL9clZwCJQRKDWxZMItkvF1FVlCoNe7f775W3+PBgwBdInlCCJ7RRkDsBpbR6AoFngEw7cBdbRnrXebT5RJGTJzoJGZodXymBggh7lkG2gKcNbSslq02GaUNVWO4GOQb13EgEPj48co0jZwSDAGCCVEDt+srVq5ec6FJBEpoREr17Bm/N6OINDv1SBCjMjaeYwtshSNmiVpXvCbHSiSjwYMqVnz8QCGwtTbspLkWfGhEIQuRnoXveJBjSI4nuVLGDs4LjVghiNQ25sDwmmmiDa+SCkEI4jUvqE4QtDC5by4bJoqrb/zCAbdnE3Vnt43r/TptRna8G8dQH4Olfe55ULDhgI9XsQ68f3l+zzbo73WMTr6Ycx5UC2Ktj4NnCwXZs4Z2uScapqOgRSGo1yMjeKaDuJQSFJY5I5L5fNnQEKk6kLOgEjy4Vz1wUbZKXpUtLyzLSt6yE37Nmn1qSGxkzB60a6Qax773nARfF0QaZuOFsREIcpd2UjNC7dkljzjqw2LScIueo+fBxscA1AOO+7gPtHvwta7uY3DH2H5m+Zvc8dF9Pb5f6oFI+7eP/4lMiEfwjMc72d/7Yp+DBuT2AfQQuOiHPvwm94fxn+1+7n7h3ugP3/T4ob1lvzz3Pn3uHWfSB8HDI9o+PPbIl7bUnFIrpRbWvDFuK7flxnibkClAEuIQiGNgWTZu15nbdWGZF9Z5YVs28papxR0Hazpk1lNodhrCjsl9+Rw9KvUw7jwF6mGIyJf/7s/c28q+HFB9rP18P5WHptvf4M7Z2EfhX53j33r//EPmyRc3+O8djwsHD1lgPa3yIUr/+AAdmLYGlO/z7YH9vw/I9kMHurvk0j6eGpL8yEo32AHyPRvA6EVZZG/EO9DaF3HZReWFXowM65k9/rNqA1+ryxhpK95bAYueWVBrpIaFKM4yEEnNCCu+MNaKaUVrQdti6Qz1lmKK7kx9HvpR9ij8Qy2FlrZq7fnoKb0tSHTvJE9g9A2kZU48zLR7b/aARg8OPWxKe1v1Du2rhu3nuM3tWSQ7xcF6u/Y0oM6A6R399QyAfUS5B/G4rDW2u+3n7ePC7Avwe59Lj/vt47EP5rZhtysK3A2LhykO9mVGxcOY71yB/pQPf23FtXA24j5ee7TfKLUSWn2IWiNVC8EErYVahVJ8LNsWqEgLKADJkNEIGlvKqpfwssYk0Or636ZuENMLP7cgw95KJvTkm76u9bHoBaMN4j17K0jPSrDW5m3ctvGi+9/v6+Z9b5SHbIj2XA/r1Jcdd99HOhlqz2+w+/7xOPx7zcFfyjZBhDC4png4Q3g2GJw9vJQnLpIYTgPDVJzdFAIMI2UIxOHGNFyAEW4H2GCOYKJ8WK9k84wp08DLHwcCkTfbgACViSyBLWZyKoQpIEmRYUVCgXOGeEVSIG1CWAv5diPVjZBWiBmdDhRgUxc8G83v7+V89AKuhxEz4fPtM7bNxHQmxQHZDLvBaCtHDElGjl2WxVhvn7l+SHzOxvucqLiM2AdTCpWf8ns+3j4yZxwcVGVlYkYhrIQUSOdEKIaFz0houtUpcBmjp4nXyLFGxpM6O7YEYo1oTeQ6UgiEOJEHQw5urNb1FepG4pUaK+eUEUlMmAOd6wmLlXH67Anvc6ZkCPmJWAdyXLAhE1PgqImkhqxNaoHUEuQLpUDNA7EEKJHIgcMYkByos+vkbk8rQSvXciTW4evHmxlSFAuC1YRWI4WWph4rISiEisaKpYRYIkQjJXdsVgtUFA0e8M84UaNKRbvsgZorSAR8HiPA4OtnagU78+Dx/NBrDUAVJTamnolQpevvlrY6Du4MapcjcO3joolggaTZp982ggY0ek2IUiIWhbC605zUEeehZIQNjU0ruFRCrlioWHX2XiV6YHUtbf8sWC7oVp0xVZw1pTdFN2fr1hooFnEZA3e+jIxRqJah9mC/Qq5Y8eLdlEpVl5twP8IZ6YhiAeq4eDvElllQPZNFajcS22JV25orvgsHaWrBsQFfUVzy0cTtAPG1UzLIgnsFB99NFN8T/DvwzJ9f6MhK6NKLDTSLbhtYrL72DxUZ/BnUYtvRFkxWNG6IjAQRiEag+H4WD43xdgKE0LI9erC/JXgQ4takghoUlAT2ooROXDGZ8WwGz8IMOAAi0YtNBhsxIlGrj+G2nzrgJS4jEgLUFS1G5UgN0EkoVgOWhVIKVrzmgdHAkCqgBdPCsixc5pUlVz5vmXVbud0y61JYKi7tmmeXci0rpVaqVoq1jEdJ3vfVZeB034oE0+gZDTZi0uQpD40wIs4iD9VJT6UjktLJXqtfo9kg0gKNWnAQKnu2GQlCqASxxob1G6jq5yZLRAbEsmdVKKAJYUDShFjTECd4MM1qYzF85Z4qgo0RG4TVZqQUEup9k7ymRbANuRVqipS3iSwj5ZbQbMiG51OHgiiEMHmQRRZMvJhzKEa6TcRYKaPbxjUNaEicYqISoAzkNSCLF7isKliEEiaqHJFhZToWLwBfIxuRTQJJI6c5MWRhHRukNSRGU6YaGCOkbSBpgGOmRoFjQKbg2TXmtQIkC3NZvG6O9yDXOrMtRt4W6vqRm8z8JSxcKrxuiWxKnSushcOywKZcyRQphPhKDAW1lWqZ47IR60aW6AHPZUPUOOXMS6ysFtiisMnKHC6keCMNC7kkPq2JIQiHwcl0AzNilZp8T6AIyoA8O04Q5wOCEcNCGJRDXTxhLHldpSQHjhJIKRGHQNpmLG9s7ysffzTsbPCiiApREwEjyga1QoVQlLgshCTUG3e28dcvbg92uja7faf6cTcSff40jqv/3s6RZgvfMb57EVD3P/q12vzbPwePYFz/+05M3R0BufuxD1jJ/T4f/aTaYIba1KHdTtZmb2t1W6jUQiiZnDdyXtnyxrZtrFth2wrrlkir7yABZauVJWeW1WtpbnmhlMUz/bXi8kguseua/b4uibRsrNCdIqXjH9J8hi8Jvw+gyGP7SMcFut+1f+CL8+Xxcw8N6fUAH33T+3HPvrsDqXfco7e17B+z5qR8kYXyVUcHJ+//xWAMQZiiMCUI6sGSLQibAKrUoFQrDvZby4rsMBzm9kW/zx1HgW5P3Fuq+2bBfXAzkIrQCqV/kdHz2ADWfECcCCDiZFvcdjGMUBuRrZO8muqDmkHwoEUNUIoQorJtC8sycL2+8vlz4DgoKVaSef2wT68r81zZ1l5rS/fM3rv8VPc3vT4r9DoumRDwtvIIHACh1U+x6KM6aCTq0HxJz3AVDR5I2WtgdtyytaJ0rOXep7ZjTnYfr32O77VFZc902OWvWkbVLqnTsiCM0vqtZ7Y8ogK/7LA23uVhLP/V0UGSDtP81XrVP/ew1ki/M/mrW7t/yvZ1646jPM7Xvg52KabQalL1DIh+Vm8b22tA9PVsx3VrdcJJyVSJbDkTt8y8bIQUiCG1vo8QQqujpS5DbF5DQs0exhT3NeehLe+1dRwacUjEdmIk1sfMPVC8L9t7VsfP+9Iemtb2NfBLOFjuWORjP9rPfhbu9/94/b963dfS+z7Vf5CHz/3Hx38yCPHQEPLw1hdv3NtFwx0ouo/N+0atTZNbqoPG0jacLk+096X+/Bv8Oj26f2/fO6jUF1ppRRftYXA+tlzPBgj09zqb2w1g1QLFqDFTLLDlFRHhOl+woMgkbLZwW29cLzMyBMIQ2LbCsmxcL1c+vv/I9XLh9fOVdZnJ80LeVjRnrJZWH6KXdn0oARja0C765R7bbs8XQDeAgnXg8W4A9SdxN9Xf75t2v1To2OfD3L+3Djtj+z4j2oIpsNdQ2BeL3k/tZq1vTbZf4j8+ukHl37eva7v0hDvnnsbWBohEsAE0ga2+eUQ8GaE5tl4MevjSUuuSNbp6a4WptVQH4wd2dBMBWXFG9IBPIQU2HGgZcGSgRb7NQAYEr33gWRddA5DGfnE/yyd/8VRALf51tSLBiwpLGCmbsz1DXAhRnUXXnXsLmFWUvBsbqlCrByCsrj6rerBrXyua5qMOrbEKJuqGhgDMiGWsSUVhI+7Meir+vZCgZ3P0/vH3W7ErPPpvYWm924qSdTcptKDR3sZtzOxSUIq1gqXGcWfIexbFQNc/dajB55AHDfp8+nqLzx7Hsz0ali4fos2IeUS8d+1GbB+OQXxe+bv31Gs/OphTfBXs7Hzz87QZNkJP6YsIwcHDzhRotqI+BEOC+V8xQatvztWaRqRkzISyVtDCOmWMQM4LIkquEaqRWjFTpJI1ekrsVgnRiyeGQyAQSWYMGohqjBUQz7IpOaPbimZ3MNzhq1CLA3Oird8iWgStct98raIooWs1Bm+P0DRPlbuOo1T1uh3qchpeu8OZZhZa7P8hQOS1SKXJScgDS+3BuXhYBKWn8JorpdDnDfcsCGvRB9kasyptX7m++SFBGF+eGBnYfpOxbzKmiaqBD6cXfvoUeU7vOcfPVD1RNHEbjqzDxPn4B57OF9LrM+NfjnzOyj8dN4Ks/PjhB4gBPb5hvA38/v9x4KCR838f4SkwniK3oPzLODLHyptTYJLCIX5mCBfsecNKJY2/IXz+ju3jzPIhczpcGZ9eKaeB/OY71tfC5Q83XhSeN+NpTEy//paaAvWgrOvMP/3rP8AC/8fTxDGcKa9Kvggv+pEnQI5vuQ0HymlGx8zlpz8wv/6BIP+Vjcx0DhyfA3/kwnv7wDJ/5PWHfyXagUP4hiqZH8NbNtlI8ZUwRU7fv0Oqcr39EyaZb/7udwyHI//PZeRDTvyfPhz4djXSrxbCszL9MVJ+mrAKty1S9EgJZ8bjZ6Zv37PUjc/v/0AMC7f4mWms/P45I/OAfXxDWV74ePk7LBnPL+8JKMsPM6sVRvnvJF54P/wra8p8z8jTGphyRT5eSSExhgM5KEtYGJdAXp+Ja8DWwDQKv34O3tYfA+uTEv7bK6tGsn6H1K8fcGLAkhEzaklUCwxDJk2Z1AC/NQW2ZIT4QpjODHFjShu3LfFpHRG5kYZXsMhmI2aVygpt3oYKMkdEBDtb4wWcICTsENy3/SDIok6SS1AkUyw7MxtDY0TjCDUTyoLIkRCfMYXsZaCwNxGVxFKOBIVxnRnChshASEYZb2ga0DEREMqnI3EesGNlHGZku1JXCOPgtQbWDRk3gp0I9oSFIxoO5JKpnzOmDp5ayWzXlbVuLKU6m/O9UrORNVB0YKkTqpGoG6IZwoyFQi5KLcaQN1KthLo6wK8ZscJiMA8jQQopLEQyIwWLyjbdgEC00fWw5wAlELeD77wHz0rTbUZzJU+GJiAeGMKApYgMERsikgIyV+QGWQI5ROIcGD4F5Mmw0bM31aprEc+KmBDD9AvdWUOGxW21aqBeF8WiYLXpVU+VMBh1HSjrAMzAjRoWargSBQZ5QsSI0w1E0PgdztD8lYMGwz+6/bB6TYipFKIp9XDBUkYPz9Q4IjmBuq5yMoF4Q8OM1rcYB4IYSQziCsMrQY/E8o1notTNpe9SRklUfQc2MIxHhgF0++i+gT0TQnBGpU3oNlBLpNxWD/ARUAvUOlI0oLpSdeb6uvLxw5U1Vy5zoWwb6+tMrpnPOVC3TLn+hG4b2/VGtsqalALEMBDCiC0e1Kq5FQGdApIilAMUgXoCPcGxwnPx+i4Gsgp2y1Q1ZnWt61EErGD2GYjU8BZBSHZx27JG1CK6jW4nHQyJGykaITpYkg3q5rIgx3IklWckfiTEV0RH0BMyTAzpjKJUyaCBWDdEMmFqAbqvWtwETkf0ELh+ek9dL3xrA4cUkbffwemJVD4Q//TKMh6Z//uJ8odI/R+JYJVARs+V9bsZiYGgbwlyJUw/saF8sANxi/zqTzBK5nb8hAyKvbygQ+JXMfCNCtc5sVwDsczEobKUQJ2g1LfU8isO55k33/0r+RVe34/kWFnHgTdb4lc/HNgifDxVtuPA7TcDT6q8vI+cc+B4PSMxsv0fbsxn4/xmQIbEa1GuthFNCBcw/chNK1vaKDGzXia2y0Qur2z5L3xE+SSVTS7M8h4ZR4btDdO28vbjexYr/EPc0LDyNPwLByrFntgyHP/0yrRsLO/O2DkR6ytT3fj+Jvz+BrdhZB0iKp+58YExLozpxvzTmf/9pxeek/CrQwBbOetnShhgfabWRFlGZBSG3xeokP8/3yKb8PT7v5DGhXT5ALXy+uZXbNOJ0zoyFEMPET0E0vxnhtdXPv2PwD//Y+TN/zXzzf+tECoc84kgN2L5SNVAzgdkU8ZPHzEpbOu1sVS/9hAHpRCw3HwrNwydUe82u/vbd9C/5/numdpN+uVed6yrAHS7tAOaHUi/+91urv6M2ENHV3q2e88S736Kg5Wdkbs7LEbLYg4uKUJCq/u+teELpWQMY1tmrFbm+QDBuN4uxOHA8XIjxTOVRMbcDw6ZvCnLkpnnG5+vn1iWG/P8nrxmat2wWglNCjCk6CXWtlbQvklbW2eUq9v/tKKxuwxLz2AG7hJMDWcKwxf4mQRp9rxAyy9sDddO82B3r01nmhFTtPuZjTHsBWsbSNwxjo5Fmdz9Vml1Gh7xmzsY9pWjDQKJKC6lFAymaEwDvExwSkZs/91UmatytYWqs++zwZx4kj3LI5r7YjVsDWMZgIA0Iqe1GpsuXeR+leJZnRiEcCOQWz1D3wus+7V6VxMgKKYbqpFaxaUf8eyDarGV9SguxZU2nzfa6hgEJTRGuamTpswi10vy+iTJs1BfL2d+/HBmDEfGcGZdCrdL4XLZWK8Lec27r2kNJ/Gi6oqpk0uUBWtB6wCY5YZArp6N0LKkpApVA5JHYk6UoEhShy+sgCaqtVpGXVpIQhsHVyc4tDGgLbPG8aIm1ySeuQJOohArmJyAEauLZ3dIdfyH0ec3BTSDVc/kxDMPu3pDHz2/BAfpa8L9+BLA9rVHvvy79uf1rKJOxt1rpzQsz+/my3u5Q8r9muGLS98lcqxdymtTegCiYQTRbZcYWyCiK1GotuCTZ0xV8TWwqpNra95AjRxmTJXbPFNUCGNs0nGFw3FhSCMxjQ1uEicNqVGsejCiKY1oMC8eLbHBzEZtSje1uHR1rU463kVblCa57WoevZhokKbEEFxhRaQ+tEXPiPiyfe6S2L1RWyCpnWOwk8P39jXYidd71OkRO3sglcu+su7Xk878lMd3/+PjP50JcR96/SH++gv39Jz+v3aK/NWpfYDef7W22e4R64c/d8DKL/YQ8XoIKnyxtD9gTNxP+XKCtc/29BXa8sMepfLULC+iVhtbOJPLxpYT27qyjAMxzoSQCEMgDNGDEHNmvs0sy8K6Lo09sFFKdpZdk8HprOH7dz5kRvy8Qx83socG7fpc9+Hx80e1L/6RxxP+nf2wx23NuAeE7LGV/+rq/1bj3t/5mrHZinF90XHtZ2e50zo8NmOuMe+bYeLXuBtXX95Wm1j3EOPjbbZr6f1v++f7Ii7NFmwpU/u7rXBMN4S+uCZ0KSjrmooAFltzNtB8X2PFi+aG6qm9Wtw4EP+3a9r5eCl+HxY8G6JlPDibpRcbq/umemfw8zBv+8bywHNsAOxdZsnbwxeXlmbYG04eDOQ9APE4GjpPf7/4ft0vxoy0QIS1/jXaOY8DVNkzH3YKTAtgUjEaU5T7Zv+LWCfWVoJ9PeFhfvw8o6e/3d7r8bA2PqUznDq+/fj5fQ71i8vftEnvmdd9MZT9/S+6sq9dNOYGPdqvBKlYdbZvLZkaAqUWYg3UUhw8yc5+tSBNO9sDYxL99yiRKIYH6jb3Z7R/a6VsxVmajalZ+1hsrIM+Jq21s0kfx77uGdZSD30f7sEYFT/N5ct+/uD26IPd33/caOVnv/fNtDuOP2u/fqnmIt77aG9r25ffPZjBv7W//e3DWsCSW0aGCmNLMR2NcDIv7pyUuii6KplMscJShNf1DYd8IKEMonzXsiXqeKCGxMozELHB40DXsqGrcCsDi0QqN5TK1rTih0MihYkaRizAkM+MdnRAa4Q8BK4Bl2/ZIFrkdDgxBag1ELaBE5EahUsBSkI5YQnyITIEgSUSirjMnBhb2pBBqWVGNHtWTgqUeKXGj8xxYB0GbnblqhfKLcNtxCRSRi+MqoMXcpQtEQuclhuhFoqtIBXNCzUIx/lEycKhJAYbCNakHA4Gb5RhzQzXhXk8kI8DSsJOQl0SZY1EDUxaSEHZUCRELE6UFKlpc7Z2gdjSaiGwhEyVlZpAiGhRCoVNR7REYoqcJbKyEULhGALP4tkZ4TUSzkI4B4ZUOI4VomBbm+Oj7OSMrxtrYESfU8lctjAFiAlpxQYDiWguSxbwDACtxYOvKO7WtHnQZDdDETB33kQETZ75EMlAJXCg60ub4SSJ6Ex7bbSgoD1giDsNtRC0Zz7ixje+G4gatoBJ8CCMQa3u7OTigVodPWPCyC4NkCdEAzV51oWyOqjQMqSKqgc4kP35CIq2zMZKIVumWiazUfB6HKKur2+1OvHBFKpBAcsFSqa26/R8tFoFakCzQSnsln2jKBqg6mz9nsJPfy5txZdrwHXzW5Zi7p9Vz+YgOtitDoipgqKeDRBgz+YUX2hFGuML22v0eNFnPFPE+g72yw7pWtJBMckNZAgenLHa6ouIt5/5M4kOeL2eTGjAhlC9XUNomTAVJ4SUfS8ILIBgkqlUqkSaGIZnU3jBGbePxBALhDqhKu7Ex9AyTXwMgiLRfIMLG0ijJSlIdhkA3QrVhJIqBKNs6vUdJmWjsh6LX6OCrRUrEdNIFuX/T9qfNkmOJGma4MMiAkBVzfyKiLzq6u7p2abtod0d2v3/f2KJhmZ2dnqqt47MyowID3c7VBWAiDDvBxaBwswjszyqkGnhZqpQKCAHny+/XKSQ68JaZ67LwnWZWdbK9eLV0stloWgma0bzSi0zWrvf4JQnHXSAgZWM5UowxcTXilZB6oQTCqet0ojaG6bC1gtJDImlBfW8slXNQR6hAUSqDHTbKu78r9rQrnVotCdFiOoBla4vLThPd2h87d1/C60C2LS0gEWb17ry9ZWsjd4R41iBEhgHI+AVXqEaLELJATs4N1CIAd4HghavdDmAJq9Si5cZ5uyUX5I4JX/mFUVFCZMRkqFLQbOwpkSRyKpKCYUqEZMJUSNkY1QFWUlVkHXyKqT0DJoJ54rFyDIl70tzqIwDpDVwUlyPVoDFAxt1IBThyMRRRoY4EmxEwkgIkSCVGo05Va4h+/rMsOrMwoULwsUCtQHYBEV0oErhMiqzVTIzysrcqjmGc0JWOFpilMrBIqqBbCNZhBpWrqEwS3JaOpQolSQwamKxhBLJGJetKn2i6gCrV8KEaEiopHVFaoJx9f4+QyUOFRkdzJJSgJCIyfcgtcKcGSIM9wPr+4HlVwNyr8yhIjnC1QiTEk8VMoTFPJnWqmJNE1/nnL6Ubt0m3ECo267aB+DaudJsyR51emFl7n+Tm4354v3uILq+eHHKKx/J/+oARLt9tp+5u98b8IqtOtl7tXkQXVsVWC2+VmqtSCiUmsklk9eFdVlYF6+GiHMlDu4YSDTW1VHp61rIuVJKsynU/WHbmA1su0O3F6yDmG/m/PbMxg0YtD9sZ+p3X2s/Nu2zLyobbr4U3Ufu0VLrfqXbNpss2yZs9/ltrGXnCOziCHY7az8fX3U0n9Kko71xyhcxUhCGIAzi2rYgZPVeRBHv4xOlUgW3H3UboC1AfJuDcPOp2P/jtsV2M4bbH2J00CX26uman2o4nTnV6ZksuE9vIW4VN2pKkOK+l2SEsM2/UykGavHnzrkS1so8Z2JaGCQSTRiiMUacp38uLOtCrSuqZfM992Pus9arDVJ3OG+n7MZhi42IA86kUQAFEwfCsQPL3ixIDEFCS0ZugfUeo9qc+t3rL+Mtt+7xrYJUbij5/dH7H95CA13G7L7vFx97ubP3he2LWMWL5c4eGL5/vtfRk9397297/7WvEx3bl+xkp4RblYDsL3Q733aVD2aKWmh0cx7TFQ2o1o3KXEJgXdxeSrOv1zKaV7BHQWLwhEIxSm0xD209flW32Icnu9p3q1Mr+U9jiNiqu2yrVhDbx3B6LK8DiF+N604W3mRof259Ofz9vS/mZX/Kn5NJL9eqvPj99S/tXr7CNf03JSEEDwS5Lu2lxTQnwN/X4Iaob6eWcW5BzX1VxK10xaD3VelUdO0CvS/BviTIB6AXm74MGO4buHQEv7b77b2Jt4K2ht730mwPbqmAWisrtpaU0AwopTrSdcgXIHO9CmoFCVBKdSU8X5AYHbGyVubryuV64dPDZ5brhfP5kXWZmedzS0QsaC1Icf5dqy0gt/WGaOsi4OnvzuSD3FDX3IS+cBMIXaEH66XXPuabru0n9eCA9Uxmm8eNfmSHutia8Mp2EddHPVS3WTbsF+7Wzf5rVqY8tQeegNi+i01oi4iPhU4YA3BGzCsUnFdAgLTpSkxabxLz93HUvlcnNAoh8WSGNUdW5NTOaQZG8OC2t31zOiFs3OmrRG8e6VRQXYH07K83ZAbFeW53yl48ERVqq7yxLlQztOCFSHF+fTFC477z5kurC+EQQN2R86SW8zdXrM2vI99NJp8z7U3/2qbYFlGfsg459Xnw+zegoOTbPEpEZGiGzQpksKXphpak6YTLWyly4oWEMq94kFZKSK/u6MiTbS0VRLKvCxt9LFuzTA9SJZADoIhkD6To+DUr7uWtAE6DIY35a19gbU32NXOzl1GJYbH1Q+jypTUcv/XsbntgQwwE/1wfp02Z7AzbniwTHJWiuynqtEJGa35krZJA2n72YJ4CZc2YGmO6IlpYl4RaZloSihKvCc2OWK0pY8sBk4EwVafpSQMSB9IwkoaJIVZ0qAQ8/tX7b5W8cJln5nVh0cUbNNri5fzFKUy0umNjweddtbrT0ZBFReXWcBZFVZDqVQ9Sg+vWCla7jGxcu3JT6NKVO904awG3TT8KaGiVLbQksBvjItUlXnNGbsmsVm0T6qZjTaAGD3XFft2vXWsYVZ6dk/wfilNd/VUkvAlMh8rpIFxPK3+aKvJjQT4WnnjmUh55yN+wPP3f+cbO/IfhR96L8j8V4zxN/Pdv/4ZHnfjj03cMUvnud39iKQsf5yfWVVgPf0edRlZ+BDtzfjhyXgfir98SpnesvKXYkePTxN06oneZ9buVs1X+xIVhEabnldN45P2vvoN14PI4cVgrv3q6kkU5nyIaTzD+Z/QgPH64Zw2Jd79PpFXhfkHHwuPbz3BYGH5YiY+F1d6QuSMff4TTmU/XIx+v91h9xvIn0qeJ6U+/pY6F53cX8lGxY0JyQH6C8Trz2z/+M8kW4reZPML1p48IE3/79AbJB47jgSFGZJkhzoRvCvbXmbf/6yPf/v0nfpgPLDph7wbyryP505H14R13NfPbfGY+CX94l1znHbI3940fSVaJF2WMifSrhE6R/zN85Bwe+XaKHONETp94Oj8Tnr9D5jvugvA+Ck9p4Wlc+N2g/IekXJ+Fhx8C+bcR+c3AdFx4992VrJGHHyMkYfhQveH1Vx9CHScswEglSsXSRJVE1AmxgWRlo2aBJ6xmrrqSGQlUklQmGVyN5YqJoTU2keXNyPObEZFKlO+JqgQZXWauzgPMENAkLPVCyTNjOTBV55v22rXi6MMwOPo+GDFe6QnVkI38vZHkyCjfYgGW0VgDsAxEHRneRMIgTOGZZBCeA2ghE+EYmKKR4gXlLRLvuGogz95jKYRAHIwkmRpWdMzksvCgz9SQWeIZs5VkF9RWzC7ePLNWpBpxBtaKnp/RfGENowfEW+ItN15iuyp29UAbMRKGQhgzpoFSjpAiNlYsgzwHf92Gm/wyxbggpoQnB0Dk44oOlaoTVkdWO7JqwtYZysIQB9IhgWSMFREPKMUhMRxHShLW7KmYyIEklXGawZQ16y9K6AtCVK9cXKYLGgvDkghrcM7mulDXIxYmrPXqivlAXN9AmCFOzbYvm3sl4v3WNMyUNLsOzm7LJ/0IVljjiBFYucMscVBjqIbmR6zMWJgoYWDIJ2I5ojaDPSDpDg5vMBV0KYRUkGN2vRIzpgN1eYvWBKvCvDLHTBxB3xlJEqfPK8wLj3lmPQj6NyuHQ4A5wSXAJcEcWe8q+VQ558JTzpSHlfXhynzNPD7NrEvh+XEGCsQZKzN1ecCKc/UbxlC8prTY4k7t9RnWwnC8YxhGrjWRC8R8hxSQ6QLjFdWEXSYkifdekew0e1TvN0Yi2IlqiazfIDjdnomwxrcATHZ1Xu2xghprRxseR2xKDGcYslNjVTNCypR4QerCWIsjg4NAUFKdUSuEesVkweJnB9/MvTn41xxG1Rmr8NfLwN184nq/UMbK+LAQHxKXR+N6HrDjSDoOyDcB+Z8Dsc7EckHzgdNyR1wvTP/8vdvVh7ec4sA3h4XFjH/QCzVVPvymkkTJ/98zeo6c707k4UAJH7HpyjQdGYcTw3kmPK8cODNJZr4Yc/k1Nq7o/f+P8FNk+ueIvn3L9397ZLwr3P965pCV774PhBzJywmTwnj8SEqB8fE/MC4nfv32xLtx4D6+Y+CEDgc0Jh7Gz1yi8RCVn8IKjwtcjet45XI4M+uR5/qWIWWO45kYApFn1iHwp+8ipRbm82eqKs/yFubIuz+MDLPx7fHCeDdiZWAugYMeWIJwPv6eebyyXAJ5icxWSVY4xMSbdCDkI6ucWOKVP6Un0Anqr0g1cZoPSMqE+09Ey0x/fCJI4PCtV/Kk0wWJmTqtmBl3MhI4UdKCUog/PRHOZw6/Gxj/+j3H3w68+a8jj2ngxzEhzyPhe0V+VYn/qTKd4e2jByaXyYBE5PSLEvoApg0Vv/OZ3TBvCd4tMOho8R5J9z57pfljHc0b6QlhaH7FzpbcgsU9GLlHPPXvlvbdomCx9bTzv6U5w9Y/A5tfpe2+Y20JYcFpFsOKxYCUnhSPaDVCmKm1cLkeqAKH50ewQBreYXLPWhLrOiKjEkYlL5n1emVeFi7XhbyurHmh1oKFtcWRSgMhKYpRSqHkQmkNrKs5MEn7GR2wtAGa2nD0TD9Om+Pv9Gpw77vRYwCdcq4HVpU+9gOCbNcN4NzsG7iu+woCktxHU0FC95H1Nr62r4Bov9gvT+YbnkcOQSBGJAgxZGIwDjFwPwRGCQwSIDeUtoysAFKpIZMlkoPPYV2t+Y21gZ89MqTia6SDs7o3e/OjWoBOPeZhobS4hjMbODNDbIl7B0NUqYhGwlIblVrBLHpIPiTUBkSUUq4QhDB6ItwkEAwkJ1+bpqQ0eAKsVGpduFyU68PC0/TMMEyMw9HXriplnZnzM2teqSU7VXDfT+L+cuhJsHjy/dj3WW9hKDMq5eZT4xUGodFjuwESKAG0gZWDjH7NFldEWi8InTCrqC2+Bhp9pFXanu5+ZY8bJYzolf/qTBZeVXFLvr0ODXuFQAN3Wo85wS06+wuOLibaLxsBRWcnMY/rudwT1+c7yrdbplN28ufmN3vuU27f0eN7/XrbfdyCU9bZNaQ1nw5O4+bgFP/pVWIuLZofj7beqYYED32XWpyaqc4oBUoiUpHrZ3K+gCwMy8SSF8bpwHSaGCevnA4xeTVv8aRsLYVaCyVnSimsZSWXzFoKpRRyWZ2+tcU/as2N3l/bfTolGD3x28C8VtfW0zU7fX+tXRA6kMEUtIM8b0DOFuS7rY5N/rQ4E7tYRX9P22dbYnWjAe/TYW0R9IAT0thobJu7G53710m4f0dPCG6rqR/bbuih6IZa34dl9nHHF3/st1LfXTvl+uKLrF2/X3IbnS/22PZZ65d7iWT+MqN4G7iXSq7/eF+IapWqwRddLeScWdeFEL0hioSABK+EuF4z8zyzLjPrulC2KggPvql23n7blNxeyJi9vrN+8/ZiDLcAKbeF04emn7ldY4/OeHXll+fK7vU/d3QB9eX4v/jUhmz/mqMpvBbsvb28u4Dt1oDdAtyb2bBlo5oApJeH6as762PWz+/l302A7QLCt/PC7vzbdaxVCOy27nZeU/FsfRl6hQIGPenQY6TtObUFOlWtlWiVJhhSC4gWIHtpKMGFSA+mah8fbXfSaZuaCOoG8WbBdeO1j1G//52SeL1HNyHWcQLt2hs6pKGLNpRFQ22+SC783NG11aaydt/XqZd6Yu228m931JWZNMX9C5Vvv0SnhaI7D7u10O9tvzT2f28GPy/OkX7Pdrsta8r49qS7nb1d7zYXux3erucGVZtQn1N1I8DaHPfqGWs9QrR6RVcplRALuRQEIZdWImoFC0IoTbH3YLw5SlISRLw0WPv1K5ScWbPLxJwzpeT2Xdqqvtr393W2lQjeEgj+GLJxNzpVk5dHxOaodETD9rzc/t3/3NBefbR2pe6bfLxpLZ+YnajZ/t3pmVfLX/4t66tfPLS5FUfopvUerm7EFjFiGjkknPpCCoGKGM5tXwrJnEveBOQYiEk4VMjVeKMLwTygXE0pQSkSyNn97SgexNJYYYQ1HIABsQFPqIrLtFghKbUo62qEYoROQaXNYaVf0wOtSTJRcHR1CNQgZDFKqZAVCUJKEdUBiiG5EnIhBEhixBCRFkysNSNzRZ6Bi1J1cR0cGn1XrlhWUjGCQh0CQiKN0ZFfzwGKMdhKlCvKzGqZNCtRIzJmZDqjg7HeHSApU+uwKWVF7cASB7I5qquaMTsQnonUguSekLMU0IQbyGacZEEkE9Ub9Fqt2570tdeAHE1e1RSZD4HVAnWOaGil4DGyhpP3apkHZPIG8aRftvakWZRC8USdjp5Ia0anYERrugCnddHqgZJo1ZHFNNRO9L0U++5pwJHQnJGeoLXkX/wCWAHb3+64JXRz9L2/hFhLbpihtSXN482+dDz10i5WWkLQnNah6RzT2tReRc0oxZDVKJNSYm37yVH2giKhoLHx6kYwy+5Mt2qGipLNGyFrKeRamo7xvhjaEpkWnX5OzVApaKiOYhRx3VwivXzdnS5HZaV2DRUQdLN/RKTR+9lOpSoWvPJRbXALKASvpFKn/eh5cI8pOArSij9ziO6ARzOn5BzdbJKKXyPVrRrEFLT8Ehuua7HQkrwD7kA7QMloTUTNaS17IK+tUiA2iog2P7DpOdmCat3WG3G7wF0aa6bFphO12WrtDbO29nBQDVq910HnWwbQEQ/kNXtOncpJzWWMaWtUWCoSHeQpUclrJVJYpiuCMs8jTBGqOhBmqbBEcqheKZELS86U60pZFqcomWfqUqmLVxKJeJ+var6mKl5dYLnpwVyw4k6r0vpaYBA6r7o/l9EBW7JRKWxyqAVgo3T9m8DiBmAyOmilG6VgfX9GuwHSjMaglNoeqkjbTyqNwVk82WcNhEFr6OmB1UbDElqw4GuTEAa2evBM1kTIBra2W1akerAtDHHTuWIrqCJ1gZwJJbVKmco6BaJFpho9SZh8/GygrRl/9CEpNgqXIWNJCL36y8wLexPYQSBXJM+oVDLOHR4HJcRIOA7YKFRdvd9gcQqrTr1ec4Ag2EkIQ+A4jByGiWM8MIURCd5rx4JXsGYKCwtlyWgtMDtdR14y11VZW1BSbCFHT0pJDZQQKRrRGhjLgUrlMgTHIWVDVqXeCTVCsEIAUkwe7K1QF6GukZqjV1aJA3HcdFNUSmtfMhJsIEkkZoG52YLqqM9a3JawUJHgTc/FwMQT/9plXzUH7RWgVXuExVCDMIhX9a2TN3IfHEGuxYjVz0ECjEOTwSM/48D+5eOFbd49pC+vYbv/+kmvzzF6f7ibaXmzSr9O6O58A3v52s0/Cl+cb82efeHdNbvbbWzxakXEKyKqULUiKpRSiVnJ68oyLCzLlXm+EONIjJOjxBFKVkpxChKnw2k+hL2mmG4o4d7LsPXg9KoJvQGOms1kL4z7/YVovtbNP7VOSbIbh41oQ/Ze4+tRffWKuDK9jefNH7x5aD8zY68vviHFf8nRn/EWo+g/1ipVlZZAaPaYB9a1aYTb3d18zx53aA7pzvHpY2Yvvt8f5hZHk93fHWTYg86yiwW4DeYxiqahxMEFGjqbQ1uLjRnEgkdTfL97vA0Rcl6RkIjRw+2rGqlCHQO1OnWXWvVYW0Opa5MtTp3WOHC6DGi2h7DzP0N/QmnsE7x4Xrq93O0RabaX7R+5+ZKyjwvdxvEWmHdAqsgugEyrykC21+zV9/trLbayfWmLjfRk2Ivqjn+rn/ozq9r273TbrUmtF18jL9b+67faJLwYm9s+2gVI9qwl2+dtG4otJtLnT2iJW9muaW1cX1ZFCGoVtAHK1f1NBHJ2qrKYFt87oVXspEpMdQNBamN+2PcLLtWTEtpomLTFXm7f2+XX7rWtDK31caX12GzJiv57r6r4kjFnNwYuIXf64HVA4+en+Uux1GfizyVOX+u13dr+iuPflYTYFO6Oe+u20G9UJDdV54ESDXE3HrLduNZ2RaltL4WWoQ3bngR6xfYLZWsWbkK1D0JHsTZh6Fm8jqLHO6o7fJjOwdbz4mYKBDobQK1NMeeMVSPHgIkSluR0NxilrMzrxOV6docRYcmFy7yyLgvP5zN5WTifnykls5aFWgrrsrrA7JmvTbm2n75YxVoplnkVgOCo3c1AM1oc+jZHbTO6ampCsweM7TZat0qDNtT96/sm32vX7eI3obB/69Y1XW/Gzf7cr1G8G/q7lXtrJ05rz13D7QFF8Qz8RA92e9WCo086CsVCa4pnZx/L0ITUJqgOtwWFb3bpnkZPaJi167qg72vN/+tVDratf3N0tQChNe2s3cld21hnsIjY0e/R3BDWJlCkOjrGp7ui4ezDUg+IjIhcEbly4/VMHlQiYRzwdP4VpFdAKKZXbvQ37e4NRC5AbY4hTnnRMsi2zWG4LYWWRGm1zHRjyKc6tXs4+usy4xUSZzZFaQ01sSninTbxKEH7W3B8bAFJeHXMADIicmt0Te8Poi4stsqNkL9iwe2PJrGkB/ddnGoznCQ0YyH4/nOjyT/ZizAdiCNIBwi3DRKkmWexm4P2QrZ5OYPRiE36FqA7930/9OsJ1uSYNWSGoTm08lBz8FUzbLz5klAaz3dZV0yNebh6M3NgSAOrZeIwIKlAGIg1EdfoSLUhkkKhhkqMiZo8wL01q0TJOfP8cGZZrjw9PLIsM8tzS8DqQqFXf1WQguBN1fuaFDO0yXwPRPbMvzSKDm0NOZ2SonbjkgLawjC7iggXGzsDPDQZYYJTmLnMDag7Xq2CyUyoJt6Y1VwFb83pNNyWnEEI4YU8/fqVJi1xDXI6E1Lm7vm3pMdvKcsjn8qV//jrd/wP7yee5iee7Zkiwiz3HDXzdv1HdIX1Cud3kc//aYBZ+fD7C2/tmW/jD5QC58fIakb4EAkxki+KnivfSGSKCX51xU6VP3DkQU/8tUa+rYqmmeuQyQeF0ajzleXzwlgjUx5gLTxygRDRIRMTyGgMYeVu+AEEjvUti0ysHJwa5vLE8Jy5//UbhtNEPr9FPwfi8/eE9ZHhLsFRObx9T3z3d6T6wJA/ET5C+ocTOZ45T39Ep0S5u8NUGX9cISvT1cPSP/zuAykJ96eJQ4b5fz2jT5Xhv3wkvvvIT/nMXFc+fP+WUz4Qr5+Yvnni6f1f8fD/+k+cPn3iNz/9L6xUZq18soEf7kdYI88oT7bw/afPDBb5nd0ziDCOFRmU8ruKxcrp08owV/5vp2eQyj9+gqcM8RoIayQVI4bMypWFlVUDRUc+Hkee70bC80CMI/o2k44Xrnrix/ob4qzc/2ElvDHqfwzY8ZdJtqE0uaFnhLUFdiJlKmiCY1iYJBMsECww5wNrnoj1SqpnQqqkoVKTUQ4e7B7K1Ar83MZLg5fVh3wEMcoQ0GDkq6LViKG4DK1eFh3iREonFlkoIZPqSqqzV/uFyZvxXhZkGolv7rEQkTAgamj+HjDneY4Ty30hDIUUqgdBshKqUKPCoNg1sMyGvK/UQYiaiWVlzBWsQCrIABpBV0VkRaar65EMxeC8KGUtrOcrtaxoXMGcciKrUo9PmGbWi6IlsR6fqcPKaCPREnU+Uc9Hl92DYZwxnhm1MuRKDcoanSJJiwec08n1QxhnL/h8AJXKnK6Oo5IRlUhg8gRMSJhG1kGpMbteDyM1V3jIjMPKcFqJORCWREwJe5eQBYazIVMlvrmgIpwtedIkx39lhX15eG1gxOZvMQvk4wXGjOg9QT1JGBKuC6QgtSX6IuRhJNbsTcSDOF94gJCabaAnkAGGO7ySbsRYseEZC4VJL+4H5A+oHTwgawHLblPXaUWOil1nQl7cES2GaCLqr7BqLKUSGBj0resTza5v6kiwQK0XyE7BZFV5YmEZAlqvTJOwhg+MjyfC4E3BWSKyBPKzJ7OupXIuGZ0X6tOZfFnJD1fyatSreHKsFDQU5mNGAxS5d3quy7MnH+oZ00KRgI7J/ZiqhOPIMCbMzlh9cr2mnrzUIRKsoLo2ZKzTJ43FMIlk3kKAQ1wwCtmegcogFQiU+h5kIB4PTjsvF4xC7FQ38Y56OKDxAeJCLZFaEkNMhDhhOmBlAJsxe6DqSOE9IgfSkNzCTuFrAXWe2Ps0UkksT0LMmTytVAq6ZizPTG9HhsOIrEC+UuZH8p8+wyzYJYAUiJXlTeTxP73neBb+5u+FOgkPv1lZg+dAowbGTzBhvP0WJFTW9CMGjA9KXIzjvJLEyG+V9TdC+P0V+dPMcxj4FBKnEnhjA8Pxjum/fmDOmYfrH1ifRx54yzINDL9Sp2/6CcYU4T/eMUyJv9V3vAlv+Pb0gWkaeYjCEvBkkFQ+1s98zn+i/Eth+LFS9Jmiz1x+mvjx+wPyZkG+KZTxzHz8kcgdB/0rqgWKCgNHvuMtdcj8y7e/Zx5WPq8rLMYYK4fJKOGBwMohjwwlsn5SyvlIqCeCnRgOgXQAVLmWzGyVJc5M44nD/e84BuWbVMiPlcePCyoFiysV5WmesBi5Vu/h9dvHwGSJcnxLicLnrCzlyv2PmfFc4c2AHe+5/DTDjxe4F7gbCcvE2+s9S4o8/1VE45X6sWKrcKqJkALhXSIQSWX0WMMvOKSDqjriVGgUgJ2L/fb67V+aUz7QKUTcxfTA8hZXDy0413wk6wGe3qh9q5RogeKtkXyj9xOv1jfpSNsbcC4Yu+T27oHa42sD/GhL3krrkZDDSrWKZKhU4jWjNfMUnylZgZG8LCzvzixlIY5H0uGE1YzmSqmg1anIgt07Irx6TKW1jaNeKyUX1tlpq9fZqyV1zdRS0bqitWA9JtDGoVc6qwjabPiecMUSva+B+6tjm8Du3/f5sc1vNxWf3z5+++hcH+v2Me+voVtcxfnnG6ihB2clum+h+Pf8G4BLQvWYVYs1qAVMhbUoswSvaCUwl4lVR7JCViWrg38UQB1EItHnV21s8aba1l4DaTbBq+JVkdDpjXv8o4NY+jruPTHbkJtiNUKT91jG7AKW0BLcjyuKeiYBCYnAve/BvPhzxoqIseoRkYRSCDWiVlnnZ+p8RxkO6HhHGU6EQyUeZwgFkwUtRlnUwcJaKLpi9QGqYdXHTuIJUGI4Y1TXI4Ynya0lUYmwyC0vEKwl0RIWvHdODIZx8N62FLdtFU+0hIuD6YzmL7e4W3VgqOixrbG5xYoqWMU03RL9Yi121wNy1pZ+6x8qEdHovbfEIJZGAeprMtROXf5Ljm3Bt786BZx/vzSGiN7Lot/nLVx4o6X6MibdY0k92NiqHdq6e7k/2vuhM1Lc4iCdGosWb/Qhbs8ZXDabmdvSEhDx9WCmSAnNlxBCrJADta4gRiwjqkZMM3PJpHFknCfSkIhxIKRhq07rd6hVqblS60qez1t8t5ZeuVPd3rJCNQcvmeYGDM0tudD+rh2gvmCaN+B6LZmaM6rFacZUN3rqDqyRDdjGizG+Yc9lN679b7nFeZs83Hqf9pekJUpgW0t9tqVdp1PU77J2f/H4dyQhbij8/t8u719GYW75E9n+7qjpLy65LdSfS3rdrt0CvC/OaR/+M8/tQnIfne8b59XnZHcTfeK2Cew/DcmrXoZTqpfbhJC9TIktD8y6FtbFqyTKupLLupXt9CqIfVZrQy1vG/PVb3bb4F+Gu+Q28XuFaS+H0rgNxZ8DGW2X6d+1m9c9Ldb+yq+W9faL7U+V3d9/8ehKvn9ov7B61La9thkit6bIrxbHi/t7YTxs13Cj5SYM/YS+odlmgWbg9R2wf5DdOThX4iZgW6DzxTxYv1YPijbB3vbI7XLi1Q0NdUxXPFupLbfx2LKpPei6f1a7od6aMvT34m6H3j5ju//y+veOmNgms6Pa+1i9Xg0N4dbLBLehl+0PbwLWP9ER8vvr6G3OelWNvBzz23ubJUQvb/7aQ0RePMH+drdb+WLf2O3eePX+7qWdnv7yeC3/di/3NzcZ+/qm5CYpZJNV7GRWS0Q0pJGoZ9VFKrUWpAiltObiJTpZlgUI1oI73vQ6YkiI1JC9cWANvj/MlbpSvSosL6zZy65L7s7DTt5Zz/jfVp7t/t3krrU133jyDOdj7pUUuuN43D/vbcv6GrjZCi/l4m0YX76439n7AoiXA3+7wIv5/CW+heAc5BhCcuN0jVgJ1AxVIRNYYmKJwtoc09GESZQpZnIMFEkUhCcNiKqXP1sl4QiONR5ZDSRCisYh+9jFISJpZEwZicphFZYCg2aCFGRYIWZIbTxqhdXHupoHrWJZ0ZiwKVJNyOrDX4JTwUXNDIYHlQlUa03YshFmp9kCc3+wipfe10qlYGmlaiZbZmjo+BAKYcrUZKxaEIXksElCo0Ur1R2+rBExmKeEFThE8cbHIVNsZY2VYLBUY52VOmTqMDPZ2gKiCosjkaNURAolZcxWprySLHpTUwn0vHe1tImvYDQ+UNBVnKWuNnx4UIIoJSolVEpw53kxYS2BMQjHEzBALOIInTA6Kj+tEIxQsyN+v/awDb9AsIYct+B2i+L7qIEdNjsktB96VRKbk+2N4GlGL+2zgoamQ1rZsye2XfjtNYzQknzCpnbdkA7AgFnY7d/AS0NEWoLVE6BGavpt9WByjmhticQg1HFFCFRRjEjVSKkBiictUzeuO9rSmkztCecAJg4Uqep7sxShll1Vhinel2n10u9gvnc2J6nZcKreuylBSOIOa705n91mE2Pn6Pk8dNQdsTlk1sAQPaBlobHSdWyiz5EFGjjdKy6sofkdwBOw4FRaFgyxVomC6wS1DhwKL5XTVx2b20iQgAawaF5lEtgQwBspRntwF9duN1hIbp5F2xW5NnQ+tIAUdGSsr7fQggWgeqPc2Bzo7VubbWIvUfduq3Qu3l5Y2NDzeLDXQtvbatTi66fkBSGwZoEQSJfZaVGOEYaIrIKUQK7eDiRX18F1zpRWPVhz3mhpzcCK5729mpDGcS3tub183xuHDpg4DYu0nmGiuu1L2Tmb0pqHOlzKIDhliTFhNoB4Uj5Q6BW+DjJpYAfxsdNWDUmIPpcuINwOpVewhGadtM+l6A8kAapgpQkAiR5oaM153Y7+uvUmgHevsGYXmyfi4oSG6C0wTAglNirSgpiDIJTgfY/Ex0xNfG7FO9pUIAclB9paCd5IWQJ1jC73W7NJC8F7C7fKZRJYFE/aDoaFTIiVJMaQA2kQ4mAMVI5zRk2oi0KqcFhAA2kcSNErA4kDKY4MYWz6O7CqMhcjqFdKV82YFnSp2LV6c+qwsJJcHqqQqmG5oDIjJKplqgSf5SDYOHjVhyWsqldhBbcbilZKMdTEqb00+doIOEJQaWA/p/osFlAxYoBBApMFxrZ6JFb0kKlo0xeGJUVDwMSaXG3EnBq96oLiwSQq2cyBHEMk20BVI5ZAWiphTaQcqQnGoaBBqVFIQdy2DV7ZZiKk4auW2atj7xeyJRVeOjn7c39uLXedZi/+bqt/9/r+Gj8XIHl1yc33tE1mWwtkbr5Tk3cdh3f7puZNmPsMoo3YSH2svCeEUHOmSCavKzFGluXKMFxI84U4XUgmKMl1mnovJFPviWMkX6MqVGVDE9dSqKXJxFL8nO47qDU7xW72/Yvx+TNDs/Hqw83Y2Omb9sEe4nxRRbeds/+u11/SfHh2Pv52cXt1P7/AXnt1+Jywmxu3w4sKaw2tEhlWNU88tPlTY/vX9UW7CxEM74Wwua/W7bS2BncB3ld3svmcWMc92+557bbM9KbjwbZ1ZLHZQw3M2KsOQ6/EEZfBwQ0haqNTKmVFgBIGIpHMSrREDIJG8cq/WNDidpoqDmzbxxOkm0w9YO16cAOAbr51jze+9BG9cvNWRbH557Tqw+3a0qqK+ljdXv/ieOHg79aY9G/exZTaer0xzrRTTbbEY5+bzjrxtQn9/XN+9blbWVH/rNxe3xbXl4+2P16j5/fWGLv52P3zMlbcKwC2TG4b750t7+83+14dfGlaXW3V4r5tvcVCzAzW2OHh1DoQUyUUh9d0+xXBk6mloiV7sqB6D06nm26JJSsb6NIb29fmD/g5/Xyt9ZaMsF4R1uWgNsaTm0/BFjd+PYI/91qfNdn++2dP387dy779ydvifDmnf+Fa++PflITost9RuLdNsomZntlv699efJINdS/SM3nc1jC7hag96NaNUT9XVPzCUVtK36/t2a/+3XJjbOk6B24Zu5bFqU1eBnPuNglx+/wtVWKtMZOidQAL1Oxd1kUWL7Wpyrpmz5IN3mxH1UsQ17VQ8soyX8kls6xXai3kdW2lNV5e41R71koWPfDnm7oLk343vmw2mdY0k/8jm7DcigT6h2QbKi8Muw0DW/Msffn3rSCtfX5DbN/m86Vzt1sMBvtgXhee2h2Vv3TIoX1JS0ZIL1e70mq9X73f+zMsbKT5CkjBWJDeqwE3noxGFQF09Lk5ZwQirdeA9TLHxf9u/RnMJpxfQm+bwVqWdp8RtubgmoEu7T4T9NewhtrvSQZAWsk8Tl1Ay2obVyC7kS6xVQAElITIgHQ+OSkNQZMaqqcJPu+S6fPVjQqyO7LipdzoHeDOtRsla5vjplA3qoLkTmpH3FDwBpF9lvtzV4yHhhg4+eda+eJWthluStrvyfknvbGmbnNkveEAhvRSQ2n3I7Wt1NTQJoedcHae7q9VqK5UOhyItoab8x12KtLwRo0t6eiRDvFbFGkOObdKiLb/wvY9N5Nt2yzbC0KPoejWQIzNwe99Nvom6oEQqp8TWhBRg7YkAi1x6rX961qIFURWolbCEijqJfUpVdaqxBQdASyBNEzEwR3flEaGULFYCBIJ4sEKja44c10peeVyeSAvC9fnR/K6kpcLpWTKWhwN0PdW9j0gIsQeIBQPYBhuRJpBaEExN0q92VNuctd5Hh2Famobl+cL5Yj55z16TgOK4VUn2qonDAtehaTV7ykE3BAI9mLGbkaPr1HR2tbzvybYXi84we5OIJH4MCBr4XoVarmwHDM6Vf7hm4VPf2PUj0r9lHiblV/lQhiVeAe2RMZh4krg//NPgTXB+V3mTjP/eb5QiPz+2zuqBb5LK3dUfpNmgig//e6efLrj2zJyV1Y+fBTqeWV990y5u5LeQ3oLchmwS4J5Jj6vlBEejsYbEt9eZvJp4uGtsK6RHx68a84f04lqhfHywAHlMHyEkPic3jGPE3d/MAYplL97pL5bGZ4yaTZ+rDMfz5V0/Cfe84lHqXwvlftD5dtvM/FYeffOeMiVf/58ZggD3x3fIeLBIluF/FNilcrTh0/UqfDw/0xoSvyXjxNvF4HpCQ6Vj9+tlCHy/DRw/fSOdP2eNP+fxPtvGN9+R8kz+fHMFDJ/lR44pIX57SeGJfN//XihkrgOCnEgTgdMAvO/TEQbiFMhBOF/t8BjhenpQDpHwt1PpOlCChNJEmtUlhjIQcgBrp8q5x9W3n2Y+c1fK6PA8Ud3ooYTMFXy8UyUheOnz6RNH37dEbPLLpk+QBBqntAakahECnWEJUTPPahRxhk5XKEYloWaE3WJWPIKANEKzTnMyaghsAwDSGQc3xAIxMH3xZh8n0URAoGR6GxSg5LTTJ0LtlTqcMLSRKRCLggDQzohKHHOEBQZIpiS296rklzdPf1AiImBO1QSpCMxJI53P5BGmN7dkQ4Ty/oBy/eksRBTYTwl0nHCWr+LMESYBqoEcvCm1BbOKJWSjbIkyvVErQMZoeiC6jNWZtbzE7Vm4nBExuiNUZe0NZPO+swSK3I/IPcJnmZ4bA2TtSBhQvSOGJShcRZXFCvaaHegHhPUSHp854G/ZgqFOhDUqMEDqVNP0iTF0i25W9dAvhyJQyAOgZpG1mEilEIMnqiQ5eL6OwdXqRy40Vx+hXgDUg0EAuWYfc2kBQ0ZpqsnI2ogVKFzSldTSlIiwpgjpIQdT2iYIT5AgJgiyIryL462fHiHVEE4O1JYjlj0RrsV8wodzUS9EOSZQQYCA2ZHNL8l5pVQslcEGG4TBudtJlfUVopdCbIy8clpgg4R4shqI6G43AzBSPo9Now8pQ9EO7D+y0dGQL85YXfT5n/rZcKuE9UyxTJLnrnMV3ReqcuMoYRJqSUxrydqDeQHT15VfnRnOao3Fo4ziFKWD1g9EtaMVEV0hbigGqnpjdPhUAhrJa6KDAMy3EHIpLsLWk5cl28RWxnsB5xV3fd2kuBJlZPbN7oOrfE1UCEdjoRoaFrJoRL00anXNSH1hNULVS/IEClDs48CsIzI41skDIQ0Oq969N5QVeVrTTdigF/dF1KqDDwjObO8fY/dHbjajA2Z6fuB4fOAHp/Rw2dvSv3NG9azcqZCTsh1RObC3cMDYR15mN5TJuMxnqkWses3WA08DEckGk+nI0Thx3+8sFwK776t2DvlMF2xNMNlQq4D+Ripv0uk4ZFvh0eOD/fcffyASqW8+cy9FP7mlJkL/Hi+kiY4ffeR0Q68W/+OqCOsQtERPb1H04l6Z8i08vn3lcezcoqFQSphmDlGWOfKZcl8Plz5PDyT30yQRhJwUKjnwvLjT0ha4XiPjnes706Uo/Djb0A18vynb9BL5cPdQkorsv5IXmbOn06UJaGnb7HhQDr9QHz7hDwbNl/hFOB45JIHntaBU8h8d1g5kXh3Xqihco4LSyqc/y8XrI7E828I1RhOj+6DjIYERcOBooF5PVBNePPmn5Hhiad14HmI3L1/x3B34tHe8Kgjbx+fePfDk1fHpYE7WbkfLnBasfcjXAKimVyUp6eVOCaG33zwRuVffVhLGrfQczfaubEy9Opss+an7INjW/A2IFRMS7tqb1zZwj7igVlrmQJpNJktYLBLLLbgW8Bf60AfGv2R4AnsHghFELmB/ax/h7QehARK6eGS7BSLCCE4rbHmABrIyxWssC4nVIVlXbjkwnktTOM9h+lKSBNhOEKTF6UouUyUUlmykLNyvbiPcD17BcRyeaDkhbzM1JypawNwFk98ufstYBmx1jOo6aYbrQ04OtfnR7agUEvca22Jfj9VLbWP1FZV1K6nQqc+6b7cFh1q/pVJ65NovYeCO3+Kbefvk0p+T7/MX1ALVBMHukhg1gElwjpyzk4LKgFyMXKZmWvhWnOjeHO7Qc1BHlWGFgAaPbya3IcP5vEfZ2lwx9JdqNBiGn2des9Ip+kNvr4leUWP+u+eaMLDJ0EJMTRcYPaEWIoNz9goZuuFQGic/YHSEgcJr1YqrSG6VaMkr+QvtZLLylzODAWG7FSuMXk/BSN5E2KOGJEgC4TKMBR0i1FFpLE2rLKiZkTxSgmPl4HFjFIJ3Y+UlrAP1hL4HmAWCQQZ0GDYED0umRePRRSP2wS5BxFKcOo/76Wpbe8GrDRwUEuWekkFICsWCk4dN9HRMWKFIDu6RHPEPUQiRza671/ont7Wqq/XHjKzJkPsthluMo0er90BauElcLwHRfaB6t29bftki3ff6L48TuuxtiC3v2m3YCioNzaXrWdPrwBryTbNHgOsxZNTuSI1osXXbVUjhERKmRAH4nolpEhMEyENxOiVw0GEGGSTudbYTlS9Utq0UhrjDeWK1QLlDLWiOTuQvWSn2qwrTkXo1Q0bUL1VfqlVB580wJK1Kla2+G+v1moVDEiL//ZAsLAFhG2bpe2/t+kWbnQ6TcbJbV49KXdbFV3O9qV3oxXsQOK/fPz7ekK0r7oF63dC1Zry4rbQvuRK3AeJfvbSPSl7uyDbUOw+uxuwPjiy+3eLAvazGloY+eKOfvYm2NsOLUFgiqgH3moVSgumOhddamU05so292Yl2ZWo3rJZHRl8o8exlzFJa2O4H6Tdengxlmb7v3Z3z22ObD8Ot+vYq/NfXfnle6+HeXvh5f11NL8h28L889/y8rBdSY/feTcOe7XCl9ew12PUnO0dLPrFM23JkxdPL23Rye7M3UNt1/ry22/VFO3aTSBIew52iZvb2u+B7E75ott5nRZMOqqsJ1e2b6g+TtaC8u3+vAxUsJaA6Pe+ZYf3iuTViPTqCduyg693yH6suqL4S3PrRvBtTCMvx3z//bcKlC1RKH0OdzfeM2Uvvk9ePMUX17efm7M/f+wTkP2KgjWDaTcu2/65ff9+zG7FHHt1/MWX7b5p/9pOSe8/+EoA9lmz9n29AsdwZWTcqiF6/xmhNnomXEEK1FiwlkxTc5S2NASzK+5mYIcWxESJeFJAY6VqJZeFUlbyupDXpVVBZEc11V46aF2wucxTNkBJX043hE0TjdsvnsT0ig5u6BJu1Q7bCm0yoI/F7fdXY7kbedu/1OehGVh9DewsI15m2Y2fn+C/fAQTggXKmliv3hjNUiYMyjiCRWURby6uFjEVgjNieNO5KAwHyEVZ5soqlWtyPutaPTESqoAKgwYGhJQCEh29H0ShCGSckqaVe65rdpSaBDAlVuddTRoJ5ihCgw2dhrrcKBIoCNQjZhmzGaSlHU0h4vTqHf1RM1ZXt8U1sFThDCx1oVRjUeGCMIaKjmujbvFxKstCTEY4OAc3yNZoXBEygSxeQWLBH7M2vZUMrmLMUVlqJOeIrt7APVdtKHFpqM5KkhmRTMGD80OuzmQfW9l4as7J0nS/KBaNaxKuQThaYiI5x7o1qrbkCDDTxrsd1OWeF4t4ekxbMlIKIWaQSpjc70lXJZn+3LL6C0ejZmSExstutOdsSU99ta6DWJvA7lg3BH2jsdSGdFaptxLwTf64USsYYfNIG1hFg/fOwJq+UgeZaMAT/Z5QFTEsNVugOJWAJ6q79GscwwZWM2ilSkJQig4+pAfv+5DqiJRAkYZxDhULhaqhBV96ebfLHMMBIVXN+cdb/xXDfe2+R6qFJl8LVjKUjIUJYmfo98bSVoNXcImDAlw9VBzgAHTO7K2k3MdkS8hvDoV/2lHjOH/6Xo5Jdxo9AcsuALXdv90qY1zMtbUQ2vulV0ABZsSw18dfeTR5LuL9JXwddAu833O367pF6dUqQuO5T/68FhxBqZtv0T6/9YyoN7tLweLNHnO57mtOgjQK2YD3pPCqwBeavEWnvCQ9NvSmolIbSMmpnaqljebCTCnF+YSpFS3KWlqV4DV5UKGv5xUv2rFMtULOKzlnrLh/0ErDmlVXHKxUmg0aGg2lQC+76pXdXsXU4J/F94JJanvXoN23NxBtdlcPUEQcyW8OjHFKy+64JnqQlReo0jaumynY+7hk0BbFbOAT6cGEDX7sz6DBG3dK485+8f4vWGhRqvchMHzP6IDUyRs7UikanIKhrWckIGHEolOzYQlJ3ssglIJoJHuxBp2ZpaMoy1KRCqkHhyvO/NlpPlQ8H1YFyW1wQyLESIyBEAbEDr4HpBDwhHNFSApJvXdBFCMkIxpEGUkyEUiI+HpSwSt+glcQimVqUKpAUSFrYCWwhIAO7bmr63sMrDgIw6lRbrzltVHk6JJgFYZUSHiPImfridQaXUaIt7EnDFRqo8h0IVNrouYDYkIKlRiEGBptZi1YLNigWDBHMYu1valEYmPMya7z44gSCCGTZIWUqKkFmlRcXltFtBK0Uls/EomZELP3uQkDGoUcg/cfUN1Rz/6SJAQvZWFPBnRj/OfW7maT/pzn8udX+1/cBd3w312no5I3ifrah9i/sAsw9dvuWuTWa01R3fWGaMCu2qqnS14JMbGuM2EYCPOFkM5YdTqpmIzYGjSbGrV45VipRsmVkr2CupbcGriuzW/Iu56ZPVbSdNgmR5pM3PurTQZslQldV+797W0mbuOx+X0/Y8fvgWN7PUv/216e/VI+0p2zl+f8clW6+3Fbt5iw1mZPGYiZj2tVirqvVJv/ot3not/K/nl3q1J44WZvq2m/cLmtGwct9moTr9Z0xw46773Ht6CTKPRzvOdIp5Cprr9alVxv/L7p71alqtUroUrNSEht67ldKUE897dVKbR1rP7QIj0B7lXQ28qxRg8kYefnNdqfHohslV7b2tmQ0+25t/Haw3f7B7uMwWmC+ude+I173xIk9GqU24j3/3rQm11SjJfX2mIuLSn2In70lccrsfLi6Pf0Ou64Ey17n/kLEcTunne/7SXwBhaEZkPw8qe93q+234+32IBf+RYH0AbKFLd/1VAtrVoltpjI6lU6BIK6byLV9UWoisZCrYkQPAmxJUKs6TRVavEqBy0NbK5e1WUbC44nKzzBoK0K49b/pjbKuS/6afZKiJ4M4/XPfu5sPxEvB35/+he6YX+uvXjv56pVvlxW9upzf/74NyUh9sE0gVbREG5/09VfP9fannIhGbZMCdACYwAh7HeT7OxQP7+Hf6VXPzQjx0+3bdBjkA3luql7vYWh9gJL28ImbkXJ7cHaPTch6agBQWMGlFoM04YIqAErmRoHJHtwx53W1sgzV2ou5OWKqpKLd0Wved0Eqm+KumXbPTjXNk1DrouG9rzt/VbO3nr4QFehffGJ0HrKbXPWhed2yk4pgccZwbzJPbeN3g3Km/9wU6h96LexltvsI+JMDjQkgYAjEv6VQ5sWlHMLqt6DDBj3/p4sOAJ/xIuwnbd2a/xsrewUwasPetPC3kOgZ0cNR/zv9ozBVoIIGJO/Hq9AQYjQqSxwBICJ4uX7iZtWL8CK9VJ/DJN5N4gRd4A98++3u7oyttzWdwuzCEAk2AiMYK1EXlaQeVOAouaIVYlImNu+vDWk9nvYlemZYH0hcUGoN+oC6+LBG+35sw6+4HDePKK283r1QeFWpohHG4lsmdjeac8hcm2MpJVzC8ilvTb6OFNwBFEAvOeHybVds13bDm21ebWE2GObV92Mg399we3Xnn+6019spbbNydgCSn0fIty4Fv27JDYpaI2ISpphslUsNXXYGrjqFnBqw9BlrIgjI7q9ak4b4KArNyp8aDvapxnpak4lY1BD8BLTNSNBEZ2xEJ1sIjrNRkgDZT0T4kpaEiEG4uD9A1JeWub/QEwTKSZSSohFgiVXnHgDxLwu1LIyX5/JeeX8/EQpmctycV7O4lULobj1p9r6n1SjlY95wKwlK7RXKTQKqY7u6gYE9KXdDD1R5wu3hhq2VhGCB0AFqI1aSLtGUU+41B50pusxcwPEWhkz3Yg2OoGS7Tg2O43NL1lronD/U2bKyv/2J+GHJfLdf104/dp4HwJ3YUBKQf6wsj4dWJ/eIaUw58I5GJ/F+Pa+8J9+uzBeZ84/PBCHI3b4a45RkQ/eE+G//JBgDsjDeyqRH3/7njxFjo+fGX9YeHo+87gujKeZeBd4/hHmp8T8t4Hxd4GTDnxbR4Y6YHJPTMZwMKjCn5YA80j40z0xBexdYqiJ3zyemFH+j7vP1JSZTsYkRrxb0KFSTmeWBHxSwo+BJY8sJB5C4adY+Wl55uPnT/wpnvjHeEeNhe/uMiWP6I93nOdn9NP3yBg5yplo4gGVEFl//YY8DFy+OaI2Mf4vn5Bz5vK3K9wZd5fCmwyfn5VPoRKud8T1wON44On0Kw4F/vb7FY6ZfK/oeGE5/Ymy3GOf/obh+kz+fOZtFP4fTBQJ/Lfjldkq6fsLNld+/xlUhPztwDRG/vYE3xyFT/OJy5wId0K6z4QfD/BpIr6/IO8vnI5v+d37e1Qr5Z9XyuHK9e0nSgxM4YHAxFHec8iV4z9FYv4llRCKpitgDLwnaGKJkKMxmBHXto+KW/8iwliEwXC+cAsoK3k4g0SifYMRmccBKFA/E0xJRV19Xy9ut6QCYhzUg9DzcSTHSAwnhAT6DPlMzBOSB5zNukLypFUZZ/T4mTRPTA/3Xvh4nBv1iaPzJY2AUeeCSmEeVkIIxFwIMqKngWGI1B+L00S8uZKPgTRBGjIpHEg6MQzGNCWMBZ0zpRbWslCWhfo4OIhkWt2J4ELVyhKMrHBdFsoyEy7PxJJZr6OvgftEnQKsI2GNYJkUjPRcSE9KDR4ElTwQilOmrFS363Jyfv9ZkGSEt6trh2dvnGzj4InjdMVEKYv30KkpoCE02rpCMqfUQwdEEyIzaboyEBlLohiojq5PpkDRiWV+D0CMRoxwN8y/CLxpZszqCL2xnAlSCbwBOSHLGSkLhYHSmhGLRIIYAwVLiTxNMCwwPTratZrTT2QPhMcqYBEdj2DgpHQFrosnyk5HLCa0DliNyPwNIb+Fu2dHfmok6AjDTE0XCCOhHLA0Ug9HT4xm8WbF+YxKoMSJIIGhOCVaOQhE4xBmQlDqMhErHC6FoSzkoAQx9OMZ+3jFBoVkSDEke+VFNqhLoVxWjEBtrpmUFauG1EdCraTiPMIyuP2UOq3AOrnuqo+IPjhiFqB8QuyKDN8R0zvgEewRwnts/AYLzbYQ9QbnZNJ4xixQ6huESpRzu5cRs0B+dNoqC87XncbBHfCcsVWR4Z4YJqx+QtdnZHqGtBCHO0J8SyxGeupB50wVZT1VpKzE+REhYvXQCkq/vorVzLjMZwJw/OmeeBmJlzsYB+edN+VZBtY3idN4zyEFR/AukYyRTwZ3gfBNQLQSc8ZqaJR9woePCRXl8/gDea1c/9sTwYzvDm843CeOKCWB/nDEvk+cwsi9JC5pYokDMR+IxbD0Ho2FXN9wuftAuntgPP0R5sjjc6LWkUEODNdA/G9vYRKub56YUuZ3999wF+94y5GjHdHyLZpGvv3NJ97qzA9/+iOfnxc+18rZjDkfWHLiOQTOp4lYAmE8U5dE0YGchGU6YRypy8AgiXcZWCD/YwM0F290P72FYYD61ivM4mCUB8jX7ymrslwOkE9cfrqyPC7UNyv1jRGf7rh7+sD05oHw4UI9weV9wK6F+PGRYRYOdaKIcAnfE2JlDI/EGhgffkOowjj8PSHNyHe/gWnCnjO2JkR+TRzfEx9W0o+FN/mfGMpPHE53pDcn7Fgp92fyoCxT4SAH3j5/S8nC8xAwKYz6SGTAfnrnlXO/4HgZU/bKbrfEW9AV3cAwbhi2JDxCCK1vhNESiF6VsDFFtOSWWWg2pW6+AbDxnmuz+W9kQu7bumnaApUtySLqwerNwd889Zb40+5rtPhIyC324dctxdHHFkanc5SVUA3iM1kXqlXmdeZ6nZnOTxymew7Hd6ThDeP0De6vJWpdWOZHSr5wef6Jkhcul0dqyVxn9xmu17MzRiyr0zRpQc3R6B6otg2keUu3tHhOi3+ETjUJDTmduIEWDJPkvtaWbOnRU9ldd8/40f/tPvQNmObMA70apsUe7DZfHtMQPG5gmH29bNuWGI22yBFYLGpkgSKZSG4IcajFvOIEo5Ao5tXJt2eMoNHXpzz5fbR1V3tAvdaWN3H7ysLqvnhtfpL4XFpwij6ziFn0yldL/mR6i1+ZeUys90t1v+rslf3q1eA6KCYuc0UiUQ/u/0avRjddgQqLoFmwqtS6UmOipESuR7KeGJIwaSCIEmTGwQdOO63xiAUlmjewFukUPF6lmjh49KBTDFuvTMLBRhhBcbpYq4gsBHl2G9QS1Vo1JUqkYgI1Ja+qUGd4UJ78giE2QMPkU9ACzaK5CV9pMQBBQkC1UZQS8AqgHo03B2tAi1lEgp22/Q8VC9dftN66NPHjtsdse89fv/m7u6jwTjB6/LSvPX9bevLQbh8z24EppYGcOnBVnFK1j4Ov88Dtytxiai0OtGXRTDb2j6CtzxogGiiNhUHr7HIutEqVsiIhEtJICLH9BK9QjiMxRkIMhCCE2KoxnLrCYxfN5rYOslPvc6NaWZerAzbzilaltIoIrZ6scCrFnngwT1zYjtKpJzQ6aL3pFKOBAbcRacGhTf9sMwI9vtRfb+HAHvfYKDBbkqz3d24T5Z8WNrm5j/lvc7zREP3l49/VE0J6lLodst1U/+6XeWa2BfhqK/Qg4bYgX9/4/my5/WO7z9irz8j+21+s9e1qP5ebe/neq43R/la0NW7qXdUNp8eBjhLq2ftSrDUkuXVKd66vzgN2y2jdFpWxXxxflC39jBzp4sFePfWWdNl95sWfP4Nqe/01r8+w10Jk/3q7uptbNzFmuyt9lQ+7TY3eVjVdyMBLrq2+AV4HY16LyyYIX9zHbqzptD7yYsE4i7ggG4q/l7C2AP8WpH61pr4Y2iYwTDDSLUmy5yTDezpso9gqQUyiC9yNJszRBrYXtuDnWx9tgYZslHatvYDy09rrpnjZZUs2bAJ9J3y2+W7P0fed7J+hm8G37982/euhePFLv3ZDALarbKnD1ij49v5+FYfdGChY3smR/dr5uqNXkmzQvjZOm9juQ8mXYuf2VTezuKM/9idtu3RL2L281g3FE3a33pEPuxvAbr+/kBHWKL5kS2xq9UC8SXWO0Or7pZZOLVcI0ccwxIBJIvZEnBodJWvqHIVikdAUo1pPQsyOZloWp18qmdJ64NSGFO39b25N4dnuUVoCZdv2257tSBpraJj26J3Sj9uzb9UO20n7PX479efMMbut3BdK+pZofbm0Xur3V4L2aw4ztFRqNuaauKiwTjCdjCHgNB65YnNGrhMhJ6K6cVKLUDSgB8V54gsSZoIkBiJJIpomzJRjAIKxmMvlNcISYFqNOCu6GlrU6dFGc7mRA6zeRDVYIhEdoSmQAowJMsbVjGjCocT40UcAAQAASURBVHopuIPlhZGp8Tw78jCqkFCG5DRvcihobIbT3IYjuGEeoyen1pxZzTmlK8EbquZIXiNaApFKwoi6EK2145LokNQo2CBQhXE2wrNCVQq+zpIJrOKo1dqkXRhhSIR1ZVhmykjLFSs6ZqQYth7QXKg4Ld9kkwd3ZXGnRFesKmsJVAlYCUiMpKAMoXrAWAMWBUY31mKOjtAW7wVxl4RcAvOcvEGvFed5L0LQSGr9L2o+YOsvqIQQtsTqhvZv8lSqp1a1A5EDQCAYxOqJ117WLB0w0jnoZQQTAgmonjBUceozdb0iO7RY7zfhkrZxyreKDgmNOsKJdOgyX2NFg+Ic9AZaN176rgOsmQEGaCru+OGl14VEMKEUg+pVqlILogUsUikUErGBChzd4XKt5uwN5zJUta002ns/eENHq7dmcT13reZWhccMxJMK9SZhRCEUr/LQJup7c1RrlRGdw1023d4oEGoHKBhb/KOpXIOtQWcHfWtHq6s3J5YAIZoDF5rzJLU5NM1+rtV5/kNsci3qK132rx/WbCNH59+oNEWFUG9IR4/B3VL8KoZGw6sdPOje59raQ96aLTaniOjjVHOPfdCbEzrgImDa6Cfbdzn3tNMaueEa/Q46X5DFnT8Aqt5vJjV7sVoB9UatHZigZqSS/dkShEBDxHmilKTeG0bVkyomaCloyagkNDR0UaeT1NXHrjt9pg344rpJtTW4tAWx2sZH3BZiATplifeO8IoUbWul2QgN+CMxgyZUHdxh3mm37dOA1l7Z6rLD4ySy2RyibhOaBg9q9k0p5g57VUfiN4pNi4rG1sfBWj8321nSX7veDOePR8kanCoqW3tmv38LUBOt30Abs+II6dDWEKnZGOstqCMGaRFqgHCqiGSkLFCVUCZiVcYIMQnrqmgxotCqvNwnDOqFbpoDUhIaRnJMSIrYALUIawtixihEiYTr6GjdNz5OIY7EeMAsoRJRnZA6kqYRCQWNyorrzFWbfaAB0wF0anZb4+GvkWqgKVJVKFUJ5tWtVKVevdIjCI73Seb0SGNAJMKxYlnRmlEK2ATF9bIWoapRKSRVhqyOOA20hvMGi1PPmSRiqyayUDApSKNnCU0WOMhsRkLeKJOxQLCRoJM3gy2FVFcO9ULS0YPPsVHQxW5DClKcFq9KgAApJAKuT38pm+Z27IXiSwebF/5Ztyzb+fsq3S8W+t6uNHh5czu/Zvuo3c7frNdbTTdwA9lId2v6GQ2098Ida36h9ECmeHANXL+LNI5+pZbiNEB5wcELvUk2IIFUQW0CEsJALQvrMlPytVVMe/+4WjM5Ly1e0nrJ7TjQrVdS7oCTPX70whYX15c3cJZsskS4Pc82D70KsY2cbr/1S+7Hdjc9ba5vXsPr+dv7A3sf+eW1vvrYOZVtRbe5azQz5vGeps6p4vb+jtX3Zy64p7fe3bf19dL91eaL7RI1vfqn2yq75bNbQ7bZfptPJ93nc9o9avWwQxUIhobYQMHqvkjocRP/Bm3V9M5EktlC0SEhsSIixKBEMaf3M9mepQMkfY023SWG9GqSL/ZsgydvcQ5/htvqsN3f7Ss2W7fb2IFeCehz2ACEWzyrj2U3vlvcx3A9u8W6BAfA3jxYaWtg2xHCzoCX3TJTbjP09ccmK+jz2a/5yvHey6SvUdyvRZ7BjcKpv/Vyr9yqIG77ue+Hl9fpL2+bs/19ixOZ/+PXanT8vVLGiiChJa0kEoMDeiSAVAe6hRgIUZxRgJaEMGvUtK3nm1V6o2mXZfVGs1TK9re1igjrFRJtX1hb41vfS+3VQ7qfcfp+lU0uGvs10t//+SnZv7Ebx/25uzF8cbzQdT/35r9+/LvomHpsuO/LF5tSeommG3Dana4Xn/e777q149L7lUKTnB1sGrpQ29Z5C7B33tBgWy1Pq85uGdsuK1vJTF/I+KQJeCMcaSB7ce6w/ihGwFLwqgmriBpFvCmwaUUkUE0JUjw7C42iQlvlg5fUlLy2xIRnsXoFRFV3XlTbwgo9e9UElbEJYIPG+e/jKtVXQWjr34OJLuxeKIIWNOgljLcGfi0MsFWyNIHd5ld6pchOBzefBOsBUuuvd6duL5L7A+zttNcFPV8eW1LHTkDYsvHYBVozQgCxjqhXukm3JcesN0FWvHJi6XfUFq9nPb0awbzE3QSTIy9NEU8AuFOn3MrR+0/Gy8i7Mm+VEmagyRWStL4SVoAB7NDsM6/C8Aw/SO87QauQMFpGOGJEsBVj9vGRilkCGxwVHx1F0BtNbT0b7IoREO0okL4hRv9ue8ZaJrUPl5/Tnqdl72k9IUx6FYhXZZitoPOLPEM3+LGxrYHcrtmUrjVDsDXWNq44v2RCdOgquG1UDxh41YW4Fymd47DRWlj1ddF7R1jwcW6Y2l909OqnbR+2Ko1OzeEq5oUy7DRI2/ozX4+KB9R6e5fNIG4IxI2zr391G5cGSrm1Z++GTVfw5oHTjnxBzANuYtRGyxE3pJR4kFoFQkC9e6DzvdaImRJCJGcvbY3jgMTAWLzxYZSBIJEYr4SU3AmMXgnhzmOl2rLRMWkp5LNn++d1dkVbenZ/dUVavATeS+9BtjXWf3wdSqgEqagotTXJpv/UPh8NCbYlW5qT0oFGzVqpeNXHlvDtW9r6mu1mT/C+Gn1munUtvWSYjURE20R1TEbUv6iVvziKGP84XCBA/bt77sLAcH/wVXu4EqaF8N+eCf88k8ZIGg/M0wPXu4+8e7rn/ecP2Ax/uAhrgnWqBBbefvqMhIGfxiODFr7LnzEy/3JamE1YPn+L2sinSyDWyG9+feL+OHJKdwxh5HEsXH5TeB8n7teBi8GzQq2ZFFYOU+DN28jzZeHz4yPTIXD322cGFYbnADayvi9UKt/VPxCulb/+/XccLfH+r5T8pnC9PpOvKz8m4/wG7nRisoG/Ok783TQSJ7gSGS8nfrN8y7sJ0slpp4pmxrsjf/s3v2JUZbqClsB5GCg5cP2XwStehpk0GL/9NRzeBtbF0I8wvx9Z3gfu/njPb5+O1A+fqPf/wvv8K1L5lt8tV747Gz8cjR+GwnIcKO+PDPXAm6uQ5B3T7/5nIPDfy0hlYXn8B9f3esCiMr5VLAXW8A1FR/4w/8hPdqW8FepBCG8/oKd7pqFyFGWWN8zyjqMV7sozWgbu6sRZB36IoNdE/eM9U4ykd89kTfzv7z9QexXV1xwihOOREEG1gl2IbS9OcWCI0RudB2nWQm0yxShSWXDaq8HARKghQIVwcb0VpztMzFH1YuRpBTOG0Ir1rx54LwrVKqJnD0aHSgiR+jYR0oCWTCkLyRz9rTFh9T0lJvSNl0jHGogIqfp317qAJcLyrTsE4QKDoqcMA+ThDhPnZg+IV+dY4LQkAslLrI+ZTAZdXadHJWtmsSuLZh7yzHJduPz4iZIvLPP3WFkZzgtBC6M8IqmQp/doCCxzoFRBzooslfLkKD4bgOHglR5TxbIhs6Pc11iph0i5H5AM5VyIQ2F4d0WopOIOtQ0Zo6B6BYPBEoKQK6h6n59MZIqZFCrUCepA0OSVECPIADUbpYLUSqgXPJmjBK1MeUVjoAxHqghF6tf6Fn4EIZ0m19XqCdciM5ULQ4mEEslWKVZIByONgCYoiSBXRC/ImgkPC6QRPX3AUZmC1cq6XqHCWBbEAmtqfa30CaSQaqNnCp/QkKnTRImJKBmpMNmFKD9RWT0ga8mTi+WCLX8iMjGFdxAUG6s3Op+PKBUdzg2p5zbaNXtibzyuxKjIPBMXIQxvkDgR6hWxFZ09Kad2Qrlr92debSEXt30aP3FdZ6/om1twfnAgQK3ZVZK+w7Mcrjc1e2W2VE9ejMeJmAIlF+ryCR0TOv4KIaP8EbMRs4mQR+L8AaYFe/sIORBWt/c84RcIa7O7Tu6jmDq2do3eOHzIeCC3fHR9Xg+YvoE8Ynbnib108aCYCGYzWp6hDkzl6Ha4nPAG88e2XmbYAgf/mmhTDnJGpPDx/R3zPXD8iAyZ+3jPIUzc/6jcPWSXO+WB4RoZNDGWyN2aWGLmeZipR3h8f2TKA98WxTI8nVcsCafjHYdRGf/G7U2NJ+YysH5TqWLEqxLLQh1n1pgpz99Rr0fGMTOGQn2+UJ/OLIeB+e570rEyvVfiKAwlcsD4EGdSODAO7wlJGEsmhhM/2K/5LG+4TvccQ+KvnleO58r6KyUfhCU8sobvsXIi1jcM65WQn7h7ULiOXMrKUy6kZWW8zujdTPkmoLqQ8z8j41uuw1vikAm/e2DUwDu9R4HnsEJeOP7LDKzMb4z5A8hZGNeE/JSQszdfj/cR+3WBXxvj9EcG/RPraeLTcGSwyuE5U84L16uRTon7X78Fi4xnIy6F48cDSQrym0csVR7nE1qPDD9+4KgHhgOEuHJ8zKTHK3xXuH4HB3nDncDl4Y7nTydvFh4rU1LejU7vlEwpzVa0oOQ7I4bM2+O/eH+iX3BYC/RtPRStNhuzB0bM9yYNKd/9GVpyzLqv1MRq9xG4+fndnJQX34n7J+2dToXjgUun/NsQsuJJVuk0kB7w8GttF22fbz6f9ab1LaCnzdcxTS0WW1uV8IJUT9qnkqhZScOFZT4zjAfScGQcT8ThnnH6DBIRElozZT1T68I6f6LWzLw8U0thma9oreTl4tWgiyciSvVm684C0ILT1io7WmC2d7PY4I8GIhHn0Fd67whpyQzBKzS1MUZ4cpTmp1rD2hm6xRl8vq3ZP5s/hrGBOSS0hHHujhueTuu+b9lN6C9YcG0pmHmz74BRmv9YZXUQkkVPFJtThlv73kpFaUnsBlwM2hq/hxtNlq+J9lxhaAjoFVjpzXRFEzfEBHQUNtYobei0hR6zCOiGmA7qC73TvlVt/VNsdfCJmceiLLaq8jOCUG1wcFIYEBm9XweGlUrR6lW1KTHYSrEzOUyUePLeYNNEkEiK7vtJ8ViEpdF9OvPgWQjB43bhAlax0IBPJg3MUoDiMaeaEYVo1vqIvKV7oyIFiV41EjSjCpK9/0aQ3NZraOKhJ0JaBYSUto8F772pPl2h00zu0OWNzcWk9ZyptcUWUlt3sYEREkhFpFWR/JJDXiagtj6qXZZtXnL/6esdvkCbbwHAnuzp/8K2mKzLR9r8N+pYM4/jbIHbbUtsDnwngb3JTOsRT/9OerylVaoR0Bbbq7FJjDamoRaXG3lFCB7zaOwiIoEQWhwkyBe9QunJA1rz6V5RUx2wWYrHgXP2WEjOnWbJ+4a4X+b9LrfkQ6uQ6ZS1XWe4uGuR4V3S65ae0Nt9vQi+919uDB49fr/F3bZ5eTl9t2s3UOz2t39uG42fAbj/3PHv7gnRVO8mh18sxn7Ifj32INrtBl+DCLRvwtfP0BV1X+Oy2xT99S0GJDtDgN0HX53fBnFDj29zskWmtmfaEEPWy22gc/BBLy9rWWd1GFxV9UasveP5rg+EtgoI7QZRz2Jt6F57uc9fP4JrpPZotrdXEHm5BnajzZeH3ca0IZy2BNOrT0kbCU8ItFd6gHQ39q+/af/W16nd/s0eSL49eMUbEneUfguUAC8R8V0Y7jajdJRVbM9ouzvdFkPbjnEnWPr7Hd2xv58Xk7F930vB2g2UHSfzi94I2sEcXwrubX93EVHZKIpQsHRb5wZbY+z+vU0ISuOZphushhtLzRh2eGavmmhfbM2A7bD0Vi2xQS43+qkmbBE27sTt6AJJt88ANzTFi7mpSGsO3k7aLbxukO/2dB8c6fuzh4b7oHV4aOTVTf3Zw/rlXmrPNjb9e/pJrUy5C+KfF1nb2pf23D7Pey36oriRbe5e3oGvdtn/vb/wTYX0YHxXTF4REXDeTuicxqqN/7D2pGTwJoBiBI2EKPTkVJCERiXU4iWkMbYkxIBSKCwt4bqipVDyStVWQq1diboC3dblbq949c8tu3/jmWz7g55saK+ZNUfilpiQ9nqXpf3PfpWuotmS2/27/C56wYTIbU529Sy3gd+tsu36bQ6+lHx/+TDgHNSTTpMyJCUGkNrQ3lYJSyVeChPuTCsri1wYbGKqMC/wgJEPoJMj14c1Y0FYOIIZRQtmK/M4ezXEcoFaWO3gpaanyHAfmJgYbWJhoQwwlYFTnVhVseql4CEoQTomXlFxZysNSiw4oohCTVfMKtNyJi2V6fyWybzeKkVYSyGvhSzGMsBUYNDKXYi8DYkZYa6RmBOHJTGkiMZEDStZCmkIHN+MDFmJq6N/axgoEqhrpBbB1koQ4zAJBwnU2XnVawzYkEgxcQqRZarku5m7c+WUA6cteZlQknN5D16hkWolpUg4vMNMeFY3aXVpTejUjeU4gqVAyAOiI9daKboQZEBSpIREZCLGmSEVchyQMBHDhRQWLAhRJmbatskC5+Aq8b6iErhMA8W+PsnqJceDVzyJl/YKSjBvxBc66GBDagaXF2IeeKXTM9z0vuD2jlPEtQBJQ+7X0BLXoSdXPRCycTvTKShdL0sM2EFgNTfeqwdXHaU5YARqgt7nUzb5ps3oh7Dx3TcUdjQ0OYKzmmDRfegaXHJpS4qaupGvFEe3t0q4il+7aGGtmZwz5bJ4wzmdoa6EfHUe8qE49Y6M1BBRaZWNxbxyoVrLsbpzaKG0pDENYeXLR6NgyRowzpCo6KF44Cc3gRNo9qOX5Yu5Q+VtG4zej0OC94dRjU4hqr16ICKS0PaMwSBZQ/O3flKx2UwezOgp2F92hNhsjZqwKtSQUalU61UNXd77PDoKKCK0Ro/VZaDbF2MLkjQbWgVRc8o6IirTrSLX2nuqhJgxWdDkzyCi3ptFFaHRTAg3G9wKppcG6LklCmSzb90W9XvxHgtOlx7a9c0TBWoEDqCRZCvBZmrnOGfyc6M1itlm25psZfiaM1bNqxbF68sMZy90BTQ4cKM1Ed0Qn+az5ZQCAcmtmoIBYwTJmEsWMG/yGsqADfXWDJNGjSg73YrvJ4nmFR2ABkNFSU1XOyBlRayXkY1t3TllKjTcmBZMszv1ho8h/hkH3Khv1F+w5CT4Xlkn5ToocVgIYUGHA8SJmPB7l4zKgjB434YCYQloqkRZsJrIYSCFQBLzmix1oEdiIIgynRJOvZComrzCIvmYxWLooVBSpc7upbSSMoSCVAfOqKwU8SBHjGBRGAKkQUmiXmttwlgjoUaqRSByEbfMcs2MUijmP6oLVmakTl49VSqUTBRhUEEyWDY0NzCcKhYb0lizyyNRCB7kFwsM2Tnlr1axWhgv3nPB7gU9WOtPJYTovYNihBgFGQSZYDgsDIeZPLwhy8Grf9ZCLsqswiCB05jAIunqnldYW5PdNGNjpZSBSmQ4HwhlQoYBQiUUJa4rNSp6NCRGBjnA80heBywXrChBAqN6vCBUp84NYk7xEn1eYnKKvF+w2th7xtse6cFCo+2jXlndz5Pmc+1tXNnJltfHay/81Xvd3+vn7V2g/ofcXIUXJ9j+9dv9bgBi65WLL++lU6UiSqBQSwcxNr3d9HItFS2VOKgHnGlJCM2UfEXrSl6vrQJiRmul5uz/1oK12MmLSoiWQNiAjn3c9j7TC4dql5TY/OKd772dvvfU2J3/ciy3UN/mK+y+VG5fLC0h0qmfXgzkZmN9va9wex63lzZAKbSquFvvKG1VpJtvc/OsuPlPez+Z5pP1+wpA2i0r29bKfnhvtQndOrjpZg9gx933fvHPdmnXG/4cjvVs4MQWV7IG7hJJjcrJb6JqbZWMTX0GJRTX5aKJaCBpIIbQqvxx/0/g1iMpNH3pYMd9oUcP8t/mzvW0WN3tOPGxapUG/rEmB3pfxZbokNBjL/3D/Zdm+/TftzlpI9wGqjen/2JJtPnbwRb9Ttoc+CoJPbjxy44X9/r6jb5jdmvrZz+7f6H9fBHo/nP74XWN0e57tzXZ5WwHte7WprX5sNt8bbGibiMLDVBa6PE9B242PpeQ/O/gjcdVCiKpJSFe3CrWjDNtyb4tgaANdF6zU6SWHTPORsff6JZ2lQ/b77TrdT3zYhPtbmD3xov92tbdz66A11PxZ46fq9rbvuMvqa6/cPybkhA9vySb4mQThj15IOF2s9azaV3+v+I8lNd3b70Mtv0Z2/ktGfhSptluY93uRzHfc33k91E7l9pu1Ic+nC2zXl0IlZahi9StqkBQ527X/oxtg1u4JSK2GJvTn6h5IM6bMVVHUVvZHK+XP+3+dHef2ItKj06hYLRYmtqLye9VJR153U2Dblj06/bzOqd5Bx/3ANzWNye0UQ59znCHtw0hPYBAN0Bo/SmaAmEzz27z9BUL0zaDzYWyhEu7oSZo7UYV5NQJI1u/AVNgxWRh67uwKfwuoULTPTejRBp6vfcT8bFSTFa/hx4A92hLu78WON2XstKC9RKRMLRp7DRHU7un3OakZb43i+YAOwqeLniwrkRW3OkdMJuACZEJs+zUF2J+jgVQ76GAuBEkrfKjo3d6aZr3vDB6pzrbkiye+feoSLghJLZJLHh1iWJMPv9bE8M2GK35Zk+q+XcIIkNfQNysOa/kcAW9C4a0vdnLhgn9vn2HOoxFcPQEbXHHNtavDf6/fHTbxP/oYVbcmDBrJeKwJWuq3WxacZ5X2soQgODyg5C2YLnB1genB9J7ME80ti1l27ipeOAX6ePblUB/7tAMtkYpoL4vqrWkl7qSrcHpmIoWhEA2EAkkNYJUGCqEQCwJkYCtiRS9maKE6JwSMSAhEEJ0BLN5E+vagolVnWqulMUrwZqjS1lwFE1Pmrr8DerjWrTJM/M9WSmN6s5RVloUyy3Ior5nQ+0isiuEthdbFQOp72+5iVWM0HrH3KoqPHDjlXe9oqrrDHG565Pl82L4mFrvd9OmghuR2tceJoHl9I5KZCoXjuvM4bMwCDz8d2FehbvhDcff3qOHI3VSOBv3f4QpKnfvK48187QuhDnCp9950DFNyBQZ3inUyqeLy4/7395xFw37+IyuxvN4oKaBz/fvmKeJKsaJKx9/XPh0XpnHgfMYGfLMN/rMfFw5nGbO58g//L8H7FA5fhM5ipF+nxExFqlUW7l8DOhSCb//Cary/QeI00T5eI9+HpivB0qJ3N8dOA2JtHwmrs98Nxu/tcLHo/DT4Q2rVUb7kau945/Tb1iOlfO3Z8Y48+76zBtNvI9vCeJ0ISEFxm8PVDPy8zP1ovxJB1IYGL75REgr1SbsEon/o5Lur9j4AUvfEX+fiev3/PHDgf/+/g0S3jE8B76JK799cyEvF876f7DoW0T/B6II0+EKa0b/MCJVOAZBUmW06r7V9xfyvCAfMhzg8McDY56YvzXOby5McWb4u5VyCOTDRBrPHN7/EbkeCc/vCMvC8E9CYub+7TOWjizyOyQm/vZw+Xnj788vOMbrG5IEiB9BFso6oiVRB6WmFcNpOZARlcGR6TkhKowqWIzk0XWt1IuH6A8FSUJ84+dNn4KDAcfsgZ6hbmhKKUKyhCyChQyxovMdlienzZgg1JVUnzDuKOlbohh3q7by5YqFih5n0MC6Tpgk6vQeISCHxd3B0VxeaUBWIa5nkJnp+I5hPBCmjE0K8YCgxHohrWcYCmUUaknkeYTVYD7DslKvz9R1RW32AGKjQMmHhGrwhqxqlBwpRRgOhVEq4UlhNfQuYB8EKwPUhJYLZVa3O6snWOrRG9GO1aDiVXdYq2ADrQnTQLYRk0Ad37gta63xdzkjVZnGAykOjLz13gl6pdrsVDQ0dNkyesDxANRAKQkko+EKQZDowcGYvf9EyOnPeBs/f4gZMT8TzKjnAcuBcHoHo8+ThEyyA9ESIcwIM3WEMhYvl1kc7KNjhOiNqr2b80eCGodmq6boNkSdHGlouYAasiiyCsPpHWkQ8vFCCSthviPkA7oGchb0tKKnhWQrk33G7YcTJgc0Dm7UXgsihfHo3HGqXnUR6hUkEPUbkJFYJ0IRyvOjB4CPZ2ScqeJ0MnV5Q11PSIqNOqIQQqGGQg00+8x7hFlIGBnSFTNxaj4CWd4CAcnRbfKyANV72w2RHK6oZiS8Qe0A4TMxnV2/ZWtBqkwI94TwHqJQ0wo2o9crqBBis6cpbncMZ/9uvcNIxNTs6nFFRFFbvBH24v9qGrBREX2D6FusXrD1gtRnRB89MVHeAgPIsdmsAYkZOTw0V2X8IgTx5w4NkefvfoMdBHkeOcyRt3//numTcvkm8dM9HKIxfgdJCpEZO8J6SpRHIf8UkRHe3heuwPVBma3wLyEQDsZ48DVWwghmHOqIaIXz6PNUM2WoPJdCUeN9PXCMETkPcFGuWpgtM4Uj4/s3vJeZ3+Qzj48TP/zTHZRMuJ7RIfHh3eQVnfOfGCTxV/UN03RluP/fMB05f3yPysBP//nI832gXq/Y40r8+wfuvy/Yh5+w0ycenpTPHw37BuweRql8q0Y+Rda7RBQlaYJyhPU3oAf0ckKTsh5mggmHZXW7cbpQw8z4sBDnwiklxmPg8/cr86Xw4Thz9y5gOWLnSPw0EMpImDLhP86Mc+LufGY05VQLFw08DffMRP7wcGbC+C47Pd5TfHBqln96BykRPySGIbK8/8BiA8Pzipwjc7pS3p0J94qclOUiMAtPxXgY4A0r79dnaoTPyRivyv2nkUTkTqLLmg/OFf78cMOFft3R/XHo/Ne3/gOe6Oy+stuULcjZ0azd32wOR6eC6cFc6z35Npu/74Rmo1q7rtySl263tsRhCzRb85elgcg6W8F2T8jmn1kLutmGdG7xgdqoZMg4TaJzzEXzyiuthRACdfCm6zHOhJBIaSQOB0J4IMSP/qwxNZYIpzLU9YpaJecFVSMvFVWj5Nxoq2e8Yasn8Pt4agta7K1ta3PSx8ZPLltAxJpfaeL+im6N5To4zv2IHnuRXrG/BaN61KHNyRYTaH/rLjmyRb1bbMAqvWrdj19YoY/5WGConUCcVtDxCBMSBlAHwogsHgfQClUhGCEYRkDDAVS2Km7RBhBpvqlUbet39Xsn4mCB3tdSGoC/Je9NW8VIg26aeMwgOJDt5hEFFK/W9OEzijVGgahenapeqR/L4qwlHaEOCBFTQcUBIh5QbfGs6sla00DNkRiMEmdi8kqFkIwaEmJOCIYZVue2FlqIPkRMocqd09bJFZF6C2Y3YEaPO6h1MIH75bekTyTKhIlSY0sAOB8ZZqn58CsiHh/sy8uQLXYmwbYimiCCWcRILYZTMKLPh1V6T1CEW/IDtnUs4iBR6sCtz+fXrLZ+jX0SryUlpcdmuiyx7X2Pff2czpYWQOzxyJ6c7XvL7937q7BdwzBnc8A/7j59aHt/CzbSqzw628dGySS3IZFdDMsTEf4Zqb0nqb8XxHuViiT3KRrQrgmAVhUR2ze1+GZnq2lBYG1xCa8YtV0yorZkhCdrnQ7bwUR7oKb/3tdIi1HS47895nGLU/rWa0Dsfb+Z16FJs60SbouNWx/p2/j08O7uhB0ItslAD3K9WjX26kv/8vHvqITYFbr0790fL5C8crun3bldPG2Y0318c/fRW3nP/rOvvrJTlfQF0VfstnBuoqQHM2/bRNjoVNpNKtIEwK1Mxf/f/u289Covg/GGJyAUV5qNO9gUR9Kw7/8AN25k267df7qB82J4++P0z9o2vNvbPvy2jTD7UbY+Si+vp7sv6Iqyzco2vtbGyYfatqt8kem+DUUL3t2EwWY0/GsL9IUQc0fo9p2BrTphGyN33KTTJbEvn2xfvlVv9AdvQqclfczc0Nq4sltZoQfbOyprV4a4VUjsHqY/nLTvvu3k9l5i6xa+JRe6UePoxFufiX1mvF/HM+a9uZSXqHVEobAlQEz8fkVa0H73HLuN6EZrL2XtfU12JXgbovy2t25Z7wYhA//+dp+9POvFutgGwLhxOO/nuD9HX3H752/3cZMUt+v1+bhtejqPMy+qTb5SIsILmbrb/bs9Jq1M9Tavm0K19n67nZ6udZ3alW/fn/0b+qa6jfBt/G4ztVV89IvbzSzYi86+x7cZ6MqQzqfeqJD6py26To9tds3Z34upG9KxQoyu4IInIWIIG3jDMGpXvIBZpWh2g7w0h6vxWd/yxbf06D6xvP1qN4cBMy+TrYpZ2LjNb4nb9uw9AXYbHn/99qjb+pUW2PPrx0049UTqS8HFbWl1REUzgm5qx7bv2hVn/uuHgMbReSfLmUEzaXFkevl04HoeGH4bSe8iYYyEoRLPRpoD4xGmu8q4KmlVak2wHCAGTALBgiPQxJjVK4LuD4EwKPXpSrVKPAk6GMsINSTuw0qSwtUyl1wYk1P9vZXKJCsaV3LMaFWeP8Hwzjj92hM4cq5YNPRYqQrluqDXSnjwJmvXby7IULH1hNngfR3UGHQiyojZI2hlzJVTrTzJgDAQghHjlcodFwJLhMuhULVwyIXJopeO430WDCEcozvUWZFSmYeREIXTQRlSoV4PWEmEeyX+uiJ2h9gJST8hXLgMAz9Mift14MMycsyBN3nmXFeeeUKJ7kRHiMGdFbs613c8Oqo14et9WiphVoqBBSFdI8N54DoaWTLyrqB3hZoqGpUSM/kwE6IQdcJKIVwgDZXD2zM1CLMIUYT7lIm/YLlhQihOr+brVgnanDdqQ9QVhIr3QnJ8s2lA1IglUCVSbUDIBAomFU0ZSdIqv4WoYasQEzEckoaj+8WIRRAVNPh8mSYsTx7E1OJVBVrQIGgYgUKqxXsrFNBU0VhQCVRNHoyXwVFKZFfrwXVBUJfIWrM7l0MhhhZsCTsHUgvUiumEUSgayAVCMWIuWM5oyVhrDuy8r57iXkPwBKTGFtzwitiUzL/LzH2zBHoQmD2Zagpamr1oQhWo0eVQrNwSpU3Y+1h5oMFIqHhQQUKj6DGvlhCtjQ8ZQk2twvBK7/vklSkRqXHr4wIRrYPbFwFv/DIJlIhk7wcSbKD3rPjKBUfQ4nZZiVACaEPvxwwJgiVgAM2uzwNo9MoRb7sg3quml71bBb36epSRIBCCgYj3UhBpYAyDhnp2VH6ipBmJiqwRYQJtCW4zCEqwSrICdgB9i5IowW1EqXhCOjqgRBuNZ2BuVWtOUSk6IFWoOTjWJGV3amMGK9Qc0DwSzFtQI62nkillVyFpuzEk1LZWPJCjccAsNtNOCbWCFUL0JtFmXp1Qxak/g0RCaPAxpek5w2ktfc69OsJ19hYckLb+RLGwNM15wKxVTYWAhAWkYmF1Tn9a8FAyllbIEGx0oIymtpxXxA6Yjr4pOsWpAkGRMLvNGdPXrzcRynBEpwirs3cerxPHz3AZlRyU9CYQD63LmylMYAdBV6EMwjAJ48HFkFwMFTgPyhjgkNxmVVwWBgmO813dmpC2ZrMaqxkriVgHUg7EYtTivM/pOCHjiVGV+3JhXgP1MnjV12qUlogyM3RdkVA55hPHWBjrZ5TE9aIUGZmHhXwM8HiFS4bHTPwM4bAgQyHnxKX1kYqiBIFBgBHym0DIkTQ7YEnqW1QGanHQkqp4D4viPcB0ylTL1LUii5JmX0/6rORzRQ6ZOBlRDoQqhCURQ0KmAHdGqMpQKkmVWKoTYYQBNeE6ZxAlaQHNZFmoBHhOSJw4vR2JY6KMI0pEHgfCmihxYQ1LqyBVqg7knMgKWcBMGWpGVcgIQSu6enXX0OUGjnjNK1tT6K89uq/T7cXNDdl8lhZv2N54Zezu7cz+ewO8bfGVnXFv2987AdFl3SYwdl6LdO8gsvkam3cndDDm9mHb+R3bZeX2N57gUPWrqjT0sZnr2xa0tOr01FYVrYbIQgizK5qUWtCtcaBnByzV6tQ1tbi9r6UjglvgVbuP28apx1FuE3Abhz0VRAfbWQsQusfin+vg0e26untwg41o9bWvf/MVjO4H2HZfPrRdlvcQbj9ZX97fVx9GDy6aNn3X4hAaQlt2znjg1art+XpwZ3NW4sv4jHW/dFsVbe206jvrwMXQhraPYRuv9lxBWgJIBSyw9bzcj1iT5dvwbnvEmszzuVJ1HRSCr88eLHZKKJyqzGxb0aJKr5Q3dbtOzNkVSqlECW5TEoid7UM9dmHhVj3gU5ZaMHd+MfO3/eXJO9vGYIvebWsxEBsNch/HAsE8sYoDr7fY34u932ag/b0BYvva360bn5NC555/2T9yt2Y6CPMXVhXu1/qXF75daIv3bNtj/yV/QZ7u/PLthb5lZYOcvpaa/vcewAr0AL01QKu9TvBtAOgee+tHi+O2pGuPnWhnugD3Iehysq334ODXGxBftnvSNh/6IvF5q+KyTr9fe/Kh938oN/m0q/h6EQfbBq7/7GNkshvuVxO9DeJNtvdE3qtJ4Bax+nK6urC7rYj9Hn89W1+nS//tSYjOHxf2AteRuLIF/G1zojrX+YvN3mpDtkaI/UF3qHvY9pgr5n3Ap91Kv9amEG7qe6fAd58RQ0IT4NKTCK2UfdNlzRBvmWbVPsG92URrJJkNKbtqD20KVI1qtHKaloSo7rrWxgXJhsTtArUH0WzTZdguOdMDYG1digghtqVo1iopd+c3xWK7LNG2PF5lKmVT3i+XUm9A3RMQtlOc2zty2w4e9Pb3Q3uO7fyepPkaQai7uWvj7ePSN1y/pqOTpfEsSs8CSmYTvrgxQefEbALKBY7RA+naUFdBe3+HFrQPM156n/BguSMD+oO/RNrfFIjPaWmvDdwqOGjXbvcFIM6362TRDe2HARccifYO4YDZ1G5c6EkOs964sVUy0BE4nowwG3B0TRfADeEgqQmWnQHXFarhqBXB10/ofTi8aaMLvKZcRfDuLwVvAtofK+J9I2y7t9tPo3mQ/pxjGxsfc5MIktyQ6MaG9b3dTDrzrK9x3V7bUBgIZqsbfPTv+LpDGv2Aarteu66X63UDJLAZq9zKAG/B6HZH2sfQ93bQXaAb6L1yQvsaaWW1WyLBKp1GqSsA//GgDNbXGf6s5sEwMWlUtIIGp1xxBJR44Ek676HTR2gvGY1Cr17JmqghYCH6fITg6BbPRWyb3oMjbGvFA/uNB7HkTU35KukVRGyyoJfu+hJ0NFZ/Ju/DJI0fMbfz+77z/2mbh04WIn3vVQ8uSWsCFnqTzKav9lVgzbdyHRNaIbW0+zGX5xKa3NzJOBclN/na6Wi+9ghmvFtmhMBwCMQ4MV0/E/PCw7v3hPtvuH6zsLzLvLl+Jjx/poQjfPMrQircDR85xsTfTEce1sz56RPrOvLx8g1yVSQ9AkKu3zAK/O6HZ2LI/P05clZI4wGxkYfLTLWMHi/cpZVlGZlKZJ0vfK6VNGXu3gUePx74lz8esLFw/x8WLAWWPFJ1pdaFU038VXnPahNP+QNFKtN3FZEFfWvIVBmCc9sricrAkAtxyZR4RI8TP76/Zx6PfMyVn0qFMBPTlUP+yPTTyhxgkjuG64H7H46EY+SPf3uk5MjDxwFFGd49EUPm25yRoFx/vVIHkN8r9TM8TYF1jAz/CPEfhKskVkbCn4Tph0J+f+H6jfEhwK8PkHPi6Z8OoAe++/YdpWSeL/8rEiCeEjVFnn/nwccPFyCI0wpN8PZ/cjT59fEdZa3cvQkc7o3jYUZFyddAXRPLIbMeHpgX43J9h6UBmxL2DXA3UUQ4p8JYhTfzJ9KS0D9NzbH5+mOW6kRTOiJizKeJGiM2KJaUcT4Rc0BrRDVhQdFTZcjCQUZm4LJkiAWZjNoC4cGE+lN0ChpdEYNYToQqjOUJkUxR38NFAiQh6pGgjQ8+BEwzrBeogsq961xZqGQWW7A1YY9HbBRMXKeUMCOxEMcBJDIXd4DH4sHXVD1gms21U7zMPg/DxKQDJT1zjhUbYckwfBoYPx0ocSWnK5wv8FNhniE/HVg1UkKlFKP+dPBGc+Yp3iIFs0qIhSQOPispEO6rN3yvEXmKxPpI1AtlSIQpYTp6HwBd0ccZiebNi4sQ1uBVZ5P6uLQq0JgiIYRGIaKU64yWQiyBwID3WZopzeOX0cchZSNmIwchizeQzbVRRhXxsUxeras1ELJxvKwQAvq2/iIAp4lQhgMi4n09VIjlM6wZKd7XyXofrAgWB6QaU1WsCGqBGCAlsJCp9QeomTC7bVPFMAmkacSF8tR06wWkeuN7CVQumAZ0UQIDKQuxViwW9FgJCRIT0VxHVz2Q650rqHgGLajMmEGdEyYRG5wffZQ7RCDFGSjoMlCX6D04OFDLFaV4qyoVR8/rSpWZnBaCud+kJcKcUFmo8TOUjPz/SfuzZsmVI88T/KmZAfDlbHEXkklWZnVVyciItMjIvMz3/xbz0tMj1Z2ZZObdIuIs7o7FTLUf1AzACTLzxmWDjBtx/DgAW9R0+et2GSsYM7g8LW8YkVBCDQqYXGcorhfF6oxJDIh25Dyw0NPZQAwHiJEQCqIDoXxT9f0fQTokHhEdiNfvISrl4HuOPIIV4vSKqDK0YJcyVht+xqTQjV56LhdYKJRpQefijY65Qimuc+SMLR0SO+KhRXtPDh4tgZCMrj/6s5cAXwsML0b83zzLUc4BSxC/V7o74wMX7piZ7Y5FT+jtiI3fcfyp51wGpofE7Q89IfZ0acBe4P5ZyEdh+r0QLXC4JEyNJXx2x/13ibAkHv5/E+kycToENA08hXuyROT+igwjzAlKQmRE0pv30wpnRktkOXI7ROLTDFmQ6QOHHh7ORjf3yOu3hGD88HCj65X++g0hdIRjJnWZaZyxz8Ltl5n8quhyQsMdl88/Mr6OfA6PvP7xkWH+RP/nz6i3kCNNyt1rLXOpJyYrvMg/I5oYrkdMAvnSYRi/lIs7yW6fEJsJZyMejYO+Ea4KhzusvyMfrsxhJlwXhl8WtB8oxwG7DZR//Q6dD5TxjCZjGRRdjLurkc2IH43URW4PR8Qy0WZ30pWJoIU0uY5/DJ8QhHQMyBB56XpeY+DuMnP8XJgRFowyB7o5oZJ4C5E0HXj6fMfcz/z0zUdSPHAaenopPNgNy8oypoZXf+UlbguK66LURvF+tX6EVVcVaCVHV/BGdvDLquBDy0QPrTxOjUT2HhCb7bsa182mrADIhmcGtloh2e0Iodpq1aZpmQ5Vd16nrw0odyt/7XnRjH1xYK3ZGibqdpcquvhYQwiEpRDjXG1EqTZE7U1Y8RHNs/M23bITrJb/9DIlrtVrDWSyWoXAtGFL1eZtunmzOJrphtvItH6BzWagYRE7xOPLCGLV5qeoz2yg4N6Oqc/S7Z0+lBbkV0sOVtuvBattwXRfezm4ukJRDRjDsNKiqN2O86CKOqfak8SKY0EaqnOhr5icOhYRYuvDWfERcoWc6lxbVHilFJMOo3NHEVoLElSaKqH+m7pH0PoLSQsIpa0TKyaD5Iq3LRVjOBIsuFMBLxm5QqQq1V42z2wRQeOCdCDmgTJYcX2BTL7cCBIwOrflO19I90UEQtj6D3g8nqASvEeFCDEMbj+HEQ0Zs4BZpGUH+VT3AXO1dr8YMWy05qsXaums2qcD74MpGnCg2p0UhMXnGKqTqCTPIJQWlJFoPMFJM2y0WQF3k6na2r+JubEeHtyud6xMdmdmpb7t3O3wwxWPoX22MsL6+AZm63pvOzyye4WfGKlggJe836IZofUbWT9RpzVwW15Yh1H7fG7YWDuwDQvezbz67FzXLs0ZuQ4srLxwczE67tB6VLbm0dSy+6aN97QStGX7nuFOscrLGpVUQm+Tqizedntg6xwqQ2W/A+viN84u+5Vqe7FbO2kzqTQlK3trp453fUnqPm67vGEhX/gg/8Pr/2ZPiPqyHRPfyqnsJrYyod0lG9H5ospKKCs9bhJkfdvaCG7PwPfPssaiVtLd7v1i1BtxNgISwkrcVcBVsNfxv6p8i3o0LhDqoFW8cTWqXtvXauZD875rZVC2kVir3V69DV/Oajfvdsh3E6gTeufw593Z3Os11PPxV2JvVVj+eoG+pLP372lruEt9XIm1pZXun7O7/2uu9ayvY2oUvQneve7gJ6b1NqjZAE1YrvXfwvb0VVlrqpew9XzQ3fO8pps39tmfqJWt+jqsG/JuBvVZgdXJsDoC6viad7tlM1SlbluAjIPo4Gm1O4ZT115qVOa6NrKrndmaPK2iu35vlQXC6h1enXttbs1BUhs+O8XvNmUND6xr4DWcaQy9Avf+zJb10ebV/tQaa7atmX+rrdX2SXunSIuIaalnua7f1vTaL0+f9DF+PfFtXuBGtLExH2Rdl/rudXxb9sNGtzsuXBWANS2w9tAwhNacaU1rFHu/z/bFz3sa29P/6shsa1P3sQHvVqoS0YS8f1ebY624gA7V7jeMYMF7Okhxp1QoHlEZbdXHTQVdQnVWGatDoBoWAsQabdKMnveqSeX21YGxZdq05ze+Wda7/O/t/FXRvK6LgDszdt9CK08Kbe2qklQVx7+S6e+eTo3sfkequ6O4V6S+/hJgKJmEEFIg9EI3F0KZiYdElBP5qJShcLiN6PQZiwk7HilyQcNISgce5MRsC6I3SoEpV6fdZa5p4UeCCf1lJErhtgTeMO5zIkliHjNTXniVK2WYiVmIGil5YTFjORg6wJgjrx8T/bdwfhpZVJjnhGpGNZMsclgGAkfM7lEpcD65w2wYoTNCyt5TIhxREuH1RlgyIgMWE5fTmel05PNl4vU6MQQ4SKEvN863TIxHlv6BNCb6Zwc2X2Mil8g4DSAL0i2EbuYYMzEa+ZvsRse/gk6BeQiMMZB/McLFGCWwSGD5aOjngvYTem/EQTl1ymU6MV9OdClxdx6Y52fGy09YFIKd0dixPJyRHGCp3DaC9MJwHwgxUsYDcjO6IdPFwiEUgmRuS8c4dxQp5JAZr8btbUDPkXwSui4wnCKFxGgdp0X4ZpmIVtCXBPPXO77cLd4yorxhY+kSSx88RDYKtvTI3Hn0VWmGnTc9TDl6NGnWapjgeo8kUMFu3iTPakq2qKffx+I8oUhNX09uIIRyJKiXFXCW5TXMzQIifeW1/rzFsgPXY3Ug5lrLvKXnhxkkUfBggU5r9L66k3c2b4g7Lwuiik2BEAPFvCmx5IiWwGHOhCmTB8gnsHHGXj1SttwiRYySIsUSOkY0V2eoSO054HqKBKNEz8jQvnLlCQcbGQm8ErszdG5YWum998FsnqGhQKmOgQChlqPQGiUrwSMFXQdTlrxgi0f7ubRx47iwoBRSPBPiQMxGZ17nHfEGlsUUseLZU+ZgGYjz0AJpyRADpQJZv4XDWUhYDGiMYEa4jIheoRwBr+1uoXJ9iQSK97XwqBYCQgqgeM17ihJmD7axrtJf9MxH07QT9eplREVreT8v2yAakALBlBJcthEgWHSQwQKmPUV7RBaCjRgZkxm1QMkHLES0D+6Mp2ZEBO/VlbN6vyU9I9aBTlg2dHbyDqIEKajNFLtiJEw7LAdYAhYVtQssC2EeQTqsP1VB5NkUgvdSsHjD6053fp5rNGqopTOyJjKBIAmRzuklGuDNyY0Z4wIcQY5AJCze54mgHoAQT+44CQtCXssWWm2Kp+pR7CH3hCXSJLWWjJqXafG0nho1qAoleqm01PSoamSLQhBirGU7fotAVZBfCmFR5A8JjoKcCvGkHC8Tw3TjxQ5MCrp02O1EHBOHa4/0kXLqEIkESSRRhikjPSwHIWggXQbMMoFnTIxyOEIMpGlieDNYBoiJIR3QmJi6kSzeC3BtWCqzr0WAYoElJJYIMhQkJqIdSH1hSDOpBOCMSOFyePMG1XNPlJ6H4ULoijccBy63wnw1VI9YGLiMkUkL411iPp+QX14Ir5lyghyFYy6cxpkSEhoHCgsXPhM1EnTG6MjlgYzxFq+YzRyWG8Ey86EjBuinmagF655AjpS4kCmwzMQxe3ZbUsotkW8nTAfUasm9ZIRcGJaJmN2fJYOwnAcCkUBPsELQQhBFFs9aiCEjYqT0AH1HOUTmBPq5wLOhQ0A7zzAL6sDrkgOpdAzzifxQuH57Y+iE80npinK8LGgxSo5riZqvZG3UyBSgBcFtOuPqiFht7y+qL4hsNvpqYO+i8k23M/BuWHt7Sda3CjXjruIve3uzlQ3+YvCup6zBVDubsL5j7QmxBwXE7TkfshsLJj4fDygVJBgaPPvKwbc6R3Fb2JqNoh6o5BHBNSONBto1UA7Hh9bo4Drnqpi3mulrYFZ91VZBqblLaiRym807rMTWdWprZ3wxb2pwbWvyva4tNcSrmX17O8btDFs/3wCb3wCHbOP8qwL0DYPJjqab6zyuIzT7vdqPzcQxD6iywMaPMULrGVjdxrKuVHOmpLoSdeFrBps3WG9lrvwbQXZ7tI4VB913Eefrf0SqOebak1ZnReuzusaetr/reQjSdq/avlJo5XzUktOLZUItjR6JRPEm1BK9BE+TY2v/hnW33V4VccA5SAQ6D5ysZ18kYuR1GhbcXl37vDa6quNd/yZU/bnUpfF9MzPXP1aH4tbE3F1L9SUr5uljaEHhYkKLh/SdqnjPuhG/0UB9R22Vf73DIndUvM+oQnY4jKz8pT5oN4zNbn9XQaAGdTcszCov8nPbshfanV8Y7g1TFVgbqLdn14PfGlS3PBf7cl0ai10rq+wxlfa8PTevjlGslomr9FgxX3ZOiKKtjFXNampE3YIvpfFqa0/cD6hOd7+m24I2R9MWfL/fk70EkL/6ZOX7+1v+6vob9FPl18YvvsBIfuX6+50QO4S5EYrzA6PYHv5ff7ERAFpRrrCuJ+KGotVn7BdhfVYFxtoM1wPdeGJ7l+0Yva4PWRdlPb/1wLoB2bw/24Y275s4R3vnZDc8wlabIKf4PIpCsRoZ17z0NXnfJQChCdm6Ho0IpSnitQfEmjJX71sva39Jzcax1TmvrQJN+9I7YmTz3rVnrF+zdz87gAxbbXqrdG9bVt+qXPmzW0zF+tr6xc0B217269Rp4oYd8k68s9a0E48QXwXYKhipSQoBL4hRm1SuqZEFY8KZd1/Xpa9jbtkW3gOilUcSzvXgtxJPFdx26BCzDsMNwH39zlrjxr9PLTXQjPsKKrfeKa4IFsRumxIKiBzwLAqA2RWLtQeJ32PBnSXNe2klVJB7ZDufsikw5k3/jLkS2QGIa7dDWRvq+N4KCWRrZolNvhbBy1c42tYaUNVmT2vzsMZAdVtrky1Vtf1uLRXl+2V1La3Ri4Z63+zjptKdUPcZF+gbwSNSPc3lvcD4ddoL1bln1enbshe8SMl6vmpWQhPMqz1Sf00TIE3hMqH2cqxjN1bjuy5PaBlVlRSbo2IXd7MJFi3baWvvCLKOWevatgwkz+oSb5YawJJnhElrLL44nSwJB7hKcSerePaLxIiEQEsQ8UxTqzQZ6163jJDGK6ozuEbIiA+NUOlXAw44aqwlSeaaKeYp8ivYoYZocEOlrunqxNHg2Q5rJk/jz57eq612ZfTzoVXutL451H4bWqjp+FV91zZPIVh0eqzBCasLqW6cZ8r97TTG//QKMPwuEFPg8xiZJpjSmRIij3HkH8PPvFK4Xgvh1nG7PRKOEPqPvB2PzOd/Qq8j5fMrNxP0w7cEDRzzRAZe85nQGR/+8JmuGP/8L4aNHUt5osM4zgNDH7jrske8jx/QSbAxkxePXE2iTAl+iUKcCv9UZkwTat9w0Z5xuSMuF/rLzGKBPweDmLm7G9GoWNeBGPGmyAg8fU+JB6af3lhuM+k+kU4dt+eOyy2RYiF0VwoX+vTG8dpxvjxy7DruDwMlwpgy50V5OmXmpPz8/IKY8fs751u3FwgUuvKZLir3/QeWbuDCHynHxFlvHKfMFHryEJDyEcqfycdXbvLG8anwT4+FY9fxcegpUgiXE8MYeHi58fk88st/P9Eb/OO1hyjExzfEjA99IWS4TUKehZ/ShHaRIA9I1/PzcYFe+e5l4OF2YDkv3A4TtzlxuyWEG8f+mT4PDJ/OjCHxnA7QZ/r7jpQ6cvdAPgYuF0WXXyOy95fpgqLcgjfcNvPAiWAeRawLzFoQ64h0Hqkeb5SQmGwgqxJKNevDkSDGOWR3zR789JRaZsPlg1GqcWn55Aa8uCFMX8+8ejPekNzxKRyAA2ILViaKRhZ9IJrS3908q2AQICIlIUXglwWRwjBUw0NvXtIjON8q/T0We+9PkYwpT+g1M+RM1y3EeKCXgbAUyjKTR2V5U5ZxZBovLPPM9fbKIsolGiXP5HBD44LqBcyQ6UggkJkdyH2t2mHxKMzOXgmiaA5kfXKHhk1YMDR6FoIk17XUHDCW5ACDfc4UIqMEJAhdWDwn7za5AZOy89N8Bk1wS9io0KmXINLkBms1gD2DTZEBYgjen6DziPR8OyASiDEStUB3dcb3MSG/QZYCaBwczL4usCjojRDeiBwRDl6SKwhlAbtBrg1+Yy7EnEETxXrvZRGj63anANJh8oAhXCuQYl5riBBPLp9aAmaYXcjmhJSApkjuqd8vZIXlBoFEFC9pAWAsFHutelJCiLVPkoCOmBqzZZc/8eY2jN6B9hTF9dVFQSJao1VTN0MXKHIj5yuRg2cILhEbxbM3uuzyL9bglNpMMxwGH0tJmAWWcnLdMaYatDdVuySgGghyo6tBOEoPORPyBHGGfkFyD+MRk57cQ5hngt5qSS+wWLBD9kDqa0SKoNzAlLJU8LHvkSSMwxGLiZRH+pJ98a1gNbjHMmjx/lbSTZAEDR2iHSHf42WlJsyM5cWDF0IufK1IDUE53b85jzieyEMkxAuLLGQZKN0jUh44vN2jvXH9w+R9WsbMtTdefzByp8zHQrRC/+1ESoHvPw4kEYZQAcpLwrQgn2cCwuEfOsIfAuPUoSqcDp/puoWrDMzc0z9CF0ZuoWOSJ/ou0PevLGWiLDdCSfT/PNDFwqkb6ebCD+XKwUa+TULoAkU7lIh8eKFIz+t0h4yR28uNORV+WA7cRDjeX0nDZ65vr0zTzLX8zHy9kGPm+jiQl4n8+UZXjOesdE/C8R8LZS7EnwsW4HJeUDXm1zcQpTu80cnCN9NEMOOHt0dm6Xk9dYSucE2BEjLPbz2XORHPV+J/n9C7A6WcUYGSjDJkyuGNPvecxhMsGcuFYMZxEDgr8ruPXq1Gz5Ro/BxuoMo/vUQOErGhQyO8DG8sMZOeEx808MDA6emObD1FE+kuE+8uHGXmLIYuM2/hmclm5FOiYDzzyhCU1A0euT2ePRL5N1wrMNcC3FZAyW28sIMk/NqUZ3sX2ecZ+ivYa4b3eaiR4yYQUuW8+wbCDoCFFqTUMqXr6Gig77sMgWp3WLVDZRu/SC2B6kYNrdF9c62raNXlozt46/gllMp36ltC9Lr2zSpbY8qkzotNj2/BmatxVHl5+7v2uFsDhVqfQZNdDGe1kNSfa01Rr+tQ3QduD5qv4bodCF7WBhq2pPugR7EvMIuW5dKCFf39LQN7BUnX5oI1+0WaQeH2vKyZDF93uc3idn5odmVow242WIfDeo3OvI+ROxYciwi60HrlaaMtIFbwyNr6VtnjjYqEgO9xCxA0bRH36oED2nC/gEryndd5Z+dKHYe4zWUBtPOs9Ow6m2cjgIRabaCWvCF7uSfChDCvZ8LMywS3SiSiGckzEhJFF6xETD2bMEqgSKJUfTCq1b4TjuJFLYi4w973++AOfeZNjomgcvAshLbX5hmbfip6TDISZsw88IFq12vFqnzDHIPxLAeta6kVcxMsVJscPPOBja6klaiqtCrqPYqMGiwYRsejGFb+0TCF32idsi8Jzx6Ha3/LRj/t7DT9cM/y3t/zt3FAa5gjDQ/dsgta4DdYrWZWS5JbTZSUOoA2wfYO1epAqvpcxXd1Dbytf+v7lbE23AbltcDTNRKx4mqw45f1u9V51m5uvR0cBzVav1P9gs+BruNuAakb3r13F7RB6cZTNg7H5gRlC5xuWN5uyd9jR7p+sk2+LtG7Pbcv7vfPfVlt/Y6wibZfu/5OJ8TGlBtA3OigyQnYLcDuPgehmne7PqdJ6kp2+4j7+hL/eU/DKx3XRTQ2IYc5g2oPCdvShL8eUv2rgmK8TxfTBqS1Uki1boqYrXPeBBxQGxOqNe+sOzgcR/N3xFYrrM61vRtsC4jwKbgc2dFHW4y1QSqNqdV1CxUIa/Qg24Pe8QLb/dk/fucxNZM1snkFfHd8qPl61lftaGE9EGaskdfrAHaH9j+6GnOoCldzsu5LATWB2KKr1zWUdkMDtNM2WVG8mXLC6OpoWwZEU9AaqN88oJ7qv4KslWmINCdFxOj9vjXq3qqgSXWLpm1fCLvPd9H0Bthcx1Tr5FalwlezebSteszN6wzXZs8tm2clxpB3e1sRnz3VWt59X1bGt1FDq5XYQiZqSSlmjOJGstTo9HoOt8Y4+xStFuGCrwlVc1ppmPU5vmYBb362Rb20fXa6ymxCMYH06zs9TXQfTd+U+L9FZP/BVb2UFvyRrWn0KitW9t3oKayi910WBc7jZCX+mkrYfgSagmp1D6xGXYAbKdbOYbv2OW61jJF/y0H+fdKENgdAPaDtHBm15ne0epcb/K4T19REhKhUxaAyUVUseraOSeWBxVhrR1MjcsDLNlHZRxXayCbDW8qfNcWsRhm4s9aZ4JYppjVY8r2wtbYee2+teC3s/V4qLdLHf261ZVd3RVVgrCqAPm6POjFralUlCNmcHI22/SzFX2Vpf+uSAPFeSENg+jHyWuAlDswRnrqFD+EVywGdAjZH5uVI6jNJrozdmev5G8ryiWX+kZwO2PlMUCMtE1YCeT4Qu8Lw8EzIxqfxwPIaUe2JIvRROCxwuDdiEp7zkVETtrxBuSG1lvSyCG9z4JyVb0yZLXGzEzc9sugj5ICMAwX4nCCh3MUZephOEbOO9Ba8VvrTGZMz5fVKfinYeUD6xFwSt2sk1EyQzm504UKXHxhejxwOPQcOxLiwdA6EHfuMxIzeLqSQuT/MWAnMrw+gStQbKRaG53tiN3DlEe1PDPkHQskUSeSUQH9E+JnSzcxx4XAaeTzcKN2RS3+HTAORhbTA4cWIfeb6XYcVoV8SMSh2HgminKwgM4w/R7QIl2VilsBZzqQkXHtj6ZUHG2DqKKfCnArzHJkvQj8UhsPIKQsP44HPoePn7kCwQv8AIfXo8EgJcLm7oYv+Kp1tl0cYekaEp4BHvPFoyN6QWkshm5FaM0spWFhQYCFRzJ1votHLqkhhCNkd6kePTJ+D1322WRFTD/IwcBnSrU5DL+eZUYvuMHAtDTemD7Rab6aJnI+eSnC4edZGiu7Q0AraXByAjVE9sassHhEYU9UDIhJ7LE4QC4tmbM4kETogTIkUe6QUNGfUCsUKyzJzyzNLvjIvn1iAOSVKyZSwgE2gb65j5SNYdIceBctSfetesziZG9FmZ0o5eakemdYeFyEoIW7Rn4giXYFZsatiEsgHN0STeDCEzFewgnUBCwHTiJg3gcY8lX+1n2zH61S9Dr26kSYhQ5zcwTifvOZ9TAgzpBmyIW/2Xh79OodDa2lFWzJMCmnBZAKBQAfR6YMCNgnF8BJSqqTiZRlUPPvFe0OADBVwsZM7r5cRqM4WBAl9pY0qo0qBYEiODuCnQIlVtotSCpS58uPgdkKtjI/ZhDsgBgRvvOrKjpccnNT7oiSuVYI5PZpGrw9co1MLrg+EWAhdRstCKTOBBKgnOSwCxVhLfDb0TvEmnanqheIAjS29i8iuyia5AosHxhiEVqJTwOiwkjHL3schXiHfI8s92iU0imelcEEsEMxLaWrybFexY4169uzgkh38iTIgMZK7A0US0ZRoUsvDenlINaM0uZuM0BfvHyEFoUf0AMX7AaBKacFf5J1O9WuUZhwONzpZ0C6SU4ekKyVM5DKQOSCXA2k+MJ2uLA8wLgYn4zoWXl6M+aBcYuFI5tvzTG+Ru2tHDIF0cn1VpgDZiOPi5/BPB+gT5TmSF+jurhy7K3n8HeQD59PEoZ9rH56O1BViGil5wvIILwPxU0/fK6d7g7LwohMlZL4NrxA6VO+ASDiNmCjT+A3kjus4MwXlk/a8SeTp8Myhf+W6TEylMJc3dL6yhAE9HljyRL7NxBFub8IpKr146ZvwppQkzINScma6TgQKd3Kjl8z9nJES+HMeuMgBGQz6UqvTFsYpYm8d/XGhu8sonWc/ABqMMhSWh4l4iaRLwoqRiwf8dClAP1PuLohG5NO3qMILV6QUeEl0JZC1RxOM8swtXunfjpzmnuPjmeP5xDIfyHOPDs+U/o1eM4cCY8hc9Uo2JVwjWuA2T9BBeag9c5ajBzv9pqvSxM6O2my5HW22yEfb3fcuErDZnxUsFucvIjg2JbD2v6u0bisGE3ZAka767HsU6Mt56fa37W2892et2W17u8YaPtLMs/Z5ey9Nx5eKZziO4Jh8jc42awaHg8hmWGl282arNzm4lmA1qk5SQez1d5sF5vZmizDfcJptdLaznbY9fDd6C7uV+DJOetvjLYq7eVnKCnSuuEfda2vODGv9Od4BO19xVfsWBy4bSCsVCHaLymXtGnRKzZTAdXAfyuRxfdVQVKrtYl/QkLTs9bab1ValloyuRqVjYYoQ3UZbAx4z0vr6iVaMoJ6DNQuorbUbh1uAq2cgNHPbSrNLXc8MVjMW1/WEIl7CLOjsvb/MewgaC4GKxQSjJHU5LxCqrBcRz7AUwZK7E6Q20RbzYA8VqQGtqeqvVeetUXkikUCqa5exXSYUwrpfbU7SDGI8YNKbwbeyVF7Bw52ZFQ+p0f1bUK6vnVgLAHV90XEf8/2mAQLGX4OfX0Nv/wl9Np6EbGd2m2yb5Bdnr33eflFt7Ja50By0+1fs7H1HW3S1+5suumer67th5a3tBLeKBfblqN45LWVLIFg/r06xNr313S0DB197bc659jjFg5crH7Sm24F96YRoQO/q1Nnz3P0E299f8nh793vbSYXtagLkbzgK7P2qr5N9J7jWhdn2q61ZcxJtr/iq6+90QuzZuqx7bg1PMmgled7Prd3TGufs1EuzCiqzTSzUm+ucQ8OEGwFXPLo6hdePm9N/5xuqQmonbNZD4IMXyyvhGVIjC6qRTF1QkVpnrwqYBrzuVoNaz1BpzrVWI6wdANB6yFRbzcdd6t7+LLb1CrbDa1vmRDv3fm8ItjoFfL125Len1VXxeb8nrffDWu93VQTe7/E6Z7MVtKxf8fWpv2vr6Gvt820Qcp3mr1xLHVclUcu0bAGPOPZmVexq4jXA2JsWuWLgCs9UiaPR2wHPhKjKiDqIL1IjCDj5GLWtjbEaQ0J1aghGQkiVqdwwSw6IUKPA1rw4g2rQNUeGhFqzrmYGeJqibd+pQsrWg14dIOvepVpmxYBN4fLeJk0QBprH1hmEv1PWRkytX8OtrnllijWSYm1GLdXxsqbBzXiJjAg2+Fne+wsEWsYDNW1V3jUF39bFqsMHa5B0HZsoHkPTSiGVjdnjwJdJcxZVodvElE6VzurZ/a12hVaFulRaj002yqZ4C7tIpsYBKj2JVF3LvAF0PRcgKz+hZhRJO7Pru1cp58GW5kqWgyX1aNfIIUEgKK326NrXIQsEw7qq5FTnrN9baVpBZnF8I7S6mnW/67xVQ51O9ugLFURdgLdydI0veqZMddg2vWQ957s0xpU+qoO21nxVzd6oqf7x+rC1TmytFbvJZF9rz/TYemaEasxQWgRJE+6NZ2/76+dlS3uEmhVSt1Er/awqzqoXBLw1ZaWtysys1l2VLyIqfpXUEJ6lwyRxsYFFAw94s2Hjjc8ysswHUu4Z1aP+R1UYjXN55mnMlOnGxI1cAtfJCBrp5nsGjCTekyNMHxCDu3OhBOViEwTlm28K94PxeoiMMRBfFg4L6GnBTgtyCIQ+MM3GZVbyKSH/eKCkyPI2MnfK9ABpfOM8j0QiIZ0JKZDSiHbK9DBiuhB/+UzKxvn2ASkL9r0xf9NxNKF7UQgj5d54GCIPKRDiEbGO0guvH0bKMiLzM/nUcfpwJOrEZb7Aonz/BpTAmCOmwjEvRCCm7zCM2zUxReU2CbMG+gBdULrzSO7heDuTpoHwZsjViOMFeXtl7g68DWcO4z33+XvkOMPTC93BeHrOqEb+pw2EvJB+GAnAJf+OpIm748KRQigX5mkmy09oinyYJrq5kO5/z9tTz3Q9oh8H0t2N05+eSbdC93YHy8Qy/jOLPLHEgfgpY/9yoxwnpj85KNxfF2z5bTTXGdVwzKhAKDNimVQiUROT9SwtGlMzjMUBaHWDVnpIR0HN62gEcZBJxKBc3CZTN7FzzT4KCGI9hA60I5oS1NBeKdGwJRPKUl36ydPlk6BFyBqxZHT9SAjqfQNESJpcHZgd1NDB+9ak6I7cvnj/iSUECoEhjMSodNEIYuQlkLPQRaPvlHlauJRbzeBSSoI5GbNM3HQiM3Hrb+Rs6DWiFOZ+ruv0CArxopAL/eLBKMviOmOQGZOF1CkSQxVrBboeTd7HRBdvDFyGSDSjswkriXK9gzIjsmAh0TGARi9LRaHI6FrA7JwJwSsl9LVvQBeRKNgyYvPigH8CC555IsdAOAFzQm4nihplnty/f/SeaJM8eKNqG/jqGv0AGFFvVEGDmdfDJ4GWiFlGy4zKgqYeO/eEFOm7DsbIMnlj4lBwWRcXCB1LuEdM6MsFTMgpopa8+TtAyF4e63yPWAedEOJEMC+Lo+Zqn4M0CUokSERyzaxJEAYHM0ruAS8fFPCISWiBRhDNwZ+Sz5Rg3hcoFDR6BGXwFrwUe0O5kXPxUq0lEso9FqDEyemoZpFZHDzIY3HDFi1YCJRych39OAIQzcvRSRcRgbwsoJPXuS7qkaXBe7ZY6pEJwuJ6q9CheaCIeMmtqgbaHWhwuqKAvLrzOCxVzxwGwJDcu/yricEBRUImxkxgoSBeEiNOSJwJckQ4YnpAi8FshPEGKCW4Y8U6D5SR4GBlCS2V5dcv0cD9LyeGosz/tfNz9Mu3xNEBcElvhPOA3Hf05Q359MJ8+sD4+ATpmXP5kdhHcjdwDIGH+zPdGIgfI0Rj+XCFXOCTZwXp8QAhYOOMLjPP8cgUI3roOXQQSUgWrn3k1vVMozFPIEOiGzr0dqK8fYsyo483lq7ndjgR5gPp4wEbjOn3hkRh+ayEXpDDd3TpwJFIEGV586bRj0ej74X09gHKHfNdz/X4Sni5cLq80R1n+tPI20F5PSTCqIS3gnyYeUseVBTGpdqcvWdJ2ohRmK8FFbjJEzF2HL67h66jm94I1xtRR0LK5OMd2g9ELUSDm2YmGxnGTD8WQvEyeF3OHOIInVDOB8qYGX8ZsetMOLizdvn4gmX4nc6O7eTEjYikF2xY6A4Z7RLX4cRiR/KtZ/oEQZ4RFq5h5jnMHA4dD6c7UsnkPGGWOdiI3Q7YLw8EArexqqXd/Bv4WqU5Ko6gzQCtqmJw3rfWA1+BVlb9t5kPttpG1TasTZPX/guhZTxX+40t8htY7QIkVhu2BoGtoIGt967BlaSKlzS9vOrBFipusj9zu+zi6ggRq9H9VntitOB/Ko6jDQfw0kArICLNpvUebzQwGbZAtaaTVz1d29+0DH23M1p1htUZUYPT5B3g4TjECjquZRnC6vuh2Y0NEDfc0QprANpm47V9lW2NV1ygbsTO1t3mVAErXGY7GvUbmivVZ0hIdf+o76fakS6bVJv9W/kpUPBeNqYepEGI1bZxmnBnseCdwgLC2TGDtfK1r6dJo4y5UkPtDxlx2sMIlA0Yrr0NPBJN8cBLH7+Vdnby+gqM2sxZvIQfASsZKLXsZD0rzfoybbBOtb/megxTzQQEsUC0HjGI6gC92AWRiFmPiBCrI9R1Bgg2gESCnBAi1rAGW4C8YW3tfNc+E15odAKqM8M8KM/MWphfhdscT/ISfT5xXbN7vFSZ9/SMlfbr+klZSc/rUMZKz4uTV6x0rSeaAS6Vhpu9/Vs0Nx+QVFrZ44m2wh2bh7Tyh3pO2rfXu2T/U+M17SEbXmK0YCXZjbnZ621aNZu34YwBNuB5N/YdZKYtE7utv7zvf7LxyW2KvPvI6vpXe79NofEO6hisrLjh+kzJbI/z7zcMp32CtefYOo0WxN6Wi90+bgOT9T3S/utenXfr/Nc7v8/cq/fJPoflS51rv3cuxDYnQ1v7jVMCa6bIr11/dzkmq0QVTNYht8SG1Rmwirg68BaVX4Xxmilijdm3TY47YmF1EG0EXYVZ9H8bsuGasi3Lu/HuCXn/2waINc95CPWjTTi3kkSb15bKfGSbd31UIyzvCQFbFLgbtmvgrtUYf2PNDJF3G70Nb82kXCUbTQqtqyy7W5vfZl2zPc1+cdhkRWjrs9byQG1e68zerZk3ztmNTVirDVnNQVs9hRV4tT3B/+qVaWl/WPD6kNTDJVQmkln30szB49gYYax/vFny5sncNUtuaYJSOVn1/Jsc6rq2vg0Oum+nzlMAxVK9b8FYauRdvxtbjfpH8MZD3rNC1o2JLkzWjVP2aS/Od1L9bnNYbVkY3ry5RZQra2RJvUdqhLl7Zq3+XlYm7hHsitiF5shoB9No0Rr42XBIqX6nlU7qwQ5VUDgjlhXwbopI/Zekun65jr+6CGuk+xr5tyHFVZn16AMVXbfaM09cKLiDaJey34QybALmt0YA1PPiWyFbHx7zn6t8r2Npe1eFQxMUtbZc6zHTdmm9z/bsfHcsW1mfasS0tNMtrU7fCTSpKZ2r48PwSMp6BDxZp3r/t7xFd6JazSFKCkFWJwTFz7YW56shmJdPCtXJqF5+SMQdw7ZTrGNbo+jPcna/U4BW4VDXqRTPftCMFo/C9mZwbow6X96Ev69dE9FN+Pt/rLo5/f5dhMHKIwAzVl83LfOt8uealWfFqsG0G2/lie2MNDbUHlslzFd7/9tlwJtESugYGcgWedSeExm1kTf5hCz3hPmIKcwRihl5Mo7zldP1lYISLTMzkBcIGhnmI0jh0E8owrzcYQin4wWNC5MtWMg8PE48HoxLOjBLIl4KnQl6KFhf4F6wEywfjctVkaGnPw0wKnqZyVHJZ7Bw5fA2Ea3HUiQkIcYZS4V8nCk2cwxvoMphfiUB+TGQ+sTw70Z4UyQt6DFz7Hs+hB5Cj8mJl37iOlzhZaH7eaKc7hm+uyMq3MaR/s14+qVjmYSPNzcATzGTQiSEB5DANN8YRZlG8ejLwUjJiMeZeKfcxTvO8cg0BmYNyPKCXI/kfuBiR2S+40Efkf4Kf3glKtxfMhcL/DsdosrD60zUwCU+MMQDH86vHOOM6RtLyTzLMyUq9/PCXSlcfv/E9UlY/nnAXiPx6Ub33YXwU0f8eETmK/n2E1mELH+Ea8Z+nLFHZbn30k9pLK0c9VddAkTz8+wAtiG2ICUTciSWiIVECT3BZkQXKIrUKPGQDDp3QpRc0PFCQLBY5ZteXZUOPSaQQ8aCEO2EmJcDEomkWlJQg6JJkTwhuhBkIJBqZD5krU3hghGHuabPe7ZczAkpCtmVfOsCGkJNlReSFlBjTm4exjDTBSVKJARhzoEyCfno5aKWnD1JMhgSlCJC7oSJhdkyi8xMaUbV0EnQoOTT4tH53HmfgdsVkUy3GBTQxetkC14PXmKAtDVatNh7A/J8w8qEBnPA3IxoC6qRZTyCBUQuIIlIh6gD50ZGU8LEy8mpBuhBomG9h/tJrL01pgnmgvbWEg4RIAwQB1xejh1mM2UZXX1JYKFjkXuIiaCHTfh9JYdzOhJMD6ARCwcsGqoRs4LZhOmEpoClgRADISV0cVM9mOvnwZQQMxY6SjgRVen0s1N1vEPxSHTD0DB7sG4/IHIgtgbOeUIomBolW3UQRISOIL2X45sFUGSoWQTaOfgRK7ikrTeR/68WGaTko6tVnTvGJXg5IjEv24mNGBdKTuiSkNIjZYBuoshIaHp8KBAcOCJn1wmKy3jVATqFh6s7ZbI7nUkua3XKaM5IqeU1Jbu8DN5vBwSpDpcgEbPa6FSFWATz5BLUlEULlEBcuppN4nGIhK7qKAd3kNgMpZYIEe+NIXgkfCYSeo/8lzggIaJjT7lCyBNhvHjfgD74GNO974c4TZc48R4Q/U94m8Lx+cBxNj7+KXpJyecT8blDvv0Z7q6E00Q8TgyfbnRvV56PH3g93xH1hcP1M5YGxhjo+57T6eDg109e5iLfTzBngkwIAe3vIUTKcqEshctx4JYCdImhhweNDEGYUmRJQikFHZWO6Pt7O6DPZ/T0GX16pcSOuRtIi9C9HjHNzP0NEWH+pIRRGJ4eScOB3hYSmXQrpKKcz0Z3gOV6R7FAPixMUTmOF4bLyHnInB8isUssXYeMhvSG3hXG6JG+aXa9KWkiBGXoZjKZy1jIEpkOd3RhoP/mRBgCw5+VNM108ZXIxDJESozI1WCCooVZZ4Z55nyb6c0YMC/dkxYsJexwZJ6N+XnBbhk5Og3l6xVReLLF+5KFyBgifbwi6UYcOro+MaWBNzkit0h5g6G70ncvjEV4LfD71HG+P2LcuNkVr50/w2uHvgxoDkyTILEwHEfktypwTnk0AMltO1fERfCAmBbU1PAQaaVc2r0NG9HNrkFw0LZmDjT92QQvVSzr/Wvwp4Rql1aLwlrgUqYZ6/6bFkKzA9FXi639d7NBYbPj1qC4VRkO6z1+X4vurfayRS8nI+Z9mCTUZBP1kmYmmz4eWG0FP8/WzEO3r2rQGe3nFoSK+bqsqGN11NAwh1C5tK36udXAqNU+rZ/6tsiKVUhLH/wiqHNdqQoQbxndG0ms7Ss8ommHh2kdTwt6/LrLScizFjyQVZ33A2upWzJmpdrItU8SsdL94o16o5dlas4aqVKs1GoDgaO/rfaywVr5LKlLPdc5tDLUQAiIFQI1A7TaWi2DpTU2h1hN/EZfze6vAbpW+/K0LA3bVXMQMHUntVHxjRUg01qWOtF6YKpRnQGJYOqZdsFLJ0rw7wQJUBz3kjR6A2gyIhGS91GC4k4pm8C81JMQCerYltQsCO+7slQMtJ4j9WoTUgMRtstLn9pKX+5I8Mo9gVDPlZjrsMTauwq281dLONVaVV4+S8NangkrmFgti9awnL+DvzXM9t1nG1Guwd4V1HjviJD/mMR3z/Af2+GUhpbQPLUb/GlbcKw1AJ/tfQ1YqX9Wh0BzKnoTL9ZG4vWnv16X9uz6fdH1PSvQv/LAiq80jKLhnKtjtgX31v+tjlDb1oC2N9s+bfhYXaTmqFjxlB3vbfyqjf1dsPmeT9exrXuqlYdVfojsv7WObavm0cb9BT9cf3QcaRWjX0Fuf7cTorG89bC1cVQgp/621vXextxA+G2TK9Hauo51AdsX64LuDnbbaJeHVYipbM4d2n1tFLUUxwoiteV24pLdjFjPeU0fqwLE/7+LEWi1Fut4Gvk0xr5lA7S32eY3oBLcSmDbtPZ/b2PdTdtvXje9MYBGgls6G++e3w5oI86NnL6gki/Tm9pPzvXXe4NsjGft97wewvo9ac4VvvicX728QMLGQGoHQLZDU2sfNiFkrYzNSmD1ar0jIkIzoFuNvSoAtSovNtbDWI2tmhrnAGt7jjMBaeNaxxtx8LtGbskX41gPca2JuM6vAaltxTufX2hREyvBbOOymq7LUrem25jNrvn2ninKnopsXseyKgrs76vfW8seBbDkGRFiYFu6J2HZhNSulrIrft4Lo4Hl25p7FomP4VDXUzdmZgbqoPK2hi0VuTY9RRAbWB1J6z7u5rIy79+eYi2wZiA1T5vss2laVPDKV3yldOcpX09Ly0ahCjP8mX4u2trVtW9OwJWpFLDae6Z9tfHFuqVaM8tCe11U1hRdBc11nFJLVVgT2S0qqSqNte+GZ7EJXlquBiQVqX4rpyurvRM8E1Wqo0fQWm5LitU01zpnye60rZEwSzUYcs6oevq/5oKW4s4IUy9loVtPiOboKdb6xNS1subUqn1MqjHn9W2rwLV2AnytDSWaVXeWO90E3FG88vimcLApQ7opR76fcaUHqD6k30ZqdFdIszG8vhGuyjdy5cjMc7hn5Mhdf8fxdOASLlzChcWOzHbgvChxLCALKU7ETjjcfcKmHpsLk8Av0bPy4stLjVR9gb5wQDAxfhkLb4ty6XtKPDJ24tkIBc5ToOs6Yuw5Z+GCYNpx0UQXjOEcuD8p/3R8pcuTl/9PQvzgJThuN8MyHH8ZMOnQ8F+YBuWnbiHET/x+ThxzYLzCPMLhv/Ucv+9ZloHPuceqAduNyu/HhF0TZT4Rlo5zKeQS+Lw8MSyFrszcovGv3wZCMP4xOU8Yizuzu+iK/TGPkGF4XAhH5eXa8dNFuPXC/SGThkDqA7Hc0b/dc04ZG2dOLNwdP5PSzHUWig7c5+8YFFIuFC0UCUiInCYhhcDr3QOXoLy8HJjnhaK/YHbjp9fA50m9xI090yfh+L0wP03Mdx3cwO5m8nxgSf9ECh1/6j/TjYH7dCCnxMvbgQLMh+W3GxbtLJWql9T+SSFkpCtIiCTpCCVCCYRuIaTFnQbFM6X0JhRTVJOXysGjyULqMTNCzaaKDJgIXfQMIpEX5xtdh6aIhQHoCCUTFnUAOkQsuzMwFK0ZDQqmEDus87IZOtf0/yJoMJaYkRBIqt5kOJxABKXWz58WLC9Y1xFjQJaJaFCWxDhGFkmehaHeGnXWyKgJHYXlFYpGrNyhmpm7CYDD4hF38+u1BoUtBJScWCNcRY3YH5DUeaDE7BGlZka4zcSblxQLLdssg+hMKRdKmdEYkFTg0AwIwBRZanCEM303hk2QvHgGS41SjNGbGGvJ3rvGXDcrVnscFSUsGcteK1f7At+4HIjaoRbd2axWywv9Jg7n5e/wiFcIqByxEOHggUdh7ghzQhlQjQ4WjBOUgAze7yeKIsmzDESCF0oQYe5dhyp2wywQxRtTh6obhdsV0UJJs/dCigqD6/ZCJGT/4/J2QvseUo/0GTu+uXNumUA7JHcQkpe9C5nS/wwUYg6IBYQ70EBaPMJxiUstxeoOuDB/Q5+fKFrlZ8xIPyPmjbaRBYsLRofkM5SCMrsBHTxLRrMDQOGaXR5nB12E7PydA0jvxSytZiV6xSvSCKE4NKUqLIuX+fQ25hMljm4rzUdEjF4yZIXbAragMkOMxHBAJHkGBYLcCoRMih2Il4dQOkLo6Gptby1gs5f9kRKIenQdP3YeLNHhekieQDpC9GzeEuWryc1EuB4TOQnPc+L1VRjyQrSZrD1FPxAuBbl9JE6FKEema6L8YHTlzBD+i2cvXaG7Dtw+HwhaSKcbGgvTjwFKRxoe0QhvwXW5b/VMR+D7m3gZsbmaDloolslhIPcJ6xb0kLGc0c834rNx+EWYsjGd7gghcpcnd578SaA3Frwvz+HhG5L0nF+u9GEiHDxDOTAjIXP5ZeYi0HevxCETby9084jER+zDE7O9wccL5doxvHaUEFiCEMfC4S+RMgWWD74fctdhSRmPA0vpmJ8NUeE2REow7OUjIobOI4spMwOG9ykq/T0n/cgQriTtGVQI0mMhETCGxbhpx4smcoqMg2LHgn03EUPk2P2BYMoQ3tzxkwpBAr10SOh4Gz5Q+jssR6wEzgsc9MZDP3D6Q8c0nRnnAS2ZNC5kibzqyKUTLocHLIxYUMIpkv7bDZsi8bkjonRD3vTzryI42HAIaADVZmsBxGq67C1uj7qXtXRN/b3ULIRqK29wUMt43+Mi7Z4KgIpnD0EDnHD71Lys8H58sDkftGY0OGjfbKe/QhzcBKRFJbs+7s9sEaJtLsJmqFB1k7Lq7qDukG74iJnLKqEGL+7eXl/fzLg6KbaRVL2+2q+y3uT6/XsswPfVmsHWGimv0MZmI0oLuGpjsXr/LnK5ZaOsuIZUE6HZ1S2IrtoKzb5bR2+KtIbdv+Vq1Seklgpasyuy99ITq69vNmdBahWHlnlROyD4Xsq2yFJcHlt8rfvXgjLVsxnqc2QHhPp6RUQ9gyTXdTIcHyOGLVDVvKpBs0F9Pxq9tmDMirG0YLzqeFKaDpGrDRYcowsTQTxTXhUPVAi1lJJ0GFBCc2TXxt25d3jGFAuKSEHUyNkDWEK1tSOLA/i1JI8RUenw0rvB9ehCxTTUz6/0mC0YnkWm+BjUBDPdBajXLJIW0V+zGnxPammmZntWfc9R7eQ2tMSKfbV9MEJrQIG4ztAqRFgt92hzI+avuuSvfpC/ebufzy0LYg3UZO/g23NA2d0pq4PKZMON14P3Bc7a7vNG9LvH6JdIpuwSC4xWqqMFRkPNRKuAr9QXrL1K9+9yRsb+k8YGoTnxYOWdKw9ix/dgxfrqd9r925NL5f+7ia1Y+I4Xr6u5e5esv6hX2HjnbuTtE1nHouuNtv53+7v9d5Nr78exW7x1LluvDL4gor99/V1OiMZT/Af/V6hvtMDaN4EGeEnzBLnALW39dCfwG3Df5GCdhdUD1c4A1JIXTXiAC3OT6rVuukE7jFLlYyOc9nIfdOsnsJaLaek7sUbIVmZQtqmyEoet5Lz+3ZqxrkS2u0e3Sa2CHNgIX+rn0l5R2UtLc9mvEe4IELYYjGDbUW8lWvYe/f1w1hROe88q/Ev1WEkVyC3UwnBlZxW4tZbv+i6pTcVY93HPhNoAvsqmkG5jID5ZIKxOLajRWG6xg3h2wpZ94Mzcj07Bsx9aTwSf6LZPbQVn1j4YRA8RXFfYveHrIVxTo9pka8Pm2m9ifZfJ+0Wv47PaDBurjCfUXdCarrgD3V1taJkOnkq/etJXAS60UjGsGUXrYajb6nMxyztGX4exOiJWjYGtRt1Q31Fr+La+Dl7Th9Zfw8fQyimF+t5c51gzWdiIw8c+VNqqDaxaOL+Kg+It20jaM5cqmDqE3p8fFncKVCfNO+UQYV9L9bdcIuolK0jbs6oS23o9rIqvNVnYhJjV5XflOKjsBHVb4rrmjVsLbCnGVbGwmsgpzluDeUTFJsAqj4NNTIR6dusea6lOiFTh9iYkVnlboy20RhhHP+NawX9tTd+aE6Kd9cbrAkjn9FfUI5xD8LnQopvUlTSrymSpmQ5lzl6+bskU1ZoNUcs06Rat45EBHqnnLhlqNDfV6cC6Lmsz9Co3VJtA3hQ0XwdfY10dg2V911ZVqQnUajhYM2bM6VHiCgq27/0WjE7MS3OHYJwvb/TXhQ8ycxBl5o5ZBu76M0/HA4fhR47dlUnPTPlbDpdCvGWQmRgupOHG4fETeu0ZP0ayBJ6Txyzdvd5ILMTDM6FXBh4wAp9GX/907JF04jpMzIfM44twN0UOfceQBo4lcpTEiwq/lMApGadTpD+NPA4XyrhwU9AgxKeAZRifXTYfGSAEbuEDy2Bcun+FcOX/sXT8QSM/jMLrKBy+6Tj8j57lx57nj70DDRb5fs58PyeuU8fzPBCzcsqZS4m8zE8Meeasn7kk498+BGKn/K6bvdzPW0ZyIJHoNXAqE2kpLMNCvlNef+j5t9dE/p2xnAsPvXHXGXG+oxufOIUXUvyFw3Hh9DB6PeosmPacyz2nXLgbX5kl83PvkUinGaIIr5zJEvj89sh8LRzjSCRz/RTQi3E6LgzxldNJefjOeH0MzOeEXRfsbqlOiG85phvfnj7TTwfu0ne85QOf375hivB2V6Pnv/aq8kBUa+15P98mAR0mNGUkDCQxZHFjS5IQjhlbHLy0IpQlomKUCoCYeeRxSu5El+xN7QM9BCEFIYiCvAILSzqhfQf0DtCWRMzFAZUQsCLO5k3pNaOayWWGeAQ5+Rimeq5rnfoluBOiK0q0gMix6gV+ppdpQqWg2Q3VA5lomZwTNkePcIuRpEpSYywdlzwgt47wdnQ+Us5YnFkOE8HgMAs2KfMv3qRYnoxa3cdLC6jzwnAavBLVW0Fmz/wTK4SsWFYHFQ+CFEEKaFnI8wsaZixFrBfCfeWFMx6Vrt4XRWr2sDshQMrM2hGxQEwLMQTmUoPZq7zx0IqA6ILlyUtfWfB6XWe8z8ut9/jIhGcP2FZu4Ss5nK8b7gQUBAsHNHZId4M4k7QnLYlikWIRmw0dZ+gjDN4/JIRS9XvXCRKCBlhi1RHzCCoEvDxkrIBJHEfIBU2ZEgt2p1ivhFhLfo2RYBHVjFGwlNCUkO6GDVeYM3GZQA/Ico+lQB6OaBoppyvCQrxF0ITkO8QSKbvcmuNMCQp6RCzQzx9IUw92YbErcpqQbkJmIcwB6zLazaB3Xp/e3ImuslDk5npMmV3m3koFHT2TI9gNkULEG4rPNgK5NjaHMEFYHKgI4r2pcvHa1kEKKjMaR4INyPJAECOljJWZcr2hFMpZa8PZWoKz6mYyZsQyYQhebUMCJh0xJCQGFg3eeH409Kak2JHi4DIzDBAXX++sMM+uV4WDs6vAV8eQmMDtEJlj4GXueTGhz29EJrB7KAds/IjlV59HPGK3Di6GDCf60z+AjpTrKyw9t9uBOMx0375RTLn97Ovd9wdyDz9l78XyyAMHTXw7jUjJvN28YAmpUEKmnM5kzpAmOMzo84I9j8TPED4JJQj6zZkYCmeZsKMw/z5gRJbcIXJgePiWvgTOv7ySVJGng9cul4VA5vpp4WWGxz98It7fiJ8X0msh3H+P3X1g/vxvLM8jvCX6l475FJgehW6KHJ8Lc98zPt0hQ6B7imhfGO8GlmwsIkgWpj565ujzM7IsFFtAjMl6MoGc7tH+gV6fOchCQulMCCGhISKT0d+Uyxz5PHaMJ3g9G+mo3H0z03Mkpe+hKBoyhYn5IGgQDiQk9Fz6J6Zk9AvEjJeamkce/iFy/JD46eOJKXdouRGXGzkvvI0T1/PANdxhKaLdQjoKhz+MhDGRQvCsqpRdRv2Wq+n+a7PYHTBh4JHrLcrUWAPfmm0Iq23icrTZLmx2QQvAs/dja5nunjkkHlApVjPf/R634/eAZrUNpGUL14CuihR74FfL6GD9W1vwYsMf1CpWotsYpcq8mnm+Ans0PXvT20EqcN0c29s6vAsYYrdMVc3Z8Iran24NVquNfdvivWMeVm23ALUiQds+n2jri9Dss10ktysZYFu/jdbfoP647uMa3IXt9rUFNbVZtfHtJvcVlwGtXG8grbIQEczyGlXvdqLr3tRAQC/pG2vASCPO5DazeO+RoNUWDNdqkx8RCVslgJoZEaSuc52C6x4JbcFs7QzVBtDQepaEXcxltaNr5JzIUOd4cx2nNrmWUECKB7eJePPr6riw2otQLDvIj6BSEG29LA6u+4XZbeKYEUuQ+6pL1NJeofXIOCIaKQ1qkEIwW1ERJdYkhFDxiRoEswLUAc/gWyhM1f6P6zo18NrpuNmktW+DhioPp5Ve3kXWm9ufPueetZx8JUAR2567ogytmoiXeNo1tfzKq9FJ+3c7ERvu4NblPsi1ftcaLrjhECtLfEfytn7ovEV2z9gAcmcu7bi0edQxONTXnsbq7rC6NdJwU1vPm6yZBu2ubez+0W4cssNbWjDwyqPaZ06X/r0V6a3jaP/Sdz+/d5vY+3khO4bXXABOReuuVNpY2UjbEmfE9dbKc9qzds9kh1tsZ/TL9bAVwlyDk8WfsyYPvJvDGg67ZWP8yvV3Z0JQu8EHceETmqCT6rFsA12jUKsBtf7NxqTXh8ruD6sQlC/WppVBohJYe1c7kAHZHPrtY6mCozE96oZVAvJxyX4w/r0mZWzHdIH3ERA7kdnkFe3ZlWykEX770t/YINutzfYh+8VanQfsHmHbXyr7e/ZrJ/UwvlvwSk8779sa2t2euTEe9r+pILzUl64poIDFjQn4IxtRVsGzc6T8h5dN672+fpXLBGEtnSRhBwA2gdwcEVUgEkGO0Ji9VTB/VVbaeggm1XGwprva9js2xY7W5GhldpXQmqBtv7fo48RYSwatkftTe3R9V42oZql0tDYieLeWtHqhtu2Np/G21EvYgP6WqtnGp3V9Up37tK23VKG6V/zMoxKk0d+6HO2c1AZV60QMsbmSXqA5Snwpu/q16pFu/KI5TFalWavAreW0RLGqXCOtNmpz1Cx1WrURZGvo5iGp9ZHGWv/vKy8zqT6c/dwazzEfTwX6nddV+pdWEGh3Rpsne6X3dpK+tKx3GTE7ntIcEmZWdYgWIbUTPNWR+B44b1EkArGCBTVaoGUxGKX6F5uU8XdpNq/Da5tQlaY0rdkmNStMrDpwmwG2gIZaQWkr2ySNaINn4ZRSUFOKZlS9Aayal18yqtOiOV1NaD0h7B0TZmV6UrO8PKqkrf1OCOAO58YvaqxOfUTZBPrqsGOl872eshesvlUtW6Y1c/s1xvbFrhvcsjdeLZ3SHwvTLCSNzGkgpTNLClxDxg739Ocj0xy4jcZynRjnN2JSUipcifyZO6JGTos7V/8x+jk76AHoyaN7ibt8AgK/xMAclL4LpD4Tb4W8KGmJzBbIrz3XS+ItGq/HGUnGXSrEizJ/XDjkzOl+Ii9CmQ4s0vNxLgSD+0FJWUgvJ1fc44iEzLDcQTzwfx4nfoqZ+J0iTxB+ivQvB5blylI+8ZQOPHYDpMSn7pFbEl4lMISZu7eRLnR8dzhhBm9nGIHT0hEscO09WvU8XImpMN4yqoEf7jtUBv7YPXO2wnfhkSU+8rj8wvnyjHUvXL55Zbz9A88X6JYrwzQzdQpk5hC49B0xwPEewhiR8Y5kB+5CwKIQ7yKGMl4mZoQSb8hxoWehM1hSx5wCxMAcleP0Daf5gfly5faXGzoa5aqcQuab9OLJZj+fuXLiY3piPHS8fh9QM9JsfAlO/GeXBVhOtaCeqp9ZTZgJOfaYJHc0hAXrkpdekp6oj545sWgtNel03uPyviSwENA0IGbEWECFUjxrQeKCiBLzHWTDcXIhaEFsIap5dgKz1y4uEXKEsKAxoH3AjhFZIFyzA+IlQVBCD0iku91VncxLvJnMCLXkTzA0zVhUUieEAHlRShHi7CWqPMBMmLIg2ciSyaJIXgjqTtPczWTJFJ1RUyY1CAW9v2KmXo4lBMrB5XesmQ1lEmwxzBbosmcHmGcqcACNgkXnY24wHCB+h4RA7Go0bTEvsXO9uFiTGYLH25kZaXDepZowi5SlGstHJXTFo/V3wFdUQJWQDaaAlPqZCRKFaIku9agFSvHmwtFufKmh/gqHQ5I3odbBvGxXKw+wFGTJsHg5PktH6CNiJ6J2la95A3RypISJwmcQJcgNEEIZahDJDCYkS7R61mZKCd6PwIaIxIDEjMhEygeiBnT2skwqmRJmBC/xZTZQyregE8gbEjsvpSWGlJFAhvEJyGhWsODljYCSk49Zk8fOpDNOpDewF0xGTCZC6Inh7PQTM2YBXRwEDKUCJ52X7RDxLF7JXvZBNDjI1HrUdR2tibUFdwJgEV0m0Iwtk2e69OK9VkwJZKQoUrRmLfaIBuI0Q7Qt6GZIHnnbJ89yz67XSbdAEkR7hIEiC8ji2Q0hEORG0AXTjJREsADJIM2UzqMyBbfLzPpq5niJCq1lRlJ+L3P/0yso4fEznSmP8UAniXCfkNOJ+RzJvRFuIG9Cfork+8gpK3d5YggLp2UihQXrFnLXMZ8ECxGjBy10xR0/hz5i0fhOFtdT3p5ZckSSEoLRdUaKgfkpkY+JMI4MzzMSIxIi/X0iHnu4L9jTC/195O67SMrG9VpAeih3RBMONyMGY4nPWEiMD52HIIUZQ1mGgIbEYDPnZSFMhTJByjOnNDJeOq6vC8flBw7l3yj9t5RvfgcxIdKj3BjDC5oK6XiEWGAaYTLkk/ftSYtiJtwWmMXLPkkfSG/3yCKk5xtRMoNlWCa6cITue8Zr4fl24VwGUjmQTXmTwhKEPgghKF307PEwKKGfWb7/SFCj+zjTFejTIxIidyfPxtIMUzGuF1hmPx/LXUfuhA7l7TyydCOHotxn4TBHxikx34LTfB8ZznfEbN4b6SbE5wULC5fH11pb/muvZgPs7Oeqp24Z1DUqbw94tGzpVlmgKpiNr8pqLzSboP5pCn+zM6X9cZtYiNU8rhHs5hla3kshr/ab68CB1R60DbRaQ7WbU6LZti26uT2jVQSo9s0a4mjBAeQ1ONHWe5oDo0W/m7VKA81GruV+bW8j7XCF1Q6t62m1tO9aW9CfSwMK2zjbbq0YxR4kbJnf9R2rz6LxnOrIWHX7lmHhNn2b/YbBtM2v+1gxiPcoSrXfwt5S/JpLMKllhP6qBmde59WiwlscojftYqVNy2x7J9D6hFj0+73vhNvoW0AfeES91ZJJrFkvVgpa6WRtFl2DRt81erfdfuycWk4jo98fWo+IqWb463ovKnhJouI8WaQ6VVZyrbYiIIqGGtjYsn7U8GDIESFBSf7r0PQuD2iVajOJeslrq4E2SHJabQsrsFbH0AyWUcteOrwkd7BVeVbWRfRz2Wxnq05JC94DcXOUVdlbAw2QHiNha4WJRkaFFqmvawDqvny4B536Kne/kd7Wl+zOQ3WUrhjFVtFhPUPSkKnmaKmfb4xsu+/d1c6Rr4PtP1szAtp7d49iG9v6U/v+yjvad77IAPir5bDtdetHG4aw4bPte9v4NvzFtqmsw9rZafZ+vO/Wdj+PdSDvg4Pfr79/vK7lu/VocMRuMnun54ptvbt598uK6dXfrbkS7ybW1mbD8DbO+nW09nc7IcQ8LbqlLnlKYPBUIbeYNm9jUFClAYzNC73CWatdtAP7/CXrUoCtglJX0Kym1KyOiHqbeHkODAfews7p0ZwQe6Fhm5D9cmPW7JwVkNspG5h7/VfJzpY1xSa0m+xbBfFeUWGT/2GNzPV71gDHdpB3xLYJ5O3ZTcA7z7WNn7VzsioVu+nauhBtxr4HLc2rpu+3vdjIqk5Aa/Re3TkLXhrBoHqz4X1KhNAijv/za6pr6GmHaz086ViLFe9AxTqZek/0iGUzPDSrgetVcbDJmWYrtyQ+xiZ812NhjXHUhazeeHdAOENfywi1eRKqsK4AfXWItJp/fili824+AW9cDdQ0PrRDCLQyN1u9ON1tdouw8TS9Vj7Ku3V6JJV/tWYirQpjHROXKuQP2/xqmuOmyLWajbJF6gRXQMRaNkJN/bOM2LxjXTWDA8HrR8pG9C39tXW/ktrImhuuUJ3w1EMvR+ChHVXJoa/fyXjN0ZrKKZW3SKUddg6gr7zaKmOs0T1+ciroboYErbUjG9N1XihSPMKorhxNCWyXNOdLZen75dgf5D12XqMJvHmzCyB3svqfOiq8oVqNcrH2APW04ugDsdIUBn+pVueMqNeebQJViyHFvC+34Hy+AvzSvP7U14T6c3VseKaKR8J7/dcalaLVGRV8L0px4CzbgqI1isbWv70OVG0w3RTLxoN3glYaiYIr0cYWBdAOXKhnRivoYQ7QW2h7oKuO0AT8Vm+UpnvUz9v8fb0az3ZHmUft/ZbLEN5yYBGh9EqfMqUkLAce05FTfybHmbeQORweGZ7uebm8crNnVCZ0/syRyBMdzwT+dx44mvGPU+Fswn8VIUkkyJEixqfsYOL9bUAs8PJwYOqNroPjYeH4qcBzgT4xxUh+6ym3nufvRp4fZ56OC9/dzeR/nZl+HhkUTt8Ly9KxTHcskvhlKnTR+PZY6McO/v0OXQQ5vyBx5iD3WAj8z+EnpkPmf3nMfOgM+f9G+j8fWB5/Yrn/kfuHO/7rwx0/Hr7lz6cnxl65hszZMoeXhe6YuL8/cAvGX86wZOFu7kAHrnzHEo3j8c+EfON2XZhK4H8+dtyGAx8ifEvmd+GJPv6J43Khv/zEx7u/8PnpX5ifZxY98aQLv5tmylAYWbjFjk9Dx9ALv7uH9BYZfjyR1LhLd1hUylDIWrj9rEzZsPNHZJgY8sRQ4KXrmVNiSQWJyv31W5bxf2F6+YHb6w/MfWQcIsP5E98+/US+Hbj+9A2Xwz3//N035Dth+S8LMRfu/2IOIn/tJTCfgWjENyUsiuUO00SJwY9OENBMOYAeQOYepg7yhC43d0KYEM0YilF6yCfnR9p1BDPSUiAHyuwOqBAv1QlxRHJgma5IzoSsBF1ISYkpYHZFdYQsyOLgqnUddojYoyKvEH5ZvC9KKEhnyOAGY/dy5zwiPaNhgegy0Sy7Q1UykhS6QIjmjrMCsUWJdyCdUGYhT4JYQXREQiSGBY2F0o0UjFwKojApIAV9uqBWuC3efyEcjohE+tmj9+bJ3HEzZEgjqgfMOlIHMRnFak1mrc2EOSD5HkmF2M0QFMvmjYqvb67bnTyS0PVFI0Xn53npKSWh14jNgvUT0mVE0xYlKAAOQAOYRkSNpB51RQiklEhpoBRx548twJXfIk8RQ9IViYW5JDRBiFVfnDNSZmzxvlUWhuqE6BGLxDQT45ViA0s+o/LKZM8e8R9uBE1008n3PLq+m6peWJaIopi8OZI93EPXE0MmMNIvibR0jNkdUSVlcpiIOpCKYTaQ7QEJV0Jn3g+iCy5D5isUIdgHEKNoBVCSlwTVkpx+x4RYRO5PDuTbZ8w+YWGBUBD5jiT3lDCS49XBoyUiZk53KaCDA/8hHVw9aIm/o+vdnlbuerIF7w3hP3vfM10mWDKWR1QLHAbk2FfanpHZkKwIEUJPyEaYJoigsdoch86f3Z8QDJlfEAoyFHc2hD8AB8ryCdUZugEJPbF8xvQFK8nLRiHEaFg3U4bRwZ8I5AM23wMFC5ODMcXpMa5A51eQWlDi00e6OPF0PXNXBsrD77B44iUZFpTuJ0gvwvVDYH6KHEfld+NIzDNpudF1GQ4LY1e4HQVKpNwGomaGMpEkcOoj0ivDsGC6UKaJuTivigROQ0fsAssfI+VDIv1vV+IPE/HhgXB3Tzp1xMMAywWbnhkOHeE8UC5wmbx8UV/ukAzH64QE45Y+k/uO6cMfWULg7fUNtYX+MCB95DBMSMksfy7kZ6E7TXT9hesvhevzG33/F/ruz8yHgXz8E+RImAJFJm7ySkiFdHp0nWu8IiOEHzuCGN03mZKEa431Op0gSUAu98S5J11/IuRCkoVYJuTuhJ3uuT7/xKfnZ0KAc+yZrVBCIYdIH4QheJ+eIjO3oyJ3M/m//URU4XQw4pKQ8kQIHXffQ4xG/xdjfjP+9WKMNyP/LmL3wmsnbofcT1iaeVgGvlt6ps8w3mC+CXotxGPkIPfuALlNyFjg80TuZl4fX1ad+Gsva/ZYNZlaBYZQqweI1J5mLYjNtrC+1mOt6bNGwzFWK58W2b4ZBh5p6jw67j4Ptc9LqOBxQLRgVtzWrIB9e7/V+yTIFkgIVVfeoy4VA9gZ/z5Ft+08+l5WBdm/H+pzmk7vdk5omEjYI3StP0Xth7GidxuotZZraf+ptgBWg9ysuDFirQ+Crmu9ZSjXWa+OkIoP0QqLb7jI9h7PqdsMtQ372TZcWPEZdgNczYDw7j6BGtymm5P3N1wWGh3V3kbNOHkPQ/mKNlraUvbX8rpBDIm2s3MNUs2KwR3a1jJwcpvjZu+6nVQBdLy/h8/UHWPenwAvqUjDDhwnkGYv+YQQU7TiIVJtL3dK1OA2ZKVBq84Wq6W4azEdogix2l5q4jY6U33eLvhOSj2THaaHGjxYs/wl+7+19sbQ4LIoBseKgmMfolvmDSF7eqktmM2oTt5TsSSMgoqiwVz27uhlczR4dokHIXjQtrSsHgyT5Gu5C7z0vhMV+6yL5qa7+jmvpaJDdXJpDVKsaYpfT2tf/Nxs/8YM/Kkt8n1H/1J/03CIyv/eZTRJWwPYSsRXnKoBJ9J4UMOjqsN1ZUS7vV1xFPGzZe3f9RkV21h7QezHwoYVNJy18SG386l4qL57lzVetfLFv1qx+ouKEaw8o/5u3Yr62ZqNtntO/adK5dM1QHbN6FjfKevAGv/y469fPErY/7X9Y8/c2+dh3RNfoVZ5RfZ31H/JF4vanvfr/O3vz4SQ+p+QPA0/dgQJhNjVpi9eRqbkjBYvtSHq9c299t/WHmmdRBMEWPVO198KlVm8m/nusvr/llbYhmcO1DVHATsvzrvnyJbRYJuINqjeLdl9f+fQWIXhjhZ339vT80qEbEJ1fdZuv3Yk9W5V1giERmvvxm/r/e2OBpa9oy2z9VDK35iP32G73zeiqkTXPJyrrlAPedz9vA5HdrrUfixW1/pXmGFjQuvfe2R2B45Xz3irX+iAf1VMVgdBW8WqYIYG+O/GuzJFFwK+Cq2EUFv8yLt+DNjOOQCga3SL31eQkHmnXL0nErb03GU3piagqnMBwUswtYW2GoVgu+8bWLVQK5GI1DHiVSDdydDWwRU1W9OwGsNu/wZ3pLhHX5gwy77eVh2NtdTSNp/CVuOxOkRW9LZNuI7b8u5nqfNv72+9Pmr0uqS6ry2NNld6qPu4WwffufR+Pr8luGm9hLU5MW0sVH+abGegKqQNg9/e63NvkfKrwHr/Bt+vdW3CSt77My7iAqCZIOv9VXC1s7rKsVizCJprfhXQrmRq463WzrruaKDyX2sRilUstrJhzdjYCRznT1KDTgw3UDJbXkhdC8ONM6M6VAyl+J+s/pm6F9eslV5qa7ET4NZO25eRYu/XX2jN3N+v56po2GaANd4oq5JT966K4dAY3652rCt/9aGthuk7h+uvXwIMnZBi4D4mBu14M6/GsTwVbqeFLi8cyoyMgfyiML7R3V6xomh8oOuUOBTOfeBPKSGdkO+MJUMogSjeE2EWeBt6ZmCWe4JGzmnkEDM6L9ysELJ4ZFmK2BCZc8+cB5YwQ1mYrfAq5jWl+0SIxudilM54/YeJW1hY8gQqXDohi3B+nIgLxDxCnjn0EEJAL4F5PrCkIx+TsDwJYjcOQ6brjLIUPv40c3t6IwwRKwujTXSLUkYDm7D5R+YyIcMrXQqcJzeoyjiRBFLORCv0/QRJ+fbzvzDnjnmAn9OZz6cLLw8/EK5XugmGcOChe+D5ELjcvTJTmJZM3w+c9Ik4CTxDjEK5CrosTN2z84fe0C4wn+4olmBS4mReiiMPDJc7zrNxKIEpBh7iwjEqdzZi+c8ch4nvYsetv3I5vCHhxs9L8bq0jxCi8VAy4aoc/3LDSmZ5dTr42ssMGPGzLQe0EzdItRDECKVKswiihuaCFCGblzxqQYGpOhWXDjRFhAFRJY4zwQydFDRQmF1W6YhIISSQEAmS6SwjqcoLPSK5p4SFIrOLnggSlCAZiqFjwDSSj8kDHPIEGHkpBCLd4KVqanwkcxmdC3TOu1OOBDxSXoN5uSELFPVm70EyAuji5aYIWsWYOyMIBZPJewRnAxWP2DYhLD2CkmJyACg73wxWiFLxa3E+iXomoknL6KDy14yZUqwQQk8aekItZWUayZNgqpSuAu5SAZROq1HaYADXFaQP7mgNkA0kCbEFNmgVw+L7LGoe6BFqBukcKMAYryiRIglE6bst3frrCE4g95i5s0lMCblCT7Mhuat9CwS6gqUJ5gOSB3dYh1r7uAJOSQMSxStllkBZerDmIClonNc9VAVSgOj1r6MVwnRP0DtUF7LOZBGW6DpfWs5VN3/GwlBt9oKIO+mbfLJl8YOUvRxNShW8mKOvqXnQhEghive0EE0QO0r/AbEbiZEgwTMw6Cj2AcKIxDcsC7J4VkbIqaqdVefI4uruMlT66yEEJNy8Pk3AxxITMUnNaGxZkUYrUWKlYCUjxQFT157UG5ofWiSil5JQc/Er84wQELl347+8eSnFNDqAUxTLkVgKQRaC9QTuKTG6EzEnLHt5rQigRiiGFfWgBU1Y8dIeIXvmFDpXsO7XLzXhcjsx0XOd78ilJy4HJHTI/UTsF+JDIFqP9IqNI0vIXO4mWCI295Q5sPykLAclfLigZkzzSF+Uh6h0Zhw/3pAO0u8f0VTg/BnpF+LUIyVR7EyZO4bPHcMSSGMkSfB+K1ngscO+FfJLYR5HwpJItw6ZiztPl5ny04U5CK/9TAyCloG4CPO0ECSQr9WuXgqWBH0ypId4MMKsFO3Q24mhj9x/I1i453P8PaY95fYCdiByQkPH0j8SJCCXN7QE5ktCTOmeriS8mXtZhKmcMYukt0AS4ZBvxO7G9Tyy2MwwTCQRZBSYQDWT7nrIUJYFsUK0gnaKDMoyKG/DwjwvXEalN/j+XwpdCXQ/eOZMub9SovDpxwxidFqQwTjcBUhCPEZCL9zG6OO+X5AzDDYS5EaUSCSSYiHFGeTIdHlCRFhioqfw9PhGCYUyHteAwK+7qu1VlcwNEKoAXbMj13o2zcKuZekakLn2idtgPX9KzdDVzflAtftc19ca/FRVYPHSbGuVgGrzC630LfVvrbac4SV2pDo06jBX/bgpzvspbwiFUTPrmvEj1VZoQWxa5/jFM1bbQUt74bo2m33c7Px9PK3VIEtd16BGQu1wH1s1d5qDaA2o42/YYLbZ/9Um8O9tmRRbNPEKFLClGbCz+dte6jqudy9dcY9qd30NDvLFJbXhdytr2/ozsPZrbG9U58mr/YnrqOKUJM3Oa2tmVHygVn2wRp+OqazYTyU2t4F9pVVaoG/DGOpQbLcPWuo6OernwYRtnT3Dg0Y7NMDT/HkCrYKCh91FzNzG9KoTTtdaHWnNBvWFaAKsbZ/UcvGKys3pprg+FAKICCFHCF4S2GlyRmRBUsU9qhNCdcFsqbYqeK+IAaXgzoICOlfHQq0+IV7S2nt2bU4oz1K1GnDX8AVb16yV7XaLujnY6jxbee1aNnrdt5pxsSXn/11AiI+v8YR3nzX6b8GJu0/XY7XxxHeHb3cm3z97/5LtvMnuI2u8dsXpZH30muz05UFfgwV3j15vYONrDdfZjcEqqO5BqNu72mv3WMp7PrEfQ/38y/fvf1jZxJZtsf1iX/Zqwyja/Hd5KO/XYt2ldtdu8H/j3dvYK23KfiXe6/3bzrR+Ql+sObAjvv/w+r/hhKjRoMGdDl0a6GIk9QMxJk9LssK8TMzL7CnBBaQ4sBVMV4hKa41ulNWzvh2eurSysXSXK7tlr+smjentUwqD/x0kVI9gfeTqSdqmZKy8ro5sc1o0prvWyUdWZyhmW1qY8S67YJVt9X/rBHY/r9kJlXk0ZcZsffy7c9UAtSDbAdYV6N8f6J0i1Bptt3mvQcP1oauetEU71xvrXKuS0Q5pE8I1gL6NyUG9LQvDzAFHJ2FZD8avy97qba5jFtutpJR6uyKyYMF7PyDJ6cyWtmN1Dx2kF4oD2sHrD1J7kqwZh21tVkZaPdXrcFt2wwySd4ynMb/3jMg963N9Wq07X2T7PlaNwxZZuAmPtcE1no5vtEyByd+90lIF/M38d1sBx90zarkm63efK1tJKb9njbJYGWnriTFhTKwOnjofmDFm3jlnVsbX1fGO7JnvyvPJVcg2h1Aba204HpoS6VEJPj+P7HGL9eB/pIAs9ZltLbal9Jf+BtAE2Dcncn5QI35q7VWoCkOpoEQwJLbom6bM10h53Zf+kjXiKNQzpaFUsk60kkdrdI3RKix45OJOqV4jOKy9q05YDIll1b0EWxvg1UXaImQqKwutYbW4Mt9KIbXMH3dmbJ4Rb0ztDh9pEQI1gjZIO2tNaazZRpU3BPUxt/RdxZW4nP0ZXu7JaE4HM1dHPTq0PnNNZ61TbhE9a5pszdSo/FFz5RZaN7Vl1dS+I2uWWxSvYaqeheH6tjt//NGhKssgtQ+FVQ1ftMWE/EYnhMDpIEgX+GbpGMzIx0zBmP4hMz/NPP5l5PzLzHhZGJc3WC4M8xssd2j3HUN/Ix2feTwEvkk9l0PgL0+ROEL4bHQqDDGgET6fDrzFSJe+odOO/xY/c5aJfxkzr6PSzYFoEfqEnQPXPHDLJ4pcIM+MaixiWBLs0JOTQl4og3L7H1fmyZh/UkqIPN+fOSLc65U4GfHfr8gy8XC40afA6eWORQf+7f7Ez6eO0+9mhm9fOS8zKUP+YeEvPwBWiI83Shm56htpOpGfP5DLjenx38ghE05Xupz4TgOUwsvbGVGhW7KXivj2RpKJP/7PP6OfCrf7/5XXw3f88v9+4fJfPnL454m7G5zCifPwLaMFpviJWzQuBikcuNPfYbeZ+5dXZrw0VE43Lud/gVTojx3WH7j8/h6lI4yZeDHy5QFbhNNzz+Mt8jktzJ3yxzTzXczc7I1x+ZG70z3fnh9463/m+fB/Ml2FP39OHHrj8XshZOXby8RpzPzp319YbOKf5TPLb4lMN7A3MAuUhzukT8T+hagTsYk1AQtCLAvMhqo3aRaMkMQzHcTIEaZB8HrKJ0Je6JZXbwQ8+ckpURx8LxdECjIEgiTSlJGyUI4zmgyuJ5jPaDeT0w3rgGSkUuhzhhyRS4eSyHc95Ixcr6gZeXQnXnd0cEdnoRRjzBcMJSUHtLrljpQ7n5MoRodIYimFjBItEzRj84DOPdoXdABKxvJMCIUoi/OyJYBGikZEI2k8urB48JJcNhtSlMRCiK6+m3rjZ8s9xIyFmUW9Zr6wIJZRUTKFLgihP5EsMFj0aP3XDg2F5V6RANE6N5q7BYIRllgz0jpEAhwq3xNYMGIndJ3rIVtpcvNM1sXQrpCTl8SwSVhi4TYU16vCmShGdwhrifKvozdBlyNkJegV0Zb9Yth0gKWHO4PBsL6g/ZVw7WBKXhomxqquZG9OjUf7yxE0B5bxiBQj6AzMaHoFU8rcY8WzFyQGv9cy4fYdMp4p3Z/J8RemUJiT0i9P9NMjFl7R8BMS75AhuYwzb7ZeVCHXcjVaQfxgdPeCSETn3vuTdBMWCiG5vhDDDbHA3D1R4jfE5TMxv2EEVGYKD8z6gZBeSINHLdsyItrTxQE6sF5cJE7BHRHTESxgcnD7ISzQ3VZVp0tHIomyuM2l5Bp9WhtH5wWbF0QTpolkRqRg0Sh35gBiTqsegSphGgkhIad/AAnY4lnFKm+udi09LMmbOVtBwoEQzuhdoJwCNgZUA0kyUUByzcQqSsmgltwZWcxLQpGxOH61E8I08HJ9wDLc9I6iPUdOdHRwvNGlifStkB4OhPwGlwvTI7x8MJb5ien2O8JPM+lfF7hTUvfCjHJbvHHuMSUOi3H371ek65i+/RM2QHr8jOgEr/fo3PN8eWCeT3zzQ+GUlH6eSDFz1ci0BJbTwPLHIxPG688zpzlwXDpCmdB4RUdh+csrdjQ+/zdv+H1YDlgJTFd3si2vM2VZmG8LGoz4/zoSHyJy9gCO8mlArx2nR+V0b3y0D/xkD6TPE93nj6TunmEYmGNPPnxPsBvh5WfyPPD2/D3dceH+f/xCsJn+zxfKFJBR0DzQjycSgePvXkjHiY93C69BOXc3+liwt4zdCuUh0j8N8ArzNBFVSWT0YMjjG3OCH3thKpnna+b+TfjD54V+SQy/HCFC+e8vLH3hp3+/kbXwhz/B4SSc88DhmDjdnej6nl9+SLw993RMpB4OciXIlSBHIndYd6E7fKbMH7h9/sZ1uQAPp5GHP36EErFffkfJ8TcwN2glbEOLCg8tOnwDdj2QqhnILVO+2u7NBlxN8wYiNl3YI7NBHCVFapaBZ2TDBp6KeDNe/qpxbXU8EjESnq3c7NcFJNaMZdZMgda4ene6VuDaR1mVb612RAPCQ82ks1B7U9hmj1WdXStOIbUXRIMEWCsb1F5wNWjKGkwVWgNgXfX9FUaXHQCNbIBZraDgfUR3EFwNUFt7XDTzaJ1yy8zYg+HtmfieVF+D1Ybg0gIfKdXuqXb5isnsnBJCA3B+w2VArpiOYxFrqeLgFQO8EkcLnap8Ux0ra+XI3URrjL06dUwQ83LULdyNXB0DSddscqnz2JwQjiFZNNRq5h+eIW4m7gBHERuBDsLR98eoNl6tECGx0mprntwcVKFifaUm3HiZa8+qmBDraZkSFTXzuQbfQ0wJrVdFxu23FHFnwBsQ3JGPeLyDCJ2Yy3NRt2RlqavSuyNCnbZVZ6zMqNZMW6u9QGVEubqjr/i8hQNgaHT+LLqwLyMeKm1kCyvMKNUzYhIQW0Bzta9j7ZloIBkJC97f41CPWnXs1Ighafiq7XCjv+vaY4sruLLChBtA/v53K/TQQIAVDGoYVt251bZ+/87KOnZjULaA64oPvsOtYE3OovLSte+rvXv1mm21vsAxmNUXuUbrNOCz8lJpr7Pdsyo+so5Dvliz3dq1o29bIPOXDpH3q7h79hpMvqJKdQ2glbrfHKMN09wFwMu6qmyLseFHHrS8DZ/6fPZBpfu51ODfXdfj+p+vMxT+/nJMNc0rRk/bPp0Ghq7jcH+gO/QsOVNK4XqJcBOWWSgV4I6NvzQjaKWdDfxb/5bdj42GvzwL+0j9KijXFJ91J6VG4tat2+8BO9JZiaP+x2T/pd1L/8Z2VIDwS2+TvL95dzj2I4Dmsn5P1NuxbgQolYI3pWX77B3lWE3T2qT8+us182NPrHXO77fD2rnffbc+pjqLWqmzdUv3awIubN+FdvPrl9T6dZvXg5WjtZQkYGUawBot3YSo7Cv0N2XG0//eC7pYx15TtVos5Wr81PSuXaSL/2mAf1vbGqWP1r8baF/TRN8tThMU3Y6BGx7+WRWrdU0b0bd31fda+3dg14hkHZMQdyliQnNeyPrf6nxoCotlWkPpbZ8a4+3q+z0LQaxpM5X5S0s5rk2rV0dca/pLXdPMeybdfpVY6+ut5brqucZwJKJmi0h9xzqzRnktm6LVPqz08JsUvbaG7bltDaBlQ7j+VgVJlN2+sJOgTru7AAFWujFAaxSrhJWftR1fz16os9/xnbYi65nwg4it+8oWANTOa3Os7sdZeYY7DWvko7SMDl8319+rYJIqwOr4rWYZyZptURW2Nkb1bLadP3YLfjBWwav1f6bVCbGeYd19j6p0NsPO11aqMbIGMaw8pjopdD/e3Rbt05Nlc0S2dfEPmgHVTqA/ax+XtW7sKqeE3xptoijP9oJawKvkRI5FSaaM45XlckMsYn3g1YSPUyCOPd3tRCyBGEeUzHWOdJo4akIKhLhAB7c+klHeDjfGAGMeyDlynoWDQuoyEmZSWujiwk06sgkPceLUGZMkrATistCN6s++QXjtSPTEuFB6X87zBQ4ZelGsi5T7MyORT7dMNCN/fwTtGFPxdnki5ALznJneDD0o4wG+Xwr388JbEOaTEE3pnheOYtzJwDn2DL1HQC+/HOg7YzieSWYcYyHbTNGZopFn6QkxYEOG1NF/b4QhExkpfOL6EtF/F/pRiLGDscd+6YmfI+kTxOFAOB4w7ZnyjawLN51ZonA9KGoZXs+UDn4ZTmhI8GlEmEnFmzVb5yDWWzpgcaCcL8ThiqbCUgohzRyOSu4zL2FCLPIwP3HLipqSpEN7kFAIxfsBjOdILhGuBdGvLyEhQOyaMe+O5ZC1Bo6plzSLHRITZqVmWQgSa/m0okQyMcxepsh6z6TShSCFQIcR0DShVgjqztUgR+dJ2mMSyCki0Wvxm4EmRclkMRYJtd2uEFESxevz5kBGyNWBGFMkWIsEg7mYV4fTwrvUcSkQjEWUIkrKENSg97I4wZQOB0eyBQgT1i8gmTjlasAopkJeem97c8N5HFcQQ5Mz3VBr9LNoQ2+xoMji/LRo8iwZVS8ZECEGI5SAlITEDF0mmRKmAqIsoaAi6BFMjBgiQYRA5/xozisTdBVgcr6cvHmltzZKWIGiBY3mvnLF5ZA5u1MxsvRbhGaBeHPeq+J9HUqx2lPo66+g4jJ7PoMahULBCLUJOTpCXpASCaXzMgKHGZOR5TZipffAkdAj8YREdZqTTE4XhIBMvUcC9x5pGGrfYx0WLCkWHawoYYIYsGhYTEQb6HIkakJkrgCBO5aCRsQyaO2BELxnkcvDhHX3VYVqjTw9fUclYRVYELZeTSbFe62IodTIeA2YLHTdC6QZ4gAhYRLdWVDw95UmH2vWRTrQIlclmANNueqO4vX26bKfvdB7houqB0vGBVLxoDAxP0MYlr28ksQOI6K1T5nFWOWsN8YsjL6vUcCSlwnLFZqKfg6KCqmp4XgUvKmXfUMFyuDnXoAwEGQAiyQLIAVL2fXV3oMjvo7QhHTsPdNphlIKMY+IzoTrjGimWw6kMiBqZIOlX5hPCzIJx5sQE6R/MPRoLPeRTuH+VuiLkCdlNCjfRUIKhJshJSDHJ+dv8xMyD5xORw53PedQOIgynCLJgNIh5USXZ/I00aMcT4E+RE5dZF4GyiVQLKJPidgpHZkAlOQg6DxNRINeEpYC450yR/Xm9ST6cCOEmWxHltxj9oZxQ+dCmgq6KLcgHFGOOtElZTh7A9YuJ2w2cnnBemPURJeF4+wlyz4/GguFw6dMyIGUjC4GHqSjEyPcBFS5xJnb/cJpOfDNj4loMyHNXKfAyxSd5y2Ql0C6dNit5zyf6AVuvZemfH1wPpAYMTXScUAEbiLMBa6DUDp3rh0XY1HILKRpJrwZeTEus7IUmLtAkZ68nCjWkY/ZI59LtbfsjCLMGsj223hbU943M6PZXjUbQhprrnKh2TfIhiVJiwpvumXVa6U12G34hpf8XDGAqgdbe6O4Ptt08xZEt6a9iWJr0FsD5erZWoPLfIyr7ryb5zbGFvVeA0FF3mMM7Xs7u6Uygi3gx1yurHfYtnpW7abtabY9c7V0qr7dVPS2ztainaszaB1jffqXkc+r8dBso5Y5sMuKbobV6sRosco7HWOnb8jq9Gnv+IKm1mxr2UWQf+VV+w6tdb/FQe2tIH1Yx21ivPPfSnPZtCDONvbqFJPm1Km2TvO5tOfXfZaKObj1ZqsNJmLeSJpm97mNJqasvajWuvj1P2tk8R4krn/EXAbUcZlBtC1AVFFCced8WPG+sLYHaZlGSqnOwl2vz4YP0EpLCS2A04qDzBonD8yzUrPypMae+rqpukz1DEnDtEApmBbMIquTAahNqmgVOkx2OEkNKnQcbwP1tyjnBrCtG+I6QIAV/xHBm4pvx66VCm80u/Un/fpL/sa//uo7jfT/5nda5tevvUW+GFo72PXff+PvRkIbKrLOdGOlrdz3HjN5996GL+x47/5VsrvH2jsar9x/Z/+M9us939q/znbP2o2tfqmdQas/vb8qj1p//34M27e2MbbV2njtfmz81bXiXg37WL+zjfH99Tc+X/GiX5enf58TopatCDHQ9R1d1/H4eOZ8PPDwD2eOjwPXsTDNyvPPL8jHwO0SWHIFmEJ+J6O2ZZWNP8AaZfq+Z1KNYAUI+2SfWv4nqHtmxRmTA21VcLsc3gnrzWOuux1qnsj1YIixpabJSgDr8ZYte6FCZev4AxCa4tAaBjURIKEKhnZAqqDWnYNDPE0aPHpYgRBkFWy6VySqE8b5t6xOeGCNkGoOmNVx0Na2Cas1mr0SuaOPXn/W8NIQQo08cMZpXmQQazXqRdYkFN8nViEOOyL/Ty4Ng1NEuK1C0G/vaUzXCacxcwcjHGhtKakRyBhLXaPex6CtruACElYjRyzjns+x0sGh3tc8yG7UrwpA6/2wMuCpEml9/hq93XpYUNPIvA4gFjGptX7ltlv7lr1REdsKEvuzm4RtSqA3JNs2u56htXZkYwRWPeZtD1pvBcObgLfyVc2YrvMUEOvqc6cKRrfMh1jfU/CImh7ksJ5Tp6Lar6HWY0RvNXp+YAV6EURrpoeM9Xk1JZTi91ntASG972NrGr06YhZMxkofd7t5VeXoVynuHfXVNWvpqY07VbDeHEDw3hC77AWxxqRWRZq62mtWV1VkvY+KEMRLT4UaQaX1oLaKV5atDqed+TqOLxRy6mpLi/aXpgzj2TciWIw1UcDprJVh8N4LLZurRk2IR/KKgiZhYzGboPcQ58BW3zSs9BfW5lmVv9a10BqR1ARArWrq5SEaaPeugZPzbXVKWBXQIKVGn1UeZY33Os24vreLMgDfKxHnx1JLsrR3VEEjBW/s2RynVjM9ag3TrceJrHvpi9kUh/w3Bft/TGmFH+zfGa3woH+g0xMPi9Fr4cfXT7wuF+A79PTIz5fI/37p+MNr5L+8HDgcRk6nF54J/NslcbCOgw1It5DubhCEl9mzhV7PvzAhvL58hy2J8yTcmdAdRkK6MJxGliHzowQ+mXCXLjweJ66i6Fw4MHLM6q16bsIQBs7pA3MaeTsbw0348NHBln4wbseO///3H7iacXn5RIzK/T880kXh9e1CWDJ2DdiiXMeJyxXKP3bYfeD718y31xslKW8fjK5kTj9k7HxGn77h3B25Px8pY+L6z0Z/TDz+8ZEYR1L8PxjJLPnKWHqeuzN0cLzr6I8Ld6HnOC7oDy/o2yeWH5+IP5443vX0h47yMqE/zMR/Efr/Q+j+n2fC/+d3lOvC5dMzNy38XCZKB/MDpFvk8d++JXc9//zwgWKFD5/+mc4Whu6RECMcXqEYPw/f8zmfSN/8K/3Dj2SFywR3Hdw/wQ8y8QPwfen54/QnXpcJLW9Y6MhHIZaZPo5Y3/PyzSM6G/Ivmbgs/zmR7S8x+iETgpFrmZ8wF8iK9Rm6gqQeiT2Ws0d+p4J0hYIyF6WTiRReQXv64tH3km9IEGJ3oshCHi6YKvHSgXVIeICQHIQWowzFGzEXEPXn048sRZk0cZRIso6OmV7coUR2mTZhhADd0IFlJI+YGePsvGKwhWDG1iRxxkLhFjJK5DQb3YIj7J3RmRBNuNExkohpJAw34k2Ib+J19odAto55OrhYefb+RzE9Y9HIDwMSE4MGQg7IlBH1/iAWlKgZmY1JOxbtvO9DUORgdFEJJRKnnnIYiWkiToV49ebEc5/RCP8XaX/WJDly5PuCP1UzAO4eSy6VVWRx69N9zrmLXLnzNh9gvvzIvI3IzMMVmXt7YzdZxarMrMyI8AWAmek8qBkAj8wis3hAZkWEO2CwRU1Nl7+qphcTYsqQB8SCI/OsoGc/5/KuGgnyozum4h66iBIROvKlkMtMHjJlVyB1nh4Hgew5oIsGBCGaIikTTiMlZMrNE4Ywz/3fVCmvyI0W/aaU80vK3DHvEyUUOpkImpDyBNMj0g3EfufFi++O5MuJ9PCIhHu0f4WEgHaCholgjxRm0vAT0KOXb1ymGRTpEnpzwmTG9hdKmCEJloUUj2S7oDGjuiNON3TTAeQIcnRZM/eE3LtRtmQsOf1Il1lARqGnDH9A1SjhT6glBDekJzVKyEs50lSqThJmTI0shUIgWyBlpdMTw/CBEnakeAO1XJhZpkwTWCHPCazVEuso/WugI5jn2JaiMAfUvJaY7C4QZzQMWN4hOflYhkzpL27aMEGzobgjs0wXJO7QcCATyMVTi9G3CGDPcz3zHiHRx0pXR8UyxGFG+kxKQipS4SiC2AXJJyg7rOzcLiC37tAIAaUjyg0qvg+NQu48fZ7etrP1C2hNhP5+R4yB+DSR5wk7XbDZ6H8aCSnRpRfE/Apixxh7RI/I8MjdJfDqKOitEf+3xBR6HruOboL7jxnOMP0kXAZl+m8dKpGXfzS6JPDbb9FOCKcd4RJ5+Y8d3cvAfjb6Uhi6R7oA8e2B8P4VjO/g8QNCQl8EZBeRm47jac/0diANzot7m9nLBQMuQ0cqijyc6Itx19+ivfD+LnPpE8e+I1vkpU7s4xNTecU4vSbnkWwfKKdE/1PmKMKjKoFEzI/EG6H7FucjU08eZ6b4I2KRh/SCwyj86tSTxfi3bzPnYeYeJZyFYYChC/yKnozw9FA4nwo//P7Cj1+f+J/+OfCHf99z/mrk+PUH3l32/Nvxjjvg6x3YFBkeDvTzwO78Aunh430ix8LD7Ywy8a198Dl8dY/FyENWptl4uD0xdzPp48j92TjlCyPKcBZiEs4fCucPhfRamL+JMCty6ch9JL0Y0VnoHoM7E+0rcjFORZh/QVAhUOXelpXB1qiFhj6Wpn9o1ekyQsZT1WiVPCMNte3tJG+zpQ1uRiP18ra6RL43RE8zYxWvaWHgRnDXmYzs9g6xWp9zxnPzQ4tUXtLiXDklttpFdWwsHlXX3Zqub4sBu+nGVDtNix4W5yVUYy1V1q8DFMQL11PtPotut8rvz8FYK4C4SeYVhIAj962illfdqf4TnyvAEf4GYps6kG1eDK9fsRQWb0Yr2b6cFoW+6MYLSLDRyNaY2pwbUiMnfolmKljjqjYilj3jiBSvoeOKJKLRHd5SI01aWmHB6VJ8BkWk9tdR+kiq9LeZGwzJ9dwLDigUcVBlkUzB60qpgUSXaYq5A9vfVdwG0tYyp+vlCD4vpYZmLoWolwiPhFSnvVlz61dnPO5UxRJo73ULY0BCWOz9QnPEBYSdj6+mUEKmuiKl2hNqGrNZKKIIIwTzTAHmrxHLS7IJSwXLnrYpW3VApGrbtOhzJhV8alPVJxuQcvB5LlMFXzarWOMbTcecWewhS5YBB/i57aXqsGJYtatmrSkWS7ValLoHNP4icnNTlKy/N72X7WcLkW/aNtY/mn2m2UY227rdJw3Ma9fPbpqmzs1VJEW956oWg7UUzJUXtV40df5qhLa2vTU8t/GJbBwLq+vTpK3X2ufV5FWJ21jOhDUdenvC2yyN17R3L8bbNsfNhrQFDrezplytAq3dZk+W+vfGkWOVz/o7t1O8rus6vY3IKwCrzpHIxinebpXreVt/287pz1//Q+mYEEWDEmKkv+nY3fXcv9lx+9We/jhzPmemS8/5qWcaZ0cqSV4muS3aUnhIrsirjnIzsLbI9cvlsHr2zEIc7XCgPbdhxs+Hc7Uo2/cWtqmfViJsyIDNU9u2N+2tTon17yval7ag1zEUVvu1XUa56mQd69X+2fRle+/zhvm5qagbT7j+drUXsyCSZfvU9c823vZy27z3b5Mlq1NkyR24Nu5G7O3EtAG1iJCrXuCbaFtkpfZUthvNcAGxbDb7sxdD5WTtYGPzLsOtxnFtv77PrhaoLM41f01deQnev4YIafO/CJt6TRCLoXYj/C1MbEW1uLCma1NXjH7L/KrA1rpOHac15tccNU24auNpiI8A1sI0YaH61pclxCxuDMP5ip6tOVSEDfG0d4flfW0e1xROrYHoz1f0gD0Xqr7wWg6bOu8NGVP/7/+aw6+9vTk6Fp7W1mLLo9ZNsHWCrtxlHcvWAb+l5hYtsqa1+pThb/mSI6SejW1xkrf768tqQfNF4VjWvh5f12EdeFONHus+q0KuNcH3CvmydrPRwBrdUGgGnnbgbeAM9a3G0iNzI4r7faz+3Ubjzrctgmwd/xpN0YKHFuQTgF7HTi3r2tpqk1ls++nSvm0Z3RdcYsI+dQSCI6UtU3oXgsPQ0fU7Usqc8pFJ95QOLoPxYVd4sUvcHGbUApINyzCOJ7ImdnjuaHpH7u66W7oi/L4Ed2bvjhxRtJvptBA0cSczN50yDgUxZZoG5BLoj0YvgW7YkQ9CuhVs6rGLEk25T9DNhWH0WZstUCLcnL2AMHMhzIXDVAhBeTIjCdzgQcT7ilQvl4g9Cjbt+cALJhuINtDHkX1/YepvMLll7gLHOGM6kU9nSuzQtKfYzGOB0YAeQimQjsgE3YdAOPeMpaNoIe72vvtK8CgNIue0I8mZ3HXEO+XNN0q8Bw1HTGZSPjOXyJRvkVy44UIUoVPneW+OM6WDId+7k6wMaBFuzz3dnCE8wj45Ivm8J+H2xjkLqQDBiwtLFnJSkikp3iASCHOHzYXj00QYZvL+A8wzkoSQvxApXCm25Oi0rwmTRBFDtDrbiqGXjLb6QmIeEl6BHEoG65hLj+ZIN/vxobWI7UymYJQ0gFmNVhDMMmQ85YoKkqpQXp0YBEdyqngaf2dPhUxkCsF5cXJ+3tctVipvX7mRh66XEAFHl2nTRq2QZ49cmf1WAhkp2dMIeDIashoiRrCmmLojw9lbQauztPQTWKboDsS88Hoyko2IeRFVgrnhxYQsVpH0NWohzGhIgLoTpx4VIbmxTC2ig5LVsK6eabmiDKvjOxc//yQ4v/FUxZ7GyaNTBhgDpubg81IlkiwwWZXfq7Sjnq5TtXOHxKRIdnlIKV6wekHffTl/M4xci05a3IMGRL04pKkjKaVTJEYXES7zcp6IJYLiaZniBcSLKSPZi6lTxQpV2M20MHlHNkYv2q0DRQJFBlQ6MNBSkLnKf7lgTIteIu2fzlh5BAT0BtEEcoJQsMEBG6JTFfkccEI0yF4HhJyRUI33IVTsiCE213PFUzpK8nQKFkYsmxe1TEoRT9AgQdywVAVwRZxXDhcgYZMb/TR3FSXt80OZ3SiSOyw1ZbYCkxqgSDyFi0rnwLC6f4QLJgFVvKZIjXKV4MbSEHx+Cz1StIK+jKiz23FEavTLTBEvqi7FU3UEFDWvD2gCpTr7S0Nmi9eAKCFC8BRpv0h8yy63hpTRlLGLwCjkXpj3QDI0F/YdvO6Evo/07IiijDoScsEeB+Y+km7UjcrBaSnnDklCn40QE/nuCXJkuOyJl8ihJDotxFkIZ+NlHrmxhNwUuO18fx0K/W1gkD3nIDz2M8RCkcmjYsaeUuu+pGTYY4d0gXhXgSKniTkZR0bEFB0LQzbsIZM6kJ8C6dSTLzPZjsz5TJ4vzARS15GDEYIRUiROO+ZL5vRhRk0YUo/lQIcz4FIKcxGeZAda2McTMRZCKKCBTE8yYULIBmkIFFGiZnaz85NzPzOrQYn0GnkxBPqheGQiBesKGjO7YYSuwP5MUui1B1NOOTKJclP2aI5QRsQK3RjRFIjzjJaMxY60j5y7jMXMtI9M6UDsAre5puftArMqpyRoFjo1QoH0GL1mTvhif9fC3aQxIWlGnmpI9+22qjJbpwFNJ2jyZYMvr3z1Sq6U608XabUC0awWoLUFbY3zwpoSu0UfmJkD2to9Aguk8pmsvRjCZKsvtj5sdK4rI4Js9LbNOOu/Rbq/Guval8UqYk3W3hr+ZNPHrdze5PSmSi/CwdaWt17SDI8+8mub0sZ2sERmrANYmrG1ra0etU6FXN24XbV1jozVqPILrmXumt5f9XJZdSOpdIFUuUI2uTiqHLM8K7J0wZ4Zi9s8yNaeIht9qjrNrse3nYmmMAut5oiJO+B0MeLWGWsZGBZ0bE3DVPLG6EvVmb1mwzIoy5i1qIzsThdVWhaGUuEAKq2eRs1WUWshNk282UeKuNwjLTWwtvLlFQqX2/AzpbTII617zX8XC5vPN3rhYtArdRVrPn2pgLmltkc79LIDI6BpxnXMbd1qLVRrDpwKKlgcebCi4n9hqrntol9ddaXbfxZ74aaXm7+vf/KMR7Bu5s/d+/xa9t6G1xisafKfP2t/vcWrL7a8beuAWG+1q7+v9/f22as7zH9r+/CTXm3323Y+t+/fMJ/VTi5Xb1tZnSy0fT2C5+v46bp+Olp/gyyAy+f3feZqfPkLz9L/gXRMAZVAiB3d0HPzZs+Lb2749n9+wVffHvj4fuLpIZFT5vyUmedMeJowsudNrf88OuGa+WlD+dfDUpYQrI0naXNWtP22AJEVPIVMO6SFJf/extuwPZ+W2lDLAKl9aMS9eb7SyXXRJVsfbCD24gRTMNaQRRahQCuFNgWhVMuj1FVczeCN2IQ1yG89cJYQR5yRXRf1ri6PJZyk1F6u/XVirdEWq8Rwvd5aJ6wWlF021+LNW+ewzcc63npv68IXHLzSGH3NrbgchM07b42Jwybm9WqjtDQKIgUj1Y2xIhEW8veqeLgCZ440WRiGLdKMO5wNN36PmA5QnRuCIy88eqJU0W6uB3aBpaBU/btNmtYDwjpnVGzoDfzQw5BSQ+nEaEZ2aaGYFI9EkcZ2stMFXjhMrHPkTUPSF58vD51kQapQC122PlrJa1ck1HOiEbdHh9jiMa3RHksYqm3e0SKcBOr8mJ39nuIpDDygQUA6kAC5hZz54b+GEvr4vcjyxCJMmeJ5FxUvyJXBWlRFw9v/7WsrU2crm+eal9gNdtrQB3UdXbhWR/OYQFZf2+ipUspConVdg6OdTLpluzkt5yqjqkdLbFlPLbBlRTzvuLjLRRahJTu/Ky6KOLdg4QeNr1gtJGc1dYKlmmMxpO35iVUD3NXctKgM9fgsE9BiaKptqe970+a0WryJtWkXhEqNBrKGLM0FilG0Fs6uZC6NqZvjxvz/vtdK9gKKmO/tXOe3Rb9JWxvJlVI9LDgvSlmN2mhO5gZiah6N6mhqvHfjRV4EpzY9LQDF2qR84aUIX19uyQpRC5OOTPcd7CNhd8e+OzB+fOR8eeAUXmA3d3wMxrEzfre/8PXtxVMjnCPlAg+nB6IaL81AgxtSZOC2/w19Ur4tZ3JJ/D9f/sCPfeZdKnQU/nsceSUXToeEdhGxO54eD/Aebn4sDHHH8PrA5bUw/kpIPwTSPwdusvDVBeSUsePMVALv4gFLhV/9eAQx5qcZTXBfZkpQ/rUvfJTCP5bAi6y8CSMiM/LQIx+VY37Nv/KSfR7Yp4Hb+ydevXxg4gWZbzgNZ843PxFPZ4b8nmg9OgkjmT9hpBCQO2UohfDDW2Q2usffITrw4dsL+WC8erlnZxEZR2JKnC87TpcXzN3MfDfzZhf5h19Hnu4u/BS/BzLzNHMprzmm33DbXfiWv6AKqRMkF968faLEjocXvyfFyCU9oXnmv/zFuBsnHr76M+PdzOPTK8bH11x6YY5COArhBLp74Gb3QDC4ZOMy3HC+eUUvcDjB6TTx/Y8zcbhwx1v6AnfnA5qHL6Y3TJinnQe5dR9BRzR4sd9chJIhPkxwKshNQA6BIsHTgRh0GNkilyR0SehHQSPEG0+TdGKmmGDjPSrCsM8EjHwcsSTM8Y6ikZAasqsqRjVFTuyM0BmSCiUZOR6Yult0fCTmtwSEg0ayCJfsZ4Jn7lcyHaaBtPf9HLKfI+5cScyXmZQSDIHUC4PNdHMiy46CMnXG1INko3evENZFN+BbgVwI8+hG2dsTxSK5fIUVyE8fwWYyj4gW4os90gXCGJGsJFXoMpkzMDuivxes9JB6NONFYMeAnPbYbcRed3iKUcXmhDyNnt7r4HVs5vkMFGSoCk7w1DVh9xWBiL5X5AJTPFJ0YiaSEMKkhEmQ/YzsZ4JCDAKph2lHnpTxMWCaCX0AzY741kLpy6e6y18jN4yZjxQy4eApVZgnQklYV0tLHjp02GNHQz6cIBaIniZIO7Buogwf3SlyuYB2GHdV1C4uSN8fMRNKDs7XdcBCT9JA0YLIHiSg+Qzz5FE1JVLihMUzqkJQRQdDB8HmM/nyEdFXaPxHREcIP2Aye6qoMsP8CAJl8BSTWjKSIKSZYBnRwR0RXYSoyPiEzBeEDgkBcvI0VN2FImcsBWQ6UXIk6w40EvqhnqW+T6IIFgrp7ieXFj94hFCcD652yH9S5Lik/ypjT0mdOzOCUpKSa20I1YDaDg23bsQJCdMjJn8BIrG7czk4VHefBETUo1WITNPBa5wET2tGNyEhEarTxOIjSS8wHwjzHikdRufpeXKiiNai1556SWUkhJ9AO9LuJYLRpeMSCf63ic0o50wh051HdM7oTzs4RX74h5nHr4RXKaNp4tWQ+boXJO4Q3fEQZt7Hj8TLwO7DPfONcPl1cPmn22FBSPOOwQpfn54Ih8SH3z5CCbz8P3/H4Rj4Zjix64zxsVDOkT/Ie77RI0+/3XH+7Z7D74VRJt489rx5eM2/6Uf+j+5MkZlkI2lSysc9qStcXhjlKZC+L8SDsvtvMxYK5+OJicKxZMiBw9m4N7j5MGGqnN71TKfApCcmeWIa3zGdHxjlBZe7e0Kc6LqR/nFg//iKy3jmLz99YCDwyvZYF7i578kyMqfvyVn4LryiC/CmPxH6xBQ9FdRkB0ruOVpmopBevKTEHXvr0KdIkZm3dydCBzEduIsD+xc982HicpcpvZIt0cfCm9sZZGLiHYmOwO+ZLPB+9LRdv55fMswRke/oZOTu4y3kyJ4THRN5f8t4O3COj1g4IbsDct/xdZr49nJG+h653fOUAuWkBIFdLPRZuHy3o0QIr/F98gsuz3eP549fjNK6Ov0W8FVZjYlNydDMkqam6rQu7DcdvAI2a9T/YgNptovskYGGrYArE9c7EcwmrCTMjGIelS+5UBPOu0yr4kD/khddxr+Jta+tZp0sNhO/mv63DMZl9VLtItIMHGXJ+GANWVxKlZ2NNQUvrOjvqvnZXL8Km3dvNbktUNAcLIG4Opxt0UWEigqv+kmdbW+zOiuKtiiMlnqu6Q8C4nxAihv3rGUIkNab8ty0tKypN1LBbIRFP5ONPegXXaUaUmq/EPGIyoqYV+ucpmqtu0Y7Tg/V4tXS72qLxne6K7g8tUJaaqYOrTaGioLOkpr6szg5RKoVpEa/eBF1X2eXSyJGIps7TyV7lI9YK6xeMzxUOjTztJ1Ss1ZIroBIjWSNKFqBM5PTebU/xOw7gtC7LQE/Y1QhhAsetT85uRRcj6zrLBWAkmsGhZDNy5DoDtOIiEdPaMXnFJL/s+BzV2Y/y6xD6KpPJa665kIkq83PgdkNFW8shq/i69lSh7uu2oqRq4P8zO0lIg10UxBmRE4b/bTZypqd5BcSnVz/IctnG7uIKC2Nsm2fa/e16IT6oVzd1O5Z799aaqrFarmt6ffrs24fWq1/Vp1wetVPt4Os3W7O0DWLTLODsr1puWxppL5zUxu4VIOvLBED20mzTXPXc7+6BmXzDyoTXT5bgI+bSJDtLvWlXtdj23HZ3AfbyI/PvJM2Se3v2od670K+G4eRIcsZtvC/T2yxf/36+yMh/LX4JDlvzOboiSW/d02hY606/We7tcGJL/N4xcYXslvulvVn68dVyyaL8agsrayLvhhEN99djanO9tXiLj/rf2wTwXHV2zYvz+eJLT0uh9MV0W6/lGfPXt2wCay5prmV4MUPcvvk0SogyPaRjQ/7GSFdv38bq+FPbuz/zwa4ea9t2pZPZ+fz1/NBtVoJV4PB0YouHFxtmsXR4B7xNd/hetsnSIRlQlvBZrn+ehOVYERaqqrrTW/Lf91w7kb2NmqxGpa65ASUTT9kpYUWBmeB54tYMRxsQ+OW7SCGkJc5sSvvtzNsL+S8FSDbvFZBtDkW1oH74b0gU+q+XxwQxopgaE6WlpJqM+cN/W5L5QBWa3Mtlr0ZzOoI9n6vHn3limk213BD4y+Onmfj+MLr6rXXbIZGE/66xpnK+vXVnNW1EmgRJFLfsNRn2G6z2v4ylLZhlvNo/b2182mHryO//L4l9KHerstvrgNs29kylLVz13ycxUhPqd8tW3PzrNmKJlgeXVEdS6hhc0RcTYaxOneawxVvb9m/lZ62U2AgWzpaOeUyjk8EsW242UKnrc8bBvC8i5u5kubsXfjOF14mWM3lPQ0zJWRuohdAi1yQfGEMRuk79sAby+jkglw3B47nPScTLiIuVQdjLzBMRhbhLEpRSHGmN7iJR3fKSA2hrvVq5mlgxLCkqAk9wl4EGwrptsAhwNDRMXNznogS0VdK0cR4PCPJsDslJ2E/gqVCPk7uBC+JgjBKIQtYylUwjpQYUfEQbUvmxr0cEYuMXWHaXRw1PhZOmv33lAgXgwRTFwlFuOSJyUoDwrL/KaNFmCfPvx/iGQ0zu3kkXxIhn5CiqHRE7SklU9KRHqGzG4YAcjBkZ+gwEQJ0SSm58Do/MqSRYGc/f4YeSsU0xUK3OyMhUCZPtxbuFNk5AlgviSiJ3M0eNq7K2DsfSVEp2jOnzKXMzCQ0XBD11C0mmRhHgszIJTrpudD15eSGkWKuso1ACUT1MPfGzy0IpcsIimbcGTAZwWrheVN3s6uRu+x0V2q0nRRKWQXnXFpu5lCdmnVPheAI6VqEshgeTYCiOAqu1BRnZE+vVrq4CHWO8ajyR+wQi4SCfzn7vhLMI5uKywBaCh6w4YU7zYrr9NlQm5GohGxeyLcEV1Jz8UiCYL631fB0b9nXfE7u9A0siiJa658V521iBUIBLWhWp+/GdsQLWZfigQ6iPscF30tLtEeyWqNACMmdqlIduQtAo1S5YgnDd2WmVJSgihAFgpSaPS5DyjWloPhYrVC01JoYTQwRlhpduSlCX3YJeF0QA2TCVBxroCxGOzPBshd8FBOKRQqKuyhGKDVioKV1KEKZqxGlISJzZc7qjvSsnvqI4kqpFDziRDxlBMGR2qIRTyNZKKEs8pPXzDQIGZMJk+RRIosmK8DoZ99cpaI5+SImP2M9fWpFKJfsfczqhpZSZaRKR+Sufqd1emePzmhAAbcUklcBncXYg2B6cUOAev0KK53vOdthsgNGN1SZIBYXncrrvGRMElnmuh87vBrLKmU0I5aZeIpIiht/UAcvLEhUoeTKS0K/yDJuKMpQEqVCSUszUpIQGUHm9Yit4rwHQny5xpCzyxVJIqKKtrz6EthJRyjuMC4pM4eZXoReYVdgXwKSFZsVnY3dlKBkwiikCzzG5LVEjgIpEHBHpZgiKjAkrMt0Q4dEo4sDMUT6ecA+9Ei3I3SRfsyEGYak3MyBMRgpGMyRULx8sMWAdVD6jhIEe4LcCWMXmbRwrOCzr8ZCX4xxX8gBbHRnRbkYJRnMgTju0NAxaN0eRRjmBJzomXmF7595zM4PtRqe08Fpqw9Oog8HLM5MCYxCZ863ZRJiUSY9MzKBjPTiae5ijqhkpCvoHIipR+aMzAVKoUQhiHAZQUURHQhE9lboipEvLvPeyEhHwkIm4ZE0IMx1z5Y5IRclHjISMrN0TCEwWWCMgahCXwyYSd3FQVtd9BrNY4EAQZ3//rKr6cTPZPmrO1b6vMrssOhuq5Viq1+xNSBZfbby4wV0uDg3qoHfVr1wsb80/WxjqFpgSQtCe5WRlx5vOm62jk+e3b+VvW373PJ70z+eydI0HarU8dly1zIPG5T1J6fOlYr6TL9fuVb9SNYOCn4uA16vcW1wdYps5mPRbW2ZQ6HxX1kDGzZ9NLHNOBpXK8uTfuMviWBt3Wnnb3tTwCzUVVttIabVcN36s+3c8ku1PyyOsmUWqBoaTQ/bjm9Zm0qO3p0qA2qlrGfRFNc62hrFsUazUN9ZnUXNgdHqEz6LzHEZrBXQrQWNa5+L4fyhpGX1rZ5L3rnqcDJbKaRGxjuqro65DtCk+PldPVal1sRcIntqDUvfZwGHy/kBJnWxl+zRm5H63LZJbTO0jnOblWPJMtHScX2S7aMCXKvxeksi24iZv/da7Y0b/iV1vpY+fplcuKz3c1bbnpfre9tH2336jKt+hjlwzY8WEn5+v23uXd//PArik54sg2j72j5z7/O/n93zyXlhrGEO9uz2a75sfGb6No01unkee/HpE/Iz38n1z585FlsU2pZnrivzZfTwP+CE8FflDCnBOBXOl8T5NHJ+FC5HYzoZ8yWT5kzOa6FeqYfosonFw+IkW930DRNet10dS2nI4810OzH7gjUU/zbCoKEDWsqORYa3xmibAbExnPqzbmyPPt8e5lJ1Ue+z1RB4o+1/W88qYyUFM5YUgDUPnmlFLteIjbUfzxdzVQeek7w2nkVjgg2JLIsH1tvyOXIUvGDRls22HCRULzLrsdmU0IVP4gdIC//DoBXLsgU9UDdBa6QqiIsMtR3cz1yltq8VteF5M2uhQCtLRIRpgy/nqqS2xh0lsqY1gq200EL2oXibQnUOeDSDp0loY6wHkLWi0x3IztuztM4JBrV4nx+MAWO4EqiccQdMXcBfQv6aZ7U0RIYfeErv7diMtfRF7URrxGQNdW6OSNOxEo5h9FgtyORzkUEf6nzcsjpIDLfeFOAGT21Uv5IRZHSDSZvXbdoka5EJ5vMhMyYnv88GmuHAHQQebdLqcDSHgchTfVmH15sQF2jqGe+QhOTft9ocYtWpUw9AaQXXUp2XfaW1DcL/b1xOPnXFrHVjdb4sNI658mnBDW/N8F35ukVHIahSjSzuaFqiCGsqMJkrjWk96GV1bGyLuEmNSpDAIiQKFUlUX+oG5foCMc//CtVZVvsvUveSUGo47RqhVPdx469aKkojOAqjGKVkRGQpBFaovCYoakbIVgNBqmBUeZIbxmCp91AvrRzN89ZajcppgnapyJ+tNNF+uiCKmMe5mKNwnB3mtkLLuASpxsj1cBTWSAarfJuyru9aPLvOfYtSqygiGp8XkFD5/i89Uk3I454J5XR4iwwjL/oXdN2BmH7Aprfk+ILxxT3fFuEuJ8olkEfl6XTDn9+95rgv/HQ/Y2FGdide58Ltx8QkgT+FjjEIJ/0JJfFu/45QCjm/Yl96kANC5PEhMM0T0+5MiDMve+GrYHz/JnM6JOzFgL3YcXs+c/sfPzC9uOH4vwbmt0d++P/9CLc98k9vOJwDv/0XmMfEf3z/jkkz1vdYCDz0kawB+TBxmA272TH2ByIRtYmSLli6IPmOXR744euP/PDmgbt3xv2Phu4VvVP6qXDzoXCOgfc3t1xSJpyOlFzIuRDPwtf/5oVuv//6jrQr9Pff03cTd8eAPEA5PmEp0X/zX+H2NZYfsPEth/PX7Mtv4M2R9OIRbjPx5Yndw4770y2kmd/mfyaHmfN8JOme9PoeKUo3F+gmhq/+kz4E9j98i1qP/FMkx4T9HyDvCsObE/F+ZioDyTo+3ghvo9CPHcPlFVM+8pgmRE70wxGxHVN5AeHM3e17JAfChxeoFcxOnxGY/wq5qTHuL2QFHgMyRXbSish2iCppf8b6kW5W5BLJkzFeErsucth1JM2+t7rE5fZIzIF4cimlRCimZMuIwWkcCWL0vACNJDWyZsLQITHS8Uhg5PzQMZ6EoQ/EvmcajHkwRzOfzpRoXhMkZdLF0Z1WMhoj7O5QUQ4lYzOM7yvacJ9deJwjWKDPRwqJwAGVPcU6ppwJ4xmdTyjCEHoogTkPhCkTLxdP5dJrxUGYO0XmCZkT3dNHUGV+JZgqed5hZpTsiqslj7QKuxmNhZg7ZN57GiAr2D6Sh4BdzNPxBIWgZJT0qIgVYppQINJ5uqoyUrSQ40SRFskVKHME6ygdGIlc3PBbZMYk08eOqA25nig5U06eL7mIkrWQ44XSJez1GVJEzwc8tdGd89gxf15n+Sv8rZ9vEMvMPJA1o+GlRyYEoyiUFCmjIjkQJZDZM9kNYo9gEzEVhnnCRCgSsBJIs3gNkuhpjawW8eZ2gpiY+0eKFsJ0h5aeUIxohsSM6ExJjloUfkPhGyweyf3ReXnJ2CzYSbA4UexHpO+gOwAKc8DKSC5/hlKw8c7TD01HtBizDRSJzLsCzIScHck5RWwesPIE5VydKAKpg7x33aIIYhPKyYvB9wkTpdBRRMgaEVG65I4CKQGxQol/ociFrhZpn+c7ctmDfuWypv0FS0c0DKgNuINnJqWZ8XLEwkjpj3QS2dtLigmzrboYpljqkSLoVKqD5OwGmx4QPKVcTSeFBVQ8GsrKe0r5gCRDZshlT8k3SDTC4OmoNJwAoaRAyQEm38PzRfnS4q1mcJ4yZsol7slDQLqCROOV7PgaQ6eIngrnaeQ8PvHVXnklSjf37KcDlzHy8RIYdObl05F4gsMf4RiN0zdeFyV95zJtt+vRGIhDj95EppdnZHfhxU1m3/UM+98j8RU3b5WbPynTbWK6yfQ2U5g5PHb89qeB97uB4y2EU8+huJzNrsOIpK9q4e9/S8yD8P4PdxwH4191Zi6Z//44c5My7785M+4Sv349cnvKzP+2Y3rb058OxPSCu13hdjDSBPNFCHYCfeKldPxKdvw0F/7544mcFS+Y08H5N6gJ+mKGZJz+r19jOXM6/IUSJ1LO9CVx9xjZT8KH+Xs+Do/c3QQOu8B+HhieBvLNmXx3Rn/qsYc7dnOm15EYlWGnPI6Bf/0hEKTjzX5PL8Z9ymgu/PbkOlK/e08Jxvc6ctKCdRdKUB73E6VL5D8a8e3I/tuRXT/zIzt+kkjXC92g3CZ4PWXm+MTx7kf6fmC4/Yp8MUq5IMDQ6S+21VmTLqtsuKD9AdhELcAKPJKml1bZ15oNoqb+a3YMYpUxq/4cNtYPEXfqNcJHHPxZDaGuMzabSMFzyzfjw9o/ayA4bWbGLWjNVoBDqShsLVVfCKwGYasiuy358q9Rxa12GxX5XtM7FpbnBVscSwvYysA1hFo7o+kpi/Gj2o5KcOftMh7zCI46Rpf0dWmzRVc7bKRjNd6wZHOwZgtq6oq09JQBQR1aL+Jjq0WL3Rfkjuemv1oFI6wFwtvUKljPCpD6ksuw4IAdr8cnGDsKEcUdyGjCZCaLkkU8EjQbASGYegpErTUSanYMa5ExNWVSq/9JrdNgDTBQ6ufBnQ3a1iglj+qTSEtaoNLsWoGmRZnh9QlRTLxWpJUKQql3mdaICB1xh4ITlKqfd04vM57INKEyoDIgorVGoJGbzliK03XIrn8nj5ZQ2VcdPS3zKtSUmkhVzZ1mTIQSZwhj3csC7BHrq1nJMJvd7lEiZns8ueAMktBWx8U8MqWUUEebFsp3c1VLpVbtAuY2IWHweW0ZFsTtYEitLVNtLp7mysFdksOyT9wW2AC87d8vIjkW9P1imvT0VLLY+WS51X9p+vVCtT5vG5vPYpLY3LlGEm31/JWTbE3q7ZeFty532/Lf9m6ajbLy2+t32KfvbuO56mN1ii3A1movwDxCBtl0YmNjBNb06Nt3X7+3ml58rpZ6PM3u0d5ZbQ6w8kKM1anHYrtqfN62DlQ2a7I8v/lp7T+y0KGPO8MyF+27+m5pc1PPkdrEX3d+XF9/txPCquevFHcwTJeJ8RQ4frjQBeP4AJcnYzxOpClRkkdIrAaljZe6rsliEFr++4y4P9k/mw82q2nPvlsXsxHZtvlGtO2DzaQtj11HACyPysaTuv3y6omrQa2NCgsl+K+2UsY69E/fuRnu1oC23ni9udY58P98EoXzuWvz3WaPXK3DRsy6eu1zJgEr41q841/EB58XXnGm7KGQrZ228SvyXZqDS+rzi7Sy6dR2Lesh2ybkWYEcNzxKbb8JHW2z1eiFxbNVBY76vNViQs+FjGVrto1qLE/4t3ltF2hoe2u0+sncLVISy8J8smGc+a6OkvX75bNt7xbD9paGWkqAirzbjmhBSrTP9dm/DYO66r/QUAzrRAgrrVWqbwyuonDZ1H1Yb24HzJbwyvKaX3Q18lratbp36jFnLeSvCiH1HifzLX1t+9L+U1EdIosB+/paj4WFPZksgCCrh9yC5LGKr7ny8NV22gsWlludqc/jhq+ivGQlpeWltv7bPGIr8a5tmy3L0aIYljlcDtTNVC/RMWsf175fL8kVzTWk8+bTJmc8x13Jhkaeh0Q+f8eWt/mHX0A82+3y/PkveFhCIohQAkhQNCthipRzR5l6rAtYgGxCNkHmQqB4UfMQ6ATuCYyWeSxwMTiq1ID5TBEYSYhmptDTYcSLEosivaAq9BrpI4RhRobCOMHjuZCzeD2IUghphJRqWmF33haFuR8ooWPKntLnEpWkgUlvmLW4X1XFIyDE2FkgIwyzMeREKXlRqGUQwuxocBk68mEgndwgHXql65Ij85M7n+ZsjlgvjqKP0YhRFgdeIWJiaN+jnaHngkzF88QHYZeN3TRxDonxkF23mYIj81Mhj458tYvWIr4JHSZyL5Rwh4UejZ6HthRcYOOEmTKXAhkuZy/4exFl7r0gupFJpZBK4RITF0mgAzHsCNHzdhsFywkhoiV5LvUatRCjO+imUSuq+ssuMYhZPHhBBMKGz1RS16UYY6npKF2BFTxfLuYpC53z9YCSxJHTqgLmBT+lgSKw6pTEUfbVMUu2qgBXQTdkWk0WD75zNGfJxUPl69lupfJic+MDCUwKmVoUUCsmLmR/rirPURWziJpAqfMrpcrrnj5Acg2pzzNWHN3tKWOauOjMUQhuQO4SVMS1VcOD39bOCiWXCgCQsgZHyno+ShU9rMPHry3q0DwdgaSlLT/16roUalqHiElY6l94JCSYegFo1JYahu0ZEKSh7q0CGUJVgBVUvRaEqK9N1uqU1V/K38QLWppStHMgg+JpGpsRyaymCMQjTtRBDX7se4HHUto5WzM4q9cvslAd9doUIMWKunEekFyQkqoZC5oD2YLPmRVDbMTKBUvn2q4BAQsDaKTViygkb7/Nc5Wnm798zRENhkLeuY2qgRFUWOqrCBDcQI5Gp5esyOzGxygd2gxcSBVvvXiroG7Qp4CGOh8OnMm1KPuSwlS9lgZ28SgzIlIqaMLMDZekKv72eNrNljKhFja1sMihLnKXCryock8tIup7U1hTSnSQFCsR6Ktc4eNFpO47z70tOArfk7epF6sv1PQiX05xue8qUrW4k3bw9lJURoMeQ2UmC8za8YTXf7GuUF4Y89GQ0Ugx8Thc6HJA93uSFgKBIBC6ConqvSZi7mGKRhYPFMqjkLJyGaBTYydGZ4UeIRCYZeJoiUmKbz08TVZCGPeG7Qp3XiOVVDxKyiikApIVTUKXPOKpTDPJCt3FI6PKU2A6OT/a7Z0fqzkAI2c8pVzOqBWwTJFAUrxYejd5YfrRo57i7AZCO5wpncE+YnOB6Ly6yIUsmXm3w6IbujQ5jy0aSB3oLlGCUErvss0hEwavK6Kt3olCDMmj1KaaRLRF0HUu+6dQDVcxEhUsuuyTcqKYEtSIQ2GIsBPl1hJTvjBYDRYUsCAEUQ4pEoiEo8JsjBZrQL38XYBhPzoXoXkj67dvr3Wu1eDR7mta4nPF/Jk+thXTr/ZElaEbEroBpex5e6tu0XTdrUwtm9FcSdyLHrTpy6ILX2O7l3dK0yy3fW9Ggq10zqat9f2rjrKCorbj3WqJ69h186lc/9s2z7P3b/9uRhV5Nm+2jnRByW9Ry+tty3vavHyizy6dKfw1feRnr2UMdf4XRH+jvxpxYS0db3v1qqSsa11/moCt4K0r6m2Oqg09LQbY+ocbqGV1tF31lboEtunD0vqyvovjBxBzQ3exDbBuOwVFaOmovKWykFWloM0rqmzRHIXNZlJ8/VZAbcsEUfkefpa4IuFzZAYiHjkoi1BYh6xs9kczUq+QwevIpnbGsqHxVaeXJRtHhQVXx5kt0TRlHcdmkq2my17mejGI83deG8Wg9vuaZD/TsPy1P9f1XymxvkO292wocKHdz/DGZ+//2b+szd/26+d8YH2usbwt2S175vkmt+fz+6z/C11u+WnrwvP5bG96zvVWHvNzQ/zcB83ZvX76uQbk06+ElZY3/bnmG89b2rp2Nuv6N66/2wlRzMPQp+lILiMff4Dp6cT0cGJ36MgXyBM8fDxxfrgwjiM5FQ8RLxmxWganKiFX+7MufjNaN3/lyt+knoPtg7x4asXEDR6bo9HfZTSDqD9VUfPa2ODm+DKql1icHQk1b97Kvj2UuBoSq54gC7FV9iFrewbUEA2WkD+rmmGlwxbC1xinbJgIAqXuCC0NAe3HfAUgLcHZ66Hs7ah4CLwBJdZxLGiDSmCNrtQHst1ntNva3MNGMa8l84S1r01RNz8MtE5Mq3v8JeeuSEVuWPT2GhJeq5G+GcRrZIRIwpWtiNCxePDoQHowD7NfGVFGGmWpI0eap5Yatg5DjWqoOfdEcEdIU9T8neuWVDz9kaPM3OKwHibOrBqRjBiKlroFW/+ZvO84enM5mpr81sIQF1SNh98jPejg9QKS90WkGTmaEcPpQqyrfapzKLVYpjWnhCso1lIkmSMsIVajQBN2qwEJPPWBBRwWF1nSBDTnjajPv05+gC4EtcfQut4b8adFLlGjSgR/v3RgPR5tMW+4vzktiHgfMbwmRHv3lwt7DSHieShtIcEmJImDHBxlq27qbbTf9pktIdJu/ijiRrwWAeLIAMNi26eVJwTff57Go/GJms0BQ6LVFBSypt3A97duBGKf3RX9Q/HUKCbiho92p1UOYrV4u4GFFtZrXpujZMRytZsZax5NaA46yX4Sl1zniRZhUSl4EQDbuxsfqXO8dn0zn7Y4u5/XpvBE7D4P7oTxbWxm5E0pE39TjUBZPm3//D2lDsb1stWtLBtUii1CjDl/rPOjixxYU81oWYfxJbSmxnD7SAxG3APdwP64Y58HLm9fU546iiSSZB465SlGbhi51TPaC7v+ltcSeFWUP6fM/2vMzGr88z747rYnNMBjJyCRl8O39FPg/seJeC70r424K9zd7ul6uLw2xoPyp/+3Mf7LyDev9rx5ccDsAtOPZMl8jBFJoA8nZotcfvN7jsn47ofEwZRyGxDZ89D9gSSFZO9QG3n1+BOdGTfhGyTuuP9pop/OfEgjZ0v0v++JrweGc0c3Bd6/fkX41WukS1icKWFk7o6eiuUUuKTM+emCFqFLPRqN7maGqJxvvBDxGN1AEm47umGm/PAd+fHM9NVr8n7g96fMq6e3/MuvCn/+rTG9N+QjpJKZP0ykDzBbT/hpx3i6RW4vyLcX5v095/0/IHFmt/sOm41pGlwuGn8gI7wdf0s+D4x/DvS54/RVz/ybTJdBU2YeCzkZH8p7Hst73ugbusMbBh25t5lRM8fzjIqwl55gmagHQswMt0fOo/AvH3um9At4mwn3Hz1v8HxjlAMwZ0eNVQROF2dimBmjMPZGmHsOKYDOzHpBLdCXg4NQ7OAI5ACiyn6ImAXmNLgxnweKZcbohkvr3LCaR/Wc9X2ihIT0I6EzKEo2gSyECdJsTPPsjhcV8EC7anQePHXSNGNamOPFHU57lx21uwBGtAGRSOQWpSMXo4wzcz9Swgz7COEAOWHTB0/9M8+YBObYubF6cuRkoKYl8kTncHhyGSvtIStDizANbvw8Tz2pqKNtLWH7CIMilwGZOjrLdJawwbDBalqwgkotwF1mmC+UHEizn4NzcLlFZnfIT/0diHJTRqKMlDhRQqHsIikqQ/C5swnSBKo1PWVNZSlJkKR+dqm4EyB42qbQT2QNbgREkD7+nA7y2ctEGHc7dz5wcJG7OyHhjOUaGW09WjqsM+ZYELvQlxGRAHJHSSOjPSGW0Zww7ShD9IiRXah8uvejKCnkTE/wwuuXM+QJHXZoiMydkIlYOWBlR5iPaPojTEfs/IQNB9jfgg5wuHEHRByxMJLLxQ+3LEBBuuAFlyc/C7wA90zCUyPp5Rtk3tPdBWIXmIZI6jps7LA5oocLeusREVkH9Azy2BFzT7RbikzMPPk5M4MUJRTPpV1OntqKzuWdyX5PsUB3eUDzSNSZoDPS/TvouRqzqww4GyW7Y0fMCNGgOyDD14Q8wfzgshQXxDp0fkGr22VSSNFl1FxcMNoxEcjkpJQslM5r/8i8g0uPxBuIt2h056d0GekSpAyTF/HmPFICXHp3PPRzJFhPr3fIFxbUtKBML+4pIXL79jvi+cT09WtS3PNogQ858LU88DKemIYdx91rftAjj/mRw5vE3e8S+x+MFzM83J/412/fspsO/Gb/FWEUdg8XBknsfzXSR9jtvV7Hh5LJBn0KMPV8fLvjlAfSP03s40d+28FXN7C7uSHe7vljSvx7fsRuR4jGZYbpEnnqlB++Ne66wn/bJ8ZJ+PdjR8oFuZsQKewfIj0BftyRZkH3kOPEbx9ODAh/+dMd7x8Hvv595u4PxvnBGJ9mzmngyQb288RNVixfKPPIqMY5wlkT5asnjJ789pZQCof5J2yXuPzuA9YX4osBmSE8nAhzwuTIrMKHN29g2GN/3nPzcaDcKkcVzq8eCftH1O7Qp9fs94Xd1w9ouSA5kImM2pE18YYH5FLofgApRuoS1gfS1y8osYNTwQqEfc8+KhojSYT5g2LnC7tDYvcic7sPHIbIy/HEP5zf8TAd+HC+o9wH7E3HYbrhDw+KzZF02jEHeHtzQAe4j9bq5/7Cq+o5vjNd12wCreaKUm5pc2RNY9Lkzmdpl1bDUaL9JgiUpku6gNv491U6GKj6FVhzLiugjjxvODuP5G19MFredlmMuqsD0rubq1xc9RW6ynerPC9URHAzVtezpdbkWxSo5QlohkXRvurGpfattlmaDpHqPHlKXo8WtyUaoDSnZ3Ps1/65w1iruH9tGFx8DU1LaF/HFUXunappd0pwYEAzBjfbiR86WHWeNt1CwMExVUdyIGGt0UjAxBwt/4u0BSBHp4baf7WC4akTa5I7sNkd1sQqiwie/tSd6Frq55KdHpvhOk91hZ3OvFi0uBO5dVMgVN3Ua+3VKIrgsohWk2KpABQHy9qC7KfWlzDJVb+tNRPVMzIUcfBpzDvvl7gTYsmA0ToiLlMU8XSgSqJY3qx50/vxFKI0n0OG4mlURXr/qZV2ZaLVjPA9d4MQsVyBDVndxhhnJI6Ix5fUqJjoermOqHhGA7cNVuCkRa+7YpcKfAg+P9WRUKoNQEqDxLpMVziDTS47B4+sNHMa92QZ5tFJFt3RW2tDevrIakuyXG0I8RdSW7Pn1c1ReYlvpbJo84uttTphpM5eM82IVEfKYtQujWFc6emLdt707GojWsGMvpe38O5mK1572zZ2qT6YpqDXSJzFxrfyAv/2c2P3HjnQZGMjXWwYax+bg6o9s/DKZmsQ6iK3eaDS6DqeahJi+WPZc9tVk9W3ZGtPriIdZD1R7PrrZX68Ti5XfV760Mbe+PNS57X2te5R/6g5Husct/PMYDX4/vXr73RCVKKoSDkpmWmaERFCUNKcKRPYDNNlIs0zJefFoMTVBH7+cpvohvM9ez0LAdhqT2LzeZultn/seQP2SbNcPV+RPVsCaFT/uf4u/VrvaUtrjbpse1N7m3zyWbuvpQixbf+fT8mGnq87QxUCnn0uyw9//NnrZdkYbQDWnIhsJ6yNawsceD6yn5ngZ538a98Lq+dpa1msnd4eSiarELK8fztZq8F8JUCrHa+CyhLeuh2DM/XF239FbM/WdDMkn5f67Bqjek0/dX4XVP/S5w2zxmjFxqlpp5ojpbKT5RBY2XBLsaR8fp43KJhNW2v9iNqyWaX/7co+7+8mEmOhJaGFg8lygLQ9GVlrNqyhx2t0g13N/zrOVeBdQ5i3R0czojUheNPfz6Jp/sb1bJ89n+O1f3a9955tqDUv5/UGXu9w3rA2cb22n/KGzXy2exo7vuq8XJGS1b4sbVRaXA8iWVnUpoPNLbRFI14fXlVMkLL0o437ukfLF1fj2r7P2gF7PeL1nu0SNNLbKBfPa/Rs12bbkzVayb9o/palZ03J2Tzon1934prKPkcfX3YNRAxjIlPMmFLhaTasRIoNFDGSeMFNMaMjM5qrdxIyQdwWtdPCSysEM3J19ElRUmNZChYDxQJhV4gUtMsQhIQs9BEQShDGDlIv5B6sM0pXSFKYRQgG3RN4sqpEwNiJqy8X83nPUasDH2Ixhmz0uXiqPXNU/SR5QeU6GxBy57xdszGchD7NdHFCZIIyoaUq19Ycb8JcArFAJ5EShNNdJKeA7c0jO/YZ6wvECNpTgkKAWeAMjKZMCXZW6BgxnUl9cmdjGig6MO872GXoOnJ0x6wWI46G5cIUM1jGxop2tgnTS80nqYSugy4T0ozMmVgySmKXhTR50d6LXhhyxoJSVMgokYDoDAYpdWARco+ZUHad57r9BZcfO7Jh446UlbDS70LqYjVVQ2M9zvOsobKqYO2lbsFz8Lf0fE0L9+KASMV1ibFEISYoRbEuQFRPg5M2EQ9YPdLNHSW1qKXW400xWlmA5fwIsZ7XDYtZ+YpWx3xKWCle6LilexR1dF1tQvGCc5mq1BaPxJN6jrWMgRb8vCml8k9r01ZPrSKEZodRFzEsC9pSPeIyXpEaIdPQHeApDcRtTyZuNAYP7ffvWR0JAtJC9KXmhA6ypKmQXNNFNMapjbHVCENfHCQ2hLzV1A1pWedF6f6bstvmEvxdakiu4IRaH0As11QV4oWaF15dWFJ7hGo4T77ghnoao1gq2KimCQlVPqsFLCVHpCjFRhqC0CpgxJWmABYreWc34FjAilJKdT6Huj7gkVapIXvnusheqNmLQ5oXVzdZAzAluxNjSZmZqwLnaUc8nVKHgzDqeoQqjxKcyLIjMaUUZDn7q+RhsAKGynKqGlrpsEaYtDSaNQ2KN1GNEzUqU4QlAsKanVGrhGYsex7xQrMmgja+U1YErNBozHkhJSH0IHFVPMSJV1ScNoqjOluki0/eRJONfhGMUytS/5CQmImhoFrlE4yShbnEun+zpzkrEXJgnoQ4GSklcja8doaiTASUjkA0IaUZqWeuKUylkIpwHqNHZc1eyP5gmayJOShjVBKFMGfGXLwOhxXojDkJY1Y3OWuiFGMMmWn22jAmbS4LkgU1Q6cJnQXbeYWNMbmxK2OU4O9Nml2lmaGIp2nLCrOa445mZY7GGBMzhklENBC6VHlWBsnkEihZUDW0nmVY9Ayrhu/hlAl44fR5Fjg7z3FBoEDyaEdTd9jkGl2T6+eoR7uxnEFOCxZKLVQfPVVZBQYROtBAME/PFiUTYyFIJJRAyR75UWrZFaGgw4yUWvciQxiV0qszUjVyGBcD+JdfW7l+A967En/rHttay1aBcvvUM+nxWtdoirjUQ+YaWfuJ9L/M4brpNvc915H+ynu32sb6nNTzdXvJs6bkZ76r63v18EZR2Twjjc8tX8inr9k8b1fz0GSNzd3P3ymftrQKO5umtw8uTZZlTZbxfOZ1V8NeVvszN//Na6slbrWYTUcNlhTLi7FzM6Zl3p2Xb5Ghn0Zl1JVvzqNNdMrKlys/WCIY6u0NeGrbVuu5hgPyrnl7c7Wt7bRsH4tsJy5PXqXlwQ+sBjZu55+P6FonvZIvgBZtuhZOtkoSjcaazag6Y8zHLuZy6Lauo8s1LlC77Nz6udpafIr0WYdKXU3b9KG12zr8bF2k6brtiXr2fhL5dO0kQFa59MuuK+pd5mdVqiuNLSDCletccyH7TFtXt1x95L88//IZ79zyA54t8KetPduDn7mWJuzZB18Qq/TMofHJnC0t/LU9v40/etaln3tvsw9/0lQDbX7uy097uGmQdbVaP5/3/dn9v/S4/Mz19zkhDBccilGSYCXz9CicTxPHxwtRdZFBU0nMOfnP4oW+PATYKrK/hl/a6ihqgqhUwVEWQbt5WKpxVuoxtax9Y7rPDlFroWq184KnHIDNRq9HQ+V8Zck5XzfYgsytgno11ms7e5qhc8vEmgeQzcaUysytItEMpBm/67WYLRcjYRNWWBhcETxdQWXWoT1XedeKlPe+lCsjOovibrU9aq55f6w5Pzbev8Zw1O9Xk1qPoh3CGyGr9X/lUd670iJO5BO++vySmjPQLSOGRydkxHb4aMfqya8IfRvYaPlcMfGqPLWCzItcYrWT0lVG2tD4fX1u8jXX2eeEoR4qLtna5vBtKIklPxzR7yln/133/kJNuPJbcwouBZndaLMWe57rVPb1gKu5NFtuStM6r6HeY46aNEHk4P1emEjcrE/A6OucrDlFncYOtb1WW6HRel766GlP3ICwhIBqcNSi+Tt8r9V5okUjDLgR4b4SxZHVSCW4kmqYjXVuq5BrNXrD1UWsTFBOrmzWuhmo1PDtVOe9hVC6wQqd/zqxPbsa0sBaDvAmbBdHnjTZs+AG1Zogob6y7v2adqHt8bCESrd0EjXqpO4nqe8opeaGrPUdVh7oohvF0RLOzqqQY7oimcWqnGO0+iLOa9peghbJUhbkVFj3GTgaQwpFQzVyeboFmmHQwCr6arsGBTcoOn9t+8t/ac4sqYJcaeH2wZ+t6Udp0VPON6Smb3HDh4isfifDDwxxY5FQkUcL/3WECJgrw5X/gJ8rjizzuSnV3rPk493ADJrC5z4wrZRYxdz2OYIt85euROS/dQULfDW/pMuBx/lPjHLiT+cjl1H5dui4373g1MExJkJ5JJQn5tMdj8cX9Ap7eaR0MA7CKxn5f+jEyTJ/Gkcupefd/IbcKbvDhKow32ZUM/LiSCiJ6QRl7nj3BOkMXZe5ScrxTYfeRE47490wMfeZeVAsFSwVhndw+58Kw5H9/Z+46zv+4f4Flzny3QchqxHjIzEW7g5PDDrx69lTAX34cGScRv5yB2OB3bkWfR4gxcJTmBj3hrw78bt/P9HdjfQvz5QR5jNI2qHjCyTAvBtgUn586tjnnt/lV0y98Mf/dSRJ5ps0EkPiT79+T+kSh7/c0dk9N/GJjiP/OtwyxYGPT3B8hFf5zK/ThadXJx6+PXI53ZIe3zDvesb7G0wvpGBE6TmMM/08c/s+kHtj+sOFBJR/+waZheHuLf3dT9y//pqdDij3UPakn95Sns7oLqNdIF9eUh5+x5/Gd/zH9AOXVwPxzYGJnrPdoN0RPfzIOPV8+PCKmG94lX7F3AvyTyMxfDm9GXDp6qE8KUxS89RClBmNnm4rVRRlkJr/FXFE2CWStDDHMyEn4nQBiUg4YEXI54sbJZPzntii13LAitBHNxtP3YUcMtNTB9OAvTlQbgbkYULmmaRKCoqEQjgkj064XADQIGgsdDtDJRDk4Ebt7CH5ubtxvlDUDV+lp5RA6AKoMM8TOU1oKgQpXnRVYy1ADb329FEZTZhM0KIEQpW91FHct15EN6dbzISkCtnozqM7pjqXbHeXDEkYxUgRylGwWQjdROxGJAdsDuQgTFHRVIijp1qL2pM7Yb69+JqcE5oCeh6cF+78/Og7l1N0GjEKc6fkGLB0g0iPPiXCWCDO5DB6ZpzOILvBXUJApEN2I+H2QrrMjB+NUPP+S1a64wB0WKgFAL7wEowQJs/2lF4huaeYYPNATE+EciH3A2U4uNEzZ0qemPOIdDNyIzAJUgYoFc3YCf3e02SlaXBu213ACuVyQbIQz/cIStkZFiayTmSZ3alEQFMgJCXmQFcChTtmfeEp7yYhhEzff4QckNRB6rBxD3GEww+OwswvofSI3rlAvb8gpsRT9PN4lyAeKfTMc0exd4g9IXlAco+c79D5FaKZojNooPQ1//lUPOrnFGjIRjPxuQNSxA351YjUle/x3NA9qGLJagqeNy5rdIaFWnjcMsKE8oSEAxLvXIeYT5Az0+wHuGnn9F7TNRXxSNOot84R7AIlk9NAwpCQITpCllIwGxFmRBTVAS88nbCyw+YDIokwzJTwyFQ+UiQ5Sl4CuZ8w26GTF53/MlordDxSAuT/dsGGmbv/TAyPifxipOwz55/ueff0EinvuMl/4SsO7O0FD98L774T5qeJn949wRz5zYvfs59Hfv3uj2jZAf9AToF33ynEwu3vC/TwYcqkGaa/HOhH4dXrkcPNhRdDoB8yD3bDMfZcnjLjuxNZLogk0i4zHQofz8L3px69TNx9fGTaJf6/by5o7tjv74nZsOniBvgbl/unNDJmw4YDtgu8HTtyEu6/fWKQiQeZeTxlho8D/bsO+QbktXKeJ47jRJyM/rFjPBSeDo9k67HxV3QvZm7/lw8wG9O/KXPqeHr7LagQ+vdOC+MBZmWKB0yU4fsnYr6wD0K/F6b3kflPAbmNyGGH5QlLf8FCz7nfMWXlNN0QJuieHqAr2B2EGNi/7gi50J0FgiHyBNIRbn8HOTL+6T9IlzP85lvk0LPXAemUnomQJ3TqsLTj3Rl+OAU0u1NChzOHrx+5fDA+foQoB/blnigROwzkYWTsf8Q0/S0yu6Y5abaIljbGP28GcKkGTEE9ULw0R7MD5hyw3cBXLe1baARdTQZN6J28/VoTcIl4YBsBwMb+0dKk6RI1sJrUysKfvbfOR9b6FHXPtUhvawjXZlRV1p5lR3ZvELFYK2xfHbrVBuBKUmYTul0jJlu3V5uL2MZ5i7mOidQ+Vt222lmWy1gd7C21MYK0tD4Nfb2Yf+Y6jubMX+tXuF78DBhXw+IFr9FIA/usw6nmRF//qvXUsbci2LJ8+kvOUrAFyN10EXCHfjPvIxFjWOwgrc6lE0qumBCvhYnMrvjkCCgmt9VmkOo6lMXoZE2nkmpnaPU3zfV/0+hwAMnVcRrcrbxk/1CwgNc4MJSWQcDtDE0XDcWjF1wh9DGoQNEJz16xwyWruk9LcdkvOB2YdBQZ8MwYTxiK1ugRt6H42ebO9cTGCAahr/bEznXQ4HMkpUetIzNhmhAzJDuIyhQk9ygDoslTLDaHY1Eooc6pA8wk73wttIF0Up0GTx9Y6pxaSYsdQhCv11FrO4goYgkhYxa9vwbRam3FltkgtTlxmS3oL6E1KnVW3XmJKAhsIwq2YNDmLJQrx6exKu11bWVjm7PGgzaI+iugorHWLW17sdoXt3tHmr4um31HtR2vTpLFRrnJtNBG2vqzBTZuQZ/rp7Vvtj6C1XHbto3Wz/aOOg5Zea/joFuyUPuUHdj2l8o/ZfNFs03Zdr6WKXrW3LMMN5uz5PlLr0C7sunb8vpmaF6mfjPeyje+0OH1P1CY2lYmbZBzrkgyI1cnBBkymWw1V6rVzXG1+HbF46ESvlz7tNeZ2gxsS6vPunY1sfbzX31+aNfEsKC55eee3Yyl3mFX39qnt37u8Z/rWGWSCwl9Zmxt3zRHyPPpWl+73eib+55Hj7Sfn2yC9dWfm/rrz9fNu7yj/fgiAl0NgoszaPmqMbtlN+Ee+SZ4tOfZ3LMyw+tJ34oDzyd3g/h/jkCvnvwVcbGNPHDhqYpAXM/Wti8bgepq0TZMxcrCB649KPU+URw9+Jz5/+2N4HeWTd+39zchsv7+fLGX6Iz1vk8iDhZDd0UOtAOfdhBt3lkP4PaHXM1Xe67NiW3movZRno+hohM+R6RfeG0dd1e5iZ+Rry/N6hBdHG9Lr21B3LOhiufX5/dUc961XSWbc/LnecsaLvgzY1v2dGuv7ZfF0/Azh6Jt+MWG55gsyBdnlxsHcXu8tbtx2n7mBZs/t+tpz275zJnwSTMrv7tms3/lJNgeTRuh5vpg3TLHn+OEX3bZPGB02CwgGZsSNibsELxGwlCIXUbngqRCFkhJkVTokxtsR4kEM/oUUIyoLnBNRbAinpIlCDvNDAohZISa8z0UTmpcBG5KYsiFEiI2KIRadG0pBtdq7XhecU8bpl6rYOc5qGNF7jK7g7Uv0IvXRai4aooZZwmcgxA7I4grczYrWQqJiWGa2R0T1mdydlT5LguWA8UikcwQCiUKOSolKKqKqrgTUIwoiU4mrIykksi8RGWg2IwVYZaOS+jIU0HmUnORZ0RmpMsEFYbSk0PHfOPFV9PkRfmCZOKcCcWVpcRMzopedsgoDLszpgXtk6M2U0JzJlAL84WAdEpIHZY7YunBvAZI7tx51ievj5FCJAVlii70F89QQIxlSa/2pVc1m/j6O2KhKgdV7pHVWFGTybGmfGhOUXcC+y5uKDVqyDm4xUV8jNJQz9DSF4gUVP1MaICOhrqWLIiqK11qno0v2+J0tHaMtMi3FtJhW76qmHne9FqW0YOFPdF8TR8ItHR5xUAUaakWK0LcO1aTCxpetNhKxW0LVhG9xfx8sGpk8iwDVrNbVkdGciXSswVsZGBzuZlkkKGY1CiIqpxkWfgQ6qAckabQUfdnoQU6WN3zzbltNVLDxCCUCrI33FBR/NwUdxRLyNXB77s8F0OtOnStRSB+mXJRBwe1SLnY7HObAWnIZr+niKegkjaoUhXwBgJodFLpyNR8bdt9VU5aDxwHLYh1eKRK8r5rNf756Cq5e7FR0bDoci3qwCnAa1qQK+ikODFIQz6GuoYagc6jGTDQVFMlVBm2ePTBigJVSvH0Xh5NyHIGrzJz25OuLFqp6QE0sUapSo2kKLQwe2jnq/hetExDZrpLsUW1tPmoKTuWc1KAuhdoucJrQfqSN3NoLChRrcUQSy2Y2ZTRha+Yy+eyokWX9K/izhZttFWBFCWkz4KVf47UZHaDVBaP5sMymjwsP0hiCgXpBB09Iq0XPw9jO94mAQkEi/RjzzBlGH19QnQAyTwJJcMwesoHcoICkwolKGMshJhJaaachfOcKCkxzoVxKqgkBwQoTLEwJWMqnt1tuAhFjEuZiCVzS4eKUcKEBSNb8NXYeyrIpJlsRrJStQ13rC5RY3iEQQ6FMSZsTlienZ9F8/IcUdEcCCWixfUIK4aWgJoSshueQmrFaN3kufDolP2sPyh0bvANs1CKunM3ZSxncikkKyRrWyhjxc9h59Hu+DIzSjUgl7qPNUtNg8YSteM7U1EUSqSknixKCm4ezuYJ9EIIKAFmdd4cjKKuN9XkOGDGOG4MYb/o2sqEcv1x02k+Ue2e6zafIfLG137msq1wvb1t2432rkWc/3l94bNjuBrMc/3wWqL+pD1Xij5tddFbKkCp9ms11j+X8+ufxgaQumnMtjc/e2iB5j/v3DoO2z67PZOv2r0a1Kbt1tbKtLca7DLx1wvySR++/LKrIbfZ3WqT8pxqbHtvlf3keY8qv1+iVFnHtDXeNhuICC39ealniFF1ChEcOOhyUoseXdoCVoMGy8/PU9bGorDdm1cRFOsMtO6ttL4xqJYq18iCkKtNlCr71ejZpelam6vaLVtbi1261slaUiAtkRUtouM5pVa5cnGi2cIeno/cFlr0dVkdatezs/xZAY7Xxm8WcpXN7b/kuqYsW3Zpc7xx1c/PUeN29Fzddz2Mzb7abMG/2W35dJ4/u20rzT4z7X7++uz2/Ct79pN3NWYrz9bx0/u2s7YKn9fd/vQ9P8fsN80sf/xMv6944vM53J5n22dsXaqf7dzPjfXnr7/PCbEIlIVs2QsMFkeA5lgVrKJVAaxhmJZdeG07uKHTWYlmYYot4GE59JoHrG1uXR7yMOH1EFjYb9mECNXPF6R/20oLA/kMEyubSW2e+c2d7dtiViO2bAkdW9Q0MZfDW0QDa5POWlxhKCKrcW65bz3wtzTVnhU1No9cHUwCHn5PQyBvD0knuCU92ZbgrvpgS3vLodOaKLbpnv9ilQnKpt/LGi2Hs1RD7JcQaanySJsNRaXlJst4PHFijdDY0EqLLLmKUii0mhFeTNMQm1cmJuDboa0gdaNWFIloVYxbDkADO2GMtHBEowPbAQmxhNFVY4YXQZRFwDKwj/XdTREc/J0L8qStSUWMW1XQq8HBBQNzQ4VGF+gXYTPVOZpZ0xy54aLl0pe6Hn5otdyjE577tyJPiOv8mNWDWkC6uuc2Rn+rh2vr37YN8P1vZU3J54NlEUoa+sdaGH5FCkgTAKrSLD2mN8AIXLxrxfx79SKpjsqhChvFedGnJ8VnL6m0VwOBly1hpnhwfKlpHn09Qt0fghs9LdS1qQYLCXXfRKdDrUYTrbSZGzkImNSCvMCCOBIX40pbApFlDrWt60K/WyYKbhwUL0BrXtTSjSUtesFvLQ6k9bSx1Y/ngliuholaENma4FT3u7JEJ1hiFcIa6UKde1hNn7WNxhNqWpIWQWPVGNYOcd+2rZ5GK4VZr7bn6we5Ij208awlTU2ut22Es+Xg3fDeYosA6i1X4Xox1knDQ1earBEmVotbGrTqQ1965ax8/+4VNg+k9G+wS3z1bmJ3Htn910T3OvPNzUde7584PwXOT/ccn/Y8niN5fsAuP3K63fOgL5mOkaePrxli5s3rkSzChYIE4+sXgbve+Md8ZJgLx+8gj4FwW5i7zF/uC3/BeB0+crALY3pDmjr64xMv5kesP1GGE0V2ZLmhxET+w4SnV/snnu6M//xNYfcIf/hzZh4T//nwhKly/+qO2MEfb06MWuhzDxZ4XwaOKPFwROOMXAbCscPCA8iRwznyeu757nLLfxwHfl2M/0bmons+6gu6+JG77gdS3/Nwe2AgE3mLzMqv/nygZOMbPRPjBc1PTLFgTzuYXzDzFRYE3Wf2XaGfHyn5BPPIT/PIOBbmpNwcA7/+oWN8aTx9e+L0eOHHH48oPfuup+8mdt88cZKZt+9nyqXjDz++pp8iL6ZE6RKXwwOnKNzYRzom7uKv6V/+iuNBuPTK9GJilAv7/iv+0P+evrzFyp+5Pc68PE6cQs87/T3z7sTc/4WQ3qPHnwgYr85n7IutdH6lVMgmdDGhWgihFi4OEVElh0BWQxN0yZFVliYvqKwQJNBbJIswdc7fRCfEvIi0R4B5qpp8MyBRCb2AFMp4ouSREDtHod5lLFeHxvlMN3Z0c+A8RPK+c9y6TZVfdWSDOXuKI5kE1UyJHykUzpZBlMG8nsCYewpK0A5VIevZz9cbc0fQpafMHbPOJL0w2MBgByRPlDQiMdL3PapeJ4MpYw8TuRjnJwP1SBGKGzXdgZWQUsgX/LzaC3pQhssNMu3gVYZDYfwYmI+etzmEQBgnhnFkVuEcIn0MxJ1SxgDf9UgshEONtjzUxAY+GeTpRKFwZIdJR3yqhZDjjEnhUo/qrk/E3UyOHvERpBCZwXrIO3K5MCWPNomDR6+kR4Ee9I0Di/KHixvjv/QyYLyAJSw9gAlRf4XITa1zkEjpiUs8M+jAEAe09O6QmwtyyUh2R1gJwtwHSqgu0BLIY4dkI1TdQMTlMzt4cXQur7DRsDJiJOzGoDcIF5RHinTM+QYkEzW7Q9UUKREuOzey9gOWIE8Zy4aUDkImxp/cybYzjI6SDljZk/sJLKN6rAfjGbNEzAEtd2Q1ypCYa2q7GI0Yq7NiSQUlHvWqF5c3hwOGUnJEmIn6we1AtsekR/QFYkaXHhEZGTsjiRHy7HNTJsiJbK8pvETSHk03lKCeGgdoNcOIGSGg+QaRGeQjZkYOCgXy5eTnYxhcpnQ4N3negwVK+QA2ETrcgahOtyVkrJsRNTSkGpFYEMlIuUeZUe0wDaR4g4kyx5m1KuDfuArwo8vul7Sn7HfsfjgjT49evusCtyFyd5PJ5zPpIcP+wtONMM0BnTu6fuDm16/pLLP/YSTPPe8ff0UXjK/uP7hjPyllNubvLsTeuL9PWBc4/QGmKHwMcBHhp+8y8d8DH7oLxxjpy0wsCcIe0wPTMXH+y8QHlEl6kinFXpG7B7qX3zNcEnc/vkNUOP86klT5eNmRQ8fhf/8ai4EP//KW9HHkhcwECjePkWG6od/PhD5jNwPlpuPjXeG73ZGbDyfu/nxkf4i8+kPH1B3odl+RTjA9FPIH4/j/GQhFuXs8QFTiN09YKOweRjQbRRIWjf7+EesK8+UD03ihHDrOt5Hh0tNNPR/uAx+/7glvBf1YmG6EcTdxWzJv4gxxpuiZIgNJ32B5R55fU7Ix5QeKCBd7hWVl9/ZCTCe6+z2x2zEPA1Lj0wJwOb9hToHpzQe6/SP6lPnKMnGIdLt7+umGy/9xz9TPcH+haM/lwZPu9ecH5pMxP74ml79KYc8uYTWhNHBG1cGqftSKx65acakhu1qjbG25pxkQ1jzmtn6OF+l1eb80ZaDe1ozGLdUNrNa2pl9VvbbqE0uh+dIieF1GRmu/SnU8VpDCYlkJFYSw6B6CEVe9dkk/U/VKc6fjAhBrtiNaNMUGtdxk8iv7gi0OJxfRyxKxrNV5TM7u4A25Isw7oMNaOg5rGnB1BNOcTbJEi0sdVy0Qh7XcErJoPIv+swIdq453nfKhrulqpzIrm/Xf2qz+jgIkujoIHIzW5rKufSkIU43qrH0qDTzSLFPVLlVj+L1mQqjzZrVuqGEpORlt0lQ6yXc1i1O1jVQnvac7TAgTQcx1xprG0jNeeyo5n4UKHqi2sfZ5y3OZtLrMzYFOSk9zlCx2HjGvbeJ5BnzpxIC5ktjO/1YHT1jxOHbJ1T6gHikUmCqww8EvUm0uJVW7iLgdowTPDJCzZzwQNbfD6UyW0WmxhKo16hJN085HFE9nJ4bZjJmnonWna43U0ZFmN/Hx9k47egZxucKNAW7HslKwMrIAghZVoNKYGKJzZQXNfvplV1vuxWxY7VfFF66aGxwUszzgROp7ZrE9xuVx3w9bvrY+tvC9pR1ZTEurWcOcJ9n6fOsXdeZWh4zbVv1VuthZtragNrYlHWZpdq3WpG3v5HPp+YWt82cZDWvd08bftyDhbTeaM2IFzDoGqvK9DW9ZnVu26SPNYMOSmIZnB9l7n9I9AADzcklEQVTSbhuH70FpY1+G+Zw+2uRXoIw1jl3tUFvV80oPlWdf/vz1d6djWqxM+CHaigpVkExlfAK1kG5j0uuRsx49Vw03apXn72sfNa/s1kgOVx6xq93zM0Ow61dAJfYNYSw3fn4CWBDJz4n6+b2L93h7w0aIaP2/QiE979+zln/uT/n0qeaAsWfjsU/u5JN7No18/gP5G7fSDnH59Iu/dslmE115ErcCSntj2fzbLmzr47JtNs9sx/h81VZGwiJMrES1hKgB68HehCyhoStZBNE2C7UPZrS8wGtBs/ou01Vou0LLtPHBdcGX9t1mDM3J176rBtRPx70damunMU1jjSzYXMJmrK0U+l9jNu29tW1Lm3nduvOuKWddqWdzIJ+hsCYo10JaayNt7X6RZlFZ0EpH12F/bPr87LsrntbGd93w1dnJco5d0ewaMbHcsY5TuUZrtL5e9VkWBrfM3/KRrYerbHa9Xa/Alq1ds4N2EG2wHlfn75YOtw9vf27219XYV9TKKp5sJmv1ZvL8jLDPfLygh68Gtf11vdk2Y/gEDLd9bSX3lVs2h2QTJH6JmOdXLp7vPSdDZkOz0VUeUTQjmgmaPd+xRDe0iSujmifIkWKZicCjKEVBoxINYjQkCJFIxBjCyFAy51JIVUdEIey8XIKVTLaZkAuaDJ0M5lpUOBRUPZ1TCkYe1A2B6YZRCw+MFDJKJiwzJEh2NHyaAkmEKBFCIBCIpqA9WYScIjIpRENDJhQlSMSsZ0o3mGViSaj1ZPHnu+oUjn1Ai1DmCZIyXDxtVBjccRhPHh2Rz2CjUDQyayDrTAmZEIy+onRHYE5KPgGjEEsh4fUzNGQimVAKYRKCQumcu6WTUUaj1NzWXVEsKyMJE88TrgYWIsSOHJRZhDnOzCGjO+Ww75ApYhdXlAIJsZ5cekxHNM4eit4HKIbO5w2P/LLLDGjOv5q2TNSWlBKeZjDQ0rCZlDWS2BS1Us0rFcEs5g5R11ir8Fz5S2WFqn4mmSXMakpCwVPK4OHeXmOwIOaK3ILWW1LMNTOPI5pKqWepZk83uZyhdY8WVwRMzXUL8XB1R1+DqbhDWWrRRnrEPI1ei/FQKagURNyxbzazpJtSXJE1XPkvVWmuT1MdtRZARX1MwSBmd0I3Zar62qVGL9jyrzo2k8sFUsoaUdIUk6WGhFGCpxENVtxwX2salPYq8bPDKl+20uTywFLDo6YKEamG6exnaoleB6ChrX8BtXn/LONQc39+dfKbOxSM6hxvooq6UziJpwc0W3PG62ryW/MDNtR3ncNGb9RoGEvVyG/u+C7FDQESKCq1ILd4Qc/c6KjJD/U0aqlX6lpARcIvBSDduYrUiIpqoLdi0CKEaPJdjRUwT4u4Pff8OKn9X6I/tA287ttUz5nZnSYV8OLYAnOUpgAlV1HQDXJu0HGi9HQnrIeA+Z5vuVr9+9I2fp1Hw4rXpzGtdR50I2NtaHpdzHqyS/Z0FkoFEDSQlKHmfMSLhQakGp0sPJNt/xapJSfhcoyUZJTTCTtP2F4hKrKvEQ0KaoFUYM6JYu5cDQoSA5IMmQWSkiwiZDKT85Euun47lwosSQgFiZUEJFJQziXzmIyzCVMuIDMmiWw9icKcEuNpYu4CNmRKEHKMXq+o0m9pontdfl8/I9wErHPjjsyZvitEKWgOlDkivREN5qgeKdgZWX3Py+zOWts7D1QCQYzQeTRV8swnSHFD2iBO313FfqXgxlntvM7SrJkspe5oZ2ZBskduRMVCQDWSQ6F0BWZDSwWd9FV2qvuy1STMqmSElNu6ZkrO0AfHeTWeK7WWBIHCQEmBPDuYpA9CCEIMICkwTzuyiKfXDUKqvB2yp2HLPfmX1lfaWsg2hPhZNPpybR0DDV3cdIarxlehlvWntRasfbaipD/f+8/J3qyHc/vOtrJrUwhklXfFdUNZlJZtn56//0opYMPYP9vDKwF+MTJuBe+rm+BqvhqvvtKWrj5fFKBn7TzTMNZxL8DRJsfa5onWZG2/oU+vxvasb5U3r3dU3eGXXgZL4d6/dhOwonnrGBYgY/3emtNqpQE3Hq8AvMXIuplZQ1bns1b6aHKPrJHS8sn42ozWSFvZ0vHa7da9Ip72ux4y8HyvLVNQ+7asQa3DtPS5gZjrmlbHgEnbe6XOQl4d8U1+M8O01pLaOuS2pGkOunRj8Rp/gdmVni5mVZ5e98U1Payr0Br/hDZ9ZuqvSrMLbWHOvldXym6cSDb3fOl1vctb36532faen2v9CuwMn+FtbS9+uiPXb79cDrj+Y7vxnrXxV9j98/HUXfGZbz7Xr7a/7fqj54Cxvzbcq8/l0/7az978V67nKwrPI8WW4LHPGU6et/S5RW+fPVvfn7v+LieEwVonWKrHq+XWS2vouMhm0y/LZxUBQ42UqEBzYUH4lubV2YxmPXK2h9qGJAobgbfesXjBVi5ni0NAaABYnyu/d0mj/smhWj9vjKwsb64/KoE2tLE0BmSLUG8EmsEKgaIVJVHqW7QxtcZP67vWr5cDQmrqk3oqLWNopjCr79A2f9XbtQRrN9RwDYmwtlaN4dfROc+19cyv7Up979JXWdtMxTbrVddV1mP8y5jhCReKPAejv0fWIBgU99y7598VqREn6Vr82Bqku/j9dgPMCB/rATqwRE4YLEkdl0O31khgxp0iM57XtoPSDIERYw9W8zRLja6wHmMCG+s7znie/11d6I3TApBqnPclbTn68cOtjtGDjA+4d/wCddxSLrWfLZKjXktB7FJpqaIouopWWTZAV9elRZe07zMbdX9z5rd+Rx9/q36H55Y2rCrN2Q1OVdDH2v4LCLd1Di615W7ta2PgJSC6x1pbi7PlDNYSu9S5ErzvIm5cQeu4WnTOl19L5Glbm4Z4qTSvNSzBRKohjmVuW1SCtJyJ1OiAZEvjVp9BZA3gWfho3Xs1XYfUzRVaGgra50JzADVhqiwRMtf7tyzOq/qzNOmm8h+NVZgsS20GgFILsopYNTpWI4z43AhUIbHxgFJp1TY89VrAXSLU9Jo3W3XhO+pGql2tKqVajY7IqpAX6vlhLA7LBZFUKq9ogq5f2pBJbYCyrFgLvELa2iiUbJ6n3CcJVNCKXLPcEFVWp7RZC37ZpZr56qt/J5hwlCdmjOPrwFGj29veZ+bznnkwunMkXiI7iXRfCffAa4xyyMzDhfeaeRuhhJly84GdBf6n6QW5dEw/fsNlyLz9nz/Sd0fm9ER5NI4fbsjHgf/77wuHe+O7qechzRzeGsOPiYd+x49dx3F3z/F+5pUd+ZV9JHR3DLuXnKYbfnp6zdNp5rt/+chhmhjkTLiLlN+8QjXw4TzSj5lv/2yQ4fhPe9JNx/9+mglT4vuHNzxedqT5J2I+0h+U29ije+NymBB5ye34FZpGTtOJj5r5oXvPYMqr8t8hCtEiMmc+vFV0LNw8TaCFxzc9JUZ4u6M7Gf1/XOD8Az/9LzvONx1Pe2XcCf/EmV91J47TnnfzHfJWkX8P8Goiff0dl9uBp3Ag7Atv3gjdqWf37jXFZt7mmbFM7B/PJDG+/799JGrgV+8O9GVg+IcT8WBcHv+R47Tn0c6IPfF4VM5PiuwTOgi35S3385+4zAeO0z+QyonH24+oZfYfzoQw0fUBQmC62ZMvcPmLYvMvUCwM+lmxLPQxogFmm5lLoUyKFej6HSEqyEgKE9zNyIsZvfSEY49qBjmjEun04ELTOXg0xPDO91iJjj47Ok+zzp0dlpKjGZPnv5ayQ6xHqiElFSVHI9uEzjPSJ9hl5gJjCahC7MSdFbPz+zIMoEJXI/eM6IbdecJKJpERLQxSU3URKaYkziQyMc3sc0YJZBncMaSRyEQnD15o9sn5eOwNlQjTnkIh63tAiOxRgb7MiBXygWpM9BoEuffUy/YU4ClgYyamTLi4yJBDx7zfgSb6OBHJ2Dh6+pCdK9R68Z/NzVFqejSlQ1TQW4UIczYoMBQhZmGOhSIFKQN22qHmBaxTmpnniRCN2CW0QD/2FCJZewgZCaPP6djVWiEtvdAXXgISE8jsjhEDdMZkYpJEyokkHVJ6CAFCqU6j4gD4I6gkgowQOnSotZJMMGZC/wNgWJeqzLF3R9n05D6VsMM0YNVRpbmDk2JzoGQo+xl2iaw9WQfiVIipgGakK5AVOSY0Kt1Lz+9cEggBlReYZHJ+52fK/No9klLrd3WDF0kvETEhhRNJRoQ9wg2ajJjPhHmGMaGxIJ1CmimXMyUK6fYFqoUuJ6TMSJqAROk8SpHpL2CK9XtMA1lcNM3aebHz7Pc7AR4q8vMjpZzJnDAyWmbgJchvQM9odwQzdFbMBgpfe7qylBFLFBsRMnMaHTl6CO7oPhVPedMLyB7VCBJISd2ArCcIHyDskHgDeO7wkCBSXF6LtxQUHYOnshsmPlHcf461KZwPymyC/aVDRuDjAzYlCjuwnsv+hrx/Sbgb0PmW0/nE8ccjuwG+vomM+cTj+UQwr8cjMaOvn8hS+EEV6YT9b2YPqv73SEqGcHZH94dIkMDLQ2ToA//xm8L/uU/8lx+Vbz4KY69Mfc+PNvEDI4O9Zzf+wKV7idwM6G5AbtwJkx9uOV0G/sN+S0iw//GRLsz8pj9DhB/zE5MIcQZNPYedErvC+/0NF+l5s3/kri88aOYohSgD/2ADQwf7m8y47/i/+h16gu6nj8i+Q/7rgZnMKV3QBOEps8P4yo6EJFzkBVki4zmQFe47Id4WHvd7TlPg9rGnewzsLidu5JFL3jGPA2kfmX/zkruXR27vP8LbW8bvvsIOE+lXHwiXzPDDiRgn9i+hmDCdjJIy/dvvUYTd7hu077m8NvJg5B9O2MmQ3YweMkMWulwIPyjhn2+RFxl5kcklM8/vKByYu3uyzkzzGZJgdiGHyHh/Q4mB+c3Aaiz70sstNrbI3KWaBMpql2iR9Itz3xbbSdO4V51KqhGi2gnYkP8CzKt6XcsZL7J8Z4v+VOXpBfzF8oyILYj6xYJiHuMrtT6U1ciIhmZuaHhrhcMXIKgtArbz5bLoSa4jNCBbTbflwkHt31SRu01XqsPUhkRuSPSqa5un+ym1zlxL5yBo5f2BYmtqOW/Dn/UWC+5GN1r9DQKbNW/6AwtIY/1KVpBqcypUG5SDDdqaUvuK28JF8RBz2BZ2lquF/bJLAC2eUcGdum0eBcTT81nx84ZSU0viZ31z9nt9oQgWKeyqzuM6lPDof+VY56hmNQgeTW1VWS2yw0rwFI2SIc8184NfxRQr7vwPRSvwwenONGEIWaqNSHqfwtQIoOpz4rpfqcCQdoNptem06JiaCtBV6PqsFgcXEBDJqCW8Hsce8Kh+n89cZ7LWpEgecVvEa2iGhuC36lwpzbbn5wDSUtICs/qe0pFMJEv2Ncidy7Z6Ajy9nBnM4nU5zGqKW5tcbgTcTlgVV7vgNitw+5GfmSYRo8mXm30mGWGk7TlQQtFKjGd+CYDkE3srfMYBttHxm12w2ZnWDUHjFRuzA41PrQXuK1xatm05QGm1k9dfpNqIFprZ0E/rn23f8/nIgLYHrdYiWa2g65igRRw9f9gqa930aTWSLXbf9bG80C2LDaiNG9a0ZWV9dXtUWGwblTGzeXPj4jSOuNrOWxRGa3AxcNc9077YhjpR7SCbz5v9Ze3yenYsB0BzOq62ri+5/u6aEM0sKcuBVI0yxTeZaPPO1fs/y2/XQV9Pol+y/Pf64e1kN4TOcoAsNq9rA9R1M+t7l782Hz0nt88Sw9X72qbYPHX1YD0o2q/Px7TtJ+th9+mUXfd588TafuvW9hVXA2gCwtpluVopefazojpa87IO/+r7zbs/ee3SZNtqnx3c1dVyD8vysmuWuH7WmEtF8vF8I2znPoAkXLutiLSrfoSrRxf4UWuzrfUVCqSm4qmWUTcP1EPkiiluIwBY29zMs0+RPvNCsvm+4EJkh6ctgtUrLpt1bPT3rI0WESEtlLO9J9Sn8sJgrvr+yYK2D5o1uBaAqXMli6tr5UOyMOltSNqWUXqhb9m8zEcUENmwqZp/ESkbWWTLiuucLOOQT6fyb10bJ+h6psgnt1y/2+dFru5v/HHTne3+qqS9XW559uwVeT5H3NjazNVB1Ei+0eumf/542w+2OBmXA9gM2xxUjcVd5RlcDs1N01IjJLY8cdvX58LBluHXPiyXsTCSdfkWyt6+fTsNy75cnQzXvOyqZkflmdfgrLqfxTZTZHWNNvv0ynu9fcXf5mufXGLE/kzEiMkVrLEv5JiJCDoFzhKYcmQ/KTpBEKPfGfsiHMxrBWBGCAXbJ4rOpDgTDA5FyEmZTz2ZzCUIuQOJnlIhFbCsvBLjdTDOqiRRboBBjEcCk0UmiUyhJ9sExdGHQUMNiQ+e83kSUlaOqnRdIN52qCpzuiBz4cVohBkuqlgfOKSJnsJ7C2jqoTjeVASiCKKFEjKxwD5H+pRh7rBYyP1IZiDnG9clsxst59HnaFdcWZnE0eFdGtAZ4liQMWF4Wpo5BOYgEBIxZKwTJomEp0g4B9L9zNhfmIIw2w4xiOpOwYKQUI6lY86G5AmNhekmkbtCvgiW1dPoHIzzvGOWW1K6QElMKHOpNTQEQp7o7MicBjT5XM8idAW6OaGl0AVXQmZxFHLJPZZ/GdFp3X+KLjm+DfPIgSxueNXgzt8ack70NfeIYsNKBlUHQZtAbkUkfR9I3Q+WjArzd0W9IqRrVoSaIs5TQkgrnNgMHTWHPmqgQlEPAa4lDFgZazU0LIUrV5S8WMGY8GjdDldG2/8yJjNCIlgGye4gwbyGgrlySHFwjQhIZ14PpPg5VyxXQGDNjFydmTk6MpqcwFpuc/G6L1n8CDPzVKaY1zAJEaQQqtxjNTUEsTqDk5+DpaLkC2VxXIuIr0UFpZvU6AGzCsiva1S0Loe5bToZqgVPnRHQ4kUqU1VOvOCjuGW71LP6l56nFdXtBiepRoJE0RoBccVfG/92ucayRzWYNgBDXfJS508nkIJFqWehQBGEuZ4Hwd8XqiKboouA2fcmlDXYQbQCCmoEUMhQ+QqqSHQBtxmirO0bapQFMw6cGWjRRKbUBCkVetNongCW0OLOhKZ/SKhnTk1BaXR40fXZP8tOp75nwYuEihufMApxRakuxoxqJLVQ0Zg1XadmhIQxIVX+8rA4W9MkoljpfNxFFxSpn/ce5R6oqSwk13nz6DQhsACIisuIEmox17rcDS8rbf61cxqptNKQ8V96Wc0MI5OhZ/EaD7PCpDB6OqtEpEhPiEaWaamTO/RCmgrl4mlek/je0D7jsVIBDXCzL0gWcpQa5ONRd7FujdB5TZdzhI97mIMRMUYRsgijJZ7KjJWJrtR6FZpAAkWKtzl3lDQwyh2xGMM4QZBahD4jacJMvE5DjgSBEIzSBSbzQvdFzOtHibErsEtKlID2kdxFThrprKDjjA5K8JqvXsNhNvIcak2Y7GlE8bO0FKUYVesRJAQsdMjcEVIglBmViWgdXQYTJQ+RvgvciDJb5DLvXIyKvUcmpBnIWLhgKCVGrGTCdHb2cQBiJIfZs8HljM6G7HKN5EtIp55K9CkgN277TbPz6KJeu6VoQzpX+hNPKWj1398DJLnStYwrTrbEPCzybhXMNwDKK/1yKxd//kV1kWQjlDddqd2zAj630L/tS9p3zbj3WaDWVkXbivH1DYsdY9EjVx1iq9R80rZRz4O2DtsXbX+HZxNa7zYW7azJAU3hWebN1rm2ev49P2OszRHrfbYdsCw6xTLtn3ZnHYOwVbw+/e6TRf3FysLisGk6W3uVpwyqY6kOEqmRLSsIdztH9Uxo5x3QjMdmLUWX75WlcPq2ADiyvNPPo+rUoRXZbbWHNvRKYUm3u/QntNZ+Zk68ttcSqbkg/1ukw/qY6+RbmnBaXECJbNemjs/W/jSbUzvjWoxIkxbdedTk2fUbB/5V4qjOmFaPTIqPTcnL2FskyFbPXoG5zZnQ5r/O7ab/DmJcddlF7qm2F9n+bVUo/MW09vPXs9254SyfWCyub1g+uP7yE33+6si3zQ+5sj1uY83MNn8vfHbzPZvJuupH2+dXbOxzHV8vqS/82Xvk2b3b7z5l8PbJjc9nuH66fPw5PvlzHV0Y/M/18LPXNYx8PUX8qPsbT/9CUvv7nRC1j6XWAXADlLgSZ44WlnbIbZjwekZUpWRzGC73bumO7UHemEX9drMGUg82+2Rx67tqnsGlsFEtWNvqEyx+Ba0ksdnhdvWzHarrwtpmPqSwmFJXg3xjIFwJ1ev3DVXsn299dtvlXpyjbcxVuaxRY1tyXc7RxhiKrGxq4Xdt3sDD2OtsIzV3n20Ouk1f26BX5rEu2GLo28gD7VywOosOwvgbhFz6erf/XKIUWtjvEuVQEfRWc4vohCMsonv8a37IJSWAKcgLTBLIpY6oKl8NAr3knqjKGpM/rxXJYoIbOBTPzTcicsZR7gq1zz4z25DH4N5y0zq+evDJSktLLIudXQCwWktCFIiskTZdnfNCK6zkT7aohBYp4oKLp0TzeZTq6V+Fkhqhw0RLq9YiEnztGv1Wr7slWrHalSZcoXcBf8bszIYCsFrzQhbrfRUqzFEXHh1VoyYEQGuQpHEFz6/zWGOo6lzlOt9NMKhOphZa1JyUX3htI6c86U3L27hBLWkTOrfYKTeA+ccNQc9V3/WqbsG6/5pRwXmTrXu3CRTbKC+r/ukaJtrGpi2MuXHOJRJM2unhY2pOlhZ1sTCQGmWhbU/UYud1/3oOTG9fa2RLLk2QqO/ChbEWyVBqJIHWfVsqc7BSUb21vYWdtqi5UHlWsYoMq4bMdZGgpo/B1vMHrKKiaAfKEgmitZDaMi9az4RtqJkus+e/R73qV8nbuduKzm38v4TSnFpP6mflRe/JZqh8QO1HhvQtsbzkdJw5lYxyInLhbj/w8mZPP/fI9I+Mc+btTxMfQmbqHiiz8N3DDX0eeHG5B3pkN2Gl8P5Pb4hyz1d/2tFfEveDws2EzSPjx8ztHIj5lg+/6/jxvxrTH3d03w38vk/cDTOZiZlbJA3IWHhlZ34j33NU42uZmULkIr9Fo/Cbp0KQiafLE2lOPO6M2AXyFCmnyH/qTBlGXt/9wDdd4H155IkzOhj0AtMI04lflxv+q31Apx16eU1/+x65+Y4khYu9dCfF44ylwihK6oxTN2Jkyofs6/pVj70J3Ozu6MbIq99O7F5lXuQTeZzpno789HRhvO2QFwH9uiMOPTrO2GkmlMhunikfjQ9/HEj7mfF3/8xowk+Pilri9d2ZToyvfhwIfWD8/cg8CC8/joRH4yk9UHLiVT5zsBk7gN0IdiOUPYQPHeGnO/oy8SL/B+cx8nA6ULrC8XCBaDzGFxyy8u0PHYXAh29fLHlPv+QSAenrnpZMNnfgBAwLisXg5Y/ISL5APnoNgBwoKVHmBzQLwQLEDP2Dfzf1mBSKdUhQwnALFshnd5CpHpGQkf62Ajidt5U5Qla6WFCdURPEgu+zi9VzdqbTjvBNgJRg9By4KRkqgW6Ode9Nzgeyn299F0EUKSewmXRW5gIlzhR1A1ofhNA7L8hpJKVH5KIMF0FSqbyjQ4edG4znM6KJIc6YCNFe+JmZMxTI6Q4U8jBiXaH76YRcjDzvKDl6WbTi54BWx0oOkIMbysKUiSOoRrTrKSGhNxMkkJM7KWI/YZbJk8u7sS+IKrtRsIuQq7iSw0RSoQx7LHTEXKhFNdCUKIIXoFd13qgR1cicZsr04Mbom4JKR5x7KMYu1tRDv+Bacnrn3vl+N4FmQmdIN/hJLjNaIjZHX+Oc3eEzeDHkxIGchPkvhqrRD+DFzQ1MKaMb/q3WDeviBYkzaRwpSRFL7ihKBzT3lKBYvIVuQuJEN0MYhZIDhQh6hu7S1ASPyrwMmBjJwCiU8oiI0PWvQITSefSV5l8j7KF8B/lIDIkgRio3lPyKokZW0DAR7IKIotohWdDjBFEJX927gyYJkjNyObusETqIAxpfApD1QsHIMmAEuqJIEUKZvUDxsHdfxDTCfMbyjrkMaLwjdPeYXSjlhJUBm0c8ZZYblKw7I5MSP1aHxwDEgh46TGA6jlgywjEiGhF2SOiQ4YB0HZJOXotivMCcXHyWe4gHyLcVqlIgRbIOVZXILpsP5yr2D39b6W10BtwHRzqXmw9YTHQ3L5Dyml2e6N5lTAtlnHg6Fk5n5cXQ8bvf7tD9Drm9YfhQuPuQ0FDo9w/MWjiqR5+F/g5Kofz7R4REfm1IFuIf77wG0H+JdLfCj2+Nt1NhnDviS+X0JLydhZQz6VKYjxM8TYQY2HWvidahxydOlnhXAlIS/dx7kfrwA5A5nD8SY+HjjRfFTt8fUYOb92/QY4+8LNhg3N+eOegjh/cnwnHk0AdCVOa3M8cn5XIjXL69IYbIID27OPFqP2KipPczsZ/RW48Ml6JYjnxfnBYvOmNMhP4OtcjHt0fCY2Zg4Ku7gZfHPXs6ikbGGJH8gv3jHYNcyHJhn+4Yzr+mzxOHbx+YhgtP4ZFM5GN6TSmZ+eMDQYVbGVCUYl9TSscxf42knvLxOyRcuH/c050C41yYO+Ph9YXT7YXDV8rO1M/WohS9IQ+3WByx/oEwJLqbWwaMe2BS5d1uIgeBNG6V6C+4tobgJmtXk4p4iq6mUi4ypED13OMvW53wWANuJq4BW834W/XSKuObzks/lt7YCoarpyyrcUWWvlqLkm96SHUsFtKVkmGuDPD/J+1P22RHkvte8GfuDiAicjlLVVezSUm8kq7uCz3PzHz/LzIv5o5EiRTZW9VZcokIAO5m94W5OxBZxeapFrpPZWYE4PDV1r+ZiTR0cwPltcj0UGXqpldYNU63/+3sMV03KV3f8Ku4TC6xv9c34GYraeNv4AOfz9r/oDWyQ7o+tRkrq9zeo77N9QSrtQp1jwBu89eea/NYdYtmbAaP0jAFGYERqsPfwU11bLJfg93WqkZh+9ZaN7seFan5CL2gkqcFNMNkwIhuvzJFyoporYUXDGNAONW0kQWTgoYXXKcfq3rYDD1X72sQt6P0DAZS/+8c2bK/W2q6QKn6b4tw863bbGXVTlFWBxmFZo2qe7MhS5puqm1/+rMt4sbEHFSgrvOFWKNcTKrOmarTAufJQNFaMJszSKgReuZgKpFuO2lH0ipgVK2lJ61O9aiILDV1HHhaXI8c8uClgq0t5WSqa+yABiG6Lp1XsECwCTUoNtDsQtJSJmKozY48D9VNXyORxAKxnjdkodXOVBO0IXhk8mckVbLi+1o58msInK94ePNht1L0U7Pd39YobEsp9XPYbKrtoRvbSGtkD/fT+nyzU1QRoYJwNjvwmzRyuxfss+n0d77tOHQZo2ftkWYHqvaF7lys+9Va1odGnxvt2OZnb4vx35qN4LYDt4AqaI5M27XVgio250DotOmNiamCj+pHu4wc/d3dFsRuPds763HEdt/VjBQ3wGl3Bm5Wj7dA9m/fZ3+1EwLZfOGOnt2m1bCdZ0roM7Iz7tUmuhdS4Dbk5ub+3VPNMF4/6E6F1kg3cu5WpT9djXBIJ6p9/d86OPaM7mbcv/grbdPskbW3o90OZbMJ7qNDbH+zcDOfPzs0jTbLNrc3M9XmsH+xeShD7+v+9sYoqtjQzkO3qP0rm+rN2W7GwO3ufR92zZi8mbtfuKw5AppxfWOA2yRAC1GT5iXfFcJqXnhrwouttaND7UjZxmd7X2kbeFO2mwe+wjBtIydODFbM1nrgWyHo29bc0B/YBt5qRbRCU/s5Mh9HrRuxObF2gqN4mgdoW6BLungkQtjdX5/tNKUh5dq/WMfvgsCN220X+rjrID2kFkfsbSEyba5WNsK864sY/ZC0fkNn1m0MjehvdGQjyI3w78/+FpG1u1f05+f3m662ifft7c9zXX0xNv1Y9jfsTtzue9n9+IXjtNGlrZ2W+qi20N/fEnJsDPotlrTtk7Yu7d3trL/pt1FTzNHPdReqd2OT1r5RhdMWHhjY93LjX3vCZvBmXrbC87vb2r5rTmVr+3A337t17YWqWpqpNl+3Xd+NbSNasluIzRHeGLCwJ+gb/9nUq7fv+Gt2W6mIsILXRoh8JsgrEWWw6GkxFtCglLggBIZhINqI5EeKzlxWZTFFhoJq4HqdsDygl4TEQDgUCsbyeqBYwi5nZF2JR0GSO4vWOROyMGpCj8L1A+Q/eiG3YzG+y8aLDHwRR5QHVUZW3pMZxDgHeLXE2Y5YgOPySqDwnDOqmRyq8pXBZuFyMNZQ+O1w4VGFV71wYUGGiMWaBswKR8t80JWiE1kHJgsconIV9bQ7ZsScPSJAQKOxhOwo9dmR6joldIzINRGWkfFuxSbFzqsXXc7KUgQNSpgy4TEg7ww+macUykosBT0L8zmypMzz6ZW5BL4+HRml8PHea2Ecrq4XXw5KOQI/GvGswIKRGDRzMCUOEBLkUSijZ6Yty0jiymBnWA9czxPrQVmONV1fSIwlMMwCKTAeR0oKf2F3/fyS2Giv7/PQmLaII/KlptypkQSSBVkCpgXT7OHqlhDceewKgdMuLY6ADmEEYkWmuRPZUIhjDSFvCrtUNmGOVseV+aqhIdkgGmEy4gQqhq7ZHRnBnLfX9BVuGACy8/4wRiSIOzLNa66U4gYJi0aMkSCCRHH/vhW0rEQisSSvAaiChKq4mkeLCO5UNYkEBqeDevH0P5aq8caLQlMykhXWAYqnu1KjRm048t5rNtTITzW3L6SAxFRrSFTiJOLjSZU+LZXq1OK/oWZPkAqaz6I1B7pgKdIjDFr0hQgWarFTbcjJylt08XcPgAXCXHlsaPz9G68q7zmiMdHrDJgiAWItKtmiNrr4YB6R5pEB1SBgoLN/RrJa8Bjvf/H51OB8X4ZSEf/V6KS1EHJNjSQyOXo7eH78YJCykgmoeAoJqW352ihSYucRilE0IyGQmqE8zM4PdUBs2ngzFVFfEtiEV5jJTt+qDCHiBWElZ0gDMg2QjbCqi7NrrtM44Qa0uyraiTv/atV4JeCVurLDCGL0SJoyYyXjBTqBkAjRU2z5+Yz1/GxpJZXiYLLVeV6cqgyeqpGJek5z3ZspuLEmDF60WufKLzNSZsQSQQaQASRVmY96XqpsSMakQFx8TmRkJ2T9ZbpGhd2IkYcFsxWRiNoRno24GnE2wnlFZ1hWQY6B411Ep0ieIiEKQzFCNNKw4qVW3aAThwHWAme80+8NLCDXETmPTASGJKzrwvminkosBvIqXAysOJ+1ayG8ZsJJiIcDhjCsGWFlIRNLYSzB6Z9cEClEmxE1Zp3IBex1RYoQ10DUsdcVGcYzaViJsYAqUYXBIC+F8pKZT8LLKXGyyKH4Xok1+sYuzhemk2DqaUtUAxc9UAzmmpb2UEOulguERUiHyBADUxyZ4sA1DmQGhJGUR3cwBiUtA0EfkPRMOHzG0opIxkhkm8i6cFkLKcBdrFFr4oXXCyNoJGQl6sqQDxxKYFkELcaqhTkUhmlguBc0gqmgDKgcsVgowwIJpjgQg3EQj/xOFD+pZaerfuP1850pm0558+3G6250A2unrf3ehPG3cvMvnYEmF9PBlHux/vaxvXaw79/mSNmkXOv9ah9ZzxpQQXhNvaj39TgM2V57q4/sx6J7tWqHjG/CdO2hNF2ndaLpwc247y90umg9SM9o/dvrhM2g2Xr2xmBY39vfV1MYt7nYxtJ+q/WlgL1B0Lv6dhPpbuL3str+/d92bbrnG8OrVYAkpfKrgts7Nj1fGGkprbxPmRZtt9+T1u0O6UZ/vDFkVjnNXJipYFjp89/WoPHnNlaX79iBfG9/Nv1LqgzQ7AF9sFv6ju1vseoFqMbiHi3ivyseWepVZloUAzT7yobybmPdOZ4IVb8MUFNLSwUJer2mWuRawOvg1rPbnCfBuq1OjCqLah+SF+g22n5sa9Pl420St+Gby2jUCBVra9LntBWw3/aaR078+kLobcVvLIb7Ldv15R1duU0vcHPE3n4gbVC2oe1vKMdfjDj4WUd2n/8FnUjY0YV/3Ra50eT+0M9f2z/YUbxub9kP3LZ17HRFft5Eb2pHB3/2vv082S9+8/NP/pW+b96Km2d28WFvmmqbfb8n/tI6/NvXX++EsIbY3jM/R8qGUAn6jsbuvcGNtlRSdsN7e9f3xKflO2zEpYGlkY3x3FjOa/9arYWqXG993xkvN/fabhz0DdLpWa1z0JBRIew2746LO5+xToegzYdU3rtVl9/CCuuwbnc9N83XPetRXy0Ubnta+saun0tjFbvtJFbH09AA24D91dqB6M0AbbK/oa2NNc3Z7+y3bF5/qfOwrT/bWskvjfLNmEPrffM2Onqi1/loRKam/9oEi2psb551K/S6DB15UBVeO9K1dgSxgb1wIlaRJjJUolAc8ejyDoJ42goDJ/w16qIzM6vIiYQw1fFURhau9YzUhZXGSobdz0Qz3jeHk/9vxSGVBqS6tzMeFhkx7vDQ++qNlxoZ0BhmTfPQwt79+7qXrDlRKlPG3+Gfe/SDb5Dk+8XE0TLg8ygr3QnTD4FWY1WNzmiCkW8SmsDj++fq46AKA602hi5gVzwu+1jn4eD7QjLW1zki4kUNPQLCanvfdhk4cqBuIagoe2SzXTeDSafB1XTT1lO2M9Ee6tRHy+5zqWRDuhC7OSg34cj9NjuC342GHbaPYbgNVtwM0Xl3O4zUop21N+ZFD8HRfN58ixyxagioHVff8Kp4bugbPhM9MGRntDeoERK13waqNdKj+8VqB6s83KLHGj22rTgPoLU4qa+pRZ+kFqUhlZ57mRZPhVBHtl8CSDtFqtEtqbTmxgFjfkbx4s5uYPWqGCaN8thWz4M6L9xgE77pEjWOn89IVr4eH3gdEnr3Dg53/PsxcopXfvv1iffPX3kNcA4TP55OPE0PfK/3/B3vsOnM+cNMJPIfODiCXAuhFMR+j8jA4fA9lhLL2Wnk04eFJ104f/pImY98fSgcRljyhaIr8+EdhYGlXFgOLzzpSHwZuYyBl2nk7rDy+Phn8jzwP5/v0GhwKsRSSOcXYhbsxwWxwkESpsKYM6EULr9fWKPw8ftEPB7guvCcV8Zc+FiUF408j4HTeOL7u5Hz+ZH/++XEGFaO8i/8YS78f//0W6ZB+M3pTJDMcDpjWRlWJZqS4kwJyvkho9HQYaVY5IuvKqP+iWM+cz3fsZ4n5PgD4d2B491XpuMzS4b5jxNZT+jjAZ5n7MevlDCh//kRTYGyrsQ18335zDEp//5hYQgw2yulROz//g4YWM7BDSXHRBmMy5g8h/qTES9GPhbKoTBf77jaPafjK3d3icOnlf/45SdeDf5Uz4zFTErw58lTYRmXTUj5pstQ8RRBpfLwScwLiQ8ZklCWSFkjcXggpWpMTBdUExKOlFGY7wIiiWhHCBk5nkEUG0pFxXk0ghyfQBfy5cWFp3vzwq41ddJgC4GVkmfm7IZiuBJWvECwBrAjsmRifgErbsANQhwDMUAaPRJBX18xNe8TI7Y+ggSsPGOmBE0IAx6pGAlRkWTYfCG/CEUTqkJMhnxXKGFkSUdiMdKiiI3Oc1SxeXXJqsoeUSfMlCxXN0T/aUXESPGeeAhwV1XeWdHVKKcD63QgrRfCeiHkBObGACaIBodsrCaskhALnd5oRdLGKhcXmSjiBlAHyFVkY6WAMRYkXRnWlbgqOQurDo74J2FZKYsiQ8b0CpIZxwBJEAbMEnNxAEYcj7+GvHmHlxOYYsPRi9TmZ2ReCMmjZgoJrehF5QJ5xMo9pp4uKMiKyAUdBX2XEBF0CKgqshRMjawFgjLeL0hUj+phIoxacSMDGIRwQHTCU1gp5BG5ToR8Bv0JGQ/I4c4RnPEemTLhYUFMCLW4dFDzfZUeIIbquINgx6ocfMXk1c9TSOTXg9dbkRnjjIRCQrFhoIwPpOpsUFlY0zPBJuL5wSlVGjDJ5GnBEHJyw3p4vXMZWBWRlahnkEIKyaNshowEpdjsGcHiAkclrC/E8ILoA3p5D3HwiIhxJdw9e/q0l4PnBZ8nTANLEiQJ6V6wWMhrRi0T4gDBkIO4Q0mfEFNKyej1iJUrqAN0JNZaYwaWF6wYIonEiJk7fkTWutZAeAcBtMss37DTTDi9HkgI8wHWu8zToszlhce7zDEU7uUzP6A8hvfM8o51Ev78sBJzYXi+kl8C+TWiKfP8/krJA+XrO3fshJU0FMaTEHTg8HIAIvPfTVwlkr8vhKPynAprLhyfr4x/UC5375inE3dJOUTlVAu/p7tEeRxYzsrrp4I9Jt7/nWJ5xZ6/kq6B+88nRCJP33+gGDy9ZsiF95dAFOXlN6/kceXwNJI+B8o92BTQ4Yh8P1IuGZ0zw/3K4SFzOA4ch0S8LqTzM5c18Q/hgSkn3l8m8tPA188jhMIYLogah8ur0+rHWJ3gCmvh/OMjOQvHD4XhaJwPht7PrAfIw0B5uqIvK/MoXKcD10vm8uUnjnLlXVjRO+E1PRI18iFmQjDi8YCWyPrTO0wi9gNoLLxe/xeKcrp7ZRgLslyIw4rkF8wW4svIuCTGoTD+UJDPE/LlQA6FJXxmPS6syUhzYvjxiOYLP53+TI7C+s9OD8Yy/gWT1C/Ttm7A3KfhqYhkaylbOjy/IGygOmk1IlmpQnK9r9JNKlisKx5NH21Gxp3NQ6pe0rR+q58TazRD0+ua7tdAcDV1bgXwSAPHtXfu7B+uq7SxNLR5HV8zTgR3HjuGofWvNWL0unSy+7wDqVy3aeC6ros351BTd7qorltIufWcGrSCy47UbdHiDYR3YzXZbErdStJ0q7qezVhhbd3U5ZyutxbgWueGbg9rw+3j6NDwzegivzpNjuF5/bdxNAN5ICOWuwOdENAWNVEjDgLZo+dFsd6fjODnu+tcxJ3zAN+n4MAKtCZjUIIVYo0xaZhEd3AXgli1RTTwRtXlw1C3dp2/qoMGWVyHq6aTEEpVXUew0NNkSqmROUSCVMeAo0XYnEG5OrB9z4c2Jq17Vl1HFx3qum1nARyUI7bhvNFSLSEe/WLqEfrOq85YSCDJ56/c1RNYHTla567qmFJwhy+X+s7c19OIzs9pThNzYAzqdcgk+PpZs2O19fdJi7rNIRIIOOBDueIBJM1m92uuumfrwbOuNG9g1dqVTjm7Pa7Z+XoGg80u1u5umQy2B/fv2DIs1NHWR9szdU9UerrJ45WWNPPV9oPt7Fvvj/9WU5F1+2L7Wce9+6vTTPY03+h2rxvnw2aH6L9tSMreh2b3qZ3Y5r2+XezNc+b0bwMM79usb5KbKWgt+Z1tCfYEtfe59QtugdNKz8RyMydv7Cy/Sh/933BCuG2pqTrtMhfeW+7gvkDb123/2O7r/eNAZ94itw/3qImbUIK6iLvl2C97fzy0Z24flTcLIZv18M3S3G4skF3/pP+z2s/uDG3EfNtT/bD4+tZtYdvW7ojfhm7eTeP+X3vtdlwqF5DdwG4OoWyOgV5Yu71yY8LbId3d83ZvsmteKoJ7d+t2GLbx935+Cx0M1omrX80w3SIcque7nn2TPdGqQo34QfVO7BF8rc2dZ1ioDCOANMZQERcy4Uixms92N/F+2Bs6JOEGjopE6COuxncU50LgzJ83C7mb5B5R0SZri3Roc9GjYYj0AtYVpeqIlbgxgMpsZTeuLepn/3PHFGR7t1BrvVTEphHfsAerjKkh6VqrNzuWXXjNNuYWRtjGuYsO2d5R8LzVRnNMbOS33V+jVdiKd/nG20emfONl29LcnuXttDdBvy+L3dKMNpUuTFXC3dNdVVN2P6f7dWi05Pbak8M9U7XdFAs7+liFLauG/f2xa+GnblSpz/eUbLbRoECVanzAatbJS4+2sd3L933ad1x3fnNhp5htc+3ppypPsUYZtd8giqN6az52eipA6Yvi8ssbvtOUwS2mcVufNtuy0WX6Xm6qDB7qukek7HZfG6J1RMuvuMxI14wshZIKS0wsYcKGET0G4pg5zSuHZWaRiSwDOY1c4sidDGATmlbyMTJa4jFHiIWVK8YKnBEZSGnFoqBzoiDMj0qh8PyHQHlNhCEymaeMKLoSZkOugtlKGWYWhHMemJOwSkTTQjpcmE35ypEQlHFY3Tgsi+c9v7rQnganHdEyolAuilI4PAiH5HmnF1ViNlIxXjPkKIRp4HAYeVomPhE5MRPCMy868KfLiUct/Ga8EOJKmmbUlFARbEEKIRpyUneQmGKlcGEGCqO+kvQFWUeYD8jphJzeMYwXjiljizKfDRsiZXRnp5xn7C6gH8SLI+ZAKDDpwgnlfjSiwBKzA4o/R6wMZDVX/EaBaBQR1ijYCvoKuUBZjNkiVyZizIyHmcOQeeSKSWCQAZWaGjDA5SgEjYzXuIEtvmW74TzRRFGN9ZxtxgtEQRNSAiEORAJIcXIlgSATZTDyZAQdYD0SWJB09kNQffDUQm8SVywsaFmxooSSIbaIC6fd0SCrurmgFlgcLDCYYDY4gqtkJC9u4KgI+BDd+OnsoNVvMEdPo2hxZ4eWiJnnx/VMv55CQcQBAZozei2b0plADm4MUTmCZqJewSJqE0auBX+dTrqv2uUR5YpaJp7daSqPA2EckCEjwZXZIJAPgXJMxFeQNXvfWm2PaIRixOLlIyhO2KSCSKyi6mqZT0ojyF2WDVXmcJocUIKsRCsELXhRymogYPIIl+wgBs0FS0oMVa4hUSx5MUcRD935VT4vqRW5wcbRCzUvr0iua4gbS9xp5fW6zMa67u1FhSAFk0CIPiarAAFVMPW0gF5w1SM4LFYnWLCqj1TDnbjBoBeF1QRrq3dxgRhgrMnxZURiQEZFijsKvNCsC+8SRiwE1s7DUw0cvbqRJRSIgmrCcoJ4BrlUvmVYSFgc3dlinvpTwwXMiKvPVRiqASaqq5zB6ZutVcYLCVrxTVnxugzBo1iiYauixbCkvq80E0rG9IBlT+MlYURSwYYFs4itE+SIXd2QqikQkiCDR+LoHD1CSJLP7ZC9eOm6EDRT9IohqK6Yao20qvpATWXgNc0cMKDNACO+B6XNrYCGb09ZIgbDmkgWyXcHdMwsVjizMtwpjMbDfOW4LCS54yCBLxGekjLkgswLZUlYHimWmSeP+lKbCGYEuRBCIQxCzIG4jhiRy0OkDAGdCpKU5cH3Y3haGF5XlvGecgiMUTgMRhqF4yFgh4QeRsqlkK+C3QnHg1FyYb4uhBw5aEFj4HycWA0uLyBXgycIQVn+/cJybww/BuJTdKDIQdCPETkE9KpYFoajMp0MUj3XumLzzKJHnhkolniYI9kS8+WAxIV0f3WH/porqHiEGIjBdcxyTazXxHjMxFQodwvrsbDeGeUQYCnwuqJhYk0TRsGWC8kWsILFwKojYsKIMohxjImskS/zRAkBjis2KuvyTNHMlJQ0gowrUhTwehJhGUhZiO+VcDLCV4iLO81CXNxJbWBLQJ4HLFy5TgtFBX1xp3kzM/+aq+u39Yft7Ade368pqE5vdmYgGsir6y9NaG6KR4vm73rh7vmuN9VHZKcxVH1jryNQkepbb+u7eyYF6YYugQ1YdiMwtz5UPdsEr+9TZ6G133SmncFAdql2uvEleMfNWtrdvb67k+HVdXhPxbPv0gbk3PSIW7m8v6srQG8Nm00vax/snhdozK6nr+qpgap2YDWNcF+nOp49AreNY6/6tjX+lTvOqu4vLbNC1TsFJUjVeC3WwElnlKahdq0gorUuyrYeYqvrcjbWOdj3SXZz4fOjYrX9as9oJ6froYZYrTEkO/206b3iwMV2Cprc2U6Df9EccqUpV306xYI7u9o7e0aADcjXHHUtk4Mb9lN9X+7zttdVm71AaoquHp1q5jKSNCSeEapM39OUiYBGTIfq5Ml9LrxxlxVNm57YCnlvAGvpgk2jF1IdeVpl3qYf+9x2S50Jodc/a/JhPaum3WkhVT75VdfN3LRLti9uPm3WQ6Gr0r9w39b2/qy/UczZrXczfNjtc7b73O3iss13e/Xb41WbuU3x2Oga2963Bsy8ofDYbiZuHda/NM59B3bOjxsasNl6W/vSBie3LW1G6/27bgcp9qYnvRlrr6vjf7uK+3He5EJB+tlqRNZqd3fr19biV3PQ/00nhLRfamdNpNcg3NbPGYUbnqrPynY05WYw2idbetPbUr9NndFymnfCx9bw7QRLtQlvE72lftmY00aYto97IGHN2y26aWC7ALybq+Umb/7VxrSspkHYhwK1DWFhx6O19kXsZlkdge0ds2polE7U2vPODHUXtiZIBwz0+Woz1Ie7Y/q0Tvk/kx3r3iPAZVsTqQS2z5pJDfuvE9mn7ds2qhPUihbpK+GGxxuCIaVaUanzWYvx1P47WroqMqEVnm5OgqUyxYfalt/nBQupfxsiVx9AdUJIQ6jcCBIRbAVmYMRs9PssVCRK7WM54kzQ2ya2aIdap8GcyYgszvTaGtR6ENYYVK+T0ISfRiyMnpfBmuNlx5x3i7x5f+unuzDCbZ1qegafQLBhRyCbGURxlE9FOlgLzSwIzViD9zlears16qQLuy2XouFIlporsfd/9HsteFRE27fS0lZBq8XR56YaJO2mpsS/fTVhWnXb+zWTzMYH91NZz4GY9a2oNe2UhFBRQT7jrUCaaYtwaeGcW25Hb9YqurLufms4nx2zaHLaLiKpORf2S92UBK9tsUWuWBOSgnU61NqzRjO1Rh8FHP3RIndo4nvrba11UsfbCVpTckL15lf+QI8y6S9lXzDQ2BSDG2ZfvY5tfnywLadsG1fxZ5pxVn1w3RlTI1ms+gO19lOqoiE7558GBRVCDeNqNX2spmUztd2+kNvabd9wWRC+vhtBlccD3A+FfwoTT5r402wsRYnynnB44Knccy53nPSZ0/KV5aL801dhFeH9dx8Zk/EwwXIunOcRsjGVDySU+3kmy8wfZOAa4XB6JAXjh4eJRODrM3z5Igy/uSe8O3E/vXKSz5ynBy4Pd5gIzzJzOMx8f7cQh8A5v+O5nPgk3yNcGMsfoSwkXhhGJf+HM0WFl5dHLI9gEyEHcvSop7vhK/fpyp8TvGIcvgrDMvAeeC8rQznx6XriaZk5r/8TDkr6zrnC39gLp0U4fBZOg/HuMZCL8bq4cB8PI3GI/GY8oAGef3xlnjNfXjOlFD4+TzzmwKSFPD6x/Okj+R8nyuE9LyPYtDCNn7FrwmQkPxeu5Z5VMq/HfyYQ+DBPGAPr8LeowZ//uJICECKSAtO7hFlhfr1CKTxOSpqC1zR4zbwEZX40wvUd4esHUjrzLv43yteJzy9HLiVw/jjx5TTwP787Ml0z3//jhTAo4WOmqDA/pW2ff9MlFDmhIpj71rlizMABYSiC56ZV1kshn5UgQpAjHAI8KhE4LGBrRs9nT3tR3iFRSUN2PpQzhrkxm4QeHzAzNCpKpiTDopDPEbsI6zCypkgYZjcwxUCUQI5eZ0wtsZZHAoVkM4RIGSZUIT+tiGYXZmNA44TJAPri9EUrmi56VOAQLsSwIOeBUBJqIxbFkX1WCHlEXyZPzTIUwpoJi8sKFg2CIqny5kUhgr7zIr3lR8+VPI4TMSTscKIMAyavuPNnwkJ9V3mGmLFDNYRnoZApXNEwIlMiB8ESlFBYoqdgGV4cYGA2VSxGLaq9KqKhOkpGJERigHh+IpyvkAdMRzQO6JBgzaT1iTgG5BCwYDXKQpEZLAkqHgkRa/qdsO7BHN+y3cxR+KKUuxEbAzZMhDUQ5kRYI3oq2GGFZYWlYPGMTis2JIokIhODTQQyqVwwCWj0iEq5OyFmxOyGzbwAq5GaMVuPhBDR5Gk7NY1YCQR9Jti51qlIrOnCPBkWFqw8E3RE8gk0QTmBrOTh1feRnhCMyRZEc/UUSU1pBSkWJBSyLCiKJsWGSJDV+UgaYIiOLl5eIA+ojRAzITnYZdZXIECeEVHC4Z5gQtKEIWh8AonIAUQSqo44zcHlwbgmZAmUkrHiqaSICjKikyEpEIdXSIKlgLHAuhI0EtMRJZOHL1iIlNM9GgaWfMSCso4XDGPKiWiBMNcoljihYUWSEeMrsiiazY0/OmJhRGUiSEZkxQxKERAlcQWZEa7uvFtyNbp8O0M1oKwGapyJzFFINnKnwnAxwgLPQZhTYH0U8rsVzYHxf5zIBT6tRlpXDh+eOZ4y7+aFi0X+9HBEZGWy3xNWeL28Bw2MhxWiYkPyKNN/VihK+WGhHDNrWQlaKC9nT//07sz1Ycb0iOqJy2XkOU+E50KcM9OXzN0/vLKo8nW+R1V5SWeYBsrjkRCFH+4zzCvLP75ynTPhpxPTF+FhvTIN8Oe08hKVd6twPAdUH7CYyC9PPH96ZjoFPjys2JeI/eGOhzTw3QHmVPjx4xWzgaCPDNF4PF0IZHQ4eN2hu2ePNh3fIwUG/oW4ZO4Pj0xpZFhmYlk5F+O8GA92x/3dkfjJkP+m6PsV/e0L+Rq4PE+sSUgDqAW+fk4M4vNnAhxekRDga0TEOH05gBY+DlcOByWQyYfCFN+TyoCGKyYra7pn0RPHd585Tv9EkXvW+IjowEkTyYRrEZgOyG9/R8zw+FMkmNe7+Tn05xt3npaq51ewmHnZbmr0vlsPan0/26cu3Zv3Kh8PO5nYmvzrDvmbyOb6aq8d6DaBWwBne4vsSLZUWbjqrT0yoep43YrVgHh7tL5U41WV1es7NuAm3l6pxlunCj5GF7S9b8AeYNfl7R79XeXx5rhscnvLiCEtCmGrpUF1dLqtyddCsApmtDp+gVB102qb6oj1cEtnrM1LdYRvqZeqztb17k1nx4rrEHY7xp9FybgBihsQ5DdeoUZVWNO5pQIESZQaMeDI+ej2DitOa/F0n20fur3Ca2WqLbTZ8CE2xajOczhUW5vXYhTN9TlPd2nVsSBW3G5juA1LPCWiSEGC1znxGrKx29H63NQambHbvOrnFdgoXW9sYOSmmwdEBsQiLe1206CbfcZrg3qtBO+D14QwWet42r7yZ7Uby2b/XHfppgXMAoWAaURt9LSQMWOSsXjt263br8w8ehYcNGDq9dbMkNAyX9SzXupZaVE/Eh2Eowq6VudLdUARcGeGp2p0PTZ61ASArfVshWoH0F8VCNHnsV7d3NXP8HbXdmdNV9XP6M7BtzccIv3RPdBw+3wP79tqgrylmftsEf6L1KYqHbH9c7vrhsxLt7ts9zVby0aLfz5ibt7d9uX2TLO7bW3u3+mb6XaGb9reOyIase8Gp9atNkv1TFQboNfoodtUfhaNcTMkuZlR/9eioW77CtTArj0MU3bP7Wfo23jpX5+Oqb6jMSWtC70DvdCYSf+g91Vuhr1znf9sDNuS7rHNlUzJ/lNuNkpbp81bWNuoaX483/nbo7RtRtmv1G4MrbDuhprd37/hvnuWp/bpbg2bEa+9uP/Z+G+9rfHNvtw9vUxddtumeH9E6hTXJqX7PLZD/UvXbtLbIW59ttuvbzu6rYDsw0vMNoRypUcNQ/FtW7Pd2xq4RfF3ZFVPQ+TKmTtpWshQ668TYpOw9RFwQStByzsbLlVY2kKOOgK/hvrt/aAbLKONueAIrwAc3kxcYwapjqM+I1UgINV3VmO8FNxJsAlcjjaoBZ1bfsN+RYSh7qVmhPf3NodOP4ctTPZnK9H+bk6IzQHU6ytY7B/5VmjPtMiPBoUNGJ7n1ptua1ZrZ9jmovN+NsdJnVerc1LnQ1oObTPcgVMjkfp8CK0YVGdaLXqmCanfcPUz0s6A4Xm4qefYmgOMPZHoYKV2X1vedgTcAWtb29YQJlXaqIXVzNr52+2zegg36tJ+bHu8nfkb0tue6o80MaE9WxmXaPeptTPnxrs6rxGIe/St08k9pqj3rZP63uCeIeyCUlpkT5uPJojsGGxtcyPFvoebU2zPvPe/g2FmuADoE+PBNhtF3tNPF2wrO61KRysqaC01U/u+KnDNCfwzpyxb/7/lMhGuR9/b7wYjBVcgsg681AKtgx0Y0sDV3pHLI+jKWP5EXgNfrgMpHziEe6bBOJwKRqEc8Vz+NhBL5nD9M7MVzpNyjoEwHAgp8HBIHGb4+sXrh8oPI+MxMKYnTvIFSweYBi5SmCVzPBTujoVMYikjs5642D1iRlYjamHiSkhKef8CFpnzIzpHhnEkhoBaQEwZ4pUpvGLDwCKB+BwJFrijcBTlUiJnDsz5C6t+Yhkiy7sRMeNRlekpMlwmhgyHk7AUoeYkcwNsHDikewzhZcmUi3DOyqKGzAMHIjHM5DQjL4b9FCnTgXV6JL77RPpwRnRwJWUOoCMqmWX4ysTAqSS0DGh4xIrw8jJ7PuuHgZAgTgtG4TwX1FbeReGUAvP5Sr6uLIPycjDG83vS5cQ4feU4feJl+cBlvSdPiXJ34PPdyI93d9yvmfdfBtJQkOMCCvlFflZW6C9fNU82ARkNkrHWrTwuilfddQqhuVAWJUYhpRERIxy89kC6CLoael0xSyCnSipqtJo2h73zuJDGiqC7YFY8Z3cUN0IuAQ0JjSPEQhgyqCDF6/6omSt8mki2MpTiRuVxxIqSrwvBHKFMCORqcEbnKiq40b7IDKHUgp6ZsEbCLMiQIDU8X3YFuQzIoMSgSPHUZl63wiM1SC3a15xdnRSrBgDMCCkR4wBpxGJyJKWBp8eIYDNBV1dQYuzRDmpKJiMhUmt2Y9Gdocu4EhdhWFw+sWGgFgxweqUFitcFMImIDCABmQ0pGRgwiV4fYkiEshDsiqQBmTyFk5o43ShOJTW5Ah+kRp+VvyKqUIqnERi9eK5qckPbkhzwERQbsyObpc5zymiYQGodCQ6IXQl6cV0jRP9unDArBFlBoVRxI4iDgEIcao0CT2egIaAJwrIi2feilQEdMmsEJCNqWA7EVWqNj8kjd9IFI6HxRLSClNnPilY5VZ3fRFEkeNozE09foTEjFOdLIUAcvWhzWUAjWg0LkgRVI1c5UlQJITIMUzXO+6laZIYQSIPXWJE5uHFEnKeQI0GjZ6tQd8qLBhjFHW7BCHFBg0cloSsUN2aGOCDmURmaEownTIxSkjvaKh4kEAklEpYJ0UAOhpEI6RVJi/vGFN+HTJi4I8KxCivV14mbx1YQN6hgbuiyamD6NQxViyFqrBJYghAsMmogriDFmMeR65BZJyGPhekTHD4NLMDZhEPMHE5XhrHwUFYIik4DRiHpBTSw5MkNU2FBUqkpYQy+KnZV7LGgY6aoktULYdsi5NOF1a444nhkzgPP68A0B+6zkK6F06eZYJHXMrHGlXl6haTIqMQxcHensBQ+/biwaiG+GslgCplDKmhUlgCUyLAIqhMWjqzzheXJOKhyGgx9FfTrRDgEYjK+JOX3JxAip5xIMXA8LAiFKweXI8fZI7FSwTQQlyfCcmEKAwcJhLzCulISzAIPJMbpjnyZyX9YWKfCcj+jMrKeJy/OHhx4c7kECnAcgte8OS5OI66+t8ZLJGjg9LJyyIbdFcogJA6keM8ohSXMzGFksXuGw0/Y8SsqiRLeEa+J8fUApiyqhDCQHh6JizE9QdLMOK7d0P1rL2uArwo+osuRbPJuVfbdoPtzGtp0Dws72XInv++NidJkZbYoRq2AJql6RDs1Dfzjzof6joqW7raD0LUxb6MZ4XdnT7Y7aE4LaRkJtomgFazedIw92nsvuevWvHnNIHZ9uXmx9UH47dIcCZtMvzki9oWMf3GSu4zTn23I/P2rbyD8bbwtW4LcNmjQgIZvjXLNMCg9mrrZDH4lYgn63vEo55q6B8Pw+TNqyqTqnHC9vdU+UIzUdU/Xjwqma52rKju3sTZruIjLE22cWvclrXZSs2XswYtt/F7cO0jetdmU5a4c0+oVOHAR3C5DtR/YLoimrmtftwbkazaUtm5aozHaPLu80PtNwWRBUOfl/fN6RmrEgTuUXB6lpbpCwAxVt+cEso8vqP/Da+mwT/NUvPaUpVRV4rXq6G63ojlvfAtX0Ps2/6hWcJ07lxxou08jxeYMquBNT0XW6MS2P3/V9ZZM/WIohexu3NbdM4T8UqP7Q2n9X0/93u+QN/d0K8zWNeO2ubfd6ffs29p9/+bz5kf4Wa3Kdo/sPrXd97K/q9LlGzTornsdaOr3buZ8/9SsgdPfGHR+6Xoz1v7rm3WymxndATzb+KVFxLNtQoRtJdrct/vbZ7dv2feht/VvXP8bhalDJ/I+pw2hzea9v7H01NlqRKzSLacZt4ZlEe1REAbdu9+9W+xDsZzlVfvUNnft/XsLffOyWlsE65vQ32PbvFcC2fLmt65v4Zb2Zv1tu78iE8vN2a/9frsmmyzxs4PR+qn17xD2U1r72sDve1rT25Pbz/avqGPfDJf1hqor7yNd9uegMaJt77Y1o4ImbDunu/Nt/RnbT9pfuMabRqwaqUVars1aPFNq7QSZCAz0ugW4Z7wb+lukjCjuPdb6XEBs8c43D3L3IJ1qX9yL39DPzlx2AlWXRw7Aqc7m0ia6vssFM5GFjpgx6iZx9IajP2r9Crea9jZgrQjVmqZGDHc21PzaVg0vPZRvqYJK3OZSW2RBi04Y9gvH5nzwee8no3u1oQmO297fnjMzpNY88D24CY0uk7YDWlzprevp91RnEqES6Z5soq+1VVTEVrik7Y+KiKkhkNYQKMTdhv3Xd9rbS6oQHLSNcUMLNbbRh14Hu0U+1I/a2IvVvtRHmiJQz29ogoE2ItNdFa2hOsN13XfKRf8l7BQO3droXWzoqNJQJO3hZlxvBrUqLNfIBxqdaYk662Mt5NL7Wde+KR2t5kVLiVZpoValJTZBqQWxqQtfbYsZ6ltMhLhHEIW6z2Tbm9LWtdKXnoOWvgi+V4tVH1obQ3UwtLm22vubkPHq5BbxNE60uavrjFRaWcdXn8Hs5zT+L10C0504SnU+o8X4bS68s5H4eUSuCVtmNJ95d5r5/viE2DOigYKxPi6UcWBdIujMQ34i5JUwnmEUNB5YF+XLuZAzPNjAYQ2kL4VBMndfFx5ejf/rQVkfhecjzGKs6wOfykiZf0NZPiAlM6kjZXM0Zi28lkJ6OfMf//RHLCn54R0cCvpxJgRjXg8UhWv6TLFEnv+WEEaO00AS5fM74XxXuK4HJA98FaWI8TEG3g2B8kXhy0K6y9y9MyQVLq8LyMijPTJkI1JYJPFP4UhIyrvfTixW+BcKK0qclZgiH/6vOz6EA49/WsivhbvfK/nV+MN/vOfr98JdgsMPn3gqwpcycJwOnMKJ05J4eB1YNVKmgTQI3zEj2dDXmbga33NBk3C9X7FYkHghoKRcMAtkfkeRA+N84VRW5DSwPhROrwmbI7kcWW3lEt+h0xFj4pQPnE4X3v32CWPk7mqMy0KOX7AxodMHoqzcxz94KpZvvgzJhWDKdF4JUVkPC5qK89YgSAoEEUpKlMNYaVYg2JX05cULns9HEGM8ej0es4yGyCwjYsrEBTDyELEQCc0+U+4IZowvs0exqddlGJKSkoImbD4QryAXIabAMAoqgezAPZZKdcrsaOnhNCIkSgt0JGMULLmskcYqqx28ILUumbVAuYuEOwOFZEAZPHVQFGyYCaKk6Gk8cjwQtBBfLzAIxAGTQBkjRIi1+HWanF7YnaJxoQxnCImsV1QXJK7VGBExS6hlYEHSRJBAyIm0eA2Va14dsJgCQYxDBszQQwU6pBGRSCIQTIl4hKCl1d3vw4omIZcI3CGx1e/JTNeCFcVCQktkvkYixkjC62wl1BKLDogEhoBHhM3DNykWN/stKiLGeB1hPaKL128RS4QwoBk4B8j3CMllJ1tIKEmeMTuy6IRQXD6SRLATVgQ7u6LrqVkghXeICIHqmAkKshCuVy8fle7cEK4TRe8hjTB4urohrBS7kpcLwQKRA0JGbMWKp+zyVEFu/CkyukwQPO90bDYf9f3HWgiihEWRFUIrgGsjhKPzMPXSxxouBIxYTtD2lSXUDmCGrYvLP2PL4e6yqq1fPTooG1ggFEXNvC9iDLEaaAzIEIZIqE4vJWDXApfitS1SJkdlPTwjqxHWeyQUjD+DBay8gMBxffVC6EFBErmn/HgBrtXxEdA8em0JfQC7Q8eCHjKqmVIuOEpXwSLFPPJVLKAUil28IPxBuU2d8Jd2mvE6zlUHC26EfxLsFfQhsx4K8qLIGuFekdNMWq8c0gUNI2s4Eg8j5d09i8E5O81/+PgjyRbkAogwVHkwRY9+evrDlZIjx2TE9zANgVEi72LgMBjlFLBJWYrw9ceInQz9bmY5L8jLhXi3MLyfkahcByXnQDoPBM0MPFPWyOWfT8xp5A/3nns85HdEyTwOgUEKr3eZ50EZw8L3ogz2gWW9o1hG5Zn4YNzfnZh0JFxGcjCu3ylMK9yfySO8GwMWr8ThStJMOHuEpmqmEChffkCJ5GBgBeb3iD6w/C7Cw0r67xB/jOTDyjoUXpcZ1gtBXpmGV5Ia6fWEnCPLJaABDl9Bs1F+cAfHl8eIJUPHQjDj+OwO4Pz+DChnec+yDpTLFZszd2Vm1IzmK6UU1uNn5sMrp0kJ0w+cdOBULoi9IIeV1+vAj/ORcB44fDoykpmmJ8gr6eulo6K/+brRuave0hzOZjWNinW5UKr+2XdsA9PtSart5FeajE0T5gEH290ib/eCMDfRCZtBk003qBbPZqxvpiarunK7p5vJm9peDVQt/bHbIuoZ3Tlf6BJ6A9lVo1wfRgP8NMNHhzKyVV3bD9vn8caJ0W0TLXNG2ND7NINQbaGHqLcpbnadLRrB6vxg0Asw9eiLNo+NZu3WQMB1jmFbigqaNGuRIm19dnP4a5TS1scOiq1oeG36s4MR/HIDvk93gDDSAJDuZfaIeM8kpNWu4WmkXK3xWiUSXEc3XYBMz2QizWhfDVC624PRU/R5IHx1DDS9vu0BM8CN8NraDM2ZNdE7by1SRfEUm8HfbVqjAwKE3O+h20RKPQrN1RIQMiHMVYdObltreYitATzbPmjKqYMYte5t32OCtjNYsxdg5lk/1B361uuDtkXzfeJHZa1jayBVpWf4MOdhJjWaJ7iNRkhu/LNqP7C6BuZOklhrmZoMTivEgWhabVCpPdvPxl9xNTrXT+XttTvZtMivBnZ9CzyWfvfeFiE0Y2WzO7W6t7b7tP22UYy2n3bUQmSjdzdv/oW+/+wj6/2A9uvebms3D932rdlw2idxd5Ntzcr2mezmoLVl0h/65U6+XUKh093ut5BGZvY9FJr9Zm+jaHR9syvt3AvNEd4aZ6O5TtN3nek1Sm/p/L91/W84ISqTqcRdGqPbeEr9udsM7bs30QYN19oN2u3LOpt9MNaw9M0IWAfb9m9f2N3SyrYpune8G4pkt+caY+tD2xbDpNoIbeNv+zHVjdOiJCpLcOfpzijVzHZ9y1rbFHXcfV4qc687qTkhpM1Z2+s7XnszZW1S2hJUYxpQDXX9lDT2vft7m8PtDtsatt0GbfO2UYWbd/fOttf1ZftlQnZ7VSIuFf1e0f8mgxtLag7dHiUhE3AAe8XD6FqdhlDXxsPZfA+U3rbPcS3cbFP9vAmJk8+DXPxdjVZqY5hVIOiDH0EmhMWfadE2plgXPCvjbsXFmqcqVkYkNSKgFYPu6AKPjDAGF7aC1e8Es4T0TQuC5wE0LnhR7cFRdNpCtapThejEqy9OZeRWU0P18dXv90gH2TOB9nkbQ9uQ271uyG0n06AyUEIt1iZeYMoFF6njbeu+MRt3MKz0xSCCjPSICDF3akrwsZt0GvCt196x5sRlF6rcaVwLqe7kuM/jnoD318qO/MGGnmvCTTVibcSnMWDrjEMRQgslbnmaWthdYziVnmyC7+4y3eZBxM+EWHUytJGIOzVqo4JVebCuYz/DslsfqpBkjsZli5Jorjr6ONo0VQLWlCYPs8C0hqU2lAxbl2np7LqzpH1Zx9r1x+Dth6ac1Baab68JhPVfaPe0OdVG6qWeK6083vdfj2ABJDpv8OgRauExvvkSgXisW3Vd0HXlvQpC5vIUWb8OLPNCXq7c/Wbm/fjKlcLFhCJGPmZkUCQHxmLIckZYkOEFk4CNmRyEVRUtgaNGphgoL5kkmcN55nRVPnyckGPin0f4DLyUE9f1RFgfCPkeWReGZfFip9PKqjPXdeXu5coPn66UYeSijxRW5rtXVIz16UguyhqfyBaZBaIkpjQiSXk9wflOsZeAlMSZlVeUMQTGJMjFkD+vpKQcfmusGZY5M8jESY6EXAhyJkvgk5w4DMbf30WirTy/vHA2g9UYA/zu7yYeT3Avgn7OHP6boX80vvwfB/54N/C7Q+GoL1zORz5dDtwzYEwMJZKuiRASZRiJ0TjaCS0r8/WMZHiwGR0C80OGuCLrF8+9ng0rI8ojWT4Qlx8Zy5nyEOHOmOYD5XXgbMpCYQknLH1gzHAQ4zRdeHx34TwXpq+JlK+ehiWesOFAiMY0PRNt/vYNZ7jBVmGwlRQyMl4oshJkwCRBdOS7SaKQKp+IkBf0dcVKROdIGJV0dJ5ayoJKYpUBLwnsqS1KusNCIOTi5FlHKOJ5xq2gamiEFJUQjaIB1QFZQGZ39ack5Cie5x7IAdSMkpUYA9PR01SsIpgVyAuYtpqAEIuHzB+Dp07SAmrY5Eb6sATC6sqjafCCwpMbsZNlckhonJBixHnxudADGgI5RmpqfDAjpuAp3KpjR1kwMtkWVFaSWA3UPGLmoAm1TAgjFj2VZCChJqylIEEIEj3hgjrCNQ/Z5YcYCARPiWNKqsp4ji5HWDKIQokB08lrpAQlLoVhdYmkSEA1UooXMvQ2ouMRLZAtEkQ8lTwCuaYR+hWXVANSWBOyjizrtYoJEQkJKYpv4TvgCJwRnonMDFzIBBYzd+xV3t/ELl0DmBJq2kAZ7xCJiJ1dlhJPkxCWlbAqcpiwNJJ18PpGsTohJJFkYC2ZkhdEBo+uaKn9rBBycURo8ndpSiBajTV42jIMtQKaIVcUaK5piRqwqaaGCKyICipelBqEoCMaa+SQDVi5c6dG8ZoiOlUeVqLz8/UCthL14O2WClcYzOuAUtN1FHH0OokYEqVFXywrPM8epXLyvbuOFyKJKRzwvFxPLofoQkAYixIQSkxYMIp6lFOSK4FXrBxAPfWX1/e4B3vE4hk7vGKrG7ZCUKKA2YTZ5P0kgGXUFgQhDgGJ34YYNjHmYcEMko2kHFgvgr2AHjIcMuFihFcH64isxLwwhislBQ5JsFOkvJuQOTF/nVBRTg9fCZpdbchCqpsvitc2un5eWeZC+LvIeCdMyV1pdyFyjEI5GHqnzE9wfgmUk6H3niaL54IcFtJ3r4hEFhnReSBoJBQIy4WcA+fnCzkqX/UdJon3emIgc4zCGAvPd8plLLwrKwfNLGuilBNZvlLkwnSEaZwYXkbkq6fNWh6u2JjR0wVLwjElbAC9eyEtgjwlN66FBTNBz+8oZUDTF4xCWu8QEcqHmfU3GfkfAq+RUlZKylzXFcrCiQuH+EyxA+F6Is+BdfGIh/Hs0V/l3cKaAk8PBzQqMhipwN1ZiWbo4YyJsVx/x1LuWGfBZGbSlVGv2DVji5H1lVWfUblDhncMeWVaFkgXmJ6Zw4HzCvEqxGePdivTjNiCnhdk/XVOiL3hpkretJQ8zchvG7QZupGQ/lnPOlBlWelOiB04cyefS0vd2woMv0ExiklHnPfXVrvHvnDyzTO0tEFVH2xR0F1fa3dWITo23bnpfo3ZOt/wKfEXaxucbel/fYye3scaqOxmVneGS2lzVeshVOOHG2t3GN/mGNjpYD1tVMfZyaY67hWadr9t80G1b3gEQegt9u+tRUbXQfWc2m08myNie9SqjsqbMX/b1SLbpSFSeyRKKzadkIYkreguV91avcoMsvh32nTIUG+vAECpDoNQa2aV3Ebsc9unImzPtAwUkap74U4Cq+mmK4DTwXkZY+kzaeDRFC3KpPIAqLp8BfRJTQkJVvdPqODEvK0JK8ha+xYrIKFqz8E/Fz3U/reznjZdFOjgVfV7LHoEROzI9pYJwG0UWsff94F4BF+DDzY7kGGotrkc61iuVS8v7hhpU1vrlUGq8x76d9B0fa1nPbrczgSsCFegoGQEqdndGm/99TuubVR589nOlMDeEdAdOjcd5s0fzQDfDmdt96Z/9uZ49jd2yiSdtrZ3G40C2M0z/9rA346ttUG3u7iztUUJsKPH0OKnb9wsHbB5SzNu+tBpbLuv2UPY6DW7d7Zx70iJ9N9qH6ptwz+tM2TbnN14Ht7aVjpt2tuN9laSXZuytdum45ca/VkU2r9y/dVOiIY2dqSvbUa1tmi0rULv8BbBtg3K6hfS7jef/BtE6S7PSEvQ44ujTkdj+6QarGU7InvjoHfFKrp1+8znWXr7/n8nSq3LlSzTycROLjDMEb+1n42Rud11v/jydtVu5qdOBr1AdehJiPq87TeNI37237VJ2pjwdtDbd0242DNr6/S4oX1ve7jN4U0YXJ3fzfe028T1QEjr526Y38J8TaphxfLOKdMYrlTv+y43o1XjdM9xWZmRVENiXSzv85tcjALOLJYqNGz5H3vBJoFqbQRpqSa8oKD1Rmrqpp70vhHYrT16Ea7qQAleBFF6OqNEd3hgiDgT70JGY9IM+CaunvLukWpCbVudWqjaPD2SK1/NGdEWJNIEmTZHm2CHj6kb9ttYGwpm1yeRHeFtBm9vQ7QKaB15MtR1KfW9h9r3jJgXfDIKPcyy9y1sfzeh1nI9U+3d+7DM3t1vvlqB0q4ctLFWQu6BAv2UduRd4wFOTkLnASa2neNSexnx8TeDTncadA6ENSYsjiAJ5oUcWy0cNwzUdTZApVMpZIvE2shc2P25ORdbeiHR5nStNK2TXTcANTrRGD19T+7os7R+11DYqpA09tBzsPacoD4/KnU+qgC81Sdpq1J/95AH70uT5Pv4djS83QqEWgvGi3Rtz2yukubkwvedWY/8buG3Yq0QWKWoWgcbQt0P1v/3ay4TIw8FpkI8Dp4TXBbEruio6OFCfl9YhsJlvGNIj8jymenlM8M4cTgesXxFX5+JuvKcAzkMDOM9JSmzVOPvMRAC3D1fQCNnvcdS5Py9F2qWRZAZBln5YS1MjLySOMyZcX3icp25XK+kyelbKcZ1gXMUfv994CFE/sMYQI6Er/+eNSsvv18pVkgPkRSNQ/zKIC98vwTGGa5/KJThwPIyUuYR0QsxXjgPAzYl3n2841EeePkY+dNjZP0Rrr8XpjHxeK9YCpS/f6AUYb1cOa7GRwwlcL8ODNlYXgoxGfY9lHvDziusheW9I4S/u8D9/yocLTBaZJpnDsuZ4X5BHt3x8bQEXotyyVemtXBaRnQ2yrUQ44B9vMcGGA4vCIlp/YFgxqsWVguUuxdg5enzlXLNXPIL67TAqIwfjXJ4wO7vOM0zp08FvUvo70bmFPn86d8x58zDvJAQTg9Hhpi4m1+JqTAcPyLhV+RjEiMML2BGCQdMjugaHemdo+fyTQlSJBRh0JUYCzHFKsqcIA+gEQ2BNQcHu925gzTNfgLzNEEwVBwpV86JkGGUTBCDg2BxgNUdIiFlN1av4gFtlsiHhIYVLTOSItMxoUtmWVZEA7IGZIQwOc8fZnMQ3KUiMI+eRgdbIbvBD4yQB0QDpgkNEdWCmKcJtFGQJIQkaB4o64Rmg1KwCOXd0Qsfp9kTDZQERVjXgIhhXCAqqzkBTnklaHAWWpy2RUBKweyKZtA8INGI0dHAcjrUYqtnRBJRpkrPJ8yMohmCEdMrRiDnI4FItnsMWENBUexcZdjghlyZM5K1pokxUgqMKdU4TS8QXmyTJQLCtIKEQqr5k0PaK2DftOFgOTkxrnnbLVyxkFFSlc8yUTyCiLgSdMUWRYaBPD1S1gFbPD1Psfd4SqsBr290Blmw8MX5JF4ckuIodV08PQWSsdHQVd1YGSY0jMR4JqQXypqxnMkWwf4GoqFTruDK4GnKrg5osJCxIB71hBLOs0f0LMGNtSFhkmrtAyOLoEkQWQlSvN5BOUO+onlGZGRggCAUi5XtrUQRb8MMyoRqJl9fXIBIzyBCGe5cLC1uxAjx0V1JsqKmBNNatFrdiVcdiMyReE2UWb3wtQg6HBFRxkUJpcBwBsuk2fN1m1aj2zqgWbDsvLC6M7zWgUUPKwoQ14jkETcMPYE9Q3nGLgn9+gMWawo2XZD8xesrRGrtiO+QGMiMPZryW/ZaHAfMIF/OqGWG7x8YfhjJZ6U8K+uYsZOyDLBEUI0Q7hjCynfxD1zXwPPngSIry/hMMDj8wSjF+PTqQ5nChZAEPhgWhOMXY7gU0vjixefnCXLi0zDCQyIuV8J1Id/dM/3dgdmurH8+E3+E+Hshfwefh4kQojvCgvH88IVoMw/LAVsTWg7EMPL9AQhGPsGyCPPFsFUoK9ggzOFQbaELQT4TeEXlgo2JckxcZWGJK5qNsChlTeQf3xGScjiu6AQrkWLw50mwIqzXI1Zc5g6SIVcJMB7QlNCroU+gBwi/ceTt4TViF+U6z57m6LcZuT/DsKAhcB2jF14PB09hcrxSLJGWExICkwwkM04H3BlTDhQzruGFIlfSIROT8WTCE4nrY2TFGDSSLBJfBq5fEnanxMczugTKp3vO14nzcWS6i8SPwmjCcXaA1mUQR8h/83WL5d3nQd8iD6zqjS63uqGyyeE/lxbdYVvR9+2/rX4gmxzb3tN9EFIdD3tTwg6B3yMeQrMFvNHzq/G867PdRuP6Tcty0Adr+/Y3VW/T04SePlV6S33ce2ndU9JYRZa3vrX2a5u7/lB1jy7D1z+hxoz06ATXwwStBnG6zoNuc3I7/5su00BYrnb4ePa2jAb+2vpZdQiqLajNUx3/Vui4pjba6ZDfenkNBGNLx7yziNWixt2609ZUtdoscleLBRwsgTkQ0CBoxkGmIx4xUwtVt8CAFoXR5k1BVPBaA01n98i2FpbaIuX7uoSmsw9dP9xnTbBQi3zHmtazeCsmC8bS9VC/qp6vnsa12XbazvJoF0Vsrjq8O02sgVCtWsA8RAmtqaT7lpBDXcPZ01mGttdblobmdBKKNVBqwaMnL32Nm+NR8PSAABJmMAcs+HrUKJqWQpqDr4VW21aLCpDmqHGQjEqgiAN0xbz2FoI7h8RBtWrVHvQrS5AY8PMoxHY+d7TF2nmuc9KirWR/xmE7bN3Y2M+Gf7tRUx9r0/npzsV9M/5jZ29q5671s527m1Ybrd7dwrajbs6j+Rlyk4F1YGK3OWxE7+bapqwbZ7fx3gxgTzd+3qFON3f2y9uR7PpZaY/179tYmz1U6r7Yva53eEez+uvbmm40fpscu3lH73cbQo3y+tYI1r/SCbELybDGCG0P4gWk86y3K93Wzs+v9MXo4NgexlPvbkJoW//GkKwZq9zj2Z/qaOyNC+z3S3vtbjhburR95MbmNdn5EfaOgG2MUjdoBxVD9SqbM/4qh/SDsdvte+C4s0b3qsY6NZsBr+1F6/xeJLgQ19Dbrd3m+a/3WyeSbe5CHVcdTzOGxt34bVsbZC+27AMJpTO2vvGqoLN79K+4HBkmUurhCLScfT6Mijbp43RCvB18zy/bclZu3niQTrja/miIk/X2QFdkiDCBpU2YjLPvd1OEXJm/5xn0UFtzI7QEZ8jsNgURFyAc0ece7M2hs3GKFl6Y6I6JG6GpFluyFu4q279KZX2rRcRS3QM1ldHt5qDVm7Bq3O8pdpqwbNnHJYmbeg7W9mxzjLgQ30MuO9GGVqy9O2fquD0tEyBHn2NzZJ+HvRqtqJS0c92et9X3rlidc2FTAhoSpM2h7ObtL197drhFD+35TcDTQrTwyTbHt6+xShu0zVGVV6QF1ASnKVrnqTtF65nbjOUerukCjDkapDmYGj3dgmX8kViDPOt22FSe9lwVrusrHM8RiBtV31h3LaLqOcelgmdcUbImgMjuTFX6psGjMTz/f8cEYWiP6ABPY2VACHXyxJmbOwx2qDRhQ5LqzuAv7pjqtLGvHptvtxads3Kr9DUG2+elhcYqoIZWuh3qOXPUVm1YtYdse7ecxhZ2ff6WSyAnxQaFQ4IkkL9CuaLJ0GkkfxdY3gnzdeC6PDCdv3J4fkXuFU4JLTP5fEaz8noFUiTdJRgyl/EFMyNNETHhuMzImlg4UsYDl79bKIdC+ecVLoUfJHNfFIhERu5y5pgXvi5XyuWK3Nd1swqiDcLvPwh/S+C/lECUCXv+iFwV/f1nlJUUE2HKPMYXppD5cFXGFT79mLjaiL0MlCXBYyGeLlwHYx6F07vEOJ1Y7wOf7yLzn4XLj8LxTrGhUA6Ry9+esHNG/uGFbPAqA1GEk0aGxXj9qbjD8CejZIOrG6TXh4SNgfeLMf1RWYisJIb1wpRfSKMgQyBPwutROF8L13klZiGuA2HNlKUQD2DvjjDAEM9IEUYeQQMXzcym6PEC8ZWXP0aWZ7hez+R05v7fnzk+zpTp77D1wOn3Lzw8vXC9P3L5/o7l8o7lyw+svHLHn0kEjncTkwW+Wy5gwvLw+KsMJ4IS0gWjUDhScIMZ5mht1NHhEhOiC1FXUgykWONV7YARseyp7nJ2o306JSQr8eI1E8rk9YnU3AAfrgFbYJxWUsrkMVCmgM2lIsY90k9ajYgUsTFhOqPlwhAGxgmyZVbzaAzJyR0GY81lfzHIhs5Oz/R0wGJE1uio4/kKRQlhQkIi58rSwwJh8SK9EWIakDhgOVHyiOYV9OIo4dMBR9e/ejmA4nUYyppcLr2/QlQyE2ggrplQBGaDEgiDESIEdSd7zgO6pBpNsWDDiI0TdsmEs6doCQwYgSIjKuplTywT4tmRyGVCLVE4OQ2SF4yVcBHHYdwLJEFWQy6FLEYRvNZHDFUCckNNUZelpUbcDashsRDT7ONLbxSgf+sygeVQdcTZGeChoMm8LgABT1OkLleNM+FqyAqFgTxMqBpYdgOCPvjaWk3zEC8gFyw+A4bpETEvPm0q5OzzHI4FklEWw2ZDjyMlRUJ4IcRndFlZ1xXjO5DvsHDBxq8+BI2wgNQMmxYcSWBBQQvxuiC54KE3AQ0nTCJRgtOeOKAxEMMZxAhrIVyuFGaPjiExSKBYIBOwKld67YiagrMMGJBVIRRiXJGYKPIRTyfxjKgyhnuCTOTyRDEv1k2tmSGSMY3YEpBLJJwTqkIxB5BomoiWGVZPCWpp9eif694Y5ZG3ng/cn4vR0zqu+YDqiFCdSTkQc4KwQpgJ9oToV+z6Pfb0HXlKLPcD2CekPHnknkyoJDTe4bmvm2z7DbRNxGt/APP5QlmvTP9xYnyX0P+m5M9G/l7J7zOXIlxVICRCmPggn3kvf+YpH3l6eodNK+vDC2MWph9Hrln4OrvR64NcSWOARyDC9GiMSbHhBZEFlu9ARp7SyHUYmX5aGJ6N6d2J8YcPrD/+Gf3TF+KfA+n3kdUCrx+9XtIUBi6HlR8/vDCiDMuELAN2noiSeD8BQfnzQVjF65rbClocILKmCQ2Rg2WSzBQuCDM2HChTQGP2VEfXQHpJlHkgf75jSCvj8oweQKfAEuHLVNAcCK8TISeOYp77PLtuaEePKtJ5Rl8LNhn2wYgamM6BeS7My0IZVuS7GrGZlDJF5pRAD4TlAEmxhxlWI3wKJBHuhkQS5TCZR5eeJ9ZirOHMEoy7KRGGyItEZgnI5PVUppcjw3lCnozlkxH+5sr4fSZfE+vXA7MmrlMinCLhUUhZOFwCqsLz0G2nv4bAVfVOmqlh+7z9a7pIN/Q042W7vRkA/HdpRaJ7UeTcNrg/u0vdurcR0SMg6lcVnW8tbUzL3Y/RwHomNVJ811+pz1P70DJFeNRBfV69fbtR8lsbSivC3Wqq9f71e5rFqkVEOEK+zZ21QXQZfwf66v2s768A0C7b1yhoqzqGo/V3Y+xR3n2Kby+R2y72uQ3s03G37jWHREeE28+bdHxqdRf0ddVfx0vZdBZP91y6vtqyFzgArUbDiYE2oGRbK0/PbH09tTq9lEDp6+H2jJZJYF9jkepM2YBvXguh4ExyxcP1msLbHGpSp1brDnFgpJDq2uRNQQbfs+bgXjFBZcWqpup6a6CBlqnRGMEEJTrwRajZFwrogknEdHLdutXuUF9kqTqoiae0FqnrIjUThs4um1abmUfgtNUI1SwktFqcgYzUvdxtFD3VdKxrtIKYR/43e0gHQiuelSPhdc08kteq/cFCxHMeNn061PVrzkq3hYgNde6pZpFfqZvudt0vbuq23/vqbl9IPzjdmrLZgLrxqJ2z1nZdF/aHcncQG7GzepYaLWvIfKt1UJqz7KZt/zOwA3AKnV5uVoP93dSxVXpUDTmyo7sNvOg0YM8AWgSc1PHYz1puwFTrtGk/sfU3YQPA7vnJzy7b8aBGI3Zv3PEIfulzmvFqG3cbfXt3d3jXpdsI5G5t6p5wW8meOf3r11+fjmmH9pd2CHvf20RVdiE+Jbdj3HCjLby7bweRm7nuIXLNs9beFXxxXRbWTuid128h2+1ZOrGgM89uyJPdu1tvdou/RTzuQ2Q2Bn57DK2CwqvQ8cb4tbXKJpfsD0xbYN05e9htq+ZwaeOl/7H1pBmBO3Ouxr03/WzbrG+52o+OEG4L2MDu7JxL1cnS+rQZnOl7r9EHv72JXL94it5cXsfAWnhoC8VsRYl76p1tHtpnfVu39d9PNk0I3M332/Nv6uOxiY7wpzGSVqxIoCI4ILrBXjZG7QzS6CiW7s10ht8jSnpY01oZtvZ+CNSQrRZd8YYAiW3vtCY8CJ7GaUf02tEMDaEy7cYjYDXFTGhe+1ocsOca9GiMrQjZtrjdKVWt8GYetSGVDliPkKp971KfboM02KI0sgsgPaqiIQP2Yb+hvntDIrhVwAtPed0Iq/MmFT3wK65dBBRWXTZ9/7RbpE+/idWCVD7ZDd3fmQJsDizasXEiLU2x75u1vr8LuC78bvlUfS56AWtrHnpzcticpI3m3vCfnRDSwmfZ0bxqzJQa8dPC+7rQJezEg7rutdutkHNtsL+zeeI9fBU3LLCNue+mjaD1ud570p23Wd0/Tbkp/RnAa3kYbGG23unmzNAmPEtF3zQesOMH7th12m3IFiFWx9siNLxwtyFBwWRHBgM3fP7fuFTh6wusVxguQsxwuE4Ma+QoxuNx5j4/sDwfOZbIoayOZi0PSMsLniIMR4oq10NkzPDhJaCijOeBMhaW7zPyAda7B1Ie+MFGggjxrkDMfB2MJQrPL/doBnuEwwmmsTCGlVNY0ZLRMGLLRFrhYAufJHJh5IGRKRwoFnl9vZLLyvThGQuF/zEKJOP/M0VGgUu8cinKl/TARSamZ+MwL5xiROKRTznyfIY/zcLLEgjPyn+6XvkR+F//2RiGwP0pkA8robyQyNzfv5KysaxCCcKPdwN6EB7ylUHh/DSwXoX3R2G4D3z5euA6j4RhxabCk2ZeNfPpbuVLVB6nwPhq2GKowmFQfvuYmQ7CyQLFFJWRQeH9y49oGihy9HQ+LxEtUOZACcYwzoRD5umHE+UucZreM6R75P0ZPSyceMcDRzStXMLMvEbmr6DXjL5eGU/K9x+OBJuJ6xVU+VSgiPJ6Wb0ezTdfATFHPFsaXIaqxfTsHLHFqXwwR7zKXM0D4oX+AisSRuI4OqUVoBj6dcVUEb06L1jdMBmKnxMOK4xGTslR13OGxYg6Eiyhg6ARZCrEUCr9XCBmQnA+s67u1AzHAXJVqgPkL0rASMWj6GJavW/LPZpDpSfVgd3lYiUkpzE5KEUykZGoI7JEyIlSjMyCpJUwLCCJwugZE69O50MMXmA7ZBAY0tHRI2XEQROJEgJxuBBiJgYlSHXwZ4imhDA7onCpqUlkRW3FYkQR8lUhGuY6NCmBEJC5rkFxb4oV/J1SMIGUzDPYqWBr8DRWB6ejYoYOyjoqsShDUUqAEipf7bzU017qmiuX/RXEzamTO3CKomkARkQDsQjGRJEE4QIhQxbItYbjJFjJhCdDLBJirWtlOEhpuYKoR2bIgC4/YFiNOMieQiFAS/toltASCEnd4TRdCUlJYSao59e2NPr51SuSCzKPtGg3s4TJEUEJZa4o0Og1IOyKxQJTgpCAAbEJm49oARlWQlI0elFyMyVqoWgi6wMu6w4oSg6rp+BKFUixOthBRgVRUjqCKWl2g1GOXtBZciaYommpgFh1maEsmC7ktvGjG0KQjMQrJQ5oGpEkRHPTU0eTWah1GTxat9S0lN05v7hjW9LRU4Plue6XEfAoI4uOcJaQIY+E14+UPFDGCzoJNkEoM1FOvu/KwfkzDuyIRfnmLacGrwoF7vUOCRPDAuEy8xpmlmPmiDHOyiVPXNaR42Ac7zMmI0/hey4YMJP0yt3Xr8w68o/rgcJIGE4kEYbgtT6W/+n16WQakBPE8R0hZPRZ0eWVQzEmWzC7oMcrl+Uz508zw/PMxyWh95H8f0amg3BYpcqqYEl4SImYC/nF3I42nRES+euJYHBXPFXYw3RiGCIxKhnlEBMpRl5fVq6vmWk8ckz3zC/GcjEurwvn5wvHu4mHDxM6BGLypB9TTOQYuOgIaoxnpysjK0FWxnl18MhUsCjMw4xGhXNBZ2N9yehVyUnJ0UEtJ8kM04Ad31PihTW9YMuB9PwbtEDOhTAmUvjOnXxfZgYJPJQ7T9W1rpRQuH58JqeV49PCcVEeX+8YCdwPkRwTV1tYx8xyXXk9R4YoDB8D82HBciSkifTugWmFx7NyKJnx8zOhKNdlJOfEc5y83sWvIm9N/tzJ5zcI4O37GxmfRs6q7oJ0eXRLV9xk7JqaONSI9VCRpu1g7N7fGNyG8HaDtEf3hp57v3dhH01sbMCzjlZu44pVt2hth01HbWPvioen+XW7RqMlrqd2gytbRLfUot4dcdyE8Ka8277PRsvV342Oe330Zzp9ldu7vUd3nzfjy268HfXfnq+Au1qUeO9E6baRm1fWVelyxqYJtcZb+iB+ldzml7bHzGnvlnGh7bW9jSDQosubYwakgloD3fCkAc9IUOsvhkwtRlV7nt2ZbhV41osulxq9Emg1img1QLrDaRfdYlU+gQpaVkJdS3PhhYbkayC1imBDpAERc9X9xJ3g1XZhGCql2h/anqsSTGgpo2qK7lClmJYWrfZTakrEVtcSWeuaOyirpZ7ymlCetlIt1jmrDh2roFRLGNU5Y7B3MlidB7extFNc6nDr4mldi1oD07rTJvQas35OgqcaZQPPulAufQ9uZ+JXe1i7n3OjMbv9bH23b+/bOQ5rIcYdxbN+K+zjHuymjT1Au560ZiXY2toBxDeb2XaeN8oku79238u28mxWCPZ71UeyM6BgdS321z4eIOx6Kd32av0ttcXWttz25ZcMB62uSe9jo7H9Cr313kezzXbylsbsQfZv3ulO3Zu305059e/9bLojaNfGz/bIG373r1x/vROiXu6BZMtUs9tB7m11bPUee95JeUNM98PSnmyeo2YEZ8fw6AvhvMlbC5gXPxWjF+3BqoPDts3dvOPVSWFNQOh26Tah7bndhFYiYY1YsvWrkqDeb4L4MApYaZ/jAsp+L/V/vTM+JrNdoVWrhBlEWshhM8TZxgh3wosTjl2kRutvi4hojp1+ROh/S29L8Kw6zei+tdXt5c05Ye2ttglR/Ry0g7w5pf6ty5huN7woWAtBZJvPNhZRN5a39D19/ys9v6XgnQ1t2zfDdmsr7NoWPMde7OOg1qHwcxxAGnZ8H4ZbmXINjXScuXtD3bBSdu9li0CRtUYqvCGJTYnuRZE3Aua9dMeISAIbMGs1EjaDs8nWPbPgSAUMYaYx4E7MW+E0MS/UWQt2N8bfkTDtX9u7zRlQGV3b3xvKpvZHG2L+FuWOucPAi2sphMEZt2awdXevCwQ++Og0JhhYRHTwsbS6Gj1NSZcIv+nqTLGdkUZvqoNhv/WCgsbN693o4FbkvnrmqzK9yeS+H6Whk6rD0W4InvQ6Hk5FzSMHxNH6LQLCzB2xISp79SdUQrOdv6ZYeOSLVDSJdORMXZtc6WZdVwv+L4i3ae2d7cxXeiHChsrujpyKhFGn0iH24dbt02hY7Pd1sttTe9XJ7sJIPVuh0qc2Xc1blDemb3XOgPrTiG2vVprUaLIfS9/hIfiM1zxRdX39ZQY9O5lpFf60MpDw65DCqvD1Gc7AuEDMwuPzgeNifPzumQ/3M+v6gfz8QJJIDCvXHLmUhzrnig0J7o4oytUC6UV492OEbBz0xPqY+fpfvlBOQv7tR0QHfngJHLPxkpTZCjnBJbgTIj9PHA+vTI9XxmNhPCyYrYQlU8LEOh+4L8Zv7MrBBj7LgcfqhLiuxuvrBQsLdx+fWaLxjzKhMfD/OiaGFDhPr6xW+Hw6co33/HD3lcN15nEOHNcj16z89Gq8ZGHOwn8+F/5rmQnvlH/5z4WRgTsOFJSQzxzJ/PbhjM7K5z8XLjHx59NHQoLfpCuHxXj54rTp43+Cw72w2IGX+Ug6vsAp83nNfC6FT/crX++U4Sw8vOA1C8w4Dsq740oIQrLAasYqIweFD68/keXAq/17sg7YtaBFKTlQonEaZ8L9zJ9+OPKyRP7ddOI0JGS4oHHh0e6458jnYeFLvLIukeWzUZbCcrkwHgLfvz85Kzsr5yL8eTauqny9XB3F/s2XIDXUmzTAENDk8pAuCVsSYgumGVaDxfd+DhDJBFkIQZDRUPNsnFaM8qWAFGS4upK2+umbVpeMlsMrFpXCe4qNhJeMrIUY7wjhxDIIFoUgF+Iwk7NS8koQN9yrePoRkUA4Jsg1I2828hclijIeCkEKYZgxCyxLpbNDc4ZXw4e40zzUIMMsBZWVuE7EfHB0nwY0ZHKYiWllGBdMhZIHJEN4CS5KPHr0xBwzIoFpuCNIQhYvIFvkgElgSErEiGYEs4rUDwRbkLCgJWI5UFDWoE53kqP6llk9UmJUggiHwYsyltnTM2l1FDQ5x2o06hCNwSCroEtgjcI6QCxGKB5NlEchLoVUCgQlxwKWXPaUgsTFo0vONZ1ADNivonAGegEtmL0HGRGdiCTWEBzFJ1dPKTYDS+WHU0BKIXxdkeGAHBMqFb6RM1auSIAkAUgs628xFNJPaFg3PqRai0WPKJFhMEJcCOmMxiuR4CkSQkRjcvlfL5AjXA9uTxvEI4DkI9hMKP/iOocdK2eesbBip9GN7poQPWLzCCUg4SsyXj31V4hQViiZbCeynar8HlAWSly9Bkga3dG2qhsZxgxRSOMJyUb8soAqOq2YKEFXl+BCjWKwUmX0BStnsk0og6etSAnjCukFlQMqgZiEoOKp0kLlexZABuLxPWaC5oxhlFAwNcaLeOTS6YiESJBSHf4tfVhEgxElE8OCrge4HCiWycMFGxWmjBQhhRNaErZMlTW7EyWWBij5tq1mT4UwCw8PJ4YpUNYzepnRcGU+ZN4T+LgIr3PgME+M7xem+4VsI1/tRJFXCD8ynM88fvrKT9zxP+Q3xDjyt6cHxmAM4xMsxvLfPX3W8P8eiO8CYxwIpuSXH9Hlyt1VGdeB1+OF+bhwXRbOP33lt5eJ7+aJ87vI08fEdIXTi+PAZww5CI9DQouQX6px9uGMaGL9cSIV4e6YiaHwcIgMDEwxo2TuY2QYBv7xeubpa+bu7oHH0yOfL2ee1zPPnzI//emV9/9H4PD3EbkLxAcYsjAtA6IRK0ekwPC6Eli5Hy7EUAiL68zxMWFTxMKVlQznjGYjXzJlyax3Qg7CJMYUMukwYY9Hr2Elz+h6JD79DtMLWX8kLYkUH5Drinz+iUkGHvSOECJPy4V1Wrj+ly+Uu5l3+cykyvsvE9M8oMeAjYkv4cIrV366Fl7PyvGUCI+JMhhLCRzjgcO7d0yXlXfLK2PJTJ9mggWuNjITeEqpY/G/7apnxHC9pMnLUHWlUGVZwaPyGyp8h+K34LJvMxa3iHUM6TpSqwHhuoBJM9yCENyw3sEyVH2zyqxVQG46jGitM1jbdtyO7ZTEajepdoBu0xZ35jdwTjOMddRrUzHCxh+sKztSwYNuuG0FnOssIJRN77Gq63ctWJCm71WEs9mK69Wp92FnbLhV6TfS0DXXNr4NWFdl+67LVjUe6QC8bu+x5tRpY9u/RHrrvn67lyN17EorIG03+s23XVb1j2gtLU+qxvgG0qxjaVkSeqIE14ul13DwZ8GwEnGd/1IBZzWbg05gkMLqa9TWRx1gIbI4eECPUAGLsJcO3C5D75NgFtlqeVTAYJ3//T6UFkmzKx7tjq1qnwh+fkLLiOGaXj1T1VlnApJQmRCzrW6UeQ0xk5q+u6Zz9oLbsKXjbos71vlsmTgWgqyoDp7qKOQ6t4aoIpaghF2EiDv+PTtC7WulG6Gm525zTtWvRbNPW6h2AwIwIqYuP4qiNWpEQj1HDRxXqoOwHZuWgv2vcEK0Weh2HKuRRQJN0xXpFIOt/mazCZnr9Gx6cbd/djtK+6Weedm9uTXXTzC7e7k1gnca2ewg7b3NnrMzhO1e35+Ffr73roWbvnRU547+7hyBm2F+a/Xte96KM5tzs91f+9ccVN185eUGdm/aHBm1j93+bjtdoI9uc+X0LnRn389l+j04voHT2zpu4G+Qny1oW5Jvk9v+N5wQdTih2246rW3o4GbQ6YtiPTBnN7GtrRtqvr3lzdxsC2jb780O1payMSyrCynsnCN1Vze79LZX2xm72e+9x9LfuuuzM8DOdNhvILZIhrC1JXUepA7G+eovMDSoBsr94bvdcD+7dufmxoFVP9wf9d7Pn+29nV/S2hztDzF9CltIjrUCR+0g9X7IdnB3Pf55335pKFsIpzc+1T+9SLRU1L+Qq4OivaCwy3nTGRI93NNuiN6+Y31vWkvvs7A5GLxtQ7cwsD1Co1kxrYY0dmNynes+mbWIjOHPV++7dYRKzcmpO4YhNR2OGcjo3KU7M2IVxsA6Q2+jSW/6X38NbRc3AcwPhFiz6MbdbmnCQWuz7cdqdO1Ez9hqX9S2rR006DUspBVkag4Q3aaPOifQjSCoowW6gLgnmHUTbnSgUf62Z8L28xeI7L96dVLRaFxF6lSnZ58PqSAS2R2NRtPr1ErQKtfWm+p9DZUfem2Eto9qhITWc7qjO9t7Gv3c7T3xAvbGvjPtP43ByW5YVkmkbU6KinSUGltsVaFqDi+z9nttszMf+r1t/3XHTdjRteZYrX3v0ZlGEz9uo0vYs3ZoxcB76r+ONKh7oKbtq1nXNnpTHX2h0qteB69H4LX93Yn+bgtUqmBtBuvZCXKzpaxGZWy1I77tEoS03DEpfFzhmOGhFCYrBEucbQXuIHzkx3ThOZ055MKxJPIwMK8jQQMpf2YRYw2Fc4788eHAuMLxpSCLcfmnE8skrIeFKJlpTpyKMS3PxLJwuN5jMhIezujhzHVSlmJcykDMAYYJ3hVKHCkxUWQiyz2zCe9WYZTIl3Qgh8JwuBACPMZHBoX/9GlkEbgOz/xE4fIqlCLcLQvv4oV315FDHijDwvNUsPnKYVlI68y4vqAW+FG/53yZSV9euYsn/mZ4z3Wa0cdPsES+Xk5oUPKHQgzC39tKzIWTfCUmZRo8HPusR9Y18jw98/r4heNvYHwQhlm5W4z5aqw/Kt8h/DsJPCfjixTOIvy0TNyVwm8+X7FFSE8HGOHznaEWWJ5fMCKcnGfKy0w05eHTyHQZSMfCcrqgq3E5J4ZyYdSZKFNNSnPlMnymlO/Izx9BlGG4sErhT2vGyoLNKyUb8ZoZBY5HP/fffllVZA0Ww1ZzAyKBmN0hGer5KlNxdJkDzmiKuwlonLEihOrv9fT+hVAdv7omzIRS6yDYBSwU5CBILFhw1LgGwUJBtWBrQSNYGghFGA3UjGyKheROxGJwAcyIlr1A5jFgIVAOCSUQFlAL5GQoKzFciWTK6jUvclXMU1RihCnDUDydlJSrG/wnI1tNJ0dAS0S0kMpXlMJyyEgQhiEgQRjj4FEZsiC2InlESkDiFcTrNKwSGXIkKIRiSDEkDJiELY1ykM4vJLRItUKQyFSSI9ND9PVYHGAhaXGePrhjtoTo6ShidvSigBIJITMERTQRiIgqYSkUFa6SKEFZogNgglwQIsmO7qAaXc6ztexk8G+kcClVvumRZaEsiC0QDmgYkJyw5eCSUqw8JtQkkSpOW83rXxQihEI6eb0vHR1hGLPXRJD1ADKw3hV3CJggBVLOhHWFcMQIaJkwHSgoaoZxQORACAuEKx7x4EjJEnAjWlyB1R0OZtha01zqvfO1fEIsIevVjf/xBGNE9EycF8K4+liyUhbfg/FQEXMmniopH5x3BcNrY62Aobk6psydonmoucSKp8/UySDiDjAZCat43ZHgZyNqIuhYdZFMGAU5jKgGLDvyuKyx+h1cZvLip5Ecrk45gsuHoaW5HDNmQhbAEhZmLBXiOCJDJA5GMq/JodT9aeop0YqvtWYHRORB0Oi5takGI1Av5PkrnBAh+z87jnAXmYISSuAoxpwCa4l8zQEkMB4LKWakLERJSBDOIfKa7tG7iUM6sOSR0+sdAwMPGEmNckme/ujB0bHrk5IXIzysxKhcSOQ4kYfIEAQzj64a7hKno1exPwdlTUYoBRWYR6FIYQ4LGiLheSTOkWlJnt5t8r1z/XAm5IGwvgeE5/uVEK/kr+bRTscrKV14XUaWdOQyQhqf0CRM08RpPVGuhaMk7NMF5pHwFGEU8v3ImiLLFCAXTuVKRDmeDgQ1bFlhheU6eITZ3RmJ6qjdYsidIA8Bsxm1hfX4Dh0fiEPhQCaUkbF8JKwnTDy1ipUIMZCzwaDI37sD/MvytUfIEY3xD4mSJuZXYV2NUSY0DSwCxQovrFxlId0NvJtGJhMmC5D9fEWbKOXAFCO//d5rpSQtaC6srzOo8b3Kr5LddiSuy+I7G1X7zwa+7daEpu/vwGuNJ/ceCK12YUuPi7rg2hC2ft8eBUyV5Tfj0/a+Juvu0Uu7ATTVqb2rIZjfRCNj9FG4wW1zFvBGx9mMLC28oI13p68Lm2Gv6rzSZf/dfGwoITbdrr5j9/pNN+8SfP95Y4yUZhdo31d9taUavpmfNnB/r4Nr21hru2/nSaDVLGzq2mYIquP8NSHTre2acrjbFMyQFhnS+tFrF2zvd/0t1Wfd0BqqDrjN0gHX932eu7OsOclQl2vrOgsJkYiFhFis9oMWRVBn0fx3j0psDreaOkjAelrmnTPImt7V9Glhq8Ux0CItvP/Ov/v8WgFWICDqUbcSAkGMGJtzq6b4FudvYtHPn7kDvyuQbeJCjTrozi6rvFgRzR4NYvXM2FCNxzUCotR6ouwcG+2cdu12289Nz9/OUKtx4W02wCCyAfJEWz0JBxVqNWqb1vTboemmZd/wv73X+m9284mn1Kpgnt09t4Dmqgtb2wu2zemb9trPDmjcAab3J7QRoJtP92ETwM+Bxc2+sI1js4ZsERb7T7l5em9LqTRpZysQ29snNpp1c7X7+3DfzOfNHNQdJm2P7D68aVL6fNz08/al/8pqyy/IVG/B6LJbr7f3tTm57djGuSoc/xvp21/phGgheVJD+esZ7KE4te87zwlI3wx9TaJsTlKaUce60aiNIXTvdrj5fD9RKrUeg8luz3v7gZ1Xuk1qRfF7UetK0EVQrU6LNqVtk/Xn3fjawf5VaG4vbWaqZuDb7782D90xWefjpr+wfZGc6fTt8Za3Sv9xs9mkja/xycboW9vQHQt9Q90cDNneFavC0b24beZtNw/1AFWi1AyEotXd0bhyW4Ru0PjXr16cq3nt5YRHJcx4obvBJ4jVmUCpHtewq18QBryWwwAsYC2prxNjs3QjPPRBW65rbmxRDfWYdgmjMo4qiLhDqTo6ehSEj1l6pECAMNYt2Iot1wLcYapzUwsy1ZBHQo0M0FqgUI64sDD7eMRTHHg7XmTW+xDBxm3exXYhWrr1H0NqKiTTSsClIQnqYvWlqkJPjTTq6ZCsRXhYZcg1nySGh3lW9AsJkTs250RTMHfzWhED/t5cUamtS5u0udGAvhvdGdXmecfgZFes6t+6NjJhndBYMFrKkl44GacX/t7tHJlYL00hUhV2E6yidkw9IoZQ03rl+lxyR0lzTmw0tE5LF/aVlvpKMK/BgX9fmsHfJT4Xayod8ib9Xa3EjhanV6ESupbiycMq5EYUbRRRWzvB+hy5w+ANfVHvhtWi0KEKapbru6LTUa0TKJUQSouwqFEn23psSIvQ3l35hrZ11nrWYnUI1/5JZVChhvr2Cehbb0ffm3NENqZsSk8nJZWYd/RJnSPtTogWJv1tl1hgnO8IOfE3a+FdUe7ywqCZL/rKSwmM8kiKP/DH8Z/574dn/p1E/j4krtzzdfnAYE8c9PcsAZZBWNPI8j5wN8PfX1aYI6//7YFLgufvXmAorDZxp8bff/7C3XLlNJ6IMaEfPlPimaueKGWirJ5m6DgKx5Og2Yu7Xgg820hcMt9drxAiP8Y7JMwMR2UK8DG9J18C//WfB85WuHz3zHMonJ+BWfivw5WPwRh5T+TITx+uvNwt6KfC6WXGliu6fKHIB34v3/N6fmZYlcfpkf9w+h1PwxOvHz5zfU38+KcDEmD4oXC0wn98uZB05iX8SEY5jidUIy/ljrJMfD3+/zmnz9z/7j3TdyfGFyFdhPIPiv2h8Df3wn96MP4hKf80FF7XwOfrid+cz5x+vDKsA+PlnnIv/Pg3xQ2DX74SosD3CUlGuL6QFuP9H3/gIU387r88wf2F/9+Pyo8vA48vL0zXK8P9A+EUyVw4Tz+il4/o628YTl85vPsjS7jyv5ZnLwh6FcZVef+aiWPEPhyddnzj5UehKnoXP6RRI8E8t3uIlb4EQ6eCHlZ0Bp0bnfUUKxpmzxe/VDo4RoIoKXjtmHkeMI290LFpcsPTuCBD9qKmmrAoEAqlXFBdkMMJ0pFxFQaFGWGmGiwFLBv6bMRoHCaFGOGYIAr5OPhZfx5QFfLgaLFBLwRdKRxRTZTgYkFMSkiFcRHCPJBVyeVMGpV0KkiZKOvJa+GsiaALY3nyXOx3bqRNoxBCZIpuPL7wipkxrorkgIwvEAtzeCTHiWkdiCUwlJWUs+dWiqCpoEPBSiGszquDhOpwLUQChzIgBHSo9TZm9dxFRy9IGCbxVFAE1ARLnqNZpbgTQmrFKTkCRySfEVsokpiDOyHyIERbSOVM0iOxfEAlYocRcsEuF6z8Zdnthr4BIQ6IRHJ2Q09gJlghDB6BkK8DOgd0Mv8nRhFjQCsSPqN2wUhkjsRQSHcrKsIS3JkyaK1B8HryuflwQadCtBFZhWH+ibBcycOIMqLF9wK2gq2E9EAYHhB7QsLFHQDZfV4lGIGVGBYkzOjo6ZjQ4J4jewRLhPzeN+n8T3gNkQdsGAn5gqyrpwsMsGRjXSDeCenOa1eoCjon9Jy8CKY6yjTE6ghZq/aQvdbTZXB+enx1gEp5VGwIBB0QnUgmSC6UKWFDQNYRyhENV0wW4kGIxwmbwS6FnAPz4ql5PE1ZIEjCRMm1loVElw/iivPf4wUzZWX1Gh3B959MkThNDFyIrCyaWU2r8aIgpRCzojnAmrAE62SoBgru2IyzK4Zalk13+Zb9toKsAU4T9n7kuMBYIk8B5iEwLwOv18jjvfBwykhcCPnqkSchcE6R5/Ed6ykQjwPrGe7/BaYC71QRNZ4vjpi3dy7bzF8U1Ai/m4nHwrMl5jgwTkZSuJsnDnNgejcyPg6QrrykCyKZkAsqwvUYyTIzpycCB9KXH0gLnBawaeV6nFkHeDpEZD0w/elvoYyc3/8DZTjDPx/hp8Tr4QshzTxP/47r8JFh/DNMXwjhgSk8IAZTcfCT/vGV8FKQP43Y+4H8fx5ZkzB/gLRm7pYzg8Dhve/rfD1Trsr6OrKaoIcvyHD1PV8E+XhHeBjhyxV9eWG+/w77+D3D/MT9/IWYJ+LlgbAOmGQUJanThctq2H2Gv7+wrvDn/xFIeeD+eE9UYfrHAV0DTw8H8iCM4jVdXgUWLVxZWOXK6XHkcTySnozhGVgjLJGyHsnLkcOHxIffCbkor1dluVx5OX8hUfgb1a0k4q8hcDskruyzF6AODJKaqENCl239mej3VafeBmd0BcLroRg3qXirvu0ie70/uO4gvThck9fZ6atVNK/guGYE7QCe3udd9Lg0fYcaZdfeD81esll4Qp8HH6MDtxBp4OQtWrgZaKuOIMl2OhK0FFIt8nhTAnx8UvXEFh2+gXlryqReM8OBeyLSgbDWF63qp7Qoex+DNTRtSw/UBi3N/tH0ZrrN5DYXfPup9NTN2r5vevPwM5vNt13i4AHc1qViHgHX6nsgDlwNgqKoKEGp6XUTxtAjCVoVPUGcdiOYHDEKZmearm+AWqr2nlydEA0cMfjckvAaIAvS0yVV/dmkggqa9pTcoV9tMBp8PkPd62YLbX/2lMZskREexW+eFcRHSUH9ewsIC8EuLuDZiASvHyVixOjRBaXgcmw41ufGuhkv1Y4RsZZJBcNC5V219kgvEmle9LuliTciap6FwmuFJqRMCAXChb0txbdOcPkVaLVAVXxl9m2aBW8vZIIYQcyd+oafAxt8i4YKVAy+f6XWHTPWatMM3QbwzVczRextR93e6XvS9jebz1rviDRbT/2e7e/NoebtdL28t7wzgvRogWaXbZr31o/2jg6S7PfdDMfbsP0zYM2ZWfv+dkx93tr6sfvsxrq0c8ZUu7X0edh6uM3cnhLYjt7Z9pHAPm1eS9G02SPb92zPdhB00w1lR882O0Zz/Gx9kpvx+Wzu6Mvbvu5nYIs2ANvf+5evvz4SYu/pbN0XqgHG3txamWCbj/Z1c+Lf3C47oXNjnluIS/3lBk7vn8ltK/6zMaA3aEFpzKw1otvk37y73WG7MW8jfjPS7dm2Kfp+2gsDYWec79bUrS+dnentc3um2Nu1rZ/dRrtvth/WetfN5302aYW9m6Dir90f+P3dtn9wdzD3AsOtV3Tr/45A/IXLbLc1RfBC1a2tVvOh4Ln2IkYtmkwfRE0B0IyCTVLZ92q/AasXWwxpkQAWaptVKJQaUtoP+ABhl36IimpD2JAWcnNYpRmA+vwnf7YWaO7MSXRjdi1UtxnsmyefoX6/1lek+spbofAWQQLupICtoPUOodJ2irTnuLln24I79MVuRhtS1r9XzFoUQtsDFTrb6mt0ofcNmqMV6BZ1g3eb5Ra2SYBeSrl+13OEVcGyI2/iti3/jcv2o+xHczdHio/JzNGngf2W3+iI7HmJ0yCrYZSNCQqy45G+1p1EWo2SkkbsQ0cdNSCiM2Y2pqn7jux/tCiDyvbeRC2o1vNfX9VZY6U9jtSk8ue60+tn/e9GB9rUdYbexrP1+QY51RxH9UxIcwIEPA1FJ0qNycE+LRLsnGs0hk1lEdLnn91cb+vVOrwb9H4Gd/Q2VMRTH5a1t29MdztD37rbcIfJb1eIhT98jXyaA3+rgQcil+nENQauqqAvRLnwN2Hm43jigQOrDSwqzKvycl5gDIRpIgWYNBNM+Bp9R30nF3IwTlwxUz6iHERI0xHiSDgFhqFwmCPDMvGHMPEUJveJqpGGwkRhWZXrUsijeYDGuDKEC7nY/9Pen3U5ciR5nuhPRNXMAPgSEQwymUtlTXdPz9zTL/M63/9L3DsP3VNVXZWVCxmbLwDMTFXlPoiqmcEjSAazT71Bzolwd8AWXUVl+YsI0/iBIp7aaQe8mp9gErq7jj3Gbo7YaUePUkJhJPDRjDtODCTOn+D4JKTzHZJvGWLPEHueo/AUPnHIT/wmPfHNPJBOmRlj+ueOOU8UPpEl8pTvOWG87c70Jpzz3h17e0+1EuWZUM4cUo9Mrzk+KKONhE8d+hwJc8fru4DcRz68jpxGkCPsTHgbjNsD6G+VPAWePgXSzjiGjGRjCK7EPj+4Ya3bDXQ7mKzjWSMpK+UsME3cpJmkhccucOpH4vCRDzeBY/mOw67j1f4B6yby0AMZeQrIXNDHTGdCxw6ImN1ii2D1FSTiqTQQZJQabOaiptYzJ5vWdEEZLKE1l7QY1QBt6FiQ5Gl9inbM1Hz5FQkX1JW3sqtRiaOAuZImc43CkuR5z4LUXPyBUAohnQklItqhBqG484tj9q3fdRWkkNCs6KmrR2Y9G0qu27nz3MKpQ7J4GqmuYMzkTWBkyoqUQKKQg6d5CFmhRKSi7koCPM6CKMI+dB61UFGHeaq5YqWmOOjBOq9xhMxIzpDdMCAdlJDJfU3diFIkk23030OHCBR1TJGaOx/SlF0JzaFGn2QIGVWvGRXoXGEtgBkTO5LsvE3i6ROEGe1HQszkMnuef8tYETRDN6kXJe92UDqPhKHg+ZKNskubc+br1hvBnQ10bqwoOvt8tUDN6M4U0Zauyo/8oAI7RzM6Kw+o+U2T7QA81akVjNEjNuLgZ0DyCAHsBGLkaBQLZDJmM1IKoXg7PA1YQtIJsYSoF6gswdNQmnk6MGXElfoDUFi8/HQggdAlX5fzBDZXlH9PYcKLrhvMhoRAOCjSK0WSi3OTuezQqUe+1JQTpXcDUcha8TFu9AhNzuhq3u5idY0/ouGIHSIMCmmA2Q2aVtdikWkBSFp2R4pgdH0CrckMSkCyG+atnsXq1htPEWlG0VjXhhuA3OAFatmjgaKhKoQyuJE6K5o9oqbkGV3SQjobKFb3CoakVPFeG9nxF8gUzq+1ZuR8JD2CxIkuJNJOCLXmASqMO4NdIUxC99xRhp6iA7MV9iUxhMI+ZboEeShoChxPB5TCbv/s0Qk3mQw8pkJO5vtGIq9ngRH0ztDBKA89Xn5c6CYlYsSQKElIc4doxLSnC5EYErlEpvNInpRyDNgYSX/eUSLsuo5ggUFHgiaec2EWY38zE3JGk3uMlZGgZw88mQc0dkQJaAn0RZlC4Nz10O/Iww3WQ9aZuRT0YSZOhf3HHhF44kwOkHdC6QJjSeRixLBDiC7TlwJJKJMh/Y74KiChQ8ZMSYWHYnQhMxwmjxoyJYbE/q6QrCBTIT/PnP/mRez7CQKZEkaPlosdZpHdzYgNmYxxNMMehTCCTAeIHbP0YMLueSJ8GJF+QIYdiSNH+5H5JJS/iDvSY2a2xLyDYoFHuf0VmsKy6i4VgI2NhrZyL4XJKn+/0KWBJTSYWqOvAR4X40/TMm1VvTeiNPJSp5CNaGtVB6nytlQUvLWnNQN/a36T8+tz/eYVULgxLFq7rv69Dke1TZin8mtKkeB6Q4tovkg7/cKKs/wU2IIBXeT39CRNL1jr5LHq4cuo2XYy6t+26h5bW9D29VVHsKUWXX3dBg1qmwFoU7Gi243VntXmNq99+lVkLFkaql3DHQvt2XUeF918HRN/b6o2GtefihU8PZK3usWAtEgAaam8lrTGoWGc69iVjS4013+bbAji8RZed6ymgSqpOiHaWppZ7CvmWH6Dja2w9SVXZ0b0Nm8Bsc3GVdMqFXFdWevYL9aNjW7uVA3qtW6n0ewONU3xkpXBHStS2vXV0L1EZZQqFxSsykm+ArJ/JzW6xKyi7tzWtNjOahu9N6nuuVxb1FIms+xlV4mbM6vaijb8RKp9xUItji2d778lyufX0cK+li0ii49p1a9t5UFbfrcq/kv7FoR8ix5r+/SF3XdlonLxub/SNu/2ey9srssTvgQ//cIoXETesNqsl+5dPsWfa+s1Lx+7NFmWVP8vv/q8YZsx3I4pfKEXm/F9+bBmQLnoQLu88R3b8OwN71uc01b3dvv+Cy4FWR3YCzC3fv5r6O90QqzsvYGnVYUWCtf4nuEV6wWp9sDGGH3ztZQjbXPV3iz5XBfwfgs1bCFLL/PjlxaZUW+qDRBZD2prVsG2i7eRCyZLCv3F4VevX1L2VyZitTBJy/e4PrA2vn3UFpLVzWFNkZKaRnI16C7+Sa3jkeuAlLYU1+UumzYuXvsFvYvngVsikqTVhnE0t7A+SeqYbRyAwCoQSKlrtc5rC42q71nCxuoBvjp6NuNhLRpAL+fza1ih9Zs/CsIR19YijvxvDoGhMvTGiOq8WM0laxuxUhtyvY3o1gAePEqBCpNs0QimoC1iYvL3Wq3foPsa2bAeoj5e1SlSBS9ra10KFC+a6fcoRvXCl4c6bkOdjKkeLh0ewlgHsBSszBge6WDMtV0Bkb7275INL8iTCkkRqymgbEe1AtSJ9APU14ogLWTaYt1S1SljM1hFRdS1wOLVjtC87xhrIenG0c7eX6kCS2le1rZpgiNarFkofMxt2dc1UkR6TLtNH1s/PbOuz+OOtcDW1zLGFuVQnZSitELGVqMyrBrgJRQ3BBVxA0NRz91gOOoR1sNrWfwugIaahinVPeOpF4xQnBskc/+zWF5QEQ6ZbVFWqwOiGdvb4WxVVGy73S4O5+Vk8f1pNToDFieEOwJ836uaOz2KYOqJFQRF8QLkRczL34iw5JEGvMh5e3cV3Axq9ex2DvpyElpazoqMroYYseqbsiUV1iIEbrwlnraO5cD1Gjws+7G0s4ENi2rCGmtIcvUMrY6YOncO4inLUWz4+y8cEDUP51qH5CspGuG/nphuhf/+P284P3aUEPmtCE+ne87TLWcrjPaOt/KJ/6rPvNodeLO/41g6Tlk4PWY+TUduu57f3uzpi3B3mslF+WvXswvG/8kjMWQ+MJExXkmgk0A53GHSE18XtM98/6eO+2Pkx/2BD2GHzBOSJuIwsbcTpynx4TwTB6V7o8Q8Mdw8Y49HTu9nJok87fbsrHA3vaOTQv/tjkECt+MOnQY+SGGMxlMZ+WQZeKBY4endHZ+ed3SH7wi7V9zdGG9vjH8b3vPvw1/47eOJ//vdA3PueRoTp49w+ueBeT9Sfv9XxrDnr9P39Aqvdg/sUDhV9OddRxCI+T2SjVfja/anN/zbX9/x4cMztz8Kh0+Bt9/s+M3bnvw28Ke3kae/zOhfJ24743AwhjvQN4HpFPj458ikmceQ6Ay+jz3MgQ9/G7BOePWflbiHc95ztsjHFJkeZ16dTryZZp6053HfMR+eSDfPHMOB4+4/cV8Kvy9/4zl1vJ/3yGzohyNhnBk+zfSxY7i/Q6Qn2j22Td33SySQ9x0WlN4EnT3dUSmgZBQjlY6cgqfemRMSI9JFR2GXguZEzDNSDE2FOfaMdo+SCJxRCjEYFgvjt4USBH2MyKyUufeIDjtimrCoWAQZFck9cZ4ZOGF2wDSiBTpz1H96Tl7/5LBzZ0cGSZH+tAMx5pMXCC79BCqo7YGAjjvImTgk0ELOEyUXJLvxeE4D2SJFEyUIwo5u3gOetqPkgs3qUVgxElQZuoGiwqjZ7W+n7Epu3ztPu8kUzYR5RPOMnBOSC6VPbmiOCQszNkVsUsxmLB8xPWDx4EDPYIgFQu6QOTMfTx4RET1tDoPnIlZmPzvMzzpNM6UYR73HQs9QHSdRPyIy0+szXUicz4HpXBX6bGgJxNxhO8V2fS2WnfF85kcPKpWOlwrZL1Jwhdt2AxaVIhMmmZCbiOPyQsD82KjIatsHym2HlYLNHRQlWKQYnCviMOQzYpliz+6E6AEUGRM6Z9CjR4LUqIuiGStnumyEbNhujw2Vz02zFw4PgRw6chy8tstcC3PKMx5lcgdSsPjoZ1HXIxLohhFlRtMZGJlOPSXdIP0EMSNz9uDPYUd/05PIJCZIBZ4z9AHddWhJxDRRQmTaD4goXfYaP2ly+aevZ5UM0aMWskAphP0PaDxTbt5SZA8/HJDTPRafkHDCZKTIGal1QpgiTIHQFcIuUzBSMaT0yBgxdcOzFq87oWZI7jA8UsonzJ11cc5eb6RMSEmEIIRekbyn5B3hNBOmiWSFqUwUix6hgzucis2IPiEYOhdMA7K/ZalV9QtUAjz9XkkY+d2PdI9nTt8VdAB7+5ru7kCKXq/geCg87hLDO2X3fke62zF3Nygjt3lkL8ItUGKh3yemecfH53s6Kfzx/kTfZ+xNJmGklBjPoN0tqpHfnI3DE+TfFcq3xg964CMDd8wM58ROC7t+4jzveH7eexR0uCUOZ3a9cpxnHh9P5HMgf7qDEpAPSheFN28jfR+4uX3COmGcM6cEN68m9jdG+tuR8nwm8kSnHSRhPt3QD3t67YllJmbloe943iul3GK335D2Z87xRyRP9D880p8jt395QxLjT+N7zjsj/+4eoqIc0bnQxTuiRNdd8kQehRyMcHdHv++I5z3xOHO0zIMZt/3Em12hpB4r0A+Zb77JzKdM/OvM+SicH24RMQ5xRLvEOT55JFb/Fg2Buzcj4SbxIRRGlNtnGJ6VcXgDoWPMZ87TCO/OdH/+gL6+Q78LTHbmk72Dxz3vf3xDdzBuvp9JYWa8A7QnDd8h8mvypq86dTOsNTuDLEYQa0EDbJFJLXd/sxeZVWODVD0RoWoANPOwNCS1FFrksAulTeaucm9DbDfdjMZobWnzEqxfaj+YnEcv0QhLD/Hiua0TrVBzWnS2Bkhyi0KpsnK1+1jGikfDi7ZCx9UGoXmjn6y2A7GNXE1z9G/BS5saEksrF6PTcm3T8mVzzTq2xnY8mvHtEoDWshvAGom9ArmaXuPf23JPM84ZujhbfB3UyJD6/F+NSge3PQBSBhBPi+qZBhJCRuyM2FyR/DV6o4CQCVQHlNaUfrUAs0mohvqWAcJ1GXc6e5YDEyhywIGO7lRvNrRmZFfLzdDh71b1Z2kA6XB0fk15ZL6evf6COnii6pWIkWoKJC2zg0qqTcK4p0j06I7sCqRroiNmUzVzdK5maqalYzSDVG1YQX1tZprz4VSn0uXFZjgUol+XCoWEx+mVRfcTBoQ9OBwKI2Ey0uwYix2qpfHGkGQYweUoEaTWvGhJfP30KljNgKFW9WJ6HHSk/qQS3e6lpUZL1v1hGWXCpFBCBqLLwSbVnvXrl1xd1XXOms2xmTTanrS69GUDBKxOKtYdWXchja+1vdmu2TbwUsxUlhdTwUZSGVnLmtIiqKigC7ZWn5f79OJLGi9oDrnWz8XWWpmmtD0EC39eo8k274C1LtkX+JC3d7HIvBzpOsCbhi7Dsj5lcfAsA2XVrrsZL7u47XIoFi92+3zlw5cRJrrebtu223LWLb6Neua0Vn6NP+Lvj4T4bDHb5v+NCWwdH1avVOtoa/hLP/TmJmTTcTeayfqIdXdcNGqz9GwzOBuE/8Ud7UDf3rt4tl+OYsXmbCdPNve96HM9bZZHLt7DzaSta7cdgO2GJsesY2UYLUd+c7Is5WjrgdOYgY+ZvejS5Q5cmrr9eGl3ZQ32YhSsHuObTbTZGutDlu+/tBN+idrkttoHLxdcDXckrcEYi4AXuMixb6kyqtXf7D1rAka36UUTLIwVWS80xCJEtkj8msSYJbWR1rXVCl0tY1nTal10w2jogaVAkxQQhdKOpdrHJQS0hrLVMMd1XF1YqNA+PG3PXF+/7h8P3WxIjHTZZymXbVxSgbWw1zYGqToytg6GuqAXB+EaesiClGjjRG2jYsscwCK8AGuUxIrq2K4071a+3EQtfHd5VnOMpIv7fp6EiyLu3v2Ff1S35dqvukTEmiPQNgfvhmw78Wvwmx8cLIeeVT6JrSL0UsRamlKyDBgvFtTFIbvGsazOzOXW+voVRcPCh1vLYItaqDOzOZiR7Vi1H+t6MmhhFu0BC79uj906E5YHLbVJ6p/Ll2UZua0zdGEVC2+VOg3tkKzXLXxiO2Yrf177KBdnu120bzNAW7TEgtyRF8//eRKD3TkTFO5HoZ8EiyMnHTmrMg5KnBLdWdmp0tnAHDMfwgPPc0c5D/TnxG/shp11HEpPTyF0z4gofZ/REvmY7lAxRk6oJHT/RAhGtgMZQyQQZtApwZS46TNvSZwlMIUDXUn0Y2YIE/v7E+iAvb9FB+Vwq1jNs12yMR7PBLxPIspT7DCNdBUNqlboKNykQCmK3GfSYITxxH6eKHdCvhuZRDmaIPmZVynTSeI8JGY7MfKBMc1MnKFP3IWePYqOnxCElJWz9HQ1x/5x7qAEhrMhs3F6FqbRsA6iQh9G+t1Mia84a0QmQx5m+seZ++eZu1vjuwGkFyzuOcWOp4pCvqFmwdlFN6rPExbgqIGgyi5NaJmJR0Gsp5uULhck78jSER+f6aYTnSQOmtnbRC4juXTklJgk8XSIdKGgZwM1zkWRZHA81pf/CiquNJbg69XBZuLOTgVpafIs+dkZOmzoES1oSa4QhkhJhXQqpFBQPaOal+glq85lmQtaBMmxArZsMa6LCTIHZAqYufJVxJhVHJHOCZMMYa5o+AhRvVBiMTwSTpmpefM1+fXmxVxLdkUuV3Q9Nc+8AxMCZr7+iiRKTDWthaP95mSuswXxoyomzIyUPKJGVN0pGwqWBUkRNa8d4ce6ywKkPZQOyaBpRoNVo3EhIKRSKGWiGBQGxDovTGxSzxZD0oTl4imW8GK4DY1ngGqoyp+nn9RqcLDsCD2lgkSiQAgUenJV0lRcNyUaSKZoPWNGj7bIc4v87BFqIchfIcc57/b6IJrnhReb9BSxGp2hqA2+LnM1FIkbEELKZBMyscoWRzChz9GvCWcgeyQACtENCY62lhrNUnl/aMY/MHOTgqfdOLs8Ii1SIpMzlCxgSiwRkeJpQxBkrrKXeLpLTQ2/OWIyg3pNBC2KRXfCmXrtEA9qrZ53DZ5CQT2NiMoZ0Q8Iikmssn9e5Awzauo1Q0PdX6melzQn+ABJ/NzVyd+9q8WttaZda/shGUgH/Z3XD2GkFMgJQg6ozXUso4+NKa1UF1IcIVqBQG5QyIh6mRYNgiUhlSonE72+g/mKLNJTzGublFIoacZypsy4ETX6fEiuQKCvIDGhGzvElMwtFjosTmiXyU+R8hwo50IIHqEUyUiAeSewS/T7GTklwgNob5TbRImFPMxAxw4lZON8nEhTYqcRRdnNHsET6j4b9zOFQkgBfVJMZnRfSAInM8fwFJjnUh2fgRwmCIkQC73BYR+ZY8eRATJ0kxHVjaIpG+fRC9mTe1QjUz5jJZPlFUXvMVO6dERyBAI5nZhmj3zK9wNz9Fp6QQu7MHLWkWQjpATHQEiR510PWugHgQ5yrjwzC2Q4F3EHWS8EgdwLJShyjsSxo58zfTohIaOhoy+ZnBNkpcuCJiOdJ7IV5HUhzIHdY4dqIR9mSjRk6gkECJ52d5oGRHsk9HQoqYN8a5AT/WNGvpngdqZ71WHjPelOscORbIF4iOgxECdHHidRcghI74jiOM+rTvj1DO4zzdQ/rkagJZK5Xkw1Fi4OiXoZbAXrup6bHvriQtm8c/mlyqL2Qj9ojoOt/tHk5W1o8JJD1j9odeJWc1TTIZpc3vSget/ihLlUexfHwUbP2JoinTYRDttOXYSTGxeFdav87frYRl9Yvpd1XC9uaudX01PaD920e9M2XQ23rW0vM3esk7Dqhbb9e5k3vbzs8wb+Mr0wTC7OAJtZowbCqhItup4uqXH9zQ196nzbm11tLS29k9QI/iVGoqZcptRonq0eGza/yzI/iyOp9ttEqlNrqyt6Q81cLgQQm2nOLGr652Vf0KIE1olxe1xY3uOmwoLX6Ku2mQvd2feXsTpdPILWkJZCdLGf5LoXazGxWqPT3+8yp9lmn9j6Jj8sV03c05spIjOLAU+ojhyrALotUK+2vxkOpSz6qFR9dZF1TFgzdVAFO09aJVbTWf1KlPq6htfIItGNcrxc8+K5L7+m7XvZ/Fs5wpdv3H5ql9d9UcWWzdUv27Thddhl85cvNvP2wl6zUfe/TAuLtpVvbZwDlz/kxX0vO/OFF63I80WevRySF8+oDNikjd1P0YVF6yeasLE/y+cXXUR6mbd1uf4rTCF/txPCtme1tJfZcvhcLDPZepPb4YrzO8HRtitLYjG4Wvtvw+xEkM0pYEtj7PIgrW1qubTE2vPXNm5iKerG4jODk2wOO2iZYVZJYLvO3CO0HkotQuAiVYnZEmy5AHyqU6TZ41ru8mKt76vfvjFvV4T9ENOGMl4UhLZgqhAk6+aSVqtokeubsFGb0hyOC9PZHNiwuXA9EtZiUJutsIShVAQAL8JEf3ZjtI1TMPNC1GtB5zaxrfZDU8AcMSElshY/rs/Qk7eT6myQiBsqEqBI2fuoynm5hwuPZx0wqQqVuJHfa01EltRLGxSMWEWKWMGkRTyYP1aoRScLHhmQWepVaO+b2LoqOD7hNTD2SI0yEHLd+K19tT024Xkggo+PHCuKLNaDrkYUlNkX7lKcJNU12JwMbSO0w3Csz6uH8JIkfAAZai7CjZOkISLAQ/cprpwjGL3vb6sRHzW90ipQ1ENbJjxqoy20+m42bNPqMzXUCJEaPlrq+outLkUrgv3LtIpMQqkH+1rzQKqQUsMni9WhE1r+Q4llcQ5d8Beoe8HbUUR8zDcODxByTcGl5sj7gtYkIBVhpA2Nsz04Cpvl4L+I5w1dDUfQikpbLUBNK3xfo58W9tl4mS/fupVXwW09xD3qR8w8FYrVnrZIBb/B13NDmDWHMpU3bSKxbNk7dQ5NVt/fxqlVaM+s1+Q6zosM0oTOZrnRLcvG2njJimzyJlSETo0uMXFDJG1o1/8WlIM14231WvjwfJ3RBECL8frjDEcjPgjjKSDdI4/hE8+HG6Z+4PuPwpsH6MdI393zuDvzafcnHp8G0sc9byTyx/Cd77U5IPFIOLz3wsFyw5xu+ZfT/4ZZxy0f2MkJef0DYXcm6z2zDXTvI+E5IM8neB75bhcZEP4S7vkx3LKbztycJsK3T4Tff+L07hse/+k74m8jb/5zQCWBHknnxNPTAxKM7pVCCPxtuGWOkc6EvRk6jQw5c3/uCVk5/XHm/O3MLn2kt5FPv33H0286Hj90pI8dEfhDEfZMfLgbSTxw5l95yoXnceamL/yuvyOkjD3+G2MJ/Em+5dQN3H8rSIBP7wPpDId3kXCG06zMJWMRdqochkduhzNp2PE+fMfN0zM3H5+5fZd4/WHmd73w326F56Hjr/1rPuXAY99TTLgvbpRM9wMpG3L6RFb4EL/BNPLWntjlxO7TgTAe2MeBTiOkAyn33H/4F+7yR8KbSPwmQH5mmh8Zp8B46nm6Gfjh2wO7E2h6JCYjzYqWQl/eVTTVV5IZZZop6qmHSjDfPyZoDEQVsj4jnChEz5vfHbC7G/Q8Y2WEncKdks4zx/cZkUToPrjTKRY/1pIXzo3H6kCYdpgp9LOjt7IbC/tPkXhSpv1MGhJJvYBsX0Z6nquh3yjsyNwSJTHIEdNIlhuyGKOcEC2EkBEtrsBmvM4EAUrwFD/JeSg6oOLFZVOG3B/J3YjIDcINOQnnOUMv3ldNiE6UyRifBkRkKZic44yUQJh6xCJZIqateK8Ar8CMMI3IfHakrSndGIizkuLEHGcKA1nu6Ih0IaJF0RQp5UxOD5QszLknSKCvOYyLjJ4SKu48ehCvmxUso5YIKWE1z7kSkJ1He6YiJANsJspM7gwbCkZilpmQOrqHPVYKc0nuGLFXqMDQ51+txxZzB0Y4PwATs92SrccOE9KPKHdE9pQpU6aEdCM6zGg29Jwp2pPiHrEjZu/pLHBINxAS8+HR0fjWgXQUfY3RYUfD8kjIBiRMzyDJnV4ZcolYCWg5ofmxoiD3gNdjKDl4W3THEO5qbTTPC22jgAbs9gZMiGf1ItDnR4rMxNsbdOgIXUSsMJqSrEPVU4JpdXJLiNAHGAfPTx3+J133r5Buyem37phKM2pCSTWf+N5rhwXMoy+fPSKoaI32nO7c4dA/Q3gm72bSPtKVSCwdcVa62SgZSsnQ7eHme0o5kYuvs3QOiCUiR7AOyzcUUcZ6toc8IUw+ppqQcgf4GaCh0EUhROF8VOZJCUMk9D3kiZQLOURSvMWmQkmZwkzSB8iCjhEx9YLeBHQOqz74CyRF2B8PlNxxjDvSkOl2HwnDyPlfB+b3kcPbkf3dRJBEKDOnXni+V/b3cPMaOBX4i6D3hflNIu8z890ZDZHXFiiT8fH5hMrM95++oZPAveB8FKEofHp9YrwbeXW+Z/8c4e5EeDMxHvccTzt2J9ifBAsZ687MIXPuDBkS3TCjnfJNt+dkA+O3t8hkHH7wQukzE3MyTo9V7u/v6ILyFN9TZCTrP2Ddgfv8bxzyO3K6oeQdc3DUv755hf7uG8b5RBlnupB41T0geuZv+YkyCtPHHUkH3r3aE2Pm5ka5UWOaekoJnM+BlI1PgzKrcn/jmGDrA4RA92NPeNhxCM8c9Eg+9OTDnmmeOQvEOTKkiJSJkz1hNwL/2NE9R16931FCYb4ZIQj98z1SlNB9wqTwdHxLOg7cBGMQ+LSfOR8yN3955vDpTP9tofuNkfs96e4b5v490+5vmN6zC3d07zsOj8YUhMcQKVEINwMhwe790SOKvpqkRv+y6OKl6b2LwFmjySmLfcBlYZdEm4p+8cxFkN3CiFiji5uRZ0kh7YbNJp5aNUz7e5rsD02gF1iSAKxOAjcF6fK+KssuKYvCxsZjNXuDuiMRrdEQAppZUMrNxlJT8tYdssjfi3O4pv/RrW4AEDwCfU2D4w5+a9HTVAelVce1VW1LpLaw2RC2Y1vzTlTgnKfoqfxcQJqBROv1zenexs4a6rmN28YWZT5nPv6y6khtPlvB4+YI/zVyW3tHK2pdFSax2Z9XqmdTFJMOq870ZgaxEJF+WEtGkmlpi6Ui/ItN1U7W5k9qjQKPDhCr6Hxt4L42UxVQKMGLRLdUTUWRLLX+c9XyNfqeyNmHrrRn5aojD3U/eX1LUTeeZ+m9HVZc7zerIAbBoyHU7TtW96SW6hyohaerncojGRy0QtWiLdQUmmXysSoHb1M8uT3C6hkkra7lhKfmLuAVy6qtruqOdT/4HqzvEnwtqctuIqeq8u9BhKwelSG5Y6kHKobX1mzpTcrSZtTcP1bwFKk1glSo2SlEsFzBuOoWx9DSMn3tWrs06NXtUwEYdekutlyE1dmzgrzX76zu02YvbPbFNg/1HbDwimaH2pi0Ky+qt0m7pjVvwztbN5fmbYycwGp4qDc3B6dRbUvNpnzZ/faMbQ8Xl9oG8L3l42vNlkYLYpENc6rfb164ecNiS3351RLxtr7bapsuXbobe8xyry1tb2O02uI2HbZm+9rSy3VUHZuNV37xmi/T3+2EaE1fUegbR8HGWHN5wlZv5NJOH6qXAQC2LRy6faG8/LAOjrz4qF2//agtHnn57C8MbTt8Lz7cvnH7mnVy7MUiaH/YF9ZVi6RZ77OXlyxvkou3sC461qUhLwdLWBbolrZOE2MTLmMvfr68x76wpFaph4VBLJ3YdvYFY/hsJ33hnaTNYlY8TLSFglbU24LMdyGMFoaKVWFnM8ACzjlb5EIbI8Ok5s5r3G2x6Nak0QujiqwGxrAsWFmiJdo7beMoq7kbm3DDIkHhB2OLNmh1Lup3izc90oRAqvC6uKQku8K2IEnayvTQTP+wTdzmQFkQJY1JNc9TQxuUF3/L2u7GaLUWr17GtXoU22JZfm/PXneOu+HqmG1RJ61NJiwh+JswF2vjJx5+um4g76tUIXXlxpsia19JF8t/c6Yt31oTZl5smfbKhdk0R8nFhtvwobamVr63vnQbcVFV8EWIXx0QL5FDn0cEXbKBleVdRnOtZ8ZmrfgT1nva1Mt6uEFzFoDZKlTU5Vvb9ILftjGoRS4baGAbubBt55ZNL2fOci6+OGuWa+1iufsArvx1GyyzRUysvGVpPC3UcMvxbfMO2Q4QG4XjK0mAvSlajDRP9FOBMGI6e80GjUgfmQ/B0+erIDbRz4UuZuKrBFmYJmMoiZvjCN0JC4mUlXESKDDoBGIMEbpOybtb0tBxOILNM+N8Qyo94yGiBMI+cNspNznwnCNBjKQjanAz7TCLHPsCcWLORjLzYr+D8FoG9hQmcyUgqHiqjD4xSeEwGiHBPCbwTCXEKWJdj90IfYz0JaJ5oMyDF5ILMGihdCNz6TgWIYlwd4AhBoruKFIYrWcuiuqOUAJ3o9cnKOVEInNjQjSw2CPiURzhVY+Me+Y5UAhY9iK0h+EEtwJvlHFn/PVUeJoC/356xTgVyniiaGLuPS1cKAlVQyN06jFzYsY+Gd1UiKcJPWfoO1IULJs7Em4Cw24HDNjjgId2KyF13Ew7MGEqIyGD8Q1F1WvRBZjuh1Wm/do1VwQx9fQnFFQ7JDqSLRcoIWA6eEqjUM+DPKPJc6PLXEhTpmQ8VROev1tNKnLZU6OAYYsDdKaF7Zt5PmKKELQgnVKieSSCBSQpVkayFa9XUR18WgwJhkSpx02hqFF6lymDJu9PQ6W1yLEYq7zQO/c0PEVEcuS9RhACDiirjoyYHXGbY0W57SpC350La7HFDkSr39MoTN6/VrCwiimuKwtK9HNKA8SAhoocJ6AIUQrCjEh0B2/VP9zRWRDNlG6uSqgzIC1NQqxRlVIg2ML2QjM8YTX40e+z4hYJM4GsiARUvEikaDMMVcYfJkyE3NAuv4KKTLRIPzGPenEG7o4BI3phZukoekC1YJwpLarTAlK0onMTZsWjXMRAd+4srnzcytmNDPMDkieocmILLFFRUI8W8UKbGS0uuZXgyrrS+1oOvoZM3XHWcmAvQIDZT4NgJ0SK75sglNgvkUKlJI8ykxrdk7MHXxSwHCEZMnUEKyg7RH4D2vuzJKA5+hlUPBLH5ppDO3jKUDfuVGlAgOCpuqzsMOuQ0dCEGw/UC2763Do4yPKMpRPYGcoZBHRwOSrTIQQknxCJBKnpzWIAOoydOyVzAUvk0GHao1ILe2r26KhSsMl8XsIJdIfIAdMM4ghemcN6KOMgHFAXO78WnS6GxhHRTNcpGgMSo9dNESHU6K/zoAxZ0XOg047b+46gQv4k6AS6L1iEsTpEBgydIp3MWEzsa/jQfE4k4HTXUXrlRnqiKVp6r7WzN1KYEcvEsyG1NofQeRoVMywVCErsI9bDqY+USUgnl012aphlZDdhJdf6PSDZjavJCrkonQpdUEQSwoSIMopHMlg5I+qyhI1Gfj+SKRQic4ajnpltph8FmyJS9vQa6eJI7BJ95/Nis5FzoSugGW4+nUkysR/c8TSLkjWCGhISFowUlJJnynF2/q4BzpnSP+PAph2lBKbTgJ4CXYIixrl35zMfE5K8Tg2BWiR2xiRSRAgx0YUJuTFKiVhJ8JC8TEUnqAwM6R6kp6RENNA9xEEZCMyWeZ4zmoSQeuRXOSEuZcImx652paYHrulR29WXBr5V4r547IXOtMrr65NY5M0LMRRZeMLn/y6p6amrFPwFY8pGp3H5eNNJefnsjRYgrEbKCzm9jpc0jUYXwfyyH9RI7I0OJdunbNq1yBnbN7heuugNLWp/Mw7SCgG3+fhMX6lyfft6c+9Wc21z7/eHRV9pY9TAWYtS+RU2kC9Sm99qlF7AXNrsaC4wCJddFQxK2by22X4aQG6zlpoTrWV5UF3Hz6hJHjbKT41CaOu9rSO/JkEtroy4I86HujniWh6PqtNWO4mvKF31yo0e7cbevIBbva+KtILSSxL+Gq0gLWtDh1uOWk2JBo5uBue2eNbv/OnN1sTa52VU6/pQgxaRwKpntvlwexEum+F1IlZdWjdLsk3YglCuQ9zcgzNGrsBHqTavTYTLAjwGqfYuaxkrfqXctnn9+uvLdr4kA9usgdqqZRycj10++2XigAsXxrKGt3xk3T/br93Ocbm/L+eVLXO+vASrUWQvG7ONJric+xcP+PJ3rb1fMfbrVfL5Z5vuv7QFA5c+lsZq1lNp835ZBtzn8/NrLsDiL1H5F2172afPz6evob8/HRNrs93zVhd/ebGhGteTqjRVhKs2xmN4GJYIKr4QWgGZgqNRGzMVrQyo2Ujrc61t5oZKaO+0ZfkvB4bVBdfOTmtGWrXFIOYtrxe02ZV1omw7oQuT2hiHl/O5oqi3fMVgCXcrrjgsNTAaYDevjzE81HXrCfA8g2srG3K5Ncmakizm9TLq1Pi76nW5LriaH6+9czVE1jnYnMnb5XgRgXPxxWYBNjS1rTdZPR1/cUvaqT7UkRbI4OPMiMPPXUn3IkVVuDetnudaL6LVesAVNtOKpjaPNvB1W6Cc6jvbSjE87K3mLyz+qVgtxCaej3GRPJZCua2IYzPKd2A7EE8t4QW0awRA9Vqjrugth3JeswOCgO5AesSah7wqw8wIHibu9TOqMEepY5crV5ZqxPH+SU0p1ebHKW7mtAkOBawab6xFgLQIkYBEoRWIEhKU5O/KzUlQ+7kIdXXxt6ioWqBJKuJkKc20CDS1DkONSFlsHxLxiBbDFdiKkikRsR3GjNXihi1S4muRdI1KHQetfiarQoo1BGM1GBXq+qYWHDU8LYQ0Rr+yYmvj3eSeaiHSdnqyEYah7hFZEkqVuqfL8rD2+OrQqdFORXyZiBmh+aEkrGq8ORIT8GKwW0O+FEd8Fu9XMa0H8yKK0VxmVqMV3DAkWE1TZjVKZ+sYdp7mTiqrNS2kPrBFfYW5oMXIQbwQ4cpG/bpS/RbGgl5qjpolz2sV1ErlbaXVimhROctcbKQfoRY3xdPE6JqJl2IOhGnXwVozp/IKD6Bb96v+SpiwIryhY4exPz0wPRXO8YEUT9zoWywcGO93PHQdhzljUyLmkW9OBq8zx+9n7CN8+FPk7XzmN3/9iO1mnvXMOQ18/BQREd7efiR2kbhXdBcYX/2e0hf+818eODw889/L9zzyGr47c+wSr8vA67IjPQ8w9WQST90n7ucD33z8jncWefpmxvZnHs6feM49drhnv4/8djggc+HhbyfKDHsVYl/487dHSpf546jsZuXH9Mx0TPyn04E3doMMe/jesADhDPn5FfnxjrMm5jATdgNvusg5K387dwyHzD/8JgMdU3rDOUf+UmsJvaZwyMY/fsgMMvEu/ImkR+61J4bA/9wfeOx7fvsPPXff7fmnv93xl49GTIE4P7O/+8S39x8YXx04/eaed8fMP/048jDt+Nenf+Sgj/xD//+Q98aPr2+IUvguPxGtwCCoKt9Joc+ZfCrYuRDfPyDHwuNN5Dx0mE30ljj8155X/8cbnv9/Nzz/fw/YXuD2zHA+cP/0hun0yDef/srp9g0f/vDfkDii8U+UPTz/41tK9yv4mwkyR8QgccJkpu/3hH4gn2dsyqTuhtQF1M4EGVEmdPyEngbC84F5SpznE4RI2B8IJTOkZ4/EmXpMhNT7vtEiYIUSnzExZoueAmmePcVQH+kGpYQdpgOad8S0A56YEU/VUhIk8Zzze9BDRxYh55miQh6Cc89aH6DPXvB2DJ46SoYdGjq03EBRyuk9pBOMmTIVujAQugOTFEY5olHcOVACcT5gGEVuQGYsnCgKKTpTkoZu7MAskeREoZBrPa9DrAWxe0/HE3RHsB76jqyBIBM7mdzBkg3TRJEZYUBD3CA8DWrKlrR3Bba3ghQhTgEpkMujy8sHgSjEoUNEUWYEKMfsoo54Gp2iI0VHLPdgEZWBIL3zxWiIZPqcKzL50cWTU6iRZ19LhRQeMYxge9Q6zJ7BJkROqE4UO5PTAdPfY7u3FYdxRC1iNmA5EHI1rndn8iyMI6jtUP0O1Jjmj34m5XdIyoTnf0XSiPX/ALr3lE4KUXtC2BHsI4FnKBHLkRKMHGYiA2p7VBMaZjKJUZ7q4ZERVUKHy29HQS3T60ckFM43r7DYkzqXVefjkTJluu6WqD2W32PlDKdMHovLguIOj0BA7RuC/JYcjqThPVIicTqATWR7jyWjPCaESLl9gwZF+mdEMja7QarsBixE7HSDTYI+P6DljN1F8qEH7aAPhHEmlETOj+RJMBkxfUQ6oXsdgAOjfY/OifjpPcEiMf6Dp3va32FSmMZnLD8jk9cIG/ffY3ogaSFg9PETvYzkcU85Zax/gt0PmP0OtTegCeLZZd7jGUJBhuwezOngY97PfGal+AkSKej+IwjcDt9AHBh3PSkKQ8wMMfF0EE73HXfvlLsPgdvf3nH3h1c8/fnMh/9xpO8Kh+9nptzx9PHA3uB3uRA0UPZP0GXuup48Ke/+eWTMiY/ffofdDvwX7TgUoT8JeZ4o//WZ8e0z+j9g92e80HnYkdWYOsGmERuPxCFy8+pAGRI/3Ah8yMgPM0rm1WHGupnzNw9kM6bnG0hKz4yYcLSZ2eB3feC267h5OtJx5N+j8j68ptePRP1E172m714xfcpM//yBdNuTX+85MnKSBzQL9w89Mu+R/JY+Ju6GH4hDIh4AU8Ixk6dCnBx4/eov75HTTHx7gxx6Pv6m56QdGhNyOzKrkkOPPb2nvH8H6TU6fY8dnpm/eYfZDSV9T0odz3++YTglvj89kjQz3RVmCuPzI3aOlO41hMDNcKQPJ0q+p9AxDEeG/pkUb5jf3hCPz9j/O5NfQbo39uMrbp7eUuyZlN+7bvK2I2ikZ8dTSvz16UzOkefTffOefzW5GcJWMbo5hKVG0kstVm+uq/pV1YhYleuWzkLlUl++AL+YYKWmm9FcDfgb4yhNvt1E9pq/y2tI5At7WHObmOp61wKOq30CqFHT1hwFi37c+l5z3rtS0OIMFnvItgtbg9dSKwGvBODvWAwn9fKmOzYbTINf+59aHSJeoy+4IVibrtt08LzaJKRpWEvjQUM1jG9AgqhHmS1jKRu7htugVsP4alzx6JE2J+aKpBRotRas9b2Z3X6drrC9pzBW3bg6xLXq2sXBgl6nz9vltrECyet+NIOa1LQZTT/2QtdV1zel5FhlmwYEiVVNnDzKIlBBZopY53qorsA/kYTqTKHz8g220R9L52OzOB0E1Cicm6kCa84LtAJn8EhbdfuHWa2DQUF0j8qeQiBbhxd4NtwBcQIGTO4dtGk1SiaX6vTwWphaowlNCmYFFY/0L3QYoWYjSL4nStXepTpdtS6vUqPsqbLhksJp8LbqIx4p46mzm32lFdcuUjxDQQOXNhMj0fXbkmr0S3AQQ+kg7/x5wVPsec1cj4Y1BJNmi9mmhvo1q63xIql7xV4s3VWzXv7Z6g6QloGBtkdsvZyNnWTDfrbPblk/toC/xda19fq2td7W98XT1s/q01gjAZopwJ+1Oohlccj5k/Lmac3uWx1KzaayTtiWE9c7WjsXhvjiZ+Od6z2tbWtUmjvt5KJ9W1hofZJc/vQNZUt/WtpBqbbBNSLOljNiabtt+V9rWxv7zRAvcXTtv69ba3+/E2I5zNZltBp34IWljIsVZs0T3j5vE1j/XgbhhVcVLrxV1g5OqdN3sTFsGY12nLQ13+YTGhPdpEXZ3L5dRhto7xeG4jI4Z+M2ry3fbroXtPH0X8gcm8ctRrsXS217zQUiYv3vp+5YF1Wdi40P47JvtgoHsvR/85zNu9qh/DLw4eVvxufv+Zy2mxrWFD/LYKzMbFmMTUhxBvX5eLa3toJEXA7i8s4miHr6IyrzXNIRiXDZg/LiH6zw1E1UwabdsmD3KjNreRnbANliYv1stKyi8dePWyc8Pm8RkrbG9yZ0XTzr0tu+zkwzTr+cpXbIvIhAad8ZtErDS+Guz9jj9pVt/xorg2/XaxXarI5ha7sbuhfkyqZdSziYbNlaG4dfXnHL05a99gUeJv6mCyP5JeRkM6+8uJ+FyS+j0vjc1mmxed7iML3ofz08q7Tm62G9pB0zyzpoLHU5rDdhfQtquH5eZNOVbdRDvbX9v6zl+qEaa5tZv6/rQ+t6WNjddkpqA0pzTi68s75H/Hk1U9XCvC+jEOqNtvL0bYsvThhp0SRtHGw9gwxavlNhsxYuJrzO2RKpIZtPf81K8+vPWSli5Dlh84zOPSEGCgMWAqEWcNdTwJ57QhcZemGvwqEoapEoAxqU8w5sGBkFkvb0ugfxQm2iBXqgE7q5ozOjSGSORtAjvYLFxKwdnIVuNPYUbrvCSSInuUF0R8g9mDHZ6CkixkieApqgs8yeCXLhGLLXarcTKeN1Foowj6AzKD1RI6PBU86OUlRIc931Zab0ZzoyOynsK/rJpCPHHaYzYR4x89z1Ngq7GS+yG0ZMjGNQZhGS9RQyoTeiZiwYsxn5pNhDrUmwKxwelbujceipBe0iKQzAzJASfTYGTsQwkvdK3oF2EdHCjFKKoKceMUVG5/3TWShjJHczeoB5yKQuVXYZvABtOXCOgeNNJvSZGAuTKjM9Ss8tHRThx9lToJQuQjS6OX2BT/88qfgZFgh48T/n4lbWTLerWCrV522YFZLOlJp3djmdBArBla4Q6n6thdzrvlFRCoZaAxUULIqnWlKPXnAZuyB5pohhDYCg4uEC4DUa1BF6YooahFrUUEpc5CnBkc++fTNF1I2UCu7I7rGQkK5ACEhwA4+KoWaEZIglqPUmFqOGgjvFXRmVUPmQujO8savQ0jyUei4VcSdNu9+vAhNCO+Lws72gBAFVd+gWCz7Wio8FgtSoE08L5Y1wh7aRq/M4WyukWJWDgvOsihMwDWQdwHoorqiqVuWi2lFs9lQAmr34YYEt4/1lEkGqY0NUaS7tlrbAq5IHJHq0gjWEY2O39YDxlekKtTt6e8w8pZKDAQbMCkL0MdK9o64DbtyWjmCediEzIupAFaGH0vu67UI1AiZKKRV/EnFARUIYve11LWoWxLIjRU3QmlqoFeKWCnQh+X7yXNLzCgZS8fofCqozEs1TMJVUM40aIc2YZCxW9GaoB6fUorYSfQOGM1ALaBbxwpWl5YEGM8Wyo0FhwBJYSqA14kMViX3FmlS4QQHLSskdYhHB67NIGWlFIAUX+aQ0iVsgJURSBe90Xtw6OqjF5hvQ6AYTnbFQo5BjTwO5eM7s5KhazV+93gyYqiFiJw7eGicHtWlQZG8cSmE4Gn02NDhIK50Cae7IDMzBOO8gJ/OUIbNiR0/bU3YzRiHZ4GnXdqOngCqVTWQjiXmJueh/czRiVoJ4IdRcTm5o04kcjVwGj86Z3TBlwWASSEOdE5+y0Nd9OHmO8JI9NVhXPAKtUyXESBxmYs4EUa+/hDsX1QJajBKN8RbyzqMLxDJiDqjKIkT1qMmgM6OOJDLd2Wt3TPNMycIUlUJEBxf7JPqyLCWTZ98Hkgqa/bzPU022IuIySACip2qJpVDMU9hkLcy91+fR2Z8ptwkZIETn2TGMSGcO9ikZRVGJbhQtI6AU2btjdYyUOZCyF761BoTSCSmZMEOvcBsjqQRymD065++hbcT5xecvdazNWW0vP97IsbKI0CxRBVsE66JENLm76UiNX27ecaEESz1/thes8u8qKdvSrYvGbJv9Uj1aSNqNL+yVG51hc9/liP3MXl9Cuj+LQbjsC013sapv1WuMDS/Z6iprf9t3ttWdX3RtNXC8vOcL1wIN6f6ZPvVrlYUXD19sB9UesNQD2apDHoK5mb+2VratbYd9dZJtx6MZOVfDhDd7GdOtXvpSE4LFmN5AjNLAkVbPyJpme3FENQTu1qKVK8gUqpDge9maLaaB0GwBDK7ePHFhR6SC1erusFUPX0G069m67LFltL0dfihW4KOsEQm2UWxtqYtpq/3MHKBqF2Pdois2I2aw1K6lZVOw+kxZ21kjRD1S5Et7ps47Pj4+mvnndtcXabENLFpBi4Rqn2917XZTG4t1zWxH8bM18qW/27Z90aWVT7X1ZZ+3YJtm5sUDLsdqvXP93C6+2j77J7fqwl63PNQ++3V5zvKgF33ZPG+NvpDlyZ/bGrbzsH3iF+aknSHL+9qelS9ffnHdl/pe53fZQF+69euY29/phJClDc0ItSy5F8YlMxyNvzjSZWlgCeqLqIYT5QWxWgdsCW3yQ7DVSKC9qzEak0300gZNoL4RXRGriPayhqqJiIcpy7pVGtC1lSlqh3BTKGydP8xqgTfWfbeEz9dtXzZ7cHUcrUsBqOnJpPWUbT51wbCKDF7yEVamYNUI1hynVtxQtyDaa7sND3FtkyKwIHY/Xz+2bAJvwuadLbpCZXWEbXjNUpz3sxV9KW18HW5zmzLIgGdn/vT1u4yjFyo6hFzRJwGkqxPqSAEv7FsVXjLwVAesxxH3Urvd5qXD8z/62nHkvdawxO3B2xhFApk253xX/2WwY723r93xQ8zzEirGrg5eK0ztz5dsLLnkRLDm4GhG4tAsCdAiPoxQ0Q3VQFqFCrOmHlYhw2oB6+ohNzziY2E3unrOrRkBaviikRHZsUR01MNN6gEnxapmkjZzvix8lvoUyzzXZ9d8k4hHhmA1ByQzIrOPJwo2Y1LbuxgofPxKmOp6uKnPSnWMW+HxryOrIbpa3yFLWGpFG1IcxLQgGNrjbXlNFje0aBWcrNaMoKtKd+VbpfmsQo34qlas5plvQggVOWXaUCl1v5ngwpjRcsa2KDNkRSW5s6F+3563CIKu6GstOOgWa9b21/55dIRUAFaBLJQa+ro4nRq6qUZuZPF0ElrcqNAizhZf3mRQ/Do3sFUDZ/PIB7zwrklVZC+dnGa1dkdbR+LI47YuK/PzcQws7RPEo2ebllTTQ3khDV9PhlY0i1X/ZtsHLYrKo0UE6vnjeUp/xVIjm/DncwdiDM8/Ep6PdOEPxHTP+E3HtAvs3j8wPB2xf/8W+8srdn888s3/HonawUOPnm+I8i1l3/Hvb3YUfSbxL8Q58Gr3HYKQdMaikV8lpFdefdwzZOWxn3gYRrrDv/BNd+bh8XecxnvkCYaPM9+8njm8nvgh3jHF/0w4FeSxMJZn3qdPHGxgiN+Qn2H3mNmliTfTk8vI9x2nWHhKz0xFGKZvUTqep8SpwCu+oes6PpQf+PP0zN0Y2c1hkfHn/QfSNz/yuxz5Y+4oOlNshLgn7b6jlGfC+ydSzozTEzpF/vjJKCXzIO8YFf7H/RskRHbT9/TMvH31V2I8cfwAH8/C4Z8iJj3TP56R3zzzh/c3/B9/2nOeI+cwMIUbnuMbbtKZ70fhiZndzT8x7eH0/QB94Ga/w2Lh4SahSXj1z6+IJyH9+DfKPPPj855zCey/NcJ+Zi4zxZ6g2xFix0luyO8PfNw98PG/PHJbnrnPJ56458fHV/yuC/xfh5EfovHfn/4VpePw/S29Zt7+8NHrD3wliQgxDPWcnIAJOSuk4oU6VVGb0ezofC3B+c5sJBuZ+zOiteg4RsiOtpp0B6qEbkDwuh9SCpp9MrUMmClqPQXltJ+hy5ThTA6J4Vjoz4UyP5On7Og52cEAsgPTTBG3TOXYgyl9jp52Y6rRed0dIhkval3YhzOFxNnOZEuoJueVuge9xQ4TJgnbCfSeTqsrQnee6U4J687Y/sMiGBqC9QEriTw/I0Ho+sH5UJzAjC545KUcQ2U/Z5JkdNwhOYBC0QljwEqky0pMxqwwK2TpyDYwhELXjQ6mDDtyXt30oTof5OQ8fh4CEo1DntBSmJJHm2R9pkiCdIDSsU9Cb0oZBDsYmRsmdsg5olNHsCNRPricEztsUtLTDomFTiZKgFEvo9x+mZQQX4FGNJ58baVYZcwI2QjdAcJAolD4hM1nL5FVzOs8abO9B1S/r2W5PPVCmhzNK/baRZfoaD0Z9hAzsvsE4Uw/vYWy48xfmOWBWTOqBS0DwV5jO9AdYGeSfYRzB9MOLzv/PSKfCPY35/PRzzDNyc+ueIAC4ekBFaPcByz2hCCELmIPhTIm9OaMDEdy32GxI/Q9ob9BY0L7I2lKjMcJmRU5RYJNxPLs9RFubrzclzh4JYcRk4DIocoVD8BImY2SO0gdlA7p3DFo1mHnHWbmyM7zI+WckX2HHCLad4T9LTYb5Zi9GHUuWFLy+K2f/TIiYSTIIxIKQU+EWFzeqOjSkgvx+IkgT1j/mty9JvWQhwl7uqc8vUYOCbn7gEdNzn5vf++2pCwgI4T3iBoxxK8+T4sJH1JHIvCHndIDD++VKQX2N5H+d8LvH068+teJj4fCp/vCNML5X5Vx3jMeDpxuHvj0zSP9mLmzZ8Lcc373BukLdvdE0sDD9A0GDL//kT2Z344QR+NZRp7VSH/w4sjysaB/hbscOewj5/nINH+kyMwpTozdK06HtxRJ7D4+ghraZXgeYPwGdka5OyODsDvsPZ2Y9aRZeDahzMb9NNLZxCEe6PYB5YTentg/RfI5gByAV3Q50+XE9Bre/5dAP/XsxwNhivQnYw6F45DYp8zr+R2pn/lb/EgpwvDne0eGywOmwunmNSkEynCCBG+BPYUxHRmfcIf7HAjvEvFDIr2B8e0t0kf0MNPthDDcEUaln48EjTz0hRQSn+QJCYX+k9EPBv+fkSgd3/7pQDcf+LDPTMOETAlJM9F61Dr0/J7y/Iz0vyHdfoeNAXkKTJoYw0zQeu7ZCPmJbhKGT4Eu7DjcvmUMxp8PH0jy9WdpIxeRV33EBeIG5AqYeUpdkQZ2rHaPwuKMhI2OIDNbA1+FCX4WNd5SPS0G/6VF8tm9VDuGO+PrfZgj5JfrZXFYr0a8UL/TpWtga0QwFSS1IOyr0bnUmgTifRQLeD0kYymeu4BP12dtdUWt/Wz4H6m6d9OLRVfdXZa2NKd7tX3UNi2O+MVg1WwsVb5feEyp7dI6eqtBeYnQ2Oj+DQjrKYYza31IWGKqLS5jKIv+XZ/zmf3l56ldrk2PXqLaq42qtbPUiHENWIx11ZjLOzJV5cWL1hfpvWtJgIJ1XjRZtOrN1XlnNarG1NsupUOsFsGuTmO3tbTCEwHLA0bvtgadMR392cXwNJZeL8rM10ar19BqU7hOX/CqM6FG0gcWEJlJBVb4WWKGO9Etu/EtBCTc1Pny+mSl1igJ1mahrv0ca5tGt9N45SUWcGk5A3O1S7R1OGMlIuYpWUW8tkjRES2BkBST7PW7EIpFaP+g6rab2oPWCk9XQEudTo8cyg4a0AHJ0aM4BYquacMX2554+m4HEXl90qU+xa+hi33h49WAk/53rUezOEgbD6hr86U90NpDDRanUE1fduFcvHi5M4FmRDbqfttc2d5TU3Q1n+yaWkyWZ9bZXpuz+fuirdUes2IaZbGlbJtFtdTIepN/qeWLo73wjwtBuvGjapNYeF7jV+3LNgAbO4NtbD0NCF7vs2avWBxsG4MOl2PS5vPCqN8u3f69kC7tNlZw7Nq0rxPc/tciITbt235c9xBsv2uTeHHtiylavK2b7zdj5ba3C8z/equ9aMvSf1v+fLkg/Ox8+el6ML4cwq0DYh38Xx7q7Xhs14APyeVG+yKL2C76Nmovh27Titaml35Hf/+L1srler58wpd6sn23vdigm4duf5XLj+1LHfiMtgvss5ngM2/Xgrzf3l+9zQtMvIZwvWzcMidtrbRNrItActmGdkNDFLRxkRdNNT+QBbxAtWzWzov2LqGdtb2fMW/jYuIXIa4Kda0vwtpe8wNUlu+37Vrfvz04nJoAvSIm1it/Lqpg+9zW3jb2LXS05YBstJ2b5rqDRRhcBC3DnSC2XL8eRC8R+y+jUJqg/XX0gnVwyYArf3hxYMpnAvWLh9n2g5UpNnTM4jhc4ug2h8iW52y25sKOtrf8lPd589rlMqk3bTq8jeCQzfXwMsVSbWtFzV6yldoy28xM4zPS+OHlWdCWq7w4A4BF/rm8fMMfNkpYc0T4WLWfrGO8GTvY8L722u2cv7jwcgdt+dN6YTuEv5oMSk2loV0k7gcYBugGz39P8iKzJXGyzMkKGo24c/9NVwqCp3sTy5ACRTOTKkUC+eCFyT2VmGPLQynIOUMycu+pSAYiwSJTijB2iLgdK++h3M2EIuysR7RwDoVUzl7jdzbkVAgj7EzoTKsBtJB1oojRVyd7iYUimUGqizlA0Yp4t45MR5JAKZmSCuFQ2PczMbmDNWGcSmEkYDl7hHneUTJ0c0Czon3CSiLl5KjUKdU0OIpoJGvENHIThTcRYg7k4nn9Q4DQG3ooFI2M44Gpi8yamQ0mOkqAbpcog4AEd4Bljz7rU0dIoHn21DqTYElRCQStZ5FpDfMWR2iHRJkz4zE7+lZA8OgWieJI0DHXYACjGwQdCtrVUPRiXrjx11BFF6t6MT/T4I5HdTSuGGjyCAjFnXxLFNLFYb5x5GHurEjb86lFVgnNSCE16iKYYEVQ6yoaziMlSihY14rca9U7/CwqbbMmP1at1EZpUxKtAkqqsiLq9R1g0R0KnvLIYkGsormzeUQ+rvxahpLNFds8eY2yXBNNaBO8Vx5+IUPU1JpaHcK1WhFez8GBNKUIHtmZvDbF4tgMi/OWNh54/QwzqUYZQ1JpdgZvU3A+nKMr6c2J6kCKguUCuVBKTd+PyyLNOUztlxWjlCUHoUtBwWieaDEjlM+j436JZMNDiw8OXuehvaeNY3Z+J+a1SMwwvK6DWUBK9cRkcWCONje9rzFHHiZ/X6hgBvHoB0fqUNeh0lCCUqMmPZImYJaxMtVoABbRxPelp+6wmq6wFUgtVV7TKmuIV3329Wiu/HvdMY8Ecuh4xFTXldT2C7ZpV6bE2Z0uFRlqHavj3doKc8CFaIKcEdQNSUFqQW3DU3e6U87AHTchIiq+VkrAZvUilzXKaNnXKq0cRt0zDXTi+64s520FzpgbW6WYG4IqcMIk1GHPYFOVL5N3qjk7i/jztUZLtTX+ldQ4SZkT2WCQhIRMJ0Iw5yPZDE1KPwdmg0wiGAziNQ/ScSDMBZJRSsfZlGAQswMlRDxFlFRjXDKDkpEwo1Lg7PvLzh3MAatRO0ky5yCkKO4YEh/FnDMpTc4b5whTpGjEyKRzdtR+53JMmARJ4rWhghFLIWbcYVSUHDrnNb15akD8TAk5Q5kJogwacF9pQJIb0KTUoutWyDKSpJ6zQCzmUQ2mWHDAnwbIQ0+JcE4FKzNShCE7plkizINih0g+ZHTvDKskyEFJMSJzcP6fFCmeYkiHHg0Z1bnKhF6nhlAoOZNMmIswaCGGQrTokT8hwOCAGs0T59wxJUH22Z1elrHs+zYnxZIQs5/FEchi9KKNfX89LSrf5bm4Bte+eOBWBr3QWbdRwBth2S/kM1vJ9tr2+6ZN24s+u7MhhS/0s61wv72j6VLrZ41frz1+2bqNUN2E7gs7R2v3y5a18Wh9ss+Gb+3iempsb1/1kG3+hhf9a3dtozsWHcrb+pM2inWS+ExpWHS3y1HfOi3WsblsytfT+mTZrIuXWOkWx7pMcXtXk8UuP8QwljqMW4R+7e9aG2+9q5lzXd5wHeZyumqUJrBEuQmrTnsxAOXFnbL5KZu21HuW5iuF6tyy6tyqer+bD9Z5smoHWdq+KKOtvy8X289NzuY59emLA2hF7a6g3GYctyZL1fusLH1b18ly9+X4LMbpL62nbVttw0eAJbrE+Pk+/Qxt94OwbJgvn81tz19++pMBjVv9fbv/X3y/7rt2/bre18+338uL7n7egMYG12823Hy7RS7v+lInXtxga7M3PP7z236ax/mdzX7SmNv6js8iq36RLs+bL7edzfd2+eeLHf5yr//SE3+K/pedEAvjkxXF7472ugBc766hveKCRs1z61qUuLd2CV+wSyc80OodWGkGUKuMvkYxlG07WHaxn/FVTWmfLfZJv6A1c8k/uJys23Q9tnwvZfHBLotja3v2tISVPdQV3s58n8d1g0jLWd7esQztVrB4edDZcpCIbr+2ZTwUW/MBbjawUPV1AaK/Yxm6Lf9szFO2m6C9S5a+yKbttBQD4mPZ2D6AqG17sMznz9MGNSLgSHhDlpRHO7CIyQm3IPjkSo148TD1niUks4bv+RysHv61XQXRuc51DV8rA57lMq/cqlkzDNCJhphueRQpLSum0fJB+jUVGVD6yp/rWl8QJTUEXrwAt6cLqEpEaWucilp3L73nL20KbsK3c8RqsUwvHj0jNechF+0ykFrkUCJrahmgITcuDi2rfYyszpzW09o/cYOoX+6GA0rNMa1jnbtc76loAmmOooPvCWv1KM60wlMm0cdQZrABsRq6r/mCbyx9tIijfI/178LXxt/AGoPTznJaPtUaQrmOSFtbUj/3aAPB6y643c2vaemWSqnRKW71QrRboq4WQ7cJxBrxkFn3cWn8whFLgkcmoZUb1ZDVIi2Co/G0uv9qVJQXmaHVFt+cNZUpN+vKumH95wYMZY3BRgNxg1C18nlXKmOJHubl9Rlw/qkYltZQUT8jqmGssDoozLBk3pw6zErlr+J/iJnXemnjZiDZTX+lhSq3r4P/3QrkthQp2yiOBc1Tx8AQTxVTnWgm9TXNUdjOsnY+pF9poitGeDghwO23b9n1gafuFVPoCbuP7OyZaGfEZv7Wj/zPuyOHNzM33xnfjonfHwt5PjLJ3wjnnv3zLacOHu8zuhfsj5mYjf2fhG4Wbk6ZTo35xwfypJTXN0h/4D4f2Gth/8Oe6alH7js+/SHw/Lsjp9880P1g/O6Hnk9B+fcb4flYuDs+cpgL+6cPBBuI+ooUIx8R5nDmSf4KwO/SW1KM/NPdyNyN/OZx4JADH4YjT6ro84Gb8ZbQ9+Rd4PjpifN84o/dxB9fz0znO344veFpMj6cMrkUSnnHHDqeht8xFPh2zFicef7DR85l4tPHkTzC7Y8n1BLjb3tyL4xyYCDy3w4B3cGfpj3v8z2xO3PQM+W3hce7M+8/3fDu43dMh5GzfuRcOh50jx4K8TczYgrH4MWwx2cGCfzjwy0xJU6P/wJjohy/g3Lg/rbDIuQpUMZEvOmQvqfg+fCfHjLH9yc0wF3sOJQbdsUNOOU3P3J7HrGPRzrt+Xa4hz4x3P6AJJieO0dafiUZhRIeIEDX3RBkT9ZASQL6EeRMeO6Jzz3aGdIVbIY0G0ggtPOJQilKKoJS6OyM5UAZHfVph+yfnzsUyK+BzgjnjCVhGI3urKi8QqRjLCfOjOgB6JRSAqUEYha6LKSUyXOBIIRoWJnJ84ypUW7Ejb5HL5yeY4dIIPc9FoxYIqRALuJGx+4jZZjYPXX0Y0SexflsB/RGnvxdhZEsiZg6+vMeOkNu5srjK3+otW50dvnD9pUvyQkphTJ7BfFuNxIs8zR1jHMg6hNBTmRxg26QPZ0eyJrJ6ufNKUcsT6TpiJrSMSC5IOczRQrTzsej6z310HO/8zM0P3jEwVy8X6OPebKRmRktnuJLxiPDeabEDtv32NxzPr1G8ozY2c+9+xrBFjz1wG4aFl73tStOyhkQUp4pVpAuIBLpx0SYM5MmZk2oQlSf39j1lHIi5ydyFtKs6AxyVkyV3PcQO68AjyDJCwDr/OBsOb6BbsDKHeREDgkLM6I9UV4TbECsI2gm6ITlWzjektNASjvEEsroMt7whFgipFt3Gs1uHB9vIm6E9kMvqp9tfUloUvKUsVzI3UiJGSUg8yukjxCjr/FxJk5e4wMCgQHCAP0dJUycasqb/eznJHtPIWQPvQf6xo+gMzIcISR01yEYJX4EVeRsMBtiP4JNZPYk2xF3Qj/cUiRR8hN56pk+CRoD3a6vU+yyZti5M1Fmj+QhHkETsyWstBQTEOeJYOp9Cwd3iMgTpTrEtZvQV4Zxhvm4OPdsVuzUZCsv1q7DLSKZkluxul8mxbiLE8Vg+pTJRfnt70Zu7hIPD4HTJ+GTGe8G4+685/XHPae7wvOrj3SM7NKJ+eHA6d++97oNfeY0CR+jMih8f+rp55H73Z8wzUzphkTkz0ygM7/fP3KjifGfb5mOPeXbO8pNxzhHyJG/7T7y7vaRvi/0gxcoT+mJ8/nEw+MT+/MNrx5eU3Rg2u3I6czpf5ygn4m/PRNFufu4R1D0W6N0hf5dQs9GeYqMUkj7e3TXYf17+vJM9zQRTwkbj5TxxF0e2D8PHMOBh6EnzIqO5j5oU3I584EzM8pjeYNa4aATihGfbkCU7nXCusxD94rJlB+e/o0yPfK/HW/53bzj+a1wuhPefXfgAwPf9j/w3fCO8VPk9K5jjnC6MQ554JBfI6cJ/fCBeBO5/T9/SxwSffcjJonTU0+xwFN4pgwT76bClITfx5lDl+jyjnDa8Xx/ZtrB8Lcn+vcfeM5v+LG8Ybg/s/9PR+Qh0/+QmM/w+HxAc+BIT6/C6+5MCMq93P5Ko87G3tD0i01+d2kO1ksFmpbaz0IFWpXtNTXqVpRWJ1BK081WeR42z1xUn3WfNKPo4uJ14wxLpLFZjQ6o53XTR3Xdb4ZUpzto1cuajt8Mm14jcYOklexXSU2Tteibax9MlSXKu+lIGMWq7lh1Q2uxf2KLbcnbuHFcL0aaxbCx/O1ghK7qQsuMuZ1AZXPddvzXqPf2iuVH0/sNHGVeo0klV91A1/Zsrl1AdLI6/L1b6WLOvoZKM/Y7mmABtIh4LT214PsYdXVRvC9SKhhJoFi/OFm8QPLJ15vUzBAVZ9F0OsnJbSJa9a6NXcDVpFbjYOmw6/8SsC66zMmzZxagGU+rLFqm2jM/x5dpWcwtLXNCrYkgMyLF+ySFUjqsDD7HqTrkbfJ7ggNeNAsm2aMwTN1+0HTI+myqPmsL0t3wlJu2rEff7NFl/2qrKRKWcYTkDmoUkZqGEDd++mPN24b42gHMpjrWK3DU7Qc15XQ9gz16xiip91R4JLfrqCLanDCuD0upzhbzjCFWa2M6IOPr+duyp5cfsvyTdcPX/qy8ZjFf/qSBfetuYb2vfrPaP2X59HKvN065uiGkGSyXaKUaZVFtkS0V15a3NQvoYo9ab9+8b9MBefG3mz5otW0unSK2jN3CMj9z6JbN4+Tyq+WPstiXlzpAG2eE+5nWKIRLh/B2lNsTaxvtcq62jjPnf23uNnu9/VzQ+Ost/kX9pfGPr5Tb/pcKUy+H6svPtkbmNlFfvLuZuDfDtllol6/ZTNKXXtteV9+3DPxmvF42eR3ez/v0cqlu2/x3k60/19DM+sHGkLWVV778gE0rfmIKPr/n8mv72Q9+7nlcjOmWTVxuqM0DLy76cpt++d2XW8n/1hd/v6SGWrwMOb0Q3lpbLzbcBjm/IAdebqmX1+rm2ZtrtiFBbV/YpmkbRr78LrA4O+ByP21X7dLtsjzQP2oM+ctRC41ltmc5b/0SE9yMTxuLi4lfx31BAlRj7XrnC36wIHC+tDE3Y7ggGsLmuvYc3fwu6zfLs9vj1z6+RFr8FP26I9o++/slx9gu3wufzov9syxBWrvbzy9wnIvNz/LeF19+NsRtuS9r5DM+Yz/DC9ralDUKZLNkvzhwtj2aNzd8idd9gceszXoxaNtmb7v9st0X26Qertuz6OeMaXZ5jVAP3wXttBmoxkLauv61R0RxpVBjQPvO86OruqBNXgSGJMaohqoXTZ/UnSZedHDCzNDUgwq5Kq65cwOD1b5oqe6ynB3tXQSxgBaIZnQ5uMFSlNwFci/kvtAHIVZeOEugiKIoWjKa3eAcxet6FFGyKNlFcGIL2Q2JErztsYBpIQcj0Nfw8gDqz87m4OVejaRCEo+EmExcOciTKwF0GBCLkMnuvLNCViMLbiQurmgWqY4pAoMKPUZouQxFPFg+Qhm8QHrKHblMlFYPQISoQoxyoXOVXECUWJSYBc0zVuYKxAgEFSxAqfqEZ2BoQkqBnCmzI5iDKlrU50Qg9Bkt2Q3gCrFTLIrXC1Aw6X71cmsCugMZWhSEVPbryq1kQeKGm1njMU1J8H/WhM2avpDFabgFcVShVsEdfQ5k8PID7th2/DJuwA+bo8aAVKOYGmJCraLMq3O4aa5mDVDu+7w6DT1tHes/yW64JVTQgngamMDqRF2eVTz1hGc8XCd9GZf63ybcm+oYXpQMq5EQ1flvhaq4VGNUi8AU9XQ+kqvDuEaalKpkVB4jpSBaKLjxQ8TXXxFX86O16JiN8cZ8jkrlJ348GlKS781af2JFDdUxDLW/1dku5tEsv458bazKUou0rMtNGmpslUdkyUXQFOrmHPZ1a5u1tPJqQyxv7neZwl0DyZ3VUoEPFhEiTdH36VAHdmTPXy1VDjMtFSyirIUZfZ0XWFIq2taYt11wUjBJmEU8fUVYUKfer4YydWCSG8/8DChBViyL+bqqq6WKNwUacGNBERkSshs5W8FSvB4FDcCBINISN9aojZqlcysE+BDWE3SZ9rIYa14eu9L4hMl2w9Em2wshFqwUlnSSDVfUZJIl+th5+VeTUAEDnhYqZyNoZohe2UOKG+ZmAStCSOp7STKBRMcEecc8er0dgvONXNkDRRFTAjOlGtTMIDVepxnVjMwGZ4EcMCJmkVIiSQKTao1CcD5spVCkUCxjxTwqICj0dWYmRyCV5BEnkhpcqQ6XOZCplFIdQoGiLa0IaDBCKGTxVKpKpivm6c20ReHW/V68EGyuq6VsUjiI4KANcVCWidV9FMgCCTe0dW3JRciqTBrJnSBdQTz/idf+Uijq91PUHWUZgkaPSFTft5rxCA8p7qA1j+aS6MZozXhNI1Xoat2fMmGWyFYoWrA+e+RbBcqVolhRkksdvh/EayRdJvn4ujW36DnL2v26+xYdpe2VrXNhOWK+pE28OIN+llbd4EJOuLDRyObdL6WJF3rF5pi7lMttfezWsP7F5l/K8T+tc/DT3dze0wz+m6NAfvLiLzXsxefL5T/18i8pGqte8DJKfr3MXnT410pu2zfaYje87N3lMxeA7PKfLPz48p4avQZfeOh65Tb2YnnmVn9b5qSeO4tdobxo23a9gGxm7rI/2wW3vmTJklL/kguB8adAh3XMGxB42a+y/n1x+fZ6uRzDpU3KCup8MS7IGo1hrXX2+TuW924zQWx5wvrP6plj0gC5FxuhtnfTROAyE8Svld3Wu5rcsURqfelZizHb+HK00889+6fpa7ndLz+ltetLD/98J134e3+ipZ9/+r+yr3/qry/xL3vx25fo5fr4wguXpdFktS/1yDY/hZ+ckYvz4ScbdXmLmf39I3alK13pSle60pWudKUrXelKV7rSla50pStd6UpXutKVrvQT9PU5Sq50pStd6UpXutKVrnSlK13pSle60pWudKUrXelKV7rSlX4FXZ0QV7rSla50pStd6UpXutKVrnSlK13pSle60pWudKUrXek/hK5OiCtd6UpXutKVrnSlK13pSle60pWudKUrXelKV7rSla70H0JXJ8SVrnSlK13pSle60pWudKUrXelKV7rSla50pStd6UpX+g+hqxPiSle60pWudKUrXelKV7rSla50pStd6UpXutKVrnSlK/2H0NUJcaUrXelKV7rSla50pStd6UpXutKVrnSlK13pSle60pX+Q+jqhLjSla50pStd6UpXutKVrnSlK13pSle60pWudKUrXelK/yF0dUJc6UpXutKVrnSlK13pSle60pWudKUrXelKV7rSla50pf8QujohrnSlK13pSle60pWudKUrXelKV7rSla50pStd6UpXutJ/CP3/AUd6EIo8X/gIAAAAAElFTkSuQmCC", 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" ] }, "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": 10, "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 all the blocks of ViTs/MLP-Mixer and ResNet-18" ] }, { "cell_type": "code", "execution_count": 11, "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", "2025-03-24 02:38:14,420 INFO:Total samples: 80000\n", "2025-03-24 02:38:14,425 INFO:Total samples: 1000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Number of GPUs available: 2\n", "Configuration setup time: 0.0906s\n", "Dataloader creation time: 0.0631s\n", "Dataloader creation time: 0.0021s\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:38:14,996 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-03-24 02:38:15,284 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", "2025-03-24 02:38:17,611 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-03-24 02:38:17,734 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", "2025-03-24 02:38:17,774 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2025-03-24 02:38:18,051 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-03-24 02:38:18,183 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:18,708 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-03-24 02:38:18,838 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:19,466 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-03-24 02:38:19,593 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:19,954 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-03-24 02:38:20,077 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:20,392 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-03-24 02:38:20,515 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:20,790 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-03-24 02:38:20,916 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:21,284 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-03-24 02:38:21,440 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:21,519 INFO:Loading pretrained weights from Hugging Face hub (timm/resnet18.a1_in1k)\n", "2025-03-24 02:38:21,646 INFO:[timm/resnet18.a1_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-24 02:38:21,653 INFO:Missing keys (fc.weight, fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model initialization time: 7.2278s\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", "\n", "Testing model: ResNet-18\n", "ResNet-18 wrapped in DataParallel.\n", "Test passed for ResNet-18. 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, ResNet-18].\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", " elif hasattr(model, 'fc') and isinstance(model.fc, nn.Module):\n", " # Support for ResNet's 'fc' classification head\n", " for p in model.fc.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head', 'classifier', or 'fc'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name or 'fc' 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 (list of attributes that hold blocks/layers)\n", " # If none found or applicable, ft_attr = [] and we'll fallback to parameter-based approach\n", " ft_attr = [] # Initialize as empty list\n", "\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 = []\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 []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\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 []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\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", " elif model_name == 'ResNet-18':\n", " model = timm.create_model('resnet18', \n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob, \n", " num_classes=num_classes)\n", " # Replace the classification head\n", " model.fc = nn.Linear(model.fc.in_features, num_classes)\n", " ft_attr = ['layer1', 'layer2', 'layer3', 'layer4'] # ResNet-18 layers\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:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, 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:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, 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", " 'ResNet-18': initialize_model('ResNet-18', 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": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mon Mar 24 02:38:28 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", "| 62% 65C P0 314W / 390W | 11203MiB / 24576MiB | 81% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 56C P0 286W / 390W | 23731MiB / 24576MiB | 10% 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 3292 G /usr/lib/xorg/Xorg 4MiB |\n", "| 0 N/A N/A 1057185 C ...lange/anaconda3/envs/vit/bin/python 11180MiB |\n", "| 1 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 1057185 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": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ViT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 03:17:09,787 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-01-08 03:17:09,992 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: 0.1595, Train Acc: 94.50%, Train AUC: 0.9854, Train F1: 0.9452\n", "Val Loss: 0.0584, Val Acc: 97.40%, Val AUC: 0.9983, Val F1: 0.9737\n", "Best model saved at epoch 1 with Val Loss: 0.0584\n", "Epoch 1 time: 5m 26.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0489, Train Acc: 98.19%, Train AUC: 0.9984, Train F1: 0.9819\n", "Val Loss: 0.0484, Val Acc: 98.40%, Val AUC: 0.9985, Val F1: 0.9841\n", "Best model saved at epoch 2 with Val Loss: 0.0484\n", "Epoch 2 time: 5m 35.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0410, Train Acc: 98.54%, Train AUC: 0.9989, Train F1: 0.9854\n", "Val Loss: 0.0652, Val Acc: 97.50%, Val AUC: 0.9980, Val F1: 0.9749\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 5m 46.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0365, Train Acc: 98.67%, Train AUC: 0.9991, Train F1: 0.9867\n", "Val Loss: 0.0426, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9859\n", "Best model saved at epoch 4 with Val Loss: 0.0426\n", "Epoch 4 time: 5m 33.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0357, Train Acc: 98.68%, Train AUC: 0.9991, Train F1: 0.9868\n", "Val Loss: 0.0594, Val Acc: 97.90%, Val AUC: 0.9983, Val F1: 0.9787\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 5m 47.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0300, Train Acc: 98.92%, Train AUC: 0.9993, Train F1: 0.9892\n", "Val Loss: 0.0399, Val Acc: 98.80%, Val AUC: 0.9990, Val F1: 0.9880\n", "Best model saved at epoch 6 with Val Loss: 0.0399\n", "Epoch 6 time: 5m 39.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0317, Train Acc: 98.83%, Train AUC: 0.9993, Train F1: 0.9883\n", "Val Loss: 0.0453, Val Acc: 98.80%, Val AUC: 0.9994, Val F1: 0.9879\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 5m 56.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0298, Train Acc: 98.93%, Train AUC: 0.9994, Train F1: 0.9893\n", "Val Loss: 0.0433, Val Acc: 98.30%, Val AUC: 0.9980, Val F1: 0.9829\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 5m 55.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0284, Train Acc: 98.96%, Train AUC: 0.9995, Train F1: 0.9896\n", "Val Loss: 0.0437, Val Acc: 98.50%, Val AUC: 0.9983, Val F1: 0.9851\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 9 time: 5m 39.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0277, Train Acc: 98.99%, Train AUC: 0.9995, Train F1: 0.9899\n", "Val Loss: 0.0395, Val Acc: 98.80%, Val AUC: 0.9984, Val F1: 0.9880\n", "Best model saved at epoch 10 with Val Loss: 0.0395\n", "Epoch 10 time: 5m 38.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0268, Train Acc: 99.01%, Train AUC: 0.9995, Train F1: 0.9901\n", "Val Loss: 0.0549, Val Acc: 98.20%, Val AUC: 0.9981, Val F1: 0.9821\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 5m 35.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0280, Train Acc: 99.00%, Train AUC: 0.9994, Train F1: 0.9900\n", "Val Loss: 0.0502, Val Acc: 98.20%, Val AUC: 0.9986, Val F1: 0.9821\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 12 time: 5m 48.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0254, Train Acc: 99.07%, Train AUC: 0.9996, Train F1: 0.9907\n", "Val Loss: 0.0770, Val Acc: 97.70%, Val AUC: 0.9972, Val F1: 0.9772\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 13 time: 5m 36.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0253, Train Acc: 99.09%, Train AUC: 0.9995, Train F1: 0.9909\n", "Val Loss: 0.0526, Val Acc: 98.10%, Val AUC: 0.9990, Val F1: 0.9809\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 14 time: 5m 40.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0268, Train Acc: 99.04%, Train AUC: 0.9995, Train F1: 0.9904\n", "Val Loss: 0.0438, Val Acc: 98.70%, Val AUC: 0.9983, Val F1: 0.9870\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 15 time: 5m 52.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0244, Train Acc: 99.11%, Train AUC: 0.9996, Train F1: 0.9911\n", "Val Loss: 0.0509, Val Acc: 98.30%, Val AUC: 0.9994, Val F1: 0.9827\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 16 time: 5m 40.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0143, Train Acc: 99.49%, Train AUC: 0.9998, Train F1: 0.9949\n", "Val Loss: 0.0348, Val Acc: 98.80%, Val AUC: 0.9994, Val F1: 0.9880\n", "Best model saved at epoch 17 with Val Loss: 0.0348\n", "Epoch 17 time: 5m 42.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0120, Train Acc: 99.55%, Train AUC: 0.9999, Train F1: 0.9955\n", "Val Loss: 0.0322, Val Acc: 98.70%, Val AUC: 0.9996, Val F1: 0.9870\n", "Best model saved at epoch 18 with Val Loss: 0.0322\n", "Epoch 18 time: 5m 43.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0113, Train Acc: 99.57%, Train AUC: 0.9999, Train F1: 0.9957\n", "Val Loss: 0.0277, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "Best model saved at epoch 19 with Val Loss: 0.0277\n", "Epoch 19 time: 5m 49.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0103, Train Acc: 99.64%, Train AUC: 0.9999, Train F1: 0.9964\n", "Val Loss: 0.0263, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "Best model saved at epoch 20 with Val Loss: 0.0263\n", "Epoch 20 time: 5m 40.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0094, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0312, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9880\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 21 time: 5m 39.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0094, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0308, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 22 time: 6m 0.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0093, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0361, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 23 time: 5m 48.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0088, Train Acc: 99.71%, Train AUC: 0.9999, Train F1: 0.9971\n", "Val Loss: 0.0300, Val Acc: 98.80%, Val AUC: 0.9997, Val F1: 0.9880\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 24 time: 5m 49.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0090, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9968\n", "Val Loss: 0.0316, Val Acc: 99.20%, Val AUC: 0.9996, Val F1: 0.9920\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 25 time: 5m 36.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0083, Train Acc: 99.68%, Train AUC: 0.9999, Train F1: 0.9968\n", "Val Loss: 0.0313, Val Acc: 98.90%, Val AUC: 0.9997, Val F1: 0.9890\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 26 time: 5m 38.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0076, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0292, Val Acc: 99.00%, Val AUC: 0.9997, Val F1: 0.9900\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 27 time: 5m 47.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0076, Train Acc: 99.70%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0287, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 28 time: 5m 42.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0071, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0294, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 29 time: 5m 31.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0072, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0291, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 30 time: 5m 37.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0073, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0285, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 31 time: 5m 38.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0065, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0301, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 32 time: 5m 31.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0069, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0285, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 33 time: 5m 41.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0075, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0283, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 34 time: 5m 37.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0071, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0290, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 35 time: 5m 29.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0063, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0301, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 36 time: 5m 39.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0061, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0320, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 37 time: 5m 26.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0067, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0309, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 38 time: 5m 32.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0070, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0303, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 39 time: 5m 24.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0060, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0320, Val Acc: 99.50%, Val AUC: 0.9997, Val F1: 0.9950\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: 3h 47m 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/ViT_metrics.csv\n", "Training completed at epoch 20 with best validation loss of 0.0263\n", "ViT training time: 3h 47m 18s\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='all_blocks', 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": 14, "metadata": {}, "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: 0.3052, Train Acc: 82.62%, Train AUC: 0.9335, Train F1: 0.8238\n", "Val Loss: 0.3121, Val Acc: 85.50%, Val AUC: 0.9858, Val F1: 0.8720\n", "Best model saved at epoch 1 with Val Loss: 0.3121\n", "Epoch 1 time: 5m 33.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.2044, Train Acc: 87.62%, Train AUC: 0.9679, Train F1: 0.8754\n", "Val Loss: 0.2210, Val Acc: 92.30%, Val AUC: 0.9868, Val F1: 0.9175\n", "Best model saved at epoch 2 with Val Loss: 0.2210\n", "Epoch 2 time: 5m 15.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.1836, Train Acc: 88.55%, Train AUC: 0.9729, Train F1: 0.8852\n", "Val Loss: 0.1277, Val Acc: 94.80%, Val AUC: 0.9896, Val F1: 0.9472\n", "Best model saved at epoch 3 with Val Loss: 0.1277\n", "Epoch 3 time: 5m 9.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.1798, Train Acc: 88.68%, Train AUC: 0.9735, Train F1: 0.8859\n", "Val Loss: 0.0533, Val Acc: 97.70%, Val AUC: 0.9984, Val F1: 0.9770\n", "Best model saved at epoch 4 with Val Loss: 0.0533\n", "Epoch 4 time: 5m 20.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.1728, Train Acc: 88.94%, Train AUC: 0.9749, Train F1: 0.8910\n", "Val Loss: 0.0965, Val Acc: 96.50%, Val AUC: 0.9971, Val F1: 0.9642\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 5m 16.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.1674, Train Acc: 89.19%, Train AUC: 0.9761, Train F1: 0.8920\n", "Val Loss: 0.0607, Val Acc: 97.90%, Val AUC: 0.9979, Val F1: 0.9788\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 5m 18.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.1659, Train Acc: 89.26%, Train AUC: 0.9763, Train F1: 0.8890\n", "Val Loss: 0.0599, Val Acc: 97.50%, Val AUC: 0.9985, Val F1: 0.9745\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 7 time: 5m 17.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.1644, Train Acc: 89.32%, Train AUC: 0.9768, Train F1: 0.8921\n", "Val Loss: 0.1197, Val Acc: 95.40%, Val AUC: 0.9980, Val F1: 0.9519\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 8 time: 5m 27.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.1621, Train Acc: 89.40%, Train AUC: 0.9772, Train F1: 0.8953\n", "Val Loss: 0.0535, Val Acc: 98.00%, Val AUC: 0.9986, Val F1: 0.9798\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 9 time: 5m 10.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.1600, Train Acc: 89.47%, Train AUC: 0.9775, Train F1: 0.8963\n", "Val Loss: 0.1058, Val Acc: 96.10%, Val AUC: 0.9969, Val F1: 0.9597\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 10 time: 5m 36.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.1499, Train Acc: 90.16%, Train AUC: 0.9801, Train F1: 0.8998\n", "Val Loss: 0.0496, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9829\n", "Best model saved at epoch 11 with Val Loss: 0.0496\n", "Epoch 11 time: 5m 12.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.1479, Train Acc: 90.31%, Train AUC: 0.9804, Train F1: 0.9026\n", "Val Loss: 0.0458, Val Acc: 98.40%, Val AUC: 0.9990, Val F1: 0.9839\n", "Best model saved at epoch 12 with Val Loss: 0.0458\n", "Epoch 12 time: 5m 5.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.1466, Train Acc: 90.49%, Train AUC: 0.9811, Train F1: 0.9049\n", "Val Loss: 0.0455, Val Acc: 98.70%, Val AUC: 0.9992, Val F1: 0.9870\n", "Best model saved at epoch 13 with Val Loss: 0.0455\n", "Epoch 13 time: 5m 16.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.1468, Train Acc: 90.37%, Train AUC: 0.9808, Train F1: 0.9030\n", "Val Loss: 0.0458, Val Acc: 98.40%, Val AUC: 0.9993, Val F1: 0.9839\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 5m 13.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.1432, Train Acc: 90.62%, Train AUC: 0.9817, Train F1: 0.9072\n", "Val Loss: 0.0358, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9890\n", "Best model saved at epoch 15 with Val Loss: 0.0358\n", "Epoch 15 time: 5m 12.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.1479, Train Acc: 90.27%, Train AUC: 0.9805, Train F1: 0.9027\n", "Val Loss: 0.0503, Val Acc: 98.40%, Val AUC: 0.9992, Val F1: 0.9839\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 5m 20.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.1445, Train Acc: 90.50%, Train AUC: 0.9814, Train F1: 0.9042\n", "Val Loss: 0.0369, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9870\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 17 time: 5m 15.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.1434, Train Acc: 90.74%, Train AUC: 0.9821, Train F1: 0.9093\n", "Val Loss: 0.0326, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9879\n", "Best model saved at epoch 18 with Val Loss: 0.0326\n", "Epoch 18 time: 5m 16.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.1419, Train Acc: 90.81%, Train AUC: 0.9825, Train F1: 0.9086\n", "Val Loss: 0.0313, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "Best model saved at epoch 19 with Val Loss: 0.0313\n", "Epoch 19 time: 5m 33.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.1439, Train Acc: 90.90%, Train AUC: 0.9823, Train F1: 0.9082\n", "Val Loss: 0.0389, Val Acc: 98.60%, Val AUC: 0.9994, Val F1: 0.9859\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 20 time: 5m 26.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.1432, Train Acc: 90.80%, Train AUC: 0.9823, Train F1: 0.9081\n", "Val Loss: 0.0343, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 21 time: 5m 10.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.1400, Train Acc: 90.99%, Train AUC: 0.9832, Train F1: 0.9095\n", "Val Loss: 0.0422, Val Acc: 98.70%, Val AUC: 0.9985, Val F1: 0.9870\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 22 time: 5m 31.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.1402, Train Acc: 91.08%, Train AUC: 0.9833, Train F1: 0.9116\n", "Val Loss: 0.0345, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 23 time: 5m 31.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.1395, Train Acc: 91.14%, Train AUC: 0.9834, Train F1: 0.9125\n", "Val Loss: 0.0459, Val Acc: 98.80%, Val AUC: 0.9985, Val F1: 0.9880\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 24 time: 5m 28.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.1416, Train Acc: 91.07%, Train AUC: 0.9832, Train F1: 0.9116\n", "Val Loss: 0.0355, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9899\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 25 time: 5m 17.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.1385, Train Acc: 91.29%, Train AUC: 0.9841, Train F1: 0.9113\n", "Val Loss: 0.0338, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 26 time: 5m 27.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.1366, Train Acc: 91.43%, Train AUC: 0.9846, Train F1: 0.9141\n", "Val Loss: 0.0339, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 27 time: 5m 13.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.1365, Train Acc: 91.51%, Train AUC: 0.9846, Train F1: 0.9156\n", "Val Loss: 0.0346, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 28 time: 5m 27.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.1389, Train Acc: 91.25%, Train AUC: 0.9840, Train F1: 0.9132\n", "Val Loss: 0.0332, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 29 time: 5m 27.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.1354, Train Acc: 91.70%, Train AUC: 0.9851, Train F1: 0.9179\n", "Val Loss: 0.0341, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 30 time: 5m 22.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.1366, Train Acc: 91.58%, Train AUC: 0.9847, Train F1: 0.9170\n", "Val Loss: 0.0353, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 31 time: 5m 33.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.1368, Train Acc: 91.53%, Train AUC: 0.9847, Train F1: 0.9164\n", "Val Loss: 0.0350, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 32 time: 5m 20.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.1365, Train Acc: 91.54%, Train AUC: 0.9848, Train F1: 0.9168\n", "Val Loss: 0.0350, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 33 time: 5m 29.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.1336, Train Acc: 91.82%, Train AUC: 0.9856, Train F1: 0.9188\n", "Val Loss: 0.0343, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 34 time: 5m 17.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.1351, Train Acc: 91.72%, Train AUC: 0.9852, Train F1: 0.9179\n", "Val Loss: 0.0341, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 35 time: 5m 12.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.1374, Train Acc: 91.57%, Train AUC: 0.9847, Train F1: 0.9166\n", "Val Loss: 0.0325, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 36 time: 5m 15.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.1358, Train Acc: 91.69%, Train AUC: 0.9851, Train F1: 0.9171\n", "Val Loss: 0.0361, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 37 time: 5m 12.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.1349, Train Acc: 91.74%, Train AUC: 0.9853, Train F1: 0.9172\n", "Val Loss: 0.0356, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 38 time: 5m 9.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.1350, Train Acc: 91.64%, Train AUC: 0.9852, Train F1: 0.9172\n", "Val Loss: 0.0324, Val Acc: 99.40%, Val AUC: 0.9987, Val F1: 0.9940\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: 3h 28m 16s\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/CvT_metrics.csv\n", "Training completed at epoch 19 with best validation loss of 0.0313\n", "CvT training time: 3h 28m 18s\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='all_blocks', 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)}\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Swin ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 07:07:19,306 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-01-08 07:07:19,443 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", "2025-01-08 07:07:19,484 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: 0.0757, Train Acc: 96.83%, Train AUC: 0.9965, Train F1: 0.9684\n", "Val Loss: 0.0390, Val Acc: 98.50%, Val AUC: 0.9993, Val F1: 0.9848\n", "Best model saved at epoch 1 with Val Loss: 0.0390\n", "Epoch 1 time: 6m 38.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0332, Train Acc: 98.83%, Train AUC: 0.9992, Train F1: 0.9883\n", "Val Loss: 0.0310, Val Acc: 99.00%, Val AUC: 0.9994, Val F1: 0.9900\n", "Best model saved at epoch 2 with Val Loss: 0.0310\n", "Epoch 2 time: 6m 39.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0254, Train Acc: 99.09%, Train AUC: 0.9996, Train F1: 0.9909\n", "Val Loss: 0.0460, Val Acc: 98.50%, Val AUC: 0.9994, Val F1: 0.9852\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 6m 48.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0211, Train Acc: 99.24%, Train AUC: 0.9997, Train F1: 0.9924\n", "Val Loss: 0.0238, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "Best model saved at epoch 4 with Val Loss: 0.0238\n", "Epoch 4 time: 6m 38.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0207, Train Acc: 99.26%, Train AUC: 0.9997, Train F1: 0.9926\n", "Val Loss: 0.0370, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9911\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 6m 49.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0194, Train Acc: 99.31%, Train AUC: 0.9997, Train F1: 0.9931\n", "Val Loss: 0.0154, Val Acc: 99.40%, Val AUC: 0.9999, Val F1: 0.9940\n", "Best model saved at epoch 6 with Val Loss: 0.0154\n", "Epoch 6 time: 6m 33.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0175, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0270, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 6m 31.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0161, Train Acc: 99.44%, Train AUC: 0.9998, Train F1: 0.9944\n", "Val Loss: 0.0262, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 6m 40.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0159, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0362, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 9 time: 6m 49.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0155, Train Acc: 99.44%, Train AUC: 0.9998, Train F1: 0.9944\n", "Val Loss: 0.0166, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 10 time: 6m 43.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0150, Train Acc: 99.48%, Train AUC: 0.9998, Train F1: 0.9948\n", "Val Loss: 0.0284, Val Acc: 99.10%, Val AUC: 0.9998, Val F1: 0.9910\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 11 time: 6m 41.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0144, Train Acc: 99.47%, Train AUC: 0.9999, Train F1: 0.9947\n", "Val Loss: 0.0499, Val Acc: 98.50%, Val AUC: 0.9988, Val F1: 0.9852\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 12 time: 6m 43.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0085, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0161, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 13 time: 6m 53.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0065, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0159, Val Acc: 99.40%, Val AUC: 0.9999, Val F1: 0.9940\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 14 time: 6m 32.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0063, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0183, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 15 time: 6m 35.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0058, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0173, Val Acc: 99.40%, Val AUC: 0.9999, Val F1: 0.9940\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 16 time: 6m 49.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0055, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0172, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 17 time: 6m 54.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0050, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0205, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 18 time: 6m 49.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0055, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0189, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 19 time: 6m 49.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0047, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0178, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 20 time: 6m 35.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0048, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0170, Val Acc: 99.50%, Val AUC: 0.9999, Val F1: 0.9950\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 21 time: 6m 53.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0041, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0166, Val Acc: 99.50%, Val AUC: 0.9999, Val F1: 0.9950\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 22 time: 6m 37.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0042, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0164, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 23 time: 6m 44.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0043, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0168, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 24 time: 6m 42.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0046, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0168, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 25 time: 6m 53.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0043, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0176, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\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 55m 3s\n" ] }, { "data": { "image/png": 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aVapUYerUqbz88st4enrSsGFDHnzwQfuYhx9+mMOHDzN9+nSWLFlCmzZtWL58OR07dsxz/FOmTMHJyYmvv/6atLQ0brvtNn777TciIiJyjfP29mbt2rW8+uqrLFiwgFmzZlGmTBk6duxIxYoVc40tW7Ysd955J4sXL84Vr4hIcWGyFoXOqyIiIiIiIiIiIlJoevXqxY4dOzhw4ICjQxERuW7qsSEiIiIiIiIiIlKKnDp1ikWLFmm2hogUWypFJSIiIiIiIiIiUgocPnyYdevW8fnnn+Pi4sL//d//OTokEZEbohkbIiIiIiIiIiIipcDq1at58MEHOXz4MLNmzSI0NNTRIYmI3BD12BARERERERERERERkWJDMzZERERERKTEWrNmDd26daN8+fKYTCYWLlx4zfesWrWKpk2b4ubmRvXq1fniiy8uGfPBBx8QHh6Ou7s7rVq1YuPGjbleT0tL4/HHHycoKAhvb2969+7NmTNn8ulTiYiIiIiUbuqxUYAsFgsnT57Ex8cHk8nk6HBERERERAqU1WolMTGR8uXLYzYXjXuokpOTadSoEUOGDOGee+655vjDhw9z1113MXz4cL7++msiIyMZNmwY5cqVIyIiAoB58+YxYsQIPv74Y1q1asXkyZOJiIhg7969lClTBoBnn32WRYsWMX/+fPz8/HjiiSe45557WLduXZ5j1/mEiIiIiJQm13M+oVJUBej48eOEhYU5OgwRERERkUJ17NgxKlas6OgwLmEymViwYAE9e/a84pgXX3yRRYsWsXPnTvu6/v37ExcXx5IlSwBo1aoVLVq0YNq0aYCRgAgLC+PJJ59k1KhRxMfHExISwpw5c7j33nsB2LNnD3Xq1GHDhg3ccsstl913eno66enp9ucnTpygbt26N/uxRURERESKlbycT2jGRgHy8fEBjF+Er6+vg6ORUiU5GcqXN5ZPngQvL8fGIyIiIqVCQkICYWFh9r+Di6MNGzbQqVOnXOsiIiJ45plnAMjIyGDLli2MHj3a/rrZbKZTp05s2LABgC1btpCZmZlrO7Vr16ZSpUpXTWy89dZbjB8//pL1Op+QQqfzCREREXGA6zmfUGKjANmmi/v6+upERAqXk9OFZV9fnYiIiIhIoSrOZZNOnz5N2bJlc60rW7YsCQkJpKamEhsbS3Z29mXH7Nmzx74NV1dX/P39Lxlz+vTpK+579OjRjBgxwv7cdmKn8wkpdDqfEBEREQfKy/mEEhsiIiIiIiJFgJubG25ubo4OQ0RERESkyFNiQ6Qk8vSEs2cvLIuIiIhInoSGhnLmzJlc686cOYOvry8eHh44OTnh5OR02TGhoaH2bWRkZBAXF5dr1sbFY0SKNJ1PiIiISBF39dbiIlI8mUwQEmI8inEpCBEREZHC1rp1ayIjI3OtW758Oa1btwbA1dWVZs2a5RpjsViIjIy0j2nWrBkuLi65xuzdu5eoqCj7GJEiTecTIiIiUsRpxoaIiIiI3LDs7GwyMzMdHYYUEhcXF5wurr1fDCQlJXHgwAH788OHD7Nt2zYCAwOpVKkSo0eP5sSJE3z55ZcADB8+nGnTpvHCCy8wZMgQVqxYwbfffsuiRYvs2xgxYgQPPfQQzZs3p2XLlkyePJnk5GQGDx4MgJ+fH0OHDmXEiBEEBgbi6+vLk08+SevWra/YOPxm6DiU/FIcj3EREREpnZTYECmJ0tPB1njyvfdAtZpFRCSfWa1WTp8+TVxcnKNDkULm7+9PaGhosWkQvnnzZjp06GB/bmvO/dBDD/HFF19w6tQpoqKi7K9XqVKFRYsW8eyzzzJlyhQqVqzI559/TkREhH1Mv379iI6OZuzYsZw+fZrGjRuzZMmSXA3F//e//2E2m+nduzfp6elERETw4Ycf5utn03EoBcHf35/QgABMzz1nrND5hIiIiBRBJqvVanV0ECVVQkICfn5+xMfH4+vr6+hwpDRJTgZvb2M5KQm8vBwbj4iIlDinTp0iLi6OMmXK4OnpWWwucsuNs1qtpKSkcPbsWfz9/SlXrtwlY/T3b/661vep41DyU65j3NOTcuHhxgs6nxAREZFCcj3nE5qxISIiIiLXJTs7234xNSgoyNHhSCHy8PAA4OzZs5QpU0YlaxxIx6EUBPsxfvo0ZTw9cUpJcXBEIiIiIpen5uEiIiIicl1stfw9PT0dHIk4gu33rp4OjqXjUAqK/RgPDnZwJCIiIiJXpsSGiIiIiNwQlb0pnfR7L1r0+5D8Zv83pX9bIiIiUoQpsSEiIiIiIiIiIiIiIsWGEhsiIiIiIiIiIiIiIlJsKLEhIiIiInITwsPDmTx5sqPDECm1dAyKiIiIlD5KbIiURB4ecPiw8fDwcHQ0IiIiRYLJZLrqY9y4cTe03U2bNvHII4/cVGzt27fnmWeeualtiBR1RfkYtJk7dy5OTk48/vjj+bK9YstkgshInU+IiIhIkeXs6ABEpACYzRAe7ugoREREipRTp07Zl+fNm8fYsWPZu3evfZ23t7d92Wq1kp2djbPztf9cDgkJyd9ARUqo4nAMTp8+nRdeeIFPPvmEd999F3d393zb9vXKyMjA1dXVMTs3maBCBXDg5xcRERG5Gs3YEBEREZGbZrVaScnIcsjDarXmKcbQ0FD7w8/PD5PJZH++Z88efHx8+PXXX2nWrBlubm78/vvvHDx4kB49elC2bFm8vb1p0aIFv/32W67t/rsMjslk4vPPP6dXr154enpSo0YNfvrpp5v6fr///nvq1auHm5sb4eHhvPvuu7le//DDD6lRowbu7u6ULVuWe++91/7ad999R4MGDfDw8CAoKIhOnTqRnJx8U/FI0aNjcLL9+Y0eg4cPH2b9+vWMGjWKmjVr8sMPP1wyZsaMGfZjsVy5cjzxxBP21+Li4vi///s/ypYti7u7O/Xr1+eXX34BYNy4cTRu3DjXtiZPnkz4RTcjDRo0iJ49e/LGG29Qvnx5atWqBcDs2bNp3rw5Pj4+hIaGct9993H27Nlc2/rnn3+4++678fX1xcfHhzZt2nDw4EHWrFmDi4sLp0+fzjX+mWeeoU2bNtf8TkRERESKKs3YECmJMjLg5ZeN5TfeAEfd6SUiIqVGamY2dccudci+d70Wgadr/vxZO2rUKN555x2qVq1KQEAAx44do2vXrrzxxhu4ubnx5Zdf0q1bN/bu3UulSpWuuJ3x48czceJEJk2axNSpU7n//vs5evQogYGB1x3Tli1b6Nu3L+PGjaNfv36sX7+exx57jKCgIAYNGsTmzZt56qmnmD17Nrfeeivnz59n7dq1gHGH/IABA5g4cSK9evUiMTGRtWvX5vlCtBQfOgZzu5FjcObMmdx11134+fnxwAMPMH36dO677z776x999BEjRozg7bffpkuXLsTHx7Nu3ToALBYLXbp0ITExka+++opq1aqxa9cunJycruvzR0ZG4uvry/Lly+3rMjMzmTBhArVq1eLs2bOMGDGCQYMGsXjxYgBOnDhB27Ztad++PStWrMDX15d169aRlZVF27ZtqVq1KrNnz2bkyJH27X399ddMnDjxyoFYrTBxIiQm6nxCREREiiQlNkRKosxMeOcdY3ncOJ2IiIiI5NFrr73GHXfcYX8eGBhIo0aN7M8nTJjAggUL+Omnn3Ldqf1vgwYNYsCAAQC8+eabvP/++2zcuJHOnTtfd0zvvfceHTt25JVXXgGgZs2a7Nq1i0mTJjFo0CCioqLw8vLi7rvvxsfHh8qVK9OkSRPASGxkZWVxzz33ULlyZQAaNGhw3TGIFBZHHYMWi4UvvviCqVOnAtC/f3+ee+45Dh8+TJUqVQB4/fXXee6553j66aft72vRogUAv/32Gxs3bmT37t3UrFkTgKpVq1735/fy8uLzzz/PVYJqyJAh9uWqVavy/vvv06JFC5KSkvD29uaDDz7Az8+Pb775BhcXFwB7DABDhw5l5syZ9sTGzz//TFpaGn379r1yIFYrzJgBR4/qfEJERESKJCU2REREROSmebg4seu1CIftO780b9481/OkpCTGjRvHokWL7EmC1NRUoqKirrqdhg0b2pe9vLzw9fW9pHRMXu3evZsePXrkWnfbbbcxefJksrOzueOOO6hcuTJVq1alc+fOdO7c2V6Cp1GjRnTs2JEGDRoQERHBnXfeyb333ktAQMANxSJFl47B3K73GFy+fDnJycl07doVgODgYO644w5mzJjBhAkTOHv2LCdPnqRjx46Xff+2bduoWLFiroTCjWjQoMElfTW2bNnCuHHj2L59O7GxsVgsFgCioqKoW7cu27Zto02bNvakxr8NGjSIMWPG8Mcff3DLLbfwxRdf0LdvX7y8vG4qVhERERFHUmJDRERERG6ayWTKt1I0jvTvC33PP/88y5cv55133qF69ep4eHhw7733kpGRcdXt/PsCo8lksl+MzG8+Pj5s3bqVVatWsWzZMsaOHcu4cePYtGkT/v7+LF++nPXr17Ns2TKmTp3Kyy+/zJ9//mm/C11KBh2DuV3vMTh9+nTOnz+Ph4eHfZ3FYuHvv/9m/PjxudZfzrVeN5vNl5SAy8zMvGTcvz9/cnIyERERRERE8PXXXxMSEkJUVBQRERH27+Ba+y5TpgzdunVj5syZVKlShV9//ZVVq1Zd9T0iIiIiRV3x/8tXLut4bAqRu8/i6epEn+Zhjg5HREREpFhat24dgwYNolevXoBx9/iRI0cKNYY6derY6/hfHFfNmjXt9fudnZ3p1KkTnTp14tVXX8Xf358VK1Zwzz33YDKZuO2227jtttsYO3YslStXZsGCBYwYMaJQP4fIjSiMY/DcuXP8+OOPfPPNN9SrV8++Pjs7m9tvv51ly5bRuXNnwsPDiYyMpEOHDpdso2HDhhw/fpx9+/ZddtZGSEgIp0+fxmq1YjKZAGOWx7Xs2bOHc+fO8fbbbxMWZpzXbd68+ZJ9z5o1i8zMzCvO2hg2bBgDBgygYsWKVKtWjdtuu+2a+xYRESkI6VnZ7DyRwK5TCbg7mwnwdCXAywV/T1cCPV3x9XDByWxydJhSDCixUUIdik7m1Z/+oXaojxIbIiIiIjeoRo0a/PDDD3Tr1g2TycQrr7xSYDMvoqOjL7nQWa5cOZ577jlatGjBhAkT6NevHxs2bGDatGl8+OGHAPzyyy8cOnSItm3bEhAQwOLFi7FYLNSqVYs///yTyMhI7rzzTsqUKcOff/5JdHQ0derUKZDPIJLfCuMYnD17NkFBQfTt29eedLDp2rUr06dPp3PnzowbN47hw4dTpkwZe6PwdevW8eSTT9KuXTvatm1L7969ee+996hevTp79uzBZDLRuXNn2rdvT3R0NBMnTuTee+9lyZIl/Prrr/j6+l41tkqVKuHq6srUqVMZPnw4O3fuZMKECbnGPPHEE0ydOpX+/fszevRo/Pz8+OOPP2jZsiW1atUCICIiAl9fX15//XVee+21fP3+REREriY+JZMtUefZfCSWzUdi2X48jvSsK/+/3GQCPw8XI+Hhafz0ty17udrX+3u6Euh1YdnV2VyIn0qKAiU2SqgQHzcAohPTHRyJiIiISPH13nvvMWTIEG699VaCg4N58cUXSUhIKJB9zZkzhzlz5uRaN2HCBMaMGcO3337L2LFjmTBhAuXKleO1115j0KBBAPj7+/PDDz8wbtw40tLSqFGjBnPnzqVevXrs3r2bNWvWMHnyZBISEqhcuTLvvvsuXbp0KZDPIJLfCuMYnDFjBr169bokqQHQu3dvHnzwQWJiYnjooYdIS0vjf//7H88//zzBwcHce++99rHff/89zz//PAMGDCA5OZnq1avz9ttvA8bMqw8//JA333yTCRMm0Lt3b55//nk+/fTTq8YWEhLCF198wUsvvcT7779P06ZNeeedd+jevbt9TFBQECtWrGDkyJG0a9cOJycnGjdunGtWhtlsZtCgQbz55psMHDjwZr8yERGRy7JarRyPTWXz0fNsOhLLliOx7D2TeMm4QC9XGlX0w2KFuJQMzqdkEJecSWJ6FlYrxKVkEpeSyeHr2LeXq5M98eGfkxAJ9HLF09WJbIuVbIuVrFw/LbmeWy73erbxPNuasz7b9rol1/ayLVaczSbcXJxwdTLj5mLGzdmMq7MZN2cn3Jwv89zFjKuT07XH5rzulvPcxcmMs5MJFyczrk5mXJxMOJlNl/07pqQzWf9d6FPyTUJCAn5+fsTHx1/zTpz8FpOUTvPXf8Nkgv2vd8HZSVnLUiU5Gby9jeWkJFBjQBERyUdpaWkcPnyYKlWq4O7u7uhwpJBd7ffvyL9/S6KrfZ86DuV6DR06lOjoaH766aerjktLS+PwwYNUuesu3I8e1fmEiBRrsckZxKdmEuTtirebc7G6+JuUnsXp+DTOJKRxOj6N0wlpJKZlEerrRnl/DyoEeFDR3xNfD8d9rqxsC3tOJ7L5yHk2HTUSGacT0i4ZVyXYi+aVA2geHkDz8ECqBntdNubMbAtxKZnEpmQQm5xBbEomcSnGz3+vO5+SkZMAycCiq9v2JIeLsxlnsxnXnGUXJzPOZhOul1l2cTLhfFGCxFhnLD8fUQs3Z6dC/xzXcz6hGRslVICnK05mE9kWK+eTMyjjq5OdUsXDA3buvLAsIiIiIiKlUnx8PDt27GDOnDnXTGrYmUzw889gNut8QkSKhcxsC4eik9lzOoHdpxLZczqBPacSc11kd3M2E+ztRoiPW85PV4K93S56uBKc85qve8ElC7ItVqIT0zmdk7A4m3ghcWFLYpxJSCcpPStP2/N2c6aCvwfl/d2pEOBBBX/PnJ/Go4yPG+Z86lmRnJ7FtmNxbDpyni1HY9l6NJbkjOxcY5zNJupX8MtJZATSrHKAvbLMtbg4mQnxccvzeACLxUpiWhax9mRHBrHJRiIkLiWT5IwsnM0mnMzmnJ8m46eTCSfTxc8vvO5kMuHsdNFrOe81259f/NOM2Wz8XtOzLKRnWsjIziY900J6loWMLAvpWdnGa/ZHds44S8647JxxF8Ze/Ny+nGkhy2IhM/vSTE5GtoWMbOBfv48b9dydtfJlOwVJiY0SyslsItDLlejEdM4mpiuxUdqYzXBR40MRERERESmdevTowcaNGxk+fDh33HFH3t5kMkGNGqDZQCJSBMUkpbP7lJG42J2TwDhwNomM7Mv3bfBwcSI107hYfCIulRNxqdfch6uzmWAvV3sSJNjbjeB/JUJsiRE/Dxd7EuRysywuJCuM59GJ6XmeYeDj5kxZP3dCfd0p6+uOj7szZxLSjM8Rm8q55AyS0rPYeybxsiWfAFycTJTzy0l0BHhQ3t+DijnLFfw9KOfvfsU7888mpLH5aKw9kfHPyQSy/xW8j5szTSsH0CI8gGaVA2kc5o+Ha+Hd6W82m/DzdMHP04VwSscMQ6vVSma2URIrM8tKRraFzGyjdJZt2XhYL1r+1/MsK5kWC5lZOetztmV73aUYVP9RYqMEC/F2Izoxnegk9dkQEREREREpjVatWuXoEEREbkh6VjYHziaxxzYD43Qiu08lEnOF61zebs7UDvWhdjkfaof6UqecD7VCffF2cyY1I5uYJOMaWUyi7WcGMUnpFz0yiElMJzE9i4wsCyfj0zgZf2lZpX9zcTJuLk5Oz87zLAsns4kyPm6U9TWSFqF+RuKirK+bkcTISWZ4uV390m1qRjYn440khy3ZYUvenIhN5XRCGpnZVqLOpxB1PuWK2wnxcbMnPir6exCdlM7mI7GXfU8Ffw+a5SQymocHUrOsD075NCNE8sZkMuHqbMIVM7g6OhrHUWKjBAvxcYNTaiBeKmVkwJtvGssvvQSupfi/ciIiIiIicn2sVpg2zeivofMJESlgVquVMwnp9tkXtjJSB6OTyLrM1AaTCaoEedkTGLVDfahTzpeKAR5XLB/l4epEWKAnYYGe14wnLTM7V6LDlgyxrYu2JUIS00lIyyIz24jf5t+zLEL93C5aNtYHebvlSzLAw9WJaiHeVAvxvuzrWdkWziSmcyI2lZM5CY/j9iRICifiUknLtBg3Riems+1YXK73m0xQO9TXnsRoXjmA8v4qUShFgxIbJZitHt2VMtlSgmVmwvjxxvLIkToRERERERGRvLMlNo4e1fmESCmSmpHN9uNxbDkaS2xyRoHvLz3LYszIOJ1AbErmZcf4ujtTp5wvdcr55szG8KVmWW88XQvukqa7ixMVAzypGHDtJEh6VjbnkjI4l5SBp5tTnmZZFCZnJ7O918blWK1WYlMyc2Z6pHA8NpWTcWl4uznRLDyQJpX88XV3KeSoRfKm6Bxpku+CvY3EhmZsiIiIiIiIiIjIxWJyyg1tOXqeTUdi2Xki/rIzJAqDk9lE1WAvapezzcAwZmGE+roXWBPv/ODm7ER5f49iO4vBZDLKaAV6udKgop+jwxG5LkpslGC2GRtKbIiIiIiIiIiIlF5Wq5XDMclsPnKhEfShmORLxpXxcaNFeCAVAzyggPMJTiYTVYK9qFPOl+plvHF3KbyG0yJS/CmxUYIpsSEiIiIiIiIiUvpkZFnYeTKezUfO58zKiOXcZcpL1Szrbe+dYEtoFOUZEiIiNkpslGAh3uqxISIiIiIiIiJS0sWnZrI1KpbNR4yyUtuPxZGeZck1xtXZTOOK/jQLD6BFeABNKwXg76keOiJSPCmxUYKF+Bj/c9KMDREREZH80759exo3bszkyZMdHYpIqaRjUERKO6vVyom4VDYfiWXzUWNGxt4ziVj/1R4jwNOFZpUDaREeQPPwAOpX8MPNWeWeRKRkUGKjBAvxdgcgIS2LtMxs1SoUERGRUq1bt25kZmayZMmSS15bu3Ytbdu2Zfv27TRs2PCm9vPFF1/wzDPPEBcXd1PbESlpCusYtElNTaVChQqYzWZOnDiBm5tbvmxXROTfthw9z4crDxKbkoHZZMJsMmEyYSybwcRFz3N+mi5aNpvJeX7R63DZMfGpmWw9Gsup+LRL4ggP8rSXlWoeHki1EC+VlRKREkuJjRLM18MZVyczGdkWYpLSqRjg6eiQpLC4u8PGjReWRUREhKFDh9K7d2+OHz9OxYoVc702c+ZMmjdvnm8XVEXkUoV9DH7//ffUq1cPq9XKwoUL6devX75t+3pZrVays7Nxdi4mp+AmE8yfbyzrfELkimKS0vnvr3uYv+V4oe/b2WyiXnlfmocbMzKaVg6gjI+OVxEpPYrJX1VyI0wmE8HerpyMTyMmKUOJjdLEyQlatHB0FCIiUppYrZCZ4ph9u3gaF+Gu4e677yYkJIQvvviCMWPG2NcnJSUxf/58Jk2axLlz53jiiSdYs2YNsbGxVKtWjZdeeokBAwbkW7hRUVE8+eSTREZGYjab6dy5M1OnTqVs2bIAbN++nWeeeYbNmzdjMpmoUaMGn3zyCc2bN+fo0aM88cQT/P7772RkZBAeHs6kSZPo2rVrvsUnxZSOwUtMnz6dBx54AKvVyvTp0y9JbPzzzz+8+OKLrFmzBqvVSuPGjfniiy+oVq0aADNmzODdd9/lwIEDBAYG0rt3b6ZNm8aRI0eoUqUKf/31F40bNwYgLi6OgIAAVq5cSfv27Vm1ahUdOnRg8eLFjBkzhh07drBs2TLCwsIYMWIEf/zxB8nJydSpU4e33nqLTp062eNKT09n7NixzJkzh7NnzxIWFsbo0aMZMmQINWrUYPjw4Tz//PP28du2baNJkybs37+f6tWrX/f3dFkmEzRooKSGyBVkW6zM+fMok5buJSEtC4C+zSvSsU5ZrFYjmWmxgsVqxWK1YrUvk/P84tdzxlusWOHC81zjwWIxnrs6m2kU5kfjMH88XXVZT0RKL/0XsIQL8XHjZHya+myIiIhIwcpMgTfLO2bfL50EV69rDnN2dmbgwIF88cUXvPzyy/bSDPPnzyc7O5sBAwaQlJREs2bNePHFF/H19WXRokU8+OCDVKtWjZYtW950qBaLhR49euDt7c3q1avJysri8ccfp1+/fqxatQqA+++/nyZNmvDRRx/h5OTEtm3bcHFxAeDxxx8nIyODNWvW4OXlxa5du/D29r7puKQE0DGYy8GDB9mwYQM//PADVquVZ599lqNHj1K5cmUATpw4Qdu2bWnfvj0rVqzA19eXdevWkZVlXKD86KOPGDFiBG+//TZdunQhPj6edevWXfdXM2rUKN555x2qVq1KQEAAx44do2vXrrzxxhu4ubnx5Zdf0q1bN/bu3UulSpUAGDhwIBs2bOD999+nUaNGHD58mJiYGEwmE0OGDGHmzJm5EhszZ86kbdu2+ZfUEJGr2hoVyysLd/LPyQQA6pX35bUe9WlWOcDBkYmIlC5KbJRwIT5GHVklNkqZjAyYMsVYfvppcHV1bDwiIiJFxJAhQ5g0aRKrV6+mffv2gHFRsHfv3vj5+eHn55frguGTTz7J0qVL+fbbb/MlsREZGcmOHTs4fPgwYWFhAHz55ZfUq1ePTZs20aJFC6Kiohg5ciS1a9cGoEaNGvb3R0VF0bt3bxo0aABA1apVbzomkcJUWMfgjBkz6NKlCwEBxoXGiIgIZs6cybhx4wD44IMP8PPz45tvvrEnDmvWrGl//+uvv85zzz3H008/bV/X4gZmRL/22mvccccd9ueBgYE0atTI/nzChAksWLCAn376iSeeeIJ9+/bx7bffsnz5cvssjouP80GDBjF27Fg2btxIy5YtyczMZM6cObzzzjvXHdtVWa0wfTqkpOh8QiTHuaR0Ji7Zy7zNxwDwdXdmZEQt7mtVGSez+liIiBQ2JTZKOFtiIyZJiY1SJTMTXnjBWH7sMZ2IiIhIwXPxNO7adtS+86h27drceuutzJgxg/bt23PgwAHWrl3La6+9BkB2djZvvvkm3377LSdOnCAjI4P09HQ8PfOnpOfu3bsJCwuzJzUA6tati7+/P7t376ZFixaMGDGCYcOGMXv2bDp16kSfPn3spXGeeuopHn30UZYtW0anTp3o3bu3+oKIQcegXXZ2NrNmzWKK7UYf4IEHHuD5559n7NixmM1mtm3bRps2bexJjYudPXuWkydP0rFjxzzv80qaN2+e63lSUhLjxo1j0aJFnDp1iqysLFJTU4mKigKMslJOTk60a9fustsrX748d911FzNmzKBly5b8/PPPpKen06dPn5uONRerFSZNgqNHdT4hpV62xcqcjVG8s3Qv8amZAPRpVpEXu9Qm2NvNwdGJiJReZkcHIAXL9j9ZzdgQERGRAmUyGaVoHPHIQ23/iw0dOpTvv/+exMREZs6cSbVq1ewXESdNmsSUKVN48cUXWblyJdu2bSMiIoKMjIyC+NYua9y4cfzzzz/cddddrFixgrp167JgwQIAhg0bxqFDh3jwwQfZsWMHzZs3Z+rUqYUWmxRhOgbtli5dyokTJ+jXrx/Ozs44OzvTv39/jh49SmRkJAAeHh5XfP/VXgMwm43TaKvVal+XmZl52bFeXrlLdD3//PMsWLCAN998k7Vr17Jt2zYaNGhg/3zX2jcY/x345ptvSE1NZebMmfTr1y/fkq8iktu2Y3H0/GAdryzcSXxqJnXL+fL9o62Z1KeRkhoiIg6mxEYJp1JUIiIiIrn17dsXs9nMnDlz+PLLLxkyZIi91v+6devo0aMHDzzwAI0aNaJq1ars27cv3/Zdp04djh07xrFjx+zrdu3aRVxcHHXr1rWvq1mzJs8++yzLli3jnnvuYebMmfbXwsLCGD58OD/88APPPfccn332Wb7FJ1IYCvoYnD59Ov3792fbtm25Hv3792f69OkANGzYkLVr1142IeHj40N4eLg9CfJvISEhAJw6dcq+btu2bXmKbd26dQwaNIhevXrRoEEDQkNDOXLkiP31Bg0aYLFYWL169RW30bVrV7y8vPjoo49YsmQJQ4YMydO+RSTvzidnMPqHv+n14Tp2nIjHx92Z8d3r8dMTt9GscqCjwxMREVSKqsQLsc3YUCkqEREREQC8vb3p168fo0ePJiEhgUGDBtlfq1GjBt999x3r168nICCA9957jzNnzuRKOuRFdnb2JRc63dzc6NSpEw0aNOD+++9n8uTJZGVl8dhjj9GuXTuaN29OamoqI0eO5N5776VKlSocP36cTZs20bt3bwCeeeYZunTpQs2aNYmNjWXlypXUqVPnZr8SkUJVkMdgdHQ0P//8Mz/99BP169fP9drAgQPp1asX58+f54knnmDq1Kn079+f0aNH4+fnxx9//EHLli2pVasW48aNY/jw4ZQpU4YuXbqQmJjIunXrePLJJ/Hw8OCWW27h7bffpkqVKpw9e5YxY8bkKb4aNWrwww8/0K1bN0wmE6+88goWi8X+enh4OA899BBDhgyxNw8/evQoZ8+epW/fvgA4OTkxaNAgRo8eTY0aNWjdunWe9i0i15ZtsfLNpigmLd1LXIqR+OzdtCKjutS23zgqIiJFg2ZslHDqsSEiIiJyqaFDhxIbG0tERATly5e3rx8zZgxNmzYlIiKC9u3bExoaSs+ePa97+0lJSTRp0iTXw3Yh88cffyQgIIC2bdvSqVMnqlatyrx58wDjguW5c+cYOHAgNWvWpG/fvnTp0oXx48cDRsLk8ccfp06dOnTu3JmaNWvy4Ycf5st3IlKYCuoY/PLLL/Hy8rpsf4yOHTvi4eHBV199RVBQECtWrCApKYl27drRrFkzPvvsM3vPjYceeojJkyfz4YcfUq9ePe6++272799v39aMGTPIysqiWbNmPPPMM7z++ut5iu+9994jICCAW2+9lW7duhEREUHTpk1zjfnoo4+49957eeyxx6hduzYPP/wwycnJucYMHTqUjIwMBg8enOfvRkSubvuxOHp9uI6XF+wkLiWT2qE+zB/emnf7NlJSQ0SkCDJZLy4MKvkqISEBPz8/4uPj8fX1dUgMR2KSaf/OKjxdndj1WmeHxCAOkJwM3t7GclIS/Ku2r4iIyM1IS0vj8OHDVKlSBXd3d0eHI4Xsar//ovD3b0lyte9Tx2HptnbtWjp27MixY8coW7Zsvm47LS2NwwcPUuWuu3A/elTnE1LixSZnMHHpXr7ZFIXVCj5uzoy4syYP3lIZZyfdDywiUpiu53xCpahKONtdBSkZ2SSnZ+Hlpl+5iIiIiIhIcZSenk50dDTjxo2jT58++Z7UEClNLBYr8zYf479L9tjLTt3TpAKjutamjI8SxiIiRZ2ucpdwXm7OeLo6kZKRTXRiuhIbpYW7O6xceWFZRERERESKvblz5zJ06FAaN27Ml19+WXA7Mpngyy/BYtH5hJRIfx+P45Uf/2H7sTgAaof6ML57PVpVDXJsYCIikme6yl0KhPi4cfRcCjFJ6YQHawpxqeDkBO3bOzoKERERERHJR4MGDcrVbL3AmEzQsqWSGlLixKVkMGnpXuZsNMpOebs5M+KOmgxsrbJTIiLFjRIbpUCwt5HYiE5UA3ERERERERERKV0sFivztxzj7V/3EJtTdqpXkwqM7lKbMr5K4ImIFEdKbJQCId5Gn43oJCU2So3MTPj0U2P5kUfAxcWx8YiIiIiISPFhtcLXX0Nams4npNjbdTKBlxbsYFtO2amaZb15rUd9blHZKRGRYk2JjVLA1kBcMzZKkYwMeOIJY3nQIJ2IiIiIiIhI3lmtMGECHD2q8wkp1vadSaTvJxtISs/C282ZZzrV4KFbw3FR2SkRkWJPiY1SwJbYiNGMDREREREREREpBc4lpTN01iaS0rNoXjmAD+5vSlmVnRIRKTGU2CgFgr01Y0NERERERERESof0rGyGf7WFY+dTqRToyacDmxPo5erosEREJB9p7l0poFJUIiIiIiIiIlIaWK1WxizYyaYjsfi4OTP9ISU1RERKIiU2SgElNkRERETkSsLDw5k8ebKjwxAptXQMiuSvz9YeYv6W45hNMO3+ptQo6+PokEREpACUmMTGBx98QHh4OO7u7rRq1YqNGzdedfz8+fOpXbs27u7uNGjQgMWLF+d63WQyXfYxadKkgvwYBeJCj40MrFarg6MRERERcZxBgwbl+tsuKCiIzp078/fff+fbPsaNG0fjxo3zNO5yf2/Wrl0732IRKWp0DIpIQVq+6wxv/boHgLF316VdzRAHRyQiIgWlRCQ25s2bx4gRI3j11VfZunUrjRo1IiIigrNnz152/Pr16xkwYABDhw7lr7/+omfPnvTs2ZOdO3fax5w6dSrXY8aMGZhMJnr37l1YHyvfBOVMuczItpCQmuXgaEREREQcq3Pnzva/8SIjI3F2dubuu+92SCz16tW75O/O33//3SGxiBQWHYMiUhB2n0rg6W/+wmqF+1tV4qFbwx0dkoiIFKASkdh47733ePjhhxk8eDB169bl448/xtPTkxkzZlx2/JQpU+jcuTMjR46kTp06TJgwgaZNmzJt2jT7mNDQ0FyPH3/8kQ4dOlC1atUrxpGenk5CQkKuR1Hg7uKEr7vRJz46Kc3B0UihcHODX34xHm5ujo5GRERKk+TkKz/S0vI+NjU1b2NvgJubm/1vvMaNGzNq1CiOHTtGdHS0fcyxY8fo27cv/v7+BAYG0qNHD44cOWJ/fdWqVbRs2RIvLy/8/f257bbbOHr0KF988QXjx49n+/bt9ru/v/jiiyvG4uzsfMnfncHBwfbXw8PDmTBhAgMGDMDLy4sKFSrwwQcf5NpGVFQUPXr0wNvbG19fX/r27cuZM2dyjfn5559p0aIF7u7uBAcH06tXr1yvp6SkMGTIEHx8fKhUqRKffvrpDXyzUiToGNQxmB9MJvj4Y51PSLERnZjOsFmbScnI5rbqQYzrXg+TyeTosEREpAAV+8RGRkYGW7ZsoVOnTvZ1ZrOZTp06sWHDhsu+Z8OGDbnGA0RERFxx/JkzZ1i0aBFDhw69aixvvfUWfn5+9kdYWNh1fpqCYytHdVZ9NkoHZ2e46y7j4ezs6GhERKQ08fa+8uPfM1/LlLny2C5dco8ND7/8uJuUlJTEV199RfXq1QkKCgIgMzOTiIgIfHx8WLt2LevWrcPb25vOnTuTkZFBVlYWPXv2pF27dvz9999s2LCBRx55BJPJRL9+/Xjuuedy3QXer1+/m4px0qRJNGrUiL/++otRo0bx9NNPs3z5cgAsFgs9evTg/PnzrF69muXLl3Po0KFc+1y0aBG9evWia9eu/PXXX0RGRtKyZctc+3j33Xdp3rw5f/31F4899hiPPvooe/fuvam4xUF0DOoYzA8mE7Rvr/MJKRbSMrP5v9mbORGXStVgLz68rxkuTsX+cpeIiFxDsf8LJSYmhuzsbMqWLZtrfdmyZdmzZ89l33P69OnLjj99+vRlx8+aNQsfHx/uueeeq8YyevRoRowYYX+ekJBQZJIbIT5uHIxOJiYpw9GhiIiIiDjUL7/8gnfOBdnk5GTKlSvHL7/8gtlsXASZN28eFouFzz//3H6358yZM/H392fVqlU0b96c+Ph47r77bqpVqwZAnTp17Nv39va23wV+LTt27LDHYvPAAw/w8ccf25/fdtttjBo1CoCaNWuybt06/ve//3HHHXcQGRnJjh07OHz4sP3vzi+//JJ69eqxadMmWrRowRtvvEH//v0ZP368fZuNGjXKtc+uXbvy2GOPAfDiiy/yv//9j5UrV1KrVq08fKMi10fHoI5BuQkp5+HsLgi/3dGRFAlWq5VR3//N1qg4fN2d+fyh5vh5uuQeFHvE+N4qNHVIjCL5Ji0ejm2EKu3A2dXR0RQP5w4a3xklpOewqzfUjABnzaaEEpDYKAwzZszg/vvvx93d/arj3NzccCui03SDvY24ojVjo3TIzISvvzaW778fXFyuPl5ERCS/JCVd+TUnp9zPr9APDQDzv+60vKgEzc3q0KEDH330EQCxsbF8+OGHdOnShY0bN1K5cmW2b9/OgQMH8PHxyfW+tLQ0Dh48yJ133smgQYOIiIjgjjvuoFOnTvTt25dy5cpddyy1atXip59+yrXO19c31/PWrVtf8nzy5MkA7N69m7CwsFw309StWxd/f392795NixYt2LZtGw8//PBV42jYsKF92WQyERoaesV+dVLE6Ri8LjoGr8BqhQULID1d5xNFzQ+PwIHl0O9rqOOY3jRFyYerDrJw20mczCY+eqAZVUMuM5Nsdi84fwjunQn1r37DqkiRlZ4EM++CMzsguCZ0nQRV2zs6qqIrPRFW/xf++AgsJazfcGA16DoRqne69tgSrtgnNoKDg3FycrqkhumZM2eueIdOaGhonsevXbuWvXv3Mm/evPwL2gFspaiU2CglMjJg8GBjuU8fnYiIiEjh8fJy/NhrbsqL6tWr259//vnn+Pn58dlnn/H666+TlJREs2bN+Np2k8BFQkJCAOPu8aeeeoolS5Ywb948xowZw/Lly7nllluuKxZXV9dcsRQEDw+Pa45x+dffCiaTCYvFUlAhSUHSMXhdsegYvAKrFUaPhqNHdT5RlCSdhYORxvLf35T6xMaSnaeYtNQo2Ta+ez1uqx586aDUWCOpAbDwUQgI18wNKX4sFljwf0ZSAyBmH3zZA+rdAxFvgG95x8ZXlFit8M8PsPRlSDxlrKvYAtz9HRpWvjn9N5w/CF/1hjrdIeJN8C8a1YIcodgnNlxdXWnWrBmRkZH07NkTMOqcRkZG8sQTT1z2Pa1btyYyMpJnnnnGvm758uWX3IkDMH36dJo1a3bJVOHiRokNERERkcszmUyYzWZSc5olN23alHnz5lGmTJlL7ty+WJMmTWjSpAmjR4+mdevWzJkzh1tuuQVXV1eys7PzLb4//vjjkue2sjt16tTh2LFjHDt2zH7H+K5du4iLi6Nu3bqAcSd4ZGQkg203PYgUMToGRfJo909gzUl47V9u3MHtdvO9boqjnSfieXbedgAG3RrOA7dUvvzAmAMXlrPS4Jv74OGV4Hv9M7xEHGbl67DnF3Byhf5zYf9S2PS5cQF/31Jo/yK0elTlqaL3wuLn4fAa43lAOHSZaJRuKinSEmDV2/Dnx8b/Ew78Bm2fh9ZPlMryVCWim9KIESP47LPPmDVrFrt37+bRRx8lOTnZ/ofjwIEDGT16tH38008/zZIlS3j33XfZs2cP48aNY/PmzZckQhISEpg/fz7Dhg0r1M9TEEJySlHFJCmxISIiIqVbeno6p0+f5vTp0+zevZsnn3ySpKQkunXrBsD9999PcHAwPXr0YO3atRw+fJhVq1bx1FNPcfz4cQ4fPszo0aPZsGEDR48eZdmyZezfv99+oTM8PJzDhw+zbds2YmJiSE+/8t9fWVlZ9lhsj3/PLF63bh0TJ05k3759fPDBB8yfP5+nn34agE6dOtGgQQPuv/9+tm7dysaNGxk4cCDt2rWjefPmALz66qvMnTuXV199ld27d7Njxw7++9//FsRXK5InOgZ1DMoN+mfhheWsNOPiZil0JiGNYbM2k5qZTduaIYy5q86VB5/bb/ws3xRCaht3cH9zH2SmFk6wIjfr729h7bvGcvdpUKOTUYbqkdVQsSVkJsPysfDx7XBotWNjdZT0JOM7+OhWI6nh7A7tX4LH/ixZSQ0Ad1/o/CYMXwuVboXMFIh8zfjsB1c4OrpCVyISG/369eOdd95h7NixNG7cmG3btrFkyRJ7g/CoqChOnTplH3/rrbcyZ84cPv30Uxo1asR3333HwoULqV+/fq7tfvPNN1itVgYMGFCon6cgBGvGhoiIiAgAS5YsoVy5cpQrV45WrVqxadMm5s+fT/v27QHw9PRkzZo1VKpUiXvuuYc6deowdOhQ0tLS8PX1xdPTkz179tC7d29q1qzJI488wuOPP87//d//AdC7d286d+5Mhw4dCAkJYe7cuVeM5Z9//rHHYntUrpz7rtPnnnuOzZs306RJE15//XXee+89IiKMkzSTycSPP/5IQEAAbdu2pVOnTlStWjVXGdX27dszf/58fvrpJxo3bsx//vMfNm7cmM/fqkje6RjUMSg3ICkajq4zluv3Nn5enOgoJVIzsnn4y82cTkijehlvpt3XBGenq1zaOpczY6N8YxjwDXgEwsmt8OPjRskakaLs+Gb4Mecm7NufhUb9LrxWriEMWQo9PgTPYIjZC192h++GQMJJx8Rb2KxW+GcBTGsB66YYvTRqdYXH/zRmsbhcvVdysVa2HgxeDL0+Ba8yxn/rZveCbwdC/HFHR1doTFar/kteUBISEvDz8yM+Pv6qU6gLw84T8dw99XdCfNzY9LKay5R4ycngnTMlOSkpX2sii4iIpKWlcfjwYapUqYK7ewk+YSgCwsPDeeaZZ3KVUHW0q/3+i9LfvyXB1b5PHYeFoygegwUtLS2NwwcPUuWuu3A/elTnE0XFpumwaASUbwJ3T4ZP24GzB7xwEFxLx+/HarXyxNy/WPT3KQI8XVj4+G1UDrrGZ5/3oFGuJeJNaP04HF4Ls3saF0A7vAztXiiU2EWuW/xx+LQDJJ+FWndBv6/AfIUkXmosrHgDNk83ytW5ekP7UdBqODiV0B5J0fvg15FwaJXx3L+yUXaqVmeHhuUQafGw8i3Y+Inx+3fxNP7bdsvjxbI82fWcT5SIGRtybWVyZmycS0on26JcloiIiIiIiEix8c8C42e9XlCuEQRUgaxUo75+KTElcj+L/j6Fi5OJjx9odu2kBlyYsRFUw/hZpQ3clVPWZ+UbsOvHgglW5GZkJMPc/kZSo2x9uOfTKyc1ADwC4K53jP4xFVtARhIsG2OUpzq8tvDiLgzpSbD8VaP00qFV4OQG7UcbszRKY1IDwN0PurwN/7cWKrU2ylP9Ni6nPNVKR0dXoJTYKCUCvVwxmcBihdiUDEeHIyIiIiIiIiJ5cXEZqro9wGSCej2N57aERwn38/aTTP7N6Jfxes/6tKoadO03WSxw7qCxHFz9wvpmg4xGywA//B+c3JavsYrcFIsFFvwfnN4BXiEwYC64eeftveUbw5BlRi8OzyCI3gOz7obvh0HCqWu+vUizWo3yex+0hHWTwZIJNSJyyk6NAhcPR0foeKH1YfCv0OsT49/Ouf3GDLX5gyD+hKOjKxDOjg5ACoezk5lAT1fOJWcQnZhOcE4zcSmh3Nzg228vLIuIiEixdOTIEUeHIFKqldpj0GSCyZMhM1PnE0XB7p+M8iLlm0BAuLGubk/4/X+wf7lxd3cJLke17Vgcz8/fDsDDbarQr0WlvL0x/hhkp4PZBfz+9Z47X4eYfXAwEuYOgEdWgk9oPkcucgNWvQm7fwYnV+j3Nfjn8d+7jdkMTR+E2nfBitdh8wzYMR/2LskpT/V/xa88Vcx+WDwSDuXMPvCvlFN2qotj4yqKTCZo1B9qdoZVb8HGT40E+L5lRt+RVo8Wy/JUV6IZG6VIiBqIlx7OztCnj/FwVv5SRERERESug8kEnTvrfKKo2LXQ+Fm354V15RoZSY4SXo7qVHwqD3+5mfQsCx1rl2FUlzp5f/M5Y4YHgVXB6V//jp2coc9MCK4JiSfhm/sgMzX/Ahe5ETu+gzWTjOVuU6BSqxvflmcg3P2ekbSr0BwyEmHZy/BJWziyLn/iLWgZyfDbePiwtZHUcHKDdi/C4xuV1LgWD3/o8l/4vzUQ1goyk2H5WKM82aHVjo4u3yixUYoosSEiIiL5yWKxODoEcQD93osW/T4kv+nfVBGTFA1HfjeWbeWnwEg+2RIdtsRHCZOSkcWwWZuJTkynVlkfpgxogpPZlPcN2MtQ1bj86+5+MOAboz/BiS3w05NGuRsRRzi+BRY+Zizf+hQ0vi9/tlu+CQxdDt2ngkcgnN0FX3SFHx6BxNP5s4/8ZrXCrp9gWkv4/b2cslN3wuN/QIeXVHbqeoQ2gMFLoOdH4BkMMXvhy+4wfzAknHR0dDdNt16UIiE55adikpTYKPGysmBBTq3VXr10l5WIiOQrV1dXzGYzJ0+eJCQkBFdXV0ym67jQIMWS1WolIyOD6OhozGYzrq4lZxp7caTjUPJbrmPcZML155+NF3Q+4Vh7fjbKUJVrfKEMlU29nkat+X3LSlw5KovFyoh52/nnZAJBXq58/lBzvN2u899hTM6MjaBqVx4TVA36fgmzexnlekJqQ9vnbzxwkRsRfwK+GWCUTqvZGTqNy9/tm83QdCDUvhtWTIDNM+HvebBnsZEoaPnIpbOaHOXcQaPs1MFI47lfJWPmQa0uRkJXrp/ZbCTKanWFlW/Aps/hnx9g/zJjBswtjxa/8mQ5isi/WikMwZqxUXqkp0PfvsZyUpJOREREJF+ZzWaqVKnCqVOnOHmy+N/pI9fH09OTSpUqYTZr8rcj6TiUguLp6Uml4GDMdXJK/uh8wrH+WWj8vHi2ho0t2RF7xLhAVa9XoYVV0N5dvpcl/5zG1cnMJw82IyzQ8/o3YitFFXSFGRs2VdpC10nwy7PGRd+QWlCn2/XvT+RGZKQYpdCSzkCZutD7czA7Fcy+PAPh7v9Bkwdh0XNwcissHQ1/fQV3vQOVby2Y/eZFRgqsfRfWvw/ZGUaPkduegdufBdcbOP7lUh7+xn/rmjwAi56H4xth+Suw7WtjfZW2jo7wuumvk1LENmMjWjM2RERE5Ca5urpSqVIlsrKyyM7OdnQ4UkicnJxwdnYudjMDPvjgAyZNmsTp06dp1KgRU6dOpWXLlpcdm5mZyVtvvcWsWbM4ceIEtWrV4r///S+dO3e2j0lMTOSVV15hwYIFnD17liZNmjBlyhRatGhhHzNo0CBmzZqVa9sREREsWbIk3z6XjkPJb/ZjPCXF0aEI5JShWmssX9xfw8ZWjmrdZCMBUkISGwv+Os4HK40yUm/3bkDz8MAb21DMAePnlUpRXaz5EDi722i0+8MjMGQplGt4Y/sVySuLBRY+Cqe2gWeQURrNzafg91uhKQyLhL++hN/Gwdl/YGYXaNgf7ngNfMoWfAw2Vivs+QWWjIb4Y8a66p2M5uBXm20lN65cI+O/cdvnGH03ovfArG5Q/16483XwLefoCPNMiY1SRD02REREJD+ZTCZcXFxwcSmeU5eldJg3bx4jRozg448/plWrVkyePJmIiAj27t1LmTJlLhk/ZswYvvrqKz777DNq167N0qVL6dWrF+vXr6dJkyYADBs2jJ07dzJ79mzKly/PV199RadOndi1axcVKlSwb6tz587MnDnT/tzNzS3fP5+OQ5ES7OIyVIFVLj/GXo5qaYkoR7XlaCwvfrcDgMfaV+OephVvbEMZKZBw3Fi+1owNm4i3jPJVh1bC3AHw8IrCvcArpc/q/xo9cswu0O9rCKhcePs2m6HZIKjTHSLHw5ZZ8Pc3sDenPFWLhwu+PNW5g/DrC3DgN+O5Xxh0fhtq36WyUwXNbDZmbtS+C1a8DptnwM7vYN8SaD8aWv1fsShPZbJa1RmpoCQkJODn50d8fDy+vr6ODod1B2K4//M/qVnWm2XPtnN0OFKQkpPB29tYTkoCr+L9x62IiIgUD0Xt71+AVq1a0aJFC6ZNmwYYjZHDwsJ48sknGTVq1CXjy5cvz8svv8zjjz9uX9e7d288PDz46quvSE1NxcfHhx9//JG77rrLPqZZs2Z06dKF119/HTBmbMTFxbFw4cI8x5qenk56+oWbkBISEggLCytS36eUEjqfKBpmdYfDq416+7c/e/kxVitMaQRxR6HPF8V61sbx2BR6frCOmKQM7qxblo8faIb5epqFX+z0Dvj4dnD3hxeP5P0iaWosfN4Jzh2Aii3goV/Axf3GYshvCSdh2StGM/lbn4BWw4vFhcfLykiGNZOMEkj1ekGHl40yOaXJzh/gu8HGcvdp0PRBx8ZzfAssfg5O/mU8NzmBqYDLjloyjZ9OrkbD9DbPqeyUo5zcBoufh+ObjOchdaDf7LzNeMtn13M+ocK4pUiwt2ZsiIiIiEjpkZGRwZYtW+jUqZN9ndlsplOnTmzYsOGy70lPT8fdPfdFLA8PD37//XcAe9mnq42xWbVqFWXKlKFWrVo8+uijnDt37qrxvvXWW/j5+dkfYWFhef6sIlLCJMdcvQyVjcl0of+GrR9HMZSUnsWwWZuJScqgbjlf/tev8Y0nNeBC4/DgGtd357dHAAyYB+5+xgW+n58ykkeOlJ0J696HaS2MO6qTTsOyMUbi5vBax8Z2vaxW49/ptJbw+/8gOdoo/zW1Gfz1tVGaqTQ4sdUoQQXQ+gnHJzUAKjYzylPdPdk4DqzZRuKhIB8A1TrCoxug4ytKajhS+cYwZJmRZPMMgrQ48Al1dFTXpFJUpYitFFVsSiaZ2RZcnJTXEhEREZGSKyYmhuzsbMqWzV1KpGzZsuzZs+ey74mIiOC9996jbdu2VKtWjcjISH744Qd7DwsfHx9at27NhAkTqFOnDmXLlmXu3Lls2LCB6tWr27fTuXNn7rnnHqpUqcLBgwd56aWX6NKlCxs2bMDJ6fJNQUePHs2IESPsz20zNkSkFNptK0PV6MplqGzq9oR1U4wG4hkpN3VxMCEtk/UHYlh34BwZWRbK+btT3s+DUD93yvu7U87PAy+3/L2UlG2x8vTcv9hzOpEQHzc+f6j5ze/jnNGjI89lqC4WXB36zIKvesPf8yCkNrQZce33FYTDa2DxSKMGPkDFllC3u5EUiN4Ds+6GBn2MuvhF/SJkzH7jsxxaaTz3rwS3PGaUwInZBz8+Blu/NJpYhzZwbKwFKeGk0Sw8Kw1q3Gn0tCgqzE7QfDA0vg9Srn4zRr5wcgWv4ILfj+SN2Wwk2WrfBecPF06/l5ukxEYp4u/hgrPZRJbFyrmkDEL9ish0ShERERGRImLKlCk8/PDD1K5dG5PJRLVq1Rg8eDAzZsywj5k9ezZDhgyhQoUKODk50bRpUwYMGMCWLVvsY/r3729fbtCgAQ0bNqRatWqsWrWKjh07Xnbfbm5uBdKHQ0SKoV0LjZ9Xm61hU76JcZE4LspIbthmcOSBxWJlx4l41uyLZs3+aLZGxZFtufoMBV93Z8r7e1DOz51y/h6U93Mn1M/4WS5nvbvL5RO4lzNxyR4i95zFzdnMZwObU97fI8/vvaJzOTM2brT5cLUO0OW/RmmWyNcgpJZxsa+wJJwyZmXs/M547hlkXABvdJ9x8bHx/Rfq4u+YD3uXQIfR0PKRoleeKiMZ1rwD66cad+k7ucHtzxjl1Vw8oPlQ+ONDWD0Rjv0Bn7Q1Pkf70SWvPFVGipHUSDxlJMx6TzeSCUWNsxv4lnd0FOIonoHGoxhQYqMUMZtNBHm7ciYhnejEdCU2SjJXV7A1qnR1dWwsIiIiIg4SHByMk5MTZ86cybX+zJkzhIZe/s7WkJAQFi5cSFpaGufOnaN8+fKMGjWKqlWr2sdUq1aN1atXk5ycTEJCAuXKlaNfv365xvxb1apVCQ4O5sCBA1dMbIgUGTqfcKzkGONOfchbksJkMvoUrJtiJESu8Z6zCWms2R/D6n3R/L4/mtiUzFyvVw32om3NEAI8XTkVn8qp+DTjZ1waielZJKRlkXA6kT2nE6+4j0AvVyPx4WdLgBgzP8r5uVPe34Oyvu64Opv5dvMxPllzCIBJfRrROMz/2p83Ly4uRXWjWj5szIrY9Dl8/zAMXQah9fMnvivJzoQ/P4FVb0FGktHjoPkQ+M8YozyQjWcg3P2e0fx38fNwYgssfcnoWdH1HQi/rWDjzAur1Zh5tGT0hUbu1e8wEkYXJ5ycXY1ER4N7YenLxr/hPz+Gnd/DHROgUf+S0UjaaoUfHzd6WHgEwoBvwF39s0RuhhIbpUyIj5uR2EhKA/wcHY4UFBcXGDTI0VGIiIiIOJSrqyvNmjUjMjKSnj17Akbz8MjISJ544omrvtfd3Z0KFSqQmZnJ999/T9++fS8Z4+XlhZeXF7GxsSxdupSJEydecXvHjx/n3LlzlCtX7qY+k0ih0PmEY+UqQ3XlhGkutnJU+5ZeUo4qPSubzUdiWbMvmtX7oi9JSHi7OXNb9SDa1gyhbY0QwgKvXMoqMS2TU/FpnIyzJTzSOJWzfDIn+ZGamc355AzOJ2fwz8mEy27HZDL6gMYmZwDwVMcadG+UT3eIW603V4rqYp3fNpIkh1fD3P7w8ErwDrn5GC/nyO+w6HmI3m08r9jCSFKUb3zl91RoCkN/g79mw2/j4Owu+KIrNOxnJAV8yl75vQXp3EGj7NTBSOO5XyXo8jbU6nrlJIVfReg7Cw6uNN57bj8sHA5bZxnfQ0EnlQra6onwzw9gdjaaMl+rxJyIXJMSG6VMiBqIi4iIiEgpMmLECB566CGaN29Oy5YtmTx5MsnJyQwePBiAgQMHUqFCBd566y0A/vzzT06cOEHjxo05ceIE48aNw2Kx8MILL9i3uXTpUqxWK7Vq1eLAgQOMHDmS2rVr27eZlJTE+PHj6d27N6GhoRw8eJAXXniB6tWrExERUfhfgogUL9dThsrmonJU1v3LOFymU055qRg2HDxHama2fajJBA0q+NG2Rghta4bQpJJ/nntw+ri74OPuQs2yl6+9brVaiU/NtM/yOBl3YbbHyfgLyZCMLIv9usRdDcrxTMebTEBcLDka0uMB081fPHZygT5fwOcd4fwhmPcAPPSTUaonvySehmWvwI5vjeeeQdBpvFFuypyH34vZDM0egjrdjLJZW74weoPs/RU6vAQtHganQrr8l5ECa9+F9e9DdobRQ+G2p+H2EXnv/VKtAzy6Hv74wEgGRG24UJ6qw2ijsXtx889CWPWmsXzXexB+u0PDESkplNgoZWwNxGOSMhwciRSorCxYutRYjogAZx3qIiIiUjr169eP6Ohoxo4dy+nTp2ncuDFLliyxNxSPiorCfNGFo7S0NMaMGcOhQ4fw9vama9euzJ49G39/f/uY+Ph4Ro8ezfHjxwkMDKR379688cYbuLgYdc2dnJz4+++/mTVrFnFxcZQvX54777yTCRMmqIeGFA86n3Cc5HNweK2xfB29MhLTs4gpewdV4qaz4odPGZqcu89CiI8bbWoE065mCLdXDybIu2D+W2QymfD3dMXf05U65S5fZsdqtXI+OYNT8WnEp2bSskogZnM+lhqylaHyDzN6ONwsz0AYMA8+72T0gPj5Gej54c2XR8rOgo2fwso3ISMRMF0oO3Uj9e09A6HbZKP576LnjJJHS0bB1tlGQ+7Kt95cvFdjtcKeRcb+4o8Z66p1hK6TbqzPibOr0YOjQR+jxNauH+HPj4zyVHe+Dg37Fp/yVCe3wYLhxvItjxlJKBHJFyar1Xr1rlBywxISEvDz8yM+Ph5f36JRN2/ikj18uOogg24NZ1z3eo4ORwpKcjJ4exvLSUng5eXYeERERKRUKIp//xZn+j7FYXQ+4ThbvoCfn4bQhjB87RWHWSxWdp7Mafq9L4atUbHUtR7gJ7dXSLG60SrrExqEl7OXl6pTzgdTcbkQfLNs32G1jvDgD/m33QOR8HUfsGYbjbxve/rGt3VkndEb4+wu43mFZka5pQpN8ydWSzZs/RIix0NqrLGuYX8j7vwuT3XuIPz6IhxYbjz3C4POb0Htu/Mv+XAgEn59Ac4dMJ5Xvs34vsrWzZ/tF5TE0/BpB0g8afx7vO/bwps9I1JMXc/fvzqaShnbjA2VohIREREREZHSYN+ZRI6eS6GCvwdhgR74uLtc+02O8s9C4+dFszWS07OIOp/C0XMpHDufws6T8fy+P4ZzybkrMSQGNSA2sxwBGafY1NeKe6NbCi/uosR28ftmGodfTvWOxgX7X1+A5a9CcE2o1eX6tpF4Bpa/YpSKAqOJdKdx0OTBvJWdyiuzEzQfDHV7GMmNLbPg729g72Lo8DK0GHbzF9gzUuD3/8G6yUbZKbML3PYUtHkOXPM5GVq9o1GeasM0WD0Jjq6Dj2+HVsOh/aii2YQ7MxW+uc9IagTXhD4zldQQyWc6okoZJTZERERERESkNNhxPJ4pkfv5bfeZXOv9PV2oGOBBWIAnYYGeFy17UMHfEw9Xp0KN02q1Ep2YzomTx2l0eA1m4PXDNdm6Yx1R51OuWEra282Z1tWMpt/taoRQKcgTlvWB9e/jvu9naHRPoX6OIiMmJ7ERVD3/t93yETi7G7bMhO+HwdBlUDYP1TCys2DTZ0bZqfQEwATNBkHHsTdWdiqvPAOh2xRoMhAW28pTvWg0G7/rXah0A8kvq9VIkPw6CuKjjHXV/gNdJkFwAXznNs5uRtKkQV9YOhp2/2z04dj5Hdz5BjS4t+iUp7Ja4ccn4MQW8AiAAd8Uz94gIkWcEhuljK15eEySEhsiIiIiIiJS8vx9PI4pv+0ncs9ZwLjWWTvUlzMJaZxPziAuJZO4lEx2nki47PuDvd0ICzSSHRUDPAgL9LQvl/f3wNX5+u+sT8/K5kRsKkfPpxB1LsU+AyPqfDJR51NIy7TQ32kFTVyy2WkJ5/NdZiDO/n5/TxcqB3pSKciLKsFe3FYtiKaVAy5t+l2vp9G4ed9S4476vDZsLknO5fTYKIjEhslk9I04dwCOrIW5/eHhleAVfOX3HN1glJ06s9N4Xr6JkVSo0Cz/47uSis1gWCRsnQW/jTdimREBje6DO8aDd5m8bef8IaPs1P5lxnPfitD5TajTvfCSCv5h0O8r2P8b/DrSiOmHYUYJsrvegTJ1CieOq1n7jpFwMTtD3y9vrM+IiFyTEhulTLBmbIiIiIiIiEgJtO1YHFN+28fKvdEAmE3Qo3EFHu9QnepljJ4hSelZHI9N4fj5VI7FpnDsfCrHY1M4FpvK8fMpRhPupHRiktL5Kyrukn2YTRDq607FAE8qBuae9VHB34PYlIychMWFBEbU+RROxqdytQ6nZhPc47YJLHC8/J28WLs2lQI9qRxkbN/PI4/ls8o3Bf9KEBdl9Dyo2+N6v8biLTsTYo8Yy/ldisrGycW4WP3ZfyD2MMx7AAb+ZDS8vljSWVg+FrbPNZ57BEDHV6HpQKNUVGEzOxnNyev0gMhxRg+O7XOMpt//GWO8dqVSSZmpRtmp3ydDdrpRdurWJ6DtyPwvO5VXNTpBlT+MRN6ad+Ho77nLU7n5OCauXT/BiteN5a6ToEpbx8QhUgqoeXgBKorN/hLSMmk4zsis736tc6FPsZVComZ/IiIi4gBF8e/f4kzfpzhMMTuf2BoVy5Tf9rN634WERs8mFXiiQ3WqhnjneTtWq5WE1KychEcKx2JTOB6bmrNsJEDSMi03HKenqxOVAj3tCYtKOTMwKgd6Ut41Bdf/1TIaUz+59ebu8F42BtZPhXr3GHX9S5OYAzCtGTh7wEsn87dvxb9F74XPOxmlpZo8AN2nGbMWsrNg83Tj4rat7FTTgUZSwyuo4OK5Xsc2GeWpTm03noc2gK7vQqVWucft/dWYpRF31Hhetb3RuLugEkc3Ii4KloyGPb8Yz33KwZ2vQ/3ehVue6tR2mNEZMlOg5f9B14mFt2+REkLNw+WKfNyccXM2k55lISYpnbDAUjgtVURERERERIq9LUfPM/m3/azdHwOAk9lEr5yERnjw9SdjTCYTfp4u+Hn6Ub/CpfXwrVYrMUkZuRIexy9aPhmXhp+9ZNTFCQwvKgV6EuztiulKF1m3fGckNUIb3HzZmrq9jMTGvqXGnfYuHje3veLk4jJUBZnUAAipBffOhDl94K+vIKQOVGwOi56HMzuMMeUaG2WnKjYv2FhuRFgLo4zWlpkQ+Rqc3gEz7oTGDxgNzTOSYMko2LfEGO9bASLeNGYBFZVeFjb+laD/17B/OSweacyk+X6oUZ6q6ztQpnbBx5B4BuYOMJIaVTsY35WIFCglNkoZk8lEiI8bx2NTiVZio+RydYVp0y4si4iIiIiI5JWLCzw/ADwDiuT5xKYj55ny235+P3AhodG7qVFyqnLQZRIau3+BlBho+tBNXZC1nU+H+LjRtFLADW/nsnYtNH7W7Xnz26rQFPwqGY2d9y+Hut1vfpvFxbmcxuEF2cT6YjU6GY2rl442ZsqQUxTF3d9oDN5skGPKTuWV2QlaDDP+3f32qpGg2faV0Zg7Ky2n7JQztM4pO+WW9xlQDlHjDnjsDyOxt/Ydow/Kx7cZMzfcCnjmY9QGSDhhJNX6zLxyWS8RyTc6ykqhYO+cxIb6bJRcLi7w+OOOjkJERERERIqjfT+D1yIwmeFoL6jeydERAfDnoXNMidzP+oPnAHA2m7i3WUUe71D9yjft7Vlk9EDACt5loVaXwgs4r1LOw6HVxnK9Xje/PZPJSGZsmGYkTEpTYiPGNmOjEMsk3fIoRO82elYANHnQmPFwtYbiRY1XMPT4wEj+LRphzN4Aoz9E13eM2SnFhYs7tBsJDfvAkpdg7yL4e17h7NvdDwbMM/qpiEiBU2KjFApRA3ERERERERG5nKx0+G2csWy1wPwhMOw3CKnpsJA2HDzHlMh9/HHoPAAuTibubRbGY+2rXb0Kwekd8P3D2O+iXz4Wqt9R9O6k3v2zUYaqbD6UobKpd4+R2Ni7pHSVo7LN2AgqpBkbYCSS7noPKraEsnWhQrPC23d+C2sJj6yGHd8ZzbdrdSl6ZafyKiAcBsyBgyuN2RQFzeQE9e8pvNlCIqLERmmkxEYpkJ0Na9cay23agFMRnvoqIiIiIiJFx8bP4PxRiPYD71Cw7IW5/WBYJHgGFloYVquVDQfPMTlyPxsPX0ho9G0exqPtq1Ex4BpllZPO5tS7T4bwNnB2F8Tsg62zoMXQQvgE18FWhqpez/zb5sXlqA78BnW65d+2izLbjI3Cvrjs5AJNHyzcfRYUsxM06ufoKPJPtQ7GQ0RKnALupCRFUYi3kdiISVJio8RKS4MOHYxHWpqjoxERERERkeIg5TysmQhZwMfH4Z3N4BUG5w/B/IcgO7PAQ7Barfy+P4a+n2zgvs//ZOPh87g6mXnwlsqsHtmBN3o1uHZSIyvdKD8Vf8y4c7/fbGg3ynht1VuQllDgnyPP8rsMlY2tHBXAPwvyb7tFWVo8JJ81lgtzxoaIiDiEEhulULBmbIiIiIiIiMi/rXnHuDgcUufCuj6zwNUbDq+BX18ssF1brVbW7Ivm3o838MD0P9l0JBZXZzMPta7M6hfaM6Fnfcr756GcktUKPz8Dx/7MXe+++WAIrAbJ0bBuSoF9juu255f8L0NlY0uU2MpRlXS2MlReZYzfvYiIlGhKbJRCthkb0ZqxISIiIiIiImDMytj4qbHc8ZUL68vWgd7TARNsnm6UqspHVquVVXvPcs9H6xk4YyNbjhoJjUG3hrNmZAfG96hPOb/r6A+x/n3YPseod99n1oWSRE4ucMdrxvKGaRB/Il8/xw37Z6Hxs16P/N92hWbgF2aU4zrwW/5vv6iJyUlsBBdi43AREXEYJTZKIfXYEBERERERkVx+Gw+WTKjW8dJ69LU6wx3jjeVfX4SDK256dyfiUpn9x1F6fbieQTM38VdUHG7OZobcVoXfX+jAuO71CPVzv76N7v0Vlr9qLHf576Wfo/ZdUOlWyEqDFa/f9Ge4aSnn4XBOGaq6+ViGysZkgro5CRNbAqUkc0TjcBERcRg1Dy+Fyvhc6LFhtVoxmUwOjkhEREREREQc5thGo4G1yQx3Trj8mFufgrO7YftcmD8Ihq24rgbNWdkWtkbFsWLPWVbuOcveM4n219xdzDzQqjKPtKtKGZ/rTGbYnPkHvh8GWKH5EGgx7NIxJhPc+Tp8/h/jc9wyHMo1urH95Yc9v4AlC8rWL7hm1/V6GTNU9uWUo3K5jtkvxc25nMbhSmyIiJQKSmyUQsE5pajSMi0kpWfh4+7i4IhERERERETEIaxWWPqysdz4fihbD5KTLx1nMkG3KUbJqmN/wtx+MOw3o3/FFZxPzmD1vrOs2BPNmn3RxKdeaD5uNkHTSgH8p04Z+jQLs1cWuCHJMTC3P2QkQZW20GWiEe/lVGwG9e+Fnd/BsjEw8Kcrjy1o9jJUPQtuH7ZyVPHH4EAk1Lm74PblaCpFJSJSqiixUQp5uDrh7eZMUnoW0YnpSmyIiIiIiIiUVrt+hOMbwcUTOrx89bHObtDva/isg1H2Z/4guP87o38FRr+MXacSWLnnLCv2nGXbsTgs1gtv9/d0oV3NEP5Tuwxta4QQ4OV68/FnpcO8ByAuCgKrGn01nK5xjttxLOz+yWiIvn851Lzz5uO4XgVdhsrGVo5qwzRjVk5JTWxYLBeVolJiQ0SkNFBio5QK8XGzJzaqhng7OhzJby4uMHHihWUREREREZF/y8qA33J6Utz6FPiWM5avdj7hHQIDvoHpd8KhVWQuHsWqai/YS0ydTkjLNbx2qA//qV2G/9QuQ5NKATiZ83F2hNUKv4yAqA3g5gcD5oFn4LXfF1AZWg03Go0vfwWq/QecCvnyyJ5FBV+GyqZuTyOxsffXkluOKvEkZKWC2dn4/YqISImnxEYpFeLtxuGYZGKSMhwdihQEV1cYOdLRUYiIiIiISFG26XOIPQLeZeHWJy+sv8b5RJRLVfbXfZ0O20fgsuVzVv1hYW52JwA8XJy4rXoQHWqXoUOtMpT3L8CL6BumwbavjN4gfWZCSM28v7fNc/DXbIjeY/xsPrjg4rycXQuNn3V7Fvy+KjYH34qQcLzklqOKyemvERB+7Rk7IiJSIiixUUoF+xhTfqMT064xUkREREREREqc1FhY/V9jucNL4HblmfyZ2RY2HTlvLzF1MDoZKMujTv140eUbxrt8QY06jQlv0YVbqgbh7uJU8PHvWwrLXjGWI96C6h2v7/0e/tDuRVgyCla+CQ36XPU7yFcp5+HQKmO5IPtr2NjKUf3xQcktR6UyVCIipY4SG6VUSE4D8eikdAdHIgUiOxu2bjWWmzYFp0I4sRARERERkeJjzTuQFgchdaDxA7lfy84mdu0fbDkaywJzGdYciCUxPcv+srPZRPPwAAJqjSThRAa++35g0PGx0OV2cClT8LGf3Q3fDQWs0PQhaPV/N7ad5kPhz08g9rBRlqrDS/ka5hXZylCVqVd4ja7r9TQSG3uXQGYauLgXzn4Liy2xUdBlvUREpMhQYqOUCvHJSWwkKrFRIqWlQcuWxnJSEnh5OTYeEREREREpOmKPwMZPjeU7J4CTM2mZ2Ww8fJ7fD8SwcecxFr4YQSfgyWe/I9XVnSAvV9rXMnpltKkZjK97TrmfzI9g1jE4vgnm9INhvxmzIQpK8jljPxmJUPl26PqOMSPhRji7wh3j4duBsO59aDYIfMvna7iXZStDVRizNWwqXFSO6mAk1L6r8PZdGGylqIKU2BARKS2U2CilbIkN9dgQEREREREpZSJfg+wMkirczlcnqvD76j/ZeOQ8GVkWADwyLpQsfrR9Ndo2CadhBT/Ml2v87eIO/b6Gz/4D5/bDd4PhvvkF04w7KwO+fRDijhq9FPrNNpITN6NOdwhrBcf+hJVvQI8P8iXUK7q4DFVh9NewMZsvlKP6Z2HJS2ycsyU2VIpKRKS0MDs6AHGMYG/N2BARERERESlNTsWn8tvyRbDzeyyY6HuoK28v2cvvB2LIyLJQzs+dPs0qMqlPQ/t7nupYg8Zh/pdPatj4lIUBc8HFEw6ugGUv53/wVissfg6OrgM3XxgwDzwDb367JhPc+Yax/NfXcHrnzW/zavYuvlCG6nqanecH2wyRvb8a5ahKisw0iDtmLBdWaS8REXE4zdgopVSKSkREREREpGRLSs/iz0PnWLs/ht8PxHDgbCLfur4GZvg+qw1HXarRsWoQt9cIpk2NEKqFeGEymSA5+fp3Vq4h9PrEmFHx58cQUhuaD86/D/PHR7D1SzCZ4d4ZUKZ2/m07rAXU6wX/LIDlr8CDC/Jv2//2z0LjZ2GWobKp0Bx8K0DCiZJVjur8IcBqJLy8QhwdjYiIFBIlNkqpC6Wo0rFYrFe/+0ZERERERESKvGyLlb+Px/H7/hjW7o9ha1QsWRar/fXOTptpad5LptmN6v3e4q86dXF1zsdCDnW7w3/GwIrXYfHzEFQNqrS9+e3uX35hFsidr0ONO25+m//W8VXY/Ysx4+TAb1C9U/7vIzUWDq00lguzDJWNvRzVhyWrHNW5i/pr3Gi/FRERKXaU2CilgryMxEaWxUp8aiYBXjdZl1REREREREQKXdS5FNYeiGbtvhjWH4whIS0r1+uVAj25vUYw7ar50mnFyxAHLrc/RZMG9QsmoDbPw9k9sPM7oyn3wysgsOqNby96L3w3BKwWaPIA3PJY/sV6scAq0Or/YMM0WPYKVO0AZqf83ceeRTllqOoWfhkqm7o9jcSGrRyVi7tj4shPtsbhKkMlIlKqKLFRSrk6m/H3dCEuJZPopHQlNkRERERERIq4rGwLp+LT+OdkPGtzZmVEnU/JNcbX3ZlbqwXnlJcKpnKQl/HCn59A3GGjVM9tTxdckCYT9JhmlAc6uRXm9Idhy8Hd7/q3lXIe5vSD9ASodCvc9b+CvSO/zXPw11dwdhds+xqaDszf7dvKUDlitoZNxRYXlaNaAbW7Oi6W/HLuoPFTjcNFREoVJTZKsRBvNyOxkZhOzbI+jg5H8pOLC7z66oVlEREREREpFpLTs4g6n2I8zqVw9HwyUedTiTqXzPHY1FylpQCczSaaVgqwJzIaVPDD2elf5aVS42DV28Zyh5fA7Rrnfzd7PuHiYTQT/7QDxOyF74bCffOubwZEVoYx4yP2MPhXgn6zwbmAb8jzDIR2L8DSl2DFG1DvHnDzzp9tp8bCoVXGsiP6a9hcXI5q18ISktiwlaKq5tg4RESkUCmxUYqF+Lix/2wSMUlqIF7iuLrCuHGOjkJERERERP7FarUSnZhO1PkUjp5L4ej5FI6dT+HoOSOBca3zM1cnM1WCvWhdLYg2NYJpVTUIb7drnNr//h6knofgWtAkD7MQ8uN8wifUSG7M6AwHlhvlnTq/mbf3Wq3w60g4shZcvWHAPPAKvrl48qrFsJzZLUeNslTtR+XPdvcsBktmThmqWvmzzRtVkspRWa0qRSUiUkopsVGK2RqIRycqsSEiIiIiIpJfMrIsHI+9OGlhPI7lzMRIzcy+6vv9PV2oHOhJWKAnlYM8qRzoZV8O9XXHbL6OckyxR+GPj43lO14Dp0K8DFC+MfT6GOY/BH98AGVq562805+fwJYvABP0ng5l6xZwoBdxdoNO4+C7wbDufWg2yEjS3KxdC42fjixDZVOxBfiUh8STxb8cVcp5SIszlgM1Y0NEpDRRYqMUC/ZWYqPEslhg925juU4dY7qxiIiIiIgUmEPRSby5eDe7TyVyMj4Vq/XKY80mKO/vQaWcZEWlQC/7cligJ34e+VhOdsUEyE6H8DZQMyJv78nP84l6PSH6JVj1Jvwywrj4HH7blccf+A2WjjaW73gNanW+8X3fqHq9YMMHcGIzrHwTur9/c9tLjYODK3O23fNmo7t5tnJUf35U/MtR2cpQ+VYEV0/HxiIiIoVKiY1STDM2SrDUVKhf31hOSgIvL8fGIyIiIiJSgu04Hs9DMzdyPjnDvs7DxSknaeF5IYERZCQwKvh74OpcCDcfndgCO+Yby3e+nvfG2/l9PtHuBYjeDf8sgHkPwMMrILDKpeOi98H8IWC1QKP74NYnb26/N8pkgog3YEYE/DUbWg2/uVkje3PKUIXUcXwZKpt6PY3Ext5fISvdmKlSHNnLUFV3bBwiIlLolNgoxUJsMzbUY0NEREREROSGrD8Qw8NfbiY5I5v6FXx5tVs9woO8CPZ2xZTXREJBsFqNvhYADfsbZaEcxWSCHh9C7BE4+RfM7Q9Dl4O774UxKedhbj9Ij4ewW6Db5LwnYgpCpVugTnfY/RMsHwsPfHfj2/pngfGzKMzWsKnYMnc5qlpdHB3RjTl3wPgZpP4aIiKljerTlGKasSEiIiIiInLjft1xikEzN5GckU3rqkHMffgWWoQHEuLj5tikBhh34h9dB87u8J8xjo0FjDJB/eeAdyhE74Hvh4Ilp9dIdqbRh+P8IfCrBP2+KhozCDqNA7Oz0fz84Iob28bFZaiKQn8NG1s5KoB/Fjo0lJtiS2yocbiISKmjxEYpZuuxEaMZGyIiIiIiItdl7sYoHp+zlYxsC53rhTJzcAt83POxN8bNyM40ZhkA3PIY+Ic5Nh4b3/IwYI6RbNm/DH571Vj/64tweA24eMGAueAd4tg4bYKqQYuHjeVlr1xIxFwPexmq2kbz9KLENoNk72KjHFVxZCtFFaTG4SIipU2JSWx88MEHhIeH4+7uTqtWrdi4ceNVx8+fP5/atWvj7u5OgwYNWLx48SVjdu/eTffu3fHz88PLy4sWLVoQFRVVUB+h0NlmbJxLziAr2+LgaERERERERIo+q9XKBysPMPqHHVisMKBlGB/c3xR3FydHh3bBli+MpsqewXD7s46OJrcKzaDnh8by+qlGz43N0wET9P4cQus7NLxLtHsB3PzgzE7Y/s31v982G6Jer3wNK1/YylGlJ1yYVVKcZGcZs3xApahEREqhEpHYmDdvHiNGjODVV19l69atNGrUiIiICM6ePXvZ8evXr2fAgAEMHTqUv/76i549e9KzZ0927txpH3Pw4EFuv/12ateuzapVq/j777955ZVXcHd3L6yPVeACvVwxm4zSq+dTMq79BhERERERkVLMYrEy4ZfdTFq6F4DHO1TjzV4NcDI7uOzUxdLiYdVbxnL7Ubn7WBQV9XtD2xeM5d0/Gz87joXaXR0X05V4BkLb543lFRMgIyXv702Nu1DCqiiVobIxm6Fud2PZ1gekOImPMmbDOLmBXxGZlSQiIoWmRCQ23nvvPR5++GEGDx5M3bp1+fjjj/H09GTGjBmXHT9lyhQ6d+7MyJEjqVOnDhMmTKBp06ZMmzbNPubll1+ma9euTJw4kSZNmlCtWjW6d+9OmTJlCutjFTgns4kgb/XZEBERERERuZbMbAvPzd/OjHWHAXjl7rqMjKjt+F4a//b7ZEg5Z9zB3myQo6O5svajL1zsb9i/6M0suVjLR8C/EiSegg0f5P19e38tumWobGy/g+JYjirG1ji8mpGkERGRUqXY/5c/IyODLVu20KlTJ/s6s9lMp06d2LBhw2Xfs2HDhlzjASIiIuzjLRYLixYtombNmkRERFCmTBlatWrFwoULrxpLeno6CQkJuR5FXbASGyWTiws8/7zxcCkidX5FRERERIqp1IxsHvlyMwv+OoGz2cT/+jVi6O1VHB3WpeKOwR85ZZ7ueA2cbvBcoDDOJ8xmuHcmDF8HvT6GopYgupiLO3TM6Qfy+/8g8Uze3mebBVEUZ2vYhLUCn3LFsxzVOVt/jeqOjUNERByi2Cc2YmJiyM7OpmzZsrnWly1bltOnT1/2PadPn77q+LNnz5KUlMTbb79N586dWbZsGb169eKee+5h9erVV4zlrbfews/Pz/4ICyv6UyFtfTaU2ChhXF1h0iTj4erq6GhERERERIqtuJQMHpj+Jyv3RuPuYuazgc3p1aSio8O6vBWvQ1YaVL4NanW58e0U1vmE2Wz01CjKSQ2b+r2hfFPITL5Q6utqLi5DZWvSXRSZzVC3h7G8a6FDQ7lu53JmbASrv4aISGlU7BMbBcFiMRpp9+jRg2effZbGjRszatQo7r77bj7++OMrvm/06NHEx8fbH8eOHSuskG9YSM6MjZgk9dgQERERERG52On4NPp98gdbjsbi6+7MV0Nb0aF2ES1PfHIb/J3T3PrOCcUjWVCcmExw5+vG8tYv4eyeq4+3laEKrgVl6hR8fDfDNqNkTzErRxWjGRsiIqVZsU9sBAcH4+TkxJkzuaeCnjlzhtDQ0Mu+JzQ09Krjg4ODcXZ2pm7durnG1KlTh6ioqCvG4ubmhq+vb65HURfsY9x9oxkbJYzFAkeOGI+cRJ2IiIiIiOTd4Zhken+0nr1nEinj48a3w1vTPDzQ0WFdntUKy8YYyw36QIVmN7c9nU9cXvhtUPtusGbDb69efaxt9kO9XgUe1k2zl6OKh0OrHB1N3tlmbARpxoaISGlU7BMbrq6uNGvWjMjISPs6i8VCZGQkrVu3vux7WrdunWs8wPLly+3jXV1dadGiBXv37s01Zt++fVSuXDmfP4Fj2WZsRCcpsVGipKZClSrGIzXV0dGIiIiIiBQrO0/Ec+9H6zkRl0p4kCffP3ortUOL8I1r+5bCkbXg5Ab/eeXmt6fziSvrNB7MzrBvCRy6QqnqtPjiUYbKxmyGOt2N5X8WOjSUPEtPMpq5AwRrxoaISGlU7BMbACNGjOCzzz5j1qxZ7N69m0cffZTk5GQGDx4MwMCBAxk9erR9/NNPP82SJUt499132bNnD+PGjWPz5s088cQT9jEjR45k3rx5fPbZZxw4cIBp06bx888/89hjjxX65ytIF3pspDk4EhEREREREcdbfzCG/p/+wbnkDOpX8OW7R28lLNDT0WFdWXYWLM9JZtwyHAJK1s14RU5wdWg+xFheNubyM1r2/grZGcWjDJWNLQGzZ1HxKEdlm63hGQweAY6NRUREHKJEJDb69evHO++8w9ixY2ncuDHbtm1jyZIl9gbhUVFRnDp1yj7+1ltvZc6cOXz66ac0atSI7777joULF1K/fn37mF69evHxxx8zceJEGjRowOeff87333/P7bffXuifryDZEhvqsSEiIiIiIqXdkp2nGDRjE0npWbSuGsTch28hOGeWe5G1dRbE7AOPQLh9hKOjKR3avQhuvnD6b9jx7aWv/7PA+FkcZmvYhN0C3qHFpxyVvQyVZmuIiJRWzo4OIL888cQTuWZcXGzVqlWXrOvTpw99+vS56jaHDBnCkCFD8iO8Isteiko9NkREREREpBSbuzGKlxfswGKFzvVCmdy/Me4uTo4O6+rSE2HVW8Zy+1Hg4e/QcEoNr2BoMwJ+GweRr0HdHuDiYbx2cRkqW1Pu4sBshrrdYeOnRjmqmhGOjujqbI3DVYZKRKTUKhEzNuTG2WZsxKdmkp6V7eBoRERERERECpfVauWDlQcY/YOR1OjfIowP7m9a9JMaAOumQHI0BFaDZoMdHU3p0mo4+IVBwgn448ML6+1lqGoWnzJUNrZG53sXQVYRr+qgxuEiIqWeEhulnJ+HCy5OJkDlqEREREREpHSxWKy8vmg3k5buBeDxDtV4654GOJlNDo4sD+JPwPppxvId48HZ1bHxlDYuHtBxrLG89n+QFG0s25pv1+0JpmLw7+hitnJUacWgHNW5nBkbKkUlIlJqKbFRyplMJns5qhiVoxIRERERkVIiM9vC8/O3M/33wwC8cnddRkbUxlRcLkavfAOyUqFSa6h9t6OjKZ3q3wvlGkNGIqx+O6cMVaTxmm32Q3FiK0cFsGuhQ0O5KqsVzh00loM1Y0NEpLQqMT025MYF+7hxMj5NfTZKEmdneOyxC8siIiIiImKXmpHN43O2smLPWZzMJibd25B7mlZ0dFh5d+pv2DbHWL7z9fyfGaDzibwxm43vf9bdsHkmuPsX3zJUNnV7Gn029vwCWZOL5kygxNOQkQQmJwio4uhoRETEQfQXilxoIJ6kxEaJ4eYGH3zg6ChERERERIqc+JRMhszaxJajsbi7mPnw/qb8p3ZZR4eVd1YrLBsDWKF+b6jYPP/3ofOJvKvSBmp1hb2LYe07xrriWIbKptIt4F0Wks4Y5ahq3unoiC5lK0MVULloJl5ERKRQKLEh9gbimrEhIiIiIiIl2ZmENAZO38jeM4n4ujszY1ALmocH5s/GLRaj6XLK+fzZ3pUknITDq8HJ9UKPB3GsTuNh31KwZhvP6/V0aDg3xewEdbrDps+MclRFMbERo/4aIiKixIZwIbERoxkbJYfVCjExxnJwcPG9W0hEREREJJ8cjknmwel/cjw2lTI+bnw5tCW1Q33zbwc7v4cfhuXf9q6l5SMQEF4w29b5xPUJqQnNBsHm6RBUA8rUdXREN6deTyOxsWcRZGeBUxG7dHTugPEzSP01RERKsyL2fydxhGBvzdgocVJSoEwZYzkpCby8HBuPiIiIiIgD7TwRz6CZG4lJyiA8yJPZQ1sRFuiZvzvZu9j4WaaeUSKnIHkFQ7sXC277Op+4fh3HgtkZ6vYo/omgSq2NfiFpcXByK4S1dHREudkSG8GasSEiUpopsSEqRSUiIiIiIiVWdGI6D07/k9iUTOqV92XWkJb2m7vyjSUbDq00lu96Fyq3zt/tS9Hn4Q9dJzo6ivxhdoKq7Y1SVAcii15iQ6WoREQEMDs6AHE8e2JDpahERERERKSEGffTP8SmZFKnnC/fPHJL/ic1AE5ug9RYcPMtmGbeIoWtekfj58FIx8bxb1npEHfUWFYpKhGRUk2JDSEk5w/7GM3YEBERERGREmTJztMs2nEKJ7OJSfc2xMfdpWB2ZLv4W6UtOBXQPkQKU7WcxMaJLUbSrqiIPQJWC7h6g0+oo6MREREHUmJDCM6ZsZGckU1yepaDoxEREREREbl58SmZvPLjTgCGt6tK/Qp+BbezAzmJDdtd7iLFnV8FCKltJBEOrXJ0NBfYy1BVK/69TERE5KYosSF4uTrh4eIEQIzKUYmIiIiISAkwYdEuohPTqRbixZP/KcCSNWnxcHyTsVxNiQ0pQWz/ng8UoXJU52yJDZWhEhEp7ZTYEEwmkxqIi4iIiIhIibF6XzTfbTmOyQQT722Ee86NXAXi0GqwZhuNjAMqF9x+RApb9f8YPw+uBKvVsbHYnDtg/AxWYkNEpLRzdnQAUjSE+LgRdT5FMzZKCmdneOihC8siIiIiIqVEUnoWL/2wA4BBt4bTrHJAwe7Q1l+jJM3W0PmEAFS+DZzcIOE4xOyDkFqOjghichIbQdUdG4eIiDic/kIRAIK9XQHN2Cgx3Nzgiy8cHYWIiIiISKGbuGQPJ+JSCQv0YGREAV+ItVrhwApjuST119D5hAC4eEDlW+HQSqMcVVFIbNhLUSmxISJS2qkUlQCoFJWIiIiIiBR7Gw+f58sNRwF4+56GeLoW8L185w5AfBQ4uUL47QW7LxFHsCXsDhaBPhsp5yHlnLGsxIaISKmnxIYAEOLtDkB0UoaDI5F8YbVCcrLxKCq1UEVEREREClBaZjYvfv83AP1bhHFb9eCC36mtqXKlW8DVq+D3V1h0PiE2thJrR9ZBZppjYzl30PjpUx7cvB0bi4iIOJwSGwJoxkaJk5IC3t7GIyXF0dGIiIiIiBS4//22j8MxyZT1deOlu+oUzk5LYn8N0PmEXFCmjpFIyEqFqPWOjcVehqqaY+MQEZEiQYkNAS7qsaHm4SIiIiJSwnzwwQeEh4fj7u5Oq1at2Lhx4xXHZmZm8tprr1GtWjXc3d1p1KgRS5YsyTUmMTGRZ555hsqVK+Ph4cGtt97Kpk2bco2xWq2MHTuWcuXK4eHhQadOndi/f3+BfD6Bv4/H8dmaQwC80bMBvu4uBb/TrHQ48ruxXJL6a4hczGSCav8xlg84uBxVTM5/Q4NrODYOEREpEpTYEODCjI0YzdgQERERkRJk3rx5jBgxgldffZWtW7fSqFEjIiIiOHv27GXHjxkzhk8++YSpU6eya9cuhg8fTq9evfjrr7/sY4YNG8by5cuZPXs2O3bs4M4776RTp06cOHHCPmbixIm8//77fPzxx/z55594eXkRERFBWpqDS7mUQBlZFl747m8sVujeqDyd6pYtnB1H/QGZKeBdFsrWL5x9ijhC9ZzExsEVjo3j3AHjZ5ASGyIiosSG5LCXokpKx6oaqiIiIiJSQrz33ns8/PDDDB48mLp16/Lxxx/j6enJjBkzLjt+9uzZvPTSS3Tt2pWqVavy6KOP0rVrV959910AUlNT+f7775k4cSJt27alevXqjBs3jurVq/PRRx8BxmyNyZMnM2bMGHr06EHDhg358ssvOXnyJAsXLrxirOnp6SQkJOR6lHi7foR3al2Y+XADPlp1kD2nEwn0cuXVbnXzMbhrsJeh+o9xV7tISVW1A2CCs7sg4aTj4rAnNtQ4XERElNiQHMHeRmIjI8tCQlqWg6MREREREbl5GRkZbNmyhU6dOtnXmc1mOnXqxIYNGy77nvT0dNzd3XOt8/Dw4PffjQvvWVlZZGdnX3XM4cOHOX36dK79+vn50apVqyvuF+Ctt97Cz8/P/ggLC7u+D1wcrX0Pkk7D+qk39Pa9pxOZttIoTzOuez2Ccs5rCsWBnLvXS1p/DZF/8wyECk2NZUfN2rBkX2geHqzEhoiIKLEhOdxdnPBxdwbUQFxERERESoaYmBiys7MpWzZ3aaKyZcty+vTpy74nIuL/2bvv8DjKc///7131ZtnqlnHvDTea6cVgY5pNDeTE4PCDAHEOxAkkJgQ4kHwJJBAIcEIgQIDQQnM4hNgxBgMGY4N7b3KXJVmSrWrV3d8fz86uZKtrd0e7+ryua65nNDs786yRzc7cc9/3VJ544gm2b9+Oy+Vi0aJFvP/++xw8eBCApKQkJk+ezMMPP0xubi719fX8/e9/Z9myZd59rGO357wA8+bNo6SkxLvs27evw589JBTvgoNrzPqOxXD0SLveXu9yc89766itdzNlZCaXndjb71NsVlk+5K8HHDD4vOCdV8QuVgDPrj4bJfuhvhoioqFnf3vmICIiXYoCG+LlLUelwIaIiIiIdFNPPfUUQ4cOZcSIEURHRzNnzhxmz56N0+m7dHrttddwu9306dOHmJgY/vSnP3H99dc32qcjYmJi6NGjR6MlrG2a71t31cLWf7fr7S9/tYu1+46QFBvJb2eOwRHMclDWU+u9x0FCWvDOK2KXIZ7ARs5nJnsi2Io8jcNTBoEzIvjnFxGRLkeBDfFK96RtF5YrsBHyIiLg6qvNEqEvfSIiItI9paWlERERQX5+fqPt+fn5ZGVlNfme9PR05s+fT0VFBXv27GHLli0kJiYyaNAg7z6DBw/m888/p7y8nH379rFixQpqa2u9+1jHbs95u6WN883Ya6AZGwY6WrG7sII//GcrAPddMpLMHrGtvMPPrP4aQ8K0DJWuJ+RYfU6CmGQ4ehhy1wT//IXqryEiIo0psCFeytgII7Gx8M47ZokN8kWeiIiISBcRHR3NpEmTWLzYVzrF5XKxePFiJk+e3OJ7Y2Nj6dOnD3V1dbz33ntcccUVx+2TkJBA7969OXz4MAsXLvTuM3DgQLKyshqdt7S0lOXLl7d63m7DKkPlcMLlnv4aOz+FqpJW3+pyufnl++uoqnVx5pA0rj0pyL1IXC5fxka49tfQ9YQcKyISBp1t1nfaUI7KythQYENERDwU2BAvq4H4IWVsiIiIiEiYmDt3Li+88AKvvPIKmzdv5vbbb6eiooLZs2cDMGvWLObNm+fdf/ny5bz//vvk5OTw5ZdfMm3aNFwuF/fcc493n4ULF7JgwQJ27drFokWLOO+88xgxYoT3mA6Hg7vuuovf/OY3fPjhh6xfv55Zs2aRnZ3NjBkzgvr5u6xN/zTjgDNh4FmQNhzqa9pUjurNb/fyTU4xcVERPHLl2OCWoALIWwuVRRCdBH1PCe65RexkZ5+NIk/GRtrQ4J9bRES6pEi7JyBdhzI2RERERCTcXHfddRw6dIj777+fvLw8xo8fz4IFC7yNvffu3duoN0ZVVRX33XcfOTk5JCYmMn36dF577TV69uzp3aekpIR58+axf/9+UlJSuOqqq/jtb39LVFSUd5977rmHiooKbr31Vo4cOcKZZ57JggULiNXT74ZVdmrUDDOOngmf/86Upxr3vWbflnvkKI98vAWAe6YNp29KfECn2STrpu7AsyEiquV9RcKJVXpt/7cmuyo2OXjnVikqERE5hgIb4mUFNtRjIwxUVEBiolkvL4eEBHvnIyIiImKjOXPmMGfOnCZfW7JkSaOfzznnHDZt2tTi8a699lquvfbaFvdxOBw89NBDPPTQQ+2aa7dweDfkrjZlqEZebraNnmECGzsXN3vD1O1286sP1lNeXcek/r2YNXlAMGftY5WhGnK+PecPBl1PSFN69oPUoaYsVM7nMOry4Jy3pgJK95v1VGVsiIiIoVJU4qWMDRERERERCTirafiAMyEx3axnjGy1HNX8NQf4bOshoiOcPHrVWCKcQS5BBVBVCvuWm/XBYRzYEGmOlbURzD4bxTlmjOsFCanBO6+IiHRpCmyIV3qiAhsiIiIiIhJgx5ahsoz2/GwFPho4VFbN//yfyaS5c8pQhmQkBWp2Ldv9JbjqoNdASBlkzxxE7OTts/EpuN3BOWeh1Thc2RoiIuKjwIZ4WRkbRRU1uFxB+oIiIiIiIiLdR1NlqCxWoMMqR9XAgx9u5EhlLaN69+DWs20MKFj9Nayn1kW6mwFnQEQ0lOz1NfQOtCL11xARkeMpsCFeKQnROBxQ73JzuLLG7umIiIiIiEi42fRPM/Y/w1eGypIxEtKGecpRLfBuXrAhj3+tP0iE08FjV59IVISNl7FW+Z3BCmxINxWdAP0mm/UdQSpHZWVspCmwISIiPgpsiFdUhJOU+GgADqmBuIiIiIiI+JtVZsoqO9WQw+HL2vCUqyqprOXX/9wAwG3nDGJMn+ObigdN0U6TceKMhIFn2TcPEbsFu8+GN2NDpahERMRHgQ1pJE19NkREREREJBAO74HcVU2XobKMnmnGHZ9AVSkP/2sTh8qqGZyewE/Ot/mm5s5Pzdj3NIixqceHSFdgZSztXgp1Ab534HarFJWIiDQp0u4JSNeSnhTD1vwyBTZCXUQETJ/uWxcRERERsZvVNLz/GZCY0fQ+Vjmqwm1s/vxt3l2ZjcMBj109jtgom7/XevtrnG/vPIJB1xPSkszRkJgJ5fmwdxkMOjdw5yovgOpSwAEpNvbXERGRLkcZG9KI1UC8UKWoQltsLPzrX2aJjbV7NiIiIiIiLZehsjQoR1W4/G0Abjp9AJP69wro1FpVVwO7vzTr3aG/hq4npCUOBwz2BPgC3WfDytbo2Q+i9LsoIiI+CmxII2mJnh4bytgQERERERF/aUsZKosn8HFK/RqG93Jz99ThgZ9fa/Yth5pyiE+DrBPtno2I/awA387PAnueIk/jcJWhEhGRYyiwIY1YGRsKbIiIiIiIiN9s+qcZWypD5bGiIoudrt7EOGp5emI+8dFdoIKy1SR58Png1GW0CIPPAxyQvx7K8gN3nkJPYCNNjcNFRKQxfSOTRryBDZWiCm0VFZCQYJaKCrtnIyIiIiLdndVfY9QVLe5WVVvPL95fz79cpwIwrDDAZW7ayttfoxuUoQJdT0jrEtKg9zizvvPTwJ2naKcZlbEhIiLHUGBDGklPNDUrC8tqbJ6JdFplpVlEREREROx0ZC8cWAk4Wi1D9cdPtrGrsILlsWeZDTs+garSwM+xJeUFkLfOrA/uBo3DLbqekNZYgb6dAQxAFiljQ0REmqbAhjSSluTpsaGMDRERERER8QerDNWAMyEps9nd1u0/wgtf5AAwe+alkDoU6qth28JgzLJ5OUvMmDW21TJaIt2Kt8/Gp+By+f/49bVweLdZV8aGiIgcQ4ENaSQ90ZSiKq6oobY+AF9MRERERESke9n4gRlbKENVU+finnfX4XLD5eOymTI6y9tE3Pt+u1hlqAZ3kzJUIm3V9xSIToLKIshb6//jH94NrjqIioekbP8fX0REQpoCG9JIr/hoIpwOAIrKVY5KREREREQ6oY1lqP68ZCdb8spISYjmgctGmY2jZpjRznJULpevf0B36a8h0lYRUTDwbLO+IwDlqIp2mDF1MDh1+0pERBrT/xmkEafTQVqiKUdVqHJUIiIiIiLSGVYZqv5nNFuGamteGc98ZuroP3j5aFI9WeRkjjblZ+wsR5W/ASoKICoB+p5mzxxEurIhnr4zgWggXujpr6EyVCIi0gQFNuQ4aZ4LiUNlCmyIiIiIiEgnbJxvRqus1DHqXW7ueW8dtfVupozM5LITe/tedDh8WRub5gdwki2wmiIPPAsio+2Zg0hXZpVo27fc/5lVVuPwVDUOFxGR4ymwIcdJT1JgI+Q5nXDOOWZRyq6IiIiI2OHIPjjwHS2VoXrr272s3XeEpNhIfjtzDA6Ho/EOVkBk+yKoLgvodJvUXftr6HpC2iplIKQMMr0wdn/p32MX7TRjmgIbIiJyPH1DkeNYDcQPqRRV6IqLgyVLzBIXZ/dsRERERKQ78pahOr3ZMlTf7T4MwA/PGEhmj9jjd8gcY185qupy2PuNWe9u/TV0PSHtYQX+/N1nw1uKarB/jysiImFBgQ05jjI2RERERESk06zyUaNnNrtLUUUNACf0aubmecNyVBs/8N/c2mL3UnDVQs/+5ol0EWmaFfjb6cfARlWJ6W8DKkUlIiJNUmBDjpOmjA0REREREemMI/tg/7e0VIYKoLjCXHOkJrbQv8KuclTWTdohF5gAi4g0bcBZ4IyCw7t95aM6q2iHGRMzIbaHf44pIiJhRYENOY4yNsJARQWkp5ulosLu2YiIiIhId9OGMlQAReUmYyM1Iab5Y2WOgZTBwS9H1V37a4CuJ6R9YhKh32lmfeen/jlmoSewoWwNERFphgIbchwrsFGowEZoKyw0i4iIiIhIsFllqKwyUk1wu93eUlQpCS1kbDgcvqyNYJWjOrwbineCMxIGnh2cc3Y1up6Q9hh8vhn91WejSP01RESkZQpsyHG8GRsqRSUiIiIiIu1Vst9XhmpU82WoKmrqqalzAa2UogJfgGTHJ6apd6BZN2dPOEVlcETawuqzsftLqKvp/PGsxuFpytgQEZGmhU1g49lnn2XAgAHExsZy6qmnsmLFihb3f+eddxgxYgSxsbGMHTuWjz/+uNHrN910Ew6Ho9Eybdq0QH6ELsPqsVFWVUdVbb3NsxERERERkZBilaHqNxmSsprdrdhThiouKoL46MiWj5k11jTwrquCbQv8NdPmWeV0rKfQRaRlmWMhIR1qymHf8s4fz+rVoVJUIiLSjLAIbLz99tvMnTuXBx54gFWrVjFu3DimTp1KQUFBk/t//fXXXH/99dx8882sXr2aGTNmMGPGDDZs2NBov2nTpnHw4EHv8uabbwbj49iuR2wk0ZHmV0N9NkREREREpF02zjejVT6qGYWexuEtlqGyOBwweqZZt8pcBUp9LeR8btaHKLAh0iZOpy8QuLOT5ahcLl/z8NQhnTuWiIiErbAIbDzxxBPccsstzJ49m1GjRvHcc88RHx/PSy+91OT+Tz31FNOmTePuu+9m5MiRPPzww0ycOJFnnnmm0X4xMTFkZWV5l169egXj49jO4XCQ7snaKFQ5KhFpictl9wxERESkKynZD/tXAA4Y2XwZKvBlbLRahspilaPaviiw5aj2fws1ZRCXAr3HB+48IuFmsKccVWf7bJQegLqjpsdNr/6dn5eIiISlkA9s1NTUsHLlSqZMmeLd5nQ6mTJlCsuWLWvyPcuWLWu0P8DUqVOP23/JkiVkZGQwfPhwbr/9doqKilqcS3V1NaWlpY2WUOXts6GMDRFpzpo34Xd9/dcgUEREREJfwzJUPXq3uGtxWxqHNxSsclTWd5vB54EzInDnEQk3g88zY946KG+6gkabWNkavQZCRFTn5yUiImEp5AMbhYWF1NfXk5mZ2Wh7ZmYmeXl5Tb4nLy+v1f2nTZvGq6++yuLFi3n00Uf5/PPPufjii6mvb77nxCOPPEJycrJ36du3byc+mb2sPhtqIB6inE446SSzOEP+r7l0VRs/MDV0FdgQERERSxvLUIGvFFVqQkzbju1w+LI2AlmOyiqjYz193h3pekI6IjHDBCABdn7W8eNYgQ01DhcRkRa00qGt+/re977nXR87diwnnngigwcPZsmSJVxwQdNfcOfNm8fcuXO9P5eWloZscEMZGyEuLg6+/dbuWUi4y/f0JSrZZ+88REREpGtoRxkq6EApKjABk6VP+MpRxSR2bK7NqSiC3DVmvTs3Dtf1hHTU4Asgb70JEI67rmPHKNxuxtTB/puXiIiEnZB/9CItLY2IiAjy8/Mbbc/PzycrK6vJ92RlZbVrf4BBgwaRlpbGjh07mt0nJiaGHj16NFpClRXYUI8NEWlSZbGpfQvmJoaIiIjIpg/N2O+0VstQQQdKUQFknWjK09RVwfaFHZlly3I+A9yQMbpNn0FEjjHE8yDozk873o/P2zhcGRsiItK8kA9sREdHM2nSJBYv9pVCcblcLF68mMmTJzf5nsmTJzfaH2DRokXN7g+wf/9+ioqK6N27e3y5VcaGiLQof6NvXYENERERAV95KKtcVCuKPIGN1PYENhwOGD3TrFtlr/zJKrE5pBtna4h0Rt/TICoBKg5B/vqOHaPIk7GhUlQiItKCkA9sAMydO5cXXniBV155hc2bN3P77bdTUVHB7NmzAZg1axbz5s3z7n/nnXeyYMECHn/8cbZs2cKDDz7Id999x5w5cwAoLy/n7rvv5ptvvmH37t0sXryYK664giFDhjB16lRbPmOwpXvSwRXYCFGVlTBggFkqK+2ejYQjqwwVQEUB1OnfChERkW6t5ADsW27WR7VehgqgyOqx0Z5SVODr37H9P6Yclb+43eYpc+je/TVA1xPScZHRMPAss279fWqP2qNwxFPqNnWI/+YlIiJhJywCG9dddx1/+MMfuP/++xk/fjxr1qxhwYIF3gbhe/fu5eDBg979Tz/9dN544w2ef/55xo0bx7vvvsv8+fMZM2YMABEREaxbt47LL7+cYcOGcfPNNzNp0iS+/PJLYmLa2NguxHkzNlSKKjS53bBnj1ncbrtnI+Eob0Pjn62yVCIiItI9bfqnGftNhh7ZbXqL1WMjpa3Nwy2BKkdVsAnK8yAyznyO7kzXE9IZVmBwx+KW92tKcQ7ghphkSEj367RERCS8hE3z8Dlz5ngzLo61ZMmS47Zdc801XHPNNU3uHxcXx8KFAajXGkLSE2MBKCyrwe1243A4bJ6RiHQp+ccENkr2Q8oge+YiIiIi9mtnGSq3292xUlTgKUc1A5b+0ZSjGnNV+97fHOsm7IAzISrWP8cU6Y6sPht7vzFZVTGJbX+v1V8jbYj5uy4iItKMsMjYEP9LSzIXF0dr66moqbd5NiLSpdTXQcFms96zvxnVZ0NERKT76kAZqoqaeqrrTGPhdpeiAl8AZfsiqKlo//ubstPqr9HNy1CJdFbKIHOd4KqF3Uvb995CT38NlaESEZFWKLAhTYqPjiQhOgJQnw0ROUbRDqivhuhEGOCpn6vAhoiISPe1+UMz9j2t3WWoYqOcxEd3oJBA73HQawDUHYVtfsi2r6mEPcvMenfvryHSWQ6HL0C4s53lqKyMjVQ1DhcRkZYpsCHN8vbZUGBDRBqyylBljIKefc26AhsiIiLd18b5ZrSaereBt3F4e/trWBwOX9aGVQarM/Z8ZR7cSO4LabqhKtJpHe2z0bAUlYiISAsU2JBmWYGNQjUQF5GGrMBG5mhIPsGsK7AhIiLSPZXmwr5vzPrItpWhAii2+mt0pAyVZfRMM277T+fLUVk3Xwefr7r+Iv4w8GxwRkLxTji8u23vcbsblKJSgFFERFqmwIY0SxkbIczhgFGjzKILM/G3PE9gI2uMAhsiIiLd3SarDNWpkNynzW8r8pSiSmlv4/CG/FmOSv01GtP1hHRWbA844RSz3tasjcoiqDpi1lMGBWRaIiISPhTYkGalJSqwEbLi42HjRrPEx9s9Gwk33oyNsaZcA5jAhttt35xERETEHhs/MKOVPdFGRRV+CGz4qxzVkX1QuA0cETDwnI4fJ5zoekL8Ycj5Ztz5adv2t7I1kvtCtH7vRESkZQpsSLPSFdgQkWNVFEHZQbOeOcrXILS2wvd0lYiIiHQPHSxDBVDs7bHRicAG+Pp6dKYclZWtccJJENezc/MRER+rz0bO51Bf2/r+3sbh6q8hIiKtU2BDmqUeGyJyHCtbo9cAiEmCqDiITzPbVI5KRESke+lgGSrwlaJKTexg83BL7/HQs78pR7X9Px07hre/hspQifhV7/EQnwo1ZbD/29b3L7L6ayiwISIirVNgQ5rl7bGhwEboqayE0aPNUllp92wknHjLUI3xbVOfDRERke7JKv9klYNqB7+UogJTjsrK2tg4v/3vr68zT5OD+ms0pOsJ8QenEwadZ9bb0mej0JOxkabG4SIi0joFNqRZ6rERwtxu2LTJLOp7IP7kbRw+1rdNgQ0REZHup/Qg7PWUoRp1RbvfXuwJbHS6FBX4+nts70A5qgMroboE4npB9oTOzyVc6HpC/MUKGO5sQ2BDpahERKQdFNiQZjUsReXWl1kRgWYyNqwG4vuCPx8RERGxx+YPATeccEq7y1ABFHmywjtdigp85ahqK9tfjsq62TroXHBGdH4uItLYYE8D8dw1pl9fc+rroDjHrCuwISIibaDAhjQrNdE8PVVb76bkaBsafYlIeKuvhUNbzHrmaN92b8bGgeDPSUREROyx8QMzWtkS7eB2u72lqPySsdGZclTqryESWElZnoei3JDzWfP7HdkDrlqIjPU9OCUiItICBTakWTGREfSMjwJUjkpEgMLtUF8D0UnmqUiL9ZSmSlGJiIh0D50sQ1VZU091nQvwQ48Ni9XnY/t/oKaNPSEqiyF3lVm3nioXEf+z/n611GejaKcZUwab3hwiIiKt0P8tpEXqsyEiXt4yVKMbX2x4S1EpsCEiItItdLIMldVfIybSSXy0n8o/ZU+Anv3aV44qZwm4XZA+okOfQ0TayNtn49Pme7YUbTdjmspQiYhI2yiwIS1KtwIb5QpsiHR7DQMbDVmlqMpyTW1cERERCW9WuSer/FM7FXquLdISY3A4HP6Zk8Phy9rYNL9t79mpMlQiQdFvMkTGQXke5G9sep9CT2BD/TVERKSNFNiQFlkNxJWxEWIcDujf3yz+ulgUyfMENrLGNN6ekAHOKPPEY9nB4M9LREREgqcsD/YuM+sdKEMFvowNv5WhsliBlm0LWy9H5XbDjk/N+hCVoTqOrifEnyJjYMCZZn1nM+WoinaYMXVocOYkIiIhT4ENaZE3sKGMjdASHw+7d5slPt7u2Ui48GZsjG283emEHtlmvVQNxEVERMLaJqsM1cm+rM12KgpUYCN7oq8c1Y5FLe97aIvJNo2Mhf5n+Hce4UDXE+JvVjmq5vpsWIGNNAU2RESkbRTYkBZ1mR4bVaVQXW7vHES6s/JDUJ4POCBj5PGvq8+GiIhI92CVebLKPnVAUbkJbKQm+jmw0bAc1cYPWt7Xurna/3SIivPvPETkeFbJt73LoKai8WvVZb7M79TBwZ2XiIiELAU2pEVdohRVbRU8d6ZZ6mvtm4dId2Zla6QMhJjE41+3ntgs2Re8OYmIiEhwleXBnq/NegfLUAEUV5hri1R/Z2xA28tRqb+GSHClDTUPQ9XXwO6vGr9mZWvEp0Fcr+DPTUREQpICG9IiK7BR6Hmqyhb7lsORPXB4l6+hmLTs6FE4+WSzHD1q92wkHHjLUI1p+nVvYEMZGyIiImGrYRmqnn07fBhfKaoYP02sgbaUo6o96gvQDFFgo0m6nhB/czhgsKefzbF9Nop2mlFlqEREpB0U2JAWpXnSw23N2Nj1uW89f6N98wglLhd8951ZXC67ZyPhwNs4fGzTr3sDG+qxISIiErb8UIYKfM3DA5Kx4XD4skk2zm96nz1fQ10VJGVD+gj/zyEc6HpCAqG5PhvWA4ypQ4I7HxERCWkKbEiLrIyN4opq6l1ueyaR0yCwUaDAhogtrKBi5uimX1fGhoiISHjzUxkqCGCPDcuomWbcttBkZxxr56dmHHK+CYSISHAMPAccEVC0HY7s9W0vUmBDRETaT4ENaVFqQgxOB7jcUFRhQ9bG0SOQu8r3szI2RIKvrgYObTHrrZaiUo8NERGRsLT5/wA39DmpU2WowJexkRKIjA2APhMhuR/UVsD2JspR7VB/DRFbxPWEE04y61aAEXw9NlSKSkRE2kGBDWlRhNPhrX1bWGZDn409X4HbBc5I83P+puDPQaS7K9wGrlqISTY1q5vSo48Zq45AdVnQpiYiIiJBYpV1sppzd5Db7fY+MJUaiB4bYLIwRlvlqD5o/FrJATi0GRxOGHRuYM4vIs0bfEw5Krfb12MjVYENERFpOwU2pFXePhvlNmRsWGWorDq+pfvh6OHgz0OkO/M2Dh/dfLmG2B4Qm2zW1WdDREQkvJTlmweOoNNlqCpr6qmqNT0bAlaKCpovR2U9JZ49EeJTAnd+EWma1Wcj53Oor4Oyg1BTbkpU9Rpg69RERCS0KLAhrbL6bNjSQNxqHD7qckj2pLwXbA7+PES6s4aBjZZYf0dL1WdDREQkrGz+EF8ZqmayN9vIKkMVE+kkPjrCD5NrRnPlqHZ6nhIfojJUIrbIngBxvaC6BA6s9DUO79UfIgMY7BQRkbCjwIa0ygpsFAY7Y6Msz1PX3wEDzoKMUWa7+my0TVqaWUQ6K88T2Mhqpr+GxSpHpQbiIiIi4cVPZagAijyBjdSEaByBbNztcJiHowA2zTejqx52fmbW1V+jdbqekEBwRvjKwO1c7OuvoTJUIiLSTgpsSKtsy9jY9YUZe59o0sStp8UV2GhdQgIcOmSWhAS7ZyOhzpuxMbbl/bwNxBXYEBERCRt+LEMFUOzpr5ESyDJUltGeclRbF5hyVLmrTT+wmGToMynw5w9lup6QQGrYZ8Mb2Bhi33xERCQkRdo9Aen60hNtCmzkLDHjwHPMqMCGSPCVF0DFIcABGSNb3leBDRERkfDjLUM1qdNlqAAKy62MjQA1Dm+ozyRTKrNkH+z4BPI3me2DzoEIXQqL2Gbw+WbMXeXblqbAhoiItI8yNqRVtmRsuN2+xuGDjglsFGw2r4tI4OWtN2PqYIiOb3lfq8eGAhsiIiLhY9M/zThqhl8OV9ygFFXAORy+LJON89VfQ6SrSO4D6SPB7YID35ltKkUlIiLtpMCGtMrK2Ahqj43iHNOA2BkF/SabbalDzM81ZXBkb/DmEoqOHoVzzzXL0aN2z0ZCmbcMVSv9NcBcoIACGyIi0mkDBgzgoYceYu9efeezlZ/LUIEvsJESjMAGNChH9W/Y77mBqv4ardP1hATasQHGNAU2RESkfRTYkFZ5MzaCGdiwylD1PRWiPTVdI6IgfbhZVzmqlrlc8PnnZnG57J6NhLK2Ng4HXymq0gP6vRMRkU656667eP/99xk0aBAXXnghb731FtXVHf8u+uyzzzJgwABiY2M59dRTWbFiRbP71tbW8tBDDzF48GBiY2MZN24cCxYsaLRPfX09v/71rxk4cCBxcXEMHjyYhx9+GHeDrOKbbroJh8PRaJk2bVqHP4MtNn9onqjOngi9+vvlkNbDUqmJQShFBb5yVLUV4K6HtGHQs29wzh3KdD0hgWaVowKIToTETPvmIiIiIUmBDWlVmuei40hlLdV19cE56a5jylBZvOWoFNgQCQoriNiWjI2k3uBwQn2Npy+HiIhIx9x1112sWbOGFStWMHLkSH7yk5/Qu3dv5syZw6pVq1o/QANvv/02c+fO5YEHHmDVqlWMGzeOqVOnUlBQ0OT+9913H3/5y194+umn2bRpE7fddhszZ85k9erV3n0effRR/vznP/PMM8+wefNmHn30UR577DGefvrpRseaNm0aBw8e9C5vvvlm+/8w7GSVobKyHvwgqKWooHE5KlC2hkhX0f90iIw166lDzN9VERGRdlBgQ1qVHBdFVIT5klHkafYXUC4X7PrCrA88JrCRMcqMytgQCby6aijcatbbEtiIiDLBDVA5KhER8YuJEyfypz/9idzcXB544AH++te/cvLJJzN+/HheeumlRhkSzXniiSe45ZZbmD17NqNGjeK5554jPj6el156qcn9X3vtNe69916mT5/OoEGDuP3225k+fTqPP/64d5+vv/6aK664gksuuYQBAwZw9dVXc9FFFx2XCRITE0NWVpZ36dWrV4tzra6uprS0tNFim/ICv5ehAhtKUUHj/iDqryHSNUTFQf8zzLrKUImISAcosCGtcjod3qyNoPTZyFsHRw+bdNQ+Exu/Zt1czd8U+HmIdHeHtoKrDmKTfWWmWmPtV7IvcPMSEZFuo7a2ln/84x9cfvnl/OxnP+Okk07ir3/9K1dddRX33nsv3//+91t8f01NDStXrmTKlCnebU6nkylTprBs2bIm31NdXU1sbGyjbXFxcSxdutT78+mnn87ixYvZtm0bAGvXrmXp0qVcfPHFjd63ZMkSMjIyGD58OLfffjtFRUUtzveRRx4hOTnZu/Tta2PJpIPrICLar2WowPegVEpiEAMbJ5xkbqCmj4QBZwbvvCLSspP/P4iM82vwVEREuo9IuycgoSE9KYaDJVUcKgtCYMMqQ9X/DPMEeEOZnoyNoh1QWwVRjS86RcSPvGWoxrY9NbyHp4F46YHAzElERLqFVatW8fLLL/Pmm2/idDqZNWsWf/zjHxkxYoR3n5kzZ3LyySe3eJzCwkLq6+vJzGxcuz0zM5MtW7Y0+Z6pU6fyxBNPcPbZZzN48GAWL17M+++/T329ryTrL3/5S0pLSxkxYgQRERHU19fz29/+tlGgZdq0aVx55ZUMHDiQnTt3cu+993LxxRezbNkyIiIimjz3vHnzmDt3rvfn0tJS+4IbQ6fA3Tug9KBfD1tUYa4n0hKC1GMDzPeY2R8H73wi0jYjpsN9eXbPQkREQpQCG9ImVsZGUAIbOc301wBT5iaul8noKNwKvccFfj4i3VW+p3G41dumLbwZGypFJSIiHXfyySdz4YUX8uc//5kZM2YQFRV13D4DBw7ke9/7nt/P/dRTT3HLLbcwYsQIHA4HgwcPZvbs2Y1KV/3jH//g9ddf54033mD06NGsWbOGu+66i+zsbG688UaARnMbO3YsJ554IoMHD2bJkiVccEHT5ZBiYmKIiQniDf/WxCRBepLfDldZU0dVrWlEHdSMDREREREJOwpsSJukByuwUVcDez1lAQade/zrDgdkjIY9S83T5ApsNC8+3u4ZSKjLW2/GrDb017Ake54qVSkqERHphJycHPr3b7n8UUJCAi+//HKL+6SlpREREUF+fn6j7fn5+WRlZTX5nvT0dObPn09VVRVFRUVkZ2fzy1/+kkGDBnn3ufvuu/nlL3/pDV6MHTuWPXv28Mgjj3gDG8caNGgQaWlp7Nixo9nARrizylBFRzpJiG46a0W6EF1PiIiISBemHhvSJulJQeqxsf9bqK2EhHRfo/BjWU+Pq4F48xISoKLCLAkJds9GQpHb3SBjoz2BDWVsiIhI5xUUFLB8+fLjti9fvpzvvvuuzceJjo5m0qRJLF682LvN5XKxePFiJk+e3OJ7Y2Nj6dOnD3V1dbz33ntccYWvBnxlZSVOZ+NLqYiICFwuV7PH279/P0VFRfTu3bvN8w83RZ7G4WkJ0TjaWuZS7KHrCREREeniFNiQNrECG4cCHdiw+msMPLv5mv5Wnw0FNkQCpzwfKovA4YSMkW1/nzewoR4bIiLScT/+8Y/Zt+/47L8DBw7w4x//uF3Hmjt3Li+88AKvvPIKmzdv5vbbb6eiooLZs2cDMGvWLObNm+fdf/ny5bz//vvk5OTw5ZdfMm3aNFwuF/fcc493n8suu4zf/va3/Otf/2L37t188MEHPPHEE8ycOROA8vJy7r77br755ht2797N4sWLueKKKxgyZAhTp07tyB9JWCj29NdQGSoRERER6SyVopI2CVqPjZwlZhzYRH8Ni/X0eMGmwM5FpDvL82RrpA6BqLi2v88KbFQUQG0VRMX6f24iIhL2Nm3axMSJE4/bPmHCBDZtat93wOuuu45Dhw5x//33k5eXx/jx41mwYIG3ofjevXsbZV9UVVVx3333kZOTQ2JiItOnT+e1116jZ8+e3n2efvppfv3rX3PHHXdQUFBAdnY2P/rRj7j//vsBk72xbt06XnnlFY4cOUJ2djYXXXQRDz/8cNfqoRFkVimqlGA2DhcRERGRsKTAhrSJN2MjkIGN6jI4sNKsN9U43DuZEWYsz4eKQkhIC9ycQlVVFVx1lVl/7z2I1c1laad8T3+N9pShAojrBVHxpqRc6QFIHez/uYmISNiLiYkhPz+/UV8LgIMHDxIZ2f5LmDlz5jBnzpwmX1uyZEmjn88555xWgydJSUk8+eSTPPnkk02+HhcXx8KFC9s9z3BX7ClFlZqgjI0uT9cTIiIi0sWpFJW0ia/HRk3gTrLna3DVQc/+0GtA8/vFJEKvgWZd5aiaVl8PH39slvp6u2cjocjK2GhP43AwJeTUZ0NERDrpoosuYt68eZSUlHi3HTlyhHvvvZcLL7zQxplJZxQpsBE6dD0hIiIiXZwCG9ImVmCjvLqOypq6wJwkx9NfY9C5re+rBuIigWX93WpvxgYosCEiIp32hz/8gX379tG/f3/OO+88zjvvPAYOHEheXh6PP/643dOTDvKWolKPDRERERHpJAU2pE0SoiOIjTK/LoVlAcrasBqHt1SGymIFNgoU2BDxu9oqKNxm1jsS2OjRx4ylaiAuIiId06dPH9atW8djjz3GqFGjmDRpEk899RTr16+nb9++dk9POshqHq6MDRERERHpLPXYkDZxOBykJ8Wwr/goh8qr6Jca798TlB+CfE/pm5Yah1syRplRGRsi/ndoC7jrTb+MHtntf3+y54ZTyT7/zktERLqVhIQEbr31VrunIX7kK0Wl5uEiIiIi0jkKbEibpSd6AhuByNiwsjUyx7StGbj1FHnBFnDVgzPC/3MS6a4alqFyONr/fpWiEhERP9m0aRN79+6lpqbx98/LL7/cphlJZ6gUlYiIiIj4i62BjX379uFwODjhBHMTbMWKFbzxxhuMGjVKT2d1QVafjUPl1f4/uBXYaEu2BkDKQIiMg7qjULwL0ob4f04i3ZWVPdWRMlSgwIaIiHRaTk4OM2fOZP369TgcDtxuN2CyiAHq1cw4JBWrebiIiIiI+ImtPTZuuOEGPvvsMwDy8vK48MILWbFiBb/61a946KGH7JyaNCEt0RPYKAtAYCOnHf01wGRoZIww6+qzIeJfeevNmOWHwIbnRpSIiEh73HnnnQwcOJCCggLi4+PZuHEjX3zxBSeddBJLliyxe3rSAZU1dRytNQGpFAU2RERERKSTbA1sbNiwgVNOOQWAf/zjH4wZM4avv/6a119/nb/97W92Tk2a4M3Y8Hdg4/BuOLIHnJHQ//S2vy/D00BcfTaOl5Bgbii73WZdpK3c7s5nbFjNw2sr4ehh/8xLRES6lWXLlvHQQw+RlpaG0+nE6XRy5pln8sgjj/Df//3fdk9POsAqQxUd6SQxRhWRuzxdT4iIiEgXZ2tgo7a2lpgYc7P8k08+8dbKHTFiBAcPHrRzatIEK7BR6O9SVFa2Rp+TICap7e/LVGBDxO/KDppghCMC0kd07BhRsZCQbtZVjkpERDqgvr6epCTzvTAtLY3c3FwA+vfvz9atW+2cmnRQwzJUjo708BIRERERacDWwMbo0aN57rnn+PLLL1m0aBHTpk0DIDc3l9TUVDunJk1ID1Qpql3tLENlyRxlRgU2RPwnz5OtkTbUBCg6Sn02RESkE8aMGcPatWsBOPXUU3nsscf46quveOihhxg0aJDNs5OOsAIbKkMlIiIiIv5ga2Dj0Ucf5S9/+Qvnnnsu119/PePGjQPgww8/9Jaokq4jLRClqFwuX8ZGWxuHW6wyOYd3Q3W5/+YUDqqq4JprzFJVZfdsJJTke/prdLQMlUWBDRER6YT77rsPl8sFwEMPPcSuXbs466yz+Pjjj/nTn/5k8+ykI6ys71TPw1LSxel6QkRERLo4W4ubnnvuuRQWFlJaWkqvXr2822+99Vbi4+NtnJk0xZuxUV6N2+32Twp5wSaoLISoeDjh5Pa9NyENEjKgogAObYETTur8fMJFfT28+65ZV78aaQ8rA6qjjcMtyX3NWKrAhoiItN/UqVO960OGDGHLli0UFxfTq1cvlTEKUQ1LUUkI0PWEiIiIdHG2ZmwcPXqU6upqb1Bjz549PPnkk2zdupWMjIx2HevZZ59lwIABxMbGcuqpp7JixYoW93/nnXcYMWIEsbGxjB07lo8//rjZfW+77TYcDgdPPvlku+YUbqweGzV1Lsqq6/xzUKsMVb/JENmBixz12RDxr7xONg63WA3ElbEhIiLtVFtbS2RkJBs2bGi0PSUlRUGNEKZSVCIiIiLiT7YGNq644gpeffVVAI4cOcKpp57K448/zowZM/jzn//c5uO8/fbbzJ07lwceeIBVq1Yxbtw4pk6dSkFBQZP7f/3111x//fXcfPPNrF69mhkzZjBjxozjLp4APvjgA7755huys7M79iHDSGxUBEmxJsnHb+WorDJUg87t2PsV2BDxn9qjULTdrKsUlYiI2CQqKop+/fpRX19v91TEj4oU2BARERERP7I1sLFq1SrOOussAN59910yMzPZs2cPr776artq5z7xxBPccsstzJ49m1GjRvHcc88RHx/PSy+91OT+Tz31FNOmTePuu+9m5MiRPPzww0ycOJFnnnmm0X4HDhzgJz/5Ca+//jpRUVEd/6BhxK8NxOtrYc9XZr29jcMtVmCjYFPn5yPS3RVsBrcL4lMhKatzx7JKUSmwISIiHfCrX/2Ke++9l+LiYrunIn5S5OmxkZaowIaIiIiIdJ6tPTYqKytJSkoC4D//+Q9XXnklTqeT0047jT179rTpGDU1NaxcuZJ58+Z5tzmdTqZMmcKyZcuafM+yZcuYO3duo21Tp05l/vz53p9dLhc/+MEPuPvuuxk9enSb5lJdXU11te+Gf2lpaZveF0rSkmLIKazwT2DjwCqoKYe4FMgc27FjZIwyY/4GcLtB5QlEOs7KfMoc0/m/S1bGRtlBqK+DCFv/dyMiIiHmmWeeYceOHWRnZ9O/f38SEhIavb5q1SqbZiYd5StFpebhIiIiItJ5tt5pGjJkCPPnz2fmzJksXLiQn/70pwAUFBTQo0ePNh2jsLCQ+vp6MjMzG23PzMxky5YtTb4nLy+vyf3z8vK8Pz/66KNERkby3//9323+PI888gj/8z//0+b9Q5HVZ6Ow3A+BjZwlZhx4Fjg7mDyUPgIcTjh6GMryoEfvzs9LpLvK91N/DYCEdIiIhvoaE9zo2bfzxxQRkW5jxowZdk9B/EylqERERETEn2wNbNx///3ccMMN/PSnP+X8889n8uTJgMnemDBhgm3zWrlyJU899RSrVq1qV4PCefPmNcoEKS0tpW/f8LqZ59dSVFbj8IEdLEMFEBULqUOgcJt52lyBDZGOsxqHZ/khsOF0Qo9sOLzblKNSYENERNrhgQcesHsK4mdF5SawoVJUIiIiIuIPtvbYuPrqq9m7dy/fffcdCxcu9G6/4IIL+OMf/9imY6SlpREREUF+fn6j7fn5+WRlNV0jPisrq8X9v/zySwoKCujXrx+RkZFERkayZ88efvaznzFgwIBm5xITE0OPHj0aLeHGytjodGCjpgL2rTDrHW0cbvH22VADca/4eCgvN0t8vN2zkVDgdkP+erPuj4wNUJ8NERERAeBoTT1Ha00zeGVshAhdT4iIiEgXZ2tgA0yQYcKECeTm5rJ/v7n5dcoppzBixIg2vT86OppJkyaxePFi7zaXy8XixYu9GSDHmjx5cqP9ARYtWuTd/wc/+AHr1q1jzZo13iU7O5u77767UQCmO7IyNjpdimrvMnDVmhufKYM6d6wMT2AjX4ENL4cDEhLMor4j0halB6CqBJyRkD7cP8e0+myU7PPP8UREpNtwOp1EREQ0u0hoKaow1w7REU4SY9R3KyToekJERES6OFu/VbpcLn7zm9/w+OOPU15eDkBSUhI/+9nP+NWvfoWzjX0X5s6dy4033shJJ53EKaecwpNPPklFRQWzZ88GYNasWfTp04dHHnkEgDvvvJNzzjmHxx9/nEsuuYS33nqL7777jueffx6A1NRUUlNTG50jKiqKrKwshg/30w2/YKg9CtVlkJjht0N6MzY6G9jIaVCGqrNflK2MjfxNnTuOSHdmlaFKGwaRfmrq6Q1sKGNDRETa54MPPmj0c21tLatXr+aVV14J+5524ai4QX+N9pT6FRERERFpjq2BjV/96le8+OKL/O53v+OMM84AYOnSpTz44INUVVXx29/+tk3Hue666zh06BD3338/eXl5jB8/ngULFngbhO/du7dRkOT000/njTfe4L777uPee+9l6NChzJ8/nzFj/FR+pSvYthA+/An0PwOuedlvh03zV48Nq7/GoE7017BkjjJj4Vaor4WIqM4fM9RVV8OPfmTW//IXiPHTjWoJX/4uQwXQo48ZSw/475giItItXHHFFcdtu/rqqxk9ejRvv/02N998sw2zko6y+mukqr9G6ND1hIiIiHRxtgY2XnnlFf76179y+eWXe7edeOKJ9OnThzvuuKPNgQ2AOXPmMGfOnCZfW7JkyXHbrrnmGq655po2H3/37t1t3rdL6JEN5fmw8QM4dx6kD/PLYa2MjcLyGlwuN05nB564qiyGg+vM+sCzOz+p5H4QnQQ1ZVC0AzJGdv6Yoa6uDl55xaw/+6wuRKR1Vik3fzQOt6jHhoiI+Nlpp53Grbfeavc0pJ2KGmRsSIjQ9YSIiIh0cbb22CguLm6yl8aIESMoLi62YUZhJGssDJ8OuOHLx/12WOspq3qXmyNHazt2kF1fmHmlj4Ckphu8t4vT6QtmqM+GSMdYpais0m7+oB4bIiLiR0ePHuVPf/oTffr0sXsq0k7Fnh4bqQpsiIiIiIif2BrYGDduHM8888xx25955hlOPPFEG2YUZs6+24zr34GinX45ZFSE0/ukVYfLUXnLUJ3rlzkBDfpsKLAh0m41lVDs+Tcic6z/jpvsufFUVWL6/YiIiLRRr169SElJ8S69evUiKSmJl156id///vd2T0/ayVeKSk/9i4iIiIh/2FqK6rHHHuOSSy7hk08+YfLkyQAsW7aMffv28fHHH9s5tfDQZyIMuRB2LIKlT8AVz/rlsGmJ0RRX1HCorJrhWUntP0DDxuH+YgU2CtRAXKTdCjaD2wUJ6ZCU6b/jxiRBbE+oOgIlByDj+Aw9ERGRpvzxj39s1GTa6XSSnp7OqaeeSq9evWycmXSESlGJiIiIiL/ZGtg455xz2LZtG88++yxbtmwB4Morr+TWW2/lN7/5DWeddZad0wsP59xjAhtr34Kz74Fe/Tt9yPSkGLbll3OovKr9by7Zb54MdzhhwBmdnouXMjZEOi4/AGWoLMkneAIb+xXYEBGRNrvpppvsnoL4UbEnsKFSVCIiIiLiL7YGNgCys7OPaxK+du1aXnzxRZ5//nmbZhVG+p5iMiN2fQ5fPQmX/rHTh0z3pJAXltW0/81Wtkb2RIhN7vRcvKweGyX7TNkbfx5bJNx5Axt+bBxuST7BHF99NkREpB1efvllEhMTueaaaxptf+edd6isrOTGG2+0aWbSEcrYEBERERF/s7XHhgTJOb8w4+q/m3IwnZSeZAIbh8o70GMjZ4kZB/mxDBVAXC/o4WlUnK9yVCLtYjUOz/Jjfw2Lt4H4fv8fW0REwtYjjzxCWlracdszMjL4f//v/9kwI+mMIs91g3psiIiIiIi/KLDRHQw4A/qfAfU18NVTnT5cmueCpN3Nw91uX+Nwf/bXsGSOMmOBylERHw8FBWaJj7d7NtKVud2+Em6BytgABTZERKRd9u7dy8CBA4/b3r9/f/bu3WvDjKQzVIoqBOl6QkRERLo4BTa6i7PvNuOqV6Asv1OH8mZstDewcWgrlOdDZCz0PbVTc2iS+mz4OByQnm6WBo03RY5Tsg+qS8AZBWnD/H/85L5mLO18tpiIiHQfGRkZrFu37rjta9euJTU11YYZSUcdramnsqYegJREBTZChq4nREREpIuzpcfGlVde2eLrR44cCc5EupNB58IJJ8P+b+HrP8HU37b6luZYgY3C9paisrI1+p0GUbEdPn+zMqzAhkpRibSZVYYqfThEBuBmQ48+ZlSPDRERaYfrr7+e//7v/yYpKYmzzz4bgM8//5w777yT733vezbPTtqjqMJcM0RHOEmKsb3Fo4iIiIiECVu+WSYnt9zYOTk5mVmzZgVpNt2Ew2F6bbx+NXz3Epz5U0g4vm5xW3Q4YyMngGWowJexUbDJlNfpzk8WVVfD3Llm/YknIEb1jKUZgWwcDg1KUR0AlwucShQUEZHWPfzww+zevZsLLriAyEhzyeJyuZg1a5Z6bISY4gaNwx3d+ft5qNH1hIiIiHRxtgQ2Xn75ZTtOK0OmQPYEyF0Ny56FKQ906DBWj43iyhpq611ERbThRmV9Hexeatb93TjcO7GhppxOdal5Orxnv8CcJxTU1cH//q9Zf+wxXYhI86zARlaAAhtJvcHhBFctVBRAUlZgziMiImElOjqat99+m9/85jesWbOGuLg4xo4dS//+/e2emrRTUYPAhoQQXU+IiIhIF6dHZ7sTh8PXa2PF81BZ3KHD9IqPJsLpwO32PYHVqoNrTB3/2GToPb5D521VRJQppwNdu8/G1n/Df+4DV73dMxHxlaKyMp78LSISkrLNuhqIi4hIOw0dOpRrrrmGSy+9VEGNEFVc7mkcrv4aIiIiIuJHCmx0N8Onm5IzNeWw/LkOHSLC6SDV88RVm8tR5Swx44CzwBnRofO2ScYoM3bVwIarHubfAV8/DdsX2T0b6e5qKqA4x6xnjg3ceZKtPhsKbIiISNtcddVVPProo8dtf+yxx7jmmmtsmJF0lNVjI1UZGyIiIiLiRwpsdDcNsza+eQ6qSjp0GG+fjbY2ELcahw86t0PnazPrqfOuGtjY/y0c9WTK5K+3dy4i+ZsANyRmQmJ64M7j7bOhwIaIiLTNF198wfTp04/bfvHFF/PFF1/YMCPpKF8pKpUyEhERERH/UWCjOxp5OaSPMKWhVjzfoUNYfTbalLFRexT2LjfrgWocbmnYQLwr2vpv37pVAkjELvkBLkNlUWBDRETaqby8nOjo45/wj4qKorS01IYZSUepFJWIiIiIBIICG92R0wln/dysL3sWqsvafQhvxkZbAhv7lkN9tWkinDa03edqF+sGbeF2qGtjNkkwbVvoW89XYENs5g1sBKhxuCW5rxlL9gX2PCIiEjbGjh3L22+/fdz2t956i1GjRtkwI+koK2NDpahERERExJ8i7Z6A2GTMlbDkESjeCd++CGfe1a63W4GNwraUosrxlKEaeI4phRVISb0htidUHYFDW6H3iYE9X3sc3g2HNgMOwA1FO6GmEqLjbZ6YAFBRBJ8+BBNnQZ9Jds8mOKysoawA9tcAZWyIiEi7/frXv+bKK69k586dnH/++QAsXryYN954g3fffdfm2Ul7+EpRKbAhIiIiIv6jjI3uyhkBZ1tZG8+YG+ztkN6eUlRW4/BBAS5DBSZwYj193tX6bGxdYMYBZ0JCOuCGgs2BOVdcHOzaZZa4uMCcI9x88XtY+TdY/LDdMwkOt9v3dyTQGRs9PM3DSw8E9jwiIhI2LrvsMubPn8+OHTu44447+NnPfsaBAwf49NNPGTJkiN3Tk3YotpqHqxRVaNH1hIiIiHRxCmx0Z2OvgZ79oeKQuaHbDmltLUV19AgcXGPWA91fw5LpKU9Q0MUCG9s8gY1h0xo0OQ9QA3GnEwYMMItTf81bVVsF694y67mrzU3/cHdkD9SUQUR04EvEWRkbFYdMzx0REZE2uOSSS/jqq6+oqKggJyeHa6+9lp///OeMGzfO7qlJO1g9NtQ8PMToekJERES6OH1D6c4iouCsuWb9q6fMzd028mZstFaKavdScLsgdSgk9+noTNvHGzToQoGNqlLzZwGewEYXzSrprrZ8BEcPm/WqI+amf7izylClDzf/FgRSXC+ISjDrpbmBPZeIiISVL774ghtvvJHs7Gwef/xxzj//fL755hu7pyVtVFVbT0VNPaCMDRERERHxLwU2urtxN0CPE6A8D1a/1ua3eXtstJaxscvTXyMYZagsGVZgY1PwztmanM/AVQupQyBtiK+nQV6AGojX1MDdd5ulpiYw5wgnq15p/HPuGlumEVTexuEB7q8BpkSct8+GGoiLiEjL8vLy+N3vfsfQoUO55ppr6NGjB9XV1cyfP5/f/e53nHzyyXZPUdrI6q8RFeEgKUbtHUOKridERESki1Ngo7uLjPY1Dl/6JNS17UurFdgoraqjqra++R0bNg4PloyRZizPMw2hu4KtDcpQQeOskkCUPaqthT/8wSy1tf4/fjgpzoFdXwAOGDLFbMtdbeuUgsIKbGQFuL+GxRvYUJ8NERFp3mWXXcbw4cNZt24dTz75JLm5uTz99NN2T0s6yFeGKhqHw2HzbKRddD0hIiIiXZwCGwITfgCJWVC6H9a+0aa39IiNJDrC/PoUNleOqvQgFG4FHKZhdrDEJEKvAWa9K/TZcNXD9v+YdSuwkTYcnFFQXaIn2O22ypOpNOQCGHGpWbf6woQzK1vICrIFmlWKrmR/cM4nIiIh6d///jc333wz//M//8Mll1xCRESE3VOSTii0Goerv4aIiIiI+JkCGwJRsXDGnWb9yyegvvUnchwOhzdro9kG4lYZqt7jID7FHzNtu67Uw+LASqgshJhk6Hea2RYZbXobQODKUUnr6mthzetmfeKNkD3erOeuCe8G4tVlcHiXWQ9GKSqA5L5mVCBPRERasHTpUsrKypg0aRKnnnoqzzzzDIWFhXZPSzrIythQfw0RERER8TcFNsSYdBMkpJumyev+0aa3pFl9NsqbKV+VY0N/DUvGKDN2hcDG1n+bceiUxk2aveWoFNiwzbaFUJ5vfveHTTO/NxHRpoH44d12zy5wCjabMak3JKQG55zeUlTK2BARkeaddtppvPDCCxw8eJAf/ehHvPXWW2RnZ+NyuVi0aBFlZWV2T1HaobjCV4pKRERERMSfFNgQIzoeTv+JWf/ycVM+qRXpiS1kbLjdDRqHn+unSbZDwx4Wdtu20IxWGSqLN6tEgQ3brHrVjONvMFk0kTG+oFg4l6PKW2/GYJWhAgU2RESkXRISEvjhD3/I0qVLWb9+PT/72c/43e9+R0ZGBpdffrnd05M2KlJgQ0REREQCRIEN8TnpZohLgeKdsOH9VndPTzIXKE0GNop2QukB8/R739P8PdPWWTdsD21pU5AmYI7sNX0+HBG+xtQWq2mzSlHZo+QA7Fhk1ifM8m1vWI4qXFnBtMwgNQ4H6OHpsVF6ILzLfImIiN8NHz6cxx57jP379/Pmm2/aPR1phyJPL760RPXYEBERERH/UmBDfGISYfIdZv2L34PL1eLu3oyN8qrjX9y1xIx9TzXZIMGWMggiY6G20t6SQla2Rr/Tju8zYt1ULs6BmorgzktMbw23C/qfCWlDfNuzJ5gxd7U98woGK5iWFaT+GuALbNRWwtHDwTuviIiEjYiICGbMmMGHH35o91SkjVSKSkREREQCRYENaeyUWyE2GQq3wuZ/trir1Ty8sKyJHhtWf42BNvTXAHBGQPoIs25nOSqrv8awqce/lpgBCRmA29fzwF/i4mDDBrPExfn32OHA5YJVr5n1ibMav9Z7vBkPrg3PzAKXCwo2mfVgZmxExXp+31EDcRERkW5CpahCmK4nREREpItTYEMai02GU28361/8ocWsDSuwcaj8mFJUrnrY9YVZt6NxuMXbw8KmwEZ1Gez+0qwPu7jpfbzlqNb799xOJ4webRan/pofJ+czKNlrft9HHVOnO9wbiB/ZDTXlEBEDqUNa3d2v1GdDRESkWymqsEpRKbARcnQ9ISIiIl2cvqHI8U67DaKTTB3+bf9udre05pqH560zN4WjkyB7YgAn2opMTxPoApsCGzlLoL4Geg2EtKFN7+Ntcq4+G0G16hUznvg9iDrmCbTIaN9/l3AsR2WVocoYARGRwT23AhsiIiLdSnG5lbGhHhsiIiIi4l8KbMjx4nrBKbeY9c8fa7Ycjzdj49jAhlWGasCZwb9x2pA3aGBTYGPrAjMOvxgcjqb3yfT0OPD3HGtq4MEHzVLTRKmw7qz8EGz52KwfW4bK4i1HtSYYMwoub+PwIPbXsCiwISIi0m1U1dZTUVMPqBRVSNL1hIiIiHRxCmxI0yb/GKLizY3d7Yua3MXK2DhaW09FdZ3vhV2ewIadZagAMjyBjeJdwW/O7XLBdk/j8Kb6a1iyGpTL8mc/h9pa+J//MUttrf+OGw7WvgmuWugzyffnf6zs8WbMXROsWQWPFUSzAn/BpMCGiIhIt2E1Do+KcNAj1saHnaRjdD0hIiIiXZwCG9K0hDQ4+Waz/kXTWRsJMZEkREcADbI26qphzzKzblfjcEtiuq8596EtwT137iqoOAQxPaDf6c3vlzoUnFFQXQpH9gZvft2V2w2rXjXrzWVrAGRPMOPBNeHXQNzq59JcUCeQFNgQERHpNorKfY3DHc1lL4uIiIiIdJACG9K8yT+ByFjY/63pF9GEtGMbiO//FuqOmoBCxsggTbQFVp+NYJej2uYpQzXkAtOzoTmR0ZA+wqyrz0bg7V0GRdshKgHGXNX8fukjPQ3ES+DwruDNL9CqSuHIHrOeqcCGiIiIBI7VOFz9NUREREQkEBTYkOYlZcKkm8z6F79vcpd0TzmqQitjwwqADDy7+b4SwWTdvM3fFNzzWv01hk1rfV/ryfk8BTYCbqWnafiYKyEmqfn9GjUQXxPwaQVNgefvQY8+EJ8S/PMn9zVjeR7Uq6SBiIhIOLNKUaWqv4aIiIiIBIACG9KyM+40T67v+Qp2Lz3u5YweJrCxNb/MbMjpIv01LBlWxkYQgwZH9kH+enA4YciFre/vbXKuwEZAHT0Cm+abdStg1xKrHFXu6gBNyAZWGSo7+msAxKeZf0/cLig7aM8cREREJCisUlSpiQpsiIiIiIj/KbAhLeuRDRN+YNY/f+y4l6eMzATgla93U1FaDAdWmhcGnRukCbbCGzTwc3PullhNw084BRJSW9/fm1WiwEZArX8H6qpMsKvPpNb37z3ejAfXBHJWwWX9jtlRhgrA6TTZIqByVCIiImGuqMLXY0NERERExN8U2JDWnXkXOCNh1+ewb0Wjly4fl83AtAQOV9by+X/+Ce566DUQevazZ67HSh9uMieOFkN5fnDOaZWhGt6GMlQAWWPNWLwLqssDM6fuzu32laGaeGPbyqRljzdj7trwaSBulTuzo3G4RX02REREuoViT48NlaISERERkUBQYENa17MfjLverB+TtREZ4eQn5w8BoHjDIrOxq5ShAoiKg1Qzv6A0EK+pgF1fmPW29NcASEiDxEzADQWb/TOP2FhYscIssbH+OWYoy11tyoNFxMCJ17btPekjzf7VJVCcE9j5BYPL5euxkTnWvnlYfTZK9tk3BxEREQm4Ym/GhpqHhyRdT4iIiEgXp8CGtM1Zc8ERATsWwYFVjV6ysjYmudaZDQO7UGADGvTZCEJgI2cJ1FdDz/6QPqLt7/OWo1rvn3lERMDJJ5slIsI/xwxlqzzZGqMub3vT7IYNxMOhHNXhXVBbCZGxkDLIvnkkW6WoDtg3BxEREQm4QvXYCG26nhAREZEuToENaZuUQb4n3b/4faOXIiOc3H1GT0Y6zRPY5X1OD/bsWmYFDayn1QNpm6cM1bBpbSt3ZLFKA+Wpz4bfVZfD+nfN+sQb2/debzmqNf6ckT2sxuEZIyEi0r55qBSViIhIt2BlbKgUlYiIiIgEggIb0nZn/QxwwNaPfTdJPabGbwNgk6s/r67tYn0iMq2MjQAHDVwu2OZpHN7W/hoWb8aGn7JKamrg9783S02Nf44ZqjZ+ADXlJjg34Mz2vTd7ghlzV/t/XsFm/W7Z1TjcosCGiIhIt1Cs5uGhTdcTIiIi0sUpsCFtlzYUxlxp1o/J2ojYbfpKLHWN4fkvciivrgv27JpnlRM6tBXqAzivg6tNg/LoROjfzhvoDQMbLlfn51JbC/fcY5ba2s4fL5StetWME2e1L4sGoPd4Mx5cF/oNxK3Anu2BDavHhgIbIiISPM8++ywDBgwgNjaWU089lRUrVjS7b21tLQ899BCDBw8mNjaWcePGsWDBgkb71NfX8+tf/5qBAwcSFxfH4MGDefjhh3E3+L7gdru5//776d27N3FxcUyZMoXt27cH7DN2JVW19d7rgdRE9dgISbqeEBERkS5OgQ1pn7N+bsZNHzZudL3rcwByEidxpLKWV77eHfy5NSe5nwk21NdA0Y7AncfK1hh8vunP0B5pQyEiGmrK4Mge/8+tuyrYDPtXgDMSxt3Q/vdnhFEDcavMWZbNgY0enh4b1SVQVWrvXEREpFt4++23mTt3Lg888ACrVq1i3LhxTJ06lYKCgib3v++++/jLX/7C008/zaZNm7jtttuYOXMmq1f7MjgfffRR/vznP/PMM8+wefNmHn30UR577DGefvpp7z6PPfYYf/rTn3juuedYvnw5CQkJTJ06laqqqoB/ZrtZ2RpREQ56xNpYAlNEREREwpYCG9I+maNg5OWAG774g9lWvAuO7AVnJGdccBkAL3zZhbI2nE5zgxqgIIANxLf+24zDL27/eyOiIH24WQ9Gk/PuYqWnafiwaZCU2f73R0T5AgGhXI7q6BEo2WvWrQwmu8QkQmxPs16qBuIiIhJ4TzzxBLfccguzZ89m1KhRPPfcc8THx/PSSy81uf9rr73Gvffey/Tp0xk0aBC3334706dP5/HHH/fu8/XXX3PFFVdwySWXMGDAAK6++mouuugibyaI2+3mySef5L777uOKK67gxBNP5NVXXyU3N5f58+c3O9fq6mpKS0sbLaHICmz0io/G0d6MWRERERGRNlBgQ9rv7LvNuPF9KNzhzdbghJOZPmkog9ISul7WhnUzN1BBg9JcyFsHOGDIhR07RuZYMwa6F0h3UVsF694y65Nu6vhxvOWo1nRyQjYq2GTG5L4Q18veuVjzAJWjEhGRgKupqWHlypVMmTLFu83pdDJlyhSWLVvW5Huqq6uJjY1ttC0uLo6lS5d6fz799NNZvHgx27aZPnNr165l6dKlXHyxecBl165d5OXlNTpvcnIyp556arPnBXjkkUdITk72Ln379m3/h+4CCsurAfXXEBEREZHAUWBD2q/3iTDsYnC74MvHIWeJ2T7wHCKcDv77gqGAydooq+oi9VgzrMDGpsAcf5un7vIJJ0NieseOYWUGHNOYXTpoy0dw9DD0OMGUB+uo7PFmzF3jj1nZwypDZXe2hsXbQHyfvfMQEZGwV1hYSH19PZmZjTM3MzMzycvLa/I9U6dO5YknnmD79u24XC4WLVrE+++/z8GDB737/PKXv+R73/seI0aMICoqigkTJnDXXXfx/e9/H8B77PacF2DevHmUlJR4l337QvP/lVbGRpr6a4iIiIhIgCiwIR1zjidrY93bsGOxWR90DgCXjctmULrJ2nh1WRfpFxHojI2tnsDGsKkdP0ag59jdrPKUoZrwX+CM6PhxsieY8eBa/zR2t0O+J1hmd+NwizewoYwNERHpep566imGDh3KiBEjiI6OZs6cOcyePRun03fp9I9//IPXX3+dN954g1WrVvHKK6/whz/8gVdeeaVT546JiaFHjx6NllBkBTaUsSEiIiIigaLAhnRMn0kwZAq466G6FKISoM9JAEQ4Hdzpydp4/osukrWROcqMJXuhqsS/x66p9JXj6kh/DYtViurwLqgu6/y8urPiHNj1BeCACd/v3LHSR3gaiJea/zahqKs0Drd4AxvqsSEiIoGVlpZGREQE+fn5jbbn5+eTlZXV5HvS09OZP38+FRUV7Nmzhy1btpCYmMigQYO8+9x9993erI2xY8fygx/8gJ/+9Kc88sgjAN5jt+e84aRIgQ0RERERCTAFNqTjzr7Ht97/dIj0XbhcemI2g9MTKDnaRXptxPWCHn3MesFm/x571+dQVwXJ/SBjVMePk5AKSb3NemdLZsXGwmefmeWYGtHdwqrXzDjkAujZr3PHCvUG4q563++8MjZERKSbiY6OZtKkSSxevNi7zeVysXjxYiZPntzie2NjY+nTpw91dXW89957XHHFFd7XKisrG2VwAERERODyZHcOHDiQrKysRuctLS1l+fLlrZ43HBR5emykJSqwEbK6+/WEiIiIdHkKbEjH9TsVBpryUwxt3DC7ca+NXV0ja8MKOvi71NO2BmWoHI7OHctbjqqTDcQjIuDcc80S0YkyTKGovhbWvG7WJ87yzzGtclShGNgozoG6oxAZBymDWt8/GNRjQ0REgmju3Lm88MILvPLKK2zevJnbb7+diooKZs+eDcCsWbOYN2+ed//ly5fz/vvvk5OTw5dffsm0adNwuVzcc4/voZ7LLruM3/72t/zrX/9i9+7dfPDBBzzxxBPMnDkTAIfDwV133cVvfvMbPvzwQ9avX8+sWbPIzs5mxowZQf38dvCVolKPjZDVna8nREREJCRE2j0BCXFXv2xu7J947XEvXXpiNn9avJ2dhyp45evdzDl/qA0TbCBzNOxY5N/AhtsN2xaa9eHTOn+8zDGw45POBza6s20LoTwfEtJNk3t/6D3ejAfX+ud4wWQ1o88c1bleI/5kBTZKc01GSVeZl4iIhKXrrruOQ4cOcf/995OXl8f48eNZsGCBt7H33r17G2VfVFVVcd9995GTk0NiYiLTp0/ntddeo2fPnt59nn76aX79619zxx13UFBQQHZ2Nj/60Y+4//77vfvcc889VFRUcOutt3LkyBHOPPNMFixYQGw3ePpdpahEREREJNAU2JDOSUhttoeBlbVx51treOHLXcw6fQA9YqOCPMEGrGyIgk6WeWro4FooO2h6jPQ/s/PHy/L02cjrZGCjthaef96s33orRNn45x5sq14147jrG5VH65Ts8Wa0Gog7QyjZzQrkdZUyVACJWeCIAFctlBdAj952z0hERMLcnDlzmDNnTpOvLVmypNHP55xzDps2tfx9MSkpiSeffJInn3yy2X0cDgcPPfQQDz30UHunG/KKyk1gI1WlqEJXd76eEBERkZAQQnfnWvbss88yYMAAYmNjOfXUU1mxYkWL+7/zzjuMGDGC2NhYxo4dy8cff9zo9QcffJARI0aQkJBAr169mDJlCsuXLw/kRwhLl56YzZCMRNNr46vd9k7GW+Zpk8m08AerDNXg8yDKD0/fNQy+eGo0d0hNDcyZY5aams7PK1SUHDBZOQATb/TfcdNHQGSsaSBenOO/4waDlf3TlQIbEZG+fjKlaiAuIiISbqxSVKnK2Ahd3fV6QkREREJGWAQ23n77bebOncsDDzzAqlWrGDduHFOnTqWgoKDJ/b/++muuv/56br75ZlavXs2MGTOYMWMGGzb4npIfNmwYzzzzDOvXr2fp0qUMGDCAiy66iEOHDgXrY4WFhr02/rp0F6V29tpIHQrOSKgu8V/T4q3/NuMwP5ShAjPHiBioKYcju/1zzO5kzevgdpnsmbQh/jtuRJQvMHBwjf+OGwxW9k9WFwpsgPpsiIiIhKnqunrKq+sASFWPDREREREJkLAIbDzxxBPccsstzJ49m1GjRvHcc88RHx/PSy+91OT+Tz31FNOmTePuu+9m5MiRPPzww0ycOJFnnnnGu88NN9zAlClTGDRoEKNHj+aJJ56gtLSUdevWBetjhY1Lxvb2Zm38zc6sjchoSBtu1v3RZ6P0oO8m97CpnT8emCfZM0aY9c6Wo+puXC5Y9ZpZ91fT8IasclSh1EC8shhKPUE8Kxuoq/AGNvwUZBQREZEuwcrWiHQ66BGnysciIiIiEhghH9ioqalh5cqVTJkyxbvN6XQyZcoUli1b1uR7li1b1mh/gKlTpza7f01NDc8//zzJycmMGzeu2blUV1dTWlraaJFjsja+zLE3ayNzlBkL/BDY2O5pGt5nEiRmdP54FiszwJ9NzruDnM+gZC/EJsOoy/1//OwJZsxd4/9jB4rVT6ZnP/Pn0pUosCEiIhKWrP4aKQnROBwOm2cjIiIiIuEq5AMbhYWF1NfXk5mZ2Wh7ZmYmeXl5Tb4nLy+vTft/9NFHJCYmEhsbyx//+EcWLVpEWlpas3N55JFHSE5O9i59+/bt4KcKP5eM7c3QjERKq+rszdrw9tnwQ9BgmyewMezizh+rIW9gQxkb7bLqFTOeeB1Exfn/+L3Hm9FqIB4K8rpgfw2LAhsiIiJhqajCF9gQEREREQmUkA9sBNJ5553HmjVr+Prrr5k2bRrXXntts307AObNm0dJSYl32bdPteMtXSZrI6NBA/HOqD0KOz8z68P91F/DYvVCyFvv3+OGs/JDsOVjs+7PpuENWQ3Ea8pCp4F4vud3SIENERERCZLiimoAUhMV2BARERGRwAn5wEZaWhoRERHk5+c32p6fn09WVlaT78nKymrT/gkJCQwZMoTTTjuNF198kcjISF588cVm5xITE0OPHj0aLeIzvUHWxstLd9szCStjo3Ab1FV3/Di7voS6o9DjBP/fNLaOd2QPVKmcWZusfRNctZA9MXBNsiMiIWusWQ+VPhtWZlJXaxwOCmyIiIiEKV8pKjUOFxEREZHACfnARnR0NJMmTWLx4sXebS6Xi8WLFzN58uQm3zN58uRG+wMsWrSo2f0bHre6uhM3w7u5CKeDO6eYrI0Xl+ZQctSGrI0e2abXgLveBDc6atu/zThsKvi7dnB8CiRlm/WCDmaWxMTARx+ZJSbMLyrdblj1qlmfFKBsDYu3HNWawJ7HH+rroGCzWe/KGRuVhSYDSkRERMKCVYoqVaWoQlt3up4QERGRkBTygQ2AuXPn8sILL/DKK6+wefNmbr/9dioqKpg9ezYAs2bNYt68ed7977zzThYsWMDjjz/Oli1bePDBB/nuu++YM2cOABUVFdx7771888037Nmzh5UrV/LDH/6QAwcOcM0119jyGcPF9DE299pwODrfnNvtbtBfw89lqCydLUcVGQmXXGKWyEj/zasr2rsMirZDVAKMuSqw58oeb8ZQaCBevBPqqsyfS6+Bds/meLE9ITrRrJccsHUqIiIi4j/F5QpshIXudD0hIiIiISksAhvXXXcdf/jDH7j//vsZP348a9asYcGCBd4G4Xv37uXgwYPe/U8//XTeeOMNnn/+ecaNG8e7777L/PnzGTPG3EyOiIhgy5YtXHXVVQwbNozLLruMoqIivvzyS0aPHm3LZwwXzgZZG3+1K2sjY5QZOxrYyFsPpQcgKh4Gnu2/eTXkzybn4W6lp2n4mCshJimw58qeYMZQaCBuBcUyR4GzC/5T73A0KEelfkQiIiLhwts8XD02RERERCSAwubRizlz5ngzLo61ZMmS47Zdc801zWZfxMbG8v777/tzetLA9DG9GZa5nW355bz81S7umjIsuBPobNBg2wIzDjoXomL9MqXjeLNKNnTs/bW18PrrZv3734eoKP/Mq6s5egQ2zTfrk24K/PnShkNknKeB+E5IGxr4c3aU9fvdFctQWXr0gUNbTKBQREREwkKR1TxcPTZCW3e5nhAREZGQ1QUf45Vw53Q6uPMCE8x4cemu4GdtWIGNjvavsAIbgSpDBb4m1fmbOpYZUFMDs2ebpabGv3PrSta/Y8otZYyCPpMCf76ISF+ZsK5ejsoKimV24SwzNRAXEREJO8VWjw1lbIS27nI9ISIiIiFLgQ2xxcVjshiWmUhZVR0vLd0V3JNnjDRj2UGoLG7fe8vy4cBKsz5sqn/n1VDKYIiIgdoKOBzkP59Q4Xb7ylBNvNH/TdybY5Wjyl0dnPN1VJ4nsGEFybqi5L5mVCkqERGRsGH12EhRjw0RERERCSAFNsQWDbM2XvoqyFkbMUnQs79Zb285qu2epuHZEyApy7/zaigi0heA6Wg5qnCXuxry15sA0InXBu+8vceb8eCa4J2zvSqLoSzXrCtjQ0RERIKkuq6esuo6QM3DRURERCSwFNgQ21w8JovhmUn2ZG1YfQfaW45qmyewMexi/86nKVbJozwFNpq0ypOtMepyiE8J3nmzx5uxKzcQ3/2lGVMGB76hemck9zFjiXpsiIiIhAOrDFWk00GPWPVkEBEREZHAUWBDbON0Orhzimm+HPSsjcxRZmxPNkRtFez81KwHsgyVxdtAvINNzsNZdTmsf9esT5wV3HN7G4iXQ9GO4J67rTbON+OI6bZOo1UNMzbcbnvnIiIiIp1W5ClD1SshGqczSGVCRURERKRbUmBDbDVttC9r48VgZm1Y5Xny25GxsXsp1FZCUm/oPS4w82rIG9hYH/hzhZqNH5jAQsogGHBWcM8dEenrW9EVy1HVVPoa3I+eae9cWtPDk7FRd7T9/W5ERESky/E2DlcZKhEREREJMAU2xFYNszZeXrqLksogZW1keAIbBZvbXk5o27/NOGxqcBpVW8GXI3uhqiTw5wslq14148RZwWsa3pBVjip3TfDP3Zodi0wArmc/yJ5o92xaFhkDiZlmXQ3ERUREQl5RRTUAqYkKbIiIiIhIYCmwIbabNjqLEVlJlFXX8eJXQcraSBkEkbFQWwFHdre+v9sd3P4aYPpGWE+0tyezBCAmBv7xD7PExPh/bnYq2Az7V4AzEsbdYM8csieYMXe1PedvycYPzDhqhj1Bn/ZSA3EREZGwYZWiSkkIs++f3VE4X0+IiIhIWFBgQ2zndDq484IgZ21EREL6cLPelh4W+RvNE+WRsTDw7MDOrSFvOap2NhCPjIRrrjFLZKT/52UnK1tj2DRIyrRnDr3HmzFvXddqIF5T6QvAjZ5h61TazArelaqBuIiISKhTKaowEs7XEyIiIhIWFNiQLmFqw6yNpTnBOak3aNCGbAirDNWgcyE6PmBTOk6WZ4556rMBmAbua9806xNvtG8eacO6ZgPxUCpDZUnua0aVohIREQl5vowNBTZEREREJLAU2JAuwel0cJfVa+Or3RyprAn8STNGmbEt2RDeMlTTAjefpnibnLchq6Shujp45x2z1NX5f1522fIRHD1snvIfcoF984iIhN4nmvWuVI4q1MpQgUpRiYiIhJEiK2NDPTZCX7heT4iIiEjYUGBDuoyLRvmyNl5aGoReG1bQoKCVjI3yQ7D/O7M+bGpg53SszLFmLNgErvq2v6+6Gq691izV1YGZG5h+F/93Fyz9I+z8zAQdAmnVK2ac8F/gjAjsuVpjlaM6uMbOWfiEYhkqUGBDREQkjBRbzcOVsRH6gnU9ISIiItJBKpYpXYaVtXHb31fx0le7+eGZA+kZH8CLIiuwUbTT3BRursTU9v8Abug9DnpkB24+TUkd7GlyXgnFuyBtSHDP35qF98LOTxtv69nfNNfOHm9u/vceZxqhd1ZxDuz6AnCYwIbdssebMXeNnbPw2f6f0CtDBQpsiIiIhBGrx4aah4uIiIhIoCmwIV2KlbWxJa+MF5fu4mcXDQ/cyRIzICEdKg7BoS3Qp5mbwVZ/jWCXoQKTlZAx0pQ7yt/QtQIbFYWQ87lZH3GpKZd1eBcc2WOWTfN9+/bs7wt0ZE/oWLBj1WtmHHy+uXlvt+wJZjy41mTT2J1BYv15h1IZKvAFNsryoL4WIqLsnY+IiIh0mNVjQ6WoRERERCTQFNiQLsVkbQzjtr+v5OWvdnNzoLM2MkbBrs/NTfmmAht11abEEtgT2ADT5NwKbHSlEkObPwR3vQlSfO91s+3oEXOjP3e1KdGUu+aYYMc/fe9vFOzwjM0FO+prYY3nHJNsbBreUNowiIqH2grTQDw9gEG41jQqQzXTvnl0RHwaRMRAfTWU5kKv/nbPSERERDqguq6esmrTi0GlqEREREQk0BTYkC7nolGZjOzdg80HS/nrl7v4+dQA3jDOHGMCG8312di9FGrKITHT11Mh2LI8fTby2tDkPJg2vG/G0Vf6tsX1hEHnmMXij2DH9v9Aeb7JsBl2cWA/V1s5I8x/m33LzWeyM7DRqAzVBPvm0RFOJyT3MaXGSvYrsCEiIhKiDlfUAhDhdNAjVhmYIiIiIhJYCmxIl+N0OrjzgqHc9veV/O1rk7XRK1BPfWWOMmN+M0GDbQvMOGyquQFrB6sXSP5Ge87flLJ82POVWW8tQ6DTwY5+4HKZ9XHXQ2QXegIwe4InsLEaxl1n3zw2fmDG0TNDqwyVJfkEX2BDREREQlJhuWkw3Ss+GqczBL+PiIiIiEhIUWBDuqSpozMZ1bsHmw6W8uLSAGZtNAwauN2Nbwq73Q0CGzZmCVhzLNlrAgJxPe2bi2XTP8Htgj4ndewJ+3YFO/b69pnYRcpQWawsnoNr7JtDTaWnwT2mv0Yo6uHps1GqwIaIiEioshqHp6m/hoiIiIgEgQIb0iU5HA7unDKUH722kpe/2hW4rI30EeBwQmURlBdAUqbvtYLN5qZ6REzjG/DBFtcLkvtCyT4TgBlwRuvviY6Gl1/2rfvbRk8ZqjFXtrxfe7QU7Di4BlIGda3m6WDKZQEcXGdfA/FQLkNlsRqIK2NDREQkZFmBjRT11wgPgb6eEBEREekkBTaky7polC9r469Lc7h76gj/nyQqDlIGQ9F2KNjYOLBhZWsMOgeiE/x/7vbIHN2+wEZUFNx0U2DmUnIA9i4z66OuCMw5LE0FO7qShg3EC7dDRgB+R1sT6mWoQIENERGRMFCkwEZ4CeT1hIiIiIgf2NQ0QKR1DoeDu6YMBeBvX+3msOdiye+8fTaO6WHRsL+G3TLHmDF/vb3zANg034x9T/PdkO6unBGQdaJZt6McVU1F6JehAgU2REREwkCRp8dGWmKMzTMRERERke5AgQ3p0i70ZG1U1NTz16U5gTmJN2iwybetohD2rTDrw6YF5rztkeWZY14zTc6PVVcH//qXWerq/DuXDQEoQxXKrHJUuWuCf25vGar+oVuGCkypNVBgQ0REJISpFFWYCeT1hIiIiIgfKLAhXVrDrI2Xlu5m7b4j/j9JhpWx0SBosH0R4IbMsV0jK8EKvhRsNr0cWlNdDZdeapbqav/N4/AeOPAd4Ah8GapQYQUUclcH/9wb55tx9IzQLUMFkNzHjNWlUFVi71xERESkQ1SKKswE6npCRERExE8U2JAu78JRmZw9LJ2jtfXM/tu37DxU7t8TZI4246GtUO95Gmnbv804vAtka4BpnB0ZB3VHoThAmSttYfVzGHAmJGXZN4+upPd4M+ata1vQyV9qKmDbQrM+embwzhsI0QkQ18uslxywdy4iIiLSIVYpqlQFNkREREQkCBTYkC7P4XDwv9+fyIknJFNcUcOsF1eQV1LlvxP07A9RCVBfDcU7oa4GdnxqXusKZajA9HKweoHk2dhnY6OnDFWo30j3p7Sh5venttI0EA+W7f8xga6e/X3BlVCmPhsiIiIhzSpFlaoeGyIiIiISBApsSEhIjInk5ZtOZmBaAgeOHOXGl1ZQUlnrn4M7nY0biO/5CmrKICEDsif65xz+YGWWHNvkPFiKdsLBteCIUBmqhpwR0NvTQDyY5ais7JlQL0Nl8fbZ2GfvPERERKRDVIpKRERERIJJgQ0JGamJMbz6w1PISIpha34ZN7/yLUdr/FT6J6NBYMMq7zPsIhP06Coyx5oxv40NxP3NupE+8GxISLNnDl2VlTFxcE1wzldTAdv+Y9bDJXtGGRsiIiIhq6bORVmVKemqUlQiIiIiEgxd6K6tSOv6psTz6s2n0CM2ku/2HGbOG6uorXd1/sBWc+78jb7+Gl2lDJUlyzPHPJsDG2OutOf8XVn2eDPmrgnO+cKtDBVAD08D8VL12BAREQk1VhmqCKeD5Lgom2cjIiIiIt2BAhsSckZk9eDFm04mJtLJ4i0FzHt/PW63u3MHtUpR7focDu+GiGgYdF6n5+pXVlZJ6X44eji45z60zWSKOCNhxKXBPXcoyJ5gxmA1EPeWoZoZHmWoQBkbIiIiIayowjQO7xUfjdMZJt9NRERERKRLU2BDQtLJA1J49oaJRDgdvLtyP79bsKVzB7SCBrWVZhxwFsQkdu6Y/hbXE5L7mfXW+mxER8Mzz5gl2g/lAKym4YPPh/iUzh8v3KQOadBAfFtgz9WoDNWMwJ4rmNRjQ0REJGR5G4erDFX48Pf1hIiIiIifKbAhIWvKqEweudL0nfjL5zm88EVOxw8WnwJJ2b6fh1/cydkFSFaDklktiYqCH//YLFGdLAfgdsMGT2BjtMpQNalRA/E1gT3XtoWmDFWvAeFThgp8GRulucHJehERERG/KSpX4/Cw48/rCREREZEAUGBDQtq1J/XllxePAOC3H2/mvZWdKGOTOdq3PmxqJ2cWINYc89YH75wFm6BwqynPNWJ68M4baqxyVLmrA3ueTfPNOGpG+JShAkjKAkcEuOqgvMDu2YiIiEg7FFkZG4kKbIiIiIhIcCiwISHvR2cP4v87cyAA97y3jk+35HfsQFafjYzR0LOfn2bnZ94m5600EK+vhyVLzFLfyaffrWyNIVMgNrlzxwpnVvbEwTWBO0ejMlQzA3ceOzgjoIcna0p9NkREREJKsafHhkpRhRF/Xk+IiIiIBIACGxLyHA4H904fyZUT+lDvcnPH66tYuae4/Qc68TpT3uesuX6fo99kmdJbFGxuuVxPVRWcd55Zqqo6fj6329dfQ2WoWpY93ox566G+LjDnaFSGalxgzmEnbwNx9dkQEREJJVaPjZSEGJtnIn7jr+sJERERkQBRYEPCgtPp4NGrT+S84elU1br44d++Y1t+WfsOkjka7lwLY68OzCT9odcAiIqHuioo2hn48x1cC8U5EBkLw6cF/nyhLHUIRCcGtoH4xg/MGG5lqCzewIYyNkREREJJYblKUYmIiIhIcCmwIWEjKsLJs9+fyIR+PSk5WsusF1dw4MhRu6flX84IyPCUzMoPQp8NK1tj6EUQkxT484UyZwRkeRqIB6IcVU0FbF9k1sOtDJVFgQ0REZGQZGVsqBSViIiIiASLAhsSVuKjI3n5ppMZmpFIXmkVP3hxufdCK2xkWX02Ngb2PG63L0NgjMpQtYlVjip3jf+PHe5lqAB69DFj6QF75yEiIiLt4itFpcCGiIiIiASHAhsSdnrGR/PqzaeQnRxLzqEKZv/tWyqqA9TzwA5WA/G8VhqId9aBlXBkL0QlwNCpgT1XuMieYMbc1f4/thVkGj0zPMtQAST3NaN6bIiIiISUwnJP83CVohIRERGRIFFgQ8JS7+Q4Xr35VHrFR7F23xFu+/tKaupcdk/LP6zARn6AAxsbPGWohk+D6PjAnitc9B5vRn83EK8u95WhGjXDf8ftalSKSkREJOTU1LkoqzLfe1LVPFxEREREgkSBDQlbQzISeemmk4mLiuDL7YX8/J21uFxuu6fVeZmeHhulB6CyODDncLlg03yzPlplqNrMaiBed9S/DcS3W2WoBoZvGSrwBTYqi6Cm0t65iIiISJscrjRlqCKcDpLjomyejYiIiIh0FwpsSFib0K8Xz/1gEpFOBx+uzeWhjzbhdod4cCM2GXr2M+vN9dmIioLHHjNLVAcuMPevMIGTmB4wZErH59rdOJ2+wIM/y1FtnG/G0TPCtwwVmN/taE+TevXZEBERCQlF5Saw0Ss+CqczjL+ndDedvZ4QERERCTAFNiTsnTMsncevNTeb//b1bv53yU6bZ+QHmWPN2Fw5quhouPtus0R3oNaxtwzVdIiK7dgcuyurHNXBNf45XnU5bP+PWR890z/H7KocDkj2NBBXOSoREZGQUFTh6a+hMlThpbPXEyIiIiIBpsCGdAtXjO/D/ZeaEk6/X7iVt1bstXlGnZQVwD4brnpfGaoxKkPVbtnjzZi7xj/H274Q6qpMGaqsE/1zzK5MfTZERERCSnGFydhISdDNbxEREREJHgU2pNv44ZkDuePcwQDc+8F6FmzIs3lGnZA52ox5zQQ26uvh22/NUl/fvmPv+RrK8yG2Jww6r1PT7JayJ5jRXw3EN35gxnAvQ2VRYENERCSkWKWoUhIV2AgrnbmeEBEREQkCBTakW7l76nCuO6kvLjf891ur+SanyO4pdUymJ2OjYHPTN8+rquCUU8xSVdW+Y2/0lKEaeSlE6gK13VIGmz4RdUehcGvnjlVdDtsXmfVwL0NlUWBDREQkpPhKUel7Y1jpzPWEiIiISBAosCHdisPh4Lczx3DRqExq6lzc8sp3bMottXta7ddrIEQlQH01FPuxZ0h9HWz60KyPVhmqDnE6obenZFRny1F1tzJUAMl9zViyz955iIiISJtYpajUY0NEREREgkmBDel2IiOc/On6CZwyMIWy6jpmvbSCvUWVdk+rfZxOyDQ9Q8hb77/j7v4CKgshLgUGnu2/43Y3Vjmq3NWdO463DNXM7lGGCqCHp3l46QF75yEiIiJtolJUIiIiImIHBTakW4qNiuCFWScxIiuJwvJqfvDScg6VVds9rfbJDEAD8Q2eMlSjLoeIKP8dt7vpPd6MB9d0/BiNylDN6OSEQkjDUlRut71zERERkVb5MjYU2BARERGR4FFgQ7qt5LgoXv3hKfRNiWNPUSU3vbyCsqpau6fVdllWYGOjf45XVwOb/8+sqwxV52SPN2NnGohvW2DKUKUM6j5lqAB6ZAMO89krQ7QHjoiISDdSpMCGiIiIiNhAgQ3p1jJ6xPLqD08lLTGajbml3PrqSnKPHKW6rt7uqbXOytjI81PGRs4SqDoCCRkw4Ez/HLO78jYQr4JDWzp2jE3zzThqRvcpQwUQGQOJmWZdfTZERES6vKJyT/NwlaISERERkSCKtHsCInYbmJbA32afwvee/4ZlOUWc/rtPAUiKjSQ1IZrUxJhjRrOelhBNSmI0qQkx9IqPIjIiyHHCzNFmLMuFymKIT+nc8TZaZaiuAGdE547V3Tmd0Hsc7FlqylFZ2TVt1V3LUFmS+0B5HpQc8PUrERERkS6nps5FaZXJTk1R83ARERERCSIFNkSAMX2SeWHWSfxq/nr2FlVS53JTVlVHWVUdu9vQWNzhgF7x0aQkRJOaEE1aYgypiZ6fPUGQ1MQYUhKiSUuMpkdsFE5nJ5/Cj0mCXgPg8G7TZ6Nhs++oKHjgAd96a2qrYMu/zPoYlaHyi+zxJrCRuwYm/Ff73ttdy1BZkk+AAytNnw0RERHpsg5XmjJUTgf0jFN/trDS3usJERERkSBTYEPEY/LgVD792bm43W5Kj9ZRWFFNcUUNReXVFJbXUFReQ1FFNUWebebnGg5X1uB2m8aJxRU17GjDuZJiI7lwZCbTx/bmrGFpxER2MEMic4wJbOQdE9iIjoYHH2z7cXYuhupSSMqGvqd1bC7SmJVpkLu6/e/d+IEZu1sZKktyXzOqFJWIiEiXVlRuAhspCdGdf2hHupb2Xk+IiIiIBJkCGyLHcDgcJMdHkRwfxeD01vevd7k5XOkJfJRXU1hRQ3G5CYAUerYVV9R4fq72ZoK8v/oA768+QFJMJFNGeYIcQ9OIjWpHkCNzDGz5yGRsdIZ1I330DFNGSTqv93gz5m8wDcQj2vjPbXU57PjErI+eGZCpdXnJJ5hRGRtSWwWL7jdBrvE3wLCL2/53SUREAq64whfYEBEREREJprC5g/nss88yYMAAYmNjOfXUU1mxYkWL+7/zzjuMGDGC2NhYxo4dy8cff+x9rba2ll/84heMHTuWhIQEsrOzmTVrFrm5uYH+GBKCIpwO0hJjGJ6VxOlD0rh8XDY3nTGQn100nEeuHMvzs07i3dtP57Ofn8v6B6ey9TfTeOe2ydx0+gAye8RQVl3HB6sPcMur33HSbz7hrrdW85+NeVTVtqGBudW74djAhssFGzeaxeVq+Ri1R2Hrv836aJWh8puUQR1rIN6oDNXYwM2vK1NgQwDKD8Grl8OKv8DWj+Ht/4Inx8KS30Gp/n8sIu3TnmuF2tpaHnroIQYPHkxsbCzjxo1jwYIFjfYZMGAADofjuOXHP/6xd59zzz33uNdvu+22gH1GOxRVmMbhCmyEofZcT4iIiIjYICwCG2+//TZz587lgQceYNWqVYwbN46pU6dSUFDQ5P5ff/01119/PTfffDOrV69mxowZzJgxgw0bzM3hyspKVq1axa9//WtWrVrF+++/z9atW7n88suD+bEkTMVERnDygBQevHw0y355Ae/eNpnZZwwgq0cs5dV1zF+Ty62vreSk33zCnW+tZmFLQQ6rgXjBFpMVYDl6FMaMMcvRoy1PaPt/oKYckvvBCSf550OKyXzJHm/W21OOyps9M7N7lqEC6NHHjKUH7J2H2KdgM/z1fNi3HGKT4ZRbIT4NynJhySPwxzHw1vdh56e62SIirWrvtcJ9993HX/7yF55++mk2bdrEbbfdxsyZM1m92vf/82+//ZaDBw96l0WLFgFwzTXXNDrWLbfc0mi/xx57LHAf1AZWKarURDUODzvtuZ4QERERsYHD7Xa77Z5EZ5166qmcfPLJPPPMMwC4XC769u3LT37yE375y18et/91111HRUUFH330kXfbaaedxvjx43nuueeaPMe3337LKaecwp49e+jXr1+b5lVaWkpycjIlJSX06NGjA59MuhOXy83qfYf517o8/r3hIAdLqryvJURHcIGnJ8e5w9N95apcLvhdXxOYuOMbyBhptldUQGKiWS8vh4SE5k/8jxth03w4/b/hoocD8+G6q4W/gmXPwMn/H1zyeOv7V5fB74eYjI0ffQm9u2HjcDBP6v9hCOCA+wogUk+Bdis7PoF3Zpu+P70Gwg3/gPRhUFcNm/8PvnsJ9nzl2z9lEEyaDRP+C+JT7Ju3iABd8/tve68VsrOz+dWvftUo++Kqq64iLi6Ov//9702e46677uKjjz5i+/btODwPJpx77rmMHz+eJ598ssNz74p/ng39YeFWnvlsB7Mm9+ehK8bYPR3xp/ZcT4iIiIj4SXu+/4Z8xkZNTQ0rV65kypQp3m1Op5MpU6awbNmyJt+zbNmyRvsDTJ06tdn9AUpKSnA4HPTs2bPZfaqrqyktLW20iLSV0+lgUv8U7r9sFF/94nzeu/10bj5zINnJsVTU1PPh2lxu+/tKJj28iJ+8uZoFGw5SVe/2ZW3kb2z/SavLYdtCsz5GZaj8zttAfE3b9t+20FOGanD3LUMFkJAGETGA2zyhL93Hihfg9WtMUKP/GXDLpyaoARAZA2Ovhtkfwx3L4ZQfQUwPKM6BRb+Gx0fA+7fC3uUQ+s9siIifdORaobq6mtjY2Ebb4uLiWLp0abPn+Pvf/84Pf/hDb1DD8vrrr5OWlsaYMWOYN28elZWVLc431K4nitRjQ0RERERsEvKBjcLCQurr68nMzGy0PTMzk7y8vCbfk5eX1679q6qq+MUvfsH111/fYqTokUceITk52bv07du3nZ9GxDBBjl78+tJRLP3F+bx/x+n8f2cOpE/POCpq6vm/tbnc9vdVTHx4EV+Wmt/l2tx17T/RtgVQd9Q8FW01uxb/sQIbeeuhvrb1/Rs2ce+uZajAfHb12ehe6uvg47vh45+D2wXjvw8/mN98BkbGCJj+GPxsC1z+tPn3q74a1r0NL10Efz4Dvv2ryYISkW6tI9cKU6dO5YknnmD79u24XC4WLVrE+++/z8GDB5vcf/78+Rw5coSbbrqp0fYbbriBv//973z22WfMmzeP1157jf/6r/9qcb6hdj1RVG56bKQqsCEiIiIiQRbygY1Aq62t5dprr8XtdvPnP/+5xX3nzZtHSUmJd9m3b1+QZinhzOl0MLFfL+67dBRLf3EeH9xxOrecZYIclTX1LChMA2DZ15/z4zdW8fH6gxytaUPjcVA/h0DrNdA8UV5f3XoD8eoy2G7qczNqRsCn1uUpsNF9VJXAm9fBiufNz1MehCuebVsJsugEmDgLfvS5ye6Y8F8QGQcFG+FfPzNZHP93lwkuioi00VNPPcXQoUMZMWIE0dHRzJkzh9mzZ+N0Nn3p9OKLL3LxxReTnZ3daPutt97K1KlTGTt2LN///vd59dVX+eCDD9i5c2ez5w6164niCvXYEBERERF7RNo9gc5KS0sjIiKC/Pz8Rtvz8/PJyspq8j1ZWVlt2t8KauzZs4dPP/201bpeMTExxMToS70EjsPhYEK/Xkzo14t7p49k7f4S1n5dAZtfYhh7+Ne6g/xr3UFS3LWs8rzH7XbTZMiiqtR3I11lqALD6YTe42D3l6YcVUvlpbYtNAGQ7l6GyqLARvdweDe88T04tNkEJK58HkZd3rFj9Zlklot+A2vfMr04CrfBypfNcsLJcNLNJiMqKs6fn0JEurCOXCukp6czf/58qqqqKCoqIjs7m1/+8pcMGjTouH337NnDJ598wvvvv9/qXE499VQAduzYweDBg5vcJ9SuJ4pVikpEREREbBLyGRvR0dFMmjSJxYsXe7e5XC4WL17M5MmTm3zP5MmTG+0PsGjRokb7W0GN7du388knn5CamhqYDyDSQQ6Hg/F9e3LjjIsByHIc5q7TU+ibEsfRWl/Gxsz//ZqP1uVS7zqm5vzWj82N9NShkKlmjwGTPd6Muatb3k9lqBpTYCP87V0OL1xgghpJveGH/+54UKOhuF5w2u3w4xVw40cmI80ZCfu/hfm3wRMjYeGvoKj5J6ZFJHx05FrBEhsbS58+fairq+O9997jiiuuOG6fl19+mYyMDC655JJW57JmzRoAevfu3b4P0YVZPTZUikpEREREgi3kMzYAycX/QAABAABJREFU5s6dy4033shJJ53EKaecwpNPPklFRQWzZ88GYNasWfTp04dHHnkEgDvvvJNzzjmHxx9/nEsuuYS33nqL7777juefN2Uwamtrufrqq1m1ahUfffQR9fX13hq8KSkpREfri7t0ITFJpuTR4V3cNaaaOy87j427Cvl692y25JWy8VAlc95YzcC0bdx+zmBmTOhDdKQTNnieLBxzpW6kB5LVu+Tgmub3aViGavTMQM8oNCiwEd7WvQP//LEJrmadCDe8DT2yW39fezgcMPAss5Tlw+rXYOXfoGQfLHvGLIPOhZN+CMOnQ0SUf88vIl1Ge68Vli9fzoEDBxg/fjwHDhzgwQcfxOVycc899zQ6rsvl4uWXX+bGG28kMrLxZdXOnTt54403mD59Oqmpqaxbt46f/vSnnH322Zx44onB+eABVlvvouSo6SGmUlRhKCoKfv5z37qIiIhIFxMWgY3rrruOQ4cOcf/995OXl8f48eNZsGCBt0ng3r17G9XEPf3003njjTe47777uPfeexk6dCjz589nzBjz1PqBAwf48MMPARg/fnyjc3322Wece+65QflcIm2WNQYO74L8jTgGncuYQenw/kuMqqyh9OvdvPzVbnYVVnDPe+v44yfbmDM5jRt2fmpKVI1WGaqA8jYQ32AaiDd187RhGSplzxgKbIQntxuWPAKfP2p+HnGpKT8VnRDY8yZlwtk/hzN/Cjs+gW9fhO3/gZwlZknMMr06TrwO0oYEdi4iEnTtvVaoqqrivvvuIycnh8TERKZPn85rr71Gz549Gx33k08+Ye/evfzwhz887pzR0dF88skn3iBK3759ueqqq7jvvvsC+lmD6bAnW8PpgJ5xuvEddqKj4fe/t3sWIiIiIs1yuN1ud+u7SUeUlpaSnJxMSUlJq/05RDplye/MzcJxN8DM45vcl1fX8ebyvbzwZQ4FZdVcE7GE30c9T1HCYCLnLCdZF6OB43LBowOgugR+9CX0buIpzbe+D1s+grN+Dhf8OuhT7JIObYNnTzbN1+d17cap0ka1R2H+HbDRky12xp1wwYOmF40djuw1GRyrXoWKQ77tKYNh2DQYdhH0O71tTcxFxEvff/2rK/95bj5YysVPfUlqQjQrf32h3dMRERERkTDQnu+/Id9jQ0TwPeWfv96MLhfs3m0Wl4vEmEhuOXsQX9xzHr+dOYZrYlYA8PKRiZz5u095bMEWCsurbZl62HM6fcGMpspRNSpDNSNYs+r6kvuYsboUqkrsnYt0Xlk+/O1SE9RwRsLlz8CFD9kX1ADo2Q8uuB9+ugmufhkGnw/OKCjeCd88C69eAY8Ngn/MgjVvQPmh1o8pItKNFJWrcXhYO+Z6QkRERKSrCYtSVCLdXpYnsHFoqyl3VFUDAweabeXlkGDKvMRGRfD9MQm4F5gAyIZeF1BWWMf/LtnJS1/t4nsn9+PWsweR3TPOjk8RvrLHw+4vIXeNKXfT0NYFKkPVlOgEiEuBo8WmHFVsst0zko7K2wBvfs/0tojrBde+ZvpedBWR0abX0JgrTaBx52emPNz2hSaTY9M/zYID+kzyZHNMhayx6k8kIt1aUYV5KCY1UYGNsHT0aJPXEyIiIiJdhQIbIuEguR9EJ0FNGRRuh8T+ze+7+UMc7nrIOpGXbv0en2zO59nPdrB2fwl/+3o3f/9mD1dO7MNt5wxmUHpi8D5DOLP6bOSuPv61TfPNOHqmbpIeK/kEX2Ajc7Tds/GPuhooz4MeJ9ibrRAs2xbCuz+EmnJIHQI3/ANSB9s9q+bFJMGoy83icpm/s9sWmCDHwbVw4DuzfPYbSMo2AY5h02Dg2RAdb/fsRUSCqtjTYyM1QY3DRURERCT4FNgQCQdOp7nxu+8byN/QcmBj4wdmHHMlTqeDi0ZnceGoTL7eWcSzn+3g651F/OO7/byzcj/Tx/bmjnMHMzpbT8t3Su/xZszf2LiBeFWpylC1JLkv5K0zT/qHg20L4eOfm94O8Wkma2Hg2TDwHEgZFF6BLbcblj8HC+8FtwsGnAXXvgrxKXbPrO2cTjhhklnO/xWU5pqG49sWmobjZbmw8mWzRMaa/5bDpsLQqdCzr92zFxEJOCuwoVJUIiIiImIHBTZEwkXWGF9gY/AlTe9TXgC7l5r10TO9mx0OB2cMSeOMIWms2nuY//1sJ59szudf6w7yr3UHOW94Oj8+bwgnDQihm5JdScogiEk2DcQLNvt6bmxbaMpQpQ5RGaqmWH02Sg7YO4/OKs2Ff/8CNn/o21ZZaIKMVqCxRx9PkONsEwQI5Rvj9bXw73vgu5fMzxNnwSVP+AJ6oapHNky6ySy1Vebf0m0LzN/jkr0m6LH9P8DPzN/noReZbI4TTgJnhM2TFxHxv0JPjw2VohIREREROyiwIRIurFI9eRua32fTP83T030mQa8BTe4ysV8v/nrjSWw+WMqfl+zko3W5fLb1EJ9tPcQpA1P48XlDOHtoGo5wero80BwOyB4Hu74wpW2swIZ1U3vUjPB6Wt9fkk8wY8l+e+fRUa56WPECfPobUybOEQGT74CzfgYFW8zvw64vYP8KKD0Aa980C5hg2ICzfMGOxAx7P0tbHT0C79wEOZ8BDrjoYZg8J/x+v6NiYegUs0z/vQlYbltgAhv7lpsAc/4GWPqE6RUz9CKTzTH4fIjraffsRUT8otjqsaGMDRERERGxgQIbIuEic6wZ81sIbGx434yjr2z1cCN79+BP109g7oXD+MsXO3l35X5W7Cpmxa4VjOnTgx+fO4Spo7NwOsPshmWg9B5vbmIfXAPcaMpQ7fjEvNYge0YaCOXARu5q+L+7PP+9gRNOhkv/aBpOA/SfbJZzfwE1leZmuBXoyF0FxTlmWfWK2T99ZIOMjjNME+6upjgH3rgOCrdBVAJc9VcYMd3uWQWewwGZo8xy1lyoLDZ/t7ctMOPRYlj3llkcEdD3VOgz0fTe6T0OUgZ3j34rIhJ2fKWo1GNDRERERIJPgQ2RcJExEnBAeT6UHzr+9dJc2LvMrLejn8OAtAQeufJE/vuCofz1y128sXwvGw6UcvvrqxicnsBt5wzmsnHZxEap1EqLssebMXeNGRuVoQqTxtj+luwpxxRKgY2qUvjst7DieZMdFZMMUx6ASbObv3kdHQ+DzzMLQFUJ7FnmC3Tkr4dDm82y4i+Aw9wQt/pz9DsNYhKD9hGbtOdreOv75iZ+jz5w/Vu+zKTuJj4FTrzWLPV1Jmhllawq3Ap7vzaLJTrRBLx6jzf/XXuPg7RhEKGvaNJOlcUmmHpglfl35KKH7Z6RhLmicvXYEBERERH76KpZJFzEJELKQPPUdNFWuOMOsz3S89d843zAbZ4Wtp6Eb4feyXH8+tJR/Pi8Ifztq1387evd7DxUwd3vruOhjzZx6YnZXDWxD5P691KZqqZkTzBj/gaoq/GVoRo9M/zK9PiL9XtaesCUderKfQrcbtND49+/gLKDZtuYq2Hq/4OkzPYdKzYZhk8zC0BFEexZ6gt0FG4zNy8ProGv/wTOSOhzki+j44STTamkYFnzJnz4E3DVmt/z69+CpKzgnb8ri4g0GTYDzjA3mYtzTG+Og+vMf7+8DVBTboLOVuAZTDPyzDEmIGoFO9JHQqRuHopHdZn5PcpdZQIZuavh8C7f6xHRcP6v9TsjAVXkydhIU4+N8BQZefz1hIiIiEgXom8oIuEkc4y5cXZkGzz7bOPXNra9DFVLUhKimXvRcG45exB//2Yvry3bTW5JFW+u2MubK/bSPzWeKyecwJUT+9A3Jb5T5worvQaaG9ZVJbD/W18ZqlEzbJ1Wl5aYaW7au+pMJlKPbLtn1LTDe+Dju2H7QvNzr4FwyeMw5AL/HD8hFUZdYRaA0oOw+0vY9TnkfGEaV+/7xixfPGZuivc91QQ6nVHmz9AZYZp3OyN9PzuP+bnR600sEQ1/jjLv2fRP00cCzPxmPGcyUKRpKYPMYqmvg6LtcHCtWXLXQN46E+w48J1ZLBHRkDHKF+joPd6Uv4qKC/ankGCrrYK89SZ4kesJYhzaCriP37fXQBNg7DPRBBvRDWcJjNp6FyVHawFlbIStmJjjrydEREREuhAFNkTCSdZY89R4/sbG24/sNTfTcfhujnZSUmwUt587mB+dPYhvcop4d9V+FmzIY09RJX/8ZBt//GQbpwxM4eqJJ3Dx2CySYqP8ct6Q5fCUD9r1BSx5RGWo2sIZAUnZ5sZ9yf6uF9ior4Vlz8KS30HdUXOz/8y7THPwQN5s7tHbV+oI4PBuXzbHri9MEGjX52YJlrN+Duf9Sr0i2isi0pQRzBgJ475ntrlcJkB9cI0n4OEZq0p8mToWR4R5rzfYMc78fyA6IfifRfyjvhYKNvmyMHJXmeb0rrrj9+3RxwQxrEBG7/GmFJpIEBz2ZGs4HNAzXoENEREREQk+BTZEwol1k/zgejjk6bORluYre9T/DHNT1I+cTgenD0nj9CFpPHxFHQs25PH+6v18vbPI02y8mPs/3MDU0VlcNfEEzhiSRkR3bTiePcHceN79pflZZahal3yCJ7CxD/qeYvdsfPYuh49+CgWeIGL/M+HSJyB9ePDn0muAWSbOMiWxCreZ37HKYnOT1FXnWerNE9wNf27X68cs9XWm5NU5v/DdlJfOczohbYhZxl5ttrndcGSPL6vDCnhUFpnydvkbYM3rngM4TI+O1CGQmGEyn7yjtZ6hTI+uwFVv/r7mrvYFMvLWm8D3seLTPE3nJ/qCGe0tcyfiR1YZqpT46O77vS7cud1QWGjW09L0nVVERES6HAU2RMJJ5hgz5m6BjAyzXl4OGzxlqMbMDOjpE2IiuWrSCVw16QQOHDnK/NUHeG/VfnIOVfDPNbn8c00umT1imDGhD1dNPIFhmUkBnU+X03t8459Vhqp1Vp+NrtJAvLIYFv8PrPyb+TkuBS76DYy/oWtc8DscJrhiR4BFAsfh8AWwrKw7txtKcxtkdniWsoOmSXnh1paPGZN8TOAjo4kASKa5oR6ujcxdLqg6AuUFUFloAnleTZR5ch+7zd3ij00e4+gRX4Pvg2uhtuL4fWKTfcELK5CRfELX+DdGxKO4Qo3Dw15lZePriQRlA4qIiEjXEqZXqiLdVM9+ENMDakp824o8JU0cThjpnzJUbdGnZxw/Pm8Id5w7mLX7S3hv5X4+XJtLfmk1f/k8h798nsPYPslcObEPl4/LJjUxJmhzs032eN966lCVoWqL5D5mLDlg7zzcblj3D1h4r7kBCjD+v+DCh0wPDJFgczjM34/kPjDiEt/2snzTp+PIXnPDvjz/+LG+GqpLzFK0vbUTQULaMZkfnjEh3fw/JyYRohMhJsks0YkmI8SOG/G1VVBxyLMUQkWBb7284JjtheCuD/4cG4pKMCXErHJS2RNMHxYFMaSLK1JgQ0RERERspsCGSDhxOMzN8rKvfds2/58ZB54Niek2TMnB+L49Gd+3J/ddOpLPthTw3qoDfLalgPUHSlh/oITf/msz5w7P4OpJfThvRAYxkRFBn2dQNGwgPnqGbly1RVfI2CjcAf+a6+tZkTYcLv0jDDjDvjmJNCcpE5IubP51t9v8G1ReYG7uNxX4sNYrDoHb5QsU5LdjHg4nRCc1CHok+oIe3jHxmJ+t/Y95n9vtCUYc8gUkKg41HaioLm3/n1lsTxO8iYxt6oO0+OPxrzf173qDbZGxpg+KFchIG2b6CYmEmKJyUzItNVGBDRERERGxhwIbIuEmcwzsaBjY+NCMo6+0Zz4NxERGMG1Mb6aN6U1ReTX/tzaX91YdYP2BEj7ZnM8nm/PpGR/FZSdmc+XEPozv2xNHON38dzhg3A2w4V2Y8F92zyY0JPc1Y8m+4J+7rhqW/hG+fMI84R4ZC2f/HE6/EyJ1I0dClMMBcT3Nkj6s5X1d9aaPhzfYcahxAKSiAKrLoLocaso9Y5l5r9vlywoJNmeUySZJTDfjsUvD7fFp+vss0gFWKarUhG6QcSsiIiIiXZICGyLhJmtM458LNkFsFIy8zJ75NCM1MYabzhjITWcMZFt+Ge+t2s/81QfIL63mtW/28No3exiUnsBVE09g5oQ+ZPcMk0a3F//OLNI2dmVs7PrCNAcv2mF+Hnw+XPK4KREj0l04I3y9Nxjbtve4XKZvhDfYUeYLelSXmcDHsYGQpoIj1v4uT9+LmOQGAYk0SMjwrSdmNA5cxCYrI04kwFSKSkRERETspsCGSLjJHHP8tkHnQXxK8OfSRsMyk5h38UjumTqCr3YU8t6q/SzcmEfOoQp+v3Arf/jPVoakJ5IQE0l8dATx0RHERUcSHxVBnOdn7zZrPSqC+OjIRq/He16Pi4rA6dRNr5BgBTaOFsPvh5qnzGN7HjMmN7GtwRid0PabnBWFsPBXsO4t83NCBkx7BMZcpRulIm3hdPp6bfhDnSl3Q6SeChfpSlSKSkRERETspsCGSLjJGMlxNb/H2F+Gqi0inA7OHpbO2cPSKauq5d8b8nhv5X6W7ypme0G5X88VG+U0gY+oxoGPlMRo0hNjyOgRQ0ZSLOlJMWQkxZCeFENKfLQCIsEWmwwnnAz7v/XU0C9o/zGcUeY4zQU+rLG6FD5/DKqOAA446Ydwwf3mdRGxhwIaIl2SSlGJiIiIiN0U2BAJN9EJkDYIxm00P0dFw4hL7J1TByTFRnHtSX259qS+HDhylF2HKqisqeNobT2VNWY5WlPXYL2eytqmttWZsaaeo7X1uN3m+FW1Lqpqa9o1p0ing7TEmEbBjoykGNJ7xHqDIeme12Oj1AzWb364EEoPwNEjJuhgjVUlx287dnTVmVI2lYVmaYvMsXDZk3DCSX7/KCIiIuFApai6gchIuPFG37qIiIhIF6NvKCLh6ISxMCPHrA+/0DytHsL69Iyjjx96bLjdbqpqXVR6gh++IIkJfpRX11FUXkNBWTWHyqopKKvikGe9qKKGOpebvNIq8kqrWj1XclzUcQEQKwMks0cs/VLjyeoRS4QyQFrnjICe/czSHm431FS0HPhoONYehRHT4ZQfQYT+9ygiItIcb8aGSlGFr5gY+Nvf7J6FiIiISLN050YkHGWOhU3/NOujZ9o7ly7E4XAQF236cqS287219S5P0KPKE/RoHPwoKKumoLSaQ+XV1NS5KDlaS8nRWna0UEIrKsLBCb3i6ZsST7+UOPqlxNMvJeH/Z+++45sq9z+Af05mm6bp3i0Uyl5lD5UlSAFFWYpelCHiQhRxAIoCKvpz41XU6wK5ihe5iqIgXkRARFBBy6ZQVoHu3SZt5vn9cZK0oS20dCRtPu/X67xyxpPkm6aU85zveZ6v9BiigVbNP9H1IgiAWistjlodREREVC9mqw2FBjMAjtggIiIiIvfhVTOiliiiK2ASAYUP0GG0u6NpEZRyGSIDfBAZ4HPZdqIoorjMgpzScmeio+KxHNklRmQUleNiQRlMVhvO5OpxJldf7WsF+6kQF6xB62CNPelhT4JwtAcRERG5SYFBGq0hCECQhomNFksUAYNBWtdopC+ciIiIyIMwsUHUEkUOAF4qAVACLGCth6YkCAICNEoEaJRoF+5fYzurTURWcTnS8g3Skmdwrp/PNyBPb0K+fTlwvrDK81VyGWKDfO2jPSolPTjag4iIiBqRYxqqII2KN1m0ZAYDoNVK66WlgJ+fe+MhIiIiugSvfBG1RMrLjyog95PLBEQH+iI60BcD21adGKvUaMH5fAPO5UmJjspJj/MFBpisNpzO1eN0DaM9QvxUiA/1Q0KYH9qFa9EuXIuEMC1igzS8CEFERERXLa+UhcOJiIiIyP2Y2CAi8kBatQKdo3ToHKWrcsxqL2KedknS45w98ZGvNyHPvuw/V+DyXJVChrahfkgI16JdmNb52DbMDz5Kju4hIiKiy8tzFA5nYoOIiIiI3IiJDSKiZkYuExAT6IuYQF8MSqg62qOk3Iy0fANO5+hxKqcUqdnScjpXD5PFhuOZJTieWeLyHEEAYoN8pWRHmH2Ehz3pEcQLF0RERGSXX2oEAIRoeX5ARERERO7DxAYRUQvj76NE1+gAdI0OcNlvtYm4WFDmkuw4lVOK1JxSFBrMOJ9fhvP5ZdiekuPyvBA/FRLsozscU1slhGkRE+gLGae1IiIi8iqOGhucioqIiIiI3ImJDSIiLyGXCWgVIhUXH94p3LlfFEXk601SsiOnFKey9fbHUlwsLLNPa5WPP87mu7yer1KOLtE6LJ/QDZ0iq06ZRURERC1PrjOxoXZzJERERETkzZjYICLycoIgIESrRohWjQGXFDI3mCwuU1o5Hs/k6lFmtmL/uQLM+fwvbHp4MGt0EBEReYF8e/HwUE5FRURERERuxMQGUUsklwOTJ1esE10ljUqBbjEB6BbjOq2VxWrDmVw9pn70O07l6PHG1hN4amxnN0VJRERETYVTUXkJ9ieIiIjIw8ncHQARNQIfH2D9emnx8XF3NNQCKeQytI/wx0sTuwMAPtx1GvvP5V/hWURERNTc5eql4uFMbLRw7E8QERGRh2Nig4iIrtqIzhGY3CcWogg8vv4gykxWd4dEREREjcgxYiNUyxobREREROQ+TGwQEVG9PHNTF0TqfHAmV49Xf0xxdzhERETUSCxWGwoNZgAcsUFERERE7sXEBlFLpNcDgiAter27o6EWLsBXiZcmSVNSrfrtDP44wympiIiIWqICe1JDEIAgDRMbLRr7E0REROThmNggIqJ6G94xHFP6xkEUgSf+ewAGk8XdIREREVEDy7PX1wj0VUIuE9wcDRERERF5MyY2iIioQTx9U2dEB/jgXJ4Br2zhlFREREQtTX6pVF8jhPU1iIiIiMjNmNggIqIGofNR4uXJPQAAq387iz2n8twcERERETWkPHvhcNbXICIiIiJ3Y2KDiIgazOD2YfjHgFYApCmp9EZOSUVERNRS5JVKU1GFMLFBRERERG7GxAYRETWop8Z2RkygLy4UlOH/fjju7nCIiIiogeTrHVNRMbFBRERERO7FxAYRETUorVqBV+xTUv177znsTs11c0RERETUECqmomKNDSIiIiJyLyY2iFoiuRwYO1Za5HJ3R0Ne6Np2obhrYGsAwJP/PYiScrObIyIiIqL6co7Y4FRULR/7E0REROThFO4OgIgagY8PsGmTu6MgL7dwTCfsOJGN8/lleHHzcbw0sbu7QyIiIqJ6yCtl8XCvwf4EEREReTiO2CAiokbhp1bg1cmJAIAv/kjDLydy3BwRERER1Uee3l48nDU2iIiIiMjNmNggIqJGM7BtCGZcEw8AWPDVQRRzSioiIqJmq2IqKtbYICIiIiL3YmKDqCXS6wE/P2nR690dDXm5J0d3ROsQDTKKyrH8+2PuDoeIiIiugsVqQ4FBukGBU1F5AfYniIiIyMMxsUHUUhkM0kLkZhqVNCWVIADr9p3H9pRsd4dEREREdeRIaggCEKRRujkaahLsTxAREZEHY2KDiIgaXf82wbj72jYAgIVfHUSRgVNSERERNSeOaagCfZVQyNmNJCIiIiL34hkpERE1icdHdUTbUD9kFRvx3PdH3R0OERER1YGjcDinoSIiIiIiT8DEBhERNQlflRyv3poImQB89dcF/HQ0y90hERERUS3llbJwOBERERF5DiY2iIioyfRpHYTZg9sCABZtOIRCg8nNEREREVFtOKaiCtFyxAYRERERuR8TG0RE1KQevaEDEsL8kFNixLLvOCUVERFRc5BnT2xwKioiIiIi8gRMbBC1RDIZMHSotMj4z5w8i49SjtfsU1Jt+PsifjyS6e6QiIiI6ArySqUaGyFMbHgH9ieIiIjIw/EMhagl8vUFduyQFl9fd0dDVEWvVkG4b2gCAODpDYec01sQERGRZ6qYioo1NrwC+xNERETk4VpMYmPlypWIj4+Hj48PBgwYgD/++OOy7devX49OnTrBx8cH3bt3x+bNm12Of/311xg1ahRCQkIgCAKSk5MbMXoiIu8zb2R7dIjQIrfUhCUbj7g7HCIiIroMTkVFRERERJ6kRSQ21q1bh/nz52PJkiX466+/kJiYiKSkJGRnZ1fb/rfffsMdd9yBWbNm4e+//8b48eMxfvx4HD582NlGr9fjuuuuw8svv9xUH4OIyKuoFdKUVHKZgO8OpGPzoQx3h0REREQ1cI7YYGKDiIiIiDxAi0hsvPHGG5g9ezZmzpyJLl264P3334dGo8Enn3xSbfu33noLo0ePxhNPPIHOnTvj+eefR+/evfHOO+8429x111149tlnMXLkyKb6GEQNR68HwsKkRa93dzRENeoRG4gH7FNSPfPNYef83URERORZHP9HB2uZ2PAK7E8QERGRh2v2iQ2TyYT9+/e7JCBkMhlGjhyJPXv2VPucPXv2VElYJCUl1di+toxGI4qLi10WIrfJzZUWIg83d0Q7dIr0R57ehGe/5ZRUREREnsZqE1FYZgYAhPixxobXYH+CiIiIPFizT2zk5ubCarUiIiLCZX9ERAQyMzOrfU5mZmad2tfWSy+9hICAAOcSFxdXr9cjIvIGjimpFDIBmw5l4PuD6e4OiYiIiCopMJggitJ6kEbp3mCIiIiIiNACEhueZNGiRSgqKnIu58+fd3dIRETNQreYAMwZ3g6ANCVVTgmnpCIiIvIUeaVSfY1AjRIKObuQREREROR+zf6sNDQ0FHK5HFlZWS77s7KyEBkZWe1zIiMj69S+ttRqNXQ6nctCRES1M2d4O3SJ0qHAYMbibw5BdNwaSkRERG6Vp5duOGDhcCIiIiLyFM0+saFSqdCnTx9s27bNuc9ms2Hbtm0YNGhQtc8ZNGiQS3sA2Lp1a43tiYio8akUMrx2ayKUcgE/HsnCxgOckoqIiMgT5OulERusr0FEREREnqLZJzYAYP78+fjwww/x6aef4tixY3jggQeg1+sxc+ZMAMC0adOwaNEiZ/tHHnkEW7Zsweuvv47jx49j6dKl2LdvHx566CFnm/z8fCQnJ+Po0aMAgJSUFCQnJ9e7DgcREdWsS7QOc69vDwB49tsjyC4ud3NERERE5EhsBHPEBhERERF5iBaR2JgyZQpee+01PPvss+jZsyeSk5OxZcsWZ4HwtLQ0ZGRkONtfc801WLt2LT744AMkJibiv//9L7755ht069bN2Wbjxo3o1asXbrzxRgDA7bffjl69euH9999v2g9HdDVkMqBvX2mRtYh/5uRFHhiWgG4xOhSVmfHUBk5JRURE5G659hobwVomNrwG+xNERETk4QSRV4waTXFxMQICAlBUVMR6G0REdZCSWYKb3t4Fs1XEG7clYmLvWHeHREREtcDz34blKT/Pxd8cwmd70/Dw9e0wf1RHt8VBRERERC1bXc5/eesFERF5nI6R/pg3sgMAYOnGI8gs4pRURERE7sKpqIiIiIjI0zCxQUREHum+IW2RGBuA4nILHluf7LyoQkREVFcrV65EfHw8fHx8MGDAAPzxxx81tjWbzXjuueeQkJAAHx8fJCYmYsuWLS5t4uPjIQhClWXOnDnONuXl5ZgzZw5CQkKg1WoxadIkZGVlNdpnbEwVU1GxeDgREREReQYmNohaIoMBiI+XFoPB3dEQXRWFXIbXbk2ESiHD7tQ8DH75Z7y59QRKys3uDo2IiJqRdevWYf78+ViyZAn++usvJCYmIikpCdnZ2dW2X7x4Mf71r3/h7bffxtGjR3H//fdjwoQJ+Pvvv51t/vzzT2RkZDiXrVu3AgBuvfVWZ5tHH30U3333HdavX4+dO3ciPT0dEydObNwP20gcNxeEcsSG92B/goiIiDwca2w0Ik+ZE5e8kF4PaLXSemkp4Ofn3niI6mHv6Tw8//1RHEkvBgAEapR4YGgCpg2Kh69K7uboiIioMk88/x0wYAD69euHd955BwBgs9kQFxeHuXPnYuHChVXaR0dH4+mnn3YZfTFp0iT4+vris88+q/Y95s2bh++//x4nT56EIAgoKipCWFgY1q5di8mTJwMAjh8/js6dO2PPnj0YOHBgrWL3lJ9n7+e3Il9vwpZ5g9Ep0jO+V2pk7E8QERGRG7DGBhERtRgD24bgu4euw7tTeyMhzA+FBjNe+uE4hr66Hf/eew4mi83dIRIRkYcymUzYv38/Ro4c6dwnk8kwcuRI7Nmzp9rnGI1G+Pj4uOzz9fXFr7/+WuN7fPbZZ7j77rshCAIAYP/+/TCbzS7v26lTJ7Rq1arG93W8d3FxscviblabiAIDa2wQERERkWdhYoOIiDyeTCZgbPco/DhvCF6d3AMxgb7ILjHimW8OY8QbO/D1XxdgtXEAIhERucrNzYXVakVERITL/oiICGRmZlb7nKSkJLzxxhs4efIkbDYbtm7diq+//hoZGRnVtv/mm29QWFiIGTNmOPdlZmZCpVIhMDCw1u8LAC+99BICAgKcS1xcXO0+aCMqMJjgGOMfpGFig4iIiIg8AxMbRETUbCjkMtzaNw4/Pz4Uz93SFaFaNc7nl2H+lwcwesUv2HI4A5xhkYiI6uOtt95C+/bt0alTJ6hUKjz00EOYOXMmZLLqu04ff/wxxowZg+jo6Hq/96JFi1BUVORczp8/X+/XrC9HfY1AjRJKObuPREREROQZeGZKRETNjlohx7RB8fjlyWFYMLoTAnyVOJldivs/+wu3rNyNX07kMMFBREQIDQ2FXC5HVlaWy/6srCxERkZW+5ywsDB888030Ov1OHfuHI4fPw6tVou2bdtWaXvu3Dn89NNPuOeee1z2R0ZGwmQyobCwsNbvCwBqtRo6nc5lcbe8Uk5DRURERESeh4kNIiJqtjQqBR4YloBfnhyOh69vB41KjoMXijDtkz9w+wd7se9svrtDJCIiN1KpVOjTpw+2bdvm3Gez2bBt2zYMGjToss/18fFBTEwMLBYLvvrqK9xyyy1V2qxatQrh4eG48cYbXfb36dMHSqXS5X1TUlKQlpZ2xff1NHl6IwAghIkNIiIiIvIgCncHQESNQBCALl0q1olauABfJeaP6ohp18TjvR2n8O+95/D7mXxMfn8PhncMw2OjOqJbTIC7wyQiIjeYP38+pk+fjr59+6J///5YsWIF9Ho9Zs6cCQCYNm0aYmJi8NJLLwEAfv/9d1y8eBE9e/bExYsXsXTpUthsNjz55JMur2uz2bBq1SpMnz4dCoVrtyogIACzZs3C/PnzERwcDJ1Oh7lz52LQoEEYOHBg03zwBuKYiirET+3mSKhJsT9BREREHo6JDaKWSKMBjhxxdxRETS5Uq8YzN3XBPYPb4J/bUvHlvvPYnpKD7Sk5uLFHFObf0AEJYVp3h0lERE1oypQpyMnJwbPPPovMzEz07NkTW7ZscRYUT0tLc6mfUV5ejsWLF+P06dPQarUYO3Ys/v3vf1cpBP7TTz8hLS0Nd999d7Xv++abb0Imk2HSpEkwGo1ISkrCu+++22ifs7E4p6LScsSGV2F/goiIiDycIHIS8kZTXFyMgIAAFBUVecT8uERE3uZsrh5v/nQCGw+kQxQBmQBM7hOLh0e0R2yQxt3hERG1ODz/bVie8PN85pvD+Pfec5h7fTs8NqqjW2IgIiIiIu9Ql/Nf1tggIqIWKz7UD2/d3gs/PDIYN3SJgE0Evtx3Ade/thNLNx5Bdkm5u0MkIiLyaI4aGyweTkRERESehIkNopbIYAC6dpUWg8Hd0RC5XadIHT6c1hdfP3gNrm0XApPVhtW/ncXQV3bglS3HUWQwuztEIiIij+SYiipEyxobXoX9CSIiIvJwrLFB1BKJInD0aMU6EQEAercKwuf3DMTu1Fy8+mMKks8X4l17sfH7hrTFoIRQaNUKaFRy6VEth1ohd3fYREREblNRPJwjNrwK+xNERETk4ZjYICIir3Ntu1BckxCCbcey8dr/UnA8swSv/e8EgBNV2irlAjQqhTPh4adWwE8td9knPUr7peMK+DnaXrJfo5RDJhOa/kMTERFdhTx7YoNTURERERGRJ2Fig4iIvJIgCBjZJQLXdwrHdwfTsWbPOeSUGGEwWVBqtKDcbAMAmK0iisrMKCprmOmq5DIBkTofxAT5IjbQFzFBvogO9EWMfT0m0Bc+So4SISIi97PaRBQYHFNRMbFBRERERJ6DiQ0iIvJqMpmAW3rG4JaeMS77rTYRepMFBqMVpUaLM+FhMFqhN1mgN1qhN1rs6xboTVYYjBaUGq0wVNqnN1asW20irDYRFwvLcLGwDH/UEFOIn8qZ5IgJtCc+7NuxQb4I8FVCEDjqg4iIGlehweSchShIw8QGEREREXkOJjaIiIiqIZcJ0PkoofNRNsjriaIIo8WGQoPZmdi4WFCGi4UGXCwoQ3phOS4WlqHUaEGe3oQ8vQkHLxRV+1p+KrlLsiPanvBwjPoI9/eBnNNdERFRPTnqawT4KqGUy9wcDRERERFRBSY2iIiImoAgCPBRyhEZIEdkgA/6tA6q0kYURRSXWXCh0CAlOgoMFUmQwnJcLChDbqkRepMVJ7NLcTK7tNr3UsgEhPmrEeynQohWjVA/lXM9RKtCiGPdT4UQrQoaFU8HiIioqtxSFg4nIiIiIs/EKxlELZEgAK1bV6wTUbMgCAICNEoEaALQNTqg2jblZivSCx0jPKTRHhcKy5BuT4BkFJbDYhORUVSOjKLyWr2vr1JeJeERrFUh1E9KhAT7qRCqrVhXK1gDhIjIGzhGbLC+hhdif4KIiIg8HBMbRC2RRgOcPevuKIioEfgo5WgbpkXbMG21x602Edkl5cgpMUpTWpWakFdqRL7ehNxSE/L0RuSVmpCvNyGn1AiTxYYysxUXCspwoaCsVjH4qxVSIkSrdhY+jw2SpsGKC/JFTKAGvirPTH5YbSKyistxodI0YBcLy5BZVI7IAF90i9GhW3QAOkb6s4g7EXm9fL0RABDMERveh/0JIiIi8nBMbBAREbUgcpmAqABfRAX4XrGtKIrQm6zIK3VNgjjX7UkQaVtKjlhsIkqMFpQYLTibZ8D+cwXVvrajAHqss+i5xlkDJDbIF/4NVLvkUkaLFRmFromLC856JlICw2ITr/g6cpmA9uFadI0OkJIdMQHoHKWDVs1TJyLyHo6pqIL91G6OhIiIiIjIFXvnREREXkoQBGjVCmjVCrQO8btie0cNkFx7wiOnxIj0wjJcsNcCuVAgJRBKalEAXeejkJIdlyQ/Yu3bAb5KCNVMfaE3WuzvVTVpcbGgDNklxit+DqVcSv7EVCrAHqHzwYUCAw6nF+PIxSLk6U04nlmC45kl+Oovx88LaBPqJyU7oqVkR9doHQI1vJOZiFomx1RUoZyKioiIiIg8DBMbRC1RWRkwZIi0/ssvgO+V79wmIrqSihogSiSE1dyuqMxckXiwJx0cyY+LBWUoMJhRXG7B0YxiHM0orvY1/FRye9JDA4VMcBZRLzSYrxinr1LuTFjEBFWaKsuePAnzV0Muq3m+cFEUkVlcjiMXi3E4vQiHLxbjSHoRMorKcTpHj9M5enx3IN3ZPjbIF93sIzu6Rgega4wO4f4+V4yTiMjTORIbnIrKC7E/QURERB6OiQ2ilshmA/btq1gnImpCAb5KBPjWXAC9yqiLSiMvLhSUIbfUCL3JihNZpTiRVVrt61eXtHAkQoI01Y/2qC1BqJjOa2SXCOf+3FIjjqQX4/DFIhxJL8KR9GKcyzM465NsOZLpbBvur0a3GGlkR1f7yI6YQN96xSWKImwiYLHZYLWJsNhEWK0izI5tq+jcH6RRIkTLqWOIqH7yWGPDe7E/QURERB6OiQ0iIiJqUn5qBTpE+KNDhH+1x8vNVufojgsFZbDYbC6JjMaqz3EloVo1hnYIw9AOFcNVisrMOJoujeg4fLEIh9OLcSqnFNklRvx8PBs/H892tg3UKJFgL/pusYmw2mywWO0JCpsoJSxctqVHs7UikVEXQfb3axcuLY71mEBfyC4zYoWIyCHPXmMjhDU2iIiIiMjDMLFBREREHsVHKUdCmNaZBPBkAb5KDEoIwaCEEOc+g8mCYxklFcmOi8U4kVWCQoO5xmLr9SEIgFImg1wmQCETIJMJKC43o8Bgxr5zBdh3yXv6KGVoG6pFQrgW7SolPuJDNVAr5A0eX0tjtFhRUm5BabkFJeUWlBjNzu1SowUl5WaUGC2V2pjt+y0wWWzQ+iig81EiwFcJna+0rvNVQuejsD+67g/wVUKtkNVrtA/R1XJMRRXCGhtERERE5GGY2CAiIiJqQBqVAn1aB6FP6yDnPqPFihOZpThfYIBMEKCUC/ZEhD0h4dyW9lXellfaV3m7ciLjUmUmK07nliI1uxSnsktxKkeP1OxSnMnVo9xsq7a+iUwAWgVrnKM7EiqN9Ajwdc8omfqw2kSUm60oM1tRbrai3GyzP1asO49ZbPbEREWSoti+XeqSpLDAZG36KVlUcpkz2eFfQxJESpRUHOsZG8iROVQvVpuIAoNjxAYTG0RERETkWZjYICIiImpkaoUc3WMD0D22+rojDc1XJZcKmV9S58RiteF8QRlOZZciNUdKfDiSHyVGC87mGXA2z4CfjmW7PC/MX+0c3ZEQ5od24f6ID9VAIZO51vxwqfVxyf5K029V3m+99PglU3EZLTYY7QmIskuSEkazDeWWqsfKzVaYrXWbuquutGoFtGoF/H0U0Poo4O+jhL9jW13NPh8FVHIZSo0WFJebUVxmQXGZuWK93IyiS7aLy8ywiYDJakNuqQm59mmBrkQmAKnLxzbq56eWr9BggmMGvCAmNoiIiIjIwzCxQUREROQlFHIZ2oT6oU2oH0aiojC6KIrIKTFKiY6cUpfER1axETkl0rLndJ4bo796KoUMvko5fJQy+Cjl8FXKoVbK4aOQtn2UMmjVSvj7VCQm/H2U9uSEwp6cqNj2Uykgb4LREKIoQm+yorjMnvQoM6O4vGpCxHncvk8EOFqD6s0xDVWArxJKuczN0RARERERuWJig6ilCg11dwRERNRMCIKAcJ0PwnU+uKad6/8fxeVmnLZPZeVYTueUIi3fAACuU2bJZZdMoVXzlFuXTqlVcVzm8nyFXLAnJSovMvgopHVflbSuticsKicvfJRyqBWyZnuRXxAE58iQ6EBfd4dDXqa43AKVQsZpqLwZ+xNERETkwZjYIGqJ/PyAnBx3R0FERC2AzkeJnnGB6BkX6O5QiKgJ9WkdhJTnR6Pc3PR1ZcgDsD9BREREHo5jiomIiIiIiKgKQRDgq5K7OwwiIiIioiqY2CAiIiIiIiIiIiIiomaDiQ2ilqisDBg2TFrKytwdDRERERERNSfsTxAREZGHY40NopbIZgN27qxYJyIiIiIiqi32J4iIiMjDccQGERERERERERERERE1G0xsEBERERERERERERFRs8HEBhERERERERERERERNRtMbBARERERERERERERUbPBxAYRERERERERERERETUbCncHQESNRKNxdwRERERERNRcsT9BREREHoyJDaKWyM8P0OvdHQURERERETVH7E8QERGRh+NUVERERERERERERERE1GwwsUFERERERERERERERM0GExtELVF5OXDjjdJSXu7uaIiIiIiIqDlhf4KIiIg8HGtsELVEViuweXPFOhERERERUW2xP0FEREQejiM2iIiIiIiIiIiIiIio2WBig4iIiIiIiIiIiIiImg0mNoiIiIiIiIiIiIiIqNlgYoOIiIiIiIiIiIiIiJoNJjaIiIiIiIiIiIiIiKjZULg7gJZMFEUAQHFxsZsjIa+j11esFxcDVqv7YiEiIiKv4TjvdZwHU/2wP0Fuw/4EERERuUFd+hNMbDSikpISAEBcXJybIyGvFh3t7giIiIjIy5SUlCAgIMDdYTR77E+QR2B/goiIiJpYbfoTgsjbqRqNzWZDeno6/P39IQiCc39xcTHi4uJw/vx56HQ6N0ZI7sDv37vx+/du/P69G79/7+Yt378oiigpKUF0dDRkMs56W1/sT1B1+P17N37/3o3fv3fj9+/dvOX7r0t/giM2GpFMJkNsbGyNx3U6XYv+RaTL4/fv3fj9ezd+/96N379384bvnyM1Gg77E3Q5/P69G79/78bv37vx+/du3vD917Y/wduoiIiIiIiIiIiIiIio2WBig4iIiIiIiIiIiIiImg0mNtxArVZjyZIlUKvV7g6F3IDfv3fj9+/d+P17N37/3o3fPzUk/j55N37/3o3fv3fj9+/d+P17N37/VbF4OBERERERERERERERNRscsUFERERERERERERERM0GExtERERERERERERERNRsMLFBRERERERERERERETNBhMbRERERERERERERETUbDCxQUREREREREREREREzQYTG26wcuVKxMfHw8fHBwMGDMAff/zh7pCoCSxduhSCILgsnTp1cndY1Eh++eUXjBs3DtHR0RAEAd98843LcVEU8eyzzyIqKgq+vr4YOXIkTp486Z5gqcFd6fufMWNGlb8Ho0ePdk+w1OBeeukl9OvXD/7+/ggPD8f48eORkpLi0qa8vBxz5sxBSEgItFotJk2ahKysLDdFTA2pNt//sGHDqvwNuP/++90UMTVH7E94J/YnvAv7E96N/Qnvxv6Ed2N/ovaY2Ghi69atw/z587FkyRL89ddfSExMRFJSErKzs90dGjWBrl27IiMjw7n8+uuv7g6JGoler0diYiJWrlxZ7fFXXnkF//znP/H+++/j999/h5+fH5KSklBeXt7EkVJjuNL3DwCjR492+XvwxRdfNGGE1Jh27tyJOXPmYO/evdi6dSvMZjNGjRoFvV7vbPPoo4/iu+++w/r167Fz506kp6dj4sSJboyaGkptvn8AmD17tsvfgFdeecVNEVNzw/6Ed2N/wnuwP+Hd2J/wbuxPeDf2J+pApCbVv39/cc6cOc5tq9UqRkdHiy+99JIbo6KmsGTJEjExMdHdYZAbABA3bNjg3LbZbGJkZKT46quvOvcVFhaKarVa/OKLL9wQITWmS79/URTF6dOni7fccotb4qGml52dLQIQd+7cKYqi9O9dqVSK69evd7Y5duyYCEDcs2ePu8KkRnLp9y+Kojh06FDxkUcecV9Q1KyxP+G92J/wXuxPeDf2J4j9Ce/G/kTNOGKjCZlMJuzfvx8jR4507pPJZBg5ciT27NnjxsioqZw8eRLR0dFo27Ytpk6dirS0NHeHRG5w5swZZGZmuvwtCAgIwIABA/i3wIvs2LED4eHh6NixIx544AHk5eW5OyRqJEVFRQCA4OBgAMD+/fthNptd/gZ06tQJrVq14t+AFujS79/h888/R2hoKLp164ZFixbBYDC4IzxqZtifIPYnCGB/giTsT3gP9ie8G/sTNVO4OwBvkpubC6vVioiICJf9EREROH78uJuioqYyYMAArF69Gh07dkRGRgaWLVuGwYMH4/Dhw/D393d3eNSEMjMzAaDavwWOY9SyjR49GhMnTkSbNm1w6tQpPPXUUxgzZgz27NkDuVzu7vCoAdlsNsybNw/XXnstunXrBkD6G6BSqRAYGOjSln8DWp7qvn8A+Mc//oHWrVsjOjoaBw8exIIFC5CSkoKvv/7ajdFSc8D+hHdjf4Ic2J8g9ie8B/sT3o39ictjYoOoiYwZM8a53qNHDwwYMACtW7fGl19+iVmzZrkxMiJqarfffrtzvXv37ujRowcSEhKwY8cOjBgxwo2RUUObM2cODh8+zDnQvVRN3/+9997rXO/evTuioqIwYsQInDp1CgkJCU0dJhE1E+xPEJED+xPeg/0J78b+xOVxKqomFBoaCrlcjqysLJf9WVlZiIyMdFNU5C6BgYHo0KEDUlNT3R0KNTHHv3f+LSCHtm3bIjQ0lH8PWpiHHnoI33//PbZv347Y2Fjn/sjISJhMJhQWFrq059+AlqWm7786AwYMAAD+DaArYn+CKmN/wnuxP0GXYn+iZWJ/wruxP3FlTGw0IZVKhT59+mDbtm3OfTabDdu2bcOgQYPcGBm5Q2lpKU6dOoWoqCh3h0JNrE2bNoiMjHT5W1BcXIzff/+dfwu81IULF5CXl8e/By2EKIp46KGHsGHDBvz8889o06aNy/E+ffpAqVS6/A1ISUlBWloa/wa0AFf6/quTnJwMAPwbQFfE/gRVxv6E92J/gi7F/kTLwv6Ed2N/ovY4FVUTmz9/PqZPn46+ffuif//+WLFiBfR6PWbOnOnu0KiRPf744xg3bhxat26N9PR0LFmyBHK5HHfccYe7Q6NGUFpa6pIpP3PmDJKTkxEcHIxWrVph3rx5eOGFF9C+fXu0adMGzzzzDKKjozF+/Hj3BU0N5nLff3BwMJYtW4ZJkyYhMjISp06dwpNPPol27dohKSnJjVFTQ5kzZw7Wrl2Lb7/9Fv7+/s55bgMCAuDr64uAgADMmjUL8+fPR3BwMHQ6HebOnYtBgwZh4MCBbo6e6utK3/+pU6ewdu1ajB07FiEhITh48CAeffRRDBkyBD169HBz9NQcsD/hvdif8C7sT3g39ie8G/sT3o39iToQqcm9/fbbYqtWrUSVSiX2799f3Lt3r7tDoiYwZcoUMSoqSlSpVGJMTIw4ZcoUMTU11d1hUSPZvn27CKDKMn36dFEURdFms4nPPPOMGBERIarVanHEiBFiSkqKe4OmBnO5799gMIijRo0Sw8LCRKVSKbZu3VqcPXu2mJmZ6e6wqYFU990DEFetWuVsU1ZWJj744INiUFCQqNFoxAkTJogZGRnuC5oazJW+/7S0NHHIkCFicHCwqFarxXbt2olPPPGEWFRU5N7AqVlhf8I7sT/hXdif8G7sT3g39ie8G/sTtSeIoig2TsqEiIiIiIiIiIiIiIioYbHGBhERERERERERERERNRtMbBARERERERERERERUbPBxAYRERERERERERERETUbTGwQEREREREREREREVGzwcQGERERERERERERERE1G0xsEBERERERERERERFRs8HEBhERERERERERERERNRtMbBARERERERERERERUbPBxAYREZGdIAj45ptv3B0GERERERE1Q+xPEBE1HSY2iIjII8yYMQOCIFRZRo8e7e7QiIiIiIjIw7E/QUTkXRTuDoCIiMhh9OjRWLVqlcs+tVrtpmiIiIiIiKg5YX+CiMh7cMQGERF5DLVajcjISJclKCgIgDSs+7333sOYMWPg6+uLtm3b4r///a/L8w8dOoTrr78evr6+CAkJwb333ovS0lKXNp988gm6du0KtVqNqKgoPPTQQy7Hc3NzMWHCBGg0GrRv3x4bN25s3A9NREREREQNgv0JIiLvwcQGERE1G8888wwmTZqEAwcOYOrUqbj99ttx7NgxAIBer0dSUhKCgoLw559/Yv369fjpp59cOhrvvfce5syZg3vvvReHDh3Cxo0b0a5dO5f3WLZsGW677TYcPHgQY8eOxdSpU5Gfn9+kn5OIiIiIiBoe+xNERC2HIIqi6O4giIiIZsyYgc8++ww+Pj4u+5966ik89dRTEAQB999/P9577z3nsYEDB6J3795499138eGHH2LBggU4f/48/Pz8AACbN2/GuHHjkJ6ejoiICMTExGDmzJl44YUXqo1BEAQsXrwYzz//PACpc6PVavHDDz9wbl4iIiIiIg/G/gQRkXdhjQ0iIvIYw4cPd+loAEBwcLBzfdCgQS7HBg0ahOTkZADAsWPHkJiY6OyEAMC1114Lm82GlJQUCIKA9PR0jBgx4rIx9OjRw7nu5+cHnU6H7Ozsq/1IRERERETURNifICLyHkxsEBGRx/Dz86sylLuh+Pr61qqdUql02RYEATabrTFCIiIiIiKiBsT+BBGR92CNDSIiajb27t1bZbtz584AgM6dO+PAgQPQ6/XO47t374ZMJkPHjh3h7++P+Ph4bNu2rUljJiIiIiIiz8D+BBFRy8ERG0RE5DGMRiMyMzNd9ikUCoSGhgIA1q9fj759++K6667D559/jj/++AMff/wxAGDq1KlYsmQJpk+fjqVLlyInJwdz587FXXfdhYiICADA0qVLcf/99yM8PBxjxoxBSUkJdu/ejblz5zbtByUiIiIiogbH/gQRkfdgYoOIiDzGli1bEBUV5bKvY8eOOH78OABg2bJl+M9//oMHH3wQUVFR+OKLL9ClSxcAgEajwY8//ohHHnkE/fr1g0ajwaRJk/DGG284X2v69OkoLy/Hm2++iccffxyhoaGYPHly031AIiIiIiJqNOxPEBF5D0EURdHdQRAREV2JIAjYsGEDxo8f7+5QiIiIiIiomWF/goioZWGNDSIiIiIiIiIiIiIiajaY2CAiIiIiIiIiIiIiomaDU1EREREREREREREREVGzwREbRERERERERERERETUbDCxQUREREREREREREREzQYTG0RERERERERERERE1GwwsUFERERERERERERERM0GExtERERERERERERERNRsMLFBRERERERERERERETNBhMbRERERERERERERETUbDCxQUREREREREREREREzQYTG0RERERERERERERE1GwwsUFERERERERERERERM0GExtERERERERERERERNRsMLFBRERERERERERERETNBhMbRERERERERERERETUbDCxQUREV23Hjh0QBAE7duxwdyhERERERNSMsW9BRER1wcQGEVELd+jQIUyePBmtW7eGj48PYmJicMMNN+Dtt992d2i1dvbsWQiC4FxkMhmCg4MxZswY7Nmzp8bn7d69GxMmTEBERATUajXi4+Nx3333IS0trcbnJCcn484770RcXBzUajWCg4MxcuRIrFq1ClartdYx9+/fH4Ig4L333qv2+NKlSyEIAnJzc6s93q1bNwwbNqzK/uLiYixbtgyJiYnQarXw9fVFt27dsGDBAqSnp9c6PiIiIiKiumqJfYvKy8CBA53tUlJS8Oijj+Kaa66Bj48PBEHA2bNna/0+NpsNa9aswYABAxAcHAx/f3906NAB06ZNw969exvhkxEReReFuwMgIqLG89tvv2H48OFo1aoVZs+ejcjISJw/fx579+7FW2+9hblz59br9YcMGYKysjKoVKoGivjy7rjjDowdOxZWqxUnTpzAu+++i+HDh+PPP/9E9+7dXdq+/fbbeOSRR9C2bVvMnTsXUVFROHbsGD766COsW7cOmzdvxjXXXOPynI8++gj3338/IiIicNddd6F9+/YoKSnBtm3bMGvWLGRkZOCpp566YpwnT57En3/+ifj4eHz++ed44IEHGuTznz59GiNHjkRaWhpuvfVW3HvvvVCpVDh48CA+/vhjbNiwASdOnGiQ9yIiIiIiqqyl9i0qCwsLc67v2bMH//znP9GlSxd07twZycnJdXr9hx9+GCtXrsQtt9yCqVOnQqFQICUlBT/88APatm3rkkQhIqK6Y2KDiKgFW758OQICAvDnn38iMDDQ5Vh2dna9X18mk8HHx6fer1NbvXv3xp133uncHjx4MMaMGYP33nsP7777rnP/7t27MW/ePFx33XXYsmULNBqN89gDDzyAa6+9FpMnT8aRI0cQFBQEANi7dy/uv/9+DBo0CJs3b4a/v7/zOfPmzcO+fftw+PDhWsX52WefITw8HK+//jomT56Ms2fPIj4+vl6f3WKxYOLEicjKysKOHTtw3XXXuRxfvnw5Xn755Xq9BxERERFRTVp63+JSN998MwoLC+Hv74/XXnutTomNrKwsvPvuu5g9ezY++OADl2MrVqxATk7O1YZdZxaLBTabrckSRkRETYVTURERtWCnTp1C165dq3Q8ACA8PNy5PnHiRPTu3dvl+Lhx4yAIAjZu3Ojc9/vvv0MQBPzwww8Aqp8Hd9iwYejWrRuOHj2K4cOHQ6PRICYmBq+88kqVGNLS0nD8+PGr/nyDBw92fs7Knn/+eQiCgE8//dQlqQEACQkJeOWVV5CRkYF//etfzv3Lli2DIAj4/PPPXZIaDn379sWMGTNqFdfatWsxefJk3HTTTQgICMDatWvr+Mmq+uqrr3DgwAE8/fTTVZIaAKDT6bB8+fJ6vw8RERERUXVaet/iUo7po67GmTNnIIoirr322irHBEFw+XkBQGFhIR599FHEx8dDrVYjNjYW06ZNc5m2Njs7G7NmzUJERAR8fHyQmJiITz/91OV1HNNsvfbaa1ixYgUSEhKgVqtx9OhRAMDx48cxefJkBAcHw8fHB3379nX5ToiImhMmNoiIWrDWrVtj//79VxxpMHjwYBw4cADFxcUAAFEUsXv3bshkMuzatcvZbteuXZDJZNWeoFdWUFCA0aNHIzExEa+//jo6deqEBQsWODstDtOmTUPnzp2v8tPBOcetY9QFABgMBmzbtg2DBw9GmzZtqn3elClToFar8f3337s8Z8iQIWjVqtVVxwNIHbTU1FTccccdUKlUmDhxIj7//PN6vSYAZ4fjrrvuqvdrERERERHVVUvrWxgMBuTm5rosZrO51s+/nNatWwMA1q9fD4PBcNm2paWlGDx4MN5++22MGjUKb731Fu6//34cP34cFy5cAACUlZVh2LBh+Pe//42pU6fi1VdfRUBAAGbMmIG33nqrymuuWrUKb7/9Nu699168/vrrCA4OxpEjRzBw4EAcO3YMCxcuxOuvvw4/Pz+MHz8eGzZsaJDPTUTUlDgVFRFRC/b4449jzJgx6NmzJ/r374/BgwdjxIgRGD58OJRKpbPd4MGDYbPZsHv3bowZMwaHDx9GQUEBbr311iqdj8TEROh0usu+b3p6OtasWeO8CD9r1iy0bt0aH3/8McaMGXPVn8fR+bBarTh58iTmz58PAJg8ebKzzcmTJ2GxWJCYmFjj66jVanTs2BHHjh0DAKSmpsJsNlep03E1PvvsM8TFxTk7aLfffjs++eQTJCcno2fPnlf9useOHUNAQADi4uLqHSMRERERUV21tL7FkiVLsGTJEpd927dvx7Bhw676NR2ioqIwbdo0rFmzBrGxsRg2bBiuvfZa3HjjjejUqZNL21dffRWHDx/G119/jQkTJjj3L168GKIoAgA++OADHDt2DJ999hmmTp0KALj//vsxdOhQLF68GHfffbfL6JILFy4gNTXVpWbIyJEj0apVK/z5559Qq9UAgAcffBDXXXcdFixY4PLeRETNAUdsEBG1YDfccAP27NmDm2++GQcOHMArr7yCpKQkxMTEuAw57tWrF7RaLX755RcAUifDMfz5r7/+gsFggCiK+PXXX53TP12OVqt1ma9WpVKhf//+OH36tEu7HTt2OE/Wa2PJkiUICwtDZGQkBg8ejGPHjjnrWDiUlJQAwBWHjfv7+zvvInM8Xu1QcweLxYJ169ZhypQpEAQBAHD99dcjPDy83qM2iouL6x0fEREREdHVaml9i3vvvRdbt251WS53c1RdrVq1Cu+88w7atGmDDRs24PHHH0fnzp0xYsQIXLx40dnuq6++QmJiYrWJBUefYvPmzYiMjMQdd9zhPKZUKvHwww+jtLQUO3fudHnepEmTXJIa+fn5+Pnnn3HbbbehpKTEOUIlLy8PSUlJOHnypEtMRETNARMbREQtXL9+/fD111+joKAAf/zxBxYtWoSSkhJMnjzZOdeqXC7HoEGDnHdQ7dq1C4MHD8Z1110Hq9WKvXv34ujRo8jPz69V5yM2NtZ5Eu4QFBSEgoKCen0WR+fju+++w6OPPoqysjJYrVaXNo6L/44ER01KSkqcbR13iV3pOVfyv//9Dzk5Oejfvz9SU1ORmpqKM2fOYPjw4fjiiy9gs9nq9HqVf4Y6na7e8RERERER1UdL6lu0b98eI0eOdFkqT3FbXzKZDHPmzMH+/fuRm5uLb7/9FmPGjMHPP/+M22+/3dnu1KlT6Nat22Vf69y5c2jfvj1kMtfLeI6pt86dO+ey/9IpeVNTUyGKIp555hmEhYW5LI5RKw1RAJ6IqClxKioiIi+hUqnQr18/9OvXDx06dMDMmTOxfv1654nsddddh+XLl6O8vBy7du3C008/jcDAQHTr1g27du1CREQEANSq8yGXy6vdX5c7qKrj6HwAwE033QS5XI6FCxdi+PDh6Nu3LwCgXbt2UCgUOHjwYI2vYzQakZKSUuU5hw4dqld8jlEZt912W7XHd+7cieHDhwMAfHx8AEjz5VbHYDA42wBAp06d8Pfff+P8+fOcjoqIiIiI3Kol9C2aUkhICG6++WbcfPPNGDZsGHbu3Ilz5845a3E0NF9fX5dtxw1Wjz/+OJKSkqp9Trt27RolFiKixsLEBhGRF3Jc0M/IyHDuGzx4MEwmE7744gtcvHjR2ckYMmSIs/PRoUMHZyfEEzz99NP48MMPsXjxYmzZsgUA4Ofnh+HDh+Pnn3+usbPw5Zdfwmg04qabbgIAaDQaXH/99fj555+vOnGg1+vx7bffYsqUKS5TYzk8/PDD+Pzzz52JDUdcKSkpVd7PYDDg/PnzGDVqlHPfuHHj8MUXX+Czzz7DokWL6hwfEREREVFjaCl9i6bSt29f7Ny5ExkZGWjdujUSEhKuWJC9devWOHjwIGw2m8uojePHjzuPX07btm0BSNNXOW4UIyJq7jgVFRFRC7Z9+/Zq72TavHkzAKBjx47OfQMGDIBSqcTLL7+M4OBgdO3aFYDUKdm7dy927txZqzuq6iItLc15Mn41AgMDcd999+HHH39EcnKyc7+j0N6MGTOqjIg4c+YMnnzySURFReG+++5z7l+yZAlEUcRdd92F0tLSKu+1f/9+fPrppzXGsmHDBuj1esyZMweTJ0+ustx000346quvYDQaAQAjRoyASqXCe++9V2WKqg8++AAWi8WlGOLkyZPRvXt3LF++HHv27Kny/iUlJXj66acv/wMjIiIiIrpKLb1v0ZAyMzOdU3NVZjKZsG3bNshkMucIiUmTJuHAgQPYsGFDlfaOn/fYsWORmZmJdevWOY9ZLBa8/fbb0Gq1GDp06GXjCQ8Px7Bhw/Cvf/3LJQHlkJOTU6fPR0TkCThig4ioBZs7dy4MBgMmTJiATp06wWQy4bfffsO6desQHx+PmTNnOttqNBr06dMHe/fuxbhx45zz2A4ZMgR6vR56vb7BOx/Tpk3Dzp076zWM/JFHHsGKFSvwf//3f/jPf/4DQIr5tddew/z589GjRw/MmDEDUVFROH78OD788EPYbDZs3rzZZQ7da665BitXrsSDDz6ITp064a677kL79u1RUlKCHTt2YOPGjXjhhRdqjOPzzz9HSEgIrrnmmmqP33zzzfjwww+xadMmTJw4EeHh4Xj22WexePFiDBkyBDfffDM0Gg1+++03fPHFFxg1ahTGjRvnfL5SqcTXX3+NkSNHYsiQIbjttttw7bXXQqlU4siRI1i7di2CgoKwfPnyq/5ZEhERERHVxBv6FpUVFRXh7bffBgDs3r0bAPDOO+8gMDAQgYGBeOihh2p87oULF9C/f39cf/31GDFiBCIjI5GdnY0vvvgCBw4cwLx58xAaGgoAeOKJJ/Df//4Xt956K+6++2706dMH+fn52LhxI95//30kJibi3nvvxb/+9S/MmDED+/fvR3x8PP773/9i9+7dWLFihbN24OWsXLkS1113Hbp3747Zs2ejbdu2yMrKwp49e3DhwgUcOHCgAX5qRERNh4kNIqIW7LXXXsP69euxefNmfPDBBzCZTGjVqhUefPBBLF68GIGBgS7tHXdQXXfddc59kZGRaNeuHVJTUxu889EQoqOj8Y9//AP//ve/cerUKSQkJAAAHn30UfTt2xevv/46VqxYgaKiIkRFReHWW2/F008/Xe1w7fvuuw/9+vXD66+/jjVr1iAnJwdarRa9e/fGqlWrcOedd1YbQ3Z2Nn766SfccccdNc4BPGLECGg0Gnz22WeYOHEiAGkqrfj4eLzzzjt47rnnYLFY0KZNGyxbtgwLFiyoUhywXbt2SE5OxptvvokNGzbgm2++gc1mQ7t27XDPPffg4Ycfrs+PkoiIiIioRt7Qt6isoKAAzzzzjMu+119/HYA09dPlEhsdO3bEihUrsHnzZrz77rvIysqCj48PunXrhg8//BCzZs1yttVqtdi1axeWLFmCDRs24NNPP0V4eDhGjBiB2NhYAFLNjB07dmDhwoX49NNPUVxcjI4dO2LVqlWYMWNGrT5Ply5dsG/fPixbtgyrV69GXl4ewsPD0atXLzz77LN1/OkQEbmfIDanaktEREREREREREREROTVWGODiIiIiIiIiIiIiIiaDSY2iIiIiIiIiIiIiIio2WBig4iIiIiIiIiIiIiImg0mNoiIiIiIiIiIiIiIqNlgYoOIiIiIiFqsX375BePGjUN0dDQEQcA333xzxefs2LEDvXv3hlqtRrt27bB69eoqbVauXIn4+Hj4+PhgwIAB+OOPP1yOl5eXY86cOQgJCYFWq8WkSZOQlZXVQJ+KiIiIiMi7MbFBREREREQtll6vR2JiIlauXFmr9mfOnMGNN96I4cOHIzk5GfPmzcM999yDH3/80dlm3bp1mD9/PpYsWYK//voLiYmJSEpKQnZ2trPNo48+iu+++w7r16/Hzp07kZ6ejokTJzb45yMiIiIi8kaCKIqiu4NoqWw2G9LT0+Hv7w9BENwdDhERERFRoxJFESUlJYiOjoZM5nn3UAmCgA0bNmD8+PE1tlmwYAE2bdqEw4cPO/fdfvvtKCwsxJYtWwAAAwYMQL9+/fDOO+8AkM774+LiMHfuXCxcuBBFRUUICwvD2rVrMXnyZADA8ePH0blzZ+zZswcDBw6sVbzsTxARERGRN6lLf0LRRDF5pfT0dMTFxbk7DCIiIiKiJnX+/HnExsa6O4yrsmfPHowcOdJlX1JSEubNmwcAMJlM2L9/PxYtWuQ8LpPJMHLkSOzZswcAsH//fpjNZpfX6dSpE1q1anXZxIbRaITRaHRuX7x4EV26dGmoj0ZERERE1CzUpj/BxEYj8vf3ByB9ETqdzs3RkFfR64HoaGk9PR3w83NvPEREROQViouLERcX5zwPbo4yMzMRERHhsi8iIgLFxcUoKytDQUEBrFZrtW2OHz/ufA2VSoXAwMAqbTIzM2t875deegnLli2rsp/9CWpy7E8QERGRG9SlP8HERiNyDBfX6XTsiFDTkssr1nU6dkSIiIioSXHapKuzaNEizJ8/37nt6NixP0FNjv0JIiIicqPa9CeY2CAiIiIiIrKLjIxEVlaWy76srCzodDr4+vpCLpdDLpdX2yYyMtL5GiaTCYWFhS6jNiq3qY5arYZarW64D0NERERE1EJ5XkU/Iqo/jQbIzpYWjcbd0RARERE1G4MGDcK2bdtc9m3duhWDBg0CAKhUKvTp08eljc1mw7Zt25xt+vTpA6VS6dImJSUFaWlpzjZEHo39CSIiIvJwHLFB1BIJAhAW5u4oiIiIiNyutLQUqampzu0zZ84gOTkZwcHBaNWqFRYtWoSLFy9izZo1AID7778f77zzDp588kncfffd+Pnnn/Hll19i06ZNzteYP38+pk+fjr59+6J///5YsWIF9Ho9Zs6cCQAICAjArFmzMH/+fAQHB0On02Hu3LkYNGhQjYXDiTwK+xNERETk4ZjYICIiIiKiFmvfvn0YPny4c9tRw2L69OlYvXo1MjIykJaW5jzepk0bbNq0CY8++ijeeustxMbG4qOPPkJSUpKzzZQpU5CTk4Nnn30WmZmZ6NmzJ7Zs2eJSUPzNN9+ETCbDpEmTYDQakZSUhHfffbdRPqPVaoXZbG6U16aWT6lUQl65pgYRERFRMyCIoii6O4iWqri4GAEBASgqKmKxP2paRiPgKDz5xhsA52omIiKiJsDz34Z1pZ+nKIrIzMxEYWFh0wdHLUpgYCAiIyMrCnWyP0FERERuUJf+BBMbjYgdO3IbvR7QaqX10lLAz8+98RAREZFX4Plvw7rSzzMjIwOFhYUIDw+HRqOpuChNVEuiKMJgMCA7OxuBgYGIioqSDrA/QURERG5Ql/4Ep6IiIiIiIiJqZqxWqzOpERIS4u5wqBnz9fUFAGRnZyM8PJzTUhEREVGzIHN3AERERERERFQ3jpoaGo3GzZFQS+D4PWKtFiIiImoumNggIiIiIiJqpjj9FDUE/h4RERFRc8PEBhERERERERERERERNRtMbBAREREREVGzFR8fjxUrVrg7DCIiIiJqQkxsEBERERERUaMTBOGyy9KlS6/qdf/880/ce++99Ypt2LBh1cZksVgAAF9//TVGjRqFkJAQCIKA5OTkK76mwWDAokWLkJCQAB8fH4SFhWHo0KH49ttv6xUrEREREQEKdwdARI3A1xc4c6ZinYiIiIjIzTIyMpzr69atw7PPPouUlBTnPq1W61wXRRFWqxUKxZW7rGFhYQ0S3+zZs/Hcc8+57HO8v16vx3XXXYfbbrsNs2fPrtXr3X///fj999/x9ttvo0uXLsjLy8Nvv/2GvLy8Bom3OiaTCSqVqv4vxP4EEREReTiO2CBqiWQyID5eWmT8Z05ERETU0omiCIPJ4pZFFMVaxRgZGelcAgICIAiCc/v48ePw9/fHDz/8gD59+kCtVuPXX3/FqVOncMsttyAiIgJarRb9+vXDTz/95PK6l05FJQgCPvroI0yYMAEajQbt27fHxo0brxifRqNxiTEyMtJ57K677sKzzz6LkSNH1u4LAbBx40Y89dRTGDt2LOLj49GnTx/MnTsXd999t7ON0WjEggULEBcXB7VajXbt2uHjjz92Ht+5cyf69+8PtVqNqKgoLFy40DmKBJBGmjz00EOYN28eQkNDkZSUBAA4fPgwxowZA61Wi4iICNx1113Izc2tdezsTxAREZGn44gNIiIiIiKiZq7MbEWXZ390y3sffS4JGlXDdC0XLlyI1157DW3btkVQUBDOnz+PsWPHYvny5VCr1VizZg3GjRuHlJQUtGrVqsbXWbZsGV555RW8+uqrePvttzF16lScO3cOwcHBDRJnbURGRmLz5s2YOHEi/P39q20zbdo07NmzB//85z+RmJiIM2fOOBMQFy9exNixYzFjxgysWbMGx48fx+zZs+Hj4+Mybdenn36KBx54ALt37wYAFBYW4vrrr8c999yDN998E2VlZViwYAFuu+02/Pzzz43+uYmIiIiagltvvfjll18wbtw4REdHQxAEfPPNN1d8zo4dO9C7d2/n3SyrV6+u0mblypWIj4+Hj48PBgwYgD/++MPleHl5OebMmYOQkBBotVpMmjQJWVlZLm3S0tJw4403QqPRIDw8HE888YTLnTFEHs1kAp54QlpMJndHQ0RERERUK8899xxuuOEGJCQkIDg4GImJibjvvvvQrVs3tG/fHs8//zwSEhKuOAJjxowZuOOOO9CuXTu8+OKLKC0trdIvvNS7774LrVbrXB577LF6fZYPPvgAv/32G0JCQtCvXz88+uijzuQDAJw4cQJffvklPvnkE0yYMAFt27bFiBEjMGXKFGc8cXFxeOedd9CpUyeMHz8ey5Ytw+uvvw6bzeZ8nfbt2+OVV15Bx44d0bFjR7zzzjvo1asXXnzxRXTq1Am9evXCJ598gu3bt+PEiRO1C579CSIiIvJwbh2xodfrkZiYiLvvvhsTJ068YvszZ87gxhtvxP3334/PP/8c27Ztwz333IOoqCjnkNt169Zh/vz5eP/99zFgwACsWLECSUlJSElJQXh4OADg0UcfxaZNm7B+/XoEBATgoYcewsSJE50nmVarFTfeeCMiIyPx22+/ISMjA9OmTYNSqcSLL77YeD8QooZiNgOvvSatL10KNMQ8u0RERETksXyVchx9Lslt791Q+vbt67JdWlqKpUuXYtOmTcjIyIDFYkFZWRnS0tIu+zo9evRwrvv5+UGn0yE7O/uyz5k6dSqefvpp53ZgYGDdP0AlQ4YMwenTp7F371789ttv2LZtG9566y0sW7YMzzzzDJKTkyGXyzF06NBqn3/s2DEMGjQIgiA491177bUoLS3FhQsXnCNW+vTp4/K8AwcOYPv27S41SxxOnTqFDh06XDl49ieIiIjIw7k1sTFmzBiMGTOm1u3ff/99tGnTBq+//joAoHPnzvj111/x5ptvOhMbb7zxBmbPno2ZM2c6n7Np0yZ88sknWLhwIYqKivDxxx9j7dq1uP766wEAq1atQufOnbF3714MHDgQ//vf/3D06FH89NNPiIiIQM+ePfH8889jwYIFWLp0acMUYyMiIiIiImoggiA02HRQ7uTn5+ey/fjjj2Pr1q147bXX0K5dO/j6+mLy5MkwXWEUgVKpdNkWBMFllEN1AgIC0K5du6sL/DJxDB48GIMHD8aCBQvwwgsv4LnnnsOCBQvg20BFuS/9mZWWlmLcuHF4+eWXq7SNiopqkPckIiIicrdmVQVsz549VYq1JSUlYc+ePQAAk8mE/fv3u7SRyWQYOXKks83+/fthNptd2nTq1AmtWrVyttmzZw+6d++OiIgIl/cpLi7GkSNHaozPaDSiuLjYZSEiIiIiIqKrs3v3bsyYMQMTJkxA9+7dERkZibNnz7o7rKvWpUsXWCwWlJeXo3v37rDZbNi5c2e1bTt37ow9e/a4FGffvXs3/P39ERsbW+N79O7dG0eOHEF8fDzatWvnslyaBCEiIiJqrprVLT2ZmZkuyQYAiIiIQHFxMcrKylBQUACr1Vptm+PHjztfQ6VSVRlWHBERgczMzMu+j+NYTV566SUsW7bsqj4bERERtUyiKKK4zIKcUiNKys2QCQLkMsH56FwEATIZnOuO/bJK2zJBgMK+rzasNhFlZisMJgvKTTbnepnZijKTtcqjwWRFudlqbyc9lpsq1p1tzVI7AJAJAmSCdDe0yyMqbcsqtmWCAKFSO2nb0faSbUjtHJ/WMRtLxR4AgssDBJdDguvzLnNMq1YgUKNEoEaFQF8lAjVKBPiqEOTYp5H2qRUNN+UOEV1Z+/bt8fXXX2PcuHEQBAHPPPPMFUdeNIb8/HykpaUhPT0dAJCSkgJAKhAeGRlZ7XOGDRuGO+64A3379kVISAiOHj2Kp556CsOHD4dOp4NOp8P06dNx9913O4uHnzt3DtnZ2bjtttvw4IMPYsWKFZg7dy4eeughpKSkYMmSJZg/fz5ksprvUZwzZw4+/PBD3HHHHXjyyScRHByM1NRU/Oc//8FHH30EuZx/x4iIqOkZTBYkny/EvrMF+PNsPo5lFEOtkCPIT4kgjQqBGhWC7efeQRolgvxUCNKo7MeUCPZTQaOSu0zRSN6tWSU2PN2iRYswf/5853ZxcTHi4uLcGBEREXkKq02E2WqDxSY6L+Y6LlQ7Lv42FYvVBqPFsVhhcqybbTBZrTCaXY871k2ObbMNJqvU3mqzwWwTYbWKMNtssNpEWGwiLFab/TOL9n02WKz2Y5XWqxyz/4ysNtG+zwaFXIZgjQrBfq5LkEaFYK3K5ZjjpFgpb9xBqRarDfl6E3JLTcgtNSJPb0RuibR+6b48vRFmq3jlF60jl2TIJUkSs1VKaJgsTX/xr6XzVcrtSQ+ls5PlmgSpmhAJ8FXCpx41CERRhE2seLSJIkT7o62GY2H+6gb81ETu88Ybb+Duu+/GNddcg9DQUCxYsMAtI+M3btzonO4YAG6//XYAwJIlS7B06dJqn5OUlIRPP/0UTz31FAwGA6Kjo3HTTTfh2WefdbZ577338NRTT+HBBx9EXl4eWrVqhaeeegoAEBMTg82bN+OJJ55AYmIigoODMWvWLCxevPiysUZHR2P37t1YsGABRo0aBaPRiNatW2P06NGXTYgQERE1pJwSI/afy8efZwuw72w+DqcXw2qr2i+6WFhW69dUyWXOJEegplJCxM91PdCeEAnWqKBRy2F19j0r+qCOPqdjv02svG1zae/6fNc+q9UmwiqKkMsEqBUy+yKHWiGDyrGulLlu29spGrnf2tI1q8RGZGQksrKyXPZlZWVBp9PB19cXcrkccrm82jaOu2giIyNhMplQWFjoMmrj0jZ//PFHlddwHKuJWq2GWs1OJBFRc2K22pCSWYIj6UUoNUoXgs1WaTFZpAv4jnWzVYTJuV7p0SpWeZ7r88VqT+AqcyQ7HHfnywRI687khwC5DJXWK7Wx75PaS20s9lgvTUQYLVZcIRSPY7LYkFlcjszi8lo/R+ejqJoI8bs0CaJCiP3RX62A0WJDTolRSko4kxOmavcVGEwQ6/hz9FcroPNVQhSlE1+rTboIbbWJsNkc+ypOjK/0+labCCtEwHrl9xYE6YK8r1IOX5X0qFHJ4WPfdq7b9/sq5fBRyaGxH/dRyqFRKezPl8FXqYBaKYMAOC+qi7BfaLd/Lji2K11sv/QCvfMRFe0gVn2eRFpxbDt2V2y7Hndt4/rDvPQ5NhtQarSg0GBGYZkJRQYzCgwmFJaZUWQwo7DMjEKDCTYR0oiVIisyimr/+whIP3+tj6LSz8H+M7NVTlJUn7SoK5VChhMv1L6OHZE7zJgxAzNmzHBuDxs2rMq/VQCIj4/Hzz//7LJvzpw5LtuXTk1V3esUFhZeNp4dO3bUKd7aWLRoERYtWnTZNj4+PnjjjTfwxhtvVHt86NChVfqmldUUt2OkCxERtRyiKMJosdXrhpnGIooiTufqse9sRSLjbJ6hSrtInQ/6tQlGv/ggJMYGwiaKKDSYkW/vYxUazMg3mFBoMKFAL52TS4vZ2b/OLjEiu8Tohk/Z8GQCnIkPlVxmT4BUTopUTZKoFAIUMhmUchmUCgEquUzatq8r5TIo5AKUcpnLdrXH7K/lWFfKZVDaX8tX6fmjY5pVYmPQoEHYvHmzy76tW7di0KBBAACVSoU+ffpg27ZtGD9+PADAZrNh27ZteOihhwAAffr0gVKpxLZt2zBp0iQA0jDitLQ05+sMGjQIy5cvR3Z2NsLDw53vo9Pp0KVLl6b4qERE1AhEUcS5PAMOXChE8vlCHDhfiMPpxR5xV7vzom4TZx2UcsF+ciRz3jWiqnLyJKv2ZEs6GRIgl0knRwp7IkYpl0Euk7YVcpn90XG8+rZKmf059mOKSu2MFhsKDCYpoaA3Id++FBgq1qVtszPhUFxuQXG5pdqT6erIZcIVk0+XkglAsJ8KoVo1QrT2Rz81Qv2l9VDHPq0aIX6qOndARLEiyWGzwTXxYb+jqLp1qyhCIZM5ExS+Kum79PSTUk9ns4koMVrsiQ6p01VgMKGozCwlRAxS8sORBKmcFHFMCVZmrkUWqiE0s+QlERERUUMqN1txIqsExzNKcCyzGEUGs/N8PcxfbT9Xl87bQ/zUkNdymtfGZLRYkV1slG7oKipHlv0xs1hazygqR3axESarDQG+SsQE+iImyBcxgb6ItT86toP9VI1+7m+y2HA4vciZyNh/rgD5epNLG0EAOkb4o298EPrFB6NP6yDEBPpeVWyiKJ1PFxjMKNBXJDsK7X1Cx7l55eOFBjNKjZZqX08mAApZRb9VJqvooypkAuRywfW4IPVV5S7tXJ9vtYnV3lhYMfuBtF15NL/zxqmm6ifUwZFlSfBTe3bqwK3RlZaWIjU11bl95swZJCcnIzg4GK1atcKiRYtw8eJFrFmzBgBw//3345133sGTTz6Ju+++Gz///DO+/PJLbNq0yfka8+fPx/Tp09G3b1/0798fK1asgF6vdw4bDggIwKxZszB//nwEBwdDp9Nh7ty5GDRoEAYOHAgAGDVqFLp06YK77roLr7zyCjIzM7F48WLMmTOHIzKoefD1BQ4frlgn8lK5pUYcsCcwki8U4cD5QhSVmau00/ko0CM2ECFaaQojlcJxZ4MAlcJ+J4RcusDvWJf2C9Xsk57rOO7yPIV0kd95l74I5536tkoXr22VLlQ7Eh6Oi9fONvZ21bYRRchlsmrv8rg0SVHbWg3uFhesqVU7q01EUZn5koRHpXW9yTniIq9UejSYrM6khkohQ5hLokKFUGfnxzWJEaRRNWonSLCfPHv2qaT3kMkEBPhK00q1Qu1+HwHp33ipSUqIlJRbILOPqnLUD3GO1rLXHpHJqqlRUrlNpec7nyNUrV9CRFQv7E8QUTMgiiLSi8pxPKMYxzKKcSyzBMczinEmV1/r+8UEAQjWqJyJjjBn0sO1DxDmL/UN6jp1kChK/RPXhIURmcVl9sSFEVnF5VWSApdTVGZGUZkZRzOqn5rRVylHdKAPYoI0UsIj0Mee9NAgJsgXEf7qOn+OojIz/korcCYyDpwvhPGSGwTVChkS4wLRLz4IfeOD0btVEAJ8lXV6n5oIggCNSgGNSoGYwNr/v2Sy2FBmsjqTEhXT+brvfNlmE6skPlymgXYmRqqZFtpig8U+a4TZaoPZIk2LZbKvm63SVNHOdftMDhb7ujTjhDQVtPmS2SksNptL0qWxp3duCG7tK+/btw/Dhw93bjvqU0yfPh2rV69GRkYG0tLSnMfbtGmDTZs24dFHH8Vbb72F2NhYfPTRR0hKSnK2mTJlCnJycvDss88iMzMTPXv2xJYtW1yKgb/55puQyWSYNGkSjEYjkpKS8O677zqPy+VyfP/993jggQcwaNAg+Pn5Yfr06Xjuueca88dB1HBkMqBrV3dHQdSkDCYLDl8sticxCpGcVljtXJ0qhQxdo3VIjA1Ez7hAJMYFIj5EwwuBLYRcJjinmqqtcrMVhQYzNGo5/NUK/i5Qg5LJBOh8lND5NEynjoioSbA/QUQexmCyICWzBMftyYtj9tEYJeXV35Ef7KdC5yh/dIrUIVSrRr6+ohaeY6rZfL001Wie/eanlKxqX8pJEIAgjcqZ7Kg88iPUT41So8WZwHCMtMgsKq+SAKiJSiFDpM4HkTofRAT4IFKnRoTOB5EB9n06H/j7KJBVbMTFQgMuFpThQmEZLhaU4aL9MbvEiDKzFady9DiVo6/2feQyAZE6KdkRW2mkh+MxOtAXeXqTPYmRj31nC5CSVVJlqtwgjRJ944OdiYxu0QFQKTzrYrjKfrOfJ5HJBPjI5PYR/Z7VRxBF0ZkAUco9v18siNVNQEoNori4GAEBASgqKoJOp3N3OERELYbFasOJrFIcuGAfjXG+ECeySqrclSMIQEKY1pnA6BkbiI6R/h53YkNE1FLw/LdhXe7nWV5ejjNnzqBNmzbw8fFxU4TUUvD3iYg8hSiKuFBQJo3AyCjB8cxiHM8swdk8fbU16BQyAe3CtegcpUOnSH90itKhc5Q/wrTqK96wZLWJyNdLyQ7HIiU9TMgtMSKntCIZkldqrNeswUEaZZUkxaXrQRplvW+yMlqsyCgsdyY6LhSWIb1S8iOjqMzlrvy6iA/ROBMZfVoHIyHMjzeFUYOrS3+CsxsQtUQmE/Dii9L6U08BqtrfuUzkaRwnto6aGAcuFOLQxSKUm6ve9RKp80FiXIAzidEtNoB3SRMRERHVFfsTRF7NMVVOYzNabEjNLsWxjGIpgZEhjcioqS5CmL8anSL9nUmMzlE6JIRpr/rGNblMQJi/NM3UldhsIgoMJinZUVKRDHFs5+mN8FMp7EkKNSIDfJ2jL8J16iYr+K1WyBEf6of4UL9qj1ttInJKpBEfFyqN9Kj8aDBZoZAJ6Bqtc0lk1ObnRNSUmNggaonMZmDZMmn9iSfYEaFm6UyuHhv+uoANyRdxPr/qlFL+agV6xAUgMVYajZEYG4jIAN5hSERERFRv7E8QeRWDyYLktEL8ebYA+87l469zBdCb3FfMWCWXoV24Fp2i/NElSodOkTp0ivJHqNZ9F9ZlMgEhWjVCtGog0m1h1JtcJkgjRQJ80Kd11eOOmiBqhRy+qqZJxhBdLSY2iIjIYxQaTPjuYAY2/HUBf6UVOvcr5QI6R+mcSYyecQFoG6ptNoWvm1zuSUCtA/wjrtyWqLHZrIDVDNjM0mPldZsFsJqqWTcDVvs2RECmBOQqQK6wr9sXx7pMYd+nsu9TVDxHJpfmpWuQz2Kzx1Y5Zvu2Y71y7Jd+Tt8goPW1DRcPERER0VXILinH/rMFzkTGkfRiWOszz1I9ROjU9hEYOmdNjLZhfs2icHFLJAgCAjVMZlPzwMQGERG5lcliw46UbHz910X8fDzbOeRZJgBDOoRhQq8YjOoS2Xh3i9hsQEk6UJwBRHYDlL6N8z5NpegC8P51QHAC8OBv7o6GastmBcwGwFwGmPTSo9kgLSZDxbrLcftjdcfFJrjDThSrv7B/6UV+sfGnMbiiapMhl+wTa0rAVEpSNMRn+ceXQIek+r8OERERUS2IoohTOXp7IWgpkXEuz1ClXUygL/rGB6Fva6kQdGyQb6PXT5ALAkcFENFVY2KDiIianCiKOHChCF//dQHfHUhHgcHsPNY5SodJvWNwc2I0wnUNOLWUyQDkpQK5Jyoec09K62b7iX3v6cDN/2y493SHtL2ApRzIPgKUZgPacHdHRA4pW4Df3gaMxVUTF1aju6NrQkL1iQWXdUXF6AtBqHnER22TDzZ7O3PVQ/VWU6Kk8meQK4CSLCmJenYXExtERETUaIwWKw5fLHYmMvafy3fpbwHS6VWnSJ09iSElMmICm/kNXkTkdZjYICKiJnOhwIBv/r6Ir/++iNM5euf+MH81JvSKwYReMegcpbv6NxBFoDi9UvLiZMV60fnLPFEAIAKnt1/9e3uKjORK6weB9iPdFgpdYvsLQOahK7dTaioWlUYaRaT0kx5Vlx6rrq1GupjeFC69eF9lyihVNVNFNfJdedVOF3WlqaNMgCCvFKOihmTFJdNhyRS1n1bqrzXAxrlAenKjfnwibzBs2DD07NkTK1ascHcoRERuV1Rmxl/nCvDn2XzsO1uAAxcKYbS43uihVsjQMy4Q/eKD0Tc+CL1bB0Hn00Tni0REjYSJDSIialQl5Wb8cDgTX/91AXtP5zv3+yhlGN01EhN6x+LahBAo6jKHqskA5J+yj7pwjMI4Ka2b9TU/zzcYCO0AhLaTHkPaS4++gcCrCUBhGmDIBzTBV/+B3a3yRdOMZCY2PIW5DMg+Jq1P+hjwj7wkIWFPXCh9WX+hvmQyQKYGFO4rLlmtqJ7SY8ZBKQnL75m80Lhx42A2m7Fly5Yqx3bt2oUhQ4bgwIED6NGjR73eZ/Xq1Zg5c2aV/R9++CHuueceZGRk4LHHHsO+ffuQmpqKhx9+uFZJkg0bNuDll1/GsWPHYLPZ0KpVK9xwww1MsBARAOBEVgkK9CbIZAJkglSrQCZI6zJBgGB/dOwTqjl2uTYyQYAgA4oMZuy3JzL2nytASlYJxEvKYwT7qdC3dZAzkdE1OgAqBWtWEFHLwsQGERE1OIvVhl9Tc/H1Xxfxv6OZKDdLdwwJAjCwTQgm9o7BmO5R0Kpr8d9Q/hkg9adK00elAkVpNbcX5EBwG3viwp7ACG0vJTH8Qmp+XlA8UHBWSgYkXF+Xj+s5RFG6aOqQccB9sZCrrCPSCAFNKNBtEi9qe6PwztKID2MRkH8aCElwd0RETW7WrFmYNGkSLly4gNjYWJdjq1atQt++feud1HDQ6XRISUlx2RcQEAAAMBqNCAsLw+LFi/Hmm2/W6vW2bduGKVOmYPny5bj55pshCAKOHj2KrVu3Nki81bFardJFTRkvRhJ5svP5Bjz3/VFsPZrlthjahPq5TCvVNtSv0etjEBG5GxMbRC2Rjw/wxx8V60RN5Gh6Mb7+6wK+PZCOnJKKmgEJYX6Y2DsW43vF1G3uVpsV+PgGQJ9T9ZhPoD1pcckIjKB4QKGqe/BRPaXERnpy801sFJyRLpo6MLHhOdL/lh6jezKp4a3kSiCiq/S7kJHMxAY1PFGsqBnV1JSaWv1tu+mmmxAWFobVq1dj8eLFzv2lpaVYv349Xn31VeTl5eGhhx7CL7/8goKCAiQkJOCpp57CHXfcUaeQBEFAZGRktcfi4+Px1ltvAQA++eSTWr3ed999h2uvvRZPPPGEc1+HDh0wfvz4Ku2ee+45HDp0CFqtFoMHD8aGDRsAAAUFBXjkkUfw3XffwWg0YujQofjnP/+J9u3bA5BGmsybNw9r1qzBwoULceLECaSmpiIqKgpPP/00vvjiCxQWFqJbt254+eWXMWzYsDr9TOqE/QmiKyo3W/HhL6fxzvZUGC02KGQCWoVoABGwiSJs9kfRuS3tEysds9kqH6++/aUUMgFdo3XoGx+MfvFB6NM6GGH+HjZSlYioCTCxQdQSyeWAXwYgWgFjQvOeVoc8XnZxOb5NTsdXf13A8cwS5/4gjRK39JTqZvSIDbi6O4YKzkpJDbkKGHBfxdRRoe0BTUjDXiCO7gkc/ca1RkVz45iGKjhBmqqr8BxQVgD4Brk1LELF75VjOiLyTlE97YmNA9LIHaKGZDYAL0a7572fSgdUfldsplAoMG3aNKxevRpPP/2089xg/fr1sFqtuOOOO1BaWoo+ffpgwYIF0Ol02LRpE+666y4kJCSgf//+jf1JahQZGYm1a9fi8OHD6NatW7VtNm3ahAkTJuDpp5/GmjVrYDKZsHnzZufxGTNm4OTJk9i4cSN0Oh0WLFiAsWPH4ujRo1AqpbnuDQYDXn75ZXz00UcICQlBeHg4HnroIRw9ehT/+c9/EB0djQ0bNmD06NE4dOiQMynS4ORyoF+/xnltohZgR0o2lm48grN5UkJ5YNtgPH9LN7SP8G/w93JJhIgiZIIAZV2m8SUiaqGY2CBqidL/Br68S1oXZEB0b6DdCCBhBBDTRyp8SnQVrDYR5/L0OJFVipNZJfjzXAF+PZnjvJNIJZdhROdwTOwdi6Edwuo/j2v2UekxvDMw6oX6vdaVOC44N+fCvo4RGm2GSInNgrPS1FRth7o1LAKQbv9uonu6NQxys+iewH40778zRPV0991349VXX8XOnTudIw5WrVqFSZMmISAgAAEBAXj88ced7efOnYsff/wRX375ZZ0SG0VFRdBqtc5trVaLzMzMq4577ty52LVrF7p3747WrVtj4MCBGDVqFKZOnQq1WrpTevny5bj99tuxbNky5/MSExMBwJnQ2L17N6655hoAwOeff464uDh88803uPXWWwEAZrMZ7777rvN5aWlpWLVqFdLS0hAdLSWuHn/8cWzZsgWrVq3Ciy++eNWfiYjq7mJhGZ7/7ii2HJH+noT7q/H0jZ1xc2J0o039JAgC5AIgB0f9EhFVxqubRC3R2d+B3UZApgD6i8DFfdKy82XAJwBoO0xKcrQbAQTEXvHlyPvYbCIuFJThRFYJUrJKcDKrBCeySpGaUwqTxValfZ/WQZjYOwY3dY9GgEbZcIE4ii2Hd2m416xJlHQBAYXnmm8BcceogOieQFm+PbFxgIkNdzOXATn232WO2PBuzgLiB1hAnBqeUiONnHDXe9dSp06dcM011+CTTz7BsGHDkJqail27duG5554DINWVePHFF/Hll1/i4sWLMJlMMBqN0Ghq/x4A4O/vj7/++su5Xd86FX5+fti0aRNOnTqF7du3Y+/evXjsscfw1ltvYc+ePdBoNEhOTsbs2bOrff6xY8egUCgwYMAA576QkBB07NgRx44dc+5TqVQudUYOHToEq9WKDh06uLye0WhESMhlaofVl8kE2KfrwiOPAKqrmOaTqAUxWqz4aNcZvP3zSZSbbZDLBMy8Jh6PjGwPf58G7P8QEVGtMbFB1BJlHAV+MgIwAqtOAJl7gVPbgFPbgfJC4Oi30gIAoR0rRnPEXwso61D/gJo9URSRXlSOE1klOJEpJS9OZpfgZFYpyszWap/jo5Shfbg/OkT4o1OkP27oEoH40CtPP3FVnCM2miCxoQkGAltLiY2MA0DC8MZ/z4YkihV3gUclAoY86d8562y4X+XC4Uwme7fwLoBMKf1fXHAWCG7j7oioJRGEWk0H5QlmzZqFuXPnYuXKlVi1ahUSEhIwdKiUhH/11Vfx1ltvYcWKFejevTv8/Pwwb948mEymOr2HTCZDu3btGjz2hIQEJCQk4J577sHTTz+NDh06YN26dZg5cyZ8fet/Hu3r6+ty13dpaSnkcjn2798PuVzu0rbyiJQGZzYDTz4prT/4IBMb5NV+OZGDpRuP4HSuHgDQv4007VTHyIafdoqIiGqPiQ2ilii74q4vBEQD0XcBve+SCjGn/w2kbpMSHRf+BHJTpGXvu4BcDbS+piLREd6Zd5O2EKIoIrvEiJTMEpzIkhIXKVklSM0uRanRUu1zVAoZEsK06BihRfsIKZHRMcIfsUG+kMma6PeiKUdsAEB0L3tiI7n5JTYK06SLpTKl9PMy5En7mdhwPxYOJweFCojoIv27zEhmYoO81m233YZHHnkEa9euxZo1a/DAAw84L+bv3r0bt9xyC+68804AgM1mw4kTJ9ClSxOdC9RBfHw8NBoN9HrpYmePHj2wbds2zJw5s0rbzp07w2Kx4Pfff3dORZWXl4eUlJTLfrZevXrBarUiOzsbgwcPbpwPQkTVSi8swwubjmLzIWnaqVCtGotv7IxbejbetFNERFR7TGwQtTSiCOQcr/6YTA7E9pWWYQukosKnd0pJjtSfgeILwOnt0oLFgH80kHC9lOhoO6x5Ts3jIUrKzUjLN+B8fhny9dIdh4IACM5HaUPaFir2C4DMftLssh+Cy/Phsi21v1hgwInsUvtIjBIUl1efwFDIBLQN80N7e+KiQ4QWHSL80SpYA4U7i9JZjEDuSWk9vHPTvKejgHhznP/eMQ1VRBdAoQYi7VNr5aUCxhJAzTvK3IaFw6myqJ72xMYBoOsEd0dD5BZarRZTpkzBokWLUFxcjBkzZjiPtW/fHv/973/x22+/ISgoCG+88QaysrIaPLGRnJwMQBoRkZOTg+TkZKhUqhrfZ+nSpTAYDBg7dixat26NwsJC/POf/4TZbMYNN9wAAFiyZAlGjBiBhIQE3H777bBYLNi8eTMWLFiA9u3b45ZbbsHs2bPxr3/9C/7+/li4cCFiYmJwyy231Bhnhw4dMHXqVEybNg2vv/46evXqhZycHGzbtg09evTAjTfe2KA/FyICTBYbPv71DP657STKzFbIBGD6NfF49IYO0HHaKSIij8HEBlFLU5IBlBfVrq1vENB1vLSIIpB7omI0x9ndQEk6kPyZtLAI+WWZLDZcLCzD+XyDlMAoMOBCfplzvdBgdneIkAlAfKgfOoT7o0NkRQIjPsSv/kW+G0PuSakAtjoA0EU3zXs6579Pbpr3a0iVp6ECAG0YoIsBii8CmYeB1oPcFprXY+Fwqiy6J/DXp80zgUrUgGbNmoWPP/4YY8eOdRbFBoDFixfj9OnTSEpKgkajwb333ovx48ejqKiW57e11KtXL+f6/v37sXbtWrRu3Rpnz56ttv3QoUOxcuVKTJs2DVlZWQgKCkKvXr3wv//9Dx07dgQADBs2DOvXr8fzzz+P//u//4NOp8OQIUOcr7Fq1So88sgjuOmmm2AymTBkyBBs3rwZSuXlL5SuWrUKL7zwAh577DFcvHgRoaGhGDhwIG666ab6/yCIyMXu1Fw88+1hnM6RRmL1bR2E527phi7ROjdHRkRElxJEURTdHURLVVxcjICAABQVFUGn43+C1ERSfwI+mQi8VCJtl5YCflcx37K5HEj7zZ7o+Lmi1oGDTwDQZijQIQnoMQWQt+w7V2w2aSqn8wWGiuRFfplzO7O4HFf6axrsp0JckC/C/H0gCLC3FyGKgAhpuijpsWIbzm17O/u6TQRQeX81zw/TqtExUkpetA/3R9swP/go5dUH54kOrge+vgdoNQi4e0vTvKchH3jFPjXMgrNS8q+5+PdEKSl54xtAv1nSvi/uAFI2A6NfBgbe7974vJW5DHgxRkrSPXqENTYIuPgX8OFw6e/Lk2da3PRkPP9tWJf7eZaXl+PMmTNo06YNfHx83BQhtRRVfp/0esBRw+Nq+xNEzUhmUTme33QUmw5mAABCtSosGtMZE3vHcNopIqImVJf+BG+3Jmppso5euU1tKH2kaagSrpe2i9OlBIcj0VFeCBzbKC3mMqD/7Hq/pSiKyCwux5kcPU7l6nEmR4/TuaU4k6tHabkFPko51AoZ1PZHH6UMaoUcPkqZ81jlx6rtKx2z76/8GgqZDFnF5ThvH2VxvtKIiwsFZTBZbJeN31cpR1ywL+KCNIgLti9BvmgVokFskAZaNf/k1kn2EemxqaahAqoWEG87rOneuz5EsfrpjqISpcQG62y4T9YRKamhCZVG0BBFdJVq4ZQVSLVxglq7OyIiIiKvZbLYsGr3Gby17SQMJmnaqWmDpGmnAnxb9s17RETNHa+yEbU0l46saCi6aKDXndLiKEL+65vA8e+B83/UKbFRXG7GmRw9zuTqcTqnFKdz9Tht3y4zWxsn/gYglwmICvBBq2CNPXnhWymBoUGoVsW7eRpSUxcOd4juKSU20pObT2Kj+KJULFymkC6aOjimpWJiw31YOJwupVBLCdvMg1JCkokNIiIit/jtVC6e/fYIUrNLAQC9WwXi+fHd0DU6wM2RERFRbTCxQdTSZB+V/mWvXg60vgZojKkJHEXI+8yQEhvV1CMwWWw4X2CwJyxKcTpH70xg5JYaa3xpuUxA62AN2oT6oW2YH9qEatE2zA+BGiWMZhvKzVYYLTU/Gs1WlDsezTaUW6zS82p4NFqkdkaLFWariFCtCrH2ERetKo2+aBWsQWSAD5TuLKbtbRxJuqZObET1BI5+27zqbDjm6g/rLI22cnAkNnKOSyOrlL5NHprXY+Fwqk5UopTYSE8GutRcNJiIyG18fIDt2yvWiVqQrOJyLN90DBsPpAOQpgxeOKYTJveOhUzGG1GIiJoLJjaIWhKbFchJkapE3zQFCElo3PezXzQVc0/iy93HcLJAxOlcaeRFWr4BVlvNRSfC/NVoE+qHhDA/KYlhT2DEBWvcljyw2cSWcyJ77jdAG9H4vwONxVgiTdECNO1UVEBFgefmVNjXefE80XW/fxTgFwboc6Rp6mL7NHloXs/xexTd67LNyMtE9wT+/jdHUxGR55LLgWHD3B0FUYMyW2349LezeHPrCejt005NHdAaj4/qiAANp50iImpumNggaknyzwCWckDhCwTFN8pbFOhN+O1UHn5NzcGvqblYLwYhUijAl9//gP1iR5e2vkq5c+RF2zAt2trX40P9oPPxvBPHFpPUyDoKrBoLhHYAHvrD3dFcnezj0qM2Uqp70ZQcd9YXnAHKCgHfwKZ9/6vhuDjqSMo4CIKU7Ej9SUp+MLHRtMxlFVOqXfrdkHeLsie6MpKlGjmcpoyIiKhR7T2dh2e/PYwTWdK0Uz3jAvHC+G7oFsNpp4iImismNohaEkex5ZAOwHvvS+v33gsorz6JUG62Yv+5Auw6mYvdqbk4nF4EsdJAjCPKeETKCzAhMheJbUejTZgfEkL90CbMD5E6H9accIczvwAQgdwUwJDf9ImBhuCYhiqiiaehAuwFxFtJI0YyDgBthzZ9DHUhihWjAi4dseHYl/oT7wx3BxYOp5pEdJVq4hjygKILQGCcuyMiInJlNgMffCCt17M/QeROoihiycYjWLPnHAAgSKPEwjGdcGufuJZzYxsRkZdiYoOoJXHcGRzUEbjjIWl9xow6dURsNhFHM4rxa6qUyPjjTD6MFptLmw4RWlzbLhSD24fiuvMjgd1/487WhcA4N1yEpqrO761YzzzYfApgV+auwuEOUT3tiY1kz09slGQC+mxAkAER3aoeZwFx92HhcKqJ0keqiZN1SPo7w8QGEXkakwl46Or6E0Se5J2fU7FmzzkIAvCP/q3wRFJHBGpU7g6LiIgaABMbRC1Jln3ERlinOj3tQoEBu1NzsetkLn47lYd8vcnleLi/Gte1C8V17UNxbbtQROgqFxB0TKfBi6YeQRSBtN8rtjMPNdPEhv13uanrazhE9wSObWwedTYc9TXCOgEqTdXjjsRG9lHAYgIU7Mg1GRYOp8uJSpQSG+nJQOdx7o6GiIioxfnhUAZe33oCALB8fHf8Y0ArN0dEREQNiYkNopbEcZd7WMfLNisqM2PPqVz7qIw8nMnVuxzXqOQY2DbEmcxoH66teUop50XTY4C5XLoLldyn6DxQkl6xnXHQfbHUh3PEhpsSG44L0Y4L057sctNQAUBga8AnACgvAnKOA1E9miw0r8fC4XQ50T2B5M94YwAREVEjOHyxCI9+mQwAmHltPJMaREQtEBMbRC2FuQzIPyWtXzJ9j9Fixd9phfj1ZC52pebi0IVC2CrVyZDLBPSMC3ROL5UYGwiVQla799XFAJoQaZ7w7CNADIsTu9V5e7FwQS7N7Z95yL3xXI3SHECfA0Co8+ijBuO4EJ1/WkoI+HhwUUHHRdGaRgU4Coif+UVqy8RG02DhcLqSyglUFhAn8mrx8fGYN28e5s2b5+5QiFqErOJy3PPpPpSbbRjaIQxPj3XTzVJERNSoannlkog8Xu4JQLQBvsGwasKcu+/99z70XLYVt3+wF+9sT8WB81JSIyHMD9MHtcaH0/ri72dvwFcPXIP5N3RAv/jg2ic1APtF057SOu86db80e30Nx7QmuSekC6zNiaNweFA8oPJzTwyaYCDAfleXp/9eO0aVXO7iOetsND0WDqcriewmJaH1OUBx+pXbE7UQM2bMgCAIziUkJASjR4/GwYMNN8p06dKl6NmzZ63aVY7FsXTq5KYbK4io3srNVty7Zh8yi8vRLlyLt//RCwo5L30REbVEHLFB1AIUlZmRfmAvOgM4Zo3FtJd+xp/2Y7tO5KJM5YNQrQrXtgvFde2kOhnRgb4NF0BUInBqGy+aegJH4fCu44GzvwKGXClR0JxG0ri7cLhDdCJQlCZNJ9RmiHtjqUlJFlCSAUCovnC4A5OPTY+Fw+lKlL7SqLTsI1KCMoAJMPIeo0ePxqpVqwAAmZmZWLx4MW666SakpaU1eSxdu3bFTz/95LJPoWA3mag5EkURj68/gAMXihCoUeLj6X2h82HheyKiloppa6JmxmYTkZpdii//PI+FXx3EDW/sROKy/+GXX3cCAH43RKLUaHG2XzC6I354ZDD+fHok3rq9F27tG9ewSQ2g4m7w5lBouSUzllQUkI8bCER2l9abW50Nx4iNCDcnNppDnQ1HoiK0A6DW1tzO8W808xBgszZ+XMT6GlQ7/P+TGoNeX/NSXl77tmVltWt7FdRqNSIjIxEZGYmePXti4cKFOH/+PHJycpxtzp8/j9tuuw2BgYEIDg7GLbfcgrNnzzqP79ixA/3794efnx8CAwNx7bXX4ty5c1i9ejWWLVuGAwcOOEdgrF69usZYFAqFMxbHEhoa6jweHx+P559/HnfccQf8/PwQExODlStXurxGWloabrnlFmi1Wuh0Otx2223IyspyafPdd9+hX79+8PHxQWhoKCZMmOBy3GAw4O6774a/vz9atWqFDz744Cp+skTe7Z/bUvH9wQwoZALev7MPWoe4afQ3ERE1CSY2iDyc3mjBb6m5eHvbScxc9Qd6Pb8VI9/YiSe/Ooj//HkeJ7NLAQA91RkAgM49BuDrR4fDuvE74PvvMeP6Tugcpau5+HdDcBYQPwpYTI33PnR5F/ZJ05EFtgJ0URW1FJpbnQ1HYsNdhcMdHFM7efIFR0fSpabC4Q7BCYBKC1jKgNyTjR4WodJ309OdUZCnc/yd4Wgqakhabc3LpEmubcPDa247Zoxr2/j46tvVU2lpKT777DO0a9cOISEhAACz2YykpCT4+/tj165d2L17N7RaLUaPHg2TyQSLxYLx48dj6NChOHjwIPbs2YN7770XgiBgypQpeOyxx9C1a1dkZGQgIyMDU6ZMqVeMr776KhITE/H3339j4cKFeOSRR7B161YAgM1mwy233IL8/Hzs3LkTW7duxenTp13ec9OmTZgwYQLGjh2Lv//+G9u2bUP//v1d3uP1119H37598ffff+PBBx/EAw88gJSUlHrFXS9qNfD999KiVrsvDqJa2nQwA2/+dAIA8ML4bhjYNsTNERERUWPjGFsiB30esOdtIPEfQFgHt4QgiiLO55dhf1o+9p8rwF/nCnE8s9il0DcAqBUyJMYFonerIPRpHYRerQIR+q/HgRJgwMDBQFwwEHdT0wUeFA+oAwBjEZBznMWJ3eX879Jj3ADpMdKR2GhGIzZE0XOmoopyFBA/5bkFxB0XQ69UnFomk0bwpO2RnhPOucMbFQuHU201h5FhRI3g+++/h9aeFNHr9YiKisL3338PmUy6727dunWw2Wz46KOPnDfnrFq1CoGBgdixYwf69u2LoqIi3HTTTUhISAAAdO5ccUOEVqt1jsS4kkOHDjljcbjzzjvx/vvvO7evvfZaLFy4EADQoUMH7N69G2+++SZuuOEGbNu2DYcOHcKZM2cQFxcHAFizZg26du2KP//8E/369cPy5ctx++23Y9myZc7XTEx0vSlh7NixePDBBwEACxYswJtvvont27ejY8eOtfiJNgKFArjxRve8N1EdHbxQiMfWJwMAZl3XBrf3b+XegIiIqEkwsUHksHEukLIJyDsFTPl3k7xludmKQxeL7EmMAvyVVoDc0qojHmICfdGrVSD6tA5C71ZB6Bylcy3wXVYAlNgLj7rjgqUgSMmMs7uki6ZMbLiHo3D4pYmNrCPS9EMyuXviqoui84CpFJApgZB27o3FLwQIiJNiyjgItBns3niq4xhNUptRAVGJFYmNxPrduUpXwMLhVFuR3QFBBpRmAcUZ0mg7ovoqLa35mPySc4Hs7Jrbyi4Z3F9pGqj6Gj58ON577z0AQEFBAd59912MGTMGf/zxB1q3bo0DBw4gNTUV/v7+Ls8rLy/HqVOnMGrUKMyYMQNJSUm44YYbMHLkSNx2222Iiqr7v6GOHTti48aNLvt0Op3L9qBBg6psr1ixAgBw7NgxxMXFOZMaANClSxcEBgbi2LFj6NevH5KTkzF79uzLxtGjR8X5syAIiIyMRPblvh/yXttfAv78CJi5GQhzU+LLg2QWlWP2mn0oN9swvGMYnhpbzajvH5+WzoFvXQ34hVY9TtRcHN0I/LUGGHAf0P4Gd0fj+coKgV9eBc7tlm6ibAnU/sCgOUDHMVdu6wWY2CACgGPfSUkNALi4/6pfRhRFGC026I0W6I1WlBot0Jss0qN9KTVacaHAgL/SCnE0vQhmq+sfV6VcQNfoAPRpHeRMZEQG+Fz+jR13BgfESXeVm83A559L+6ZOBZRNUDAtKrEisYG7Gv/9yJXNKk1FBQCtBkqPIQmAUgOYDVLCzk0jkerE8bsc2gGQe0Chv6hEe2Ij2fMSG/pcoPiCtO6op3I5jumqOOVN43MWDu/FwuF0eSoNENoRyDkm/Z1hYoMagl8d5pRvrLZXfCk/tGtXcQPDRx99hICAAHz44Yd44YUXUFpaij59+uBzx/lsJWFhYQCkERwPP/wwtmzZgnXr1mHx4sXYunUrBg4cWKdYVCqVSyyNwdf3yvXtlJecrwuCAJvN1lghXZk7+hN0ZRYjsPddwFgM7FsFjPk/d0fkVmUmK2av2YesYiPah2vxzzt6QS675NzLagZ+fx+wWYAvpwPTvvGMfgZRXZ3dDfz3bsBmBlK3Ah1vBEa/BAS1dndknkcUgQP/AbY+A+hzrty+uTm7C2ifJP0fENzW3dG4FRMbROXFwOYnK7aLL2LvwaMolAWh1Gi1JyNcExP6KgkLq3Pdcum8UVcQqlWjT+uK0RjdYgLgo6zjnfWX1iQwmYCZM6X1W29tosRGT+mRF03dI/soYCoBVP4VUzjJ5EBEV+DCn9J0VM0hseEofu7u+hoO0T2B4997Zp0Nx9Q1Ie0AH91lmwKoVED8IGCzVb0TlxqOs3B4T3dGQc1FVKKU2EhP5p1X5LUEQYBMJkOZvWB57969sW7dOoSHh1cZPVFZr1690KtXLyxatAiDBg3C2rVrMXDgQKhUKlit1gaLb+/evVW2HVNfde7cGefPn8f58+edozaOHj2KwsJCdOkinZP16NED27Ztw0zH+Xlz4I7+BF3ZqZ+lpAYAHP0WSHrRa8/pbDYRj68/gEMXixCkUeLj6f3g71PN72nBWSmpAQDnfgV+WADc9EaTxkpUb/lngHV3SkmN8K5Abop0c+6pbcDgx4BrHgaUV7gh1ltkHgI2PQ6ct//fHdIeGPok4BPo1rAazLlfgT3vAid/BE7vAK6bB1z3KKC88k0ULRETG0Q/vwCUpCNLEQ2DyYo2siz86z9fY7utV71e1kcpg1atgJ9aAT+Vwr4uh59agVCtGj3jpGRGbJBv/Qt7ZzkSG26sSeC8aHqo+Ux71JI4pqGK7ev6s4/sUZHY6D7ZPbHVhbO+hockNhx1Njxx/nvnNFRXKBzuENoRUPhIneGCM9KIHmocLBxOdRHdEzj4H8/8O0PUSIxGIzIzMwFIU1G98847KC0txbhx4wAAU6dOxauvvopbbrkFzz33HGJjY3Hu3Dl8/fXXePLJJ2E2m/HBBx/g5ptvRnR0NFJSUnDy5ElMmzYNABAfH48zZ84gOTkZsbGx8Pf3h7qGAtgWi8UZi4MgCIiIiHBu7969G6+88grGjx+PrVu3Yv369di0SRrtPXLkSHTv3h1Tp07FihUrYLFY8OCDD2Lo0KHo27cvAGDJkiUYMWIEEhIScPvtt8NisWDz5s1YsGBBw/5gqeU78k3Fekm6dJ7faoDbwnGnt7adxKZDGVDKBbx/Zx+0CtFU3zD3pPToEyDd1LjvY+nmr36zmi5YovooLwa+uB0oy5f6FzN/AArPAZufkO7c374cSF4LjHkF6DDK3dG6T1khsP1F4M8PAdEmzV4x9Elg4BxAoXJ3dA2nwyig553AD09IiY2dLwMHvgBGvyzdJOVlMwYwsUFerfTU7/D74wMIAOYbpmOS/Fe0QRZG+F9AceD18FMroFXL4adS2NcVFfvUCmgqJSycSQy1An4qORTyJrxzxhOKLYckAEo/wKyXTh5ZnLhpOQqHt7pk+gXHFEUZzaSAuON3OaKre+NwcNxxn5cqnVDWZmREU3GMjqrtxXO5Qvq5XtwvPZeJjcbBwuFUVxzxSF5oy5YtznoY/v7+6NSpE9avX49hw4YBADQaDX755RcsWLAAEydORElJCWJiYjBixAjodDqUlZXh+PHj+PTTT5GXl4eoqCjMmTMH9913HwBg0qRJ+PrrrzF8+HAUFhZi1apVmDFjRrWxHDlypEptDrVajfLycuf2Y489hn379mHZsmXQ6XR44403kJSUBEBKgnz77beYO3cuhgwZAplMhtGjR+Ptt992Pn/YsGFYv349nn/+efzf//0fdDodhgwZ0lA/TvIWFiOQsllaD+0A5J4Ajn7jlYmN7w6k461tUsJi+fjuGNA2pObGefbERsIIILIbsO054Icnpfok8dc1QbRE9WCzStNP5RwH/KOAO76QpjIN7wxM/w44/BXwv8XSjWtrb/XO6alsNukmoa3PVkw71WU8kLQcCIh1a2iNJqwDcNc30si9H58CCtOA/9wBtB8FjHnZq6anYmKDvJLFasO638+g7//uRUeI+Np6HdQdRmBwnB+waxfubJWPO6de4+4wa0cUgWz79D0RbkxsyORS0XBHcWImNpqWI7ERd0nHxlHIPfOQ9Lviydl7q1kaUgt4zogNv1BAFyvVssg86FmdH8fd3XW5eB6VWJHY6DaxMaIiFg6nuorsDkAASjKAkizAP+KKTyFqzlavXo3Vq1dfsV1kZCQ+/fTTao/pdDps2LChxueq1Wr897//veJ7LF26FEuXLr1iO51Ohy+//LLG461atcK333572deYOHEiJk6s/v/es9UUZk9OTr5iXORlTm2XRt76RwMjnpWmpTn6LTBquVdNR3XgfCEeXy/dDDB7cBvc1i/u8k/IPSE9hnYArpsvnasd/gr4chowe7t3XQCm5ud/z0j1NBS+wO1rAV10xTFBkGZl6JAk3bW/9z3vm56qummnxr4KJAx3b1xNQRCAruOBdiOBXa8Bv70DnPwfcHoncO0j0vRUqhpGsrUg3vO/H5Hd7tRc3PT2rzi76TV0xFkUC/6IvPV1fDKjH8I62O92T/9bugjcHJRkAOVFgCCXTtbcicWJ3aM4Q8rQCzJpKqrKwrtIvxuGXOl3xZPlnwasJmnkT0Ard0dTwZE48KQ6G4Z86TsHpOnGaov/RhsfC4dTXam1Ff9/czoqIiKqydFvpMcuN0sXslRaoPgicHGfW8NqShlFZZi9Zh+MFhuu7xSOhWNqcTNUbqr0GNpeOje7+R3pnNiQB/znH4BJ37hBE12t/Z8Ce1dK6xPeA2J6V99O7Q+MegG4fzcQPxiwlEvTU707EDjxY9PF25TKCqVauf8aIiU1lH7AyGXAA795R1KjMrUWGLkUeHAP0HY4YDUCv7wCrBwAHN/UfK5tXiUmNshrnM3VY/aafZj60e8ozTqN+cqvAACam17CNT3sowsiu0kXgfXZ0klic+CorxHSDlBUP3dwk3FeNE12axhex3F3QkRX6aSmMqVvxQWzzENNG1ddZTtqxXT2rLvOnNPEJLszCleOxERQG8A3sPbPq5zYaOEnOG7DwuF0NTwxgUpERJ7DYpQuUAHSFCtKX6DDaGn76OVHC7UUBpMFs9fsQ3aJER0itHjr9p6Qy2pxE4ljKqqQdtKjSiPd+e4XBmQdBr55gOfF5HnO7AI2zZfWhz0FdJ1w5eeEd5Kmp5r8iTRtVcEZYO1twBd3AAVnGzXcJmOzAX9/DrzTF/jjX1Itja4TgIf+lIpot6RaGnUV2h64awNw2xpp1omiNCl5+/mtQN4pd0fXaDzoyhFR4yguN+Olzcdww5s7sfVoFuQy4JOw/8AXRvw/e3ceH1V5PX78M5nsCwlZyEbYkkDYV0HUggubuKFYcWlVrFqt/Kyl1Yqidf1SrVKttWJttRYqrohbBQEFpbIoiOxL2AIh+0r2ZGZ+fzxzZxLIMjOZmTuTnPfrNa97k9y58yRMwr3Pec459L2AwDE/sx8cFGbvU6GtuvV1vlCGSmObNN2p/sMR3nFiq9qmndv61/2lz0ZBs8CGL/HFCUdbc2oHG4dreg2BgEDVeK7ipNuHJZDG4cI1sjBACJ917Ngx7rvvPr2HIbo7WxmqZHvp2aGz1HbvR11+Yt5stvC7935kd24lsRHB/POWc4gKDer4iTWlKjMD7IENUHX35yyDgCD18/v6T54ZuBCuKD0C7/4czE0wbLZqgO0og0E9Z953qhRVQKDqzfPyBFj/R9UP0F/l/QivT4ePfqV6acQPhJs/gp/+C6KlBDCg/v2HXAXztqrSewFBqpTZ386FL5+Chhq9R+h2EtgQXZbJbGH51hwufm49r359hEaThUkDE9h4WQUDKzeBMRiueOHsUiGpo9XWbwIbrTQODwmBd99VjxAvZnHED4LAUGg4rVYHCO/IsWZsnNlfQ2Prs+HjgQ1bxoYPBOma0yaoS7Kh/rSuQ7HRMjaczQoIDLEHjqQclftJ43DhKmkgLoTwNXrdT4jW2cpQXWXPbNbKUVWcUD3UurAX1h7kv7vyCTIaePXnY0mLdbBufIm1DFVUiirX0lyfc+Gy59X+V0/Dvk/dN2AhXFVXAW9dD7VlkDIGrnrZtfK2IVEw7UlVnqr/JFWeav0iNcF9YJX7x+1JtWWqj8bfL4STW1XZqalPqO9twIV6j843BUfAlD+o8lTpF6uS31//SQW49n3apYLhEtgQXdLmIyVc8dJGFqzYRXFVAwPiI3j91nG8eUMmyZseUwf95LcqVetMKX4W2CiwZmw0nwwODISf/lQ9AgO9NxZjoCqHBLLq1FsaauwBiz5tBDa0jA2fD2xYJ4R9IfuoucgEaxNoi+9kvWjZI65kBUifDc/J360ah0ckSONw4ZzkEYBBlcGsKtJ7NMLPWLrQzanQz1nvI73uJ8TZmuph/3/V/pBZ9s8HhammwQB7PvT6sLzlox25/OVLFaD4v6uHc06/WMefXGwtQ9XafT/A2Ftg/C/V/oe/tGeQC6EHUxO8NxeKD6hg3A3L1e95Z/TKgps/blae6hgsn6OCJ6U+vhjVbIYflsFL4+C716xlp65R2Sjn/7p7l51yVHwm/GwFXLfUXp7qnZu6VHkqCWyILiWnpIa7lm7j+r9vZm9eJT1CA3nk8iGsum8SF2clYlj3BFQVQFwmXPCb1k/SPLDh6zeKZhMUHVD7vlK+x18nTU/tgD/2gS2v6j0S5+RuUymqUSkQndb6MVpz6bJjagWIL2qsVSm34HsZG+BbfTZqy+0ZUc6WogJZGe5JzctQSeNw4YyQKHuJDF/4OyP8QlCQKsNSU9P1ygoI79PeR9r7SviQI+uhvqJlGSqNFujY+7Hv37u64IecMu5/Xy0s+uWkAfx0XBv3O20pPqi2bQU2AKY/rVa0N1TB8utV+Soh9PDFQji8DgLDVFAjKsk9522tPNXBz327PJWt7NQ9UFOsqoPc/BH89A0pO+UsgwGGXKnKU/3kt6p6TRcqTyVLL0SXUFXfxMtfZfPPb47SYDITYIAbJ/Rh/tRBxEZYo7g5W+D719X+FS+03Wi711D1i15bpiaCY/t741twTekRMNWr//h6NhtnUxN8aF21c/XV3l1l5a+BjR+Xq0n/za/AhF/qPRrHndiitn0mtD2RGh6rovOVJ9WK8n7ne298jiraD1ggPE6tdvc1KaPgwGe+0WdDy7yJ6aP+bZ3lr7+j/kAah4vOSBmlGpye2gGZU/UejfADRqORmJgYCgsLAQgPD8cgQVXhJIvFQk1NDYWFhcTExGA0GtUX9LyfEC3tWam2g6+0l6HSZE5VZVkqciB3O/Qe6/Xhecqp8lruXLqNhiYzl2T14oEZWc6fRCtFFddOYMMYBD99E167SN3/v3uzasBrlCCf8KLvX4ctr6j9a171zP2EVp5q9M/gv7+Do1+r8lQ73oJLn4VBM9z/ms6qLYMvn4bv/6kyNIIi4MLfw4S7JUOjs4Ij4JJHYeSN8PkDKoj29Z/gx3dgxiLIuswvF+fJ1Ynwa2azhfe3n+RPqw9QdLoegAsy4nnk8iEMSoqyH2hqhE/vU/ujfgb9Lmj7pIHBkDgMTm1XWRu+HNiw9STIanmRW18P112n9quq9AtsWCz+84fx2P/UtuyoSsmLS9d3PI7SAhtt9dfQJI+wBjZ2+WZgo3mvGF98z/hSxoatDJUL2RqgysUZAqAqH07nu28lkJDG4aJzkkfCrvd84+9MF/Tyyy/zpz/9ifz8fEaOHMlLL73E+PHjWz22sbGRRYsW8eabb5Kbm8ugQYN45plnmDHDfsN/+vRpHnnkET788EMKCwsZPXo0L774Iuecc47tmFtvvZU333yzxbmnT5/OqlXuq22dlKT+hmvBDSFcFRMTY3s/AfreTwi7pnrY/5na15qFNxcUBgOnqVJUez/sMoGNmoYmbn/ze4pO1zMoMYoXbxiNMcCFewRbKaqM9o8Lj4Xrl8M/p8Kxb2D1QzBTGooLLzn6Nfz3frV/8ULVS8eTEgap8lR7PoTVD0P5cVWeauAMmPFHfebAzGb48S1Y8weVoQEqy2TaU9Ajxfvj6criM+BnH8D+T2HVAnt5qowpKsDlL3NhVnJ1IvzW1qOlPPHpHnbnVgLQLy6chy8bwpTBvc5erfbtX1QQIDxORag7kjLaGtjYDsOu8cDo3USrAdprqL7jaK7XEAgIUpH2ihNqVbmvqy2Dgt32jw99AXF36zceR5nNjgc2kobDgf/6bp8NX20crtFWzBQfUg3EQ6LaPdyjtEwLVyfPgyMgfqDKksnbKYENd2nROHy0vmMR/knKxHnMO++8w/z581myZAkTJkzghRdeYPr06Rw4cIBevXqddfzChQtZtmwZr732GllZWaxevZqrr76ab7/9ltGj1e/37bffzu7du1m6dCkpKSksW7aMKVOmsHfvXlJT7SUSZsyYwRtvvGH7OMTNTZgNBgPJycn06tWLxsZGt55bdB9BQUH2TA3hW7QyVJFJkHZu68cMmWUNbHwEU5/0zUVCTjCbLcx/50f25lUSFxHMP24ZR2SIC1NXpiZ7qdv2MjY0iUPgmr/D2zfC1r+rxY5jb3H+dYVwRslheOfnqrz08J/CT37nndc1GNRcV+Y0tWp/01/h4Co4/JUq237BfZ3v7+GoUztUBsnJ79TH8YPgsudUiTjhGQYDDL4C0i+Bb55Xc6bZa1V5qvPuVSWrgsP1HqVDJLAh/M7JshoWfb6fz3bmARAVEsi9l2Ryy3n9CA5spW1M6RHY8Kzan77IsdItqWNU6psvlJ1pj20y2Ef6a4Aq8dVrsJpAz/vRPwIbOZuBZjVpD62Bc/0gsFF8QJXPCgq3Nwhvi9Znw1cDGwU++F5uLrKX6mNy+pQKBuiZ9aKt5u5MenLySGtg40e1yk90XovG4bKqSLgg2fp3uuIEVJdARJy+4+lCFi9ezB133MHcuXMBWLJkCZ999hmvv/46Dz744FnHL126lIcffpiZM2cCcPfdd7N27Vqef/55li1bRm1tLR988AEfffQRkyapm+7HHnuMTz75hFdeeYWnnnrKdq6QkJCWq+A9xGg0ysS0EF2RVoZqSCtlqDSZ09T9QHmOqjiQOsZrw/OExWsOsmpPPsHGAF79+VjSYl2cXCs/DuZGCAxtuxfhmbIug4sehq+ehs9+qxYD9Z3o2ut7ypH1aoX/uF/4f68BU6MqoZY8EoJC9R6N99WWw1tzoK4cUsfBlS95PzAZEglTH4dRN8Hn96v314Y/qlLd4+aqRaueVHwQfliqyk4FR8KFD8KEu6QUnLcEh8Mlj8CoG1XW0OF18M1zsFMrT3W5zwfLJbAh/EZ1fRNLNhzm718fob5J9dGYc04ffjttIPGRbax+s1jg0/nQVAf9J8OI6xx7MVsD8R1qVXxbF5F60wIbiT62yj15pD2wMfgKvUfTsWMb1bbPRMjZpD5uqPH9CLWWrZE6tuP/+LUJs8L90NTge/Upm5ei8lUpo+DAKRVY0CuwUVdprxXcmXJHySPVxYqUvHEfaRwuOis0GmLTofQw5P2g0sFFpzU0NLBt2zYWLFhg+1xAQABTpkxh06ZNrT6nvr6e0NCWEyxhYWFs3KiuF5qamjCZTO0eo1m/fj29evWiZ8+eXHzxxTz11FPExbUdtKqvr6e+vt72cWVlpWPfqBCi62lqUD3eAIZe3fZxweEquLF3pXr4cWDjox25/PUrda37f9cMZ1w/F/rJabQyVHEZzt3PT7pfZfPv/Qje/Tnc8RXEONm03BOqClWJrF3vqY+3vAoXPwLj74AAPwxs52yBT38DhXugZz+1CHXQpd3nOtrUBO/dqvqr9egN17/lvQyJ1iQMhJ+vVH9DtPJUax/z3usPu1ZVV5EFYvqISz+jPNUJeOdn6u+fj/+fIoEN4Rc+35XHY5/soaBS3eidOyCWRy8fypCUHu0/cdd7cOQrtUrj8j87/p9k/CDVkLvhtJpETBjYye/AAxpr7am1vlSKCtSk6Q9LfT/jRXPc2l9j3G1QkatqDB77BgZO13dcHclxsAwVqFVKoTFqNUjRPtf7M3hCbZnKhADfzdgANWF94L/6vq/zd6ltj94QEe/6eWy9cHw0g8cfSeNw4Q4po1Rg49QOCWy4SXFxMSaTicTExBafT0xMZP/+/a0+Z/r06SxevJhJkyaRnp7OunXrWLFiBSaTCYCoqCgmTpzIk08+yeDBg0lMTGT58uVs2rSJjAx7HfcZM2ZwzTXX0L9/fw4fPsxDDz3EpZdeyqZNm9rMrli0aBGPP/64m757IYRfO7JeZWe3V4ZKM3SWmpDcsxKmPO6WyWGzWWW0B7jS28IF23PKuP99dW161+R0rh3bu3MnLGkW2HCGwQCzXoGSI1CwS5Wmum21fovezGb44d+w5lH1fjAEqO+p+CCs+j3sfBsuf8F/rkFrStX38sNS++fKjsHbN0DGVLj0Gb+r8e+S1QvUXFVQONywHKISO36OpxkMKoiaMVU1MteCg55kDIIRc6TslC84szxVxQmfD2qABDaEHzhYcJp73tqO2QJ9YsN5aOZgpg9NPLuPxplqSlWkEdSqC2f+czQGqom/E5tVOq8vBjaKDqh0vbBYVSbHlzRvtOzrDcTrT9vrmfc9HzKnwPevqz4bvh7YOLFZbft0cKMD6t8gabgK2OTv8q3AhpatEZ0GoR0EK/WkZXLpmeVgywro5L+fVrqsIkf9rXSkRJ9on61EmPTXEJ2QPBJ2fyDZVDp78cUXueOOO8jKysJgMJCens7cuXN5/fXXbccsXbqU2267jdTUVIxGI2PGjOGGG25g27ZttmOuv/562/7w4cMZMWIE6enprF+/nksuuaTV116wYAHz58+3fVxZWUlamg+sFBZCeN+eD9W2vTJUmsxpamFe+XH1f4iL1yPHS6r5+mARGw4WselwCQ0mM4k9QkmJDiM5JpTk6DCSo0NJjg4lJUbtx0YEd3xv3oHc8lru/Pc2GprMTBmcyAPTB3XqfECzxuEO9Nc4U3AE3PAW/P0iVYngo3vg2te9f19buB8+vU9VFQB1nXD5C+p+e9sbsPZxNV/x2kVw7q/gwgWqtJAv0ppDf/EI1Jaqz43+OUx+QN1/f/tXyF4Df9sAE+9RvSZ89XvprO/+ofq4gOrrolVX8BUhkWoOTXRPWnkqi6XjY32ABDaEz3t21QHMFrg4qxev/GwMIYEOplmueRRqiiFhsGp+46yU0fbAxsg5zj/f02xlqIb6XuAgcahaSVJdBKfzoUey3iNqW84WFSDq2U/VKM2cZg9s+HJQpqrInrHT+xzHnpM0QgU28naCL829+mKvmNb4QgNxLQjX2RVZodEQO0C9h/J+hPSLOj20bq154/DOlAgTQnv/nJIG4u4SHx+P0WikoKCgxecLCgra7H2RkJDAypUrqauro6SkhJSUFB588EEGDBhgOyY9PZ0NGzZQXV1NZWUlycnJzJkzp8UxZxowYADx8fFkZ2e3GdgICQlxe4NxIYQfal6Gasisjo8PjlB90/Z+pLI2HAxsVNc3sflICRsOFvH1wSKOldScdczJslpOltW2eY6QwABrsEMFP+xBEPW5lOgweoQFthn8qK5v4vY3v6e4qp6spCheuH6Ue7JEtPKtjjQOb01MH5izFN68AvasgKRhqqGuNzTWwtfPwf9eVH1CgiLg4odh/C/VIkyAc36heoKsWqDGt+mv6t/+sudUSSdfUrAXPptvD9D0GgqXL7Yv0JvyGIz6mcpAyV4LG/8MP76jShMNm+279+SuOPwV/PcBtX/Jo/5Rult0T37yeyeBDeHTth0vZe2+AowBBh6+bLDjQY1j/7OnNl7xgmv9BGx9NrY7/1xvaG8yODgY3njDvu9tweGqnFfRPjVp6suBjePWWth9rT0T+k8CY7Bqvld8yDezdcDeXyNhMITFOPYcbSWIVs7IV/hDfw1o2UA8fxf0Pc/7Y9DKHblj8jx5pAQ23EUahwt30bKxJJvKbYKDgxk7dizr1q1j1qxZAJjNZtatW8e8efPafW5oaCipqak0NjbywQcfcN11Z/dqi4iIICIigrKyMlavXs2zzz7b5vlOnjxJSUkJyck+fF0khEbv+4nuzlaGKtGx7GxQAZC9H6mSVFMea3VSymKxsC/vNF8fKmLDgSK+P15Ko8m+KjcwwMC4fj2ZNDCBSZkJxEYEk1dRy6nyOts2v8K6X1FH0el66pvMHCupaTUoogkPNrbI8kiODiPFmgGybPNx9uVVEh8ZzD9uGUdkiJumqWwZG06Womqu73kw80+qF8S6J9X9iqeDBoe/Uq9XdlR9PPBSNYbW+nxEJcFP31CNfz+br+5hl1+vJssvfVb/69KGalj/R9j8NzA3qQDNRQtabw4dnwE3vQ8HPodVD6rsow9+Ad+/ATOfVYsn/V1xNrx3i7pvGDEHLpjf8XOEEO2SwIbwWRaLhWc+PwDAT8f2Jj3BwTTEpnqVrgkw9lbHLwTPZCs7s1M1djL62K9LgRbYaGUyOCgIbr3Vq8M5S/JIe2Bj0Ax9x9KeY9b+GlpgIzhC7R/5SqXC+mxgQytD5UB/DY1Wfih/l0oFdqaJnif5S2AD7A3ET+3wfmCjvkrV0gX3lBJLHqlKHOTJyvBOk8bhwl3CYqBnfzWZkbcD0i/We0Rdwvz587nlllsYN24c48eP54UXXqC6upq5c+cCcPPNN5OamsqiRYsA2LJlC7m5uYwaNYrc3Fwee+wxzGYzDzzwgO2cq1evxmKxMGjQILKzs7n//vvJysqynbOqqorHH3+c2bNnk5SUxOHDh3nggQfIyMhg+nQfL3UpBPjG/UR3tnel2g6+0vHG0JnTVG/JsmPq+s6a4VtW3cA32cVsOFDEN4eKKDxd3+JpabFhTB6YwOSBvZiYHndWYCElJoyxfVt/yYYmMwWVdZwqryWvoo5TFbXkNQuC5FXUUlbTSE2DicNF1Rwuqm71PMHGAF79+Th693RTH4vacqguVPuuZmxoxt2mFrF8/0/44A64fS30yur0EM9SVQRfPAw731EfRyWr4MTgKzq+vsycCr/aAhv+qEo67fsEDq9XGQHn/EKf5uL7P1OZCZUn1cdZl6v+GdHt9E4xGCBrplp09e1Lqs7/8Y2w5CeqSfqFCxxf1Odrastg+RwVsOw9Hq74i9w3COEGPjZTK4Td+gNFbD1WSkhgAL+e4sTFyMYX1ORfRC+1UsVVcRkQHKUaiBcf8L0VAr4+GZw8UjUy8+VJ04Yae0ZOv/Ptn8+cqgIbh9ao+p6+yNY43InAXfxAMIao93T5MVWKSG8WCxTsUfu+XooK7A3E9ah/X7AbsKibHHc0l7M1EPfh31F/IY3DhTuljFKBjVM7JLDhJnPmzKGoqIhHH32U/Px8Ro0axapVq2wNxXNycghoFuyvq6tj4cKFHDlyhMjISGbOnMnSpUuJiYmxHVNRUcGCBQs4efIksbGxzJ49m6effpqgILUC1Wg0snPnTt58803Ky8tJSUlh2rRpPPnkk1JqSgjRvqYG2P+p2h96tePPC4lU9zH7PiFv0zssjwpjw6Fidp4sb1EqPSzIyHnpcSorY2AC/eLCXe6RERwYQFpsOGmxbQckahtM5FXUkl9Rx6mKOvLKVbZHnjUIUlHbyMOXDWZs354ujaFVWhmqyCT39PC79BnV4/L4RtXk+o4vIcxN4zWbYccy1XuirhwwwPg74eKFzo09OBymPgHDr4NPfg2538Pn99ubi3urj0PZcfj893Dwc/VxTB+Y+Zxz/SuDwlTvjZHXw+qHYd/HsGUJ7Hofpj4OI2/0nUV6jjA1wru3qPdldBpc/x8ICtV7VEJ0CboHNl5++WX+9Kc/kZ+fz8iRI3nppZcYP358q8c2NjayaNEi3nzzTXJzcxk0aBDPPPMMM2bYV4OfPn2aRx55hA8//JDCwkJGjx7Niy++yDnn2GvQFxQU8Pvf/54vvviC8vJyJk2axEsvvURmpn3y/MILL2TDhg0tXv+Xv/wlS5YscfNPQLTGbLbwzKr9ANx6Xj+So8Mce2JxNnzznNq/9I+du9gICFCTC8e+UX02fCmwUVumyuFA65PBTU2werXanz4dAnX4VfeHSdOTW1VKbI/eENNsGVLmNFj9EBz/n1ol72tNyxrr7BPraa3/vWyVMUi9X/J2qEwkXwhsnM5XF/AGowq8+Dpt4lqbyPYmd5ahAkiy/o6WHoa6St9u3O7rTv2gttI4XLhD8ihrNtUOvUfSpcybN6/N0lPr169v8fHkyZPZu3dvu+e77rrrWi1NpQkLC2O1di0mhD/yhfuJ7uroBqfLUJ0qr+Xrg0VUl47kF3xC3Y8f8JeG8wEVsMhKirJmZSQwtl9Px0s8u0FYsJEBCZEMcLQCgzt0pnF4a4xBcN2bqpl46RF4b64qm9TZqg5FB+CT+yDnW/Vx0nC4/EXoPdb1cyYNg198ofpGrnsCcrfB3y+Eidbm4sERnRtzW5oaVJ+PDc9CUy0EBMH596om4MEuZuJofU4Of6mCJcUHVSN3rTxVaid+Tt606kH1ex0UATcsVyWOhRBuoevVyTvvvMP8+fNZsmQJEyZM4IUXXmD69OkcOHCAXr3O/kVfuHAhy5Yt47XXXiMrK4vVq1dz9dVX8+233zJ6tJpMuP3229m9ezdLly4lJSWFZcuWMWXKFPbu3UtqaioWi4VZs2YRFBTERx99RI8ePVi8eLHtmIgI+x/5O+64gyeeeML2cXi4m9IiRYc+/vEU+/NPExUayN0Xpjv2JItFlaAyNUDGFBh6TecHogU2crfD6J91/nzuomVrRKe1PhlZXw+XX672q6r0uRHRyh5VnoTqYoiI9/4YOmIrQ3VeyzTQuAwV6Cg/rv79fa35Wt4O9T6PSHA+OJE8Qj0/fxcMneWBwTlJ6xUTl+4fq1a0oELxQe8HvWzljtxQhgogIk79Dak4od4PzbOWhOMaa6FIBeKlcbhwC+13XI8AqhBCaHzhfqK72vOh2rZThqqu0cSWo6V8bW36faiwCoBwBnBTSBD9Awq4a1AN6cMnMmlgAok9/OA6251KrIGNuE701zhTRDzc8Bb8c5rK7l/zCMxY5Nq5GutUmaWNf7Y2Bw+Hix6CCXe7pwR2gFGVbsq6XE2q712pSjvt+Qgue141mnenYxvhs9/ar4n7XqCagycMcs/50y+Gu/4HW19VPTtyv4fXLoExP4dL/uCbcw2ara/Bd/8ADDD7H/Z5EiGEW+h6dbJ48WLuuOMOWy3aJUuW8Nlnn/H666/z4IMPnnX80qVLefjhh5k5cyYAd999N2vXruX5559n2bJl1NbW8sEHH/DRRx8xadIkAB577DE++eQTXnnlFZ566ikOHTrE5s2b2b17N0OHqhX4r7zyCklJSSxfvpzbb7/d9nrh4eEkJSU5/P3U19dTX2+vV1lZWen8D0XQ0GTm+TWqt8Zdk9OJCXewWd2Ot9QkdGCY+s/aHfUKU8aorbYa11fYSvf4aBkqUAGXuAyVbpn3I2RcoveIznbcujLmzAldg0GlcX/3Dzj0he8FNnKs/TXSJjj/Pk/SGojvdO+YXKUFNvyhDBWoElBRyXA6z9pAfKL3XlvLfnJnuaPkkSqwkfejBDZcJY3DhbtpgY3y4ypD012lLoQQopsqqarnzW+PcaykhtSeYaT1DKd3zzDSYsNJiQn1avZCh5qVoTINvopTpTXkWB/HS2rIKa0mp7SGQwVV1DeZbU8LMMDoPj2ZlJlA3YmLCT2+mgf77IdxbWeWdWnuztjQJA2Hq5fAuzerhtiJw2D0Tc6d48gG1Ry89LD6OHM6XPacyk5wtx7JKtPkwCr47++gIgfe+qlqND/jj+rrnVFVpAI8Py5XH4fHw/SnVWNsd/ePCAyG8/4fDP8prHlU9SLZ/m/Y+xFc/AiMnet7fVG1TBNQZdKzZuo6HCG6It1+6xsaGti2bRsLFiywfS4gIIApU6awadOmVp9TX19PaGjLlQZhYWFs3LgRgKamJkwmU7vHaIGH5scEBAQQEhLCxo0bWwQ2/vOf/7Bs2TKSkpK44ooreOSRR9rN2li0aBGPP/64I9++aMfb3+VworSWhKgQ5p7fz7EnVZfAFwvV/kULoKeDz+uIVlakYLe6yAx0MMjiabb+Gj4+GZw80ncDG411cPI7td/3grO/njnNGthYq7KBfKmx1wlrfw0HU9NbsAU2drlvPJ3h671iWpM8SgU28nZ4L7DRUNMsK8BNGRvaufZ/6tsl43ydNA4X7hYea88azPsRBlyo94iEEMIvFVfV89rXR1i6+Tg1DaZWjzEYIDEqlLRYe8Cjd2y4bT85OpRAo+dq+dc0NNmDFiU1hBxbx811FZQaYpj4zwrqTV+1+dzk6FAmW/tknJ8eT3S46vHDruvg+GrYs1JN+HbH6xOtx0ZnG4e3ZshVMPlB1aj70/tU8MSR8sDVxWrOQgsCRCapckqDr/T8v9GgGdD/J7B+EWz6m8rgOPylai4+7jbnm4ubzbD9TVj7mL0vyNhbYcofPL8gIyoJrvm7CmT8934o2KWCNtv+BTP/pKox+IKig/DurWoB1Mgb4Pxf6z0iIbok3QIbxcXFmEwmW9M+TWJiIvv372/1OdOnT2fx4sVMmjSJ9PR01q1bx4oVKzCZ1EVKVFQUEydO5Mknn2Tw4MEkJiayfPlyNm3aREaGSkHMysqiT58+LFiwgFdffZWIiAj+/Oc/c/LkSfLy8myvdeONN9K3b19SUlLYuXMnv//97zlw4AArVqxo83tasGAB8+fPt31cWVlJWlqayz+j7qi6vom/rFOrK+69JJPwYAffol88DLWlasXEub9y34B69lP/MdeWQeEe36mfrq1y96W+H61JHgm7P/DNOuG528BUr5rMx7VS7qzfT1Sj7YocVfu0V5b3x9gai8Ue2Eib4PzzE4cCBjUxX1UEkQluHZ7TbBkbfhTYSBmlmuF5s0xMwR6wmNX7NaqTK6ua84deOL7O1jjcR/5/EF1DyigV2Di1QwIbQgjhpKLT9fz968Ms25xDbaOaKxiW2oOZw5MpqKjjRFktJ8tqOFFaS22jifzKOvIr6/juWNlZ5woMMJAcE0rvmHB78MO6TYsNJyEyhICAtielLRYLRVX1nLAGL46X1Kh968fFVfUtjn828BMIhE8bz6HeZCDYGEDv2DD6xobTJzacPnER9I0NZ0BCBP3jI1pv+j1wurqPKT2sFuh1t9I3ZhOUWLMh3J2xoZn8e/Wz3f8pvPMzuHN925m7FouqLvHFQjVngQHOuR0ueQRCoz0zvtYER8C0p+zNxU9tVwGBH9+GK15UvTkckbcTPptvXySYNFw1J+89zmNDb1XfifDLDaqXyJdPqX+PNy5VGR1Tn+x8Nkpn1JTC8jlQXwFp56qfb3cMMArhBT6Wp9W+F198kTvuuIOsrCwMBgPp6enMnTuX119/3XbM0qVLue2220hNTcVoNDJmzBhuuOEGtm3bBkBQUBArVqzgF7/4BbGxsRiNRqZMmcKll16KxWKxnefOO++07Q8fPpzk5GQuueQSDh8+THp66z0fQkJCCAkJ8dB33z28vvEoxVUN9I0L5/pzHAwKHdlgXfVgUP9hGIPcNyCDQU1WHf5SlaPyhYkri8V/yvf48qTpcWt/jX7nt36RERwO/S6Aw+sge43vBDZKDkNNibpZcWXlfkikCuSUZKtyVHpm0phNUGgNZPtTYEPro+DNgJ32Wimj3HtRrL2Hig+orBBXG/t1Z7bG4aN0HYboYpJHqdIKvrgwQAghfFTh6Tr+vuEIy7Ycp65RlWka0TuaX1+SycVZvc4KAlgsFkqqGzhZVsuJ0hpOlNXY9k+W1ZJbVkuDycyJ0lpOlNay6cjZrxkcGEDvGJXl0btnGKkxYZRVN3C8VAUwckpr2swW0USHBdE3Lpz+PYO44sgPYIKxM2/jf0MuIqlHKMZ2AietColSZXX3f6qyNrpbYKM8Ry1gM4Z4prwTQEAAXP2q6rdRuAfevhHmfg5BYS2PKz6kmoMfVxVESBym5iy8HQRoLnkE3L4Wvvuntbn49/DqJDhvngrYtNVcvP40fPV/sGWJWnAVHAUXPwzn3KFfCSitl8jQa+DLJ2Dbm7DrPTjwOUx+QPUs8XbVDVOjKlVWegSi+8CcZRAo84RCeIpugY34+HiMRiMFBQUtPl9QUNBmX4uEhARWrlxJXV0dJSUlpKSk8OCDDzJggL15bnp6Ohs2bKC6uprKykqSk5OZM2dOi2PGjh3Ljh07qKiooKGhgYSEBCZMmMC4cW3/5zJhgloZnZ2d3WZgQ3ROaXUDf/9aXS3+dtogghxJ+W2sU/UpQa168MQFQvPAhi+oPAV1FWAwQvxAvUfTPq3sUdkx36sTrgU2+rbTVyBzqgpsHPpC1fP0BSes/TVSx7h+gZQ0wjcCG2XHoKkWAkMhtr9+43CWNoFdfBAaqtu++HcnLSvAnWWoQKVyRyZCVYHKCkk7x73n7+qkcbjwFGkgLoQQDiusrGPJhiP8Z8txW9+JkWkx3HdJJhcOSmg9qwEwGAzER4YQHxnCqLSYs75uNlsoPF1vDXjUWAMc1uBHWQ15FXU0NJk5UlzNkeLqNscXYIDk6DD6xIbTNy6cPnEq+6JvbAR9YsPtJaQOrYFDlRDRi6HnTne+PFBzQ65SgY29K+Hihd1rtbhWhip2QOd+hh0JiVTNxP9+kZor+PheVSLJYICmevhmMWxcDKYG1Qf0ogWquoQ7F2K6KsAIE+6EwZerHhD7Pob/vaga11+2WN0HaywWtdhi1YMq6x9g6NUw/f98p79cRJwKGI29VZWnOvmd6sOxfSlc+oz37nktFvX6x76B4Ei48W39KyQI0cXpFtgIDg5m7NixrFu3jlmzZgFgNptZt24d8+bNa/e5oaGhpKam0tjYyAcffMB1153dECsiIoKIiAjKyspYvXo1zz777FnHREertL9Dhw7x/fff8+STT7b5mjt27AAgOVnHdLYu7m9fZXO6vomhKT24fLiDP+dvnlMptlHJqj6kJ2hZGrk+EtjQsjXiM30/8h8eq1bJlOeong79J+k9IsXUCCe2qv1+rfTX0GROUxdwxzepFSohUd4ZX3s6U4ZKkzQc9qzQv8+G1l8jYZBnbzrcLSpJ1cStylc/Q1d6nThLy3ryxOR58kgVvMvbIYENZ0njcOEp2rVH2VGoLYewGD1HI4QQPqmwso5XNhzmrS05toDGqLQY7puSyeSBZwQ0KnLVgpQExxeGBQQYSIoOJSk6lHP6xZ719SaTmbyKOlumx8nSGnLL64gJVxkYfazlo3r3DCc40IFFe3tWqu2QKzt/bTxwhspYKMlW94++XsLYnWyNwzM8/1o9+6nm3P+eBbveVeWcUsao3htagCVjClz2vPv6gLpTjxSYs1RlOHz2O3Xf/p9rVQbEjEXQWKMm6rPXquN79leNzjOm6DvutqSMhtu+UBU91v4BSg7Bsmsg63KVjRLaw7Ovv/dj2PYGYIDZ/+xev3dC6ETXUlTz58/nlltuYdy4cYwfP54XXniB6upq5s6dC8DNN99MamoqixYtAmDLli3k5uYyatQocnNzeeyxxzCbzTzwwAO2c65evRqLxcKgQYPIzs7m/vvvJysry3ZOgPfee4+EhAT69OnDrl27+PWvf82sWbOYNm0aAIcPH+att95i5syZxMXFsXPnTn7zm98wadIkRowY4cWfUPeRW17LvzcfB+CBGVnt1im1KdwPG19Q+5c+67n/pFLGWF9vr1qde2Z6qbc5UoYqOBj++lf7vp6SR6oLpLwffSewceoHdZEWFgvxg9o+Li5dXbyVHVUlzwZf7r0xtiXHDYGNZOvfsbydnR9PZ/hjfw1Nyig4uEqtpvZ0YKOxDoqsQSB3Z2xo5zz0hW+WjPN1thJho7vXSkjheeGxqnxBRY7KrvOV/z+FEN2HqQZuHKiulz3YPNsV+RV1LNlwmLe25tBgDWiM6RPDr6cMZFJm/NkZGsWH4B9T1PX/L792WznfQGMAabGq10anmRpVhgXAkFmdP19oD7VK/cB/VcCkO02wllgDG55oHN6a/pNUVsB/fwdr/gBYS5xHJsKMP6rsBl+/Thx0qeoxuX4RbP6bWgSXvVZlmzTVgTEYLviNeug9H9KRgAAYfZO6d1//R9jyqvrd0n6/vGHqE6phuxDC43QNbMyZM4eioiIeffRR8vPzGTVqFKtWrbI1FM/JySEgwH4RVVdXx8KFCzly5AiRkZHMnDmTpUuXEhMTYzumoqKCBQsWcPLkSWJjY5k9ezZPP/00QUH2dL+8vDzmz59PQUEBycnJ3HzzzTzyyCO2rwcHB7N27VpboCUtLY3Zs2ezcOFCz/9QuqkX1x6kocnMuQNimZQZ3/ETzGa1CsLcCAMvhcFXeG5wPVJUw97qQrU6V+8VzQXaZHA7F6dBQXDPPd4ZT0eSR8K+T3xr0tRWhuo8deHTnsxpsPVV1WdD78BGTanqhQCdzNiwBjZKsqG+SqVR68FfesW0JnmUCmx4o/594R4wN0F4HET3dv/5fbkXjq/TShRKGSrhCSkjVWDj1A4JbAghvG/TC5CZD+TD2ofVinOdJ2fzK+p4ZX02y787YQtojOvbk19PyeSCjFYCGqCun9+aA3Xl6uM1f4Cb3vXeoB11ZIMaY0QvdY/iDkNmqcDG3pVw0UO6//t5jS1jw0uBDVBlsQt2w7Z/AQYYd5uqKOFPGZchkTD9adV8+9P77Ne5Ay6Emc97JwPGnUKjVdbJ6J+rxu05mzz/mgYjnPML3yljLUQ3oHvz8Hnz5rVZemr9+vUtPp48eTJ79+5t93zXXXddq6Wpmrv33nu599572/x6WloaGzZsaPccwn0OFZzm/W0nAZWt0VYN1BZ++Lf6jykoAmb+ybMXaVoD8UOr4dR2/QMb/jYZbGu07EOTpse0xuHtlKHSZE5VgY1Da1XNTD1vCLTyWXGZqo6oqyJ72UspFe6FtPHuGZ+ztFJU/pqxAd6pf2/rrzHKM+8/LdBVuA+aGrzfYM+faf820jhceELyKOvCgB16j0QI0d2UHFarnDXf/1NNEp97ty7DOVVeyyvrD/POdydoMKmAxjn9enLflIGclx7X9v2jrYnvYeiRqnqKHVoNR9aryVpfsvdDtR18hftKtA6aoVbaFx9U13mJfnjN7QpbYMOL/SgNBpj5nKr2kDQMUsd677XdLWUU3L5ONeEOiYJBM/07KJY4BH6+Qu9RCCE8xLdySkW39NwXBzBbYPrQRMb0caC5dFWhagQFqhFaTJpnBwj2Wtd6NxA3NUGRdcV+exemJhOsX68eJpM3RtY2bTV48SGVHaA3UxPkWBtwO7Iaqt8Fqrl15Un7RLxe3NFfQ5M0XG31Cjg11dvrzvpjYEML2BUfUPWaPUmb1PREGSpQfXBCY1QGXJHO73F/Io3Dhadp7ytpIC6E8LY1j6rFDg0jIP4WMFtg1QI4sMqrw8gtr2Xhyl1c+Kf1LN18nAaTmfH9Y3nr9gm8+8uJnN9WlgaoBUmf/dbexPem99QqeoAvHlEVAHyFqRH2WcvkDL3afecNjYZ0a9PkvSvdd15fVlepFm8BxHk5w8AYBGNv8e+ghibACCOvh6zL/DuoIYTo8iSwITqnsU7V/C87ri4enbQ9p4zVewoIMMD909vpddDcqgVQV6Em+cbf6fRruiTV2mdD78BG2VEw1UNQOMT0a/u4ujq46CL1qKvz2vBaFdkLolIAi0rP1Vv+Tmg4DSHRkDis4+ODwlS9UVDlqPSkBTb6uCGwofXZ0KuBePEhVV4pJNo/my73SFZ1cy1mVaLOk7Tgk6eyAgwGKUflCmkcLjxN+50vPayue4QQwhuOfqNq0ZuMsGgj/L+XYNhNgAXev80r144ny2p46MNdXPinr1i2OYcGk5kJ/WNZfse5vPvLiZzXXkBDs/lvsP1NMATAta+rHhOTfw8hPdT9wC4fKkfliTJUmqGz1FZrTN7VaQunIhL8qwyUEEIIl0hgQ7iu7Di8dhG8Pg1eHAGL0lRTto/vVanLR7+B6pI2n26xWHjmc7Xa9dqxvcnoFdXxa2avhd3vqwvUK14Eo5eqqWmrJosOQP1p77xmawr2qG1CVse9IXyJL02aHv9WbftOdDzNO3Oq2h7SMbDR1AC529R+mhuaVWsZG/k6NRC3laEa7L+rgGxl1nZ47jWa6u19dTyVsdH83L7wO+ovpHG48LSIeOhh7aujVxBaCNG9mE2w+iG1P/pn9s/PWAT9J0NjtepXUZnnkZc/UVrDghW7uOi59by1JYdGk4WJA+J4+85zeeeXE5mY7mAp1oOrYfXDan/aUzBwutqPiIefzFf7655Q2Ze+wBNlqDSDLoWAIJVlrHf2uTdogQ1vNQ4XQgihK917bAg/dWIrvH0jVBep1N6merUK/uR36tFcZKIqNZM4VE1i9hoCCVl8fayaLUdLCQ4M4NdTHKh/2VADn1ovRCfcZS8P5Q1Riaoua2Uu5O2Efud777Wb89eeBMkj4eDnvlFOw9Y43Il/w4wpapuzSaU3h/Zw/7g6kr8LmuogrKd7GuFpfRUK9qryXN4KEmq0XjH+XOs3ZZS1984Oz71G4T5VIio0BmL6eu51JLDhPGkcLrwhZZQqhXhqh2N9oYQQojN+fFstegnpAZN+B/xVfd4YBNf9G/45VfVrWH49zP0vBEe45WVPlNbw8lfZvL/tJE1mVQXg/Iw4fn3JQMb3j3XuZAV7VGYJFhhzC5z7q5Zfn3AXfPdPqDihsjp+8lu3fA8uMzXC/s/UvpZd4U6h0ZB+sbpm3fuR//RpdJWtv4afNboWQgjhEglsCOfteh9W/kqVREoaDje8rYIXJdnqQrJwn5q0LNgD5cdVk7aqAjjyle0UFgxkBCSzJCiV8N7DSc2th6ah0LN/2xOsG55R5+vRGy562EvfbDMpo1Vg49QPOgY2rBkb/jYZ7CuTpmZzs4wNJ/4N49IhNl2VAzmyHoZc6ZHhteuEtS9I2gT3rA7v2R+Co1RAsvig999TWmDD34J0zXkjY8OWFTDKs1kB2veSv1ufQJc/ksbhwhuSR6mSMNJAXAjhafVVKosBVFAjIr7l18Ni4MZ34R+XqL9JK+6E65a6nEV+rLiadfsL+Wp/IZuPlNgCGhdkxPPrKZmc08/JgAZAVRG8dT00VKlSspc9f/b1U1AYXPwIfHgnfPNnGH0zRCa49D24xdENUFumSic5c3/ijKGzVGBjz0q48EHPvIavKNGhcbgQQgjdyMyFcJzFAusXqQADwKCZcM1rEBKpPu41+OwVIPWnVfmmgj1qIrNwLxTsxVBTTKr5FKnGU5D3Hbz3ujreGAIJg5pldwxVE641pbDJumLosufsr+lNKaPV5IKefTaal+/xJ1pgo2i/SvkOCtNnHIV7Vf3a4Ejny/pkToMtr6g+G3oENnKaBTbcISAAkoapLJT8XToGNvzsvdycNqFdtF9llAWHu/81tMlzT5ahAogdoH4vGqrUDaE//7t4gzQOF96i/e77QsajEKJr+9+Lqulyz34qq6G+6exjYvvD9W/Bm1eo+6J1j8HUJxw6fUOTme+PldqCGUeKq1t8/SeZ8dw3JZOxfV0IaIDq/fj2jVCRoxYkXfdvlWnSmuE/hc0vq0VXG/6oAiB60XpfeKIMlWbQTFWOqmifujdPcLC3pT/SMjakFJUQQnQLEtgQjmmsVVkae1aoj8+7F6Y81vHFV0gU9B6nHtqpTGZ++vxHRJQf4JdZ9UyKLlTlcIr2Q2ONSn8+s+6/waiatA6+QtUJ1YNW+urUdn1ev7EWSo+o/V5D9RmDq3qkQHg81BSrf+veY/UZh1aGKm2C8yvSM6eowMahtSrI582a+hZLs8bhbuivoUkabg1s7ISRc9x33o7Un4byHLXvzxkbUcmqyWN1IRTshrTx7n8NLcvJ05PnAQGqPFnOt+o1JbDRPlvj8F7SOFx4lhZALclWfztDHOhHJoQQzqo4Cd++pPanPgGBIa0HNkBdi171Mqy4QwVDYtNh7C2tHlpcVc9X+wv56kAhXx8spqrZOQMDDIzvH8vFWb24OKsXAxI6sXDNYoGP/x+c3KpKL934LoS3EyAJCFC9N968Ar5/QwVy3FHq1VmmRhUgAhh6tedeJywG0i+CQ19YszZ+77nX0pPZDCWH1b4e/55CCCG8TgIbomOnC9Tql9zvISAQLv8zjLnZ5dO9/d0JdpQGEx85jrFzLoQQ69vQbIbyY2riWytlVbhP3cxbTKrG/KXPuuM7co0W2Cg9otKFw3p69/WL9oPFDOFxENnLu6/dWQaDWnV6eJ1KXdcrsHFso9r2Pc/55/a9AALD4PQp9d5MGubesbVHK+kWEOTe3jJanw1vNxAvtK50j0xq/6bT1xkM1j4bX6jV1O4ObJga1XsNPJ+xob2GFtgYeb3nX8+faZl7ni4RJkRkL4hKUf/35O9y7f8vIYToyLonoKkW+pwHgx3ITB5xnZpA3vBH+Gy+yvIYMBmLxcKeU5V8ub+QdfsL2XmyHIvF/rT4yGAuHNSLS7J6cUFmPFGhbWRUOOub52DXu2ox3HX/dqy/Qv9JMPBS1QdwzR/ghrfcMxZneKMMlWbILHXNundl1w1sVJ5U7+OAIM/2phNCCOEzJLAh2pe/G96aoy4SwnqqOqr9f+Ly6WoamvjLOpUeeu8lGUSENHsLBgSociixA2Dw5fbPN9ap0igRCRCV5PJrd1p4rLpoLzumJv4GXOjd12/eOLyjibSgIHj2Wfu+L7AFNnTqs2Gx2PtruNKANShU3QAdWq3KUXkzsJFjzdZIHuneMl5Jw9U2b6d3s1C6QhkqTfIodZPoifr3hftUL6OQaPV30dN8pReOP9D+vaUMlfCGlFFw4JQKoEpgQwjhbrnbYOc7an/60/brwY7uJy58UC1A2/0+jct/xl/6/Y13j4dRUFnf4rBhqT24OCuRi7N6MSI1moAAN19v7lkJXz6l9i97zrl7tKmPq+u4A5+pBVCu3CN0hjfKUGmyZsInQeo6vOggJHTBHhRaGarYdvp2CiGE6FJc6/QluocDq+D16SqoEZcBt6/rVFAD4I3/HaPodD1psWFcf04fx54UFKomYPUMami01fK5OpSj0lZuO1K6JzgY7r9fPYKDPTsuR+k9aVp8UJXCCgyFlDGunSNzqtoeWuO+cTlCaxzuzjJUoAILAYGq70jFSfeeuz3Ng3T+TisT44n697YyVCO8E3Sy/Y7uVBl0om3SOFx4kxZAkwbiQgh3s1hg1UNqf+QNkNrsGrmd+4mckhr+9e0xbiu/lW3mgQQ1VnLtgfk0VBYRHmxk2pBE/njNcLY8dAmf/r+fMH/qQEalxbg/qJG7HT68S+1PuBvG3ebc8xMG2ctofbHQu9c/zctQDZnl+dcL62kP+uxd6fnX00NJttpKfw0hhOg2JIwtzmaxwKaX1cUdFrVK/bp/d7r0UnlNA0s2qJqXv506iOBAP4yrpYyBPR/q00DcXxuHa7RJ08K90NQAgV4OuGhlqHqf4/prZ0xR25zNUFehavh6g5ax4a7G4ZrAEEgYDAW7VDmqmDT3nr8tWsaGtxuWe4I24Vi0X/XBcWdGjS0rwAtlqADiB6rAX8NpKDsKceneeV1/01BjbxzuztJwQrTFkwFUIUT3tnelWkATGAYXP9LmYY0mM9uOl/Hl/kK+3F9IdmGV7Ws7mM+nYX+gb0AB69P+QegvPiEkNNzzY6/IheU3qNJDGVNVtokrLlwAO99V93d7VsDwa907zrYc/VqVoQqP93wZKs2Qq1Tm+Z6VMPkB77ymN2kZG9JfQwghug0/nFkWHmVqhE9+DV88DFhg7K3wsxVu6SfxyvrDnK5rIispiitH+mmzVVsD8R3ef23bZLADjcNNJvjuO/UwmTw7Lkf17KcCAaYG+6SgN2mNwzuTYh7bX60Aspjg8FfuGVdH6irs//buDmyAvRxV/i73n7stXakUVY8UVSbPYlKl+9xJy9jw1uS5MRASrSXWZGV42wqaNQ6PStZ7NKI70IKbxQehvqr9Y4UQwlGNdaq3BMD5v4bo1BZfLiyr5st/f8qzTy5l3OOruP7vm/n710fILqzCGGDg3AGxPDQzi3fnX0Hy3R9BSDTRRd8T8t/7aNFYwxMaqmH59VCVrxbpXPu666WcInvBBfep/bWPq5+LN2hZE4Ov8F7ZpKzLVLZ24R57EKArKT6othLYEEKIbkMCG8KutgyWXQPb3wQMMP3/4PIXwNj5Hg15FbX869tjAPx+Rpb705C9RZtcqMiB6mLvvW5NKZzOU/sJWR0fX1cH48erR52XLs47ojUQB++Xo7JY4Jg1sNHZFVGZ09Q220vlqE5+B1hUYCgq0f3nT7Y2EM/zUgPxqiKoLgIMjr2XfZ3B4JkyMaYme6DEm30c9C4Z5w+al6GSxuHCG6KSIDIJsKjAmhBCuMOWJVB+XAXpz7+XmoYmvjpQyJOf7mX6n79m8pOruPiWK3jg0ZtpqKolNiKYa0an8tcbR7P9kam8fedE7pyUTkavSAy9BsN1b6rm3Tvfga//5Llxm83w4S9VtnF4HNz4NoT26Nw5z70HolLUPd7WV90zzvaYGmHfJ2p/6NWefz1NeCz0n6z2u2I5KilFJYQQ3Y4ENoRSchj+MUWlxAZHwg1vw8R73DZp8+LaQ9Q3mRnfL5YLByW45Zy6CO1hv1DyZjkqrQxVdJ/OX7jryTZpusO7r1t6RK3oMgZD73GdO1emtRzVobWeX40GzcpQubm/hsaWseGlwEaR9b3csx8ER3jnNT3NE2Viig+o0grBUd5pHK6RwEbHpHG40IOUoxJCuFNVEZavnwNgbcovuf5fOxn1+BrmvvEd/9x4lAMFp1vcBr51xwS+e3gKi+eM4vIRKUSHtbLwLf0iuOx5tf/V07Drfc+M/csnVVDAGAzXv6WuKTsrOBwusZbi+vp5tajMk/QoQ6UZOktt93zk3df1tIZqqMxV+5KxIYQQ3YYENgQc/QZeu1itcIhOg9tWw6AZbjt9dmEV735/AoDfXzoIg7+vcNWa6nk1sNFFSvfYVrZ7edJUK0OVOrbzPRD6ng9B4SpQ4o3yTSe0wMZ4z5xfC2xUnPD8TRxAgfZe7gL9NTSeyNho3jg8wIv/VTcPbHgjcOePpHG40IM0EBdCuMGJ0hqWb83h69d+g6HhNDvN/bnjxww2HymlwWQmNSaM689J4683juZ/v7/Y9rzRfXpidCTjftxcmDhP7a/8FZzY6t5vYMdy2LhY7V/5EvRx48KfEXMgcTjUV8CGZ9133tboUYZKk3W5yqwp2KUWN3YVWrZGWKzKTBFCCNEtSPPw7m77v+HT34C5CVLHqVUvbi538/wXBzBbYMrgRMb27QIXGSmjVYp17nbvvWZXabasTZrm71aldrx1Ie+uMlSgGm73nwwHP4dDX9hLOXmCqQlOfq/23Xnj1lxoNMT0VaUI8nfBgMmeeR1NVwnSNadNcBfuc18DcW3y3FuNwzW9BkNAkFpFWHECYvp49/V9nTQOF3qRjA0hhAsqahvZdLiEjdlFbDxUzLGSGgYaTvB58KdggMWGW5g6JJmfZMZzQWYC/eLC7YvQqqtde9GpT6hs6QP/Vc2971jnnqyK45vgk3vV/gXzYeT1nT9ncwFGmPYkLJ0F370G4++AuHT3vgZYy1B9qva17AlvCo9V1/uHv4Q9H8Kk33l/DJ5gaxw+UN9xCCGE8CrJ2OiuzCb4YiF8/P9UUGPYbLj1U7cHNX48Uc7nu/MxGOCBGYPcem7d2BqI61CKyt9Xucemq1JnTbVQ4sWGdce/Vdt+bkr11spRZa91z/naUrAbGqshJFo1RvQULTjjjQwU7b3s70G65nqkqlICFhMU7HHPOW0ZG6Pccz5HBYbYg05Sjups0jhc6MXWQPyAKrchhBCtaDSZ2Xq0lMVfHODqv/2P0U98wV3LtrFscw7HSmowBsCzUe9gNFgo6zuDfzz6a/5+8zh+PrEf/eMj3JNZH2CEa16DpBFQUwxvzYG6is6ds+wYvHMTmBpUlsPFj3R+nK1Jvwgypqr747WPeeY1jn0DtaWqP0jfCzzzGh0ZMkttu1KfDVtgI0PfcQghhPAqCWx0R/VV8M7P4NuX1MeTH4TZ/3TPKuMzPLtarWy9ZnRvBiZGuf38ukgaAYYAVYqoMs/zr2exdJ3yPQEB9tJH3po0Lc9RjQANRujtpnJOGVPV9sRWtbLdU2xlqM7xbDmiJC2w4eE+GxZL1wnSNWcwNFtN7YaAp9lk/7fQo9yR9NlomzQOF3qJSlYBNYtZZT0KIQRgsVjILqziX/87yu1vfseox7/gulc38Zcvs/khpxyzBQYkRHDLxL68dvM4dt0UwKiG7WAMpudViwg0euj6MiQSbnxH/e0q2g/v3aoykV1RVwlvXQ81Jeoa5epXPXtdPPUJda+372PI2ez+8+/5UG31KEOl0cpR5XehclTaojlpHC6EEN2KlKLqbipOqgvDgl1gDIFZf4Ph13rkpb45VMT/sksINgbwm6ld6AIjOFytni/coyYxe3h41W5lrqr1GhDYNVJrk0dCziY1aeruFPLWaGWoUkarmyx36NkX4geplbOHv4Jh17jnvGeyBTYmeOb8miQvZWxUnICG06rUUawHUvv1lDxKZfC4o/598SForIGgCIjTYdVZ8kj4YakENlojjcOFXrQA6qEv1O9mHw//vyCE8Dn1TSZOltWSU1JDTmkNu3Mr2JhdTF5FXYvjYiOCOT8jnp9kxHNBZjwpMdbFa6ZGeOUPan/CLyF2gGcH3CMFbngb3rhUlT36/H64bLFzCwNMTfD+bVC0DyKT1PmCIzw3ZlBZxaN/pko2f7EQfrHGfYsZmpeh0rIm9BARB/1/AkfWw96P4Cfz9RuLu9gyNrrQvIMQQogOSWCjO8ndpuqcVhVARAJcv1ytBPcAs9nCs6sOAPCzc/vSu2e4R15HNymjrYGN7ZA107Ovpa1wj8uAwGDHnhMUBH/4g33fl3h7NfjxjWrrrjJUmsypKrCRvdZzgY0cbwU2rFk0RQfc1yOiNdp7OT7T8feyv7BlbLjhfa39biQNV+UcvM3WpFgCG2exZWxIfw2hg+RR1sDGDr1HIoTwAIvFQnlNI8dLVeAip6SanNIajpfUcKK0hrzKOiyWs58XHBjA+H6xXJAZzwUZ8QxJ7kFAa42+t/1LXbuGx8FPHOir4I77iZRRMPsf8PZN8P3rajX9xF85/vwvFkL2GggMgxuWq2CJN1z0MOx6H05+p8o1Db3aPedtXoaq30/cc05XDZllDWys9P/AhsVizzyRjA0hhOhWJLDRXexeASvvhqY6VQLmxnc82hT289357MqtICLYyD0XdbGV2QCpo2HHMu/02dBq9jtTuic4GB57zCPD6TRbYGMnmM2eTSUHe38Nd9ewzZwKm/4Kh9Z45vuoOAmVJ1WaeOpY9577TD1S1A1WTYkKPqSO8czrFHaRkmqt0Sa6i/ZBYx0Ehbp+LltWgJcbh2sSh1rL7RXA6XyIStJnHL6moUb9+4I+JcKEkAbiQvi9JpOZU+V1KmBRWm0NYNTYtqfr2y/XFB5spE9sOH3jwhmQEMnEAXGM7x9LaFAHCyFqy+Gr/1P7Fy6AsJiOB+uu+4msy1RT7i8WwuqHILY/DLq04+d9/zpseUXtX73Ec9enrYlKgvN/DesXqV4bg2aqPmSdtWel2upZhkoz+Ar47LdqIUvpUfXv4q8qT6m+hAajexrVCyGE8BsS2OjqLBb4+jn46in1ceZ0uPafEOK5fheNJjPPfaGyNe6YNIC4SDdcBPqa5g3ELRbP1lrvaj0J4gdBYKgqSVR2FOI8GPiqzIPSI2qS1t1lO/pMVI3QqwtVPwR3T3RqZaiShrmvhFZbDAaVHXBkvfpePHXjaOsV48FG6HrRGojXFKtgZO9OBKO0TAm9Js+Dw9XvadE+NRYJbCgFu1V/A2kcLvSiBTuL9ns2u04I0SnV9U0cK6m2BSyOl6qMi+MlNeSW12Iyt5J20UxijxD6xkaQZg1g9IkNp491GxcR7FqD76//pDIF4gfB2LkufmedMHEelGSrrJH3fwG3rYLkEW0ff2Q9fGbNKrloIQyd5YVBnuG8/wffv6Eal3/3D5h4T+fOZ2qC/T5QhkoTEQ/9LoCjG1TWxgW/0XtErtP6a8T273pZ4UIIIdolgY2urLEOPv5/sOtd9fG596jVMh4ubfLe9yc5WlxNXEQwt//Ew7Vb9ZI4TPUJqClRzal79vXcaxVaMzYSnQhsmM2wzxoQGTzY81kRzjAGqp9f7vdqZbonAxvHrf01koZDaLR7zx0YAv0nw4HPVNaGuyehbWWoznXveduSNMIa2PBgn42uFqRrTqt/n70W8n5wPbBhNqtsJtC3j0PySHtgY+B0/cbhS6RxuNBb8wBq/m6PlRMVQrju/W0nWbhyF3WN5jaPCQ4MIK1nGH3jIlTQwvroGxdOWmx4x9kXzio9AlteVfvTn3Y8U8Cd9xMGA8x8TgUJjqyHt+bAHV+23quw+BC8ezNYTDD8OpjkQNksTwiOgIsfVvfTG56FUTdCWE/Xz3fsG3Xv6AtlqDRDZ6nAxp6V/h3YKJbG4UII0V1JYKOrqiqCd25Sq74NRrjsORh3m8dftrbBxIvrDgIw7+IMIkO66FssMESVa8nbobI2PBXYMDVBkfp5OrXKvbYWhg1T+1VVEOHhJnvOSh6pAhundsCw2Z57HS2w4e4yVJrMqSqwkb0GJt/v3nOf2Ky23moQ27xEmCeYmlRdZ3AuSOdPtAbinSkTU3pYZTMFhkH8QHeNzHnJI2Hn29JnozmtRJj01xB6aRFA3SGBDSF8zD++OcJTn6lAQM/wIFvgQgtY9LVmXiRGhbbeA8NT1jwK5kZIv0RduzrK3fcTxiD46Zvwz2nqmnD5HJj7ectm4DWlKuhRVwG9x8OVL+m7mGDUTbD5FVVO9evnVGDIVXs+VNusy/UvQ6XJ0spR7fDvclS2xuEZ+o5DCCGE1/nQMm7hVgc+U0GN0Gj42QdeCWoA/OvbYxRU1tO7Zxg3TvBcDw+f0LwclaeUHgFTPQSFQ0w/z72Ot3mrgfgxLbBxnmfOr90cnvxO3Yi5S32VWo0LXszYsDYQL9gDZpP7z196GEwNEBQB0V30b4OWtdOZxr62xuHD9L3p9dbvqD/R/tbrmUkjhPb+kwbiQvgMi8XCs6v224Iad/ykP9sWTmXlPefzlxtG89tpg7huXBoTBsSRHB3m3aDGsY2w7xNVlrUzk/LuEhajej2Gx6lrjBV3qswQAFOjytQoPQzRaXD9fzrXs8wdAoww9Um1v/XvavLfFc3LUOlRVqstkQmqHBXA3o/0HUtnlEjGhhBCdFcS2OiqxtwCFz4Ev1gL6Rd55SUrahp5ZX02APOnDiQk0LMlr3RnC2xs99xraM2WE7J8q5xUZzWfNLW0X2fYZVVF9gwBTwU2ontDwmBVd//wl+47b+42lX7fozdEp7rvvO2Jy1BZAo3VKqDmbrbG4V3svdycNuFYaG0g7grb5LlOjcM1WqCr4gRUl+g7Fl/QUKP6GoA0Dhf6sjUQl6CjEL7AZLbw0Ie7+dv6wwA8MGMQD80c7N3gRVvMZtWsG2Dsrb7T4yy2P1z/FhiD1WT/2j+o+4HPfqvKNQVHquBHZC+9R6pkXAIDLlILdNY94do5tDJUYbHQb5J7x9dZWr+PvSv1HEXnFKs5COIlsCGEEN1NF51dEhgMcOHvIcF7pUxe2XCYyromBiVGcdUoL03G6skW2PjRvtLI3bTJ4K5WuqfXYNWjpK5c9SjxBK0MVa+hEB7rmdcAe9ZG9lr3nVNrHO6tMlSgVqQlDlX7+R4oR9WV+2toonurFYjmJntvHGdpGRJ6ZwWE9oBYa/+bfJlAlcbhwmfYGoh3IoAqhHCL+iYT/2/5dpZvzSHAAIuuGc6vLsxwrbm3J2glJUN6wEUP6z2alvqcC1f9Te1/+xdYfj1sfxMwwOx/2q9JfYHBoPpUYoA9K+Dk986fQwsaDL7Cd8pQaQZfoTJ6Tv0AZcf1Ho3zGmvVQhyQjA0hhOiGJLAh3CK/oo43/qdScx+YMQijL6xS8rRegyEwFOoroMzFtOSO2Fa5d7HJ4MAQ+6oxT5W6Of6t2vY73zPn12iBjUNr3BfgyrH21/BWGSpN8gi19USfjQLrRH9Xey83ZzDYAxKu9NmwWOw/e1/ICpByVHbSOFz4iug0teLX3GT/uyqE8Lrq+iZ+8a/v+e+ufIKNAfz1xjHcMN6HSm02VNuzCyb9DiLi9R1Pa0b8FC5coPYPrlLbaU/BoBn6jaktScNV83CALxY6l3FualLlwMC3ylBpIntBX+v9kj+Woyo5DFggNMY33+dCCCE8SgIbwi3+8uUh6pvMjOvbk4uzfCRt2NOMQfZyLbkeKkdV0EUDG+D5SdPjHu6voUk7F4KjoKbYPTXPzSbVswO8m7EB9vezRzM2fKQMgqd0ps9G6REVKDWGqPJzepPAhp00Dhe+QmsgDtJnQwidlFU3cOM/trAxu5jwYCOv33oOM4f7WDbf//4Cp/Mgpi9MuEvv0bRt8u9hxBy1P/ZWmHiPrsNp10UPq7KtOZvs/TIc4ctlqDRDrlJbfyxHVXxQbeMzZfGJEEJ0QxLYEJ12pKiKd75T6Z+/vzTLd9KvvcGTDcQbauy9DiSw4ZyaUvtK1r4eztgIDIYBk9X+oTWdP1/RfqivVE22e3k5DT9J+zfZ6d7eJ421Xfu93FxnMja034XEoSpwqjcJbNhJ43DhS6SBuBC6yauo5aevbuLHE+X0DA/irTvO5YJMH1slXpEL/3tR7U99QmVK+yqDAa5+Ff7fdrj8Bd+emI5OhfPmqf01j0JTg2PPs5Whutz3ylBpBl8JGFSfP0+VCfaUEmt/DSlDJYQQ3ZIENkSnPb/mICazhUuyenFOPw/2MvBFKWPU1hOBjeIDgEXV7He2eV5QEPzud+oR5AMTpK1pPjHj7gbiOZsBC8QP9E7jwcxpapvthsCGVoaq9zjv3/z0Gqxq7NYUw+l89523qBPvZX+jraQu3AdN9c49V5uk1LtxuEYbR+kRqKvQdyx6ksbhwtfYGojv0HMUQnQ7h4uquPaVTWQXVpEcHcp7d01kVFqM3sM627onoKkW+ky0r8R3hbfuJwwGiEv37aCG5vxfQ0SCujba9kbHxzcvQ6U16fZFUYn+W46q+JDaxmfoOw4hhBC6kMCG6JRdJyv4bGceBgP8bvogvYfjfVrGRt6PqoSQOzUvQ+XshX5wMPzpT+oRHOzecblL0jAwGKG6yL2T6OC9MlSajClqe/J7qC7p3LlsjcO93F8DIDhcBYMA8ne577yFnXgv+xtb/ftG5+vfN+/j4AvCYyHaWi/cne8HfyONw4Wv0RYGuBJAFUK4ZNfJCq5bsonc8loGxEfw/t3nkdErSu9hnS13u2oaDjD96c5dd/nD/YS3hUTBRQ+p/fV/hNry9o8/vtFehqq/j5ah0mj9P/as1HMUziuxBjYkY0MIIbolCWyITlm6+RgAV41MYXByD30Ho4f4TFUyqLHaXt/TXbpq43BNUBgkWINh7i51c2yj2va9wL3nbUt0KiQOAyxw+MvOnUsLbKSN7/SwXGLrs+HGfxPbe7mL99cA1+vfWyz23wNfKndkayjfjctR2QJOo7t+YE74h5g+qkmqKwFUIYTTNh0u4YbXNlNS3cDw1Gjeu2siqTFheg/rbBYLrLZOuo+4HlLH6juermr0zRA/CGpLYeOf2z9WCxIMvtw3yoy2x1aO6nsoP6H3aBxjsUCxtRSVtjhLCCFEtyKBDdEp+ZVqpeAFmQk6j0QnAcZmJSHcXI5KmwxOdCGwYTbDsWPqYTa7c1TuZavhv8N956yrsDe/7ufh/hrNaVkbh75w/RynC6DsGGCA3ue4Y1TOS7JOZLs1Y0NrHN5Fg3RncqXPRvlxqCuHgCDfCgDZSsZ158CG9W+7r2TSCNEigNqNfzeF8ILVe/K55Y2tVNU3MXFAHG/dMYG4SB/tWbH3I9XYOjAMLnm08+fzl/sJbzMGqt4lAJtfabsnhb+UodJEJdqz3fd9rO9YHHU6HxpOq1K6sf31Ho0QQggdSGBDdEpFjWqaFhPm4ytQPMlTDcQ7MxlcWwv9+6tHba17x+VOnmhOfGKrKhvTsz/0SHHfeTuSOVVtD69zvSzZCWt/jcShEBrtnnE5S8vYyNvpvnMWdPHsozO5krFhaxw+xLeafEoD8Wa9T0bpOQohWpIG4kJ43Lvfn+DuZdtoaDIzbUgib8w9h6hQH73naapXDa0Bzr9XZRN3lr/cT+hh4HTo9xMw1cO6J1s/5vhG1bcurKfvl6HSaD1Z/KUclVaGKqavb10/CyGE8BoJbIhOKa9tBCAm3Ecv8r1BC2zkbnffOWtK4XSe2k/Ict95fY0nJk1tZai8mK0BkDYBQnqoOrquBrlytDJUE9w3LmdpGRtlR6GusvPnqy2D06fUfq8u/F5uTptwLNjreP17LbvD1ybPtd/R4oPQUK3vWPQgjcOFr5IG4kJ41N+/PswD7+/EbIHrxvXmbzeNITTIqPew2rZlicr+jEpWDa6FZxkMMO0ptb/r3dbvA7XgQJYflKHSaOWoTm6FipN6j6Zjtsbh0l9DCCG6KwlsiE4pr5HAhi2wkb8LTI3uOaeWrRHdB0K7cO8SLTugMheqitxzTq1xuDfLUIG6YRlwodo/tMa1c5zwgcBGRBz0sK7yK9jd+fMVWieFo9P0y0Lxtpg+anWeudFeUq4jtqyAkR4blkuiEiEySWVBdcda/lrj8MhEaRwufIutgfheaGrQdShCdCUWi4U/fr6f//uvun755aQBPDN7BIFGH75tri6Gr59T+5c8CsER+o6nu0gZpXqZgMqWsVjsX2tehkpryu0PeiRDn3PV/l4/KEdVYu2vIY3DhRCi2/LhKzTh60xmC5V1WmAjWOfR6Ch2AIREq1RkLSDRWZ3pr+FPQqIgLkPtu6NZdUO1PVvC2xkbAJnT1DbbhcBGY609c6WPjoENcG+fjULrZLgv9Y3wNIPBuT4bzRuH+2JWQHcuR9U8k0Yahwtf0rOfChabGhwPoAoh2mUyW1iwYhdLNhwG4MFLs1gwczAGX//7/9X/QX2l+v9am2gX3nHxQjCGwLFv4OAq++eP/69ZGarJ+o3PFVo/kL0r9RyFY2wZGxn6jkMIIYRuJLAhXFZZ22hbmBLdnXtsNG/iecpN5ai0SYruMBnszknTE1vB3AQ9eqtV896mNRDP3a5Wzzkjd7ta4R+ZpOrE6inZGthwR58NW6+YbvBebs6ZPhsVJ1UJs4BA6DXUk6Nyje13dIeuw9CFNA4Xvspg6N6/m0K4WX2TiXv+s523vztBgAGemT2cuyan6z2sjhXug21vqP3piyBAbu+9KiYNJv5K7X/xiD17XwsK+FMZKs2QK9X2xBaoyNV3LB3RemzED9R3HEIIIXQjVz7CZVp/jciQQIJ8OT3bG9zdQNzWbNkHJzndzZ2BjeZlqPRYXdcj2VpeywLZ65x7rtY4PG28/ivDtRJh+e4MbHTx7KMzOZOxob33EwZDUKinRuS67pyxIY3DhS+zNRDvhr+bQrhRVX0Tt/3rO1btySfYGMDfbhrDnHN0WCDjii8WqpKJg6/wfhlWoVzwGwiPU5Ps299UZai0Mk7+VIZK0yMF0qzlqPb5cDmqxjooO672pRSVEEJ0W918Nlp0RnmNquncrbM1NKlj1NYdgQ2LpXutcnfnpOkxa2BDjzJUmoypanvoC+eed2Kr2mp1bfWklaIq3Ne52u0WS7Pso24W2NBW+Bfs6biBuDZ5nuJj/TU02u9o4T7Hm6F3BdI4XPg6aSAuRKeVVjdw42ub+V92CRHBRv419xxmDPOTnkqH1kL2WggIgqlP6D2a7is0Gi5coPbX/xEOrfbfMlQaLSCjNUD3RaVHAAuE9IDIXnqPRgghhE4ksCFcpmVsdOvG4RotY6Ngj1o90hmVuVBfocrSuJpWGxgIv/qVegQGdm48nqZNmpYdg9oy18/TWAe536v9fhd0elguy7QGNg6vA7PJseeYzc0ah/tAYCOmj7pJMzdC8QHXz3M6X/2bGgK6X4p4TF8IjXGsgXjzPg6+KLo3hMWqMm/dqZa/NA4Xvk77m1Gwx17+RAjhsFPltfx0ybfsPFlBbEQwy+88l/My4vUelmNMTfDFw2p/wi9Vzz9386f7Cb2NvVX1Dawugg/vVp/Lusz/ylBpBmvlqDZD5Sl9x9IWrQxVXIb+2e5CCCF0I1cowmUVNRLYsIlOUynINSVqgqH3WNfPpZWhisuEQBebsoeEwMsvuz4GbwrrqSaBy4+rZtX9J7l2ntzvVRPVyETP3Nw5qvd41Uy+tgxyt6nSUh0pOaSODwyz97fQk8GgsjaOfaP6bGilqZylTYLHpvtmiSVP0nrvHFmvAhda8PNMFovvlzvSavkf+UplVrX1vXQ1WgaeNA4Xvqpnf7VStb5SZVT5wv8fQviJ7MIqbv7nFk5V1JESHcq/fzGBjF6RnT+xxVqOtKZYLXCxmFSQ3Nx8e8a+2aw+tpjaec4ZXz9doLIKw+Ng0v2dH3dr/Ol+Qm/GIJjyOLxzk1qgBjDkan3H1BnRqeqe5uRW2PeJCp75GlvjcClDJYQQ3ZkENoTLtFJUMeEuTr53JQYDpIyB7DWqgXhnAhvdqXG4JnmkCmyc2uF6YKN5GSo9JyGNgZB+kWoaeGiNY4ENLVsjdYzvrOxKGq4CG/k7gZtcO4dWUi2xm5Wh0iSPUoGN9hr7ns5Tq/sMAZDowz11mgc2ugstk0bKUAlfFRCgfjePfaP+zkhgQwiH7DxZzi2vb6WsppH0hAiW/mICKTFh7jn53pXw3q3uOZcjLlwAYTHeez3RtqzLoM95kPOtytod4KdlqDRDZ6nAxp6VvhnYKMlWWwlsCCFEtyaBDeGyMi1jQ3psKCmjrYGNHZ07jxbY6MxksMUCxcVqPz7e91cbJ49Uzek6M2navHG43jKnWQMbX8DFD3d8fI5WhmqCR4flFK3PRv4u18/RXftraBypf29rHJ4FweGeHpHrumMDcV/PpBECmgU2utHvphCd8G12MXf8+3uqG0yM6B3Nv+aOJzbCjYu09n2qtvGDVGnPAKNavGAIsO4bW+4HWL9mMLby9WbbFl83qP3IRBhxvfvGfiZ/u5/Qm8EAM5+Ft66Hc27zncVKrhp8Jax+CHI2QU0phMfqPaKWtIwNaRwuhBDdmgQ2hMsqpMdGS1p5llPbO3ced0wG19RAL2sTtaoqiIjo3Jg8TZs4dHVipqnB3nxbz8bhmowpapu3A6oKO25od2Kz2vpC43CNVn4qf5cqkRDgQkum7ph91Jz2vi7cq96jrZWW8/X+GhotsJG/W9Xy9/eb9Y60aBzeTUpvCf9ku/bYoeswhPAHq3bnc+/yH2gwmTkvPY6/3zyOyBA33g6bTXD4S7V/xYvQd6L7zq0Hf7uf8AVJw2H+Hr1H4R4xaep+tHCvel8Pv1bvEdlZLFKKSgghBCDNw0Un2EpRhUkpKsA+uVC0HxqqXTuHqQmKDqr97rTKXSufUZIN9aedf/6pH6CpVtUZTshy79hcEZVonwjOXtf+sdXF9lTq3ud4dlzOSBgExmBVu738uPPPN5uh0Dox3MuHSyx5Us9+qhSBqaHtptu2rICRXhqUi7Ra/qZ6KD6o92g8L3+XvXF4D2kcLnyYrYH4bnUNIYRo1eGiKu59WwU1ZgxN4o2557g3qAEqwFhbqnqt+dI1nRCu0hZrZa/Vdxxnqi6y9jIx6NtbUQghhO4ksCFcVm7N2IiWjA2lRzJEJavJMFfL95QeUROHQRGqoXZ3EdkLolIAi1oR7qzjG9W273m+kyafMVVtD33R/nFapkn8IN9K8TYG2TMt8nc6//yyoyrYZAyB2P7uHZu/0JpuQ9t9NrQsJV/v4xAQYC9P1h1K3kgZKuEvYgdAcBQ01dmzjIQQLZjNFh78YCcNTWYmDUzg5ZvGEBJodP8LaZO/AyarnmtC+LtM6/1M9lq1aMlXaNkaMWkQ5Kb+OEIIIfySBDaEy8qlx8bZtKyNXBfLURVaU5d7ZblW+sefdaaG//Fv1bbvBe4bT2dlTlPbw1+2v4rWVobKh/praDrTZ0NrHJ4wSNWB7q7a67NxukA1D8cAicO8OCgXdac+G9I4XPiLgAB71mNbAVQhurllW47z3bEyIoKNLLpmOMYADy2CyV6jttoqdyH8Xdq5EBypMiTyfej6r0T6awghhFC62cypcCetx0ZPdzbc83cpY9T21A+uPV+bDO6OPQlcnTQ1NUGONTjQ9zz3jqkzeo9TZYjqyiH3+7aPszUO96H+GhrbCn0XMjZs7+VuVFKtNbb+MTvO/pr2ufiBEBLppQF1QncKbGj/NtJfQ/iDzvapEqILO1lWwzOfq2ymBy/NIjXGQ6u7a0ohd5val8CG6CoCg6H/ZLXvS+WobP01Buo7DiGEELqTwIZwWZmtx4ZkbNjYmni6GNgo0DI2umFPAlcnTfN/hIYqCI2GRB/6uQUYIf1itX9oTevHNNXb3ytpPpixkdyZjA3rezmxmwc2tBX/BXtUA/Hm/KUMlcb2O7rTt8oRuFvzxuFSikr4g/Yyw4ToxiwWCw99uJvqBhPj+8Vy0wQPlnk98pUqR9trCESneu51hPC2TGug7pAvBjYy9B2HEEII3UlgQ7jEbLbYMjakx0Yz2uRCySGoq3D++VqD4e6YsaH97Ir2Q2Ot48/TylD1Oc/3Sh5p5aja6rOR96PqqRIeD3Hp3huXoxKHAgY4fUo1OXeGZGwoPfuroJupAYr2tfyaNgnp643DNfGZEBgGjdVQeljv0XiONA4X/kYLwOXvkgbiQjTzwfZcvj5YREhgAH+cPZwAT5WgAshep7YZl3juNYTQg5aBdHIr1JbpOxaNlKISQghhJYEN4ZLTdU1YLGo/WjI27CLiIbqP2nc286ChBkqPqv3OZh4EBsItt6hHoJ80L4xKhogEsJigYK/jzzv2P7X1pTJUGu3mNn8nnM4/++taCa20Cb7T9Ly5kCjVmBacayDeVA8l2Wq/OwbpmmveQPzM1dTa3wh/yQoIMELScLXflUveSONw4W/iMlQN9KZaKD6o92iE8AmFp+t48lN1PfmbqQMZkODBko9ms71MT1cqQ+WP9xPC/WL6QPwgtejjyHq9R6MyoMuOq/14CWwIIUR3J4EN4ZLyWlVSJTzYSEigj62S11uqi+WoivYDFrV6P7JX58YQEgL/+pd6hIR07lze0nwCOM/Bn53ZBDnWjI1+53tmXJ0R2ctenqy1urQntP4a4703Jmclu9BnoyQbzE0QEg09pBxDq302qouh8qTa14IF/sD2O7pD12F4lDQOF/4mIKBZ0HGHrkMRwlc89vEeKmobGZ4aze0X9PfsixXshqoCCIqAPhM9+1re5I/3E8IzMqeqrS+Uoyo7qhbCBUeqhXFCCCG6NQlsCJeU16gyVNJfoxXaRHbuduee150bh2uc7bNRsEeV/AqOgiQfLeeTod0InNFnw2KxBzb6+GDjcI02WeZMn42CZiXVfDETxdtaq3+v7cdlQGgPLw+oE7pDA3FpHC78kRZAlT4bQrBqdx7/3ZVPYICBZ2aPINDo4VtebfFK/0kQKAEA0QVpmUjZa7GVbdCL1l8jLkPuM4QQQugf2Hj55Zfp168foaGhTJgwga1bt7Z5bGNjI0888QTp6emEhoYycuRIVq1a1eKY06dPc99999G3b1/CwsI477zz+O6771ocU1BQwK233kpKSgrh4eHMmDGDQ4cOtTimrq6Oe+65h7i4OCIjI5k9ezYFBQXu+8b9XLm1v0ZMeLDOI/FBrjYQ1/pruKMBtsUC1dXqoffFpzOcnTS19deYAEYfTZHX+mwc/qpl7fPSI1BdBMZg3y55owWMnClF1Z17xbRG+/ct2AMm9bfTb8sdNf8d9ae/LY5qqJbG4cI/aQHUrhx0FMIBFfYi3zEAAJ0vSURBVDWNLFy5B4C7L0xnSIoXFg901f4a/no/Idyv73kQFA5V+c4tdvIErb+GlKESQgiBzoGNd955h/nz5/OHP/yB7du3M3LkSKZPn05hYWGrxy9cuJBXX32Vl156ib1793LXXXdx9dVX88MP9gnk22+/nTVr1rB06VJ27drFtGnTmDJlCrm5uQBYLBZmzZrFkSNH+Oijj/jhhx/o27cvU6ZMobq62nae3/zmN3zyySe89957bNiwgVOnTnHNNdd49gfiR8prVCmqGGkcfjZtMqz8ONSUOv48d04G19RAZKR61NR0/nzeok2aFuxV9VM7cnyj2vpifw1N6hgIi4X6CtV0T6Nla6SMhqBQfcbmCC1jo/iQmvR1hJZ95I4gXVcQO0CV5TLV2382tsCGj2YatSUhSwXj6irU37iuJn+3NA4X/snWQHynKtMozqLHYiqLxcKjjz5KcnIyYWFhTJky5azFVMK9nvxsL8VV9WT0imTexRmef8G6Sjhh7ZnWlfprgP/eTwj3CwxRGUnQenldbyqWxuFCCCHsdA1sLF68mDvuuIO5c+cyZMgQlixZQnh4OK+//nqrxy9dupSHHnqImTNnMmDAAO6++25mzpzJ888/D0BtbS0ffPABzz77LJMmTSIjI4PHHnuMjIwMXnnlFQAOHTrE5s2beeWVVzjnnHMYNGgQr7zyCrW1tSxfvhyAiooK/vnPf7J48WIuvvhixo4dyxtvvMG3337L5s2b2/x+6uvrqaysbPHoqmylqCSwcbawGIhNV/unnChHZSvf040ng2P6Qmg0mBuhaF/7x1os9oyNvhd4fmyuCjDaV/A1L0dlaxzuw/01AKIS1SQvFsebuheqlZKSsWFlMEDKGb0ptFXV/tbHITAYeg1R+11xZbi/ZtIIEZ+pVtM21tgnfYSNHoupAJ599ln+8pe/sGTJErZs2UJERATTp0+nrq7O499zd/T1wSLe33YSgwGemT3CO30Aj25QfcVi0yHWw708hNBT83JUetL+j4v3QuBSCCGEz9MtsNHQ0MC2bduYMsW+siUgIIApU6awadOmVp9TX19PaGjLlc1hYWFs3KhWbTc1NWEymdo9pr6+HqDFMQEBAYSEhNiO2bZtG42NjS3GlpWVRZ8+fdocG8CiRYuIjo62PdLS0jr8OfgrLbARHSalqFrlbDmqmlKV2gvQK8szY/IHLRqIdzBpWnQAakogMMz3a+G31mfjhHWlaJoP99fQ2PpsODCRXX8aynPUfoIENmya17+vKbX/jJJG6DUi13XlPhu2xuE+/jdFiDMFGKWBeDv0WExlsVh44YUXWLhwIVdddRUjRozg3//+N6dOnWLlypXe+ta7jer6JhasUCVybj2vH2P79vTOC2uTvFpzZSG6Ki2wkbNZZe7qpUQyNoQQQtjpFtgoLi7GZDKRmJjY4vOJiYnk5+e3+pzp06ezePFiDh06hNlsZs2aNaxYsYK8vDwAoqKimDhxIk8++SSnTp3CZDKxbNkyNm3aZDtGC1AsWLCAsrIyGhoaeOaZZzh58qTtmPz8fIKDg4mJiXF4bAALFiygoqLC9jhx4oSrPx6fV14rpajalTpGbR1t4qmVoYrpAyFRHhmS33B00lQrQ5V2jlpF7ssyLgEMULALKk9BbZk9IyVtgq5Dc4g2+e5ITd2iA2obmQgRcZ4bk7+x1b/fYZ907NlfZXj5m64c2LA1Dh+l5yiEcI00EG+VXoupjh49Sn5+fovXjY6OZsKECe0ulOpOGeA2FSdh3RPOlXA9w59WHyC3vJbePcO4f/ogNw6uHRZLs/4aXawMlRBniu2vGnZbTHBkgz5jqC5R91EAcen6jEEIIYRP0b15uDNefPFFMjMzycrKIjg4mHnz5jF37lwCAuzfxtKlS7FYLKSmphISEsJf/vIXbrjhBtsxQUFBrFixgoMHDxIbG0t4eDhfffUVl156aYvzuCIkJIQePXq0eHRVFVopqjAJbLTK2YwNre6+VuKlO9MmZjqaND32P7X15TJUmoh4e7Arey2csNbgjh0AkQn6jctRtlXADjQQL9DKUMl7uQVb/fvdcHKb2vfXyfPmk6ddqZmoNA4X/k4aiLdKr8VU2rmdeV3oXhngNqsfhm+eh6/+z6Wnf3+slDc3HQPgj9eMIDw40I2Da0fRAag4AcYQ6Hu+d15TCD1pWejZa9o/zlO0bI3oNAiO0GcMQgghfIpugY34+HiMRiMFBQUtPl9QUEBSUlKrz0lISGDlypVUV1dz/Phx9u/fT2RkJAMGDLAdk56ezoYNG6iqquLEiRNs3bqVxsbGFseMHTuWHTt2UF5eTl5eHqtWraKkpMR2TFJSEg0NDZSXlzs8tu6mzNo8vGe4j6+U10vSCDAEQGUunC7o+HiZDLZrPgFsamr9GIsFjlsDG/385EayeTkqrXG4P5ShAvsK/cK9bf+baCRI17rmDcR3vqM+52+NwzWJQ8BghJpiOJ2n92jcRxqHC3/XooG4Wdeh+Dt3LKZyVXfKAAegoQYOfaH2967s+DrjDHWNJh74YCcWC8wZl8YFmfHuH2NbtDJU/c6H4HDvva4QetEykw6t1WdxS/FBtY2T/hpCCCEU3QIbwcHBjB07lnXr1tk+ZzabWbduHRMnTmz3uaGhoaSmptLU1MQHH3zAVVddddYxERERJCcnU1ZWxurVq1s9Jjo6moSEBA4dOsT3339vO2bs2LEEBQW1GNuBAwfIycnpcGzdRXmttceGlKJqXUgkxFvT4B3J2tBKUclksJoADo6Eplr7qpwzlR6BqgIwBkPqWO+Oz1WZ09T2yHo4Zi2j1ccPylCBKpkUHAlNdW3/m2hs72Xpr9GCwQDJ1pJe2s/QX7MCgsIgwdoLqCutDLeVoZL+GsJPxQ9UfacaqqAkW+/R+Ay9FlNp53bmdaF7ZYADcPhL1fQeoLpINeN2wl/WHeJIUTW9okJ46DIvX3togY0M6a8huol+50NgKJw+ZV/M5E22xuHSX0MIIYSiaymq+fPn89prr/Hmm2+yb98+7r77bqqrq5k7dy4AN998MwsWLLAdv2XLFlasWMGRI0f45ptvmDFjBmazmQceeMB2zOrVq1m1ahVHjx5lzZo1XHTRRWRlZdnOCfDee++xfv16jhw5wkcffcTUqVOZNWsW06apicfo6Gh+8YtfMH/+fL766iu2bdvG3LlzmThxIuee6ycrrD1MSlE5wNFyVBaL/cIw0U2BDaMRrr1WPYxG95zTWwIC7D0d2qoTrgUGUsepSVZ/kDIawuOgvhJObFaf85eMjYAASBym9jvqs+Hu93JXcmbpKX/N2ICu2WdD+3vjrwEnIYyBkGT9Wy0NxG30WkzVv39/kpKSWrxuZWUlW7ZskYVSze37RG0DrPcUu1c4/NTduRW8+vURAJ6aNYxob96XNFTbs4e7an8Nf76fEJ4RFAb9fqL29ShHpQXtpXG4EEIIK10DG3PmzOG5557j0UcfZdSoUezYsYNVq1bZatHm5OTY6tQC1NXVsXDhQoYMGcLVV19NamoqGzdubNHku6KignvuuYesrCxuvvlmLrjgAlavXk1QkP1CNy8vj5///OdkZWVx77338vOf/5zly5e3GNuf//xnLr/8cmbPns2kSZNISkpixQrHL7S7Oi1jI0ZKUbXNFtjY3v5xFSfVZHdAoPsu0kJD4b331OOMxpZ+oaNJU38rQwUqOND8xjc0Wq2u9Re2PhvtTGRXF0N1odrXVvQLu+YT5jF9IDxWt6F0WpcMbFiD0P7a+0QIkAbibdBjMZXBYOC+++7jqaee4uOPP2bXrl3cfPPNpKSkMGvWLK9+/z6rqQEOfK72L3xQbfd9Ak31HT610WTmgfd3YjJbuGxEMtOGerlc8LGNYGqA6D5dd/W4v99PCM+wlaPSIbBhy9iQUlRCCCEUL3VWa9u8efOYN29eq19bv359i48nT57M3r172z3fddddx3XXXdfuMffeey/33ntvu8eEhoby8ssv8/LLL7d7XHdkNlsot/bYiJFSVG1rnrFhsahSNK3RVrjHZUKgBIoABwIb36qtvzVqzJhq76+QNkEFO/yFVkapvYwNrQxVz37S0K81zUsc+XtWQFcLbDRUQ/EBte/v/zaie5MG4q2aM2cORUVFPProo+Tn5zNq1KizFlM1742hLaY6cuQIkZGRzJw5k6VLl561mGrBggWcPHmS2NhYZs+ezdNPP91iMdUDDzxAdXU1d955J+Xl5VxwwQWsWrWKUJkkVo59DfUVENELzr8PvvunKnGTvRayLmv3qX//+gh78yqJCQ/i8SuHeme8zdnKUF3S9jW+EF1R5lRY9XvI2Qz1pyEkyjuva2qEsqNqXzI2hBBCWOke2BD+p6qhCbO1V5hXU779TdIwlYVRXaSaiEf3bv24QmvjcCndY6dNmmoNUJsHAMqOQ8UJ9bNNG6/P+FyVfjFgACwqsOFPtPJg+TvbDtTZGofrMMHgD3r2h5AeKkPLn8tQgbXcjUH9basqgsgEvUfUOrMJ6iqgtsz+qCm17pfaP1d5ShqHi65BC8zl/Xj2/5/dnB6LqQwGA0888QRPPPGEU2PtNvZ+rLaDL1el1IZdA5v+CrvebzewkV1YxYvr1MrtP1wxhPjIEG+M9oxBWAMbmdJfQ3QzcenqmrbsKBz9usMgpNuUHQdzEwSFQ49U77ymEEIInyeBDeG08mpVhiosyEhokNRbbVNQmGqgnL8Lcre3E9jQJoPd2PCwuhoiI9V+VRVE+Nnq+fiBqjFdQ5VqFN483VgrQ5Uy2v+yAiLi1Mq+w1/Zm4n7i16DVTCptqztQF3BHvux4mwBAerff+9H1iCXHwuJgrgM1Qh970pIHQsBRjAYwRBg3Q84Y9/Yct9gaOU52v4Zk7FmswoIacGImmaBCtvnSs/+XG05YHH8++o/yY0/JCF0kJBlfzScVmUPhfBFZhPs/0ztD75CbYfNVoGNA59DfRWERJ79NLOF33+wk4YmMxcNSmDWKB0mOEsOq+vTgMCu/f+Gv99PCM/JmALfvabKUXkrsFF8UG3j0iVoL4QQwkYCG8Jp5bVShsphKaNVYOPUDzDkytaPKbCuCJRV7nbGQNWsOvd71QC1eWDjmDWw4W9lqDTXvqGyeOLS9R6JcwJD1ERZwW7I29l6YMMTQbqu5sq/wsWP+N+/f2uSR6rAxn9/55nzNw+GmBpURoWrgiMhLBbCYlRvk7Ce1o972j8Oj7M3xBTCXxkD4Z4teo9CiI7lbIaaYgiNsf/tTRltXwl+cBUMv/asp/170zG2HS8jMiSQp68ejkGPMlDZ1obwfSZ6rwyPEL4kc6oKbGSva7/ksjuVWPtrSBkqIYQQzUhgQzitvEZlbEgZKgekjIHt/7Y3pT2Tqcle110mg1tKHmkNbPzY8sb2uJ8HNkJ7qIc/ShquAhv5uyBrZsuvWSzNAhtSVq1NIZGtrkD1S+NuU31V6qtU0MFiUitwtX2LWWVa2PZN9n1HWMzW5zXaPxcU3iwg0dMaoGglSNH849AY6V8khBC+Zp+1DNWgmWC03lMYDOqa7+s/qXJUZwQ2TpTW8Oxqdd384KVZpMSEeXPEds37awjRHfW7AIwhUJGjMikSBnn+NW2NwyWwIYQQwk4CG8Jp5bVqkkkyNhzQUQPx0sNqJXJQBMT09f74fFlrzYkrT6lVfIYA6HOuPuPqzpJGwI/LVZ+NM1WcUGVPAoJUiSLR9fU7H361ybXnthXwsAVGzvh8QJAKVARJw10hhPB7Fgvs+0Tta2WoNMNmq8BG9lpVUjCsp/UpFh76cBc1DSbG94/lxvF9vDxoq8Y6OPaN2s+Q/hqimwqOgL7nwZGvVDkqbwQ2SrLVVjI2hBBCNCPFCYXTKmqspajCZAVsh3oNAWMw1JWrCfkzFWplqLKkVuiZUkapbd6P6gYY7GWokkb4b9aDP0sarrZ5rQQ2tGyN+ExZHS86FhCgVugGhkBwuCrlERqtMiwi4iGyl2riHd0bYvqofQlqCCFE15C7XfXrCoo4u+dUr8GqPKu50R78AN7fdpJvDhUTEhjAM7NHEBCgQwkqgJxN0FgDkUmQKGVkRTeWaQ3sZa/xzutJxoYQQohWyEyqcJpWikoyNhwQGGyfDG6tHJWtv4aU7jlLwmC1SruuHMpz1Oe0MlT9LtBtWN2a9l6uyFGrKJuzBemkpJoQQggh2qGVoRo4rfWg9bBr1Hb3BwAUVtbx5KfqOmP+1IH0j9exibWtDNUU7/QVEMJXaRlLx7+FhmrPvlZNqerJA5IZLoQQogUJbAinldkCG7Iq2yHNy1GdqVACG20KDIZE688lb4fa2vprnKfLkLq9sBi1eh5Un43mpL+GEEIIITpisdgDG2eWodIMm622R7+G0wU8+tEeKuuaGJ4azS8u6O+dcbZF+msIocRnqvsCUwMc/cazr6WVoYpK6Tq96oQQQriFBDaE08prraWoJGPDMVpgI7edwEaimyeDjUaYOVM9jEb3ntubmvfZqCpUzekwQJ+Jug6rW0saobZnBjYk+0gIIYQQHSncC6VHVOPhzGmtHxPbH1LHgcXM3rVvsmpPPoEBBp69dgSBRh1vX8tPQNF+1est/SL9xuEtXeV+QniGwaAyl8Dz5ahsZagkW0MIIURLEtgQTqvQMjbCJLDhkJQxapu3QzXM1TRUQ6m174a7J4NDQ+Gzz9Qj1I/r0jcPbGjZGolDVR1+oQ8tsNG8z4apCYoPqH0pRSWEEEKItmh9M9IvVv2V2mLN2mj88X0AfnVhOoOTde6vpmVr9D7H1tS8S+sq9xPCc7RyVIfW2HsiekKJNbAhjcOFEEKcQQIbwmnltdJjwynxAyEoHBqq7Gm0AEUHAAuEWxvlirMlj1LbUzvsjcOlDJW+klvJ2Cg9otLQgyIgpq8+4xJCCCGE79MCG0OubP+4oVdjxsBIDnB+fA33XOwDK7Wb99cQQkD/SaonYvlxKDnsudeRxuFCCCHaIIEN4bTyGlWKKjpMemw4xBhoX+V+arv9854qQ9WVJA4Fg1E1i9PqMfc9X98xdXdaA/Gi/dBYp/YL96htrywIkP9WhBBCCNGKksNQsFtd2w2c0e6h6/OMbDGpLNBns7IJCdS5FJKpEY5sUPvSX0MIJSQS+lpLBHuyHJW2OFACG0IIIc4gM1DCaRWSseG81hqIe7LZcnU1RESoR3W1+8/vLUFhkDBI7VcVqK0ENvTVIxXCYsFigiLre9j2XpYyVEIIIYRog5at0f8n7ZYVrapv4uEPd/OxWU2Ypp78zBuja9+JrdBwGsLjIHm03qPxjq5yPyE8SytHpWU0uZupyZ4NIqWohBBCnEECG8IpFouFcmuPjZ7hkrHhsFRrn43mgY0CbZW7hzI2amrUw99pfTYA4gdBZIJ+YxGqUWDyGX02CqVxuBBCCCE6oGXfDm6/DNWzq/aTW17Lrh6TsQQEqvKXRQe9MMB2aKvR0y/pXtmpXeV+QnhOpjWwcWwjNNa6//zlx8HcCIGhEJ3m/vMLIYTwa93oqky4Q1V9E01m1RhMMjacoGVs5O1Uq07AsxkbXUnzwIb01/ANWjkqrc9GgQQ2hBBCCNGOipOQuw0wQNblbR629Wgp/950HICHZp+PIf1i9YXdH3hhkO2Q/hpCtC4hS2V0N9Wp4Ia7aWWoYtO7V1BRCCGEQ+R/BuEULVsjJDCA0CCda936k9h0COkBTbWqN0FNKVTlq6/1ytJ3bL5OayAO0O8C3YYhmkmyBpvyd6qVWaVH1McS2BBCCCFEa/Zby0n1OReiEls9pK7RxIMfqGzQ689J47yMeBh2rfri7vfBYvHGSM92Ot++mEMLtAghFIPBHvDzRDkqW+PwDPefWwghhN+TwIZwivTXcFFAgD3z4NQP9tI9MX0gJEq/cfmDpGFgDFaNJqW/hm+wZWzstmYeWVTfjcheug5LCCGEED5qr1aG6oo2D3lx3SGOFFeT2COEBTOtfbuyZqoSNCXZakGFHg5/qbYpo6UkqhCt0cpRHfJAA/ESLbAx0P3nFkII4fcksCGcomVsxIRJfw2n2RqIb29WumeofuPxFyFRcMNyuP4t6JGs92gEQHwmBIZBY7V9BWbiULViSwghhBCiuaoiyPlW7bdRhmp3bgV//1plgD41azjRYdZFVCFRMHC62t/1vqdH2jptslbKUAnRuv6TISAQSg/bM7ndpdhaikoahwshhGiFBDaEU8prGwCIlowN59kCGz9AodY4fLB+4/EnGVNg0Ay9RyE0AUZItJad2vmu2sp7WQghhBCtOfAZWMyqvGjPvmd9udFk5v73d2IyW7hiZApTh5xRqkorR7XnQzCbPT/e5swme8aGBDaEaF1oD0g7V+1nr3PvuYsPqq2UohJCCNEKCWwIp5RZMzZ6SmDDealj1DZ/N5zaofYTPZSxERAAkyerhzRZE56QNEJtK3LUVgIbQgghhGjNvk/Uto0yVP/ZfJx9eZX0DA/isSta6deVORWCo6DiBJzc6sGBtiJ3O9SVQ2g0pI7z7mvrTe4nhDMyrYE/d5ajqquA6kK1LxkbQgghWiFXKMIpFTUqY0NKUbkgpi+E9QRzI+TtUJ/z1GRwWBisX68eYWGeeQ3RvWl9NjRSVk0IIYQQZ6othyMb1P7gK1s9ZMeJcgBuO78/cZEhZx8QFAaDrSWsvF2OSmuGPOAiMAZ697X1JvcTwhlaRtPRr6Gxzj3n1MpQRSaqrBAhhBDiDBLYEE6x9diQjA3nGQz2clSg6pDKyhPhr5JHtvy4V5Y+4xBCCCGE7zq4Wi3qSciChNab/5ZUq4VTyTHtTJ4Pm622e1eCqcnNg2xHtvTXEMIhicMgKhmaau09dTpLaxwu98xCCCHaIIEN4ZTyWhXYkB4bLkoZY9+PHwiBkvki/FSvIWCw/hfSo7cq0SCEEEII0dy+j9W2jTJUAKXWwEZcZDvXxQMuhLBYqC6CY1+7cYDtqC5RpagAMi7xzmsK4a8MBvvvyaG17jlnsTWwES+BDSGEEK2TwIZwii1jQ0pRuaZ5xoYnexJUV0NCgnpUV3vudUT3FRxuXz0l/TWEEEIIcaaGansj4TbKUAGUVFkDGxHt3F8Yg2DIVWp/9wfuGmH7jnwFWFS5zR4p3nlNXyL3E8JZWmZTtpv6bJRIYEMIIUT7JLAhnFJRa+2xIRkbrmkR2GilOaI7FRerhxCeopWjSpT+GkIIIYQ4Q/ZaVZYmpu/ZvbmsLBaLLWMjtr3ABsDwa9V27yfQVO/OkbZO66+R2Y3LUMn9hHDGgIvAYITig1B2vPPnK5ZSVEIIIdongQ3hlDLpsdE5PVJU8zPwfGBDCE+b/HsYcwtMvEfvkQghhBDC1+z7RG0HX6HK1LSiqr6JBpMZgLiIVhqHN9fnPFXDv77CHnTwFLPZ/hrSX0MIx4TFQNp4td/Z31GzCUoOq/34jM6dSwghRJclgQ3hFClF1UkGA8z4I4y7DTKn6j0aITonPgOu/AtE9tJ7JEIIIYTwJU31qnE42EtItUIrQxUebCQs2Nj+OQMCYOg1at/T5ajyd6p+HkERkHauZ19LiK5E67PR2cBGxQkw1YMxWGV9CSGEEK2QwIZwmMVikVJU7jDsGrj8z6pWsBBCCCGEEF3NkQ1QX6kyLFLHtXlYiaNlqDTDZ6vtgc9VDw9P0SZlB0yGQFnQJYTDMqyL945s6FzJuOJstY1Nh4AOgp5CCCG6LQlsCIfVNJhoNFkACWwIIYQQQggh2rDvI7XNulxlWrRB66/RbuPw5lLGQM/+0FijghueojU9lzJUQjgnaQRE9ILGasjZ7Pp5bI3DpQyVEEKItklgQzisvFaVoQo2BhAWJKsmhBBCCCGEEGcwNcH+/6r9wVe0e2hJlVrRHRfZQX8NjcEAw6xZG54qR1VbDie2qH2trI4QwjEBAfaAYPYa189TfFBtpXG4EEKIdkhgQzisvEatqIoOD8LQRgNA4SMCAmDcOPVoZ5WcEEIIIYQQbpXzLdSWQlgs9D2/3UOdLkUFMPxatT20BmrLXB1l245uAItJTaj27Of+8/sLuZ8QrtICgoc60WejWMvYkMCGEEKItgXqPQDhP7TG4T2lDJXvCwuD777TexRCCCGEEKK72fux2mbNBGP7t5tOl6IC6DUYeg2Bwr2w71MY83NXR9o6rb9Gdy9DJfcTwlXpF4MhAIr2QcVJiO7t/DlKrD02JGNDCCFEO2TphXCYFtiICZMGekIIIYQQQogzmM2w/1O1P/jKDg+3l6Jy8v7CVo7qfeee1xGLxd5fI7ObBzaEcFV4LKSOU/vZLmRt1J+G03lqX3psCCGEaIcENoTDymvtpaiEEEIIIYQQooXcbWpCMjgKBlzY4eH2UlQO9tjQDLtGbY9+DVWFTg6yHYX7oDIXAkM7LKMlhGiHlvF0yIU+G1q2RkQChPV035iEEEJ0ORLYEA6zZ2xIYMPn1dRAv37qUVOj92iEEEIIIUR3sO8jtR04HQI7Dla4VIoKIHYApI4Fixn2rHRykO3QVpf3uwCCwtx3Xn8k9xOiM7SMpyMbwNTo3HOLpQyVEEIIx0hgQzisotYa2JCMDd9nscDx4+phseg9GiGEEEII0dVZLLDvE7U/+AqHnlJSZQ1sOFuKCmCYtYn47g+cf25bpL+GndxPiM5IHg3hcdBwGk5sce65xQfVVspQCSGE6IAENoTDymvUjUdMuPTYEEIIIYQQQjSTvwvKjqkyTplTOzzcYrHYMjZinc3YABh6NWCAE5uh/ITzzz9TfRXkbFL7GR2PXwjRjoAASL9E7TtbjqrkkNpKxoYQQogOSGBDOKysRjI2hBBCCCGEEK3QsjUypkBwRIeHV9U30WAyAxDnbI8NgB7JqmQUuCdr49g3YGqAmL4Ql9758wnR3WkBzux1zj1PK0UVL4ENIYQQ7ZPAhnBYha3HhmRsCCGEEEIIIZpxsQxVeLCRsGCja6+pNRF3R2CjeRkqg6Hz5xOiu0u/GDBAwS6ozHPsOWazvXm4ZGwIIYTogAQ2hMPKa7VSVJKxIYQQQgghhLAqPgRF+yAgEAbOcOgpJZ0pQ6UZMku9Zv5ONQZXWSz2cjnSX0MI94iIh5TRal8LHHakMheaaiEgCHr29dzYhBBCdAkS2BAOK7dmbESHSWBDCCGEEEIIYbXvY7XtPxnCYhx6itZfI64zgY3wWOuqcDqXtVF6BMqPq8nU/pNcP48QoiVbOSoH+2xo/TVi+4NR5h2EEEK0TwIbwiEWi4XyWumx4TcMBhgyRD0klV4IIYQQQnjSXmtgY8iVDj+lpKoegLhIF/prNDdsttruel9lXrhCy9boOxFCIjs3nq5C7ieEO2RYAxuH14OpqePji6VxuBBCCMcF6j0A4R/qGs00NKnmfj3DpceGzwsPhz179B6FEEIIIYTo6spzIG8HYIBBlzn8NLeUogIYNBMCQ9VK7/xdkDzC+XM0768hFLmfEO6QOgbCekJtGZz8TgUP26MFNuIzPD82IYQQfk8yNoRDymrUjUeQ0UC4q839hBBCCCGEEF3Lvk/Vtu95EJng8NPcUooKILQHZE5T+7vfd/75jbVwbKPal8CGEO4VYLSXi3OkHFWJZGwIIYRwnAQ2hEPs/TWCMUgqshBCCCGEEALs/TUGO16GCpoFNiLdkA0+/Fq13b0CzGbnnnv8W9WsOCoFeg3p/FiEEC1p5agcaSBenK228QM9Nx4hhBBdhgQ2hEPKa9WNh/TX8BM1NTB0qHrU1Og9GiGEEEII0RWdLoCczWp/8OVOPbXY2mMjNqKTPTZAZWwER0HFCVXuxhm2MlSXSC+J5uR+QrhLxiVqm/ej+pvRloZqqDyp9uMlY0MIIUTHJLAhHFJhzdiICZPAhl+wWGDvXvVwtYmiEEIIIYQQ7dn/KWCB1LEQ3dupp7qtFBVAUBhkWft7OFuOSvprtE7uJ4S7RPaC5JFq//C6to8rsWZrhMVCeKznxyWEEMLvSWBDOKS81hrYkIwNIYQQQgghBMC+T9R28BVOP7XUXc3DNVo5qj0fgqnJseeUHYfig2AwwoAL3TMOIcTZHClHZWscLtkaQgghHCOBDeEQrcdGTLibbjyEEEIIIYQQ/qumFI59o/ad7K9hsVgoqXJjjw1QgYmwWKguso+rI9rq8bTxEBbjnnEIIc6mZUQd/hLMptaP0TI2pHG4EEIIB0lgQzikvMbaY0NKUQkhhBBCCCEOrgJzE/QaCnHpTj21qr6JBpNq8h3njh4bAMYgGHKV2ne0HNWhZv01hBCe0/scCI2G2jLI3db6MbaMjQzvjUsIIYRfk8CGcIg9Y0MCG0IIIYQQQnR7bihDFRZkJCzY6L4xDZuttvs+gab69o9taoCjG9S+9NcQwrOMgTDgIrXfVjmqEi2wMdA7YxJCCOH3JLAhHFJeq24+oqUUlRBCCCGEEN1b/WnItpZxciGwUezuMlSavudBVDLUVdjH15YTW6ChCsLjIWmke8chhDhbprXPxqE1Z3/NYoFiKUUlhBDCORLYEA6xZWxIKSr/YDBA377qYTDoPRohhBBCCNGVHFoDpnqIHQCJQ51+upaxEeeuxuGaACMMvUbt7/6g/WOzm5WhCpDb4rPI/YRwt3RrybdTP0B1ccuvVZ6CxmowGKFnP68PTQghhH+SKzjhkIpaKUXlV8LD4dgx9QgP13s0QgghhBCiK2lehsqFSe/SalUmKtbdgQ2wl6M68F9oqG77OFtgY6r7x9AVyP2EcLceyZA4HLCoJuLNaWWoevaDQKkSIYQQwjES2BAO0TI2ekopKiGEEEIIIbqvxjo49IXaH3yVS6ewl6JyU+Pw5lLHqMnRxho48Hnrx1TmQcFuwADpF7l/DEKI1mVa+9mcWY7K1jhcylAJIYRwnO6BjZdffpl+/foRGhrKhAkT2Lp1a5vHNjY28sQTT5Cenk5oaCgjR45k1apVLY45ffo09913H3379iUsLIzzzjuP7777rsUxVVVVzJs3j969exMWFsaQIUNYsmRJi2MuvPBCDAZDi8ddd93lvm/cz5TVWHtsSCkqIYQQQgghuq8jX6neFD1SIWW0S6fwWCkqUBkkWtbG7hWtH3PY2n8jZTRExLt/DEKI1mVYAxuH14HZbP98ibW/hgQ2hBBCOEHXwMY777zD/Pnz+cMf/sD27dsZOXIk06dPp7CwsNXjFy5cyKuvvspLL73E3r17ueuuu7j66qv54YcfbMfcfvvtrFmzhqVLl7Jr1y6mTZvGlClTyM3NtR0zf/58Vq1axbJly9i3bx/33Xcf8+bN4+OPP27xenfccQd5eXm2x7PPPuuZH4SPq2s0Ud+kLjqkFJWfqK2Fc85Rj9pavUcjhBBCCCG6Cq0MVdblLvem0AIbHilFBTDsWrXNXgO15Wd/3VaGaopnXr8rkPsJ4QlpEyCkB9SUQJ59HseWsSGNw4UQQjhB18DG4sWLueOOO5g7d64tayI8PJzXX3+91eOXLl3KQw89xMyZMxkwYAB33303M2fO5PnnnwegtraWDz74gGeffZZJkyaRkZHBY489RkZGBq+88ortPN9++y233HILF154If369ePOO+9k5MiRZ2WLhIeHk5SUZHv06NGj3e+nvr6eysrKFo+uQCtDZQwwEBkSqPNohEPMZvj+e/VovhJGCCGEEEIIV5kaYf9nan/IlS6fprhK9djwSCkqgMQh0GsImBpg/6ctv2Zqstf3z5T+Gm2S+wnhCcYgGDBZ7R9aa/98iZSiEkII4TzdAhsNDQ1s27aNKVPsq2QCAgKYMmUKmzZtavU59fX1hIaGtvhcWFgYGzduBKCpqQmTydTuMQDnnXceH3/8Mbm5uVgsFr766isOHjzItGnTWjzvP//5D/Hx8QwbNowFCxZQU1PT7ve0aNEioqOjbY+0tLSOfxB+oLxWraiKCQvC4EJzQCGEEEIIIUQXcGwj1JVDeDz0mejyaTxaikoz7Bq13fV+y8/nboO6CgiNgZQxnnt9IUTrtEypbGufjcZaKD+h9iVjQwghhBN0C2wUFxdjMplITExs8fnExETy8/Nbfc706dNZvHgxhw4dwmw2s2bNGlasWEFeXh4AUVFRTJw4kSeffJJTp05hMplYtmwZmzZtsh0D8NJLLzFkyBB69+5NcHAwM2bM4OWXX2bSpEm2Y2688UaWLVvGV199xYIFC1i6dCk/+9nP2v2eFixYQEVFhe1x4sQJV388PkXL2IiWMlRCCCGEEEJ0X/uspXuzLoMAo8un8XgpKrD32Ti6AaqK7J/XylClXwRGyUYXwusyrJlSJ7+HmlIoOQxYIDRaet4IIYRwil9dyb344ovccccdZGVlYTAYSE9PZ+7cuS1KVy1dupTbbruN1NRUjEYjY8aM4YYbbmDbtm22Y1566SU2b97Mxx9/TN++ffn666+55557SElJsWWQ3Hnnnbbjhw8fTnJyMpdccgmHDx8mPT291fGFhIQQEuKhdGodaYGNnuEevPEQQgghhBBC+C6zCfZZyzoNdr0MlcVioaTKmrER6cH7i9gBKiPj1HbYuxLG36E+L/01hNBXdKoqFVe4V5WF04KkcZkgFSKEEEI4QbeMjfj4eIxGIwUFBS0+X1BQQFJSUqvPSUhIYOXKlVRXV3P8+HH2799PZGQkAwYMsB2Tnp7Ohg0bqKqq4sSJE2zdupXGxkbbMbW1tTz00EMsXryYK664ghEjRjBv3jzmzJnDc8891+Z4J0yYAEB2dnZnv3W/U15jL0UlhBBCCCGE6IZOfgfVhRASDf0ndXx8G6rqm2gwqZ4NcREeXhQ23NpEXCtHVV0Mp6wNiyWwIYR+Mi5R2+y1UGydY4kfqN94hBBC+CXdAhvBwcGMHTuWdevW2T5nNptZt24dEye2X681NDSU1NRUmpqa+OCDD7jqqqvOOiYiIoLk5GTKyspYvXq17ZjGxkYaGxsJCGj5rRuNRsztNEXbsWMHAMnJyY5+i11Gea2UohJCCCGEEKJb22stQzVoBgS6nmmhlaEKCzISFux6OSuHDL0aMMCJzaqG/+EvAQskDoeo1hfTCSG8QCtHlb0Wig+o/fgM/cYjhBDCL+laimr+/PnccsstjBs3jvHjx/PCCy9QXV3N3LlzAbj55ptJTU1l0aJFAGzZsoXc3FxGjRpFbm4ujz32GGazmQceeMB2ztWrV2OxWBg0aBDZ2dncf//9ZGVl2c7Zo0cPJk+ezP33309YWBh9+/Zlw4YN/Pvf/2bx4sUAHD58mLfeeouZM2cSFxfHzp07+c1vfsOkSZMYMWKEl39K+tNKUcWESSkqvxIv9UmFEEIIIYQbWCyw7xO1P/iKTp2q2BtlqDQ9UqDv+XB8I+xZAQV71Oe11eKifXI/ITylz0QIioDqIji4Wn1OGocLIYRwkq6BjTlz5lBUVMSjjz5Kfn4+o0aNYtWqVbaG4jk5OS0yK+rq6li4cCFHjhwhMjKSmTNnsnTpUmJiYmzHVFRUsGDBAk6ePElsbCyzZ8/m6aefJijInm3w9ttvs2DBAm666SZKS0vp27cvTz/9NHfddRegsknWrl1rC7SkpaUxe/ZsFi5c6J0fjI+pqLWWopKMDf8REQFFRR0fJ4QQQgghREfydkBFDgSFQ3rnggJaxkacJxuHNzd8tgps7HoPKvPU56QMVcfkfkJ4UmAwDJgMB/4L9ZXqc/ES2BBCCOEc3ZuHz5s3j3nz5rX6tfXr17f4ePLkyezdu7fd81133XVcd9117R6TlJTEG2+80ebX09LS2LBhQ7vn6E5sGRsS2BBCCCGEEKL70bI1MqZAcHinTlVaXQ9ArLcCG4Ovgv/eD/m71MfBUZA2wTuvLYRoW8YUFdgAMARA7ID2jxdCCCHOoFuPDeE/7IENKUUlhBBCCCFEt2MrQ3Vlp09VYs3YiPV043BNRBwMuMj+8YDJneoRIoRwk+aZUzF9IdBLfxOEEEJ0GRLYEB0qq7GWogqTjA2/UVsLF16oHrW1eo9GCCGEEMJpTU1NrF27lldffZXTp08DcOrUKaqqqpw+18svv0y/fv0IDQ1lwoQJbN26tc1jGxsbeeKJJ0hPTyc0NJSRI0eyatWqFseYTCYeeeQR+vfvT1hYGOnp6Tz55JNYLBbbMbfeeisGg6HFY8aMGU6PXXeF+6H4IBiDYeD0Tp+uxNpjI94bPTY0w2bb96W/hmPkfkJ4Ws++ED9Q7UsZKiGEEC7QvRSV8H0VtVKKyu+YzaCVUzOb9R2LEEIIIYSTjh8/zowZM8jJyaG+vp6pU6cSFRXFM888Q319PUuWLHH4XO+88w7z589nyZIlTJgwgRdeeIHp06dz4MABevXqddbxCxcuZNmyZbz22mtkZWWxevVqrr76ar799ltGjx4NwDPPPMMrr7zCm2++ydChQ/n++++ZO3cu0dHR3HvvvbZzzZgxo0UJ3JAQP1yRrGVrDLgQQnt0+nSltowNLwY2si6D4EhoqoOMqd57XX8m9xPCG7Iug40HIXmU3iMRQgjhhyRjQ3TIVooqTFK2hRBCCCGE5/36179m3LhxlJWVERYWZvv81Vdfzbp165w61+LFi7njjjuYO3cuQ4YMYcmSJYSHh/P666+3evzSpUt56KGHmDlzJgMGDODuu+9m5syZPP/887Zjvv32W6666iouu+wy+vXrx7XXXsu0adPOygQJCQkhKSnJ9ujZs6dTY/cJ+z5S28FXuOV0JXoENkJ7wC2fwM0fQ0ya915XCNG+yQ/CNa/B+b/WeyRCCCH8kAQ2RLvqGk3UNpoAiJaMDSGEEEII4QXffPMNCxcuJDi45eR3v379yM3Ndfg8DQ0NbNu2jSlT7LXcAwICmDJlCps2bWr1OfX19YSGhrb4XFhYGBs3brR9fN5557Fu3ToOHjwIwI8//sjGjRu59NJLWzxv/fr19OrVi0GDBnH33XdTUlLS7njr6+uprKxs8dBV6VHVdNsQAIMuc8spS6pU8/D4SC9nr6SOgX7ne/c1hRDtCwqFEddBSKTeIxFCCOGHpBSVaFeltQxVgAGiQuTtIoQQQgghPM9sNmMymc76/MmTJ4mKinL4PMXFxZhMJhITE1t8PjExkf3797f6nOnTp7N48WImTZpEeno669atY8WKFS3G8+CDD1JZWUlWVhZGoxGTycTTTz/NTTfdZDtmxowZXHPNNfTv35/Dhw/z0EMPcemll7Jp0yaMRmOrr71o0SIef/xxh78/j9v/qdr2PV814XYDXUpRCSGEEEKILkcyNkS7ym39NYIJCDDoPBohhBBCCNEdTJs2jRdeeMH2scFgoKqqij/84Q/MnDnTo6/94osvkpmZSVZWFsHBwcybN4+5c+cSEGC/dXr33Xf5z3/+w1tvvcX27dt58803ee6553jzzTdtx1x//fVceeWVDB8+nFmzZvHpp5/y3XffsX79+jZfe8GCBVRUVNgeJ06c8OS32rG9H6vtkKvccjqLxaJPKSohhBBCCNHlyBJ80a4y641HTJiUoRJCCCGEEN7x3HPPMWPGDIYMGUJdXR033ngjhw4dIj4+nuXLlzt8nvj4eIxGIwUFBS0+X1BQQFJSUqvPSUhIYOXKldTV1VFSUkJKSgoPPvggAwYMsB1z//338+CDD3L99dcDMHz4cI4fP86iRYu45ZZbWj3vgAEDiI+PJzs7m0suuaTVY0JCQnynwXhlHpy09gzJck8Zqqr6JhqaVCPquEgJbAghhBBCCNdJYEO0S8vYkP4afig8XO8RCCGEEEK4JC0tjR9//JF33nmHH3/8kaqqKn7xi19w0003tWgm3pHg4GDGjh3LunXrmDVrFqDKXK1bt4558+a1+9zQ0FBSU1NpbGzkgw8+4LrrrrN9raampkUGB4DRaMRsNrd5vpMnT1JSUkJycrLD49dV4V4IjoJeWdAjxS2n1MpQhQUZCQ+WW1GfJ/cTQgghhPBhcjUp2lVRYy1FJRkb/iUiAqqr9R6FEEIIIYTTGhsbycrK4tNPP+Wmm25q0bfCFfPnz+eWW25h3LhxjB8/nhdeeIHq6mrmzp0LwM0330xqaiqLFi0CYMuWLeTm5jJq1Chyc3N57LHHMJvNPPDAA7ZzXnHFFTz99NP06dOHoUOH8sMPP7B48WJuu+02AKqqqnj88ceZPXs2SUlJHD58mAceeICMjAymT5/eqe/HazIugfuzoSrfbaeUMlR+RO4nhBBCCOHjJLAh2lVeay1FFS43H0IIIYQQwvOCgoKoq6tz2/nmzJlDUVERjz76KPn5+YwaNYpVq1bZGorn5OS0yL6oq6tj4cKFHDlyhMjISGbOnMnSpUuJiYmxHfPSSy/xyCOP8Ktf/YrCwkJSUlL45S9/yaOPPgqo7I2dO3fy5ptvUl5eTkpKCtOmTePJJ5/0nVJTjggKhZ793Ha6kip1bxEvZaiEEEIIIUQnGSwWi0XvQXRVlf+/vTsPb7LM/j/+SfeNppSlCyLQglRQilMWcUbAsVKs4yB2RkQcoCCIgopVUJgqiAsjDhVFFH8KqMWFYUBEnQGxX0VRBGRRRxbZFARaoNCW7kvy+yNNMFKQlrZPmrxf1/VcV/rkTnKSSM3pyX1OQYHMZrPy8/MVGhpqdDh1MmvVTr346V6NvKq9pv+5q9HhAAAAwIXV1+ffp556Sj/88INeffVV+fh47nex3CGf+KUlmw7ooWXf6ZrOrbQotZfR4QAAAMDF1Obzr+dmCTgv9hkbzdmx0bSUlkopKbbLy5ZJAQHGxgMAAFALmzZtUlZWlj766CNdfvnlCg4Odrp++fLlBkWGC3G6FVUT2rXiqcgnAACAi6OwgXPKK7a3omLGRpNSVSX95z+nLwMAADQhYWFhSrH/URVug1ZUTQj5BAAAcHEUNnBOefbh4RQ2AAAA0EgWLVpkdAhoACcYHg4AAIB6QmED52QvbJgDKWwAAACgcR07dky7du2SJHXu3FmtWrUyOCJciFwKGwAAAKgnXkYHANeWX2LfsUHyAQAAgMZRVFSkUaNGKSoqSn379lXfvn0VHR2t0aNHq7i42OjwUEe5hWWSpJYhzNgAAADAhTnvwsbhw4f14IMPqqCg4Izr8vPzNWnSJOXk5NRrcDCeY8YGOzYAAADQSNLS0rR27Vq9//77ysvLU15ent577z2tXbtWDzzwgNHhoY5oRQUAAID6ct6FjYyMDBUUFCg0NPSM68xms06dOqWMjIx6DQ7GKq+0qKjcNiiuOTs2AAAA0EiWLVumBQsW6Prrr1doaKhCQ0OVnJysV155Rf/+97+NDg91YLVaaUUFAACAenPehY1Vq1Zp+PDhZ71++PDh+uCDD+olKLiGvBJb4mEySc0CGMcCAACAxlFcXKyIiIgzzrdu3ZpWVE1UYVmlyistkqQWIRQ2AAAAcGHOu7Cxf/9+XXzxxWe9/qKLLtKPP/5YHzHBReT/YnC4l5fJ4GhQK8HBktVqO4KDjY4GAACgVvr06aNp06aptLTUca6kpESPPfaY+vTpY2BkqCt7G6pAX28F+fGlKZdHPgEAAFzceX+iDAwM1I8//njW4saPP/6owMDAegsMxsuzDw5nvgYAAAAa0XPPPaekpCRddNFFio+PlyR98803CggI0OrVqw2ODnVBGyoAAADUp/MubPTu3VuZmZnq27dvjde/8cYb6tWrV70FBuPl2XdsMF8DAAAAjeiyyy7T7t279eabb2rnzp2SpKFDh2rYsGF8maqJOlFoK2zQhgoAAAD14bwLGw8++KCuu+46mc1mTZo0ydHzNicnR7NmzdJrr72mjz76qMECRePLK7YlH+zYaIJKS6W//c12OTNTCggwNh4AAIBaCgoK0pgxY4wOA/Ukt6hMktSCHRtNA/kEAABwcec9Y+Oaa67RvHnz9MILLyg6OlrNmzdXeHi4oqOjNW/ePM2dO1d//OMfGzJWNLL86lZUzYMobDQ5VVXSv/9tO6qqjI4GAACgVmbOnKmFCxeecX7hwoV6+umnDYgIF+p0Kyp/gyPBeSGfAAAALq5WU9vuvPNO/elPf9K//vUv7dmzR1arVZdccon+8pe/6KKLLmqoGGGQk/YdG7SiAgAAQCN6+eWX9dZbb51xvmvXrrr11lv10EMPGRAVLgStqAAAAFCfalXYkKQ2bdro/vvvb4hY4GIcMzZoRQUAAIBGlJ2draioqDPOt2rVSkeOHDEgIlwo+44NWlEBAACgPpx3YeP555+v8bzZbNYll1yiPn361FtQcA151a2owmhFBQAAgEbUtm1bffHFF+rQoYPT+S+++ELR0dEGRYULcboVFYUNAAAAXLjzLmw8++yzNZ7Py8tTfn6+rrrqKq1cuVLh4eH1FhyMlV9MYQMAAACNb8yYMZo4caIqKiocc/yysrI0efJkPfDAAwZHh7o4YR8eTisqAAAA1IPzLmzs37//rNft27dPt99+u9LT0/Xiiy/WS2AwXl5J9YyNQJIPAAAANJ5JkyYpNzdXd999t8rLbZ9JAwIC9NBDD2nKlCkGR4e6yLXP2GB4OAAAAOpBrWds1CQmJkb/+Mc/NGrUqPq4O7iIPHZsAAAAwAAmk0lPP/20HnnkEe3YsUOBgYHq1KmT/P35o3hTZLVaaUUFAACAeuVVX3d08cUXKzs7u77uDi7gdGGD5KPJCQqSCgttR1CQ0dEAAADUSUhIiHr27KlmzZpp7969slgsRoeEOigqr1J5pe29oxVVE0E+AQAAXFy9FTa+++47tWvXrr7uDgarqLKosKxSkhQWyI6NJsdkkoKDbYfJZHQ0AAAA52XhwoXKyMhwOjd27FjFxMTo8ssv12WXXaaDBw8aFB3qKrfQNl8j0NdbQX710jQADY18AgAAuLjzLmwUFBTUeBw8eFArVqzQxIkTNWTIkIaMFY0ov6TCcTmUwgYAAAAawf/7f/9PzZs3d/y8atUqLVq0SG+88YY2bdqksLAwPfbYYwZGiLqgDRUAAADq23l/XSYsLEyms3xTw2Qy6Y477tDDDz9cb4HBWPY2VKEBPvL24hs6TU5ZmXTnnbbLL78s0Y8aAAA0Abt371aPHj0cP7/33nsaNGiQhg0bJkl66qmnlJqaalR4qKMT9sHhtKFqOsgnAACAizvvwsYnn3xS4/nQ0FB16tRJISEh+t///qfLLrus3oKDcfJLbMkH8zWaqMpK6fXXbZfnzSMRAQAATUJJSYlCQ0MdP3/55ZcaPXq04+eYmBjm+jVBuUW2VlQt2LHRdJBPAAAAF3fehY1+/frVeP7UqVN66623tGDBAn399deqqqqqt+BgHPuOjeZBtKECAABA42jXrp02b96sdu3a6fjx4/r+++/1+9//3nF9dna2zGazgRGiLk63ouKP4wAAAKgfdZ7c9tlnn2nBggVatmyZoqOjdfPNN+uFF16oz9hgoJPVhQ0zOzYAAADQSEaMGKHx48fr+++/1//93/8pLi5OCQkJjuu//PJLdog3QbSiAgAAQH2rVWEjOztbr732mhYsWKCCggLdcsstKisr04oVK9SlS5eGihEGyCuubkXF4HAAAAA0ksmTJ6u4uFjLly9XZGSkli5d6nT9F198oaFDhxoUHerKvmODVlQAAACoL+dd2Ljxxhv12Wef6YYbbtCcOXM0cOBAeXt7a/78+Q0ZHwySX2LbsRFGKyoAAAA0Ei8vL82YMUMzZsyo8fpfFzrQNJxuRUVhAwAAAPXjvAsb//3vf3XvvffqrrvuUqdOnRoyJrgA+4wNdmwAAAAAuBAn7MPDaUUFAACAeuJ1vgvXrVunU6dOKSEhQb1799YLL7yg48ePN2RsMFBeCTM2AAAAAFy43EKGhwMAAKB+nXdh48orr9Qrr7yiI0eO6M4779Q777yj6OhoWSwWrVmzRqdOnWrIONHI7DM2mtOKqmkKCpKOHrUdQUFGRwMAAAAPZbVambHRFJFPAAAAF3fehQ274OBgjRo1SuvWrdN3332nBx54QP/4xz/UunVr/fnPf26IGGEARysqChtNk8kktWplO0wmo6MBAACAhyoqr1J5pUUSraiaFPIJAADg4mpd2Pilzp07a9asWfr555/19ttv11dMcAF5JbZvVZkDST4AAAAA1M2J6jZUAb5eCvI77xGPAAAAwDldUGHDztvbWzfddJNWrlxZH3cHF8COjSaurEwaP952lJUZHQ0AAEC9OHjwoEaNGmV0GKiF4/bB4czXaFrIJwAAgIurl8IG3EtllUWnSislSWGBFDaapMpK6cUXbUdlpdHRAAAA1IsTJ07o9ddfNzoM1IJ9xwZtqJoY8gkAAODi2AuMMxSUnv7gaqawAQAAgEbyWzvA9+3b10iRoL6cqB4cHs7gcAAAANQjChs4Q16xLfloFuAjH2829QAAAKBx3HTTTTKZTLJarWddY2KQcZNCKyoAAAA0BP5qjTOcZL4GAAAADBAVFaXly5fLYrHUeGzZssXoEFFLtKICAABAQ6CwgTPkl9iSj7BAkg8AAAA0noSEBG3evPms1//Wbg64HlpRAQAAoCHQigpnyGPHBgAAAAwwadIkFRUVnfX6jh076pNPPmnEiHChjlcXNlpQ2AAAAEA9orCBM9gLGwwOBwAAQGO6+uqrz3l9cHCw+vXr10jRoD6csM/YoBUVAAAA6hGFDZwhr4QdG01eYKC0f//pywAAAE3Avn371KFDBwaEuxH7jI1whoc3LeQTAADAxRk+Y2PevHlq3769AgIC1Lt3b23cuPGsaysqKjRjxgzFxsYqICBA8fHxWrVqldOaU6dOaeLEiWrXrp0CAwN11VVXadOmTU5rCgsLNWHCBF100UUKDAxUly5dNH/+fKc1paWlGj9+vFq0aKGQkBClpKQoJyen/p64C8svtiUfzYP4VlWT5eUltW9vO7wM/2cOAABwXjp16qRjx445fh4yZIjHfAZ3R1arlVZUTRX5BAAAcHGGfkJZsmSJ0tLSNG3aNG3ZskXx8fFKSkrS0aNHa1yfnp6ul19+WXPnztX27ds1btw4DR48WFu3bnWsueOOO7RmzRplZmbqu+++04ABA5SYmKhDhw451qSlpWnVqlVavHixduzYoYkTJ2rChAlauXKlY83999+v999/X0uXLtXatWt1+PBh3XzzzQ33YriQk7SiAgAAgAF+PRj8P//5zzlnbsC1FZVXqbzSIolWVAAAAKhfhhY2MjIyNGbMGKWmpjp2TQQFBWnhwoU1rs/MzNTUqVOVnJysmJgY3XXXXUpOTtbs2bMlSSUlJVq2bJlmzZqlvn37qmPHjpo+fbo6duyol156yXE/X375pUaMGKH+/furffv2Gjt2rOLj4x27RfLz87VgwQJlZGToj3/8oxISErRo0SJ9+eWX+uqrrxr+hTHY6VZUJB9NVnm5NGmS7SgvNzoaAAAAeCB7G6oAXy8F+dEFuUkhnwAAAC7OsMJGeXm5Nm/erMTExNPBeHkpMTFR69evr/E2ZWVlCggIcDoXGBiodevWSZIqKytVVVV1zjWSdNVVV2nlypU6dOiQrFarPvnkE/3www8aMGCAJGnz5s2qqKhwii0uLk4XX3zxWWOzx1dQUOB0NEX2VlRh7NhouioqpH/+03ZUVBgdDQAAwHkxmUxnzNdg3kbTddw+OJz5Gk0P+QQAAHBxhn1t5vjx46qqqlJERITT+YiICO3cubPG2yQlJSkjI0N9+/ZVbGyssrKytHz5clVVVUmSmjVrpj59+ujxxx/XpZdeqoiICL399ttav369Onbs6LifuXPnauzYsbrooovk4+MjLy8vvfLKK+rbt68kKTs7W35+fgoLCzsjtuzs7LM+p5kzZ+qxxx6ry8vhUhgeDgAAACNYrVaNHDlS/v62P4SXlpZq3LhxCg4Odlq3fPlyI8JDLdl3bNCGCgAAAPWtSU0Be+6559SpUyfFxcXJz89PEyZMUGpqqrx+McwsMzNTVqtVbdq0kb+/v55//nkNHTrUac3cuXP11VdfaeXKldq8ebNmz56t8ePH6+OPP76g+KZMmaL8/HzHcfDgwQu6P6PkFVPYAAAAQOMbMWKEWrduLbPZLLPZrNtvv13R0dGOn+0HmoYT1YPDwxkcDgAAgHpm2I6Nli1bytvbWzk5OU7nc3JyFBkZWeNtWrVqpRUrVqi0tFS5ubmKjo7Www8/rJiYGMea2NhYrV27VkVFRSooKFBUVJSGDBniWFNSUqKpU6fq3Xff1Q033CBJ6tatm7Zt26Z//vOfSkxMVGRkpMrLy5WXl+e0a+NcsUmSv7+/49tlTVWVxaqCUmZsAAAAoPEtWrTI6BBQj+ytqChsAAAAoL4ZtmPDz89PCQkJysrKcpyzWCzKyspSnz59znnbgIAAtWnTRpWVlVq2bJkGDRp0xprg4GBFRUXp5MmTWr16tWNNRUWFKioqnHZwSJK3t7csFoskKSEhQb6+vk6x7dq1SwcOHPjN2Jq6gpIKWa22y2ZmbAAAAACoI3srqpYhTfvLXwAAAHA9hu3YkKS0tDSNGDFCPXr0UK9evTRnzhwVFRUpNTVVkjR8+HC1adNGM2fOlCRt2LBBhw4dUvfu3XXo0CFNnz5dFotFkydPdtzn6tWrZbVa1blzZ+3Zs0eTJk1SXFyc4z5DQ0PVr18/TZo0SYGBgWrXrp3Wrl2rN954QxkZGZIks9ms0aNHKy0tTeHh4QoNDdU999yjPn366Morr2zkV6lx2edrhPj7yNe7SXUqAwAAAOBCaEUFAACAhmJoYWPIkCE6duyYHn30UWVnZ6t79+5atWqVY6D4gQMHnHZWlJaWKj09Xfv27VNISIiSk5OVmZnp1C4qPz9fU6ZM0c8//6zw8HClpKToySeflK/v6d0H77zzjqZMmaJhw4bpxIkTateunZ588kmNGzfOsebZZ5+Vl5eXUlJSVFZWpqSkJL344osN/6IYLK/YlnywWwMAAADAhThOYQMAAAANxGS12hsPob4VFBTIbDYrPz9foaGhRodzXj7ZdVSpizapa3SoPrz3aqPDQV1ZLNKOHbbLl14qebH7BgAANLym+PnXlTX11/NPcz/X/w4VaOHIHvpjXITR4aA2yCcAAIABavP519AdG3A9+cX2weHs2GjSvLykrl2NjgIAAAAezD5jIzyYGRtNDvkEAABwcXztAk7srajCgtguDgAAAKBurFarcqtbUbWgFRUAAADqGTs24OSkfccGMzaatvJy6amnbJenTpX8SCYBAADQeIrKq1RWaZEktQjhs2iTQz4BAABcHIUNOMkvoRWVW6iokB57zHZ50iQSEQAAADQqexuqAF8vBfmRdjY55BMAAMDF0YoKThytqAL54AoAAACgbnKLyiRJLZivAQAAgAZAYQNO8qp3bJjZsQEAAACgjnKrd2zQhgoAAAANgcIGnOQxYwMAAADABTpRPTg8nMHhAAAAaAAUNuDEPmOjOQkIAAAAgDrKpbABAACABkRhA05OOmZssGMDAAAAQN3kFtpmbLQMYcYGAAAA6h+FDThYLFbHjg1mbAAAAACoK1pRAQAAoCH5GB0AXMep0kpZrbbLZnZsNG0BAdLGjacvAwAAAI2IVlRNHPkEAABwcRQ24JBXYks+gvy85e/jbXA0uCDe3lLPnkZHAQAAAA+VW2RvRUVho0kinwAAAC6OVlRwyCu2taFivgYAAACAC3Gi0L5jgxkbAAAAqH/s2IBDXvV8jbAgvlXV5JWXS889Z7t8332SH+8pAAAAGofVanW0ompBK6qmiXwCAAC4OHZswCGv2JZ8hDE4vOmrqJAmT7YdFRVGRwMAAGCoefPmqX379goICFDv3r210T47oAYVFRWaMWOGYmNjFRAQoPj4eK1atcppTVVVlR555BF16NBBgYGBio2N1eOPPy6rfWCdbH/cf/TRRxUVFaXAwEAlJiZq9+7dDfYcXUlReZXKKi2SpBa0omqayCcAAICLo7ABB0crKgobAAAAcBNLlixRWlqapk2bpi1btig+Pl5JSUk6evRojevT09P18ssva+7cudq+fbvGjRunwYMHa+vWrY41Tz/9tF566SW98MIL2rFjh55++mnNmjVLc+fOdayZNWuWnn/+ec2fP18bNmxQcHCwkpKSVFpa2uDP2Wj2NlQBvl4K8qNJAAAAAOofhQ042Asb5kC+VQUAAAD3kJGRoTFjxig1NVVdunTR/PnzFRQUpIULF9a4PjMzU1OnTlVycrJiYmJ01113KTk5WbNnz3as+fLLLzVo0CDdcMMNat++vf7yl79owIABjp0gVqtVc+bMUXp6ugYNGqRu3brpjTfe0OHDh7VixYqzxlpWVqaCggKnoymyDw5vwXwNAAAANBAKG3DIK6EVFQAAANxHeXm5Nm/erMTERMc5Ly8vJSYmav369TXepqysTAEBAU7nAgMDtW7dOsfPV111lbKysvTDDz9Ikr755hutW7dO119/vSRp//79ys7Odnpcs9ms3r17n/VxJWnmzJkym82Oo23btrV/0i4g1zE4nC9MAQAAoGFQ2IBDvr0VVSCFDQAAADR9x48fV1VVlSIiIpzOR0REKDs7u8bbJCUlKSMjQ7t375bFYtGaNWu0fPlyHTlyxLHm4Ycf1q233qq4uDj5+vrqiiuu0MSJEzVs2DBJctx3bR5XkqZMmaL8/HzHcfDgwTo9b6OdsA8OZ74GAAAAGgiFDTjkldgKG82DSEAAAADgmZ577jl16tRJcXFx8vPz04QJE5Samiovr9Op07/+9S+9+eabeuutt7Rlyxa9/vrr+uc//6nXX3/9gh7b399foaGhTkdTlFvEjg0AAAA0LAobcDhZbEtAzLSiAgAAgBto2bKlvL29lZOT43Q+JydHkZGRNd6mVatWWrFihYqKivTTTz9p586dCgkJUUxMjGPNpEmTHLs2Lr/8cv3tb3/T/fffr5kzZ0qS475r87juJLfQPmODwgYAAAAaBoUNONCKyo0EBEiffGI7ftUjGgAAwFP4+fkpISFBWVlZjnMWi0VZWVnq06fPOW8bEBCgNm3aqLKyUsuWLdOgQYMc1xUXFzvt4JAkb29vWSwWSVKHDh0UGRnp9LgFBQXasGHDbz6uOzjdiorh4U0W+QQAAHBxPkYHANdhb0UVRiuqps/bW+rf3+goAAAADJeWlqYRI0aoR48e6tWrl+bMmaOioiKlpqZKkoYPH642bdo4dlts2LBBhw4dUvfu3XXo0CFNnz5dFotFkydPdtznjTfeqCeffFIXX3yxunbtqq1btyojI0OjRo2SJJlMJk2cOFFPPPGEOnXqpA4dOuiRRx5RdHS0brrppkZ/DRobrajcAPkEAABwcRQ2IEmyWKzKq25FFUYrKgAAALiJIUOG6NixY3r00UeVnZ2t7t27a9WqVY7B3gcOHHDafVFaWqr09HTt27dPISEhSk5OVmZmpsLCwhxr5s6dq0ceeUR33323jh49qujoaN1555169NFHHWsmT56soqIijR07Vnl5efrDH/6gVatWKcADvv3u2LFBYQMAAAANxGS1Wq1GB+GuCgoKZDablZ+f7/KD/wpKK9Rt+keSpJ2PD1SAr7fBEeGCVFRI/+//2S6PHSv5UqwCAAANryl9/m0KmurredXMLB3OL9WK8b9X97ZhRoeDuiCfAAAABqjN5192bEDS6fkagb7eFDXcQXm5NGGC7fLIkSQiAAAAaBRWq9XRioodG00Y+QQAAHBxDA+HJOkkbagAAAAAXKDi8iqVVdqGqDNjAwAAAA2FwgYkSXnVOzbMgRQ2AAAAANRNbqHtC1MBvl4K8mMnOAAAABoGhQ1IkvJKbIUNdmwAAAAAqKvcojJJUotgf5lMJoOjAQAAgLuisAFJUr69FVUg28UBAAAA1M2J6vkatKECAABAQ6KwAUmnW1GxYwMAAABAXdlbUbUIobABAACAhkNhA5J+2YqKBAQAAABA3eSyYwMAAACNwMfoAOAaTtpbUbFjwz34+0sffHD6MgAAANAITjhmbFDYaNLIJwAAgIujsAFJUr69FVUghQ234OMj3XCD0VEAAADAw5xuRcUfw5s08gkAAODiaEUFSb9sRUVhAwAAAEDd0IoKAAAAjYEdG5Ak5VW3ojIHkoC4hYoK6c03bZeHDZN8KVgBAACg4Z2oLmzQiqqJI58AAAAujsIGJEn57NhwL+XlUmqq7fJf/0oiAgAAgEaRW2ibscGOjSaOfAIAALg4WlFBVqtVedUzNpoHkYAAAAAAqD2r1epoRdWSGRsAAABoQBQ2oMKySlVarJLYsQEAAACgborLq1RWaZHEjg0AAAA0LAobcOzW8PfxUoCvt8HRAAAAAGiKcgttuzX8fbwU5EdeAQAAgIZDYQPM1wAAAABwwXKLbPM1Wob4y2QyGRwNAAAA3BmFDTh2bIQFsl0cAAAAQN2cqJ6vQRsqAAAANDQKG1BeiS0BMbNjAwAAAEAd2VtRUdgAAABAQ/MxOgAYz75jozmFDffh7y/961+nLwMAAAANLLd6x0aLEAobTR75BAAAcHEUNqC8YlsCQisqN+LjI/31r0ZHAQAAAA9yonrGRgt2bDR95BMAAMDF0YoKp2dssGMDAAAAQB3lOmZs8A1/AAAANCx2bEB5JbbCBjM23EhlpfTuu7bLgwfbvnEFAAAANCD7jA1aUbkB8gkAAODi+HSC0zs2aEXlPsrKpFtusV0uLCQRAQAAQIM7YZ+xQSuqpo98AgAAuDhaUUH5JdUzNtixAQAAAKCOTjhaUVHYAAAAQMOisAFmbAAAAAC4IFarVccLbcPDW4YwYwMAAAANi8IGdJJWVAAAAAAuQHF5lcoqLZLYsQEAAICGR2HDw1mtVlpRAQAAALgg9jZU/j5eCvLzNjgaAAAAuDsKGx6uuLxKFVVWSRQ2AAAAANTNL9tQmUwmg6MBAACAu6Ow4eHySmxtqPy8vRToyzerAAAAANQeg8MBAADQmHyMDgDGyiu2JSDmIF++WeVO/PykRYtOXwYAAAAaUC6FDfdCPgEAAFycS+zYmDdvntq3b6+AgAD17t1bGzduPOvaiooKzZgxQ7GxsQoICFB8fLxWrVrltObUqVOaOHGi2rVrp8DAQF111VXatGmT0xqTyVTj8cwzzzjWtG/f/ozr//GPf9TvkzdYfvXg8Oa0oXIvvr7SyJG2w5f3FgAAAA0rt9BW2GgRwh/B3QL5BAAAcHGGFzaWLFmitLQ0TZs2TVu2bFF8fLySkpJ09OjRGtenp6fr5Zdf1ty5c7V9+3aNGzdOgwcP1tatWx1r7rjjDq1Zs0aZmZn67rvvNGDAACUmJurQoUOONUeOHHE6Fi5cKJPJpJSUFKfHmzFjhtO6e+65p2FeCIOcrC5shAWSgAAAAAComxNFthkbLdixAQAAgEZgeGEjIyNDY8aMUWpqqrp06aL58+crKChICxcurHF9Zmampk6dquTkZMXExOiuu+5ScnKyZs+eLUkqKSnRsmXLNGvWLPXt21cdO3bU9OnT1bFjR7300kuO+4mMjHQ63nvvPV1zzTWKiYlxerxmzZo5rQsODm64F8MAeSWnW1HBjVRWSh9+aDsqK42OBgAAAG7udCsqf4MjQb0gnwAAAC7O0MJGeXm5Nm/erMTERMc5Ly8vJSYmav369TXepqysTAEBAU7nAgMDtW7dOklSZWWlqqqqzrnm13JycvThhx9q9OjRZ1z3j3/8Qy1atNAVV1yhZ555RpXn+FBXVlamgoICp8PV5Tl2bFDYcCtlZdKf/mQ7ysqMjgYAAABuztGKih0b7oF8AgAAuDhDCxvHjx9XVVWVIiIinM5HREQoOzu7xtskJSUpIyNDu3fvlsVi0Zo1a7R8+XIdOXJEkm2HRZ8+ffT444/r8OHDqqqq0uLFi7V+/XrHml97/fXX1axZM918881O5++991698847+uSTT3TnnXfqqaee0uTJk8/6fGbOnCmz2ew42rZtW5uXwxD5JdWFDXZsAAAAAKijE0XM2AAAAEDjMbwVVW0999xz6tSpk+Li4uTn56cJEyYoNTVVXl6nn0pmZqasVqvatGkjf39/Pf/88xo6dKjTml9auHChhg0bdsYuj7S0NPXv31/dunXTuHHjNHv2bM2dO1dlZ/nGypQpU5Sfn+84Dh48WH9PvIHkFdsSkLAgEhAAAAAAdXPC0YqKvAIAAAANz9DCRsuWLeXt7a2cnByn8zk5OYqMjKzxNq1atdKKFStUVFSkn376STt37lRISIjTbIzY2FitXbtWhYWFOnjwoDZu3KiKiooz5mdI0ueff65du3bpjjvu+M14e/furcrKSv344481Xu/v76/Q0FCnw9U5WlGxYwMAAABAHVitVh0vtA8PZ8YGAAAAGp6hhQ0/Pz8lJCQoKyvLcc5isSgrK0t9+vQ5520DAgLUpk0bVVZWatmyZRo0aNAZa4KDgxUVFaWTJ09q9erVNa5ZsGCBEhISFB8f/5vxbtu2TV5eXmrduvV5PLum4fSMDb5ZBQAAAKD2isurVFZpkUQrKgAAADQOH6MDSEtL04gRI9SjRw/16tVLc+bMUVFRkVJTUyVJw4cPV5s2bTRz5kxJ0oYNG3To0CF1795dhw4d0vTp02WxWJxmX6xevVpWq1WdO3fWnj17NGnSJMXFxTnu066goEBLly7V7Nmzz4hr/fr12rBhg6655ho1a9ZM69ev1/3336/bb79dzZs3b8BXpHHlldhbUbFjAwAAAEDt2dtQ+ft4KcjP2+BoAAAA4AkML2wMGTJEx44d06OPPqrs7Gx1795dq1atcgwUP3DggNNsjNLSUqWnp2vfvn0KCQlRcnKyMjMzFRYW5liTn5+vKVOm6Oeff1Z4eLhSUlL05JNPytfX+Y/377zzjqxWq4YOHXpGXP7+/nrnnXc0ffp0lZWVqUOHDrr//vuVlpbWMC+EQew7NsyBFDYAAAAA1N7pNlR+MplMBkcDAAAAT2CyWq1Wo4NwVwUFBTKbzcrPz3fJeRtWq1WdH1ml8kqL1j10jS5qHmR0SKgvFRXS//t/tstjx0q+FK4AAEDDc/XPv01NU3k9s3bkaPTrX+vyNma9f88fjA4H9YF8AgAAGKA2n38N37EB45RWWFRe3Qs3LIheuG7F11caP97oKAAAAOABcqtbUYUHk1O4DfIJAADg4gwdHg5j2edr+HqbFEwvXAAAAAB1YJ+x0YLCBgAAABoJOzY82Mki+3wNeuG6naoq6fPPbZevvlrypnAFAACAhpFrn7ERQmHDbZBPAAAAF0dhw4PZd2yEBdEv1e2UlkrXXGO7XFgoBQcbGw8AAADc1ulWVP4GR4J6Qz4BAABcHK2oPFh+sW3HRlgghQ0AAAAAdUMrKgAAADQ2ChseLK+kurDBjg0AAAAAdZRbWF3YoBUVAAAAGgmFDQ+WV3x6xgYAAAAA1MUJRysq8goAAAA0DgobHsw+Y6M5OzYAAAAA1IHValVuUfXwcGZsAAAAoJFQ2PBgeUW0ogIAAABQd8XlVSqtsEiiFRUAAAAaD4UND2bfsWEOIgEBAAAAUHv2NlT+Pl4K8vM2OBoAAAB4Ch+jA4Bx7DM2wgLZseF2fH2lWbNOXwYAAAAaQG51YaNFsJ9MJpPB0aDekE8AAAAXR2HDg+WX0IrKbfn5SZMmGR0FAAAA3FxuoW2+RjhtqNwL+QQAAHBxtKLyYKd3bJCEAAAAAKi90zs2GBwOAACAxsOODQ9mn7HBjg03VFUlbdliu/y730ne9DsGAABA/Tvxi1ZUcCPkEwAAwMVR2PBQpRVVKq2wSKKw4ZZKS6VevWyXCwul4GBj4wEAAIBbcrSiorDhXsgnAACAi6MVlYeyt6Hy9jIpxJ/6FgAAAIDac7SiCqEVFQAAABoPhQ0P5WhDFegrk8lkcDQAAAAAmiJaUQEAAMAIFDY8lH3Hhpk2VAAAAADqKLfQVtigFRUAAAAaE4UND2UvbIQFUtgAAAAAUDeOHRshFDYAAADQeChseKj86lZUzYNIQAAAAADUntVqVW6RbXh4i2BmbAAAAKDxUNjwUCdpRQUAAADgAhSXV6m0wiJJCmfHBgAAABqRj9EBwBinW1GRgLglX19p2rTTlwEAAIB6Zm9D5e/jpWA/b4OjQb0inwAAAC6OwoaHsreiCmPHhnvy85OmTzc6CgAAALixXPt8jWA/mUwmg6NBvSKfAAAALo5WVB7KsWODwgYAAACAOjhRPV+DNlQAAABobOzY8FD2woY5kMKGW7JYpB07bJcvvVTyooYJAACA+nW80L5jg8Hhbod8AgAAuDg+nXiovBJbYaN5EN+uckslJdJll9mOkhKjowEAADDUvHnz1L59ewUEBKh3797auHHjWddWVFRoxowZio2NVUBAgOLj47Vq1SqnNe3bt5fJZDrjGD9+vGNN//79z7h+3LhxDfYcjXDiF62o4GbIJwAAgIujsOGh8oqZsQEAAAD3t2TJEqWlpWnatGnasmWL4uPjlZSUpKNHj9a4Pj09XS+//LLmzp2r7du3a9y4cRo8eLC2bt3qWLNp0yYdOXLEcaxZs0aS9Ne//tXpvsaMGeO0btasWQ33RA1gL2yEU9gAAABAI6Ow4aEcMzYCSUIAAADgvjIyMjRmzBilpqaqS5cumj9/voKCgrRw4cIa12dmZmrq1KlKTk5WTEyM7rrrLiUnJ2v27NmONa1atVJkZKTj+OCDDxQbG6t+/fo53VdQUJDTutDQ0HPGWlZWpoKCAqfDlR0vtM3YaBFCKyoAAAA0LgobHqi0okolFVWSJDM7NgAAAOCmysvLtXnzZiUmJjrOeXl5KTExUevXr6/xNmVlZQoICHA6FxgYqHXr1p31MRYvXqxRo0bJZDI5Xffmm2+qZcuWuuyyyzRlyhQVFxefM96ZM2fKbDY7jrZt257P0zQMragAAABgFAobHqiger6Gl0lq5s/8eAAAALin48ePq6qqShEREU7nIyIilJ2dXeNtkpKSlJGRod27d8tisWjNmjVavny5jhw5UuP6FStWKC8vTyNHjnQ6f9ttt2nx4sX65JNPNGXKFGVmZur2228/Z7xTpkxRfn6+4zh48OD5P1kD0IoKAAAARuGv2h7IPjjcHOgrLy/Tb6wGAAAAPMdzzz2nMWPGKC4uTiaTSbGxsUpNTT1r66oFCxbo+uuvV3R0tNP5sWPHOi5ffvnlioqK0rXXXqu9e/cqNja2xvvy9/eXv3/TaeuUW1hd2AihsAEAAIDGxY4ND2Sfr9E8iAQEAAAA7qtly5by9vZWTk6O0/mcnBxFRkbWeJtWrVppxYoVKioq0k8//aSdO3cqJCREMTExZ6z96aef9PHHH+uOO+74zVh69+4tSdqzZ08dnolryi2yzdhoGdx0ijEAAABwD+zY8EAni23frGK+hhvz9ZUefPD0ZQAAAA/k5+enhIQEZWVl6aabbpIkWSwWZWVlacKECee8bUBAgNq0aaOKigotW7ZMt9xyyxlrFi1apNatW+uGG274zVi2bdsmSYqKiqr183BFxeWVKq2wSGLHhlsinwAAAC6OwoYHyq/esREWyAdUt+XnJz3zjNFRAAAAGC4tLU0jRoxQjx491KtXL82ZM0dFRUVKTU2VJA0fPlxt2rTRzJkzJUkbNmzQoUOH1L17dx06dEjTp0+XxWLR5MmTne7XYrFo0aJFGjFihHx8nNOqvXv36q233lJycrJatGihb7/9Vvfff7/69u2rbt26Nc4Tb2D2NlR+Pl4K9vM2OBrUO/IJAADg4ihseKC8ElsSEkYrKgAAALi5IUOG6NixY3r00UeVnZ2t7t27a9WqVY6B4gcOHJCX1+kOvaWlpUpPT9e+ffsUEhKi5ORkZWZmKiwszOl+P/74Yx04cECjRo064zH9/Pz08ccfO4oobdu2VUpKitLT0xv0uTam3OrB4S2D/WQyMbcPAAAAjYvChgeyz9gws2PDfVks0oEDtssXXyx5MU4HAAB4rgkTJpy19dSnn37q9HO/fv20ffv237zPAQMGyGq11nhd27ZttXbt2lrH2ZScqJ6vQRsqN0U+AQAAXByFDQ+UV1LdiooZG+6rpETq0MF2ubBQCg42Nh4AAAC4lePVrajCGRzunsgnAACAi+NrFx7IPmOjOa2oAAAAANTBiV+0ogIAAAAaG4UND3Sy2D5jgx0bAAAAAGrPXtgIp7ABAAAAA1DY8EDM2AAAAABwIY4XMmMDAAAAxqGw4YHyHTM2SEIAAAAA1N7pVlTM2AAAAEDjo7DhgfLsrajYsQEAAACgDmhFBQAAACNR2PAw5ZUWFZVXSWLGBgAAAIC6yS2sLmzQigoAAAAG8DE6ADQuexsqk0kKDaCw4bZ8fKS77z59GQAAAKhHuUW2GRu0onJT5BMAAMDF8QnFw9jbUJkDfeXlZTI4GjQYf39p3jyjowAAAIAbKi6vVGmFRRI7NtwW+QQAAHBxtKLyMHn2weHM1wAAAABQB/Y2VH4+Xgr28zY4GgAAAHgidmx4mLxiW2HDHMQ3q9ya1SodP2673LKlrfcYAAAAUA9yqweHtwz2k4nPme6JfAIAALg4Chsext6Kih0bbq64WGrd2na5sFAKDjY2HgAAALiNE9XzNWhD5cbIJwAAgIujFZWHsQ8PDwuisAEAAACg9uytqMIZHA4AAACDUNjwMPZWVM1pRQUAAACgDn7ZigoAAAAwAoUND3OyuhWVmVZUAAAAAOrgRJF9xwaFDQAAABiDwoaHyaMVFQAAAIAL4GhFxYwNAAAAGITChofJL6awAQAAAKDucquHh7dgxwYAAAAMQmHDw+SV2L5dFRZIEgIAAACg9uytqFowPBwAAAAG8TE6ADQu+/BwMzs23JuPjzRixOnLAAAAQD2hFZUHIJ8AAAAuziV2bMybN0/t27dXQECAevfurY0bN551bUVFhWbMmKHY2FgFBAQoPj5eq1atclpz6tQpTZw4Ue3atVNgYKCuuuoqbdq0yWmNyWSq8XjmmWcca06cOKFhw4YpNDRUYWFhGj16tAoLC+v3yTcyeyuq5kEkIW7N31967TXb4c836QAAAFB/aEXlAcgnAACAizO8sLFkyRKlpaVp2rRp2rJli+Lj45WUlKSjR4/WuD49PV0vv/yy5s6dq+3bt2vcuHEaPHiwtm7d6lhzxx13aM2aNcrMzNR3332nAQMGKDExUYcOHXKsOXLkiNOxcOFCmUwmpaSkONYMGzZM33//vdasWaMPPvhAn332mcaOHdtwL0YDq6iy6FRZpSQpLJAdGwAAAABqp7i8UqUVFklSixD+4A0AAABjmKxWq9XIAHr37q2ePXvqhRdekCRZLBa1bdtW99xzjx5++OEz1kdHR+vvf/+7xo8f7ziXkpKiwMBALV68WCUlJWrWrJnee+893XDDDY41CQkJuv766/XEE0/UGMdNN92kU6dOKSsrS5K0Y8cOdenSRZs2bVKPHj0kSatWrVJycrJ+/vlnRUdH/+ZzKygokNlsVn5+vkJDQ8//RWkgxwvL1OOJjyVJe59KlreXyeCI0GCsVqm42HY5KEgy8V4DAICG52qff5s6V3w9D54o1tWzPpGfj5d2PT5QJj5nuifyCQAAYIDafP41dMdGeXm5Nm/erMTERMc5Ly8vJSYmav369TXepqysTAEBAU7nAgMDtW7dOklSZWWlqqqqzrnm13JycvThhx9q9OjRjnPr169XWFiYo6ghSYmJifLy8tKGDRvOGltBQYHT4Urs8zVCA3woari74mIpJMR22BMSAAAA4ALlOgaH+1HUcGfkEwAAwMUZWtg4fvy4qqqqFBER4XQ+IiJC2dnZNd4mKSlJGRkZ2r17tywWi9asWaPly5fryJEjkqRmzZqpT58+evzxx3X48GFVVVVp8eLFWr9+vWPNr73++utq1qyZbr75Zse57OxstW7d2mmdj4+PwsPDzxrbzJkzZTabHUfbtm3P+7VoDPkltiQkjPkaAAAAAOrghH2+BoPDAQAAYCDDZ2zU1nPPPadOnTopLi5Ofn5+mjBhglJTU+XldfqpZGZmymq1qk2bNvL399fzzz+voUOHOq35pYULF2rYsGFn7PKorSlTpig/P99xHDx48ILur77Zd2yEBTFfAwAAAEDt5RbaviwVHsx8DQAAABjH0MJGy5Yt5e3trZycHKfzOTk5ioyMrPE2rVq10ooVK1RUVKSffvpJO3fuVEhIiGJiYhxrYmNjtXbtWhUWFurgwYPauHGjKioqnNbYff7559q1a5fuuOMOp/ORkZFnDDCvrKzUiRMnzhqbv7+/QkNDnQ5XcrqwwberAAAAANTeL1tRAQAAAEYxtLDh5+enhIQEx8BuyTY8PCsrS3369DnnbQMCAtSmTRtVVlZq2bJlGjRo0BlrgoODFRUVpZMnT2r16tU1rlmwYIESEhIUHx/vdL5Pnz7Ky8vT5s2bHef+7//+TxaLRb17967tU3UJJ4urW1EFsmMDAAAAQO2doLABAAAAF+BjdABpaWkaMWKEevTooV69emnOnDkqKipSamqqJGn48OFq06aNZs6cKUnasGGDDh06pO7du+vQoUOaPn26LBaLJk+e7LjP1atXy2q1qnPnztqzZ48mTZqkuLg4x33aFRQUaOnSpZo9e/YZcV166aUaOHCgxowZo/nz56uiokITJkzQrbfequjo6AZ8RRpOfgmtqAAAAADUnaMVFTM2AAAAYCDDCxtDhgzRsWPH9Oijjyo7O1vdu3fXqlWrHAPFDxw44DQbo7S0VOnp6dq3b59CQkKUnJyszMxMhYWFOdbk5+drypQp+vnnnxUeHq6UlBQ9+eST8vV1/oP+O++8I6vVqqFDh9YY25tvvqkJEybo2muvlZeXl1JSUvT888/X/4vQSBytqNixAQAAAKAOcu3Dw9mxAQAAAAOZrFar1egg3FVBQYHMZrPy8/NdYt7GPW9v1fvfHNYjf+qi0X/oYHQ4aEilpdLf/ma7nJkpBQQYGw8AAPAIrvb5t6lzxdfzzy+s07c/5+vV4T2U2CXC6HDQUMgnAACAAWrz+dfwHRtoPHnM2PAcAQHS0qVGRwEAAAA3QysqD0E+AQAAXJyhw8PRuOwzNpoHU9gAAAAAUHsMDwcAAIAroLDhQU5W79gwB5KEAAAAAKid4vJKlVRUSZJahPgbHA0AAAA8GYUND+IYHh7Ejg23V1QkmUy2o6jI6GgAAADgBuxtqPx8vBTs521wNGhQ5BMAAMDFUdjwEJVVFp0qrZTEjA0AAAAAtffLNlQmk8ngaAAAAODJKGx4iILqooYkmSlsAAAAAKil3KIySVI48zUAAABgMAobHiKver5GM38f+XjztgMAAACoHXsrKuZrAAAAwGj8hdtD5JVUz9cIZrcGAAAAgNr7ZSsqAAAAwEgUNjyEfcdGWCBJCAAAAIDay60ubNCKCgAAAEajsOEh8oqrd2wEsWMDAAAAQO2dbkVFYQMAAADG8jE6ADQOe2GDweEewttbSk4+fRkAAAC4QCeqh4fTisoDkE8AAAAXR2HDQzhmbLBjwzMEBEgffmh0FAAAAHAjp1tRMTzc7ZFPAAAAF0crKg+Rz4wNAAAAABeAVlQAAABwFezY8BDs2AAAAA2hqqpKFRUVRoeBRuLr6ytv2tJ4rBPVOzZoRQUAAACjUdjwECcdw8NJQjxCUZHUurXt8tGjUnCwsfEAANyO1WpVdna28vLyjA4FjSwsLEyRkZEymUxGh4JGVFxeqZKKKklSOIUN90c+AQAAXByFDQ9xuhUVOzY8RnGx0REAANyYvajRunVrBQUF8UduD2C1WlVcXKyjR49KkqKiogyOCI3J3obKz8dLIf6kkR6BfAIAALgwPpF6CFpRAQCA+lJVVeUoarRo0cLocNCIAgMDJUlHjx5V69ataUvlQX7ZhopCJgAAAIzG8HAPkVdMYQMAANQP+0yNoKAggyOBEezvO7NVPEtuUZkk2lABAADANVDY8ABVFqsKSm2JpzmQRAQAANQPvrXtmXjfPZO9FVWLEH+DIwEAAAAobHiEU6UVslptl9mxAQAAAKC2ftmKCgAAADAahQ0PcLK6DVWIv498vXnLAQAA6lP79u01Z84co8MAGlRudWGDVlQAAABwBfyV2wPkFduSEHMguzU8hpeX1K+f7fDinzkAAJKthdK5junTp9fpfjdt2qSxY8fWS4xvv/22vL29NX78+DOue+211xQWFlbj7Uwmk1asWOF0btmyZerfv7/MZrNCQkLUrVs3zZgxQydOnKiXWOFZTreiorDhEcgnAACAi+MTigfIK2FwuMcJDJQ+/dR2BAYaHQ0AAC7hyJEjjmPOnDkKDQ11Ovfggw861lqtVlVWVp7X/bZq1areBqkvWLBAkydP1ttvv63S0tI638/f//53DRkyRD179tR///tf/e9//9Ps2bP1zTffKDMzs15ihWc5UT08nFZUHoJ8AgAAuDgKGx4gv5jCBgAAaFhWq1XF5ZWGHFb7MLHfEBkZ6TjMZrNMJpPj5507d6pZs2b673//q4SEBPn7+2vdunXau3evBg0apIiICIWEhKhnz576+OOPne73162oTCaTXn31VQ0ePFhBQUHq1KmTVq5c+Zvx7d+/X19++aUefvhhXXLJJVq+fHmt3gO7jRs36qmnntLs2bP1zDPP6KqrrlL79u113XXXadmyZRoxYkSd7hee7YSjFRXDwwEAAGA8H6MDQMOzt6IKC+TbVQAAoGGUVFSpy6OrDXns7TOSFORXPx9rH374Yf3zn/9UTEyMmjdvroMHDyo5OVlPPvmk/P399cYbb+jGG2/Url27dPHFF5/1fh577DHNmjVLzzzzjObOnathw4bpp59+Unh4+Flvs2jRIt1www0ym826/fbbtWDBAt122221fg5vvvmmQkJCdPfdd9d4/dnaWQHncpxWVAAAAHAh7NjwALSi8kBFRVKrVrajqMjoaAAAaDJmzJih6667TrGxsQoPD1d8fLzuvPNOXXbZZerUqZMef/xxxcbG/uYOjJEjR2ro0KHq2LGjnnrqKRUWFmrjxo1nXW+xWPTaa6/p9ttvlyTdeuutWrdunfbv31/r57B7927FxMTI15fPfqg/9h0btKLyEOQTAADAxbFjwwPk0YrKMx0/bnQEAAAPEujrre0zkgx77PrSo0cPp58LCws1ffp0ffjhhzpy5IgqKytVUlKiAwcOnPN+unXr5rgcHBys0NBQHT169Kzr16xZo6KiIiUnJ0uSWrZsqeuuu04LFy7U448/XqvncL6tuYDzVVxeqZKKKklSOIUNz0E+AQAAXBiFDQ9AKyoAANDQTCZTvbWDMlJwcLDTzw8++KDWrFmjf/7zn+rYsaMCAwP1l7/8ReXl5ee8n1/vljCZTLJYLGddv2DBAp04cUKBvxjSa7FY9O233+qxxx6Tl5eXQkNDVVRUJIvFIi+v0xuv8/LyJElms1mSdMkll2jdunWqqKhg1wbqRW51Gyo/by+F+Df9f+cAAABo+mhF5QHsrajM7NgAAAColS+++EIjR47U4MGDdfnllysyMlI//vhjvT5Gbm6u3nvvPb3zzjvatm2b49i6datOnjypjz76SJLUuXNnVVZWatu2bU6337JliyRbQUOSbrvtNhUWFurFF1+s8fHshRDgfDnaUIX4yWQyGRwNAAAAwI4Nj+BoRRVIYQMAAKA2OnXqpOXLl+vGG2+UyWTSI488cs6dF3WRmZmpFi1a6JZbbjnjj8bJyclasGCBBg4cqK5du2rAgAEaNWqUZs+erZiYGO3atUsTJ07UkCFD1KZNG0lS7969NXnyZD3wwAM6dOiQBg8erOjoaO3Zs0fz58/XH/7wB9133331+hzg3uyFDdpQAQAAwFWwY8MD5DuGh5OIAAAA1EZGRoaaN2+uq666SjfeeKOSkpL0u9/9rl4fY+HChRo8eHCN34RPSUnRypUrdby61/2SJUvUr18/3XnnneratavuvfdeDRo0SK+++qrT7Z5++mm99dZb2rBhg5KSktS1a1elpaWpW7duGjFiRL3GD/d3vLBMEoUNAAAAuA6TlemCDaagoEBms1n5+fkKDQ01LI4rZnykk8UVWnN/X3WKaGZYHGhERUVSSIjtcmGh9Kt+4QAAXIjS0lLt379fHTp0UEBAgNHhoJGd6/13lc+/7sJVXs+X1+7VzP/u1OAr2ujZId0NiwONiHwCAAAYoDaff2lF5eYsFqtjxwYzNjyIl5fUo8fpywAAAEAd0YrKA5FPAAAAF0dhw82dKq2UpXpPjpkZG54jMFDatMnoKAAAAOAGjhdS2PA45BMAAMDF8dULN5dXYktCgvy85e/jbXA0AAAAAJqaE0W2GRstQyhsAAAAwDVQ2HBzecXVg8PZrQEAAACgDk63ovI3OBIAAADAhsKGm8tzzNfg21UepbhYat/edhQXGx0NAACAoebNm6f27dsrICBAvXv31saNG8+6tqKiQjNmzFBsbKwCAgIUHx+vVatWOa1p3769TCbTGcf48eMda0pLSzV+/Hi1aNFCISEhSklJUU5OToM9x4ZEKyoPRD4BAABcHIUNN5dXbEtCmjM43LNYrdJPP9kOq9XoaAAAAAyzZMkSpaWladq0adqyZYvi4+OVlJSko0eP1rg+PT1dL7/8subOnavt27dr3LhxGjx4sLZu3epYs2nTJh05csRxrFmzRpL017/+1bHm/vvv1/vvv6+lS5dq7dq1Onz4sG6++eaGfbINxL5jg1ZUHoR8AgAAuDgKG27O0YqKwgYAAAA8UEZGhsaMGaPU1FR16dJF8+fPV1BQkBYuXFjj+szMTE2dOlXJycmKiYnRXXfdpeTkZM2ePduxplWrVoqMjHQcH3zwgWJjY9WvXz9JUn5+vhYsWKCMjAz98Y9/VEJCghYtWqQvv/xSX3311VljLSsrU0FBgdNhtOLySpVUVElixwYAAABcB4UNN2cvbJgDSUIAAADgWcrLy7V582YlJiY6znl5eSkxMVHr16+v8TZlZWUKCAhwOhcYGKh169ad9TEWL16sUaNGyWQySZI2b96siooKp8eNi4vTxRdffNbHlaSZM2fKbDY7jrZt2573c20oudVtqPy8vRTi72NwNAAAAIANhQ03l1diS0TYsQEAAABPc/z4cVVVVSkiIsLpfEREhLKzs2u8TVJSkjIyMrR7925ZLBatWbNGy5cv15EjR2pcv2LFCuXl5WnkyJGOc9nZ2fLz81NYWNh5P64kTZkyRfn5+Y7j4MGD5/dEG5C9DVWLED9H4QYAAAAwGoUNN5dvb0UVSGEDAACgPvTv318TJ040Ogw0kOeee06dOnVSXFyc/Pz8NGHCBKWmpsrLq+bUacGCBbr++usVHR19wY/t7++v0NBQp8No9sIGbagAAADgSihsuLm8EmZsAAAASNKNN96ogQMH1njd559/LpPJpG+//bbeHq+kpETh4eFq2bKlysrKzrjeZDJpxYoVZ5wfOXKkbrrpJqdze/bsUWpqqi666CL5+/urQ4cOGjp0qL7++ut6i9cdtWzZUt7e3srJyXE6n5OTo8jIyBpv06pVK61YsUJFRUX66aeftHPnToWEhCgmJuaMtT/99JM+/vhj3XHHHU7nIyMjVV5erry8vPN+XFd1vND23y6FDQAAALgSChtuLq/Y3oqKRMSjmExSly62g5YBAABIkkaPHq01a9bo559/PuO6RYsWqUePHurWrVu9Pd6yZcvUtWtXxcXF1VjAOF9ff/21EhIS9MMPP+jll1/W9u3b9e677youLk4PPPBAvcXrjvz8/JSQkKCsrCzHOYvFoqysLPXp0+ectw0ICFCbNm1UWVmpZcuWadCgQWesWbRokVq3bq0bbrjB6XxCQoJ8fX2dHnfXrl06cODAbz6uq7Hv2GgZ4m9wJGhU5BMAAMDFMf3NzeXRisozBQVJ339vdBQAAE9itUoVxcY8tm/Qef3h7U9/+pNatWql1157Tenp6Y7zhYWFWrp0qZ555hnl5uZqwoQJ+uyzz3Ty5EnFxsZq6tSpGjp0aK3DWrBggW6//XZZrVYtWLBAQ4YMqfV9WK1WjRw5Up06ddLnn3/u1A6pe/fuuu+++2p9n54mLS1NI0aMUI8ePdSrVy/NmTNHRUVFSk1NlSQNHz5cbdq00cyZMyVJGzZs0KFDh9S9e3cdOnRI06dPl8Vi0eTJk53u12KxaNGiRRoxYoR8fJzTKrPZrNGjRystLU3h4eEKDQ3VPffcoz59+ujKK69snCdeT2hF5aHIJwAAgIujsOHmTreiIhEBAAANqKJYeurCZwzUydTDkl/wby7z8fHR8OHD9dprr+nvf/+7YxDy0qVLVVVVpaFDh6qwsFAJCQl66KGHFBoaqg8//FB/+9vfFBsbq169ep13SHv37tX69eu1fPlyWa1W3X///frpp5/Url27Wj21bdu26fvvv9dbb71V44yHXw+nxpmGDBmiY8eO6dFHH1V2dra6d++uVatWOQaKHzhwwOm1LS0tVXp6uvbt26eQkBAlJycrMzPzjNf6448/1oEDBzRq1KgaH/fZZ5+Vl5eXUlJSVFZWpqSkJL344osN9jwbSi6FDQAAALggChtuzGKx/qIVFTs2AAAARo0apWeeeUZr165V//79JdnaCaWkpMhsNstsNuvBBx90rL/nnnu0evVq/etf/6pVYWPhwoW6/vrr1bx5c0lSUlKSFi1apOnTp9cq3t27d0uS4uLianU7OJswYYImTJhQ43Wffvqp08/9+vXT9u3bf/M+BwwYIKvVetbrAwICNG/ePM2bN69Wsbqa3OoZGy0obAAAAMCFUNhwY4XllbJU51pmWlF5luJiqWdP2+VNm2xbyQEAaEi+QbadE0Y99nmKi4vTVVddpYULF6p///7as2ePPv/8c82YMUOSVFVVpaeeekr/+te/dOjQIZWXl6usrExBtfh/aVVVlV5//XU999xzjnO33367HnzwQT366KM17rw4m3P94RxoDPZWVC2YseFZyCcAAICLo7DhxvKr52sE+HopwNfb4GjQqKxWyf5NQ/4gAgBoDCbTebWDcgWjR4/WPffco3nz5mnRokWKjY1Vv379JEnPPPOMnnvuOc2ZM0eXX365goODNXHiRJWXl5/3/a9evVqHDh06Y6ZGVVWVsrKydN1110mSmjVrpvz8/DNun5eXJ7PZLEm65JJLJEk7d+7UFVdcUafnC1wIWlF5KPIJAADg4s7/62JocuyDw5szXwMAAMDhlltukZeXl9566y298cYbGjVqlGPexhdffKFBgwbp9ttvV3x8vGJiYvTDDz/U6v4XLFigW2+9Vdu2bXM6br31Vi1YsMCxrnPnztq8ebPTbauqqvTNN984Chrdu3dXly5dNHv2bFksljMeKy8vr5bPHqid3MLqHRsUNgAAAOBC2LHhxk5Wz9egDRUAAMBpISEhGjJkiKZMmaKCggKNHDnScV2nTp3073//W19++aWaN2+ujIwM5eTkqEuXLud138eOHdP777+vlStX6rLLLnO6bvjw4Ro8eLBOnDih8PBwpaWlafTo0YqLi9N1112noqIizZ07VydPntQdd9whSTKZTFq0aJESExN19dVX6+9//7vi4uJUWFio999/Xx999JHWrl1bb68N8Esl5VUqqaiSJLUIobABAAAA18GODTeWV2LbscHgcAAAAGejR4/WyZMnlZSUpOjoaMf59PR0/e53v1NSUpL69++vyMhI3XTTTed9v2+88YaCg4N17bXXnnHdtddeq8DAQC1evFiSNHToUL366qtauHChEhISNHDgQGVnZ+uzzz5TRESE43a9evXS119/rY4dO2rMmDG69NJL9ec//1nff/+95syZU+fXAPgtuUW2weF+3l4K8ec7cQAAAHAdfDp1Y/nVOzbCAvl2FQAAwC/16dOnxsHc4eHhWrFixTlv++mnn571ugceeEAPPPBAjdf5+fnp5MmTTuduu+023Xbbbb8Z7yWXXKLXX3/9N9cB9cnehio82M/Rrg0AAABwBezYcGP2GRvs2AAAAABQWyeqB4fThgoAAACuhh0bbszeispMYcPzmExSu3anLwMAAAC1lFt0escGPAz5BAAAcHGG79iYN2+e2rdvr4CAAPXu3VsbN24869qKigrNmDFDsbGxCggIUHx8vFatWuW05tSpU5o4caLatWunwMBAXXXVVdq0adMZ97Vjxw79+c9/ltlsVnBwsHr27KkDBw44ru/fv79MJpPTMW7cuPp74o3AvmOjeRCJiMcJCpJ+/NF2BAUZHQ0AAACaoNxC24yNFhQ2PA/5BAAAcHGGFjaWLFmitLQ0TZs2TVu2bFF8fLySkpJ09OjRGtenp6fr5Zdf1ty5c7V9+3aNGzdOgwcP1tatWx1r7rjjDq1Zs0aZmZn67rvvNGDAACUmJurQoUOONXv37tUf/vAHxcXF6dNPP9W3336rRx55RAEBAU6PN2bMGB05csRxzJo1q2FeiAaS55ixwY4NAAAAALVzuhWVv8GRAAAAAM4MLWxkZGRozJgxSk1NVZcuXTR//nwFBQVp4cKFNa7PzMzU1KlTlZycrJiYGN11111KTk7W7NmzJUklJSVatmyZZs2apb59+6pjx46aPn26OnbsqJdeeslxP3//+9+VnJysWbNm6YorrlBsbKz+/Oc/q3Xr1k6PFxQUpMjISMcRGhp6zudTVlamgoICp8NI9lZUzNgAAAAAUFu0ogIAAICrMqywUV5ers2bNysxMfF0MF5eSkxM1Pr162u8TVlZ2Rm7KgIDA7Vu3TpJUmVlpaqqqs65xmKx6MMPP9Qll1yipKQktW7dWr1799aKFSvOeLw333xTLVu21GWXXaYpU6aouLj4nM9p5syZMpvNjqNt27a/+To0JPuODXMgiYjHKSmReva0HSUlRkcDAACAJohWVB6MfAIAALg4wwobx48fV1VVlSIiIpzOR0REKDs7u8bbJCUlKSMjQ7t375bFYtGaNWu0fPlyHTlyRJLUrFkz9enTR48//rgOHz6sqqoqLV68WOvXr3esOXr0qAoLC/WPf/xDAwcO1EcffaTBgwfr5ptv1tq1ax2Pddttt2nx4sX65JNPNGXKFGVmZur2228/53OaMmWK8vPzHcfBgwcv5CW6YPns2PBcFov09de2w2IxOhoAAAA0QbSi8mDkEwAAwMX5GB1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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 6 with best validation loss of 0.0154\n", "Swin training time: 2h 55m 4s\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='all_blocks', 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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CaiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 10:02:23,083 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-01-08 10:02:23,382 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: 0.1028, Train Acc: 95.74%, Train AUC: 0.9937, Train F1: 0.9572\n", "Val Loss: 0.0615, Val Acc: 98.10%, Val AUC: 0.9986, Val F1: 0.9812\n", "Best model saved at epoch 1 with Val Loss: 0.0615\n", "Epoch 1 time: 6m 9.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0376, Train Acc: 98.62%, Train AUC: 0.9990, Train F1: 0.9863\n", "Val Loss: 0.0329, Val Acc: 99.10%, Val AUC: 0.9993, Val F1: 0.9910\n", "Best model saved at epoch 2 with Val Loss: 0.0329\n", "Epoch 2 time: 6m 24.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0295, Train Acc: 98.92%, Train AUC: 0.9994, Train F1: 0.9892\n", "Val Loss: 0.0314, Val Acc: 98.90%, Val AUC: 0.9995, Val F1: 0.9890\n", "Best model saved at epoch 3 with Val Loss: 0.0314\n", "Epoch 3 time: 6m 18.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0262, Train Acc: 99.06%, Train AUC: 0.9995, Train F1: 0.9906\n", "Val Loss: 0.0417, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9871\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 6m 15.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0226, Train Acc: 99.20%, Train AUC: 0.9996, Train F1: 0.9920\n", "Val Loss: 0.0436, Val Acc: 98.50%, Val AUC: 0.9992, Val F1: 0.9848\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 5 time: 6m 9.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0230, Train Acc: 99.17%, Train AUC: 0.9996, Train F1: 0.9917\n", "Val Loss: 0.0336, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9860\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 6 time: 6m 5.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0213, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0845, Val Acc: 96.40%, Val AUC: 0.9988, Val F1: 0.9628\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 7 time: 6m 19.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0211, Train Acc: 99.23%, Train AUC: 0.9997, Train F1: 0.9923\n", "Val Loss: 0.0448, Val Acc: 98.10%, Val AUC: 0.9989, Val F1: 0.9811\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 8 time: 6m 15.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0195, Train Acc: 99.27%, Train AUC: 0.9997, Train F1: 0.9927\n", "Val Loss: 0.0342, Val Acc: 98.90%, Val AUC: 0.9985, Val F1: 0.9890\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 9 time: 5m 59.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0125, Train Acc: 99.56%, Train AUC: 0.9999, Train F1: 0.9956\n", "Val Loss: 0.0235, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "Best model saved at epoch 10 with Val Loss: 0.0235\n", "Epoch 10 time: 6m 19.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0096, Train Acc: 99.68%, Train AUC: 0.9999, Train F1: 0.9968\n", "Val Loss: 0.0262, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 6m 14.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0103, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0241, Val Acc: 99.50%, Val AUC: 0.9998, Val F1: 0.9950\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 12 time: 6m 25.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0092, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0233, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "Best model saved at epoch 13 with Val Loss: 0.0233\n", "Epoch 13 time: 6m 1.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0087, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0215, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "Best model saved at epoch 14 with Val Loss: 0.0215\n", "Epoch 14 time: 6m 10.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0097, Train Acc: 99.64%, Train AUC: 0.9999, Train F1: 0.9964\n", "Val Loss: 0.0182, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "Best model saved at epoch 15 with Val Loss: 0.0182\n", "Epoch 15 time: 6m 14.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0079, Train Acc: 99.69%, Train AUC: 1.0000, Train F1: 0.9969\n", "Val Loss: 0.0237, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 6m 11.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0080, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0208, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 17 time: 6m 20.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0080, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0229, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 18 time: 6m 30.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0079, Train Acc: 99.70%, Train AUC: 1.0000, Train F1: 0.9970\n", "Val Loss: 0.0243, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 19 time: 6m 10.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0086, Train Acc: 99.68%, Train AUC: 0.9999, Train F1: 0.9968\n", "Val Loss: 0.0212, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 20 time: 6m 5.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0072, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0265, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 21 time: 6m 7.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0075, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0249, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 22 time: 6m 3.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0070, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0256, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 23 time: 6m 14.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0064, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0249, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 24 time: 6m 9.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0063, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0253, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 25 time: 5m 58.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0071, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0237, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 26 time: 6m 31.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0067, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0251, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 27 time: 6m 17.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0068, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0260, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 28 time: 6m 3.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0064, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0252, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 29 time: 6m 4.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0061, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0255, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 30 time: 6m 19.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0061, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0275, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 31 time: 6m 6.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0066, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0251, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 32 time: 5m 58.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0063, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0258, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 33 time: 6m 22.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0061, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0242, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 34 time: 6m 19.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0068, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0254, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for CaiT: 3h 37m 27s\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 15 with best validation loss of 0.0182\n", "CaiT training time: 3h 37m 28s\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='all_blocks', 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": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 13:39:51,196 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-01-08 13:39:51,586 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: 0.0873, Train Acc: 96.35%, Train AUC: 0.9953, Train F1: 0.9635\n", "Val Loss: 0.0631, Val Acc: 97.30%, Val AUC: 0.9978, Val F1: 0.9733\n", "Best model saved at epoch 1 with Val Loss: 0.0631\n", "Epoch 1 time: 5m 40.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0371, Train Acc: 98.65%, Train AUC: 0.9990, Train F1: 0.9865\n", "Val Loss: 0.0405, Val Acc: 98.40%, Val AUC: 0.9991, Val F1: 0.9840\n", "Best model saved at epoch 2 with Val Loss: 0.0405\n", "Epoch 2 time: 6m 0.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0321, Train Acc: 98.82%, Train AUC: 0.9993, Train F1: 0.9882\n", "Val Loss: 0.0419, Val Acc: 98.30%, Val AUC: 0.9993, Val F1: 0.9828\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 5m 51.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0271, Train Acc: 99.00%, Train AUC: 0.9995, Train F1: 0.9900\n", "Val Loss: 0.0393, Val Acc: 98.30%, Val AUC: 0.9996, Val F1: 0.9827\n", "Best model saved at epoch 4 with Val Loss: 0.0393\n", "Epoch 4 time: 5m 45.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0263, Train Acc: 99.05%, Train AUC: 0.9995, Train F1: 0.9905\n", "Val Loss: 0.0292, Val Acc: 98.60%, Val AUC: 0.9997, Val F1: 0.9861\n", "Best model saved at epoch 5 with Val Loss: 0.0292\n", "Epoch 5 time: 5m 36.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0247, Train Acc: 99.12%, Train AUC: 0.9996, Train F1: 0.9912\n", "Val Loss: 0.0215, Val Acc: 99.40%, Val AUC: 0.9997, Val F1: 0.9940\n", "Best model saved at epoch 6 with Val Loss: 0.0215\n", "Epoch 6 time: 5m 51.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0225, Train Acc: 99.19%, Train AUC: 0.9997, Train F1: 0.9919\n", "Val Loss: 0.0336, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9889\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 5m 49.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0230, Train Acc: 99.11%, Train AUC: 0.9996, Train F1: 0.9911\n", "Val Loss: 0.0404, Val Acc: 99.00%, Val AUC: 0.9991, Val F1: 0.9899\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 5m 56.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0219, Train Acc: 99.23%, Train AUC: 0.9997, Train F1: 0.9923\n", "Val Loss: 0.0318, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 9 time: 5m 48.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0191, Train Acc: 99.33%, Train AUC: 0.9997, Train F1: 0.9932\n", "Val Loss: 0.0404, Val Acc: 98.50%, Val AUC: 0.9993, Val F1: 0.9851\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 10 time: 5m 27.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0186, Train Acc: 99.27%, Train AUC: 0.9998, Train F1: 0.9927\n", "Val Loss: 0.0339, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9870\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 11 time: 5m 21.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0196, Train Acc: 99.27%, Train AUC: 0.9997, Train F1: 0.9927\n", "Val Loss: 0.0419, Val Acc: 99.20%, Val AUC: 0.9994, Val F1: 0.9920\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 12 time: 5m 30.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0115, Train Acc: 99.59%, Train AUC: 0.9999, Train F1: 0.9959\n", "Val Loss: 0.0268, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 13 time: 5m 31.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0092, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0295, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 14 time: 5m 36.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0092, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0261, Val Acc: 99.10%, Val AUC: 0.9998, Val F1: 0.9910\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 15 time: 5m 36.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0088, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0267, Val Acc: 99.50%, Val AUC: 0.9997, Val F1: 0.9950\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 16 time: 5m 50.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0082, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0297, Val Acc: 99.50%, Val AUC: 0.9997, Val F1: 0.9950\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 17 time: 5m 48.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0087, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0353, Val Acc: 99.10%, Val AUC: 0.9998, Val F1: 0.9909\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 18 time: 5m 30.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0082, Train Acc: 99.70%, Train AUC: 0.9999, Train F1: 0.9970\n", "Val Loss: 0.0278, Val Acc: 99.50%, Val AUC: 0.9997, Val F1: 0.9950\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 19 time: 5m 43.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0076, Train Acc: 99.70%, Train AUC: 1.0000, Train F1: 0.9970\n", "Val Loss: 0.0258, Val Acc: 99.50%, Val AUC: 0.9998, Val F1: 0.9950\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 20 time: 5m 45.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0069, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0251, Val Acc: 99.70%, Val AUC: 0.9998, Val F1: 0.9970\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 21 time: 5m 36.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0071, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0249, Val Acc: 99.70%, Val AUC: 0.9998, Val F1: 0.9970\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 22 time: 5m 58.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0069, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0251, Val Acc: 99.60%, Val AUC: 0.9998, Val F1: 0.9960\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 23 time: 5m 35.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0059, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0265, Val Acc: 99.60%, Val AUC: 0.9998, Val F1: 0.9960\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 24 time: 5m 46.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0066, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0244, Val Acc: 99.70%, Val AUC: 0.9998, Val F1: 0.9970\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 25 time: 5m 41.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0071, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0252, Val Acc: 99.50%, Val AUC: 0.9998, Val F1: 0.9950\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for DeiT: 2h 28m 30s\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 6 with best validation loss of 0.0215\n", "DeiT training time: 2h 28m 32s\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='all_blocks', 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": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT III ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 16:08:23,117 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-01-08 16:08:23,385 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: 0.0834, Train Acc: 96.70%, Train AUC: 0.9958, Train F1: 0.9669\n", "Val Loss: 0.0399, Val Acc: 98.60%, Val AUC: 0.9990, Val F1: 0.9860\n", "Best model saved at epoch 1 with Val Loss: 0.0399\n", "Epoch 1 time: 5m 37.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0341, Train Acc: 98.77%, Train AUC: 0.9992, Train F1: 0.9877\n", "Val Loss: 0.0337, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9870\n", "Best model saved at epoch 2 with Val Loss: 0.0337\n", "Epoch 2 time: 5m 50.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0283, Train Acc: 99.01%, Train AUC: 0.9994, Train F1: 0.9901\n", "Val Loss: 0.0320, Val Acc: 99.10%, Val AUC: 0.9995, Val F1: 0.9910\n", "Best model saved at epoch 3 with Val Loss: 0.0320\n", "Epoch 3 time: 5m 33.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0252, Train Acc: 99.09%, Train AUC: 0.9995, Train F1: 0.9909\n", "Val Loss: 0.0331, Val Acc: 98.60%, Val AUC: 0.9996, Val F1: 0.9859\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 5m 57.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0216, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9924\n", "Val Loss: 0.0321, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9889\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 5 time: 5m 41.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0218, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0341, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 6 time: 5m 36.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0218, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0295, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "Best model saved at epoch 7 with Val Loss: 0.0295\n", "Epoch 7 time: 5m 39.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0201, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0396, Val Acc: 98.50%, Val AUC: 0.9993, Val F1: 0.9851\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 5m 51.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0182, Train Acc: 99.33%, Train AUC: 0.9998, Train F1: 0.9933\n", "Val Loss: 0.0263, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "Best model saved at epoch 9 with Val Loss: 0.0263\n", "Epoch 9 time: 5m 42.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0184, Train Acc: 99.35%, Train AUC: 0.9997, Train F1: 0.9935\n", "Val Loss: 0.0337, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 5m 48.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0169, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9938\n", "Val Loss: 0.0260, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "Best model saved at epoch 11 with Val Loss: 0.0260\n", "Epoch 11 time: 5m 46.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0175, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0359, Val Acc: 98.60%, Val AUC: 0.9998, Val F1: 0.9858\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 12 time: 5m 39.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0175, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9938\n", "Val Loss: 0.0143, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "Best model saved at epoch 13 with Val Loss: 0.0143\n", "Epoch 13 time: 5m 58.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0165, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0288, Val Acc: 98.90%, Val AUC: 0.9995, Val F1: 0.9890\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 5m 50.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0160, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0345, Val Acc: 99.00%, Val AUC: 0.9996, Val F1: 0.9900\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 15 time: 5m 50.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0162, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0172, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 16 time: 5m 56.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0153, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0407, Val Acc: 99.20%, Val AUC: 0.9989, Val F1: 0.9921\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 17 time: 5m 50.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0156, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0228, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 18 time: 5m 52.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0144, Train Acc: 99.49%, Train AUC: 0.9998, Train F1: 0.9949\n", "Val Loss: 0.0229, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 19 time: 5m 35.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0081, Train Acc: 99.69%, Train AUC: 1.0000, Train F1: 0.9969\n", "Val Loss: 0.0217, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 20 time: 5m 42.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0072, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0251, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 21 time: 5m 47.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0070, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0240, Val Acc: 99.50%, Val AUC: 0.9998, Val F1: 0.9950\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 22 time: 5m 48.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0058, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0263, Val Acc: 99.40%, Val AUC: 0.9998, Val F1: 0.9940\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 23 time: 6m 2.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0061, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0306, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 24 time: 6m 5.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0057, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0284, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 25 time: 5m 57.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0059, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0259, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 26 time: 5m 53.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0051, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0278, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 27 time: 5m 50.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0046, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0289, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 28 time: 5m 44.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0048, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0289, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 29 time: 5m 48.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0051, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0268, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 30 time: 5m 40.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0053, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0273, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 31 time: 5m 55.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0046, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0286, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 32 time: 5m 48.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0047, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0293, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for DeiT3: 3h 11m 46s\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 13 with best validation loss of 0.0143\n", "DeiT3 training time: 3h 11m 48s\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='all_blocks', 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": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 19:20:10,959 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-01-08 19:20:11,227 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: 0.0867, Train Acc: 96.50%, Train AUC: 0.9954, Train F1: 0.9651\n", "Val Loss: 0.0418, Val Acc: 98.30%, Val AUC: 0.9988, Val F1: 0.9829\n", "Best model saved at epoch 1 with Val Loss: 0.0418\n", "Epoch 1 time: 5m 40.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0348, Train Acc: 98.71%, Train AUC: 0.9991, Train F1: 0.9871\n", "Val Loss: 0.0353, Val Acc: 98.80%, Val AUC: 0.9988, Val F1: 0.9880\n", "Best model saved at epoch 2 with Val Loss: 0.0353\n", "Epoch 2 time: 5m 38.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0278, Train Acc: 98.98%, Train AUC: 0.9995, Train F1: 0.9898\n", "Val Loss: 0.0422, Val Acc: 98.50%, Val AUC: 0.9996, Val F1: 0.9848\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 5m 36.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0255, Train Acc: 99.04%, Train AUC: 0.9995, Train F1: 0.9904\n", "Val Loss: 0.0438, Val Acc: 98.60%, Val AUC: 0.9984, Val F1: 0.9859\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 4 time: 5m 27.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0213, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0310, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9869\n", "Best model saved at epoch 5 with Val Loss: 0.0310\n", "Epoch 5 time: 5m 34.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0194, Train Acc: 99.32%, Train AUC: 0.9997, Train F1: 0.9932\n", "Val Loss: 0.0397, Val Acc: 98.90%, Val AUC: 0.9986, Val F1: 0.9889\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 5m 33.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0202, Train Acc: 99.31%, Train AUC: 0.9997, Train F1: 0.9931\n", "Val Loss: 0.0277, Val Acc: 99.00%, Val AUC: 0.9995, Val F1: 0.9900\n", "Best model saved at epoch 7 with Val Loss: 0.0277\n", "Epoch 7 time: 5m 35.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0186, Train Acc: 99.35%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0320, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 5m 31.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0172, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0205, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "Best model saved at epoch 9 with Val Loss: 0.0205\n", "Epoch 9 time: 5m 38.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0160, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0369, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9889\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 5m 27.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0162, Train Acc: 99.40%, Train AUC: 0.9998, Train F1: 0.9940\n", "Val Loss: 0.0340, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 5m 32.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0164, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0487, Val Acc: 98.50%, Val AUC: 0.9982, Val F1: 0.9849\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 12 time: 5m 29.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0150, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0284, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 13 time: 5m 32.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0143, Train Acc: 99.45%, Train AUC: 0.9999, Train F1: 0.9945\n", "Val Loss: 0.0281, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 14 time: 5m 46.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0144, Train Acc: 99.44%, Train AUC: 0.9999, Train F1: 0.9944\n", "Val Loss: 0.0253, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 15 time: 5m 46.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0088, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0219, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 16 time: 5m 32.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0067, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0213, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 17 time: 5m 38.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0065, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0239, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 18 time: 5m 33.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0060, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0229, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 19 time: 5m 46.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0057, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0244, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 20 time: 5m 19.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0057, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0236, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 21 time: 5m 26.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0063, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0237, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 22 time: 5m 25.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0050, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0234, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 23 time: 5m 22.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0051, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0233, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 24 time: 5m 21.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0050, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0244, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 25 time: 5m 20.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0045, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0239, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 26 time: 5m 12.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0046, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0242, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 27 time: 5m 23.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0048, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0241, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 28 time: 5m 29.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0052, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0236, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Twins_SVT: 2h 40m 22s\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/Twins_SVT_metrics.csv\n", "Training completed at epoch 9 with best validation loss of 0.0205\n", "Twins-SVT training time: 2h 40m 24s\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='all_blocks', 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": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-08 22:00:34,452 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-01-08 22:00:34,770 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: 0.0885, Train Acc: 96.40%, Train AUC: 0.9952, Train F1: 0.9640\n", "Val Loss: 0.0363, Val Acc: 98.40%, Val AUC: 0.9990, Val F1: 0.9840\n", "Best model saved at epoch 1 with Val Loss: 0.0363\n", "Epoch 1 time: 5m 8.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0375, Train Acc: 98.60%, Train AUC: 0.9990, Train F1: 0.9860\n", "Val Loss: 0.0351, Val Acc: 98.90%, Val AUC: 0.9989, Val F1: 0.9890\n", "Best model saved at epoch 2 with Val Loss: 0.0351\n", "Epoch 2 time: 5m 11.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0313, Train Acc: 98.89%, Train AUC: 0.9993, Train F1: 0.9889\n", "Val Loss: 0.0929, Val Acc: 96.40%, Val AUC: 0.9974, Val F1: 0.9651\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 5m 19.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0248, Train Acc: 99.10%, Train AUC: 0.9996, Train F1: 0.9910\n", "Val Loss: 0.0204, Val Acc: 99.40%, Val AUC: 0.9996, Val F1: 0.9940\n", "Best model saved at epoch 4 with Val Loss: 0.0204\n", "Epoch 4 time: 5m 14.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0227, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9919\n", "Val Loss: 0.0279, Val Acc: 99.00%, Val AUC: 0.9985, Val F1: 0.9900\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 5m 8.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0217, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0424, Val Acc: 98.40%, Val AUC: 0.9984, Val F1: 0.9842\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 5m 17.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0204, Train Acc: 99.27%, Train AUC: 0.9997, Train F1: 0.9926\n", "Val Loss: 0.0324, Val Acc: 99.00%, Val AUC: 0.9994, Val F1: 0.9900\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 7 time: 5m 13.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0196, Train Acc: 99.31%, Train AUC: 0.9997, Train F1: 0.9932\n", "Val Loss: 0.0477, Val Acc: 98.60%, Val AUC: 0.9994, Val F1: 0.9859\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 8 time: 5m 3.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0186, Train Acc: 99.34%, Train AUC: 0.9997, Train F1: 0.9934\n", "Val Loss: 0.0364, Val Acc: 98.60%, Val AUC: 0.9985, Val F1: 0.9861\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 9 time: 5m 21.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0175, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0362, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 10 time: 5m 22.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0104, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0335, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 11 time: 5m 7.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0089, Train Acc: 99.70%, Train AUC: 0.9999, Train F1: 0.9970\n", "Val Loss: 0.0319, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 12 time: 5m 13.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0074, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0314, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 13 time: 5m 16.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0078, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0341, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 14 time: 5m 28.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0077, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0318, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 15 time: 5m 10.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0069, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0270, Val Acc: 99.50%, Val AUC: 0.9989, Val F1: 0.9950\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 16 time: 5m 15.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0068, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0350, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 17 time: 5m 22.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0061, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0333, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 18 time: 5m 26.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0060, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0331, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 19 time: 5m 25.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0059, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0336, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 20 time: 5m 34.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0054, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0339, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 21 time: 5m 25.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0066, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0338, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 22 time: 5m 22.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0058, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0333, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 23 time: 5m 29.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0054, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0340, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Twins_PCPVT: 2h 7m 28s\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/Twins_PCPVT_metrics.csv\n", "Training completed at epoch 4 with best validation loss of 0.0204\n", "Twins-PCPVT training time: 2h 7m 29s\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='all_blocks', 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": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training PiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-09 03:47:03,583 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-01-09 03:47:03,958 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: 0.0838, Train Acc: 96.64%, Train AUC: 0.9956, Train F1: 0.9664\n", "Val Loss: 0.0535, Val Acc: 98.30%, Val AUC: 0.9984, Val F1: 0.9831\n", "Best model saved at epoch 1 with Val Loss: 0.0535\n", "Epoch 1 time: 5m 54.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0415, Train Acc: 98.51%, Train AUC: 0.9988, Train F1: 0.9851\n", "Val Loss: 0.0571, Val Acc: 97.60%, Val AUC: 0.9979, Val F1: 0.9764\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 5m 43.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0352, Train Acc: 98.69%, Train AUC: 0.9992, Train F1: 0.9869\n", "Val Loss: 0.0516, Val Acc: 97.80%, Val AUC: 0.9990, Val F1: 0.9776\n", "Best model saved at epoch 3 with Val Loss: 0.0516\n", "Epoch 3 time: 5m 29.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0304, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0278, Val Acc: 99.00%, Val AUC: 0.9995, Val F1: 0.9901\n", "Best model saved at epoch 4 with Val Loss: 0.0278\n", "Epoch 4 time: 5m 5.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0268, Train Acc: 99.06%, Train AUC: 0.9995, Train F1: 0.9906\n", "Val Loss: 0.0293, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9880\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 5m 17.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0256, Train Acc: 99.05%, Train AUC: 0.9996, Train F1: 0.9905\n", "Val Loss: 0.0344, Val Acc: 98.40%, Val AUC: 0.9994, Val F1: 0.9839\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 5m 23.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0227, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9919\n", "Val Loss: 0.0337, Val Acc: 99.10%, Val AUC: 0.9994, Val F1: 0.9910\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 7 time: 5m 26.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0243, Train Acc: 99.13%, Train AUC: 0.9996, Train F1: 0.9913\n", "Val Loss: 0.0263, Val Acc: 99.40%, Val AUC: 0.9996, Val F1: 0.9940\n", "Best model saved at epoch 8 with Val Loss: 0.0263\n", "Epoch 8 time: 5m 53.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0225, Train Acc: 99.15%, Train AUC: 0.9996, Train F1: 0.9915\n", "Val Loss: 0.0279, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 5m 21.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0215, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0294, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 10 time: 5m 17.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0199, Train Acc: 99.29%, Train AUC: 0.9997, Train F1: 0.9929\n", "Val Loss: 0.0412, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9889\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 11 time: 5m 24.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0213, Train Acc: 99.23%, Train AUC: 0.9997, Train F1: 0.9923\n", "Val Loss: 0.0349, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9880\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 12 time: 5m 13.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0194, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0318, Val Acc: 99.00%, Val AUC: 0.9995, Val F1: 0.9900\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 13 time: 5m 23.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0188, Train Acc: 99.33%, Train AUC: 0.9998, Train F1: 0.9932\n", "Val Loss: 0.0199, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "Best model saved at epoch 14 with Val Loss: 0.0199\n", "Epoch 14 time: 5m 42.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0197, Train Acc: 99.29%, Train AUC: 0.9997, Train F1: 0.9929\n", "Val Loss: 0.0298, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9891\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 5m 21.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0181, Train Acc: 99.32%, Train AUC: 0.9998, Train F1: 0.9932\n", "Val Loss: 0.0353, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 5m 18.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0174, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0168, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "Best model saved at epoch 17 with Val Loss: 0.0168\n", "Epoch 17 time: 5m 18.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0182, Train Acc: 99.32%, Train AUC: 0.9998, Train F1: 0.9932\n", "Val Loss: 0.0352, Val Acc: 98.70%, Val AUC: 0.9992, Val F1: 0.9870\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 18 time: 5m 22.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0175, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0271, Val Acc: 99.00%, Val AUC: 0.9997, Val F1: 0.9900\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 19 time: 5m 26.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0172, Train Acc: 99.37%, Train AUC: 0.9998, Train F1: 0.9937\n", "Val Loss: 0.0200, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 20 time: 5m 15.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0164, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0249, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9911\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 21 time: 5m 18.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0156, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0389, Val Acc: 98.50%, Val AUC: 0.9987, Val F1: 0.9852\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 22 time: 5m 36.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0150, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0334, Val Acc: 99.00%, Val AUC: 0.9985, Val F1: 0.9900\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 23 time: 5m 33.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0097, Train Acc: 99.64%, Train AUC: 0.9999, Train F1: 0.9964\n", "Val Loss: 0.0155, Val Acc: 99.70%, Val AUC: 0.9989, Val F1: 0.9970\n", "Best model saved at epoch 24 with Val Loss: 0.0155\n", "Epoch 24 time: 5m 36.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0075, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0146, Val Acc: 99.70%, Val AUC: 0.9998, Val F1: 0.9970\n", "Best model saved at epoch 25 with Val Loss: 0.0146\n", "Epoch 25 time: 5m 33.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0064, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0156, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 26 time: 5m 45.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0060, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0161, Val Acc: 99.70%, Val AUC: 0.9999, Val F1: 0.9970\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 27 time: 5m 37.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0055, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0153, Val Acc: 99.60%, Val AUC: 0.9989, Val F1: 0.9960\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 28 time: 5m 22.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0058, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0156, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 29 time: 5m 12.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0063, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0137, Val Acc: 99.70%, Val AUC: 0.9989, Val F1: 0.9970\n", "Best model saved at epoch 30 with Val Loss: 0.0137\n", "Epoch 30 time: 5m 18.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0061, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0190, Val Acc: 99.50%, Val AUC: 0.9999, Val F1: 0.9950\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 31 time: 5m 8.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0054, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0174, Val Acc: 99.70%, Val AUC: 0.9999, Val F1: 0.9970\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 32 time: 5m 21.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0052, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0174, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 33 time: 5m 28.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0053, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0176, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 34 time: 5m 18.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0051, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0151, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 35 time: 5m 26.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0049, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0217, Val Acc: 99.30%, Val AUC: 0.9999, Val F1: 0.9930\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 36 time: 5m 22.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0040, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0176, Val Acc: 99.50%, Val AUC: 0.9999, Val F1: 0.9950\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 37 time: 5m 21.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0048, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0165, Val Acc: 99.70%, Val AUC: 0.9999, Val F1: 0.9970\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 38 time: 5m 32.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0043, Train Acc: 99.86%, Train AUC: 1.0000, Train F1: 0.9986\n", "Val Loss: 0.0162, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 39 time: 5m 27.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0044, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0158, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 40 time: 5m 26.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0044, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0151, Val Acc: 99.70%, Val AUC: 0.9999, Val F1: 0.9970\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 41 time: 5m 45.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0038, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0161, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 42 time: 5m 19.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.0037, Train Acc: 99.87%, Train AUC: 1.0000, Train F1: 0.9987\n", "Val Loss: 0.0157, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 43 time: 5m 9.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.0039, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0164, Val Acc: 99.50%, Val AUC: 0.9999, Val F1: 0.9950\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 44 time: 5m 12.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.0040, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0169, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 45 time: 5m 30.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.0036, Train Acc: 99.87%, Train AUC: 1.0000, Train F1: 0.9987\n", "Val Loss: 0.0176, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 46 time: 5m 35.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.0041, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0177, Val Acc: 99.50%, Val AUC: 0.9999, Val F1: 0.9950\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 47 time: 5m 26.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.0043, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0165, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 48 time: 5m 16.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.0043, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0173, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 49 time: 5m 6.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.0038, Train Acc: 99.87%, Train AUC: 1.0000, Train F1: 0.9987\n", "Val Loss: 0.0166, Val Acc: 99.60%, Val AUC: 0.9999, Val F1: 0.9960\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for PiT: 4h 31m 24s\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/PiT_metrics.csv\n", "Training completed at epoch 30 with best validation loss of 0.0137\n", "PiT training time: 4h 31m 26s\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='all_blocks', 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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-09 08:18:29,312 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-01-09 08:18:29,627 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: 0.1740, Train Acc: 91.95%, Train AUC: 0.9813, Train F1: 0.9195\n", "Val Loss: 0.0629, Val Acc: 97.50%, Val AUC: 0.9977, Val F1: 0.9753\n", "Best model saved at epoch 1 with Val Loss: 0.0629\n", "Epoch 1 time: 5m 3.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0969, Train Acc: 95.99%, Train AUC: 0.9942, Train F1: 0.9599\n", "Val Loss: 0.0583, Val Acc: 97.90%, Val AUC: 0.9976, Val F1: 0.9787\n", "Best model saved at epoch 2 with Val Loss: 0.0583\n", "Epoch 2 time: 5m 10.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0804, Train Acc: 96.69%, Train AUC: 0.9960, Train F1: 0.9668\n", "Val Loss: 0.0489, Val Acc: 98.30%, Val AUC: 0.9979, Val F1: 0.9829\n", "Best model saved at epoch 3 with Val Loss: 0.0489\n", "Epoch 3 time: 5m 14.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0681, Train Acc: 97.22%, Train AUC: 0.9971, Train F1: 0.9722\n", "Val Loss: 0.0476, Val Acc: 98.30%, Val AUC: 0.9985, Val F1: 0.9831\n", "Best model saved at epoch 4 with Val Loss: 0.0476\n", "Epoch 4 time: 5m 25.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0651, Train Acc: 97.37%, Train AUC: 0.9974, Train F1: 0.9737\n", "Val Loss: 0.0458, Val Acc: 98.70%, Val AUC: 0.9981, Val F1: 0.9870\n", "Best model saved at epoch 5 with Val Loss: 0.0458\n", "Epoch 5 time: 5m 31.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0589, Train Acc: 97.67%, Train AUC: 0.9978, Train F1: 0.9767\n", "Val Loss: 0.0807, Val Acc: 97.10%, Val AUC: 0.9976, Val F1: 0.9715\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 5m 29.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0576, Train Acc: 97.72%, Train AUC: 0.9979, Train F1: 0.9772\n", "Val Loss: 0.0435, Val Acc: 98.40%, Val AUC: 0.9986, Val F1: 0.9842\n", "Best model saved at epoch 7 with Val Loss: 0.0435\n", "Epoch 7 time: 5m 29.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0530, Train Acc: 97.87%, Train AUC: 0.9982, Train F1: 0.9787\n", "Val Loss: 0.0468, Val Acc: 98.40%, Val AUC: 0.9982, Val F1: 0.9842\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 5m 5.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0502, Train Acc: 98.05%, Train AUC: 0.9984, Train F1: 0.9805\n", "Val Loss: 0.0356, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9860\n", "Best model saved at epoch 9 with Val Loss: 0.0356\n", "Epoch 9 time: 5m 1.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0489, Train Acc: 98.06%, Train AUC: 0.9985, Train F1: 0.9806\n", "Val Loss: 0.0525, Val Acc: 98.70%, Val AUC: 0.9990, Val F1: 0.9871\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 5m 10.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0462, Train Acc: 98.23%, Train AUC: 0.9986, Train F1: 0.9823\n", "Val Loss: 0.0389, Val Acc: 98.40%, Val AUC: 0.9996, Val F1: 0.9838\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 5m 5.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0460, Train Acc: 98.21%, Train AUC: 0.9987, Train F1: 0.9821\n", "Val Loss: 0.0344, Val Acc: 98.80%, Val AUC: 0.9994, Val F1: 0.9880\n", "Best model saved at epoch 12 with Val Loss: 0.0344\n", "Epoch 12 time: 5m 6.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0444, Train Acc: 98.28%, Train AUC: 0.9988, Train F1: 0.9828\n", "Val Loss: 0.0429, Val Acc: 98.80%, Val AUC: 0.9991, Val F1: 0.9880\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 5m 33.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0434, Train Acc: 98.33%, Train AUC: 0.9988, Train F1: 0.9833\n", "Val Loss: 0.0397, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9890\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 4m 55.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0420, Train Acc: 98.34%, Train AUC: 0.9989, Train F1: 0.9834\n", "Val Loss: 0.0242, Val Acc: 99.00%, Val AUC: 0.9996, Val F1: 0.9900\n", "Best model saved at epoch 15 with Val Loss: 0.0242\n", "Epoch 15 time: 5m 16.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0411, Train Acc: 98.34%, Train AUC: 0.9989, Train F1: 0.9834\n", "Val Loss: 0.0337, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9880\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 5m 27.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0392, Train Acc: 98.46%, Train AUC: 0.9990, Train F1: 0.9846\n", "Val Loss: 0.0346, Val Acc: 98.80%, Val AUC: 0.9987, Val F1: 0.9880\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 17 time: 5m 14.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0394, Train Acc: 98.46%, Train AUC: 0.9990, Train F1: 0.9846\n", "Val Loss: 0.0384, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 18 time: 5m 22.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0385, Train Acc: 98.54%, Train AUC: 0.9990, Train F1: 0.9854\n", "Val Loss: 0.0398, Val Acc: 98.60%, Val AUC: 0.9986, Val F1: 0.9861\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 19 time: 5m 9.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0384, Train Acc: 98.46%, Train AUC: 0.9991, Train F1: 0.9846\n", "Val Loss: 0.0354, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9911\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 20 time: 5m 16.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0361, Train Acc: 98.56%, Train AUC: 0.9992, Train F1: 0.9856\n", "Val Loss: 0.0386, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9881\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 21 time: 4m 58.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0275, Train Acc: 98.96%, Train AUC: 0.9995, Train F1: 0.9896\n", "Val Loss: 0.0322, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 22 time: 5m 7.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0245, Train Acc: 99.06%, Train AUC: 0.9996, Train F1: 0.9906\n", "Val Loss: 0.0267, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 23 time: 5m 18.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0233, Train Acc: 99.12%, Train AUC: 0.9997, Train F1: 0.9912\n", "Val Loss: 0.0288, Val Acc: 98.80%, Val AUC: 0.9997, Val F1: 0.9880\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 24 time: 5m 3.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0231, Train Acc: 99.12%, Train AUC: 0.9996, Train F1: 0.9912\n", "Val Loss: 0.0324, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 25 time: 5m 11.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0222, Train Acc: 99.13%, Train AUC: 0.9997, Train F1: 0.9913\n", "Val Loss: 0.0287, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 26 time: 5m 10.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0218, Train Acc: 99.12%, Train AUC: 0.9997, Train F1: 0.9912\n", "Val Loss: 0.0292, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 27 time: 5m 9.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0204, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0317, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 28 time: 5m 3.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0199, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0317, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 29 time: 5m 16.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0204, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0314, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 30 time: 5m 2.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0208, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0317, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 31 time: 5m 5.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0206, Train Acc: 99.19%, Train AUC: 0.9997, Train F1: 0.9919\n", "Val Loss: 0.0306, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 32 time: 5m 19.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0199, Train Acc: 99.22%, Train AUC: 0.9998, Train F1: 0.9922\n", "Val Loss: 0.0295, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 33 time: 5m 20.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0196, Train Acc: 99.22%, Train AUC: 0.9998, Train F1: 0.9922\n", "Val Loss: 0.0299, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 34 time: 5m 6.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0195, Train Acc: 99.28%, Train AUC: 0.9997, Train F1: 0.9928\n", "Val Loss: 0.0305, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\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: 3h 2m 49s\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 15 with best validation loss of 0.0242\n", "MLP-Mixer training time: 3h 2m 50s\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='all_blocks', 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": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-23 18:29:14,084 INFO:Loading pretrained weights from Hugging Face hub (timm/resnet18.a1_in1k)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ResNet-18 ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-23 18:29:15,416 INFO:[timm/resnet18.a1_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-23 18:29:15,428 INFO:Missing keys (fc.weight, 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: 0.2456, Train Acc: 89.84%, Train AUC: 0.9675, Train F1: 0.8995\n", "Val Loss: 0.1218, Val Acc: 94.70%, Val AUC: 0.9936, Val F1: 0.9484\n", "Best model saved at epoch 1 with Val Loss: 0.1218\n", "Epoch 1 time: 5m 10.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.1028, Train Acc: 96.17%, Train AUC: 0.9936, Train F1: 0.9617\n", "Val Loss: 0.0692, Val Acc: 97.10%, Val AUC: 0.9973, Val F1: 0.9711\n", "Best model saved at epoch 2 with Val Loss: 0.0692\n", "Epoch 2 time: 3m 34.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0804, Train Acc: 97.02%, Train AUC: 0.9960, Train F1: 0.9702\n", "Val Loss: 0.0712, Val Acc: 97.10%, Val AUC: 0.9971, Val F1: 0.9708\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 3m 22.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0702, Train Acc: 97.32%, Train AUC: 0.9969, Train F1: 0.9731\n", "Val Loss: 0.0627, Val Acc: 97.30%, Val AUC: 0.9980, Val F1: 0.9726\n", "Best model saved at epoch 4 with Val Loss: 0.0627\n", "Epoch 4 time: 3m 38.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0627, Train Acc: 97.66%, Train AUC: 0.9975, Train F1: 0.9766\n", "Val Loss: 0.0499, Val Acc: 98.30%, Val AUC: 0.9984, Val F1: 0.9831\n", "Best model saved at epoch 5 with Val Loss: 0.0499\n", "Epoch 5 time: 3m 22.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0579, Train Acc: 97.82%, Train AUC: 0.9979, Train F1: 0.9782\n", "Val Loss: 0.0517, Val Acc: 98.30%, Val AUC: 0.9983, Val F1: 0.9831\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 3m 37.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0524, Train Acc: 98.05%, Train AUC: 0.9982, Train F1: 0.9804\n", "Val Loss: 0.0580, Val Acc: 98.00%, Val AUC: 0.9979, Val F1: 0.9799\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 3m 39.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0494, Train Acc: 98.19%, Train AUC: 0.9984, Train F1: 0.9819\n", "Val Loss: 0.0509, Val Acc: 98.30%, Val AUC: 0.9985, Val F1: 0.9830\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 8 time: 3m 33.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0472, Train Acc: 98.22%, Train AUC: 0.9986, Train F1: 0.9822\n", "Val Loss: 0.0448, Val Acc: 98.40%, Val AUC: 0.9988, Val F1: 0.9839\n", "Best model saved at epoch 9 with Val Loss: 0.0448\n", "Epoch 9 time: 3m 22.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0438, Train Acc: 98.32%, Train AUC: 0.9988, Train F1: 0.9832\n", "Val Loss: 0.0504, Val Acc: 98.30%, Val AUC: 0.9984, Val F1: 0.9829\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 3m 32.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0414, Train Acc: 98.43%, Train AUC: 0.9989, Train F1: 0.9843\n", "Val Loss: 0.0538, Val Acc: 97.90%, Val AUC: 0.9988, Val F1: 0.9793\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 3m 37.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0399, Train Acc: 98.50%, Train AUC: 0.9990, Train F1: 0.9850\n", "Val Loss: 0.0416, Val Acc: 98.80%, Val AUC: 0.9989, Val F1: 0.9880\n", "Best model saved at epoch 12 with Val Loss: 0.0416\n", "Epoch 12 time: 3m 35.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0382, Train Acc: 98.59%, Train AUC: 0.9990, Train F1: 0.9859\n", "Val Loss: 0.0481, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9828\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 3m 28.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0374, Train Acc: 98.59%, Train AUC: 0.9991, Train F1: 0.9859\n", "Val Loss: 0.0457, Val Acc: 98.40%, Val AUC: 0.9987, Val F1: 0.9839\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 3m 45.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0349, Train Acc: 98.67%, Train AUC: 0.9992, Train F1: 0.9867\n", "Val Loss: 0.0459, Val Acc: 98.60%, Val AUC: 0.9990, Val F1: 0.9859\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 15 time: 3m 40.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0352, Train Acc: 98.65%, Train AUC: 0.9992, Train F1: 0.9865\n", "Val Loss: 0.0465, Val Acc: 98.30%, Val AUC: 0.9982, Val F1: 0.9831\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 16 time: 3m 33.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0346, Train Acc: 98.73%, Train AUC: 0.9992, Train F1: 0.9873\n", "Val Loss: 0.0371, Val Acc: 98.80%, Val AUC: 0.9991, Val F1: 0.9880\n", "Best model saved at epoch 17 with Val Loss: 0.0371\n", "Epoch 17 time: 3m 50.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0318, Train Acc: 98.80%, Train AUC: 0.9993, Train F1: 0.9880\n", "Val Loss: 0.0508, Val Acc: 98.50%, Val AUC: 0.9989, Val F1: 0.9849\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 18 time: 3m 19.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0299, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0461, Val Acc: 98.60%, Val AUC: 0.9988, Val F1: 0.9859\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 19 time: 3m 38.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0307, Train Acc: 98.86%, Train AUC: 0.9994, Train F1: 0.9886\n", "Val Loss: 0.0501, Val Acc: 98.50%, Val AUC: 0.9988, Val F1: 0.9849\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 20 time: 3m 51.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0304, Train Acc: 98.86%, Train AUC: 0.9994, Train F1: 0.9886\n", "Val Loss: 0.0403, Val Acc: 98.70%, Val AUC: 0.9990, Val F1: 0.9870\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 21 time: 3m 30.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0277, Train Acc: 98.98%, Train AUC: 0.9995, Train F1: 0.9898\n", "Val Loss: 0.0427, Val Acc: 98.50%, Val AUC: 0.9992, Val F1: 0.9850\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 22 time: 3m 48.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0284, Train Acc: 98.96%, Train AUC: 0.9995, Train F1: 0.9896\n", "Val Loss: 0.0402, Val Acc: 98.70%, Val AUC: 0.9991, Val F1: 0.9869\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 23 time: 3m 35.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0245, Train Acc: 99.08%, Train AUC: 0.9996, Train F1: 0.9908\n", "Val Loss: 0.0389, Val Acc: 98.70%, Val AUC: 0.9992, Val F1: 0.9869\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 24 time: 3m 41.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0238, Train Acc: 99.16%, Train AUC: 0.9996, Train F1: 0.9916\n", "Val Loss: 0.0388, Val Acc: 98.80%, Val AUC: 0.9992, Val F1: 0.9880\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 25 time: 3m 35.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0236, Train Acc: 99.15%, Train AUC: 0.9996, Train F1: 0.9915\n", "Val Loss: 0.0381, Val Acc: 98.90%, Val AUC: 0.9992, Val F1: 0.9890\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 26 time: 3m 25.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0228, Train Acc: 99.16%, Train AUC: 0.9996, Train F1: 0.9916\n", "Val Loss: 0.0388, Val Acc: 98.80%, Val AUC: 0.9992, Val F1: 0.9880\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 27 time: 3m 29.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0224, Train Acc: 99.18%, Train AUC: 0.9996, Train F1: 0.9918\n", "Val Loss: 0.0382, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 28 time: 3m 19.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0231, Train Acc: 99.14%, Train AUC: 0.9997, Train F1: 0.9914\n", "Val Loss: 0.0388, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 29 time: 3m 42.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0219, Train Acc: 99.17%, Train AUC: 0.9997, Train F1: 0.9917\n", "Val Loss: 0.0383, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 30 time: 3m 52.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0220, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0383, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 31 time: 3m 27.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0227, Train Acc: 99.18%, Train AUC: 0.9996, Train F1: 0.9918\n", "Val Loss: 0.0367, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "Best model saved at epoch 32 with Val Loss: 0.0367\n", "Epoch 32 time: 3m 51.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0227, Train Acc: 99.14%, Train AUC: 0.9997, Train F1: 0.9914\n", "Val Loss: 0.0382, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 3m 25.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0229, Train Acc: 99.16%, Train AUC: 0.9996, Train F1: 0.9916\n", "Val Loss: 0.0390, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 34 time: 3m 30.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0218, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0411, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9889\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 35 time: 3m 37.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0234, Train Acc: 99.16%, Train AUC: 0.9996, Train F1: 0.9916\n", "Val Loss: 0.0384, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 36 time: 3m 34.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0230, Train Acc: 99.13%, Train AUC: 0.9997, Train F1: 0.9913\n", "Val Loss: 0.0379, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 37 time: 3m 29.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0229, Train Acc: 99.17%, Train AUC: 0.9996, Train F1: 0.9917\n", "Val Loss: 0.0372, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 38 time: 3m 35.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0224, Train Acc: 99.16%, Train AUC: 0.9997, Train F1: 0.9916\n", "Val Loss: 0.0395, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 39 time: 3m 33.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0235, Train Acc: 99.13%, Train AUC: 0.9996, Train F1: 0.9913\n", "Val Loss: 0.0366, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9890\n", "Best model saved at epoch 40 with Val Loss: 0.0366\n", "Epoch 40 time: 3m 25.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0227, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9919\n", "Val Loss: 0.0379, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9890\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 3m 43.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0222, Train Acc: 99.19%, Train AUC: 0.9997, Train F1: 0.9919\n", "Val Loss: 0.0376, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 42 time: 3m 30.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.0234, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9919\n", "Val Loss: 0.0378, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9890\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 43 time: 3m 33.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.0218, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0371, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 44 time: 3m 30.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.0214, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0384, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 45 time: 3m 31.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.0225, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9919\n", "Val Loss: 0.0384, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 46 time: 3m 46.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.0226, Train Acc: 99.12%, Train AUC: 0.9997, Train F1: 0.9912\n", "Val Loss: 0.0386, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 47 time: 3m 37.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.0240, Train Acc: 99.13%, Train AUC: 0.9996, Train F1: 0.9913\n", "Val Loss: 0.0382, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 48 time: 3m 21.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.0212, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0395, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 49 time: 3m 29.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.0213, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0383, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9879\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 50 time: 3m 40.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.0222, Train Acc: 99.18%, Train AUC: 0.9997, Train F1: 0.9918\n", "Val Loss: 0.0389, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 51 time: 3m 53.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.0220, Train Acc: 99.17%, Train AUC: 0.9997, Train F1: 0.9917\n", "Val Loss: 0.0390, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 52 time: 3m 39.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.0221, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0367, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9890\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 53 time: 3m 44.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.0225, Train Acc: 99.17%, Train AUC: 0.9997, Train F1: 0.9917\n", "Val Loss: 0.0368, Val Acc: 98.80%, Val AUC: 0.9994, Val F1: 0.9880\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 54 time: 3m 25.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.0220, Train Acc: 99.15%, Train AUC: 0.9997, Train F1: 0.9915\n", "Val Loss: 0.0367, Val Acc: 98.80%, Val AUC: 0.9994, Val F1: 0.9880\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 55 time: 3m 50.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.0215, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0386, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 56 time: 3m 39.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.0221, Train Acc: 99.17%, Train AUC: 0.9997, Train F1: 0.9917\n", "Val Loss: 0.0385, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 57 time: 3m 31.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.0226, Train Acc: 99.20%, Train AUC: 0.9996, Train F1: 0.9920\n", "Val Loss: 0.0394, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 58 time: 3m 37.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.0223, Train Acc: 99.17%, Train AUC: 0.9997, Train F1: 0.9917\n", "Val Loss: 0.0388, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 59 time: 3m 50.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.0218, Train Acc: 99.19%, Train AUC: 0.9997, Train F1: 0.9919\n", "Val Loss: 0.0380, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for ResNet-18: 3h 37m 39s\n" ] }, { 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/oqo6/p83bx7nnXceo0ePZtSoUcVud911FwDvvfceACNHjiQ5OZnnn3/+hP0UxjRy5EgMw/BUZpe0TXh4ONHR0fzwww/Fnn/xxRdPGW+hwgTM8d8FwKxZs4o9tlqtXHLJJXz66aesXbu21JgA/Pz8GDNmDO+//z5z586lffv2dOjQocwxiYhUhCo1RERqsbvuuovLLruMuXPncvPNN/PCCy9w7rnn0r59e2688UaaNWtGUlISK1euZN++ffz2228AtG3blr59+9K1a1fq1KnD2rVrWbhwIRMmTDjle06dOpV+/fqdsL5Pnz7885//ZMaMGfz6668MHDgQf39/tm7dyoIFC3j22WcZNWoUAF27duWll17ikUceoXnz5sTGxp5yTtbnn3+e1NRUT/PsTz/9lH379gEwceJEIiIiiImJ4brrruO1117jwgsv5NJLLyUjI4MXX3yRnJwc7r333mL7vPDCCwHK3Czwgw8+8FReHO/aa6/lnnvu4b333mPIkCHcfvvt1KlThzfffJOdO3fywQcfeMqzBw4cSHx8PL179yYuLo5Nmzbx/PPPc9FFFxEWFkZqaioNGzZk1KhRdOzYkdDQUL755hvWrFnD008/XaY4RURERKR20vF/1R//r1q1im3btpX63TRo0IAuXbowb9487r77bsaOHctbb73F5MmTWb16Needdx5ZWVl888033HrrrQwfPpx+/fpxzTXX8Nxzz7F161bPVFDLly+nX79+nve64YYbePzxx7nhhhvo1q0bP/zwA3/99ddJv6fjhYeHc/755/Pkk0/idDpp0KABX3/9NTt37jxh28cee4yvv/6aPn36cNNNN9GmTRsOHjzIggUL+PHHH4mMjPRsO3bsWJ577jm+++47nnjiiTLHIyJSYYaIiNRob7zxhgEYa9asOeE5l8tlJCYmGomJiUZ+fr5hGIaxfft2Y+zYsUZ8fLzh7+9vNGjQwBg2bJixcOFCz+seeeQRo0ePHkZkZKQRFBRktG7d2nj00UeNvLw8zzZTp041AOPIkSMnvG+fPn0MwLjoootOeO6VV14xunbtagQFBRlhYWFG+/btjX//+9/GgQMHPNscOnTIuOiii4ywsDADMPr06XPK76FJkyYGUOJt586dnu2cTqcxe/Zso1OnTkZoaKgRGhpq9OvXz/j2229L3GeTJk1O+d7fffddqe8NGMuXLzcMw/zuR40aZURGRhp2u93o0aOH8dlnnxXb18svv2ycf/75Rt26dY3AwEAjMTHRuOuuu4y0tDTDMAwjNzfXuOuuu4yOHTsaYWFhRkhIiNGxY0fjxRdfPGWcIiIiIlLz6fjf5K3j/4kTJxqAsX379lK3mTZtmgEYv/32m2EYhpGdnW3cf//9RtOmTQ1/f38jPj7eGDVqVLF95OfnGzNnzjRat25tBAQEGDExMcaQIUOMdevWebbJzs42rr/+eiMiIsIICwszLr/8cuPw4cMGYEydOtWz3cl+Vvv27TNGjBhhREZGGhEREcZll11mHDhw4IR9GIZh7N692xg7dqwRExNjBAYGGs2aNTNuu+02Izc394T9tmvXzrBarca+fftO+v2JiFQGi2H8reZMREREREREREREpIw6d+5MnTp1WLp0qbdDEZEzgHpqiIiIiIiIiIiISIWsXbuWX3/9lbFjx3o7FBE5Q6hSQ0RERERERERERMrlzz//ZN26dTz99NMkJyezY8cO7Ha7t8MSkTOAKjVERERERERERESkXBYuXMj48eNxOp289957SmiISLVRpYaIiIiIiIiIiIiIiNQIqtQQEREREREREREREZEawc/bAdRUbrebAwcOEBYWhsVi8XY4IiIiIiJeZxgGGRkZ1K9fH6tV10+djMYTIiIiIiLFlXU8oaRGBR04cIBGjRp5OwwREREREZ+zd+9eGjZs6O0wfJrGEyIiIiIiJTvVeEJJjQoKCwsDzC84PDzcy9GIiIj4qKwsqF/fXD5wAEJCvBuPiFSp9PR0GjVq5DlWltJpPCEiIlIGGk+InFHKOp5QUqOCCkvEw8PDNQgREREpjc1WtBwerkGIyBlC0ymdmsYTIiIiZaDxhMgZ6VTjCU10KyIiIiIiIiIiIiIiNYIqNURERKTqBAfD4cNFyyIiIiIiImWl8YSIlEBJDREREak6FgvExHg7ChERERERqYk0nhCREiipISIiIiIV5nK5cDqd3g5Dqom/vz+24+e2FhERERERqWZKaoiIiEjVyc2FyZPN5WeegcBA78YjlcYwDA4dOkRqaqq3Q5FqFhkZSXx8vJqBi4iISNXTeEJESmAxDMPwdhA1UXp6OhEREaSlpREeHu7tcERERHxTVhaEhprLmZkQEuLdeKTSHDx4kNTUVGJjYwkODtYJ7jOAYRhkZ2dz+PBhIiMjqVev3gnb6Bi57PRdiYiIlIHGEyJnlLIeI6tSQ0RERETKxeVyeRIadevW9XY4Uo2CgoIAOHz4MLGxsZqKSkREREREqp3V2wGIiIiISM1S2EMjODjYy5GINxT+3NVLRUREREREvKFGJDVeeOEFEhISsNvt9OzZk9WrV5e67auvvsp5551HVFQUUVFR9O/f/4Ttx40bh8ViKXYbPHhwVX8MERERkVpFU06dmfRzFxERERERb/L5pMb8+fOZPHkyU6dOZf369XTs2JFBgwZx+PDhErdftmwZY8aM4bvvvmPlypU0atSIgQMHsn///mLbDR48mIMHD3pu7733XnV8HBERERERERERERERqSCfT2o888wz3HjjjYwfP562bdsyZ84cgoODef3110vcft68edx666106tSJ1q1b89prr+F2u1m6dGmx7QIDA4mPj/fcoqKiThpHbm4u6enpxW4iIiIiIiIiIiIiIlJ9fDqpkZeXx7p16+jfv79nndVqpX///qxcubJM+8jOzsbpdFKnTp1i65ctW0ZsbCytWrXilltuISUl5aT7mTFjBhEREZ5bo0aNyv+BRERERKTWSUhIYNasWd4OQ0RERERE5Izg00mN5ORkXC4XcXFxxdbHxcVx6NChMu3j7rvvpn79+sUSI4MHD+att95i6dKlPPHEE3z//fcMGTIEl8tV6n7uvfde0tLSPLe9e/dW7EOJiIicSYKCYOdO8xYU5O1o5Az3955qf79NmzatQvtds2YNN91002nF1rdvXyZNmnRa+xARERGpdTSeEJES+Hk7gKr0+OOP87///Y9ly5Zht9s966+44grPcvv27enQoQOJiYksW7aMCy+8sMR9BQYGEhgYWOUxi4iI1CpWKyQkeDsKEQAOHjzoWZ4/fz5Tpkxhy5YtnnWhoaGeZcMwcLlc+Pmd+nA5JiamcgMVEREREZPGEyJSAp+u1IiOjsZms5GUlFRsfVJSEvHx8Sd97VNPPcXjjz/O119/TYcOHU66bbNmzYiOjmbbtm2nHbOIiIjImcgwDLLz8r1yMwyjTDEe308tIiICi8Xiebx582bCwsL48ssv6dq1K4GBgfz4449s376d4cOHExcXR2hoKN27d+ebb74ptt+/Tz9lsVh47bXXGDFiBMHBwbRo0YJPPvnktL7fDz74gHbt2hEYGEhCQgJPP/10sedffPFFWrRogd1uJy4ujlGjRnmeW7hwIe3btycoKIi6devSv39/srKyTiseERERERERb/HpSo2AgAC6du3K0qVLueSSSwA8Tb8nTJhQ6uuefPJJHn30Ub766iu6det2yvfZt28fKSkp1KtXr7JCFxEREYC8PLj/fnP50UchIMC78UiVyXG6aDvlK6+898bpgwgOqJzD2nvuuYennnqKZs2aERUVxd69exk6dCiPPvoogYGBvPXWW1x88cVs2bKFxo0bl7qfhx56iCeffJKZM2cye/ZsrrrqKnbv3n1Cn7eyWLduHZdffjnTpk1j9OjRrFixgltvvZW6desybtw41q5dy+23387bb79Nr169OHr0KMuXLwfM6pQxY8bw5JNPMmLECDIyMli+fHmZE0EiIiIiXqXxhIiUwKeTGgCTJ0/m2muvpVu3bvTo0YNZs2aRlZXF+PHjARg7diwNGjRgxowZADzxxBNMmTKFd999l4SEBE/vjdDQUEJDQ8nMzOShhx5i5MiRxMfHs337dv7973/TvHlzBg0a5LXPKSIiUis5nfDUU+bytGkahIjPmz59OgMGDPA8rlOnDh07dvQ8fvjhh/nwww/55JNPTnqRzbhx4xgzZgwAjz32GM899xyrV69m8ODB5Y7pmWee4cILL+TBBx8EoGXLlmzcuJGZM2cybtw49uzZQ0hICMOGDSMsLIwmTZrQuXNnwExq5Ofnc+mll9KkSRPAnH5VREREpEbQeEJESuDzSY3Ro0dz5MgRpkyZwqFDh+jUqROLFy/2NA/fs2cPVmvRLFovvfQSeXl5xUruAaZOncq0adOw2Wz8/vvvvPnmm6SmplK/fn0GDhzIww8/rJ4ZIiIiIhUU5G9j43TvXCAS5G+rtH39vco3MzOTadOm8fnnn3sSBDk5OezZs+ek+zl++tOQkBDCw8M5fPhwhWLatGkTw4cPL7aud+/ezJo1C5fLxYABA2jSpAnNmjVj8ODBDB482DP1VceOHbnwwgtp3749gwYNYuDAgYwaNYqoqKgKxSIiIiIiIuJtPp/UAJgwYUKpV8ItW7as2ONdu3addF9BQUF89ZV3pkYQERERqa0sFkulTQHlTSEhIcUe33nnnSxZsoSnnnqK5s2bExQUxKhRo8jLyzvpfvz9/Ys9tlgsuN3uSo8XICwsjPXr17Ns2TK+/vprpkyZwrRp01izZg2RkZEsWbKEFStW8PXXXzN79mzuv/9+Vq1aRdOmTaskHhERERERkapU80eeZ6jFfx5kz9FsLmwTR2JMqLfDEREREamVfvrpJ8aNG8eIESMAs3LjVBfRVLY2bdrw008/nRBXy5YtsdnMKhU/Pz/69+9P//79mTp1KpGRkXz77bdceumlWCwWevfuTe/evZkyZQpNmjThww8/ZPLkydX6OURERETONIZhkJvvJsORT2ZuPpmOfDIcTjJy88lw5JOVm09ksD/NokNpGhNCaKBO1YqUhf6l1FBvrdzNiu0pxIXbldQQERERqSItWrRg0aJFXHzxxVgsFh588MEqq7g4cuQIv/76a7F19erV4//+7//o3r07Dz/8MKNHj2blypU8//zzvPjiiwB89tln7Nixg/PPP5+oqCi++OIL3G43rVq1YtWqVSxdupSBAwcSGxvLqlWrOHLkCG3atKmSzyAiIlLTGYZBZm4+Sem5GIZBdGggkcH+WCwWb4d2gv2pOazddZR1u4/xy55UbFYL3ROi6JZQh+4JdagTov4TVSXf5SYpI5eDqTkcSHNwMDWHg2kODqblcCjNwbFsJ5m5ZgLD6TLKvN+48ECaRYfSLCaEZjHmfWJ0KA2igrBZvfc76HC6WLblMF9tSOJoVh5Olxuny02eyyC/YNnpMsjLd3uey3cbxIQG0jQ6hIToEJoed4sPt2Otws/jcLo4lObgcEYuIYE26kUEEVXN/47z8t1sOJDGnwfSCbf70TAqmEZ1gogJDTytONxug5SsPJIzcwkP8ic2LBB/m/XULyzne1Tlz6cyKKlRQ9kL5o52OF1ejkRERESk9nrmmWe47rrr6NWrF9HR0dx9992kp6dXyXu9++67vPvuu8XWPfzwwzzwwAO8//77TJkyhYcffph69eoxffp0xo0bB0BkZCSLFi1i2rRpOBwOWrRowXvvvUe7du3YtGkTP/zwA7NmzSI9PZ0mTZrw9NNPM2TIkCr5DCIiIqfD7TZIy3GSnJmLv81K4zrBlXpiLTffxcFUB0npDpIycjmcXrCcnktSunkCNCndQXZe8XMt/jYLdUMCiQ4LIDo08LhbADFhgcSEBtIwKpiGUUFVdiLQ5TbYdDCddbuPsXb3MdbtOsqBNMcJ2/26N5VXl+8EoHlsKN0T6tA9IYruCXVoGBXkk8mZ0+V2G2w8mM6K7cms2nGUo9l5uN0GLsPA5TYTVa6Cx27Pvfmd2qwWAv2sBBTcPMu2wsc2z3Np2U4OpOVwMNXB4QwH7rLnKrBYIDTAj1C7H6GBfoTZ/Qi1+xMaaONIRi47jmSRkpVX8LuYy8odKcVeH+BnpWndELo0iWJguzh6JdYl0K/y+sqVxO02+HlnCh//coAv/jxIhiO/3PvIcOSzIznrhPV2fysJdUOKEh51QwgP8ifw+J/B377/AJuVQH8r/lYrKVm5HExzcKAwmVSYXCr4+aRknThVbICflfhwu3mLKLj9bTnmNBIERzJyWb/nGOt3H2Pd7mP8vj+NvPwTL4YK8rfRMCqIRnWCaVR4XyeYRlHBNIgMIt3h5FC6g0Np5t+ng2kOz2MzUeMoliizWCA6NJB6EXbiwu3F7gs/X0xYIFm5LlKycknJzDvuPo+UzFyOZuWRXLD+aGYeI7o04JFL2lfoe6guFsMwyvFPUAqlp6cTERFBWloa4eHh1f7+t81bz+d/HOShf7Tj2l4J1f7+IiIiZZKVBaEFFYWZmfC3fgVSMzkcDnbu3EnTpk2x2+3eDkeq2cl+/t4+Rq5J9F2JiC/KzXexbMsR9qRkExRgIyTQRpC/HyGBNoIDbAQH+BES4Hfcc7aCvlEGTrebfJdRcPW2edV24RXcefnm+szcfI5k5JKcmcuRzFySM8yrjQtvKZl55B93pjg4wEbr+DDa1g+nTb1w2tYLp3V8OEEBJz+Z63Yb7D2WzeZDGWw5lMGWJPN+Z3IWrjKeiQ6z+2G1WEjLcZb5+wsN9KNNvTDa1iuIt344LePCPBemloXbbXA0O49DaebJzA0H0li32zxRmvW3ZIvNaqFtvXC6JUTRtUkUeflu1uw6xppdR9l2OPOEfdeLsNMtoQ49EqJoWz+CBpFBxIYFVjgRYxgGSem57EzOYmdyFrtTssjKy8dmsWC1WrBaLNg893jWF97XDQmgSd0QEqKDiQsr5cr9EsYThmGwIzmLFduSWbE9hZU7UkjNLvvPqbL42yzER9ipFxFEvYL7+pHmfZ2QAMLsBcmLQPPfzam+57RsJ9uTM9lxJIsdRwrukzPZlZxNnqv4yfGQABt9WsUwsG08/VrFEhHsX8pey8cwzATRx78e4JNfD3AovShxVi/Czj861qdlXBh+NgsBNiv+Niv+flb8bRZz2WYuB9isWK0WDqU5PL8fuwru9xzNLvbvvKoE+lmJC7eTlZtfYpKjJBYL1A0JJC48kLhwO3HhgcSG2T3LceF2YsMDiQwKYOvhDNbvSfUkMfYczT5hf3VCAujQMILsPBf7jmZzMN1BZZyJt1ggKjig3JVAZTXkrHheurprpe+3LMp6jKxKjRoq0N/MGuaoUkNERHxZUBD8+WfRsoiIiIj4FMMw+GVvKovW7+PT3w6W6yQ+gJ/VUuknKCOC/HE4XWTnucyThntSPc9ZLZAQHULbgqRBm3rhBNisBQmMdLYcyuCvpMxSz5cE+duIj7ATGxb4txOVduLCik5aBgeYp8xy812kZB6XfMnIMxMymbkkZ+ZxJMPBkYxc9h7NITM3vyCpcMzzfjarhWbRIbStH+6JOTjAxqG0XA6m5XiuxC68P5yee8IJ7EJhgX50bhJFt4Jbx0aRhPytB8OlXRoCcDQrj7W7jrJm11HW7DrGn/vTOJjm4NPfDvDpbwc82xeemK8fEUSDqCAaRAZRv+BmLttxON3sTM5kZ3I2OwtOsu8oSGL8vaqlouz+VprUCaFJ3WASogvu64bQJMpOvd//ICUzl+83JLNy51ZWbE8pdrIdzJP8PZrWoXfzaBrVCcZWmFDxJFE4YZ2t4Hc3L99t3lwu8vLd5Bbcita7yXW6CbP7eZIW9SLtRIdUPCFUkohgf7o0jqJL46hi611ug/3HcvgrKYNlfx3mm42HOZTu4Is/DvHFH4fws1ro2awOA9rEMaBdPA0iyz/u2ns0m09+O8BHv+xn63EJsXC7H0Pb12N4pwb0bFqn3J83MSaU3s2ji63Ld7nZdyzHk+zYmZzFrpQssnLzyXMd970f93PILVhf6PiEUv0IO/UiC+4Lfjb1I4KKTRuXm+/icHpusYoHz/JxVRH5bsPzb33DgfJVZ1ss0CoujC5NoujaOIouTaJIqBtcrDoqL9/NgdQc9h7LZs/RbPYeNZf3HTUfH8t2EmCzllhFUlJFyfFJ0ENpDg6mO0hKO/5vijkdWlaeC5vVQp2QAOqGmBVndUICqBtqPq4bGlhwH1BQlRZYrs/uDarUqCBvX1l1/4d/MG/VHib1b8Gk/i2r/f1FRETkzKVKjTObKjUqh74rEfG2vUez+eiX/Sz6ZT87j5seJj7cTo+mdcjNN5MK2XkusnLzyXG6yMp1kZ2Xf8oT2RYLRVdxH3cFd0igrfj0TQXTOcUc97huSCABflbyXW52pWSx4UA6Gw+ms+lgBhsPpJGcWbYrrgP8rLSIDaVVfBit48NoFR9Oq7gw4sJPbz770jhdbnYcyWLjwTQ2HiiI92A6R8t4hfjxCqeTiQ+30ywmhG5NoujapA6t4sMq3FchOy+fX/eksmbXMdbuPsqOI1kcSneUuXKlNDarhYZRQeY0QnVDiAjyx/336Z7c4DYMz3q3YZDvMjiSmcvulGz2nuLK/ZISZwF+Vro2jqJXYl16NY+mQ8OISu8r4KvcboM/9qexZGMSX288xF9Jxaty2tUPZ0DbOOLD7eQ4XeQ4XTjyXJ7lnDw3Oc58cgrWpWY72Xwow/P6AD8rF7aOZXinBvRrHVPl01yVlWEYZt8Ol5tgf1ulT/VWmCBISjeTi56p6TIcBVPVmeuSM3NxG2ZlVufGkXRpbFZKdWocSbj99CpmHE4XgX7WSv8blZNn7tfX+2SAKjVqvcLSRVVqiIiIiIiIiEhZZDicfPnHIT5Yv49VO4961gf52xhyVjyXdmnIOYl1T3ni3O02cBQkPfJdBgF+1mLT0VRGQ2M/m5XmsWE0jw1jeKcGnvWHMxwFCY7CZEc6LrdBy7hQT+KiVXwYCXWD8avGk9z+Niut4s33HtHZXGcYBoczcj2xbjyYzqYD6eS53OZ89xFBxIcHFtwXXYldFY1/gwP86NU8ml7HXTWf73JzOCOXA6k57C+4HUjNYf+xHA6kOtifalafANSPsJ/Q7DkhOoRGUcEE+J1erE6XefX6rpRsdqdksSu54D4li71Hc8hzubFZLXRoGGEmMRKj6dokqlzTetUmVquFjo0i6dgokjsHtWJXchZLNiaxZGMSa3cfZcOB9ApVGZzTrC6XdGrA4Pbxp31yvipYLBYC/Cyn/ftWGqvV4km4tqtf+nb5LjfHsp3UCQmo9ObtVfU7faop+2oiJTVqqKCCX/JcZ8kliSIiIj4hLw8ee8xcvu8+CAjwbjwiIiIiZ6DVO4/yzs+7+WrDIXILpnCxWKBXYl0u7dyQwWfFnzCN0clYrRaCA/w8UzRVp9gwO7Fhdvq0jKn29y4vi8VSMMWVnX6tY70dzgn8bFbPVFPdStkm3eHE32qt0pOi/jYrTeqG0KRuCFD85+py5JI1bTqBViuBNzyo8UQJEqJDuPH8Ztx4fjNSMnNZuvkw3285gsPpwh5gI9jfRlCA2QPHftxykL8Ne8Fy+wYRxEeoArss/GxWYmrA9Ey1nZIaNZS9sKdGJc1dKCIiUiWcTnjoIXP5rrs0CBERERGpRjuOZDLjy80s2ZjkWdc8NpRLuzTgkk4NqF+BufflzOLtK/ZtrnzCnyi4SOreezSeOIW6oYFc3q0Rl3dr5O1QRKqUkho1VGE5kiNfSQ0RERERERERKZKancdzS7fx1spd5LsNbFYLl3dryJgejWnfIKJKekqIiIhUFyU1aihPTw1VaoiIiIiIiIgIZm+Cd37ezbNLt5Ka7QSgX6sY7hvahhZxYV6OTkREpHIoqVFDBXkqNdRTQ0RERERERORMZhgGSzcd5rEvNrEjOQuAlnGhPHBRW86vAb0nREREykNJjRrKM/2UKjVEREREREREaoW0HCd7j2ZTJySA6NBAAvysp3zNhgNpPPr5JlZsTwEgOjSAyQNacXm3hvjZTv16ERGRmkZJjRoqKMA8MFFPDREREZHq1bdvXzp16sSsWbO8HYqIiNQSqdl5vPLDDuau2EX2cRcvRgT5Ex1qJjiiwwKJCQ30PK4bGsg3G5N4f91eDAMC/Kxcf25Tbu2bSJiXmzuLiIhUJSU1aii7n3pqiIiIiJTHxRdfjNPpZPHixSc8t3z5cs4//3x+++03OnTocFrvM3fuXCZNmkRqaupp7UdERGq/DIeT//64k/8u30lGbj4AkcH+ZDryyXcbpOU4Sctxsv1I1kn3M6xDPe4e3JpGdYKrI2wRERGvUlKjhrIHFPbUUFJDRER8mN0Oq1cXLYt40fXXX8/IkSPZt28fDRs2LPbcG2+8Qbdu3U47oSEiIlIW2Xn5zF2xi1d+2OFp6N06PozJA1oyoG0chmFORZWcmcuRzFySM/NIzsg1HxfcJ2fmERUSwB0XtqBrkygvfyKRKqLxhIiUQEmNGqqoUkONwkVExIfZbNC9u7ejkOpgGODM9s57+weDxXLKzYYNG0ZMTAxz587lgQce8KzPzMxkwYIFzJw5k5SUFCZMmMAPP/zAsWPHSExM5L777mPMmDGVFu6ePXuYOHEiS5cuxWq1MnjwYGbPnk1cXBwAv/32G5MmTWLt2rVYLBZatGjByy+/TLdu3di9ezcTJkzgxx9/JC8vj4SEBGbOnMnQoUMrLT4REak6DqeLd37ezZzvt5OcmQdAYkwI/xrQkqFn1cNqNf8/s1ggKiSAqJAAWsSFeTPk0rndsPN7yHdA8/5g05RXXrVtqXk8lngBWGtRLxWrFSKOQvJfsOrnsr2mWV+Ib195MRgGbP4MgupAk15lOu4UH+BywoYPIaY11NOFS7WNkho1VFBBpUauU5UaIiIi4gOc2fBYfe+8930HICDklJv5+fkxduxY5s6dy/3334+lYEC6YMECXC4XY8aMITMzk65du3L33XcTHh7O559/zjXXXENiYiI9evQ47VDdbjfDhw8nNDSU77//nvz8fG677TZGjx7NsmXLALjqqqvo3LkzL730EjabjV9//RV/f/NE0W233UZeXh4//PADISEhbNy4kdDQ0NOOS0RE4GBaDntSzCbddUMDiQzy9yQZTlduvov31+zl+e+2kZSeC0CTusHccWELhndqgK2S3qdaOB3w+3xY+QIkbzHXhdWHs2+GruPAHuHV8M44hgHfPQY/PGk+rtsCzrkNOl4B/kHeje10ud2w+B5Y/XL5Xmf1hxFzoP2o04/BlQ+f/wvWv2U+rtcRet0ObYcrkefLcjPh/bGwfan5uGkf8+fW/EIlpWoJJTVqKLu/mXXPUVJDRER8WV4ePPusuXzHHRAQ4N145Ix33XXXMXPmTL7//nv69u0LmFNPjRw5koiICCIiIrjzzjs920+cOJGvvvqK999/v1KSGkuXLuWPP/5g586dNGrUCIC33nqLdu3asWbNGrp3786ePXu46667aN26NQAtWrTwvH7Pnj2MHDmS9u3Nqw+bNWt22jGJiJzJdiVn8eWfh1i84RC/7U0t9pzVgpngCAmkbmgAdUIKGnSHBFAnNIDQQD+cLgOny43T5SYv302+28CZX/D4uOeWbjrM/tQcABpEBnH7hc25tEtD/G016Ir67KOw5r/mCeasI+a6gDDzxHnGAVgyBb5/ErpcayY4Iht7N94zgSsfPp8M6980H/uHQMpW+GwSfPsI9LgRut8AIdFeDbNC8nPhw3/C74vg5zyIawsXdwZ/28lfl7oH9qyED66HrGTzd7Gi8rLN/Wz5AixWsAXAwd/MdUumwtm3QJexYA+v+HtI5ctKhnmXwYH1YAsEd75ZVbbze4hpA70mQPvLwC/Q25HKaVBSo4YKKvgjnu82D5Jq1IGQiIicOZxO+Pe/zeVbb1VSozbzDzYrJrz13mXUunVrevXqxeuvv07fvn3Ztm0by5cvZ/r06QC4XC4ee+wx3n//ffbv309eXh65ubkEB1dO49VNmzbRqFEjT0IDoG3btkRGRrJp0ya6d+/O5MmTueGGG3j77bfp378/l112GYmJiQDcfvvt3HLLLXz99df079+fkSNHqg+IiEg5GIbBlqQMvvzjEF9tOMTmQxme5ywWaBQV7GnO7TYwe1lk5kHS6b93bFggEy9ozuXdGxHod4oTs74kZTv8/CL8Mg/yzcQM4Q3Nk8VdxoKfHf5YACtmw5HN8PMLsGoOtLsEzpkADbp4Nfxay5kDC6+HLZ+bJ9yHPgUdLof1b5s/r7S9sGwG/Pgf6DjGrN6IbnHq/foCRzrMvwp2/gCGP3yTAfwCLy+HkFNU57rdsPhuWP2KeZ95CC6cWv6r87OPwntXwN5V5onxUa9D43Ng7X9h1cuQvg++vh++fwK6Xgs9b4aIhqfer1StY7vg7Uvh6HZzurCrFkBoLPw8x0z+HdkEH98GS6dDj5ug23UQXMfbUUsFKKlRQ9mPy0w7nC4lNURERMS7LJYyTQHlC66//nomTpzICy+8wBtvvEFiYiJ9+vQBYObMmTz77LPMmjWL9u3bExISwqRJk8jLy6u2+KZNm8aVV17J559/zpdffsnUqVP53//+x4gRI7jhhhsYNGgQn3/+OV9//TUzZszg6aefZuLEidUWn4hITeN2G/y2L5XFGw7x1Z+H2JVS1APKz2rhnMS6DGoXz8B2ccSGmY2InS43x7LMhMbRrDxSsnJJyTz+Po/svHz8bdaCm+W45eKPA2wW6kcGcUnnBsXG8j5vzypY8Rxs/hwwzHXxHcwpXNpdUnzqnc5XQ6erzL4OK54zr4j+8wPz1uRc6DURWgysXb0evCnnGLw3xqxIsAXCqP9Cm4vN58651TxZu+ljM9F04BdY9wasmwuthpg/i8bn+O4UPBlJMG8kHPoDAkJh5Kvw6EVlf73VCkOehNA4+PZhM6mTeRgufrbs00Wl7YN3RppJOnsEjJkPTc4xn+vzb/PfwO/zYeXzZq+PFbPh55fgrJFmIk/9G7zj0B/mzy0zCSIawzWLihJ5gx8zf3br3zQTHBkHzN+P5U+bf7/OvgXqqAK6JrEYhmF4O4iaKD09nYiICNLS0ggPr/4yM8MwaHrvFwCsub8/MWEqmRIRER+UlQWF8/1nZp76yiqpERwOBzt37qRp06bY7XZvh1NumZmZ1KtXj6eeeopHHnmEW265hfvuuw+Aiy++mNjYWP773/8CZg+M1q1b07ZtWz766CMA+vbtS6dOnZg1a1aJ+587dy6TJk0iNTX1hOeWLFnCkCFDik0/tXHjRs/0U926dTvhNWPGjCErK4tPPvnkhOfuvfdePv/8c37//fcKfBMVc7Kfv7ePkWsSfVdS5Y7uhH1rzTnlffXkZUUlbYSkDeYJxFJOkhuGwS97U/n0twMs/vMQB9McnucC/Kyc3yKGwWfF079NLJHBqiT1cLvMhsgrnod9q4vWtxhongxPOK9sv08HfzdP+P75gTn1C0B0S2h7SdX0IYhKMHsceGM6mfw8+OtLwGImDaq6z0La/oIT7psgMALGvAcJvUve1jBg9wrzpPtfXxatr98FWg4yKzwqW1w7aDkYrBVI4KVsh7dHQOpuCImBqxZCRIuKjyfWvw2f3gGGy/wdvmzuqS/CObzJ/H7T95u9Yq7+wJz6qiRuN2z92vxd37W8aH3TPua/l+b9vfP3N+cYbPnSrBwp67/ZypZ91IyhTtPqSaLtXA7/uxJy0yG2nflzC69X8rb5eWYD8RWzIekPc53FCq2Hlb3BvMUKzfpBw66VE794lPUYWZUaNZTFYsHub8XhdONQXw0RERGRMgsNDWX06NHce++9pKenM27cOM9zLVq0YOHChaxYsYKoqCieeeYZkpKSaNu2lMFsKVwuF7/++muxdYGBgfTv35/27dtz1VVXMWvWLPLz87n11lvp06cP3bp1Iycnh7vuuotRo0bRtGlT9u3bx5o1axg5ciQAkyZNYsiQIbRs2ZJjx47x3Xff0aZNm9P9SkSkNvroFvMq7vwcc4qg2iI/D+aNMk84pu+Hcyd5njIMg00HM/j09wN8+tsB9h3L8TwXEmCjX+tYBp8VT79WsYQE6nRIMXlZ5vRSP79gTt8CZv+AjlfA2bdBbOvy7a9eB7j0FXPan1VzzCqB5L+KmllXha8fqN7pZHKOmZ9r1cuQcdBcV9UN049sMafWSd8HYfUKTri3K317i8VMeCT0hiN/mT/fX98zew0cWF/58RWKagpn3wqdryp7Je/+9WYfhOxk8/XXLDKvnM/KqngcXa4xkyMLxpnJhzf/YU5HVNrvx56f4d3R4Eg1k3BXL4LIRiVvC2ZStdVg83bgFzMZuOFD7/VvOLbbrBhZ/xY4C763uPZmguWsS6unsXlJ09XV72zG0GY42Krgb++Gj2DRjeDKgya94Yp3ISiy9O39AqDjaHO6tp3fm8mNbd/Apk/MW1l9+7CZsOk1EVoOUSVaNVOlRgX5wpVVnad/zbFsJ0v+dT4t4sK8EoOIiMhJqVKjVqrplRoAK1eupFevXgwdOpTPP//cs/7o0aNcd911LF26lODgYG666Sb27NlDWlpauSo1xo8ff8L6xMREtm3bxp49e5g4cSJLly7FarUyePBgZs+eTVxcHHl5eVx77bX89NNPJCUlER0dzaWXXsrMmTOx2+1MnDiRL7/8kn379hEeHs7gwYP5z3/+Q926daviayqRKjUqh74rqVK5GfB4E/Pq5JjWcOvPtada4/f3zZNXAFY/GL+Y7fY2fPqbmcjYfqToBGhwgI0BbeMY1qE+57WIrllTP1WXjENm74E1/zVP5AIERZnNpbvfCGFxlfM+jnT47T3zKvjKZrjNE5Lp+83H/sFVO51MSSeOQ+MBw5z2Bsxpkyq7YfqeVfDu5ebPqW4L86R/RfadeQR+eQtS91ZOXMdzOc0eHznHzMf2SOh+vZlsCosv/XXblsL8a8zvs15Hs0IjNNZ8rjLGE3tXmwmTk313m7+AheMh3wENu8OV71csOZa6p6h/Q16muS40rmoTbvvWwcrZsPFj898DmJ8zfT84C6bbq+qEW0nT1cW0NpOk+QWVchGNC5qrXwOBlXQec/Wr8MVd5nu2uRgufQ38KzA+Sdpo/o3KzTj1tgA5R83fGbfTfFwn0exb03EMBFROL74zVVmPkZXUqCBfGIScM2MpB9McfDrhXNo3rII/SCIiIqdLSY1aqTYkNaTilNSoHPqupEpt+8acPqXQ1R+Y06DUdIYBr/SBg7/hCqqLLSeFJGssA7IfIR3zeCPAz8oFrWK5uGN9LmgdS1CAEhklOrzJnDLn9/fNq5vBTACcfSt0urLG9MnycDkLppN5zpxXH4qmk+l1OzTqfvrvUdKJ47izzB4KZ40EDPhjofm9Ht5YEIOtchqmb/kSFow3r3w/nRPu1SEvC35917xa/+gOc50tANpfblYtxP6twvT3983KMnc+NOsLo98pfsK7ssYTJ6tyWfcmfDbJ/Lm2HAyj3jj9E9M5qcX7N0DlJtzcbvhrsVllsGdF0frEC8zKgWb9CqqJ3oBVr5gN06FyE26e6epmw741RetbDCqYru5cyE4xk6arXzGrcMCcNq3bOLO5enj9ir23YcC3j8Dyp8zH3a6HoTMrNu1ZRaUfND/X2v+CI81cF1QHetxoJoVDY6ovllpESY0q5guDkAueWsaO5Cze/+c59Gjqo/+ZiYjImU1JjVpJSY0zm5IalUPflVSpbx6CH58xKxnc+eZJrms+9HZUpy1j8zLC/jecXALon/sEb/s/ToI1icXuHvwv4RH+0akBA9rGEWavhilWaiLDKJhq5XnYtqRofaOe5gnIVkOr94RgVTAM2PlDwXQylfAZSz1xfKF5gr5ZvxOroAwDti81X7NjWdH6ijZML9YXYhBc9kbNSDq5XbDlC/N72LuqaH3z/ub30LQPrHwBvr7fXH/WSLhkjjk10PEqczzx934kV/4Pdv0E3z1iPt/p6oKG4pU4RVJh/4aVsysn4ebMMSsKVr4AKdvMdVZ/c4qrc26D+LNKiCG3chNuJ5uu7pwJENOq5Lh/n2/GnfxXQdx+cNYo899SWXtZALjyzSTUL2+bj/vdD+ff5b2KxNxM+HWe+dlSd5vrbIHHfR8tvRNXDaWkRhXzhUHIkGeXs+lgOm9d14PzWyr7JyIiPsjlguUFTfPOOw9sNXygLICSGmc6JTUqh74rqVL/HWieROxzN/ww07z6+JaVpTe79WEOp4vvNh/mw1/2M2rb3Qy0ruXd/Au433UDVzZIYXrKv7AZ+TD0KfPqWF+06yfzivVOV1Zu0mDH97Dju7JtW3ii/YSTqhOhUY/Ki8mXlFaN0voi82TqqRSelC/rieOSHPrDTCL9ubB4w/SyNtLOPAK/vmMud7qq4IR7DUza7V1tJjc2f1ZU5RLZ2JyqCcwKoYGPlpzsqezxRM4xeG+M2XPIYi2K57z/gwserLoT4ydLKpa1kXZeFvz5gVn9AOY0Ut2ugx7/LL0p9t9jKC3hVtbkSm6GmSApNl3djebf38Ipw06msLn6itmw+8ei9c36mr03ymL/evO7tFhh2H/MKbV8gSsfNn9q/oz3ry1a32JQzfv/N76D2YfFC5TUqGK+MAi59MWfWL8nlZev6cqgdieZm1BERESkEimpcWZTUqNy6LuSKpOXDY83Nuf5vv1XWDLFbHza+RoY/ny1huJyG2Q4nITb/bFay36i0O02WLPrKB/9up/Pfz9IuiOfxpYklgVMxmoxWNDzA87vfS5x4XZY+SJ8da95VewN35gNqn3Jmv/C5/8HGNB2OFz6auU0DP75JVh8T/lf5x9s/i6cfQvUaXr6cdQEGUkFfUNeKzoRWx7lPXFckrT9sPplWDsXctPK//pzJ8OFU2p+b5yjO8zf3V/eKer10P8h6H1H9X42Zw4svN7s/4EFhjwBPf9Zfe9fUsKtPCIbw9m3mVNZBYZWLIaSEm7lUadZQQ+JKys+Vdf+9eb3sOEjsxKpPPzsMPK/0GZYxd67KhmGeWHBitnFe4zUJB2ugEtf9spbK6lRxXxhEHLlqz+zYnsKz17RieGdGnglBhERETnzKKlxZlNSo3Lou5Iqs2MZvDUcwhvAvzaYV0i/PtA86f+vDdUyx/eWQxksWr+Pj37dT1J6Lv42C7FhdmLDA4kNCyQu3E5cuL3Yclx4IMmZuXz4y34++uUA+1NzPPurF2FnduT/6Jb0PjQfAFcvLHozwzCvuv7rS6jbHG76vuIn+SqTYcCyGfD9EwUrLIABCefBFfMq3qjXMOCbafDTLPNx62EQ2aRsrw2vb1aL+GovhqqWl2WeRE7eWvbX1G1mntyrrN+p3Az47X9wdGfZX9P4bGj7j8p5f1+RfdSciiiqKbQa7J0YXPlmz4u6zaFZH+/EkJFkTluUlVy27S0WaNgNWl9ceVNkpe2H396F7GNlj6HxOdBqSOVVnqXuMf9d5KSWbXurzZyurH6nynn/qpSy3fxdz830diTlU78zdLjMK29d1mPkSpwkTqpbkL/5x8PhLGc2U0REpLo4nfDKK+byTTeBfw0slxcREalJdv1k3jfpbZ58atQDGnSF/evMZqZ9K3B1fxkcycjlk98OsGj9PjYcSC/2nNNlsD81p1ii4lRCA/0YclY8I7o04Ox6Nqz/ucZ84pzbim9oscAlL8Kcc81pgr64E0bMOd2Pc3pc+fDF/8G6uebjvveaJ6b/dzXsWg5vXGQmZsLKOeOCywmf3G6egARzqpzz/q/mX71fXQJCoNt478YQGOa706RVp+A6ZrVQWVTVeMLmB92vr5x9VVRYHJw32bsxRDQw+1F4U2Rj6PNv78ZQVeomQr/7vB1FraSkRg1m9yQ13F6OREREpBR5eTBhgrk8bpySGiIiIlVtd0FSI6G3eW+xmImAhdeZ0+/0ngT+lVNl53C6+GZTEovW7+f7v47gcpsTQfjbLPRrFculXRpyXoto0nKcJKU7SErP5XCGw7OclO7gcHouSRkOUrOd+Fkt9GkZw4guDejfJs4z5uWnZ8GZBbHtzHnX/y64Dox8DeZeZDbQbdoHOo2plM9Ybs4c+OAGs3eAxWr2+ig8cTr+c3hnFCT9Af8dAFd/CNHNy7bfvCxYMM6ci95iM3srdLmmyj6GiM/QeEJESqCkRg1WeICXo0oNERERERERcTpgX0Fz0ibnFq1vMxzCG0L6PnP+9M5XF3uZYRik5Tgp6+TUWw9n8uEv+/js94NkOIrmYu/UKJKRXRowrEN9okICYM8q+PVjQrqOp35k1En36XC6cBsGwQF/O03hyodVBVdpn31L6VUJTXpB3/vgu0fMHhYNu0F0i7J9IID8PNj4MWQmmdOaVKR3wvENiG2BMOq/0ObioufrdYTrv4Z3LjV7C7w+EK5aYFbSnExWCrx7udl41i8ILpvrvSl7REREfICSGjWY3d8KaPopERERERERwTzp7cqF0DhzyotCNj/oeZPZNHzli9DpKrBYSM7M5YN1+5i/Zi87krMq9JYNIoMY0bkBI7o0IDHmuL4Dv74LH08wm78e2w2DHzvpfjxVGX+36WMzGRMSA+1PMb/3eZNh1w+w8wezquGGb8A/6OSvyUmFdW/Aqpch46C57ptp5nv1mgBx7U7++kJp++GdkXBkEwRGwJj3iqpljlenKVz3NcwbBQd/hbkXw+i3oHn/kvebugfevhRStkJQFFz5vjmlmIiIyBlMSY0aLEiVGiIiIiIiIlLo7/00jtflWlj2BBzewO/LP2bO3kYs2ZiE01XG8ozjFPa7uLRLQ3o2rYPVetx7GYbZxPqbaUXrfn4Bmp5f/uoCw4CVL5jL3W849bRZVhtc+iq81BuS/oSv7odhz5S87bHd8PNL8MvbkFfQwDU03pzbfd9qs2/Fb+9C4gXQayI061d6lciRLWbiIX0fhNWDqz84eTIkNAbGfQbzr4Ed38G7o2H4i9BxdPHtkjaYiZKMg2alzTWLIKbVyb8DERGRM4CSGjVY4ZUsueqpISIiIiIVlJCQwKRJk5g0aZK3QxGR07X7R/O+hAqBQ3l2kmKG0fHAfFKWPMMXzrsBc8qoMT0acVGH+gSXVi3xNxYLWEo6we92w1f3waqXzMe9bgdXHqyaAx/dDDf/ZDalLau9q80G57ZA6FbGhr5h8XDpy2YyYO1/oVkfaDu86Pn962DFbHOqKaNgLB3bzqzKOGsU+AXAvnWwsmCb7d+at7izzN4khdscH+O7l5tTT9VtYSYeIhufOs7AMLPq4uNb4Y8F8OFN5tRXvW83n9/1kzmVVW4axLQxEyXl+e5ERERqMau3A5CKCwooqNTIU6WGiIiISFmMGzcOi8XiudWtW5fBgwfz+++/V9p7TJs2jU6dOpVpu+NjKby1bt260mIRkTNIfh7sXWMuF/TTyHe5WbopiRveXEOvx5cycefZuA0L/Wy/8X+dDb684zw+uq03o7s3JjTQD6vVUqZbiQmN/FxYdENRQmPQYzDwYRgw3ewlkXPMbKDtyj/xtaVZ+bx53+Fys7qhrJr3NxuiA3w8EY7uhM1fwBtD4dULYMOHZkIj8QK4ehHc8hN0urIoWdGwq9m34vZfoOct4B9iVn58dAs82wF+/I/5ebYshjf/YS436AbXfVW2hEYhvwAY8QqcfZv5eMmDZnXJxk/g7RFmQqPxOXDdl0poiIiIHEeVGjVYoF9BT418JTVEREREymrw4MG88cYbABw6dIgHHniAYcOGsWfPnmqPpV27dnzzzTfF1vn56RBdRCrgwHrIz8EIjmZtVgxLvtjEJ78e4FC6w7NJfEIbDnEB9Q8tZWLwEqg3rHLe25EO86+Gnd+D1R8ueQk6FPS/8AuEUW/Ay31gzwr4/gm44P5T7/PYLtj8mbl8zm3lj+mCB2D3CnMqqRd6mBUjYMbX/jJzn/FnnXwfUQkw5HHoezesmws/zzGngvpmGnw/E/IdZs+QFgPNJEhASPnjtFrNfiNh8WZSY+XzRcmc1sNg5Gun7gsiIiJyhlGlRg2mSg0REfF5gYHw2WfmLTDQ29FIdcjKKv3mcJR925ycsm1bAYGBgcTHxxMfH0+nTp2455572Lt3L0eOHPFss3fvXi6//HIiIyOpU6cOw4cPZ9euXZ7nly1bRo8ePQgJCSEyMpLevXuze/du5s6dy0MPPcRvv/3mqbyYO3duqbH4+fl5Yim8RUdHe55PSEjg4YcfZsyYMYSEhNCgQQNeeOGFYvvYs2cPw4cPJzQ0lPDwcC6//HKSkpKKbfPpp5/SvXt37HY70dHRjBgxotjz2dnZXHfddYSFhdG4cWNeeeWVCnyzIuItDqeLrasXA7A0uzmXvfwzr/ywg0PpDuqEBHDjeU35ZnIf3r/5HOoP/j/zRb/9D7JSTv/NMw/D3IvMhIZ/CFw5vyihUahuIlw8y1z+YSbs+P7U+131SlE1RWyb8sdl84dR/wV7hJnQsEfAuf+CSb/DiJdOndA4XlBUwWv/MBM2se3AmWUmNDpeCVe8W7GExvF63w4jXgZrQWK76zi47E0lNEQ0nhCREugysBrM7mcmNRz56qkhIiI+ys8PLrrI21FIdQoNLf25oUPh88+LHsfGQnZ2ydv26QPLlhU9TkiA5OQTtzPK3+D2eJmZmbzzzjs0b96cunXrAuB0Ohk0aBDnnHMOy5cvx8/Pj0ceecQzTZXVauWSSy7hxhtv5L333iMvL4/Vq1djsVgYPXo0f/75J4sXL/ZUYERERJxWjDNnzuS+++7joYce4quvvuKOO+6gZcuWDBgwALfb7UlofP/99+Tn53PbbbcxevRolhV8f59//jkjRozg/vvv56233iIvL48vvvii2Hs8/fTTPPzww9x3330sXLiQW265hT59+tCqlRrSiviqY1l5LN18mK83HGL51mRe5hta2GC5sxURQf5c0DqWgW3juKBNLIF+x/XKaNIL6nWCg7/C2tehz10VDyJlO7xzqVlVERwNVy2ABl1K3rb9KNixzGzMvehGs79GaVNKOdJh/VvmckWqNApFNobxi+HQ79D6IrOPxenwCzCnqeo4xkziZCXDWSNLbyBeXh2vMBuBp+6FNhdX3n5FajKNJ0SkBEpq1GCFlRoOVWqIiIiIlNlnn31GaEHyJSsri3r16vHZZ59htZpFzPPnz8ftdvPaa6955o1/4403iIyMZNmyZXTr1o20tDSGDRtGYmIiAG3aFF1FHBoa6qnAOJU//vjDE0uhq6++mjlz5nge9+7dm3vuuQeAli1b8tNPP/Gf//yHAQMGsHTpUv744w927txJo0aNAHjrrbdo164da9asoXv37jz66KNcccUVPPTQQ559duzYsdh7Dh06lFtvvRWAu+++m//85z989913SmqI+JgjGbl8/Ot+lmxMYs2uo7gL8rp+5NPNvhWAEZdczgNdeuFvK2ViBovFTBQsuhHWvGpWCPhV4OrnA7/AvMsg6whENoFrPjQrMk5myBNmY+3kLfDhP+Gqheb0S3/3y9uQlwExrSHxwvLHdry4tuatMlks0Kxv5e6zUP3O5k1ERERKpaRGDWb3V08NERHxcU4nzJtnLl91Ffj7ezceqXqZmaU/Z7MVf3z4cOnb/v0k13FTP52ufv368dJLZiPbY8eO8eKLLzJkyBBWr15NkyZN+O2339i2bRthYcWv6HU4HGzfvp2BAwcybtw4Bg0axIABA+jfvz+XX3459erVK3csrVq14pNPPim2Ljw8vNjjc84554THs2bNAmDTpk00atTIk9AAaNu2LZGRkWzatInu3bvz66+/cuONN540jg4dOniWLRYL8fHxHD7Zz0dEqlW6w8kr3+/gvz/uJMdZNP5rUy+cgW3j+Ef0AYI/dkBQFJ269io5UXC8tpfAkqmQcQD+XASdxpQvoO3fwvxrIC8T4tvDVR9AWNypXxcQYvaeeLUfbF8KK56DcycV38aVb/auADj7VlUriJzpNJ4QkRIoqVGD2f3VU0NERHxcXh6MH28uX3aZBiFngpByzCleVdueclchNG/e3PP4tddeIyIigldffZVHHnmEzMxMunbtyrzCAfRxYmLMqVLeeOMNbr/9dhYvXsz8+fN54IEHWLJkCWeffXa5YgkICCgWS1UICjr1fOz+f/u3abFYcLs1xalIheTnwh8L4PAmaDscGvWo8K4cThdvrdzFi8u2k5rtBKB9gwhGdG7AgLZxNKoTbG74Y8GUco3LkNAAcxqlHjfC0odg5QvmtEdlSR7kZZkNs5dMBbcTmp4Po+eBPfyUL/WIawuDH4fPJsG3D0OT3tCoe9Hzmz+DtD0QXBc6XF72/YpI7aTxhIiUQEmNGqwwqaFKDREREZGKs1gsWK1Wcgqak3fp0oX58+cTGxt7QtXE8Tp37kznzp259957Oeecc3j33Xc5++yzCQgIwOWqvOOzn3/++YTHhdNdtWnThr1797J3715PtcbGjRtJTU2lbVtzupUOHTqwdOlSxheeEBCRqpF9FNb+12xwnVVQ6bTyeWjUE86ZYPZ0sNpOvo8C+S43C9bt49lvtnIo3QFA89hQ7hzYikHt4jxT43ns/sm8T+hd9ni7jjObdif9AbuWmwmK0mQkwepXzM+Xc8xc126E2di6IlNXdR1n9qTY8CEsvA5u/sFsxg1mkgWg2/Vqki0iIiIlUlKjBgvyVGroKjoRERGRssrNzeXQoUOAOf3U888/T2ZmJhdffDEAV111FTNnzmT48OFMnz6dhg0bsnv3bhYtWsS///1vnE4nr7zyCv/4xz+oX78+W7ZsYevWrYwdOxaAhIQEdu7cya+//krDhg0JCwsjMLDkk375+fmeWApZLBbi4oqmcfnpp5948sknueSSS1iyZAkLFizg84KG6/3796d9+/ZcddVVzJo1i/z8fG699Vb69OlDt27dAJg6dSoXXnghiYmJXHHFFeTn5/PFF19w9913V+4XK3KmOroDVr4Iv7wD+WZylPCGZvXB5s9h7yrzFtXU7GXR6UpzGqYSuN0GX/55iKe/3sKO5CwA6kfY+deAllzapSE2awnVFG4X7ClIfjYpR1IjuI4Zy5rXzERCSUmNw5vNxMzv88GVZ66LSoBeE6HrdWWrCimJxQIXP2v25Ti2Cz6ZCJe/DfvXwb7VYAuA7jdUbN8iIiJS6ympUYMVVmrkOlWpISIiIlJWixcv9vS/CAsLo3Xr1ixYsIC+ffsCEBwczA8//MDdd9/NpZdeSkZGBg0aNODCCy8kPDycnJwcNm/ezJtvvklKSgr16tXjtttu45///CcAI0eOZNGiRfTr14/U1FTeeOMNxo0bV2IsGzZsOKEXR2BgIA6Hw/P4//7v/1i7di0PPfQQ4eHhPPPMMwwaNAgwEyAff/wxEydO5Pzzz8dqtTJ48GBmz57teX3fvn1ZsGABDz/8MI8//jjh4eGcf/5JrsgWkbLZswpWzoZNnwEFHbvjO0Cv26HdJWDzL6pwWPMaHNsJX9wJ3z1qViH0uMnTh8IwDJZvTWbmV1v4Y38aAHVCAritX3Ou6tnYM/Yr0aHfITcdAiPM/hbl0fMWM7a/FkPyNohuDoYBO38wkxlbvy7atmEPM5lRjoqTk7JHwKjX4b+DYNOnZhy7V5jPtb+sbD06RERE5IxkMQzD8HYQNVF6ejoRERGkpaWddFqCqnQozcHZM5biZ7Ww7bGhXolBRETkpLKyIDTUXM7MrNS+COI9DoeDnTt30rRpU+x2u7fDqdUSEhKYNGkSkyZN8nYoHif7+fvCMXJNoe+qhnK7zJ4PK543KwoKtRhonvBPOK/k3hR5WfDru2ai4Nguc50tAKPDaH5teBVPrrOwckcKACEBNm48vxnXn9uUMHsZ5o5f8Tx8fT+0GARXvV/+z/TuFfDXl9DlWjP+Fc+ZiRIALNBmGJwzERr3LP++y6IwflsguPPBcMHNP0H8WVXzfiJSs2g8IXJGKesxsio1ajC7v1nqm+82cLrc+NsqWPorIiIiIiLiy/atgxXPgstZtu0Dw6D/QxBe79TbltX278zm1sclJegw2uyXEdv65K8NCDEbc3e7DjZ/juun57DtX4Pll7fp/MvbXOfqylbbLfzj7Hbc1i+RuqHl6FNRkX4axzvnVjOpsf5N8wbgHwydroKzb4G6iRXbb5nf/zazMmTrV+bjpn2U0BAREZGTUlKjBju+BNnhdCmpISIiIiIitdN3j8L2peV7TepeuPZTsFXCsPfoTnh/rDnNU1DUCdNHldVfR7J5+69mLNp7J62cm7jR73MGWdcywLaOczr/SOjFl5UvLre7aMqmJueW77WFEs6D+p3N/hYhsdDzJvPzBdep2P7Ky2KBS16COedCxgFz+i4RERGRk1BSowYL9LNisZhTnjqcbsI0+4OIiPiawEB4//2iZREpl127dnk7BBHvc7th31pz+YIHzBPvJ93eCUumwZ4V8P3j5mtOR34eLBxvJjQanQ3XLCq10XdJnC43SzYm8dbKXfy846hnfVpMZ5LOvoScOtsImT+K0D/ehvMnQHSLssd2eAM4UiEgFOp1LMeHOo7FAle+Dwd/M5uF+3nh/+uQunDDN5CyDZr1qf73FxHfpfGEiJRASY0azGKxYPezkeN04VCzcBER8UV+fnBZOa86FREROV7yFshNA/8Q6P2vslVe2CPhg+vhh6cg4Vxo1rfi77/0IbOKwR4JI18rc0LjcLqDd1fv4b3Ve0hKzwXAZrUwoE0cY89pwjmJdbFYLEBTaDnEnAJqyVQY827ZY9tVMPVUo56nV5ESGgstBlT89ZUhooF5ExE5nsYTIlICJTVqOLu/VUkNERER8Qq32+3tEMQL9HOXardvjXnfoEvZT9y3HwU7v4f1b8Gim+DmH80T9+X111dmc28wp0iKbFTsacMwOJyRy67kLHalZLErJZvdKVnsSs7mr6QM8t0GANGhgYzp0YgrezamXkTQie8z4CHY+jVs+Rx2/WgmYspi94/mfUX7aYiIiIjUQEpq1HBB/jaO4SRHSQ0REfFF+fnw4Yfm8ogR5pVWUuMFBARgtVo5cOAAMTExBAQEFFxtLLWZYRjk5eVx5MgRrFYrAQEB3g5JzhR7V5v3DbuV73WDn4C9a+DIJvjwn3DVB2AtRx/CtP3w4c3mcs+bSW54IUtW7/EkMHanZLMrJQuHs/REX7cmUVxzThOGnFWPAL+TvHdMK+g6Dtb+F75+AG749tSxGsbp99MQEfF1Gk+ISAn0l6CGK2wWfrIDaREREa/JzYXLLzeXMzM1CKklrFYrTZs25eDBgxw4cMDb4Ug1Cw4OpnHjxljLc3JY5HQUVmo07FG+1wUEw2VvwCv9YPu3sOJZOPdfZXutKx8W3Qg5RzHqdeTTmJt58OnvSctxnrCpzWqhYVQQTeqGkFA3mCZ1Q2gaHUzzmDAa1w0ue7x974Hf55tTXf35AXQ4xXQrRzZDdgr4BZmNvkVEaiONJ0SkBPpLUMMVJjVUqSEiIiLVKSAggMaNG5Ofn4/LpeOQM4XNZsPPz0+VOVJ9clLNk/cADbuX//WxbWDIE/Dp7bD0YWjSGxqVITnyw5Ow+yfc/iE86DeZeQs3AtAyLpReidFm8iI6hIS6ITSMCsLfVglJvtBYOHcSfPsILJ0ObS4Gf3vp2+8qmHqqUQ/wU+WUiIiInDmU1Kjh7P7mwbN6aoiIiEh1s1gs+Pv74+/v7+1QRKS22r/OvI9qCqExFdtHl7Fmf40/P4CF18HNyyEoqvTtd/6A8f2TWIB7nTcwf6s//jYLEy9owS19EysngVGas2+DNa9D2h5Y/TL0vqP0bXcXNAkva/8NERERkVpCNeM1XFBA4fRTSmqIiIiIiEgt45l6qgJVGoUsFhg2y0yMpO2FjyeY/ShKknkE18IbsGDwv/y+zHf05KwG4Xwy4Vxuv7BF1SY0wJwy68IHzeUfnoaslJK3MwzYVZDUaKIm4SIiInJmUVKjhrP7KakhIiIiIiK1VGGT8LJMGXUy9nAY9TpY/WHzZ7DmtRM2Mdwukt4ahy0rib/cDXjUGMedA1vy4a29aVMv/PTevzw6jIb49pCbZk6DVZKUbZB1GGyB0KBr9cUmIiIi4gOU1Kjh7AWVGjl5SmqIiIiIiEgt4nbD/rXm8ulUahRq0AUGTDeXv7oPDv7ueepwuoOFs+8h7vCPOAx/no26lwUTL2TCBdVQnfF3VhsMeNhcXvMapGw/cZvCfhoNu5+874aIiIhILaSkRg3nqdTId3s5EhERERERkUqUshUcaeAXBHHtKmefZ98CLYeAKw8WjsfIzeDDX/Yx+ZnXuOTofwFY0fLfzLr9KlrHV2N1xt8l9oPmA8CdD99MO/F5Tz8NTT0lIiIiZx4lNWq4oADzR6hKDRER8UkBAfDGG+YtIMDb0YjIGeqFF14gISEBu91Oz549Wb16danbOp1Opk+fTmJiIna7nY4dO7J48eJi27hcLh588EGaNm1KUFAQiYmJPPzwwxil9WmQiimceqpBF7D5V84+LRa45EUIbwAp21j/0vVMnb+CGe5Z+FtcpCf+gwuuvKv6qzNKMmA6WKyw6RPY83PRevXTEJEzicYTIlICHzhSk9NRVKmhpIaIiPggf38YN868+VfSCSkRkXKYP38+kydPZurUqaxfv56OHTsyaNAgDh8+XOL2DzzwAC+//DKzZ89m48aN3HzzzYwYMYJffvnFs80TTzzBSy+9xPPPP8+mTZt44oknePLJJ5k9e3Z1fawzQ2U0CS9JcB3cI17FjZWuqV/xQeA0GlmPYEQlEH7ZC2biwxfEtYXO15jLX91f1Nz82E7IOGD2B6ns70ZExNdoPCEiJVBSo4YLKuip4VClhoiIiIjICZ555hluvPFGxo8fT9u2bZkzZw7BwcG8/vrrJW7/9ttvc9999zF06FCaNWvGLbfcwtChQ3n66ac926xYsYLhw4dz0UUXkZCQwKhRoxg4cOBJK0Byc3NJT08vdpNTKExqnG6T8L8xDIMHfg3nGedIAFpY9oPVH8uoN8yG4r6k333gH2L2FtnwobmusEqjQVcICPZebCIiIiJeoqRGDWf3L0hqONVTQ0REfFB+Pnz+uXnLz/d2NCJyhsnLy2PdunX079/fs85qtdK/f39WrlxZ4mtyc3Ox24s3Xg4KCuLHH3/0PO7VqxdLly7lr7/+AuC3337jxx9/ZMiQIaXGMmPGDCIiIjy3Ro0anc5Hq/0caXB4k7lcidUIhmEw9ZMNvLtqD3Pcwzkc08t8YuDD5jRXviYsHnrfbi5/Mw3yc9VPQ0TOLBpPiEgJ/LwdgJyewqRGjlOVGiIi4oNyc2HYMHM5MxP8dOghItUnOTkZl8tFXFxcsfVxcXFs3ry5xNcMGjSIZ555hvPPP5/ExESWLl3KokWLcLmKjrfvuece0tPTad26NTabDZfLxaOPPspVV11Vaiz33nsvkydP9jxOT09XYuNk9q8DDIhsAqGxlbJLwzCY/tlG3lq5G4sFnhjVmdiOH0HyVog/q1Leo0r0mghr34DU3bDmNfXTEJEzi8YTIlICVWrUcHZ/80foUFJDREREROS0Pfvss7Ro0YLWrVsTEBDAhAkTGD9+PFZr0dDp/fffZ968ebz77rusX7+eN998k6eeeoo333yz1P0GBgYSHh5e7CYnsW+teV9JU08ZhsGjn2/ijZ92AfDEyA6M7NoQ/AJ9O6EBEBACF9xvLn/7KKTtAYsNGvX0blwiIiIiXqKkRg0XpEoNEREREZESRUdHY7PZSEpKKrY+KSmJ+Pj4El8TExPDRx99RFZWFrt372bz5s2EhobSrFkzzzZ33XUX99xzD1dccQXt27fnmmuu4V//+hczZsyo0s9zRtlb0J+kEqaeMgyDxxdv5rUfdwIw49L2XN6thlXJdLoKYtuCM8t8XL8zBIZ6NyYRERERL1FSo4YrnH4qVz01RERERESKCQgIoGvXrixdutSzzu12s3TpUs4555yTvtZut9OgQQPy8/P54IMPGD58uOe57OzsYpUbADabDbdbx+SVwu0uahJ+mkkNwzB46ustvPz9DgAeueQsxvRofLoRVj+rDQY8XPRY/TRERETkDKaJ6Go4VWqIiIiIiJRu8uTJXHvttXTr1o0ePXowa9YssrKyGD9+PABjx46lQYMGniqLVatWsX//fjp16sT+/fuZNm0abrebf//73559XnzxxTz66KM0btyYdu3a8csvv/DMM89w3XXXeeUz1jpHt4MjFfyCIL79ae3qP99s5YXvtgPw0D/acfXZTSohQC9pfiG0GgpbvoTWF3s7GhERERGvUVKjhgtUTw0RERERkVKNHj2aI0eOMGXKFA4dOkSnTp1YvHixp3n4nj17ilVdOBwOHnjgAXbs2EFoaChDhw7l7bffJjIy0rPN7NmzefDBB7n11ls5fPgw9evX55///CdTpkyp7o9XOxVOPVW/M9j8K7ybZ7/ZynNLtwLw4LC2XNsroRKC8yKLBS57EzKTILKGTZ8lIiIiUomU1KjhVKkhIiIiInJyEyZMYMKECSU+t2zZsmKP+/Tpw8aNG0+6v7CwMGbNmsWsWbMqKUIpZl9hP41uFd7FC99t4z/f/AXA/UPbcP25TSsjMu/zC1BCQ0RERM54SmrUcIU9NRzqqSEiIr4oIACef75oWURE5FT2FvTTaNSj3C91utw8s+QvXlpmTjl19+DW3Hh+s1O8SkREfJbGEyJSAiU1arggT1JDlRoiIuKD/P3httu8HYWIiNQUuRlwuKBSppxNwvcezeb2//3CL3tSAfi/AS25pW9iJQcoIiLVSuMJESmBkho1nF1JDRERERERqS32rwMMiGgMYfFlftnHv+7ngQ//JCM3nzC7HzMubc+wDvWrLk4RERER8RolNWq4wkqNfLeB0+XG32Y9xStERESqkcsFy5eby+edBzabd+MRERHf5pl6qmxVGpm5+Uz7ZAML1+0DoGuTKGaN7kSjOsFVFaGIiFQnjSdEpARKatRwgf5FSQyH06WkhoiI+BaHA/r1M5czMyEkxLvxiIiIb9tXkNRoeOp+Gr/vS+X2935hV0o2VgtMuKAFt1/QHD+NiUREag+NJ0SkBEpq1HCBflYsFjAMyHG6CLP7ezskERERERGR8jOMoqTGSSo13G6DV5fv4Kmvt+B0GdSPsDPris70aFqnmgIVEREREW9SUqOGs1gs2P1s5Dhd5Drd3g5HRERERESkYlK2Q85R8LNDXPsSNzmc7uD/FvzG8q3JAAw5K57HL+1ARLAu7hIRERE5UyipUQsEBZhJjRw1CxcRERERkZpq32rzvl4n8As44elvNydx54LfOZqVh93fyrSL2zG6eyMsFkv1xikiIiIiXqWkRi1g9zPnjHUoqSEiIiIiIjXVSaaeev3HnUz/bCMAbeqFM3tMJ5rHhlVndCIiIiLiI5TUqAXsATYAcvKU1BARERERkRpqb2GT8OJJjW2HM3j8y80AjOuVwD1DWmP3t1V3dCIiIiLiI5TUqAXsfuYBvSNfPTVERERERKQGys2AwxvM5YY9PKvdboN7PviDPJebfq1imHpxW003JSIiInKGU1KjFghSpYaIiPgqf3948smiZRERkZIc+AUMN0Q0gvB6ntXvrNrN2t3HCAmw8ciI9kpoiIicaTSeEJESKKlRC9j9zZ4auflKaoiIiI8JCIC77vJ2FCIi4uv2FjQJP27qqf2pOTxRMO3U3UNa0yAyyBuRiYiIN2k8ISIlsHo7ADl9Qf6q1BARERERkRpsX/F+GoZh8MCHf5CV56Jbkyiu7tnEi8GJiIiIiC9RpUYtEFiQ1HA4ldQQEREf43LB+vXmcpcuYFNjVxER+RvDKEpqNDL7aXzy2wG+23KEAJuVx0d2wGrVtFMiImckjSdEpARKatQCnkoNpxqFi4iIj3E4oEdBw9fMTAgJ8W48IiLie47ugOwUsAVCfAeOZuXx0KcbAZh4QXOax4Z6OUAREfEajSdEpASafqoWKOypoUoNERERERGpcQqrNOp1BL8Apn+6gaNZebSKC+OffRK9G5uIiIiI+BwlNWqBIE0/JSIiIiIiNVVhk/BGPfhuy2E++vUAVgs8MaoDAX4asoqIiIhIcTpCrAXsSmqIiIiIiEhNVVCpkRPflfsX/QHA+N5N6dQo0otBiYiIiIivUlKjFrB7emooqSEiIiIiIjVIXhYkbQDghb+iOJDmoFGdIP5vYEsvByYiIiIivkpJjVqgqFJDjcJFRERERKQG2b8eDBd5wfV4YX02ADNGdCA4wM/LgYmIiIiIr1JSoxYIUqWGiIiIiIjURAVTT63Ma4ZhwKiuDTm3RbSXgxIRERERX6bLX2oBu7+Zm1JPDRER8Tn+/jB1atGyiIjI8QqSGj/kNCU6NJAHLmrj5YBERMSnaDwhIiWoEZUaL7zwAgkJCdjtdnr27Mnq1atL3fbVV1/lvPPOIyoqiqioKPr373/C9oZhMGXKFOrVq0dQUBD9+/dn69atVf0xqkyQGoWLiIivCgiAadPMW0CAt6MRERFfYhjk714FwC/u5jz0j3ZEBuv/ChEROY7GEyJSAp9PasyfP5/JkyczdepU1q9fT8eOHRk0aBCHDx8ucftly5YxZswYvvvuO1auXEmjRo0YOHAg+/fv92zz5JNP8txzzzFnzhxWrVpFSEgIgwYNwuFwVNfHqlTqqSEiIiIiIjWNK2Unfo4Ucg0/4lr3ZGj7eG+HJCIiIiI1gM8nNZ555hluvPFGxo8fT9u2bZkzZw7BwcG8/vrrJW4/b948br31Vjp16kTr1q157bXXcLvdLF26FDCrNGbNmsUDDzzA8OHD6dChA2+99RYHDhzgo48+KjWO3Nxc0tPTi918hV09NURExFe53bBhg3lzK/kuIiJFvv/2cwA205Spl3TBYrF4OSIREfE5Gk+ISAl8OqmRl5fHunXr6N+/v2ed1Wqlf//+rFy5skz7yM7Oxul0UqdOHQB27tzJoUOHiu0zIiKCnj17nnSfM2bMICIiwnNr1KhRBT9V5VNPDRER8Vk5OXDWWeYtJ8fb0YiIiI/4bVcSfn++D0Bg057ER9i9HJGIiPgkjSdEpAQ+ndRITk7G5XIRFxdXbH1cXByHDh0q0z7uvvtu6tev70liFL6uvPu89957SUtL89z27t1bno9SpYIC1FNDRERERERqhrTUozjfGsX51t/Jx49WF47zdkgiIiIiUoP4eTuAqvT444/zv//9j2XLlmG3n96VP4GBgQQGBlZSZJXL7qeeGiIiIiIi4vuMjCTSXhxKN/c2srFjjH6HkEbdvR2WiIiIiNQgPl2pER0djc1mIykpqdj6pKQk4uNP3kTuqaee4vHHH+frr7+mQ4cOnvWFr6vIPn1VYaWGemqIiIiIiIjPStlOxosX0DhvGylGOPsvWUhImwHejkpEREREahifTmoEBATQtWtXT5NvwNP0+5xzzin1dU8++SQPP/wwixcvplu3bsWea9q0KfHx8cX2mZ6ezqpVq066T19WWKnhchs4XarWEBERERERH3PgF5yvDiQ8Zx+73bF8d+47tOh0nrejEhEREZEayOenn5o8eTLXXnst3bp1o0ePHsyaNYusrCzGjx8PwNixY2nQoAEzZswA4IknnmDKlCm8++67JCQkePpkhIaGEhoaisViYdKkSTzyyCO0aNGCpk2b8uCDD1K/fn0uueQSb33M02IPKMpN5Thd+Nt8OlclIiIiIiJnku3fYsy/Gv+8LDa4mzC36VM82f98b0clIiIiIjWUzyc1Ro8ezZEjR5gyZQqHDh2iU6dOLF682NPoe8+ePVitRSfxX3rpJfLy8hg1alSx/UydOpVp06YB8O9//5usrCxuuukmUlNTOffcc1m8ePFp993wlgCbFYsFDMNsFh5u9/d2SCIiIiIiIvDHQowPb8bidvKTqx0PhdzHgiv6YbFYvB2ZiIiIiNRQPp/UAJgwYQITJkwo8blly5YVe7xr165T7s9isTB9+nSmT59eCdF5n8ViIcjfRnaeC0eepp8SEREf4u8Pd95ZtCwiImeOlS/CV/diAT51nc097luZd9W5RATp/wMRESkjjSdEpAQ1Iqkhp2YvTGrkq1m4iIj4kIAAmDnT21GIiEh1Mgz4Zir89CwAb7oGM815NQ8MO4tOjSK9G5uIiNQsGk+ISAmU1KglgvzNZuE5eUpqiIiIiIhIJTIMSNkG+Y6ybb/yBfjtPQBe9r+GGY7BDGgbz3W9E6ouRhERERE5YyipUUsE+pt9RRxOJTVERMSHuN2wZ4+53LgxHNcHS0REaogf/wNLHyrXSwyLjXdi72TG7o40iAxi5qgO6qMhIiLlp/GEiJRASY1awlOpoaSGiIj4kpwcaNrUXM7MhJAQ78YjIiLlt2+teR8YDv5Bp97eHsl3jSfy4Io6+FktPH9lZyKDA6o2RhERqZ00nhCREiipUUvYC5IaDqcahYuIiIiISCXKTDLvL3kR2lx8ys03HEjj5hdXAG7uGdKazo2jqjY+ERERETmjqGarlgjyJDVUqSEiIiIiIpUo67B5Hxp3yk0zHE4mvPsLeflu+reJ5fpzm1ZxcCIiIiJyplFSo5awq6eGiIiIiIhUNsOAzMKkRuwpN39u6VZ2JmfRIDKIpy7rqD4aIiIiIlLplNSoJezqqSEiIiIiIpUtNx3yHeZyyKmTGt9sMhMg91/URn00RERERKRKKKlRS6inhoiIiIiIVLrMI+Z9QBgEBJ900wOpOexMzsJqgd7No6shOBERERE5EympUUsEqVJDREREREQqW2GT8DJMPbViewoA7RtGEhHkX5VRiYiIiMgZzM/bAUjlKOypkaukhoiI+BI/P7j11qJlERGpWcqT1NiWDEDvxLpVGZGIiJxJNJ4QkRLor0EtoZ4aIiLikwID4YUXvB2FiIhUVFbB9FOnSGoYhsFP2wuSGpp6SkREKovGEyJSAk0/VUsU9dRQUkNERERERCpJYaXGKZqEbz+SRVJ6LgF+Vro2iaqGwERERETkTKVKjVqiqFJDjcJFRMSHGAYkm1fuEh0NFot34xERkfLJPGzeh8addLMVBVUa3ZpEecYmIiIip03jCREpgZIatUSQKjVERMQXZWdDbMHVvZmZEBLi3XhERKR8PEmNk1dq/LRNU0+JiEgV0HhCREqg6adqicJG4UpqiIiIiIhIpSlDo3CX22Dl9hQAeqlJuIiIiIhUMSU1aglVaoiIiIiISKUrQ6PwDQfSSHfkExboR/sGEdUUmIiIiIicqZTUqCWKemooqSEiIiIiIpXA7S5TT42ftplVGj2b1cXPpiGmiIiIiFQtHXHWEnZPpYYahYuIiIiISCVwpILbaS6HxJS6WWGT8N7NNfWUiIiIiFQ9JTVqicKeGjl5qtQQEREREZFKUFilYY8Ev8ASN8nNd7Fm11EAeiWqSbiIiIiIVD0lNWqJoACzUiM3X0kNERERERGpBGVoEv7LnlQcTjfRoYG0jAutpsBERERE5Ezm5+0ApHLY/Qp6aqhSQ0REfImfH1x7bdGyiIjUHJ4m4aX301ixzZx6qldiXSwWS3VEJSIiZxKNJ0SkBPprUEsUVmo48t0YhqEBhYiI+IbAQJg719tRiIhIRZShUuOn7WaTcPXTEBGRKqHxhIiUQNNP1RKFlRout4HTZXg5GhERERERqfEKkxohJSc1MnPz+W1vKqB+GiIiIiJSfZTUqCXsAUU/Sof6aoiIiK8wDMjKMm+Gku4iIjVKZuH0UyUnNVbvTCHfbdC4TjCN6gRXY2AiInLG0HhCREqgpEYtEWCzUjjjlEN9NURExFdkZ0NoqHnLzvZ2NCIiUh6e6adK7qnx0zZNPSUiIlVM4wkRKYGSGrWExWIhyL+gr4bT7eVoRERERESkxss8bN6XUqnxk6dJuKaeEhEREZHqo6RGLWIvSGrkOFWpISIiIiIipymr9KRGcmYumw9lANArUZUaIiIiIlJ9lNSoRYoqNZTUEBERERGR0+B2QVZBT40SGoWv3G5OPdU6Poy6oYHVGZmIiIiInOGU1KhFAv3NH6cqNURERERE5LRkp4DhBiwQcuL0Uiu2m1NP9W6uqadEREREpHopqVGLqFJDREREREQqRWE/jeC6YPM/4Wk1CRcRERERb1FSoxaxK6khIiIiIiKVITPJvC+hn8beo9nsOZqNzWqhe0Kdag5MRERERM50ft4OQCpPUaWG28uRiIiIFLDZYNSoomUREakZCvtplJDUKOyn0bFhBGH2E6s4REREKo3GEyJSAiU1ahG7emqIiIivsdthwQJvRyEiIuXlqdSIO+Gpn9RPQ0REqovGEyJSAk0/VYto+ikREREREakUhT01QmKKrTYMgxUFlRq9EpXUEBEREZHqp6RGLVKY1FClhoiIiIiInJbCpMbfKjW2Hs7kSEYudn8rXZpEVn9cIiIiInLGU1KjFlFPDRER8TlZWWCxmLesLG9HIyIiZVVKo/CftplTT3VPqEOgn+Y2FxGRKqbxhIiUQEmNWqSwp4amnxIRERERkdPiqdT4e1JDU0+JiIiIiHcpqVGLBKmnhoiIiIiIVIasE6efyne5WbXDTGr0bl7XG1GJiIiIiCipUZsEFvbUyFNSQ0REREREKsjlhGwzeUFIUaXGH/vTyMjNJ9zuR7v6EV4KTkRERETOdEpq1CKeSo189dQQEREREZEKyjL7ZmCxQXAdz+oV281ExzmJdbFZLd6ITERERERESY3axK5KDREREREROV2FTcJDYsBa1Ay8sEl47+bqpyEiIiIi3qOkRi0SFGD+OHPzldQQEREREZEK8jQJj/GscjhdrN19DFCTcBERERHxLj9vByCVx+6nSg0REfExNhsMHVq0LCIivq+EJuHrdx8jL99NbFggiTEhXgpMRETOOBpPiEgJlNSoRewBhT01lNQQEREfYbfD5597OwoRESkPz/RTRU3Cf9peNPWUxaJ+GiIiUk00nhCREmj6qVpElRoiIiIiInLaPNNPHZfU2GY2Ce+VWNcbEYmIiIiIeCipUYsEFVZqON1ejkRERERERGqszOLTT6U7nPy+LxVQk3ARERER8T4lNWoRu7/543Q4VakhIiI+IisLQkLMW1aWt6MREZGy+FulxqodR3Eb0DQ6hPqRQV4MTEREzjgaT4hICdRToxYJ8i+s1FBSQ0REfEh2trcjEBGR8sgqntT4eYemnhIRES/SeEJE/kaVGrWIvSCpkeN0YRiGl6MREREREZEaqbBReMH0U0cycgGzUkNERERExNuU1KhFCpMabgOcLiU1RERERESknJwOcKSZyyExQFEleOF4Q0RERETEm5TUqEUKe2qAWa0hIiIiIiJSLllHzHurPwRFAeDIdwNKaoiIiIiIb1BSoxYJsFmxWszlXCU1RERERESkvI5vEm4xBxdFlRoaPoqIiIiI9+motBaxWCzF+mqIiIiIiIiUi6efRqxnVeEFU3Y/VWqIiIiIiPcpqVHLBBUkNRxOt5cjERERAaxW6NPHvFl12CEi3vHCCy+QkJCA3W6nZ8+erF69utRtnU4n06dPJzExEbvdTseOHVm8ePEJ2+3fv5+rr76aunXrEhQURPv27Vm7dm1VfozqkVVYqRHnWVU4ttD0UyIiUu00nhCREvh5OwCpXKrUEBERnxIUBMuWeTsKETmDzZ8/n8mTJzNnzhx69uzJrFmzGDRoEFu2bCE2NvaE7R944AHeeecdXn31VVq3bs1XX33FiBEjWLFiBZ07dwbg2LFj9O7dm379+vHll18SExPD1q1biYqKqu6PV/kKp58qaBIO4MjX9FMiIuIlGk+ISAl0VFrLFA40HEpqiIiIiIjwzDPPcOONNzJ+/Hjatm3LnDlzCA4O5vXXXy9x+7fffpv77ruPoUOH0qxZM2655RaGDh3K008/7dnmiSeeoFGjRrzxxhv06NGDpk2bMnDgQBITE0uNIzc3l/T09GI3n+SZfur4So3CpIYqNURERETE+5TUqGVUqSEiIiIiYsrLy2PdunX079/fs85qtdK/f39WrlxZ4mtyc3Ox2+3F1gUFBfHjjz96Hn/yySd069aNyy67jNjYWDp37syrr7560lhmzJhBRESE59aoUaPT+GRVKPNk009p+CgiIiIi3qej0lqmsKdGrpIaIiLiC7KyICbGvGVleTsaETnDJCcn43K5iIuLK7Y+Li6OQ4cOlfiaQYMG8cwzz7B161bcbjdLlixh0aJFHDx40LPNjh07eOmll2jRogVfffUVt9xyC7fffjtvvvlmqbHce++9pKWleW579+6tnA9Z2TxJjeOmnyoYWwSqUbiIiFQ3jSdEpATqqVHLqFJDRER8TnKytyMQESmzZ599lhtvvJHWrVtjsVhITExk/PjxxaarcrvddOvWjcceewyAzp078+effzJnzhyuvfbaEvcbGBhIYGBgtXyG0/K3RuGGYZCbr0bhIiLiRRpPiMjfqFKjlikcaBSWiIuIiIiInKmio6Ox2WwkJSUVW5+UlER8fHyJr4mJieGjjz4iKyuL3bt3s3nzZkJDQ2nWrJlnm3r16tG2bdtir2vTpg179uyp/A9R3TyNws0m6oUJDdD0UyIiIiLiG3RUWssUDjRy8lSpISIiIiJntoCAALp27crSpUs969xuN0uXLuWcc8456WvtdjsNGjQgPz+fDz74gOHDh3ue6927N1u2bCm2/V9//UWTJk0q9wNUt7wsyMs0l0MLkhrO45MaqtQQEREREe/T9FO1TGFPDUe+khoiIiIiIpMnT+baa6+lW7du9OjRg1mzZpGVlcX48eMBGDt2LA0aNGDGjBkArFq1iv3799OpUyf279/PtGnTcLvd/Pvf//bs81//+he9evXiscce4/LLL2f16tW88sorvPLKK175jJWmsErDLwgCw4CicYXNasHfpmviRERERMT7lNSoZTzTT6lSQ0RERESE0aNHc+TIEaZMmcKhQ4fo1KkTixcv9jQP37NnD1Zr0cl6h8PBAw88wI4dOwgNDWXo0KG8/fbbREZGerbp3r07H374Iffeey/Tp0+nadOmzJo1i6uuuqq6P17lOr5JuMUCFDUJt/spoSEiIiIivkFJjVomKKCwUkM9NUREREREACZMmMCECRNKfG7ZsmXFHvfp04eNGzeecp/Dhg1j2LBhlRGe78gs6D1S0CQcinr1aeopEREREfEVSmrUMoVXUKmnhoiI+ASrFbp1K1oWERHflVVYqXF8UqOgUkNJDRER8QaNJ0SkBEpq1DL2wkoNp5IaIiLiA4KCYM0ab0chIiJlUTj9VEiMZ1XhuCLQXyeSRETECzSeEJES6Mi0lrH7mUmNHCU1RERERESkPDJLqNQomNa2cJwhIiIiIuJtSmrUMp6eGk711BARERERkXI4vlF4gaLppzR0FBERERHfoCPTWqZwsKHpp0RExCdkZ0NCgnnLzvZ2NCIicjIlNgovmH5KlRoiIuINGk+ISAnUU6OWCfJXTw0REfEhhgG7dxcti4iI7yqhUXhuQQW4KjVERMQrNJ4QkRLoyLSWCfRXTw0RERERESknwyi5UXh+4fRTqtQQEREREd+gpEYto0oNEREREREpt9x0yHeYy6GxntVFPTWU1BARERER36CkRi1j91ejcBERERERKafMI+Z9QBgEhHhWOzT9lIiIiIj4GB2Z1jKq1BARERERkXLzNAmPKbZajcJFRERExNcoqVHLFF5BpZ4aIiIiIiJSZiU0CYfjKzWU1BARERER3+Dn7QCkch1fqWEYBhaLxcsRiYjIGc1igbZti5ZFRMQ3ldAkHI5vFK7r4URExAs0nhCREiipUcsEFiQ13AbkudwqExcREe8KDoYNG7wdhYiInIpn+qm/V2qoUbiIiHiRxhMiUgJdblPLBB032FCzcBERERERKZPMkqefyi2cfspPQ0cRERER8Q06Mq1l/G0WrAXVeGoWLiIiIiIiZeJJapTcKFyVGiIiIiLiK5TUqGUsFkuxvhoiIiJelZ0N7dqZt+xsb0cjIiKlKW36qXwlNURExIs0nhCREqinRi1k97eRleciR0kNERHxNsOAjRuLlkVExDdlHTHvQ2OLrS6c0laNwkVExCs0nhCREujItBayeyo11FNDREREREROwe0umn4qpHhSI7egUiNQlRoiIiIi4iOU1KiFCq+i0vRTIiIiIiJySo5UcDvN5dIqNfyU1BARERER36CkRi0UFGAOODT9lIiIiIiInFJhlYY9AvwCiz1V1ChcQ0cRERER8Q06Mq2FCq+iylVSQ0RERERETqWUJuFwfE8NVWqIiIiIiG9QUqMWUqWGiIiIiIiUmadJ+IlJjVxPpYaSGiIiIiLiG/y8HYBUvkA/NQoXEREfYbFAkyZFyyIi4nsKKzVCYk54ypGv6adERMSLNJ4QkRIoqVELeSo18lSpISIiXhYcDLt2eTsKERE5mVKmn3K5DZwuA1CjcBER8RKNJ0SkBLrcphay+5k/1sKrqkREREREREqVWTj9VGyx1Y7jprMNVKWGiIiIiPgIHZnWQoWVGg5VaoiIiIiIyKl4KjVKT2qoUkNEREREfIWSGrVQYRM/R756aoiIiJfl5ED37uYtJ8fb0YiISEkyD5v3f5t+qnA8EWCzYrVqHnMREfECjSdEpAQ1IqnxwgsvkJCQgN1up2fPnqxevbrUbTds2MDIkSNJSEjAYrEwa9asE7aZNm0aFoul2K1169ZV+AmqV2FSQz01RETE69xuWLvWvLmVbBcR8UlZBUmNvzUKL6zU0NRTIiLiNRpPiEgJfP7odP78+UyePJmpU6eyfv16OnbsyKBBgzh8+HCJ22dnZ9OsWTMef/xx4uPjS91vu3btOHjwoOf2448/VtVHqHb2gkHH8eXiIiIiIiIiJ3C7IKuwp8bfKjUKxhOFF02JiIiIiPgCn09qPPPMM9x4442MHz+etm3bMmfOHIKDg3n99ddL3L579+7MnDmTK664gsDAwFL36+fnR3x8vOcWHR1dVR+h2gUVVmooqSEiIiIiIieTfRQMN2CBkOJjIofTvCLWrkoNEREREfEhPn10mpeXx7p16+jfv79nndVqpX///qxcufK09r1161bq169Ps2bNuOqqq9izZ89Jt8/NzSU9Pb3YzVd5emo4VZYnIiIiIiInUdgkPLgO2PyLPZVbWKmhJuEiIiIi4kN8OqmRnJyMy+UiLq54GXRcXByHDh2q8H579uzJ3LlzWbx4MS+99BI7d+7kvPPOIyMjo9TXzJgxg4iICM+tUaNGFX7/qhbkSWqoUkNERERERE6iMKnxt6mnABz5mn5KRERERHyPTyc1qsqQIUO47LLL6NChA4MGDeKLL74gNTWV999/v9TX3HvvvaSlpXlue/furcaIy0c9NUREREREpEw8/TRiT3hK00+JiIiIiC/y83YAJxMdHY3NZiMpKanY+qSkpJM2AS+vyMhIWrZsybZt20rdJjAw8KQ9OnyJXT01RETEl9SivlUiIrVOYaVGSElJDVVqiIiID9B4QkT+xqcvuQkICKBr164sXbrUs87tdrN06VLOOeecSnufzMxMtm/fTr169Sptn95k1/RTIiLiK0JC4MgR8xYS4u1oRETk7zIPm/cnqdQIVE8NERHxFo0nRKQEPl2pATB58mSuvfZaunXrRo8ePZg1axZZWVmMHz8egLFjx9KgQQNmzJgBmM3FN27c6Fnev38/v/76K6GhoTRv3hyAO++8k4svvpgmTZpw4MABpk6dis1mY8yYMd75kJUsSI3CRURERESkLE6a1Cis1PDpa+FERERE5Azj80mN0aNHc+TIEaZMmcKhQ4fo1KkTixcv9jQP37NnD1Zr0UH2gQMH6Ny5s+fxU089xVNPPUWfPn1YtmwZAPv27WPMmDGk/D979x3fVL3/cfyVpG26W6AtG8pGtjIVWQoyXHBRFPUi6NXrwPHDcQVRcaKIE7m4AHGCXhX3ABQRBEGGgOxZVlta6G7SNsnvj9Ok1IbSQtuk5f18PI45SU5OvklLPd/zOZ/PJzWV2NhYLrzwQlatWkVsbGyVfrbKokwNEREREREpEzUKFxEREZFqxu+DGgDjx49n/PjxXp9zByrc4uPjcblcpe5v/vz5FTU0vxSinhoiIuIvcnNh6FBj/bvvICTEt+MRkWohPj6em266ibFjx9KkSRNfD6dmKyVTw65G4SIi4muaT4iIFzo6rYHckw5bvuOUAR4REZFK5XTCL78Yi1NlEUWkbO69914+++wzmjdvzqBBg5g/fz52u93Xw6qZsguDGt4ahbszNdRTQ0REfEXzCRHxQkGNGig4yJh0OF2Q59AffBERERGpXu699142bNjA6tWrOeecc7jrrruoX78+48ePZ926db4eXs3hyIecVGPdS/mpokwNBTVERERExH8oqFEDnXgllZqFi4iIiEh1dd555/Hqq69y+PBhHnvsMd5++226d+9Oly5dmDNnjrKSz1R2inFrskBo7RJPq1G4iIiIiPijatFTQ8on0GLCYjbhcLqw5TuICgn09ZBERERERMotPz+fzz//nLlz57Jo0SJ69erFzTffzMGDB5k0aRKLFy/mww8/9PUwqy93k/CwGDCXzMYoCmooU0NERERE/IeCGjWQyWQiOMBMdp7DMxEREREREaku1q1bx9y5c/noo48wm82MGTOGl156ibZt23q2GTFiBN27d/fhKGuAUpqEQ1HWt1VBDRERERHxIwpq1FAhQRay8xzkKqghIiIiItVM9+7dGTRoELNmzWL48OEEBpbMPG7WrBnXXnutD0ZXg5TSJBxObBSu8lMiIiIi4j8U1KihrIV9NdRTQ0REfC401NcjEJFqZs+ePTRt2rTUbcLCwpg7d24VjaiGcpef8tIkHFR+SkRE/ITmEyLyNwpq1FAhQcbEIzdPmRoiIuJDYWGQne3rUYhINZOcnExiYiI9e/Ys9vjvv/+OxWKhW7duPhpZDVPW8lPK1BAREV/RfEJEvNDRaQ0VHGj8aN0p4yIiIiIi1cWdd97JgQMHSjx+6NAh7rzzTh+MqIY6ZVBDmRoiIiIi4n8U1KihQgonHjZlaoiIiIhINbNlyxbOO++8Eo+fe+65bNmyxQcjqqE8QQ3v5afsBUamhoIaIiIiIuJPFNSoodwTD2VqiIiIT9lscOmlxmKz+Xo0IlJNWK1WkpKSSjx+5MgRAgJUQbfCZJc1U0PTRhER8RHNJ0TEC80Iaih3UCM3T43CRUTEhxwO+PbbonURkTK45JJLmDhxIl988QVRUVEApKWlMWnSJAYNGuTj0dUg7kbhYSo/JSIifkrzCRHxQkGNGsqTqZGvP/giIiIiUr1Mnz6dvn370rRpU84991wANmzYQN26dXnvvfd8PLoaIt8GtnRj/RSNwoMDFNQQEREREf+hoEYNFVKYIp6roIaIiIiIVDMNGzZk48aNfPDBB/z555+EhIQwbtw4Ro8eTWBgoK+HVzNkHzVuzYEQUqvE0y6Xy1PKVuWnRERERMSfKKhRQ7kzNewKaoiIiIhINRQWFsatt97q62HUXFkn9NMwmUo8nedw4nIZ61aVnxIRERERP6KgRg0V4u6poaCGiIiIiFRTW7ZsISEhgby8vGKPX3HFFT4aUQ3i7qdxitJToEwNEREREfEvlRbUOHDgACaTiUaNGgGwevVqPvzwQ9q1a6crrqqA1dNTQ43CRURERKR62bNnDyNGjGDTpk2YTCZchSkDpsKMAocahZ657MJMjZM0CXdnfJtMEGRRUENERERE/EelHZ1ed911/PzzzwAkJiYyaNAgVq9ezcMPP8wTTzxRWW8rhZSpISIiIiLV1T333EOzZs1ITk4mNDSUv/76i2XLltGtWzeWLl3q6+HVDCeWn/LixCbhJi/lqUREREREfKXSghqbN2+mR48eAHz88cd06NCB3377jQ8++IB33nmnst5WCrlTxG0KaoiIiC+FhYHLZSxhYb4ejYhUEytXruSJJ54gJiYGs9mM2WzmwgsvZOrUqdx9992+Hl7N4Alq1PX6tJqEi4iIX9B8QkS8qLQj1Pz8fKxWKwCLFy/21L1t27YtR44cqay3lUIhnvJTCmqIiIiISPXicDiIiIgAICYmhsOHDwPQtGlTtm/f7suh1RxmCwRHnzyoke8OaqhJuIiIiIj4l0rrqdG+fXtef/11Lr30UhYtWsSTTz4JwOHDh6lTp05lva0UClZPDRERERGppjp06MCff/5Js2bN6NmzJ9OmTSMoKIg333yT5s2b+3p4NcPQ54ylsF/J39kLCstPKaghIiIiIn6m0jI1nnvuOd544w369+/P6NGj6dy5MwBffvmlpyyVVJ5g9dQQERF/YLPB1Vcbi83m69GISDUxefJknE7jpPoTTzzB3r176dOnD99++y2vvvqqj0dXw5ykX4Y7U8MaoPJTIiLiQ5pPiIgXlZap0b9/f1JSUsjIyKBWrVqex2+99VZCQ0Mr622lkHpqiIiIX3A44H//M9bVU0tEymjw4MGe9ZYtW7Jt2zaOHTtGrVq11LS6ingahStTQ0REfEnzCRHxotIuu8nNzcVut3sCGvv37+fll19m+/btxMXFVdbbSqEQZWqIiIiISDWUn59PQEAAmzdvLvZ47dq1FdCoQkU9NZSpISIiIiL+pdKOUK+88kreffddANLS0ujZsycvvPACw4cPZ9asWZX1tlLIfUWVXT01RERERKQaCQwMpEmTJjgcujjHl9QoXERERET8VaUFNdatW0efPn0A+N///kfdunXZv38/7777rurgVoGQIGVqiIiIiEj19PDDDzNp0iSOHTvm66GctWzuRuEBCmqIiIiIiH+ptJ4aOTk5REREAPDjjz/yj3/8A7PZTK9evdi/f39lva0Uck8+1FNDRERERKqb1157jV27dtGgQQOaNm1KWFhYsefXrVvno5GdPewqPyUiIiIifqrSghotW7Zk4cKFjBgxgh9++IH/+7//AyA5OZnIyMjKelspFBxkTD5y8x24XC7VHxYRERGRamP48OG+HsJZT+WnRERERMRfVVpQ49FHH+W6667j//7v/7jooos4//zzASNr49xzz62st5VC7smHywV5DidWpY2LiIiISDXx2GOP+XoIZz1bYW8+a4AyNURERETEv1RaUOOqq67iwgsv5MiRI3Tu3Nnz+MUXX8yIESMq622lUMgJV1TZ8hTUEBERHwkNhaysonUREakWlKkhIiJ+QfMJEfGi0oIaAPXq1aNevXocPHgQgEaNGtGjR4/KfEspFGgxYzGbcDhd2AocRBHo6yGJiMjZyGSCv9XCFxE5FbPZXGr5VIdDfeMqm63A+I6tCmqIiIgvaT4hIl5UWlDD6XTy1FNP8cILL5BVGFGNiIjgvvvu4+GHH8ZsVhpzZQsJtJBlLyA3T5M+EREREak+Pv/882L38/PzWb9+PfPmzePxxx/30ajOLu7yU2oULiIiIiL+ptKCGg8//DCzZ8/m2WefpXfv3gAsX76cKVOmYLPZePrppyvrraVQcKCZLHvRVVYiIiJVzm6Hf//bWH/jDbBafTseEakWrrzyyhKPXXXVVbRv354FCxZw8803+2BUZxdP+SmVsRUREV/SfEJEvKi0oMa8efN4++23ueKKKzyPderUiYYNG3LHHXcoqFEF3PVvlakhIiI+U1AA8+YZ6zNnahIiImekV69e3Hrrrb4exlmhKFNDQQ0REfEhzSdExItKyyU+duwYbdu2LfF427ZtOXbsWGW9rZzAPQFxT0hERERERKqr3NxcXn31VRo2bOjroZwV7AXuRuEqPyUiIiIi/qXSMjU6d+7Ma6+9xquvvlrs8ddee41OnTpV1tvKCUI8QQ1laoiIiIhI9VGrVq1ijcJdLheZmZmEhoby/vvv+3BkZw9P+SllaoiIiIiIn6m0oMa0adO49NJLWbx4Meeffz4AK1eu5MCBA3z77beV9bZyAvdVVQpqiIiIiEh18tJLLxULapjNZmJjY+nZsye1atXy4cjOHmoULiIiIiL+qtKCGv369WPHjh3MnDmTbdu2AfCPf/yDW2+9laeeeoo+ffpU1ltLIU9PDQU1RERERKQaGTt2rK+HcNZTo3ARERER8VeVFtQAaNCgQYmG4H/++SezZ8/mzTffrMy3FtRTQ0RERESqp7lz5xIeHs7VV19d7PFPPvmEnJwcbrzxRh+N7OxhK+ypYVX5KRERERHxM8olrsFClKkhIiIiItXQ1KlTiYmJKfF4XFwczzzzjA9GdPZR+SkRERER8VeVmqkhvqWeGiIi4nOhoZCcXLQuIlIGCQkJNGvWrMTjTZs2JSEhwQcjOvuoUbiIiPgFzSdExAtddlODhXjKTymoISIiPmIyQWyssZzQ9FdEpDRxcXFs3LixxON//vknderU8cGIzj72AnemhoIaIiLiQ5pPiIgXFZ6p8Y9//KPU59PS0ir6LeUkghXUEBEREZFqaPTo0dx9991ERETQt29fAH755Rfuuecerr32Wh+PruZzOl3kuYMaAboOTkRERET8S4UHNaKiok75/JgxYyr6bcWLYPXUEBERX7PbYcIEY/3FF8Fq9e14RKRaePLJJ9m3bx8XX3wxAQHGlMXpdDJmzBj11KgC7iwNUKaGiIj4mOYTIuJFhQc15s6dW9G7lNNUlKnhPMWWIiIilaSgAP77X2N92jRNQkSkTIKCgliwYAFPPfUUGzZsICQkhI4dO9K0aVNfD+2scGKmt4IaIiLiU5pPiIgXahReg4UUNgpXpoaIiIiIVEetWrWiVatWvh7GWcdWYMwfAi0mLGbVLxcRERER/6ICqTWY+6oqu4IaIiIiIlKNjBw5kueee67E49OmTePqq6/2wYjOLu5M7+AAZWmIiIiIiP9RUKMGCwlSTw0RERERqX6WLVvGsGHDSjw+dOhQli1b5oMRnV3c5aesKj0lIiIiIn5IQY0azBqgnhoiIiIiUv1kZWURFBRU4vHAwEAyMjJ8MKKzizuoERyo6aKIiIiI+B8dpdZgnkyNPGVqiIiIiEj10bFjRxYsWFDi8fnz59OuXTsfjOjs4r4oyhqg6aKIiIiI+B8dpVZXn/4LpreBXYtPuklw4STE3ehPRERERKQ6eOSRR3jyySe58cYbmTdvHvPmzWPMmDE89dRTPPLII+Xe38yZM4mPjyc4OJiePXuyevXqk26bn5/PE088QYsWLQgODqZz5858//33J93+2WefxWQyce+995Z7XP7KPX8IVvkpEREREfFDCmpUV7Z0yEqEjMMn3cSdqWFTpoaIiPhKSAjs3WssISG+Ho2IVBOXX345CxcuZNeuXdxxxx3cd999HDp0iJ9++omWLVuWa18LFixgwoQJPPbYY6xbt47OnTszePBgkpOTvW4/efJk3njjDWbMmMGWLVu47bbbGDFiBOvXry+x7Zo1a3jjjTfo1KnTaX1Of2XPV1BDRET8hOYTIuKFghrVVUQ94zYz8aSbuCchtgL11BARER8xmyE+3ljMOuwQkbK79NJLWbFiBdnZ2ezZs4dRo0Zx//3307lz53Lt58UXX+SWW25h3LhxtGvXjtdff53Q0FDmzJnjdfv33nuPSZMmMWzYMJo3b87tt9/OsGHDeOGFF4ptl5WVxfXXX89bb71FrVq1Tvtz+iN3+Sn11BAREZ/TfEJEvNBfg+oq3B3UOHLSTUIC1VNDRERERKqvZcuWceONN9KgQQNeeOEFLrroIlatWlXm1+fl5bF27VoGDhzoecxsNjNw4EBWrlzp9TV2u53g4OBij4WEhLB8+fJij915551ceumlxfZdGrvdTkZGRrHFX3kahQcoU0NERERE/E+Arwcgp6kMmRrWwKKeGi6XC5PJVBUjExERKZKXBw8/bKw//TQEBfl2PCLi9xITE3nnnXeYPXs2GRkZjBo1CrvdzsKFC8vdJDwlJQWHw0HdunWLPV63bl22bdvm9TWDBw/mxRdfpG/fvrRo0YIlS5bw2Wef4XAUXSg0f/581q1bx5o1a8o8lqlTp/L444+Xa/y+YlP5KRER8ReaT4iIF8rUqK4i6hu3pQQ13JkaLhfYVYJKRER8IT8fpk83lvx8X49GRPzc5ZdfTps2bdi4cSMvv/wyhw8fZsaMGVU6hldeeYVWrVrRtm1bgoKCGD9+POPGjcNcWPLiwIED3HPPPXzwwQclMjpKM3HiRNLT0z3LgQMHKusjnDF3+Vqryk+JiIivaT4hIl4oU6O6KkdPDQB7vlNXWomIiIiIX/vuu++4++67uf3222nVqtUZ7y8mJgaLxUJSUlKxx5OSkqhXr57X18TGxrJw4UJsNhupqak0aNCAhx56iObNmwOwdu1akpOTOe+88zyvcTgcLFu2jNdeew273Y7FUvK422q1YrVaz/gzVQVlaoiIiIiIP9OlN9WVO6iRlQRO7z0zAi1mAsxGyancfPXVEBERERH/tnz5cjIzM+natSs9e/bktddeIyUl5bT3FxQURNeuXVmyZInnMafTyZIlSzj//PNLfW1wcDANGzakoKCATz/9lCuvvBKAiy++mE2bNrFhwwbP0q1bN66//no2bNjgNaBR3XgahaunhoiIiIj4IQU1qquwOMAELgdkn3yi5766yqaghoiIiIj4uV69evHWW29x5MgR/v3vfzN//nwaNGiA0+lk0aJFZGZmlnufEyZM4K233mLevHls3bqV22+/nezsbMaNGwfAmDFjmDhxomf733//nc8++4w9e/bw66+/MmTIEJxOJw8++CAAERERdOjQodgSFhZGnTp16NChQ8V8ET5WlKmh6aKIiIiI+B8dpVZXlgAIjzPWs05dgkqZGiIiIiJSXYSFhXHTTTexfPlyNm3axH333cezzz5LXFwcV1xxRbn2dc011zB9+nQeffRRunTpwoYNG/j+++89zcMTEhI4cuSIZ3ubzcbkyZNp164dI0aMoGHDhixfvpzo6OiK/Ih+zV6g8lMiIiIi4r/UU6M6i6hnlJ/KTIT6nb1u4r66SpkaIiIiIlIdtWnThmnTpjF16lS++uor5syZU+59jB8/nvHjx3t9bunSpcXu9+vXjy1btpRr/3/fR3XnKT+lTA0RERER8UM6Sq3OIuobt5lHTrpJiDI1RERERKQGsFgsDB8+nC+//NLXQ6nxlKkhIiIiIv5MmRrVWbiRMk/mqctP2QuvthIREalSISGweXPRuoiI+D01ChcREb+h+YSIeKGgRnXmydQ4eVBDmRoiIuJTZjO0b+/rUYiISDm4S9daVX5KRER8TfMJEfFCR6nVWUQ947aUoIZVPTVERERERKQc3HMHlZ8SEREREX+kTI3qTD01RETE3+XlwTPPGOuTJkFQkG/HIyIip1TUKFxBDRER8THNJ0TECwU1qrOIsvfUsKmnhoiI+EJ+Pjz+uLH+wAOahIiIVAM2d6PwACX2i4iIj2k+ISJe6Ci1OnNnamQng9N7JkaIJ6ihTA0RERERETk1uzI1RERERMSPKahRnYXFgskMLidkH/W6SbB6aoiIiIiISDmop4aIiIiI+DMFNaozswXC3SWovPfVCA4q7KmRp6CGiIiIiIicmjuoYVX5KRERERHxQzpKre7CS++rERxQWH6qQEENERERERE5NVuByk+JiIiIiP9SUKO6c/fVOElQI8STqaFG4SIiIiIiUrp8hxOH0wUUlbIVEREREfEnOkqt7iLqGbcnzdQo7KmhTA0RERERETmFE3vxKVNDRERERPxRgK8HIGfIk6nhvaeGO1PDpp4aIiLiC8HBsHp10bqIiPg1W35Rhrd6aoiIiM9pPiEiXiioUd1FnKKnRqB6aoiIiA9ZLNC9u69HISIiZXRik3CTyeTj0YiIyFlP8wkR8UKX3lR37kyNrNKDGrnK1BARERERkVOwF14MpdJTIiIiIuKvlKlR3Z2qp4Y7UyNfjcJFRMQH8vLglVeM9XvugaAg345HRERK5Z43qEm4iIj4Bc0nRMQLBTWqO0+mRjI4CsBS/Eca4glqKFNDRER8ID8fHnzQWL/jDk1CRET8nHveoEwNERHxC5pPiIgXuvymuguNAZMFcEF2comn3VdYKaghIiIiIiKn4snUCFBQQ0RERET8k4Ia1Z3ZDOEnbxbuztTIVVBDREREREROoShTQ1NFEREREfFPOlKtCUrpq6GeGiIiIiIiUla2wkbhVpWfEhERERE/paBGTeDuq5F5pMRTwSdkarhcrqoclYiIiIiIVDNFjcIV1BARERER/6SgRk1QaqZG0Y/YXqBsDREREREROTl7YaZGcICmiiIiIiLin3SkWhO4gxpZJy8/BWoWLiIiIiIipVOmhoiIiIj4uwBfD0AqQCmZGoEWMwFmEwVOl/pqiIhI1QsOhp9/LloXERG/pkbhIiLiVzSfEBEvFNSoCUrpqQHGVVZZ9gJylakhIiJVzWKB/v19PQoRESkjuyeooUwNERHxA5pPiIgXuvymJiglUwOKJiQqPyUiIiIiIqWxFaj8lIiIiIj4N2Vq1AThhUGN7KPgyAdLYLGn3anjytQQEZEql58Pb75prN96KwQGlr69iIj4lKf8lBqFi4iIP9B8QkS8UFCjJgitA+YAcBZAVjJENSz2dIgyNURExFfy8mD8eGN97FhNQkRE/Jx7zmBVpoaIiPgDzSdExAtdflMTmM1F2RpeSlCp/JSIiIiIiJSFLV/lp0RERETEvymoUVN4+mqUbBYeEmRMSDJtBVU5IhERERERqWY8mRoqPyUiIiIifkpHqjVFKUGNVnHhAGw8mF6VIxIRERERkWpGjcJFRERExN8pqFFTuIMaWUklnurRrDYAf+w7VpUjEhERERGRasbTKDxQU0URERER8U/V4kh15syZxMfHExwcTM+ePVm9evVJt/3rr78YOXIk8fHxmEwmXn755TPeZ7VQSqZGt3gjqLH5cAbZdpWgEhERERER7+zuoEaAMjVERERExD/5fVBjwYIFTJgwgccee4x169bRuXNnBg8eTHJystftc3JyaN68Oc8++yz16tWrkH1WCxH1jVsvjcIbRofQMDoEh9PF+oS0qh2XiIiIiIhUG2oULiIiIiL+zu+DGi+++CK33HIL48aNo127drz++uuEhoYyZ84cr9t3796d559/nmuvvRar1Voh+wSw2+1kZGQUW/xKuDtTo2RQA6B7fC0A1qgElYiIVCWrFb7+2lhO8v9lERHxH7YClZ8SERE/ovmEiHjh10eqeXl5rF27loEDB3oeM5vNDBw4kJUrV1bpPqdOnUpUVJRnady48Wm9f6WJKD2o4S5BpaCGiIhUqYAAuPRSYwkI8PVoRETkFIp6aihTQ0RE/IDmEyLihV8HNVJSUnA4HNStW7fY43Xr1iUx0fvJ+8ra58SJE0lPT/csBw4cOK33rzTu8lM5KVCQV+Jpd7Pw9Qlp5DucVTkyERERERGpJorKT/n1VFFEREREzmIKcZaR1Wo9aTkrvxBaG8yB4MyHrCSILp5J0jI2nOjQQNJy8vnrcAZdGkf7ZpwiInJ2yc+HDz4w1q+/HgIDfTseEREplTtTw6pG4SIi4g80nxARL/z68puYmBgsFgtJSUnFHk9KSjppE3Bf7NMvmEylNgs3m010a1rYV2OvSlCJiEgVycuDceOMJa9kJqGIiPgPl8uFvUCNwkVExI9oPiEiXvh1UCMoKIiuXbuyZMkSz2NOp5MlS5Zw/vnn+80+/UZEYUmtrJM1C1dfDRERERER8c4d0ACVnxIRERER/+X35acmTJjAjTfeSLdu3ejRowcvv/wy2dnZjBs3DoAxY8bQsGFDpk6dChiNwLds2eJZP3ToEBs2bCA8PJyWLVuWaZ/VVhmbhf+x/zgulwuTyVRVIxMRERERET/nLj0FytQQEREREf/l90GNa665hqNHj/Loo4+SmJhIly5d+P777z2NvhMSEjCbi64iOnz4MOeee67n/vTp05k+fTr9+vVj6dKlZdpnteUpP3XE69MdG0YRHGjmWHYeu49m0TIuogoHJyIiIiIi/szdJNxiNhFoUaaGiIiIiPgnvw9qAIwfP57x48d7fc4dqHCLj4/H5XKd0T6rrVNkagQFmOnSOJpVe46xZt9xBTVERERERMTDXmBkagQHKKAhIiIiIv5LR6s1SXjpQQ04oa+GmoWLiIiIiMgJ3JkaKj0lIiIiIv5MQY2a5BSZGlAU1FitZuEiIiIiInICd08NBTVERERExJ9Vi/JTUkan6KkBcF7TWphNcPB4LkfSc6kfFVJFgxMRkbOS1Qoff1y0LiIifssd1LAG6to3ERHxE5pPiIgXCmrUJO5MjdxjUGCHgJJ/7MOtAbRrEMnmQxms2XecKzorqCEiIpUoIACuvtrXoxARkTKwFRSWnwpQpoaIiPgJzSdExAtdglOThNQCS2EgIyvppJu5S1D9oRJUIiIiIiJSqKj8lKaJIiIiIuK/dLRak5hMEFHXWC+lr0YPd18NNQsXEZHKVlAAn3xiLAUFvh6NiIiUQj01RETE72g+ISJeqPxUTRNRH9ISSu2r0a0wqLE9KZP03HyiQgKranQiInK2sdth1ChjPSvLSB8XERG/ZM8vLD+loIaIiPgLzSdExAtlatQ07r4apWRqxEZYaRYThssF6/Yfr6KBiYiIiIiIP7MVFDYKD9A0UURERET8l45Wa5rwUwc1ALrH1wJgtfpqiIiIiIgIKj8lIiIiItWDgho1TRkyNaCoBNUa9dUQERERERHA5ik/pWmiiIiIiPgvHa3WNBH1jdtSempAUbPwjQfTPVdkiYiIiIjI2cs9L7AGKFNDRERERPyXgho1TRkzNZrWCSUm3Eqew8nGg+lVMDAREREREfFnNjUKFxEREZFqQEGNmsadqZFVelDDZDLRo5nRV2ON+mqIiIiIiJz13I3CVX5KRERERPxZgK8HIBUsoq5xm3sc8m0QGHzSTbvH1+bbTYkKaoiISOUJCoK5c4vWRUTEb6lRuIiI+B3NJ0TECwU1aprgaAgIhgKbka1RK/6km3Yv7Kuxdt9xHE4XFrOpasYoIiJnj8BAGDvW16MQEZEysLvLTwUoU0NERPyE5hMi4oWOVmsak6nMfTXOqR9JuDWATHsB2xMzq2BwIiIiIiLir5SpISIiIiLVgYIaNZG7r8YpghoWs4nzmqqvhoiIVKKCAvjmG2MpKPD1aEREpBRFPTUU1BARET+h+YSIeKGgRk0UXthX4xRBDYDuhUGN1QpqiIhIZbDb4bLLjMVu9/VoRESkFDZ3+Sk1ChcREX+h+YSIeKGj1ZrIk6lx5JSbdm9m9NX4Y98xXC5XZY5KRERERET8mLv8lFWZGiIiIiLixxTUqInK2FMDoEvjaAItJpIy7Bw4llvJAxMREREREX9lL3A3CldQQ0RERET8l4IaNZE7UyPr1EGN4EALHRtGASpBJSIiIiJyNitqFK5pooiIiIj4Lx2t1kQRZe+pAcVLUImIiIiIyNmpqKeGMjVERERExH8pqFETlaOnBkCPeCOooUwNEREREZGzl92TqaGghoiIiIj4LwU1aiJ3Tw1bOuSfuk9G16a1ANhzNJuULHtljkxERERERPyUrUDlp0RERETE/wX4egBSCayREBgK+TlGCarazUrdPDo0iDZ1I9ielMkf+44zpEO9KhqoiIjUeEFB8NprResiIuKXHE4X+Q4XoEbhIiLiRzSfEBEvFNSoiUwmCK8Lx/eWKagB0C2+FtuTMlmz75iCGiIiUnECA+HOO309ChEROQV3k3BQ+SkREfEjmk+IiBfKK66pyttXQ83CRURERETOWicGNawBmiaKiIiIiP9SpkZN5e6rkZlYps27FzYL33w4g2x7AWFW/WqIiEgFcDjg11+N9T59wKKrf0VE/JGtwAlAkMWM2Wzy8WhEREQKaT4hIl7ozHVN5c7UyCpbUKNBdAgNo0M4lJbL+oQ0LmwVU4mDExGRs4bNBgMGGOtZWRAW5tvxiIiIV+5MDauahIuIiD/RfEJEvNARa00VUde4LWOmBkD3+FoArFEJKhERERGRs4o7qKF+GiIiIiLi7xTUqKnK2VMDoHthXw0FNUREREREzi62fKP8VLAyNURERETEz+mItaYqZ08NKOqrsT4hjXyHszJGJSIiIiIifsjuztQIUKaGiIiIiPg3BTVqKk+mRlKZX9IyNpzo0EBy8x1sPJhWOeMSERERERG/YytQ+SkRERERqR4U1Kip3Jka9nTIyy7TS8xmE31bxQIwe/neyhqZiIiIiIj4GZWfEhEREZHqQkesNZU1AgLDjPVylKAaf1FLTCb4dlMimw+lV9LgRERERETEn6hRuIiIiIhUFwpq1GSn0Vejdd0IruzcAIDpP26vjFGJiMjZJDAQpk0zlsBAX49GREROwp2pYVVPDRER8SeaT4iIFwG+HoBUooj6cGw3ZJU9qAFw78DWfLXxCEu3H+WPfcfoVthAXEREpNyCguCBB3w9ChEROYWiTA1d9yYiIn5E8wkR8UJHrDXZaWRqAMTHhDGqW2MApv2wHZfLVdEjExERERERP6JG4SIiIiJSXSioUZN5ghpHyv3Suy9uSVCAmdV7j/HrzpQKHpiIiJw1HA5Ys8ZYHA5fj0ZERE5CjcJFRMQvaT4hIl7oiLUmO81MDYD6USHc0LMpYPTWULaGiIicFpsNevQwFpvN16MREZGTsLvLT6mnhoiI+BPNJ0TECwU1arKI+sbtaQQ1AO4Y0ILQIAsbD6bz45akChyYiIiIiIj4E3uBO1NDQQ0RERER8W8KatRkZ5CpARATbmVc73gAXvxxBw6nsjVERERERGoiNQoXERERkepCR6w1WfiZBTUAbu3TgsjgALYnZfLVn4craGAiIiIiIuJPioIaytQQEREREf+moEZNFlHXuM3LBHvWae0iKjSQf/drAcBLi3eQ73BW1OhERERERMRPuBuFWxXUEBERERE/p6BGTWaNgKAIYz3r9HtijL0gnpjwIPan5vC/tQcraHAiIiIiIuIvbAXuRuGaIoqIiIiIf9MRa03n6atx5LR3EWYN4Pb+LQF4dclOT2q6iIiIiEh1MHPmTOLj4wkODqZnz56sXr36pNvm5+fzxBNP0KJFC4KDg+ncuTPff/99sW2mTp1K9+7diYiIIC4ujuHDh7N9+/bK/hiVSuWnRERERKS6UFCjpjvDZuFu1/dsQv2oYI6k2/jw94QKGJiIiJwVAgPhsceMJTDQ16MRkbPQggULmDBhAo899hjr1q2jc+fODB48mOTkZK/bT548mTfeeIMZM2awZcsWbrvtNkaMGMH69es92/zyyy/ceeedrFq1ikWLFpGfn88ll1xCdnZ2VX2sCucuP6WghoiI+BXNJ0TEC5PL5XL5ehDVUUZGBlFRUaSnpxMZGenr4Zzcp/+CTZ/AJU/BBXed0a4+Wp3AxM82UScsiGUPDiDMGlBBgxQRERGRmsAfj5F79uxJ9+7dee211wBwOp00btyYu+66i4ceeqjE9g0aNODhhx/mzjvv9Dw2cuRIQkJCeP/9972+x9GjR4mLi+OXX36hb9++ZRqXv31XQ15exrbETN67uQd9WsX6ejgiIiIichYq6zGyMjVqugrK1AC4qmsjmtYJJTU7j3d+23fG+xMRERERqUx5eXmsXbuWgQMHeh4zm80MHDiQlStXen2N3W4nODi42GMhISEsX778pO+Tnp4OQO3atU+6jd1uJyMjo9jiT+wFhY3CA5SpISIiIiL+TUGNmi6ivnFbAUGNQIuZ/xvYGoA3ftlNem7+Ge9TRERqOKcT/vrLWJxOX49GRM4yKSkpOBwO6tatW+zxunXrkpjo/fh48ODBvPjii+zcuROn08miRYv47LPPOHLEe486p9PJvffeS+/evenQocNJxzJ16lSioqI8S+PGjU//g1WCop4amiKKiIgf0XxCRLzQEWtNV4GZGgCXd25A67rhZNgKeGvZngrZp4iI1GC5udChg7Hk5vp6NCIip/TKK6/QqlUr2rZtS1BQEOPHj2fcuHGYzd6nTnfeeSebN29m/vz5pe534sSJpKene5YDBw5UxvBPmxqFi4iIX9J8QkS8UFCjpgt3BzW8X1nm4XLBobXwzX3w0XWQmeR1M4vZxH2XtAFgzoq9pGTZK3K0IiIiIiIVJiYmBovFQlJS8WPbpKQk6tWr5/U1sbGxLFy4kOzsbPbv38+2bdsIDw+nefPmJbYdP348X3/9NT///DONGjUqdSxWq5XIyMhiiz/xNApX+SkRERER8XMKatR07kyNLO9BCjKTYMWr8N/z4a2LYM3bsP0b+Pb+k+7yknZ16dwoipw8B//9eXclDFpERERE5MwFBQXRtWtXlixZ4nnM6XSyZMkSzj///FJfGxwcTMOGDSkoKODTTz/lyiuv9DzncrkYP348n3/+OT/99BPNmjWrtM9QFVwuF7YClZ8SERERkepBR6w1nTuokZcF9kxjvcAOfy2ED0bBi+fAokfg6FYICIZzrgCTBbZ+Cdu/87pLk6koW+P93/dz8HhOFXwQEREREZHymzBhAm+99Rbz5s1j69at3H777WRnZzNu3DgAxowZw8SJEz3b//7773z22Wfs2bOHX3/9lSFDhuB0OnnwwQc929x55528//77fPjhh0RERJCYmEhiYiK51bQsRp7DictlrFtVfkpERERE/FyArwcglSwoDKxRYE+HHT/Agd9h0yeQe7xom0Y9oMt10H4EhETDokdhxSvwzf0Q3wes4SV226dVDL2a12bVnmM88MlGPvhXT8xmU9V9LhERERGRMrjmmms4evQojz76KImJiXTp0oXvv//e0zw8ISGhWL8Mm83G5MmT2bNnD+Hh4QwbNoz33nuP6OhozzazZs0CoH///sXea+7cuYwdO7ayP1KFc5eeAmVqiIiIiIj/M7lc7mtypDwyMjKIiooiPT3d7+rhlvBad0jZUfyxiAbQ+VojmBHTqvhzeTnw356QlgC97oQhz3jd7d6UbIa98iu5+Q4eHnYOt/QtWWdYRETOctnZEF4YHM/KgrAw345HRCpVtTpG9jF/+q6SM2z0eGYJJhPseWYYJpMuVhIRET+h+YTIWaWsx8i6DOdsEHeOcWuxQoeRcMOn8H+bYeBjJQMaAEGhcOlLxvrvs+DwBq+7bRYTxiOXtQPg+R+2s/VIRiUMXkREREREKtOJTcIV0BARERERf6fyU2eDYdOh82hocr5RXqosWg00AiCbP4Wv7oF/LQFLyV+X0T0a89O2JBZvTebe+Rv4YnxvglWHV0RE3AID4f77i9ZFRMTvqEm4iIj4Lc0nRMQLHbWeDcLjoM3Qsgc03AZPheAoOLIB1rzldROTycSzIzsREx7E9qRMpv+w/YyHKyIiNUhQEDz/vLEEBfl6NCIi4oUt3x3U0MVJIiLiZzSfEBEvFNSQk4uoCwMfN9Z/egrSD3rdLCbcynMjOwHw9vK9/LYrpapGKCIiIiIiZ8hTfkpBDRERERGpBhTUkNKddyM07gV5WfDtA3CSvvIXn1OX0T2aAHDfJ3+SnpNflaMUERF/5XTCvn3G4nT6ejQiIuKFvbD8lDVA00MREfEzmk+IiBc6apXSmc1w+ctgDoTt38K2r0+66SOXnUOzmDCOpNuY/MXmqhujiIj4r9xcaNbMWHJzfT0aERHxQpkaIiLitzSfEBEvFNSQU4s7B3rfY6x/+yDYMrxuFhoUwEvXdMFiNvHVn4f5YsOhKhykiIiIiIicjqKeGpoeioiIiIj/01GrlE3f+6F2c8g8bPTXOIkujaO566KWAExeuJlDaYqii4iIiIj4MzUKFxEREZHqREENKZvAELjsJWN99ZtwcO1JNx0/oCVdGkeTaSvgvo834HR678MhIiIiIiK+ZysoLD8VoKCGiIiIiPg/BTWk7Jr3h07XAi746h5wFHjdLMBi5qVruhAaZGHVnmO8vXxPlQ5TRERERETKzq7yUyIiIiJSjeioVcpn8NMQUguSNsGq/550s2YxYTxyWTsApv+wg61HvPfhEBERERER31L5KRERERGpThTUkPIJi4FLCntqLJ0Kx/efdNNruzdm4Dl1yXM4uXf+Bs9kSURERERE/Ictv7D8lIIaIiIiIlINKKgh5dflemh6IeTnwLf3g8t7zwyTycSzIzsSEx7E9qRMpv+wvYoHKiIiPhcQAHfcYSwBAb4ejYiIeOG++Miq8lMiIuJvNJ8QES901CrlZzLB5S+DJQh2/gi7lpx005hwK8+N7ATA28v3Mn91QhUNUkRE/ILVCjNnGovV6uvRiIiIF7aCwqCGGoWLiIi/0XxCRLxQUENOT0wr6P4vY33NW6VuevE5dbn5wmYAPPTZJmYs2YnrJNkdIiIiIiJStYrKT2l6KCIiIiL+T0etcvq63Wzc7vih1N4aAJMvPYfxA1oC8MKiHTz25V84nApsiIjUeC4XHD1qLApoi4j4JU+jcGVqiIiIv9F8QkS8UFBDTl9MS2jeH3DB2ndK3dRkMnH/4DZMubwdJhO8u3I/d320DnuBmoeLiNRoOTkQF2csOTm+Ho2IiHihRuEiIuK3NJ8QES8U1JAz4y5Bte5dKLCfcvOxvZsxY/S5BFpMfLspkbFz1pBhy6/kQYqIiIiIyMm4LzRS+SkRERERqQ501CpnpvVQiGgAOSmw9asyveSyTg14Z1wPwq0BrNyTyrVvrCI501bJAxUREREREW885aeUqSEiIiIi1YCCGnJmLAHQdayxvubtMr+sd8sY5t/ai5jwILYcyWDkrN/Ym5JdOWMUEREREZGTUqNwEREREalOdNQqZ+68MWAOgISVkPRXmV/WoWEUn95+AU3rhHLgWC5XzfqNjQfTKm+cIiIiIiJSghqFi4iIiEh1oqCGnLnI+tD2UmN9zexyvbRpnTD+d9sFtG8QSWp2Hte+uYpfdx6thEGKiIiIiIg3tsKeGlaVnxIRERGRakBBDakY7obhGxeAPbNcL42NsDL/1l70blmHnDwHN72zhi82HCrbi4/thW3fgNNZzgGLiIiIiAio/JSIiIiIVC86apWKEd8HYlpDXpYR2CiniOBA5oztzqWd6pPvcHHP/A18/MeB0l+Usgve7A/zr4MVL5/WsEVEpJIFBMCNNxpLQICvRyMiIl6oUbiIiPgtzSdExAsFNaRimEzQ7WZjfc1scLnKvQtrgIUZ157LP3s1BeChTzfy5Z+HvW+cexw+ugZsacb9n56C/b+dxsBFRKRSWa3wzjvGYrX6ejQiIuKF3ZOpoaCGiIj4Gc0nRMQLBTWk4nS+FgJDIXmL0TT8NJjNJp64sj2jezTG6YL/W7CBH/5KLL6RIx8+vhFSd0FkIzjncnA54H83QXZKBXwQEREREZGzg9PpIs9RGNQI0PRQRERERPyfjlql4oREQ8erjPVyNgw/kclk4unhHfnHuQ1xOF3c9eF6lm5PNp50ueC7B2HvLxAYBtctgOGvG6WvMo/AZ7eqv4aIiD9xuSA721hOI4tPREQql72g6NhZmRoiIuJ3NJ8QES8U1JCK5S5BteULyEo+7d2YzSamXdWJYR3rkedw8u/31rJydyqsfhP+mAOYYOTbUK8DWMPh6nkQEAK7l8CKlyrms4iIyJnLyYHwcGPJyfH1aERE5G/c/TRAQQ0REfFDmk+IiBcKakjFatAFGnYDZz6sf++MdhVgMfPyNedycds47AVO5s57C9f3DxlPDnoc2g4r2rhuOxj2vLGu/hoiIiIiImViKzCCGoEWExazycejERERERE5NQU1pOJ1/5dx+8dccDpK3/YUggLMzLz+PEY1zWa66WVMLifHWo+CC+4uufG5N0Cna8HlVH8NEREREZEysLmbhAcoS0NEREREqgcFNaTitR8BIbUg/QDsXHTGuwvOS+NZ+9NEmnL53dmWwTuHsy0ps+SGJhNc+oL6a4iIiIiIlJG7/JRVpadEREREpJpQUEMqXmCwkTUBsObtM9tXQR58/E/MaftwRjXltdjHOJoLN7z9O7uPZpXc3p/7azgK4Pc34aenjXURERERER9zBzWCAzU1FBEREZHqQUeuUjm6jjNudy2GY3tPbx8uF3zzf7B/BVgjMV//Ma/dPIh29SNJycrj+rd+JyHVS5Mof+yvcXgDvDUAvnsAlk2Dzf/z9YhERERERIrKTylTQ0RERESqCQU1pHLUaQEtLgZcsHbu6e1j5Wuw/n0wmeGqORDXlqjQQN67uQet4sJJzLBx3durOJyWW/K1/tJfIy8bfnjYCGgkbjQ+C8DKmUbQRkRERETEh9yNwpWpISIiIiLVhY5cpfJ0v9m4Xfce5NvK99rt38GPjxjrg5+BVoM8T9UJt/LBv3oSXyeUg8dzue6tVazdf6z46/2hv8auJfDf843gjMsJHa6CO1ZBQLAR4EhYWbXjERHxBYsFrrrKWCy6ClhExN/Y3T011ChcRET8keYTIuKFghpSeVoNhshGkHsMtnxR9tcdWA2f/gtwGWWset5WYpO4yGA+uKUXDaND2Jeaw8hZK7nzg3XFy1H5qr9Gdip89m94/x+Qtt/4Dq77BK6aDbFtoNM1xnarZlXNeEREfCk4GD75xFiCg309GhER+Zui8lOaGoqIiB/SfEJEvNCRq1QeSwB0G2usn6pheMpO+GWakdkwexDkZUGzvkZvDJPJ60saRoew8M7eXNu9MWYTfLPpCANf/IWp324lPTff2Kgq+2u4XLDxY5jZHTbOB0xGQObOVdD6kqLtet1u3G77Go7vr7zxiIiIiIicgqdRuDI1RERERKSaqBZBjZkzZxIfH09wcDA9e/Zk9erVpW7/ySef0LZtW4KDg+nYsSPffvttsefHjh2LyWQqtgwZMqQyP8LZ69wxYA6Ag6vhyMbiz6XuhmXTYVZveK0b/Pw0JG8BcyC0u9LIsrAElrr72Agrz47sxDd39+HCljHkOZy8sWwPA6Yv5d2V+8h3OEv218hMqvjPeXw/fHAVfHYL5KRCXDv412IY+hxYI4pvG3cONB9gjGf1mxU/lppm52LY8KF6kIiIiIhUAk9QQ43CRURERKSa8PugxoIFC5gwYQKPPfYY69ato3PnzgwePJjk5GSv2//222+MHj2am2++mfXr1zN8+HCGDx/O5s2bi203ZMgQjhw54lk++uijqvg4Z5+IunDOFcb6H7Ph2F749UV4vQ/MOA9+ehKSNhuBj1aXwPBZ8MAuGPUuhNYu89ucUz+S927uwdyx3WkRG8ax7Dwe/eIvhry8jJ+2J+O6dDrEtDH6a3w4ymjgXVHWvQv/7QW7FoPFChdNhlt/gUbdTv4ad7bGuvfAnlVxY6lpslNh/mhYeDssvAMc+b4ekYiUV3a2kXFnMhnrIiLiV2wFRvkpq8pPiYiIP9J8QkS8MLlc/n35c8+ePenevTuvvfYaAE6nk8aNG3PXXXfx0EMPldj+mmuuITs7m6+//trzWK9evejSpQuvv/46YGRqpKWlsXDhwjKPw263Y7fbPfczMjJo3Lgx6enpREZGnuanO0vsWw7vXAoms5Gd4GayQPN+0P4f0PbScgUxSpPvcDJ/dQIvLd7Jsew8AHq3rMOU3iG0+nK40eOj9VC49gMwn+EVaWvfga/uMdab9obLX4GYVqd+ndNpZKcc2w3DpkOPW85sHDXVypnww6Si+80HGAGv4DP8N5e8Fb64EzDBjV9CUNiZ7U9ETi47G8LDjfWsLAjTvzeRmiwjI4OoqCgdI5eBv3xXLy/ewcuLd3JdzyY8M6Kjz8YhIiLileYTImeVsh4j+/XlOHl5eaxdu5aBAwd6HjObzQwcOJCVK1d6fc3KlSuLbQ8wePDgEtsvXbqUuLg42rRpw+23305qamqpY5k6dSpRUVGepXHjxqf5qc5CTXtDXHsjoGEyQ/P+xsn/+3fCPz+H8/5ZYQENgECLmX+eH8/SB/rz737NCbKYWbErlUvePchr9Z7EabHCju/g+4ln9kYbP4Gv7jXWL7gLbvy6bAENALO5KFtj1SwjyCHFuVxGJgtAx1EQGAp7foZ3hkHGkTPY57vw5gA4tBYO/QGr/ltxYxYRERGpZjyNwtVTQ0RERESqCb8OaqSkpOBwOKhbt26xx+vWrUtiYqLX1yQmJp5y+yFDhvDuu++yZMkSnnvuOX755ReGDh2Kw+E46VgmTpxIenq6Zzlw4MAZfLKzjMkE182HkbPhvh0w5gvoOhbC6lTq20YGBzJx6Dksua8fl3aqj8sF07fWYnzuv40NVr9BwW8zT2/nW7+Gz/8NuKD7v2DQk0agojw6jwZrlJGtsWvx6Y2jJjv4BxzdCgEhcOl0GPsNhMVC4iajmfzR7eXbnz0TPrsVvrwLCnIhtq3x+PJXIDul4scvIiIiUg0U9dTw66mhiIiIiIjHWXnkeu2113LFFVfQsWNHhg8fztdff82aNWtYunTpSV9jtVqJjIwstkg5RDeBjldBeGyVv3Xj2qHMvO48Pr39AoZ2qMcPnM8z+aMBMP/4MP/74HUSUnPKvsNdi+F/48DlgM7XwdDnjcBNeVnDjSwVULaAN+vfNW7bD4fgKGh4Hty8CGq3gPQDRmBj/29l29eRjfBmf9j0sVH2bOAUuP03qN8Z8jJh2fOV9CFERERE/Ju9QI3CRURERKR68eugRkxMDBaLhaSkpGKPJyUlUa9ePa+vqVevXrm2B2jevDkxMTHs2rXrzActfqtr01rMuqErvz10EWH9J/CZeTBmXFy64xHufuEtbpyzmkVbknA4S2kzs28FzL8BHHnQbjhcMaP8GRon6nGrUZJrz89Gn4fT4SiA/90EM7rCilcgN+30x+Mv7Fmw+TNj/dx/Fj1eu5kR2GjUA2zp8O6V8NfnJ9+PywVr3oa3B0LqLohsCOO+hQv/z+inMvBxY7s1hU3sRURERM4ynvJTytQQERERkWrCr49cg4KC6Nq1K0uWLPE85nQ6WbJkCeeff77X15x//vnFtgdYtGjRSbcHOHjwIKmpqdSvX79iBi5+rW5kMPcMas0VE9/naL2+hJjyeCtwOrt3/sUt7/5Bn+d+YsaSnSRn2oq/8OBa+PAao3RRq8Hwj7fAEnBmg6nV1GiSDvD766e3j0WPwuZPjZP2ix6FF9vBd/+p3ifp//oc8rKMrIymFxR/LqyO0dy77WVGcOmTsUZD8b+zpRvPfXMfOOzQegjcthya9CrapsUAaHEROPPhpycr8xOJiIiI+KWi8lPK1BARERGR6sGvgxoAEyZM4K233mLevHls3bqV22+/nezsbMaNGwfAmDFjmDixqOHzPffcw/fff88LL7zAtm3bmDJlCn/88Qfjx48HICsriwceeIBVq1axb98+lixZwpVXXknLli0ZPHiwTz6j+EZAYBCx4z6Eeh2JNWWwMOolmoTYOZxu44VFO7jwuZ957aed5BU4IXEzvP8Po1RRs74wah4EBFXMQHrdYdz+OR9yjpXvtRs+hFWFJ/QvuBvi2kF+thEgmXEeLPgnJPxeMeOsSusLG4Sf90/vpb0CQ2DUu0amC8APk4zG7+6G64fWwRt9YctCMAfAJU/D6PneG9IPfBwwGYGhQ+sq49OInN0sFhg2zFgsOmEmIuJvPEENNQoXERF/pPmEiHhxhpeZV75rrrmGo0eP8uijj5KYmEiXLl34/vvvPc3AExISMJ9Q/ueCCy7gww8/ZPLkyUyaNIlWrVqxcOFCOnToAIDFYmHjxo3MmzePtLQ0GjRowCWXXMKTTz6J1Wr1yWcUH7JGwHUfw9sDicnYz89NZ/N1xxm8s/oI6xPSmP7jDjasW82sgkcJtKUZZY+u/cg4qV5RmpwP9TpB4kZY+w70mVC21x38A766x1jv9x8YMAkGPWGUsvrtNdi9BLZ+aSyNusP5d0Lby888u8TNngnpByH9kNHjIv0gRDWEruNOr8eI29HtcOB3o/dF5+tOvp3ZAkOnQVRjWPSI0Zck4xA07gmLHjOyL6KawNVzoVG3k++nfifoNAo2LoDFj8GYL89s/CJSXHAwfPONr0chIiInYS8wLgqxqvyUiIj4I80nRMQLk8vlKqWBgJxMRkYGUVFRpKenq2l4TZC4GeYMMTIxOl2Da/jrfPHnEd7+6mfecjxCfdMxDoe0JuLf3xERHVPx77/hI1h4G0Q0gHs3giWw9O0zjhiNr7MSjTJMo94r2dsjaYuRxbHxY6NMExgn+XvdBh1GAibjcWc+OPKNdUfhuvOE+7b0oqBF+qHC24NgT/c+tms/LCqpdTp+eBhWvgZthsHoj8r2mk3/g4W3F31OML6XK1+DkFqnfv3x/fBaN+P1138KrQae3thFRETOcjpGLjt/+a7+8d8VrEtI441/dmVw+5P3IRQRERERqWxlPUb2+0wNkSpRr4NRUuqDq2HjAky14hnedSyXR0zDkn6MHc6GXHN8Atb//skTV7bnkoqe8HX4h9EPI/MwbPkCOl518m3zbbDgeiOgEXsOjHjde7Pyuu3gyplw8WNGs+w1b0N6glGq6YdJFTPu4GiIamQsedmw71f4cTK0HHR65bkK8owyXADnjSn76zpeBeF1Yf71Rs+TS56GHreUPeOiVlOjlNXK14xsjRYDjEwQERERkRquqFG4jn1ERESkJKfTSV5e3qk3FCmDwMBALBVQSk5BDRG3lhfDZS/BV3fDL8/B2nlYshKhVjPSBnxI5A9J7E/N4db31jK0Qz2mXNGeupHBFfPeAVbofjMsnWr0wzhZUMPlMkpOHVprZCCM/sgooVWa8DijNNWF/2cEDFbNgpTtgAksQYVLwAnrgWAOLFoPCjNKPEU1MspLRTWCyML1E9/bngkzusKxPbD6TbhgfPm/hx3fQU4KhNczAiPl0awP3LPByLaIOI2gU5/7YN17kLTZyG7pMrr8+xCRkrKzIS7OWE9OhrAw345HRESKsRW4e2qo/JSIiPghzSd8Ki8vj7179+J09zAVqQDR0dHUq1cP0xmUf1dQQ+REXW+EtP3w6wtGJkRkI7jxS3pEN+GHc9rwypKdvLlsD99tTmT5rhQeGtqW0d2bYDZXQA+GbjcZ73twDRxYA427l9xm5UzYON/oN3H1O1C7Wdn3HxgC3cYZi6PAyESoyN4R1gi46BH4cjz8Mg06Xwth5SzVta6wQXiX606v94e3RuDleW2f/4PFU+Dnp6H9CAisoKCVyNkuJ8fXIxARkZOwK1NDRET8neYTPuFyuThy5AgWi4XGjRsX62kscjpcLhc5OTkkJycDUL9+/dPel4IaIn83YLJR4ungahjxBkQ3AYyJ3n+GtOXyTg2Y+NlG/jyYzsOfb2bh+kNM/UdHWsadImPiVMLjoOPVsOED+H1WyaDGrsVGQ2yAwc9A8/6n/14V1Sz877pcZ2RpJG40sk4ufaHsr00/aHxGgHNvqJzxnUrP22D1W0YPkdVvQu+7fTMOERERkSpiyy/M1FBQQ0RERE5QUFBATk4ODRo0IDQ01NfDkRoiJCQEgOTkZOLi4k67FJVCbCJ/ZzbDkGfgX4uhTosST7drEMlnd/Tm0cvaERpkYc2+4wx++VcmLNjAjqTMM3vvnrcZt1u+MJpyu6Xuhv/dBC6nccK/57/P7H0qi9kCQ6Ya63/MgeStZX/thg8BFzS90Ov3XiUCQ4xSXWBkzeQe9804RERERKpIUVBDU0MREREp4nAYxwhBQafRM1WkFO4gWX5+/mnvQ0euIqfBYjZx04XNWDShHwPPicPhdPHZ+kNc8tIy/jXvD9buP82T4fU7GSf1nQVGY28AWzp8dK1x26gHXPpixZaNqmjxF8I5lxsBmB8mGX1ATsXphPWFpafK0yC8MnQebTRgt6XBry/6diwiIiIilcxWoPJTIiIicnJn0vdAxJuK+J1SUEPkDDSMDuHtG7vzxZ29GdqhHiYTLN6axMhZv3HNGytZuj0ZV1lO6p+o1+3G7dq5YM+CT2+BlB0Q0QCued9oKu7vBj1hNBrf/RPsXHTq7ff+AmkJYI2CdldU/vhKY7bAwCnG+u9vQNqBsr/26A747iFjSd1dKcMTERERqSj5DicOp3GsalWjcBERERGpJnTkKlIBOjeOZtYNXVk8oR+jujUi0GLi973HGDt3DZe+upyv/jzsmTCeUpuhEN3UKH30zjDY+QMEBMO1H0BE3cr9IBWldvOiUlo/PgyOU6STubM0Ol5llIDytdaDoWlvcNiN3iClcblg76/wwSiY2d3oh/L7LHitG3wyDhI3Vc2YRURERMrJXXoKlKkhIiIiItWHghoiFahFbDjTrurMsgcHcPOFzQgNsrDlSAZ3fbSei15Yyoe/JxSbPHplthT1zDjyp3F7xWvQ8LzKHXxF63s/hMYYWSZ/zDn5djnHYOtXxrqvS0+5mUxGtgkYvT6S/iq5jSMfNv0P3uwP8y4zgk+YoM2l0HqIUX7rr8/g9QuNgMeB1VX5CUT8h9kM/foZi1mHHSIi/sSW7/SsK1NDRET8kuYT4gfi4+N5+eWXfT0MOYH+GohUgvpRITxyWTtW/Oci7h3YiujQQPan5jDp802cP3UJ985fz8L1hziWned9B+feAEHhxnrve6DT1VU3+IoSHAUXPWysL51qBC+82fgxOPKgXkdo0KXKhndKjbpBuysBFyyeUvS4LQN+ew1ePRc+vRmObDAyabrdDOP/gNEfwnUL4Lbl0GEkmMxGwGP2IHjnMqMkV3lLkknNl5kIa2bDzsU17/cjJASWLjWWED/IxBIREQ/3xTbWALPqZYuIiH/SfELKwWQylbpMmTLltPa7Zs0abr311goZ40cffYTFYuHOO++skP2drUyuchf8F4CMjAyioqJIT08nMjLS18MRP5eTV8BHqw/w9q97OJJu8zxuMkGnRtH0ax1L/zaxdG4UjcVcOKHc/TMkbzWyNszVtByAowDe6APJW6Dn7TD02eLPu1wwqzck/wVDn4eeFfM/iAqTuhtm9jAat//jLUjcCGvngT3DeD40xvj5dLsZwuqcfB/LX4I/54OzsAxXg3Ohz31GVoeuNDl7OR2wawmsfQd2fA+uwiyuht3g4keheT+fDk9E5HToGLns/OG72pWcycAXlxEVEsifj13ikzGIiIiIf7LZbOzdu5dmzZoRHBzs6+GUSWJiomd9wYIFPProo2zfvt3zWHh4OOHhxkXELpcLh8NBQEBAlY5x4MCBdO/enTfeeIPDhw/79LvNy8sjKCioyt+3tN+tsh4j62yaSBUIDQrg5gubsezBAcy/tRe392/BOfUjcbngzwNpvLpkJ//47290fWoRd320nk/XHuRo3AVw/h3VN6ABYAmAwU8b62vegpSdxZ8/vM4IaFis/pmNUqcFdB1rrH92C/w2wwhoxLSGy1+F//sL+j148oCGex9Xvgb3bDACOwEhcHg9LLgB/tsLVr9lNBhXfPnskXYAfp4KL3eCD6+G7d8YAY36XSAwFA79Ae9eAfMuhwNrfD1aERGpwdzlp4IDNS0UERGR0rlcLnLyCnyylPWa/Hr16nmWqKgoTCaT5/62bduIiIjgu+++o2vXrlitVpYvX87u3bu58sorqVu3LuHh4XTv3p3FixcX2+/fy0+ZTCbefvttRowYQWhoKK1ateLLL7885fj27t3Lb7/9xkMPPUTr1q357LPPSmwzZ84c2rdvj9VqpX79+owfP97zXFpaGv/+97+pW7cuwcHBdOjQga+//hqAKVOm0KVLl2L7evnll4mPj/fcHzt2LMOHD+fpp5+mQYMGtGnTBoD33nuPbt26ERERQb169bjuuutITk4utq+//vqLyy67jMjISCIiIujTpw+7d+9m2bJlBAYGFgsoAdx777306dPnlN/J6araUJTIWS7QYqZX8zr0al6H/wxpS1KGjV92HOWX7Uf5dedR0nLy+erPw3z152EAOjaMYuA5dRnYLo529SOrZ1mAFhcZPSZ2fA8/PgLXzS96bl1hg/B2V0BILd+M71T6/Qc2fQK2dIjvAxfcBS0HlT/DIqqRkanS5z6jkfjqtyBlO3x7v/F8WBw0vQDiLzRuY89RFkdN4siHHT8YWRm7FgOFB2QhtaDzaKOfTNw5kJkEv74Aa+fC3mUweyC0HgoXTYZ6HXz5CUpyFBhB11P9XcrOBvdB1L59EBZW2SOT0hTYwRJ06p+biJwV3OWn1CRcRET8luYTfiM330G7R3/wyXtveWIwoUEVcxr7oYceYvr06TRv3pxatWpx4MABhg0bxtNPP43VauXdd9/l8ssvZ/v27TRp0uSk+3n88ceZNm0azz//PDNmzOD6669n//791K5d+6SvmTt3LpdeeilRUVHccMMNzJ49m+uuu87z/KxZs5gwYQLPPvssQ4cOJT09nRUrVgDgdDoZOnQomZmZvP/++7Ro0YItW7ZgsZTvOG7JkiVERkayaNEiz2P5+fk8+eSTtGnThuTkZCZMmMDYsWP59ttvATh06BB9+/alf//+/PTTT0RGRrJixQoKCgro27cvzZs357333uOBBx7w7O+DDz5g2rRp5RpbeSioIeJDdSODGdWtMaO6NabA4WTDgTSWbj/KLzuOsulQumd5afEOGkQFM7BdXQaeU5eezWtjDahGk89LnjJO5O74ziir1WIA5GUbjbYBzv2nb8dXmvA4uG0F5OdAbJsK2F+sUVqo9z2FZYd+hINrIDsZtiw0FoCQ2kZwo+kF0LS30XOkOmftnI0cBZC6CzYugA0fQFZS0XPxfYwsoLaXQeAJqZYRdWHYNLhgPPzynNGofsd3RlCwwz+g/ySIaVnlH8XD5YKEVfD767D1K6jdHAY+ZnyO0k6Sp6RU3RiluKxk2Lcc9q+AfSvg6FYIrweNe0DjntCkF9TrBAFVmHLscp19QZXsFDi6rXDZbpSXTEuA0DoQ2eCEpaFxG1HfuA1U3WipXJ5Mjep0XCkiImcfzSekAj3xxBMMGjTIc7927dp07tzZc//JJ5/k888/58svvyyWJfF3Y8eOZfTo0QA888wzvPrqq6xevZohQ4Z43d7pdPLOO+8wY8YMAK699lruu+8+TxkmgKeeeor77ruPe+65x/O67t27A7B48WJWr17N1q1bad26NQDNmzcv9+cPCwvj7bffLlZ26qabbvKsN2/enFdffZXu3buTlZVFeHg4M2fOJCoqivnz5xMYGAjgGQPAzTffzNy5cz1Bja+++gqbzcaoUaPKPb6yUlBDxE8EWMx0i69Nt/ja3D+4DUcz7SzdnszirUks25HC4XQb767cz7sr9xNuDaBf61gGtotjQJs4okOrvv5ducS0gu63GBkKP0yCf/8KW76AvEyoFW+c4PVn0Y0rfp/BUUZgo/c9kG8zSnHtW2GceDzwO+Qeg21fGwuANdIoZWUOBEvh4l43B5xwP8C4CjukFkQ3Nb7fWvHGiTJLOf/k5+caJ92O74Nje41bk+lvJ98aQkQ94/1PxeWC3OOQfgDSDxpLWgJkHDIaqofFGUGk8DgIrwthsYW3MWXbv6/kZRvBi6M7IGWHkYGTstN4zJFXtF1YLHS5Ds670fhZlia6CVw5E3rfCz8/A399Bps/hb8WwrnXGxlEUY0q81MVl28zxrBqltFbxi11p1FKrXFPGPQkNOlZdWOqCZxOKLAVX/ILbx15EBRunPQOrVP2oEPG4cK/JcuN29SdJbfJSoStXxoLGCUAG55XFOho1MMIwP5dgd3Yf8YhSD8EGQcLbw8Zze4L7EbvIGeBEdTzup5v/B1pcTH0uBVaDvTvrDSXC47tMcZuKsxMMplPvjjzC/8eFAYujm43Ahk5J5mIp+03/v6fTEjtor+3dVoawfXYNkYZxNCTXwEmUlZFmRp+/O9QRERE/EJIoIUtTwz22XtXlG7duhW7n5WVxZQpU/jmm284cuQIBQUF5ObmkpCQUOp+OnXq5FkPCwsjMjKyRMmmEy1atIjs7GyGDRsGQExMDIMGDWLOnDk8+eSTJCcnc/jwYS6++GKvr9+wYQONGjUqFkw4HR07dizRR2Pt2rVMmTKFP//8k+PHj+N0Ghe+JCQk0K5dOzZs2ECfPn08AY2/Gzt2LJMnT2bVqlX06tWLd955h1GjRhFWiZlVCmqI+KnYCCtXd2vM1d0aY8t3sHJ3Kj9uSWLJ1iSSM+18s+kI32w6gsVsolvTWvRtHUvLuHBaxIbRpHYYQQF+Njnt9yBsnG80DV//Lmz8xHj83Bv8+4RWVQgMLsrK4AHjpN/hDUaAY/8K48p4e4bRi+N0mQOMk+DuIEet+KKgh9NhBCyO7y0ewMg8XMadm4zgw9+vNHbmFwYuTghi5Gef3vhD6xQFPQJDAVdhHxLXCf1IvDxWu7lR/qxZ3+IZEacr/SDsWQpJfxknK1N2QnopBzoBwUamTdcbjTJS5b0aPqYVXD0XLvw/+PlpI2Nj3btG4/km5xvfR1iccQLa/f2ExRbdnmkwKOMI/DHHWNwnZQOCodMoIziz4wdY+ZoRiJtziZGxMXCKMe6a7Ph+I/th33I4uNoIABZzQhbC3zMSCuyFS27xoNepWCOLAhyhdYxgX2htCI2BoDA4ssEIYhzfW3IsdTtAfG/jd7FhV+NE+oHf4cBq4zYnFRJWGotb7RZGoCM/1/i9zzgE2UfLPt7SuFywa5Gx1GoGPW4xAn7+VIYwaYtRenDzp8b3VRGim0JsW4hra9zWijcCvRmHT1gOQeYRI1hUkGsEuHOPQdJm2Pm3VP+wuKIAhyfY0cYINJ9tmTBy2mwFRlDDqvJTIiIicgomk6nCSkD50t9PtN9///0sWrSI6dOn07JlS0JCQrjqqqvIyyt9vvb3E/wmk8kTDPBm9uzZHDt2jJCQomxsp9PJxo0befzxx4s97s2pnjebzSV6j+Tn55fY7u+fPzs7m8GDBzN48GA++OADYmNjSUhIYPDgwZ7v4FTvHRcXx+WXX87cuXNp1qwZ3333HUuXLi31NWeq+v8mipwFggMtDGgbx4C2cTidHdh0KJ3FW5NYtCWJbYmZ/L73GL/vPebZ3mI20aR2KM1jwmgeG0aL2HCax4bTPDaMOmFBvunNEVob+k+E7x6ERVPAnm5c1drl+qofi7+zBELj7sZy4b1G0CFxk1G+yJFvBAscBcYJUWd+4WOFV0A78oz17KOFgYp9RjaEI6/ofnkERUDt+KJACKYTTr4dNE56O/ONK7+zEku/4tgtLM4IsEQ1gqjGRRkHWUnGuLOSjJI5WcnGfZfDOOmak2qUzimPPT/DH7ONQEjzAdBmKLQebJz0L4u8bNj/G+xaArt/MrIwvAmtY5xMjGlVdJIxprXx+SoiaFe/E1y3wDgJveQJ2Pcr7P3l1K8LqW181siGUKtpYSCraVFAK6SW95OfB/8wsjK2LDR+n8DYR/d/GWWz3FeIN+oG3W6CpVNh/XtGZtH274xt+j9U9u+5wG4E7fb/BofWGr/z1nAjU8EabpzQd68HFd63hhsn8x35Rnm4vGzIyyq8zSlazy9cz881AgC1m0PtZsZtdBMIsJ56fCcGMfYtLz2QdbrMAUbAKCDYKDlkCQRbhnFC2+U0Apv2DC9Bi78xmY1yUvEXGkGMJr1KXtEf1bAwiIoRYEjdXRjkKAx0HN0Kx3Yby98FBBcFL6MaFd42hIgGReM2B5yQQRZQlEXmXrelGcG59e8Zn+eHSfDTU0awrPstvusfc3yfEcTY9D8jAO9msRq/ay6H8X25nMbidBStu5wYvXJMxr+tE4MX7r8JQeW4SsnlMr6njMPG39m0/UYQNWW7kRWWcdAoW5idbPw9OJE1yuj/1O+BM/5KpOYrahSuoIaIiIicnVasWMHYsWMZMWIEYGRu7Nu3r0LfIzU1lS+++IL58+fTvn17z+MOh4MLL7yQH3/8kSFDhhAfH8+SJUsYMGBAiX106tSJgwcPsmPHDq/ZGrGxsSQmJuJyuTzn/TZs2HDKsW3bto3U1FSeffZZGjc2KpX88ccfJd573rx55OfnnzRb41//+hejR4+mUaNGtGjRgt69e5/yvc+Eghoi1YzZbKJz42g6N47mvkvacPB4Dou3JLHhQBq7j2az52gW2XkO9qZkszclmyXbir8+MjiAzo2j+Vef5vRtFVO1AY5uN8Gat40SPWA03I5sUHXvX12ZLdCgy+m/3uk0rvx1BzWO7zNOkLnXTRbjJG+teOOq6VrxRfdD65R+xa/TaVzBn3GoKNiRftC4tQQaJ/WjGxcFMMpbI97pNE7qnhjoKLCdMCZT4bqXW5fT6Fey/Tsj62T7N8aCybhavc0QI3uibvui/blcxhXRu38yAhkJK4tfTW8yQ8NuRpked+AipjWE1Sn7ZzoTjXvAjV8ZwaOUXcYJTXfwJ6vwBGfW0aJgkPsq76PbvO8vKKJ4kCM81uiVcWht0TZNzoee/4a2l3svYRZZH654FXrdAYunGD1A/phtZJP0vhs6jSv5GluGcfI84TfYv9J4P4e9Ir6hcjIZv5e1440gR63CYEdUQ0jedvIghjkAGpxXFDg48ef/tytjPE3h3asBQRAQYgRTAkOKAhknKw/ndBont92BveyUonX3kpsGsa2h6YVGCbDgqHJ8BSajT0tMS6O0GRjZAwfXQuKfRgDJHbiIbGQESM70/xsRdWHw0zBgEmz8GFa/Bcl/GX2G1r5jfKc9boW2l1Z+6bmsZKOs26ZPjKwbN0sQtLoEOow0sr2CQk+9L1dhllhFBDJNJiPoGFLL+Bv1d/ZM4/+lR3cUBTpSthulsuzpVdsjRao1T/kpf8vwFREREakirVq14rPPPuPyyy/HZDLxyCOPlJpxcTree+896tSpw6hRo0qchxs2bBizZ89myJAhTJkyhdtuu424uDhPU/AVK1Zw11130a9fP/r27cvIkSN58cUXadmyJdu2bcNkMjFkyBD69+/P0aNHmTZtGldddRXff/893333HZGRkaWOrUmTJgQFBTFjxgxuu+02Nm/ezJNPPllsm/HjxzNjxgyuvfZaJk6cSFRUFKtWraJHjx60aWP0nx08eDCRkZE89dRTPPHEExX6/XmjoIZINdeoVihjezfz3He5XCRn2tmdnMXuFCPI4Q52HErLJcNWwK87U/h1ZwodG0Zx54AWXNKuHmZzFQQ3LIFwydPw4dXG/fP8uEF4TWI2GyckoxoaJWgqet/uPhgNzq3Yfbv3HxZjLN5O7J1Kl9Fw6QtGH4jt3xsn3A+vh0N/GMtPT0FUEyN7w55pZHac2NAbjJPeLS6ClhcbZax8XSLHVBiUadj15Nt4gkHJxudJP1gYyNpfdJuVaPS1SdpsLCeyBEGHq4xgRlkDanFt4br5RhDgx0eMwMvSqbDiraJtfpwMSX8Y7+f620FiaAw0PR8a9zKyMOxZRoaFPbPotsRjWcZYg0KNq+CDwo2snKCwkktAsNH34fheo8Tasb1GObT0BGPZu+zkn+3EIEb8hUbfCWt42b6XM2U2F5aZqg1UUVmvkFrQaqCxVKagMOg2zsjs2f8brH7TCKq5S+9FNDBKt0U1LsySODFDwp0x8bdsCZPZ+HmZLEZA2Gw5Yd39uNkIrG390ign5/ldNBn/xjteDedcDiHR5fs8JtOZB3zKyhrh/e9Agd3IvPH13ympNuwFytQQERGRs9uLL77ITTfdxAUXXEBMTAz/+c9/yMjIqND3mDNnDiNGjPB6YfHIkSP55z//SUpKCjfeeCM2m42XXnqJ+++/n5iYGK666irPtp9++in3338/o0ePJjs7m5YtW/Lss88CcM455/Df//6XZ555hieffJKRI0dy//338+abb5Y6ttjYWN555x0mTZrEq6++ynnnncf06dO54oorPNvUqVOHn376iQceeIB+/fphsVjo0qVLsWwMs9nM2LFjeeaZZxgzZsyZfmWnZHL9vdiWlElGRgZRUVGkp6efMuIl4i9s+Q52H83is3WH+PD3BHILr85rGRfOHf1bcEXnBgRYKvlKPZcLFj1qnGy98jX/bgAtNVPGEaM3xY7vjROaBbbizweGGieuW1xsBDLqtKyZ9ek9jeD3F2XuZByCuPbGSWZvjaLLyuWCvz6HJY9D8l54p7CXytgwCCz8LqObGiWQmpxv3Fb19+xyGX+Hju81rm4/Vnh7fK/RB6Z2s+JBjPKUDpLTl34I1s41MjYqqofHqTTsagQy2o8w+lHIGdExctn5w3c18+ddPP/DdkZ1a8S0qzr7ZAwiIiKlys2Fvn2N9WXL4BS1/aXi2Gw29u7dS7NmzQgOroAelVLj3XzzzRw9epQvv/yy1O1K+90q6zGyghqnyR8mISJnIjXLztwV+5i3ch+ZNqNmfuPaIfy7bwuu6tpIV+zJ2SEvxwhs7P7JOGnd4iKjB0FZ+izIqRXkGSeoV80yvt8m5xvZGE3OV+k5KV2BHbZ8YSwF9sKMC3PxpdhjFiMo5s7kcBYYWRzOwsVV+Ji7DwZAs37Q4R9Qp4VvP2sNo2PksvOH7+rFH7fz6k+7GHN+U5640kf9bERERMQvKaghZZWens6mTZsYNGgQX375JYMGDSp1+4oIaqj8lMhZqk64lfsHt+HWfs15b+V+5izfy4FjuUxeuJlXl+zklj7Nua5nE8Kspf+ZsBc4yLIVkGUvwGwyERdpxRqggIhUE0Gh0HaYsUjFCwgySlj1/LevRyLVTYDVaBzeaZSvRyJSo9lUfkpEREREztCVV17J6tWrue22204Z0KgoCmqInOUigwO5c0BLburdjPlrEnhz2R6OpNt4+tutzFy6i0va1SWvwEmWvYDMwuCF+zbLVkCeo2TzpJjwIOpFBVMvMoT6UcHUiwqmQXTx+5o8i4iIiPiWGoWLiIiIyJlaunRplb+nghoiAkBIkIVxvZtxfc+mfL7+ILOW7mZfag4f/3GwTK8PC7KQ73SRV+AkJSuPlKw8Nh86eWOlFrFh3HVRKy7v3ABLVTQpFxHfyMmBdu2M9S1bIDTUt+MREREPd1DDqotNRETEX2k+ISJeKKghIsUEBZi5pnsTRp7XiB+3JLE9MZOI4ADCrQGEF94a9wM998OtAVjMJlwuF8dz8jmSnktiuo0j6TbP7YmP5eY72H00m3sXbOC/S3cxYVAbBrevi6kmNmMWOdu5XLB/f9G6iIj4DVu+yk+JiIif03xCRLxQUENEvAqwmBnWsT7DOtYv82tMJhO1w4KoHRZE+wZRXrdxBz4+Wp3AG7/sZkdSFre9v5ZOjaK475I29G0Vo+CGiIiISBXwlJ8KVPkpEREREak+dPQqIlXKHfi4c0BLfn3wIu4c0ILQIAsbD6Zz45zVXPPmKtbsO+brYYqIiIjUeJ5G4QHK1BARERGR6kNBDRHxmajQQB4Y3JZlDw7gpt7NCAows3rvMa5+fSVj565m86F0Xw9RREREpMYq6qmhaaGIiIiIVB86ehURn4sJt/Lo5e1Yen9/RvdojMVsYun2o1w2Yzm3v7+W7YmZvh6iiIiISI1jd5efUqaGiIiIiFQjCmqIiN9oEB3C1H90YsmEfgzv0gCTCb7bnMjgl5dx+YzlzF6+l+RMm6+HKSIiIlIjqFG4iIiISEn9+/fn3nvv9fUwpBQKaoiI34mPCePla8/l+3v6MrRDPQLMJjYdSufJr7fQ65kl/HP273y69iBZ9gJfD1VETsVkgnbtjMVk8vVoRETkBLYCNQoXERE/p/mElMPll1/OkCFDvD7366+/YjKZ2LhxY4W9X25uLrVr1yYmJga73V5h+5VTC/D1AERETqZNvQhm3dCV1Cw732w6wufrD7E+IY1fd6bw684UHl64iUHt6jG8SwP6to4l0FJyQu50ukjKtLE3JZt9KTnsT81mb0o2+1NzyMkvICoksNgS+bf77qVpnTCiQgJ98C2IVHOhofDXX74ehYiIeOHuqaFMDRER8VuaT0g53HzzzYwcOZKDBw/SqFGjYs/NnTuXbt260alTpwp7v08//ZT27dvjcrlYuHAh11xzTYXtu7xcLhcOh4OAgLPjdP/Z8SlFpFqrE25lzPnxjDk/nv2p2Xyx4TAL1x9iT0o2X/15mK/+PEztsCAu7ViftvUjSEjN8QQu9h/L9pRW8OYAuWUaQ3Cgmet7NuXf/ZoTFxFcUR9NRERExGeKyk8pU0NEREROweWC/BzfvHdgaJkydS677DJiY2N55513mDx5sufxrKwsPvnkE55//nlSU1MZP348y5Yt4/jx47Ro0YJJkyYxevTocg9r9uzZ3HDDDbhcLmbPnl0iqPHXX3/xn//8h2XLluFyuejSpQvvvPMOLVq0AGDOnDm88MIL7Nq1i9q1azNy5Ehee+019u3bR7NmzVi/fj1dunQBIC0tjVq1avHzzz/Tv39/li5dyoABA/j222+ZPHkymzZt4scff6Rx48ZMmDCBVatWkZ2dzTnnnMPUqVMZOHCgZ1x2u51HH32UDz/8kOTkZBo3bszEiRO56aabaNWqFbfddhv333+/Z/sNGzZw7rnnsnPnTlq2bFnu76kyKKghItVK0zph3H1xK+66qCWbDqXz+fpDfPXnEVKy7Ly3ar/X1wSYTTSuHUp8nVCa1gmjWUwY8TFhhFsDyMjNJ72UJSM3n9TsPI5m2pm9fC/vr9rP9T2bclu/5sRFKrghIiIi1Zc7U8OqRuEiIiJyKvk58EwD37z3pMMQFHbKzQICAhgzZgzvvPMODz/8MKbCQMgnn3yCw+Fg9OjRZGVl0bVrV/7zn/8QGRnJN998wz//+U9atGhBjx49yjyk3bt3s3LlSj777DNcLhf/93//x/79+2natCkAhw4dom/fvvTv35+ffvqJyMhIVqxYQUGBUUp91qxZTJgwgWeffZahQ4eSnp7OihUryv3VPPTQQ0yfPp3mzZtTq1YtDhw4wLBhw3j66aexWq28++67XH755Wzfvp0mTZoAMGbMGFauXMmrr75K586d2bt3LykpKZhMJm666Sbmzp1bLKgxd+5c+vbt6zcBDVBQQ0SqKZPJRKdG0XRqFM3Dw85hxe5UvtxwmNRsO/F1woivE0p8TBjxdcJoWCvEa2mqsnK5XCzbmcLLi3ewPiGNOSv28sHv+7muZxNu79dCwQ2R0uTkQPfuxvqaNUb6uIiI+JzL5cJeoEbhIiLi5zSfkHK66aabeP755/nll1/o378/YJyUHzlyJFFRUURFRRU7YX/XXXfxww8/8PHHH5crqDFnzhyGDh1KrVq1ABg8eDBz585lypQpAMycOZOoqCjmz59PYKBRzrx169ae1z/11FPcd9993HPPPZ7Hurt/18vhiSeeYNCgQZ77tWvXpnPnzp77Tz75JJ9//jlffvkl48ePZ8eOHXz88ccsWrTIk73RvHlzz/Zjx47l0UcfZfXq1fTo0YP8/Hw+/PBDpk+fXu6xVSYFNUSk2guwmOnXOpZ+rWMrZf8mk4l+rWPp2yqGXwuDG+sS0pi7Yh8f/p7A6B5NuL1/C+qWI7jhcrlIzc4jMjiQoACVfJAazOWCLVuK1kVExC+4Axqg8lMiIuLHNJ/wH4GhRsaEr967jNq2bcsFF1zAnDlz6N+/P7t27eLXX3/liSeeAMDhcPDMM8/w8ccfc+jQIfLy8rDb7YSWI2DmcDiYN28er7zyiuexG264gfvvv59HH30Us9nMhg0b6NOnjyegcaLk5GQOHz7MxRdfXOb3PJlu3boVu5+VlcWUKVP45ptvOHLkCAUFBeTm5pKQkAAYpaQsFgv9+vXzur8GDRpw6aWXMmfOHHr06MFXX32F3W7n6quvPuOxViQFNUREyshkMtG3dSx9WsWwfFcKLy/eydr9x3nnt318uDqB63o04bZ+LagXZQQ3cvMcHDiew4FjOSQULgc8t7nk5juoHRbE9Ks7cVHbuj7+dCIiInI2cZeeAmVqiIiISBmYTGUqAeUPbr75Zu666y5mzpzJ3LlzadGiheck/vPPP88rr7zCyy+/TMeOHQkLC+Pee+8lLy+vzPv/4YcfOHToUIkeGg6HgyVLljBo0CBCQkJO+vrSngMwm40LTlwnBPLy8/O9bhsWVvxncv/997No0SKmT59Oy5YtCQkJ4aqrrvJ8vlO9N8C//vUv/vnPf/LSSy8xd+5crrnmmnIFfaqCghoiIuVkMpno0yqWC1vGsGJXKi8v3sEfJwQ32tWP5FBaLkcz7afc17HsPG565w/+dWEzHhzSVlkbIiIiUiXcTcItZtMZlekUERER8TejRo3innvu4cMPP+Tdd9/l9ttv9/TXWLFiBVdeeSU33HADAE6nkx07dtCuXbsy73/27Nlce+21PPzww8Uef/rpp5k9ezaDBg2iU6dOzJs3j/z8/BLZGhEREcTHx7NkyRIGDBhQYv+xsUYlkiNHjnDuuecCRoZFWaxYsYKxY8cyYsQIwMjc2Ldvn+f5jh074nQ6+eWXX4o1Dz/RsGHDCAsLY9asWXz//fcsW7asTO9dlRTUEBE5TSaTiQtbxdC7ZR1+220EN9bsO86GA2mebSKsATSpE0qT2sbSuHBpUjuU2Agr03/Yzju/7ePt5XtZs+8YM0afR5M6/hX9FhERkZrHnakRrAsqREREpIYJDw/nmmuuYeLEiWRkZDB27FjPc61ateJ///sfv/32G7Vq1eLFF18kKSmpzEGNo0eP8tVXX/Hll1/SoUOHYs+NGTOGESNGcOzYMcaPH8+MGTO49tprmThxIlFRUaxatYoePXrQpk0bpkyZwm233UZcXBxDhw4lMzOTFStWcNdddxESEkKvXr149tlnadasGcnJyUyePLlM42vVqhWfffYZl19+OSaTiUceeQSns6jsaHx8PDfeeCM33XSTp1H4/v37SU5OZtSoUQBYLBbGjh3LxIkTadWqFeeff36Z3rsqKaghInKGTCYTvVvGcEGLOqxLOM6RdJsniBEVEui5GsCbKVe054IWdXjgfxv582A6l776K1NHduSyTg2q8BOIiIjI2UZNwkVERKQmu/nmm5k9ezbDhg2jQYOicyyTJ09mz549DB48mNDQUG699VaGDx9Oenp6mfb77rvvEhYW5rUfxsUXX0xISAjvv/8+d999Nz/99BMPPPAA/fr1w2Kx0KVLF3r37g3AjTfeiM1m46WXXuL+++8nJiaGq666yrOvOXPmcPPNN9O1a1fatGnDtGnTuOSSS045vhdffJGbbrqJCy64gJiYGP7zn/+QkZFRbJtZs2YxadIk7rjjDlJTU2nSpAmTJk0q8f0988wzjBs3rkzfS1UzuVzqsnM6MjIyiIqKIj09ncjISF8PR0SquUNpudz90XrW7j8OwHU9m/DoZe10okGqv+xsCA831rOyIKx61GAVkdPjr8fIM2fO5PnnnycxMZHOnTszY8YMevTo4XXb/Px8pk6dyrx58zh06BBt2rThueeeY8iQIae9T298/V39eSCNK2euoGF0CCseuqjK319ERKRMNJ/wGZvNxt69e2nWrBnBwcG+Ho5UsV9//ZWLL76YAwcOULduxfaBLe13q6zHyMo1FhHxAw2jQ5h/ay/uHNACkwk+/D2B4TNXsCs509dDEzkzJhM0bWospWQtiYhUlgULFjBhwgQee+wx1q1bR+fOnRk8eDDJyclet588eTJvvPEGM2bMYMuWLdx2222MGDGC9evXn/Y+/ZG7/JQ1UFNCERHxY5pPiFQpu93OwYMHmTJlCldffXWFBzQqio5gRUT8RKDFzAOD2/LuTT2ICQ9iW2Iml89Ywcd/HEBJdVJthYbCvn3GEqp+MSJS9V588UVuueUWxo0bR7t27Xj99dcJDQ1lzpw5Xrd/7733mDRpEsOGDaN58+bcfvvtDBs2jBdeeOG09+mPbO7yUwHKChURET+m+YRIlfroo49o2rQpaWlpTJs2zdfDOSkFNURE/EyfVrF8e08fLmwZQ26+gwf/t5H/W7CBLHuBr4cmIiJSreTl5bF27VoGDhzoecxsNjNw4EBWrlzp9TV2u71EGnxISAjLly8/7X2695uRkVFs8SVPo3BlaoiIiIhIobFjx+JwOFi7di0NGzb09XBOSo3CRUT8UFxEMO/e1INZv+zmxUU7WLjhMN9uTqRRrRCa1A6lcS2jEXnj2iE0qhVKkzqhRAYH+nrYIiIifiUlJQWHw1Eibb5u3bps27bN62sGDx7Miy++SN++fWnRogVLlizhs88+w+FwnPY+AaZOncrjjz9+hp+o4hQFNZSpISIiIiLVi4IaIiJ+ymw2ceeAlvRoVpv/W7CBg8dz2XM0mz1Hs71uHxUSSOPaRtAjNtxKqDWAcGsAoUEWwoICCLMGEGp1rxc9Fh0aSKBFV2lKJcnNxdW3LwCmZcsgJMTHA6oZDhzLYfmuFJbvTOGvw+n0bFaHewa2okG0vl+RM/XKK69wyy230LZtW0wmEy1atGDcuHFnXFpq4sSJTJgwwXM/IyODxo0bn+lwT5s9v7D8lIIaIiLiz3JzoXA+geYTIlJIQQ0RET/XPb42vzwwgEPHczlwPIcDx3JIOJbDgeO5JBzL4eCxHFKz80jPzSf9UD6bD5WvnIXZBA2iQ2haJ5QmtcNoUju0cL3yM0DyCpwcSsslIjiAmHBrpb1PTZGTV8CKXaks33mUPIeLqJBAokMDiQoxluiQQCLd66GBhFsDMFVxMz2Xy8XhdBtr9x9n3f7j/LXzMJ/88QcA17/xG02axNG6bjit60bQqm44seHWShujLd/B5kPprEs4zpbDGTSuHUr/NnF0aRyNxVy9mgym5+azcncKv+5MYfmuFPan5hR7fl9qDp9vOMSYXk25c0BLaoUF+WikIv4lJiYGi8VCUlJSsceTkpKoV6+e19fExsaycOFCbDYbqampNGjQgIceeojmzZuf9j4BrFYrVqv//L/OVqDyUyIiUg04nVA4n8Dp9O1YRMRvKKghIlINWMwmmtQxggzeZNsLCgMeuRw4lsPxnDyy7AXk2B1k5xWQk+cw7ucZjxnrxnNOFxw8nsvB47msILXEvqNDA2laO5TGtUNpEB1CTHgQdcKsxERYqRMWRGyEldphQSfN9sh3ODlwLIf9qTnsTclmX2q25/bQ8VychT3Qm8WE0a1pLbo3q033+NrE1wmtkhPyuXkODqfnkpvnwOF0UeB04XS5cDhdOAvvO1xF606nizyHk9w8B7Z8B7aCwvUCB/b8ovXcPAf2Aid1I610bhxN50bRtKkXUe6smP2p2fy0LZmftx9l1Z5U8grKfiBvMZuIDA7AGmDBYjZhNoPFZMJiNhbz39YDzCaiQ4OoHxVMvahg6kUW3hauh1lLHjbYCxz8dTiDdfuPsy7hOGv3Hycpw+55PiTP5llfl5DGikRbsddHhwbSKi6cVnUjaB1nBDsaRIdQJzyoXEEZl8vFobRc1iWksW7/cdYnHGfLkQzyHa5i2834aRe1QgPp2zqWAW3i6Ns6ltp+GADIK3CyLuE4ywuDGBsPpnn+rQAEmE2c2ySaC1vG0rpuOO/8to/f9x7j7eV7WbDmALf2bc5NFzbz+jMT/+B0ujBXs+BadRQUFETXrl1ZsmQJw4cPB8DpdLJkyRLGjx9f6muDg4Np2LAh+fn5fPrpp4waNeqM9+lPPOWn1ChcRERERKoZzXRFRGqAMGsAbetF0rZeZLle53S6SMmys/9YDgmpOew/llMYgMgm4VguKVl20nLySctJ58+D6aXuKzo0kDphQcSEW4kJt5JlL2BfajYHj+ficLpO+rqQQAu2Agd7U4xgxydrDwIQE26le3wtusXXpnt8LdrVjySgnAGBAoeTpEw7R9JyOZSWy5F0G4fTcjmcZtweSc/leE5+ufZ5Oj7+w/hM1gAz7RpE0rlRNJ0bR9GpUTTN6oQVO7GZV+Bkzb5jhYGM5BLlxhpGh3BR2zjqhAcZ2Tm5+aTn5Bet5+aTlptPXoETh9NV+Pkq5jNGBAd4Ah2xEVb2p+aw6WA6eY7igRaL2UT7BpGc16QW3eOs8JLx+PNXd2JbhpMdSZnsTM5if2o2aTn5rNl3nDX7jpd4v6AAMzFhQdQJt1LHHUwLD/KsR4UEsvtoFusSjrM+IY3kTHuJfcSEWzmvSTQdGkaxIymTZTuOcjwnny82HOaLDYcxmaBL42gGtIljQJs42jeIrLATzcez89hwII31CcdZfyCNzYfSseU7cWH8e3AV/rNwef6D5zmH08Xf/9m0iA2jT6tYLmwZQ68WdQg/IWAxpEM9lu1M4bnvtrHlSAYvLNrBvJX7uOuiVozu0YSggMq7Ejvf4eRwWi5g/MyCLGaCAsxYAywEWkxnHJy05Ts4lp3Hsew8jufkFa1n53HshPsZuQVEhgRQJ9xKbLjxuxITbqXOCeuxEdZKLbWTV+AkNdvO0Uw7KVl2UjLzOJpl3D+aZSel8PGjmXYybAVYA8xEBBulAMMLl4jgwvXgAMKtgZ777vG7l3AFrMpswoQJ3HjjjXTr1o0ePXrw8ssvk52dzbhx4wAYM2YMDRs2ZOrUqQD8/vvvHDp0iC5dunDo0CGmTJmC0+nkwQcfLPM+qwNbYfkpqzI1RERERKSa0WxIROQsZjabiIsMJi4ymO7xtUs8n20vIKGw3FVCag5JGTZSsuykZudxNNO4PZadh8PpKgx+5LPbS8+PkEALTeuE0iwmjPiYMOLrhBJfJ4xmMWHERljJsBWwbv9x1uw7xpp9x/jzQDopWXa+25zId5sTAQgNsnBek1rUjQzGXuAgr8BJnsOJPd+4zStwFj1e4MRe4OR4Tl6JE8PehAVZiAgO9GQtGJkLFK6bsfwtwyEowExwgIXgIAvBARZCggrvB1oICbJgDTATHGghKMBMQmoOfx5M488DaWTYClifkMb6hDTPe0cEB9CpURQdGkSxLzWb5TtTyM5zeJ4PMJvoFl+Li9oaJ91bxoWX6SSxLd/hCXK4AxyOwgwUdxaK+76RmQIOp5PU7DwS023GkmHjSLqNpHQbmfYCMm0FZNqy2JmcVey9aocFcV6TWpzXNJquTWrRqVE0IUGFJ46zi34fLuvUgMvCwoqNcffRLHYmZbEjKZMdSVnsSs4kOdNOTp7xszycbuNwevHsjpMJKAymnNukFuc2iea8JrVoVCuk2PdV4HCyLiGNn7cn8/O2ZLYlZnp+Ji8u2kFMuJV+rY3sh5jCYIo7UFcnvPSMpO2JmUYAIyGN9QfS2Jvivf9NWcWEB9G7ZQwXtozhwlYx1I86ef1gk8lEv9ax9GkZw9ebjvDCj9vZn5rDY1/+xdvL9zBhUGuu7NzwjAI2+Q4n+1Oz2VH489qZnMXOpEz2pmSXyIg5kRHgMBZ3wMMFOF0unE6KMqNchY8V3ne5jPe0lyM7qSzCgizERFgLf65FP9+YCCuxJwQ/YsKtnkwXl8v4G5eYYfy7SCr895GU4f63Yicpw8ax7LxyjcVe4MSelUdKVvleB8bfxNgII4DjCXYUrndsFEX7BlHl3mdNdc0113D06FEeffRREhMT6dKlC99//72n0XdCQgJmc9G/bZvNxuTJk9mzZw/h4eEMGzaM9957j+jo6DLvszpwZ2pYlakhIiIiItWMyeVyleF0j/xdRkYGUVFRpKenExlZviujRURqEqfTRVpuvnFVcpadlKw8UrPshARaCgMYYdSNLF/fBHcvhNX7jvHHvuP8se8YGbaC0xpfoMVEvahgGkSF0CA6hPpRwTSIDqFBdHDh/RAigyu/94TL5WJfag4bD6bx54F0/jxoXLnv7YRtTHgQ/dvEcVHbOC5sFVOpfU3KKtOWX3gC186R9FySM+3Uiwyma9NaNC2tVFh2NoSHG+tZWXBCUKM0OXkFpGblkZpt/D6lZuWRkm3cpmYVBdQa1QopDKjUomPDqHJfhX8kPZel24/y87ZkVuwqHlDyJioksNiJ8MiQQHYnZ7HxUJrnqucTNY8N49zGRpClS+NookKMn6X763J/b+5vz2QCE0ZQLSbcetpBiHyHkwVrDvDKkp0cLcxgaVsvgvsvaUP7hpHkF7jIdzrJdziL1guc5DuK1nPzjQyqnUlZ7EwuPXgRHGjGYjKR53CWGuA4XYEWE7VCg6gdZiy1woKoHWrc1im8HxEcQEZuvvG78re/RylZRsZEecq3gRGQjQoJ5FhOXplfG2A2USc8yBMYOTFIYtwGERtuJTo0CHuBUQ4wy1ZAZuFtlr2A7MIgovu5DFu+J8PjaKb9lL+nt/dvwX+GtC3XZ60oOkYuO19/V098tYU5K/ZyW78WPDTUN78vIiIip3Sa8wk5czabjb1799KsWTOCg4N9PRw5A/Hx8dx7773ce++9vh4KUPrvVlmPkZWpISIiZ8RsNnlONLauG1Eh+wwOtNAtvjbdCrNHnE4XO5Iz+WPfcbLsRskWd5kba6DFuHVfCX7CUjs06IxODFckk8lEsxgjO+XKLg0B48TzjqRMNh5MZ/OhdGIjrFzUNo4ODaL8YswniggOJCI4kJZxFfMzPpXQoABCawfQuLb3PjIVpX5UCKN7NGF0jybYCxz8se84y3elcCQt12tGkjv7xVtGUmRwgCdLpEtjY4kO9U2/jkCLmRt6NeUf5zVk7op9vP7LbrYlZvKvd/84o/2GBVloWTeCVnHhtK5r9EJpFRdOg6gQz++su++MvTBrysiocngyqvIKnJhMRuDG3dfFVJgZZTa5l6L7UaGBRFRA03uXy0WmvaAo6HFCKaijxQIhNyYcIQABAABJREFURtmo3HyHZ3GrHRZE3chg6kVaqRcVTN3I4ML7hbdRwUSHBFb6v99se0GxIMfRLDvJGUXr59RXMEFOTY3CRUREpCYaO3Ys8+bN89yvXbs23bt3Z9q0aXTq1KlC3mPKlCksXLiQDRs2nHK7xx9/vMTjbdq0Ydu2bRUylrOVghoiIuL3zGbTafUM8XeBFjPtG5wFZWJiYnw9gjKxBljo3TKG3i1LjvdkGUnHs/NoUieMc5uU7I/iD0KDArhzQEuu79mEWb/s5oNVCdgLHARazAQUllILtJgJsJgItBiBwhPXG9cONYIXcRG0qls8eHEyZrOJYLOlUntXnA6TyURkcCCRwYE0izn1FX7uwEFaTj61w4KIi7T6TZmeMKvRh6NpHV2pKKfPUZhV5W//VkVEREqoJvMJ8R9Dhgxh7ty5ACQmJjJ58mQuu+wyEhISqnws7du3Z/HixcUeCwjQKfkzpW9QREREKk9YGBw96utRnLHKyEiqStGhQUwceg4Th57j66FUG0WBA1+PRKRyPHdVJ54d2bFMvadERER8pobMJ2qU7FJ6B1oscGI5odK2NZshJOTU255GyTGr1Uq9evUAqFevHg899BB9+vTh6NGjxMbGAnDgwAHuu+8+fvzxR8xmM3369OGVV14hPj4egKVLl/Lggw/y119/ERgYSPv27fnwww/5+eefPdkX7mzyuXPnMnbsWK9jCQgI8IzFm/j4eG6++Wa2bNnCl19+SXR0NJMmTeLOO+/0bJOQkMBdd93FkiVLMJvNDBkyhBkzZhTr5/bVV1/xxBNPsGnTJsLDw+nTpw+ff/655/mcnBxuuukmPvnkE2rVqsXkyZO59dZby/3d+gvlGouIiIiIiJyFTIUl4ERERETKLDz85MvIkcW3jYs7+bZDhxbfNj7e+3ZnKCsri/fff5+WLVtSp45xxVJ+fj6DBw8mIiKCX3/9lRUrVhAeHs6QIUPIy8ujoKCA4cOH069fPzZu3MjKlSu59dZbMZlMXHPNNdx33320b9+eI0eOcOTIEa655pozGuPzzz9P586dWb9+PQ899BD33HMPixYtAsDpdHLllVdy7NgxfvnlFxYtWsSePXuKvec333zDiBEjGDZsGOvXr2fJkiX06NGj2Hu88MILdOvWjfXr13PHHXdw++23s3379jMaty8pU0NEREREREREREREaoSvv/6a8MKASHZ2NvXr1+frr7/GbDau71+wYAFOp5O33367WLZFdHQ0S5cupVu3bqSnp3PZZZfRokULAM45pyjrPTw8/JQZGG7uzIkT3XDDDbz++uue+7179+ahhx4CoHXr1qxYsYKXXnqJQYMGsWTJEjZt2sTevXtp3LgxAO+++y7t27dnzZo1dO/enaeffpprr722WP+Ozp07F3vPYcOGcccddwDwn//8h5deeomff/6ZNm3alOEb9T8KaoiIiEjlyc0tugLnu++KpxeLiIiIiIiURvMJ/5OVdfLnLH/r1ZWcfPJtzX8rILRv32kP6e8GDBjArFmzADh+/Dj//e9/GTp0KKtXr6Zp06b8+eef7Nq1i4iI4qWFbTYbu3fv5pJLLmHs2LEMHjyYQYMGMXDgQEaNGkX9+vXLPZY2bdrw5ZdfFnssMrJ4v9Dzzz+/xP2XX34ZgK1bt9K4cWNPQAOgXbt2REdHs3XrVrp3786GDRu45ZZbSh3HiU3STSYT9erVI7m0n4+fU1BDREREKo/TCb/8UrQuIiIiIiJSVppP+J/y9LiorG1PuaswWrZs6bn/9ttvExUVxVtvvcVTTz1FVlYWXbt25YMPPijxWnfPjblz53L33Xfz/fffs2DBAiZPnsyiRYvo1atXucYSFBRUbCyVIaQMwb7AwMBi900mE85q/G9KPTVEREREREREREREpEYymUyYzWZyc3MBOO+889i5cydxcXG0bNmy2BIVFeV53bnnnsvEiRP57bff6NChAx9++CFgBCocDkeFjW/VqlUl7rvLXZ1zzjkcOHCAAwcOeJ7fsmULaWlptGvXDjCyMJYsWVJh46kOFNQQERERERERERERkRrBbreTmJhIYmIiW7du5a677iIrK4vLL78cgOuvv56YmBiuvPJKfv31V/bu3cvSpUu5++67OXjwIHv37mXixImsXLmS/fv38+OPP7Jz505PoCE+Pp69e/eyYcMGUlJSsNvtJx1LQUGBZyzuJSkpqdg2K1asYNq0aezYsYOZM2fyySefcM899wAwcOBAOnbsyPXXX8+6detYvXo1Y8aMoV+/fnTr1g2Axx57jI8++ojHHnuMrVu3smnTJp577rnK+Gr9hoIaIiIiIiIiIiIiIlIjfP/999SvX5/69evTs2dP1qxZwyeffEL//v0BCP1/9u47vql6/+P4K0nTdO/SUkbLFNlLEBcqKOAWcF/FPS7u6/Xqve5x1Tu84r7qz3HdE7egoqIoyhKVKXuVFlroHmmS8/vjm6QttNBCSxp4Px+P88jJycnJNzlper7nc76fT0wM3377LZ07d2b8+PEcfPDBXHLJJVRVVZGQkEBMTAzLli1jwoQJ9OzZk8svv5zJkydzxRVXADBhwgTGjh3LMcccQ3p6Oq+//nqjbVm8eHGwLYEpOzu73jp/+tOfmDdvHoMGDeK+++7j4YcfZsyYMYAZZfLBBx+QnJzMUUcdxejRo+natStvvvlm8PlHH300b7/9Nh9++CEDBw7k2GOPZc6cOS38qbYtNsuyrFA3IhyVlJSQmJhIcXHxTsVdRERExK+8HOLizHxZWYvmSRWRtkfHyE2nz0pERKQJ1J8ImaqqKtasWUOXLl2IiooKdXP2Wzk5OVx//fVcf/31oW7KPrOr71ZTj5E1UkNERERERERERERERMJCRKgbICIiIvu5mJhQt0BERERERMKV+hMisgMFNURERKT1xMaaIeMiIiIiIiLNpf6E7OfWrl0b6iaEJaWfEhERERERERERERGRsKCghoiIiIiIiIiIiIjsxLKsUDdB9jM+n2+vt6H0UyIiItJ6qqpgwgQz/+67EBUV2vaIiIiIiEj4UH8iZJxOJzabja1bt5Keno7NZgt1kyTMWZaF2+1m69at2O12IiMj93hbCmqIiIhI6/F64dNPa+dFRERERESaSv2JkHE4HHTs2JGNGzeq7oO0qJiYGDp37ozdvudJpBTUEBEREREREREREZF64uLi6NGjBzU1NaFuiuwnHA4HERERez3yR0ENEREREREREREREdmJw+HA4XCEuhki9ahQuIiIiIiIiIiIiIiIhAUFNUREREREREREREREJCwoqCEiIiIiIiIiIiIiImFBNTX2kGVZAJSUlIS4JSIiIm1YeXntfEkJeL2ha4uItLrAsXHgWFkap/6EiIhIE6g/IXJAaWp/QkGNPVRaWgpAp06dQtwSERGRMJGVFeoWiMg+UlpaSmJiYqib0aapPyEiItJM6k+IHDB215+wWbqMao/4fD5yc3OJj4/HZrO1yDZLSkro1KkTGzZsICEhoUW2Ka1P+y08ab+FJ+238KT9Fp6038JPW9hnlmVRWlpKVlYWdrsy3e6K+hMSoP0WnrTfwpP2W3jSfgtP2m/hKdT7ran9CY3U2EN2u52OHTu2yrYTEhL0xx6GtN/Ck/ZbeNJ+C0/ab+FJ+y38hHqfaYRG06g/ITvSfgtP2m/hSfstPGm/hSftt/AUyv3WlP6ELp8SEREREREREREREZGwoKCGiIiIiIiIiIiIiIiEBQU12hCXy8Wdd96Jy+UKdVOkGbTfwpP2W3jSfgtP2m/hSfst/Gifib4D4Un7LTxpv4Un7bfwpP0WnrTfwlO47DcVChcRERERERERERERkbCgkRoiIiIiIiIiIiIiIhIWFNQQEREREREREREREZGwoKCGiIiIiIiIiIiIiIiEBQU1REREREREREREREQkLCioISIiIiIiIiIiIiIiYUFBjTbkiSeeICcnh6ioKIYPH86cOXNC3SSp49tvv+Xkk08mKysLm83G+++/X+9xy7K44447aN++PdHR0YwePZoVK1aEprECwAMPPMAhhxxCfHw87dq147TTTmP58uX11qmqqmLy5MmkpqYSFxfHhAkTyM/PD1GLBeCpp56if//+JCQkkJCQwIgRI/jss8+Cj2ufhYcHH3wQm83G9ddfH1ymfdf23HXXXdhstnpTr169go9rn7VdmzZt4g9/+AOpqalER0fTr18/5s2bF3xcxyUHJvUn2jb1J8KP+hPhSf2J/YP6E+FB/YnwFe79CQU12og333yTG2+8kTvvvJMFCxYwYMAAxowZw5YtW0LdNPErLy9nwIABPPHEEw0+/o9//INHH32Up59+mp9++onY2FjGjBlDVVXVPm6pBMycOZPJkyfz448/8sUXX1BTU8Pxxx9PeXl5cJ0bbriBjz76iLfffpuZM2eSm5vL+PHjQ9hq6dixIw8++CDz589n3rx5HHvssZx66qksXrwY0D4LB3PnzuW///0v/fv3r7dc+65t6tOnD5s3bw5Os2bNCj6mfdY2bd++ncMPPxyn08lnn33GkiVL+Pe//01ycnJwHR2XHHjUn2j71J8IP+pPhCf1J8Kf+hPhRf2J8LNf9CcsaROGDRtmTZ48OXjf6/VaWVlZ1gMPPBDCVkljAGvq1KnB+z6fz8rMzLT++c9/BpcVFRVZLpfLev3110PQQmnIli1bLMCaOXOmZVlmHzmdTuvtt98OrrN06VILsGbPnh2qZkoDkpOTreeee077LAyUlpZaPXr0sL744gtr5MiR1nXXXWdZlv7e2qo777zTGjBgQIOPaZ+1XX/5y1+sI444otHHdVxyYFJ/IryoPxGe1J8IX+pPhA/1J8KL+hPhaX/oT2ikRhvgdruZP38+o0ePDi6z2+2MHj2a2bNnh7Bl0lRr1qwhLy+v3j5MTExk+PDh2odtSHFxMQApKSkAzJ8/n5qamnr7rVevXnTu3Fn7rY3wer288cYblJeXM2LECO2zMDB58mROPPHEevsI9PfWlq1YsYKsrCy6du3Keeedx/r16wHts7bsww8/ZOjQoZxxxhm0a9eOQYMG8eyzzwYf13HJgUf9ifCnv9vwoP5E+FF/IvyoPxF+1J8IP/tDf0JBjTagoKAAr9dLRkZGveUZGRnk5eWFqFXSHIH9pH3Ydvl8Pq6//noOP/xw+vbtC5j9FhkZSVJSUr11td9C77fffiMuLg6Xy8WVV17J1KlT6d27t/ZZG/fGG2+wYMECHnjggZ0e075rm4YPH86LL77ItGnTeOqpp1izZg1HHnkkpaWl2mdt2OrVq3nqqafo0aMH06dP56qrruLaa6/lpZdeAnRcciBSfyL86e+27VN/IryoPxGe1J8IP+pPhKf9oT8REeoGiIjsC5MnT2bRokX1cjtK23XQQQexcOFCiouLeeedd5g0aRIzZ84MdbNkFzZs2MB1113HF198QVRUVKibI000bty44Hz//v0ZPnw42dnZvPXWW0RHR4ewZbIrPp+PoUOH8ve//x2AQYMGsWjRIp5++mkmTZoU4taJiOyf1J8IL+pPhB/1J8KT+hPhaX/oT2ikRhuQlpaGw+EgPz+/3vL8/HwyMzND1CppjsB+0j5sm66++mo+/vhjvv76azp27BhcnpmZidvtpqioqN762m+hFxkZSffu3RkyZAgPPPAAAwYMYMqUKdpnbdj8+fPZsmULgwcPJiIigoiICGbOnMmjjz5KREQEGRkZ2ndhICkpiZ49e7Jy5Ur9vbVh7du3p3fv3vWWHXzwwcGh/jouOfCoPxH+9Hfbtqk/EX7Unwg/6k/sH9SfCA/7Q39CQY02IDIykiFDhjBjxozgMp/Px4wZMxgxYkQIWyZN1aVLFzIzM+vtw5KSEn766SftwxCyLIurr76aqVOn8tVXX9GlS5d6jw8ZMgSn01lvvy1fvpz169drv7UxPp+P6upq7bM2bNSoUfz2228sXLgwOA0dOpTzzjsvOK991/aVlZWxatUq2rdvr7+3Nuzwww9n+fLl9Zb9/vvvZGdnAzouORCpPxH+9HfbNqk/sf9Qf6LtU39i/6D+RHjYL/oToa5ULsYbb7xhuVwu68UXX7SWLFliXX755VZSUpKVl5cX6qaJX2lpqfXzzz9bP//8swVYDz/8sPXzzz9b69atsyzLsh588EErKSnJ+uCDD6xff/3VOvXUU60uXbpYlZWVIW75geuqq66yEhMTrW+++cbavHlzcKqoqAiuc+WVV1qdO3e2vvrqK2vevHnWiBEjrBEjRoSw1XLLLbdYM2fOtNasWWP9+uuv1i233GLZbDbr888/tyxL+yycjBw50rruuuuC97Xv2p4//elP1jfffGOtWbPG+v77763Ro0dbaWlp1pYtWyzL0j5rq+bMmWNFRERY999/v7VixQrr1VdftWJiYqxXXnkluI6OSw486k+0fepPhB/1J8KT+hP7D/Un2j71J8LT/tCfUFCjDXnssceszp07W5GRkdawYcOsH3/8MdRNkjq+/vprC9hpmjRpkmVZluXz+azbb7/dysjIsFwulzVq1Chr+fLloW30Aa6h/QVYL7zwQnCdyspK649//KOVnJxsxcTEWKeffrq1efPm0DVarIsvvtjKzs62IiMjrfT0dGvUqFHBDohlaZ+Fkx07Idp3bc9ZZ51ltW/f3oqMjLQ6dOhgnXXWWdbKlSuDj2uftV0fffSR1bdvX8vlclm9evWynnnmmXqP67jkwKT+RNum/kT4UX8iPKk/sf9Qf6LtU38ifIV7f8JmWZa178aFiIiIiIiIiIiIiIiI7BnV1BARERERERERERERkbCgoIaIiIiIiIiIiIiIiIQFBTVERERERERERERERCQsKKghIiIiIiIiIiIiIiJhQUENEREREREREREREREJCwpqiIiIiIiIiIiIiIhIWFBQQ0REREREREREREREwoKCGiIiIiIiIiIiIiIiEhYU1BARkQOWzWbj/fffD3UzREREREQkDKk/ISISGgpqiIhISFx44YXYbLadprFjx4a6aSIiIiIi0sapPyEicuCKCHUDRETkwDV27FheeOGFestcLleIWiMiIiIiIuFE/QkRkQOTRmqIiEjIuFwuMjMz603JycmAGcr91FNPMW7cOKKjo+natSvvvPNOvef/9ttvHHvssURHR5Oamsrll19OWVlZvXWef/55+vTpg8vlon379lx99dX1Hi8oKOD0008nJiaGHj168OGHH7bumxYRERERkRah/oSIyIFJQQ0REWmzbr/9diZMmMAvv/zCeeedx9lnn83SpUsBKC8vZ8yYMSQnJzN37lzefvttvvzyy3qdjKeeeorJkydz+eWX89tvv/Hhhx/SvXv3eq9x9913c+aZZ/Lrr79ywgkncN5557Ft27Z9+j5FRERERKTlqT8hIrJ/slmWZYW6ESIicuC58MILeeWVV4iKiqq3/K9//St//etfsdlsXHnllTz11FPBxw499FAGDx7Mk08+ybPPPstf/vIXNmzYQGxsLACffvopJ598Mrm5uWRkZNChQwcuuugi7rvvvgbbYLPZuO2227j33nsB07GJi4vjs88+Uy5eEREREZE2TP0JEZEDl2pqiIhIyBxzzDH1OhkAKSkpwfkRI0bUe2zEiBEsXLgQgKVLlzJgwIBgBwTg8MMPx+fzsXz5cmw2G7m5uYwaNWqXbejfv39wPjY2loSEBLZs2bKnb0lERERERPYR9SdERA5MCmqIiEjIxMbG7jR8u6VER0c3aT2n01nvvs1mw+fztUaTRERERESkBak/ISJyYFJNDRERabN+/PHHne4ffPDBABx88MH88ssvlJeXBx///vvvsdvtHHTQQcTHx5OTk8OMGTP2aZtFRERERKRtUH9CRGT/pJEaIiISMtXV1eTl5dVbFhERQVpaGgBvv/02Q4cO5YgjjuDVV19lzpw5/N///R8A5513HnfeeSeTJk3irrvuYuvWrVxzzTWcf/75ZGRkAHDXXXdx5ZVX0q5dO8aNG0dpaSnff/8911xzzb59oyIiIiIi0uLUnxAROTApqCEiIiEzbdo02rdvX2/ZQQcdxLJlywC4++67eeONN/jjH/9I+/btef311+nduzcAMTExTJ8+neuuu45DDjmEmJgYJkyYwMMPPxzc1qRJk6iqquI///kPN910E2lpaUycOHHfvUEREREREWk16k+IiByYbJZlWaFuhIiIyI5sNhtTp07ltNNOC3VTREREREQkzKg/ISKy/1JNDRERERERERERERERCQsKaoiIiIiIiIiIiIiISFhQ+ikREREREREREREREQkLGqkhIiIiIiIiIiIiIiJhQUENEREREREREREREREJCwpqiIiIiIiIiIiIiIhIWFBQQ0REREREREREREREwoKCGiIiIiIiIiIiIiIiEhYU1BARERERERERERERkbCgoIaIiIiIiIiIiIiIiIQFBTVERERERERERERERCQsKKghIiIiIiIiIiIiIiJhQUENEREREREREREREREJCwpqiIiIiIiIiIiIiIhIWFBQQ0REREREREREREREwoKCGiIiIiIiIiIiIiIiEhYU1BARERERERERERERkbCgoIaIyD724osvYrPZglNERAQdOnTgwgsvZNOmTa32unfddRc2m42MjAwqKip2ejwnJ4eTTjppj7b95JNP8uKLLzZ5/bKyMu68807Gjh1LSkoKNpttl89/6623OPTQQ0lKSiI1NZWRI0fyySef7FFbAb755pt6+8DhcNCuXTsmTpzI0qVLG33exx9/zNixY0lNTSUqKoqePXty0003UVhYuMvXGj9+PJmZmURGRtKuXTtOPvlk3nvvvSa31+v1kpWVhc1m47PPPmtwnQsvvJC4uLhGtxEXF8eFF1640/L8/HxuuukmevXqRUxMDLGxsQwZMoT77ruPoqKiJrdRRERERPYt9SvaXr+i7nT22WcH15szZw5//OMfGTJkCE6nE5vN1qzXcbvdTJkyhUGDBpGQkEBSUhJ9+vTh8ssvZ9myZXvcfhGRcBUR6gaIiByo7rnnHrp06UJVVRU//vgjL774IrNmzWLRokVERUW12utu2bKFp556ij/96U8tts0nn3yStLS0Bk+aN6SgoIB77rmHzp07M2DAAL755ptG133ssce49tprOfHEE3nwwQepqqrixRdf5KSTTuLdd99l/Pjxe9zua6+9lkMOOYSamhp+/fVXnn76ab755hsWLVpEZmZmvXVvuukm/v3vfzNgwAD+8pe/kJKSwoIFC3j88cd54403mDFjBgcddFC959x5553cc8899OjRgyuuuILs7GwKCwv59NNPmTBhAq+++irnnnvubtv51VdfsXnzZnJycnj11VcZN27cHr/nuubOncsJJ5xAWVkZf/jDHxgyZAgA8+bN48EHH+Tbb7/l888/b5HXEhEREZHWoX5F2+lX1JWTkxOc//TTT3nuuefo378/Xbt25ffff2/W9idMmMBnn33GOeecw2WXXUZNTQ3Lli3j448/5rDDDqNXr1573HYRkbBkiYjIPvXCCy9YgDV37tx6y//yl79YgPXmm2+2yuveeeedFmANHDjQysjIsCoqKuo9np2dbZ144ol7tO0+ffpYI0eObPL6VVVV1ubNmy3Lsqy5c+dagPXCCy80uG6PHj2sQw45xPL5fMFlxcXFVlxcnHXKKafsUXu//vprC7DefvvtesufeuopC7Aeeuihestfe+01C7DOOussy+Px1Hvsp59+smJiYqx+/fpZNTU1weVvv/22BVgTJ0603G73Tm2YNm2a9dFHHzWpvRdccIE1ePBga8qUKVZsbKxVVla20zqTJk2yYmNjG91GbGysNWnSpOD97du3Wx06dLAyMjKspUuX7rR+Xl6ede+99zapfSIiIiKy76lf0Xb7FTvKy8sLfk6TJ0+2mnM6bs6cORZg3X///Ts95vF4rIKCguY1ei9UVlZaXq93n72eiEhjlH5KRKSNOPLIIwFYtWpVveXLli1j4sSJpKSkEBUVxdChQ/nwww/rrVNTU8Pdd99Njx49iIqKIjU1lSOOOIIvvvhip9e54447yM/P56mnntptm3w+H4888gh9+vQhKiqKjIwMrrjiCrZv3x5cJycnh8WLFzNz5szgUOujjz56l9t1uVw7jYRoTElJCe3atas3RDshIYG4uDiio6Prrbtq1aqdPr/maGwf3H333SQnJ/PMM8/gcDjqPTZs2DD+8pe/8Ntvv/HOO+8El99+++2kpKTw/PPP43Q6d3qtMWPGNGlYfmVlJVOnTuXss8/mzDPPpLKykg8++GBP3l49//3vf9m0aRMPP/xwg1d2ZWRkcNttt+3164iIiIjIvqV+RcP2Zb9iRxkZGTu9RlMF2nH44Yfv9JjD4SA1NbXesk2bNnHJJZeQlZWFy+WiS5cuXHXVVbjd7uA6q1ev5owzziAlJYWYmBgOPfTQndJwBVJrvfHGG9x222106NCBmJgYSkpKAPjpp58YO3YsiYmJxMTEMHLkSL7//vs9eo8iIs2loIaISBuxdu1aAJKTk4PLFi9ezKGHHsrSpUu55ZZb+Pe//01sbCynnXYaU6dODa531113cffdd3PMMcfw+OOP87e//Y3OnTuzYMGCnV7nyCOP5Nhjj+Uf//gHlZWVu2zTFVdcwZ///GcOP/xwpkyZwkUXXcSrr77KmDFjqKmpAeCRRx6hY8eO9OrVi5dffpmXX36Zv/3tby3wiRhHH30006ZN47HHHmPt2rUsW7aMyZMnU1xczHXXXVdv3VGjRjFq1Kg9fq2G9sGKFStYvnw5p556KgkJCQ0+74ILLgBMzY3Ac5YtW8Zpp51GfHz8HrcH4MMPP6SsrIyzzz6bzMxMjj76aF599dW92mZgu9HR0UycOHGvtyUiIiIibYf6FQ1rzX5FaWkpBQUF9Safz9ci7c7Ozgbg1VdfxePx7HLd3Nxchg0bxhtvvMFZZ53Fo48+yvnnn8/MmTOD9U/y8/M57LDDmD59On/84x+5//77qaqq4pRTTqn3XQi49957+eSTT7jpppv4+9//TmRkJF999RVHHXUUJSUl3Hnnnfz973+nqKiIY489ljlz5rTI+xYR2aVQDxURETnQBIaJf/nll9bWrVutDRs2WO+8846Vnp5uuVwua8OGDcF1R40aZfXr18+qqqoKLvP5fNZhhx1m9ejRI7hswIABux3iHRgmvnXrVmvmzJkWYD388MPBx3ccJv7dd99ZgPXqq6/W2860adN2Wt7cYeJ17W6YeH5+vjVq1CgLCE5paWnWDz/8sNO62dnZVnZ29m5fMzBM/Pnnn7e2bt1q5ebmWtOmTbO6d+9u2Ww2a86cOcF133//fQuw/vOf/+xymwkJCdbgwYMty7KsDz74oEnPaYqTTjrJOvzww4P3n3nmGSsiIsLasmVLvfWam34qOTnZGjBgwF63T0RERERCQ/2K+kLZr2hoWrNmTYPPaW76KZ/PZ40cOdICrIyMDOucc86xnnjiCWvdunU7rXvBBRdYdrt9p5Rkge1YlmVdf/31FmB99913wcdKS0utLl26WDk5OcH0UoH31rVr13opxnw+n9WjRw9rzJgx9VJ5VVRUWF26dLGOO+64Jr83EZE9pZEaIiIhMnr0aNLT0+nUqRMTJ04kNjaWDz/8kI4dOwKwbds2vvrqK84888x6V/4UFhYyZswYVqxYwaZNmwBISkpi8eLFrFixokmvfdRRR3HMMcfs8qqqt99+m8TERI477rh6VxwNGTKEuLg4vv7665b5IHYjJiaGgw46iEmTJvH222/z/PPP0759e8aPH8/KlSvrrbt27drglWlNcfHFF5Oenk5WVhZjx46luLiYl19+uV6Rv9LSUoDdjriIj48PDsUO3O7tKI3CwkKmT5/OOeecE1w2YcIEbDYbb7311l5tu6SkZK/bJyIiIiKhp35F07Rmv+KOO+7giy++qDc1NS3W7thsNqZPn859991HcnIyr7/+OpMnTyY7O5uzzjqLoqIiwKT4ev/99zn55JMZOnRog9sBU7R82LBhHHHEEcHH4uLiuPzyy1m7di1Lliyp97xJkybVS521cOFCVqxYwbnnnkthYWFwf5aXlzNq1Ci+/fbbFhulIiLSmIhQN0BE5ED1xBNP0LNnT4qLi3n++ef59ttvcblcwcdXrlyJZVncfvvt3H777Q1uY8uWLXTo0IF77rmHU089lZ49e9K3b1/Gjh3L+eefT//+/Rt9/bvuuouRI0fy9NNPc8MNN+z0+IoVKyguLqZdu3aNvvaueL1etm7dWm9ZSkoKkZGRu3zejs444wwiIiL46KOPgstOPfVUevTowd/+9jfefPPNZm2vrjvuuIMjjzySsrIypk6dyhtvvIHdXj/eHzjxHwhuNKa0tDT4WQXSVO3uObvz5ptvUlNTw6BBg+p1tIYPH86rr77K5MmTm7W9HfMH7237RERERCT01K9omtbsV/Tr14/Ro0fv8fN3x+Vy8be//Y2//e1vbN68mZkzZzJlyhTeeustnE4nr7zyClu3bqWkpIS+ffvuclvr1q1j+PDhOy0/+OCDg4/X3UaXLl3qrRcIeE2aNKnR1yguLq6X/kxEpKUpqCEiEiLDhg0LXkFz2mmnccQRR3DuueeyfPly4uLigle33HTTTYwZM6bBbXTv3h0wV0itWrWKDz74gM8//5znnnuO//znPzz99NNceumlDT73qKOO4uijj+Yf//gHV1555U6P+3w+2rVr12j9hvT09F2+vw0bNux0APz111/vtthfXatXr2batGk888wz9ZanpKRwxBFH7HUhurqdj9NOO42Kigouu+wyjjjiCDp16gTUHtz/+uuvjW5n3bp1lJSU0Lt3b4Bg4e3ffvttr9oX+OwbKgoI5vPp2rUrAFFRUVRXV2NZVr3gBYBlWVRVVREVFRVc1qtXLxYuXIjb7W52h1BERERE2g71K3avtfsV+1L79u05++yzmTBhAn369OGtt97ixRdfbLXX27HAeeD79M9//pOBAwc2+Jy4uLhWa4+ICCioISLSJjgcDh544IFgQb5bbrkleLLa6XQ26aqflJQULrroIi666CLKyso46qijuOuuuxrtfIC5quroo4/mv//9706PdevWjS+//JLDDz98pwPZHe14Eh0gMzOTL774ot6yAQMG7PZ91JWfnw+Yq7N2VFNTs9tCec314IMPMnXqVO6//36efvppAHr27EnPnj15//33mTJlSoMpm/73v/8BcNJJJwWfc9BBB/HBBx8wZcqUPTqoX7NmDT/88ANXX301I0eOrPeYz+fj/PPP57XXXuO2224DTAFBj8fDqlWrgp3SgJUrV+L1eoNFBgFOPvlkZs+ezbvvvlsvvZWIiIiIhC/1Kxq2r/sV+4LT6aR///6sWLGCgoIC2rVrR0JCAosWLdrl87Kzs1m+fPlOy5ctWxZ8fFe6desGmJHfrTk6RURkV1RTQ0SkjTj66KMZNmwYjzzyCFVVVbRr1y7YMdi8efNO69cdgl1YWFjvsbi4OLp37051dfUuX3PkyJEcffTRPPTQQ1RVVdV77Mwzz8Tr9XLvvffu9DyPxxPM3QoQGxtb7z6YkQOjR4+uNzV3CHL37t2x2+28+eabWJYVXL5x40a+++47Bg0aVG/9VatWsWrVqma9Rl3dunVjwoQJvPjii+Tl5QWX33HHHWzfvp0rr7xyp47Q/Pnzeeihh+jbty8TJkwILr/77rspLCzk0ksvbbCT9Pnnn/Pxxx832pbAlWw333wzEydOrDedeeaZjBw5st7VbuPGjQPg8ccf32lbTzzxRL11AK688krat2/Pn/70J37//fednrNlyxbuu+++RtsnIiIiIm2T+hU729f9ipa0YsUK1q9fv9PyoqIiZs+eTXJyMunp6djtdk477TQ++ugj5s2bt9P6gfd9wgknMGfOHGbPnh18rLy8nGeeeYacnJzg6PPGDBkyhG7duvGvf/2LsrKynR7fMVWYiEhr0EgNEZE25M9//jNnnHEGL774IldeeSVPPPEERxxxBP369eOyyy6ja9eu5OfnM3v2bDZu3Mgvv/wCQO/evTn66KMZMmQIKSkpzJs3j3feeYerr756t6955513cswxx+y0fOTIkVxxxRU88MADLFy4kOOPPx6n08mKFSt4++23mTJlChMnTgTMge1TTz3FfffdR/fu3WnXrh3HHnvsLl/38ccfp6ioiNzcXAA++ugjNm7cCMA111xDYmIi6enpXHzxxTz33HOMGjWK8ePHU1paypNPPkllZSW33nprvW2OGjUKoFlF/Xb05z//mbfeeotHHnmEBx98EIDzzjuPuXPnMmXKFJYsWcJ5551HcnIyCxYs4Pnnnyc1NZV33nkHp9MZ3M5ZZ53Fb7/9xv3338/PP//MOeecQ3Z2NoWFhUybNo0ZM2bw2muvNdqOV199lYEDBwbTYO3olFNO4ZprrmHBggUMHjyYgQMHcumllzJlyhRWrFjBcccdB8AXX3zBp59+yqWXXlrvirbk5GSmTp3KCSecwMCBA/nDH/7AkCFDAFiwYAGvv/46I0aM2OPPUURERERCR/2K0Pcr6lq3bh0vv/wyQDDgELiAKDs7m/PPP7/R5/7yyy+ce+65jBs3jiOPPJKUlBQ2bdrESy+9RG5uLo888ggOhwOAv//973z++eeMHDmSyy+/nIMPPpjNmzfz9ttvM2vWLJKSkrjlllt4/fXXGTduHNdeey0pKSm89NJLrFmzhnfffXenGoM7stvtPPfcc4wbN44+ffpw0UUX0aFDBzZt2sTXX39NQkJCvbolIiKtwhIRkX3qhRdesABr7ty5Oz3m9Xqtbt26Wd26dbM8Ho9lWZa1atUq64ILLrAyMzMtp9NpdejQwTrppJOsd955J/i8++67zxo2bJiVlJRkRUdHW7169bLuv/9+y+12B9e58847LcDaunXrTq87cuRIC7BOPPHEnR575plnrCFDhljR0dFWfHy81a9fP+vmm2+2cnNzg+vk5eVZJ554ohUfH28B1siRI3f7OWRnZ1tAg9OaNWuC69XU1FiPPfaYNXDgQCsuLs6Ki4uzjjnmGOurr75qcJvZ2dm7fe2vv/7aAqy33367wcePPvpoKyEhwSoqKqq3/P3337eOO+44Kzk52XK5XFb37t2tP/3pTw1+pgEzZsywTj31VKtdu3ZWRESElZ6ebp188snWBx980Ohz5s+fbwHW7bff3ug6a9eutQDrhhtuCC7zer3WlClTrAEDBlhRUVFWVFSUNWDAAOvRRx+1vF5vg9vJzc21brjhBqtnz55WVFSUFRMTYw0ZMsS6//77reLi4kZfX0RERERCS/0Koy33K3Zcr6Fpd+8xPz/fevDBB62RI0da7du3tyIiIqzk5GTr2GOPrbfvAtatW2ddcMEFVnp6uuVyuayuXbtakydPtqqrq4PrrFq1ypo4caKVlJRkRUVFWcOGDbM+/vjjZr23n3/+2Ro/fryVmppquVwuKzs72zrzzDOtGTNm7PL9iIi0BJtl1Rl3JyIiIiIiIiIiIiIi0kappoaIiIiIiIiIiIiIiIQFBTVERERERERERERERCQsKKghIiIiIiIiIiIiIiJhQUENEREREREREREREREJCwpqiIiIiIiIiIiIiIhIWFBQQ0REREREREREREREwkJEqBsQrnw+H7m5ucTHx2Oz2ULdHBERERGRkLMsi9LSUrKysrDbdf3Urqg/ISIiIiJSX1P7Ewpq7KHc3Fw6deoU6maIiIiIiLQ5GzZsoGPHjqFuRpum/oSIiIiISMN2159QUGMPxcfHA+YDTkhICHFrRERE2qjycsjKMvO5uRAbG9r2iEirKikpoVOnTsFjZWmc+hMiIiJNoP6EyAGlqf0JBTX2UGCIeEJCgjohIiIijXE4aucTEtQJETlAKJ3S7qk/ISIi0gTqT4gckHbXn1CiWxERERERERERERERCQsaqSEiIiKtJyYGtmypnRcREREREWkq9SdEpAEKaoiIiEjrsdkgPT3UrRARERERkXCk/oSINEDpp0REREREREREREREJCwoqCEiIiKtp7oaJk82U3V1qFsjIiIiIiLhRP0JEWmAghoiIiLSejweePJJM3k8oW6NiIiIiIiEE/UnRKQBCmqIiIiIiIiIiIiIiEhYUFBDRERERERERERERETCgoIaIiIiIiIiIiIiIiISFhTUEBERERERERERERGRsKCghoiIiIiIiIiIiIiIhAUFNUREREREREREREREJCyENKjx7bffcvLJJ5OVlYXNZuP999/f7XO++eYbBg8ejMvlonv37rz44os7rfPEE0+Qk5NDVFQUw4cPZ86cOfUer6qqYvLkyaSmphIXF8eECRPIz89voXclIiIiQdHRsGaNmaKjQ90aEREREREJJ+pPiEgDQhrUKC8vZ8CAATzxxBNNWn/NmjWceOKJHHPMMSxcuJDrr7+eSy+9lOnTpwfXefPNN7nxxhu58847WbBgAQMGDGDMmDFs2bIluM4NN9zARx99xNtvv83MmTPJzc1l/PjxLf7+REREDnh2O+TkmMmuAaIiIiIiItIM6k+ISANslmVZoW4EgM1mY+rUqZx22mmNrvOXv/yFTz75hEWLFgWXnX322RQVFTFt2jQAhg8fziGHHMLjjz8OgM/no1OnTlxzzTXccsstFBcXk56ezmuvvcbEiRMBWLZsGQcffDCzZ8/m0EMPbVJ7S0pKSExMpLi4mISEhD181yIiIiIi+w8dIzedPisRERERkfqaeowcViHO2bNnM3r06HrLxowZw+zZswFwu93Mnz+/3jp2u53Ro0cH15k/fz41NTX11unVqxedO3cOrtOQ6upqSkpK6k0iIiKyG243/PnPZnK7Q90aEREREREJJ+pPiEgDwiqokZeXR0ZGRr1lGRkZlJSUUFlZSUFBAV6vt8F18vLygtuIjIwkKSmp0XUa8sADD5CYmBicOnXq1DJvSkREZH9WUwP/+peZampC3RoREREREQkn6k+ISAPCKqgRSrfeeivFxcXBacOGDaFukoiIiIiIiIiIiIjIASUi1A1ojszMTPLz8+sty8/PJyEhgejoaBwOBw6Ho8F1MjMzg9twu90UFRXVG61Rd52GuFwuXC5Xy70ZERERERERERERERFplrAKaowYMYJPP/203rIvvviCESNGABAZGcmQIUOYMWNGsOC4z+djxowZXH311QAMGTIEp9PJjBkzmDBhAgDLly9n/fr1we2IiEjrsSwLj8/C47Xw+Hx4vBY1Xh/VHjO5PT7cXh/VNV7cXnM/uNzjw2tZWJZ/W1j+bQbuB18EAKfDTnSkg2ing5jICKIjHcT4p7rLHXYbADVeHxVuL5VuL5U1XircnjrzXqr8t3YbuCIcRDntuJwOXBF2opwOoiIcuJyBefMYgMfro6bO+zXvv84y/+fhirCTEO0kISqC+CgnkRF7PqDS4/VRXu2l3O3BAiLsNjM57DgdNiLs5tZms+30XJ/PosrjDX4WFe7az6LC7aWixkuV24szwkZMZARxrghiXRHERjr8txHEuhxEOJre/rrfC7PPvVTVmNvqHe/X+ILLIiPsxNZtgysw7yA2MgK7fef35/H6KK3yUFJVY24rayjx3y+pNMvcXh81Hh81Xh9ub2B/mX3m9vqC+6/G6yPOFUFitJPEGCdJ0ZEkxTjr3HeSFBNJon+/2mw2/zbN97nG66PGY7ZZU2+yiHNFkBIbSUpsJFH+71JTP8vCcjfrCstZW1DB2sJy1hZWsK6wnA3bKvD6LBx2Gw67HYcdIux27HZw2Gz+5TbsNhsRDhvxLv978b+fxGgnCdF1lvmn+KgI3B4f5dUeyqo9lFd7/bceyt3mfuCxSrcXh8OGK8JOZIQdl8P8rUQ67Lic9jq3DiIj7EQ4zHc30L4Ih799dnu9+w67DbfHR1WN+VutDsz7b6s95nclMO+r91tifjYsrOAPieX/LAHzN+30/3Y4a38/AreBx6KcDiIcpq2BzzXQTvO5Uu9vzrIsf7t8VHnM31uV/7teVWN+e0yba99XVZ31677P6pra93n6oA5MGNKxyd8ZERERCW/by938vGE7EXY7g7OTiXOF1em+/UaF20NuURV5xVVsr3BTWuWh1N/nCNyW1F1WXUNZlYfkmEi6psfSLT3OTO1i6ZoWR3JsZKjf0k42FVWyvdxdp79kBfs3dfsyNV7T902Lc9ElLZYuabFERza9TyOyOyH9lSsrK2PlypXB+2vWrGHhwoWkpKTQuXNnbr31VjZt2sT//vc/AK688koef/xxbr75Zi6++GK++uor3nrrLT755JPgNm688UYmTZrE0KFDGTZsGI888gjl5eVcdNFFACQmJnLJJZdw4403kpKSQkJCAtdccw0jRozg0EMP3bcfgIhIE2wrd7M8r5Rt5e7gwUIgEBA8ePDUv+/1WXh9Fj7LnKD2WVYwGOD1BebNOh7/Sdp6QQVPbUChblDBAuw2sNts/gns9toTinUfs7CC7fT6LGr8bfL6rN2+530tMsKOz2dOqrclUU478VHmZHhCtDM4Hx/lxOvz1TtxXFbn5HFZtQe3x9ek17DbMIEOf8DD7fFRWeNtkfa7Iuyk2mr4wX//2H99TWlElP975w/m+Odb66M3QSwT5Kiu8VFSVUOFu2Xe374UE+kgOSaS1LhIkmMig8GOlNhIEqIiyC+pZk1hOesKy1lXUEFptSfUTZZG1A1wVHt8wcBKSxrYKanlNyoiIrKf8nh9FJS5ySupIr+kii0lVf75anyWRXqci/R4F2lx/ik+krQ4F8kxkcGLo/Yly7LYsK2SuWu3MW/dNuau3c7KLWXBxx12G32yEhiWk8KwLikckpPSJk+OtwbLsli5pYzCcre/Hwxey8IX6IsG+8G1y+12m7moxn/BTWSEucgmMsKOs85yp8NOcWUNm4sqyS2uIq/Y3G4uqmRzcRWbi6sortyzmh/bK2pYXVDOl0u31FueEhtJtzrBjq7psQzqnEzKPt6fBWXVfLgwl/cXbuLXjcV7vJ2sxCi6pMf6gxzm/XRNi6VDUnSzLohrSFWNl7ziKnKLK8ktqiK3qJLcokryS6qIdUXQPjGKzMRoMhOiyEw0U7t4F869fN3G2rJoUzHz121n/rrtLM4tIT4qgo7JMXRKiaZTcgydU2LolGLux0Tu+vR8VY2X/BITLMvz324urqKgrJrEaGe999Q+MYqMhCjio5xNaqvXZ7G9ws22cjcFZdUUlpn5nLRYRvZMb4mPo9WENKgxb948jjnmmOD9G2+8EYBJkybx4osvsnnzZtavXx98vEuXLnzyySfccMMNTJkyhY4dO/Lcc88xZsyY4DpnnXUWW7du5Y477iAvL4+BAwcybdq0esXD//Of/2C325kwYQLV1dWMGTOGJ598ch+8YxGRxlW6vazYUsqyvFJ+zytleb6Z31paHeqm1WNOB7fsWbjAyIe6B5HBK7Yj7PUeC3QcAt2HwEXPNv+SugMPAiMvgiMOajxUun1Uuj1U1HiDJxN3DAA47DZinA6iIutfmR2YtyyCV1NX17mquu4V027vzkGFCP9V5RF2e/DW6ahdVlXjpbTKBCgA/3ar9+o7EBiN0VjgwGeZ9+8GAnu3rrpXo+84ysXjsyir9lDhD6RU+IMqgfde7fGx3V17YL+5uJrKyKZ1/Ow2c3V8YP9HOc2ty1n/O+H2+GpHBASDO95g8Cyw/wvKdn6NaKeDhOgIEqKc/qCRmY+PighecR/pMB2YHeedDvP9tNttVFR7KK6soaiyhqKKGoor3eZ+hZlKKmsaDTI4/dsKTJEOG5ERZrtlVR62lbvx+Cz/+6hkU1Flkz4/MJ2GnLRYslNj6ZIWQ3ZqLJ1TYnA67CbQWSfQGOjUeXz+Tp9lgpKB0SvFDU6e4GNl1R6cDltwpE5wtExw5E4Ecf77MZHmu7PjKKxqfzA18PdTXeOj2uvD6x/h5POP5qnb7kB7A7eR/lFTLqe9duRUne9PlH8klSvCjs1mw2ar/9thC9zaan9nLKDaP2qissb8flTW1I5iCoyoCMwHAsqNaSy467DbiIowo8vqtjUwEqTu30C9kWE7vK8op4ODMuOb/D0REREJFcuyKKqooaCsmq1l1RSUuSkoraagzExOh52D2yfQOyuBXpnxuz3xt6vXySupYlleKcvzStmwrYJ8f9Aiv8ScGNyTC2zsNkiJdZEWF0l6vItOKTH0bp9An6wEemUmtNhV6R6vj6WbS4NBjHlrt7Olgf5Bt/RY3F4fG7ZV8uvGYn7dWMxzs9YAcFBGvAlwdElheJcUMhKiWqRtO3J7zGjSuiOAHTZbg6OnW8qGbRX8sKqA71cW8sOqAgrK3K32Wk0R74ogMzGKlNjIOhelmQvT6t+a+ThXBAVl1azaWsaqLWWsLihn1ZYycour2FZuTjDPXbs9uH27DQ7JSWFMn0yO75NBx+SYVnkflW4vny/JY+rPm/huRUHw+NVhtwWDAYG+TCDo46zTT4pwmP2fV1zF6oJyiipqyC2uIre4iu9XFtZ7LafDRueUGJJiImtHc/v7fK4Iu78P6AgudzrsFJa52VxsAhebiszfcXPZbJAe5zIBAX9gICPBzGckRJGR4CIjMYp4V0SDGQ4CtpZW+wMY25i/bjuLNpU0eD5gWV5pg89PjY2kY0oMnZKj6ZAUTUmVh7ziSvJKqskrrmR7RfODZXGuCDISXLRPjCYzMYr0eBfl1R4Ky90U1glebKtwN3iR1YTBHdt8UMNmWa1xfdj+r6SkhMTERIqLi0lISAh1c0QkBKpqvGzcXsGaApPWZW1hOesKKyiv9gRTlQRONAVOQNXeN7cFZe5gAGNtYXmjV+x2SommfUK0/2DBfxLUf/K/7knRyAh7MMVQYNSEw25O3DkCoyv8Vwib5TacdtsOwQRH8MqUugcUkRF27DZb8GSoZRGc9/nnfZaFz2fmbTbqnLy3BUcDOPzzdU/wh+oKp2qPL5hayQQyIoiKNJ/Drg5amsLnM9sHgp9BU7fp9VmUBdIhVdVQUmmGKAeGKpdUeohw2ILpnnZMvRQT6Qguq5vCKnDy1+Pzp76qM4omkE7J5T+pGhNpvrN70gFxe3xUuP2phraX0KNbewAWLd+EPS4Op/8At+73o+73InBQvKcC+7buKJYKt5eoCIcJXPgDGK1xVU5javwpr2xQ76B/d98Jy7IorfawvdxNYbmb7f6OTeAAdHu5m6KKGtLiXXRJjSU7NYYuabF0SolpVsqqvRW4yk2M4Eg4X51gjNcEi+oGZVxOezBosS+/j61Jx8hNp89KRNqakqoaPvl1M1MXbGLdtnJiIiOCF7XUzpsLF6IjTarPmEgHEXZbMEVnTZ1R5cF0NJ7a+2XVHrb6AxeFZe4mj5S22aBLWiy9/UGOwG27+Pon50uqavg9rzQYwFju72vt7gr6wIna4IlM/0lNu81mgi51gi0F/pOBu2K3Qdf0uGCQo3dWAn2yEhu8wt7rsygoqzZX+wev+q+9+n/p5pKdRho7HTb6d0xiaHYyQ3NSGJJde/V+bpEZxfHTmm3MXbONFVt2vronOzWGPlkJdEiKJisput5tUoxzl8eoPp/F5pIqVm8tY01BOau3lpvbgjI2ba9sNEBUG+Dwpz+1QWqci5zUGHL86YlyUs1tVlJ0bR+xvBzi4sx8WRnbcDJ7VSGzVhbww6oC1hVW1HudaKeD9klRwcBKMKuA3YajTj848HigbxS40KZ+CuTaDAY+y4yebp8YRfvEaHObFE2W/wr5rCSzrKlXyO9OebWHNQXlJtix1dz+nle60/7sk5XAmD6ZjOmTSc+MuL3qx3p9FrNXFTL1501MW7SZ8jrfuwGdkhg/qAMn9W9Palzzaw5vL3ezusB8V9YU1P/uVDcxy8DuRDnttd/nRPOdzkhwUVbt2WmUw5bSKmq8Tfv9iXY6giM7AoGP5JhIVuSXMn/99p2+gwBpcZEMyU5mSHYyAzomUVnjZcO2CjZsr/TfVrBhW2WTR/dEOe20T4wOBioyEqJIi4vcKQCSV1xFSVXzR+0nxThJjY0kNdZFalwkI7qlcsGInGZvpyU09RhZQY09pE6ISGhZlsX2ihpy6xz05RZVUVXj9Uf0a2sdBCP8O1zpHWG309T/99sC+en9eenXFlSQW1zZ4mlDUmIjOSgjnoMy4+mVaW57ZMQrJ6qEL58Pli418wcfDPb948SthIjPCzUVUFMJ7nIz766AmnLwVIPdAY5IcLggwn/riKydD966zLrS4nSM3HT6rESkLfB4fXy3soB352/kiyX5LXZysTkSo52kxUX6Uzu5SI8zox/K3V6Wbi5hSW5JgyMTANLiXBzcPh6nw87yvNJGR7U67Da6psVyUGY8XdPj/Fdi1wYvUmMjm3WBhsfrY1u5my3+YMfW0mrWFJSzOLeExbkljV413j4xit7tE4hxRQQDGPklVbsN7sRHRQQDGIfkpNC/Y2KTL2ApLKtm7trtzFmzjTlrC1mSW7LLkSkxkQ6y6gQ5OiRFUVnjDZ6AbsmT0I2JdNjplBJNl7RYspOjGVCaS15JFR9WJ7Ior/5JfYfdxsBOSRzePY3Du6UyqHPyXtUmbIzH6wsGREJpw7YKPl+Sz/TFecxbu63evsxOjfEHODIY1Cm5we904OK7Cv/o46oaL0UVNXy+JJ8PFm4iv6T2u9spJZrTB3bgtEEd6Joe1yrvJxAkW1tQTlm1J1gHL5Aeu9rjDQaZqmtq7yfHRpLlDyY1NSC34+sWlrvrBDsCf4/V/pFcZmpKgMBmM6OhBmcnM9QfyOicEtOkthRX1rBhWwUb/UGO3OJKEqKcJo2UP51U+4RoEqJ3PVqkrgq3P4jjD+DklVSxtbSa+ChTszE1zmUCGHH+lMYxkXud/qslKajRytQJEWldPp9FbnElawrK2bi90p8Pse4VK5VU1ez7A+4dxbkiyPGndclJjSEnNZaEaGdt0dZA4dc6RV3rFnyNc0X4AxgJHJQZT3p886942O943FBRAOUFUL4VKgrNbflWs8znBUcE2CPA7gSH05yctDvNMkdE7TwWeN3g9YCvpuF5r9vct3y1FcexqBexqrscICIKopMgKrGBKanObQLYHLWvUff1vP6pXrs8/nZ4zfu0fGbyeXdeZo8AZ7RpizPanKSNiAZnVJ3bKPP5tOr+qoaqYjNVFvnni2qXVRVDdQk4YyAmBWJS/VNa7Xx0UuueYPb5zOdcUwmeKnNbUwke/21NlTk57gncVoPN7v8+Oc1J8UbnnbU5ioIVpq0d5us8ZnPU/446/Ld15wO3gQ3vtD1r5+3anfv2RL23xnxenuraW5/HfEd9Hv/31Vdn3lP7PfZ6TBCiugzcZSY4UV1q5qv9992ltfM1FbW3nqqWew+x6ZCQBQkd6twG5v33na2TmqFFWJb53KqK/H97RbV/h5n9IGtgSJqlY+Sm02clIqG0PK+Udxds5P2fN9ULGPRoF8eEIR0Z0TUVt9dHebWHSreXcreXSrdJ81nh9lLhT/lZ6fZQ47Nw1UnRWZuOxozMrTvaPDYyIliTIi3OXBHsitj98cvW0moT4PAHOZZsLmH11rIGT863T4zioMw6F4plJNCtXWyTXqelbCmtYnGuv63+9q4pKG90fbsNMhKi6o0CCFz93zU9lp7t4ltsVGxJVQ0L1m1n9dZy088urmTT9ual8HE6bP4Up6YmQpc6U0K0s3ZEv792hbfO6NVAfQuPz2JLaRVrCypYW2iCJWsLylm3rWK39QF7ZcZzWLc0Du+eyrAuKS02OiLcFJZVM2PpFqYvzuO7lQX1Pre0OBeZiS6TItUdSKXq3e15lMRoJyf2b8/4QR0Ykp0c8iBOqFW4PWwpqa5Tc8fMF5RVk50ay5DsZAZ1TiLhAP0OtgYFNVqZOiFyIPD6c55HOfc+FU9DLMsKXtGypqCcNYXlrNlq0jitLdz9gQyYIX2BYZ7tE6OJc0X4c7HXRvargvNef2TfzHuaONQQINYVQU6aCVzUzU+fGhvZ9v7Je9zmBGLg5GhLtM+yzAlJb7U5Aeypqj05HJyv8p8krvO4p9o8x+M2973+W4/bv9w/X1XkD2IUQPWeFx6TBtgctSfJbQ4zUiI476i9DcxDbeAkOFkNLPOaE80tcpLZBtHJEJsG0SmmvYHXDJzAb3DeH/Dx+gNDPn/QyFtTf94Kv8Lge8xmb3yUgsMf+KgXLGHneagNngT+dusGLzxVbeMzdcaYKTIGnLHmvVne2t8Xb43/N8jt/+2pptn1gGJSIb69P8iE//fUtuv5nYKWjcz7PP59FeUPSu7i1u5oOIBhNfJ/cuQtcMytzXuvLUTHyE2nz0pE9rVt5W4+WLiJdxdsZNGmkuDy5Bgnpw7swITBHenbIaHt9W8aUen2sjy/lCW5JXgty4x4z4gnMaZtnlwsq/awzB+YcXt8JniRZAIZ6XGuNnGldKDY8qYiU8stUGw5MsJO17Q4urRgYefGeH0Wm4srWVtQwZpCf6CjsIKUWCeHd0/jsG5puhiwAWXVHmYu38rnS/L4aumWRmv61RVIPRztdNC/YyKnD+rIMb3S92kAUGRHCmq0MnVCZH9TXFnD8rxSlm4uMZO/WHVljReH3eTuj49yEusyufrjopzEuWrz9se7TH56kyvV5EwNTG7PDve9FoVl1awtKK+Xo3FHgWJRnVNigkMKA8GLrCRz5Uqb+2cb+End046AZZmrkete5R68+r3YnPCvKoaqEnP1e2A+cDV8VfHOJ5nrntQOXgVeZ1QD1L/COjh5a08O7+sTmDaHOZkYmw6x/tuYNHPS2xFZ28bgyUFv/ZOGPq+Zt9lrR3ME3ndgPnjFfaQ/+OM/KA/uO1sj85hgTt19tON+Cuyrxt5bY1f/2yP8wQV7bQAiMG+z1wYebDbz/hsLKnlDUFze5R+pEl13tEoiOOLgnflmf5zSG2qKzOibigJzW7WPg1g2u38kS3T9kS7B+Rj/iX9rFyNrauoHUmo37j+vvcOJ7rrfnbp/Z8Hgi//W1/wCcG2CI7L2xHvdgFm9oNkOQTVnLLjiIDKu9rbB+VgzBQMYgfno5v/OWlZtsMtdAWV5UJILxRvNbUkulPjnizeZv6dw4HDVGTmWZOb7ToABZ4ekOTpGbjp9ViKyr2zcXsG/pi/n4183B9McRdhtHNurHROGdOSYg9q1SroekRbhdsPf/27m//pXiNy5LonU5/b4mL9uO1UeLzFORzBwEeWf35v6iSKtTUGNVqZOiIQrt8fHpqLK2uDFZhPIaCz3aMuzuNzxMV1tm5nmG8b3Vj/aJ8eT4x+2mpMaQ5f0OLqkxpKVFNUmrlZpVFUx5C+BLYv9t/6pqrg2Z3uEa4d5/8m/CP+tt6bOifAic+vb/RUVIWePaDjVUURU7bLglcaRda5Gjmzg83CZk3Exaf4gRpo5MRfutRd8XhNosqz6qYr2xfvy+fyjavxBj2CgKpDaqk4qIJ+XeimDsPkDKTtOOy63mRPPUYngim887dEOhf2Ija3/uLcGKrf7Ax3+yefxB5lsta/b0Dw2E5gLfLb15usGsiLNYxFRZr6tXn0YGBG1U4CjsQBb3WBJTZ2RCf7RUV53nfk6IxdgN8G7OkGZ3Y0gcLjC/2+1IZZlvpcluSb44QuMiGhohMsOo1t2DJg2Fky1O2pHkNQd3Ra4ramsve/zmL+zQNCibgDDGb1vP5vd0DFy0+mzEpHWVl7t4emZq3jm29XBGgj9OiQyYXAHThnYocGi1SJtzu76EyKyX2nqMbIqz4qEqaoaL1v9RckKytxsL3dTUlVDcWUNJZU1lFR56swHlptCUI3pkBRNr8x4Dm6fQK/25rZdvMnBWFbtoazKQ3m1h9LAvNtDqX9ZWbWHGq+PSH8OVWeEHafdVjvvsBPpsNF7w+sMWfI6AGfzDVZMGra+46HfmdCxd9s82eitga3LTcAif7H/dom5orfR5/hPLO7pBfM2R+2V7oETWK6E+rUb6t1PqLMswZwwa+gq8EDdhuB8DWCrHSEQHC3QyP1AUMahfx+7ZXeYlEoheW072KPb3MnOBjmcENfOTAc6WyBIEwE0t5ZDG679EI5sNn8NmBSgb6hbIyIi0iw+n8XUnzfxj+nLgkV/h3dJ4bYTe9OvY2KIWyciIrL3dFZKpA3x+SwKyqvJLzaFh7aUVlFQ6qagrLpOAMMEMcqakB+xMVFOOwdlmOLUB7ePp1f7BA7OTGg092h8lJOMPX61OlZ8CZ//w8x3Pw5yf8ZWUQBznjFTcg70O8MEONJ7tsQr7rnSPFjxOfw+HVZ/YwrYNiShA7TrDRl9zNSutzk566muc8V0NY3WlrBH1E/VE5giY9tmgEdERERERNqs+eu2c8/HS/hlQxEAnVKi+dsJBzOmT2bY1MoQERHZHQU1RPYRn89ic0kVG7ZVkF9SRV5xFXklVcH5/JJq8kuqgjlOd+TCTTyVJNjK6UYFCfYKkh1VZLncZERW4XRFk5fYn/KkXsTFRJMQ5SQhOoLEaKd/3hmcj4+KaDx3Yk0lrJ8NK2eYk/k2O5z5EqR03bsPYOtyeOciU9R04Hlw6hNmxMDqb+DXt2DZJ7B9LXz7TzO1H2CCG30nQEL7vXvtpvB5YdP82kBG3q/1H3cl+IMXvWuDGO0ODt2V+CIiIiIiIn65RZU8+NkyPvwlF4DYSAdXH9uDiw7PIcrZxuoQioiI7CUFNURakGVZFJa7WVNQzpqt5awpNLdrC8tZU1AezGMaEIGHdhSRadvGANs22tu2kRmxnWxnER0cRaTaiom1yon2lhNhuRt+UY9/qgC2Y4qvdjoEOh0KKYdCx0NMsdXGGw1bl5kgxqqvYN33Oxeafn4cXPABtOu1Zx9MxTZ47SxTX6DzCDjpP/40K07ocZyZ3OWw/DMT4Fg1Azb/YqbPb4PMvqbeQnRy/SkmZYdlKWaEQzBd0m7yvFdsM+95xeew8kuTy7+urMHQc4xpX/tB+2feeBERERERaRO8PotPftvMss0lpMRGkh7vIj3ORZr/NinGudNoiwq3h6dnruaZb1dRVePDZoMzh3TiT2N60i5e6SlFRGT/pKCGSEPyF0PZFsg5wpx4b8T6wgpmLMtn4YaiYCCjtJG0UNFUcXHETI5xLSXLvp00XyEJ3u3YaGBkhoUJVOzEVqeOQkL9ugqV22DDT6bQ9OpvzASmNkNmPxNM6Dzc3DoiYfXXsPIrc1K/NLf+y8RnQbdjocuRMOsR2LoUXhgH578HWYN2//nV5XHDm+fD9jWQ1BnOesUUmN1RZCz0m2im8kJY/B789g5s+BHyfmveawbZdlEjwgGlm83IkQBXgnnfPcdA99HK8S8iIiIiIq3O57OYtjiPh7/4nZVbGkl7C0TYbaTFuUiLjyQ9zkVqnItZKwrIKzEXpQ3rksIdJ/WmbwfVzRARkf2bzbKshnPdyC41tRK7hBF3OSx6D+a/YNIQASR0hEOvhMEXQFQiXp/FgvXbmbF0CzOW5rOigQNOmw2yEqPpmh5LTmosByV6OLzwXTqvfBlH1fadX9fuhPj2kJBl0iwldKi9H9fOX2/BH7iIjN/1aAGfz4y6WD8b1v9opuL1u3/vEVGQfTh0H2VO6qf3qq3nULENXhkPuT+bk/7nvgXZI3a/TTCjQD66Dha8ZNp+yecmfVNzFK2HLUuhcnv9qWLbzsuqiqGhINGupB9sRmL0HAOdhu8yiCUie6C8HOL8o8XKyiA2NrTtEZFWpWPkptNnJSKWZfHN8q386/PlLM4tASAx2skJ/dpTVu2hoLSarf66ikUVNY1up2OyqZsxtq/qZsh+SP0JkQNKU4+RFdTYQ+qE7EfyF8O8F+DXN016JDCBBlecOVEO1ETE8n3CiTy0/WiWViYFn+qw2zgkJ5kje6TTLT2OrumxdE6JMTlLSzbD7Mdh/ou1RaaTu8Ahl0BKN38QI8ukVWrNtEbFG2sDHOt/hPxFgAXt+kC3Y0wgo/MIcEY3vo2qEnj9bJOaKiIazn7VPG93fnwKpt0C2ODcN03goDX5vKYmiOU18z7PDtMOy2LSIKlT67ZJ5EDn9cKCBWZ+8GBwKKezyP5Mx8hNp89K5MA2e1Uh//p8OfPXmT5nbKSDS47syqVHdiEhaucLrdweH4Xl1WwtNUEOc+smKcbJhMEdVTdD9l/qT4gcUBTUaGXqhIQ5dwUsnmoCDhvn1C5PzqGy/wWs6nAq8zd7cC98nWO2vU132yYAPJadL2wjWJx9Pj0Hj2Rkj3QSY3Y44CxcBd9PgV9eB6+/DkZGPzjyBuh9mkl7FEpVxeCtgdi05j3PXQFvnW9qTzgiYeLzcPDJja+/4gt47UyT3un4++Gwq/eu3SIiItLm6Ri56fRZiRyYfl6/nX9//juzVhYA4IqwM+mwHK4c2Y2U2MgQt66Z3OXw29umr9j/LIhNDXWLDmzLp5n+d88xoT/v0JK8Hpj3f1Dwe9Of0+P4lr2o0uOGn56GmFSTMruhlNrS9lQVw0//hXYHw0Enqk5qmFBQo5WpExKmtiyFeS/g++UN7NXFAHhtDn6LO4L37MfzUUl3tld66z3Fho+zk5dzhfMzckrm1T6QfTiMuBp6jjU/jJt/hVn/gSXv19Zp6HwYHHmjqc+wPwwD9rjh3Utg6YemVsdpT8GAs3Zeb8sy+L/jzMiXQefDKY/tH+9fREREdknHyE2nz0qkbSmqcPPl0i2sKywnOSaS1LhI0uJcpMZFkhIbSUpMJBGOPT8htiS3hIe/WM6XS7cA4HTYOGdYZyYf052MhDAr6F1eCHOeMVPlNrPMGWP6fiMmQ3J2aNt3oLEs+Ope+O7f5n5yjjlXMfBcU7synHmq/ecgPmr+c1vq4kp3Bbx1Aaz8wtyPbw+HXgVDLjKpwqVtKttqUqnn/Wrup3aHw66FAWcrKNXGKajRytQJCR/VHi/zlq0l+csb6V30TXD5el86b3iP5W3vSLaSVO85GQkuerSL5+iD0hl9cAY5af4Dgc2/wOwnYNG7Jn0RmB/GpM6m4HZAj+PhiBubXnsinHg98NG1sPBVc//Ef8Mhl9Y+Xl4Izx0L29eawM/570NEmF1xJCItx+2GKVPM/HXXQaR+D0T2ZzpGbjp9ViKhV1BWzeeL8/ls0WZmryrE42v89IjNBknRTlLjXKTERpIWF0lsZAQen4Xb66PG46PG66PG67/vnzxeC7fHx+qCcgDsNpgwuCPXjupBp5SYffVWW8b2daY/vOB/4Kk0y5JzTO3FwIlDmwP6jofDr4PMfiFr6gHD54VPbjRZKMDsi0Ba7ehk01cfdrmp1xluqkvhjfNg5Tcwx2vSZp8xEpwRu37ettXw21tm/sib4Njb9vwiy8oik4p7/WyTijs6CUo3m8dciXDIxTD8SojP3LPtS+so2gAvnwaFKyE6xaQorzIXNhOXYYJSQy82tWulzVFQo5WpE9IM3hpTr2L9bFMsOjrJX/w6sXa+7u2uajs00ZaSKr5evoWvlm2hYMUc/sPDdLZvxWPZ+dI3hNe8x/J77FCy0+LJSY0lJy2WnNQYctJiyU6NISZyN/8kizfBnP/CvBfBP+IDmx36nA5H3LD/H7z5fKZWxpz/mvuj74YjrjcjOV4+zdTeSM6BS7/SEGSRA50K+4kcUHSM3HT6rERCI6+4immLNvPZojzmrt1G3ThGr8x4BnVOpqSqhm1lbgrLqyksc7Otwk1LnDk5qX97bjiuJ93S4/Z+Y/tS3m8mxfKi98zJQYD2A+Dw66H3qaYvvPob+P4RcxvQfbRZJ+cIjdxvDZ5qeO8yWPIBYIOTHjZpwBa+Zup7bl9r1nO4zNXpI66G9J6hbHHTVWyDVyfCpvlgRcM9+WZ5U/oTlgWzHoYZ95j7Qy+BE/7V/NRDZVvg5fGQ/5sJYJz7JnQYbFKufT+lNh2WIxIGnGNGAaR1b95rSMvb+rs5L1WyCRI7mQtt4zNg/ksmKFuaa9ZzJcDQi+DQPyoo1cYoqNHK1AlpAq8Hfn0Dvv1n7T/TpnC4zHDVo242uQqbcPDj81ksyi1mxlITyPhtUzFgcbbja+6OeAmXrYZCZ3uWHPEYaT2HNy1w0RTVpbDwdSjfag4SUrvt/TbDhWXBV/fBd/8y94+8Ccq3mKt2XAlwyRfQrldo2ygioaeghsgBRcfITafPSmTf2bCtgmmL8vhs0WYWrC+q91j/jomM7ZvJuL7t6ZLW8HGK12dRVOGmsNxNQVk128rdFJa5KXd7iHTYcQYnW/35CDuRDjsRdhtZSdHhNTLDsmDtLBOoWPll7fKuR5tARdejG+6r5/5sTvgu+aA2LXOHIeY5vU7cv2o9hFJ1KbxxLqz51pxUH/8s9Dmt9nGfF5Z9DN8/CpvqpNHuOQ4OuwayD2u7gaaSXHj5dNi6zIw2Of0VOOhI81hz+hNz/w8++RNgQd8JcNrTTc8isX2dOTG+bTXEtoPz36t/8arPB79/BrMeqVOn1Wbqjh5xvfnOy763aYEJhlUUQlpPE9BI7FD7uMddJyi13CxzRJrzeYddC2k9QtJsqU9BjVamTsgueD1mqN/Mf8D2NWZZbDoM+oOZryyCqqLa26pi/3xx7VUfAZ0OhXEPQtagnV7Gsixmry7k/Z838dWyrRSUVQcfi6KaJxNf4djqGWbdnmOxnf60+YcoLWvWf+DLu2rv2+xw7lvQ47iQNUlE2hAFNUQOKDpGbjp9VtLqtq2BjfOafKFYWPntHTM6/Lh7wBXf4Cp5xVV8/GsuH/2Syy8bi+s9NiQ7mXF9MxnTJzO8Ag37QuBk+KxHIHeBWWazQ+/TTEqprIFN28621fDD4yZtsafKLEvtbrIbOFohHWlyFzNqJBSpjz1u+H2a+TvrORYcztZ9vfICeGUCbF4IkXFw9qsmyNQQy4L1P8IPj8HyTwH/KcCswaaQtq0VCidn9PHXHt2DAFbhKhNMKFoP8Vlw/lSI7bTn/YlF78J7l5v04d2PgzP/B5G7+ZvfsswEVUpzTarx89/f9QWs62ab4N/v02qX5RxpAnndR4Xm97eyCJZ/BokdQzdSyuOGDT+azzA5p/Vfb813JlWYu8ycQzzv3cYzh/h8sGK6+Z3b8KN/oc0EXtsPaNrr2ezQ7RgFsFqBghqtTJ2QBvi8JuI58x+wbZVZFpNmDnwOuWT3Baosy1xtULndBEW+exhqKgCbCYiMuhPi0rEsi6+WbeHxr1fyc52rbGIjHRzZI51TOlZw/OKbiChYZn5kRt1pIq7NHWooTTfnWfj0JjM/9kGTn1BEBBTUEDnA6Bi56fRZSat7fqxJAXzqE7UXmO0PKrfDw71NX3HQH8z789tW7ubT3zbz0S+5zFm7LZgyym6DYV1SGNe3PWP6ZJKZGGaFufeFmiqTaeH7R2v78xFRMPA8U2w5peuebbdsK/z0NMx9tjanfWuJb29SyQy5cN8UcK4ugwX+lDYlm8yyxE6mWPrgC1qnSHfdWgExqXDeOyYlUlMUrDBtXfgaeKt3v/7eSO1uRoQMOKfpRZnzfjPpnsq3mO/b+e+bLB57259Y8SW8+QdTB6bzCDjnDZP6vCEb58OrE8zvTHovE1RJyGra6+QvMcGj396qrcGa0c+cE+tzOjhaIFvI7pRshh+fhHkvgLvULGs/0IweOfiUfTNSqqrY1Hj58WkTGLLZzQiWw66FjkNb5zWXfQpvX2i+1zlHwjmvNxrw3sn6H83IjeWf7tlrhzqAtR9SUKOVqRNSh89rcmvOfND8YwXzz/Wwa2HYZXv+j7x4E3x5pwmUAJYrgaU9r+QvG0bwW54pShYZYWfC4I6c0C+TYV1ScC3/CD642vx4x7aDM14wUWlpfWu+g4oCcwWPfshFJEBBDZEDio6Rm06flbSqqhJ4KMeMhM/oB1d+t/8co+8wUrzy9Bf51HMIH/2ay6wVBfWKfQ/NTuaUgVmM69ue9Pgmnlg90FQVw7zn4cenoMxftyAqEQ65zBRAjktvmdepLjUn07csaZnt1eXzwoovoCzP3HclmgsrD72qdQpkl2019SXnPGuyT4A5/4BlUlODyRIx7HIYdkXL1ZmsO4IgoaM54b4nNTLKtsLP/zOjIVqaxw3LP6lTlDnTX5T5ol0XZV7/I7x6pqlZmtHPpHsK7LuW6E/savsBq2ealF7uMnP1/XnvQExK81+reCPMftKc2K8pN8uSOsOIa0wgdncjRfbE1t/hhynwy5vgqzHLUrqZVF6eSv/9rv5A07ngbIXAbtEGE8Cc/1JtQCUqsX4ws/MI04ae41ruwuOFr8MHk83/u4NOhInP79n727IMFr5ifquaomKbCYSEKoC1H1NQo5WpE4I5cFg81YzMCOSii072BzMuB1fLFD/zrP2Bkql/IqXYHPys8rXnH0wi59DTuOSILrRLiDL/OL+800SkAbIPNz9kKvYjIhJaCmqIHFB0jNx0+qykVf3+Obx2Ru39Cz+FnMND156W4nHDlP5QupnipN4kFi1huxXHmOqH2IJJNdwnK4FTBmRx0oAsOiRFh7jBbVhDV3QndKgdZdDUq5zbCk81/PqmGWlSuMIsc7hg4LnmJGpL1L/ctsYU4P75ldqUWind4PBrof/ZgGUCNz88VpuKOyIaBp9vinQnZ+/5a2+Ya/6mK7dD2kEmoFG3VkBbUl3aSFHmi02AY8fzNHVHUnQ61BTkrjuSoqX6E42NBAFY+jG8cxF43dBlpEnptbd/AxXbTF2Pn542F4CCuQB42BXmAuA9CZjsaMNck/pq2ScEU4t1HmFGDvQ4Hiq3wZxnzFS53Twe2w4OvdIUUG9sxEpzbP7FfOcXvVebUj69l/m763eGSSk2+3H49a3agEtqd/NbM+AccO7F7/SPT8G0W8z8wPPg5Ef3bUChaIP5HZ3/0r4LYB0AFNRoZQd8J8TnNf90AsOzopLMD9bwK1rs4Keqxstb8zbw35mryS0qZ6LjW25xvkkq/ihvj+NhzAPmB/DtC2uLMx1+PRx7uyKjIiJtgYIaIgeUA/4YuRn0WUmr+vx2+OFRk/bD8pm0I2e9HOpW7RXLsljz1Qt0/e4GtpLEyKqHeTPyHvrZ1zLPMZBZh/6Xkwd2pFt6y1xct98qWOm/ovsNcwIXzAnIw6+DvhNDU5OiJfl8ZqTArEdqC2Tb7OZv4IjrG6zXuVubfzUnjhdPrS1+njXYbK/XSTun9PF5YemHpg2bF/rb4IC+4835isy+zXv9lV/Cm+eblGsdhsJ5b7fMCfHW1mhR5nPM9y21W9NqXrRkf6Khmh2b5sGH1/h/K0+GCf/X9JRZTVFTaQJhPzwGRevMMmcMDJ5kTuwndWre9izLjEz6/hFTWyjgoBPM96vz8J2fU10GP79s6tyUbDTLIuNh6IUmZVtTU2zVbcPKGea3ZM23tcu7HGUudO4+eufRgSWbzQinuc+bETNgUtYPuxwOubR5I5osC755AGY+ZO4fOhmOvy90aecrtsHc5/wBrEKzrKUDWAcQBTVa2QHfCQkcJEdEwZF/MsNSWyhnZVm1h1d/XMez360JFv9Oi3Nx2ZFdOG9gMnE/PWxy8/lqwO406a2qiswQ09Ofhl4ntEg7RESkBXi98N13Zv7II8GxD/K4ikjIHPDHyM2gz0pa1TNHQ+7PcMQNJl2TzQ7X/dr8k2dtwMbtFby3YBPvzd/AY2U30M++ln/WnMn78ecwqaebSxdPwu6tatu1/Ra9a+oZHH59y6Z9KVwF635o4soWrPjcXJEeuKK703DTpp5j978alJZlTvjOegRWflG7vMtIkx7G3oSLIH0eE5xY9VXtsm6jTDAj58jdp3SzLFgz0/wNrv6mdnn30ebkua0Jx8XlW+DrB8z5j27Hwpkvt1hWjH3G5zNFtL9/BDb85F9oMyfA13wLWNB3Apz2dMNBtZbuT5TkmjReW5eZE/uBkUoD/wAnT2m9C2S9Hljyvvkc8n4zy+wRJpiYczjQhBSB7nJY8D/Ystj/fCf0P9MEEtr1akIbaszv0fdTalPB2Z3Q/yzofGjT3kd1qQmQBJ5vc5i/qcOublrQsLoUFrxsRjgUbzDLIqLNqKqmBh03/GgCRQDH3gZH3tQ2Uiy6K2Dhq+Z8aSC9mzPWjNbKaGYwM9RSuoQsnb+CGq3sgO6E/PIGTL3CzE983vzzaQEbtlXw0g9reXPuBkqrTU66DknRXDGyK2cO7USUs84/roKVMP2vsGK6uZ/Z30T0U7q0SFtEREREpPkO6GPkZtJnJa2mqthfT8MHNy41fbc135oAx+i79mlTSqtq2LCtkrT4SFJjXTjsTTvpVF7t4bNFebw7fyOzV5urXofblvKm617cNhcLJ85i6ME9sNttpq7BpzeZVEOXfwMZvVvxHe2B7/4NM+4x850PMwVsWyLly5IP4b3LatMgNUfPcebEfFNPYoa7vEXmJO6id2vT4zSHzQ59xpvRBe3771kbcn82bVjyQe1oj+bY1Un/cLJutjmp//u02mVDL4ET/rlvilgHVGyDVyfCpvnm/oirzZX+++LEuGWZQNn3j9Qf5dAckXEw5EIzymJP0pBZ/iDnrEdgfVMDow20YfAkk8oqqXPznx8I8vzwqElh1Ww2870ZdtkePLeVBd7brEcg/7dQt2bP9D8bxv83JC+toEYrO2A7IRvnwQsngLfaREJH3b5Xm7Msi7lrt/P8rDV8viSPQE23rumxXDWyG6cN6oDTsYsrRlbOgK3LTW7G1ih0JCIiIiJNdsAeI+8BfVbSapZPg9fPMrn+r11gcq2/ca6pf3jj0r3LX94EXp/FrJUFvDt/I9MX51HtMSdwHXYb7eJdZCREkZHgIjMhinYJUWQmRJGREEVmoostJdW8s2Aj0xblUeGuPfl8WLdU/uV5kKz8r03f76T/1L6gZcFrZ5oTdBl94bKvWjZ1zJ6yLPjqPvjuX+a+w2X60e16wx/ebX66l7p+fAqm3QpY5gK/+PZNe15iB5Pqpd3Be/7a4axoPfz0XzNqpqlSu5k028k5LdOGbavhp2fMbVNlj4DDrtu/RtPkLzEF6lO6mhFWobjKvrrMpDBK62FOzoeiDZvmm3RMgQLzu2OzQcdD4JBLzG96S9gwx+yLim1Nb0PnESao0hIBWsuCtbPM6I/KoqY9xx5hala09UwtgQDWwlfN9y2cdDnKjL4JAQU1WtkB2QkpyYVnjoGyPDjoRDjrlT3+p+r2+Pjkt1yen7WW3zYVB5cf2SONi4/owsge6eaqGxERCW81NfDMM2b+8svB6Qxte0SkVR2Qx8h7SJ+VtJrpfzNFWQdPglMeNfn9Hx1oTuie8pgpAt0Kfs8v5d35G5n68ya2lFYHlydERVBa7aG5Zx5yUmOYMLgjpw/uQEdvLjw+FLDg6nnmJGRdZVvgyRGmGO+Iq2HM/Xv/hvaGZZnMAj8+ae6PvtukHHplgulPJ3SE89+D9IOat12fDz7/W+12h14M4/6pepKyf1N/QuSA0tRjZP3nk6apqYQ3zjMHYOkHmyFIexDQKCyr5rWf1vO/H9ex1X+g64qwM35wRy46PIeeGS1TZFxERNoItxuu9l/hceGF6oSIiIi0trX+3PNdjjK3dgccchl8cbu5Sn3Q+S12RXJhWTUf/pLLuws2smhTSXB5UoyTUwZkMWFwR/p3TMTrsygoc5NXUkV+nSmvuJotpVXkFZv7NpuNE/plMnFIRwZ3TsYWaOcnTwGWqf2wY0ADIK4dnPo4vH62Cej0OA66Ht0i77HZfF74+AZY8JK5P+6fMPxyM3/pF/DyeChcAc+PgXPfgk7DmrbdmkpTUHnph+b+6LtMPYy2kEdepDWpPyEiDVBQQ3bPsuDDayF3gRneds7r4Gpe8GF9YQVPfrOSqT9vCg4/bhfvYtJhOZwzrDMpsWGeF1JERERERCTUKotg869mvm6Bz8HnmzQr+YtMYemcw+s9rcbrY8O2imA64N1ZuaWUd+Zv4pvlW/D4nxRht3Fsr3aMH9yRY3u1IzLCbvqSnioinNFkJkaRmbgHKYMrtsHPr5r5EZMbX++gcTDkIpj/Aky9Cq76HmJSmvda5YVQXWxS4uwJrwfevwp+e8vUYTjlMZMiJSCpM1w83aTL2jQPXjoFznjBtH137XrjHFNk2REJpz0F/SbuWRtFRET2AwpqyO59P8V/UObYo2Lc0xblcdPbv1DmL/7dr0MilxzRhRP6tTcHuiIiIiIiIrL31v0AWJDaA+Iza5dHJ0P/s8wJ/5+eDgY11haU88bcDbwzfwMFZe49esn+HRMZP6gDpwzsUP9itfJCePM8U6T53DfqB1maY/4L4KmEzH6Qc+Su1x1zvym8u22VGS1xxotNG8lQuAp+eAwWvmbqXnQ+zBTS7nF800dCeNzw7sWw9COT7338M6a4845iU2HSh/D2haYOyBvnwcmPNJ4WbNtqeGWieU9RiXD2a3v+WYqIiOwnFNSQXft9Onx5l5kf91DtEOYm8Pos/vX5cp76ZhUAQ7OTuWVcL4Zk1xlGLCIiIiIiIi0jkHqqoZPewy6H+S9gLfuYGT/O44VFHr5fWRh8ONrpwOVs2kVnCVFOxvXLZMLgjg2nEC5aX5tmCcwJ/Cu+bX5xbI/bFFUGUytjd/3IyFiY8Cw8dxwseR9+fRMGnN34+rkL4ftHYMkHYJmMAtjssP4HeO0HaNcHDr8O+o4Hxy5S3tRUwpvnw8ovzEiKM17adQHbyFgTnPjoOlNA9sNroCwfjryp/nvcON+M6qgogMROcN7bB26RbxERkToU1JDGbV0O71wCWGYY7yGXNvmp28rdXPv6z8xaWQDAJUd04ZZxvXA6NDJDRERERESkVQTraew8omGNIxtbwlBySuax4uNH+N5zDjYbjOyZzjnDOnNsr3Yt01/LXwKvjIfSzZDQAVwJsHWpCWxM+hgimpF6ePF7pq5jXCb0Gd+053QYAkffCl/fB5/cBJ0PheSc2sctC9bMhFmPwOqva5f3ON7UqEjpYgpxz3sBtiyGqZfDV/fBYVebeiSRMfVfr7oUXj/HfPYR0XDOa9Dt2N230+GEU5+AuAyY9bB5jdJ8czGh3QHLPoV3LvaPUulv6m8ktG/aZyAiIrKfU1DjQPD9FDOUttNw6DkGeoyB+IxdP6dimymy5i6F7MNh3D+aPOz2lw1F/PHVBWwqqiTa6eChif05ZUAzr8gRERERERGRpqvYZlI9AWSbkRrVHi/TF+fz+k/rmb26kOPsR/Fs5DzOjfiamsP/zPhDe9AxOWYXG22mdbPh9bOgqhjSe8Ef3gNPFTxzjKkH8fltcMI/mrYty4LZT5j54Zc3Lxhy5I2w8kvY8CO8dwVc9KlZvvQjMzIj92dz3+YwKaIOvw4y+9Y+//j74Mg/wdz/M+m6itfDZzfDzIdg2BUw7DJTr6OyCF6dCBvnQmQ8nPcWZB/W9HbabDD6TpMq7LO/wNxnzYiN7MNg+l/N6JHuo00arWbWtRQREdmf2SzLamIpMKmrpKSExMREiouLSUhICHVzdm3KANi+tv6yDkOg51gzZfarH7DweuDVCbD6G0jsDJd/DbFpTXqpN+as544PFuP2+uiSFst/zx/S8HBkERE5MJSXQ1ycmS8rg9jY0LZHRFpVWB0jh5g+K2lxSz+GN8/DSjuI78d8yvTFeXz8ay7bK2oA0+U7tmcqjxdcQnT5RlPEurE6Dnti2afwzkUmiNFpOJzzRm2h7uWfmYvmAMY/C/3P3P321nwHL50Ezhi4YXHzi35vXwtPHWEu1OszHjb/YupSgBlRMfh8k9IqOXvX26mpNCmifnistl/tjDWf3brvIe9XiEoyAZyOQ5rXxroWvQdTrwBvndomgy+AEx/edeorkf2d+hMiB5SmHiNrpMb+rmJb7YHXUX82V6vk/gyb5pvp6/vNkOCeY6DnODNM+cu7TUDDGQvnvN6kgEZVjZe7PlzMG3M3AHBc7wz+feYAEqJ08CUickBzueDjj2vnRUREpMVVur3kz59GDvBmQQ63/N9PwccyE6I465BOnHlIJzokRcP3V8AXt8NP/zXplFqi3uH8l+Dj683Igp5jYeIL9dM0HTTO9Ee//Sd8eC20611/ZERDAqM0Bp7b/IAGmJRTJ/wD3r/KpLECE3wYdjkMv6LJF+7hjDapmAdfaOp0fP8I5P0GPz1lHo9Nh/Pf3/372Z2+4yEm1RQOd5fCsbftXGND5ECk/oSINEAjNfZQ2FxZtXKGyWea0g2uXWCWleaZAuC/Tzc5RGsqatePiDJX1gCc+TL0PmW3L7GpqJKrXpnPrxuLsdngpuMP4qqR3bDbdfAlIiIiciAJm2PkNkCfleytogo3Xy7dwueL8/h2xVam2m7mYPt6/ui+lp+ij+K43hmM6ZvJkd3TiKhbK6NyOzzc2/QDL/yk4aLiTWVZ8N2/TD0IgEF/gJOmgKOB6yd9XpOqadVXkNIVLvsaopMa3m7BSnh8CGCDq+dBWvc9b99nN8PqmTBkEgyeBK64PdtW3W2ummFGblQUwoTnIb3n3m2zrpJcKN8K7Qe03DZFRETChEZqiJHrD2R0GFy7LD7THNANmWSG0q75Dn6fZqaSTWado29tUkBj1ooCrnl9AdsrakiKcfLo2YM4qmd6K7wRERERERGRA9v2cjcf/ZrLtEV5/LRmG16fuUYxmRIOjloPwKV/OJ/HevXA0dhFZtHJJv3T/BfNaI09DWr4fDDtLzDnGXP/iBth1B2NjyywO2DC/8F/R8K21TD1Sjj7NbA3UJz8xyfN7UHj9jygAaYtJ/xzz5/f2Da7jzZTa0jIMpOIiIg0SkGN/d0mfwG0rEENP+6Mhp7Hm8n6txlGW74Fuo3a7aZfnr2WOz9cjM+Cfh0SefK8wXRKacEicyIiEv5qauDVV838eeeBU2kJRUREmqu82sPzs9bwzLerKa32BJf3yozn+D6ZTIxZAF8A6QczuHcTRg0Mu8IENZZ9DEUbIKlT8xrkqTb1HxZPNffHPgSHXrn758WkwJkvwfNj4ffPYNbDcNRN9dep2AYLXzPzIyY3r10isv9Rf0JEGqCgxv4uMFIja/Cu1wNzxUn7/k3a7Mzft3LHh4uxLDhzaEfuObUvUU7HXjRURET2S243XHSRmT/jDHVCREREmsHt8fHG3PU8OmMlBWXVgAlkjB/cgeN7Z5KT5i+Y++mz5rbLkU3bcEZv6HIUrPkW5j4Hx93d9EZVlcCb55nn2p1w+tPQb2LTn99hsBk98dG1Jm1V1iDoXueiunnPg6fSpF/KPrzp2xWR/ZP6EyLSAAU19mclm6F0M9jsTQ5WNMXagnKueW0BlgVnH9KJB8b3w6biZSIiIiIicqBzl8OSD2DB/6BwlUnpO/xKSOvRrM34fBYf/ZrLvz//nfXbTA3E7NQY/nT8QZzUr/3O9QvXzjK3zUklNewKE5hY8BIcfYsZxb8r7nJTEPyHR00/MzIOznoFuh3TjHfmN2QSbJwLP78M714KV8yEpM5mBEggndWIq1UkW0RERBqkoMb+LNefeir9YIiMbZFNlld7uPzleZRUeRjUOYm7T+2jgIaIiIiIiBy4LAs2LzSBjN/egeqS2sfmPmemHseb4Ea3Y3d5ot6yLGb+vpV/TFvOks1mO2lxLq4b1Z2zDulMZEQD9SfKC2DLEjOf3YygxkHjILEzFK+H396GwRc0vF5VCcx9FmY/YQpjAyR0hLNerl+7sblO+JdJf7x5Ibx1AVw0zaSzKsuH+Czofdqeb1tERET2awpq7M+CqacaqafRTJZlcdPbv/B7fhnt4l08/YchuCKUckpERERERA5AldtNEGPBS+bkfEByDgw6HzL7mboVyz+DFZ+bKb2XCW70Pwsi69cjXLB+Ow99toyf1mwDIN4VwRUju3LxEV2IidxF133td+a2XR+ITW16++0OGHYZfHG7KRg+6Pz6AZeKbfDT02aqKjbLkrLhyBthwDkQ4Wr6azXEGQVn/g+eGWkuyPvsZtjk78MOvxwiIvdu+yIiIrLfUlBjfxY4IOzQMkGNJ79ZxWeL8nA6bDz1hyFkJES1yHZFRERERET2imWB5QOfx0z2iL0/6d7Y66ydZUZlLP0QPFVmucMFB59sRjvkHAl2/4iKnmNMGqo5z8DPr8DWZfDx9TDjbhhyEQy7jCVlcUyZ8TvTF+cDEBlhZ9KIbP54dHeSY5twYj+Qeqqp9TTqGnw+fPMA5C+Cdd+b9FWl+TD7cZj7f1BTbtZL6wlH/gn6TgRHC55GSM6GCc/BKxNNcAjAGQNDLmy51xAREZH9joIa+yvLal6R8N34alk+//p8OQD3ntqXIdnJe71NERERERGRJln8PnxxB9RU+gMX3toAhs8Dlrf++o5IOPs16HFcy7Vh5Qz49CbYtrp2Wbs+pj5EvzMgJqXh56V2g3EPwTF/hZ9fNSMfitbBrIfxzJrCCu9wNnvGYbd1Y8Lgjlx/XE86JO2mvkVda/wjNZpTTyMgOhn6n2lGlHz3b1jyoQkuBII1Gf3gqJtMwMbeSqP0u4+GY/4GX99n7g/6g2mXiIiISCMU1NhfFa0zw6EdkZDRZ682tXprGde9vhDLgvOGd+bsYZ1bqJEiIiIiIiJNEAgENJXXDe9fBX/8EWLT9v71t6+Dty809TIi46DfRDMqI2tw04tZRyVS2O8S3qwcxbof3uV094ccal/KqY4fONkxm7xxz5M1fEDz2lW2BQqWAzbIPry578oYdoUJaqz6ykwAHYbCUX82I032RQ3FI/9k3sea70yBcBEREZFdUFBjfxVIPZXRZ6+GXZdW1XD5y/MprfYwNDuZO0/euwCJiIgcYFwueOut2nkREZHm8npg8y9m/pw3Tc0Ke4QZOWCPqDM5zGT54PlxsHUpfHQdnPXK3p2Y93lh6hUmoNFpOPzhPXDFNWsTv20s5sUf1vLRr7m4PT5gAF/GHsJ1fas4s/RlolZPJ+uHO2DQ2J1qbexSoJ5GRt/GR4rsTkZvOOgEWP6pSZ111E3QZeS+CWYE2O0w/tl9+5oiEh7UnxCRBiiosb9qgdRTPp/FjW/9wsotZWQmRPHkHwYTGWFvoQaKiMgBISICzjgj1K0QEZFwtnUZ1FRAZDz0OL62XsWujP8vPDsKln0Mv7wOA8/d89ef9TCsn21ef/wzTQ5o1Hh9fLYoj5d+WMv8dduDy/t3TOTCw3I4sX97XBEOcI+CJ4ZD8XqTAmrU7U1v297U06hr4gtQvhWSOu3ddvaGAhoi0hD1J0SkAQpq7K82/WxuO+x5UOPRr1bwxZJ8IiPsPH3+ENrFqzC4iIiIiIjsY5vmm9sOg5oW0ABoPwCOvgW+uhc+vdnUm0jagzS6m+bDNw+a+RP+aUaJNKC4ooa1heWsLSxnTUE5awvKmb26kPySagAi7DZO7N+eSYflMKhTEra6J/AjY2DsA/DmefDDoyYAk9qtae3bm3oadTmjQhvQEBEREWkGBTX2Rz4fbF5o5vdwpMbni/N45MsVANx3Wl8GdkpqmbaJiMiBxeOBqVPN/OmnmyutREREmiMY1BjSvOcdfj38Ph02zoH3/wgXfNj0oAiAuxzevcwUIu9zOt5+Z7F0UzGr/UGLtQXlrCk0t9srahrcRFqci/OGd+a84Z1pl7CLi8R6nQjdj4OVX8Cnf4Y/vLv7kQuleVC4AlNP47Cmvy8RkXCi/oSINEC/BPujwhXgLgNnDKT1bPbTV24p5ca3TM7aSSOyOXOortgREZE9VF0NZ55p5svK1AkREZHmC9QLbG5QwxEBpz8NTx9pak/8+CQc1owi1NP/CttWQUIHVgy7lxuf/IHfNhU3unq7eBc5abF0SY0lOy2Gnu3iOapnetNS+NpsMO4heHImrJph0mYdfPKunxNIPdW+P0QnN/19iYiEE/UnRKQB+iXYHwUO+tsPMAfyzVBcWcNl/5tPWbWHYV1SuO2k3q3QQBERERERkSZwl8OWJWa+uUENMGmcxtwHH98AM+6B7qOg3cG7f96yT2D+i1jY+KDL7dz8zCLcXh+xkQ56ZyWQkxpLTlqs/zaGnNRYYl172b1O7QaHXwff/hOm3QrdjoXI2MbXDxQJz9nLehoiIiIiYUZBjf3RXhQJv+ejJawpKCcrMYonzxuM06HC4CIiIiIiEiKbfwXLC/HtISFrz7Yx5CJY/hms+Bzeuwwu/QoiIhtfvzQfPrwGgPejx3PDTwmAj9EHt+Pvp/fbdRqpvXXEjfDLm3WKht/R+LprFNQQERGRA5POWO+PcvesSHil28snv+UC8J+zBpIW52rplomIiIiIiDTdXlywFWSzwSmPQXQK5P0GMx9sfF3Lwnr/j1BRyBIrh79sP4X4qAj+dcYAnr1gaOsGNKC2aDjAD49BwcqG1yvJNamxbHbIHtG6bRIRERFpYxTU2N94a8yBOkDWoGY9debvW6mq8dExOZphXVJaoXEiIiIiIiLNECwSvhdBDYD4TDjpP2Z+1n9g/U8Nrlb41WPYVn1JleXkWvcfObRnFp/fcBQTh3TEtrvC3S0lUDTc64bP/gyWtfM6wXoaAyAqcd+0S0RERKSNUFBjf7NlCXiqzIFtStdmPXXaos0AjO2Tue8O2EVERERERBoTDGrsQT2NHfU5DfqfBZYPpl4B1WXBh3w+iw8+/5K4b+8B4N/WH7jk9HG8dNEhtE+M3vvXbo5A0XBHJKz6CpZ+tPM6a741tzlH7Nu2iYiIiLQBCmrsbwJFwrMGmYPhJnJ7fMxYugWAsX0zW6NlIiIiIiIiTVdeCNvXmvlmjkJv1Lh/QEIH2L4GPr8NgA3bKpj07Hf0nHUDLlsNP7sO4YLr7uecYZ1Dd7FXoGg4wPS/moLpdQVGauQctW/bJSIiItIGKKixvwnU02hmztkfVhVQWu0hPd7F4M7JrdAwERE5IEVGwgsvmClyF0VZRURa0RNPPEFOTg5RUVEMHz6cOXPmNLpuTU0N99xzD926dSMqKooBAwYwbdq0eut4vV5uv/12unTpQnR0NN26dePee+/FaihNkOy5QD2N1B4QndQy24xOgtOeNPPzX2Du528w9pFvOXLD0xxsX0+VM5kBk1+hU2psy7ze3jjiRkjsDMUbTNHwgOKNJihjc0DnQ0PXPhGRfUH9CRFpgIIa+5vcOiM1mmH64jwAxvTJwG5X6ikREWkhTidceKGZnM5Qt0ZEDkBvvvkmN954I3feeScLFixgwIABjBkzhi1btjS4/m233cZ///tfHnvsMZYsWcKVV17J6aefzs8//xxc56GHHuKpp57i8ccfZ+nSpTz00EP84x//4LHHHttXb+vA0JKpp+rqejQMvwqA7O//wtGe77k84hMAoiY+hT2hjYxcr1s0/PtHa4uGB0ZpZA2EqISQNE1EZJ9Rf0JEGqCgxv6kphLyl5j5ZhTS8/osPl+cD8DYPu1bo2UiIiIiIiHx8MMPc9lll3HRRRfRu3dvnn76aWJiYnj++ecbXP/ll1/mr3/9KyeccAJdu3blqquu4oQTTuDf/669Uv6HH37g1FNP5cQTTyQnJ4eJEydy/PHH73IESHV1NSUlJfUm2Y1Aat29LRLegK87XsVKqwPtbEU8EfmoWTjkIjhoXIu/1l4JFA331dQWDV/znXlM9TRERETkAKWgxv4k7zewvBDbzuSJbaJ5a7dRWO4mMdrJ8K4prdhAERE54Hg88MknZvJ4Qt0aETnAuN1u5s+fz+jRo4PL7HY7o0ePZvbs2Q0+p7q6mqioqHrLoqOjmTVrVvD+YYcdxowZM/j9998B+OWXX5g1axbjxjV+QvyBBx4gMTExOHXq1Glv3tr+z7JabaTGt79v5Yo3lnC9+yq8OMzC1O4w5v4WfZ0W0VDR8LWBoIbqaYjIAUD9CRFpgIIa+5NAPY0Og5tVJPyzRSb11OiDM3A69JUQEZEWVF0NJ51kpurqULdGRA4wBQUFeL1eMjIy6i3PyMggLy+vweeMGTOGhx9+mBUrVuDz+fjiiy9477332Lx5c3CdW265hbPPPptevXrhdDoZNGgQ119/Peedd16jbbn11lspLi4OThs2bGiZN7m/KloPFQVgd0JG3xbb7OxVhVz+8jzcXh8dex8G4x6Edr1h4vMQ2QbqaDSkbtHwj2+AonX+ehrDQ9suEZF9Qf0JEWlARKgbIC1oU/PraViWFaynMbZvG8kdKyIiIiISIlOmTOGyyy6jV69e2Gw2unXrxkUXXVQvXdVbb73Fq6++ymuvvUafPn1YuHAh119/PVlZWUyaNKnB7bpcLlwu1756G+EvMEojsy84o3a9bhPNX7eNS16aS1WNj2N7tePRcwbhiBgCwy9vke23qiNuhF/ehOL15n6HweCKD22bREREREJEl+XvT4JFwpuec/bXjcVsLq4iJtLBkT3SWqlhIiIiIiL7XlpaGg6Hg/z8/HrL8/Pzycxs+IKe9PR03n//fcrLy1m3bh3Lli0jLi6Orl27Btf585//HByt0a9fP84//3xuuOEGHnjggVZ9PweUFk499evGIi58fi4Vbi9HdE/jyfMGExkRRt3hyBgzqiQg58jQtUVEREQkxEJ+FPfEE0+Qk5NDVFQUw4cP32VxvZqaGu655x66detGVFQUAwYMYNq0afXWKS0t5frrryc7O5vo6GgOO+ww5s6dW2+dCy+8EJvNVm8aO3Zsq7y/faaqBApWmPlmFNKb5h+lcUyvdkQ5Ha3RMhERERGRkIiMjGTIkCHMmDEjuMzn8zFjxgxGjBixy+dGRUXRoUMHPB4P7777LqeeemrwsYqKCuz2+l0ph8OBz+dr2TdwIAsWCd/7oMaS3BLO/785lFZ7GNYlhWcvGBqefZ+DToDep5rUU71PCXVrREREREImpOmn3nzzTW688Uaefvpphg8fziOPPMKYMWNYvnw57dq122n92267jVdeeYVnn32WXr16MX36dE4//XR++OEHBg0yKZcuvfRSFi1axMsvv0xWVhavvPIKo0ePZsmSJXToUFs8e+zYsbzwwgvB+2E/FHzzQsCCxM4Q27QRF5ZlMc1fT2NsH6WeEhEREZH9z4033sikSZMYOnQow4YN45FHHqG8vJyLLroIgAsuuIAOHToER1n89NNPbNq0iYEDB7Jp0ybuuusufD4fN998c3CbJ598Mvfffz+dO3emT58+/Pzzzzz88MNcfPHFIXmP+x2vx9+/Ya+DGivyS/nD//1EcWUNgzsn8fyFhxAdGYYBDTB1Eye+AJVFEJsa6taIiIiIhExIgxoPP/wwl112WbBD8fTTT/PJJ5/w/PPPc8stt+y0/ssvv8zf/vY3TjjhBACuuuoqvvzyS/7973/zyiuvUFlZybvvvssHH3zAUUcdBcBdd93FRx99xFNPPcV9990X3JbL5Wp0yHlDqqurqa5TkKikpGSP3nOrCRQJzxrY5Kf8nl/GmoJyIh12jum1cxBJRERERCTcnXXWWWzdupU77riDvLw8Bg4cyLRp04LFw9evX19v1EVVVRW33XYbq1evJi4ujhNOOIGXX36ZpKSk4DqPPfYYt99+O3/84x/ZsmULWVlZXHHFFdxxxx37+u3tnwqWQ00FRMZDao893szqrWWc+9xPbCt3069DIi9ePIw4V5iXlbQ7FNAQERGRA17Ijujcbjfz58/n1ltvDS6z2+2MHj2a2bNnN/ic6upqoqLqF4mLjo5m1qxZAHg8Hrxe7y7XCfjmm29o164dycnJHHvssdx3332kpjZ+cPjAAw9w9913N+s97lPB4dnNSD3lH6VxZI+08D+4FxERERFpxNVXX83VV1/d4GPffPNNvfsjR45kyZIlu9xefHw8jzzyCI888kgLtVDqCdTTyBoI9j3LmLy+sIJzn/2JraXV9MqM538XDyMhytlybRQRERGRkAlZTY2CggK8Xm/wCqmAjIwM8vLyGnzOmDFjePjhh1mxYgU+n48vvviC9957j82bNwOmczFixAjuvfdecnNz8Xq9vPLKK8yePTu4DpjUU//73/+YMWMGDz30EDNnzmTcuHF4vd5G23vrrbdSXFwcnDZs2NACn0IL2oMi4YF6GmP7KvWUiIi0kshIePxxM0VGhro1IiISDvaySPimokrOfe5H8kqq6N4ujlcuHU5yrP4HiYiEJfUnRKQBYXV5/pQpU7jsssvo1asXNpuNbt26cdFFF/H8888H13n55Ze5+OKL6dChAw6Hg8GDB3POOecwf/784Dpnn312cL5fv37079+fbt268c033zBq1KgGX9vlcrXduhvlBVC03sw3Mf3UusJylm4uwWG3MfrgjN0/QUREZE84nTB5cqhbISIi4WQvghpfLMnn5nd+YXtFDTmpMbx26XDS4tpoP05ERHZP/QkRaUDIRmqkpaXhcDjIz8+vtzw/P7/RWhfp6em8//77lJeXs27dOpYtW0ZcXBxdu3YNrtOtWzdmzpxJWVkZGzZsYM6cOdTU1NRbZ0ddu3YlLS2NlStXtsyb29dyF5rb1O4Qldikp0z3j9I4tGuKrloSEREREZG2wV0B+f70X80IalTVeLn9/UVc9r95bK+ooU9WAq9ddijtEqJ2/2QRERERCSshC2pERkYyZMgQZsyYEVzm8/mYMWMGI0aM2OVzo6Ki6NChAx6Ph3fffZdTTz11p3ViY2Np374927dvZ/r06Q2uE7Bx40YKCwtp3779nr+hUNqD1FOf+etpjO2j1FMiItKKvF745hsz7SLNo4iICAB5v4LlhbhMSMhq0lOW5ZVwyuOzePnHdQBcdmQX3vvjYWQlRbdmS0VEZF9Qf0JEGhDS9FM33ngjkyZNYujQoQwbNoxHHnmE8vJyLrroIgAuuOACOnTowAMPPADATz/9xKZNmxg4cCCbNm3irrvuwufzcfPNNwe3OX36dCzL4qCDDmLlypX8+c9/plevXsFtlpWVcffddzNhwgQyMzNZtWoVN998M927d2fMmDH7/kNoCc0sEp5XXMXP64sAOF5BDRERaU1VVXDMMWa+rAxiY0PbHhERadvq9m1stl2ualkW/5u9jvs/XYrb4yMtzsXDZw7gqJ7p+6ChIiKyT6g/ISINCGlQ46yzzmLr1q3ccccd5OXlMXDgQKZNmxYsHr5+/Xrs9trBJFVVVdx2222sXr2auLg4TjjhBF5++WWSkpKC6xQXF3PrrbeyceNGUlJSmDBhAvfffz9OpxMAh8PBr7/+yksvvURRURFZWVkcf/zx3HvvvW23ZsauWFazR2p8vsSM0hiSnUyGhmOLiIiIiEhbEaynseu+zbZyNze/8wtfLt0CwDEHpfPPMwaofoaIiIjIASDkhcKvvvpqrr766gYf++abb+rdHzlyJEuWLNnl9s4880zOPPPMRh+Pjo5m+vTpzW5nm1W6GcryweaAzH5Neso0pZ4SEREREZG2qAlFwmetKODGtxaypbSaSIedW0/oxYWH5WDbzcgOEREREdk/hDyoIXspMDy73cEQGbPb1beVu/lpzTYAxiioISIiIiIibUXFNti+xsxnDdrpYbfHx7+/WM4z367GsqB7uzgePXsQvbMS9nFDRURERCSUFNQId8HUUzsf9Dfky6X5eH0Wvdsn0Dl190EQERERERGRfSJwwVZqd4hOrvfQhm0VTH5tAb9uLAbgvOGdue3E3kRHOvZ1K0VEREQkxBTUCHfNLBIeTD3VV6M0RERERESkDWkk9ZTH6+PKV+azOLeEpBgnD47vr/6MiIiIyAFMQY1wZlmQ+7OZb8JIjdKqGmatKABgnDoBIiIiIiLSlgSCGln1L9h64fu1LM4tITHaycfXHEHHZI04FxERETmQKagRzravgaoicERCuz67Xf3r5Vtxe310TY+le7u41m+fiIiI0wn/+EftvIiISEMsqza1bp2RGhu2VfDwF78D8NcTeimgISJyoFF/QkQaoKBGOAuknsrsBxGRu119eiD1VJ9MbDZba7ZMRETEiIyEP/851K0QEZG2rngDlG8Fe4Tp3wCWZXHb+4uorPEyvEsKZw7tFOJGiojIPqf+hIg0wB7qBsheCKae2n09jaoaL18v3wKonoaIiIiIiLQxgdRTGX3BGQXAR79uZubvW4l02Pn7+H66MEtEREREAI3UCG/NqKfx7e9bqXB76ZAUTb8Oia3cMBERET+vFxb4RxYOHgwOR2jbIyIibdMORcKLK2q456PFAEw+pjvd0pU+V0TkgKT+hIg0QEGNcOXzQu5CM99h9yM1pi02qafGKPWUiIjsS1VVMGyYmS8rg9jY0LZHRETapk3162k88NlSCsrcdG8Xx5VHdw1hw0REJKTUnxCRBij9VLgq+B1qysEZC2k9d7lqjdfHl0vyAaWeEhERERGRNqbeBVtD+Gl1IW/M3QDAA+P74YrQVbkiIiIiUktBjXAVuJIpayDYd32Q/+PqQkqqPKTFRTIkO7n12yYiIiIiItJUW5ebC7Yi46hO6sqtU38D4JxhnTkkJyXEjRMRERGRtkZBjXDVjHoa0xaZ1FPH9c7EYVfqKRERERERaUMC9TSyBvHkzLWs3lpOWpyLW8b2Cm27RERERKRNUlAjXOUGRmrsPqixIr8MgBHdUluzRSIiIiIiIs3nD2psT+7LU9+sAuCuU3qTGOMMZatEREREpI1SofBwNebvsHEuZB+221WrPV4AYiOVi1ZERERERNoYf1Dj+TWpuL0+jjkonRP7tQ9xo0RERESkrVJQI1x1PtRMTVDt8QEQGaGBOSIiIiIi0obUVEL+YgDeycsg2ung3tP6YrMpba6IiIiINExBjQOA2x/UcEVopIaIiOxjTifceWftvIiISF2bfwXLy1aS2EwKtx3fk47JMaFulYiItBXqT4hIAxTUOABopIaIiIRMZCTcdVeoWyEiIm2Vv1bgQm9X+nZI5MLDckLbHhERaVvUnxCRBugs9wGgOjhSQ7tbRERERETajryl3wPwq9WNB8f3J8KhPouIiMj/s3fn4U2VaR/Hf2lLmy60ZS8gUFqQAkJBtkFHcRQpVn2RwREdHKA4KAiOWBUBkc0F0YEBEYVRFsUNHRDRURzsCCOIgCxugCIgINICKpQWmrZJ3j/SpERS6H5O0u/nus7FaXKS3OkRfO7znPu5AZwflRo1QH5Ro3AqNQAA1c7hkHbtcu23bSsF8f8iAIDL6fxCFRz8XJLUuO3luqRpjMERAQBMh3wCgA9MatQAVGoAAAxz5ox0ySWu/ZwcKTLS2HgAAKYx970tesh5RJLU7/obDI4GAGBK5BMAfOAqd4BzOp3Kt9NTAwAAAIB5fLQzS998/rEk6XTteEXGNjA4IgAAAPgLrnIHuAK7U06naz8sJNjYYAAAAADUeD+dOKMH/vWFLg3aI0mKiO9ucEQAAADwJ0xqBDh3lYbE8lMAAAAAjFVod2jMGzvU2/aRRoWscj3Y/HfGBgUAAAC/Qk+NAGcrsHv2Q4OZ1AAAAABgnGc++lZX/fic7q5VNKHR7iap8+2GxgQAAAD/wqRGgHNXatQKtigoyGJwNAAAAABqqs92H1S79feob8gW1wNXPihdNUEK4uYrAAAAlB6TGgEuv7CoSThVGgAAAAAM8suRHxTzRn/9LnifCi21FHLTPCl5oNFhAQAAwA8xqRHgbEWTGmG1aBIOADBArVrSAw8U7wMAahzH4e3SogFqq591whKt8NvfUEji5UaHBQDwB+QTAHxgUiPAUakBADBUaKj09NNGRwEAMMqu92R/6w7VdeRpj/MiBf95mRISLzE6KgCAvyCfAOADV7oDnK3Q1Sg8rBanGgAAAEA1cTql9bPlXHa7ajny9D97B33R500lXMyEBgAAACqGSo0AZ6NSAwBgJIdDOnjQtd+8Oc1gAcAf/bBB+u+jUngdqU689xbbXKoV7n18Yb703n3SjldkkfRy4bX6vO1DmnNZu2oPHQDg58gnAPjApEaAK+6pwT/6AAADnDkjtWzp2s/JkSIjjY0HAFB2ny+UDm4s+fnajb0nOvb/TzqwQQ4FaWrBX/RxTH/9e0AnWSyWagoYABAwyCcA+MCkRoCjpwYAAACACjmV6fqz0+1SRB3p1x9c2y8/SPmnpFNHXNtZEx/5wZG688wobbB01vI/d1ZtK81dAQAAUDmY1AhwnkqNkGCDIwEAAADglzyTGrdJ8b8vftzplM78Kv26v3ii49cfdCLntAbt7KFvHE018fokdbwo1oCgAQAAEKiY1AhwnkqNECo1AAAAAJRDzlHXn1GNvB+3WKSIuq6taRdJ0un8Qg2Yu157C3N1dVJD3fH7ltUcLAAAAAIdV7oDnK3QLolJDQAAAADlkJ/rWmJKOndSw4e5//1ee4/lKi7aqr//KZk+GgAAAKh0XOkOcPme5ac41QAAAADKyL30VK0IKaz2BQ9fszNLkjTh+raqGxlalZEBAACghuJKd4Bj+SkAAAAA5eZZeqqha7mp8zianafvj+bIYpGubF2/GoIDAABATURPjQBHo3AAgKFCQqS77y7eBwD4l5yiSo2ouAseunHfz5KkS5rEKDaCKg0AQCUgnwDgA/8aBDiWnwIAGCosTJo3z+goAADldcq1nJRqX7ifxqffuyY1LkusV5URAQBqEvIJAD5wpTvAuRuFM6kBAAAAoMxyiiY1StEkfMPe45KknkxqAAAAoApRqRHg6KkBADCU0ykdd13kUv36F1yPHQBgMqWc1Dj0y2n9+OsZhQRZ1C2+bjUEBgCoEcgnAPjApEaAs7H8FADASKdPSw0buvZzcqTISGPjAQCUzaminhq1z99T49OiKo1OzWIVGUaaCQCoJOQTAHzgSneAo1IDAAAAQLmVslLj071F/TRa1a/qiAAAAFDDcaU7wBVXagQbHAkAAAAAv1OKSQ2n01k8qUE/DQAAAFQxJjUCnI1KDQAAAADlYS+UcovWMT/P8lPfH83RsVM2hYUEqXPz2OqJDQAAADUWV7oDnK3QLkkKDeZUAwAAACiD3KOSnJIlWIoouQLDXaXRLb4uFeIAAACoclzpDnDunhphtTjVAAAAAMrAvfRUZAMpqOTJCneT8J4sPQUAAIBqwJXuAJdvL1p+ikoNAAAAAGVxqmhSo3bJ/TTsDqc+2/eLJOlymoQDAACgGoQYHQCqlq3AXalBGTgAwAAhIdKQIcX7AAD/kZPp+jOq5H4au45k6+SZAtUOC9ElTaKrKTAAQI1BPgHAB/41CHBUagAADBUWJi1ZYnQUAIDyyDnq+jOqYYmHuJee6pFQVyHkHACAykY+AcAHRp0Bzt0onJ4aAAAAAMrkVFGlRu2SKzU2fO9qEt4zkaWnAAAAUD2o1Ahw7kbhVGoAAAzhdEqnT7v2IyIki8XYeAAApeduFB7lu6dGfqFDW35w9dO4jCbhAICqQD4BwAeudAc4W9GkhpVKDQCAEU6flqKiXJs7GQEA+IcLTGp8+eMJnc63q15kqNo0ql2NgQEAagzyCQA+cKU7wBVXatAoHAAAAEAZnCqa1Chh+alP97qWnvpdYj0FBXHnLAAAAKoHkxoBzl2pQU8NAAAAAKXmdEo5RT01SqjUcDcJZ+kpAAAAVCeudAewQrtDdodTEj01AAAAAJTBmV8le75r38ekxpl8u7YdOCFJuowm4QAAAKhGXOkOYPl2h2c/NIRTDQAAAKCUco66/rTGSLWs5zy99cCvyrc71DjGqvh6EdUcHAAAAGoyrnQHMHc/DUkKY1IDAAAAQGl5lp4qqZ+Ge+mp+rJY6KcBAACA6sOV7gDmntQIskghLD8FAAAAoLQ8TcJL6qfhahJOPw0AAABUtxCjA0DV8TQJDwk2OBIAQI0VHCzdfHPxPgDAP+QUTWr46KeRnVegL388IUnqyaQGAKAqkU8A8IFJjQDmntSgnwYAwDBWq/TWW0ZHAQAoq/NMamze94scTqll/Ug1iQ2v5sAAADUK+QQAHwy/2j1v3jzFx8fLarWqR48e2rx5c4nHFhQUaNq0aUpMTJTValVycrJWr17tdcypU6c0ZswYtWjRQuHh4brsssu0ZcsWr2OcTqcmTZqkxo0bKzw8XL1799aePXuq5PsZyVZol0Q/DQAAAABldKqop0btc3tquJeeokoDAAAARjD0aveyZcuUnp6uyZMna9u2bUpOTlZKSoqOHj3q8/iJEydqwYIFmjt3rnbu3KkRI0aof//+2r59u+eYv/71r1qzZo2WLl2qr776Sn369FHv3r11+PBhzzFPPfWUnnnmGc2fP1+bNm1SZGSkUlJSlJeXV+XfuTrlU6kBAAAAoDzOU6nhbhJ+eWL96owIAAAAkGTwpMasWbM0fPhwpaWlqV27dpo/f74iIiK0aNEin8cvXbpUEyZMUGpqqhISEjRy5EilpqZq5syZkqQzZ85o+fLleuqpp3TllVeqVatWmjJlilq1aqXnn39ekqtKY/bs2Zo4caL69eunjh076uWXX9ZPP/2klStXlhirzWZTdna212Z2xT01mNQAABgkN1eyWFxbbq7R0QAASquESY2fc2zanXlKkvS7hLrVHRUAoKYhnwDgg2FXu/Pz87V161b17t27OJigIPXu3VsbN270+RqbzSar1er1WHh4uNavXy9JKiwslN1uP+8x+/fvV2ZmptfnxsTEqEePHiV+riRNnz5dMTExnq1Zs2Zl+8IGKK7UoJESAAAAgDI4VTSp8Zvlpz7b94skKSmutupFhVV3VAAAAIBxkxrHjx+X3W5Xo0bed/40atRImZmZPl+TkpKiWbNmac+ePXI4HFqzZo1WrFihI0eOSJJq166tnj176tFHH9VPP/0ku92uV155RRs3bvQc437vsnyuJI0fP14nT570bIcOHSr3d68uVGoAAAAAKLOCM5LtpGs/qqHXU+6lpy5j6SkAAAAYxK+uds+ZM0etW7dWUlKSQkNDNXr0aKWlpSkoqPhrLF26VE6nU02bNlVYWJieeeYZ3XbbbV7HlEdYWJiio6O9NrOjpwYAAACAMnMvPRUcJlljvZ5yNwm/jCbhAAAAMIhhV7vr16+v4OBgZWVleT2elZWluLg4n69p0KCBVq5cqdzcXB04cEC7d+9WVFSUEhISPMckJiZq3bp1ysnJ0aFDh7R582YVFBR4jnG/d1k+11/ZCu2SqNQAAAAAUAaepacaudYwL/LTiTPafzxXQRapO/00AAAAYBDDrnaHhoaqS5cuysjI8DzmcDiUkZGhnj17nve1VqtVTZs2VWFhoZYvX65+/fqdc0xkZKQaN26sX3/9VR9++KHnmJYtWyouLs7rc7Ozs7Vp06YLfq6/yWf5KQAAAABlVUKT8I1FVRodL4pVtLVWdUcFAAAASJJCjPzw9PR0DRkyRF27dlX37t01e/Zs5ebmKi0tTZI0ePBgNW3aVNOnT5ckbdq0SYcPH1anTp10+PBhTZkyRQ6HQ2PHjvW854cffiin06k2bdro+++/14MPPqikpCTPe1osFo0ZM0aPPfaYWrdurZYtW+qRRx5RkyZNdNNNN1X776Aq5dtZfgoAAABAGZUwqcHSUwAAADADQyc1Bg4cqGPHjmnSpEnKzMxUp06dtHr1ak8T74MHD3r1wsjLy9PEiRO1b98+RUVFKTU1VUuXLlVsbKznmJMnT2r8+PH68ccfVbduXQ0YMECPP/64atUqvpNo7Nixys3N1Z133qkTJ07o97//vVavXi2r1Vpt37062ArclRrBBkcCAKixgoOl1NTifQCA+Z3KdP1Zu3h5XqfTqY00CQcAVDfyCQA+WJxOp9PoIPxRdna2YmJidPLkSdM2DZ/38fd6+sNvNbBrM824uaPR4QAAACDA+cMY2SxM/bt6Z5S0/RXpDxOlXg9KkvYfz9Uf/r5WocFB+mJyH4WHcmEJAAAAlau0Y2TWJQpgtoKiRuG1OM0AAAAASinnqOvPqIaehz4tqtLo3DyWCQ0AAAAYiqvdAczm7qkRzGkGAAAAUEo+lp9y99O4vBVLTwEAAMBYXO0OYJ6eGlRqAACMkpsrRUa6ttxco6MBAJTGbxqFOxxOfUaTcACAEcgnAPhgaKNwVK18T6UG5eEAAAOdPm10BACA0nLYpdxjrv2iSY3vjp7Sz7n5iggNVseLYo2LDQBQM5FPAPgNbuEPYFRqAAAAACiT3OOS0yHJIkU2kCRt+N5VpdEtvq5CQ8gtAAAAYCxGpAEsn54aAAAAAMoip6ifRmQDKdhV2L/zp2xJUtcWdYyKCgAAAPDgancAsxXYJYm7qQAAAACUTs5R159FS09J0pmCQklSdHgtIyICAAAAvHC1O4C5KzXCmNQAAAAAUBqniio1ahdPauQVLWtrZVlbAAAAmACj0gCWX1i0/BSTGgAAAABKw738VFSc56G8ogpwa61gIyICAAAAvIQYHQCqjq3QXalB8gEAMEhQkNSrV/E+AMDcPMtPNfQ85J7UIK8AAFQ78gkAPvCvQQDLL2T5KQCAwcLDpbVrXVt4uNHRAKih5s2bp/j4eFmtVvXo0UObN28u8diCggJNmzZNiYmJslqtSk5O1urVq8857vDhw7r99ttVr149hYeHq0OHDvr888+r8mtUD8/yU2dXarD8FADAIOQTAHxgVBrAbIXuO6o4zQAAAKiZli1bpvT0dE2ePFnbtm1TcnKyUlJSdPToUZ/HT5w4UQsWLNDcuXO1c+dOjRgxQv3799f27ds9x/z666+6/PLLVatWLX3wwQfauXOnZs6cqTp16lTX16o6OVmuP89qFJ5XyPJTAAAAMA+udgcwemoAAACgpps1a5aGDx+utLQ0tWvXTvPnz1dERIQWLVrk8/ilS5dqwoQJSk1NVUJCgkaOHKnU1FTNnDnTc8yMGTPUrFkzLV68WN27d1fLli3Vp08fJSYmVtfXqjruSY2zKjVsnkoNJjUAAABgPK52BzB6agAADJebKzVo4Npyc42OBkANk5+fr61bt6p3796ex4KCgtS7d29t3LjR52tsNpusVqvXY+Hh4Vq/fr3n51WrVqlr167605/+pIYNG6pz58564YUXzhuLzWZTdna212Y6Tqd0yl2pcW5PDZafAgBUO/IJAD4wKg1gVGoAAEzh+HHXBgDV7Pjx47Lb7WrUqJHX440aNVJmZqbP16SkpGjWrFnas2ePHA6H1qxZoxUrVujIkSOeY/bt26fnn39erVu31ocffqiRI0fqb3/7m1566aUSY5k+fbpiYmI8W7NmzSrnS1YmW7ZUeMa1H3V2T42iSQ1ulgIAGIF8AsBvcLU7gNloFA4AAACUyZw5c9S6dWslJSUpNDRUo0ePVlpamoKCisfUDodDl156qZ544gl17txZd955p4YPH6758+eX+L7jx4/XyZMnPduhQ4eq4+uUjbtKIyxaCo3wPJxXyPJTAAAAMA+udgcwKjUAAABQk9WvX1/BwcHKysryejwrK0txcXE+X9OgQQOtXLlSubm5OnDggHbv3q2oqCglJCR4jmncuLHatWvn9bq2bdvq4MGDJcYSFham6Ohor810cs5deqrA7pDd4ZTE8lMAAAAwB0alAcrhcCrfzqQGAAAAaq7Q0FB16dJFGRkZnsccDocyMjLUs2fP877WarWqadOmKiws1PLly9WvXz/Pc5dffrm+/fZbr+O/++47tWjRonK/QHXzTGqcu/SURKUGAAAAzCHE6ABQNdwTGhLLTwEAAKDmSk9P15AhQ9S1a1d1795ds2fPVm5urtLS0iRJgwcPVtOmTTV9+nRJ0qZNm3T48GF16tRJhw8f1pQpU+RwODR27FjPe95333267LLL9MQTT+iWW27R5s2b9c9//lP//Oc/DfmOleZUUZ+R2sU9SPIKyCsAAABgLkxqBKizJzWo1AAAAEBNNXDgQB07dkyTJk1SZmamOnXqpNWrV3uahx88eNCrX0ZeXp4mTpyoffv2KSoqSqmpqVq6dKliY2M9x3Tr1k1vv/22xo8fr2nTpqlly5aaPXu2Bg0aVN1fr3J5KjXOntRwVWqEhQTJYrEYERUAAADghUmNAGU7646q0GAmNQAABgkKkrp2Ld4HAAOMHj1ao0eP9vnc2rVrvX7u1auXdu7cecH3vOGGG3TDDTdURnjm4WNSw1bomtRg6SkAgCHIJwD4wKRGgDq7nwZ3VAEADBMeLm3ZYnQUAIDS8Cw/dXZPDVdeQZNwAIAhyCcA+MDINEDZzioTBwAAAIALyjnq+tPH8lNUagAAAMAsuOIdoNyVGkxqAAAAACiVnKJKjahzG4VbQ5jUAAAAgDlwxTtAuXtqhJF8AACMdPq0FB/v2k6fNjoaAEBJCm3SmV9d+17LT7krNUgdAQAGIJ8A4AM9NQLU2T01AAAwjNMpHThQvA8AMCf30lNBtaTwOp6H84oahYex/BQAwAjkEwB84Ip3gCqu1OAUAwAAALiAnCzXn1GNJIvF83Bxo3AmNQAAAGAOXPEOUPl21x1VVGoAAAAAuKBTRf00ajfyetiz/BR5BQAAAEyCkWmAcldqhAZzigEAAABcgKdSI87r4eKeGlRqAAAAwBy44h2g3D01wmjoBwAAAOBCPJMaDb0ethW6l58irwAAAIA5MDINUO7kg0oNAAAAABfkWX6KSg0AAACYW4jRAaBquCc1wkJIPgAABrJYpHbtivcBAOZ0dqPwszCpAQAwFPkEAB+Y1AhQ+e5KDRr6AQCMFBEhffON0VEAAC6kxEmNouWnyCsAAEYgnwDgAyPTAGUrdN1RFUbyAQAAAOBCThVNatT2XakRRqUGAAAATIIr3gGKSg0AAAAApeJwSLlHXftRv+mp4WkUzqQGAAAAzIEr3gGKnhoAAFM4fVpq3961nT5tdDQAAF/O/CI5Cl37UQ29niruqUHqCAAwAPkEAB/oqRGgqNQAAJiC0ynt3Fm8DwAwn1OZrj8j6knBtbye8kxqcLMUAMAI5BMAfOCKd4CipwYAAACAUskpmtT4zdJTkmQrYPkpAAAAmAtXvAMUlRoAAAAASiWnqJ/Gb5qES1JeIctPAQAAwFwYmQaofE9PDU4xAAAAgPNwLz8V5WNSw9NTg0oNAAAAmANXvAOUjUkNAAAAAKWRk+X60+ekhnv5KfIKAAAAmAMj0wDF8lMAAAAASsU9qVH73J4a7kqNMBqFAwAAwCRCjA4AVaO4UoPkAwBgIItFatGieB8AYD6n3JUaDc95iuWnAACGIp8A4AOTGgGKSg0AgClEREg//GB0FACA88lx99TwUalRyPJTAAADkU8A8IGRaYCyFbrLxDnFAAAAAM4j56jrz98sP+VwOD03S1GpAQAAALPgineAslGpAQAAAOBCbDlSfo5r/zfLT7lzColJDQAAAJgHV7wDVD49NQAAZnDmjNStm2s7c8boaAAAv+VuEl4rUgqr7fWUu5+GJFm5WQoAYATyCQA+0FMjQFGpAQAwBYdD+vzz4n0AgLmcKuqnUbvROU/lFS1pGxJkUUgweQUAwADkEwB8YGQaoGyeSg1OMQAAAIASuCs1fDUJL6CfBgAAAMyHK94BKr/orioqNQAAAACUyDOp0fCcp9zLT1lrkVMAAADAPBidBqh8e9HyU5SJAwAAACiJZ/kpX5UarkkN+vQBAADATLjiHYCcTmfx8lPcVQUAAACgJDlHXX9G+eip4Vl+ipwCAAAA5sHoNAAVOpxyOl37YcHcVQUAAACgBDlFlRq+JjUK3ctPkVMAAADAPEKMDgCVz12lIVGpAQAwgfr1jY4AAFCSU0U9NWqfO6lhK2BSAwBgAuQTAH6DSY0AlH/WpAY9NQAAhoqMlI4dMzoKAEBJPI3CffXUYPkpAIDByCcA+MDoNADZisrEawVbFBRkMTgaAAAAAKZkL5BOH3ft++ypUVSpQaNwAAAAmAiTGgHIXalBlQYAAACAErmbhAeFSBH1znk6j+WnAAAAYEJc9Q5A7p4aYSQfAACjnTkjXXWVaztzxuhoAPiRwsJCffTRR1qwYIFOnTolSfrpp5+Uk5NjcGQBxL30VGRDKejc1DDPk1eQNgIADEI+AcAHemoEICo1AACm4XBI69YV7wNAKRw4cEB9+/bVwYMHZbPZdO2116p27dqaMWOGbDab5s+fb3SIgcHTT6Ohz6ep1AAAGI58AoAPXPUOQO6eGtxRBQAAAH907733qmvXrvr1118VHh7uebx///7KyMgwMLIAcyrT9Wftc5uES2c1CqenBgAAAEyESo0AZKNSAwAAAH7sk08+0aeffqrQ0FCvx+Pj43X48GGDogpAnkqNc5uES2dXapBXAAAAwDwMH53OmzdP8fHxslqt6tGjhzZv3lzisQUFBZo2bZoSExNltVqVnJys1atXex1jt9v1yCOPqGXLlgoPD1diYqIeffRROZ1OzzFDhw6VxWLx2vr27Vtl37G6eZafCjH89AIAAABl5nA4ZLfbz3n8xx9/VO3atQ2IKEC5JzVKqNRwV4Cz/BQAAADMxNCr3suWLVN6eromT56sbdu2KTk5WSkpKTp69KjP4ydOnKgFCxZo7ty52rlzp0aMGKH+/ftr+/btnmNmzJih559/Xs8++6x27dqlGTNm6KmnntLcuXO93qtv3746cuSIZ3v99der9LtWJ0+jcCY1AAAA4If69Omj2bNne362WCzKycnR5MmTlZqaalxggebUhXpqFC0/RaUGAAAATMTQ0emsWbM0fPhwpaWlqV27dpo/f74iIiK0aNEin8cvXbpUEyZMUGpqqhISEjRy5EilpqZq5syZnmM+/fRT9evXT9dff73i4+N18803q0+fPudUgISFhSkuLs6z1alT57yx2mw2ZWdne21mRaUGAAAA/Nnf//53bdiwQe3atVNeXp7+/Oc/e5aemjFjhtHhBY6cop4aUSX11HBVaoRTqQEAAAATMeyqd35+vrZu3arevXsXBxMUpN69e2vjxo0+X2Oz2WS1Wr0eCw8P1/r16z0/X3bZZcrIyNB3330nSfriiy+0fv16XXfddV6vW7t2rRo2bKg2bdpo5MiR+vnnn88b7/Tp0xUTE+PZmjVrVqbvW52KKzVIPgAAJhAR4doAoJSaNWumL774Qg8//LDuu+8+de7cWU8++aS2b9+uhg19VxWgHHKKKuRLbBTumtQIY1IDAGAk8gkAv2FYo/Djx4/LbrerUSPvpnSNGjXS7t27fb4mJSVFs2bN0pVXXqnExERlZGRoxYoVXuvtjhs3TtnZ2UpKSlJwcLDsdrsef/xxDRo0yHNM37599cc//lEtW7bU3r17NWHCBF133XXauHGjgoN9D9jHjx+v9PR0z8/Z2dmmndigUgMAYBqRkVJurtFRAPAjBQUFSkpK0nvvvadBgwZ5jeNRiZzOsxqFX2j5KSY1AAAGIZ8A4INhkxrlMWfOHA0fPlxJSUmyWCxKTExUWlqa13JVb775pl599VW99tprat++vXbs2KExY8aoSZMmGjJkiCTp1ltv9RzfoUMHdezYUYmJiVq7dq2uueYan58dFhamsLCwqv2ClcTd0I+eGgAAAPA3tWrVUl5entFhBL4zv0r2fNd+VCOfh+S5G4WTVwAAAMBEDBud1q9fX8HBwcrKyvJ6PCsrS3FxvsufGzRooJUrVyo3N1cHDhzQ7t27FRUVpYSEBM8xDz74oMaNG6dbb71VHTp00F/+8hfdd999mj59eomxJCQkqH79+vr+++8r58sZjEoNAAAA+LNRo0ZpxowZKiwsNDqUwOWu0givI4X4vnmLSg0AAACYkWGVGqGhoerSpYsyMjJ00003SZIcDocyMjI0evTo877WarWqadOmKigo0PLly3XLLbd4njt9+rSCgrwv5gcHB8vhcJT4fj/++KN+/vlnNW7cuPxfyEToqQEAMI28PGnAANf+8uXSb3pjAYAvW7ZsUUZGhv7zn/+oQ4cOioyM9Hp+xYoVBkUWQE65m4T7rtKQJFtRTw0mNQAAhiGfAOCDoctPpaena8iQIeratau6d++u2bNnKzc3V2lpaZKkwYMHq2nTpp4qi02bNunw4cPq1KmTDh8+rClTpsjhcGjs2LGe97zxxhv1+OOPq3nz5mrfvr22b9+uWbNmadiwYZKknJwcTZ06VQMGDFBcXJz27t2rsWPHqlWrVkpJSan+X0IVyPdMalCpAQAwmN0uvf9+8T4AlEJsbKwGuC9goGp4+mmUPKmR55nUIK8AABiEfAKAD4ZOagwcOFDHjh3TpEmTlJmZqU6dOmn16tWe5uEHDx70qrrIy8vTxIkTtW/fPkVFRSk1NVVLly5VbGys55i5c+fqkUce0d13362jR4+qSZMmuuuuuzRp0iRJrqqNL7/8Ui+99JJOnDihJk2aqE+fPnr00Uf9pmfGhbh7arD8FAAAAPzR4sWLjQ4h8LknNWr7XvpXkvIKWX4KAAAA5mN4o/DRo0eXuNzU2rVrvX7u1auXdu7ced73q127tmbPnq3Zs2f7fD48PFwffvhheUL1G1RqAAAAIBAcO3ZM3377rSSpTZs2atCggcERBZBT7kqNhiUe4qnUYFlbAAAAmAhXvQNQvr2oUXgwpxcAAAD+Jzc3V8OGDVPjxo115ZVX6sorr1STJk10xx136PTp00aHFxhy3D01fFdqOJ1Olp8CAACAKZV6dPrTTz/pgQceUHZ29jnPnTx5Ug8++KCysrIqNTiUj62gqFKD5AMAAAB+KD09XevWrdO7776rEydO6MSJE3rnnXe0bt063X///UaHFxhS/y6NWC91uNnn0wV2pxxO134Yy08BAADAREp91XvWrFnKzs5WdHT0Oc/FxMTo1KlTmjVrVqUGh/KxUakBAAAAP7Z8+XItXLhQ1113naKjoxUdHa3U1FS98MIL+te//mV0eIEhoq4U16HEnhp5hcXNWKnUAAAAgJmUenS6evVqDR48uMTnBw8erPfee69SgkLFFFdqcEcVAAAA/M/p06fVqFGjcx5v2LAhy09VE/fSUxYLN0sBAADAXEo9Ot2/f7+aN29e4vMXXXSRfvjhh8qICRVETw0AgGlERkpOp2uLjDQ6GgB+omfPnpo8ebLy8vI8j505c0ZTp05Vz549DYys5nDfKGUNCZbFYjE4GgBAjUU+AcCHkNIeGB4erh9++KHEiY0ffvhB4eHhlRYYys9WdFcVPTUAAADgj+bMmaOUlBRddNFFSk5OliR98cUXslqt+vDDDw2OrmagSTgAAADMqtSTGj169NDSpUt15ZVX+nz+5ZdfVvfu3SstMJQflRoAAADwZ5dccon27NmjV199Vbt375Yk3XbbbRo0aBA3UlWTPHelBkvaAgAAwGRKPanxwAMP6Nprr1VMTIwefPBBzxq3WVlZeuqpp7RkyRL95z//qbJAUXr01AAAmEZenvSXv7j2ly6VrFZj4wHgNyIiIjR8+HCjw6ix3I3CmdQAABiKfAKAD6W+lf8Pf/iD5s2bp2effVZNmjRRnTp1VLduXTVp0kTz5s3T3LlzdfXVV1dlrCglKjUAAKZht0v/+pdrs9uNjgaAn5g+fboWLVp0zuOLFi3SjBkzDIio5nEvPxUWQk4BADAQ+QQAH0pdqSFJd911l2644Qa9+eab+v777+V0OnXxxRfr5ptv1kUXXVRVMaKMbEV3VYWSgAAAAMAPLViwQK+99to5j7dv31633nqrHnroIQOiqllYfgoAAABmVaZJDUlq2rSp7rvvvqqIBZUkv7Bo+SkmNQAAAOCHMjMz1bhx43Meb9CggY4cOWJARDUPjcIBAABgVqWe1HjmmWd8Ph4TE6OLL75YPXv2rLSgUDFMagAAAMCfNWvWTBs2bFDLli29Ht+wYYOaNGliUFQ1S/GkBpUaAAAAMJdST2r84x//8Pn4iRMndPLkSV122WVatWqV6tatW2nBoXxsnkkNEhAAAAD4n+HDh2vMmDEqKCjw9O3LyMjQ2LFjdf/99xscXc2QV5RTWMkpAAAAYDKlntTYv39/ic/t27dPt99+uyZOnKjnnnuuUgJD+bkrNeipAQAAAH/04IMP6ueff9bdd9+t/Px8SZLVatVDDz2k8ePHGxxdzWBj+SkAAACYVJl7aviSkJCgJ598UsOGDauMt0MF2B1OFTqcklh+CgAAAP7JYrFoxowZeuSRR7Rr1y6Fh4erdevWCgsLMzq0GoPlpwAAAGBWlXbVu3nz5srMzKyst0M5uas0JCo1AAAmEBEh5eS4togIo6MB4GeioqLUrVs31a5dW3v37pXD4bjwi1Ap8gqKlp9iUgMAYCTyCQA+VNpV76+++kotWrSorLdDOdkK7Z59KjUAAIazWKTISNdmsRgdDQCTW7RokWbNmuX12J133qmEhAR16NBBl1xyiQ4dOmRQdDWLu1IjjOWnAABGIp8A4EOpR6jZ2dk+t0OHDmnlypUaM2aMBg4cWJWxohTclRpBFikkmAQEAAAA/uOf//yn6tSp4/l59erVWrx4sV5++WVt2bJFsbGxmjp1qoER1hx5RTdL0SgcAAAAZlPqnhqxsbGylDAjarFY9Ne//lXjxo2rtMBQPraiSY0wkg8AgBnYbNJdd7n2FyyQWA8fwHns2bNHXbt29fz8zjvvqF+/fho0aJAk6YknnlBaWppR4dUoLD8FADAF8gkAPpR6UuPjjz/2+Xh0dLRat26tqKgoff3117rkkksqLTiUnXtSg34aAABTKCyUXnrJtT9vHkkIgPM6c+aMoqOjPT9/+umnuuOOOzw/JyQk0MevmhQ3CievAAAYiHwCgA+lntTo1auXz8dPnTql1157TQsXLtTnn38uu93u8zhUD3dPDSY1AAAA4G9atGihrVu3qkWLFjp+/Li++eYbXX755Z7nMzMzFRMTY2CENQeVGgAAADCrUk9q/Nb//vc/LVy4UMuXL1eTJk30xz/+Uc8++2xlxoZyyPcsP8WkBgAAAPzLkCFDNGrUKH3zzTf673//q6SkJHXp0sXz/KeffkpleDVx3yxFpQYAAADMpkyTGpmZmVqyZIkWLlyo7Oxs3XLLLbLZbFq5cqXatWtXVTGiDPJZfgoAAAB+auzYsTp9+rRWrFihuLg4vfXWW17Pb9iwQbfddptB0dUsnuWn6NUHAAAAkyn1pMaNN96o//3vf7r++us1e/Zs9e3bV8HBwZo/f35VxocyolE4AAAA/FVQUJCmTZumadOm+Xz+t5McqDosPwUAAACzKvWkxgcffKC//e1vGjlypFq3bl2VMaECqNQAAAAAUFHuSo0wlp8CAACAyZR6hLp+/XqdOnVKXbp0UY8ePfTss8/q+PHjVRkbysFGTw0AAAAAFZTn6alBpQYAAADMpdRXvn/3u9/phRde0JEjR3TXXXfpjTfeUJMmTeRwOLRmzRqdOnWqKuNEKeXbi+6oYlIDAGAGERHS0aOuLSLC6GgAAKXkWX6KZW0BAEYinwDgQ5mvfEdGRmrYsGFav369vvrqK91///168skn1bBhQ/3f//1fVcSIMrAVUKkBADARi0Vq0MC1WSxGRwMAKCVPo3CWnwIAGIl8AoAPFRqhtmnTRk899ZR+/PFHvf7665UVEyog305PDQAAAAAVUzypQaUGAAAAzKVSrnwHBwfrpptu0qpVqyrj7VABxZUaJB8AABOw2aRRo1ybzWZ0NAD83KFDhzRs2DCjwwh4dodTBXanJCY1AAAGI58A4AO38wcYT6VGMKcWAGAChYXSc8+5tsJCo6MB4Od++eUXvfTSS0aHEfDcVRoSy08BAAxGPgHAhxCjA0DlshUlICw/BQAAAH9zocrvffv2VVMkNZvXpAYV4AAAADAZJjUCjM1Oo3AAAAD4p5tuukkWi0VOp7PEYyw0Ca1yeYXF1d9BQfy+AQAAYC5c+Q4w+YU0CgcAAIB/aty4sVasWCGHw+Fz27Ztm9Eh1gjuSo0wlp4CAACACTFKDTC2QhqFAwAAwD916dJFW7duLfH5C1VxoHK4JzVoEg4AAAAzYvmpAEOlBgAAAPzVgw8+qNzc3BKfb9WqlT7++ONqjKhmyitw5RQ0CQcAAIAZMakRYIorNUhAAAAA4F+uuOKK8z4fGRmpXr16VVM0NZfNXalB9TcAAABMiEmNAJNf6EpAqNQAAJhCeLi0f3/xPgCcx759+9SyZUuagRssr5DlpwAAJkE+AcAHrnwHGCo1AACmEhQkxce7tiD+3wTg/Fq3bq1jx455fh44cKCysrIMjKhmYvkpAIBpkE8A8IF/DQIMPTUAAADgr37bBPz9998/b4+N0po3b57i4+NltVrVo0cPbd68ucRjCwoKNG3aNCUmJspqtSo5OVmrV68u8fgnn3xSFotFY8aMqXCcZkGjcAAAAJgZV74DTHGlBgkIAMAE8vOlBx90bfn5RkcDoAZatmyZ0tPTNXnyZG3btk3JyclKSUnR0aNHfR4/ceJELViwQHPnztXOnTs1YsQI9e/fX9u3bz/n2C1btmjBggXq2LFjVX+NauWu1CCnAAAYjnwCgA9MagSYfJafAgCYSUGB9Pe/u7aCAqOjAWByFovlnH4aFe2vMWvWLA0fPlxpaWlq166d5s+fr4iICC1atMjn8UuXLtWECROUmpqqhIQEjRw5UqmpqZo5c6bXcTk5ORo0aJBeeOEF1alT54Jx2Gw2ZWdne21mVVypQU4BADAY+QQAH2gUHmBsNAoHAACAn3I6nRo6dKjCwsIkSXl5eRoxYoQiIyO9jluxYkWp3i8/P19bt27V+PHjPY8FBQWpd+/e2rhxo8/X2Gw2Wa1Wr8fCw8O1fv16r8dGjRql66+/Xr1799Zjjz12wVimT5+uqVOnlipuo9EoHAAAAGbGpEaAoVIDAAAA/mrIkCFeP99+++0Ver/jx4/LbrerUaNGXo83atRIu3fv9vmalJQUzZo1S1deeaUSExOVkZGhFStWyG63e4554403tG3bNm3ZsqXUsYwfP17p6emen7Ozs9WsWbMyfqPqQaNwAAAAmBmTGgGGRuEAAADwV4sXLzY6BM2ZM0fDhw9XUlKSLBaLEhMTlZaW5lmu6tChQ7r33nu1Zs2acyo6zicsLMxTgWJ2NvfyU/TUAAAAgAlx5TvA0CgcAAAAcKlfv76Cg4OVlZXl9XhWVpbi4uJ8vqZBgwZauXKlcnNzdeDAAe3evVtRUVFKSEiQJG3dulVHjx7VpZdeqpCQEIWEhGjdunV65plnFBIS4lXR4a+Ke2qQUwAAAMB8mNQIMFRqAAAAAC6hoaHq0qWLMjIyPI85HA5lZGSoZ8+e532t1WpV06ZNVVhYqOXLl6tfv36SpGuuuUZfffWVduzY4dm6du2qQYMGaceOHQoO9v+JAJafAgAAgJmx/FSAsdFTAwAAAPBIT0/XkCFD1LVrV3Xv3l2zZ89Wbm6u0tLSJEmDBw9W06ZNNX36dEnSpk2bdPjwYXXq1EmHDx/WlClT5HA4NHbsWElS7dq1dckll3h9RmRkpOrVq3fO4/6KRuEAAAAwMyY1AojT6VS+nUoNAICJhIdLX39dvA8A1WzgwIE6duyYJk2apMzMTHXq1EmrV6/2NA8/ePCggoKKx855eXmaOHGi9u3bp6ioKKWmpmrp0qWKjY016BtUP/fyU2FMagAAjEY+AcAHJjUCiLtKQ6JSAwBgEkFBUvv2RkcBoIYbPXq0Ro8e7fO5tWvXev3cq1cv7dy5s0zv/9v38Hee5afIKQAARiOfAOADo9QA4q7SkKjUAAAAAFA+NAoHAACAmVGpEUBsBWdNagQzqQEAMIH8fOmJJ1z7EyZIoaHGxgMAuKC8QnejcCY1AAAGI58A4AOTGgHk7H4aFovF4GgAAJBUUCBNneraf/BBkhAA8AM2T6UGN0oBAAxGPgHAB0apAcSdfIRRpQEAAACgnFh+CgAAAGbG1e8A4q7UCOOOKgAAAADlVNwonEkNAAAAmA9XvwNIftHat/TTAAAAAFBeeYUsPwUAAADzYpQaQGyF7koN7qgCAAAAUD4sPwUAAAAzY1IjgFCpAQAAAKAinE6nZ/kplrUFAACAGTFKDSC2ojJxkg8AAAAA5eGu/pao1AAAAIA5hRgdACoPlRoAANOxWqXNm4v3AQCmZis4a1KDRuEAAKORTwDwgUmNAFLcU4NJDQCASQQHS926GR0FAKCU3E3CgyxSrWCLwdEAAGo88gkAPhh+9XvevHmKj4+X1WpVjx49tNk9++pDQUGBpk2bpsTERFmtViUnJ2v16tVex9jtdj3yyCNq2bKlwsPDlZiYqEcffVROp9NzjNPp1KRJk9S4cWOFh4erd+/e2rNnT5V9x+pio1IDAAAAQAWc3STcYmFSAwAAAOZj6NXvZcuWKT09XZMnT9a2bduUnJyslJQUHT161OfxEydO1IIFCzR37lzt3LlTI0aMUP/+/bV9+3bPMTNmzNDzzz+vZ599Vrt27dKMGTP01FNPae7cuZ5jnnrqKT3zzDOaP3++Nm3apMjISKWkpCgvL6/Kv3NV8lRqUCYOADCL/Hzp6addW36+0dEAAC7A3SScfhoAAFMgnwDgg6GTGrNmzdLw4cOVlpamdu3aaf78+YqIiNCiRYt8Hr906VJNmDBBqampSkhI0MiRI5WamqqZM2d6jvn000/Vr18/XX/99YqPj9fNN9+sPn36eCpAnE6nZs+erYkTJ6pfv37q2LGjXn75Zf30009auXJldXztKuPpqRFCpQYAwCQKCqSxY11bQYHR0QAALsBTqUFOAQAwA/IJAD4YNlLNz8/X1q1b1bt37+JggoLUu3dvbdy40edrbDabrL9pChQeHq7169d7fr7sssuUkZGh7777TpL0xRdfaP369bruuuskSfv371dmZqbX58bExKhHjx4lfq77s7Ozs702s2FSAwAAAEBFnL38FAAAAGBGhjUKP378uOx2uxo1auT1eKNGjbR7926fr0lJSdGsWbN05ZVXKjExURkZGVqxYoXsdrvnmHHjxik7O1tJSUkKDg6W3W7X448/rkGDBkmSMjMzPZ/z2891P+fL9OnTNXXq1HJ91+piK2rqF8akBgAAAIByyHMvacukBgAAAEzKr65+z5kzR61bt1ZSUpJCQ0M1evRopaWlKSio+Gu8+eabevXVV/Xaa69p27Zteumll/T3v/9dL730UoU+e/z48Tp58qRnO3ToUEW/TqWjUgMAAABARRRXapBTAAAAwJwMq9SoX7++goODlZWV5fV4VlaW4uLifL6mQYMGWrlypfLy8vTzzz+rSZMmGjdunBISEjzHPPjggxo3bpxuvfVWSVKHDh104MABTZ8+XUOGDPG8d1ZWlho3buz1uZ06dSox3rCwMIWFhZX361YLGoUDAAAAqIjinhrkFAAAADAnw26/CQ0NVZcuXZSRkeF5zOFwKCMjQz179jzva61Wq5o2barCwkItX75c/fr18zx3+vRpr8oNSQoODpbD4brg37JlS8XFxXl9bnZ2tjZt2nTBzzU7KjUAAAAAVIStwJVTUKkBAAAAszKsUkOS0tPTNWTIEHXt2lXdu3fX7NmzlZubq7S0NEnS4MGD1bRpU02fPl2StGnTJh0+fFidOnXS4cOHNWXKFDkcDo0dO9bznjfeeKMef/xxNW/eXO3bt9f27ds1a9YsDRs2TJJksVg0ZswYPfbYY2rdurVatmypRx55RE2aNNFNN91U7b+DykRPDQAAAAAVkVdIo3AAAACYm6GTGgMHDtSxY8c0adIkZWZmqlOnTlq9erWniffBgwe9qi7y8vI0ceJE7du3T1FRUUpNTdXSpUsVGxvrOWbu3Ll65JFHdPfdd+vo0aNq0qSJ7rrrLk2aNMlzzNixY5Wbm6s777xTJ06c0O9//3utXr1aVqu12r57Vcj3LD/FpAYAwCSsVunjj4v3AQCmVtxTg0kNAIAJkE8A8MHidDqdRgfhj7KzsxUTE6OTJ08qOjra6HAkSSNf2aoPvs7Uo/3a6y89440OBwAAADWMGcfIZmXW39UzGXs0a813uq17M03/Y0ejwwEAAEANUtoxMrf0BxB6agAAAACoCHelRhiNwgEAAGBShi4/hcpl8yw/RQICADCJggLpn/907d95p1SrlrHxAADOK8/TKJycAgBgAuQTAHxgUiOAUKkBADCd/Hxp9GjX/tChJCEAYHLFjcLJKQAAJkA+AcAHRqoBxGYvmtQI5rQCAAAAKDsahQMAAMDsuPodQGzu9W+5qwoAAABAOdjcy09R/Q0AAACTYqQaQPKp1AAAAABQAVRqAAAAwOy4+h1A3HdVhZGAAAAAACiH4p4a5BQAAAAwJyY1AgiVGgAAAAAqIs+9/BRL2gIAAMCkGKkGEHpqAAAAAKiIPE9OQaUGAAAAzCnE6ABQeajUAACYTliY9N57xfsAAFPz9NQIYVIDAGAC5BMAfGBSI0A4nU7ZCt09NZjUAACYREiIdP31RkcBACgllp8CAJgK+QQAHxipBohCh1NOp2s/LJi7qgAAAACUnY1G4QAAADA5KjUChLtKQ6JSAwBgIgUF0quvuvYHDZJq1TI2HgDAeRVXajCpAQAwAfIJAD4wqREg8s+a1KCnBgDANPLzpbQ01/6f/kQSAgAm5+mpwY1SAAAzIJ8A4AMj1QDhntQICbIoKMhicDQAAAAA/E2h3aFCh2tNWxqFAwAAwKyY1AgQ7rVvw0I4pQAAAADKLu+s6m+WnwIAAIBZcQU8QLgrNUKZ1AAAAABQDu6lpyRulgIAAIB5MVINEO5G4WGUiQMAAAAoB/ekRmhIEEvaAgAAwLSY1AgQNio1AAAAAFRAXoErp7CSUwAAAMDEGK0GCHpqAAAAAKgId6UG/TQAAABgZiFGB4DKQU8NAIAphYVJb75ZvA8AMC33jVJMagAATIN8AoAPTGoEiOKeGkxqAABMJCRE+tOfjI4CAFAKnuWnapFTAABMgnwCgA+MVgMElRoAAAAAKoLlpwAAAOAPqNQIEMWVGiQgAAATKSyU3n7btd+/v+tOKwCAKRU3CienAACYBPkEAB/4lyBAUKkBADAlm0265RbXfk4OSQgAmJi7UiOM5acAAGZBPgHAB0arASK/qKkfkxoAAAAAyiOPRuEAAADwA1wBDxA0CgcAAABQEcWNwpnUAAAAgHlxBTxA5DOpAQAAAKACPI3CySkAAABgYoxWAwSNwgEAAABUhK2A5acAAABgfkxqBIh8O43CAQAAAJRfXqF7+SlyCgAAAJgXo9UA4b6riuWnAAAAAJRHHpUaAAAA8AMhRgeAyuGp1AhmUgMAYCKhodLixcX7AADTYlIDAGA65BMAfGBSI0DYCop6alAqDgAwk1q1pKFDjY4CAFAKee6cgupvAIBZkE8A8IHRaoCwUakBAAAAoAKo1AAAAIA/oFIjQLgrNUJDSEAAACZSWCh9+KFrPyVFCmHoAQBm5W4UHs6kBgDALMgnAPjAvwQBwt1Tg1JxAICp2GzSDTe49nNySEIAwMSo1AAAmA75BAAfuAIeIPILXQlIKJMaAAAAAMrB5pnUIKcAAACAeTFaDRC2Qio1AAAAAJSfu1E4lRoAAAAwM66AB4j8QndPDU4pAAAAgLLLK6RSAwAAAObHaDVAFFdqcFcVAAAAgLJz99QgpwAAAICZMakRIKjUAAAAAFARLD8FAAAAf8AV8ABhK3TfVcUpBQAAAFB2eTQKBwAAgB8IMToAVI58GoUDAMwoNFR69tnifQCAKTmdTs+StlRqAABMg3wCgA9MagQIemoAAEypVi1p1CijowAAXIA7n5CY1AAAmAj5BAAfuK0/QNBTAwAAAEB5uZeekiQrOQUAAABMjEqNAGB3OFXocEpiUgMAYDJ2u/TJJ679K66Qgrn7FwDMyN0kPCTIopBgcgoAgEmQTwDwgUmNAJB/Vqk4PTUAAKaSlyf94Q+u/ZwcKTLS2HgAAD4VNwnnYhEAwETIJwD4wBXwAHD2pAaVGgAAAADKKq/QPalBPgEAAABzY8QaAGxFCUiQxVUuDgAAAABl4V5+KiyESg0AAACYG5MaAcB2VpNwi4VJDQAAAABlU7z8FCkiAAAAzI0RawBwT2pwVxUAAACA8qCnBgAAAPwFkxoBIP+sSg0AAAAAKCv38lNMagAAAMDsuAoeANw9NcKY1AAAAABQDjYahQMAAMBPhBgdACqOSg0AgGnVqiU99VTxPgDAlDzLT7GkLQDATMgnAPjApEYAoKcGAMC0QkOlBx80OgoAwAWw/BQAwJTIJwD4wK39AYBKDQAAAAAV4a7UCGP5KQAAAJgclRoBwFOpEUwCAgAwGbtd2rbNtX/ppVIwdwADgBlRqQEAMCXyCQA+MKkRAPLt3FUFADCpvDype3fXfk6OFBlpbDwAAJ/yCumpAQAwIfIJAD5wFTwAeJafolIDAAAAQDl4GoVzoxQAAABMjhFrAPAsP0UCAgAAAKAcWH4KAAAA/oKr4AGASg0AAAAAFWGjUgMAAAB+whQj1nnz5ik+Pl5Wq1U9evTQ5s2bSzy2oKBA06ZNU2JioqxWq5KTk7V69WqvY+Lj42WxWM7ZRo0a5TnmqquuOuf5ESNGVNl3rEqeSg3WvwUAAABQDp6eGlRqAAAAwOQMn9RYtmyZ0tPTNXnyZG3btk3JyclKSUnR0aNHfR4/ceJELViwQHPnztXOnTs1YsQI9e/fX9u3b/ccs2XLFh05csSzrVmzRpL0pz/9yeu9hg8f7nXcU089VXVftAq5JzVCQww/nQAAAAD8kGf5KW6UAgAAgMkZfhV81qxZGj58uNLS0tSuXTvNnz9fERERWrRokc/jly5dqgkTJig1NVUJCQkaOXKkUlNTNXPmTM8xDRo0UFxcnGd77733lJiYqF69enm9V0REhNdx0dHRVfpdq4qt6K6qMCY1AAAAAJSDu1E4ffoAAABgdiFGfnh+fr62bt2q8ePHex4LCgpS7969tXHjRp+vsdlsslqtXo+Fh4dr/fr1JX7GK6+8ovT0dFksFq/nXn31Vb3yyiuKi4vTjTfeqEceeUQRERElfq7NZvP8nJ2dXarvWB3yqdQAAJhVrVrS5MnF+wAAU8orYPkpAIAJkU8A8MHQSY3jx4/LbrerUaNGXo83atRIu3fv9vmalJQUzZo1S1deeaUSExOVkZGhFStWyG63+zx+5cqVOnHihIYOHer1+J///Ge1aNFCTZo00ZdffqmHHnpI3377rVasWOHzfaZPn66pU6eW/UtWA3pqAABMKzRUmjLF6CgAABfgWX6KSQ0AgJmQTwDwwdBJjfKYM2eOhg8frqSkJFksFiUmJiotLa3E5aoWLlyo6667Tk2aNPF6/M477/Tsd+jQQY0bN9Y111yjvXv3KjEx8Zz3GT9+vNLT0z0/Z2dnq1mzZpX0rSqGSg0AAAAAFeFpFE5OAQAAAJMzdMRav359BQcHKysry+vxrKwsxcXF+XxNgwYNtHLlSuXm5urAgQPavXu3oqKilJCQcM6xBw4c0EcffaS//vWvF4ylR48ekqTvv//e5/NhYWGKjo722syCRuEAANNyOKRvvnFtDofR0QCooebNm6f4+HhZrVb16NFDmzdvLvHYgoICTZs2TYmJibJarUpOTtbq1au9jpk+fbq6deum2rVrq2HDhrrpppv07bffVvXXqFI2KjUAAGZEPgHAB0OvgoeGhqpLly7KyMjwPOZwOJSRkaGePXue97VWq1VNmzZVYWGhli9frn79+p1zzOLFi9WwYUNdf/31F4xlx44dkqTGjRuX7UuYQD6NwgEAZnXmjHTJJa7tzBmjowFQAy1btkzp6emaPHmytm3bpuTkZKWkpOjo0aM+j584caIWLFiguXPnaufOnRoxYoT69++v7du3e45Zt26dRo0apc8++0xr1qxRQUGB+vTpo9zc3Or6WpWOnhoAAFMinwDgg+FXwdPT0/XCCy/opZde0q5duzRy5Ejl5uYqLS1NkjR48GCvRuKbNm3SihUrtG/fPn3yySfq27evHA6Hxo4d6/W+DodDixcv1pAhQxQS4r3K1t69e/Xoo49q69at+uGHH7Rq1SoNHjxYV155pTp27Fj1X7qSsfwUAAAA4NusWbM0fPhwpaWlqV27dpo/f74iIiJKXL526dKlmjBhglJTU5WQkKCRI0cqNTVVM2fO9ByzevVqDR06VO3bt1dycrKWLFmigwcPauvWrdX1tSpd8aQGOQUAAADMzfCeGgMHDtSxY8c0adIkZWZmqlOnTlq9erWnefjBgwcVFFQ8sM7Ly9PEiRO1b98+RUVFKTU1VUuXLlVsbKzX+3700Uc6ePCghg0bds5nhoaG6qOPPtLs2bOVm5urZs2aacCAAZo4cWKVfteqUtwonAQEAAAAcMvPz9fWrVu9bpIKCgpS7969tXHjRp+vsdlsslqtXo+Fh4dr/fr1JX7OyZMnJUl169Yt8RibzSabzeb5OTs7u1TfobrkFbL8FAAAAPyD4ZMakjR69GiNHj3a53Nr1671+rlXr17auXPnBd+zT58+cjqdPp9r1qyZ1q1bV+Y4zSqfSQ0AAADgHMePH5fdbvfcMOXWqFEj7d692+drUlJSNGvWLF155ZVKTExURkaGVqxYIbvd7vN4h8OhMWPG6PLLL9cll1xSYizTp0/X1KlTy/9lqlCB3SG7w5U7WUOY1AAAAIC5cRU8ABRXapCAAAAAABUxZ84ctW7dWklJSQoNDdXo0aOVlpbmVT1+tlGjRunrr7/WG2+8cd73HT9+vE6ePOnZDh06VBXhl8uZguIJmzCWnwIAAIDJMWINAPTUAAAAAM5Vv359BQcHKysry+vxrKwsxcXF+XxNgwYNtHLlSuXm5urAgQPavXu3oqKilJCQcM6xo0eP1nvvvaePP/5YF1100XljCQsLU3R0tNdmFu5+GhYL1d8AAAAwP0asAcBW6EpCSEAAAACAYqGhoerSpYsyMjI8jzkcDmVkZKhnz57nfa3ValXTpk1VWFio5cuXq1+/fp7nnE6nRo8erbffflv//e9/1bJlyyr7DtXBVlC8nK3FYjE4GgAAAOD8TNFTAxVDpQYAwLRq1ZIeeKB4HwCqWXp6uoYMGaKuXbuqe/fumj17tnJzc5WWliZJGjx4sJo2barp06dLkjZt2qTDhw+rU6dOOnz4sKZMmSKHw6GxY8d63nPUqFF67bXX9M4776h27drKzMyUJMXExCg8PLz6v2QFuSs1aBIOADAd8gkAPjCpEQDoqQEAMK3QUOnpp42OAkANNnDgQB07dkyTJk1SZmamOnXqpNWrV3uahx88eNCrX0ZeXp4mTpyoffv2KSoqSqmpqVq6dKliY2M9xzz//POSpKuuusrrsxYvXqyhQ4dW9VeqdHlFlRo0CQcAmA75BAAfmNQIAFRqAAAAACUbPXq0Ro8e7fO5tWvXev3cq1cv7dy587zv53Q6Kys0U8grdFdqkE8AAADA/JjUCAA2O5MaAACTcjikgwdd+82bS0H8vwoAzIblpwAApkU+AcAHJjX8nNPp9FRq0CgcAGA6Z85I7ga6OTlSZKSx8QAAzuFefiqMSQ0AgNmQTwDwgavgfi6/qEpDolIDAAAAQNl5KjXIJwAAAOAHGLX6OXeTcIlKDQAAAABlx/JTAAAA8CdcBfdz+WdNaoQGczoBAAAAlE1eUU5Bo3AAAAD4A0atfs5dqREaEiSLxWJwNAAAAAD8jY1KDQAAAPgRJjX8nKdJOFUaAAAAAMqhuKcGkxoAAAAwP66E+zlboSsBCaNUHAAAAEA55BWw/BQAAAD8R4jRAaBi3JUa9NMAAJhSSIh0993F+wAA06FROADAtMgnAPjAvwZ+zt1TI4wEBABgRmFh0rx5RkcBADiPPE/1NzkFAMBkyCcA+MDt/X6OSg0AAAAAFcHyUwAAAPAnVGr4Oc+kRggJCADAhJxO6fhx1379+pLFYmw8AIBz0CgcAGBa5BMAfGBSw895GoUzqQEAMKPTp6WGDV37OTlSZKSx8QAAzlFcqcGkBgDAZMgnAPjAlXA/Z6NSAwAAAEAFuG+UYvkpAAAA+ANGrX7O0yicSQ0AAAAA5eBZfopKDQAAAPgBroT7OXpqAAAAAKgIGoUDAADAnzBq9XPFlRrcVQUAAACg7GgUDgAAAH/CpIafo1IDAAAAQEXkFfXUCGP5KQAAAPgBroT7OXdTP3pqAAAAACgPlp8CAACAPwkxOgBUDJUaAABTCwmRhgwp3gcAmA6NwgEApkU+AcAH/jXwc/TUAACYWliYtGSJ0VEAAM7D5qnUIKcAAJgM+QQAH7i9389RqQEAAACgvOwOp/LtRZMa5BQAAADwA1Rq+Ll8T6UGCQgAwIScTun0add+RIRksRgbDwDAi7tHn0SlBgDAhMgnAPjAlXA/R6NwAICpnT4tRUW5NncyAgAwDXeTcIlJDQCACZFPAPCBK+F+zl0qzvJTAAAAAMrK3SS8VrBFwUHc/QoAAADz40q4n3M39aNSAwAAAEBZuSc1rCFUaQAAAMA/cCXcz1GpAQAAAKC83MtPhbH0FAAAAPwEV8L9XHGlBkkIAAAAgLLJK+rRZ61FaggAAAD/wMjVz9nclRrBnEoAAAAAZeNZfopKDQAAAPgJroT7OVtREhLGnVUAAAAAyshd+U2lBgAAAPxFiNEBoGLyqdQAAJhZcLB0883F+wAAU6FROADA1MgnAPjApIafs9HYDwBgZlar9NZbRkcBAChBcU8N8gkAgAmRTwDwgdv7/RyVGgAAAADKK4/lpwAAAOBnGLn6ufzCokmNEE4lAAAAgLLJ8/Too1IDAAAA/oEr4X7OVlQuHsakBgDAjHJzJYvFteXmGh0NAOA3PJUa9NQAAJgR+QQAH7gS7secTqenUoNJDQAAAABl5WkUzvJTAAAA8BOMXP1YocMph9O1H8adVQAAAADKiEbhAAAA8DdMavgxd5WGRE8NAAAAAGVno1E4AAAA/AwjVz9mY1IDAAAAQAV4lp+i8hsAAAB+givhfsxdqRESZFFwkMXgaAAAAAD4m+KeGkxqAAAAwD8wqeHHbEXr39IkHAAAAEB55LH8FAAAAPxMiNEBoPzclRosPQUAMK3gYCk1tXgfAGAq7kbhYVRqAADMiHwCgA9Mavgxd0+NMNa/BQCYldUq/fvfRkcBACgBy08BAEyNfAKAD9zi78dsVGoAAAAAqADP8lPkFAAAAPATVGr4MZafAgAARrPb7SooKDA6DFSTWrVqKZilHwIKlRoAAKAsGP+jIiorn2BSw4/RKBwAYHq5uVLDhq79o0elyEhj40GlcTqdyszM1IkTJ4wOBdUsNjZWcXFxslgsRoeCSuCu/mZSAwBgSuQTpsH4H5WlMvIJJjX8GJUaAAC/cPq00RGgCrgTmoYNGyoiIoIL3DWA0+nU6dOndfToUUlS48aNDY4IlaG4UoOcAgBgUuQTpsD4HxVVmfkEkxp+rLhROAkIAACoPna73ZPQ1KtXz+hwUI3Cw8MlSUePHlXDhg1ZiioAsPwUAAC4EMb/qCyVlU9wNdyPFVdqkIAAAIDq415DNyIiwuBIYAT3eWct5cBQ3CicnAIAAPjG+B+VqTLyCSY1/BiVGgAAwEiUnNdMnPfA4XQ6lVfI8lMAAKB0GAeiMlTGf0eMXP1YflECQk8NAAAAAGWVb3fI6XTth7H8FAAAAPwEV8P9GJUaAAAAxouPj9fs2bONDgMoM/fSUxKVGgAAAKXF+N94jFz9WD6TGgAAswsKknr1cm1B/P8KxrJYLOfdpkyZUq733bJli+68885KifH1119XcHCwRo0adc5zS5YsUWxsrM/XWSwWrVy50uux5cuX66qrrlJMTIyioqLUsWNHTZs2Tb/88kulxAr/ZytqEm6xSKHB/BsNADAh8glUgJnH/1dddZXPmAoLCyVJK1asUJ8+fVSvXj1ZLBbt2LHjgu95+vRpjR8/XomJibJarWrQoIF69eqld955p0KxmhH/Gvix4koNSsUBACYVHi6tXevawsONjgY13JEjRzzb7NmzFR0d7fXYAw884DnW6XR6EooLadCgQaU1TVy4cKHGjh2r119/XXl5eeV+n4cfflgDBw5Ut27d9MEHH+jrr7/WzJkz9cUXX2jp0qWVEiv839lNwlkjGwBgSuQTqACzj/+HDx/uFc+RI0cUEhIiScrNzdXvf/97zZgxo9TvN2LECK1YsUJz587V7t27tXr1at188836+eefKxxrSfLz86vsvc+HSQ0/lm93JSH01AAAAEZzOp06nV9oyOZ0NwW4gLi4OM8WExMji8Xi+Xn37t2qXbu2PvjgA3Xp0kVhYWFav3699u7dq379+qlRo0aKiopSt27d9NFHH3m972/Lzy0Wi1588UX1799fERERat26tVatWnXB+Pbv369PP/1U48aN08UXX6wVK1aU6Ry4bd68WU888YRmzpypp59+Wpdddpni4+N17bXXavny5RoyZEi53heBhybhAACgvIwa/5d27C+Zf/wfERHhFWNcXJznub/85S+aNGmSevfuXervu2rVKk2YMEGpqamKj49Xly5ddM8992jYsGGeY2w2mx566CE1a9ZMYWFhatWqlRYuXOh5ft26derevbvCwsLUuHFjjRs3zmuy56qrrtLo0aM1ZswY1a9fXykpKZKkr7/+Wtddd52ioqLUqFEj/eUvf9Hx48dLHXtZhVTZO5fBvHnz9PTTTyszM1PJycmaO3euunfv7vPYgoICTZ8+XS+99JIOHz6sNm3aaMaMGerbt6/nmPj4eB04cOCc1959992aN2+eJCkvL0/333+/3njjDdlsNqWkpOi5555To0aNquZLVgH38lOUigMAAKOdKbCr3aQPDfnsndNSFBFaOcPacePG6e9//7sSEhJUp04dHTp0SKmpqXr88ccVFhaml19+WTfeeKO+/fZbNW/evMT3mTp1qp566ik9/fTTmjt3rgYNGqQDBw6obt26Jb5m8eLFuv766xUTE6Pbb79dCxcu1J///Ocyf4dXX31VUVFRuvvuu30+X9ISVqh58grckxpUfgMAgLIxavxfmWN/ydjxf2WLi4vT+++/rz/+8Y+qXbu2z2MGDx6sjRs36plnnlFycrL279/vmXw4fPiwUlNTNXToUL388svavXu3hg8fLqvV6rVU10svvaSRI0dqw4YNkqQTJ07o6quv1l//+lf94x//0JkzZ/TQQw/plltu0X//+98q+a6GXw1ftmyZ0tPTNXnyZG3btk3JyclKSUnR0aNHfR4/ceJELViwQHPnztXOnTs1YsQI9e/fX9u3b/ccs2XLFq+ynTVr1kiS/vSnP3mOue+++/Tuu+/qrbfe0rp16/TTTz/pj3/8Y9V+2UpmK7qzip4aAADTys2VGjRwbbm5RkcDXNC0adN07bXXKjExUXXr1lVycrLuuusuXXLJJWrdurUeffRRJSYmXvDOq6FDh+q2225Tq1at9MQTTygnJ0ebN28u8XiHw6ElS5bo9ttvlyTdeuutWr9+vfbv31/m77Bnzx4lJCSoVq1aZX4tahbP8lNMagAAzIp8AlXMqPG/JD333HOKiorybPfff3+Fvss///lPffrpp6pXr566deum++67zzPxIEnfffed3nzzTS1atEj9+/dXQkKCrrnmGg0cONATT7NmzfTss88qKSlJN910k6ZOnaqZM2fK4XB43qd169Z66qmn1KZNG7Vp00bPPvusOnfurCeeeEJJSUnq3LmzFi1apI8//ljfffddhb5TSQyv1Jg1a5aGDx+utLQ0SdL8+fP173//W4sWLdK4cePOOX7p0qV6+OGHlZqaKkkaOXKkPvroI82cOVOvvPKKJNe6Zmd78sknlZiYqF69ekmSTp48qYULF+q1117T1VdfLcl1Z1zbtm312Wef6Xe/+12Vfd/K5O6pwfJTAABTq8KSU5hHeK1g7ZyWYthnV5auXbt6/ZyTk6MpU6bo3//+t44cOaLCwkKdOXNGBw8ePO/7dOzY0bMfGRmp6OjoEm/akaQ1a9YoNzfXM8atX7++rr32Wi1atEiPPvpomb5DWUryUbO5KzW4SQoAYGrkE6Zk1Pi/Msf+knHjf0kaNGiQHn74Yc/PFa2ovvLKK7Vv3z599tln+vTTT5WRkaE5c+Zo6tSpeuSRR7Rjxw4FBwd7rpH/1q5du9SzZ0+vXmuXX365cnJy9OOPP3oqVbp06eL1ui+++EIff/yxoqKiznnPvXv36uKLL67Q9/LF0EmN/Px8bd26VePHj/c8FhQUpN69e2vjxo0+X2Oz2WS1Wr0eCw8P1/r160v8jFdeeUXp6emeE7J161YVFBR4rUmWlJSk5s2ba+PGjT4nNWw2m2w2m+fn7Ozs0n/RKlLcKJwkBAAAGMtisVRqGbhRIiMjvX5+4IEHtGbNGv39739Xq1atFB4erptvvvmCDfF+WyVhsVi87m76rYULF+qXX35R+FkNMB0Oh7788ktNnTpVQUFBio6OVm5urhwOh4KCisd/J06ckCTFxMRIki6++GKtX79eBQUFVGvgvFh+CgAAlBfjf29lHf9LrvF7q1atyhf4eeK44oordMUVV+ihhx7SY489pmnTpumhhx7yyjUq4re/s5ycHN14440+m5o3bty4Uj7ztwy9Gn78+HHZ7fZz+lg0atRImZmZPl+TkpKiWbNmac+ePXI4HFqzZo1WrFihI0eO+Dx+5cqVOnHihIYOHep5LDMzU6GhoefMfp3vc6dPn66YmBjP1qxZs9J/0Sri6akRQhICAABQFTZs2KChQ4eqf//+6tChg+Li4vTDDz9U6mf8/PPPeuedd/TGG29ox44dnm379u369ddf9Z///EeS1KZNGxUWFmrHjh1er9+2bZskee6A+vOf/6ycnBw999xzPj/PPQkC5BW6l5/iJikAAACpesb/1aldu3YqLCxUXl6eOnToIIfDoXXr1vk8tm3bttq4caNX5feGDRtUu3ZtXXTRRSV+xqWXXqpvvvlG8fHxatWqldf22wmQyuJ3o9c5c+aodevWSkpKUmhoqEaPHq20tDSvu9XOtnDhQl133XVq0qRJhT53/PjxOnnypGc7dOhQhd6vMlCpAQAAULVat26tFStWaMeOHfriiy/05z//+YJ3XJXV0qVLVa9ePd1yyy265JJLPFtycrJSU1O1cOFCSVL79u3Vp08fDRs2TBkZGdq/f79Wr16tu+++WwMHDlTTpk0lST169NDYsWN1//33a+zYsdq4caMOHDigjIwM/elPf9JLL71UqfHDf1GpAQAA4K06xv+l8csvv2jHjh3auXOnJOnbb7/Vjh07SrwhX5KuuuoqLViwQFu3btUPP/yg999/XxMmTNAf/vAHRUdHKz4+XkOGDNGwYcO0cuVK7d+/X2vXrtWbb74pSbr77rt16NAh3XPPPdq9e7feeecdTZ48Wenp6SVee5ekUaNG6ZdfftFtt92mLVu2aO/evfrwww+VlpYmu91eub+YIoZeDa9fv76Cg4OVlZXl9XhWVpbi4uJ8vqZBgwZauXKlcnNzdeDAAe3evVtRUVFKSEg459gDBw7oo48+0l//+levx+Pi4pSfn3/OXWrn+9ywsDBFR0d7bUbLL2oUTk8NAACAqjFr1izVqVNHl112mW688UalpKTo0ksvrdTPcDfqO3vtWrcBAwZo1apVOl60lvSyZcvUq1cv3XXXXWrfvr3+9re/qV+/fnrxxRe9Xjdjxgy99tpr2rRpk1JSUtS+fXulp6erY8eOGjJkSKXGD/9lc09qUPkNAAAgqXrG/6WxatUqde7cWddff70k6dZbb1Xnzp01f/78El+TkpKil156SX369FHbtm11zz33KCUlxTNpIUnPP/+8br75Zt19991KSkrS8OHDlZubK0lq2rSp3n//fW3evFnJyckaMWKE7rjjDk2cOPG8sTZp0kQbNmyQ3W5Xnz591KFDB40ZM0axsbHnnQypCIvT4E6CPXr0UPfu3TV37lxJrrWDmzdvrtGjR/tsFP5bBQUFatu2rW655RY98cQTXs9NmTJFCxYs0KFDhxQSUrzG28mTJ9WgQQO9/vrrGjBggCTXbFdSUlKJPTV+Kzs7WzExMTp58qRhExz9n9ug7QdP6J9/6aI+7X1PxgAAYKjcXMndLCwnR6qi0lNUr7y8PO3fv18tW7Y8p9cZAt/5zr8Zxsj+wgy/qxf+t0+Pv79LN3Vqotm3djYkBgAAzot8whQY/6MyVUY+YXg3l/T0dA0ZMkRdu3ZV9+7dNXv2bOXm5iotLU2SNHjwYDVt2lTTp0+XJG3atEmHDx9Wp06ddPjwYU2ZMkUOh0Njx471el+Hw6HFixdryJAhXhMakqsJyx133KH09HTVrVtX0dHRuueee9SzZ89STWiYRXFPDSo1AAAmFRQkde1avA8AMA2WnwIAmB75BAAfDJ/UGDhwoI4dO6ZJkyYpMzNTnTp10urVqz3Nww8ePOhVppKXl6eJEydq3759ioqKUmpqqpYuXXpO0++PPvpIBw8e1LBhw3x+7j/+8Q8FBQVpwIABstlsSklJKbGZolkV99QgCQEAmFR4uLRli9FRAAB8yCtkUgMAYHLkEwB8MHxSQ5JGjx6t0aNH+3xu7dq1Xj/36tXL0yDlfPr06aPzraxltVo1b948zZs3r0yxmgmVGgAAAADKK6+g6CapWuQTAAAA8B+MXv1YvqdSg9MIAAAAoGzyaBQOAAAAP8TVcD9mKyoXZ1IDAGBap09L8fGu7fRpo6MBAJzFXanB8lMAANMinwDggymWn0L5sPwUAMD0nE7pwIHifQCAaRT31CCfAACYFPkEAB8YvfoxGoUDAAAAKC9bAY3CAQAA4H+Y1PBTdodThQ7XDDWVGgAAAADKqnj5KfIJAAAA+A9Gr37KvfSURE8NAAAAAGXnbhQeTqUGAAAA/AhXw/3U2ZMaVGoAAABUn6uuukpjxowxOgygwtw9NcKY1AAAACgR43/z4Wq4n7IVJSBBFikkyGJwNAAAAOZ34403qm/fvj6f++STT2SxWPTll19W2uedOXNGdevWVf369WWz2c553mKxaOXKlec8PnToUN10001ej33//fdKS0vTRRddpLCwMLVs2VK33XabPv/880qLFzWPZ/kpevQBAIAAVF3j/yVLlshisZyzvfjii5KkI0eO6M9//rMuvvhiBQUFlXqC5O2339bvfvc7xcTEqHbt2mrfvj2TK0WY1PBT7ibhoSFBsliY1AAAmJTFIrVr59r4/xUMdscdd2jNmjX68ccfz3lu8eLF6tq1qzp27Fhpn7d8+XK1b99eSUlJPicvSuvzzz9Xly5d9N1332nBggXauXOn3n77bSUlJen++++vtHhR8+R5GoWTFgIATIp8AhVQneP/6OhoHTlyxGsbNGiQJMlms6lBgwaaOHGikpOTS/V+GRkZGjhwoAYMGKDNmzdr69atevzxx1VQUFAp8fpit9vlcDgufKAJMHr1U55JjWBOIQDAxCIipG++cW0REUZHg6rkdEr5ucZsTmepQrzhhhvUoEEDLVmyxOvxnJwcvfXWW7rjjjv0888/67bbblPTpk0VERGhDh066PXXXy/Xr2ThwoW6/fbbdfvtt2vhwoXleg+n06mhQ4eqdevW+uSTT3T99dcrMTFRnTp10uTJk/XOO++U630B6exG4VRqAABMinzCvIwa/5dy7C9V7/jfYrEoLi7OawsPD5ckxcfHa86cORo8eLBiYmJK9X7vvvuuLr/8cj344INq06aNLr74Yt10002aN2/eOcd169ZNVqtV9evXV//+/T3P/frrrxo8eLDq1KmjiIgIXXfdddqzZ4/n+SVLlig2NlarVq1Su3btFBYWpoMHD8pms+mBBx5Q06ZNFRkZqR49emjt2rVl/p1UpRCjA0D5uHtqsP4tAAAwhYLT0hNNjPnsCT9JoZEXPCwkJESDBw/WkiVL9PDDD3uqXd966y3Z7XbddtttysnJUZcuXfTQQw8pOjpa//73v/WXv/xFiYmJ6t69e6lD2rt3rzZu3KgVK1bI6XTqvvvu04EDB9SiRYsyfbUdO3bom2++0WuvvaagoHNvZomNjS3T+wFns3kqNcgpAABAGRk1/i/l2F+q3vF/ZYuLi9Nrr72mr7/+WpdcconPY/7973+rf//+evjhh/Xyyy8rPz9f77//vuf5oUOHas+ePVq1apWio6P10EMPKTU1VTt37lStWrUkSadPn9aMGTP04osvql69emrYsKFGjx6tnTt36o033lCTJk309ttvq2/fvvrqq6/UunXravn+F8Jt/n4q306lBgAAQFkNGzZMe/fu1bp16zyPLV68WAMGDFBMTIyaNm2qBx54QJ06dVJCQoLuuece9e3bV2+++WaZPmfRokW67rrrVKdOHdWtW1cpKSlavHhxmeN130mVlJRU5tcCF+JuFM7yUwAAIFBV1/j/5MmTioqK8mxxcXEVivuee+5Rt27d1KFDB8XHx+vWW2/VokWLvHr1Pf7447r11ls1depUtW3bVsnJyRo/frwkeSYzXnzxRV1xxRVKTk7Wq6++qsOHD3stjVtQUKDnnntOl112mdq0aaPjx49r8eLFeuutt3TFFVcoMTFRDzzwgH7/+9+XK5+pKlRq+Cn3XVVhJCAAADM7fVrq1s21v2ULJeOBrFaE664poz67lJKSknTZZZdp0aJFuuqqq/T999/rk08+0bRp0yS51pF94okn9Oabb+rw4cPKz8+XzWZTRBn+27Xb7XrppZc0Z84cz2O33367HnjgAU2aNMlnxUVJnGUorwfKwu5wqsDu+u+LRuEAANMinzAvo8b/ZRj7S9Uz/pek2rVra9u2bZ6fyzLm9yUyMlL//ve/tXfvXn388cf67LPPdP/992vOnDnauHGjIiIitGPHDg0fPtzn63ft2qWQkBD16NHD81i9evXUpk0b7dq1y/NYaGioV1+Rr776Sna7XRdffLHX+9lsNtWrV69C36kyManhp6jUAAD4BadT2rmzeB+By2IpdRm40e644w7dc889mjdvnhYvXqzExET16tVLkvT0009rzpw5mj17tjp06KDIyEiNGTNG+fn5pX7/Dz/8UIcPH9bAgQO9Hrfb7crIyNC1114ryZX4nDx58pzXnzhxwrPWrjuZ2L17tzp37lyu7wv44m4SLrH8FADAxMgnzIvxv5egoCC1atWq0mNPTExUYmKi/vrXv+rhhx/WxRdfrGXLliktLc3Ts6MiwsPDPctySa5+I8HBwdq6dauCg73HiFFRURX+vMrCFXE/ZSugpwYAAEB53HLLLQoKCtJrr72ml19+WcOGDfMM5Dds2KB+/frp9ttvV3JyshISEvTdd9+V6f0XLlyoW2+9VTt27PDabr31Vq+G4W3atNHWrVu9Xmu32/XFF194JjM6deqkdu3aaebMmXI4HOd81okTJ8r47QGXsyc1wkJICwEAQOCq6vF/dYmPj1dERIRyc3MlSR07dlRGRobPY9u2bavCwkJt2rTJ89jPP/+sb7/9Vu3atSvxMzp37iy73a6jR4+qVatWXltFl9SqTFRq+Cl3pUYYlRoAAABlEhUVpYEDB2r8+PHKzs7W0KFDPc+1bt1a//rXv/Tpp5+qTp06mjVrlrKyss478D/bsWPH9O6772rVqlXnNPQbPHiw+vfvr19++UV169ZVenq67rjjDiUlJenaa69Vbm6u5s6dq19//VV//etfJUkWi0WLFy9W7969dcUVV+jhhx9WUlKScnJy9O677+o///mP1/rAQGnlFRZVfocEKSjIcoGjAQAA/FdVjv9La8eOHZJclRDHjh3Tjh07FBoaWuLnTJkyRadPn1ZqaqpatGihEydO6JlnnlFBQYGn8nvy5Mm65pprlJiYqFtvvVWFhYV6//339dBDD6l169bq16+fhg8frgULFqh27doaN26cmjZtqn79+pUY58UXX6xBgwZp8ODBmjlzpjp37qxjx44pIyNDHTt21PXXX1+pv5fy4oq4n7IV0lMDAACgvO644w79+uuvSklJUZMmTTyPT5w4UZdeeqlSUlJ01VVXKS4uTjfddFOp3/fll19WZGSkrrnmmnOeu+aaaxQeHq5XXnlFknTbbbfpxRdf1KJFi9SlSxf17dtXmZmZ+t///qdGjRp5Xte9e3d9/vnnatWqlYYPH662bdvq//7v//TNN99o9uzZ5f4doGZzV2pYqdIAAAA1QFWN/0urc+fO6ty5s7Zu3arXXntNnTt3VmpqaonH9+rVS/v27dPgwYOVlJSk6667TpmZmfrPf/6jNm3aSJKuuuoqvfXWW1q1apU6deqkq6++Wps3b/a8x+LFi9WlSxfdcMMN6tmzp5xOp95//33VqlXrvLEuXrxYgwcP1v333682bdropptu0pYtW9S8efPK+WVUAouT7oPlkp2drZiYGJ08eVLR0dHV/vnLthzUQ8u/0jVJDbVwaLdq/3wAAEolN1dyr7uZkyNF+seaqzi/vLw87d+/Xy1btpTVajU6HFSz851/o8fI/sTo39U3P53U9c+sV8PaYdr8cO9q/3wAAEqFfMIUGP+jMlVGPsFtOX7KVujuqcEpBAAAAFA2eUU9+mgSDgAAAH9DTw0/le9eA5eeGgAAM7NYpBYtivcBAKZgcy8/xU1SAAAzI58A4AOTGn7KdlZjPwAATCsiQvrhB6OjAAD8Rl6he1KDSg0AgImRTwDwgSvifsqz/FQISQgAAACAsvEsP0U+AQAAAD/DpIafyqdSAwAAAEA55RUtP0WPPgAAAPgbRrB+ylZULh7GpAYAwMzOnJG6dXNtZ84YHQ0AoAiNwgEAfoF8AoAPXBH3U1RqAAD8gsMhff65a3M4jI4GQA01b948xcfHy2q1qkePHtq8eXOJxxYUFGjatGlKTEyU1WpVcnKyVq9eXaH3NKO8AnpqAAD8APkEAB+4Iu6n6KkBAAAAXNiyZcuUnp6uyZMna9u2bUpOTlZKSoqOHj3q8/iJEydqwYIFmjt3rnbu3KkRI0aof//+2r59e7nf04w8jcK5SQoAAAB+hhGsn6JSAwAAALiwWbNmafjw4UpLS1O7du00f/58RUREaNGiRT6PX7p0qSZMmKDU1FQlJCRo5MiRSk1N1cyZM8v9npJks9mUnZ3ttRmJ5acAAADgr7gi7qfoqQEAAIDKEB8fr9mzZxsdRpXIz8/X1q1b1bt3b89jQUFB6t27tzZu3OjzNTabTVar1eux8PBwrV+/vtzvKUnTp09XTEyMZ2vWrFlFvlqF2TzLT5FPAAAA1CSBMP5nBOunqNQAAAAou6FDh8pisXi2evXqqW/fvvryyy8r7TOmTJmiTp06leq4s2Nxb0lJSZUWS013/Phx2e12NWrUyOvxRo0aKTMz0+drUlJSNGvWLO3Zs0cOh0Nr1qzRihUrdOTIkXK/pySNHz9eJ0+e9GyHDh2q4LerGHpqAACAmoDxf2DiirifKu6pwSkEAAAoi759++rIkSM6cuSIMjIyFBISohtuuMGQWNq3b++Jxb25KwJgjDlz5qh169ZKSkpSaGioRo8erbS0NAUFVWzcHRYWpujoaK/NSCw/BQAAagrG/4GHK+J+6k9dL9K917RWUpyxyRAAABdUv75rQ82Qm1vylpdX+mPPnCndseUQFhamuLg4xcXFqVOnTho3bpwOHTqkY8eOeY45dOiQbrnlFsXGxqpu3brq16+ffvjhB8/za9euVffu3RUZGanY2FhdfvnlOnDggJYsWaKpU6fqiy++8Nx5tWTJkhJjCQkJ8cTi3uqf9fclPj5ejz76qG677TZFRkaqadOmmjdvntd7HDx4UP369VNUVJSio6N1yy23KCsry+uYd999V926dZPValX9+vXVv39/r+dPnz6tYcOGqXbt2mrevLn++c9/luM3az7169dXcHDwOb+PrKwsxcXF+XxNgwYNtHLlSuXm5urAgQPavXu3oqKilJCQUO73NKM+7RtpTO/W6t6yrtGhAABwfuQT5lad4/9yYvwfeON/JjX8VP/OF+m+ay9Wm7jaRocCAEDJIiOlY8dcW2Sk0dGgOkRFlbwNGOB9bMOGJR973XXex8bH+z6ugnJycvTKK6+oVatWqlevniSpoKBAKSkpql27tj755BNt2LBBUVFR6tu3r/Lz81VYWKibbrpJvXr10pdffqmNGzfqzjvvlMVi0cCBA3X//fd73YE1cODACsX49NNPKzk5Wdu3b9e4ceN07733as2aNZIkh8Ohfv366ZdfftG6deu0Zs0a7du3z+sz//3vf6t///5KTU3V9u3blZGRoe7du3t9xsyZM9W1a1dt375dd999t0aOHKlvv/22QnGbQWhoqLp06aKMjAzPYw6HQxkZGerZs+d5X2u1WtW0aVMVFhZq+fLl6tevX4Xf00yuadtIY3pfrG7xTGoAAEyMfML8qnP8XwkY/7v4+/g/xOgAAAAAgOr03nvvKaooKcrNzVXjxo313nvveZYXWrZsmRwOh1588UVZLBZJ0uLFixUbG6u1a9eqa9euOnnypG644QYlJiZKktq2bet5/6ioKM8dWBfy1VdfeWJxu/322zV//nzPz5dffrnGjRsnSbr44ou1YcMG/eMf/9C1116rjIwMffXVV9q/f7+n8fTLL7+s9u3ba8uWLerWrZsef/xx3XrrrZo6darnPZOTk70+MzU1VXfffbck6aGHHtI//vEPffzxx2rTpk0pfqPmlp6eriFDhqhr167q3r27Zs+erdzcXKWlpUmSBg8erKZNm2r69OmSpE2bNunw4cPq1KmTDh8+rClTpsjhcGjs2LGlfk8AAACYB+P/wBv/M6kBAACAypOTU/Jzwb9Zu//o0ZKP/W3/grNKvyvqD3/4g55//nlJ0q+//qrnnntO1113nTZv3qwWLVroiy++0Pfff6/atb0rYvPy8rR371716dNHQ4cOVUpKiq699lr17t1bt9xyixo3blzmWNq0aaNVq1Z5PfbbXgu/vfu/Z8+emj17tiRp165datasmSehkaR27dopNjZWu3btUrdu3bRjxw4NHz78vHF07NjRs2+xWBQXF6ej5zs/fmTgwIE6duyYJk2apMzMTHXq1EmrV6/2NPo+ePCgV7+MvLw8TZw4Ufv27VNUVJRSU1O1dOlSxcbGlvo9AQAAagzG/2XC+L9yMKkBAACqzpkzxWXEH3wghYcbGw+qXlmWBaiqYy/4VpFq1aqV5+cXX3xRMTExeuGFF/TYY48pJydHXbp00auvvnrOaxs0aCDJdefW3/72N61evVrLli3TxIkTtWbNGv3ud78rUyyhoaFesVSF8FL8vatVq5bXzxaLRQ6Ho6pCqnajR4/W6NGjfT63du1ar5979eqlnTt3Vug9AQBAJSGfMD/G/2WKhfF/5aCnBgAAqDoOh7RunWvzowESahaLxaKgoCCdKWpOeOmll2rPnj1q2LChWrVq5bXFxMR4Xte5c2eNHz9en376qS655BK99tprklyJit1ur7T4Pvvss3N+dpe7t23bVocOHdKhQ4c8z+/cuVMnTpxQu3btJLnuwjq7/wMAAIDfIJ9AFWD87/+Y1AAAAECNYrPZlJmZqczMTO3atUv33HOPcnJydOONN0qSBg0apPr166tfv3765DUss+EAABH2SURBVJNPtH//fq1du1Z/+9vf9OOPP2r//v0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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/ResNet-18_metrics.csv\n", "Training completed at epoch 40 with best validation loss of 0.0366\n", "MLP-Mixer training time: 3h 37m 41s\n" ] } ], "source": [ "# ============================ Train ResNet-18 Model ============================ #\n", "start_time_resnet = time.perf_counter() # Start timing for ResNet-18 model\n", "\n", "print(f'\\n=== Training ResNet-18 ===')\n", "model_name = 'ResNet-18'\n", "model = initialize_model(model_name, num_classes, pretrained=True, \n", " fine_tune_mode='all_blocks', 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_resnet = time.perf_counter()\n", "print(f\"ResNet-18 training time: {format_time(end_time_resnet - start_time_resnet)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧐 Evaluation of models (from .pth files) on test datasets, including ensemble" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:39:03,111 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2025-03-24 02:39:03,112 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2025-03-24 02:39:03,115 INFO:Using device: cuda\n", "2025-03-24 02:39:03,115 INFO:Number of GPUs available: 2\n", "2025-03-24 02:39:03,766 INFO:Initialized model: ViT\n", "2025-03-24 02:39:04,104 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", "2025-03-24 02:39:05,994 INFO:Initialized model: CvT\n", "2025-03-24 02:39:06,523 INFO:Initialized model: Swin\n", "2025-03-24 02:39:06,874 INFO:Initialized model: CaiT\n", "2025-03-24 02:39:07,369 INFO:Initialized model: DeiT\n", "2025-03-24 02:39:07,864 INFO:Initialized model: DeiT3\n", "2025-03-24 02:39:08,173 INFO:Initialized model: Twins_SVT\n", "2025-03-24 02:39:08,539 INFO:Initialized model: Twins_PCPVT\n", "2025-03-24 02:39:08,765 INFO:Initialized model: PiT\n", "2025-03-24 02:39:08,766 ERROR:Model Ensemble not recognized.\n", "2025-03-24 02:39:08,834 INFO:Initialized model: ResNet-18\n", "2025-03-24 02:39:08,834 ERROR:Model Random not recognized.\n", "2025-03-24 02:39:08,834 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 02:39:08,973 INFO:Loaded model weights from ViT_best.pth\n", "2025-03-24 02:39:08,973 INFO: === Dataset: a ===\n", "2025-03-24 02:39:10,380 INFO:Total samples: 3181\n", "2025-03-24 02:39:18,476 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:39:18,549 INFO: === Dataset: b ===\n", "2025-03-24 02:39:19,919 INFO:Total samples: 3181\n", "2025-03-24 02:39:28,051 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": [ "2025-03-24 02:39:28,123 INFO: === Dataset: c ===\n", "2025-03-24 02:39:29,522 INFO:Total samples: 3181\n", "2025-03-24 02:39:37,662 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": [ "2025-03-24 02:39:37,733 INFO: === Dataset: d ===\n", "2025-03-24 02:39:39,064 INFO:Total samples: 3181\n", "2025-03-24 02:39:47,253 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": [ "2025-03-24 02:39:47,323 INFO: === Dataset: e ===\n", "2025-03-24 02:39:47,702 INFO:Total samples: 911\n", "2025-03-24 02:39:50,710 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": [ "2025-03-24 02:39:50,785 INFO: === Dataset: f ===\n", "2025-03-24 02:39:56,357 INFO:Total samples: 12911\n", "2025-03-24 02:40:27,770 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:40:27,840 INFO: === Dataset: g ===\n", "2025-03-24 02:40:30,357 INFO:Total samples: 6000\n", "2025-03-24 02:40:45,681 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:40:45,753 INFO: === Dataset: h ===\n", "2025-03-24 02:40:48,381 INFO:Total samples: 6000\n", "2025-03-24 02:41:03,922 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:41:03,991 INFO: === Dataset: i ===\n", "2025-03-24 02:41:06,725 INFO:Total samples: 6000\n", "2025-03-24 02:41:22,646 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": [ "2025-03-24 02:41:22,717 INFO: === Dataset: j ===\n", "2025-03-24 02:41:25,279 INFO:Total samples: 6000\n", "2025-03-24 02:41:41,997 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": [ "2025-03-24 02:41:42,076 INFO: === Dataset: k ===\n", "2025-03-24 02:41:44,619 INFO:Total samples: 6000\n", "2025-03-24 02:42:01,610 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:42:01,682 INFO: === Dataset: l ===\n", "2025-03-24 02:42:09,612 INFO:Total samples: 18911\n", "2025-03-24 02:43:05,269 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": [ "2025-03-24 02:43:05,343 INFO:Model ViT evaluation completed in 236.51 seconds.\n", "2025-03-24 02:43:05,343 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 02:43:05,463 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2025-03-24 02:43:05,464 INFO: === Dataset: a ===\n", "2025-03-24 02:43:06,807 INFO:Total samples: 3181\n", "2025-03-24 02:43:14,529 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:43:14,599 INFO: === Dataset: b ===\n", "2025-03-24 02:43:15,932 INFO:Total samples: 3181\n", "2025-03-24 02:43:23,414 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": [ "2025-03-24 02:43:23,483 INFO: === Dataset: c ===\n", "2025-03-24 02:43:24,813 INFO:Total samples: 3181\n", "2025-03-24 02:43:32,281 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": [ "2025-03-24 02:43:32,355 INFO: === Dataset: d ===\n", "2025-03-24 02:43:33,685 INFO:Total samples: 3181\n", "2025-03-24 02:43:41,058 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": [ "2025-03-24 02:43:41,129 INFO: === Dataset: e ===\n", "2025-03-24 02:43:41,513 INFO:Total samples: 911\n", "2025-03-24 02:43:44,035 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": [ "2025-03-24 02:43:44,104 INFO: === Dataset: f ===\n", "2025-03-24 02:43:49,784 INFO:Total samples: 12911\n", "2025-03-24 02:44:18,895 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:44:18,974 INFO: === Dataset: g ===\n", "2025-03-24 02:44:21,526 INFO:Total samples: 6000\n", "2025-03-24 02:44:35,559 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": [ "2025-03-24 02:44:35,629 INFO: === Dataset: h ===\n", "2025-03-24 02:44:38,181 INFO:Total samples: 6000\n", "2025-03-24 02:44:52,005 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": [ "2025-03-24 02:44:52,083 INFO: === Dataset: i ===\n", "2025-03-24 02:44:54,607 INFO:Total samples: 6000\n", "2025-03-24 02:45:08,502 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": [ "2025-03-24 02:45:08,572 INFO: === Dataset: j ===\n", "2025-03-24 02:45:11,088 INFO:Total samples: 6000\n", "2025-03-24 02:45:25,407 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": [ "2025-03-24 02:45:25,486 INFO: === Dataset: k ===\n", "2025-03-24 02:45:28,013 INFO:Total samples: 6000\n", "2025-03-24 02:45:42,216 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:45:42,295 INFO: === Dataset: l ===\n", "2025-03-24 02:45:50,243 INFO:Total samples: 18911\n", "2025-03-24 02:46:34,345 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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S35ogaePymLfN20ABIImKiIhQu3bttHz5s99dzpw5tXjxYtWpU8eGyQAAAADg+aw1EiA+WrVqpatXr2r48OG6dOmSfHx8tGnTJvNiwefOnbO48//jjz+WyWTSxx9/rAsXLihr1qxq1KiRxo0bF6/zUgQAAACJ58pF6aP3Yt42Z53k+OIhk7Ade3t7ZciQwfy4devWmj17tjJlymTDVAAAAACQfPXq1SvW6X927Nhh8ThNmjQaMWKERowY8UrnpAgAAAAS3sP70ri+0qXz0bdN+Vxyz2z1SHg5U6dO1aFDh9S/f3+1bt3a1nEAAAAAIG6S3kAAm6EIAAAAEkZkpPTJUOmPQ7H3Ye7/JG3v3r36+++/1bx5c3NbunTptG/fviQ5lBaIq4MHD8rBwUHFixeXJK1bt06LFy9WkSJFNHLkSDk6Oto4IQAAAJB47F7cBQAA4DmePJY61ZO6NIi9ANBrhPTZJgoASdTjx481bNgw+fr6qkOHDjpz5ozFdgoASO66du2qkydPSpLOnDmj1q1by9XVVStXrtSHH35o43QAAABIDCaTySo/yQFFAAAA8HIiI6K+/O/WKPY+fn2i7v73qWi9XIiXY8eO6Y033tDYsWMVGRmpe/fuKTAw0NaxgAR18uRJ+fj4SJJWrlypN998U8uWLVNQUJBWr15t23AAAABAImM6IAAAEH8REVLXhjFvK1BUGjhJsrO3bibES2RkpGbMmKHBgwcrLCxM0rNFpwYPHmzjdEDCMgxDkZGRkqQtW7borbfekiR5enrq2rVrtowGAACARJJc7tK3BooAAAAg7vZtl1Yvlm5cib6tRSepbvPo7Uhyzp07p4CAAG3fvt3cVrhwYYWEhKhMmTI2TAYkjrJly2rs2LGqVauWfvjhB3366aeSpNDQUGXLls3G6QAAAIDERREAAAC82NV/pCEdYt/+2SbrZcFLMwxDISEh6t27t+7cuWNu79u3r8aPHy8XFxcbpgMSz7Rp0/Tuu+9q7dq1Gjp0qPLnzy9JWrVqlSpVqmTjdAAAAEgMjAR4hiIAAACIXUSENCRAunE15u1FS0t9x1k1El7evXv3NGTIEHMBwNPTU0FBQapRo4aNkwGJq0SJEjp69Gi09smTJ8venqnLAAAAkLJRBAAAADE7sFOaNz7mbcNnSbnzSnZ21s2EV5I+fXotWrRI9erVk5+fn6ZPny53d3dbxwKsJjw8XFeuXDGvD/DUa6+9ZqNEAAAASCyMBHiGIgAAALD06KHU652Yt3UcKFWsad08eGl3797Vo0ePlDVrVnNb3bp1dejQIfn4+NguGGBlJ0+eVMeOHbV7926LdsMwZDKZFBERYaNkAAAAQOKjCAAAAKJEREjDu0iXL0TflstbGjXX6pHw8nbt2iU/Pz8VKlRIGzZssLgLhgIAUpsOHTooTZo0+uabb5QjRw7uCgMAAEgNuOQzowgAAEBq9+2X0pogyYiMefv/gqQs2a2ZCK8gLCxMI0aM0KRJk2QYhkJDQ7VgwQJ16dLF1tEAmzl8+LB++eUXFSpUyNZRAAAAAKujCAAAQGq1cIq0Z0vs2+s0k1p2tl4evLKjR4+qXbt2OnLkiLnN19dXtWrVsmEqwPaKFCmia9eu2ToGAAAArIjRn8/YfDW/2bNny9vbW87OzqpQoYL279//3P7Tpk1TwYIF5eLiIk9PT/Xr10+PHj2yUloAAFKAB/elTvViLwAULyd9tokCQDISERGhyZMnq2zZsuYCgIODg/73v//phx9+UN68eW2cELCtiRMn6sMPP9SOHTt0/fp13blzx+IHAAAASMlsOhJgxYoV6t+/v+bOnasKFSpo2rRpqlu3rk6cOCEPD49o/ZctW6bBgwdr0aJFqlSpkk6ePKmAgACZTCYFBgba4BkAAJCMPHksTRsmHT8cfVu2XFFz/qdxsHosvJrQ0FD5+/vrxx9/NLcVL15cISEhKlmypA2TAUnH09EwNWtaLmzOwsAAAAApFyMBnrFpESAwMFCdO3dWhw4dJElz587Vhg0btGjRIg0ePDha/927d8vX11dt27aVJHl7e6tNmzbat2+fVXMDAJDsLJws7dka87ZP10sOjtbNgwRx7tw5lShRQvfu3ZMUdZE7YMAAjRkzRk5OTjZOByQd27dvt3UEAAAAwGZsVgQIDw/XL7/8oiFDhpjb7OzsVKtWLe3ZsyfGfSpVqqSlS5dq//79Kl++vM6cOaONGzeqffv21ooNAEDyEREhzR4tHYmlWF6xltRxgHUzIUG99tpraty4sT7//HN5e3srODhYVapUsXUsIMmpWrWqrSMAAADAyhgJ8IzNigDXrl1TRESEsmXLZtGeLVs2HT9+PMZ92rZtq2vXrqly5coyDENPnjxRt27d9NFHH8V6nrCwMIWFhZkfM+cnACDFi4yMuvN/Xyx3vpavJnUcKNnbWzUWEsesWbOUPXt2jRgxQunTp7d1HCDJ+vHHHzVv3jydOXNGK1euVK5cuRQSEqI8efKocuXKto4HAAAAJBqbLwwcHzt27ND48eM1Z84cHTx4UGvWrNGGDRs0ZsyYWPeZMGGC3NzczD+enp5WTAwAgBXduyMFT5e6NIi9ADD3a6nLYAoAydDt27cVEBCg5cuXW7S7u7trypQpFACA51i9erXq1q0rFxcXHTx40HyT0O3btzV+/HgbpwMAAECiMFnpJxmwWREgS5Yssre31+XLly3aL1++rOzZs8e4z7Bhw9S+fXt16tRJxYsX1zvvvKPx48drwoQJioyMjHGfIUOG6Pbt2+af8+fPJ/hzAQDA5vZtl/q2lHZ+G33bGzWkud9In21i4d9kaseOHSpRooSWLFmi7t2768KFC7aOBCQrY8eO1dy5c7VgwQI5ODz7e9DX11cHDx60YTIAAAAg8dmsCODo6KgyZcpo69ZnixRGRkZq69atqlixYoz7PHjwQHZ2lpHt//9ORsMwYtzHyclJGTJksPgBACBF+fpzacHE6O2FfaK++O/0oZTGZjMA4hU8evRIH3zwgapXr65z585JkiIiIvT777/bOBmQvJw4cUJvvvlmtHY3NzfdunXL+oEAAACQ6Ewmk1V+kgObfiPQv39/+fv7q2zZsipfvrymTZum+/fvq0OHDpIkPz8/5cqVSxMmTJAkNWrUSIGBgSpVqpQqVKigP//8U8OGDVOjRo3MxQAAAFKNQ3uk2aOit9dpJjUN4K7/ZO7QoUNq166djh07Zm6rVq2agoKC5OXlZcNkQPKTPXt2/fnnn/L29rZo37Vrl/LmzWubUAAAAICV2LQI0KpVK129elXDhw/XpUuX5OPjo02bNpkXCz537pzFnf8ff/yxTCaTPv74Y124cEFZs2ZVo0aNNG7cOFs9BQAArO/oAWn6sJi3jZor5fK2ahwkrCdPnmjixIkaOXKknjx5IilqZOP48ePVt2/faKMiAbxY586d1adPHy1atEgmk0kXL17Unj17NGDAAA0bFsvfpwAAAEjWkstd+tZgMmKbRyeFunPnjtzc3HT79m2mBgIAJB+Pw6XPZ0u7vou9z+y1kpOz1SIh4f31119q06aN9uzZY27z8fHR0qVLVbRoURsmA+ImqV5rG4ZhXkvswYMHkqKKawMGDNCYMWNe6pgupXolZESkAF1bvql+/jWVLXMGHT15Qf0nrtTPv/8VY980aew08L06avdWBeX0cNfJvy7r4+nrtHn3H+Y+xzeMklfOzNH2nbtip/r978tEex5Ifm4emGXrCEhili/7XEsWL9S1a1f1esFCGvzRMBUvUSLW/t9/961mz5yuixcu6DUvb/XtP0BV3qxq3v7p7Jna9O0GXbp0SQ4ODipSpKh69emnEiVKWuPpIBlxTmKz0Hq9/7VVzvPXjEZWOc+r4FYyAACSugUTpe5vx14AGLMgau5/CgDJnrOzs06dOiVJsrOz09ChQ7Vv3z4KAMArMplMGjp0qG7cuKHffvtNe/fu1dWrVzVixAhdvHjR1vGQAjSvU1oTP3hH4+Z9q4ptJ+rIyQtaP6ensmZMF2P/kT0aqVOzyuo/aaVKNRurz1bt0oqpnVWyYG5zn8rtJsu71hDzT4NuMyVJazYfsspzApA8bfp2o6ZMmqCuPXpq+cqvVLBgIXXv2lHXr1+Psf/hQwc1eOAHeqdpc61YtVbVa9RU3949derUSXMfLy9vDRk6XKu/+lpBIcuUM1cude/8nm7cuGGtpwW8FNYEeIYiAAAASVFkpHT1H6lvK2nf9pj7DJ8V9eV/Dk/rZkOiyZYtm+bPn6/8+fNr165dGjt2rBwdHW0dC0gxHB0dVaRIEZUvX17p0qXT77//Lk9P/g7Fq3u/XQ0tXrNbIev36viZS+o9brkePgqXf5OKMfZv+1Z5TVr4vb7bdUxnL1zXgpW79N1Px9SnfQ1zn2s37+ny9bvmnwZViun0uav68ZdT1npaAJKhkCWL1bR5SzV5p5ny5c+vj0eMkrOzs9auWR1j/8+XBqtS5SoKeK+T8ubLp17v91XhIkW0fNlSc58GbzXSGxUrKbenp/LnL6ABHw7RvXv3dOrkCWs9LeClUAR4JokN0gAAIBWLjJR2fCMtmxN7n9pNpWYdWPQ3hVi9erWqVq2qLFmymNveeecdNWjQQE5OTjZMBgCIK4c09ipV2FOTF31vbjMMQ9v2nVD5Enli3MfRIY0ehT+2aHv4KFyVSuWL9RytG5TTjKXbEi44gBTncXi4/jj2uzp27mpus7Oz0xtvVNKRX2MeRXTk8GG19w+waKvkW1nbt26J9RyrV65Q+vTp9XrBggmWHUDioggAAIAtRUZKe7ZIiwNf3Hf6Silt+sTPhER38+ZN9ezZU1988YWaN2+uL7/80uIOEgoAAJB8ZMmYTmnS2OvKjbsW7Veu31FB72wx7rNlzx96v10N7Tr4p86cv6bq5QuqcQ0f2dvHfDfh29VLyD29i5Z+vS/B8wNIOW7euqmIiAhlzmy5nkjmzJkVGnomxn2uXbumzJmzROt/7fo1i7YfdmzXoAH99ejRQ2XJmlVzFyxSxoyZEvYJAAktedykbxUUAQAAsJW1wdI3y57fp5CP9GY9qXw1aySCFWzevFkdOnTQhQsXJEmrVq3Szp07VbVq1RfsCcBWwsLCFBYWZtFmREbIZGdvo0RI7gZMXqU5w9ro1zXDZBiGzvx9TcHr98q/8Rsx9vdvUknf/XRM/1y9beWkABClXPkK+nL1Wt26dVOrV32pgR/01dIvVkYrOABImigCAABgbVcvSf/rJ92+GfP2giWk9r2l7MxTnZI8ePBAgwYN0qxZs8xt7u7umj17tt58800bJgNSriNHjjx3+4kTcZvLeMKECRo1apRFm322cnLIUf6lsyHluHbznp48iZBHJsvReh6ZM+jS9Tux7tOy/wI5OaZRZre0unj1tsa+31ihF6Iv3PlajoyqUaGgWg9YkCj5AaQcGd0zyt7ePtoiwNevX7eYfvLfsmTJouv/uev/+vXryvKf0QGurq56zctLr3l5qURJHzWqX0dr16yymHoISGqSy3z91kARAAAAa/putbQyhg/xubyljgOl12KeCxjJ24EDB9S+fXuLLxxr1aqlxYsXK3fu3DZMBqRsPj4+MplMMgwj2ran7XH5cDhkyBD179/fos2jyqAEy4nk7fGTCB3647yqVyior3dEFZ5MJpOql39dc1fsfO6+YeFPdPHqbaVJY6cmNX20evPBaH3av11RV27c1bc//p4o+QGkHA6OjipcpKj27d2jGjVrSZIiIyO1b98etW7TLsZ9Svj4aN/evWrnF2Bu27tnt0r4+Dz3XJFGpMLDwxMqOoBERhEAAABriIyU+raUHtyLvm3sZ1J2vghOiR4/fqxx48Zp7NixioiIkCQ5Oztr0qRJ6tmzp+zs7GycEEjZQkNDE+Q4Tk5O0dbqYCog/NuMpdu0YHR7/XLsnH7+7ax6ta0uVxcnBa/bK0n6bEx7XbxyW8NnrpcklSvmpZwe7vr1xN/K5eGuoV0byM7OpMAgy4U4TSaT/Bq/oc+/2aeIiEirPy8AyU97/w4a9tEgFS1aTMWKl9DSkCV6+PChmrzTVJI0dMiH8vDIpj79PpAkvdvOTx0D2mtJ0CK9+WZVbfp2o37/7TcNGzlaUtRo1s/mz1W16jWUJWtW3bp5U8u/+FxXLl9W7br1bPY8gbhgJMAzFAEAAEhMO7+VVi+S7t+Nvq3LYKlcVYkLkxTrm2++sZhCpFy5cgoODlahQoVsmApIPby8vGwdAanEqu8PKkvGdBrevaGyZU6vIycuqHHP2ebFgj2zZ1Jk5LMRKU5ODhrR8y3lyZVF9x6E6bufflfHYcG6fe+hxXFrVCio13Jk0pK1e636fAAkX/XqN9DNGzc0Z9YMXbt2VQULFdaceZ8p8/9PB3Tpn39kZ3p2I4pPqdKaMGmKZs2YppnTAvWal7emzZytAgVelyTZ29srNPSM1q/7Srdu3pS7u7uKFiuuxcGfK3/+AjZ5jgDiz2TENDY2Bbtz547c3Nx0+/ZtZciQwdZxAAAp1YN70vvNY9/+0XQpb0Hr5YFNGIahpk2b6uuvv9awYcP00UcfycHBwdaxgESTHK61ixcvro0bN8rT89XWXXEp1SuBEgHAq7l5YNaLOwGAFTgnsdvN8w/41irn+XNKfauc51UksV8NAADJXGSENGeMdDiWO/bKvil1HcLd/ynUrVu35O7ubn5sMpk0f/58nT17VuXKlbNdMABmZ8+e1ePHj20dAwAAALAaigAAACSEB/ekrz+XNn8V8/ZJIVKmrNbNBKsxDEOff/65evXqpZCQEDVq1Mi8LWvWrMqald89AAAAAFgTawI8QxEAAIBXcf6MtGiqdP50zNvrNJOad5RYADbFun79urp166ZVq1ZJkjp16qTffvuNL/6BJKpKlSpycXGxdQwAAADAaigCAAAQX48eSpM/lP46FXufwj5S33GSvb3VYsH6vv32W7333nu6dOmSua127drM+w8kYRs3brR1BAAAAFgBAwGeoQgAAEB8bFsvLZsT+/bKdaWWXSTXtNbLBKu7d++eBgwYoHnz5pnbMmXKpLlz56pFixY2TAYgNqdOndL27dt15coVRUZGWmwbPny4jVIBAAAAiY8iAAAAL3LpbykoUPrzWOx9Og+SylSR0vBPa0q3Z88etW/fXqdPP5sCqn79+lq4cKFy5Mhhw2QAYrNgwQJ1795dWbJkUfbs2S3mhzWZTBQBAAAAUiDWBHiGbyoAAIhNZITUpWHs22u8LbXtYb08sLng4GB16NDBfBexq6urAgMD1aVLFy4wgSRs7NixGjdunAYNGmTrKAAAAIDVUQQAAOC/DENaOlP6IZZ5o11cpYkhTPmTClWvXl3p06fX7du3VbFiRQUHByt//vy2jgXgBW7evMlUXQAAAKkM92k9QxEAAIB/i4yUujSIeVuXwVLZKpIdi/2mVp6enpozZ47Onj2rDz/8UGmY/glIFlq0aKHvv/9e3bp1s3UUAAAAwOr45AoAgCRdviAN7RjztpIVpF4juY0glTl79qyGDh2qOXPmyM3Nzdzetm1bG6YC8DLy58+vYcOGae/evSpevLgcHBwstr///vs2SgYAAIDEYmfHZ/inKAIAAFKvu7elr4KkH7+TjMiY+8z9hsV+UxnDMBQUFKQ+ffro7t27cnBwUFBQkK1jAXgF8+fPV7p06fTDDz/ohx9+sNhmMpkoAgAAACBF41sNAEDqc/2ytGqRdOCH2PuUryp1Hszd/6nMlStX1KVLF61bt87ctmPHDt24cUOZMmWyYTIAryI0NNTWEQAAAGBlfJx/hiIAACB1+fpzaV1I7Nv7jpWKlbVeHiQZ69evV+fOnXXlyhVzW0BAgKZPn64MGTLYMBmAhGQYhqSoEQAAAABAamBn6wAAAFjF36FSp3oxFwAq15EmLpE+20QBIBW6c+eOOnbsqMaNG5sLAFmyZNFXX32lxYsXUwAAUojg4GAVL15cLi4ucnFxUYkSJRQS8pyiMAAAAJI1k8lklZ/kgJEAAICUr1O9mNsbt5fqtZAcHK2bB0nGjz/+KD8/P509e9bc1qhRIy1YsEDZsmWzXTAACSowMFDDhg1Tr1695OvrK0natWuXunXrpmvXrqlfv342TggAAAAkHooAAICU63G41P3t6O2OTtKM1Sz4Cx05csRcAEiXLp2mT5+uDh06JJu7OQDEzcyZM/Xpp5/Kz8/P3Pb222+raNGiGjlyJEUAAACAFIiPdc/w7QcAIGWJjJB2bJCWzYl5e6cPpTdqWDcTkqwePXpo/fr1evjwoZYsWaI8efLYOhKARPDPP/+oUqVK0dorVaqkf/75xwaJAAAAAOuhCAAASBkiI6VhnaXLF2LvM2dd1CgApEoRERHatm2bateubW4zmUxasWKF0qdPL3t7exumA5CY8ufPry+//FIfffSRRfuKFStUoEABG6UCAABAYmKE9zMUAQAAyd/tm9IHbWLf3qKzVLeZ9fIgyTl9+rT8/Py0e/dubd68WbVq1TJvc3d3t10wAFYxatQotWrVSjt37jSvCfDTTz9p69at+vLLL22cDgAAAEhcFAEAAMlTZKQ0Y4T024GYtxcoKr03UMqa3bq5kKQYhqEFCxaof//+un//viSpU6dOOnnypBwdWRAaSC2aNWumffv2KTAwUGvXrpUkFS5cWPv371epUqVsGw4AAACJgpEAz1AEAAAkPwunSHu2xL59wbesAAT9888/6tSpkzZu3Ghuy5s3r4KDgykAAKlQmTJl9Pnnn9s6BgAAAGB1FAEAAMnDqd+lRVOkq89ZwLHG21KrrhQAoFWrVqlbt266fv26ua1z586aOnWq0qdPb8NkAKzJzs7uhXeAmUwmPXnyxEqJAAAAYC18NfAMRQAAQNL2z3lp2lDp+pWYt+crLA2aKtnZWTcXkqRbt26pd+/eWrp0qbktW7Zs+uyzz/TWW2/ZMBkAW/jqq69i3bZnzx7NmDFDkZGRVkwEAAAAWB9FAABA0hIRIX21RLp4Vgo9Kd29FXO/mo2jFvxNwz9leKZz585atWqV+XHTpk01d+5cZc2a1YapANhK48aNo7WdOHFCgwcP1tdff613331Xo0ePtkEyAAAAJDbWBHiGb04AAElDZKR04og0dfDz+41ZIOXwtE4mJDsTJkzQxo0blSZNGs2aNUvt2rXjwg+AJOnixYsaMWKElixZorp16+rw4cMqVqyYrWMBAAAAiY4iAADA9sb3lc4cj3173kLSW22lEuWtFgnJQ3h4uMUiv/nz59eKFStUokQJvfbaazZMBiCpuH37tsaPH6+ZM2fKx8dHW7duVZUqVWwdCwAAAImM+8GeoQgAALCdRw+lXu/EvM3JRfrfYimdG/9yI5onT55o/Pjx+vLLL7V//365urqatzH3P4CnJk2apIkTJyp79uz64osvYpweCAAAAEjpKAIAAGzj4E/SnDHR24uXk9q/L2ViDnfE7MSJE/Lz89P+/fslSR9++KFmzZpl41QAkqLBgwfLxcVF+fPn15IlS7RkyZIY+61Zs8bKyQAAAJDYmBr2GYoAAADr+naltHphzNtmfSU5u1g3D5INwzA0Z84cDRw4UA8fPpQk2dvbK3PmzDIMgws8ANH4+fnxdwMAAABSPYoAAADruH5FGuQX87ayVaRuQ62bB8nKhQsX1KFDB23evNnc9vrrrys4OFgVKlSwYTIASVlQUJCtIwAAAMBGuBfkGYoAAIDE8ThcWr9U2rRKMiJj7uPoJI34VMqW07rZkKx88cUX6tGjh27dumVu69mzpyZNmmSxFgAAAAAAAIiOIgAAIGGdPyMt+J908dzz+01fKaVNb51MSJYMw1BAQICCg4PNbTlz5tTixYtVp04dGyYDAAAAACR1TAv5DEUAAEDCCD0hjevz4n69Rko+byR6HCR/JpNJRYoUMT9u3bq1Zs+erUyZMtkwFQAAAAAAyQtFAADAq9u2Xlo2J+ZtRUpLnT6UMrhbNRJShgEDBmj37t1q06aNWrdubes4AAAAAIBkgoEAz1AEAAC8HMOQFk2R9myNeXvTAKlmE8nJ2ZqpkIzt3btXBw4cUO/evc1t9vb2WrdunQ1TAQAAAACQvFEEAADE354t0sIpMW+r2lBq3zvmbUAMwsPDNWbMGI0fP16SVKZMGVWqVMnGqQAAAAAAyRlrAjxDEQAAEDc/75RWzJduXou9z/+CpCzZrRYJyd+xY8fUvn17HTx40Nw2a9YsigAAAAAAACQQigAAgNgd/1VaNlu6eC72PrnzSMNnSXb21suFZC8yMlIzZszQ4MGDFRYWJklKkyaNRowYocGDB9s4HQAAAAAguWMgwDMUAQAAlq5fkVYvlPb/8Px+hX2kgH5S5mxWiYWU49y5cwoICND27dvNbYULF1ZISIjKlCljw2QAAAAAAKQ8FAEAANK509KaxdJvPz+/X87XpD5jpcwe1smFFMUwDIWEhKh37966c+eOub1v374aP368XFxcbJgOAAAAAJCSsCbAMxQBACA1+ztUGtn9xf16jZRKlGPKH7ySJ0+e6JNPPjEXADw9PRUUFKQaNWrYOBkAAAAAACkXRQAASG0unZfWL33+dD+OTlLj9lKl2lJ6N+tlQ4rm4OCgkJAQlS1bVi1bttSMGTPk7u5u61gAAAAAgBSIgQDPUAQAgNTi+K/SlEHP79NlsFS6spSGfx7w6u7evaurV68qb9685rZixYrp999/V758+WyYDAAAAACA1INveQAgpTuyT/pirnT1n9j7vD9aKlHeepmQ4u3atUt+fn5Kly6dDhw4ICcnJ/M2CgAAAAAAgMTGmgDPUAQAgJTGMKTPJkn7d0T9OTbdP5ZKVZLs7KwWDSlfWFiYRowYoUmTJsn4//ff6NGjNW7cOBsnAwAAAAAgdaIIAAApwb070okj0sYV0l+nnt936HQpT0Hr5EKqcvToUbVr105Hjhwxt/n6+qpjx442TAUAAAAASI0YCPAMRQAASM4MQ+pc//l90rtLrmmlVl2kwqUkB0erREPqERERocDAQH388ccKDw+XFLUI8JgxYzRgwADZ29vbOCEAAAAAAKkXRQAASG7Cw6STR6XQE9K6kNj75SsiDZos2fEFLBJPaGio/P399eOPP5rbihcvrpCQEJUsWdKGyQAAAAAAqRlrAjxDEQAAkrqH96W926Wj+6Uj+5/ft3g56a22UdP9MNc/EtmtW7dUunRp3bp1S1LUBdaAAQM0ZswYi4WAAQAAAACA7VAEAICkKOyRtHqRdGCndPfWi/uXqRy10C9gRe7u7urdu7fGjBkjb29vLVmyRG+++aatYwEAAAAAwEiAf6EIAABJxa3r0sIp0h+H4ta/ZAWp5BtSifKSe+bEzQb8P8MwLC6khg0bJgcHB/Xp00cZMmSwYTIAAAAAABATigAAYAuPw6Om9vnzWNSX/wd+ePE+VRtKvrUl79eZ6gdWd/v2bfXp00evv/66PvroI3O7g4ODhg0bZsNkAAAAAABEx0CAZygCAIC1XL0kLfifdOZ43PepVEtq4i9lzMK/XrCZHTt2yN/fX+fOnVOaNGlUv359lSpVytaxAAAAAABAHFAEAIDEcP2KtOs7ydFZOrJXOvV73Pdt/75Upa5kZ594+YA4ePTokYYOHarAwEBzm4uLi86dO0cRAAAAAACQpLEmwDMUAQAgIf1+UPrkoxf3e6q0r1SopJS3kJQ7j5TGIfGyAfFw6NAhtWvXTseOHTO3VatWTUFBQfLy8rJhMgAAAAAAEB8UAQDgVdy/K53+Q9q0Ujp59MX9XdNJ1RpGTfHDvP5Igp48eaKJEydq5MiRevLkiSTJyclJ48ePV9++fWXH+xYAAAAAkAwwEOAZigAAEF+GIc0bL/3844v7Vqwlla8qZXCXXsvPv0BI0i5evKjmzZtrz5495jYfHx+FhISoWLFiNkwGAAAAAABeFkUAAIiLyEhp43Jpz1bp8oUX9x+zQMrhmfi5gASUMWNG3bx5U5JkZ2enwYMHa8SIEXJ0dLRxMgAAAAAA4oc1AZ6hCAAAMTEM6faNqKl+Du2W9m57fn+filIZX6l8dcmeBX2RPLm4uCgkJETt27fXwoULValSJVtHAgAAAADgpVADeIYiAAD82+0b0srPXvylvyQ5Okmz1kh2fOmP5GnlypUqUaKEChYsaG4rW7asfvvtN9lTzAIAAAAAIEV4pSLAo0eP5OzsnFBZAMB2ls+Vtqx9cb/suaX+E6RMWRM9EpBYbt68qV69emnZsmUqX768fvrpJ6VJ8+ySgAIAAAAAACC5s2MogFm8iwCRkZEaN26c5s6dq8uXL+vkyZPKmzevhg0bJm9vb3Xs2DExcgJAwnnyRDq8R/rzd+nCWemPw7H3dXKWar8jlagg5SnIWDIke1u2bFFAQIAuXIha22L//v366quv1KJFCxsnAwAAAAAAiSHeRYCxY8dqyZIlmjRpkjp37mxuL1asmKZNm0YRAEDSYxjSjatRc/uvmBf1+HmcXKTWXaWKtaQ0zJqGlOHBgwcaPHiwZs6caW5zd3fX7Nmz1bx5cxsmAwAAAAAg4XEf5zPx/nYrODhY8+fPV82aNdWtWzdze8mSJXX8+PEEDQcAcfY4XLp+Jequ/ssXpFvXpD+PSbeux/0Yzq7SjFWSnV2ixQRs4cCBA2rfvr1OnDhhbqtVq5YWL16s3Llz2zAZAAAAAACpy+zZszV58mRdunRJJUuW1MyZM1W+fPlY+9+6dUtDhw7VmjVrdOPGDXl5eWnatGlq0KBBnM8Z7yLAhQsXlD9//mjtkZGRevz4cXwPBwAvJzJC2vW9dGCn9MehlztGsbJSpVpR8/xnyx019Q+Qgjx+/Fjjxo3T2LFjFRERIUlydnbWpEmT1LNnT9lR8AIAAAAApFCmJDgUYMWKFerfv7/mzp2rChUqaNq0aapbt65OnDghDw+PaP3Dw8NVu3ZteXh4aNWqVcqVK5f++usvubu7x+u88S4CFClSRD/++KO8vLws2letWqVSpUrF93AAEHe3b0ZN6bN05ov7/pejk+SZT8qaXarfUsrlneDxgKTml19+0ejRo2X8/xRY5cqVU3BwsAoVKmTjZAAAAAAApD6BgYHq3LmzOnToIEmaO3euNmzYoEWLFmnw4MHR+i9atEg3btzQ7t275eDgIEny9vaO93njXQQYPny4/P39deHCBUVGRmrNmjU6ceKEgoOD9c0338Q7AAA8V+gJaVyfuPf3eUPKV0TK4SllzialTS+5Z2aKH6RKb7zxhvr166fp06dr2LBh+uijj8wXDQAAAAAApGR2SWwgQHh4uH755RcNGTLE3GZnZ6datWppz549Me6zfv16VaxYUT179tS6deuUNWtWtW3bVoMGDZK9vX2czx3vIkDjxo319ddfa/To0UqbNq2GDx+u0qVL6+uvv1bt2rXjezgAiC4yQtq3Q/p8tvTowfP7Fi0tNXsv6i7/JDjMC7CmS5cuycPDw2Kan3Hjxundd99V6dKlbZgMAAAAAICUKSwsTGFhYRZtTk5OcnJysmi7du2aIiIilC1bNov2bNmyxbrW7pkzZ7Rt2za9++672rhxo/7880/16NFDjx8/1ogRI+KcMd5FAEmqUqWKNm/e/DK7AsAzkRFS2CPpxtWo/25cLh3e++L96jaTfOtIOb1e3BdIBQzD0LJly9SzZ0+NGjVKffo8Gz3j7OxMAQAAAAAAkOpYa02ACRMmaNSoURZtI0aM0MiRI1/52JGRkfLw8ND8+fNlb2+vMmXK6MKFC5o8eXLiFgHy5s2rAwcOKHPmzBbtt27dUunSpXXmzJn4HhJAavE4XPr9F+nUb9J3q+O+X2YPqXU3yacid/sD/3H9+nV169ZNq1atkiQNHjxYderUUeHChW2cDAAAAACAlG/IkCHq37+/Rdt/RwFIUpYsWWRvb6/Lly9btF++fFnZs2eP8dg5cuSQg4ODxdQ/hQsX1qVLlxQeHi5HR8c4ZYx3EeDs2bOKiIiI1h4WFqYLFy7E93AAUjLDiPrSf+Vn0oWz8d8/byGp8+CoxXwBRLNx40Z17NhRly5dMrc1a9ZMOXLksGEqAAAAAABsz1r3kcY09U9MHB0dVaZMGW3dulVNmjSRFHWn/9atW9WrV68Y9/H19dWyZcsUGRlpnvr35MmTypEjR5wLAFI8igDr1683//m7776Tm5ub+XFERIS2bt36UisTz549W5MnT9alS5dUsmRJzZw5U+XLl4+1/61btzR06FCtWbNGN27ckJeXl6ZNm6YGDRrE+9wAEtg/56UrF6Om9Tn9R9z3835dcnGVcueJWsi3dlPJyTnxcgLJ3L179zRgwADNmzfP3JYpUybNnTtXLVq0sGEyAAAAAAAQm/79+8vf319ly5ZV+fLlNW3aNN2/f18dOnSQJPn5+SlXrlyaMGGCJKl79+6aNWuW+vTpo969e+vUqVMaP3683n///XidN85FgKfVCZPJJH9/f4ttDg4O8vb21tSpU+N18hUrVqh///6aO3euKlSooGnTpqlu3bo6ceKEPDw8ovUPDw9X7dq15eHhoVWrVilXrlz666+/5O7uHq/zAngFj8OlM8elr4Ik98xSeLh0ZF/8jlG9kfR6calYGcklbaLEBFKq3bt3y8/PT6dPnza31a9fXwsXLmQEAAAAAAAA/8+kpDeldKtWrXT16lUNHz5cly5dko+PjzZt2mReLPjcuXPmO/4lydPTU99995369eunEiVKKFeuXOrTp48GDRoUr/OaDMMw4rNDnjx5dODAAWXJkiVeJ4pJhQoVVK5cOc2aNUtS1PAHT09P9e7dW4MHD47Wf+7cuZo8ebKOHz8uBweHlzrnnTt35Obmptu3bytDhgyvlB9I8R6HS38cktaGRD0+9+fLHce7gNSmR9T0PszpD7y0tWvXqlmzZoqMjJQkubq6KjAwUF26dLHagkcA8Dyp6VrbpVTMQ7YBwNpuHphl6wgAIElyjvfE84nrrXkHrHKeb7qWs8p5XkW8fzWhoaEJcuLw8HD98ssvGjJkiLnNzs5OtWrV0p49e2LcZ/369apYsaJ69uypdevWKWvWrGrbtq0GDRpksTgCgHgyDOniX9KebVH/je+d/f/VorOULr1UoYaUJon9CwAkYzVr1pSXl5dCQ0NVsWJFBQcHK3/+/LaOBQAAAABAkmPHvXJmL/Xt3P379/XDDz/o3LlzCg8Pt9gW1/mIrl27poiICPNQh6eyZcum48ePx7jPmTNntG3bNr377rvauHGj/vzzT/Xo0UOPHz/WiBEjYtwnLCxMYWFh5sd37tyJUz4gRQoPk3Z9Jx3aI108K92++XLHSeMgVagu5S8i+VSM+qLfwTGqHUCiSZ8+vZYsWaIff/xRH374odJQZAMAAAAAAC8Q728PDh06pAYNGujBgwe6f/++MmXKpGvXrsnV1VUeHh7xXpQgPiIjI+Xh4aH58+fL3t5eZcqU0YULFzR58uRYiwATJkzQqFGjEi0TkCSFPZJCT0iX/5Z2bJDOn5Hs7KT/n0IkztI4SPZppGy5pAatpEIlpXQpe2g/kFScPXtWvXv31syZM+Xt7W1ur1KliqpUqWK7YAAAAAAAJANMm/tMvIsA/fr1U6NGjTR37ly5ublp7969cnBwULt27dSnT584HydLliyyt7fX5cuXLdovX76s7Nmzx7hPjhw55ODgYDH1T+HChXXp0iWFh4fL0dEx2j5DhgxR//79zY/v3LkjT0/POOcEkrRHD6ULZ6N+VsyTXNNJ9+9G3fH/Xy8qAGTLFbUGQLW3pOLlpOy5o+7uB2BVhmEoKChIffr00d27d3X37l1t27bNYmEgAAAAAACAuIp3EeDw4cOaN2+e7OzsZG9vr7CwMOXNm1eTJk2Sv7+/mjZtGqfjODo6qkyZMtq6dauaNGkiKepO/61bt6pXr5gX2fL19dWyZcsUGRlp/jLk5MmTypEjR4wFAElycnKSk5NTfJ8mkHQ8eRx1J/+D+9KBH6Km84lN2KPnHytL9qgv+zNmkXxrS555JWfXhM0L4KVduXJFXbp00bp168xtZ8+e1fnz5+Xl5WXDZAAAAAAAJC8MBHgm3kUABwcH8xfwHh4eOnfunAoXLiw3NzedP38+Xsfq37+//P39VbZsWZUvX17Tpk3T/fv31aFDB0mSn5+fcuXKpQkTJkiSunfvrlmzZqlPnz7q3bu3Tp06pfHjxyfqFESATdy+Ka1cIO3d9nL7Z8sl2dtHFQWq1JMKFJMKlkjYjAAS1Lp169S5c2ddvXrV3BYQEKDp06crQwam4QIAAAAAAC8n3kWAUqVK6cCBAypQoICqVq2q4cOH69q1awoJCVGxYsXidaxWrVrp6tWrGj58uC5duiQfHx9t2rTJvFjwuXPnLKY/8PT01Hfffad+/fqpRIkSypUrl/r06aNBgwbF92kAthceJl2/EjV3/+Nw6cBO6e6tqKl94iO9m5Q7b9R8/YVKSvkKJ0ZaAInkzp076tevnxYtWmRuy5IlixYsWGAeKQcAAAAAAOLHjqEAZibDMIz47PDzzz/r7t27ql69uq5cuSI/Pz/t3r1bBQoU0MKFC+Xj45NIURPGnTt35Obmptu3b3NnJWzj8F5p4WTp4f347Ve0TNQX/OndpYo1JWeXRIkHwHp++ukntWvXTmfPnjW3NWrUSAsWLDAXxAEgOUlN19oupWKewhQArO3mgVm2jgAAkiTneN9unriaLvzFKudZ07GMVc7zKuL9qylbtqz5zx4eHtq0aVOCBgJShIgI6fYN6eed0pcLotrcMkW1xZVnPqlcFalmE8nJOVFiArCtO3fumAsA6dKl0/Tp09WhQweZuFsBAAAAAIBXwkfrZxKsPnPw4EENHz5c33zzTUIdEkg+DEO6/Le0aKp05njMfWIrABQpLWXJJr1eXHJykfIXltK58TcVkArUr19fXbt21bFjx7RkyRLlyZPH1pEAAAAAAEAKE68iwHfffafNmzfL0dFRnTp1Ut68eXX8+HENHjxYX3/9terWrZtYOQHbioyQjh2Sdn0n3bgqPXkSdXf+qd/id5zMHpKzq5Q2vdT946j5/AGkChEREVq1apVatmxpcaf/tGnT5ODgIHt7exumAwAAAAAgZWGU/TNxLgIsXLhQnTt3VqZMmXTz5k199tlnCgwMVO/evdWqVSv99ttvKlyYBUmRgty+KY3sJt29/fLHKF9NyphFqtlYypQ1waIBSF5Onz5tXkPn7t276tSpk3mbszPTfQEAAAAAgMQT5yLA9OnTNXHiRA0cOFCrV69WixYtNGfOHB09elS5c+dOzIyAddy7K534Vdq4QvrrVPz3d3SSsuaQ6jWXKtZK+HwAkh3DMLRgwQL1799f9+9HLQb+wQcfqEWLFnJzYyQQAAAAAACJhYEAz8S5CHD69Gm1aNFCktS0aVOlSZNGkydPpgCA5OvsSenXfdK29dL9u3Hbx6eiVL2RlD1X1EK/9mn4GwVAjC5duqROnTppw4YN5ra8efMqODiYAgAAAAAAALCaOBcBHj58KFdXV0lR8yk5OTkpR44ciRYMSHBhj6Lm8P9utfTHobjv17aHVOPtxMsFIMVZtWqVunXrpuvXr5vbOnfurMDAQKVLl86GyQAAAAAASB3suHHXLF4LA3/22WfmLy+ePHmioKAgZcmSxaLP+++/n3DpgPi49HfUl/yRkVLEE+nvUGnvNik8LO7HcHSSqtSTXi8ulaok2dklXl4AKc6tW7fUu3dvLV261NyWLVs2LVy4UA0bNrRhMgAAAAAAkFrFuQjw2muvacGCBebH2bNnV0hIiEUfk8lEEQDWceu6FHpS2rZOun5FunLx5Y/V4QOpsA8L9wJ4ZcOHD7coADRr1kxz586NVjAHAAAAAACJi3EAz8S5CHD27NlEjAHEIjIi6g7/v0Olv89KR/dL58+83LFcXKWHD6Lu8C9fTSrjK9nZJ2RaAKncyJEjtXr1at27d0+zZs1Su3btZGL4IQAAAAAAsKF4TQcEJLrISOnHb6WDP0m/H4zfvrm8o77Uz19YyltYSuMQVfLL6RX1AwAJ7N69exZz/GfKlEmrV69Wzpw59dprr9kwGQAAAAAAqRs35T1DEQC2df+udOyQtG+7dHhP/PbNmkMqXi5qKp/i5aK+9AcAK3jy5InGjx+vOXPm6NChQ8qRI4d52xtvvGHDZAAAAAAAAJYoAsC67tyKmr//8t/S4sC471eygpTeXcpbSPJ+XfLMK1HNA2ADJ0+eVPv27bV//35JUseOHbVhwwbuMAAAAAAAIAmx42O6GUUAJI7H4dKerdLRA1LoiaiFfOOjWFmp2XtS7jx82Q8gSTAMQ3PmzNHAgQP18OFDSZK9vb3Kli2riIgIpUnDP6kAAAAAACDp4RsLJIzICGnhlKh5/O/djv/+b9aXXi8etWivk3PC5wOAV3DhwgV16NBBmzdvNrcVKFBAISEhqlChgg2TAQAAAACAmDBi/5mXKgKcPn1aixcv1unTpzV9+nR5eHjo22+/1WuvvaaiRYsmdEYkVQ/vS8EzpAM/xG8/t0ySRw6paFmpaGkpT8HEyQcACeCLL75Qjx49dOvWLXNbz549NXHiRKVNm9Z2wQAAAAAAAOIg3kWAH374QfXr15evr6927typcePGycPDQ7/++qsWLlyoVatWJUZOJBW/7pPWLJYunH1+v3Rukr1d1Bf8tZtGzeHvms4qEQEgofTs2VNz5swxP86ZM6cWL16sOnXq2DAVAAAAAAB4EQYCPBPvIsDgwYM1duxY9e/fX+nTpze316hRQ7NmzUrQcEginjyWVsyTtn/z4r4+b0jdhkppHBI/FwAksho1apiLAK1bt9bs2bOVKVMmG6cCAAAAAACIu3gXAY4ePaply5ZFa/fw8NC1a9cSJBSSgIgI6dyf0rg+z++XyUOqVEuq35K5/AGkOM2aNVOvXr3k6+ur1q1b2zoOAAAAAACII9YEeCbeRQB3d3f9888/ypMnj0X7oUOHlCtXrgQLBhuIjJB2bJC+XBB1939sXNNJrbpKb9SQ7O2tlw8AEtG+ffu0Zs0aTZw40aJ95syZNkoEAAAAAADw6uJdBGjdurUGDRqklStXymQyKTIyUj/99JMGDBggPz+/xMiIxGIY0o2r0qW/pS/nv3ie/9K+UseB3PEPIEV5/PixRo8erfHjxysyMlI+Pj5q06aNrWMBQKqzfv36OPd9++23EzEJAAAAUgI7BgKYxbsIMH78ePXs2VOenp6KiIhQkSJFFBERobZt2+rjjz9OjIxIaKd+k7Z/Le3/4cV9C/lI+YtIjduzmgaAFOfYsWNq3769Dh48aG4LDg5W69atGTYIAFbWpEmTOPUzmUyKiIhI3DAAAABAChLvIoCjo6MWLFigYcOG6bffftO9e/dUqlQpFShQIDHyISFERkqHdkufjo1b/4IlpBadJW9+pwBSpsjISE2fPl1DhgxRWFiYJClNmjQaMWKEBg8eTAEAAGwgMjLS1hEAAACQgvDZ/pl4FwF27dqlypUr67XXXtNrr72WGJmQkII+kXZ99/w+6TJIJcpLhX2kirWsEgsAbOXcuXMKCAjQ9u3bzW2FCxdWSEiIypQpY8NkAAAAAAAACS/eRYAaNWooV65catOmjdq1a6ciRYokRi68int3pfUh0rbnzKuat5DUoJVUrJyUJt5vAwBIdgzDUEhIiHr37q07d+6Y2/v27avx48fLxcXFhukAAP91//59/fDDDzp37pzCw8Mttr3//vs2SgUAAIDkgnEAz8T729+LFy9q+fLl+uKLL/S///1PJUqU0Lvvvqs2bdood+7ciZERcXHlorTzW2nTytj7FCopteoqeea1Xi4ASEJWr15tLgB4enoqKChINWrUsHEqAMB/HTp0SA0aNNCDBw90//59ZcqUSdeuXZOrq6s8PDwoAgAAAADxYBffHbJkyaJevXrpp59+0unTp9WiRQstWbJE3t7efJFiC8HTpU71pI/ee34B4NP10oCJFAAApFomk0nz589X1qxZ1b59ex05coR/twAgierXr58aNWqkmzdvysXFRXv37tVff/2lMmXKaMqUKbaOBwAAgGTAzmSyyk9y8ErzwOTJk0eDBw9WyZIlNWzYMP3www8JlQsv8tcpaUzv2Le7ppOavSf51mG6HwCp0r1793Tq1CmVKlXK3JYtWzYdOXJE2bNnt2EyAMCLHD58WPPmzZOdnZ3s7e0VFhamvHnzatKkSfL391fTpk1tHREAAABINl762+GffvpJn3/+uVatWqVHjx6pcePGmjBhQkJmQ0zu3pL6tY55W9r0UV/6N2gtpUtv1VgAkJTs2rVL/v7+un//vn777TdlyZLFvI0CAAAkfQ4ODrKzixq07OHhoXPnzqlw4cJyc3PT+fPnbZwOAAAAyUEyuUnfKuJdBBgyZIiWL1+uixcvqnbt2po+fboaN24sV1fXxMiHf1uzWNq4Inp7ztekkXMlu3jP7gQAKUpYWJhGjBihSZMmyTAMSVFTSoSEhNg4GQAgPkqVKqUDBw6oQIECqlq1qoYPH65r164pJCRExYoVs3U8AAAAIFmJdxFg586dGjhwoFq2bGlxZyUSSdgjafKH0tmTMW8fNEUqwAchADh69KjatWunI0eOmNt8fX01cuRI24UCALyU8ePH6+7du5KkcePGyc/PT927d1eBAgW0aNEiG6cDAABAcmBiKIBZvIsAP/30U2LkQEyuXpKGBMS8rWUXqQ5zoQJARESEAgMD9fHHHys8PFxS1DQSo0eP1sCBA2Vvb2/jhACA+Cpbtqz5zx4eHtq0aZMN0wAAAADJW5yKAOvXr1f9+vXl4OCg9evXP7fv22+/nSDBUr2H92MuALi4Sv9bEjX/PwCkcqGhofL399ePP/5obitWrJhCQkLk4+Nju2AAAAAAAMCmGAjwTJyKAE2aNNGlS5fk4eGhJk2axNrPZDIpIiIiobKlbr2bWT4uVUnqMYx3LwD8v/DwcFWpUkUXLlyQFPVv0IABAzRmzBg5OTnZOB0A4FXkyZPnucO3z5w5Y8U0AAAAQPIWpyJAZGRkjH9GIvm4s+XjZu9J9VvaJgsAJFGOjo4aN26cAgIC5O3trSVLlujNN9+0dSwAQALo27evxePHjx/r0KFD2rRpkwYOHGibUAAAAEhW7LiZ2izeawIEBwerVatW0e6yDA8P1/Lly+Xn55dg4VKlPVukS+efPXZypgAAAP8vIiLCYo5/Pz8/3b9/X+3atVOGDBlsmAwAkJD69OkTY/vs2bP1888/WzkNAAAAkLzZxXeHDh066Pbt29Ha7969qw4dOiRIqFTr553SwimWbTPX2CYLACQht2/fVkBAgLp06WLRbjKZ1KNHDwoAAJBK1K9fX6tXr7Z1DAAAACQDJpN1fpKDeI8EMAwjxvk5//77b7m5uSVIqFTpxBFp7njLtsDlkl286zQAkKLs2LFD/v7+OnfunKSoBegbN25s41QAAFtYtWqVMmXKZOsYAAAAQLIS5yJAqVKlZDKZZDKZVLNmTaVJ82zXiIgIhYaGql69eokSMlWY/KHl4yZ+UgZ3m0QBgKTg0aNHGjp0qAIDA81t6dOn16NHj2yYCgBgDU8/ezxlGIYuXbqkq1evas6cOTZMBgAAgOQiphvZU6s4FwGaNGkiSTp8+LDq1q2rdOnSmbc5OjrK29tbzZo1S/CAqdKwmZJXAVunAACbOXTokNq1a6djx46Z26pWraqgoCB5e3vbLhgAwCoaN25s8aHNzs5OWbNmVbVq1VSoUCEbJgMAAACSnzgXAUaMGCFJ8vb2VqtWreTs7JxooVKd/T9YPqYAACCVevLkiSZOnKiRI0fqyZMnkiQnJyeNHz9effv2lR1TpAFAqjBy5EhbR3ihPuPet3UEAJAk9Vh11NYRAECStKh1cVtHsMA3CM/Ee00Af3//xMiRus2f8OzPRUvbLgcA2NCNGzfUsGFD7d2719zm4+OjkJAQFStWzIbJAADWZm9vr3/++UceHh4W7devX5eHh4ciIiJslAwAAADJBdMBPROnIkCmTJl08uRJZcmSRRkzZnzuC3jjxo0EC5cqnDtt+bjXSJvEAABbc3d3N081Z2dnp8GDB2vEiBFydHS0cTIAgLUZhhFje1hYGP8uAAAAAPEUpyLAJ598ovTp05v/TBUlAX028dmfM2SUHPhQAyB1srOz06JFi9S0aVNNnz5dlSpVsnUkAICVzZgxQ1LUXVufffaZxTpkERER2rlzJ2sCAAAAIE7s+ArbLE5FgH9PARQQEJBYWVKfG1eli+eePe421HZZAMDKVq5cKQ8PD1WtWtXc5unpqf3791NsBoBU6pNPPpEUNRJg7ty5sre3N29zdHSUt7e35s6da6t4AAAAQLIU7zUBDh48KAcHBxUvHrXQw7p167R48WIVKVJEI0eOZHhufEwdbPn4dea8BpDy3bx5U7169dKyZcvk6empo0ePys3NzbydAgAApF6hoaGSpOrVq2vNmjXKmDGjjRMBAAAguWIkwDPxXiS5a9euOnnypCTpzJkzatWqlVxdXbVy5Up9+OGHCR4wRXsc/uzP7XvbLgcAWMmWLVtUvHhxLVu2TJJ0/vx5ff755zZOBQBIarZv304BAAAAAEgg8S4CnDx5Uj4+PpKipnKoWrWqli1bpqCgIK1evTqh86VsN64++3PVhrbLAQCJ7MGDB3r//fdVu3ZtXbhwQZLk5uampUuXqnv37jZOBwBIapo1a6aJEydGa580aZJatGhhg0QAAABIbkwmk1V+koN4FwEMw1BkZKSkqDs6GzRoIClqHudr164lbLqU7OcfbZ0AAKziwIEDKl26tGbOnGluq1mzpo4ePap333032fyDCQCwnp07d5o/Z/xb/fr1tXPnThskAgAAAJKveBcBypYtq7FjxyokJEQ//PCDGjaMuoM9NDRU2bJlS/CAKVbw9Gd/zp7bdjkAIJE8fvxYI0eOVMWKFXXixAlJkrOzs2bMmKHvv/9enp6eNk4IAEiq7t27F+NaYw4ODrpz544NEgEAACC5sTNZ5yc5iHcRYNq0aTp48KB69eqloUOHKn/+/JKkVatWqVKlSgkeMMV6cO/Zn7sMsV0OAEgk58+f1+TJkxURESEpqoh86NAh9e7dW3Z28f7nBwCQihQvXlwrVqyI1r58+XIVKVLEBokAAACA5CtNfHcoUaKEjh49Gq198uTJsre3T5BQKd7/T6dk9lo+2+QAgESUN29eTZ48We+//74+/vhjDR06VA4ODraOBQBIBoYNG6amTZvq9OnTqlGjhiRp69atWrZsmVatWmXjdAAAAEgOmH34mXgXAZ765Zdf9Mcff0iSihQpotKlSydYqBTv0QNbJwCABPf3338rU6ZMcnV1Nbd1795d1apV465NAEC8NGrUSGvXrtX48eO1atUqubi4qGTJktq2bZsyZcpk63gAAABAshLvIsCVK1fUqtX/tXfv8T3W/x/Hn5+dx2YIY8z5nCFECGGigxwqcpxDklMyKsrZl0mRROTUENFRCivGCsl5TmlylszZZsZm+1y/P/r56NM2bdp27TOPu9t1++7zvt7XdT0/69q+n12v6/2+OurHH39U/vz5JUlXr15V06ZNtXz5chUuXDizM+Y+CTfvfF2jnnk5ACATGIahZcuWacCAAerevbtmzJhhW2exWCgAAADuyVNPPWV7/lhsbKw+/fRTDRs2TLt27bJNNQcAAACkxYmhADYZnpR50KBBiouL08GDB3X58mVdvnxZBw4cUGxsrF555ZWsyJj7xFy58/XNG+blAID/6NKlS+rYsaO6du2qmJgYffDBBwoPDzc7FgAgl/jpp58UFBQkPz8/TZ06Vc2aNdMvv/xidiwAAADAoWR4JEBYWJjWr1+vKlWq2NqqVq2qWbNm6fHHH8/UcLnW358J4O5hXg4A+A/Wrl2rXr16KTo62tbWpUsXpocDAPwn0dHRCg0N1YIFCxQbG6sOHTooISFBK1euZHQZAAAA0i3Dd7/nYhn+Xlit1lQf7Ojq6irrPx94i9RZ/zZ82beEeTkA4B7ExcXp5Zdf1pNPPmkrABQsWFCfffaZPvnkExUoUMDkhAAAR9W6dWtVqlRJ+/bt0/Tp0/Xnn3/qgw8+MDsWAAAA4NAyPBKgWbNmGjx4sD799FP5+flJks6cOaMhQ4aoefPmmR4wV0pOuvO1s7N5OQAgg7Zu3apu3brp6NGjtrYnnnhC8+fPt/1/AgAA92rt2rV65ZVX1K9fP1WoUMHsOAAAAHBgPBLgjgyPBJg5c6ZiY2NVunRplStXTuXKlVOZMmUUGxvLXTrpRREAgAP66aef9Oijj9oKAHny5NGcOXO0evVqCgAAgEyxefNmXbt2TbVr11a9evU0c+ZMXbx40exYAAAAgEPL8EgAf39/7d69W+Hh4Tp06JAkqUqVKgoMDMz0cLnW9bg7XztRBADgGBo2bKj69etry5Ytql+/vhYvXqzy5cubHQsAkIs88sgjeuSRRzR9+nStWLFCCxcuVHBwsKxWq9atWyd/f395e3ubHRMAAAAOwImhADYZKgKsWLFCq1atUmJiopo3b65BgwZlVa7c7cb1v30db14OAMgAZ2dnLVq0SJ9//rmGDRsmF5cM15EBAEiXvHnzqlevXurVq5eioqK0YMECTZ48WcOHD1eLFi20atUqsyMCAAAADiPd0wHNnj1bnTp10s6dO/X7779rwIABeu2117IyW+4Ve+XO14WLmpcDANJw8uRJBQYG6pdffrFrL1eunIYPH04BAACQbSpVqqQpU6bojz/+0Keffmp2HAAAADgIiyV7FkeQ7iLAzJkzNWbMGEVFRSkyMlKLFi3Shx9+mJXZcq+42Dtfu3ualwMA/sEwDIWGhiogIEDh4eHq1q2brl+//u8bAgCQxZydndW2bVtGAQAAAAAZlO4iwLFjxxQUFGR73blzZyUlJens2bNZEixXc3O/83X+gublAIC/OX/+vNq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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:46:34,417 INFO:Model MLP-Mixer evaluation completed in 209.07 seconds.\n", "2025-03-24 02:46:34,417 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 02:46:34,601 INFO:Loaded model weights from CvT_best.pth\n", "2025-03-24 02:46:34,601 INFO: === Dataset: a ===\n", "2025-03-24 02:46:35,932 INFO:Total samples: 3181\n", "2025-03-24 02:46:42,154 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:46:42,225 INFO: === Dataset: b ===\n", "2025-03-24 02:46:43,556 INFO:Total samples: 3181\n", "2025-03-24 02:46:49,852 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": [ "2025-03-24 02:46:49,918 INFO: === Dataset: c ===\n", "2025-03-24 02:46:51,279 INFO:Total samples: 3181\n", "2025-03-24 02:46:57,499 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:46:57,568 INFO: === Dataset: d ===\n", "2025-03-24 02:46:58,921 INFO:Total samples: 3181\n", "2025-03-24 02:47:05,156 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": [ "2025-03-24 02:47:05,223 INFO: === Dataset: e ===\n", "2025-03-24 02:47:05,610 INFO:Total samples: 911\n", "2025-03-24 02:47:07,964 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": [ "2025-03-24 02:47:08,031 INFO: === Dataset: f ===\n", "2025-03-24 02:47:13,478 INFO:Total samples: 12911\n", "2025-03-24 02:47:36,311 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:47:36,383 INFO: === Dataset: g ===\n", "2025-03-24 02:47:38,916 INFO:Total samples: 6000\n", "2025-03-24 02:47:50,129 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:47:50,195 INFO: === Dataset: h ===\n", "2025-03-24 02:47:52,732 INFO:Total samples: 6000\n", "2025-03-24 02:48:03,747 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:48:03,812 INFO: === Dataset: i ===\n", "2025-03-24 02:48:06,338 INFO:Total samples: 6000\n", "2025-03-24 02:48:17,408 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:48:17,473 INFO: === Dataset: j ===\n", "2025-03-24 02:48:19,986 INFO:Total samples: 6000\n", "2025-03-24 02:48:31,043 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": [ "2025-03-24 02:48:31,111 INFO: === Dataset: k ===\n", "2025-03-24 02:48:33,631 INFO:Total samples: 6000\n", "2025-03-24 02:48:44,798 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:48:44,868 INFO: === Dataset: l ===\n", "2025-03-24 02:48:53,036 INFO:Total samples: 18911\n", "2025-03-24 02:49:26,800 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": [ "2025-03-24 02:49:26,871 INFO:Model CvT evaluation completed in 172.45 seconds.\n", "2025-03-24 02:49:26,871 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 02:49:27,031 INFO:Loaded model weights from Swin_best.pth\n", "2025-03-24 02:49:27,031 INFO: === Dataset: a ===\n", "2025-03-24 02:49:28,387 INFO:Total samples: 3181\n", "2025-03-24 02:49:40,801 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": [ "2025-03-24 02:49:40,868 INFO: === Dataset: b ===\n", "2025-03-24 02:49:42,237 INFO:Total samples: 3181\n", "2025-03-24 02:49:54,840 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:49:54,909 INFO: === Dataset: c ===\n", "2025-03-24 02:49:56,272 INFO:Total samples: 3181\n", "2025-03-24 02:50:08,621 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": [ "2025-03-24 02:50:08,687 INFO: === Dataset: d ===\n", "2025-03-24 02:50:10,032 INFO:Total samples: 3181\n", "2025-03-24 02:50:22,654 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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GAgIC5O7ursqVK2v37t0P3H7KlCl68skn5eHhIX9/f/Xr10+3bt1KpbQAAABpT0xMjCZNmqSKFSuaBQAXFxe9++67+vHHH1W4cGGLEwLWmjBhgt58801t2rRJly5dUkREhN0CAAAApGeW9gRYunSp+vfvr1mzZqly5cqaMmWKGjRooGPHjsnPzy/e9osXL9agQYM0b948Va1aVcePH1fHjh1ls9k0efJkC94BAACAtU6dOqUOHTpoy5YtZltgYKBCQ0MfaZxzID2K6w1Tr149u3YmBgYAAEi/6Alwj6VFgMmTJ6tz584KDg6WJM2aNUurV6/WvHnzNGjQoHjbb9++XdWqVVPbtm0lSQEBAWrTpo127dqVqrkBAADSgrCwMJUuXVrXrl2TdPcid8CAARo9erTc3NwsTgekHRs3brQ6AgAAAGAZy4oA0dHR2rt3rwYPHmy2OTk5qX79+tqxY0eC+1StWlWLFi3S7t27ValSJZ08eVJr1qxR+/btUys2AABAmlGgQAG98MIL+vTTTxUQEKCFCxeqRo0aVscC0pxatWpZHQEAAACpjJ4A91hWBLh48aJiYmKUK1cuu/ZcuXLp119/TXCftm3b6uLFi6pevboMw9CdO3fUtWtXvf322/c9T1RUlKKioszXjPkJAADSk+nTpyt37twaPny4smTJYnUcIM3asmWLPv74Y508eVLLli1Tvnz5FBoaqkKFCql69epWxwMAAABSjOUTAyfFpk2bNG7cOM2cOVP79u3TF198odWrV2v06NH33Wf8+PHy8fExF39//1RMDAAAkDyuXr2qjh076rPPPrNrz5o1q9577z0KAMADrFixQg0aNJCHh4f27dtnPiR09epVjRs3zuJ0AAAASBG2VFocgGVFAF9fXzk7O+vcuXN27efOnVPu3LkT3Gfo0KFq3769XnvtNQUGBurFF1/UuHHjNH78eMXGxia4z+DBg3X16lVz+fPPP5P9vQAAAKSkTZs2qXTp0lqwYIG6deum8PBwqyMBDmXMmDGaNWuW5syZIxcXF7O9WrVq2rdvn4XJAAAAgJRnWRHA1dVVFSpU0IYNG8y22NhYbdiwQVWqVElwnxs3bsjJyT6ys7OzJMkwjAT3cXNzk7e3t90CAADgCG7duqU33nhDderUUVhYmCQpJiZGv/zyi8XJAMdy7Ngx1axZM167j4+Prly5kvqBAAAAkOJsNluqLI7AsjkBJKl///7q0KGDKlasqEqVKmnKlCm6fv26goODJUlBQUHKly+fxo8fL0lq0qSJJk+erHLlyqly5cr6/fffNXToUDVp0sQsBgAAAKQH+/fvV7t27XTkyBGzrXbt2goJCVHBggUtTAY4nty5c+v3339XQECAXfvWrVtVuHBha0IBAAAAqcTSIkCrVq104cIFDRs2TGfPnlXZsmW1du1ac7LgsLAwuyf/33nnHdlsNr3zzjsKDw9Xzpw51aRJE40dO9aqtwAAAJCs7ty5owkTJmjEiBG6c+eOpLs9G8eNG6e+ffvG6xUJ4OE6d+6sPn36aN68ebLZbDpz5ox27NihAQMGaOjQoVbHAwAAQApwlKf0U4OlRQBJ6tmzp3r27Jnguk2bNtm9zpQpk4YPH67hw4enQjIAAIDU9ccff6hNmzbasWOH2Va2bFktWrRITz31lIXJAMc2aNAgxcbGql69erpx44Zq1qwpNzc3DRgwQL169bI6HtKBauWLqF9QfZUvWUB5cvqoZb/Z+nrTwQfuU6NCMU144yWVLJJbf529onc/WatFX++y26ZLy5rq16GecuXw1qHj4eo/YZl++uWPlHwrANKBzxZ/qgXz5+rixQt64sniGvT2UAWWLn3f7dd9961mTJuqM+HhKlAwQH37D1CNmrXM9YZhaOb0D/XF8mWKjIxQ2XLlNWTYCBUsGJAK7wZAcuBRMgAAgDTC3d1dv/32myTJyclJQ4YM0a5duygAAI/JZrNpyJAh+ueff3T48GHt3LlTFy5c0PDhw3XmzBmr4yEdyOzhpkPHw9V3/NJEbV8wbw59Oa2rNv90XJVbv6vpizfqo2FtVb9KCXObFs+V14Q3XtTYj79VlbYTdPB4uFbN7KGc2bxS6m0ASAfWfrtG700cry7de+izZV/qySeLq1uXV3Xp0qUEtz+wf58GDXxDL77UQkuXf6U6deupb68e+u234+Y28+fO0ZJPQ/XO8BFatORzeXh4qNvrryoqKiq13hbwSJgT4B6KAAAAAGlErly5NHv2bBUtWlRbt27VmDFj5OrqanUsIN1wdXVVyZIlValSJXl5eemXX36Rv7+/1bGQDqzbdkQjZ36jVRsf/PR/nM4tqut0+CUNmvyljp06p1lLN+vLDQfU65U65ja929XV/C+2K3TVTv168qx6jf1MN29Fq0OzKin1NgCkA6EL5uulFi3V7MXmKlK0qN4ZPlLu7u766osVCW7/6aKFqlq9hjp2ek2FixRRz959VaJkSX22eJGku70APg1dqM5duqlO3fp64sniGjN+oi6cP68fNnyfmm8NSDKKAPdQBAAAALDIihUrdPHiRbu2F198UYcPH1aVKnzJAwDpVeUyhbRx1zG7tvXbj6py6UKSJJdMzipXwl8//GsbwzD0w65jqvT/2wDAf92OjtbRI7/omSpVzTYnJyc980xVHfx5f4L7HDxwQM88Y3/dWbVadR08cECSFP7XX7p48YIqP3PvmFmyZFFg6TL3PSaAtIcigEW2LjuiS+GRVscAAAAWuHz5stq2basWLVqoW7duMgzDbr2bm5tFyQAAqSFXDm+d+8f+fvD8PxHyyeIhdzcX+WbzUqZMzjr/320uRSh3Du/UjArAgVy+clkxMTHKkSOHXXuOHDniPXgS5+LFi8qRwzf+9pcu/v/6C3fbfBN/TCDNsKXS4gAoAlhk0bBN5s8eWejmDwBARrF+/XoFBgZqyZIlkqTly5dr8+bNFqcC8CBRUVGKiIiwW4zYGKtjAQAAAImSyeoAGdXNyGjz53aja1sXBAAApIobN27orbfe0vTp0822rFmzasaMGapZs6aFyYD06+DBB4/PfuzYsQeujzN+/HiNHDnSrs0519NyyVPpkbMhYzt3KUK5smexa/PL7q2rkTd1K+q2Ll6+pjt3YuT3321yeOvspYjUjArAgWTLmk3Ozs7xJgG+dOmSfH19E9zH19dXly5djL/9//cO8PXNebft4iXlzOlnt82TxYsnZ3wg2TnKeP2pgZ4AFsuRL4uqtyhpdQwAAJCC9uzZo/Lly9sVAOrXr69Dhw6pbdu2XJwCKaRs2bIqV66cypYtG28pV66cWrdunajjDB48WFevXrVbMuWqkMLpkZ7t+vmUald60q6t3jPFtevgKUnS7Tsx2n/0T9WpfG8bm82mOpWe0O7/3wYA/svF1VUlSj6lXTt3mG2xsbHatWuHSpcpl+A+pcuW1a6dO+3adu7YrtJly0qS8uXPL1/fnNq1694xr127pkMHf77vMQGkPfQEAAAASCG3b9/W2LFjNWbMGMXE3B06xN3dXRMnTlSPHj3k5MTzGEBKOnUqeb4sdXNzizdXh83JOVmOjfQhs4erivjnNF8H5Muh0k/k0+WIG/rz7GWN6tVUef189NrQUEnSnOVb1bV1TY3t84IWrNyp2k8/oebPltOLvWeZx/hw0Q+aM6q99h4J00+HT6tn2zry9HDTwpU7450fAOK07xCsoW+/paeeKqVSgaW1KHSBbt68qWYvviRJGjL4Tfn55VKffm9Ikl5pF6RXO7bXgpB5qlmzltZ+u0a/HD6soSNGSbpbgHylfZDmfPyRChYoqHz582vGtKnK6eenuvXqW/Y+gcTgYat7KAIAAACkkG+++cZuCJGnn35aCxcuVHG6TgOpomDBglZHQAZRvmRBrfukj/l64oDmkqTQVTv1+vBFyu3rLf/c2c31f5y5pBd7zdLEAS+pR9vaCj93Rd1GLdb3O46a2yxft0++2bw0rFtj5cqRRQePheuFHjPiTRYMAP/2fMNGuvzPP5o5/UNdvHhBTxYvoZkff6Ic/z8c0Nm//5aT7d6DKGXLldf4ie9p+odTNG3KZBUoGKAp02aoWLEnzG2CX+2smzdvatSIYYqMjFC58hU08+NP4hXIAaRdNsMwDKtDpKaIiAj5+Pjo6tWr8vb2tixHh/xTdCk8UjnyZdGCv/palgMAAKQcwzD00ksv6euvv9bQoUP19ttvy8XFxepYQIpJK9faDxIYGKg1a9bI39//sY7jUa5nMiUCgMdzec/0h28EAKnAPY09bl50wLepcp7f32uYKud5HGnsVwMAAOC4rly5oqxZs5qvbTabZs+erdOnT+vpp5+2LhgA0+nTp3X79m2rYwAAAACphoFoAQAAHpNhGFq0aJECAgL09ddf263LmTMnBQAAAAAASGU2my1VFkdAEQAAAOAxXLp0SS1btlT79u119epVvfbaa7pw4YLVsQDcR40aNeTh4WF1DAAAACDVMBwQAADAI/r222/VqVMnnT171mx79tlnGfcfSMPWrFljdQQAAACkAgd5SD9VUAQAAABIomvXrmnAgAH6+OOPzbbs2bNr1qxZevnlly1MBuB+fvvtN23cuFHnz59XbGys3bphw4ZZlAoAAABIeRQBAAAAkmDHjh1q3769Tpw4YbY1bNhQc+fOVZ48eSxMBuB+5syZo27dusnX11e5c+e2G7vVZrNRBAAAAEiHHGW8/tRAEQAAACCRFi5cqODgYPMpYk9PT02ePFmvv/46F5hAGjZmzBiNHTtWb731ltVRAAAAgFRHEQAAACCR6tSpoyxZsujq1auqUqWKFi5cqKJFi1odC8BDXL58maG6AAAAMhie07rHyeoAAAAAjsLf318zZ87U2LFjtXnzZgoAgIN4+eWXtW7dOqtjAAAAAJagJwAAAEACTp8+rSFDhmjmzJny8fEx29u2bWthKgCPomjRoho6dKh27typwMBAubi42K3v3bu3RckAAACQUpyc6AoQhyIAAADAvxiGoZCQEPXp00eRkZFycXFRSEiI1bEAPIbZs2fLy8tLP/74o3788Ue7dTabjSIAAAAA0jWKAAAAAP/v/Pnzev3117Vy5UqzbdOmTfrnn3+UPXt2C5MBeBynTp2yOgIAAABSGXMC3MOcAAAAAJJWrVqlwMBAuwJAx44ddfDgQQoAQDpiGIYMw7A6BgAAAJBqKAIAAIAMLSIiQq+++qpeeOEFnT9/XpLk6+urL7/8UvPnz5e3t7fFCQEkh4ULFyowMFAeHh7y8PBQ6dKlFRoaanUsAAAApBCbzZYqiyNgOCAAAJBhbdmyRUFBQTp9+rTZ1qRJE82ZM0e5cuWyLhiAZDV58mQNHTpUPXv2VLVq1SRJW7duVdeuXXXx4kX169fP4oQAAABAyqEIAAAAMqyDBw+aBQAvLy9NnTpVwcHBDvM0B4DEmTZtmj766CMFBQWZbU2bNtVTTz2lESNGUAQAAABIh7itu4ciAAAAyLC6d++uVatW6ebNm1qwYIEKFSpkdSQAKeDvv/9W1apV47VXrVpVf//9twWJAAAAgNTDnAAAACBDiImJ0fr16+3abDabli5dqo0bN1IAANKxokWL6vPPP4/XvnTpUhUrVsyCRAAAAEhpzAlwDz0BAABAunfixAkFBQVp+/btWr9+verXr2+uy5o1q3XBAKSKkSNHqlWrVtq8ebM5J8C2bdu0YcOGBIsDAAAAQHpCTwAAAJBuGYah2bNnq0yZMtq+fbsk6bXXXlN0dLTFyQCkpubNm2vXrl3KkSOHvvrqK3311Vfy9fXV7t279eKLL1odDwAAACmAngD30BMAAACkS3///bdee+01rVmzxmwrXLiwFi5cKFdXVwuTAbBChQoV9Omnn1odAwAAAEh1FAEAAEC6s3z5cnXt2lWXLl0y2zp37qz3339fWbJksTAZgNTk5OT00KezbDab7ty5k0qJAAAAkFoc5CH9VEERAAAApBtXrlxRr169tGjRIrMtV65c+uSTT/S///3PwmQArPDll1/ed92OHTv04YcfKjY2NhUTAQAAAKmPIgAAAEg3OnfurOXLl5uvX3rpJc2aNUs5c+a0MBUAq7zwwgvx2o4dO6ZBgwbp66+/1iuvvKJRo0ZZkAwAAAApzVHG608NTAwMAADSjfHjx8vT01Pe3t5auHChli9fTgEAgCTpzJkz6ty5swIDA3Xnzh0dOHBACxYsUMGCBa2OBgAAAKQoegIAAACHFR0dbTfJb9GiRbV06VKVLl1aBQoUsDAZgLTi6tWrGjdunKZNm6ayZctqw4YNqlGjhtWxAAAAkMLoCHAPPQEAAIDDuXPnjkaNGqXy5cvrxo0bduv+97//UQAAIEmaOHGiChcurG+++UZLlizR9u3bKQAAAAAgw6EnAAAAcCjHjh1TUFCQdu/eLUl68803NX36dItTAUiLBg0aJA8PDxUtWlQLFizQggULEtzuiy++SOVkAAAASGnMCXAPRQAAAOAQDMPQzJkzNXDgQN28eVOS5OzsrBw5csgwDC7wAMQTFBTE/zcAAAAgw6MIAAAA0rzw8HAFBwdr/fr1ZtsTTzyhhQsXqnLlyhYmA5CWhYSEWB0BAAAAFuFZkHuYEwAAAKRpS5YsUalSpewKAD169ND+/fspAAAAAAAA8BD0BAAAAGmSYRjq2LGjFi5caLblzZtX8+fP13PPPWdhMgAAAABAWsewkPfQEwAAAKRJNptNJUuWNF+3bt1ahw4dogAAAAAAAEAS0BMAAACkWQMGDND27dvVpk0btW7d2uo4AAAAAAAHQUeAeygCAACANGHnzp3as2ePevXqZbY5Oztr5cqVFqYCAAAAAMCxUQQAAACWio6O1ujRozVu3DhJUoUKFVS1alWLUwEAAAAAHBlzAtzDnAAAAMAyR44cUZUqVTRmzBjFxsYqNjZW06dPtzoWAAAAAADpBkUAAACQ6mJjYzVlyhSVL19e+/btkyRlypRJo0eP1sKFCy1OBwAAAABwdDZb6iyOgOGAAABAqgoLC1PHjh21ceNGs61EiRIKDQ1VhQoVLEwGAAAAAED6Q08AAACQKgzD0MKFCxUYGGhXAOjbt6/27t1LAQAAAAAAkGxsNluqLI6AngAAACBV3LlzRx988IEiIiIkSf7+/goJCVHdunUtTgYAAAAAQPpFTwAAAJAqXFxcFBoaKjc3N7Vv314HDx6kAAAAAAAASBHMCXAPPQEAAECKiIyM1IULF1S4cGGzrVSpUvrll19UpEgRC5MBAAAAAJBx0BMAAAAku61bt6pMmTJq1qyZoqKi7NZRAAAAAAAApDTmBLiHIgAAAEg2UVFRGjRokGrWrKlTp07p0KFDGjVqlNWxAAAAAADIsBgOCAAAJItDhw6pXbt2OnjwoNlWrVo1vfrqqxamAgAAAABkRA7ykH6qoCcAAAB4LDExMZo0aZIqVqxoFgBcXFz07rvv6scff7SbEwAAAAAAAKQuegIAAIBHdurUKXXo0EFbtmwx2wIDAxUaGqoyZcpYmAwAAAAAkJE5ynj9qYEiAAAAeCRXrlxR+fLldeXKFUl3L7AGDBig0aNHy83NzdpwAAAAAABAEsMBAQCAR5Q1a1b16tVLkhQQEKBNmzZp4sSJFAAAAAAAAJaz2WypsjgCegIAAIBEMwzD7iJn6NChcnFxUZ8+feTt7W1hMgAAAAAAkBB6AgAAgIe6evWqOnbsqPHjx9u1u7i4aOjQoRQAAAAAAABpis2WOosjoCcAAAB4oE2bNqlDhw4KCwtTpkyZ1LBhQ5UrV87qWAAAAAAAIBHoCQAAABJ069YtvfHGG6pTp47CwsIkSR4eHubPAAAAAACkVcwJcA89AQAAQDz79+9Xu3btdOTIEbOtdu3aCgkJUcGCBS1MBgAAAAAAkoKeAAAAwHTnzh2NHTtWlSpVMgsAbm5uev/997VhwwYKAAAAAAAAh8CcAPfQEwAAAEiSzpw5oxYtWmjHjh1mW9myZRUaGqpSpUpZmAwAAAAAADwqegIAAABJUrZs2XT58mVJkpOTk95++23t2rWLAgAAAAAAwOEwJ8A9FAEAAICku5P+hoaGqnjx4tqyZYvGjh0rV1dXq2MBAAAAAJBkDAd0D8MBAQCQQS1btkylS5fWk08+abZVrFhRhw8flrOzs4XJAAAAAABAcnmsngC3bt1KrhwAACCVXL58Wa+88opatmypoKAg3blzx249BQAAAAAAgKNzstlSZXEESS4CxMbGavTo0cqXL5+8vLx08uRJSdLQoUM1d+7cZA8IAACSz/fff6/AwEAtXrxYkrR79259+eWXFqcCAAAAAAApJclFgDFjxigkJEQTJ060Gye4VKlS+uSTT5I1HAAASB43btxQ79699eyzzyo8PFySlDVrVn366adq0aKFxekAAAAAAEhezAlwT5KLAAsXLtTs2bP1yiuv2A0XUKZMGf3666/JGg4AADy+PXv2qHz58po2bZrZVr9+fR06dEht27aVzVGuWgAAAAAAQJIluQgQHh6uokWLxmuPjY3V7du3kyUUAAB4fLdv39aIESNUpUoVHTt2TJLk7u6uDz/8UN99953y589vcUIAAAAAAFKGzWZLlcURJLkIULJkSW3ZsiVe+/Lly1WuXLlkCQUAAB7f3r17NWrUKMXExEiSnn76ae3fv1+9evWSk1OSLwEAAAAAAIADypTUHYYNG6YOHTooPDxcsbGx+uKLL3Ts2DEtXLhQ33zzTUpkBAAAj+CZZ55Rv379NHXqVA0dOlRvv/22XFxcrI4FAAAAAECKc3KMh/RTRZIfA3zhhRf09ddf6/vvv1fmzJk1bNgwHT16VF9//bWeffbZlMgIAAAS4ezZs4qNjbVrGzt2rHbv3q3hw4dTAAAAAAAAwGIzZsxQQECA3N3dVblyZe3evfuB21+5ckU9evRQnjx55ObmpieeeEJr1qxJ0jmT3BNAkmrUqKH169c/yq4AACCZGYahxYsXq0ePHho5cqT69OljrnN3d1f58uUtTAcAAAAAQOpLi+P1L126VP3799esWbNUuXJlTZkyRQ0aNNCxY8fk5+cXb/vo6Gg9++yz8vPz0/Lly5UvXz798ccfypo1a5LOm+SeAIULF9alS5fitV+5ckWFCxdO6uEAAMBjuHTpklq2bKl27drp6tWrGjRokI4ePWp1LAAAAAAA8B+TJ09W586dFRwcrJIlS2rWrFny9PTUvHnzEtx+3rx5+ueff/TVV1+pWrVqCggIUK1atVSmTJkknTfJRYDTp0+bEwz+W1RUlMLDw5N6OAAA8IjWrFmjUqVKafny5WZb8+bNlSdPHgtTAQAAAABgPZstdZaoqChFRETYLVFRUfHyREdHa+/evapfv77Z5uTkpPr162vHjh0JvodVq1apSpUq6tGjh3LlyqVSpUpp3LhxCX4//yCJLgKsWrVKq1atkiR999135utVq1bpyy+/1OjRoxUQEJCkk0vWjIEEAIAju3btmrp27arGjRvr7NmzkqTs2bPr888/16JFi5LcLRAAAAAAADya8ePHy8fHx24ZP358vO0uXryomJgY5cqVy649V65c5r39f508eVLLly9XTEyM1qxZo6FDh+r999/XmDFjkpQx0XMCNGvWTNLdsZQ6dOhgt87FxUUBAQF6//33k3Ryq8ZAAgDAUW3fvl1BQUE6ceKE2dawYUPNnTuXHgAAAAAAAPw/m1JnToDBgwerf//+dm1ubm7JcuzY2Fj5+flp9uzZcnZ2VoUKFRQeHq5JkyZp+PDhiT5OoosAsbGxkqRChQppz5498vX1TXrq//j3GEiSNGvWLK1evVrz5s3ToEGD4m0fNwbS9u3b5eLiIkmP1PsAAABH9NVXX6l58+bmv8menp6aPHmyXn/99TQ54REAAAAAAOmdm5tbor709/X1lbOzs86dO2fXfu7cOeXOnTvBffLkySMXFxc5OzubbSVKlNDZs2cVHR0tV1fXRGVM8pwAp06dSpYCgJVjIAEA4Ijq1aunggULSpKqVKmin3/+WV26dKEAAAAAAADAfzjZUmdJLFdXV1WoUEEbNmww22JjY7VhwwZVqVIlwX2qVaum33//3XwYUJKOHz+uPHnyJLoAICWhJ8C/Xb9+XT/++KPCwsIUHR1tt653796JOsaDxkD69ddfE9zn5MmT+uGHH/TKK69ozZo1+v3339W9e3fdvn37vt0foqKi7CZiiIiISFQ+AADSmixZsmjBggXasmWL3nzzTWXK9Ej/jAMAAAAAAAv0799fHTp0UMWKFVWpUiVNmTJF169fN0fKCQoKUr58+cw5Bbp166bp06erT58+6tWrl3777TeNGzcu0d/Bx0nytwf79+9Xo0aNdOPGDV2/fl3Zs2fXxYsX5enpKT8/vyQHSIpHGQNp/PjxGjlyZIplAgAgJZw+fVq9evXStGnT7Ia+q1GjhmrUqGFdMAAAAAAAHEBa7DXfqlUrXbhwQcOGDdPZs2dVtmxZrV271nxQPiwsTE5O9wbv8ff313fffad+/fqpdOnSypcvn/r06aO33norSedNchGgX79+atKkiWbNmiUfHx/t3LlTLi4uateunfr06ZPo46TWGEj/nZghIiJC/v7+ic4JAEBqMgxDISEh6tOnjyIjIxUZGakffvjB7iIAAAAAAAA4pp49e6pnz54Jrtu0aVO8tipVqmjnzp2Pdc4kf6Nw4MABvfHGG3JycpKzs7OioqLk7++viRMn6u233070cVJrDCQ3Nzd5e3vbLQAApEXnz5/Xiy++qE6dOikyMlLS3R4Bf/75p8XJAAAAAABwLDZb6iyOIMlFABcXF/NpRD8/P4WFhUmSfHx8kvwlRf/+/TVnzhwtWLBAR48eVbdu3eKNgTR48GBz+27duumff/5Rnz59dPz4ca1evVrjxo1Tjx49kvo2AABIU1auXKlSpUpp5cqVZlvHjh118OBBczJgAAAAAACApErycEDlypXTnj17VKxYMdWqVUvDhg3TxYsXFRoaqlKlSiXpWFaNgQQAQFoRERGhfv36ad68eWabr6+v5syZo2bNmlkXDAAAAAAAB+bkKI/pp4IkFwHGjRtnDlEwduxYBQUFqVu3bipWrJjmzp2b5ABWjIEEAEBasG3bNrVr106nT58225o0aaI5c+aYBXEAAAAAAIDHkeQiQMWKFc2f/fz8tHbt2mQNBABARhEREWEWALy8vDR16lQFBwfLxtMKAAAAAAA8Fm6t70nynAD3s2/fPv3vf/9LrsMBAJDuNWzYUF26dFGNGjV08OBBderUiQIAAAAAAABIVkkqAnz33XcaMGCA3n77bZ08eVKS9Ouvv6pZs2Z6+umnFRsbmyIhAQBwdDExMVq6dKkMw7BrnzJlijZu3KhChQpZlAwAAAAAgPTHZrOlyuIIEl0EmDt3rho2bKiQkBBNmDBBzzzzjBYtWqQqVaood+7cOnz4sNasWZOSWQEAcEgnTpxQzZo11bp163jz57i7u8vZ2dmiZAAAAAAAIL1LdBFg6tSpmjBhgi5evKjPP/9cFy9e1MyZM3Xo0CHNmjVLJUqUSMmcAAA4HMMwNHv2bJUpU0bbt2+XJL3xxhu6evWqxckAAAAAAEjfbLbUWRxBoosAJ06c0MsvvyxJeumll5QpUyZNmjRJ+fPnT7FwAAA4qrNnz6pJkybq0qWLrl+/LkkqXLiw1qxZIx8fH4vTAQAAAACAjCJTYje8efOmPD09Jd0dT8nNzU158uRJsWAAADiq5cuXq2vXrrp06ZLZ1rlzZ02ePFleXl4WJgMAAAAAIGNwcpTH9FNBoosAkvTJJ5+YX17cuXNHISEh8vX1tdumd+/eyZcOAAAHcuXKFfXq1UuLFi0y23LlyqW5c+eqcePGFiYDAAAAAAAZVaKLAAUKFNCcOXPM17lz51ZoaKjdNjabjSIAACDDGjZsmF0BoHnz5po1a1a8gjkAAAAAAEhZ9AO4J9FFgNOnT6dgDAAAHN+IESO0YsUKXbt2TdOnT1e7du1ko/shAAAAAACwUJKGAwIAAPdcu3bNboz/7Nmza8WKFcqbN68KFChgYTIAAAAAADI2Hsq7x8nqAAAAOJo7d+5o1KhRKlq0qP7++2+7dc888wwFAAAAAAAAkGbQEwAAgCQ4fvy42rdvr927d0uSXn31Va1evZonDAAAAAAASEOcuE030RMAAIBEMAxDM2bMUNmyZc0CgLOzsypWrKiYmBiL0wEAAAAAACSMngAAADxEeHi4goODtX79erOtWLFiCg0NVeXKlS1MBgAAAAAAEkKP/XseqSfAiRMn9M4776hNmzY6f/68JOnbb7/VL7/8kqzhAACw2pIlS1SqVCm7AkCPHj20f/9+CgAAAAAAACDNS3IR4Mcff1RgYKB27dqlL774QteuXZMk/fzzzxo+fHiyBwQAwCo9evRQ27ZtdeXKFUlS3rx59d1332n69OnKnDmzteEAAAAAAMB92WypsziCJBcBBg0apDFjxmj9+vVydXU12+vWraudO3cmazgAAKxUt25d8+fWrVvr0KFDeu655yxMBAAAAAAAkDRJnhPg0KFDWrx4cbx2Pz8/Xbx4MVlCAQCQFjRv3lw9e/ZUtWrV1Lp1a6vjAAAAAACARGJOgHuS3BMga9as+vvvv+O179+/X/ny5UuWUAAApLZdu3bprbfeitc+bdo0CgAAAAAAAMBhJbknQOvWrfXWW29p2bJlstlsio2N1bZt2zRgwAAFBQWlREYAAFLM7du3NWrUKI0bN06xsbEqW7as2rRpY3UsAMhwVq1alehtmzZtmoJJAAAAkB440RHAlOQiwLhx49SjRw/5+/srJiZGJUuWVExMjNq2bat33nknJTICAJAijhw5ovbt22vfvn1m28KFC9W6dWu6DQJAKmvWrFmitrPZbIqJiUnZMAAAAEA6kuQigKurq+bMmaOhQ4fq8OHDunbtmsqVK6dixYqlRL50aeuyI7oUHml1DADIsGJjYzV16lQNHjxYUVFRkqRMmTJp+PDhGjRoEAUAALBAbGys1REAAACQjnBvf0+SiwBbt25V9erVVaBAARUoUCAlMqV7i4ZtMn/2yOJqXRAAyIDCwsLUsWNHbdy40WwrUaKEQkNDVaFCBQuTAQAAAAAAJL8kFwHq1q2rfPnyqU2bNmrXrp1KliyZErnStZuR0ebP7UbXti4IAGQghmEoNDRUvXr1UkREhNnet29fjRs3Th4eHhamAwD81/Xr1/Xjjz8qLCxM0dHRdut69+5tUSoAAAA4CvoB3JPkIsCZM2f02WefacmSJXr33XdVunRpvfLKK2rTpo3y58+fEhnTrRz5sqh6C4ooAJBaVqxYYRYA/P39FRISorp161qcCgDwX/v371ejRo1048YNXb9+XdmzZ9fFixfl6ekpPz8/igAAAABAEjgldQdfX1/17NlT27Zt04kTJ/Tyyy9rwYIFCggI4IsUAECaZbPZNHv2bOXMmVPt27fXwYMH+XcLANKofv36qUmTJrp8+bI8PDy0c+dO/fHHH6pQoYLee+89q+MBAADAATjZbKmyOIIkFwH+rVChQho0aJDeffddBQYG6scff0yuXAAAPJZr165p//79dm25cuXSwYMHtXDhQmXNmtWaYACAhzpw4IDeeOMNOTk5ydnZWVFRUfL399fEiRP19ttvWx0PAAAAcCiPXATYtm2bunfvrjx58qht27YqVaqUVq9enZzZAAB4JFu3blWZMmXUsGFDXbx40W5d7ty5LUoFAEgsFxcXOTndvVXx8/NTWFiYJMnHx0d//vmnldEAAADgIGy21FkcQZKLAIMHD1ahQoVUt25dhYWFaerUqTp79qxCQ0P1/PPPp0RGAAASJSoqSoMGDVLNmjV18uRJnTt3Tv369bM6FgAgicqVK6c9e/ZIkmrVqqVhw4bp008/Vd++fVWqVCmL0wEAAACOJckTA2/evFkDBw5Uy5Yt5evrmxKZAABIskOHDqldu3Y6ePCg2VatWjWNGDHCulAAgEcybtw4RUZGSpLGjh2roKAgdevWTcWKFdO8efMsTgcAAABHYHOUx/RTQZKLANu2bUuJHAAAPJKYmBhNnjxZ77zzjqKjoyXdHUZi1KhRGjhwoJydnS1OCABIqooVK5o/+/n5ae3atRamAQAAABxboooAq1atUsOGDeXi4qJVq1Y9cNumTZsmSzAAAB7m1KlT6tChg7Zs2WK2lSpVSqGhoSpbtqx1wQAAAAAAgKXoCHBPoooAzZo109mzZ+Xn56dmzZrddzubzaaYmJjkygYAwH1FR0erRo0aCg8Pl3T336ABAwZo9OjRcnNzszgdAOBxFCpU6IHdt0+ePJmKaQAAAADHlqgiQGxsbII/AwBgFVdXV40dO1YdO3ZUQECAFixYoJo1a1odCwCQDPr27Wv3+vbt29q/f7/Wrl2rgQMHWhMKAAAADsWJrgCmJM8JsHDhQrVq1SreU5bR0dH67LPPFBQUlGzhAAD4t5iYGLsx/oOCgnT9+nW1a9dO3t7eFiYDACSnPn36JNg+Y8YM/fTTT6mcBgAAAHBsTkndITg4WFevXo3XHhkZqeDg4GQJBQDAv129elUdO3bU66+/btdus9nUvXt3CgAAkEE0bNhQK1assDoGAAAAHIDNljqLI0hyTwDDMBIcn/Ovv/6Sj49PsoQCACDOpk2b1KFDB4WFhUm6OwH9Cy+8YHEqAIAVli9fruzZs1sdAwAAAHAoiS4ClCtXTjabTTabTfXq1VOmTPd2jYmJ0alTp/T888+nSEgAQMZz69YtDRkyRJMnTzbbsmTJolu3blmYCgCQGuLuPeIYhqGzZ8/qwoULmjlzpoXJAAAA4CgSepA9o0p0EaBZs2aSpAMHDqhBgwby8vIy17m6uiogIEDNmzdP9oAAgIxn//79ateunY4cOWK21apVSyEhIQoICLAuGAAgVbzwwgt2N21OTk7KmTOnateureLFi1uYDAAAAHA8iS4CDB8+XJIUEBC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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:50:22,721 INFO: === Dataset: e ===\n", "2025-03-24 02:50:23,108 INFO:Total samples: 911\n", "2025-03-24 02:50:27,016 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:50:27,085 INFO: === Dataset: f ===\n", "2025-03-24 02:50:32,514 INFO:Total samples: 12911\n", "2025-03-24 02:51:22,397 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:51:22,464 INFO: === Dataset: g ===\n", "2025-03-24 02:51:25,011 INFO:Total samples: 6000\n", "2025-03-24 02:51:48,778 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:51:48,845 INFO: === Dataset: h ===\n", "2025-03-24 02:51:51,380 INFO:Total samples: 6000\n", "2025-03-24 02:52:14,920 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:52:14,988 INFO: === Dataset: i ===\n", "2025-03-24 02:52:17,581 INFO:Total samples: 6000\n", "2025-03-24 02:52:41,343 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:52:41,411 INFO: === Dataset: j ===\n", "2025-03-24 02:52:44,034 INFO:Total samples: 6000\n", "2025-03-24 02:53:07,355 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": [ "2025-03-24 02:53:07,425 INFO: === Dataset: k ===\n", "2025-03-24 02:53:10,035 INFO:Total samples: 6000\n", "2025-03-24 02:53:33,739 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:53:33,807 INFO: === Dataset: l ===\n", "2025-03-24 02:53:41,862 INFO:Total samples: 18911\n", "2025-03-24 02:54:56,234 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": [ "2025-03-24 02:54:56,302 INFO:Model Swin evaluation completed in 329.43 seconds.\n", "2025-03-24 02:54:56,302 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 02:54:56,414 INFO:Loaded model weights from CaiT_best.pth\n", "2025-03-24 02:54:56,414 INFO: === Dataset: a ===\n", "2025-03-24 02:54:57,787 INFO:Total samples: 3181\n", "2025-03-24 02:55:09,650 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:55:09,720 INFO: === Dataset: b ===\n", "2025-03-24 02:55:11,129 INFO:Total samples: 3181\n", "2025-03-24 02:55:22,187 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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pQ4cO2r9/vzn25JNPKiQkRMWKFbMwGQAAAAAkH0UAwAIP0qiXK/oBAEhbN2/e1IcffqihQ4fq5s1bRXt3d3eNGTNGb731llxcWFsUAAAAyPDoCWCiCACkwP0u43MnGvUCAJAxHTlyRO3bt9e2bdvMsccee0xhYWF69NFHLUwGAAAAAPeHIgCQAg+6jM+daNQLAEDGcu3aNe3atUuS5OLiogEDBmjw4MFyc3OzOBkAAACAFGEmgIkiAJCEu13x/yCNee/Esj4AAGQ85cuX16hRo/Tpp58qNDRUtWrVsjoSAAAAADwQigBAEv7rin8a8wIAkDl8++23atSokdzd3c2x3r17q0uXLsqRI4eFyQAAAAA8EBsrcCRgTgSQhH837vXxtjvcivpl4wp+AACc3KVLl9SuXTsFBARoyJAhDo/Z7XYKAAAAAICzs7mkz80JMBMAuMOGXdEKj6BxLwAAmdXatWsVHBysU6dOSZLGjh2rjh07qmzZshYnAwAAAIDU5xylCiAdhayIMH+mcS8AAJlHdHS0evTooWeeecYsAHh7e2vevHkqU6aMxekAAAAApCqbLX1uToCZAMD/S2gG/Pf5270AWPYHAIDMYefOnWrfvr0OHTpkjjVq1EizZ89W4cKFLUwGAAAAAGmLmQDA/0toBhx/qx2AivplU/0qntaGAgAAD+TGjRsaOnSoatWqZRYAsmfPrilTpmj16tUUAAAAAIDMip4AJmYCAP/v382AC/vS/BcAgMxg5syZGjZsmHm/evXqCgsL0yOPPGJhKgAAAABIP85RqgDS0IZd0QoadloXI283Aw4ZUpBZAAAAZAKvv/66qlSpIrvdrqFDh2rz5s0UAAAAAICsgJ4AJmYCIMtLWAYoAc2AAQBwXteuXVP27NnN+66urvriiy90+fJlVa9e3cJkAAAAAGANZgIgS9uwK9osALjYbvUBYBkgAACcj2EYmjdvnooVK6Y9e/Y4PFamTBkKAAAAAEAWY7PZ0uXmDJgJgCwtZEWE+XNh32wKGVLQujAAAOC+XLhwQW+++aaWLFkiSWrfvr1+/vlneXh4WJwMAAAAAKxHEQBZWkIzYEnMAAAAwAmtWrVKr732ms6ePWuOPfbYY7px4wZFAAAAACALc5ar9NMDywEhy9qwK1rhEbeaAft422kEDACAE7ly5YrefPNNNW3a1CwA5M2bV4sXL1ZYWJhy5cplcUIAAAAAyBiYCYAs699LAdEMGAAA57F161Z16NBBR44cMceaNGmizz//XA899JCFyQAAAABkGHzdZ6IIgExlw65ohayIcFjm524uRsaZP7MUEAAAzmHq1Kl66623FB8fL0ny9PTUhAkT9PrrrzPdFwAAAACSQBEAmUrIigidPHczRfsU9cvGUkAAADiJmjVrml/216pVS6GhoSpVqpTFqQAAAABkNFwkdBtFAGQqCTMAXGxSXi/7f27v6W5jFgAAAE6kevXqGj58uCTpnXfeUbZsnM4CAAAAwL3wqQkZVkqW9kmQsMRPXi+7vhxdKK2iAQCAdHD8+HFNmDBBEyZMcPiy/7333rMwFQAAAABnwEyA2ygCIMO6n6V9EtDoFwAA52UYhkJCQvTWW2/p8uXLyp8/vwYNGmR1LAAAAABwShQBkCFt2BVtFgCSu7RPApb4AQDAeZ0/f16vv/66li1bZo6FhoaqX79+8vDwsDAZAAAAAGfCTIDbKAIgQwpZEWH+XNg3m0KGFLQuDAAASBfLly9X586ddf78eXMsODhYEydOpAAAAAAAAPeJIgAypH/3AeCqfgAAMreoqCj17t1bs2fPNsfy58+vmTNnqlmzZtYFAwAAAOC0mAlwG0UAZCgJzYATGvz6eNtVv4qnxakAAEBa2bhxozp27Kjjx4+bYy+88IJmzZolX19f64IBAAAAQCZBEQAZyp3NgGnwCwBA5rZs2TKzAJAzZ05NmjRJwcHBXLUDAAAA4MHwkcJEEQAZSsIyQC62W70AWAoIAIDMbdSoUVq9erXy5cunuXPnqnjx4lZHAgAAAIBMhSIALJWw/E/Cl/8JywDl9bLTDBgAgEwmLi5Ou3fvVrVq1cwxDw8PrV27Vn5+frLb7RamAwAAAJCZMLv4NherAyBrS1j+JzwiTuERcYr//37ALAMEAEDmcuTIEdWrV09169bVgQMHHB4rWLAgBQAAAAAASCMUAWCpfy//4+Ntl4+3XUX9WAYIAIDMwjAMzZw5U5UqVdKWLVt0/fp1BQUFyTAMq6MBAAAAyMRsNlu63JwBywEhQ8jrZdeXowtZHQMAAKSis2fPqlOnTlq5cqU5VqJECU2YMMFpTpYBAAAAwNlRBAAAAECqW7p0qd544w1duHDBHHv99df10UcfKWfOnBYmAwAAAJAVcOHRbRQBkOrubPZ7LwmNgAEAQOYQERGhnj17KiwszBzz8/PT559/rqZNm1qYDAAAAACyJooASHUJzX5TgkbAAABkDs2aNdOPP/5o3m/RooVmzJghHx8fC1MBAAAAyGqYCXAbRQCk2H9d6Z9wdb+L7dZa///F091GI2AAADKJESNGqH79+sqVK5emTp2q9u3bc/INAAAAABaiCIAUS+6V/oV9sylkSMF0SAQAAKwSHx8vFxcX837dunU1a9YsNWrUSEWLFrUwGQAAAIAsjWuRTBQBkGIJMwDudaU/V/cDAJC53bx5U6NHj9amTZu0evVqh0LAa6+9ZmEyAAAAAMC/UQRAsiUsA5Sw3E9eL7u+HF3I4lQAACC9HTp0SB06dNCOHTskSRMnTlSfPn0sTgUAAAAAt7Es6W0u/70JcEvCMkDx/98KgGa+AABkLYZhaNq0aapcubJZALDb7bp27ZrFyQAAAADAOUybNk3+/v7y8PBQzZo1zc9WdzNx4kQ98sgjyp49u4oUKaLevXvr+vXrKTomMwHg4F5Nf//d8LewbzaW+wEAIAs5deqUXn31VX333Xfm2MMPP6zQ0FDVrFnTwmQAAAAAkFhGnAmwaNEi9enTRzNmzFDNmjU1ceJENW7cWAcPHpSvr2+i7efPn6/+/ftr9uzZql27tg4dOqSgoCDZbDZNmDAh2celCAAHyWn6S8NfAACyloULF6pr1666dOmSOdatWzeNHTtWnp6eFiYDAAAAAOcxYcIEde7cWcHBwZKkGTNmaOXKlZo9e7b69++faPstW7aoTp06ateunSTJ399fbdu21fbt21N0XIoAcPBfTX9p+AsAQNYRFxen9u3ba+HCheZYwYIFNWfOHD3zzDMWJgMAAACAe0uvmQAxMTGKiYlxGHN3d5e7u7vDWGxsrH755RcNGDDAHHNxcVHDhg21devWJJ+7du3amjdvnnbs2KEaNWro6NGjWrVqlTp06JCijBQBIImmvwAAIDG73a7cuXOb99u0aaNp06Ypb968FqYCAAAAgIxjzJgxGjZsmMPYkCFDNHToUIex8PBwxcXFyc/Pz2Hcz89Pf/zxR5LP3a5dO4WHh+uJJ56QYRi6efOm3nzzTb333nspykhjYEii6S8AAEjaRx99pOrVq2vBggVasGABBQAAAAAAzsGWPrcBAwYoMjLS4fbvq/0fxIYNGzR69GhNnz5du3bt0ldffaWVK1dqxIgRKXoeZgJkcQkzAP4+f6sPAE1/AQDIurZt26a///5bLVu2NMdy5syp7du3Z8imWkBy7dq1S66urqpQoYIkadmyZZozZ47KlSunoUOHys3NzeKEAAAAcFZJLf2TFB8fH9ntdp07d85h/Ny5cypQoECS+wwaNEgdOnRQp06dJEkVKlTQ1atX9frrr2vgwIFycUneNf7MBMji7pwBkND0t34VmvwBAJBV3LhxQ4MGDVKdOnUUHByso0ePOjxOAQDO7o033tChQ4ckSUePHlWbNm3k6empxYsX65133rE4HQAAANKCzWZLl1tyubm5qWrVqlq3bp05Fh8fr3Xr1qlWrVpJ7hMdHZ3oi367/VYfV8Mwkn1sigBZ3L8bARf1YwYAAABZzf79+/X4449r5MiRio+P15UrVzRhwgSrYwGp6tChQ6pcubIkafHixapXr57mz5+vkJAQLV261NpwAAAAyDL69OmjWbNmae7cuTpw4IC6dOmiq1evKjg4WJIUGBjosJRQQECAPvnkEy1cuFDHjh3T2rVrNWjQIAUEBJjFgORgOSBIutUIOGRIQatjAACAdBIfH6/Jkyerf//+iomJkSRly5ZNQ4YMUf/+/S1OB6QuwzAUHx8vSfr+++/1/PPPS5KKFCmi8PBwK6MBAAAgjWTEGc2tW7fWP//8o8GDB+vs2bOqXLmyVq9ebTYLPnnypMOV/++//75sNpvef/99nTp1Svnz51dAQIBGjRqVouNSBAAAAMhiTp48qaCgIK1fv94cK1u2rMLCwlS1alULkwFpo1q1aho5cqQaNmyoH3/8UZ988okk6dixY+YHLgAAACA9dO/eXd27d0/ysQ0bNjjcT7hQa8iQIQ90TJYDysI27IpWeESc1TEAAEA6MQxDoaGhqlChgkMBoFevXvrll18oACDTmjhxonbt2qXu3btr4MCBKlWqlCRpyZIlql27tsXpAAAAkBYyWk8AKzETIAsLWRFh/uzp7hx/sAAA4P5duXJFAwYMUFRUlKRbS6GEhIToqaeesjgZkLYqVqyoffv2JRofN25citZSBQAAAJwRRYAsLKEpsCQaAgMAkAXkypVLs2fP1rPPPqvAwEBNmjRJ3t7eVscC0k1sbKzOnz9v9gdIULRoUYsSAQAAIK04y1X66YEiQBazYVe0QlZEKDrG0MXIW0sB+XjbVb+Kp8XJAABAart8+bKuX7+u/Pnzm2ONGzfW7t27VblyZeuCAens0KFDeu2117RlyxaHccMwZLPZFBfHEpkAAADIvCgCZDEhKyJ08txNhzGWAgIAIPPZtGmTAgMDVaZMGa1cudLhKhgKAMhqgoODlS1bNn377bd66KGHuCoMAAAgK+CUz0QRIItJWALIxSbl9bLL093GUkAAAGQiMTExGjJkiMaOHSvDMHTs2DHNmjVLr7/+utXRAMvs2bNHv/zyi8qUKWN1FAAAACDdUQTIovJ62fXl6EJWxwAAAKlo3759at++vfbu3WuO1alTRw0bNrQwFWC9cuXKKTw83OoYAAAASEfM/rzNxeoA06ZNk7+/vzw8PFSzZk3t2LHjnttPnDhRjzzyiLJnz64iRYqod+/eun79ejqlBQAAyHji4uI0btw4VatWzSwAuLq66oMPPtCPP/6oEiVKWJwQsNaHH36od955Rxs2bNCFCxcUFRXlcAMAAAAyM0tnAixatEh9+vTRjBkzVLNmTU2cOFGNGzfWwYMH5evrm2j7+fPnq3///po9e7Zq166tQ4cOKSgoSDabTRMmTLDgFQAAAFjr2LFj6tixo3766SdzrEKFCgoLC1OlSpUsTAZkHAmzYZ5++mmHcRoDAwAAZF7MBLjN0iLAhAkT1LlzZwUHB0uSZsyYoZUrV2r27Nnq379/ou23bNmiOnXqqF27dpIkf39/tW3bVtu3b0/X3AAAABnByZMnVbFiRV25ckXSrZPcvn37asSIEXJ3d7c4HZBxrF+/3uoIAAAAgGUsKwLExsbql19+0YABA8wxFxcXNWzYUFu3bk1yn9q1a2vevHnasWOHatSooaNHj2rVqlXq0KFDesUGAADIMIoWLaoXX3xRX3zxhfz9/RUaGqq6detaHQvIcOrXr291BAAAAKQzZgLcZlkRIDw8XHFxcfLz83MY9/Pz0x9//JHkPu3atVN4eLieeOIJGYahmzdv6s0339R777131+PExMQoJibGvM+anwAAIDOZOnWqChQooCFDhihXrlxWxwEyrJ9++kmffvqpjh49qsWLF6tQoUIKCwtT8eLF9cQTT1gdDwAAAEgzljcGTokNGzZo9OjRmj59unbt2qWvvvpKK1eu1IgRI+66z5gxY+Tl5WXeihQpko6JAQAAUkdkZKSCgoK0cOFCh3Fvb2+NHz+eAgBwD0uXLlXjxo2VPXt27dq1y7xIKDIyUqNHj7Y4HQAAANKELZ1uTsCymQA+Pj6y2+06d+6cw/i5c+dUoECBJPcZNGiQOnTooE6dOkm61fTu6tWrev311zVw4EC5uCSuaQwYMEB9+vQx70dFRWWZQsCGXdEKWRGh6BjDHLsYSdMzAACczYYNG9SxY0edPHlSy5YtU926dVWoUCGrYwFOY+TIkZoxY4YCAwMdCml16tTRyJEjLUwGAAAApD3LZgK4ubmpatWqWrdunTkWHx+vdevWqVatWknuEx0dneiLfrvdLkkyDCOpXeTu7q7cuXM73LKKkBUROnnupsIj4sxb/P+/TZ7uTlKmAgAgC7t+/brefvttNWjQQCdPnpQkxcXF6ffff7c4GeBcDh48qHr16iUa9/LyUkRERPoHAgAAQJqz2WzpcnMGls0EkKQ+ffqoY8eOqlatmmrUqKGJEyfq6tWrCg4OliQFBgaqUKFCGjNmjCQpICBAEyZM0GOPPaaaNWvq8OHDGjRokAICAsxiAG5LmAHgYpPyet1+fzzdbQoO8LYoFQAASI7du3erffv22r9/vzn25JNPKiQkRMWKFbMwGeB8ChQooMOHD8vf399hfNOmTSpRooQ1oQAAAIB0YmkRoHXr1vrnn380ePBgnT17VpUrV9bq1avNZsEnT550uPL//fffl81m0/vvv69Tp04pf/78CggI0KhRo6x6CRnWhl3RCo+4tfRPXi+7vhzNkgEAADiDmzdv6sMPP9TQoUN18+ZNSbdmNo4ePVq9evVKcvlDAPfWuXNnvfXWW5o9e7ZsNptOnz6trVu3qm/fvho0aJDV8QAAAJAGnOUq/fRgM+62jk4mFRUVJS8vL0VGRmbqpYGChp3WyXO3vjgo6pdNIUMKWpwIAAD8lxMnTqht27baunWrOVa5cmXNmzdPjz76qIXJgOTJqOfahmFo9OjRGjNmjKKjoyXdKq717dtXI0aMuK/nzP5Y99SMiEzgjVb11Lvj0/LLl1v7Dp1Snw8X6+ffTyS5bbZsLur36jNq/3xNFfT11qET5/T+pGVau+WAuY2Li03vv/mc2j5XXX75cuvMP5EKW7FdH8xanV4vCU7i0s6pVkdABrNw/heaO+dzhYf/o4cfKaP+7w1ShYoV77r9d2v+p2lTJun0qVMqWsxfvfr0Vd169SVJN27c0NTJE7Xpp436+++/lCtnTtWsVVtv9X5bvr5+6fWS4CQ8LL3cPLFiPVeky3FOTA5Il+M8CC4ly2Q27IpW0LDT+vv8TXOMpX8AAHAOHh4e+vPPPyVJLi4uGjhwoLZv304BAHhANptNAwcO1MWLF/Xbb79p27Zt+ueffzRkyBCdPn3a6njIBFo+U0Ufvv2SRn36P9Vq96H2Hjql5dO7KX+enEluP7RrgDq1eEJ9xi7WYy1G6rMlm7Too86q9Ehhc5u3gxqpc8u66v3BYlVuPlLvT16mPh0bqmvb+un1sgA4odX/W6XxY8foja7dtHDx13rkkTLq8sZrunDhQpLb79m9S/37va2XmrfUoiXfqMFTT6tXj276889Dkm71qPrjwH69/mYXLVr8lSZMmqrjx47pre5d0vNlAfeFngC3UQTIZBKaASc0AC7ql031q3haGwoAACSLn5+fZs6cqVKlSmnTpk0aOXKk3NzcrI4FZBpubm4qV66catSooZw5c+r3339XkSJFrI6FTKBn+6c056stClu+TX8cPaseoxbq2vVYdWxWK8nt2z1fQ2M//05rNu3X8VMXNGvxJq3ZvF9vdXjK3ObxSiX07Y97tXrT7zp55qK+/n6P1m37Q9UepS8MgLsLmztHzVu2UrOXWqhkqVJ6f8gweXh46Juvlia5/RfzQlX7iboKerWTSpQsqe49e6lsuXJaOH+eJClXrlz69LM5avzsc/IvXkIVK1XWgIGDtP/333WGQjoyOIoAt1EEyGT+3Qy4qF82ZgEAAJCBLV26VOHh4Q5jL730kn777TfVqpX0F0cAgIzFNZtdj5Utoh+2HzTHDMPQD9sPqkbF4knu4+aaTddjbziMXbseq9qPlTTvb/v1qBrUeESlivpKkio8XEi1KpfQd5v3CwCSciM2Vgf2/67Ha9U2x1xcXPT447W199fdSe6zd88ePf6443ln7TpPaO+ePXc9zpUrV2Sz2ZQrAy39B+DeMthKTUgteb3s9AEAACCDunTpkrp166YFCxaoZcuW+vLLLx2uIHF3d7cwHQAgJXzy5FS2bHadv3jZYfz8hSg94p/0etnfbz2gnu2f0qZdh3X0r3A1qPGIXnyqsuz22/8WjJ+zVrlzeujXr99XXJwhu92mIdO+1cL//ZymrweA87oUcUlxcXHKly+fw3i+fPl07NjRJPcJDw9Xvnw+ibYPvxCe5PYxMTGaOGG8mjzXVDlzJr3kGZBhOMdF+umCIgAAAEA6Wrt2rYKDg3Xq1ClJ0pIlS7Rx40bVr88az0BGFRMTo5iYGIcxIz5ONhe7RYng7PqOW6Lpg9rq168GyTAMHf07XKHLt6nji4+b27R8poraNKmuoPfmav+RM6r4SCGN69tSZ/6J1BcrtluYHkBWdePGDfXr85YMw9DAwcOsjgMgBSgCZCIbdkUrPCLO6hgAACAJ0dHRevfddzV16lRzzNvbW9OmTVO9evUsTAZkXnv37r3n4wcPHrzn4wnGjBmjYcMcv+yw+1WX60M17jsbMo/wS1d082acfPPmchj3zZdbZy9E3XWfVn1myd0tm/J55dDpfyI1sueLOnbqduPO0b2aafyctVq85hdJ0u+HT6voQ3nVL7gRRQAAScrjnUd2uz1RE+ALFy7Ix8cnyX18fHx04Y6r/i9cuCCfO2YH3LhxQ/3e7qUzp09r1py5zAKAU3CW9frTA0WATCRkRYT5s6c7f+QAAGQUO3fuVIcOHRy+cGzYsKHmzJmjwoULW5gMyNwqV64sm80mwzASPZYwnpwPhwMGDFCfPn0cxnzrvptqOeHcbtyM0+4Df6lBzUe0YsOtwpPNZlODGg9rxqKN99w3JvamTv8TqWzZXNTs6cpaunaX+Vh2DzfFG/EO28fFG3JxobUfgKS5urmpbLlHtX3bVj31dENJUnx8vLZv36o2bdsnuU/FypW1fds2tQ8MMse2bd2iipUrm/cTCgAnT5zQZ3NC5e2dJy1fBoA0QBEgE0loCiyJhsAAAGQAN27c0KhRozRy5EjFxd2arefh4aGxY8eqW7dufJEDpLFjx46lyvO4u7sn6tXBUkD4t8nzftCs4R30y/6T+vm34+reroE8s7srdNk2SdJnIzro9PlIDZ6yXJJUvXwxFfT11q8H/1YhX28NfOM5ubjYNCHke/M5V23cp3dfa6y/zlzS/iNnVLlMYfVs30Ch32yz5DUCcA4dOgZr0Hvv6tFHy6t8hYqaFzZX165dU7OXmkuSBg54R76+fnqr99uSpFfaB+q1oA6aGzJb9erV1+r/rdLvv/2mQUOHS7p1Ptu3d08dOLBfU6Z9qvi4OIX/848kycvLS65ubta8UCAZmAlwG0WATGDDrmiFrIjQxchbXy74eNtVv4qnxakAAMC3337rsIRI9erVFRoaqjJlyliYCsg6ihUrZnUEZBFLvtslnzw5NbhLU/nly6W9B0/pxW7TzGbBRQrkVXz87Yu23N1dNaTb8ypeyEdXomO0ZvPvem1QqCKvXDO36fPhYg3p+rwmvdda+fPk1Jl/IvX5ks0aPfN/6f76ADiPZ5s8p0sXL2r61MkKD/9Hj5Qpq+mffqZ8/78c0NkzZ+Riu30hSuXHqmjM2PGaOnmipkycoKLF/DVxyjSVLv2wJOn8+XPasP4HSVKrFi86HOuzOaGqXqNmOr0yAA/CZiQ1NzYTi4qKkpeXlyIjI5U7d26r46SKoGGndfLcTfN+Ub9sChlS0MJEAABAkgzDUPPmzbVixQoNGjRI7733nlxdXa2OBaQZZzjXrlChglatWqUiRYo80PNkf6x7KiUCgAdzaefU/94IANKBRwa73LxU3/QpnB8e3yRdjvMgMtivBimRMAPg7/O3CgAuNqmwbzaWAgIAwCIRERHy9vY279tsNs2cOVPHjx9X9erVrQsGwHT8+HHduHHD6hgAAABAumEhWicWsiJCJ8/dVMKs0sK+t2YAsBQQAADpyzAMzZs3T/7+/lqxYoXDY/nz56cAAAAAAADpzGazpcvNGVAEcGIJjYBdbLeWAGIGAAAA6e/ChQtq1aqVOnTooMjISHXq1En//H+zNAAZT926dZU9e3arYwAAAADphuWAnNCdjYDzetnpAQAAgAX+97//6dVXX9XZs2fNsUaNGrHuP5CBrVq1yuoIAAAASAdOcpF+uqAI4IQSlgFK4OnOXzQAAOnpypUr6tu3rz799FNzLG/evJoxY4ZefvllC5MBuJs///xT69ev1/nz5xUfH+/w2ODBgy1KBQAAAKQ9igBO6N/LANEIGACA9LV161Z16NBBR44cMceaNGmizz//XA899JCFyQDczaxZs9SlSxf5+PioQIECDmu32mw2igAAAACZkLOs158eKAI4MZYBAgAgfYWGhio4ONi8itjT01MTJkzQ66+/zgkmkIGNHDlSo0aN0rvvvmt1FAAAACDdUQQAAABIpgYNGihXrlyKjIxUrVq1FBoaqlKlSlkdC8B/uHTpEkt1AQAAZDFcp3Wbi9UBkDIbdkUrPCLO6hgAAGRJRYoU0fTp0zVq1Cht3LiRAgDgJF5++WV99913VscAAAAALMFMACcTsiLC/JmGwAAApJ3jx49r4MCBmj59ury8vMzxdu3aWZgKwP0oVaqUBg0apG3btqlChQpydXV1eLxnz54WJQMAAEBacXHhu9MEFAGcyIZd0Tp57qZ5n4bAAACkPsMwFBISorfeekuXL1+Wq6urQkJCrI4F4AHMnDlTOXPm1I8//qgff/zR4TGbzUYRAAAAAJkaRQAn8u9ZAEX9sql+FU/rwgAAkAmdP39er7/+upYtW2aObdiwQRcvXlTevHktTAbgQRw7dszqCAAAAEhn9AS4jZ4ATiQ6xjB/ZhYAAACpa/ny5apQoYJDASAoKEh79+6lAABkIoZhyDCM/94QAAAAyCQoAjghH287swAAAEglUVFReu211/Tiiy/q/PnzkiQfHx99/fXXmjNnjnLnzm1xQgCpITQ0VBUqVFD27NmVPXt2VaxYUWFhYVbHAgAAQBqx2WzpcnMGLAcEAACyrJ9++kmBgYE6fvy4ORYQEKBZs2bJz8/PumAAUtWECRM0aNAgde/eXXXq1JEkbdq0SW+++abCw8PVu3dvixMCAAAAaYcigJPYsCta4RFxVscAACBT2bt3r1kAyJkzpyZNmqTg4GCnuZoDQPJMmTJFn3zyiQIDA82xF154QY8++qiGDh1KEQAAACAT4mPdbRQBnMS/mwJ7uvMXDABAaujatauWL1+ua9euae7cuSpevLjVkQCkgTNnzqh27dqJxmvXrq0zZ85YkAgAAABIP/QEcBI0BQYA4MHExcVp7dq1DmM2m02LFi3S+vXrKQAAmVipUqX05ZdfJhpftGiRSpcubUEiAAAApDV6AtzGTAAnQ1NgAABS7siRIwoMDNSWLVu0du1aNWzY0HzM29vbumAA0sWwYcPUunVrbdy40ewJsHnzZq1bty7J4gAAAACQmTATAAAAZFqGYWjmzJmqVKmStmzZIknq1KmTYmNjLU4GID21aNFC27dvV758+fTNN9/om2++kY+Pj3bs2KGXXnrJ6ngAAABIA8wEuI2ZAAAAIFM6c+aMOnXqpFWrVpljJUqUUGhoqNzc3CxMBsAKVatW1RdffGF1DAAAACDdUQQAAACZzpIlS/Tmm2/qwoUL5ljnzp310UcfKVeuXBYmA5CeXFxc/vPqLJvNpps3b6ZTIgAAAKQXJ7lIP11QBAAAAJlGRESEevTooXnz5pljfn5++uyzz/T8889bmAyAFb7++uu7PrZ161ZNnjxZ8fHx6ZgIAAAASH8UATK4DbuiFbIiQhcj46yOAgBAhte5c2ctWbLEvN+8eXPNmDFD+fPntzAVAKu8+OKLicYOHjyo/v37a8WKFXrllVc0fPhwC5IBAAAgrTnLev3pgcbAGVzIigidPHdT8cat+57u/PECAHA3Y8aMkaenp3Lnzq3Q0FAtWbKEAgAASdLp06fVuXNnVahQQTdv3tSePXs0d+5cFStWzOpoAAAAQJpiJkAGFx1z69t/F5tU2DebggO8rQ0EAEAGEhsb69Dkt1SpUlq0aJEqVqyookWLWpgMQEYRGRmp0aNHa8qUKapcubLWrVununXrWh0LAAAAaYyJALcxE8BJ5PWyK2RIQdWv4ml1FAAALHfz5k0NHz5cVapUUXR0tMNjzz//PAUAAJKksWPHqkSJEvr222+1YMECbdmyhQIAAAAAshxmAgAAAKdy8OBBBQYGaseOHZKkd955R1OnTrU4FYCMqH///sqePbtKlSqluXPnau7cuUlu99VXX6VzMgAAAKQ1egLcRhEgA9uwK1rhETQEBgBAkgzD0PTp09WvXz9du3ZNkmS325UvXz4ZhsEJHoBEAgMD+d8GAAAAZHkUATKwkBUR5s80BAYAZGWnTp1ScHCw1q5da449/PDDCg0NVc2aNS1MBiAjCwkJsToCAAAALMK1ILfREyADS2gKLImGwACALGvBggUqX768QwGgW7du2r17NwUAAAAAAAD+AzMBnICPt52GwACALMcwDAUFBSk0NNQcK1iwoObMmaNnnnnGwmQAAAAAgIyOZSFvYyYAAADIkGw2m8qVK2feb9Omjfbt20cBAAAAAACAFGAmAAAAyLD69u2rLVu2qG3btmrTpo3VcQAAAAAAToKJALdRBAAAABnCtm3btHPnTvXo0cMcs9vtWrZsmYWpAAAAAABwbhQBAACApWJjYzVixAiNHj1aklS1alXVrl3b4lQAAAAAAGdGT4Db6AkAAAAss3//ftWqVUsjR45UfHy84uPjNXXqVKtjAQAAAACQaVAEAAAA6S4+Pl4TJ05UlSpVtGvXLklStmzZNGLECIWGhlqcDgAAAADg7Gy29Lk5A5YDyqA27IpWeESc1TEAAEh1J0+eVFBQkNavX2+OlS1bVmFhYapataqFyQAAAAAAyHyYCZBBhayIMH/2dHeSkhIAAPdgGIZCQ0NVoUIFhwJAr1699Msvv1AAAAAAAACkGpvNli43Z8BMgAwqOsYwfw4O8LYuCAAAqeTmzZv6+OOPFRUVJUkqUqSIQkJC9NRTT1mcDAAAAACAzIuZABmcj7dd9at4Wh0DAIAH5urqqrCwMLm7u6tDhw7au3cvBQAAAAAAQJqgJ8BtzAQAAABp4vLly/rnn39UokQJc6x8+fL6/fffVbJkSQuTAQAAAACQdTATAAAApLpNmzapUqVKatasmWJiYhweowAAAAAAAEhr9AS4jSIAAABINTExMerfv7/q1aunY8eOad++fRo+fLjVsQAAAAAAyLJYDggAAKSKffv2qX379tq7d685VqdOHb322msWpgIAAAAAZEVOcpF+umAmAAAAeCBxcXEaN26cqlWrZhYAXF1d9cEHH+jHH3906AkAAAAAAADSFzMBAADAfTt27Jg6duyon376yRyrUKGCwsLCVKlSJQuTAQAAAACyMmdZrz89UAQAAAD3JSIiQlWqVFFERISkWydYffv21YgRI+Tu7m5tOAAAAAAAIInlgAAAwH3y9vZWjx49JEn+/v7asGGDxo4dSwEAAAAAAGA5m82WLjdnwEwAAACQbIZhOJzkDBo0SK6urnrrrbeUO3duC5MBAAAAAICkMBMgA9qwK1rhEXFWxwAAwBQZGamgoCCNGTPGYdzV1VWDBg2iAAAAAAAAyFBstvS5OQNmAmRAISsizJ893Z3kLwkAkGlt2LBBHTt21MmTJ5UtWzY1adJEjz32mNWxAAAAAABAMjATIAOKjjHMn4MDvK0LAgDI0q5fv663335bDRo00MmTJyVJ2bNnN38GAAAAACCjoifAbcwEyMB8vO2qX8XT6hgAgCxo9+7dat++vfbv32+OPfnkkwoJCVGxYsUsTAYAAAAAAFKCmQAAAMB08+ZNjRo1SjVq1DALAO7u7vroo4+0bt06CgAAAAAAAKdAT4DbmAkAAAAkSadPn1bLli21detWc6xy5coKCwtT+fLlLUwGAAAAAADuFzMBAACAJClPnjy6dOmSJMnFxUXvvfeetm/fTgEAAAAAAOB06AlwG0UAAAAg6VbT37CwMJUpU0Y//fSTRo0aJTc3N6tjAQAAAACQYiwHdBvLAQEAkEUtXrxYFStW1COPPGKOVatWTb/99pvsdruFyQAAAAAAQGp5oJkA169fT60cAAAgnVy6dEmvvPKKWrVqpcDAQN28edPhcQoAAAAAAABn52KzpcvNGaS4CBAfH68RI0aoUKFCypkzp44ePSpJGjRokD7//PNUDwgAAFLP999/rwoVKmj+/PmSpB07dujrr7+2OBUAAAAAAEgrKS4CjBw5UiEhIRo7dqzDOsHly5fXZ599lqrhAABA6oiOjlbPnj3VqFEjnTp1SpLk7e2tL774Qi1btrQ4HQAAAAAAqYueALeluAgQGhqqmTNn6pVXXnFYLqBSpUr6448/UjUcAAB4cDt37lSVKlU0ZcoUc6xhw4bat2+f2rVrJ5uznLUAAAAAAIAUS3ER4NSpUypVqlSi8fj4eN24cSNVQmVlG3ZFKzwizuoYAIBM4MaNGxo6dKhq1aqlgwcPSpI8PDw0efJkrVmzRoULF7Y4IQAAAAAAacNms6XLzRmkuAhQrlw5/fTTT4nGlyxZosceeyxVQmVlISsizJ893Z3jjwgAkDH98ssvGj58uOLibhWXq1evrt27d6tHjx5ycUnxKQAAAAAAAHhA06ZNk7+/vzw8PFSzZk3t2LHjnttHRESoW7dueuihh+Tu7q6HH35Yq1atStExs6U05ODBg9W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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:55:22,259 INFO: === Dataset: c ===\n", "2025-03-24 02:55:23,628 INFO:Total samples: 3181\n", "2025-03-24 02:55:35,120 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:55:35,197 INFO: === Dataset: d ===\n", "2025-03-24 02:55:36,588 INFO:Total samples: 3181\n", "2025-03-24 02:55:47,802 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": [ "2025-03-24 02:55:47,873 INFO: === Dataset: e ===\n", "2025-03-24 02:55:48,264 INFO:Total samples: 911\n", "2025-03-24 02:55:51,911 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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gudETwEQRAACANMbqZXloUgs8WFRUlIYOHaoJEybIMAxNnz5dL774oho0aGB1agAAAAAyIIoAAACkMVYuy8PyNcCDHTp0SO3bt9ehQ4fMWK1atVSsWDELswIAAAAyIHoCmCgCAABwH1Ytu/NfWJYHSH1iYmL04YcfasiQIYqOjpYkubq6avTo0Xrrrbdkt9NHAwAAAIA1KAIAAHAfVi+7819YlgdIHU6ePKmAgABt27bNjJUtW1YhISEqX768hZkBAAAAGRg9AUwUAQAAlkvtI+6tWHbnv7AsD5A6/PTTT6pVq5auXr0q6U7T3wEDBmjkyJFyd3e3ODsAAAAAoAgAAEgFUvuI+wK+mRQ8LJ/VaQBIhcqUKaPy5ctr+/bt8vf318KFC1W7dm2r0wIAAABATwATRQAAgOWsbHT7XxhxD+BB7Ha7FixYoA8//FAffPCBsmXLZnVKAAAAAOCAIgAAwGlJvXwPjW4BpAURERHq06ePOnfurOrVq5vxYsWKaebMmRZmBgAAACAeegKYKAIAAJyWXMv30OgWQGq1ZcsWBQYG6syZM9q2bZsOHjyoLFmyWJ0WAAAAAPwnigAAkAE96kj+5GiYy7I7AFKjmzdv6t1339VHH31kxkJDQ/XTTz+pRo0aFmYGAAAA4IHoCWCiCAAAGVBSjeSnYS6A9Gz//v1q3769fv31VzP29NNPKzg4WIULF7YwMwAAAABIPIoAAJABJUUjXkbuA0ivbt++rQ8++EDDhw/X7dt3Cqbu7u4aN26cevfuLRcX1hYFAAAAUj16ApgoAgCAhZK6wW5i0YgXABJ2/PhxtWvXTrt27TJjTz75pEJCQvTEE09YmBkAAAAAPByKAABgoeRqsJtYNOIFAEc3btzQ/v37JUkuLi4aNGiQhg4dKjc3N4szAwAAAOAUZgKYKAIAQAq7d/R/cjTYTSyW8wGA+MqUKaMxY8bok08+0cKFC1W9enWrUwIAAACAR0IRAABSWEKj/2mwCwDW+PLLL9WgQQO5u7ubsb59+6pr167KkiWLhZkBAAAAeCQ2Vj+Iw5wIAEhh9zbl9fG2q5BfJkbkA0AKu3z5stq2baumTZtq2LBhDs/Z7XYKAAAAAEBaZ3NJmVsawEwAAEhm/27+S1NeALDWpk2bFBQUpLNnz0qSxo8frw4dOqhUqVIWZwYAAAAASY8iAAAks/s1/6UpLwCkrOvXr+udd97R9OnTzZi3t7dmzJihkiVLWpgZAAAAgCTHckAmigAAkMTuN/L/3ua/NOUFgJS1d+9etWvXTkePHjVjDRo00Lx581SgQAELMwMAAACA5EURAACS2P1G/tP8FwBS3q1btzRmzBiNHj1aMTF3irKZM2fW+PHj1a1bN7m4pI01PAEAAAA4KY2s158SKAIAQBK7t/EvI/8BwFqzZ8/WiBEjzMdVqlRRSEiIHn/8cQuzAgAAAICUQxEAAB4RjX8BIPXq3Lmz5s2bp59++klDhgzRu+++K1dXV6vTAgAAAJDc6AlgoggAAI+Ixr8AkHrcuHFDmTNnNh+7urpq8eLFunLliqpUqWJhZgAAAABgDRZGAoBHdO/yPz7edvl421XILxPL/wBACjIMQ4sWLVLhwoV18OBBh+dKlixJAQAAAADIYGw2W4rc0gJmAgBAEmH5HwCwxsWLF9WlSxetWLFCktSuXTv9+OOP8vDwsDgzAAAAALAeRQAAAACkWevXr9cbb7yh8+fPm7Enn3xSt27doggAAAAAZGBpZZR+SmA5IAB4BFv3X1dYeIzVaQBAhnP16lV16dJFTZo0MQsAOXPm1PLlyxUSEqJs2bJZnCEAAAAApA7MBACARxC8Nty8TyNgAEgZO3fuVPv27XX8+HEz1qhRI82dO1d58+a1MDMAAAAAqQZf05goAgBI97buv67gteFmA9+kdCni7iwAGgEDQPKbPn26evfurdjYWEmSp6enJk2apM6dOzPdFwAAAAASQBEAQLoXvDZcZ0JvJ+s5CvllUt2Knsl6DgCAVK1aNfPL/urVq2vhwoUqXry4xVkBAAAASG0YJHQXRQAA6V7cDAAXm5TTy57kx/d0tzELAABSSJUqVTRy5EhJ0ttvv61MmbicBQAAAIAH4VMTAMsl53I90t0le3J62fX52PzJcg4AQNI7deqUJk2apEmTJjl82f/uu+9amBUAAACAtICZAHdRBABguZRYrkeicS8ApBWGYSg4OFi9e/fWlStXlDt3bg0ZMsTqtAAAAAAgTaIIACBFJTTqP26kfnIt1yOxZA8ApBUXLlxQ586dtXr1ajO2cOFCDRgwQB4eHhZmBgAAACAtYSbAXRQBAKSoB436L+CbScHD8qVwRgCA1GLNmjXq1KmTLly4YMaCgoI0efJkCgAAAAAA8JAoAgBIUfdr0stIfQDIuCIjI9W3b1/NmzfPjOXOnVuzZ89Ws2bNrEsMAAAAQJrFTIC7KAIASDYPWvqHJr0AAEn6/vvv1aFDB506dcqMvfjii5ozZ458fX2tSwwAAAAA0gkXqxMAkH7FLf0TFh5j3mL/vx5Ak14AgCStXr3aLABkzZpVc+fO1RdffEEBAAAAAMCjsaXQzUkzZsyQv7+/PDw8VK1aNe3Zs+eB20+ePFmPP/64MmfOrIIFC6pv3766efOmU+dkJgCAZMPSPwCA/zJmzBht2LBBuXLl0oIFC1SkSBGrUwIAAACAZLFs2TL169dPs2bNUrVq1TR58mQ1bNhQR44cSXAg1JIlSzRw4EDNmzdPNWrU0NGjRxUYGCibzaZJkyYl+rwUAQA8soSW/ZFY+gcA4CgmJkYHDhxQ5cqVzZiHh4c2bdokPz8/2e32B+wNAAAAAImXGnsCTJo0SZ06dVJQUJAkadasWVq3bp3mzZungQMHxtt+x44dqlmzptq2bStJ8vf3V5s2bbR7926nzstyQAAeWULL/rD0DwDgXsePH1edOnVUu3Zt/fbbbw7P5cuXjwIAAAAAgHQtOjpa+/btU/369c2Yi4uL6tevr507dya4T40aNbRv3z5zyaATJ05o/fr1aty4sVPnZiYAgEd2v2V/JJb+AYCMzjAMzZkzR/369dO1a9ckSYGBgdq1a1eqHJkDAAAAIH1Iqc8bUVFRioqKcoi5u7vL3d3dIRYWFqaYmBj5+fk5xP38/PT7778neOy2bdsqLCxMtWrVkmEYun37trp06aJ3333XqRwpAgBIMiz7AwC41/nz59WxY0etW7fOjBUtWlSTJk2iAAAAAAAgXRg3bpxGjBjhEBs2bJiGDx/+yMfeunWrxo4dq5kzZ6patWo6duyYevfurVGjRmnIkCGJPg5FAAAAACS5lStX6s0339TFixfNWOfOnfXhhx8qa9asFmYGAAAAICNIqYFHgwYNUr9+/Rxi/54FIEk+Pj6y2+0KDQ11iIeGhipPnjwJHnvIkCFq3769OnbsKEkqW7asrl27ps6dO2vw4MFycUncav8UAYAM6H6NfB9WXANgAADCw8PVq1cvhYSEmDE/Pz/NnTtXTZo0sTAzAAAAAEh6CS39kxA3NzdVqlRJmzdvVrNmzSRJsbGx2rx5s3r06JHgPtevX4/3RX9cPzXDSPz3ehQBgAworpFvUqMBMACgWbNm+u6778zHLVq00KxZs+Tj42NhVgAAAAAymtS4BGm/fv3UoUMHVa5cWVWrVtXkyZN17do1BQUFSZICAgKUP39+jRs3TpLUtGlTTZo0SU8++aS5HNCQIUPUtGlTsxiQGBQBgDQiKUfvx43cT6iR78OiATAAQJJGjRqlunXrKlu2bJo+fbratWuXKi++AQAAACCltWrVSv/884+GDh2q8+fPq0KFCtqwYYPZLPjMmTMOI//fe+892Ww2vffeezp79qxy586tpk2basyYMU6d12Y4M28gHYiMjJSXl5ciIiKUPXt2q9MBEi1wxLkkH71fyC+TgoflS9JjAgAyltjY2HjTU+fOnasGDRqoUKFCFmUFq2Ska+3MTyY8ZRsAUtrlvdOtTgEAJEkeqWy4ea4On6XIeS4uaJMi53kUqexHA+B+4mYAJNXofUbuAwAexe3btzV27Fht27ZNGzZscCgEvPHGGxZmBgAAAAC4F0UAIBVKaOmfuCV8cnrZ9fnY/FalBgCAjh49qvbt22vPnj2SpMmTJ6tfv34WZwUAAAAAd7Es6V0UAYBU6EGNe2m+CwCwimEYmjlzpgYMGKAbN25Ikux2u3kfAAAAAJD6UAQAHlFSNuyNc7/GvSzhAwCwytmzZ/X666/r66+/NmOPPfaYFi5cqGrVqlmYGQAAAADEx0yAuygCAI/oQaP2H1UBXxr3AgCst3TpUnXr1k2XL182Y927d9f48ePl6elpYWYAAAAAgP9CEQB4REndsDcOo/4BAFaLiYlRu3bttHTpUjOWL18+zZ8/X88995yFmQEAAADAgzET4C6KAMAj2Lr/usLCadgLAEif7Ha7smfPbj5u3bq1ZsyYoZw5c1qYFQAAAADAGRQBgEcQvDbcvE/DXgBAevThhx/qwIED6tevn1q3bm11OgAAAACQOHxVZ6IIANxHYhr+xjXwlcTSPQCANG/Xrl3666+/9Morr5ixrFmzavfu3UylRZq2f/9+ubq6qmzZspKk1atXa/78+SpdurSGDx8uNzc3izMEAAAAko+L1QkAqVVcw9+w8Jj73mL/vz5QyC+T6lakMSIAIG26deuWhgwZopo1ayooKEgnTpxweJ4CANK6N998U0ePHpUknThxQq1bt5anp6eWL1+ut99+2+LsAAAAkBxsNluK3NICigDAfdzb8NfH237fWyG/TMwCAACkWb/++queeuopjR49WrGxsbp69aomTZpkdVpAkjp69KgqVKggSVq+fLnq1KmjJUuWKDg4WCtXrrQ2OQAAACCZsRwQ8B9o+AsASI9iY2M1depUDRw4UFFRUZKkTJkyadiwYRo4cKDF2QFJyzAMxcbGSpK++eYbvfDCC5KkggULKiwszMrUAAAAkEzSyij9lEARAAAAIIM5c+aMAgMDtWXLFjNWqlQphYSEqFKlShZmBiSPypUra/To0apfv76+++47ffzxx5KkkydPys/Pz+LsAAAAgORFEQC4x73NgO9t+gsAQHpgGIZCQkLUs2dPRUZGmvE+ffpo7Nixypw5s4XZAcln8uTJeu211/TFF19o8ODBKl68uCRpxYoVqlGjhsXZAQAAIDkwE+AuigDAPeKaAd/L053/YAAA0oerV69q0KBBZgGgYMGCCg4O1rPPPmtxZkDyKleunA4fPhwvPmHCBNntdgsyAgAAAFIORQDgHvc2A87pZZenu42mvwCAdCNbtmyaN2+enn/+eQUEBGjKlCny9va2Oi0gxURHR+vChQtmf4A4hQoVsigjAAAAJBdmAtxFEQDp1r1L+yRW3BJANAMGAKQHV65c0c2bN5U7d24z1rBhQx04cEAVKlSwLjEghR09elRvvPGGduzY4RA3DEM2m00xMSwDCQAAgPSLIgDSrYSW9kkslgACAKR127ZtU0BAgEqWLKl169Y5jIKhAICMJigoSJkyZdKXX36pvHnzMioMAAAgI+CSz0QRAOnS1v3XzQJA3NI+icUSQACAtCwqKkrDhg3T+PHjZRiGTp48qTlz5qhz585WpwZY5uDBg9q3b59KlixpdSoAAABAiqMIgHQpeG24eb+AbyYFD8tnXTIAAKSQw4cPq127djp06JAZq1mzpurXr29hVoD1SpcurbCwMKvTAAAAQApi9uddLlYnMGPGDPn7+8vDw0PVqlXTnj17Hrj95MmT9fjjjytz5swqWLCg+vbtq5s3b6ZQtkgr7u0DwKh+AEB6FxMTowkTJqhy5cpmAcDV1VXvv/++vvvuOxUtWtTiDAFrffDBB3r77be1detWXbx4UZGRkQ43AAAAID2zdCbAsmXL1K9fP82aNUvVqlXT5MmT1bBhQx05ckS+vr7xtl+yZIkGDhyoefPmqUaNGjp69KgCAwNls9k0adIkC14BUjsfb7vqVvS0Og0AAJLNyZMn1aFDB/3www9mrGzZsgoJCVH58uUtzAxIPeJmw9SrV88hTmNgAACA9IuZAHdZWgSYNGmSOnXqpKCgIEnSrFmztG7dOs2bN08DBw6Mt/2OHTtUs2ZNtW3bVpLk7++vNm3aaPfu3SmaNwAAQGpw5swZlStXTlevXpV05yK3f//+GjVqlNzd3S3ODkg9tmzZYnUKAAAAgGUsKwJER0dr3759GjRokBlzcXFR/fr1tXPnzgT3qVGjhhYtWqQ9e/aoatWqOnHihNavX6/27dunVNpIA7buv66wcEZzAQDSv0KFCumll17S4sWL5e/vr4ULF6p27dpWpwWkOnXr1rU6BQAAAKQwZgLcZVkRICwsTDExMfLz83OI+/n56ffff09wn7Zt2yosLEy1atWSYRi6ffu2unTponffffe+54mKilJUVJT5mDU/0797mwJ7uvPHDgBI36ZPn648efJo2LBhypYtm9XpAKnWDz/8oE8++UQnTpzQ8uXLlT9/foWEhKhIkSKqVauW1ekBAAAAycbyxsDO2Lp1q8aOHauZM2dq//79WrVqldatW6dRo0bdd59x48bJy8vLvBUsWDAFM4YVaAoMAEiPIiIiFBgYqKVLlzrEvb29NXHiRAoAwAOsXLlSDRs2VObMmbV//35zkFBERITGjh1rcXYAAABIFrYUuqUBls0E8PHxkd1uV2hoqEM8NDRUefLkSXCfIUOGqH379urYsaOkO03vrl27ps6dO2vw4MFycYlf0xg0aJD69etnPo6MjKQQkEZs3X9dwWvDHb7UT4xLEXeWAqIpMAAgvdi6das6dOigM2fOaPXq1apdu7by589vdVpAmjF69GjNmjVLAQEBDoW0mjVravTo0RZmBgAAACQ/y4oAbm5uqlSpkjZv3qxmzZpJkmJjY7V582b16NEjwX2uX78e74t+u90uSTKMhL8odnd3pzFeGhW8NlxnQm8/9P4sBQQASOtu3rypwYMHa9KkSWYsJiZGv/zyC0UAwAlHjhxRnTp14sW9vLwUHh6e8gkBAAAg2dET4C7LigCS1K9fP3Xo0EGVK1dW1apVNXnyZF27dk1BQUGSpICAAOXPn1/jxo2TJDVt2lSTJk3Sk08+qWrVqunYsWMaMmSImjZtahYDkH7EzQBwsUk5vZz7+Xq621gKCACQph04cEDt2rXTr7/+asaefvppBQcHq3DhwhZmBqQ9efLk0bFjx+Tv7+8Q37Ztm4oWLWpNUgAAAEAKsbQI0KpVK/3zzz8aOnSozp8/rwoVKmjDhg1ms+AzZ844jPx/7733ZLPZ9N577+ns2bPKnTu3mjZtqjFjxlj1EpDE7l0CKG5Zn5xedn0+ltGOAICM4fbt2/rggw80fPhw3b59Z0acu7u7xo4dqz59+iS4/CGAB+vUqZN69+6tefPmyWaz6dy5c9q5c6f69++vIUOGWJ0eAAAAkgEzAe6yGfdbRyedioyMlJeXlyIiIpQ9e3ar08G/BI44F28JoEJ+mRQ8LJ9FGQEAkHJOnz6tNm3aaOfOnWasQoUKWrRokZ544gkLMwMSJ7VeaxuGobFjx2rcuHG6fv26pDvFtf79+2vUqFEPdczMTya8hCkyrjdb1lHfDvXklyu7Dh89q34fLNePv5xOcNtMmVw04PXn1O6Fasrn662jp0P13pTV2rTjN3ObwW821ntdGjvsd+TkeVVoTh8LOLq8d7rVKSCVWbpksRbMn6uwsH/02OMlNfDdISpbrtx9t/9641eaMW2Kzp09q0KF/dWnX3/VrlPXfH7IuwO1ZvX/HPapUbOWPp49N9leA9ImD0uHm8dXuNfaFDnP6alNU+Q8jyKV/WiQUcXNAPjrwp0CQNwSQCzrAwDISDw8PPTHH39IklxcXDRo0CANHTpUbm5uFmcGpG02m02DBw/WgAEDdOzYMV29elWlS5eWh4eHzp07p3z5GHCCR/PKcxX1wVsvq+eYZdr78yn1aPuM1szsrvLNRuqfy1fjbT+8W1O1aVJF3UYt0ZGToWpQo5SWfdhJzwRO0k9H/jK3++XYOTXpMs18fDsmNkVeD4C0a8NX6zVx/Di9N2yEypYtr8UhC9T1zTe0+ssNypUrV7ztDx7Yr4ED3lKvPv1Up+4zWr9urfr07K6lK1apRInHzO1q1qqtkaPHmY+5PkVawEyAu5hPjlQhrglw7P/PSyngm0mfj82v4GH5VLeip7XJAQCQQvz8/DR79mwVL15c27Zt0+jRo/mABSQhNzc3lS5dWlWrVlXWrFn1yy+/qGDBglanhXSgV7tnNX/VDoWs2aXfT5xXzzFLdeNmtDo0q57g9m1fqKrxc7/Wxm2/6tTZi5qzfJs2bv9Vvds/67Dd7ZhYhV68Yt4uhl9LiZcDIA0LWTBfzV9pqWYvt1Cx4sX13rAR8vDw0BerVia4/eJFC1WjVm0Fvt5RRYsVU49efVSqdGktXbLIYTs3Nzf55M5t3rJ7eaXEywEeic1mS5FbWkARAKnCvU2AC/llYvQ/ACBDWLlypcLCwhxiL7/8sn7++WdVr57wF0cAgNTFNZNdT5YqqG93HzFjhmHo291HVLVckQT3cXPNpJvRtxxiN25Gq8aTxRxixQvl1omvx+jXtcM1f0wHFcyTI+lfAIB041Z0tH779Rc9Vb2GGXNxcdFTT9XQoZ8OJLjPoYMH9dRTjtedNWrW0qGDBx1iP+7do6drV9eLTRpq9MhhCg+/nOT5A0g+FAGQquT0sjP6HwCQ7l2+fFlt27bVK6+8oq5du+rfLZrc3d0tygwA4CyfHFmVKZNdFy5dcYhfuBipPLkS7o3xzc7f1KvdsypWKLdsNpuerVZSLz1bQXl87m6/9+dT6jx0kV7sPkO9xi6Tf/5c+mZeX2X15N8IAAm7HH5ZMTEx8Zb9yZUrV7yBJ3HCwsKUK5dP/O0v3t2+Rq3aGj32A82ZG6w+/QZo39696vZmJ8XExCT9iwCSki2FbmkAPQEAAABS0KZNmxQUFKSzZ89KklasWKHvv/9edevW/Y89AVglKipKUVFRDjEjNkY2F7tFGSGt6z9hhWYOaaOfVg2RYRg68VeYFq7ZpQ4vPWVu8/X2X837P/9xTnsPn9KR9SPV4rmKWvDFzoQOCwDJolHjJub9Eo89rscee1xNnq+vH/fuUbWnmL0KpAUUAWCpuIbAlyKoHgMA0rfr16/rnXfe0fTp082Yt7e3ZsyYoTp16liYGZB+HTp06IHPHzly5IHPxxk3bpxGjBjhELP7VZFr3qoPnRvSj7DLV3X7dox8c2ZziPvmyq7zFyPvu0/LfnPk7pZJubyy6Nw/ERrd6yWdPHvxvueJuHpDx85cULGCuZM0fwDpRw7vHLLb7bp40fG/JRcvXpSPj0+C+/j4+OjixbD42+dKeHtJKlCwoHLkyKEzZ05TBECqllbW608JFAFgqbiGwHE83fnjBACkP3v37lX79u0dvnCsX7++5s+frwIFCliYGZC+VahQQTabLd6SW5LMeGI+HA4aNEj9+vVziPnWfifJ8kTadut2jA789qeeqfa41m69U3iy2Wx6pupjmrXs+wfuGxV9W+f+iVCmTC5qVq+CVm7af99ts2R2U5ECPjq/bk+S5g8g/XB1c1Op0k9o966derZefUlSbGysdu/eqdZt2iW4T7kKFbR71y61Cwg0Y7t27lC5ChXue57Q8+cVHh6u3D4UJYG0giIALHVvQ+ACvjQEBgCkL7du3dKYMWM0evRoc81UDw8PjR8/Xt27d5eLC+2ZgOR08uTJJDmOu7t7vF4dLAWEe01d9K3mjGyvfb+e0Y8/n1KPts/IM7O7Fq7eJUn6dFR7nbsQoaHT1kiSqpQprHy+3vrpyF/K7+utwW82louLTZOCvzGPOa7vy1r3/WGdOXdJ+Xy99F6XJoqJjdXnG/ZZ8hoBpA3tOwRpyLvv6IknyqhM2XJaFLJAN27cULOXm0uSBg96W76+furd9y1J0mvtAvRGYHstCJ6nOnXqasNX6/XLzz9ryPCRkqTr165p1sfTVb9BQ+Xy8dFff/6pjz6coIKFCqtGrdqWvU4gMZgJcBdFAKS4uCWArkcZ5jJAcQ2BAQBIT7788kuHJUSqVKmihQsXqmTJkhZmBWQchQsXtjoFZBArvt4vnxxZNbRrE/nlyqZDR87qpe4zzGbBBfPkVGzs3Rkp7u6uGtb9BRXJ76Or16O0cfsvemPIQkVcvWFuk9/PWwvHBSmnl6fCLl/VjoMnVDfgQ4Vdvprirw9A2vF8o8a6fOmSZk6fqrCwf/R4yVKa+cmnyvX/ywGd//tvudjuDkSp8GRFjRs/UdOnTta0yZNUqLC/Jk+boRIlHpMkudjtOnrkqNas/kJXIq/I19dX1WvUVPeeveXm5mbJawTgPJuR0NzYdCwyMlJeXl6KiIhQ9uzZrU4nQwoccc5hCSBJKuSXiSIAACDdMQxDzZs319q1azVkyBC9++67cnV1tTotINmkhWvtsmXLav369SpYsOAjHSfzkz2SKCMAeDSX907/740AIAV4pLLh5sX7f5Ui5zk2sVGKnOdRpLIfDdKbe0f9x4kb/e9iuzMDwNPdxjJAAIB0ITw8XN7e3uZjm82m2bNn69SpU6pSpYp1iQEwnTp1Srdu3bI6DQAAACDFUARAsvp34997FfBl9D8AIH0wDEOLFy9Wjx49FBISoqZNm5rP5c6dW7lz0zQNAAAAAFISPQHuogiAZHVv49+cXnebpzH6HwCQXly8eFFdunTRihUrJEkdO3bUzz//zBf/QCpVu3ZtZc6c2eo0AAAAgBRDEQBJ5kFL/+T0suvzsfmtSg0AgGTx1Vdf6fXXX9f58+fNWIMGDVj3H0jF1q9fb3UKAAAASAFMBLiLIgCSzIOW/vF0568OAJB+XL16Vf3799cnn3xixnLmzKlZs2bp1VdftTAzAPfzxx9/aMuWLbpw4YJiY2Mdnhs6dKhFWQEAACCjmTFjhiZMmKDz58+rfPnymjZtmqpWrZrgtk8//bS+++67ePHGjRtr3bp1iT4nRQAkGZb+AQBkBDt37lT79u11/PhxM9aoUSPNnTtXefPmtTAzAPczZ84cde3aVT4+PsqTJ4/D+rA2m40iAAAAQDqUGnsCLFu2TP369dOsWbNUrVo1TZ48WQ0bNtSRI0fk6+sbb/tVq1YpOjrafHzx4kWVL1/e6cFnFAGQ5Fj6BwCQXi1cuFBBQUHmKGJPT09NmjRJnTt3TpUXmADuGD16tMaMGaN33nnH6lQAAACQgU2aNEmdOnVSUFCQJGnWrFlat26d5s2bp4EDB8bbPmfOnA6Ply5dKk9PT6eLAC4PnzIAAEDG8swzzyhbtmySpOrVq+unn37Sm2++SQEASOUuX77MUl0AAAAZjM2WMrfEio6O1r59+1S/fn0z5uLiovr162vnzp2JOsbcuXPVunVrZcmSxan3gpkAeGj/bgQc1wQYAID0qmDBgpo5c6ZOnTqlt99+W5kycSkFpAWvvvqqvv76a3Xp0sXqVAAAAJDOREVFKSoqyiHm7u4ud3d3h1hYWJhiYmLk5+fnEPfz89Pvv//+n+fZs2ePfv75Z82dO9fpHPnkiod2v0bANAEGAKQHp06d0uDBgzVz5kx5eXmZ8bZt21qYFYCHUbx4cQ0ZMkS7du1S2bJl5erq6vB8r169LMoMAAAAycXFJWW+oxw3bpxGjBjhEBs2bJiGDx+epOeZO3euypYte98mwg9CEQAPZev+62YB4N5GwDQBBgCkdYZhKDg4WL1799aVK1fk6uqq4OBgq9MC8Ahmz56trFmz6rvvvtN3333n8JzNZqMIAAAAgIc2aNAg9evXzyH271kAkuTj4yO73a7Q0FCHeGhoqPLkyfPAc1y7dk1Lly7VyJEjHypHigB4KMFrw837BXwzKXhYPuuSAQAgiVy4cEGdO3fW6tWrzdjWrVt16dKleA2ZAKQdJ0+etDoFAAAApLCUat2W0NI/CXFzc1OlSpW0efNmNWvWTJIUGxurzZs3q0ePHg/cd/ny5YqKilK7du0eKkcaA+OhxPUBkMTIfwBAurBmzRqVLVvWoQAQGBioQ4cOUQAA0hHDMGQYxn9vCAAAACSxfv36ac6cOVqwYIF+++03de3aVdeuXVNQUJAkKSAgQIMGDYq339y5c9WsWTPlypXroc7LTAAk2r2NgOOaAPt421W3oqfFmQEA8PAiIyPVt29fzZs3z4z5+Phozpw55ugMAGnfwoULNWHCBP3xxx+SpMcee0wDBgxQ+/btLc4MAAAAycGWUlMBnNCqVSv9888/Gjp0qM6fP68KFSpow4YNZrPgM2fOyMXFcdz+kSNHtG3bNn399dcPfV6KAEi0hBoB0wQYAJCW/fDDDwoICNCpU6fMWNOmTTVnzhzzIgxA2jdp0iQNGTJEPXr0UM2aNSVJ27ZtU5cuXRQWFqa+fftanCEAAAAyih49etx3+Z+tW7fGiz3++OOPPJOVIgDu696R/5LM0f9xjYBpAgwASOsOHTpkFgCyZs2qKVOmKCgoKFWOGAHw8KZNm6aPP/5YAQEBZuzFF1/UE088oeHDh1MEAAAASIf4WHcXRQDcV0Ij/yUaAQMA0o9u3bppzZo1unHjhhYsWKAiRYpYnRKAZPD333+rRo0a8eI1atTQ33//bUFGAAAAQMqhMTDuK24GgIvtztr/Pt52FfLLxOh/AECaFBMTo02bNjnEbDabli1bpi1btlAAANKx4sWL6/PPP48XX7ZsmUqUKGFBRgAAAEhuNpstRW5pATMB8J9yetn1+dj8VqcBAMBDO378uAICArRjxw5t2rRJ9evXN5/z9va2LjEAKWLEiBFq1aqVvv/+e7MnwPbt27V58+YEiwMAAABAesJMAAAAkG4ZhqHZs2erfPny2rFjhySpY8eOio6OtjgzACmpRYsW2r17t3LlyqUvvvhCX3zxhXx8fLRnzx69/PLLVqcHAACAZMBMgLuYCQAAANKlv//+Wx07dtT69evNWNGiRbVw4UK5ublZmBkAK1SqVEmLFy+2Og0AAAAgxVEEAAAA6c6KFSvUpUsXXbx40Yx16tRJH374obJly2ZhZgBSkouLy3+OzrLZbLp9+3YKZQQAAICUkkYG6acIigAAACDdCA8PV8+ePbVo0SIz5ufnp08//VQvvPCChZkBsML//ve/+z63c+dOTZ06VbGxsSmYEQAAAJDyKAJAkrR1/3UFrw3X9SjDjF2KiLEwIwAAnNepUyetWLHCfNy8eXPNmjVLuXPntjArAFZ56aWX4sWOHDmigQMHau3atXrttdc0cuRICzIDAABAcksr6/WnBBoDQ5IUvDZcZ0JvKyw8xrzF/n89wNOdPxgAQNowbtw4eXp6Knv27Fq4cKFWrFhBAQCAJOncuXPq1KmTypYtq9u3b+vgwYNasGCBChcubHVqAAAAQLJiJgAkyZwB4GKTcnrZzbinu01BTb0tygoAgAeLjo52aPJbvHhxLVu2TOXKlVOhQoUszAxAahEREaGxY8dq2rRpqlChgjZv3qzatWtbnRYAAACSGRMB7qIIAG3df11h4XeW/snpZdfnY/NbnBEAAA92+/ZtjR07Vp9//rn27NkjT09P8znW/gcQZ/z48frggw+UJ08effbZZwkuDwQAAACkdxQBoOC14eZ9lv4BAKR2R44cUUBAgPbs2SNJevvttzV9+nSLswKQGg0cOFCZM2dW8eLFtWDBAi1YsCDB7VatWpXCmQEAACC50RPgLooAGdzW/dd1JvS2+ZilfwAAqZVhGJo5c6YGDBigGzduSJLsdrty5colwzC4wAMQT0BAAP9tAAAAQIZHESCDu3cWQCG/TKpb0fP+GwMAYJGzZ88qKChImzZtMmOPPfaYFi5cqGrVqlmYGYDULDg42OoUAAAAYBHGgtzlYnUCsFZcQ2CJWQAAgNTps88+U5kyZRwKAN27d9eBAwcoAAAAAAAA8B+YCQBJko+3nVkAAIBUxTAMBQYGauHChWYsX758mj9/vp577jkLMwMAAAAApHYsC3kXMwEAAECqZLPZVLp0afNx69atdfjwYQoAAAAAAAA4gZkAGdjW/dcVFh5jdRoAANxX//79tWPHDrVp00atW7e2Oh0AAAAAQBrBRIC7KAJkYPc2BfZ0568CAGCtXbt2ae/everZs6cZs9vtWr16tYVZAQAAAACQtlEEyMBoCgwASA2io6M1atQojR07VpJUqVIl1ahRw+KsAAAAAABpGT0B7qInQAZ171JANAUGAFjl119/VfXq1TV69GjFxsYqNjZW06dPtzotAAAAAADSDYoAGRRLAQEArBQbG6vJkyerYsWK2r9/vyQpU6ZMGjVqlBYuXGhxdgAAAACAtM5mS5lbWsByQBnM1v3XFbw2XH9duG3GWAoIAJCSzpw5o8DAQG3ZssWMlSpVSiEhIapUqZKFmQEAAAAAkP4wEyCDCV4brjOhtxX7/+0ACvllYikgAECKMAxDCxcuVNmyZR0KAH369NG+ffsoAAAAAAAAkozNZkuRW1rATIAMJq4ZsItNKuCbiVkAAIAUc/v2bX300UeKjIyUJBUsWFDBwcF69tlnLc4MAAAAAID0iyJABpXTy67gYfmsTgMAkIG4uroqJCRElStXVsuWLTV16lR5e3tbnRYAAAAAIB1KI4P0UwRFAAAAkCyuXLmif/75R0WLFjVjZcqU0S+//KJixYpZmBkAAAAAABkHPQEAAECS27Ztm8qXL69mzZopKirK4TkKAAAAAACA5EZPgLsoAgAAgCQTFRWlgQMHqk6dOjp58qQOHz6skSNHWp0WAAAAAAAZFssBAQCAJHH48GG1a9dOhw4dMmM1a9bUG2+8YWFWAAAAAICMKI0M0k8RzAQAAACPJCYmRhMmTFDlypXNAoCrq6vef/99fffddw49AQAAAAAAQMpiJgAAAHhoJ0+eVIcOHfTDDz+YsbJlyyokJETly5e3MDMAAAAAQEaWVtbrTwkUAQAAwEMJDw9XxYoVFR4eLunOBVb//v01atQoubu7W5scAAAAAACQxHJAAADgIXl7e6tnz56SJH9/f23dulXjx4+nAAAAAAAAsJzNZkuRW1rATAAAAJBohmE4XOQMGTJErq6u6t27t7Jnz25hZgAAAAAAICHMBAAAAP8pIiJCgYGBGjdunEPc1dVVQ4YMoQAAAAAAAEhVbLaUuaUFzAQAAAAPtHXrVnXo0EFnzpxRpkyZ1KhRIz355JNWpwUAAAAAABKBmQAAACBBN2/e1FtvvaVnnnlGZ86ckSRlzpzZvA8AAAAAQGpFT4C7mAkAAADiOXDggNq1a6dff/3VjD399NMKDg5W4cKFLcwMAAAAAAA4g5kAAADAdPv2bY0ZM0ZVq1Y1CwDu7u768MMPtXnzZgoAAAAAAIA0gZ4AdzETAAAASJLOnTunV155RTt37jRjFSpUUEhIiMqUKWNhZgAAAAAA4GExEwAAAEiScuTIocuXL0uSXFxc9O6772r37t0UAAAAAAAAaQ49Ae6iCAAAACTdafobEhKikiVL6ocfftCYMWPk5uZmdVoAAAAAADiN5YDuYjkgAAAyqOXLl6tcuXJ6/PHHzVjlypX1888/y263W5gZAAAAAABIKo80E+DmzZtJlQcAAEghly9f1muvvaaWLVsqICBAt2/fdnieAgAAAAAAIK1zsdlS5JYWOF0EiI2N1ahRo5Q/f35lzZpVJ06ckCQNGTJEc+fOTfIEkXS27r+usPAYq9MAAFjom2++UdmyZbVkyRJJ0p49e/S///3P4qwAAAAAAMgYZsyYIX9/f3l4eKhatWras2fPA7cPDw9X9+7dlTdvXrm7u+uxxx7T+vXrnTqn00WA0aNHKzg4WOPHj3dYJ7hMmTL69NNPnT0cUlDw2nDzvqd72qhSAQCSxvXr19WrVy81aNBAZ8+elSR5e3tr8eLFeuWVVyzODgAAAACApJUaewIsW7ZM/fr107Bhw7R//36VL19eDRs21IULFxLcPjo6Wg0aNNCpU6e0YsUKHTlyRHPmzFH+/PmdOq/TPQEWLlyo2bNnq169eurSpYsZL1++vH7//XdnD4cUdD3KMO8HNfW2LhEAQIrau3ev2rdvryNHjpix+vXra/78+SpQoICFmQEAAAAAkHFMmjRJnTp1UlBQkCRp1qxZWrdunebNm6eBAwfG237evHm6dOmSduzYIVdXV0mSv7+/0+d1eibA2bNnVbx48Xjx2NhY3bp1y+kEkPJ8vO2qW9HT6jQAAMns1q1bGj58uKpXr24WADw8PDR16lRt3LiRAgAAAAAAIN2y2WwpcouKilJkZKTDLSoqKl4+0dHR2rdvn+rXr2/GXFxcVL9+fe3cuTPB17BmzRpVr15d3bt3l5+fn8qUKaOxY8cqJsa5Jd+dLgKULl1aP/zwQ7z4ihUr9OSTTzp7OAAAkEz27dunkSNHmhcHVapU0YEDB9SzZ0+5uDh9CQAAAAAAAP5l3Lhx8vLycriNGzcu3nZhYWGKiYmRn5+fQ9zPz0/nz59P8NgnTpzQihUrFBMTo/Xr12vIkCH68MMPNXr0aKdydHo5oKFDh6pDhw46e/asYmNjtWrVKh05ckQLFy7Ul19+6ezhAABAMnnqqafUt29fTZkyRUOGDNG7775rTh8EAAAAACA9c0mhlqiDBg1Sv379HGLu7u5JcuzY2Fj5+vpq9uzZstvtqlSpks6ePasJEyZo2LBhiT6O00WAl156SWvXrtXIkSOVJUsWDR06VBUrVtTatWvVoEEDZw8HAACSyPnz5+Xr6+swyn/MmDF67bXXVLFiRQszAwAAAAAgfXJ3d0/Ul/4+Pj6y2+0KDQ11iIeGhipPnjwJ7pM3b165urrKbrebsVKlSun8+fOKjo6Wm5tbonJ8qLUAateurU2bNunChQu6fv26tm3bpueee+5hDgUAAB6RYRhavHixSpYsqWnTpjk85+HhQQEAAAAAAJDhpFRPgMRyc3NTpUqVtHnzZjMWGxurzZs3q3r16gnuU7NmTR07dkyxsbFm7OjRo8qbN2+iCwDSQxQBihYtqosXL8aLh4eHq2jRos4eDilk6/7rCgt3rmEEACD1u3jxolq2bKl27dopIiJCAwcO1G+//WZ1WgAAAAAA4F/69eunOXPmaMGCBfrtt9/UtWtXXbt2TUFBQZKkgIAADRo0yNy+a9euunTpknr37q2jR49q3bp1Gjt2rLp37+7UeZ1eDujUqVMJdh+OiorS2bNnnT0cUkjw2nDzvqd7Ci2IBQBIVuvXr9cbb7zh0ECoRYsWyps3r4VZAQAAAABgPScG6aeYVq1a6Z9//tHQoUN1/vx5VahQQRs2bDCbBZ85c8Zhid+CBQtq48aN6tu3r8qVK6f8+fOrd+/eeuedd5w6b6KLAGvWrDHvb9y4UV5eXubjmJgYbd68Wf7+/k6dXJJmzJihCRMm6Pz58ypfvrymTZumqlWr3nf78PBwDR48WKtWrdKlS5dUuHBhTZ48WY0bN3b63BnF1v3XdSb0tvk4qKm3dckAAB7Z1atX1b9/f33yySdmLGfOnJo1a5ZeffVVCzMDAAAAAAAP0qNHD/Xo0SPB57Zu3RovVr16de3ateuRzpnoIkCzZs0k3VlLqUOHDg7Pubq6yt/fXx9++KFTJ1+2bJn69eunWbNmqVq1apo8ebIaNmyoI0eOyNfXN9720dHRatCggXx9fbVixQrlz59fp0+flre3t1PnzWjunQVQyC+T6lb0tC4ZAMAj2bFjhwICAnT8+HEz1qhRI82dO5cZAAAAAAAA/D+bUuFUAIskuggQ13ygSJEi2rt3r3x8fB755JMmTVKnTp3MNY9mzZqldevWad68eRo4cGC87efNm6dLly5px44dcnV1laSHmn2Q0VyPMsz7zAIAgLTriy++UIsWLcx/kz09PTVp0iR17tzZqWZEAAAAAAAg43C6MfDJkyeTpAAQHR2tffv2qX79+neTcXFR/fr1tXPnzgT3WbNmjapXr67u3bvLz89PZcqU0dixYxPsUYD4fLztzAIAgDSsXr16Kly4sKQ70wF/+uknvfnmmxQAAAAAAAD4FxdbytzSAqcbA0vStWvX9N133+nMmTOKjo52eK5Xr16JOkZYWJhiYmLMpgdx/Pz89Pvvvye4z4kTJ/Ttt9/qtdde0/r163Xs2DF169ZNt27d0rBhwxLcJyoqSlFRUebjyMjIROUHAEBqky1bNi1YsEA//PCD3n77bWXK9FD/jAMAAAAAgAzE6W8PDhw4oMaNG+v69eu6du2acubMqbCwMHl6esrX1zfRRYCHERsbK19fX82ePVt2u12VKlXS2bNnNWHChPsWAcaNG6cRI0YkW06p3db91xUWzkwJAEhrTp06pZ49e2ratGkOS9/Vrl1btWvXti4xAAAAAADSAGbN3+X0ckB9+/ZV06ZNdfnyZWXOnFm7du3S6dOnValSJU2cODHRx/Hx8ZHdbldoaKhDPDQ0VHny5Elwn7x58+qxxx6T3W43Y6VKldL58+fjzUiIM2jQIEVERJi3P//8M9E5pgf3NgX2dOcXHwBSO8MwNH/+fJUrV05ffvmlAgMDzR4AAAAAAAAAznK6CHDw4EG99dZbcnFxkd1uV1RUlAoWLKjx48fr3XffTfRx3NzcVKlSJW3evNmMxcbGavPmzapevXqC+9SsWVPHjh1z+DLk6NGjyps3r9zc3BLcx93dXdmzZ3e4ZSQ0BQaAtOPChQt6+eWX9frrr+vKlSuS7swIyGgFbAAAAAAAHpXNljK3tMDpIoCrq6tcXO7s5uvrqzNnzkiSvLy8nP6Sol+/fpozZ44WLFig3377TV27dtW1a9cUFBQkSQoICNCgQYPM7bt27apLly6pd+/eOnr0qNatW6exY8eqe/fuzr6MDIemwACQuq1evVplypTR6tWrzVhgYKAOHTpkNgMGAAAAAABwltM9AZ588knt3btXJUqUUN26dTV06FCFhYUpJCREZcqUcepYrVq10j///KOhQ4fq/PnzqlChgjZs2GA2Cz5z5oxZcJCkggULauPGjerbt6/KlSun/Pnzq3fv3nrnnXecfRkAAKQKkZGR6tu3r+bNm2fGfHx8NGfOHDVr1sy6xAAAAAAASMNc0sow/RTgdBFg7Nix5hIFY8aMUUBAgLp27aoSJUpo7ty5TifQo0cP9ejRI8Hntm7dGi9WvXp17dq1y+nzAACQ2mzfvl3t2rXTqVOnzFjTpk01Z84csyAOAAAAAADwKJwuAlSuXNm87+vrqw0bNiRpQgAAZBSRkZFmASBr1qyaMmWKgoKCZGO0AgAAAAAAj4SP1nc53RPgfvbv368XXnghqQ4HAEC616hRI7355puqXbu2Dh06pNdff50CAAAAAAAASFJOFQE2btyo/v37691339WJEyckSb///ruaNWumKlWqKDY2NlmShPO27r+uwBHndCkixupUAACSYmJitGzZMhmG4RCfPHmytmzZoiJFiliUGQAAAAAA6Y/NZkuRW1qQ6CLA3Llz1ahRIwUHB+uDDz7QU089pUWLFql69erKkyePfv75Z61fvz45c4UTgteG60zobcX+/3dNnu5p4xcSANKj48ePq06dOmrdunW8/jkeHh6y2+0WZQYAAAAAANK7RBcBpkyZog8++EBhYWH6/PPPFRYWppkzZ+rw4cOaNWuWSpUqlZx5wknXo+58++9ikwr5ZVJQU29rEwKADMgwDM2ePVvly5fXjh07JElvvfWWIiIiLM4MAAAAAID0zWZLmVtakOjGwMePH9err74qSWrevLkyZcqkCRMmqECBAsmWHB5dTi+7goflszoNAMhwzp8/r44dO2rdunVmrGjRolq4cKG8vLwszAwAAAAAAGQkiS4C3LhxQ56enpLurKfk7u6uvHnzJltiAACkVStWrFCXLl108eJFM9apUydNmjRJWbNmtTAzAAAAAAAyBpe0Mkw/BSS6CCBJn376qfnlxe3btxUcHCwfHx+HbXr16pV02QEAkIaEh4erZ8+eWrRokRnz8/PT3Llz1aRJEwszAwAAAAAAGVWiiwCFChXSnDlzzMd58uRRSEiIwzY2m40iAAAgwxo6dKhDAaBFixaaNWtWvII5AAAAAABIXswDuCvRRYBTp04lYxpISlv3X1dYeIzVaQBAhjN8+HCtXLlSV69e1fTp09WuXTvZmH4IAAAAAAAs5NRyQEgbgteGm/c93fnyCQCSy9WrVx3W+M+ZM6dWrlypfPnyqVChQhZmBgAAAABAxsagvLtcrE4ASe96lGHeD2rqbV0iAJBO3b59WyNHjlTx4sX1999/Ozz31FNPUQAAAAAAAACpBjMB0pl7lwLy8barbkVPizMCgPTl6NGjat++vfbs2SNJeuONN7Ru3TpGGAAAAAAAkIq48DHdxEyAdIalgAAgeRiGoRkzZqhChQpmAcBut6ty5cqKiaEPCwAAAAAASJ2YCZCObN1/XWdCb5uPWQoIAJLG2bNnFRQUpE2bNpmxEiVKKCQkRNWqVbMwMwAAAAAAkBBm7N/1UDMBjh8/rvfee09t2rTRhQsXJElfffWVfvnllyRNDs65dxZAIb9MLAUEAEngs88+U5kyZRwKAN27d9eBAwcoAAAAAAAAgFTP6SLAd999p7Jly2r37t1atWqVrl69Kkn66aefNGzYsCRPEIlHQ2AASFrdu3dX27ZtFR4eLknKly+fNm7cqOnTpytLlizWJgcAAAAAAO7LZkuZW1rgdBFg4MCBGj16tDZt2iQ3Nzcz/uyzz2rXrl1JmhweDg2BASBpPPvss+b91q1b6/Dhw3ruuecszAgAAAAAAMA5TvcEOHz4sJYsWRIv7uvrq7CwsCRJCgCA1KBFixbq0aOHatasqdatW1udDgAAAAAASCR6Atzl9EwAb29v/f333/HiBw4cUP78+ZMkKQAAUtru3bv1zjvvxItPmzaNAgAAAAAAAEiznJ4J0Lp1a73zzjtavny5bDabYmNjtX37dvXv318BAQHJkSMAAMnm1q1bGjlypMaOHavY2FhVqFBBbdq0sTotAMhw1qxZk+htX3zxxWTMBAAAAOmBCxMBTE4XAcaOHavu3burYMGCiomJUenSpRUTE6O2bdvqvffeS44cAQBIFr/++qvat2+v/fv3m7GFCxeqdevWTBsEgBTWrFmzRG1ns9kUExOTvMkAAAAA6YjTRQA3NzfNmTNHQ4YM0c8//6yrV6/qySefVIkSJZIjPzzA1v3XFbw2XNejDEnSpQg+DAFAYsTGxmrKlCkaNGiQoqKiJEmZMmXSsGHDNHDgQAoAAGCB2NhYq1MAAABAOsJn+7ucLgJs27ZNtWrVUqFChVSoUKHkyAmJFLw2XGdCb8eLe7rzCw4A93PmzBkFBgZqy5YtZqxUqVIKCQlRpUqVLMwMAAAAAAAg6TldBHj22WeVP39+tWnTRu3atVPp0qWTIy8kQtwMABeblNPLLulOASCoqbeFWQFA6mQYhkJCQtSzZ09FRkaa8T59+mjs2LHKnDmzhdkBAP7t2rVr+u6773TmzBlFR0c7PNerVy+LsgIAAEBawTDpu5wuApw7d05Lly7VZ599pvfff1/lypXTa6+9pjZt2qhAgQLJkSP+JW4ZoLjlf3J62fX52PwWZwUAqd/KlSvNAkDBggUVHBysZ5991uKsAAD/duDAATVu3FjXr1/XtWvXlDNnToWFhcnT01O+vr4UAQAAAAAnuDi7g4+Pj3r06KHt27fr+PHjevXVV7VgwQL5+/vzRUoKiVsGKPbORACW/wGARLDZbJo9e7Zy586t9u3b69ChQ/y7BQCpVN++fdW0aVNdvnxZmTNn1q5du3T69GlVqlRJEydOtDo9AAAApAEuNluK3NICp4sA9ypSpIgGDhyo999/X2XLltV3332XVHnhPrbuv272AXCxSYX8MrH8DwAk4OrVqzpw4IBDzM/PT4cOHdLChQvl7e1tTWIAgP908OBBvfXWW3JxcZHdbldUVJQKFiyo8ePH691337U6PQAAACBNeegiwPbt29WtWzflzZtXbdu2VZkyZbRu3bqkzA0JCF4bbt4v4JtJwcPyqW5FT+sSAoBUaNu2bSpfvrwaNWqksLAwh+fy5MljUVYAgMRydXWVi8udjyq+vr46c+aMJMnLy0t//vmnlakBAAAgjbDZUuaWFjhdBBg0aJCKFCmiZ599VmfOnNGUKVN0/vx5hYSE6Pnnn0+OHHGPuGbAkpgBAAD/EhUVpYEDB6pOnTo6ceKEQkND1bdvX6vTAgA46cknn9TevXslSXXr1tXQoUO1ePFi9enTR2XKlLE4OwAAACBtcbox8Pfff68BAwaoZcuW8vHxSY6ckIB/NwP28bYzAwAA7nH48GG1a9dOhw4dMmM1a9bU8OHDrUsKAPBQxo4dqytXrkiSxowZo4CAAHXt2lUlSpTQvHnzLM4OAAAAaYEtrQzTTwFOFwG2b9+eHHngP8Q1A45DM2AAuCMmJkaTJk3Se++9p+joaEl3lpEYOXKkBgwYILvdbnGGAABnVa5c2bzv6+urDRs2WJgNAAAAkLYlqgiwZs0aNWrUSK6urlqzZs0Dt33xxReTJDE4ilsGyMV2pxcASwEBgHTy5El16NBBP/zwgxkrU6aMQkJCVKFCBesSAwAAAAAAlmIiwF2JKgI0a9ZM58+fl6+vr5o1a3bf7Ww2m2JiYpIqNyQgp5ddwcPyWZ0GAFguOjpatWvX1tmzZyXd+Teof//+GjVqlNzd3S3ODgDwKIoUKfLA6dsnTpxIwWwAAACAtC1RRYDY2NgE7wMAYBU3NzeNGTNGgYGB8vf314IFC1SnTh2r0wIAJIE+ffo4PL5165YOHDigDRs2aMCAAdYkBQAAgDTFhakAJqd7AixcuFCtWrWKN8oyOjpaS5cuVUBAQJIlhzu27r+usHBmWABATEyMwxr/AQEBunbtmtq1a6fs2bNbmBkAICn17t07wfiMGTP0448/pnA2AAAAQNKZMWOGJkyYoPPnz6t8+fKaNm2aqlatmuC2wcHBCgoKcoi5u7vr5s2bTp3Txdkkg4KCFBERES9+5cqVeAkhaQSvDTfv0xAYQEYUERGhwMBAde7c2SFus9nUrVs3CgAAkEE0atRIK1eutDoNAAAApAE2W8rcnLFs2TL169dPw4YN0/79+1W+fHk1bNhQFy5cuO8+2bNn199//23eTp8+7fR74XQRwDCMBNfn/Ouvv+Tl5eV0AvhvcU2BJdEQGECGs3XrVpUrV04LFizQvHnztHr1aqtTAgBYZMWKFcqZM6fVaQAAAAAPZdKkSerUqZOCgoJUunRpzZo1S56enpo3b95997HZbMqTJ4958/Pzc/q8iV4O6Mknn5TNZpPNZlO9evWUKdPdXWNiYnTy5Ek9//zzTieAxPPxtqtuRU+r0wCAFHHz5k0NHjxYkyZNMmPZsmVzesobACDtifvsEccwDJ0/f17//POPZs6caWFmAAAASCsSGshupejoaO3bt0+DBg0yYy4uLqpfv7527tx53/2uXr2qwoULKzY2VhUrVtTYsWP1xBNPOHXuRBcBmjVrJkk6ePCgGjZsqKxZs5rPubm5yd/fXy1atHDq5AAAJOTAgQNq166dfv31VzNWt25dBQcHy9/f37rEAAAp4qWXXnL40Obi4qLcuXPr6aefVsmSJS3MDAAAAHAUFRWlqKgoh5i7u3u8nrphYWGKiYmJN5Lfz89Pv//+e4LHfvzxxzVv3jyVK1dOERERmjhxomrUqKFffvlFBQoUSHSOiS4CDBs2TJLk7++vVq1aycPDI9EnAQAgMW7fvq0PPvhAw4cP1+3btyXd+Ydz7Nix6tOnj1xcnF7FDgCQBg0fPtzqFP7T+qUjrE4BACRJFd7baHUKACBJ+v39hlan4CClvkEYN26cRoxwvDYcNmxYklzTVq9eXdWrVzcf16hRQ6VKldInn3yiUaNGJfo4iS4CxOnQoYOzuwAA8J8uXbqkJk2aaNeuXWasQoUKCgkJUZkyZSzMDACQ0ux2u/7++2/5+vo6xC9evChfX1/FxMRYlBkAAADSipRaDmjQoEHq16+fQ+zfswAkycfHR3a7XaGhoQ7x0NBQ5cmTJ1HncnV11ZNPPqljx445lWOiCiI5c+ZUWFiYJClHjhzKmTPnfW8AADwMb29vc6k5FxcXvfvuu9q9ezcFAADIgAzDSDAeFRUlNze3FM4GAAAAuD93d3dlz57d4ZZQEcDNzU2VKlXS5s2bzVhsbKw2b97sMNr/QWJiYnT48GHlzZvXqRwTNRPgo48+UrZs2cz7qa2pAgAg7XNxcdG8efPUvHlzTZkyRTVq1LA6JQBACps6daqkO6O2Pv30U4c+ZDExMfr+++/pCQAAAIBEcUmFX2H369dPHTp0UOXKlVW1alVNnjxZ165dU1BQkCQpICBA+fPn17hx4yRJI0eO1FNPPaXixYsrPDxcEyZM0OnTp9WxY0enzpuoIsC9SwAFBgY6dQIAABKyfPly+fr6qm7dumasYMGC2rNnD8VmAMigPvroI0l3ZgLMmjVLdrvdfM7NzU3+/v6aNWuWVekBAAAAj6RVq1b6559/NHToUJ0/f14VKlTQhg0bzGbBZ86cceiHePnyZXXq1Ennz59Xjhw5VKlSJe3YsUOlS5d26rxO9wTYv3+/XF1dVbZsWUnS6tWrNX/+fJUuXVrDhw9nei4A4IEuX76sHj16aMmSJSpYsKAOHz4sLy8v83kKAACQcZ08eVKS9Mwzz2jVqlXKkSOHxRkBAAAgrUqNMwEkqUePHurRo0eCz23dutXh8UcffWQOlHkUTjdJfvPNN3X06FFJ0okTJ9SqVSt5enpq+fLlevvttx85IQBA+vXNN9+obNmyWrJkiSTpzz//1OLFiy3OCgCQ2mzZsoUCAAAAAJBEnC4CHD16VBUqVJB0ZymHunXrasmSJQoODtbKlSuTOj8AQDpw/fp19erVSw0aNNDZs2c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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:55:51,983 INFO: === Dataset: f ===\n", "2025-03-24 02:55:57,905 INFO:Total samples: 12911\n", "2025-03-24 02:56:41,508 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:56:41,576 INFO: === Dataset: g ===\n", "2025-03-24 02:56:44,242 INFO:Total samples: 6000\n", "2025-03-24 02:57:05,041 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:57:05,108 INFO: === Dataset: h ===\n", "2025-03-24 02:57:07,712 INFO:Total samples: 6000\n", "2025-03-24 02:57:28,295 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:57:28,362 INFO: === Dataset: i ===\n", "2025-03-24 02:57:31,039 INFO:Total samples: 6000\n", "2025-03-24 02:57:51,708 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": [ "2025-03-24 02:57:51,777 INFO: === Dataset: j ===\n", "2025-03-24 02:57:54,381 INFO:Total samples: 6000\n", "2025-03-24 02:58:15,123 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": [ "2025-03-24 02:58:15,196 INFO: === Dataset: k ===\n", "2025-03-24 02:58:17,881 INFO:Total samples: 6000\n", "2025-03-24 02:58:38,893 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 02:58:38,966 INFO: === Dataset: l ===\n", "2025-03-24 02:58:47,323 INFO:Total samples: 18911\n", "2025-03-24 02:59:51,857 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": [ "2025-03-24 02:59:51,924 INFO:Model CaiT evaluation completed in 295.62 seconds.\n", "2025-03-24 02:59:51,924 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 02:59:52,075 INFO:Loaded model weights from DeiT_best.pth\n", "2025-03-24 02:59:52,076 INFO: === Dataset: a ===\n", "2025-03-24 02:59:53,443 INFO:Total samples: 3181\n", "2025-03-24 03:00:05,161 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:00:05,235 INFO: === Dataset: b ===\n", "2025-03-24 03:00:06,615 INFO:Total samples: 3181\n", "2025-03-24 03:00:18,388 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:00:18,456 INFO: === Dataset: c ===\n", "2025-03-24 03:00:19,894 INFO:Total samples: 3181\n", "2025-03-24 03:00:30,975 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": [ "2025-03-24 03:00:31,045 INFO: === Dataset: d ===\n", "2025-03-24 03:00:32,454 INFO:Total samples: 3181\n", "2025-03-24 03:00:43,573 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": [ "2025-03-24 03:00:43,644 INFO: === Dataset: e ===\n", "2025-03-24 03:00:44,049 INFO:Total samples: 911\n", "2025-03-24 03:00:47,394 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": [ "2025-03-24 03:00:47,465 INFO: === Dataset: f ===\n", "2025-03-24 03:00:53,072 INFO:Total samples: 12911\n", "2025-03-24 03:01:36,968 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": [ "2025-03-24 03:01:37,052 INFO: === Dataset: g ===\n", "2025-03-24 03:01:39,748 INFO:Total samples: 6000\n", "2025-03-24 03:02:00,967 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:02:01,040 INFO: === Dataset: h ===\n", "2025-03-24 03:02:03,591 INFO:Total samples: 6000\n", "2025-03-24 03:02:23,899 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:02:23,967 INFO: === Dataset: i ===\n", "2025-03-24 03:02:26,486 INFO:Total samples: 6000\n", "2025-03-24 03:02:47,121 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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69eqlAQMGWB0PAAAAacBZntJ3BEuLAJLUpUsXdenSJcl1GzZssHudKVMmDRo0SIMGDXJAMgAAAMc6efKkmjVrpu3bt5ttpUqV0ty5c/XUU09ZmAxwbr1791ZCQoJq166tmzdvqnr16vLw8FCvXr3UtWtXq+Mhg2j/ejX1aFlLAY9l1YEjp9VzzBL9+MupJLfNlMlF74bVVYuGFZTHP5uOnLyg/p8s15pth8xtfLw9NKhTA71Qs4Ry5vDRT4dPq9eHS7X7YNLHBIC7Fi6Yp9mzZuhS5EU98WRRvd93gEJCStx3++9Wf6spkybozOnTypc/SG/36KVq1WuY69eu+U6Lv1ioQwd/UVTUVS1cskxFixZzxFsBkEp4lAwAACCd8PT01G+//SZJcnFxUb9+/bRz504KAMB/ZLPZ1K9fP12+fFk///yzduzYoYsXL2rQoEE6c+aM1fGQAbxat7RG93xJI6atUqXmH2r/b6e1fHIn5czhk+T2gzs11JuvVFbPMUtU+tWR+nzJVi36qK1KPvm4uc2nA5upVsUn1WZAhMo1+UDf7/hVKz7trDw5sznqbQFwQqu/XamxY0apfcfOWrD4Kz3xZFF1at9Wly9dSnL7fXv3qM9776jxS69q4eJlqlmrtnp066zffztibnPr1k2VLlNGb/fo5ai3AaQK5gS4hyIAAABAOhEQEKBp06apcOHC2rJli4YPHy53d3erYwEZhru7u4oXL64KFSrIx8dHv/zyiwIDA62OhQyg2xs1NeurbYpYvlO/Hj+nriO+0K3bsWr14tNJbt+8QXmNmblGq7ce1InTlzR9yRat3npQb4fWlCR5eripca2S6jfha23dc1TH/ojUiM++1dE/I9XutaqOfGsAnEzEnFl6+dXX1filV1SoUGH1HzhEnp6eWvbV0iS3nz93jipXqabWbd5UwUKF1LlrdxUrXlwL5881t2n4QmO179hFFStVctTbAFIFRYB7KAIAAABYZOnSpYqMjLRre+mll/Tzzz+rEjdZAOAU3DK5qnSxQK3bedhsMwxD63YeVoUSBZLcx90tk27H3LFruxVzR5VL/TVRdSZXF2XK5KrbsXF229y+HWtuAwD/dOdOrA4d/EUVn65strm4uKji05W1/6e9Se6z/6d9ib7cr1S5qvb/tC8towJwMIoAAAAADnblyhU1b95cr776qjp27CjDMOzWe3h4WJQMAJBSftkzK1MmV124fM2u/cLla8r1WJYk9/l++yF1a1FThQJzymazqVbFJ/VizZLK5ffXUD/Xb8Zox0/H1efNesrtl1UuLjY1fb6cKpYooFx+WdP8PQFwTleuXFF8fLwee+wxu/bHHnss0YMnd0VGRuqxx/zst/e7//aAU7E5aHECFAEAAAAcaM2aNQoJCdGCBQskSUuWLNGmTZssTgXgQWJiYhQdHW23GAnxVseCE+v14Zc6euqifvqyn6J3jtPH77+qOf/bqYSEBHObNgMiZLPZdOy74YraMU6dm9bQF6t3K+EfhWMAAIB/k8nqAAAAAI+Cmzdv6v3339ekSZPMtuzZs2vy5MmqXr26hcmAjGv//v0PXH/48OEHrr9r1KhRGjJkiF2ba64Kcstd8aGzIeOIvHpDcXHx8ve1f+rf3zeLzl26dp99ruv1dz6Xh3smPZYts85cjNLwbi/o+Ol7E3ce/zNSddt9Im9Pd2X18dS5yGhFfNBax/9MenJPAMiRI4dcXV116R+TAF+6dEl+fn5J7uPn56dLl+yf+r8Uef/tAWfiLOP1OwJFAAAAgDT2ww8/KDQ01O4Lxzp16mjWrFl6/PHHLUwGZGylSpWSzWZLNOSWJLM9OTeHffr0Uc+ePe3a/Kv3SbWccG534uK199AfqlnhCf1vwwFJf/1+1azwpKYuenBPr5jYOJ25GKVMmVzUuHZJLV2TeMzum7djdfN2rLJn8VKdSkXVb8LyNHkfAJyfm5u7ihV/Srt2blet2nUkSQkJCdq1c7uaNmuR5D4lSpbSrh071CK0tdm2Y/s2lShZygGJATgKRQAAAIA0cufOHY0YMULDhw9XfPxfQ4d4enpqzJgx6ty5s1xcGJkRSEvHjx9PleN4eHgkmqvD5uKaKsdGxvDJvPWaPqSFdh/8Qz/+clJdmj8jby93zVm+U5L0+dAWOnMhSgMn/U+SVD44v/L4Z9NPh08rr3829WtfXy42m8aFrzWPWadSUdlsNh05cV6FAnNqZPcXdeTEBc1ZvsOS9wjAOYS2DNOAfu+r+FPBCg4uoXlzZ+vWrVt6sfHLkqT+fd6Tv3+AuvV4R5LUvEVLvRkWqjnhM1Wteg2t+nalDv7yswYOHmoeMyrqqs6ePauLFy5Ikk7+/99XPz8/+fnldPA7BJKPngD3UAQAAABII998843dECLly5fXnDlzVLRoUQtTAY+O/PnzWx0Bj4gl3+2VXw4fDez4vAIey6r9h//Ui10+NScLDsyVQwkJ93qkeLi7aVCnhiqQ9zFdvxmj1VsPqm3/CEVdv2Vuk83HS0O7NFLegOy6HHVDX6/7SYMmf6O4uIRE5weAu+rVf15XrlzWp5M+UWTkRT1ZtJimTP1cj/3/8D5nz56V7W8PopQqXUYjR3+kyRPHa+KEccqXP0gffzJZhYs8YW6zYf06Dep/rwfc++/2kCS179hFHTt3ddA7A/Bf2Iyk+sZmYNHR0cqWLZuioqKUNWtWSzL0WLRYV27eVA5vb33c5DVLMgAAgLRnGIZefvll/e9//9OAAQPUt29fubm5WR0LSDPp4Vr734SEhGjlypUKDAz8T8fxKtMtlRIBwH9zeecnVkcAAEmSVzq71Snc61uHnOf3j+o75Dz/BT0BAAAAUsnVq1eVPXt287XNZtO0adN04sQJlS9f3rpgAEwnTpzQnTt3rI4BAAAAOAwD0QIAAPxHhmFo7ty5CgoK0v/+9z+7dTlz5qQAAAAAAAAOZrPZHLI4A4oAAAAA/8GlS5f0+uuvKzQ0VFFRUXrzzTd18eJFq2MBuI9q1arJy8vL6hgAAACAwzAcEAAAwEP69ttv1aZNG507d85se/bZZxn3H0jHVq5caXUEAAAAOICTPKTvEBQBAAAAUuj69evq1auXPvvsM7PN19dXU6dO1WuvvWZhMgD389tvv2n9+vW6cOGCEhIS7NYNHDjQolQAAABA2qMIAAAAkALbt29XaGiojh49arbVr19fM2bMUO7cuS1MBuB+pk+fro4dO8rPz0+5cuWyG7vVZrNRBAAAAMiAnGW8fkegCAAAAJBMc+bMUVhYmPkUsbe3t8aNG6e33nqLC0wgHRs+fLhGjBih999/3+ooAAAAgMNRBAAAAEimmjVrKkuWLIqKilKlSpU0Z84cFS5c2OpYAP7FlStXGKoLAADgEcNzWve4WB0AAADAWQQGBmrKlCkaMWKENm3aRAEAcBKvvfaavvvuO6tjAAAAAJagJwAAAEASTpw4oX79+mnKlCnKli2b2d68eXMLUwF4GIULF9aAAQO0Y8cOhYSEyM3NzW59t27dLEoGAACAtOLiQleAuygCAAAA/I1hGAoPD9fbb7+ta9euyc3NTeHh4VbHAvAfTJs2TT4+Ptq4caM2btxot85ms1EEAAAAQIZGEQAAAOD/XbhwQW+99Za+/vprs23Dhg26fPmyfH19LUwG4L84fvy41REAAADgYMwJcA9zAgAAAEhavny5QkJC7AoArVu31v79+ykAABmIYRgyDMPqGAAAAIDDUAQAAACPtOjoaLVt21YvvviiLly4IEny8/PTV199pVmzZilr1qwWJwSQGubMmaOQkBB5eXnJy8tLJUqUUEREhNWxAAAAkEZsNptDFmfAcEAAAOCRtXnzZrVs2VInTpww2xo1aqTp06crICDAumAAUtW4ceM0YMAAdenSRVWqVJEkbdmyRR06dFBkZKR69OhhcUIAAAAg7VAEAAAAj6z9+/ebBQAfHx9NmDBBYWFhTvM0B4DkmThxoj799FO1bNnSbHvhhRf01FNPafDgwRQBAAAAMiBu6+6hCAAAAB5ZnTp10vLly3Xr1i3Nnj1bBQoUsDoSgDRw9uxZVa5cOVF75cqVdfbsWQsSAQAAAI7DnAAAAOCREB8frzVr1ti12Ww2LVq0SOvXr6cAAGRghQsX1hdffJGofdGiRSpSpIgFiQAAAJDWmBPgHnoCAACADO/o0aNq2bKltm3bpjVr1qhOnTrmuuzZs1sXDIBDDBkyRE2aNNGmTZvMOQG2bt2qtWvXJlkcAAAAADISegIAAIAMyzAMTZs2TSVLltS2bdskSW+++aZiY2MtTgbAkV555RXt3LlTjz32mJYtW6Zly5bJz89Pu3bt0ksvvWR1PAAAAKQBegLcQ08AAACQIZ09e1ZvvvmmVq5cabYVLFhQc+bMkbu7u4XJAFihbNmymjdvntUxAAAAAIejCAAAADKcJUuWqEOHDrp06ZLZ1q5dO40dO1ZZsmSxMBkAR3JxcfnXp7NsNpvi4uIclAgAAACO4iQP6TsERQAAAJBhXL16VV27dtXcuXPNtoCAAH3++edq2LChhckAWOGrr76677rt27frk08+UUJCggMTAQAAAI5HEQAAAGQY7dq105IlS8zXL7/8sqZOnaqcOXNamAqAVV588cVEbYcPH1bv3r31v//9T2+88YaGDh1qQTIAAACkNWcZr98RmBgYAABkGKNGjZK3t7eyZs2qOXPmaMmSJRQAAEiSzpw5o3bt2ikkJERxcXHat2+fZs+erfz581sdDQAAAEhT9AQAAABOKzY21m6S38KFC2vRokUqUaKE8uXLZ2EyAOlFVFSURo4cqYkTJ6pUqVJau3atqlWrZnUsAAAApDE6AtxDTwAAAOB04uLiNHToUJUpU0Y3b960W9ewYUMKAAAkSWPGjFHBggX1zTffaMGCBdq2bRsFAAAAADxy6AkAAACcyuHDh9WyZUvt2rVLkvTee+9p0qRJFqcCkB717t1bXl5eKly4sGbPnq3Zs2cnud2XX37p4GQAAABIa8wJcA9FAAAA4BQMw9CUKVP07rvv6tatW5IkV1dXPfbYYzIMgws8AIm0bNmS/20AAADAI48iAAAASPdOnz6tsLAwrVmzxmx74oknNGfOHFWsWNHCZADSs/DwcKsjAAAAwCI8C3IPcwIAAIB0bcGCBQoODrYrAHTu3Fl79+6lAAAAAAAAwL+gJwAAAEiXDMNQ69atNWfOHLMtT548mjVrlurWrWthMgAAAABAesewkPfQEwAAAKRLNptNxYsXN183bdpUBw4coAAAAAAAAEAK0BMAAACkW7169dK2bdvUrFkzNW3a1Oo4AAAAAAAnQUeAeygCAACAdGHHjh364Ycf1LVrV7PN1dVVX3/9tYWpAAAAAABwbhQBAACApWJjYzVs2DCNHDlSklS2bFlVrlzZ4lQAAAAAAGfGnAD3MCcAAACwzMGDB1WpUiUNHz5cCQkJSkhI0KRJk6yOBQAAAABAhkERAAAAOFxCQoLGjx+vMmXKaM+ePZKkTJkyadiwYZozZ47F6QAAAAAAzs5mc8ziDBgOCAAAONSpU6fUunVrrV+/3mwrVqyYIiIiVLZsWQuTAQAAAACQ8dATAAAAOIRhGJozZ45CQkLsCgDdu3fX7t27KQAAAAAAAFKNzWZzyOIM6AkAAAAcIi4uTh9//LGio6MlSYGBgQoPD1etWrUsTgYAAAAAQMZFTwAAAOAQbm5uioiIkIeHh0JDQ7V//34KAAAAAACANMGcAPfQEwAAAKSJa9eu6eLFiypYsKDZFhwcrF9++UWFChWyMBkAAAAAAI8OegIAAIBUt2XLFpUsWVKNGzdWTEyM3ToKAAAAAACAtMacAPdQBAAAAKkmJiZGvXv3VvXq1XX8+HEdOHBAQ4cOtToWAAAAAACPLIYDAgAAqeLAgQNq0aKF9u/fb7ZVqVJFbdu2tTAVAAAAAOBR5CQP6TsEPQEAAMB/Eh8frw8//FDlypUzCwBubm764IMPtHHjRrs5AQAAAAAAgGPREwAAADy048ePq1WrVtq8ebPZFhISooiICJUsWdLCZAAAAACAR5mzjNfvCBQBAADAQ7l69arKlCmjq1evSvrrAqtXr14aNmyYPDw8rA0HAAAAAAAkMRwQAAB4SNmzZ1fXrl0lSUFBQdqwYYPGjBlDAQAAAAAAYDmbzeaQxRnQEwAAACSbYRh2FzkDBgyQm5ub3n77bWXNmtXCZAAAAAAAICn0BAAAAP8qKipKrVu31qhRo+za3dzcNGDAAAoAAAAAAIB0xWZzzOIM6AkAAAAeaMOGDWrVqpVOnTqlTJkyqX79+ipdurTVsQAAAAAAQDLQEwAAACTp9u3beuedd1SzZk2dOnVKkuTl5WX+GwAAAACA9Io5Ae6hJwAAAEhk7969atGihQ4ePGi2PfPMMwoPD1f+/PktTAYAAAAAAFKCngAAAMAUFxenESNGqEKFCmYBwMPDQ2PHjtXatWspAAAAAAAAnAJzAtxDTwAAACBJOnPmjF599VVt377dbCtVqpQiIiIUHBxsYTIAAAAAAPCw6AkAAAAkSTly5NCVK1ckSS4uLurbt6927txJAQAAAAAA4HSYE+AeigAAAEDSX5P+RkREqGjRotq8ebNGjBghd3d3q2MBAAAAAJBiDAd0D8MBAQDwiFq8eLFKlCihJ5980mwrV66cfv75Z7m6ulqYDAAAAAAApJb/1BPg9u3bqZUDAAA4yJUrV/TGG2/o9ddfV8uWLRUXF2e3ngIAAAAAAMDZudhsDlmcQYqLAAkJCRo2bJjy5s0rHx8fHTt2TJI0YMAAzZgxI9UDAgCA1PP9998rJCRE8+fPlyTt2rVLX331lcWpAAAAAABAWklxEWD48OEKDw/XmDFj7MYJDg4O1ueff56q4QAAQOq4efOmunXrpmeffVanT5+WJGXPnl3z5s3Tq6++anE6AAAAAABSF3MC3JPiIsCcOXM0bdo0vfHGG3bDBZQsWVK//vprqoYDAAD/3Q8//KAyZcpo4sSJZludOnV04MABNW/eXDZnuWoBAAAAAAApluIiwOnTp1W4cOFE7QkJCbpz506qhAIAAP/dnTt3NHjwYFWqVEmHDx+WJHl6euqTTz7R6tWr9fjjj1ucEAAAAACAtGGz2RyyOIMUFwGKFy+uzZs3J2pfsmSJSpcunSqhAADAf7d7924NHTpU8fHxkqTy5ctr79696tq1q1xcUnwJAAAAAAAAnFCKvwEYOHCgunTpotGjRyshIUFffvml2rVrpxEjRmjgwIFpkREAADyEp59+Wj169JCrq6sGDx6srVu3qmjRolbHAgAAAAAgzbnYHLOk1OTJkxUUFCRPT09VrFhRu3bteuD2V69eVefOnZU7d255eHjoiSee0MqVK1P2WaQ05Isvvqj//e9/+v7775U5c2YNHDhQhw4d0v/+9z89++yzKT0cAABIJefOnVNCQoJd24gRI7Rr1y4NGjRIbm5uFiUDAAAAAACLFi1Sz549NWjQIO3Zs0clS5ZUvXr1dOHChSS3j42N1bPPPqsTJ05oyZIlOnz4sKZPn668efOm6LyZHiZstWrVtGbNmofZFQAApDLDMDR//nx17txZQ4YM0dtvv22u8/T0VJkyZSxMBwAAAACA46XH8frHjRundu3aKSwsTJI0depUrVixQjNnzlTv3r0TbT9z5kxdvnxZ27ZtMx/sCwoKSvF5U9wToGDBgrp06VKi9qtXr6pgwYIpDgAAAB7epUuX9Prrr6tFixaKiopS7969dejQIatjAQAAAACAv4mNjdXu3btVp04ds83FxUV16tTR9u3bk9xn+fLlqlSpkjp37qyAgAAFBwdr5MiR5tx/yZXingAnTpxI8iQxMTE6ffp0Sg8HAAAe0sqVK9W2bVudO3fObHvllVeUO3duC1MBAAAAAGA9R3UEiImJUUxMjF2bh4eHPDw87NoiIyMVHx+vgIAAu/aAgAD9+uuvSR772LFjWrdund544w2tXLlSv//+uzp16qQ7d+5o0KBByc6Y7J4Ay5cv1/LlyyVJq1evNl8vX75cX331lYYNG/ZQXRGsmAgBAABndv36dXXo0EENGjQwCwC+vr764osvNHfuXGXPnt3agAAAAAAAPCJGjRqlbNmy2S2jRo1KlWMnJCTI399f06ZNU9myZdWkSRP169dPU6dOTdFxkt0ToHHjxpL+GkupVatWduvc3NwUFBSksWPHpujkdydCmDp1qipWrKjx48erXr16Onz4sPz9/RNtf3ciBH9/fy1ZskR58+bVyZMn+bIDAPDI2LZtm1q2bKmjR4+abfXr19eMGTPoAQAAAAAAwP+zyTFdAfr06aOePXvatf2zF4Ak+fn5ydXVVefPn7drP3/+vHLlypXksXPnzi03Nze5urqabcWKFdO5c+cUGxsrd3f3ZGVMdk+AhIQEJSQkKF++fLpw4YL5OiEhQTExMTp8+LAaNmyY3MNJsp8IoXjx4po6daq8vb01c+bMJLe/OxHCsmXLVKVKFQUFBalGjRoqWbJkis4LAIAzWrZsmapVq2YWALy9vc1JhCgAAAAAAADgeB4eHsqaNavdklQRwN3dXWXLltXatWvNtoSEBK1du1aVKlVK8thVqlTR77//roSEBLPtyJEjyp07d7ILANJDTAx8/Phx+fn5pXS3RKycCAEAAGdUu3Zt5c+fX5JUqVIl/fTTT2rfvr1sjhroEAAAAAAAJ+Fic8ySEj179tT06dM1e/ZsHTp0SB07dtSNGzcUFhYmSWrZsqX69Oljbt+xY0ddvnxZb7/9to4cOaIVK1Zo5MiR6ty5c4rOm+KJgSXpxo0b2rhxo06dOqXY2Fi7dd26dUvWMRw1EcI/J2aIjo5OVj4AANKbLFmyaPbs2dq8ebPee+89Zcr0UH/GAQAAAACABZo0aaKLFy9q4MCBOnfunEqVKqVVq1aZ35GfOnVKLi73ntsPDAzU6tWr1aNHD5UoUUJ58+bV22+/rffffz9F503xtwd79+7V888/r5s3b+rGjRvy9fVVZGSkvL295e/vn+wiwMP4+0QIrq6uKlu2rE6fPq0PP/zwvkWAUaNGaciQIWmWCQCAtHDixAl17dpVEydOVFBQkNlerVo1VatWzbpgAAAAAAA4gfTaa75Lly7q0qVLkus2bNiQqK1SpUrasWPHfzpniocD6tGjhxo1aqQrV67Iy8tLO3bs0MmTJ1W2bFl99NFHyT7Ow06E8MQTT9x3IoSk9OnTR1FRUebyxx9/JDsjAACOZhiGZs2apRIlSuibb75R69at7cb+AwAAAAAASIkUFwH27dund955Ry4uLnJ1dVVMTIwCAwM1ZswY9e3bN9nHcdRECElNzAAAQHp04cIFvfTSS2rTpo2uXbsm6a8eARSwAQAAAABIGZvNMYszSHERwM3NzRyXyN/fX6dOnZIkZcuWLcVfUlg1EQIAAOnN119/reDgYH399ddmW+vWrbV//35zMmAAAAAAAICUSvGcAKVLl9YPP/ygIkWKqEaNGho4cKAiIyMVERGh4ODgFB3LqokQAABIL6Kjo9WjRw/NnDnTbPPz89P06dPVuHFj64IBAAAAAODEXJzlMX0HSHERYOTIkeYQBSNGjFDLli3VsWNHFSlSRDNmzEhxACsmQgAAID3YunWrWrRooRMnTphtjRo10vTp082COAAAAAAAwH+R4iJAuXLlzH/7+/tr1apVqRoIAIBHRXR0tFkA8PHx0YQJExQWFiYbTysAAAAAAPCfcGt9T4rnBLifPXv2qGHDhql1OAAAMrz69eurffv2qlatmvbv3682bdpQAAAAAAAAAKkqRUWA1atXq1evXurbt6+OHTsmSfr111/VuHFjlS9fXgkJCWkSEgAAZxcfH69FixbJMAy79vHjx2v9+vUqUKCARckAAAAAAMh4bDabQxZnkOwiwIwZM1S/fn2Fh4dr9OjRevrppzV37lxVqlRJuXLl0s8//6yVK1emZVYAAJzS0aNHVb16dTVt2jTR/Dmenp5ydXW1KBkAAAAAAMjokl0EmDBhgkaPHq3IyEh98cUXioyM1JQpU3TgwAFNnTpVxYoVS8ucAAA4HcMwNG3aNJUsWVLbtm2TJL3zzjuKioqyOBkAAAAAABmbzeaYxRkkuwhw9OhRvfbaa5Kkl19+WZkyZdKHH36oxx9/PM3CAQDgrM6dO6dGjRqpffv2unHjhiSpYMGCWrlypbJly2ZxOgAAAAAA8KjIlNwNb926JW9vb0l/jafk4eGh3Llzp1kwAACc1ZIlS9ShQwddunTJbGvXrp3GjRsnHx8fC5MBAAAAAPBocHGWx/QdINlFAEn6/PPPzS8v4uLiFB4eLj8/P7ttunXrlnrpAABwIlevXlXXrl01d+5csy0gIEAzZsxQgwYNLEwGAAAAAAAeVckuAuTLl0/Tp083X+fKlUsRERF229hsNooAAIBH1sCBA+0KAK+88oqmTp2aqGAOAAAAAADSFv0A7kl2EeDEiRNpGAMAAOc3ePBgLV26VNevX9ekSZPUokUL2eh+CAAAAAAALJSi4YAAAMA9169ftxvj39fXV0uXLlWePHmUL18+C5MBAAAAAPBo46G8e1ysDgAAgLOJi4vT0KFDVbhwYZ09e9Zu3dNPP00BAAAAAAAApBv0BAAAIAWOHDmi0NBQ7dq1S5LUtm1brVixgicMAAAAAABIR1y4TTfREwAAgGQwDEOTJ09WqVKlzAKAq6urypUrp/j4eIvTAQAAAAAAJI2eAAAA/IvTp08rLCxMa9asMduKFCmiiIgIVaxY0cJkAAAAAAAgKfTYv+ehegIcPXpU/fv3V7NmzXThwgVJ0rfffqtffvklVcMBAGC1BQsWKDg42K4A0LlzZ+3du5cCAAAAAAAASPdSXATYuHGjQkJCtHPnTn355Ze6fv26JOmnn37SoEGDUj0gAABW6dy5s5o3b66rV69KkvLkyaPVq1dr0qRJypw5s7XhAAAAAADAfdlsjlmcQYqLAL1799bw4cO1Zs0aubu7m+21atXSjh07UjUcAABWqlWrlvnvpk2b6sCBA6pbt66FiQAAAAAAAFImxXMCHDhwQPPnz0/U7u/vr8jIyFQJBQBAevDKK6+oS5cuqlKlipo2bWp1HAAAAAAAkEzMCXBPinsCZM+eXWfPnk3UvnfvXuXNmzdVQgEA4Gg7d+7U+++/n6h94sSJFAAAAAAAAIDTSnFPgKZNm+r999/X4sWLZbPZlJCQoK1bt6pXr15q2bJlWmQEACDN3LlzR0OHDtXIkSOVkJCgUqVKqVmzZlbHAoBHzvLly5O97QsvvJCGSQAAAJARuNARwJTiIsDIkSPVuXNnBQYGKj4+XsWLF1d8fLyaN2+u/v37p0VGAADSxMGDBxUaGqo9e/aYbXPmzFHTpk3pNggADta4ceNkbWez2RQfH5+2YQAAAIAMJMVFAHd3d02fPl0DBgzQzz//rOvXr6t06dIqUqRIWuQDACDVJSQkaMKECerTp49iYmIkSZkyZdKgQYPUu3dvCgAAYIGEhASrIwAAACAD4d7+nhQXAbZs2aKqVasqX758ypcvX1pkAgAgzZw6dUqtW7fW+vXrzbZixYopIiJCZcuWtTAZAAAAAABA6ktxEaBWrVrKmzevmjVrphYtWqh48eJpkQsAgFRlGIYiIiLUtWtXRUdHm+3du3fXyJEj5eXlZWE6AMA/3bhxQxs3btSpU6cUGxtrt65bt24WpQIAAICzoB/APSkuApw5c0YLFy7UggUL9MEHH6hEiRJ644031KxZMz3++ONpkREAgFSxdOlSswAQGBio8PBw1apVy+JUAIB/2rt3r55//nndvHlTN27ckK+vryIjI+Xt7S1/f3+KAAAAAEAKuKR0Bz8/P3Xp0kVbt27V0aNH9dprr2n27NkKCgriixQAQLpls9k0bdo05cyZU6Ghodq/fz9/twAgnerRo4caNWqkK1euyMvLSzt27NDJkydVtmxZffTRR1bHAwAAgBNwsdkcsjiDFBcB/q5AgQLq3bu3PvjgA4WEhGjjxo2plQsAgP/k+vXr2rt3r11bQECA9u/frzlz5ih79uzWBAMA/Kt9+/bpnXfekYuLi1xdXRUTE6PAwECNGTNGffv2tToeAAAA4FQeugiwdetWderUSblz51bz5s0VHBysFStWpGY2AAAeypYtW1SyZEnVr19fkZGRduty5cplUSoAQHK5ubnJxeWvWxV/f3+dOnVKkpQtWzb98ccfVkYDAACAk7DZHLM4gxQXAfr06aMCBQqoVq1aOnXqlCZMmKBz584pIiJCzz33XFpkBAAgWWJiYtS7d29Vr15dx44d0/nz59WjRw+rYwEAUqh06dL64YcfJEk1atTQwIEDNW/ePHXv3l3BwcEWpwMAAACcS4onBt60aZPeffddvf766/Lz80uLTAAApNiBAwfUokUL7d+/32yrUqWKBg8ebF0oAMBDGTlypK5duyZJGjFihFq2bKmOHTuqSJEimjlzpsXpAAAA4AxszvKYvgOkuAiwdevWtMgBAMBDiY+P17hx49S/f3/FxsZK+msYiaFDh+rdd9+Vq6urxQkBAClVrlw589/+/v5atWqVhWkAAAAA55asIsDy5ctVv359ubm5afny5Q/c9oUXXkiVYAAA/Jvjx4+rVatW2rx5s9kWHBysiIgIlSpVyrpgAAAAAADAUnQEuCdZRYDGjRvr3Llz8vf3V+PGje+7nc1mU3x8fGplAwDgvmJjY1WtWjWdPn1a0l9/g3r16qVhw4bJw8PD4nQAgP+iQIECD+y+fezYMQemAQAAAJxbsooACQkJSf4bAACruLu7a8SIEWrdurWCgoI0e/ZsVa9e3epYAIBU0L17d7vXd+7c0d69e7Vq1Sq9++671oQCAACAU3GhK4ApxXMCzJkzR02aNEn0lGVsbKwWLlyoli1bplo4AAD+Lj4+3m6M/5YtW+rGjRtq0aKFsmbNamEyAEBqevvtt5Nsnzx5sn788UcHpwEAAACcm0tKdwgLC1NUVFSi9mvXriksLCxVQgEA8HdRUVFq3bq13nrrLbt2m82mTp06UQAAgEdE/fr1tXTpUqtjAAAAwAnYbI5ZnEGKewIYhpHk+Jx//vmnsmXLliqhAAC4a8OGDWrVqpVOnTol6a8J6F988UWLUwEArLBkyRL5+vpaHQMAAABwKskuApQuXVo2m002m021a9dWpkz3do2Pj9fx48f13HPPpUlIAMCj5/bt2+rXr5/GjRtntmXJkkW3b9+2MBUAwBHu3nvcZRiGzp07p4sXL2rKlCkWJgMAAICzSOpB9kdVsosAjRs3liTt27dP9erVk4+Pj7nO3d1dQUFBeuWVV1I9IADg0bN37161aNFCBw8eNNtq1Kih8PBwBQUFWRcMAOAQL774ot1Nm4uLi3LmzKlnnnlGRYsWtTAZAAAA4HySXQQYNGiQJCkoKEhNmjSRp6dnmoUCADya4uLiNHr0aA0ePFhxcXGSJA8PD40cOVLdu3eXi0uKp7IBADihwYMHWx3hX13Z9YnVEQBAkpSjfBerIwCAJOnW3klWR7DDNwj3pHhOgFatWqVFDgDAI+7y5ctq0KCBduzYYbaVKlVKERERCg4OtjAZAMDRXF1ddfbsWfn7+9u1X7p0Sf7+/oqPj7coGQAAAJwFwwHdk6wigK+vr44cOSI/Pz/lyJHjgR/g5cuXUy0cAODRkT17dnOoORcXF/Xu3VuDBg2Su7u7xckAAI5mGEaS7TExMfxdAAAAAFIoWUWAjz/+WFmyZDH/TRUFAJDaXFxcNHPmTL388suaMGGCKleubHUkAICDffLJX0Ps2Gw2ff7553bzkMXHx2vTpk3MCQAAAIBkceErbFOyigB/HwKodevWaZUFAPAIWbx4sfz9/VWjRg2zLTAwULt27aLYDACPqI8//ljSXz0Bpk6dKldXV3Odu7u7goKCNHXqVKviAQAAAE4pxXMC7NmzR25ubgoJCZEkff3115o1a5aKFy+uwYMH0z0XAPBAV65cUZcuXTR//nwFBgbqwIEDypYtm7meAgAAPLqOHz8uSapZs6a+/PJL5ciRw+JEAAAAcFb0BLgnxZMkt2/fXkeOHJEkHTt2TE2aNJG3t7cWL16s9957L9UDAgAyju+//14hISGaP3++JOmPP/7QvHnzLE4FAEhv1q9fTwEAAAAASCUpLgIcOXJEpUqVkvTXUA41atTQ/PnzFR4erqVLl6Z2PgBABnDz5k1169ZNzz77rE6fPi1JypYtm+bOnauOHTtanA4AkN688sorGj16dKL2MWPG6LXXXrMgEQAAAJyNzWZzyOIMUlwEMAxDCQkJkv56ovP555+X9Nc4zpGRkambDgDg9H744QeVKVNGEydONNtq166tAwcO6I033nCaP5gAAMfZtGmTeZ/xd/Xr19emTZssSAQAAAA4rxQXAcqVK6fhw4crIiJCGzduVIMGDST9NX5nQEBAqgcEADinO3fuaPDgwapUqZIOHz4sSfL09NQnn3yi7777ToGBgRYnBACkV9evX09yrjE3NzdFR0dbkAgAAADOxsXmmMUZpLgIMH78eO3Zs0ddunRRv379VLhwYUnSkiVLVLly5VQPCABwTn/88Yc+/PBDxcfHS/qriLx371517dpVLi4p/vMDAHiEhISEaNGiRYnaFy5cqOLFi1uQCAAAAHBemVK6Q4kSJXTgwIFE7R9++KFcXV1TJRQAwPkVLFhQH374obp166b+/furX79+cnNzszoWAMAJDBgwQC+//LKOHj2qWrVqSZLWrl2r+fPna8mSJRanAwAAgDNg9OF7UlwEuGv37t06dOiQJKl48eIqU6ZMqoUCADifP//8U76+vvL29jbbOnbsqGeeeYanNgEAKdKoUSMtW7ZMI0eO1JIlS+Tl5aWSJUtq3bp18vX1tToeAAAA4FRSXAS4cOGCmjRpoo0bNyp79uySpKtXr6pmzZpauHChcubMmdoZAQDpmGE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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:02:47,188 INFO: === Dataset: j ===\n", "2025-03-24 03:02:49,737 INFO:Total samples: 6000\n", "2025-03-24 03:03:10,205 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:03:10,273 INFO: === Dataset: k ===\n", "2025-03-24 03:03:12,858 INFO:Total samples: 6000\n", "2025-03-24 03:03:33,956 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:03:34,023 INFO: === Dataset: l ===\n", "2025-03-24 03:03:42,553 INFO:Total samples: 18911\n", "2025-03-24 03:04:46,189 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": [ "2025-03-24 03:04:46,260 INFO:Model DeiT evaluation completed in 294.34 seconds.\n", "2025-03-24 03:04:46,260 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 03:04:46,412 INFO:Loaded model weights from DeiT3_best.pth\n", "2025-03-24 03:04:46,413 INFO: === Dataset: a ===\n", "2025-03-24 03:04:47,812 INFO:Total samples: 3181\n", "2025-03-24 03:04:58,826 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:04:58,895 INFO: === Dataset: b ===\n", "2025-03-24 03:05:00,290 INFO:Total samples: 3181\n", "2025-03-24 03:05:11,650 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": [ "2025-03-24 03:05:11,721 INFO: === Dataset: c ===\n", "2025-03-24 03:05:13,132 INFO:Total samples: 3181\n", "2025-03-24 03:05:24,678 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": [ "2025-03-24 03:05:24,747 INFO: === Dataset: d ===\n", "2025-03-24 03:05:26,162 INFO:Total samples: 3181\n", "2025-03-24 03:05:37,224 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:05:37,290 INFO: === Dataset: e ===\n", "2025-03-24 03:05:37,684 INFO:Total samples: 911\n", "2025-03-24 03:05:41,271 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:05:41,344 INFO: === Dataset: f ===\n", "2025-03-24 03:05:46,876 INFO:Total samples: 12911\n", "2025-03-24 03:06:31,338 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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S0alTJ7v2gQMHGpKMn376ye41STJ+/vlna9uFCxcMDw8PY8CAAQ88h2E8fDigpH5Gy5YtazRu3Pih50nO8DcXLlww3N3djcaNGxvx8fHW9iFDhhiS7P5+t2/fTjBE04kTJwwPDw9j1KhR1raHDQeU2N9h/PjxhsViMU6dOmUYhmFcuXLlkV2ar127Zvj5+RmdO3e2az937pzh6+tr157c4YDatWvHcEAAACRRerw2/+OPPwxJRp8+fR663z3ffPONIckYM2aMXXuzZs0Mi8ViHD161NomyXB3d7dru3e++4f5vPfa/z0Uzr+vo+9p166dUbBgQet6nz59DB8fHyM2NvaBuf/9/sbExBj+/v5G6dKljVu3bln3+/777w1JxrBhw+zOJ8nuGtAw7n5fqFChwgPPef/rePrppw3DMIyKFSsaHTt2NAzj7nWgu7u7sXDhwkTfg8SuJbdu3WpIMhYtWmRte9hwQPeu59euXZvotn9/f/n0008NScbixYuNbdu2Ga6urgmGMErM1KlTrcfdExMTY1StWtXw9va2DjN14sQJQ5KRI0cOu8/mt99+a0gyvvvuu4ee597xDAcEwBEYDghAmuLt7a1r165JujuEyU8//aQ33nhD165dU0REhCIiInTp0iU1bNhQf//9d4LurU+ib9++Wr9+vRYuXKhGjRopLi4uwR3VD1O8eHHlypVLQUFB6tChg4oWLao1a9Yoc+bM1n3uvbbEuibfc29bVFSU3b8PO+ZRoqKinuj4R2nXrp28vLzs2po3b647d+5Y77yRpB9++EFXr1613sVlGIZWrFihJk2ayDAM6984IiJCDRs2VGRkpHbv3v3A865evVqS1L9/f7v2AQMGSJJWrVpl116qVCnrHe7S3bv8ixcvruPHjz/Gq07eZ9TPz08HDhzQ33///Vjn+rcff/xRMTEx6tWrl90wOYn1nPDw8LBOlBYXF6dLly7J29tbxYsXf+j7e7/7/743btxQRESEqlWrJsMwtGfPHus+7u7u2rRpk65cuZLo86xfv15Xr15Vy5Yt7f7erq6uqlKlijZu3JjUtwAAAKQyZ7s2T+518+rVq+Xq6qrevXvbtQ8YMECGYWjNmjV27Q0aNFCRIkWs62XKlJGPj89jX0smxs/PTzdu3LAOGZkUv//+uy5cuKDu3bvL09PT2t64cWOVKFEiwTWxJL311lt26zVr1kz262jVqpW+/vprxcTEaPny5XJ1dX1gb5D7ryXv3LmjS5cuqWjRovLz80vy9agkFSpUyNqj+FG6dOmihg0bqlevXmrTpo2KFCmicePGPfK41atXK3fu3GrZsqW1zc3NTb1799b169e1efNmu/2bN29u1/v73veNlPxcAMCToggAIE25fv269aL96NGjMgxDQ4cOVa5cuewew4cPlyS7MR6fVIkSJdSgQQO1bdtW33//va5fv279cTopVqxYofXr12vJkiV69tlndeHChQQ/jN97bfe+TCXm34UCHx+fRx7zKD4+Pk90/KMUKlQoQVvZsmVVokQJLV261Nq2dOlS5cyZ09pl+OLFi7p69apmz56d4G8cEhIi6eF/41OnTsnFxUVFixa1a8+dO7f8/Px06tQpu/bEuoVny5btgT9YP0pyPqOjRo3S1atX9dRTTyk4OFhvv/229u3b91jnlWR9bcWKFbNrz5Url92XEEmKj4/Xhx9+qGLFisnDw0M5c+ZUrly5tG/fPkVGRibpfGFhYWrfvr2yZ89uHTv23pi3957Dw8NDEyZM0Jo1axQQEKBatWpp4sSJOnfunPV57hVB6tWrl+A9++GHH1L0/6cBAMCTcbZr8+ReN586dUp58+ZNUDS4N/xMal9LJqZ79+566qmn1KhRI+XPn18dOnSwm3cgMfdyJjY0TokSJRK8Dk9PT+ucV/c8zuto0aKFIiMjtWbNGn3++ed66aWXHliAuXXrloYNG2ade+He9ejVq1eTfD0qJf6942Hmzp2rmzdv6u+//9aCBQsSfD9LzKlTp1SsWDHrTTT3JPVzce9aPCU/FwDwpJgTAECa8c8//ygyMtL6g+69SaYGDhz4wLs9/v3jb0pq1qyZunbtqiNHjiR6Qf1vtWrVUs6cOSVJTZo0UXBwsN58803t2rXLegF578Jx3759KleuXKLPc++H4VKlSkm6e+EuSfv373/gMY9SokQJ7dmzR6dPn1ZgYOAj93/QBKxxcXFydXVN0P6gi+nmzZtr7NixioiIUNasWbVy5Uq1bNlSmTLd/c/Pvb9x69atE8wdcM+9sfcfJ++/JZZdUpILPf+WnM9orVq1dOzYMX377bf64Ycf9Nlnn+nDDz/UrFmz1KlTp8c6f1KNGzdOQ4cOVYcOHTR69Ghlz55dLi4u6tu3r91kbg8SFxen5557TpcvX9a7776rEiVKKEuWLAoPD1f79u3tnqNv375q0qSJvvnmG61bt05Dhw7V+PHj9dNPP6l8+fLWfUNDQ5U7d+4E57r32QAAAOZyxmvzokWLKlOmTNq/f3+qZHiSa0mLxZLofv+ejNff31979+7VunXrtGbNGq1Zs0bz589X27ZtE0xM+7ge9DqSK0+ePKpTp44mT56sX3/9VStWrHjgvr169dL8+fPVt29fVa1aVb6+vrJYLGrRokWSrkfvScqP+PfbtGmToqOjJd39PlW1atVkHZ8UKf0dAwBSA9+0AaQZ9yb/vPelonDhwpLudr1s0KCBw/PcunVLkpJ1Z8o93t7eGj58uEJCQvTVV1+pRYsWkqRGjRrJ1dVVoaGhD5wceNGiRcqUKZNeeOEFu2MWL1782BP7NmnSRF988YUWL16swYMHP3L/bNmy6erVqwnaT506Zf27JEXz5s01cuRIrVixQgEBAYqKirK+F9Ldu9azZs2quLi4x/obFyxYUPHx8fr777/tJgw7f/68rl69qoIFCyb7ORPzoCJDcj+j2bNnV0hIiEJCQnT9+nXVqlVLI0aMsBYBklrMkGR9bX///bfd3+TixYsJ7jpavny56tatq7lz59q1X7161Vq4etj59+/fryNHjmjhwoV2n9sHdVMvUqSIBgwYoAEDBujvv/9WuXLlNHnyZC1evNjahd7f3/+R71ly3g8AAJCynPHaPHPmzKpXr55++umnJN38UrBgQf3444+6du2a3R3shw4dsm5PKdmyZUt0eJh/31UuSe7u7mrSpImaNGmi+Ph4de/eXZ9++qmGDh2aaKHlXs7Dhw9be9zec/jw4RR9Hf/WqlUrderUSX5+fnrxxRcfuN/y5cvVrl07TZ482dp2+/btBN85UvL67+zZs+rVq5eef/55ubu7WwtYj3o/ChYsqH379ik+Pt6uN0BqfC4AwFEYDghAmvDTTz9p9OjRKlSokN58801Jd38krFOnjj799FOdPXs2wTEXL15MkXMn1m35zp07WrRokby8vKx35CfXm2++qfz582vChAnWtsDAQIWEhOjHH3/UJ598kuCYWbNm6aefflLHjh2VP39+6zGdO3fWDz/8oOnTpyc4Jj4+XpMnT9Y///zzwCzNmjVTcHCwxo4dq61btybYfu3aNb333nvW9SJFimjbtm12465+//33On36dNJe/P8rWbKkgoODtXTpUi1dulR58uRRrVq1rNtdXV312muvacWKFfrzzz8THP+ov/G9LxpTp061a58yZYqku+OgpoR78zr8+0tKcj6jly5dstvm7e2tokWLWu9MkqQsWbIkep7ENGjQQG5ubpo+fbrdXUb/fi+ku+/zv+9EWrZsWYJxex90/nt3N93/HIZhaNq0aXb73bx5U7dv37ZrK1KkiLJmzWp9nQ0bNpSPj4/GjRunO3fuJMh6/3uWnPcDAACkHGe+Nh8+fLgMw1CbNm10/fr1BNt37dplvaP+xRdfVFxcnGbMmGG3z4cffiiLxaJGjRo9wSuxV6RIER06dMjuffrjjz/066+/2u3372tGFxcXa8/Y+68b71exYkX5+/tr1qxZdvusWbNGf/31V4pdEyemWbNmGj58uD7++GO5u7s/cL/ErkenT5+eoCdESl7/de7cWfHx8Zo7d65mz56tTJkyqWPHjo+8Q//FF1/UuXPn7IY1jY2N1fTp0+Xt7W0dEhMAnAk9AQA43Jo1a3To0CHFxsbq/Pnz+umnn7R+/XoVLFhQK1eutJvMaubMmapRo4aCg4PVuXNnFS5cWOfPn9fWrVv1zz//6I8//njiPF27dlVUVJRq1aqlfPny6dy5c/r888916NAhTZ48Wd7e3o/1vG5uburTp4/efvttrV271npn/4cffqhDhw6pe/fudu3r1q3Tt99+q9q1a9vdISNJkydP1rFjx9S7d299/fXXeumll5QtWzaFhYVp2bJlOnTokN0d9oll+frrr9WgQQPVqlVLb7zxhqpXry43NzcdOHBAS5YsUbZs2TR27FhJUqdOnbR8+XK98MILeuONN3Ts2DG7u7iTo3nz5ho2bJg8PT3VsWPHBGNr/ve//9XGjRtVpUoVde7cWaVKldLly5e1e/du/fjjj7p8+fIDn7ts2bJq166dZs+eratXr6p27drasWOHFi5cqKZNm6pu3brJzpuYe184ly5dqqeeekrZs2dX6dKlVbp06SR/RkuVKqU6deqoQoUKyp49u37//XctX75cPXv2tJ6nQoUKkqTevXurYcOGcnV1feDfNVeuXBo4cKDGjx+vl156SS+++KL27NmjNWvW2N3dL0kvvfSSRo0apZCQEFWrVk379+/X559/nqBXR5EiReTn56dZs2Ypa9asypIli6pUqaISJUqoSJEiGjhwoMLDw+Xj46MVK1Yk6HFw5MgR1a9fX2+88YZKlSqlTJky6X//+5/Onz9vfR0+Pj765JNP1KZNGz3zzDNq0aKFcuXKpbCwMK1atUrVq1e3fhFPzvsBAAAeT3q7Nq9WrZpmzpyp7t27q0SJEmrTpo2KFSuma9euadOmTVq5cqXGjBkj6W5v2bp16+q9997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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:06:31,406 INFO: === Dataset: g ===\n", "2025-03-24 03:06:33,926 INFO:Total samples: 6000\n", "2025-03-24 03:06:54,785 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:06:54,854 INFO: === Dataset: h ===\n", "2025-03-24 03:06:57,391 INFO:Total samples: 6000\n", "2025-03-24 03:07:18,586 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:07:18,655 INFO: === Dataset: i ===\n", "2025-03-24 03:07:21,263 INFO:Total samples: 6000\n", "2025-03-24 03:07:42,057 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": [ "2025-03-24 03:07:42,125 INFO: === Dataset: j ===\n", "2025-03-24 03:07:44,751 INFO:Total samples: 6000\n", "2025-03-24 03:08:05,794 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:08:05,862 INFO: === Dataset: k ===\n", "2025-03-24 03:08:08,513 INFO:Total samples: 6000\n", "2025-03-24 03:08:29,209 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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c3d0tYo/G+/cyn49e+3+XwvnvdfQjrVu3Nvz9/c3Pu3fvbqRJk8aIjo6ON+//vr+RkZGGr6+vUbhwYeP+/fvmfj/88IMhyRg4cKDFeJIsrgEN4+HnhZIlS8Y75r9fR6FChQzDMIxSpUoZbdu2NQzj4XWgu7u7sWDBAqvvgbVryV27dhmSjODgYHPsScsBPbqeX79+vdW2/35+mTFjhiHJWLhwobF7927D1dU1zhJG1kycONF83CORkZFG2bJlDW9vb/MyU2fOnDEkGRkyZLD43Vy1apUhyfj++++fOM6//xu8dOmSUahQISN37tzG2bNnn5ojADwrZgIAeCF4e3vr9u3bkh4uYbJ582Y1btxYt2/fVmhoqEJDQ3X9+nXVqlVLJ0+ejDO99Xn06NFDGzdu1IIFC1S7dm3FxMQoMjIywcfnz59fmTJlUkBAgN5//33lzZtX69atU8qUKc19Hr02a1OTH3nUFh4ebvH/n3TM04SHhz/X8U/TunVreXl5WcSaNGmiqKgorVixwhz78ccfdevWLTVp0kTSw7uvli9frnr16skwDPPPODQ0VLVq1VJYWJj5Tnlr1q5dK0lx7tT66KOPJElr1qyxiBcsWNC8TJP08C7//Pnz6/Tp08/wqhP3O5o2bVodOXJEJ0+efKax/uunn35SZGSkunbtarFMjrUlozw8PMwbpcXExOj69evy9vZW/vz5n/j+/tu/f76P7swrV66cDMPQ/v37zX3c3d21detW3bx50+p5Nm7cqFu3bqlZs2YWP29XV1eVKVNGW7ZsSehbEK8xY8aoe/fuGj16tD777LPnPh8AAC8rZ7s2T+x189q1a+Xq6mq++/yRjz76SIZhaN26dRbxGjVqKE+ePObnRYoUUZo0aZ75WtKatGnT6u7du+YlIxPi999/19WrV9WpUyd5enqa43Xq1FGBAgXiXBNLsrhDXnq4lGliX0fz5s21YsUKRUZGatmyZXJ1ddU777xjte+/ryWjoqJ0/fp15c2bV2nTpk3w9agk5cqVyzyj+Gk++OAD1apVS127dlXLli2VJ08ejRw58qnHrV27VlmyZFGzZs3MMTc3N3Xr1k137tzRtm3bLPo3adLEYvb3o88bCX0///nnH1WuXFlRUVH6+eef5e/vn6DjAOBZUAQA8EK4c+eO+aL9r7/+kmEYGjBggDJlymTxGDRokCRZrPH4vAoUKKAaNWqoVatW+uGHH3Tnzh3zl9MJsXz5cm3cuFGLFy/W66+/rqtXr8b5YvzRa3v0Ycqa/xYK0qRJ89RjniZNmjTPdfzT5MqVK06saNGiKlCggJYsWWKOLVmyRBkzZlS1atUkSdeuXdOtW7c0c+bMOD/joKAgSU/+GZ87d04uLi7KmzevRTxLlixKmzatzp07ZxG3Ni08Xbp08X5h/TSJ+R0dOnSobt26pVdeeUWBgYH6+OOPdejQoWcaV5L5teXLl88inilTJosPIZIUGxurCRMmKF++fPLw8FDGjBmVKVMmHTp0SGFhYQka7/z582rTpo3Sp09vXjv20Zq3j87h4eGh0aNHa926dcqcObMqVaqkMWPG6PLly+bzPCqCVKtWLc579uOPPz73f9Pbtm3Tp59+qk8//ZR9AAAAeE7Odm2e2Ovmc+fOKVu2bHGKBo+Wn7H1taQ1nTp10iuvvKLatWsrR44cev/99y32HbDmUZ7Wlo8pUKBAnNfh6elp3vPqkWd5HU2bNlVYWJjWrVunRYsWqW7duvEWYO7fv6+BAwea9154dD1669atBF+PStY/dzzJnDlzdO/ePZ08eVLz58+P8/nMmnPnzilfvnzmm2geSejvxaNr8YS+ny1bttTVq1e1bds2Zc+ePUHHAMCzSuHoBADgn3/+UVhYmPkL3UebTPXu3Tveuz3+++VvUmrYsKE6dOigEydOJGg9xkqVKiljxoySpHr16ikwMFDvvfee9u7da76AfHTheOjQIavrVz5qkx7etS49vHCXpMOHD8d7zNMUKFBA+/fv199//y0/P7+n9o9vA9aYmBi5urrGicd3Md2kSRONGDFCoaGhSp06tVavXq1mzZopRYqHf3Ye/YxbtGih1q1bWz1HkSJFnjnf/7KWu6QEF3r+KzG/o5UqVdKpU6e0atUq/fjjj5o9e7YmTJig6dOnq127ds80fkKNHDlSAwYM0Pvvv69hw4Ypffr0cnFxUY8ePSw2c4tPTEyMatasqRs3bujTTz9VgQIFlCpVKl24cEFt2rSxOEePHj1Ur149rVy5Uhs2bNCAAQM0atQobd68WcWLFzf3DQkJUZYsWeKM9eh341kVKlRIt27dUkhIiDp06JDoD4oAAOAhZ7w2z5s3r1KkSKHDhw/bJIfnuZY0mUxW+/13M15fX18dOHBAGzZs0Lp167Ru3TrNmzdPrVq1irMx7bOK73UkVtasWVWlShWNGzdOO3bs0PLly+Pt27VrV82bN089evRQ2bJl5ePjI5PJpKZNmyboevSRhHyJ/29bt25VRESEpIefp8qWLZuo4xPieT9jvPvuuwoODtakSZM0atSopEwNAOKgCADA4R5t+vnoQ0Xu3LklPZx6WaNGDbvnc//+fUlK1J0pj3h7e2vQoEEKCgrSt99+a96ktnbt2nJ1dVVISEi8mwMHBwcrRYoU+t///mdxzMKFC595Y9969erp66+/1sKFC9W3b9+n9k+XLl2cDcSkh3e9PPq5JESTJk00ZMgQLV++XJkzZ1Z4eLjFhr2ZMmVS6tSpFRMT80w/Y39/f8XGxurkyZMWG4ZduXJFt27dSrKptPEVGRL7O5o+fXoFBQUpKChId+7cUaVKlTR48GBzESChxQxJ5td28uRJi5/JtWvX4tx1tGzZMlWtWlVz5syxiN+6dctcuHrS+IcPH9aJEye0YMECi9/b+Kap58mTRx999JE++ugjnTx5UsWKFdO4ceO0cOFC8xR6X1/fp75niXk/HsmYMaOWLVumChUqqHr16tq+fbuyZcuW6PMAAPCyc8Zr85QpU6patWravHlzgm5+8ff3108//aTbt29b3MF+7Ngxc3tSSZcundXlYf57V7kkubu7q169eqpXr55iY2PVqVMnzZgxQwMGDLBaaHmU5/Hjx80zbh85fvy4TZeXad68udq1a6e0adPqzTffjLffsmXL1Lp1a40bN84ce/DgQZzPHM9y/RefS5cuqWvXrnrjjTfk7u5uLmA97f3w9/fXoUOHFBsbazEbwBa/F9LDAknevHk1cOBA+fj4qE+fPkl6fgD4N5YDAuBQmzdv1rBhw5QrVy699957kh5+SVilShXNmDFDly5dinPMtWvXkmRsa9OWo6KiFBwcLC8vL/Md+Yn13nvvKUeOHBo9erQ55ufnp6CgIP3000/66quv4hwzffp0bd68WW3btlWOHDnMx7Rv314//vijpkyZEueY2NhYjRs3Tv/880+8uTRs2FCBgYEaMWKEdu3aFaf99u3b6t+/v/l5njx5tHv3bot1V3/44Qf9/fffCXvx/+/VV19VYGCglixZoiVLlihr1qyqVKmSud3V1VUNGjTQ8uXL9ccff8Q5/mk/40cfNCZOnGgRHz9+vKSH66AmhUf7Ovz3Q0pifkevX79u0ebt7a28efOa70ySpFSpUlkdx5oaNWrIzc1NU6ZMsbjL6L/vhfTwff7vnUhLly6Ns25vfOM/urvp3+cwDEOTJk2y6Hfv3j09ePDAIpYnTx6lTp3a/Dpr1aqlNGnSaOTIkYqKioqT67/fs8S8H/+WI0cO/fTTT7p//75q1qwZ570HAABP5szX5oMGDZJhGGrZsqXu3LkTp33v3r3mO+rffPNNxcTEaOrUqRZ9JkyYIJPJpNq1az/HK7GUJ08eHTt2zOJ9OnjwoHbs2GHR77/XLS4uLuaZsf++bvy3UqVKydfXV9OnT7fos27dOv35559Jdk1sTcOGDTVo0CB9+eWXcnd3j7eftevRKVOmxJkJ8azXf9a0b99esbGxmjNnjmbOnKkUKVKobdu2T71D/80339Tly5ctljWNjo7WlClT5O3tbV4SMykNGDBAvXv3Vt++fa1+TgSApMJMAAB2s27dOh07dkzR0dG6cuWKNm/erI0bN8rf31+rV6+22Mxq2rRpqlChggIDA9W+fXvlzp1bV65c0a5du/TPP//o4MGDz51Phw4dFB4erkqVKil79uy6fPmyFi1apGPHjmncuHHy9vZ+pvO6ubmpe/fu+vjjj7V+/Xrznf0TJkzQsWPH1KlTJ4v4hg0btGrVKlWuXNniDhlJGjdunE6dOqVu3bppxYoVqlu3rtKlS6fz589r6dKlOnbsmMUd9tZyWbFihWrUqKFKlSqpcePGKl++vNzc3HTkyBEtXrxY6dKl04gRIyRJ7dq107Jly/S///1PjRs31qlTpyzu4k6MJk2aaODAgfL09FTbtm3jrK35+eefa8uWLSpTpozat2+vggUL6saNG9q3b59++ukn3bhxI95zFy1aVK1bt9bMmTN169YtVa5cWb/99psWLFig+vXrq2rVqonO15pHHziXLFmiV155RenTp1fhwoVVuHDhBP+OFixYUFWqVFHJkiWVPn16/f7771q2bJm6dOliHqdkyZKSpG7duqlWrVpydXWN9+eaKVMm9e7dW6NGjVLdunX15ptvav/+/Vq3bp3F3f2SVLduXQ0dOlRBQUEqV66cDh8+rEWLFsWZ1ZEnTx6lTZtW06dPV+rUqZUqVSqVKVNGBQoUUJ48edS7d29duHBBadKk0fLly+PMODhx4oSqV6+uxo0bq2DBgkqRIoW+++47Xblyxfw60qRJo6+++kotW7ZUiRIl1LRpU2XKlEnnz5/XmjVrVL58efMH8cS8H/+VN29e/fjjj6pSpYpq1aqlzZs3m9cJBgAAjyW3a/Ny5cpp2rRp6tSpkwoUKKCWLVsqX758un37trZu3arVq1dr+PDhkh7Olq1atar69++vs2fPqmjRovrxxx+1atUq9ej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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:08:29,278 INFO: === Dataset: l ===\n", "2025-03-24 03:08:37,470 INFO:Total samples: 18911\n", "2025-03-24 03:09:42,371 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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Pf7+OEiVKGIZhGBUqVDA6duxoGEb8faCjo6OxePHiRN+DxO4ld+7caUgyAgMDzbHHLQf04H5+/fr1iR777+eXOXPmGJKMJUuWGLt27TLs7e0TLGGUmClTppjPeyAqKsqoXLmy4erqal5m6syZM4YkI3v27Ba/m6tWrTIkGT/88MNj+2E5IACphZkAANIcV1dX3bp1S1L8EiabNm3SO++8o1u3biksLExhYWG6du2a6tevrxMnTiSY3vos+vTpow0bNmjx4sVq0KCBYmNjFRUVleTzixQpIi8vL/n7++u9995ToUKFtG7dOmXOnNnc5sFrS2xq8gMPjkVERFj893HnPElERMQznf8k7du3l4uLi0WsRYsWio6O1sqVK82xn3/+WTdv3lSLFi0kxY++WrFihRo3bizDMMw/47CwMNWvX1/h4eHmkfKJWbt2rSQlGKn14YcfSpLWrFljES9evLh5mSYpfpR/kSJFdPr06ad41cn7HfXw8NBff/2lEydOPFVf//XLL78oKipKPXv2tFgmJ7Elo5ycnMwbpcXGxuratWtydXVVkSJFHvv+/tu/f74PRuZVqVJFhmFo37595jaOjo7asmWLbty4keh1NmzYoJs3b6pVq1YWP297e3tVqlRJmzdvTupbAAAArCy93Zsn97557dq1sre3N48+f+DDDz+UYRhat26dRbxu3boqWLCg+Xnp0qXl5ub21PeSifHw8NCdO3fMS0YmxZ9//qkrV66oW7ducnZ2NscbNmyookWLJrgnlmQxQl6KX8o0ua+jdevWWrlypaKiohQcHCx7e3u99dZbibb9971kdHS0rl27pkKFCsnDwyPJ96OSlD9/fvOM4ifp0qWL6tevr549e6pt27YqWLCgxo4d+8Tz1q5dq5w5c6pVq1bmmIODg3r16qXbt29r69atFu1btGhhMfv7weeNlPy9AIBnQREAQJpz+/Zt8037yZMnZRiGhgwZIi8vL4vHsGHDJMlijcdnVbRoUdWtW1ft2rXTjz/+qNu3b5u/nE6KFStWaMOGDVq6dKlefvllXblyJcEX4w9e24MPU4n5b6HAzc3tiec8iZub2zOd/yT58+dPECtTpoyKFi2qZcuWmWPLli1Tjhw5VKdOHUnS1atXdfPmTc2dOzfBzzggIEDS43/G586dk52dnQoVKmQRz5kzpzw8PHTu3DmLeGLTwrNly/bIL6yfJDm/oyNHjtTNmzf1wgsvqFSpUhowYIAOHjz4VP1KMr+2woULW8S9vLwsPoRIUlxcnD7//HMVLlxYTk5OypEjh7y8vHTw4EGFh4cnqb+QkBB16NBBnp6e5rVjH6x5++AaTk5OGj9+vNatWycfHx/VqFFDEyZMUGhoqPk6D4ogderUSfCe/fzzzyn6/zQAAHg26e3ePLn3zefOnVPu3LkTFA0eLD9j7XvJxHTr1k0vvPCCGjRooLx58+q9996z2HcgMQ/yLFKkSIJjRYsWTfA6nJ2dzXtePfA0r6Nly5YKDw/XunXr9NVXX6lRo0aPLMDcu3dPQ4cONe+98OB+9ObNm0m+H5US/9zxOPPnz9fdu3d14sQJLVq0KMHns8ScO3dOhQsXNg+ieSCpvxcP7sVT8vcCAJ5FJlsnAAD/9s8//yg8PNz8he6DTab69+//yNEe//3yNyU1a9ZM77//vo4fP57oDfV/1ahRQzly5JAkNW7cWKVKldK7776rPXv2mG8gH9w4Hjx4MNH1Kx8ck+JHrUvxN+6SdOjQoUee8yRFixbVvn37dP78efn6+j6x/aM2YI2NjZW9vX2C+KNuplu0aKExY8YoLCxMWbNm1erVq9WqVStlyhT/T9CDn3GbNm3Uvn37RK9RunTpp873vxLLXVKSCz3/lZzf0Ro1aujUqVNatWqVfv75Z3355Zf6/PPPNXv2bHXq1Omp+k+qsWPHasiQIXrvvfc0atQoeXp6ys7OTn369LHYzO1RYmNjVa9ePV2/fl0ff/yxihYtqixZsujChQvq0KGDxTX69Omjxo0b6/vvv9dPP/2kIUOGaNy4cdq0aZPKlStnbhsUFKScOXMm6OvB7wYAALCt9HhvXqhQIWXKlEmHDh2ySg7Pci9pMpkSbfffzXi9vb21f/9+/fTTT1q3bp3WrVunhQsXql27dgk2pn1aj3odyZUrVy7VqlVLkyZN0vbt27VixYpHtu3Zs6cWLlyoPn36qHLlynJ3d5fJZFLLli2TdD/6QFK+xP+3LVu2KDIyUlL856nKlSsn6/ykSOnPGACQ0viUDSBNebDp54MPFQUKFJAUP/Wybt26qZ7PvXv3JClZI1MecHV11bBhwxQQEKBvv/3WvEltgwYNZG9vr6CgoEduDhwYGKhMmTLptddeszhnyZIlT72xb+PGjfX1119ryZIlGjRo0BPbZ8uWLcEGYlL8qJcHP5ekaNGihUaMGKEVK1bIx8dHERERFhv2enl5KWvWrIqNjX2qn7Gfn5/i4uJ04sQJiw3DLl++rJs3b8rPzy/Z10zMo4oMyf0d9fT0VEBAgAICAnT79m3VqFFDw4cPNxcBklrMkGR+bSdOnLD4mVy9ejXBqKPg4GDVrl1b8+fPt4jfvHnTXLh6XP+HDh3S8ePHtXjxYovf20dNUy9YsKA+/PBDffjhhzpx4oTKli2rSZMmacmSJeYp9N7e3k98z5LzfgAAgJSVHu/NM2fOrDp16mjTpk1JGvzi5+enX375Rbdu3bIYwX706FHz8ZSSLVu2RJeH+e+ocklydHRU48aN1bhxY8XFxalbt26aM2eOhgwZkmih5UGex44dM8+4feDYsWMp+jr+q3Xr1urUqZM8PDz0+uuvP7JdcHCw2rdvr0mTJplj9+/fT/CZIyXv/y5duqSePXvq1VdflaOjo7mA9aT3w8/PTwcPHlRcXJzFbABr/F4AQGpgOSAAacamTZs0atQo5c+fX++++66k+C8Ja9WqpTlz5ujSpUsJzrl69WqK9J3YtOXo6GgFBgbKxcXFPCI/ud59913lzZtX48ePN8d8fX0VEBCgX375RV988UWCc2bPnq1NmzapY8eOyps3r/mczp076+eff9b06dMTnBMXF6dJkybpn3/+eWQuzZo1U6lSpTRmzBjt3LkzwfFbt25p8ODB5ucFCxbUrl27LNZd/fHHH3X+/Pmkvfj/V6xYMZUqVUrLli3TsmXLlCtXLtWoUcN83N7eXk2bNtWKFSt0+PDhBOc/6Wf84IPGlClTLOKTJ0+WFL8Oakp4sK/Dfz+kJOd39Nq1axbHXF1dVahQIfPIJEnKkiVLov0kpm7dunJwcND06dMtRhn9972Q4t/n/45EWr58eYJ1ex/V/4PRTf++hmEYmjp1qkW7u3fv6v79+xaxggULKmvWrObXWb9+fbm5uWns2LGKjo5OkOu/37PkvB8AACDlpOd782HDhskwDLVt21a3b99OcHzPnj3mEfWvv/66YmNjNWPGDIs2n3/+uUwmkxo0aPAMr8RSwYIFdfToUYv36cCBA9q+fbtFu//eM9rZ2Zlnxv77vvHfKlSoIG9vb82ePduizbp16/T333+n2D1xYpo1a6Zhw4Zp1qxZcnR0fGS7xO5Hp0+fnmAmREre/3Xu3FlxcXGaP3++5s6dq0yZMqljx45PHKH/+uuvKzQ01GJZ05iYGE2fPl2urq7mJTEBIL1gJgAAm1i3bp2OHj2qmJgYXb58WZs2bdKGDRvk5+en1atXW2xmNXPmTFWrVk2lSpVS586dVaBAAV2+fFk7d+7UP//8owMHDjxzPu+//74iIiJUo0YN5cmTR6Ghofrqq6909OhRTZo0Sa6urk91XQcHB/Xu3VsDBgzQ+vXrzSP7P//8cx09elTdunWziP/0009atWqVatasaTFCRpImTZqkU6dOqVevXlq5cqUaNWqkbNmyKSQkRMuXL9fRo0ctRtgnlsvKlStVt25d1ahRQ++8846qVq0qBwcH/fXXX1q6dKmyZcumMWPGSJI6deqk4OBgvfbaa3rnnXd06tQpi1HcydGiRQsNHTpUzs7O6tixY4K1Nf/3v/9p8+bNqlSpkjp37qzixYvr+vXr2rt3r3755Rddv379kdcuU6aM2rdvr7lz5+rmzZuqWbOm/vjjDy1evFhNmjRR7dq1k51vYh584Fy2bJleeOEFeXp6qmTJkipZsmSSf0eLFy+uWrVqqXz58vL09NSff/6p4OBg9ejRw9xP+fLlJUm9evVS/fr1ZW9v/8ifq5eXl/r3769x48apUaNGev3117Vv3z6tW7fOYnS/JDVq1EgjR45UQECAqlSpokOHDumrr75KMKujYMGC8vDw0OzZs5U1a1ZlyZJFlSpVUtGiRVWwYEH1799fFy5ckJubm1asWJFgxsHx48f1yiuv6J133lHx4sWVKVMmfffdd7p8+bL5dbi5uemLL75Q27Zt9eKLL6ply5by8vJSSEiI1qxZo6pVq5o/iCfn/QAAAE8no92bV6lSRTNnzlS3bt1UtGhRtW3bVoULF9atW7e0ZcsWrV69WqNHj5YUP1u2du3aGjx4sM6ePasyZcro559/1qpVq9SnT5+nuvd9lPfee0+TJ09W/fr11bFjR125ckWzZ89WiRIlzBsaS/H34devX1edOnWUN29enTt3TtOnT1fZsmUtZr7+m4ODg8aPH6+AgADVrFlTrVq10uXLlzV16lT5+/urb9++KfY6/svd3V3Dhw9/YrtGjRopKChI7u7uKl68uHbu3KlffvlF2bNnt2hXtmxZ2dvba/z48QoPD5eTk5Pq1Kkjb2/vZOW1cOFCrVmzRosWLTIPrpo+fbratGmjL774Qt26dXvkuV26dNGcOXPUoUMH7dmzR/7+/goODtb27ds1ZcqUJG88DQBphgEAqWjhwoWGJPPD0dHRyJkzp1GvXj1j6tSpRkRERKLnnTp1ymjXrp2RM2dOw8HBwciTJ4/RqFEjIzg42Nxm8+bNhiRj8+bNiV6jRIkSRs2aNRM99vX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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:09:42,442 INFO:Model DeiT3 evaluation completed in 296.18 seconds.\n", "2025-03-24 03:09:42,443 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 03:09:42,568 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2025-03-24 03:09:42,568 INFO: === Dataset: a ===\n", "2025-03-24 03:09:43,938 INFO:Total samples: 3181\n", "2025-03-24 03:09:54,345 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": [ "2025-03-24 03:09:54,422 INFO: === Dataset: b ===\n", "2025-03-24 03:09:55,779 INFO:Total samples: 3181\n", "2025-03-24 03:10:06,025 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": [ "2025-03-24 03:10:06,097 INFO: === Dataset: c ===\n", "2025-03-24 03:10:07,447 INFO:Total samples: 3181\n", "2025-03-24 03:10:17,599 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": [ "2025-03-24 03:10:17,671 INFO: === Dataset: d ===\n", "2025-03-24 03:10:19,017 INFO:Total samples: 3181\n", "2025-03-24 03:10:29,231 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": [ "2025-03-24 03:10:29,302 INFO: === Dataset: e ===\n", "2025-03-24 03:10:29,685 INFO:Total samples: 911\n", "2025-03-24 03:10:33,184 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:10:33,257 INFO: === Dataset: f ===\n", "2025-03-24 03:10:39,015 INFO:Total samples: 12911\n", "2025-03-24 03:11:17,951 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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xTQIAkGY2Xtuo3TG75ZTT6ih3VMqzlCp4V7A6xj1lt2dXoCPQ6hgAUkhsbKxGjRql8ePHq0CBAtqzZ4/bZF8UAAAAAIBkSqdzAliBbxMAgDQRb8RrZ8zOdH/HfZBHkAp6FrQ6BoAsZN++ferQoYN27twpSTp58qQ++ugjDRs2zOJkAAAAADIDigAAkMmcjz+vE/En0t2P7U7DaWbykpdyOXJZnCihnI6cKutV1uoYALIIl8ulqVOnatCgQYqJiZF0847/ESNG6J133rE4HQAAAJDB2ZgT4BaKAACQidxw3dCSq0vS9XA7khTsEayW2VtaHQMALHPixAl17txZa9asMdvKli2rsLAwPfLIIxYmAwAAAJDZMDASAGQil1yX0n0BQJIKeBSwOgIAWMIwDC1YsEAVKlRwKwD069dP//vf/ygAAAAAACnFZk+bRwZATwAAyOAuOS9pRfQKXXJdkmHcHgKoiEcRlfMuZ2GyxPnZ/ZTPkc/qGABgiTNnzuiNN97QtWvXJEmFChXS/Pnz1bBhQ4uTAQAAAMisKAIAQAa3P3a/zjrPJmgP8ghSCa8SFiQCANxJ/vz59cEHH6h79+7q2LGjPvroIwUGBlodCwAAAMh8mBPARBEAADKoG64bOhp3VOHx4Wabv81fHjYP5bDnSJe9AAAgq7l69aocDof8/PzMttdff11ly5ZVgwYNLEwGAAAAIKugCAAAGdQ3Ud/onPOcW1sT/ybK75HfokQAgH/auHGjOnbsqGbNmmnatGlmu81mowAAAAAApLYMMl5/WuCdAIAM6t8FAA95KLc9t0VpAAC3xMTE6J133lH9+vV19OhRTZ8+XatWrbI6FgAAAIAsip4AAJBKtl7fqj9j/5Qh494bP4AAe4Bq+NRQIY9C8rZ7p+q5AAB3t2fPHnXo0EF79uwx2+rWravixYtbmAoAAADIgpgTwEQRAABSQbQrWltubEmTcwXaAxn/HwAs5nQ6NWnSJA0dOlSxsbGSJE9PT40ZM0ZvvvmmHA6HxQkBAAAAZFUUAQDgHs7Gn9UV15Vk7RPtijaXHXLIy+aV0rEkST42H1X1qZoqxwYAJM3Ro0fVsWNHbdy40WyrUKGCwsLCVKlSJQuTAQAAAFkYcwKYKAIAwF38GfunVkavfKBjlPQqqcbZGqdQIgBAevLbb7+pbt26ioqKknRz0t+33npLo0aNkrc3Q7QBAAAAsB7lEAC4i9Pxpx/4GHkceVIgCQAgPSpfvrx5t3+RIkW0bt06vf/++xQAAAAAAKvZbGnzyADoCQAA/7Ll+hYdjTsqSbrqumq2V/GuIn+7f7KOld2eXcU8i6VoPgBA+uFwODR//nxNmjRJ77//vrJnz251JAAAAABwQxEAAP4h0hmprTe2Jvpcee/yyuXIlcaJAADpxeXLl9W3b19169ZNtWrVMtuLFy+umTNnWpgMAAAAQALMCWCiCAAg3bvuuq7zzvNpcq4IZ4Tbuu3//18JzxLKac+ZJhkAAOnPmjVr1LlzZ504cUIbN27U7t27lS1bNqtjAQAAAMA9UQQAkK5FuaI07/I8OeVM83NX9a6qun510/y8AID048aNGxo8eLA+/PBDs+3s2bP67bffVLt2bQuTAQAAALirDDJef1qgCAAgXTsVf8qSAoAk5XRw5z8AZGU7d+5Uhw4dtG/fPrPtscce07x581S4cGELkwEAAABA0lEEAJDuxLhitOnGJl10XtQ11zWz/SGPhxTsEZwmGXLac6qUV6k0ORcAIH2Jj4/X+++/rxEjRig+Pl6S5O3trfHjx6tPnz6y2xlbFAAAAEj3mBPARBEAQLqzL3af9sTsSdBe3Ku4KnpXtCARACCrOHz4sNq3b68tW7aYbVWqVFFYWJjKlStnYTIAAAAAuD8UAQA8EJfhUqQzUoaMFDvmvyfnlaRAe6CKeRZLsXMAAJCY69eva+fOnZIku92uQYMGadiwYfLy8rI4GQAAAIBkoSeAiSIAgPvmMlxaeGWhLrgupNo5nvV/VgU8CshTnrIxoQsAIJWVL19eY8eO1ccff6wFCxaoVq1aVkcCAAAAgAdCOQTAfbvoupiqBQBJymXPJS+bFwUAAECq+OGHHxQTE+PW1q9fP+3evZsCAAAAAJCR2Wxp88gA6AkA4I72xezT8bjjdxzqJ9aINZdz2nOqkGehFD1/YY/CCnQEpugxAQCQpIsXL6pHjx764osv9M477+i9994zn3M4HMqWLZuF6QAAAAA8MIYDMlEEAJCoS85LWnVtVZK3L+BRQA39GqZiIgAAUsaqVasUGhqqU6dOSZImTJigTp06qUyZMhYnAwAAAICURxEAyMJchktXXVcTfe6s82ySj+MpT5XyKpVSsQAASBXXrl3TO++8o+nTp5ttOXLk0IwZM1S6dGkLkwEAAABIcRlkqJ60QBEAyKLijXgtvLJQl1yX7rltea/yqu5b/Y7P+9p85WnzTMF0AACkrO3bt6t9+/Y6ePCg2fbkk09qzpw5KliwoIXJAAAAACB1UQQAsqgz8WeSVACQpNyO3AqwB6RuIAAAUkFcXJzGjh2rMWPGyOl0SpJ8fX01YcIEde/eXXY744QCAAAAmRJzApgoAgBZ1HnneXM5tz23cjtyJ7pdTkdOlfUum1axAABIUZ988olGjhxprlevXl1hYWF6+OGHLUwFAAAAAGmHIgCQRW24vsFcLuFVQo/6PmphGgAAUke3bt00Z84c/fbbbxo6dKgGDx4sT0+GsAMAAAAyPeYEMFEEALIoD3koXvGSpCKeRawNAwBACrl+/bp8fX3NdU9PTy1cuFBXr15V9ep3nt8GAAAAADIrBkYCsqDLzstmAcDf5q8QjxCLEwEA8GAMw9Dnn3+uwoULa/fu3W7PlS5dmgIAAAAAkMXYbLY0eWQEFAGALOhw3GFz2ZBhYRIAAB5cZGSkXnzxRXXo0EHnz59X+/btdePGDatjAQAAAEC6wHBAQCYW6YzUwdiDcsnl1n4m/oy5XN67fFrHAgAgxSxfvlyvvvqqwsPDzbYqVaooLi5OPj4+FiYDAAAAYKWMcpd+WqAIAGRShmHo26vfKsqIuut2QY6gNEoEAEDKiYqK0oABA/Txxx+bbbly5dLHH3+s1q1bW5gMAAAAANIXigBAJhWv+HsWALzkpXwe+dIoEQAAKWPz5s3q0KGDDh++PbxdkyZN9NlnnylfPv67BgAAAEASHQFMFAGATOCv2L/0y7VfdMNIfPzjvI68qu9bP2G7R15527xTOx4AAClm+vTp6tOnj1yum0Pd+fn5afLkyerWrRvdfQEAAAAgERQBgExgT8yeOxYAJCmHPYcKehZMw0QAAKSOmjVrmj/216pVSwsWLFCJEiUsTgUAAAAgveEmodsoAgAZmGEYOh5/XH/H/222hThC3Lbxtfuqhm+NtI4GAECqqF69ukaNGiVJevvtt+XhweUsAAAAANwN35qADOxE/Akti1rm1tYmoI1FaQAASFnHjh3T5MmTNXnyZLcf+wcPHmxhKgAAAAAZAT0BbqMIAGRgkc5It/X8HvktSgIAQMoxDEPz5s1Tnz59dPXqVeXNm1dDhw61OhYAAAAAZEgUAYB0bH/Mfm26vklxikv0+Xgj3lwu61VWDf0aplU0AABSxblz59StWzctW3a7p9uCBQv01ltvycfHx8JkAAAAADKS9NoTYMaMGZo4caLCw8NVqVIlTZs2TTVq3Hko7ylTpuj//u//dOLECeXJk0etW7fW+PHjk/X9yJ4SwQGkjm03tinKiFKMEZPowymnuW0pr1LysFHXAwBkXN99950qVKjgVgAIDQ3Vjh07KAAAAAAAyPCWLFmi/v37a/jw4dq5c6cqVaqkxo0b69y5c4luv2jRIg0cOFDDhw/X/v379dlnn2nJkiXJHiKVXwyBFHbJecltot4Hcc24JkmyyaZAe+Adt8vvkV+FPAqlyDkBAEhrV65cUb9+/TRnzhyzLW/evPrkk0/UokUL64IBAAAAyLDSY0+AyZMnq2vXrgoNDZUkzZo1Sz/++KPmzJmjgQMHJth+06ZNqlOnjtq1aydJKlKkiF566SVt3bo1WeelCACkoOuu6/r8yudud+inhGy2bOoU2ClFjwkAQHqwfv16derUSceOHTPbnn32Wc2ePVtBQUHWBQMAAACAFBQbG6sdO3Zo0KBBZpvdblejRo20efPmRPepXbu2Pv/8c23btk01atTQkSNHtHz5cnXo0CFZ56YIAKSgC84LKV4AkKRgj+AUPyYAAOnBsmXLzAKAv7+/pk6dqtDQ0HR51w4AAACADCSNvlLExMQoJibGrc3b21ve3t5ubREREXI6nQoOdv+dLzg4WH/++Weix27Xrp0iIiJUt25dGYah+Ph4vf766wwHBFjhTPwZrb+2XlddV822wh6FVdKr5AMf28vmpSKeRR74OAAApEdjx47VihUrlDt3bs2fP19Fixa1OhIAAAAAJNn48eM1cuRIt7bhw4drxIgRD3zstWvXaty4cZo5c6Zq1qypQ4cOqU+fPho9erSGDh2a5ONQBABSwP9u/E/hznC3tnwe+VTOu5xFiQAASH+cTqd27dqlatWqmW0+Pj5atWqVgoOD5XA4LEwHAAAAIDNJq97FgwYNUv/+/d3a/t0LQJLy5Mkjh8Ohs2fPurWfPXtWISEhiR576NCh6tChg7p06SJJqlChgqKjo9WtWzcNGTJEdrs9SRmTthWAu4pyRZnLvjZf5XPkUxmvMhYmAgAgfTl8+LDq16+vevXqaf/+/W7P5c+fnwIAAAAAgAzJ29tbAQEBbo/EigBeXl6qWrWqVq9ebba5XC6tXr1atWrVSvTY165dS/BD/63vToZhJDkjPQGAB+QyXDrnPGeuvxL4ijxs/NMCAEC6eWE6e/Zs9e/fX9HR0ZKkzp07a8uWLYz7DwAAACDVpMfvG/3791enTp1UrVo11ahRQ1OmTFF0dLRCQ0MlSR07dlSBAgU0fvx4SVLz5s01efJkValSxRwOaOjQoWrevHmybqTil0rgAUUb0W7rDnEnIwAAkhQeHq4uXbroxx9/NNuKFSumyZMnp8sLcgAAAABITW3atNH58+c1bNgwhYeHq3LlylqxYoU5WfCJEyfc7vx/9913ZbPZ9O677+rUqVPKmzevmjdvrrFjxybrvDYjOf0GMoErV64oMDBQly9fVkBAgNVxkI7EGrFad22dIpwRydrPKacinZGSpBBHiNoEtEmNeAAAZChfffWVXnvtNUVGRppt3bp106RJk+Tv729hMqSmrHSt7Vulp9URAECSdHH7dKsjAIAkySed3W6eq8OiNDnPhbB2aXKeB5HOPhrAOn/F/qV9sfse6Bg5HDlSJgwAABnUpUuX1Lt3b4WFhZltwcHB+uyzz9SsWTMLkwEAAABA1kQRAPj/Tsefdlu3KXnDFPjb/VXeu3xKRgIAIMNp0aKF1q1bZ663atVKs2bNUp48eSxMBQAAACCrYQjS2ygCAJJ+u/GbWy+AptmaqqRXSQsTAQCQMY0ePVoNGjRQ9uzZNX36dLVv356LbwAAAACwEEUAQNLx+ONu6zkdOS1KAgBAxuJyudwmrqpXr55mz56tJ598Ug899JCFyQAAAABkadyLZLLfexMgczsad1RH446a6439GiuPgyELAAC4m/j4eI0aNUpPP/20XC6X23OvvvoqBQAAAAAASCfoCYAszTAMrYpe5dZW1LOoRWkAAMgYDh48qA4dOmjbtm2SpClTpqh///4WpwIAAACA2xiW9DZ6AiDLuuG6oXPOc7puXDfbynmVk7fd28JUAACkX4ZhaMaMGapcubJZAHA4HLp+/fo99gQAAAAAWIWeAMiSwuPDtfTqUjnlNNvyOPKoUbZGFqYCACD9OnXqlF555RX99NNPZlupUqW0YMEC1axZ08JkAAAAAJAQPQFuoycAsqSjcUfdCgCSlNuR26I0AACkb4sXL1aFChXcCgA9evTQrl27KAAAAAAAQDpHTwBkSRedF83lop5FldeRVxW8K1iYCACA9MfpdKp9+/ZavHix2ZY/f37NnTtXTz31lIXJAAAAAODu6AlwG0UAZEnH4o6Zy1W8q6iQZyHrwgAAkE45HA4FBASY623bttWMGTOUK1cuC1MBAAAAAJKDIgCyBMMwdNV1VYYMSZK/3V8XXTd7A+TzyGdlNAAA0rVJkyZp165d6t+/v9q2bWt1HAAAAABIGjoCmCgCINMzDENLo5bqdPzpBM855JCHjX8GAABI0pYtW/T333+rdevWZpu/v7+2bt1KV1pkaDt37pSnp6cqVLg5/OOyZcs0d+5clS1bViNGjJCXl5fFCQEAAIDUw8TAyPQuuy4nWgCQpAB7QKLtAABkJXFxcRo6dKjq1Kmj0NBQHTlyxO15CgDI6F577TUdPHhQknTkyBG1bdtWfn5++vLLL/X2229bnA4AAACpwWazpckjI6AIgEzreNxx/XLtF22+vtlsC7AHqJRnKZXyLKWyXmX1VDYmNQQAZG379u3To48+qjFjxsjlcikqKkqTJ0+2OhaQog4ePKjKlStLkr788kvVr19fixYt0rx58/TVV19ZGw4AAABIZYyDgkzpuuu6vo/6Xk453doLeBTgh38AACS5XC599NFHGjhwoGJiYiRJHh4eGj58uAYOHGhxOiBlGYYhl8slSfr555/1zDPPSJIKFSqkiIgIK6MBAAAglWSUu/TTAkUAZErRRnSCAoBddhX3LG5RIgAA0o8TJ06oc+fOWrNmjdlWpkwZhYWFqWrVqhYmA1JHtWrVNGbMGDVq1Ejr1q3T//3f/0mSjh49quDgYIvTAQAAAKmLIgAypb/j/jaXi3sWV02fmspmzyY/u5+FqQAAsJZhGAoLC1OvXr105coVs71v374aN26cfH19LUwHpJ4pU6bo5Zdf1rfffqshQ4aoRIkSkqSlS5eqdu3aFqcDAABAaqAnwG0UAZAp/XMiYF+br/J65LUwDQAA6UNUVJQGDRpkFgAKFSqkefPm6fHHH7c4GZC6KlasqL179yZonzhxohwOhwWJAAAAgLRDEQCZxvG44/o7/mYPgEhnpNlexruMVZEAAEhXsmfPrjlz5ujpp59Wx44dNXXqVOXIkcPqWECaiY2N1blz58z5AW556KGHLEoEAACA1EJPgNsoAiBTuOi8qG+jvk30uWy2bGkbBgCAdOLq1au6ceOG8ua93SOucePG2rVrlypXrmxdMCCNHTx4UK+++qo2bdrk1m4Yhmw2m5xO5x32BAAAADI+igDIFC65LiXantOeUwH2gLQNAwBAOrBx40Z17NhRpUuX1o8//uh2FwwFAGQ1oaGh8vDw0A8//KB8+fJxVxgAAEBWwCWfiSIAMoSTcSe1Mnqloo3oe25b1qusyniVkU02BXsE8yUPAJClxMTEaPjw4ZowYYIMw9DRo0c1e/ZsdevWzepogGV2796tHTt2qHTp0lZHAQAAANIcRQBkCHtj9iapACBJwR7BKuhZMJUTAQCQ/uzdu1ft27fXnj17zLY6deqoUaNGFqYCrFe2bFlFRERYHQMAAABpiBuDb7NbHWDGjBkqUqSIfHx8VLNmTW3btu2u20+ZMkUPP/ywfH19VahQIfXr1083btxIo7SwSpzizOUgR5BCHCGJPsp6ldXDng9bmBQAgLTndDo1ceJEVatWzSwAeHp66r333tO6detUrFgxixMC1nr//ff19ttva+3atYqMjNSVK1fcHgAAAEBmZmlPgCVLlqh///6aNWuWatasqSlTpqhx48Y6cOCAgoKCEmy/aNEiDRw4UHPmzFHt2rV18OBBde7cWTabTZMnT7bgFSCtGIZhLj/v/7x87D4WpgEAIP04evSoOnXqpA0bNphtFSpUUFhYmCpVqmRhMiD9uNUb5oknnnBrZ2JgAACAzIueALdZWgSYPHmyunbtqtDQUEnSrFmz9OOPP2rOnDkaOHBggu03bdqkOnXqqF27dpKkIkWK6KWXXtLWrVvTNDfSnqHbRQD+AQMAcNOJEydUsWJFRUVFSbr538gBAwZo9OjR8vb2tjgdkH6sWbPG6ggAAACAZSwrAsTGxmrHjh0aNGiQ2Wa329WoUSNt3rw50X1q166tzz//XNu2bVONGjV05MgRLV++XB06dEir2EhjhmFo9bXVOhF/wmyzWz+KFQAA6cJDDz2k5557TgsXLlSRIkW0YMEC1atXz+pYQLrToEEDqyMAAAAgjXEj8W2WFQEiIiLkdDoVHBzs1h4cHKw///wz0X3atWuniIgI1a1bV4ZhKD4+Xq+//roGDx58x/PExMQoJibGXGfMz4zlouui/oj9w1z3kAdFAAAA/mH69OkKCQnR8OHDlT17dqvjAOnWhg0b9PHHH+vIkSP68ssvVaBAAYWFhalo0aKqW7eu1fEAAACAVJOhfk1du3atxo0bp5kzZ2rnzp36+uuv9eOPP2r06NF33Gf8+PEKDAw0H4UKFUrDxEiuK84r+j3md/PxZ6x7Qai+X305bA6L0gEAYJ3Lly+rc+fOWrx4sVt7jhw59MEHH1AAAO7iq6++UuPGjeXr66udO3eaNwldvnxZ48aNszgdAAAAUoUtjR4ZgGU9AfLkySOHw6GzZ8+6tZ89e1YhISGJ7jN06FB16NBBXbp0kXRz0rvo6Gh169ZNQ4YMkd2esKYxaNAg9e/f31y/cuUKhYB0KsaI0edXPlec4hJ9vqJ3RVXwrpDGqQAAsN7atWvVqVMnnThxQsuWLVO9evVUoEABq2MBGcaYMWM0a9YsdezY0a2QVqdOHY0ZM8bCZAAAAEDqs6wngJeXl6pWrarVq1ebbS6XS6tXr1atWrUS3efatWsJfuh3OG7eFW4YRmK7yNvbWwEBAW4PpE8XnRfvWACQpGBH8B2fAwAgM7px44befPNNNWzYUCdO3Jwfx+l06o8//rjHngD+6cCBA6pfv36C9sDAQF26dCntAwEAACDV2Wy2NHlkBJb1BJCk/v37q1OnTqpWrZpq1KihKVOmKDo6WqGhoZKkjh07qkCBAho/frwkqXnz5po8ebKqVKmimjVr6tChQxo6dKiaN29uFgOQ/rkMl1ZfW61T8afc2uONeHO5oEdBlfYqba4H2gNVwIM7HgEAWceuXbvUvn177du3z2x77LHHNG/ePBUuXNjCZEDGExISokOHDqlIkSJu7Rs3blSxYsWsCQUAAACkEUuLAG3atNH58+c1bNgwhYeHq3LlylqxYoU5WfCJEyfc7vx/9913ZbPZ9O677+rUqVPKmzevmjdvrrFjx1r1EnAfTsWf0r7YfXfdJsQjROW8y6VRIgAA0o/4+Hi9//77GjFihOLjbxbIvb29NW7cOPXt2zfR4Q8B3F3Xrl3Vp08fzZkzRzabTadPn9bmzZs1YMAADR061Op4AAAASAUZ5S79tGAz7jSOTiZ15coVBQYG6vLlywwNZJH9Mfv107WfJEke8pCnzdPt+UB7oJ7K9pRyOnJaEQ8AAMscP35cL730kjZv3my2Va5cWZ9//rnKlaM4jvQvvV5rG4ahcePGafz48bp27Zqkm8W1AQMGaPTo0fd1TN8qPVMyIjKB116sr36dnlBw7gDtPXhK/d//Uv/743ii23p42PXWK0+p/TM1lT8ohw4eP6t3py7Tqk37E91+QOiTGt37OU1fuEZvffBVar4MZEAXt0+3OgLSmcWLFmr+3M8UEXFepR4urYGDh6pCxYp33P6nlf/VjGlTdfrUKT1UuIj69h+gevUbuG1z5PBhTZk8UTv+t13xTqeKFyuuSVOmKV/+/Kn9cpCB+Fh6u3lChXt/nybnOf5R8zQ5z4NIZx8NMjvDMMwCgCTV8K2h6j7VLUwEAED64ePjo7/++kuSZLfbNWjQIA0bNkxeXl4WJwMyNpvNpiFDhuitt97SoUOHFBUVpbJly8rHx0enT59Wfn7AwANq/dQjev/N59Vr7BJt//2YerZrqO9m9lClFqN0/mJUgu1HdG+ul5pVV/fRi3Tg6Fk9WbuMlkzqqoadJ+u3A3+7bVu17EN6tVUd7Tn4d4LjAMC/rfjvcn0wYbzeHT5SFSpU0sKw+XrjtVe17IcVyp07d4Ltd+/aqYFvvaneffurfoOGWv7j9+rbq4cWL/1aJUuWkiSdPHFCnTu00/MtW+mNnr3ln81fhw/9JS9v77R+eUCy0BPgNvqTI01dM665red15LUoCQAA6U9wcLA++eQTlShRQhs3btSYMWMoAAApyMvLS2XLllWNGjXk7++vP/74Q4UKFbI6FjKB3u0f19yvNynsuy3680i4eo1drOs3YtWpRa1Et2/3TA1N+Ownrdy4T8dORWr2lxu18td96tPhcbftsvl6ae64zuo++gtdunI9LV4KgAwubP5ctWz9olo830rFS5TQu8NHysfHR99+nXgvooWfL1DtuvXU+ZUuKla8uHr27qsyZctq8aLPzW2mffSh6tavr34D3laZMmVV6KGH9NjjTyRaVADSEyYGvo2eAEhxJ+NOatuNbYo1YhM855LLXHbIocIeTGwIAMi6vvrqKzVo0EB58uQx255//nk1bdpU3txZBQAZgqeHQ1XKFNLEObd7PBuGoV+2HlCNikUT3cfL00M3YuPc2q7fiFXtKsXd2qYMaqMVG37Xmq0HNLDL0ykfHkCmEhcbq/37/tCrXV8z2+x2ux59tLb2/LYr0X327N6tDp06u7XVrlNXa1b/LElyuVzasG6tOr/SRa93fVV//rlPBQoU1KtdX9PjTzRKtdcCIGXREwAp7tfrv+rv+L91znkuwSPCGWFuV9yzeIaplgEAkJIuXryodu3aqXXr1nrjjTf07ymaKAAAQMaRJ6e/PDwcOnfhqlv7ucgrCsmd+NwYP2/er97tH1fxh/LKZrPp8Zql9dzjlRWS5/b2LzSuqsqlC2notO9SNT+AzOPipYtyOp0J7tDPnTu3IiIiEt0nIiJCuXPnSbh95M3tL0RG6tq1a5rz2WzVqVtPsz6Zo8efeFL9+/TU/7ZvS50XAqQUWxo9MgB6AiDFGIahs86zinLdHvPSdod/Cdls2VTBu0JaRQMAIN1YtWqVQkNDderUKUnS0qVLtX79ejVo0OAeewKwSkxMjGJiYtzaDJdTNrvDokTI6AZMXKqZQ1/Sb18PlWEYOvJ3hBZ8t0WdnntUklQwOIcmvtVKz7wxXTGx8RanBZCVuYybIzo0bPiE2WOgdJky+m33Tn25ZLGqVa9hYToASUURACnm52s/a1/sPnPd1+arbjm6WZgIAID049q1a3rnnXc0ffp0sy1HjhyaMWOG6tevb2EyIPPas2fPXZ8/cOBAko4zfvx4jRw50q3NEVxdnvn44QNSxMUoxcc7FZQru1t7UO4AhUdeueM+L/afLW8vD+UOzKbT5y9rTO/ndPRUpCSpSpmHFJw7QJsXvWPu4+HhUN1Hiuv1NvUVWLOvXC4j0WMDyLpy5sgph8OhyMhIt/bIyEi34Sf/KU+ePIqMjEi4/f/vHZAzR055eHioWHH34cqKFiuu3Tt3pGB6IOUxAsltFAGQYo7HHXdbz+nIaVESAADSl+3bt6tDhw5uPzg2atRIc+fOVcGCBS1MBmRulStXls1mSzDkliSzPSlfDgcNGqT+/fu7tQXVe+cOWyOriYt3atf+k2pY82F9v/Zm4clms6lhjVKatWT9XfeNiY3X6fOX5eFhV4snKuurVTslSWu2HVDV1mPdtv1kZHsdOHpWk+atogAAIFGeXl4qU7actm7ZbI7X73K5tHXrZrV9qX2i+1SsXFlbt2xR+46dzbYtmzepYuXK5jHLla+gY8eOuu13/Pgx5ctfIFVeB4CURxEADyzOiNPm65sVbURLkrzkpWo+1VTau7TFyQAAsFZcXJzGjh2rMWPGyOl0SpJ8fHw0YcIE9ejRQ3Y70zMBqeno0aP33igJvL29E8zVwVBA+KePPv9Fs0d10I59J/S/34+pZ7uG8vP11oJlWyRJn47uoNPnLmvY/x/fv3r5wsoflEO/HfhbBYJyaMhrTWW32zR53s2JOKOuxWjf4TNu54i+HqsLl6MTtAPAP3XoFKqhg99RuXLlVb5CRX0eNl/Xr19Xi+dbSpKGDHpbQUHB6tPvTUnSy+076tXOHTR/3hzVr99AK/67XH/8/ruGjhhlHrNT6Kt6+81+qlq1uqrXqKlfN27Q+rVr9OncBZa8RiCp6AlwG0UAPLBDsYe0K+b2LPO+dl9V961uYSIAANKHH374wW0IkerVq2vBggUqXZpCOZAWChcubHUEZBFLf9qpPDn9NeyNZgrOnV17DpzScz1mmJMFFwrJ5Xb3vre3p4b3eEZFC+RR1LUYrfz1D706dIEuR1236iUAyCSebtJUFy9c0MzpHyki4rweLl1GMz/+VLn//3BA4WfOyG67fSNK5SqPaPyEDzT9oymaNmWyHipcRFOmzVDJkqXMbZ5o9KTeHT5Cc2Z/ovfHj1GRIkU1acpHeqRqtTR/fQDuj81IrG9sJnblyhUFBgbq8uXLCggIsDpOhmEYhi66LireSDgp1f7Y/dods9tcr+dbT4/4PJKG6QAASJ8Mw1DLli31/fffa+jQoRo8eLA8PT2tjgWkmoxwrV2hQgUtX75chQoVeqDj+FbpmUKJAODBXNw+/d4bAUAa8Elnt5uXGPDfNDnPoQ+apMl5HkQ6+2iQXq28tlIHYu89cVrjbI1V2ou7GwEAWdOlS5eUI0cOc91ms+mTTz7RsWPHVL06veSA9ODYsWOKi4uzOgYAAACQZhiIFklyKPZQkrbLbc+dykkAAEh/DMPQ559/riJFiuj77793ey5v3rwUAAAAAAAgjdlstjR5ZAQUAXBXF50X9Uv0L3Lq/09maPNRRe+KiT6aZGuivB55LU4MAEDaioyM1IsvvqgOHTro8uXL6tKli86fP291LAB3UK9ePfn6+lodAwAAAFnUjBkzVKRIEfn4+KhmzZratm3bHbd97LHHEi08NGvWLFnnZDgg3NXG6xt1JO6IuR5gD1BDv4YWJgIAIP3473//q1deeUXh4eFm25NPPsm4/0A6tnz5cqsjAAAAIA2kx5v0lyxZov79+2vWrFmqWbOmpkyZosaNG+vAgQMKCgpKsP3XX3+t2NhYcz0yMlKVKlXSCy+8kKzzUgTAXUW5osxlm2wq41XGwjQAAKQPUVFRGjBggD7++GOzLVeuXJo1a1ayL8YApI2//vpLa9as0blz5+RyudyeGzZsmEWpAAAAkJVMnjxZXbt2VWhoqCRp1qxZ+vHHHzVnzhwNHDgwwfa5cuVyW1+8eLH8/PwoAiDlGIahc85z5nq3wG7ysftYmAgAAOtt3rxZHTp00OHDh822Jk2a6LPPPlO+fPksTAbgTmbPnq033nhDefLkUUhIiNvYrTabjSIAAABAJpRW4/XHxMQoJibGrc3b21ve3t5ubbGxsdqxY4cGDRpkttntdjVq1EibN29O0rk+++wztW3bVtmyZUtWRuYEwB1dcl1yW6cAAADI6hYsWKC6deuaBQA/Pz/zzg0KAED6NWbMGI0dO1bh4eHavXu3du3aZT527txpdTwAAABkYOPHj1dgYKDbY/z48Qm2i4iIkNPpVHBwsFt7cHCw2xCzd7Jt2zb9/vvv6tKlS7Iz0hMAiTIMQ3/E/GGu57TntDANAADpQ8OGDZU9e3ZdvnxZtWrV0oIFC1SiRAmrYwG4h4sXLzJUFwAAQBaTVnMCDBo0SP3793dr+3cvgJTw2WefqUKFCqpRo0ay96UnABJ1xnlGO2J2mOv5PLi7EQCAQoUKaebMmRo7dqzWr19PAQDIIF544QX99NNPVscAAABAJuTt7a2AgAC3R2JFgDx58sjhcOjs2bNu7WfPnlVISMhdzxEdHa3Fixfr1Vdfva+M9ARAoi47L7utF/csblESAACscezYMQ0ZMkQzZ85UYGCg2d6uXTsLUwG4HyVKlNDQoUO1ZcsWVahQQZ6enm7P9+7d26JkAAAASC12exp1BUgiLy8vVa1aVatXr1aLFi0kSS6XS6tXr1bPnj3vuu+XX36pmJgYtW/f/r7OTREACcQb8frp2u07pWr41FAxr2IWJgIAIO0YhqF58+apT58+unr1qjw9PTVv3jyrYwF4AJ988on8/f21bt06rVu3zu05m81GEQAAAABpon///urUqZOqVaumGjVqaMqUKYqOjlZoaKgkqWPHjipQoECCOQU+++wztWjRQrlz576v81IEQAKn4k+5redx5LEoCQAAaevcuXPq1q2bli1bZratXbtWFy5cUK5cuSxMBuBBHD161OoIAAAASGNpNSdAcrRp00bnz5/XsGHDFB4ersqVK2vFihXmZMEnTpyQ3e4+gv+BAwe0cePGBxrekiIA3MQZcdods9utrahnUWvCAACQhr777jt17dpV586dM9s6d+6sqVOnKiAgwMJkAFKSYRiSbvYAAAAAANJaz5497zj8z9q1axO0Pfzww+Y17P1iYmC42ROzR8fijpnrtXxqycNGrQgAkHlduXJFr776qp577jmzAJAnTx598803mjt3LgUAIJNYsGCBKlSoIF9fX/n6+qpixYoKCwuzOhYAAABSic1mS5NHRsCvu3BzwXnBbf0hz4csSgIAQOrbsGGDOnbsqGPHjpltzZs31+zZs83umAAyvsmTJ2vo0KHq2bOn6tSpI0nauHGjXn/9dUVERKhfv34WJwQAAABSD0UAmM7Fn9O+2H3memv/1grxCLEwEQAAqWvPnj1mAcDf319Tp05VaGhohrmbA0DSTJs2Tf/3f/+njh07mm3PPvusypUrpxEjRlAEAAAAyIT4WncbRQCY9sfud1vP5WACRABA5ta9e3d99913un79uubPn6+iRZkHB8iMzpw5o9q1aydor127ts6cOWNBIgAAACDtMCcATKfjT5vL5b3Ky9fua2EaAABSltPp1KpVq9zabDablixZojVr1lAAADKxEiVK6D//+U+C9iVLlqhkyZIWJAIAAEBqY06A2+gJAEnSVddVnXOeM9crele0MA0AACnr8OHD6tixozZt2qRVq1apUaNG5nM5cuSwLhiANDFy5Ei1adNG69evN+cE+PXXX7V69epEiwMAAABAZkJPAEhKOCFwTkdOi5IAAJByDMPQJ598okqVKmnTpk2SpC5duig2NtbiZADSUqtWrbR161blzp1b3377rb799lvlyZNH27Zt0/PPP291PAAAAKQCegLcRk+ALCreiNfy6OXmEEAuw2U+V8m7kjxs/GkAADK2M2fOqEuXLlq+fLnZVqxYMS1YsEBeXl4WJgNghapVq2rhwoVWxwAAAADSHL/0ZlEn40/qaNzRRJ8LsAekcRoAAFLW0qVL9frrrysyMtJs69q1qyZNmqTs2bNbmAxAWrLb7fe8O8tmsyk+Pj6NEgEAACCtZJCb9NMERYAs6IbrhvbE7DHXfW2+8rZ5S5JyOXLpYa+HrYoGAMADuXTpknr16qXPP//cbAsODtann36qZ555xsJkAKzwzTff3PG5zZs366OPPpLL5brjNgAAAEBmQBEgizEMQ99EfeM2CXA1n2p6xOcRC1MBAJAyunbtqqVLl5rrLVu21KxZs5Q3b14LUwGwynPPPZeg7cCBAxo4cKC+//57vfzyyxo1apQFyQAAAJDaMsp4/WmBiYGzoH8WACQp2CPYoiQAAKSs8ePHy8/PTwEBAVqwYIGWLl1KAQCAJOn06dPq2rWrKlSooPj4eO3evVvz589X4cKFrY4GAAAApCp6AmRxbbO3pQgAAMiwYmNj3Sb5LVGihJYsWaKKFSvqoYcesjAZgPTi8uXLGjdunKZNm6bKlStr9erVqlevntWxAAAAkMroCHAbPQGymCgjylzOac9JAQAAkCHFx8dr1KhReuSRR3Tt2jW355555hkKAAAkSRMmTFCxYsX0ww8/6IsvvtCmTZsoAAAAACDLoSdAFnLddV2HYw+b6/GKtzANAAD358CBA+rYsaO2bdsmSXr77bc1ffp0i1MBSI8GDhwoX19flShRQvPnz9f8+fMT3e7rr79O42QAAABIbcwJcBtFgCwizojTgisLdMO4YbYV8ihkYSIAAJLHMAzNnDlTb731lq5fvy5Jcjgcyp07twzD4AIPQAIdO3bkfxsAAACQ5VEEyCIuOi+6FQAkKY8jj0VpAABInlOnTik0NFSrVq0y20qVKqUFCxaoZs2aFiYDkJ7NmzfP6ggAAACwCPeC3EYRIJO75Lykjdc36qLzotmWz5FPVXyqqJhnMQuTAQCQNF988YW6d++uS5cumW09evTQhAkT5OfnZ10wAAAAAAAyAIoAmdzumN06HHfYrS3EI0QlvUpalAgAgKQxDEOdO3fWggULzLb8+fNr7ty5euqppyxMBgAAAABI7xgW8ja71QGQuqJcUeayTTblsOdQWe+yFiYCACBpbDabypa9/d+stm3bau/evRQAAAAAAABIBnoCZGKGYbj1AugU0EmBjkALEwEAkDwDBgzQpk2b9NJLL6lt27ZWxwEAAAAAZBB0BLiNIkAmdtW46rbuZ2fcZABA+rVlyxZt375dvXr1MtscDoeWLVtmYSoAAAAAADI2igCZmGEY5nKgPVCeNk8L0wAAkLjY2FiNHj1a48aNkyRVrVpVtWvXtjgVAAAAACAjY06A25gTIBM7E3/GXM7lyGVhEgAAErdv3z7VqlVLY8aMkcvlksvl0vTp062OBQAAAABApkERIBO7blw3lz3o9AEASEdcLpemTJmiRx55RDt37pQkeXh4aPTo0VqwYIHF6QAAAAAAGZ3NljaPjIBfhjOp8/Hntf76enO9kGchC9MAAHDbiRMn1LlzZ61Zs8ZsK1OmjMLCwlS1alULkwEAAAAAkPnQEyCTOhZ/zG09wB5gTRAAAP4/wzC0YMECVahQwa0A0LdvX+3YsYMCAAAAAAAgxdhstjR5ZAT0BMikTsadNJeLeRbTQx4PWZgGAAApPj5eH374oa5cuSJJKlSokObNm6fHH3/c4mQAAAAAAGRe9ATIhFyGSyfjbxcBynuXzzBVKQBA5uXp6amwsDB5e3urQ4cO2rNnDwUAAAAAAECqYE6A2+gJkAk55XRbL+BRwKIkAICs7OrVqzp//ryKFStmtpUvX15//PGHihcvbmEyAAAAAACyDnoCZEJ7Y/aaywU9CsrL5mVhGgBAVrRx40ZVqlRJLVq0UExMjNtzFAAAAAAAAKmNOQFuowiQCR2KPWQuZ7dntzAJACCriYmJ0cCBA1W/fn0dPXpUe/fu1ahRo6yOBQAAAABAlsVwQJnMJeclnXGeMdcf9X3UwjQAgKxk7969at++vfbs2WO21alTR6+++qqFqQAAAAAAWVEGuUk/TdATIJNZfW2123p2Gz0BAACpy+l0auLEiapWrZpZAPD09NR7772ndevWuc0JAAAAAAAA0hY9ATIJwzAUa8TqkvOS2VbSs2SGGZcKAJAxHT16VJ06ddKGDRvMtgoVKigsLEyVKlWyMBkAAAAAICvjd9HbKAJkAnFGnJZcXaJIZ6Rbe5NsTSxKBADICi5duqRHHnlEly5dknTzAmvAgAEaPXq0vL29rQ0HAAAAAAAkMRxQpnAy7mSCAkAeRx6qXQCAVJUjRw716tVLklSkSBGtXbtWEyZMoAAAAAAAALCczWZLk0dGQE+ATMAll7mcw55DeRx5VMWnioWJAACZlWEYbhc5Q4cOlaenp/r06aOAgAALkwEAAAAAgMRQBMhkynuXV1WfqlbHAABkMpcvX1afPn1UqlQpDR482Gz39PTU0KFDLUwGAAAAAEBCGeQm/TRBEQAAANzV2rVr1alTJ504cUIeHh5q0qSJqlShxxkAAAAAABkBcwJkAued562OAADIhG7cuKE333xTDRs21IkTJyRJvr6+5jIAAAAAAOkVcwLcRk+ATOCq66q57DScFiYBAGQWu3btUvv27bVv3z6z7bHHHtO8efNUuHBhC5MBAAAAAIDkoCdAJuBp8zSX83vktzAJACCji4+P19ixY1WjRg2zAODt7a1JkyZp9erVFAAAAAAAABmCzZY2j4yAngCZjJfNy+oIAIAM6vTp02rdurU2b95stlWuXFlhYWEqX768hckAAAAAAMD9oicAAACQJOXMmVMXL16UJNntdg0ePFhbt26lAAAAAAAAyHCYE+A2igCZwJ6YPVZHAABkAr6+vgoLC1Pp0qW1YcMGjR07Vl5e9DADAAAAAGQ8DAd0G0WATIbhgAAASfXll1/qwIEDbm3VqlXT77//rtq1a1uUCgAAAACAzGvGjBkqUqSIfHx8VLNmTW3btu2u21+6dEk9evRQvnz55O3trVKlSmn58uXJOucDzQlw48YN+fj4PMgh8IDijDi39RyOHNYEAQBkGBcvXlTPnj21aNEi1ahRQ7/++qs8PG5fEjgcDgvTAQAAAADw4Ozp8Db9JUuWqH///po1a5Zq1qypKVOmqHHjxjpw4ICCgoISbB8bG6snn3xSQUFBWrp0qQoUKKDjx48rR44cyTpvsnsCuFwujR49WgUKFJC/v7+OHDkiSRo6dKg+++yz5B4OD2hl9EpzOcQRYmESAEBG8PPPP6tChQpatGiRJGnbtm365ptvLE4FAAAAAEDmN3nyZHXt2lWhoaEqW7asZs2aJT8/P82ZMyfR7efMmaMLFy7o22+/VZ06dVSkSBE1aNBAlSpVStZ5k10EGDNmjObNm6cJEya4jRNcvnx5ffrpp8k9HB7Q2fiz5nKwR7CFSQAA6dm1a9fUu3dvPfnkkzp16pQkKUeOHFq4cKFat25tcToAAAAAAFJWepsTIDY2Vjt27FCjRo3MNrvdrkaNGmnz5s2J7vPdd9+pVq1a6tGjh4KDg1W+fHmNGzdOTqczWe9FsocDWrBggT755BM98cQTev311832SpUq6c8//0zu4fCAoowoc7mebz0LkwAA0qvt27erQ4cObuP/N2rUSHPnzlXBggUtTAYAAAAAQMYWExOjmJgYtzZvb295e3u7tUVERMjpdCo42P1G7uDg4Dv+rn7kyBH98ssvevnll7V8+XIdOnRI3bt3V1xcnIYPH57kjMnuCXDq1CmVKFEiQbvL5VJcXFwieyC1RLuizWUPechhYwxnAMBtcXFxGjFihGrVqmUWAHx8fPTRRx9p5cqVFAAAAAAAAJmWzWZLk8f48eMVGBjo9hg/fnyKvAaXy6WgoCB98sknqlq1qtq0aaMhQ4Zo1qxZyTpOsnsClC1bVhs2bFDhwoXd2pcuXaoqVaok93B4ALFGrLlsyLAwCQAgPdqxY4dGjRolw7j534jq1atrwYIFKl26tMXJAAAAAADIHAYNGqT+/fu7tf27F4Ak5cmTRw6HQ2fPnnVrP3v2rEJCEp/rNV++fPL09JTDcfvm7zJlyig8PFyxsbFuw/XfTbKLAMOGDVOnTp106tQpuVwuff311zpw4IAWLFigH374IbmHwwMIjw83l0t6lbQwCQAgPXr00UfVr18/TZ06VUOHDtXgwYPl6elpdSwAAAAAAFKdPRnj9T+IxIb+SYyXl5eqVq2q1atXq0WLFpJu3um/evVq9ezZM9F96tSpo0WLFsnlcsluvzmoz8GDB5UvX74kFwCk+xgO6LnnntP333+vn3/+WdmyZdOwYcO0f/9+ff/993ryySeTezg8gGjj9nBAN4wbFiYBAKQH4eHhcrlcbm1jx47Vtm3bNHz4cAoAAAAAAABYqH///po9e7bmz5+v/fv364033lB0dLRCQ0MlSR07dtSgQYPM7d944w1duHBBffr00cGDB/Xjjz9q3Lhx6tGjR7LOm+yeAJJUr149rVq16n52RQo5GXdSv17/1Vwv7cXQDgCQVRmGoUWLFqlHjx4aOXKk+vTpYz7n4+OjRx55xMJ0AAAAAACkPZstjboCJEObNm10/vx5DRs2TOHh4apcubJWrFhhThZ84sQJ845/SSpUqJBWrlypfv36qWLFiipQoID69Omjd95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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:11:18,026 INFO: === Dataset: g ===\n", "2025-03-24 03:11:20,634 INFO:Total samples: 6000\n", "2025-03-24 03:11:39,225 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:11:39,295 INFO: === Dataset: h ===\n", "2025-03-24 03:11:41,888 INFO:Total samples: 6000\n", "2025-03-24 03:12:00,393 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": [ "2025-03-24 03:12:00,464 INFO: === Dataset: i ===\n", "2025-03-24 03:12:03,051 INFO:Total samples: 6000\n", "2025-03-24 03:12:21,604 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:12:21,676 INFO: === Dataset: j ===\n", "2025-03-24 03:12:24,249 INFO:Total samples: 6000\n", "2025-03-24 03:12:42,569 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": [ "2025-03-24 03:12:42,641 INFO: === Dataset: k ===\n", "2025-03-24 03:12:45,183 INFO:Total samples: 6000\n", "2025-03-24 03:13:03,969 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": [ "2025-03-24 03:13:04,040 INFO: === Dataset: l ===\n", "2025-03-24 03:13:12,077 INFO:Total samples: 18911\n", "2025-03-24 03:14:09,370 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": [ "2025-03-24 03:14:09,446 INFO:Model Twins_SVT evaluation completed in 267.00 seconds.\n", "2025-03-24 03:14:09,446 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 03:14:09,569 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2025-03-24 03:14:09,569 INFO: === Dataset: a ===\n", "2025-03-24 03:14:10,920 INFO:Total samples: 3181\n", "2025-03-24 03:14:16,969 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": [ "2025-03-24 03:14:17,042 INFO: === Dataset: b ===\n", "2025-03-24 03:14:18,380 INFO:Total samples: 3181\n", "2025-03-24 03:14:24,721 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": [ "2025-03-24 03:14:24,794 INFO: === Dataset: c ===\n", "2025-03-24 03:14:26,178 INFO:Total samples: 3181\n", "2025-03-24 03:14:32,270 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": [ "2025-03-24 03:14:32,343 INFO: === Dataset: d ===\n", "2025-03-24 03:14:33,724 INFO:Total samples: 3181\n", "2025-03-24 03:14:39,885 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:14:39,958 INFO: === Dataset: e ===\n", "2025-03-24 03:14:40,360 INFO:Total samples: 911\n", "2025-03-24 03:14:42,638 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": [ "2025-03-24 03:14:42,711 INFO: === Dataset: f ===\n", "2025-03-24 03:14:48,322 INFO:Total samples: 12911\n", "2025-03-24 03:15:10,662 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": [ "2025-03-24 03:15:10,736 INFO: === Dataset: g ===\n", "2025-03-24 03:15:13,288 INFO:Total samples: 6000\n", "2025-03-24 03:15:24,129 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": [ "2025-03-24 03:15:24,199 INFO: === Dataset: h ===\n", "2025-03-24 03:15:26,743 INFO:Total samples: 6000\n", "2025-03-24 03:15:37,584 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": [ "2025-03-24 03:15:37,655 INFO: === Dataset: i ===\n", "2025-03-24 03:15:40,204 INFO:Total samples: 6000\n", "2025-03-24 03:15:50,921 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:15:50,991 INFO: === Dataset: j ===\n", "2025-03-24 03:15:53,516 INFO:Total samples: 6000\n", "2025-03-24 03:16:04,230 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:16:04,303 INFO: === Dataset: k ===\n", "2025-03-24 03:16:06,831 INFO:Total samples: 6000\n", "2025-03-24 03:16:17,785 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": [ "2025-03-24 03:16:17,857 INFO: === Dataset: l ===\n", "2025-03-24 03:16:25,969 INFO:Total samples: 18911\n", "2025-03-24 03:16:58,415 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": [ "2025-03-24 03:16:58,488 INFO:Model Twins_PCPVT evaluation completed in 169.04 seconds.\n", "2025-03-24 03:16:58,489 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 03:16:58,617 INFO:Loaded model weights from PiT_best.pth\n", "2025-03-24 03:16:58,617 INFO: === Dataset: a ===\n", "2025-03-24 03:16:59,989 INFO:Total samples: 3181\n", "2025-03-24 03:17:09,223 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": [ "2025-03-24 03:17:09,294 INFO: === Dataset: b ===\n", "2025-03-24 03:17:10,686 INFO:Total samples: 3181\n", "2025-03-24 03:17:19,850 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:17:19,921 INFO: === Dataset: c ===\n", "2025-03-24 03:17:21,298 INFO:Total samples: 3181\n", "2025-03-24 03:17:30,243 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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SkZGRydp9fX0VFBRkQSIASB3DMDRlyhQFBwebBQBHR0ddv37d4mQAAAAAgLuhJwAAZKLvv/9eq1evtmsbPny4PDw85OzsbDecBgBkJadOnVKXLl3022+/mW3lypXTnDlzVLt2bQuTAQAAAEBy9AS4jW+bACATbd++3W45b9688vLykqurKwUAAFnWd999p6CgILsCQK9evbR9+3YKAAAAAACQxdETAADS2ebNm7Vr1y4ZhpFs3dWrVyVJLi4uqlOnjmrWrCknJ6fMjggAqZKYmKgOHTrou+++M9uKFi2qmTNn6umnn7YwGQAAAADcGz0BbqMIAADpKDo6WrNmzUqxAHAnd3d3vfTSS5mUCgAejKOjozw9Pc3ltm3basqUKfL29rYwFQAAAAAgLSgCAEA6OnPmzH0LADabTXXq1MmkRADwcD7++GNt375d/fv3V9u2ba2OAwAAAACpQ0cAE0UAAEgn69ev19y5c83l2rVrq0WLFsm2c3Z2lru7e2ZGA4BU2bhxo06ePKkXX3zRbHN3d9dff/1FV1pka9u2bZOTk5OCgoIkSYsWLdLMmTNVqVIlDRs2TM7OzhYnBAAAADIOs1ACQDrZvHmz3XKRIkXk7e2d7EEBAEBWEx8fr8GDB6tevXoKDQ3VkSNH7NZTAEB298orr+jgwYOSpCNHjqht27bKmzevfvjhB7399tsWpwMAAEBGsNlsmfLIDugJAAB3ceDAAW3fvl1JSUmp2j4iIsJ83qRJE9WvXz+jogFAutm3b586duyobdu2SZKuXLmi8ePH69NPP7U4GZB+Dh48qODgYEnSDz/8oAYNGuibb77RunXr1LZtW02YMMHSfAAAAEBGoggAACm4fv26PvvsM8XHxz/Q/v/973+VJw+/YgFkXUlJSZo0aZIGDhyo2NhYSVKePHk0dOhQDRw40OJ0QPoyDMMs6q9YsULPPvusJCkgIEBRUVFWRgMAAEAGyS536WcGvqECkCvduHHjnnf4R0VFPXABoEqVKhQAAGRp4eHh6ty5s1atWmW2VaxYUWFhYapRo4aFyYCMUbNmTY0cOVJNmjTRmjVr9Pnnn0uSjh49Kj8/P4vTAQAAABmLb6kA5DozZ85MNn7/vTzyyCN67rnnUrVtnjx5+DIBQJZlGIbCwsLUp08fxcTEmO1vvPGGRo8eLTc3NwvTARlnwoQJevnll/XTTz/pvffeU5kyZSRJ8+fPV926dS1OBwAAgIxAT4DbKAIAyFWuXLmSpgKAdHOC32LFimVQIgDIPFeuXNGgQYPMAkBAQIBmzZqlxo0bW5wMyFhVqlTR7t27k7WPGzdOjo6OFiQCAAAAMg9FAAC5yp13vnp4eCggIOCe23t7e/PlGIAcw8PDQzNmzNB//vMfhYSEaOLEifLy8rI6FpBp4uLidPbs2WRDAhYvXtyiRAAAAMgo9AS4jSIAgFxl8eLF5vNSpUrplVdesTANAGSsy5cv68aNG/Lx8THbmjZtqu3btys4ONi6YEAmO3jwoLp27ar169fbtRuGIZvNpsTERIuSAQAAABmPIgCAXOXq1avm84oVK1qYBAAy1tq1axUSEqIKFSpoyZIldnfBUABAbhMaGqo8efLo559/VpEiRbgrDAAAIDfgks9EEQBArnL48GHzeb169SxMAgAZIzY2VkOHDtWHH34owzB09OhRTZs2TT169LA6GmCZHTt2aOvWrapQoYLVUQAAAIBMRxEAQK7FXYAAcprdu3erQ4cO2rVrl9lWr149NWnSxMJUgPUqVaqkqKgoq2MAAAAgE/G9z20OVgeYMmWKAgMD5erqqtq1a2vTpk333H7ChAkqX7683NzcFBAQoH79+unGjRuZlBZAdpOUlKSdO3fqt99+02+//Wb3B8DBwfJfgQCQLhITEzVu3DjVrFnTLAA4OTnp//7v/7RmzRqVKlXK4oSAtcaOHau3335bq1ev1vnz5xUTE2P3AAAAAHIyS3sCzJs3T/3799fUqVNVu3ZtTZgwQU2bNtWBAwfk6+ubbPtvvvlGAwcO1IwZM1S3bl0dPHhQnTt3ls1m0/jx4y14BQCyuq1bt2rmzJnJ2osXL25BGgBIf0ePHlWnTp30559/mm1BQUEKCwtT1apVLUwGZB23esM8+eSTdu1MDAwAAJBz0RPgNkuLAOPHj1f37t0VGhoqSZo6daqWLFmiGTNmaODAgcm2X79+verVq6f27dtLkgIDA9WuXTv99ddfmZobQPZx+vTpFNvLli2byUkAIP2Fh4erSpUqunLliqSbF7kDBgzQBx98IBcXF4vTAVnHqlWrrI4AAAAAWMayIkBcXJy2bt2qQYMGmW0ODg5q0qSJNmzYkOI+devW1dy5c7Vp0ybVqlVLR44c0dKlS9WxY8fMig0gG1iyZIn++OMPJSYmKi4uzmx/9tlnVbRoUeXLl0+lS5e2MCEApI/ixYvrueee09dff63AwEDNmTNH9evXtzoWkOU0bNjQ6ggAAADIZPQEuM2yIkBUVJQSExPl5+dn1+7n56f9+/enuE/79u0VFRWlxx9/XIZhKCEhQa+++qrefffdu54nNjZWsbGx5jJjfgI5W2xsrH755RclJSUlW1e5cmWGAQKQ43z66acqXLiwhg4dKg8PD6vjAFnWn3/+qS+++EJHjhzRDz/8IH9/f4WFhalkyZJ6/PHHrY4HAAAAZJhsNSvm6tWrNXr0aH322Wfatm2bFi5cqCVLluiDDz646z5jxoxR/vz5zUdAQEAmJgaQWQzD0KFDh7Ru3TqzAODs7CxfX1/5+fnpiSee4P9/ANnapUuX1LlzZ3333Xd27V5eXvroo48oAAD3sGDBAjVt2lRubm7atm2beZPQpUuXNHr0aIvTAQAAIEPYMumRDVjWE6BQoUJydHRUZGSkXXtkZKQKFy6c4j6DBw9Wx44d1a1bN0k3J727evWqevTooffee08ODslrGoMGDVL//v3N5ZiYGL4IBHKgPXv26PPPP7drK1u2rHr16mVRIgBIP6tXr1anTp0UHh6uRYsWqX79+vL397c6FpBtjBw5UlOnTlVISIhdIa1evXoaOXKkhckAAACAjGdZTwBnZ2fVqFFDK1euNNuSkpK0cuVK1alTJ8V9rl27luyLfkdHR0k37wJOiYuLizw9Pe0eAHKe48ePJ2srUaKEBUkAIP3cuHFDb775pp544gmFh4dLkhITE7V3716LkwHZy4EDB9SgQYNk7fnz51d0dHTmBwIAAECGs9lsmfLIDizrCSBJ/fv3V6dOnVSzZk3VqlVLEyZM0NWrVxUaGipJCgkJkb+/v8aMGSNJatGihcaPH69q1aqpdu3aOnTokAYPHqwWLVqYxQAAOV98fLzCwsJ07Ngxs+3q1avm88aNG6tChQqqWLGiBekAIH1s375dHTp00L59+8y2Ro0aadasWRQ5gTQqXLiwDh06pMDAQLv2tWvXqlSpUtaEAgAAADKJpUWANm3a6Ny5cxoyZIgiIiIUHBysZcuWmZMFh4eH2935//7778tms+n999/XqVOn5OPjoxYtWmjUqFFWvQQAFti7d6+2bNly1/XVqlVT6dKlMzERAKSfhIQEjR07VsOGDVNCQoKkmz0bR48erTfeeCPF4Q8B3Fv37t3Vt29fzZgxQzabTadPn9aGDRs0YMAADR482Op4AAAAyADZ5S79zGBpEUCSevfurd69e6e4bvXq1XbLefLk0dChQzV06NBMSAbASomJidq/f785cd+d/vnnH/O5i4uLnJyczOUKFSqoZMmSmZIRANLb8ePH1a5dO23YsMFsCw4O1ty5c/XII49YmAzI3gYOHKikpCQ9+eSTunbtmho0aCAXFxcNGDBAffr0sToecogGpQroqbIF5emaRycvxer7nWd0/OKNFLd9rHh+hdS0n9slPjFJfRftN5eDi3qofskCCvBylbtLHo1eeVgnLyW/NgaAf6tf0kuNyxaUp4ujTl2K1fxdkQqPTvn30Z2q+3uo86P+2nXmsr7665TZ7uHiqP8+4qsKPnnl5uSow+evaf6uSJ27Gp+RLwNAOrK8CAAAKZk1a5a2bt163+2ef/75FMf4BYDsyNXV1Sx0Ojg4aNCgQRoyZIicnZ0tTgZkbzabTe+9957eeustHTp0SFeuXFGlSpXk6uqq06dPq2jRolZHRDZXw99TrYL89O2OMzp24boalymoPvVKaNjyQ7oSm5jiPtfjEzX8t0Pm8r9nuXN2dNCh89e09VSMOlTnZxRA6lTz99DzlX01b2ekjl+8roalvdWzboBGrjiiK3Ep/z6SJO+8TmpZ2VeHoq4lW9etdjElJhma9tcp3UhI0hOlC6hXveIavfKI4hJTnqMTyAroCXAb/ckBZEmHDx9O1Xb+/v733wgAsgk/Pz99+eWXKlOmjNauXauRI0dSAADSkbOzsypVqqRatWrJ3d1de/fuVUBAgNWxkAM0LltQ645Fa+PxS4q4HKdvt59RXGKS6pbwuus+hiHFxCaaj8v/KhZsOnFJv+yP0v6zV+9yBABI7onS3lp//JL+Cr/5++j7HRGKS0zSYyXy33Ufm6SQGkW0dH+Uzl+zv7vfJ5+TSnq76fudEQqPvqGzV+L0/c5IOTnaVKOYZwa/GuDhMDHwbfQEAJAlnD17VgsXLlR0dLQkKSYmRtLNu2KfeeaZFPcJCAhgMj8A2dqCBQvUsGFDFSpUyGx7/vnn9cwzz8jFxcXCZACA1HK0ScW9XPXbgSizzZC0/+xVlfTOK+l8ivu55HHQB/8pIwfZFB59Q4v3ntWZywz3A+DBOdqkAC9XLf/n9u8dQ9KBc9dU0tvtrvv9p0IhXY5N1Mbjl1S6YF67dXkcb94/nHDHHf/G/18uVTCvNhy/lK6vAUDGoCcAgCzh999/165duxQeHq7w8HAlJSVJkjw8PNSkSZMUH+XLl882FVcAuNPFixfVvn17vfjii3rttddkGPbdqCkAAED24e6SR44ONsXEJti1X45NkKdryvfdRV6J09xtp/XFhhOateWUHGzSgEaB8nLjPj0ADy7f//99dPlG8t9HHi4p/34p5e2mOiXy67sdESmuj7wcqwvX4tXiER+5OTnI0SY1KeutAnmd5OnimO6vAUhXtkx6pNGUKVMUGBgoV1dX1a5dW5s2bbrrto0aNUqx90Hz5s3TdE6KAACyhBMnTpjPbTabHBwc5ObmpqeeesrCVACQ/pYvX66goCB9++23kqT58+frjz/+sDgVgHuJjY1VTEyM3SMxPs7qWMjGjl64rr/CL+nkpVj9E3VNX2w8ocuxiXq8ZAGrowHIRVzyOKhjjSL6dnuErt5lvoAkQ5r+10n5uDtrbPNy+qhFeZUtlFd7I64km8sEwP3NmzdP/fv319ChQ7Vt2zZVrVpVTZs21dmzZ1PcfuHChTpz5oz52LNnjxwdHdW6des0nZfbDABYbt++fTp69Ki5PGLECBUsWNDCRACQ/q5du6Z33nlHn376qdnm5eWlKVOmMME5kEF27dp1z/UHDhxI1XHGjBmj4cOH27XVfKmnHm3T64GzIee4EpugxCRDnv+6y9bDJY9i/nU37t0kGdLJ6Bvyycc8MAAe3NX///vIwzX576PLscl/HxXK56SC+ZzV47FiZtutzvaf/Le8Rq04oqhr8TpxKVYfrjom1zwOyuNg05W4RPVvUEInom9k6OsBHlZWHD1i/Pjx6t69u0JDQyVJU6dO1ZIlSzRjxgwNHDgw2fbe3t52y999953y5s1LEQBA9rN//367ZQ8PD4uSAEDG2Lx5szp27Gj3hWOTJk00c+ZMFStW7B57AngYwcHBstlsyYbckmS2p+bD4aBBg9S/f3+7trd+OZJuOZG9JRpSePQNlffNp51nLku6OTJAed98WnP4QqqOYZNUNL+L9kZcybigAHK8REM6EX1D5XzyafeZm79PbJLK++TVH0cuJts+8nKcxqy0/3vWvJKPXPI4aOGuSF28bj9J8I2Em8P2+uRzUvECrlr697mMeSFANhMbG6vYWPt5fVxcXJIN8xoXF6etW7dq0KBBZpuDg4OaNGmiDRs2pOpc06dPV9u2bZUvX740ZaQIACBd7dy5U+vWrVNCQuruepJk1+WpdevWcnbmDigAOUN8fLxGjRqlkSNHKjHxZhdrV1dXffjhh+rVq5ccHBiZEchId/Y0fBgpfYhzdOJ6Bbf9/s95hdQsquMXr+v4xet6okxBuTg6aMPxaElSpxpFFX0jQYv23rzubVahkI5duK6zV+KU19lRTcoWlHdeJ607dvtLurxODvLO66T8rk6SJD/3mz+DMTcSFBOb8rAdALDq8AV1qF5EJy5e1/GLN9SodAE5Ozror/CbE/h2qF5El24k6H/7zikhydCZy/bD212Pv/lF/53twUU9dCUuURevxauop4teqOKnXWeuaP+5a5n3woAHkFk9AVLqNTp06FANGzbMri0qKkqJiYny8/Oza/fz80t2g2xKNm3apD179mj69OlpzkgRAEC6SUxM1Jw5c3T9+vUHPkZgYGD6BQIAi/388892F4OPPvqo5syZowoVKliYCsg9SpQoYXUE5BJbT8XI3cVRz1bykadLHp28FKtP14Xr8v//sr5AXicl3bF9XidHta9eRJ4ueXQtPkknoq/ro9XHFHHHl25VingopKa/udy19s2eY0v+Pqcl3H0L4C62n7osd2dHPVPRR54ujjp5KVafbzhh9/sorWP5e7rm0fOVfeXhenOYs00nLunX/VHpHx7IplLqNfrvG0jSw/Tp0xUUFKRatWqleV+KAADS7PLly7p4MXlXwvj4+IcqAJQpU4YP6wBylJYtW6ply5b63//+p8GDB+vdd9+Vk5OT1bGAXC0oKEhLly5VQECA1VGQw6w5clFrUhhuQ5Im/HncbnnB7kgt2B15z+NtDL+kjf//zl0ASIs/j0brz6PRKa6bvDb8nvt+ve1MsrY/jlxMcTghIKvLrCkBUuo1mpJChQrJ0dFRkZH21wCRkZEqXLjwPfe9evWqvvvuO40YMeKBMlIEAJAmBw4c0KeffmoOa3E3ZcqUUc+ePdN0bFdX14eJBgCWi46OlpeXl7lss9n05Zdf6tixY3r00UetCwbAdOzYMcXHx99/QwAAACAdOTs7q0aNGlq5cqVatmwpSUpKStLKlSvVu3fve+77ww8/KDY2Vh06dHigczMQLYA02b17930LAJLk6+srV1fXND0AILsyDENz585VYGCg/ve//9mt8/HxoQAAAAAAAJnMZrNlyiMt+vfvr2nTpmn27Nn6+++/9dprr+nq1asKDQ2VJIWEhNhNHHzL9OnT1bJlSxUsWPCB3gt6AgBIkzsn8Q0ODpanp2eybTw8PFS/fv3MjAUAljl//rxeffVVzZ8/X5LUrVs37dmzRz4+PhYnA5CS+vXry83NzeoYAAAAyIXatGmjc+fOaciQIYqIiFBwcLCWLVtmThYcHh4uBwf7+/YPHDigtWvX6rfffnvg81IEAJAmR48eNZ8//fTTTOQLIFf75Zdf1KVLF0VERJhtTz31FOP+A1nY0qVLrY4AAACATJBZcwKkVe/eve86/M/q1auTtZUvX16GkdYpve1RBACQJj4+Prp69aokMaEegFzrypUrGjBggL744guzzdvbW1OnTlXr1q0tTAbgbv755x+tWrVKZ8+eVVJSkt26IUOGWJQKAAAAyHgUAQA8MEdHR6sjAECm27Bhgzp27KjDhw+bbc2aNdP06dNVpEgRC5MBuJtp06bptddeU6FChVS4cGG7sVttNhtFAAAAgBworeP152QUAQAAAFJpzpw5Cg0NNe8izps3r8aPH68ePXpwgQlkYSNHjtSoUaP0zjvvWB0FAAAAyHQUAQDc16FDh7R161YlJiYqKirK6jgAYJknnnhCHh4eunTpkurUqaM5c+aoTJkyVscCcB8XL15kqC4AAIBchvu0bqMIAOCe4uLi9Nlnn+nGjRt27dzxCiA3CggI0GeffaZjx47p7bffVp48XEoB2UHr1q3122+/6dVXX7U6CgAAAJDp+OQK4J6uXbuWrAAgSdWrV7cgDQBknmPHjum9997TZ599pvz585vt7du3tzAVgAdRpkwZDR48WBs3blRQUJCcnJzs1r/++usWJQMAAEBGcXDgBtZbKAIAuKe4uDjzebly5fTiiy/KyclJvr6+FqYCgIxjGIZmzZqlvn376vLly3JyctKsWbOsjgXgIXz55Zdyd3fXmjVrtGbNGrt1NpuNIgAAAAByNIoAAO7p5MmT5vPY2FgVK1bMwjQAkLHOnj2rHj16aNGiRWbb6tWrdeHCBXl7e1uYDMDDOHr0qNURAAAAkMkYyfo2igAAkklKStL27dt14sQJRUZGmu2BgYHWhQKADLZ48WJ1795dZ8+eNds6d+6siRMnytPT08JkANKTYRiSmN8IAAAAuYeD1QEAZD0HDx7U9OnT9dtvv2nnzp1mO3fBAsiJYmJi1LVrVz333HNmAaBQoUL68ccfNXPmTAoAQA4xZ84cBQUFyc3NTW5ubqpSpYrCwsKsjgUAAIAMYrPZMuWRHdATAEAyd979f4uDg4MqVKhgQRoAyDh//vmnQkJCdOzYMbOtRYsWmjZtmvz8/KwLBiBdjR8/XoMHD1bv3r1Vr149SdLatWv16quvKioqSv369bM4IQAAAJBxKAIASObIkSPm86ZNm6pixYry8/NT/vz5LUwFAOlv165dZgHA3d1dEydOVGhoaLa5mwNA6kyePFmff/65QkJCzLb//ve/euSRRzRs2DCKAAAAADkQH+tuowgAIJnY2FjzeeHChVWuXDkL0wBAxunZs6cWL16s69eva/bs2SpZsqTVkQBkgDNnzqhu3brJ2uvWraszZ85YkAgAAADIPMwJACCZy5cvm8+ZDBhATpGYmKjly5fbtdlsNs2bN0+rVq2iAADkYGXKlNH333+frH3evHkqW7asBYkAAACQ0ZgT4DZ6AgCwk5iYqKNHj5rLDg7UCgFkf4cPH1ZISIjWr1+v5cuXq0mTJuY6Ly8v64IByBTDhw9XmzZt9Mcff5hzAqxbt04rV65MsTgAAAAA5CR8uwfAzrVr1+yWvb29LUoCAA/PMAx9+eWXqlq1qtavXy9J6tatm+Li4ixOBiAztWrVSn/99ZcKFiyon376ST/99JMKFSqkTZs26fnnn7c6HgAAADIAPQFuoycAAEk3ewDMmDFD+/fvN9vKli0rR0dHC1MBwIM7c+aMunXrpqVLl5ptpUqV0pw5c+Ts7GxhMgBWqFGjhr7++murYwAAAACZjiIAAEnSoUOHtH37dru2AgUKWJQGAB7O/Pnz9eqrr+r8+fNmW/fu3fXxxx/Lw8PDwmQAMpODg8N9786y2WxKSEjIpEQAAADILNnkJv1MQREAgCTp0qVL5vN8+fKpaNGievLJJy1MBABpFx0drT59+mju3Llmm5+fn7766is9++yzFiYDYIUff/zxrus2bNigSZMmKSkpKRMTAQAAAJmPIgAASdKsWbPM540bN1azZs2sCwMAD6h79+6aP3++ufzCCy9o6tSp8vHxsTAVAKs899xzydoOHDiggQMH6n//+59efvlljRgxwoJkAAAAyGjZZbz+zMDEwAAkSU5OTubzEiVKWJgEAB7cmDFjlDdvXnl6emrOnDmaP38+BQAAkqTTp0+re/fuCgoKUkJCgnbs2KHZs2dz3QMAAIAcj54AABQbG6v4+HhzuWLFihamAYDUi4uLs5vkt0yZMpo3b56qVKmi4sWLW5gMQFZx6dIljR49WpMnT1ZwcLBWrlyp+vXrWx0LAAAAGYyOALfREwCAdu3aZT739vamuxSALC8hIUEjRoxQ9erVde3aNbt1zz77LAUAAJKkDz/8UKVKldLPP/+sb7/9VuvXr6cAAAAAgFyHngAA7L5Ao0s8gKzuwIEDCgkJ0aZNmyRJb7/9tj799FOLUwHIigYOHCg3NzeVKVNGs2fP1uzZs1PcbuHChZmcDAAAABmNm1xvowgAQD/99JP5vHLlytYFAYB7MAxDn332md566y1dv35dkuTo6KiCBQvKMAwu8AAkExISwu8GAAAA5HoUAQAof/78Onv2rCTJ39/f4jQAkNypU6cUGhqq5cuXm23lypXTnDlzVLt2bQuTAcjKZs2aZXUEAAAAWIR7QW5jTgAAdnfIMY42gKzm22+/VeXKle0KAL169dL27dspAAAAAAAAcB/0BABgcnNzszoCAJgMw1Dnzp01Z84cs61o0aKaOXOmnn76aQuTAQAAAACyOoaFvI0iAJCDREdHKyIiIs37xcbGZkAaAHg4NptNlSpVMpfbtm2rKVOmyNvb28JUAAAAAABkLxQBgBzixIkTGjt2rJKSkqyOAgDpZsCAAVq/fr3atWuntm3bWh0HAAAAAJBN0BHgNooAQA5x4MCBhy4AFC5cOJ3SAEDabdy4UZs3b1afPn3MNkdHRy1atMjCVAAAAAAAZG8UAYAcYO/evVq4cKG5HBwcnOYv9J2dnVWrVq30jgYA9xUXF6cPPvhAo0ePliTVqFFDdevWtTgVAAAAACA7Y06A2ygCADnAnZNmStJjjz2mKlWqWJQGAFJv37596tixo7Zt22a2ffrppxQBAAAAAABIJxQBgGzIMAxFREQoPj5eknT58mVzXbFixVS+fHmrogFAqiQlJWnSpEkaOHCgOTl5njx5NHToUA0cONDidAAAAACA7I6OALdRBACyoZkzZ2rLli3J2osUKaJBgwbR3QlAlhYeHq7OnTtr1apVZlvFihUVFhamGjVqWJgMAAAAAICcx8HqAADSbvv27Sm2FytWjAIAgCzLMAzNmTNHQUFBdgWAN954Q1u3bqUAAAAAAABINzabLVMe2QE9AYBs4o8//tDBgwclSYmJiZIkd3d3Va9eXZKUL18+1a9f37J8AHA/CQkJ+uSTTxQTEyNJCggI0KxZs9S4cWOLkwEAAAAAkHNRBACygfDwcH333XfJ2gsVKqS2bdtakAgA0s7JyUlhYWGqWbOmXnrpJU2aNEleXl5WxwIAAAAA5EDZ5Cb9TEERAMjCLl68qMTERIWHhydb5+DgoNq1a1uQCgBS5/Llyzp37pxKlSpltlWuXFl79+5V6dKlLUwGAAAAAEDuQREAyKK+/PJL7dixI1l7kyZN1KhRI7m6uipv3ryZHwwAUmHt2rUKCQmRu7u7Nm/eLBcXF3MdBQAAAAAAQEbLLuP1ZwYmBgayoOvXr6dYAJAkf39/eXt7UwAAkCXFxsZq4MCBatCggY4ePardu3drxIgRVscCAAAAACDXoicAYBHDMLRx40YdPXo02bqEhATzuaenp8qVKydJKlq0qDkRMABkNbt371aHDh20a9cus61evXrq2rWrhakAAAAAALkRHQFuowgAWOTw4cMKCwu773YBAQHq0qVLJiQCgAeTmJio8ePH6/3331dcXJykm5MAf/DBBxowYIAcHR0tTggAAAAAQO5FEQCwyJkzZ+67jc1mU3BwcMaHAYAHdPToUXXq1El//vmn2RYUFKSwsDBVrVrVwmQAAAAAgNyMOQFuowgAWGDZsmVavHixudy0aVPVqFEj2Xbu7u7y8vLKxGQAkHrR0dGqXr26oqOjJd28wBowYIA++OADu4mAAQAAAACAdSgCABZYs2aN3XLx4sVVrFgxi9IAwIPx8vJSnz599MEHHygwMFCzZ89WgwYNrI4FAAAAAAA9Ae5AEQDIJAcPHtTff/8twzB07do1s71p06YKCgqyMBkApJ5hGHYXUoMHD5aTk5P69u0rT09PC5MBAAAAAICUUAQAMkF0dLQmTZqkpKQku3YfHx8999xzFqUCgNS7dOmS+vbtq3Llyundd981252cnDR48GALkwEAAAAAkBwdAW6jCABkgqioqGQFAEmqVKmSBWkAIG1Wr16tTp06KTw8XHny5FGzZs1UrVo1q2MBAAAAAIBUoAgAZIJLly6Zz6tXr64GDRrI1dVVAQEBFqYCgHu7ceOG3nvvPY0fP95sc3NzU3h4OEUAAAAAAECWxpwAt1EEADJBZGSk+dzFxUXlypWzMA0A3N/27dvVoUMH7du3z2xr1KiRZs2apRIlSliYDAAAAAAApIWD1QGAnObkyZNavny5fvvtN/Nx9OhRcz1fngHIyhISEjRq1CjVqlXLLAC4uLjo448/1sqVK/kdBgAAAADIFmy2zHmk1ZQpUxQYGChXV1fVrl1bmzZtuuf20dHR6tWrl4oUKWLeXLx06dI0nZOeAEA6unr1qsaNG6f4+Pi7buPh4ZGJiQAg9U6fPq0XX3xRGzZsMNuCg4MVFhamypUrW5gMAAAAAIDsb968eerfv7+mTp2q2rVra8KECWratKkOHDggX1/fZNvHxcXpqaeekq+vr+bPny9/f38dP35cXl5eaTovRQAgHZ07d+6eBQBHR0eVLFkyExMBQOoVKFBAFy9elCQ5ODho4MCBGjp0qJydnS1OBgAAAABA2mTFOQHGjx+v7t27KzQ0VJI0depULVmyRDNmzNDAgQOTbT9jxgxduHBB69evl5OTkyQpMDAwzeelCABkkEceeUT16tWzawsMDExzpQ4AMoubm5vCwsLUsWNHTZ8+XXXr1rU6EgAAAAAADySzagCxsbGKjY21a3NxcZGLi4tdW1xcnLZu3apBgwaZbQ4ODmrSpIldj/w7LV68WHXq1FGvXr20aNEi+fj4qH379nrnnXfk6OiY6ozMCQBkEB8fHwUHB9s9KAAAyEp++OEHHThwwK6tZs2a2rNnDwUAAAAAAABSYcyYMcqfP7/dY8yYMcm2i4qKUmJiovz8/Oza/fz8FBERkeKxjxw5ovnz5ysxMVFLly7V4MGD9fHHH2vkyJFpyvhQPQFu3LghV1fXhzkEkKPc7X9YAMhKLl68qN69e+ubb75RrVq1tG7dOuXJc/uSIC13EwAAAAAAkBU5ZFJXgEGDBql///52bf/uBfCgkpKS5Ovrqy+//FKOjo6qUaOGTp06pXHjxmno0KGpPk6aewIkJSXpgw8+kL+/v9zd3XXkyBFJ0uDBgzV9+vS0Hg7IMc6fP685c+ZYHQMA7mnFihUKCgrSN998I0natGmTfvzxR4tTAQAAAACQPbm4uMjT09PukVIRoFChQnJ0dFRkZKRde2RkpAoXLpzisYsUKaJy5crZ3axXsWJFRUREKC4uLtUZ01wEGDlypGbNmqUPP/zQbqLAypUr66uvvkrr4YAc48SJE3bLJUqUsCgJACR37do1vf7663rqqad06tQpSZKXl5e+/vprvfjiixanAwAAAAAgfdlsmfNILWdnZ9WoUUMrV64025KSkrRy5UrVqVMnxX3q1aunQ4cOKSkpyWw7ePCgihQpYvfd/P2kuQgwZ84cffnll3r55ZftKhBVq1bV/v3703o4IMf466+/zOePPPKIatWqZWEaALht8+bNql69uiZPnmy2NWnSRLt371b79u1ly6zZkgAAAAAAyMX69++vadOmafbs2fr777/12muv6erVqwoNDZUkhYSE2E0c/Nprr+nChQvq27evDh48qCVLlmj06NHq1atXms6b5jkBTp06pTJlyiRrT0pKUnx8fFoPB+QYO3fuNJ9XrlyZL9UAWC4+Pl6jRo3SyJEjlZiYKElydXXVhx9+qF69esnBIc33AgAAAAAAkC1kxe/m2rRpo3PnzmnIkCGKiIhQcHCwli1bZk4WHB4ebvdZPSAgQL/++qv69eunKlWqyN/fX3379tU777yTpvOmuQhQqVIl/fnnn8mGOpk/f76qVauW1sMBOVL16tWtjgAA2rp1q0aMGCHDMCRJjz76qObMmaMKFSpYnAwAAAAAgNypd+/e6t27d4rrVq9enaytTp062rhx40OdM81FgCFDhqhTp046deqUkpKStHDhQh04cEBz5szRzz///FBhgOzqzok4AgIC5OHhYWEaALjpscceU79+/TRx4kQNHjxY7777rpycnKyOBQAAAABAhnPIeh0BLJPmcQCee+45/e9//9OKFSuUL18+DRkyRH///bf+97//6amnnsqIjECWFxERYT7/9wTBAJBZIiIi7CYLkqRRo0Zp06ZNGjp0KAUAAAAAAAByoTT3BJCk+vXra/ny5emdBcjyDh06pCVLluj69et27Xf2BKhdu3ZmxwKQyxmGoW+++Ua9evXS8OHD1bdvX3Odq6srQ5QBAAAAAHKdrDgngFXS3BOgVKlSOn/+fLL26OholSpVKl1CAVnVokWLdODAAYWHh9s97uwJ4O7ubmFCALnN+fPn9dJLL6lDhw66dOmSBg4cqL///tvqWAAAAAAAIItIc0+AY8eOKTExMVl7bGysTp06lS6hgKzo7NmzOnz4sLl850zdtxQqVEiPPfZYZsYCkIstXbpUXbt2tStEtmrVSkWKFLEwFQAAAAAA1qMjwG2pLgIsXrzYfP7rr78qf/785nJiYqJWrlypwMDANAeYMmWKxo0bp4iICFWtWlWTJ09WrVq17rp9dHS03nvvPS1cuFAXLlxQiRIlNGHCBD3zzDNpPjeQWtu2bdNXX31lLru6umr8+PEWJgKQm125ckUDBgzQF198YbZ5e3tr6tSpat26tYXJAAAAAABAVpPqIkDLli0l3RxLqVOnTnbrnJycFBgYqI8//jhNJ583b5769++vqVOnqnbt2powYYKaNm2qAwcOyNfXN9n2cXFxeuqpp+Tr66v58+fL399fx48fl5eXV5rOC6TVv4fWKFy4sEVJAOR269evV0hIiF3PpGbNmmn69On0AAAAAAAA4P+zia4At6S6CJCUlCRJKlmypDZv3qxChQo99MnHjx+v7t27KzQ0VJI0depULVmyRDNmzNDAgQOTbT9jxgxduHBB69evl5OTkyQ9UO8D4F5u3Lihn3/+WadPnzbbzpw5Yz6vWbOmnnvuOSuiAcjlfvrpJ7Vq1cr8m5w3b16NHz9ePXr0YMIjAAAAAACQojRPDHz06NF0KQDExcVp69atatKkye0wDg5q0qSJNmzYkOI+ixcvVp06ddSrVy/5+fmpcuXKGj16dIpzFAAPauvWrfr999+1f/9+83Hp0iVzffPmzVWwYEELEwLIrZ588kmVKFFCklSnTh3t3LlTr7zyCgUAAAAAAAD+xcGWOY/sIM0TA0vS1atXtWbNGoWHhysuLs5u3euvv56qY0RFRSkxMVF+fn527X5+ftq/f3+K+xw5ckS///67Xn75ZS1dulSHDh1Sz549FR8fr6FDh6a4T2xsrGJjY83lmJiYVOVD7nX58uW7rqtcuXKKQ1UBQGbw8PDQ7Nmz9eeff+rtt99WnjwP9GccAAAAAADkImn+9mD79u165plndO3aNV29elXe3t6KiopS3rx55evrm+oiwINISkqSr6+vvvzySzk6OqpGjRo6deqUxo0bd9ciwJgxYzR8+PAMy4ScZ9u2bebzLl26qHLlypJuzofh4uJiVSwAucyxY8fUp08fTZ482W7ou/r166t+/frWBQMAAAAAIBug1/xtaR4OqF+/fmrRooUuXrwoNzc3bdy4UcePH1eNGjX00Ucfpfo4hQoVkqOjoyIjI+3aIyMj7zrpapEiRVSuXDk5OjqabRUrVlRERESyHgm3DBo0SJcuXTIfJ06cSHVG5E758+c3nxcoUECurq5ydXWlAAAgUxiGoZkzZ6pKlSr6+eef1blzZ3MOAAAAAAAAgLRKc0+AHTt26IsvvpCDg4McHR0VGxurUqVK6cMPP1SnTp30wgsvpOo4zs7OqlGjhlauXKmWLVtKunmn/8qVK9W7d+8U96lXr56++eYbJSUlycHhZv3i4MGDKlKkiJydnVPcx8XFhS9vcU8nTpzQ6tWrzWGjTp48aa5j6B8Amens2bPq0aOHFi1aZLYdO3ZMJ06cMOcCAAAAAAAA90dHgNvS3BPAycnJ/ALe19dX4eHhkm7ePZ3Wu+z79++vadOmafbs2fr777/12muv6erVqwoNDZUkhYSEaNCgQeb2r732mi5cuKC+ffvq4MGDWrJkiUaPHq1evXql9WUApq+//lobNmzQtm3btG3bNrtJgG/9rANARlu0aJEqV65sVwDo3Lmzdu3aRQEAAAAAAAA8sDT3BKhWrZo2b96ssmXLqmHDhhoyZIiioqIUFhZmjp2eWm3atNG5c+c0ZMgQRUREKDg4WMuWLTMnCw4PD7f7EjYgIEC//vqr+vXrpypVqsjf3199+/bVO++8k9aXAUiS4uPjzULWv1WtWlX58uXL5EQAcpuYmBj169dPM2bMMNsKFSqkadOmmT3lAAAAAABA2jjQFcBkMwzDSMsOW7Zs0eXLl/XEE0/o7NmzCgkJ0fr161W2bFlNnz5dwcHBGRQ1fcTExCh//vy6dOmSPD09rY4DC509e1bjxo3T1atXJUleXl4aMGCAJMnR0dFubgAAyAjr1q1Thw4ddOzYMbOtRYsWmjZtmlkQB4DsJDdda/dcuM/qCAAgScpDD3YAWcSklhWsjmDnhelbM+U8C7vWyJTzPIw09wSoWbOm+dzX11fLli1L10BAZtmzZ49ZAJCkggULytvb28JEAHKbmJgYswDg7u6uiRMnKjQ0VDbuVgAAAAAA4KHw0fq2dCsXb9u2Tc8++2x6HQ7IcJcvXzaf58uXT+3atbMwDYDcqFmzZnrllVdUv3597dq1S126dKEAAAAAAAAA0lWaigC//vqrBgwYoHfffVdHjhyRJO3fv18tW7bUo48+qqSkpAwJCWSEPXv2mM/bt2+vokWLWpgGQE6XmJioefPm6d+j8E2YMEGrVq1SyZIlLUoGAAAAAEDOY7PZMuWRHaR6OKDp06ere/fu8vb21sWLF/XVV19p/Pjx6tOnj9q0aaM9e/aoYsWKGZkVeCiJiYmKjY01l93c3MznxYsXtyISgFzi8OHD5hw6ly9fVrdu3cx1rq6uFiYDAAAAAAA5XaqLABMnTtTYsWP11ltvacGCBWrdurU+++wz7d69W8WKFcvIjMBDO3nypD799FPFxMQkW2ez2ZgLAECGMAxD06ZNU//+/c05SN588021bt2ayccBAAAAAMhA2eQm/UyR6uGADh8+rNatW0uSXnjhBeXJk0fjxo2jAIBsYevWrSkWACTJ398/23TdAZB9REREqEWLFnrllVfMAkCpUqW0dOlSCgAAAAAAACDTpLonwPXr15U3b15JN++cdnFxUZEiRTIsGPAwEhIStHnzZkVGRkqSDh48aK4LDAw0f5ZdXFz05JNPWpIRQM41f/58vfrqqzp//rzZ1r17d40fP17u7u4WJgMAAAAAIHdw4KZfU6qLAJL01VdfmV9eJCQkaNasWSpUqJDdNq+//nr6pQMe0JYtWxQWFpbiuhdeeEFlypTJ5EQAcoPo6Gj16dNHc+fONdv8/Pw0ffp0NW/e3MJkAAAAAAAgt0p1EaB48eKaNm2auVy4cOFkX7LabDaKAMgSbvUA+DcPDw8mAQaQYYYMGWJXAGjVqpWmTp2arGAOAAAAAAAyFv0Abkt1EeDYsWMZGANIX8uXLzeft2rVSgEBAZKkEiVKyNnZ2apYAHK4YcOGacGCBbpy5Yo+/fRTdejQgTlHAAAAAACApdI0HBCQXSQlJZnPy5cvzwTWADLElStX7Mb49/b21oIFC1S0aFF6HQEAAAAAYCFuyruNIgCytaSkJO3Zs0cRERF27Q4ODmYhgAIAgPSWkJCg0aNH67PPPtP27dtVpEgRc91jjz1mYTIAAAAAAAB7FAGQre3cudNurop/owAAIL0dPHhQHTt21KZNmyRJXbt21ZIlS7jDAAAAAACALMSBj+kmB6sDAA/j9OnT91xfpkyZTEoCIKczDENTpkxRcHCwWQBwdHRUzZo1lZiYaHE6AAAAAACAlNETANlSdHS0pk+frvDwcLOtWbNm5gTAkpQ3b16KAADSxalTpxQaGmo36XjZsmUVFham2rVrW5gMAAAAAACkhB77tz1QEeDw4cOaOXOmDh8+rIkTJ8rX11e//PKLihcvrkceeSS9MwLJbN26VYcPH7Zre+SRR1SqVCmLEgHIqb799lv17NlT0dHRZluvXr00duxY5cuXz7pgAAAAAAAAqZDm4YDWrFmjoKAg/fXXX1q4cKGuXLki6ebY7EOHDk33gEBKLl26ZD7Pnz+/GjRooJIlS1qYCEBO1KtXL7Vv394sABQtWlS//vqrPv30UwoAAAAAAABkYTZb5jyygzQXAQYOHKiRI0dq+fLlcnZ2NtsbN26sjRs3pms44G5WrFhhPn/55ZfVtm1buvgASHeNGzc2n7dt21a7d+/W008/bWEiAAAAAACAtEnzcEC7d+/WN998k6zd19dXUVFR6RIKuJ+8efPq2rVrkqRixYpZnAZATtWqVSv17t1b9erVU9u2ba2OAwAAAAAAUokbhm9LcxHAy8tLZ86cSTb0yvbt2+Xv759uwYCU/O9//9PWrVt1/fp1STf/Z/by8rI2FIAc4dYwd2PHjrVrnzx5skWJAAAAAAAAHl6aiwBt27bVO++8ox9++EE2m01JSUlat26dBgwYoJCQkIzICEiSIiMj9csvv9i10QsAwMOKj4/XiBEjNHr0aCUlJSk4OFjt2rWzOhYA5DqLFy9O9bb//e9/MzAJAAAAcgIHOgKY0lwEGD16tHr16qWAgAAlJiaqUqVKSkxMVPv27fX+++9nREZAknTkyBHzuYuLizw9PfWf//zHwkQAsrt9+/apY8eO2rZtm9k2Z84c5hkBAAu0bNkyVdvZbDYlJiZmbBgAAAAgB0lzEcDZ2VnTpk3T4MGDtWfPHl25ckXVqlVT2bJlMyIfIEkyDENhYWHmcqdOnRQcHGxdIADZWlJSkiZOnKhBgwYpNjZWkpQnTx4NHTpUAwcOpAAAABZISkqyOgIAAAByED7b35bmIsDatWv1+OOPq3jx4ipevHhGZAKSSUhIsFsuXbq0RUkAZHfh4eHq3LmzVq1aZbZVrFhRYWFhqlGjhoXJAAAAAAAA0l+aiwCNGzeWv7+/2rVrpw4dOqhSpUoZkQuwExERYT7PmzevPDw8LEwDIDu61aOoT58+iomJMdvfeOMNjR49Wm5ubhamAwD829WrV7VmzRqFh4crLi7Obt3rr79uUSoAAABkF/QDuC3NRYDTp0/ru+++07fffqv/+7//U5UqVfTyyy+rXbt2TNKKDLNy5Urzub+/v4VJAGRnCxYsMAsAAQEBmjVrlho3bmxxKgDAv23fvl3PPPOMrl27pqtXr8rb21tRUVHKmzevfH19KQIAAAAAaeCQ1h0KFSqk3r17a926dTp8+LBat26t2bNnKzAwkC9SkGGuXbtmPn/ssccsTAIgu7LZbPryyy/l4+Ojjh07ateuXfzdAoAsql+/fmrRooUuXrwoNzc3bdy4UcePH1eNGjX00UcfWR0PAAAA2YCDzZYpj+wgzUWAO5UsWVIDBw7U//3f/ykoKEhr1qxJr1yAnT179pjPK1eubGESANnFlStXtH37drs2Pz8/7dq1S3PmzJGXl5c1wQAA97Vjxw69+eabcnBwkKOjo2JjYxUQEKAPP/xQ7777rtXxAAAAgGzlgYsA69atU8+ePVWkSBG1b99elStX1pIlS9IzG2DKly+f+ZxxuwHcz9q1a1W1alU1a9ZMUVFRdusKFy5sUSoAQGo5OTnJweHmRxVfX1+Fh4dLkvLnz68TJ05YGQ0AAADZhM2WOY/sIM1zAgwaNEjfffedTp8+raeeekoTJ07Uc889p7x582ZEPuQie/fu1R9//KH4+Phk627cuGE+z5MnzT+2AHKJ2NhYDR06VB9++KEMw5B0c0iJsLAwi5MBANKiWrVq2rx5s8qWLauGDRtqyJAhioqKUlhYGL1CAQAAgDRK87epf/zxh9566y299NJLKlSoUEZkQi4VFhZmTth5N35+fpmUBkB2s3v3bnXo0EG7du0y2+rVq6dhw4ZZFwoA8EBGjx6ty5cvS5JGjRqlkJAQvfbaaypbtqxmzJhhcToAAABkB7bscpt+JkhzEWDdunUZkQO5TFxcnCIiIuza7lcAyJMnjxo0aJCRsQBkQ4mJiRo/frzef/99xcXFSbo5jMSIESP01ltvydHR0eKEAIC0qlmzpvnc19dXy5YtszANAAAAkL2lqgiwePFiNWvWTE5OTlq8ePE9t/3vf/+bLsGQc127dk3Dhg3TlStXUlxfvHhxvfHGG8naHR0d5eTklMHpAGQnR48eVadOnfTnn3+abZUrV1ZYWJiCg4OtCwYAAAAAACxFR4DbUlUEaNmypSIiIuTr66uWLVvedTubzabExMT0yoYc6tChQ3ctAEg37/ZydXXNxEQAsqO4uDjVr19fp06dknTzb9CAAQP0wQcfyMXFxeJ0AICHUbJkyXt23z5y5EgmpgEAAACyt1QVAZKSklJ8DtzLhQsXtGLFimTD/Fy6dMl8HhgYqOLFi5vL+fLlU/369TMtI4Dsy9nZWaNGjVLnzp0VGBio2bNnM2QYAOQQ/+4VGh8fr+3bt2vZsmV66623rAkFAACAbMWBrgCmNM8JMGfOHLVp0ybZXZZxcXH67rvvFBISkm7hkL0tWbJEGzZsuOc2wcHBevrppzMpEYDsLjEx0W6M/5CQEF29elUdOnSQp6enhckAAOmpb9++KbZPmTJFW7ZsyeQ0AAAAQPqZMmWKxo0bp4iICFWtWlWTJ09WrVq1Utx21qxZCg0NtWtzcXHRjRs30nROh7SGDA0NtbuT+5bLly8nC4TcJykpSVFRUYqKitLZs2fvua27u7uqVq2aSckAZGeXLl1S586d1aNHD7t2m82mnj17UgAAgFyiWbNmWrBggdUxAAAAkA3YbJnzSIt58+apf//+Gjp0qLZt26aqVauqadOm9/we1dPTU2fOnDEfx48fT/N7keaeAIZhpDg+58mTJ5U/f/40B0DOcePGDY0ZM0bnzp1Ltu79999PNs6/h4cHE/0CuK/Vq1erU6dOCg8Pl3RzAvrnnnvO4lQAACvMnz9f3t7eVscAAAAAHsj48ePVvXt382b6qVOnasmSJZoxY4YGDhyY4j42m02FCxd+qPOmughQrVo12Ww22Ww2Pfnkk8qT5/auiYmJOnr0qP7zn/88VBhkb/v27UuxAJAvXz75+fnZDeEBAPdz48YNvffeexo/frzZ5uHhkeYubwCA7OfWZ49bDMNQRESEzp07p88++8zCZAAAAMguUrqR3UpxcXHaunWrBg0aZLY5ODioSZMm9xxS/cqVKypRooSSkpJUvXp1jR49Wo888kiazp3qIkDLli0lSTt27FDTpk3l7u5urnN2dlZgYKBatWqVppMj5zAMw65rdrly5eTp6SlHR0c99thjFAAApMn27dvVoUMH7du3z2xr2LChZs2apcDAQOuCAQAyxXPPPWf3oc3BwUE+Pj5q1KiRKlSoYGEyAAAAwF5sbKxiY2Pt2lxcXJLNqRsVFaXExET5+fnZtfv5+Wn//v0pHrt8+fKaMWOGqlSpokuXLumjjz5S3bp1tXfvXhUrVizVGVNdBBg6dKgkKTAwUG3atEk2tAtyt0OHDunixYvmcvv27eXr62thIgDZUUJCgsaOHathw4YpISFB0s0/nKNHj9Ybb7whB4c0T2UDAMiGhg0bZnWE+xr/30pWRwAASVKBR3tbHQEAJEmTWn5qdQQ7mfUNwpgxYzR8+HC7tqFDh6bLNW2dOnVUp04dc7lu3bqqWLGivvjiC33wwQepPk6a5wTo1KlTWndBLhAVFWW3XKhQIYuSAMiuLly4oObNm2vjxo1mW3BwsMLCwlS5cmULkwEAMpujo6POnDmT7KaS8+fPy9fXV4mJiRYlAwAAQHaRWcMBDRo0SP3797dr+3cvAOnm96WOjo6KjIy0a4+MjEz1mP9OTk6qVq2aDh06lKaMqSqIeHt7m1/yFihQQN7e3nd9IPdJTExUWFiYudymTRvu1gWQZl5eXuZQcw4ODnr33Xf1119/UQAAgFzIMIwU22NjY+Xs7JzJaQAAAIC7c3Fxkaenp90jpSKAs7OzatSooZUrV5ptSUlJWrlypd3d/veSmJio3bt3q0iRImnKmKqeAJ988ok8PDzM51ltUgVY6+jRo3bL+fPntygJgOzMwcFBM2bM0AsvvKCJEyeqbt26VkcCAGSySZMmSbp519ZXX31lNw9ZYmKi/vjjD+YEAAAAQKo4ZMGvsPv3769OnTqpZs2aqlWrliZMmKCrV68qNDRUkhQSEiJ/f3+NGTNGkjRixAg99thjKlOmjKKjozVu3DgdP35c3bp1S9N5U1UEuHMIoM6dO6fpBMj54uPj7Za5axdAavzwww/y9fVVw4YNzbaAgABt2rSJYjMA5FKffPKJpJs9AaZOnSpHR0dznbOzswIDAzV16lSr4gEAAAAPpU2bNjp37pyGDBmiiIgIBQcHa9myZeZkweHh4XYjrFy8eFHdu3dXRESEChQooBo1amj9+vWqVClt81OleU6Abdu2ycnJSUFBQZKkRYsWaebMmapUqZKGDRtG99xc6M4xqJ5++mnlyZPmHysAucjFixfVu3dvffPNNwoICNDu3bvtehBRAACA3OtWD9MnnnhCCxcuVIECBSxOBAAAgOwqK/YEkKTevXurd++UJ3VfvXq13fInn3xi3ijzMNI8cPsrr7yigwcPSpKOHDmiNm3aKG/evPrhhx/09ttvP3QgZD9OTk7m86SkJAuTAMjqVqxYoaCgIH3zzTeSpBMnTujrr7+2OBUAIKtZtWoVBQAAAAAgnaS5CHDw4EEFBwdLujmUQ8OGDfXNN99o1qxZWrBgQXrnQzZTpkwZqyMAyIKuXbum119/XU899ZROnTol6eb8IXPnztVrr71mcToAQFbTqlUrjR07Nln7hx9+qNatW1uQCAAAANmNzWbLlEd2kOYigGEY5t3eK1as0DPPPCPp5jjOUVFR6ZsOAJDtbd68WdWrV9fkyZPNtieffFK7d+/Wyy+/nG3+YAIAMs8ff/xhfs64U7NmzfTHH39YkAgAAADIvtJcBKhZs6ZGjhypsLAwrVmzRs2bN5d0c/zOWxMYIPe4fv261q1bZ3UMAFlQfHy8hg0bpjp16ujAgQOSJFdXV02aNEm//fabAgICLE4IAMiqrly5kuJcY05OToqJibEgEQAAALIbB1vmPLKDNBcBJkyYoG3btql379567733zOFf5s+fr7p166Z7QGRt33//vc6fP291DABZ0IkTJzRu3DglJiZKullE3r59u/r06WM30z0AAP8WFBSkefPmJWv/7rvvVKlSJQsSAQAAANlXnrTuUKVKFe3evTtZ+7hx4+To6JguoZB9nD592nyeJ08eBQYGWhcGQJZSqlQpjRs3Tq+//rref/99vffee3YTiQMAcDeDBw/WCy+8oMOHD6tx48aSpJUrV+qbb77R/PnzLU4HAACA7IDRh29LcxHglq1bt+rvv/+WJFWqVEnVq1dPt1DI2gzD0OzZs7V3715du3bNbP/ggw/k6elpYTIAVjp58qS8vb2VN29es+21115To0aNuGsTAJAmLVq00E8//aTRo0dr/vz5cnNzU9WqVfX777/L29vb6ngAAABAtpLmIsDZs2fVpk0brVmzRl5eXpKk6OhoPfHEE/ruu+/k4+OT3hmRxZw4cUKbNm2ya3N3d1f+/PktSgTASoZh6JtvvlGvXr0UEhKiSZMmmetsNhsFAADAA2nevLk5/1hMTIy+/fZbDRgwQFu3bjWHmgMAAADuxoGuAKY0D8rcp08fXblyRXv37tWFCxd04cIF7dmzRzExMXr99dczIiOykKtXr+rPP/80l93c3OTv769WrVpZmAqAVc6fP682bdqoQ4cOunTpkiZPnqyVK1daHQsAkEP88ccf6tSpk4oWLaqPP/5YjRs31saNG62OBQAAAGQrae4JsGzZMq1YsUIVK1Y02ypVqqQpU6bo6aefTtdwyFoMw9CkSZN04sQJs61evXp64YUXLEwFwCq//PKLunTpooiICLPt5ZdfZng4AMBDiYiI0KxZszR9+nTFxMTopZdeUmxsrH766Sd6lwEAACDV0nz3ew6W5vciKSkpxYkdnZyclJSUlC6hkDUZhmFXAJDERMBALnTlyhW9+uqreuaZZ8wCgLe3t77//nvNnTtXBQoUsDghACC7atGihcqXL69du3ZpwoQJOn36tCZPnmx1LAAAACBbS3NPgMaNG/+/9u49Puf6/+P489p5bE6N2RhzlsMsRM6p1XRQSOS0OSQ5haFQzjEJqYiccoiIUkoplhXa13nOJucSch4bm+26fn/086krI9O2z3XN4+72ud2uz/tzel7rY12u1+f9fqtPnz765JNPFBgYKEk6ceKE+vXrp0cffTTLA8IxpKena/78+XZtUVFRKlOmjEmJAJghLi5OHTp00KFDh4y2J554QrNmzTL+nwAAwN369ttv9corr6h79+4qV66c2XEAAADgxJgS4C+Z7gkwZcoUJSYmKjg4WGXKlFGZMmVUqlQpJSYm8pROLrZ7925t3rzZWK9YsaLKli0rC3+bgHvGTz/9pPr16xsFgDx58mj69OlauXIlBQAAQJZYv369Ll++rBo1aqh27dqaMmWKzp49a3YsAAAAwKlluidAUFCQtm3bppiYGO3bt0+SdP/99yssLCzLw8FxnD592m79scceMykJALPUq1dPderU0YYNG1SnTh3Nnz9fZcuWNTsWACAXeeihh/TQQw9p8uTJWrJkiebMmaOoqChZrVatXr1aQUFB8vX1NTsmAAAAnIALDy8bMlUEWLJkiVasWKHU1FQ9+uij6t27d3blgoP54osvjNe9evWymxgawL3B1dVV8+bN09KlSzVgwAC5uWW6jgwAwB3JmzevOnfurM6dOyshIUGzZ8/WuHHjNGjQID322GNasWKF2REBAAAAp3HHwwFNmzZNbdq00ZYtW/TLL7+oZ8+eGjhwYHZmg4MqXry42REAZLN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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:17:30,315 INFO: === Dataset: d ===\n", "2025-03-24 03:17:31,675 INFO:Total samples: 3181\n", "2025-03-24 03:17:40,781 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:17:40,849 INFO: === Dataset: e ===\n", "2025-03-24 03:17:41,237 INFO:Total samples: 911\n", "2025-03-24 03:17:44,112 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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AANKfo6OjcubMaa63atVKU6ZMkZeXl4WpAAAAAAApQREA+BfDMHThwgWFh4cna393d3cFBgambSgAACw0btw47d69W3379lWrVq2sjgMAAAAAyUNHABNFAOD/GYahcePG6ejRo3btr7zyisqXL5/kMR4eHnJxcUmPeAAApLlt27bp5MmTevnll802Dw8P/frrr3SlRaa2a9cuOTs7KyAgQJK0bNkyzZkzR2XLltXQoUO5nwMAAECWxsTAwP87c+ZMogKAJBUqVEheXl5JLnxgBABkBTdv3tSgQYNUq1YthYSEJPp7SAEAmd3rr7+uQ4cOSZKOHj2qVq1aKVu2bFq0aJHeeecdi9MBAAAgLdhstnRZMgN6AiDLioyM1ObNmxUTE5Os/a9du2b+nCdPHhUtWlTFihVTsWLF0ioiAACWO3DggNq1a6ddu3ZJkq5cuaLx48dr8uTJFicDUs+hQ4fMIRwXLVqkunXr6osvvtAvv/yiVq1aacKECZbmAwAAANISRQBkWQsWLNCRI0ce6NhSpUqpbdu2qZwIAICMIyEhQZ988on69+9vFsydnJw0ZMgQ9e/f3+J0QOoyDEMJCQmSpB9//FHPPvuspFs9Ps+dO2dlNAAAAKSRzPKUfnqgCIAsIyEhQTdu3DDXH/QDnYODw13nAAAAICsICwtThw4dtH79erOtTJkyCg0NVeXKlS1MBqSNKlWqaMSIEQoKCtLGjRs1depUSdKxY8fk6+trcToAAAAgbVEEQJZw4cIFffzxxzp//nyibTly5FCPHj2SfS5PT0/lyJEjNeMBAJAhGIah0NBQ9ejRQ9HR0WZ77969NWrUKLm7u1uYDkg7EyZM0Kuvvqpvv/1W7733nkqUKCFJWrx4sWrWrGlxOgAAAKQFegLcQREAWcK+ffuSLABIUu7cuVWwYMF0TgQAQMZz5coVDRgwwCwAFCpUSHPnzlXDhg0tTgakrfLly2vfvn2J2seOHStHR0cLEgEAAADphyIAsoTdu3ebPxcsWFA5c+aUJLm5ualRo0ZWxQIAIEPJkSOHZs+eraefflrBwcGaOHGicuXKZXUsIN3ExsbqzJkz5vwAtxUuXNiiRAAAAEgr9AS4gyIAMr2wsDAdOnTIXG/cuDHjGQMAIOny5cu6ceOGvL29zbbGjRtr9+7dCgwMtC4YkM4OHTqkTp06acuWLXbthmHIZrMpPj7eomQAAABA2qMIgEwvMjLSbv32GK8AADzKNm/erODgYJUuXVorVqywewqGAgAeNSEhIXJyctL333+v/Pnz81QYAADAo4BbPhNFAGQpTZs2laenp9UxAACwTExMjIYMGaIPP/xQhmHo2LFjmjlzpl577TWrowGW2bNnj3bu3KnSpUtbHQUAAABIdxQBkKVky5bN6ggAAFhm3759atu2rfbu3Wu21apVS0FBQRamAqxXtmxZnTt3zuoYAAAASEf0/rzDweoAU6ZMkb+/v9zc3FS9enVt3779nvtPmDBBpUqVkru7uwoVKqQ+ffroxo0b6ZQWGUVUVJTWr1+vH374Qfv27bM6DgAAloqPj9fYsWNVpUoVswDg7Oys//3vf9q4caOKFStmcULAWmPGjNE777yjDRs26Pz584qOjrZbAAAAgKzM0p4ACxcuVN++fTVt2jRVr15dEyZMUOPGjXXw4EH5+Pgk2v+LL75Q//79NXv2bNWsWVOHDh1Shw4dZLPZNH78eAteAazy6aef6uTJk1bHAADAcseOHVP79u31888/m20BAQEKDQ1VhQoVLEwGZBy3e8M0atTIrp2JgQEAALIuegLcYWkRYPz48erSpYtCQkIkSdOmTdOKFSs0e/Zs9e/fP9H+W7ZsUa1atdSmTRtJkr+/v1q3bq1ff/01XXPDeqdOnUrUZrPZVLx4cQvSAABgjbCwMJUvX15XrlyRdOtvYb9+/TR8+HC5urpanA7IONavX291BAAAAMAylhUBYmNjtXPnTg0YMMBsc3BwUFBQkLZu3ZrkMTVr1tSCBQu0fft2VatWTUePHtXKlSvVrl279IoNi+3du1eLFy9WQkKCJMnb21svvPCCJMnPz0/e3t5WxgMAIF0VLlxYzz//vD7//HP5+/tr/vz5qlOnjtWxgAynXr16VkcAAABAOqMnwB2WFQHOnTun+Ph4+fr62rX7+vrqr7/+SvKYNm3a6Ny5c6pdu7YMw1BcXJzeeOMNDRw48K7XiYmJUUxMjLnOmJ+Z29q1a+0mdfPy8lJgYKB1gQAAsNjkyZOVL18+DRkyRDly5LA6DpBh/fzzz5o+fbqOHj2qRYsWyc/PT6GhoSpatKhq165tdTwAAAAgzVg+MXBKbNiwQaNGjdKnn36qXbt2aenSpVqxYoWGDx9+12NGjx4tT09PcylUqFA6JkZqSUhI0IEDB3TkyBGzrWjRonrmmWcsTAUAQPq5dOmSOnTooK+++squPVeuXProo48oAAD3sGTJEjVu3Fju7u7atWuX+ZDQpUuXNGrUKIvTAQAAIE3Y0mnJBCwrAuTNm1eOjo6KjIy0a4+MjFS+fPmSPGbQoEFq166dOnfurICAAL3wwgsaNWqURo8ebQ4P818DBgzQpUuXzOWff/5J9deCtPfzzz9r8uTJ5rqTk5PefvttlSxZ0sJUAACkjw0bNqh8+fKaN2+eunbtqvDwcKsjAZnKiBEjNG3aNM2cOVPOzs5me61atbRr1y4LkwEAAABpz7IigIuLiypXrqx169aZbQkJCVq3bp1q1KiR5DHXrl2Tg4N9ZEdHR0mSYRhJHuPq6qqcOXPaLch8Tpw4YbdepEgRi5IAAJB+bty4obfeeksNGjRQWFiYJCk+Pl779++3OBmQuRw8eFB169ZN1O7p6amoqKj0DwQAAIA0Z7PZ0mXJDCybE0CS+vbtq/bt26tKlSqqVq2aJkyYoKtXryokJESSFBwcLD8/P40ePVqS1KxZM40fP14VK1ZU9erVdfjwYQ0aNEjNmjUziwHIOuLi4rRgwQIdPXpUly9fNtufeeYZNWrUyMJkAACkvd27d6tt27Y6cOCA2Va/fn3NnTuXYjiQQvny5dPhw4fl7+9v175582YVK1bMmlAAAABAOrG0CNCyZUudPXtWgwcPVkREhAIDA7V69WpzsuCwsDC7J//ff/992Ww2vf/++woPD5e3t7eaNWumkSNHWvUSkIb+/PNPbd++PVF7zZo15e7ubkEiAADSXlxcnMaMGaOhQ4cqLi5O0q2ejaNGjVLv3r0T9YoEcH9dunRRr169NHv2bNlsNp06dUpbt25Vv379NGjQIKvjAQAAIA1klqf004OlRQBJ6t69u7p3757ktg0bNtitOzk5aciQIRoyZEg6JIOVrl69qm3btpnrrq6ucnV1VdWqVeXl5WVhMgAA0s6JEyfUunVrbd261WwLDAzUggUL9Pjjj1uYDMjc+vfvr4SEBDVq1EjXrl1T3bp15erqqn79+qlHjx5Wx0MW0aF+Mb351GPy9nTTgZOX9N6Xe7Tn+MUk913yVl3VLOWdqP3HfafVbtKWRO1jXq2o4HrFNHjh75q57nCqZweQtaxZ9rW+WxSqqAvnVaR4SYV0e1slSpdLct91K7/RprUr9M/xI5KkoiXLqHXHNxPtf/LEMX3x2Sc6sHeXEhLi5Ve4mN4a8qHy+iQ9ryeAjMXyIgDwXzdv3tTw4cMVHR1ttj333HNq0KCBhakAAEh7bm5u+vvvvyVJDg4OGjBggAYPHiwXFxeLkwGZm81m03vvvae3335bhw8f1pUrV1S2bFm5ubnp1KlTKlCggNURkck9V6WghrYor3c/363dxy6oS6OS+rJXbdUe/IPOX45JtH+nqVvl7HSnZ1fu7C5aNzhI3/2WeOL3JoEFVKmYl05fvJ6mrwFA1rBlww+aP/1jde45QCXLlNPKpV9q1IAe+nj2EnnmTvxQ5f7fd6pmg8YqVba8nF1ctWzhPI3s313jPvtaXnl9JEkRp05qSJ/OatDkObVo/7rcs3no5PEjcnbmHhUZGz0B7qA/OTKcs2fP2hUAJKlgwYIWpQEAIP34+vpqxowZKlGihDZv3qwRI0ZQAABSkYuLi8qWLatq1arJw8ND+/fvV6FChayOhSzg9SdL6vPNx7VwywkdOn1Z73y+S9dj49W6VtJzuERdu6mz0THmUq+sr67Hxuu7nSft9suXy00jWldQt8+2Ky4+IT1eCoBMbsWSz9WoSXM1ePo5FSxSTJ17DZCLq5vWr1me5P49B4xQ4+dayL9EKfkV9tcbfd+XYRjat/vO8MxfzZmiitVqqm2XXipaorTyFSioKjXrJVlUADISJga+gyIAMpRdu3Zp3Lhxdm29evVSiRIlLEoEAEDaWbJkic6dO2fX9sILL+iPP/5QjRo1LEoFAEgJZ0ebyhfOpZ//PGO2GYb0859nVLlYnmSdo3Vtfy3bcVLXY+PNNptNmtSxqqau+VuHTl9O9dwAsp64mzd19NBfCqhU3WxzcHBQQKVq+vvA3mSdIybmhuLi4uSRw1OSlJCQoN2//qL8BYtoZP/u6tLiSb3Xo712/LIhLV4CgDRCEQAZyldffaXr1+90c61Xr55KlSqVaapqAAAkx8WLF9WmTRu9/PLL6tq1qwzDsNvu6upqUTIAQEp5ebjKydFBZ6Nv2LWfvXxDPp5u9z0+0D+3yvh56vPNx+zauzcupfgEQ5/9xBwAAJIn+lKUEhLiEz2h75nbS1EXzyfrHJ9/NkleefIqoFK1W+eMuqAb169p2cK5CqxaQ++NnqyqtRpo3Adv68DvO1P9NQCpypZOSwpNmTJF/v7+cnNzU/Xq1bV9+/a77lu/fv0kex80bdo0RddkTgBkKFevXjV/9vb25ilIAECWs3btWoWEhCg8/Na4z4sXL9amTZtUr149i5MBuJuYmBjFxNiP627E35TN0dmiRMhK2tT214GTl+wmES5fOJc6Nyqhp0asszAZgEfNt1/N1ZYNP2jIR9Pl4nLroZSEhFsPq1SpUU9NX3pVkuRfopQO7f9da79forIVKluWF8iMFi5cqL59+2ratGmqXr26JkyYoMaNG+vgwYPy8fFJtP/SpUsVGxtrrp8/f14VKlRQixYtUnRdigDIkIoUKaJ3333X6hgAAKSaa9eu6d1339XkyZPNtly5cmnKlCmqW7euhcmArGvv3nsPfXDw4MFknWf06NH64IMP7NqyV2qhHJVbPnA2ZB0XrsQoLj5B3jntn/r3zuGmM5du3OWoW9xdHPV81UIau+yAXXv1knmVN4erfvtfE7PNydFBQ1qUV5dGJVRt4OrUewEAsoycnrnk4OCoSxcv2LVfunhBuXLfe3iy7xaFatlXc/X+mE9VpFhJu3M6OjrKr0hRu/39ChfVX3/sSbXsQFrIiCOLjB8/Xl26dFFISIgkadq0aVqxYoVmz56t/v37J9rfy8u+Z89XX32lbNmyUQQAAADIaHbs2KF27drZfeEYFBSkOXPmqGDBghYmA7K2wMBA2Wy2RENuSTLbk/PhcMCAAerbt69d22N9VqZaTmRuN+MN7Q2LUu3S3lq955SkW+P51y7jrTnrj9zz2GaVC8rFyUFLfg2za1+8LUyb/jXHgCR92au2Fm8L08Itx1M1P4Csw8nZWcUeK619u7eraq36km6N6f/H7h1q/Pwrdz1u2cJ5+uaL2Ro4erKKlyqb6JzFSz2u0/+csGs/HR4mb9/8qf4agMwoqV6jrq6uiYZ5jY2N1c6dOzVgwACzzcHBQUFBQdq6dWuyrjVr1iy1atVK2bNnT1FGigBIdz/++KMOHDiQ5LakPqABAJBZ3bx5UyNHjtSIESMUH39rskc3Nzd9+OGH6tatmxwcmJ4JSEvHjh27/07JkNSHOIYCwr9NX/u3JoZU0e8nLmrPsYvqElRC2Vyc9NUvt740+ySkiiKirmvUN/vtjmtT21+r95zSxauxdu0Xr8YmaouLT9DZ6Bs6EnklbV8MgEyt6Uuv6tMPh6r4Y2VVvNTjWvnNF4q5cV31GzeTJE0eM1heeX3UplN3SdKyr+bq6/nT1XPACPnky6+oC+ckSW7u2eTmnk2S1KxFO00YOUBlylfS4xWqaM+OLdq59WcNGTfdmhcJJFN69QRIqtfokCFDNHToULu2c+fOKT4+Xr6+vnbtvr6++uuvv+57ne3bt+uPP/7QrFmzUpyRIgDS1alTp7R06dL77ufkxK8mACDz+/777+1uBqtWrar58+erdOnSFqYCHh1FihSxOgIeEct/O6k8OVz1znNl5Z3TTftPXlKbTzbr3OVbTwX6eWVTwn8eeCru66HqJfOq5cc/WxEZQBZVs/5Tio66qK/nTVPUxfPyL/6YBoyaZA4HdP5MhBxsdx5EWfv9EsXdvKnxw+yHZH65XRe1CH5dklStdgN16TVA3345V3OmfKQCBYuo75AxKl0uMN1eF5CRJdVr9L8PkKSGWbNmKSAgQNWqVUvxsTbjEXv0Ojo6Wp6enrp06ZJy5sxpdZxHwrlz53Tt2jVJ0vHjx/XVV1/dc39XV1e1atVK1atXT494AACkGcMw9OKLL+q7777ToEGDNHDgQDk78/Qwsq7McK8dEBCglStXqlChQg91nvyvLUmlRADwcFa9/5TVEQBAkhRYOIfVEeyU6LcqXa5z+KMm999Jt4YDypYtmxYvXqzmzZub7e3bt1dUVJSWLVt212OvXr2qAgUKaNiwYerVq1eKM/K4NdLUqlWr9N133yW5LSgoSM8880yidicnJ3oCAAAypaioKOXKlctct9lsmjFjho4fP66qVataFwyA6fjx47p586bVMQAAAPCIcXFxUeXKlbVu3TqzCJCQkKB169ape/fu9zx20aJFiomJUdu2bR/o2gxEizS1Z8+eu27Lly+f3NzcEi0UAAAAmY1hGFqwYIH8/f0TFb+9vb0pAAAAAABAOrPZbOmypETfvn01c+ZMzZs3T3/++ae6du2qq1evKiQkRJIUHBxsN3HwbbNmzVLz5s2VJ0+eB3ov+LYVaer2aFM2m0116tQx2319fflCBACQJZw/f15vvPGGFi9eLEnq3Lmz/vjjD3l7e1ucDEBS6tSpI3d3d6tjAAAA4BHUsmVLnT17VoMHD1ZERIQCAwO1evVqc7LgsLAwOTjYP7d/8OBBbd68WT/88MMDX5ciANKFo6OjWrVqZXUMAABS1apVq9SxY0dFRESYbU8++STj/gMZ2MqVK62OAAAAgHSQwof000337t3vOvzPhg0bErWVKlVKDzutL0UAAACAFLpy5Yr69eun6dOnm21eXl6aNm2aWrRoYWEyAHfz999/a/369Tpz5owSEhLstg0ePNiiVAAAAEDaowgAAACQAlu3blW7du105MgRs61JkyaaNWuW8ufPb2EyAHczc+ZMde3aVXnz5lW+fPnsxm612WwUAQAAALKglI7Xn5VRBAAAAEim+fPnKyQkxHyKOFu2bBo/frxee+01bjCBDGzEiBEaOXKk3n33XaujAAAAAOmOIgBSXWxsrDZt2qQzZ87o4sWLVscBACDVNGjQQDly5NClS5dUo0YNzZ8/XyVKlLA6FoD7uHjxIkN1AQAAPGJ4TusOigBIddu2bdPSpUvt2ng6EgCQFRQqVEiffvqpjh8/rnfeeUdOTtxKAZlBixYt9MMPP+iNN96wOgoAAACQ7vjkilR37ty5RG2VKlWyIAkAAA/u+PHjeu+99/Tpp5/K09PTbG/Tpo2FqQA8iBIlSmjQoEHatm2bAgIC5OzsbLe9Z8+eFiUDAABAWnFw4KHk2ygCIE21a9dOxYoVk4+Pj9VRAABIFsMwNHfuXPXq1UuXL1+Ws7Oz5s6da3UsAA9hxowZ8vDw0MaNG7Vx40a7bTabjSIAAAAAsjSKAEhT3t7e8vX1tToGAADJcubMGb322mtatmyZ2bZhwwZduHBBXl5eFiYD8DCOHTtmdQQAAACkM0Ynv8PB6gDIWhISEvTbb79ZHQMAgBRbvny5AgIC7AoAHTp00N69eykAAFmIYRgyDMPqGAAAAEC6oQiAVLV//35FRUVZHQMAgGSLjo5Wp06d9Pzzz+vMmTOSpLx58+qbb77RnDlzlDNnTosTAkgN8+fPV0BAgNzd3eXu7q7y5csrNDTU6lgAAABIIzabLV2WzIDhgJCqIiMj7dYLFy5sURIAAO7v559/VnBwsI4fP262NWvWTDNnzmQ4OyALGT9+vAYNGqTu3burVq1akqTNmzfrjTfe0Llz59SnTx+LEwIAAABphyIA0kxwcLBcXFysjgEAwF3t3bvXLAB4eHho4sSJCgkJyTRPcwBInkmTJmnq1KkKDg4225577jk9/vjjGjp0KEUAAACALIiPdXdQBECaoQAAAMjo3nzzTS1fvlzXr1/XvHnzVLRoUasjAUgDp0+fVs2aNRO116xZU6dPn7YgEQAAAJB+mBMAqebEiRNau3at1TEAAEhSfHx8or9TNptNCxcu1Pr16ykAAFlYiRIl9PXXXydqX7hwoUqWLGlBIgAAAKQ15gS4g54ASBVRUVEaO3asEhISrI4CAEAiR44cUXBwsLZs2aK1a9cqKCjI3JYrVy7rggFIFx988IFatmypTZs2mXMC/PLLL1q3bl2SxQEAAAAgK6EnAFJFRESEXQHA0dGRJyoBAJYzDEMzZsxQhQoVtGXLFklS586dFRsba3EyAOnppZde0q+//qo8efLo22+/1bfffqu8efNq+/bteuGFF6yOBwAAgDRAT4A76AmAh/bdd99p1apV5nr+/PnVo0cPnqwEAFjq9OnT6ty5s1auXGm2FStWTPPnz2feGuARVLlyZX3++edWxwAAAADSHUUAPJTr169r9erVdm1PPPEEBQAAgKUWL16sN954Q+fPnzfbunTponHjxilHjhwWJgOQnhwcHO77dJbNZlNcXFw6JQIAAEB6ySQP6acLigB4KHFxcTIMw1wvX768qlevbmEiAMCjLCoqSj169NCCBQvMNl9fX3322Wd69tlnLUwGwArffPPNXbdt3bpVn3zyCXNaAQAAIMujCIBUU758eb3xxhtWxwAAPMK6dOmixYsXm+svvviipk2bJm9vbwtTAbDK888/n6jt4MGD6t+/v7777ju9+uqrGjZsmAXJAAAAkNYyy3j96YGJgQEAQJYxevRoZcuWTTlz5tT8+fO1ePFiCgAAJEmnTp1Sly5dFBAQoLi4OO3Zs0fz5s1TkSJFrI4GAAAApCl6AgAAgEwrNjbWbpLfEiVKaOHChSpfvrwKFy5sYTIAGcWlS5c0atQoTZo0SYGBgVq3bp3q1KljdSwAAACkMToC3EFPAAAAkOnExcVp2LBhqlSpkq5du2a37dlnn6UAAECS9OGHH6pYsWL6/vvv9eWXX2rLli0UAAAAAPDIoScAAADIVA4ePKjg4GBt375dkvTOO+9o8uTJFqcCkBH1799f7u7uKlGihObNm6d58+Ylud/SpUvTORkAAADSGnMC3EERAAAAZAqGYejTTz/V22+/revXr0uSHB0dlSdPHhmGwQ0egESCg4P5bwMAAAAeeRQBAABAhhceHq6QkBCtXbvWbHvsscc0f/58Va9e3cJkADKyuXPnWh0BAAAAFuFZkDuYEwAAAGRoX375pcqVK2dXAOjWrZt2795NAQAAAAAAgPugJwAAAMiQDMNQhw4dNH/+fLOtQIECmjNnjp566ikLkwEAAAAAMjqGhbyDIgAeyKlTpxQdHa1r165ZHQUAkEXZbDaVLVvWXG/VqpWmTJkiLy8vC1MBAAAAAJC5UARAiq1bt05LliyxOgYA4BHQr18/bdmyRa1bt1arVq2sjgMAAAAAyCToCHAHRQCk2IEDB5Js9/X1TeckAICsZNu2bdqxY4d69Ohhtjk6OmrZsmUWpgIAAAAAIHOjCICHEhQUJCcnJ3l6ejI5IwDggcTGxmr48OEaNWqUJKly5cqqWbOmxakAAAAAAJkZcwLcQREAD6VJkyZyd3e3OgYAIJM6cOCA2rVrp127dpltkydPpggAAAAAAEAqcbA6AAAAePQkJCRowoQJqlSpklkAcHJy0vDhwzV//nyL0wEAAAAAMjubLX2WzICeAAAAIF2FhYWpQ4cOWr9+vdlWpkwZhYaGqnLlyhYmAwAAAAAg66EnAAAASBeGYWj+/PkKCAiwKwD07t1bO3fupAAAAAAAAEg1NpstXZbMgJ4ASJHLly/rzz//tDoGACATiouL08cff6zo6GhJUqFChTR37lw1bNjQ4mQAAAAAAGRd9ARAiqxbt85uPbNUuwAA1nN2dlZoaKhcXV3Vrl077d27lwIAAAAAACBNMCfAHfQEQLLdvHlTR44cMdcLFy4sNzc3CxMBADKyy5cv6+zZsypWrJjZVq5cOe3fv1/Fixe3MBkAAAAAAI8OigBIljNnzmjs2LG6evWq2daxY0cLEwEAMrLNmzcrODhYHh4e2rFjh1xdXc1tFAAAAAAAAGmNEUzuYDggJMsff/xhVwBwcnKSh4eHhYkAABlRTEyM+vfvr7p16+rYsWPat2+fhg0bZnUsAAAAAAAeWfQEwH3t2rVLixcvNtednZ3VqVMnZcuWzcJUAICMZt++fWrbtq327t1rttWqVUudOnWyMBUAAAAA4FFER4A76AmAezpz5ow+++wzu7YOHTqofPnyFiUCAGQ08fHxGjt2rKpUqWIWAJydnfW///1PGzdutJsTAAAAAAAApC96AuCezp8/b7fu4eGhkiVLWpQGAJDRHDt2TO3bt9fPP/9stgUEBCg0NFQVKlSwMBkAAAAA4FHGnAB3UARAspUvX16dOnWSs7Oz1VEAABlAVFSUKlWqpKioKEm3brD69eun4cOH200EDAAAAAAArMNwQEg2Pz8/CgAAAFOuXLnUo0cPSZK/v782bNigDz/8kAIAAAAAAMByNpstXZbMgJ4AuKdjx45ZHQEAkIEYhmF3kzNo0CA5OzurV69eypkzp4XJAAAAAABAUugJgLu6du2avv/+e3M9s1S2AACp79KlS+rQoYNGjx5t1+7s7KxBgwZRAAAAAAAAZCg2W/osmQE9AXBXFy5csFsvXbq0RUkAAFbasGGD2rdvr7CwMDk5OalJkyaqWLGi1bEAAAAAAEAy0BMAd/X111+bP5crV04lSpSwMA0AIL3duHFDb731lho0aKCwsDBJkru7u/kzAAAAAAAZFXMC3EFPACTp2rVrOnz4sLnu5+dnYRoAQHrbvXu32rZtqwMHDpht9evX19y5c1WkSBELkwEAAAAAgJSgJwCSFBcXZ7det25di5IAANJTXFycRo4cqWrVqpkFAFdXV40bN07r1q2jAAAAAAAAyBQy6pwAU6ZMkb+/v9zc3FS9enVt3779nvtHRUWpW7duyp8/v1xdXfXYY49p5cqVKbomPQFwX+XLl1fu3LmtjgEASGOnTp3Syy+/rK1bt5ptgYGBCg0NVbly5SxMBgAAAABA5rdw4UL17dtX06ZNU/Xq1TVhwgQ1btxYBw8elI+PT6L9Y2Nj9eSTT8rHx0eLFy+Wn5+fTpw4oVy5cqXouhQBAACAJCl37ty6ePGiJMnBwUH9+/fXkCFD5OLiYnEyAAAAAABSJiOO1z9+/Hh16dJFISEhkqRp06ZpxYoVmj17tvr3759o/9mzZ+vChQvasmWLnJ2dJUn+/v4pvi7DAQEAAEm3Jv0NDQ1V6dKl9fPPP2vkyJEUAAAAAAAAmVJ6DQcUExOj6OhouyUmJiZRntjYWO3cuVNBQUFmm4ODg4KCgux65P/b8uXLVaNGDXXr1k2+vr4qV66cRo0apfj4+BS9FxQBAAB4RC1atEgHDx60a6tSpYr++OMP1axZ06JUAAAAAABkHqNHj5anp6fdMnr06ET7nTt3TvHx8fL19bVr9/X1VURERJLnPnr0qBYvXqz4+HitXLlSgwYN0rhx4zRixIgUZXyo4YBu3LghNze3hzkFAABIZxcvXlT37t31xRdfqFq1avrll1/k5HTnlsDR0dHCdAAAAAAAPDyHdBoOaMCAAerbt69dm6ura6qcOyEhQT4+PpoxY4YcHR1VuXJlhYeHa+zYsRoyZEiyz5PingAJCQkaPny4/Pz85OHhoaNHj0qSBg0apFmzZqX0dAAAIB39+OOPCggI0BdffCFJ2r59u7755huLUwEAAAAAkDm5uroqZ86cdktSRYC8efPK0dFRkZGRdu2RkZHKly9fkufOnz+/HnvsMbuH9cqUKaOIiAjFxsYmO2OKiwAjRozQ3Llz9eGHH9qNE1yuXDl99tlnKT0dAABIB9euXVPPnj315JNPKjw8XJKUK1cuff7553r55ZctTgcAAAAAQOpKrzkBksvFxUWVK1fWunXrzLaEhAStW7dONWrUSPKYWrVq6fDhw0pISDDbDh06pPz586doDr8UFwHmz5+vGTNm6NVXX7WrQFSoUEF//fVXSk8HAADS2I4dO1SpUiVNmjTJbAsKCtK+ffvUpk0b2dKpiyQAAAAAAI+yvn37aubMmZo3b57+/PNPde3aVVevXlVISIgkKTg4WAMGDDD379q1qy5cuKBevXrp0KFDWrFihUaNGqVu3bql6LopnhMgPDxcJUqUSNSekJCgmzdvpvR0AAAgjdy8eVMjR47UiBEjFB8fL0lyc3PThx9+qG7dusnBIcXPAgAAAAAAkClkxAfeWrZsqbNnz2rw4MGKiIhQYGCgVq9ebU4WHBYWZvdZvVChQlqzZo369Omj8uXLy8/PT7169dK7776bouumuAhQtmxZ/fzzzypSpIhd++LFi1WxYsWUng4AAKSRnTt3atiwYTIMQ5JUtWpVzZ8/X6VLl7Y4GQAAAAAAj6bu3bure/fuSW7bsGFDorYaNWpo27ZtD3XNFBcBBg8erPbt2ys8PFwJCQlaunSpDh48qPnz5+v7779/qDAAACD1PPHEE+rTp48mTpyoQYMGaeDAgXJ2drY6FgAAAAAAac4h43UEsEyKxwF4/vnn9d133+nHH39U9uzZNXjwYP3555/67rvv9OSTT6ZFRgAAkAwRERF2kwVJ0siRI7V9+3YNGTKEAgAAAAAAAI+gBxoMuE6dOlq7dq3OnDmja9euafPmzXrqqadSOxsstHPnTqsjAACSyTAMff755ypdurTd5L/SrTkAKlWqZFEyAAAAAACsYbPZ0mXJDFJcBChWrJjOnz+fqD0qKkrFihVLlVCw3tKlS82fnZxSPGoUACCdnD9/Xq+88oratm2rS5cuqX///vrzzz+tjgUAAAAAADKIFH+7e/z4ccXHxydqj4mJUXh4eKqEgvX+/W9ct25dC5MAAO5m5cqV6tSpkyIiIsy2l156Sfnz57cwFQAAAAAA1sskD+mni2QXAZYvX27+vGbNGnl6eprr8fHxWrdunfz9/VMcYMqUKRo7dqwiIiJUoUIFTZo0SdWqVbvr/lFRUXrvvfe0dOlSXbhwQUWKFNGECRP0zDPPpPjauD9/f3899thjVscAAPzLlStX1K9fP02fPt1s8/Ly0rRp09SiRQsLkwEAAAAAgIwm2UWA5s2bS7o1llL79u3ttjk7O8vf31/jxo1L0cUXLlyovn37atq0aapevbomTJigxo0b6+DBg/Lx8Um0f2xsrJ588kn5+Pho8eLF8vPz04kTJ5QrV64UXRcAgMxqy5YtCg4O1pEjR8y2Jk2aaNasWfQAAAAAAADg/9lEV4Dbkl0ESEhIkCQVLVpUO3bsUN68eR/64uPHj1eXLl0UEhIiSZo2bZpWrFih2bNnq3///on2nz17ti5cuKAtW7bI2dlZkh6o9wHu7p9//tGaNWusjgEASMK3336rl156yfybnC1bNo0fP16vvfZappmMCAAAAAAApK8UTwx87NixVCkAxMbGaufOnQoKCroTxsFBQUFB2rp1a5LHLF++XDVq1FC3bt3k6+urcuXKadSoUUnOUYAH880332jXrl3mOpMCA0DG0ahRIxUpUkSSVKNGDf3+++96/fXXKQAAAAAAAPAfDrb0WTKDB/qG9+rVq9q4caPCwsIUGxtrt61nz57JOse5c+cUHx8vX19fu3ZfX1/99ddfSR5z9OhR/fTTT3r11Ve1cuVKHT58WG+++aZu3rypIUOGJHlMTEyMYmJizPXo6Ohk5XtUXb582fzZ1dVVtWrVsjANAODfcuTIoXnz5unnn3/WO++8Q6EWAAAAAADcV4q/Pdi9e7eeeeYZXbt2TVevXpWXl5fOnTunbNmyycfHJ9lFgAeRkJAgHx8fzZgxQ46OjqpcubLCw8M1duzYuxYBRo8erQ8++CDNMmVlY8eO5QsmALDI8ePH1aNHD02aNMlu6Ls6deqoTp061gUDAAAAACAToNf8HSkeDqhPnz5q1qyZLl68KHd3d23btk0nTpxQ5cqV9dFHHyX7PHnz5pWjo6MiIyPt2iMjI5UvX74kj8mfP78ee+wxOTo6mm1lypRRREREoh4Jtw0YMECXLl0yl3/++SfZGR9lzs7OFAAAwAKGYWjOnDkqX768vv/+e3Xo0MGcAwAAAAAAACClUlwE2LNnj9566y05ODjI0dFRMTExKlSokD788EMNHDgw2edxcXFR5cqVtW7dOrMtISFB69atU40aNZI8platWjp8+LDdlyGHDh1S/vz55eLikuQxrq6uypkzp90CAEBGdObMGb3wwgvq2LGjOTzb8ePHKWADAAAAAJBCNlv6LJlBiosAzs7OcnC4dZiPj4/CwsIkSZ6enin+kqJv376aOXOm5s2bpz///FNdu3bV1atXFRISIkkKDg7WgAEDzP27du2qCxcuqFevXjp06JBWrFihUaNGqVu3bil9GQAAZCjLli1TuXLltGzZMrOtQ4cO2rt3rzkZMAAAAAAAQEqleLyXihUraseOHSpZsqTq1aunwYMH69y5cwoNDVW5cuVSdK6WLVvq7NmzGjx4sCIiIhQYGKjVq1ebkwWHhYWZBQdJKlSokNasWaM+ffqofPny8vPzU69evfTuu++m9GUAAJA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:17:44,183 INFO: === Dataset: f ===\n", "2025-03-24 03:17:49,662 INFO:Total samples: 12911\n", "2025-03-24 03:18:25,029 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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oAgD/7+rVq5o1a5bi4uISbLPZbCpXrpwFqQAAsI6zs7Ny585trrdq1UpTp06Vl5eXhakAAAAAAMlBEQD4fxEREYkWACTp8ccfl7OzcxonAgDAeuPHj9euXbvUr18/tWrVyuo4AAAAAJA0dAQwUQQAJK1evVrLly831ytVqqQWLVpIuvkUpKenp1XRAABIM1u3btW///6rl156yWzLmTOnfv/9d7rSIkPbuXOnXFxcFBAQIElatmyZZs+erfLly2vYsGFydXW1OCEAAACQepgYGJD0+++/O6z7+vrKy8tLXl5eFAAAAJnejRs3NHjwYNWqVUvBwcE6duyYw3YKAMjoXn/9dR0+fFiSdOzYMbVq1UrZs2fXokWL9Pbbb1ucDgAAAKnBZrOlySsjoCcAsoy9e/dq3759MgwjwbaLFy+ay40aNVKDBg3SMhoAAJbZv3+/2rZtq507d0qSLl++rAkTJmjKlCkWJwNSzuHDhxUYGChJWrRokWrXrq0FCxbot99+U6tWrTRx4kRL8wEAAACpiSIAsoSLFy/q888/l91uv+d+OXPm1PPPP59GqQAAsI7dbtcnn3yiAQMGKCYmRpKULVs2DR06VAMGDLA4HZCyDMMw7wN/+uknPfvss5IkPz8/RUZGWhkNAAAAqSSjPKWfFigCIFOy2+26fv26uX769On7FgAkqUqVKqkZCwCAdCE0NFQdOnTQ+vXrzbZy5copJCREVatWtTAZkDqqVaumESNGqGHDhtq4caM+++wzSdLx48fl6+trcToAAAAgdVEEQKYTFRWl8ePH69y5c4lur1atmp566qkE7a6urvLx8UnteAAAWMYwDIWEhKhnz56Kjo422/v06aNRo0bJw8PDwnRA6pk4caJeffVVfffdd3r33XdVqlQpSdLixYtVs2ZNi9MBAAAgNdAT4DaKAMh09uzZc9cCgCQVKlRIRYoUScNEAACkD5cvX9bAgQPNAoCfn5/mzJmj+vXrW5wMSF0VK1bU3r17E7SPGzdOzs7OFiQCAAAA0g5FAGQ6165dM5cLFy4sT09Pcz1//vx64oknrIgFAIDlcuXKpVmzZunpp59Wu3btNGnSJOXJk8fqWECaiY2N1ZkzZxIME1m0aFGLEgEAACC10BPgNooAyHT27dtnLjdq1EjVq1e3MA0AANa5dOmSrl+/rvz585ttjRs31q5duxQYGGhdMCCNHT58WJ06ddLmzZsd2g3DkM1mU3x8vEXJAAAAgNRHEQCZTt68ec1lLy8vC5MAAGCdTZs2qV27dipbtqxWrFjh8BQMBQBkNcHBwcqWLZt++OEHFSxYkKfCAAAAsgJu+UwUAZDp3PkkV758+SxMAgBA2ouJidHQoUM1duxYGYah48ePa8aMGXrttdesjgZYZvfu3dqxY4fKli1rdRQAAAAgzVEEQKZzZxGAid4AAFnJ3r171aZNG+3Zs8dsq1Wrlho2bGhhKsB65cuXV2RkpNUxAAAAkIbo/Xmbk9UBpk6dKn9/f7m7u6tGjRratm3bPfefOHGiypQpIw8PD/n5+alv3766fv16GqVFenbjxg1t27bN4YcPigAAgKwgPj5e48aNU7Vq1cx/B11cXPThhx9q48aNKlGihMUJAWuNGTNGb7/9tjZs2KBz584pOjra4QUAAABkZpb2BFi4cKH69eunadOmqUaNGpo4caIaN26sQ4cOycfHJ8H+CxYs0IABAzRr1izVrFlThw8fVocOHWSz2TRhwgQL3gHSk7Vr1+qHH35waKMIAADI7I4fP6727dvr119/NdsCAgIUEhKiSpUqWZgMSD9u9YZp0KCBQzsTAwMAAGRe9AS4zdIiwIQJE9SlSxcFBwdLkqZNm6YVK1Zo1qxZGjBgQIL9N2/erFq1aumVV16RJPn7+6t169b6/fff0zQ30qewsDCH9aJFi8rNzc2iNAAApL7Q0FBVrFhRly9flnTzJrd///764IMP+DcQuMP69eutjgAAAABYxrIiQGxsrHbs2KGBAweabU5OTmrYsKG2bNmS6DE1a9bU/PnztW3bNlWvXl3Hjh3TypUr1bZt27SKjXTo7Nmzmj17tk6cOGG2tW7dWjVq1KDiBwDI1IoWLarnnntOX375pfz9/TVv3jw9+eSTVscC0p06depYHQEAAABpjN8Fb7OsCBAZGan4+Hj5+vo6tPv6+urgwYOJHvPKK68oMjJSTzzxhAzDUFxcnN544w0NGjTorteJiYlRTEyMuc6Yn5nP77//7lAAcHJyUtWqVeXq6mpdKAAA0siUKVNUoEABDR06VLly5bI6DpBu/frrr/r888917NgxLVq0SIULF1ZISIiKFy+uJ554wup4AAAAQKqxfGLg5NiwYYNGjRqlTz/9VDt37tTSpUu1YsUKffDBB3c9ZvTo0fL09DRffn5+aZgYqS02NlZbt251aHvuueeUPXt2ixIBAJA6Ll68qA4dOujrr792aM+TJ48++ugjCgDAPSxZskSNGzeWh4eHdu7caT4kdPHiRY0aNcridAAAAEgVtjR6ZQCWFQG8vb3l7OysiIgIh/aIiAgVKFAg0WMGDx6stm3bqnPnzgoICNDzzz+vUaNGafTo0bLb7YkeM3DgQF28eNF8/fPPPyn+XmCdL7/8UufPnzfX+/Xrp0aNGlmYCACAlLdhwwZVrFhRc+fOVdeuXRPMgwPg3kaMGKFp06ZpxowZcnFxMdtr1aqlnTt3WpgMAAAASH2WFQFcXV1VtWpVrVu3zmyz2+1at26dgoKCEj3m6tWrcnJyjOzs7CxJMgwj0WPc3NyUO3duhxcyj5MnT5rLLi4uKlSokIVpAABIWdevX9ebb76pevXqKTQ0VJIUHx+vv/76y+JkQMZy6NAh1a5dO0G7p6enoqKi0j4QAAAAUp3NZkuTV0Zg2ZwA0s2nttu3b69q1aqpevXqmjhxoq5cuaLg4GBJUrt27VS4cGGNHj1aktSsWTNNmDBBlStXVo0aNXTkyBENHjxYzZo1M4sByPzOnTunBQsW6OzZsw69AIYMGcIwQACATGPXrl1q06aN9u/fb7bVrVtXc+bMUbFixSxMBmQ8BQoU0JEjR+Tv7+/QvmnTJpUoUcKaUAAAAEAasbQI0LJlS509e1ZDhgxReHi4AgMDtXr1anOy4NDQUIcn/9977z3ZbDa99957CgsLU/78+dWsWTONHDnSqrcAC2zZskUHDhxwaMubN6/y5ctnUSIAAFJOXFycxowZo2HDhikuLk7SzZ6No0aNUp8+fRL0igRwf126dFHv3r01a9Ys2Ww2nTp1Slu2bFH//v01ePBgq+MBAAAgFWSUp/TTgqVFAEnq0aOHevTokei2DRs2OKxny5ZNQ4cO1dChQ9MgGdKT2NhYHTx4UHFxcQ5DAHl4eMjDw0NNmza1MB0AACnj5MmTat26tbZs2WK2BQYGav78+Xr00UctTAZkbAMGDJDdbleDBg109epV1a5dW25uburfv7969uxpdTxkEp0bPqKeTcvJx9ND+0Iv6J15f2jnsXOJ7vv9uw31RDnfBO0/7g5Ty482SJIuzH810WOHfLVTk1ccSHQbAEjSym8X6tuv5ynq/Dn5l3pEXXq9rUfKVUh03x9/WKr1a35Q6PGjkqSSj5RTmy49HPb/avY0bfr5R0WeDVe2bC439+ncXY+UD0iT9wPg4VleBACSYvLkyTp69GiC9h49eqh48eIWJAIAIOW5u7vr77//liQ5OTlp4MCBGjJkiFxdXS1OBmRsNptN7777rt566y0dOXJEly9fVvny5eXu7q5Tp04xrxQe2vM1imnEq1XUb/Y27TgSqTeeLqsl79TTY299r8jomAT7t534i1yz3e7Z5ZXTTb+Oekbf/R5qtpXpvsThmIaVCmly58e1fNs/qfdGAGR4m35eo1mfTlDXfoP0SLkALV/8pd5/q7umhnyrPHm9Euy/b/cOPdngaZV9tJJcXV219Ks5Gta/mybPWax8+X0kSYX8ium13u/It1BhxcbEaPmiLzXsre767Mtl8syTN63fIpBk9AS4jf7kyBASKwC4uLjIx8fHgjQAAKQOX19fTZ8+XaVKldKmTZs0YsQICgBACnJ1dVX58uVVvXp15cyZU3/99Zf8/PysjoVMoFuTspq3/ogW/HJMh05Fq9/sbboaE682dUomun/UlViduXjdfNWtUEBXY+O1bNvtXs93bj9z8bqeqVJEvx6I0Mmzl9PqbQHIgJYt+lJPNX1eDZo8Jz//Eura7125ubtr3cplie7f772Reqb5yypRuoyKFCuu7m8NkWEY2rNzm7lPnYZNVKlaDRUoVERFi5dUx+79dPXKZZ04ejit3hbwQJgY+DZ6AiBd++GHH7Rv3z5z3cvLS3Xr1pXNZlO5cuWUI0cOC9MBAPBwlixZojp16sjb29tse/755/XMM8/Izc3NwmQAgKRycXZSYHEvffz9X2abYUgb/wrXY6W873HkbW3rltLSLSd0NSY+0e35c7vrqcDC6vb5lkS3A4Ak3bhxQ0cPHdCLrwSbbU5OTqpUtYYO7d+TpHPExlxXfFyccubKfddr/Pj9UmXPkVPFSz6SIrkBpD56AiDdOnXqlFauXKnQ0NtdYvPly6eGDRuqQYMGdNsGAGRYFy5c0CuvvKKXXnpJXbt2lWEYDtspAABAxpEvl5uyOTvp7MXrDu1nL16Xj6fHfY+vUiKfyvvlUciGhL2fb2n9ZAldvn5D3/8Retd9AODSxSjZ7fHK4+U47I9nXi9dOJ/4HCX/NffzT5TXO78qVa3h0L598y9q9XQtvfzU4zeHGBr/mXIzFBDSO1savZJp6tSp8vf3l7u7u2rUqKFt27bddd9bD0P/95Xc+VEpAiDdioqKcljPnTu36tWrZ00YAABSyNq1axUQEKCvvvpKkrR48WL98ssvFqcCcC8xMTGKjo52eBnxN6yOhUyibd2S+iv0wl0nEZakV+uU0KLNJxRzw56GyQBkNUu+nK1NP6/RwA8+kut/HkoJqPyYPv7iK304ZbYqV6+pccPeUdSF8xYlBTKuhQsXql+/fho6dKh27typSpUqqXHjxjpz5kyi+y9dulSnT582X/v27ZOzs7NatGiRrOsyHBDSJbvdrilTppjrjRo10vPPP29hIgAAHs7Vq1f1zjvvOPz7lidPHk2dOlW1a9e2MBmQee3Zc++hDw4dOpSk84wePVrvv/++Q5tbwPPyqPjiA2dD5nHuUozi4u3K7+nu0J7f011nLl6757HZ3Zz1wuPFNGrJ3f+uBpXJr0cKearTlE0pkhdA5pXLM4+cnJwVdd7xx/mLF84rr1e+ex773dfztGTBbA0fP03+iQzz4+7hoYJFiqpgkaIq82hFdX31Of208ju99GrHFH0PQEpKj+P1T5gwQV26dFFw8M1hu6ZNm6YVK1Zo1qxZGjBgQIL9vf7Ts+frr79W9uzZKQIgczj/n3+wChQoYFESAAAe3vbt29W2bVuHHxwbNmyo2bNnq0iRIhYmAzK3wMBA2Wy2BENuSTLbk/LlcODAgerXr59DW9HXl6ZYTmRsN+Lt2n38vOo8WkArd/wrSbLZpNqPFtAXa+9daHquejG5ZnPWN78dv+s+beqU1K5j57QvNColYwPIhFxcXFSyTDnt2blNjz95cyQFu92uPTu26ZnnW971uKVfzdHi+bM0dOwUlSpbPknXshuGbsTGpkhuIKOLiYlRTEyMQ5ubm1uCYV5jY2O1Y8cODRw40GxzcnJSw4YNtWVL0ub9mTlzplq1apXseVIpAsBSJ06c0Nq1a3XtmuMTMjduOHavfuyxx9IyFgAAKeLGjRsaOXKkRowYofj4m5M9uru7a+zYserevbucnBiZEUhNx4/f/YfV5EjsS5zN2SVFzo3M4dNVB/Xp60Hadfycdh49p65Pl1UON2d9ufGYJOmz14N0+sI1Df9mt8NxbeuW1Mod/+jC5cR/SMvlkU3PVS+mwQt2pvZbAJBJPNfiVU0aPVSlypRX6XKP6vvFC3T9+jU1aPI/SdLEUYOVz9tHbV/rKUlaumCOFsz+TP3eGyWfAoV04VykJMndI7s8smfX9WvXtGj+F6pes47y5vNW9MUorfruG50/e0a16jay7H0CSZFWPQES6zU6dOhQDRs2zKEtMjJS8fHx8vX1dWj39fXVwYMH73udbdu2ad++fZo5c2ayM1IEgKUWL16sY8eO3XOfxx9/XNmy8VcVAJDx/PDDDw43g4899pjmzZunsmXLWpgKyDqKFStmdQRkEd/+flLeud006MVK8vF0196TF/TS2PU6G31zsuAi3jlk/0+PlFIFcymojI+e/3DdXc/7wuP+stmkJVtOpGZ8AJnIE/Ub62LUBX01+zNdOH9OxUuV0dCxU5Tn/4cDOhsRLpvt9oMoq5YtUtyNGxo79C2H87Rs/5paB78hJycnhYWe0Jg1Pyj6YpRy5fZU6bKPatTkmSpavGSavjcgvUqs1+h/HyBJCTNnzlRAQICqV6+e7GNtRmJ9YzOx6OhoeXp66uLFi8qdO7fVcbIku92uU6dOyW63a9q0aQkmAL5Tjhw51LlzZ5UpUybtAgIAkEIMw9ALL7yg77//XoMHD9agQYPk4sLTw8i8MsK9dkBAgFauXCk/P7+HOk/eNl+mUCIAeDibxzW3OgIASJLKFUzeEDWprVT/VWlynSMfNUnSfrGxscqePbsWL16s5s2bm+3t27dXVFSUli1bdtdjr1y5okKFCmn48OHq3bt3sjPyeDXSlN1u14cffqh///3XoT179uwaMWJEgv1dXFzk7OycVvEAAHgoUVFRypMnj7lus9k0ffp0nThxgqHtgHTixIkTCYaeBAAAAFKbq6urqlatqnXr1plFALvdrnXr1qlHjx73PHbRokWKiYlRmzZtHujaDESLNBUZGZmgACBJPj4+cnd3T/CiAAAAyAgMw9D8+fPl7++v77//3mFb/vz5KQAAAAAAQBqz2Wxp8kqOfv36acaMGZo7d64OHDigrl276sqVKwoODpYktWvXzmHi4Ftmzpyp5s2bK1++fA/0WdATAGnKbreby76+vipTpoxcXV1Vq1YtC1MBAPDgzp07pzfeeEOLFy+WJHXu3Fn79u1T/vz5LU4GIDFPPvmkPDw8rI4BAACALKhly5Y6e/ashgwZovDwcAUGBmr16tXmZMGhoaFycnJ8bv/QoUPatGmTfvzxxwe+LkUApKk7p6AoUaKEWrVqZWEaAAAezqpVq9SxY0eFh4ebbY0aNWLcfyAdW7lypdURAAAAkAaS+ZB+munRo8ddh//ZsGFDgrYyZcroYaf1pQiANHXnX9jkdpcBACC9uHz5svr376/PP//cbPPy8tK0adPUokULC5MBuJu///5b69ev15kzZxx6p0rSkCFDLEoFAAAApD6KAEhTFAEAABndli1b1LZtWx09etRsa9KkiWbOnKmCBQtamAzA3cyYMUNdu3aVt7e3ChQo4HAfarPZKAIAAABkQvz2eBtFAKQpigAAgIxs3rx5Cg4ONp8izp49uyZMmKDXXnuNf9eAdGzEiBEaOXKk3nnnHaujAAAAAGmOIgDSzKVLl/TDDz+Y6/xYAgDIaOrVq6dcuXLp4sWLCgoK0rx581SqVCmrYwG4jwsXLjBUFwAAQBbDT4+3Od1/FyBlrFixQnv27DHX/zvTNQAA6Z2fn58+/fRTjRw5Ur/88gsFACCDaNGihX788UerYwAAAACWoCcA0kxkZKTDesWKFS1KAgDA/Z04cULvvvuuPv30U3l6eprtr7zyioWpADyIUqVKafDgwdq6dasCAgLk4uLisL1Xr14WJQMAAEBqcXKiK8AtFAGQZm6NnyxJw4cPl7e3t4VpAABInGEYmjNnjnr37q1Lly7JxcVFc+bMsToWgIcwffp05cyZUxs3btTGjRsdttlsNooAAAAAyNQoAiDN3DkpcK5cuSxMAgBA4s6cOaPXXntNy5YtM9s2bNig8+fPy8vLy8JkAB7G8ePHrY4AAACANMacALcxKDvSRFRUlA4dOmSuMx8AACC9Wb58uQICAhwKAB06dNCePXsoAACZiGEYDg+nAAAAAJkdv8QiTXz55ZcO6zZKcQCAdCI6OlqdOnXSc889pzNnzkiSvL299e2332r27NnKnTu3xQkBpIR58+YpICBAHh4e8vDwUMWKFRUSEmJ1LAAAAKQSm82WJq+MgOGAkCYiIiLM5bJlyypbNv7qAQCs9+uvv6pdu3Y6ceKE2dasWTPNmDFDvr6+1gUDkKImTJigwYMHq0ePHqpVq5YkadOmTXrjjTcUGRmpvn37WpwQAAAASD38Eos0ceekwD169LAwCQAAt+3Zs8csAOTMmVOTJk1ScHBwhnmaA0DSTJ48WZ999pnatWtntv3vf//To48+qmHDhlEEAAAAyIT4WncbRQCkiVtFAE9PT+YDAACkG926ddPy5ct17do1zZ07V8WLF7c6EoBUcPr0adWsWTNBe82aNXX69GkLEgEAAABph19jkeoMw1BUVJQkJgQGAFgnPj5ea9eudWiz2WxauHCh1q9fTwEAyMRKlSqlb775JkH7woULVbp0aQsSAQAAILUxJ8Bt9ARAqjt8+LC5nFH+jwEAyFyOHj2qdu3aafPmzVq7dq0aNmxobsuTJ491wQCkiffff18tW7bUL7/8Ys4J8Ntvv2ndunWJFgcAAACAzITHspHqTp06ZS5fvXrVwiQAgKzGMAxNnz5dlSpV0ubNmyVJnTt3VmxsrMXJAKSlF198Ub///rvy5cun7777Tt999528vb21bds2Pf/881bHAwAAQCqgJ8Bt9ARAqrp69aoWLVpkrr/88ssWpgEAZCWnT59W586dtXLlSrOtRIkSmjdvnlxdXS1MBsAKVatW1Zdffml1DAAAACDNUQRAqvrzzz8d1nPkyGFREgBAVrJ48WK98cYbOnfunNnWpUsXjR8/Xrly5bIwGYC05OTkdN+ns2w2m+Li4tIoEQAAANJKBnlIP01QBECqunbtmrns5OSk8uXLW5gGAJDZRUVFqWfPnpo/f77Z5uvrqy+++ELPPvushckAWOHbb7+967YtW7bok08+kd1uT8NEAAAAQNqjCIBU9fvvv5vLbdu2lbOzs4VpAACZXZcuXbR48WJz/YUXXtC0adOUP39+C1MBsMpzzz2XoO3QoUMaMGCAvv/+e7366qsaPny4BckAAACQ2jLKeP1pgYmBkaq8vLzM5bx581qYBACQFYwePVrZs2dX7ty5NW/ePC1evJgCAABJ0qlTp9SlSxcFBAQoLi5Ou3fv1ty5c1WsWDGrowEAAACpip4ASFUHDx40l319fS1MAgDIjGJjYx0m+S1VqpQWLlyoihUrqmjRohYmA5BeXLx4UaNGjdLkyZMVGBiodevW6cknn7Q6FgAAAFIZHQFuoycAUlW2bLfrTC4uLhYmAQBkJnFxcRo+fLiqVKmiq1evOmx79tlnKQAAkCSNHTtWJUqU0A8//KCvvvpKmzdvpgAAAACALIeeAEhVOXLk0JUrVyRJ2bNntzgNACAzOHTokNq1a6dt27ZJkt5++21NmTLF4lQA0qMBAwbIw8NDpUqV0ty5czV37txE91u6dGkaJwMAAEBqY06A2ygCIFXFx8dLknLmzGlxEgBARmcYhj799FO99dZbunbtmiTJ2dlZ+fLlk2EY3OABSKBdu3b8twEAAABZHkUApCrDMCTd/JEGAIAHFRYWpuDgYK1du9Zse+SRRzRv3jzVqFHDwmQA0rM5c+ZYHQEAAAAW4VmQ25gTAKnqVk8AnsACADyor776ShUqVHAoAHTv3l27du2iAAAAAAAAwH3QEwCpip4AAIAHZRiGOnTooHnz5plthQoV0uzZs/XUU09ZmAwAAAAAkN7xUPJtFAGQYmJiYnTixAnzh39Jio2NlSQ5OdHpBACQPDabTeXLlzfXW7VqpalTp8rLy8vCVAAAAAAAZCwUAZAibty4oaFDhyo6OjrR7RQBAAAPon///tq8ebNat26tVq1aWR0HAAAAAJBB0BHgNooASBFhYWF3LQBIUoECBdIwDQAgI9q6dau2b9+unj17mm3Ozs5atmyZhakAAAAAAMjYKAIgRVy+fNlcLlq0qMPwDR4eHkzcCAC4q9jYWH3wwQcaNWqUJKlq1aqqWbOmxakAAAAAABkZcwLcRhEAKWLPnj3mctGiRfW///3PwjQAgIxi//79atu2rXbu3Gm2TZkyhSIAAAAAAAAphIHakSLOnz9vLhcpUsTCJACAjMBut2vixImqUqWKWQDIli2bPvjgA82bN8/idAAAAACAjM5mS5tXRkBPADy0JUuWaP/+/eZ60aJFLUwDAEjvQkND1aFDB61fv95sK1eunEJCQlS1alULkwEAAAAAkPnQEwAPbffu3eayk5OT8ubNa10YAEC6ZRiG5s2bp4CAAIcCQJ8+fbRjxw4KAAAAAACAFGOz2dLklRHQEwAPZf/+/Tp37py53q1bN3l6elqYCACQXsXFxenjjz9WdHS0JMnPz09z5sxR/fr1LU4GAAAAAEDmRU8APLAbN27oiy++MNfz5Mmj8uXLW5gIAJCeubi4KCQkRG5ubmrbtq327NlDAQAAAAAAkCqYE+A2egLggV25ckXXr18314OCgixMAwBIby5duqSzZ8+qRIkSZluFChX0119/qWTJkhYmAwAAAAAg66AnAB5IZGSk3n33XXPd399fzZo1szARACA92bRpkypVqqTmzZsrJibGYRsFAAAAAABAamNOgNsoAuCB/PXXXzIMw1z38/OzMA0AIL2IiYnRgAEDVLt2bR0/flx79+7V8OHDrY4FAAAAAECWxXBASJZ//vlHW7du1cmTJ802T09PNWnSxMJUAID0YO/evWrTpo327NljttWqVUudOnWyMBUAAAAAICvKIA/ppwmKAEiWL774QmfPnnVoe/HFF5UnTx5rAgEALBcfH68JEybovffeU2xsrKSbkwB/8MEH6t+/v5ydnS1OCAAAAABA1kURAMny3wJAjhw5VKZMGYvSAACsdvz4cbVv316//vqr2RYQEKCQkBBVqlTJwmQAAAAAgKwso4zXnxYoAiDJjhw5Yi4XLFhQwcHB8vHxkaurq4WpAABWiYqKUpUqVRQVFSXp5g1W//799cEHH8jNzc3acAAAAAAAQBITAyMZtm3bZi67uLioSJEiFAAAIAvLkyePevbsKUny9/fXhg0bNHbsWAoAAAAAAADL2Wy2NHllBPQEQJKcO3dOmzZtMtefeuopC9MAAKxiGIbDTc7gwYPl4uKi3r17K3fu3BYmAwAAAAAAiaEnAJJkzpw5DusFCxa0JggAwBIXL15Uhw4dNHr0aId2FxcXDR48mAIAAAAAACBdsdnS5pUR0BMASRIREWEue3t7y8fHx8I0AIC0tGHDBrVv316hoaHKli2bmjRposqVK1sdCwAAAAAAJAE9AZAkly9fNpcHDx4sZ2dnC9MAANLC9evX9eabb6pevXoKDQ2VJHl4eJjLAAAAAACkV8wJcBs9AXBf165dM5ezZcsmFxcXC9MAANLCrl271KZNG+3fv99sq1u3rubMmaNixYpZmAwAAAAAACQHPQFwV4Zh6MCBA1q3bp3Zli0bdSMAyMzi4uI0cuRIVa9e3SwAuLm5afz48Vq3bh0FAAAAAABAhpBe5wSYOnWq/P395e7urho1amjbtm333D8qKkrdu3dXwYIF5ebmpkceeUQrV65M1jX5RRd3deTIEU2ePNmhrWTJkhalAQCktlOnTumll17Sli1bzLbAwECFhISoQoUKFiYDAAAAACDjW7hwofr166dp06apRo0amjhxoho3bqxDhw4lOgdrbGysGjVqJB8fHy1evFiFCxfWyZMnlSdPnmRdlyIA7urUqVMJ2kqXLm1BEgBAWsibN68uXLggSXJyctKAAQM0dOhQubq6WpwMAAAAAIDkSY/j9U+YMEFdunRRcHCwJGnatGlasWKFZs2apQEDBiTYf9asWTp//rw2b95sDtHu7++f7OsyHBCSpF69eurfv78aNWpkdRQAQCrx8PBQSEiIypYtq19//VUjR46kAAAAAAAAyJDSajigmJgYRUdHO7xiYmIS5ImNjdWOHTvUsGFDs83JyUkNGzZ06JF/p+XLlysoKEjdu3eXr6+vKlSooFGjRik+Pj5ZnwVFACRJ0aJFVaJEiXRZQQMAPJhFixbp0KFDDm3VqlXTvn37VLNmTYtSAQAAAACQcYwePVqenp4Or9GjRyfYLzIyUvHx8fL19XVo9/X1VXh4eKLnPnbsmBYvXqz4+HitXLlSgwcP1vjx4zVixIhkZXyo4YCuX78ud3f3hzkF0rHEKlYAgIzvwoUL6tGjhxYsWKDq1avrt99+c5j43dnZ2cJ0AAAAAAA8PKc0eph54MCB6tevn0Obm5tbipzbbrfLx8dH06dPl7Ozs6pWraqwsDCNGzdOQ4cOTfJ5kt0TwG6364MPPlDhwoWVM2dOHTt2TJI0ePBgzZw5M7mnQzr23XffWR0BAJDCfvrpJwUEBGjBggWSpG3btunbb7+1OBUAAAAAABmTm5ubcufO7fBKrAjg7e0tZ2dnRUREOLRHRESoQIECiZ67YMGCeuSRRxwe1itXrpzCw8MVGxub5IzJLgKMGDFCc+bM0dixYx3GCa5QoYK++OKL5J4O6dids0wXK1bMuiAAgId29epV9erVS40aNVJYWJikm/+d//LLL/XSSy9ZnA4AAAAAgJSVVnMCJJWrq6uqVq2qdevWmW12u13r1q1TUFBQosfUqlVLR44ckd1uN9sOHz6sggULJmsOv2QXAebNm6fp06fr1VdfdahAVKpUSQcPHkzu6ZCORUVFmct3q0YBANK/7du3q0qVKpo8ebLZ1rBhQ+3du1evvPIK870AAAAAAJAG+vXrpxkzZmju3Lk6cOCAunbtqitXrig4OFiS1K5dOw0cONDcv2vXrjp//rx69+6tw4cPa8WKFRo1apS6d++erOsme06AsLAwlSpVKkG73W7XjRs3kns6pFPXrl0zl5NTVQIApB83btzQyJEjNWLECMXHx0uS3N3dNXbsWHXv3l1OTsl+FgAAAAAAgAwhPT7w1rJlS509e1ZDhgxReHi4AgMDtXr1anOy4NDQUIfv6n5+flqzZo369u2rihUrqnDhwurdu7feeeedZF032UWA8uXL69dff00wPMzixYtVuXLl5J4O6dSdY0olZ3wpAED6sWPHDg0fPlyGYUiSHnvsMc2bN09ly5a1OBkAAAAAAFlTjx491KNHj0S3bdiwIUFbUFCQtm7d+lDXTHYRYMiQIWrfvr3CwsJkt9u1dOlSHTp0SPPmzdMPP/zwUGGQfly9etVcrlSpkoVJAAAP6vHHH1ffvn01adIkDR48WIMGDZKLi4vVsQAAAAAASHVO6a8jgGWSPQ7Ac889p++//14//fSTcuTIoSFDhujAgQP6/vvv1ahRo9TICAtER0eby6dPn7YwCQAgqcLDwx0mC5KkkSNHatu2bRo6dCgFAAAAAAAAsqBk9wSQpCeffFJr165N6SxIJzZs2KBvvvnGXK9QoYKFaQAA92MYhhYsWKDu3bvr/fffV+/evc1t7u7uqlKlioXpAAAAAABIe+lxTgCrJLsnQIkSJXTu3LkE7VFRUSpRokSKhIJ1Ll++rMWLFzu0Zc+e3aI0AID7OXfunF5++WW1adNGFy9e1IABA3TgwAGrYwEAAAAAgHQi2T0BTpw4ofj4+ATtMTExCgsLS5FQsM6FCxcchpIoWLCgqlWrZmEiAMDdrFy5Up06dVJ4eLjZ9uKLL6pgwYIWpgIAAAAAwHp0BLgtyUWA5cuXm8tr1qyRp6enuR4fH69169bJ398/2QGmTp2qcePGKTw8XJUqVdLkyZNVvXr1u+4fFRWld999V0uXLtX58+dVrFgxTZw4Uc8880yyrw1HV69e1ejRo831atWqqWPHjhYmAgAk5vLly+rfv78+//xzs83Ly0vTpk1TixYtLEwGAAAAAADSmyQXAZo3by7p5lhK7du3d9jm4uIif39/jR8/PlkXX7hwofr166dp06apRo0amjhxoho3bqxDhw7Jx8cnwf6xsbFq1KiRfHx8tHjxYhUuXFgnT55Unjx5knVdJO7EiRMO6wUKFLAmCADgrjZv3qx27drp6NGjZluTJk00c+ZMegAAAAAAAPD/bKIrwC1JLgLcGiKmePHi2r59u7y9vR/64hMmTFCXLl0UHBwsSZo2bZpWrFihWbNmacCAAQn2nzVrls6fP6/NmzfLxcVFkh6o9wESOnr0qKZPn26u586dWw0aNLAwEQDgv7777ju9+OKL5r/J2bNn14QJE/Taa68x4REAAAAAAEhUsicGPn78eIoUAGJjY7Vjxw41bNjwdhgnJzVs2FBbtmxJ9Jjly5crKChI3bt3l6+vrypUqKBRo0YlOkcBkuebb75RbGysuV63bl25ublZmAgA8F8NGjRQsWLFJElBQUH6888/9frrr1MAAAAAAADgP5xsafPKCJI9MbAkXblyRRs3blRoaKjDD8eS1KtXrySdIzIyUvHx8fL19XVo9/X11cGDBxM95tixY/r555/16quvauXKlTpy5Ii6deumGzduaOjQoYkeExMTo5iYGHM9Ojo6SfmymosXL5rLXl5eqly5soVpAACJyZUrl+bOnatff/1Vb7/9trJle6B/xgEAAAAAQBaS7F8Pdu3apWeeeUZXr17VlStX5OXlpcjISGXPnl0+Pj5JLgI8CLvdLh8fH02fPl3Ozs6qWrWqwsLCNG7cuLsWAUaPHq33338/1TJlBoZhmMURDw8PDR8+XE5Oye4kAgBIQSdOnFDPnj01efJkh6HvnnzyST355JPWBQMAAAAAIAOg1/xtyf6lt2/fvmrWrJkuXLggDw8Pbd26VSdPnlTVqlX10UcfJfk83t7ecnZ2VkREhEN7RETEXSekLViwoB555BE5OzubbeXKlVN4eHiCHgm3DBw4UBcvXjRf//zzT5IzZhV39o64du0aBQAAsJBhGJo9e7YqVqyoH374QR06dDDnAAAAAAAAAEiuZP/au3v3br355ptycnKSs7OzYmJi5Ofnp7Fjx2rQoEFJPo+rq6uqVq2qdevWmW12u13r1q1TUFBQosfUqlVLR44ccfgx5PDhwypYsKBcXV0TPcbNzU25c+d2eOG2+Ph4rVmzxlwvUqSIhWkAIGs7c+aMnn/+eXXs2FGXLl2SdLNHAAVsAAAAAACSx2ZLm1dGkOwigIuLi/mkuI+Pj0JDQyVJnp6eyf6Rol+/fpoxY4bmzp2rAwcOqGvXrrpy5YqCg4MlSe3atdPAgQPN/bt27arz58+rd+/eOnz4sFasWKFRo0ape/fuyX0b+H9//fWXNmzYYK77+PhYFwYAsrBly5apQoUKWrZsmdnWoUMH7dmzx5wMGAAAAAAAILmSPSdA5cqVtX37dpUuXVp16tTRkCFDFBkZqZCQEFWoUCFZ52rZsqXOnj2rIUOGKDw8XIGBgVq9erU5WXBoaKjD0DR+fn5as2aN+vbtq4oVK6pw4cLq3bu33nnnneS+Dfy/qKgoh/Vq1apZEwQAsqjo6Gj17dtXs2bNMtu8vb01Y8YMNW/e3LpgAAAAAABkYE4Z5TH9NJDsIsCoUaPMIQpGjhypdu3aqWvXripdurRmzpyZ7AA9evRQjx49Et125xPqtwQFBWnr1q3Jvg4S9/PPP5vLL7/8sgIDA60LAwBZzG+//aY2bdroxIkTZluzZs00Y8YMsyAOAAAAAADwMJJdBLjzSXEfHx+tXr06RQMhbd05v0LBggUtTAIAWU90dLRZAMiZM6cmTZqk4OBg2XhaAQAAAACAh8JX69uSPSfA3ezcuVPPPvtsSp0OaeTOIkDp0qUtTAIAWU+TJk30+uuv68knn9SePXvUsWNHCgAAAAAAACBFJasIsGbNGvXv31+DBg3SsWPHJEkHDx5U8+bN9dhjjzn8oIyMISYmRtLN8afvnH8BAJCy4uPjtXDhQhmG4dA+ceJErV+/XsWLF7coGQAAAAAAmY/NZkuTV0aQ5F99Z86cqSZNmmjOnDkaM2aMHn/8cc2fP19BQUEqUKCA9u3bp5UrV6ZmVqSw+Ph4XblyRZLk6upqcRoAyLyOHj2q2rVrq1WrVgnmz3F3d5ezs7NFyQAAAAAAQGaX5CLApEmTNGbMGEVGRuqbb75RZGSkPv30U+3du1fTpk1TuXLlUjMnUtg///yjQYMGmetubm4WpgGAzMkwDE2fPl2VKlXS5s2bJUlvvvmmLl68aHEyAAAAAAAyN5stbV4ZQZKLAEePHlWLFi0kSS+88IKyZcumcePGqUiRIqkWDqlnx44dunTpkrmeN29eC9MAQOYTHh6uZs2a6fXXXzd7XZUoUUIrV66Up6enxekAAAAAAEBWkS2pO167dk3Zs2eXdHM8JTc3NxUsWDDVgiH1nDp1Sj/++KO57uvrq2bNmlmYCAAyl8WLF+uNN97QuXPnzLYuXbpowoQJypkzp4XJAAAAAADIGpwyymP6aSDJRQBJ+uKLL8wfL+Li4jRnzhx5e3s77NOrV6+US4cUFx8fr8mTJzu0dezYUb6+vhYlAoDMIyoqSj179tT8+fPNNl9fX82cOVNNmza1MBkAAAAAAMiqklwEKFq0qGbMmGGuFyhQQCEhIQ772Gw2igDpXGxsrMNY1F5eXipUqJCFiQAg8xgyZIhDAeDFF1/UtGnTEhTMAQAAAABA6qIfwG1JLgKcOHEiFWMgrRiGYS67uLhoyJAhcnZ2tjARAGQew4YN05IlS3T58mVNmTJFbdq0kY3uhwAAAAAAwELJGg4IGd+ZM2fMZW9vb7m6ulqYBgAytsuXLzuM8e/l5aUlS5aoUKFCKlq0qIXJAAAAAADI2ngo7zYnqwMg7YSGhur333831z09PS1MAwAZV1xcnIYPH65SpUrp9OnTDtsef/xxCgAAAAAAACDdoCdAFnHx4kWNHTtWdrvdbCtYsKCFiQAgYzp8+LDatm2rbdu2SZI6deqkFStW8IQBAAAAAADpiBNf0030BMgiIiIiHAoAklSqVCmL0gBAxmMYhqZOnarAwECzAODs7Kxq1aopPj7e4nQAAAAAAACJoydAFrF582ZzuVKlSmratKmKFCliYSIAyDjCwsIUHBystWvXmm2lS5dWSEiIatSoYWEyAAAAAACQGHrs3/ZAPQGOHj2q9957T61btzYnml21apX++uuvFA2HlLNz505zuVixYhQAACCJvvrqK1WoUMGhANC9e3ft2rWLAgAAAAAAAEj3kl0E2LhxowICAvT7779r6dKlunz5siTpzz//1NChQ1M8IFJGXFycufz4449bmAQAMo7u3bvrlVdeUVRUlCSpUKFCWrNmjaZMmaIcOXJYGw4AAAAAANyVzZY2r4wg2UWAAQMGaMSIEVq7dq1cXV3N9vr162vr1q0pGg4p48qVK+ZykSJFlCdPHuvCAEAGUr9+fXO5VatW2rt3r5566ikLEwEAAAAAACRPsucE2Lt3rxYsWJCg3cfHR5GRkSkSCinr9OnT5nJYWJiFSQAgY3nxxRfVo0cP1apVS61atbI6DgAAAAAASCLmBLgt2T0B8uTJ4/Cj8i27du1S4cKFUyQUUk58fLzmzp1rrtepU8fCNACQfv3+++965513ErRPnjyZAgAAAAAAAMiwkt0ToFWrVnrnnXe0aNEi2Ww22e12/fbbb+rfv7/atWuXGhnxEA4cOKBz586Z64xhDQCObty4oeHDh2vUqFGy2+0KDAxU69atrY4FAFnO8uXLk7zv//73v1RMAgAAgMzAiY4ApmQXAUaNGqXu3bvLz89P8fHxKl++vOLj4/XKK6/ovffeS42MeAiXLl1yWK9Ro4ZFSQAg/dm/f7/atm2rnTt3mm3z5s1Tq1at6DYIAGmsefPmSdrPZrMpPj4+dcMAAAAAmUiyiwCurq6aMWOGBg8erH379uny5cuqXLmySpcunRr58JAOHTpkLrdv317e3t4WpgGA9MFut2vSpEkaOHCgYmJiJEnZsmXT0KFDNWDAAAoAAGABu91udQQAAABkIny3vy3ZRYBNmzbpiSeeUNGiRVW0aNHUyIQUlDt3bqsjAEC6Ehoaqg4dOmj9+vVmW7ly5RQSEqKqVatamAwAAAAAACDlJbsIUL9+fRUuXFitW7dWmzZtVL58+dTIhRTyzz//mMv58uWzMAkAWMswDIWEhKhnz56Kjo422/v06aNRo0bJw8PDwnQAgP+6cuWKNm7cqNDQUMXGxjps69Wrl0WpAAAAkFHQD+C2ZBcBTp06pa+//lpfffWVPvzwQ1WsWFGvvvqqWrdurSJFiqRGRjyE8+fPm8vZsiX7jxsAMpUlS5aYBQA/Pz/NmTNH9evXtzgVAOC/du3apWeeeUZXr17VlStX5OXlpcjISGXPnl0+Pj4UAQAAAIBkcEruAd7e3urRo4d+++03HT16VC1atNDcuXPl7+/PDynp0J3DAVGkAZCV2Ww2TZ8+Xfnz51fbtm21Z88e/t0CgHSqb9++atasmS5cuCAPDw9t3bpVJ0+eVNWqVfXRRx9ZHQ8AAAAZgJPNliavjCDZRYA7FS9eXAMGDNCHH36ogIAAbdy4MaVyIYXcOcGak9ND/XEDQIZy+fJl7dq1y6HN19dXe/bs0bx585QnTx5rggEA7mv37t1688035eTkJGdnZ8XExMjPz09jx47VoEGDrI4HAAAAZCgP/Kvwb7/9pm7duqlgwYJ65ZVXVKFCBa1YsSIlsyEFGIZhLlMEAJBVbNq0SZUqVVKTJk0UGRnpsK1AgQIWpQIAJJWLi4t57+rj46PQ0FBJkqenp8OcVwAAAMDd2Gxp88oIkj1I/MCBA/X111/r1KlTatSokSZNmqTnnntO2bNnT418eABxcXH64YcfFBoaqvDwcEk3h8EAgMwuJiZGQ4cO1dixY80iaN++fRUSEmJxMgBAclSuXFnbt29X6dKlVadOHQ0ZMkSRkZEKCQlRhQoVrI4HAAAAZCjJLgL88ssveuutt/Tyyy/L29s7NTLhIe3du1c//vijQ5uLi4tFaQAgbezdu1dt2rTRnj17zLZatWpp2LBh1oUCADyQUaNG6dKlS5KkkSNHql27duratatKly6tWbNmWZwOAAAAGQEPRd+W7CLAb7/9lho5kALsdrtOnz6tkydPOrQ7OTmpXr16FqUCgNQVHx+vCRMm6L333lNsbKykm4XP4cOH66233pKzs7PFCQEAyVWtWjVz2cfHR6tXr7YwDQAAAJCxJakIsHz5cjVp0kQuLi5avnz5Pff93//+lyLBkHyffPKJDh8+7NDWsmVLBQUFydXV1aJUAJB6jh8/rvbt2+vXX3812ypUqKCQkBAFBgZaFwwAAAAAAFiKjgC3JakI0Lx5c4WHh8vHx0fNmze/6342m03x8fEplQ3JcPXq1QQFAEkqXLgwBQAAmVJsbKyefPJJhYWFSbr5b1D//v31wQcfyM3NzeJ0AICHUbx48Xt23z527FgapgEAAAAytiQVAex2e6LLSB/27t2rrVu3muteXl6qUKGC/P39VbJkSQuTAUDqcXV11ciRI9WhQwf5+/tr7ty5ql27ttWxAAApoE+fPg7rN27c0K5du7R69Wq99dZb1oQCAABAhuJEVwBTsucEmDdvnlq2bJngKcvY2Fh9/fXXateuXYqFw/3FxMRo1qxZiomJMdsKFy6sVq1aWZgKAFJHfHy8wxj/7dq105UrV9SmTRvlzp3bwmQAgJTUu3fvRNunTp2qP/74I43TAAAAACln6tSpGjdunMLDw1WpUiVNnjxZ1atXT3TfOXPmKDg42KHNzc1N169fT9Y1nZIbMjg4WBcvXkzQfunSpQSBkPquXbvmUADIli2bHnvsMQsTAUDKu3jxojp06KDXXnvNod1ms6lbt24UAAAgi2jSpImWLFlidQwAAABkADZb2rySY+HCherXr5+GDh2qnTt3qlKlSmrcuLHOnDlz12Ny586t06dPm6+TJ08m+7NIdk8AwzASHZ/z33//laenZ7ID4MHZ7XZNmDDBXC9atKh69+4tDw8PC1MBQMrasGGD2rdvr9DQUEk3J6B/7rnnLE4FALDC4sWL5eXlZXUMAAAA4IFMmDBBXbp0MR+mnzZtmlasWKFZs2ZpwIABiR5js9lUoECBh7pukosAlStXls1mk81mU4MGDZQt2+1D4+Pjdfz4cT399NMPFQbJExERocjISHO9ZMmSFAAAZBrXr1/Xu+++61DszJUrV7K7vAEAMp5b3z1uMQxD4eHhOnv2rD799FMLkwEAACCjSOxBdivFxsZqx44dGjhwoNnm5OSkhg0basuWLXc97vLlyypWrJjsdruqVKmiUaNG6dFHH03WtZNcBGjevLkkaffu3WrcuLFy5sxpbnN1dZW/v79efPHFZF0cD+fSpUsO60899ZRFSQAgZe3atUtt2rTR/v37zbY6depozpw58vf3ty4YACBNPPfccw5f2pycnJQ/f37VrVtXZcuWtTAZAAAA4CgmJsZhuHbp5rj9/51TNzIyUvHx8fL19XVo9/X11cGDBxM9d5kyZTRr1ixVrFhRFy9e1EcffaSaNWvqr7/+UpEiRZKcMclFgKFDh0qS/P391bJlS7m7uyf5IkgdR48eNZeffvpphmMCkOHFxcVpzJgxGjZsmOLi4iTd/Idz1KhR6tOnj5yckj2VDQAgAxo2bJjVEe7r9JxXrY4AAJKkvI/1sDoCAEiSru2aYnUEB2n1C8Lo0aP1/vvvO7QNHTo0Re5pg4KCFBQUZK7XrFlT5cqV0+eff64PPvggyedJ9pwA7du3T+4hSCV3DsnED2MAMrrz58+radOm2rp1q9kWGBiokJAQVahQwcJkAIC05uzsrNOnT8vHx8eh/dy5c/Lx8VF8fLxFyQAAAJBRpNVwQAMHDlS/fv0c2v7bC0CSvL295ezsrIiICIf2iIiIJI/57+LiosqVK+vIkSPJypikX469vLzMsefz5s0rLy+vu76Qdg4cOGAuFy5c2MIkAPDw8uTJYw415+TkpEGDBun333+nAAAAWZBhGIm2x8TEyNXVNY3TAAAAAHfn5uam3LlzO7wSKwK4urqqatWqWrdundlmt9u1bt06h6f97yU+Pl579+5VwYIFk5UxST0BPv74Y+XKlctcTm+TKmRVzs7O5rKLi4uFSQDg4Tk5OWnWrFl64YUXNGnSJNWsWdPqSACANPbJJ59IuvnU1hdffOEwD1l8fLx++eUX5gQAAABAkjilw5+w+/Xrp/bt26tatWqqXr26Jk6cqCtXrig4OFiS1K5dOxUuXFijR4+WJA0fPlyPP/64SpUqpaioKI0bN04nT55U586dk3XdJBUB7hwCqEOHDsm6AFLPlStXzOVixYpZmAQAkm/RokXy8fFRnTp1zDY/Pz9t27aNYjMAZFEff/yxpJs9AaZNm+bw0Iurq6v8/f01bdo0q+IBAAAAD6Vly5Y6e/ashgwZovDwcAUGBmr16tXmZMGhoaEOw75fuHBBXbp0UXh4uPLmzauqVatq8+bNKl++fLKum+w5AXbu3CkXFxcFBARIkpYtW6bZs2erfPnyGjZsGN1z09CJEyfM5Tu/IAFAenbhwgX16NFDCxYskJ+fn/bu3eswsTkFAADIuo4fPy5JqlevnpYuXaq8efNanAgAAAAZVXrsCSBJPXr0UI8eiU/qvmHDBof1jz/+2HxQ5mEkezbZ119/XYcPH5YkHTt2TC1btlT27Nm1aNEivf322w8dCElXqFAhc9nDw8PCJACQND/99JMCAgK0YMECSdI///yjL7/80uJUAID0Zv369RQAAAAAgBSS7CLA4cOHFRgYKOnmUA516tTRggULNGfOHC1ZsiSl8yEJsmXLxpOzANK1q1evqlevXmrUqJHCwsIkSZ6enpo/f766du1qcToAQHrz4osvasyYMQnax44dqxYtWliQCAAAABmNzWZLk1dGkOwigGEYstvtkm4+0fnMM89IujmOc2RkZMqmQ5IwFBCA9Gz79u2qUqWKJk+ebLY1aNBAe/fu1auvvpph/sEEAKSdX375xfyecacmTZrol19+sSARAAAAkHEluwhQrVo1jRgxQiEhIdq4caOaNm0q6eb4nbcmMEDqs9vtOnXqlNUxAOCubty4oWHDhikoKEiHDh2SJLm7u+uTTz7Rjz/+KD8/P4sTAgDSq8uXLyc615iLi4uio6MtSAQAAICMxsmWNq+MINlFgIkTJ2rnzp3q0aOH3n33XZUqVUqStHjxYtWsWTPFAyJxf/75p7lsGIaFSQAgcf/884/GjRun+Ph4STeLyLt27VLPnj0dZroHAOC/AgICtHDhwgTtX3/9tcqXL29BIgAAACDjypbcAypWrKi9e/cmaB83bhzD0qShW2NqSxQBAKRPJUqU0Lhx49SrVy+99957evfdd+Xi4mJ1LABABjB48GC98MILOnr0qOrXry9JWrdunRYsWKDFixdbnA4AAAAZAaMP35bsIsAtO3bs0IEDByRJ5cuXV5UqVVIsFO5v7dq15nKnTp0sTAIAN/3777/y8vJS9uzZzbauXbuqbt26PLUJAEiWZs2a6bvvvtOoUaO0ePFieXh4qFKlSvr555/l5eVldTwAAAAgQ0l2EeDMmTNq2bKlNm7cqDx58kiSoqKiVK9ePX399dfKnz9/SmfEf8TFxenGjRvmeq5cuSxMAyCrMwxDCxYsUPfu3dWuXTt98skn5jabzUYBAADwQJo2bWrOPxYdHa2vvvpK/fv3144dO8yh5gAAAIC7caIrgCnZgzL37NlTly9f1l9//aXz58/r/Pnz2rdvn6Kjo9WrV6/UyIj/uHLlisO6v7+/NUEAZHnnzp1Ty5Yt1aZNG128eFGTJ0/WunXrrI4FAMgkfvnlF7Vv316FChXS+PHjVb9+fW3dutXqWAAAAECGkuyeAKtXr9ZPP/2kcuXKmW3ly5fX1KlT9dRTT6VoOCRu6dKl5nLlypVlo6oFwAKrVq1Sx44dFR4ebra9+uqrDA8HAHgo4eHhmjNnjmbOnKno6Gi9/PLLiomJ0XfffUfvMgAAACRZsp9+z8SS/VnY7fZEJ3Z0cXGR3W5PkVC4twsXLpjLRYsWtTAJgKzo8uXLeuONN/TMM8+YBQAvLy998803mj9/vvLmzWtxQgBARtWsWTOVKVNGe/bs0cSJE3Xq1ClNnjzZ6lgAAABAhpbsngD169dX79699dVXX6lQoUKSpLCwMPXt21cNGjRI8YBI6MiRI+ZyvXr1LEwCIKvZsmWL2rZtq6NHj5ptTZo00RdffGH+mwAAwINatWqVevXqpa5du6p06dJWxwEAAEAGxuAptyW7J8CUKVMUHR0tf39/lSxZUiVLllTx4sUVHR3NUzpp4PLlyw7rzs7OFiUBkNX88ssveuKJJ8wCQPbs2TVt2jStWLGCAgAAIEVs2rRJly5dUtWqVVWjRg1NmTJFkZGRVscCAAAAMrRk9wTw8/PTzp07tW7dOh04cECSVK5cOTVs2DDFwyGhq1evOqxTBACQVmrVqqWgoCD99ttvCgoK0rx581SqVCmrYwEAMpHHH39cjz/+uCZOnKiFCxdq1qxZ6tevn+x2u9auXSs/Pz/lypXL6pgAAADIAJzoCmBKVhFg4cKFWr58uWJjY9WgQQP17NkztXLhLk6ePGkuBwUFWZgEQFbj7OysuXPnatGiRerfv7+yZUt2HRkAgCTJkSOHOnbsqI4dO+rQoUOaOXOmPvzwQw0YMECNGjXS8uXLrY4IAAAAZBhJHg7os88+U+vWrfXHH3/o77//Vvfu3fXWW2+lZjYk4s7hgP47NBAApJSTJ0+qYcOG2rp1q0N7yZIlNWDAAAoAAIA0U6ZMGY0dO1b//vuvvvrqK6vjAAAAIIOw2dLmlREkuQgwZcoUDR06VIcOHdLu3bs1d+5cffrpp6mZDYn4448/zOXKlStbmARAZmQYhubMmaOAgACtW7dObdu21ZUrV6yOBQCAnJ2d1bx5c3oB4P/au/f4Huv/j+PPz85jM4QZliHHHBayECJFB4XkbDOSnMIoJOeYcxKRU86RSimaWFZoX4Qhh8lhlJBDNsedPp/fH36ufDIytl37zOPudt1u1/W+3td1vT5ztT6u1/V6vwEAAJBOd50EOHLkiEJCQozttm3bKiUlRSdPnsyUwHArq9Wqo0ePGtseHh4mRgMgp/nrr7/UvHlzhYaG6uLFi5KkpKQku2HIAAAAAAAAHIGTJWsWR3DXSYDExETlzp37nwOdnOTm5qarV69mSmC41V9//WW3XaFCBZMiAZDTrFq1SpUqVdJXX31ltHXs2FF79uzhdw0AAAAAAIADS9egzkOGDFGuXLmM7aSkJI0ePVo+Pj5G2+TJkzMuOhhOnjypUaNGGdvVqlWTm5ubiREByAkSEhLUt29fzZs3z2grUKCAZs2apWbNmpkYGQAAAAAAwL1zcpQB+7PAXScB6tatq9jYWLu2WrVq6ciRI8a2hR9spjl48KDddtGiRU2KBEBOsXXrVrVq1UpxcXFGW5MmTTR79mz5+vqaFxgAAAAAAAAyzF0nAaKiojIxDNyO1WrVmjVrtGbNGqOtVKlSatCggYlRAcgJcuXKpT///FOS5OXlpQ8++EChoaEkdAEAAAAAgMPj8cY/7npOAJjjt99+s0sASFK9evUYCgjAfatYsaJGjx6tOnXqaPfu3erUqRMJAAAAAAAAgByGJEA2d/HiRbttPz8/JukEkG6pqamaNWuWEhMT7dr79u2rDRs2qESJEiZFBgAAAAAAkPGcLFmzOIJ0TQwMczVp0kSNGzfmTV0A6XL48GGFhIRo8+bNOnr0qMLDw419zs7OJkYGAAAAAACAzEYlgANxd3cnAQDgrtlsNs2aNUtVqlTR5s2bJUkTJ07U77//bnJkAAAAAAAAmcuSRX8cAUmAbG7fvn1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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:18:25,100 INFO: === Dataset: g ===\n", "2025-03-24 03:18:27,620 INFO:Total samples: 6000\n", "2025-03-24 03:18:44,390 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:18:44,456 INFO: === Dataset: h ===\n", "2025-03-24 03:18:46,976 INFO:Total samples: 6000\n", "2025-03-24 03:19:04,383 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:19:04,450 INFO: === Dataset: i ===\n", "2025-03-24 03:19:07,052 INFO:Total samples: 6000\n", "2025-03-24 03:19:23,716 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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JevPNN5UtG7ezAAAAAPBv+NQEAACATOnIkSOaMGGCJkyYYPdl/4ABAyxMBQAAAMAZ0BPgDooAAAAAyFQMw1BkZKR69Oihy5cvK3/+/Bo0aJDVsQAAAADAKTExMAAAADKN06dP6/nnn1fbtm11+fJlSdK8efN048YNi5MBAAAAcCY2m80hizOgCAAAAIBMYfny5QoODtYXX3xhtkVERGjnzp3y9PS0MBkAAAAAOC+GAwIAAIClYmNj1atXL82ePdtsy58/v2bMmKGmTZtaFwwAAACA03KWp/QdgSIAAAAALPPdd9+pdevWOnLkiNn27LPPaubMmfLz87MuGAAAAABkERQBAAAAYJkvvvjCLAB4e3tr0qRJioiI4KkdAAAAAP8NHylMFAEAAABgmVGjRmn16tXKly+f5s6dq6JFi1odCQAAAACyFIoAAAAAcIjExETt2rVLlStXNts8PT21du1a+fv7y9XV1cJ0AAAAALISehff4WJ1AAAAAGR9Bw8eVO3atVWrVi39+uuvduseeughCgAAAAAAkEEoAgAAACDDGIahGTNmqFy5ctqyZYtu3LihNm3ayDAMq6MBAAAAyMJsNptDFmfAcEAAAADIECdPnlT79u21YsUKs61YsWKaMGGC09wsAwAAAICzowgAAACAdLds2TJ17NhR586dM9tee+01jR8/Xt7e3hYmAwAAAPAg4MGjOygCAAAAIN1cvHhR3bt3V1RUlNnm7++vWbNmqUmTJhYmAwAAAIAHE0UAAAAApJumTZtq48aN5usXX3xR06dPl6+vr4WpAAAAADxo6AlwBxMDAwAAIN2MGDFCNptNuXLl0rx587RkyRIKAAAAAABgIXoCAAAA4L4lJSXJxeXOcyW1atXSzJkz9cQTT6hw4cIWJgMAAADwQKMjgImeAAAAAEizhIQEDR8+XE899ZSSkpLs1rVr144CAAAAAABkEvQEAAAAQJocOHBAYWFh2rFjhyRp4sSJ6t27t8WpAAAAAOAO5gS4g54AAAAASBXDMDRt2jSVL1/eLAC4urrq+vXrFicDAAAAANwNPQEAAABwT8eOHVPbtm319ddfm22PPPKI5s2bp2rVqlmYDAAAAACSoyfAHfQEAAAAwL9atGiRgoOD7QoAXbp00a5duygAAAAAAEAmR08AAAAApCgxMVGtWrXSokWLzLaHHnpIc+bM0ZNPPmlhMgAAAAD4d/QEuIOeAAAAAEiRq6urcuXKZb5u3ry59u7dSwEAAAAAAO7TtGnTFBgYKE9PT1WrVs2cb+1uJk6cqFKlSsnLy0sBAQHq1auXbty4kaZzUgQAAADAXY0fP15VqlTRxx9/rI8//lh58+a1OhIAAAAA3JvNQUsaLF68WL1799aQIUMUHR2tcuXKqVGjRjp9+nSK2y9cuFD9+vXTkCFD9Ouvv2rWrFlavHixBgwYkKbzUgQAAACAJGnbtm1aunSpXZu3t7e2b9+u5s2bW5QK+O+io6O1d+9e8/UXX3yhpk2basCAAYqPj7cwGQAAAB4kEyZMUIcOHRQREaEyZcpo+vTpyp49u2bPnp3i9lu2bFGNGjXUsmVLBQYG6sknn1SLFi3u2XvgnygCAAAAPOBu3rypQYMGqUaNGoqIiNChQ4fs1jOWJpxdx44ddeDAAUnSoUOH1Lx5c2XPnl1LlizRm2++aXE6AAAAZASbzeaQJS4uTrGxsXZLXFxcsjzx8fHauXOnGjZsaLa5uLioYcOG2rp1a4rXUL16de3cudP80v/QoUNauXKlnn766TS9FxQBAAAAHmD79u3T448/rpEjRyopKUlXrlzRhAkTrI4FpKsDBw6ofPnykqQlS5aodu3aWrhwoSIjI7Vs2TJrwwEAAMCpjRkzRj4+PnbLmDFjkm139uxZJSYmyt/f367d399fJ0+eTPHYLVu21PDhw1WzZk25ubmpePHiqlu3LsMBAQAA4N6SkpI0ceJEVaxYUdHR0ZKkbNmyacSIEZo4caK14YB0ZhiGkpKSJEnffPON+eRUQECAzp49a2U0AAAAZBBH9QTo37+/Ll26ZLf0798/Xa5hw4YNGj16tN5//31FR0fr008/1YoVKzRixIg0HSdbuqQBAACA04iJiVGbNm20fv16s+3RRx9VVFSUKlWqZGEyIGNUrlxZI0eOVMOGDbVx40Z98MEHkqTDhw8nexILAAAASAsPDw95eHjccztfX1+5urrq1KlTdu2nTp1SgQIFUtxn0KBBCgsLU/v27SVJwcHBunr1ql577TUNHDhQLi6pe8afngAAAAAPCMMwNG/ePAUHB9sVAHr27KmdO3dSAECWNXHiREVHR6tr164aOHCgSpQoIUlaunSpqlevbnE6AAAAZARH9QRILXd3d1WqVEnr1q0z25KSkrRu3TqFhISkuM+1a9eSfdHv6uoq6dbnu9SiJwAAAMAD4sqVK+rfv79iY2Ml3RoKJTIyUvXr17c4GZCxypYtq7179yZrf+edd8wPUQAAAEBG6927t1q3bq3KlSuratWqmjhxoq5evaqIiAhJUnh4uAoVKmTOKRAaGqoJEyaoQoUKqlatmv744w8NGjRIoaGhabqPpQgAAADwgMiZM6dmz56tp556SuHh4Zo0aZJy585tdSzAYeLj43X69GlzfoDbChcubFEiAAAAZJS0PKXvKM2aNdOZM2c0ePBgnTx5UuXLl9fq1avNISpjYmLsnvx/++23ZbPZ9Pbbb+vYsWPKnz+/QkNDNWrUqDSdlyIAAABAFnX58mXduHFD+fPnN9saNWqkXbt2qXz58tYFAxzswIEDateunbZs2WLXbhiGbDabEhMTLUoGAACAB03Xrl3VtWvXFNdt2LDB7nW2bNk0ZMgQDRky5D+dkyIAAABAFrRp0yaFh4erdOnSWrFihd1TMBQA8KCJiIhQtmzZ9NVXX6lgwYKZ8qkwAAAApDNu+UwUAQAAALKQuLg4DRkyROPGjZNhGDp8+LBmzpyp1157zepogGV2796tnTt3qnTp0lZHAQAAAByOIgAAAEAWsXfvXrVq1Up79uwx22rUqKGGDRtamAqwXpkyZXT27FmrYwAAAMCB6P15h8u9N8lY06ZNU2BgoDw9PVWtWjXt2LHjX7efOHGiSpUqJS8vLwUEBKhXr166ceOGg9ICAABkPomJiXrnnXdUuXJlswDg5uam//3vf9q4caOKFStmcULAWmPHjtWbb76pDRs26Ny5c4qNjbVbAAAAgKzM0p4AixcvVu/evTV9+nRVq1ZNEydOVKNGjbR//375+fkl237hwoXq16+fZs+ererVq+vAgQNq06aNbDabJkyYYMEVAAAAWOvw4cNq3bq1vv/+e7MtODhYUVFRKleunIXJgMzjdm+YBg0a2LUzMTAAAEDWRU+AOywtAkyYMEEdOnRQRESEJGn69OlasWKFZs+erX79+iXbfsuWLapRo4ZatmwpSQoMDFSLFi20fft2h+YGAADIDGJiYlS2bFlduXJF0q2b3L59+2rEiBHy8PCwOB2Qeaxfv97qCAAAAIBlLCsCxMfHa+fOnerfv7/Z5uLiooYNG2rr1q0p7lO9enXNnz9fO3bsUNWqVXXo0CGtXLlSYWFhjooNAACQaRQuXFjPPfecFixYoMDAQM2bN0+1atWyOhaQ6dSpU8fqCAAAAHAwegLcYVkR4OzZs0pMTJS/v79du7+/v3777bcU92nZsqXOnj2rmjVryjAMJSQk6PXXX9eAAQPuep64uDjFxcWZrxnzEwAAZCVTp05VgQIFNGTIEOXMmdPqOECm9f333+vDDz/UoUOHtGTJEhUqVEhRUVEqWrSoatasaXU8AAAAIMNYPjFwWmzYsEGjR4/W+++/r+joaH366adasWKFRowYcdd9xowZIx8fH3MJCAhwYGIAAID0cenSJbVp00aLFi2ya8+dO7feffddCgDAv1i2bJkaNWokLy8vRUdHmw8JXbp0SaNHj7Y4HQAAADKEzUGLE7CsCODr6ytXV1edOnXKrv3UqVMqUKBAivsMGjRIYWFhat++vYKDg/X8889r9OjRGjNmjJKSklLcp3///rp06ZK5/Pnnn+l+LQAAABlpw4YNKlu2rObOnatOnTrp2LFjVkcCnMrIkSM1ffp0zZw5U25ubmZ7jRo1FB0dbWEyAAAAIONZVgRwd3dXpUqVtG7dOrMtKSlJ69atU0hISIr7XLt2TS4u9pFdXV0lSYZhpLiPh4eHcuXKZbcAAAA4gxs3bqhPnz6qV6+eYmJiJEmJiYn65ZdfLE4GOJf9+/erdu3aydp9fHx08eJFxwcCAABAhrPZbA5ZnIFlcwJIUu/evdW6dWtVrlxZVatW1cSJE3X16lVFRERIksLDw1WoUCGNGTNGkhQaGqoJEyaoQoUKqlatmv744w8NGjRIoaGhZjEAAAAgK9i1a5datWqlffv2mW1169ZVZGSkihQpYmEywPkUKFBAf/zxhwIDA+3aN23apGLFilkTCgAAAHAQS4sAzZo105kzZzR48GCdPHlS5cuX1+rVq83JgmNiYuye/H/77bdls9n09ttv69ixY8qfP79CQ0M1atQoqy4BAAAgXSUkJGjs2LEaOnSoEhISJN3q2Th69Gj17NkzWa9IAPfWoUMH9ejRQ7Nnz5bNZtPx48e1detW9e3bV4MGDbI6HgAAADKAszyl7wiWFgEkqWvXruratWuK6zZs2GD3Olu2bBoyZIiGDBnigGQAAACOdfToUbVo0UJbt24128qXL6/58+frscceszAZ4Nz69eunpKQkNWjQQNeuXVPt2rXl4eGhvn37qlu3blbHQxbR8ZVa6hVeX/75cmnvgWPqPW6pfvwlJsVts2Vz0RsRT6rVM1X1kJ+PDhw9rbcnL9faLb+a23hn99CQzk30bL2yyp/HWz/tP6a+7yzTzn0pHxMAblv08QLNnTNL586e0SOlSuutAYMUHFz2rtt/vWaV3p86ScePHVPhIoHq0auvatWuY65ft/ZrLflkkX7d94suXbqoRUs/V+nSjzriUgCkEx4lAwAAyCQ8PT31+++/S5JcXFw0cOBAbd++nQIA8B/ZbDYNHDhQ58+f188//6xt27bpzJkzGjJkiI4fP251PGQBLz1ZQWN7P69RM1YrpOU72vP7MS2f1ln583inuP3Qzs+o/YvV1XvcUlV4abQ+WrpZi99tp3KlHja3+WBwC9WvVkptB0WpcrP/6Zttv2nFB130UH4fR10WACe0ZtVKjR83Rh07ddHHSz7TI6VKq3PHdjp/7lyK2+/eFa3+b/ZR0+df0qIln6te/Qbq1b2L/vj9gLnN9evXVKFiRfXo1ddRlwGkC+YEuIMiAAAAQCbh7++vGTNmqESJEtq0aZNGjhwpd3d3q2MBWYa7u7vKlCmjqlWrytvbW7/88osCAgKsjoUsoPur9TTnsy2KWr5dvx0+qW6jPtH1G/Fq/dzjKW7fskkVjZu9Vms279ORY+c0c+kmrdm8Tz3C6kmSPD3c1LR+OQ2c9IU2Rx/UoT/PatSHq3Twr7Pq8HJNR14aACcTNW+OXnjpFTV9/kUVL15Cbw8eJk9PT33+2bIUt184f56q16ilNm3bq1jx4urSraceLVNGixbON7d55tmm6tipq6qFhDjqMoB0QRHgDooAAAAAFlm2bJnOnj1r1/b888/r559/VggfsgDAKbhlc1WFRwP07fb9ZpthGPp2+35VLVs0xX3c3bLpRtxNu7brcTdVvfytiaqzubooWzZX3YhPsNvmxo14cxsA+KebN+P1675fVO3x6mabi4uLqj1eXXt+2pXiPnt+2p3sy/2Q6jW156fdGRkVgINRBAAAAHCwCxcuqGXLlnrppZfUqVMnGYZht97Dw8OiZACAtPLNnUPZsrnq9PnLdu2nz19WgXw5U9znm62/qnureioekF82m031q5XSc/XKqYDvraF+rlyL07afDqt/+0Yq6JtLLi42NX+6sqqVLaoCvrky/JoAOKcLFy4oMTFR+fLls2vPly9fsgdPbjt79qzy5fO139737tsDTsXmoMUJUAQAAABwoLVr1yo4OFgff/yxJGnp0qX67rvvLE4F4N/ExcUpNjbWbjGSEq2OBSfW951PdTDmjH76dKBit0/Qe2+9pHlfbldSUpK5TdtBUbLZbDr09Uhd2jZBXZrX0SdrdirpH4VjAACAe8lmdQAAAIAHwbVr1/TWW29p6tSpZlvu3Lk1bdo01a5d28JkQNa1Z8+ef12/f//+f11/25gxYzRs2DC7NtcCVeVWsNp9Z0PWcfbiVSUkJMovr/1T/355c+rkuct32eeKXunzkTzcsymfTw4dP3NJI7s/q8PH7kzcefivs3qyw2Rl93RXLm9PnTwbq6j/tdHhv1Ke3BMA8uTJI1dXV537xyTA586dk6+vb4r7+Pr66tw5+6f+z529+/aAM3GW8fodgSIAAABABvvhhx8UFhZm94Vjw4YNNWfOHD388MMWJgOytvLly8tmsyUbckuS2Z6aD4f9+/dX79697dr8avdPt5xwbjcTErXr1z9Vr+oj+nLDXkm3fr/qVS2l6Yv/vadXXHyCjp+5pGzZXNS0QTktW5t8zO5rN+J17Ua8cuf0UsOQ0ho4aXmGXAcA5+fm5q5HyzymHdu3qn6DhpKkpKQk7di+Vc1btEpxn7LlymvHtm1qFdbGbNu2dYvKlivvgMQAHIUiAAAAQAa5efOmRo0apZEjRyox8dbQIZ6enho3bpy6dOkiFxdGZgQy0uHDh9PlOB4eHsnm6rC5uKbLsZE1TF6wXjOHtdLOfX/qx1+OqmvLusru5a55y7dLkj4a3krHT1/S4KlfSpKqBBXRQ34++mn/MRXy89HAjo3lYrNpQuQ685gNQ0rLZrPpwJFTKh6QX6N7PqcDR05r3vJtllwjAOcQFh6hQQPfUpnHghQUVFYL5s/V9evX9VzTFyRJb/d/U35+/ureq48kqWWrcLWPCNO8yNmqVbuOVq9aqX2//KzBQ4ebx7x06aJOnDihM6dPS5KO/v/fV19fX/n65nfwFQKpR0+AOygCAAAAZJCvvvrKbgiRKlWqaN68eSpdurSFqYAHR5EiRayOgAfE0q93yTePtwZ3elr++XJpz/6/9FzXD8zJggMK5FFS0p0eKR7ubhrS+RkVLZRPV67Fac3mfWr3dpQuXblubuPj7aXhXUNVyD+3zl+6qi++/UlDpn2lhISkZOcHgNsaNX5aFy6c1wdTJ+vs2TMqVfpRvT/9I+X7/+F9Tpw4IdvfHkQpX6GiRo99V9OmTNSUSRNUuEig3ps8TSVKPmJus2H9txry9p0ecG+90UuS1LFTV3Xq0s1BVwbgv7AZKfWNzcJiY2Pl4+OjS5cuKVeuXJZkGDBggC5evKjcuXNr9OjRlmQAAAAZzzAMvfDCC/ryyy81aNAgDRgwQG5ublbHAjJMZrjXvpfg4GCtXLlSAQEB/+k4XhW7p1MiAPhvzm+fbHUEAJAkeWWyjzol+q5yyHn+eLexQ87zX9ATAAAAIJ3cLvLfZrPZNGPGDB05ckRVqlSxLhgA05EjR3Tz5k2rYwAAAAAOw0C0AAAA/5FhGJo/f74CAwP15Zdf2q3Lnz8/BQAAAAAAcDCbzeaQxRlQBAAAAPgPzp07p1deeUVhYWG6dOmS2rdvrzNnzlgdC8Bd1KpVS15eXlbHAAAAAByG4YAAAADu06pVq9S2bVudPHnSbHviiScY9x/IxFauXGl1BAAAADiAkzyk7xAUAQAAANLoypUr6tu3rz788EOzLW/evJo+fbpefvllC5MBuJvff/9d69ev1+nTp5WUlGS3bvDgwRalAgAAADIeRQAAAIA02Lp1q8LCwnTw4EGzrXHjxpo1a5YKFixoYTIAdzNz5kx16tRJvr6+KlCggN3YrTabjSIAAABAFuQs4/U7AkUAAACAVJo3b54iIiLMp4izZ8+uCRMm6LXXXuMGE8jERo4cqVGjRumtt96yOgoAAADgcBQBAAAAUqlevXrKmTOnLl26pJCQEM2bN08lSpSwOhaAe7hw4QJDdQEAADxgeE7rDherAwAAADiLgIAAvf/++xo1apS+++47CgCAk3j55Zf19ddfWx0DAAAAsAQ9AQAAAFJw5MgRDRw4UO+//758fHzM9pYtW1qYCsD9KFGihAYNGqRt27YpODhYbm5uduu7d+9uUTIAAABkFBcXugLcRhEAAADgbwzDUGRkpHr06KHLly/Lzc1NkZGRVscC8B/MmDFD3t7e2rhxozZu3Gi3zmazUQQAAABAlkYRAAAA4P+dPn1ar732mr744guzbcOGDTp//rzy5s1rYTIA/8Xhw4etjgAAAAAHY06AO5gTAAAAQNLy5csVHBxsVwBo06aN9uzZQwEAyEIMw5BhGFbHAAAAAByGIgAAAHigxcbGql27dnruued0+vRpSZKvr68+++wzzZkzR7ly5bI4IYD0MG/ePAUHB8vLy0teXl4qW7asoqKirI4FAACADGKz2RyyOAOGAwIAAA+s77//XuHh4Tpy5IjZFhoaqpkzZ8rf39+6YADS1YQJEzRo0CB17dpVNWrUkCRt2rRJr7/+us6ePatevXpZnBAAAADIOBQBAADAA2vPnj1mAcDb21uTJk1SRESE0zzNASB1pkyZog8++EDh4eFm27PPPqvHHntMQ4cOpQgAAACQBfGx7g6KAAAA4IHVuXNnLV++XNevX9fcuXNVtGhRqyMByAAnTpxQ9erVk7VXr15dJ06csCARAAAA4DjMCQAAAB4IiYmJWrt2rV2bzWbT4sWLtX79egoAQBZWokQJffLJJ8naFy9erJIlS1qQCAAAABmNOQHuoCcAAADI8g4ePKjw8HBt2bJFa9euVcOGDc11uXPnti4YAIcYNmyYmjVrpu+++86cE2Dz5s1at25disUBAAAAICuhJwAAAMiyDMPQjBkzVK5cOW3ZskWS1L59e8XHx1ucDIAjvfjii9q+fbvy5cunzz//XJ9//rl8fX21Y8cOPf/881bHAwAAQAagJ8Ad9AQAAABZ0okTJ9S+fXutXLnSbCtWrJjmzZsnd3d3C5MBsEKlSpW0YMECq2MAAAAADkcRAAAAZDlLly7V66+/rnPnzpltHTp00Pjx45UzZ04LkwFwJBcXl3s+nWWz2ZSQkOCgRAAAAHAUJ3lI3yEoAgAAgCzj4sWL6tatm+bPn2+2+fv766OPPtIzzzxjYTIAVvjss8/uum7r1q2aPHmykpKSHJgIAAAAcDyKAAAAIMvo0KGDli5dar5+4YUXNH36dOXPn9/CVACs8txzzyVr279/v/r166cvv/xSr776qoYPH25BMgAAAGQ0Zxmv3xGYGBgAAGQZY8aMUfbs2ZUrVy7NmzdPS5cupQAAQJJ0/PhxdejQQcHBwUpISNDu3bs1d+5cFSlSxOpoAAAAQIaiJwAAAHBa8fHxdpP8lihRQosXL1bZsmVVuHBhC5MByCwuXbqk0aNHa8qUKSpfvrzWrVunWrVqWR0LAAAAGYyOAHfQEwAAADidhIQEDR8+XBUrVtS1a9fs1j3zzDMUAABIksaNG6dixYrpq6++0scff6wtW7ZQAAAAAMADh54AAADAqezfv1/h4eHasWOHJOnNN9/U1KlTLU4FIDPq16+fvLy8VKJECc2dO1dz585NcbtPP/3UwckAAACQ0ZgT4A6KAAAAwCkYhqH3339fb7zxhq5fvy5JcnV1Vb58+WQYBjd4AJIJDw/n/xsAAADwwKMIAAAAMr1jx44pIiJCa9euNdseeeQRzZs3T9WqVbMwGYDMLDIy0uoIAAAAsAjPgtzBnAAAACBT+/jjjxUUFGRXAOjSpYt27dpFAQAAAAAAgHugJwAAAMiUDMNQmzZtNG/ePLPtoYce0pw5c/Tkk09amAwAAAAAkNkxLOQd9AQAAACZks1mU5kyZczXzZs31969eykAAAAAAACQBvQEAAAAmVbfvn21ZcsWtWjRQs2bN7c6DgAAAADASdAR4A6KAAAAIFPYtm2bfvjhB3Xr1s1sc3V11RdffGFhKgAAAAAAnBtFAAAAYKn4+HiNGDFCo0ePliRVqlRJ1atXtzgVAAAAAMCZMSfAHcwJAAAALLNv3z6FhIRo5MiRSkpKUlJSkqZOnWp1LAAAAAAAsgyKAAAAwOGSkpI0ceJEVaxYUdHR0ZKkbNmyacSIEZo3b57F6QAAAAAAzs5mc8ziDBgOCAAAOFRMTIzatGmj9evXm22PPvqooqKiVKlSJQuTAQAAAACQ9dATAAAAOIRhGJo3b56Cg4PtCgA9e/bUzp07KQAAAAAAANKNzWZzyOIM6AkAAAAcIiEhQe+9955iY2MlSQEBAYqMjFT9+vUtTgYAAAAAQNZFTwAAAOAQbm5uioqKkoeHh8LCwrRnzx4KAAAAAACADMGcAHfQEwAAAGSIy5cv68yZMypWrJjZFhQUpF9++UXFixe3MBkAAAAAAA8OegIAAIB0t2nTJpUrV05NmzZVXFyc3ToKAAAAAACAjMacAHdQBAAAAOkmLi5O/fr1U+3atXX48GHt3btXw4cPtzoWAAAAAAAPLIYDAgAA6WLv3r1q1aqV9uzZY7bVqFFD7dq1szAVAAAAAOBB5CQP6TsEPQEAAMB/kpiYqHfeeUeVK1c2CwBubm763//+p40bN9rNCQAAAAAAAByLngAAAOC+HT58WK1bt9b3339vtgUHBysqKkrlypWzMBkAAAAA4EHmLOP1OwJFAAAAcF8uXryoihUr6uLFi5Ju3WD17dtXI0aMkIeHh7XhAAAAAACAJIYDAgAA9yl37tzq1q2bJCkwMFAbNmzQuHHjKAAAAAAAACxns9kcsjgDegIAAIBUMwzD7iZn0KBBcnNzU48ePZQrVy4LkwEAAAAAgJTQEwAAANzTpUuX1KZNG40ZM8au3c3NTYMGDaIAAAAAAADIVGw2xyzOgJ4AAADgX23YsEGtW7dWTEyMsmXLpsaNG6tChQpWxwIAAAAAAKlATwAAAJCiGzduqE+fPqpXr55iYmIkSV5eXua/AQAAAADIrJgT4A56AgAAgGR27dqlVq1aad++fWZb3bp1FRkZqSJFiliYDAAAAAAApAU9AQAAgCkhIUGjRo1S1apVzQKAh4eHxo8fr3Xr1lEAAAAAAAA4BeYEuIOeAAAAQJJ0/PhxvfTSS9q6davZVr58eUVFRSkoKMjCZAAAAAAA4H7REwAAAEiS8uTJowsXLkiSXFxcNGDAAG3fvp0CAAAAAADA6TAnwB0UAQAAgKRbk/5GRUWpdOnS+v777zVq1Ci5u7tbHQsAAAAAgDRjOKA7GA4IAIAH1JIlS1S2bFmVKlXKbKtcubJ+/vlnubq6WpgMAAAAAACkl//UE+DGjRvplQMAADjIhQsX9Oqrr+qVV15ReHi4EhIS7NZTAAAAAAAAODsXm80hizNIcxEgKSlJI0aMUKFCheTt7a1Dhw5JkgYNGqRZs2ale0AAAJB+vvnmGwUHB2vhwoWSpB07duizzz6zOBUAAAAAAMgoaS4CjBw5UpGRkRo3bpzdOMFBQUH66KOP0jUcAABIH9euXVP37t31xBNP6NixY5Kk3Llza8GCBXrppZcsTgcAAAAAQPpiToA70lwEmDdvnmbMmKFXX33VbriAcuXK6bfffkvXcAAA4L/74YcfVLFiRU2ZMsVsa9iwofbu3auWLVvK5ix3LQAAAAAAIM3SXAQ4duyYSpQokaw9KSlJN2/eTJdQAADgv7t586aGDh2qkJAQ7d+/X5Lk6empyZMna82aNXr44YctTggAAAAAQMaw2WwOWZxBmosAZcqU0ffff5+sfenSpapQoUK6hAIAAP/dzp07NXz4cCUmJkqSqlSpol27dqlbt25ycUnzLQAAAAAAAHBCaf4GYPDgweratavGjh2rpKQkffrpp+rQoYNGjRqlwYMHZ0RGAABwHx5//HH16tVLrq6uGjp0qDZv3qzSpUtbHQsAAAAAgAznYnPMklbTpk1TYGCgPD09Va1aNe3YseNft7948aK6dOmiggULysPDQ4888ohWrlyZtvcirSGfe+45ffnll/rmm2+UI0cODR48WL/++qu+/PJLPfHEE2k9HAAASCcnT55UUlKSXduoUaO0Y8cODRkyRG5ubhYlAwAAAAAAixcvVu/evTVkyBBFR0erXLlyatSokU6fPp3i9vHx8XriiSd05MgRLV26VPv379fMmTNVqFChNJ032/2ErVWrltauXXs/uwIAgHRmGIYWLlyoLl26aNiwYerRo4e5ztPTUxUrVrQwHQAAAAAAjpcZx+ufMGGCOnTooIiICEnS9OnTtWLFCs2ePVv9+vVLtv3s2bN1/vx5bdmyxXywLzAwMM3nTXNPgGLFiuncuXPJ2i9evKhixYqlOQAAALh/586d0yuvvKJWrVrp0qVL6tevn3799VerYwEAAAAAgL+Jj4/Xzp071bBhQ7PNxcVFDRs21NatW1PcZ/ny5QoJCVGXLl3k7++voKAgjR492pz7L7XS3BPgyJEjKZ4kLi5Ox44dS+vhAADAfVq5cqXatWunkydPmm0vvviiChYsaGEqAAAAAACs56iOAHFxcYqLi7Nr8/DwkIeHh13b2bNnlZiYKH9/f7t2f39//fbbbyke+9ChQ/r222/16quvauXKlfrjjz/UuXNn3bx5U0OGDEl1xlT3BFi+fLmWL18uSVqzZo35evny5frss880YsSI++qKYMVECAAAOLMrV67o9ddfV5MmTcwCQN68efXJJ59o/vz5yp07t7UBAQAAAAB4QIwZM0Y+Pj52y5gxY9Ll2ElJSfLz89OMGTNUqVIlNWvWTAMHDtT06dPTdJxU9wRo2rSppFtjKbVu3dpunZubmwIDAzV+/Pg0nfz2RAjTp09XtWrVNHHiRDVq1Ej79++Xn59fsu1vT4Tg5+enpUuXqlChQjp69ChfdgAAHhhbtmxReHi4Dh48aLY1btxYs2bNogcAAAAAAAD/zybHdAXo37+/evfubdf2z14AkuTr6ytXV1edOnXKrv3UqVMqUKBAiscuWLCg3Nzc5OrqarY9+uijOnnypOLj4+Xu7p6qjKnuCZCUlKSkpCQVLlxYp0+fNl8nJSUpLi5O+/fv1zPPPJPaw0mynwihTJkymj59urJnz67Zs2enuP3tiRA+//xz1ahRQ4GBgapTp47KlSuXpvMCAOCMPv/8c9WqVcssAGTPnt2cRIgCAAAAAAAAjufh4aFcuXLZLSkVAdzd3VWpUiWtW7fObEtKStK6desUEhKS4rFr1KihP/74Q0lJSWbbgQMHVLBgwVQXAKT7mBj48OHD8vX1TetuyVg5EQIAAM6oQYMGKlKkiCQpJCREP/30kzp27CibowY6BAAAAADASbjYHLOkRe/evTVz5kzNnTtXv/76qzp16qSrV68qIiJCkhQeHq7+/fub23fq1Ennz59Xjx49dODAAa1YsUKjR49Wly5d0nTeNE8MLElXr17Vxo0bFRMTo/j4eLt13bt3T9UxHDURwj8nZoiNjU1VPgAAMpucOXNq7ty5+v777/Xmm28qW7b7+jMOAAAAAAAs0KxZM505c0aDBw/WyZMnVb58ea1evdr8jjwmJkYuLnee2w8ICNCaNWvUq1cvlS1bVoUKFVKPHj301ltvpem8af72YNeuXXr66ad17do1Xb16VXnz5tXZs2eVPXt2+fn5pboIcD/+PhGCq6urKlWqpGPHjumdd965axFgzJgxGjZsWIZlAgAgIxw5ckTdunXTlClTFBgYaLbXqlVLtWrVsi4YAAAAAABOILP2mu/atau6du2a4roNGzYkawsJCdG2bdv+0znTPBxQr169FBoaqgsXLsjLy0vbtm3T0aNHValSJb377rupPs79ToTwyCOP3HUihJT0799fly5dMpc///wz1RkBAHA0wzA0Z84clS1bVl999ZXatGljN/YfAAAAAABAWqS5CLB792716dNHLi4ucnV1VVxcnAICAjRu3DgNGDAg1cdx1EQIKU3MAABAZnT69Gk9//zzatu2rS5fvizpVo8ACtgAAAAAAKSNzeaYxRmkuQjg5uZmjkvk5+enmJgYSZKPj0+av6SwaiIEAAAymy+++EJBQUH64osvzLY2bdpoz5495mTAAAAAAAAAaZXmOQEqVKigH374QSVLllSdOnU0ePBgnT17VlFRUQoKCkrTsayaCAEAgMwiNjZWvXr10uzZs802X19fzZw5U02bNrUuGAAAAAAATszFWR7Td4A0FwFGjx5tDlEwatQohYeHq1OnTipZsqRmzZqV5gBWTIQAAEBmsHnzZrVq1UpHjhwx20JDQzVz5kyzIA4AAAAAAPBfpLkIULlyZfPffn5+Wr16dboGAgDgQREbG2sWALy9vTVp0iRFRETIxtMKAAAAAAD8J3y0viPNcwLcTXR0tJ555pn0OhwAAFle48aN1bFjR9WqVUt79uxR27ZtKQAAAAAAAIB0laYiwJo1a9S3b18NGDBAhw4dkiT99ttvatq0qapUqaKkpKQMCQkAgLNLTEzU4sWLZRiGXfvEiRO1fv16FS1a1KJkAAAAAABkPTabzSGLM0h1EWDWrFlq3LixIiMjNXbsWD3++OOaP3++QkJCVKBAAf38889auXJlRmYFAMApHTx4ULVr11bz5s2TzZ/j6ekpV1dXi5IBAAAAAICsLtVFgEmTJmns2LE6e/asPvnkE509e1bvv/++9u7dq+nTp+vRRx/NyJwAADgdwzA0Y8YMlStXTlu2bJEk9enTR5cuXbI4GQAAAAAAWZvN5pjFGaS6CHDw4EG9/PLLkqQXXnhB2bJl0zvvvKOHH344w8IBAOCsTp48qdDQUHXs2FFXr16VJBUrVkwrV66Uj4+PxekAAAAAAMCDIltqN7x+/bqyZ88u6dZ4Sh4eHipYsGCGBQMAwFktXbpUr7/+us6dO2e2dejQQRMmTJC3t7eFyQAAAAAAeDC4OMtj+g6Q6iKAJH300UfmlxcJCQmKjIy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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:19:23,783 INFO: === Dataset: j ===\n", "2025-03-24 03:19:26,384 INFO:Total samples: 6000\n", "2025-03-24 03:19:43,103 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": [ "2025-03-24 03:19:43,172 INFO: === Dataset: k ===\n", "2025-03-24 03:19:45,775 INFO:Total samples: 6000\n", "2025-03-24 03:20:02,435 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": [ "2025-03-24 03:20:02,502 INFO: === Dataset: l ===\n", "2025-03-24 03:20:10,693 INFO:Total samples: 18911\n", "2025-03-24 03:21:02,948 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": [ "2025-03-24 03:21:03,016 INFO:Model PiT evaluation completed in 244.53 seconds.\n", "2025-03-24 03:21:03,016 INFO:\n", "=== Evaluating ResNet-18 on Test Datasets ===\n", "/tmp/ipykernel_1057185/1370001061.py:383: 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", "2025-03-24 03:21:03,047 INFO:Loaded model weights from ResNet-18_best.pth\n", "2025-03-24 03:21:03,047 INFO: === Dataset: a ===\n", "2025-03-24 03:21:04,421 INFO:Total samples: 3181\n", "2025-03-24 03:21:06,266 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:06,340 INFO: === Dataset: b ===\n", "2025-03-24 03:21:07,687 INFO:Total samples: 3181\n", "2025-03-24 03:21:09,536 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:09,609 INFO: === Dataset: c ===\n", "2025-03-24 03:21:10,958 INFO:Total samples: 3181\n", "2025-03-24 03:21:12,822 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:12,895 INFO: === Dataset: d ===\n", "2025-03-24 03:21:14,293 INFO:Total samples: 3181\n", "2025-03-24 03:21:16,211 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:16,283 INFO: === Dataset: e ===\n", "2025-03-24 03:21:16,685 INFO:Total samples: 911\n", "2025-03-24 03:21:17,954 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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mAwLS5Pyr0uWZGduH1+NSkW8ztg8AALIowzA0b948DRkyRNeuXZMkde/eXdu3b8+0K3MAAAAA5DyZ9X1j5MiRGjJkiF3bv0cBPKhNmzZp0qRJev/991W7dm0dPnxYgwYN0vjx4zVq1KhUH4ciAHK261syvg+3KhnfBwAAWVBERIR69Oih1atX29pKlCih6dOnUwAAAAAAkC2kNPVPSvz8/OTs7Kxz587ZtZ87d0758+dPcZ9Ro0apa9eu6tGjhySpUqVKunbtmnr16qU33nhDTk5OqcpIEQA5T8IF6fwrUvxBKe7P/2+0SP7T0r+vXPml3M+k/3EBAMjivvjiC/Xu3VsXL160tfXq1UvvvPOOvL1ZAwcAAABAxspqFx65urqqRo0a2rBhg9q1aydJslqt2rBhg/r375/iPrGxscl+6L+9lpphGKnumyIAcp6ohVL0Uvs2Jy/pkVdNiQMAQHZy5coVDRw4UOHh4ba2wMBAzZ8/X61btzYxGQAAAACYa8iQIerWrZtq1qypWrVqacaMGbp27ZpCQ0MlSSEhISpUqJAmT54sSWrTpo2mT5+uatWq2aYDGjVqlNq0aWMrBqQGRQBkT4Yhxf2W8oK/N3bf8cBJcvKUHnkjs5IBAJCttWvXTps3b7Y9bt++vcLCwuTn52diKgAAAAA5TVYbCSBJHTp00IULFzR69GhFRESoatWqWrt2rW2x4JMnT9pd+f/mm2/KYrHozTff1OnTp+Xv7682bdpo4sSJaerXYqRl3EA2EB0dLV9fX0VFRcnHx8fsOMgoF16XLk6+/3ZFNkpejTM8DgAAOcVPP/2k4OBg5c6dW7Nnz1aXLl2y5Mk3MkZOOtcO/Wyf2REAQJJUwCd9Fp8EgIc1qVUZsyPYeSTk00zp5+LiTpnSz8NgJACyp5h1qdjISXItleFRAADIzqxWq92VKg0bNtS8efP0xBNPqGjRoiYmAwAAAJCjcS2SDUUAZD3Ry6WojyUj4cGPcfPQ/9+xSI+8nsIGFsnrCcml8IP3AQBADpaQkKBJkyZpy5YtWrt2rV0h4KWXXjIxGQAAAADgThQBkLVYr0tnu0tGbPocz+Ip+U9In2MBAABJ0qFDh9S1a1ft2LFDkjRjxgwNGTLE5FQAAAAAkIRpSZM43X8TIBPd2JN+BQA5S/kGpdOxAACAYRiaM2eOqlataisAODs76/r16yYnAwAAAADcDSMBkHWcGyhdnpX02OtJqeDnD348Sy7JyePhcwEAAJ0+fVovvviivvvuO1tbmTJltHjxYtWuXdvEZAAAAACQHCMBklAEQNZx9Qv7x65lJOfc5mQBAAA2n332mfr27avLly/b2vr166epU6fK09PTxGQAAAAAgPuhCICMFXdQuvyulHj5/tsmXky67zdeyvNyxuUCAAD3lZiYqC5duuizzz6ztRUsWFAff/yxmjdvbmIyAAAAALg3RgIkoQiAjHX+Vena6rTt41Jc8nszY/IAAIBUc3Z2lo+Pj+1xx44dNWfOHOXLl8/EVAAAAACAtKAIgPRjJEo3T9q33TyaxoNYJN/QdIsEAAAezjvvvKM9e/ZoyJAh6tixo9lxAAAAACB1GAhgQxEA6cN6QzpeRYo/lPLzFlepxN/3P46Tl+T8SPpmAwAAqbJ9+3b9888/evbZZ21t3t7e+uWXXxhKC4e2e/duubi4qFKlSpKklStX6uOPP1aFChU0duxYubq6mpwQAAAAyDhOZgdANnF9290LAJKUq6jkkoobBQAAADLdzZs3NWrUKNWvX1+hoaE6etR+JB8FADi63r1769ChW+eqR48eVceOHeXp6anly5dr+PDhJqcDAABARrBYLJlycwQUAZBOEpPuulaQfDol3XxflAouMS8aAAC4qz///FN16tTRhAkTZLVaFRMTo+nTp5sdC0hXhw4dUtWqVSVJy5cvV6NGjbR06VItXLhQX3zxhbnhAAAAgAzGdEBIf7mfkfzHm50CAADcg9Vq1XvvvacRI0YoLi5OkpQrVy6NGTNGI0aMMDkdkL4Mw5DVapUkff/993rqqackSUWKFFFkZKSZ0QAAAJBBHOUq/cxAEQAPz3pNssaYnQIAAKTSyZMn1b17d23cuNHWVr58eYWHh6tGjRomJgMyRs2aNTVhwgQ1a9ZMmzdv1gcffCBJOnbsmAIDA01OBwAAAGQspgPCwzk/VDrkI51+2uwkAADgPgzD0OLFi1WpUiW7AsArr7yiXbt2UQBAtjVjxgzt3r1b/fv31xtvvKFSpUpJklasWKF69eqZnA4AAAAZgTUBkjASAA/n0nuSrPZtufKbEgUAANxbTEyMRo4cqejoaEm3pkJZuHChmjZtanIyIGNVrlxZ+/btS9Y+bdo0OTs7m5AIAAAAyDwUAXB/hiHFrJKub0/hyZu3/uPkI3nUk1zLST5dMzUeAABIndy5c2vBggV68sknFRISopkzZypPnjxmxwIyTXx8vM6fP29bH+C2okWLmpQIAAAAGcVRrtLPDBQBcH83fpVOt7v3Nq4VpCLfZkocAACQOlevXtWNGzfk7+9va2vRooX27NmjqlWrmhcMyGSHDh3SSy+9pK1bt9q1G4Yhi8WixMREk5IBAAAAGY8iAO4v/uD9t/FumfE5AABAqm3ZskUhISEqV66cVq9ebXcVDAUA5DShoaHKlSuXvvnmGxUoUICrwgAAAHICTvlsKAIgbfIOlLz/tQiw8yOSeyVz8gAAADtxcXEaM2aMpk6dKsMwdOzYMc2bN0+9evUyOxpgmt9++027du1SuXLlzI4CAAAAZDqKAEgb1zKSV2OzUwAAgBTs27dPXbp00d69e21t9evXV7NmzUxMBZivQoUKioyMNDsGAAAAMhGjP5M4mR1gzpw5CgoKkru7u2rXrq0dO3bcc/sZM2aobNmy8vDwUJEiRTR48GDduHEjk9LmUDd+NTsBAAC4h8TERE2bNk01a9a0FQBcXFz03//+V5s3b1aJEiVMTgiYa8qUKRo+fLg2bdqkixcvKjo62u4GAAAAZGemjgRYtmyZhgwZorCwMNWuXVszZsxQixYtdPDgQQUEBCTbfunSpRoxYoQWLFigevXq6dChQ+revbssFoumT59uwivIAW7+I12eaXYKAABwF8eOHVO3bt30008/2doqVaqk8PBwValSxcRkQNZxezTM448/btfOwsAAAADZFyMBkphaBJg+fbp69uyp0NBQSVJYWJhWr16tBQsWaMSIEcm237p1q+rXr6/OnTtLkoKCgtSpUyf98ssvmZo7R4k/YP/Yo4E5OQAAQDInT55U5cqVFRMTI+nWSe7QoUM1fvx4ubm5mZwOyDo2btxodgQAAADANKYVAeLj47Vr1y6NHDnS1ubk5KRmzZpp27ZtKe5Tr149LVmyRDt27FCtWrV09OhRrVmzRl27ds2s2DlPRJ+k+z4vSO5cUQgAQFZRtGhRtW3bVp988omCgoK0ePFiNWzY0OxYQJYTHBxsdgQAAABkMkYCJDGtCBAZGanExEQFBgbatQcGBuqvv/5KcZ/OnTsrMjJSDRo0kGEYSkhI0Msvv6zXX3/9rv3ExcUpLi7O9pg5P9Mg/rB080jSY7dq5mUBAAApmj17tvLnz68xY8Yod+7cZscBsqyffvpJH374oY4eParly5erUKFCCg8PV/HixdWgAaNdAQAAkH2ZvjBwWmzatEmTJk3S+++/r927d+vLL7/U6tWrNX78+LvuM3nyZPn6+tpuRYoUycTEDsa4KV1dJV2Zd+sWFW7/vG8Xc3IBAABFRUWpe/fu+uyzz+za8+TJo7fffpsCAHAPX3zxhVq0aCEPDw/t3r3bdpFQVFSUJk2aZHI6AAAAZAhLJt0cgGlFAD8/Pzk7O+vcuXN27efOnVP+/PlT3GfUqFHq2rWrevTooUqVKunpp5/WpEmTNHnyZFmt1hT3GTlypKKiomy3U6dOpftryTYix0in20oRvW7dLo5Lei5PLylX4N33BQAAGWbTpk2qXLmyFi1apD59+uj06dNmRwIcyoQJExQWFqZ58+bJxcXF1l6/fn3t3r3bxGQAAABAxjOtCODq6qoaNWpow4YNtjar1aoNGzaobt26Ke4TGxsrJyf7yM7OzpIkwzBS3MfNzU0+Pj52N9zF9V/v/pz7Y5mXAwAASJJu3LihV199VU2aNNHJkyclSYmJidq/f7/JyQDHcvDgQTVq1ChZu6+vr65cuZL5gQAAAJDhLBZLptwcgWlrAkjSkCFD1K1bN9WsWVO1atXSjBkzdO3aNYWGhkqSQkJCVKhQIU2ePFmS1KZNG02fPl3VqlVT7dq1dfjwYY0aNUpt2rSxFQOQTgJnSxaPW/ddikuejU2NAwBATrNnzx516dJFf/75p62tcePGWrhwoYoVK2ZiMsDx5M+fX4cPH1ZQUJBd+5YtW1SiRAlzQgEAAACZxNQiQIcOHXThwgWNHj1aERERqlq1qtauXWtbLPjkyZN2V/6/+eabslgsevPNN3X69Gn5+/urTZs2mjhxolkvIfvyCZGcmVsYAIDMlpCQoClTpmjs2LFKSEiQdGtk46RJk/TKK68kGxUJ4P569uypQYMGacGCBbJYLDpz5oy2bdumoUOHatSoUWbHAwAAQAZwlKv0M4PFuNs8OtlUdHS0fH19FRUVxdRAd7rxu3S8atLj0tEUAQAAyGQnTpxQp06dtG3bNltb1apVtWTJEj366KMmJgNSJ6ueaxuGYVtLLDY2VtKt4trQoUM1fvz4Bzpm6Gf70jMisoGmpfKpZXl/+brn0skrN/TJrjM6dul6itvWL55HPWoXsWu7mWhVr+VJ0721rRig2kV9lc/TVQlWQ8cvXdeXeyN09C7HRM5VwMfN7AjIYo5sWa1DP3ypG1cvy7dgcVV9prfyFStz3/1O7f5RO8KnqUDF2qr30pu29i8Gt0lx+4ptQlW26TPplhuOb1Kr+3/OMlOxgV9nSj8n3kv570hWYupIAGQRV1dKp9uZnQIAgBzP3d1df//9tyTJyclJI0eO1OjRo+Xq6mpyMsCxWSwWvfHGGxo2bJgOHz6smJgYVahQQe7u7jpz5owKFixodkQ4uFpFfNWxWgEt/vWMjl6M1RNl/fRq4+IaufqgrsYlprhPbHyiRq45lNTwr8vzzl2N05JdZ3QhJl4uzk5q8f/HHHGPYwLAqT0/ae9XH6nac/2Ur1gZ/b15lbZ8OFrNR4bJPXeeu+537dI57Vu1QH4lkl940vqtxXaPIw7s0q5l76lQ5XrpHR9IV4wESMJ4ckjXt9g/dikhOXmZkwUAgBwsMDBQc+fOValSpbRlyxZNmDCBAgCQjlxdXVWhQgXVqlVL3t7e2r9/v4oUKXL/HYH7aF7OTz8euawtxy7rTHScFu88rfgEqxqWyHfP/aJvJCTd4hLsntt+Ikp/nrumC9du6kx0nD7dc1aers4qnMc9I18KAAf396avFFS3hYJqN5NP/qKq/lxfObu66cQv6++6j2FN1M7wd1T+yc7yeiQw2fPuPnntbmf+2C7/UpXk7Zc/I18K8NBYGDgJRQDYy/28VHSjZOGjAQBARvviiy8UGRlp1/b000/rjz/+UN26dU1KBQBIC2cni4Lyemj/uRhbmyHpz3MxKvWI5133c8vlpGltyuqd/5TVwAbFVPAeU7o4O1nUuGQ+xcYn6tTlG+kZH0A2Yk24qSv/HFZAmSq2NouTkwJKV9XFEwfvut+BdZ/JLbevitdpft8+bly9rIg/f1VQ7SfSJTOAzMEvvbCXd4DkUtTsFAAAZGuXL19W586d9eyzz6pPnz769xJNbm7M7QsAjiK3q7OcnSyKvmF/JX/UjQT5eKQ8A29EdLwW7PhH7/10QnO3/SOLRXqjWUnl/df2VQrm1gftK2juc4+qeVk/vb3pmGLimQoIQMrirkXLsFrlnjuvXbt77jy6EX05xX0ij+7X8V/Wq/rz/VPVx4kdPyiXuwdTAcExWDLp5gAoAgAAAGSi9evXq1KlSvr0008lSStWrNCPP/5ocioA9xIXF6fo6Gi7W+LNeLNjwYEduRirrcev6NSVGzp44Zpmbzmhq3EJalzqEbvtDpyL0Zh1hzXx+yPaF3FVfeoVVW43Z5NSA8hubt6I1c5Ppqt6h/5y8/ZN1T7Hd6xX0eqN5ezClJWAI2FhYAAAgEwQGxur1157TbNnz7a15cmTR3PmzFGjRo1MTAZkX3v37r3n8wcP3n1qhDtNnjxZb731ll1blfYvq9qzfR84G7KPq/GJSrQa8nG3/3rt655L0dcT7rKXvURDOnn5hgK87X9Ui080dD4mXudjpKMXT+u/rcuoUYl8Wn3gQrrlB5B9uHn5yOLkpBtX7a/6v3H1itx98ibb/trFCMVeOq+tH423td0eofrlq23VfGSYvP0K2J6LPLJfMedPq3bIaxn0CoD05Sjz9WcGigAAAAAZbOfOneratavdD47NmjXTxx9/rMKFC5uYDMjeqlatKovFkmzKLUm29tR8ORw5cqSGDBli19Z/5d/plhOOLdFq6Pjl66oQ6KU9p6Ml3ZoZoHygtzb8fTFVx7BYpMJ53LT3TMx9t8vlzA8aAFLmlMtFeQqX0oVDe1Wo0q31pQyrVRf+/l0lG7ROtn3ugMJqNny2Xdv+NeFKiLuuKk/3kmceP7vnjv/ynfIULqU8hYpn3IsAkCEoAuR01ljp0ttmpwAAIFu6efOmJk6cqAkTJigx8dYczu7u7po6dar69esnJydmZgQy0rFjx9LlOG5ubsnW6mAaBNzpu78i1aNOYR2/dF1HL11X8zKPyC2Xk7YcvXU1bo/ahXXl+k2t2HtOkvSfRwN05GKszl+Nk6ers54s569HPF3149FLkiRXZ4vaPBqgPaejFXU9Qd5uznq89CPK6+GinSejTHudALK+0o3b6del7ypvkVLKW6yMDm9eqYT4GypWu5kkaecn0+Xh+4gqPtVNzi6u8i1QzG5/Vw8vSUrWfvNGrP75/WdV/s9LmfNCgHTASIAkFAFyuqtf2D+28GUGAID08s0339hNIfLYY49p8eLFKleunImpgJyjWLFi998ISAc7TkUpt3sutasUKF/3XDp55Yambzqm6Lhb0wE94uWiO8ejeLo6q/tjheTrnkux8Yk6fvm6Jn5/RGei4yRJVkMqkNtN9esXk7ebs2LiE3X84nVN3nDUtg0ApKRItYaKi4nSn2s/0Y3oy/ItVEINer9lWyw49vKFB/ph9NTuHyXDUJHqTGMJOCKLkdLY2GwsOjpavr6+ioqKko+Pj9lxMp9hSPF/Ssb/nzhGLZYuz0x6vmyCZGGhKQAA0oNhGHrmmWf09ddfa9SoUXr99dfl4uJidiwgwzjCuXalSpW0Zs0aFSlS5KGOE/rZvnRKBAAPp4CP2/03AoBMMKlVGbMj2Ck19NtM6efw2y0zpZ+HwUiAnObMc8mv/r+t4AoKAAAAPIQrV64oT548tscWi0Vz587V8ePH9dhjj5kXDIDN8ePHdfPmTbNjAAAAAJmGiWhzmrsVACTJtUTm5QAAIBsxDENLlixRUFCQvv76a7vn/P39KQAAAAAAQCazWCyZcnMEjATISW7sTrrvHCDlfjbpsWcjyb1a5mcCAMDBXbx4US+//LJWrFghSerRo4f++OMP+fv7m5wMQEoaNmwoDw8Ps2MAAAAAmYYiQE5ytkfSfdfSUv455mUBACAb+Pbbb/Xiiy8qIiLC1vbEE08w7z+Qha1Zs8bsCAAAAMgEDnKRfqagCJCTxP2edN83xLwcAAA4uJiYGA0dOlQffvihrS1fvnwKCwvTc889Z2IyAHfz999/a+PGjTp//rysVqvdc6NHjzYpFQAAAHKaOXPmaNq0aYqIiFCVKlU0a9Ys1apVK8VtGzdurM2bNydrb9WqlVavXp3qPikC5BSXpkv6/y87TnmlPL1MjQMAgKPatm2bunbtqiNHjtjaWrZsqfnz56tAgQImJgNwN/PmzVOfPn3k5+en/Pnz283darFYKAIAAABkQ1lxvv5ly5ZpyJAhCgsLU+3atTVjxgy1aNFCBw8eVEBAQLLtv/zyS8XHx9seX7x4UVWqVEnzxWcUAXKKqPCk+26VzMsBAIADW7x4sUJDQ21XEXt6emr69Onq1atXljzBBHDLhAkTNHHiRL322mtmRwEAAEAONn36dPXs2VOhoaGSpLCwMK1evVoLFizQiBEjkm2fL18+u8efffaZPD09KQLgbhKT7uZ/37wYAAA4sCZNmih37tyKiopS3bp1tXjxYpUqVcrsWADu4/Lly0zVBQAAkMNk1nVacXFxiouLs2tzc3OTm5ubXVt8fLx27dqlkSNH2tqcnJzUrFkzbdu2LVV9zZ8/Xx07dpSXl1eaMjqlaWs4Poun5Pao2SkAAHBIRYoU0fvvv6+JEyfqxx9/pAAAOIjnnntO3333ndkxAAAAkA1NnjxZvr6+drfJkycn2y4yMlKJiYkKDAy0aw8MDFRERMR9+9mxY4f++OMP9ejRI80ZGQmQExjxUuIVs1MAAOBQjh8/rjfeeEPvv/++fH19be2dO3c2MRWAB1GqVCmNGjVK27dvV6VKleTi4mL3/MCBA01KBgAAgIzi5JQ5QwFGjhypIUOG2LX9exRAepg/f74qVap010WE74UiQHZ3baN0ur1kvWx2EgAAHIJhGFq4cKEGDRqkq1evysXFRQsXLjQ7FoCHMHfuXHl7e2vz5s3avHmz3XMWi4UiAAAAAB5YSlP/pMTPz0/Ozs46d+6cXfu5c+eUP3/+e+577do1ffbZZxo3btwDZaQIkN1Fh9sXAHLd+wMFAEBOdv78efXq1UsrV660tW3atEmXLl1KtiATAMdx7NgxsyMAAAAgk2XWmgCp5erqqho1amjDhg1q166dJMlqtWrDhg3q37//Pfddvny54uLi1KVLlwfqmzUBsisjUYpaKkV9nNTmVknK/5F5mQAAyMJWrVqlSpUq2RUAunfvrr1791IAALIRwzBkGIbZMQAAAJADDRkyRPPmzdOiRYt04MAB9enTR9euXVNoaKgkKSQkxG7h4Nvmz5+vdu3a6ZFHHnmgfhkJkF3FrJbOvmDfVuh/kmtJc/IAAJBFRUdHa/DgwVqwYIGtzc/PT/PmzbNdnQHA8S1evFjTpk3T33//LUkqU6aMhg0bpq5du5qcDAAAABnBktWGAkjq0KGDLly4oNGjRysiIkJVq1bV2rVrbYsFnzx5Uk5O9tftHzx4UFu2bNF33333wP1SBMiu4g/aP3YtK7kEmRIFAICs6qefflJISIiOHz9ua2vTpo3mzZtnOwkD4PimT5+uUaNGqX///qpfv74kacuWLXr55ZcVGRmpwYMHm5wQAAAAOUX//v3vOv3Ppk2bkrWVLVv2oUeyUgTIjhKjpQvDkx7nfUXy/69kcTYtEgAAWdHevXttBQBvb2/NnDlToaGhWfKKEQAPbtasWfrggw8UEhJia/vPf/6jRx99VGPHjqUIAAAAkA3xtS4JRYDs6Npa+8e520lO91+hGgCAnKZv375atWqVrl+/rkWLFql48eJmRwKQAc6ePat69eola69Xr57Onj1rQiIAAAAg87AwcHYU+1PSfSdvyaOheVkAAMgiEhMTtX79ers2i8WiZcuWaePGjRQAgGysVKlS+vzzz5O1L1u2TKVLlzYhEQAAADKaxWLJlJsjYCRAdnPzlHRldtJj/6mShVoPACBnO3LkiEJCQrR161atX79ezZo1sz2XJ08e84IByBRvvfWWOnTooB9//NG2JsDPP/+sDRs2pFgcAAAAALITfh3ObuL+tH/s0cCcHAAAZAGGYWju3LmqUqWKtm7dKknq0aOH4uPjTU4GIDO1b99ev/zyix555BF99dVX+uqrr+Tn56cdO3bo6aefNjseAAAAMgAjAZIwEiA78+kquVcyOwUAAKY4e/asevTooTVr1tjaSpQoocWLF8vV1dXEZADMUKNGDX3yySdmxwAAAAAyHUWA7MyFuY0BADnTihUr9PLLL+vixYu2tp49e+qdd95R7ty5TUwGIDM5OTnd9+osi8WihISETEoEAACAzOIgF+lnCooA2U3CSbMTAABgmitXrmjAgAFasmSJrS0wMFAfffSRnnrqKROTATDD//73v7s+t23bNr333nuyWq2ZmAgAAADIfBQBshPrNSmil9kpAAAwTc+ePbVixQrb42eeeUZhYWHy9/c3MRUAs7Rt2zZZ28GDBzVixAh9/fXXeuGFFzRu3DgTkgEAACCjOcp8/ZmBhYGzk/jD9o89apmTAwAAk0yePFmenp7y8fHR4sWLtWLFCgoAACRJZ86cUc+ePVWpUiUlJCTot99+06JFi1SsWDGzowEAAAAZipEA2ZVbFcmrldkpAADIUPHx8XaL/JYqVUrLli1T5cqVVbRoUROTAcgqoqKiNGnSJM2aNUtVq1bVhg0b1LBhQ7NjAQAAIIMxECAJIwGyK486fNIBANlWQkKCxo0bp+rVqys2NtbuuaeeeooCAABJ0tSpU1WiRAl98803+vTTT7V161YKAAAAAMhxGAmQnVijzU4AAECGO3jwoEJCQrRjxw5J0vDhwzV79myTUwHIikaMGCEPDw+VKlVKixYt0qJFi1Lc7ssvv8zkZAAAAMhorAmQhCJAdmFYpZONzE4BAECGMQxD77//voYNG6br169LkpydnfXII4/IMAxO8AAkExISwv8bAAAAkONRBMguEs/bP3arbE4OAAAywOnTpxUaGqr169fb2sqUKaPFixerdu3aJiYDkJUtXLjQ7AgAAAAwCdeCJGFNgOwg5lvpZGP7tjy9TIkCAEB6+/TTT1WxYkW7AkC/fv20Z88eCgAAAAAAANwHIwGyg/ODpfiDSY9zd5Qs/NECABybYRjq3r27Fi9ebGsrWLCgPv74YzVv3tzEZAAAAACArI5pIZMwEsDRGYZ9ASBXESnvy+blAQAgnVgsFlWoUMH2uGPHjtq3bx8FAAAAAAAA0oDLxR3dheFJ911KSCWPmJcFAIB0NnToUG3dulWdOnVSx44dzY4DAAAAAHAQDARIQhHA0V1bm3TftZx5OQAAeEjbt2/Xzp07NWDAAFubs7OzVq5caWIqAAAAAAAcG0WA7KTAR2YnAAAgzeLj4zV+/HhNmjRJklSjRg3Vq1fP5FQAAAAAAEfGmgBJWBMgu7B4SrkKmJ0CAIA0+fPPP1W3bl1NmDBBVqtVVqtVs2fPNjsWAAAAAADZBkUAR3fzpNkJAABIM6vVqhkzZqh69eravXu3JClXrlwaP368Fi9ebHI6AAAAAICjs1gy5+YImA7IkV3+QLJGm50CAIA0OXnypLp3766NGzfa2sqXL6/w8HDVqFHDxGQAAAAAAGQ/jARwZFf/l3SfqYAAAFmcYRhavHixKlWqZFcAeOWVV7Rr1y4KAAAAAACAdGOxWDLl5ggYCeDQjKS7BT8xLwYAAKmQkJCgd999V9HRt0axFSlSRAsXLlTTpk1NTgYAAAAAQPbFSIDswu1RsxMAAHBPLi4uCg8Pl5ubm7p27aq9e/dSAAAAAAAAZAjWBEjCSAAAAJAhrl69qgsXLqhEiRK2tooVK2r//v0qWbKkickAAAAAAMg5GAkAAADS3ZYtW1SlShW1a9dOcXFxds9RAAAAAAAAZDTWBEhCEQAAAKSbuLg4jRgxQo0aNdKxY8e0b98+jRs3zuxYAAAAAADkWEwH5KgSL0ux35udAgAAm3379qlLly7au3evra1+/fp66aWXTEwFAAAAAMiJHOQi/UzBSABHdWn6vxr4VAMAzJGYmKhp06apZs2atgKAi4uL/vvf/2rz5s12awIAAAAAAIDMxUgAR2QkSjf2JD12LSs5eZmXBwCQYx07dkzdunXTTz/9ZGurVKmSwsPDVaVKFROTAQAAAAByMkeZrz8zUARwNPHHpJONpYSTSW2FvzEtDgAg57py5YqqV6+uK1euSLp1gjV06FCNHz9ebm5u5oYDAAAAAACSmA7I8cR8ZV8AkIvknM+sNACAHCxPnjwaMGCAJCkoKEibNm3S1KlTKQAAAAAAAExnsVgy5eYIGAngaIyb9o8LfEwRAACQaQzDsDvJGTVqlFxcXDRo0CD5+PiYmAwAAAAAAKSEkQCOrNCXku8LZqcAAOQAUVFR6t69uyZPnmzX7uLiolGjRlEAAAAAAABkKRZL5twcASMBAADAPW3atEndunXTyZMnlStXLrVs2VLVqlUzOxYAAAAAAEgFRgI4ksRo6cJrZqcAAOQQN27c0KuvvqomTZro5Mlb69F4eHjY7gMAAAAAkFWxJkASRgI4kmvf2j92fsScHACAbG/Pnj3q0qWL/vzzT1tb48aNtXDhQhUrVszEZAAAAAAAIC0YCeBIYn9Kuu/kLXk0MC8LACBbSkhI0MSJE1WrVi1bAcDNzU3vvPOONmzYQAEAAAAAAOAQWBMgCSMBHMXNk9KVOUmP/adKFmo4AID0c+bMGT377LPatm2bra1q1aoKDw9XxYoVTUwGAAAAAAAeFL8iO4q4A/aPGQUAAEhnefPm1eXLlyVJTk5Oev311/XLL79QAAAAAAAAOBzWBEhCEcAR+YRI7pXMTgEAyGY8PDwUHh6ucuXK6aefftLEiRPl6upqdiwAAAAAANKM6YCSMB2QI3IpbnYCAEA2sHz5clWuXFlly5a1tdWsWVN//PGHnJ2dTUwGAAAAAADSy0ONBLhx40Z65cD9JJwwOwEAIJu4fPmyXnjhBT3//PMKCQlRQkKC3fMUAAAAAAAAjs7JYsmUW1rNmTNHQUFBcnd3V+3atbVjx457bn/lyhX169dPBQoUkJubm8qUKaM1a9ak7b1Ia0ir1arx48erUKFC8vb21tGjRyVJo0aN0vz589N6OKSGNUaK6G12CgBANvD999+rUqVKWrp0qSRpx44d+t///mdyKgAAAAAAsr9ly5ZpyJAhGjNmjHbv3q0qVaqoRYsWOn/+fIrbx8fH64knntDx48e1YsUKHTx4UPPmzVOhQoXS1G+aiwATJkzQwoULNXXqVLt5gitWrKiPPvoorYdDasQftn/s8Zg5OQAADis2NlYDBw7UE088odOnT0uS8uTJo08++UTPPvusyekAAAAAAEhfWXFNgOnTp6tnz54KDQ1VhQoVFBYWJk9PTy1YsCDF7RcsWKBLly7pq6++Uv369RUUFKTg4GBVqVIlTf2muQiwePFizZ07Vy+88ILddAFVqlTRX3/9ldbDIa3cqkpercxOAQBwIDt37lT16tU1a9YsW1uzZs20b98+de7cWRZHWckIAAAAAAAHFR8fr127dqlZs2a2NicnJzVr1kzbtm1LcZ9Vq1apbt266tevnwIDA1WxYkVNmjRJiYmJaeo7zQsDnz59WqVKlUrWbrVadfPmzbQeDmnlUcdxlp0GAJjq5s2bmjhxoiZMmGA7QXB3d9fUqVPVr18/OTk91NJAAAAAAABkWZl1wVtcXJzi4uLs2tzc3OTm5mbXFhkZqcTERAUGBtq1BwYG3vXi+qNHj+qHH37QCy+8oDVr1ujw4cPq27evbt68qTFjxqQ6Y5q//VeoUEE//fRTsvYVK1aoWrVqaT0cAADIILt27dK4ceNsBYDHHntMe/bs0YABAygAAAAAAACQDiZPnixfX1+72+TJk9Pl2FarVQEBAZo7d65q1KihDh066I033lBYWFiajpPmkQCjR49Wt27ddPr0aVmtVn355Zc6ePCgFi9erG+++SathwMAABmkTp06Gjx4sGbOnKlRo0bp9ddfl4uLi9mxAAAAAADIcE6ZNJnKyJEjNWTIELu2f48CkCQ/Pz85Ozvr3Llzdu3nzp1T/vz5Uzx2gQIF5OLiYjctf/ny5RUREaH4+Hi7NXvvJc2XAbZt21Zff/21vv/+e3l5eWn06NE6cOCAvv76az3xxBNpPRwAAEgnERERslqtdm0TJ07Ujh07NGbMGAoAAAAAAACkMzc3N/n4+NjdUioCuLq6qkaNGtqwYYOtzWq1asOGDapbt26Kx65fv74OHz5s913/0KFDKlCgQKoLANIDFAEkqWHDhlq/fr3Onz+v2NhYbdmyRc2bN3+QQwEAgIdkGIY++eQTlStXzm7xX+nWGgDVq1c3KRkAAAAAAOawWCyZckuLIUOGaN68eVq0aJEOHDigPn366Nq1awoNDZUkhYSEaOTIkbbt+/Tpo0uXLmnQoEE6dOiQVq9erUmTJqlfv35p6jfNRYASJUro4sWLydqvXLmiEiVKpPVwAADgIVy8eFHPP/+8unTpoqioKI0YMUIHDhwwOxYAAAAAAPiXDh066O2339bo0aNVtWpV/fbbb1q7dq1tseCTJ0/q7Nmztu2LFCmidevWaefOnapcubIGDhyoQYMGacSIEWnqN81rAhw/fty2wOCd4uLidPr06bQeDqlhxN1/GwBAjrNmzRq99NJLioiIsLW1b99eBQoUMDEVAAAAAADmS+NF+pmmf//+6t+/f4rPbdq0KVlb3bp1tX379ofqM9VFgFWrVtnur1u3Tr6+vrbHiYmJ2rBhg4KCgtIcYM6cOZo2bZoiIiJUpUoVzZo1S7Vq1brr9leuXNEbb7yhL7/8UpcuXVKxYsU0Y8YMtWrVKs19OwTDkE7UMTsFACALiYmJ0dChQ/Xhhx/a2vLly6ewsDA999xzJiYDAAAAAABZTaqLAO3atZN0ay6lbt262T3n4uKioKAgvfPOO2nqfNmyZRoyZIjCwsJUu3ZtzZgxQy1atNDBgwcVEBCQbPv4+Hg98cQTCggI0IoVK1SoUCGdOHFCefLkSVO/DiUxwv6xazlzcgAAsoStW7cqJCRER44csbW1bNlS8+fPZwQAAAAAAAD/z6IsOhTABKkuAtxegbh48eLauXOn/Pz8Hrrz6dOnq2fPnraFD8LCwrR69WotWLAgxXmNFixYoEuXLmnr1q1ycXGRpAcafeBQYlbbP87T25wcAADTffXVV2rfvr3t32RPT09Nnz5dvXr1SvNiRAA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:18,032 INFO: === Dataset: f ===\n", "2025-03-24 03:21:23,721 INFO:Total samples: 12911\n", "2025-03-24 03:21:28,860 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:28,935 INFO: === Dataset: g ===\n", "2025-03-24 03:21:31,591 INFO:Total samples: 6000\n", "2025-03-24 03:21:34,374 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:34,446 INFO: === Dataset: h ===\n", "2025-03-24 03:21:37,050 INFO:Total samples: 6000\n", "2025-03-24 03:21:39,864 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:39,933 INFO: === Dataset: i ===\n", "2025-03-24 03:21:42,563 INFO:Total samples: 6000\n", "2025-03-24 03:21:45,412 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:45,481 INFO: === Dataset: j ===\n", "2025-03-24 03:21:48,044 INFO:Total samples: 6000\n", "2025-03-24 03:21:50,902 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:50,976 INFO: === Dataset: k ===\n", "2025-03-24 03:21:53,590 INFO:Total samples: 6000\n", "2025-03-24 03:21:56,467 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:21:56,537 INFO: === Dataset: l ===\n", "2025-03-24 03:22:04,806 INFO:Total samples: 18911\n", "2025-03-24 03:22:11,962 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:12,037 INFO:Model ResNet-18 evaluation completed in 69.02 seconds.\n", "2025-03-24 03:22:12,037 INFO:Overall evaluation for all models completed in 2583.20 seconds.\n", "2025-03-24 03:22:12,041 INFO:Ensemble on Dataset a - Loss: , Acc: 94.88%, AUCROC: 0.9267523020257826, F1 Score: 0.6321\n", "2025-03-24 03:22:12,192 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:12,266 INFO:Ensemble on Dataset b - Loss: , Acc: 96.98%, AUCROC: 0.9539668508287292, F1 Score: 0.7447\n", "2025-03-24 03:22:12,417 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": [ "2025-03-24 03:22:12,489 INFO:Ensemble on Dataset c - Loss: , Acc: 89.25%, AUCROC: 0.8899631675874772, F1 Score: 0.4502\n", "2025-03-24 03:22:12,647 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:12,723 INFO:Ensemble on Dataset d - Loss: , Acc: 98.24%, AUCROC: 0.9802780847145488, F1 Score: 0.8333\n", "2025-03-24 03:22:13,074 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": [ "2025-03-24 03:22:13,151 INFO:Ensemble on Dataset e - Loss: , Acc: 90.23%, AUCROC: 0.9130326193899946, F1 Score: 0.7588\n", "2025-03-24 03:22:13,323 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": [ "2025-03-24 03:22:13,403 INFO:Ensemble on Dataset f - Loss: , Acc: 95.49%, AUCROC: 0.9363232543302679, F1 Score: 0.3248\n", "2025-03-24 03:22:13,558 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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wEQDAGR07dkxt27bVzp07zbYKFSooJCREpUuXtjAZAAAAADwayiEAnN7tW1d1+fRWh7b8QW0sSgMAcGY3b97U3r17JUkuLi4aPHiwdu7cSQEAAAAAcDY2l9R5OAF6AgBwatcu/Kad85+WPeam2ZYvqK1yFKxtYSoAgLMqU6aMxowZo08//VQLFixQtWrVrI4EAAAAAP+Jc5QqAOA+Lh773qEAIEmZcxazKA0AwNl8/fXXioqKcmjr06eP9u/fTwEAAAAAcGY2W+o8nAA9AQCkKZdObtKZAwtl2KMTtf/1sMPmcq7CzyhHwToKqPB6SsUDAKQTV65cUbdu3bRkyRINGDBA77//vrnN1dVVmTNntjAdAAAAgP/MSYbqSQ0UAQCkGXZ7jH5d1UG3b156pOMDKnaWX7GGyZwKAJDerF+/Xh07dtSZM2ckSRMmTFCHDh1UsmRJi5MBAAAAQPKjCADgPzEMQ7ci/pFhxP7nc9ljbj5yAcA7W2HlKFjrP2cAAKRfN27c0IABAzRt2jSzLVu2bJo+fbpKlChhYTIAAAAAyc5JhupJDRQBADwywzD0y9LGunTyx2Q/d7b8T6ps47mJ3t8rSz7ZXFyTPQcAIH3Ys2eP2rZtqyNHjphtzzzzjObMmaPHHnvMwmQAAAAAkLIoAgB4ZFHXQ1OkACBJmXIUkbdvQIqcGwCQcdy+fVtjxozR6NGjFRt7p9eat7e3JkyYoLfeeksuLowTCgAAAKRLzAlgoggAINGu/LNToYeWy26/LUmKjY40t3llfUzZHquWLM/jkSm3Aqv0SJZzAQAytlmzZmnEiBHmeuXKlRUSEqLixYtbmAoAAAAAUg9FAACJYo+N1r4VLXT75uUEt2fLX1XlkjB8DwAAqaFz586aM2eOfv31Vw0ZMkTvvvuu3N3drY4FAAAAIKUxJ4CJIgBgAcOwKyYqwuoYSXL71tX7FgBsNlf5Pd4olRMBABDfzZs35e3tba67u7tr0aJFunbtmipXrmxhMgAAAACwBkUAIJVF37ikXSH1dePyX1ZHeWTZHqumks9OMtc9M/vJ08ffwkQAgIzOMAwtWrRIffv21ffff6/y5cub20qUKGFdMAAAAACWsNETwEQRAEhlYcd/cOoCgCRlzlFUWf2DrI4BAIAk6dKlS3rzzTe1YsUKSVLbtm31888/y8vLy+JkAAAAAGA9igBACoqJjtTZg4t069oZs+3ahd/M5cy5Ssg7a4AV0R6ZR2Z/Fa7+jtUxAACQJK1bt06vv/66QkNDzbYKFSro9u3bFAEAAACADIyeAHEoAgAp6NTuqTr60+j7bi/4xFsKqPBaKiYCACB9uH79uvr166dPP/3UbMuRI4c+/fRTNW/e3MJkAAAAAJC2UAQAUlDkA4b9sbl6KEfB2qmYBgCA9GHHjh1q166djh07ZrY1bNhQn3/+ufLmzWthMgAAAABpBh0BTBQBgP/oZsQ/2rvsZV0P++OB+wU1+lxeWeK+mPDJXVIemXKndDwAANKVadOmqVevXrLb7ZKkTJkyadKkSercuTPdfQEAAAAgARQBgP/o/J+rHloAsNlclatwPXlkypVKqQAASJ+qVq1qftlfrVo1LViwQEWLFrU4FQAAAIC0hpuE4lAEQIYXe/umzv+5SlGRoQ/fOQGXTm42lzNlLyp37+wO2202V+Ut3YICAAAAyaBy5coaOXKkJOmdd96RmxuXswAAAADwIHxqQoZ3fPsEHd8+MVnOVbzeGPkVeyFZzgUAQEZ38uRJTZo0SZMmTXL4sv/dd9+1MBUAAAAAZ0BPgDgUAZDhXbt4KFnO4+LqKd+8TyTLuQAAyMgMw9C8efPUq1cvXbt2Tblz59aQIUOsjgUAAAAATokiADI0wzB08a+15nqZFz6Rm6fvI50rW/4q8vTxT65oAABkSBcuXFDnzp21evVqs23BggXq37+/vLy8LEwGAAAAwJnQEyAORQBkaNfDHHsB+BdvIjfPLBalAQAgY1uzZo06deqkCxcumG0dO3bU5MmTKQAAAAAAwCOiCIAMLTb6hsM6BQAAAFJfRESE+vTpozlz5phtuXPn1qxZs9SkSRPrggEAAABwWvQEiEMRABlaxPn95nKBSm9aFwQAgAxqy5Yt6tChg06ePGm2vfTSS5o9e7b8/PysCwYAAAAA6QRFAGRohj3WXI6+EWZhEgAAMqbVq1ebBQAfHx9NmTJFHTt25K4dAAAAAP8NHylMFAGQYVw9s1t//jBQ0Tcumm0xUeHmcu6iz1kRCwCADG3MmDH69ttvlTNnTs2fP1+FChWyOhIAAAAApCsUAZBhnNgxSeFnd993u5uHTyqmAQAg44mNjdW+ffv0xBNPmG1eXl5av369/P395erqamE6AAAAAOkJvYvjUASA04uNuaXLJzcpNubmA/e7ceWYuezundPhHwLf/FWVs3D9FMsIAEBGd+zYMbVv31579+7V3r17VbJkSXNbvnz5LEwGAAAAAOkbRQA4vX3LW+jSyR+TdEydbn/K1d07hRIBAIC7DMPQ7Nmz1bdvX0VGRkqSgoODtXPnTu7MAQAAAJBi0urnjenTp2vixIkKDQ1VuXLlNHXqVFWpUuW++0+ePFmffPKJTp8+rVy5cql58+YaN26cvLy8Ev2cFAHg9K78syNJ+2fKUUwubon/IwEAAI8mNDRUb7zxhtauXWu2FS5cWJMmTUqzF+QAAAAAkFKWLVumvn37aubMmapataomT56sBg0a6PDhw/Lz84u3/+LFizVw4EDNmTNH1atX15EjRxQcHCybzaZJkyYl+nkpAsApRJw/oL82DXeY1Pcue8wtSZJHZn8VqtrrgeexubrL//GX+OIBAIAUtnLlSnXp0kWXLl0y2zp37qwPP/xQPj7MwwMAAAAgZaXF7/8mTZqkTp06qWPHjpKkmTNnau3atZozZ44GDhwYb//t27erRo0aatOmjSQpMDBQrVu31q5du5L0vBQB4BSObxuvsOPfP3Af76wBCqzaM5USAQCAhFy9elU9e/ZUSEiI2ebv76/PP/9cL7zwgoXJAAAAACD5RUVFKSoqyqHN09NTnp6eDm3R0dH65ZdfNGjQILPNxcVF9evX144dCY90Ur16dS1cuFC7d+9WlSpVdPz4ca1bt07t2rVLUkaXJO0NWCT6Rljcis1FNpurw8PdO6cKVuluXUAAACBJatKkiUMBoFmzZvrtt98oAAAAAABIVTabLVUe48aNk6+vr8Nj3Lhx8fKEhYUpNjZW/v7+Du3+/v4KDQ1N8DW0adNGI0eOVM2aNeXu7q4iRYroqaee0rvvvpuk94KeAHAKV/7eZi7Xf/s8k/oCAJBGjRo1SnXq1FGWLFk0bdo0tW3bNk12wwUAAACA5DBo0CD17dvXoe3fvQAe1aZNmzR27FjNmDFDVatW1dGjR9WrVy+NGjVKQ4YMSfR5KALAKbi6Z1Ls7RuSJBe35PkjAgAA/53dbpeLS1zn0lq1amn27Nl65plnVKBAAQuTAQAAAMjQUulepISG/klIrly55OrqqvPnzzu0nz9/Xnny5EnwmCFDhqhdu3Z64403JElBQUGKjIxU586dNXjwYIfPYg/CcEBIs0L/+FK/fNFMPy95SbH/P/mvzcVNNhu/tgAAWC0mJkYjR47Uc889J7vd7rDt9ddfpwAAAAAAAPfw8PBQpUqVtGHDBrPNbrdrw4YNqlatWoLH3LhxI94X/a6urpIkwzAS/dz0BECaFHv7pn5b+6Z59/9dPrlLW5QIAADcdeTIEbVr1067d++WJE2ePDle91cAAAAAsFJaHJa0b9++6tChg5544glVqVJFkydPVmRkpDp27ChJat++vfLnz2/OKdCoUSNNmjRJFSpUMIcDGjJkiBo1amQWAxKDIgAscTPiH92+d7Lff7l960q8AoCLm7cCKr6R0tEAAMB9GIahGTNmqH///rp586akO3eh3F0GAAAAANxfy5YtdfHiRQ0dOlShoaEqX768vv32W3Oy4NOnTzvc+f/ee+/JZrPpvffe05kzZ5Q7d241atRIY8aMSdLz2oyk9BtIByIiIuTr66vw8HBlzZrV6jgZ0t97P9Oh73onev9chZ9RuSYL5OLqwXwAAABY5MyZM3rttdf0/fffm22PP/64FixYoKpVq1qYDGlJRrrW9q7Q3eoIACBJurJnmtURAECS5JXGbjfP3XFZqjzPxbktU+V5/gsGV0eqO3/kf0naP1OOonLzzEIBAAAAiyxdulRBQUEOBYBu3bpp3759FAAAAAAAII1LY/UZOINLJzfqzIFFMuzRj3T8tfMHzOX85YLl4up+3309ffIooMLrj/Q8AADgv4mNjVXbtm21dOlSsy1fvnyaO3eunn32WQuTAQAAAMCDpcU5AaxCEQBJYrfH6NevOuj2rcvJcr4S9cfLzSNzspwLAAAkL1dXV4chXVq1aqXp06crR44cFqYCAAAAACQFRQAkif32zWQrAOQp9QoFAAAA0rgPP/xQ+/btU9++fdWqVSur4wAAAABA4tARwEQRAIlmGIb2LG5ormd7rJrKvjTnkc7l4uouT588yRUNAAAkg507d+qff/5R8+bNzTYfHx/t2rWLrrRwanv37pW7u7uCgoIkSatXr9bcuXNVqlQpDR8+XB4eHhYnBAAAAFIORQAk2s2rJxURut9cz5yjqLx9A6wLBAAAksXt27c1cuRIjR07VpkyZVLFihVVuHBhczsFADi7Ll26aODAgQoKCtLx48fVqlUrvfzyy1q+fLlu3LihyZMnWx0RAAAAyYzPMXFcrA4A52EYsQ7rRWoNtigJAABILocOHdKTTz6p0aNHy2636/r165o0aZLVsYBkdeTIEZUvX16StHz5ctWuXVuLFy/WvHnztHLlSmvDAQAAACmMIgAeSd7SreSd9TGrYwAAgEdkt9s1efJkVaxYUXv37pUkubm5adSoUdwVjXTHMAzZ7XZJ0g8//KDnn39ekhQQEKCwsDArowEAACCF2Gy2VHk4A4YDwkPFRF+XYY9RTNQ1q6MAAIBkcPr0aQUHB2vjxo1mW8mSJRUSEqJKlSpZmAxIGU888YRGjx6t+vXra/Pmzfrkk08kSSdOnJC/v7/F6QAAAICURREAD/Tbuu468+s8q2MAAIBkYBiGQkJC1KNHD0VERJjtvXv31tixY+Xt7W1hOiDlTJ48Wa+++qpWrVqlwYMHq2jRopKkFStWqHr16hanAwAAQEpwlrv0UwNFANxXTHTkfQsAnj7cMQUAgLO5fv26Bg0aZBYAAgICNG/ePNWtW9fiZEDKKlu2rA4ePBivfeLEiXJ1dbUgEQAAAJB6KALAdDP8b539bYlib0dKkuwxUeY2d+8c8s17Z3gAr6yPqWDl7pZkBAAAjy5LliyaM2eOnnvuObVv315TpkxRtmzZrI4FpJro6GhduHDBnB/grgIFCliUCAAAACmFngBxKALAdPDrTrpyemuC27LmqahKLb9K5UQAAOC/uHbtmm7duqXcuXObbQ0aNNC+fftUvnx564IBqezIkSN6/fXXtX37dod2wzBks9kUGxtrUTIAAAAg5VEEgCny0l/33Zar8DOpmAQAAPxXW7duVfv27VWiRAmtXbvW4S4YCgDIaDp27Cg3Nzd9/fXXyps3L3eFAQAAZARc8pkoAmRghmHowOoOCv1zlWTEdYn2yOynco3nOaz75CqR+gEBAECSRUVFadiwYZowYYIMw9CJEyc0e/Zsde7c2epogGX279+vX375RSVKcE0LAACAjIciQAYWefmIQv/4Ml67V5Z8ylGwtgWJAADAf3Hw4EG1bdtWBw4cMNtq1Kih+vXrW5gKsF6pUqUUFhZmdQwAAACkInp/xnGxOsD06dMVGBgoLy8vVa1aVbt3737g/pMnT1bx4sXl7e2tgIAA9enTR7du3UqltOnLpRMbzWWPTLnkm6+ycgbWVfG6Yy1MBQAAkio2NlYTJ07UE088YRYA3N3d9f7772vz5s0qXLiwxQkBa40fP17vvPOONm3apEuXLikiIsLhAQAAAKRnlvYEWLZsmfr27auZM2eqatWqmjx5sho0aKDDhw/Lz88v3v6LFy/WwIEDNWfOHFWvXl1HjhxRcHCwbDabJk2aZMErcF7XLx7Sn+v7mev+xRur1HNTLEwEAAAexYkTJ9ShQwf99NNPZltQUJBCQkJUrlw5C5MBacfd3jD16tVzaGdiYAAAgPSLngBxLC0CTJo0SZ06dVLHjh0lSTNnztTatWs1Z84cDRw4MN7+27dvV40aNdSmTRtJUmBgoFq3bq1du3alau704NrF3x3WswfUsCgJAAB4VKdPn1bZsmV1/fp1SXcucvv166dRo0bJ09PT4nRA2rFx48aH7wQAAACkU5YVAaKjo/XLL79o0KBBZpuLi4vq16+vHTt2JHhM9erVtXDhQu3evVtVqlTR8ePHtW7dOrVr1y61Yqcbhj1uIuD85Toob+kWFqYBAACPokCBAmrcuLEWLVqkwMBALViwQLVq1bI6FpDm1KlTx+oIAAAASGX0BIhjWREgLCxMsbGx8vf3d2j39/fXn3/+meAxbdq0UVhYmGrWrCnDMBQTE6M333xT77777n2fJyoqSlFRUeY6Y37+PyOuCJDVn6ECAABwVtOmTVOePHk0bNgwZcmSxeo4QJr1008/6dNPP9Xx48e1fPly5c+fXyEhISpUqJBq1qxpdTwAAAAgxVg+MXBSbNq0SWPHjtWMGTO0d+9effnll1q7dq1GjRp132PGjRsnX19f8xEQEJCKidMmwzB05Z9t5rrN5lS/BgAAZEjh4eEKDg7W0qVLHdqzZcumDz74gAIA8AArV65UgwYN5O3trb1795o3CYWHh2vs2LEWpwMAAECKsKXSwwlY9u1vrly55OrqqvPnzzu0nz9/Xnny5EnwmCFDhqhdu3Z64403FBQUpJdfflljx47VuHHjZL9neJt7DRo0SOHh4ebj77//TvbX4mzCjv+gf/bPi2twcbUsCwAAeLhNmzapbNmymj9/vrp27aozZ85YHQlwKqNHj9bMmTM1e/Zsubu7m+01atTQ3r17LUwGAAAApDzLigAeHh6qVKmSNmzYYLbZ7XZt2LBB1apVS/CYGzduyMXFMbKr650vsA3DSPAYT09PZc2a1eGR0YWf+9lh3TfvExYlAQAAD3Lr1i29/fbbevrpp3X69GlJUmxsrH7//XeLkwHO5fDhw6pdu3a8dl9fX129ejX1AwEAACDF2Wy2VHk4A8vmBJCkvn37qkOHDnriiSdUpUoVTZ48WZGRkerYsaMkqX379sqfP7/GjRsnSWrUqJEmTZqkChUqqGrVqjp69KiGDBmiRo0amcUAJMI98wE8XneMsvoHWRgGAAAkZN++fWrbtq0OHTpktj311FOaN2+eChYsaGEywPnkyZNHR48eVWBgoEP71q1bVbhwYWtCAQAAAKnE0iJAy5YtdfHiRQ0dOlShoaEqX768vv32W3Oy4NOnTzvc+f/ee+/JZrPpvffe05kzZ5Q7d241atRIY8aMseolOCXDHmsuZ/Ura2ESAADwbzExMRo/fryGDx+umJgYSXd6No4dO1a9e/eO1ysSwMN16tRJvXr10pw5c2Sz2XT27Fnt2LFD/fr105AhQ6yOBwAAgBTgLHfppwZLiwCS1L17d3Xv3j3BbZs2bXJYd3Nz07BhwzRs2LBUSJa+RN+4pCt/b5Vh2HU97I+4DfwxAACQZpw6dUqtW7fWjh07zLby5ctr4cKFKl26tIXJAOc2cOBA2e121atXTzdu3FDt2rXl6empfv36qUePHlbHQzrRpUVt9elQT/45s+rgkTPqO365fv79VIL7urm5qP9rz6rti1WVzy+bjpw6r/emrNb67X847Jcvt69G92qsZ2uUViYvdx37O0xdhi/U3kOnU+MlAXBSSxcv0vy5nyss7KIeL15CA98doqCy978J9PvvvtH0qVN09swZFSgYqN59+6lW7ToJ7jtqxFCt+GKZ+g8YpLbtg1PoFQBIbtxKlgHE3r6prbMqav+Xr+rXr9rpwpH/mdtsTAoMAECa4eXlpb/++kuS5OLiosGDB2vXrl0UAID/yGazafDgwbp8+bJ+++037dy5UxcvXtSwYcN09uxZq+MhHWj+bEWNf/tljfn0G1VrM14HjpzRmhndlDu7T4L7D3+rkd5oVlN9JyxXhWaj9dmKrVr2YSeVK/6YuU+2LN76cV5f3Y6xq0n3GarQbIwGTvpSVyJupNbLAuCEvv1mnT6YME5d3uqmpcu/UvHiJdS1y+u6dOlSgvvv37dXA/u/rZebNteyFav0dN166t2jm/7660i8fTf8sF4Hf/1Vuf38UvplAMmCOQHiUATIACIv/6XbN+P/Y29zcVfmnI9bkAgAACTE399fs2bNUtGiRbV161aNHj1aHh4eVscC0g0PDw+VKlVKVapUkY+Pj37//XcFBARYHQvpQM+2dTX3y+0KWbNTfx4PVY8xS3XzVrQ6NKmW4P5tXqyiCZ9/r++2HtLJM5c0e/lWfbftkHq1q2vu83bHZ/RP6BV1Gb5QP/9+SqfOXtKGnX/qxD9hqfWyADihkPlz1bR5CzV5uZmKFC2q94aNkJeXl1Z9uTLB/RctXKDqNWsp+LU3VLhIEXXv2VslS5XS0sULHfY7f/683h87SmMnfCB3N/fUeCnAf0YRIA5FgAzGN18VFa87VsXrjdOTwVvkmdnf6kgAAGRYK1euVFiY45c5L7/8sn777TdVq5bwF0cAgLTF3c1VFUoG6Mddh802wzD0467DqlK2UILHeLi76Vb0bYe2m7eiVb1CEXP9hTpB2nvotBZNeE2nNozTjiUD1PHl6inzIgCkC7ejo/XHod/1ZLW4fytcXFz05JPVdeDXfQkec2D/fj35pON1Z/UaNXVg/35z3W63a/DA/gru+LqKFi2WItkBpCyKABlMFv8yCqzaU4FVeiirf5DVcQAAyJCuXLmiNm3aqHnz5uratasMw3DY7unpaVEyAEBS5cruIzc3V124fM2h/cKlCOXJmTXBY37Y8Yd6tq2rIgVyy2azqW7VEmpct7zy5Irbv1D+XOr0Si0dPX1RL701XbOXb9WH7zTXq42qpujrAeC8rly9otjYWOXMmdOhPWfOnPFuPLkrLCxMOXPmir//pbj9534+W65ubmrTtn3yhwZSki2VHk7A8omBkfIMe6zVEQAAwP9bv369OnbsqDNnzkiSVqxYoS1btqhOnYQnXwNgvaioKEVFRTm0GfZY5tfCI+s3cYVmDGmtX78cIsMwdPyfMC1Ys1MdGj9p7uPiYtPeQ6c1bNqdOd1+PfyPShfNq07Na2rR/3ZZFR1ABnPo99+0KGSBlq740mmGPQEQH0WADGD/l22sjgAAQIZ348YNDRgwQNOmTTPbsmXLpunTp6t27doWJgPSrwMHDjxw++HDhx+4/a5x48ZpxIgRDm2u/pXlnrfKI2dD+hF25bpiYmLllyOLQ7tfzqwKvRRx32Na9J0tTw835fTNrLMXwzW6Z2OdOBM3l1toWIT+OB7qcNyfJ0LVpF75ZH8NANKH7Nmyy9XVNd4kwJcuXVKuXLkSPCZXrly6dCks/v7/3ztg7y8/6/LlS3qu/tPm9tjYWH04cbwWhSzQN+t/TOZXASQfCldxKAJkAFHX4y4cM+cobmESAAAypj179qhdu3YOXzjWr19fc+fO1WOPPWZhMiB9K1++vGw2W7whtySZ7Yn5cDho0CD17dvXoc2v1oBkywnndjsmVvv++FtPVy2u/226U3iy2Wx6usrjmrlsywOPjYqO0dmL4XJzc1GTeuW1cv1ec9uO/cf1eEE/h/2LFfDT6XOXk/9FAEgX3D08VLJUae3auUN169WXdGc8/127dqhV67YJHlO2fHnt2rlTbdsHm207d2xX2fLlJUkvvtRYVas5zkfStfPrerFRYzV5uWmKvA4AyY8iQDoWFXlBR38aLcMeN+FUQMXXLUwEAEDGcvv2bY0ZM0ajR49WbOyd4fm8vLw0YcIEdevWTS4uTM8EpKQTJ04ky3k8PT3jzdXBUEC418cLf9Tske30y6HT+vm3k+re5mll8vbUgtU7JUmfjWqnsxfCNXTqGklS5TIFlc8vm349/I/y+2XT4C7Py8XFpknzfjDPOXXhj9o47231f+1ZrVy/V5VLB+q1ZjXUfdQSS14jAOfQrkNHDXl3gEqXLqMyQWW1MGS+bt68aX5hP3jQO/Lz81evPm9Lkl5t216vB7fT/HlzVLt2HX37zTr9/ttvGjJ8pCQpW7bsypYtu8NzuLu5K1euXAosVDh1XxyQRPQEiEMRIB37e+9n+mffHHPdN+8TcnXzsjARAAAZy9dff+0whEjlypW1YMEClShRwsJUQMZRsGBBqyMgg1jx/V7lyu6joV1fkH/OLDpw+Iwad5tuThYckCeH7Pa4Himenu4a1u1FFcqfS9dvROm7bb/r9SELFH79prnPL4dOq+XbszWyx0t6t3NDnTxzSf0nrtTSb35O9dcHwHk81/B5Xbl8WTOmfaywsIsqXqKkZnz6mXL+/3BAoefOycUWdyNK+QoVNW7CB5r28WRNnTxJBQoGavLU6SpW7HGrXgKAFGAzEuobm45FRETI19dX4eHhypo1q9VxklXkpb8UezvSXD++4wOd/3OVuV7mhU+Uv2w7C5IBAJAxGYahpk2b6n//+5+GDBmid999V+7u7lbHAlKMM1xrBwUFad26dQoICPhP5/Gu0D2ZEgHAf3Nlz7SH7wQAqcArjd1uXrTfN6nyPEc/aJgqz/NfpLEfDR7Voe/66u+9s+67vWr7H5UtPxOXAQCQkq5evaps2bKZ6zabTbNmzdLJkydVuXJl64IBMJ08eVK3b99++I4AAABAOsFAtOnE+cOr7rvN5uKuTNkLpV4YAAAyGMMwtHDhQgUGBup///ufw7bcuXNTAAAAAACAVGaz2VLl4QzoCZBO2GOjJUlunr7KW7qF2W6zuSh30eflkSm3VdEAAEjXLl26pDfffFMrVqyQJL3xxhv67bfflDs3/+0F0qJatWrJ29vb6hgAAABAqqEIkE4YsXe6NHtlyadSDT6yOA0AABnDN998o9dee02hoaFm2zPPPMO4/0Aatm7dOqsjAAAAIBU4yU36qYIiQDpgj4kyJwS2uXpYnAYAgPTv+vXr6tevnz799FOzLUeOHJo5c6ZeeeUVC5MBuJ+//vpLGzdu1IULF2S32x22DR061KJUAAAAQMqjCODkbob/rZ3zapvrLi7ceQgAQErasWOH2rVrp2PHjpltDRs21Oeff668efNamAzA/cyePVtdu3ZVrly5lCdPHoexW202G0UAAACAdMhZxutPDRQBnFzY8e8VfeOiue7lG2BhGgAA0rcFCxaoY8eO5l3EmTJl0qRJk9S5c2cuMIE0bPTo0RozZowGDBhgdRQAAAAg1VEEcHKGPdZcdvPKpsefHmVhGgAA0renn35aWbJkUXh4uKpVq6YFCxaoaNGiVscC8BBXrlxhqC4AAIAMhvu04rhYHQDJp2T9icqULdDqGAAApFsBAQGaMWOGxowZoy1btlAAAJzEK6+8ou+//97qGAAAAIAl6AkAAACQgJMnT2rw4MGaMWOGfH19zfY2bdpYmArAoyhatKiGDBminTt3KigoSO7ujvNo9ezZ06JkAAAASCkuLnQFuIsigJP74/u+VkcAACBdMQxD8+bNU69evXTt2jW5u7tr3rx5VscC8B/MmjVLPj4+2rx5szZv3uywzWazUQQAAABAukYRwIlF3whzWPfw8bcoCQAA6cOFCxfUuXNnrV692mzbtGmTLl++rBw5cliYDMB/ceLECasjAAAAIJUxJ0Ac5gRwYvbYaIf1nAXrWJQEAADnt2bNGgUFBTkUAIKDg3XgwAEKAEA6YhiGDMOwOgYAAACQaigCOLN7Prz4l2gim4urhWEAAHBOERERev3119W4cWNduHBBkpQrVy599dVXmjt3rrJmzWpxQgDJYcGCBQoKCpK3t7e8vb1VtmxZhYSEWB0LAAAAKcRms6XKwxkwHJATMwy7uWyzUc8BACCpfvrpJ7Vv314nT5402xo1aqTZs2fL359h9oD0YtKkSRoyZIi6d++uGjVqSJK2bt2qN998U2FhYerTp4/FCQEAAICUQxHAmd1TBJCco+oEAEBacuDAAbMA4OPjoylTpqhjx45OczcHgMSZOnWqPvnkE7Vv395se+mll1S6dGkNHz6cIgAAAEA6xMe6OBQBnNi9PQFETwAAAJLsrbfe0po1a3Tz5k3Nnz9fhQoVsjoSgBRw7tw5Va9ePV579erVde7cOQsSAQAAAKmHb46dVNT1UJ36+RNzneGAAAB4sNjYWK1fv96hzWazadmyZdq4cSMFACAdK1q0qL744ot47cuWLVOxYsUsSAQAAICUxpwAcegJ4KT2Ln9FEaH77mlxjl84AACscOzYMbVv317bt2/X+vXrVb9+fXNbtmzZrAsGIFWMGDFCLVu21JYtW8w5AbZt26YNGzYkWBwAAAAA0hNuH3dS1y7+7rCeo0BNi5IAAJB2GYahWbNmqVy5ctq+fbsk6Y033lB0dLTFyQCkpmbNmmnXrl3KmTOnVq1apVWrVilXrlzavXu3Xn75ZavjAQAAIAXQEyAOPQGckGGPlREb9+XFk8E/KWue8tYFAgAgDTp37pzeeOMNrVu3zmwrXLiwFixYIA8PDwuTAbBCpUqVtGjRIqtjAAAAAKmOIoATuvLPDnPZM0s++eatYGEaAADSnhUrVujNN9/UpUuXzLZOnTrpww8/VJYsWSxMBiA1ubi4PPTuLJvNppiYmFRKBAAAgNTiJDfppwqKAE7oxpXj5nLmHEUtTAIAQNpy9epV9ejRQwsXLjTb/P399dlnn+nFF1+0MBkAK3z11Vf33bZjxw59/PHHstvtqZgIAAAASH0UAZyMPfa2fl/3lrmevUAtC9MAAJC2dOrUSStWrDDXmzZtqpkzZyp37twWpgJglcaNG8drO3z4sAYOHKj//e9/evXVVzVy5EgLkgEAACClOct4/amBiYGdTNT1UId137yVLEoCAEDaM27cOGXKlElZs2bVggULtGLFCgoAACRJZ8+eVadOnRQUFKSYmBjt379f8+fPV8GCBa2OBgAAAKQoegI4matndpnLXlkDlKvwMxamAQDAWtHR0Q6T/BYtWlTLli1T2bJlVaBAAQuTAUgrwsPDNXbsWE2dOlXly5fXhg0bVKsWvWkBAADSOzoCxKEngJP5e9/n5nKOAjXp1gIAyJBiYmI0cuRIVaxYUTdu3HDY9uKLL1IAACBJmjBhggoXLqyvv/5aS5Ys0fbt2ykAAAAAIMOhJ4CTsd++aS4/VuE1C5MAAGCNw4cPq3379tq9e7ck6Z133tG0adMsTgUgLRo4cKC8vb1VtGhRzZ8/X/Pnz09wvy+//DKVkwEAACClcfN0HIoATib83M/mclb/8tYFAQAglRmGoRkzZqh///66efNOUdzV1VU5c+aUYRhc4AGIp3379vzbAAAAgAyPIoATMQzDYd3FzcuiJAAApK4zZ86oY8eOWr9+vdn2+OOPa8GCBapataqFyQCkZfPmzbM6AgAAACzCvSBxmBPASXllfYy7mgAAGcKSJUtUpkwZhwJAt27dtG/fPgoAAAAAAAA8BD0BnJRXlvxWRwAAIEUZhqHg4GAtWLDAbMuXL5/mzp2rZ5991sJkAAAAAIC0jhuo49ATwInEREVYHQEAgFRjs9lUqlQpc71Vq1Y6ePAgBQAAAAAAAJKAngBOIiYqQls+KW11DAAAUlW/fv20fft2tW7dWq1atbI6DgAAAADASdARIA5FACcRfm6vYm5dNdcz53zcujAAAKSAnTt3as+ePerRo4fZ5urqqtWrV1uYCgAAAAAA50YRwEmcPbjYXHZ1z6TH646xMA0AAMknOjpao0aN0tixYyVJlSpVUvXq1S1OBQAAAABwZswJEIc5AZxA9I0wnf0trggQWLW3PLxzWJgIAIDkcejQIVWrVk2jR4+W3W6X3W7XtGnTrI4FAAAAAEC6QRHACdy+ZxggScpT8mVrggAAkEzsdrsmT56sihUrau/evZIkNzc3jRo1SgsWLLA4HQAAAADA2dlsqfNwBgwH5ARiboWby3lLtZBPrpIWpgEA4L85ffq0goODtXHjRrOtZMmSCgkJUaVKlSxMBgAAAABA+kNPACdw69o/CS4DAOBMDMPQggULFBQU5FAA6N27t3755RcKAAAAAACAZGOz2VLl4QzoCeBksgfUsDoCAACPJCYmRh999JEiIiIkSQEBAZo3b57q1q1rcTIAAAAAANIvegI4AcMeYy67MyEwAMBJubu7KyQkRJ6enmrXrp0OHDhAAQAAAAAAkCKYEyAOPQGcgGGPNZdtNuo2AADncO3aNV28eFGFCxc228qUKaPff/9dRYoUsTAZAAAAAAAZB98oOwGHIoALdRsAQNq3detWlStXTk2aNFFUVJTDNgoAAAAAAICUxpwAcSgCOAHDuLcngKuFSQAAeLCoqCgNHDhQtWvX1okTJ3Tw4EGNHDnS6lgAAAAAAGRY3FaextljonRy91RznZ4AAIC06uDBg2rbtq0OHDhgttWoUUOvv/66hakAAAAAABmRk9yknyroCZDGnTu0Qtcv/m6u21zcLUwDAEB8sbGxmjhxop544gmzAODu7q73339fmzdvdpgTAAAAAAAApC5uK0/jboafdFjPWaiuNUEAAEjAiRMn1KFDB/30009mW1BQkEJCQlSuXDkLkwEAAAAAMjJnGa8/NVAESOOObR1nLpdvulheWfJamAYAgDhXr15VxYoVdfXqVUl3LrD69eunUaNGydPT09pwAAAAAABAEsMBpWm3b4U7rHtnK2RREgAA4suWLZt69OghSQoMDNSmTZs0YcIECgAAAAAAAMvZbLZUeTgDegKkYZGX/3JYz+ofZFESAADuMAzD4SJnyJAhcnd3V69evZQ1a1YLkwEAAAAAgITQEyANO7Cqg7mcu8hzFiYBAGR04eHhCg4O1rhx4xza3d3dNWTIEAoAAAAAAIA0xWZLnYczoCdAGhYVecFczlXkGQuTAAAysk2bNqlDhw46ffq03Nzc1LBhQ1WoUMHqWAAAAAAAIBHoCZAGxcbc0u6FDWSPuSlJsrm4q0ClLhanAgBkNLdu3dLbb7+tp59+WqdPn5YkeXt7m8sAAAAAAKRVzAkQh54AadDlU1t05e9t5nq2x560MA0AICPat2+f2rZtq0OHDpltTz31lObNm6eCBQtamAwAAAAAACQFPQHSoKjroQ7rjz81wqIkAICMJiYmRmPGjFGVKlXMAoCnp6c+/PBDbdiwgQIAAAAAAMApMCdAHHoCpEF/bY770r/YUyOVLX8VC9MAADKKs2fPqnnz5tqxY4fZVr58eYWEhKhMmTIWJgMAAAAAAI+KngBpkLtXNnM5e0B164IAADKU7Nmz68qVK5IkFxcXvfvuu9q1axcFAAAAAACA02FOgDgUAdKgyEuHzeXszAcAAEgl3t7eCgkJUYkSJfTTTz9pzJgx8vDwsDoWAAAAAABJxnBAcRgOKI2JjblldQQAQAaxfPlylS1bVsWLFzfbnnjiCf32229ydXW1MBkAAAAAAEgu/6knwK1bfGGd3OwxUVZHAACkc1euXNGrr76qFi1aqH379oqJiXHYTgEAAAAAAODsXGy2VHk4gyQXAex2u0aNGqX8+fPLx8dHx48flyQNGTJEn3/+ebIHzGgMI9ZczlX4WQuTAADSox9++EFBQUFavHixJGn37t366quvLE4FAAAAAABSSpKLAKNHj9a8efM0YcIEh3GCy5Qpo88++yxZw2VIht1ctNmYsgEAkDxu3Lihnj176plnntGZM2ckSdmyZdOiRYvUvHlzi9MBAAAAAJC80uqcANOnT1dgYKC8vLxUtWpV7d69+4H7X716Vd26dVPevHnl6empxx9/XOvWrUvScyb5W+YFCxZo1qxZevXVVx2GCyhXrpz+/PPPpJ4O/3L59E9xKy4MxwAA+O/27NmjihUraurUqWZb/fr1dfDgQbVp00Y2J+m+CAAAAACAM1u2bJn69u2rYcOGae/evSpXrpwaNGigCxcuJLh/dHS0nnnmGZ08eVIrVqzQ4cOHNXv2bOXPnz9Jz5vkiYHPnDmjokWLxmu32+26fft2Uk+Hfzm1Z4a57ObhY2ESAICzu337tsaMGaPRo0crNvbOcHNeXl6aMGGCunXrJhcXepwBAAAAANKntHjD26RJk9SpUyd17NhRkjRz5kytXbtWc+bM0cCBA+PtP2fOHF2+fFnbt2+Xu7u7JCkwMDDJz5vkT/+lSpXSTz/9FK99xYoVqlChQpIDwJFhj5ucscATXS1MAgBwdr/88otGjhxpFgAqV66sffv2qUePHhQAAAAAAABIBlFRUYqIiHB4REVFxdsvOjpav/zyi+rXr2+2ubi4qH79+tqxY0eC516zZo2qVaumbt26yd/fX2XKlNHYsWPNz/mJleRvAIYOHaru3btr/Pjxstvt+vLLL9WpUyeNGTNGQ4cOTerp8C/G3TkBbC7Klu8Ja8MAAJzak08+qT59+sjV1VXDhw/Xtm3bVKJECatjAQAAAACQ4lxsqfMYN26cfH19HR7jxo2LlycsLEyxsbHy9/d3aPf391doaGiCr+H48eNasWKFYmNjtW7dOg0ZMkQffvihRo8enaT3IsnDATVu3Fj/+9//NHLkSGXOnFlDhw5VxYoV9b///U/PPPNMUk+Hf/v/IgCTAgMAkio0NFR+fn4Od/mPGTNGr776qipWrGhhMgAAAAAA0qdBgwapb9++Dm2enp7Jcm673S4/Pz/NmjVLrq6uqlSpks6cOaOJEydq2LBhiT5PkosAklSrVi2tX7/+UQ7FQ9zbEwAAgMQwDEOLFy9Wt27dNGLECPXq1cvc5uXlRQEAAAAAAJDhpNacAJ6enon60j9XrlxydXXV+fPnHdrPnz+vPHnyJHhM3rx55e7uLldXV7OtZMmSCg0NVXR0tDw8PBKVMcnfNBcuXFiXLl2K13716lUVLlw4qafDv9ETAACQBJcuXVKLFi3Utm1bhYeHa+DAgfrjjz+sjgUAAAAAAO7h4eGhSpUqacOGDWab3W7Xhg0bVK1atQSPqVGjho4ePSq73W62HTlyRHnz5k10AUB6hCLAyZMnE5x4ICoqSmfOnEnq6fAv9phb/7+U9mavBgCkLevWrVOZMmW0YsUKs61Zs2bKmzevhakAAAAAALCezZY6j6To27evZs+erfnz5+uPP/5Q165dFRkZqY4dO0qS2rdvr0GDBpn7d+3aVZcvX1avXr105MgRrV27VmPHjlW3bt2S9LyJHg5ozZo15vJ3330nX19fcz02NlYbNmxQYGBgkp5ckqZPn66JEycqNDRU5cqV09SpU1WlSpX77n/16lUNHjxYX375pS5fvqyCBQtq8uTJev7555P83GmNYRiKvPyXJHoCAADu7/r16+rXr58+/fRTsy1HjhyaOXOmXnnlFQuTAQAAAACA+2nZsqUuXryooUOHKjQ0VOXLl9e3335rThZ8+vRph3n+AgIC9N1336lPnz4qW7as8ufPr169emnAgAFJet5EFwGaNGki6c5YSh06dHDY5u7ursDAQH344YdJevJly5apb9++mjlzpqpWrarJkyerQYMGOnz4sPz8/OLtHx0drWeeeUZ+fn5asWKF8ufPr1OnTilbtmxJet60KvrGRXM59nakhUkAAGnV9u3b1b59ex07dsxsa9iwoT7//HN6AAAAAAAA8P9saXSkle7du6t79+4Jbtu0aVO8tmrVqmnnzp3/6TkTXQS4O+5QoUKFtGfPHuXKles/PbEkTZo0SZ06dTK7O8ycOVNr167VnDlzNHDgwHj7z5kzR5cvX9b27dvl7u4uSY/U+yCtCj+7x1z28StjYRIAQFq0atUqNWvWzPxvcqZMmTRp0iR17tw51SY8AgAAAAAAziXJY86cOHEiWQoA0dHR+uWXX1S/fv24MC4uql+/vnbs2JHgMWvWrFG1atXUrVs3+fv7q0yZMho7dmyCcxQ4oyMbh5rLmXMUtTAJACAtqlevngoWLCjpzp0Av/76q7p06UIBAAAAAACAf3Gxpc7DGSS6J8C9IiMjtXnzZp0+fVrR0dEO23r27Jmoc4SFhSk2NtYc7+guf39//fnnnwkec/z4cf3444969dVXtW7dOh09elRvvfWWbt++rWHDhiV4TFRUlKKiosz1iIiIROWzQmzMTXM5f9n2FiYBAKRFWbJk0fz58/XTTz/pnXfekZvbI/1nHAAAAAAAZCBJ/vZg3759ev7553Xjxg1FRkYqR44cCgsLU6ZMmeTn55foIsCjsNvt8vPz06xZs+Tq6qpKlSrpzJkzmjhx4n2LAOPGjdOIESNSLFNyuhV+WpLk7pVDuYs8a3EaAICVTp48qR49emjq1KkOQ9/VqlVLtWrVsi4YAAAAAABOgF7zcZI8HFCfPn3UqFEjXblyRd7e3tq5c6dOnTqlSpUq6YMPPkj0eXLlyiVXV1edP3/eof38+fPKkydPgsfkzZtXjz/+uFxdXc22kiVLKjQ0NF6PhLsGDRqk8PBw8/H3338nOmNqssfG5b9967KFSQAAVjIMQ3PnzlXZsmX19ddfKzg42JwDAAAAAAAAIKmSXATYv3+/3n77bbm4uMjV1VVRUVEKCAjQhAkT9O677yb6PB4eHqpUqZI2bNhgttntdm3YsEHVqlVL8JgaNWro6NGjDl+GHDlyRHnz5pWHh0eCx3h6eipr1qwOjzTJMMxFT5+EiyAAgPTtwoULevnll/Xaa6/p2rVrku70CEirBWwAAAAAANIqmy11Hs4gyUUAd3d3ubjcOczPz0+nT98ZwsbX1zfJX1L07dtXs2fP1vz58/XHH3+oa9euioyMVMeOHSVJ7du316BBg8z9u3btqsuXL6tXr146cuSI1q5dq7Fjx6pbt25JfRlpTlTkBXPZO1shC5MAAKywevVqlSlTRqtXrzbbgoODdeDAAXMyYAAAAAAAgKRK8pwAFSpU0J49e1SsWDHVqVNHQ4cOVVhYmEJCQlSmTJkknatly5a6ePGihg4dqtDQUJUvX17ffvutOVnw6dOnzYKDJAUEBOi7775Tnz59VLZsWeXPn1+9evXSgAEDkvoy0pzoGxfN5ZtXT1oXBACQqiIiItSnTx/NmTPHbMuVK5dmz56tJk2aWBcMAAAAAAAn5uIst+mngiQXAcaOHWsOUTBmzBi1b99eXbt2VbFixfT5558nOUD37t3VvXv3BLdt2rQpXlu1atW0c+fOJD9PWmfE3jaX85RsamESAEBq2bZtm9q2bauTJ0+abY0aNdLs2bPNgjgAAAAAAMB/keQiwBNPPGEu+/n56dtvv03WQBmV3R5XBLC5Jjy/AQAgfYmIiDALAD4+PpoyZYo6duwoG3crAAAAAADwn/DROk6S5wS4n7179+rFF19MrtNlOJGXjpjLLi5Jrs0AAJxQw4YN1aVLF9WqVUsHDhzQa6+9RgEAAAAAAAAkqyQVAb777jv169dP7777ro4fPy5J+vPPP9WkSRNVrlxZdrs9RUJmBEd/Gm0uu7h6WpgEAJASYmNjtWzZMhmG4dA+efJkbdy4UYUKMSk8AAAAAADJxWazpcrDGSS6CPD555+rYcOGmjdvnsaPH68nn3xSCxcuVLVq1ZQnTx799ttvWrduXUpmTddc3X3M5dxFG1qYBACQ3I4dO6batWurVatW8ebP8fLykqurq0XJAAAAAABAepfoIsCUKVM0fvx4hYWF6YsvvlBYWJhmzJihgwcPaubMmSpZsmRK5kz3bl6907PC5uKmrHnKWZwGAJAcDMPQrFmzVK5cOW3fvl2S9Pbbbys8PNziZAAAAAAApG82W+o8nEGiiwDHjh3TK6+8Iklq2rSp3NzcNHHiRD322GMpFi4jcXXPJEky7DEWJwEAJIfQ0FA1atRIXbp0UWRkpCSpcOHCWrdunXx9fS1OBwAAAAAAMopEz0B78+ZNZcp054tqm80mT09P5c2bN8WCZTQ2JgMGgHRjxYoVevPNN3Xp0iWzrVOnTpo0aZJ8fHwecCQAAAAAAEgOLs5ym34qSNI3z5999pn55UVMTIzmzZunXLlyOezTs2fP5EuXgdhjb0uSfHKXtjgJAOBRXb16VT169NDChQvNNn9/f33++ed64YUXLEwGAAAAAAAyqkQXAQoUKKDZs2eb63ny5FFISIjDPjabjSLAIzLsd4oALq7uFicBADyqoUOHOhQAmjVrppkzZ8YrmAMAAAAAgJRFP4A4iS4CnDx5MgVjZGz22NvmXAA2F4oAAOCshg8frpUrV+r69euaNm2a2rZtKxvdDwEAAAAAgIUYiD4NuPL3NnM5+salB+wJAEhLrl+/7jDGf44cObRy5Urly5dPBQoUsDAZAAAAAAAZGzflxXGxOgCk2Ns3zeWs/kEWJgEAJEZMTIxGjhypokWL6ty5cw7bnnzySQoAAAAAAAAgzaAnQFpgxJqLWfNWtDAIAOBhjhw5onbt2mn37t2SpNdff11r167lDgMAAAAAANIQFz6mm+gJkAbY/38+AEmy2VwtTAIAuB/DMDR9+nSVL1/eLAC4urrqiSeeUGxs7EOOBgAAAAAAsAY9AdKCe3oC2Fz4kQBAWnPmzBl17NhR69evN9uKFSumkJAQVa1a1cJkAAAAAAAgIfTYj/NIPQGOHTum9957T61bt9aFCxckSd98841+//33ZA2XUdjt9xQBbHTOAIC0ZMmSJSpTpoxDAaBbt27at28fBQAAAAAAAJDmJfkb582bNysoKEi7du3Sl19+qevXr0uSfv31Vw0bNizZA2YExr3DAdETAADSjG7duqlNmza6evWqJClfvnz67rvvNG3aNGXOnNnacAAAAAAA4L5sttR5OIMkFwEGDhyo0aNHa/369fLw8DDb69atq507dyZruIzi8smN5rLNhTkBACCtqFu3rrncqlUrHTx4UM8++6yFiQAAAAAAAJImybedHzx4UIsXL47X7ufnp7CwsGQJldF4ZPa/Z81JykcAkAE0a9ZM3bt3V40aNdSqVSur4wAAAAAAgERiToA4Se4JkC1bNp07dy5e+759+5Q/f/5kCZXRhB37zlz2yVXcwiQAkHHt2rVLAwYMiNc+depUCgAAAAAAAMBpJbknQKtWrTRgwAAtX75cNptNdrtd27ZtU79+/dS+ffuUyJju3bp21lx2dWeMaQBITbdv39bIkSM1duxY2e12lS9fXq1bt7Y6FgBkOGvWrEn0vi+99FIKJgEAAEB64EJHAFOSiwBjx45Vt27dFBAQoNjYWJUqVUqxsbFq06aN3nvvvZTImO7dOw9AFv9yFiYBgIzl0KFDateunfbu3Wu2LViwQK1ataLbIACksiZNmiRqP5vNptjY2JQNAwAAAKQjSS4CeHh4aPbs2RoyZIh+++03Xb9+XRUqVFCxYsVSIl+6Z4+J0u2blyVJ7l45+NIJAFKB3W7XlClTNGjQIEVFRUmS3NzcNGzYMA0cOJB/iwHAAna73eoIAAAASEf4bB8nyUWArVu3qmbNmipQoIAKFCiQEpkylBtXj5vLt29dtjAJAGQMp0+fVnBwsDZu3Gi2lSxZUiEhIapUqZKFyQAAAAAAAJJfkosAdevWVf78+dW6dWu1bdtWpUqVSolcGYdhmIu5iz5vYRAASN8Mw1BISIh69OihiIgIs713794aO3asvL29LUwHAPi3yMhIbd68WadPn1Z0dLTDtp49e1qUCgAAAM6CfgBxklwEOHv2rJYuXaolS5bo/fffV9myZfXqq6+qdevWeuyxx1IiY7p2M+Ifc9nVnS+gACAlrVy50iwABAQEaN68eapbt67FqQAA/7Zv3z49//zzunHjhiIjI5UjRw6FhYUpU6ZM8vPzowgAAAAAJIFLUg/IlSuXunfvrm3btunYsWN65ZVXNH/+fAUGBvJFyiOJq0nZY6IszAEA6ZvNZtOsWbOUO3dutWvXTgcOHOC/WwCQRvXp00eNGjXSlStX5O3trZ07d+rUqVOqVKmSPvjgA6vjAQAAwAm42Gyp8nAGSS4C3KtQoUIaOHCg3n//fQUFBWnz5s3JlSvjMGLNxax5yluXAwDSmevXr2vfvn0Obf7+/jpw4IAWLFigbNmyWRMMAPBQ+/fv19tvvy0XFxe5uroqKipKAQEBmjBhgt59912r4wEAAABO5ZGLANu2bdNbb72lvHnzqk2bNipTpozWrl2bnNkyBOOeIoDNxdXCJACQfmzdulXlypVTw4YNFRYW5rAtT548FqUCACSWu7u7XFzufFTx8/PT6dOnJUm+vr76+++/rYwGAAAAJ2Gzpc7DGSS5CDBo0CAVKlRIdevW1enTpzVlyhSFhoYqJCREzz33XEpkTNcMwx63YvtPHTMAIMOLiorSwIEDVbt2bR0/flznz59Xnz59rI4FAEiiChUqaM+ePZKkOnXqaOjQoVq0aJF69+6tMmXKWJwOAAAAcC5Jnhh4y5Yt6t+/v1q0aKFcuXKlRKYMxbDf0xPARk8AAHhUBw8eVNu2bXXgwAGzrUaNGho+fLh1oQAAj2Ts2LG6du2aJGnMmDFq3769unbtqmLFimnOnDkWpwMAAIAzsDnLbfqpIMlFgG3btqVEjozr3uGA6AkAAEkWGxurSZMm6b333lN0dLSkO8NIjBw5Uv3795erKwVWAHA2TzzxhLns5+enb7/91sI0AAAAgHNLVBFgzZo1atiwodzd3bVmzZoH7vvSSy8lS7CMwnE4IL6oAoCkOHHihDp06KCffvrJbCtTpoxCQkJUvnx564IBAAAAAABL0REgTqKKAE2aNFFoaKj8/PzUpEmT++5ns9kUGxt73+2Iz7DHFQHoogIAiRcdHa1atWrpzJkzku78G9qvXz+NGjVKnp6eFqcDAPwXhQoVeuC18fHjx1MxDQAAAODcElUEsN/zRfW9y/jvYqLCzWWbCz0BACCxPDw8NGbMGAUHByswMFDz589X7dq1rY4FAEgGvXv3dli/ffu29u3bp2+//Vb9+/e3JhQAAACcigs3XJuSPCfAggUL1LJly3h3WUZHR2vp0qVq3759soXLCMLP/WIuOwwNBACIJzY21mGM//bt2ysyMlJt27ZV1qxZLUwGAEhOvXr1SrB9+vTp+vnnn1M5DQAAAODckjwTbceOHRUeHh6v/dq1a+rYsWOyhMpI3L1zmMuemf0tTAIAaVd4eLiCg4PVuXNnh3abzaa33nqLAgAAZBANGzbUypUrrY4BAAAAJ2Czpc7DGSS5J4BhGAmOz/nPP//I19c3WUJlJEbsbXPZy7eAhUkAIG3atGmTOnTooNOnT0u6MwF948aNLU4FALDCihUrlCNHjofvCAAAAMCU6CJAhQoVZLPZZLPZVK9ePbm5xR0aGxurEydO6LnnnkuRkOmZYY8rAri4uFuYBADSllu3bmnw4MGaNGmS2ZYlSxbdunXLwlQAgNRw97PHXYZhKDQ0VBcvXtSMGTMsTAYAAABnkdCN7BlVoosATZo0kSTt379fDRo0kI+Pj7nNw8NDgYGBatasWbIHTO+u/L3dXLa5JrljBgCkS/v27VPbtm116NAhs61OnTqaN2+eAgMDrQsGAEgVjRs3dvjQ5uLioty5c+upp55SiRIlLEwGAAAAOJ9Ef+s8bNgwSVJgYKBatmwpLy+vFAuVUdjtMboe9oe57uLq+YC9ASD9i4mJ0fjx4zV8+HDFxMRIkjw9PTV27Fj17t1bLi5JnsoGAOCEhg8fbnWEh9q5epzVEQBAkhTYdYXVEQBAkhQ6u7nVERzwDUKcJN963qFDh5TIkSHFRkc6rGfKXtiiJABgvcuXL+uFF17Qzp07zbby5csrJCREZcqUsTAZACC1ubq66ty5c/Lz83Nov3Tpkvz8/BQbG2tRMgAAADgLhgOKk6giQI4cOXTkyBHlypVL2bNnf+AbePny5WQLl+4ZdnMxZ6F6stmoTwHIuLJly2YONefi4qKBAwdq2LBh8vDwsDgZACC1GYaRYHtUVBT/XQAAAACSKFFFgI8++khZsmQxl6miJA9DcR9ubC7MBwAgY3NxcdGcOXPUtGlTTZkyRdWrV7c6EgAglX388ceS7ty19dlnnznMQxYbG6stW7YwJwAAAAASxYWvsE2J+ub53iGAgoODUypLxnNPTwB6AQDIaJYvXy4/Pz/VqVPHbAsICNDu3bspNgNABvXRRx9JutMTYObMmXJ1dTW3eXh4KDAwUDNnzrQqHgAAAOCUknz7+d69e+Xu7q6goCBJ0urVqzV37lyVKlVKw4cPp3tuEhj3FAEkvvACkDFcuXJF3bt31+LFixUQEKCDBw/K19fX3E4BAAAyrhMnTkiSnn76aX355ZfKnj27xYkAAADgrOgJECfJt5936dJFR44ckSQdP35cLVu2VKZMmbR8+XK98847yR4wfbtnOCB6AgDIAH744QcFBQVp8eLFkqS///5bixYtsjgVACCt2bhxIwUAAAAAIJkk+ZvnI0eOqHz58pLuDOVQp04dLV68WPPmzdPKlSuTO1+6Zo+9HbfCna8A0rEbN26oZ8+eeuaZZ3TmzBlJkq+vrxYuXKiuXbtanA4AkNY0a9ZM48ePj9c+YcIEvfLKKxYkAgAAgLOx2Wyp8nAGSS4CGIYhu/3OMDY//PCDnn/+eUl3xnEOCwtL3nTpXOSlI+Zy9A3eOwDp0549e1SxYkVNnTrVbKtXr54OHjyoV1991Wn+gwkASD1btmwxP2fcq2HDhtqyZYsFiQAAAADnleQiwBNPPKHRo0crJCREmzdv1gsvvCDpzvid/v7+yR4wPTPsMeayt28BC5MAQPK7ffu2hg8frmrVqunw4cOSJC8vL3388cf6/vvvFRAQYHFCAEBadf369QTnGnN3d1dERIQFiQAAAOBsXGy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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:13,634 INFO:Ensemble on Dataset g - Loss: , Acc: 99.05%, AUCROC: 0.999917, F1 Score: 0.9906\n", "2025-03-24 03:22:13,786 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:13,862 INFO:Ensemble on Dataset h - Loss: , Acc: 94.95%, AUCROC: 0.9994414444444444, F1 Score: 0.9519\n", "2025-03-24 03:22:14,015 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": [ "2025-03-24 03:22:14,090 INFO:Ensemble on Dataset i - Loss: , Acc: 99.72%, AUCROC: 0.9999844444444443, F1 Score: 0.9972\n", "2025-03-24 03:22:14,247 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": [ "2025-03-24 03:22:14,324 INFO:Ensemble on Dataset j - Loss: , Acc: 51.15%, AUCROC: 0.3640104444444444, F1 Score: 0.0780\n", "2025-03-24 03:22:14,481 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": [ "2025-03-24 03:22:14,559 INFO:Ensemble on Dataset k - Loss: , Acc: 51.82%, AUCROC: 0.6087856666666667, F1 Score: 0.0790\n", "2025-03-24 03:22:14,717 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": [ "2025-03-24 03:22:14,801 INFO:Ensemble on Dataset l - Loss: , Acc: 81.70%, AUCROC: 0.6790663441280981, F1 Score: 0.6534\n", "2025-03-24 03:22:14,958 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": [ "2025-03-24 03:22:15,029 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2025-03-24 03:22:15,043 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:15,157 INFO:Saved aggregated ROC curve for a to results/roc_curves/Aggregated_ROC_a.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:15,242 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:15,351 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": [ "2025-03-24 03:22:15,431 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:15,540 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": [ "2025-03-24 03:22:15,625 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:15,732 INFO:Saved aggregated ROC curve for d to results/roc_curves/Aggregated_ROC_d.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:15,810 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:15,919 INFO:Saved aggregated ROC curve for e to results/roc_curves/Aggregated_ROC_e.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:16,019 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:16,131 INFO:Saved aggregated ROC curve for f to results/roc_curves/Aggregated_ROC_f.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:16,216 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:16,322 INFO:Saved aggregated ROC curve for g to results/roc_curves/Aggregated_ROC_g.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:16,406 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:16,513 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": [ "2025-03-24 03:22:16,596 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:16,716 INFO:Saved aggregated ROC curve for i to results/roc_curves/Aggregated_ROC_i.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:16,801 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:16,933 INFO:Saved aggregated ROC curve for j to results/roc_curves/Aggregated_ROC_j.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:17,030 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:17,161 INFO:Saved aggregated ROC curve for k to results/roc_curves/Aggregated_ROC_k.png\n" ] }, { "data": { "image/png": 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KlSt1QU3qGiBzpb4Pf39/k+8jdb8tY+/DVPKEQoUKGQ04zVWmTBmGDh3K0KFD6dGjByVKlABg8eLFLF682KB96uanYDxxhDEhISEAek8+U1+n1mWl7OzbHGl9tpycnOjTp49u3WCqkJAQdu/ejZ2dHQMGDNA7J/Wz07RpU5OfndQ1e6mfnTJlyjB37lxUKhXjx4+nWLFi+Pn5MWDAgCzf9Pfp06eA6c+oQqHQ1aW2fZG5e4+lpXPnzsTGxrJs2TIGDx78yv1JkpTzZHIISZJyReo0vKSkJKMpnFNvXlasWMEXX3xh8O24sel42VkHmNxkNXVaWNmyZWncuHGafRh7SmbquqbKL1y4wOjRo7G0tOT777+nS5culCxZEgcHBxQKBb/99hujR4/O8FOU1PdRpEgRg2D2ZS8nlMhOTZo00csOp9FomDp1KrNnz+a9996jcePG1KhRQ1dvbW1NtWrVuHLlCmfOnDErscPZs2cB9J60pb5+8OAB4eHhWTZtLLXvgICAbEu7n/pnaYqpz3KqESNGsGLFClauXMknn3wCwJo1a1Cr1fTu3Rs3Nzej1+vduzeOjo5p9v3iz3HChAn07duXHTt2cOLECU6cOMGGDRvYsGEDM2bM4Pjx40anpOa09H5e5hg6dChLly5l+vTpNGrUKN0sjZIk5T0ycJIkKccFBQWxZ88eIGW62cmTJ022DQwMZO/evXTq1AlANxXOVBpmU3WZPc8cqU9AKlSoYDQFuik+Pj7cvn3b5HVNlW/atAkhBBMmTODDDz80qE+dCpVRqe/Dw8Mjw+8DTI83KiqK6OjoTI3JmNSA8cyZMxw7doz333/fIAV7t27duHLlCps2beKHH35IczrfxYsXuX79OoDePk0tW7bE2dmZ2NhYVq1axaRJk7LsPXTr1o1t27axb98+goODzV6LlSo1o1tsbKzR+kePHr3S+Jo2bUrZsmW5c+cOJ0+epHHjxrrPxMvT9CDls3P37l0++ugj6tatm6FreXt7M2rUKEaNGgXArVu3GDFiBKdPn+bjjz/WTel9Famf0dQnY8Y8ePBAr21W+/3333FycmL+/Pk0bdqUAwcOGP0iRZKkvEtO1ZMkKcetWLECjUZDgwYNEEKY/C81KHgxSUTqVKALFy5w584dg75v3LjBlStXDMrr1KmDg4MDoaGhRvc5CgsLY//+/Zl6P61atcLGxoYjR45kaOpVs2bNAHQbAL9s3bp1RstT97bx9fU1qEtKSmLLli1Gz0u92Ta2nw6k7BVUuHBhbty4oQskzJH6xHDjxo0G+/oAetO9sopCoWDu3LkoFAoOHjzI4cOH9erHjx+Pi4sLoaGhTJ061WQ/SqWSCRMmACmJNV7cm8fFxUWXtOOLL77Q3VibEhcXx6VLl8wa/6BBg/Dz80OpVDJ27Nh0nxBduHCBxMRE3XHqzf3NmzcN2j579oyLFy+aNY60pKacX7FiBRcuXODq1auUKFGCVq1aGbTt0KEDkPIZeFUVK1bko48+AuDy5cuv3B88X5v3xx9/GE3+sHXrViIjI3F2dja5vu9VKRQK5s2bx7Rp03j69CnNmjXLsvcnSVLOkIGTJEk5LnXdUnpJA1KnWO3atUu3LsLPz48uXbqg1WoZO3as3jfu0dHRjB071ugUNQcHB95++20AJk2apLf2JTk5mfHjxxMfH5+p9+Pt7c2ECROIj4+nS5cuXL161aBNcnIyO3bs4NatW7qykSNH4uDgwIkTJ1iwYIFe+5MnT7Jw4UKj10vdp2rlypV67z8pKYn//e9/Jm/wixcvDqQ8kTIW4FhbWzNjxgyEEPTo0YMTJ04YtNFoNBw6dEhvb6bevXvj4+PD48ePmTp1ql4QcO3aNb766iuj43lVtWvXpk+fPgC6zU9TeXp6snTpUt3N6uTJk0lISNBr8/TpU7p27cqpU6dwc3Nj9erVBtf47LPPaNSoEVFRUTRp0oSdO3catNFoNGzdupU6derobaCbFmtrazZu3IidnR1bt26le/fuRv/cIiIimD59Oo0bNyY5OVlX3rp1awC+//57oqKidOWhoaEMGTKEuLg4s8aRlqFDh2JhYcHGjRt1n8/UspdNmTIFNzc3fvzxR3744Qej65MePHigl1Xy0KFD7Nmzx+CzKIRg165dgPEvBzKjT58+lCxZUrdB74tfHjx48ID3338fSJk6mBXJRtLy5ZdfMmvWLEJDQ2nZsmWam0pLkpTH5HwGdEmSXmdHjhwRgLC1tRURERHptq9du7YAxJw5c3RlT58+1e274uHhIXr27Cl69Ogh3N3dRbly5UTXrl0FINauXavXV2xsrKhTp44AhJOTk+jatavo27evKFasmChcuLBuj5uvv/5a77y09odJpVKpxMCBAwUgLCwsRK1atUSvXr1Ev379ROPGjXV7Mv311196561evVq351D16tXFgAEDRPPmzYWFhYX44IMPdPtcvSgyMlK3J42Hh4fo3r276NWrl/Dy8hLOzs5i4sSJJvc/qlu3rgBEhQoVxKBBg8TIkSPFRx99pNdmypQpur1nqlSpIrp16yb69+8vWrRoIdzc3AQgFi1apHfOkSNHhIODgwBEmTJlRP/+/UWbNm2EtbW16NmzZ7r7DhmT1j5Oqe7cuSOsrKwEIP7++2+D+o0bNwpnZ2cBCGdnZ9G+fXsxYMAA0axZM915ZcqU0duT6GWxsbGib9++up9J0aJFRefOncXAgQNFu3bthLu7u+4zvW3bNrPfnxBCnD17VvezUSgUonbt2qJ3796ib9++okGDBsLS0lK3l1RCQoLuvBc/A15eXqJbt26idevWwtXVVVSrVk107949zX2cXi43pX379rr3rVAohL+/v8m2R48e1e3Z5eXlJd58800xaNAg0blzZ1GmTBndPmep5s6dKwDh4uIiWrRoIQYOHCh69Oihe1+urq7i0qVLZv8s0/s9PXv2rO7PytfXV/Tr10907NhR2NnZCUC0a9dOJCcn652Tuo9TWp/B9KT+/F62aNEioVAohKOjozh48GCm+5ckKefIwEmSpBz11ltvCUD07t3brPbz5s0TgKhUqZJeeUhIiBg3bpwoXry4sLGxESVKlBDjxo0T4eHhus029+3bZ9BfbGys+OSTT0Tp0qWFjY2NKFKkiHjrrbfEo0ePxIgRIwQgfv31V71zzAmcUu3Zs0f07NlT+Pj4CGtra+Hm5iYqVaok+vfvL9atWyfi4+MNzjly5Iho06aNcHFxEQ4ODqJ27dpi6dKl4vHjx7ob9ZeFhoaK//3vf6JMmTLC1tZWFCtWTAwePFjcvXs3zZu9R48eiYEDB4qiRYvqAgdfX1+DdidPnhSDBg0Svr6+wtbWVjg7O4vy5cuL7t27iyVLlhgNeq9evSp69uwp3N3dha2trahUqZL49ttvhUqlyrbASQghRo8eLQDRsGFDo/WhoaHi888/F/Xr1xfu7u7C2tpaeHl5iTZt2ohFixYZ3Cybcvr0afHOO++ISpUqCRcXF2FlZSUKFy4smjVrJr7++muDDYfNlZycLJYsWSK6dOkifHx8hK2trbCzsxOlSpUSvXv3FuvXrze6SeqTJ0/EkCFDhJeXl7CxsRGlSpUSU6ZMEbGxselugGtu4LRx40bdjX9aGyenCg4OFtOnTxe1a9fWbZZcvHhx0ahRIzFjxgzx77//6treu3dPfP7556JVq1aiZMmSws7OThQqVEhUr15dfPzxxyIgIMCsMaYy5/f08ePHYty4cbrff2dnZ9GwYUOxaNEioVKpDNpnZ+AkhBBr1qwRVlZWws7OTuzcuTPT15AkKWcohHjNNq+QJKlAi4qKonTp0kRHRxMcHGx29jeVSkXVqlW5c+cOFy5coHbt2tk80vStWrWKoUOH0qVLF3bs2JHbw5EkSZKk15pc4yRJUr6Umj76RaGhoQwdOpTIyEg6d+5sNGi6cOGCwUL8uLg4xo8fz507d6hevXqOBk2PHz/m2bNnBuUnT57kgw8+AJ4v0pckSZIkKffIJ06SJOVLCoWC4sWLU6lSJTw8PHj69CmXLl0iLi6OkiVLcuLECV167Rf5+fmRkJBAtWrV8PLyIiQkhMuXLxMREYG7uzsHDhygVq1aOfY+VqxYwciRI6lRowYlS5bE0tISf39/XWbA4cOHG2wCLEmSJElSzpOBkyRJ+dL06dM5ePAg/v7+REZGYmNjQ5kyZejcuTOTJ082uVnpTz/9xNatW7l16xaRkZFYWFjg6+tL27Zt+eCDD4wGW9np1q1bzJkzh+PHjxMcHEx8fDxubm7UrFmTESNGMGDAgBwdjyRJkiRJxsnASZIkSZIkSZIkKR1yjZMkSZIkSZIkSVI6ZOAkSZIkSZIkSZKUDqvcHkBO02q1BAYG4uzsjEKhyO3hSJIkSZIkSZKUS4QQxMbGUqxYMSws0n6m9NoFToGBgTm++FuSJEmSJEmSpLwrICCA4sWLp9nmtQucnJ2dgZQfjouLSy6PRpIkSZIkSZKk3BITE0OJEiV0MUJaXrvAKXV6nouLiwycJEmSJEmSJEkyawmPTA4hSZIkSZIkSZKUDhk4SZIkSZIkSZIkpUMGTpIkSZIkSZIkSemQgZMkSZIkSZIkSVI6ZOAkSZIkSZIkSZKUDhk4SZIkSZIkSZIkpUMGTpIkSZIkSZIkSemQgZMkSZIkSZIkSVI6ZOAkSZIkSZIkSZKUDhk4SZIkSZIkSZIkpUMGTpIkSZIkSZIkSemQgZMkSZIkSZIkSVI6ZOAkSZIkSZIkSZKUDhk4SZIkSZIkSZIkpUMGTpIkSZIkSZIkSemQgZMkSZIkSZIkSVI6ZOAkSZIkSZIkSZKUDhk4SZIkSZIkSZIkpUMGTpIkSZIkSZIkSemQgZMkSZIkSZIkSVI6ZOAkSZIkSZIkSZKUjlwNnI4dO0aXLl0oVqwYCoWCbdu2pXvOkSNHqF27Nra2tpQtW5YVK1Zk+zglSZIkSZIkSXq9WeXmxePj46lRowYjRoygZ8+e6bZ/8OABnTp1YsyYMaxdu5aDBw/y9ttvU7RoUdq1a5cDI5YkSZIkSZIkyVxarZqE8DtEPT2LhZWdQb1XuU5Y2TrnwsgyLlcDpw4dOtChQwez2y9evJhSpUrxww8/AFCpUiVOnDjB3LlzZeAkSZIkSZIkSRmUlJREbGwsQUFBKBQK420iIhBCYG0RAWhQxEWR8OwY96JjsbGyQQgNGoVAoYlAq43FK/l2mtfUaAWWFinXajrmqgycssPp06dp3bq1Xlm7du147733TJ6TnJxMcnKy7jgmJia7hidJkiRJkiRJuSo2NpaQkBCCg4OxtLQEQKVScfPiBe4/eoybgz2PwiOMnmtjpcLDJQYPlzgc7RKpWPIpsQn2tK59Ra9dnJ2C289s8E7KeCix77yKnf+omT3KDntb44FaXpWvAqdnz57h7e2tV+bt7U1MTAyJiYnY29sbnPPtt98yc+bMnBqiJEmSJEmSJGWIWq1GpVIREhKCSqVCqVQSEBCAjY0N6qQkVAkJhFy8yKO4OBTh4dg4OqacBwRaWuIQG0uCc8pTGwsLDbbWakoVCaZVrSvExDtgobWgig9U8Um5XtP/rlvZ9zFqjSUJyba4O8fiZJ9sMDalEh7ftyIyzJJnTzMfOqjUgl93K9l1Rg3A7rNqeje1znR/uSFfBU6ZMXXqVCZPnqw7jomJoUSJErk4IkmSJEmSJKmgCQgIIDw8HH9/f+zs7IxOe9NoNFy8eJEiRYqg0Wi4du1axi/k4gKkBEhNq95gfN2LPHyW8mChZtkHmRx9LDFRFuzb64ijsxYLC4FapSAxIWvyyIXHaPl6XTI3HmtRKKBfK1da1i1EMnZYWNpkyTVyQr4KnIoUKUJwcLBeWXBwMC4uLkafNgHY2tpia2ubE8OTJEmSJEmSCoDo6Gi95R1CCAICArCwSAkk4uPjefz4MS4uLiiVSk6cOJGh/l++n31RMY9wSnqFUsIzDDsbJTXLPCAgtLBeG1trFb7eobrjjARMymRQq1OCuuN/OxjUx8dmXdLtGCs/omqv47dPRnHj8VlcXV1p6DSQ2ANFWXcApqzrgZ2LT5ZdL7vlq8CpYcOG7NmzR69s//79NGzYMJdGJEmSJEmSJOUHWq2WpKQkAOLi4oiMjNTVXbt2jWvXrumWf2Q3B9skJvXajk9h42uNXla+eGCG+hcCHiYXIjzRnruPHbmnKYaFQkvdhxczM9x0rbGex1XL9gAkKNz4rr0TPSs+r2+4dClvv/02q1ev5ue+h7n/NCVwbNijorHu8qxcDZzi4uK4d++e7vjBgwdcvnwZd3d3SpYsydSpU3n69CmrVq0CYMyYMfzyyy98+OGHjBgxgkOHDrFx40Z2796dW29BkiRJkiRJymYajUYv0IGUpz7h4eF6U+I0Gg337t3D8b81QADnzp3Dzs6OJ0+eZPm4bKxUODsk4uESg7N9ImV9ggiL88PeJpGapW/wOLY4b/ieJ0FlR5zaFiw0eNnGZekYHisL8WPom4SIIlR/dIZaITf/q1ECStyJpj4ZC7zS41btf8y9XYOrlu2IU6Q8DetXBWb9l8MtKSmJw4dP07JlSwCqVq3K6dOn//uzOgyAta0lNnb56hlO7gZO58+f1/1AAd1apKFDh7JixQqCgoJ4/Pixrr5UqVLs3r2bSZMmMX/+fIoXL86SJUtkKnJJkiRJkqQ8LiIigmvXrukyvQEEBQWRkJCgt6ziypUruLi4kJiYSGhoqLGusp1CqwFLBSWDL2HnoCHJsQhqexc+GrkRK0sNCUp7HGxMPZm6rntVzP0ZAA7WSThYJ5m83hOlK1HalGlzCgReFvGsjXiDQjY2BNgWJkBViKLeHhRy1l9+osEKl/vX6HD2j1d7wy8JtimHv31jACyFktE93sW7WFUAElVQcSEGUcSMZin/DwgIoFevXly6dInDhw/TpEmTlPdlItV5fpKrgVOLFi0QQpisX7FihdFzLl26lI2jkiRJkiRJksyRkJCAVqs1KH/y5AlHjhzB1taWc+fOZbjfqKioLBidcWXKlMHOzo6HAQ9xLeNCYFQIWrUKi0IJLGyx2qw+TAdNaQtTpzwJK2wVj1prwd7AuiyMacD/7oYTW8IVPxsbzrYqBYCiBEQBzkBlI3357FuH84PrRmoy56jbGOItPYi2LqYrWzhoAA42z5M3HLwPI3bqn2dnBTf/BxYKOHr0KH369CE0NBR3d3eUSmWWjS8vyF/PxyRJkiRJkqQsl5SURHR0tEF5YGAgQgiOHDlCcnIyLi4uREZGEhiYtVO/0lO4cGHCwsKoXr267umUEIKgZ2H4+pXD1s6e2HgtSo1ACIGFhSWuhYoSrYniaVQAZ+7bo7ayxcLrGe+/MY0y9iGvPKaHSncA/Gwi2B9bAR/rKI7FlUWNJf7JhVEAz9QueCY7UDvRkUrBSmxLlqOKwhmKlMDKyRWfOgm04wL+LcsAoBuV0GIb/gyrhJRpfbYRwXie/RuVkxs2MeatizLGNtCBZO9EXMJK8KTJ1/wVE47AEqHQTwjh7ezM1I7tdUGTWgtlfjbe5+1xKX8WP/30M5MnT0aj0VCjRg22bt1KqVKlDNrfv2w6MUZeJwMnSZIkSZKkPE6tViOEQKvVEhQUlOaMnVR3797F398fNzc3Xdm5c+fw8vLSmy734EFmU1hnTqNGjfRuqNVqNcWLF8fK6vltqaOjI4UKFQLQjTVZo2Tfkws8iYtg693zJFlFg4cVEJZykgvYK5S863WIzm5XuZpYVNdfn5op/69mH5Shsd6JL4arVTynoyqhQOBAEs6WCazxb0GipSXhtlbUjNVQ1r4wJYrXoIVPKWwKF6WEkycKFFhZWBr0maBNYEH07/qFQmAbHoRd2DOKHtlicjwZCZoKHyqOwyNnrOKssVBZ4tjtTQp98y4nwkPY73+f+6FhoNDfR+nnAf1wtrPTK7sQBD03Gr/Go4mQmJjI6NGjWb065WndoEGD+O2333BwMMzYp0pWv/BaY/Z7yStk4CRJkiRJkpTNNBoNcXEpTw+ePXvGgwcPCAsLIzQ0FFdXV4P2Wq2Wixcv4u3tnWbq6sx4cf14VnB3d6dYsWJ6ZUIIQkJC6NKlC76+vri4uJi9PUxoYhQHAi+jidIQnhzDP092U9Q6JWCwQktluyB6Frahkt0z7BUqGjg+4pGyEL42+skjzA2S7keVJDLUGg+hxsszmpAb1Xj0TxNKFrenfEUvcHaju/d/KbNtbMHbhzcaFAZr8/Yfuq+8z6mkU4RrwkGrxTo2EofYSFzuXsHtdtZmubN/7ESRHaWxVD4P2Eo/PYTCJiVA+njLVp69kGb9Rb+9NRgbK/1ATyuMB027BkA1r5TX69evZ/Xq1VhaWjJnzhwmTpxocj1TbET2ZyzMTjJwkiRJkiRJekXnz5/n0aNHxMfHc/fuXby9vXV1N27cyHS/WR00pad+/fp6x1qtlsTERCpWrIhGo6Fhw4ZYWFigUCiwt7fP9IL/xCQtx68kghCcuhtKqOVDAiLjifQ9BICzRRJfFtlFHYcA3vVNv7+XgyZzPNrxIVbWLvhVLEdpG0uwsIB6XfBraIXfyAx3p5MQ+YD7p38g3smeu8q72IU+wfPhLTwz32W6iuwohdM9N4Ny3xvbuR0RzuFbtznz4KHRcz9o24aqPsWM1pX6Sf/4jeKwtgdYvTCzb/jw4Vy4cIE+ffrQokWLNMf54Mrzz7NnCZc02+ZFMnCSJEmSJEkyw7Vr19i6dStBQSlPMlKnlqnVaoO24eHhWX59R0dHihUrRkhICL6+vnh4eKTZXqvVkpCQQN26dfWm67m4uODiYnjTmp1ZzzRagVKlZcudC/z6aIN+ZSHwtQ6nWfEnfOB1KGsuGFAItteEJGsoXw0S4iA+Fpq0g6IloFp9fD90TLcbc6iTY4gNvc7Z1W0M6rIqWLJz9kGtjEWdHINnuU5YWtmh/fE8TnfdsFAbbljr9E4f9nWuz5e7dhrpLcXnXTpT3L0QVhaG5ys1UO6Xl8ZgBX/0SnmauGTJUvr374+TkxMKhYIFCxaY90Ze+IzV71revHPyEBk4SZIkSZIk/efBgwdcunSJ5ORkHj9+jLu7O9evXzeaHcxYwJSeqlWrYmlpSXx8PPXq1cPJyYlixYrpre95kbOzMzY25k0JywvUGsGth0riErRExGj461IQl30XUdfhEVO9/6Z4chG+KPL85rml012z+954pD8e949grYnHWhNLLfcq2NlYQ6gzxNlCiYpQvjqUqQTVfKFlEbCyTr/jTIiP8OfsmjYo4189yYQpTl5VqdtvO7ZO3nrlQq3mftGWgLteuWO3N7EuXZwVtX25GhQEt26b7HtWrx54GQmeU3Veb1h2638pe2eNGDGCjRs3sm/fPjZu3JjpgNulsOEaqLxOBk6SJEmSJBUIWq2W4OBgvcQJiYmJBAcHExoayv79+ylXrpzBebdvm77BfPToUZrX9PLywtbWlvj4eJRKJYMHD8bOzo4iRYpgbf38pt3S0jJfBUBp0WgEj4NVBASrmbU6nIq+NkSEXqWi92WKuARQx+8oxRzCscKFqc2fUMz6+ZoaL6d7GbrW3QOwbxokRQNs4I2O9XCws6FwISeIAxq3BftIaN0dqtTJyrdpICnmKUcXVMiWvr0qdMW9RBO8ynfG3rVkmm1j/9hnUFY65BhJajVj16yDIMO1XW729rSuXImWFcrjmM5aMyHg9ksPTI8NBX//e/To0YNr165hbW3Nm2++mf4be4lamf8SQrxIBk6SJEmSJOVb27dvZ98+wxtJU9IKksz1zjvvUL16dSyMTHEqKJQqgUqdEoAKAQs2R7L/bDz2VjF0r76SGsXP0KzkcYp2r0I5L+N7CaV9+29IlZASKJ1dCmF3npc7OdjSv1MNivsWhYlfQbkqelO+slNSXAg7zozH9eyeTPfhVa4zAkHo3d2UbfYZbsUb4ObTAEsru/RPfknEt0uI/HGlXlmJf9Yxa9/f3Ax6ZtC+eKFCfNyhHU5mJuZIUkOFl2bdPXgX9u39i4EDBxIVFUWRIkXYvHkzjRs3zvD4D6/+V/daaNPPDJnXyMBJkiRJkqQ8ISoqCo1GgxBCt3/Qi+Li4oiJieGvv/7K1DQ5c1hbW6NSqejZsydeXl66J0c2NjY4OmbNmpi84mmIii2HYwkITvlZ2tsqsLaM48bdIKwsVDQqvR8765QsaPXd7/DR+F0GfZgKmoxJioYjs+HhCf1yVQIkx4Kzox2x8Un4FS9MIV8LOvRuh03XASlPkjy8Mv9GzSC0GgKvrScxJoCIh4eJDDilqzPMeZi+5uNuY+fik3UDBCLnrdYLmm5W9WPPsLYkHDO+LmzBwP7pPl1KdeA+jDSyHKqSu5Zvvv6Gzz77DCEEDRs2ZPPmzQZZFM1189QT3Wsbu/wXhuS/EUuSJEmSlC8lJycTEBDAtm3biIiIICoqCltbWywsLEhMzJo0xdbW1pQrV063BxBAdHQ0Pj4+ODg4UL16db1ECaksLCz0ptYVBHGJWo5cSMDKEu4/VbH/bDw+nlZYWiq4ei8ZgDfLb2dMnUWU8bz5/MQmmb/m8ogGJGptuJXsjXp9ALbh8Xiff4DVk3gA3FwcaFm3HH4+hXUPjSyr1sGyej0oWRbcvcA7czflmbXvW6dXOt/a3p03hh7BoVDpLBqRIeXdR0R8/RsAcU72/FunLAc7NQCt1qBtozKlGdmkMZZmPhE99sh40ASwpE0E9WotQAjBmDFjmD9//itNOS1Wzp3wp7EAdBiTvVMrs4MMnCRJkiRJyhAhRLqBztWrV4mLiyMwMJDTp0+bbJecnPzK43FycmL69Ok4Ozu/cl/53eNnKoZ9YXr/IgeLe4xsOJspjf6luNvDTF/neFxpVkc24L7SA028FrWDLd5n7+P8OJyud0OoEhsApARK1ds2Np5AYMosqFA902N4FVqh5WriZZ7Nb5bpPlpM8DdI3JAdhBA8bjyYr2a9nW7bxYMHYpeBLwBuhMJb2wzLn6cdL8yWLVu4efMmI0e+Qo52I2wd8t8XFTJwkiRJkiTJgFKpJCQkhODgYN1ansDAQM6ePUtoaGiWX8/b25uQkBCKFClCsWLFSEpKwtLSEj8/P712Tk5OuLm54ezsTMmSJbM1hXZeduexkoBgFdf8k9FqYeeJOIM2Djax1Ct5jPHNZ+AfVpn6vkfN7v9gbHksFIJErTWH4p6njb6ZVIQYrT21d92kl11hGnZsg8W2H7GxssTGxgqsHKFSGlMa2/SEes2gVIUcW6eUSqNKIC7sNtfOfEvczcytWXIr3pCaPdbkSMAEoAp4xuPaffjm2xEm24xu1pSGZTL+tCtRBR3W6Zd90QLcHm5HpVJhZdEbgEaNGtGoUaMM9/8yIQRXj6SdbCWvk4GTJEmSJL2mtFotMTExREZGcurUKU6ePJnt11QoFFSpUoVixYrRrl073VQ9ybSbD5O5F6DE0iIl0PhlcyRJycYX1vu632H5YMP9hDwc0w6aPgrsyvlEX5TC8NbQ1T+E6DJevJVcilGN2lHum6lYFC0FAXdg4x1wMLGOpmQZ+PhHsLQCS8t03mX2iVNHc3J2xtYbaYtVxCExmTINP8CrfBds7N3TPymLqUIjeFinL8fa1EZrqf87Ym9jTXlvb/rUqU3xF6almkMI+PEf+OmsfnnHMlrubf6cr776EgcHB6pVq0aFClmXRfDhVf3U7RaW+e9LDxk4SZIkSdJr6MSJE6xbty79hmlwcXGhRIkSRuuEENy/f58BAwYAUKVKFRwc8t++Lbnl8TMVa/6K5sC5BLPaezgGM/nNj2lYyrwNZBeENeVwXHmC1cb38vEMTaLP0n9JCA2l/bJl+Hi5wvcfwF+7UxoE3DfecbkqUK85tOyS40+UjNn/aAnade+Z3b7p2Gs4uPll23jM8c+tOyxOnd76veH0uKVD3zJ7/VKqJDX8eRNmnYLIJMP6cvaRPF40mMV7Up7EjRo1itKls3bN1rnd+nt2WVnnXjCdWTJwkiRJkqTXhEaj4Z9//uGPP/5INyudt7c3wcHBlClTBj8/P1z+2ywzKSmJSpUq4efnZ3LTVilzLt5OYuWuaK76m173ZWcdz7imXxCZ6AFAzXJ2OFqHUMpxtclzrh605t59B5a17k+sxg4NhjfdNlEJNLQoSpdmPannUwULhQUMB+JiYfooiI0yPXBrGxg2KWUKnkXeuBne/+9XaHd/l6FzWr3/DCubV0sUkVna+ETi/z7JhKinabab2KplhoImY+nFX6YMusbDzd3x9/fHzs6O33//ncGDB5t9DXO9GCh1Hl8vy/vPCfJvPEmSJEkqgDQaDVeuXOH69etYWVlx/Phxk23t7e2pWbMmAC1btsTHx+e1XTuUk4QQ7D4Zz4/rItJqhZt9OOW9rjK+7WaK2xumBDdm9ywbfi/XlfBqJcCXlP9e2nu0vX15xpdpj3OJElgYm0o3awrcuWr8AlXrwfjPUgKlPDTVMlAdyLG/hlDo2j9mtS9cui21em/AwjL3NieOWvwHz2Yu4rtvhhut901UoS3qySedO2JvZuIHjRZ+uwjfpTP7dqrbRt7/ZDjPEhLw9fXlzz//pHbt2hl9CxlWrYVvtl8jO8jASZIkSZIKCK1Wy/Xr11m0aJHZ54wZM4bq1XMns9nrSKsVBIWrWbs3hr2n44228XQKZPng1sQrnfF0MtzUNC3ngoryWWJ34nqmvbnqX+2+xsna3rAiNgom9Td9Yt9R0LZXhsaUE2I0May/+wV+WxeT3oqfVpMDsbI1PkUxpz0bNo17l6+xxEjQNG7bGWotnolVUc8M9RmTDNUWG69rUgLG14c3fFJmUk6Zco6EhARatWrFhg0bKFy4cGbexmtDBk6SJEmSlE+EhYWhUql4+vQpQghUKhW3b9/m3LlzGeqnZMmS9OzZkzJlymCZi4v2CyqtVrBhfwzBERpOXEmgjI8NCgWcu2G4uGRogx9pWOogUYkeBlnvHGyMB1YA1686svuqH6E1fVG62qMA7iZ7EqM1EgwBxR0KU8jWme6+jWjjU1v/ieK2lbBrPTg4QYJhdj4AajSAsdPAKm+kkBZCEKWNIlkk80fMBnz/XIRfaNrT3AqVaET9wX/n0AjNE/PXMZZ8Z7iOaXHTltgNH5qhvtRaaLcW7hl5gOnlCGdHGi47+/bbbylbtiwjR46UU2/NIH9CkiRJkpTHnTt3juXLl2fqXDs7O9555x0cHR0pVKgQTk65s4ajINJoBM8i1Ow8HsfBcwmER2uMtjsfox8wWSg02FknsGtM1Qxd79SDolxxLsPfsZUIs3eC+v9VpLGl1hueFZlVf5R+oCQEfPMePHuiHyiZCprmrAU3jwyNNauphZpQTSgH4w8Srg3XlVsmxlNx5Tdpnlu5/XxK1MraPYiyQsKx86wf2V6vzN7amoWDBmR4quwf1+HDA8brjgyBUv89hrt06RKzZ89mxYoV2NjYYGVlxejRozMz/NeSDJwkSZIkKY+JiopizZo1qNVq7ty5k+HznZ2dGTp0KJUrV86G0UkAp68m8s3yMOKTjKcFh5RMd+W9ruLpFMSAOouISPCkUpHLZl9jXmgLtkTX0i+MMt3ew8aZCm4l8LJ3Y2ylLjhYWENkGJw7Bns3wmN/8CwKoaY3yNXp1B96DDN7rNkhShNFhCaCnfE79cotkhIovWEuVknpZxysO3A3Hr7Ns2uImZZ88z5BvSbx4IVNbX093JnZtUuG+nkQCS1WGa/rWxlmv5CZfs2aNYwaNYqkpCTKli3LF198kZmhv9Zk4CRJkiRJeYBGo2Hnzp38/Xf6U4nq169PUlISFSpUQKvVYmdnR+XKlSmUwf1cJPNptIJz15M4cC4eF0cLth3Vfzpjbx3HkPrz6VFjJY8iylLO67pBH94upqeSDT7bl7DChRHRKhKczXsq+G7l7iRpldQtXJ5yLj5YqVSw/09IiIT53YyflFbQNGs1uGdsPU1WSdImEawJZlvcNuMNhKDir9PM7q9kndFUavtD1gwui8XtPkbwsE/58oWgCWBGl84Z6mf+mZT9mF5Wzh32D34+LU+lUjFlyhTmz58PQIcOHZg0aVKmxv4qbv3zJMevmdVk4CRJkiRJOUCpVKLRPJ/KpVKpCA4O5u7du+zaZV6mtBkzZuDt7Z1dQ5SM0GgEY79/xr0nKoM6BVr+1/RL6vqdxrfQTV25saDJmGtJRYlQOzDjWSfU7pagBZxNbCYL9PJrQrw6iUlVe+Jg9VLyhzW/wBHzPkc6tvYwdwPYmL5mdlIKJYui0k9kYhUfQ9nV35vdb4sJ97B1KvIqQ8s2TzuOJencNYKLGG6oa2HG9DylBtZdgxlHjNe/OC0PICQkhL59+3L0aMr6uU8//ZSZM2fmytrGmNDnTwjz4+a3IAMnSZIkSco2MTExREdH8+2332bq/MaNG9OuXTvc3Nzkwu0cptUKdp6IY/6GSL1yC4UGb+enVCl6nk/amfet/akLHgS5e3Hb35knlOCqXwnA9I2jt30hghNTrru51XS87Y08SXx8D07uh4Pb0x9AMV8o7A3V6kHT9nkiwYNWaE0GTZaJcXid+gvXu5cz3G+bj6KwsMh7vytCCO4XbQkaDYfa1+XkmzX16pcPG5JuH3FKqGIizhxfD6Y00i+7ePEi3bp148mTJzg5ObFq1Sp69OiRyXfw6q4de6x7Xa5esVwbx6vIe58sSZIkScqn1Go127ZtQ6VSpblvUloqV67M4MGDcXV1lXsp5bA7j5XcfpTM5bvJHD6f+u24oE+t33mn8XdYWhhP/vCiJ+dh33SICwZVImzfOQlcSdlDyc/0ecPLtcXFxpHuvo2wMrWJ7N3r8ONUUCnTHkTxUjBoPDg4gk8aF80l0ZpoVsSseF4gBO6XjuF1NnMZ75qPv4Odc969ERcaDfeLtABg+f+68MRP/6nxgPp1zfpdNxU0nX8bPB0Ny52dnYmNjaVChQps3bqVSpUqZXToWUYI/bWA9k65t2/Wq5CBkyRJkiS9ojt37jBv3jyz2r548xIcHEz58uXx8PCgQYMGcg+VHJas1HL9gZIP5ofolTvaxFCr+FW+7jICO2vDFOLGzK8Dqv9iLQcvL1SJISlBUzq2tf4cDzsjewppNRAUALHRKcdLZ6ckekjPgm1gm/YeTrnlRvIN9ifsB8AmIhiPy8exDQvELiI4w301HXMVh0KlsnqIWU4kK7lfvBUASXY2BkGTp5MTb1asaPL8yET4/SIsOG9Yt6s/VHtp5q4QQheElStXjr1791KpUiVcXV1f7Y28orO77uodO7rmzc9oemTgJEmSJElmUqlUXLt2jTVr1lC2bFkUCgVBQUGEhoameZ6fnx+VK1emY8eOWFhY5NBopVTRcRoeBqk4fyOJ+CQtF24lERiqRqN93qac51VGN/mG2iVOmdVn8A2ICYTL6+HaY3dia7pTd9Y3BLkoOBJ6i6AEw8101rWYir1VynoiNxtH/SdLGg2c2Ad7N6WsOXr60Lw312cUVKgGfuXNa58DtEJLtDaaR6pHHE08ig02KHn+lKzEzqU4Pr2f6f7bfhyDQpG3f4+0cQmETp5F3NaDAES4O7Pg4356beb06YWHo6PJp03LLsHMY8b7fzTRsCwoKIh+/frx2Wef0bp1awDeeOONzL+JLPTv4Ye5PYQsIQMnSZIkSUqHVqtlzZo1/PPP8xRWV69eNdney8uLwYMH4+7ujru74SJwKXtptYLAMDURMRre+zHEaBsLhYYFfXtSzPUhrvZRZvW7sDEkRIDa1orrw5vysFNNmPq8/lzkaYg0fq7RtUpnj8CBbXD/llnX15kyC8pVhTwWhMdr41kSvcSg/MWgyW/Tz9iFP8tQv9U6/453pR5YvpwQIw972mksyhspwWGyrbVB0FTdx4fCRvZUS1DBPn+YtA9MJbq//I5h2alTp+jduzdBQUGMGTOGW7du5al1kUEv7Mo7bnHHXBzJq8k7P1FJkiRJykMSEhI4dOgQe/bsMfuccePGUaVKlWwclfQyIQQx8SmPjtbujWHzoVgAPJ0C6VhlA31rpSz+KOb2iK7V1vIgPOXJTCmP9PfHurEDYp/B8bkpx0VHD6FQh6YstLyRoTEe7jg75enS3euw+qeUKXeJ8ead7OQKzf7bJNXSCt7sCs65O+3qZUIINsVuIkiT9v5QRQ9uMitoci1al+rdlueLqXimKG/cJ8nOhh9mDEZraRjgTmqTMn1PCPjpLGy5CY+iTffXtTx80gSKOuuXCyFYvHgxEydORKVSUaVKFbZu3ZqngiaAszufT9XLr4khQAZOkiRJkoQQgvDwcBISEli8eDFRUVFpti9evDht27alQoUKACgUCpyMfHssZQ+VWvDjugj8nyj10oSX9/qXj9qsoF2lLSbPTS9gOj4XLqwCdVLKk6UkDyc6ntrE++GpAbTpoOmdih1RazV42xeigmtxSjh6YfPbd/BOJ/PemK09aNTw6XxwdU8JkPJ4ghCt0PJz1M9G67w0LjiFPcP19A4Sn5l+Quvu2wyNKpGqHRfg5Jn/N20O7D2Jy3XLsbOv4ca7pQsX5rMuKZ+HlVfgsyPp9/d1Sxhc3bA8KSmJcePGsWzZMgB69+7N8uXL89zfRTHh+hsVFy2Tf/ebk4GTJEmS9FqJjY1l586daDQakpOTuXjxotnnurm5MX36dOzt7bNxhJIxQgh+3x7Nhr9jDOrqljzKrO7pp3N+kTIebBwhPgx+bQladUp5kpsDwU1LcXVUCzT2KZm/Doabfuq4vc1M3G2dDSv2bYFNv5s3mPe+gkq1IBf21skMIQTnks5xOum00foG1nXwuXeXG39NACAxjb4aDj+JS5Ea2TDK3KF6EszJpFh2Gwma6vr6Mv7NFgC8sytlSp4p7crAmDpQq4jx2Dk2NpZWrVpx7tw5LCws+Pbbb5kyZUqezMSpVupno8yviSFABk6SJElSASKEIC4uDq02ZeqWVqslMDAQAI1Gw+LFizPcp5ubG5MnT5YZ73JBYpKWITODCI82TAPuZBtNpyrrGd0knT2yCk1A2DXlzpYt3Nn8B49OQZKRKVGBb5Th3KddzRrX4LKtqO1RlnqeFV4acDwc2Q1blhk/0ck1pc3AsVCzEbjmz2/ejyYe5UryFcMKIWh+9i7Blz4ljVlnOnUH7i5QQZM2LoFzHd5h9+SeeuU1SxTnvdatdMd3wo0HTdv6QQ1vsDAj9nFycqJy5cr4+/uzYcMG2rRp86rDzzZRIc+npb7RvUIaLfM+GThJkiRJ+d7169dZunQpSUnmpY42pUSJEjg6OuLr60vHjh2xts79jUJfR4+fqZi2OJQnISmPgSwtVPi4PqRy0Yu0KLeb+r5H0+7A4zNwfxcsPdjatSv+O/Wnkimd7Tjw63CKhCux9SzMPce090Vq41ObOFUSvk5ejKtsJLgKfASfjU57TAu3p2TLy+ceqx4bDZpKBITguHs+5iYWrzdwD+6+zbJ2cLlIaLXcK9Oe374bqVc+tUN7KhR5njP8SQy0WaN/7vFhUNKMZWtCCJKTk7Gzs0OhULBo0SJmzpyJr69vFryD7HPjRIDudcjDqNwbSBaQgZMkSZKUL2i1WkJDQ4mLi+PRo0ckJyfj7+/PjRsZW6ifqkaNGrRt2xYrKyuKFCkig6Rcpkl+wj+XbrHn+GPKe/3Lqv7zM96J72mwawAKBRqVip9dHFEn6K+viPYrzJGf3wIgwNkOMB40DSjdkpJOnrTxqY2tpYnNOrUamDEWgh6bHtMXv0Gxkhl/L3nQxaSLHE/U39h5QNIbXFrRysQZhuoN+gv3kk2zemi5Sq3VMmfKl9x6KWga1vANXdCUpIYlF2H2S7Mbpzc1L2hKSEjgnXfeITIykp07d2JhYYG9vX2eD5oAln94UPe6VtvSuTiSVycDJ0mSJCnPu3btGgsXLjS7vYuLC6VKpWTkiomJoVChQhQtWhQhBIULF84ze5tIKdPxVP5v4GJ5jsZu0LhLBjtw7gNuo8HhTVAoUMbGcn31ag6OG6fXTG1rxZFFw4n3THvh/I8NRhtOwTPFVNKH6g2g32jwzr/Zw14Wog4xCJre+Ocqly5/mu655Vp8Qak3JuXJ9TdZ4e2Vq6Gqn16ZQqGgeYWUDI6HHsDwHcbPHVkr/f4fPnxIjx49uHz5MpaWlpw5c4aGDRu+4qhzTnLC8wQuddqXzcWRvDoZOEmSJEl5yo8//si9e/dwdExJIx0fb2baZmDUqFFUr14dy3yyyP51tuVQDAs2R7J5ZD3cHdPeQFjHqRso7MB1MDi2A4U1ythYri5ZxuH3Whs9RQA7t76LsDL+mfir3dcAOFjZYmHupqrH/oJVRp6IDZsETdqZ10c+oRIq/oj5g3BtOAAeFw7jee4AAFHpnNvsfzewdy0YT9uMiUtKYvz6PwzKK3l58WHH9igUCnpshItGsrRPrA+TzYh9Dhw4QL9+/YiIiMDT05ONGzfmq6BJlazWO67e0i93BpJFZOAkSZIk5bg//viDY8eOUbx4cQICUua/KxQKhHi+5aOpgMnJyYn69euTmJhImTJlcHd3p2TJkjg4OOTI2KVXE/TsMev/XIuNZTKH3p1pUL/p0kja1knC1aMaOPcAm/IGbcJv3sR/1zyeHj+O/86daV5vx85JRss/qzWINj51Mjb4mCj44WN4+tCwbsE2sM2/2cJMWRj1/ElvxcXpP10CKFSyKTW6LcfWqUh2DSvXabRao0HTl/7RlBg+FABfI7F1naLwXSso75F2/0II5syZw8cff4xWq6VevXps2bKFEiVKZMXwc4xKaZjYJT+TgZMkSZKUIx48eMCVK1f4+++/dWWpQROgFzSl8vT0BFLWN4WHh/O///2PqlWrZv9gpayliSDq8Rzckr+lKDD5TePNbljep88Aw01Pox8+5NycOVxesMDsS4Z8N4rTVQyn5VVwLc6PDUbjYuNo5tg18Nu3cOGE6TY/bymQQdO22G2610WObk23vZNXVd4YchhL64Kdrv+bPX9xJzjEoPzjT5ZTIugIAAvOGZ73SwfoYvg9gFHvv/8+c+em7Lw8YsQIFixYgJ1d/vuM3Tv//HFb8QrpRIv5gAycJEmSpGxz7NgxduzYQcJLC/RNKVmyJGq1GiEEU6ZMyZc3CtJzgWFq9uzfy9u1uuCWXuNy0VS2dNEdJkVFsbJ6dWJfCK7TUqFfP0qMf5uNtgEcDza+2eqxTj9kbJ3NTzPg3zOm62cshBL5e7G7MUIIbitv80j9SFfmdvN8mufU6LGGIhW7Z/PIct/Mnbt4EBZuUD516jLKPfibb0/A4guG5936H9hnIP/MoEGDWLp0Kd9//z2jR4/Ot+vDNGqt7rWPDJwkSZIkyVBAQADffpvO/jrAvHnzsLExkbFMype0WsFXS+7zWbOyFAPeNrH4/X5cP0qXbQ9WXuDYQbfLpyohgQUeHqjNSC3f9NtvcStTBr+2bTkce5cJl9eZbLu77Zfm33we2gHr0khGUr0BGJlmWBAcTTjK5eTLemUVfp1mtG2JWiMp22waNg6eOTCy3CWE4MDNWwZBU9GAUIYt2MmzI3/x1lpbgo3MMD461Lyg6dmzZxQpkjK9sU6dOjx8+JBChfLnXl/GlKrhnX6jPE4GTpIkSVKW0mq1aQZNgwYNonTp0hQtWjQHRyVlG3UYIvw7AiOsUauU+Nr8yGcmtue5/OQNrsQvpVebipR2MEzEIIRgXaNGJoOmigMG0OTrr3ErpT+dLzgxkq9NBE0b35xGUQd3M9+LGsZ0Nl5XzBc+mQt2BXct3V3lXYOgqdC/J1EYmUZbo8dqilTskUMjyz0Hb95i9T/GnzoOmHeQd0asYt0nH8DfRpuwsz/4uaV9jdS/M7/++muOHTtG3bp1AQpU0FRQyMBJkiRJemVCCA4cOMDWrcbXQXz++ed4eXnl8KikbCMEqANIejQcO/UhFICPAkjj4WGw8wlqtm5MTRP165s25ekJw3VEDT75hCZffWX0aVFIYhRTzy/jTvQTvfKOJerzToWOeNi5GJxj0r9nUqbmvaxkWfhoToFcw/SiIwlHdBvbWiiTcXpwg2KHN5ts712hW04NLVcERUcz9c9tJut7rzrAOyNWm6zf0AsaFk//OjExMQwdOpRt21KutXPnTl3gVBAYW7uan8nASZIkScqU8PBwQkNDCQ8PZ+3atUbblCpViilTpuTwyKRso4mFh7VBdQ+A9EIJpcNgbEqsAoUCY5N0hBBc+fVXDowda/T895KSsLK1fX55oeXf8PtohJZJZxYbPae3X1MmVs3Ak5BHd+HLCcbrvlkGXgVnLyZjLidd5mjiURQaNRZqFaX/mIdVQlya57R6PxiFuanb8xkhBJ/v2MWjiAij9TZJSsbO2cz26n0M6oo5wazW0NTMPWlv3bpFjx49uHXrFjY2NixatIgRI0a8yvDznH8PPcztIWQpGThJkiRJGXLjxg1++eWXdNu98cYb9O3bNwdGJGU5bTyEfASWLhC9BjThINJO8JGgdGT+iSU0rGqLm0clalapmNYDKKIePGBJaeOJFSysrXn73j1d0BSZHMvqewfZ9OBYmmNo61PH/KBJo4HRJjawBViy17x+8iG1Mo6HZ34iVh3JvZDjVLx/zexz6/TfgZW5GQnzmccREXy23Xh6+4lfrcMlJuV3QIuC5S3e1qt/NDFj19q+fTtvvfUWsbGxFC9enC1btlC/fv1MjTsvs7R+HmArk9RptMwfZOAkSZIkpUmpVHL27FkAtm7dSmJiYprtp02bRrFiBftb+gJJeR8C+4P6GajNy2QHsP78GGLsPmZ0b1+mVk+7rRCCs99/z/GpU022efkpE0DX/Uam0L3grbKtGVquNbaWZiYa0aYRNM1cDD5+5vWTzzw8u4DbBz/SK8vAZEZqdF9F4VImcsnncwEmgqbaJUvQqf/zz9+Dwn6MHKM/Re/syIxd6/Dhw3Tv3h2AZs2asWnTpgI7lXnfb5d0r2u0MtxqIL+RgZMkSZJkVHR0NFPTuMFN1b59e+zt7alduzYeHvk/3exrRXkXlP7wpINZzcPivCnsFMzmSyNZf34skYmezJ/sRbWy6a//USclMc/e9P4+Q69epXDlyigsUr6hjlLGsffJeRbc2GHQ1snanl5+TfC0c6WtTx3srWwN2pj0y0y4fNqwfOw0qNPE/H7ymaMLKpEUY35A/CInzyo0HHYMi4z8nPORZLWa6UaCpt+HDCbsrakkAPE2DnT5cJ9BG29H8DbcLixNzZs3p0uXLpQuXZrZs2djbZ2BPOX5TFTI8zSDRUq75d5AsogMnCRJkiSd6Oho1qxZw71790hOTk6z7ZQpUyhVKv9/g/ha0ibAnfSnW10MaMS68+OITXLlbmhV4HmChoMLSqSZ3jv26VP2jRzJw337cPDyIiHEcMNQgLa//Ub1UaN0x/4xgQw7Nsdkv/vaf4ODVSYSNaS1lun3v3Tp0Aui8xu6Zypoajb2OvZuZi7YyaeEEIxerb9Gs0PVKvSrVxd/z6YALGs+kjVNhxk9f1lX865z69YtfH19sbe3x8LCgi1bthTogMkYL1+33B7CK5OBkyRJ0msuPDycn3/+mRATN7apypQpQ6NGjQCoX78+lpaWOTE8KTukETR98dcvHLnbmReDpBe1qe/ApIHuBkFTYkQE11euJPLOHa4s1k/cYCxoGhsUhON/e9YAaIWWT84v52TwdZNjO9RxFtYWmbh1SU4yHjRVqgnvflFggyZ1cgwHf0x/2qxn2Q4IrRqfGkNxL9kEG4fCOTC63Lfn6jU2ntffrbaMpyf96tUl+XpKApSdtbsaDZoWdoSOZc376GzatInhw4fTq1cvVqxYgUKheG2CJitrC9SqlE1wrW3y/78ZMnCSJEl6DUVHR7Nq1Spu3ryZbtvOnTvTsWPHHBiVlK2Sr0HY1xC7waBq5Zn3CIvzZt/N3qi1huuEmtd2oE8rZyqXSpmqpVEqufLrcmKfPCH8+nXumkhD/yI7d3eSIiOpNW4czWbNwvq/aXtqrYbLEf5M+sd4lrzWxWoxpFwbSjkXMVqfpuQkuP0v/PSZYd28jeCUkRU++UPI3T3c/HsySTFP0m5Xvy1vtfozh0aV98QnJxsETQDTO6f8XffVZ8dZNe24Qf3QGvB5c7AwI2BSq9V8+umnzJo1C4CnT5+SmJiIg0PB3QvsRXFRSbqgqUytTPz+5kEycJIkSXpN/P7771y6dCnddg4ODtSqVYsePXpgb2+f5nQsKR/QJkDIZIj61Wh1q58eINBPLV2muDWfv12YIoWtsHzhDjH2yRP2DBlCwOHDZl++yddfU//DD7Gw0r/lCEuK4UzoLb67YhjIAQws05KxlbqYfR0gJenDrvUQHQlHdxtvU64KfPRDxvrNB4QQ/P2ds1ltH/QeR/dSk7J5RHnXw7BwPt+5S6+smKsrX/dI2ZvqyIEHrGo23OC8z5vD8JrmXSM8PJz+/ftz4MABIGVq8zfffIOV1etz631y8/Mv5hJi0p76nV+8Pn96kiRJryEhBFeuXOG3335Lt22/fv1o1qyZDJTyMyEgemlKsBS/G+L/TrN5x4U39YKmZdOL4lvEyuAzEHzpEqtr1zZrCBUHDMC3dWuKNmiAR+XKRj9PC2/sZP1908HX0U5zsMjMPkFju4EmnZTH73+X8X7zuAdn5nPn0KdmtX3aqi9jyn2fzSPKu24EBjFrn/7vRceqVelbrw4ADyJh6HXDtZunhoOPmQ8oL126RM+ePXn48CEODg4sX778tdya4cVgqXKTErk4kqwjAydJkqQC6vr16yxYsMBkvYuLC3Xq1KFbt27Y2JiZxlnKmzTRcNfNrKbzj3zBvht9SFKnTBeqVtaW3m8607Sm4fShuMBAFvv4mOyrSP361J00CdtChSjerJlu+p0xSRol3fbPIEFt+pvnEeXb8VbZ1pkLmu5cMx00laoA3d6CqnUz3m8edmPfJAIu/m52+zvDPqWNewY2By5gNp67wJ5rhntWdapeTfe6xSr9ulUV7tK8fTmzr6FUKunWrRsBAQGUKVOGrVu3Uq1atfRPLICWvr9f97peJ/N/hnmZDJwkSZIKmP3797M1jTUn8+fPf20WJhdoQkD8Hng2BtRpr2cBOPuoOT8d+ZLA6JQsaaWLWbN4ahGsLA2fCAkhOPPNN5yYNs1oX02++opa48dj6+qa5jWTNEo+PreUh7HBhCfHGG3T268pVQr50qRIVezM3YcpVXQE3LwMS2YZ1r3/Lbh7gbfpwC+/EkLLgTleaNVJabbzqtCVsLptuOH8/Gdf0bZidg8vT/r50GEuPHqsVzawfj3aVqmsO/7ylxvA8+NmNw7TfGLLDF3HxsaGFStWMG/ePFauXEmhQoVeadwFhYePedNI8zoZOEmSJBUAQggWLFjAjRs3TLZ57733KF++fA6OSso28YchII2NSBX23Er+mQ0HlJx91IIk1fMseo52CtZ8UQxXp+cZrtTJyUTdu8ftTZs4PXOmyW47rV1LpYEDzRrivZhAhqeRVtxSYcGKZlPwc/Y2qz89QsCoNPae6j0SKtXKeL/5gFarZv/3bum2a/txDP8kneFG0lldWQdH8/brKgiiEhJZfPQYUQkJPIsxDNrHNm9Gg9LPp+TF7T7GEk0zvTbzfG4B6QdOwcHB3L59m2bNUs5/8803efPNgrlRsLm0WqF3XKmRnKonSZIk5QFhYWF89pmRrGH/mTBhApUqVcrBEUnZRh0EUb9D2Azj9YW/gMLTWbYzijV/6d8sFveyYvrIwpQr8fypTtDZs6xt0CDdy1YaNIhOa9aYPcwN948Y3bgWoKxLMZY3+8DsvgxsXQG7jSeUAFLWMFWqmfn+8zAhRLpBU+0+W/As2475kfMN6jwtPbNpZHnLr8eOc9r/vsn6ef364PZSZrtP14dCvefH2+d0wN3f+Gf4RWfPnqVnz57ExsZy9uxZKlSokOlxFyRjKy3UvXZ0y8S+a3mUDJwkSZLyqfTWMM2cORNPz9fjRqlAUYdAzHqI2wEJh1LKLJxBG2v6nCK/getwtMKSd74O4v5TlV71gineVPS15vKiRcwZPz5Dw3l5v6W0aISWBTd2sOnBMb3yEo6eLG/2PrYZnYr3srfbGy+v+QZUqweN20EBzFqmVSfz744RBN/ebrJN9W4rKFq5NwAxGsMnLF2dulLIsmBPGxNCsOfqtTSDpjl9ehkETVeKd2DblL/0ymoG6B8bs3TpUv73v/+hVCqpUKECQoh0z3ldaNTPfxYuHqbXPuY3Be9vF0mSpAIqIiKCVatW4erqyrNnzwgICDDa7pdffsHCIhOL66XcFzgMYlYalpsKmpx7gc9mAI5ciOeLpeEGTSb0cWN3GXt2m3FTZ+/hQbVRoyjbtSvFGjY0e9hCCC6H+/PuPwsN6r6qM4zmRaub3ZdRymT4XzfD8hJl4KM5YFdwbsxedmZVK6KenkmzTfNxt7FzSVnL9UT1hC1xW/Tqh7sMx8Wy4O1ZleqUvz8rTv2DUm2YHKRz9Wq0qFCewk5ORs+NWrCenpP1nyxdG5P29ZRKJRMnTmTxfxs9d+vWjVWrVuHiUnB/xhkV8jBK9/q3u+NybyBZTAZOkiRJeVhAQAB79uzhypUr6bbt06cPLVtmbCGzlItUAZB4ErAE1WMITWf6mk2llDTj6kfg9g54TCcyqSj/nI5j9uoIo6c02N4f/0Wn0+5XoaDDypVU7NcPy0xkVzwceIXPLhoJ9oCPq/d79aBp51rYvtqw/Kct4OBoWF5AKBNCOTzfMC32y96c9ARrOzfd8ctBUwO7BgU6aJq2bQdPIiON1n3WuROlPQubPDf8i0VE/Lwe9bQBurKahZQ425r+PQgMDKRPnz6cOnUKhULBzJkz+fTTT+WXVS+Ii0zUrXFyKmRXoLa4kIGTJElSHhQXF8eHH35oVttRo0ZRq1bBXAhf4ESvhqAh5rV1bAuF3gWH5mDx/NtyrVawbl8My3ZGA0+NnxrlT7MNrVEIrdH6t+/dw8XPDwtLS6P15jjx7Bqz/t1IpDLOaP3mVtPxtn/FqWFPHxoPmhbvBKuCmRlSaDX8/X3a2QpTtZjgrxc0aYRGr97VwpW6dgUrBXtobBwxSYnEJyv5cf8Bk+2mdeqQZtCkiY4l6ud1vDdUf7rz9iFpf3nwyy+/cOrUKVxdXVm7di2dOnXK2Bt4DSyZ/DwNeVxk2pkf8xsZOEmSJOUxKpUqzaCpY8eONPhvQb+7uzuWr3DzK2UjTSwknYbEsyASIfwb888t+wysnmebi47TsPlQLGv3Gk/p/aKGf/akUPAFg/IK/frResEC7D08zB+HCbsDzvLdFeMJGj6v/Ratir1iIJ+cBB8NgbiX3m+jNjB8MhSgb7ABkuOCubRlANGBZ9NvDFR48xuKVu2PraOXrixAFcCfcX/qtRvmOiwrh5nrJv+xiYiEBJP1P/TphYeJKXkvEkLwsGxHDlVuxbUSz5+I1i2a/hg+//xzQkJC+OijjyhXrmDsTZTlXvj17DCmTu6NIxvIwEmSJCmP0Gq1LFmyhMuXLxvUDRw4kDfeeAOrArjwvcARKohZB0HDzGvvMQ0sC6Wk2HZsCba1dIGBVitoPd74WrYXuT89Tfmzc3B/dl6vvFD58tR9/32qjxqVJdNl0gqYvqs3ksbeVV7tAhGhKU+YTv5tWDdsEjRp92r95zFCCG7+/T4BF38zq32zsdexd/PVK7uSdIUjiUcM2tayLThPoU/e8+f34yfSbPPr4IHYmrE/nRCC+17N2NigH4vb6CdK+bWzYfukpCQWLFjAxIkTsbKywsbGhiVLlmRo/K+bA8ufTy1/c8grTtXNY+S/wJIkSXnETz/9xJ07dwzKFy40XHAv5WG3zVgnVPoO2Jj+tlqlFpy/mcSni0JNtnGIekDDbX2wTXzeptHnn+NZowaFq1ShUBZ+G34+9A6Tziw2Wvdt3RE0KVI1cx2rVfDoXkqwdOOi6XZ1mhSooCkpNpCHZ37i0blfzGpv51Kc5uNuGZTvjd/LbeVto+c0tW/6SmPMC4QQ/HHuPHuvG+5P16ZyJTRaLeW8vGhYprTZfUZ89SuAQdC0tAsU1k+2R0BAAL169eLcuXMEBQUxZ47pfcmkFA+vBusdl6ruZaJl/iQDJ0mSpFwUFxfHvn37OHjwoEGdh4cHX3zxRS6MSsoU5V0Ifs+w3MIZXEeAQzOwawDWPia7iEvQ0n3KE7QmEuD5/rsc3+trcIq6p1c+LiwsS6bgvUwjtLTYbTppxdKmkynvWjzjHUdHwvsD0m9XpwmM+bRATc37d8fbBF1PYx+ql7T9KBqFheF0XGP7NEFK2vFS1uknlcgPdl+9ZjRo+q5nD4q4ZizhhRCChP2niPppLZd9a+rVre0BTUrqtz969Ch9+vQhNDQUd3d32rUrOIF7dlEpNYyvrv/01M7xFbcgyGNk4CRJkpQLHjx4wOzZs03W//jjj9jZFZxNAwu84Pch8kfDcp9t4GwkjbYJ/T59ajJoav9rGSy0humWe+/bly1BU5JGSZu/PjZa90fLTynmmMFrPr4HV84YT/bwstY9oGM/cHHL2DXyuMBrG8wKmsq3/IqSdcdgaWX874AdcYYbsw5xGVKg9mn65/4DNl/Qfwo5qmkTGpctk+G+YrfsJ2RMypdQApj81s969S8GTUIIfvrpJ95//300Gg01a9bkzz//pFSpghGMZqdHV0P0jj/e1CuXRpJ9ZOAkSZKUw549e5Zm0PThhx/KoCk/CfvaeNDkdwHsapvVhRCCr5eHk5isHzV5PTyA77VVeAYcNTin0qBB1J08Ge/a5l0jI7RCazRomv/GWGoXzsQUwJXz4Phe0/UVa4JXUeg7CuwcTLfLx+4e/YL7p2al2aZKx4UUr2E666JWaNkRt4NH6kd65SNcR+Bs4Zwl48xtWiG4ERjI4qP6myjP7t0LT+f0Ez+8THnnoS5oCnPyoO972/Tq1/Z4/johIYF33nmHtWvXAjBo0CB+++03HBwK5mcyq724AbBfdS+a9K6ci6PJHjJwkiRJymE7d+40KPPw8GD8+PF4e3sbOUPKkzTRELcdwqbpl3t+B26jwNI93S4CglUcOBvP6r8Ms+V1WOSHAsPHTyPv3qVQ2bKZHnZ6hBA0NzI971inHzKeYOL6RZj7ien6tr1SgqUCSqtR8eTKCm7um5Rmu3LNZ1C60ZQ02/wd/zc3lTcNyt92fRtHi4Kxn1VARATTtxv+/TjhzZaZCpoAAhq/pXu9rIXhZ+3Fp02PHj1i27ZtWFpa8sMPP/Duu+8WqD2IslvYk+d/j1Vt5ptGy/xLBk6SJEk5RKvV8sEHH5CU9Hxfi4YNG/LWW2+lcZaUJynvw30jU4ZK3QLbCumefu5GIvPWRxAUrjFa32hzZ4OgqVjDhvQ/dgyLbMysGJQQQd9DXxmUH+9s5Ilaej4bDYGPDMu7D4Xq9aBk9gV/ue3e8W/wP5F++vmqnRbjU31wuu0OxB8wGjSNcB1RYIKmf+4/MHjKlKp2yRKZ6jPkve8AiLZ35ceOH3C8Ugu9+rv6+SGoVKkSa9aswc3NjRYt9NtK6bt/+XliiJgw02nj8zMZOEmSJGWziIgI1q1bx40bhouce/ToYeQMKU8SGrjrAdpo4/WFZ6YbNAkhaDUu7fTirZbXwjYpAoByvXrR7vffsSuUvWtX0koCcbRTBjKJPQuAjb/Dvyb2Ixr3GdRqlIkR5n1ajZLbhz7l8flFZrUvUetts4ImlVBxXXldr8zL0otOjp0KzPQ8jVZrNGga2aQRDUqVztRTHyEE0Wv30Oe97UQ6GT79vTserC0Es2fPoWHDhjRp0gSA7t27Z/haUsrWCetnPv8zrNQ4c8FuXicDJ0mSpGy0bt06Tpwwvv/I+PHjcTJjs0Ypl2kiQBUAD2sar7cuC16zwcl0EgitVvDdynAOnDP+Lazv1ZX4XV2GY/RDynTpQsfVq7F1dc2CwactODGS98/8xqO4YKP1O9t+gYXCwrzOTvwNK0w8mZr2M/gV3M1Cbx/6lIdnjGe5M+aNYcdxLWrePkvb47brHQ9zGYarZfZ/NnLSp1v132PfunXoULXKK02TezjjN7pO+YsEW8Mnch80BGViHINHjGDTpk14e3tz8+ZNCmXzFxQF2emt+unya7czP0V8fiIDJ0mSpGzyv//9z2Td/PnzsTZjs0YpF8T9BU86gsIGhNJ0O+vSUOhdcJ+YZndLd0Sxdq/hGiaAysdnUPzWH1ipEwGYrFZjYWmYejqrCSHY8fg0c65uNlo/qWpPevo1Ma+zpAQY39N0/bxN4FQwnowYc+fIDLODphK1RlKp3bwMBQR2iueJYspaly1wQZNGq+VZzPPfDwXQsVom9wUDtAI+3q/lD4/RBnVlCsHO/hD0+B5vvNGd69evY21tzYwZM3Bzc8v0NSX4YfA2vWOfclmf6TMvkIGTJElSNggMDDQoa9iwIb169ZIZmvKqqN8g/iDEbkw5TitoqqBNc28hjUYweX4IV+8lG613iH5E041tsVQ/X+/2bmxstgdNKq2aPge/IjzZeCDXxLsqX9YZipWRfYNM+vRtwzK/8jDtp0yOMm8TQktc6A00qkTun5pN6L09abb3qT6Eyh1+wsIic7dc/ip/3evG9o0z1UdeFREfz+SN+sH70mGmswqmJ1EFFRcCGD4l9Z8AVhawe/duBg0aRHR0NEWKFGHLli00alQwp4/mlKd3w1EmPd8q4b3lXXNxNNlLBk6SJElZ6OjRo/zxxx8G5XPnzsXW1jYXRiSZpA4CdSg8aZ/y2hRrP1A9BvtG4NQd3N9NM2iKjtPQ48OnRuucw2/SaHNXLLX6Qdm7cXHYOGbvIv/7MUEMPWY8DX63kg2ZXK2X+dPyABLi4N3ehuVz1oJbwfy2OebZFU4vNy94qd5tBUUrG/n5ZECCVn9qZ0FZ0wQw98BBrgQ80Svz8/DAIpPT82YcgRVXDMtbhV7iyw9rYYGWr776hs8++wwhBI0aNWLz5s0ULVo0U9eTnnt5/6b6XQrutFwZOEmSJGWRBw8eGA2a+vbtK4OmvOaWJaBNu03xXeDUKUPdqtTCZNDUakUdbBPD9MoG/fMPRRs0yNA1MioiOZZu+2eYrF/T4iN8nTKQBv/aeZg3zXjd4l2QjVn/cps5QVPtvlvxLNMmS66nFvobHlsqsn8aZ065GfTMoGxGl4z9vqU6+sh40LTvm5a4tq5PUZdaCKHg33//RQjB2LFjmTdvHjY2Npm6nqTvwt7nT0WHfN0SF4+CO6ui4P7tJkmSlIOUSqXRTW2HDBnCG2+8kQsjkgxokyD0Q4j8Oe12PjvAsRVYZOwf/4hoDb2n6gdNFppk2iypavCEaUxgIE459E23qaDpcMfZGZuSB/B2e9N1Xy0p0EGTWhmfbpti1QZnWdAEsDVuq+61r1XB2BcnSaXixN17KNXPg8K+devQtnKlTCWDOBkAQ7bplzW7eYTPtnyGBQK3//UHQKFQsGzZMnr37k3fvn1f5S1IL9n3+yXdawvLgr3vVcH9G06SJCmH3L59m/nz9ReHDxo0iMaNC9Z6hHwtbCaEfW68zrEt2NUDj08yHCylOvlvAtMX6z9Nsk6KovXyGrx4G2Hn7s748PBMXSOjhBA02/2+Qfn39d6moVcmblJPHzBe3rwjDBoPFhmY5pePaNXJ7J+d/tTDrHzSlCpZPF8jZ29hn6V955Yxa9YZlGU2GcSxR/DWNv2yhUtHUTEoJcPb/uRwziz5iWWNlqFQKHBycpJBUxbTaPSf3DfsUTGXRpIzZOAkSZKUSRqNhgkTJhiU169fXwZNeYUQcDuNG/oyT8G6WKa61moF1+4n896PIUbrm2zqoAuaWi1YQLWRI7HK5imbQggikmPpfuBzo/WZ2sgWQKWEpS/t5/TRHCiX+exneZ3Qatg/yx0hjG9SDND249hXSpmdlnBNOIkiUXfcxiFrg7KcdunxY+YfPGxQ3rdunUz1p9QYBk2tSmqoGHQLjRD8lPCYBYkBsOImb775ptxoPJskx6v0jn3KF8z1jalk4CRJkpRJFy9eNCgrVqwYw4YNy/nBSPpCP4f43ZB03rBOYQ+l72U6YIpP1NLjwyeoTdxPez4+Qt09w1EILZOUSixzIO28EIIPzy3hn5CbJtusbzk1c50f+wtWvZRu+7sVULhI5vrLB+Ij/Dnxa40029g4eGZb0HQp6RLHEvU3hM1Q4o48ZsPZc+y9brgB+KxePfBycclwfxGJUOs3/bKFHaHeL7N5olUzOfY2R1WRALz33nv0798/U+OW0jdrwJ+614WKFPx9CWXgJEmSlAmJiYksX75cr2z8+PFUrlw5l0YkASnZ7/zTWAtSNhCsMre26JOFIfxzLSnNNs3Wv4lTlD9uZcsy4MSJHAmalBo1rf760GR9dfdS/NJwfMZu8rUaWPNLStD0Mq9iBTJoEkJL4NW1XNs91qz2Ld71T79RJqyPWU+IRv8pZk3bmtlyrewWHhfH+5u2GK1bMvQtrDIxvTM8AWr/rl9Wtyh0KJHMvlUbGRNzk8faJOwsrfh9xXIGDx6cmaFLZviqx0bO77mnO67esmCsw0uLDJwkSZIyKDk5mc8++0yvbMaMGXh7ZyAzmZS1opbBs5FptykfBxaZS/kdFKY2GTS5hF7F7+pyit/ewjuPH+NSokSmrpERaq2GRI2Sc6G3mXFxlUG9lcKS0ZU60a9U84wFTNcvpEzJi4k0Xl+4CHyzLJOjznu0GiURj44TcmcnAZeWmHVOiwn3sHXKnsBRKZQGQVN9u/o0tG+YLdfLTmqNxmjQ9EW3LpR0d89Un0cewtDthuUbe8P6kR/yTtQVEtDiY2HLtkMHqNvMzE2cpQw7tPpf/tl2W69swu+dc2k0OUcGTpIkSRk0adIkvWMXFxcZNOWWkCkQMcd0vd9lsK0Kr5jGedBnhhsalzv3I2XPz0cB9D9+nOJNNhuemA1+ur6VTQ+Om6w/1HEW1hnZbFWtgl3rYZfhon09MxZCidLm95vHqZKiOTTXx+z2rT8IxdI6+xI0PFE9YUucfqAx0nUkThb5b/qTSqNh1Ko1BuVTO7TPdNCk0hgGTQ2Lw4ZeoI1PxGbrEVQIGlu7MbdQZRk0ZbNf3tmtdzz65/bYORb89O4ycJIkScqAQ4cOGZTNnDkzF0bymtMmwx070/Uen4LnV690ic2HYli+M5rEZKFXXuPAe/jcTUkT7V6pEiNuGK7dyA5KjZrxp37mZnSAyTbHOv2QsSdMajWM6WK63sMLpv0Ezm7m95nHPb7wGzf/nmx2+0Ilm1Bv4F/Ztp4J4GLSRY4n6gfDlW0q57ugKSohkS927iIiQX/jXntraxYNHpipPoVI2aPp86P65c19YUVXLfEHzvJswBRqW7uw1rUa1a2cKXPR+PRAKesok56nk//hnxFUaGD+lxD5mQycJEmSzBQUFMTmzfpPFWbNmiU3t81JQgP3ioAmzHi932WwS3tRvzn+PhPPws1RRutSg6bef/+NX5vsz3SWqE7mq8vrOPbsqkFd3cLlSdaomFK9D6WcMzF9bIyJqTWTvobKtSEbg4XccHXXaAKvrjWrrb1bKRoOO4a1faFsHdND1UODoMlR4Ugbx/yTRS9JpTKaZjzVtz27Z6rf0Hioa2QGZU1vmOR7ierV32LWUxsqWKVMwa1t7YKllztWPnIGQHZSKfUz47wuQRPIwEmSJCldu3btYs+ePQbl3333HU5O+esb4Xwt+H2INJFOu2wQWGXdupPvVhrfa6nZ+jfpuWcPpTt0yLJrvUwIgX9sEGdCbrH41i6T7eY2GENdz/KZu8izAJg2yrB82s/gW7bABUwAZ1a1JurpP+m2q9b5d4pVG5ADI4JoTTTb4/Tnn3Vz6oaftV+OXD+rLDlx0mi5nbU1Cwb2xzITSSBiko0HTQBdk9bQqNEokpKS+NbajRWuKWnx7d9sQLE/0pi6K2WJR1eNb8HwOpCBkyRJkhFhYWEGCSBeVK9ePVwykUZXyqCkCxA0CpIvGa937g/FVoMia/45u+afzLs/BOuVNdnYAafIO7T47hvqR94zcearS1Qn8+7phdxKYyoeQPMi1fmyztBXmzpmLGj6bTdYvNpasLxIaDX8/b1ruu1avvcYG/vMrb/JjLvKu+yJ1/9CprtTd3yt81dmsuN373H+4SO9st51atOhapVMBUwADyKhhWHOE84OV/HtZ1N4+78Nx1uVqsisaDddvQyackbYkxjd62Llcu53Ji+QgZMkSdJLrl+/zoIFC4zWKRQKunfvTpscmKL12hJqUN2HB7VAJJhuV0GVZQGTUiVoP9F4wNKgfS06rbmeJdcxRQhB271p77PU0KsyH9foh7utc+YvlBAH7/Y2LF+wrcAFTcqEUA7PL5Vmm2pdl1GkUk8sMpJMIwvcV943CJpq2NbId0HT3eAQlr70tOnXwQOxfYU0/GN3w56Xvp+wsoDT/ULo27UvR4+mLHaaNm0aby06jKVFyhcI1hX8Mn1NKWO0Gq3udevhrz41Oj+RgZMkSdILlEql0aDJwcGBqVOn4uFRsHdFzzVx+yBsGmgTQJlOsoUyT8A6a+bUa9VqTn72GTOixhitH3huAO1PHs6Sa5kihKDZ7veN1vXwbUxrn1pUK1Tq1Z4wPX0Ia36Gu0YCwCV7M99vHhT+8DDn16eR8OI/ldrNpViVvjkwoueStEn8Gv2rQXldu7o0tm+co2N5VfHJyXy9R3+fr2mdOmY6aHoaA42WG6872OUhdeo05cmTJzg7O7Nq1Sq6d++O/+KmujbF9xr+XKWsp9UKvumVMxlE8yIZOEmSJP3n2LFjbNiwQa+sdevW9OzZM5dGVMAp78ODamk/VUrlvRhch4FF1iTiEFotf48ezY6zWm42nmFQ32B7f4bMHk+lhcbXbmSl1n99ZFB2tNMcLBSZm+ZkQKuBGcYDQ6b9lDXXyCOC7+zk8pb01yc1HHEKF+/qOTAifcaCps6OnSljUybHx/Kqxq3T/7uyS43qlPXyzFAfQsBef9h6C/YZ2U/4mzehfxUQ2uJUrFgRR0dHtm3bRsWKFVE/1Z9Sa+HkkOH3IGXcrP76GQs9S6Y/DbYgkYGTJEkSEBAQIIOmnKBNgsj5EPpx+m0tvcF1MHh+A4qs2x9EnZzMPDs7bjSewcPGIwzqOy8py2SlMsuul5aLYXdRatV6ZYc7zs66oEmtMp5uvFJNmPxtgUkCoUqK5uLGnkQ9PZNu23ZT43JgRIZuK28blHVx7EJpm/y1N9bRO3dYfvK0XlmX6tXoVbtWhvtquxbuGM/DwvnhSlztwNLCBiys+OOPP7CyssLFxQWh1fKoppEpp1K2O7Hppt5xy0HVcmkkuUMGTpIkvfbWrFnDqVOn9MqqVq1K9+7dc2dABdmddDYQLb4X7OuBRaFsu6lf3PtdDr51hmQn/Sx8hZ1hyadeuCzMmaAJYOI/i/SOj3Sag2VWBE0RobB+EVw6ZVhXwJJACCHM2si2zYcRWFjm3gade+P1p0S+6/Zutu4NlR1+OXSE848eGZT3zETQJITxoKmBD8xrFEj3Dn2oXr06ixal/I64v7Bx7oMy+lktPX/+JMPXlzLu9LZbescbIqfk0khyjwycJEl6bd2/f585cwyzMI0bN44qVarkwogKKHUQRK+D0A+M1xf+CjymQlY9ZTHh8Pvvs2Pnfa60nm9Q9/snRShTPOduqs+E3GTvk/N6ZQsaTciaoGn7athpYq+iAhY0Adw68KHJOp/qQ6jaaWEOjsY4rdDqHQ91ecWsiLkgJinJaND061uDMvVeJry0tG5tD/BxhsAbJ6lTpzfPnj3j+vXrfPrppxQvXlzXTpuUjIh7Pr1XYWeDS//s2x5ASiGE4Osem/TKnNzS2IS8gJKBkyRJr6UNGzZw7Ngxg/KaNWvKoCkrKe/DfRPrN8o+A6uc2agyyt+fvZvOc6XzaoO6ORO9cixoWnZ7L8vv/m20rrp72hngzPJ2e+PlVtYFMnNecnwIj88vMlpXvOZwqnT4OYdHZNyqGP3c2m6WbrkzkFdw+bF+1slPOranrJcXFpkMAHfeef7azQ4alxAsXryYiRMnolKpqFq1Klu3btULmoQQBI/6XK+fUo/2Z+r6UsYsGKufBXLRDRPrJgs4GThJkvRaSU5OJiwszGjQ9O233+Lq+notdM1WSVfhoYkF+OWiwTLn9sFa2akf5zr/qVc2qH4cw4ZU0qUzzm6Xwu+ZDJr6l27xap1HR8D7Aw3Lm7SDfu+AveOr9Z8HhT88wvn1nY3WtZhwD1unrNsQ+VVohZZobbTuuLhV8TRa511XnjzRva7g7U1578x/6THtpUSVe/okMXLk/1i+PCWtXp8+fVi2bJnBBuPJV26TsPeE7timajkUmdwrSjKfEIK9v17UHRcq4kSJShlLBFJQyMBJkqTXgkqlYuLEiUbrJk2aRLly5XJ4RAXckx4Qt02/zKEluE8GJ+M3u9llrq0t+wbqL2bv9aYzI3uXzJHrP0uIoM+hr4zWfVdvJNXdS+Nsnc7ar7REhMKHbxmWf/k7FC2R+X7zMFVStMmgqUb3VXkmaFIKJYui9J+IdXXqmkujyTwhBBcePdYdt69aOdN99doI54P0+x7evyv79+/HwsKC7777jg8++MDo9L+nbfQ3bvb+1fQm5VLWmfrSbsQ/nDFMqvO6kIGTJEmvBVNBEyCDpqykegIP64AmRL/cdRQU/S3Hh+O/axeJCnuU9oV1ZSPbWDCoR6Fsva5aq2Hn43/Y+fgf7sY8NaifXX8Ub3hVypqLbfzdsKwArmVKdW5dRyIeGT4xTlWkUt7IhKkRGoOgqYJNBawVmd8cNqedf/iIDefOExann4mw5AuJGjJi6y39oAngwFsK7pabyKVLl1i3bp3JzcU1UbF6x4XnfIBNeb9MjUMyn0qp4dqxx3plXq9ZCvIXycBJkqQCb/bs2QZlDRo0QKFQ8NZbRr6plzLn2XiIMtw8mKIrwXVIzo8H2DZ1DgdG/KtXNrB71myea8qxoH/59MIKk/UOVrY08KyYNRfTauD8C0FEuSowZTYU0OlLD87MTzNoajnxQQ6OxrRkkcziqMUG5S3sW+T8YDJBo9Xyzqo1aIQwWu/x0hS69ATEQJMXNrcVQqCJfMzf430p7wHlO3Xi/v37ODs7Gz0/+do9nrQcrlfmOrRbhsYgZc7WH/Sf1u/QTMulkeQNMnCSJKnA0mg0TJgwwaB84cLcz7JV4DztD7F/GJb7XQK7mjk+HIAf+33K7qb6U0xKeltlWzazy+H+TDhtJHD8z6gKHRlSrnXWXEwI+Gsj/Llcv3zytwUyaFIr4zi7pi2xwf8arVdYWNP2o8gcHpVpLwdNChS8W+jdXBpNxlwPDGT2PuMJF1zs7Jjbr0+G+ktU6QdNWmUCEX+MwtJ/Lw7DzoNnSlIUU0GTEMIgaHLo0CRDY5Ayb9Unzxek+ZR3xyKH1oTmVTJwkiSpwPr+++8NymbOnJkLIymgtPEQNBRitxjWub0D3ouyPcW4MZH37jG/XjuODdBfge7mbMGvU7Nn7cuJZ9eYen6ZQbm9pQ0fVu/HG14VcXqVdUwvm/Y2BL80BdDdE6xzb5+i7BJwaRk39poOOuzd/Ggy+nLODSgdpxIN984a7zY+F0aScb8fO8FJf3+D8qkd2lGhSOZ+d84HPn+tDn9A6LKeqJ5extLSktOnT1OqVNrZJJX/3tE7tvLzoeiqbzM1FiljOiu+1Due8HvOrk/Ni2TgJElSgfTuu++iVqv1yn788Ufs7F6/fSeyxbPREGVizVLZILDK+cX50Q8fsr5JE86XGML9l4KmUu5KFs0og4111n9bqtZqjAZNixq/S9VCfll7seQkWPSVYdDk7QNf5vwasuwU9fQsZ1a9mWabci2+oHTDyTk0ovTdV97nXNI5vbKJhUyvr8wLtFotq06f4cidOwZ1FYp483H7dpl+SnszFAZvS3mdeHs/kav6o46PwNPTk40bN9KiRYs0zxcqNU9av61X5ntuQ6bGImXM0fXXDMqqNM2ZhDp5mQycJEkqcFQqlUHQNGvWLBk0ZZXkG6aDphL7cyVoAvi9VCkODzpBoot+JrmBrex4u1fW/4OvEVoexQYz9Jj+GrqJVbrTu1SzLL8eAOO6G5bN3wSOxqc55VeRAac4u6Ztuu3yUtAkhGBn/E69suGuw020zhuUajXvrDa+WXLTcmUZ2aRxhvu8Hgr7/WHumZRjIQSxh2YTtWsqCC1169blzz//pESJ9DM+Pqqhn+jDe9mXJlpKWe3Un7f0jjfHfZTvNm3ODjJwkiSpwHn6VP/b+B9++AF7+yycJvU6S/wHHjXUL3PsBMXWQC5t6qnRClauvcOesY8M6t7r70bXZlm/X1RYUgz9Dn2FUqsfoDfxrpJ9QdPffxqWffZLgQuazq3vTMTDI2m2aTrmXxwKlc6ZAZnpqvKq3nEXxy64WOTcXmUZlahUMnbteqN13/fqgbdLxsd+MxQ6rtMvizv1K1E7PwJg+PDhLFy40KwvsUKnzEETqr9uzalLiwyPSco4jUbLyc03dccz9w7EzrHgTQPODBk4SZJU4Pzyyy+61+7u7jJoyiqhn0P4S2vEiu8Cp065MhwhBD/Mvciee56A4Z/xsulF8SuaPamfexz43Gj5l3WGZcv1OH8MNr70lO/X3WBZMFKOa7Vqji2oSHLcszTbVe+2nKKVM5acICdcTrrM0cSjumMbbChtk7cCuxcJIYwGTQsG9sfR1jZTfT6MgvbrDMud6g+j6L1VjB/1FmPGjDHrqcWj2n1QB+h/FkoHHzXRWspqP4/apXfsV80rl0aS98jASZKkAiUiIoKEhATdcdu26U/3kdIRvRqCjKQTd+yYa0HTrvdn8GPiSMD47vU7fiiOk33WJ6ZQazW03DPFoHxile708muatVNZhIDVP8Gl0xAbpV839ccCEzQJIdj/vVuabTzLdqR2n405M6AMUAs1C4yk4O/jkveCuxd9um273rG7gwNz+vTCIpMZGf+4Dh8eeH6c/PAf+retz8jaFlTztkMz6TiWZn5etXEJBkFT4e8noyiA2SLzovuXn3Fg+RW9Mo9iBeup9qvI9U/hggUL8PPzw87OjgYNGnD27Nk028+bN48KFSpgb29PiRIlmDRpEklJSTk0WkmS8rL4+HimTdPfY6Jp06a5NJoCImSK8aDJZxuU2J3jw4mNjKdr//3/BU363J+eZkaNUxxcUCJbgqaI5FijQdOxTj/Qu1SzrJ//v/hrOPaXYdA0/H0oUzlrr5WLTvxWO816n+pD8mTQBLA/3jBtt4eFB4UtCxtpnTfcDQ4hMCpar2zWKwRN0cnPgyah1RK970uC5zfC+dTnVPNOKTc3aAII7Pu+3nGpB/twHdEjU2OTMu7iPv2sihsiPsilkeRNufrE6Y8//mDy5MksXryYBg0aMG/ePNq1a8ft27fx8jJ8LLhu3To+/vhjli1bRqNGjbhz5w7Dhg1DoVDw448/5sI7kCQpr1i3bh0nTpzQK+vSpYtczJpZ2iS4Y2KKY6lbYFshZ4ejFUyaF8LVe8ngbnjthR1vUqFT32z98+62f4ZB2dbWn2fPNdVquKD/ecbeASZ9C6Vz9mefnc6sbkNCxF2T9Y1G/oOzV9UcHJH5hBDcUelnohvmMgxXS9dcGlHaElUqpm/bQVhcnF7570MGY5XJoEkIqP7fllXaxGjC1w4h8doOAMLDwxBCZOj3I/SjuSSfe57NzfWdPlg4OWRqbFLmrPj4kO51v2lNcCokp7q/KFcDpx9//JFRo0YxfHhK1pnFixeze/duli1bxscff2zQ/tSpUzRu3JiBAwcC4Ofnx4ABAzhz5kyOjluSpLzF39/fIGjy8/OjQ4cOuTSifC5uLzwx8rPzOw92dXJ+PMCiDc+4ek9lUN67uS1j+nhhYZG9aXIvhxvubXO8czZ9YScEjHlpv5SfNoODU/ZcLxeklwCi1eRArGzzbmIFgAvJF/SOx7qNxUaR9xbQCyEYvmKV0br/tWiOdSanfN6PhJb/dat6dpPQZT1Qh9zGxsaGRYsWMWLEiAz192z4NOJ36a9jcv/Y8MmylH00aq3eceNelXJpJHlXrgVOSqWSCxcuMHXqVF2ZhYUFrVu35vTp00bPadSoEWvWrOHs2bPUr1+f+/fvs2fPHt566y2T10lOTiY5OVl3HBMTk3VvQpKkXKVSqZgzZw4BAQF65c2bN6d37965NKp8TB0K90wsAi4bCFZFc3Y8/1levQZbmuinebaPeczi990oUStnnkZMOK2/jiXbgiatFt7pqF/WrEOBCpqO/1orzadMbww9mueDplvJtziZeFJ3bKewy5NBU7JKxeg1RjI2AOW8vKhfyi/DfR64D5P+hpj/bq0S/t1K+NohiOQ4ihcvzpYtW6hfv36G+305aCq6YQ4Wzo4Z7kfKvHWf6/8ZlK6ZO1tL5GW5FjiFhYWh0Wjw9vbWK/f29ubWrVtGzxk4cCBhYWE0adIEIQRqtZoxY8bwySefmLzOt99+y8yZM03WS5KUf02caLix5Lhx46hSpUoujCYfEwLueYIm3Hh9BS3kwpRHjUrFIm9vztTSX7fW7vcK9Nq8gRK1muTMOIT+t7Df13vbRMtXlJQI442s5egxLHuul4Piwm4RdGMT909+n2a7Wr3/wLVY7jzVNJdKqNiXsE+vrKdTTxOtc5exoMnbxYXve2VszZBGCzfDYM5pOPzwhfKYZ4SvHoRQJdK8eXM2btxodKlFWpL/vcOTVvpPlko92Cen6OWCP75+PnOjVA3vNFq+vvJVVr0jR47wzTffsHDhQho0aMC9e/eYOHEiX375JdOnTzd6ztSpU5k8+fkGeTExMWZtuiZJUt62Z88eg7LOnTvLoCmj0nrKVHwPOOXOdMfQq1dZWb06QaU78rTC86eH1tokPlQm5NjatasRD/jfqZ/1yhp5Z0NihvAQ+MhIEo6F28Emc+mh8wKtOpn9sz3MattgyCHcfDL+pCKnLYxaqHfczakbnlbGszvmplvPDFO7rxg+NMP9jNwBBx4Yr7N0KcLoGYuwDb3E7NmzsbbOePr/l4MmQAZNuaCb9dd6xzN298+lkeRtuRY4FS5cGEtLS4KDg/XKg4ODKVLE+KPB6dOn89Zbb/H22ynf9lWrVo34+HjeeecdPv30U6MZYWxtbbHN5J4EkiTlPVqtlvHjxxuU//zzzxnK3CRhOmjymAqe3+T8eP6TFBXFyurVeVquB1daz9Or2/xj2RwLmsad+pl/I/TvGKu7l8r6CyUlGg+aFu8Cq3z1/aYBc4KmegP34O6bTZsGZ7E9cfpf2NS2rY2ftV/uDCYd3/2l/1QsM0FTvy3wzxP9MmXgVdCo2DyxNo1LAAz977+Mi9t60KCs1IN9RlpK2UmZpDZY31TYJ29Pl80tuZaO3MbGhjp16nDw4PNfGq1Wy8GDB2nYsKHRcxISEgyCo9QbJSFE9g1WkqQ8Qa1WGw2aPvzwQxk0ZVTkr8aDpgqaXA2a4kNC+LmQO48rDTAImj4d7oGzQ/b/sxWcGEnTXZMNgiaAnxqOy/oLvjw9r34LWLI33wdN+75Nf11WoRKNKFQyf2wZcDbxLHdV+muzmtjnzHTRjBBCsPPKv3plH7XP+H52McmGQZPL3Y2EzX8Dqz+6U8425FWGScz6PQS/87leWZnQ4/JpUy64ceKx3vGfiVNNtJRy9W/lyZMnM3ToUOrWrUv9+vWZN28e8fHxuix7Q4YMwcfHh2+//RZISS38448/UqtWLd1UvenTp9OlSxd50yRJBVxAQIDu74IXffnll3h4mDcVSPpP5EIIfikAsCoKpf1BkXvb+1359Vf2jxnD5dY/EVSum17dhL6FaFUv+xeKH3h6kZmX1hiUf113OM2KVMvai5la0/SOYVbZ/Ob6XxPSrHf3bU7JOqMpXLp1nt8yIFGbyG/RvxmUD3cdnufGLoTgh78PcC0wUK+8UtGMJXZ5FgcNlr7Qr0ZN9yef8POC2QBUrNjole+7Qt/V//u8xMnVr9SflHnHN97Qva7fpRw2dvn7S5vslKs/mX79+hEaGspnn33Gs2fPqFmzJnv37tUljHj8+LHeE6Zp06ahUCiYNm0aT58+xdPTky5duvD111+buoQkSfmcRqPh9OnTrFtnuMh5/vz5mZpT/9oSWng2EqJX6Jdb+ULZh7kxIsJv3WJF1aoIjQa1tSNHhl1Eaa8fCH863CNHgqYn8aFGg6ZNb06jiIN71l1Iq4V/z8AvRhIXLdmbddfJJQ/+mceTy8uN1rX5KAoLi/xzUyaEMBo0DXQeiItF3pnKJITgTnAI3/5l+Pn5rHNHI2eYtvwyvJhcTRMfjs2f/fn5Qsoutx999BFff/31KwVOYZ/M1zv2/HEKNuX9Mt2flHn3rzxj3++XdMclq+S99Xp5iUK8ZnPcYmJicHV1JTo6GheXvPOXniRJ+pKSkjh79iwbNmwwqCtatKjuixTJTKY2tPU9BfbGp0dntxtr17Jn8GAA1NaO/P32DYM2m7/1wd01+2cUaIWW5rs/0CsbULolb1fogI1lFt3on/gbVqSRxvz7leCRvzNZnVxSn7hQwz9HgBbv3sfWMWMZ13LbxpiNBGmC9MpGuo7EySJvpYcftnyl0fJvenSjmJub2f3U+BWikp4fK59cInRZTzQRD3F0dGTZsmX07dv3lcYqkpXcL95Kr6xM6PFX6lPKnOREFb0cvtMrWxf2Pi4er9d0yYzEBvnnax9Jkl4biYmJvP/++0brHB0dTWbRlEzQJhsPmorvybWgKeL2bfYMHozSrhAHhl822ub3T4rkSNB0PfIhY07+pFf2TsWOvFW2ddZcIDIMpgw2Xe9bDqb9lCsp37PSk8srTAZNtftszndB01PVU4OgaWIhwy0QcpNSread1WuN1s3t25tCjuY/qY1O1g+aADwvfseziIeULVuWrVu3UrXqq++b9nLQVPLcH6/cp5Q5MzvrfzE56Ivmr13QlFEycJIkKU8RQpgMmmbMmGGw95uUjsjFEDzWsLxMAFgXz/HhaNVq9u57wJzd9li8fQuttZGADtj4TTEKu2XvP1FCCD46t5TTIfo3+/aWtlkTNGm1KdnyIsOM1zs4wZhPoHLtV79WLhJCcHRBBZJjA0228SzbPgdH9OqiNdFsjtusV/au27u5NBrTvt7zl0HZe63fpGYGt10RAqov1i87Pgxch/3G1KkefPPNN7hl4MmVKdG/6/9Mnfu1x9qv2Cv3K2XOv4ce6l67F3NmwPT8kd0yN8nASZKkPOXo0aMGZZ9++ik+Pj65MJp8LmIehEwyLK+Y8zO0r69axV9Dh/Jvi1k8qdQPwGjQVKW0DT9M9MbGOnufvsSrkmi/z/jm6fvaZ1FWwRP7jAdNXy8F74LzeT401wd1cozRuroDduHh1yJnB/SKhBCsiFmhV9bQrmGenBr8KDxC7/i7nj0o4prxZQg/n0v5vyY2mPhzq2g16ANKuioAVxYuXJjmuebSRMYYrm2a91GW9C1lTqEiTkQ+iwNg2cO0E7pIKWTgJElSnrJx40a946z6R/u1on4G94xk0XJoBT5/5vhwVtaoQei///KwyhBd0JTKMSEIS08f6lSyY/qIwjkyHiGE0aBpXOWu9C/d4tUvoFbD3o2wbZV+ea+R0KHPq/efhyREPTQdNPXfme+CJoB/k/VTedeyrUV9+7y3Ma9ao9E7zsw+Tal+OA3Jj84StqwnmuinNG7lAGRd6v2Eg2cI6q+/hrD4waUo8nnK/fzs8NqruqDJwcUWK2uZndoc8hMrSVKeYGxjW7mWKZOMBU0l9oFjxvdyeVU31q4l5N9/uV9rLLff0E+zPbbcBXq/1z3Hv8n/8pLhmpADHb7H1jKLMjSO6WxYNnMx+PhlTf95hBBaji8yvualYps5eJRqmcMjyhoB6gC942YOeXP60uOIiPQbpSMkHuotgbh/lhKx6X+gUVKufEU6tG2V/slm8i/SAl4K8mxrVMC2evksu4aUMUnxSn4YvE13nBCTnHuDyWdk4CRJUp6watUqg7KiGdx75LUnBEQvMywvdQNsK+XwUATLq1Qh5N5j/h77yKA+JVteyRwdE0Bkciz7Ay/qlR3vnEamu4zQaODYHsPyyrULXNCkVsZzZtWbRutaTnyEjUP+3FvtkeoR/ip/3XEPJyP7bOUBUQmJ/HL4+bTmoq6uGTp/2mFY/S8ItZLIPycSdyplgVPh2t05f3hllmUdDpn0vUHQpLC1ofiBJVnSv5Q5vZ2+1zt+b3nXXBpJ/iMDJ0mScl1iYiJnz57VK/vyyy9zaTT5UOw2eGriBi8X1jMJIfjhvz34jAVNNcrZ5ki2vJcla1R03T9Dr2xfe8NNlTPlyhn4eYZh+dfLwLvgLH4XQkvQ9U1c3TnSaH3xmsPybdAEsCdeP/AtbJkz00fNdeHRY34+dNigvGUF85/etFwJ96NAHR1I2Io+KB+cAoUC1w5fcn7tVFxcsmYT7LAZC4hds0uvrOgfc7BvmfemPb5OtFr9fxNaDKpK62E1cmk0+Y8MnCRJylU//fQTt27d0iubO3cutra2uTSifEYdajpo8vzOeHl2DSU5mXl2drrj600MN3jdNtsHF8fcmUu/8/FpveMR5dvhYPWKn7PAx/DZO8brxnxaYIImrVbN/u/d0m1XpcMv2T+YbBKliUIplLrjFvYtcLDIG6mZhRAMX2H4VD5V/VKlzOonQZUSNAGoQ26jfPgPCjtXJsxax/wJGdso1xQhBHGb9hG9UD/VdcmzG7Au9X/2zjogqqYL4w8s3YIgiihgd3d3F3Z8dneLvtZrd3dhd3dh52u3ojTSncvW/f5Agdl7F3ZhC3Z+/7jnzOydo8Lufe6cOafgFEXJr6zqQ1Y2nHlUO3dVtRUqnCgUikaIiYnB/PnzWf7q1atT0SQvogjgl4zy7CUeA2aNVR6CRCTCVhsbCJOTCX+aiS0CqgwlfHe3OUNfXzOVyV5EfMPmLxcJX1+3Znm7qO8PYAVHXx87B2DMP4BbubxdX0tIjQvAo52VcpxXpfNeNUSjOg4lkE1kqxhX0VAkJLHJyZh2+izLz9PTQ303N3StXhU2Ztxl/f8iEAOHPgDLsvSZNSnTAnv2H0SLJg1QunRppcQqColAQLWeLH/JzxdhUCT/7kQWFJ6e+4Zn5zIfVNbvXjA+o9QJFU4UCkUjrF69muWzsLDAyJEjNRBNPuQ7hwCxXw3YzVZbCBKxGBsMuQsqvOpMPh0/tbyYxkRTgiAZs/4jb+oPN5sNMwMTGe/IgeRE4ON/wP617LHFO4Hi8j39zw883V8fSRGfc5xXq+8lFHZTXkEBdeMj8CHs+ib1oa+nnJS1vPAzPIKzV9PSbl3hbFtIrms8CQQGXgAYIR+xl2fBsvFEGBYpB/fywKh2/1NqvFyiyX7jHCqatISVvaR3m7prJpB8DBVOFApF7aSkpCAxMZHwbdu2Dfr6mr9RyRck3eT2287k9quIDVKlhBkAAhNbeA17R/h7NLeAfSH1f90wDIP/PVyDgKRwwt+heB24Wjrm5oLAnfPAaY6dlfa9ga6DAKOCs1v63LNJjqLJrdEclG7yD/S0QGTkll+CX7iWfI3w1TOtp6FoMnkfFIxNd71Yfs+hg+WuRJkkSBdNotggRHn2hCDwFdJ+PUCbte+xoa1yU2YF3/1YvpIfzsGgmINS16Eozq83oZhamyzIsfLBYJiYG2koovwLFU4UCkXt/PPPP4RNezUpQMIJIGQA6Ss0GbCdAajx5vXuBLLHSxqHYPrLuJ7yPRlXJhJGgmbX2EKynn15zKveX/ELisXAmE7cY4UKA724iyXkVxiGQUIY9/8nADQe8x7mtspJ79IkX9O+4k7KHcLnbuGuoWgyCYiOZommthUrYEA9xQornPkK8H89RNTB3pAkRULfzBY7N2/AiN7KP2cYt5vswVcq8rGMmRR14f85AgvbHUdMSCJrrEqzkhqIKP9DhROFQlEbP378wObNZOf4KlW04xxBvkCcwBZNxW8CFu3UsjwjkYBhGEiEQryXEruyRNOUfoVgwFN/it6aj2dYvn5uzTGhYi7L7m5bzPbVawHUaAjUbpK7a2opDMPg+13ZKZ+1+10pEKIpThzHEk3tzdvD2dBZQxGlc+rVa9z4/IXw1XEpif516yh0nYf+DKYv2YK4SzMAiRiWJavj44MLcHFxUWK06SSeu0NU0LP1oCnX2sDEKrtZPp6BPo5HzdBANAUDKpwoFIrKiY2NZe0y/WXs2LFqjiYfE0k2kEWRXWoRTQzD4GSTJvj99Cnn+HD/IFxfLSF83ZtZYFKfQmpvbvuXh2EfCTvXDW7FYuDgBuDTK9K/7hhgUzDPbcQEPkLg650sf6PRb2BhVzAOkwcKA3Eh6QLha2nWEuWMNPv3+xkewRJNo5o0RqPSpRS6zsfgVHTsNQopb9KbPZvVHoSXl3bDpZjyqwTyX39BxNglhM9ygHIq9FFyz9oB5wnb2MwQAxY3Rc9ZDTUUUcGACicKhaIyzp07By8vdo7+X6ZMmaKxG+t8ByMG4rLczFr2AgqNUf2yDAPPChUQ8+MH53iRWrUwYS/5f3hvh/ob22blc6w/koSpGfahprMUF01HtwFf3gCRoeyxXVcBg4L59SlMjcXr49wpiQVFNIkYEUs0dTDvgLJG8vdCUgXJaQJWIYhB9eoqLJo+RwCdT/EgjvEH9Hko1G0DlnhMQoViyv+slSSl4HcH8uGXRZ/2MChqr/S1KIoR/D2asM8le8iYSVGEgvnJT6FQNI6Pj49M0TRu3DiaoqcosVL9cYpsVfmSguRkbLGwYPmdGjVCzPfvqDRsGCrOWgzPxZlf0FVKab44wrinWwjbxVJGyXYuhAJgXDbpfIOnFFjR5P9yC37cm8c5VqXrATVHoxpEjAjb47YTPldDV42LJgCYcPwEabdohjoKptWlCoFOJwA9AyMUHnYWwkhv/Du4KcbWVmKgWQhuRZ7ts986D1b9OqhmMYrcCAVi+LwLy7AvCbkzPiiKUzA//SkUisZZv349y9elSxd06EC/VBXGpwwg/JVp84oABrmoCicnaQkJeLVmDV4sX84am5aWBp5ReiWmuEQx3Of8JsY3TNVcBS2GYbDgDdmLZ0O9MYqVlZ7ELqcMAChVAZi2AjDJvl9OfuXWSrZA/ouJlTOKVeqjxmhUx/74/YRtrGeMrha5PPemRMITElg+RUQTwzBYuGwtNj+IQqGuawAAPCtHeLRzVJloSnn0GkLf4Azb0LU4FU1aQODXSIyvtIvw8Qzyb9VLbYMKJwqFonSio8kUgZEjR6JmzZoaiiafE3eQFE0AUPKFSpZKiYrCndGj8fPCBc7xibGxGaIJACauI8t8T+5bCDwNFIL4y9pPZ1hnm+rYK5BeJhEDIiHpW30IsHUACmhKqVjEx921hbOd02TsBzVFo1qChcHgM3zCN9ZG82cs1966jS8hZErowWFD5H5/UlISWvUcjv9upxdEMavqDmOX+rAxASYqVoRPbhixGKE9pxG+Ev+dkDGboi4ubHiB/TPIgicuVWg5eGVChROFQlE6CxYsIOwaNWpoKJJ8DsMAYcNIn7MXYOSi5GUYRH/7hoOVKsmcM0MiyTiP5hciwIhlYaw53ZtZKjUueYkTJKHr7UVgwBD+HQ0nKXahzQtJe++NAiuYgPT/95xEU1uPxAJzDvFc0jnCnmwzWUORpPMuMAibve6x/KOaNJb7Gh++/ESDtj2QGvIF4BmikPsWGJWsBzcb4L782kthRCGRhG2/cY7qFqNkC8Mw+HDPH/NbH+Uc3/phtJojKthQ4UShUJTK4cOHCft///tfgbnxUiviOOCnVP8jN1/AyFWpy/BjY3GsXj3E/vzJGitSqxba7tmDIn92C/kCCYYvDUVYtJg112u7Zko4r/pwEteC/mP5r7ZdCmsjc/kvNLI9abuWK9CiCQAebJVdUrzOgOuwLdlUjdGolpMJJwm7g3kHjX0uRScl4Z+Ll8EXClljXapWkbsYxKbD1zB9zEAw/HjoWznCftg5GLs2xMgawAIV/tcxQhECa/bOsHn2trAa1Fl1C1Ky5cWlH1jeg91+odechhi8oiX9/lUyVDhRKBSlIRQK8eIFmUbWoEEDDUWTj5EksUUToHTRBAD7y5RBqlRqpR6Ph/Hh4TC1yyy3nZQiQdeZwdJvBwCsn+KgkS/nf98ewd0Qdv+ogaVayieaUpKBJzeB03vZY6MK7hN0YWos7m2SLXSbT/aBsbkCBTW0nABhAMLFZFqppopBTDt1BrEpKZxj2/r3hYWJiVzXWbV6LebOnQMwDIxcG8J+6FnwrIvi3mCglIr7TfsWa0HY1iM03zBYVxEKxJyiyeNMTzTuVVEDERV8qHCiUChKw9vbm7ClU/YociJdQQ8AysQpfZnnS5eyRFOHw4dR6X//y7AZhsGxmwk4cCWe9f7xvWzQq6WV0uOSh8CkCJZoGlKmDUaWk/NwerAfsHgc99iaI4BtwS2nnJ1oKkipeQDwMe0j7qfcJ3yjrTWTuiSSSDhF07TWrVC1uJNC/+5nQl0BhoFFo3Eo1GMTahY3wqHugLWKi1oyYqndZh4P1mN6c0+mqJzD88hUTyqYVA8VThQKRSncv38fZ85kPvkqUaIEihYtqsGI8ikRHkDMatJXTqKStLGnC8kzPZOTkmBknrlTExQuxJB/OfoYAbi7zRn6+pq7wd77g+x3c6H1IhQ2sc75jbFRwKxBssd3XgYMjWSP53NCv7KfTv+l6bgvBUo0veG/wZPUJ4Svt2VvmOqrvzJiUloaJh4n0wW7Va+GbtWqQl9fvopnIpEIBgYGePkbiHLthSLTX8G4RG3UKQacVYN2YSQS+Do2J3ylwh6ofmEKJ0mxqbiwPjPDw8rOlIomNUCFE4VCyTOTJ0+GSCQifB070s7xCuNXA0h7T/rcfildNAmSkrCvFHmOYlxYWIZoEksYbDweg+vPklnvreBihG2zimj0Bvt3chQehGZWeptQoat8ounNE2DnMrbfyBhYuB1wLK7EKLWTj5eGcford9oFU5uSao5GdaRKUlmiqZZxLRQzKKb2WGKTkzHt9FnCV7aIA3rUqC73NS5cuIA5c+bgrtd99DnvBAAwLpFeZ/xYD6WFmi2hfWYQtkmdyupZmMJCJBSjn+06wrf6sQqrgVAyoMKJQqHkifj4eJZo6tWrF6pWraqhiPIhjAD4wZFjYzMeMJLvoHhOBD95gkezZyPk+XPOcfMimWdaRi4PQ0Ao++D6sSXFULSw5r82+t1fQdg1C8sucgAA+PkZWD2Te2zgBKBFFyVFpt28O9ef0996VhR4BvKdrckPRIujcTSBrDDWxbwL3IzcNBKPtGgCgHkd5UspFYvFWLRoEZb/6anWfPRaoP2mjPF9XQBjNfxKpjx4hdSHrwlfsWs7VL8whZNrO16zfM4VCm56sTah+W9ACoWSr/n3338Je8mSJShcOPsSx5QspP0A/Mqz/aUjAIO8fxF6nz+Pyz1lNHX9w0gfHwDpVfP+tygU0fHkOYZ+bSwxuoeKT5zLSbyA3AUramYLN0sZKaHf3gPrPbjHajQEJizkHiuAvD7ZDdF+Xix/kfLdC7xoqmZcTSOiKTIxEbPOnidjcS6OSS1byHgHSWxsLAYOHIgbN9LTUidPmYoLJdbg715vcUugjRr+WimPXiO093TC5xZyv0CldeYnhAIx9k69TfiuMvQ8sbqgwolCoeQKLy8vnDtH9kVp0aIFFU2KoiLRJEhMxOlWrRD26pXMOZWGDkXrHTsg0jNGy/GBnHNubnaGkaH23CB1vk3eIBxr7gEDfR57YmKcbNG0ZDdQrOCkpeXErZUWMseqdvVUYySq5S3/LR6nPiZ8JnomqGmi/ubbcSkpLNEEpBeCkIdPnz6hR48e8PHxgampKfbu3Yt5UQOR9TfRa7CSgs2G5NvPEDaQrDBZ9OQ66BnS20dNIJEw6GFM7rjv/Kr5Js66BP3Jp1AouUJaNAFA27ZtNRBJPiZ2O2kbugJu3wG9vBUnkIhE2GLFXe2uy+nTKOPuDn1epthoJ0M07Z/vqFWi6WLAM8IeXrYdDPU5vsYm9wJSktj+sfOA2gWnN5E8vDkl+wBM49HvoM8zVGM0qiNVksoSTdWNq6ORaSMY6Kn3VkckkWDqKXYRjgktmsv1/idPnqBdu3ZISUmBi4sLLly4gF9G1YE7mXOalQRMVPzXSvF6yRJNVsPdYdaqnmoXpsjk5NJHLB9N0VMvVDhRKBSFEUuXpAWwevVqWFpaaiCafEriZSB8Iukr5auUS28wZN8MtztwAFWGsQsDcO009W5liT6trWBnzbGToyFSRWlY/4k8KzK0DIdQH9UBYBi2f99NFUWmvSTH/EKU7x3OseLVh8HcroyaI1IN7/nv8TD1IeFrZNoItU1qqz0WhmEw8tARwtfAzQ1jmjWR+xo1atSAm5sbHB0dcfLkSSTy7DDjEDnnYDdlRCub0EEeSLn1lPA5HloO84669eBB24gJIR8I0RQ99UOFE4VCUZhJkyZlvDY1NcX69es1GE0+JHwqELuZ9Ln5Ke3y+gYGkGQp2DGVz4eBMbv4hPRZJgDw2u6sVWcXvsT642rgS1wNekn419cbw47T+xNbNHXoA/QcruIotQ9Bagye7K7OOVZn4A3YlpD/Rl6b4Uv4WiOaRGIxRh4+yvLLI5ri4uJgbW0NPT09mJub4+7du7Czs0Oi0ADN9pBz7w8GVN0JQFo0GVcrR0WThmEYBjf3vM2wN70ZqcFodBcqnCgUikKcPn2asBs0aKChSPIpwiC2aLKdAxi55PnS4e/e4WybNoRomsm1+/KHpfujCPvK+uJaJZqWvjuG27/fsPwdneuirn050ikSAmtmkb5dVwCDgpGKJi/8xFA83CZ7J6nJ2I8wK6SZ6nLK5kXqC7zkk4K6rGFZ1DKupZF4pnGk53kOzfkg0tu3b+Hu7o6xY8fCwyP9XF6RIkWQLACqS4mmXhUANxXWaeG/+ozfHcnG0E63dsOkJu0PpEne3PLBovbHCZ+xmW59tmkL8nVdo1AoFAAhISF48OAB4XN3d9dMMPkRRgj4lCB9rp8Ah1V5vvTrDRtwpGZNpEZHy/2ej7/SMl73bmUJc1Pt+Ur457Unp2iyMDTFjMq92G9YMZW0xy/QOdGUEuubrWhyrOBeYETTvrh9LNFU16QuOlh00Ij4f+7ji8S0NMLnOXRwjrEcOXIEjRo1QkBAADw9PcHn8wEAkclAxZ3k3NauwHoVHiOVJKeyRBMAKpo0jETCsEQTABQvZ6eBaCh0x4lCoeSIWCzG/PnzER8fT/iXL18ud9d7nYer7LjNeMA4900kGYbB5V698PM8u3oXAPTxYpefBgCBkEH7KUGEb1R3m1zHoWwGPViNgKRwwjezSi+0LFodlkZm6Q6JGAj4lZ6ed2YfeQFTc6BmIzVFqz083pV977Sq3Q5lO55fiBBFIJkhy9LXNK6JBqaa2f0e6sn+d81JNAmFQsycORNbtmwBkN4w/OjRozAxMQHDALX3sd+zXYU9xSMmr0Tiiessf4m37F00inpZ1Yc826mnB5znz9Oq7ABdggonCoWSI+vWrWOJpiFDhqBQIe3o7aP1RMwBYtaQPn1bwHE79/wckIjF8L16FRe7d+ccb7pmDWpNmQKeEXd1vhUHo1g+A55mv4RFEjHO+D3Cjm9XWGPr6o5CPYcKpPPfCcBvf+6LLd3D7S+gxIe+w4uDss/RGFsWQ5OxHwvEjVacOA4nEk8QvhHWI2ChL7vkuio59YrdiHRYo4bZ/luHh4ejT58+ePQovULaggULsHjxYujr6+N3AtCQo0J8wBSlhZwBwzCI33MW0fO3sMZMGtWA00W2n6JeJBIGz859z7BL1XTE5jejNBgRhQonCoWSIwEBAYTds2dP1K1bV0PR5CMYBvghY0eurPwpdcQlJRJsMJD90T3C2xuFyshO1+ILJHj0LpXwnVvtlKtYlEmL67M4/Xc7rIIxT0oAXjgoWzStPQrY6E4KS9i38/hwUfY5mjazY6Av/e+XT3mQ8gAf0j4QPncLd42IJoFIhNFHjrH8i7t0hkth2T9/aWlpaNiwIXx9fWFpaYnDhw+je5YHINKiiacH+E5WVtQkkZNXIvHkDZbfZtJA2M6lhQc0DT9ZgF4WqwnfklsDNRQN5S9UOFEolGzx8fEh7G3bttH0PHlgxMAPjo/YYqcBq965umRCYCD2lORu3DpdJCJ6M8mi49Rgwr641glW5potO/4g9AOn/0LrRaRoYhhgXNf0QhBZadoBaNUNcHJRXZBahjA1Fs88G4Efz92DCwDazI4tMH2aJIyEJZps9G3gbOiskXhmnGH3sdvcrw+sTU2zfZ+xsTFmzZqFTZs24eLFiyhfPjN992ske/5TdgcBpSDwCeIUTSU/X4RBEd158KCthPnGYmSpbYTPuUJhWBc201BElL9Q4UShUGQikUhYpcapaMoBhgFSnwGBjdljbj8Bo9K5uuz9GTPwZsMGlr/3nTso2bp1ju9P4UvQeTopmso4G2pcNAUmRWDBG/KMyKU2/8LWWKonWOAvYIlU3ysAWLgNKJG7f9P8ikSUhnubshcMFTtsLTCiCQAixBGE3cm8E0rn8ndJGST+KeLwl7kd2ssUTWlpaQgNDYWLiwsAYMyYMRgyZAhMs8wPTwI6SJ3/V0V6HgAwAiGC6g8gfCU/nINBMQfVLEiRG9/3YVjc6SRiQhJZYzu+jNVARBRpqHCiUCgyOXuWPJQ6ebKKckYKAowESL4DBLfnHi8nAvRyJ1JOtWiBIKlqhgAwOSkJRubmOb4/MUWCbjODWf5dHo65ikdZJAlTMfABWVHwTMv5bNEkkXCLphUHAIdiKoxQ+2AkYtxZK3tHwLFib1TrxnFIJh8TK47FqcRTGbaNvo3GRFNgTAwWXiLP4R0cNkTm/JCQEPTq1Qvh4eF4/fo1ChUqBD09PUI0fYoAOpPHtnBIhQ1uA+v2I2z79bOoaNICIgLiMLnGXpa/XH0nrHs2rECcUSwIUOFEoVA44fP5rNLjWdNKKH9IPA8IfIFI7jM6AICyKbkWTW+3bWOJptozZ6LZ6tXQy2H3TyJhsONcHM7fZz+9vLNV841uO9z6h7CLmBaCo5kte+Ls/5G2Y3Fg5mqdOsv0F6+Nss+judafjrItlqgxGtXzW/gbZ5PIBzh1TOqoPY6w+HjsfvQYflHk2UQLjsbSf3n69Cl69eqFsLAw2NjY4MePH6hfvz4xJzaVLZqKWwLNXZQVOUnUvM0Q/SZ376wGd1XNYhSFGO6yldNPRZN2QYUThUJhIZFIMH36dMK3gSNNTOeJXAREZ3Ojar8asJ2Ra9H0bMkSPFu0iPCN8vOD9Z+Un5z48DONJZpsrfRxZqWTxr+Ik4VkqlPtwmWxsT5HKspIqR28CtWBGXnve5UfCfl8CmJBEudYiyl+MDKzV3NEqiVQGIgLSRdY/nJG5Thmq46nv3yw9/ETzrEt/fqwfAzDYOfOnZgyZQpEIhEqV66MCxcuoHRp9i7Z/y6SdmUH4AL7knmCYRjErjmA2HUHWWNuEY+UuxglV0QEklVr242qgdGb28HYtOCk2xYUqHCiUCgZCIVCHD16FK9evSL8ZcqUgYmJiYai0lIYiWzR5HQZsOySp8unREWxRNOY4GBYOslXAY9hGMzYHMHya4NoEkpEaH9rHuFbX280e+LhzWzfyDkqikq7+X53DgJecZevbzMnDvr6Be/rXFo0NTFtgpomNdUaw0tfP07RNLV1K1R3Ls7y8/l8jB8/Hp6e6emSffr0wf79+2Fhwa78F5uanqb3lyoOwNX+yosdACSJyfBz404fdjyyUuOfBRRALJJgeEmy9PukPZ01FA0lJwreJy2FQskV58+fx927d1l+W1tbTJs2TQMRaTkxZNEMOHoCRmUA04bpHQrzyH+ryTK0DRcvlls0xcSL0Wvub8I3qU8h9GhuKeMd6mXHV/KMiHvJRtDXk0o73L8WeC7VwHfnZcCwYJTWVoRov/syRVPLab8LpGhiGIawm5s2RzWTamqNITktDTsfkjsyfWvXQvPy5WBqyL0TMHfuXHh6ekJfXx+rVq3CzJkzOcUJwwDVpdqNnc1dsU2ZMAwjUzS5/LgKnq21chekKExEYDxLNHWbVk9D0VDkoeB92lIoFIURCoWcogkAli1bpuZo8gH8N0Dk7EybVwSwGaq0y4uFQrxety7DLt+vHxpK7T7J4tKjRGw+Gcvyd22qmQahXJz1f0zYUyu7kxOm9QMS40jf8gM6KZqSon/g9Unu3ctiVQbC0KRg3vxuiSNvJtUtmgBgwvGThN2vTm20r1wp2/fMnz8fjx8/xqpVq9A6m2qXs6U+bjuUBkyUfEfm59KO5XN+dhSGpUvQnSYtgGunCQCGrmqlgWgo8kKFE4VCgbe3N2FXrFgRo0ePhpGR7t2o5og4BvCvTfpcPyvl0oLERGyxsmL5m61dm+N7GYaB728hp2jy2q75QhB/GfV4I2HfbLciMzaRCJg1iC2aPDYARXSreh6Q/n/6dE8tzjHnmqNQsd1GzrH8TogoRKPr/46Lw6obtwhfu0oVOUUTwzC4d+8eWrVKv9m1s7PDq1evZP6+SRig9FZATG6oYUVL5cT+l+h/d4BJIRtdl4p8LGM2Rd2IhGJ0N1rB8l9lFmggGooiUOFEoeg4qamp2L49Mw2oXLlymDiRo/QzBeC/BfylbmQLLwcMCuf50vEBAdgro+iDZXH2WYqsnPFKwM5zcSz/tP6F0KWJdqTnMQyDc/6P8T0+iPCbG/45OycWA2M58vq3nAXMtGe3TJ38uDeP029TvEGBFU2f0z7DK4VM0Zxso542CBKGwfCDhznH+tdlV/JLSUnBqFGjcPz4cezduxcjR44EgGwfUrQ+whZNr0YCttn3zVWYuG1kqT63sAfKXYCSa4QCMXoYU9GUX6HCiULRYUJDQ7F06VLCl116ic4jLZrM2wOFuW9uFeV4gwYsX/GmTdGXo39TVvxCBJyiqUtjC60QTWliIfyTwnHG9xFu/X5NjN1otzz9hUjELZpWHdRZ0SSRiBDwH3d54joDrqs5GvVwJvEMa7epr2Vfte2W3v7yldO/fUA/ls/Pzw/u7u54//49eDwe0tLSsr32l0ig43G2/2o/wCHnVmwKIY4hK7Q5PzsKPZ5mG11T0vF+FYLpdfcTPjsnS+z5OUFDEVEUhQonCkUHEQgEmDp1KstvZGSESpWyz+HXWQR+bF/xa0q59CdPTySHhmbYLu3aodfNmzm+L4UvwYhlYYTPzpqHmYNsUbei5qsgvor8gekvd3OOLa01BBaGfx6zT+Oov7z9ImCs+b+DppBZQW92DPR5Ba9EsYSRsERTacPScDRQT5NmCcPg5CtS2HeqUhltKlaEuVSvpjt37qBfv36IiYmBvb09zpw5g2bNmsm4LuDKPsYCAPCdBPCyb8WWK/zLkQ8hjMqUVP4ilFwhLZoAYM/PCbTseD6CCicKRcc4fPgwXrx4wfIXKVIEc+boZqnnHGEEgK8b6SvPcM9VkOSICNwaPpzw9bh8Ocf3vffmY/omstx4v7ZWGN3dRilxKQNZomlT/XGoVbhMuvHcC0hNISfsuQ7k0Ny3IJMaHwTve/+w/DV6nYE+r2CeOwwWBRP2MKthsOKxz/upCukUvU19e8PGzIzwMQyDtWvXYu7cuZBIJKhTpw7OnTsHZ2dnmdeVJZrejlKNaGLSBIRtNcJdxkyKujk07x5hN+5dAXNO9dSa86cU+aDCiULRIYKDgzlFU48ePdCmTRsNRKTlCPyA0EFA6jPSX/SgUi4vFgiws0gRwjfs2zfwcijKcf5+IradIYtAtKhtplWiKSwlhrBLmDugrn05dClRH25WRdOdYnF62fGs7L2hlHLu+ZW05HA82lGBc8yhTAc1R6Me4sRxRM8mK30rtYqmFAEpNowNDFiiCQDevHkDDw8PMAyDESNGYNu2bdn2t+vAkZrn2RVo6ZrnkGWSeIE8H1Z45VTVLUZRiDMrnxK2x+leGoqEkheocKJQdIgVK8gDqQ0aNMD//vc/DUWTDwhoAIjDSR/PEbAarJTLb5RKASpSqxbsypfP9j1iCcMSTQCwYHjeC1Qok973yDL2x1p4sCddOEjaC7bqtGgSCZLwYEspzrHKnXaqORr1cSjhEGE3Mm2ktrUlDIOpJ08Tvu0DubvQ1q5dGytWrEChQoUwevTobHcKNr0AvkaSvoApeQ43WxLP3kbkpMzPeOOaFehuhpawbhDZzPlIKO2NmF+hwolC0RFEIhFhjxw5EjVr1tRQNPmA8Ols0WTWBnC+qZKbewMzMwx69SrbOUmpEnSdQaY0bZzqgGpltess0OdYf8IeX0GqD9HPL8CxbUBwlnNjdg5AyTKqD06L8VrPfZ7HqmgtOFUteA84JIwEW+PIAhimeqZwM3ST8Q7l8jM8Asuv3yB8VZ2cYJAlTfTGjRsoX748XF3Tt4k8PDgeAEhx3x/Y+JL03RmU53CzJXz0YiRJ7TbZb6Sp19qAz7tQPDhGtqwo5KibRW8KAlQ4USg6wuzZswmbiiYZMALAtwIg9CX95SRKE0xhb97gaG2yF9TU5OQc3yctmkyM9bRONEkYCcY9JQ929C/VIv3FqT3AnfPcb1xUcHdUskMsTMV/R9shIeytzDn1hzxQX0Bq5BWffFBgAAOMthmtlrXjUlJZogkAxrdIL/IgkUiwfPlyLFq0CNWqVcPTp09hxpG+x8XQS6T9eChQQoV9isUx8SzRZDmwE4wrcu9eUtTLlJr7CPtY5AwNRUJRBlQ4USg6AMMw4PP5GXatWtxNNXUahgFi1gKRHE9p3fyUusskLZoc67B7xGTFO1CAsavCWP4TS7WrKSzDMGh2bSbhW1LzT1qj5wbg6W3uN9ZsBJgpuSZzPuHuOvtsx9vNTVJTJOrnBZ88bznUeqja1l5wiSzAYsDTx6Y+vWFiaIiEhAQMHjwYly6lK6CGDRvCwCD726VfMcCkm+l/ZuVAV9WKJkYkYlXRc352lFbS0wISolMwoPB6wvfPhd6wLiyfAKdoJ1Q4USg6QEQEWX1txIgRGopES4lcBEQv4R4rvAQwclHaUi+WLydsIysr9Lp1K9v3cIkmr+3OWnd+4azfY5avRbHq6S+4RNPQaUD9VkAON6UFEYlEhDurbbKd03yyj3qC0QDSpcfHWI+Bib56dk+HepJnqhqWcsPopk0AAN++fUOPHj3w48cPGBsbY+fOnRg2bFiO12x1RIZfhYUgACB+71nCtv1nNBVNWoJ0eh4ANOie/RlWivaje99WFIqOwTAM/v333wzb0VE9fVHyDeJobtFkUh8o+UypO02RHz/iyfz5hG9yfLyM2en/d60mBLH8F9c6aZ1oWvDmEB6EfiB819su425uu+0CYGKqxui0C4aR5CiaGo/5AGPzItnOya8kShJxJvEM4VOHaAqMicHCS1dY/qENGwIALly4gMGDByMpKQnFixfH+fPnUSeH3WAAOPSB7ePppafoqQpGKELogNlIfUCmOxaaWvDOwuVH+ClC7JlCPhDb5ztRQ9FQlAkVThRKAeftW/LsRNmyZTUUiZbCl7rr0bcASjwGTKordZmgR49wSqpJZh8vLxmz0+ESTfd2lFBqXMpCWjQdajoLlkZmwJ6V7Mk6LJoAIMpX9v97qSb/wK3+dOgbGMuck9+5nUzuPnYx7yJjpnLhEk3reveEkQEPYrEYK1euRFJSEpo1a4bTp0/DwcEhx2smC4CFD0ifqqvnAUBw+zEQfPQmfCXenJYxm6Junp79StjbP4+Bo2shDUVDUSZUOFEoBZiUlBTs3092Ku/bt6+GotFSglplvi40CSgio2NlHpEWTb3v3kWJli1lzh+5PJTlO7vSSelxKQNp0bSn8dTMXk3/PSQnrzumpqi0E/+XW/Dj3jzOsQbDn8GqSFU1R6R+kiVkIRQ3I9VX0WMYdsPqfYMHwYDHAwDweDycO3cOu3fvxqJFi2BoaCjHNYGKUjVNvNS04SMtmiwHdIJhiaLqWZySIxuHkGfoSlbKWYRT8gdUOFEoBZCUlBQ8efIEFy9eJPwLFy7UuhQvjSFJArwtSZ+e8g/tMgyD7XZ2hK9Mjx4o2aoV5/xd52Nx+m4iy397qzMMeNr5f7f1S2YZMZ6ePirYlAB++wOLxpITd1wCjAruTkp2MBIxnu6vh+So75zjraaHwsDYknOsIOEv9EesJLMP2TibcSpfM00kYvVqOjhsCD59+oQHDx5g0qRJAABnZ2csW7aM6xIsGAZw4XjGUto2z+HmSPJdsqiGW/hD6GUpoU7RHPxkAXpZrCZ82z+P0VA0FFVAhROFUoCQSCSYOJE7j9re3p6ebwLS73gSjgOhHI1V7HLu0aIoF7p2BT+WbFjb7Ty7JLdAyKD9FHZqHgBc21hca0UTwzCI4Mdl2MtrDwOCfIF/x7Mn66hoEgmSZPZoAoAStcbohGhiGAaXksha3YbIeWcnr4w5Qu5ymhsb4/Tp0xg2bBhSUlLg5uaGTp06KXTNXW/YPv/JeYlSPgQ+QQjrP4vwUdGkHTAMwxJNAN1tKmhQ4UShFCDOc9yQA4CtrS1RIEInEYUBER5AwiHu8VKBAM9GqUvenTABvlevEr7hP35wzh2w4Den/+DCojA11t4boxUfThJ2A4cKwJQ+5CRLG2DJbvUFpWVkJ5oAoELb9dmOFxT2xu8l7E7mnVS6Ay4QiTH++HHCJxGLYfzmFfpu2AAAaN26NerXry/X9SQMcMcXGH2VPfZtvEr6YrOI303unDnd2KX6RSly8eA4u4renp8TNBAJRZVQ4UShFBBCQ0Nx7949wlexYkX07t0bRYoUzOpccsEwQKQHELOGe9ywFOD6CdBXbsGC38+e4f2OHYRvWloaeEZGrLkJyWLEJEgI37UNxWFqor2CCQAuBzzHzWCyqpf+qI7kJGc3YBH576BLCFNjZY7V7ncFdq4t1BiNZmAYBs/5z5HKpBL+0kalVbru3sePIRJn/l7xExMRefkijvwpyjJnzhwsX74cvD/nnLLjji8wkl1bAgCwvwtgpvqNMwBAgufFjNfWY3rDpHYl9SxMyZF908iiJ1ck82lqfAGECicKpQDw6dMn7NxJnlLesGEDTEzU0xdFqwnpAySe5R5zeQOY1FT6kqdatkTQ/fuEz/3aNZZoCo0SYeTyUKSmkQfXtbFHkzSbPp/HOf8nhO/qwxD2xAVb1RSRdvL5GvcZnjoDb8C2RBM1R6MZ/EX+eMUnBfZ4G45UTiXyNSQUr/wDMuzoAH98POiJwIAAmJubw9PTE71795brWvPvA0c+co9d7gtUU1MGtPTZJpsptPS4tsAwDOIjUzLs9S+Ga/1nOCV3UOFEoRQApEVTr169qGgCgLh9bNFk2ghwugAY2Ktkyav9+7NEU+dTp+DWsSNr7vCloUgTkqKpWhljrf7CjUiNQ08vdt+rLcGGsI6NI51LdgP6OT/NL8hE/GTndTUd9wWmNrrTpPRl6kvC7m/ZH4Z6qtuiee7ji92PyGbMPUqWwNWAAJQuXRoXLlxA5cqV5brWpwi2aKpkDyxuBtRVY5FLoW8w62yTgT0tb60NfH0ahNmNDxK+0rVohcOCChVOFEo+5927d4RdrVo1NJMqfa2TiBOBsFGkr1QQYFhcpct+P0me+ak5eTLKcTzZvvgwkSWa+ra2xBh37b4ZGvZoHcu3OtkRNV6TaaLYcx3Q8UPrn69zF2rRJdHEMAzCxeEZdmuz1nAwUN1hed/ISJZomtq6Fao7F4dELEavXr1gY2Mj17X2vwOWPCJ9J3sCDVT7EcJCGByOwHr9CZ/D7kXqDYLCyY+Xv1miyaqwGXgGuv3ZV5ChwolCyedIC6cxY2jpU4gigF9S57rsFqhcNDES8pzS1NRUGMjY+Xv0LoWw725zhr6+9u40AcCVwBdIEJJxX28wC5ZzhpETl+7VedEEAL8/HGT5avfnqCxQgLmVcouwyxmVU8k697//wKHnmalsqfHx+O/EcWzevBnVndN/70eOHCnXtSQMMPYacMuH9E+qqwHRFBCCwNpk7z3r8f1g6d5avYFQWIjFEsyof4DwmVsb42j4dA1FRFEHVDhRKPmc169fZ7ymoglAwjkgpBfpsx4G2LPTy5S6bGAg9pTMspOgp8cpmtIEEkxYGw7f38IM35pJ9lovmlJFaVjzkazo9bjzBuDxTXLitvOAifL7YeU3RIIkTr+dS3P1BqJBRIwIPwRkFUkDPeXedjz0/gnPp88IX6SPDx7s2IaU2FjsW7EcXS9flvFuNjGpQI09bP+S5sCQankMVkHSPnojuNUIwmdSpzIK/0srtWma915+mN/6KOGbvK8z2o6ooaGIKOqCCicKJR8jFAoJu0yZMhqKRAtIvAz87sY9VvQAt1+JvNm4kbBLde7MOa/D1GCWr5Krdvc3+hLrj7FPyW6fx5rOBu5cAE5lKTPeoDUVTX/gKkFes88FDUSiGRIkCfCM9yR8Y6yV+2Bn410vfAgif5+8Hz3Ey6NHIBGJUL58eaxZI6OaJgeNPYGgBLb/ziCgrB3br0oSjl5F5DSyJ5BFn/Zw2DZPvYFQCBZ3OoHX13+x/GZWxlQ06QhUOFEo+RSGYTBlyhTCZ2amYzetkhQgbj8QIaPzZKHJQJHNagnlwy6yn0r3S5dYc95857N8s/9nq/Vlx6VFU/si1VBi+lD2xHrN1RKPtpMQ/onTb1tSN6rofUv7htspZGlmCz0LmOgrt2BNVtEkFgrx3/Fj8H74AADQvXt3HDp0CFZWVnJdq6SMj4n3o4FCyu1UkCOS5FSWaLIa4Q77VdPUGwiFICIgjlM0uVYrgq3vR2sgIoomoMKJQsmH8Pl8TJ9O5lHrZK+m8MlA/H7usRKPAbPG6gnj3TuI+JmiaHRAAFEZj2EY9J77m9WrKT+UHf8Q7cvyzdt9gntypVoqjkb7Cft2Hh8uDuYc4xkU/EqXQkbIEk0AMMx6GMfs3MEwDGafzWz2nRofB5/jx+D96hX09PSwdOlSzJ07F/pynrO78J3tG1cLmNNIPU1tpeH/Rwpvw9IlUHjlVPUHQiG4vvMNy/fvjf6o1V61/cgo2gUVThRKPuPLly/Yvn07y//PP/9oIBoNIo7nFk3OdwBz9R2cTgoJwZGaZC8oS2fnjNf/7IzE80+p0m/DwhF2Wi+aBGIRJj7fRvgeX/zKnrjxJGBpo56gtJiE8I8yRVOLKf7qDUZD7Igjmx03Nm2MWibKE9QCkQijjxwjfMVs7fA+Ph42NjY4fvw4OnToIPf1up4EPoSTPv/JmhFMACBJTEZonxkZtknjmnC6oJ5dc4psGIbB2dWZZ+n6L2qKgYtp9VpdhAonCiUfcfv2bVy8eJHlX7t2LQwMdOzX+acNaZcOAQzU3zvjci+yEEWTVasyBNHVJ0mcomnBcDs0r2WulvjyQqsbswl70xN/ckLLrsAA1TYyzS+kxgXg+YGGnGMO5brCyKywmiNSP9HiaMLmgadU0RSXkoKpp84ASL+RBQA9PT2s6t8XY+rWhoGBAUqXlv/p/81fbNF0f7DmRJMwKAyBNcnWBVYDO2kmGEoGv72jMaYc+UCgxaAqGoqGoml07E6LQsm/hIeHs0RTuXLlWOecdIKoZaRdaIpGRNObzZsR8vx5hl2sYUPUmTkTABARI8KG4zHE/OIOBvBcWBQ8La+gBwDvoslc/gZhiagVlaUU+bj5QC31pEJqO6nxgXi0sxLnmLFlMVTvcYxzrKDxIOUBYU8sxN3HKrdsu5d+fbFQgOeHD8OuZEl4HdgPY0NDlC9fXuHrjblG2kOqAW4aaqMWt/sMoudvYfkterbRQDSUv9zc8xbbpH9QABQrbauBaCjaABVOFEo+4d9//yXs6dOnK/R0tUARtYC0i2xS6/IvVqzAE47UyL7370Ofx8MX3zRMWkc+yj64qChKFDFUV4h5IunLK0z2I88xrXkRlP5izzVAn6eBqLQTIT8ej3ZU5ByzcqyJBsMecY4VNPgSPoJFmcUaGpk2Uur100Qi/IqMRFJ0NB5s34Zofz8Ev36FxHVrYVFUsYcmDAO4SGmUq/2BKqrry5st4eOWIOnsHZbfLeS+1qfzFmR+vQnlFE1nkz00EA1FW9DuUk4UCgUMw+DKlSuEr3LlyrormlJfk3aZOLUuH/3tG6doqjV1KnhGRhCKGJZoKlnUMN+IJjy7i1VPdhOuyR/D0l/svExFUxYEqTG4t9GJc8zEqrjOiCYAOJV4irCrGldV2rUTUlMx5sgxhH77hqv/Lka0vx9sbW1x9epVFFVQNAFs0QRoTjSJwqJYosnAyQGlIh9Dz5A+29YUtw+8x9Ta+wjfsDWtcJVZABOzfPJZTlEJ9LeSQtFyJkxgNzscP15Hz5VwNbflWatt+Y/79uH2qFEs/yh/f1j/aX7bbnIQMdantSXG9LBRR3h55/Nr4MA6MHWLZ7g6+8eid+kWgMdwKpqkuL+phMyxZhM4SrUVUKLEUYiTxGXYpQ1Lw0jPSCnXfu0fgK337uPrndt4c/oUGIkEzqXL4NGd23BxcVH4et1PsX0fNNQ3XPQ7HAHVyc+zEq9PwbBkMc0ERAEA+LwLxZYR5MPKf28OQK12pTQUEUWboMKJQtFiUlJSWL7Jk2X0LCroiGPZosl2BvdcFfDjzBmWaGq9cyeqjx2bYXsHCohxE2M9jHXX0KEJRbl3GTiefgD6UbHM3jcjhm8EzGw0FJT2Evr1rMyxdnOT1BiJZhEwAhxLIM9wNTdrrpRri8RibL13H08P7IPP06cAgCrNm+PJ5cuwsrRU+Ho/Y4B3YaTPbzKg7iOHDMMg5dZThP1vLuG3nTuKiiYtYEpNcqfJfVYDKpooGVDhRKFoMTP/FBr4y+zZs3P1lLVAENyVtIudAqz6qGXpd9u3w2siedC9wcKFqDx0aIb9M0iAsavIu7LrG52RL3jzBDi+A2n6erjiYkMMmRmpufunlsMwDN6e6YUon1uc47okmgDAR+BD2K3MWsFcP+8VI299+YoT/6X3ZSrkVBx6+voYPG06DqxZLXd/JmlaHyFtn0nqF00AkPbmK0s06ZmbwmbSAPUHQyFY2P44YXuc6YnGvbjPMFJ0EyqcKBQt5cQJ8nB+pUqVdFc0CXyB1CeZtmUvtYmmdRyHs3vdugWXtm0zbL8QAcasJEXTinH2Ko9NKUSFATuXQQygddcKrGEzA2P1x6TF3NtUAiJ+LOdYW49ENUejWQSMgNXstrJx5Txf98qHjzj98j/wDNPPklRs1x61mzTBzonstGV5+VO9PIPeFQADDZzyFgaE4HeHsYTPpFENOF3kOHhFUSubR1zB21vkgwAqmijS0OIQFIoWIhQK8fjxY8I3ZoyGEvE1jfA34CuVJlGM46CCCvA+f57lqzh4MCGaAGDEMlI0mRjroV5lE5XGpjQ8huK7jQmad2ffIPRza67+eLQYvxebZIom1/rTda4C2s64nYTtbuGe52uKJRIsXrYMV5f8C2Fqeg+00g4O2DEhd+c6BWLg+k92QYh1bbnnqxJxXCICa/clfPYbZlPRpAV8fRqEOwfeE77DIVM1EgtFu6E7ThSKlhEeHs4qPb5p0ybda3D7Fz+pRoOFlwJ66nnm8+04mbYxPjISZoXJRqbS55qGdrbG4I7qK1iRJ57cRrKBPkY1d2MNXWm7BDZGFhoISjvxe7EJ3vfnc445VRuCMs3/5RwrqHjGe7J8zoZ5S01NSkpCh5498fZ2+i6W78sXuLZjO2zNc5f6N+0WcJ6jRoe9WV6izB1Jl+4jfORCwmdcqyIsaYNbjRMRGI/ZjQ8Svp3fxsG2qOLn6CgFHx29E6NQtJPo6GiWaCpevDiMjJRToSrfEXcAkGR5wm9UAbCbp7blf547l/G607FjLNHEMAzrXFO+EE0iIRAfAxzcgPEt2KLpbofVMObRkrt/CXyzR6ZoajruC0xtSqo5Is3yNPUpEiQJhG9Kobw14v758yc6dumCXz9+QJ/HQ92Bg1C2WfNci6ZbPtyiCQDuD85DoLkg8dwdRIxdwvIXv7mbYzZF3WwaepmwZ590h3P5wjJmU3QdKpwoFC1iwYIFLN/06dM1EIkWIIoCwkaQPtePattt+psmlLF0hw6sOQMXhhD29AFa3k0+NgqYNSjD9LM0hq91ZkphVVtXbG84SRORaS3vzvVDhPdVzrFafS/qnGgSMAK85pO91Mbb5K09wrVr19C3f38kJybC1NoGzSdMhEPp0tjYp1fOb+bAyxcYLfVfVsIaWNQUaOUKqDOjkpFIWKLJok97FNnO7gVHUT++H8Lw8b5/hl2uvhOa9q2kuYAoWg8VThSKlhAREUHY1apVw8iRI8Hj6WDvHEYM/JIqrlDyFaCnvo+sgNvkoXeTQmRZ8QdvUxAWLSZ8nRtrcWpbGp8QTUI9YHAr8uzYytrD1R2V1iNLNFXssBWF3VqrORrNEysmz3iNtB4JQ73c704eOXIEQ4YMAcMwsC9dGs3HT4SZjQ0alSqFQrnYbep4HPgSSfpO9QTqF+eeryoYhoEoIBSBdcgzTcUfeMK4ko42L9cywvxiMbn6XsK35vFQzQRDyTdQ4UShaAFCoRCLFy8mfKNHj9a5w+YA0stf/eD4aDKtrbYQJCIRLnbvnmE7t2hBjPuHCrFkXxTh89quxaXH0/jAhO6Eq3PHcoS9tu4oWBnlvYx0QcL/v+2c/mJVBsG5+jA1R6MdhIkyU1NdDV3zXHq8TZs2MLG2RokaNVGn/wDwDAwwt0N7lHMsovC1uESTk6V6RRMjEsG3aAvOMX1rCyqatIiRbtsIu2IjZ/A0UWqRkq+gwolC0TBisRhTppDnAwYMGKCbogkAfnB8cZVn2D4VssGQfIJefdw4wh6+NJSwpw+w1d7/r6QEYKpU6fYiTkgxJHcy6zuwS5HrMn4vN8P7HjudqmSdCSjXaqUGItIOHqQ+yHhtqZ+7w/ORkZGwt0/fUf6RkIiu/y6FyZ+GtrPbtc2VaIpOYYumK/2AqopfKtcI/X4jsG4/meMlP11UXzAUmXx+FACPZocJn/usBhi+Rvd2kCmKQ6U1haJBUlNTMWkSeabEysoKjRs31lBEGkbgy/a5+alt+d9Pn2KzBTvdrlzv3hmvn7xPIcZm/89We1P0fvuzRBOfp4ehbcsTvsedN6gxKO3n98ejnKIJAMq1WgU9NZ2z00ZM9DLPxJUxLKPw+y9cuIBSpUrh+PHjuPrxEzyfPssQTYY8HioWK5qruE58Ju2fE9UsmnyDOUWTvq017JZORKnIx9A3pT3RNM2zC99ZogkAFU0UuaE7ThSKBtmxYwfLt2rVKg1EoiUENidtNe40idLScIJDsM6U6py5cA+Zote+gZaKJoYBFpGNNmFhjTatnYDEzB0ze5N8UAVQzXy+NpbTX6XLPu3dWVQDyZJk8Bl+hu1k4CT3e8ViMRYtWoTly5cDAPYfPIji/cid9bW9euYqroMfgLXPM+3eFQAjNR8NDe0/i7D1zEzgFnBHvUFQsiU2PAkr3M+w/Cvu/08D0VDyK1Q4USgaxM+P3E3Ztm2bjJk6gMAPEAVl2g7q2wWRiETYZEI2rLV2c0PnEycIX3wSWQxix2w1PtJWlCD27t2jOf8Abw4SvrnVZKcW6SLe9xdy+ks1nodilXX33ypSFInjiWRfM3lFZGxsLAYOHIgbN24AAKZMmYKYylWJ9/epXQs2ZqaKx5UMLHpA+saq7zgkxNFxCB0wG0Lf4AyfRZ92KLKdu3w9Rf0wDAPPOV44n1VdA1hwuS/qdSmroago+RUqnCgUDcHn8yGRSDLsDRs2QF9fd1OA4CvVT6jQVLUsmxwejp2Ojiz/KB8fwn7wNoVVEKK8i5am3jAMsGQC6dt7A0efbCJcdzqsgglPR3uEccBP+A2/F2zBXrLOBJRuor7+YdoGX8JniaY6JnXkeu+nT5/Qo0cP+Pj4wNTUFPv27QO/hAse/fyZMWdUk8ZoVLpUNlfhhmGADmRYmF4fKK2mrgBMmgD+5buw/A5b5qonAIpcLGx/HO9ukw+SOk+sQ0UTJVdQ4UShaIDx49l9T0ykdjx0il/FSNtxr9qarXCJpulCIWE//cgWTQPbW6k0rlwT5Av8K/XzNdoDvolh+BafuaO3pf54Kpr+wDAMXh5qgfjQ15zjrvV1tJcaAAkjwe54slGrq6ErGpo2zPG9oaGhaNCgAZKTk+Hi4pJ+vql8eUw6cYqY17AUuwmzPDQ8AERmOXI4qAowpV6uLqUwjFAE3+KtWP5CM4dCTxdbSGghuybdxNVtr1j+qi1dMHZrew1ERCkIUOFEoaiZ7dvZJY6dnbW4lLWqkSQDIrJKHWxGqmXpY/Xrs3xT+XzoG2R+NApFDBbsIkVTs5pmGNpZC88G3ToLnNnHcidWr4sht8nUoWp2ubtZLYj88PKQKZqq9TgCYwstTslUMU9SnxC2qZ4pulp0leu9RYsWxaRJk/DmzRucOHECfolJLNG0Y2D/XJ0bG30VCEkifQubKnyZXMEwDHyLsUuOu4Xch54hva3SNH4fwzGp2h7OsSNh01CoiJaeS6XkC+hvOIWiRhiGwZcvXwhfhw4d0LlzZw1FpGEEvwBfqcpcZZPVsvTRunUR9op8Gpm1EERwhBAnbyfg+jMynhXj7FG/iuJnMdSC1yXSdigGzFmHnl5LCLdHtX7Q1+HKcNIEvOLu12RmWwaO5XuoORrtgWEYvEt7l2HrQQ+jbUZn+56oqCgIhUIULZpeHW/p0qX4GhqKGZfZjYTrurjAzEjxXc/Zd4FbZCYtrvUHjNVwRyNOSIJ/qQ4sf6nIx6pfnJIjCdEpMkXTnp8TqGii5BkqnCgUDbJ161bwdDmtI3QEadt6APpmKl/21siRLNE0OSGBsAcvltoFA1DElqe9oun0XiAmSyObEbOABumpRKliATG1k3NddUam1fg8XcPpt3KsjnpDHqg3GC0jRBRC2COts98Jfvv2Ldzd3eHo6IgDZ89izR0vmXMbuLlhTLMmCsf0KRw4RT57wrX+QGUHhS+VK4LqD2D5qGjSDsL8YllNbQHgbNIcmJjTtGSKcqDCiUJRIxs3bsx47ezsrNuiCQAE30jbQT2NRT/t30/Y48LDYWSZ2czT97dA+i1wsOXhxDL5yy+rDa9LwImdbH/9lgCA3d+vEe5HndarI6p8QULYe/x6tITlr9xpF5yqDtJARNrFzeSbGa/1oAezbB5qHDlyBKNHjwafz0dMKh8LT5yCReHCnHOnt2mNqsVz97vU+SRpvxkFFFbxsxahfwhSn79H5GT255Nb2APVLk6RC4mEYYmmpv0qYfYJdw1FRCmoUOFEoaiRX79+ZbxmGPX1KNJKIv8BxFl2SNTUs8n/9m3CHvv7N8wdyMfVI5eHEfbNzc4wMtTC/j1f3nKLpjnrM4prHP2V+dSfp6ev032IspIaH4TnntyNpotVYe8q6BpPUp4gick8RNTKjF0IAQCEQiFmzpyJLVu2AACcqlZF09FjYGRmzpo7o21rVCpaNFfVQ72jgTZHSd+OjqoXTQKfIM5dJgBw9btFC0FoAT9fh2BaHfJhWMVGzlQ0UVQCFU4UipoICSHTXqZP191KXfgudfOux77JUiaMRIKAu3fxyMMDEe/eEWMWxciKfmfvkSl7Mwbaap9oCvYD7l4Entxij/27C3ByAQDc/f2WGDregpZJBoCQzyfx6Qp32lndQbehR89/4U3aG8IubVSaNSc8PBx9+vTBo0ePAAAdBg+GfdPm0MsijOa0b4sKf8475QVp0QQAncqwfcok5fEbhLpP5Rwr+eEc9C1Un1ZMyRlp0QQAqx8P0UAkFF2ACicKRQ1IJBIsW7YswzYzM9Pd8uMxm9m+kk/YPiWRGh2N7TJShnpcvkzYSSkS7DgbR/g6NlStqFMIhgEWjAbCgthj01cAFWsSrn/fkXebxczsVBldvuDWStmHw60ca6CQc85ltgs6AoZMVR1uPRzGeuyeZcOGDcOjR49gbmGBusOGw6EG+fPnOXSwUnY4S21l+66rcFNQwk9DUP0BEP2OIPxmbRrAvHMzWPbrQIhDimZgGAZd9JcRvmJlbLHi3v/ozjpFZVDhRKGomLi4OMybRzbP7NOnj4ai0TA/Hcj0PABw/QYYl1fZkrJEU+87d1CydWvC13VmMGEfX1pMe76AGQYYxa7mBQBo484STWf9HhH2seYeqoos3xATmL1AbzBMtw/58yV8Vs8mALDUt+SYDWzevBmvvX+i0fDhsC5K7tzuHDRAKb873tGAKLNPOPT1AL/Jeb5stqR4vWSJJvPOzeDouUzGOyjqhGEYzG9zDB+8/Fhje7wncLyDQlEeVDhRKCokPj6eJZoAoG5dHaxqxv/AIZo+qVQ0iQXsIg+td+5Eud69YWpH7r7wBRLCblffHI52WvARKRED6zwA70/ssQ59gHa9AYvMG1uGYbDz21Wc8L1PTC1hoaayY1pKSqwfXh2T3fSy3dwkmWO6gJgRc4qmWsa1Ml6npaXhwYMHaNeuHQBg+ZNn6DDvH5ZAmt6mNUwNDZUS17WfpP15rFIumy3hQ/8h7OIPPGFciZ2qSNEM0rtMfzkSOk3NkVB0ES24K6BQCi5z57LPlGStrKdT+Fcn7RKPAePKKlsu4sMHHK5OrjlTRkGOoHAhhvxLlh+fM1gL0toYBhjdiXtsz3WAI13oUuBzlmg63XI+a54ukRzzC092V+ccK9V4Lko3+YdzTFdIlCTiQPwBlr+acTU0NksvoBESEoKePXvi5cuXOHz6NO4mpvc3yyqa5nZojzJFHKCvxF3aTS8zX89tBKi6qnTU3E2E7bBnERVNWsK358GY1dCT5Xep6oDNb0aBZ0DTJymqJ0/Cic/n6+45DQpFQSpWrIgJEyZoT+qXuhD8BHzLkr7iVwAz7opmyuD1xo14IFV8o1zfvqx5YgmD4UtDERQuIvwta2vJoe+ZHAc5TM2ALecyquZJs/7TWcLu5FwPRc1sVRFdviA5+iee7KnBOeZcc7TOi6YgYRDOJ51n+acUmpLx+smTJ+jVqxfCw8NhZmGBQ89fwKlyFWL+gaGDlSqYAKC61AZYNUelXp6F6Hc44vedI3yWPVrLmE1RJzGhiZyi6ZLwHyqYKGpF4Z82iUSCpUuXwsnJCRYWFvD19QUALFiwAPv3syub5MT27dvh4uICExMT1KtXD//991+28+Pi4jBhwgQULVoUxsbGKFu2LK5fv67wuhSKqvlbnvcvEydO1D3RFLuDLZoAwKKzypY81bIlSzRZu7qi84kTrLkjOERTMXsDzB2qBbtN3z8A8bGkb+dlYOt5maIpIjWOsPc3mQ6PamzBqCtIxEKZogkAKrTV7Z5W15KucYqmCTbp50QYhsGOHTvQokULhIeHo0qVKmg3fyFLNG3s21tpokkkAVodAUpuBmL55Fg9FbZRY4QiBFTvRfhc/TiqVlLUzssr3hhcbBPLfzZpDhVNFLWj8I7TsmXLcOjQIaxZswajRo3K8FeuXBmbNm3CiBEj5L7WqVOnMH36dOzatQv16tXDpk2b0K5dO/z48QMODux8fIFAgDZt2sDBwQFnz56Fk5MTAgICYGNjo+hfg0JRKT4+Pvj+/XuGbW9vr8FoNET0OiByFtvv8kFlSwZ4eSHoPpmm1nbPHlTN8lmVlUAp0TSlbyF0a8Z9EF6tRIcD6+aQvt3XgBx6xiyRqqJX1rq4siPLNwhSonB/s4vM8bYeibr3ICMLqZJU/BL+Inw1jGugqVnT9PHUVIwfPx4HDx4EAHRzd4d5m3YwNM6srje2WVPUc3VR2r9jUALQmL2pACC9IIS+Cv+7/FzbEba+nTUtN65hnp77hpW9zrL8bUfWwOS9qnv4RqFkh8LC6fDhw9izZw9atWqFsWMzT2lWq1aNuFGUhw0bNmDUqFEYNmwYAGDXrl24du0aDhw4AA8PdgWoAwcOICYmBs+ePYPhn4OnLi4uiv4VKBSVs349+SR75syZGopEQ/zuDySeJH32qwHbGYCe6hpGnpGqkjc2JAQWHD1kklIl6DqDrKB3Z6szeDwtuJF+/RjYtZz0zV6bo2iSMBJ8iPHNsAeWaqmK6PINVDRlz/u094Td27I3ihlkVsa7fPkyDh48CH19fSxbsQLf7YsQ/2Z2Fuao7+aqtHiyE01Ph6lONEmSUxE2bD6YtMxCMkYV3eD88JBqFqTIxe+f0ZyiCQDGbZdRXZRCUQMKC6ffv3+jdGn2QUmJRAKhUCj3dQQCAd68eUMcntfX10fr1q3x/PlzzvdcvnwZDRo0wIQJE3Dp0iXY29tjwIABmDNnDngybirS0tKQlpaWYSckJHDOo1CUxbNnzwh73LhxsLTUgl0MdSEMYYsmxz2ADfeuj7KI/ERWnevj5cUpmkRihiWaAGiHaNowD/hKNq2FuSVQtgr3/CzM+W8fYY8oJ7uCXEGFYRgkRnxG6NfTMuc0GfdZ50VTsDAY//Ez0+IrGVUiRBOQ3jLh1atXaNy8OS5GRkP6X2x1T3elxfPAHxhyie33ngAYq7iEVdiQeUh9+JrwFb8vQ8FR1EJKYhrGlN3B8u/4MhYlKupg9gZFq1D4I6lixYp4/PgxSpYsSfjPnj2LGjVk55JLExUVBbFYjCJFihD+IkWKyNy58vX1xb179zBw4EBcv34dv379wvjx4yEUCrFo0SLO96xcuRL//vuv3HFRKHnh169fOHqUTJeqUiXnm94Chb/U54CbN2BURqVLMgyDQ1WrEr4SLbl3XNpOYjePvbBGhYcn5OXza7ZocigGrGBXO8tKFD8e/onheBFJfm4a6utO0VSGYfDh4v8Q/v1itvPqD30EMxsXtcSkzZxLIgsg1DKpBYZhsHfvXvTq1Qu2trYQiESo2N0dF3+S9cDrubpgXPNmSoslTcQWTVUcgKv9lbaETILbj0Ham6+Er9jFLbS5rQYRCsToY7WG8E3a2xntRsp/f0mhqBKFv1kXLlyIIUOG4Pfv35BIJDh//jx+/PiBw4cP4+rVq6qIMQOJRAIHBwfs2bMHPB4PtWrVwu/fv7F27VqZwmnu3LmYnuWgeEJCApydnVUaJ0U3SUxMxIYNGwifzon26NWAOEvjSPu1KhdNADtFr8nKlaw5aQIJ5u+KYvnv7SihsrjkJiQQ2CRVMnzBVqBk9v9214L+w6oPJ1n+B53WKTM6rUYkSILX+pzLrbWZEwd9HRKTsridfJuwG5k2gnGaMQaOHIgTJ07gwoULqD5yFEITEjnfr0zRJJYAZbeTvrmNgLG1lbaETPwrdoM4MobwuYXeh54B/RnRFEKBGD2MVxC+Ks1LUtFE0SoU/oTo1q0brly5giVLlsDc3BwLFy5EzZo1ceXKFbRp00bu6xQuXBg8Hg/h4eGEPzw8HI6O3F+CRYsWhaGhIZGWV6FCBYSFhUEgEMDIiN3gwdjYGMZZDrNSKKrixo0bhF23bl3dKgrBMECk1NlE2xlqWJZB4L17GbaFkxPqSZ2R/BkkwJiVYaz3aoVoAoCFo0l7fs6i6WOMH6dosjexBk9Pd56Yf70xOcc5xaoMpKIJ6U1uvwm+ET7bEFs06NEAHz9+BI/HQ4ytHULiE1jpjO41qqNr9WpKjaeL1I9vxcLqEU0+9k1YPrvlU6ho0iBJsanoZ8t+4LPi3v80EA2FIptcfUo0adIEd+7cydPCRkZGqFWrFry8vNC9e3cA6TtKXl5emDhxIud7GjVqhOPHj0MikUD/z1a6t7c3ihYtyimaKBR18uDBg4zXDRs2xKBBgzQXjLoRRQG/pERiKX+ZZbOVhUQsxgapm53h38gbw0sPE7H5lFRZbwDLxhZWaWxyER8DrCRLp6NND8Al5126Cc+2EnbLotVRo3BpdC/ZUJkRajU5nWcCgIrtt8C5xnA1RaTdPE8lzw+7vHRB7QG1ERsbCwcHB7SbPAX6xci01QpFHTGmaRPYmCm3wpxYAnyJJH3XOdqWKRtxFPuzwMX7GniFrFS/OIUFwzAYUnwzYkLYO5xXmQUaiIhCyR6FhZObmxtevXoFOzuyz0lcXBxq1qyZ0ddJHqZPn44hQ4agdu3aqFu3LjZt2oTk5OSMKnuDBw+Gk5MTVv5Juxk3bhy2bduGKVOmYNKkSfj58ydWrFiByZNzfuJIoagKsViMSZMmET5Fdl/zPaIw4JdUEQbDUoBhSe75SuT2aHKnxqF6dRj9KcQhljCYvTUC736kEXOqlDLG5hnk2UqN8P4FsG0x2993TI5v/RIbQNgeVfuiU4l6Sgos//Bsf31Of41ep+BQppOao9FeGIaBV4oXvgi+ZNjPtz7H9CXTIZFIULN2bbj1GwB9W7JR8p7/DYSRCnZhPkcAnaTaqvlOUvlzFogiYxFQsSvhc/W7RcuOa5Au+ss4/Rf4czn9FIqmUfgT0d/fH2KxmOVPS0vD79+/FbpW3759ERkZiYULFyIsLAzVq1fHzZs3MwpGBAYGZuwsAYCzszNu3bqFadOmoWrVqnBycsKUKVMwZ84cWUtQKCrn9u3bLJ/OpOgl3wWCOESi6xeVL81IJPh8gCycMOh1enUssZhBG44iEMO6WON/HaxVHlu2SCTAlF5Aagp7bNneHN/OMAzGPt1M+HRNNDESMW6v5v5/rDf4Pmyc6qg5Iu3mdOJphIkzU1X5iXy8OPgCEokEI0aMQFrdeuAZklkbuwYNULpokjBA5xPsnaZiFgBPxdmlXOl5heYMp6JJQwj4IuwYd53lNzY1wOkE2tiWor3I/al4+fLljNe3bt2CtXXml5ZYLIaXl1eueipNnDhRZmpe1tSnvzRo0AAvXrxQeB0KRVVcu3aNsLdt20YI/gJL1DIgSiqVwrQBUPIZ93wlwUgkeLdtG+5NmUL4pyQnQ//P+Ucu0XRwYVGUcDRUaWw54nUJOLGT7a/TDBgyFTAxzfESu76TRXhW1tatNDR+YigebuNOZSxcqh0VTRxkFU0AMMRpCNqdb4cXL17ghbEpeFJbPWt79YSJoXJ+V/gi4G0o8DwY2PIfe9zGBHg+QilLccKIxYhdz92TyXbmMNUtTOGEYRg8OP4Z6wddZI1dkczX+VYBFO1HbuH09xySnp4ehgwZQowZGhrCxcWF1fSTQino3LhxAxKJJMNetmyZboim7xxfbiZ1VS6aBMnJ2GJhwTlmaGYGhmHQagJbNF1aVxyWZhr+fwn24xZNfUYDbeXriZMi4uO4z33C19ixsjKiyxcwDCNTNAFAjZ7sYhm6jpBJ76/45fYXJMck48DYAzDWM4Z9VQdsfv+R1Z/p4LAh7IvkkshkoPY+2eMLmwIjVFgwLcXrJUL7sZuPW7i3hsO2f1S3MIWTD/f88E+ro5xjh35PpaKJki+QWzj9vTl0dXXFq1evULiwFhysplA0iEQiwZUrVwifjY2NZoJRJ6JItq/EI8CMnQqj1GX5fE7R5FinDnrdugWJhEHriWzRdHl9cViYalg0RYcDi8eRvkKF03s0GcpX2OZm8Gssf3+c8N3ruEbG7ILJ7VWyG0m3nhkJfZ6GdxS1kJ/8n7i55iZurb4FfUN9zG44G9WqVcPqm+wU4/W9eyptXQmTvWjynaTa9DxRZCynaHK6tRsmNSuqbmEKQURgPIaX3CJz3M7JEjOOdIddMR1qEk/J1yicwOzn56eKOCiUfMfs2bMJe/r06QV/t4lhgF8OpM/1O2BcTuVLf/b0ZPn6PXqE4k2aIE0g4RRNt7Y4w9BAw08xH90ADpNnkjBiFtCgldyXOPrLC7u/kymhDiY2OtXkNuLnNZljrWaEg2eYc5qjrhEfH48B/Qfgw40PAIB2Q9qhQoUKOP7yP/yMiCDmKnOnCQBcpe6Vi1kALVyA/lXSG9yqkuA2o5D2nmwIzXMsjCK7FlLRpCb4KUIsbHsMX5+yP5f/svvHeDiVtZM5TqFoI7n61k1OTsbDhw8RGBgIgUBAjNEKdxRdISUl83C/k5MTSpcurcFo1IAkDfA2IX0W3dUimgDg7vjxGa8Nzc0xJSkJALD5ZAwuPUpizb+8vrjmRdO3d2zRZGGlkGhiGIYlmvq7tcD4il2UEaHWExv8HP8dkV2lst1c9v89Bfj27Ru6d+8Ob29vGBgboPe63lg4aiEik5Nx+ytZsn/HwP5KWzdJALTjyMZS5TmmvzASCXyLsBv0Wg13h/3qaaoPgAIg512meed7o0H3cjQ1j5IvUVg4vXv3Dh07dkRKSgqSk5Nha2uLqKgomJmZwcHBgQonik4gnaI3b948DUWiRqRFEwAU5T50rWwSg4MJe9Dr1xBLGLTh2GUCtKSxrUQMrJcqqTtoEtBcsTLZJ3zJM00HmsxAGWsnGbMLDgzD4NGOCuAnBMuc03yy/O0vdIkLFy5g8ODBSEpKgk0xGww/PBwlapZAOaNyGHeGrAO+uEtnmCmhD6KEAabdAi7+YI8FTGH7VEGI+1SWz3bRONiM76eeACgAgKk12dVBx2xphy6T6mogGgpFuSgsnKZNm4YuXbpg165dsLa2xosXL2BoaIhBgwZhyhQ1fTpSKBokIiICN27cIHwF/slZyGC2r5wY0FNPauJuZ2fCFjmU5hRNjaqaYv5wLUn9eH6PtDsPUFg0xQuSsfNbZhU9CwMTnRBNAPDiUPNsRVOFdhthbK7inK98ypcvX5CUlITyjcpj4IGBsLRPPz+ip6cHvlCYMW9wg/pwKayc35fy24E0dqcSfBnH9ikbRiRCaJ8Z4D99R/hdfG6AZ8VdTIaifCQSBit6nkFCdCrhPxU3C+bWHA/eKJR8iMLC6f3799i9ezf09fXB4/GQlpYGNzc3rFmzBkOGDIG7u3zVoSiU/MrixYsJe9GiRZoJRF1IkoCEI6SvPKO+5aX6xjVauQr954ew5h1eXBTFHbSoOIBnliqjJmZAdw7xmQ1iRoLOt8ly71sbcrduKEjwE0PwcFvZbOcYmRdBiZqj1BRR/mPevHko4lgEiV0TwTNML9HvwHPA2TdviXktyysnzfZ7FFs01XcCjrkD6mjHEzpgDlIfk383t5D70DPUnTOAmubowgc4ufQxy39ZPB/6+gX8wSJFp1D4U8XQ0DDjALyDgwMCAwNRoUIFWFtbIyhI9iFACqUgsGPHDsIeMGBARsPmAgkjBrylqh2ViVNrCF6TJhH2P4HkeYwSRQywbbaj5ivnZcX/J2kv2sE9LxsuBzwn7MGlW6O0VbG8RKX1iATJ2YomO9fWqNh+E8xsXNQXVD7g06dPWLx4MY4cOQIzMzMwegxSeqaAB17GnO8PzBEQ/Ukl67c7Rto/JwJGPO65ykb0Oxyp98kGUUXPb6KiSQ28v+uL+W2OyRxf/2I4FU2UAofCnyw1atTAq1evUKZMGTRr1gwLFy5EVFQUjhw5gsqVdaefCEX3EAgE+Pz5M+Fr3LixhqJREz+kPiIKTQV41pxTVYFELMaHnZm9j66PC2DNObhIC8XEMlLswd5RobeLGQk2fD5H+IaXa5/XqLSed2d7yxxrOu4LTG1KqjGa/MGpU6cwfPhwpKSkoGTJkli/fj22xW0j5iSEGyAgOpbwbRugnHM/3tGkvbW9+kQTAARU70XYdKdJ9aQkpqGPlexWCJa2pjgcMhWGxvT/gVLwUPinesWKFUhMTAQALF++HIMHD8a4ceNQpkwZ7N+/X+kBUijaQmwseeOxZMkSDUWiJoQcO8gO6m1y/cjDI+M1l2i6s9WZ5dMo8bHADKkKZRMVS+V8HeWNaS92Eb6tDSaAp6bzZJpCIhEhJuAR51iFtuupaJJCJBJh7ty5WLduHQCgTZs28JjngS1x7GpmPs/NCXtm2zawMDZWShwXyarf6Jx9lqVSkSQmE3ahGUOoaFIxnfWWZjt+InomLG1pawBKwUXhT5jatWtnvHZwcMDNmzeVGhCFoq1s2rQp43XNmjULdhNocQLgI1WZrpxIbcUg/vJ6fbpQS7IpxRq7vK44eDwtSgORiNmiCQCqN5D7Et/jgliiqYJNCVS3Y//9CxofLvyP0996ZgR4hmZqjka7iYqKQr9+/eDl5QUAmDNnDmYumYljyey0qXeXrAFk/p7sHTwIhjzlbAlNuUlW0RtfG1B1ZpY4PhEJhy4jZuku1pitx0jVLq7DpCSkYVTpbZxjy+4MRPXWbmqOiELRDEp7NPP27VssXLgQV69ezXkyhZIPydq3iaekGw+t5adUOl6R7YCe+v/ONm5uiPXxxaP+ZIU6r+3O2lfJ8Poptm/NEbZPBqEpMRj1ZCPLv7tRwa9WKhGlIcL7Cstfb8gDKpqk+PTpE7p06YKAgACYm5vD09MTvXv3xpZY9k7Tu0vWAJP5e3Jg6GDoK+n3puouID6N9A2oopRLcyLhp8HPubXMcesxstM8KXnD72M4JlXbw/K7z2qAfguawMxSObuXFEp+QCHhdOvWLdy5cwdGRkYYOXIk3Nzc8P37d3h4eODKlSto166dquKkUDRKYmIihFnK+A4ZMkSD0aiQlIdAYHO233q42kNJCApCnI8Pbkil6C0Ybqddoun6KeDyUUAkJP37FNuNP/TzNmEPL9sOw8oW/M/UD5eGIezrGc4xm2K1Of26jI2NDVJSUlC6dGlcuHAh42wxg8xKl2kpevB+YEmIpoPDlPeZ5fmeLZqWNAecrZS2BAHDMDJFk76dNSzd28Bu8XjOcUreOLboAU4sYVfLOx0/G2ZWVDBRdA+5hdP+/fsxatQo2NraIjY2Fvv27cOGDRswadIk9O3bF58/f0aFChVUGSuFojE8PT0J+29lyQJHUAe2T42lx7PybPFiPOnJ3oVoUducY7aG+PoWOO/J9q89qvClrgVlVgZrVayGToimd+f6IcKbO0uh0cj/OP26CMMwGQ8LnJ2dcfPmTbi5ucHGxgYAsCeO3A34etsKWdPzdg7kSCHNJfFpwOKHpO/daEAVx1pE4dFIOHABsRvYjbZNm9dB4WWTYFTOVfkL6zj8FCEub36Jw/Pus8ZMzA2x338yFU0UnUVu4bR582asXr0as2bNwrlz59C7d2/s2LEDnz59QvHixVUZI4Wicb5/zzwBXaZMGQ1GoiIYBoj0ABiycSHKpnDPVzECIYMT/hWQUK4q4ffarkXFINL4wIZ5bH+XgUAhxc6/fYj2JewplbrnIbD8gfeDxTJFEwBY2FdUYzTaS3h4OPr27YupU6eie/fuANLPWP7ll+AXUqV/b/+IpnquLhjbrKlSd2irSh0tejFcNaJJ4BOEoPoDOMdKRbJ3QCh5QyJhcHb1U06x9JfJ+7ug7fDq6guKQtFC5BZOPj4+6N07PYfY3d0dBgYGWLt2LRVNlAJPXFwcYU+dOlUjcagMcSLwkyPHRkM7TVefJGHD8RigXB/Cf2erlp1rWjKBtCcuUqgQxF8kjAQTn5OHrgsZW8qYXTB4e7oXIn1kpzK2nhmpxmi0l5cvX6Jnz574/fs3fv36hQ4dOsA4SzU8hmFwLfka8Z70YhDAnPZtUaFoUaXEEZsK3PEFZt0l/c1LAkVV9KMqSzS5hci+safkDoZh0JW3LNs5u73Hw6mMnZoiolC0F7mFU2pqKszM0g/p6unpwdjYGEWV9KFMoWgz8+aRuwpadfOuDLhEkyNH+pkaOH8/EdvOxLL8/wyz064Kem+fAuG/M+1q9XIlmgDA49UBwt7RcJKMmfmf6ICHeH28k8zxBsOfwapIVZnjusS+ffswYcIECAQClC9fHhcvXiREEwBcTrpM2D+fmAOMntJEE8MALuyaExkc6p7nJThJOEruRJrUqwr7zXNgVKqEjHdQcotEIls0VWleEqM3t4Nr1QLc5J1CURCFikPs27cPFhYWANJ7SBw8eJBVknny5MnKi45C0TACgYCwu3TpoqFIlEzK0z9FIETssdLhgIGDuiPCm+98lmiyiPHG3BYhaFBnsNrjkYlEAuyQ6mUy6d9cXeq070M8j/hK+KrYFrwzGymxfni8K/uSay71p1HRBCAtLQ2TJ0/Gnj3p55Z69OiBgwcPwsqKfMARJgqDv8if8CVFGWBLvz6wMs177tzRj8A/2WzueHbN8xIsGIEQvk4tWX6nq9uVvxgFYpEE3QyXs/z7fCbC0a2QBiKiULQfuYVTiRIlsHfv3gzb0dERR46QpXb19PSocKIUKB4+JE9Bt2/fXkORKBFJChDYmHtMzel5PsECjFoRxjnW/GhjmCUGof4JiVpjypG7F0h74uJcXcbT+xYOeN8ifLfar8xlUNpLuPcVvD+XfXGCsi2Xw6Uu/e7g8/lo0aIFXrx4AT09PSxbtgweHh6sYjRpkjScSiTL33+8ZgXXwoXzJJqeBgEDzsseb1cK+F8VoImSexFL+GkIajIYIv8Q1ljxu/uUuxgFIqEY3Y1WcI5dSJsHQ6MC3m6DQskDcgsnf39/FYZBoWgfr169woULmTfJ1apVKxhpevGHuf3lOHafVIws0eTgfwdmiUEY/O6ddv2bb18CvHuWaVtYAdXrK3wZgVjEEk1Lag6GmUHBqlTlfX8h/F5syHZOmWaL4Fqv4PeqkgcTExPUrVsX379/x/Hjx9GhA0eVSwCPU8niCFH+RhAL9bGws+w0SFlIGOD6T2DCDdlzTA2Ar+NV19xWVqlxxxNrYVytnGoW1UEYhkF0SCKGFt/MOX4+dS4VTRRKDiitAS6FUpAQi8WsEuRdu6ogN0XdJF4Ewsdl2iZ1gJIvAQ2Ik6QUcifJ0kwf5pIElDrSB9ZRXwAADtWrqz0uTuJjgRkcuybzszkAIgORRIxWN2YTvvOtFsLe1CaXwWkfDMPg9qrsqwYYmNig2YQfMDDSovLyGoBhGOIM8bp16zB9+nSULMm9rcMwDL4IvmTYCREGCHpvhu0D+in0kEEsSe/HtDSHAnUPhwAuNnJfVmHSPvxg+UzqVaXpeUpEImHwb+eTeHPjF+d4/e7lMOdUTyqaKBQ5oMKJQuHg8GFyV8bBwSF/F0NhGOAHR++pYsc0Ipp+BQkweiW523RpXXE8+/dfPPsjmioPG6b2uFiIhMBYGefaRs4GCjsqdLmvsQEY85R82musb1igRBOAbEWTqY0LGgx9DENTeoaCz+dj3Lhx8PPzw507d2BoaAhDQ0OZoknCMJh6Yz9KZalDEvDaDJ5DB8stmgRioMy27Oec6QXUdZL3b5F7km8/RdhAD8JHS40rl98/ozGm7A6Z41ck87VrV59C0XKocKJQpAgODsarV68y7BIlSsDDwyObd+QD/GuxfdYjASP196QKjxGxRNOAdla45O6On1lSI4vWq6fu0Eh+fQVWTece23wGMFesDnNYSgxLNAHA3Y6rcxOd1sEwDLwfLIT/i40y55SsMwHlWxeMv29eCQwMRM+ePfH69Wvo6+vj8ePHaNmSXRghK0uvXkWpxsmEb2SD5nLf+H4IA7qekj1+rT9QWU11YQQ/A1iiyWpYd/UsrgMwDIM3N32wuOMJ1lipGo6wcbTA4muK7VJSKBQqnCgUFitWkIdmJ06cqKFIlITAB0h7R/pcPgIm2Vc5UwXBEUIMXhzK8leLuoKHF8iiC8Ua5K68t1JIjOcWTZ0HAN3+l6tduodhnwi7pEURHGk2W8bs/EdOqXmVO++BUxXu3jy6xv3799GnTx9ERUXBzs4OJ0+ezFE0SRgJbBqTjZI7G3VDKTcXudZ8GAAMvsj2Ny0BLGgKlFVjix5RSASCGg4ifA57FsGyB/dZJ4rinFn5FIelyiLyDPRxKn42TMwMNRQVhZL/ocKJQslCYmIiYQ8YMCCjBH++JOUJENiE9JUTAXrqz2WPTxKzRFO3ZhaY0tcW6/TIcuPu16/DvqoGSlMnxgMzBwJiqUIZVoWADewnt4qQIMjcKehQvA7mVc++0lx+IjnaO9vxZhN/wsQyH6e6KgmGYbBp0ybMmjULYrEYNWrUwPnz5+Hi4pLt+wQiEZZ93gu7LBl8PPBQyjz79wFAZDJQW0ZhOv/JGsnURfS/O1k+KpqUx8MTn1miyaKQCU7GzNJQRBRKwSFXwsnHxweenp7w8fHB5s2b4eDggBs3bqBEiRKoVKmSsmOkUNTG1atk48XGjWWU7c4PpDxjiyb7tWoXTSIxgxO3E+B5JZ7wd2xojil9bVnzh3z6BPvKldUVXjoMA2yaD3x5wx6ztgXWHmH7FaDJVXL3qnbhsnm6njYhFqbgyZ6aMserux+joukP//zzD1auTC85P3jwYOzatQum2ZQPT+TzMenEKZRvmQC7kmQxlTE2Y7JdKzQRqH+Ae2x8bWBOI8ViVwYMwyB8+AIkX81s80ALQSiXf7ucxKurPwnfklsDULNtKQ1FRKEULDhOi2fPw4cPUaVKFbx8+RLnz59HUlISAODDhw9YtGiR0gOkUNTF4cOH8fhx5sHkpk2bajCaPBK7AwiUujOy6A7YzVRbCHyBBC3HB6LtpCCWaCrtbIiZg9Jzg/xu3szwmzs6ql80AcCoDtyiqUErYPVhQD/3YnP6i10sXwkL9TcYVgXJ0T9xdx3336V86zVo65GAIuW6qTkq7WXQoEEoVKgQtmzZgoMHD2YrmvY9foJJJ05B34CBqRUpmgaZD4Ghnux0q+gU2aLpaHfNiKbYTUfg69CUEE0AUPTUOvUHU4D5/CCAsFsNqUpFE4WiRBTecfLw8MCyZcswffp0WFpm5rS3bNkS27blUKqHQtFSfv/+jRcvXhC+Fi1aaCiaPCBOAH5as/1FjwHW6jlfEp8kxvFbCTjjlcg53q2pBab0S99p4sfG4lyWXjXJYdx9nVSKhKPBbr0WwPCZAC9vu3ORqXF4FUWmsS2tNQTlbZzzdF1tQCIW4MmeGpxjPCMLlKwzXs0RaSfBwcEoXrw4AKBixYrw8/ODtTXH7+gfGIbBsIOZVT0LOQmI8b4WfWFnaCPz/VEpQK29bP/shuk7TZpIzfOxb8LpL7xiCvTNc9+wl0IiFkmQmpT587Ll3Si4VVes8ieFQskehYXTp0+fcPz4cZbfwcEBUVFRSgmKQlE369aRTz0XLFiAIkWKaCiaXCCr3DgA2ExUm2iKSRCjl8dvzrGidjwsG2cP12JGGb5ttmSqXr/HGihFHB1B2ruv5Vkw/WXCc/Jh0r2Oa2CoXzCOlr44JPvBQstpwWqMRDthGAarVq3C4sWLcfv2bTRr1gwAshVNEoaBxzmySEqJGqkZrysYVYCjYfY3wtKiqV0pYE9nBYNXIqlP33H6Xb5dBq8wLUmvTMZVJM+OUdFEoSgfhb/BbWxsEBoaCldXV8L/7t07ODmpofEDhaJkvnz5grS0tAx75MiR+a9nU7CMO6PSYYCBegSgQMhwiiYbC32cW+3EKnsb+fEjYbu0a4fi6j5TtmEe8PVtpm1qpjTR9D7aB6EpMRn25IrdC4xoig1+gcTwD5xjbT0Sdb7EcWJiIoYNG4Zz584BAK5fv54hnLIikUhw8tVr3P76DYY8HoRiMTFubE7aZY2yPxu3X0qj1HAEdnfKxV9AiUT9Q5bgL/n5IngOtjr/M6JM0lKFWN7jDEJ+Zn7eVGpSQoMRUSgFF4W/xfv164c5c+bgzJkz0NPTg0QiwdOnTzFz5kwMHjw45wtQKFrEp0+fsHMn+ZSuevXqmgkmtyReAZKvkz7rEYDjLkBPPTfq8Uli9JjNFk3XNhSHqQl7J0wiFuNQtWqEr1eWs04q58kt4CBHv6HWPZRy+afhX+Dxaj/hc3fNx4VGsiDkx+O/I9wV0NrNTVJzNNqHt7c3evToga9fv8LQ0BDbtm3D6NGjiTmpQiHGHSUzN6RFEwC0b2+LQHFmyquLoQvnmiIJUGor23+xr+LxKxPpFD37DbNgUESNdc91hJ5mq1i+ZXcHccykUCh5ReG7qhUrVmDChAlwdnaGWCxGxYoVIRaLMWDAAMyfP18VMVIoKuHt27fYt4+s0zt16lTo6ytcM0VzhM8AYjeQvnJpgJ4R93wVkMqXcIqmeztkP/E83aoVYXc+eVLpccmEYbhFk2NxoFM/pSxx9JcXYS+u+T/w9PLRz1U23NvInVnQbMIPNUeifVy9ehUDBw5EQkICihYtinPnzqGBVD+yU69e48bnL5zvNzU0hIRhYGVijIEdyuOhMPPnqJkpe8cKAMKSgHr72f5DGqzJwUgk8C3CjtfCvY0Goim4pCYJ0NuS3VDa40xPGBqpv+UEhaILKCycjIyMsHfvXixYsACfP39GUlISatSogTJlyqgiPgpFZUiLpkaNGqFs2XxUJjr+GFs02c5Sq2hacyQaN58nEz4zEz1cWFNc5nuEKSkIfkhW1irfV42PxqWf7FtYAetPKC1FL4ofj8+x/hl2b9emaFm0ulKurWnifv/H6Xes0AsmVrqdqv3ixQt06dIFQPpnyZkzZ4iUX+miD1kx5PGwsU8vWJiYgGEYbInbgodC8mFEFWOyYbVADHi+B1Y8YV/vYt/0ND1NIElKgZ9rO5a/xJvTtBCEEnl5xRtLu55i+a9I5tM0SApFhSgsnJ48eYLGjRujRIkSKFGC5tBS8idiqZvnSZMmoUKFChqKJhdIUoFQqVQMl9eASS21hZAmkLBEk5W5Pi6ulS2aAOCzpydhT07krr6nMs5lqdNsbQusZxe7yQs97v5L2OMrdMnXNzIMw8D32Vr8erRE5pxq3Q+qLyAtpV69eujXrx/s7OywYcMGGBmRDzBkiaaDw4ZkvP6e9h23Um6x5tQwrgFelv5rCWlAFXaVewCA32RAX80/bkLfYETO2YDUB684x139bkHfwky9QRVgokMSOUXTieiZ+fqzhkLJDygsnFq2bAknJyf0798fgwYNQsWKFVURF4WiUvz8/Ag7X4kmAAgZSNrFr6hVNAHAO+80wm5X3xxzBud8fsFr4sSM16Z2djCysFB6bNly53zmazvl9lMSSUhBPrBUSxjkoQeUphGL+Li7tnC2c9rOic92vCDz/ft3FCtWDFZWVtDT08ORI0dgYMD+Wh3qeYjl29inFwqZm2fYb/lv8TiVXVVyiNUQ2PBsMuwngcDAC6xpGFQFWNZCfeXGGYZB9D9bEL/3bLbz3MIfQi8/pT9rOUKBGEOcNhG+juNqYdz2DlQ0UShqQOFPs5CQEMyYMQMPHz5E5cqVUb16daxduxbBwbT8LCX/kLWkvr29vQYjyQVpn4GkLHdOpo0BC/XXG17umdl+oFlNM7lEEwBYFCuW8br33btKj0smcdHAyPakb8w8pS6x7tMZwh5bQYN1oPOARCLCrZUWOYqmYpUHQC8fC8O8cP78edSpUwdDhw6F5E8vMGnRJBSLOUXTviH/I0RTmiSNJZqs9K0wwWZChmh6GgSU3Mwtmq4PAJa3VG+PpoT957MVTTYT+8M14A4VTUpkuftp9DBeQfgm7umE8Ts6UtFEoagJhT/RChcujIkTJ+Lp06fw8fFB7969cejQIbi4uKBly5aqiJFCUTpmZplpIwMGqKfHkdLwI886oPgVtS7PMAymbwpHciqT4atb0USu9yaFhCApJCTDdlBXBcNHN4CZA9l+Je44pYj4uBaUeQaojVNNpV1bnQR/OIQ7q21ynFe4VDtU6bJH9QFpGWKxGPPmzUPPnj2RlJSE2NhYJCcnc86df/Eyy7d70AAYSImJl/yXhD3AcgCGWQ+DwZ+qmCIJMOA8OPGeAFTSwLOfqLmbWL5C04fA1e8WSkU+ht2i8dA3k+9zgZI9Ib9i0FlvKZ5fIAuwWNqaov2o/Pk5Q6HkV/JUq9jV1RUeHh6oVq0aFixYgIdSB74pFG3F19c343W+KmzCl2rUYrcAyJLGow6++ArwniNNTx5Ot84sY80zUlMRC4+hQFQY2z9nHduXB9Z8JHebplfuqdTrqxqJKA33NrtALMj+zJmVY01U63EYZjYu6glMi4iJicGAAQNw61b6OaRp06ZhzZo1nOl5ABCekEDYewcPgqFUEZJIUSTepWX+XpcyLAV7g0wldNsHGHWVfe2TPYEG2R8nVAlpn34iuOVwwlfs8jaYNqgm4x2UvBARGI/RZbaz/E36VsSMI93VHxCFouPkWjg9ffoUx44dw9mzZ8Hn89GtWzesXLlSmbFRKCph1Sp2z4t8ASMA/KWeLtrLPrCvCp5+TMGCXVGEz2OIHfTlPI2eGBiY8bqiOvq++Xxji6YK1YEZyv0ZYBgGXiGZN78tilaDhWH+qiB2f4tbjqKpzexY6PMM1RSRdvHx40f06NEDvr6+MDU1xb59+7Ldrb7+6TNhew4dzJlOdTrxNGG3MGsBAAhPBuruY01H/eLAKQ1p8rhdpxG9gN0wyqR+VQ1EU7CRSBiE+8ViVGm2aDoaPh02DvI9rKJQKMpFYeE0d+5cnDx5EiEhIWjTpg02b96Mbt26EalPFIo2IhQKsXPnTgRmuXkHkH/6NvE/krbTJbUtzTAMWk0IYvnXTnZArfLyp+NYlSyJ6K9fAQBt96g4zSs8BFg5jfStOggUVn6d5ug0cmdhfnWOtEAtJTnmF57srp7tnFYzwmFgpLs3amKxGL1794avry9cXV1x4cIFVKvGvcMiYRicff0W1z9nCidTI0NO0SRiRBBBlGEX5TnhZYA5pt4C4tNY02FmqDnRxAiEnKKpxKtT9HyNkvE69AEbeLDfpQABAABJREFUh7LTPG2KmONo2HQNREShUP6isHB69OgRZs2ahT59+qBw4ewPDlMo2sT58+fx/ft3wrdt2zYNRZMLUh5kvjaqCFh2VcuyskQTAIVEE4AM0WRkaanam603T4Cdy0jfhIUqEU0iiZgoQW5paAojXp6yoNXGrZXZVzSs1uMoHMt3V08wWgyPx8OhQ4ewfPlyHDx4EHZ27EIoX0NCseHOXYj+FIrIyrwOHTivuztuN2HP8uwlM4ZTPdN3mzSBhJ8GP+fWhM/x2GqYt22omYAKMF+eBHKKpuLl7bDr23gNREShULKi8Lf706dPVREHhaJSYmJiWGfwBg8enD92mxgG8C0NCDPPZcGkutqWf/YpleVbNrYwGlRRLBUta1EIgSp7N53cBdy9SPo69QNqqOYmr8X1WYRdyrKYjJnaxbtz/bIdbzTyP1jY6267iaioKLx79w5t2rQBANSvXx9XrrALsQTGxGDhJdkFWsY1awpn20Isf6golNht+hlQivP9q1oB/SsrGr3yiJi8EoknrhM+sw6NqWhSAWKxBHOasKswDlnZEr09GmkgIgqFIo1cwuny5cvo0KEDDA0Ncfky+0lIVrp2Vc9TcApFXgQCAebPn0/4tmzZIvNAt1YhjgF+cpT5tp2pthAuPUwi7DtbncHjKbZbJExJwS4npwzbpBD7RlIpPL7JFk3NOgE9hqpkuSO/2OXUF9f8n0rWUiZh3y8iwpuj4sAf6g95qNOi6e3bt+jRowciIyPx/PlzzrS8RD4fk06wm5BmZX3vnrDj6FMWL45nnW268bQdYU+vD4yuCZhq8EhZ8vVHLNEEAEUP0/PMyoRhGFze/B/2TrtN+Bde6Yu6nctqKCoKhcKFXHeO3bt3R1hYGBwcHNC9e3eZ8/T09CAWi2WOUyjqxt/fH2vWrCF8zZo1yx+iCQBChrB9RY8CJjXUFsLrb/yM19MH2CosmhiGwWZz8nxMhUGDlBIbgUgIHNpE+hZuB0pwP8nPK4FJEdjznbypfNRpvdae95BIRIj8eR1fbkyCMDVa5rz6Qx/Buqjuljg+fPgwxowZAz6fj9KlS3N+VvwMj8Dy6zc43z+rXRtULFpU5s/B1aSr8BH6EL5zd7tDJEpXSGNrAXMb5/EvkUcYhkHUnI1I8CSbRhmWc0GJJ0c0FFXBRCyWoI/laqSlilhjVDRRKNqHXHePkiw52xKO/G0KRVs5cOAAYRsbG6Nv374aikZBxPFAstSuQDkRoKeehqNvv/Ox7Uws4WtbT/ECAa/WrmX5Wm3Zkuu4WEgkwKndgJdUsYyx81Qmmvb/uImDP8mnwxdbL9ZK0ZQU+RVP99XNcV6dgTdgW6KJGiLSToRCIWbMmIGtW9MLIHTq1AlHjx6FjY1NxhyJRILvYeFYc+s26/3DGzVE07LZtzbYHLuZ5Xv/vSoCQkrCbzIgZ3FKlcEwDOL3nkP0P+w4i9/3hHHl0hqIquAiEorR3WgFy6/P08Nl0XyOd1AoFE2j8GP3w4cPo2/fvjA2Nib8AoEAJ0+exGB1lBimUOQgJiYGUVGZpbNdXFwwe/ZsDUakID9tSLtsqlpEk1jMoM0k7mIQRoaK3dmJ+Hw8mjOH8M1kGBmzc8nn12zR1KwTULupctf5Q5pYyBJN9R0qwM7ESiXr5QWJRCSXaCrVyEOnRVN4eDh69+6Nx48fAwAWLlyIRYsWEWcgz799h8sfPrLe265SRfSvWyfHNUL4cSyf18vm+PCjGnwmaYFoShPAt3grzrEiexZT0aRkEqJTMKDwepb/SNg0FCqSfdEWCoWiORQWTsOGDUP79u3h4OBA+BMTEzFs2DAqnChaw4sXLwh71qxZMmZqISlPSNu4CqCvWAW73OKxPZLT362Z4l/m/n8ahf5l+I8fuYpJJgwDbFlI+kqUAgZOUO46WZBOz/Oo1g+dnHMWJ+om/MclvD+fc1l0C/uKKNXkHzVEpL3s378fjx8/hqWlJY4ePUqc1U3i8zHz7HnwhULW+4Y2bIDm5bJPp/oQBrifE2JCvyPgZalFs/P0KKTyzdCjPGCg4Ro1DMPIFE0u3tfAK6R9DwXyO1yi6XT8bJhZGXPMplAo2oLCwolhGM50lODgYFhbWyslKApFGVy9mpnm1rJlS61Mo5JJoNRuicsbtSwbECrEm+98wrdwZGHUrmACC1PF7+4ESZmFJYrUqgXbskrO2R8lVeZ55mqgPHd/HWXwMcYXp/0yqzNWKeSqlaLp251ZCHy9M8d5TSd8h6mVhmpcaxFz5szB79+/MWnSJJQvX54Ym8hRAKK4jQ3aVa6IJmVkp+YxDODyJyN1bB9P8PQz09x/+JdBn3JmGFINKKWiOinywn/9Bb87jGX5nV8ch1EpZw1EVHDhJwvQx2oNJBL2rvuZxDkwtTDSQFQUCkUR5BZONWrUgJ6eHvT09NCqVSviwKxYLIafnx/at2+vkiApFEUJDg4m7ObNm2smkNzA/wAgyxer03lAT7WltSQSBidvJ2Df5XjCn5sKeln5/SRz56zSEI5CF7lFJATGdmH7VSiafsQFYcIzsu/XyjrDVbZebnl5pA3igp/LHG8zOwb6PN2+QUtLS8OmTZswdepUGBsbg8fjYfv27cQchmFw/t171nvX9OwBB6ucd2D+iiZz02SYmZAl/ddUbQYL9RxVzBZJYjKnaHILfwi9/NCqIR8RG56E/zlu5By7JPoHPB7996ZQ8gNyC6e/1fTev3+Pdu3awSJLiVUjIyO4uLigZ08NtTSnUKSIjycFQL5q1hwqdTNu2UOlyzEMg9YT2Wea+rWxzJNoEqak4MOuXZnrKLPi5o5lbN9e7ipnymDT5/M450+mT06o0BXWRooXy1Aln66MzlY0tfVIgJ6ebt+ghYSEoGfPnnjx4gV8fX2xezfZhDYqKQlzzp6HmOMs3sFh8ol/UcbmEoMxvfcRYxNsJsBAT3NVPRmGQdIFL0SM+Zc9aMCDq89NKpqUzJr+5/Ho5BeW39LWFIdDp1HRRKHkI+T+9F60aBGA9AP2ffv2hYmJes5bUCh5pXPnzpoOQX7SvgNpbzNte9X3S2k1gS2ahnWxxv865C319obUDlOpLhw7RLnB9wfw8SXp23IWUFEq5o6vV1iiqXGRyuhXqrlK1ssNorQEeG2Q3Xi3YvvNcK4xQo0RaSdPnjxBr169EB4eDhsbG1Z7jVf+/th+/yHne2e0bZ3j9dNEwIQbwB1fAGAwfTBZPbKhaUONiqakKw8QPnyBzPFSoQ/UFosuEBeRjEFFNrD8BkY8XEybp4GIKBRKXlH4E3yIMtNtKBQVwSi7cpu68KtA2rZzuOcpCe9AAct3dpUTbK3ylkckEYngffYs4bMppYTS4CnJwIoppG/XVUBFfbn+i/yBE773Cd/auqNQ36GCjHeon9SEYDzaXl7meJ0B12FbUjUVBvMLDMNg586dmDJlCkQiEapUqYILFy6gVJafyZ/hEZyiiaenh2U9uqGoHGd46+wD4tMAG8tYDO9xmDVe27h23v4iuUSSwkfc1mOIXXeQc9ykcU0UO79JrTEVdH57R2NMuR0sf5naRbHx1UgNREShUJSBXHcbtra28Pb2RuHChVGoUKFsD9nHxMQoLTgKJbfs2MH+wtJ6fkhVUzKpp7JdFABYsi8KD96mEL6725yhr4S6yNekGtxOS0vL8zWRxgcmS6UDD5mqMtG0/P1x3Ax+TfhOtfgHxcztVLKeosT9foWXh1tkO6fhiBewdKispoi0k9TUVIwfPx4HDx4EAPTt2xf79++H+Z+mzGkiEb6FhmLT3XvE+7pWq4ru1asRJcmzIyY1XTSZGKdyiqYphaZwvEv18F99xu+O41h+PVNjOF3bCeMq2feeoihG0LdI/Nv5FMJ8Y1ljJ2NnwcKGZutQKPkZue44Nm7cCEtLy4zX+ao6GUXnCAwMJGwjo3xwED5uD8BI7f64vOCeqwS8XiWzRNPs/9kqRTQBgCAxMeN1mZ49wcvL/wHDAO9fANulzmTUbgo0UU1BmsjUOJZoKmPlpBWiiWEkuL0q5+IE1d2P67xoAoCwsDBcvHgR+vr6WL16NWbMmAE9PT1cev8BFziKPwBArZIl4F6zhlzX/xgOdDkJAAycHYPQu+0F1pyJNhNz/xfIJUK/3wgdNAdC7wDWmK3HSBSaQbNHlM2Q4psQ/TuRc+wCfy4MjTWXpkmhUJSDHpNvc5pyR0JCAqytrREfHw8rOSojUfIXwcHBWLGC7MS+fft27Rb7yXeBoDakr5wYUNEh/pbjA1m+pWMKo2FVU6X8O305fJg43zQ+MhJmuS3OkZoMTJJRdGbfzdxdUw7mv/bEw7BPGbZn0xkobeWksvXkRZSWCK8NRXOc125uUo5zdInbt2+Dx+Ohat16WHvrNiISuW9uAaBpmTIY3rihXNcViIEyfwotDux0AkXsIohxFwMXdLPsluu4c0vaR28Et2KfaeM5FkbR0+thXMFN7TEVZCQSBnum3MLVba9YY33mNcKgpS2U9lCKQqEoH0W0gcKPP96+fQtDQ0NUqVIFAHDp0iV4enqiYsWKWLx4cf54uk8pkMTExLBEU+/evbVbNDEStmhy+6FW0TS5byE0qmamtDWki0IY/dmtVhiGkS2a9lzn9iuBu7/fEqKpk3NdrRBN8ja0beuRoIZotBeGYbBp0yZUqFAho0VG27ZtMdTzEBAYLPN9tUuWRMNSbqhZskS21xeIgf3vgLAk4OAHAGDQtuEdlmgCgK4WXVk+VSKOT4R/mU7pvztSWA3tBvu1M9Uajy7w8MRnrB3A3mUcuqolesxsQCvmUSgFDIWF05gxY+Dh4YEqVarA19cXffv2hbu7O86cOYOUlBRs2rRJBWFSKDkzf/58lq9x48YaiEQBfkgVYbAeChgpuUnsH3adZ+fcH1pUFM5FlNcjKvjxY8Juu2cPDIyNZczOgfOebJ+KG9wmCJLx77ujhG9iRfXvGGRFntQ8Q1Nb1B/yEGaFXNUUlXaSkpKCkSNH4sSJE7CxscG3b9+QqKeP5ddll6qXty8TAKQKgfJZjk8Wsw9Bvw5nWPO6mHeBm5F6d3VSX35ESOcJLL95p2Zw2DYP+hbKezhCSUfAF3GKpn0+E+HopuHOxhQKRSUoLJy8vb1RvXp1AMCZM2fQrFkzHD9+HE+fPkW/fv2ocKJohAcPHhB2zZo1MXz4cLkPdmsEUThpG7oCRTnEghJ49C4Fp++S6Um3tzrDIA99mrjwv3WLsKuOGpW7C6UkATdOk76t5wBT1fVNShby0ek2Wap5QsWusDA0VdmaOSERC3FnTfY3YK1nRoKnwRi1BV9fX/To0QMfP36EgYEB5s5fgDnXb3LuOHesXBm9ateEvgK70d7RQJs/mlpPT4Jp/9vKOW+g1UAU5qm/bxyXaLLs3xH2G2dDj6cF3XYLIB7NDhG2qaURtrwbRUUThVKAUVg4MQwDiSS9u9/du3czeuQ4OzsjKipKudFRKHIQFBSE06fJm+yRI7W83CsjAX45kj43H5Utt3gv+bt5Y1NxpYsmAEgIyDyI3nT16txd5M0TYKdUg9uNJ1Uqml5HemPay12Eb0iZNujn1lxla+ZEYsRnPNtfP9s5befEQ0+f3hTfvn0b/fr1Q2xsLArZ2aHuyNH4amsHrp/wA0P+p/ADFYbJFE2FrGIwrPsRznnDrYfDUj+Xqal5IEjqPJNpk5ooem6Tdqcp52MSY1LR324d4Ws/uiYm7u6koYgoFIq6UFg41a5dG8uWLUPr1q3x8OFD7Ny5EwDg5+eHIkWKKD1ACiUnVq4km8Suzu0NuzrxkTpHYb9KZaXH/ULIan1T+haCsZFqduK8z5/PeF20fvY3/SzEYmDvKuA1me4HW3vA0ibvwcngdvAbLH1/jPAZ6PEwtExbla2ZE/zE0GxFU7lWq+BSV/2V2rQNhmGwevVq/PPPP5BIJCjs6obmEybC3NaWNXdm2zao7CS7SbAs/vsN9M5oScZwiiZ3C3c4GzorfO28IvD2R1Cj/7H8xc5vVnssukDwjyiMLb+Tc2zkhjacfgqFUrBQWDht2rQJAwcOxMWLF/HPP/+gdOnSAICzZ8+iYUP5KhFRKMri48ePhN2xY8eM0vlaS+prQPSb9NmpptFtbKIYI5aFEb5uzVTz78NIJBClZJY4V6jhrUQMjOF4WlupFjB1GduvBD5E+2Li822cY/c7rVXJmvIS7X9f5ljrmRHgGdLzKn/59esXJBIJyjRtinoD/weeIXlmr1v1auhWvZpCaXkA4PkeWJylH66engSTB24n5jjwHNDXsi/0VVTMJTsYiYRTNJX476TaYynoXN/5GjvGyz4nd8B/EkzMaWEsCkUXUFg4Va1aFZ8+fWL5165dCx7No6aomV27yPSqv6mjWgsjBgLqkL5yAu65ecQ7UICxq0jRNHMg+0m8MmAkEqyX+v23dFKgEt23D2zfnPVAmUp5jIybDZ/O4ULAU5Z/UsVu6OPWTCVryotYmILPV0dzjrWY4k9FUxb09PTQYfQY/DIyhkudusTYws4d4WZvn6vrekeTogkA55mm/lb9c3V9ZRC7kd1kt+SnCzBwVP/5qoJMZ72lMsdGb26HLpPq0JRICkWHyHU3tjdv3uDbt28AgIoVK6JmzZpKC4pCkYe/Z+3+smjRIg1FogApD0jbfh2gp7yqdllZezSasKuUNkbHRhYqWevhHHLHzLJE9iWdWWycR9rrjgE2qmk2+zrKm1M0ras7GnXsVVPRUF6yO9fU1iOR3qABuHr1Ko4ePYpjx44hRSjElS9fCdE0onFDNClTJlfX5ouActvZ/m4tLrN8I601c46SEQgR4j4V/JeZu+36ttZw/XFVI/EURCIC4nBs0UN4HfrIGtPTAybs7oT2o+g9D4WiiygsnCIiItC3b188fPgQNjY2AIC4uDi0aNECJ0+ehH0un/BRKIoSFkbupmj9GTtGDAS1zrQNywB2M1Sy1KwtEfAJFmbYxoZ62DxdNf8+kZ8/4/U68qD0mCxFIrJFJALGSu0STlioMtGUIkrDtBfkLuXWBhNQ3U6BtEIVIks02ZfppPOiSSKRYNmyZRkPSBo2boy35mTa6fIe3eD053tJURLTgMq72P5/O/ki3s6P8E2wmQADvVw/d8w1UQu2In7XaZa/+K09ao+lIPL5UQBW9TmHuPBkzvGdX8fCuQK9x6FQdBmFP/knTZqEpKQkfPnyBRUqVAAAfP36FUOGDMHkyZNx4sQJpQdJoXBx5cqVjNc5dXrWCkKHkrbdXJUsIxQxePOdT/iubiyukrUA4NCfZth/mRjL7hfFCZdoAoAaqjkrKRCL0O4m+W++qf44rRFNIZ9PyRyr3JH7LJauEB8fj8GDB+Py5fSdn3ItW+GVsSmyJoc2Ll0qV6Lp+k/g5e+/zWxJtrYH/OyuEL5h1sPULprSvvoguNlQzjHHwytg6KJ40QtKJoFfIzG+EodqzsLuH+PhVFY1D3QoFEr+QeFP/5s3b+Lu3bsZoglIT9Xbvn072rbVXBUqim6RnJyMDx8y73SaN2+uuWDkgWGABLKxKmyGqWSpM3cTCPvgwqLg6atmt+LH2bOE3XbPHpjIc/MqSzStOqiUuLj4L/I7YdewK4VahXOX0qVMxMIU3F3nIHO8zaxo6BvksolwAeDr16/o0aMHvL29oW9ggAaDh6B04yaseQPr15P7mgwDePkBI65wjxvxgB8TgFvJN4DMjVv0sugFK331PqSRJKVwiiaTRjXgeHgFeFaqSb/VBfgpQpxa9hhnVrJTdwGg0/ja6DqlLoqVsdX5HV8KhZKOwsJJIpHA0JB9JsPQ0JB15oRCURWPH5Mlqxs3bqyhSOTkh1TVLRUVhACAfZfjM15XcjNCCUfVnKECAJ/L5NkPuRreJiUCU3uz/buuAAaqi3XhW7JZ5ZYG7IahmiA70dR4zAedFk3Xr19H3759kZSUBKfixVF92AgUdnXNGHctbIeEVD4WdekEU47vJWnu+soWS39pXhLw7CbBd8F3eAu9iTEnQwUKniiB1KfvENJ9Msvv/OwojMqUVGssBY24iGQMKrKBc8zjTE806F4ePAMtbqBOoVA0gsLCqWXLlpgyZQpOnDiBYsXS0wN+//6NadOmoVWrVkoPkEKRhmGYjJQdAKhZsyYsLLT4qaskjbT1rVVWECJNQD68mD5ANVX0/vL1SGZPm9537sj3Ji7RtO+mkiLiJoqfAKFEnGEvqsEu46xu4kPf4sXBpjLHTaycYVbITY0RaR/FihWDWCxGs2bN4NijJ0yypOQeHDZE7uukiYCyHEUfsrKzI1CrGFDEHHjDf4cnqU+I8bE2YxWKPa8ENRsCwVdfwqdnagy3wLtqjaOgwU8WoJcFd6+/YWtaoecs2laFQqHIRmHhtG3bNnTt2hUuLi5wdk5v+BcUFITKlSvj6NGjObybQsk70rtNWi/Yg9uTdplo7nnKWCpCRNiuxVTXWyT83TvCLlRWjop0iXFs3y7VVQNLEfHR7uY8lr9FsWoqW1MeRIKkbEWTS/1pKNN0oU6mB4nF4ozWFtWrV8fRCxdxMSgY+lnK3berVFHu68XxgWq7ucccLYA5DQH3CqT/Weozwq5rUhfGeurb+QvpPZ0lmgDANUDOhxMUTnzehWJKzX2cY0fDp8PGwVzNEVEolPyGwsLJ2dkZb9++hZeXV0Y58goVKqB169Y5vJNCyTtCoRAnT5INHl2zpO5oHRI+WYLcagCgp7p+Z6NWZFYatLNWbV+1I1ItCKzkKUG+ZCJpq3CnSZZoalWsBngaaFj6l9jgF/jviOzPy9azosAzMFFjRNrDhw8f0L9/f3h6eqJevfQzS5dDQgnRBAA9FWh/0fMM23epL1DdUfZ7JMjcue1n2Q9FDFRfsZNhGCSdvoWIictZYw57FsGyB/2OzS1ikQTr/3cRj05+YY25z2qAYatb6eRDCgqFojgKCadTp07h8uXLEAgEaNWqFSZNmqSquCgUTvbsIcvuTp7Mzv/XKuL2knaRLSpbauJasjz7hF42Klsr9udPwu5z717Ob0pKBGKjMu16LZQcFUlvr2Us36hyHTG4jGZuQMN/XMavx8uRFMm+eftL8erDdFY0nThxAiNGjEBqaipmzZqFW3fv4tIHso9Oo1KlMLhhfRgZ5PxQQMIAvc8Av2JIf8CU7N8XJ44jbHWJJl8H7h1I58eHYVReix8OaTGfHgZgbnN2o2AAKFbGFnu8teOcI4VCyT/ILZx27tyJCRMmoEyZMjA1NcX58+fh4+ODtWvXqjI+CiWD5ORkfPmSedPp7OyM8uXLazCiHIhcCERn6Tpv2Q/gqaac7XtvPr76kQUnmtdSXdrJKakqhiVayCGCZg4g7WGq6WEFABGpcUgQphC+h53WQV9DO01h3y/iw4VB2c5pMzsG+jzVpVZqKyKRCHPmzMGGDekH9Zs0b4FS/fph3DF2a4tRTeUvAuPK8YzCJ4dnfcHCYJxLOif3GsqAEYvh59qOc6zkh3MwKCa7eAhFNg9Pfsba/hc4xzzO9ETjXvKne1IoFMpf5BZO27Ztw6JFizKaDx49ehRjxoyhwomiNnbtIvtsTJ8+XUORyElW0QQA5qo7izV9UwRhX1qnur5NDMMgKSQkw267d282s7MgylLXudv/AAPV9MLxSwzD4IdrCN+9jms0JpoA5Cya5sRBX1/9DVU1TWRkJPr164d7f3YsK3fsBBf3nmD02f9Xs9vJbnchFAPPggHfWOBJIHDXjz1newcguyJpDMOwRFNrM9XuTiaevY2IcUtZfiqY8sa2Mddwc89blt/cxgSeAZNhZsU+ryYWiyEUCll+CoVSMDAyMoI+x3eLosj9Te3r64shQzKrGA0YMAAjRoxAaGgoihYtmudAKJSc8PHxyXjdtWtXGBtrcZlmESlkUOw0YMVRTU4JnPEi+zbNG2oHSzPViYRfFy8SduVhcvSjenmftDsP4J6XR56Ff8WcV+Th7wkVu8JQg6Ik4PVOmWPmdmXReDT7Bk8X+P37Nxo2bIjAwECYmpmh7tBhcKldhzWvQlFHjGnaBDZmZpzXeRYE9D+f/VrfxgNmORSy9ErxIuzqxtVRybhS9m/KA/y3XzlFk2vQXeibaPFnm5bj+z6MJZqW3h6IGm24K1QyDIOwsDDExcWpIToKhaIp9PX14erqCiOjvGV2yH03kZaWBnPzzNQffX19GBkZITU1NU8BUCjy8OPHD8Ju06aNhiKRk6jFpK0i0QQAO8/FEXbruqqtDHXJ3T3jtaG5OevgPgt+CrBXqvyvCg5iR/ETWKKpqJkt+rk1V/pa8iIRpeH7nVksv76BCRqN/E+ny40XcXSEW/nyiEtLQ/OJk1HIieyRNLRhAzQqXQqGHD9ffBFw+guw4EHO6/yaCBhm8yOaLEnGucRziJXEEv5mZs3k+WsoTPzes4iat5nlN21ZD0WPrISekep6mekCj09/Jez2o2vKFE0AMkSTg4MDzMzMaJEICqUAIpFIEBISgtDQUJQoUSJPv+cKPYZdsGABzLI89RMIBFi+fDmsra0zfH/z1CkUZfL582fC5uV0s65JopYCcVl2GSz7qmwpvlTfplPLi6lsLQBIiYoibLl6N010J20P1XxG9LtHViObU7UPOpeor5K1ciI55hee7K4uc7zNrCiZYwUZoVAIkUgEfUNDjDlyDEW79UCnrt1gZEaK/QNDB0Of44stPBmoy11NGgBQ2hZoUgKo4Qi0dgXMc3iwKGEk2BfPvuAoazkaOStI8s0nCPvfXM4x2/ljUGhK9umclJzhJwtwZuXTDHvIypbo7dFI5nyxWJwhmuzsVHP+lEKhaAf29vYICQmBSCSCoRwN02Uht3Bq2rQp66l/w4YN4eub2WuCPqmhqIqgoKCM1337qk6I5JnUF0DUQtJXdL/Sl/F6lYzlnmQ/KEszfdgXUm1K2g57e8Iu1qBB9m+I4+hZVVr5h7IZhkGaJPN8grtLY42JJv//tuOH1xyZ49V66Ga/u7CwMPTs1QvR0EO94SOgp6cHI1NTYs7Mtq1RsVgx6OvpIU0ETLwBvPpznC6Wn/31j/UAGstREf8vAcIAXEy6yPJ3tegKM33utMDcENJzKlIfveEc4xW1h2W/DlQ05ZGALxGYUJndrKtcPSeO2Zn8PdNkJiMNlEKhFBz+puiJxWL1CKcHDx7kehEKJS8wDANvb+8MW6vP1AVICYlixwF95abO3XiWhLVHY1j+YvaqFU2RUrt+bp065fymr2STXOy9ocSIMnkd5U3Y0yq7y5ipWn4+XALfZ2uyneNYvrt6gtEibt+/j+7u7kiNi4OhqSkqdukKK4fM4gfLe3SDk40NAEAgBrqfAr5E5nzdCoWBnR0B10KKx8QlmibZTFJKERFxdBz8y3fJdk7xhwdhXLFUntfSZRiGQRd9dtuBv1RqIp+Spg99KZSCj7J+z3WvjBMl33H58mXCLlVKS282Up6RttM5wFJ5N/CBYUIMXRLKOWZvw8PycfacY8og6OFDVgly96tXc35jSlLm6/Z9VHK2KVGQgukvM5822xlbKX2NnGAkYtxebZ3jvDazY3OcU9D4d+06LJk3FxKRCNZFi6LFxMkZoqm0vT3md+6YMTcmFaixh/s6Ja2B4ATA1hRo7QasbJm7HycxI8a2uG2Ez9nAGd0suilFNKV9+onglsNljtO+THkjJjQRc5oeRko8H/GRKZxzes1piKGrVFfFlEKh6C5UOFG0nuDgYMLWyvNNjAQIlMqlV6Jo8g4UYOyqMJZ/+6wiKO9ipNInpnE+PizR1G6/HOmHDAOczFJC3ipnYZEbzvo/JuyxFTqrZJ3syE40mduVQ52B12FsrvpGqtpEWloaxk6YgIN/flZK1KyFRiNGwsjUFG0rVkC/OrUzSsMmpgGDLwFvuZ8L4Ou4nM8ryUOyJJnzTJO7En5XGYkE/hW7QhIdzxrTszCDy5dL0DfTzebGeeXl5R9Y2u10jvOmHOiCNsOqqz4gCoWis1DhRNFqgoODiaa3S5eyy/dqBYlSTTOdLnPPywUMw3CKphkDbVHBVfVli2+PGUPYxjY2qDJc9hN1AOk7TZN7kb6yVZQcWToHvG9lvDblGaN98doqWUcW3+/KPs9UqeMOFK82WI3RaA8du3XDvVu3AD091OjhjiodO6FZuXIY2rA+0Utj4QPg0Afua/hPVt4mZbw4HgcTDrL8A60G5um6jFiMqDkbkXDoEmvMarg77FdPy9P1dZXPjwJwfPEjfLzvn+NcS1tTHI2YDh5Pc73atJHFixfj4sWLeP/+fZ6uEx0djQoVKuC///6Di4uLUmKj5J2oqChUrFgRb9++RfHiquvdSCGhnzIUrcXHxwcrVqz4P3tnHRZV9sbxz9AgJYIiiordhd2BYufaseYa2N2uXWv9VlfdFexauztxxbW7UTFBkW5m5v7+YB24zAwdo97P8+yznHPee+6ZEWbu95w3RH06W7spdI+4bZF0fENqaOz2VtRuUNmMs6sdaVnbPMPukRRvzsbXt6kxdSrDA5NxN7t+SV00ARQqnsErg+CYcFF7jnPWihRBqcDn+mqNY6Vcl/+wokkQBAwrVsLEwoLGI0dTvlVr8lhZ0a9OLZFo+vWiZtHUs1zGiiZATTTZ6Nkw3Ho4tvq2aZ4z8sodXto30CiabGYMlkRTGtg64wKtZHOYVH+zRtFknTsuZrTX3AYcVk7jiDCdHV/G/VCiqXXr1jRr1kzjmKenJzKZjHv37jFu3DjO/vf5XahQIWQymdb/+vTpo/V+8+bNo23bthpFk6urK/r6+ly/fl1trEGDBowaNUqtf+PGjVj/F9P4lZCQEKZOnUrJkiUxMTHB3t4eFxcX9u3bhyAIWteWXi5cuEDlypUxNjamaNGibNy4McXXvnjxAgsLC7XXArBixQpKlCiBqakpjo6OjB49mqgocYab9+/f07NnT3LlyoWpqSnlypXjxo0bqvE+ffqo/Tsl/He3tbWld+/ezJw5M9WvWyLtSCdOEjrL0qVLRW1TU1PMzbNGLKQKZTSEJnAjcdiRYVNfva9eJ21av1xZFswcGyGOISif6PRJjS2/w8Wj6v2ZlBTipv9zUbtSrmKZch9tnF2ueZev0eh3GJpYZ+lashtBEHj16hWFCxdm981b2JcoSYfFv2FobEyT0qXoUb2ayH7CGdj1UDxHy2JxsUtWGezRFiPEiNrFDIvRPEfzNP8dRd99yjuXARrHjMoUId+RP9AzlzK1pYaQLxF0t12apM3iy30oXdsxi1aku/Tv35+OHTvy7t07tZOGDRs2UKVKFcqXLw+g+s68fv06CoUCgCtXrtCxY0eePn2KpWVcTKhpogyXX4mIiMDd3Z2TJ0+qjb1584YrV64wbNgwPDw8qFpVvYB1SggKCqJOnToEBwczd+5cqlatioGBARcvXmTChAk0atRIozhJL69evaJly5YMHjyYbdu2cfbsWQYMGEDevHlxdXVN8trY2Fi6detG3bp1uXJFHN+8fft2Jk2ahIeHB7Vq1eLZs2cqEfS1ZE9gYCC1a9emYcOGHD9+HDs7O54/f07OnOJMN82aNWPDhg2qduLN4759++Ls7MySJUuwsbFJz9shkULSJJw8PT1Zt24d3t7e7Nmzh3z58rFlyxacnJyoU6dORq9R4gckNDRU1O7YsSONGjXKptUkQ/BGcdu0XoZNPWWNOLXYvkX50NPLugxQYR8+iNqWjkk8tNy8rC6aGraCHsMyfF0KQUmDo+NEfc3yV8VIP+v2gkI/P0QRE6rWX733uR9ONEVGRjJkyBD27NmDy+SpWDvE1RMzNDbGJkcONdEUGq0umta0gBaZpHsVgkLUbmHeQotl8kR43uRjh1Eaxwo9OYx+Lus0z/2jERUew8UdD/n8Jpidczw12sw80pWKLk4YGkv7vF9p1aoVdnZ2bNy4kWnTpqn6w8LC2L17N0uWLAHErnp2CUpJfH3Azp07d7KC5NixYxgbG1Ojhnp5hw0bNtCqVSuGDBlCjRo1WLZsmVYBlhRTpkzh9evXPHv2DAeH+FqExYsXp1u3bpiYZE5s4Nq1a3FyclJt0pYqVYrLly+zfPnyZIXTtGnTKFmyJI0bN1YTTleuXKF27dp0794diDvt69atG//++6/KZtGiRTg6OopEkZOTetIYY2Nj7O3tta6jTJkyODg4sH//fvr375/8i5ZIN6n+JNq7dy+9evWiR48e3L59m+joaACCg4OZP38+x44dy/BFSvx4fEj0wN64sQ5nSArZLm4bZk4RWvdp9lhbZG1ijP2t410O7ZPbTVyTKC3w1JXgVCLD1yRXKmh4bLxafyHzrEu+8Pj0eN7cWKNxzDpfNY393ytv3ryhQ4cO3Lx5E5lMxmdvb5VwAhhYV7yZphSg7FrxHFf7QV6LzFvjn8HxqfoKGKSi2NN/yH39+dBpDLFPXmkcdzi0CtOaFdK8vh+Rkc5/4X1LPXbzKx4+I8hdIHMSyiTHO5cByD+pl3zITAxy25D/TBLVnRPaGhjQu3dvNm7cyNSpU1Unp7t370ahUNCtW7cMW5enpyfOzs5q/YIgsGHDBlavXk3JkiUpWrQoe/bsoVevXqmaX6lUsnPnTnr06CESTV9JysvE09OT5s2bJzn/unXr6NFDcxyjl5cXLi4uoj5XV1eN7oUJOXfuHLt37+bOnTvs27dPbbxWrVps3bqVa9euUa1aNV6+fMmxY8dE782hQ4dwdXWlU6dOXLx4kXz58jF06FAGDhQX375w4QK5c+cmZ86cNGrUiLlz56oVa65WrRqenp6ScMoiUi2c5s6dy9q1a+nduzc7d+5U9deuXZu5c7XXU5CQSA1v3rxR/azTogkgNr4INAUuZ8iURy6HsWy7+IvbySED0oqlgtjISAKePFG189dL4iQtsQ/6nL8gb+a41My4uUmtb2HV/tTOUyZT7peQiKDXeK4pq3W8wfAXmb4GXeL8+fN07twZf39/jM3NqTdoCA5l4v4drM1Mmd6yBbkSPPiExUCZRHpzVPXMFU3/Rv4rasuRp/jayKv3CN12hNCdml1NbRePwapv+3St70fj7RN/hpTSvOkAUKxKXpZf1+wGmVXIPwWg+JiCQmLZSL9+/ViyZAkXL16kwX9ZTzds2EDHjh2xsso4wenj46NR0Jw5c4aIiAjVyUzPnj1xd3dPtXDy9/cnMDCQkiVLpnptVapUSTbxRZ482jfUfH191cbz5MlDSEgIkZGRGk/Pvnz5Qp8+fdi6davKzTEx3bt3x9/fnzp16iAIAnK5nMGDBzNlyhSVzcuXL1mzZg1jxoxhypQpXL9+nREjRmBkZMTPP/8MxLnpdejQAScnJ7y9vZkyZQrNmzfHy8tLlF3YwcGB27dvq61DInNItXB6+vQp9TQ8QFlZWREUFJQRa5KQYP/+/aqfv1Z31zkEJXg7gTxBunSTyumedvmOAA57hon6yhfN+qQY26qJT07qLVqk3fjuVXE7k0STQlDi6ScuxOvZalmm3CshLzzn4315fpI2uYu1wthcu0vF94QgCCxfvpzxEyagVCiwKVCQhsOGYW4b5w6UOKYpMBImn4PjGnTlaHUPoAwjRojhapT4d7Ojecdkr4v85zYf2o1I0ibnuD6SaEolIyr9ycs7fmr9tTqUpF63MhStnBf7wmmoZpzBGOTO+liR1N6zZMmS1KpVCw8PDxo0aMCLFy/w9PRk9uzZGbquyMhIja5yHh4edOnSBQODuMfIbt26MX78eLy9vVNVazE9iR9MTU0pWrRomq9PCwMHDqR79+4an4O/cuHCBebPn88ff/xB9erVefHiBSNHjmTOnDlMnz4diDtpq1KliioBVqVKlXjw4AFr165VCaeuXbuq5ixXrhzly5enSJEiXLhwQbShbGpqSkSE5ppmEhlPqoWTvb09L168UMuucvnyZQoXLpxR65KQUFG/fv3sXoI6ghyemkLi3WtZ2gXO32dCWLsvSK1fX49MLW6rDf8H8QKloIsLetrqZ50/DNsSZJazz7y0qInjmo42zfz09K+v/Z6saLLOV4NKP+1M0uZ7YsuWLYwdOxaAwjVrUfPnPhgYxZ2IFs+TWy2maf8TzaLpddLaJN0cDBNnu+tr2TfZIrcx3m+1iiaLHi2xWzoemS7WktNRBEHg7KZ7rOiruUTD7tCJmJpn7Wl6cqTUZS676d+/P8OHD2f16tVs2LCBIkWKZPj3pa2tLYGJMqkGBASwf/9+YmNjWbMm/vRQoVDg4eHBvHnzALC0tCQ4WL2uWVBQkOpUzM7ODmtra54k8G5IKel11bO3t8fPTyzk/fz8sLS01Bqrde7cOQ4dOsRvv/0GxP1+K5VKDAwM+PPPP+nXrx/Tp0+nV69eDBgQd3Jarlw5wsPD+eWXX5g6dSp6enrkzZuX0qVLi+YuVaoUe/fuVbvnVwoXLoytrS0vXrwQCaeAgABRDJtE5pJq4TRw4EBGjhyJh4cHMpmMDx8+4OXlxbhx41RKWkIiI8mbN292LyEeQYCA3+DzBPWxgtcgmYcybZy9Hq5RNG2ZlZd8doZpmjM9nB8zRtTueOKEulFMNKyYBs/ui/t7Ds/w9QiCQL2jY9X6LY1yZPi9EnLpjzJEBvskaVO1xwlsCvxYSXG6devGpIWLcKxUiZKNXZDJZFiZmrKoY3tMDMW/rzEKmHVJfH0dR9iWcfWhNfJe/p4P8vhYyTJGZbDU1+xa8xUhVs7bGt3V+m3nj8SsaS0MC2ZO/OL3it/rIPo7/a5xbND/XGnSvxImZln/+fa90LlzZ0aOHMn27dvZvHkzQ4YMyfCMq5UqVWLr1q2ivm3btpE/f34OHDgg6j916hRLly5l9uzZ6OvrU6JECU6dOqU2561btyhePK48hZ6eHl27dmXLli3MnDlTzS0wLCwMExMT1clWQtLrqlezZk21uPzTp09Ts2ZNrdd4eXmpshMCHDx4kEWLFnHlyhXy5csHxGUiTFh2AVC51n09YatduzZPnz4V2Tx79oyCBQtqvfe7d+/48uWL2jPRgwcPVO6aEplPqoXTpEmTUCqVNG7cmIiICOrVq4exsTHjxo1j+PCMf2CS+PF49y7e9c3WNu01VjIcZSQ805JiuHgY6KXtIV6hEJi34Yta/9pJ9tkimgA+/iuOC9F42jS0rXpfpVpQMuOD5DWJptPNF2b4fQAU8iiC31/j+vakM6/lLFCHqt2PZ1lq+OzmypUrVK1aFf+ICH4/e54mY8ch++/hYHHH9uRO5O//JQLmX4Y9j8XzePaBrIj535OotloVk6QLIwtKJS8dGor69PPkotCDAxm9tO+WmCg5QZ/C+Xv+ZU6su6XVbmfAOMxzpj77moQYc3NzunTpwuTJkwkJCUmyFlNacXV1ZfLkyQQGBqpSZbu7u/PTTz9Rtqw43tPR0ZHJkydz4sQJWrZsyZAhQ1i1ahUjRoxgwIABGBsbc/ToUXbs2MHhw4dV182bN48LFy5QvXp15s2bR5UqVTA0NMTT05MFCxZw/fp1jdn/0uuqN3jwYFatWsWECRPo168f586d4++//+bo0fjssKtWrWL//v2qelilSpUSzXHjxg309PRE70Xr1q1ZtmwZlSpVUrnqTZ8+ndatW6sE1OjRo6lVqxbz58+nc+fOXLt2jT///JM//4xLZBMWFsasWbPo2LEj9vb2eHt7M2HCBIoWLSrK+BcREcHNmzfVal5KZB6pFk4ymYypU6cyfvx4Xrx4QVhYGKVLl9bN+joS3yR378ZXxNSpuDlNosm4PDieTrNoAug2XZxB8K8p9hTJn32uK0q5nA8J0qsOePlS3eidhuxio+dBGfXsS+ml9akZan3nWizGUC9j0xMrFbGcXpx8fEUB50GUapp0vZnvCUEQWLhwIVOnTqVu+/Y4tWoDoBJNALktLREEWHsT7n+Co881z2VhlPmiKVqIZm2QOG1fZ4vOWOtba7SPfeeH/7jfiDh7VW1MEk1JIwgCf40+xaGV11Jkv8jzZ8rUSX1WQwnt9O/fH3d3d1q0aKExiUN6KVeuHJUrV+bvv/9m0KBB3Lx5k7t37/LXX3+p2VpZWdG4cWPc3d1p2bIlhQsX5tKlS0ydOhUXFxdiYmIoWbIku3fvFhVytbGx4erVqyxcuJC5c+fi4+NDzpw5KVeuHEuWLMnQZBcJcXJy4ujRo4wePZqVK1eSP39+1q9fLxIm/v7+eHt7p2readOmIZPJmDZtGu/fv8fOzo7WrVurXBgBqlatyv79+5k8eTKzZ8/GycmJFStWqNwK9fX1uXfvHps2bSIoKAgHBweaNm3KnDlzRLWcDh48SIECBahbt2463w2JlCITMrMksw4SEhKClZUVwcHBWjOiSGQfPj4+LEqQhKBFixa0atUqG1f0H+/aQlgiH/0iPmCYvoeA37Z+4diVcFXbMY8Bm2ZmrztQ4IsXuBeLL6gzOjoafaNEQu73mXA3wanUuqOQCXEfr0J96X1xsajvTPOFGOtnrLD0ub6aJ2cmJmtXtN50itRO3u57ITQ0lL59+6r87ovVq0/N3j+LRNOiju05+cqS6ReSnsvREi7+HBezl1lEKaNYF7xOrX9kzpEa7aPvPeNdY80pfAt5H0ffUtoQ1MbFnQ9Y0m1/8oaA29oWNB+U8Zsq6SUqKopXr17h5OSUabWCvgeOHj3K+PHjefDggZoLmkT2UqNGDUaMGKGqGSWhnaT+3lOjDVK9ZduwYcMkXVPOnTuX2iklJIC4LDOLEmVuq1BBB2qjKKPVRVMJRZrjmb7iHyQXiSaAjTOyN55LEASuzJypaudxdlYXTVtXiUVTp4GZIpoA+nuKT3aONZ2b4aLp1dXlPDuffHxm7YHXMbctlazd98KzZ89o3749jx49Qk9fn+o9elE8gR99q/LlaFmuHCuvGbLmpvZ5+leEUTXAMpMTQyoEhUbR1MC0gbptUCivi2lxxdTXp/D7s1ICiGRISjSVa1AQI1NDRqxvRS6HTMw1L5EltGzZkufPn/P+/XsckyqCLpGl+Pv706FDhwyt2yWRPKkWThUrVhS1Y2NjuXPnDg8ePFClUJSQSAsJY5sgbidFJz6kXyRKMV3YO92iKTJKSecpYhe9PyfbZ3u8zO3ff+fx9viCvhaJ3//df8GFI+K+qknUd0ojmpJB9CnWFAsjLTFmaSA2MpBzK5L//TKzKUbdQT9WjYwjR47Qo0cPQkJCyG1vj3O/AeROEEvwv66dMTAwpeQf6tfamMKfraCsHZhmYYiee7C7qG2IIUNzDlWzEwRBo2gyqV4e++2LpFOmFHBwhTgGUiaLK1hr55g9BWslMp/kisJKZD22trZMmKAhUZVEppJq4bR8+XKN/b/++ithYWEaxyQkUsLCheJg/969e2fTShKgCAVlUHzbvB0YpT/t/ohl4hSo/VpbUdQx+1Pyvj59WtSuMHhwfCM6Ck4mSpU6ZQXYZGwaVE3ueQDtCtZK99yRwW94cHQIAT4Xk7VtOOoNRqZZX88luwkMDFSJpqo1auDUpSumVtYAhCusuBbejnqbITBK/do1LaBFMfX+zCZMGUakECnqSyialOGRxPp84MvM1UReuK52vd3vU7DsmnRaYwkIDYjk8u5H/DVanCntsFLKqCshIfFjkGHR1T179qRatWqq3PYSEqnh7du3onanTp2yaSWJCN4objtsSfeUT32i8X4XX9S3YF5DejbP/p3amPBwXh6JP03qfPYsBRo1ijeYl6i2zaLNkCt3hq7hXsBL3K6sUus/3XwhJul00YsO9+PSH6WTtavYYRt5SmjIGPiDkDNnTlavW8fcv9ZToms39A0MEAQZr6Ir4BMT5zqrSTRd7hsXx5TVRCmj1E6bWpTeyyuLU+jlMEX+Tr3gakKKfPbMzOV9N2grXrvq/qBsWI2EhIRE9pBhwsnLy0sKrpRIE+Hh4SxYsEDUpzNFbyMvx/9s3h700ufGEx6pZMgi8cPHHxO015nIKpQKBf9LlBkzX8IsPb5v4cOb+HaxshkumgCNoulSy6XpcmH89OwIt/d2Td4QKNNi9Q8pmh49ekRQUBC1atXiz0ueXImMpnqPXtyLcCEgIl+S17YuDquy6bDmg/wDu0N3i/oKbXmBnlxAGRiCMjBE67X69rYUvLErs5f4zRLoF8aJdbcI/hzBkVXqp3QQV4upUNmM/xyQkJCQ0FVSLZw6dBBXLRQEgY8fP3Ljxg2pAK5Emhg/fryo7ebmpjuZe8Lia01gmb6sNYIg0GumOK5per9cmBpn/2t9lajArZ6hIfpfC5nGxsC0geILJmb8ybJCUIraI0q3o1Ph9MVPvbi8AG/PeckbAk3Gf0HPIJMzGOgg+/bt4+eff8bQ2JjGk6eQwyYXb6NL8SK6mtZrhlaBibWzcJEa2Bu6l3fyd2r9JVY8FLX18+RC8SkABAGDgnmx7N0W60GdkBlnv2usriIIAr3sNbvlA9TpVIpWw6tRtq6UWlxCQuLHItXCKXE+fT09PUqUKMHs2bNp2rRphi1M4scgcUKInDlzUqZMmWxaTSI+T4eEcROmVdM81dX7kUxZ81nUV7uCKQ2rpL3+U0ayv3VrUXt0ZCScOwTbNUT/d9Scvjm9NDg6TtROr2jy2lifkI9JpHsDKnfag23hJsj0frwMagqFgunTp6tOe+3zO/I8th6BIdoLxZbPDZvaxSWAyE7WB60nXBBnpMzl9Qnn4V4YhsZit2wCZo2rY+AgnYaklhvHX/Brix1ax/dFTsbIJGNrqElISEh8K6Tq00+hUNC3b1/KlSunqiAtIZFWbt26xfr160V9c+fOzabVaOBLorUYpD3D39YTwWp9Y7vrRuKBgKdPIUE5t9YbPZANaqnZOLcDNM/Y+DNNGfRym1inb06lIlnR1GRiEHoZXET3WyEgIIDu3btz8uRJAKwajsSw1W8E6mt+Px4NgRw6ckCz9sNKohMJt3LTb1JwV1xR5sKfLmV7dspvlVayORr7l1/vT658FtjklVKLS0hI/Nik6qlBX1+fpk2b8vjxY0k4SaSLt2/fqommYcOG6c4DjyAXtwu/SFcK8shocZ3po8vyY2qS/S56AJcTudgWvbBDc5XSijVgSMa74868tVmt7+/G09I1pzwmVGO/db7qVO1xAj39LMyTrWPcu3eP9u3b8/LlS2SGpth0dSeHs+Y6IEe6QTkdObSJ9LrL/dm/Er29gai/Rem96MkFHK9ux6iIDpQv+EbRJpqOCJILvoSEhMRXUv3kVrZsWV6+fJmhi1i9ejWFChXCxMSE6tWrc+3atRRdt3PnTmQyGe3atcvQ9UhkPomTQVSpUoVSpXSouOiLRA9gRkXSNd2rD3FZ9EyMZZz7o4DOiCYAowRJIeq0aoR+YtE0/XdYfwKG/ZrhhW4VgpLzH++K+i60/A39dIjUwHdenFueX62/XKu/qN777A8tmgBWrlzJy5cvMbXNS55RXhpF073B4DNSN0SToFDwrtkgzl5ci1ci0dS06kH0TUwp/O6sJJrSweU9j9T6Fl7sLYkmiQxFJpNx4MCBbLl3TEwMRYsW5cqVK9lyfwnt1KhRg7179yZvqCOk+ulk7ty5jBs3jiNHjvDx40dCQkJE/6WWXbt2MWbMGGbOnMmtW7eoUKECrq6ufPr0KcnrXr9+zbhx46ibMPOXxDfBhw/iBAndunWjX79+unPaJP8ICt/4tqFTuqYb/lv8XFGJTp6ym9jISB5s2KBqFzYQ18Jh/QkomDmFeaIVMWpxTaebL0yzaHp7az0nF5hzbUsTjeN5Sv542fI00XbIUEo2dsFm9AOM8lVQ9TdxfMNTtzjBZKUjOTIiLlzH274Bz50i8B5UUjTWXulKqRfnKPzqpJToIY34vgqklWwOCzuJH1r2hE+ibL2C2bQqiZTQp08fZDIZgxPW2vsPNzc3ZDIZffr0EdkntclcqFAhZDIZMpmMHDlyULlyZXbv3q3VPuE1O3fuVBsrU6YMMpmMjRs3qvo+fvxI8+bZk4Jz7dq1ODk5UauWej3AQYMGoa+vr/H1anvfLly4gEwmIygoSNUXExPD4sWLqVChAmZmZtja2lK7dm02bNhAbGys2hwZxb1796hbty4mJiY4OjqyeLF6HURNbNy4kfLly2NiYkLu3Llxc3MTjQuCwG+//Ubx4sUxNjYmX758zJsnTra0bds21evNmzcv/fr148uXL6rxffv2UaVKFaytrcmRIwcVK1ZkyxZxWZdp06YxadIklEpxgihdJcVPKLNnzyY8PJwWLVpw9+5d2rRpQ/78+cmZMyc5c+bE2to6Te57y5YtY+DAgfTt25fSpUuzdu1azMzM8PDw0HqNQqGgR48ezJo1i8KF01+MVCJr2bFDHHisc+L3hYO4Xfh5uqZ7+DImXddnJvtaimOZTIwTnMbM/jNT7ilXKuhybh4uxyeJ+i0MTVNdq+nzi5Nc/KM0JxeY8+jkqCRt9Q3NUrvU74LPnz8zZ84cFAoFfTZsYt/9BxTpPBn9HPExdhtax7K+QwF0JeY/7MhFvO3qcuvP3zj67CfuzRcnrGieozkFcpXUcrVEUsREybl25BmtZHMYUFg9/f/qB4MwMfuxT2W/FRwdHdm5cyeRkfEbXlFRUWzfvp0CBVKf8XD27Nl8/PiR27dvU7VqVbp06ZLsCY2joyMbEmy+AVy9ehVfX19y5BAnP7K3t8fYOPN2ZWJiNH/XCoLAqlWr6N9fPbFRREQEO3fuZMKECUk+d6bk3q6urixcuJBffvmFK1eucO3aNdzc3Pj99995+PBh8pOkgZCQEJo2bUrBggW5efMmS5Ys4ddff+XPP5P+/l62bBlTp05l0qRJPHz4kDNnzuDq6iqyGTlyJOvXr+e3337jyZMnHDp0iGrV4rOt/vPPP/Tu3Zv+/fvz8OFDdu/ezbVr1xg4MD4Lr42NDVOnTsXLy4t79+7Rt29f+vbtq4qvBWjevDmhoaEcP348g96VzCXFX5OzZs1i8ODBnD9/PsNuHhMTw82bN5k8ebKqT09PDxcXF7y8vLReN3v2bHLnzk3//v3x9Ey6eGF0dDTR0dGqdlpOxSQyFm9vb9XPLi4u2bgSDcj9xW27+SBLu3ua+8EgUfv4CnUXsuxCERvL20R/z5bm/0Xdr/gbzDO2mmmEPIqjb67xv0cHNI4fbqo5xkLrfIEvubW7Y4psm0wISNXc3ws3b96kQ4cOvHnzhv1372PWeCZvY9SzVjZ00p0HZfnHz/j1nUakvSk3V6vvDjcya0Rxo+LZsLJvm9hoOe1NFiRp03dxYwqW0QH/TIkUUblyZby9vdm3bx89evQA4nb4CxQogJNT6j0lLCwssLe3x97entWrV7N161YOHz6s8ZTmKz169GD58uW8ffsWR8c4d1kPDw969OjB5s3i+FWZTMb+/ftp164dmzdvZujQody+fZtixeK8GoYOHcq5c+e4desWZmZmPHjwgPHjx+Pp6UmOHDlo2rQpy5cvx9bWFoAGDRpQtmxZDAwM2Lp1K+XKldP4jHrz5k28vb1p2VI96dHu3bspXbo0kyZNwsHBQfQ6UsOKFSu4dOkSN27coFKlSqr+woUL06lTJ62iLr1s27aNmJgYPDw8MDIyokyZMty5c4dly5bxyy+/aLwmMDCQadOmcfjwYRo3bqzqL1++vOrnx48fs2bNGh48eECJEiUA1H6nvLy8KFSoECNGjFCNDxo0iEWLFqlsGjRoILpm5MiRbNq0icuXL6uEmr6+Pi1atGDnzp0a/410jRQLJ+G/rFsZWZjU398fhUJBnjziAqB58uThyZMnGq+5fPky7u7u3LlzJ0X3WLBgAbNmzUrvUiUyCEEQu6q1adMmm1aihY89xG2bSZrtkuG4VxhLtogf1k2NZRgb6U5s0/HevUXtcf3/222avDzDRROA64kpGvudbYuxpNrAFLvofXiwk/uHB6TINl+FPpRtob6r/iOwadMmBg0aRHR0NAZ2xfhYdCZGGkTTwsaQnV6ygiAQdfUeYfvPELLhQFyfDM5eEn+B6qNPO/N25DfUnc2HbwWfh59wK7tO6/iQ1c1pOVR7GvofjjnDISQwa+9pmTMunjSV9OvXjw0bNqiEk4eHB3379uXChQvpWo6BgQGGhobJPvDnyZMHV1dXNm3axLRp04iIiGDXrl1cvHhRTTglpHfv3hw5coQePXpw5coVTp48yfr16/Hy8sLMzIygoCAaNWrEgAEDWL58OZGRkUycOJHOnTtz7tw51TybNm1iyJAh/PPPP1rv5enpSfHixbGwUM8K6e7uTs+ePbGysqJ58+Zs3LgxTTVJt23bhouLi0g0fcXQ0BBDQ82bU2/evKF06dJJzj1lyhSmTNH8/enl5UW9evUwMor31nB1dWXRokUEBgZq9AQ7ffo0SqWS9+/fU6pUKUJDQ6lVqxZLly5VicbDhw9TuHBhjhw5QrNmzRAEARcXFxYvXoyNTZy3Qs2aNZkyZQrHjh2jefPmfPr0iT179tCiRQuNaxUEgXPnzvH06VORuAKoVq0aCxcuTPJ90BVS5ZiR3TEooaGh9OrVi7/++ku145AckydPZsyYMap2SEhImnYTJDKGxL7QBgY64hv0lfBT8T9b/5KmJ8qFm75w6t9wtX73aXnTs7IM54kGv3QA7DJ+nROvrdfYf7Hlb+ilUDDJo0M5uyxlayvX2p28ZTpn+2dWdhAbG8uYMWNYtSpOMJqUaYVtjy3omVmr2W7vALWz8eNQEARe5lav13XtrzqidjWTatQ0rZlVy/qu2DbzAjtmq3tmlG9UiJ/nN6JE9XzZsCodJyQQAv2Tt9MBevbsyeTJk/Hx8QHi3Kd27tyZLuEUExPD0qVLCQ4OplGjRsna9+vXj7FjxzJ16lT27NlDkSJFqFixYrLXrVu3jvLlyzNixAj27dvHr7/+irOzMwCrVq2iUqVKzJ8/X2Xv4eGBo6Mjz549o3jxuFPnYsWKJRvT4+Pjg4ODg1r/8+fPuXr1Kvv27QPi3ssxY8Ywbdq0VH93PH/+XO10JSU4ODgkexDwVahowtfXV+0k6OthhK+vr0bh9PLlS5RKJfPnz2flypVYWVkxbdo0mjRpwr179zAyMuLly5f4+Piwe/duNm/ejEKhYPTo0fz0008q4Vq7dm22bdtGly5diIqKQi6X07p1a1avXi26X3BwMPny5SM6Ohp9fX3++OMPmjQRxyJ/Pe1TKpXo6enOBrMmUvXUWrx48WR/mQICUu4SY2tri76+Pn5+fqJ+Pz8/7O3t1ey9vb15/fo1rRMU6/waTGZgYMDTp08pUkSc/czY2DhTfWolUkdgYPwuXlIfBtmC3Ffczr081VN0nfqeT4EKtf6NM/Jin0t3ROLDRMGZI3rFH9djaZ1h99FUownAve4Yilul7uTg2rZmydo0HPkKIzO7VM37PeHr60unzp25/J8Ls6XrTKxcZyBL8EVUK39cEVujbKr5KyiVRF66Seyrd/hPWKY27rW5Hl9qiN3FapjUyKrlfVcMKb2Gt4/VBYCULS8ZLLOh3Eoa72lnZ0fLli3ZuHEjgiDQsmXLFG8sJ2bixIlMmzaNqKgozM3NWbhwIS1btmT+/PkiAfPo0SNRDFXLli0ZNGgQly5dwsPDg379+qXofjlz5sTd3R1XV1dq1arFpEnxHh53797l/PnzmCfI+voVb29vlXD6KrSSIjIyEhMTE7V+Dw8PXF1dVe9XixYt6N+/P+fOnRO5sKWExN40KcXAwICiRYum6dq0olQqiY2N5X//+x9NmzYF4mLP7e3tOX/+PK6uriiVSqKjo9m8ebPqvXZ3d8fZ2ZmnT59SokQJHj16xMiRI5kxYwaurq58/PiR8ePHM3jwYNzd3VX3s7Cw4M6dO4SFhXH27FnGjBlD4cKFRULT1NRUdU9T02yusJ4MqXqSmzVrFlZWVhl2cyMjI5ydnTl79qwqa4lSqeTs2bMMGzZMzb5kyZLcv39f1Ddt2jRCQ0NZuXKldJKk4yiVSh48eKBqDxo0KBtXo4GXJcRtvdQlEzh5NUxNNO2Y60AeG90RTF+5nmiHzsjovzV2H5ph97jzxZvhXqvV+k82m4+ZgfqXmDYEpYIXnnMI9bur1ca2cFOcu+xL0zq/J3x8fPjnihcyE0ty9dyCWdl4V9h+FaKZXt8YvWw8hIt958eHNsOQv/XVOO69oxNfnMUPIEOsh/yQJ4fpQRAEWuupFxOfvOcnanfUobIPukoaXOayk379+qmemRLv9qeG8ePH06dPH8zNzcmTJ4/q727w4MF07txZZZf49MbAwIBevXoxc+ZM/v33X/bv35/ie166dAl9fX0+fvxIeHi4yp0uLCyM1q1bq7l0AeTNG+95kDgBhSZsbW3Vnh0VCgWbNm3C19dX5PmiUCjw8PBQCSdLS0vVaV5CgoKC0NfXV92/ePHiWkNMkiK9rnr29vYaDx++jmni6/uX8L52dnbY2try5s0blY2BgYFKNAGqkjFv3ryhRIkSLFiwgNq1azN+/HggLkYqR44c1K1bl7lz56ruo6enpxKHFStW5PHjxyxYsEAknAICAsiRI4fOiyZIpXDq2rUruXNnbODomDFj+Pnnn6lSpQrVqlVjxYoVhIeH07dvXyDODzZfvnwsWLAAExMTypYtK7re2toaQK1fQvdIHGum6eg825B/BmWCxCG5Jmu31YAgCCzaLD5tXT4qt06KJgD/BAK2V9sELlBFk/4ATykR8iiNomlrg4mpEk33Dg3g40MtLoVA3tKdKdf6L2R62XR8omNYFCpPrl7bMcxbHsM8cRsBrexPsbpLUyD7Tt4FuZyXeRsmaWP3bA9HEP9b97LshZFMSjWeWjSJphU3B1C0sm65C0tkDM2aNSMmJgaZTKaWGS012Nraajz9sLGxSdZDpF+/fvz222906dIlxRmWr1y5wqJFizh8+DATJ05k2LBhbNq0CYhLfLF3714KFSqUbpf+SpUqsWbNGgRBUInBY8eOERoayu3bt9FPUJ/wwYMH9O3bl6CgIKytrSlRogQ7d+4kOjpa5L1069YtnJycVLFL3bt3Z8qUKdy+fVstzik2NpaYmBiNIi+9rno1a9Zk6tSpxMbGqtZy+vRpSpQoofXfoXbt2gA8ffqU/PnjPD8CAgLw9/enYMGCKhu5XI63t7fKk+vZs2cAKpuIiAi1f5uv72VSJ3BfT5YS8uDBA43xYbpIin8bM2vHr0uXLnz+/JkZM2bg6+tLxYoVOXHihMpH882bNzrv7yiRMj5//ixq62dwMdU0IyjhRaINAbv5mm210Njtrai9ekIeShXSTRfR0PfvRW07mwQBs7aad6hSg1JQqiWCKGXlyJ91R6dqnn/+qkqY/2Ot43V+uU2OXJlTY+pbITo6mrFjx9Kv/wDaX6oImGJWsZNq/NLPCgpaN8229QEoQ8N5VVizm6XtojEYly2KskoR/gr+SzQ2yGoQJnopF9k/OvJYBaOc1/P6vnoNxP3RUzDMLt9MiUxHX1+fx48fq37WRnBwsNpDeq5cuTLEW6dUqVL4+/tjZpYyT42vMesjRoygefPm5M+fn6pVq9K6dWt++ukn3Nzc+Ouvv+jWrRsTJkzAxsaGFy9esHPnTtavX5+q54eGDRsSFhbGw4cPVZvs7u7utGzZkgoVKohsS5cuzejRo9m2bRtubm706NGD2bNn07t3byZMmICVlRWXLl1ixYoVotiqUaNGcfToURo3bsycOXOoU6cOFhYW3Lhxg0WLFuHu7q4x7iu9rnrdu3dn1qxZ9O/fn4kTJ/LgwQNWrlzJ8uXxoQb79+9n8uTJqhOx4sWL07ZtW0aOHMmff/6JpaUlkydPpmTJkjRsGLfB5eLiQuXKlenXrx8rVqxAqVTi5uZGkyZNVKdQrVu3ZuDAgaxZs0blqjdq1CiqVaum2hhfsGABVapUoUiRIkRHR3Ps2DG2bNnCmjVrRK/D09NT5Tao66Q6q15mMGzYMI2ueUCyAY4Ji6tJ6C7BwcGi9u+/65ArxNtEO3TmHVJ1+c0nUaJ2jbImOiuaAJ7+/bfqZ2MjA/QS+m6ZqfuTp5Y9r8SB6PXtyzG3St8UX//62mqenp2YrN2PLprev39Px44d+ffff1m36wR5Jz1CZhB/OmNpFEtB6+xLMy4IAlH/3OZD+5FqY9bDu2M18CcM8trxZ9CfRAafE41XMq4kiaZU8PKuLyMq/qVxbF/kZEk0/QBYWiafCfXChQtqu/r9+/dn/XrNyXtSS65cuVJsO3LkSHLkyKGKnSpXrhzz589n0KBB1KxZk3z58vHPP/8wceJEmjZtSnR0NAULFqRZs2ap3kzPlSsX7du3Z9u2bSxYsAA/Pz+OHj3K9u3b1Wz19PRo37497u7uuLm5YW1tjaenJ5MmTaJNmzYEBwdTtGhRli1bJqoLZWxszOnTp1m+fDnr1q1j3LhxmJmZUapUKUaMGJFpXlFWVlacOnUKNzc3nJ2dsbW1ZcaMGaJU5MHBwTx9+lR03ebNmxk9ejQtW7ZET0+P+vXrc+LECdWplZ6eHocPH2b48OHUq1ePHDly0Lx5c5YuXaqao0+fPoSGhrJq1SrGjh2LtbU1jRo1ErlXhoeHM3ToUN69e4epqSklS5Zk69atdOnSRWXz/v17rly5wtatWzPlPcpoZEJmKiIdJCQkBCsrK4KDg1P0QSORMQwdGh87I5PJ0uWHneE8SXSaWjJ1fxKNhr4RtU+sdMTIUHdjMg7+9BPP9+4FIH+enHRt9V9Bu2EzoWL6MpfJlQoaHhsv6vNspZ4AIDGCIHB9e3MC31xO1rZ82w3kLd0pWbvvme1HPBn8cydCA/yQmVpj23sHpqXiT3UKG9/k/ODkg6YzAyFWjv/UlarU4okp/OmSyoPBJ9aHA2HqdiNzqostiTgEQcDvdRDvnwXwz+5HnHK/o9X2YOxU9A0kjw1tREVF8erVK5ycnDQmD5D4frh37x5NmjTB29tbY8IJiexj4sSJBAYGJlu0N70k9feeGm2gmwEYEt8dBgYGyOVyAFUiEJ3gU6JYpuLqacSTYvUeca2PpSNz67RoAjBMEHxZq/J/WSibdkyXaAqKCePPJ8c4/OaqqP9ICoraPjg6hPf3tiRrV63nSXI61k7zGr8HBEHgp/Gr2Ld8DCjlGOYth23//RjaxmcTHVHqDGObZk9h6fDjnvj21hzEbFS2GPnPxu1s+8p92RW6S82mukl1aphKGfQSEvIlAvexpzm76V6Krzkon4q+viSYJCS+Ur58eRYtWsSrV68oV65cdi9HIgG5c+cWlQ3SdSThJJElGBoaqoSTi0v2PNSpEfA/CEhUcC0VmfRCI5TsPRcq6qtUQvd3LR8lOA43Mf7PleunlKWP1casW1u54f9Mrd/KKOmMR/+sr07Y54fJzl+z3xUs85RP1u57ZpvXbQaNXEn49bjgabNKXbHpuh4947j3eFTZSwyqWwMzo6z9+wo7eB7/qStR+H3RamO3chKW3VvyNOYpJ8JPaLTpYN4BR0MpM2piutsuTd7oP+ae6UnFxk7JG0pI/ID06dMnu5cgoYGxY9VLlugyknCSyHQEQSAyMhJAlOI02/mUyB0o38FUXd523DtR+/DS1NUlyg4CnonFTU6rHPDX8TQV+v3K+Q931URTjdylmFKha5LXXVpTjsigV0nalG62EodyPdBPRSa+74W9t25z7907TA2MOORTgHdR5VGE+oJMD+s2i7FoMIYCxg+pmz+SBa2rAuqFZDOT6EfevG82CCEyWuO4nq01Bf7Zir5NXAmLCGWEVtHkYuYiiaZEBPqF0ctecy05Uwsj8hSyxsjUgHpdy1C+YSEKV0x/YhcJCQkJiaSRhJNEpnPo0CHVz7Gxsdm4kv8QlPA0UbB0UV8wyJPiKcatFNdNaF3XnBymuu0a82DJAk5MELtRGRrop0s0HfS5wm/394j6zjZfjJG+9o+W8ABvLq+roHUcoNaAf7GwK5PmdX3r9NmwCblgwLuY0ryMqohMJkOmB7l6bSf2wz1MijWgR9EHTHUpRo5sKPAd8/QV7+r3UeuXmZshhEWQ/+JGjEuLi5EnzpoH0MC0AWWNy6Ivk5IXJGTL9PPsmqse7/fXCzfyFtGxwuESEhISPxCScJLIVGJjYzl58qSqHRAQkIR1FhG4Sr0vFaJJoRC49VS8yz66m44/zGz5XU00OeS2htnr0jVtYtG0rPqgJEWTIAhJiqZa/a9ikfvHrsk25tBzzof8jCAIhF5Yjvzzn9h0jkvdqp/DBvNS9XniBpD175MQHYP8cyBv6/RWG7PfsoAczepovG5D8AZRu6BBQdpZtMuMJX7TPLjkw6T6mzWO7QwYh3lO3S8OKSEhIfE9IwkniUxl5EixO9yCBQuyaSX/If+k7qJX9EOqpmgyXFyzae0kHXeROXMALh7FwEAfuVwBQLN6ZSm793S66jYd8vEStX+v6UbFXEW0WINSEcPpxUkU8uv7zw8tmm68+UTH/bmBYiijwwnYOYCI23EFYc0qdsKkeCPu/AI5TbPe1TX2nR+fRy4g8tJNtbGcE/uRc8zPyDSkCBYEgRPhJwhJWFwaJNH0H1HhMdw84c1H70A2Tjyr0abX3AZ0mVo3i1cmISEhIaEJSThJZBqJazdZWFhgZWWVTav5D//Z4nbBq2CQN8WXJ049XiivIcULGGmx1gGUCti5FkAlmgDKXryf7qmX3N8taiclmoAkRVOD4d4Ym6f81O974sUXBY236gNxRZjl/i/57NGe2A/3QM+Acr2Xc3R+Qxyz4U8n9s1H3jh31jouMzXGZpzmGl0RygiN7nlDrYdqsP6x8H8XwvAKfxIaEJmk3fqXw7B3yplFq5KQkJCQSA5JOElkGgmLoGlqZwtRCdJlW3QC0+opuuxLsIJOk9+r9f81RcdPm35pCUBMrFzVZVOqVLqn3fz8tKi9q+FUrbbBH25ydVN9reNNJ4Ugk+l2fFhmEBYt0MLjPj4x8dkCIx+f5MuWbigjArGxtePAvr3UrZv1pw3KyGheFWoKSqXGcZMaFTAuX5xcMwZrHD8TfoaHMerZEnta9sRQln1FeXWBw79fY92Ik0naTDvQmRptS2TRiiQkJCQkUooknCQyhcjISIKCglRtV1fX7FsMgBALr8pBTILq2bmmp+jSl+9jGDDPV63/zCpH9PR0JEOgJl4/j/vfe3/2nIh3sQp4/DjdU2/zPidqO+RQrxgf+PYKL72W4u+t/SGx3tBHP6RoquEOH8NkQLxoCr34PwIPjAJBoEq16hzYt5d8+fJl2ZoUX4J4XbJ1kjY5WtXHbslY9G21n4J8kn/SKJoGWA0gh17S6em/ZxRyJW0N52kca9izHCVq5KNCo0I4lrLL4pVJSEhISKQUSThJZAqJ8/K3bp30A1mmIgjwVIM7nVGxFF2uSTSdWKnjogng/jUAkWgCqDlzZpqnfBXqS++Li0V9OxpOVrN7dn4Gr64uS3KuhiN9MDJTF1zfK5GxcPolDNeckRunguYEAf0HDGDVqlUYZ0G2PEEQ+NB2OIpPAcR6v9Vql3NiP60ueQl5G/uWfWH7RH01TWpSzbRautf6LRITJef4upv8NeqUxvEu0+rQdXo9DI2krIIS3xZPnz6lfv36PH/+HAsLi+xejsR/nDhxgkmTJnHr1i30NMSdSqQf6V2VyHBu374tajs4OGTvH7DfcPU+h12gl3xtoPBIsatSQ2czzv1RACNDHRdNALExPHstTpuep3JlakyZouWCpOl76Tc10QSQN5H48Xt6KFnRVLnT3h9GNI09BQVXQsk/1EWToIjFRBbKP30Fbi7vx61bt/jrr78yTTQpgkIJP+7Jx96TeVO3Ny9z1yPK665W0WTWvA6FP5xPkWi6GXVTTTS1NW/7w4ompVKgg+kCraJpyZW+9JrTUBJNEmnG19eX4cOHU7hwYYyNjXF0dKR169acPas50UhiZDJZkv/9+uuvWq+dPHkyw4cP1yiaSpYsibGxMb6+6puOhQoVYsWKFWr9v/76KxUrVszQ15dWdu/eTcmSJTExMaFcuXIcO3YsSfs+ffpofP/KlBGX1Fi9ejWFChXCxMSE6tWrc+3aNdF4VFQUbm5u5MqVC3Nzczp27Iifn/g7/OzZs9SqVQsLCwvs7e2ZOHEicnm8K36zZs0wNDRk27Zt6XwXJLQhCSeJDOXZs2f89Zc4IHzatGnZtJr/CNkibpdQgKX2gPeEtB4rLnI7rd838rAfHcXj31dw6OwdUXevmzfRN0p9MgtBEHgRop59cE/j6egncLW7uasDd/Z1T3KuhiNfYVc0m103MxlBAL/wOMG0R4tnZOTDIwQsyEdL07/JbxknxBM/OGQEH7tPwNuuLt52dXldrAW+vacQcfwysU80Fx82bVCVIp89KfLZk7ybFyAzTN4x4VbULS5HiusOmcnMKGRYKCNewjeHPFZBG/25GsdKVM/HIcU0StXU/YLZErrL69evcXZ25ty5cyxZsoT79+9z4sQJGjZsiJubW4rm+Pjxo+q/FStWYGlpKeobN26cxuvevHnDkSNH6NOnj9rY5cuXiYyM5KeffmLTpk3Z+vrSwpUrV+jWrRv9+/fn9u3btGvXjnbt2vHgwQOt16xcuVL0vr19+xYbGxs6deqkstm1axdjxoxh5syZ3Lp1iwoVKuDq6sqnT59UNqNHj+bw4cPs3r2bixcv8uHDBzp06KAav3v3Li1atKBZs2bcvn2bXbt2cejQISZNmiRaT58+ffjf//6Xge+KREIkVz2JDOXKlSui9vDhGk57spKQHZAwFXLRz5DCmJo/9gSK2l1cLJClo1hsVqEIDmS5tXoGu/7PnqVpPqWgpP5R8RfoqDLtae5YFTODuFO7j4/2cO9gH61zGJrmokTjBeQrl7So+h7Ycg+mndc+noPPxJ6ZwJsjGwEIu/4vDOyfYfdXfAkidO8ZhKhoAuasTfF1Tj6n0TNL/hQ2IQGKALYk3pgg7qTpRxVNAO2M5qv1SRnyJDKSoUOHIpPJuHbtGjlyxMcOlilThn79+gHQvXt3FAoFu3btUo3HxsaSN29eli1bRu/e8fXYrKyskMlk2Nsnn/Do77//pkKFChpjMN3d3enevTv169dn5MiRTJw4MdNeX2awcuVKmjVrxvjx4wGYM2cOp0+fZtWqVaxdq/nz1MrKSpQx+MCBAwQGBtK3b/xJ/bJlyxg4cKCqb+3atRw9ehQPDw8mTZpEcHAw7u7ubN++nUaNGgGwYcMGSpUqxdWrV6lRowa7du2ifPnyzJgxA4CiRYuyePFiOnfuzMyZM1Wnf61bt2bYsGF4e3tTpEjS2W4lUo8knCQylEePHql+7tq1K6UyIINbmlGEwIdED+oGtsleFh2jpMeMDwSEiN30BnX4Bh56wkI1iqYKQ4aQs1jKYroS0+qUOIlGeRsnOjrFZXpTyKN4fmEmPtdXa70+f6V+lGn2/e9+PQ8AF3UNoaKOxXaEyGA81//Juzt3AHBzc2PZsqTdGpNCGRlNxKkrhP59gljvt0nGKQEYFMyL3OcjxlXKYN6uMTla1sMgtw0yo7RlutMkmjpZdMLBwCFN833rRIbF8GuLHWr9eyMmYWz6Y2cT/JbYUqUK4RrczDKTHPb29LpxI0W2AQEBnDhxgnnz5olExVesra0B6NGjB506dSIsLAxzc3MATp48SUREBO3bt0/zWj09PalSpYpaf2hoKLt37+bff/+lZMmSBAcH4+npmerMoCl9fZrYtm0bgwYNSnL+48ePa12Tl5cXY8aMEfW5urpy4MCBZNf9FXd3d1xcXChYsCAAMTEx3Lx5k8mT4+OB9fT0cHFxwcsrrh7izZs3iY2NxcXFRWVTsmRJChQogJeXFzVq1CA6OhoTE/HmlqmpKVFRUdy8eZMGDRoAUKBAAfLkyYOnp6cknDIBSThJZBjHjh0jLCxM1S5cuHD2LUYQ4HmiwjeF7iR7mdf9SKau+azWf2BJ1mU3SxNKJRz/mzvz56gN9X/4kJylS6dp2ihFDKGx4lozS6vHfSkld8oEkK/Cz9+1aBIEuPQGhh+H4Gj1cWN9GFtDSdmc71my4zXnV/2PED8/9AwMWP/nn6IdyVTdV6HgfYshRN9KeYbEAtd3YVgo4wRNkCJIra+XZS9s9LXX6/oeEQSBS7sesqTbfo3jR4SUZe+U0B3CfX0Je69efkJXePHiBYIgULJkySTtXF1dyZEjB/v376dXr14AbN++nTZt2qQroYOPj49G4bRz506KFSumiu3p2rUr7u7uqRZOKX19mmjTpg3VqyddZiSpbKW+vr7kySOuKZgnTx6N8Vqa+PDhA8ePH2f79u2qPn9/fxQKhcZ5nzx5orqvkZGRmihMeG9XV1dWrFjBjh076Ny5M76+vsyeHVeb8uPHj6LrHBwc8PHxSdGaJVKHJJwkMowjR46I2g4O2bTrLCjhXQtxn3FFMKmQ5GXvP8VqFE09m1timUPHA7h/iXu9Z648EnWPE4Q0T6kQlDQ5LvadPtl0LjH+T7joUSvZ62sPuIa5XdoEmy7zNgTW34LrH+Ch+q+LitM9Yd25PXjdD+fwq5ecXLwYeXQUOWxsuHDypMYHj5SQkrThAFYDf8KkZgUMizhiXDpjdx0FQWBzyGZR38icIzP0Ht8CEaHRdLZUT5jyldknv3/X1O+RHClwV8vOewop/Fw3MDCgc+fObNu2jV69ehEeHs7BgwfZuXNnWpcJxJUbSXzyAeDh4UHPnj1V7Z49e1K/fn1+//33VAm1lL4+TVhYWGRrlr9NmzZhbW1Nu3btMnzupk2bsmTJEgYPHkyvXr0wNjZm+vTpeHp6qiXgMjU1JSIiIsPXICEJJ4kM4s2bN6L23Llzsy+T3ssSEPtC3FfoepKXLN8RwGHPMFFfiYJG/D4uDwb6Oh7XtGMNAFsOeom6+z19qsk6RXyKDKLj2dmivh6RH/FcmjvZa+2KNqdyp91pvreuIghwwhsGH03abl5D6Fxazi9b4rMa5czviLWDAwbGRmzfsZMqFZMW8UnxsfsEtb4cLethWteZHC3roWdlgZ5p5qYyvxB5AYH4h5uaJjUz9X66RqBfGAOLrCIqPFbjeNVWxZiwowOm5qlPxCKR/aTUZS67KFasGDKZTHVakRQ9evSgfv36fPr0idOnT2NqakqzZs3SdX9bW1sCA8UxwI8ePeLq1atcu3ZNFNekUCjYuXMnAwcOBMDS0pLg4GC1OYOCglRxQql5fYlJr6uevb29WiY7Pz+/FMV+CYKAh4cHvXr1wihBEiZbW1v09fWTnNfe3p6YmBiCgoJEp06J7z1mzBhGjx7Nx48fyZkzJ69fv2by5MlqHj4BAQHY2Uk14TIDSThJZAiJM+nZ2GSTu07MC3XRVPQzyDT/qr/xi6XPrI9q/bXKmzJ3sI5/6ESEwYifEASBDXv/ISA4XDVkmitXmmKagmLCaH1qhlr/tPt/puj6Uk2XUcD5l1TfV9f5HA5V1msflwHrWkHTwiCTweR9R4iJCMfAxBQ9PT30DQ3pOn0GQ5q6UDqNRW2VUdG8cnRR63d6ewY9k8yv+fQVuSDnXvQ9UV9lk8pZdv/sppVM3R32KytvDaBIpbxZuBqJHxEbGxtcXV1ZvXo1I0aMUIsDSvjwXatWLRwdHdm1axfHjx+nU6dOGBqmL96uUqVKonhmiIvrqVevHqtXi+NdN2zYgLu7u0o4lShRgps3xbUFAW7dukWJEiVS/foSk15XvZo1a3L27FlGjRql6jt9+jQ1aya/OXTx4kVevHhB//7iZD9GRkY4Oztz9uxZ1UmUUqnk7NmzDBs2DABnZ2cMDQ05e/YsHTt2BOJqZb1580bt3jKZTOXRs2PHDhwdHalcOf4zOCoqCm9vbypVqpTsmiVSjyScJDKEfPny8eXLF4BMzXiTLC8TiYWiH7UmhHjjG0uf2eqiaWA7a7o1tcyM1WUMnz7AlPj3+OkrP5FoAujx77+pygAoCAL1joqLFhso5VT58hAX33+Tvb5InckUrTs1xff7VlAKUHYNaDpYKJcb/mwFec3jxNJXHn34yMP79zm/6necqlencsefWNOjG6apTAMvKJV8Hr2Y8OOeKANDNNoU8j6epaIJYEeIOPnBYKvBGGjZmPieCPQNo1fe5RrHmg6oxLB1LXW/KLbEd8Pq1aupXbs21apVY/bs2ZQvXx65XM7p06dZs2YNjx/Hxz92796dtWvX8uzZM86fTyLlZwpxdXVlwIABKBQK9PX1iY2NZcuWLcyePZuyZcuKbAcMGMCyZct4+PAhZcqUYfTo0dStW5d58+bRoUMHFAoFO3bswMvLiz/++CNNry8h6XXVGzlyJPXr12fp0qW0bNmSnTt3cuPGDf78M37zcPLkybx//57Nm8Xuyu7u7lSvXl3tPYC4k6Kff/6ZKlWqUK1aNVasWEF4eLgqztXKyor+/fszZswYbGxssLS0ZPjw4dSsWZMaNWqo5lmyZAnNmjVDT0+Pffv2sXDhQv7++2/09ePDCa5evYqxsXGKxJ5E6vn+v+0ksoR79+J3oIsXL549iwhP9IWQeykYaD5ef/Uhhv5z1YM9D/6WHwszHS5vdnIv7Baf7h05f1fUHuLnR47cybvUJaT7+QWqn22jAhj8fE+Kr3UZ9xl9Q9NU3U/X+RwO/Q/DXT/N4we6QKVEv1rP/T6x6ORJnv1zhSsbPVDExPDq2r9c3r4t9aJJEHiZp36SNvnPrEff0jxV86aXWCGWAGWAqp1XPy/Gelkr3LKDtcNPcGSVurvvT5Nq0WtOQ/QNdPgzQ+K7pHDhwty6dYt58+YxduxYPn78iJ2dHc7OzqxZs0Zk26NHD+bNm0fBggWpXbt2uu/dvHlzDAwMOHPmDK6urhw6dIgvX75ozNRXqlQpSpUqhbu7O8uWLaNWrVocP36c2bNns3TpUvT09ChXrhxnz54VCY7UvL6MpFatWmzfvp1p06YxZcoUihUrxoEDB0Rr+/jxo1p4QnBwMHv37mXlypUa5+3SpQufP39mxowZ+Pr6UrFiRU6cOCFKGLF8+XL09PTo2LEj0dHRuLq6isQkxLkZzps3j+joaCpUqMDBgwdp3ry5yGbHjh306NEDMzOz9L4dEhqQCemJwvsGCQkJwcrKiuDgYCwtdfhU4RvC09OTHTvid6GXLl2KqWk2PEg/SbTbWzwM9NRTmV69H8mUREkg3H6ypmMjHf99UCrgl5aiLkEQWOpxStX++e5d7MqXT/mUgpIjb/5lyf3d6CkVdHh7lpIhr5O9rvrPF7B2SFtyA13l+AuYeEZzdryvDHKGKXXU+zf8c4Xzj59wc/ffPDp1EgCHMmXZvWsXtcoknyBDkMsRIqMRlEoiTv7DJ7d5Wm1N61fBYY/mk4/MRFPNphHWI76J2mapxe91EAs77eH5DfUT6a/si5yMkYm09/gtExUVxatXr3ByctKY7EBCO6tXr+bQoUOcPHkyu5cikQB/f39KlCjBjRs3cHJyyu7l6BRJ/b2nRhtIn/oS6SIkJEQkmoDsEU0Rl8RtxzMaRdOk1Z+49jBK1Fe1tInui6Zb/8AfiWIr+ozho4ElJBBOqRFNUYoYUda8KQ/dU3Rd3cH3Mcv5/XwgX34DPTRnkhbxeoTYJQ8gIiaGafsP8sHXl4vr1uD7n/tIuZatmPnrr8mKJmVYBK+cXJO9d8EHBzDIkyv5RWYCvnJfdoXuUuvPrZ/7uxRNAH8MOaZVNHWeUptecxt+t69dQiIlDBo0iKCgIEJDQ7M1i52EmNevX/PHH39IoikTkYSTRLp48UKciGHatGlZvwhlOLxJ5NaUo7GamVwhqImm1nXMGd1dx+vOyOXqoqlCdajTlOgTJ1I9nSAItDw1TVSfqWTwy2SvK1J7EkXrZcO/byYhV8L407AvicRNY2vC0CqQ2BMrVqHgxIOH7L11G6VCwYlFCwj++BEDYxPmLFvGxCGDNT5YC3I5MU9fE33zEZ/HLknROgt/upRtD+nHw47zLPaZxrGuFl2zeDWZz7un/gwuqe4GJJOBc/Oi/LygEU7l82i4UkLix8LAwICpU7+/uNZvnSpVqqS51IVEypCEk0S6ePky/oG7XLly2VO76ct8cdvxlJpJRJSSVmPeifrWTMxDiYLfQHzGphXitlMJGPYrAGfc3FTdNWfOTNF0iZNAGCti+OnNGa32TSeFfne768OPwyHNeoC/f4LqSSS+O3jnLvtv31G19fT1Kd+6DXcPHuTEkcPU1PKlFbL9KJ9HLkxyXaYNqqL49AX09LGdMwzTOtmXre5ZzDONoqmGSQ2qmVT77n4nTm+4w8p+h9X6pQK2EhISEhJfkYSTRLo4d+6c6udsORpWhqsLpxxNRM2P/nJ6zPgg6qtTwVT3RVOgP0zqAwp5fF/JijAu7uH7ya5dBCcQroJcTnLEKsU2RooYxj/aqNHWuctBbAurn9x9qwRGxomlGRc0j69vDU0Kax77yrQDh3gXGIhSLifsyxcs/wvs7dy1K3sXLcROQ4pcua8/PuXUg6YTYta4BvY7FuuMGJELco6HHxf11TetT0WTitmzoEwk0DeMkc7rCfgQqjY2dX+nbFiRhISEhISuIgkniQwjI7L1pJqQRBXQi7xRM5m13l+tb2rf7IkXSTEKBYzvqd7fM+6EaWe9erzz9BQNVU+B20SjY/8VTxUEWr73pFKgZj+1YvVnfheiSSnAon9grXrZEBWdS8OchpBcnH9AeDjvAgOJDA7iwpo/CPv8mcHLVzCqdSscE9UtU/gHIn//ieD1ewndeVxtLpOqZTGuVAqL7i0wLlM0LS8tU1kdJK7F0tmiM3kNvo/6RIIg0NlqMZGhMVpt+ixsxE8Ts+HzTEJCQkJCp5GEk0SaSVwAL8sDRMOOge+A+LahExg6qpk9exP/gFSigBFrJiVfATxbCfoC43qo949dCPaObK5UiU937oiGunp6YphMUo5zH+Kv6fnqKIXCP2i1LVxrfGpWrJOsvQEL/kna5kJvcMqZsvnG/L2Hz94vOL96FZFBQVhYWtLWqZBINEVcvMHHn0YnOU/+s+4Yl8+mlP0p4K8gcbr7/Ab5v3nRpFAoubL3Mf8bcCRJwQSwyPNnytQpkEUrk5CQkJD4lpCEk0SaWbVqVfbcWBDguS0kqCcDQG71FM3/PowUtf83TscDuwVBs2j66zjIZOxt2VJNNHW7fJl8KTjtW3hjI+Meb8JEqaGaawKaTlJ3WfqW8A2D6kkkCGzsBJPrQLFU5AQ5/egxzy5c4N/tW1HK5RQqUoSTx45RvHhxYt985I1z52TnsOjRktwrJiVrl134xPpwIOyAWn8r81ZZv5gMRCFX0tZQe3p3S9u4WicNepSl3ejq5C5onUUrk5CQkJD41pCEk0SauH5dXAxy/PgsPKH4PFFdNOnnAfMWoq6DF0NZuStQ1GdooBsxJFp58Ui9b9FmBOBYz568OnZMNNT38WNylSyZ7LRXfe8z9uH6ZO0ajXqrM3E2aWHrPZh6XvPYMzcwTsMn3utPn3AbMoTnly4CUMDZmXvnz6tOWJMSTZb9OiB/74fd0vHZlk48pWgSTcOth6Mn+zaLu8ZGy7m8+xFLex3UanNYOe2b/n2XkJCQkMhaJOEkkSY2bNggamdZYogPP0PIZnGf4ym1hBAAm48Hi9o9XHW8VhPAInHGO9bHpRt/ffIkj7dtEw2NCAnBKIXukcEbaiY5XrnzfnI5NURP79v8SHgTDHU3ah5LjTteQmLkcn7Zso1be/fEiSaZjModOrJj1SosLCyQf/yMT/kOGq91OLIa0+opr6mV3UQL6lV/25i3+SZFk1Ip0EZ/rtbxBRd6U7ZeAUkwSUhISEikmm/zKUkiW1EoFKL2hAkTsubGn6eoi6Yib8Ewv5rpW79YAkOUqvaq8Xko7aTDWfTkcvh1sLiv80DVj3ubNRMNNV61KsWi6endLUmOV+68D7si6sLzWyAoCjr8Dd6B6mODnWFSbfWitclx8dlzrr9+zYP3cTFgZVu0xPfpEyq0bsNsNzcKK2W8bzOMKK+7atcW+eyp1vct8E+kOBhsZM6R2bSS9JGcaJJSi0tIaKZPnz4EBQVx4MCBdM0TExND6dKl2bx5M7Vq1cqYxUmkG39/f0qXLs2tW7fIn1/9mUki5Xx724kS2c6hQ4dE7UKFCmX+TQUlfFkg7suzSqNoAli2XezKp9OiCWBwK/AV15miSdxpxgcvL1F3p9OnqZSgflNSvP54m9fHhmgcqz3wOq6Tw7Ar0jT169UBnn2BCus0i6Z9nePimFIjmiJiYuizYRMel//h5MmTCIIAgJGpKc0nT2VMz16UOvEvPhU6ahRNBe/vT+tLyVbClGHcj76vahc11L0sf8mhVArcOfNSo2gq6pyXeWd7clj5/RRvlpD4/PkzQ4YMoUCBAhgbG2Nvb4+rqyv//JNMRhwtrFy5ko0bN6Z7XWvXrsXJyUmjaBo0aBD6+vrs3r1bbaxPnz60a9dOrf/ChQvIZDKCgoJUfTExMSxevJgKFSpgZmaGra0ttWvXZsOGDcTGJh3Dmx7u3btH3bp1MTExwdHRkcWLFydp/+XLF5o1a4aDgwPGxsY4OjoybNgwQkJCVDZ9+vRBJpOp/VemTBnRXKtXr6ZQoUKYmJhQvXp1rl27Jhr39vamffv22NnZYWlpSefOnfHz81ON29ra0rt3b2amsN6jhHakEyeJVHPp0iXVzyYmJllzUyHRh2HRz2Bgq9E0PFLJ3efxrkcdGmZxtr/UEh2l3jdwIgKwVMOTf0EXlxRNq1TE8nRjXY1jjcf6YmBknppVZjvhMfDHDTjwFN6FaLZpVQxWt9A8lhQ+X74w89AR5DExXN28Ce8r/1C1azdKN3XF3twct1WHiJnozhcN11oP747N1F+Q6eun/sbZiEJQ8CD6ARciL4j665vVz54FpRHPvx+yqMs+jWPSCZPE90rHjh2JiYlh06ZNFC5cGD8/P86ePcuXL5o+pZLHysoq3WsSBIFVq1Yxe/ZstbGIiAh27tzJhAkT8PDwoFOntNVIi4mJwdXVlbt37zJnzhxq166NpaUlV69e5bfffqNSpUpUrFgxna9EnZCQEJo2bYqLiwtr167l/v379OvXD2tra3755ReN1+jp6dG2bVvmzp2LnZ0dL168wM3NjYCAALZv3w7ECdaFC+MLo8vlcipUqCB6f3bt2sWYMWNYu3Yt1atXZ8WKFbi6uvL06VNy585NeHg4TZs2pUKFCqramtOnT6d169ZcvXoVPb24M5K+ffvi7OzMkiVLsLFJRXYkCRGScJJIFYIgEB0dL0omTcqiLGFBf8b/bFJVo2gSBIEpf3zm34diITKovXUmLy4dyOXg1k7c99fxONGkp34gXG/RomSnDPG7z939vYgIfKFxvFj9X7850fQxFGp4aB+3NoF/+ydfi0kbMw8dIezLF86v+h8BPj7IZDIalSxB3ykbMJAr0JTA2rxjE3Kvmf5NxsqEKELYELJB45i53rf1u6FNNB2ImZLFK5GQyBqCgoLw9PTkwoUL1K8ft9FRsGBBqlWrprIZN24cT5484ciRIwCsWLGC0aNHc/z4cZr95/pdtGhRJk2axIABA9Rc9Ro0aED58uUxMTFh/fr1GBkZMXjwYH799Vet67p58ybe3t60bNlSbWz37t2ULl2aSZMm4eDgwNu3b3F0VC8fkhwrVqzg0qVL3Lhxg0qVKqn6CxcuTKdOnYiJSbrcQFrZtm0bMTExeHh4YGRkRJkyZbhz5w7Lli3TKpxy5szJkCHxHh8FCxZk6NChLFmyRNVnZWUlEq0HDhwgMDCQvn37qvqWLVvGwIEDVX1r167l6NGjeHh4MGnSJP755x9ev37N7du3sbSMi+XetGkTOXPm5Ny5c7j8t9lapkwZHBwc2L9/P/3798+4N+cHQxJOEqnixIkTonbu3Lkz/6bKCPg0IkkTQRBo7PZWrb9sEWPdzqR367KoGVq6OsGXL7OzXj0107b791NMgytDQv7d0oSgd15J2hSuNS7Vy8xOQqOTFk1jasDwaqCXxn/mPhs28fHxYy6u+YPosFByWFmxybUrFVed0WhvUqsiuVdMwtApX9pumM3ECDEaRVMxw2K0ME/DcV024fsykAFFxCURDI31GenRmgbdy2XTqiS+B0ZVWU+gb1iW3jOnvTkrbgxI3hAwNzfH3NycAwcOUKNGDYyN1V3R69evz/r161EoFOjr63Px4kVsbW25cOECzZo14/3793h7e9OgQQOt99m0aRNjxozh33//xcvLiz59+lC7dm2aNNEcE+vp6Unx4sU11nR0d3enZ8+eWFlZ0bx5czZu3Mj06ak/Ed62bRsuLi4i0fQVQ0NDDA0NNV735s0bSpcuneTcU6ZMYcoUzRsuXl5e1KtXDyMjI1Wfq6srixYtIjAwkJw5k89A9OHDB/bt26cSu5pwd3fHxcWFggULAnEnbDdv3mTy5MkqGz09PVxcXPD6z40/OjoamUwm+j0wMTFBT0+Py5cvq4QTQLVq1fD09JSEUzqQhJNEqjh8+LDqZ20fUBmKIMCzHOK+fOqxJHvOqdceql7GhAVuWSDs0sOfcUf0sXIFKzedAU4C6m4OY5XKZE82Ti5I/qTAdXLWPgykFUGANTdg0RX1MSdrmN0A6hRIu1j6ytar//Lw5Alu7v4bQakkV8FC7AuxJd+5h2q2Fl2aYff7lG/yhOkrYcow3IPVi1x1t+iOnYFdNqwobbx94s+QUmvU+vdHSadMEukn0DeML+91t56dgYEBGzduZODAgaxdu5bKlStTv359unbtSvnycdk869atS2hoKLdv38bZ2ZlLly4xfvx41YnShQsXyJcvH0WLao9pLF++vComplixYqxatYqzZ89qFU4+Pj44ODio9T9//pyrV6+yb1/c6XDPnj0ZM2YM06alvhzA8+fPkxR72nBwcOBOohqIiUnKfc3X11cte3CePHlUY0kJp27dunHw4EEiIyNp3bo169drLg3y4cMHjh8/rnLjg7ikDgqFQnWvhPd+8uQJADVq1CBHjhxMnDiR+fPnIwgCkyZNQqFQ8PHjR9F1Dg4O3L59W+taJZJHEk4SqcLGxoaAgLjEC5r8mDOcCA1FeQzFO/0PX0azZm+QqO/ESkeMDHX4ATc0GEZ3UTXX7big1XTIx49av1zkMeG8ufEHzy/OSvaW31Jh20L/09yfyxQu/Jwx9zj35Am7z5xViaYitWtz4KkSUw2xSoU/XfqmBRPA7tDdfJB/UOsfaj0UQ1kWbIJkAJ/fBtO3gOZfDg+fpE+lJSRSSk77rHdXTe09O3bsSMuWLfH09OTq1ascP36cxYsXs379evr06YO1tTUVKlTgwoULGBkZYWRkxC+//MLMmTMJCwvj4sWLSZ58ACoR9pW8efPy6dMnrfaRkZEa4549PDxwdXXF1jbOxb5Fixb079+fc+fO0bhx41S97q9Je1KLgYFBkiIxM1m+fDkzZ87k2bNnTJ48mTFjxvDHH3+o2W3atAlra2uNSTKSws7Ojt27dzNkyBD+97//oaenR7du3ahcubIqvukrpqamREREpOfl/PBIwkkixURHR6tEE2RMMGmSCAK8TfShWlL8ofnsTQzDf/MT9W2d7aDbomnTCvCMd3lcteUsUTFykUmVsWPRMzSk9uzZ6Gs42ZNHh3B2mfrOXmL0jMyp0mU/1g7VvokH/yg5PPHXPDagEkzTnOsiVcQ8eUXAjmNsLmROznz5qNqtOzLgr4vvMUWchMTp9Sn0cpim/6bZSFLxTN9K2vHYaDn7fvNiy7QLamM5rE3YFZiFBbglvntS6jKX3ZiYmNCkSROaNGnC9OnTGTBgADNnzqRPnz5AXJzShQsXMDY2pn79+tjY2FCqVCkuX77MxYsXGTt2bJLzJ/YqkclkKJVKLdZxmdvu378v6lMoFGzatAlfX18MDAxE/R4eHirhZGlpiY+Pj9qcQUFB6OvrkyNHnOdJ8eLFVSctqSG9rnr29vaiLHWAqm1vb5/kvPb29tjb21OyZElsbGyoW7cu06dPJ2/evCobQRDw8PCgV69eIndAW1tb9PX1Nd474X2bNm2Kt7c3/v7+GBgYYG1tjb29PYULFxZdFxAQgJ3dt+NdoItIwkkixXzN1pJlPE2UHCH/MTWT3/8Wpx0vX9QYB1sd/bWOCIcRHUVd+0/fUhNNSbnlKWIjeXZhJm9uqO9WJabBiJcY59BxV0Xg8Wf4/Tocfa55fG8nqJK8RkwWZXgkrwo15VJMIA/a1INC1QEo1diFxkf/xSwqXjRZDe2K7ayUpXzXdTSJJhczF0obJf0QoQsEfQqnZ55lWscn7OxAvS5ltI5LSPxIlC5dWlSHqX79+nh4eGBgYKBKCNGgQQN27NjBs2fP0uTylhSVKlVizZo1CIKg+g47duyYymVQP8Fp/oMHD+jbty9BQUFYW1tTokQJdu7cSXR0tChW59atWzg5OalEXPfu3ZkyZQq3b99Wi3OKjY0lJiZGJbISkl5XvZo1azJ16lRiY2NVazl9+jQlSpRIUXzTV74Kz4RJtgAuXrzIixcv1GKPjIyMcHZ25uzZs6qTKKVSydmzZxk2bJja/F9P9c6dO8enT59o06aNaPzBgwcZ/u/+o6GjT5gSukjC+KaSJUtm7s2C1OMwMG+u1vXwZXwGnXqVTPl1oA7vpCQQTYIgcObKY7zffBaZdPfy0iiaFPIozizRnH5dE8V7ndN50RQlhxruEKghG/tXajtmkGgKi+BloaasiXzH8ggfLE5/oWWNchiZmeH4ypdaF+9jM2kAJjXKY1S2KPpWOp7CPoU8in6k1jfIahAmellURiAdrBl2nKOrb2gc67u4MR3HS8U1JX5Mvnz5QqdOnejXrx/ly5fHwsKCGzdusHjxYtq2bauyq1evHqGhoRw5ckSV8rpBgwb89NNP5M2bl+LFi2fouho2bEhYWBgPHz6kbNmyQFyyg5YtW1KhQgWRbenSpRk9ejTbtm3Dzc2NHj16MHv2bHr37s2ECROwsrLi0qVLrFixQlQvadSoURw9epTGjRszZ84c6tSpo3r9ixYtwt3dXWM68vS66nXv3p1Zs2bRv39/Jk6cyIMHD1i5ciXLly9X2ezfv5/JkyerTsSOHTuGn58fVatWxdzcnIcPHzJ+/Hhq166tVv/S3d2d6tWrq963hIwZM4aff/6ZKlWqUK1aNVasWEF4eLgo896GDRsoVaoUdnZ2eHl5MXLkSEaPHk2JEiVUNhEREdy8eZP58+en+X2QkISTRBpJaw2GFBFxEXwTuUqUkKuZRcWIXQam90u5sMhyBjRT/SgIAks9TqmZjAgLw0jDTpkgKFMsmm7YlKZjp79xsimU5qVmBXIllFitfdzMEOY0gJ8y6FDkfsHGTAx7zsmYuBon9iVLqlwgx0xwI+fsiRlzIx0iRBnC6YjTor5vxTXv/Lb7GkWTYylbBixrgnOzb69Ir4RERmFubk716tVZvnw53t7exMbG4ujoyMCBA0WuZjlz5qRcuXL4+fmpNjvr1auHUqlMNr4pLeTKlYv27duzbds2FixYgJ+fH0ePHhUlO/iKnp4e7du3x93dHTc3N6ytrfH09GTSpEm0adOG4OBgihYtyrJly0SnMMbGxpw+fZrly5ezbt06xo0bh5mZGaVKlWLEiBEahUdGYGVlxalTp3Bzc8PZ2RlbW1tmzJghSkUeHBzM06dPVW1TU1P++usvRo8eTXR0NI6OjnTo0EGtjEtwcDB79+5l5cqVGu/dpUsXPn/+zIwZM/D19aVixYqcOHFClDDi6dOnTJ48mYCAAAoVKsTUqVMZPXq0aJ6DBw9SoEAB6tbNAJ/3HxiZkNZIu2+UkJAQrKysCA4OVuW7l0gZI0aMQC6PEzCaAhszBN+hEJQoW1bBf8G0mprpxVsRzFofHxBz7o8CmbOm9KBUwtT+8Dk+s43P+y/sPiF+KOx16xZ5NKRXfXdnIw+Pqx/HJ2Ze2QEIMj0q5SrC/2rqpovZlbfQTXPJHQAm14FuZcFKPbNumhAEgbC9p7k6cDJDQh/jrYhEz8CA6j16Urx+AwBqFHZicH311O/fOk9innAy/KSor5tFN3Ib6PYpZKBfGL3sl6v1d5tZjx6/fluFeSV0n6ioKF69eoWTk1PWFXP/zrl37x5NmjTB29sbc/Nvqybc906NGjUYMWIE3bt3z+6lZAtJ/b2nRhtIJ04SKearaMqfP3/m3ODTOHXRlGeNRtEEMH9jvGiqXCKDnrYzEqUSflGvi/PQuggQL5z6Pn5MrkSuj/6vznFzZxuS4++CTXlmWUjVXlxtYJqXm5m8DUlaNL0eAWnNXaEMDSd01wkiL98i5rkPyBXEvnwHwNnoL4wNe0aYoMDU2pqGbsOwKxJ3WlEqrz2D6n1/O2/eMd5qognQOdGkUCiZ1XIn8hgFMVFynni902i3/uUw7J1SHkMgISGRfZQvX55Fixbx6tUrypWT6qnpCv7+/nTo0IFu3bpl91K+eSThJJEiIiMjVT9nyiGloISApeK+vFvAqqdGc4VSIDaB917rujoYk3LvX7UuYeUeHpnHr7XWrFki0RQTGcD5FcmfnJn0ucK0mxtFfdsaTMJE30jzBdnIm2Cou1HzWOvi8Huz1IummOc++PabTuyTV1ptYvVkrNIPIExQkLtYcRoMHYqplTUADYoXp0/tmqm76TfCkfAjonZd07pUMlY/zcwu3j7x583Dzyz4aU+ytuN3tJdEk4TEN8bXrH4SuoOtrS0TJkzI7mV8F0jCSSJFJExb+v79+4y/wcd+4naxQNC3VjNTKAT6zvnIu0/imKfaFXQwZfSqRLWVlm7H3/ulqKuSm9itLiVueQGtN/FHItH0Z51RFDDXrRMFgLAYddE0ujqMqpH6uWJfvsO33zSEyGjViZI2HpZ3Yl/PxpQKCYEzp6nQpi36/6XCHdm4IZUK6KBbZxoRBIFgZTCfFJ84Hn5cNNYqRyuKGBXJppXFre3ZtQ+MreGRquv6LGzETxNrZ9KqJCQkJCQk0oYknCSSJSpKnPasdu0MfqARBAjZJO7TIJoAjlwOUxNNFYsZY6CvQzWKYqJhXaKsNeMWgZUN7//ZFd8nk2GaK5fI7NPTQ1qnLd/GA6sSbXA9Ia4zsajqAEpZ64YQiIyFCWfikjvsfKg+ntc8daIp+uEL3jXom7whYNyiDgtK5OTpw/vkd4mrDWJqaUnlDvHZDM2Njb8b0aQUlHyUf2RPmOaTG1OZabaKpi3Tz7Nr7uUU2R5WTlP9/C3UG5OQkJCQ+DGRhJNEsiQsegvQuXPnjL1B5CVxu7j2qtYrdwWK2rXLmzKlTy4t1llMbAz8byY8vq0+VrJCXAryoUNVXeX+yxQkCEq+vDrPzV1t1a8DchaoS8X2mznz5RULEommGZV6UCuPbtTj8QuHauuTtrnaP+nxryi+BPG6ZOtk7XL9OhSroV1RCgIuw0dwefYK5NFR1LO0wKlaXJ0mIwMDeteoTgXH/Fh8BwHggiCwJmgNsYmK9SamrmnWxm+FfIkgOiIWnwefmd9hNzFR6pkwAazszAgLjKL92BqUqpWf6m1KaLSTkJCQkJDQNSThJJEsV65cUf1ctmxZtWri6eZjwhMFfdDT7HbXfORbUXv7HAfsc+nIr7DXWXBfonls8jJiIyJYmSjVeNE2bYgIeo3nGu3pU8u1Xo9D2a5EyqNZcHenaKxjoTo0yeec7qVnBD5BUG+T9vHOpWFJk5TN5TdwJmEHtBdbtl08BvOOTdCzyIFMJkOhUNCh/wAubNoIxKUaz1uyFAC9a1anUWbXHMtC7kXf43zEea3jhQ0LU9qoNIUNC2fpyc1I57/wvuWbpE3/pU1oN7q6dKIkISEhIfHNoiNPnRK6ipeXF+fOxT/EWltbZ+wNFF8gNkGAf171p+9YuYDriLdq/TojmhLUaFJj1X58Hz5ia1H1+kwRHMFzTdIZbuyKxhX9/RDxRW3MrXTyWfcyG79w6LYXvMUHgeTJAZvagoMFWKXgkEcZFkHI9mN8maq5joX95vnkaK5+ghIQEECHTp24+N/vaOmmrjh36szG/n3R+44e0G9F3cIz0lPjmJnMjHpm9ShhlLUnNw8vv2Hr9Avcv+CTpJ2UFU9CQkJC4ntBR548JXSRqKgotmzZIurL0KJ5ggKeJyrsaqleX0CTaDr9u2PGrSM9BHxW75PpwbojoKeHPCqKrVWqqJkMeHeHfzcnHStWo48nhiZWAAzziq8Wqwu1mmIVcOMjdN2refzaAM39CRGUSqKuPeBDa+2vxWbSAHKO/VnjmNe1azRv3ZrgT5/QNzKiVp++FK5Rk9Xdu30XokkhKFgfvJ4oIUrjeD6DfLQ2b42xLOtT8e/7zQuP8Wc0jlV0ccLASJ/63ctS56dSGBpLXzMSEhISEt8H0jeahFYeP34sag8YMIB8+fJl3A38fxW3c01Wy0sdFaNUu+zESkf0dSUZxOREiQum/Q8KFQdAHhXFClOx26FRLhklxpolKZoMTW2o7/YEfUMzAI6/vU5YbHw6+GKWmVRHKwV4vdMuliCugO3CxknPEfPkFV9m/UHEmatJ2hV6fgx9a+1p5qdu2Urwp0+Y29rRcNhwbAoUoH+d2uQw1r2U7KklRBHChpANWse7WHTB3sA+S9biffsjIyvHBa/lsDYhPEizkAPYHToRU/Nv//2XkPhR2LhxI6NGjSIoKChd88TExFC6dGk2b95MrVq1MmZxEunG39+f0qVLc+vWrcyrwfmDoZfdC5DQXbZu3ar6uUSJElSuXDljbxDzXNy2m69msnCT2EXt7GpHjAx1RDQNaAaKBAHwjdqoRJMgCBzq1ElkXmZ0FUqMNUtyyqYTgyk/+D7bfa5Q98gY6h4Zw/y7O0Q2/Usk4RqYSQREQsGV2kVTJXt4NUK7aIp59pqA3zbgbVeXt3V7axVNRqULk+/0XxT57KlVNIVERdFnwyYKVHamzoCBtJoxE5sCBShiZ0edotmXRS4jCFAEsDJwpVbR1NeyLyNzjswS0RQZFkMr2RyVaAI0iqbBq5rh4TOCI8J0STRJSGQhvr6+DB8+nMKFC2NsbIyjoyOtW7fm7NmzKZ6jS5cuPHv2DIAGDRogk8m0/tegQQOt86xduxYnJyeNomnQoEHo6+uze/dutbE+ffrQrl07tf4LFy4gk8lEgi4mJobFixdToUIFzMzMsLW1pXbt2mzYsIHY2KST5aSHe/fuUbduXUxMTHB0dGTx4sVJ2m/cuFHre/jp0ycA9u3bR5MmTbCzs8PS0pKaNWty8qS4cPmCBQuoWrUqFhYW5M6dm3bt2vH06VORzZ9//kmDBg2wtLRUe78grn5T7969mTlzZvrfCAlAOnGSSIKERW8z1EXvK6EJUnMXiM+sJwgCJ7zCWbJVnM2vUglj3QksH9VFva9NLwBenTzJ3mZicVN0uAl6do/Vr/kPi9zlqNXfiy9RIbQ/M0ur3dYGEzEzyHzXrJBouPoOvkTCpCS+g2vkB7cqUK+gdpvAlVsJmLtO67iepTm5f59Mjhb1klzT58+fGTRkCPo1a5HDJi6TYpFacSd3G/tqduf7ljgUdohXsZoL+o6wHpFlv/uCIOAx/gz7l2oWt/lL5CI0IJLgzxGsuDGAos55s2RdEhIS8bx+/ZratWtjbW3NkiVLKFeuHLGxsZw8eRI3NzeePHmSonlMTU0x/c8zYt++fcTExADw9u1bqlWrxpkzZyhTpgwARkaaN0YEQWDVqlXMnj1bbSwiIoKdO3cyYcIEPDw86JRoQzGlxMTE4Orqyt27d5kzZw61a9fG0tKSq1ev8ttvv1GpUiUqVqyYprmTIiQkhKZNm+Li4sLatWu5f/8+/fr1w9raml9++UXjNV26dKFZomeAPn36EBUVRe7ccfUWL126RJMmTZg/fz7W1tZs2LCB1q1b8++//1KpUlzB8osXL+Lm5kbVqlWRy+VMmTKFpk2b8ujRI3L8l2wqIiKCZs2a0axZMyZPnqxxPX379sXZ2ZklS5ZgY2OTUW/ND4sknCQ0snev+GihdOkMTnkd80zcNqmm+nHf+VBW7wlSu2RQex0JMD+wCcKCxX2LNoF53AnJsV69REMlxptilFP74a5dkWZU7ryHNY8Ps91bPWOaqb4RtiZWjC/XiYLmedK//mSQK6Hc2qRttrSDugXUPCvViH39Qatosls2HvOOTdEzSz57xMEzZ+nRpQvhAV+wf/gI1wkTVWN/9Eg6wca3wOPoxxpFUy2TWlQ1rZolaxAEgUf/vGViXc3pESf93ZE6nXQj9b2ExI/O0KFDkclkXLt2TfUQDVCmTBn69YsvKL9s2TI2bNjAy5cvsbGxoXXr1ixevBhzc3NA7KqX8KH6a/3GXLlyYW+f9An3zZs38fb2pmXLlmpju3fvpnTp0kyaNAkHBwfevn2Lo2PqY5RXrFjBpUuXuHHjhkpYABQuXJhOnTqpBF9Gs23bNmJiYvDw8MDIyIgyZcpw584dli1bplU4JRSjELfpd+7cOdzd3UWvJyHz58/n4MGDHD58WPX6Tpw4IbLZuHEjuXPn5ubNm9SrF7fROGrUKCDuhE4bZcqUwcHBgf3799O/fwprgkhoRRJOEmoolUq1o35tO01pQpDDy0QZwPSM/7u3oFE07V6Qj1xW+hm3hrSyfyMcFacFZ+0RMIj7UxIEgcjP8QkjclbIiVFOzR/oRjlyU9/tCXr6Rpx5f1tNNFWzK8Hosh3In8MuQ19CUoTFQOU/tY8PqwojqkFy8f4hO47xecQCtX6bGYMxb90Qw0IOKV7TrKXLmD1pIkq5HMs8eajWo6dq7Fs/aVIICtYErUGBQtTfyKwR5YzLZdk65LEK2hmpu8oC1OpYkil70rZLLCEhkfEEBARw4sQJ5s2bJxJNX0mY/VZPT4///e9/ODk58fLlS4YOHcqECRP4448/Mmw9np6eFC9eHAsLdfdqd3d3evbsiZWVFc2bN2fjxo1Mnz491ffYtm0bLi4uItH0FUNDQ61lUt68eZPsxu+UKVOYMmWKxjEvLy/q1asnegZydXVl0aJFBAYGkjNn8hu6mzdvxszMjJ9++kmrjVKpJDQ0NMkToeDguA3btJwaVatWDU9PT0k4ZQCScJJQI/Fx+7JlyzL2BtH3xO2cIwFQKAWaDBNn0Fs/1Z7C+XQkbsL3rbpo+m2bSjQBHOv530O9DKwrGJC/s2bRVOmnXeQuFrc7FxoTwazb4uyFlXMVZWn1QRm39mT4FA5VtRSvHV0dyuWBxk7Jz6P4EsT7tsOJffpabSzn+L7kHN4jxWuKiYmhWbdunN+3D4D8FSpQd+AvGJnloIxDXsa7Nk3xXLrKqqBVan1dLbqSxyDzTxa/IgiCVtG0+cMobPJqT9AhIfE9MnihLwEhiuQNMxAbS33WTkpZ7OKLFy8QBIGSKahR9/VEAqBQoULMnTuXwYMHZ6hw8vHxwcFBfTPs+fPnXL16lX3/fYb37NmTMWPGMG3atFS7Hj9//jzJGCttODg4cOfOnSRtkhIivr6+ODmJv/zy5MmjGkuJcHJ3d6d79+6iU6jE/Pbbb4SFhdG5c2eN40qlklGjRlG7dm3KltVe+1EbDg4O3L59O9XXSagjCScJNSIiIlQ/m5ubY2KSgkI8KUVQwusERVv1c0OeFSg1iKbSTka6IZrev4aZg9X7Jy0D61yirujgIBzaGZGrmvYiwTX7XcEyT3kANjw7icczcUDolvoTKWSRdQ/ONz9Ch781j90dBNYp+OcXBAGfsu1QfArQOJ7HfTbmbRqmeE2fPn2iWqNG+Dx8CECFNm2p0KYtv9SvR80ihb/pdONKQcnmkM0EK4PVxjqYd8gS0eTz8BN+r4KY3XqXxvHFl/tQqlZ+3YkplJDIQgJCFPgHZa1wSg2CIKTY9syZMyxYsIAnT54QEhKCXC4nKiqKiIgIzMySTlaUUiIjIzU+J3h4eODq6oqtbVzZkRYtWtC/f3/OnTtH48bJpF9NRGpec0IMDAwoWrRomq7NCLy8vHj8+LFaaZeEbN++nVmzZnHw4EFVDFRi3NzcePDgAZcvX07TOkxNTUXPdhJpRxJOEmrkyJGDsLAwABYtWpSxk/snSnyQaxIA4/73Sc101i9Z56KmFXmsZtFUqwkUFR//R0f4k6P2RXKgXTSVafEHlnnKEymPpukJzYGcWSWaPobC0quw+5H6WIU8cLBL0jFMQqwcRUAwwev3ErRC85dC7tVTseic8iyA0bGxTD94mA/+/oSEhGBoakqdAb9QoFIl2leqSO1vPGteuDKc9cGaj/YyMwGEIAj8MfQ4J/+6hVKR9APIYWXqd4MlJL4nbCyz3i08NfcsVqwYMpks2QQQr1+/plWrVgwZMoR58+ZhY2PD5cuX6d+/PzExMRkmnGxtbbl//76oT6FQsGnTJnx9fTFI4JWhUCjw8PBQCSdLS0t8fNSLaAcFBaGvr69yRSxevHiKE14kJL2uevb29vj5+Yn6vraTi/0CWL9+PRUrVsTZ2Vnj+M6dOxkwYAC7d+/GxcVFo82wYcM4cuQIly5dSnNK8YCAAOzsdOCZ6jtAEk4Sanz9UDA1Nc3YB6jI6/AlUdYdm9FERCm58yxa1H12taNuPLxN0eAP3Gs41Guhaspjwjm7zCGuoG8y5K/QG0CjaOrkVJcRZdqnfa0pRBBg4T+w9qb6mIkBPBmagqQPr97zplpXreOWfdthu2AUMv2UPwy4X/6HS8+eI5PJMDA2puGwESjlcqzy5mXxTx3IrcF//lvCJ9aHA2EHNI79bPlzpv6+tzWcl6xgypXPAg+frMveJyGhq6TUZS67sLGxwdXVldWrVzNixAi1OKegoCCsra25efMmSqWSpUuXoqcXl6Do77+1uBekg0qVKrFmzRoEQVB9fhw7dozQ0FBu376NfoLvgQcPHtC3b1/VGkuUKMHOnTuJjo7G2Dg+Y+ytW7dwcnJSxS51796dKVOmcPv2bbU4p9jYWGJiYjTGe6XXVa9mzZpMnTqV2NhY1VpOnz5NiRIlknXTCwsL4++//2bBAvV4X4AdO3bQr18/du7cqTGxhiAIDB8+nP3793PhwgU1l8HU8ODBgzS5OkqoIwknCRV+fn7MmhV/IpTWo3GNxLwGn2qirhsKf6aOeEOsXGx6dLmOuAi9fw0BiU7C1sdluREEgU9PD3JnX8pidgrXnkjRutMAuB+gnj1tR8PJmZoEQqGEeZ7gcQe0/asucYHOZZKfK+rGQ94313AKB+jb2VDg3+3oWah/gSXF5sv/sGjqVMxz5aJ86zYAWNjZYaCvx4rOnTDPSHfRLCZQEcjmkM0ax7IizfjQsms1iiYrOzNqdihJxcZOUrY8CYlvjNWrV1O7dm2qVavG7NmzKV++PHK5nNOnT7NmzRoeP35M0aJFiY2N5ffff6d169b8888/rF2bTMrUNNCwYUPCwsJ4+PChKv7G3d2dli1bUqFCBZFt6dKlGT16NNu2bcPNzY0ePXowe/ZsevfuzYQJE7CysuLSpUusWLFCVC9p1KhRHD16lMaNGzNnzhzq1KmDhYUFN27cYNGiRbi7u2tMR55eV73u3bsza9Ys+vfvz8SJE3nw4AErV65k+fLlKpv9+/czefJktROxXbt2IZfL6dmzZ+Jp2b59Oz///DMrV66kevXq+Pr6AnEb1lZWVkCce9727ds5ePAgFhYWKhsrKytVvJSvry++vr68ePECgPv372NhYUGBAgVUgjAiIoKbN28yf77mWFaJ1CEJJwkVmzaJ0xB/TUeaISR6cDz+aiVLDoermfVsbompsQ7UZRYEdRe9v44D8O+WJgS980rRNJU77cW2SFPVw/HGZ6dwfyZOMerZKoOTbyTiiT+4btM+PsgZhjhDTu1xqyqi7z5VE0369nH+6/lPrMUgX8rcDKNjY3n+6TPBkZGsOHSYC6t/x//lS2T6+jjVqEmbOrXpXbOGbgjoNCIIAquCVqFEqTZW1qgsjXOkzsc/LTz99z1vHn4W9e0Jn4SJmXZ3UgkJCd2ncOHC3Lp1i3nz5jF27Fg+fvyInZ0dzs7OrFmzBoAKFSqwbNkyFi1axOTJk6lXrx4LFiygd+/eGbqWXLly0b59e7Zt28aCBQvw8/Pj6NGjbN++Xc1WT0+P9u3b4+7ujpubG9bW1nh6ejJp0iTatGlDcHAwRYsWZdmyZaIMcMbGxpw+fZrly5ezbt06xo0bh5mZGaVKlWLEiBFpSpiQEqysrDh16hRubm44Oztja2vLjBkzRKnIg4OD1QrTQpx47NChgyjL4Vf+/PNP5HI5bm5uuLm5qfp//vlnNm7cCKD6d0x8UrRhwwb69OkDxBUeTrjh/TVNeUKbgwcPUqBAAerWrZvaly+hAZmQoccKuk9ISAhWVlYEBwdjaWmZ3cvRKYYOHSpqr1ixIuPSkL+qoMqmF2tQFddle9RMShQwYtWEPOjr6cDD8oBEcTmdBhBZvSqX1qTgSOY/XCeHidpjrq7lur+4ftW8Kn2pZ585aacFASr+CUFJ6N97g8EqhfV0FYEhvC4udiew7NsO20VjUixwvLxfsu6Sp6rt9+wpF/5YTVRICEY5clBv0GDWTppIkW/cF1sQBP4X9D+NY+3N21PAsECmryE2RkF7Y/EO45pHg3Es9W2/txISGUVUVBSvXr3CyckpY5Mg/YDcu3ePJk2a4O3traoRJaEb1KhRgxEjRtC9e/fsXkq2ktTfe2q0gXTiJAHEBQ4mJENFkzJSlIJ8y/VRouG1k+wpXkAHsud95Z9Tal2fi1hwK4WiqVyrv8hbNj7+RykoaXZiCpEKcWryDgVrZ5poAiik+bmde4PAKg3PCIlFk82MwSlKLy4IAjd83rD6/AVR35NzZ7m+cweCQkHO/I40HDac1YN/wf4/N4VvlVBlKNtC1I/4Gpo1pLxx+Uy556c3wfQrGPcPrvffxoNSKd4TG+nRWhJNEhISmUL58uVZtGgRr169oly5rKtBJ5E0/v7+dOjQgW7dvv1C8bqCJJwkgLjMLwnJ0IK30XdFzb+vVFH93LO5pW6Jpohw2JDIde73vdz+X74kL5NHyHAq8zulu/YR9QuCQP2j49Tsdzeahr1Z6ovYpYSASKikoYjt/EbQIw3fZ2EHz+M3YIaoz9Apf4prMi06cYon//lmf+Xq5k08u3gBgNpNXZmzdCn1S5dSBTB/y+wL3Ue0IE52Mtx6OHqyjH9tsdFyLu18yPI+h1R9iQXTVxr1zhzRJiEhIQGoXMMkdAdbW1smTJiQ3cv4rpCEkwQQl7b0K61bt87YyT/EB0b6RjUhRhF/3NG3lQ6dLkRFwoiO4r7fthEe+RFBKdd4yeOFEbh9DMNQQ1rX8Ngomp1UT3F6rOlcLIwyJg1sYhRKzaLp1QhIiwekIjhUTTQBFLi2I9lrw6NjcNuu2a5f+3ZMvezJkiVLGDVq1Dcdy/QVuSBnddBqtf4h1kMyRTQBtDfRnK2pWJW8AERHyilQ2pZJf2uvWC8hISEhISGRMiThJEFoaKiora2WQJoQ5BDrrWoevhWfRrRwPkPdeWCOioBhHcR9+Z04uaag1ksajfqM62TtGRV2vbyg1neh5W/oZ9JDdJQcSqg/t3N9QOpFkyIkjI9dxxN9/YHaWMEHB5K8Vq5QMGDzVvU5Y2OY0bYtRXPbIZPJaOvqmqLK998CUcoo1gWvU+vPrKx5CoWStgbz1PrLNSjI/HO9dOfvSkJCQkJC4jtCEk4SnD17VtT+WqsgQ5CLXbT23B6g+nl6P9uMu096CA2C0eo1iU4aa6/0Xb7NBgxNtYumSHk0G56LY6UONZmdaaIpMhZK/qHe7zMy9XPFvvnIG+fOav0yEyMKvz2r4Yo45Eol4/7eQ1BkpKhfEAQenTxBwM0b2HTsoHqo/15EU7AimI0hG9X6e1lmjoB5eu09Y6t7qPUvvNibsvW0C30JCQkJCQmJ9CEJpx+c+/fvc+pU/AN+tWrVkrBOA5HxGdSu+dQnVhGXws3IUEYBex349QsL0Sia3g3rCscva70sTynthWoFQVArcJtZ7nmCAH8/ggln1MfuaS61pD6HQkHQym0ELPhLq41pPWfy7votiXUIDNikLjRjo6PxObCPGydPArB582ZGjx6dsoXpMHJBzonwE3gnOE1NyMicaVCsGhAEgZd3fDm44hpe+54QGRaj0e6gfCr6+t9+fJiEhISEhIQuowNPrhLZydeiaV+pU6dOxk2uDIMP8ekvzQzj03MfXaYjRW5HiU9WPpsFcCvvoyRFU8ORPujpaf/TaX9mllpfRoomQYBPEfD7NdhyT7NNSk6aoh+/5F29n5O00c+Ti4I3/0ZmrDmBh0KpZNLe/XwOC1MbsxOUnFqzmnv37mFgYMCKFSvUUt5/i8QKsfwRpOF4D8hvkJ925u0y5j7Rcq0xTAk5GCuJJgkJCQkJiaxAEk4/MNHR0Zw+fVrVbtGiBUWKFMm4G/jUFzU3XxsFQGknI/T1dUA0vXsFQKyenHNOV5M1bzTqLYamObWOvw71o9fFRWr9Z5qr96WW0GgYcwpOvUzazs4sLqZJE7FvPvK+2SBkOcyQv36f7D2t3LqSa+ZQjQL3ud8n/nnhzYVnzzRcCV3z5qF79+4EBgaSJ08edu/e/U0X3xMEgWBlMJtCNmm1qWNaB2cT5wy535tHnxlaZm2SNiPcW9O0X8UMuZ+EhISEhIRE8kjC6Qfm2rVronaFChUy7hRIECD6lqr5PqggN97EVbReNipPxtwjPQgC/DoEIEWiqVD1kVpFU7QiBpfjkzSOnWuxGMMkTqdSwpxLsP528naHukAFe+3jqrilz4Eaxw0K5MVhz3IMnbSnXlcKAv02bk5yHa6mxrRo0QJBEKhevTp79+4lX76k07nrMkkVs4W4rHlGsvSn1L9z5iW7F17h7tlXGsdbDq1Ch/E1sc1vib6BdMIkISEhISGR1UjC6QdFEAR27BCnis6fP3/G3SD6jqjZZ2tcUoEdcx0wMszm06b3r2FmXADQG8sPyZqXarqcAs4D1fqVgpIvUSF0ODtb43VHms5Jt2iKkmsXTaVtoYAVzGkIuXNothEEgcClGwlcpJ5M4Cu55gzDenCXFK1n1uEjWsc29OmNTCYjICAAJycnXFxc+N///oexsXGK5tY15IKcN7FvOBx+WOO4k6ETbczbZMi9YqPlTGuiXjT3K0eE6RlyHwkJCYnE/Prrrxw4cIA7d+6ka54vX75QqlQprl27RqFChTJkbRLp59GjRzRt2pSnT5+SI4eWhwWJFCNtW/6g/P3336L2zJkzMzbmKPad6scnfuVRKOMy9eWxyWatfum4SjQFGYfy2E6775v/lVjqDfZRE00R8ig2PDtJ/aPjNIqmmZV64tlqGVZGaf+AEgT43zX19OJdysAzt7gYpuM9YF0r7aJJGRnNy9z1NIqmQi+OUeSzJ0U+e6ZYNL387I/PlwBRX+cqzsxt14aFzV1Vvz82NjZcv36ddevWfXOiKVqI5krkFVYGrmR10GqNoqmicUVG5hyZbtHk/z6Efw8/o63hPK2xTKM2tOGwclq67iMhIfH90adPH2QyGTKZDENDQ/LkyUOTJk3w8PBAqVSmaq5x48apsusWKlRINa+m/5Iqcjtv3jzatm2rUTS5urqir6/P9evX1cYaNGjAqFGj1Po3btyItbW1qC8kJISpU6dSsmRJTExMsLe3x8XFhX379iEImot/ZwQXLlygcuXKGBsbU7RoUTZu3Jik/evXrzW+f1evxnu4PHz4kI4dO6re8xUrViQ558KFC5HJZBrfK4jbKG3evDkymYwDBw6o+kuXLk2NGjVYtmxZCl+tRFJIJ04/IKGhoVy8eFHUlydPBrrPBW0A336q5jO/8gAcWZaBJ1qpRRBgYHNV80LBa0QbaM5Q9vx/kUT5Kun2zz+Y5swlGrv++Slj/lWv1/MVz1bp+2CKUcCfN2GJl/rY0CowsXbK5glat5sv0zS7lxX+dClVIjlWocDL+yUe/1wR9a/r1QNjAwMOHz5Mz549WbJkCb/88gsQJ56+FeSCnKPhR3kd+zpZ24yoy5Rc0odaHUsyefdPupE8RUJCQmdp1qwZGzZsQKFQ4Ofnx4kTJxg5ciR79uzh0KFDGBik7BHP3Nwcc3NzAK5fv45CoQDgypUrdOzYkadPn2JpaQmAqZYyHBEREbi7u3PyvwyqCXnz5g1Xrlxh2LBheHh4ULVq1bS8XIKCgqhTpw7BwcHMnTuXqlWrYmBgwMWLF5kwYQKNGjVSE1oZwatXr2jZsiWDBw9m27ZtnD17lgEDBpA3b15cXV2TvPbMmTOUKVNG1c6VK/6ZIiIigsKFC9OpU6dks81+3YwsX768VpsVK1Zo/d7o27cvAwcOZPLkySn+vZDQjPTu/YAk3nX47TftaaZTjSCIRBPAk09xf+hmJtl0wOl1FtyXqJoni2jPmPduXzRRvkrGxMail+jDZfn9vezz+UftmhwGJlSxLc6MSj3TtDxBgIab4VWQdpsa+WBszeTnirrzhKAVWwk/elFtrMD1XRgWckjxul5+/szsI8c0jjUuVRJDPT1+/fVXZs2KyyL4999/M3DgwG/qgT9UGYpHsHY3RoCCBgUpbVya4kbFUz2/IAgEfAzD+9ZHNk46x5uHn5O0L1YlL1P2dEr1fSQkJH48jI2NsbePC2zNly8flStXpkaNGjRu3JiNGzcyYEBcpqCgoCDGjRvHwYMHiY6OpkqVKixfvpwKFSoAYlc9Ozs71fxfN8By586drCA5duwYxsbG1KhRQ21sw4YNtGrViiFDhqhOPrQJsKSYMmUKr1+/5tmzZzg4xH+XFS9enG7dumFiYpLqOVPC2rVrcXJyYunSpQCUKlWKy5cvs3z58mSFU65cuVT/RompWrWqSkROmqQ5ThogLCyMHj168NdffzF37lyNNnfu3GHp0qXcuHGDvHnzqo03adKEgIAALl68SOPGjZNcs0TSSMLpB0MQBPz8/FTthg0bYmaWgfWF5B9FzT8uTefEoy4MbGedcfdIDQGfVaLpnYUvD3O/0Goa+lRO4A05hVxdRaLJO+QDfS6pi8sqtsUZWaY9hSzSflp37hX0PaR9XE8GF3+Oi2VKjrCjl/DrM1Wt37RhNew3zkPPLOVfKu8DA7WKpi5Vq1Azfz7atm3LkSNxMU/Dhw9n6dKl35Rouhd9j/MR5zWOFTIoREOzhljqW6ZpbkEQuLTzIUu670/Wtm7n0jTqXZ6qLYul6V4SEhIZy6+HjhCcqJB3ZmNlasqvbVqle55GjRpRoUIF9u3bpxJOnTp1wtTUlOPHj2NlZcW6deto3Lgxz549yzDvAE9PT5yd1bOKCoLAhg0bWL16NSVLlqRo0aLs2bOHXr16pWp+pVLJzp076dGjh0g0feXriZm2tTVv3lzrOMC6devo0aOHxjEvLy9cXFxEfa6urlpd5hLSpk0boqKiKF68OBMmTKBNm9S7eLu5udGyZUtcXFw0CqeIiAi6d+/O6tWrtYo0IyMjKlasiKenpySc0okknH4wPn8W73i3a9cuY2/w0kn144vPpdlzJ+6D+6dGFhl7n5QgCDAh7sP5Rc43eNu80WqqjBF4vSkagLb79gEgVypoeGy8Rvt+xV3pWzzpnSZtBEbC1vvwmwZ3vK/oyeDWQMiZzKacMjKa8CMX8J+4HGVouNp4vhNrMXEuo+FK7bz2/8KvGpJAFMqVi9YVymESFka1atV4/vw5xsbGrFu3jp9/TroelK7xPva9RtHkZu2GgSztH4ux0XLObLzL6sGaRWdCnJsXZdaxbmm+l4SEROYQHBlJYEREdi8jzZQsWZJ79+KK/F2+fJlr167x6dMnVczpb7/9xoEDB9izZ4/KvTq9+Pj4aBQ0Z86cISIiQnUy07NnT9zd3VMtnPz9/QkMDKRkyZKpXluVKlWSTXyRVLiCr6+v2niePHkICQkhMjJS4+mZubk5S5cupXbt2ujp6bF3717atWvHgQMHUiWedu7cya1btzTGhn1l9OjR1KpVi7Zt2yY5l4ODAz4+Pim+t4RmJOH0g/Hrr7+qfs6TJw+GhoYZN3nMSxDi44Y+h8UdF1csboyhQTacRIzpCoBCpkxSND1bGUG0X1xQ6dBPnzA0MyMoJozWp2ZotD/UZBY5jVMuBJ8HwLb7YG4UV7Q2KV6NiBNNyRH78h1fZv1B+DFPjeNWAzqSc1wf9HNZp2iNSkFg/J69RMfKCYuOFo0VtLFhVtvWQFzWpMLlyxMSEkKBAgXYt2+fxl1GXUYQBPaE7RH1VTGpQm3TFAaQJUKpFLh68CmHVl7jwUXNX0omOQwpXi0f1VoXo9kgZ0zMMvDvTkJCIkOxSoMbmS7dUxAE1en/3bt3CQsLE8XWAERGRuLt7Z1h94yMjNToKufh4UGXLl1UcTXdunVj/PjxeHt7p6puZHoSP5iamlK0aNE0X58WbG1tGTNmjKpdtWpVPnz4wJIlS1IsnN6+fcvIkSM5ffq0VjfEQ4cOce7cOW7fTr5miampKRHf8IaAriAJpx8If39/UTujP0g+vTtE7gTtOcdXAdlUt+ntSwgNBuBM4StazR7PD0ceFt82s7NDKSg1iqZx5X6ibcFaKV7Cyn9hWfIlogDY2wmqpCD8SP7eD5+KPyVpk+/oH5hUK5ei+957946VZ86h0PKl1Mm5Mi3Lx8+VK1cuJk2axOnTp9m1a5fIH/5b4GXMS7VMeR3MO+Bo6JjqufxeB3F09Q32JXV0CKy4MYCizuo+5xISErpJRrjMZSePHz/GySnO+yMsLIy8efNy4cIFNbuMTKRga2tLYKC4RmBAQAD79+8nNjaWNWvWqPoVCgUeHh7MmzcPAEtLS4KDg9XmDAoKwsoqzk/dzs4Oa2trnjx5kuq1pddVz97eXhTiAODn54elpWWqYrWqV6/O6dOnU2x/8+ZNPn36ROXKlVV9CoWCS5cusWrVKqKjozl37hze3t5q/5YdO3akbt26on/3gICAVIlVCc1IwukHQRAEZswQiwFtHxJpIVYukDsmPivMrpu/ECU34+jybMikFxsDs4YC8Mnsi0aTMi1Ws7NiH1Ff/f+SZBx+o652LrVMefxOrAKKrkrerm9F6FsBClonbxuy7SifRy1M0ibPn7+So00DZPr6yc73+ONHFp04laRNt2pVcC1ThoCAAEJDQylYsCAQF8Q6fvz4byIzj0JQcDv6NtcjrxOD5iyKqRFNsTEK2hvPT5Ht2idDyF/CNsVzS0hISKSXc+fOcf/+fVWWtsqVK+Pr64uBgUGm1laqVKkSW7duFfVt27aN/Pnzi1JjA5w6dYqlS5cye/Zs9PX1KVGiBKdOqX8f3bp1i+LF45Ly6Onp0bVrV7Zs2cLMmTPV3ALDwsIwMTHR+L2UXle9mjVrcuyY2P369OnT1KyZgoxNCbhz547GxA3aaNy4Mffv3xf19e3bl5IlS/6fvbMOiyp74/hn6JJQVFBRMAAxEbsbuwsLc9Vd1+5ee21dXRNRV+zuFsVYuwNbLLAI6Zj7+4Mfg5eZocRVd8/neXice857zj13GMb7vecNRo4cia6uLqNGjVLFsiVRokQJ5s+fT9OmTWXtt2/fpk2b1B+8CtLm+7/zEWQJv/zyi+w4S/94JImHt9fi8tlOcoxRK078mT/rzpFe4uOhX+I2+MU8Nwk2DtNoltO+hey44bp1OHXqyI5nZ5h/e4esL70pxsNjYfY52P9Qc//oKuCYI/EnXzpzDiSEfiLm5gOtosmiX3ushnqia5F+18HURJORvj5LO3nI3DxatmyJmZkZ58+fx9TUFIVC8d2LpkhlJN6h3sQTn6rdr5a/pmu+t89D2Pb7OQ4svaLVRs9Aly5Ta+LeyxWztILTBAKB4AuJiYkhMDBQlo58xowZNGnShK5duwJQt25dKlWqRIsWLZg1axaOjo68fv2a/fv307JlS8qWLZsla3F3d2f06NEEBwdjZWUFgJeXF23atKF48eIyWzs7O0aPHs2hQ4do3Lgx/fr1Y/HixQwYMIBevXphaGjI/v372bhxI3v3JnsITJs2DV9fXypUqMC0adMoW7Ys+vr6+Pn5MWPGDC5duqRxF+1LXfX69u3L4sWLGTFiBD169ODEiRNs2bKF/fv3q2wWL17Mzp07VfWw1q5di4GBAa6urgDs2LGD1atXs2rVKtWY2NhY7t69q3r96tUrrl+/jpmZGYULFyZbtmxq752pqSk5cuRQtdvY2GhMCJE/f37VriMk1pV69eqVWpILQcb5vu9+BFnCo0fqmeSqVq2aNZPHvYTHdjLRBNClZb2smT8j3L0K88YAICFpFU01+j9gR6NkV4xsdnbcrpKfvhoSQSyu1D/N08YlwIBDcEBLwr5LvbQXqdWEJElEHj1HYCfN6UkVRgaY92xFjok/ZyiL3afoaCbt3ceHcPUkEpObN8XOyko234YNG+jVqxdRUVE4ODjw5s2bf9xPPDPs+rSL5/GpB8A2MW2Cg74DOgrNKfKfXA9kgOtK9Ax0kZQSCfGaC0rmzG+BbSErhm9oiZWN9qxOAoFAkNUcOnQIW1tb9PT0sLKyolSpUixatAhPT090dBK/2xQKBQcOHGDs2LF0796dd+/eYWNjQ/Xq1bO0fmOJEiUoU6YMW7ZsoU+fPly5coUbN26wcuVKNVsLCwvq1KmDl5cXjRs3pmDBgpw+fZqxY8dSt25dYmNjcXZ2ZuvWrTRo0EA1Lnv27Pz999/MnDmTqVOn8vz5c6ysrChRogSzZ89WufVlNQ4ODuzfv5/BgwezcOFC8uXLx6pVq2SpyN+/f68WMzZlyhSeP3+Onp4ezs7ObN68WfbQ+vXr1yphBYlJO+bMmUONGjU0ulZ+CRs3bqR+/foqzxFB5lFIX7PU8ndIWFgYFhYWhIaGqgq6/du5dOkS3t7equMFCxZgYGCQNZPfV79xf65YTQGn7lkzf3pRJsBPjQEI14/gbH7NgZLGFgW5+It869uwlAtbpmrOkJceF70SyyAsRnPf8S5QOB3ZXqW4eF41/5WYS7dTtcs+9iesBmUsGxFATHw8ff7yUWsfXLcOpezk7pTx8fGMHDlSVe+rfv36bNy48Ycoavso9hH7I/artZspzGierTnWuqm7zsVExdHaJHWXyCT2Ksf9UOnXBQKBnOjoaJ4+fYqDg8NXqwH0X2L//v0MHz6c27dvq4Sb4NsTGxtLkSJF2LBhA1WqZC4J0r+B1P7eM6INxI7Tf4CnT5+qXrdp0ybrRNMbdXE0es9qpg/vljXzZ4SjifVy7lk/JsDijUYTu1IDONB4hqwtQU9XTTS55ihEH+cmuFjmT/XGWJLAfpGG85jDjNpQLi8YpfEXJiUkEPLHBj5OW5GqnVmbepjUr0y2lhnfZr/+4iULjh1Xa2/pWlpNNL1794727dtz8mRiqu7Ro0czZcoUdNMRN/WtiVRGqommMoZlqGpcNV0CZ1DZVTy6ovmzk9/FmoC772k2sDyN+rmJ2CWBQCBIQePGjXn48CGvXr3Czi7jCXcEX4eAgADGjBnznxZNWYkQTv8BYj5LL61UanY5yhBxAfBYfbu39qLn9Ghq8c8+hY+OhN+Hw4vHvDcO1iqaADXRBFD8yiH2BSQHfVbI6cycCumra9Fmq3rbo/6gn06NISUk8MSmZqo2eQ8vx6iMS/omTMHrkFBmHT5MSKR6IUfvbl01/p5+/vlnTp48iampKWvXrqV169aZOvc/TawUy8pQuUtIZ/PO5NDNoWVEMvf/fsmwSt4a+ybu70C5RqIwrUAgEKSH9BSFFfyzFC5c+Idws/9REMLpP8CNGzdUrwsWLPjlE2oQTb02HOT3/jkp5/IPBsVLEvRvBcATy5c8zPFMq+mtcfK4nmx2dvR+/owa+4ep2nQVOukWTaeew+UUGu3aT+kXTdGXbvOqUT+NfQXfnETxhckXjt69h88F9aJRbvnz82udWlrHLViwgKCgIJYuXUqxYhkrnPst2BC2gXcJ79Tac+vmTpdo2jj5ND4TT6m1N/ipDP2XN86SNQoEAoFAIPh3IITTv5y4uDhZwbMvrtvwspVaU+uVlxnUpeg/K5qunIGlU1WH2kSTtUMDTnpsl7XlLFUKz+vXqbZviKx9omv6Yodi4qHrLnnbzb5gYZj22Lhnrwko115jX94DSzEqV1xjX0Y4cf++RtHUuowrTUuVlLXFxsZy+PBhVdrSvHnzcvr06S9ew9fmk/ITq0NXa+3vYN5BY/u7F6F0z78Iy9ymhASpJ8kA+CtwMFa5RaIHgUAgEAgEcoRw+pczfvx42fEXBfhLCRC+U9ZUe9FzFg3NTfFC6VANWcXfJ2DVLNVhvCJBo5l9hUHsrTNNdRxjbsyFzUMIjo9kVQrRBFDdNu2isbEJ4LhE3ravg3bRJMXG8aJOT0hQogwJI+FdsEY7h+dH0TH5suBkX/8HrDmnXoy1umMRuleupOaaFxgYSNu2bTlz5gzbtm37Ydzy/o76mwvRFzT2uRm6UdVEPWPkw8uvGV7Zm/i4RFdVTaJp9LY2VGldNGsXKxAIBAKB4F+DEE7/csLCklNyf3Htndh7ssOOa/wolE//m4omJUqOF1QXCxa2ZXlzIFp1fHpWe4KL5oH4SDVbSDt7XkQslF0FkXHy9noFoYSGjK6SUsn7UfMJ896V6uXY+PyOST11UZMR/AODmHHwkMa+CU0aUzCneiKD8+fP06ZNG16/fo25uTmGhv/g7zCTSJLEohAN2TiAXyx/QU8h/3wnJCi5fvQJj6684a9xvlrnNc5mwM9/NhSiSSAQCAQCQaoI4fQfYsGCBV82wduhqpdBn/IQGJaf3ROyrg5EupCJJomjhc5pNKvgeZK5/0+HGlIwZ6Jo0oCJniF7601JVbhsvwdDNNeLZUUT9TYpPp4nttrjiACsfx+CRY+Wqdqkh2sBL1h4/ITGvoF1amkUTStWrKB///7ExcVRtGhRdu3aparO/r2ibZepunF1XI1cZW1KpcTyXw+x/8/LWufrOr0W7UZnUS0zgUAgEAgE/wmEcPoXc/XqVdnxF9VVeNkaIpLVw7H7LcmbU49sJv9grYa4WNnhB48mcPGsRtOA48npty+PkAf5/1y0KR6FUhc2AC/CoKrmZGtUzAebU3i2xdzw592wOcRcv69mb1y7AjZrp6FjlHU7O5IkaRRNizzaY66hJklMTAz9+/dXVS5v1aoVa9asIVu2bFm2pq/BuahzXIq+pNbezbwbFrrJBQ/jYhNoaTg91bk6/VYDjwnVs3yNAoFAIBAI/v0I4fQv5sCB5DTbOXPmzPxE4QchfIesadOVviwflyvzc2aUFMkgAK5eHK3RtGzrC3g7JSZZuNulChF5rVR9g4u3opV92jsNO+7BYA27TK2Lwpx6oPPZBlXc01cElNecjADA4elhdMxM0jxnRum+Zp3suF+N6lQo6KDV/tixY6xatQqFQsG0adMYNWrUd13ANV6KZ0nIErV2A4UBP1n8hK4iOYVh0LMQejr8oXGeAsVzUrWtC9Xau4j6SwKBQCAQCDKNEE7/YnLkyMHr168B6N27d+YnetlIdtjT5zARsebksf6HPj4f36mJJpxLQ9wZNdOybXzxdiyOUkfBob/6EGcuz/RXP69bmqe7/VazaDraGRxTZLiOuf2Il7XUCwEDGJUvQZ4dC1AYZlHB4c94GPRWrS010QSJxQknTJhApUqVaNCgQZavKas4GXmSmzE3Nfa1z9YeGz0b1bFSKTGp0UauHn6sZlugeE5mnvIkW/Z/MNujQCAQ/GBMmjSJXbt2cf369a9+ruPHj9O/f39u3779QxRW/69w6NAhRo0axdWrV7/MO+k/gHh3/iNYWFikbaSJEHlR0d4bDvD0g3MWrCgDLJogO4zNZszhuMVqZsbm9ng7luNpw5Ls3T1ITTRtqjUGM/20b6Ibb5Qf57eA5wOTRVP867d8+O1P3vafplE05Zw3HPtHB8i7/8+vIpoiYmKYduCgrM27W1c1O0mSWLFiBYGBgaq233777bsVTUpJycLghVpFU3fz7jzc8YE1o47T3nIW7S1n0Ux3qkbRtCdhHEtu9RWiSSAQ/Cvp1q0bCoUChUKBvr4+uXPnpl69eqxevTrDhe6HDRvG8f+7t9vb26vm1fTTrVs3AJo1a0b+/PkxMjLC1taWLl26qB7UpsaIESMYN26cmmiKiooie/bsWFtbExMTozZOoVCwa9cuje9DixYtZG2PHj2ie/fu5MuXD0NDQxwcHPDw8ODyZe1xr1nBkiVLsLe3x8jIiAoVKnDxonpZkM9Zs2aN2vtrlMLNXpIkJkyYgK2tLcbGxtStW5eHDx/KbK5evUq9evWwtLQkR44c/PTTT4SHh8tsBgwYgJubG4aGhpQuXVptLQ0aNEBfXx8fH5/MXfx/CLHj9C/myZMnXz5JoLwg7OP3iUVRJ//0D7k8KRPg5VOUKInTjcfXXvsX0f2l97nTrRqPWpdV6/OuPpS8pmmvec0N+fHcetDGJflYkiSel9Kctlu/SAHyn1uf5jkyw5qz53kfHs6jd++IjpOn9hvbqKGay11UVBR9+/Zl3bp1/PXXX5w4cQJ9ff2vsrYvISQhhA1hG4gjTmO/hY4FNno2VI2rSQe92WnOV62dCyM2tfquXRAFAoEgK2jQoAHe3t4kJCQQFBTEoUOHGDhwINu2bWPPnj3pzqRrZmaGmVli7bpLly6RkJBY4uPcuXO0bt0af39/zM3NATA2TnwYVatWLcaMGYOtrS2vXr1i2LBhtGnThnPnNCdsAjhz5gyPHz/WWPpi+/btFCtWDEmS2LVrF+3ba653mBaXL1+mTp06FC9enOXLl+Ps7MynT5/YvXs3Q4cO5dQp9YLnWcHmzZsZMmQIy5Yto0KFCixYsAB3d3f8/f3JlUt7WIO5uTn+/v6q45T/d82aNYtFixaxdu1aHBwcGD9+PO7u7ty9excjIyNev35N3bp1ad++PYsXLyYsLIxBgwbRrVs3tm3bJpurR48eXLhwgZs3NT+c7NatG4sWLaJLl/TVtPyvIoTTv5QbN24QEZFcqyZTW+KS/KlVl7W+qtduzl9Wcyi9PFrSkseF1F3yNHEnVxE10WSqZ8Te+pPR10n9oy5JYK8h03WSaJIkiYh9pwjqMV7dCDDv0Yqcvw9O1zozwqaLlzh0567W/qI2NhTJLf9Sfv78Oa1atVJtubds2fLLU9FnMUHxQWz6tClVm74WfTHUMeS2XwAdqqcumvK7WLPo+k/o6QvXD4FA8N/A0NAQG5tE1+W8efNSpkwZKlasSJ06dVizZg29evUCICQkhGHDhrF7925iYmIoW7Ys8+fPp1SpUoDcVe/zeOikuo+5cuXC0tJSdu7Bg5P/vytQoACjRo2iRYsWxMXFaX1It2nTJurVq6e2qwLg5eVF586dkSQJLy+vTAknSZLo1q0bRYoUwc/PT+ZyVrp0aQYOHJjhOdPLvHnz6N27N927J3qhLFu2jP3797N69WpGjRqldZxCoVD9DlMiSRILFixg3LhxNG/eHIB169aRO3dudu3aRYcOHdi3bx/6+vosWbJEdb3Lli2jZMmSPHr0iMKFCwOwaFHiDc67d++0CqemTZvSv39/Hj9+TKFChTL3RvwH+L7upgRZxvLly2XHJiaZSE7wqq38MDQ5hkZP7+s/0b+19ydeh2tOtZ2SXflqcXtIEVnbltrjsDVJu+CvUgIHDaJpZ7vEf2Nu+POybi+NY+3O+6BrbYWuZdZnphuzYxevQ0O19rsXc8GjfDlZ24kTJ2jXrh0fPnzA2tqazZs3U7t27SxfW2aRJAm/KD+uxVzTamOmMMPTwhM/n7vM7bJbo83Qv5pjXzI3DiX/4XT4AoHgX0+TjfBOc8m/r0ZOE9jn8eXz1K5dm1KlSrFjxw6VcGrbti3GxsYcPHgQCwsLli9fTp06dXjw4IFKHH0JHz9+xMfHh8qVK6fq2eDn50fHjh3V2h8/fsz58+fZsWMHkiQxePBgnj9/ToECBTK0juvXr3Pnzh02bNigMU4npfj7nOnTpzN9eupZWe/evUv+/PnV2mNjY7ly5QqjRycnrNLR0aFu3bqcP69eZ/JzwsPDKVCgAEqlkjJlyjB9+nSKFUv07Hn69CmBgYHUrVtXZW9hYUGFChU4f/48HTp0ICYmBgMDA9n1Ju0KnjlzRiWc0kP+/PnJnTs3fn5+QjilghBO/0LiUrhyJfkkZ4jww7JMeo/fy+Oa9L+icJIkiaOzcyAlxKZtDMxy6UasrjyWaGa5nl8kmk57QgFLCOrzG+E7jmkc6xBwDB3jr1M49tn7DxpF07x2bTDU08M0RcFaSZKYN28eI0aMUH0B79ixI8P/8XwN4qQ4bsTc4GHsQ94mqCe1APV6TBf2PtAomixymrDuzWB0dUV4pkAg+Dq8i4TA8LTtvlecnZ1Vuwpnzpzh4sWLvH37VlXofM6cOezatYtt27bx008/pTZVqowcOZLFixcTGRlJxYoV2bdvX6r2z58/J08e9ZqKq1evpmHDhlhZJWbAdXd3x9vbm0mTJmVoPUmxP87OGY/D7tu3L+3atUvVRtPaAd6/f09CQgK5c8sf5OXOnZv799XLkyTh5OTE6tWrKVmyJKGhocyZM4fKlStz584d8uXLp4pP1jRvUl/t2rUZMmQIs2fPZuDAgURERKh2uN68eZP6RWu5xufPn2d43H8JIZz+hezdu1d2XL58+YxP8lKeQGD8vuQkEccW22VqXelBkpQcmWmeLtv5RbsRoaeefGFl1cE4W6ZvjW4r1dvuV7kDd2J53GKAeqeuLjZ/zcC0XqV0zZ8Zeq79i4QUwb0TmjTWWMw2icjISFatWoVSqaRr164sW7ZM9dTpW3En5g6B8YHcjr2t1aaSUSXKG8s/n/4XXzGl2WY121lnuuFS5et99gQCgQASd39+5HNKkqSKlblx4wbh4eHkyCFPCRsVFcXjx+qJdTLC8OHD6dmzJ8+fP+e3336ja9eu7Nu3T2uMaVRUlJqbXkJCAmvXrmXhwoWqts6dOzNs2DAmTJiQoQxvkiRl7kJIdEvMit23jFCpUiUqVUq+l6hcuTJFixZl+fLlTJkyJV1zFCtWjLVr1zJkyBBGjx6Nrq4uAwYMIHfu3JnKjmdsbExk5D+83fqDIYTTv5Bjx5J3SDKyTasiRWzTz5t3ERiWuD1tZKBAR+fr7DbFRYdwYn4+rf32FQaSv8zPTP7rd844aP7o+jWZl65zadtpOj61GtryAuWY8iuWfVN/IpVZYuMT+OkvzYklfq1dK1XRBGBqasquXbs4fvw4/fr1+6bJEV7EvWBHirpfKTHXMadjto4Y6iTvnL15/JHehdXrNs081ZXi1b/9zplAIPhvkBUuc9+Se/fu4eCQ6FofHh6Ora0tvr6+anapua6lB2tra6ytrXF0dKRo0aLY2dnx999/y8RASvvg4GBZ2+HDh3n16pVaTFNCQgLHjx+nXr16AGTLlo1QDV4YISEhqqzBjo6OANy/fx9XV1c129T4Elc9a2trdHV1CQoKkrUHBQVpjV/ShL6+Pq6urjx69AhANTYoKAhbW1vZvJ9nxuvYsSMdO3YkKCgIU1NTFAoF8+bNo2DBguk+dxIfP378srqf/wG+C+G0ZMkSZs+eTWBgIKVKleKPP/7QukuycuVK1q1bx+3biU+x3dzcmD59euZ2Vf6FxMbK3duSAhUzRKiX7PB+UPIX0JIRXyem5MK6OoS8uqC1v1jDxeQr3Y3mv7fnY7G8av2eb3PRq4f2AMyUHNHwoO3I9JpokxsOTw6hk8003fOnl/iEBHqt056Jz72YC24F1L+oIbHuwtOnT+nXrx+QuO3v5OSU5WtMC0mSeBb/jAexD3gU+4h44rXatjZrTR69POgoEp+ExcUmEPj4IwnxSvqXXKFmX9jNVogmgUAgSCcnTpzg1q1bquQNZcqUITAwED09Pezt7b/aeZNSoGtKJZ6Eq6srd+/Kkx15eXnRoUMHxo4dK2ufNm0aXl5eKuHk5OTElStX8PT0VNkkJCRw48YNVSxX6dKlcXFxYe7cubRv315txyUkJESrWPwSVz0DAwPc3Nw4fvy4KjW6UqlU1axKLwkJCdy6dYtGjRJrZzo4OGBjY8Px48dVQiksLIwLFy6o/t//nCSXvtWrV2NkZKR679JLdHQ0jx8/zrDo/K/xzYVTRlM4+vr64uHhQeXKlTEyMuL333+nfv363Llzh7x51W+o/2ukfGKS5DOcIT5LQf4iWP7EwiFP1tclOjzDLNX+yj3/xtiiCAfnTVcTTXnOPGB6tX4U6tE43ee7FSTRZ79cIu3/vR56ygTVscVPbVFGRGLgaI9Fn7YovkKhvucfPjBxj3af8JVdO6Ov4bySJDFjxgzGjRuHjo4OpUuX1vqE72vyKv4V2z5tS9Oubba2mChMsNS1VLUFB4bTxXZ+quMm7utA2UaZ2DEVCASC/wAxMTEEBgbK0pHPmDGDJk2a0LVrYm2/unXrUqlSJVq0aMGsWbNwdHTk9evX7N+/n5YtW1K2rHr5jrS4cOECly5domrVqlhZWfH48WPGjx9PoUKFUv2/yN3dnbVr16qO3717x969e9mzZw/FixeX2Xbt2pWWLVvy8eNHsmfPzpAhQ+jZsyfOzs7Uq1ePiIgI/vjjD4KDg1XCSaFQ4O3tTd26dalWrRpjx47F2dmZ8PBw9u7dy5EjR7SmI/9SV70hQ4bg6elJ2bJlKV++PAsWLCAiIkL28Lpr167kzZuXGTNmADB58mQqVqxI4cKFCQkJYfbs2Tx//lx2PYMGDWLq1KkUKVJElY48T548stpVixcvpnLlypiZmXH06FGGDx/OzJkzZSLx0aNHhIeHExgYSFRUlKrYsYuLCwYGifd1f//9N4aGht/kfuJH4psLp4ymcExZnGvVqlVs376d48ePq74o/quEhoby9m1y8H1mvhBJ+CQ7/O1gsuvUslHp33JOL3cPD0m1v9bApxiY5GRa/lwc+rOzrG+H22ByNkl/zEvoml2c3X+fflXln6s/vXpjHBcNJGbJMyiseYcnK7n58hXzjqonnahWpDA9q1bROu7Tp094enqyc+dOAHr16kWZMmW+2jq1sS98H4/jUvePb2zamMIGcuETHBTOjNbbuHv2RerzS5rTvgsEAoEgkUOHDmFra4uenh5WVlaUKlWKRYsW4enpqdptUSgUHDhwgLFjx9K9e3fevXuHjY0N1atXV0s6kF5MTEzYsWMHEydOJCIiAltbWxo0aMC4ceNUCSg00alTJ0aMGIG/vz9OTk6sW7cOU1NT6tSpo2Zbp04djI2NWb9+PQMGDMDDw0OVBGnUqFGYmJjg5ubG6dOnZddRvnx5Ll++zLRp0+jduzfv37/H1taWypUrs2DBgkxdb3po37497969Y8KECQQGBlK6dGkOHTokW1tAQIBsFyw4OJjevXsTGBiIlZUVbm5unDt3DheX5OKRI0aMICIigp9++omQkBCqVq3KoUOHZLFiFy9eZOLEiYSHh+Ps7Mzy5cvVajH16tVLJhqTdpWePn2q2oncuHEjnTp1ylwW5v8QCulLoum+kNjYWExMTNi2bZtMPXt6ehISEsLu3ZpTEX/Op0+fyJUrF1u3bqVJkyZq/TExMbKt47CwMOzs7AgNDVUVdPu3MGnSJJlwWrx4ccaDAxM+wMPkeJraixKzq5z48+uICW27TTp6xtQb/o6QJ0/YXLMmvm2L8bJWUVV/9egcTGszVuPYlMS/fsvvfbezoo761na9m4cYvWcaevlyk+vP8RhXKpW5C0kngaFhjNqxU2Pfmu6eGtuT8Pf3p2XLlty7dw8DAwOWLFmiejL1TyBJEmvC1hCmDNPYr4suFY0r4mTghJnCTBZntXr4MXbM0Z6WtXIrZ0zMDcmRLxtdptTK8rULBAJBSqKjo3n69CkODg4aawsJsp7hw4cTFhamVjJF8G15//49Tk5OXL58WRUf928jtb/3sLAwLCws0qUNvumOU2ZTOH7OyJEjyZMnjyzP/efMmDGD33777YvX+iNgY2OjEk6NGjXKVEYV3ibXITj/NLH+z6GF/2wms+oVV2Jcy4MVDg6EPXuGUkfBy1ptVP3FjW2Z1mR4mvNIksSr7afocTEX/hpEU7+jixk8vT6GXn5Zun5txMTHaxRN3SpXoqaTY6pj9+zZQ5cuXQgLCyNv3rxs376dChUqfK2lqnE/9j6HIw5r7GubrS159JJ9vxMSlKwde4JtM8+hUCQWF9ZG7a4lGbK2eVYvVyAQCATfIWPHjuXPP/9EqVRm7h5F8FV49uwZf/75579WNGUl39xV70uYOXMmmzZtwtfXV+vTotGjRzNkSLI7WNKO07+RhITkGJ3q1atnYoIPEJqcnzsoLB9T+lpjoP91MrTFx3xSa7MPzMeS2h2BxCJ5ko6CvbsHyWzm10y7+vfHmasInruW2uP8QEPo2x+1Y2k2MP1Bm1nBzmvX1dpGNnCnqG3aLpBPnz4lLCyMatWqsXXr1ky7WKSXWCmWaGU0CSSwLmydVrveFr0x0ZFv67fQn6YSS9pEk8eEanQYXx1dPfEfp0AgEPxXsLS0ZMyYMd96GYIUlC1bNnPhHf9Bvqlw+pIUjnPmzGHmzJkcO3aMkiVLarUzNDRM1ef234IkSdy5cyfzE8QHwiNbWdO6iwPZ2vbr1QJ69+igWtvh9Q8ACC6cm9Pz1SuMG+kaYKSrPUFF7MPnvKjcmRATS1qNU99JWt8CqhUAyPokF9oICgtj9I5dKFOoiLRc8z5nwIABZM+enQ4dOqRamf1LiVRGsjJUQ3GrFPxq+asqM15KUtthWvNiINb5/l0usgKBQCAQCP4bfFPhlNkUjrNmzWLatGkcPnxYKOT/c+/ePdmxqWkGU2e/bCE79Ln0C9mtbNH9GjWbYmN4/md77kepJ0dQxsKz+sW58avmNJqHG2ivs/Ciuiex954QbGJJ6yF71fqfDYB/srzRs/cfmLRXc9a8+e3bpjr2zp07jBo1ivXr12NhYYFCoVAL9swKJEkiVBnK2rC1aRsDHtk8yKWnnu1SkiT++Gk/R1Zdk7VvDhmOqYWIHRAIBAKBQPDj881d9dJK4ZgyfePvv//OhAkT2LBhA/b29gQGBgJgZmaGmVnqaa3/zSxevFj12sjICN2MpM9WRkN0cg2lx++d8To/gg1Tvk4RNP/xJXlm+Upj3zubnBpFk6NFPuZW+EnrLsfjnNUAmNtoOPvLNFPrP9DxnxVNLz4GaxVNP9esgVUqWWu2bdtGt27diIiIYMSIEV8tiPZezD2ORB5J1aaIfhFipVgsdC2oZaI5aYMkSTTVmaqxT4gmgUAgEAgE/xa+uXBKK4VjyvSNS5cuJTY2ljZt2sjmmThxIpMmTfonl/7dEB0dLTvu3LmzFksthCyTHY7b60XBvPrY5Mi6j4ckSZxa7EhM+Buw1GxzKUcxTs+Xp+KeVKYLdfKkXowtSTSddKmtUTQ9TzskKkv5GBHB+N171NrblXWjYfFismxzn5OQkMC4ceOYOXMmALVr12bqVM2CJLO8i3/Hhk8b0rQrY1iGqsZVta4VEn+ny349xP4ll9X6jEz1WXb/5y9aq0AgEAgEAsH3xDcXTgD9+/fX6prn6+srO3727NnXX9APRspK3Bmu+vx2sPzwUx52T8za5ANHZmZLtf9MTld8bcrJ2roUrpumaIq+eAsACZjSSp49cVAFGFwx42v9UoZskReFrVSwIH1qVEt1zMePH/Hw8ODIkcQdoGHDhjFjxgz09LLmTzRSGcmWT1sIVYZq7NdDj5omNSlmWCxd8x1fd4P5nuriEGBb+EiMTP+5GDKBQCAQCASCf4LvQjgJvowzZ86oXlesWDHVXQI1oi7KDjuvPcXxP+2zaGWJaKvVlMSpXG745XZTHWc3zMaYUh5UyOWsdUxCyCfeD59D+K4T+Ns60a/nKln/wY7g8nU8DbUSGRvLzz4bZW1uBfKnKZru3btH48aNefr0KSYmJnh5edGhQ4csW5dSUqaa8EFb3JImEuKVNNefprV/d/xYdHVFpjyBQCAQCAT/PoRw+hfwec2rokWLpmKpTtTjRhh/9ikI/GSfRatKJC3RtLJwK4KMkwvu9nJqiGcRzYkhAMI27Cfkjw3EPQoAQIlCTTTBPyOaImNj2XTxMueePCY+QanR5pdaNdOcJ0eOHMTFxVGwYEF27tyZapbIzLDt0za1tjomdShmoN1tMCX9XJby4t57rf0Lr/bCvkRuIZoEAoFAIBD8axHC6QdHqZTfsJcuXToDgyMw1vugOhy6w4dNU/OkMiD9JMRFcmyO9l2MF1tjeBlkStDyZNH0S9FmdChUU/tywyN5N3CmrG1V7T6y45wmcLxr5tacXt6GhXEvMAjvs+dStVvSsQM6WoTJ58X/cuXKxcGDB8mTJw/Zs2fPkjWGKcP4O+pv7sXeU+sbaJV20Fd0RCxj667n7bNQggPDtdr9ceMnHEp+3ZpSAoFAIMh6nj17hoODA9euXcvYvcMPyvjx4wkKCmLFihXfeimCzxg1ahQRERH88ccf33op6UI8Hv7BSZkYIkM1fh7Id4Mm/NoOa8us0dKpiaZn66IJvhbP8eU9ZO2piaaEDyE8dWoib1PosqlyJ9WxsR5c7g0WX6lsV4JSSTfvtYzYvjNV0VTLyRHvbl0x1VI/7N27d9StW5e//vpL1Va8ePEvEk2SJBGcEMy9mHssDF6Id6i3RtHUx6KPhtEQ+j6SNaOOM97dhyaKKbQx+x3/v19pFU0la9uzVzlOiCaBQCD4h1EoFKn+pDdRlp2dHW/evKF48eJfd8H/Z+XKlZQqVQozMzMsLS1xdXVVZUz+9ddftXrMBAQEoKury6JFi9K8dm1x8IGBgSxcuJCxY8eq9Z0/fx5dXV0aN26s1ufr64tCoSAkJEStz97engULFsjaTp48SaNGjciRIwcmJia4uLgwdOhQXr3SnEk4K4iOjuaXX34hR44cmJmZ0bp1a7X6qCnp1q2b2nvXoEEDmc20adOoXLkyJiYmWFpaapxnwIABuLm5YWhoqFF8T5o0SePv6fOSOcOGDWPt2rU8efIkw9f+LRA7Tj84AQEBqtc5cuRI/8CY27LDywHVcHPKQApzDSgT4jg6yypVm7/XGXN8Zi+kFC5dk8toLgYrJSTwvEw7El6/lbXrF8zHH5M3QrKXIn/3zNy60+Kvvy9w/N59rf3ZTUyY0bolBrq6abq+XblyhZYtW/LixQtu375Nq1atMl5z6zMkSSKeeFaErCCe+FRte1r0xEgnOT14amnEtbEzejT6huJrQyAQCL4Vb968Ub3evHkzEyZMwN/fX9WW3tIsurq62NjYZPn6NLF69WoGDRrEokWLqFGjBjExMdy8eZPbtxPvRXr27MnixYs5d+4clStXlo1ds2YNuXLlonv37rRr107V3qpVK4oXL87kyZNVbTlzavbTX7VqFZUrV6ZAgQJqfV5eXvz66694eXnx+vVr8uTJnOfN8uXL+fnnn/H09GT79u3Y29sTEBDAunXrmDt3LvPmzcvUvGkxePBg9u/fz9atW7GwsKB///60atWKs2fPpjquQYMGeHt7q44NUzzsjY2NpW3btlSqVAkvLy+t8/To0YMLFy5w8+ZNtb5hw4bRt29fWVudOnUoVy45GZi1tTXu7u4sXbqU2bNnp7rm7wFxB/SDk5CQoHpdsGDB9A/8uEh2OGLXX5yon/lCR69ubeD2vp9StTlx34FzszXHL9XKU0p2HOv/lFDvXYR57VCz9bd1ol/HVTLRlM8cLLO4ZND78HCGbd2utb9uUWfKO9jjmDt9uy5r1qyhb9++xMTE4OjoyM6dOzMlmqKUUcQRx7rQdSSQkKptScOSlDUqSzad5KyGcbEJdLGZR3hwdCoj/z++lj3DN7TEyua/WyNNIBAIvic+FztJBdJtbGwIDQ0le/bsXLhwgbJly6JUKrG2tsbR0ZG///4bgPXr1zN69GhevHih5qrn6+tLrVq1OHbsGCNHjuTu3buULl0ab29vnJycALhx4waDBg3i8uXLKBQKihQpwvLlyylbtmyqa96zZw/t2rWjZ8/kJ5zFiiVncS1dujRlypRh9erVMuEkSRJr1qzB09OTbNmykS1b8v9lBgYGmJiYpEv8bdq0iX79+qm1h4eHs3nzZi5fvkxgYCBr1qxhzJgxac6XkpcvXzJgwAAGDBjA/PnzVe329vZUr15d445VVhAaGoqXlxcbNmygdu3aAHh7e1O0aFH+/vtvKlbUnlrY0NAw1ffut98SMxWvWbNGq82iRYn3ku/evdMonFLWWL1x4wZ3795l2TJ5GZymTZsyduxYIZwEX5+NG5OzuFlbW6dimYKIw6qXq88PwcIs87tNsZHv0xRN5//Q5dwKddFUKntBZpfvLWsL33+aoG7q2+kA13oNZKhNG7X2k1kc13T20WNW+p3R2Jc/e3YmNWuiNX4pJbGxsQwZMoQlS5YAiV8Qf/31FxYWFulez8PYhzyPe86d2Dtp2trr21POqBx59JKfml3Y48/maWcwMNbn9qnnWse2GlaJ8s0cca6YFz39L9uBFAgEgh+RjWEbiVRG/qPnNNExwcPc44vmsLCwUAmgsmXLcuvWLRQKBdeuXSM8PBwzMzNOnTpFjRo1Up1n7NixzJ07l5w5c9K3b1969Oih2r3o1KkTrq6uLF26FF1dXa5fv56uEAEbGxtOnTrF8+fPNe76QOKu06hRo1i4cKHqoaKvry9Pnz6lR48eGsekh48fP3L37l2N4m7Lli04Ozvj5ORE586dGTRoEKNHj85YdmJg69atxMbGMmLECI392lzdABo2bIifn5/W/gIFCnDnjub/+69cuUJcXBx169ZVtTk7O5M/f37Onz+fqnDy9fUlV65cWFlZqepGZshzKROsWrUKR0dHqlWTZxsuX748L1++5NmzZ9jb23/VNXwpQjj9wKxcuZKPHz+qjtP9hx7/FuKTXfxOP2pE61qp11nShDIhlqOz0o7Lebw5juMr5MJqWOGmNHWqgY5C7rIXffWuVtFk/eI0Q5erX+PPZcEgC+7xo2JjOf3wIRsvqhd0BVjayQNjg4zVJ0r6Qkv6Uvztt98YN26crKizNiRJ4k7sHY5HHk/TNo9eHvTQo4lZE/QVyf+JvQ0IZWiF1akmeADYqxyX4f8oBAKB4N9IpDKScCn178wsR3Ni1gxTs2ZNfH19GTZsGL6+vtSrV4/79+9z5swZGjRogK+vr9ab+ySmTZumElejRo2icePGREdHY2RkREBAAMOHD8fZObFcSJEiRdK1rokTJ9KqVSvs7e1xdHSkUqVKNGrUiDZt2qj+P+zYsSNDhw5l69atdOvWDUjcPalatSqOjo6ZfEcSQxokSdLogufl5UXnzp2BRNe10NBQTp06Rc2aNTN0jocPH2Jubo6trW2G17dq1SqioqK09qcmTAMDAzEwMFATZrlz5yYwMFDruAYNGtCqVSscHBx4/PgxY8aMoWHDhqp4r69BdHQ0Pj4+jBo1Sq0v6Xfz/PlzIZwEX4dnz55x7do1WVvKwD6tRByUHb4ILkSLGhkTTpIkpSmaajwrx183XrJxalP5OvOVo7lzLY1jXrnLkxeYezbH4mcP1obkZepyue3SRtAofd/ZWnn09i2LT/iir6vLu3DN/1G2dStD45IlMjW/vr4+NWrU4MaNG6xfv56mTZumOUaSJLzDvPmk/JSqXUH9guiiS0PThmqi5965F8zz3MObRx+1jAbbQlasfKS58LRAIBD8VzHRMckyIZOhc2YBNWrUwMvLi4SEBE6dOkX9+vWxsbHB19eXkiVL8ujRozRFweclMZKEwNu3b8mfPz9DhgyhV69e/PXXX9StW5e2bdtSqFChNNdla2vL+fPnuX37NqdPn+bcuXN4enqyatUqDh06hI6ODpaWlrRq1YrVq1fTrVs3wsLC2L59u8pbI7MkiRIjI7k/v7+/PxcvXmTnzp0A6Onp0b59e7y8vDIsnCRJyvTDx7x582Zq3Jfwea3IEiVKULJkSQoVKoSvry916tT5KufcuXMnnz59wtNTPabd2NgYgMjIf3anNzMI4fSDMmvWLNnxlClT0NNL368zLngXSc8v9t32oEk1c8xMMpZg8cEJzbtCAEZxhtQIKEegsT7rxsmFQk3bUowtre6OEP8umOcuzWRtub2nYtakBr8ehD0P5PauNl8umt5++sTU/QdTtelboxoVMxI79n+S3CIgMatMr169tLonfM77hPf4hPlo7W9q2pS8enkx1NGeOvDk+pvM7bJbY9+YHW0pU78gBsb66OiIHSaBQCBIyZe6zH1LqlevzqdPn7h69SqnT59m+vTp2NjYMHPmTEqVKkWePHnS3CX6fIcjSQwklT6ZNGkSHTt2ZP/+/Rw8eJCJEyeyadMmWrZsma71FS9enOLFi/Pzzz/Tt29fqlWrxqlTp6hVK/Fhas+ePalTpw6PHj3i5MmT6Orq0rZt28y8FSqSwhiCg4NlySO8vLyIj4+X7URJkoShoSGLFy/GwsICc3NzIDGWKOWuTkhIiMrl3tHRkdDQUN68eZPhXacvcdWzsbEhNjaWkJAQ2fqCgoIylPijYMGCWFtb8+jRo68mnFatWkWTJk3IrSEuPMl7Sltyj+8JIZx+QFIG4HXt2jVDfqlvwyzI+3+Ps5uvyjN6QOqZ8FISFRrAs4uLNPYZxOtTPaAsEtDWXf7lXC2nC1Pc1J80RF+7x6v66jFSZk1qcOedumiqagc+rTK0ZDVefAxm/O49GvuK2tjQsUI57DKRHjwmJob+/ftz/fp1/Pz8MDIyQldXN12i6VncM3aHqwsecx1zmpg2Iade2l8oPxdfRsCdd2rtpeo4MO1Y5/RdhEAgEAh+SCwtLSlZsiSLFy9GX18fZ2dncuXKRfv27dm3b1+a8U3pwdHREUdHRwYPHoyHhwfe3t7pFk6f4+LiAkBERISqrVatWjg4OODt7c3Jkyfp0KHDF2WeBShUqBDm5ubcvXtX5fIXHx+vynZXv359mX2LFi3YuHEjffv2pUiRIujo6HDlyhXZ/+NPnjwhNDRUNV+bNm0YNWoUs2bNkiWHSCKlsPmcL3HVc3NzQ19fn+PHj9O6dWsgcSctICCASpUqaR2XkpcvX/Lhw4dMuRqmh6dPn3Ly5En27NF833X79m309fVlCUO+V4Rw+gFJmY0kteA/NSSJvAZrVYd585bO0PZyZPBT/JZpdlur/7gKChLn2tu8A5As8ArtvMJ0r+RUnHEvAglZslFj1jyAXEe8KLBQvd2vG+RPf04FNWLi4uizfoNae52izjQtWRILY6NMb7e/fPmSNm3acOHCBRQKBSdOnKBRo0bpGns/9j6HP0vYkcTPlj/LYpa0ER4cRYfsc9THL21Eve6lRApxgUAg+I9Qs2ZN/vjjD9q0SUyklD17dooWLcrmzZu/yO0tKiqK4cOH06ZNGxwcHHj58iWXLl1S3bCnRr9+/ciTJw+1a9cmX758vHnzhqlTp5IzZ07ZDb5CoaBHjx7MmzeP4OBgjSIko+jo6FC3bl3OnDlDixYtANi3bx/BwcH07NlTLVFT69at8fLyom/fvmTLlo1evXoxdOhQ9PT0KFGiBC9evGDkyJFUrFhRlQHQzs6O+fPn079/f8LCwujatSv29va8fPmSdevWYWZmxty5czWu70tc9SwsLOjZsydDhgwhe/bsmJub8+uvv1KpUiXZvaGzszMzZsygZcuWhIeH89tvv9G6dWtsbGx4/PgxI0aMoHDhwri7u6vGBAQE8PHjRwICAkhISOD69esAFC5cWOVR8+jRI8LDwwkMDCQqKkpl4+LigsFnMeGrV6/G1taWhg0barwOPz8/qlWrpnLZ+54RBXB/QOzs7FSv0wryVEMZJjt0LZ7+gMuTC+21iqbib4skiqYixVD+sYNZCvmu2JSuyXUWgv/wIaBMW42iyeKXDtgH+VH8tPq6FrhnXjRJksSDoCCNogmgS8UKWJoYZ1o0nT59Gjc3Ny5cuICVlRUHDx5MUzQpJSXHIo6xMHihmmiqaVyTgVYD0yWaxtVbr1E0/e7nSaO+bkI0CQQCwX+IGjVqkJCQIIvTqVmzplpbRtHV1eXDhw907doVR0dH2rVrR8OGDVVpq1Ojbt26/P3337Rt2xZHR0dat26NkZERx48fV/OY6datG6GhoRQrVowKFSpker2f06tXLzZt2qRyOfTy8qJu3boas9u2bt2ay5cvq7x7Fi5ciKenJyNHjqRYsWJ069aNkiVLsnfvXtk9w88//8yRI0d49eoVLVu2xNnZmV69emFubs6wYcOy5Do0MX/+fJo0aULr1q2pXr06NjY27Nghv7/y9/cnNDQUSPw93rx5k2bNmuHo6EjPnj1xc3PDz89PVstpwoQJuLq6MnHiRMLDw3F1dcXV1ZXLl5MTaPXq1QtXV1eWL1/OgwcPVDavX79W2SiVStasWUO3bt20Jp7YtGkTvXv31tj3vaGQJEn61ov4JwkLC8PCwoLQ0FCV7+qPxs8//6x6/eeff6Z73IZDoXx8Pp/+NRK/5MJjsmFWKiyNUYmi4/qOjrx9sFdjv1WUOeVflwQTM94MnEa7e/IsDiPDnWjSoQ9xAW8IcGuncQ6AnAtHYd6xMb32wtEUBaR/rwMdMlncPCoujn5aBNPAOrVxzW+nsS89SJLEH3/8wdChQ4mPj6dkyZLs3Lkz1ZpaSknJ8/jn7AnXvGVd3qg8lYy1b7HHRMVxYc8DNk0+TcDd9xptfN4NxcI6a4KNBQKB4N9IdHQ0T58+xcHBQS1xgODfhSRJVKhQQeVeKPh+OHjwIEOHDuXmzZvpjtXPDKn9vWdEG4hH0T8Yly5dytS4DYdCWbUnlBMDkp8MKaX0pda+f2ykVtEEUPZ1oqKJmL2OdkfHqfU3bv8T0Zfv8KphX7U+867NMO/ZCkOXxKw80fHqouluPzDNWBZwIPGLsvuadVr713RXj7fKKFOmTGHixIkAeHh4sHLlylT9sSVJ4o+QP7T2dzLvhLWuej2ua0efML6+9qQRSdTxLEn/5Y3FLpNAIBAIBP9HoVCwYsUKbt269a2XIkhBREQE3t7eX1U0ZSU/xioFKry9vTM8RpIkVu0JVWsPzXmJtPbcQl5dIuCy5l0t6wgr3AITA/mklQdpsH+oms0e16E8yVML4hPU+grc2omeTbJIkCRwSuF+fe9nMEnbWw0ApSSRoFQiSbD81GmuBARotBtYpxal8uVL36Rp0KVLF5YsWcKoUaMYNGiQVlc/SZK4HnOd01GnNfb3tuitlo72xb133DjxjO2zzvMuQP33lxKft0OwyPllQbQCgUAgEGSU1DLDjRkzhjFjxvzDK1KndOnSlC5d+lsvQ5CCpFi8HwUhnH5gxo1T393RxLlbmrO12OV1SHPshXWa6y1VelEa81gz4hXQqX1lXmsQTcfy9+Vl6Q5q7QYuBbE7tVatvdwq+XGxnOkXTTuuXmPPjZup2pR3sKdvjerofGGh14CAAPLnzw+Ag4ODqvCdJmKlWK5EX+Fi9EWN/Y1NG1NIv5BMcIW8jWB4lTWp1mACcGtYmBoexajU0hljs0xsyQkEAoFAkAWklhkueyYy1AoE3ytCOP1ApAxH01QFW9OY8cuS4mA+G2+UesBlWNBNzq+urLGv7OvimMcmZlSp1dwFokPUbNaesublmp5q7TYbZ2NaVz0L4KcYeJei7tmmtBP1IEkSmy9d5tCdu1ptbC0smNy8KfpfWA1bkiTmzp3L6NGj2b17tyr5gzbRdCvmFiciT2idr59lPwwUyYIn8lMM7cxnabUHGL6hJTU8MhnsJRAIBALBV+BbFHEVCL4FQjj9QAQGBqpea8oEo4mzN5KfABW0vpfckaBe6wcSxcHpJc5Ef3qlsd9Wvxg5oiyRJImuhvFq/aavghky9DSSsVzUZevchJxzhqHQIF7W34SxJ+Vtj38FvVRyPsbGx3P6wUPWX1DfyXHMnYvw6BgkYFzjRpgafvluTEREBD179mTz5s0AHDp0SGPWvNCEUNaFrcNQYUiUpPnpW0uzltjp2cl2mSRJ0iqaOv1Wg9J1HXCulC/TWf8EAoFAIBAIBF+GEE4/EP7+/qrX6ckAJEkSE1YkZ12b0vizVI+66kVvlQlxHJ2VejHckvetkIDqLdWLlDVrNh8Hg9wUyiYvfGs1xJPso3up2b+LAHcf+JBCX4ysnLpoCouKYsCmLRr72pcrS8PiWVtA7fHjx7Rs2ZJbt26hp6fHggULZJkNk4iVYlkTtgZATTQ5GThR2agy5rqJu1ORYTFEfooB4MGFV0xvvU1tvnJNijB0XXPMrL7/ugYCgUAgEAgE/3aEcPqBSKo/AKhibFLj2Zs41WsTg0/YWrxM7jSWu+FFf3rNqcWp13Sq/bQimwtlZ3EJG7W+Dm1WUNzMiXyGOWXt+Y6twrCUk/w6JGi1Ba4FokYeM+heWsv1vP/ApL37tK5veZdOGGZxVpZDhw7h4eFBSEgIuXPnZuvWrVSrVk3N7nncc3aF79I4R0uzluTXz09CgpJTG28zu+PONM+7VzlO7C4JBAKBQCAQfEcI4fSDUqKE5kK0n3PnSazqdS6z1/LOHGNVL98+2Me17epJHJLI79Ca8Bvh1G5WQGN/+6W3aJDNVdaWrX0Dci0eq9F+3wPNoulkVyiYYsPrdUgoa8+dxz8oSOv6fqlVE7cC+b846UNKbty4QaNGjVT1H7Zv367y45YkiRORJ7gde1vj2Jy6OfHI5kFsdDx/9j7A8bXqyTA0jrMzZ8mdvkI0CQQCgUAgEHxnCOH0L2behuSsbC0qfVYcyaIH6OVWHaYmmmq572HE9U1cqZJDrc8gJJIGnitoYFUZPrvRt390AF2LbBrnC46CXw/J28ZUhc4l1Gs13X71mjlHjmpdm52VFZObN/1qIqNUqVKqStaLFi3C0NCQOCmOVaGriJVitY4zVZiS7a/CNO0/Nc1zVG7tDMDjq4H8urIJpeuknelQIBAIBAKBQPDPI4TTD0RkZGTaRv/n1bu4z44kmhX6rPhsfPJ2T0yE9p2cWsPeU+fwGMhlptbn3mU5RiGR1LZ0lQmXQu8013FIovQK+fEpT7C31Gy7/JTmmkdD6tWhZBbVYUqJv78/1tbW5MiRKBT//PNPdHV12fFpB68jX5OAej0qACsdK0LjwzDyyc+ugTeAN1rPkdPOnO6z61KhmSOGxunMty4QCAQCQRby7NkzHBwcuHbtmqhvlAGqV69O37596dix47deiuAzKlasyPDhw2ndOh0pmb+AVELwBd8bBw4cUL1OmZo8JV0mJt+4u+Y7J+/8zE3Pd1EhjeMNWmxMFE0pqDHIh+ZN52MUkijiLPQSC67a+PyeqmhacwMKLJS3uVhrFk0JSiXdvNfyKSZG1VaxoAOrunZmTXfPryaa9uzZQ/ny5fHw8CAh4f8CSQe2fdrGi/gXGkWTkcKIPhZ9uNNU4rB1MLsH3tA4t1uDQqwPGsI+aTzeAQOp3r6YEE0CgUAgyDAKhSLVn0mTJqVrHjs7O968eUPx4l+/xIWvr69sjblz56Z169Y8efJEZnft2jXatm1L7ty5MTIyokiRIvTu3ZsHDx4AiWLv83ly5MhB/fr1uXbtGpAYxtC3b1+18wP89ddfGBoa0qRJk1TfP3t7e63XsWfPHoKCgujQQd1TZ8aMGejq6jJ79my1vkmTJmkUp0nXc/36dVWbJEmsWLGCChUqYGZmhqWlJWXLlmXBggUZeoCeUQICAmjcuDEmJibkypWL4cOHEx+vnj05Jfv376dChQoYGxtjZWVFixYt1GzWrFlDyZIlMTIyIleuXPzyyy8a53r06BHZsmXD0tJSrW/r1q04OztjZGREiRIlZPfEkFjbdNSoUbJ8AF8DIZx+EFJ+EPKlIh5Cw+U3+IOaXpAbmCQmhoiN/KBxfIWKfzHh8Um19vrdV2L5+K3quHmOKgAUfH0S0/qaaz4lMdFXve1gJ/U2SZLoufYvtfYeVaqg94V1mLShVCqZOHEizZs3JywsjOjoaELDQlkYvJDFIYt5FS9PzW6kMKK4QXEGWg2kj2UfhpdZxx2/AI1zL7zai33SeH472BHLXKZfZf0CgUAg+O/w5s0b1c+CBQswNzeXtQ0bNixd8+jq6mJjY4NeFidVSg1/f39ev37N1q1buXPnDk2bNlU9qNy3bx8VK1YkJiYGHx8f7t27x/r167GwsGD8+PGyeY4dO8abN284fPgw4eHhNGzYkJCQEHr27MmmTZs0FuP19vamWbNm+Pj4yN6vpL6k40uXLmld/6JFi+jevTs6Ouq3z6tXr2bEiBGsXr36S94iunTpwqBBg2jevDknT57k+vXrjB8/nt27d3PkyJEvmlsbCQkJNG7cmNjYWM6dO8fatWtZs2YNEyZMSHXc9u3b6dKlC927d+fGjRucPXtWbSdu3rx5jB07llGjRnHnzh2OHTuGu7u72lxxcXF4eHhoTMB17tw5PDw86NmzJ9euXaNFixa0aNGC27eT48wbNmzIp0+fOHjwYCbfhfQhhNMPwoYNG2THtra2Wm17TUt2xRtaeyR2+p9t9eSaD0BkyDNOLtSc7KFphHznyOr+a5o1nY/x+3AA6luVpaV1VXQUCuz+3oBCP/Uv3bEpasCWyg1HO6vbSZJE9zXr1NoXtG+Lgd7XEU0hISE0b96cyZMnA9Dtl2602NaCv1AXbwDdzLvRx7IPdUzr8PzOW0bVWMvTG3J3x/7LG7P21SD2SeMp5Kr99yQQCAQCQUaxsbFR/VhYWKBQKLCxscHY2Ji8efNy//59IPGhYPbs2alYMbno/Pr167GzswPUdzuSdoWOHz9O2bJlMTExoXLlyrJSKDdu3KBWrVpky5YNc3Nz3NzcuHz5crrXnitXLmxtbalevToTJkzg7t27PHr0iMjISLp3706jRo3Ys2cPdevWxcHBgQoVKjBnzhyWL18umydHjhzY2NhQtmxZ5syZQ1BQEBcuXKBz585ERUWxfft2mf3Tp0/x9fWlZ8+eWFhYyN5DAEtLS9Vxzpzy7MBJvHv3jhMnTtC0aVO1vlOnThEVFcXkyZMJCwvj3LlzGmZImy1btuDj48PGjRsZM2YM5cqVw97enubNm3PixAlq1aqVqXnT4siRI9y9e5f169dTunRpGjZsyJQpU1iyZAmxsZpjuuPj4xk4cCCzZ8+mb9++ODo64uLiQrt27VQ2wcHBjBs3jnXr1tGxY0cKFSpEyZIladasmdp848aNw9nZWTY+iYULF9KgQQOGDx9O0aJFmTJlCmXKlGHx4sUqG11dXRo1asSmTZuy4B3Rjohx+kH4/I8wtadDCQkSH0ITn96YGHyicXH5ByhBrwSnFxUkNuKtpuHMLNZDdlzg8C1KLz6mOna3KouJbmINKevpAzEoZKd9LUrotBPOv5S379GSi0KTaFrZtTP6X2mn6c6dO7Rs2ZKHDx9iZGRE1/ldcWnvotHWVteWxmaNMdUxZfXwY+yYc16j3aJrvSlYWj1du0AgEAh+DHr5zeNjzKd/9JzZDbOxqtqQL5rDwsKC0qVL4+vrS9myZbl16xYKhYJr164RHh6OmZkZp06dokaNGqnOM3bsWObOnUvOnDnp27cvPXr04OzZswB06tQJV1dXli5diq6uLtevX0dfP3Nu58bGiTUKY2NjOXz4MO/fv2fEiBEabTW5bmmax9ramubNm7N69Wo6d05+QrtmzRry5ctH/fr1M7VWgDNnzmBiYkLRokXV+ry8vPDw8EBfXx8PDw+8vLyoXDl1TxxN+Pj44OTkRPPmzdX6FAoFFhYWWseamanHo39O586dWbZsmca+8+fPU6JECXLnTk4c5u7uTr9+/bhz5w6urq5qY65evcqrV6/Q0dHB1dWVwMBASpcuzezZs1Xun0ePHkWpVPLq1SuKFi3Kp0+fqFy5MnPnzlUJeIATJ06wdetWrl+/zo4dOzSub8gQ+d+Hu7s7u3btkrWVL1+emTNnpvo+fClCOP2AzJo1S2vfzUfJcUGtSnnL+qS8Bzi2WP2PMYkgo+zE68g/EsVX+qpet7SuqnqdZ+dCjKuW0TrXyzCo4q3efu0nzfZeZ86qta3y7IKehu3wrECpVNKpUycePnxI/vz5abu2LXal1EWg4rYZL8YpOHran3X4a5gpmT9u/IRDydyp2ggEAoHg++ZjzCfeRYd+62Vkipo1a+Lr68uwYcPw9fWlXr163L9/nzNnztCgQQN8fX21ipMkpk2bphJXo0aNonHjxkRHR2NkZERAQADDhw/H2TkxI2yRIkVSm0orb968Yc6cOeTNmxcnJyeVe1XSvOklJCSEKVOmYGZmRvny5QHo2bMnDRs25OnTpzg4OCBJEmvXrsXT01Oji116ef78Oblz51abIywsjG3btnH+fOID1c6dO1OtWjUWLlyYpphJycOHD3FyckrbUAOfx0lpwtzcXGtfYGCgTDQBquPAQA31Y0AVnzZp0iTmzZuHvb09c+fOpWbNmjx48IDs2bPz5MkTlEol06dPZ+HChVhYWDBu3Djq1avHzZs3MTAw4MOHD3Tr1o3169drXaO29aVcW548eXjx4gVKpfKLftepIYTTD0DKYEAjIyONdrFxEkMXJu8klS/4WaIC804cWdw21fOsLCzPRNKo3WL0YhIDA7Ppmqja7f33oZtd+1OP8FjNosmnJWQ31mAfE4Pfw0eyNu9uXb9qLSMdHR281noxbNww6s6vi1kO+ZfbzZ6RBO2MB8LSnKvpgPJ4TKiGeQ6TNG0FAoFA8H2T3VBzOY0f4Zw1atTAy8uLhIQETp06Rf369bGxscHX15eSJUvy6NEjatasmeocJUuWVL1OCgt4+/Yt+fPnZ8iQIfTq1Yu//vqLunXr0rZtWwoV0pxkShP58uVDkiQiIyMpVaoU27dvx8DAIM2EVympXLkyOjo6REREULBgQTZv3qy6sa5Xrx758uXD29ubyZMnc/z4cQICAujevXuGzpGSqKgojfdfGzdupFChQpQqVQqA0qVLU6BAATZv3kzPnj0zdI6Mvg+fU7hw4UyPzQxJsfdjx45VZbLz9vYmX758bN26lT59+qBUKomLi2PRokWq3b6NGzdiY2PDyZMncXd3p3fv3nTs2JHq1at/8ZqMjY1RKpXExMSodiKzGiGcfgDi4pJTi5uaak8w0GDgC9lx8dzJLnb3b2ivO/TY3J6NBZK3r4uERDFywlX2RiWft6CRDQbFCpPv5GqtgiYsBkpo3gXm2QBZqScZ/TfI3QmnfKXaTB8+fODs+bNEV4/mTcIbyA8t1rVQszuaIwxS+e6yzGVKyNsI1rwciHVe7U9wBAKBQPDj8aUuc9+S6tWr8+nTJ65evcrp06eZPn06NjY2zJw5k1KlSpEnT540d4k+d71L+r846SZ50qRJdOzYkf3793Pw4EEmTpzIpk2baNmyZbrW5+fnh7m5Obly5SJbtmSx6OjoCMD9+3ka6S4AAGB8SURBVPepVKlSmvNs3rwZFxcXcuTIoebGp6OjQ7du3Vi7di2TJk3C29ubWrVqUbBgwXStURvW1tYEBwertXt5eXHnzh1ZGIVSqWT16tUq4WRubk5oqPouZkhICIDKBc/R0VEVo5ZRvsRVz8bGhosXL8ragoKCVH2aSBLVLi7JIQ6GhoYULFiQgIAArTY5c+bE2tpaZXPixAn27NnDnDlzgETxqFQq0dPTY8WKFfTo0QMbGxvVej5fX8q1ffz4EVNT068mmkAIpx+Cz7PJaEsK8fxNnOxYQXIWvoQEeH79QMohACxxbE+wYfLukY4ksdr3KVvePJPZ1Qt/nOoa9z6A/hoSmThYwsmumkXTq5AQxu7cLWtrVLw4dtmzp3qujKKUlOy5vIe+7fry/tV7+u/tj0N5zYVmj+dTF02Nfy5LzU7FKVAiFybZDLN0bQKBQCAQZBWWlpaULFmSxYsXo6+vj7OzM7ly5aJ9+/bs27cvzfim9ODo6IijoyODBw/Gw8MDb2/vdAsnBwcHjfFK9evXx9ramlmzZrFz5061/pCQENk4Ozu7VHe6unfvztSpU9mxYwc7d+5k1apV6VpfaiTF8QQHB2NlZQXArVu3uHz5Mr6+vmT/7N7l48eP1KxZk/v37+Ps7IyTkxMvX74kKChI5nJ29epVjIyMyJ8/PwAdO3akQ4cO7N69Wy3OSZIkwsLCtMY5fYmrXqVKlZg2bRpv374lV65cQGJ8krm5uUz0fI6bmxuGhob4+/tTtWpiKEdcXBzPnj2jQIHE5GNVqiRmX/b391dlg/748SPv379X2Zw/fz65BAywe/dufv/9d86dO0fevHlV6zt+/DiDBg1S2R09elRNZN++fVtjPFZWIoTTd45SqZTl0U/p45nE9YfRsuPjM86oarAe26N5l6rUz/4E+82VtU2/8IKIqBgCopNd/op5eqa6xhNPNYumFk6wsIH2cSlFE0DbstrjpjKKJEnEE0+fVX1YP3A9cVFx5LDPgaGpXPy8PxrH41mxhF2Rp3EXMUsCgUAg+NGoWbMmf/zxB23atAEge/bsFC1alM2bN7NkyZJMzxsVFcXw4cNp06YNDg4OvHz5kkuXLmVJwVFTU1NWrVpF27ZtadasGQMGDKBw4cK8f/+eLVu2EBAQkKFsaQ4ODtSuXZuffvoJQ0NDWrVq9cVrdHV1xdramrNnz9KkSRMgcbepfPnyGt3MypUrh5eXF7Nnz8bd3R0nJyc8PDyYOnUqNjY2XL16lXHjxjFw4EB0/58Eq127duzcuRMPDw/GjRtH/fr1yZkzJ7du3WL+/Pn8+uuvGuskwZe56tWvXx8XFxe6dOnCrFmzCAwMZNy4cfzyyy8YGibeM128eJGuXbty/Phx8ubNi7m5OX379mXixInY2dlRoEABVQ2rtm0TQ0McHR1p3rw5AwcOZMWKFZibmzN69GicnZ1VGQJTJtu4fPkyOjo6svpiAwcOpEaNGsydO5fGjRuzadMmLl++zIoVK2Rj/fz8vigBSHoQwuk7J2VxOA8PD4126w4kbwH3amYBUmJclN8RzduVZTvsZckTea2m07vuEh+pZNuee7J2t88Ufkp23IfBh+VtXUvClDQyZkbEqLsOzmzV8otc9OKleG7G3MQvKjGdekJ8Ansn7cX3T18AnOs402VFF0ytTAm9msDF+hGQok7ab4c6UrKWPfoGXyeTn0AgEAgEX5MaNWqwYMECWSxTzZo1uXHjRprxTamhq6vLhw8f6Nq1K0FBQVhbW9OqVSt+++23L1800Lx5c86dO8eMGTPo2LEjYWFh2NnZUbt2baZOnZrh+Xr27Mnx48f5+eeftcaGZwRdXV26d++Oj48PTZo0ITY2lvXr1zNy5EiN9q1bt2bu3LlMnz4dfX19jhw5wpgxY/Dw8ODdu3c4ODgwcOBAWbY4hULBhg0bWLFiBatXr2batGno6elRpEgRunbtqrH+UVagq6vLvn376NevH5UqVcLU1BRPT09VqRZIjLf39/eXhY/Mnj0bPT09unTpQlRUFBUqVODEiROqHTmAdevWMXjwYBo3boyOjg41atTg0KFDGcrGWLlyZTZs2MC4ceMYM2YMRYoUYdeuXTJx9erVK86dO8f69eu/8N1IHYX0JZFoPyBJ25yhoaGpblt+L+zevZvDhxOVSb58+RgzZoyajVIpUbd/cnzTuB45qJ13IIR6cXin5t2mqSXk6e1aPfnI4JuBvHwayqYTf6vai3bqRGMNH8L3kbD2BiySu8TyW03oVir1a7r7+g2zDsuLuK3pnvquVlrs/rSbZ/HPVMfh78NZ23MtD/0eAlBvSD0ajm7ItTZRhPydgDI5+SA/LXSn6a/lvmoyCoFAIBB8X0RHR6syr2XFjbXg309gYCDFihXj6tWrKlczwffByJEjCQ4OVtuFSiK1v/eMaAOx4/Sd87ki15am894z+e5NLTcT8Pfi/VvNqRinFu+t1tb8aTCvg0LYdOKCrL3OZ8XFkvgUA24r1efd2Aoqay/rBMCsQ0e4+/9K3Um0dC2d+qBU2P5pOy/jX6q1X9l+hYd+DzE0M6T5oA64dSrFiTzhSP9/UNJhfDWqtnPBvniuTJ9bIBAIBALBfwcbGxu8vLwICAgQwuk7I1euXGq1nr4GQjh9x0iSxL59+1THSVlnUnL2ZpTqtYWZDopXLVEmwJWz6m56fzq2U8vUsOPQA8xCIlmyTy6aygwYgFGKIM5SyyFEHk4FwKAKqYum2Ph4fvrLR63dPkcOmpdOY4tKA2EJYZyOOq1RNL0/Fo/OUlccCMIu3I2IqTn5cCo7LQeVoOu0WujpCzc8gUAgEAiyioYNG+Ln56exb8yYMRq9ZX5UtMUYCb4tQ4cO/UfOI4TTd4y/v7zgqrbK2VfvJyuZljWzQfhuzp7QHNv00TB5jq5n3tD7fTBv3oWwZI9cNJXq14/aCxfK2l6FqYsmC0PY2wEKaF4aANuvXmPvjZtq7ROaNKJgzpzaB6YgXornSvQVHsc95l3CO3lfbDwnFp2ABWVQRBoAMHXSdNqNqSqEkkAgEAgEX5FVq1YRFRWlsS97FmfKFQi+JUI4fccsWrRIdpyUyvFzIqOVPAhIdtWr5nSVyBAFkeHqbnp/5yihej1v92PKKqO5ejeAE3/LawZUHDuWqhoCMSunKGrbuwwMrgCmBprX/zoklDE7d2nsm9mqJTYWaceYJUgJPI17ypmoM4QqNVdyDwsKY0kVL4I+PicPL9iybTOVWzmLmCWBQCAQCP4BktJGCwT/doRw+k5JKoqWRP/+/TXaNRkid1Wzz3acB9c0/1qP5UnMdz9w0UPK5Y9jzuojajYG5uYaRdOlV/Ljn8rA2Grytk/R0TwICuLK8wDOPZZnA0wiZzYzZrdJf+rSxSHqMVafc/3Px2wat4ZoPpHNzJwVm2ZQpXHRVMcIBAKBQCAQCAQZRQin75TPazeB5sQQsXHyhIhVShmh+DiNZw/VM+ktcWwPwMrel7Gy1eWJIkzNxqldO5pu3qzW/iQY2myTtw2uKD8Oj4nh143qYz9nUYd2mGegmvPC4IUa2yMeJHCzRxR3717kjmI/ShJwcXFh165daVZEFwgEAoFAIBAIMoMQTt8pFy8m5/kuV64cOjrqrne7T3+SHU9uOprDa9VFU4SuEcGGiZWm9eMlcpYwYIPPdZlNr8ePsSxYUG1sWAzUWidv82kJJinS7/ffoL0w3c81a1DewV5rfxJKScmF6AtcjL6osf9650jeH46nyQA33ugv4RYHQEqsleDt7U22bNnSPIdAIBAIBAKBQJAZhHD6Tvk8m9779+812py9kRyIWbaoERcP7NdoF2ScA4DJE26ja6RAoQcJCcmVX1vu3atRNAGUWCY/LpIdquZPfP38w0cm7tmrNiaHmSmVCxXCvZgLZv+vOJ0aMVIMy0KWpWpzzCaM1kMq47mvNm/evGHihisoFAqmT5/OyJEjRTyTQCAQCAQCgeCrIoTTd8jr169lxz/99JNGu5uPkqu4tqyZjZB94RrtbHcWZM2tSwAU+Lk4offvyPoLNm6scdyNQPlxVTvwaZV8rEk0Acxt20ZjexL+sf7cibnDi/gXqdolcbrYJ/bGjFcd58mTh23bthEREfHVqmgLBAKBQCAQCASfI4TTd8iyZfLdFwsLCzWb8Cil7DjHpyWoRy1BTp8SWAQlCiqjKq5cPnSYUxcfqPptK1bUuFvz5hM0SxGy5NMKgsLCmH/0OIFhms6WGMekjQ8JH1gftl5rfxKRT5RcbR1B1HMJHR0FKx//wh9//EGePHlo3ToxsUTVqlXTnEcgEAgEgv8i3bp1IyQkhF27dn3RPP7+/tSoUYOHDx8Kd/jviLt371K/fn38/f0xNVUP0RB8PdQDZwTfnM9d8zp27KjR5sLtZDe9ZjmG8PTUJDUbhz9LYBGUrI23n1gjE00A5hoqX0sSVFwtb1vXIvHfzZcuq4mmAtmzs6a7J2u6e2pN/uAV4pWmaAraG8exXGGcLRuOx691WB80hM3hQxkxcRADBgzA09OTgICAVOcQCAQCgeDfTrdu3VAoFCgUCgwMDChcuDCTJ09WJZZauHAha9asAVDZafuZNGmS1vOMHj2aX3/9VaNocnZ2xtDQkMDAQLU+e3t7FixYoNY+adIkSpcuLWsLDAzk119/pWDBghgaGmJnZ0fTpk05fvx4ut+PzLB161acnZ0xMjKiRIkSHDhwIM0xPj4+lCpVChMTE2xtbenRowcfPnxQ9a9cuZJq1aphZWWFlZUVdevWlcWsA0iSxIQJE7C1tcXY2Ji6devy8OFDtXPt37+fChUqYGxsjJWVlazwrouLCxUrVmTevHmZfwMEmUIIp++Mz/8AAapUqaLRbu3+xJpGJjrvKWpySKONTnRy4dfQIU2J/SRPJpG7bFmabNigNu6cPMM5rZyhRgE49/gxVwPk7nU5zczoUbWyrC1eimdf+D72hO9hYfBCFgYvJFxSdyO82i6S47ZhHM2e+FPmTSX2xo1nnzSeVkMrERr1nqpVq7Ju3Tp0dXWZMmUKdnZ2Gq9VIBAIBIL/Eg0aNODNmzc8fPiQoUOHMmnSJGbPng0keqpYWloC8ObNG9XPggULMDc3l7UNGzZM4/wBAQHs27ePbt26qfWdOXOGqKgo2rRpw9q1azN9Dc+ePcPNzY0TJ04we/Zsbt26xaFDh6hVqxa//PJLpudNi3PnzuHh4UHPnj25du0aLVq0oEWLFty+fVvrmLNnz9K1a1d69uzJnTt32Lp1KxcvXqR3794qG19fXzw8PDh58iTnz5/Hzs6O+vXr8+pVck2XWbNmsWjRIpYtW8aFCxcwNTXF3d2d6Oholc327dvp0qUL3bt358aNG5w9e1btQXr37t1ZunSpWhZmwddFuOp9Z6QUTprc6N6FxPPybTw2BrfwzN1e4zw6UbooSBybrW4Zdo4ZKevvMn8quQeN1Tj2gXwJzK0v0Xf9RqLj4mTta7p7qq8t/h0bPqmLsc+5OyiKV+uS5/rjxk84lMwtszl+/Djt27fnw4cPWFtbs2XLFmrVqpXqvAKBQCAQ/FcwNDTExsYGgH79+rFz50727NnD6NGjZa56STaQKKgUCoWsTRtbtmyhVKlSGovbenl50bFjR2rUqMHAgQMZOXKkhhnS5ueff0ahUHDx4kWZy1mxYsXo0aNHpuZMDwsXLqRBgwYMHz4cgClTpnD06FEWL16sFi6RxPnz57G3t2fAgAEAODg40KdPH37//XeVjY+Pj2zMqlWr2L59O8ePH6dr165IksSCBQsYN24czZs3B2DdunXkzp2bXbt20aFDB+Lj4xk4cCCzZ8+mZ8+eqrlcXFxkc9erV4+PHz9y6tQp6tSp8+VviiBdiB2n75j69eurtYV8SqD9mMTkEdpEk+XlXBRcWhIA4zoVWLdpkay/V9tqWkVTdDxMOpV8/KvbJ3qsWacmmn6uWUN9bQkhaYqmY7nCZKLJ6+mvaqJpzpw51K9fnw8fPuDm5saVK1eEaBIIBAKBIBWMjY2JjY3Nsvn8/PwoW7asWvunT5/YunUrnTt3pl69eoSGhuLn55fh+T9+/MihQ4f45ZdfNMbpJO2YacLHxwczM7NUf1Jb0/nz56lbt66szd3dnfPnz2sdU6lSJV68eMGBAweQJImgoCC2bdtGo0aNtI6JjIwkLi6O7NmzA/D06VMCAwNl57awsKBChQqqc1+9epVXr16ho6ODq6srtra2NGzYUG03zMDAgNKlS2fqvRdkHrHj9J2R1pZrq5GJ2721LWdqtbE+nfx06EE+9X7LDZr9ht9GQLlV8raz905jkeJTMrKBO0Vtk59WhUR84kDMPt4p3srsYt4qudoqkogHSqT/X9YwnxaUa1wEUwsjret/8+YNSqWSbt268eeff2KcgaK5AoFAIBB8CTNnziRMSwKkr4W5uTmjRo3K1FhJkjh+/DiHDx/m119/zbI1PX/+XKNw2rRpE0WKFKFYsWIAdOjQAS8vL6pVq5ah+R89eoQkSTg7O2d4bc2aNaNChQqp2mjaKUsiMDCQ3LnlD21z586tMV4riSpVquDj40P79u2Jjo4mPj6epk2bsmTJEq1jRo4cSZ48eVRCKWn+1M795MkTIDEebN68edjb2zN37lxq1qzJgwcPVCIMErMMP3/+XOv5BVmPEE7fGYcPH1a9TkhIkPU9fZ38JKlcthRVaf9PYa9iqtemB+ZxuXx5Wf+vwcGgp59yWOKcKUSTniIaC73kRBUGenosbN8WYwMDAN7HfsAn4v8JH1J4FD6aHs3TOcnrnbC3PeWbOGo8b0p+//13KleuTKtWrUR9JoFAIBD8o4SFhRESEvKtl5Em+/btw8zMjLi4OJRKJR07dkw10UNGiYqKwshI/SHn6tWr6dy5s+q4c+fO1KhRgz/++CNDmfckScr02rJly/aPZ/m7e/cuAwcOZMKECbi7u/PmzRuGDx9O37598fLyUrOfOXMmmzZtwtfXV+P7qA2lMjFr8tixY1WZhL29vcmXLx9bt26lT58+KltjY2MiIyO/8MoEGUEIp++MzzOrpPxD6zk18WlEDr1HGsdWqhXFu3mJoibPviUsKV9K1j/Qsy76Wra+45XqbdWyJecjtzE3Z2brlgDsnPc3Rx+ewmm65i+Cl2tjVaKp67RatBlVBR0d7QLo4MGDLF26lG3btmFgYICenp7qy0IgEAgEgn8Sc3PzH+KctWrVYunSpRgYGJAnTx709LL2ls7a2prg4GBZ2927d/n777+5ePGiLK4pISGBTZs2qRIlmJubExoaqjZnSEiIqsRKkSJFUCgU3L9/P8Nr8/HxkQkITRw8eFDrLpiNjQ1BQUGytqCgoFRjv2bMmEGVKlVUcVElS5bE1NSUatWqMXXqVGxtbVW2c+bMYebMmRw7doySJUvKzpt0rs/tg4KCVNkGk9o/j2kyNDSkYMGCapmFP378SKFChbSuWZD1COH0nWFoaEhMTGJh23r16sn6FIrEVOG9bJupjXMoEsvHnm4ARCXEsKSiXDRVci2E/uLtGs/590ton6Krlrk8S870lolBjOuP7OZD92c4oS6aPu4BsxN2FDAypOkme0rVccDC2kTrtSqVSmbMmMH48eORJIlFixZpze4jEAgEAsE/QWZd5v5pTE1NKVy48Feb39XVlbt378ravLy8qF69upp7mre3N15eXirh5OTkxJUrV9TmvHr1Kk5OTgBkz54dd3d3lixZwoABA9TinEJCQrTGOX2pq16lSpU4fvw4gwYNUrUdPXqUSpUqaR0TGRmpJk51dROzF3++ezZr1iymTZvG4cOH1VwdHRwcsLGx4fjx4yqhFBYWxoULF+jXrx8Abm5uGBoa4u/vr6pZGRcXx7NnzyiQooTM7du3adOmjdY1C7IeIZy+M5JEk62tLQb/d4lLQl9PQR6dMxrHFSkWx5O3hgAcCr6k1l/l55/ATP2JllJSF03Z9ZLzkf9cswYFdC3Z/+cV/GPuo9/jo9ocUfuMGdm5NwpPBagn2tNIWFgYnp6equJ8ffr0yVLfbIFAIBAIBJnH3d2dXr16kZCQgK6uLnFxcfz1119MnjyZ4sWLy2x79erFvHnzuHPnDsWKFWPw4MFUq1aNadOm0apVKxISEti4cSPnz5/nzz//VI1bsmQJVapUoXz58kyePJmSJUsSHx/P0aNHWbp0Kffu3dO4ti911Rs4cCA1atRg7ty5NG7cmE2bNnH58mVWrFihshk9ejSvXr1i3brE0IimTZvSu3dvli5dqnLVGzRoEOXLlydPnjxAYqjBhAkT2LBhA/b29qq4paSEFQqFgkGDBjF16lSKFCmCg4MD48ePJ0+ePKo6Tebm5vTt25eJEydiZ2dHgQIFVGnm27Ztq1rfs2fPePXqlVqSC8HXRQin74gXL5JrJKWM7YmJVdLcojcFjTULp8BRRVFKEjecdOC9vG9Qt3rQc7jamCmnYdU1eVtOvWe4GJ8GoHmOYkwu+Jeqr95HdeHV1bwrVl2sUr2ulPj7+9OiRQvu37+PgYEBS5YsoVevXhmaQyAQCAQCwdejYcOG6OnpcezYMdzd3dmzZw8fPnygZcuWarZFixalaNGieHl5MW/ePCpXrszBgweZPHkyc+fORUdHhxIlSnD8+HGZ6CpYsCBXr15l2rRpDB06lDdv3pAzZ07c3NxYunTpV7u2ypUrs2HDBsaNG8eYMWMoUqQIu3btkq3tzZs3Mte4bt268enTJxYvXszQoUOxtLSkdu3asnTkS5cuJTY2Vm0XaOLEiar4sxEjRhAREcFPP/1ESEgIVatW5dChQ7LwjNmzZ6Onp0eXLl2IioqiQoUKnDhxAiur5PutjRs3Ur9+fbVdKMHXRSF9SXTeD0hYWBgWFhaEhoZ+Ez/m1Jg8ebLs6cSsWbNUfYf2bEFxR3NNgzpNI3herzI7A8+p9Q3r6Q6r1AvkBkVA+VVqzSoXvfe9AyABbD30yVFTD9u28oQSxS5Woq57efUJ0uDo0aO0bt2aT58+kTdvXrZv357mdrtAIBAIBFlNdHQ0T58+xcHBIUPB+/8llixZwp49e2SJqwTfntjYWIoUKcKGDRuoUqXKt17OD0Fqf+8Z0QZix+k74vM0mEmF0ZII81+KhYYxBQrFoacHl4IfqvV1b10FqjXQeK4uO2KBZFfA7HovcTY6T+jCt8TdSKxerWmHKYnMiCaA/Pnzo1AoqFatGlu3blVLySkQCAQCgeD7oE+fPoSEhPDp06d/PIudQDsBAQGMGTNGiKZvgBBO3wlJsU1JpAxQ1FPI+wHy5I/DuWRi9rqXMe9kfYO61UNPVwfa9FQbt+fGffw/JtdNcDC8Rq4jfnzaEwr/z4Ceq7n2j0Y/y36pX0wK4uPjVQGVTk5OnDp1imLFiqGvrzktukAgEAgEgm+Pnp4eY8eO/dbLEKSgcOHCXzUxiEA7Qjh9J5w4cUJ2rKOjIzs2jbspO7a1i6eEW6Jo+njFCIhW9XVvXQW98tWh3zi184RHxzHslLwqruXiY0TeicbMRYfcLfSxqqyLVWX5R6NDtg6Y6ZhhqqNe3Ts17ty5Q5s2bViyZAm1a9cGUGWSEQgEAoFAIBAIfhSEcPpOePkyOZNdyqcIh6+uVrOPS64ty+bByaKpaCFbcliaaRRNnXZInHmhDyTv9GR/84D4O9GU3mRMzvqad4A8zT2x1LVM55Uks23bNrp160ZERAQjRozg0qVLoqCtQCAQCAQCgeCHRCdtE8E/wbVryentmjRponp99f1DODxAzT6PXTwAse91ifjMS69scXso6iqzDY+FJquiOPNCXbTk3XaQBm9yaBVNLgYuGRZNCQkJjBo1irZt2xIREUHt2rU5ePCgEE0CgUAgEAgEgh8WseP0HRAdHS07Tqoa/S7yI+c3NkOTF6t17sRgpEXVE2Ttua3NoUNyNe1zL8BjB4CxzK5onuvUzH0e40uQQJysz83QDVs9W+z17dFV6GboWj58+EDHjh05cuQIAEOHDmXmzJlZXtFcIBAIBAKBQCD4JxF3s98Bn7vpAarMNRcWOVBYSlCzz2Ubj74BhL0GPksm39q9DEzzgtyJ1bLXnvubCZcqqo2vkXszbnUD1doB+lj0wUgnc2lZ3717R/ny5Xn27BkmJiZ4eXnRoUOHTM0lEAgEAoFAIBB8Twjh9B2wenVyDFP27NkBWHJnl0bRBFC6QmKGvbt7ktua1ymNQ76ckDsvZx89ZqXfGV7GOMvGmel8oITJSdzc1UVTXr28NDNrhoHCQK0vvVhbW1O1alV0dHTYuXMnJUuWzPRcAoFAIBAIBALB94QQTt8BJiYmhISEANC0aVNehL/j5jVvjS56hZxjSQoVev534r/9PGpiamLI9f7TWOCdWMBWKSl4GCMvLFvn0l4Ge9VgT/grVZuLgQs1TWqir8hcavC4uDhiYmIwMzNDoVCwfPlyoqOjVQJQIBAIBAKBQCD4NyCSQ3wHfF7B+HXueDr6zqDVi+NqdtXdIylcNDke6cUF6NSsIqYmhgSM+YMF126r+k596iobW+T35bRZVpA94Xtk7XVN6mZaNL19+5Z69erRsWNHlEolkCgChWgSCAQCgUDwPfHhwwdy5crFs2fPvvVSBJ9x9+5d8uXLR0RExLdeSroQwuk74+Tr61r7jE2SA5qW1YCf2lfHNqcFWFgx2e9vVZ9fmDyuyPhjMOP8nbgWc03W3sqsVaYz3V26dAk3NzdOnTrFyZMnuX//fqbmEQgEAoFAkDG6deuGQqFAoVCgr6+Pg4MDI0aMUEs29SUoFAqMjIx4/vy5rL1FixZ069Yt3fP4+vqiUChUnjWpsWPHDurXr0+OHDlQKBRcv35dzSYwMJAuXbpgY2ODqakpZcqUYfv27WnOPW3aNJo3b469vb1an7u7O7q6uly6dEmtr2bNmgwaNEitfc2aNVhaWsrawsLCGDt2LM7OzhgZGWFjY0PdunXZsWMHkiSpzZFV+Pr6UqZMGQwNDSlcuDBr1qxJ1X7SpEmqz8/nP6ammmt1btq0CYVCQYsWLdT67t27R7NmzbCwsMDU1JRy5coREBCg6u/Tpw+FChXC2NiYnDlz0rx5c9k9o4uLCxUrVmTevHmZuvZ/GiGcvgOePHmieq2no4tCUqrZ5MmfvNO00A16N66HuVlipjxl+drEK5XEKg05GeZJPIYq29JON+g3aB034m/I5mtl1go7fbtMrdfb25tq1arx8uVLHB0duXDhAi4uLpmaSyAQCAQCQcZp0KABb9684cmTJ8yfP5/ly5czceLELD2HQqFgwoQJWTpnakRERFC1alV+//13rTZdu3bF39+fPXv2cOvWLVq1akW7du1kZV1SEhkZiZeXFz179lTrCwgI4Ny5c/Tv318Wc55RQkJCqFy5MuvWrWP06NFcvXqV06dP0759e0aMGEFoaGim506Np0+f0rhxY2rVqsX169cZNGgQvXr14vDhw1rHDBs2jDdv3sh+XFxcaNu2rZrts2fPGDZsGNWqVVPre/z4MVWrVsXZ2RlfX19u3rzJ+PHjZZ5Ubm5ueHt7c+/ePQ4fPowkSdSvX5+EhOQ4/u7du7N06VLi4+O/8N34+gjh9I3R9AQif4R68obceRL48ATmlYC6ZYujq5P4q/toZEqvqEShdDequmxMFdez1K7gqzZXA9MGmRJNsbGx/PLLL/To0YOYmBiaNWvGxYsXhWgSCAQCgeAfxtDQEBsbG+zs7GjRogV169bl6NGjqn6lUsmMGTNwcHDA2NiYUqVKsW3bNlV/cHAwnTp1ImfOnBgbG1OkSBG8vb1l5+jfvz/r16/n9u3baCO18zx79oxatWoBYGVlhUKhSHW3qkuXLkyYMIG6detqtTl37hy//vor5cuXp2DBgowbNw5LS0uuXLmidcyBAwcwNDSkYkX1TMPe3t40adKEfv36sXHjRqKiorTOkxpjxozh2bNnXLhwAU9PT1xcXHB0dKR3795cv34dMzOzTM2bFsuWLcPBwYG5c+dStGhR+vfvT5s2bZg/f77WMWZmZtjY2Kh+goKCuHv3rpqwTEhIoFOnTvz2228ULFhQbZ6xY8fSqFEjZs2ahaurK4UKFaJZs2bkypVLZfPTTz9RvXp17O3tKVOmDFOnTuXFixcyl8l69erx8eNHTp069eVvyFdGJIf4zlBKEl2e7lNrv/pnArf//31XrEhiuvHxpRrwwswKJIl4SY/ghDwAKBRK3CsfxaWQuvtcD4seZNPJlqm1de3alc2bN6NQKPjtt98YO3YsOjpCewsEAoHgX8SzshCvuWTHV0PPBuwvZ3r47du3OXfuHAUKFFC1zZgxg/Xr17Ns2TKKFCnC6dOn6dy5Mzlz5qRGjRqMHz+eu3fvcvDgQaytrXn06JGaaKhSpQoPHjxg1KhR7Nunfm+S1nmqVq3K9u3bad26Nf7+/pibm2NsbKxxnvRSuXJlNm/eTOPGjbG0tGTLli1ER0dTs2ZNrWP8/Pxwc3NTa5ckCW9vb5YsWYKzszOFCxdm27ZtdOnSJUNrUiqVbNq0iU6dOpEnTx61/tREk5+fHw0bNkx1/uXLl9OpUyeNfefPn1cTmu7u7hrdC7WxatUqHB0d1XaVJk+eTK5cuejZsyd+fn6yPqVSyf79+xkxYgTu7u5cu3YNBwcHRo8erdGlDxJ3FL29vXFwcMDOLvkBvoGBAaVLl8bPz486deqke93fAiGcviMK2Nvj9+aqxr77//++alSjBM8+mnD1rRUvqlgB8CkhO5cjmgJgahxOn7ZeauO7mHchu+6XJW0YOnQovr6+eHl50bhx4y+aSyAQCASC75L4QIh/lbbdN2bfvn2YmZkRHx9PTEwMOjo6LF68GICYmBimT5/OsWPHqFSpEgAFCxbkzJkzLF++nBo1ahAQEICrqytly5YF0Bj7A4nCqGTJkvj5+andWKfnPEkJo3LlyqUWE5QZtmzZQvv27cmRIwd6enqYmJiwc+dOChfWlIs4kefPn2sUNMeOHSMyMhJ3d3cAOnfujJeXV4aF0/v37wkODsbZ2Tlt4xSULVtWYyzX5+TOnVtrX2BgoFp/7ty5CQsLIyoqKk2hGh0djY+PD6NGjZK1nzlzBi8vL61re/v2LeHh4cycOZOpU6fy+++/c+jQIVq1asXJkyepUaOGyvbPP/9kxIgRRERE4OTkxNGjRzEwkJe/yZMnj1o83feIEE7fEe9jQmkZoJ5NzyZvPLeiIV9uKz7pF2XEzuJYr84PgCShEk2VSv1NpVIX1MY3MG2QKdEkSRKPHj2iSJEiAJQrV46nT59+8dMigUAgEAi+W/Rsfohz1qpVi6VLlxIREcH8+fPR09OjdevWADx69IjIyEjq1asnGxMbG4urqysA/fr1o3Xr1ly9epX69evTokULKleurHYeFxcXunbtyqhRozh79qysLz3n0YSPjw99+vRRHR88eFBjDI0mxo8fT0hICMeOHcPa2ppdu3bRrl07/Pz8KFGihMYxUVFRsribJFavXk379u3R00u8Hfbw8GD48OE8fvyYQoUKpWs9oDnsIr0YGxunKvq+Njt37uTTp094enqq2j59+kSXLl1YuXIl1tbWGsclZVNu3rw5gwcPBqB06dKcO3eOZcuWyYRTp06dqFevHm/evGHOnDm0a9eOs2fPyn4nxsbGREZGfo1LzFKEcPqOCIt+TT69t2rtJcvFcBSoV6sqnpuKk+3X5A9xuDJREJVyuqFRNP1i+Qt6ioz/mqOjo+nfvz8+Pj6cPXuWMmXKAAjRJBAIBIJ/N1/gMvdPYmpqqrrhXr16NaVKlVIlQAgPDwdg//795M2bVzbO0DAxLrphw4Y8f/6cAwcOcPToUerUqcMvv/zCnDlz1M7122+/4ejoyK5du2Tt6TmPJpo1a0aFCsm1JlOO1cbjx49ZvHgxt2/fplixYgCUKlUKPz8/lixZwrJlyzSOs7a2Jjg4WNb28eNHdu7cSVxcHEuXLlW1JyQksHr1aqZNmwaAubm5xsQOISEhWFhYAJAzZ04sLS0zlWH4S131kmKUPicoKCjdbpGrVq2iSZMmsl2rx48f8+zZM5o2bapqSxJKenp6+Pv7Y2dnh56enlqce9GiRTlz5oyszcLCAgsLC4oUKULFihWxsrJi586deHh4qGw+fvyYIbH6rRDC6TuildlWje2PT0IBxwp4bioHumDoaqLqi1Emvq6TIglEOaNyVDZWf3KUHl6+fEnr1q25ePEiOjo6XLp0SSWcBAKBQCAQfF/o6OgwZswYhgwZQseOHXFxccHQ0JCAgADZk/+U5MyZE09PTzw9PalWrRrDhw/XKJzs7Ozo378/Y8aMkd3cpuc8SS5Zn2dRy5YtG9myZTzeOmlHImV8ta6ururGXhOurq6sX79e1ubj40O+fPnUxOCRI0eYO3cukydPRldXFycnJ44cOaI259WrV3F0dFStp0OHDvz1119MnDhRzS0wPDwcIyMj1c7W53ypq16lSpU4cOCArO3o0aMq18nUePr0KSdPnmTPHnmNT2dnZ27duiVrGzduHJ8+fWLhwoXY2dlhYGBAuXLl8Pf3l9k9ePBAFmuXEkmSkCSJmJgYWfvt27dp06ZNmmv+1gjh9I1JygKjq4jT2F+pdhRdq00gPk4PnRy6ZJ+d/FRGKSm4FVWHrk3lXwadzTuTQzdHptZz+vRp2rZty9u3b8mePTubNm1S24IXCAQCgUDwfdG2bVuGDx/OkiVLGDZsGMOGDWPw4MEolUqqVq1KaGgoZ8+exdzcHE9PTyZMmICbmxvFihUjJiaGffv2UbRoUa3zjx49mpUrV/L06VPat28PJAqgtM5ToEABFAoF+/bto1GjRhgbG2tNlvDx40cCAgJ4/fo1gOqmPCn7W1IChz59+jBnzhxy5MjBrl27OHr0qNbkFZCYLGH06NEEBwdjZZUYH+7l5UWbNm0oXry4zNbOzo7Ro0dz6NAhGjduTL9+/Vi8eDEDBgygV69eGBoasn//fjZu3MjevXtV46ZNm4avry8VKlRg2rRplC1bFn19ffz8/JgxYwaXLl3SGOP1pa56ffv2ZfHixYwYMYIePXpw4sQJtmzZwv79+1U2ixcvZufOnRw/Lg8HWb16Nba2tmo7XkZGRmrvS9LaP28fPnw47du3p3r16tSqVYtDhw6xd+9efH19gcRyO5s3b6Z+/frkzJmTly9fMnPmTIyNjWnUqJFqnmfPnvHq1atUsyl+L4iUaN+Yd+/eAWCgE6Ox//Ede+Lj9EBfIRNNAP4G9RnSdSHWVh9UbbroZko0SZLEH3/8QZ06dXj79i2lSpXi8uXLQjQJBAKBQPADoKenR//+/Zk1axYRERFMmTKF8ePHM2PGDIoWLUqDBg3Yv38/Dg4OQOJO0OjRoylZsiTVq1dHV1eXTZs2aZ0/e/bsjBw5Uq3IblrnyZs3L7/99hujRo0id+7c9O/fX+s59uzZg6urqyoBVYcOHXB1dVW54Onr63PgwAFy5sxJ06ZNKVmyJOvWrWPt2rWyG/GUlChRgjJlyrBlyxYg8aH1jRs3VDFhn2NhYUGdOnXw8kpMtFWwYEFOnz7N/fv3qVu3LhUqVGDLli1s3bqVBg0ayN6fv//+m86dOzN16lRcXV2pVq0aGzduZPbs2Sq3vqzGwcGB/fv3c/ToUUqVKsXcuXNZtWqVKuEFJCavePz4sWycUqlkzZo1dOvWDV1d3Uydu2XLlixbtoxZs2ZRokQJVq1axfbt26latSqQKMD8/Pxo1KgRhQsXpn379mTLlo1z587JUpZv3LiR+vXrp7pT9b2gkL5mKePvkLCwMCwsLAgNDcXc3PxbL4dDhw6xZ88ejHXDqZ9nh6yvVqMIWrtOQtLRwXplflV7PtdochbQXB28t0VvTHRMNPalxvbt21VbpJ06dWLFihWYmGR8HoFAIBAIfgSio6N5+vQpDg4OGhMHCP5d7N+/n+HDh3P79m1RSuU7IjY2liJFirBhwwaqVKny1c6T2t97RrSBcNX7TqiaS73C873rdkhSsmiSJMhRVKFVNLUya5Up0QTQokULmjVrRq1atRg4cCAKhSJT8wgEAoFAIBB8bzRu3JiHDx/y6tUrWQ0hwbclICCAMWPGfFXRlJUI4fSNSdrwM9GLUOvzntcQ69X5UUoKbkbWJTghD0OcF6rZ1TFsQnGTjGciOXfuHGXKlMHIyAhdXV127dolBJNAIBAIBIJ/JRkpCiv4ZyhcuPA3TceeUcRe5Tfm/PnzgGZvyVBPVyQJTn3qSnBCHsoUlRfHXb61JwOtBmZYNEmSxJw5c6hWrRo///yzSrwJ0SQQCAQCgUAgEGhGCKdvTK5cudDTkFGvVLlo4iyzcTY8MXNN7hxB1CznJ7M52kFzVprUiIiIUBV4S0rd+XmKUIFAIBAIBAKBQKCOcNX7DrA2ClRruxjXCL9PndDViWdIF3X3vCamTchrkLHzPH78mJYtW3Lr1i309PRYtGgRffv2FTtNAoFAIBAIBAJBGgjh9B1QwdpXrc3AQEKhUDKw8xK1PndTdwoZZMw979ChQ3h4eBASEoKNjQ1bt25VpYsUCAQCgUAgEAgEqSOE0zfGOP6JxvaTIc3IYflBrb2paVMKGhTM0DnCw8Pp2rUrISEhVKpUiW3btqlVtRYIBAKBQCAQCATaEcLpG5MvaoVam22+eO6EuVK+1GVZ+6+Wv6KjyHhYmpmZGT4+PuzYsYMFCxZgaGiY6fUKBAKBQCAQCAT/RYRw+oZEhTzX2F64aCxFjF5gnzdA1VZIv1CGRJO/vz+vXr2idu3aANSrV4969ep92YIFAoFAIBAIBIL/KCKr3jfk1uHBam158sdxS7e6TDQB1DSpme559+zZQ/ny5WnVqhUPHz780mUKBAKBQCAQfDHPnj1DoVBw/fp1rTa+vr4oFApCQkK++HzVq1dnw4YNXzyPIGvp0KEDc+fO/dbLyBRCOH1D3oa9UWsr4RaLjYU8y15X866Y6aSdelypVDJhwgSaN29OWFgYJUuWxNzcPMvWKxAIBAKB4NvTrVs3FAqF2k+DBg2+9dK+G/bs2UNQUBAdOnRQ65sxYwa6urrMnj1brW/SpEmULl1arV2T6JMkiRUrVlChQgXMzMywtLSkbNmyLFiwgMjIyKy8HBkBAQE0btwYExMTcuXKxfDhw4mPj09z3P79+6lQoQLGxsZYWVnRokWLDM/r4+NDqVKlMDExwdbWlh49evDhgzwmf8GCBTg5OWFsbIydnR2DBw8mOjpa1T9u3DimTZtGaGho5t+Eb4Rw1fuG6L6/o7H9iWFx1esaxjWw0rVKc66QkBA6d+7M/v37ARgwYABz5sxBX18/axYrEAgEAsG/GElSEhelnpTpn0LfOAeKDLjkN2jQAG9vb1mbiGFOZtGiRXTv3h0dHfX3dPXq1YwYMYLVq1czfPjwTJ+jS5cu7Nixg3HjxrF48WJy5szJjRs3WLBgAfb29mrCJCtISEigcePG2NjYcO7cOd68eUPXrl3R19dn+vTpWsdt376d3r17M336dGrXrk18fDy3b9/O0Lxnz56la9euzJ8/n6ZNm/Lq1Sv69u1L79692bFjBwAbNmxg1KhRrF69msqVK/PgwQOV0J83bx4AxYsXp1ChQqxfv55ffvkly9+jr4kQTt8QHZSyY/vCiYVwJRLrKvW17IuhIu0vwdu3b9OyZUsePXqEkZERK1asoEuXLlm/YIFAIBAI/qXERX3g5EKHb3b+WgOfYmCSM932hoaG2NjYaO1XKBSsXLmS/fv3c/jwYfLmzcvcuXNp1qwZAMHBwfTv358jR44QHh5Ovnz5GDNmDN27dwfgxYsXDB06lCNHjqCjo0O1atVYuHAh9vb2QOKuV0hICOXLl2fhwoXExMQwZMgQxowZw+jRo/Hy8sLExIQpU6ao5kzi/v37/Pzzz1y9epXChQuzZMkSatSoofVazpw5w+jRo7l8+TLW1ta0bNmSGTNmYGpqqtH+3bt3nDhxgoUL1etgnjp1iqioKCZPnsy6des4d+4clStXTvW91sSWLVvw8fFh165dNG/eXNVub29Ps2bNCAsLy/Cc6eHIkSPcvXuXY8eOkTt3bkqXLs2UKVMYOXIkkyZNwsBAvchnfHw8AwcOZPbs2fTs2VPV7uLikqF5z58/j729PQMGDADAwcGBPn368Pvvv6vmOXfuHFWqVKFjx46q98PDw4MLFy7I1tS0aVM2bdr0wwkn4ar3DQlXZpMdx8Um/nvHuCIlDUumSzQBrFy5kkePHpE/f37Onj0rRJNAIBAIBAJ+++032rVrx82bN2nUqBGdOnXi48ePAIwfP567d+9y8OBB7t27x9KlS7G2tgYgLi4Od3d3smXLhp+fH2fPnsXMzIwGDRoQGxurmv/EiRO8fv2a06dPM2/ePCZOnEiTJk2wsrLiwoUL9O3blz59+vDy5UvZuoYPH87QoUO5du0alSpVomnTpmruXkk8fvyYBg0a0Lp1a27evMnmzZs5c+YM/fv313rdZ86cwcTEhKJFi6r1eXl54eHhgb6+Ph4eHnh5eWX4fYVElzUnJyeZaEpCoVBgYWGhdayZmVmqP3379tU69vz585QoUYLcuXOr2tzd3QkLC+POHc2eTFevXuXVq1fo6Ojg6uqKra0tDRs2lO04pWfeSpUq8eLFCw4cOIAkSQQFBbFt2zYaNWqkGlO5cmWuXLnCxYsXAXjy5AkHDhyQ2QCUL1+eixcvEhMTo/Vav0fEjtN3RK48CbzSL4hSoUcpw1LpHjdr1iz09PQYPXq06ktPIBAIBALBv5d9+/ZhZiaPfx4zZgxjxoxRHXfr1g0PDw8Apk+fzqJFi7h48SINGjQgICAAV1dXypYtC6DaSQLYvHkzSqWSVatWoVAkesF4e3tjaWmJr68v9evXByB79uwsWrQIHR0dnJycmDVrFpGRkao1jB49mpkzZ3LmzBlZrFH//v1p3bo1AEuXLuXQoUN4eXkxYsQIteucMWMGnTp1YtCgQQAUKVKERYsWUaNGDZYuXYqRkZHamOfPn5M7d241N72wsDC2bdvG+fPnAejcubNqJy3le5kWDx8+xMnJKUNjkkgtOQaQanx6YGCgTNwAquPAwEBNQ3jyJLFm6KRJk5g3bx729vbMnTuXmjVr8uDBA7Jnz56ueatUqYKPjw/t27cnOjqa+Ph4mjZtypIlS1RjOnbsyPv376latSqSJBEfH0/fvn1ln0uAPHnyEBsbS2BgIAUKFEj1/fieEDtO3xAznU+y4/9/N9Hfsj/ZdbNrHffhwwfGjRunCtgzNDRk7ty5QjQJBAKBQPAfoVatWly/fl32k3KnomTJkqrXpqammJub8/btWwD69evHpk2bKF26NCNGjODcuXMq2xs3bvDo0SOyZcum2gXJnj070dHRPH78WGVXrFgxmTjJnTs3JUqUUB3r6uqSI0cO1TmTqFSpkuq1np4eZcuW5d69exqv88aNG6xZs0a2I+Pu7o5SqeTp06cax0RFRWkUVBs3bqRQoUKUKpX4cLp06dIUKFCAzZs3a5wnNSRJyvCYJAoXLpzqT65cuTI9tyaUysTQkLFjx9K6dWvc3Nzw9vZGoVCwdevWdM9z9+5dBg4cyIQJE7hy5QqHDh3i2bNnss+dr68v06dP588//+Tq1avs2LGD/fv3M2XKFNlcxsbGAF81icbXQOw4fSOUCXEa23Pr50dXoat13PXr12nZsiXPnj1DkiSmTZv2tZYoEAgEAsF/Bn3jHNQaqPlG/J86f0YwNTWlcOHCqc+ZIkGUQqFQ3UQ3bNiQ58+fc+DAAY4ePUqdOnX45ZdfmDNnDuHh4bi5ueHj46M2Z86cyXFYmuZP7ZyZITw8nD59+qjiaj4nf/78GsdYW1sTHBys1u7l5cWdO3fQ00u+/VUqlaxevVoV+2Nubq4x21tSevQkFzxHR0fu37+f4esB0tzd6ty5M8uWLdPYZ2Njo3KDSyIoKEjVpwlbW1tAHtNkaGhIwYIFCQgISPe8M2bMoEqVKqqEGiVLlsTU1JRq1aoxdepUbG1tGT9+PF26dKFXr14AlChRgoiICH766SfGjh2rEtpJLqOff55+BIRw+ka8e3xIrU1PT0LPRHuRWh8fH3r37k1UVBQFCxakffv2X3OJAoFAIBD8Z1AodDKUnOHfQM6cOfH09MTT05Nq1aoxfPhw5syZQ5kyZdi8eTO5cuX6KmVN/v77b6pXrw4kJi64cuWK1pilMmXKcPfu3TRF4ue4uroSGBhIcHAwVlaJmYlv3brF5cuX8fX1JXv2ZK+ejx8/UrNmTe7fv4+zszNOTk68fPmSoKAgmeva1atXMTIyUom1jh070qFDB3bv3q0W5yRJEmFhYVrjnL7EVa9SpUpMmzaNt2/fqnamjh49irm5uUwYfY6bmxuGhob4+/tTtWpVIDGO7dmzZyo3ufTMGxkZKROdkLirmHTNSTYpXSRT2kBiYrN8+fL9cN5SwlXvGxEV8lytzTKHEqQotfa4uDgGDx5M586diYqKokGDBly6dEm2BS8QCAQCgeC/Q0xMDIGBgbKf9+/fp3v8hAkT2L17N48ePeLOnTvs27dPlUyhU6dOWFtb07x5c/z8/Hj69Cm+vr4MGDBALdFDZliyZAk7d+7k/v37/PLLLwQHB9OjRw+NtiNHjuTcuXP079+f69ev8/DhQ3bv3p1qcghXV1esra05e/asqs3Ly4vy5ctTvXp1ihcvrvqpXr065cqVUyWJcHd3x8nJCQ8PD86dO8eTJ0/Ytm0b48aNY+DAgSoR0K5dO9q3b4+HhwfTp0/n8uXLPH/+nH379lG3bl1OnjypdX1f4qpXv359XFxc6NKlCzdu3ODw4cOMGzeOX375RZWO/uLFizg7O/Pq1SsgUYj17duXiRMncuTIEfz9/enXrx8Abdu2Tfe8TZs2ZceOHSxdupQnT55w9uxZBgwYQPny5cmTJ4/KZunSpWzatImnT59y9OhRxo8fT9OmTVXvHYCfn58qVu6HQvqPERoaKgFSaGjoN13HpY3NpEPTTWU/0j0kKfyozC4oKEiqUaOGBEiANGbMGCk+Pv4brVogEAgEgn8HUVFR0t27d6WoqKhvvZQM4+npqbov+PzHyclJZQNIO3fulI2zsLCQvL29JUmSpClTpkhFixaVjI2NpezZs0vNmzeXnjx5orJ98+aN1LVrV8na2loyNDSUChYsKPXu3Vt1/+Tp6Sk1b95cNn+NGjWkgQMHytoKFCggzZ8/X5IkSXr69KkESBs2bJDKly8vGRgYSC4uLtKJEydU9idPnpQAKTg4WNV28eJFqV69epKZmZlkamoqlSxZUpo2bVqq79GIESOkDh06SJIkSTExMVKOHDmkWbNmabT9/fffpVy5ckmxsbGSJEnSq1evJE9PTyl//vySsbGx5OLi8r/27jsqiuv9H/h7dylLVyQICMYKNkRBJFg+NhIwFoixo0GDXTQR60cTsUSsYDS2GAWMIQKaWE4woBiJiAaNikoEbGCJ7aMmoBQpe79/+GN/WWlZFBbl/Tpnzsneee7sM+OV8Hhn7ogVK1Yo95coLi4WmzdvFs7OzkJfX18YGxsLJycnsW7dOpGbm1thfi8jMzNT9O3bV+jp6QkzMzMxc+ZMUVhYqNxfcg0zMjKUbQUFBWLmzJnC3NxcGBkZCTc3N5GSkqLWcYUQYv369aJNmzZCT09PWFpaCm9vb3H79m3l/sLCQrFo0SLRvHlzIZfLhY2NjZgyZYrKn2deXp4wMTERJ0+efLUXpgIV/X1XpzaQCPEST7e9hkqmTrOysqpl+vnfuhTrj1tnt6q0uX+QA7z9G6Dnomy7ePEi3nnnHUilUuzYsQODBg2q6VSJiIjeOPn5+cjIyEDTpk3LXEiAXm/37t1D27Ztcfbs2ddq1ba6YPPmzdi7dy8OHTpUY99Z0d93dWoDPuNUS7zV8PkKeZB3Umm3t7dHZGQkmjVrVu69q0RERET0/1lYWGD79u24efMmC6daRltbG1999ZWm06gSFk61hFxfoNg6BsWFxZg1awaGDx+ufJN1//79NZwdERER0evFy8tL0ylQGUpW3HsdsXCqRR48aY8hQ3ojMTERP/zwA65cuQJ9fX1Np0VEREREVOfVilX1Nm7ciCZNmkAul8PFxaXUOvIv2r17N1q1agW5XA57e3scPHiwhjKtPsevtISTkxMSExNhYmKCrVu3smgiIiIiIqolNF44RUZGwt/fHwEBATh79iwcHBzg7u5e6i3TJU6cOIERI0bA19cX586dg5eXF7y8vJCSklLDmb8aQghEJxVi6pJU3L17F23atMHp06fRr18/TadGRERERET/j8YLp+DgYIwfPx5jx45FmzZtsGXLFujr6yMkJKTM+HXr1sHDwwOzZ89G69atsXTpUjg6OmLDhg01nPnLKyoW+HJvAb7aX4CiIgUGDx6MpKQktGzZUtOpERERERHRP2i0cCooKMCZM2fg5uambJNKpXBzc8PJkyfL7HPy5EmVeOD5y8rKi3/27Bmys7NVttpCJgVy8gSkEmDG2C6IioqCoaGhptMiIiIiIqIXaLRwevjwIYqLi9GwYUOV9oYNG+LevXtl9rl3755a8cuXL4eJiYlys7GxeTXJvwISiQT+g3Wx3FeOcUM7QSKRaDolIiIiIiIqg8Zv1atu//3vf5GVlaXcbt26pemUAABy40Yo0rGGtpE12rZqDLmxtaZTIiIiIiKicmh0OXIzMzPIZDLcv39fpf3+/fuwsLAos4+FhYVa8bq6utDV1X01Cb9CzVxnopnrTE2nQURERKQWiUSCvXv3auQ9SY8ePULr1q1x6tQpNGnSpMa//3Uzb9485OTkvLYvnK1tNDrjpKOjAycnJxw5ckTZplAocOTIEbi6upbZx9XVVSUeAA4fPlxuPBEREdGbZMyYMZBIJJBIJNDW1kbTpk0xZ84c5Ofnazq1ards2TJ4enqWWTS5u7tDJpPh9OnTpfb17NkTn376aan2sLAw1KtXT6UtOzsbCxYsUL76xsLCAm5ubvjxxx8hhHhFZ1JafHw8HB0doaurixYtWiAsLKzC+MzMTOU4+Of222+/KWNmzZqFHTt24Pr169WWd12i8Rfg+vv7w8fHB506dULnzp3x5ZdfIicnB2PHjgUAfPTRR2jUqBGWL18OAPjkk0/Qo0cPBAUFoV+/foiIiMDvv/+OrVu3avI0iIiIiGqMh4cHQkNDUVhYiDNnzsDHxwcSiQQrV67UdGrVJjc3F9u3b0dsbGypfTdv3sSJEyfg5+eHkJAQODs7V+k7/v77b3Tr1g1ZWVn44osv4OzsDC0tLfz666+YM2cOevfuXarQehUyMjLQr18/TJo0CeHh4Thy5AjGjRsHS0tLuLu7V9g3Li4Obdu2VX5u0KCB8r/NzMzg7u6OzZs3Y/Xq1a8877pG4884DRs2DGvWrMHChQvRoUMHJCcnIyYmRrkAxM2bN3H37l1lfJcuXfD9999j69atcHBwwJ49e7Bv3z60a9dOU6dAREREb5CcnJxytxdndSqKzcvLqzS2qnR1dWFhYQEbGxt4eXnBzc0Nhw8fVu5/9OgRRowYgUaNGkFfXx/29vbYtWuXyjF69uyJ6dOnY86cOTA1NYWFhQUWLVqkEnPlyhX85z//gVwuR5s2bVS+o8TFixfRu3dv6OnpoUGDBpgwYQKePn2q3D9mzBh4eXkhMDAQDRs2RL169bBkyRIUFRVh9uzZMDU1hbW1NUJDQys854MHD0JXVxfvvPNOqX2hoaHo378/Jk+ejF27dpW69v/W/PnzkZmZiaSkJPj4+KBNmzawtbXF+PHjkZycXG2rH2/ZsgVNmzZFUFAQWrduDT8/PwwePBhr166ttG+DBg1gYWGh3LS1tVX2DxgwABEREdWSd12j8cIJAPz8/HDjxg08e/YMSUlJcHFxUe6Lj48vNVU5ZMgQpKen49mzZ0hJScH7779fwxkTERHRm8rQ0LDc7cMPP1SJNTc3Lze2b9++KrFNmjQpFfMqpKSk4MSJE9DR0VG25efnw8nJCdHR0UhJScGECRMwevRonDp1SqXvjh07YGBggKSkJKxatQpLlixRFkcKhQKDBg2Cjo4OkpKSsGXLFsydO1elf05ODtzd3VG/fn2cPn0au3fvRlxcHPz8/FTifvnlF9y5cwfHjh1DcHAwAgIC0L9/f9SvXx9JSUmYNGkSJk6ciNu3b5d7ngkJCXBycirVLoRAaGgoRo0ahVatWqFFixbYs2eP2tdRoVAgIiIC3t7esLKyKrXf0NAQWlpl36yVkJBQ4bgxNDREeHh4ud+t7ut2/mngwIEwNzdHt27dcODAgVL7O3fujNu3byMzM7PSY1HFNH6rHhERERGp56effoKhoSGKiorw7NkzSKVSbNiwQbm/UaNGmDVrlvLztGnTEBsbi6ioKHTu3FnZ3r59ewQEBAAAWrZsiQ0bNuDIkSN49913ERcXh7S0NMTGxioLicDAQJWC8Pvvv0d+fj6+/fZbGBgYAAA2bNiAAQMGYOXKlco7iExNTbF+/XpIpVLY2dlh1apVyM3Nxfz58wE8XwV5xYoVOH78OIYPH17mOd+4caPMgiYuLg65ubnKW9pGjRqF7du3Y/To0Wpd04cPH+Kvv/5Cq1at1OoHAJ06dUJycnKFMS++TuefynvdTnZ2NvLy8qCnp1eqj6GhIYKCgtC1a1dIpVL88MMP8PLywr59+zBw4EBlXMk1u3HjBhfUeEksnIiIiIj+4Z+3mb1IJpOpfH7w4EG5sVKp6o09r/Jf/Hv16oXNmzcjJycHa9euhZaWlspsWHFxMQIDAxEVFYU///wTBQUFePbsGfT19VWO0759e5XPlpaWynNKTU2FjY2NSrHy4mJcqampcHBwUBZNANC1a1coFAqkp6cri4G2bduqXI+GDRuqPGYhk8nQoEGDCq9nXl4e5HJ5qfaQkBAMGzZMORs0YsQIzJ49G9euXUPz5s3LPd6LXmbhBz09PbRo0aLK/avCzMwM/v7+ys/Ozs64c+cOVq9erVI4lRRdubm5NZrfm6hW3KpHREREVFsYGBiUu734i3tFsS/OEpQV8zI5tmjRAg4ODggJCUFSUhK2b9+u3L969WqsW7cOc+fOxdGjR5GcnAx3d3cUFBSoHOfF52EkEgkUCkWV8ypPWd+j7nebmZnhr7/+Uml7/Pgx9u7di02bNkFLSwtaWlpo1KgRioqKEBISoowzNjZGVlZWqWP+/fffMDExAQC89dZbqFevHtLS0tQ+v5e9Va+81+0YGxuXOdtUHhcXF1y9elWl7fHjxwCenx+9HM44EREREb3GpFIp5s+fD39/f4wcORJ6enpITEyEp6cnRo0aBeD58zuXL19GmzZt/vVxW7dujVu3buHu3buwtLQEAJWlrktiwsLCkJOToywEExMTlbfkvUodO3bEd999p9IWHh4Oa2tr7Nu3T6X90KFDCAoKwpIlSyCTyWBnZ4dDhw6VOubZs2dha2sL4Pl1HD58OHbu3ImAgIBStwU+ffoUcrm8zOecXvZWPVdXVxw8eFClrSqv20lOTlb+WZVISUmBtra2ysp7VDWccSIiIiJ6zQ0ZMgQymQwbN24E8Px5pcOHD+PEiRNITU3FxIkTS81oVMbNzQ22trbw8fHB+fPnkZCQgAULFqjEeHt7Qy6Xw8fHBykpKTh69CimTZuG0aNHV1goVIW7uzv++OMPlVmn7du3Y/DgwWjXrp3K5uvri4cPHyImJgYAMHnyZFy+fBnTp0/HhQsXkJ6ejuDgYOzatQszZ85UHm/ZsmWwsbGBi4sLvv32W1y6dAlXrlxBSEgIOnbsWO5tnCW36lW0GRkZlXtukyZNwvXr1zFnzhykpaVh06ZNiIqKwowZM5QxGzZsQJ8+fZSfd+zYgV27diEtLQ1paWkIDAxESEgIpk2bpnLshIQEdO/eXa2ZKyobCyciIiKi15yWlhb8/PywatUq5OTk4LPPPoOjoyPc3d3Rs2dPWFhYwMvLS61jSqVS7N27F3l5eejcuTPGjRuHZcuWqcTo6+sjNjYWjx8/hrOzMwYPHow+ffqoLFTxqtjb28PR0RFRUVEAgDNnzuD8+fOlVjoEABMTE/Tp00d5+2KzZs1w7NgxpKWlwc3NDS4uLoiKisLu3bvh4eGh7GdqaorffvsNo0aNwhdffIGOHTuie/fu2LVrF1avXq28re9Va9q0KaKjo3H48GE4ODggKCgI27ZtU3mH08OHD3Ht2jWVfkuXLoWTkxNcXFywf/9+REZGKt+FWiIiIgLjx4+vlrzrGomozlcg10LZ2dkwMTFBVlYWjI2NNZ0OERERaUB+fj4yMjLQtGnTMhccoNopOjoas2fPRkpKSqnFN6i0n3/+GTNnzsSFCxfKXUq9Lqjo77s6tUHdvYJERERE9Frp168frly5gj///BM2NjaaTqfWy8nJQWhoaJ0uml4lXkUiIiIiem18+umnmk7htTF48GBNp/BG4RwnERERERFRJVg4ERERERERVYKFExEREdVZdWyNLKI66VX9PWfhRERERHWOtrY2ACA3N1fDmRBRdSsoKAAAyGSylzoOF4cgIiKiOkcmk6FevXp48OABgOfvI5JIJBrOioheNYVCgf/973/Q19d/6dUFWTgRERFRnWRhYQEAyuKJiN5MUqkUjRs3ful/HGHhRERERHWSRCKBpaUlzM3NUVhYqOl0iKia6OjovJIXJrNwIiIiojpNJpO99LMPRPTm4+IQRERERERElWDhREREREREVAkWTkRERERERJWoc884lbwAKzs7W8OZEBERERGRJpXUBP/mJbl1rnB68uQJAMDGxkbDmRARERERUW3w5MkTmJiYVBgjEf+mvHqDKBQK3LlzB0ZGRrXiRXfZ2dmwsbHBrVu3YGxsrOl0qJbjeCF1ccyQujhmSF0cM6Su2jRmhBB48uQJrKysKl2yvM7NOEmlUlhbW2s6jVKMjY01PnDo9cHxQurimCF1ccyQujhmSF21ZcxUNtNUgotDEBERERERVYKFExERERERUSVYOGmYrq4uAgICoKurq+lU6DXA8ULq4pghdXHMkLo4Zkhdr+uYqXOLQxAREREREamLM05ERERERESVYOFERERERERUCRZORERERERElWDhREREREREVAkWTtVs48aNaNKkCeRyOVxcXHDq1KkK43fv3o1WrVpBLpfD3t4eBw8erKFMqbZQZ8x888036N69O+rXr4/69evDzc2t0jFGbx51f86UiIiIgEQigZeXV/UmSLWOumPm77//xtSpU2FpaQldXV3Y2try/091jLpj5ssvv4SdnR309PRgY2ODGTNmID8/v4ayJU07duwYBgwYACsrK0gkEuzbt6/SPvHx8XB0dISuri5atGiBsLCwas9TXSycqlFkZCT8/f0REBCAs2fPwsHBAe7u7njw4EGZ8SdOnMCIESPg6+uLc+fOwcvLC15eXkhJSanhzElT1B0z8fHxGDFiBI4ePYqTJ0/CxsYG7733Hv78888azpw0Rd0xUyIzMxOzZs1C9+7dayhTqi3UHTMFBQV49913kZmZiT179iA9PR3ffPMNGjVqVMOZk6aoO2a+//57zJs3DwEBAUhNTcX27dsRGRmJ+fPn13DmpCk5OTlwcHDAxo0b/1V8RkYG+vXrh169eiE5ORmffvopxo0bh9jY2GrOVE2Cqk3nzp3F1KlTlZ+Li4uFlZWVWL58eZnxQ4cOFf369VNpc3FxERMnTqzWPKn2UHfMvKioqEgYGRmJHTt2VFeKVMtUZcwUFRWJLl26iG3btgkfHx/h6elZA5lSbaHumNm8ebNo1qyZKCgoqKkUqZZRd8xMnTpV9O7dW6XN399fdO3atVrzpNoJgNi7d2+FMXPmzBFt27ZVaRs2bJhwd3evxszUxxmnalJQUIAzZ87Azc1N2SaVSuHm5oaTJ0+W2efkyZMq8QDg7u5ebjy9WaoyZl6Um5uLwsJCmJqaVleaVItUdcwsWbIE5ubm8PX1rYk0qRapypg5cOAAXF1dMXXqVDRs2BDt2rVDYGAgiouLaypt0qCqjJkuXbrgzJkzytv5rl+/joMHD+L999+vkZzp9fO6/A6spekE3lQPHz5EcXExGjZsqNLesGFDpKWlldnn3r17Zcbfu3ev2vKk2qMqY+ZFc+fOhZWVVakfPvRmqsqYOX78OLZv347k5OQayJBqm6qMmevXr+OXX36Bt7c3Dh48iKtXr2LKlCkoLCxEQEBATaRNGlSVMTNy5Eg8fPgQ3bp1gxACRUVFmDRpEm/Vo3KV9ztwdnY28vLyoKenp6HMVHHGiegNsWLFCkRERGDv3r2Qy+WaTodqoSdPnmD06NH45ptvYGZmpul06DWhUChgbm6OrVu3wsnJCcOGDcOCBQuwZcsWTadGtVR8fDwCAwOxadMmnD17Fj/++COio6OxdOlSTadG9FI441RNzMzMIJPJcP/+fZX2+/fvw8LCosw+FhYWasXTm6UqY6bEmjVrsGLFCsTFxaF9+/bVmSbVIuqOmWvXriEzMxMDBgxQtikUCgCAlpYW0tPT0bx58+pNmjSqKj9nLC0toa2tDZlMpmxr3bo17t27h4KCAujo6FRrzqRZVRkzn3/+OUaPHo1x48YBAOzt7ZGTk4MJEyZgwYIFkEr57/akqrzfgY2NjWvNbBPAGadqo6OjAycnJxw5ckTZplAocOTIEbi6upbZx9XVVSUeAA4fPlxuPL1ZqjJmAGDVqlVYunQpYmJi0KlTp5pIlWoJdcdMq1atcPHiRSQnJyu3gQMHKlcxsrGxqcn0SQOq8nOma9euuHr1qrLIBoDLly/D0tKSRVMdUJUxk5ubW6o4Kim8hRDVlyy9tl6b34E1vTrFmywiIkLo6uqKsLAwcenSJTFhwgRRr149ce/ePSGEEKNHjxbz5s1TxicmJgotLS2xZs0akZqaKgICAoS2tra4ePGipk6Bapi6Y2bFihVCR0dH7NmzR9y9e1e5PXnyRFOnQDVM3THzIq6qV/eoO2Zu3rwpjIyMhJ+fn0hPTxc//fSTMDc3F1988YWmToFqmLpjJiAgQBgZGYldu3aJ69evi0OHDonmzZuLoUOHauoUqIY9efJEnDt3Tpw7d04AEMHBweLcuXPixo0bQggh5s2bJ0aPHq2Mv379utDX1xezZ88WqampYuPGjUImk4mYmBhNnUKZWDhVs6+++ko0btxY6OjoiM6dO4vffvtNua9Hjx7Cx8dHJT4qKkrY2toKHR0d0bZtWxEdHV3DGZOmqTNm3n77bQGg1BYQEFDziZPGqPtz5p9YONVN6o6ZEydOCBcXF6GrqyuaNWsmli1bJoqKimo4a9IkdcZMYWGhWLRokWjevLmQy+XCxsZGTJkyRfz11181nzhpxNGjR8v8/aRknPj4+IgePXqU6tOhQweho6MjmjVrJkJDQ2s878pIhOCcKRERERERUUX4jBMREREREVElWDgRERERERFVgoUTERERERFRJVg4ERERERERVYKFExERERERUSVYOBEREREREVWChRMREREREVElWDgRERERERFVgoUTERFVSVhYGOrVq6fpNKpMIpFg3759FcaMGTMGXl5eNZIPERHVbiyciIjqsDFjxkAikZTarl69qunUEBYWpsxHKpXC2toaY8eOxYMHD17J8e/evYu+ffsCADIzMyGRSJCcnKwSs27dOoSFhb2S7yvPokWLlOcpk8lgY2ODCRMm4PHjx2odh0UeEVH10tJ0AkREpFkeHh4IDQ1VaXvrrbc0lI0qY2NjpKenQ6FQ4Pz58xg7dizu3LmD2NjYlz62hYVFpTEmJiYv/T3/Rtu2bREXF4fi4mKkpqbi448/RlZWFiIjI2vk+4mIqHKccSIiquN0dXVhYWGhsslkMgQHB8Pe3h4GBgawsbHBlClT8PTp03KPc/78efTq1QtGRkYwNjaGk5MTfv/9d+X+48ePo3v37tDT04ONjQ2mT5+OnJycCnOTSCSwsLCAlZUV+vbti+nTpyMuLg55eXlQKBRYsmQJrK2toauriw4dOiAmJkbZt6CgAH5+frC0tIRcLsfbb7+N5cuXqxy75Fa9pk2bAgA6duwIiUSCnj17AlCdxdm6dSusrKygUChUcvT09MTHH3+s/Lx//344OjpCLpejWbNmWLx4MYqKiio8Ty0tLVhYWKBRo0Zwc3PDkCFDcPjwYeX+4uJi+Pr6omnTptDT04OdnR3WrVun3L9o0SLs2LED+/fvV85excfHAwBu3bqFoUOHol69ejA1NYWnpycyMzMrzIeIiEpj4URERGWSSqVYv349/vjjD+zYsQO//PIL5syZU268t7c3rK2tcfr0aZw5cwbz5s2DtrY2AODatWvw8PDAhx9+iAsXLiAyMhLHjx+Hn5+fWjnp6elBoVCgqKgI69atQ1BQENasWYMLFy7A3d0dAwcOxJUrVwAA69evx4EDBxAVFYX09HSEh4ejSZMmZR731KlTAIC4uDjcvXsXP/74Y6mYIUOG4NGjRzh69Kiy7fHjx4iJiYG3tzcAICEhAR999BE++eQTXLp0CV9//TXCwsKwbNmyf32OmZmZiI2NhY6OjrJNoVDA2toau3fvxqVLl7Bw4ULMnz8fUVFRAIBZs2Zh6NCh8PDwwN27d3H37l106dIFhYWFcHd3h5GRERISEpCYmAhDQ0N4eHigoKDgX+dEREQABBER1Vk+Pj5CJpMJAwMD5TZ48OAyY3fv3i0aNGig/BwaGipMTEyUn42MjERYWFiZfX19fcWECRNU2hISEoRUKhV5eXll9nnx+JcvXxa2traiU6dOQgghrKysxLJly1T6ODs7iylTpgghhJg2bZro3bu3UCgUZR4fgNi7d68QQoiMjAwBQJw7d04lxsfHR3h6eio/e3p6io8//lj5+euvvxZWVlaiuLhYCCFEnz59RGBgoMoxdu7cKSwtLcvMQQghAgIChFQqFQYGBkIulwsAAoAIDg4ut48QQkydOlV8+OGH5eZa8t12dnYq1+DZs2dCT09PxMbGVnh8IiJSxWeciIjquF69emHz5s3KzwYGBgCez74sX74caWlpyM7ORlFREfLz85Gbmwt9ff1Sx/H398e4ceOwc+dO5e1mzZs3B/D8Nr4LFy4gPDxcGS+EgEKhQEZGBlq3bl1mbllZWTA0NIRCoUB+fj66deuGbdu2ITs7G3fu3EHXrl1V4rt27Yrz588DeH6b3bvvvgs7Ozt4eHigf//+eO+9917qWnl7e2P8+PHYtGkTdHV1ER4ejuHDh0MqlSrPMzExUWWGqbi4uMLrBgB2dnY4cOAA8vPz8d133yE5ORnTpk1Tidm4cSNCQkJw8+ZN5OXloaCgAB06dKgw3/Pnz+Pq1aswMjJSac/Pz8e1a9eqcAWIiOouFk5ERHWcgYEBWrRoodKWmZmJ/v37Y/LkyVi2bBlMTU1x/Phx+Pr6oqCgoMwCYNGiRRg5ciSio6Px888/IyAgABEREfjggw/w9OlTTJw4EdOnTy/Vr3HjxuXmZmRkhLNnz0IqlcLS0hJ6enoAgOzs7ErPy9HRERkZGfj5558RFxeHoUOHws3NDXv27Km0b3kGDBgAIQSio6Ph7OyMhIQErF27Vrn/6dOnWLx4MQYNGlSqr1wuL/e4Ojo6yj+DFStWoF+/fli8eDGWLl0KAIiIiMCsWbMQFBQEV1dXGBkZYfXq1UhKSqow36dPn8LJyUmlYC1RWxYAISJ6XbBwIiKiUs6cOQOFQoGgoCDlbErJ8zQVsbW1ha2tLWbMmIERI0YgNDQUH3zwARwdHXHp0qVSBVplpFJpmX2MjY1hZWWFxMRE9OjRQ9memJiIzp07q8QNGzYMw4YNw+DBg+Hh4YHHjx/D1NRU5XglzxMVFxdXmI9cLsegQYMQHh6Oq1evws7ODo6Ojsr9jo6OSE9PV/s8X/TZZ5+hd+/emDx5svI8u3TpgilTpihjXpwx0tHRKZW/o6MjIiMjYW5uDmNj45fKiYioruPiEEREVEqLFi1QWFiIr776CtevX8fOnTuxZcuWcuPz8vLg5+eH+Ph43LhxA4mJiTh9+rTyFry5c+fixIkT8PPzQ3JyMq5cuYL9+/ervTjEP82ePRsrV65EZGQk0tPTMW/ePCQnJ+OTTz4BAAQHB2PXrl1IS0vD5cuXsXv3blhYWJT50l5zc3Po6ekhJiYG9+/fR1ZWVrnf6+3tjejoaISEhCgXhSixcOFCfPvtt1i8eDH++OMPpKamIiIiAp999pla5+bq6or27dsjMDAQANCyZUv8/vvviI2NxeXLl/H555/j9OnTKn2aNGmCCxcuID09HQ8fPkRhYSG8vb1hZmYGT09PJCQkICMjA/Hx8Zg+fTpu376tVk5ERHUdCyciIirFwcEBwcHBWLlyJdq1a4fw8HCVpbxfJJPJ8OjRI3z00UewtbXF0KFD0bdvXyxevBgA0L59e/z666+4fPkyunfvjo4dO2LhwoWwsrKqco7Tp0+Hv78/Zs6cCXt7e8TExODAgQNo2bIlgOe3+a1atQqdOnWCs7MzMjMzcfDgQeUM2j9paWlh/fr1+Prrr2FlZQVPT89yv7d3794wNTVFeno6Ro4cqbLP3d0dP/30Ew4dOgRnZ2e88847WLt2Ld5++221z2/GjBnYtm0bbt26hYkTJ2LQoEEYNmwYXFxc8OjRI5XZJwAYP3487Ozs0KlTJ7z11ltITEyEvr4+jh07hsaNG2PQoEFo3bo1fH19kZ+fzxkoIiI1SYQQQtNJEBERERER1WaccSIiIiIiIqoECyciIiIiIqJKsHAiIiIiIiKqBAsnIiIiIiKiSrBwIiIiIiIiqgQLJyIiIiIiokqwcCIiIiIiIqoECyciIiIiIqJKsHAiIiIiIiKqBAsnIiIiIiKiSrBwIiIiIiIiqsT/AYEU5NUPUZcnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:17,284 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2025-03-24 03:22:17,414 INFO:Saved aggregated ROC curve for l to results/roc_curves/Aggregated_ROC_l.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-24 03:22:17,491 INFO:\n", "=== Evaluation Results ===\n", "2025-03-24 03:22:17,493 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.365241 0.891229 0.891780 0.438312\n", "1 ViT b 0.213513 0.945929 0.944446 0.610860\n", "2 ViT c 0.85009 0.758252 0.817058 0.259865\n", "3 ViT d 0.125797 0.972336 0.963287 0.754190\n", "4 ViT e 0.566287 0.880351 0.909627 0.712401\n", ".. ... ... ... ... ... ...\n", "139 Ensemble h 0.949500 0.999441 0.951897\n", "140 Ensemble i 0.997167 0.999984 0.997173\n", "141 Ensemble j 0.511500 0.364010 0.078012\n", "142 Ensemble k 0.518167 0.608786 0.079006\n", "143 Ensemble l 0.817038 0.679066 0.653446\n", "\n", "[144 rows x 6 columns]\n", "2025-03-24 03:22:17,495 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", " 'ResNet-18': 'gold',\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, ResNet-18].\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", " elif hasattr(model, 'fc') and isinstance(model.fc, nn.Module):\n", " # Support for ResNet's 'fc' classification head\n", " for p in model.fc.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head', 'classifier', or 'fc'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name or 'fc' 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 (list of attributes that hold blocks/layers)\n", " # If none found or applicable, ft_attr = [] and we'll fallback to parameter-based approach\n", " ft_attr = [] # Initialize as empty list\n", "\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 = []\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 []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\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 []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\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", " elif model_name == 'ResNet-18':\n", " model = timm.create_model('resnet18', \n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob, \n", " num_classes=num_classes)\n", " # Replace the classification head\n", " model.fc = nn.Linear(model.fc.in_features, num_classes)\n", " ft_attr = ['layer1', 'layer2', 'layer3', 'layer4'] # ResNet-18 layers\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:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, 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:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, 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", " \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 model_name != \"ResNet-18\": # Exclude ResNet-18 from ensemble accumulation\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", " if model_name != \"ResNet-18\": # Only update ensemble if not ResNet-18\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", "\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", " # Compute the number of models contributing to the ensemble (excluding ResNet-18)\n", " ensemble_model_count = num_models - 1 if \"ResNet-18\" in results else num_models\n", " # Average the summed probabilities\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / ensemble_model_count\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_model_count = len(models_dict) - (1 if \"ResNet-18\" in models_dict else 0)\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / ensemble_model_count # 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', 'ResNet-18', '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}'\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ“ˆ Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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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" ] } ], "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 }